diff --git a/Lukes_folder/6wxb/6wxb_MMD.ipynb b/Lukes_folder/6wxb/6wxb_MMD.ipynb new file mode 100644 index 0000000..a6481ee --- /dev/null +++ b/Lukes_folder/6wxb/6wxb_MMD.ipynb @@ -0,0 +1,462 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import torch\n", + "import json\n", + "\n", + "from cryo_sbi.inference.models import build_models\n", + "from cryo_sbi import CryoEmSimulator\n", + "from cryo_sbi.inference import priors\n", + "\n", + "from MMD import MMD_gaussian\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "batch_size_sampling = 100 # Batch size for sampling posterior\n", + "batch_size_latent = 1000 # Batch size for calculating latent representation\n", + "device = \"cuda\" # Device for computations\n", + "save_figures = False\n", + "\n", + "# empty cache just in case\n", + "torch.cuda.empty_cache()\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load posterior surrogate" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "train_config = json.load(open(\"../experiments/6wxb/resnet18_fft_encoder.json\"))\n", + "estimator = build_models.build_npe_flow_model(train_config)\n", + "estimator.load_state_dict(torch.load(\"../Lukes_folder/estimator_6wxb.estimator\"))\n", + "#estimator.load_state_dict(torch.load(\"../experiments/6wxb/posterior_6wxb_mixed.estimator\")) # \"PATH_TO_NN_WEIGHTS\"\n", + "estimator.cuda()\n", + "estimator.eval();" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define a simulator" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "image_config_file = \"../experiments/6wxb/image_params_mixed_training.json\"\n", + "sim = CryoEmSimulator(image_config_file, device=device)\n", + "sim._config[\"SNR\"] = [0.01, 0.01] # Fixing the SNR, set range with [lower, upper]\n", + "sim._config[\"SIGMA\"] = [1.0, 1.0] # Fixing the Sigma, set range with [lower, upper]\n", + "sim._priors = priors.get_image_priors(sim.max_index, sim._config, device=device)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pipeline for mapping image to latent space of neural posterior estimator" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "def images_to_latent(images, batch_size_latent, dim_latent, device=\"cpu\"):\n", + " num_images = images.shape[0]\n", + " batches = torch.split(images, split_size_or_sections=batch_size_latent,dim=0)\n", + " latent_samples = torch.zeros((num_images, dim_latent)).to(device)\n", + " with torch.no_grad():\n", + " j = 0\n", + " for i in range(len(batches)):\n", + " batch_size = batches[i].shape[0]\n", + " \n", + " # transformation to latent space\n", + " samples = estimator.embedding(batches[i].cuda(non_blocking=True)).to(device)\n", + " latent_samples[j:j+batch_size, :] = samples\n", + " \n", + " j += batch_size\n", + " # compute last batch and append \n", + " return latent_samples\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load experimental data, then feature embed the experimental data" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "using nonwhitened data\n" + ] + } + ], + "source": [ + "# Load experimental data\n", + "fname = \"6wxb_image_data/experimental_images.npz\"\n", + "print(\"using nonwhitened data\")\n", + "#fname = \"6wxb_image_data/experimental_images_nowhiten.npz\"\n", + "inData = np.load(fname)\n", + "experimental_images = torch.tensor(inData[\"experimental_images\"])\n", + "\n", + "# Embed in latent space\n", + "exp_latent_samples = images_to_latent(experimental_images, batch_size_latent=batch_size_latent, dim_latent=256, device=device) \n", + "torch.cuda.empty_cache()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### MMD index test:\n", + "- Fix an observed dataset $Y$ (in this case, `experimental_images`)\n", + "\t- For each index i of the normal mode analysis parameter:\n", + "\t\t- simulate M images from index i, data set $Y^{(i)}$\n", + "\t\t- Compute $dist(i) = MMD(h_{\\psi}(Y^{(i)}), h_{\\psi}(Y))$ \t($h_{\\psi}(\\cdot)$) is learned feature embedding from neural posterior estimation)\n", + "\t- Plot scatter of index i versus dist i, see if there is a particular index that has lower MMD\n", + "\t" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "bandwidth for index0:45.93457794189453\n", + "finished with index cv_list0\n", + "bandwidth for index1:43.23947525024414\n", + "finished with index cv_list1\n", + "bandwidth for index2:40.41753387451172\n", + "finished with index cv_list2\n", + "bandwidth for index3:37.91428756713867\n", + "finished with index cv_list3\n", + "bandwidth for index4:36.00865936279297\n", + "finished with index cv_list4\n", + "bandwidth for index5:34.77455139160156\n", + "finished with index cv_list5\n", + "bandwidth for index6:34.61826705932617\n", + "finished with index cv_list6\n", + "bandwidth for index7:35.88420486450195\n", + "finished with index cv_list7\n", + "bandwidth for index8:38.50306701660156\n", + "finished with index cv_list8\n", + "bandwidth for index9:41.76443099975586\n", + "finished with index cv_list9\n", + "bandwidth for index10:43.22142791748047\n", + "finished with index cv_list10\n", + "bandwidth for index11:41.376380920410156\n", + "finished with index cv_list11\n", + "bandwidth for index12:40.30690002441406\n", + "finished with index cv_list12\n", + "bandwidth for index13:40.321956634521484\n", + "finished with index cv_list13\n", + "bandwidth for index14:41.090885162353516\n", + "finished with index cv_list14\n", + "bandwidth for index15:42.077064514160156\n", + "finished with index cv_list15\n", + "bandwidth for index16:43.16619873046875\n", + "finished with index cv_list16\n", + "bandwidth for index17:44.31721496582031\n", + "finished with index cv_list17\n", + "bandwidth for index18:46.08082962036133\n", + "finished with index cv_list18\n", + "bandwidth for index19:48.23674011230469\n", + "finished with index cv_list19\n" + ] + } + ], + "source": [ + "combined_samples = []\n", + "cv_list = torch.arange(0, 100, 5)\n", + "distances = np.zeros(cv_list.shape[0])\n", + "num_sim = 10000\n", + "for idx in range(len(cv_list)):\n", + "\n", + " # simulate num_sim images with a particular parameter value\n", + " indices = torch.tensor([cv_list[idx]], dtype=torch.float32).repeat(num_sim)\n", + " indices = indices.reshape(num_sim, 1)\n", + " images = sim.simulate(num_sim=num_sim, indices=indices).cpu()\n", + "\n", + " # compute latent space interpretation of simulated images, compute MMD to latent experimental samples\n", + " with torch.no_grad():\n", + " latent_samples = images_to_latent(images, batch_size_latent=batch_size_latent, dim_latent=256, device=device) \n", + " mmd, bandwidth_val = MMD_gaussian(latent_samples, exp_latent_samples, bandwidth=\"MEDIAN\", RETURN_BANDWIDTH=True)\n", + " distances[idx] = mmd.item()\n", + " print(f\"bandwidth for index{idx}:{bandwidth_val}\")\n", + " combined_samples.append(latent_samples)\n", + " # empty cache just in case\n", + " torch.cuda.empty_cache()\n", + " print(f\"finished with index cv_list{idx}\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plotting MMD" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(cv_list,distances)\n", + "plt.xlabel(\"index\")\n", + "plt.ylabel(\"MMD to embeded ref. data\")\n", + "#fname=\"6xwb_mmd_comparison.png\"\n", + "fname=\"6wxb_mmd_comparison_nonrandom_params.png\"\n", + "#fname=\"6wxb_mmd_comparison_nonrandom_params_no_whiten.png\"\n", + "plt.tight_layout()\n", + "plt.savefig(fname, dpi=300)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## MMD hypothesis testing on \"null hypothesis\" that simulation distribution and experimental distribution are the same\n", + "- Pick number of bootstrap samples M, number of bootstap trials $T$\n", + "\t- For each boostrap trial $t$\n", + "\t\t- simulate $M$ images from a simulator with a uniform prior $Y^{(t)}$\n", + "\t\t- sample $M$ images from the dataset uniformly with replacement $Y_{obs}^{(t)}$\n", + "\t\t- Compute $dist(i) = MMD(h_{\\Psi}(Y^{(t)}), h_{\\Psi}(Y_{obs}^{(t)}))$\n", + "\t- Look at histogram of dist\n", + "\t- do extra stuff for a hypothesis test\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "100\n", + "200\n", + "300\n", + "400\n", + "500\n", + "600\n", + "700\n", + "800\n", + "900\n" + ] + } + ], + "source": [ + "HYPOTHESIS = True\n", + "if HYPOTHESIS:\n", + " num_bootstrap = 1000\n", + " distances_boot = np.zeros(num_bootstrap)\n", + " num_sim = 1000\n", + " for idx in range(num_bootstrap):\n", + " images = sim.simulate(num_sim=num_sim)\n", + " \n", + " # randomly sample with replacement from experiment\n", + " bootstrap_idx = torch.randint(high=num_sim, size=(num_sim,))\n", + " \n", + " with torch.no_grad():\n", + " latent_samples = images_to_latent(images, batch_size_latent=batch_size_latent, dim_latent=256, device=device) \n", + " mmd = MMD_gaussian(latent_samples, exp_latent_samples[bootstrap_idx, :])\n", + " distances_boot[idx] = mmd.item()\n", + " # empty cache just in case\n", + " torch.cuda.empty_cache()\n", + " if idx % 100 == 0:\n", + " print(idx)\n", + " \n", + " np.savez(\"6wxb_distances_boot_nonrandom_params.npz\", distances_boot=distances_boot)\n", + " #np.savez(\"6wxb_distances_boot_nonrandom_params_no_whiten.npz\", distances_boot=distances_boot)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "if HYPOTHESIS:\n", + " alpha = 0.05\n", + " #alpha_cutoff = np.sqrt(2/num_bootstrap)*(1 + np.sqrt(2*np.log(1/alpha))) # TODO: figure out how to set this right....\n", + " alpha_cutoff = np.quantile(distances_boot, 1-alpha)\n", + " plt.figure()\n", + " plt.hist(distances_boot)\n", + " \n", + " plt.xlabel(r\"dist($h(Y)$, $h(Y_{simulated}$))\")\n", + " plt.vlines(alpha_cutoff, ymin=0, ymax=300, linestyles=\"dotted\")\n", + " fname = \"6wxb_hypothesis_nonrandom_params.png\"\n", + " #fname = \"6wxb_hypothesis_nonrandom_params_no_whiten.png\"\n", + " plt.savefig(fname, dpi=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Check where distances for various models fall on the histogram" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.010089544579386711\n", + "0.012130914255976677\n", + "0.014196908101439476\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "if HYPOTHESIS:\n", + " # simulate num_sim images with a particular parameter value\n", + " num_sim = 10000\n", + " cv_list = [45, 50, 55]\n", + " combined_samples = []\n", + " distances = np.zeros((len(cv_list)))\n", + " for idx in range(len(cv_list)):\n", + " indices = torch.tensor([cv_list[idx]], dtype=torch.float32).repeat(num_sim)\n", + " indices = indices.reshape(num_sim, 1)\n", + " images = sim.simulate(num_sim=num_sim, indices=indices)\n", + " \n", + " # compute latent space interpretation of simulated images, compute MMD to latent experimental samples\n", + " with torch.no_grad():\n", + " latent_samples = images_to_latent(images, batch_size_latent=batch_size_latent, dim_latent=256, device=device) \n", + " mmd = MMD_gaussian(latent_samples, exp_latent_samples, bandwidth=\"MEDIAN\")\n", + " distances[idx] = mmd.item()\n", + " print(mmd.item())\n", + " combined_samples.append(latent_samples)\n", + " # empty cache just in case\n", + " \n", + " alpha = 0.05\n", + " alpha_cutoff = np.quantile(distances_boot, 1-alpha)\n", + " plt.figure()\n", + " plt.hist(distances_boot)\n", + " \n", + " plt.xlabel(\"dist(h(Y), h(Y_{simulated}))\")\n", + " plt.vlines(alpha_cutoff, ymin=0, ymax=200, linestyles=\"dotted\", label=r'95th percentile')\n", + " plt.vlines(distances[0], ymin=0, ymax=200, color=\"red\", label=r'$\\theta=45$')\n", + " plt.vlines(distances[1], ymin=0, ymax=200, color=\"green\", label= r'$\\theta=50$')\n", + " plt.vlines(distances[2], ymin=0, ymax=200, color=\"orange\", label= r'$\\theta=55$')\n", + " plt.legend()\n", + " #fname = \"6wxb_hypothesis_nonrandom_params_no_whiten_test.png\"\n", + " fname = \"6wxb_hypothesis_nonrandom_params_test.png\"\n", + " plt.savefig(fname, dpi=300)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.9.15 ('.venv': venv)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + }, + "vscode": { + "interpreter": { + "hash": "67b7023408d2dbdcdda6c9047d90ec2f795752889b34f6f4e95aae83166bde6a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Lukes_folder/6wxb/6wxb_MMD_bandwidths.ipynb b/Lukes_folder/6wxb/6wxb_MMD_bandwidths.ipynb new file mode 100644 index 0000000..a210c50 --- /dev/null +++ b/Lukes_folder/6wxb/6wxb_MMD_bandwidths.ipynb @@ -0,0 +1,3941 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import torch\n", + "import torchvision.transforms as transforms\n", + "import json\n", + "import mrcfile\n", + "from aspire.source import ArrayImageSource\n", + "from aspire import config\n", + "\n", + "from cryo_sbi.inference.models import build_models\n", + "from cryo_sbi import CryoEmSimulator\n", + "from cryo_sbi.inference import priors\n", + "import cryo_sbi.utils.estimator_utils as est_utils\n", + "from cryo_sbi.utils.image_utils import (\n", + " LowPassFilter,\n", + " NormalizeIndividual,\n", + " MRCtoTensor,\n", + " FourierDownSample,\n", + " Mask,\n", + ")\n", + "\n", + "from MMD import MMD_gaussian\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "batch_size_sampling = 100 # Batch size for sampling posterior\n", + "batch_size_latent = 1000 # Batch size for calculating latent representation\n", + "device = \"cuda\" # Device for computations\n", + "save_figures = False\n", + "\n", + "# empty cache just in case\n", + "torch.cuda.empty_cache()\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load posterior surrogate" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "train_config = json.load(open(\"../experiments/6wxb/resnet18_fft_encoder.json\"))\n", + "estimator = build_models.build_npe_flow_model(train_config)\n", + "estimator.load_state_dict(torch.load(\"../Lukes_folder/estimator_6wxb.estimator\"))\n", + "#estimator.load_state_dict(torch.load(\"../experiments/6wxb/posterior_6wxb_mixed.estimator\")) # \"PATH_TO_NN_WEIGHTS\"\n", + "estimator.cuda()\n", + "estimator.eval();" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define a simulator" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "image_config_file = \"../experiments/6wxb/image_params_mixed_training.json\"\n", + "sim = CryoEmSimulator(image_config_file, device=device)\n", + "sim._config[\"SNR\"] = [0.01, 0.01] # Fixing the SNR, set range with [lower, upper]\n", + "sim._config[\"SIGMA\"] = [1.0, 1.0] # Fixing the Sigma, set range with [lower, upper]\n", + "sim._priors = priors.get_image_priors(sim.max_index, sim._config, device=device)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pipeline for mapping image to latent space of neural posterior estimator" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def images_to_latent(images, batch_size_latent, dim_latent, device=\"cpu\"):\n", + " num_images = images.shape[0]\n", + " batches = torch.split(images, split_size_or_sections=batch_size_latent,dim=0)\n", + " latent_samples = torch.zeros((num_images, dim_latent)).to(device)\n", + " with torch.no_grad():\n", + " j = 0\n", + " for i in range(len(batches)):\n", + " batch_size = batches[i].shape[0]\n", + " \n", + " # transformation to latent space\n", + " samples = estimator.embedding(batches[i].cuda(non_blocking=True)).to(device)\n", + " latent_samples[j:j+batch_size, :] = samples\n", + " \n", + " j += batch_size\n", + " # compute last batch and append \n", + " return latent_samples\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Define a transform for image data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# We use parts of the torchvision module to take care of imigae processing\n", + "# We can build a transformation which modify our images in a predefined pipline\n", + "#print(\"using basic transform without aspire this time\")\n", + "#transform = transforms.Compose(\n", + "# [\n", + "# MRCtoTensor(), # Load mrc file (str) and construct pytorch tensor\n", + "# transforms.Resize(size=(128, 128)), # Resize image to given size\n", + "# NormalizeIndividual(), # Normalize image\n", + "# ]\n", + "#)\n", + "transform = transforms.Compose(\n", + " [\n", + " FourierDownSample(256, 128),\n", + " NormalizeIndividual(),\n", + " Mask(128, 60),\n", + " ]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load experimental data and transform" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:45,490 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:45,491 INFO [aspire.source.image] Creating ArrayImageSource with 161 images.\n", + "2023-09-06 10:01:45,502 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 20.11it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:45,555 INFO [aspire.noise.noise] Noise variance = 2.4513322265066186\n", + "2023-09-06 10:01:45,555 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:45,556 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:45,556 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n", + "2023-09-06 10:01:46,134 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:46,135 INFO [aspire.source.image] Creating ArrayImageSource with 107 images.\n", + "2023-09-06 10:01:46,143 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 30.74it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:46,178 INFO [aspire.noise.noise] Noise variance = 2.3456354089627602\n", + "2023-09-06 10:01:46,178 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:46,179 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:46,179 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1\n", + "2023-09-06 10:01:46,885 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:46,885 INFO [aspire.source.image] Creating ArrayImageSource with 94 images.\n", + "2023-09-06 10:01:46,892 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 34.88it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:46,924 INFO [aspire.noise.noise] Noise variance = 2.359741344306726\n", + "2023-09-06 10:01:46,925 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:46,925 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:46,925 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "2\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:47,114 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:47,115 INFO [aspire.source.image] Creating ArrayImageSource with 12 images.\n", + "2023-09-06 10:01:47,116 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 415.40it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:47,121 INFO [aspire.noise.noise] Noise variance = 2.293963996718612\n", + "2023-09-06 10:01:47,122 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:47,122 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:47,122 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3\n", + "2023-09-06 10:01:47,490 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:47,491 INFO [aspire.source.image] Creating ArrayImageSource with 88 images.\n", + "2023-09-06 10:01:47,494 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 38.85it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:47,523 INFO [aspire.noise.noise] Noise variance = 2.3797170939083485\n", + "2023-09-06 10:01:47,524 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:47,524 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:47,525 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "4\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:47,851 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:47,852 INFO [aspire.source.image] Creating ArrayImageSource with 49 images.\n", + "2023-09-06 10:01:47,854 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 64.64it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:47,873 INFO [aspire.noise.noise] Noise variance = 2.362330034748603\n", + "2023-09-06 10:01:47,873 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:47,874 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:47,874 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "5\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:48,207 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:48,208 INFO [aspire.source.image] Creating ArrayImageSource with 39 images.\n", + "2023-09-06 10:01:48,209 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 122.33it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:48,220 INFO [aspire.noise.noise] Noise variance = 2.3837914918244674\n", + "2023-09-06 10:01:48,220 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:48,221 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:48,221 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "6\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:48,466 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:48,467 INFO [aspire.source.image] Creating ArrayImageSource with 72 images.\n", + "2023-09-06 10:01:48,469 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 59.37it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:48,489 INFO [aspire.noise.noise] Noise variance = 2.392418006821554\n", + "2023-09-06 10:01:48,489 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:48,490 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:48,490 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "7\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:48,857 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:48,859 INFO [aspire.source.image] Creating ArrayImageSource with 123 images.\n", + "2023-09-06 10:01:48,867 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 25.84it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:48,909 INFO [aspire.noise.noise] Noise variance = 2.4185736511069336\n", + "2023-09-06 10:01:48,909 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:48,910 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:48,910 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8\n", + "2023-09-06 10:01:49,383 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:49,383 INFO [aspire.source.image] Creating ArrayImageSource with 97 images.\n", + "2023-09-06 10:01:49,387 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 32.95it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:49,420 INFO [aspire.noise.noise] Noise variance = 2.422274899273868\n", + "2023-09-06 10:01:49,421 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:49,421 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:49,421 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "9\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:49,880 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:49,880 INFO [aspire.source.image] Creating ArrayImageSource with 113 images.\n", + "2023-09-06 10:01:49,889 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 29.12it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:49,926 INFO [aspire.noise.noise] Noise variance = 2.351323961286422\n", + "2023-09-06 10:01:49,927 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:49,927 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:49,928 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "10\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:50,473 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:50,474 INFO [aspire.source.image] Creating ArrayImageSource with 174 images.\n", + "2023-09-06 10:01:50,486 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 18.60it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:50,543 INFO [aspire.noise.noise] Noise variance = 2.338220718157536\n", + "2023-09-06 10:01:50,543 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:50,544 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:50,544 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "11\n", + "2023-09-06 10:01:51,071 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:51,072 INFO [aspire.source.image] Creating ArrayImageSource with 88 images.\n", + "2023-09-06 10:01:51,075 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 40.49it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:51,103 INFO [aspire.noise.noise] Noise variance = 2.4535836870595156\n", + "2023-09-06 10:01:51,103 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:51,103 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:51,104 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "12\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:51,566 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:51,567 INFO [aspire.source.image] Creating ArrayImageSource with 204 images.\n", + "2023-09-06 10:01:51,581 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 15.76it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:51,647 INFO [aspire.noise.noise] Noise variance = 2.3762496183168103\n", + "2023-09-06 10:01:51,648 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:51,648 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:51,648 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "13\n", + "2023-09-06 10:01:52,060 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:52,061 INFO [aspire.source.image] Creating ArrayImageSource with 30 images.\n", + "2023-09-06 10:01:52,062 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 177.72it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:52,070 INFO [aspire.noise.noise] Noise variance = 2.4358242585851198\n", + "2023-09-06 10:01:52,071 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:52,071 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:52,072 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "14\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:52,689 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:52,690 INFO [aspire.source.image] Creating ArrayImageSource with 153 images.\n", + "2023-09-06 10:01:52,701 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 20.95it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:52,752 INFO [aspire.noise.noise] Noise variance = 2.3607325706349584\n", + "2023-09-06 10:01:52,752 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:52,753 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:52,753 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "15\n", + "2023-09-06 10:01:53,279 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:53,280 INFO [aspire.source.image] Creating ArrayImageSource with 81 images.\n", + "2023-09-06 10:01:53,283 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 39.99it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:53,311 INFO [aspire.noise.noise] Noise variance = 2.3971852468256056\n", + "2023-09-06 10:01:53,312 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:53,312 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:53,312 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "16\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:53,629 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:53,630 INFO [aspire.source.image] Creating ArrayImageSource with 67 images.\n", + "2023-09-06 10:01:53,632 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 72.71it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:53,649 INFO [aspire.noise.noise] Noise variance = 2.381247924052431\n", + "2023-09-06 10:01:53,650 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:53,650 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:53,650 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "17\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:54,042 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:54,043 INFO [aspire.source.image] Creating ArrayImageSource with 76 images.\n", + "2023-09-06 10:01:54,045 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 60.99it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:54,064 INFO [aspire.noise.noise] Noise variance = 2.392430021840839\n", + "2023-09-06 10:01:54,065 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:54,065 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:54,065 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "18\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:54,409 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:54,410 INFO [aspire.source.image] Creating ArrayImageSource with 78 images.\n", + "2023-09-06 10:01:54,412 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 60.63it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:54,431 INFO [aspire.noise.noise] Noise variance = 2.356523281229114\n", + "2023-09-06 10:01:54,432 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:54,432 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:54,432 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "19\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:54,838 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:54,839 INFO [aspire.source.image] Creating ArrayImageSource with 102 images.\n", + "2023-09-06 10:01:54,842 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 39.70it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:54,871 INFO [aspire.noise.noise] Noise variance = 2.33904010948641\n", + "2023-09-06 10:01:54,871 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:54,871 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:54,872 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "20\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:55,389 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:55,390 INFO [aspire.source.image] Creating ArrayImageSource with 70 images.\n", + "2023-09-06 10:01:55,393 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 49.70it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:55,416 INFO [aspire.noise.noise] Noise variance = 2.398221994948901\n", + "2023-09-06 10:01:55,416 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:55,417 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:55,417 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "21\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:55,701 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:55,702 INFO [aspire.source.image] Creating ArrayImageSource with 58 images.\n", + "2023-09-06 10:01:55,704 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 60.28it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:55,723 INFO [aspire.noise.noise] Noise variance = 2.446380864768871\n", + "2023-09-06 10:01:55,724 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:55,724 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:55,724 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "22\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:56,093 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:56,093 INFO [aspire.source.image] Creating ArrayImageSource with 129 images.\n", + "2023-09-06 10:01:56,102 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 24.91it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:56,145 INFO [aspire.noise.noise] Noise variance = 2.4230647466831643\n", + "2023-09-06 10:01:56,146 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:56,146 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:56,146 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "23\n", + "2023-09-06 10:01:56,510 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:56,511 INFO [aspire.source.image] Creating ArrayImageSource with 75 images.\n", + "2023-09-06 10:01:56,517 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 43.95it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:56,543 INFO [aspire.noise.noise] Noise variance = 2.4720339577644275\n", + "2023-09-06 10:01:56,543 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:56,544 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:56,544 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "24\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:56,741 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:56,742 INFO [aspire.source.image] Creating ArrayImageSource with 27 images.\n", + "2023-09-06 10:01:56,744 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 183.84it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:56,752 INFO [aspire.noise.noise] Noise variance = 2.3291184252120707\n", + "2023-09-06 10:01:56,752 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:56,752 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:56,753 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "25\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:57,063 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:57,064 INFO [aspire.source.image] Creating ArrayImageSource with 109 images.\n", + "2023-09-06 10:01:57,067 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 32.44it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:57,101 INFO [aspire.noise.noise] Noise variance = 2.382223109412866\n", + "2023-09-06 10:01:57,102 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:57,102 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:57,103 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "26\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:57,523 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:57,524 INFO [aspire.source.image] Creating ArrayImageSource with 69 images.\n", + "2023-09-06 10:01:57,527 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 45.66it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:57,552 INFO [aspire.noise.noise] Noise variance = 2.3543064929137305\n", + "2023-09-06 10:01:57,553 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:57,553 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:57,554 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "27\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:57,901 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:57,902 INFO [aspire.source.image] Creating ArrayImageSource with 117 images.\n", + "2023-09-06 10:01:57,910 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 27.99it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:57,949 INFO [aspire.noise.noise] Noise variance = 2.4970080250669198\n", + "2023-09-06 10:01:57,950 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:57,950 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:57,951 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "28\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:58,752 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:58,753 INFO [aspire.source.image] Creating ArrayImageSource with 236 images.\n", + "2023-09-06 10:01:58,769 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 13.54it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:58,846 INFO [aspire.noise.noise] Noise variance = 2.5009215371877667\n", + "2023-09-06 10:01:58,846 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:58,847 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:58,847 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "29\n", + "2023-09-06 10:01:59,571 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:01:59,572 INFO [aspire.source.image] Creating ArrayImageSource with 193 images.\n", + "2023-09-06 10:01:59,585 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 24.00it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:01:59,630 INFO [aspire.noise.noise] Noise variance = 2.540095436687251\n", + "2023-09-06 10:01:59,630 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:01:59,631 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:01:59,631 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "30\n", + "2023-09-06 10:02:00,396 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:00,397 INFO [aspire.source.image] Creating ArrayImageSource with 206 images.\n", + "2023-09-06 10:02:00,403 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 16.33it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:00,467 INFO [aspire.noise.noise] Noise variance = 2.4592653046926833\n", + "2023-09-06 10:02:00,467 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:00,468 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:00,468 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "31\n", + "2023-09-06 10:02:01,164 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:01,165 INFO [aspire.source.image] Creating ArrayImageSource with 170 images.\n", + "2023-09-06 10:02:01,170 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 18.68it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:01,226 INFO [aspire.noise.noise] Noise variance = 2.471220865924673\n", + "2023-09-06 10:02:01,227 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:01,227 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:01,227 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "32\n", + "2023-09-06 10:02:01,881 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:01,882 INFO [aspire.source.image] Creating ArrayImageSource with 261 images.\n", + "2023-09-06 10:02:01,900 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 12.00it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:01,986 INFO [aspire.noise.noise] Noise variance = 2.4916816509225255\n", + "2023-09-06 10:02:01,987 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:01,987 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:01,987 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "33\n", + "2023-09-06 10:02:02,891 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:02,892 INFO [aspire.source.image] Creating ArrayImageSource with 242 images.\n", + "2023-09-06 10:02:02,908 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 13.00it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:02,988 INFO [aspire.noise.noise] Noise variance = 2.475994984465162\n", + "2023-09-06 10:02:02,988 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:02,989 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:02,989 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "34\n", + "2023-09-06 10:02:03,902 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:03,903 INFO [aspire.source.image] Creating ArrayImageSource with 199 images.\n", + "2023-09-06 10:02:03,917 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 16.09it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:03,982 INFO [aspire.noise.noise] Noise variance = 2.430549289731227\n", + "2023-09-06 10:02:03,982 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:03,983 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:03,983 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "35\n", + "2023-09-06 10:02:04,524 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:04,525 INFO [aspire.source.image] Creating ArrayImageSource with 133 images.\n", + "2023-09-06 10:02:04,534 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 24.21it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:04,578 INFO [aspire.noise.noise] Noise variance = 2.453671701814479\n", + "2023-09-06 10:02:04,579 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:04,579 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:04,580 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "36\n", + "2023-09-06 10:02:05,098 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:05,098 INFO [aspire.source.image] Creating ArrayImageSource with 227 images.\n", + "2023-09-06 10:02:05,113 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 14.14it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:05,187 INFO [aspire.noise.noise] Noise variance = 2.5159150000600365\n", + "2023-09-06 10:02:05,188 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:05,188 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:05,188 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "37\n", + "2023-09-06 10:02:05,867 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:05,868 INFO [aspire.source.image] Creating ArrayImageSource with 174 images.\n", + "2023-09-06 10:02:05,880 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 18.07it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:05,939 INFO [aspire.noise.noise] Noise variance = 2.53902890582832\n", + "2023-09-06 10:02:05,940 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:05,940 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:05,940 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "38\n", + "2023-09-06 10:02:06,571 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:06,572 INFO [aspire.source.image] Creating ArrayImageSource with 209 images.\n", + "2023-09-06 10:02:06,586 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 15.32it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:06,655 INFO [aspire.noise.noise] Noise variance = 2.415406412742358\n", + "2023-09-06 10:02:06,655 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:06,656 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:06,656 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "39\n", + "2023-09-06 10:02:07,327 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:07,328 INFO [aspire.source.image] Creating ArrayImageSource with 150 images.\n", + "2023-09-06 10:02:07,338 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 21.18it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:07,389 INFO [aspire.noise.noise] Noise variance = 2.4664498393229715\n", + "2023-09-06 10:02:07,389 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:07,390 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:07,390 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "40\n", + "2023-09-06 10:02:08,231 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:08,232 INFO [aspire.source.image] Creating ArrayImageSource with 325 images.\n", + "2023-09-06 10:02:08,253 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 9.76it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:08,359 INFO [aspire.noise.noise] Noise variance = 2.50462101395365\n", + "2023-09-06 10:02:08,360 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:08,360 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:08,360 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "41\n", + "2023-09-06 10:02:09,267 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:09,269 INFO [aspire.source.image] Creating ArrayImageSource with 190 images.\n", + "2023-09-06 10:02:09,282 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 16.90it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:09,344 INFO [aspire.noise.noise] Noise variance = 2.486302594648289\n", + "2023-09-06 10:02:09,344 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:09,345 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:09,345 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "42\n", + "2023-09-06 10:02:10,136 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:10,136 INFO [aspire.source.image] Creating ArrayImageSource with 337 images.\n", + "2023-09-06 10:02:10,158 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 9.43it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:10,267 INFO [aspire.noise.noise] Noise variance = 2.4660591623499464\n", + "2023-09-06 10:02:10,268 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:10,268 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:10,268 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "43\n", + "2023-09-06 10:02:11,232 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:11,233 INFO [aspire.source.image] Creating ArrayImageSource with 213 images.\n", + "2023-09-06 10:02:11,238 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 16.72it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:11,301 INFO [aspire.noise.noise] Noise variance = 2.520852628113753\n", + "2023-09-06 10:02:11,302 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:11,302 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:11,303 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "44\n", + "2023-09-06 10:02:12,101 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:12,102 INFO [aspire.source.image] Creating ArrayImageSource with 306 images.\n", + "2023-09-06 10:02:12,122 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 10.67it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:12,220 INFO [aspire.noise.noise] Noise variance = 2.5129025898194413\n", + "2023-09-06 10:02:12,220 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:12,221 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:12,221 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "45\n", + "2023-09-06 10:02:13,032 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:13,033 INFO [aspire.source.image] Creating ArrayImageSource with 174 images.\n", + "2023-09-06 10:02:13,038 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 19.99it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:13,090 INFO [aspire.noise.noise] Noise variance = 2.4553015591430185\n", + "2023-09-06 10:02:13,091 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:13,091 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:13,092 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "46\n", + "2023-09-06 10:02:13,594 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:13,595 INFO [aspire.source.image] Creating ArrayImageSource with 249 images.\n", + "2023-09-06 10:02:13,611 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 13.13it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:13,690 INFO [aspire.noise.noise] Noise variance = 2.509400160564316\n", + "2023-09-06 10:02:13,691 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:13,691 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:13,691 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "47\n", + "2023-09-06 10:02:14,421 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:14,422 INFO [aspire.source.image] Creating ArrayImageSource with 175 images.\n", + "2023-09-06 10:02:14,434 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 18.71it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:14,490 INFO [aspire.noise.noise] Noise variance = 2.467760651291324\n", + "2023-09-06 10:02:14,491 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:14,491 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:14,492 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "48\n", + "2023-09-06 10:02:15,270 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:15,271 INFO [aspire.source.image] Creating ArrayImageSource with 228 images.\n", + "2023-09-06 10:02:15,285 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 14.36it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:15,358 INFO [aspire.noise.noise] Noise variance = 2.5014572681805203\n", + "2023-09-06 10:02:15,359 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:15,359 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:15,360 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "49\n", + "2023-09-06 10:02:16,073 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:16,074 INFO [aspire.source.image] Creating ArrayImageSource with 157 images.\n", + "2023-09-06 10:02:16,085 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 20.87it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:16,135 INFO [aspire.noise.noise] Noise variance = 2.54351792061851\n", + "2023-09-06 10:02:16,136 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:16,136 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:16,137 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "50\n", + "2023-09-06 10:02:16,707 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:16,707 INFO [aspire.source.image] Creating ArrayImageSource with 174 images.\n", + "2023-09-06 10:02:16,719 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 18.77it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:16,775 INFO [aspire.noise.noise] Noise variance = 2.4891021244081424\n", + "2023-09-06 10:02:16,776 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:16,776 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:16,776 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "51\n", + "2023-09-06 10:02:17,298 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:17,299 INFO [aspire.source.image] Creating ArrayImageSource with 149 images.\n", + "2023-09-06 10:02:17,310 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 21.96it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:17,358 INFO [aspire.noise.noise] Noise variance = 2.474425432635039\n", + "2023-09-06 10:02:17,359 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:17,359 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:17,360 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "52\n", + "2023-09-06 10:02:18,155 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:18,156 INFO [aspire.source.image] Creating ArrayImageSource with 223 images.\n", + "2023-09-06 10:02:18,171 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 14.66it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:18,242 INFO [aspire.noise.noise] Noise variance = 2.470231526175168\n", + "2023-09-06 10:02:18,243 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:18,243 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:18,243 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "53\n", + "2023-09-06 10:02:18,898 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:18,899 INFO [aspire.source.image] Creating ArrayImageSource with 137 images.\n", + "2023-09-06 10:02:18,908 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 23.73it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:18,953 INFO [aspire.noise.noise] Noise variance = 2.534327562317788\n", + "2023-09-06 10:02:18,953 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:18,954 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:18,954 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "54\n", + "2023-09-06 10:02:19,570 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:19,571 INFO [aspire.source.image] Creating ArrayImageSource with 142 images.\n", + "2023-09-06 10:02:19,581 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 30.68it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:19,620 INFO [aspire.noise.noise] Noise variance = 2.5226585547528235\n", + "2023-09-06 10:02:19,621 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:19,621 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:19,621 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "55\n", + "2023-09-06 10:02:20,399 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:20,400 INFO [aspire.source.image] Creating ArrayImageSource with 192 images.\n", + "2023-09-06 10:02:20,405 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 17.31it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:20,465 INFO [aspire.noise.noise] Noise variance = 2.47582505937509\n", + "2023-09-06 10:02:20,466 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:20,466 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:20,467 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "56\n", + "2023-09-06 10:02:21,077 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:21,078 INFO [aspire.source.image] Creating ArrayImageSource with 177 images.\n", + "2023-09-06 10:02:21,089 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 18.51it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:21,146 INFO [aspire.noise.noise] Noise variance = 2.524292949058367\n", + "2023-09-06 10:02:21,147 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:21,147 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:21,148 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "57\n", + "2023-09-06 10:02:21,795 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:21,796 INFO [aspire.source.image] Creating ArrayImageSource with 118 images.\n", + "2023-09-06 10:02:21,799 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 28.09it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:21,838 INFO [aspire.noise.noise] Noise variance = 2.5797734000633716\n", + "2023-09-06 10:02:21,838 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:21,839 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:21,839 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "58\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:22,444 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:22,445 INFO [aspire.source.image] Creating ArrayImageSource with 136 images.\n", + "2023-09-06 10:02:22,454 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 24.06it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:22,498 INFO [aspire.noise.noise] Noise variance = 2.524670162468661\n", + "2023-09-06 10:02:22,499 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:22,500 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:22,500 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "59\n", + "2023-09-06 10:02:23,174 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:23,175 INFO [aspire.source.image] Creating ArrayImageSource with 223 images.\n", + "2023-09-06 10:02:23,190 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 14.63it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:23,261 INFO [aspire.noise.noise] Noise variance = 2.4729123158329562\n", + "2023-09-06 10:02:23,262 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:23,262 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:23,262 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "60\n", + "2023-09-06 10:02:24,021 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:24,022 INFO [aspire.source.image] Creating ArrayImageSource with 303 images.\n", + "2023-09-06 10:02:24,041 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 10.79it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:24,137 INFO [aspire.noise.noise] Noise variance = 2.460211038342079\n", + "2023-09-06 10:02:24,138 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:24,138 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:24,138 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "61\n", + "2023-09-06 10:02:24,861 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:24,862 INFO [aspire.source.image] Creating ArrayImageSource with 112 images.\n", + "2023-09-06 10:02:24,865 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 37.67it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:24,895 INFO [aspire.noise.noise] Noise variance = 2.4929608541313315\n", + "2023-09-06 10:02:24,895 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:24,896 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:24,896 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "62\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:25,457 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:25,458 INFO [aspire.source.image] Creating ArrayImageSource with 214 images.\n", + "2023-09-06 10:02:25,472 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 15.35it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:25,540 INFO [aspire.noise.noise] Noise variance = 2.4291194348617386\n", + "2023-09-06 10:02:25,541 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:25,541 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:25,542 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "63\n", + "2023-09-06 10:02:26,331 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:26,332 INFO [aspire.source.image] Creating ArrayImageSource with 259 images.\n", + "2023-09-06 10:02:26,348 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 12.67it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:26,430 INFO [aspire.noise.noise] Noise variance = 2.527521844384752\n", + "2023-09-06 10:02:26,431 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:26,431 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:26,432 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "64\n", + "2023-09-06 10:02:27,306 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:27,307 INFO [aspire.source.image] Creating ArrayImageSource with 247 images.\n", + "2023-09-06 10:02:27,323 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 13.22it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:27,402 INFO [aspire.noise.noise] Noise variance = 2.4957302581297065\n", + "2023-09-06 10:02:27,402 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:27,403 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:27,403 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "65\n", + "2023-09-06 10:02:28,284 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:28,285 INFO [aspire.source.image] Creating ArrayImageSource with 197 images.\n", + "2023-09-06 10:02:28,298 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 16.70it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:28,361 INFO [aspire.noise.noise] Noise variance = 2.5405196019582212\n", + "2023-09-06 10:02:28,361 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:28,362 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:28,362 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "66\n", + "2023-09-06 10:02:29,155 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:29,156 INFO [aspire.source.image] Creating ArrayImageSource with 208 images.\n", + "2023-09-06 10:02:29,169 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 15.74it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:29,236 INFO [aspire.noise.noise] Noise variance = 2.4090857423437164\n", + "2023-09-06 10:02:29,237 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:29,237 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:29,237 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "67\n", + "2023-09-06 10:02:29,909 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:29,910 INFO [aspire.source.image] Creating ArrayImageSource with 139 images.\n", + "2023-09-06 10:02:29,920 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 31.82it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:29,959 INFO [aspire.noise.noise] Noise variance = 2.5116336022913455\n", + "2023-09-06 10:02:29,959 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:29,960 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:29,960 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "68\n", + "2023-09-06 10:02:30,562 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:30,563 INFO [aspire.source.image] Creating ArrayImageSource with 156 images.\n", + "2023-09-06 10:02:30,568 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 26.47it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:30,608 INFO [aspire.noise.noise] Noise variance = 2.4637682090987716\n", + "2023-09-06 10:02:30,609 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:30,609 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:30,609 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "69\n", + "2023-09-06 10:02:31,183 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:31,184 INFO [aspire.source.image] Creating ArrayImageSource with 94 images.\n", + "2023-09-06 10:02:31,187 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 50.16it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:31,210 INFO [aspire.noise.noise] Noise variance = 2.6064024265544616\n", + "2023-09-06 10:02:31,210 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:31,210 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:31,211 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "70\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:31,631 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:31,632 INFO [aspire.source.image] Creating ArrayImageSource with 130 images.\n", + "2023-09-06 10:02:31,636 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 27.13it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:31,676 INFO [aspire.noise.noise] Noise variance = 2.5014608581148816\n", + "2023-09-06 10:02:31,676 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:31,677 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:31,677 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "71\n", + "2023-09-06 10:02:32,504 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:32,505 INFO [aspire.source.image] Creating ArrayImageSource with 176 images.\n", + "2023-09-06 10:02:32,517 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 18.45it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:32,575 INFO [aspire.noise.noise] Noise variance = 2.512266000197248\n", + "2023-09-06 10:02:32,575 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:32,576 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:32,576 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "72\n", + "2023-09-06 10:02:33,262 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:33,263 INFO [aspire.source.image] Creating ArrayImageSource with 166 images.\n", + "2023-09-06 10:02:33,274 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 19.49it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:33,328 INFO [aspire.noise.noise] Noise variance = 2.5691391359348827\n", + "2023-09-06 10:02:33,329 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:33,330 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:33,330 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "73\n", + "2023-09-06 10:02:33,836 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:33,837 INFO [aspire.source.image] Creating ArrayImageSource with 190 images.\n", + "2023-09-06 10:02:33,849 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 16.85it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:33,912 INFO [aspire.noise.noise] Noise variance = 2.583615434032128\n", + "2023-09-06 10:02:33,912 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:33,913 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:33,913 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "74\n", + "2023-09-06 10:02:34,545 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:34,546 INFO [aspire.source.image] Creating ArrayImageSource with 167 images.\n", + "2023-09-06 10:02:34,557 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 19.41it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:34,612 INFO [aspire.noise.noise] Noise variance = 2.5114387971254866\n", + "2023-09-06 10:02:34,612 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:34,613 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:34,613 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "75\n", + "2023-09-06 10:02:35,195 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:35,196 INFO [aspire.source.image] Creating ArrayImageSource with 147 images.\n", + "2023-09-06 10:02:35,206 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 22.22it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:35,254 INFO [aspire.noise.noise] Noise variance = 2.521033944376363\n", + "2023-09-06 10:02:35,255 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:35,256 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:35,256 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "76\n", + "2023-09-06 10:02:35,840 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:35,841 INFO [aspire.source.image] Creating ArrayImageSource with 115 images.\n", + "2023-09-06 10:02:35,845 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 27.16it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:35,885 INFO [aspire.noise.noise] Noise variance = 2.6387205221743573\n", + "2023-09-06 10:02:35,886 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:35,886 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:35,886 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "77\n", + "2023-09-06 10:02:36,478 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:36,479 INFO [aspire.source.image] Creating ArrayImageSource with 195 images.\n", + "2023-09-06 10:02:36,492 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 16.17it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:36,557 INFO [aspire.noise.noise] Noise variance = 2.5086462628326385\n", + "2023-09-06 10:02:36,558 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:36,558 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:36,559 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "78\n", + "2023-09-06 10:02:37,198 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:37,199 INFO [aspire.source.image] Creating ArrayImageSource with 121 images.\n", + "2023-09-06 10:02:37,207 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 26.30it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:37,248 INFO [aspire.noise.noise] Noise variance = 2.4984323307429883\n", + "2023-09-06 10:02:37,249 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:37,249 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:37,250 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "79\n", + "2023-09-06 10:02:37,497 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:37,498 INFO [aspire.source.image] Creating ArrayImageSource with 14 images.\n", + "2023-09-06 10:02:37,499 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 288.49it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:37,505 INFO [aspire.noise.noise] Noise variance = 2.3407732381201027\n", + "2023-09-06 10:02:37,506 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:37,506 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:37,507 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "80\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:37,957 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:37,957 INFO [aspire.source.image] Creating ArrayImageSource with 140 images.\n", + "2023-09-06 10:02:37,967 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 31.88it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:38,003 INFO [aspire.noise.noise] Noise variance = 2.272074147466145\n", + "2023-09-06 10:02:38,003 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:38,003 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:38,004 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "81\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:38,462 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:38,463 INFO [aspire.source.image] Creating ArrayImageSource with 118 images.\n", + "2023-09-06 10:02:38,466 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 38.55it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:38,495 INFO [aspire.noise.noise] Noise variance = 2.2318925986554676\n", + "2023-09-06 10:02:38,495 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:38,496 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:38,496 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "82\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:38,736 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:38,736 INFO [aspire.source.image] Creating ArrayImageSource with 24 images.\n", + "2023-09-06 10:02:38,738 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 191.04it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:38,746 INFO [aspire.noise.noise] Noise variance = 2.376571012793678\n", + "2023-09-06 10:02:38,746 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:38,746 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:38,747 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "83\n", + "2023-09-06 10:02:38,895 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:38,896 INFO [aspire.source.image] Creating ArrayImageSource with 26 images.\n", + "2023-09-06 10:02:38,897 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n", + "100%|██████████| 1/1 [00:00<00:00, 182.16it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:38,905 INFO [aspire.noise.noise] Noise variance = 2.3583944425508796\n", + "2023-09-06 10:02:38,905 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:38,906 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:38,906 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "84\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:38,972 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:38,973 INFO [aspire.source.image] Creating ArrayImageSource with 12 images.\n", + "2023-09-06 10:02:38,974 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 371.24it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:38,979 INFO [aspire.noise.noise] Noise variance = 2.3551915462007154\n", + "2023-09-06 10:02:38,979 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:38,980 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:38,980 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "85\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:39,462 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:39,463 INFO [aspire.source.image] Creating ArrayImageSource with 165 images.\n", + "2023-09-06 10:02:39,467 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 22.57it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:39,514 INFO [aspire.noise.noise] Noise variance = 2.2647402013845577\n", + "2023-09-06 10:02:39,514 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:39,515 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:39,515 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "86\n", + "2023-09-06 10:02:39,917 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:39,918 INFO [aspire.source.image] Creating ArrayImageSource with 50 images.\n", + "2023-09-06 10:02:39,919 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 98.35it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:39,932 INFO [aspire.noise.noise] Noise variance = 2.419253100255344\n", + "2023-09-06 10:02:39,932 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:39,933 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:39,933 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "87\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:40,510 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:40,511 INFO [aspire.source.image] Creating ArrayImageSource with 246 images.\n", + "2023-09-06 10:02:40,527 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 12.95it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:40,607 INFO [aspire.noise.noise] Noise variance = 2.4487276920625822\n", + "2023-09-06 10:02:40,608 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:40,608 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:40,609 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "88\n", + "2023-09-06 10:02:41,006 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:41,007 INFO [aspire.source.image] Creating ArrayImageSource with 8 images.\n", + "2023-09-06 10:02:41,008 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 449.50it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:41,012 INFO [aspire.noise.noise] Noise variance = 2.3178731794642173\n", + "2023-09-06 10:02:41,013 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:41,013 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:41,014 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "89\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:41,327 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:41,328 INFO [aspire.source.image] Creating ArrayImageSource with 47 images.\n", + "2023-09-06 10:02:41,330 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 101.35it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:41,342 INFO [aspire.noise.noise] Noise variance = 2.378375818603886\n", + "2023-09-06 10:02:41,343 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:41,343 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:41,344 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "90\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:41,836 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:41,837 INFO [aspire.source.image] Creating ArrayImageSource with 185 images.\n", + "2023-09-06 10:02:41,849 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 17.33it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:41,909 INFO [aspire.noise.noise] Noise variance = 2.422214054874762\n", + "2023-09-06 10:02:41,910 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:41,910 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:41,911 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "91\n", + "2023-09-06 10:02:42,562 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:42,563 INFO [aspire.source.image] Creating ArrayImageSource with 183 images.\n", + "2023-09-06 10:02:42,575 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 17.84it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:42,634 INFO [aspire.noise.noise] Noise variance = 2.471983609162099\n", + "2023-09-06 10:02:42,634 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:42,635 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:42,635 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "92\n", + "2023-09-06 10:02:43,355 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:43,356 INFO [aspire.source.image] Creating ArrayImageSource with 206 images.\n", + "2023-09-06 10:02:43,369 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 15.87it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:43,435 INFO [aspire.noise.noise] Noise variance = 2.459257756738569\n", + "2023-09-06 10:02:43,436 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:43,437 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:43,437 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "93\n", + "2023-09-06 10:02:44,248 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:44,249 INFO [aspire.source.image] Creating ArrayImageSource with 185 images.\n", + "2023-09-06 10:02:44,261 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 24.57it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:44,306 INFO [aspire.noise.noise] Noise variance = 2.4105742880359875\n", + "2023-09-06 10:02:44,306 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:44,307 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:44,307 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "94\n", + "2023-09-06 10:02:44,868 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:44,869 INFO [aspire.source.image] Creating ArrayImageSource with 125 images.\n", + "2023-09-06 10:02:44,873 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 37.82it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:44,902 INFO [aspire.noise.noise] Noise variance = 2.5543735292642817\n", + "2023-09-06 10:02:44,902 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:44,903 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:44,903 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n", + "95\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:45,369 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:45,370 INFO [aspire.source.image] Creating ArrayImageSource with 169 images.\n", + "2023-09-06 10:02:45,375 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 22.87it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:45,421 INFO [aspire.noise.noise] Noise variance = 2.496826116211951\n", + "2023-09-06 10:02:45,422 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:45,422 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:45,423 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "96\n", + "2023-09-06 10:02:46,034 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:46,035 INFO [aspire.source.image] Creating ArrayImageSource with 149 images.\n", + "2023-09-06 10:02:46,040 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 22.20it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:46,088 INFO [aspire.noise.noise] Noise variance = 2.5660045015587234\n", + "2023-09-06 10:02:46,088 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:46,088 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:46,089 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "97\n", + "2023-09-06 10:02:46,745 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:46,745 INFO [aspire.source.image] Creating ArrayImageSource with 223 images.\n", + "2023-09-06 10:02:46,760 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 14.72it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:46,830 INFO [aspire.noise.noise] Noise variance = 2.494533700379971\n", + "2023-09-06 10:02:46,831 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:46,832 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:46,832 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "98\n", + "2023-09-06 10:02:47,534 INFO [aspire.source.image] Attempting to create an Image object from Numpy array.\n", + "2023-09-06 10:02:47,535 INFO [aspire.source.image] Creating ArrayImageSource with 142 images.\n", + "2023-09-06 10:02:47,545 INFO [aspire.noise.noise] Determining Noise variance in batches of 512\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "100%|██████████| 1/1 [00:00<00:00, 23.25it/s]" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2023-09-06 10:02:47,591 INFO [aspire.noise.noise] Noise variance = 2.5827195014164275\n", + "2023-09-06 10:02:47,592 INFO [aspire.source.image] Whitening source object\n", + "2023-09-06 10:02:47,592 INFO [aspire.source.image] Transforming all CTF Filters into Multiplicative Filters\n", + "2023-09-06 10:02:47,592 INFO [aspire.source.image] Adding Whitening Filter Xform to end of generation pipeline\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "99\n", + "number of experimental images:14840\n" + ] + } + ], + "source": [ + "\n", + "experimental_images = []\n", + "for i in range(0, 100):\n", + " if i < 10:\n", + " img_file = f\"../../hemagglutinin/particles/particles/particles_0{i}.mrc\"\n", + " else:\n", + " img_file = f\"../../hemagglutinin/particles/particles/particles_{i}.mrc\"\n", + "\n", + " # whiten data with ASPIRE module\n", + " with mrcfile.open(img_file) as mrc:\n", + " data = mrc.data\n", + " imgs_src = ArrayImageSource(data).whiten()\n", + " images = torch.tensor(imgs_src.images[:].asnumpy())\n", + " \n", + " # transform data \n", + " tmp_images = transform(images)\n", + " #print(\"trying transform without whitening\")\n", + " #tmp_images = transform(img_file)\n", + " experimental_images.append(tmp_images)\n", + " print(i)\n", + "experimental_images = torch.cat(experimental_images, dim=0)\n", + "print(f\"number of experimental images:{experimental_images.shape[0]}\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Convert experimental images to latent space" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/ceph/users/levans/cryo_em_SBI/.venv/lib/python3.9/site-packages/torch/nn/modules/conv.py:459: UserWarning: Applied workaround for CuDNN issue, install nvrtc.so (Triggered internally at ../aten/src/ATen/native/cudnn/Conv_v8.cpp:80.)\n", + " return F.conv2d(input, weight, bias, self.stride,\n" + ] + } + ], + "source": [ + "exp_latent_samples = images_to_latent(experimental_images, batch_size_latent=batch_size_latent, dim_latent=256, device=device) " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### MMD index test:\n", + "- Fix an observed dataset $Y$ (in this case, `experimental_images`)\n", + "\t- For each index i of the normal mode analysis parameter:\n", + "\t\t- simulate M images from index i, data set $Y^{(i)}$\n", + "\t\t- Compute $dist(i) = MMD(h_{\\psi}(Y^{(i)}), h_{\\psi}(Y))$ \t($h_{\\psi}(\\cdot)$) is learned feature embedding from neural posterior estimation)\n", + "\t- Plot scatter of index i versus dist i, see if there is a particular index that has lower MMD\n", + "\t" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "finished simulating for index0\n", + "finished simulating for index1\n", + "finished simulating for index2\n", + "finished simulating for index3\n", + "finished simulating for index4\n", + "finished simulating for index5\n", + "finished simulating for index6\n", + "finished simulating for index7\n", + "finished simulating for index8\n", + "finished simulating for index9\n", + "finished simulating for index10\n", + "finished simulating for index11\n", + "finished simulating for index12\n", + "finished simulating for index13\n", + "finished simulating for index14\n", + "finished simulating for index15\n", + "finished simulating for index16\n", + "finished simulating for index17\n", + "finished simulating for index18\n", + "finished simulating for index19\n" + ] + } + ], + "source": [ + "cv_list = torch.arange(0, 100, 5)\n", + "distances_eps = []\n", + "combined_samples = []\n", + "num_sim = 10000\n", + "for j in range(len(cv_list)):\n", + " # simulate num_sim images with a particular parameter value\n", + " indices = torch.tensor([cv_list[j]], dtype=torch.float32).repeat(num_sim)\n", + " indices = indices.reshape(num_sim, 1)\n", + " images = sim.simulate(num_sim=num_sim, indices=indices)\n", + "\n", + " # compute latent space interpretation of simulated images, compute MMD to latent experimental samples\n", + " with torch.no_grad():\n", + " latent_samples = images_to_latent(images, batch_size_latent=batch_size_latent, dim_latent=256, device=device) \n", + " combined_samples.append(latent_samples)\n", + " # empty cache just in case\n", + " torch.cuda.empty_cache()\n", + " print(f\"finished simulating for index{j}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "finished with bandwidth0\n", + "finished with bandwidth1\n", + "finished with bandwidth2\n", + "finished with bandwidth3\n", + "finished with bandwidth4\n", + "finished with bandwidth5\n", + "finished with bandwidth6\n", + "finished with bandwidth7\n", + "finished with bandwidth8\n", + "finished with bandwidth9\n" + ] + } + ], + "source": [ + "eps_list = torch.tensor([0.25, 0.5, 1.0, 2.0, 4.0, 8.0, 16.0, 32.0, 64.0, 128.0])\n", + "distances_eps = []\n", + "for i in range(len(eps_list)):\n", + " distances = np.zeros(len(cv_list))\n", + " for j in range(len(cv_list)):\n", + " # compute MMD to latent experimental samples\n", + " with torch.no_grad():\n", + " mmd = MMD_gaussian(combined_samples[j], exp_latent_samples, bandwidth=eps_list[i])\n", + " distances[j] = mmd.item()\n", + " # empty cache just in case\n", + " torch.cuda.empty_cache()\n", + " distances_eps.append(distances)\n", + " print(f\"finished with bandwidth{i}\")\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plotting MMD" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnYAAAHVCAYAAAB8NLYkAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAB3f0lEQVR4nO3deVxU9f4/8NcMOyogKjNgiljuooIIkaUW8xPTSrIyvaigpGmaGi1i39RbmbikpWb59V6XurlbtpjLRdxSERAwUxSXcGdA5TKAiOjM5/eHX851HJYZnGFgeD0fj/NQznmfz3nPDDPz5nPO53NkQggBIiIiIqr35NZOgIiIiIjMg4UdERERkY1gYUdERERkI1jYEREREdkIFnZERERENoKFHREREZGNYGFHREREZCNY2BERERHZCBZ2RERERDaChR0RERGRjbB6Ybds2TK0adMGzs7OCAkJQUpKSpXxmzdvRseOHeHs7Ax/f39s375db7sQAjNnzoS3tzdcXFygUqlw9uxZvZj8/HxERkbCzc0NHh4eiImJQXFxsbS9tLQU0dHR8Pf3h729PSIiIirMZe3atejevTtcXV3h7e2NMWPG4ObNm9L2NWvWQCaT6S3Ozs4m50tERERkDHtrHnzjxo2IjY3F8uXLERISgi+//BLh4eHIysqCl5eXQfzhw4cxfPhwxMfH44UXXsC6desQERGB9PR0dO3aFQAwf/58LFmyBN9++y38/PwwY8YMhIeHIzMzUyqqIiMjkZOTg4SEBNy9exejR4/GuHHjsG7dOgCAVquFi4sLJk+ejB9++KHC3A8dOoRRo0bhiy++wIsvvoirV69i/PjxGDt2LH788Ucpzs3NDVlZWdLPMplMrx1j8q2OTqfDtWvX0KRJE4P2iYiIqH4TQqCoqAg+Pj6Qy6vpkxNWFBwcLCZOnCj9rNVqhY+Pj4iPj68wfujQoWLQoEF660JCQsSbb74phBBCp9MJpVIpFixYIG0vKCgQTk5OYv369UIIITIzMwUAkZqaKsXs2LFDyGQycfXqVYNjRkVFicGDBxusX7BggWjbtq3euiVLloiWLVtKP69evVq4u7tX8uiNy9cYly9fFgC4cOHChQsXLja8XL58udqawGo9dmVlZUhLS8P06dOldXK5HCqVCklJSRXuk5SUhNjYWL114eHh+OmnnwAA2dnZUKvVUKlU0nZ3d3eEhIQgKSkJw4YNQ1JSEjw8PBAUFCTFqFQqyOVyJCcn4+WXXzYq/9DQUHz44YfYvn07nn/+eeTl5WHLli0YOHCgXlxxcTF8fX2h0+kQGBiIOXPmoEuXLkbnW5E7d+7gzp070s9CCADA5cuX4ebmZlT+REREVD8UFhaiVatWaNKkSbWxVivsbty4Aa1WC4VCobdeoVDg9OnTFe6jVqsrjFer1dL28nVVxTx8mtfe3h6enp5SjDF69+6NtWvX4vXXX0dpaSnu3buHF198EcuWLZNiOnTogFWrVqFbt27QaDT4/PPP8dRTT+HkyZN47LHHjMq3IvHx8fj4448N1ru5ubGwIyIislHGXG5l9cET9VVmZiamTJmCmTNnIi0tDTt37sSFCxcwfvx4KSY0NBSjRo1Cjx490LdvX/z4449o0aIF/vd///eRjj19+nRoNBppuXz58qM+HCIiIrIBVuuxa968Oezs7JCbm6u3Pjc3F0qlssJ9lEpllfHl/+bm5sLb21svpkePHlJMXl6eXhv37t1Dfn5+pcetSHx8PHr37o33338fANCtWzc0atQIzzzzDGbPnq13/HIODg4ICAjAuXPnjM63Ik5OTnBycjI6VyIiImoYrNZj5+joiJ49eyIxMVFap9PpkJiYiNDQ0Ar3CQ0N1YsHgISEBCnez88PSqVSL6awsBDJyclSTGhoKAoKCpCWlibF7NmzBzqdDiEhIUbnX1JSYjAyxc7ODsB/r3l7mFarxZ9//ikVccbkS0RERGQsq053Ehsbi6ioKAQFBSE4OBhffvklbt26hdGjRwMARo0ahZYtWyI+Ph4AMGXKFPTt2xcLFy7EoEGDsGHDBhw9ehQrVqwAcP/c89SpUzF79my0a9dOmj7Ex8dHmouuU6dOGDBgAMaOHYvly5fj7t27mDRpEoYNGwYfHx8pt8zMTJSVlSE/Px9FRUU4duwYAEg9aS+++CLGjh2Lb775BuHh4cjJycHUqVMRHBwstfPJJ5/gySefxBNPPIGCggIsWLAAFy9exBtvvGF0vuak1Wpx9+5ds7dL9YuDg4P0RwgREdkWqxZ2r7/+Oq5fv46ZM2dCrVajR48e2LlzpzSY4NKlS3q9Yk899RTWrVuHjz76CB9++CHatWuHn376SZrDDgA++OAD3Lp1C+PGjUNBQQGefvpp7Ny5U29OuLVr12LSpEkICwuDXC7HK6+8giVLlujlNnDgQFy8eFH6OSAgAMB/e+Oio6NRVFSEr776Cu+++y48PDzw3HPPYd68edI+//nPfzB27Fio1Wo0bdoUPXv2xOHDh9G5c2eT8n1UQgio1WoUFBSYrU2q3zw8PKBUKjnvIRGRjZGJys4bUr1RWFgId3d3aDSaCkfF5uTkoKCgAF5eXnB1deWXeQMmhEBJSQny8vLg4eFR4bWgRERUt1T3Pf8gq/bYkeVptVqpqGvWrJm106E6wMXFBQCQl5cHLy8vnpYlIrIhnO7ExpVfU+fq6mrlTKguKf994DWXRES2hYVdA8HTr/Qg/j4QEdkmFnZERERENoKFHREREZGN4OAJqneio6NRUFCAn376ydqpEBGRGWh1WqTnpeN6yXW0cG2BQK9A2Mk5sKsm2GNHRtHqBJLO38TPx64i6fxNaHXWmyVn8eLFWLNmjdWO/yjy8/MRGRkJNzc3eHh4ICYmBsXFxVXGv/322+jQoQNcXFzQunVrTJ48GRqNRi9OJpMZLBs2bLD0wyEiemS7L+5G+A/hGLNrDKb9Pg1jdo1B+A/h2H1xt7VTq5fYY0fV2nkiBx//mokcTam0ztvdGbNe7IwBXWt/HjR3d/daP6a5REZGIicnBwkJCbh79y5Gjx6NcePGYd26dRXGX7t2DdeuXcPnn3+Ozp074+LFixg/fjyuXbuGLVu26MWuXr0aAwYMkH728PCw5EMhInpkuy/uRuy+WAjodxbkleQhdl8sFvVbBJWvykrZ1U/ssaMq7TyRgwnfp+sVdQCg1pRiwvfp2Hkix2LH3rJlC/z9/eHi4oJmzZpBpVLh1q1biI6O1rvlWlFRESIjI9GoUSN4e3vjiy++QL9+/TB16lQppk2bNpg9ezZGjRqFxo0bw9fXF7/88guuX7+OwYMHo3HjxujWrRuOHj0q7XPz5k0MHz4cLVu2hKurK/z9/bF+/foaP55Tp05h586d+Oc//4mQkBA8/fTTWLp0KTZs2IBr165VuE/Xrl3xww8/4MUXX8Tjjz+O5557Dp999hl+/fVX3Lt3Ty+2/G4S5Ys5715CRGRuWp0Wc1PmGhR1AKR181LmQavT1nZq9RoLO6qUVifw8a+ZFbzlIK37+NdMi5yWzcnJwfDhwzFmzBicOnUK+/btw5AhQ1DRjVJiY2Nx6NAh/PLLL0hISMDvv/+O9PR0g7gvvvgCvXv3RkZGBgYNGoSRI0di1KhRGDFiBNLT0/H4449j1KhR0jFKS0vRs2dP/Pbbbzhx4gTGjRuHkSNHIiUlRWpzzpw5aNy4cZXLpUuXAABJSUnw8PBAUFCQtL9KpYJcLkdycrLRz035zOP29vod7hMnTkTz5s0RHByMVatWVfhcERHVFel56cgtya10u4CAukSN9DzDz3OqHE/FUqVSsvMNeuoeJADkaEqRkp2P0MfNe1eLnJwc3Lt3D0OGDIGvry8AwN/f3yCuqKgI3377LdatW4ewsDAA909J+vj4GMQOHDgQb775JgBg5syZ+Oabb9CrVy+89tprAIBp06YhNDQUubm5UCqVaNmyJd577z1p/7fffhu7du3Cpk2bEBwcDAAYP348hg4dWuVjKc9FrVbDy8tLb5u9vT08PT2hVquNel5u3LiBTz/9FOPGjdNb/8knn+C5556Dq6sr/v3vf+Ott95CcXExJk+ebFS7RES17XrJdbPG0X0s7KhSeUWVF3U1iTNF9+7dERYWBn9/f4SHh6N///549dVX0bRpU724v/76C3fv3pUKLeD+NXgdOnQwaLNbt27S/xUKBQD9YrF8XV5eHpRKJbRaLebMmYNNmzbh6tWrKCsrw507d/Tu4uHp6QlPT0/zPOhqFBYWYtCgQejcuTP+/ve/622bMWOG9P+AgADcunULCxYsYGFHRHVWC9cWZo2j+3gqlirl1cS4a7SMjTOFnZ0dEhISsGPHDnTu3BlLly5Fhw4dkJ2dXeM2HRwcpP+X33mhonU6nQ4AsGDBAixevBjTpk3D3r17cezYMYSHh6OsrEzax5RTsUqlEnl5eXo53bt3D/n5+VAqlVXmXlRUhAEDBqBJkybYunWrXt4VCQkJwZUrV3Dnzp3qnhYiIqsI9AqEwlUBGSq+E44MMihdlQj0CqzlzOo39thRpYL9POHt7gy1prTC6+xkAJTuzgj2s0yPlUwmQ+/evdG7d2/MnDkTvr6+2Lp1q15M27Zt4eDggNTUVLRu3RrA/WvQzpw5gz59+jzS8Q8dOoTBgwdjxIgRAO4XfGfOnEHnzp2lGFNOxYaGhqKgoABpaWno2bMnAGDPnj3Q6XQICQmpdP/CwkKEh4fDyckJv/zyi1GDIo4dO4amTZvCycmp2lgiImuwk9shLjgOsftiIYNMbxBFebE3LXga57MzEQs7qpSdXIZZL3bGhO/TIQP0irvyv69mvdgZdnLz33c0OTkZiYmJ6N+/P7y8vJCcnIzr16+jU6dOOH78uBTXpEkTREVF4f3334enpye8vLwwa9YsyOXyR74fart27bBlyxYcPnwYTZs2xaJFi5Cbm6tX2JlyKrZTp04YMGAAxo4di+XLl+Pu3buYNGkShg0bJhV/V69eRVhYGL777jsEBwejsLAQ/fv3R0lJCb7//nsUFhaisLAQANCiRQvY2dnh119/RW5uLp588kk4OzsjISEBc+bM0bs+kIioLlL5qrCo3yLMTZmrN5BC4arAtOBpnOqkBljYUZUGdPXGNyMCDeaxU1p4Hjs3NzccOHAAX375JQoLC+Hr64uFCxfi+eefx8aNG/ViFy1ahPHjx+OFF16Am5sbPvjgA1y+fPmRp/v46KOP8NdffyE8PByurq4YN24cIiIiDCYHNsXatWsxadIkhIWFQS6X45VXXsGSJUuk7Xfv3kVWVhZKSkoAAOnp6dKI2SeeeEKvrezsbLRp0wYODg5YtmwZ3nnnHQgh8MQTT2DRokUYO3ZsjfMkIqotKl8Vnm31LO88YSYywTkR6r3CwkK4u7tL02A8qLS0FNnZ2fDz83ukQkerE0jJzkdeUSm8mtw//WqJnjpzuHXrFlq2bImFCxciJibG2unUSeb6vSAiIsur6nv+YeyxI6PYyWVmn9LEXDIyMnD69GkEBwdDo9Hgk08+AQAMHjzYypkRERHVLhZ2ZBM+//xzZGVlwdHRET179sTvv/+O5s2bWzstIiKiWsXCjuq9gIAApKWlWTsNIiIiq+M8dkREREQ2goUdERERkY1gYUdERERkI1jYEREREdkIFnZERERENoKFHREREZGNYGFH9U50dDQiIiKsnQYREVGdw8KOjKPTAtm/A39uuf+vTmu1VBYvXow1a9ZY7fiPIj8/H5GRkXBzc4OHhwdiYmJQXFxc5T79+vWDTCbTW8aPH19LGRMRUX3CCYqpepm/ADunAYXX/rvOzQcYMA/o/FKtp+Pu7l7rxzSXyMhI5OTkICEhAXfv3sXo0aMxbtw4rFu3rsr9xo4dK90qDQBcXV0tnSoREdVD7LGjqmX+AmwapV/UAUBhzv31mb9Y7NBbtmyBv78/XFxc0KxZM6hUKty6dcvgVGxRUREiIyPRqFEjeHt744svvkC/fv0wdepUKaZNmzaYPXs2Ro0ahcaNG8PX1xe//PILrl+/jsGDB6Nx48bo1q0bjh49Ku1z8+ZNDB8+HC1btoSrqyv8/f2xfv36Gj+eU6dOYefOnfjnP/+JkJAQPP3001i6dCk2bNiAa9euVbmvq6srlEqltFR3E2giImqYWNhR5XTa+z11EBVs/L91O+Msclo2JycHw4cPx5gxY3Dq1Cns27cPQ4YMgRCGucTGxuLQoUP45ZdfkJCQgN9//x3p6ekGcV988QV69+6NjIwMDBo0CCNHjsSoUaMwYsQIpKen4/HHH8eoUaOkY5SWlqJnz5747bffcOLECYwbNw4jR45ESkqK1OacOXPQuHHjKpdLly4BAJKSkuDh4YGgoCBpf5VKBblcjuTk5Cqfj7Vr16J58+bo2rUrpk+fjpKSkho9r0REZNt4KpYqd/GwYU+dHgEUXr0f5/eMWQ+dk5ODe/fuYciQIfD19QUA+Pv7G8QVFRXh22+/xbp16xAWFgYAWL16NXx8fAxiBw4ciDfffBMAMHPmTHzzzTfo1asXXnvtNQDAtGnTEBoaitzcXCiVSrRs2RLvvfeetP/bb7+NXbt2YdOmTQgODgYAjB8/HkOHDq3ysZTnolar4eXlpbfN3t4enp6eUKvVle7/t7/9Db6+vvDx8cHx48cxbdo0ZGVl4ccff6zyuERE1PCwsKPKFeeaN84E3bt3R1hYGPz9/REeHo7+/fvj1VdfRdOmTfXi/vrrL9y9e1cqtID71+B16NDBoM1u3bpJ/1coFAD0i8XydXl5eVAqldBqtZgzZw42bdqEq1evoqysDHfu3NG7vs3T0xOenp7medCVGDdunPR/f39/eHt7IywsDOfPn8fjjz9u0WMTEVH9wlOxVLnGCvPGmcDOzg4JCQnYsWMHOnfujKVLl6JDhw7Izs6ucZsODg7S/2UyWaXrdDodAGDBggVYvHgxpk2bhr179+LYsWMIDw9HWVmZtI8pp2KVSiXy8vL0crp37x7y8/OhVCqNfhwhISEAgHPnzpny8ImIqAFgjx1Vzvep+6NfC3NQ8XV2svvbfZ+yyOFlMhl69+6N3r17Y+bMmfD19cXWrVv1Ytq2bQsHBwekpqaidevWAACNRoMzZ86gT58+j3T8Q4cOYfDgwRgxYgSA+wXfmTNn0LlzZynGlFOxoaGhKCgoQFpaGnr27AkA2LNnD3Q6nVSsGePYsWMAAG9vb1MeDhERNQAs7Khycrv7U5psGgVABv3i7n7vFgbMvR9nZsnJyUhMTET//v3h5eWF5ORkXL9+HZ06dcLx48eluCZNmiAqKgrvv/8+PD094eXlhVmzZkEul0s9cDXVrl07bNmyBYcPH0bTpk2xaNEi5Obm6hV2ppyK7dSpEwYMGICxY8di+fLluHv3LiZNmoRhw4ZJxd/Vq1cRFhaG7777DsHBwTh//jzWrVuHgQMHolmzZjh+/Djeeecd9OnTR+/UMhEREcBTsVSdzi8BQ78D3B7qHXLzub/eQvPYubm54cCBAxg4cCDat2+Pjz76CAsXLsTzzz9vELto0SKEhobihRdegEqlQu/evdGpUyc4Ozs/Ug4fffQRAgMDER4ejn79+kGpVD7yHS/Wrl2Ljh07IiwsDAMHDsTTTz+NFStWSNvv3r2LrKwsadSro6Mjdu/ejf79+6Njx45499138corr+DXX399pDyIiMg2yURF80dQvVJYWAh3d3doNBqD+c1KS0uRnZ0NPz+/Ryt0dNr7o1+Lc+9fU+f7lEV66szh1q1baNmyJRYuXIiYmBhrp1Mnme33goiILK6q7/mH8VQsGUduZ/YpTcwlIyMDp0+fRnBwMDQajXSHhsGDB1s5MyKi+k+r0yI9Lx3XS66jhWsLBHoFwq6O/mFPLOzIRnz++efIysqCo6Mjevbsid9//x3Nmze3dlpERPXa7ou7MTdlLnJL/jutlcJVgbjgOKh8VVbMjCrDwo7qvYCAAKSlpVk7DSIim7L74m7E7ouFeGhWhLySPMTui8WifotY3NVBHDxBREREerQ6LeamzDUo6gBI6+alzIPWAreUpEdj9cJu2bJlaNOmDZydnRESEqJ3H86KbN68GR07doSzszP8/f2xfft2ve1CCMycORPe3t5wcXGBSqXC2bNn9WLy8/MRGRkJNzc3eHh4ICYmBsXFxdL20tJSREdHw9/fH/b29pWOhFy7di26d+8OV1dXeHt7Y8yYMbh586a0/R//+AeeeeYZNG3aFE2bNoVKpTJ4fNHR0ZDJZHrLgAEDjHnqiIiILCI9L13v9OvDBATUJWqk5xnel5usy6qF3caNGxEbG4tZs2YhPT0d3bt3R3h4uMHs/OUOHz6M4cOHIyYmBhkZGYiIiEBERAROnDghxcyfPx9LlizB8uXLkZycjEaNGiE8PBylpaVSTGRkJE6ePImEhARs27YNBw4c0Lttk1arhYuLCyZPngyVquJu5kOHDmHUqFGIiYnByZMnsXnzZqSkpGDs2LFSzL59+zB8+HDs3bsXSUlJaNWqFfr374+rV6/qtTVgwADk5ORIy/r162v0fBIREZnD9ZLrZo2j2mPV6U5CQkLQq1cvfPXVVwDuz+zfqlUrvP3224iLizOIf/3113Hr1i1s27ZNWvfkk0+iR48eWL58OYQQ8PHxwbvvvivdvF2j0UChUGDNmjUYNmwYTp06hc6dOyM1NRVBQUEAgJ07d2LgwIG4cuWKwc3jo6OjUVBQgJ9++klv/eeff45vvvkG58+fl9YtXboU8+bNw5UrVyp8vFqtFk2bNsVXX32FUaNGVdl+Ve7cuYM7d+5IPxcWFqJVq1aWne6EbAp/L4ioKqnqVIzZNabauFXhq9BL2asWMmrYTJnuxGo9dmVlZUhLS9PrEZPL5VCpVEhKSqpwn6SkJIMetPDwcCk+OzsbarVaL8bd3R0hISFSTFJSEjw8PKSiDgBUKhXkcjmSk5ONzj80NBSXL1/G9u3bIYRAbm4utmzZgoEDB1a6T0lJCe7evWtwp4J9+/bBy8sLHTp0wIQJE/RO51YkPj4e7u7u0tKqVSuj8yYiIqpOoFcgFK4KyFDxHXxkkEHpqkSgV2AtZ0bVsVphd+PGDWi1WigU+jeQVygUUKvVFe6jVqurjC//t7oYLy8vve329vbw9PSs9LgV6d27N9auXYvXX38djo6OUCqVcHd3x7JlyyrdZ9q0afDx8dErPAcMGIDvvvsOiYmJmDdvHvbv34/nn38eWm3lF6ROnz4dGo1GWi5fvmx03kRERNWxk9shLvj+mbOHi7vyn6cFT+N8dnWQ1QdP1FeZmZmYMmUKZs6cibS0NOzcuRMXLlzA+PHjK4yfO3cuNmzYgK1bt+qd+ho2bBheeukl+Pv7IyIiAtu2bUNqair27dtX6bGdnJzg5uamtzQk0dHRj3xrLyIiqprKV4VF/RbBy1W/M0ThquBUJ3WY1eaxa968Oezs7JCbqz/qJjc3F0qlssJ9lEpllfHl/+bm5sLb21svpkePHlLMw4Mz7t27h/z8/EqPW5H4+Hj07t0b77//PgCgW7duaNSoEZ555hnMnj1b7/iff/455s6di927d1d74/a2bduiefPmOHfuHMLCwozOx9Lq0szjixcvRn29E95nn32G3377DceOHYOjoyMKCgqq3UcIgVmzZuEf//gHCgoK0Lt3b3zzzTdo166d5RMmogZN5avCs62erTOf/1Q9q/XYld8hIDExUVqn0+mQmJiI0NDQCvcJDQ3ViweAhIQEKd7Pzw9KpVIvprCwEMnJyVJMaGgoCgoK9Ca03bNnD3Q6HUJCQozOv6SkBHK5/tNnZ3f/F/3BomP+/Pn49NNPsXPnTr3r+ipz5coV3Lx5U68wtLbdF3cj/IdwjNk1BtN+n4Yxu8Yg/Idw7L642yr5uLu7w8PDwyrHflRlZWV47bXXMGHCBKP3MWakNxGRpdjJ7dBL2QsD2w5EL2UvFnV1nbCiDRs2CCcnJ7FmzRqRmZkpxo0bJzw8PIRarRZCCDFy5EgRFxcnxR86dEjY29uLzz//XJw6dUrMmjVLODg4iD///FOKmTt3rvDw8BA///yzOH78uBg8eLDw8/MTt2/flmIGDBggAgICRHJysjh48KBo166dGD58uF5uJ0+eFBkZGeLFF18U/fr1ExkZGSIjI0Pavnr1amFvby++/vprcf78eXHw4EERFBQkgoOD9XJxdHQUW7ZsETk5OdJSVFQkhBCiqKhIvPfeeyIpKUlkZ2eL3bt3i8DAQNGuXTtRWlpq9POo0WgEAKHRaAy23b59W2RmZuo9flMkXEgQ/mv8Rdc1XfUW/zX+wn+Nv0i4kFCjdo2xefNm0bVrV+Hs7Cw8PT1FWFiYKC4uFlFRUWLw4MFSXGFhofjb3/4mXF1dhVKpFIsWLRJ9+/YVU6ZMkWJ8fX3Fp59+KkaOHCkaNWokWrduLX7++WeRl5cnXnrpJdGoUSPh7+8vUlNTpX1u3Lghhg0bJnx8fISLi4vo2rWrWLdunVke2+rVq4W7u3u1cTqdTiiVSrFgwQJpXUFBgXBychLr16+v8fEf9feCiIhqT1Xf8w+zamEnhBBLly4VrVu3Fo6OjiI4OFgcOXJE2ta3b18RFRWlF79p0ybRvn174ejoKLp06SJ+++03ve06nU7MmDFDKBQK4eTkJMLCwkRWVpZezM2bN8Xw4cNF48aNhZubmxg9erRUbJXz9fUVAAyWBy1ZskR07txZuLi4CG9vbxEZGSmuXLlSbRuzZs0SQghRUlIi+vfvL1q0aCEcHByEr6+vGDt2rFTYGstShd097T0RtinMoKh7sLhTbVKJe9p7JrddnWvXrgl7e3uxaNEikZ2dLY4fPy6WLVsmioqKDAq7N954Q/j6+ordu3eLP//8U7z88suiSZMmBoWdp6enWL58uThz5oyYMGGCcHNzEwMGDBCbNm0SWVlZIiIiQnTq1EnodDohhBBXrlwRCxYsEBkZGeL8+fNiyZIlws7OTiQnJ0vtfvbZZ6JRo0ZVLhcvXjR4fMYWdufPnxcA9P6oEEKIPn36iMmTJ5v0nD6IhR0RUf1hSmFn1XnsyDyqmt/mUeYrs+Y8Runp6ejZsycuXLgAX19fvW0Pzv1XVFSEZs2aYd26dXj11VcB3J+70MfHB2PHjsWXX34JAGjTpg2eeeYZ/Otf/wJwf3S0t7c3ZsyYgU8++QQAcOTIEYSGhiInJ6fS6y1feOEFdOzYEZ9//jmA+3cxyc/Pr/KxtGnTBvb2+pezrlmzBlOnTq32GrvDhw+jd+/euHbtmt7p+aFDh0Imk2Hjxo1V7l8ZzmNHRFR/mDKPndUGT1DdZ82Zx7t3746wsDD4+/sjPDwc/fv3x6uvvoqmTZvqxf3111+4e/cugoODpXXu7u7o0KGDQZsPDlwpnxLH39/fYF1eXh6USiW0Wi3mzJmDTZs24erVqygrK8OdO3fg6uoq7ePp6WkwLyEREZG1cLoTqlQL1xZmjTOFnZ0dEhISsGPHDnTu3BlLly5Fhw4dkJ2dXeM2HRwcpP/LZLJK1+l0OgDAggULsHjxYkybNg179+7FsWPHEB4ejrKyMmmfOXPmoHHjxlUuly5dqnHOD470flBVo8eJiKjhYo8dVap85vG8kjwIGJ6xl0EGhavCYjOPy2Qy9O7dG71798bMmTPh6+uLrVu36sW0bdsWDg4OSE1NRevWrQHcPxV75swZ9OnT55GOf+jQIQwePBgjRowAcL/gO3PmDDp37izFjB8/HkOHDq2ynYdvU2eKB0d6l0/ZUz7S25SRtURE1DCwsKNKlc88HrsvFjLI9Io7S888npycjMTERPTv3x9eXl5ITk7G9evX0alTJxw/flyKa9KkCaKiovD+++/D09MTXl5emDVrFuRyudQDV1Pt2rXDli1bcPjwYTRt2hSLFi1Cbm6uXmFn6qnYS5cuIT8/H5cuXYJWq8WxY8cAAE888QQaN24MAOjYsSPi4+Px8ssvQyaTYerUqZg9ezbatWsHPz8/zJgxAz4+PpykmYiIDPBULFXJWjOPu7m54cCBAxg4cCDat2+Pjz76CAsXLsTzzz9vELto0SKEhobihRdegEqlQu/evdGpU6dHHhTw0UcfITAwEOHh4ejXrx+USuUjF1MzZ85EQEAAZs2aheLiYgQEBCAgIABHjx6VYrKysqDRaKSfP/jgA7z99tsYN24cevXqheLiYuzcuZODHoiIyABHxdoAS42KfVBduvNEdW7duoWWLVti4cKFiImJsXY6dRJHxRIR1R8cFUtmVz7zeF2UkZGB06dPIzg4GBqNRpq+ZPDgwVbOjIiIqHaxsCOb8PnnnyMrK0u6Vd3vv/+O5s2bWzstIiKiWsXCjuq9gIAAvXv/EhERNVQcPEFERERkI1jYNRDlk+4SAfx9ICKyVTwVa+McHR0hl8tx7do1tGjRAo6Ojo88vxvVX0IIlJWV4fr165DL5XB0dLR2SkREZEYs7GycXC6Hn58fcnJycO3aNWunQ3WEq6srWrduDbmcnfZERLaEhV0D4OjoiNatW+PevXvQarXWToeszM7ODvb29uy5JSKyQSzsGgiZTAYHBwe9m94TERGRbeF5GCIiIiIbwcKOiIiIyEawsCMiIiKyESzsiIiIiGwECzsiIiIiG8FRsURERGTTtDot0vPScb3kOlq4tkCgVyDs5HbWTssiWNgRERGRzdp9cTfmpsxFbkmutE7hqkBccBxUviorZmYZPBVLRERENmn3xd2I3RerV9QBQF5JHmL3xWL3xd1WysxyWNgRERGRzdHqtJibMhcCwmBb+bp5KfOg1dnWHZlY2BEREZHNSc9LN+ipe5CAgLpEjfS89FrMyvJY2BEREZHNuV5y3axx9QULOyIiIrI5LVxbmDWuvmBhR0RERDYn0CsQClcFZJBVuF0GGZSuSgR6BdZyZpbFwo6IiIhsjp3cDnHBcQBgUNyV/zwteJrNzWfHwo6IiIhskspXhUX9FsHL1UtvvcJVgUX9FtnkPHacoJiIiIhslspXhWdbPcs7TxARERHZAju5HXope1k7jVrBU7FERERENoKFHREREZGNYGFHREREZCNY2BERERHZCBZ2RERERDaChR0RERGRjWBhR0RERGQjWNgRERER2QgWdkREREQ2goUdERERkY2wemG3bNkytGnTBs7OzggJCUFKSkqV8Zs3b0bHjh3h7OwMf39/bN++XW+7EAIzZ86Et7c3XFxcoFKpcPbsWb2Y/Px8REZGws3NDR4eHoiJiUFxcbG0vbS0FNHR0fD394e9vT0iIiIqzGXt2rXo3r07XF1d4e3tjTFjxuDmzZtmz5eIiIjIGFYt7DZu3IjY2FjMmjUL6enp6N69O8LDw5GXl1dh/OHDhzF8+HDExMQgIyMDERERiIiIwIkTJ6SY+fPnY8mSJVi+fDmSk5PRqFEjhIeHo7S0VIqJjIzEyZMnkZCQgG3btuHAgQMYN26ctF2r1cLFxQWTJ0+GSqWqMJdDhw5h1KhRiImJwcmTJ7F582akpKRg7NixZs+XiIiIyCjCioKDg8XEiROln7VarfDx8RHx8fEVxg8dOlQMGjRIb11ISIh48803hRBC6HQ6oVQqxYIFC6TtBQUFwsnJSaxfv14IIURmZqYAIFJTU6WYHTt2CJlMJq5evWpwzKioKDF48GCD9QsWLBBt27bVW7dkyRLRsmVLs+ZbkdLSUqHRaKTl8uXLAoDQaDSV7kNERET1k0ajMfp73mo9dmVlZUhLS9PrEZPL5VCpVEhKSqpwn6SkJIMetPDwcCk+OzsbarVaL8bd3R0hISFSTFJSEjw8PBAUFCTFqFQqyOVyJCcnG51/aGgoLl++jO3bt0MIgdzcXGzZsgUDBw40a74ViY+Ph7u7u7S0atXK6LyJiIjIdlmtsLtx4wa0Wi0UCoXeeoVCAbVaXeE+arW6yvjyf6uL8fLy0ttub28PT0/PSo9bkd69e2Pt2rV4/fXX4ejoCKVSCXd3dyxbtsys+VZk+vTp0Gg00nL58mWj8yYiIiLbZfXBE/VVZmYmpkyZgpkzZyItLQ07d+7EhQsXMH78eIsf28nJCW5ubnoLERERkdUKu+bNm8POzg65ubl663Nzc6FUKivcR6lUVhlf/m91MQ8Pzrh37x7y8/MrPW5F4uPj0bt3b7z//vvo1q0bwsPD8fXXX2PVqlXIyckxW75ERERExqpRYXflyhV8/fXXiIuLQ2xsrN5iLEdHR/Ts2ROJiYnSOp1Oh8TERISGhla4T2hoqF48ACQkJEjxfn5+UCqVejGFhYVITk6WYkJDQ1FQUIC0tDQpZs+ePdDpdAgJCTE6/5KSEsjl+k+fnZ0dgPtTmJgrXyIiIiKjmToyY/fu3cLV1VV07dpV2Nvbix49eggPDw/h7u4unn32WZPa2rBhg3BychJr1qwRmZmZYty4ccLDw0Oo1WohhBAjR44UcXFxUvyhQ4eEvb29+Pzzz8WpU6fErFmzhIODg/jzzz+lmLlz5woPDw/x888/i+PHj4vBgwcLPz8/cfv2bSlmwIABIiAgQCQnJ4uDBw+Kdu3aieHDh+vldvLkSZGRkSFefPFF0a9fP5GRkSEyMjKk7atXrxb29vbi66+/FufPnxcHDx4UQUFBIjg42Oz5VseU0TJERERUv5jyPW9yYderVy8xc+ZMIYQQjRs3FufPnxdFRUXipZdeEl9//bXJyS5dulS0bt1aODo6iuDgYHHkyBFpW9++fUVUVJRe/KZNm0T79u2Fo6Oj6NKli/jtt9/0tut0OjFjxgyhUCiEk5OTCAsLE1lZWXoxN2/eFMOHDxeNGzcWbm5uYvTo0aKoqEgvxtfXVwAwWB60ZMkS0blzZ+Hi4iK8vb1FZGSkuHLlitnzrQ4LOyIiIttlyve8TIj/O29opCZNmuDYsWN4/PHH0bRpUxw8eBBdunTBH3/8gcGDB+PChQvm7VKkahUWFsLd3R0ajYYDKYiIiGyMKd/zJl9j16hRI5SVlQEAvL29cf78eWnbjRs3TG2OiIiIiMzE3tQdnnzySRw8eBCdOnXCwIED8e677+LPP//Ejz/+iCeffNISORIRERGREUwu7BYtWoTi4mIAwMcff4zi4mJs3LgR7dq1w6JFi8yeIBEREVVOq9MiPS8d10uuo4VrCwR6BcJObmfttMhKTL7GjuoeXmNHRNQw7b64G3NT5iK35L/zoSpcFYgLjoPKV1XFnlSfWPQau7Zt2+LmzZsG6wsKCtC2bVtTmyMiIqIa2H1xN2L3xeoVdQCQV5KH2H2x2H1xt5UyI2syubC7cOECtFqtwfo7d+7g6tWrZkmKiIiIKqfVaTE3ZS4EDE+6la+blzIPWp3h9zXZNqOvsfvll1+k/+/atQvu7u7Sz1qtFomJiWjTpo1ZkyMiIiJD6XnpBj11DxIQUJeokZ6Xjl7KXrWYGVmb0YVdREQEAEAmkyEqKkpvm4ODA9q0aYOFCxeaNTkiIiIydL3kulnjyHYYXdjpdDoA9+9vmpqaiubNm1ssKSIiIqpcC9cWZo0j22HydCfZ2dmWyIOIiIiMFOgVCIWrAnkleRVeZyeDDApXBQK9Aq2QHVmTyYUdANy6dQv79+/HpUuXpLtQlJs8ebJZEiMiIqKK2cntEBcch9h9sZBBplfcySADAEwLnsb57Bogk+exy8jIwMCBA1FSUoJbt27B09MTN27cgKurK7y8vPDXX39ZKleqBOexIyJqmCqax07pqsS04Gmcx86GmPI9b3Jh169fP7Rv3x7Lly+Hu7s7/vjjDzg4OGDEiBGYMmUKhgwZ8kjJk+lY2BERNVy884Tts2hh5+HhgeTkZHTo0AEeHh5ISkpCp06dkJycjKioKJw+ffqRkifTsbAjIiKyXRa984SDgwPk8vu7eXl54dKlSwAAd3d3XL58uQbpEhEREZE5mDx4IiAgAKmpqWjXrh369u2LmTNn4saNG/jXv/6Frl27WiJHIiIiIjKCyT12c+bMgbe3NwDgs88+Q9OmTTFhwgRcv34dK1asMHuCRERERGQck6+xo7qH19gRERHZLoteY0dEREREdZNR19gFBARAJpMZ1WB6evojJURERERENWNUYRcRESH9v7S0FF9//TU6d+6M0NBQAMCRI0dw8uRJvPXWWxZJkoiIiIiqZ1RhN2vWLOn/b7zxBiZPnoxPP/3UIIbTnRARERFZj8mDJ9zd3XH06FG0a9dOb/3Zs2cRFBQEjUZj1gSpehw8QUREZLssOnjCxcUFhw4dMlh/6NAhODs7m9ocERERUb2m1WmRqk7F9r+2I1WdCq1Oa7VcTJ6geOrUqZgwYQLS09MRHBwMAEhOTsaqVaswY8YMsydIREREVFftvrgbc1PmIrckV1qncFUgLjgOKl9VredTo3nsNm3ahMWLF+PUqVMAgE6dOmHKlCkYOnSo2ROk6vFULBERUe3bfXE3YvfFQkC/lJLh/kwii/otMktxZ8r3PCcotgEs7IiIiGqXVqdF+A/hej11D5JBBoWrAjtf2Qk7ud0jHYsTFBMRERFZUHpeeqVFHQAICKhL1EjPq935fVnYEREREZnoesl1s8aZCws7IiIiIhO1cG1h1jhzYWFHREREZKJAr0AoXBXSQImHySCD0lWJQK/AWs2LhR0RERGRiezkdogLjgMAg+Ku/OdpwdMeeeCEqcxW2P3888/47rvvzNUcERERUZ2m8lVhUb9F8HL10luvcFWYbaoTU5ltupOOHTvi7Nmz0GqtN9tyQ8XpToiIiKxHq9MiPS8d10uuo4VrCwR6BZq1p87s050MGTIEhYWFAIDvvvsOd+7cMYg5ffo0izoiIiJqcOzkduil7IWBbQeil7JXrZ9+fZBRhd22bdtw69YtAMDo0aOh0WgsmhQRERERmc6oe8V27NgR06dPx7PPPgshBDZt2lRpV+CoUaPMmiARERERGceoa+wOHz6M2NhYnD9/Hvn5+WjSpAlkMsPhvTKZDPn5+RZJlCrHa+yIiIhsl0XvFSuXy6FWq+Hl5VV9MNUKFnZERES2y6L3is3OzkaLFrU7izIRERERVc/kws7X1xcHDx7EiBEjEBoaiqtXrwIA/vWvf+HgwYNmT5CIiIiIjGNyYffDDz8gPDwcLi4uyMjIkKY+0Wg0mDNnTo2SWLZsGdq0aQNnZ2eEhIQgJSWlyvjNmzejY8eOcHZ2hr+/P7Zv3663XQiBmTNnwtvbGy4uLlCpVDh79qxeTH5+PiIjI+Hm5gYPDw/ExMSguLhY2l5aWoro6Gj4+/vD3t4eERERBnlER0dDJpMZLF26dJFi2rRpU2HMxIkTpZh+/foZbB8/frwpTyERERGR6YXd7NmzsXz5cvzjH/+Ag4ODtL53795IT083OYGNGzciNjYWs2bNQnp6Orp3747w8HDk5eVVGH/48GEMHz4cMTExyMjIQEREBCIiInDixAkpZv78+ViyZAmWL1+O5ORkNGrUCOHh4SgtLZViIiMjcfLkSSQkJGDbtm04cOAAxo0bJ23XarVwcXHB5MmToVJVPHP04sWLkZOTIy2XL1+Gp6cnXnvtNSkmNTVVLyYhIQEA9GIAYOzYsXpx8+fPN/m5JCIiogZOmMjFxUVkZ2cLIYRo3LixOH/+vBBCiPPnzwsnJydTmxPBwcFi4sSJ0s9arVb4+PiI+Pj4CuOHDh0qBg0apLcuJCREvPnmm0IIIXQ6nVAqlWLBggXS9oKCAuHk5CTWr18vhBAiMzNTABCpqalSzI4dO4RMJhNXr141OGZUVJQYPHhwtY9l69atQiaTiQsXLlQaM2XKFPH4448LnU4nrevbt6+YMmVKte1XRqPRCABCo9HUuA0iIiKqm0z5nje5x06pVOLcuXMG6w8ePIi2bdua1FZZWRnS0tL0esTkcjlUKhWSkpIq3CcpKcmgBy08PFyKz87Ohlqt1otxd3dHSEiIFJOUlAQPDw8EBQVJMSqVCnK5HMnJySY9hgetXLkSKpUKvr6+FW4vKyvD999/jzFjxhhMF7N27Vo0b94cXbt2xfTp01FSUlLpce7cuYPCwkK9hYiIiMioCYofNHbsWEyZMgWrVq2CTCbDtWvXkJSUhPfeew8zZswwqa0bN25Aq9VCoVDorVcoFDh9+nSF+6jV6grj1Wq1tL18XVUxD0/XYm9vD09PTynGVNeuXcOOHTuwbt26SmN++uknFBQUIDo6Wm/93/72N/j6+sLHxwfHjx/HtGnTkJWVhR9//LHCduLj4/Hxxx/XKE8iIiKyXSYXdnFxcdDpdAgLC0NJSQn69OkDJycnvPfee3j77bctkWO98O2338LDw6PCQRblVq5cieeffx4+Pj566x+8ts/f3x/e3t4ICwvD+fPn8fjjjxu0M336dMTGxko/FxYWolWrVo/+IIiIiKheM6mw02q1OHToECZOnIj3338f586dQ3FxMTp37ozGjRubfPDmzZvDzs4Oubm5eutzc3OhVCor3EepVFYZX/5vbm4uvL299WJ69OghxTw8OOPevXvIz8+v9LhVEUJg1apVGDlyJBwdHSuMuXjxInbv3l1pL9yDQkJCAADnzp2rsLBzcnKCk5OTyXkSERGRbTPpGjs7Ozv0798f//nPf+Do6IjOnTsjODi4RkUdADg6OqJnz55ITEyU1ul0OiQmJiI0NLTCfUJDQ/XiASAhIUGK9/Pzg1Kp1IspLCxEcnKyFBMaGoqCggKkpaVJMXv27IFOp5OKKlPs378f586dQ0xMTKUxq1evhpeXFwYNGlRte8eOHQMAvcKUiIiIqDomn4rt2rUr/vrrL/j5+ZklgdjYWERFRSEoKAjBwcH48ssvcevWLYwePRoAMGrUKLRs2RLx8fEAgClTpqBv375YuHAhBg0ahA0bNuDo0aNYsWIFgPv3q506dSpmz56Ndu3awc/PDzNmzICPj490mrRTp04YMGAAxo4di+XLl+Pu3buYNGkShg0bpneaNDMzE2VlZcjPz0dRUZFUcJX3/JVbuXIlQkJC0LVr1wofo06nw+rVqxEVFQV7e/2n/Pz581i3bh0GDhyIZs2a4fjx43jnnXfQp08fdOvW7VGfXiIiImpITB1yu2PHDtGjRw/x66+/imvXrgmNRqO31MTSpUtF69athaOjowgODhZHjhyRtvXt21dERUXpxW/atEm0b99eODo6ii5duojffvtNb7tOpxMzZswQCoVCODk5ibCwMJGVlaUXc/PmTTF8+HDRuHFj4ebmJkaPHi2Kior0Ynx9fQUAg+VBBQUFwsXFRaxYsaLSx7dr1y4BwCAHIYS4dOmS6NOnj/D09BROTk7iiSeeEO+//75JzyWnOyEiIrJdpnzPy4QQwpRCUC7/79nbB6fsEEJAJpNBq9U+erVJJjHl5sBERERUv5jyPW/yqdi9e/fWODEiIiIishyTC7u+fftaIg8iIiIiekQm33mCiIiIiOomFnZERERENoKFHREREZGNYGFHREREZCNY2BERERHZCKNGxQYEBOjNWVeV9PT0R0qIiIiIiGrGqMKu/FZcAFBaWoqvv/4anTt3lu69euTIEZw8eRJvvfWWRZIkIiIiouoZVdjNmjVL+v8bb7yByZMn49NPPzWIuXz5snmzIyIiIiKjmXxLMXd3dxw9ehTt2rXTW3/27FkEBQVBo9GYNUGqHm8pRkREZLtM+Z43efCEi4sLDh06ZLD+0KFDcHZ2NrU5IiIiIjITk28pNnXqVEyYMAHp6ekIDg4GACQnJ2PVqlWYMWOG2RMkIiIiIuOYXNjFxcWhbdu2WLx4Mb7//nsAQKdOnbB69WoMHTrU7AkSERERkXFMvsaO6h5eY0dERGS7LHqNHQAUFBTgn//8Jz788EPk5+cDuD9/3dWrV2vSHBERERGZgcmnYo8fPw6VSgV3d3dcuHABb7zxBjw9PfHjjz/i0qVL+O677yyRJxERERFVw+Qeu9jYWERHR+Ps2bN6o2AHDhyIAwcOmDU5IiIiIjKeyYVdamoq3nzzTYP1LVu2hFqtNktSRERERGQ6kws7JycnFBYWGqw/c+YMWrRoYZakiIiIiMh0Jhd2L730Ej755BPcvXsXACCTyXDp0iVMmzYNr7zyitkTJCIiIiLjmFzYLVy4EMXFxfDy8sLt27fRt29fPPHEE2jSpAk+++wzS+RIREREREYweVSsu7s7EhIScPDgQRw/fhzFxcUIDAyESqWyRH5EREREZCROUGwDOEExERGR7TLle96oHrslS5YYffDJkycbHUtERERE5mNUj52fn5/ez9evX0dJSQk8PDwA3L8ThaurK7y8vPDXX39ZJFGqHHvsiIiIbJfZbymWnZ0tLZ999hl69OiBU6dOIT8/H/n5+Th16hQCAwPx6aefmuUBEBEREZHpTL7G7vHHH8eWLVsQEBCgtz4tLQ2vvvoqsrOzzZogVY89dkRERLbL7D12D8rJycG9e/cM1mu1WuTm5praHBERERGZicmFXVhYGN58802kp6dL69LS0jBhwgROeUJERERkRSYXdqtWrYJSqURQUBCcnJzg5OSE4OBgKBQK/POf/7REjkRERERkBJMnKG7RogW2b9+OM2fO4PTp0wCAjh07on379mZPjoiIiIiMZ3JhV65NmzYQQuDxxx+HvX2NmyEiIiIiMzH5VGxJSQliYmLg6uqKLl264NKlSwCAt99+G3PnzjV7gkRERERkHJMLu+nTp+OPP/7Avn374OzsLK1XqVTYuHGjWZMjIiIiIuOZfA71p59+wsaNG/Hkk09CJpNJ67t06YLz58+bNTkiIiIiMp7JPXbXr1+Hl5eXwfpbt27pFXpEREREVLtMLuyCgoLw22+/ST+XF3P//Oc/ERoaar7MiIiIiMgkJp+KnTNnDp5//nlkZmbi3r17WLx4MTIzM3H48GHs37/fEjkSERERkRFM7rF7+umncezYMdy7dw/+/v7497//DS8vLyQlJaFnz56WyJGIiIiIjCATQghrJ0GPxpSbAxMREVH9Ysr3fI1mFtZqtdi6dStOnToFAOjcuTMGDx7MiYqJiIiIrMjkU7EnT55E+/btERUVha1bt2Lr1q2IiopCu3btcOLEiRolsWzZMrRp0wbOzs4ICQlBSkpKlfGbN29Gx44d4ezsDH9/f2zfvl1vuxACM2fOhLe3N1xcXKBSqXD27Fm9mPz8fERGRsLNzQ0eHh6IiYlBcXGxtL20tBTR0dHw9/eHvb09IiIiDPKIjo6GTCYzWLp06SLF/P3vfzfY3rFjR712SktLMXHiRDRr1gyNGzfGK6+8gtzcXGOfPiIiIiIANSjs3njjDXTp0gVXrlxBeno60tPTcfnyZXTr1g3jxo0zOYGNGzciNjYWs2bNQnp6Orp3747w8HDk5eVVGH/48GEMHz4cMTExyMjIQEREBCIiIvSKyvnz52PJkiVYvnw5kpOT0ahRI4SHh6O0tFSKiYyMxMmTJ5GQkIBt27bhwIEDevlrtVq4uLhg8uTJUKlUFeayePFi5OTkSMvly5fh6emJ1157TS+uS5cuenEHDx7U2/7OO+/g119/xebNm7F//35cu3YNQ4YMMfm5JCIiogZOmMjZ2VmcOHHCYP2ff/4pnJ2dTW1OBAcHi4kTJ0o/a7Va4ePjI+Lj4yuMHzp0qBg0aJDeupCQEPHmm28KIYTQ6XRCqVSKBQsWSNsLCgqEk5OTWL9+vRBCiMzMTAFApKamSjE7duwQMplMXL161eCYUVFRYvDgwdU+lq1btwqZTCYuXLggrZs1a5bo3r17pfsUFBQIBwcHsXnzZmndqVOnBACRlJRU7TGFEEKj0QgAQqPRGBVPRERE9Ycp3/Mm99i1b9++wtOEeXl5eOKJJ0xqq6ysDGlpaXo9YnK5HCqVCklJSRXuk5SUZNCDFh4eLsVnZ2dDrVbrxbi7uyMkJESKSUpKgoeHB4KCgqQYlUoFuVyO5ORkkx7Dg1auXAmVSgVfX1+99WfPnoWPjw/atm2LyMhI6f66AJCWloa7d+/q5duxY0e0bt260ufgzp07KCws1FuIiIiIjCrsHiwg4uPjMXnyZGzZsgVXrlzBlStXsGXLFkydOhXz5s0z6eA3btyAVquFQqHQW69QKKBWqyvcR61WVxlf/m91MQ/fPcPe3h6enp6VHrc6165dw44dO/DGG2/orQ8JCcGaNWuwc+dOfPPNN8jOzsYzzzyDoqIiKRdHR0d4eHhUmu/D4uPj4e7uLi2tWrWqUc5ERERkW4waxurh4aF3uzAhBIYOHSqtE/83Y8qLL74IrVZrgTTrvm+//RYeHh4Ggyyef/556f/dunVDSEgIfH19sWnTJsTExNToWNOnT0dsbKz0c2FhIYs7IiIiMq6w27t3r0UO3rx5c9jZ2Rmc2s3NzYVSqaxwH6VSWWV8+b+5ubnw9vbWi+nRo4cU8/DgjHv37iE/P7/S41ZFCIFVq1Zh5MiRcHR0rDLWw8MD7du3x7lz56RcysrKUFBQoNdrV9Vz4OTkBCcnJ5PzJCIiIttmVGHXt29fixzc0dERPXv2RGJiotTTpdPpkJiYiEmTJlW4T2hoKBITEzF16lRpXUJCgnSfWj8/PyiVSiQmJkqFXGFhIZKTkzFhwgSpjYKCAqSlpUl3y9izZw90Oh1CQkJMfhz79+/HuXPnjOqBKy4uxvnz5zFy5EgAQM+ePeHg4IDExES88sorAICsrCxcunSJ994lIiIik9RoRuHS0lIcP34ceXl50Ol0etteeuklk9qKjY1FVFQUgoKCEBwcjC+//BK3bt3C6NGjAQCjRo1Cy5YtER8fDwCYMmUK+vbti4ULF2LQoEHYsGEDjh49ihUrVgAAZDIZpk6ditmzZ6Ndu3bw8/PDjBkz4OPjIxWPnTp1woABAzB27FgsX74cd+/exaRJkzBs2DD4+PhIuWVmZqKsrAz5+fkoKirCsWPHAEAqGMutXLkSISEh6Nq1q8Hje++99/Diiy/C19cX165dw6xZs2BnZ4fhw4cDuD+wIyYmBrGxsfD09ISbmxvefvtthIaG4sknnzTpuSQiIqIGztQhtzt27BAtWrQQMpnMYJHL5aaP4RVCLF26VLRu3Vo4OjqK4OBgceTIEWlb3759RVRUlF78pk2bRPv27YWjo6Po0qWL+O233/S263Q6MWPGDKFQKISTk5MICwsTWVlZejE3b94Uw4cPF40bNxZubm5i9OjRoqioSC/G19dXADBYHlRQUCBcXFzEihUrKnxsr7/+uvD29haOjo6iZcuW4vXXXxfnzp3Ti7l9+7Z46623RNOmTYWrq6t4+eWXRU5OjlHPnRCc7oSIiMiWmfI9b/K9Ytu1a4f+/ftj5syZBiNPyTp4r1giIiLbZcr3vMnz2OXm5iI2NpZFHREREVEdY3Jh9+qrr2Lfvn0WSIWIiIiIHoXJp2JLSkrw2muvoUWLFvD394eDg4Pe9smTJ5s1QaoeT8USEdVdWp0W6XnpuF5yHS1cWyDQKxB2cjtrp0X1iCnf8yaPil2/fj3+/e9/w9nZGfv27dObuFgmk7GwIyIi+j+7L+7G3JS5yC357/yrClcF4oLjoPJVVbEnUc2Y3GOnVCoxefJkxMXFQS43+UwuWQB77IiI6p7dF3cjdl8sBPS/ZmW43yGyqN8iFndkFIsOnigrK8Prr7/Ooo6IiKgSWp0Wc1PmGhR1AKR181LmQatrmLfhJMsxuTqLiorCxo0bLZELERGRTUjPS9c7/fowAQF1iRrpeem1mBU1BCZfY6fVajF//nzs2rUL3bp1Mxg8sWjRIrMlR0REVB9dL7lu1jgiY5lc2P35558ICAgAAJw4cUJv24MDKYiIiBqqFq4tzBpHZCyTC7u9e/daIg8iIiKbEegVCIWrAnkleRVeZyeDDApXBQK9Aq2QHdmyGo+AOHfuHHbt2oXbt28DAEwcXEtERGSz7OR2iAuOA/DfUbDlyn+eFjyN89mR2Zlc2N28eRNhYWFo3749Bg4ciJycHABATEwM3n33XbMnSEREVB+pfFVY1G8RvFy99NYrXBWc6oQsxuRTse+88w4cHBxw6dIldOrUSVr/+uuvIzY2FgsXLjRrgkRERPWVyleFZ1s9yztPUK0xubD797//jV27duGxxx7TW9+uXTtcvHjRbIkRERHZAju5HXope1k7DWogTD4Ve+vWLbi6uhqsz8/Ph5OTk1mSIiIiIiLTmVzYPfPMM/juu++kn2UyGXQ6HebPn49nn33WrMkRERERkfFMPhU7f/58hIWF4ejRoygrK8MHH3yAkydPIj8/H4cOHbJEjkRERERkBJN77Lp27YozZ87g6aefxuDBg3Hr1i0MGTIEGRkZePzxxy2RIxEREREZQSY4AV29V1hYCHd3d2g0Gri5uVk7HSIiIjIjU77nazxBMRERERHVLSzsiIiIiGwECzsiIiIiG8HCjoiIiMhGmDzdSbnr168jKysLANChQwe0aNHCbEkRERERkelqdOeJMWPGwMfHB3369EGfPn3g4+ODmJgYlJSUWCJHIiIiIjKCyYVdbGws9u/fj19++QUFBQUoKCjAzz//jP379+Pdd9+1RI5EREREZAST57Fr3rw5tmzZgn79+umt37t3L4YOHYrr16+bMz8yAuexIyIisl0WnceupKQECoXCYL2XlxdPxRIRERFZkcmFXWhoKGbNmoXS0lJp3e3bt/Hxxx8jNDTUrMkRERERkfFMHhX75ZdfYsCAAXjsscfQvXt3AMAff/wBZ2dn7Nq1y+wJEhEREZFxanSv2JKSEqxduxanT58GAHTq1AmRkZFwcXExe4JUPV5jR0REZLtM+Z43ucfuwIEDeOqppzB27Fi99ffu3cOBAwfQp08fU5skIiIiIjMw+Rq7Z599Fvn5+QbrNRoNnn32WbMkRURERESmM7mwE0JAJpMZrL958yYaNWpklqSIiIiIyHRGn4odMmQIAEAmkyE6OhpOTk7SNq1Wi+PHj+Opp54yf4ZEREREZBSjCzt3d3cA93vsmjRpojdQwtHREU8++aTBdXdEREREVHuMLuxWr14NAGjTpg3ee+89nnYlIiIiqmNqNN0J1S2c7oSIiMh2WfSWYkRERERUN7GwIyIiIrIRLOyIiIiIbAQLOyIiIiIbYVJhp9PpsGrVKrzwwgvo2rUr/P398dJLL+G7777Do4zBWLZsGdq0aQNnZ2eEhIQgJSWlyvjNmzejY8eOcHZ2hr+/P7Zv3663XQiBmTNnwtvbGy4uLlCpVDh79qxeTH5+PiIjI+Hm5gYPDw/ExMSguLhY2l5aWoro6Gj4+/vD3t4eERERBnlER0dDJpMZLF26dJFi4uPj0atXLzRp0gReXl6IiIhAVlaWXjv9+vUzaGP8+PHGPn1EREREAEwo7IQQeOmll/DGG2/g6tWr8Pf3R5cuXXDx4kVER0fj5ZdfrlECGzduRGxsLGbNmoX09HR0794d4eHhyMvLqzD+8OHDGD58OGJiYpCRkYGIiAhERETgxIkTUsz8+fOxZMkSLF++HMnJyWjUqBHCw8NRWloqxURGRuLkyZNISEjAtm3bcODAAYwbN07artVq4eLigsmTJ0OlUlWYy+LFi5GTkyMtly9fhqenJ1577TUpZv/+/Zg4cSKOHDmChIQE3L17F/3798etW7f02ho7dqxeW/Pnz6/R80lEREQNmDDSqlWrRJMmTcSePXsMtiUmJoomTZqIb7/91tjmJMHBwWLixInSz1qtVvj4+Ij4+PgK44cOHSoGDRqkty4kJES8+eabQgghdDqdUCqVYsGCBdL2goIC4eTkJNavXy+EECIzM1MAEKmpqVLMjh07hEwmE1evXjU4ZlRUlBg8eHC1j2Xr1q1CJpOJCxcuVBqTl5cnAIj9+/dL6/r27SumTJlSbfvlSktLhUajkZbLly8LAEKj0RjdBhEREdUPGo3G6O95o3vs1q9fjw8//BDPPvuswbbnnnsOcXFxWLt2rUlFZVlZGdLS0vR6xORyOVQqFZKSkircJykpyaAHLTw8XIrPzs6GWq3Wi3F3d0dISIgUk5SUBA8PDwQFBUkxKpUKcrkcycnJJj2GB61cuRIqlQq+vr6Vxmg0GgCAp6en3vq1a9eiefPm6Nq1K6ZPn46SkpJK24iPj4e7u7u0tGrVqsY5ExERke0wurA7fvw4BgwYUOn2559/Hn/88YdJB79x4wa0Wi0UCoXeeoVCAbVaXeE+arW6yvjyf6uL8fLy0ttub28PT0/PSo9bnWvXrmHHjh144403Ko3R6XSYOnUqevfuja5du0rr//a3v+H777/H3r17MX36dPzrX//CiBEjKm1n+vTp0Gg00nL58uUa5UxERES2xehbiuXn5xsUSw9SKBT4z3/+Y5ak6qNvv/0WHh4eFQ6yKDdx4kScOHECBw8e1Fv/4LV9/v7+8Pb2RlhYGM6fP4/HH3/coB0nJyc4OTmZLXciIiKyDUb32Gm1WtjbV14H2tnZ4d69eyYdvHnz5rCzs0Nubq7e+tzcXCiVygr3USqVVcaX/1tdzMODM+7du4f8/PxKj1sVIQRWrVqFkSNHwtHRscKYSZMmYdu2bdi7dy8ee+yxKtsLCQkBAJw7d87kXIiIiKjhMrrHTgiB6OjoSnuK7ty5Y/LBHR0d0bNnTyQmJko9XTqdDomJiZg0aVKF+4SGhiIxMRFTp06V1iUkJCA0NBQA4OfnB6VSicTERPTo0QPA/XusJScnY8KECVIbBQUFSEtLQ8+ePQEAe/bsgU6nk4oqU+zfvx/nzp1DTEyMwTYhBN5++21s3boV+/btg5+fX7XtHTt2DADg7e1tci5ERETUcBld2EVFRVUbM2rUKJMTiI2NRVRUFIKCghAcHIwvv/wSt27dwujRo6U2W7Zsifj4eADAlClT0LdvXyxcuBCDBg3Chg0bcPToUaxYsQIAIJPJMHXqVMyePRvt2rWDn58fZsyYAR8fH6l47NSpEwYMGICxY8di+fLluHv3LiZNmoRhw4bBx8dHyi0zMxNlZWXIz89HUVGRVHCVF4zlVq5ciZCQEL3r5spNnDgR69atw88//4wmTZpI1/C5u7vDxcUF58+fx7p16zBw4EA0a9YMx48fxzvvvIM+ffqgW7duJj+fRERE1IBZeoiuMZYuXSpat24tHB0dRXBwsDhy5Ii0rW/fviIqKkovftOmTaJ9+/bC0dFRdOnSRfz2229623U6nZgxY4ZQKBTCyclJhIWFiaysLL2YmzdviuHDh4vGjRsLNzc3MXr0aFFUVKQX4+vrKwAYLA8qKCgQLi4uYsWKFRU+tor2ByBWr14thBDi0qVLok+fPsLT01M4OTmJJ554Qrz//vsmTV1iyjBoIiIiql9M+Z6XCfEIt4ygOqGwsBDu7u7QaDRwc3OzdjpERERkRqZ8zxt9KnbMmDFGxa1atcrYJomIiIjIjIwu7NasWQNfX18EBAQ80n1hiYiIiMgyjC7sJkyYgPXr1yM7OxujR4/GiBEjDO6eQERERETWY/Q8dsuWLUNOTg4++OAD/Prrr2jVqhWGDh2KXbt2sQePiIiIqA6o8eCJixcvYs2aNfjuu+9w7949nDx5Eo0bNzZ3fmQEDp4gIiKyXaZ8zxvdY2ewo1wOmUwGIQS0Wm1NmyEiIiIiMzGpsLtz5w7Wr1+P//f//h/at2+PP//8E1999RUuXbrE3joiIiIiKzN68MRbb72FDRs2oFWrVhgzZgzWr1+P5s2bWzI3IiIiIjKB0dfYyeVytG7dGgEBAZDJZJXG/fjjj2ZLjozDa+yIiIhsl0UmKB41alSVBR0RERERWZdJExQTERERUd1V41GxRERERFS38F6xRERERDaC94olIiIishG8VywRERGRjeC9YomIiIhsBO8VawM4jx0REZHt4r1iiYiIiBog3iuWiIiIyEbwXrFERERENoL3irUBvMaOiIjIdvFesUREREQNEO8VS0RERGQjeK9YIiIiIhvBwo6IiIjIRrCwIyIiIrIRLOyIiIiIbAQLOyIiIiIbYfSoWCJz0+q0SM9Lx/WS62jh2gKBXoGwk9tZOy0iIqJ6i4UdWcXui7sxN2UucktypXUKVwXiguOg8lVZMTMiIqL6i6diqdbtvrgbsfti9Yo6AMgryUPsvljsvrjbSpkRERHVbyzsqFZpdVrMTZkLAcM72ZWvm5cyD1qd1izHSlWnYvtf25GqTjVLm0RERHUZT8VSrUrPSzfoqXuQgIC6RI30vHT0Uvaq8XF4qpeIiBoi9thRrbpect2scRXhqV4iImqoWNhRrWrh2sKscQ+rzVO9REREdQ0LO6pVgV6BULgqIIOswu0yyKB0VSLQK7BG7ZtyqpeIiMjWsLCjWmUnt0NccBwAGBR35T9PC55W4/nsauNULxERUV3Fwo5qncpXhUX9FsHL1UtvvcJVgUX9Fj3S4AZLn+p9GEfeEhFRXcJRsWQVKl8Vnm31rNnvPFF+qjevJK/C6+xkkEHhqqjxqd4HceQtERHVNTIhhOG3H9UrhYWFcHd3h0ajgZubm9nara+3/CofFQtAr7grP9X7qL2CDx7j4eLRnMcgotpRXz/rqOEw5XuehZ0NsERhV997oyrKX+mqxLTgaY+cv1anRfgP4ZUO0ijvFdz5yk5+ORDVcfX9s44aBhZ2DYy5Cztb6Y2y1F/hqepUjNk1ptq4VeGrHmmSZSKyLFv5rCPbZ8r3fJ0YPLFs2TK0adMGzs7OCAkJQUpKSpXxmzdvRseOHeHs7Ax/f39s375db7sQAjNnzoS3tzdcXFygUqlw9uxZvZj8/HxERkbCzc0NHh4eiImJQXFxsbS9tLQU0dHR8Pf3h729PSIiIgzyiI6OhkwmM1i6dOli0uMrLS3FxIkT0axZMzRu3BivvPIKcnMrn7LDkmxpHjg7uR16KXthYNuB6KXsZbbeM468Jar/bOmzjuhBVi/sNm7ciNjYWMyaNQvp6eno3r07wsPDkZeXV2H84cOHMXz4cMTExCAjIwMRERGIiIjAiRMnpJj58+djyZIlWL58OZKTk9GoUSOEh4ejtLRUiomMjMTJkyeRkJCAbdu24cCBAxg3bpy0XavVwsXFBZMnT4ZKVfFfbIsXL0ZOTo60XL58GZ6ennjttddMenzvvPMOfv31V2zevBn79+/HtWvXMGTIkBo/p4+C88BVr7ZH3hKR+fGzjmyV1U/FhoSEoFevXvjqq68AADqdDq1atcLbb7+NuLg4g/jXX38dt27dwrZt26R1Tz75JHr06IHly5dDCAEfHx+8++67eO+99wAAGo0GCoUCa9aswbBhw3Dq1Cl07twZqampCAoKAgDs3LkTAwcOxJUrV+Dj46N3zOjoaBQUFOCnn36q8rH89NNPGDJkCLKzs+Hr62vU49NoNGjRogXWrVuHV199FQBw+vRpdOrUCUlJSXjyyScNjnPnzh3cuXNH+rmwsBCtWrUyy6nY7X9tx7Tfp1UbN++ZeRjYduAjHau+Kr/GrrqRt7zGjqju4mcd1Sf15lRsWVkZ0tLS9HrE5HI5VCoVkpKSKtwnKSnJoActPDxcis/OzoZardaLcXd3R0hIiBSTlJQEDw8PqagDAJVKBblcjuTk5Bo/npUrV0KlUklFnTGPLy0tDXfv3tWL6dixI1q3bl3pcxAfHw93d3dpadWqVY1zfhh7o6pn6UmWicjy+FlHtsqqhd2NGzeg1WqhUCj01isUCqjV6gr3UavVVcaX/1tdjJeX/uS49vb28PT0rPS41bl27Rp27NiBN954Q1pnzONTq9VwdHSEh4dHpTEPmz59OjQajbRcvny5RjlXxNK3/LIVlpxkmYgsj591ZKs4QbGZfPvtt/Dw8KhwkIW5OTk5wcnJySJtl/dGxe6LhQyyCueBY2/UfZaaZJmILI+fdWSrrNpj17x5c9jZ2RmMAM3NzYVSqaxwH6VSWWV8+b/VxTw8OOPevXvIz8+v9LhVEUJg1apVGDlyJBwdHU16fEqlEmVlZSgoKKg0praxN8p4lhp5S0SWx886skVW7bFzdHREz549kZiYKPV06XQ6JCYmYtKkSRXuExoaisTEREydOlVal5CQgNDQUACAn58flEolEhMT0aNHDwD3LzpMTk7GhAkTpDYKCgqQlpaGnj17AgD27NkDnU6HkJAQkx/H/v37ce7cOcTExJj8+Hr27AkHBwckJibilVdeAQBkZWXh0qVL0mOyBvZGEVFDwM86sjnCyjZs2CCcnJzEmjVrRGZmphg3bpzw8PAQarVaCCHEyJEjRVxcnBR/6NAhYW9vLz7//HNx6tQpMWvWLOHg4CD+/PNPKWbu3LnCw8ND/Pzzz+L48eNi8ODBws/PT9y+fVuKGTBggAgICBDJycni4MGDol27dmL48OF6uZ08eVJkZGSIF198UfTr109kZGSIjIwMg8cwYsQIERISUqPHJ4QQ48ePF61btxZ79uwRR48eFaGhoSI0NNTo51Cj0QgAQqPRGL0P1Q/3tPdESk6K+O38byIlJ0Xc096zdkpERFTLTPmet3phJ4QQS5cuFa1btxaOjo4iODhYHDlyRNrWt29fERUVpRe/adMm0b59e+Ho6Ci6dOkifvvtN73tOp1OzJgxQygUCuHk5CTCwsJEVlaWXszNmzfF8OHDRePGjYWbm5sYPXq0KCoq0ovx9fUVAAyWBxUUFAgXFxexYsWKGj0+IYS4ffu2eOutt0TTpk2Fq6urePnll0VOTk61z1s5Fna2KeFCggjbFCa6rukqLWGbwkTChQRrp0ZERLXIlO95q89jR4/OEveKJevirY6IiKhcvZnHjogM8VZHRERUUyzsiOoY3uqIiIhqioUdUR1zveS6WeOIiKjhYGFHVMfwVkdERFRTLOyI6hje6oiIiGqKhR1RHVN+qyMABsUdb3VERERVYWFHVAfxVkdERFQTVr2lGBFVjrc6IiIiU7GwI6rD7OR26KXsZe00iIionuCpWCIiIiIbwcKOiIiIyEbwVCxRA6bVaXkNHxGRDWFhR9RA7b64G3NT5urdvkzhqkBccBxH3RIR1VM8FUvUAO2+uBux+2IN7kmbV5KH2H2x2H1xt5UyIyKiR8HCjqiB0eq0mJsyFwLCYFv5unkp86DVaWs7NSIiekQs7IgamPS8dIOeugcJCKhL1EjPS6/FrIiIyBxY2BE1MNdLrps1joiI6g4WdkQNTAvXFmaNIyKiuoOFHVEDE+gVCIWrAjLIKtwugwxKVyUCvQJrOTMiInpULOyIGhg7uR3iguMAwKC4K/95WvA0zmdHRFQPsbAjaoBUvios6rcIXq5eeusVrgos6reI89gREdVTnKCYqIFS+arwbKtneecJIiIbwsKOqAGzk9uhl7KXtdMgIiIz4alYIiIiIhvBwo6IiIjIRrCwIyIiIrIRLOyIiIiIbAQHTxCRxWh1Wo66JSKqRSzsiMgidl/cjbkpc5FbkiutU7gqEBccx3nyiIgshKdiicjsdl/cjdh9sXpFHQDkleQhdl8sdl/cbaXMqL7R6rRIVadi+1/bkapOhVantXZKRHUae+yIyKy0Oi3mpsyFgDDYJiAggwzzUubh2VbP8rQsVYm9vkSmY48dEZlVel66QU/dgwQE1CVqpOel12JWVN+w15eoZljYEZFZXS+5btY4aniq6/UFgHkp83halqgCLOyIyKxauLYwaxw1POz1Jao5XmNHRGYV6BUIhasCeSV5Ffa4yCCDwlWBQK/ARz4Wp1OxTez1Jao5FnZEZFZ2cjvEBcchdl8sZJDpFXcyyAAA04KnPXIBxgvrbRd7fYlqjqdiicjsVL4qLOq3CF6uXnrrFa4KLOq36JELL15Yb9vKe33L/xB4mAwyKF2VZun1JbI1MiGE4bkSqlcKCwvh7u4OjUYDNzc3a6dDJLHEqVKtTovwH8IrvQar/FTvzld28rRsPVZevAOosNfXHH8gENUXpnzPs8eOiCzGTm6HXspeGNh2IHope5ml0OKF9Q2DpXt9iWwVr7EjonqFF9bXLZYcwKLyVeHZVs9ygAyRCVjYEVG9UtsX1nPkbeVqYwBLea8vERnH6qdily1bhjZt2sDZ2RkhISFISUmpMn7z5s3o2LEjnJ2d4e/vj+3bt+ttF0Jg5syZ8Pb2houLC1QqFc6ePasXk5+fj8jISLi5ucHDwwMxMTEoLi6WtpeWliI6Ohr+/v6wt7dHREREhbncuXMH//M//wNfX184OTmhTZs2WLVqlbS9X79+kMlkBsugQYOkmOjoaIPtAwYMMPbpI2pwavPC+t0XdyP8h3CM2TUG036fhjG7xiD8h3CzDs6w9L1QLdU+B7AQ1U1W7bHbuHEjYmNjsXz5coSEhODLL79EeHg4srKy4OXlZRB/+PBhDB8+HPHx8XjhhRewbt06REREID09HV27dgUAzJ8/H0uWLMG3334LPz8/zJgxA+Hh4cjMzISzszMAIDIyEjk5OUhISMDdu3cxevRojBs3DuvWrQMAaLVauLi4YPLkyfjhhx8qzX/o0KHIzc3FypUr8cQTTyAnJwc6nU7a/uOPP6KsrEz6+ebNm+jevTtee+01vXYGDBiA1atXSz87OTnV4NkkahhqczqV2H2xBnPxlRcu5hrda8keL0u1z/sBNzA6LXDxMFCcCzRWAL5PAeZ+XWvjGA2EVUfFhoSEoFevXvjqq68AADqdDq1atcLbb7+NuLg4g/jXX38dt27dwrZt26R1Tz75JHr06IHly5dDCAEfHx+8++67eO+99wAAGo0GCoUCa9aswbBhw3Dq1Cl07twZqampCAoKAgDs3LkTAwcOxJUrV+Dj46N3zOjoaBQUFOCnn37SW79z504MGzYMf/31Fzw9PY16vF9++SVmzpyJnJwcNGrUqMr2TcFRsdQQVVS0KF2VmBY87ZGLotoYeVtZ4WiuUZ+WbD9VnYoxu8ZUG7cqfBVPowKWL1os2X7mL8DOaUDhtf+uc/MBBswDOr9Uf45Rn18DmPY9b7Ueu7KyMqSlpWH69OnSOrlcDpVKhaSkpAr3SUpKQmxsrN668PBwqSjKzs6GWq2GSvXfDyt3d3eEhIQgKSkJw4YNQ1JSEjw8PKSiDgBUKhXkcjmSk5Px8ssvG5X/L7/8gqCgIMyfPx//+te/0KhRI7z00kv49NNP4eLiUuE+K1euxLBhw6Sirty+ffvg5eWFpk2b4rnnnsPs2bPRrFmzSo99584d3LlzR/q5sLDQqJxNVs/fCDbxVybbr5TKV4VnW/ZB+p//wvXCS2jh1hqB/iNhZ+/4yG2bMvK2JoWLpXu8LN1+rQ5gqe/vY0sXLZZsP/MXYNMo4OHfo8Kc++uHfld/jlFfX4MasFphd+PGDWi1WigUCr31CoUCp0+frnAftVpdYbxarZa2l6+rKubh07z29vbw9PSUYozx119/4eDBg3B2dsbWrVtx48YNvPXWW7h586beadVyKSkpOHHiBFauXKm3fsCAARgyZAj8/Pxw/vx5fPjhh3j++eeRlJQEO7uKP1ji4+Px8ccfG51rjdT3N4It/JXJ9qtt327nNPR6sP29n5ulfUsXLpYuHC3dfq0NYKnv72NLFy2WbF+nvf+8VPDHwf11MmBnHNBxUM2L4No4Rn1+DWrI6oMn6iudTgeZTIa1a9ciODgYAwcOxKJFi/Dtt9/i9u3bBvErV66Ev78/goOD9dYPGzYML730Evz9/REREYFt27YhNTUV+/btq/TY06dPh0ajkZbLly+b98GV/6I++EEH/PcXNfOXht1+bRyD7Vu1fUsXLpYuHC3d/n8HsFRMBjz6AJb6/j6utmjB/aKlpoNZLN3+xcOGz8vDxyi8ej+upix9jPr+GtSQ1Qq75s2bw87ODrm5+n9V5ubmQqlUVriPUqmsMr783+pi8vLy9Lbfu3cP+fn5lR63It7e3mjZsiXc3d2ldZ06dYIQAleuXNGLvXXrFjZs2ICYmJhq223bti2aN2+Oc+fOVRrj5OQENzc3vcVs6vsboTbeaPX9MbD9agV6BULh4AZZJZcgy4SA0tG9xoWLpQtHS7dvJ7dDnHcYIITBcyQTAhAC07yfq/nACVt4H1u6aLF0+8WV9/jWKM4ax6jvr0ENWa2wc3R0RM+ePZGYmCit0+l0SExMRGhoaIX7hIaG6sUDQEJCghTv5+cHpVKpF1NYWIjk5GQpJjQ0FAUFBUhLS5Ni9uzZA51Oh5CQEKPz7927N65du6Y3TcqZM2cgl8vx2GOP6cVu3rwZd+7cwYgRI6pt98qVK7h58ya8vb2NzsWs6vsbwRb+ymT71m0fgB2AuPz/AEDFhQuAaTfzUdOrsAKbd4dCa1gUPXgMpVYgsHn3Otk+dFqoUr7Dorwb8NLqFz4KrRaL8m5ClfKvulsU1cYxLF20WLr9xorqY0yJs8Yx6vtrUENWPRUbGxuLf/zjH/j2229x6tQpTJgwAbdu3cLo0aMBAKNGjdIbXDFlyhTs3LkTCxcuxOnTp/H3v/8dR48exaRJkwAAMpkMU6dOxezZs/HLL7/gzz//xKhRo+Dj4yPNRdepUycMGDAAY8eORUpKCg4dOoRJkyZh2LBheiNiMzMzcezYMeTn50Oj0eDYsWM4duyYtP1vf/sbmjVrhtGjRyMzMxMHDhzA+++/jzFjxhgMnli5ciUiIiIMBkQUFxfj/fffx5EjR3DhwgUkJiZi8ODBeOKJJxAeHm7Op9p49f2NYAt/ZbJ967YPABcPQ3XjahWFyw2obtT8S9/ucjLibtwAUEXheOMG7C4n18n2y4siVclt7Lp8DatycjEv7wZW5eRi5+VrUJWU1O2iqDaOYemixdLt+z4FuPlAVHLCXUAGuLW8H1dTlj5GfX8Nasiq89i9/vrruH79OmbOnAm1Wo0ePXpg586d0uCHS5cuQS7/b+351FNPYd26dfjoo4/w4Ycfol27dvjpp5+kOewA4IMPPsCtW7cwbtw4FBQU4Omnn8bOnTulOewAYO3atZg0aRLCwsIgl8vxyiuvYMmSJXq5DRw4EBcvXpR+DggIAHB/AmQAaNy4MRISEvD2228jKCgIzZo1w9ChQzF79my9drKysnDw4EH8+9//Nnj8dnZ2OH78OL799lsUFBTAx8cH/fv3x6effmq9uezq+xvBFv7KZPvWbR+QvsxVJbfxbMltpDs74bqdHVpotQgsvfPfnrpHKE5VJbexKO8G5jZrilz7/34UK7RaTLv5H6hKbtfp9svZAehVeqfaOJPYwvvY9yncdlHCqUQNeQV1i04Ad1yVcKlh0aJtFYobaIYW4mal7efJmqFFq9Ca9SzL7ZDRJQ7dD0+GAPSOoRMAIHCsyzQEPMroYUsfw8KvgVSYFuZAVuEIdBlkbj6PVvzWgNVvKTZp0iSpx+1hFQ0geO211wwm+H2QTCbDJ598gk8++aTSGE9PT2ky4spcuHChyu0A0LFjRyQkJFQZ06FDB1Q2VaCLiwt27dpV7XFq1f/9oqIwBxVfeyK7v72uvhEs/UaujWPU9y8EW/gwfeDLvMrC5RGL02oLxzrevtniHlYL72NLvw+0kOPju6MwB/OhExUVLcDHd0fhM8hr1H7KRQ3WlI3ENw5fVtr+rLKRiL6oQejjlU+fVWn+OoG30h9Dt7tTMcvhO/ggX9qmRjN8cnck/kh/DAf/n4BdRU9gHTiGpV+DWil+a5JWrR6N6j65HTBgHgQA3UObdPi/Um/A3JoPPf+/N4IQQnpjSe2L+z2iGV2m1bj98jdyeXsPtw/cfyNrH+FX39LHsHT7KRc1mFk2ssr2Z5WNRMpFTY3at/hrYOHfIQCWP0VU/gcUZFLhOPBWCXpJRVf9aN9Sz09tvI8t/T5Iyc7HhuIemHB3KtTQn8RejWaYcHcqNhT3QEp2fiUtVC2vqBS7dMFVtr9LF4y8otIa55+juX+Mp+8swbCyjzC5bBKGlX2Ep+8sxk5dMHI0pTXOvzaOYenXoLwwraz9t+5OxVvpj0H78C+YhbGwIwM7db0woWwK1OKhX1TRDBPKpmCnruYzyVv6jWDpN3JtHMMWvhDq/YeppYvH//sDCoBBcST9/Ih/QFm6fUs+P7XxPrb0+6B8v8qKll26YL04U3k1cTaq/fK4muYPADrIcUTXGb/onsIRXWfoHigdapp/bRzD0q9BbRS/NWH1U7FUt2h1Ah//mokcXTD+fScIwfLT8EIB8uCBFF1HCMjxx6+Z+H+dlTXqGi9/I+QgGAkVtK+DHPi/N0JNTh88+EautH2Y58PIUsewdPsPfiFU1f6jfiFYKn9L/w4BtXMaCp1fQkboYvgkfQwFbkqrc+GJnNBZCHjUSU0t2L6ln5/aeB9b+n3w4H7lRUt1caYI9vOEt7sz1JrSCtuXAVC6OyPYz7hbXtY0r5rmXxvHsPRrUFFhWl1cbWBhR3rKvzSByn9Rc8xQeFXV/sNxprD0G7k2jmFLXwj19cO0NorHnSdyMGFvc8iwWK/9VF1H6PbK8U3LHAzoWvNpjyzZvqWfn9p4H1v6ffBg+5VcrfxI7dvJZZj1YmdM+D4dMuhfEV1eSs96sXON//CwdP61cQxLt18bxW9N8FQs6TH2y9AchZc54h5W/kauakZ8bzN9GFnqGJZuv/wLobyth9sGzPOFYKn8a+PD1NKniMp7xkUF7ZdfN/bxr5k1Pp1s6fYt/fzUxvvY0u8DS7cPAAO6euObEYFQuuv/rivdnfHNiMBH+sOgNvKv769Bbfye1gQLO9JT3wsvfhgZpz5/IdTGh6ml3wcP9oxXRACPfNG4Jdu39PNTG+8BwLLvg9pov/wYB6c9h/Vjn8TiYT2wfuyTODjtObO1XRv519fXoLZ+T00lE5XNxUH1RmFhIdzd3aHRaB759mJancDT8/ZU23V9cNpzNf5l3XkiBxO+TwdQ8ekDc7yZd57IuX+t4ANfbt7uzpj1YmezfBjVxjFq4zFodQIp2fnIKyqFV5P7xZC5PoQsmb+lf4cs/T74+dhVTNlwrNq4xcN6YHCPlnWu/dr4nABq5z0AWPZ9UBvtW1pt5F+fX4Pa+D015XuehZ0NMGdhB9hO4cUPI+urzx+mlnwfJJ2/ieH/OFJt3PqxT9boGjVLtw/UzucEUP/fA9QwWPr3lIVdA2Puwg6wncKLbJulf4cs9T6wdI+XrfWoETV0LOwaGEsUdgALLyLAcu8DS/d4sUeNyHawsGtgLFXYEZFl2cJ1mkRkeSzsGhgWdkT1F6/TJKLqmPI9zwmKiYisyE4uq/EAhrrQPhHVLZzHjoiIiMhGsLAjIiIishEs7IiIiIhsBAs7IiIiIhvBwo6IiIjIRrCwIyIiIrIRLOyIiIiIbAQLOyIiIiIbwcKOiIiIyEawsCMiIiKyESzsiIiIiGwE7xVrA4QQAO7fJJiIiIhsS/n3e/n3fVVY2NmAoqIiAECrVq2snAkRERFZSlFREdzd3auMkQljyj+q03Q6Ha5du4YmTZpAJpOZte3CwkK0atUKly9fhpubm1nbJuPwNbA+vgbWxeff+vgaWJcQAkVFRfDx8YFcXvVVdOyxswFyuRyPPfaYRY/h5ubGN7OV8TWwPr4G1sXn3/r4GlhPdT115Th4goiIiMhGsLAjIiIishEs7KhKTk5OmDVrFpycnKydSoPF18D6+BpYF59/6+NrUH9w8AQRERGRjWCPHREREZGNYGFHREREZCNY2BERERHZCBZ2RERERDaChR1VatmyZWjTpg2cnZ0REhKClJQUa6dks+Lj49GrVy80adIEXl5eiIiIQFZWll5MaWkpJk6ciGbNmqFx48Z45ZVXkJuba6WMbd/cuXMhk8kwdepUaR1fA8u7evUqRowYgWbNmsHFxQX+/v44evSotF0IgZkzZ8Lb2xsuLi5QqVQ4e/asFTO2LVqtFjNmzICfnx9cXFzw+OOP49NPP9W7Rylfg7qNhR1VaOPGjYiNjcWsWbOQnp6O7t27Izw8HHl5edZOzSbt378fEydOxJEjR5CQkIC7d++if//+uHXrlhTzzjvv4Ndff8XmzZuxf/9+XLt2DUOGDLFi1rYrNTUV//u//4tu3brpredrYFn/+c9/0Lt3bzg4OGDHjh3IzMzEwoUL0bRpUylm/vz5WLJkCZYvX47k5GQ0atQI4eHhKC0ttWLmtmPevHn45ptv8NVXX+HUqVOYN28e5s+fj6VLl0oxfA3qOEFUgeDgYDFx4kTpZ61WK3x8fER8fLwVs2o48vLyBACxf/9+IYQQBQUFwsHBQWzevFmKOXXqlAAgkpKSrJWmTSoqKhLt2rUTCQkJom/fvmLKlClCCL4GtWHatGni6aefrnS7TqcTSqVSLFiwQFpXUFAgnJycxPr162sjRZs3aNAgMWbMGL11Q4YMEZGRkUIIvgb1AXvsyEBZWRnS0tKgUqmkdXK5HCqVCklJSVbMrOHQaDQAAE9PTwBAWloa7t69q/eadOzYEa1bt+ZrYmYTJ07EoEGD9J5rgK9Bbfjll18QFBSE1157DV5eXggICMA//vEPaXt2djbUarXea+Du7o6QkBC+Bmby1FNPITExEWfOnAEA/PHHHzh48CCef/55AHwN6gN7aydAdc+NGzeg1WqhUCj01isUCpw+fdpKWTUcOp0OU6dORe/evdG1a1cAgFqthqOjIzw8PPRiFQoF1Gq1FbK0TRs2bEB6ejpSU1MNtvE1sLy//voL33zzDWJjY/Hhhx8iNTUVkydPhqOjI6KioqTnuaLPJr4G5hEXF4fCwkJ07NgRdnZ20Gq1+OyzzxAZGQkAfA3qARZ2RHXMxIkTceLECRw8eNDaqTQoly9fxpQpU5CQkABnZ2drp9Mg6XQ6BAUFYc6cOQCAgIAAnDhxAsuXL0dUVJSVs2sYNm3ahLVr12LdunXo0qULjh07hqlTp8LHx4evQT3BU7FkoHnz5rCzszMY7ZebmwulUmmlrBqGSZMmYdu2bdi7dy8ee+wxab1SqURZWRkKCgr04vmamE9aWhry8vIQGBgIe3t72NvbY//+/ViyZAns7e2hUCj4GliYt7c3OnfurLeuU6dOuHTpEgBIzzM/myzn/fffR1xcHIYNGwZ/f3+MHDkS77zzDuLj4wHwNagPWNiRAUdHR/Ts2ROJiYnSOp1Oh8TERISGhloxM9slhMCkSZOwdetW7NmzB35+fnrbe/bsCQcHB73XJCsrC5cuXeJrYiZhYWH4888/cezYMWkJCgpCZGSk9H++BpbVu3dvg2l+zpw5A19fXwCAn58flEql3mtQWFiI5ORkvgZmUlJSArlcvzSws7ODTqcDwNegXrD26A2qmzZs2CCcnJzEmjVrRGZmphg3bpzw8PAQarXa2qnZpAkTJgh3d3exb98+kZOTIy0lJSVSzPjx40Xr1q3Fnj17xNGjR0VoaKgIDQ21Yta278FRsULwNbC0lJQUYW9vLz777DNx9uxZsXbtWuHq6iq+//57KWbu3LnCw8ND/Pzzz+L48eNi8ODBws/PT9y+fduKmduOqKgo0bJlS7Ft2zaRnZ0tfvzxR9G8eXPxwQcfSDF8Deo2FnZUqaVLl4rWrVsLR0dHERwcLI4cOWLtlGwWgAqX1atXSzG3b98Wb731lmjatKlwdXUVL7/8ssjJybFe0g3Aw4UdXwPL+/XXX0XXrl2Fk5OT6Nixo1ixYoXedp1OJ2bMmCEUCoVwcnISYWFhIisry0rZ2p7CwkIxZcoU0bp1a+Hs7Czatm0r/ud//kfcuXNHiuFrULfJhHhgOmkiIiIiqrd4jR0RERGRjWBhR0RERGQjWNgRERER2QgWdkREREQ2goUdERERkY1gYUdERERkI1jYEREREdkIFnZERERENoKFHRFRLerXrx+mTp1a4/0vXLgAmUyGY8eOmS0nIrId9tZOgIioIfnxxx/h4OBg7TSIyEaxsCMiqkWenp7WToGIbBhPxRIR1aIHT8W2adMGc+bMwZgxY9CkSRO0bt0aK1as0ItPSUlBQEAAnJ2dERQUhIyMDIM2T5w4geeffx6NGzeGQqHAyJEjcePGDQDAvn374OjoiN9//12Knz9/Pry8vJCbm2u5B0pEVsHCjojIihYuXCgVbG+99RYmTJiArKwsAEBxcTFeeOEFdO7cGWlpafj73/+O9957T2//goICPPfccwgICMDRo0exc+dO5ObmYujQoQD+W0iOHDkSGo0GGRkZmDFjBv75z39CoVDU+uMlIsviqVgiIisaOHAg3nrrLQDAtGnT8MUXX2Dv3r3o0KED1q1bB51Oh5UrV8LZ2RldunTBlStXMGHCBGn/r776CgEBAZgzZ460btWqVWjVqhXOnDmD9u3bY/bs2UhISMC4ceNw4sQJREVF4aWXXqr1x0pElsfCjojIirp16yb9XyaTQalUIi8vDwBw6tQpdOvWDc7OzlJMaGio3v5//PEH9u7di8aNGxu0ff78ebRv3x6Ojo5Yu3YtunXrBl9fX3zxxRcWejREZG0s7IiIrOjhEbIymQw6nc7o/YuLi/Hiiy9i3rx5Btu8vb2l/x8+fBgAkJ+fj/z8fDRq1KiGGRNRXcZr7IiI6qhOnTrh+PHjKC0tldYdOXJELyYwMBAnT55EmzZt8MQTT+gt5cXb+fPn8c477+Af//gHQkJCEBUVZVLxSET1Bws7IqI66m9/+xtkMhnGjh2LzMxMbN++HZ9//rlezMSJE5Gfn4/hw4cjNTUV58+fx65duzB69GhotVpotVqMGDEC4eHhGD16NFavXo3jx49j4cKFVnpURGRJLOyIiOqoxo0b49dff8Wff/6JgIAA/M///I/BKVcfHx8cOnQIWq0W/fv3h7+/P6ZOnQoPDw/I5XJ89tlnuHjxIv73f/8XwP3TsytWrMBHH32EP/74wxoPi4gsSCaEENZOgoiIiIgeHXvsiIiIiGwECzsiIiIiG8HCjoiIiMhGsLAjIiIishEs7IiIiIhsBAs7IiIiIhvBwo6IiIjIRrCwIyIiIrIRLOyIiIiIbAQLOyIiIiIbwcKOiIiIyEb8f3PVpBfDET8XAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnYAAAHWCAYAAAD6oMSKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAABkQUlEQVR4nO3dfVxUZf4//tcMNzOoMIQGM6ICGigqmspCpL90k4R0TT6umSwqGmqrlhnZprnGut4llpVWupU3lYam2XqTN7FYuiiCAqbciHeYdwwmxIAiIDPX7w+/nHUCdAYHB4bX8/E4D+G63jPnfY7ovLmuc64jE0IIEBEREVGzJ7d2AkRERERkGSzsiIiIiGwECzsiIiIiG8HCjoiIiMhGsLAjIiIishEs7IiIiIhsBAs7IiIiIhvBwo6IiIjIRthbOwF6OAwGA65evQpnZ2fIZDJrp0NEREQmEkKgrKwM7du3h1x+7zE5FnYtxNWrV9GxY0drp0FEREQNdOnSJXTo0OGeMSzsWghnZ2cAd34oXFxcrJwNERERmaq0tBQdO3aUPsvvhYVdC1Ez/eri4sLCjoiIqBky5VIq3jxBREREZCNY2BERERHZCBZ2RERERDaC19iREb1ej9u3b1s7DbIyBwcH2NnZWTsNIiIyEws7AnBnjRytVouSkhJrp0JNhKurK9RqNdc9JCJqRljYEQBIRZ27uztatWrFD/MWTAiB8vJyXLt2DQCg0WisnBEREZmKhR1Br9dLRV3btm2tnQ41AU5OTgCAa9euwd3dndOyRETNBG+eIOmaulatWlk5E2pKan4eeM0lEVHzwcKOJJx+pbvx54GIqPlhYUdERERkI3iNHdmkCRMmoKSkBP/+97+tnQoR0UOhNwik5RfjWlkF3J2VCPJxg52cI+8tDUfsyCZ9+OGHWL9+vbXTaJDi4mJERUXBxcUFrq6uiImJwY0bN+4Z/8orr6Br165wcnJCp06dMGPGDOh0OqM4mUxWa9u0aVNjHw4RPQR7swowYOl+RH52BK9uOo7Iz45gwNL92JtVYO3U6CHjiB1ZTFP6bVGlUlllv5YQFRWFgoICJCYm4vbt25g4cSKmTJmCr7/+us74q1ev4urVq3j33XfRvXt3/PLLL/jrX/+Kq1evYuvWrUax69atQ3h4uPS9q6trYx4KET0Ee7MKMHVDBsTv2rW6CkzdkIFVY/sivCeXLWopmsSI3ccffwxvb28olUoEBwcjLS3tnvFbtmxBt27doFQqERAQgN27dxv1CyHw9ttvQ6PRwMnJCaGhoThz5oxRzP1GRSoqKjBhwgQEBATA3t4eERERdeZSWVmJuXPnwsvLCwqFAt7e3li7dq3UP2jQoDpHSoYNGybFbNu2DUOGDEHbtm0hk8lw/PjxWvup633++te/3vM8PUzW+m1x69atCAgIgJOTE9q2bYvQ0FDcvHkTEyZMMPo7KysrQ1RUFFq3bg2NRoP3338fgwYNwsyZM6UYb29vLFy4EOPHj0ebNm3g5eWFHTt24Ndff8WIESPQpk0b9OrVC8eOHZNeU1RUhMjISHh6eqJVq1YICAhAQkJCg48nNzcXe/fuxeeff47g4GAMGDAAK1euxKZNm3D16tU6X9OzZ098++23GD58OLp06YKnn34aixYtws6dO1FdXW0UW7PocM2mVCobnCsRWZ/eIDB/Z06tog6A1DZ/Zw70hroiyBZZvbDbvHkzYmNjERcXh4yMDPTu3RthYWHS4qi/d/jwYURGRiImJgaZmZmIiIhAREQEsrKypJj4+HisWLECq1evRmpqKlq3bo2wsDBUVFRIMVFRUcjOzkZiYiJ27dqFgwcPYsqUKVK/Xq+Hk5MTZsyYgdDQ0HrzHz16NJKSkrBmzRrk5eUhISEBXbt2lfq3bduGgoICacvKyoKdnR2ef/55KebmzZsYMGAAli5des9zNXnyZKP3io+Pv2f8w1Lz22KBrsKovea3xcYq7goKChAZGYkXX3wRubm5+OmnnzBy5EgIUfs/sNjYWBw6dAg7duxAYmIi/vvf/yIjI6NW3Pvvv4/+/fsjMzMTw4YNw7hx4zB+/HiMHTsWGRkZ6NKlC8aPHy/to6KiAv369cP333+PrKwsTJkyBePGjTP65WTx4sVo06bNPbeLFy8CAFJSUuDq6orAwEDp9aGhoZDL5UhNTTX53Oh0Ori4uMDe3nhQfvr06WjXrh2CgoKwdu3aOs8VETUfafnFtf7vvZsAUKCrQFp+8cNLiqzK6lOxy5cvx+TJkzFx4kQAwOrVq/H9999j7dq1mD17dq34Dz/8EOHh4XjjjTcAAAsWLEBiYiI++ugjrF69GkIIfPDBB/j73/+OESNGAAC+/PJLeHh44N///jfGjBkjjYocPXpU+gBduXIlhg4dinfffRft27dH69atsWrVKgDAoUOH6nzU1t69e3HgwAGcP38ebm5uAO6M+tytpr3Gpk2b0KpVK6PCbty4cQCACxcu3PNctWrVCmq1+p4xD9v9fluU4c5vi890V1t8WragoADV1dUYOXIkvLy8AAABAQG14srKyvDFF1/g66+/xuDBgwHcmZJs3759rdihQ4fipZdeAgC8/fbbWLVqFf7whz9If19vvvkmQkJCUFhYCLVaDU9PT8yaNUt6/SuvvIJ9+/bhm2++QVBQEADgr3/9K0aPHn3PY6nJRavVwt3d3ajP3t4ebm5u0Gq1Jp2X69evY8GCBUa/qADAP//5Tzz99NNo1aoVfvjhB0ybNg03btzAjBkzTHpfImp6rpXVX9Q1JI6aP6uO2FVVVSE9Pd1oREwulyM0NBQpKSl1viYlJaXWCFpYWJgUn5+fD61WaxSjUqkQHBwsxVhqVGTHjh0IDAxEfHw8PD094efnh1mzZuHWrVv1vmbNmjUYM2YMWrdubfJ+amzcuBHt2rVDz549MWfOHJSXl5v9HpZmzd8We/fujcGDByMgIADPP/88PvvsM/z222+14s6fP4/bt29LhRZw52fi7pHVGr169ZK+9vDwAGBcLNa01Ywo6/V6LFiwAAEBAXBzc0ObNm2wb98+aQQOuFPcP/bYY/fcfj+y1lClpaUYNmwYunfvjn/84x9GffPmzUP//v3Rp08fvPnmm/jb3/6GZcuWWWS/RGQd7s6mXU5hahw1f1Yt7K5fvw69Xi99WNbw8PCod3RCq9XeM77mz/vFPOioCHCnYEhOTkZWVha+++47fPDBB9i6dSumTZtWZ3xaWhqysrIwadIkk/dR4y9/+Qs2bNiAH3/8EXPmzMFXX32FsWPH1htfWVmJ0tJSo60xWPO3RTs7OyQmJmLPnj3o3r07Vq5cia5duyI/P7/B7+ng4CB9XbNAb11tBoMBALBs2TJ8+OGHePPNN/Hjjz/i+PHjCAsLQ1VVlfQac6Zi1Wp1rcsQqqurUVxcfN/R2rKyMoSHh8PZ2RnfffedUd51CQ4OxuXLl1FZWXm/00JETVSQjxs0KiXqmw+RAdCo7tzMRi2D1adimzODwQCZTIaNGzdKd2EuX74co0aNwieffCI9b7PGmjVrEBAQYDRyZKq7p9UCAgKg0WgwePBgnDt3Dl26dKkVv2TJEsyfP9/s/ZjL2r8tymQy9O/fH/3798fbb78NLy8vfPfdd0YxnTt3hoODA44ePYpOnToBuHMN2unTp/HUU0890P4PHTqEESNGSEW2wWDA6dOn0b17dynGnKnYkJAQlJSUID09Hf369QMA7N+/HwaDAcHBwfW+vrS0FGFhYVAoFNixY4dJN0UcP34cjzzyCBQKxX1jiahpspPLEDe8O6ZuyIAMMLospqbYixvenevZtSBWHbFr164d7OzsUFhYaNRec/1SXdRq9T3ja/68X0xDR0XuptFo4OnpabS0hr+/P4QQuHz5slHszZs3sWnTJsTExJj8/vdS8yF/9uzZOvvnzJkDnU4nbZcuXbLIfn/Pmr8tpqamYvHixTh27BguXryIbdu24ddff4W/v79RnLOzM6Kjo/HGG2/gxx9/RHZ2NmJiYiCXyx/4sVm+vr5ITEzE4cOHkZubi5deeqnWz545U7H+/v4IDw/H5MmTkZaWhkOHDuHll1/GmDFjpOLvypUr6Natm3SDRmlpKYYMGYKbN29izZo1KC0thVarhVarhV6vBwDs3LkTn3/+ObKysnD27FmsWrUKixcvxiuvvPJAx09E1hfeU4NVY/tCrTL+hU6tUnKpkxbIqoWdo6Mj+vXrh6SkJKnNYDAgKSkJISEhdb4mJCTEKB4AEhMTpXgfHx+o1WqjmNLSUqSmpkoxd4+K1DBlVOT3+vfvj6tXrxotk3L69GnI5XJ06NDBKHbLli2orKy85/SpOWqWRNFo6v4Hq1Ao4OLiYrQ1hprfFgHUKu4a+7dFFxcXHDx4EEOHDoWfnx/+/ve/47333sOzzz5bK3b58uUICQnBn/70J4SGhqJ///7w9/d/4OU+/v73v6Nv374ICwvDoEGDoFar610ax1QbN25Et27dMHjwYAwdOhQDBgzAp59+KvXfvn0beXl50jWWGRkZSE1NxcmTJ/HYY49Bo9FIW01B7+DggI8//hghISF4/PHH8a9//QvLly9HXFzcA+VKRE1DeE8Nkt98GgmTn8CHYx5HwuQnkPzm0yzqWiJhZZs2bRIKhUKsX79e5OTkiClTpghXV1eh1WqFEEKMGzdOzJ49W4o/dOiQsLe3F++++67Izc0VcXFxwsHBQZw8eVKKeeedd4Srq6vYvn27OHHihBgxYoTw8fERt27dkmLCw8NFnz59RGpqqkhOTha+vr4iMjLSKLfs7GyRmZkphg8fLgYNGiQyMzNFZmam1F9WViY6dOggRo0aJbKzs8WBAweEr6+vmDRpUq3jHDBggHjhhRfqPAdFRUUiMzNTfP/99wKA2LRpk8jMzBQFBQVCCCHOnj0r/vnPf4pjx46J/Px8sX37dtG5c2fx1FNPmXyedTqdACB0Ol2tvlu3bomcnByj82OuPSeviicW/0d4vblL2p5Y/B+x5+TVBr9nY7px44ZQqVTi888/t3YqTZYlfi6IiOjB3esz/PesXtgJIcTKlStFp06dhKOjowgKChJHjhyR+gYOHCiio6ON4r/55hvh5+cnHB0dRY8ePcT3339v1G8wGMS8efOEh4eHUCgUYvDgwSIvL88opqioSERGRoo2bdoIFxcXMXHiRFFWVmYU4+XlJXDnkgWj7W65ubkiNDRUODk5iQ4dOojY2FhRXl5uFHPq1CkBQPzwww91Hv+6devq3E9cXJwQQoiLFy+Kp556Sri5uQmFQiEee+wx8cYbb5j0F1yjsQs7IYSo1hvE4bPXxb8zL4vDZ6+Lar3hgd7PkjIyMsTXX38tzp49K9LT08WIESOESqUSv/76q7VTa7JY2BERNQ3mFHYyIbhCaUtQWloKlUolLVx7t4qKCuTn58PHx8dmn0SQmZmJSZMmIS8vT7oEYPny5XWue0d3tISfCyKi5uBen+G/x7tiqUXo06eP0TWVRERknqb0PHCqHws7IiIiuqe9WQWYvzPHaEF6jUqJuOHdeYNGE2P1Z8VS08FZebobfx6ILEtvEEg5V4Ttx68g5VwR9Ibm8W/MWs8Dp4bhiB1JTygoLy+vtagytVw1y6nc7wkWRHR/zXXEy5rPA6eGYWFHsLOzg6urq7Roc6tWrR544V5qvoQQKC8vx7Vr1+Dq6go7Oztrp0TUrNWMeP2+OKoZ8WrKiwib8zzwkC5tH15iVC8WdgTgf0/s+P0TOajlcnV1NetJLERUW3Mf8bLm88CpYVjYEYA7z1zVaDRwd3fH7du3rZ0OWZmDgwNH6ogsoLmPeFn7eeBkPhZ2ZMTOzo4f6EREFtLcR7xqngeu1VXUOeoow51n0jbG88CpYXhXLBERUSNp7iNe1nweODUMCzsiIqJGUjPiVV/ZI8Odu2Ob8ohXeE8NVo3tC7XKuPhUq5RN+saPlopTsURERI2kZsRr6oYMyACj6czmNOIV3lODZ7qr+eSJZoDPim0hzHnOHBERWVZzXceOmgY+K5aIiKgJ4YgXPSws7IiIiB4CO7msSS5pQraFN08QERER2QgWdkREREQ2goUdERERkY1gYUdERERkI1jYEREREdkI3hVLREREVqc3CC4HYwEs7IiIiMiquICz5XAqloiIiKxmb1YBpm7IMCrqAECrq8DUDRnYm1VgpcyaJxZ2REREZBV6g8D8nTmo69mmNW3zd+ZAb+DTT03Fwo6IiIisIi2/uNZI3d0EgAJdBdLyix9eUs0cCzsiIiKyimtl9Rd1DYkjFnZERERkJe7OSovGEQs7IiIispIgHzdoVErUt6iJDHfujg3ycXuYaTVrLOyIiIjIKuzkMsQN7w4AtYq7mu/jhnfnenZmYGFHREREVhPeU4NVY/tCrTKeblWrlFg1ti/XsTMTFygmIiIiqwrvqcEz3dV88oQFsLAjIiIiq7OTyxDSpa2102j2WNgRERH9P3xeKTV3LOyIiIjA55WSbeDNE0RE1OLxeaVkK1jYERFRi8bnlZItYWFHREQtGp9XSraEhR0REbVofF4p2RIWdkRE1KLxeaVkS1jYERFRi8bnlZItYWFHREQtGp9XSraEhR0REbV4fF4p2QouUExERAQ+r5RsAws7IiKi/4fPK6XmjlOxRERERDaChR0RERGRjWBhR0RERGQjWNgRERER2QgWdkREREQ2goUdERERkY1gYUdERERkI1jYEREREdkIFnZERERENoKFHREREZGNaBKF3ccffwxvb28olUoEBwcjLS3tnvFbtmxBt27doFQqERAQgN27dxv1CyHw9ttvQ6PRwMnJCaGhoThz5oxRTHFxMaKiouDi4gJXV1fExMTgxo0bUn9FRQUmTJiAgIAA2NvbIyIios5cKisrMXfuXHh5eUGhUMDb2xtr166V+gcNGgSZTFZrGzZsmBSzbds2DBkyBG3btoVMJsPx48dr7aeiogLTp09H27Zt0aZNG/z5z39GYWHhPc8TERER3aE3CKScK8L241eQcq4IeoOwdkqNwuqF3ebNmxEbG4u4uDhkZGSgd+/eCAsLw7Vr1+qMP3z4MCIjIxETE4PMzExEREQgIiICWVlZUkx8fDxWrFiB1atXIzU1Fa1bt0ZYWBgqKiqkmKioKGRnZyMxMRG7du3CwYMHMWXKFKlfr9fDyckJM2bMQGhoaL35jx49GklJSVizZg3y8vKQkJCArl27Sv3btm1DQUGBtGVlZcHOzg7PP/+8FHPz5k0MGDAAS5curXc/r732Gnbu3IktW7bgwIEDuHr1KkaOHHnvk0tERETYm1WAAUv3I/KzI3h103FEfnYEA5bux96sAmunZnnCyoKCgsT06dOl7/V6vWjfvr1YsmRJnfGjR48Ww4YNM2oLDg4WL730khBCCIPBINRqtVi2bJnUX1JSIhQKhUhISBBCCJGTkyMAiKNHj0oxe/bsETKZTFy5cqXWPqOjo8WIESNqte/Zs0eoVCpRVFRk8vG+//77wtnZWdy4caNWX35+vgAgMjMzjdpLSkqEg4OD2LJli9SWm5srAIiUlBST9qvT6QQAodPpTM6ViIioudtz8qrwfnOX8Prd5v3/tj0nr1o7xfsy5zPcqiN2VVVVSE9PNxoRk8vlCA0NRUpKSp2vSUlJqTWCFhYWJsXn5+dDq9UaxahUKgQHB0sxKSkpcHV1RWBgoBQTGhoKuVyO1NRUk/PfsWMHAgMDER8fD09PT/j5+WHWrFm4detWva9Zs2YNxowZg9atW5u8n/T0dNy+fdvomLp164ZOnTrVe54qKytRWlpqtBEREbUkeoPA/J05qGvStaZt/s4cm5qWtWphd/36dej1enh4eBi1e3h4QKvV1vkarVZ7z/iaP+8X4+7ubtRvb28PNze3evdbl/PnzyM5ORlZWVn47rvv8MEHH2Dr1q2YNm1anfFpaWnIysrCpEmTTN5HTb6Ojo5wdXWt95h+b8mSJVCpVNLWsWNHs/ZJRETU3KXlF6NAV1FvvwBQoKtAWn7xw0uqkVn9GrvmzGAwQCaTYePGjQgKCsLQoUOxfPlyfPHFF3WO2q1ZswYBAQEICgpq9NzmzJkDnU4nbZcuXWr0fRIRETUl18rqL+oaEtccWLWwa9euHezs7Grd3VlYWAi1Wl3na9Rq9T3ja/68X8zvb86orq5GcXFxvfuti0ajgaenJ1QqldTm7+8PIQQuX75sFHvz5k1s2rQJMTExJr9/DbVajaqqKpSUlBi13+s8KRQKuLi4GG1Epmopd48RkW1zd1ZaNK45sGph5+joiH79+iEpKUlqMxgMSEpKQkhISJ2vCQkJMYoHgMTERCnex8cHarXaKKa0tBSpqalSTEhICEpKSpCeni7F7N+/HwaDAcHBwSbn379/f1y9etVomZTTp09DLpejQ4cORrFbtmxBZWUlxo4da/L71+jXrx8cHByMjikvLw8XL16s9zyR9TXX4qhF3T1GRDYtyMcNGpUSsnr6ZQA0KiWCfNweZlqNyt7aCcTGxiI6OhqBgYEICgrCBx98gJs3b2LixIkAgPHjx8PT0xNLliwBALz66qsYOHAg3nvvPQwbNgybNm3CsWPH8OmnnwIAZDIZZs6ciYULF8LX1xc+Pj6YN28e2rdvL61F5+/vj/DwcEyePBmrV6/G7du38fLLL2PMmDFo3769lFtOTg6qqqpQXFyMsrIyaX25xx9/HADwl7/8BQsWLMDEiRMxf/58XL9+HW+88QZefPFFODk5GR3nmjVrEBERgbZt29Y6B8XFxbh48SKuXr0K4E7RBtwZqVOr1VCpVIiJiUFsbCzc3Nzg4uKCV155BSEhIXjiiScs8xdBFrU3qwDzd+YYXduhUSkRN7w7wntqrJjZve3NKsDUDRm1LjTW6iowdUMGVo3t26TzJyK6m51chrjh3TF1QwZkgNH/bTXFXtzw7rCT11f6NT8yIYTVhxE++ugjLFu2DFqtFo8//jhWrFghjZwNGjQI3t7eWL9+vRS/ZcsW/P3vf8eFCxfg6+uL+Ph4DB06VOoXQiAuLg6ffvopSkpKMGDAAHzyySfw8/OTYoqLi/Hyyy9j586dkMvl+POf/4wVK1agTZs2Uoy3tzd++eWXWvnefcpOnTqFV155BYcOHULbtm0xevRoLFy40Kiwy8vLQ7du3fDDDz/gmWeeqfV+69evlwrZu8XFxeEf//gHgDsLFL/++utISEhAZWUlwsLC8Mknn5g8dVxaWgqVSgWdTsdp2UZWX3FU899GUy2O9AaBAUv313uhsQyAWqVE8ptP29R/gkRk+5rrL9s1zPkMbxKFHTU+FnYPx8MsjvQGgbT8Ylwrq4C7852phAd5z5RzRYj87Mh94xImP4GQLrVHnomImjJL/5/5MJnzGW71qVgiW2LOrfUPUhw1xm+fLfHuMSJqOezkshbxSymXOyGyoIdRHNVM9f6+gKy5Dq6hNzm0xLvHiIhsDQs7Igtq7OKoMVdRb4l3jxER2RoWdkQW1NjFUWOuol5z91hNnnez1bvHiIhsDQs7Igtq7OKosad6w3tqsGpsX6hVxiOKapWyyd7NS0RE/8ObJ4gsrKY4+v3NDWoL3Fr/MK6DC++pwTPd1c327jEiopaMhR1RI2is4qhmqlerq6jzOrua5VQe9Dq4lnL3GBGRrWFhR9RIGqM4aomrqBMRkel4jR1RM8Pr4IiIqD4csSNqhngdHBER1YWFHVEzxevgiIjo9zgVS0RERGQjWNgRERER2QgWdkREREQ2goUdERERkY1gYUdERERkI1jYEREREdkIFnZERERENoKFHREREZGNYGFHREREZCNY2BERERHZiAY9Uuzy5cvYsWMHLl68iKqqKqO+5cuXWyQxIiIiIjKP2YVdUlISnnvuOXTu3BmnTp1Cz549ceHCBQgh0Ldv38bIkYiIiIhMYPZU7Jw5czBr1iycPHkSSqUS3377LS5duoSBAwfi+eefb4wciYiIiMgEZhd2ubm5GD9+PADA3t4et27dQps2bfDPf/4TS5cutXiCRERERGQaswu71q1bS9fVaTQanDt3Tuq7fv265TIjIiIiIrOYfY3dE088geTkZPj7+2Po0KF4/fXXcfLkSWzbtg1PPPFEY+RIRERERCYwu7Bbvnw5bty4AQCYP38+bty4gc2bN8PX15d3xBKRSfQGgbT8Ylwrq4C7sxJBPm6wk8usnRYRUbMnE0IIaydBja+0tBQqlQo6nQ4uLi7WTodasL1ZBZi/MwcFugqpTaNSIm54d4T31FgxMyKipsmcz3Czr7Hr3LkzioqKarWXlJSgc+fO5r4dEbUge7MKMHVDhlFRBwBaXQWmbsjA3qwCK2VGRGQbzC7sLly4AL1eX6u9srISV65csUhSRA+D3iCQcq4I249fQcq5IugNHLxuTHqDwPydOajrLNe0zd+Zw78HIqIHYPI1djt27JC+3rdvH1QqlfS9Xq9HUlISvL29LZocUWPhdODDl5ZfXGuk7m4CQIGuAmn5xQjp0vbhJUZEZENMLuwiIiIAADKZDNHR0UZ9Dg4O8Pb2xnvvvWfR5IgaQ8104O/HhWqmA1eN7cvirhFcK6u/qGtIHBER1WZyYWcwGAAAPj4+OHr0KNq1a9doSRE1lvtNB8pwZzrwme5q3qVpYe7OSovGERFRbWZfY5efn8+ijpotc6YDybKCfNygUSlRX7ksw53p8CAft4eZFhGRTTF7HTsAuHnzJg4cOICLFy9KT6GoMWPGDIskRtQYOB1oPXZyGeKGd8fUDRmQAUajpjXFXtzw7hwpJSJ6AGYXdpmZmRg6dCjKy8tx8+ZNuLm54fr162jVqhXc3d1Z2FGTxulA6wrvqcGqsX1r3bii5o0rREQWYXZh99prr2H48OFYvXo1VCoVjhw5AgcHB4wdOxavvvpqY+RIZDE104FaXUWd19nJcKfI4HRg4wnvqcEz3dV88gQRUSMw+xq748eP4/XXX4dcLoednR0qKyvRsWNHxMfH46233mqMHIkspmY6EECta704Hfjw2MllCOnSFiMe90RIl7Y830REFmJ2Yefg4AC5/M7L3N3dcfHiRQCASqXCpUuXLJsdUSOomQ5Uq4ynW9UqJZc6ISKiZs3sqdg+ffrg6NGj8PX1xcCBA/H222/j+vXr+Oqrr9CzZ8/GyJHI4jgdSNQ86Q2C/26pyWlKP5cyIYRZz+85duwYysrK8Mc//hHXrl3D+PHjcfjwYfj6+mLt2rXo3bt3Y+VKD8CcBwgTETVFfGIMNUUP4+fSnM9wsws7ap5Y2BFRc1bfE2NqxkR4GQVZw8P6uTTnM9zsa+yIiIgepvs9MQa488QYvYHjFPTwNNWfS5OusevTpw9kMtPmijMyMh4oISIioruZ88SYkC5tH15i1KI11Z9Lkwq7iIgI6euKigp88skn6N69O0JCQgAAR44cQXZ2NqZNm9YoSRIRUcvFJ8ZQU9RUfy5NKuzi4uKkrydNmoQZM2ZgwYIFtWK43AkREVkanxhDTVFT/bk0+xq7LVu2YPz48bXax44di2+//dYiSREREdWoeWJMfRcEyXDnLkQ+MYYepqb6c2l2Yefk5IRDhw7Vaj906BCUSv62RERElsUnxlBT1FR/Ls1eoHjmzJmYOnUqMjIyEBQUBABITU3F2rVrMW/ePIsnSEREVPPEmN+vF6bmOnZkRU3x57JB69h98803+PDDD5GbmwsA8Pf3x6uvvorRo0dbPEGyDK5jR0S2oCmt8E9Uo7F/LrlAMdXCwo6IiKh5anYLFH/88cfw9vaGUqlEcHAw0tLS7hm/ZcsWdOvWDUqlEgEBAdi9e7dRvxACb7/9NjQaDZycnBAaGoozZ84YxRQXFyMqKgouLi5wdXVFTEwMbty4IfVXVFRgwoQJCAgIgL29vdGSL3errKzE3Llz4eXlBYVCAW9vb6xdu1bqHzRoEGQyWa1t2LBhZuXr7e1d6z3eeeede54nIiIialmsXtht3rwZsbGxiIuLQ0ZGBnr37o2wsDBcu3atzvjDhw8jMjISMTExyMzMREREBCIiIpCVlSXFxMfHY8WKFVi9ejVSU1PRunVrhIWFoaLif/PfUVFRyM7ORmJiInbt2oWDBw9iypQpUr9er4eTkxNmzJiB0NDQevMfPXo0kpKSsGbNGuTl5SEhIQFdu3aV+rdt24aCggJpy8rKgp2dHZ5//nmz8gWAf/7zn0bv9corr5h+oomIiMj2CSsLCgoS06dPl77X6/Wiffv2YsmSJXXGjx49WgwbNsyoLTg4WLz00ktCCCEMBoNQq9Vi2bJlUn9JSYlQKBQiISFBCCFETk6OACCOHj0qxezZs0fIZDJx5cqVWvuMjo4WI0aMqNW+Z88eoVKpRFFRkcnH+/777wtnZ2dx48YNk/MVQggvLy/x/vvvm7yf39PpdAKA0Ol0DX4PIiIievjM+Qy36ohdVVUV0tPTjUbE5HI5QkNDkZKSUudrUlJSao2ghYWFSfH5+fnQarVGMSqVCsHBwVJMSkoKXF1dERgYKMWEhoZCLpcjNTXV5Px37NiBwMBAxMfHw9PTE35+fpg1axZu3bpV72vWrFmDMWPGoHXr1ibnW+Odd95B27Zt0adPHyxbtgzV1dX17qeyshKlpaVGGxEREdk2s5c7saTr169Dr9fDw8PDqN3DwwOnTp2q8zVarbbOeK1WK/XXtN0rxt3d3ajf3t4ebm5uUowpzp8/j+TkZCiVSnz33Xe4fv06pk2bhqKiIqxbt65WfFpaGrKysrBmzRqj47lfvgAwY8YM9O3bF25ubjh8+DDmzJmDgoICLF++vM7clixZgvnz55t8LERERNT8Wayw2759O3Q6XZ1PpbBVBoMBMpkMGzduhEqlAgAsX74co0aNwieffAInJyej+DVr1iAgIEBa/88csbGx0te9evWCo6MjXnrpJSxZsgQKhaJW/Jw5c4xeU1paio4dO5q9XyIiImo+LDYV++abb2LixIlmvaZdu3aws7NDYWGhUXthYSHUanWdr1Gr1feMr/nzfjG/vzmjuroaxcXF9e63LhqNBp6enlJRB9xZ008IgcuXLxvF3rx5E5s2bUJMTEyt47lfvnUJDg5GdXU1Lly4UGe/QqGAi4uL0UZERES2zaTCbuTIkdI1Wl9++SUqKytrxZw6dQp6vd6snTs6OqJfv35ISkqS2gwGA5KSkhASElLna0JCQoziASAxMVGK9/HxgVqtNoopLS1FamqqFBMSEoKSkhKkp6dLMfv374fBYEBwcLDJ+ffv3x9Xr141Wibl9OnTkMvl6NChg1Hsli1bUFlZibFjxxq1m5JvXY4fPw65XF5rSpmIiIhaMFPuxnBwcBBXr169c7eFXC4KCwsf6O6Ou23atEkoFAqxfv16kZOTI6ZMmSJcXV2FVqsVQggxbtw4MXv2bCn+0KFDwt7eXrz77rsiNzdXxMXFCQcHB3Hy5Ekp5p133hGurq5i+/bt4sSJE2LEiBHCx8dH3Lp1S4oJDw8Xffr0EampqSI5OVn4+vqKyMhIo9yys7NFZmamGD58uBg0aJDIzMwUmZmZUn9ZWZno0KGDGDVqlMjOzhYHDhwQvr6+YtKkSbWOc8CAAeKFF16o8xzcL9/Dhw+L999/Xxw/flycO3dObNiwQTz66KNi/PjxJp9n3hVLRETUPJnzGW5SYRcQECCio6PF+vXrhUwmEytXrhRffPFFnVtDrFy5UnTq1Ek4OjqKoKAgceTIEalv4MCBIjo62ij+m2++EX5+fsLR0VH06NFDfP/990b9BoNBzJs3T3h4eAiFQiEGDx4s8vLyjGKKiopEZGSkaNOmjXBxcRETJ04UZWVlRjFeXl4CQK3tbrm5uSI0NFQ4OTmJDh06iNjYWFFeXm4Uc+rUKQFA/PDDD3Ue//3yTU9PF8HBwUKlUgmlUin8/f3F4sWLRUVFxb1P7F1Y2BERETVP5nyGm/RIscOHDyM2Nhbnzp1DcXExnJ2dIZPVfgaaTCZDcXGxBccTyVL4SDEiIqLmqVGfFSuXy+tcLoSaNhZ2REREzVOjPis2Pz8fjz76aIOTIyIiIqLGYXZh5+XlheTkZIwdOxYhISG4cuUKAOCrr75CcnKyxRMkIiIiItOYXdh9++23CAsLg5OTEzIzM6WlT3Q6HRYvXmzxBImIiIjINGYXdgsXLsTq1avx2WefwcHBQWrv378/MjIyLJocEVFD6A0CKeeKsP34FaScK4LeYNalxEREzZbZjxTLy8vDU089VatdpVKhpKTEEjkRETXY3qwCzN+ZgwJdhdSmUSkRN7w7wntqrJgZEVHjM3vETq1W4+zZs7Xak5OT0blzZ4skRUTUEHuzCjB1Q4ZRUQcAWl0Fpm7IwN6sAitlRkT0cJhd2E2ePBmvvvoqUlNTIZPJcPXqVWzcuBGzZs3C1KlTGyNHaqE4nUbm0BsE5u/MQV0/JTVt83fm8OeIiGya2VOxs2fPhsFgwODBg1FeXo6nnnoKCoUCs2bNwiuvvNIYOVILxOk0MldafnGtkbq7CQAFugqk5RcjpEvbh5cYEdFDZNaInV6vx3//+19Mnz4dxcXFyMrKwpEjR/Drr79iwYIFjZUjtTCcTqOGuFZWf1HXkDgioubIrMLOzs4OQ4YMwW+//QZHR0d0794dQUFBaNOmTWPlRy0Mp9OoodydlRaNIyJqjsy+xq5nz544f/58Y+RCZNZ0GtHdgnzcoFEpUfsp1nfIcGc6P8jH7WGmRUT0UDVoHbtZs2Zh165dKCgoQGlpqdFG9CA4nUYNZSeXIW54dwCoVdzVfB83vDvs5PWVfkREzZ/ZN08MHToUAPDcc89BJvvff5BCCMhkMuj1estlRy0Op9PoQYT31GDV2L61brxR88YbImohzC7sfvzxx8bIgwjA/6bTtLqKOq+zk+HOhzSn06g+4T01eKa7Gmn5xbhWVgF35zs/LxypI6KWwOzCbuDAgY2RBxGA/02nTd2QARlgVNxxOo1MZSeXcUkTImqRzL7Gjqix1UynqVXG061qlRKrxvbldBoREVE9zB6xI3oYOJ1GRERkPhZ21GRxOo2IiMg8nIolIiIishEs7IiIiIhshElTsX369DFas+5eMjIyHighIiIiImoYkwq7iIgI6euKigp88skn6N69O0JCQgAAR44cQXZ2NqZNm9YoSRIRERHR/ZlU2MXFxUlfT5o0CTNmzMCCBQtqxVy6dMmy2RERERGRyWRCiLoW+K+XSqXCsWPH4Ovra9R+5swZBAYGQqfTWTRBsozS0lKoVCrodDq4uLhYOx0iIiIykTmf4WbfPOHk5IRDhw7Vaj906BCUSj6/k4iIiMhazF7HbubMmZg6dSoyMjIQFBQEAEhNTcXatWsxb948iydIRERERKYxu7CbPXs2OnfujA8//BAbNmwAAPj7+2PdunUYPXq0xRMkIiIiItOYfY0dNU+8xo6IiKh5atRr7ACgpKQEn3/+Od566y0UFxcDuLN+3ZUrVxrydkRERERkAWZPxZ44cQKhoaFQqVS4cOECJk2aBDc3N2zbtg0XL17El19+2Rh5EhEREdF9mD1iFxsbiwkTJuDMmTNGd8EOHToUBw8etGhyRERERGQ6swu7o0eP4qWXXqrV7unpCa1Wa5GkiIiIiMh8Zhd2CoUCpaWltdpPnz6NRx991CJJEREREZH5zC7snnvuOfzzn//E7du3AQAymQwXL17Em2++iT//+c8WT5CIiIiITGN2Yffee+/hxo0bcHd3x61btzBw4EA89thjcHZ2xqJFixojRyIiIiIygdl3xapUKiQmJiI5ORknTpzAjRs30LdvX4SGhjZGfkRERERkIi5Q3EJwgWIiIqLmyZzPcJNG7FasWGHyzmfMmGFyLBERERFZjkkjdj4+Pkbf//rrrygvL4erqyuAO0+iaNWqFdzd3XH+/PlGSZQeDEfsiIiImieLP1IsPz9f2hYtWoTHH38cubm5KC4uRnFxMXJzc9G3b18sWLDAIgdAREREROYz+xq7Ll26YOvWrejTp49Re3p6OkaNGoX8/HyLJkiWwRE7IiKi5sniI3Z3KygoQHV1da12vV6PwsJCc9+OiIiIiCzE7MJu8ODBeOmll5CRkSG1paenY+rUqVzyhIiIiMiKzC7s1q5dC7VajcDAQCgUCigUCgQFBcHDwwOff/55Y+RIRERERCYwe4HiRx99FLt378bp06dx6tQpAEC3bt3g5+dn8eSIiIiIyHRmF3Y1vL29IYRAly5dYG/f4LchIiIiIgsxeyq2vLwcMTExaNWqFXr06IGLFy8CAF555RW88847Fk+QiIiIiExjdmE3Z84c/Pzzz/jpp5+gVCql9tDQUGzevNmiyRERERGR6cyeQ/33v/+NzZs344knnoBMJpPae/TogXPnzlk0OSIiIiIyndkjdr/++ivc3d1rtd+8edOo0CMiIiKih8vswi4wMBDff/+99H1NMff5558jJCTEcpkRERERkVnMLuwWL16Mt956C1OnTkV1dTU+/PBDDBkyBOvWrcOiRYsalMTHH38Mb29vKJVKBAcHIy0t7Z7xW7ZsQbdu3aBUKhEQEIDdu3cb9Qsh8Pbbb0Oj0cDJyQmhoaE4c+aMUUxxcTGioqLg4uICV1dXxMTE4MaNG1J/RUUFJkyYgICAANjb2yMiIqLOXCorKzF37lx4eXlBoVDA29sba9eulfoHDRoEmUxWaxs2bJhF8yUiIiIyu7AbMGAAjh8/jurqagQEBOCHH36Au7s7UlJS0K9fP7MT2Lx5M2JjYxEXF4eMjAz07t0bYWFhuHbtWp3xhw8fRmRkJGJiYpCZmYmIiAhEREQgKytLiomPj8eKFSuwevVqpKamonXr1ggLC0NFRYUUExUVhezsbCQmJmLXrl04ePAgpkyZIvXr9Xo4OTlhxowZ93yixujRo5GUlIQ1a9YgLy8PCQkJ6Nq1q9S/bds2FBQUSFtWVhbs7Ozw/PPPWzRfIiIiIggrCwoKEtOnT5e+1+v1on379mLJkiV1xo8ePVoMGzbMqC04OFi89NJLQgghDAaDUKvVYtmyZVJ/SUmJUCgUIiEhQQghRE5OjgAgjh49KsXs2bNHyGQyceXKlVr7jI6OFiNGjKjVvmfPHqFSqURRUZHJx/v+++8LZ2dncePGjUbLty46nU4AEDqdzuRc76dabxCHz14X/868LA6fvS6q9QaLvTcRERHdYc5nuNkjdsCd0aytW7diwYIFWLBgAb799ltUV1eb/T5VVVVIT083GhGTy+UIDQ1FSkpKna9JSUmpNYIWFhYmxefn50Or1RrFqFQqBAcHSzEpKSlwdXVFYGCgFBMaGgq5XI7U1FST89+xYwcCAwMRHx8PT09P+Pn5YdasWbh161a9r1mzZg3GjBmD1q1bP/R8LWlvVgEGLN2PyM+O4NVNxxH52REMWLofe7MKrJIPERERNWC5k+zsbDz33HPQarXSlOPSpUvx6KOPYufOnejZs6fJ73X9+nXo9Xp4eHgYtXt4eEiPK/s9rVZbZ7xWq5X6a9ruFfP7O3vt7e3h5uYmxZji/PnzSE5OhlKpxHfffYfr169j2rRpKCoqwrp162rFp6WlISsrC2vWrDE6nsbIt7KyEpWVldL3paWlJh/X/ezNKsDUDRkQv2vX6iowdUMGVo3ti/CeGovtj4iIiExj9ojdpEmT0KNHD1y+fBkZGRnIyMjApUuX0KtXrxZ3zZfBYIBMJsPGjRsRFBSEoUOHYvny5fjiiy/qHLVbs2YNAgICEBQU1Oi5LVmyBCqVSto6duxokffVGwTm78ypVdQBkNrm78yB3lBXBBERETUmswu748ePY8mSJXjkkUektkceeQSLFi1CZmamWe/Vrl072NnZobCw0Ki9sLAQarW6zteo1ep7xtf8eb+Y39+cUV1djeLi4nr3WxeNRgNPT0+oVCqpzd/fH0IIXL582Sj25s2b2LRpE2JiYmodT2PkO2fOHOh0Omm7dOmSycd1L2n5xSjQVdTbLwAU6CqQll9skf0RERGR6cwu7Pz8/GoVIQBw7do1PPbYY2a9l6OjI/r164ekpCSpzWAwICkpqd418UJCQoziASAxMVGK9/HxgVqtNoopLS1FamqqFBMSEoKSkhKkp6dLMfv374fBYEBwcLDJ+ffv3x9Xr141Wnbk9OnTkMvl6NChg1Hsli1bUFlZibFjxxq1N1a+CoUCLi4uRpslXCurv6hrSBwRERFZjkmFXWlpqbQtWbIEM2bMwNatW3H58mVcvnwZW7duxcyZM7F06VKzE4iNjcVnn32GL774Arm5uZg6dSpu3ryJiRMnAgDGjx+POXPmSPGvvvoq9u7di/feew+nTp3CP/7xDxw7dgwvv/wygDsLJs+cORMLFy7Ejh07cPLkSYwfPx7t27eX1qLz9/dHeHg4Jk+ejLS0NBw6dAgvv/wyxowZg/bt20v7ysnJwfHjx1FcXAydTofjx4/j+PHjUv9f/vIXtG3bFhMnTkROTg4OHjyIN954Ay+++CKcnJyMjnPNmjWIiIhA27Ztjdotme/D4O6svH+QGXFERERkQabcZiuTyYRcLpc2mUxm1Hb39w2xcuVK0alTJ+Ho6CiCgoLEkSNHpL6BAweK6Ohoo/hvvvlG+Pn5CUdHR9GjRw/x/fffG/UbDAYxb9484eHhIRQKhRg8eLDIy8sziikqKhKRkZGiTZs2wsXFRUycOFGUlZUZxXh5eQncmV002u6Wm5srQkNDhZOTk+jQoYOIjY0V5eXlRjGnTp0SAMQPP/xQ5/FbKt97sdRyJ9V6g3hi8X+E95u7hFcdm/ebu8QTi//DpU+IiIgsxJzPcJkQ4r5XuR84cMDkQnHgwIENKjCpcZWWlkKlUkGn0z3wtGzNXbEAjG6iqHlSMO+KJSIishxzPsNNKuyo+bNkYQfcKe7m78wxupFCo1Iibnh3FnVEREQWZM5nuNnr2AF3nqN64sQJXLt2DQaDwajvueeea8hbUjMT3lODZ7qrkZZfjGtlFXB3ViLIxw12ctn9X0xERESNwuzCbu/evRg/fjyuX79eq08mk0Gv11skMWr67OQyhHRpe/9AIiIieijMXu7klVdewfPPP4+CggIYDAajjUUdERERkfWYXdgVFhYiNja21iOwiIiIiMi6zC7sRo0ahZ9++qkRUiEiIiKiB2H2XbHl5eV4/vnn8eijjyIgIAAODg5G/TNmzLBogmQZlr4rloiIiB6ORr0rNiEhAT/88AOUSiV++uknyGT/uwtSJpOxsCMiIiKyErMLu7lz52L+/PmYPXs25HKzZ3KJiIiIqJGYXZlVVVXhhRdeYFFHRERE1MSYXZ1FR0dj8+bNjZELERERET0As6di9Xo94uPjsW/fPvTq1avWzRPLly+3WHJEREREZDqzC7uTJ0+iT58+AICsrCyjvrtvpCAiIiKih8vswu7HH39sjDyIiIiI6AE1+A6Is2fPYt++fbh16xYAwMzl8IiIiIjIwswu7IqKijB48GD4+flh6NChKCgoAADExMTg9ddft3iCRERERGQaswu71157DQ4ODrh48SJatWoltb/wwgvYu3evRZMjIiIiItOZfY3dDz/8gH379qFDhw5G7b6+vvjll18slhgRERERmcfsEbubN28ajdTVKC4uhkKhsEhSRERERGQ+swu7/+//+//w5ZdfSt/LZDIYDAbEx8fjj3/8o0WTIyIiIiLTmT0VGx8fj8GDB+PYsWOoqqrC3/72N2RnZ6O4uBiHDh1qjByJiIiIyARmj9j17NkTp0+fxoABAzBixAjcvHkTI0eORGZmJrp06dIYORIRERGRCWSCC9C1CKWlpVCpVNDpdHBxcbF2OkRERGQicz7DG7xAMRERERE1LSzsiIiIiGwECzsiIiIiG8HCjoiIiMhGmL3cSY1ff/0VeXl5AICuXbvi0UcftVhSRERERGS+Bj154sUXX0T79u3x1FNP4amnnkL79u0RExOD8vLyxsiRiIiIiExgdmEXGxuLAwcOYMeOHSgpKUFJSQm2b9+OAwcO4PXXX2+MHImIiIjIBGavY9euXTts3boVgwYNMmr/8ccfMXr0aPz666+WzI8shOvYERERNU+Nuo5deXk5PDw8arW7u7tzKpaIiIjIiswu7EJCQhAXF4eKigqp7datW5g/fz5CQkIsmhwRERERmc7su2I/+OADhIeHo0OHDujduzcA4Oeff4ZSqcS+ffssniARERERmaZBz4otLy/Hxo0bcerUKQCAv78/oqKi4OTkZPEEyTJ4jR0REVHzZM5nuNkjdgcPHsSTTz6JyZMnG7VXV1fj4MGDeOqpp8x9SyIiIiKyALOvsfvjH/+I4uLiWu06nQ5//OMfLZIUEREREZnP7MJOCAGZTFarvaioCK1bt7ZIUkRERERkPpOnYkeOHAkAkMlkmDBhAhQKhdSn1+tx4sQJPPnkk5bPkIiIiIhMYnJhp1KpANwZsXN2dja6UcLR0RFPPPFErevuiIiIiOjhMbmwW7duHQDA29sbs2bN4rQrERERURPToOVOqPnhcidERETNU6M+UoyIiIiImiYWdkREREQ2goUdERERkY1gYUdERERkI8x6pJjBYMD69euxbds2XLhwATKZDD4+Phg1ahTGjRtX58LFRES2Rm8QSMsvxrWyCrg7KxHk4wY7Of//A3huiKzN5MJOCIHnnnsOu3fvRu/evREQEAAhBHJzczFhwgRs27YN//73vxsxVSIi69ubVYD5O3NQoKuQ2jQqJeKGd0d4T40VM7M+nhsi6zN5Knb9+vU4ePAgkpKSkJmZiYSEBGzatAk///wz/vOf/2D//v348ssvGzNXIiKr2ptVgKkbMowKFwDQ6iowdUMG9mYVWCkz6+O5IWoaTC7sEhIS8NZbb+GPf/xjrb6nn34as2fPxsaNGy2aHBFRU6E3CMzfmYO6Fv6saZu/Mwd6Q8tbGpTnhqjpMLmwO3HiBMLDw+vtf/bZZ/Hzzz9bJCkioqYmLb+41mjU3QSAAl0F0vKLH15STQTPDVHTYXJhV1xcDA8Pj3r7PTw88Ntvv1kkKSKipuZaWf2FS0PibAnPDVHTYXJhp9frYW9f/70WdnZ2qK6utkhSRERNjbuz0qJxtoTnhqjpMLmwE0JgwoQJGDlyZJ3biy++2KAEPv74Y3h7e0OpVCI4OBhpaWn3jN+yZQu6desGpVKJgIAA7N69u1aeb7/9NjQaDZycnBAaGoozZ84YxRQXFyMqKgouLi5wdXVFTEwMbty4IfVXVFRgwoQJCAgIgL29PSIiIurMpbKyEnPnzoWXlxcUCgW8vb2xdu1ao5iSkhJMnz4dGo0GCoUCfn5+RjmXlZVh5syZ8PLygpOTE5588kkcPXrU6D0mTJgAmUxmtN1rWpyILC/Ixw0alRL1Ldwhw507QIN83B5mWk0Czw1R02FyYRcdHQ13d3eoVKo6N3d3d4wfP96snW/evBmxsbGIi4tDRkYGevfujbCwMFy7dq3O+MOHDyMyMhIxMTHIzMxEREQEIiIikJWVJcXEx8djxYoVWL16NVJTU9G6dWuEhYWhouJ/UwBRUVHIzs5GYmIidu3ahYMHD2LKlClSv16vh5OTE2bMmIHQ0NB68x89ejSSkpKwZs0a5OXlISEhAV27dpX6q6qq8Mwzz+DChQvYunUr8vLy8Nlnn8HT01OKmTRpEhITE/HVV1/h5MmTGDJkCEJDQ3HlyhWjfYWHh6OgoEDaEhISTD/RRPTA7OQyxA3vDgC1Cpia7+OGd2+Ra7bx3BA1HTIhhNVuUwoODsYf/vAHfPTRRwDuLIDcsWNHvPLKK5g9e3at+BdeeAE3b97Erl27pLYnnngCjz/+OFavXg0hBNq3b4/XX38ds2bNAgDodDp4eHhg/fr1GDNmDHJzc9G9e3ccPXoUgYGBAIC9e/di6NChuHz5Mtq3b2+0zwkTJqCkpKTWGn179+7FmDFjcP78ebi51f1b6OrVq7Fs2TKcOnUKDg4Otfpv3boFZ2dnbN++HcOGDZPa+/Xrh2effRYLFy68Zw7mKC0thUqlgk6ng4uLS4Pfh6il41pt9eO5IWoc5nyGm/XkCUuqqqpCeno65syZI7XJ5XKEhoYiJSWlztekpKQgNjbWqC0sLEwqePLz86HVao1G2VQqFYKDg5GSkoIxY8YgJSUFrq6uUlEHAKGhoZDL5UhNTcX//d//mZT/jh07EBgYiPj4eHz11Vdo3bo1nnvuOSxYsABOTk5STEhICKZPn47t27fj0UcfxV/+8he8+eab0jWJer0eSqXxdSdOTk5ITk42avvpp5/g7u6ORx55BE8//TQWLlyItm3b1ptfZWUlKisrpe9LS0tNOi4iurfwnho8013NpyvUgeeGyPpMLuxMvYbu99eY1ef69evQ6/W17rT18PDAqVOn6nyNVqutM16r1Ur9NW33inF3dzfqt7e3h5ubmxRjivPnzyM5ORlKpRLfffcdrl+/jmnTpqGoqAjr1q2TYvbv34+oqCjs3r0bZ8+exbRp03D79m3ExcXB2dkZISEhWLBgAfz9/eHh4YGEhASkpKTgsccek/YVHh6OkSNHwsfHB+fOncNbb72FZ599FikpKbCzs6szvyVLlmD+/PkmHw8Rmc5OLkNIl/p/sWrJeG6IrMvkwm79+vXw8vJCnz59YMXZ2ybDYDBAJpNh48aNUKlUAIDly5dj1KhR+OSTT+Dk5ASDwQB3d3d8+umnsLOzQ79+/XDlyhUsW7YMcXFxAICvvvoKL774Ijw9PWFnZ4e+ffsiMjIS6enp0r7GjBkjfR0QEIBevXqhS5cu+OmnnzB48OA685szZ47R6GZpaSk6duzYGKeCiIiImgiTC7upU6ciISEB+fn5mDhxIsaOHVvvtWWmaNeuHezs7FBYWGjUXlhYCLVaXedr1Gr1PeNr/iwsLIRGozGKefzxx6WY39+cUV1djeLi4nr3WxeNRgNPT0+pqAMAf39/CCFw+fJl+Pr6QqPRwMHBwWhUzd/fH1qtFlVVVXB0dESXLl1w4MAB3Lx5E6WlpdBoNHjhhRfQuXPnevfduXNntGvXDmfPnq23sFMoFFAoFCYfDxERETV/Jt8V+/HHH6OgoAB/+9vfsHPnTnTs2BGjR4/Gvn37GjSC5+joiH79+iEpKUlqMxgMSEpKQkhISJ2vCQkJMYoHgMTERCnex8cHarXaKKa0tBSpqalSTEhICEpKSoxGxPbv3w+DwYDg4GCT8+/fvz+uXr1qtEzK6dOnIZfL0aFDBynm7NmzMBgMRjEajQaOjo5G79e6dWtoNBr89ttv2LdvH0aMGFHvvi9fvoyioiKj4pWIiIgIooEuXLgg/vGPf4jOnTuLTp06ibKyMrPfY9OmTUKhUIj169eLnJwcMWXKFOHq6iq0Wq0QQohx48aJ2bNnS/GHDh0S9vb24t133xW5ubkiLi5OODg4iJMnT0ox77zzjnB1dRXbt28XJ06cECNGjBA+Pj7i1q1bUkx4eLjo06ePSE1NFcnJycLX11dERkYa5ZadnS0yMzPF8OHDxaBBg0RmZqbIzMyU+svKykSHDh3EqFGjRHZ2tjhw4IDw9fUVkyZNkmIuXrwonJ2dxcsvvyzy8vLErl27hLu7u1i4cKEUs3fvXrFnzx5x/vx58cMPP4jevXuL4OBgUVVVJe1n1qxZIiUlReTn54v//Oc/om/fvsLX11dUVFSYfK51Op0AIHQ6ncmvISIiIusz5zO8wYXdxYsXxfz584WPj4/w9PRsUGEnhBArV64UnTp1Eo6OjiIoKEgcOXJE6hs4cKCIjo42iv/mm2+En5+fcHR0FD169BDff/+9Ub/BYBDz5s0THh4eQqFQiMGDB4u8vDyjmKKiIhEZGSnatGkjXFxcxMSJE2vl7+XlJXDnEYdG291yc3NFaGiocHJyEh06dBCxsbGivLzcKObw4cMiODhYKBQK0blzZ7Fo0SJRXV0t9W/evFl07txZODo6CrVaLaZPny5KSkqk/vLycjFkyBDx6KOPCgcHB+Hl5SUmT54sFb+mYmFHRETUPJnzGW7WOnaVlZXYtm0b1q5di+TkZPzpT3/CxIkTER4eDrnc5FldsgKuY0dERNQ8Nco6dtOmTcOmTZvQsWNHvPjii0hISEC7du0eOFkiIiIisgyTR+zkcjk6deqEPn36QCarf7HJbdu2WSw5shyO2BERETVPjTJiN378+HsWdERERERkXWYtUExERERETRfveCAiIiKyEVZ7ViwRERERWRafFUtERERkI6z2rFgiIiIisiyrPSuWiIiIiCzLrCdP3O2XX37B+vXr8eWXX6K6uhrZ2dlo06aNpfMjC+E6dkRERM2TOZ/hDb4rVi6XQyaTQQgBvV7f0LchIiIiIgsxq7CrrKxEQkICnnnmGfj5+eHkyZP46KOPcPHiRY7WEREREVkZnxVLREREZCP4rNgWgtfYERERNU98ViwRERFRC8RnxRIRERHZCD4rloiIiMhGsLAjIiIishEs7IiIiIhsBAs7IiIiIhvBwo6IiIjIRrCwIyIiIrIRLOyIiIiIbAQLOyIiIiIbwcKOiIiIyEawsCMiIiKyESzsiIiIiGwECzsiIiIiG8HCjoiIiMhGsLAjIiIishEs7IiIiIhsBAs7IiIiIhvBwo6IiIjIRrCwIyIiIrIRLOyIiIiIbAQLOyIiIiIbwcKOiIiIyEawsCMiIiKyESzsiIiIiGwECzsiIiIiG8HCjoiIiMhGsLAjIiIishEs7IiIiIhsBAs7IiIiIhvBwo6IiIjIRrCwIyIiIrIRLOyIiIiIbAQLOyIiIiIbwcKOiIiIyEawsCMiIiKyESzsiIiIiGwECzsiIiIiG2H1wu7jjz+Gt7c3lEolgoODkZaWds/4LVu2oFu3blAqlQgICMDu3buN+oUQePvtt6HRaODk5ITQ0FCcOXPGKKa4uBhRUVFwcXGBq6srYmJicOPGDam/oqICEyZMQEBAAOzt7REREVFnLpWVlZg7dy68vLygUCjg7e2NtWvXGsWUlJRg+vTp0Gg0UCgU8PPzM8q5rKwMM2fOhJeXF5ycnPDkk0/i6NGjZh8TERERkVULu82bNyM2NhZxcXHIyMhA7969ERYWhmvXrtUZf/jwYURGRiImJgaZmZmIiIhAREQEsrKypJj4+HisWLECq1evRmpqKlq3bo2wsDBUVFRIMVFRUcjOzkZiYiJ27dqFgwcPYsqUKVK/Xq+Hk5MTZsyYgdDQ0HrzHz16NJKSkrBmzRrk5eUhISEBXbt2lfqrqqrwzDPP4MKFC9i6dSvy8vLw2WefwdPTU4qZNGkSEhMT8dVXX+HkyZMYMmQIQkNDceXKFbOOiYiIiAjCioKCgsT06dOl7/V6vWjfvr1YsmRJnfGjR48Ww4YNM2oLDg4WL730khBCCIPBINRqtVi2bJnUX1JSIhQKhUhISBBCCJGTkyMAiKNHj0oxe/bsETKZTFy5cqXWPqOjo8WIESNqte/Zs0eoVCpRVFRU7/GtWrVKdO7cWVRVVdXZX15eLuzs7MSuXbuM2vv27Svmzp1r8jGZQqfTCQBCp9OZ/BoiIiKyPnM+w602YldVVYX09HSjETG5XI7Q0FCkpKTU+ZqUlJRaI2hhYWFSfH5+PrRarVGMSqVCcHCwFJOSkgJXV1cEBgZKMaGhoZDL5UhNTTU5/x07diAwMBDx8fHw9PSEn58fZs2ahVu3bhnFhISEYPr06fDw8EDPnj2xePFi6PV6AEB1dTX0ej2USqXRezs5OSE5OdnkY6pLZWUlSktLjTYiIiKybfbW2vH169eh1+vh4eFh1O7h4YFTp07V+RqtVltnvFarlfpr2u4V4+7ubtRvb28PNzc3KcYU58+fR3JyMpRKJb777jtcv34d06ZNQ1FREdatWyfF7N+/H1FRUdi9ezfOnj2LadOm4fbt24iLi4OzszNCQkKwYMEC+Pv7w8PDAwkJCUhJScFjjz1m8jHVZcmSJZg/f77Jx0NERETNn9VvnmiuDAYDZDIZNm7ciKCgIAwdOhTLly/HF198IY3aGQwGuLu749NPP0W/fv3wwgsvYO7cuVi9erX0Pl999RWEEPD09IRCocCKFSsQGRkJufzB/mrmzJkDnU4nbZcuXXqg9yMiIqKmz2qFXbt27WBnZ4fCwkKj9sLCQqjV6jpfo1ar7xlf8+f9Yn5/c0Z1dTWKi4vr3W9dNBoNPD09oVKppDZ/f38IIXD58mUpxs/PD3Z2dkYxWq0WVVVVAIAuXbrgwIEDuHHjBi5duoS0tDTcvn0bnTt3NvmY6qJQKODi4mK0ERERkW2zWmHn6OiIfv36ISkpSWozGAxISkpCSEhIna8JCQkxigeAxMREKd7HxwdqtdooprS0FKmpqVJMSEgISkpKkJ6eLsXs378fBoMBwcHBJuffv39/XL161WiZlNOnT0Mul6NDhw5SzNmzZ2EwGIxiNBoNHB0djd6vdevW0Gg0+O2337Bv3z6MGDHC5GMiIiIiAmDdu2I3bdokFAqFWL9+vcjJyRFTpkwRrq6uQqvVCiGEGDdunJg9e7YUf+jQIWFvby/effddkZubK+Li4oSDg4M4efKkFPPOO+8IV1dXsX37dnHixAkxYsQI4ePjI27duiXFhIeHiz59+ojU1FSRnJwsfH19RWRkpFFu2dnZIjMzUwwfPlwMGjRIZGZmiszMTKm/rKxMdOjQQYwaNUpkZ2eLAwcOCF9fXzFp0iQp5uLFi8LZ2Vm8/PLLIi8vT+zatUu4u7uLhQsXSjF79+4Ve/bsEefPnxc//PCD6N27twgODja6k9aUY7of3hVLRETUPJnzGW7Vwk4IIVauXCk6deokHB0dRVBQkDhy5IjUN3DgQBEdHW0U/8033wg/Pz/h6OgoevToIb7//nujfoPBIObNmyc8PDyEQqEQgwcPFnl5eUYxRUVFIjIyUrRp00a4uLiIiRMnirKyMqMYLy8vAaDWdrfc3FwRGhoqnJycRIcOHURsbKwoLy83ijl8+LAIDg4WCoVCdO7cWSxatEhUV1dL/Zs3bxadO3cWjo6OQq1Wi+nTp4uSkhKzj+l+WNgRERE1T+Z8hsuEEMJqw4X00JSWlkKlUkGn0/F6OyIiombEnM9w3hVLREREZCNY2BERERHZCBZ2RERERDaChR0RERGRjWBhR0RERGQjWNgRERER2QgWdkREREQ2wt7aCRARkTG9QSAtvxjXyirg7qxEkI8b7OQya6dFRM0ACzsioiZkb1YB5u/MQYGuQmrTqJSIG94d4T01VsyMiJoDTsUSETURe7MKMHVDhlFRBwBaXQWmbsjA3qwCK2VGRM0FCzsioiZAbxCYvzMHdT3jsaZt/s4c6A18CiQR1Y+FHRFRE5CWX1xrpO5uAkCBrgJp+cUPLykianZY2BERNQHXyuov6hoSR0QtEws7IqImwN1ZadE4ImqZWNgRETUBQT5u0KiUqG9RExnu3B0b5OP2MNMiomaGhR0RURNgJ5chbnh3AKhV3NV8Hze8O9ezI6J7YmFHRNREhPfUYNXYvlCrjKdb1SolVo3ty3XsiOi+uEAxEVETEt5Tg2e6q/nkCSJqEBZ2RERNjJ1chpAuba2dBhE1Q5yKJSIiIrIRLOyIiIiIbAQLOyIiIiIbwcKOiIiIyEawsCMiIiKyESzsiIiIiGwECzsiIiIiG8HCjoiIiMhGsLAjIiIishEs7IiIiIhsBAs7IiIiIhvBwo6IiIjIRrCwIyIiIrIRLOyIiIiIbAQLOyIiIiIbwcKOiIiIyEawsCMiIiKyESzsiIiIiGwECzsiIiIiG8HCjoiIiMhG2Fs7ASIienj0BoG0/GJcK6uAu7MSQT5usJPLrJ0WEVkICzsiohZib1YB5u/MQYGuQmrTqJSIG94d4T01VsyMiCyFU7FERC3A3qwCTN2QYVTUAYBWV4GpGzKwN6vASpkRkSWxsCMisnF6g8D8nTkQdfTVtM3fmQO9oa4IImpOWNgREdm4tPziWiN1dxMACnQVSMsvfnhJEVGjYGFHRGTjrpXVX9Q1JI6Imi4WdkRENs7dWWnROCJquljYERHZuCAfN2hUStS3qIkMd+6ODfJxe5hpEVEjYGFHRGTj7OQyxA3vDgC1irua7+OGd+d6dkQ2gIUdEVELEN5Tg1Vj+0KtMp5uVauUWDW2L9exI7IRXKCYiKiFCO+pwTPd1XzyBJENY2FHRNSC2MllCOnS1tppEFEj4VQsERERkY2wemH38ccfw9vbG0qlEsHBwUhLS7tn/JYtW9CtWzcolUoEBARg9+7dRv1CCLz99tvQaDRwcnJCaGgozpw5YxRTXFyMqKgouLi4wNXVFTExMbhx44bUX1FRgQkTJiAgIAD29vaIiIioM5fKykrMnTsXXl5eUCgU8Pb2xtq1a41iSkpKMH36dGg0GigUCvj5+RnlrNfrMW/ePPj4+MDJyQldunTBggULIMT/VoCfMGECZDKZ0RYeHn7P80REREQtj1WnYjdv3ozY2FisXr0awcHB+OCDDxAWFoa8vDy4u7vXij98+DAiIyOxZMkS/OlPf8LXX3+NiIgIZGRkoGfPngCA+Ph4rFixAl988QV8fHwwb948hIWFIScnB0rlnYuGo6KiUFBQgMTERNy+fRsTJ07ElClT8PXXXwO4U2w5OTlhxowZ+Pbbb+vNf/To0SgsLMSaNWvw2GOPoaCgAAaDQeqvqqrCM888A3d3d2zduhWenp745Zdf4OrqKsUsXboUq1atwhdffIEePXrg2LFjmDhxIlQqFWbMmCHFhYeHY926ddL3CoWiYSediIiIbJewoqCgIDF9+nTpe71eL9q3by+WLFlSZ/zo0aPFsGHDjNqCg4PFSy+9JIQQwmAwCLVaLZYtWyb1l5SUCIVCIRISEoQQQuTk5AgA4ujRo1LMnj17hEwmE1euXKm1z+joaDFixIha7Xv27BEqlUoUFRXVe3yrVq0SnTt3FlVVVfXGDBs2TLz44otGbSNHjhRRUVH3zcEcOp1OABA6ne6B3oeIiIgeLnM+w602FVtVVYX09HSEhoZKbXK5HKGhoUhJSanzNSkpKUbxABAWFibF5+fnQ6vVGsWoVCoEBwdLMSkpKXB1dUVgYKAUExoaCrlcjtTUVJPz37FjBwIDAxEfHw9PT0/4+flh1qxZuHXrllFMSEgIpk+fDg8PD/Ts2ROLFy+GXq+XYp588kkkJSXh9OnTAICff/4ZycnJePbZZ43299NPP8Hd3R1du3bF1KlTUVRUZHKuRERE1DJYbSr2+vXr0Ov18PDwMGr38PDAqVOn6nyNVqutM16r1Ur9NW33ivn9NK+9vT3c3NykGFOcP38eycnJUCqV+O6773D9+nVMmzYNRUVF0pTp+fPnsX//fkRFRWH37t04e/Yspk2bhtu3byMuLg4AMHv2bJSWlqJbt26ws7ODXq/HokWLEBUVJe0rPDwcI0eOhI+PD86dO4e33noLzz77LFJSUmBnZ1dnfpWVlaisrJS+Ly0tNfnYiIiIqHnicicNZDAYIJPJsHHjRqhUKgDA8uXLMWrUKHzyySdwcnKCwWCAu7s7Pv30U9jZ2aFfv364cuUKli1bJhV233zzDTZu3Iivv/4aPXr0wPHjxzFz5ky0b98e0dHRAIAxY8ZI+w0ICECvXr3QpUsX/PTTTxg8eHCd+S1ZsgTz589v5LNARERETYnVpmLbtWsHOzs7FBYWGrUXFhZCrVbX+Rq1Wn3P+Jo/7xdz7do1o/7q6moUFxfXu9+6aDQaeHp6SkUdAPj7+0MIgcuXL0sxfn5+RqNq/v7+0Gq1qKqqAgC88cYbmD17NsaMGYOAgACMGzcOr732GpYsWVLvvjt37ox27drh7Nmz9cbMmTMHOp1O2i5dumTysREREVHzZLXCztHREf369UNSUpLUZjAYkJSUhJCQkDpfExISYhQPAImJiVK8j48P1Gq1UUxpaSlSU1OlmJCQEJSUlCA9PV2K2b9/PwwGA4KDg03Ov3///rh69arRMimnT5+GXC5Hhw4dpJizZ88a3Sl7+vRpaDQaODo6AgDKy8shlxv/NdjZ2Rm95vcuX76MoqIiaDT1PwJIoVDAxcXFaCMiIiIb1/j3ctRv06ZNQqFQiPXr14ucnBwxZcoU4erqKrRarRBCiHHjxonZs2dL8YcOHRL29vbi3XffFbm5uSIuLk44ODiIkydPSjHvvPOOcHV1Fdu3bxcnTpwQI0aMED4+PuLWrVtSTHh4uOjTp49ITU0VycnJwtfXV0RGRhrllp2dLTIzM8Xw4cPFoEGDRGZmpsjMzJT6y8rKRIcOHcSoUaNEdna2OHDggPD19RWTJk2SYi5evCicnZ3Fyy+/LPLy8sSuXbuEu7u7WLhwoRQTHR0tPD09xa5du0R+fr7Ytm2baNeunfjb3/4m7WfWrFkiJSVF5Ofni//85z+ib9++wtfXV1RUVJh8rnlXLBERUfNkzme4VQs7IYRYuXKl6NSpk3B0dBRBQUHiyJEjUt/AgQNFdHS0Ufw333wj/Pz8hKOjo+jRo4f4/vvvjfoNBoOYN2+e8PDwEAqFQgwePFjk5eUZxRQVFYnIyEjRpk0b4eLiIiZOnCjKysqMYry8vASAWtvdcnNzRWhoqHBychIdOnQQsbGxory83Cjm8OHDIjg4WCgUCtG5c2exaNEiUV1dLfWXlpaKV199VXTq1EkolUrRuXNnMXfuXFFZWSmEEKK8vFwMGTJEPProo8LBwUF4eXmJyZMnS8WvqVjYERERNU/mfIbLhLjrEQdks3Q6HVxdXXHp0iVOyxIRETUjpaWl6NixI0pKSoyu7a8L74ptIcrKygAAHTt2tHImRERE1BBlZWX3Lew4YtdCGAwGXL16Fc7OzpDJZBZ735rfIjgSaB08/9bDc289PPfWw3NvHUIIlJWVoX379rVuuPw9jti1EHffrdsYeOetdfH8Ww/PvfXw3FsPz/3Dd7+RuhpWW+6EiIiIiCyLhR0RERGRjWBhRw9EoVAgLi4OCoXC2qm0SDz/1sNzbz0899bDc9/08eYJIiIiIhvBETsiIiIiG8HCjoiIiMhGsLAjIiIishEs7OiBfPzxx/D29oZSqURwcDDS0tKsnZLNWbJkCf7whz/A2dkZ7u7uiIiIQF5enlFMRUUFpk+fjrZt26JNmzb485//jMLCQitlbLveeecdyGQyzJw5U2rjuW88V65cwdixY9G2bVs4OTkhICAAx44dk/qFEHj77beh0Wjg5OSE0NBQnDlzxooZ2wa9Xo958+bBx8cHTk5O6NKlCxYsWIC7L8nnuW+6WNhRg23evBmxsbGIi4tDRkYGevfujbCwMFy7ds3aqdmUAwcOYPr06Thy5AgSExNx+/ZtDBkyBDdv3pRiXnvtNezcuRNbtmzBgQMHcPXqVYwcOdKKWdueo0eP4l//+hd69epl1M5z3zh+++039O/fHw4ODtizZw9ycnLw3nvv4ZFHHpFi4uPjsWLFCqxevRqpqalo3bo1wsLCUFFRYcXMm7+lS5di1apV+Oijj5Cbm4ulS5ciPj4eK1eulGJ47pswQdRAQUFBYvr06dL3er1etG/fXixZssSKWdm+a9euCQDiwIEDQgghSkpKhIODg9iyZYsUk5ubKwCIlJQUa6VpU8rKyoSvr69ITEwUAwcOFK+++qoQgue+Mb355ptiwIAB9fYbDAahVqvFsmXLpLaSkhKhUChEQkLCw0jRZg0bNky8+OKLRm0jR44UUVFRQgie+6aOI3bUIFVVVUhPT0doaKjUJpfLERoaipSUFCtmZvt0Oh0AwM3NDQCQnp6O27dvG/1ddOvWDZ06deLfhYVMnz4dw4YNMzrHAM99Y9qxYwcCAwPx/PPPw93dHX369MFnn30m9efn50Or1Rqde5VKheDgYJ77B/Tkk08iKSkJp0+fBgD8/PPPSE5OxrPPPguA576p47NiqUGuX78OvV4PDw8Po3YPDw+cOnXKSlnZPoPBgJkzZ6J///7o2bMnAECr1cLR0RGurq5GsR4eHtBqtVbI0rZs2rQJGRkZOHr0aK0+nvvGc/78eaxatQqxsbF46623cPToUcyYMQOOjo6Ijo6Wzm9d/wfx3D+Y2bNno7S0FN26dYOdnR30ej0WLVqEqKgoAOC5b+JY2BE1I9OnT0dWVhaSk5OtnUqLcOnSJbz66qtITEyEUqm0djotisFgQGBgIBYvXgwA6NOnD7KysrB69WpER0dbOTvb9s0332Djxo34+uuv0aNHDxw/fhwzZ85E+/btee6bAU7FUoO0a9cOdnZ2te7+KywshFqttlJWtu3ll1/Grl278OOPP6JDhw5Su1qtRlVVFUpKSozi+Xfx4NLT03Ht2jX07dsX9vb2sLe3x4EDB7BixQrY29vDw8OD576RaDQadO/e3ajN398fFy9eBADp/PL/IMt74403MHv2bIwZMwYBAQEYN24cXnvtNSxZsgQAz31Tx8KOGsTR0RH9+vVDUlKS1GYwGJCUlISQkBArZmZ7hBB4+eWX8d1332H//v3w8fEx6u/Xrx8cHByM/i7y8vJw8eJF/l08oMGDB+PkyZM4fvy4tAUGBiIqKkr6mue+cfTv37/Wsj6nT5+Gl5cXAMDHxwdqtdro3JeWliI1NZXn/gGVl5dDLjcuD+zs7GAwGADw3Dd51r57g5qvTZs2CYVCIdavXy9ycnLElClThKurq9BqtdZOzaZMnTpVqFQq8dNPP4mCggJpKy8vl2L++te/ik6dOon9+/eLY8eOiZCQEBESEmLFrG3X3XfFCsFz31jS0tKEvb29WLRokThz5ozYuHGjaNWqldiwYYMU88477whXV1exfft2ceLECTFixAjh4+Mjbt26ZcXMm7/o6Gjh6ekpdu3aJfLz88W2bdtEu3btxN/+9jcphue+6WJhRw9k5cqVolOnTsLR0VEEBQWJI0eOWDslmwOgzm3dunVSzK1bt8S0adPEI488Ilq1aiX+7//+TxQUFFgvaRv2+8KO577x7Ny5U/Ts2VMoFArRrVs38emnnxr1GwwGMW/ePOHh4SEUCoUYPHiwyMvLs1K2tqO0tFS8+uqrolOnTkKpVIrOnTuLuXPnisrKSimG577pkglx11LSRERERNRs8Ro7IiIiIhvBwo6IiIjIRrCwIyIiIrIRLOyIiIiIbAQLOyIiIiIbwcKOiIiIyEawsCMiIiKyESzsiIiIiGwECzsiIisbNGgQZs6c2eDXX7hwATKZDMePH7dYTkTUPNlbOwEiopZu27ZtcHBwsHYaRGQDWNgREVmZm5ubtVMgIhvBqVgiIiu7eyrW29sbixcvxosvvghnZ2d06tQJn376qVF8Wloa+vTpA6VSicDAQGRmZtZ6z6ysLDz77LNo06YNPDw8MG7cOFy/fh0A8NNPP8HR0RH//e9/pfj4+Hi4u7ujsLCw8Q6UiBodCzsioibmvffekwq2adOmYerUqcjLywMA3LhxA3/605/QvXt3pKen4x//+AdmzZpl9PqSkhI8/fTT6NOnD44dO4a9e/eisLAQo0ePBvC/QnLcuHHQ6XTIzMzEvHnz8Pnnn8PDw+OhHy8RWQ6nYomImpihQ4di2rRpAIA333wT77//Pn788Ud07doVX3/9NQwGA9asWQOlUokePXrg8uXLmDp1qvT6jz76CH369MHixYultrVr16Jjx444ffo0/Pz8sHDhQiQmJmLKlCnIyspCdHQ0nnvuuYd+rERkWSzsiIiamF69eklfy2QyqNVqXLt2DQCQm5uLXr16QalUSjEhISFGr//555/x448/ok2bNrXe+9y5c/Dz84OjoyM2btyIXr16wcvLC++//34jHQ0RPUws7IiImpjf3yErk8lgMBhMfv2NGzcwfPhwLF26tFafRqORvj58+DAAoLi4GMXFxWjdunUDMyaipoLX2BERNSP+/v44ceIEKioqpLYjR44YxfTt2xfZ2dnw9vbGY489ZrTVFG/nzp3Da6+9hs8++wzBwcGIjo42q3gkoqaJhR0RUTPyl7/8BTKZDJMnT0ZOTg52796Nd9991yhm+vTpKC4uRmRkJI4ePYpz585h3759mDhxIvR6PfR6PcaOHYuwsDBMnDgR69atw4kTJ/Dee+9Z6aiIyFJY2BERNSNt2rTBzp07cfLkSfTp0wdz586tNeXavn17HDp0CHq9HkOGDEFAQABmzpwJV1dXyOVyLFq0CL/88gv+9a9/AbgzPfvpp5/i73//O37++WdrHBYRWYhMCCGsnQQRERERPTiO2BERERHZCBZ2RERERDaChR0RERGRjWBhR0RERGQjWNgRERER2QgWdkREREQ2goUdERERkY1gYUdERERkI1jYEREREdkIFnZERERENoKFHREREZGNYGFHREREZCP+f/JyJEYjNobDAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(cv_list, distances_eps[0], label=f\"sigma={eps_list[0]}\")\n", + "plt.scatter(cv_list, distances_eps[1], label=f\"sigma={eps_list[1]}\")\n", + "plt.scatter(cv_list, distances_eps[2], label=f\"sigma={eps_list[2]}\")\n", + "plt.xlabel(\"index\")\n", + "plt.ylabel(\"MMD to embeded ref. data\")\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "\n", + "plt.figure()\n", + "plt.scatter(cv_list, distances_eps[0], label=f\"sigma={eps_list[0]}\")\n", + "plt.scatter(cv_list, distances_eps[1], label=f\"sigma={eps_list[1]}\")\n", + "#plt.scatter(cv_list, distances_eps[1])\n", + "plt.xlabel(\"index\")\n", + "plt.ylabel(\"MMD to embeded ref. data\")\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "#plt.savefig(fname, dpi=300)\n", + "\n", + "plt.figure()\n", + "plt.scatter(cv_list, distances_eps[2], label=f\"sigma={eps_list[2]}\")\n", + "plt.scatter(cv_list, distances_eps[3], label=f\"sigma={eps_list[3]}\")\n", + "plt.scatter(cv_list, distances_eps[4], label=f\"sigma={eps_list[4]}\")\n", + "plt.xlabel(\"index\")\n", + "plt.ylabel(\"MMD to embeded ref. data\")\n", + "plt.legend()\n", + "plt.tight_layout()\n", + "\n", + "for i in range(len(distances_eps)):\n", + " plt.figure()\n", + " plt.scatter(cv_list, distances_eps[i], label=f\"sigma={eps_list[i]}\")\n", + " plt.xlabel(\"index\")\n", + " plt.ylabel(\"MMD to embeded ref. data\")\n", + " plt.legend()\n", + " plt.tight_layout()\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Lukes_folder/6wxb/6wxb_MMD_index.ipynb b/Lukes_folder/6wxb/6wxb_MMD_index.ipynb new file mode 100644 index 0000000..73eed84 --- /dev/null +++ b/Lukes_folder/6wxb/6wxb_MMD_index.ipynb @@ -0,0 +1,551 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import torch\n", + "import json\n", + "\n", + "from cryo_sbi.inference.models import build_models\n", + "from cryo_sbi import CryoEmSimulator\n", + "from cryo_sbi.inference import priors\n", + "\n", + "from MMD import MMD_gaussian\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "batch_size_sampling = 100 # Batch size for sampling posterior\n", + "batch_size_latent = 1000 # Batch size for calculating latent representation\n", + "device = \"cuda\" # Device for computations\n", + "save_figures = False\n", + "\n", + "# empty cache just in case\n", + "torch.cuda.empty_cache()\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load posterior surrogate" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "train_config = json.load(open(\"../experiments/6wxb/resnet18_fft_encoder.json\"))\n", + "estimator = build_models.build_npe_flow_model(train_config)\n", + "estimator.load_state_dict(torch.load(\"../Lukes_folder/estimator_6wxb.estimator\"))\n", + "#estimator.load_state_dict(torch.load(\"../experiments/6wxb/posterior_6wxb_mixed.estimator\")) # \"PATH_TO_NN_WEIGHTS\"\n", + "estimator.cuda()\n", + "estimator.eval();" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define a simulator" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "image_config_file = \"../experiments/6wxb/image_params_mixed_training.json\"\n", + "sim = CryoEmSimulator(image_config_file, device=device)\n", + "#sim._config[\"SNR\"] = [0.01, 0.01] # Fixing the SNR, set range with [lower, upper]\n", + "#sim._config[\"SIGMA\"] = [1.0, 1.0] # Fixing the Sigma, set range with [lower, upper]\n", + "#sim._priors = priors.get_image_priors(sim.max_index, sim._config, device=device)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pipeline for mapping image to latent space of neural posterior estimator" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def images_to_latent(images, batch_size_latent, dim_latent, device=\"cpu\"):\n", + " num_images = images.shape[0]\n", + " batches = torch.split(images, split_size_or_sections=batch_size_latent,dim=0)\n", + " latent_samples = torch.zeros((num_images, dim_latent)).to(device)\n", + " with torch.no_grad():\n", + " j = 0\n", + " for i in range(len(batches)):\n", + " batch_size = batches[i].shape[0]\n", + " \n", + " # transformation to latent space\n", + " samples = estimator.embedding(batches[i].cuda(non_blocking=True)).to(device)\n", + " latent_samples[j:j+batch_size, :] = samples\n", + " \n", + " j += batch_size\n", + " # compute last batch and append \n", + " return latent_samples\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load experimental data, then feature embed the experimental data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Load experimental data\n", + "fname = \"6wxb_image_data/experimental_images.npz\"\n", + "inData = np.load(fname)\n", + "experimental_images = torch.tensor(inData[\"experimental_images\"])\n", + "\n", + "# Embed in latent space\n", + "exp_latent_samples = images_to_latent(experimental_images, batch_size_latent=batch_size_latent, dim_latent=256, device=device) \n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### MMD index test:\n", + "- Fix an observed dataset $Y$ (in this case, `experimental_images`)\n", + "\t- For each index i of the normal mode analysis parameter:\n", + "\t\t- simulate M images from index i, data set $Y^{(i)}$\n", + "\t\t- Compute $dist(i) = MMD(h_{\\psi}(Y^{(i)}), h_{\\psi}(Y))$ \t($h_{\\psi}(\\cdot)$) is learned feature embedding from neural posterior estimation)\n", + "\t- Plot scatter of index i versus dist i, see if there is a particular index that has lower MMD\n", + "\t" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Create data set of experimental images with posterior widths not too wide" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "new set of experimental images has 491 images\n" + ] + } + ], + "source": [ + "fname = \"posterior_samples_exp.npz\"\n", + "inData = np.load(fname)\n", + "posterior_samples_exp = inData[\"posterior_samples_exp\"]\n", + "posterior_quantiles = np.quantile(posterior_samples_exp, [0.025, 0.975], axis=0)\n", + "confidence_widths = (posterior_quantiles[1] - posterior_quantiles[0]).flatten()\n", + "condition = (\n", + " confidence_widths < 50\n", + ") # Select posterior with a 95% confidence intervall less the 50 indices\n", + "posterior_idx = np.where(condition)[0]\n", + "\n", + "print(f\"new set of experimental images has {experimental_images[posterior_idx, :].shape[0]} images\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Test simulated data against itself\n", + "Simulate reference dataset $Y_{obs}$ from simulator with a random prior on $\\theta$ " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'parameter values for simulated reference data')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Simulate dataset with uniform prior\n", + "num_sim = 10000\n", + "reference_images, parameters = sim.simulate(num_sim=num_sim, return_parameters=True)\n", + "indices = parameters[0].cpu().detach().flatten()\n", + "\n", + "# Embed in latent space\n", + "reference_embedded = images_to_latent(reference_images, batch_size_latent=batch_size_latent, dim_latent=256, device=device) \n", + "plt.hist(indices)\n", + "plt.title(\"parameter values for simulated reference data\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "finished with index cv_list0\n", + "finished with index cv_list1\n", + "finished with index cv_list2\n", + "finished with index cv_list3\n", + "finished with index cv_list4\n", + "finished with index cv_list5\n", + "finished with index cv_list6\n", + "finished with index cv_list7\n", + "finished with index cv_list8\n", + "finished with index cv_list9\n", + "finished with index cv_list10\n", + "finished with index cv_list11\n", + "finished with index cv_list12\n", + "finished with index cv_list13\n", + "finished with index cv_list14\n", + "finished with index cv_list15\n", + "finished with index cv_list16\n", + "finished with index cv_list17\n", + "finished with index cv_list18\n", + "finished with index cv_list19\n" + ] + } + ], + "source": [ + "cv_list = torch.arange(0, 100, 5)\n", + "distances = np.zeros(cv_list.shape[0])\n", + "\n", + "for idx in range(len(cv_list)):\n", + " # simulate num_sim images with a particular parameter value\n", + " indices = torch.tensor([cv_list[idx]], dtype=torch.float32).repeat(num_sim)\n", + " indices = indices.reshape(num_sim, 1)\n", + " images = sim.simulate(num_sim=num_sim, indices=indices)\n", + " # compute latent space interpretation of simulated images, compute MMD to latent experimental samples\n", + " with torch.no_grad():\n", + " latent_samples = images_to_latent(images, batch_size_latent=batch_size_latent, dim_latent=256, device=device) \n", + " mmd = MMD_gaussian(latent_samples, reference_embedded)\n", + " distances[idx] = mmd.item()\n", + " # empty cache just in case\n", + " torch.cuda.empty_cache()\n", + " print(f\"finished with index cv_list{idx}\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plotting MMD" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(cv_list,distances)\n", + "plt.xlabel(\"index\")\n", + "plt.ylabel(\"MMD to embeded ref. data\")\n", + "#fname=\"6xwb_mmd_comparison.png\"\n", + "fname=\"6wxb_mmd_comparison_nonrandom_params.png\"\n", + "#fname=\"6wxb_mmd_comparison_nonrandom_params_no_whiten.png\"\n", + "plt.tight_layout()\n", + "#plt.savefig(fname, dpi=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Redo: simulate all reference data from index" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Simulate dataset with uniform prior\n", + "num_sim = 10000\n", + "indices = torch.tensor([5.0], dtype=torch.float32).repeat(num_sim)\n", + "indices = indices.reshape(num_sim, 1)\n", + "reference_images_index = sim.simulate(num_sim=num_sim, indices=indices)\n", + "\n", + "# Embed in latent space\n", + "reference_embedded_index = images_to_latent(reference_images_index, batch_size_latent=batch_size_latent, dim_latent=256, device=device) " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "finished with index cv_list0\n", + "finished with index cv_list1\n", + "finished with index cv_list2\n", + "finished with index cv_list3\n", + "finished with index cv_list4\n", + "finished with index cv_list5\n", + "finished with index cv_list6\n", + "finished with index cv_list7\n", + "finished with index cv_list8\n", + "finished with index cv_list9\n", + "finished with index cv_list10\n", + "finished with index cv_list11\n", + "finished with index cv_list12\n", + "finished with index cv_list13\n", + "finished with index cv_list14\n", + "finished with index cv_list15\n", + "finished with index cv_list16\n", + "finished with index cv_list17\n", + "finished with index cv_list18\n", + "finished with index cv_list19\n" + ] + } + ], + "source": [ + "cv_list = torch.arange(0, 100, 5)\n", + "distances = np.zeros(cv_list.shape[0])\n", + "\n", + "for idx in range(len(cv_list)):\n", + " # simulate num_sim images with a particular parameter value\n", + " indices = torch.tensor([cv_list[idx]], dtype=torch.float32).repeat(num_sim)\n", + " indices = indices.reshape(num_sim, 1)\n", + " images = sim.simulate(num_sim=num_sim, indices=indices)\n", + " # compute latent space interpretation of simulated images, compute MMD to latent experimental samples\n", + " with torch.no_grad():\n", + " latent_samples = images_to_latent(images, batch_size_latent=batch_size_latent, dim_latent=256, device=device) \n", + " mmd = MMD_gaussian(latent_samples, reference_embedded_index)\n", + " distances[idx] = mmd.item()\n", + " # empty cache just in case\n", + " torch.cuda.empty_cache()\n", + " print(f\"finished with index cv_list{idx}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAnYAAAHWCAYAAAD6oMSKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAA9DUlEQVR4nO3df3xT5f3//2daoEF+BAHbFCy2IgxLgfKrpehH5qjCdGDnFOQtP0Sc71XHD6tTYEJlDhlsbOpgMHTiHCpM59Ay3mWsKhMtVCiItYAMK0VsWrAjxWKLJuf7B99GY1tISpqkp4/77ZbbyHWunLyy44+n1znXdVkMwzAEAACAFi8i1AUAAAAgMAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYRJtQFxCO3G63Pv30U3Xq1EkWiyXU5QAAgFbMMAydOnVKPXr0UETEucfkCHYN+PTTTxUXFxfqMgAAADyOHj2qSy+99Jx9CHYN6NSpk6Sz/wd27tw5xNUAAIDWrKqqSnFxcZ58ci4EuwbU3X7t3LkzwQ4AAIQFXx4PY/IEAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIItxQAAaMVcbkMFJZWqOFWj6E5WpSR0VWTE+beuQngi2AEA0ErlFpVpUU6xypw1nrZYm1XZ4xI1Nik2hJWhqbgVCwBAGHK5DeUf/kyv7j2m/MOfyeU2Anr+3KIyZa4r9Ap1kuRw1ihzXaFyi8oC+n0IDkbsAAAIM809kuZyG1qUU6yGoqIhySJpUU6xrku0c1u2hWHEDgCAMBKMkbSCksp65/8mQ1KZs0YFJZUX/F0ILoIdAABh4nwjadLZkbQLvS1bcarxUNeUfggfBDsAAMJEsEbSojtZA9oP4YNgBwBAmAjWSFpKQlfF2qxq7Ok5i84+05eS0PWCvgfBR7ADACBMBGskLTLCouxxiZJUL9zVvc8el8jEiRaIYAcAQJgI5kja2KRYrZo8RHabd0i026xaNXkI69i1UCx3AgBAmKgbSctcVyiL5DWJojlG0sYmxeq6RDs7T5iIxTCMwK54aAJVVVWy2WxyOp3q3LlzqMsBALQy7AiBb/InlzBiBwBAmGEkDU1FsAMAIAxFRliU1rtbqMtACxMWkydWrlyp+Ph4Wa1WpaamqqCg4Jz9X3rpJfXr109Wq1UDBgzQ5s2bG+37k5/8RBaLRY8//niAqwYAAAgvIQ92GzZsUFZWlrKzs1VYWKhBgwZpzJgxqqioaLD/O++8o0mTJmnGjBnas2ePMjIylJGRoaKionp9//73v2vHjh3q0aNHc/8MAABwDi63ofzDn+nVvceUf/izC949Aw0L+eSJ1NRUDR8+XCtWrJAkud1uxcXFaebMmZo7d269/hMnTlR1dbU2bdrkaRsxYoSSk5O1evVqT9uxY8eUmpqqLVu26MYbb9ScOXM0Z84cn2pi8gQAAIHDZJAL408uCemI3ZkzZ7R7926lp6d72iIiIpSenq78/PwGP5Ofn+/VX5LGjBnj1d/tdmvKlCn62c9+pv79+zdP8QAA4Lxyi8qUua6w3lZpDmeNMtcVKreoLESVmVNIg92JEyfkcrkUExPj1R4TEyOHw9HgZxwOx3n7L126VG3atNGsWbN8qqO2tlZVVVVeLwAAcGFcbkOLcorV0K3BurZFOcXclg2gkD9jF2i7d+/WE088oWeffVYWi2/TwpcsWSKbzeZ5xcXFNXOVAACYX0FJZb2Rum8yJJU5a1RQUhm8okwupMGue/fuioyMVHl5uVd7eXm57HZ7g5+x2+3n7P/WW2+poqJCvXr1Ups2bdSmTRsdOXJE999/v+Lj4xs857x58+R0Oj2vo0ePXviPAwCglas41Xioa0o/nF9Ig127du00dOhQ5eXledrcbrfy8vKUlpbW4GfS0tK8+kvS1q1bPf2nTJmiffv2ae/evZ5Xjx499LOf/Uxbtmxp8JxRUVHq3Lmz1wsAAFyY6E7W83fyox/OL+QLFGdlZWnatGkaNmyYUlJS9Pjjj6u6ulrTp0+XJE2dOlU9e/bUkiVLJEmzZ8/WqFGjtHz5ct14441av369du3apTVr1kiSunXrpm7dvBd0bNu2rex2u77zne8E98cBANCKpSR0VazNKoezpsHn7CyS7Lazu2ogMEIe7CZOnKjjx49r4cKFcjgcSk5OVm5urmeCRGlpqSIivh5YHDlypF544QU9/PDDmj9/vvr06aONGzcqKSkpVD8BAAA0IDLCouxxicpcVyiL5BXu6p6Czx6XyFZpARTydezCEevYAQAQOKxjd2H8ySUhH7EDAADmNjYpVtcl2lVQUqmKUzWK7nT29isjdYFHsAMAAM0uMsKitN7dzt8RF8R069gBAAC0VgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAk2gT6gIAAGgpXG5DBSWVqjhVo+hOVqUkdFVkhCXUZQEeBDsAAHyQW1SmRTnFKnPWeNpibVZlj0vU2KTYEFYGfI1bsQAAnEduUZky1xV6hTpJcjhrlLmuULlFZSGqDPBGsAMA4BxcbkOLcoplNHCsrm1RTrFc7oZ6AMFFsAMA4BwKSirrjdR9kyGpzFmjgpLK4BUFNIJgBwDAOVScajzUNaUf0JwIdgAAnEN0J2tA+wHNiWAHAMA5pCR0VazNqsYWNbHo7OzYlISuwSwLaBDBDgCAc4iMsCh7XKIk1Qt3de+zxyWynh3CAsEOAIDzGJsUq1WTh8hu877dardZtWryENaxQ9hggWIAAHwwNilW1yXa2XkCYY1gBwCAjyIjLErr3S3UZQCN4lYsAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAk2oS6AAAAgEByuQ0VlFSq4lSNojtZlZLQVZERllCXFRQEOwAAYBq5RWValFOsMmeNpy3WZlX2uESNTYoNYWXBwa1YAABgCrlFZcpcV+gV6iTJ4axR5rpC5RaVhaiy4CHYAQCAFs/lNrQop1hGA8fq2hblFMvlbqiHeRDsAABAi1dQUllvpO6bDEllzhoVlFQGr6gQINgBAIAWr+JU46GuKf1aKoIdAABo8aI7WQPar6Ui2AEAgBYvJaGrYm1WNbaoiUVnZ8emJHQNZllBR7ADAAAtXmSERdnjEiWpXrire589LtH069kR7AAAgCmMTYrVqslDZLd5326126xaNXlIq1jHjgWKAQCAaYxNitV1iXZ2ngAAoKVqzVtIob7ICIvSencLdRkhQbADALRorX0LKeCbeMYOANBisYUU4I1gBwBokdhCCqiPYAcAaJHYQgqoj2AHAGiR2EIKqI9gBwBokdhCCqiPYAcAaJHYQgqoj2AHAGiR2EIKqK9J69h98skneu2111RaWqozZ854Hfvtb38bkMIAADifui2kvr2OnZ117NBK+R3s8vLyNH78eF1++eU6cOCAkpKS9PHHH8swDA0ZMqQ5agQAoFGtfQsp4Jv8vhU7b948PfDAA3r//fdltVr1t7/9TUePHtWoUaN06623NkeNAACcU90WUjcl91Ra726EOrRafge7/fv3a+rUqZKkNm3a6IsvvlDHjh31i1/8QkuXLg14gQAAAPCN38GuQ4cOnufqYmNjdfjwYc+xEydOBK4yAAAA+MXvYDdixAht375dknTDDTfo/vvv1+LFi3XnnXdqxIgRTSpi5cqVio+Pl9VqVWpqqgoKCs7Z/6WXXlK/fv1ktVo1YMAAbd682ev4I488on79+qlDhw66+OKLlZ6erp07dzapNgAAgJbC72D329/+VqmpqZKkRYsWafTo0dqwYYPi4+P1pz/9ye8CNmzYoKysLGVnZ6uwsFCDBg3SmDFjVFFR0WD/d955R5MmTdKMGTO0Z88eZWRkKCMjQ0VFRZ4+ffv21YoVK/T+++9r+/btio+P1/XXX6/jx4/7XR8AAEBLYTEMI6S7I6empmr48OFasWKFJMntdisuLk4zZ87U3Llz6/WfOHGiqqurtWnTJk/biBEjlJycrNWrVzf4HVVVVbLZbPrXv/6l0aNHn7emuv5Op1OdO3du4i8DAAC4cP7kEr9H7C6//HJ99tln9dpPnjypyy+/3K9znTlzRrt371Z6evrXBUVEKD09Xfn5+Q1+Jj8/36u/JI0ZM6bR/mfOnNGaNWtks9k0aNCgBvvU1taqqqrK6wUAANDS+B3sPv74Y7lcrnrttbW1OnbsmF/nOnHihFwul2JiYrzaY2Ji5HA4GvyMw+Hwqf+mTZvUsWNHWa1W/e53v9PWrVvVvXv3Bs+5ZMkS2Ww2zysuLs6v3wEAABAOfF6g+LXXXvP8ecuWLbLZbJ73LpdLeXl5io+PD2hxF+Laa6/V3r17deLECT311FOaMGGCdu7cqejo6Hp9582bp6ysLM/7qqoqwh0AAGhxfA52GRkZkiSLxaJp06Z5HWvbtq3i4+O1fPlyv768e/fuioyMVHl5uVd7eXm57HZ7g5+x2+0+9e/QoYOuuOIKXXHFFRoxYoT69OmjP/3pT5o3b169c0ZFRSkqKsqv2gEAAMKNz7di3W633G63evXqpYqKCs97t9ut2tpaHTx4UD/4wQ/8+vJ27dpp6NChysvL8/qevLw8paWlNfiZtLQ0r/6StHXr1kb7f/O8tbW1ftUHAADQkvi9V2xJSUlAC8jKytK0adM0bNgwpaSk6PHHH1d1dbWmT58uSZo6dap69uypJUuWSJJmz56tUaNGafny5brxxhu1fv167dq1S2vWrJEkVVdXa/HixRo/frxiY2N14sQJrVy5UseOHWPLMwAAYGp+BzvpbHjatm2bSktLPbtQ1Jk1a5Zf55o4caKOHz+uhQsXyuFwKDk5Wbm5uZ4JEqWlpYqI+HpgceTIkXrhhRf08MMPa/78+erTp482btyopKQkSVJkZKQOHDigP//5zzpx4oS6deum4cOH66233lL//v2b8nMBAABaBL/XsduzZ49uuOEGnT59WtXV1eratatOnDihiy66SNHR0froo4+aq9agYR07AAAQLpp1Hbv77rtP48aN03//+1+1b99eO3bs0JEjRzR06FD95je/aXLRAAAAuDB+B7u9e/fq/vvvV0REhCIjI1VbW6u4uDgtW7ZM8+fPb44aAQAA4AO/g13btm09z7xFR0ertLRUkmSz2XT06NHAVgcAAACf+T15YvDgwXr33XfVp08fjRo1SgsXLtSJEyf0l7/8xTOBAQAAAMHn94jdY489ptjYWEnS4sWLdfHFFyszM1PHjx/3LDkCAACA4PN7VmxrwKxYAAAQLpp1ViwAAADCk0/P2A0ePFgWi8WnExYWFl5QQQAAAGgan4JdRkaG5881NTX6wx/+oMTERM/+rDt27NAHH3yge+65p1mKBAAAwPn5FOyys7M9f77rrrs0a9YsPfroo/X6sNwJAABA6Pg9ecJms2nXrl3q06ePV/uhQ4c0bNgwOZ3OgBYYCkyeAAAA4aJZJ0+0b99eb7/9dr32t99+W1ar1d/TAQAAIED8XqB4zpw5yszMVGFhoVJSUiRJO3fu1DPPPKMFCxYEvEAAAAD4xu9gN3fuXF1++eV64okntG7dOknSlVdeqbVr12rChAkBLxAAAAC+YYHiBvCMHQAACBcsUAwAANAKEewAAABMgmAHAABgEgQ7AAAAk/B7ViwAAAAkl9tQQUmlKk7VKLqTVSkJXRUZYQlpTQELdq+++qqcTqemTp0aqFMCAACEpdyiMi3KKVaZs8bTFmuzKntcosYmxYasroAtd9KvXz8dOnRILpcrEKcLKZY7AQAAjcktKlPmukJ9O0DVjdWtmjwkoOEu4Mud3HzzzaqqqpIkPffcc6qtra3X58CBA6YIdQAAAI1xuQ0tyimuF+okedoW5RTL5Q7NMsE+BbtNmzapurpakjR9+nQ5nc5mLQoAACAcFZRUet1+/TZDUpmzRgUllcEr6ht8esauX79+mjdvnq699loZhqG//vWvjQ4F8owdAAAwq4pTjYe6pvQLNJ+C3erVq5WVlaV//OMfslgsevjhh2Wx1J/1YbFYCHYAAMC0ojtZA9ov0HwKdiNHjtSOHTskSREREfrwww8VHR3drIUBAACEm5SEroq1WeVw1jT4nJ1Fkt12dumTUPB7geKSkhJdcsklzVELAABAWIuMsCh7XKKkr2fB1ql7nz0uMWTr2fkd7C677DJt375dkydPVlpamo4dOyZJ+stf/qLt27cHvEAAAIBwMjYpVqsmD5Hd5n271W6zBnypE3/5vUDx3/72N02ZMkW333679uzZ41n6xOl06rHHHtPmzZsDXiQAAEA4GZsUq+sS7WG384TfI3a//OUvtXr1aj311FNq27atp/2qq65SYWFhQIsDAAAIV5ERFqX17qabknsqrXe3kIc6qQnB7uDBg7rmmmvqtdtsNp08eTIQNQEAAKAJ/A52drtd//nPf+q1b9++XZdffnlAigIAAID//A52P/7xjzV79mzt3LlTFotFn376qZ5//nk98MADyszMbI4aAQAA4AO/J0/MnTtXbrdbo0eP1unTp3XNNdcoKipKDzzwgGbOnNkcNQIAAMAHFsMwfN6l1uVy6e2339bAgQN10UUX6T//+Y8+//xzJSYmqmPHjs1ZZ1BVVVXJZrPJ6XQ2unUaAABAMPiTS/wasYuMjNT111+v/fv3q0uXLkpMTLygQgEAABA4fj9jl5SUpI8++qg5agEAAMAFaNI6dg888IA2bdqksrIyVVVVeb0AAAAQGn49YydJERFfZ0GL5euF+AzDkMVikcvlClx1IcIzdgAAIFw02zN2kvTGG280uTAAAAA0H7+D3ahRo5qjDgAAAFwgv5+xAwAAQHgi2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCZ9mxQ4ePNhrzbpzKSwsvKCCAAAA0DQ+BbuMjAzPn2tqavSHP/xBiYmJSktLkyTt2LFDH3zwge65555mKRIA0DK53IYKSipVcapG0Z2sSknoqsgI3wYKAPjPp2CXnZ3t+fNdd92lWbNm6dFHH63X5+jRo4GtDgDQYuUWlWlRTrHKnDWetlibVdnjEjU2KTaElQHm5feWYjabTbt27VKfPn282g8dOqRhw4bJ6XQGtMBQYEsxALgwuUVlylxXqG//C6ZurG7V5CGEO8BH/uQSvydPtG/fXm+//Xa99rfffltWq9Xf0wEATMblNrQop7heqJPkaVuUUyyX269xBQA+8HtLsTlz5igzM1OFhYVKSUmRJO3cuVPPPPOMFixYEPACAQAtS0FJpdft128zJJU5a1RQUqm03t2CVxjQCvgd7ObOnavLL79cTzzxhNatWydJuvLKK7V27VpNmDAh4AUCAFqWilONh7qm9APgO7+DnSRNmDCBEAcAaFB0J98ey/G1HwDfNWmB4pMnT+rpp5/W/PnzVVlZKens+nXHjh0LaHEAgJYnJaGrYm1WNbaoiUVnZ8emJHQNZllAq+B3sNu3b5/69u2rpUuX6te//rVOnjwpSXrllVc0b968QNcHAGhhIiMsyh6XKEn1wl3d++xxiaxnBzQDv4NdVlaW7rjjDh06dMhrFuwNN9ygf//73wEtDgDQMo1NitWqyUNkt3nfbrXbrCx1AjQjv5+xe/fdd/XHP/6xXnvPnj3lcDgCUhQAoOUbmxSr6xLt7DwBBJHfwS4qKkpVVVX12j/88ENdcsklASkKAGAOkREWljQBgsjvW7Hjx4/XL37xC3355ZeSJIvFotLSUj300EP60Y9+FPACAQAA4Bu/g93y5cv1+eefKzo6Wl988YVGjRqlK664Qp06ddLixYubo0YAAAD4wO9bsTabTVu3btX27du1b98+ff755xoyZIjS09Oboz4AAAD4yGIYBpv1fYs/m+0CAAA0J39yiU8jdk8++aTPXz5r1iyf+wIAACBwfBqxS0hI8Hp//PhxnT59Wl26dJF0dieKiy66SNHR0froo4+apdBgYsQOAACEC39yiU+TJ0pKSjyvxYsXKzk5Wfv371dlZaUqKyu1f/9+DRkyRI8++mhAfgAAAAD85/czdr1799bLL7+swYMHe7Xv3r1bt9xyi0pKSgJaYCgwYgcAAMJFwEfsvqmsrExfffVVvXaXy6Xy8nJ/TwcAAIAA8TvYjR49Wv/7v/+rwsJCT9vu3buVmZnJkicAAAAh5Hewe+aZZ2S32zVs2DBFRUUpKipKKSkpiomJ0dNPP90cNQIAAMAHfi9QfMkll2jz5s368MMPdeDAAUlSv3791Ldv34AXBwAAAN/5HezqxMfHyzAM9e7dW23aNPk0AAAACBC/b8WePn1aM2bM0EUXXaT+/furtLRUkjRz5kz96le/CniBAAAA8I3fwW7evHl677339Oabb8pqtXra09PTtWHDhoAWBwAAAN/5fQ9148aN2rBhg0aMGCGLxeJp79+/vw4fPhzQ4gAAAOA7v0fsjh8/rujo6Hrt1dXVXkEPAAAAweV3sBs2bJj+8Y9/eN7Xhbmnn35aaWlpgasMAAAAfvE72D322GOaP3++MjMz9dVXX+mJJ57Q9ddfr7Vr12rx4sVNKmLlypWKj4+X1WpVamqqCgoKztn/pZdeUr9+/WS1WjVgwABt3rzZc+zLL7/UQw89pAEDBqhDhw7q0aOHpk6dqk8//bRJtQFm4XIbyj/8mV7de0z5hz+Ty+3XboIAgBbA72B39dVXa+/evfrqq680YMAA/fOf/1R0dLTy8/M1dOhQvwvYsGGDsrKylJ2drcLCQg0aNEhjxoxRRUVFg/3feecdTZo0STNmzNCePXuUkZGhjIwMFRUVSTo7a7ewsFALFixQYWGhXnnlFR08eFDjx4/3uzbALHKLynT10tc16akdmr1+ryY9tUNXL31duUVloS4NABBAFsMwQvqf7ampqRo+fLhWrFghSXK73YqLi9PMmTM1d+7cev0nTpyo6upqbdq0ydM2YsQIJScna/Xq1Q1+x7vvvquUlBQdOXJEvXr1Om9N/my2C4S73KIyZa4r1Lf/Rq97InbV5CEamxQb7LIAAD7yJ5c0aWVhl8ulv//979q/f78kKTExUTfddJPfCxWfOXNGu3fv1rx58zxtERERSk9PV35+foOfyc/PV1ZWllfbmDFjtHHjxka/x+l0ymKxqEuXLn7VB7R0LrehRTnF9UKdJBk6G+4W5RTrukS7IiOY/AQALZ3fwe6DDz7Q+PHj5XA49J3vfEeStHTpUl1yySXKyclRUlKSz+c6ceKEXC6XYmJivNpjYmI825V9m8PhaLC/w+FosH9NTY0eeughTZo0qdGUW1tbq9raWs/7qqoqn38DEM4KSipV5qxp9LghqcxZo4KSSqX17ha8wgAAzcLvZ+zuuusu9e/fX5988okKCwtVWFioo0ePauDAgbr77rubo8Ym+/LLLzVhwgQZhqFVq1Y12m/JkiWy2WyeV1xcXBCrBJpPxanGQ11T+vmCSRoAEDp+j9jt3btXu3bt0sUXX+xpu/jii7V48WINHz7cr3N1795dkZGRKi8v92ovLy+X3W5v8DN2u92n/nWh7siRI3r99dfPeU963rx5Xrd3q6qqCHcwhehO1vN38qPf+eQWlWlRTrHXKGGszarscYk8xwcAQeD3iF3fvn3rBStJqqio0BVXXOHXudq1a6ehQ4cqLy/P0+Z2u5WXl9fomnhpaWle/SVp69atXv3rQt2hQ4f0r3/9S926nfsWU1RUlDp37uz1AswgJaGrYm1WNfb0nEVng1dKQtcL/q66SRrfvvXrcNYoc10hM3ABIAh8CnZVVVWe15IlSzRr1iy9/PLL+uSTT/TJJ5/o5Zdf1pw5c7R06VK/C8jKytJTTz2lP//5z9q/f78yMzNVXV2t6dOnS5KmTp3qNbli9uzZys3N1fLly3XgwAE98sgj2rVrl376059KOhvqbrnlFu3atUvPP/+8XC6XHA6HHA6Hzpw543d9QEsWGWFR9rhESaoX7ureZ49LvOCJE+ebpCGdnaTBbVkAaF4+3Yrt0qWL13ZhhmFowoQJnra6FVPGjRsnl8vlVwETJ07U8ePHtXDhQjkcDiUnJys3N9czQaK0tFQREV/nz5EjR+qFF17Qww8/rPnz56tPnz7auHGjZ9LGsWPH9Nprr0mSkpOTvb7rjTfe0He/+12/6gNaurFJsVo1eUi9W6T2AN4iZZIGAIQHn9ax27Ztm88nHDVq1AUVFA5Yxw5m5HIbKiipVMWpGkV3Onv7NVBLnLy695hmr9973n5P3Jasm5J7BuQ70XTN+dcCgMAL+Dp2ZghrQGsXGWFpttGyYE/SQNMxwQUwtyYtUFxTU6N9+/apoqJCbrfb6xhbdwH+McPoSd0kDYezpsHn7Cw6e+s3EJM00HSN7UJSN8GFXUiAls/vYJebm6upU6fqxIkT9Y5ZLBa/n7EDWjOzjJ7UTdLIXFcoi+QVHAI5ScPsmjPkswsJ0Dr4vdzJzJkzdeutt6qsrExut9vrRagDfGe25UHqJmnYbd63W+02KyNBPsgtKtPVS1/XpKd2aPb6vZr01A5dvfT1gP114M8EFwAtl98jduXl5crKyqq3rRcA35l19GRsUqyuS7S3+FvLwRaMW6Sh2IUEQPD5PWJ3yy236M0332yGUoDWw8yjJ3WTNG5K7qm03t0IdecRrDUAmeACtA5+j9itWLFCt956q9566y0NGDBAbdu29To+a9asgBUHmBWjJ6gTrDUAmeACtA5+B7sXX3xR//znP2W1WvXmm296LVxssVgIdoAPGD0JDDPMKA5WyGeCC9A6+B3sfv7zn2vRokWaO3eu144QAHzH6MmFM8uM4mCG/GDsQgIgtPwOdmfOnNHEiRMJdcAFYPTkwgR7PbbmHBkMdshnggtgbj5tKfZN9913ny655BLNnz+/uWoKObYUQ7CYZdQpmFxuQ1cvfb3R59LqgtD2h74XkLASjGtUF1SlhkM+y8UArVvAtxT7JpfLpWXLlmnLli0aOHBgvckTv/3tb/09JdBqMXriv2BNNpCCNzLILVIAgeJ3sHv//fc1ePBgSVJRUZHXsW9OpADgm+bcw9WMgjXZINhrDRLyAQSC38HujTfeaI46AMAnwZpsEMyRwTqEfAAXqskzIP7zn/9oy5Yt+uKLLyRJfj6qBwBNUjfZoLFxLIvOPgN3oZMNWGsQQEvkd7D77LPPNHr0aPXt21c33HCDysrO7mM4Y8YM3X///QEvEAC+qW5GsaR64S6QM4pZaxBAS+R3sLvvvvvUtm1blZaW6qKLLvK0T5w4Ubm5uQEtDgAaUjfZwG7zDlV2mzVgExqCNTIIAIHk9zN2//znP7VlyxZdeumlXu19+vTRkSNHAlYYAJxLc082YK1BAC2R38Guurraa6SuTmVlpaKiogJSFAD4orknG7AMCYCWxu9g9//+3//Tc889p0cffVTS2SVO3G63li1bpmuvvTbgBQJAKLEMCYCWxO9gt2zZMo0ePVq7du3SmTNn9OCDD+qDDz5QZWWl3n777eaoEQBCimVIALQUfk+eSEpK0ocffqirr75aN910k6qrq3XzzTdrz5496t27d3PUCAAAAB/4vVdsa8BesQAAIFz4k0uavEAxAAAAwovfz9gBrYHLbfCwPACgxSHYAd+SW1RWb3mLWJa3AAC0ANyKBb4ht6hMmesK623+7nDWKHNdoXKLykJUGQAA59fkYHf8+HFt375d27dv1/HjxwNZExASLrehRTnFamg2UV3bopxiudzMNwIAhCe/g111dbXuvPNO9ejRQ9dcc42uueYa9ejRQzNmzNDp06ebo0YgKApKKuuN1H2TIanMWaOCksrgFQUAgB/8DnZZWVnatm2bXnvtNZ08eVInT57Uq6++qm3btun+++9vjhqBoKg41Xioa0o/AACCze/JE3/729/08ssv67vf/a6n7YYbblD79u01YcIErVq1KpD1AUET3cka0H4AAASb3yN2p0+fVkxMTL326OhobsWiRUtJ6KpYm1WNLWpi0dnZsSkJXYNZFgAAPvM72KWlpSk7O1s1NV/fjvriiy+0aNEipaWlBbQ4IJgiIyzKHpcoSfXCXd377HGJrGcHAAhbfm8p9v7772vs2LGqra3VoEGDJEnvvfeerFartmzZov79+zdLocHElmKtG+vYAQDCiT+5pEl7xZ4+fVrPP/+8Dhw4IEm68sordfvtt6t9+/ZNqzjMEOzAzhMAgHDRrMHu3//+t0aOHKk2bbznXXz11Vd65513dM011/hfcZgh2AEAgHDhTy7x+xm7a6+9VpWV9dfxcjqduvbaa/09HQAAAALE72BnGIYslvq3pD777DN16NAhIEUBAADAfz6vY3fzzTdLkiwWi+644w5FRUV5jrlcLu3bt08jR44MfIUAAADwic/BzmazSTo7YtepUyeviRLt2rXTiBEj9OMf/zjwFQIAAMAnPge7tWvXSpLi4+P1wAMPcNsVAAAgzDRpuROzY1YsAAAIF806KxYAAADhiWAHAABgEgQ7AAAAkyDYAQAAmITPs2Ilye1269lnn9Urr7yijz/+WBaLRQkJCbrllls0ZcqUBhcuBgAAQHD4PGJnGIbGjx+vu+66S8eOHdOAAQPUv39/HTlyRHfccYd++MMfNmedAAAAOA+fR+yeffZZ/fvf/1ZeXl69PWFff/11ZWRk6LnnntPUqVMDXiQAAADOz+cRuxdffFHz58+vF+ok6Xvf+57mzp2r559/PqDFAQAAwHc+B7t9+/Zp7NixjR7//ve/r/feey8gRQEAAMB/Pge7yspKxcTENHo8JiZG//3vfwNSFAAAAPznc7BzuVxq06bxR/IiIyP11VdfBaQoAAAA+M/nyROGYeiOO+5QVFRUg8dra2sDVhQAAAD853OwmzZt2nn7MCMWAAAgdHwOdmvXrm3OOgAAAHCB2FIMAADAJHwesbvzzjt96vfMM880uRgAAAA0nV87T1x22WUaPHiwDMNozpoAAADQBD4Hu8zMTL344osqKSnR9OnTNXnyZHXt2rU5awMAAIAffH7GbuXKlSorK9ODDz6onJwcxcXFacKECdqyZQsjeAAAAGHAYjQxlR05ckTPPvusnnvuOX311Vf64IMP1LFjx0DXFxJVVVWy2WxyOp3q3LlzqMsBAACtmD+5pMmzYiMiImSxWGQYhlwuV1NPAwAAgADxK9jV1tbqxRdf1HXXXae+ffvq/fff14oVK1RaWmqa0ToAAICWyufJE/fcc4/Wr1+vuLg43XnnnXrxxRfVvXv35qwNAAAAfvD5GbuIiAj16tVLgwcPlsViabTfK6+8ErDiQoVn7AAAQLjwJ5f4PGI3derUcwY6AAAAhJZfCxQDoeZyGyooqVTFqRpFd7IqJaGrIiP4Dw4AACQ/gh0QarlFZVqUU6wyZ42nLdZmVfa4RI1Nig1hZQAAhAf2ikWLkFtUpsx1hfr2A6EOZ40y1xVq1eQhhDsAQKvHXrEIey63oUU5xfVCnSQZkiySFuUU67pEO7dlAQCtGnvFIuwVlFR63X79NkNSmbNGBSWVSuvdLXiFAQAQZtgrFmGv4lTjoa4p/QAAMCu/dp6IiorSpEmTtHXrVhUXF6t///665557FB8fr88//7y5akQrF93JGtB+AACYFXvFIuylJHRVrM2qxp6es+js7NiUBB4NAAC0buwVi7AXGWFR9rhESaoX7ureZ49LZOIEAKDVY69YtAhjk2K1avKQeuvY2VnHDgAAD/aKbQB7xYYvdp4AALQ27BUL04qMsLCkCQAAjQj5XrErV67Ur3/9azkcDg0aNEi///3vlZKS0mj/l156SQsWLNDHH3+sPn36aOnSpbrhhhs8x1955RWtXr1au3fvVmVlpfbs2aPk5ORmqR0AACCcNHlWbCBs2LBBWVlZys7OVmFhoQYNGqQxY8aooqKiwf7vvPOOJk2apBkzZmjPnj3KyMhQRkaGioqKPH2qq6t19dVXa+nSpcH6GQAAAGHB52fsmkNqaqqGDx+uFStWSJLcbrfi4uI0c+ZMzZ07t17/iRMnqrq6Wps2bfK0jRgxQsnJyVq9erVX348//lgJCQlNGrHjGTsAABAu/MklIRuxO3PmjHbv3q309PSvi4mIUHp6uvLz8xv8TH5+vld/SRozZkyj/X1VW1urqqoqrxcAAEBLE7Jgd+LECblcLsXExHi1x8TEyOFwNPgZh8PhV39fLVmyRDabzfOKi4u7oPMBAACEQkifsQsX8+bNk9Pp9LyOHj0a6pIAAAD85vOs2EDr3r27IiMjVV5e7tVeXl4uu93e4Gfsdrtf/X0VFRWlqKioCzoHAABAqIVsxK5du3YaOnSo8vLyPG1ut1t5eXlKS0tr8DNpaWle/SVp69atjfYHAABoTUI2YidJWVlZmjZtmoYNG6aUlBQ9/vjjqq6u1vTp0yWdXRS5Z8+eWrJkiSRp9uzZGjVqlJYvX64bb7xR69ev165du7RmzRrPOSsrK1VaWqpPP/1UknTw4EFJZ0f7LnRkDwAAIJyFNNhNnDhRx48f18KFC+VwOJScnKzc3FzPBInS0lJFRHw9qDhy5Ei98MILevjhhzV//nz16dNHGzduVFJSkqfPa6+95gmGknTbbbdJkrKzs/XII48E54cBAACEQEjXsQtXrGMHAADCRYtYxw4AAACBRbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwiTahLgDm4HIbKiipVMWpGkV3sioloasiIyyhLgsAgFaFYIcLlltUpkU5xSpz1njaYm1WZY9L1Nik2BBWBgBA68KtWFyQ3KIyZa4r9Ap1kuRw1ihzXaFyi8pCVBkAAK0PwQ5N5nIbWpRTLKOBY3Vti3KK5XI31AMAAAQawQ5NVlBSWW+k7psMSWXOGhWUVAavKAAAWjGCHZqs4lTjoa4p/QAAwIUh2KHJojtZA9oPAABcGIIdmiwloatibVY1tqiJRWdnx6YkdA1mWQAAtFoEOzRZZIRF2eMSJaleuKt7nz0ukfXsAAAIEoIdLsjYpFitmjxEdpv37Va7zapVk4ewjh0AAEHEAsW4YGOTYnVdop2dJwAACDGCXQiYcfutyAiL0np3C3UZAAC0agS7IGP7LQAA0Fx4xi6I2H4LAAA0J4JdkLD9FgAAaG4EuyBh+y0AANDcCHZBwvZbAACguRHsgoTttwAAQHMj2AUJ228BAIDmRrALErbfAgAAzY1gF0RsvwUAAJoTCxQHGdtvAQCA5kKwCwG23wIAAM2BW7EAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASRDsAAAATIJgBwAAYBIEOwAAAJMg2AEAAJgEwQ4AAMAkCHYAAAAmQbADAAAwCYIdAACASbQJdQFoPi63oYKSSlWcqlF0J6tSEroqMsIS6rIAAEAzIdiZVG5RmRblFKvMWeNpi7VZlT0uUWOTYkNYGQAAaC5hcSt25cqVio+Pl9VqVWpqqgoKCs7Z/6WXXlK/fv1ktVo1YMAAbd682eu4YRhauHChYmNj1b59e6Wnp+vQoUPN+RPCSm5RmTLXFXqFOklyOGuUua5QuUVlIaoMAAA0p5AHuw0bNigrK0vZ2dkqLCzUoEGDNGbMGFVUVDTY/5133tGkSZM0Y8YM7dmzRxkZGcrIyFBRUZGnz7Jly/Tkk09q9erV2rlzpzp06KAxY8aopqamwXOaicttaFFOsYwGjtW1LcoplsvdUA8AANCSWQzDCOm/4VNTUzV8+HCtWLFCkuR2uxUXF6eZM2dq7ty59fpPnDhR1dXV2rRpk6dtxIgRSk5O1urVq2UYhnr06KH7779fDzzwgCTJ6XQqJiZGzz77rG677bbz1lRVVSWbzSan06nOnTsH6JcGR/7hzzTpqR3n7ffij0corXe3IFQEAAAuhD+5JKQjdmfOnNHu3buVnp7uaYuIiFB6erry8/Mb/Ex+fr5Xf0kaM2aMp39JSYkcDodXH5vNptTU1EbPaSYVp3wblfS1HwAAaDlCOnnixIkTcrlciomJ8WqPiYnRgQMHGvyMw+FosL/D4fAcr2trrM+31dbWqra21vO+qqrKvx8SRqI7WQPaDwAAtBwhf8YuHCxZskQ2m83ziouLC3VJTZaS0FWxNqsaW9TEorOzY1MSugazLAAAEAQhDXbdu3dXZGSkysvLvdrLy8tlt9sb/Izdbj9n/7r/9eec8+bNk9Pp9LyOHj3apN8TDiIjLMoelyhJ9cJd3fvscYmsZwcAgAmFNNi1a9dOQ4cOVV5enqfN7XYrLy9PaWlpDX4mLS3Nq78kbd261dM/ISFBdrvdq09VVZV27tzZ6DmjoqLUuXNnr1dLNjYpVqsmD5Hd5n271W6zatXkIaxjBwCASYV8geKsrCxNmzZNw4YNU0pKih5//HFVV1dr+vTpkqSpU6eqZ8+eWrJkiSRp9uzZGjVqlJYvX64bb7xR69ev165du7RmzRpJksVi0Zw5c/TLX/5Sffr0UUJCghYsWKAePXooIyMjVD8z6MYmxeq6RDs7TwAA0IqEPNhNnDhRx48f18KFC+VwOJScnKzc3FzP5IfS0lJFRHw9sDhy5Ei98MILevjhhzV//nz16dNHGzduVFJSkqfPgw8+qOrqat199906efKkrr76auXm5spqbV0TBiIjLCxpAgBAKxLydezCUUtexw4AAJhLi1nHDgAAAIFDsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAAwCQIdgAAACZBsAMAADCJkO8VG47qdlmrqqoKcSUAAKC1q8sjvuwCS7BrwKlTpyRJcXFxIa4EAADgrFOnTslms52zj8XwJf61Mm63W59++qk6deoki8XSLN9RVVWluLg4HT169Lwb+iI0uEYtA9cp/HGNwh/XKLwZhqFTp06pR48eiog491N0jNg1ICIiQpdeemlQvqtz5878TRTmuEYtA9cp/HGNwh/XKHydb6SuDpMnAAAATIJgBwAAYBIEuxCJiopSdna2oqKiQl0KGsE1ahm4TuGPaxT+uEbmweQJAAAAk2DEDgAAwCQIdgAAACZBsAMAADAJgl2IrFy5UvHx8bJarUpNTVVBQUGoS2q1lixZouHDh6tTp06Kjo5WRkaGDh486NWnpqZG9957r7p166aOHTvqRz/6kcrLy0NUcev2q1/9ShaLRXPmzPG0cX3Cw7FjxzR58mR169ZN7du314ABA7Rr1y7PccMwtHDhQsXGxqp9+/ZKT0/XoUOHQlhx6+JyubRgwQIlJCSoffv26t27tx599FGvbaq4Ri0fwS4ENmzYoKysLGVnZ6uwsFCDBg3SmDFjVFFREerSWqVt27bp3nvv1Y4dO7R161Z9+eWXuv7661VdXe3pc9999yknJ0cvvfSStm3bpk8//VQ333xzCKtund5991398Y9/1MCBA73auT6h99///ldXXXWV2rZtq//7v/9TcXGxli9frosvvtjTZ9myZXryySe1evVq7dy5Ux06dNCYMWNUU1MTwspbj6VLl2rVqlVasWKF9u/fr6VLl2rZsmX6/e9/7+nDNTIBA0GXkpJi3HvvvZ73LpfL6NGjh7FkyZIQVoU6FRUVhiRj27ZthmEYxsmTJ422bdsaL730kqfP/v37DUlGfn5+qMpsdU6dOmX06dPH2Lp1qzFq1Chj9uzZhmFwfcLFQw89ZFx99dWNHne73Ybdbjd+/etfe9pOnjxpREVFGS+++GIwSmz1brzxRuPOO+/0arv55puN22+/3TAMrpFZMGIXZGfOnNHu3buVnp7uaYuIiFB6erry8/NDWBnqOJ1OSVLXrl0lSbt379aXX37pdc369eunXr16cc2C6N5779WNN97odR0krk+4eO211zRs2DDdeuutio6O1uDBg/XUU095jpeUlMjhcHhdJ5vNptTUVK5TkIwcOVJ5eXn68MMPJUnvvfeetm/fru9///uSuEZmwV6xQXbixAm5XC7FxMR4tcfExOjAgQMhqgp13G635syZo6uuukpJSUmSJIfDoXbt2qlLly5efWNiYuRwOEJQZeuzfv16FRYW6t133613jOsTHj766COtWrVKWVlZmj9/vt59913NmjVL7dq107Rp0zzXoqF/9nGdgmPu3LmqqqpSv379FBkZKZfLpcWLF+v222+XJK6RSRDsgG+49957VVRUpO3bt4e6FPz/jh49qtmzZ2vr1q2yWq2hLgeNcLvdGjZsmB577DFJ0uDBg1VUVKTVq1dr2rRpIa4OkvTXv/5Vzz//vF544QX1799fe/fu1Zw5c9SjRw+ukYlwKzbIunfvrsjIyHoz9srLy2W320NUFSTppz/9qTZt2qQ33nhDl156qafdbrfrzJkzOnnypFd/rllw7N69WxUVFRoyZIjatGmjNm3aaNu2bXryySfVpk0bxcTEcH3CQGxsrBITE73arrzySpWWlkqS51rwz77Q+dnPfqa5c+fqtttu04ABAzRlyhTdd999WrJkiSSukVkQ7IKsXbt2Gjp0qPLy8jxtbrdbeXl5SktLC2FlrZdhGPrpT3+qv//973r99deVkJDgdXzo0KFq27at1zU7ePCgSktLuWZBMHr0aL3//vvau3ev5zVs2DDdfvvtnj9zfULvqquuqrdM0IcffqjLLrtMkpSQkCC73e51naqqqrRz506uU5CcPn1aERHe/9qPjIyU2+2WxDUyjVDP3miN1q9fb0RFRRnPPvusUVxcbNx9991Gly5dDIfDEerSWqXMzEzDZrMZb775plFWVuZ5nT592tPnJz/5idGrVy/j9ddfN3bt2mWkpaUZaWlpIay6dfvmrFjD4PqEg4KCAqNNmzbG4sWLjUOHDhnPP/+8cdFFFxnr1q3z9PnVr35ldOnSxXj11VeNffv2GTfddJORkJBgfPHFFyGsvPWYNm2a0bNnT2PTpk1GSUmJ8corrxjdu3c3HnzwQU8frlHLR7ALkd///vdGr169jHbt2hkpKSnGjh07Ql1SqyWpwdfatWs9fb744gvjnnvuMS6++GLjoosuMn74wx8aZWVloSu6lft2sOP6hIecnBwjKSnJiIqKMvr162esWbPG67jb7TYWLFhgxMTEGFFRUcbo0aONgwcPhqja1qeqqsqYPXu20atXL8NqtRqXX3658fOf/9yora319OEatXwWw/jGktMAAABosXjGDgAAwCQIdgAAACZBsAMAADAJgh0AAIBJEOwAAABMgmAHAABgEgQ7AAAAkyDYAQAAmATBDgAa8N3vfldz5sxp8uc//vhjWSwW7d27N2A1AcD5tAl1AQAQjl555RW1bds21GUAgF8IdgDQgK5du4a6BADwG7diAaAB37wVGx8fr8cee0x33nmnOnXqpF69emnNmjVe/QsKCjR48GBZrVYNGzZMe/bsqXfOoqIiff/731fHjh0VExOjKVOm6MSJE5KkN998U+3atdNbb73l6b9s2TJFR0ervLy8+X4oAFMh2AGAD5YvX+4JbPfcc48yMzN18OBBSdLnn3+uH/zgB0pMTNTu3bv1yCOP6IEHHvD6/MmTJ/W9731PgwcP1q5du5Sbm6vy8nJNmDBB0tdBcsqUKXI6ndqzZ48WLFigp59+WjExMUH/vQBaJm7FAoAPbrjhBt1zzz2SpIceeki/+93v9MYbb+g73/mOXnjhBbndbv3pT3+S1WpV//799cknnygzM9Pz+RUrVmjw4MF67LHHPG3PPPOM4uLi9OGHH6pv37765S9/qa1bt+ruu+9WUVGRpk2bpvHjxwf9twJouQh2AOCDgQMHev5ssVhkt9tVUVEhSdq/f78GDhwoq9Xq6ZOWlub1+ffee09vvPGGOnbsWO/chw8fVt++fdWuXTs9//zzGjhwoC677DL97ne/a6ZfA8CsCHYA4INvz5C1WCxyu90+f/7zzz/XuHHjtHTp0nrHYmNjPX9+5513JEmVlZWqrKxUhw4dmlgxgNaIZ+wA4AJdeeWV2rdvn2pqajxtO3bs8OozZMgQffDBB4qPj9cVV1zh9aoLb4cPH9Z9992np556SqmpqZo2bZpf4REACHYAcIH+53/+RxaLRT/+8Y9VXFyszZs36ze/+Y1Xn3vvvVeVlZWaNGmS3n33XR0+fFhbtmzR9OnT5XK55HK5NHnyZI0ZM0bTp0/X2rVrtW/fPi1fvjxEvwpAS0SwA4AL1LFjR+Xk5Oj999/X4MGD9fOf/7zeLdcePXro7bfflsvl0vXXX68BAwZozpw56tKliyIiIrR48WIdOXJEf/zjHyWdvT27Zs0aPfzww3rvvfdC8bMAtEAWwzCMUBcBAACAC8eIHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACTINgBAACYBMEOAADAJAh2AAAAJkGwAwAAMAmCHQAAgEkQ7AAAAEyCYAcAAGASBDsAAACT+P8Avj8QUncJ11EAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.scatter(cv_list,distances)\n", + "plt.xlabel(\"index\")\n", + "plt.ylabel(\"MMD to embeded ref. data\")\n", + "#fname=\"6xwb_mmd_comparison.png\"\n", + "fname=\"6wxb_mmd_comparison_nonrandom_params.png\"\n", + "#fname=\"6wxb_mmd_comparison_nonrandom_params_no_whiten.png\"\n", + "plt.tight_layout()\n", + "#plt.savefig(fname, dpi=300)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# quick check on posterior predictive(?) distribution\n", + "$y_i \\sim p(y, \\theta \\mid \\mathcal{M})$\n", + "\n", + "$p(\\theta \\mid y_i)$" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "num_samples_posterior=10000\n", + "theta_samples = []\n", + "with torch.no_grad():\n", + " for batched_images in torch.split(\n", + " reference_images, split_size_or_sections=batch_size_sampling, dim=0\n", + " ):\n", + " samples = estimator.sample(\n", + " batched_images.cuda(non_blocking=True), shape=(num_samples_posterior,)\n", + " ).cpu()\n", + " theta_samples.append(samples)\n", + " posterior_samples = torch.cat(theta_samples, dim=1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Check posterior means" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([10000])\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "posterior_means = posterior_samples.mean(axis=0).flatten()\n", + "print(posterior_means.shape)\n", + "plt.hist(posterior_means, bins=20);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Check on posterior max" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([202.0674, 15.6112, 87.2803, ..., 42.8209, 101.0001, 100.4677])\n", + "torch.Size([10000])\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "posterior_max = torch.max(posterior_samples, dim=0, keepdim=True)[0].flatten()\n", + "print(posterior_max)\n", + "print(posterior_max.shape)\n", + "plt.hist(posterior_max, bins=20);" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Lukes_folder/6wxb/6wxb_distances_boot_nonrandom_params.npz b/Lukes_folder/6wxb/6wxb_distances_boot_nonrandom_params.npz new file mode 100644 index 0000000..61379b1 Binary files /dev/null and b/Lukes_folder/6wxb/6wxb_distances_boot_nonrandom_params.npz differ diff --git a/Lukes_folder/6wxb/6wxb_distances_boot_nonrandom_params_no_whiten.npz b/Lukes_folder/6wxb/6wxb_distances_boot_nonrandom_params_no_whiten.npz new file mode 100644 index 0000000..c8cdb46 Binary files /dev/null and b/Lukes_folder/6wxb/6wxb_distances_boot_nonrandom_params_no_whiten.npz differ diff --git a/Lukes_folder/6wxb/6wxb_experimental_data.ipynb b/Lukes_folder/6wxb/6wxb_experimental_data.ipynb new file mode 100644 index 0000000..5cc90f7 --- /dev/null +++ b/Lukes_folder/6wxb/6wxb_experimental_data.ipynb @@ -0,0 +1,479 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import torch\n", + "import torchvision.transforms as transforms\n", + "import json\n", + "import mrcfile\n", + "from aspire.source import ArrayImageSource\n", + "from aspire.noise import AnisotropicNoiseEstimator\n", + "from aspire import config\n", + "\n", + "from cryo_sbi.inference.models import build_models\n", + "from cryo_sbi import CryoEmSimulator\n", + "from cryo_sbi.inference import priors\n", + "import cryo_sbi.utils.estimator_utils as est_utils\n", + "from cryo_sbi.utils.image_utils import (\n", + " LowPassFilter,\n", + " NormalizeIndividual,\n", + " MRCtoTensor,\n", + " FourierDownSample,\n", + " Mask,\n", + ")\n", + "\n", + "from MMD import MMD_gaussian\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "batch_size_sampling = 100 # Batch size for sampling posterior\n", + "batch_size_latent = 1000 # Batch size for calculating latent representation\n", + "device = \"cuda\" # Device for computations\n", + "save_figures = False\n", + "\n", + "# empty cache just in case\n", + "torch.cuda.empty_cache()\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load posterior surrogate" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "train_config = json.load(open(\"../experiments/6wxb/resnet18_fft_encoder.json\"))\n", + "estimator = build_models.build_npe_flow_model(train_config)\n", + "estimator.load_state_dict(torch.load(\"../Lukes_folder/estimator_6wxb.estimator\"))\n", + "estimator.cuda()\n", + "estimator.eval();" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define a simulator" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "image_config_file = \"../experiments/6wxb/image_params_mixed_training.json\"\n", + "sim = CryoEmSimulator(image_config_file, device=device)\n", + "sim._config[\"SNR\"] = [0.01, 0.01] # Fixing the SNR, set range with [lower, upper]\n", + "sim._config[\"SIGMA\"] = [1.0, 1.0] # Fixing the Sigma, set range with [lower, upper]\n", + "sim._priors = priors.get_image_priors(sim.max_index, sim._config, device=device)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Pipeline for mapping image to latent space of neural posterior estimator" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def images_to_latent(images, batch_size_latent, dim_latent, device=\"cpu\"):\n", + " num_images = images.shape[0]\n", + " batches = torch.split(images, split_size_or_sections=batch_size_latent,dim=0)\n", + " latent_samples = torch.zeros((num_images, dim_latent)).to(device)\n", + " with torch.no_grad():\n", + " j = 0\n", + " for i in range(len(batches)):\n", + " batch_size = batches[i].shape[0]\n", + " \n", + " # transformation to latent space\n", + " samples = estimator.embedding(batches[i].cuda(non_blocking=True)).to(device)\n", + " latent_samples[j:j+batch_size, :] = samples\n", + " \n", + " j += batch_size\n", + " # compute last batch and append \n", + " return latent_samples\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Define a transform for image data" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "#with mrcfile.open(\"../particles/particles.mrcs\") as mrc:\n", + "# data = mrc.data\n", + "#\n", + "#imgs_src = ArrayImageSource(data)\n", + "#\n", + "#imgs_src = ArrayImageSource(data)\n", + "#\n", + "#images = imgs_src.images[:].asnumpy()\n", + "#\n", + "#np.save(\"whitend_particles.npy\", images)\n", + "#\n", + "# We use parts of the torchvision module to take care of imigae processing\n", + "# We can build a transformation which modify our images in a predefined pipline\n", + "transform_nowhiten = transforms.Compose(\n", + " [\n", + " MRCtoTensor(), # Load mrc file (str) and construct pytorch tensor\n", + " transforms.Resize(size=(128, 128)), # Resize image to given size\n", + " NormalizeIndividual(), # Normalize image\n", + " ]\n", + ")\n", + "\n", + "transform = transforms.Compose(\n", + " [\n", + " FourierDownSample(256, 128),\n", + " NormalizeIndividual(),\n", + " Mask(128, 60),\n", + " ]\n", + ")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load experimental data, transform, and save" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/ceph/users/levans/cryo_em_SBI/src/cryo_sbi/utils/image_utils.py:219: UserWarning: The given NumPy array is not writable, and PyTorch does not support non-writable tensors. This means writing to this tensor will result in undefined behavior. You may want to copy the array to protect its data or make it writable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at ../torch/csrc/utils/tensor_numpy.cpp:206.)\n", + " return torch.from_numpy(image)\n", + "/mnt/home/levans/ceph/cryo_em_SBI/.venv/lib/python3.9/site-packages/torchvision/transforms/functional.py:1603: UserWarning: The default value of the antialias parameter of all the resizing transforms (Resize(), RandomResizedCrop(), etc.) will change from None to True in v0.17, in order to be consistent across the PIL and Tensor backends. To suppress this warning, directly pass antialias=True (recommended, future default), antialias=None (current default, which means False for Tensors and True for PIL), or antialias=False (only works on Tensors - PIL will still use antialiasing). This also applies if you are using the inference transforms from the models weights: update the call to weights.transforms(antialias=True).\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1\n", + "2\n", + "3\n", + "4\n", + "5\n", + "6\n", + "7\n", + "8\n", + "9\n", + "10\n", + "11\n", + "12\n", + "13\n", + "14\n", + "15\n", + "16\n", + "17\n", + "18\n", + "19\n", + "20\n", + "21\n", + "22\n", + "23\n", + "24\n", + "25\n", + "26\n", + "27\n", + "28\n", + "29\n", + "30\n", + "31\n", + "32\n", + "33\n", + "34\n", + "35\n", + "36\n", + "37\n", + "38\n", + "39\n", + "40\n", + "41\n", + "42\n", + "43\n", + "44\n", + "45\n", + "46\n", + "47\n", + "48\n", + "49\n", + "50\n", + "51\n", + "52\n", + "53\n", + "54\n", + "55\n", + "56\n", + "57\n", + "58\n", + "59\n", + "60\n", + "61\n", + "62\n", + "63\n", + "64\n", + "65\n", + "66\n", + "67\n", + "68\n", + "69\n", + "70\n", + "71\n", + "72\n", + "73\n", + "74\n", + "75\n", + "76\n", + "77\n", + "78\n", + "79\n", + "80\n", + "81\n", + "82\n", + "83\n", + "84\n", + "85\n", + "86\n", + "87\n", + "88\n", + "89\n", + "90\n", + "91\n", + "92\n", + "93\n", + "94\n", + "95\n", + "96\n", + "97\n", + "98\n", + "99\n", + "number of experimental images:14679\n" + ] + } + ], + "source": [ + "WHITEN = False\n", + "experimental_images = []\n", + "for i in range(1, 100):\n", + " if i < 10:\n", + " img_file = f\"../../hemagglutinin/particles/particles/particles_0{i}.mrc\"\n", + "\n", + " else:\n", + " img_file = f\"../../hemagglutinin/particles/particles/particles_{i}.mrc\"\n", + " if WHITEN:\n", + " with mrcfile.open(img_file) as mrc:\n", + " data = mrc.data\n", + " imgs_src = ArrayImageSource(data)\n", + " noise_estimator = AnisotropicNoiseEstimator(imgs_src)\n", + " imgs_src = imgs_src.whiten(noise_estimator)\n", + " images = torch.tensor(imgs_src.images[:].asnumpy())\n", + " tmp_images = transform(images)\n", + " else:\n", + " tmp_images = transform_nowhiten(img_file)\n", + " experimental_images.append(tmp_images)\n", + " print(i)\n", + "experimental_images = torch.cat(experimental_images, dim=0)\n", + "print(f\"number of experimental images:{experimental_images.shape[0]}\")\n", + "\n", + "if WHITEN:\n", + " fname=\"6wxb_image_data/experimental_images.npz\"\n", + "else:\n", + " fname=\"6wxb_image_data/experimental_images_nowhiten.npz\"\n", + "np.savez(fname, experimental_images=experimental_images.numpy())\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Convert experimental images to latent space and save" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/home/levans/ceph/cryo_em_SBI/.venv/lib/python3.9/site-packages/torch/nn/modules/conv.py:459: UserWarning: Applied workaround for CuDNN issue, install nvrtc.so (Triggered internally at ../aten/src/ATen/native/cudnn/Conv_v8.cpp:80.)\n", + " return F.conv2d(input, weight, bias, self.stride,\n" + ] + } + ], + "source": [ + "if WHITEN:\n", + " fname=\"6wxb_image_data/experimental_images.npz\"\n", + "else:\n", + " fname=\"6wxb_image_data/experimental_images_nowhiten.npz\"\n", + "experimental_images = torch.tensor(np.load(fname)[\"experimental_images\"])\n", + "\n", + "exp_latent_samples = images_to_latent(experimental_images, batch_size_latent=batch_size_latent, dim_latent=256, device=device).cpu()\n", + "\n", + "if WHITEN:\n", + " fname = \"6wxb_image_data/exp_latent_samples.npz\"\n", + "else:\n", + " fname = \"6wxb_image_data/exp_latent_samples_nowhiten.npz\"\n", + "np.savez(fname, exp_latent_samples=exp_latent_samples.numpy()) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Check on Posterior Values for experimental data " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([10000, 14679, 1])\n" + ] + } + ], + "source": [ + "num_samples_posterior=10000\n", + "theta_samples = []\n", + "with torch.no_grad():\n", + " for batched_images in torch.split(\n", + " experimental_images, split_size_or_sections=batch_size_sampling, dim=0\n", + " ):\n", + " samples = estimator.sample(\n", + " batched_images.cuda(non_blocking=True), shape=(num_samples_posterior,)\n", + " ).cpu()\n", + " theta_samples.append(samples)\n", + " posterior_samples_exp = torch.cat(theta_samples, dim=1)\n", + "\n", + "print(posterior_samples_exp.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Check posterior means" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([14679])\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'counts')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "posterior_exp_means = posterior_samples_exp.mean(axis=0).flatten()\n", + "print(posterior_exp_means.shape)\n", + "plt.hist(posterior_exp_means, bins=20);\n", + "plt.xlabel(\"posterior means\")\n", + "plt.ylabel(\"counts\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.9.15 ('.venv': venv)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + }, + "vscode": { + "interpreter": { + "hash": "67b7023408d2dbdcdda6c9047d90ec2f795752889b34f6f4e95aae83166bde6a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Lukes_folder/6wxb/6wxb_figures/6wxb_hypothesis_nonrandom_params.png b/Lukes_folder/6wxb/6wxb_figures/6wxb_hypothesis_nonrandom_params.png new file mode 100644 index 0000000..5f548e8 Binary files /dev/null and b/Lukes_folder/6wxb/6wxb_figures/6wxb_hypothesis_nonrandom_params.png differ diff --git a/Lukes_folder/6wxb/6wxb_figures/6wxb_hypothesis_nonrandom_params_no_whiten.png b/Lukes_folder/6wxb/6wxb_figures/6wxb_hypothesis_nonrandom_params_no_whiten.png new file mode 100644 index 0000000..529a919 Binary files /dev/null and b/Lukes_folder/6wxb/6wxb_figures/6wxb_hypothesis_nonrandom_params_no_whiten.png differ diff --git a/Lukes_folder/6wxb/6wxb_figures/6wxb_hypothesis_nonrandom_params_no_whiten_test.png b/Lukes_folder/6wxb/6wxb_figures/6wxb_hypothesis_nonrandom_params_no_whiten_test.png new file mode 100644 index 0000000..e64f605 Binary files /dev/null and b/Lukes_folder/6wxb/6wxb_figures/6wxb_hypothesis_nonrandom_params_no_whiten_test.png differ diff --git a/Lukes_folder/6wxb/6wxb_figures/6wxb_hypothesis_nonrandom_params_test.png b/Lukes_folder/6wxb/6wxb_figures/6wxb_hypothesis_nonrandom_params_test.png new file mode 100644 index 0000000..1b1cf8f Binary files /dev/null and b/Lukes_folder/6wxb/6wxb_figures/6wxb_hypothesis_nonrandom_params_test.png differ diff --git a/Lukes_folder/6wxb/6wxb_figures/6wxb_index_mmd_no_whiten.png b/Lukes_folder/6wxb/6wxb_figures/6wxb_index_mmd_no_whiten.png new file mode 100644 index 0000000..ae3440f Binary files /dev/null and b/Lukes_folder/6wxb/6wxb_figures/6wxb_index_mmd_no_whiten.png differ diff --git a/Lukes_folder/6wxb/6wxb_figures/6wxb_mmd_comparison_nonrandom_params.png b/Lukes_folder/6wxb/6wxb_figures/6wxb_mmd_comparison_nonrandom_params.png new file mode 100644 index 0000000..ac27ff4 Binary files /dev/null and b/Lukes_folder/6wxb/6wxb_figures/6wxb_mmd_comparison_nonrandom_params.png differ diff --git a/Lukes_folder/6wxb/6wxb_figures/6wxb_mmd_comparison_nonrandom_params_no_whiten.png b/Lukes_folder/6wxb/6wxb_figures/6wxb_mmd_comparison_nonrandom_params_no_whiten.png new file mode 100644 index 0000000..ae3440f Binary files /dev/null and b/Lukes_folder/6wxb/6wxb_figures/6wxb_mmd_comparison_nonrandom_params_no_whiten.png differ diff --git a/Lukes_folder/6wxb/6wxb_figures/6wxb_mmd_comparison_random_params.png b/Lukes_folder/6wxb/6wxb_figures/6wxb_mmd_comparison_random_params.png new file mode 100644 index 0000000..6de98a5 Binary files /dev/null and b/Lukes_folder/6wxb/6wxb_figures/6wxb_mmd_comparison_random_params.png differ diff --git a/Lukes_folder/6wxb/6wxb_figures/6wxb_posterior_means_no_whiten.png b/Lukes_folder/6wxb/6wxb_figures/6wxb_posterior_means_no_whiten.png new file mode 100644 index 0000000..d0a2251 Binary files /dev/null and b/Lukes_folder/6wxb/6wxb_figures/6wxb_posterior_means_no_whiten.png differ diff --git a/Lukes_folder/6wxb/6wxb_images.ipynb b/Lukes_folder/6wxb/6wxb_images.ipynb new file mode 100644 index 0000000..3c14b97 --- /dev/null +++ b/Lukes_folder/6wxb/6wxb_images.ipynb @@ -0,0 +1,554 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import torch\n", + "import torchvision.transforms as transforms\n", + "import json\n", + "import mrcfile\n", + "from aspire.noise import AnisotropicNoiseEstimator\n", + "from aspire.source import ArrayImageSource\n", + "\n", + "from cryo_sbi.inference.models import build_models\n", + "from cryo_sbi import CryoEmSimulator\n", + "from cryo_sbi.inference import priors\n", + "import cryo_sbi.utils.estimator_utils as est_utils\n", + "from cryo_sbi.utils.image_utils import (\n", + " LowPassFilter,\n", + " NormalizeIndividual,\n", + " MRCtoTensor,\n", + " FourierDownSample,\n", + " Mask,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "num_samples_stats = 5000 # Number of simulations for computing posterior stats\n", + "num_samples_posterior = 10000 # Number of samples to draw from posterior\n", + "batch_size_sampling = 100 # Batch size for sampling posterior\n", + "batch_size_latent = 1000 # Batch size for calculating latent representation\n", + "num_workers = 24 # Number of CPU cores\n", + "device = \"cuda\" # Device for computations\n", + "save_figures = False\n", + "\n", + "# empty cache just in case\n", + "torch.cuda.empty_cache()\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load posterior surrogate" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "train_config = json.load(open(\"../experiments/6wxb/resnet18_fft_encoder.json\"))\n", + "estimator = build_models.build_npe_flow_model(train_config)\n", + "estimator.load_state_dict(torch.load(\"../Lukes_folder/estimator_6wxb.estimator\"))\n", + "#estimator.load_state_dict(torch.load(\"../experiments/6wxb/posterior_6wxb_mixed.estimator\")) # \"PATH_TO_NN_WEIGHTS\"\n", + "estimator.cuda()\n", + "estimator.eval();" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test posterior with simulated images" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "image_config_file = \"../experiments/6wxb/image_params_mixed_training.json\"\n", + "sim = CryoEmSimulator(image_config_file, device=device)\n", + "sim._config[\"SNR\"] = [0.01, 0.01] # Fixing the SNR, set range with [lower, upper]\n", + "sim._config[\"SIGMA\"] = [1.0, 1.0] # Fixing the Sigma, set range with [lower, upper]\n", + "sim._priors = priors.get_image_priors(sim.max_index, sim._config, device=device)\n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Simulate a single image and infer the conformation" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([50])\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/home/levans/ceph/cryo_em_SBI/.venv/lib/python3.9/site-packages/torch/nn/modules/conv.py:459: UserWarning: Applied workaround for CuDNN issue, install nvrtc.so (Triggered internally at ../aten/src/ATen/native/cudnn/Conv_v8.cpp:80.)\n", + " return F.conv2d(input, weight, bias, self.stride,\n" + ] + } + ], + "source": [ + "num_sim = 1\n", + "num_samples_posterior = 10000\n", + "indices = torch.tensor([[50.0]])\n", + "synthetic_image, parameters = sim.simulate(num_sim=num_sim, indices=indices, return_parameters=True)\n", + "indices = parameters[0].round().long().flatten()\n", + "print(indices)\n", + "# Sample from posterior at the image\n", + "posterior_samples = estimator.sample(synthetic_image.cuda(non_blocking=True),\n", + " shape=(num_samples_posterior,)).cpu()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n", + "_ = ax[0].imshow(synthetic_image[0])\n", + "_ = ax[1].hist(posterior_samples.flatten(), bins=np.linspace(0, sim.max_index, 100))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Test posterior on 20 images" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "indices = torch.arange(0, sim.max_index + 1, 5, dtype=torch.float32).reshape(-1, 1)\n", + "images, parameters = sim.simulate(num_sim=indices.shape[0], indices=indices, return_parameters=True)\n", + "indices = parameters[0].round().long().flatten()\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Compute set of posterior samples at each index" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "theta_samples = []\n", + "with torch.no_grad():\n", + " for batched_images in torch.split(\n", + " images, split_size_or_sections=batch_size_sampling, dim=0\n", + " ):\n", + " samples = estimator.sample(\n", + " batched_images.cuda(non_blocking=True), shape=(num_samples_posterior,)\n", + " ).cpu()\n", + " theta_samples.append(samples)\n", + " posterior_samples = torch.cat(theta_samples, dim=1)\n", + "\n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot images simulated from indices" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxsAAAJ7CAYAAACLXYwnAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOz9d5Cc53Umij8dpnOOM52mJ+eENMAgMIGUmEVRyUor7zqVd9de512Xd+V1LV2SXLbXZVteeUVZkiXSVCAlEZSYARAZAwwGk2NPp+npnHP8/QGdc8navfeK91pw/W7NW6UqESQGja/f733Pec4TBK1Wq4X9tb/21/7aX/trf+2v/bW/9tf++mdewn/pD7C/9tf+2l/7a3/tr/21v/bX/vr/5tpvNvbX/tpf+2t/7a/9tb/21/7aXz+Xtd9s7K/9tb/21/7aX/trf+2v/bW/fi5rv9nYX/trf+2v/bW/9tf+2l/7a3/9XNZ+s7G/9tf+2l/7a3/tr/21v/bX/vq5rP1mY3/tr/21v/bX/tpf+2t/7a/99XNZ+83G/tpf+2t/7a/9tb/21/7aX/vr57LEP8t/1Gw2EQqFoFarIRAIft6faX/9/8lqtVrI5XKw2WwQCn9+fev+/ttf/7t1t/YfsL8H99f/uvb33/76l177d/D++pdc72f//UzNRigUgtPp/Gf5cPvr/3srEAjA4XD83H7+/v7bX/9X6+e9/4D9Pbi//s/X/v7bX//Sa/8O3l//kutn2X8/U7OhVqsBAM888wwSiQSCwSC0Wi1MJhNKpRIkEglisRgA4PDhw8hms/B4POjs7IRYfOePuHLlCiYmJjA0NITd3V10dnbimWeewbFjx6DRaNDd3Y1SqQSZTIatrS04HA4oFAokEgl4vV6oVCokEglUq1UMDAxAIBBAr9ejWq0iHo9DKpWiXq/jjTfewAMPPIB8Po+uri7kcjlotVqsra3B4XCg2WwiFotBp9NBJBJBoVCgWq0inU5DKBRCr9ejra0N6+vr0Gq1UCgU6O7uhsFgwPr6Oq5cuYLu7m4olUpEIhGIxWKEQiG4XC5IpVIsLS1BKpXi4MGDyOfz8Pl8sFgscLvdKJVKqNVqAIBMJoNisYgjR44gGAzCYDBgcXERbrcbmUwG8XgcOp0OmUwGdrsd1WoVarUa4XAYOp0OBoMBXq8XiUQC7e3tqFQqSCQSaLVaiEajcLvdWFlZwSOPPIJAIAAAiEQikEqliMfj6O3tRX9/PxYWFmAymfh5ajQaCAQCZDIZbG1toVAowGKxoNlsYmhoCFevXoXD4cDOzg6MRiP++q//mvfHz2vRz//d3/1dSKVSzM/Pw2g0QqlUwmKxoLu7GzKZDIFAAPF4HJlMBiaTCUajEaurq5DL5SgWi5DL5RgdHYVIJMLi4iJkMhkUCgW8Xi8OHDiA3d1dWCwWXLx4EYcOHUI6nYbZbMbAwAD8fj/viY6ODjQaDeRyOQSDQRw8eJD33RtvvIGJiQloNBqsrq7i/PnzeOqpp6BQKFAqlaBSqSCXy7G0tIRKpQKJRAKVSoWuri4Ui0XcunULSqUSjUYD0WgUTqcTBw4cQLPZ5O9RrVZDoVAgHo+jWq3CYDBgd3cX7e3tyGazqFQqkEqlaLVaiMfjyOVy/PfI5XLw+Xwol8sol8swGo0wGAyQSqVwuVzY3t6G0WhEqVTiP2twcBC5XA6bm5tIJBJIpVJoNBq8h3t6eiCXy9HW1oZoNAq/34+TJ09iaGgIn//85/Enf/InuHLlCra3t6HX6wEAQ0NDiEQi8Pl8UKlUcLvdMBgMKBaLeOeddxAIBHDffffB4XCgUCig1WpBLpfj6tWrOHToEHp6evCtb30LZ86c+bnvv3fvwX/9r/81qtUqLBYLBgYGkE6nkc1mIRKJIBaLYTAYUK/XUa/X0Ww24fV6USwWMTMzAwB4/vnncfLkSSiVSnR0dCAcDmNvbw92ux0KhQJnzpxBtVrFoUOHEIvFoNfrkcvlkM1mYTAY0NbWBrlcDr1ej729PT5/l5aWcOjQIeTzeej1egQCAaRSKfT29kIgECAcDuPee+/FysoKuru7cfv2bWQyGbhcLqjVaiSTSZTLZWi1WjQaDfh8Pmi1WkgkEuTzeZRKJXz0ox/FwsIC5HI5JBIJ4vE4Tpw4gY2NDbz99ts4cuQI5ubmcPToUSiVSmxsbKDRaECn06GtrQ3VahXVahU9PT2QSqVIJBLY29uD0WhEKpXC9vY2yuUy+vr6IJfL0dXVhWvXrkEul8NoNEKv18Pj8UAgEEAikSCRSMBqtWJ0dBTlchmVSgU7Ozs4ePAgbt26hfb2doRCIRw7dgx+vx9WqxVnzpzB008/jVAohI2NDej1ekQiEfT19WFoaAgbGxtYXV1FR0cH+vr6EA6HsbOzg97eXty+fRv1eh1qtRp9fX2IxWL48z//87u6/z7zmc+gu7sbPp8Per0eFosFoVAIq6urMJvNUCgU0Gq1kMvlyOfzqFQqEAgEsFgskEqlWF5exhNPPIGrV69Cq9XiypUr+OxnP4tnn30Wx44dQ39/P4LBIF599VW4XC5otVocOnQIuVwOq6urqNVqUKlUEAqFaGtrQ1dXF1qtFs6cOQOJRAKbzYaenh5EIhEolUo0m00MDw8jm81ifX0d1WoVDocDu7u7UKlUCAQCqNVqmJmZgcViQTQaRa1WQzQaBQAYDAbcvHkTDzzwAAqFAm7cuIGnnnoKu7u7uHnzJkwmEyKRCFqtFqRSKZxOJ1KpFH+n9O8TiQQqlQqazSY0Gg2/R3SHm81mCAQCFItFCAQCyOVyVCoVdHR0QCqVYmNjA7FYDMeOHUOz2USxWIRIJEJbWxskEgmKxSLXRXTHV6tVpFIpfh57e3vo6urC2NgYXn/9dRw+fBhXrlyBwWDA9PQ0FhcXkUql0NnZifb2dsTjcYTDYfT398Pr9cLr9WJgYACbm5v4+Mc/jmeffRb33HMP/uAP/uCu3cH/+T//Z1QqFWxtbeGhhx5COBzmuuzQoUN813o8HqRSKZhMJuTzedRqNfj9fszMzMBqteKll17C008/jStXriCdTqNYLOLUqVMoFAq4fv06PvjBD8Lr9UKhUEClUkGhUCAYDCKdTsNgMEAsFqNarUImkyGbzUIgEKCvrw8LCwuo1WqQSqW455578Bu/8Rt44IEHMDw8jMXFRfT19SGRSEAulyObzUKlUqFWq0GhUEAkEiEej0MsFqOjowOxWAytVgtKpRJTU1NQKpVYXV0FALjdbnzrW9/is95gMGBsbAzxeBzZbBZWqxUGgwE+nw+ZTIbrKolEgnq9jng8DrfbDZfLhY2NDTgcDly/fh3Dw8Oo1+vY2NiAQCDgPdTb2wuLxYJWq4VYLIZsNguZTAalUgm73Q6HwwGPx4N4PI6uri6sr69DKBTCbrdDKpXy32dubg6FQgEf+9jHsLa2BpVKhbm5OcTjcQDA5OQk7HY7otEoIpEI153t7e24du0aSqUSjh07hkQigUOHDmFpaQl/9Vd/9TPtP0Gr1Wr93/1H2WwWWq0W//W//lfo9Xo0Gg3cuHGDLxt6ADabDSaTCYVCAYlEAhKJhIt0o9GIvb09FItFHD58GHK5HDdu3MDk5CSee+45uFwu9Pb2wu/3I51O4/d+7/dw48YNbGxsoKOjA21tbUgmk0ilUqjX62hvb4fFYkEsFkMymcTU1BTy+Tw2NzdhsVigVqsRiURgNpsRCARQLpchFArR2dkJk8mEtbU1bkjq9TpKpRI6OzuhVCqxvr6OQqGAj3zkI3jllVcwNjaGVCoFj8eDxx57DGfPnoXL5YJAIECtVoPFYkFfXx/OnTuHTCaD8+fPQ6PRYGBgADqdDslkErFYjIspaqrMZjN0Oh1GRkaQSCTwk5/8BF1dXZDL5SiVSggGg3C73QCASqWCvb092Gw2SKVS2O12AMCNGzdQLBahUCgwNjaGRCKBtrY2rK6uYmBggJusgwcP4qWXXkKpVEK5XEZ7eztOnjyJUCiE27dvQyqV4pFHHoFMJkM4HIZGo0EoFMLly5fR1dUFiUSCcrmMrq4u/i6WlpbwjW98g1+mn9ei/ffFL34R8/PzSKVSuPfeexGNRtHf349bt27BarVygyEQCPgArNfrqFQqqFarAMDFPQDs7OzAYDCgUChAo9Fgb28PTqcTsVgM4XAYBoMBg4ODSCQSMBqNEAqFkEgk6Orqwu7uLm7fvs2X6ZUrV3Dy5EnU63Xk83ksLi6ivb0dg4ODWF5exuDgIILBIPL5PBYWFnD69GlEo1Ekk0kolUpotVouWJ1OJzY2NmC1WjExMYG33noLbrcb8/PzaDQa6OrqQq1WQyQSwebmJmZmZqDT6RAKhTA0NITFxUWUSiVYrVYIhUL4fD7E43EMDw/DarUin8+j2Wwik8mg2WyiVqvh0qVLOHDgABqNBmq1GiYmJjA8PIxbt24hEolgamoKuVwOQqEQ6XQarVYLmUwGmUyGG2u/34++vj7odDosLy/zwXnu3DkuUjo6OiAQCKBWq6FSqXDr1i1oNBo0Gg0uuBcWFrghbmtr4wKgWCzCYrHAYDDA7/dDJpPh85///M99/717Dz7zzDP8PH7yk5/g9OnTaDQa2N3dRaFQgEAg4MKn0WhAoVBgcnKSn9mtW7cwPj6OU6dOYXV1FT/5yU/we7/3e/jyl7/MDfTt27eh1+thtVoRDochlUoRiUSg0Wig0+kgk8kgFApRKBT4QjObzejv72dw48KFC5iYmMD6+jpfTk8++SRUKhVWV1eRzWbhcDjwoQ99CLu7u7h8+TIkEgkEAgFisRjEYjHm5+dx4MABRCIRdHZ2olgsolar4fLly/jUpz6FF198EYODg8hkMkgkEkgkEnA6ndDpdNBqtRgYGIDX6+WGIxgMwmg0AgDq9To6OjoAgJtQsViMer2OAwcO4Ktf/SpkMhnsdjtOnz6NpaUlpFIphEIhWCwWiMViVCoVqFQqWCwWLhQUCgU8Hg/q9TpsNhuUSiUCgQDcbje++93vor+/H+l0GlNTUygWi1Cr1Whra4PFYkGlUsHc3Byq1Sq0Wi0AIJ/PIxaL4ejRo3j55Zdx4sQJdHd3Y25uDk6nE3/0R390V/ffX/zFX2BjYwNjY2NYW1tDR0cHhoaGEA6HuUgvFApQq9Wgq10sFmN1dRUulwuHDh3CpUuXUKlUYLVaodFocPXqVQwODiIWi6G/vx+1Wg31ep2L/Eajga2tLSiVSrS3t0MoFKLRaGBvb4+b3JGREbz++uv8+yuVCtLpNBqNBpRKJUZHR9FqtRAMBlGpVNDX14dQKIS5uTn09vbCbrcjk8lAJBIhm83i5s2bsNvtUKlU6OzsxN7eHmQyGcRiMeRyObRaLbLZLHK5HEwmE86ePYt77rkHpVIJmUwGALC3tweVSoW+vj6kUiku8JaXlyEWi/H000/D5/Phxo0b3MBPTk7i5ZdfRq1Wg81mQ1tbGxwOB2QyGWQyGZaXl+H3+9He3g4AaDQaMJlM2NvbQzQaxdjYGJLJJEqlEux2O3p7e3HmzBmIxWLYbDZurOmukUqlaDab6O3txebmJiQSCZrNJnZ2dtDe3g6lUok33ngDp06dwtraGmw2G0ZHRxGLxbC5uYmuri78/u///l27g7/0pS+ho6MDlUoFL730Et9Ffr8f/f393ADn83mEw2FYLBbIZDK0Wi3s7OxAJBIhFotBrVZDJpNxffgHf/AH8Hq9WF5eZnDsxo0bKBQKcLlcMBgMUKlUKBaLCIVCkEgkcDqdqFQqcLvduHbtGo4ePYpCoYBwOIwf//jHcDgciMfjePjhhxEKhVAqlWCz2RAOhzE+Ps5Aq1gsRjweh0qlQqlUwvz8PCYnJ/HII4/A7/dDoVDg9u3buPfee5FKpfDGG2/goYcewtLSEnZ3d6FUKrG0tAStVstNU2dnJyqVCoLBIMRiMddz/f39AIDd3V0oFAqIxWJYrVbEYjEIBAI4HA6IxWIsLS3hwx/+MJLJJN555x2msHV1dSEUCkGr1aK3txeFQgGlUgltbW2Yn5+HTCaDWq2GXq/H5cuX8eCDD/LzTKVSEAqFuHnzJoxGIzo7O6FWq9FoNFCtVpHP52E2m7G2tsaNrcvlglKpRKvVwtmzZ3HgwAE8+OCD+OIXvwi73Y5wOIxvfetbP9P+e1/Nxle/+lUEAgFMTU1hfX0doVAInZ2djKYGAgG0tbWhu7sbQqEQ+XweBoMBtVoN8/Pz8Pv9+JVf+RX4/X4kk0nMzMzg5s2b/KAnJiYgEong8/kgEAgQDAahUqkYya/X6wiFQgiFQqjX6xgfH8fTTz+NZ599FtPT06hWqwiFQhgYGMD58+dRKpXwxBNPYHZ2FgaDAf39/VhfXwdwh2uWTCahVqtRq9VQKpV4DHTr1i10dHRgeHgYt2/fhsPhQCwWQ71eh06ng06nQ6FQgEQiQbVahdVqhUKhwNtvv41cLodkMgmn04mOjg6IRCJG9IxGIxQKBbLZLDKZDMLhMEwmE+r1OoA73XK1WkUwGERPTw9fHBaLBQqFAoVCgTdGq9WCWCzmAlUqlWJ4eBg3b96E1WrF7Owsjh07hldeeQVHjhxBuVzG5cuX8cgjjyCVSqGrqwvhcBjxeBx9fX0AAIVCAaFQiHA4jN3dXe7wg8Egms0mxsfHoVQq8aUvfQm/+7u/i1dffRXPPvvsXTvoPve5z2F4eJgPMY/HA71eD4lEAovFgnq9DovFglwuh42NDajVapTLZUQiEUxMTGBtbQ2HDh1CtVrFzZs3MTY2hnw+D4fDgXA4DIVCgZWVFRw6dAgej4cP0kwmg2q1yohJs9lEMplET08P2tra8KMf/QhTU1MYHh5GsViEw+HA3Nwc5HI5oxRCoRCnTp3C1tYWms0mRCIRZDIZyuUyF842m41RFrlcjkajgVKphHq9jrW1NTz99NO4du0aBAIBnE4n1tbWcOrUKUSjUYyMjODKlSuo1WqMeEgkEhQKBb58DQYD2tvbEY1GEYvFMDs7i/b2dshkMkZlCDSIRqNIpVK4//77sbe3B7VajXw+j2QyCZFIBKVSyWiyUqlEqVRCR0cHdDodcrkclpaWeOI0NzcHi8WCI0eOIJFIYHFxER6PB8ePH4dUKgUA5HI5FAoFiMViyGQypNNppNNpaLVaVCoVZLNZHDx4EAKBANevX4dWq0UsFsP3v//9u1rsvfPOO3jppZdw4MAB5PN5vPHGG3jssceQz+cBAFKpFLlcDgKBAFqtFvV6HeFwGOvr6zCbzejs7ORiZXV1FadOneJJ1MWLF3Hq1Cnk83kUCgV0dnZiZWUFiUQCUqkUOp0OpVIJrVYLQqEQkUgENpsNBoMByWQSAoEAW1tbsNlscDqdWFhYgMvl4sZQr9cjFotBIpGgra0NMpkMt2/fhkKhgNFohNFoxPDwMAQCAXw+H8bHx/HWW29hbm4O3d3d6O7u5udMkz1qZpPJJNxuNwQCAcxmMxfyxWIRXq8XpVIJcrkccrkcIpEIUqkUhw4dwne+8x10d3dDpVLB6XTyJWk2m7G9vY2ZmRlIJBJsbm6iVCphaWkJNpsNLpcLMpkMAoEAfr8f8Xgcx44dw9raGtbW1uB2u9He3o6dnR3UajXUajWIRCIMDw8jk8lgYmICHo8HyWQSGo2G/zwCMGhCPDg4CIPBgHK5jLNnz6K3txenT5/G+fPnkUgk8Fd/9Vd3df99+MMfhkKh4LNjdHT0Pcj+/Pw81Go1hoaGGPnt6upCOp3mu/THP/4x7r33XjQaDdy+fRu7u7s4fPgw9Ho9ms0mIpEI7HY7o/XUmKpUKjQaDTSbTWSzWaRSKQBAW1sbjEYjbty4gXvuuQeZTAZutxt/+7d/y+h3o9HA5OQkI6+7u7sYHBzE7u4uAxz5fB4SiYSf/cbGBnQ6HdxuN8RiMXQ6HWw2GzweDzez3/zmNzE1NQW73Y7z589Dr9fjwIEDuHjxIoRCITQaDd+7kUgE9Xodq6ur8Hq9OHjwINRqNYxGI06cOIEzZ85gamoKf//3f4+ZmRm0t7ej1WohnU4jlUpBr9fD7/e/p/AFAJ1OB7PZDJFIxPdIs9mE0WhEo9HAysoKxsfHkc1mcePGDUilUsjlcgwODuL111/HyMgIUqkUpFIpT78HBwchFosZ9Gq1WqjVatje3ka9XmeAplKp4Atf+MJdu4OfeeYZbGxs4KGHHsL169ehUCjQ1dWFnZ0dZoFks1ns7OxArVbDarUik8kwkKFUKrG5ucnnYKPRgMViwfb2NiYmJuDz+TAwMID19XWIRCKsra1xPeV2u1EsFhnVl8vlMJvNyGazuHLlCk6cOIH29nb4/X60Wi0GOAwGA1555RX8q3/1r/CDH/wAv/Ebv4F8Po9XX30V5XIZNpsNhw4d4vOxWCzypFcikeDxxx/H8vIytra2MDMzg52dHbz88ssAgIMHDyKdTvN5XywWecK3ubmJarWK4eFhZgskEgkEAgEcP34c9XodgUAACoUC9Xod0WgU5XIZAoGANRD5fB7ZbBZtbW0YGxvDwsIC1tbWMDU1xU2QWq3G2NgY781AIMAAeCAQgNfrhd1uZ8BdrVbjzJkzOHToEE9yqK41Go2o1WoMFDSbTX6WbW1tGBgYQCaTQblcxsWLF7G7u4tXXnnlZ9p/70tRdO3aNQiFQni9XqYJUEGaz+dx4sQJfPzjH8fx48fR39+PRqPBl9DExAQ+9alPYWNjAzdv3oRIJMLm5iacTiempqag1+uh1Wq5ALLZbHjssccgk8kYsYnFYlCpVOju7sbk5CRMJhO+9KUvQSKRYGtrC36/HyKRCKlUCoVCAR/4wAfw3e9+F0ajEbOzs/D5fEgkEjw6JwQmGo2iWq0ik8lge3sbtVoNe3t70Gq1jOgNDg4in88jGo0yci4QCHDhwgUsLS1hZWUFer2e0SOVSoVoNIqdnR2k02mmfK2urqJQKPBYrtFoIJ1Oo1arIZvNwmQywePx8N+bXlaBQIB6vc4vEiHbdBhHo1G8/PLLKBaLuHnzJm7fvo1kMolf+IVfgNFohM/ng8vlwvT0NK5cuYJIJIJyuYzJyUksLi4il8shnU7j2rVr/ILQMpvNcDgcWFlZwcWLF9HZ2YnNzU3YbLb/B8fW//MlkUi4gN7e3ubGjkRK0WgU586dw+uvv46dnR3s7e1BLpdjcnISpVIJfX198Pl8qFQqGBoaglwuZ5QpFApBLBZjYmIC4XAYt27dwtraGrLZLKRSKXZ3d5ky1NPTg76+Pm7MxsfH4fV6sbe3h+3tbezu7uL111+HwWDA1tYWpqenYbVacfPmTZRKJW7kCKUbHh5Gb28vlEolRCIRIpEIo1sCgQADAwM4duwYVldXUalUoNfrsba2hiNHjuD73/8+dnZ2cO3aNQCAVquFRqOByWRCq9XiAl4kEsHr9eKtt97C4uIiFhcXMT4+jvb2dn7fCoUCHn/8cfz4xz+GTCbD9PQ04vE4yuUyFhYWoFQqmfpFU4hwOIxLly5hZ2cH+Xwe8/PzPO4tFotoNBoIh8OYmZnBuXPnsLq6ypMzKkJoYkQFez6fRzqdhk6nY/rbwYMHufk6dOgQADBKdDfXmTNn4HA4sLm5iUKhwOecRCJhGkRbWxuy2SxTJ/x+P1QqFaxWK2w2G06cOMHv79LSEoMIarUaFy9eRLVaRSKRQC6Xg8FgwMMPP4z7778fOp2OgQsATC2lS+HIkSNwuVwYHh7GjRs3MDw8DI1Gg3w+j3K5jKeeeoqpomazGZFIBC6XCzqdDru7u9ja2sLGxgbC4TByuRxeeukl1Go1PPHEE3A4HNje3obP58PKygqSySSfUx0dHXjyySfRarWwtraGaDSKfD6PSCQCuVwOi8UCrVbL1CqiQ2xvb2N4eBitVgv1eh2tVgulUolRUbvdjlAoxJ+HEDuxWIy+vj6oVCrs7e1Br9fDZDIhkUjg5MmTGBwchFAo5AmuwWDA8PAwDhw4wBSPaDSKYrGIQCCAQqGAVCoFu92OqakpZLNZLC0twefz4fz583jrrbcQi8UwMDCAWq2GF198kd+Lu70+85nPwGQy4fHHH+cpaF9fH0ZHR2EymXD//fdjZmYGAoEAAoEA7e3tEIlESCQSDDCkUincuHED58+fRzqdhsPh4F/TaDRYWlpCKBRCNBplyrPL5UKj0cDS0hJ2dnYYrZVKpVwsEZXjyJEj3DAajUbkcjno9XoIBALcd999XIy/9tpr8Pl8qNfrEAqFCAQCmJ2dRS6Xg1KpxJEjR2Cz2Xi6pFAo4Pf7sbOzw8AO0aJyuRxkMhn29vawsrKCz3zmM/jABz7AFOCVlRUsLi6iWCxibGwM//E//kd0dnZiamoKJpMJ3/ve92AwGLC8vIzjx49jaGgICwsLeO6559BoNOByudDT04OJiQmeDotEIrhcLigUCmxtbWF5eRkAsLKygpGREbS3t2NzcxNerxdbW1t8drlcLmg0Gpw9exZarRbNZhOpVAo7OzsolUpIJpMIBAJQKpXo7u7mgq9QKODQoUPo6OjgRnpiYuKu7r+2tjb4fD5EIhEcOnQIZrMZpVIJQ0NDkMlkfI/StKpYLGJ5eRnJZBLNZpPPeK/XC5vNhlwuh56eHlgsFszNzWFzcxOvvfYa10QTExM4cuQIT0RlMhkGBwcxODiIZrMJpVKJzs5OWCwWlEolRCIRGAwGvmeXl5dhMpnwuc99Drdv30ZXVxcuXbqEpaUlHD16FCaTCblcDltbW7hx4wb8fj8ymQxPmcbHx/Fnf/ZnDBi++eabWFxcRCQSgUgkws7ODhwOB2w2G1QqFdrb29HV1YV4PA6z2YxGo4F6vY6BgQFIJBKu6c6ePYvz58/DarVCLpczQ2J5eRnT09Po6urC3t4eCoUCPvOZz6CtrQ0LCwsol8uYnp6G2+2GTCZDd3c3nE4nisUig1sEPq+trSEUCkEul/Nzbjab6OzsxJNPPgmdTofJyUmMjo5CIBAgl8uh2WwykETAFnDnrq3X6xgaGkIikWBg4P3Q934mzQatD3zgA8w1d7lcMJvNSKfTKJVKjHQuLCygXq/zB9ZoNNje3kar1YLJZMLrr7+OY8eOIRAIQKvVQiAQMIoXCoXQ19fHHD6pVAqTyYR0Os1jTOJvFwoFbGxssK5iZWUFc3Nz+Hf/7t+hUqnA4XDg6tWrsFgsEAgEGBkZgclkYu6cUqnkkaZUKuWuNJfLwe12o7+/H2fPnsXJkyfh9XqRy+VQrVYhEokYtfP7/RgbG2PuNhUH58+fR6PRYL55MpmExWJhZNxsNuPNN9+E0WhENpuFy+VCtVpFJBKB1WrFI488wgiHVquFWq1GvV7n/5YaEblcjng8jmg0iq2tLcjlckxPT2N7exs9PT1oNBrwer3c3ORyOfz4xz+GVCrF7OwsJBIJj6GpgOno6IDRaIRGo4HNZkOpVEI8HodarUZvby+kUik6OzshEomwsLDwfrbP/+uVSCQYQanX6yiXy1yQ0Pi21WoxRafVavG4nZqwEydOQK1WIxQKwePxoK2tjceLhEhvbGzg4MGD0Ov1CIVCqNVqKJfL/PvS6TRMJhPcbjfK5TLv/3w+D6fTic3NTTz22GNQKBRQq9UolUoQCoXo6enB/Pw8j+A9Hg9EIhHMZjOUSiXzR9PpNJ544gn09PRgbm4Ob7/9NlQqFYLBIOtqRCIRgsEgT6hKpRI+8IEP8Hvn9/uxtbXFepBKpcIUA6vVCpVKBZlMBo1GwxNDemZTU1PQaDSMrGWzWdjtduRyOVgsFuZ5+v1+uN1udHZ2MrdTKBTi+vXrePLJJzE7O4vnnnsO09PTiEaj2Nvbg1gsZm4/TRUFAgG/F1KpFNVqFU6nk3UszWYTfr+fKS+RSIRpfXd7icViFItF5PN5iMViaLVa5HI5iMVijI2NMQpkMBgQCoXQaDQwOjqKXC4Hl8uF3d1ddHV1Qa/X44EHHkCxWMTm5ibEYjEDNjdv3kQqlUKz2YTJZML8/Dz0ej3S6TR/L9FoFFKpFBaLBcAdQOCrX/0q7r33XsTjcYyMjPC4XS6Xo9VqYXl5GUajEWq1GjqdDuVyGW1tbXyxi8ViJJNJVCoVAGDqXSaT4QI/kUigVqvxZ242m1AoFNjY2ABwZ2KsUCig0WigVqshEomg0+kgl8uxsbGBZrOJkZERns42Gg2sra0x5apUKmFrawuTk5MYGhpCLBaDVqvF5uYmgDuTo3A4jAsXLqCjo4Onh52dnSiXy7hy5QpsNhtarRby+TwymQwsFgs0Gg1mZmaYlqZWq+HxeDAxMcG87M7OTqRSKaYnDQ4OIhQKIZlMotFoIB6P46GHHsJ3v/td7O3t4ROf+AS+8pWv3NX990//9E+MsGs0Gvj9fvj9fqRSKRw4cAAKhYL1hxqNBpVKBZlMBoFAANPT08hms+jp6YFGo8GxY8fw1ltvMTjRaDRw/fp1HDlyBIVCAXK5HE6nE+VyGc1mEzKZDL29vXA6nWhrawMAmEwmpFIppFIppiK/8cYbkEqlOHnyJBYWFnDq1CmEw2FsbGwgkUigo6ODEdh4PI5kMgmbzYYjR45wk048cZrElctlSKVSnhAsLi5CJBJBo9FgZWUFUqkUm5ubGBgYgMfjwXPPPYd8Po9qtQqBQACRSMT7ZXR0FNFolKf6165dg9PpxOOPP47nn38ehUIBoVAIUqkUH/nIR7hBJV1cNBrF9vY2FAoF2traIBQKmSa6ubmJxx9/HFtbW0gkEjCZTFhcXEQmk0F3dzfa2trwxhtvYHR0FCdPnsTm5ia0Wi2efPJJ3Lp1C+FwGDKZjKmZVIgWCgXU63V4PB6m9oyMjLCO724t+nPPnz+PiYkJCAQClMtlmEwmpryurKxwM0b6VYVCwRPGYrHI98ne3h7Onj0Lp9OJXC6H06dPo1gs8p2UzWb5HKT/5fN5hEIh2Gw2SCQSrK6uYnx8HLlcDu3t7bhw4QISiQQMBgODLUSFrtfr0Gq1iEQi2NjYYOCMtI0Evhw+fBjBYBAejwcWiwXFYpHPXZ1Oh9HRUaYdyeVyxGIx+Hw+HDt2DMViEel0GgqFAgKBALdu3eIJCk3ErFYrGo0GLl68CJvNxhqwvr4+5HI5XL9+HQcPHsTOzg6+8IUv4MiRI9jd3YVMJkMwGGSa6MTEBPL5PJaXl9He3o5bt25hZGSEKVxWq5Up1m+99RY6Ojpw6dIljI6OQi6XQyAQIJlMIpfL8WRtb28PAoEAPT09yOVyqNVq8Hg8UCgUCAQCDBISmPOzrvfVbHg8HrRaLbjdbigUCqyvr0MgEPBLTAUvCRJpBEni4uXlZZ5gOJ1OFu1du3YNZrMZoVAI09PTfFFQl5zL5VAsFmEwGACABS89PT0IBAIoFoswmUx48MEHEQwG0dbWxhtnc3MTkUgE7e3t2N7exsWLFxlpy2QyvGGIlgDcOUC9Xi8MBgPeeecdCAQC7OzsQK/Xo1QqYWNjA0NDQ1Cr1bh9+zay2Szkcjmq1SoKhQI6OjqQSqUgl8uZd+31eiGVSmEwGLC3t4fNzU0olUrkcjmIRCIYDAa43W5cvnwZw8PDSCQS6OnpQSKR4MsAuCMsJxR0a2uLx2gymYw3HQAMDg5ieHgYtVqNn1EoFMLCwgKmp6fRaDQYJdTpdNywECK+tbWFdDqNvb09mM1mbnhyuRwCgQC/xHdzEVedtC9KpRJ6vR7FYpE5h5VKBYVCAc1mE6VSCV6vF0NDQ7BarTh06BCjDmq1midzVDCm02kMDAxgamqKO3yazJHAm0RlGo0GwWCQi7SpqSmm4l29ehX1ep0Pm7GxMXz1q1+FSqVCT08PXC4XEokEVCoVi8XoMonH49y4iEQirK+v4+mnn8b29jaLwQOBADe4brcbfX19UKvVSKfTqFQqLIhUKBQwGAysLarVaozEEUWR6Ip+vx/Dw8P42te+xpS/xcVFdHd3Q61WM31BIpGgVCqhWq1ywyISiVAoFLC+vo6hoSEIBALcvn0blUoFx44dQ0dHBy5fvswXKhkmSCQSFppT05tIJNhwIZVKIRaLoaurCzabDcVikQXAy8vLyGazd3X/AWCkttlsQqfT4eLFixgaGoLD4eD3IRgMotFoMBBCQARNhEOhEHw+HxQKBQukieaysrICp9PJlzMJ9VOpFCQSCaPU9B7Q9K5Wq+HBBx+Ez+dDtVqFy+VCW1sb2tvbkUwmkUwmmS8vEAh4n9ntdhQKBdbake5Ep9Phnnvu4cmv0+nkiZzBYOCGPJVKwe1289Tp1KlTaG9vf8+UmJobtVqNkZER7OzsIBKJ4J577sH09DTK5TJCoRA/YzLbuHXrFp/PLpcLzWYTWq0W7e3tCIfDCAQCaG9v5/eIKBnz8/Po7e2FVqvF9vY2dDodT5A+8IEPYGdnB9evX0d3dzcXLAAQDofh8XhYyyAUCnHkyBH4fD6k02m4XC4sLy+jUChgcHAQZ8+evev7b3BwkCl4pBVoNBpQqVR8t5pMJsTjcZRKJS6UBwYGEIvF0Gg0YDAY4HQ64fF4WPOmVqthMBiwsrKCwcFBFt0SXWttbQ2FQgEOhwPpdJrvL5FIxBSX733ve3zWLi0tsa6RaFJkvNLT04NMJgOVSsV0PtJYEpBDZhMmkwlKpRJnz57lz/KhD30IL7zwAt+zNpuNqTj5fB6dnZ3IZDJwOp0Qi8Xw+/0Qi8VMKfT7/QAAkUiEM2fOoFQqQSAQ4Nlnn4VQKES1WkVvby/6+vpQqVRw+fJlDA4OYmlpCclkEtlsFkqlEk6nE0KhEJVKhScwWq2Wi9hKpQKZTAa3280AXyaTwa/8yq8gkUjg6tWr6OrqQrPZxJUrV5DJZCAUCnnyE41GWXDd1taGixcv4p577oFSqYTb7cbt27cZ8b9biybxzWYTuVwO5XKZaU9UrLZaLQZERSIRarUa1tfXsb6+jhMnTmB0dJTBCrfbDa/XyzSecDjMILDVakU0GoVarYZarUY0GsXCwgLrHHK5HDNUyuUyxGIx60H8fj+mpqZQqVTYTIWe1e7uLhwOB/R6Pba2tlhTBoCZAGQAksvlMDk5iUgkApPJBLlcDofDgY2NDZhMJthsNv4sNJE2GAzo6emBSqWCVCrF9vY2PB4PYrEY2traoNfr0dPTg4sXL6K7uxuBQIDf4b6+PiSTSTgcDkilUv5nErX39fXhypUrCAaDvMfoLiBQkIxbBgYGEAqF0Gw2MTk5iXPnzjGT5rXXXoPD4YBarcbe3h4DowSkp9NpeL1edHZ2YmtrC2+//TYefvhh/OQnP+EGz+12v6/9976ajfX1dRaUjY6Ool6vw2QyYXd3FxKJhC/XWq0Gh8OBVqvFm5C6LHIs2N3dBXCH70jFm1ar5c5tcnISHo+HUWPipNImJgpNoVCAVCrF2NgY2tvbkUqlsLq6ypzqcDiMQqHAm+m+++7jUSVxz30+H/Moy+UyU3NMJhM2Nzeh0+nQ1dUFAEin0/D5fCxaMxgMyOVyyOVyUKlUkEgkMBqN7AyUz+chk8nQbDah1+uhVqtRqVQwNTUFuVwOn8/HL61IJILFYkE8HofD4YBAIECpVEI0GsWBAwdYwFQulyGTyaDT6bjQIQERcebr9TqPAl988UXcf//9aDQaePLJJ1k8XK1WEQ6HUa1WsbS0BACMoNO06dixYywYpcOUuKwul+v9bJ//14uMAUjjQqgoCUTpkGu1WpBIJBAKhfydXr16FePj4yiVSlhcXITdbkej0UCj0UAwGIROp0Oz2cTW1hba29shlUqZxtRoNCAWi/lQ6ujoYIMBu93ORY9cLsfZs2ehVCrhcDhQLpfRarWY3tZoNCASiSAUCmE0Gvm5SqVSKJVKCIVCRqtJs0CoRDKZhF6vh91ux8LCAn+mnZ0dLhhtNhuuXbsGnU4HhUKBcrmMRqOBQCCAUCgEu90Ol8uFTCaDzs5O1Go1xONxyOVy3H///VheXobBYODfT2g18YO1Wi0LxLVaLWw2G1KpFMrlMoaGhrC+vo54PI56vQ65XI6BgQHWrBw+fJi1H/QcyuUyc+UTiQSy2SyMRiMGBgZ4qkLvpk6nQ61Ww9jYGOr1Omq1Gsxm813df8Cdi4p454SGlUolFAoFLjyIY1utVrngI1MIouTRJKi/vx+3b9/mSajJZGJDiePHj7NWjCaPBCwEg0FuWEi/VSgUYLfbkUgk2BWHLvKhoSF4vV5ujo1GIyPDmUyG+exEVVQqlRAIBFhaWuJfI7ONyclJSKVSZDIZLCwswGKxwGq1IhQKIRgMIh6PQ6vVQiwWo1wuIxAIsIj93QYNRNtRqVTMec9kMjAYDBCJRHC73VhYWEA+n2eTAKKoyWQyPn9IHF2r1WA0GnH48GH09PTg1q1b0Ol0LM6Xy+X4wQ9+gFwuBwBMh6XJDaH3bW1tqNfrCAaD2NzcZO40Ub5arRbGxsbw1ltv3fX9R1MnonCQPtLv97PTmFarRTqdRjQa5WcrkUiQSqWYktzd3Y1MJoMDBw4glUphdnaWaR/z8/Ms1ler1bDb7djd3WVdEIF+4XCYHR0BoLe3l+mRVMQIBAKefmxvb8PhcDDIR1oyADyJyWazKBQKMJvNKBQKKBaLSCQS8Pv9OHjw4Hsc/cgBiX7/wMAA9Ho9RkZGcPPmTaYb0xStXC5zA282m/kdoWnZ+Pg4PB4P2tvbIRAIMDs7i5GREXR2dkKhUMDlcqFer+Pw4cMQiUQMaGWzWaTTaYRCIQZyRkZG0Gw2sbCwwHTV73znO3j44Ydx8+ZNmM1mnnQQNZqmxlSgy2QyAHf0Eu+e3GcyGdTrdZ6I3821u7uLSqWCUCgEt9uNVquFhYUF2O12fk8J7KBJjF6vh1AoxODgIGQyGVZWVtDZ2Qm5XM4AbLVaZV0HNbekzwTu0LfoHdTpdHwvOBwOdHR04MKFC+jr62NzHqfTCYlEAr1ez+AiPUvSEgaDQfT29qJYLGJtbQ1ms5n1TSKRCCqVio158vk84vE42tvbYTQakclkUKvVuEEPhUKYmpp6z/cTiUTQ1taGnp4eJJNJyGQyaLVaLC4uotVq8b7U6XTsAEqGNqTtHB0d5anP1NQU4vE4A73NZpMd+Oif6f5Op9Pc0JPRUDKZZIfWsbExbliKxSLr1gQCATcwZrOZHeJmZmZgNpvR29sLj8eDRx99FEKhkMHtn2W9r2ZDoVBAoVAwCkaHDrlfyOVyAGAOpkwmw4EDB2AymTA7OwuRSMQjLOqA33rrLfT397PoZH19nX8OCbFVKhXC4TCLr7LZLBqNBo9w1Go1c5dp1ETC3qNHjyKRSCAej0Ov17MdLYmxiQ9J9pUKhYKt85RKJU6dOsX8Vfq7+3w+9Pb2coF//fp1DA0Noa2tjV/+er3OzjQAeDM1Gg12AqDPYTQaEY1Gkc1m0dHRwbZx5JYkkUjg9/uZikWIOfHdyalGIpHA6/UiGo0yAtXZ2Qm3241IJMK6gGQyyWJfOiRarRZsNtt7xvCEZBJiOzAwwBxbKkDv5iKRUiAQgNlsRrVahU6n4yKvXq/D7XYz6qJWq1nI2NXVxSNZnU7HrlHUAJLYr16vY3FxEUajkV3NCoUCI3gKhYIdMGgypdVqed8Vi0XmKq+uriIYDEIkEmFsbAz9/f38XMkCkqhNe3t7kEgkkEql8Pl8CAQC/B4Q2nf58mUuhkQiEdML5+bm2KRgYGCA0e90Oo22tjYoFAp2NslkMshms6jX66wZstvtuHz5MjvbBINBFo3fuHEDAoEA2WwWu7u7LIYkgZ7VamUnIoFAgEAgwEYP9A4R4kMUDp/Ph0KhwDQEMmZoNptQqVRQq9WIx+NsDS2TyeD3+yEUCrGyssL0Q6IQ3c0lk8mQSqWYIiSRSNDe3o5iscjnS61WY4qQzWZj5575+XmUy2VGXDc3N3HkyBEMDQ3xVIoKEL1ezzbcy8vL7ERF3yu52VGjIZPJ4PP5uGgJBoMslC6VStBqtTCbzTzZJWeWd1/E4XAYDocDlUoFKysrfPETL59sor1eL6xWK5/hRN2zWCzw+/0olUpMdaT/EVUOuGMJKpfL0dHRwZoJ0jfRtHVpaQkbGxuw2+1MxRIIBNxEA2CKHVmxEgLY3t6OQqEAvV6Pjo4OCIVCbpro3b19+zYL8d8NAolEIiSTSRZh0/SQitX29naYzWamRNzt1Ww2GdwLh8OYmJhALpdDR0fHe6Y+0WgUQqEQzWaTdTrFYhGZTAZKpRKLi4swGAwIBoMol8uwWCz8LMh18NatW2ytTHo1un+JjhcIBNDT08P7gWyBX3rpJS72FhcXkU6n2ciDinMqyGmySc91dXUVqVSKxb8GgwFTU1OQSqVIJpP40Y9+hJ2dHXR1dcFkMmFnZ4ctkN9tYU9NJtl/qlQqbmaIb06f0W63s2thrVbDjRs3YLFYkEgksLu7i7a2NqbMhkIhrh2oMSDrcJ/Ph7a2NqjVagYkU6kUotEoZDIZcrkcPB4PgDvAXrVa5Z+r0WgYSCSzFpPJBK1WywAh3f2bm5s4fPgw/v7v//6u7r+2tjZYrdb3GN+kUikMDQ2xtpTsaJvNJhtmkAvUa6+9xnrJWCzGBTvVb+R0RgLqd4PLBoOBqVCNRgOxWAw7OzswmUwcZ0ATsomJCaTTaYjFYvh8PtRqNfT19bErVGdnJ6RSKdOjrFYrWxprNBqkUiksLS1Bo9Gg2Wyy8ylNZNLpNACwIdHu7i6sViu8Xi8cDgcWFhYYzKHzkBwtCWAZHh5GMBgEAHajbDQa2N7e5vtkeXmZ64poNMo06r29PSSTSW64iN5PlE+SHND3QZKGUqnE0w3SXdKZT1biFM4Xi8UQjUb5PfR4PEyVjkQiKBaLGBkZ+Zn3zvsSiDcaDbY/vHXrFo9q6YKVyWSM8hESTE4rJNSLRCKoVCpsjyYSiXhqQE4lSqWSx9X0EAmlBu7wk6enp9Hf3w+lUsniarJfq9VquHjxIsrlMqrVKvR6PRdZlIBJ6KrVasXp06eZR0yCxoGBAZTLZRZ8Dw0NQaVS4eDBgxgZGWHrMkJUyMecJg/08yuVCk9g6GVtNpvs5CMSiWCz2eB2u1GpVHjCQ97fyWQSAJjy0mg0mGdHFLVAIIBcLsejNio+CA09evQod8zEO61UKpwTQfZyhHYSvYL8+qkgIcF7Pp/HzZs338/W+WdZ2WyW7QitVut7eP5Op5NfKplMxuM96tIJwVhdXYVMJkM0GkVHRwfbM5PIj1DaQqGAvb09bsLIFtnr9WJhYQG5XA7hcBhCoZDpBMTlJNcHlUoFh8OBrq4unijE43GeDAiFwvdMY8gLnor5SqUCnU7H1s3j4+Ns+UnuF5VKhfVGrVYLKpUKBoOBR/g0nrZYLNzA7u7uckFcqVRw9epVRrK9Xi/zjF0uF+677z5oNBou7AgdLZfLWFlZQSQSgdvtRq1W4+fh8/m4kJXJZJifn4fBYIDL5WKaQq1WQ7PZZKvmwcFBOJ1OdlcjL3wqCAuFAnZ3d/lyv+eee9jz/G4uMhEQi8Vob2/H2NgYv+9EeaD/LxQKEYvFMD8/j2w2C6FQCJFIBLlcDplMxposhULBe2x2dhaRSARHjx5lQwk6SylDplgscsFNFy9RFkj7BQDd3d2cxUGTFbJETafTfJmQJ3tnZydP7jo6OmAymTAwMIC+vj54vV7cvHmTUbnt7W2USiXodDrOEiFqQkdHBzQaDfR6PTcV3d3dKBaL7ETY1taGAwcOQCQSQa/X8xifGniyiqYGjpBcEsOLxWK0tbUxqETPO5vNYmtrC2+++SZEIhE2NjYYyKK7iMTq9P7ReRuJRHiCSPdET08PT3Lp/c3lcjh79ixPGe7mIj2dwWBAZ2cn1tfXuZBRKpWIx+Oco6PT6ditr9lsol6vM41ycXGRzTbC4TA6Ojq4kCBhbyKR4AyBgYEBWK1W5uXH43E+Q2hPp9NpXLhwAZlMhq1urVYrvxNGo5EF0ZT5RBMOaooIlQbA+qCrV69CKpWira2NC1KHw8Fno1KpxM2bN9mpyOPxMLjR1tYGu93O5gpCoRBarRbxeBypVIobaspxcTqd8Hq9aDabbP5AoAg17AS+kJZFIpFwgU0iYZ1Oh0ajgUOHDqFSqXATQTlcZI1dqVR4kk6ZH+SimEwmEY/H+dkMDw9DLpdjZmaGayWiAN6tRc0m2daSm1c+n+c7j1gklUoFJpMJnZ2dXDATrZeAW9JCarVanDx5EvF4HHt7e3w3kFsiNTbU9BPQWC6XmZVBFDTSApJWjv4Ml8vFjXMul0N3dzdrvhqNBjeWqVSKqWtUQ6V/mu9BdESHw8ETmXw+j97eXqZ20uSb6GC1Wo0pWOVyGVarFRKJBJFIBPF4nPcBmS4RPY/yL1ZXVxlQjUajLIwn0JEYP3SuEd2aYiqIWk33Lv0dCAQiSrnf78fi4iKCwSCKxSLfu1Q7N5tNPjdKpRLTSn/W9b6aDYvFwtw4rVYLg8EAg8HARVsqleJRa0dHB9M7SIxMzhB06anVag4boUaGikISrMRiMZRKJbaSJYRCKpUinU4z/YgOEyo6DQYDcyCJUkOuMb29vahUKnwIkjiQ7HWJ655KpTA3Nwej0cjuQeTURCM4cjGhFyufz2NnZweVSoUbAxJ5k2AJuNMR7+3tsTtSvV5nxJZE2U6nk5E7Gs8SIk8iHY1Gw4E0wJ0pDyHL8Xic3TsqlQquX7/OugeywqTRHbluke0aXcqUnWI0GrG7u8uHNQAe896tRa5nNpuNpwMajQZ2ux0ajQYymYwLgkKhgHQ6zZQm+i5o2qTRaBCLxZBKpbC1tcVGAfF4HCaTicVQ5IJGTVlbWxvvg1gsxkLKvr4+thCm6R3pcYRCIba2trC1tcWIwNLSErsX0fiTxuRarZYRjHA4zMJdsqaMxWLszvLuy5A4z9Sgki89ABbUEzd0fX2dpz46nY7NDAKBAGe4EA0oHo/D6/VCKBSyg4/X62VhMYUodnV1QaFQMJpFmhqbzQaBQIDd3V22oabJZyqVQiKRAAC+hEmbQKi9SqXC5OQkB84JhUJuWu72Iv2C0WhkgTXZ9tK7TjQ0KlgDgQDvW2pMyTSCjB+IgikQCLC2toadnR0sLS1xeBjptLq7u6HX63l6TLbjzWaTC0HK71EoFJxlIRQK2Rqa9j8JsCORCFNT3k2zcrvdTBchu9yhoSFGwXU6HZxOJ2w2G+9zpVIJg8HADkIGgwFDQ0PsGCOVSvmMoTOe9B4UDimXy+FyuXDq1Cl+h0lnQpMkpVLJFzk12yqVClNTUwwayWQyRCIRBINBpv8SVYeEt5VKhUPY6FwrlUr860TdovOFjAEoR+puLxK4E8KdTqfZ3WtnZwerq6uo1+vQ6/Vs003hiTRh29vbw+DgIIM1ZGFMAJlGo4FGo8HU1BS7XFGRRrTbjo4ONocgBFalUiGTyeD27ds8RScnNKvVyrQ+4E7TROJtKozIAISKUdIOEfK8ubmJ4eFhaLVaaLVaGI1GBlSUSiXrO0jbU6vVEIvFOI+FaH0kziW6ItGTaR+8W2dFE9VkMskgTjqdhlQq5UyQUqmEXC6HUCjE0/dz585hYWEBoVCIWQfDw8OseSJghibtIpGIJy3E4iDqDjV3dHeRFXYqlbrrblS7u7vsrkdmMnK5HIVCgWmiAGC1WtHf3w+5XA6v18uUHbvdDoPBwIUx0ZFisRhPbOm5kkkQGTwAYJCGwAMCSYlhQN8v1UPk3vjwww/znUQ0Q6PRyBpVovbRPUn5aUS383q92NjYwNbWFtchBMxQKCoZDng8HjabofqU3h+iBqZSKTZDoIaApsiUHRSPx/ndIMpeKBTi+4GoZwT07e7uwmQy8Zmt1+vZRpmeBU2LxGIxgsEgcrkc062IKSQUCvldUSgUTFcmyjeZ2JD9/M+63lezoVAo4HQ6EQwGYbfbYTKZ+OAjv32bzcadeTqdZr4ljRpJqBUIBPggIVcgohwRvYVSUAmtT6VSCIfDjEDl83mmHKjVasRiMSwsLMBoNOL48eOcDi6RSNDZ2clhg7VajW08U6kUfD4fADCPnS4bStFeXl6G1+tljUWxWGT/cnKEosun1WpxR0nOSGq1GiaTiQ8V4r0Xi0Wm79B0IRQK8RSEitparYbd3V0+uKPRKAv9VCoVd7nj4+Po6+tjZEqlUiESifDYloo3KnipOC+VSszRpe+ZkJNmswm5XM4jPJowDQ8P3/XL1mazcUZBKpViXigVbM1mk6dGJGImRKzVajESQ0jn1tYWHwqpVAodHR3Y29vj3Bc6SEqlEtI/9Z2mJoA0RMS3pQNlc3OTXawkEgkHnu3s7LCndVtb2/8y6dJoNFxEabVa9sWm7wQA/H4/CxNpquVyudhEgZC6VCrFBSohsdRU06SDLjcCCorFIk+NhEIhbDYbU2bIM56KE3Ia6uvrg9lsZkBAJBKx0xv9fVOpFE6cOIHd3V02mKBDjMShALg5o31I+5OoXmTXSsg2UYbu9qpWq9jc3OQilBKE3900kB6FilSih1AafHt7O0/UCoUCX0gA+PJeXFxEPp+HRqPhokyr1b5HVEuoHE0tlUolzGYz+/KnUikuvKkAMxqNcLlccLvdXCxQE0cTkp2dHQ7BIm5xW1sbj/5J30F0FQKMaE+TGUUgEGC9B53jdGaJRCL4/X7U63WoVCqkUilG6wmoITclKgZomtve3o62tjYGqdRqNRQKBev/5HI5bDYb6vU6+vr62A5So9Fgd3cXq6ur/HclbQDRC0qlEgKBADKZDNOoSKhLFzi511AjfzcX3WG7u7solUrs1khNKQCeWGYyGaTTaYTDYSSTSWi1WuTzeaaIlstlzsKi4gm4U1CWy2We/uzt7bHBCTlItrW1sVukSCRiK8zu7m7odDpG/ilokfRrVDzT2U1CdKoNyuUyyuUy3zWka6LPQc5U5DRFiHFPTw//e2InWCwWzgCi+xIAuw+6XC52vVpaWkIsFmPHIwKEotEovF4v233q9Xq+b8nWlKg5AoGA7V1XV1cZwSYLYiqCiW5N00Uy6yAjEppS1ut1DjEG7pjDBINBLCwssLsffed3a1FYIU2dSatYKBR4CkFT10qlwmAnucoRE4am7Mlkkpt6mpCSNpJCEOl+JYr73t4e07fK5TJPZJPJJLtNaTQaXL58mSerhUIBS0tL7KhWLpexsbHBpgJEHRIIBADAluUEMNA9t7y8jFQqhUqlgv7+fk44p/ri8OHDzBAhpopKpeKzi+oHOq8HBgYglUqZxUAW+t3d3Thw4AB0Oh26u7uZ/k7RDpR/Q7okcoOj93N1dZVB1+7ubm7YaL/SHVEul9+TZUWSgng8zrRCuVzOtUNfXx+b5byblfSzrPd1WtKFQBaFxEsk5ykS0FHhE4lEsL6+jsXFRbzyyitwOBx47LHHOKK9p6cHRqORHQPIV5guJRoFi8Vi1jsoFAqeVADgERLpDiiUTCKRwO12s32aTqdDJpOB2WxmxwA6XOmBmkwmFqSTcIlQYLFYDKVSiUgk8p6fQ0iZUqlENBpl8eDq6iry+TxbhBG1gDiaVDTY7XZ4vV60t7dz80b8xEwmw8UIFQeUIaL7aZIw0cRUKhWPi1dXVzn4LZlMvsceUqfTYW9vD1arFclkklFiKu6q1SrrBQiVUKlUSKfTOHz4MBeKJKK6m4vQbJFIxKjE8vLye6gpFMD3zjvv/C9uMRaLBf/+3/97SKVSlMtl9PX1IZ/PY2hoCD6fD0KhkIsIukQBsNUp2RsSp7PZbLLLxd7eHiKRCIRCIRKJBIrFIvPvg8Eg2tvbuWEm5JamGFSMUcNKSFi9Xkd3dzc8Hg9rVDKZDKcHk+NaqVRCOBxmFyBqzgn1pjExJXAXi0U4nU6e4hF9y2azwWw2s12yUCjk5oHCOSlxlXjWNC0hQS3pAWgCQ3ksQqEQQ0NDKJfLHJBFHHpqdoh7X6/X+Tslyg1Nd+RyOTecZL95N5fD4cCFCxcwOTkJl8vFgEG9XmeOMFGWVldXOUsgl8vhU5/6FD760Y8iHA7j4MGDSCQSeO211zA3N4dyuYzu7m489thj/JwInSW6z7spUSKRiAEAcscaHh7md57sPkUiEfb29tihiM61ZrOJmzdvolKpMB2IEN9wOIxyucyUS/q7kLCa3LBI51ar1dBoNBi0IZSceO500RJw4nQ6Ua1WWRtx6tQpvPLKK6hUKtw4VyoVRsHJ5ptMA3Q/zV8BwA2u7qeOeuRqJZFIsL29jfHxcQ4Hu++++3DhwgU2VzCbzUxRiUajjBibzWaYzWa2qfT7/UwdMJlMaG9vx/nz5zEwMHCXd9//geyGQiGmW0ilUp7gOxwObkbI0vzmzZt45ZVXUCqV8NBDD8HhcPCe+fGPf/y/UGJdLheeeOIJJBIJdm5Uq9VMe8pms6wdoqmB0Wjkc4zOuba2Nubq00SV7hutVsuTKSpyaKIBgFF/QlUpnf727dvsFkZazP7+fhZ0Dw0N8f4jrjkhypTH4vF4uHGkRo0Ce4kOZTQaEY/HodPpeIqcTqdhs9kgk8mYglIoFJjqSZ+d7OGpDllbW+N8CmreqUGne8VisfD9RhTSUCjEmgLSgnq9XpjNZtTrdf5+7uaiJsDn80EulzMFdGVlhZt6ArcuX76M5eVlBoV7enpw8OBBrK+vw2q1ckP7wx/+EJcuXUKj0UBHRwfuv/9+plsR+EcgGE2qSGNVLBbR0dGBI0eOsNELgQfFYhFTU1PIZDK4cuUKKpUKN8mFQgE3b97k85DYK81mk11FyRUqn89zRtLa2hri8TgX2tFolMF3ciKj74uaqHw+z5RThULB755EIsHY2Bjb8LpcLty4cYP1RDQJpgaKsoOIekr3J03RqQaiX6e/287ODof87e7uMnioVCqhVCqh0WiY0kXPnSYgNN2j/5bMFAjIpGnwz7LeV7NBXN/e3l7Mzs7C7XbDZrOxsGlnZ+c9OQdra2u4du0aPvrRj7KN7Ne+9jUYjUYe73Z0dLDQMf3TJEYScgkEAnR1dcHv96PZbMJqtbKYd29vjxEwstAcHByE2WxmPimJX2dnZxnZI34/AG5YaBRFRTyhdl1dXVCpVFhdXYXD4eDxFyGE6+vrnHxLVr3ExUulUowwEfJIyAh9ZpPJhKNHj+Lb3/42lEolwuEwB88BdwQ6ZItJVCnagKlUCqFQCG1tbewNHYvFmM9Mm49s96jAczgc8Hq9qFaryOVy6OzsZNoKocrpnyammkwmHrnRiLmzs5Mt5kjYe7cWZWHs7e2hXq9jd3eXeY40giYUjURdv/qrv8oaFhpfd3V18T5ZXl5Go9FgxxSyZSbrQXoGkUiEiyv6tVqtxsVYOp1mi0kaGbdaLfT19XEKvFQqZZEVCdyoufD7/dje3mZxLwl9DQYDh05qNBp2j2pvb0cgEOCmdWBgAEqlEnNzcxgZGeFDl5LIKeOCqEvkciYWi9m6kJw/qFmy2+2IRqMcxkaOQWKxGPF4nLVCer0enZ2dLBp9N82nUqlwSmp/fz/efvttbhSInqDX62EwGGAymSAQCFCtVjm3h5AmoobQ+Fkmk/2LFHskYKcGLxaLcfFcrVbZAYiKX6fTiePHj+MrX/kKotEoPB4Pi45/8pOf4Pr16/jsZz+LZrOJd955B1//+tfxx3/8x0xZJH4y6T0ymQyL/mOxGOx2O1PhaFpA2TGtVguTk5P45je/iaGhIWxubqKrq4snQhRsp1QqYbVa0dHRwXoggUDA/56yTyQSCaLRKCPEZrMZOzs7cLvdcDqduHr1Kg4cOIC2tjb2n393Qi3lFVGhQcGPhEbT/qPJmEKhYIGiRqNBOp1mCgOBDnQu5XI5povSnx2NRpHJZKDT6eByudg1DQDrsxYXF9n5jygb7e3tXBRQY0IaHbK8tFqtd90JCPg/2AWtVou/Z6Kv0HdJ5zJN14eGhtDf34/XXnsNpVIJKysrnB5MWRqf+9znIBAI8NZbb+G+++5j2imJbu12O/x+PxYWFtBsNhlAoABSyiopFovY2NjAxMQEU63r9TpGR0cZlKRzmqiEdJaSo065XIbX62VzDjq3jEYjNxvkMhQOhzmniiiNQqGQAQrafwREkquU3+/HxsYGYrEYXC4XF4tLS0uso6M7RSwWMxshHA4jkUiwTjMajSKXyzF9ihoOsoometb29vZ7kqFv377N7lkEWFKGk1gshs1m40KOnitpXOl83d3dZcrr3Vp0b5HWhATJEokEOzs7POUg6+KDBw/C6XRCo9Hgtddew0svvYTTp08DAOeNeTwefOhDH4LRaMQPfvADvPXWW5iZmeHwXovFwpM60pJFo1GeDhCiT9lpZAJgs9l4+knfDYVSU1NJuUUEYr+bupVOpxGPx6FSqdBoNDAzM8PicJrMkI620WigUCjg3LlzaGtrew+tns5smoBRwDJNepRKJet+TCYThEIh5ufnWS8mk8kgEAgwODiIra0tnkbS+UmBsQS6SyQStkiWyWRsLEPhnaQtrNVq6Ojo4OdBZkU0YaTICQJ2isUidDodu4m9+eab7yvY+X3RqEQiERwOB/O7hoaG2OXIarXyyJuKhGvXrmF6ehpDQ0MYHR3F8ePHIZFIcO3aNbYwJG6iSCTC4cOHkU6nUSgUOHGTxLs0LaFuluzrKpUK89rp8Kc0xOvXr3MXSl9YNptFf38/BgcH+SVRKBSYn5/Ha6+9hmAwiI2NDWxsbDBfmDricrmMbDbLXGQSmNMYigolcq8gy0Ga9iwtLfH0Jp1OszPH9PQ0dnd3cfnyZaYmGY1G9nbW/dTqjS4Hk8nEjktEy0qlUvzParWarXhJVN/R0YFkMskC4Fu3bjFvlTinZMM2PDzMOQck5JLL5UgkEvD5fIhGo8zPv5uLkB5CSan5olyXQqHAFB+ib5BlYFtbG4xGIxf7arUay8vLsFqtnA5OnM5IJIKLFy+ynsZqtfK4OJFIYH19nW1biXtOSAIJyUicSVQOoqTMzMzA6XRy00n8S2rSpVIpvF4vZxQQN5aQxOHhYf57qlQqHgET/YDohCR6pHTw7u5ubrLILQUAO+0YjUaYzWZEo1EWoVLYVkdHBzeY29vb3PzSzzYYDOjq6sLAwADbRtJhRQ0KJbMSFYp4ujKZDHa7HW63GxqNhkOfqtUqFxmbm5uIx+M4cOAA7HY7RkdHAeCuu6EBdzI0KGMHAOsYSLdALm9U6D/wwANc4JKbTqlUwvz8PObn5zE2NgaXy4WBgQGcOnUK2WwWCwsL7FJCui65XI7Ozk6+bHt6etDZ2cm0GAoR3NnZYT4zudgRgGG32/kCMpvNOHDgAA4dOoTOzk6mYxI6TWLdYrHIoaxEB6DGdWRkBOFwGPF4HNVqFT09PRgYGGBKAXGjSXdG2hYKcrNYLAgEAnjttdcYMTeZTKjX6+wwZLPZUKlUsLS0xG6GVACT4wqFWhKdlTRTdrudXcDINpKadpoWkVMfoclEe6zVaqjX68xnJq1IPB7nooqCBu/mojslm82y3s5iscBms8HlcmFvbw8AeKJANMaPfexjAIC+vj4YDAZuILPZLNOg5XI5xsfH0Wg0IJVKmSZMuh6hUIi+vj7OFaA7jmyXE4kEg1GUgbC8vMz3OgAGBpPJJKLRKBvGDA4OYnp6mm1JqTGZm5tjGhNNYkknIZfL0dXVxdRiysEiEHFvbw9tbW2Qy+VMw/N4PBCLxazjGxkZYQcjogeSfo50HkTRoWZWqVSyvffQ0BB6enrQ0dGB3t5eiEQiBAIBSKVSNjERCATcFJDjoN/v5+BA0qkRW4DOT9LOED+eJiJk10wmL3dzkU6OBNVkOkMNHWk3rFYrfvM3fxNTU1Po6uqCTCbDo48+ikwmA5vNxmnhc3NzOHXqFI4ePYpMJoNPfOIT8Pv9uHr1Kudh0B1PegdqMqmBqNfrOH/+PLa3txEKhTAyMoLJyUns7u7i/PnzbJdMjS4FO1LSONG6isUiu9ARZZDc2FqtFjY3N3mqNzw8jI2NDYRCIZ7qhcNh3jfUgJjNZrjdbsjlcgSDQezt7aGzsxMajeY9mqbBwUEWpRPVlmoBypsTCoXo7u7mP+vdDIJMJsPGHSR+pyBNnU6H9fV1ZDIZ2O12Tiff3NxEoVDAzs4Ogzb0nKlhJG0S1el2ux39/f04ePAgByD/rOt9TTaISrG5uYn7778foVAI+XyeL0a5XI5sNssc452dHRw5coS7XNJ0LC8vw2azsZKfBCekFaBsCuK+0+VVrVbZWo46/2q1yq5YoVAIJ06cAHCHL0iiqqGhIU5Zpc50b2+PR7oU6kMjJXK+oY2r1WrZL5tQbPrvPR4Po+blcplH2UKhkAtgAJwN8M4772Bqagrd3d3o7u5GKBRCvV7H8PAwkskkdnd30dHRwU2LwWBAo9HA5OTkewK3pqamsLe3h1qtBp1Oh+3tbTQaDQwMDGBlZQVbW1ssrOzt7YVOp8OVK1eY4jE9PY1wOAy5XI62tjbs7OxAq9Wis7OTkVvil6pUKs4coVGdSCR6TxDX3VjvDnACwELXWq3GwkeiqFHa5x//8R9DJBJheHgYR48eZaoQhUR1dXXh+vXrGB0dRSwWw+rqKsxmMzuqkCjM5XLh5MmTEIlE2N7exs7ODlvMET2FGjty3tjZ2YFOp2PXl93dXW58CoUCtFottra2+DIymUyMiNHo2ev1wmKxMHJ+48YNPPLII3jnnXfQ09ODWCyGXC6HxcVFPP7442g0Gky/Ix4oBQQRFYaoGLVaDQcPHkS1WmXR39DQEAKBAE8GDx48yNMHEg+/2yVtdHSUXYTy+Tx2d3c5u+bkyZN8IBLCSf7jZGlKuhra+zSVo+kgUUZkMhmuX7/O9oEqlep9HXT/nGtvb4+/x7a2Nly7dg0ikYinO3NzcwiHw2xpSwCCUqnkyxi4o02jPAI6z/r7+7G1tQW73c62nRSyWC6XGXnLZDJML+js7IRAIIBer2dk6uTJk5ifn4fup/kkSqWSs46IlkcOc4VCAdVqFaFQiKcW5HJCv67VatkqmxzdCoUCI9IymQz33nsv5ubm2M60Xq/D6XTCbDazpoBsoakgpfvEarVCIBAwqNLb28t7UKPRwGg0wmaz4fbt21wsEwhC/HmLxQKxWIze3l7Mzc1x2KDP58Pf/M3fvAdEIRSTCgtyPqQGlig/hIBub29jd3eXz0eNRoMrV67c9b137do1nDx5EhcvXmSNoUqlQqFQQDQa5YDEeDyOSCTCuQZk00t7r16vI5lMolqtwuPx4O/+7u+gUCjQ1dWFe++9l3UyADjVnahBZI+5ubnJ9qY2mw2Dg4NcBJLwudVqIZlM4urVq7BYLBgdHWXwgcIYk8kk63uq1SrsdjuOHj0Kp9PJtOBqtYrOzk7WadAUkWiEJMAOBoNs/AGArY9TqRSjzxcuXMADDzzAgOGrr76Ke+65B7FYDFarFX6/HzMzM5idnUU0GmX7U8pH6u7uRqFQYICO3MHEYjE7YlHC+7Fjx+DxeJBMJlnDF4lE0NHRwYJ8shB2OBxMmyQ3K3KpIv2JSqVCPB5Hd3c35ubm7rpujRotAExxHRgY4OaHpgjkWEgBncRkAcDOSESNp8mhy+VibUAkEsGRI0dQr9cRjUY53yEQCDC41tnZySnXa2triMViWFlZYQtxpVKJhx56CLlcjsMByUyIAirJvIOaPAJHaO+Uy2X09vbihRdewKFDhzA/P8+5KSaTCUtLSwgEAmz+8W6KMQUTEi2JwAqZTMZsA+AOYDU5OYl6vc7n/cGDB9lamcxwLl++zAG7dCe+2ylyZWWFXV63trYwMTGB1dVVnggTRYzeMdJoDg4Ocq0AgDVR6Z8GzWq1Wm7sSNPs8Xjw0EMP4caNGz/z3nlfk42ZmRlkMhn09/fD4/FwB04j99XVVY4+J+qTRqPB8PAw0j9NYKXApN7eXvzSL/0SWq0We0xThgShV+RPTS9oIBBgMWqhUGCrOLpkqFusVqtwu9148MEHkclksLm5CbVajaeffhpWq5UV9PTZyRatv78fJpOJUbmjR4+y8ImKib6+Pvzar/0aarUaC9WpISIXgWg0ynSKjo4O5ntSg0PjuW984xuo1Wp466238KMf/QiVSoU9+NPpNI4ePYrx8XHWZNDFTm4V5EBDnMB0Oo2f/OQnCIVCMJvN3Ai+8847eO2112C1WpFOp3Ht2jV0dXXB6XQyzYU2FU1gfD4fi40ocIxGwMFgkA+Xu7nMZjMH5FEi8tzcHGKxGNOVCB3t7e3FJz/5SfzSL/0SHn/8cUQiETz77LPY29vDa6+9xuikz+fDkSNHEI1GodPp0NPTg8HBQfT19WF6epoDdZaWlhjZIOpTIBDA1tYW5HI5RkZG4Ha7MTg4yNZ3JEC/fPkyBAIB3G43Ll26xIeT2WzGY489hrGxMQ4RIm0Dia/J935jY4O1KpSKDoB1OjabDevr60gkEmxXR0nB1ICQkJYcO4aGhlCv17l5mp2d5Z9J+zAUCjF33Wq1QqfTYXNzE6FQiF0y1tfXGVEfHh5GKpXC5OQkC2h9Ph/zrcmViWyrh4aGEI/HWd9EzbTBYGAE/sSJE+wF/uqrr0IsFmNsbAwHDx68q/sPAIsVyaufkF2adLhcLjgcDs46IH48AC5UKIgPAH/XdL4QkkmJ6e/WPFB4aVdXF4cCUpZMX18fMpkMAzahUIhTlSORCNrb29kkgHRf1AhR0OC7HcbI/S4ajWJoaIjH/FtbWxgaGsI777yDTCaDqakpdHR0sGB1b28P29vbmJ2dZatVyjZ6N6Idi8XQ3t6Oj33sY5zUK5VKOXuhp6eHefXFYpGdh8hZhZDftrY2NgshFy4KC9vb20P6p3kO09PTaG9vx+DgIORyOSqVChYXF1k3NzExgZ6eHjidTm7CMpkMo6qUywTcQXUvXbrEl/PdXj/84Q9Rr9dx48YNXLlyBaurq7hw4QJPpIiOYzKZOOSPGvNYLIZwOMwUp97eXrjdbvzRH/0R8+m/+tWvIhwOo7e3l4uVd1OUms0mNxU0AaHpk0ajQU9PDxKJBObm5ngaPTg4iKGhIWi1Wv41Ahoo7T0ajfLkVK/XY2NjA9euXQMAzssijWKtVsPi4iJOnDjBmhuiKREFkyYkiUSCDWdoUvv222+zMQEVYaVSCYcOHYLD4cDbb7+N7u5udHR0IJ1OM42TmA6ZTAZLS0scyEnaKJrIqFQq1sSMj4/zpIPQf6pz6HlQZgKd1TSpJjoONR8kniYbf0pDv1vLbrdjbm6OmQMEkgJ3nDBJbweAc29I2/PCCy/AbrfjgQceYABMLBaz3oIYC2q1mulHpMV9t47AYrEwM4Bo0D09PXA4HPj0pz+NfD6PjY0NDA0NIZFIsLsesWkUCgW/z0SBo6L93e5RfX19SCQSWFxcxOHDhzmMkSz0Y7EYMyd2d3fZXaq9vZ2jCkjHS9TryclJBk8ymQxrwRYXFyEQCCAWi1mrRpT20dFRZDIZDAwMwOl0QqVSYWRkBIODg+wUSlQws9nMerpz585BKpXy+0J0s0wmw/fB3Nwc/H4/GyQ0GnfCey0WC7q6ujA1NQWFQgGfz8eBrTKZDE6nE7du3Xpfwbrva7KxuLjI9A2/38+cdjqExsfHeRRfKpUA3OkOl5eXmUpC1pg3btyAw+FAtVrlMerW1hYuX76Mhx9+GJubm5iZmYHH4+GAKdImUAeazWbhdDoxNDSEv/7rv2akOp/P49KlS3jwwQfx3e9+FwcOHEClUsG5c+eYunHvvfcyyksBZ+8OrZJIJDhw4AAuX74Mu92O48ePcwDb1tYWh+x5vV709PRgfn4e7e3tWF5eZscmGvXH43Eep9GmmJubQ29vL5LJJNRqNQ4ePAixWIz5+XnmT/t8Pp4SkcMDieiKxSK2trbYf56oXuQFTra/er0e2WwWTz31FGZnZzE7O4upqSmsrKzggQceYHcPctGgF4AKIip25XI5I/SHDx9GMpl8TwLs3ViNRoPdD2w2G3uhr6+v8/SCDq3u7m5OSHe73ejq6sKf/umfol6vo6enhzm0ALCwsIBjx45haGgI8/PzWFhYgM/nw+XLlxEOh9lSkYopoiqtrKxwzopGo4HH48Hk5CRkMhlef/11TE9Pw+fzoauriwX/Y2NjPPJ0uVzsclIqlbiRVigUuH79Ok6ePAm32w2fz8eUqHg8DuDOlPGb3/wmjh49ygf3jRs34Ha7WbwIANvb26jX6+jo6IDFYsH3v/99RrcJNSINh1QqhdFoxMsvv4zh4WHU63VukA8ePAifz4f19XX09fWxEJ5Sp4mXTM4aAoGA7VIPHjyIpaUlPPbYY3jhhRdYcEchnW63GwDY8Yf0MWq1GumfJqES6p/L5dDV1YVCoYDbt2/f1f0HgPfcpUuX2AKcNBXFYhGXL1+GRqNBd3c3Ay80+RWLxTw12traAnBHN0EuNRKJhMOtKAiR6B4SiQTBYJBdg4gWQO+jx+PB22+/jZGREaYXWq3W9yBq5MQ2PT2Nixcvoquri5HxwcFB9qmXyWSQyWTo7OzkwEir1crBqGQxSzq1ra0tZDIZaDQapnm0t7eju7sbwWAQjcadcMNarcaTmImJCczOzqJYLMLj8fAkhVBlStwlDjLZYRLSTALafD7PDZZSqcTs7Cy7GZF9LVEHDx8+jOeeew4ymQwjIyOsGSKEWiKRIJlMsh3m8vIyn9cOhwNzc3M4evQoSqUS9vb22Obzbi6aBnZ3d+PSpUt46qmnmOqaz+d5Op9IJBgFJYoo7bcPfehDbDbQ19eHJ554Aqurq5ienoZYLMaPfvQjph997GMfw8svv4x0Os0/l+zGaeKby+WgUCjQ29uL69evcyM+ODiI9vZ2FoOTg1Cr1cLBgwchk8k4mZysPJVKJRffBE6qVCp4PB4Eg0FIpVI8//zzDIj80R/9ET74wQ/itddeg1qtxrFjxzhVneg2RGsl0W4ymUR7ezva29sxOzvLDWhHRweWlpbgdrtZeDw8PIybN2/yXqcJP4ljydCCqKg3btxg4XM+n0elUsHy8jJMJhNPqQnYGhwc5HO4v78fzWaTjRxIq0LaiFu3bvFd3d3djb/927/Fo48+etcb3tXVVRw7doyp4RcvXkRHRwdThqmeIi0lUZTOnj0Lj8eD++67j2nv5Hb55ptvckO2vr7OjeitW7fQ398Ps9nMgCi5MRH9p7e3lxH/UqkEv9/PxTmBKZFIBFNTU0yVIyZLLpeD0Whkm/tSqYTh4WGOPYhEIqzVjcViuHbtGk6dOoW+vj6EQiFUKhXY7Xasra1ha2uL6WIUAE3U6Uwmg3A4zFa/pMc0m80YGBhAoVBAT08Pbt68yW5RKysrXCs/99xzCAaDeOSRR1CtVllPSXUr1djVahWNxp2AVfqzSVNIDoputxvXrl3DwMAANyuhUIiphpR9QmwNn8/HUyej0cihgwQGvh/7+fc12fB4PDh58iR3r/V6/T3j50qlglgsxiiWUCjEzZs3sbOzg729PWSzWaaH/OIv/iK+/e1vs+h2aWkJOp2O8yDGx8cRDAbfE97UarXg9/uxsrKCRqPBAkaiXMnlcly7dg0KhQKbm5uQyWT4wAc+gO3tbVQqFYyOjuLgwYM4fvw4C8yJW05cYroYlUolLl++jPHxcUSjUfzZn/0Z3n77bZw7dw5msxkKhQKrq6vo7+9npJkoK2RfGY1G4ff7ubMGwOM14I6zzebmJqanp3Hs2DFGR8gZo9VqcaL66uoqlpaWEAwG4ff7Ybfbcf/997OIstFocLIxiXNPnDgBgUCAvr4+fPGLX8SLL77IoUUqlQovvfQSo0w0XSL70UOHDrF1HyH6lCFSKpXwj//4j+9n6/yzrO9973uMhBMVJJVKce4EWd+SwPrEiRPo7u5m+o/FYsHq6iparRYjViS+8/l8mJubw8LCAgQCAT8LojdFIhG2M6UU6AceeAAnTpzA1tYW5ufn4fF42P1kaGiIJ0R+v5+nQ5QfcfXqVdy6dYsLb7vdju7ubvT09HABSS4aSqUSn/3sZ9HZ2Ynnn3+eMwk++clP8vg3FArh2LFjAIBAIIC1tTVks1kAdxCm27dv4+bNmzy9s9vtKJVKuH37NmfiuN1uvPzyyxgfH8fMzAzcbjeGhoYwPj7OOi2pVIqNjQ3k83kMDg5yo0CHDh2WhUIBKysrsNls8Hg8UKlUuHHjBiYmJjA6OsrPhahrlD5LXvKpVArpdBpOp5MTijc2NpiaGA6HcfTo0bu+B00mE7LZLKamphh11+v1KBQKWF9fh1arxdDQEPPafT4f+5eHw2EO6Tt+/DiAO7QE0rbduHEDsViM7cQpCFGj0cBms7GjGa22tjZ0dHSwm9Cv/uqvIhAIoLe3F5lMBj/60Y+40aCin4ALKn7IeQkAN4/E943FYjh27Bh6enrw5ptvIhAIoKurC8FgEAaDAXa7HUajEb29vVzYUSgcuRI5nU4GLmhyFwgEcOXKFdy4cQM+nw+Tk5M4dOgQh1v6/X6sra1haGiI7wui7RBNhfIRuru72WoSAAef2e12RgWJH06Cb0K8BwYGIJFIMDIywrReyo7S6/UsAo7H49ja2sL4+Diq1Sp++MMfwmq1Ip/P382tB+COY9jW1hYGBgbQ3d2Nl19+GVeuXOHGkyiUdKYT4ERgFTWDYrEYnZ2dcDgc2NrawubmJra3t9ni2ufzYXt7GysrK5iZmYFGo8HW1hbC4TC8Xi92dnZYO0J5JSsrK5wtQ+GliUQCCwsLOH/+PE9jgDvaJ6/Xy7oSMoqJRCIQiUQYGxvj5pMKTnIJJJdIq9WKRx55BLlcDqdOneK8gdXVVVQqFbZSlkgkHIgplUpx+PBhRpNHR0fR3t7OgvPLly/j7bffhsPhwPXr13Hx4kU4HA7OfSHgiVzJ7HY7ZzGQxuyRRx5BIpHAr/7qr/IEjSxOW60Wjh8/DrPZjM3NTVy4cIFtramuymaz2NnZ4e+LxMH0+dfX1zE9Pc1mMHdz+Xw+1otSaC3pIUnfQhoWok+9+eab2Nrawic+8Ql0dHTg8uXLCAaD6OrqYuMfAo5HR0cZlCCtA03sCAAhh7R7770XXV1d/B2SaQM138lkEo8//jj8fj+bU1BOCU0uKX+GajeNRoNQKASv14tAIIDR0VE2OPnIRz4CkUiEH/zgB2g0GnC5XNja2mKghGy8SStHNKr+/n50dHRwRhV9RnKfWl1dRSgUglKpRKvVYhCe6IwajQaf+MQnUK1WYbFY2LXU6XTC7XazfunTn/40U3b9fj/8fj8OHz7MonCFQoFz585hZ2cHwWAQb7/9NmZnZzkSobOzEwA4sZ1c2zQaDfr7+1EulxEIBNDd3Y3Z2Vl22/pZ1/vaqV1dXfiLv/gLxONxjI6OsovU4cOHsbW1xb7PJBh3Op3cVdKYPBAI4OGHH8bs7CyOHj0Kr9fLm8vr9UKpVMJisSCZTLIdmMlk4jRH4oI6nU5MT09DKBRidnb2PWKuarWK3t5e/Kf/9J/w2GOPMfpKPHqZTIb29nb09vYy8kh0rlwux82Gz+fD6uoqxsbGcPLkSQiFQnz0ox+F1+tFMpnEpz71KXzzm9/kHIGpqSncunULANimjUIMJRIJC0szmQyOHDmCUCiE/v5+XLt2DUKhEBcuXGDtB41qCSURi8U8Mero6GAeosViYdTTbDZja2sLp0+fxsWLF7GwsIDl5WW4XC586EMfwqVLl1AqlTA4OIjl5WUMDw+zeEqv17M2plKpYH5+HoFAAMViEaOjo+zR/vGPfxxXr17F5OQkcxvv1iIhbjAYhNvtRjAYxO7uLgdKDg8Po7OzE21tbQgEAtjc3ERnZydGR0cRjUYRj8fR09PDlqkkol5cXEStVkMwGMTIyAjW1tbYkpHCp4hGQkLH7u5uRKNRzjyo1+sYHBzE22+/DaFQyIUiIQt0yMzNzTHaR40hce9J2+R2u6FUKvH973+fJxvXrl2DxWLBhz70IT405ufn8dnPfhY3btyAUCjE1atX+aInd7J0Og2dTgetVsuNL6HcbrcbTz31FBd0b731FqxWKz72sY/hD//wD/Hoo49CIpFgbm6OLXpJ5Fev19kBRyKRYGtrC41GAysrK2zJ2dfXh6WlJayvr+Ohhx6C2+3GzZs34XQ6UavVWIh+5MgRrKyswO/3s6BSp9Oxn3sqlcKtW7fYwrmjowMej4enA3dzpdNpLC4uwul04tFHH+XiicSbWq0W6+vraDabbI1IBQGlt5KvPrl8ffazn8U//MM/oLu7m9NoV1dXWQc0MjKCYDDIwv70TzNfyAZ3Z2cHU1NT8Pl8ePLJJ5mjG4lE8M4773BjnP5pCCq5pXR1dbE1OJ0BlDZLlzslSZ86dQptbW2Ix+PQaDS4dOkSuzItLCzg6NGjqNVquHTpEtxuN/r6+pimoNFo3iOOJzpDe3s7JiYmEAqF2JaRJsJdXV1MzyCHnmw2C7PZzNRGErvfvn0btVoNk5OTiMViOHz4MH74wx9ic3OTv6fLly/j+eefR39/P6LRKO655x58+9vfZqEnFYJqtZqbpmg0irW1NcjlcqysrDAf++DBg0ynvNsrl8thcnKScwdIVGq326HX6+H3++F0OmGxWDh3J5fLIRAIAAAneft8Pi7GV1dX8elPfxpzc3N8z5bLZVy4cAHHjh3D9vY2AODIkSOsDbHb7ZzntL29DbFYjHw+zxS/Bx54gJ2+yKlqdnaWn1u9XsfKygoOHz6MWq2GpaUlpuwGAgEGGHU/tawne3gK4CXx+fT0NEZHR5meR8GPyWQSlUqFqUrNZhMCgYAFwUePHkW9XmfjBGIUHDt2jC2WKU8pFovB7/djcnISly9fZkc+KrYCgQA2Njag1+vhdrsxPz8Po9GIv/zLv0RnZydu3LiB69evo6urC//wD/+AD37wg7hy5QpUKhUef/xxxGIxNh/Z3d1l+s+tW7fQ0dEBg8HA4uVgMMjAZaFQuOu6NbPZzO+2z+djd1A688jliMKHL1y4AJ/Ph0cffZR/H+mvqFAnl9FQKMTnkd1uh8Vi4ft0dHSU6UHk5kh2xsFgkLVAALC0tMQam7feegunTp3C/Pw8DAYDlEollpaWcPLkSdhsNg6VJaMdn8/HE1SBQIDLly/DarViZ2cHLpcLzWYT9957L9bW1riGTKfTsNvtaDabbFU/PT2NaDTKRkfkuBYOhzE2NoalpSV4vV4cPXoUYrEYN27cwMzMDOr1OuLxOB566CFcv36dtcoGgwFWqxV7e3vY3d1FLBZjoItcUr/1rW9hfn4eJ0+ehMFgwK1bt6BSqXDixAl87Wtfg06nw7FjxxAMBjE4OIi5uTmYzWa4XC6ephcKBZhMJqbzKhQKttNvb29HuVzm+iaVSjHT4mdZ76vZEIlEjJYLhULcuHED0WiUGwyn04krV67g6tWr6OzsxPT0NF588UXY7XZMT0/jO9/5DqrVKkZGRtgZoru7mxFmGlteunQJV69exejoKBfdVECR+0QwGES5XMaVK1egUCgwMTGBzs5OvPPOOzwmO3XqFLa3tzExMYF33nmHi7j5+XluLMgXn8RdJFLV6/UYHh5+D/pMh3Y0GsWRI0ewsLCAW7duobu7G9PT02zTVigUEAwGEYlE0N3djb6+PmxsbLBtn8fjgcPhgFarxfz8PNOqKKzNZrNhfn7+zhckFnPBSc2J0+nE2toaZ2ckk0n09vayQC+dTjMtgDQq5O5y7733YmFhAZVKBR6PB6dPn8bVq1fZa/oHP/gBVlZW4Ha7odfrodPpYLVa0dPTw44I9913H5aWllh0eLfW4OAgj1O9Xi939WRXS3QOlUqFS5cuoaenhy2Ff/SjH0EoFMJiseDw4cOQSqWM9v7Gb/wG/vEf/5EnGq1WixtmlUrFepmVlRUegZIrDfGDSdD64IMP4h//8R+ZhnT69Gmsr69DIpHg29/+Nguyc7kcxsbGWNyuUCg4LMxiseCxxx6DWq1mZ7MTJ07A4/Fgb28PN2/ehEAgwPj4OC5cuIByuYyVlRUOAhwZGWG0iDQG5GK2sbHBU7GdnR14PB5cv36d0boHHngAX/nKV3D69GmeGJEb2n333YednR0W25HNJjVmhGRbLBbWDVGKLOUmiEQi/OhHP8LY2BiSySSGhoZw/vx5DmejbA/yWE+lUshkMjh58iQikQisViuCwSC2t7fvuvUycIdG9W/+zb9BNpvF2toaa23IRWt2dhYjIyOM9sfjcUSjUQBgJJcmRY8//ji+//3v4/DhwxCLxThz5gwjtiS0LBaLWFhYgFQqxdbWFuuF4vE43G43e7eLxWL09PRgY2MDXq8XDoeDnc9kMhn++q//Gg8//DC7LRHNoVqtcgpxOBxm0IasRFdXV1mIe+LECaYMkE3x/Pw8AzMnTpzgz0WOgqS1oGJJKpXy/iGefC6XwzPPPIOHH36Yp3+ELI6NjWF2dpbF6svLy1y87uzsMJDU1taGSCSCWq2G+fl5mM1m/OIv/iIA4O/+7u9w5MgRHD16FAsLC7BYLJidneWzjayeU6kU1tbWoFAoMDIyApfLxSYZJHomt0XSEd7tpdfreZJ269YtnD59GqurqwgEApiYmOCGkujJRCU7ePAgvve97zETYXp6Gjs7O/jv//2/45d/+ZfxhS98AaOjo3jzzTeh0WgwMTEBpVLJicjLy8tsuzsyMgKlUomLFy9iZWUF8Xgc9913H3w+H0QiEdrb2/kOfv3112EymeB2u3HPPfeg2WwilUrB7/djfHwcZrMZHo+Hp/3kmNZqtdBsNrG1tYWxsTFO7p6ammI3xO7ubtYFvf7660ypo0wromCSEDwSicBgMLB+kkTGX/3qV9HX18fOd319fXC73XjmmWfw8Y9/HKlUinVF7e3tHDZIEzbK9aAmra+vD0qlErlcDuvr69DpdFheXkYmk8GxY8ewurqKD37wg1hcXMTe3h478ZETJ1naUzjbzMwMrly5gmazib6+PggEAlitVly4cAFjY2N3df9tbm6iWq2y+QRwB3gjcT1RpyqVCv7pn/4Jy8vL+J3f+R1sbW0hGo1idHSU6Vb3338/3njjDXzzm9/E1NQUhoaG8Pbbb7N4eW9vD3a7HZlMBjdv3sTBgwfZwbPVarGGoL29HeFwmG1cKW28WCxCo9FAoVDg/vvvh81mw+LiIvr6+jgrLhQKsTECUdxIr0TCfXLYO3LkCIaHh/E3f/M3+OxnP4ulpSXWsB4/fhxWqxWzs7MMqpAlPNkDT0xMcO2bTqfR09MDhUKB9fV1DA0N8YSfzAaIvkq2vIVCgQOiE4kEVldX4XK5eFpJuR17e3u4//77sb29jeXlZQbYjx07hueffx7Dw8NsIERTD7vdjpWVFQ54jUQiPAGVSqV49tlnYbFYcOLECb6Xurq6MDIygi9/+cs/094RtH4GO4NsNgutVosvfvGL6OrqwuXLl3n0WCqV2CGqo6MDtVqNXTGI+nDmzBlks1nYbDZMTEzgYx/7GBdrFG62sbGB/v5+7O3tcege+YZTSiIV6NlsFrVajcWwZDNqs9m4aPF4POjr68Orr76Kj3zkI/jBD34AqVTKqJTP52PfbcpkoI3g8/kwNjaGK1eucCAbJTg6nU6kUinm+lFoG4mdstks29kRcr22tgaBQIDp6Wlcv36dsxoMBgMjlvfccw+++93vMgpPqdddXV18EZIgT6VScV4CIcrkCEHfl9vthlAoxJtvvgm9Xo/d3V08+eST7NJFlmbDw8PsW0++4NR8jYyMsOey0Whk+kx/fz+uX78OrVaLL3zhC8zX/nkt2n+//uu/DrFYjKtXr/JUzOVysTUtWTim02k8++yz8Pl8HD6pVCrxuc99DuPj46zXKBaL8Hq9aLVaeOaZZ/D1r38dXV1dsNlsWFpaQl9fH5aXl7lgisfjyGazPM0gPQNRCicmJtialwL76PInXUw8HmePfKIfdHV1Qa1Wo1wuw+FwoFQqYXl5GUePHsU3vvENPPXUU1AqlXjxxReRTCZx+PBhxONxznDQarV488034XQ630PDI4EZ0eoAQKPRoK+vDzs7OyzeIwQ+Go3il3/5l5mWQza+dDB3dHQgHA6jp6cHIyMjSKfT8Pv9KBQK2NvbQyAQYFs8MnCYmZnBwsICB4JevnwZjz/+OCNPpJtKpVLMxW21WhAKhYyQESJVr9dx4sQJvPHGG3C5XIhEIvjjP/7jn/v+e/ce/Nu//VtGIWnSSl7tPp8PnZ2dqNfrCIfDCAaD/1u64fDwMB577DEcPXoUzzzzDLa2tlAoFGC1WjEzM4P29na43W4kk0kuxkg0q9frAYDFhOTw8tGPfhRf/OIX4XA4WDi+srLCTk3t7e1wOBysC6JpgcViQWdnJ1t2kuXtysoKJBIJOjs7maMukUhw8OBBbGxsMD2VRJ30OckimlBIMtcgx6CdnR0UCgX09fWxNufAgQPMiacMBZlMhlAohEgkwmju0aNHsbKy8h6rWrFYDLvdzta/5G6zsbGBJ554AleuXIHL5cIPf/hDpvp95jOf4SnG888/j6mpKRiNRqyurqKnp4f52uQ4RgJQpVKJzc1NDA8PY29vD6dOncLjjz9+V/ffpz/9aT4rqGEna+rNzU02SiGBdCaTwRe/+MX/5edNT0/j+PHjePHFF3lPKJVKOJ1O/NZv/RZcLheuX7/O9qu3b9/me4AE0aSpuHjxIg4ePIhgMIhwOIzTp09jc3OTm9/u7m688sorDCbqdDosLCygVCqxVa7H4wEADkwl04XBwUGcPXsWExMTPEUYHx/H+fPnmSL82muvIZlMYnJyEgMDA7h8+TIefPBBaLVa3L59mzVECoWCacDj4+NcFB8/fhxf/vKXcfToUZw/fx46nQ5HjhzBxsYG1Go1Wq0W03Q2NjbYjp/clEgfkkwmMT09zVlCJ06cQD6fx7lz51AoFPBv/+2/xYULF5BIJJiiSqYePp+PtQ+U7UGoO6Wai8Vipv2IRCIMDAzg5Zdfxne+8527dgf/9m//NlqtFruMSSQSeL1exONxfPKTn+SwvUajgd/5nd/53/6sxx9/nBPT5XI5nnvuOY4E6OjowOOPP8536sDAALv1VSoVFAoFPq+i0SgGBgaws7ODpaUlOJ1OGI1GfP/738eJEycYKGs2m2wwMjo6CqlUildeeYVBA7JwJrdAqrXe7apGOTNkCNNqtTA6OsoT1h//+MeM/heLRZ6yptNpdo0iW30KDpVKpXjhhRfQ1dWFTCaDD37wg4jFYhgeHkYoFGL3q1KpxGGSgUCAs6bonpfL5Zw6T+JzsrwdHR3Ft771LVgsFqjVapw4cQL/8A//AKFQCIfDgWg0is9+9rP4+te/zhpNqVSKRx55hKfjdDZeuXIFH/3oR3Hp0iUMDw+z8+dv//Zv/0z77301G//hP/wHdHV1YX5+HjKZDC6XCzabjUXUVByQ8j4YDCIYDMLhcCCdTnNY0M2bNzE9Pc2dIQm4vvWtb2FqagrpdJpFzkTfUSqV0Ov1yOfzHHbX29uL5557DiMjI7Db7RgcHMSXvvQlzMzM8BelVqs5C4OESESvSafTuHXrFkwmE7sZhcNh1Go12Gw2bG9vIxaL4fTp0zzypc/93/7bf8MnP/lJLh5tNhsXdU6nE5lMhi9vvV4Pq9UKl8sFj8eDs2fP4oEHHmAuNXGsVSoVjxez2SwL4t/teDU4OIiOjg4EAgFkMhnUajUsLy8DuIO6Pvnkk9z1k7OF1+vF/Pw8nnzySWg0GsRiMczPz2NkZAQSiQQDAwOc63D06FFUq1UsLS2hWCxic3MTWq0WfX19iEajXEjs7Ozggx/8IH7t137trh10n//851EoFPDggw8iGAxia2sLw8PDjNQKBIL3FKxkQUdWmSqVihFi4A5H/Td/8zdx6dIlqNVqjI6OskZCoVCgWq3CarVymjYV7pT6fv36dRw6dAjRaBQ9PT3s0EIN5smTJyEWixkBn56exgsvvACn04mJiQnU63V4PB6srq5yE2A0GtHV1YV33nkHUqmUhWCkB6EGkQ6cQ4cOAQDOnz/Pkxyi1AHgCRSNawm9qVarOHfuHDo6OrC5uYlPfepTuHr1KmKxGD7ykY9gaWkJL7zwAn7rt36LXX1IkEbuKEajEblcDufOneOMD7lczhk4Ho8HH/7wh/k9p2yOb3zjG5icnEStVuPsDXIcAcDgQTQaxc7ODjKZDCYmJjA+Po6XX34ZH/nIR/DCCy/g0UcfxYc+9KG7Wux96UtfwpUrV3DkyBG2THQ4HGz3SnaGAHjPkQCPwAyVSoUzZ87giSeeYNHj2toai1zNZjOmpqYQDochEomQTCahVCoxPj6OdDrNlJhyuYzDhw+zhTJdwL29vfif//N/4uMf/zicTifeeOMNTExMIBKJ4PDhw7h69SrUajU2NzdRq9UwNDQEgUCA9fV1aDQaDA4Owuv1QiqVwuFwMIXv3YhWKBRimo5cLkdPTw/TsUjYHgwGoVAoYLFYuPEfGRlBIpHAuXPnYLfbIRQKMTIywva8zz//PIsmyaOfULvZ2Vnev5Q2rNfrmWq3u7uLcrnMKbj5fB4CgQAnT57E9vY2Jicn8Sd/8idQKBT48Ic/DIVCAY/Hg5mZGQQCAVy8eBEqlYrFnW1tbVxs09+VpuXxeByxWAx/8Rd/cVf336//+q8zFz0ej2NxcRFjY2NM+Wy1WmwHTGnHZrOZacuRSAQDAwPI5/NwuVy4evUqHA4HF2uLi4v4/Oc/z+eU0+lEoVDAjRs3YDabUS6Xsbq6CoPBgMHBQaYnU+AmTR5JZ+Pz+XDvvffi2rVrUKlU6OnpYc0gaSTJ8IHuzkQiwWYIGo0G7e3t8Hq9OHnyJAfp1mo13L59G6Ojo2z9Tpb4J0+exJtvvsmTBr/fz5kbNBmxWCyYmJjA/Pw8zpw5g+npadaCdHd3Y2dnBz09PfjLv/xL3HPPPTCbzaxrJDMW0mWSfSoBR2Rys7i4iJGREVSrVWxsbOC3fuu3cOnSJQiFQs7kIAtgqnXIfY50pCSWv+eee7C+vg61Wo1EIoGZmRmEQiHYbLa7egf//u//PmZnZ/HhD3+YBdmUw6P7aXgmmYQQhZyon2TkkP5pxphCocD58+fxsY99DC+++CJmZmYYqDYajUx/I60DALb/Jce9eDyOkZERPo/6+/vxwAMP4Ac/+AE7MZLl+y/8wi/gu9/9LiYmJjgsmWi71EjIZDIcPXoUQ0NDCAaDuHz5MkZGRnD9+nWoVCocOHAAMzMzuH37Nl544QUGlskAY25ujsFNk8nEYczkyGU2m7G2tobJyUlcuXKFDRyGh4ehUCjQaDTgdrtx/vx5zvIaGxvDSy+9hEwmg56eHqZtu1wuqFQq+Hw+rlnz+TyWl5fxqU99Ci+++CJ/Bvp93/zmN/l8NZvNWFhYYP2Ny+Xiu4oADcrSGBgYQLPZZCvzw4cP49KlS3j99ddx5syZf/5m40//9E85YEQulzO6vLa2hkOHDiGVSrEjDXE1KRL+/vvvh9/vh9VqZQH1+fPnOR3S7/fj0KFDuHnzJrxeLx555BEOOyERtNfrRTAYZFEaTRLcbjcnctOFQzQYEpb39vbizJkz6O/vx7lz53gkTAh3uVxm27p77rmH8y2o4Ugmk2xh+5nPfAZvvPEGW0nq9XqMjo7i7NmzPBEgSk9PTw975hOHLxqNoqOjAxMTExxYJBaL4ff7MTU1xY2Fz+fD8ePHcenSJRw6dAjd3d0cT0/+y4lEgmkUuVwOHR0d+OEPfwiZTIaenh7YbDYkEgkkEgm4XC4cOXIEpVIJ3/rWt7jAJlGeXC7nA21ychL5fJ5F4dSkDA0N4ejRo3j11VdhNpvxh3/4h3ftoHvyySfx6KOPsuUwhUgdOXIEN27cYFFksVhkrm6tVkMoFILb7YZMJkNvby9mZ2fZy3p2dhbDw8PY3NzkF9NqteLs2bO8/8i+mFB8ogmQs8Tk5CRThK5cuQK1Ws0c+a9//etwOp08xr/vvvs4+4BsKhUKBR9+JDKjdO6RkRHI5XJcv34dAwMDKBaLbD8pFAo514UuVLPZjMnJSUQiEVy/fp35rzabjSkrpFOx2+186dM+EwgEMBqNuHnzJiYnJ6FUKqFUKhGPx1Gv1xnFp3eG3EYoEEylUuHWrVvY3NzEgQMHAIAdvciNxuFwwOfzsYXh7du30dvby2Ndyg1YX19ncTi5gbndbhgMBuRyOVy9ehVf/vKX72qx97WvfQ31eh2rq6s8bt/c3IRer0dXVxcbKZAOhqgeBKDodDqEQiGUSiWsr6/j1KlTeO655/A3f/M3eO2119DZ2YlwOIzOzk4ORotEIpicnGQqJ/18QrMKhQLTpba3t7G6ugqbzYbV1VWcPn2aw9OefPJJFvdSom0oFGKHt52dHQ6q3NraYqtPKrBOnjyJy5cvIxQKYWBgAJubm9ja2sLJkyexubnJFCybzYZkMgm3280FMdmZ+3w+WK1WFrySIcKPf/xjaLVamEwmOBwO5jGnUimMj48jEolAIBDgwIEDPMElpz1qMMh+d2trC6dOnWI63/DwMC5evIjTp09jbW0NRqOR7ajvu+8+GI1GCAQCLC8vM5pcqVQwPDzM9pckjPR4PLhy5Qry+TwGBgbwla985a7uvz//8z+HyWSCz+fD4OAg1tbWOLPG7/dzlo9EIuFE5aWlJXYYy+VyyGQyePPNN/Hwww+jWq1Cq9VCoVCgr68PlUqFE+nJzIDCIg0GA7tIkSsV6asIZFlfX0csFmMxa7lcxpEjR7C7u8smLBRwRwAfideTySSy2SyH4xJg4vF4cOjQITSbTZ4smEwmPP7445ifn8fq6io6OzvRbDbh8Xg4aJWc1JRKJdNvqUaoVqv46Ec/ivX1dVSrVbS3t78nCZxcs4RCIWZmZjA/P49QKIRwOMzp6KRTIEt5cje7ePEiPvKRj7CBAJ2bJJofGhqCXq/Hs88+y+HC9913H4cTEmhBTZxAIGAbcLlczsXx8vIyTpw4gf/yX/7LXbuDP/zhD0OtVuOpp57C3t4eGxOQqUelUoFer+fCORqNIpFI4NixY0wX1ul0uHz5Mj71qU/hf/yP/8F206urqzh8+DB/b9Ts63Q6pm7SFJ7uMQA4cOAAzpw5w6HSH/zgB5mq7vV6UalUYLPZsLKygmvXrmFkZISbDJvNBpPJhFqtBr/fzyG+lFdDzBer1cqTedKG0rQ/m83inXfeYfrR/fffD4/Hww6PFMZM0/hiscgT8Nu3b0OtVjMrIhgMsnbP6XTC4/HAYDBgdXUVdrsdu7u7OHDgAOuSiFrV29uLW7duIRKJcJCuz+eD1+vFk08+yZlGdrsdhUIBgUAAWq0WwWAQfX19DAR6PB7OeiNqH+W+UBZOPB7HqVOnUK1Wsbq6ij/5kz/55282fu/3fg8mk4lV+mRdRmm/ZJ9FtnA2m41tMV955RV+6RwOBwfcFAoFHD16FGfPnmW6CglxdnZ2WFxJgYL088PhMI4fP46ZmRkEg0G89NJLbFu2tbWF9E/DWSYmJlg0nkgkGDX9yU9+wkg3hYRRB53NZtkabHl5mWkhi4uLuO+++7CwsIBMJoORkRG8/fbbOHbsGB/AxIUOh8OcsJxMJhGJRHgCQmEyJJ4nVLLVanFBevv2bRY8tbW1YWJignNH6HJttVpMA6KgGOBOCBPpCqxWKwKBANu9zszMIJ/P4+bNm2zh1t/fzwnYm5ubSKVS6OzsZIeGvb09RhNFIhHm5uZw4MABbG1t4YUXXrhrB93HP/5xjI+P84tbLBYxPz+Pra0t5liT+HZiYoKpIdvb27DZbMhms4z6bW1tQavV4ubNm7BYLDAajbBYLNjZ2eEx5vb2NlwuF19+jUaDvdqbzSZ8Ph/nJRAdCAAGBgaQTqc5E6O/vx+RSATxeBwul4unVsT5pX1fqVQYSRWLxXj11VdZn5PNZmGxWNjWkQRiR44cQSqVYktMolOQ/a9CoWA+rc1mw61bt+B0OmG329ll48aNG/zfPf3005DJZJybsba2huPHjyOdTsPr9UKr1aLVaiEUCnFzS85ew8PDEAgE+NrXvobp6WkMDg5y4ioJ63Z3d/H1r38dY2NjjKIQFQy4g1z5/X4kEglYLBYsLS0BAGs/IpEIVldX4Xa70dbWhj/90z+9q8Uejd+3t7eR+v8R99/Bjd/5fT/+JECikSBANAIgQIIgAHYuy5Lc5XKrdtVO/SSd7nz2xb7EcRxf7HEy8dgeZybJOLYTO44zjuP4kjtb5ysqJ+nuJK1Wu9rKbey9gUQh0QGCANGIQvD3h/R6ZTXznd+cxgnzmcnMOZJ2WT54v1/l+Xw8d3fhdrtx+vRpTsT2+XxYW1vjzAzyUwWDQXR2duK9996DQCDApUuX8P777+PZZ5/F97//fTz99NNIfBYW2tnZiZWVFSbs0e+J5EhCoRDV1dVcBB87dgyZTAYdHR0oFouMZPyjP/oj1NTU4KmnnuJMGZo6HhwcIJvNMnIzEokgl8thd3cXAoEA9fX1uHv3Lnp7e9Hf349bt25xCGtraytvD4jbPjc3h7Nnz7LHbnNzE9XV1RzmSHx7mr5Fo1EoFAqEQiEEAgE89dRT0Ov1DCmQSqUIhUIQiUScRUAeqng8zhtlkgcqFAqWi5I3ZH5+HnV1dfja176Gq1evMu1odnYWNpuNwxDL5TLm5uYwPDzMSc7ZbBaHh4ecAk3DIELhjo+Po1wu4/vf//6Rvn+/+7u/C4/Hg7W1NQwNDeHcuXPY2dlBOBzG5uYmHA4HG62tVisODw85v+nKlStwOBxYXl7+3PTywYMHnEUkEAhgsViYLtXa2srBhiQP3NvbQ1NTE2cO0IaIGhC32w2NRoNz585hb2+P786Ojg5UVlayhl0gEHB+h1wu57C1VCrFMmyHw4GrV6/iiSeewLvvvgsATDpSqVSoqqpi0lhTUxN7SDo6OnDq1Ck4nU5MTk6ip6cHJpMJ9+7dQ1tbG5aXl/Frv/ZrePDgAfb29rC3t4e5uTl85StfQW1tLROCTp06xbp9uVyOK1euQKvV8iaTMgxIqkWb9HK5zE17Q0MDD2G1Wi2am5uxu7uLq1evQiQSwWq1oqKigk3pREIEPq174vE4nE4neySInEXgnaNsNv7tv/23LDM8duwYeyMpiFij0TBVi8L2SHJPQ5fe3l4cHBzgO9/5Ds6cOcPEy1KphK9//ev43ve+xwhgGkIR0bC2tpZloTS8oER1s9mMxx9/HH/1V3/F6hJCdU9PT6OiogIDAwMIBAIsawoGgzh27BhUKhXfO+QX8ng86OnpQTAYhEajwcrKCnZ3d9Hc3Mzobo1Gw4GRPp8PL7/8MoeeksS+XC7z4JN+fyQV3NzcRF9fH5xOJ6t8SMJFUkgKsvV4PJDL5fz5IHyyQCBgMAuFZut0Os62IhiDTqeD0Wjk4fnIyAg3WFSvUD1MqeE7OzuwWq0Qi8V83xNMh6T4f/iHf/hzvX9fyCDucDgYs3X58mWMjo5yErJQKMTDhw9RWVmJwcFBpFIpJpbQ6pZMLjMzMzh+/DjW1tYwOjrK7GOajhwcHGB2dha1tbW8mqctBk0fjEYjAODb3/42zpw5w4VVKBTCyMgI5HI5PvroI9TV1eGNN97A888/zzkM6+vrbDKkNFAiMRH61m63M7Yxn88zneCv//qvceLECXR2diKfz8NgMGB9fZ3Xr+FwmA3ljxaQxPmem5tDOBzmkBYyu7e0tPD0nQxEhHml7ARKRiXiEqGBCcd37do1lszMzMwgGo1yMaLRaPDgwQM2CJfLZTidTka/EmGjvb2diQMAEAgEGIVIGODBwUEcP36cyUxH9fT398PtdiOfz2N1dRVKpZKbDOJPUwHzwQcfcPCPQCBAOByG0WiE1WrF/fv3UVVVhfn5eZa/ke5RJBJBpVKhq6sLk5OTTL4gRHBdXR1P+yjU8Pjx49zgCgQCDgPb29tDW1sb/vqv/xqPPfYYp3BOTk6y34TyS9LpNILBIPugxGIx2tra0Nrair6+PpTLZYhEIty5c4c9K16vF8CnsiMyQ1JOwtDQEP9ZtIGgaSfJw8jgOzAwgPn5edhsNvz0pz/FyZMneX1PSfF7e3uQSCQIh8MsF6QJI8kglpeXcfz4cVy6dAl+vx/z8/MoFAowGo287SPze7FYxNDQEAQCAVwuF9PWrl69ikKhgObmZuRyOVy6dIkZ9vR902f/7//+74/0/QOA//W//hefe62trZifn8fq6irLoRQKBc6fP4/KykosLS0hFAoxJrGyshKXLl3C8vIy3nrrLXz5y19mtjsZ8gwGA27cuIGLFy9ysJlcLoder+fwRJlMhlKpxGt2rVaLiooK1gPTZPq1117Dj3/8Y6yvr7Ohm7JVzGYz6urqeEtAhlQAHK5GEzzy6RweHrJ8k6a5NN1qbW2FWq3mrcmpU6dQLBbh9/vh9/uhVCo5cTeXy8FisaC3txff/e538dJLL+H111/H6dOn0dnZiR/84AcYHR3l9yqfz/PXsbu7C5/PxyhgmoYDn+r9aaJO1Kb6+nr8+Z//ORcFSqUSTU1NEAgE8Pv9jMtuamricEK/388pyUQH29/fZynXK6+8gkuXLkEgEOD73//+kb5/DoeDfTEikYjPDGp26fdZLpcxPT0NmUzGBMRCoYArV64wHdHr9WJkZAQvvfQS7t69i9OnT+PHP/4xrFYrmpqaeFBD7w1JVQuFApaXl9Hc3MyDhng8Drvdjs3NTZw/fx5TU1OYnJzEE088gffeew96vZ5/pmRab21t5aRpKtiz2Sy0Wi06OzuRSqU4xfvRe5/4/olEgocUzz//PNxuN86dO8cSW6/Xi/7+fjQ1NcHr9SIUCqG3t5d9EW+//TY8Hg+6urrwySef4Fvf+harD2QyGfr7+7G2tsbNMt13AoEAAoEABoOBM2CIakbpzlTP1NTU4PXXX4fdbmcJGXmLKioqoNPpeIs9ODjIigXK3tnZ2cGJEyfYFG632zE2NobnnnuO8aNH+RQKBYTDYSiVSvZwEZDA5XIxCbRUKiGbzTLGldDpb7zxBra3t9HR0YFjx47BZrPh+vXraG9vx/T0NCsmHA4Huru7EY1Gsbe3x5k9kUgEWq0Wfr8fkUgEpVIJTqeTIRskwySPr8Viwfb2NiwWC1pbWzE+Po6Ojg7cunULX/7yl6HX67G+vs53nUqlYt8JvdsEJdLpdHjssce42dvc3IRSqYTNZoNSqYRer0cgEOBmi/wbOp0O3d3dcLlcKBaLUKlUWFxc5HwNQglfuHCBB0mrq6uIx+Oora2F3+/nbTcN6evr62EymVAqlfjPTKVSuHz5Mme0hEIhGI1GvP3229jd3cXQ0BAMBgMymQxcLhfy+TzLdGm4QLAlil6grSkh6jUaDba2trgW+iJZV1+o2VheXobVasX6+joef/xxRoZFIhFkMhmUy2WUSiXeSDyKcyPDFa120+k0mpqakM/neWpPkg9Cm9J61WazIRKJIJ/P81akoqICLpeLuchEY8lms9Dr9RgbG0NLSwsAsGFua2uLjZNECSA0KQDEYjE2BT148ADpdBpSqRTApxIDg8GAvr4+iEQi3Lp1C8899xyEQiF7AJaXl+H3+3Hp0iUuUClynsxC5XKZKRyhUAjb29ts6gkEAvjSl76Ev/3bv8XIyAhnl+zu7mJxcZFlaMS6LhaLODg4YJxlS0sLFAoFa49VKhUsFgvMZjOWl5dZ/0p+DZfLxfjCUqkEuVyOYrGIcrnMmxO3241YLIaRkREOKPrGN74BiURy5IFC5FGYnZ1FT08PUqkUyzjm5+cZ0xmLxVBZWclFHk1Bd3Z2sLGxwWFdzz33HOLxOG7evMnme/ogjo2NYXFxEc8//zzq6upYX074usRnycRkkqYMAZpq+Xw+pFIptLS0MBXH5/PB7XZjb28Pvb29GBwcRDgcRiAQAACetLrdbjQ1NSEQCDA21+FwMHb01Vdfxb1793D+/Hn4fD6+TB9//HHcv3+fA6qi0Sg2NzeRzWYhlUoZU7e3t4ePP/6YIQIikQi/8iu/gnv37jEcgDxNZMgk6tzg4CAb68iku7S0xFK1+/fvw2azweVyQSaTobe3F8FgEO+//z4XqNlsllfUZMAlOUVDQwNzz0lOlUwmEY1GsbOzg5/97Gf46le/iv/+3/87Lly4gLGxsSN9B4eGhrCwsMAktK6uLmSzWcZF02QqHo9zsOHe3h5MJhOmpqa4IdnZ2cHk5CSjSUmiUlFRAb1ej7fffpvTeWlDIpPJ2JiXSqV43V8sFpFOp3Hv3j3O9EmlUtjZ2cErr7yCH/zgBxgeHsbAwACbH00mE6cf01SWhkHt7e2cXxOJRDAyMoJPPvmEpTt1dXW4e/cuRkZGmOC2urqK1dVVnDlzBtPT05zXQUn1Ho8H6+vrKBaLjJn9wQ9+AKvVCo/Hw2c8kVQkEgmqq6vx0UcfwWKxIJ1Ow263c0gXFcAkuyG9u16vx3vvvcd0m/X1dVy6dAmRSAQ1NTXw+XwYHByEx+PB9PQ0RkdHcfLkSSwsLGBrawu5XA5CoZDZ+QcHB7zR8/l8LMlZX1+HTqc70ncPANbW1pDP59HX1we/388bJJ1OB51OxxjZZDLJGS17e3s4ODhAb28vgE83rxTSmPgMo1xXVwePx4Ph4WGm/NDwhX5nBOMgSej6+jr29vYYjzs3N4dvfOMbuH79OhwOB9bX11kiRFS5RweC1Ljo9Xrk83mk02netty6dQsOhwMAGFGq1WqxubkJm83G8k2VSgXg08DhaDTKAxxSFExOTmJvb4+3fVS80QaHhnyZTAaJRAJNTU0wGo2ck7CwsICBgQHMzs7CarUy2Yqmv7QZi8fjKJVKHCZHhuM///M/x8WLF6FUKnlqnkwmYTAYYLfbsb29zY04Ga/L5TJr6qVSKftafvCDH+D06dNcFxQKBaytrR3p+zc0NIRCoYBoNIrq6moolUpcvnwZ29vbOHPmDCwWCxYWFljerlAoEI1GcfXqVTQ1NTGoIhwOQyqVoqmpCZlMBrW1tbBYLIwOfu+99/DMM89ApVIhFAohnU5DoVCgtraWtyexWAwqlYqzJKiB6+rqwsOHDxmQQP4tQj1bLBbcuHEDV65cYYm0VqvlEOWamhqWVT/6bkxNTUEgEHCtVl1djWg0iqamJm6SKSeJaHmBQIAHAJTRNDExwTLW/f199Pb28jvj9Xp5A9TY2AiBQICWlha+cwkVTFACko6TjI3CEmOxGNLpNBoaGvDNb34Tv/u7v4ubN28ywXR4eBh3795l+SUA9Pb28p1LQbISiYThNu3t7UzdpC05DRB+nucLhfrRdLSrq4v15ZSB0dDQwCFIhG8kTader8ePf/xjqNVqNkp3dHRAq9XCZrPh8uXL6O7uhtFo5IuUeMcklyFzKrHnibNcKBQgFovR0tKChYUFxGIxvPPOOxCJRFheXkZ1dTVnQjQ1NaGmpgZDQ0MwmUwYGhpCZWUlB7ZRyF8oFEI8HudQo9XVVVy8eBGVlZWw2+2Qy+WMT/vggw8gkUiQyWQgkUi4q97e3sb+/j6EQiE3TbSmIhPtr/7qr/KUb39/H263G2+99RZEIhFr/Wi9RgmtbW1taGpq4hA4InDlcjnewNTW1kIikWB4eBjxeBwrKyuQy+U4f/48pzvTZIzoNslkEltbW3A6nXC5XJiensbMzAyTuOjPFolEuHnzJm7cuPF/XTrw//X+0fqPvi6idhBpxOVyYX9/H2KxGAqFArlcjv08/f39KJVK+PKXvwyHw4HV1VWehNbU1KCiogLNzc0sibp48SJqa2t5av3oBi6RSGB3dxdisRgSiQQKhYIbMGrqfD4fB//cu3cPW1tbTHFRqVQIh8OcnEtGS41Gg/PnzyORSLBsSK1W48aNG/B6vWhpaYFAIOB0d4lEgqmpKaytrfF0zGw2Y3Z2Fuvr69Dr9TCbzUin02zMM5lM8Pv9WFlZ4dX//Pw8nE4nZDIZN1W0LiYUJlGjCoUChEIh8vk85+cYjUZ4vV42zg4ODkKj0TBJRK1WY3l5mc3lRM6qqqrCwsICyuUyGhsbmdKRTqexvLyMqakp1uU//fTTsFgsWFxc5IL4qB8ikY2MjPCl0d/fz7r3aDSKmZkZJs50d3dDIpFgcnKSJUWJRAIDAwN45ZVX0NraCofDwZk/LpcLTqeTaXzBYBDNzc0cqCiVSllXnkwmmeRzcHCAkydPMqmPCqeJiQmcOnWKZQm00q+uruaAx+bmZmi1WvY/0ZDo4OAA8Xgc09PTsNvtjP2cmZnBY489xjpnlUqFEydOsDROJBJhe3sbc3Nz2NjYYD+RWCyGw+Hg85I02TqdDl1dXYyCFovFGB8f58TuUCjEm2KlUom+vj6WQxJIgPjwwWAQ3/zmN5lm5fF4EA6HeYtDUte5uTm0tbXB7XbjnXfe4aK0trYW/f396OrqglqtZi9MIBCAUChkPTUhqo/6If+F2+3GwcEBhoeHeUIZjUYxPT3NHqpUKgW/38/+qlgshnw+D4FAgKtXr/Jnfm5ujnXrRNRpaGhgShcF1oZCIayvryMYDEKhUPDZ4PV6oVAo0N3djZmZGZhMJtTU1ECr1SIYDGJubg7BYBC1tbVYWFiATqdj+QYNgiijQqvVIpFIQCgUwuVyQSKRQKPRQKFQIJPJcD5Ce3s7dDodNjc3oVAoWBbm9/uRTqc59Xlra4u3KI2NjfB4POwLk0gkeOuttxCNRvH0009zdkB3dzf0ej3DFsRiMW+C9Xo9Y75TqRRmZmaY7FYsFhmj2tDQwJkKdN8+99xzaGlp4c+70+mESCRCNBplOS75h3w+H3Z2dtgzGY1G2XNF/5ykpUf5PHz4EMCnGzbC88vlcrz88stobm7G4eEhF/SpVAqbm5sQCATo7+9HPB7njKuuri4OFrXb7bh58yZ/Xy0tLRgaGmKKEzULRL8iDHZ9fT0ODw8ZBkAG57t37yISiWB2dhbxeBzj4+Ooq6tjaup3vvMdNDQ0YGBgAAcHB4wZV6vVqKqqwtbWFjfF6XQaW1tbiMfjUKlUXBf9wi/8AmfcUL6V3+9HY2Mj8vk8vF4v3G43zGYzuru7kUwmcefOHSwsLKCpqQkKhQI6nY7zXqqrq/HGG29AKpVy05/JZFiFodPpWE5Gn11qKEiJYjabWbpKno9yuQyxWIyTJ0/CZrPxcHFtbY2VOydOnMBXv/pV6HQ6hEIhzM3NYXx8HB6PB9lsFgCYTDUzM4OOjg6cPHkS5XIZHR0dP/e784U2G0qlEru7u2hra8Pm5iZLcWids729jUQiAY1Gw79AjUaDRCKBs2fP8r8DANeuXcPp06cRjUZ5G0JhK/SQDrSrq4vpAyTLEIvF6O7uhtvthlAo5NAl8llsb2+zkY7Y6nTgGgwG3gyEw2FEIhEYjUaWJDQ2NiKVSiGVSvHaiMgQQ0NDmJqawu7uLodX0Vq/oaGB02mp+yZmtkaj4cBA4sxPTEygr68Pi4uLqK2thUKhgFgsht1u51Av0til02k2yB0cHKBUKkGr1bKUYHl5Gd3d3djZ2YFAIGAtP3lEotEo/y6oeSBDLnXDWq0WbW1t2NnZQS6Xw8HBARsOI5EIHA4Ha9WFQuGRJ+g2NDTwB5l0j2Ry1ev1eOaZZxAMBhGNRiGRSFBRUcH/OxaL4Qc/+AGefvppPkwODg54KxWLxdDe3s7eB5rMJhIJPHjwABKJhBtHmUyGpqYmDsgi02UoFIJCocBf/MVf4LnnnuOJqVQqhcvlwpkzZ9jUSpdiRUUFNBoNFwtEfqIEbZouDg8Pw+v18j/v6upCIBDgonB4eBgffvghy3WIzLK/vw+Xy4W6ujr09vbyBmh7exsDAwMIhUIIhUKoqKiAWCxGIBBANBpl6YzNZoNKpcLq6irr/Al3WCqVcPz4cW6WqSCOx+P8NdDXTJ6Nra0tRgeqVCrcv3+fC7g7d+6wLIEkC2TQLZVKmJqa4kuH9LtH/aTTaRw/fhzj4+NMqZmdnYVGo2EGulKphEQiQTQa5TOEPrdarRZ1dXWc4qpSqTgsMp1OswHc4XDw91gul+H3+1lOurOzw8USJba3tbVhfX0dL7zwAstaLBYLb5gA4PLly7DZbOwvy2azjOimgLx0Os1GwEAgAJPJxJtqm82GQqGAw8NDTE9PMz40m80iFouhUCigoqICWq0WmUyGk3TJK9fQ0ID6+noGFQDgTCPazNjtdnzwwQcsIyQC0NraGgKBAC5evMhFM/0/CqXKZDK8nSCUK519NACrqqqC3+/HqVOnsLa2hkgkggsXLqC6upobSdpuFgoFvtsEAgEPkubn59HT08O41qN8urq6eMqpVqs5b6pQKEAikbCfzGg0MgKYJCJEUSITLEmUy+UyN6/xeBz379/H6OgoN8aEP89ms/z7LxQK7OGprq6GzWaDVqvFRx99hOHhYQSDQW52CUcvlUpRV1fHGRXBYBCNjY24ffs2qqqq0N3dzUhOGkRQLsODBw94OyuVSjE7O8tGbZKY0kTZZrNheXkZKysrUKvVjFymVHuaXptMJvT29qJUKmFxcZGJeN/73vcwODiIw8NDWK1WzM3N4dy5c/B4PCy7vXPnDjo6OjA4OIhMJoO9vT2e+Dc2NjIql6hG5HesqanB+vo69vf30dPTw8W2VqtFLBbDzZs3oVar0dHRwZ9PigDw+Xx8rxOE56jPwNu3b2N0dJSLdDI87+7uIhQKsey8UChALpdDrVYzYYvw5bTFzufzePvtt3H27FmcOXMGyWQSu7u76Ovrw82bN7G1tYWuri4YDAak02n4fD5MTk7yYM9kMkGpVOKFF15APB6Hx+PhwUxTUxP29/fhdDo5qZtydSwWC0/oKdRYIpGgpqYGcrmc/V+bm5u4e/cuZ6zQkLivrw8PHjyAzWZDQ0MDw06IUKlWqz+Xxp1IJHirRdlQKysrsFqtCAaDuH37Nrq7u9Ha2orq6mo2cu/v76OyshKXL1/Gk08+CZVKxecRYafpbCXP8cHBAWQyGQ9JqV47d+4c3G43nnjiCfY50V1EdK9kMslnZiqV4iBM8kgfHh7CbDYjFArBbDYjm80iFAr93O/OF2o2yCBGL1qpVOIDmmhHZCAlDXpjYyOsVivrFMmA29fXh4ODA9y9e5f50Xa7HXV1dZ9Dn62trSGXy/HB96hvoba2li8WahDeffdd6HQ6zM7OQq/X8xaCwrBoPU6atkgkwiuoUqnEORpEx1KpVJidnUUwGMSpU6ewsrICg8HAcgRCBhJ/OZ1O88/m4OCAZTW7u7toaWnhabVYLMb6+jra2togFosBgH0kGxsb8Hg8aGtr46kVreD0ej0XIAAQjUaRyWTQ3d3NBQN1wP39/ZidneXJSSgUglarZYMUFS+k9y0Wi3C5XMhkMqioqGAW9v7+PjQaDZLJJBdSOzs7LD87qocuVNIKFgoFDA8PI5VKsZaUJnfpdPpzeSSUPUAY0Lt377IMiTTQdADQBDQSibDxnigMpLEHwBOEdDoNvV7PciIiizQ2NsLpdKKhoQHHjx9nylQikYDdbmfDOa2AyZxKgT4zMzNcwJGEMBqNAgDjRCsqKrC5uQmDwYDR0VGsra0xJYswmFTM0sW/urrK2Dy/38/G9Ww2y+FcTU1NWF9f5zTriooKHDt2DAcHB5wT4vV6kUwmkc1mMTU1hVAoxJMV2k60trZia2sL6XQah4eHaG1tRTQahVarxcrKCoaHhxngQIWTUCjkKRNJD+fn5/nyp0AxvV5/pO8fAGxtbaGzsxOLi4swGAzwer0cwtnS0oJ0Os0GQWqYWlpa2IQ4Pz/PAUv37t2Dw+HA0tISnn32WVy+fBmhUAj9/f0oFArMgKctMmEgiRC1s7PDhutEIsHNSTgc5qm13W5HY2Mjy/5IxhqLxSAUCtHc3MxSTPoc0e+DvCRGoxGJz3jxFORJxRGlPGcyGdhsNn6nAPC/T8F44XCYQ7+2t7dRXV2NmZkZ3u6GQiF0dnaiv7+fw9GcTicPPEgiRAjog4MDJh8ZDAYO5goGg7DZbNjY2GBC2MTEBIaGhuByuRjfCHyaV+L1ejnbgCS+pVIJh4eH2NjY4I1bNpuFWq3GY489xlTBo35sNhuuXr0Ko9HI0jNq3gHw2ZRIJOD3+5FIJGCxWNDc3IxwOMznoVgshl6v52TshYUF3jiS96xQKLB8M5fLoVgsssm0VCqhsrISFRUVKBaLyGQycDqd7C8Mh8OwWCzseSMa3aNERaLTUXEnFotRLBZRU1PD58SjQYE6nY7/G6IJ0WeK3hWz2cxyN9og53K5z6XXt7W1MZaZPA80mCOaldPp5HfJbDazxJM+R62trfD7/fD5fKxvp61sLpfj9O+Kigq88sor+Iu/+AvW5h8cHCDxWXgv/Xxp4EP3Av0OxGIxyzJTqRSHJdK2m4rao3rIq0TNt06n47uGvJNCoZBjEKqqqj6XZ0a+P0Lpl0olhlbQvTM7O4utrS0YjUZ4PB7GDNtsNoRCIezv73MttbKyAq1Wy+nX1Myura3B4XBwsPHi4iJisRhqamoYhEHDMfKxRSKRzzXWxWIRcrkcPT09uH//Ppqbm1li/MMf/hBSqZRpqWNjY+yrJUKXSCRigBLVbDqdDvX19WhububQRpKXLS8vI5/PQyqVsoy/t7cX+/v7mJ+fh8FggEKhQE9PDxMp0+k09vb2uM6knB1SfKhUKg4gpe/jt37rtxAKhaBWqzEzM8MbR+B/+6kEAgGTzzKZDCs/qKEk1DP55X6e5ws1G2TA3d/fR11dHZaXl6HX6z8XbkZhLEqlkg1OyWSSGwiie6RSKYRCIdjtduzv78NsNvNUiqb4165dQ319Pa/mCWVLzQIVSYVCAcFgEO3t7Tz16O/v565ucHAQS0tLXMj4/X7WChqNRigUCj44iXQQCASwsLAAq9WKoaEheDwezMzM4OzZs7zKnJyc5JVpOBxmhGm5XGZDsVqthlqt5pfY5/OxlCaTyeDOnTu8Wtzb28PZs2fx4YcforOzk4sBt9sNp9MJqVTKGxryCAiFQhiNRtTW1rJm9NFidW9vj0kuNJm2Wq2orKzE8vIygE89LWTQA8BTMKK9UHDi/Pw85HI5a12POkE3HA7zSpJICETfIfkbSaskEgnr52tqajjgx+/3w2w285RM+VkCs0wmY8lTRUUFrzdLpRJMJhPi8TgA8IVHEiIKRKTJaSKRgMlkws7ODn7605/CarWyh8RkMvHkVCaTYX9/n2ktlA5L4UHV1dVoaGjgzdXW1hYHPJLkobGxEZFIBMPDw3xpWywWRlYKhULIZDKeTlCIX2dnJyMVSTozPj7OB96xY8fYyL63tweDwYC5uTlUV1dzIUbMfGqQKBOCDPo0NY3H42hqaoJKpcL4+DjrPSmkqra2FsFgEOl0GplMhg1v9LUDYMwgXcbJZJIJJ0f9aLVarK+vw2Aw4Pbt22hsbERdXR3y+Tymp6cB4HMTx8rKStTU1ODw8BAulwvxeJwRxdXV1TycoUKwubmZ04dpE0ryAWLvV1dXAwAb++iC9Xq9vIanZFm/38+bCMq4yGazkMvlAMC5NHQGRaNRbvZEIhFsNhsAcKgf+VOIrkLbYTqnadPQ19eHYrGIlZUV9gUQMjmVSnFoW2VlJfr7+3Ht2jVYLBYcHh6iu7sbfr+fPxvkpyJfiUajYZ+aTCZDKpWCzWbju4lCYIlA2N7ezk1xLpfjYQmdi4uLi9yIxeNxxhbTFJyKdpvNhps3b0KlUvGW46gfkUiEhoYGyGQyfhdIy10qlXjrB3ya82Kz2XgzlEgkcOzYMZ5MEgGK/JW9vb2Ym5uD8rMgNJIS0TaRqEn0/hO+mQZglBcllUphMpl4uEUekM7OTpjNZpRKJdy+fRsSiYSDa8lgTLIgGiqSvK+7uxtOpxMA+L8jaVsqlWJtPG3mDQYD5HI5e4/S6TQkEglkMhlqamp4EEDDto6ODiQ+C2BdXFzkLBKRSMS4apvNhubmZvbEUM1AQXtisRhqtRpKpZJ9MslkEhMTE1CpVHC73Qw2ofuHwDa0sSTfIDV+ZB6ne6qqqgqBQABnz55lmc9RPgqFAl6vF7W1tTAYDKwo2dvb4zOaPHh+v58LbjJd5/N51NTUMBb3l3/5lzExMYH29naGvJD3grZtJF0TCARcq9E2jzyAu7u70Ol03EiQv2drawsKhQINDQ2cNm6xWJDNZhGJRJi+Vy6XP0f8o4aKNhzUYJNfi+opIoAqFAqUSiXU1dXxXUiNeLlc5k1OuVxGLpfD6dOnsbCwALlczllCSqUSyWSScfbxeBy7u7us0CEfLoV3ikQi5PN53hbRNpckp06nEx6PBxaLBVtbW6zqIUwwbeEID0yyKiKtAWCLRC6Xg0wmY1T69evX8eSTT3IN+fM8X6jZqKurYz8ArU8qKio4c2Bvbw9yuRyFQoEvPq1Wi93dXaRSKUZ6HR4eQiQSQa1WMx2AdOjLy8usDwsGgzAYDFzAV1dXQyqVctFOq2Safm5sbGB7extnz55FMBjEuXPnmJtOhWYsFoNMJsPi4iKvzgHwC7i0tISOjg6YTCbu3sgP0dLSgqWlJXR2dnL6uVwuh0AggFarZcRnZWUlSqUShwrRBUeXJn0P5MXI5/OorKyExWLhn6nZbEaxWMTMzAxEIhHr9nw+Hw4PDxk1R5Mtmq7LZDKoVCrWgtLUKBgMsjeF+MkVFRX8UtE0hbSLtL4l7rdUKkUwGOS/q7a2lg18R/XI5XI2rVZUVPC6WqFQfM6gl8lkAIAP7+bmZp64qlQq/pkWi0U4HA42ddHPfX9/nwvBzc1NuN1uTjbe3t5GJBJBdXU1QqEQrFYrU2Boq0Lvi8lkQktLC+7du4f29namti0tLXHwXlVVFWtP6T0Oh8PQ6/U4fvw4F3/kTdJoNCzPocluf38/MpkMs8gVCgUn39IlSH8XyaGi0Sgb3/1+P/R6PTY3N7G9vQ2pVAqLxcJscqPRyBMqkr9YrVao1WrMzc3xZJjMtTqdjhsXSpAmY+vc3Byb10mfHYlEUCwWGetaKBR42l1bW8vFDTXVxMmnjeBRPpQ8HY/H2QtDRbdEIoHFYoFQKOT8HBoCUMPb1taGeDwOtVqNiYkJbpLX1tbYOEkG1GKxyJpZuqQIYUzhkjTpo+EOFfF0EVKYH4EqCHqRSqV4i0yNEcn2crkch7SSEZI0yzT1zefzcDqdbFYkORUA3gyXSiUOwyOUNpkPaeiiVqtRXV2Nvr4+eDwe1mhTEFggEOAsJJJVuVwu9mSVSiXk83ksLCwgEolAo9FgbW2NpWqkq7bb7ZiYmADw6VlHJn86uzOZDA8BaJtJcgSazO7t7bG5nTb8R/3QmZ5Op/leeTT8jAJAE4kE9Ho9DyhEIhFz9KnwSXwWahYKhRiHTF4zkrzQtkcul/PvIZfLIRaLQS6XQywWo66ujln8gUCA/Rkkfdbr9UxmnJqa4macBmXFYhFut5sBM3RPHRwcsM4+n89DqVR+LngyGo3C6XSyzIY2a0QErKiogMVi4eDSR7d21dXVLE2kjV48HmdZc7FYZJR0qVSC1+vF4uIiSqUS+0BocEqIemqAyUO6vLzM28F0Og2v18vSZwpWJRJkJBJBNBrlDAiSB0ciEfYoyOVylhwSje6LyFj+TzyUfbSzswOpVMp1ASVUV1RUcP2TzWZRLpfZhxIOh9HS0sJ5HFVVVQgGg4yVHxkZwfLyMhQKBV588UU8fPjwcyoRGnKQVPfg4IDJZFVVVbyNpxBpsVgMpVLJYY20maCNMUUEUD1EniUKLi6Xy2hoaOCah855l8uF6upqBsKsra3xYFMkEvEAB/h0q/2o8TuTySAajUKlUkEgEPAwkb5PlUoFv9/PaHrCIROJk+oE+jzT8JNiIYxGIwdkFgoFWCwWzvAgUlYmk0E8Hkc2m2WabHNzM2/YqPYjObdKpWIQh8Fg4HNmcXGRaXA/z/OFmg3yNNAUgYhF1dXVLLsBPi2Wac1NEybChCaTSQQCAdZ1hkIhmEwm7gLJlX9wcIBTp07xQXV4eIhcLgefz8cvhsFggFAoRF1dHRQKBcLhMDvo6RAIh8NYWlpCe3s7h2JVV1dzFkFtbS1EIhHjJIkBD3xKwfD7/byuJb9DRUUFB8IQspKmrBSOp1KpOLGZvC4CgYD9LKTRJo4y+TooqXJhYYG1yPv7+5xZQpIE2mpUVlbyh5ByHjY3N5ksQ02OzWbD7Owskskk/H4/I2FJr0cfYAA8waR1GgXa0VqcJqqEyjyqh0hJ+XyetwBkxpdIJNDr9bwCpWkxNU8ymYylUKTtpQKImuOGhobPyejIAEoHJhU3NPGMx+M84aB0ULlczkVAKpXC1tYWamtr0dvbi7t37/L0gaRqtNoXiUQQCASorKxkHGxLSwsnK5NOm3Jn4vE4N4F0CS0uLrJxkSRu4XAYoVAIxWIRAwMDaGhoQCQSQX19Pfx+PxvniCyl0+nYqFdTU4NQKMSHLgBOG6UJeiwW40k7Hb70OaRGm9auVVVVjHcmHTz99/RZoCaJigtaQ9fU1CCdTjM6koghR/2Uy2XOkuju7uasldraWhiNRm48CaFMq2eHw8Fnh9FoxPb2NqOJo9EoE3eoCKKLW6VSIZPJ8AQzl8thb28P1dXVLGcrFAoIhUKoq6tjTW8oFOLJt9frxejoKL8v1EiXy2UcHh5Cr9ezeZxkGVKpFDKZDPF4nJvvaDQKnU4HgUCAbDaLyspKGAwGLnoaGxv5TCKvFA1xqPioqKjgPAy6sG/dusWyM5IvUWHW2NgIr9fLQ59yuczfA01B6Z0mPxUVCBaLBW1tbUzsomYfAIexEtpVqVRCLBYjmUzyhJYaEUpOp0EOTVm/CInl/9STSCTgdrvR0NAAjUbDjQFJPgieQuGf1MRTk0wDIwr/oqk0ACaLVVVVYW9vj03IAoGA3/lHwyTFYjFqampQXV0NkUgEl8vF2vWWlhb4fD4AnyoibDYb3G43ZmdnUV1dzU0d+Qbpz5RKpbypps+8wWDAu+++i6997WssK6ZCkTT3RB8kVUQqlYJWq+UtlkQi4a2K2+1muRZtwZeWljjXZmBggLdwHo+HISL0/0fvMGUOAGCIABVkm5ubqKysZJmPVqtFqVRispBQKOScHpLRUmYNFes+nw/RaBR6vZ6L1J6eHhgMBlYZUF11VI9IJIJOp8Pc3BzfFTTgIpw/NWdyuZzvXfI8EkGJwmIpH4LubL1ez5t7MuRTKDNlNtFnmLxY5EOjLQipHajJTiaTSKVSvIHb2triWo58mDSMkcvlLL2jSAQAn0PjAuB3irbxNFS7c+cORx0QzY5k/gSxoTqEkuypNiRfSzqdxvj4ON/75Emi9zGbzUKlUvGmiJLs6b2an59n1DTVhDQobW5uZqloVVUVIpEI2tvbWX5Lslf6HqixkslkLNMvFovQaDR4+PAhTp48+XO/O1+IRkWHmkAg4EuJigZKKa6pqYFMJmMNJk17dTodbDYbTCYTxGIxtre3Gae1v7/PkyWhUMhrouPHj0MsFjONhtZRlZWVsFqtfLhGo1EuapRKJSYnJyGVSrG6usracdLQ0eFCBmFid9PXUF9fzx/2aDTK3aJarYbJZOJDgzr6RCKBxGeIUDKpkVzCaDRymA29TGTopQ8fAJ5oVlRUYHV1lTc3S0tLAMDFK12QNPFUKpVobm6GyWTi9W2pVOLvjaakbrebD+fe3l42+NHLSNMCsVjMk0W6uOvq6qDVaqHRaJiQQ1rsu3fvfpHX5x/8UGFOzHuv1wuv1/u5SRgdGuTRUalU2NnZ4QaMyCXkW8nlcqirq4NareZDilCGlC9hMpm4sW5sbGTEMiXKU1NDyccqlQqNjY1IJpM4ODiAw+FgLjhpNEnrSYcBNZ9EIKJmyWQyMcrW7XZjZ2eHDzydTsfTZOJ90xqeZALUrObzeayvr3OzoFQqcXBwwAFfa2tr/HOlC7RYLPLnvKqqCkqlEo2NjZBIJAgGg5wWrNVqodPp0NDQwJS2bDaLjo4OllVRMBChI+vr67lwoMLCYDDAZrOho6MDFouFM0FI8rK1tcU6efIwHfVDBVk+n+dCjz4jpCcnHTLlmmi1WtTU1KC7u5svFJJirq6uss6edPE0aSaJ6urqKmMZd3Z2sLq6irW1NWxubvImgiSNdG5RUnI+n+fEWJIG0N+VSCR4mkUGSMogIEMmNeMajYYnqlKpFJubmyx9JfR4VVUVzGYz9Ho9TzPNZjPMZjObQoksQ+/M3t4eJicnGQKwvr6OWCzGP2faoBWLRUSjUZbc0nuq1WphMBi4+SLyTVNTE+rq6tDf3w+r1co6ZofDwfkkj2YdWK1W3nLT0IsaKuVnGUkkzclkMlCpVNxkH+VDoVv0+02n08zmp0L9UciJx+PhBGTSvhsMBmxtbUEsFnNArM1m4/uVCHV0FpIGnYYaNBjx+/3Y2dnhMzkYDGJvb+9zTRwZS6l4U6lUHFZWW1vL9z4A9uPp9Xq0tLSgtrYWZrMZOp0OLS0tPDRxu90Ih8PQaDQAPt0omEwmLuAJdkFodtqEa7VaziQ4ODiATqdjrylt2tbW1tDW1oba2losLy8z6ayyshJms5kn5DabjTeI+XyeByXU6JCB3uPx8O8rFoux95TqqP39fezs7LACIZvNcr1DDQih+6PRKObm5hCNRuHxeODz+XgIdFRPR0cHb6SorpFIJOwbopqIBpipVAqRSORzRDnyD1HwJAVHkj9Mr9djZmYGCoWC77dHMcME96EGgEIQ6Z0Kh8McC6BSqRhCRPViKpViEif9Dkg9EovFeOhKk/9wOMzNbHd3N0NTmpub2YBOg4dEIsGZVAQ6CYVCPMQg/0axWITdbucUdBrMURMPgAdXoVCIG3dq8MlLQcMX+vns7OzwIHJvbw9bW1ssZSWDPPCpdD6bzaKxsRE7OztwOp38c6DNGn2uiITV0tLCSHxKHP8iMr4v1GwEAgFsb29DLpejqqqK1+ACgQCpVIp5/hKJhKdOhOcEwPKbnp4e+P1+aLVa3gDQCstutyMajfKFRzIBMtAajUa0trbCbDbzD9Xr9TLylYgZdEgIhUJYLBbU1NRgZ2eHtdCUbUEJyLT2pReSpj+EvCuXy+ju7uYXhvSg5L+gF4C8KFSsJxIJxpJWVFRwmji9HEqlkrFpJI0hvX4kEvnc5JeCdOhDnsvl2GdBOm+fz8fdMmmaC4UCyuUytFotjEYjF6u0ySHsLhXJMpkMBoOB07M9Hg83GrlcjukMR73ZoA9wbW0tc9vJGEuFE/1sqqqqIJfLGcFMPhSS7x0cHDB+kbw2ANhHQchcSrQNBoMIBALIZDKf062TJIkkRvSZIEoLTYKXlpa4ACPpgUKhgFKp5CkIscNLpRLa29v5d0aFBBncCF9Kq1IybTU1NfE/o4NDrVajoaGBKTbpdBqBQIA3HpOTkzyZpLW9TqfjEDiSqEUiEd4qBgIBBAIB7O/vs69FoVAgn8/zdISCh4iIVFlZicPDQwiFQjb4EgUHAE8ZKcQtk8lwtg4VsnTA1dTUMM3lqB9CA9fW1sLpdLLchoqM3d1dDiGjKaher2fDJ/l8Ep+FMAYCATYyHjt2DABYi0ubHDr7KMWZGhKS7tH7KBAIMD8/j729PSacJRIJ5HI5bG9v8/AkkUhwcbW/v4/l5WWertLXmUwmORcjGAzyRUgNPV2uJFusq6vjVHlCohN1jQpXCnAjGRk1Ss3NzRCLxWhoaODLiyQ5VCSQ5JWKA4JFEHo9Foux9IEGJiRFAcAFJmn26bNL5B+hUMjfJ226BQIBp0sDYLQpoYH/Xzw6nY4xsGQ4pZ/Z7u4uPB4PI8pp01pTU8MG+0cnultbW2xspnA5ujNVKhWOHTsGkUiEg4MDGAwG1NfXQ6VScV4FZZ08aiilRiIWizERkKRZ5NGKx+P8XpCsjja39D2Rp4TubbPZDKVSCa1Wi0gkgubmZr6/HvVL0HlL3o+dnR3k83k2n9MknlLAaYDV1dXFTROdd8CnQ43W1lZUVlYi8VmIJRXNgUCAGx8aFhEhsL6+HuVyGUqlkr+31dVV/gyGw2HO0KEwykezJMjj19LSwoMelUrFTTdN4Y8av0zN7aPofAJTUFYLZXDU1tZyQ0ZqF5IjCwQCllzRFo58r0TuooBj5WehteQbo2EgDY9pYJJIJFgmSBIuo9HIG2Ka/hNqnjYG9H1UVVVhd3eXC3/6vNB7S3UD5RJJJBLkcjlYrVbOZTk8PGSpUrFY5DvN6/Wyn4qke6QEos8KIcn7+vowOjrKG1QauFM9QI0ZScfpPaVNk06n4/uAwvpyuRwUCgW2trZ4OJ/JZGAymbi5PTw8xN7eHssW9/b22CdNZyGd2YSh/iLPF2o2SPcfi8V4ZUomTroIAfDk/dELam9vj0PsqOgjXBqZXWgaLRaLuXtXqVQ8saeXgxBzVLDo9XpOFaYpPHV829vb3BhFo1F+OUlyQAmKxLQmuhWZKMmLUSwWsbGxAbVazf+M1nRisZg9FAD466GpUENDAxobG3ndSMZHSkRPpVJoaGhgEzhdiGQkIw3i2toaCoUC7HY7U2jW1tawvLyMUqkEj8fDnTSZlCjrgdbjc3NznCBLGwz6YNGLTDhKkj7EYjFsbGzwgUKFr8Fg+EIv2z/0oRdeq9XyB+FRLTrp+MnwSCZomhqR6Z0mf9Q87O7uYnp6mi8USvCmFWo+n2f9ZDQa5SnDo2QughhQM0hrZDr4yChM0iB614g0JRKJWG9MlAxKLqVDQ6/Xs6aTUoHpcKbAQJpA1tfX8wFEkxTaSFHhSrx5mUyG7u5u9nCcOHECwKemN5qK0FqfaFf0cydzY0VFBSKRCJaWltDc3Mwp1GSQIw8XBdGRTyaXy8FkMvEmx+l0wul0IhgMIhgMQiaTobOzk5sMymYgje5RP3K5nD0/qVSKt0DU5B0eHvLQhfJwaNtEJnCSCikUCp6KUTI96b5VKhVqa2vR1dWFkZERWCwWVFRU4PDwEGKxGOVymU3XJBMi7Tf56trb2xEMBtmUub//aQruwcEBamtrUV1dDb1ej4ODA+zu7jLxhsKsSApHUhez2czrdcKfUxHa2toKsVgMn8/HCbrErF9dXWVNOv0dyWQSm5ubqK2txdDQEDe5BoMBTU1NiMVifNfU19fz75+M7bRFj8ViPPhQKpW8kSQS4oMHD7C5uYmNjQ2WwpLkgSSVVMDRUIwkmeQ/pAbN5XIx1W5lZYWpW0f5kKyOKGharZZhFTTVj8fjyGQysFgsLMWlAQqZyB0OB9LpNGQyGXZ2dhAMBpnyRD5AopCR8Z9SuGmYQ03B9vY2FAoFVCoV9Ho9CoUC+vr6EIvFoFaruUiWyWTw+/38+d/e3mb/hFAoRCAQQCgUglQq5a37ozRHs9nMZxrVD5Q2TbhVpVLJsr1gMIj19XU2fhOlj6RK+XweHR0diEQisNvtqKqqQkVFBaanpzkhmfTrKpUK8Xic/WQejwcul4slakRzo4k9AXEqKyv576KNHIF2aMNB3wuBdagQJjgLbSWlUilOnTrFdcno6CjLao/qIbLg5ubm56RAJK+hoRINA1QqFXQ6HdOncrkcNjY2GJrh9/t5qECfp2QyCbPZzAUySf2okaXhr0ajgVQqZSLeysoKG70rKyv5nCSv8NTUFANWIpEIN4/0O6Vzkjaldrud60iSrJKUKZPJwO12w2KxIB6Ps6SKvIUUtPdoQ0sD9HK5jFAoxBlAZMK22+0APvVDkpRYLBZzOGJtbS1v0sgnFw6H+b1uaGjg+4a8eVQnUqgxhR4LBAIeJlOwJW2kSYpKMm4aXvh8PoyPj0OhUPAm6Yv4Jr9Qs9HY2AixWMx6tUQiwYcUmVFJR0bMaroQ6ZdAqx6z2cy/DJrqHhwcYH19nTVtdKkdHBxgc3MTPp+P6RKpVIonGXV1dchkMpyQTBkDNTU1nBQeiUQ4tIlCdsiYS+nEtA6lYlCj0XwuSIZweUqlknWlVDARb7qmpoZfcqlUyjSrzs5O7lLJWA4ATqcTqVQKvb29iEQibDgiJjix+8Vi8efQaERIUavV7GUhQ1CpVEJvby9PBJRKJUueSM5gNBrZgCuRSOBwONhkHIvF+PdqMplw+vRp3jxRoqdGoznyUDUynFJzSIWV8jOGPx0K1GxQs0YNE6XGrqyssCwvk8ngwYMHzPgm/J3JZOJJF22uqHmkDV84HIbf72c0scVi4VBEMlvu7+/zxII2QTRZo4OYGjhCzYXDYUbyPkra6Ovrg9vtZp0ufY2UBk0bQVonZ7NZPtyi0Sgnrj711FNQKBQYHByEw+FAuVyGyWRCU1MTbDYblpaW2CRcKBTQ0tLCTRJ5SohHTtKow8ND6HQ6aLVaxuolPuOL0/dBHqf6+nqeQAJgSZ9UKmW5HkkdSXO7trbGF51KpeJJ1VE/+Xwe8XgcCwsLjHwkdDQ1CDSxkkgkaGpq4smxTqeDw+FANpvlTBea9BoMBv5+SK7a29uLnp4e1qLTRUuTZyroqcja3d1FfX09+z3kcjlqa2uh1WqxsLDAXHgKoiRvjdFo5POwtrYWoVAIFouFqTI2mw25XI4HP2fOnOEpGUmJlEolmpqaWKdMkhmSKtI22Gw283ldKBT4f1dXVyPxGbWKikVqTCkzgjZFJGsEPs1iokEIYahpiGA0GiEQCBCNRjE1NcUTd5qM0hbN4/Egl8tBqVRCr9ez/OZR4pVMJoPP50NVVRVnRf2/kPERJIAycfL5PDff1OAajUbk83lsbGywFIhymYaGhjjtmAzyOzs72N3dRUNDA5Oh9vb2+D4l6VI0GmUPCBU4RJyj4ETaDNEghrxpJD3UaDSQSCTo7+/npgIAN5pkdBeJRMz1N5vN6OrqQiwWw8rKChvFC4UCZDIZAyyCwSB2dnY4RyqXy3HWQ6FQYPw+Na5qtZpR5/Pz8wgEAsjlcgDAWS5VVVVYWlriv4uoUZFIBAKBAAaDgQdzMpkM9fX1CIfDcLlcqKioQHV1NWviKTsjFovBZDLxO0+bdZICJpNJ+Hw+bG5uIhgMolQqcY4HUccouPWo1QWU3aDRaHhz6PV6eeNPcAsqrGn7m0wmebNEtRoNAQ0GA5RKJRP19vb2uAmmzyc10rTxUKvV0Gg0PJjL5XLQ6/UYHBzkYa3NZmNMcG1tLd9n5DOmWqqiooK3+gRKoPOaQBUHBweIxWLo7+9HX18fe0zkcjnXbRUVFRyKSoGaFGRIgzKS69MGgjYn4XAYu7u78Pl88Pv9TLwiZHNLSwvL7Kqrq9Ha2gqLxcLnLQ3jAXDTFIlEYDAYeBtI0QX0eaPakQZXRDyjJozIXDSoIkAGeUs3Nja+UA34hZoNh8OBjo4ONDc3w2w2Y319nUOhvF4vF3G0ViMDGm04yBRJ7Hcyo4jFYgSDQXR2dnJ8/OnTp5lKRdMP2giQHIVexmKxiPv373NGBQWt0ISKjHIdHR0cvEfaOtK2EZebtIYUU0+ufOrEJycnEY/Hsb6+jt7eXg7YoqKT1sA0QS6VSpiensb169d5fVxTU8PrR1qzElFG+VkCNRn9yIhNSb8U0rawsMCSKcLoEpOfdLLHjx/nJoeKZb1ez0F+NKGiqQyFr5HcpqWlhSfjjY2N2NzcRF9fH2pqarC1tQWr1fpFXp9/8JPP5/lDTd4VksDRNOVRoonL5UI+n2cDPmmY9/b20NTUhGQyycUfFXWkXSY2fG1tLdxuN1PMaFMyMDDADUNrays6Ojqwvb3Nl7pOp0M0GmXCk1ar/ZypkQxy4XAYmUwGYrEYMpmMG0sy5IZCIZ4i0qaGkn2rq6tx5swZCAQC1NfXo7Gxkd85wt2Sl6iuro6n7+Rlymaz2NnZgc/n4wMkFArh3Xffhd1uR6lUQn9/P6+XCbtJfw/9jMgUTwVgLpeD3W7nrWZ7ezuampr47xKJROjq6uILyePxoFgswmq1oqGhAXK5nOEPlCBOG1Qy11P+zlE/xBwniQDJDMlMSAV5Op2Gy+XiFbnH42GJC0k/UqkUh5nS1sliscBqtWJhYQE3b96E2+3GxsYGy3lI5kSXhtPpxM7ODudG0LtVU1PDKHCTyYT29nZsb29jYWGBzb9U0CkUCvT19aGjo4On//fu3UNNTQ17fRKJBNbX1/HBBx9wkGBLSwuHjj58+JD9aCQloQKepICE7jQajVww0NaEpFCxWAyffPIJnzd6vR5zc3N8XlMx5vV6uSggPCqdBY9e6mfOnGHfTCqVYo8SpVDTxJ+GAVRg0llK0iKj0cho652dHfT09Bx5zhDwKfyDKFAtLS1cyD3qKaHGj4z6tK0g2Q55oZqamiCRSNDT08OZFLQtOH36NEwmE1pbW3mb09raCrvdztAT2uq1tLQwMpfCVjc3N1FfX4+enh5sbm7ytmR0dJTvFwr3o2aoubkZVquVVQ0VFRVYXl5GVVUVB+NFo1Go1Wq0tLQglUpBoVBgfn4eALiRNRqNPAyh3B+SQ6dSKb5vV1ZW4PV6kUqluHnr6+tjeQyhx0+dOoVisfg5SiPRgMjDRkntwKfKBvJyEbqaoAeUG0HScRrS0t1CMAQKBSTEt8lkglwux507dxhQsri4iK2trSN9/8gHQASp9vZ2hMNhDk0kGThtvgmPHo1GUVFRwUGZSqUSXV1dTFEi2MrCwgK8Xi98Ph/7Lsg7SH6MZDLJ9RD5E3O5HIMrSqUSgzZoQ0RwCxrokOyXBj60mSOJ0+bmJu7fvw+Px8P/TmNjI9OaCBxBWUb5fB4OhwNbW1ucal9fX89yMlIuHDt2jCMNSG72aF4GyfFKpRLGxsZ48A6AwUR0ntrtdjQ3N6OqqgoOh4OHPLT5ooaKzjUatPf19SGfz3Pgq9vtZgUGDTCEQiHfZ1QDlstlJtISDe2LyPi+ULMB/G/fBpntSJIjl8thtVrZDHl4eIiFhQW4XC6oVCpoNBocP34cIpGIDUG0zqICn3S2ZMKjqPuWlha0traipaWFCSlEDNra2kI2m0Vvby+y2Sz6+vqwvLzM6YbxeJz/eyq09/f3IZVKMTg4CLvdzvp0wulSsU+ptfl8ngN42tvbucEYHx9ncoBUKuUildC0Pp+Pf6GkbSXd8ubmJhKJBE6cOMGaP5lMhmQyySvdc+fOQS6X4+HDh+wLoMl7W1sbT48p36CjowPLy8uQy+WYn59nOhGFxgSDQSauULI6XVwqlQojIyMwGAz8Io2NjeH69etIJpOQy+UsO7t27doXXqH9n3iUSiV32tlsFrW1tVhZWYHT6cTMzAwbssnETmb+ra0tDtNLfEY7SyQSjHsbHR1lE5RcLmfD4P3795kk0dnZydscl8vFYZCEwCSdPLG5AfCHlH531LDQ5TQ5OYmNjQ1u0Ml4aTab+VLd2dnhDVs0GkVHRwe6urr49xYOh+HxeNicTpcXFad+v58Z28vLy1y8UnPc19eHTCaD73//+8jlcjAYDGhpaUFlZSUCgQAMBgOj/+jQjkQijHmWyWTsn6H0+oGBAebMx2IxzM/PI5PJYGdnh6ep9+7d40yDcrnMUr35+XksLy+z/r+2thYmk4kZ93K5nNNfyQR/lA9t9bq7u1FbW8s+gbm5OfZYFYtFtLe3w2AwYHFxEXNzc4jH49zIU/I2+d9GR0eZDlJVVYXl5WV0dnayxlipVMJut6O1tRVNTU387/X19UEmkyEajWJ1dZXPgrfeegsVFRVwOp1YW1vj82hhYQEqlQq9vb1oa2vjBpB8ELSVCwQCbMI8PDyEz+dDV1cX6urquGGnBmhra4uHUHV1ddDpdCxRKhaLHK5JE2TaUBG+lnTtJGc4ffo0otEoWltbkc1m2VdAXhHyKZGen7YPzc3NfHbR4CiRSHA+TVtbG6anpzmYTSQS8Wb0UU8gpZuTnJVIilNTU4hGo1hYWMCzzz7LEq+jftxuNzweDzQaDf8ulEolIpEIampqUCgU4Ha72SfY0NDAVCcqaMiPQj9Tyl65e/cuZmZmYDabsbm5ibGxMT7nADD8ggo18mQajUakUimsra3x9JPQ8o/6JB59L27dusU5DGSszufzXKRTGO/u7i5mZ2exvLyMg4MDnjTTu0D5KXNzc1hdXcXi4iLnUkQiEaaeUcFHAWZkGq+trWUUqkgkYpkIIe1JWkY5JTSYIfkqvbckoaZzT6lUYn19nSEjwWAQbW1tbLSlDI/Ozk42zT/qvZLJZCxFpxA3wu8fP34cP/zhD2G32498u0bFOMmadnZ2MDQ0BIlEAp1Oh+HhYSgUCuzu7qKurg6dnZ3QarX8M83lcnA6nRgdHWUKHZ0HBLwJhUJ4+PAh9Ho9DAYDampq4HK5OLuJhnm04d/f38f6+jqrXh7dopInzev1MtnQbDZzJtz29jaCwSA3xg6HA1qtFvF4nP3GFosFnZ2dCAQCfN+Vy2W0tbWhubmZjeperxcCgQDNzc04duwYTCYTbyHpc2E2m1nBo1AoUFNTg66uLphMJqYYNjY2Mrimvr4e9+7dw9zcHNe+mUwGgUAAic8yvdRqNVNWqXkTCoWfC6+kfCICJ9XV1XEg9LFjxzg8WKfTsdSSamzaqvf39zONjhLHv8hm4wsJ/i5fvoyenh4cHh7yipSSEOmlDwQCEIvFjHpMpVI4fvw45ufnoVAo4HK5sLi4yFptoVAIl8uFvr4+zM7OQqPRIJ/Pc3gdFeFEGKDpbk1NDRwOB6dxr62tob29nQ08RBI4d+4cNjc3cXh4CKVSyehNv9+P2dlZbG5uAvg0Z4OKUVottbe38wT92rVraGpqgt/vR2trK5xOJ6xWK9ra2jh9dWFhASaTiVdYlClCng8id9DqkKbJtCGprq7G1tYWa1Tb29t5SkcvgfIzVj1lldBUhib2Fy5cgNlsZoPq0tIS1tbW0NXVhZ/97Gf46le/io6ODni9Xi7AyZBKq0jCFRuNRkxOTnK3/eqrr+Kdd95Ba2srh7Ed5UMwgr6+Pvh8PtZZCgQCtLe385qcDIy07UgkEnA4HGhoaIBOp8M777yDUqmEc+fO4eHDh4yEo/wUmowBYLQyIWVJ8rS8vMwSIZroUnpoTU0N+vv7cefOHdY9m81mrK6u8ge0ra2NjdWVlZWcn0Jaz0wmg7//+7/HmTNn+MIsFotMkZmamuLt3oULF3DlyhUOKywUCqwllkql2NjYwOHhIQYGBtjQLZFIMDMzg8XFRVy8eBEul4ubNLvdjqtXrzKDnzaUExMTXMCoVCrIZDI+SIFPL1qa4Ozvf5ryWigUEIvFoNFoGDxAyewksVGpVFhaWmIJGfmSyCNEORyELbx8+TIuXbp05DI+AIx3HBsbQ2trK6RSKZqbmzE8PIxCoYDx8XGeltNkLhAIMIVva2sLmUwGo6OjvGKvra3F22+/jbNnz3Jie11dHcxmM2KxGA4ODriBm52dZTnb3t4edDodhoaGkMvl0NnZCZ/PhwsXLiAUCn2O419XV4eLFy8iHA7zVoSyjEgqSk389vY2h+itra3h4OAAdrsdPp8Pjz/+OE+jCW5RWVmJu3fvMoCCNOdEwzIYDBCLxUh8xm2nCbhIJAIAfueuXbuGnp4eWK1WvgTr6+vZQEobHZLe0NkvEAhw+/ZttLe3QyAQwOPxAPhU/jMyMoJPPvkEPT09OH/+PA4ODnDnzh309/ejvr4eDocD165dw+rqKjQaDcxmM0tTKisrkU6nYTabEYlEEA6HOcOJcMdH/RC2mHxzJB8iiAgZPSkpns6Bxx9/HPfu3UM0GkVLSwtvOlpaWphetrOzw/kQCoWC6YvkE9vd3UUikeDBQTweh8/nQ19fH4aHhzE3N4ezZ8+iXC6js7MTH330EYfjtbW14ebNmxgdHYVWq0VHRwd8Ph8ikQgTxWj7TBsswr9rtVqmTgJAZ2cny/0Izzs9PY0zZ85gfX0d6XSa/WiNjY3Y39/nDSOZbCsqKrC9vY133nkHvb29yOVy+OpXv4pQKIQrV65AIBDA6XQy/EGpVGJ6eprlObSZ9Hq9jNEtFous4d/f34fNZoNWq8XVq1d5SBAKhTA8PIz5+XlYLBZ4PB5UVlayZ5MkqeRjoAaYJtqxWAwLCwsYGRnhgu8on1KphH/0j/4Rbt68yYW7TCZj3PHh4SEH0QkEAnzwwQdMcaRw2srKSm6+bt68iYaGBi7YaXhHstTt7W3U1NRw3oPFYmGTN22QRSIRTp48+Tmv8OTkJEsi29raWKorFAqRzWZ5y0eksVgshkAgwEMfkgRS6CJRJT/88ENYrVa4XC72VZAMmRp4l8vFuS8k4QP+N7pfq9Vie3sbSqUSTqeTP7s2mw3BYBBKpRJutxtSqZSN2FtbW3yHLi4uQiaTwWw2QyKRYG9vD/fu3YNWq8Vzzz2H/f193rZrtVrMz8+jr68PDQ0NGBsbQ1NTEwqFAk6dOsWgIYK9KJVKhkXQcFAulyMcDvPPb3Z2FiqVCnNzc/ja1772c787X6jZqK+vRygUYrY6aTXVajW/ELR6WVxcxMrKCux2O6amprC0tMQXELGmCflGmwya0BN/mjwehNpdW1vjNS8dqPRLIoNYS0sLv2iUxut0OtkkS5MvSgKlIL2qqipuHCi0cGdnB8ePH2eykFqtRnd3N958800YjUYEAgGcO3eODZ+U2tjc3My66oqKCmxsbCDxWWCeXC7H+Pg4BgYGeCLyZ3/2Z3A4HEyXuX//PlpbW5nZTIZAs9nMCdmE6KWVYlNTE78wcrkc7e3tzJUm8+jw8DBmZ2c5Vfdf/st/iatXryKRSHBhQE0imeMoY2JnZwczMzOoqalh7wuZ8o/qWVtbQ09PDxYXFzE9PY1XX32V8xay2Syboil5lD7cDQ0NTAARCoU4fvw4N1t2ux1LS0uoqanBw4cPPxeSRjK86elpnoQIhULo9XrWbWq1Wm681tfXkcvlcOXKFQiFQiwsLODixYuMQyZMIa0uCTtHW4zm5maUy2Wsrq4yZjIajTJij/TKN27cwIULF/DgwQO0tbUhHA7j2LFjrAGmAL2Ojg7WpHZ2dqK+vh7T09MIhULMJjcajXjw4AGHxFGhVVVVxUUdFb+EIq2urubNBvlotFot+waEQiFWVlbY6JZIJPDgwQO8+OKLuHv3LlpbWwGAddM0Vd7Z2WGZGsEJAoEAIzEpNZmSXo9axgcANpsNsVgML730EgfX1dTUYG1tjekoYrGYZTgkRSME5tDQEHZ2dhAOh7G1tQWbzQa/34+BgQEAYA79iRMnMDY2xlST69evMymODH/xeJw18IR/3NraQm9vL1ZWVlBfX4/jx49DIBBgamoKHR0daGpqwvz8PP+s1Wo12tvbsbq6ykF3drsdiUQCEomEN8sPHjzAzs4OBgYGkM/nMTQ0xBPhSCTCqdYU3EWTT2ooAoEAqqqq0NvbywMjt9sNoVDIgVUnT57Et7/9bVy8eBFOpxM6nQ7vvfcebDYb+300Gg0cDgfGxsbgcrmYNEjhgiSRorArohuS1t3r9aKnpweBQAAKhYJlRidPnmRdclVVFcLhMLa3t9kDQVPuqqoqrKysMLr6qB+LxcIDpDNnzjAW+dFGj4zyW1tbaGpqYpnT6uoqWltbsbm5yZvKN998E729veyhfP/999HW1gaPx8OgB5/Pxx4bkUiE5uZmDmcjjXd1dTUuXryIqqoqLC4ucjJxc3MzEokEnE4nWltb4ff7oVarsb29jYqKCvbEUCI5yZeIcra3t4d4PA6Xy8US0xs3bqCpqYl9ioeHh+jo6MDm5iYPZZqampj+Rmhd8oYSNIUmvtXV1bBarVhdXcXGxgaeeeYZrK2tYXV1lSe5JIMtFousxW9oaEBPTw9isRjW19eZqEcSNZJ/6fV6mEwm5HI5bG1t4Yc//CEGBwfh8/kQDAZhs9lYKZJOp7GwsMB1DSHeBwcHcffuXaysrGBgYADz8/N46aWXuH45qsdkMmFiYoKlYbSJNZlMPFghzxr5Xim7jJovv9/P+ULBYBDJZBKnTp2CWCxGZ2cn48Fpczg5Ofk5KXS5XEYwGITRaERHRwfi8Th++tOfoqOjA21tbTzUCIfDuHz5Mp566imo1Wr4/X4kk0kGsVy/fp1R62T+ftSrQGGmRMeiME2SYdOWRaVS4eOPP4bJZGJKZTabxfz8PG+sKHeJ6ly9Xo+xsTEkPst683g80Ov1qKyshNfrhUKhwOTkJGpqajA6OoqNjQ1uBmigmM/nsba2BgA4duwYgsEg/H4//H4/ywKFQiHfNzs7O9je3sb58+f559rY2MgktPr6eh4OmkwmmEwmbG5uQqVSoampiRs7Og++8Y1v4NatWz/3u/OFmo39/X1eh5Lb/caNG+jq6mJmciqVwvb2NsxmM1588UUuRGgy1tbWxi/YysoK/viP/xhvvvkms48JWdfe3o6JiQkkEgnY7XZUVFTw4VZZWcnTzv39fTx8+BAdHR2orKzE3/7t36KpqQmRSISJD5R4Ojg4iMnJSZRKJXR3dzONhNZrFKBGL3R3dzdmZ2e5k+zo6IDNZoPH48G5c+cQi8XwF3/xF7hw4QLHuBMVwWazMfKRqF1Op5MPKZKAbW1tQSQSYXl5GSdOnOC/f2BgAHNzc8jlcoxlJa00IQYBMI2GPkAejwc3btyAz+dDS0sLY2FJXykUCrG6uopjx47hzTffZDlUfX09h4eR9IjkZjs7O3j66aeRTCYxPj6O48ePY3d398gne4lEAjMzM+jq6gIAzM/Po6OjA6dOnUIymcTc3BwEAgGqq6t5YqZWqzE1NYV4PI6hoSHEYjFEo1HOESDCTn19PXsJ7t+/j2KxiIaGBhgMBm48ZTIZm/tpQlMul7GyssK6b71ej+7ubqyurmJoaAg+nw8jIyM8+SFyRSAQ4EZiaGgISqWSD2zaNhHJhBB+ra2tKJfLqK6uxszMDP+eKNwwmUziy1/+Mrq7u7GwsMChjjRd9Hg8/DXevn0b/f39zKMnWdb09DR6e3uZLEIBjg8ePMDx48fR29sLr9cLt9vNFI9kMskhmna7HQaDgXW4dXV1sFqtaGlpQSwWQ3d3NyYnJ+Hz+WCxWGA2m9koTpMbyg/o7+/nqYvdbsf4+DhSqRTzyWkreZRPNBrl5igQCDB3nEyc5DkhWgdpjknPSzIsykSpq6vDtWvXYLPZGKc7OjqKDz/8kAMOE4kEdDod1tbW4Ha7ebpKKbRyuRwbGxtoa2vjzWcmk0Fvby8+/vhjDkZTq9W4efMmLBYLT58pryEQCPCl09jYyEZdiUTCyGmpVIpr166hs7OT1+5DQ0N46623WCpB5k/6vFDRT8AQ0sOT/0omk2FmZgZarRYTExPo7e1FoVBAe3s7dDodfvmXf5mN7ATYCIfDnO1EF/zS0hKamppw9+5dTiK2Wq144403MDw8jM3NTfT09KCpqQnvvPMOzGYzPB4P2tvbWSZFie+EHiUijt/vh8PhQF1dHYLBII4dO4bGxkZcuXLlyN+/27dvw+FwQK1WY3d3F0NDQ6isrER/fz8ymQyHzxE8JBgMwul0oqmpiVOAySS9srKCw8NDuN1u+Hw+9mcZDAYummgTRvhawgInk0lOtz5+/DgCgQA2NjYgEolw8eJFBINBKBQKjIyM8Nk1OzsLuVwOp9PJIaqEBp2bm2NQAEE7urq6WPIql8sZT/ziiy/igw8+wLFjxxgbq1arYbPZEA6HkcvlsLq6ivr6et7UJBIJLkzJV1JdXY0TJ07wMIiIZjREGRkZQSAQ4MysgYEBuN1uSCQSGAwGlngRTbOiogJdXV1YW1uDyWTC6uoqhxwGAgHMzs7in//zf4633nqL1QtEtfzoo4+YBqj8DHPb1tYGk8mEVCqFmZkZ3uBnMhmcP38e9+7dQyqVOtL3z+v1MqaaABE00CUpFZ0ZxWIRmUwGTU1NaGxsxP379zmfxO12Q6/X46mnnoLT6WTPh1KphEajgdVqxccffwydTocvf/nLjOcnOp5IJILT6cT29jakUim6u7uhUCi40fV6vUgkEvjyl7+M7e1tliapVCqcPXuWU7pdLhcP+2iIW1NTw3lnNBwHwDLUZDIJt9uN06dPw+fzcfYHBR5arVYEg0Eu9MlTRPcCDWuy2SxvIYaHhyEWi/Hw4UOGhrS1tcHv92NlZQUGg4G3RS6Xi7OcaKMmk8nwta99DVVVVbDb7bhz5w57gCnAmSAg29vbbBwnxQXRVBUKBeO9qc48PDxEKpWCy+ViAFJ1dTXq6+vR39+Pv//7v/+53p0v1GzQRPfhw4e80tLr9SwfoXRHWqUJBAJe22QyGc7gAD4NG2ttbcWv/dqv4ezZs2hoaEBVVRV2dnbQ1dUFr9fLzQ0VRESOorVVMpnklWZNTQ1mZ2fx3HPP4cGDBxygRWZDmkwVCgW8+OKL+Pjjj9mcMzk5iUwmg8bGRjQ2NuLkyZN49913MTc3h/b2doyMjED5WWgaETVqa2sxMzMDq9WKK1euYGhoiLnjdrudMZeUtJxKpVBZWYmuri5UVlZCr9djcnISWq0WLS0t6O/vx71795DL5TA3NwepVMq0gMPDQ1gsFp4sBoNBTE1NcTig2WxGQ0MDk6TIoE66PoFAgC996Uu4efMma6pJy0fkpZWVFYjFYl7R19fX8yFJFwVNv4hgs7i4+EVen3/wMzQ0xJPHZ555Bl6vF36/n0k1SqWSswOEQiEymQxqa2shk8kwMDCA/f19hMNhxhC+9tprePPNN3H27Fnm/hcKBfyzf/bP4PV6USqVmNNP2kvSc58+fZqL7e3tbczOzuLcuXPY2tpio9cv/uIvYnV1lY3MhHpsa2tjMycl65K/x+/3o62tDSqVCgsLC0wooalHPB7HzMwMKioqeHMxOzvLmQqXL1/mC0Gj0UCj0TCVjAhVe3t7sNvt0Gq1uHTpEj766CNotVpMTk5yHgmtiIk2VFtbyx4OhUIBm82GxcVFlMtlnD9/nskx29vb2NjYQDabZW56NpuFw+FAPB7H0tIST6AovJKoNHRx6XQ6lgvY7XbY7XZMTEzg7NmzuHbtGl9O/y8MumKxGD09PaisrORQM51Ox3SZdDqNZDLJUjWj0QilUska9traWszOzrIUh86kyspKXL9+HSdOnEBXVxckEgnq6+sxNTXFmm7SLNPqXKvVQiQS4cqVKxgZGcHh4SHq6urwwgsv4J133sGPfvQjTjpfW1uDwWDgbSsAlpPGYjEMDAzw10MwgkgkgsbGRiwuLkIqlcLpdPKfQU3XjRs3YDab0dzcjPHxcSSTSbS3t3NjQZsN8pitr68jmUzi2LFjKJVKqKysRE9PD27cuIHu7m4Gc9y4cQPpdBp9fX0s06urq2MqT2dnJ7LZLGOlyQ/w7LPP8hlFG4179+7BYrHgrbfewsjICN8pj25DGhoa0NraypNMGryo1WpEIhGWcwDA4uIiRkZGjpwEBHyaweJ2u3H27FkOeiVsKH3GDg4OMDQ0xJ9ZksWRooAaKprkymQyhEIhNDc3M7UsEonwu0lhefl8nuEulH9AABVSBBD0RKFQcGNCkAxC2kskEoZcEEq8rq4ODoeD8z/a29tRKBQQj8ehUqlw/Phx3L17F1/5ylewubmJgYEBxo2Pj4+jubkZuVyOpZwUvEp/r8FgYA8QZW81NTUhm83iZz/7GX71V38VH330Eba2tvhdvXLlCs6ePcsDAZoqDw8P8+ebNpEikQi3bt3in+v9+/ehVqtx7do1VFZWwmazsf7e5XIhFAqhu7ubM8nsdjvnfGk0GqyuruL73/8+zGbz52SFa2trnFHR2toKt9t9pO8fyYkpxNliscDtdrMMjoZpFC66v7+P+/fvY3t7G8VikbN7yDtwcHCAp556iqXvFosFb7zxBkMASqUSZmdn4XA4oNfrGahCpmqinxLmmyThhUIBTz/9NFKpFE6dOsUS03w+j9nZWR6W9vT0wGQycVabwWCAXq9nmuXBwQHLO0k6CgBdXV1QKpWYnZ2FTqeDVCrFgwcPOM+GsrKoKX90M7+/v881Z2trKwqFAmZnZxlCcO/ePezv76O3t5fvTyJOkfejXC5jbW2NpXtyuRzRaBRra2twOBxQfkZMbW5uhkgkYtnY0NAQ54vF43FOsKcMnUgkwp/5dDqNiooKWCwWBINBtLS04P79+5z7EgqFvtAZWHFI7q//P8/e3h4UCgVefvll1NfX8xo0FAoxsWRwcJB1pERGoon83t4eDAYDvF4v7HY7X9RWqxUej4c7UolEglQqxSshq9XKlIuGhgY2lAmFQty/f5/JWH6/H0tLS2hsbOTAneXlZYjFYpYtlEolLC0t4etf/zru37/P2FNKjBwcHMTp06d5qkyGXPpFxuNxvPnmmzxVp40BOfuJ8EKF0+rqKpRKJcttqJskvWAikeApKCVD04uRzWbZn0AvGdE9WlpaYDabOU1VIBBgbm4Ozc3NCAaDLBFqamrCJ598wmvsubk5nDhxAnq9Hh6PBxcuXMC7774LqVSKxcVFqNVqNDU1MR1Mo9GwD4HkWFQAVFRUoLe3F4lEAn/+53/Opvr/Ww+9f//hP/wHrK+vY39/H4ODg3C5XDh37hz8fj97aChQp6WlBSaTideCtE2jglir1cLn88FgMGBjYwMajYYner29vRgbG+Ni3eVywWAwQCQSYXFxkdeZXq8X9fX1mJychEAgwIULFxgUEAqFmDxGjSzlLYyMjHABo9frOcxsfX0dfr+fpSI0QSfd9fT0NJ544glcv34dKpUKJpMJvb29mJubw8rKCkufaPJJEgW/34+ZmRlIJBImaPT09LBsqqGhAR9++CEKhQK/S8899xzW19chkUjYxE6fLQps29vb4+R6pVKJ27dvY2lpCTKZDBcvXsR3v/td/Kt/9a8wMzPDDezg4CA+/PBDNqYS2nJvbw9Op5MpH9vb22zAtNlscDqdEAqFePrpp5nqZrPZ8JWvfOX/+vv36Dv4la98BXV1dfjyl7+MsbEx3viQqZqwj3V1dWhubmZvjFQqhcPh4OC1J598Ej6fj1GuxPdXKBTwer14+eWX8e1vfxsOh4NJNYFAgJtrwtQC4ItldXWVN6cmk4kBEZlMBr/927+N6elpxGIxNDY2YmVlhbdilCbe0NAAq9WK9fV13L59Gy+++CIbVN977z2cPn2aaSeUoeLz+SCRSNDS0sLvOen6e3p64PV6cf36daRSKQwNDeHcuXO4ceMG+1ksFgsqKyuxtraG1tZW3jY3Njay4d5oNKJYLEKhUCCZTGJpaQlKpRLt7e2orq5mTGh1dTWSySQMBgNu376Nb33rW7h79y48Hg+MRiOefPJJ/OVf/iWGhoa4CH788cdx9+5d5PN5WK1WHjhQwULBeISSlUgk2NzcxLPPPou5uTn81V/91ZG+f7/7u7+Lvb29z6WwUxFPaEx6H1KpFEs2idCYSqVYQplKpZBIJNDW1oZMJoNoNMqNKQDeIH39619HMpnExx9/zDlGZEynSSrBCahw3tvbw8DAAO7evYupqSnOZNJoNFhZWcHo6CgePnwIgUCAU6dOsceSfGKPJj87HA5cuXKFs2MMBgOTGu12O/x+P8bHx5lo1dXVxXcmyeQoULSxsRFutxvKzzCfFFRG0uOlpSVUVlbijTfeYPM2ZQf19/cjn8/D6XQimUyiqakJDoeDw1hra2vh8/kwNzfHngOr1YqlpSXI5XKcPHkSEokEU1NTDC+5ffs2KisrGeNK7z/VO+Pj42hoaMCLL76IZDKJWCyGRCKBSCSCgYEBCIVC/JN/8k+O7A7+N//m3zAEZHNzE6VSiTcHZLIHwJ8hAgSk02k0NzfDZDLB6XRy1kZdXR18Ph/Onz+Py5cvo1wucwzA8vIyS44ymQwuXLiAxGe0ze7ublZfUBFODe8zzzyDrq4u/Omf/ilee+01ViHQZ6G/vx/Ap0oRt9vN2UUAEI/HuYgn3Pzly5ehVqtx4cIF/OxnP4Narcbo6CiTp9ra2rhx+tKXvsSNRFdXF/sMyV+m/CzAlyiTj/oVX3nlFXzyySeYn5/ne45gAUTIoiY3kUhgdHQUXV1dWF9f5zpHKpVy2DUZyH0+H2+Qnn32Wbz33nvQ6/XY2triBUB1dTXcbjc0Gg16enoQCoUQCARgtVqxvb2NpaUlDA0NMVHre9/7HtRqNfr6+n7uO/gLNRt/+Zd/yeaX+vp69PX1sRGFwpGI5rOzswOXy8Xazq2tLU4i3d3dRV9fH7a3txGPxxGLxVijTpdKPp/nQ75UKn2OEby2tsYfZJq2BoNBPgAfe+wx/OQnP8H+/j6eeOIJyGQy3LlzB7FYDJ2dnZyBsbW1hUQigaGhIZ7kkz7v4OAAADA8PMyBOxsbG6xh02q1OHXqFL7//e/zpU1sedLfZ7NZ+P1+1unl83mEQiG89tprCAaDePzxx5HP5/Hv//2/h1Qqxd7eHs6ePQuv14uamhp0dHTgk08+4YJ0eXkZ7e3tLB8jshQljX744Yfsr6APlVQqxccff4ze3l6cPn0as7OziMVi7CUZGRmBUChkH04wGOTwvFgsxprUcDiMvr4+7OzsoKOjg5Gk/+2//bcjO+h++Zd/GSKRCM888wympqbQ0tLCIXCkb81ms6ztpEwKmpZSCi2FA42Pj6O7uxvT09P45je/ifn5eZ4ShsNhWK1WptYQ9rWiooIlVul0GteuXcPIyAhisRg8Hg9vqihFubm5mUOzPB4PvF4v6urquJHx+/3cOJChixq527dvY3R0FE6nE5ubm3j66acRCARw/fp1PPnkk5ifn8fExARefvllrK2tcdIy8egJh1tZWckBPh9//DGsViuUSiWWlpawsLCAtrY2/PZv/zb+63/9r7DZbLDb7bhx4wZfGOVyGQ0NDVhbW2OUNTUJ4XCYD2udTsc0NPL2tLa2YmpqCrFYjDc6RBGhYmZ/fx9WqxVOpxO7u7s4deoUCoUC7ty5g5GREZTLZdy8eRPnzp2DSqVCOp3G0tISBgYGjuSiffQd/Mu//EvU19fDbrfjhz/8Ierq6lg2So1AKBRiNCGFW5HplZDgNHSg4UddXR03zcPDw/jkk0/Q0tICr9fLWzBKKiZe/L1793DixAkcO3YMDx8+5O2Ky+XizaNKpYLH48HTTz+NtbU1+P1+WCwWtLe3w+fzcfJyMplkfCcVT+VyGRcuXMDu7i52dnYgl8vR39+PyclJ2Gw23L17Fy+++CLee+89jI6OIhgMoq6uDslkkgdNREMjzn5lZSXsdjs2NjZgs9mgUCh4UEDmyJ/97Gf4+te/Do1Gg2AwiFAoxJesRqPB8vIyo5GdTicODw8hk8mY/KZQKBhz2dnZycz627dvY2BgAE1NTVhfX+ewV/LeUHgbbXZo00MeJDKK1tfXsxz13XffPdL37w/+4A+YCjU9Pc2GWYfDAZ/PhxMnTmB/fx8/+MEPsL+/j0uXLqGiogJTU1PcAJJsw2g04sqVK3C5XPiTP/kTfPe730VTUxP+5m/+Bs888wzMZjPm5+fh8Xhgs9kwMDCAZDKJsbExlMtldHR0cB5WMBhEX18fnn76abz55pv40Y9+xHfLzs4Oy4rr6+sRiUQ4lJDCTgmesL+/z9ANo9HIAaLJZBJnzpxBLpfD5uYmF3Yffvgh8vk8stksJygnEgmWbsViMUxPT6NQKDCQgiQg09PTvJUkEtTQ0BBSqRTm5uYwMjKCBw8eQKFQMOKZ1BREu3K73YjH42hqauLpeS6XQ1dXF2e7jI6OYmJiAs3NzdycDwwMcHhpOp1mVDoF2ZGMkb5malAoF6WlpQUKhQIajQbf+ta3juwO/rM/+zPodDrcuHEDZ8+eBfCp8Zmm9+T3IeAJEQMPDg5gMpl4s00mcQK50CY0EonAZrMhGo3y99rV1QW/3w+pVMrIfp1Oh42NDUxPT+Pw8BAvvfQS4vE4bt26hY6ODtTW1rJMbXFxEc888wz29vZQWVnJvl6fz8dbLgLqkB+CpLrz8/O8IXQ4HJiZmUFfXx+mpqY4dI+ARdQEUWaGQCCAQqHgPCGLxcJDqXg8DqvVyjkwHo+HwQYvvvgi/vE//sf4p//0n3Im3J07d1BdXQ2lUsmNLcmPJRIJnwEbGxtMOnz22WeZkiUWizkAkSTeJLEkwhzlYVVVVaG+vh6pVAo+nw9qtZqpqD6fDy+99BJef/11WCwW1NfX44//+I//zzcbv//7v8+Jgo2NjTAajZDJZJxSSysuSpUlcyPpSwEw65peTOrCisUimw0pP4JCU+gwIM/C3t4ejEYjhEIhxsfHodfrkU6nEYvFcPbsWbhcLvh8Prz88sv46U9/itdeew3z8/McepT4LFF0Y2MDQqGQp7vt7e28/iODeqFQwPT0NCN55XI5/H4/jh8/zi8qUSuMRiO2t7fh9Xo5eIwCXqLRKG9+yMCpVqsRCATQ09ODv/u7v4PBYIDFYuGJ0DPPPIO5uTlotVrcu3ePJSbUGBD20ePxoFQqwWg08iFNxV5NTQ0WFhZw6tQplEolvPHGG/jmN7+J6elpziKhnwl5FILBIHtCFhcXMTAwgI8++ojj6YkQ1tbWhl/5lV85soPuT//0T3Hr1i2mk1itVty+fRtnzpyBXC7nxGky5yaTSaZWENaVDHWJRALz8/N49dVX8Sd/8ic4duwYy9cmJibw67/+6+jp6cH9+/exvr7OicKU7UKpt2SaOnfuHCKRCDY2NjA7O4tXX30VwKeNcXd3N773ve/xdGp1dZWntRRESIcTSRBoGkTTkYcPH0L5GSJ0dXUV2WyWqWOPPfYYFhYWoNVqsbu7i4ODAw6dIq054foqKyu5cdZqtWhra8PDhw9RX1+Pzs5Olvd89NFHjFImGSKFAlqtVs58WVxc5HW5WCzmnBKix1y9ehXt7e1MpKmqqoLFYsGbb74JoVCI+vp6NruToZhIaGSoIxkmXbzr6+sIhUKw2+341//6Xx9psffbv/3bbOQfGxvD6uoqXn75ZZw+fRrBYBDz8/MQCATcaBD6OpfL8YTZZrMhFAqhsbGRqTn379/HyZMnIRKJcPfuXRSLRWayy2QybmqWlpY4DItQjPfv30d7ezsaGxvR2trKoWO/93u/h1dffRUdHR04ODj4HJyDMiwcDgen0Y+NjSGVSuGpp55i+Rf5guLxOCfKWywWGAwGVFRUYHFxETU1Nejt7YXP5+Pfw8OHD6HVamG1WpkeQz+PiooKnDhxAjMzMzAYDEgkElAoFIyP3tjYwNjYGMMVKDNDKBQy6Yx8aNQwGI1G2Gw2rK2twel04tKlSxAKhfjZz36G/v5+zM3NoaOjgwsOh8PBlLDZ2VkuGsgwmUwm+byORCKor69HOp2Gw+FALpeDRqPBwsIC/st/+S9H+v790R/9ET755BMergSDQTQ3N3MI4vb2Nvb399HU1MTySUpNpkkpbXdJUvejH/0ILS0t+NKXvoSPP/4YjY2N7NMgatWjEiUKlAQ+vc9p46tWq6FWq3F4eIhYLPa5f4cGKT6fD7Ozs/jmN7/JRebGxgb0ej2nTFNAbn19PXZ2dlhO5/V6Odvmo48+wmOPPQafz4fh4WFMT08jkUhALBbD6/Wit7cXGo0GiUQCsViMQ0NpKLK+vs4wlVQqhZGREZRKJfzwhz9kqhmdsURHor+bUtqJGEU/m46ODrS2tqK6uhpXr17F4eEhnnrqKVy+fJl/5l1dXQy3WVxc5C0eZUdFIhFMTU2hoaEBDocDOzs7LL8iCfT29jY6Ojpw584diEQi/N3f/d2R3cHf+c53OHyOcPHBYBASiYRrOY1Gg7q6Oh6ykfS8ubmZN5+UI0WZZmNjYygWi6ivr0exWPycWoRCR0kZQNlWmUyGJWXj4+O8uW9ra2PEcqFQYPJnNpvl/B6CSpCfgrwUDQ0NnDtmsViYAGg0GjnLpqqqChsbG6zAyefzOH36NB48eIBMJoNgMMhb0UKhgJqaGjQ0NCAajSIej8NkMmFjY4OTw8mH19TUhNbWVgSDQSQ+S5fP5XLsh3Q6nSgWi4y5pyGoSqVieRUNjm/duoVyuYzHH3+c4Ry0hYlGo9xAEayDhie7u7u8gaLQw8bGRmxtbWFpaQmnTp3C6uoq53e0tbXhN3/zN//PNxv/7t/9O4jFYkxOTuLUqVNwu93Q6XQQiUTs4yCSDADW9hPWLBaL4dSpU9je3obT6cTQ0BAnTHZ0dLC2nbBaZLwi6gp1hFQw0QaiWCzi1KlTmJiYwPLyMh5//HGOdl9bW+OU7FQqhcHBQdy7d49565SNIZPJ0NTUhFAohJmZGZw8eRK3b9/mtEZqjGiy9cYbb+DUqVOIx+OM4KNpNX2gVldXWcqSTqehUCjYh0KhQCTR0Wq10Gg0yGQysFgsuHr1KuLxOF/mZ86cYd480TVIG04ekWKxiHg8zlQM6orHx8chEAhgNBqhVquxtbWF/v5+Dt6iw46kWXV1dSxJCIfD6OjoQKlU4p9pOByGw+HAu+++i9dff/1Im41IJIKhoSE2KBNpjFbkGo0GhUKBaWmxWAytra2f07bTZuNv/uZv8MILL+Dw8BCRSARPP/00mxc7OjpQUVGBmZkZHD9+HAcHB4z0y+fzzP8vl8uw2WyoqanBO++8g4GBAXR3d2N+fp4pHD09PfD7/byxW1pawvHjx2G32xm3R+nI5AUiqpHVakVPTw8ePHiAiooK/jpv3bqFTCaDjo4ObghjsRhOnz79uUTXZDKJ/f19hEIh7O7uwmAwwG63M3p6f3+fpVNqtZpxk6Ojo/jud7+LV155BbOzs0wIqa6u5vRpkikQ5pZ8RR0dHRwMRAFIP/nJT3Dy5Em+SCUSCWNF6fNAhKvDw0OEw2HE43GUSiU+V8iArFar8fDhQ1RWVuI//af/dKTF3p/8yZ/wBI6+BzqD9vf3OWDu8PAQKysriEajcDgckEqlvHGrrq7G6uoqT7oODg5w+vRphghkMhneRlIifCgU4ouEBjv099JUv7+/nxsJl8vFgwefz4dXXnkF169fx/j4OC5dugSZTIZYLMYeIsJnp9NpNDU1wWw24+7du1Cr1aivr8fdu3cBfKpVvnXrFn7lV34F8Xicw/xsNhuqqqrQ0dGBcrkMr9fLYA4ysRJO1el0sj+Msl5WVlZw7do1nDx5kqlxZCadn59HW1sbjEYj3n77beRyOXR3d7OMy2g08qXd2dnJmn66YxYWFpia9N577+GXfumXsLS0xFIXpVKJ+fl5GAwGPveIvLS/v49IJIKOjg42+Z45c4YJb88+++yRvn//8T/+R6bzWCwW3k4RMSscDiMQCEClUnEmBW1iaAhA+Sfd3d24fv06qqqqOAT05Zdfxp07d5g8aTKZePhEeR00WAuFQizbolBEys0Jh8Pw+Xz45je/ib29PSwvL6Ouro7lIzQ4IDTt/v4+y8DI0E1388jICE9mt7a2cO3aNQwPD8Pr9UKtVmNoaAjf+c538Mwzz6C+vh7r6+vQarWIRqMQiUQMR5DJZHC5XIyqXVhYQFdXFzKZDDfjTU1NeOyxx/AHf/AHeO211zivKxQKoaWlhTNOCDCQzWbZLB0KhWA2m1n6SA3Y/v4+hoaGsLm5CYlEgjt37qCzs5Mn41SCEZHy1q1bEIlEGBkZ4Xpqd3eXKYILCwtwu908JPwf/+N/HNkd/Au/8AucP7G5uYnW1lbkcjnMz8+jubmZ6Xg0XNnf3+ef/YkTJ1gqSltLkrtRLsTS0hLfseT/JewvbRwkEglu374NqVTKtQAhtr/73e+io6MDv/iLv4iPP/4YyWSSU91Pnz7NmwZSMZCpHfg0w4b8YblcDoODg/zvOhwOpqfV1tZifHwcr776Km7fvo3Ozk5G0VssFoRCIR5wer1eyGQyRugmk0kkk0lYLBZotVosLS0xZrxYLOKNN97Ak08+iRs3bjBCn3xrExMTaG1thVAohMfjQTweZ0khbXReffVVHlxLJBI0NjbiP//n/4xf/dVfxdbWFhYXF/Hiiy9ieXmZA1I1Gg3LaQUCASKRCJvmjUYj38dVVVXo6enB+vo6gzKuXLmCN9544+d6/76QQZxi1zs7O+H1egGAzap6vZ656IVCATs7O4jFYnC5XBz8FI1Gcf/+fWxtbeH8+fMYGxtDOp2G0Whksy9NkYRCISNbiZP8KKc/m81ic3MTvb29EAqFnEyp1WqxtbWFK1eu4Dd+4zdQV1eHdDqNcDgMAKxrm52d5QaCzLO5XI41aV6vF9/85jdx79497O7uYn5+HtFoFMViERKJBFarFceOHcPrr78Oo9HIJrTd3V2Mj4/DbDZjYGCA11pms5l1niqVCp988gnjE9vb23H9+nUcO3YMKysrCAQCbHIk9CLpDmlqpFQq0dnZiWKxiIWFBfYqAJ8Sc4xGI7q6unhaWFVVxRkhHo+HSTfxeBxvvfUWs+6pIKJUzUKhgL29PVy7dg16vR4ymQxjY2N47rnncOLECbz++utf7NT6BzyffPIJmpqa8Prrr6O9vZ39Qm1tbZDL5RwYRqGEQqGQDW3khSAd88HBAb7xjW+wwWphYQGBQIBzLLa2ttjITBg9omsQi/vChQvI5XIIh8O4ffs2XnjhBcTjcd7e6fV69PT0QKFQIBaLca5KX18fE3so1Zu2G5WVleju7uY0dEJ0tra2MuObqEEWiwWRSAQnTpzA3t4eWlpasLKyAqFQCLPZzF9nuVzmlNOFhQWIxWL2gzx8+BAnTpyA2+1GIBBgfB41cLdv30ZVVRWi0ShMJhN7nMrlMqqqqhjzWldXB71ej0KhgLW1NVitVnzwwQd46aWX4HK5UFtbi0Qigd7eXqyvr8NkMmFoaAhzc3M8RaZcnXK5DJ1OB71eD5FIhHv37sFoNEKr1aKnpwff/va30dfXh3K5fGTvHj2rq6ucujwxMQEAbOKXy+VoaGhAQ0MDS0NJArW1tYWWlhY2J5IJ/Pz589jY2MDCwgJPLh88eIDm5ma0t7djdnaWZQrkBcpms/xzz2Qy/FkoFou4c+cO67/7+/tx9+5dOBwOTqj/pV/6JRweHkIgEMDr9XKCt1wuZ3pdOp3GrVu3mCjm9Xpx4sQJrK6uwuFwwOPx4Pr16+jo6MCFCxdw9epVSKVSTupeWlqC0+mEXC6Hw+HA9vY2dnd3odfr2edjMpkQiUSgVqvxs5/9DC+88AI2NzdRVVWFXC6HoaEhTiYfHh7GgwcPcO7cOTz22GPY2NjgQDlqQiUSCZNfaLJMQA0qFsrlMl544QUYDAY0NDTgxz/+MRYXF9l3kMlk4Pf7ufgmeTBRxbRaLU87VSoV3n333SN//2ZmZjA0NIS1tTWeVBJERCaTYXBwkDfp0WiUEb4WiwXd3d3sBYxEIrz97OjowMrKCs6dO4fp6Wm0tbXB7Xazb4K2yH6/HxUVFYhGo3A6nTh37hwXHPl8njf1ZA7v7u7GvXv3OAySGghqNClIl74esViM4eFhqNVqzjGiAVplZSUkEglUKhV+4zd+A5ubm5zoXCwW8dhjj7FvSS6XM76ckPy09aYNN212pFIpamtr0dzcjDt37uD555/H3NwcOjs7ufiihl4ikcBms2F5eZnfAYIGkISVvv9sNouFhQX09vbiiSeewMOHDzE3N8dS2MceewxSqRSbm5vY2dlBZWUlh05SUvatW7eYokXJ3FevXkVvb+/n/K5H+VBOhNVqxdDQEBYXF1muTs05v2xmLwABAABJREFUKVqMRiOT7A4ODrjwXl1dBQAYDAZ0d3dDKBTyZ8vn82FgYACffPIJampqOFeGAlEpibyyshJyuRyRSATHjh2Dx+OBwWDA7/zO72B/fx+vv/466urq8JWvfAVLS0tIp9OYnp7GU089hYqKCs7l8Hg83OCQnIqyqObm5pBIJNDY2AiLxQKFQoHLly8jmUxCr9djc3MThUIBP/3pT3H+/HlMTEwgFoshFovB7XajtrYWbW1tLNWkQTDFOHzve99jv1IwGMSTTz7J7/9rr73Gw/POzk5cuXKFgy9lMhmKxSIAMLnM5/MhnU7jzTff5HDPWCyGoaEhqNVquN1uVFdX4/d+7/fw/e9/nzeFhLSmASoNJKim9Xq9nH1FuU00SGtoaMDFixfxxhtv/FzvzhfabHzrW99iHCex7ymYioJRKAl5c3OTOzhK1KTOrq2tjTMCKPNhY2ODee1tbW2M+5qammKsGE1+iThQWVkJnU7HG5adnR2oVCqsr6/jhRdewIMHDwB8qg0vl8u8Oo/FYmyiXF5eZoOry+VCZWUl52EcHBzggw8+4CRv0vsTQWhrawsmkwl+vx9ms/lzvGLgUwPSzs4Otra2IJFIOIxofHycp59arRa3b9/mF4fMwWtra7wF+slPfgKr1YqTJ08imUzi8PCQXzYyV2azWZTLZSwtLaGnpweNjY24d+8eMpkMHnvsMczOzqKxsZFlFKTLJpRfX18fr2jJaLyyssJFSDKZhEQiYd0p0SXefvvtI5uq/Pqv/zpUKhVaWlrw8OFDSKVS1gLT1JtWrWTIoveksbER//N//k8mPNAKlC4yQkNaLBa88847UKlUMJvNTKOhaafJZILZbMba2hrrf8mLdPPmTfT390MkEuGv//qv8Y1vfANzc3O4cOECpqenoVarsbe3B4fDwSx4olBQsUhbMbowKa/l9u3bTF6rrKzklTPRVrq6uhAKhXg1TYU6Ja8WCgWeiDY3N8Pj8eDxxx9HNBplPGMmk0GpVIJOp8Pu7i4CgQAbtgmSQCnNtAqvq6tjvTthK1tbW/H+++/DarVy4KZSqcTXv/51vP/++4y7XVpaYi8WoYfpHXS73Whvb0dfXx82NjbYxNzf349gMMh5AUcto3r55ZdRKpWYB18qlRAOh6FQKBhbKRQKmfFPCFgiphkMBty5c4cb+3Q6jVwux2hgMuJTQJXZbGaCiUgkgs1mY4wxyUGUnyWMP3jwAB6PBy+88AJr4QlX/dJLL2F2dpaJN7T+J0wxbUlJMkI5QgcHB1CpVBgfH4dKpUIikcA3vvENbG1tsRGyubkZsVgM1dXVnLBLKee0+abPaH19PaLRKFwuFzo6OhiQYbVakUgk8NZbb+HChQucFxIKhRiRWiwWMTk5yRIFIv4RW5/8MjRkiUajGB8fR2dnJ5RKJaLRKORyOadpnzlzBnNzc5w4TA1vVVUVSwc3Nzchk8mg1WoRCATQ0NCAcrmM9fV1yGQy/OEf/uGRvn+/9Vu/hcbGRgSDQXz44Yd47LHHOGS2pqaGp6+kbSeCIwVwkn9mYGCAka600SLcL21QA4EAnn76aR5auN1uRrFT3gAlidM5FY/HWY5MFBuqCd59912W4/X19cFms2F2dhaZTAYVFRXsH8pkMkilUjAYDBxq2d/fzz6BZDIJrVaLO3fu4KmnnsLW1hbu3r2LkydPsgyb5E4kBSRkPHnpwuEwenp6WOJy5coVbjycTiefp2azGcPDw9je3ma5N2Uhka+TptNDQ0McyrexscEwkLGxMezu7uKll17izKJSqcSSWLPZzBIqevdocEk+1KWlJc7rIGOzQqFAbW0tfud3fudI72DKaKFBSS6Xg91ux+rqKhu6ZTIZF7F0zlHT5nK50NXVBalUilwuhzt37kAmk+H555/H+++/j9OnT7MHZG1tDWKxmJs5qnsSiQQ2NjbYN9jd3Y2qqiooFAr8+Mc/xrPPPsthiOSbIx9aVVUVZxMVi0UEAgF+H2gYS18bEQZJVn/37l10dXVha2sLra2tyGazTMmiu47Q0qRCsdlsaGhoQCgUYl+G3W7nQThJyshbQeoHuVyO559/nlUxoVAImUyGAwQPDw+xt7fH0lSFQsGDFYI8dHd3QyAQIBAI4JlnnsEnn3yCWCzG2HkKNL5z5w5/Xurr67nhUigUmJiYwP7+Ps6dO4eGhgbcvHmTVQ75fP7nPgO/0GZDJpOhvr4eWq0W6+vrHERSVVXFmwfKwmhvb+cLL5PJYGJiAsPDwygWi7h16xabWdra2vDee+/hzJkznHNBmnTg0xAt8olIJBLmdJdKJXbYy2QyzM/PY3BwkCf0t2/fhlAo5KK+UCggEAjgxIkTzEWOxWLQarU4ODhgCgQATqUWCoX4xje+gTfeeAMvvfQSPvzwQyZWEX6MfiEHBwdwu918sJFXpaGhARaLhXNCiKRCZneiAjz77LOYnJyEVCplytdbb72F06dP48KFC4wSjUQi/MJqNBp0dXVxQ1cul3ma+P777zMqViKR4Otf/zr8fj/kcjmmp6eRTqchl8tRX1+P/f19zMzM8AdEpVLBbrfDarUylaWjowMAMDs7i0QiwVz2o3zIF9DY2Mhrxd3dXZhMJhweHnK4Yi6X48RQktxNTU1hdHQUAODz+TA4OMibD/IE5HI5JiRJJBLeiuzs7ECpVEKtViMWi+HWrVtMtyD+/8zMDJ555hlcu3YN0WgUly5dgsFggFQqRU1NDbq7u7G8vIz6+noOeyLzL63KqZGvq6vjiRlpRrPZLGZmZtgkPT09zYUtJc4+erHduXMHcrkcer0eXV1djCd1u918sb/++uv4zd/8TfY7dXZ2Ynx8HPv7+2hsbIRQKGQq2eHhIZtybTYbEokENzoSiYSbnIODAzidTpw9exYej4dJayqVCj/60Y+4GadAxIqKCjQ3NyOVSqFQKPCfR2tnmsjQ4U9o2ffff5/JcEf5OBwODAwMYHx8HBqNBmq1ms3IJPUQCATcjJER2+VyMcCgsbGRs1CsVis3g+vr6/jSl76EtbU13naRybtUKrG+PZlM4uDggLdxjY2NAIBLly4xUWhsbAw6nQ4TExMYHBzEj370IzgcDpaOUHFYKBR4ulVZWckBreFwGDqdjj9LlMMCAO+++y77w0QiEQ8nqAA4e/YsAoEAy2FIzlNRUcHSmJqaGkxPT8PhcLDMNZfL4fjx40y6IqlZZWUl5ubmYLfbcebMGXi9XiSTSQ4SJHMvSUAp7ba2tpaJVR0dHZyvQXKd7e1tAP+bf0/nh9frZaIfbYTq6+vZrHz//n32NRz1Q/cKNf7xeJzvz9raWs6YcrvdKJfLqK2txeDgILa2trC6ugqTyYRisYjd3V0OziOMJWFc+/v7mUw2OzvLctGVlRXGuJLf4+HDh7DZbEyJunLlCud9BINB1vP7fD7cunULp0+fhtVqhUKhgNvthlwu54k45c5Q5orT6URnZyfW1tYQCoU4DJS2z4965Ai2QgNJapZJ+ktp3NFoFGazGV1dXVzMBwIBbsJ3d3dx8uRJhEIh6HQ6JBIJ/N3f/R17eZRKJfx+P/9viUSCwcFBzpS5desW5wMNDQ3xpoPgKtvb21zoCgQC/MIv/ALLzGjyLxaLIRAIeAv0aKFeKpXY+9Lc3Mzp1Ef1lMtlFItFtLW14eOPP8YTTzyBmZkZbg5p+53JZDj/yePxYHZ2Fl1dXVhcXIRGo+H7olgsYnR0FPv7+1wg04CGGg6CkFAzJhKJkEwm0dHRwX6Muro63LlzBwBw4cIFAJ/6JW02GzY3N5n86fV6cfLkSfYwProhoHecIC4kcZ+bm8MLL7yAbDaL9vZ27OzscNYVxTDs7Ozwe93T08NbVjr76Pzz+/2orq5GNpvln1NNTQ0rEUg+TTXXnTt3GNtP8RLU4HV0dEClUjGefn5+HvX19aioqEBLSwt2dnawubmJbDaL0dFRfveodgqHwzwEs9lsmJmZYSUEPdFolJG4ExMTkEgk6O3tZV/hFwnW/ULNRjKZhMvl4slVb28vJ73Sh9zhcEAikcDj8WB3dxcNDQ28qnU6nYwjTafTsNvt0Ov13BE+/fTTrOlcX1/ngKKKigo+7Ml1v7e3h42NDeTzeUgkEphMJk5NDIVCAMCTKepaNzY2sLa2BpfLxUhYWqs2NTWhWCxyUNixY8ewuLgIt9uNtrY2BAIBlq1QdsNLL73EybqEIgQAqVQKl8sFlUqFXC6HlZUViEQili3Z7XbI5XJe31ZVVUEgEOD555/Hhx9+iMHBQTYyrq2tMQ/88PAQXV1djGfL5/NMbQiFQrh06RJr+C9evIjJyUnW4pH8y+VyIRwOw2QycXd99+7dzyUy5/N5Lr5puprP5zExMcHTyxMnTkCj0XyR1+cf/FgsFrhcLjZvkWErGo0yp9toNMJgMEAsFiObzSKVSmF3d5enWF6vl03Tdrsdk5OTuHz5MlQqFTd+NpsNly9fRl9fH2pqamAymdDY2MgUL9J+er1eTExMYG9vDydOnMD6+jr29vZgs9mg1+uRSCTQ0tKC7e1tlMtldHV1oaKigj06pDmWSqVMwiDzYT6f54nz+fPn2cQpkUiwvr6OoaEhfPjhhxgaGsLMzAwTS+hAEovF6OjogE6nQygUwurqKjQaDfPz29vbubG8e/cuhoeH4XK5kEgk8Nprr/FhQqjM5eVlDAwMQKVSoVgsIhwOIxQK4fDwkPG3xMWnoDSn0wm1Ws3JvYVCgb1eNGkmMztNNwn3XF1dzQ09bdUODg646Kyrq8P9+/eP9P0DgLGxMajVas4UkMlkMJlMiMfjKBQKDMI4PDzE/v4+AoEAB3sKBAKWm/h8Ptjtdva3eb1eJoft7e1hd3cX/f39mJ+fRzKZRDqdxv7+PucRpVIpDq0MBoOQSqW4evUqTxj39vZw8+ZNZr3rdDo4nU4oFApMTU1BKpWis7MTkUgEOp0OOp0OKysr2NjY4OaGDLHEgq+pqUFtbS3W1tbQ09MDuVyOQqGA+vp6llqNj4/D5XLBbDbz1oekt2KxGGKxGLu7u5BIJCiXy1hcXERHRwfW19cxPT3NEA66pKPRKFZXV1kqkM1mUVdXh1gshomJCRweHsLhcMBoNDL0g2hB5AXU6XQYGxuDWCxGLpeDzWbjCTtNomkoRnkvj56BVVVVWFhYYBR4W1sbIpEI7Hb7kb9/x44dg1wuR6lUwvPPP8+ekoODA6ysrMDj8UAkErEXgOg39fX1aGpqYm/g5uYm/H4/Lly4AL/fj1QqhdHRUf7eYrEYy2+j0SgaGxvx2GOPoVwuIxqN8lZ/aGgIOp0Oys/CbJ944gmkUimEQiG43W5YLBasrq6ivb0d/+Jf/Atks1l0dXXxGRCJRNjgSucdnSkkoaHA2qGhISwvL6O7uxsulwsnT57ExsYGgE/19iaTCVKpFLu7u8hms5DL5QzFIPPsyZMnEY/HGeFLuV2UoRGNRrGxsQGdTsfp4/X19ZDJZFCpVByiKxAIeMNI2nbyZ+3t7XEuE+U+NTU1YWlpCYODg5idnUVLSwtWV1c5vZ7SuMnoSzI3+hkMDQ1hYmKCB4sqlYqR2kf5xONxdHd38/+dTCahUCj4jqNA5Ewmg0QiwUMumUzGgIKGhgbMzMzgxIkT2NjYwMrKCn7/938fb7/9NoLBIGO9qa4RiURIJBLs3yiVSnwWHR4eQiKRYHJyEmKxmOWQwKeNEeXPZDIZJJNJ5PN5DnYmFQGBjpLJJL8PtM3P5/MYHh7G4eEhfD4f4vE4Tp06xfEK5PWJx+M4efIk/H4/Hjx4gIGBAZjNZja703aRhs8KhQIbGxtobW3FxMQEOjo6eHh25coV1NbWcnhoMBhkMM3+/j7MZjPL4HO5HA+FaPBTLpd5gNrf349YLAaRSASTycTSU3qXJyYmGBQjEAhQKBTYb1xZWYm2tjb+54lEgjO9CNOcTqd/7nfnCzUblHBJU1UA6OzsxOzsLI4dO8YTF8J8PopVTCaTMBqNfGlSkUG/RJlMhunpaU7JNJvNmJqaQm1tLct4KFiJJlMU2jQ6Ogq3242bN29yIU/FHBm4xsfHceHCBaysrCASifDLSnKTaDTKCYpCoRB+v58RsMeOHcP8/DyGh4fh8Xhw7949nDx5ErFYDGq1moOl9vf3EYvFoNfr2RCfSqVwcHDAh6ZUKsWHH36Ip556Cmq1GktLSxgeHsbU1BReeeUVNDQ0YGlpiSfJhPLb2dmB3+9nDGlNTQ08Hg/C4TCkUimEQiEnDFNjRrxk+kDQJEmn06GxsRFarRbj4+OwWq1wuVwoFAoshQkGg9jc3OTUykQiwanrdMERwvSoHkq1pWZieHgYDQ0NGBsbg0wmw87ODv+cacVNKZuzs7M8gZLL5VheXuaJWnd3NzY3N5nGlE6nce7cOc7tWF5exsLCAq8YaaOxvb2NdDqNnp4elnAZjUYYjUamlslkMkxOTuL555+Hx+Phy+Tg4ABisRixWAzJZBI1NTVobGzkMDdaVQsEAvzkJz+BXq/nAoiMwSMjI5zlQSnlQqEQra2tMBqNiEQiWFxc5D+noqIC2WyWAy77+/sxNjYGoVCI5eVlxgKGQiH09/cjmUyy2c1ut7NMj963pqYm3mqIRCKEQiGWLEqlUrz66qu4ceMGZDIZhoeH8aMf/QgejwcDAwOcRkokjGw2i0gkAo1GA51Ox98r6XZFIhFPxILBIJqampjpfpTP008/jYqKCm7EyTtDIYU0QSXYBZmk+/r6sLq6ikKhgJ6eHly5coVlB+RL83g87B/wer1wOp1oaWnhCSd5CejvJRkhSTii0SgmJib4HU+lUsyqJxko+Wxo+k2NHCXGdnV1obq6mvXKVVVVWFxcRCqVwuXLl2G1WqFWq/Hhhx+iu7ubG4Lm5maIxWL09fUxNIC+vmKxiGg0iurqap5aUtNB0IpisYjDw0NIpVIO3SQtu1ar5UA/8gvQ9ouaOSJ05fN5uFwuXLx4kT9/5O2jgUssFmPajcvlQl1dHf/5VJgTinx7e5uRpDabjX0dFosF6+vrR/7+lUolrK+vY2RkhAv6dDqNlpYWWK1WhMNh7OzsQKPRQC6Xc5Pudrs5CyGdTnNQJMmgz5w5wxsAwrUTqYw2UqlUilPIyYemVqtRKpUwNjaGvr4+TExMsCTUarVyen25XMaNGzfQ39/PlCxC+NKmlSRuAoGA36dkMgmPx4O6ujq43W48ePAAly5d4mRt8mbQZlgikTCIJZfLccAcnbd0z1HDT4NH2kCQ34AMsmQ4p6BWGg6R1CyVSnH9QL7PxcVF2O12hEIhPs9CoRD29vZwcHCAc+fOcQPr9XqxubnJJEKiE2q1Wg5pvHnzJhobG9He3o5cLoeTJ0/i6tWrCIfDeO655470/SMPBm2vqAimx2AwYH5+HgcHBxgcHEQmk4HP5+NGlybxUqkUbrcb29vbOH/+PGZmZj4Hu6GBg0qlYhiGTCZjX9Dq6irnZtHdSPJ9OjMo6Ji8roQtJookeSYDgQByuRy/j7QtNRqNnP9CG5uamhrMzc3x0MxgMCCXy6G1tRXXr19HuVzmTQ3VmOQvicfj2NnZYbIeNY3kCaYzra+vD36/Hz/96U9x/PhxiMViqFQqBm0olUrU1tbyGRYMBlFVVYW+vj5oNBr4fD5cvXoVRqMR4XCYhyczMzMYGBhAIpFgqAghl2mwSOoYohqSzJy+ZqlUihMnTmBtbQ01NTWw2Ww/97sj+CIvGq2uu7u7WZ8lFAq5QCZNmkgkQm9vLxwOB3djEomEExRlMhkUCgXrHltaWrijInoKdVUHBwdYWlpCuVxmbCnh/SgYyul0cuohHYBkitNqtUxqCYVCqKurw4ULF2AwGDjcaHd3l7G4hJKl0EFK7ayurmbUJ8mYYrEYAoEA+vv7odfr+eckFot5tUYhNbTqEolE6OjoQDwe5wAutVoNq9XKDVkkEuGXjooNrVYLrVaL7e3tz5EaqLsn3CuF6KRSKaZV0MSUfuZVVVXo7u5GMpnkA7qhoYEvE5I1kCTk3r17rL1MfJZIrlarGW14VA8lUMvlcjx48ICNS7FYDFtbWxzAtbCwwA0b/YyGh4cRCoU47Eqr1bL+1uFwoLq6mgP86HKijRUZC4PBIObm5vDuu+9ibGwMtbW1OHfuHFKpFIRCISPs9Ho9X9D7+/uwWCzY3NzkjaDX6+UJt0gkYkQf4eWi0SgHYUajUda5U0oqrf/39/fhdrsRDocxOzvLP6PDw0MmqOzu7qLi/0fcmwc3ft/n/Q9A4iJBEDdAAiAI3jeXXO690mp1H15bdhzHcZzDnnac2JmmzWTa6XSm004nM5lMm7TpNO3EtTNxrMSWZcmyLuvYXe19kctjeZ+4DwIgcRAEQRLE74/V8+7q9/tHmrb8ff9KLGmXxxefz/t4ntejUMhhdeTIERw5ckRMtbOzszLl6e/vR1NTk1DP2traBNxQVVUlQwMAss2MRCJCS1GpVILl4xaQDUokEsGzzz4LvV4vhadOp0M6nUY0GoXxkwBMZkVQXpZOp6UZi0aj6O3thcVigUKhwMjIyKG+f8DDs4daWWZTkESTTqcRDocRjUaRy+WQTqexubmJ2tpaBINB+P1+4cuPjIygq6sLPT09gh12uVy4c+eObKCYUUDvDj+PJpMJp0+fRldXFxKJBBwOB+7evStSSzY8pVIJbrcbAKSYt9vtMBgMn/JUcPJGmhBBEl6vF/Pz81hbW0MqlcKxY8cwODgIu92O5uZmSZLOZrMSOsjij7IUXmDcqoZCIRQKBSlarVarDAiYSsw74OjRo1Cr1UIo4ztMCIPRaBTgBreblUpFNhcAcP/+fWi1WgQCAUxPT0sCM70era2tMBqNWFlZEUQnBzcMUu3v74fX64XFYhG5KgCMjY0d+vu3tLSEQqGAQCAgcl4Ox7RarWwZDw4ORCpiMplk4JRKpTAxMYGtrS2R61Amlc1mEQgEEI/HoVQqUSwWsby8jHA4jN3dXdG/EydLrxq3l8yZoaSVSd7GT0IGmVL/5ptvSs5MdXU1yuUyDAaDFGSbm5uYn5+XcLxnn30WCoUClUpFpL2FQgGlUglOp1PkcPfu3cO9e/c+BbDw+XxyvtNLtbOzg5GREXR3d8Pr9aJcLuP8+fPY3d3F2bNnhRSVSqVQXV0N4ycBrl6vF6dOnZJwXgZ12mw2SWj3er3wer3Q6XRwOp0wGo0IBoPI5XLo6+uTaT0bQovFgsHBQZjNZqjVarmHrFYrdDod7HY7jh07JlP9YDCIjz/+WCbcly5dOtT3b319XYKOy+Wy5JsQOR8KhVBfX4+mpiYhCur1esRiMSwsLAhdz+12Q6/XC642GAxKA2ez2QSawXwy5nAkk0mRomq1Wuzt7cmGt6mpSe43KmRIgmKzScRwpVKBw+GAz+cTfxPN9rxz6BMmxam/vx9msxnT09O4d++e+EUXFhZw9OhRQYDncjnZigYCAeRyOZE8M/CVNdf6+jqeeOIJ7O7ufiroz2QywWw2A4DEENBczgyWRxUr3IARJOR0OmGz2UQazaBt0k2Zg8dzc2trS3KMampqJBJic3MTmU/CASkXnp+fF8kqpW+f5flczUahUEAoFILL5ZIUa7/fL0E01O5yhcu8C/ojuL40GAwIBAI4f/68cL/JZs5ms7I2YoPR2tqKuro6Mb5VV1dDp9NJsiITFA8ODnDy5EnhpBP/t7W1JYUPEYAul0teLOqIaQLmao7GdhqTHjx4AKvVKjpg4ii3t7cxPz8PvV4vq3Uak9VqNerq6oSoQC2ewWDA1taWmK2HhoaE/MNDh7o+/rmUqe3t7SESicBms6GnpweNjY1wOBxCq2GKMVPJualYXV2F0WiEQqFAKBTCwsKCTEs5HeA0j8hbShaITKxUKmhtbQUAMcIf1tPU1ASfzwcAQs1hcjAhAgCEWsLfN2Vqm5ubKBQKAgmgPthgMMDj8WB0dFTWsH6/X0gohUJBpp9arVbkPQcHB1haWhI8c1NTE7a3t5FOp+USYdNRLBalIOf7u729Lc0dpw80lW1sbGB0dFRM2Gx42EyEQiHE43GZQhiNRmmadTodCoWC6Kvpy9FoNNjY2EA4HJbGUqlUCk4vGo1ifX0de3t7iMfjWF9fl+yY9fV11NfXiwyjtrZW/DDr6+uIxWKoqqqC2+2WDIJr167h4OAAjz32mBiPueJ+9GfK5hh4qJ+vqqoSCQP/WTKZhNFoxN7eHvb29oTudtjPzs6OSAe6u7tlm7u1tYVKpYKtrS1kMhlotVo58NVqtWTeeDwezM3NCXJRq9WKDpzvgFarhcfjES+PSqUS3xkL77q6Ong8HlRXVyMQCCCdTiORSEiIKs2SxDpaLBYEAgEEg0EUCgUcO3YMwMPhB31FpJiUy2UolUpEIhHJuUgmk7BarXJ+22w2aLVa9Pf3IxwOy4XEM5QDC7VaLYbfRyUxzAIiQIPncrlchtVqlQueZLm1tTUAEAnio5JZ+nn4WSX6mlIXSnYAyCa7urpaJquUV7B44TaYMlhqtDUajdABmflx2I/T6RR/DJtcboPY7NXU1EigGmVh/N8CgYAQg3jX8X6mN8tgMAjulrISejIdDgfq6upkU0pJcUNDA+LxOIaGhrC1tSU0r3Q6jXK5jFAohMbGRsnxsdvtInPhUITNHhUQPBPsdjva2trk7+e5yayRZ555Buvr6/J+8LNHXD4AObvYDKyurgrilxKppaUlRCIRSS6fn58XNLlWq0WhUJBQY2ZSWa1WeL1ekeFRshiPxyUTR6FQSFguN2QEJ3R1dUnBSIM6Db3MzyKkg81HQ0OD+GMVCsWhvn9VVVWCR6d0cXV1Vbav+/v7cLlcopDglp85agqFQjxPFotF/K5zc3MAgPPnz0t2i8VigcfjETXL/v4+tra2xIeo1WqxtrYm5CcOyeiXGx8fR29vL+7cuYOhoSE0NjYCgMQmUB6u1+sF8cpmhoO4xcVFJBIJedcJX1ldXYXL5cIzzzyD7u5uRCIR+SxxWP3gwQP580qlEnw+H4xGI9LptDTjVCrQ9xSLxSQ/KBAICHI/GAwimUwCAAwGA/L5PKLRqEia9vb2pA5WqVTo6OjAzs4OIpEIhoeHRX6uVquhVqtx/fp1UTIwwE+n06G7u1ukWGzU+/r6sLKygrW1NZw/f158fKVSSawDn+X5XDIqFk4MSOGKUqfTwWq1Ym9vT4rrjY0NkT6w8PF4PCI/2NzcFGkADxvKddg9l8tlkYw82t0y/+Hs2bO4f/++vDz8sJZKJRiNRqjVauzv72Nvb09eQF4anI6ROsIUUlIryuUyFhcXhVxx5MgRMdgwAZhrMnblPp9PJsrUnuZyOQSDQSFZUY+t1+tFT2o0GqVIoWad+FuigIk33NjYkILs4OAAW1tbUrgNDQ3JClOr1QJ4aPBRqVRSIFGuw0ROrvno/eBBXltbK78rTiLY0drtdty8eRPRaPTzvD7/2w+DC6khLBQK2NzclHU5P6Q1NTVy8TqdThSLRUkaVqlUaGxslEKbGGEWXLycyOWnD8HhcMg2h78ntVqN8+fPY2ZmRgKBAEgQ1t7enjDFOQ0DHkIPaMbM5XJQqVQiFWKWSyqVkqk0py4qlQo2mw1Go1H+vOXlZTQ1NUGtVouXg/8NE+uJhmZgHi9GvV4vGSIrKyvQ6XTQarWIRqNwOBxYWloSShFTSrndYmEHPCSiuVwu+YzY7XaEw2H09fWhVCqhpaVF3lVOPXnxmkwmaQZJbSOJi6t0yhTZ5On1egkWOuyHBmqbzYZ8Pg+73Y5IJAKj0QilUikhdqRHETIAPGxUZmdnMTAwgM3NTRnMZDIZyRJhNkp7e7sYBYl4plGSa34WvDRMcotJRGK5XMbExARaWlok82h1dVUaAuqfS6WSoLPr6+vh8XgkVI0krJ6eHgksHRwcxMHBwafwoTU1NQKT4JRzZ2dHiDm8A1wulxjT2bhptVrMzc2hWCwKWrilpUWS2Tc3N2Gz2UQfbLPZJBgNgLxHlUoFt2/flmIzn88LQ95oNOLkyZPib6EEUqlUSkPFc5lTQr7bTOplQ7e1tQWfz3fo2FEAsmllEjUlu5lPgmo57eSA4tGgXRavDodD/JB7e3twOp1YWlpCLpeDyWSSfBxSwgqFgnghCFLh/TAzM4NMJiMhvcxuaWhoQKVSQT6fh16vx8DAANRqNYaHhwXeUVdXJ0VksVhEVVUVjEajNNNms1nOQoPBgOXlZZhMJjm/+bUXCgV4PB7kcjk4nU4sLy8jGAxK2C/PXb1eLybw6elpkQRtbW1heXlZhgb8erxer8iOd3Z2/j+FPbN1+L0wM4L0o3K5LO8bC0Sz2Yzt7W3xlGxsbAjJqFAoyIaNQcP8PA8MDGBhYQFnz56Vc4ABvIf5UMIzOjqKjo4OJBIJBAIBtLa2QqFQSBPEzU+xWMTOzg7S6bQU6wz8UyqVAnvh+cFBx8jICOLxOG7evIl8Pi/bbLVaLTJmnU4nHiJO4rnpWF9fR1dXl2TFRKNRaDQaAeb09vbKZz2dTov0k5/9UqmE5uZmuedcLpeE7dG/mc/n5b2l2oRE03K5LDJShkuy/qupqRFJKyMeKGfS6/USEqnRaJBMJqV551aOcn/e52y0TSaTDBWJbM58krOzvb2NcrmM3d1dRCIRDA4OygCZwYGlUgmxWEyGfNw4klhoMBjEY8j7p6Gh4TO/O59rs8HDjahLp9MpEziy21UqlTQHjEDnIciiiiQkasL4ElInyyaEU1pOObkaZcFFEzUnGEx2JAOaGnAGwnBtX11djUgkIi8Kg7m0Wq1oJ7kaZghXbW0tvF4vTCaToBc5TWfAkkqlQrlclilmZ2cnDAaDYAS3trbEzEMddTKZRKFQQDKZlMA5yi0ikQjcbrdQfbhiplmcevBSqSQrN4Yj8lBlB8qGhSmva2tr4knhwU0vAc1RbDra29tlYtbc3Cwv9GFPVVjEUTpE7wi1swyLVKlUsulRqVTy7nIzwcL9wYMHIh3g74FSNpPJJNM9NiCPUq6I0SSthlM60kFITvL7/eJNYpGYTCZl82WxWITIwqaQBTpD4/iekWRVKpVkws3DidNvNjEMdGQuiFqtRiqVksKe77pSqcTk5CQUCoUYbakBZ4o0QQvRaFS2bWyKmK1gNBqlSeCqnNpt0m4oH6NsrFAoiE5/b29P3sdkMikIaubNZLNZYZhTznLYMj4AsqWkjJOrb0qQLBaLaNQTiYQUZ7u7u8jn85KsTPMu/3l1dbU0eZS20FTPiR1/1tws8X3lNpi/c+JD6+rqUF1dLX93Y2MjVCqVbMH4NROzSwQztf4AhLJDMzjNw3q9XmR+TIYvFosiF9je3paBCfMIqqur5f3OZrMIBoMSQsjijg19TU0Nenp6oFQqBfkJQKbsvKBJQ3x0YJBMJoW2xNA+UgOj0agEQzY0NAhdcX9/H9lsVhp7yn5bWlqkuKWpnc03J6WH+bDYMBqNsNvt0Ov10Gg0aGtrE4nT9va2DESIK6bUFADa29thtVrls83By6MbOIZ8MtPFbDaL1IlN6t7enjSJlO0yU4eDPm4OmM3Q0tLyKRQqzeUcvFVXV6NUKsmZSA/F3t4eXC4XFhYWZIKsUCgkz4u6eg4yWOyzQTWZTKiurpYhI6lBSqVSkp3b29vR3t4OvV4vd4hWq5XGlk0PC7lCoSD3L2UwRALzvclms4hGowIMYeq73++HXq9HJpORIDlOwCuVisjjUqmUKEc4wGWtQu/cYT7cBHACzy0VPxNKpRLpdFr8e+FwWAzzpHepVCqBmbS1tWF6eho+nw9VVVUCr6CngXUapT0MVOT72tTUJNv1fD4vtdHu7i4aGxtlGMdBLc9krVaLpaUlxGIxaQLb29vh8XhE2l5fXy8+tEwmg9HRUWSzWbS2tsJqtUr2Gj3IrJmcTiccDofc17zb2XjTe/JoYzA9PS1bGQ6R2Czz/yYECfhfZFgOq6iGUSgUmJ+fx8bGBkwmk5A19Xq9gBiSySR6enqQSqXk/aOFYHR0VAZS3DbG43ExtxeLRRwcHEi2FBv5z/J8rmaD0wpeKvzQAZDC9lGpx6NYOwCCwWRyZnX1w8VKsVhEb2+v6NR4OVCqwkOOk4T6+nox79TV1aGmpgZKpVK2DHt7e9jf38fNmzdlG/Oox4GHkVqtRiQSwcLCghRSnKCym7bZbDh//ryssIju3NjYkCkkJ19MzORLyuApk8kkB5rZbIbX60V3d7dMpChpedRUxkuVlz4LV3bNGxsb8otnAUomPDXuxWIR3d3dMBqNkkzMIDCu27jqJhe7rq4OVqtVChduekg5YfInJ6CH+ZRKJTQ1NSEYDGJ5eVkaPZIZiJhjgaPT6RCLxbC9vQ2fzyfyC4ZF8vtZXFyUBqRSqciWrFQqiZmSZkVOmimLoxSNzVw4HIbb7UZ3dzdsNpvIMK5fvy6HUiQSkXeH2s5cLveppoHGNRaFbHorlQr8fj9WVlZkqpVKpQSJyaRZSgV9Ph/0er0UcDR0MkioUCigUCigtrZWini+37u7u2hra0NDQwPUarX8TAFIcQAA+XxedLf8zK6urmJpaQlKpVLM8+SWM2yMlxO/lnw+D4VCIZrsvb09GSisrq7K98+N02FP9QBIgxuNRoXGRgMdC3tewHV1dfJ9cM3PXANiiQFIoRwMBsXfkc1m8eDBg0+x5Xlp6HQ6rK+vY25uDqlUSiRYlKZwo8YCn/z2tbU1IdrxEqL8QafTicRyYWEB4XAY8XhcfrfpdBp1dXWSKL21tSWXIjGVnBTTtE2NP6UCPN/p4VMqlZKAywK4o6MDdrsd0WgUJpMJfr8fzc3NMsHkFoXNEcPWWOyQ+BYMBkWySO/W9PQ0otEoksmkSGVra2tFP93a2irZSDU1NTJYIwsfeHgGGQwGpNPpQycBARBzbnt7u2xSmbkDQDY1LHrZPFIet7W1hVAohGg0KoMTIn0dDof4fBoaGtDY2Cj+Nf6sOFXmRt7n86GtrU0K552dHZGZ8bwjqaq+vl6KPXrV/H6/hMhqtVqEQiHMzc3JFJo+UdKv2FxwkMJp7cbGhkiTHs314ntNMtX6+jp2d3flZ8fgVaVSifb2dqyurgKADHtisRjW19fFBE6DLwBpcg0Gg2wrGF7Jxo+SWIIt4vG4UJmoNuAZyM0oaYlUNjCstrq6GmNjYwJyyeVyqKurO9T3j/heKgaoDqHpno0mP5dE+NbX10uzxxple3sbwWBQVC6UypOcR79jfX29vHePbqOUSqU0mGxeKZXm8Levrw/379+XSX25XIZCocDExAQ++ugjrK6uoq6uDk1NTVK803NLFY/NZpOBMKf/vFNJfyT1jWcR373NzU2k02kAD+VPVqtV1Bj09K2srMi7TGmoyWSSWpAeUPpO9vb2EAgEsLGxIc0wQURVVVUoFouCF3e73eKrNpvNsFqtkqieSCRQVVUlw3TgoXrkURAEAMkn4fDQ7XbD6XSip6cHnyGmT57P1Wyw6CS6NpfLIRKJyCqGhR3lTpQO7e/vi7mPGRLU/AKQBoHhQZyOcrWt1WqFw84JMROQm5qaRB/a3d2Nzc1NLC0tYXFxURLJFxYW0NDQgJWVFaRSKdTU1Ihs5dHLi+nSBwcH0vHx5Xc4HLJ2NpvNklzKw3t9fV0uZxIrSGziC6hWq7G5uYlKpSLufhYanFTkcjl0dXWJiZaHNLX8NMZtbW1Jw5DP5+VnT30pt0OPehz6+/uFrtLe3g6bzSZNBs32LBAYfLW8vCwfYG4UcrmcUHQO8+HanHkP1F0ODg7C6XQK0o3mQ/68aRg0GAwytWJGDH//NAt2dnZK7gGbDEIEaDrltJf/Hs33/DBypUrkKbdwDodDLnHq83n5xuNxZDIZmVSmUikpFrRa7afkXNTG83syGAwiAeHUmEVufX09jEajBBvyz+NK1263y9dCGQsZ+JQ21tfXo6OjQwoaHnyU8NHATOQuTW48cOPxuGRp8D2mB6VcLqNUKsFkMknui8Vikc+dyWQSlCcbYW44/v94crmcrM85OeZGk5cL/QmUgZD+wfODTSH15dSq8xyjRIYTK/o2SOaJRCJYXV0VTw3X2RwElEol9PT0SGHDgiyRSMj7S9mWw+GQdw6A+GOIyOZFXiqVoNPp4HK5ZKszPj6OtrY2mchyeEJ9tsVikU0AEeZOp1MGUQ6HQ3xYnEDz86vVarGwsID19XVJUOfETafTSfPKM5zDIF74HBpQYmEymVAsFuUzR0wxTfVMteawjE3H6OgogsGgZI/w57S9vS2Y9MN8KpWKfB1VVVVCQOI2kP6w3d1dKQxVKhW8Xi98Ph9qa2uxsbGBSCQizcDAwABqa2s/NbjT6/UIBoOw2+3yc2HxTwkFNfW8r1dXV2GxWAQ1SnAEQQFXr16VDTL9fysrK2IKbmxsxO7urkhN6G2rra1FIpHA4uKiGI+Nn6Cz6eFpbm5GJpORQSUlMSaTScIaeb5yY8KGmfS/+fl5zM3NIZ/Pywa8UCjIWUY5CqWeJpNJtnEcYNKzcHBwIPQpZjaxIctms7BarbLlpVmafxYHBiqVShLQi8UiXC4Xqqqq4Pf7ZaB22A/zj3g3cqBGny4AyTlhGjq3vLFYDMFgEK2trWhubpb60eFwIJ1OS7gpJWkqlQoul0sQ4ZSg+/1+pFIpyUKjpIgbEX4OSFsKBoMi+XY4HDCZTIJ75vAmlUqJwoETfxbn9HBxu8Izjh5N1k3MyFpfX0fmk1wNhrsWi0UYDAZpnNjk8G6n3WBzc1OARAAkrJnDap7jJFsxm4ODuurqagwNDcHlcgmql7UHlUYcPHPozzwZSs08Hg9aWlqkHqXPjlj+5uZmqNVqCfj9rM/naja2trYQjUZRW1srEwLKVIh+zeVy8gWwCGZRyq6URI/t7W1MTEzA7XZjdHQU+Xwe4XBYyAtEaPISZow6CyQGaVEP/qi0h2YXNihc/U1MTCCRSMglw2kC5VWcFLS3t8vFOzc3Jx17Q0MD5ubmJAE4kUgIcYWHGwC4XC4JIaJus7u7W6ZOd+/elewNTujpjWDnDkAai52dHbS2tkpzQaxwTU2NaBU5aWAIDKfF1CdziriysiIaaLVaLcUGP3S8uKhT5dfIv4OyLZpPD+tpbm5GNpuFSqWC0+nE+vo6EokEzGazrFV50HDjQ0kJJVGUjPj9fiE7tba2QqlUIhaLSdG3u7uLlpYWeL1ekfEBwO7urngtyBPnip34w6WlJdGM2mw2KJVKHD16FC6XS5oPGiFbWlqEmsapBGkeNHABD3Xq8/PzcrE+GizF9HMiTauqqiQoKhQKSfEAPPTw0MzGRpdTKVI4iBTkoUKCFwsFToppbGTiOAABHzz77LOSVE1qSTqdxtraGlwul8i6iCi2Wq0YHBxEa2srXC4XvF4v7Ha7/Lsej0fMrTU1NbBarZ/ivR/WY7PZZILKgQunUrzAWJixqFYoFEilUsLg9/l8cnkw3GpjYwM2mw0OhwONjY0SNslGn1KC6upq0Wz39PTAYrGgUqmgVCphc3NTNOpEy5rNZlgsFty5c0foV/y6AcjFzolWoVCA1+uF1WrFzs4OrFar+EG4BbHZbGhtbUVtba00EpyeF4tFSbitqqqSos1qtQrdiFIfGo2rqqrw8ccfo1KpyLlKXbTb7UYgEEAsFpM0dcICWGRoNBrE43Gsrq6KNI1yDhYp1HLz88yNH1HCoVBIJuaUG0xPTyMYDEq+BgPvamtr4XQ6EQgEDv39YzEDPNyk7+7uihGecmWGPtKDxswrk8kEn8+HkZER2O127O7uwm63w+12w+fziVyRhDputQ0GgwAzzGazyIaUSqUY7OmRI+mMwx6z2SyboUuXLsmgYXt7W4IXk8mkpNU3Nzfj2LFjcr9VV1cjFArB6/UinU5LmjyDd4PBIHp7e9HY2IhAIAClUonm5mah4tGHWalUpHlpbW1FJpOBTqfD4uIiFhYWkMvlcOvWLQwMDKCqqkoaOovFApPJhNraWvlccgtDiQw3vMSJU3LNDDHmzNBUTYlNTU2NBBlzEEVpI2luSqUSXq8XtbW1ktHAQSM3KIf5PP7445INxnoum83CaDRicXERc3Nz2Nvbk98Ri2V+DsvlMsLhMBoaGrC3t4eGhgbx6WxubspAhujmmpoa2Zxx2MrBbXV1tchqWb8ADwv0sbExARixQWJ+C7OBqPrg0JCDRwByb+3v72NjYwOBQEBqS9KuFAoF6urq0N3dLZ8jqhI4vAYgDTzN/u3t7chms3A6nWhpacHp06fFQ8nhgE6nw/DwMEKhEMLhMHZ2dmC326HRaOQ+JCCJ/iZKrinbXVtbw/3790ValslkpMFobGyULcmj8kt+Jj0ej3g0iAufnp4W2VYmk8HU1BSWlpY+87vzuZoNei5qa2vR0dEh0yA2BlqtVig2LIoZMMLCjzKppaUlLCwsYH9/Xz5MAIRKRTlJMpkUqZLT6RSvB1dk/KB3dHRIQiqbHR5QNFv29vYCgPhEGBjFDwED4NgNklcfiUQwNjaG1dVVxONxyeRoaWmRRGauuzg5Z/I0V/2kWrG7dTgcCIVCohl+lKvvcDikmaO2WKN5mJxN0xoTbPf29kRnv7+/L82g3+9HuVzG8vIyGhsbZVtz5MgRMQfy0OKHldPxpqYm2O12tLe3C35UqVSitbVVNjYNDQ0ijzusR6VSidGOiMdUKoVQKCTGOlJuWOwRr7q4uChY0t3dXbz44oswmUxidmY41M9+9jORAvAg1Gg06OjoQFtbm1y+7PYZXsaDgLICrVaLoaEhQRmqVCrMz8/LlIpJ7Fzx8wKiUXdhYUGMtrwoScW4fv26hLvNzMwIC9xqtX4qaGxjYwMrKysIh8MIBoNYXV1FJBJBIBCQyQ+1/E6nU8KIOAzglNzhcMDj8QhulJ93elY4QKipqcHW1pbk21Ajzqaks7MTvb29EkzY2NiIpqYm5PN5LC0tYWZmBsFgULYsxHtyWKFQKGCxWABAPAmH/Zw8eRKpVEoKA7VaLUZ6nnG8WLnB5aRyaGhICCjEY9JAvbKygs7OTtk6Af/rfd/b25OilyZATpinpqbEW7O6uorm5mZUVVVhampKcmK4CeRZEgwGMTs7i42NDdke8yKinr2trQ0jIyMiAXjUlN3f3y9n3urqqmQBUfK3u7srjfCjwZ+kyvh8PoRCIWns+R7Ra8GtL2WA3Gg+++yzaGtrk+03G3dKYIlwpu8FgPivbty4genpaSkQFxYWRC7lcDgku4hbW05uTSaTBDIyr4L/Hu+ew3yqq6vR2dmJfD4v23Ria4GHQzJui06dOiV3HuEee3t7iMVi4k3wer24ffu2bG6YOLyxsQGfzwe32w2FQvEp83ldXZ2csyx0mBWTTqcxNjb2qaAw0nS6urqwvb2NlpYWCT71eDxQqVRYW1vD7OysyNQ2NzehVqvlzCTgwmg04syZM9ja2pJQsZmZGSmCdnZ2RAa2u7srAYTpdBq7u7tYWlrCxsaGEAwJ9vB4PAId4RCPMjz669gY875Ip9NIp9NYWFiQmqCzsxM7OzvI5/MS0On1egX9SpiHwWDA3NwcnE6nKDB4N1Guxsk/B4MbGxu4fv26YPgfHUoe1hMIBGQgzHvF5XKJ1JeAH5Lz+PWxyaytrZVckWQyKUAbj8cjmWz0mCWTSaytrWF1dRX19fVC5OTgjxs3ejUITlAqlXA4HMhkMjh37hxaWlpQVVUFn88n3mLmO1HyxLOcABo24xy68J/ncjksLCwIKOhR+b1er0c2mxVvHZtdg8EA4yfZMiz2jxw5gmAwKGcwN1perxdtbW2S8zYwMACVSgWPxyPhq/yaiIgHIO/r5uYmQqEQZmdnBb4wPj6O7e1tfPzxx+Jl0+v1sFgsQh/lJqelpQWZT8L7COQhGW5lZQX7+/uYmZmRnJJwOPyZ353P1Wyk02n5cHBawEKC60JKeAwGgxRmXBEZjUbk83kolUqsrq5CqVRKmugTTzwBq9UqqykWgVtbWygWi2hvb4dWq8XKyop0VsRm0szCC+v48eOC5HI6nfD7/TCbzWhsbMTJkyfR0NAAg8GA48ePo6OjA8lkEouLi5ifn8f4+LgECBJdyS6bBw6/t9u3b6O7uxsnTpyQjjsYDMJqtcr0/ODgQNC+S0tLmJqaEm8E9XI0izHYbGJiAp2dndIgeL1eyVqg8RzApyYFpDBZrVa89dZbKBaL6OjoEEpYIpEQE+epU6dEl1goFBCPx0VHy86caab8fhOJhETXMzTwsBnfo6Oj+NWvfiVGrNu3bwudhZcWiw5OsE6ePCnvAi9Xg8EAh8MhusNIJIIbN27IRFWlepiaS42m2WxGOp3G8vKyFHk0jW9tbYlchfQQrpWnpqZEKsQJA41zLLJUKhWi0SgmJiagVqvx9NNPi1SCEkBumQwGA+LxOMxmMzo7O+FyuYTWpNFopHjq6+uD2WxGQ0MDmpqa4Ha74fV6xQNEHaxCocDNmzfR2dkpydFKpVLycBwOh6AFKc/w+/0wGAzSUHHbaDKZBJdKXxaHDMzCoVlcp9PhxIkTgipmM07pJIsabhKJMabEqqamBsPDw7JFPMwnl8thbW1Nvi9ua6LRqGwxnE6nnGOVSgXNzc3Y3t7G2toa1tfXcfv2bdHrWiwWwYdzK2Wz2TA0NCSo2vr6evEtsAjjVoGZFxwgEOfMzBOz2SzDgUAggM3NTezs7ODYsWPweDwwGo1oamqSDQi12OFwWDJf6JlrampCKBQSrTJDJCl9qq2txeDgoBgLtVotcrmceIx4b9AzFAgEoNPphCxoNBrx1ltvSagc5YmJRAI+nw8LCwuyneQGg4CLcrksBuOGhgb09/cjFothdnZWQhiNRqPkG1FzfefOHWkeaTjned/Y2Iju7m4JQGUGEv1Kg4ODh/7+bWxsSBPPYRILDUo8mpqa4PF4RFrGiXoymUQgEIDRaERzczMaGxsRiUQQjUZlk9bf34+zZ8+iuroa4XAY7733HhQKhaQZ2+32T4FceGY89dRTAhM5ODhAOBwWWMXW1hbq6+sxPDwMnU6HpqYmIXnlcjnU19dLI9zV1QWr1SoQDobppdNpqNVqOJ1OCRbt7OyEx+MRelp7e7vISAGId4zy193dXXg8HkQiEdnE7u/vi6Slr68PsVhMvvZr166JbIXNFbGuHNAxq4qeUm6dSARjw/3uu+9K1sxHH32E+/fvI5PJCPGSSFvWSPxzamtrRdIdjUZhMBgwMDAgG01+b4f13LhxQzaGJpMJbW1t4qGjv89qtQopiTXH/v6+ENw4EDAajbDZbLLNAR7KKD/66CNRsjx6FnFbxmgDytA55VepVOju7haUNocyJDfSI6NWq2V4oNVqBSaTSCRkws9aQqVSfUo94/P5sLOzA5PJJI1GoVCQupgQIdYYOzs7CIfDQtrK5XJSF29sbCCfz2N6elrUAsePHxf7gc1mQzgcxqlTp9DX14dCoYDp6WlMTExIECGVP0xwpxyeA6iuri6pj3nuptNpTE9P4+DgAG63Gz09PXK/c8hDUhoH8KxpNBqNBAV6PB6cO3fuM787n6vZqFQquH//viCxdnZ24HA4MDAwIIdHQ0MD8vk8bt68KbjbqakprK+v4+2330a5XIbP50N3d7dIJD766COEw2EsLCzgypUrqK2tRSgUknVZNpvFlStXsLKyIpjCYDCIf/zHf8SHH34oH/aJiQlYrVbRSNbX1wubGni4/mKHSjQpu22fz4fe3l7xMPBl3dzclPRZFo5sEvb29uRrm5qawvb2NtxuNzY2NqSg4gTa+Emwkc1mw4kTJ4QaNTc3JxcgjZw8PPV6vehhafxjkBgPXmqPWfjx4GaQE4NxKBWgdI3SNLfbLd6Z9fV1+Z3R4E4KAU3vPET5Yh7mw+lWb2+vrMvpj2lra8ORI0egUqnk97e0tISxsTEYjUbBjVJ+d+3aNZHr1dfX46tf/Sr6+/sRCAQkPPGDDz7A3bt3JWOC2R6Pysj8fr80vH6/H+FwGCsrKwgEAvjFL34h2DjK/G7duiX6UepMH720JyYmkEwm5fdXV1eHW7duCX6U/gYadqnbnJ+fx/LyMuLxuEggnE6nFLrRaBTpdFqM5sQlm81mPHjwQOQ9dXV1mJqakoAu6lvHx8dlQMBNBw/xxcVFMXYzYGlqakogEmfOnJGtUzAYxPr6uoS7ra2tCWqTkhvSaaanp3H58mUxwmm1Wly9ehVmsxk3b96UCddhPpcuXZIwwzt37qBUKuGLX/yiFAWEYhAHTv8aOejnz5/HiRMncPr0aTEEtrW1obGxEWtra3j77behUCgwNjaGtrY2fPOb34TZbJbkXfpg1tfXJQ+APwfmk5RKJck+CYfDMBqNMBqNMJvNiMVi0Gq1gqnkpJ/DjpWVFSnsstmsDFno3TCZTPjlL38pIWZdXV0iQaD8hIm/U1NTsjkmlIJaZgImWFRNTk4CeLihHhgYwOTkpAQjWq1WXL58GdFoVKAJHAgw84AXKSlwKpUKJpMJHR0duHTpksgN3G63IIZptObkmtuM6upq8eQ0NzfL1NLv94vsQq/Xo6ur69DfP4Z5clhCeQ7Pu+npady/fx+zs7NYXV3F4uIi9vf3ZTjByfBPfvITQVIbjUaRFNtsNty8eRNms1kMt4Sh0I+p1+s/BeR4lN61vr6OqakpPP300zLJbW1tlY1fQ0MDxsfHBZrAqS8HgNlsFslkUgYker0eTzzxhHhAl5eXJZyPWzPKChnwyKJeqVRiaGhIag36m4rFIqxWq+SvqFQqTE1NibeUA6Xh4eFP+UqYP5XL5bCzsyN/Jpsbq9Uq4ayhUEiabHr0Ojo68OKLLwoeu7e3VzZR+/v7cj8PDAxgcHBQZGR3796VYRN/VxxUdXR0HOr7d/78eWxubkpSPVUi/J5zuRzm5uaQ+SSgmXLT1dVVBINB2aqzYe/o6JBmgVuB7u5uAejY7XaR5THDpKurC5ubm7h27ZoMgO12O6anp2XYMDAwgO3tbdy7dw+7u7uYm5vD2toapqenAQBHjx7F8ePHZejQ29uLwcFBNDY2oq2tTbY1xMSSpPf2228LbSqXy+HJJ59EsVjEr371K9y6dUsktawxAQi5jPc1PS9WqxXz8/OSEs78rIaGBvh8Pgn+jUQimJ6eRqFQwMTEBPb29tDe3o6amhrMzs5iYWEBGo1Gmjca9kmB6+joEG/H/fv3BRBCRDWHVna7XTaM3PjSJ0KqK5swDnXn5+c/87vzufbAdLdrNBpZg3O6R4On0+mUSTnXNG63G52dnZKAe/36dQlNyufzGBwcFIoQL+2RkRExnRKLyRC8crksP9SDg4cJ3dPT0zB+EphCPX5PTw8uXryIs2fPQqFQ4N1335WkyVgshsXFRZhMJrkMSZYgJmxqago+nw+bm5uor6/H5uamOPEfPHgg2xZy4mmSA4Dl5WXR4t+7d0+QfLFYDNlsFs3Nzfit3/otQYuNj48jk8ng4sWLGB4e/lSnOTY2Jqt86orVarXkOfT19UkQFtdhXV1dCIfDOHbsGEqlEqamppDL5bC1tYXu7m5B8gKQoKFjx45hcXERDx48kEnr8ePHZYL39ttvC0+bv//DfBQKBc6cOYPNzU0xGAeDQfHq8OuhDI9ad5ptSVLz+/1ob2/He++9h56eHmQyGQAP/QYAMDMzI94AmigPDg5gt9tlmsTVrc1mQ21tLTo7O5HJZJBMJvH888/Lf0cC04ULFySZmRcjQxTpm4jFYmL0b29vR3Nz86cuY9JjqqqqZDVvt9tx6dIlNDc3Cx2Ckh5q6KkZHRoakq/J5/PhJz/5CZ588km0tbUJH351dRXnzp0TTafdbpdQTG5umFMQCoWws7MjBjU2Na2trWhpacFrr70mhzaD/vx+P44dOyYUnOrqahw9ehSrq6uiN49EIqipqUF7e7uE0XGiyqLX4/Hg4sWLh/r+AcDx48eh0+nwi1/8Au3t7SJlPH36NGw2m0goOJTgZUvj/ObmJj788EN88YtfxIcffoi/+qu/wscffyyTs6NHjwKAUK3eeecd6PV6nDhxQmScxFeHw2GEw2Fsb2/DarWK5IpBed/85jeFxhOPx/HlL38Z//AP/yD+s0en2na7HT09Pdjd3UU4HBYoBiUep0+fxuXLl9Ha2orHHnsMq6uraGtrw9LSksAHWlpahJTCC5ASQKJ8GxoacOfOHZw6dQptbW149913xS/30UcfoaGhQUzBw8PDaG1txeTkJNRqNerr6+FyuQSVy3e8VCqhoaEBHR0dsFgs+Pu//3vJi9BqtRgZGZENBzNvYrGYaK81Gg2uXr0qTQhxxhqNBtPT0+JF1Gq1mJ6exvPPPy/BtIf9tLa24syZM5iYmEBTU5NI65hYHY1G0dTUBJPJJMO09fV1ud+i0ahMK1kYEhFPLLDRaMRrr72GnZ0dSYmPx+NybzDEkRvJra0tPHjwQDxwR44cEaDFyZMnMTY2hv7+frzxxhvQaDSSAr6ysoKBgQH53BPxTBrg7u4unnjiCcRiMbS1taFSqeD111/HhQsXsLe3h+npabS3t4t0h5kJpD8yERmAgBoymYwM4zhVr66uRiwWQ39/PzY2NnD06FE5h0+ePCmT3YGBAaRSKXi9XiHQcbC1t7eH3t5eSZ2em5uD2+3GqVOncPHiRahUKqRSKcmRIYI0EAiIRJaNbk1NDfR6PcrlsgyZXnrpJUxOTuL27dtobGxEOBzG9evX8Z3vfAd/8Rd/cWjvXyAQEDpduVzG0aNHkUqlsLOzA71ej+7ubrlnJycnUSqV8Mwzz0hz4vF4YDabBTLy5ptv4tixYzIQHhsbw/DwMB48eCCSUHozmftDDLLD4ZA7k4AKeuCsVis6OzuxtbWF6elptLS0SMBdsViUGpQZVOl0WiRWqVQKm5ubOHv2rGQLxWIxdHZ2wmazIZVKSUbS1atX4XA4cO7cOVy5cgXT09Oor6+X84LbVpJbqUSgQuDXf/3X0dDQgLW1NTGaF4tFoZSyiS+VStjY2MDAwADS6TQikQjq6+uFFshhlUqlwtLSEvr7+zE2NiZhrGysPR6PbM7cbrfIrkwmk0jomXL+KBq9vb1dArBPnTqFSCSCS5cu/d/L2fB6vTh69Cj8fr8gLPV6vVCYNjc3cf/+fWSzWTz++OPo7+9HJpORbcTo6CgCgYCYKGniqaurw9ramhTJNOQpFApoNBqRrXCVzVRDkkOmp6fhdDqRzWbR0tKC69evo6+vD0tLS/B6vVhbW0Mmk0FzczM0Gg3Gx8dRW1sr5nav14vh4WGZQFgsFiSTSbS2tuLUqVOoVCr48Y9/jM7OTmxubiIcDktYHhuinZ0dQev29fXhq1/9qhh2icEkeUCn02F+fh4ffvgh/uEf/gGxWEyMl6dOnZJwrVwuh5MnT0rBQgO6wWAQY+Pm5iYePHiAubk5DAwM4MSJE/B4PFhbW5MJ3f7+Pk6ePClmYwC4ePEiQqEQNjY25AO3tLQkhbzD4cCRI0dQVVWFN954A9PT06irq8Ps7CympqZkm3CYz87ODt544w18//vfx9zcnCAzVSoVzp49K4Y0crI56e3o6IBOp8PFixdlKl9fXw+32w23242Ojg5sbGzg1q1b8qH7p//0n6KlpQUAZKND+QpX+Gq1GnNzc/joo48QDAZx//59aTri8bgwu4k45df55JNPwu12Y3h4WLC9PADMZrOYyFhErKysyLSWaZ9vvvmmHLL9/f04duyYNJ+FQgGBQADLy8si85qamhJiyvz8PEKhEB577DE4HA6o1WpZjY6NjQnedGFhAaOjo3A6nfjCF74gYZArKysyabNYLGIwpWzA5XKhVCrh+eefh0KhwBtvvIGOjg6srKzg/PnzUnw/ePAA+Xweb731lsgyjJ/kB2xsbGBiYgJ+vx/b29v40Y9+JBLHxsZG7O3toaen51DfP76DnARRJwxAApeIMF5ZWZGzEHgo53ziiScQj8ehVqtx9+5dPPvss7h69So2NjZQXV2NkZERAQC43W4JuPJ4PIIrpfSMjSB///SvMMn+6aefhsFgQLlcxvr6Ourq6vC3f/u3aGxsxNmzZ2VTy7OJckt6veiTq66uxubmJm7fvi3SGtKPeF5MTExga2sLf/M3f4N33nkH29vbaGxsFK/S8vKySFUASFP2wx/+UIzahUIBPT09OHLkCAAIBvW1114TPHc4HMbVq1fFr0UJH32EJLQNDw9jZmYGhUIBN2/elI3H5OQkJiYmsLq6CpvNhr29PUxMTOCdd95BOp2GVqtFQ0ODZBTFYjE5r61WK772ta9BoVDI3UT/0GE+8Xgcf/3Xf427d+/i/v37mJubk2yCYDCIfD6Pubk53LlzB6FQCJcvX8ZPf/pTRKNRfPjhhzJgampqkjvD4XDg7t27OHHihASlnT59Gs888wzOnz8vE1DSKB8NRWMxr1KpcOLECTz33HOYm5sTFcKjWneXy4Vf+7VfQ1NTk+j20+k0urq60N3dLYbyR4N33377baHqcDDB0F0qINLptAAFDg4O4HQ6xcfCTd+jW3rKc1jUezwe/PN//s/lv0mlUjh+/DiSySQuX74sWSWBQABmsxmFQgHj4+OCP/b5fDh37px4VOvq6sSIfOXKFaTTaXzta19DOp0WU/PKyorkmPDsox9Ko9FgdnZWcNIcFgAPZUYc+AwNDcmk/rAep9OJ4eFhCcqk5J2m/2vXruHKlSsol8syUKBMlL5GYoAB4Itf/CJOnz4N4OGQsK+vT8J4NRoNZmZmBAITi8Xw85//XCbvGxsb4h2lJJX43bGxMfEHjY+Pw+fz4dlnn8XQ0BCWlpbEU0KwBbebpEmyAWloaMCRI0dw8uRJuN1unDhxAmtrayK/41Dirbfewle/+lU0NzfD6XTCYrGgp6cHzc3NSCQS4gnd2tpCJBJBU1MTdnZ2JLcqk8ng+eefl/prdnZWzkYGDRJVTpnh1atXUSqV0N3djZWVFbhcLqytraG+vh5bW1vwer24e/cu3nzzTfT29uLMmTMYHx8XVQH9GoQY8I7hMFWtVksDR3QxlwFtbW3o6urChQsXPvO787kdbsTtKRQKnDhxAtevX5fJBHGKGo0GgUBAWPT7+/u4e/cumpqa0NTUJNO3F154AdlsFuFwGE8++aSEkfT29qJSqWB2dhZWqxVer1e2FjS2plIpOBwOMb88GgTW2toqnfbw8DDi8Thqa2vx5ptvoq2tDT09PTCZTIKe4zSYWN18Pg+32y2+gJaWFnzjG9+QBmNtbQ29vb2IxWJC0ejo6BDjzM7ODqLRKHw+H7xeLyYnJ+USrK6uxtramtAKUqkUZmZmUFVVhW984xu4du0aLl68iG9961sS9LW7u4vjx48jHo+LGam2tlZW/KQQfPjhh9BqtbBYLJidnRW61Msvv4xYLCa/N8qyiMZlrD3N5GfOnJHwRV4YyWQSw8PDmJycRKFQkEPwMB9CCDo6OtDZ2Ym9vT0oFArcv39fshy0Wi3W1tagVqtls3T//n3YbDZ84QtfwNtvv43GxkbEYjH09vZKrgRX45zmTU5Oor29Xb5Xrq0ZUEaWeDKZxJkzZySsjVOer3/963jjjTeEkMOgN66Ut7e30dzcLKFaOp1ONJ46nQ7t7e1YWloSOcCdO3fg9XoRj8fhcrlw/vx5MdrS8Ds7O4v+/n5UVVWhu7sbgUAAd+7cEdP6xsYG2tracPr0aUGLzszMiCb/tddew8DAAHp7e1EsFkVaQhNmU1MTpqamZNvCjSNzCtxut+QzuN1uTExM4Hvf+x4+/PBD/OQnP8Ef/dEfidnXZrOJeXV5eVkmpLu7uzCZTGhpaRHmuNVqRW9vL3Q6HZqbm3H37l2BMxz2YzKZ8P7778tEk2Gb5OWz4WACNwvpZDIp29fu7m5kMhmEQiEcP35cYA9vvvmmXJB/+7d/i/b2drjdbqysrAiykdpttVqNoaEhqFQq3Lt3D319fTh9+jTm5+cxOjqKJ554AlevXpWvm4OS3t5eCYrS6XSYnp6G1WoVlj/1/sViEYlEAlarFV//+tdx/fp13LlzBzMzMygWizh+/DhGR0dx+vRp+ZzR2EjZCaeLVqsVV69exQcffICzZ89KiOupU6dw584dvPzyy+jp6cEvf/lLdHV1oaWlRRrtv/mbv8FLL72EbDaLtbU1JJNJuVhTqZSEeLJpv3v3rkwGf//3fx937txBIpGAwWDA9PQ0Xn75ZVy6dAn19fVIJpP4+te/jrm5OQlqTafTQq5rbm5GW1ub3BEk/W1sbGBxcRF9fX2H/v45nU489thj4sHo6OiA0+nE/Py85JYYDAaUSiXxJhBjeebMGcTjcVy8eBH/+l//a6EyXrhwAd///vcxPj4ueOPp6WnR5fPzzmZRoVDIBPX+/fsYGBiARqPB5OSkIExJbfL7/SL9VCqVKBaLcvc1NjbCbDaLcb+mpgYLCwtYW1sTr1l7e7sEqMZiMSkWGQ7Z3d0tQJXt7W0cP35cJK6cvvMuW15ehs/nQ1NTExYXF5FKpdDY2Ijx8XEcHBxgeXlZ8pVCoRC6u7sxMTEhxSsTpYmvZbgqs2m4BQoEAoJ0ZfhlOBwWeWVzczM2Nzclr4VJ3Hy3WcNUVVVhZWUFtbW10Ov1eP/99/HNb34Tly9fxpNPPom9vT2EQqFDff9sNhuWl5cxODgoOOOuri4MDw/L/bmxsQG/34+NjQ3R/lMK63a7xSBfVVWFa9euwWKxIJ/PY3h4GL/4xS8EXEKvEL2srCe5XWhtbRWAxblz50Qavr6+jr6+Ply9elXUIRxkvfvuuzh//jyuXbsGnU6Hubk51NXVweVyyV1m/CR80Gq14le/+hXOnTuHcDiMzs5OXLp0CT6fD/F4HBcuXJAogxMnTmBsbEykisFgEOFwGDabDU6nUzDUpPA99thj8Pv9CIVCWFxchNfrxSuvvCJyZJfLJVLUjo4O7O3tydZoYmIC5XIZx44dg8/nE2DL5uYmjh8/LoN8yt2/8Y1v4MGDBxgdHcWf/umf4n/+z/+JoaEhqS3L5TJcLpcAkSqVCnZ2dgT25Ha7hRxGCaTRaMTZs2cxOjr6md+dz9VskG9MeU0ikYDNZpPtBbnb6+vrWFlZEUxfa2srjh8/jomJCaTTafT29ooO9+WXXxbcXl9fHyYmJoRrzBAeZj4wkXF7e1t+AezsTSaTdKpPPvmkXHZXr14VUxqDoxQKhRT8pVIJOzs7qKurkw5yYGBAcjSIyF1dXRVsncFgwMLCAp5++mn85//8n/Hiiy9idnYW3/jGN0TbS3Tu9vY2vF6vyEay2Sx6enqQz+dx+vRpxONxdHZ2YmpqCtPT02hsbMQf/MEfYH5+HnV1dRLs9f7776Ozs1PWhbOzs2LyZqIvC976+np0dnZKQ8KDrra2VsLlLly4gFQqhYmJCSkqz5w5g0AggFu3bkl6JdeA/f39iMfjgkU1mUwYGxv7PK/P//azvLyMr371q2hqasLy8vKnUIkHBweCTmbjQeMWSWecFr/00ku4ceMGwuEwRkZGcPv2bXR1dQmZghjNUCiE6upqKaKz2axw7YvFIoaGhmAwGNDQ0CArek4H5ufn8Ru/8RsYHx9HqVTC4OAgbt68Kab9n/zkJxLGxRU7TXYrKyv44Q9/KLKlSqWCubk5SX7/xS9+gd/+7d8Wc2tvb69o8IPBIIaHh4XjXi6XZVp95swZbG9v44MPPsCXvvQlNDU14eLFizLZaGxshMFgwKuvviqTzLm5OcTjcdy4cQMdHR1QKBRIJBLysyVO+f3338fY2BhOnjyJU6dOCfXoxo0bWF5eRkdHh2h96+rqkMlkJEm4pqYGsVgMarVaTOI0YDK19cknn8To6Cj29vZw48YN7O3t/f+StXHx4kX09/fj5s2b8pk6duwYlEolpqamoFAoRDJK0MLBwQFaW1tRU1OD0dFRNDU14fTp05iamsLBwQGam5uxvLyMWCyGp59+Gul0GufPn8fS0hLu3r0rUgJKNLhd4fby2LFjAB7K//b29nD06FG8+uqreOaZZ3Ds2DG89tprInH98MMPUSgUYLPZoNfrMTQ0JIFmqVQKk5OTYgBXq9WYnp7GwMAAhoaGRPqgVCphsVhEtrK3t4dIJCKSznK5jHg8jp6eHpTLZcGTcmtFPGNdXR3+xb/4F1hbW8Mvf/lLHD9+HNevX8fg4KDQCoeGhvDXf/3X4lEgMMDlcknoGS9Jj8cDm82G1157TQYLN27cwB/+4R9ifn4e3/nOdwRxSpnY5uamTADX1tbg9XrR19cnoa/5fF58ThyqdXR04K233pJm+TCfTCYjWPVYLIbr169L1sTq6qo0dxySUH5bLBZx7949xONxfOUrX8Ho6CiuX78Oj8eDra0tfPe738Xi4iIWFxelOQMAj8cj5lUisIlqpRm8ublZvIHnz5/H3bt3pbEmSOb111/H008/jfHxcckpAoDV1VXBDVOeZbPZEIvFUCwWsbm5iWeffRaBQAAul0u2CUNDQ7L1fDSX69VXX5VcKqVSKWhYSvWYo0E5HXHfDx48QF9fH6LRKB48eIAXX3wR8XhcaISDg4NYW1tDPp+HzWaTQi6dTosM+969e9BqtXj22WfFHF2pVLC1tYXLly/j6aefFqACqW0c9FBNwZ8zc1AaGxvR3NyMSqWC3/iN38BPf/pTAMDU1JTIzQ7zIUXw3XffRWdnJ4aHhxGLxVCpVAQHz6YXeDggJBWPFLn5+XkMDAyguroaZ86cwXvvvSfDNuZR9PX1weFwiOelrq5OtlEdHR2yASsWiwAebupKpRL+/M//HE6nE1/+8pexuLgoEngiwenFPHPmjMhISYrKZrNob2+Hz+fDlStXJJsmFArJxmltbQ2//uu/jitXrqChoQEffPCBeKZmZ2dx6tQpobQxy8VqtaKtrQ01NTUIBAJYX1/H66+/DrfbjYGBAakLuVHZ3d1Fc3OzyNLm5uZQLBaxuLiIzs5O8fJmMhncuHFDQBY3btzA8ePHUVdXh4GBAWQyGZw/fx5Xr15FPp/Hc889h7/6q78S4Mri4iIMBgNWV1cxNzeHoaEhFAoFQeWTVOrz+ZBOp+XO02g04oX52te+hj/90z/9TO+OovIZIgBJjPiTP/kTWK1WTE5OoqenRyZ0Y2NjOH/+PFKpFK5cuQLgYfgLUxivXLkiBBwyyilZ8fv9AIBvfvObIvvgwTk0NCThOLdv35YglXg8jmAwKEiyZ599Vi5kHrBkqxuNRgke6+joEKoQANHEUypA85Lb7YZOpxOjt1arhd/vR2NjI6anpxGPx3H27Fmsra3hd3/3dzE+Po6f//zn+MIXviC87+3tbSkOuKIj9SWZTOKnP/0pnn76aZG3xONxMbPNzMygr68Pi4uLSCaTOHLkCJRKJRKJxKdkJJw8EQWs0+lQXV0tG4i7d+9KU0ZChFqtxuTkJIaHh/H+++/D5/OJJGRpaUmCkurq6oT3nc1mcerUKbz55ptwOp04duwYWlpa8N577+G//Jf/IkX4/62H7993v/tdVCoVvPDCC4jFYjJV2t7exvXr17G+vo7m5mZJR6ZHiD+z6elpjIyMYGpqCjU1NThy5AhisRjW1tbQ09ODV155BU899RSOHz+OW7duIZFIiLGZQXsbGxswmUxoamr6FFGIhWRvby/S6bTQg86ePYu/+7u/k4aFaER+7A4ODiR0jXJBGvq7urpQVVUFq9UqOMmJiQnRoZOgMTc3J1NtstmZXE8Pk0KhEAMsA5csFgtu3rwpBveBgQG8++67eOaZZ7C4uChyFU5JWHjEYjH5fFE739TUhJ6eHty/fx9ms1k8W2tra1heXsb29jZeeuklrKysoKenR/S7LpcLk5OTQjmiL4xBWbW1tbh48aIY4okbvHfvHr73ve/hW9/61v/19+/Rd/Df/tt/i7m5OfzBH/wBJicn5Z3Q6XQIh8Pw+XyydWPacDQaxczMDE6ePIkjR45Ipsb8/DwmJiZk1V6pVPB7v/d7mJychMFgkFyNBw8eSNAm/QlE6AaDQRSLRVy4cAF37twRSh+hFlqtFuPj4/L7y2QySKVSMH7Ctt/Z2RE/3KOX7fLyMlwulxD0fvu3fxvXr18XiV84HMbe3h7a2toQj8exsrICj8cjidDcBnBLlkwmBVbQ1dUFtVotRYZarZYB0uzsLPx+P1588UVks1khT9XW1mJiYgI+n0+aHV7Szc3NsgnhVJABstFoVCablJ0xFZpbC0qlCNtgkCUAoRzSz1IqlaTJrFQq+P3f//1Dff++9rWv4YUXXsDdu3dhsVgEfUsMPc88YnmpHT916hT+/u//XvDzNIRSXtbV1YWlpSWhNy4tLeHMmTMiX1ar1RLKRvkajb4KhQINDQ1YXV1FoVAQvDupgNevXxcPVqFQgN/vx9GjRyWzaWRkBMvLy+L/4dSaAXCPP/443n33XfGkXbp0CRcuXMBPfvITeL3eT2VOJRIJeDwejI2NIZ1Oi9k3n88jEAgIoIYZIzR97+zsyBaF4BTKxFdWVmC1WnHs2DEpltPpNPr7+9HW1oaFhQVMTU1Br9dL6jxzZZqampD5JEmcCeIWiwVerxeNjY2Yn59HQ0MD2tvbcfHiRZhMJpmE03ND/yHwcODG8M4TJ07gzp07+PGPf3yod/BLL72Eq1evYn19HR0dHbKB/fDDD8UjEIlEkMvl0NPTI9lisVgM1dXVKJfL4hcAHtZhOp0O4+PjGBwchNfrxfT0tGRn7e/vw+/3y8CFZFGtVitb3mg0Kj//jY0NqbsCgQAee+wxpFIp9PT0SGYFKWnlchkqlQqhUAh9fX0YHh5GJBLBkSNHcOvWLRiNRszOzkpuDRUN7733Hh5//HHodDqps1pbW1EqlfDgwQOUSiUJfmQ4ZLlcRktLCwKBACYnJ7G5uYlvf/vbWFxcxK9+9Sv8m3/zb1BfX493330Xk5OTuHDhgjRC7777LpxOJ06fPg2VSiVDOKfTKVtEr9eLYrGInZ0d3L1791NZM9vb23jw4AFGRkbE20fVDQey9IkYjUbJxmJuFvH/brcb6+vruHPnDqxWKzKZDP78z//8M71/n6vZ+NrXvob+/n7s7+9jaGgIo6OjKBQKggjj1IoYRJqQ5+bmcObMGaFAzM3Nobq6Gl/84hcxOTkJm82GH//4x3A6nWhvb8fe3h7y+bwkf6ZSKQl4YSG2v7+P48ePywe0ubkZWq0W+XweQ0NDePvtt7GzswOj0Yhjx47h3r17SCQSggXlh4Gpv0qlEm1tbTg4OEA0GoXZbJai9eOPPxZvw8jICHZ2dqDVarG8vIyGhgbU19cjFouJh2NzcxORSETC55g6zIOcTZrFYpGkVmLVAoEAnE4ndnZ24PF4cPPmTTQ3N2NnZwfd3d0olUqYmZmBx+PB0NAQQqEQZmZmJCTnzp07ePLJJyXMqaenB2NjY/jiF78osq/a2lrR4gEPL1SSiHjIcS1Hk6vL5ZKit7q6Gi0tLXjjjTdw6dKlQzvofud3fgfPP/88CoUCbty4gW984xvC92duBQ8jmvD0ej0GBgZQLpcxPT0toXLJZFLoJNFoFKdPn8aNGzckkIkHFokT+Xwei4uLElDEUKCpqSnREzMA5+c//zlOnjyJaDSKf/JP/on8OaFQSLYvpGpkMhncu3cPVVVVeO6552CxWMT4zAlHTU2NkFYA4JVXXsGXv/xl5HI5fPzxx0in0zhy5Ij4U6ampuR3SqlZZ2cnAoEAZmZmAEB4+16vFy+99JIUxUQgGwwGrK2t4cSJE0LPIvGHJj3SkRgmabVaBb9JY7nFYpFgwFQqhfv37+P06dOYnZ2FVqvF4OAg6urq4Pf7YTKZJLRof38f4XBYdM0sjhsaGpBIJNDZ2Ym///u/xyuvvHKoxd6f//mf48c//jE6OjqEREM6HT0D9DyxaSIpiMXz2bNn8YMf/AC/+Zu/ifn5ebS0tCCbzeL73/++DAr6+vqwv7+Po0ePoq+vT9b13IJFo1H5/NIrQ+kcp8wtLS2orq5GMBhER0cH3n33XRgMBpHecPtFvDFX6dPT0+jo6JAkeZVKhd/93d/Fn/3Zn+EP//APcevWLeTzeeHfM/hTpVIJBKOxsREKhUI2f8ViEUtLSzg4OEBfX5+s71dXV/HgwQNBRnOrsLOzg8nJSWxsbIh3LJvNyrZBrVbDarUK7pEBaSxmudE9d+4cLl26hG9+85vY2dnB7OwsJiYm8Pjjj0Ov1yOZTAoullPExsZG+Hw+mYySyz8+Pi7s+bW1NWg0GvzoRz861Pfvz/7sz7C+vi7pyJSOJpNJARNw2LC/vy9eRd5rAER+vLe3h6985SsCKOCWvb29Hb/61a+QzWbR2tqKo0ePysa2vr4eZrNZNO9ut1s0+ysrK7hx4wa+9a1voaurSwzhVVVVqKmpEXLZgwcPYLVaEQqFZLjV1NQkW+XR0VEJ8CPBLpVKiepAo9Hg2rVrEnqpUCjwzW9+E2NjY7hx4wZsNhuOHDkCh8OBmZkZrK+vw+v1iuyRgXwM9OXQMpPJIBwOS87H8ePHsbi4CK1Wi/b2djG9+3w+5HI5rK+vCwGSErOdnR0kEgkUi0X5ud2+fRsjIyMIBoMwmUyIxWIwmUywWCxYXl5GPp+XjQflzgMDA9jb28P8/Lw0fNlsFjs7OxgYGBCCpFqtxm/91m8d2h38l3/5l6ipqcHS0pKE3vX39yORSAB4OGQmBY0/Fxr/OTh1OBz46U9/iqNHj4pEmLLKhYUFHDt2DCsrK9L03b59Gw6HQ4YFLORtNpucT2w6/+Iv/gLf+973YLfb8YMf/ABdXV0YGRlBc3MzfvrTn8JsNguBj8GUKysrQgz0+/2yKdRoNPB6vbh//z4ASLbcmTNncP/+fdy+fVtqtm984xsYGxuTEGZKiSlhJNHNYDAgEomgubkZb775JjQaDdra2mC1WsU3RkjA0tISenp68Oqrr4ohvrW1FVtbWxJDQEUP672mpibJi2E4ZzqdliHeRx99BIvFgra2NiwvL4vn1WazYWxsTLzBBEWYTCbcvn0bNpsNLS0t0Gq16O/vx/r6OoLBIMbHx/GP//iPn+n9+1wyqqqqKnR2dsqhOzExgcbGRuTzeTnQMpkMYrEYampq5IPc3NyMyclJHDt2THwKDocDv/zlL4UA4fF4cPr0adE7z8/Pi8nKYrGgr69PMHRkMJfLZbS2tuLSpUuYnZ3F4OCghEnFYjF897vfxeuvvy4otpGREZlcaLVaFItFqNVq9PT0YGlpCffu3RMU4s7ODh48eIBCoYBsNovnnnsOP/vZz3Dv3j18/PHH+KM/+iMxbcXjccRiMVgsFtTV1WF1dVUSP0kYaGpqQm1tLVZXV4Wrff36dZw9exYHBwf40pe+JEnfg4ODUKvV+Ou//mv09vZifn4eTqdTSAuFQkEOZJvNJlOY2dlZnDx5Emtra7h69Sq+973vIRKJoKenB//9v/93KBQKvPzyy1hdXUU+n5ck2f39fZRKJQnqYbw9J4LHjx9HKBTC3Nwc9vf35cD/4he/eKhZG2fPnsXW1hYMBoOkf77yyivSQHo8HqF6UE9Nj4TNZoNOp8PXvvY1mdpRB9rT04Nf/OIXOHbsGEZGRhCPxwVJq9frsbCwALVaLWFaOp0ONpsNly5dgt1uR29vL9588010d3ejpqYGbrcbL7zwAn7xi1/go48+Eg0uG9vu7m5sbW2hUqnAbDbj8ccfRzQaxZ07dwRXSxOt3W7Hj370I5w5cwYvvPACfvCDH8ButyMajcJms6FcLuO5557Dr371Kzz33HNob2/HzMyMEKLMZrNc4mwiisUiuru7US6X0dnZiWvXriEUCuHkyZN47rnncO/ePahUKtHCDw4O4t1335XPItNOWRR6vV4UCgV0d3djb28POp1OpCqULHJC/J3vfAeTk5N4+eWXMTo6iu3tbTHaLi4uwuFwCK3D4/FAr9djeXkZqVQKJpMJc3Nz6O3txccff4xIJHJo7x4fkqGIduT7srW1haGhISF3bWxsIJVKQavVCh7S7XYjHo/j0qVLeO655/Dqq6/iyJEj+OCDDzAwMICXXnoJ29vbOHLkCGZnZ/F7v/d7GBwcxNzcnExG2fi3tLTAYrFgYWFBLhzqj5988kn532/evImVlRWsra1hZGQEQ0NDuH79Oi5duoTHH39cPGYkzhUKBcFGPmrA/uijj3Ds2DF88MEHOHfuHEwmEy5evCgaadLRNBoNXC6XePu2t7fFH+V0OnHt2jWsra3B4XCIRI8SVo/HI+CJdDqNqakpnD9/Hna7XQY7TAIOh8OCN6ckj8niw8PDyGazeOGFFxCJRGA2m7G8vCxT5uHhYahUKtFfP/XUU5iYmMDNmzclY4GFcFVVFRYWFlAoFKQB7O7uFgPpYT9KpRJ3797Fn/zJn+DKlSufSm+fn5+XTSgnn+fOnYPZbMbGxoYUa5ubm2hubkY+n5et1/7+vngd79y5g4aGBpFM817SarUy3eUAgd6E1dVVGI1GPPvss6ipqcHPfvYzDA0NYWVlBf39/bhz5w7K5TLeeustVCoVIQbSQ6jX68U3SKgG/YdarVbkJqurq5IF093djYWFBbhcLmxubmJ6ehrd3d0ifaMPh5sB+sqIdCZkgNr4c+fOYX5+HhqNBiMjI/jhD3+I8+fP49vf/jbee+89Kah575JcRCIfsxFef/11HDlyBO+9954g2ZmFtby8jOrqaslQYHgfSZv0xuRyOUmcZoPHz02lUpHfDeEjh/XkcjnZBFE+/uqrr6Kurg4XLlyQrQ5JUfSukc5VqVTwox/9CH/4h38o9c23vvUtTE9Py0ZUo9EgHo8LtMdut8vmV61WIxAI4Pbt2zJgtlqtqFQquHPnDp566imUSiWpB0ulEi5fvowvfOELMozQaDRYWlrC/v6+SOjb29slQbxSqWBgYEACCDs6OiSx3mw248c//rGEPTIr6Ac/+AEGBgZkwMetP8MY5+fnEY/HYbfbcf78eRiNRjz//PPwer346U9/KoV9pVJBJBLBxx9/jKeeegp6vV6sBmzE9/f3ZfhOAMnW1pbERdBLpNfr0dbWJpj0S5cuoaenB6urq0JQnJmZwcHBARoaGnD8+HExq3Mblcvl0NLSIptAo9GIX/ziFzCZTBgZGRHgxGd5Ptdm47/9t/+G6elpLC8vw+v1SgHPgBNSkJgq2djYCLfbDaVSKZzklpYWXLp0SUxAnIgNDw/j1VdfldRl4uR4mHk8HoTDYcRiMZEj0VMwPj4Oi8WC69evCwkgmUyKWZbhWm1tbfjoo49gs9nkMmUuBgBJgOzs7JSpuF6vx5UrV4QIQ1rQ7/zO7+Df/bt/Jy8v16ak9LDpIFLvySefxP7+Pm7evInW1lZ8/PHHaGhowBNPPIFSqYSf/exncLlcaGhowO3bt2G1WmWzYrFYxGyl1+tRXV2NdDqNVCol4WIsvKi159fL5OG+vj7Mz88LUYMXgclkkoIolUqhUqnIVDIUCsFgMECr1cJsNiMYDErQmlarxfb2Nv7Vv/pXhzZV+Q//4T/IFo2EDkqc5ufnsba2Jj4Ifo1c1dNwplarMTAwgLGxMVkNUg6l1Wrx+OOP4/r16wAems4ikQgWFhbEUEoePc3Wj/5eKGegqfn999/HU089hZqaGiHdTE9PS+AgZU40tFPWsLe3J5un1tZWjI+Po7u7G9vb2+jv7xfqVqlUgtPpxOjoKFKpFM6cOYNr167B7XZDr9djY2NDVtVutxtVVVW4ffu20HVcLhe8Xi/W19cl8f7rX/86/u7v/g6nT5+WdFxK8TY3N2UNzhW00WiUMMtTp04hmUxiYWEB58+fx4cffoihoSGMj49Dq9XK5pL/DjdkiUQCTqcTlUpFcKJsQIxGI3w+H4rFIhYWFqSxvn37Njo6OvCXf/mXhzpZ/k//6T+hqqpK8lSeffZZIZPs7e1Br9dL0ZZMJmGxWCRrg+ZA/vx++MMf4p/9s3+Ge/fu4dixY4jFYohEIlAoFGJGpRyTwanZbFakTMz9cblcMgFdWFjAyMgI6urq8P777+Pxxx9HMBiE0WjE7du38cILL6CjowPLy8u4efMm+vr64Ha7cevWLWH8E8l54sQJGAwGTE5O4qmnnsJHH32E9fV1nD17FjqdDplMBnfu3JHMgGQyieeeew5XrlyRJOitrS243W7JQeK5W19fL5NxTkhZTJw4cQJXrlyRADrKDrm5NpvNaG5uFlxrIpEQRDLRzs888wxCoRCuX78OvV4Pg8GAM2fOyO+OYas/+MEP4PP5MDg4CJ1OJ6bJlpYWQVKOj48LBYxbylOnTmF1dRV/9md/dqjv35e//GVpJv/4j/8Yt27dEpnQ7OyshChqNBp0d3fLkIj3nNvtxpEjR1BTU4Pbt2+LabxQKOD06dOYm5tDX18fJicn8frrr2NkZERSj7u7u7G/v4+VlRXh99+8eRN3797FuXPnBOdNal0ul8PS0hIymYxkanDjms/nhUhEtUQ8Hpc7tLGxEblcTryPOzs7mJiYwFNPPYW9vT0Z9J08eRI3btwQEs/W1hZGRkYEHbu+vi4bxWw2C4VCIT4MSmM1Gg02Nzfh8XhQW1uLXC4nGRfE57e0tMiZSow9t0k05KvVavzmb/4mlpaWcPXqVXR2diIej2NsbEyCfTnIoqeL2xYmNW9tbQnSf2lpCXV1dUJL5DkyNzeHhoYGtLa2YmJiAn/7t397aHfw008/jX/5L/+lnB8ej0cIfEx4b2hogEajQS6Xg0qlgl6vl4EfE6yPHDmC/f19XLp0CV/72tcwPz+PZDIJh8OBeDwOp9MJpVKJubk5kTsnEgnBWft8PrS2tspGvqurC2+//Tb6+vpw+fJlCT4GIEh/AgjsdjtaWloEQJRMJmUATuJTf38/HA6HeNji8ThCoZBsN/R6PSYnJ+UzQR8KpZbcfvKsp5KFahs2mdzU2+12FAoFjIyMYGxsDHV1dRgbG5M/v7OzU4z2W1tb2NzcRE9PjyDQDw4OcPXqVdTU1KCpqQnHjh1DPB4Xe8Pdu3cFfED/pMPhwP7+PvR6PdbW1mSTBEAkuLFYDIFAQIYPlL8Rizs0NIQ//uM//j+/2SgUCqhUKvjyl78sHSY53UePHpVQOB4Q4+PjmJqagslkwvHjx6FUKoV+Mjs7i+HhYZFm3LhxA11dXaJpZJgKL8ZkMikFDyVGdXV1CAaDeOaZZzA+Po4LFy7AYrHgzp07MBgMUCqV8Pv9OHnyJMrlMvL5vLCxH3/8cTHd1NbWoqmpCcBDqQiRojs7O5LFwRV1X18ffvzjHwvC7PTp0xKk1Nvbi+7ubtjtdoyPjwtSd2NjAzMzM3LI3bt3D263G6FQCPfv38fVq1dx9OhRrKysQKFQoL+/X3B4hUIBCoXiU0xyTuRramqEiNTX14eFhQXxcly8eBHz8/M4deoUVlZWUFVVJSnMZ8+eRSAQQCKRkHRirq350i8tLckhyBeQOloi/A47vXRtbQ0vvfQS5ufnZS3L9bLb7YbVakVtba1AC1ZXVwUVVygU8O1vfxt+vx/3799HTU0NIpGINKd+vx+FQgGRSETMhHfv3hVTW319PXp6etDU1CSfg2KxiEAgAJ/Ph7GxMWi1Wly4cEGmor/5m7/5KVMp8wEaGhqwsrIiv2OVSiWJ4ZS2OJ1O2YacOHFCgv9sNhsuX76MmpoanD17FnNzcyiVSigWi7hy5YpQswAIspKft1QqhbNnzyISiUCv12NmZgb37t0T3N7w8DD+63/9r9BoNDIdXF9fx8mTJ/Hee++Jfr61tVVMi2azGblcDhsbG3j//fcxPDwsYZMWiwWZTAYnT55EsViURPFwOAyTySRJsAaDQcy+vGRKpRLq6+sxNzcHAGII12g0AB5eIIdNYgGAcDgMjUaDX/u1X8Ps7Kwwyh9//HFsb29jYWEB169fh9frRXd3N/x+v0hzVCoVJicnJZ/ou9/9rhQf9+/fl+3HwcEBLBYLSqUSwuEwmpubBbFIVCIvMZfLhRs3bkgC74svviiF5FNPPYVcLoeZmRk0NjbiscceQzQahUKhEC9Da2ur5MyQHKNUKuHz+aDT6ZBOpxGNRmWCnMlkRCr29ttvi0wTAOrr67G6ugqtVou2tjYkEgnodDqZnAMQgAXNnfS6qFQqHD16FIlEQoJjOzo6hCREKopWq0UkEpFkaBZgRATncjkolUoYjUahvLCQaG5uxjvvvAOr1YrV1VV0dHTg7Nmz2NzcFJwl8LDBTSaTQjNqaGiQXJL29nasrq7i5z//OQYGBg79/Xv22Wexs7MDAPgf/+N/oKqqCn6/H/v7+2hra0M2mxVCYi6Xg8fjQV9fH0qlkpir79+/j+rqamkGyuWyNFrz8/OIRCKwWCw4d+6chIMy98rv9ws85Nq1a3A4HPjd3/1dJBIJfPzxxzhz5owQ2MxmM3p6erC/vy/vq9vtRjQaRV9fn4TgqtVqpFIpyc6ijNrtdktKvUqlwsDAgMgDc7mc0ARramokV6WqqgpPPPEEPvroIzEPE9tpt9vh8XgQj8fR0NCABw8eSH4NC1KSIVdXV2GxWCSjJBAIQKlUyqTeZDLJFoUhu8ViEa+++ir29vZQX18vkjGPxyPvaV9fH5LJpPiO6FurqamRJpE0r3PnzknI5sDAAPb393H58mXZIHPwdJjPiy++iFdeeQVNTU3w+XwC7nm0RqLJPR6Po1KpoLu7W6byzc3NeOyxx8QP8SiC+ktf+hJu3ryJfD6PjY0NvPDCC3C5XJidnZWBNM+CbDYrG810Oo0rV67A5XJhY2MD58+fx+zsLNbW1uDz+XDnzh1YLBakUikJLM58khQ+Pz+PkydPiqRZrVZjbW0NP//5z9Hf3y+p8K2trejo6EA+n8fS0hLcbjcee+wx/PCHP8RTTz0Fm82Gg4MD2TAyh4PvpslkEogBA1Dp9/jOd76DDz/8EPX19bh165ZIFPnzLJVKmJ6eFthQLBZDQ0ODUCKZd0PlxebmJtbX13Hv3j1EIhGYTCbx6hGMEI/HxaJAu8LOzg78fr+AFbhtoVSY3wsBOY8//rg0/Z/l+VzNxv7+Pp577jk4HA5JJzSbzdjc3ERfX5+s5CORCNLpNIxGIzY3N5HJZPDOO++gs7NTVv9M8iyXyzLJnZycFN0eJ861tbUwm81ieCMmbWVlBUajEa2trRINH4lEZHLIbnNoaEhebI/HA7vdDrPZLJrn6upqCenJ5XLCb25qasLW1hZmZ2cxMjICp9OJuro6fPDBB2htbUUkEsHQ0JBIajo7O3H06FEJ6Tlz5gySySQePHgAjUYDn8+HlZUVbG9vi7xEp9PhyJEjiEajOHLkiKxnl5aWEIvF0N3djerqaiSTSXg8HszOzsLr9UKhUEhBRuzvxYsXJTiL4XEvvPCC6OCbmppgsViEDlRbW4uBgQHU1NTgo48+QqFQENIX14odHR2SqB0MBlFfX49sNovR0dHPvUL7P/HodDp89NFH6O7uhslkEsTw3t6e/Ez39vYwOjoq+u/t7W3Mzs7CaDTizp078Pv9aGtrEzwwPRj19fVwOp2CeFtfX0dVVZX8/Mm8XltbE7Y6Q4H29/fxe7/3e5idncXe3h6SySTOnj0r4AEilufm5oRaxMOLCcmnTp2S8CiPxyMFHQBcv35dmtOXX34ZTqcTsVgMly9fhtvthkKhQGtrK7RardBkeHEnEgkJvvzggw9krcsJMckUnJa2tbVJo65SqcTkTXTlwMCAML8LhQI2NzehVqvx+OOPQ61Ww+/3S+AYw6d4QH344YfY3d0VshCn0jw7UqmU5C3U1dWJab2+vl6kBMvLyxIy9/9HgjhJNb/85S9lm3jq1ClMTEygvr5eCDVsovr6+sRvoFAoJEeC7+WDBw/w5S9/WdK+HQ4Hamtr4Xa74fF4YDAYMD4+jr6+Ptkm7O/vY2NjA5VKBS6XC2fOnMHt27clJffBgwdoaWmBx+PBtWvXZJBBjTkLKYfDgbfffhu5XE6MrYlEAl6vFysrK8hkMjhx4gSeeeYZTExMoFKpSFHG5vXUqVMIh8Oor68XggkA0ZeTkEdaVFNTk1C0tFqteHQ2Nzexvb0Np9OJf/iHf0BnZycSiQT0er0kjq+vr8Nms6G1tRV+v18kkw6HAx0dHXjw4AHee+89XLhwARMTE4JRPjg4EEM1QRiESjD/aH5+HoODg8hms5KK29TUBKfTieXlZfT19WFgYAArKyuSL0Qt92E+RKOur69Do9FIMGF3d7cgyo1GI7xeL9xut6B8eV9UKhX09/dLmn0kEhGfDX0v29vbmJqaQl9fH9bX15HL5eRzXiwWJZmd2UwrKytCH6Ok8LHHHsONGzegVCqxuroKvV6PTCaDrq4udHR0YG1tTdLLWZw1NjYiEokgk8mgurpasLudnZ1YWVmB1+vF66+/Dr/fj5qaGty7dw8tLS2SzdXU1ITNzU0sLi5CqVSitbVVhlJKpRL5fB5ra2vo7+/H/Py8eI729/cxNTUFu92OCxcu4LXXXsPQ0BA2NjZEFnj79m2RD6dSKRSLRRiNRrk3VldXoVarRfFBctGTTz6J5eVlaLVaXLt27VMbCZ1OJ9hvh8OBTCYDv9+Prq4uKZy7u7vR1NSEO3fuoLW1FXq9Xghq3//+9/+vb9T+3w/9gx6PB7du3ZKi1+VyAYDg+XU6nUQUTE1N4dSpU+KvUKlUYqyn2bmxsRGrq6sYGRnBn//5n+PChQvQ6/WYn59HLpdDOByWQpn+ikQigd3dXQHy9Pf3C572K1/5Ct5++23U1tZie3sbzz77LP7jf/yPOH78OHZ3d4WoWVdXJ8RIh8OBlpYWObMLhYLEBPC9VKlU+MpXvoJ//+//PY4cOYIvfelL0qRQ4stmhihtgj1YLxSLRbjdbpRKJfzWb/2WqG1u376N06dPS13lcDhw584d5PN5nD9/XoAwHLonEgnZFGYyGZHur66u4t1335WzLRgMolQqidSUOSWUV5tMJlitVsnL4jtGBPj58+dFscFzem9vD5cuXYLNZvvM787najaqq6sxPT2N6elpVFVVyQeYnGmr1SoFqVKpxMHBgZi4mE5KwoXH40FVVRV8Ph8WFhbwpS99SRzuCoUC+XxeyDrUanIVSflGLpdDqVTCxx9/jFKpBI/HI/9sfHwcJ06cQCQSwalTp7C4uChdIk1tNptNdJs8IPb29gQVq9Vq8eu//usIBoMSbMJpITM9SqUSzGYzWlpaMD8/j8XFRWHAW61W9PX1IZvNYnNzE06nU6aSBoMByWRSCEVvvPEGnnrqKbz22ms4duyYhNVwKsfOmfrQuro6SRzV6XRoaGjA9va2kEiYL9HZ2SmblB/84Ad44YUXYDabkc1mJQCOUin6N8hs93q92N3dxcrKCsxmM9bX12E0GsX0/Oabb36e1+d/+2lpacG9e/cQCoWEcENjHWV3SqUSNTU1QljK5XI4ffo07HY7AoEANjc38cEHH6Cnp0ckSufPn0dbWxuuXr2KTCaD5eVl9PT0oLa2Fn6/Xwxe/D3H43Gsra3Je/rOO+9gZmZG1r0MxBscHJQE5Ewmg46ODvHwVCoV4Yc/ePBAwvVCoRD0er00K6RuqNVqxONx+P1+GI1GjI6OwuVyYWZmRjToNIOSXMbtCc3+NptNth1MwD1x4gTu3r2LyclJfOMb38CdO3ekcLx//z48Hg8KhQK6urokS4eXIgMjCTQoFApwOBx47rnnsLi4CLPZjPb2dgSDQRw5ckSIF49KUnw+n5CrWltbpdih6S2fz0uIVSaTwde//nW88sor0Gg0KJfLh/r+ARAD3507d3DmzBkhIWUyGZk+kfSTSCQkrHRrawv19fW4e/cuamtrhQim0+nQ3d0tKfRjY2Oor6/H1NQU5ufnYbVace7cOZEPZLNZodBxykyDdHd3N+rq6iRte3p6Wt4tn88nIVyNjY1CyqK34tHtBocetbW1SKVSmJ6eRl9fH2KxmCDASaLhhbS7uyvNp16vh8PhwMHBAYCH8lRKGelpunLlCr72ta9heXkZu7u7IvNjIzk4OIhLly7BaDTi7t272N3dRVNTE/x+Pw4ODlBbW4vp6WmYTCY0Njbi8uXL6Onpwbe//W1Jp85kMjh9+jR+/vOf43d+53dke6FUKmViSskr0ZdNTU1oa2tDIBDAxsYGXC6X5NLY7XYprvf39/Hiiy8eeor9wcEB6uvr8dJLL0GtVuPq1avi8ZqZmZFg2WAwiEAgAKvVisbGRjEWr6ysIJlMoqurS34vWq0WL730EvL5vGRF9fX1CfkxHA7D6/VK4VVdXS2elWKxKKCNQqGAZ599Fj/72c+E9Egj+PPPP4+lpSVMTk7K72B3dxe3bt0CAIEtrK6uYn9/H8eOHYPRaMTc3BzeeusttLe34/79+wJa6ezslOlzLpcTrblarUZLS4ugaNkUBQIBSUBfWFhALpeTrZbNZsPHH3+M9vZ2wZ1PT0/j8ccfx40bN2C32+F0OjE+Po5jx47J98oQv3K5LGbdRCKB+fl5dHZ2CrmrtbUVt27dkvdoYmICHR0dAifh9NxoNAoSll4QnU6H/f198aHSKP0o1e0wH3pObTYbzpw5g46ODly7dg1LS0vY2dn5VAo2UfJOp1PM8fTHDA4OQqFQoLGxEaVSCXNzc2htbcXS0hKOHTsmEAISkh7NvOHw6fLlyygWi+js7JS7hx6EQqEgid93797Fxx9/DIPBgEAgALVajWQyKQS69vZ2kcJxWFipVOT30NXVBa1Wi1deeQUvvPCCBDw3Nzeju7tb5GIrKysIBoOw2+1wu92IRCKYmJiAUqmE1WqVjBWFQoGqqipsbGxgdnYW169fx4svvigAIaobtFotTpw4gYmJCSQSCUSjUaHAGY1GiUFoa2sTjDzrDJVKhZaWFoyOjqKhoQG7u7uorq4W6SobbIKOaCBPp9OYnp4WAIxSqUQoFJK8HgYdAsCbb76JfD7/md+dz5UgnslksLGxIdsI6rbL5TJ2dnawtraGqakpxONxKJVKOZg8Hg+OHDkizQg7rurqaly7dk0OzXPnzuHGjRsyaabenMF+/HtbW1vh9XphtVpFPzYwMCBGcKPRiK6uLilWpqen0dDQgNnZWSkMiEkcHx/HwsICMpkMIpEIdnd3cfLkSVlN8QOTz+cldCwej8Pn8+HBgweYmpoSkyJfunw+j0wmg2QyKaSi6upqZDIZVFVVCZZNr9dLw1WpVLC3t4fnnnsO+/v7QgdxuVxoa2vD2toaFhcXEQwG5YDa2dlBsViEy+X6FA2JOngapp9//nmsrKxgfn4esVgMs7OzeOWVVzA/Py9Iunw+j4WFBWSzWRw/fhxHjhxBoVCQIoQhhWtraxI2d+bMmc/z+vxvP/xwEBNL8oPNZsPx48dl2+HxeGTSbzAYpEi6efMmDAYDenp6YDabMTY2BoVCgQ8++AATExN45plnZPK+sbEhOlM2yO+99x7u378vWFPgoVSJ6/2NjQ3JObBarXLhP/vss0LD2tzchEqlQjablYu3q6sLJpMJNpsNjz32GKqrq2WCGQqF5KDitoNEs+XlZaGtvP/++4L05EVut9vR1tYmhzZzZHp7eyXIkEhWnU6HqakpFAoFbGxsYGxsDKdPn0YqlZKBAlGs5O4zm4MEuqamJqjVahQKBQmpUqlUMoUaHx9HLpcTiZXb7RbU6czMDBYWFkTrzaaDDVY0GkVdXR1+9KMfCYO+vb39UN8/AHjmmWeg1+tx4cIFRCIRhEIhTE9Pw+12o6+vDw0NDfD5fKivr4fBYEBLSws2NjbEO1VTU4NUKoXm5mYADxsufj8WiwVjY2MisWhtbYVKpRKCGI259CKFw2G8+eabuH79umylYrEYzpw5g7q6OiSTSZw8eVI2w0ePHpWLiuQ8nU6Hzs5O9Pf3w2azYX9/H4VCQbYn3FRwC72zs4OFhQUYDAacO3dOcgYoa93b25NtN6lJj5p0uWkrl8v4+OOPpWFkaN+9e/eQTqcRj8clz6W6uhqdnZ1oaWmR4L6amhp8+ctfxsDAAEqlkgAWTCYTgsEgNBoNdDodtre3cf78eWkmiDFlFhGpYcePH4fD4ZCfGxGQyWQSyWQSi4uLuH37toA+aMY87IfvTTablZyWg4MDvPHGG0gkEnIG8DwhzjeXy4lXqqGhAf/4j/8oP9tMJoMPP/wQH374oQSLHhwciKSUVDXm8JBGx0bNbrejvb0d2WwWwWBQtnCJREKGEqVSCRsbG1LYKZVK0YXv7+8jn89jf38f+/v7SKVSWFtbw+rqKpqbm9Hf34/m5mbU1dXh5MmTIh+hzJh/F+EVd+7cwfb2NnZ3d7G6uirSvRs3buCdd95BOBxGQ0MDLl26hN3dXfh8Phw7dkw8adwCJRIJ+Hw+ob1RCkVa3v7+PqqqqlAulxGLxRAKheTzxc9SbW0t8vm8ZFnFYjE8/vjjKJVKIvXlZ5HDRKPRKH/f/v4+RkdHEQ6HsbS0hHg8LttwngeH+bS1tcFsNstAkiGfOp0Oe3t7qK6uRnNzMzQajdAXSXna2dnB0tIS0uk0Xn31VfG93bt3T7DYlN/l83kkEgm43W44nU7ZBDP0kbRPnkuUKBmNRjz55JOCn6WyBICgbZeWlmC32yXWgCnlLK4bGxvFX2MymRAIBLC6uopTp06JL8XpdIocdG1tDR999JEMgihzrFQqkjo+MjICo9Eo2x3GONjtdjQ0NGB+fh4dHR3o6emRBpWS1q6uLglyZsAmJeysERKJBK5du4bV1VXMzs6ioaEBpVIJx48fx8mTJ0UCy3eOft/h4WH09vaKIuTBgwcAALvdLj8PEq2WlpakCWRo8uepAT/XZoNBe/fu3YPRaBSsYywWg0KhkNU/jclms1lMfOl0WgpyhrVUV1fLWgkARkdHBTtqMBjkoNzb25MwEbr83W43uru78c4774hpjWnlarUaR48eFRrMyMgIGhsbce3aNTQ1NSGZTIqBiAg1Xnq8ZPnC+Hw+JJNJhEIhKBQK+P1+6PV6zM3NycpqdHQUdXV1gqijPpR6Y9Ivamtrsbm5KRO/uro6TE5OCr+YB20mk4FSqZQ1HPMz2tvbUVNTg3Q6jZ2dHWlcyIpnoUAdKbFuJC08+eSTQi+w2WwiT3juuecQi8XEoGU2m+Wip7HParXKS+bz+VAoFHD06NHP8/r8bz/cyNTX16OmpgadnZ3iGXrU8K9UPuyha2trJUWXE4D+/n688847ODg4EFJDTU2NBNgZjUZYrVbxGul0OgSDQSQSCVk3csVPxC63bG1tbZLa3t/fL7IpTnmIp1WpVOjq6oLH40E+n4fFYpE8k2g0io2NDYEClMtlbG5uSnAQzY5EDmYyGaysrODo0aPY3d2VJHTi7La2tiSkp76+Hg6HA6Ojo6ivr5f8Bp1OJ5Iuykgef/xx2VAODg6KMTEajSKfz6NYLEpoZVtbm1BRtFotamtrYbVa4ff7sby8LOnAFotFNi+jo6N46qmnRNZFyRilmFqtVgqMeDwuKdnV1dUymeJU9DAfZgHRWE0pVyKRkM8lfw9KpVIu4a6uLni9XgQCAXi9XoRCIXR2duLmzZuoVCoS+HTu3DkZstTX12NnZ0eM501NTVhdXcXS0hJqa2ulSGFRs7y8DLPZjHQ6jcbGRtTU1ECpVGJoaAgTExO4desWQqGQ5JewqUun0+IdIpGFWO5CoSDnM6eUvOhJiGlvbxdCSrFYhF6vRy6Xg91ux+7uLqampmA0GiVjZGlpSTYcJB1tb2+jp6cH7e3tksZss9lQqVTgdDrR398vgXJWqxWLi4vQaDRy/tntdtTX12NlZUUmeeVyWbT2Z86cEcQ0J5V+vx/z8/OSP1NXV4e1tTXMzs6io6NDBliRSAR9fX3IZDK4ffs2Wltb0d/fL2fpYT7EmUciEWxvb0tg2e7uLrq6ukTWMDk5idnZWTQ1NWF7e1vw60ydZhpwXV0dqqqqEAwGZThHefL4+DhGRkYwOjoqmHiFQiGUyEgkgoODA6jVaty7dw9Op1MGOAsLCwKMGBgYEC04JUcABCpAPxOzsJiKbPwkFFCtVqOpqQnZbFY+W6lUSrDywWAQV69exbFjx/DYY48hnU7L5J8UIU6LKcfe3NzE8PAwSqUS7t69i3Q6LZ4pvqe5XE4256VSCV1dXZKE3dLSAgBIpVLIZrPY3t6Wd6tUKkmw78zMjMjOPvroIxw9ehTLy8tYW1uTO4mbSWKCiTbl55o1Cc/zjY0N3L17F0ePHhX89WE9xKUTlrOzsyP1DbGysVhMoADMs2Dx3NPTI0ntBoMBarVaasBIJCI5MfX19TLASiaTIkulyZlbdp4jq6ur+Lu/+zv8xm/8Bi5fviwk1KmpKbz88ssoFAoIh8PY3d3F+fPn4fF4YLFYsLS0JI0NFSjcovb19cFkMuHKlSuCXicIJJVKCUSIkJ5QKCR3OpUzbLSSySTq6upEpsTz02g04tSpU5ibm5OBM32xROJmMhnx1BYKBTQ1Nclwn4AiBm0CQFdXl1AAqazxer3IZrMIh8PytVIOxcfj8YjMjXUMJZAOh0Nk0fTwUkX0WZ/PtdngKp+SHU4jOH3gKryqqgp2ux01NTXY3t6GXq/H6dOnBQuW+SR46sGDB8hkMnLpsFDn5VOpVBCNRhEIBGCxWIQ4cePGDZkkmEwmPPnkk2hra4PD4ZD0WspoaLoJh8OC0nS5XHJwVSoVMRp6vV4x1JZKJSSTScmmICqQ/odHw4wACNkIgPCb2Y1qNBpks1lZjZJ2AUAm0eQer62toa+vD11dXaKfX19fRywWQ11dnTRTNptNLthCoSDpk/F4HPF4XFj6zz//PAKBAJqbm+FyucRr4XK50N/fj+3tbZlMUEbl9/slQZ0vMhulxsZGedEOW7N85swZSfRsbGwU7wBXhPSvMF2TUxTSJjQajRgpqW/mB66jowN+v18ka9wmcOLE33E+n8fc3JzoIB0OhwSZMWitubkZqVQKNTU10Ov1mJqawtrampgg7XY71tbWkM1mxchJ2oZOpxNTJfWpDocDgUAA/f39ss0ilUulUsFgMEj4JfBw1U19pdlsxuDgoBBXWKDk83n09fXB5/PJNJMHIzHLnA5ms1kUi0Xcvn0bsVhMEtm3traEokUiFYsBFtAjIyPCVk8mk5ienobf70dra6tomUkkYlhaIpHAvXv3MDExIaSwcrmMVColEqVCoSDf72E+RHaSGkWQBM+F1tZWIStR50q8Yl1dHXp7e8W3MTo6KkFTVqsV4+Pj6OzsFKMhsZd2ux3z8/O4fPmyeKoorQAgoZRcfZOxzrOWMkiiYqljBh5OKgkioESTg4itrS3s7e2J3nh9fV02xJymZbNZkRdx40b5J99Rq9UKvV6P/f19aW5cLhf8fj+y2azw4/f29iR07q233kI6nca9e/eg0Wiwvr6OpaUlrK+vC36V4a5KpVI8dnfu3MH8/Dw2NjZEokjJFQCRgFy8eBHxeBw2m03QseFwWBCw9fX1iMfjKJfLkpSeSqUEZkAq32E/bCYbGhpQqVTQ09MjZ9nKygoikQhmZmYwOzsr+TfV1dXo6+uD0+nEyy+/DLVajSeffFIUBsBDeZbdbpf0eAbSbWxsiAmZ0lu/3y95FDwPaaI3mUyorq5Gb28v/H4/crmcgAeoQmhtbUWlUkEoFEKpVBLJHqUrbHiZM0FYBeWb3Ly1tbVhc3MTOp0OZ8+eRUNDgwwKW1paYDAYxHAdj8c/dTbV1tbCYrFApVLB7XZjZGREqI6EbBCPG4vFYLVaYTKZhNjIzzd/9lqtFjabDU6nEwqFAuFwGKVSCZ2dnXC5XHJucvN+4cIF9PT0wOl0SpgpiVkkBFUqFdlK0XOl0WikAS+VSuIfOqxnYGAAq6urcucwWK69vV2M4dXV1TJYcrvd4iuh/5aN5KlTpwRZPzU1BavVimw2KxP17e1trK2tiezU4/GgsbFRvMKPStlJXgqHw3C5XBJC+fWvfx1PPPGEDKw5aJmensbExASi0Sg0Gg2cTqf4wzjUI6XN5/PJNtTn88HlcsmGi/dSf3+/bCkymQxGR0clgb6jo0Pex2KxiJmZGcm/ItadwJ2JiQnxsdXU1CAWi8Fut8tnkhkg/OyazWbodDqRdTc0NCCXy2F1dRXlchkLCwsIh8OYmJgQTxHBKgMDA0LbymQyiEajMBgMAlvg1lKv12N9fV2GgLwPCFn4rM/najasVqsQJIaGhmStbrfbxcmeyWTk8mCwGie1nJ7m83n4fD5JHq6ursaJEydQU1MDg8Eghq/9/X0YDAZZqzHk6uTJk59CcfLiI12FzY7VapWAOmqjOTnlJIvdcTablUKVU43W1lbU1tYKjtHj8WBwcFCkK2q1GoODg/B4PEJAMZvNMBgMssnZ3t5GIpFAJBIRXSPlSFwnT01NSVPGoo+p4Ds7O/LCAQ/1zwBE2sJLslwuS5Ikp4K1tbXo7++XbVRvby9SqRQGBwdhtVqxsLAAnU4Ho9GIxsZGFItFzM3NSbcPQGQv29vbaGhoEH3wwsKCXFSH9XCd2dLSglgshunpaZFSsTCmuZbGUAaLcXPAJNKdnR0EAgHZAESjUahUKmxsbCAajQpqlEZxJnXyz6PUjSAEUnrW19dRX18v1B8SJOrq6qSx42SOm4FoNCrmM678qU93Op2SvsvvD3hoXuXXzyY3m82KpplTJkr4eHgXCgW0trbC5/OhoaFBPsvMzXC5XDCbzdIEcXvDxqVYLIr23Wq1Cirw0dVyT0+P6JjHxsYwOTkJpVKJ/v5+kT5wGkhZH5vlbDYLlUqFhoYGuVj0ej3a29sl1d7lcomR/7Cf7e1taLVaGVJwa8GihnkEDLsrFovY3d1FsViE3+8Xgg7zA7iNuHv3riBMSeiZnZ3F+vq6TJxJYeHEk7kTw8PDsvEJhUIS7Eb/xNWrVyVpl5KVSCQiZyybRpfLhd3dXUm3ZcPZ1NQElUol02xu9tgsEMUYjUYRjUZxcHAAg8EAvV4PnU4nEirK6piQTG8cP6ft7e2yafB4PNje3pbsGspZ6+vrodFohKzHwRGbDqvVKkj1XC6H7u5ubG5uYn5+Xpojfg9sHCjdMJlMMiQLBoOYn59HsViEUqlEIBCQIZLdbhfZ6mE/LOoXFxdhs9lQKpUkUJPNJou9rq4u2axlMhnxLNpsNtkYZDIZVCoVdHV1iX9xYmJCNg5bW1tQqVQi3eMGi3dVJpOR4px+LqfTCY1Gg6mpKQQCAWnQabTd2tqSAQ4pWcViUTxJU1NTiEajyGazqKmpEUnT9vY2FAqF3I3cmD5qJqcsmDUBN1xMM7darVAqlVhfX8f8/Lxg5JeXlwFAPBft7e3Y2tpCTU0NnnzySUHhslZIp9NSdPH93dvbw/LyMra3t+HxeGA0GrG7u4tQKASdTgez2SxZO83NzeJ7DQaDWF9fF8oPv9+ZmRnE43HZ8g4PD0tBTvXE56EB/Z94OBHn74/vEX9XZrNZ0K5MAD84OBBkMOl7jBlgsW+326VO3N7exubmJsLhMObn55FKpeT3CDxsuJnD8v/OYTIajVCr1QKX0Gg0iEQi0Gg0aG9vh0KhQF1dnQxTgIdYeJ1OBwACbmGAdDQalaa9pqYGarUawWBQ4BYciLHWS6fTaG5ulr8LgDTx/F06HA5JvadkcXd3F+Pj42hvb8fg4KBIODlQYjp5dXU1NBoNlEqlNHfcLmo0GskqKpfL6O7ulp/Tzs4Otra2kEgkUFdXh+rqahSLRTgcDmnet7e3sbq6ipWVFZHWVyoVKJVKyUjZ2dmRAYPX64XX6/3M787najaWl5elePf5fGKc4gFHDjyLHhoCXS4X0uk0lEolNBoNTCYT9Ho9Tp06JSt3Gh3tdjt8Ph/cbres8/mL5wVBug3RaqFQ6FOpupubm1haWpJsD71eLwmklHSxEHxUH+31emVzQP05sbgMj4lGo/B6vTAajVhfX4dCoUBvby86OzuhUChE6sUXjv8/mwFOQmhy8nq9strW6XRQq9VYXV2VRNPd3V0pFFKpFNLpNNbX1xEIBBAIBISgRT0utz2FQgGLi4tiRltYWMAHH3wguRB8iXjA8cIuFouor6+HWq0WGhFpMbOzs7LxYDF1mM/Kyop8oBjW1dPTg+bmZiSTSUl4pWaZeSwtLS1oa2tDW1ubeHMASEOmVCoRjUaxv7+PpaUlySXY398XDB1/j0TpspihZtflcom5MBaLSdNAprrRaBQoAAOwLBaLyLaMn2CRibFl4apWq+WASSaTouOlIZefy1wuJ+v9trY2KcgflSHy0KNkAIBofkkCUqlUMi2MxWIwGo1C1bJYLNJQULpht9tRLpel6NBoNCLpi8ViwkIvl8twOp1oaGiAw+FAKpVCIpHA6uoqtra2JHuBv6+Ojg4pAD0eDwCIqZ1IQDbeh/nYbDYh8VGfm8/ncf/+fZmq0ixPrTYpPgzuymazoslmo5ZIJGRlTnkT5QMajQYtLS2CDuZgg+9WdXU14vG4IHO5jbRarfJ74maBuSqc8DGAMJ/PiwSP/w3lhZRv8M9jMFpPTw8aGhpQLpdhtVoBQBK3KbFlgXpwcCDYSmr1mQBO78Du7i4SiQQmJyclII0+DZ1Oh8HBQTG3Ux4IQBoXt9uNjo4O0cy3tLSgt7cX+Xxe8Lssmuvq6uByuRCJRITVzwKWMkXmc/BzTQCFRqPBysqKSG0P82FWFYdSHAx1dXXB7XaLhLKtrQ1dXV0CVNne3kYmk0EwGIRCoUAsFpOtr8lkAgDZvlLOQ/8jvWIcpPH3FgwGBdFss9kk3T2VSsHv90OlUsFkMmF+fh51dXVobW3FzMwMyuWyNCekO6XTafl7tFqtTPsbGxuhVCo/9d8cO3ZMUMSU7qnVahkM1dbW4v79+1hcXMT+/r6EByqVShgMBtTU1CAcDuPu3bvo6emRopMNLQsvNufcTjJPiwMf/qydTid0Op1Mn7VarQx0KD3jYI7yZ0IGmF/hcDjk88wtr8fjQX19vcja6LXidpK1xGE+zGoBIMb22dlZCUqmJJZyoWKxKIO0ZDIpNd36+jru37+P2dlZyeRgKDT9iiRk0itcKpXknuSgGYAkczudThg/yd/a3t6GRqPB4uIiXnvtNcnYopeLgwJuyFm7cfjocrnk/g6FQkin00KCol+5rq5OfCUAxFepVCpF3ppIJKTJ4Eae38f+/r4M0VgTkxrFlHverS6XC8eOHUNdXR1KpZLUqRwmUrnCoRDx8waDQTwue3t78nfZ7XZRGOn1ehw9elSGL8D/8mdXV1fLNpiyL77LpEp+1udzG8RNJpNsB1wul5iySAhhEaNQKETmU11dLQZArVYLhUKBQqEgUwtOSyuVCpLJpKSfHhwcyMSTXSw1msT4bWxsCL6UYVTBYBAPHjzA3t4ejEYjUqmUmKHJ8qexqKqqSv4OlUqF2tpauejj8biET42NjckWgQYofl9bW1tCqKDJi2ZQdtrlchkmkwm1tbUSTMi1WF9fn2hq6TnQ6/USHORwOOSF39nZgdvtFtRcfX29/Dd8wamTBB5qLKn5Xl5elqZNo9Ggs7NTdHmFQgE2mw1erxfNzc2CfaSXxGq1yuSIxRYTVQ/rOTg4kCAbt9sNh8MhMgGz2SxheysrK9jY2JDAQm6IeMjV19fDYrGIXIkde01NDYrFomQasCDhlkOtVssEi9CAVCoFABIeWVNTg1AohPr6egAPV8czMzNyuBEpy/9fp9PB6/WK/pXbDQZWhkIhRKNRybTw+/2Sk0DpGP/9uro6IQvxM8ZwNX4/29vbos+ur69HMBjExMSEsOKXlpbQ2NgIi8UCi8WCzc1NhEIhVFVVQa1Wo1KpSFOh0+nES5JKpSSIanx8XAYAfFei0agUAzRAsoA1mUyCcTZ+wvbmgc5DktINs9kscgMa/w7zKZfLsNlscDgcQnLiGryurg47OzvY3NzE/v6+/G9cw7O4JcUvGAxiZ2dHZJ/UxxJ64HK5pMDhdkyr1cp7Sk8PhxFbW1tSKPJsK5fL8n7R1MvQOspbOKDJZDKoqalBR0eHgAA4kWWRU1VVJUna9fX1nzo7OUnMZrMysd7b20NjY6P8DFhY0JNWV1eH9fV1kX/V1tYKxYfTc3rTuKHjZcwMIhLB+OfxZ06dNamDxJ5Tmz07OyvAEhZF6+vrkhPCYolnKwsobo843T3Mh7+nra0tWCwWyWQguTGVSiESiYi3S6fTweVyQalUIpfLybaWmwAOtSqVCqqqqmCxWHDs2DHs7OwIhKOpqUm2IpT9xGIx+R1xAsqJbzQaxYMHD6QoicfjUrTzzmRWEUmCNN7SFwcALpdLinsmI3NYwUbAarVK6GOxWBT5B4siDmdYbPLf2dnZQVtbmwwTn376aUGHMkupvr4eoVBIfGeUFZvNZvks1tXVifSP9zype9FoVDbTmUxGlB5EN3Ni39HRAb1eL1KeUqkEu92O3t7eT5npHwVlFAoFQdgf5kPJ+e7ursgueWdyyKTVaiX7hmcQQxQ55KSpnpJ1kktZJymVSvG58q7nn1epVGTDy/OAjRphJDT282uuVCpIJBICr+D5rNFoRPbJIp7nIOtLmvF5ptEHZbfbYTAYYLFYoFQqoVAooFKpEAwGJaCSnl2qBpRKJTKZjHhPqN7JZDI4cuQIgsEgpqensba2BpfLhfHxcRSLRbmvFQqF+EXouWWTRekd5cWUe7NR49dJOFFtbS0ODg5Elme32wX2wg2mw+H4VIhmY2Oj+Ebo3fysz+dqNrq7uwFATKt2ux0Oh0MOaDYWBoMBPp9PXh5OkqlxL5fLMuHgJCKZTIqhlAXWo/xvrtyUSiV2dnYkcIkHZKFQgNPphMFgkIm8SqUS3ajBYJD/3ul0SlOQSqWQTCYl+Zw6SU7fKPd4NESGRAgGw9HUy8uPgYejo6NIJpNizmVDQkd/PB6HRqORwqJSqcDj8cBms4n5iNIxooB5GJLmZbFYRLLS0dGBpqamT8m1BgcHsbi4iIaGBpw+fVoSwpk06XQ6ZQtlt9vFlEn9LA2vJpMJp0+flskL5QaH+fBDwzT4crmM+fl5zM3NSVHCadn6+jrS6bRsOwKBAKanp1GpVDA8PCyTVZvNJpPalpYWeY+DwaAUWJxmsgGsra1Fc3OzfDj5nrNgYtPAyVU4HJbUek5hKHOJxWLY3t6WgoFZMD6fT5qNnZ0dWUnH43FZUROj3NTUhEqlgnw+j3A4LDQ4+k449eEFb7FYhBrEyS6nNFarVbZZjY2NslnjhU46ETM6qC19VMNbLpdlgjI1NSUDAkoydnd3YTabYbFY0NfXB4/HI2tpfrbZsOdyOSlCObHm9OjzmNP+Tz00HFP7bbVaYTabMTAwIPphq9UKn88Hs9kMvV4Pn88Hj8cDs9mMtrY2lEolufB4dpBoRwkUL+fW1lYAkK0DABl0cMBD8hW56/S9xeNxeDweeDweaQCI5KY8lJcqzbHURXOlTokU/Wc8sywWCxKJhFx8lUoFCoVCNrgsKh4lmNH7xW2aw+EQP9LW1pZI/Ng4cLrMgoVhmZx+s9AgiIQSHTZHwEOZByW7LHI4MEmn0xgeHoZCoZAGixNRFiq5XE6yjQhyeLTpPexHqVRifn5epDROpxMOh0N+F/yMcnMfCoWkMOb3lE6nYbFY4PV6odVqRdbkdDpFsZDNZoVu5XK5ZAPF/z6fz8sgxuv1YnV1VfI8mAJOLb3dbkc6ncb4+LicOZS/ajQaKZiY+cOijf/cbrdLoXRwcIDFxUUx4xICw60878XBwUEZlvD7o18SeFg0MW+EhbPFYpFmhhtKDqFYbFosFpHyUSbJz2WhUBBMaC6Xk0EJg4j5maa8kWGK9Afl83lUVVXJEKVUKgmOlVs8Nk6EwtD7eVjPysoKVlZWUC6XZXJO787W1pYkv8/NzYmvjPcEM5s4POYGNJPJYGhoSH72VHs0NzfD4/FIXcPNJ2u4mpoakfJbLBbMz8+jpqZGaI+8v4lmptSZkmDKPLm55+CODX06nUYgEBD4D8lTBwcHgvG1Wq3iK2TzSBIrG3idTifvhkajgVarlSHl4uKiyKpNJhMqlYpsHblh1Wq1SCaTGB8fRzgcRjgclgwQDl4ITaG/MRwOixeXMnkOT4ghb2lpgV6vh16vx+LiomxSCJ8ol8uS08M7IJFIIBQKidz28wycP1ez4fF4xAT2qJmLGmtOdQOBgBCcuKE4ODhAZ2fnp1bTxOhRDxkIBKDRaNDc3Izm5mYMDQ1JwZRKpbC8vCykFk7wDQYDvF4vamtr4fF4JKSPGxamT3JyTBQou2MGi2k0GhiNRuTzeVitVjzxxBOwWCyIRqPSDHD7wHVrPB5HLBYTX0l9fb2ggAFIjgalPyqVCpVKRfC4PJhLpZLgSLlC5oe4t7dXcJf82SWTSSwtLcmGiYFLJDJFo1GZaLM49Hg8snol8cpoNEpi8cLCgiSnZ7NZMaWTNMZpWTabFQTaYTcbTDRmejAlKpx08V2krI+HPQ8gpmlyGpZIJGRSzMKrvr5efs/RaFRM5jQwEo1rt9uh0WgwODiIcrksRBUm7vI9oUa0ubkZuVxOKE5utxu7u7tCHqGMidp/fj8HBwdobW1FsVjE5uam0J64ZdjZ2cH8/LxozwHIZJDblY2NDfnaampq0NDQgOnpaSmg+DnLZrM4efIkHjx4AL/fj93dXfkz2ChxrU+NKwk3XBkTH9rT0yOH4dbWltA/GMS4u7srW0W+6x0dHXJocp3LAFHK5dLptDTlhy3jAx4We5xWPSrv3NraEpIP30dOvrl1DQaDcLlc2NzclM2b2+1GfX29pGVvbm7K1JL+G77zbDgUCoUE6NHEnUgkBBbA3xkbF71eLzJWUtgSiQSKxaIMjMxms2x1aeZlTs3c3JwUN6FQCJOTk7JZ4jnLy5cELhZgCoUCa2trmJ6eRjgcxvT0NNbX12VqxiyBdDotYa+1tbVS7HLjwK0DvzY26FtbW4hGo9ja2pI8DpPJhIWFBZE+UdPP9PWDgwMx89NsT/0/t0ncDtIY2tjYiImJCblveLYc9kMgSEdHBxYXFwE8JMDRY8e7iVQqyktdLhe6u7vlfHl0MGY2mxEKhWTQptfrJTOCNDieFdSns9hjk5pKpaBQKGQ4xZwV3mdsqClJ5X1Mvfn29rZ4oHjf0gPKotzr9UrTQ2QsyVqVSkUGRSxwAYiWvlwui5yTdwa3FslkEmNjY3A4HEJSCofDqKurQ0NDA1KplBTPpHdxc0HQDJt5ShrtdruQgFjU1tfXI5VKifyMm3l+nmOxGOrr62Gz2bC+vo5UKiVNhslkkvwjvV4vXrbDhmQw74jvFr1TbBCJVmWdxsEvB5eP1iWNjY2YmpoSZQgHAdyy07tISdX6+jry+TzUarVs1/n71ev1cm/Y7XbcvHkTiURC3jt6urhhIriHQw6LxSJeTIVCIQRLu90u8nxmiHAzkEqlsLe3h0AgIM0IN1SPSvcoY+QWmTJVo9GIqqoqTE1Nob29Hevr6+LHa2pqwszMjEijQqGQyMP29vak2WDA4e7uLmZnZ3H//n2BF3BwxDuqVCoJfCEUColCoLm5WSAwHHZy8BKPx1FVVQUAiEQiWFlZQW1tLTY2NiTL67M+n6vZiMfj0g3xA3b79m3s7u4KOlWn02FzcxPT09OC0kwkEkKlGBsbE5kAzTeBQEAmsCxOTCYT2tracPr0aQCQlRELqqNHj6K/vx8rKyvY2tqSzQXTbIlbe+yxx8QkZDAYRP9dLBbR2toqZAxq4ICHkhjiexsbG6HT6eD3+2W6wokCTZVMfCS+juszt9stAYIsLrxerxhy3G43wuEw0uk0IpGINBQAJLEcgJjsEomEbFdaW1tllUXaDfV1nNJZLBa8/vrrMvHP5XLY39/H+Pi4GCXD4TAsFsunZBUbGxvQ6/VyITDfhKFRJpNJUroP8xkcHITT6cTGxgbu3LkjPpyhoSE8//zzYsznpcJOnRQMt9uNXC6Hqakp1NXVwe/34+7du2LYW1tbg91uRywWg8ViwdbWloSO8QPMSfD+/j4CgYAkg5dKJSm+WlpaUCqVsLS0hIaGBphMJuTzeeh0OgwMDIhBbW9vT1a0NMXdu3cPo6OjYhoE/tdGsKqqSjw6lUoFZ86cEcpZTU2NFOZMPY9Go7JZ8fv92NvbQzQaldwRSh1VKhVSqRR0Oh2Wlpbkv1Wr1UKdoRQllUp9irSVyWSwtraG5eVlRCIRxGIxebdyuRzi8TgsFouYw+kXoEmfB5bf7xcZGgAxFHISSIzp4uKiGLJ5oR3mww2M1+uV3wkA2YCWSiUEAgGRuVFiRtIcqXJkuLtcLtTU1MjlwY3so5I8NprcWLHBDIVCcrH7/X40NzdLPklLSwuMRqMgux9tOKuqqrC7u4tkMolcLifklWg0itXVVYRCIdEYcyJus9kwPz8v0hTiRTk544DF+AlLnt44FrUABI7AiWEikZDAOP7z8fFxlMtltLa2ihdDoVBgfX39/yMTOzg4gNlslqaFshbCSvL5vGRw7O3tSX5OIpFAqVTC4uIiYrEYGhoasLa2JoVMuVyWnBhOmo1Go0z0Ozs7ZWJ+2A+LNm5CKYFtamoSmUW5XMbi4iL8fr8Ua5yc0xvDApzvLymNm5ubcLvdaGxsFJpQLpeT7RXJPY8mRrNJoCeRDTmbW4JXuA3le0WjOQ3R2WxWsg+4RSDW/vLly6irq8PQ0JBsXcfGxoQM2d/fj5GREdHxl0olGdhQ/uT1esVTxkwMEsloLr59+zYCgYB4C4jqDwaDKBQKWFhYwMzMDFZXV5H5JOmcMicibinx4zCVsBzN/0Pcnwc3ep5nvvBFgiB2AgSJnVgIEiQIgvve7F1Lq6W2Fcmy7MSZJE4y40mc2DOZTCqVmZNJKpWpSVLlSTxZPXacUWzHkjfZ2lu9qrvZ3dxXECQ2ggQIEAAJgABIguDy/dG679M69dUpq07CoGpqElWkZhPv+zz3cl2/SyTCzs4OdDod080KhQI2NzcZ5U/QC9oY0lCHBmA0RY/H4zzAOMlPQ0MDD5RIrjQwMIDW1lZoNBoO3ayurkYsFuPNOVHkiJ6kUCh4W7G5uYnJyUmEQiFuHmiKHolEeGtA+S60NYpEIkw9JKJfMplkrweF+Ol0Oni9Xm7sqC4QCoVsZidfLQ2Jjo6O0NraysZokiAbDAY0NTXxz7m2tgav14tSqQSz2cxbVzrHKcE+m83y80xhfBsbG0zVpEBDashJXkvnPQD2eWo0Gj6zpVIpK4NIySGTyVBfXw+j0Yjl5WVeEND/HfBoO3n16lWMj49zIDcNU2nro1KpYDabGeBQW1sLqVTK/iHynfy0n4+Vs3Hr1i1OEiZkJa1K7XY7Y7+I/iOXy5kYJJFIuOAnAkpDQwNqamrw5ptvwm634+DgALu7uxgYGMDOzg5j70hfCjzCyqZSKZYIkKSIVpckb2pra2MZAOnz4vE4S76Il11eXs4TH9KEUgfq8/m4yQHAHSBdSlTw+Hw+DAwMYGVlBUqlkilA1IHTlFYmk2F5eZkRj0S2octXIpHg05/+NDKZDAc2zc/P8yS9WCzC6/XCaDSyjpam3YVCgR8MkppQ07a/v4/l5WVukB5fyVZUVHBBPDExgXg8zoVzc3MzT+2LxSJee+01DA0N8ZSbZHUn9VlcXERjYyOHftlsNtTU1GBmZoaJXo+jCPV6PRKJBMsepFIpnE4nHzpVVVWsa6apMemZCR9Msi3ydpBOOpPJsBmXtPC0FRKLxaivr2eNJ03zn3/+eQ4DJCM+4UBJH0pTltraWtaREoiAfE9msxnV1dWcSk8BaBqNBqFQiKdHNG0hGszjOGNK093e3sbExARDF/L5PGQyGU+w9vb2YDAYEA6H2VAPgAkXlH1ABXKhUOAChQ4ko9HIl7hGo8HQ0BDee+899sYQxYamzjSxoik5UYuIq0+SrpPWKwOPdOT0/dN319jYiGg0yqhUlUoFi8UCo9HIRXVdXR1LeeRyORobG7k5JZmf2+3md9pms3FwmFgs5u0rZUgUCgVotVrm+k9MTDB3vbq6Gm1tbfyMmM1mzMzMQCKR8Nqe5JvAow3I7u4u1Go1LBYLwwZIty6VSrG0tITDw0PodDoOz6SNQV1dHfvxaKsml8vZlEwY0ePjYwwMDLC3an19nX1uOp0OtbW1MJvNuHv3LoLBIBwOB1pbW1naJBKJeEBFkhuS4RwcHPAmmoqZwcFBTE9PQywWIxwO8wVqNBoRj8dZXkMGTgrwI300gTYKhQLnWNCAob6+/l8lZ2N8fBxarRYej+cjEiqr1cobCJVKxc3r8fExh4nSpoq8JySFsdlsLCWiUESS9xHIgPTgJBsi+iNJWyi1m4Z2KpUKbW1t8Pl8WFxchMPhwNbWFkudt7e3uZYgGRVlaJGcxW63s2k/FArxtoqCIUOhEOLxOCwWC8tZaDtApn8i/5DsmmQuNNSjv1OxWEShUEBfXx80Gg0ePnyIkZER7O3t4dKlS/z7pOBfakLpLqJcGqovaGhDoYVisRjvvvsufuZnfoYn8AQnSaVSMJvNDNgh/DJtUKqrq7kpr6mp4QwPagy//e1vn9jzp9frUV5ejtbWVobcpFIp9pGQ+ZgM+yT3q66uRmdnJ/sDSZbe19eHmZkZ2Gw2eL1eaDQaDjMluTnBA2iDR9tdgk88fg6S35YUKgS/6ejoQDKZhNVqZXkaNUWrq6uM9aczgn73JF+uqqrC6uoq5HI57HY79vf3eZh47949HrwGg0EYjUaUlZUhHA6zrJYGYzQMpC2/0WhEf38/e3hI8hqPx1FVVYXLly9jZmYGbrebqaNEiSS0LTXLHR0dcLvdjPqnuzwajaK/v5+T2BcWFtDY2Mhnn9frhd1u57pOKpWynLmyshKBQABDQ0McDkzwD5JX/rSfj7XZoLVzWVkZZDIZpqenodFo8Pzzz2NxcRGxWIylVZlMBiMjI5wXQEg7n8/Hl3GxWEQwGMSnPvUp6HQ6njKYzWbE43HW4j98+JD9FmRKpWmISqXi4Kru7m7U19ejoaGBJVOVlZWYn59nXCWFuFHXSxdWOp3mhqVUKvFWgky2JJdRKBTcWUulUjajUQe+tLT0kQBDKmpJiyeTyTg9lMJjamtr8dJLL3EiMhUyNB2l8D+DwYDz589zPD1Jx+igpgmUz+djdCURWZaWlpjZ39fXh+7ubjbseTwePHjwgIsCjUaDpqYmVFVV8dSvVCrhc5/7HE/Fq6qqTnyy7Pf7uQg5e/YsQqEQa6opjVOv1zONqaysDGq1Gg0NDQiFQpyEq9fr8dprr3GWi8FgQEVFBfr7+wGAL97NzU1eXdN2qlAosGeHZHMNDQ2IxWK8QaipqUE0GkVjYyPi8TiTOAQCAWNej46OWEpCchAAnB3i8/l46k3bCIvFws8t6UJJh01AAyI7kVmcKDGUtAs8Qv2dOnWK/UT9/f3MhrfZbMwFDwaDuHLlCra2tmC32+F2uzmbQyAQQCgUwuFwQKPRMNa0rq4OHR0dcDqd/BxvbW1haWmJN3lerxenT5/mXJ10Og2pVMpbNeLVP94YkxzE5XJx4UvT1ZP8kC8CeDQdCoVC7PkiE2BFRQUb7wuFAux2O+vfi8Ui7t27x9KgdDqN6elpNDY2YmRkhA2RhNNeXl5mGAeF1uVyOb6QVR/iNT/5yU+yVLC5uZn9bxsbG9jY2PgI0z+dTsPv9/Ng5nF8akVFBba3t5HJZGA0GrmBqKioQF9fH9bX1zn80u/3Y3l5mc8pi8XCwaL0zC4sLPBmgZ6HXC7H2m7KbqJwS6fTifPnz/NW1ePxwOPxsEzLZDIxrx4AB9bREIAgDg6HAysrK8jn87DZbDxhdLvd8Pv9TK7KZrNYWFhg8zgVEwMDA3C73SybIWnHwMAA7HY77Hb7v8rzJ5VKEQwG4XQ6mZxDdwoV4jKZDJ2dnexLkcvlMJvNjF0laYvX68W5c+cY1ODz+XB4eIjR0VGsr68zeISAGvF4nImARqORNxnUNEskEjY8z8/PY3t7m5Hxm5ubaGlpwebmJqanpxGPx7mppWKfDNy0MSP54fb2NmP36XlbXV2FXq9n3xT5edLpNDY3N1FdXQ23283hr11dXdjZ2eEBp1gs5nOOGkuSVtO/73A4oFQqMTs7y/Jkg8GAlpYWLkylUil7SkqlEksFAXADQbUIyXZisRj8fj9v4zo6OjA+Po5QKMTSlUQiwYO+zs5OqNVqJJNJ9lXS8z49PX2izx9Jaz0eD+frZLNZjI2NsWRMLBbDaDSitbUVTU1N6OjogE6nw8LCAqPzOzo6sLa2xs9wdXU1bDYbGhsbsbu7y8qXpaUlAI/yyCjfhu6+9fV1yGQy7O/vsxJgdnaWqXVUBwiFQs6LoAm/xWKBQqHgDS1hpAkGQFlU5EPJ5/Nob2+HUqlENpvl75NkvSRPJ0yuUChkvLxAIGDMvdFoRF1dHeRyOdrb2yGVSnHnzh3cu3ePg/mMRiNcLhd8Ph/GxsawvLzMgz9S1RAVMZfLMdabNnFEraQEc5lMhpWVFa5BP/WpT3EuVHt7O+x2OxoaGtDZ2Yn29nYYjUZYrVY4nU7odDo0NzdDIpHA6/UCAPu86J36aT8fq9l46qmnoFQqWc9G0wJam1N2AL30tbW1MBqNbCimSUU+n+fguLGxMSYFUGYFufxJumE0GpktTBKS/f19/rNGR0c5jM5ut8Pn8+G9997D97//fajVarz88sv85T4e1kYs7EQiwYbiYDDIAVJ+vx8GgwFlZWW8ks/n82hpaWHMn1wuR1NTEyPcNBoNzp8/D5fLBQDcNdODSbrPVCrFwW7hcBgej4fXtVqtFmazGeFwGIuLi6zdJErPwsIC7t+/j/HxcQQCAZ601NTU4OLFi9DpdKxdJk+C1WrlIom2UUT1MplMePrpp6HX62G32+FyubC9vQ2v14uVlRXU1dXB5/Ph1q1bAMCF7Ek3G7/yK7/CoZKkJ6YVKq1NiWxC1KWtrS1sbm6ira0NW1tbuH//PkZHR3H27Fk4HA709/fj+vXrfMlRg0ABerOzs0w1IzY3+W5oKrC4uMjP6osvvsgFXi6XQzqdZgzt3NwcKisr4fV6EQwG2YhPJl86DOk7SSQSnFfg8/mwv7+PS5cuwW6349VXX2WiB112ZPKy2+0YGhqC3W5HIBDA3bt3mY5BuS7UHMnlcta2ktadcIBisZgD3MgbRD4jMrDRNLO3txcqlQqtra24evUq3nvvPbS0tEAul2NxcRHd3d281dne3sby8jLLLVKpFL8XNGk0m82cGK7RaJD5ML2Zpk6UWXLSn42NDTQ0NPBGRiqVYm5ujk2LxHSvra1FLBZj+ZJer0dXVxdPl6i4pmmu1WqFVCrF6OgoRCIRNjY2kEgk4HA4PiLVUCqVnKkAPJKb5fN5/PjHP4ZGo0Fvby/re6mBo8Tv1dVVXLhwAefOnYPBYEB5eTmMRiMGBgYAgPHGVVVVaG5u5uIom82iubkZ09PTaGho4HwWp9PJ5CLamiiVSvYtmUwmPPvssxyYRo3x+vo6vF4vtFotTp06xRuWyspKfP/732dZAhGRmpqaEA6HWeJABQ1tuCnvYWFhAcvLyxw4e/fuXT5rrVYr8vk8c/CpOTcYDOjs7OR8GAIieL1e3Lt3j03XDQ0NyGaz+Na3voW3336bCUQn/REKhdjc3ITdbodUKsX4+DgTCqlwpmeHGr9cLoelpSWk02k8+eSTyOfzHBBJFEiSdR4cHOCTn/wkfu7nfo6xpvR70+l06OzsZNhBdXU1b70WFhZQXl6ObDYLk8mEK1euQCwWc/oyBa0R6vX5559nMhD5PBcWFrC1tcXnBhH5/H4/7t27x88PDcyefPJJpFIpLC8vQyaTwev1or29nWEYtJmhHAja1s3PzyOTyXAmxLvvvguhUIjTp0/z2XLp0iXeMNBwg37HWq2Wm1wqLOldbG1thdlsRqFQ4JDZ7e1tvPvuu5xlQnp6qivIk1BZWcmbZ5VKxff0wsIC5ufnOX/G5/NheXkZGxsbcDqdJ/r80XCCtoBE4qOhFqVy/+hHP8LS0hKKxSKWlpZw+/Zt5HI59nsFg0H4fD6We9psNsRiMUxPT6NYLOLBgwdMmyK/GZG/CGt96tQp1NbWoqysDCsrKzAajQyK6ejo4MyTsrIyzM3NIZ/PcwM3OTnJcv7+/n5uDMkHkUwm8fDhQ26UaZCr1+t54zw2NoaamhqcPn0aCoUC4XAYAFj6RHelUChEW1sbLBYLIpEIpqamsLS0hPn5eUY7q1QqprLSEOjSpUtYW1uD2+3mbR4pHUh2f+HCBc6BsVgsMJlM/DNSjpNKpcLf/u3f4sGDB6irq2MQEiHSd3d3mSL54MED9pXMzs4ik8nA6XRCoVDAarXy34dq9o9DhPzYno2joyOcOnUKi4uLqKmpwezsLObn5/HEE08wV1ooFLJ8JZVKwWAwIB6P88OVTqf58H/iiSeQSCTw/vvv84v79a9/HUqlEm1tbRAIBHA4HCiVSkwyILQrNQKknbRYLFzQDAwMwGq14saNG1haWkI+n8fu7i6GhoYwNDQEjUbD2lz60HqK1oAkqTp79ix8Ph/LAKxWKxcAlZWVzMCn8C76b3o8HjYmEfKSisHj42McHR2ho6MDDQ0NuHjxIhd9Y2NjuH//PnZ3d3HhwgUkEgkO3QuHw9jd3YXT6WSGfDAYZLTgxsYGaz9zuRympqZgMplQXV3NU8L5+XmUSiX09PRAIBAgmUxiZmaG9bc0cV1cXEQoFMLi4iJkMhkbeKuqqvD2229jYWHh4zw+/58/k5OT2N7exvz8PL/wBoOB2dOkZU0kEqitrUVLSwuy2SzW1tYwNzfHCcAqlYoJILQG12g0SKfTaGpqQktLC09qXC4Xr4Ypg4D8QWRwtFqtsNvtcDgcWFtbQyQSwdNPP82XeywWQ3V1Na5du8Y66draWthsNjaT00U/Pz+PyspK7O/vM5+e8iySyST8fj8ngRKBivIeJBIJGhsboVar4fF44PV6odfr8cQTT6CpqYnTpylxlJJpHzd+kSY8EomwxIxQw9XV1chkMlhaWuKfORqNYm9vjzeMHo8HHR0dOD4+xtTUFBdzlJNQVVWF+fl51tzSxdDU1MS0LEqpJ8kMTf8ODg5w+/ZtBAIBXL58maWVJ/khLHQ+n8eDBw+wvb2Ns2fPsvSRskDW1tag1WphsViwvr4OlUrF0zfK72lvb4dcLofb7cbk5CQDAciTQXr6gYEBbG9v8wYIAAciEn2svb2dCUQDAwNcqFy+fBnpdBqDg4PczG1ubuLChQtQKpWslc7n8yxbra+vx9raGiwWCw8uyNRNPpLV1VV0dnbizp07jBkllKTFYkEsFmOTK2n2SW/e1NQEnU7H7zRtqjs7OxkMQgZ5Sk+nyz6dTjNi3e124/Tp01B9mAXT0NCA2tpaDhvs6elhsIfT6URvby8bgKurq/HUU08xirdYLCIUCjEuN5lMwmAwQC6Xsy9wd3cX/f39nNYeiURO/PnT6XRob2/n9/3Tn/40E5qSySTrskdHRxEMBjkfgCSxt2/fhtlsxsHBAbxeL2KxGMtDXnrpJRwfH8Pn82F2dpZN4LR9ikQiWFpa4kEKhdxRynyhUIDVaoXH48He3h7GxsZYVkUDyN7eXt4Sr62twefzIRKJMMpXoVBwnpNcLsf9+/dhMBjQ3d3NU36Hw4Hl5WXcv38f7e3tqKioQCqVwrlz55hqJZPJOM9iYmKCiXtHR0ew2WxIpVK4f/8+4vE4y15effVVTE9Po7W1Fe+++y5aWlpYskmeIYFAgGAwyDlBhKk9ODhAX18fDAYDEokEtFotBwkTEY1ogbQ5dzqdKBQKmJ2dRU1NDVpaWviupoZDrVYjn8/D7XZDrVbD7/fj137t17guIgDMSX0CgQAPM0ZGRiAWixEMBrl2IO/Y4OAgKisrsbCwgKmpKTz99NNobm7GSy+9xAMb+r2SosNkMuHUqVOwWq189tGGg7b/lHQPPJKBk0y0rq4Oo6Oj8Pl8jL4Ph8NQq9UYGxvDhQsXmIr4jW98g6mVAoEAkUgEwWCQIT/BYBBarRZnz55FJBLBpz71KXR1dSGfzyMUCmFsbAxSqZQzoBobG7G6ugqr1Qq5XM5yWho6kXqETOs0gDeZTHj48CHKysrwS7/0S1AoFGhvb4dAIMDKygqi0SgWFxdZ2kXeXJKQJZNJ3L59Gx988AGH6xLUhjDJJK39zd/8TZhMJszNzbGJf2RkhJvfvb09ZLNZ3sJIJBJ0dnby9q6mpgZlZWXo6enBgwcPWH0xOTn5Uz87ZcdkKPh/+dA04otf/CKvgux2OyQSCaamppjjTwxi0qpTsnE0GsXU1BSGh4eRyWR4DXvr1i2IxWKcOXMG0WiUp8c/+MEPEIvFeI3T3d3Nl0IymUQgEMDOzg5qamrgcDjg8XhQVVUFl8uFubk5DA4OYmVlhdMQf/Znf5aTKMViMS5evMhR9IRY9Pl80Gg0aGxsxN27dyESiRCLxdDW1oaBgQFOFm1oaEA+n4dOp+Nfdk9PD6/QXC4XamtreXpChiE6/Igm4fF4UFNTA4/HA5PJhDfeeAP/6T/9JzQ3N+PNN9/E5uYmc/lpQ0GJo5kPOetkbtrc3IRAIGAPQywWw/j4OKNtKYCJCA+Li4u84QkGg9Dr9dBoNPzQEdee1nGkxVxdXYVMJuN0ykQigT/+4z9GNpv9Fy386Pn7/ve/j3v37jE+8XOf+xwCgQD/XPTCKxQKzM3NYWtrC2azGYODg/jbv/1bDit86aWXONjunXfegdPphFwuRzqdxszMDPr7+1FTU4ORkRG43W4294lEIjbS7u3t4eDggIvk5eVlfOELX8BPfvITpNNp3liQmUwsFmNxcRFHR0dclA0MDHBmBjUbFORHU5T5+XkmFv3xH/8xvvzlL7PWc2pqCoVCgUO2zpw5w89ZJBLhhHEyIBeLRdaMPi7XqqiogEqlgt1ux8rKCgqFAnw+HxsB6+rqoFarmQZCWz7yLojFYrjdbtTV1eGNN95AoVDAk08+ifLycvzwhz/EZz/7WQCPCstYLIa+vj4OkjMYDLwlqqqq4uePsLvHx8f8rJNMiORxm5ub+B//43/8iz9/jz+DV65cwdDQECYmJnDp0iW88847qK2tRUNDA9LpNDQaDaMqKYODQBKrq6ts0Ovo6EAoFIJGo8Hbb78Nq9WK4eFhlkuGw2G0tbUx5SYUCnEwHWVX0JSpvr6eV9x6vR75fB5bW1uYn5/Hl7/8ZV7DX7hwAfF4HK+99hqMRiNvAgnqQcnmhG+m1FqJRIKRkRF0dHSwZywejyMSieCJJ55g8IDZbMaDBw+4kSAPnl6vZ405eSqy2SwCgQAGBgY40TsYDKK9vR2tra2YmZnB4OAgjo+PGU9K3jnyDBAsQaVSsX+HzoUf/OAH/G6QebSjowMbGxu8pSPccDAYhMVi4Y2J3W7nLd/8/DzLDd5++210dXVx8XTz5k187WtfO9Hn70tf+hL7l4iMQxkbIpEId+/ehVAo5AyhYDCIZDIJi8XCuOVTp05hZGQEDQ0NjEZeXV3l7RH5hlZXV1km1NHRwbI2ajQAoKmpCVarFVNTUwDAEj+SCC0uLjIkpb29nbGZarWai3W5XI5QKITKykq4XC5uTsn/YzQacffuXdb1F4tF9PT0sCyvqqqK5X87OzsYHx/HxYsX+QwhEzqFaZKXQiAQwO/349SpU6xsqKmpgdlsxtLSEoaGhpj4Rc02hbxSThdRfo6Pj6FSqXjbT2TJaDSKVCoFk8kEn8+HoaEhJiCl02k2vVPiOfBI919eXg6n08kUI5rgUy2STCaZ9ve7v/u7J3YHf/7zn+cmVKlUIplMwuFw8P1CcsloNAqDwQCj0YiRkRHodDoYDAZ0dHQwPc7n86GhoQGlUgmBQACFQgGtra0sq6NsMcpiInIekcBIFkzPCkkMNRoNo2UvX76M3/3d38XFixfh8XigUCjw+c9/HsvLyxxqSQM42naRqoTohzS4efnll3H9+nV+fmpraxGPx3HmzBncvn0bNpsNOzs7jI+PRqM8MKmurmbPlFwux9LSEnQ6HZRKJba2tgA8gozU1taip6cHe3t7WFpa+sgZTyHOpMYhvwpJdKn2Jr+cXq/HysoKZ9nQvSEUCmG1WvHKK6/Abrez5Iqkirdu3UJZWRmGh4e5/isvL0dFRQWEQiE6OzsxPj7OAKhvfetbP9Xz97EM4t3d3QDA0hSa0s7Pz3OXTcZaCn0jY+3p06d5Ouz1ehnHVywWMT4+DqfTiVgshqWlJbS3t+Ps2bM8Dfz617/OEqv19XUAj9bJtFoym82sdSStuFgsxs///M/jtddew9HRERKJBPr7+7G6uopvf/vbrO8Ph8MfmRiSDwUA6uvrMTU1hUwmw40CkVe+9a1voaWlBS6Xi+kyxWKRTWhOp5PDjugwJE1hY2MjJicn4XA4cO7cORwfH+PcuXM4ODjAj3/8YwwNDSEajWJpaQl+vx8XLlzgpF6iLZCZmaQxTqcTiUQCgUAAZrOZWdWkP11ZWUEsFsNTTz2FQCDASF0yfK6urmJmZoZTiKngJYa1UCjEpUuX8JOf/IRfqpNOL93c3IRIJEIul8O5c+dw7949tLa2wuv1sh6XAu40Gg0jF9944w3U1dVBLBbD5XJhcnKSCSZ7e3tYXV2FRqOBRqNBe3s7gsEgk72SySRPFWjlXVdXh2Qyid3dXXznO9+BxWJhakUoFMLw8DCCwSD6+/shk8kwMTGBvr4+1NfXMxWHCEIkAzEYDLwiBh5J3QDgypUrvDL/oz/6I54gHR0dIRgMwmazoaysDHa7HRMTE8hms7xJJMnf4eEh5ubmIBQK0draCpFIhNu3b+Py5cushRcIBLxalkgkOH/+PP73//7fUCqVePnllxEMBjlRGgCbLMmvsbe3h7W1NUSjUfzCL/wCF5JarRbHx8fsj3r22Wdx9epVHB8fw+l0cogShXHl83keSBBSmvxLlMa7tLQEm82G5ubmE33+AODZZ59ls//4+Diam5uRTCYxPT2Ny5cvQ6vVMkZ6ZWWFi206HxQKBWpra+HxeLC5uYmVlRWoPkxpTqfTbAYFgDt37nwkKPXg4ID1wx6Ph8MeqfijAYparcbTTz+NiooKTE1NcTDnvXv3IJFI2JRJYU5bW1tMAqIQOJJ/0KW7vr7OTf7w8DCSySRjs0lWmM1m8cwzz2BjY4PhC9FolLMH1Go1isUiNzput5tDpkhnTcOUiooK/OVf/iWeeeYZ5HI53mhTc0PnMHk0pFIpZ56Mj4/DZDLxEIekl5SlRBIWSmI2mUyQSCRMSqPhGGEhnU4nQqEQlEolwz48Hg8GBwfxta997USfP6lUiq6uLhwdHcHv96OmpgZTU1PQ6XQoFAqw2WzcJJLUgvJMaNq+vLzM0kQi+ng8HnR1dX2E4kN0s2w2i+9973uQyWRobW1lpOvDhw9x9+5d5HI5FAoFNDc3Y2pqCnfu3OFJsEqlwtzcHHp6eph6Q2ASwn3K5XJUVlZ+hDpEYazr6+sQCARwuVyQSqVobGxEbW0tvve97+HMmTMwGAxYXV3FwcEBBAIBmpqamJCWSCS4uSS/JxVhBM2oqKjA6OgoLly4gFAohKeffhp+vx9yuRxjY2NoamrizTc1GvTvkbeJgt2IOkQys2984xt49tlnIRQKcfHiRSwuLkKhUKC1tZXvsrt370Imk31kE1JeXo779+/D5/OhsbERQ0NDuH//Psvm8vk8Ojo6kMlksLKycqLPH2GNKaSVmgun04nt7W10dnZyOCxt1Xp7e5FKpXDv3j2cOnUK0WgUQ0NDGB0dhUQiYa/V7u4ujEYjYrEYcrkczp49y1P03d1dpFIpHvQ1NjYyRINwzRMTE2hubub8nGAwiPn5eTz//POIx+NoaWlBU1MTHjx4gIqKCjQ3NyOTySCXy8FiscBgMPCWX61Wsx9BJpPBaDRidHQUpVIJAwMDmJmZwerqKvb39/HWW28hHo+jq6uLh5CxWIyHwalUinPl+vr6IBAI0NraCovFgpGREYZXDAwM4MaNGzwABsChzj/84Q8RjUbxyU9+Ena7Hdvb2xywSEMTgUDAPlKtVsuqn/r6ety8eRONjY08gFlfX+cG+NKlSyw93dzchNPp5DpdIpFAp9Ohq6uL38Xr16+zbPrjbNY+VrORyWRY00YHGxEmwuEwxsbGoFQqEY1GmXcsl8u565mdneVJ2uNygOrqaoyMjCCZTMJsNuPs2bP43ve+xwbZF154gQ1SuVwOR0dHMBgMSKfT7IYnagolnqbTabz11lvw+/1YXFzE7/3e7+Eb3/gGT2lp3SUWi9HZ2YmGhgZsbGzwQZzL5fDBBx/wilWj0WBubg4DAwM88Sc8GU0/TCYTZmdnGYFG69DNzU2IxWLWbE5NTbHO77333kOpVMLw8DAnqv7Zn/0ZB8gBj4zRpL8XiUQf4dM/nt4bj8d5EtjU1MTTcjK1tbe3w+PxoLW1lScudIjv7u7C4XCwF4cCBCORCJqbm9nkSyFHdBGc5GdjY4OT2f/mb/4Gn/nMZ/DgwQMAj7IlSJfZ2NiIpqYmaLVazM3Nobe3lzMJstksWlpaGONLvx8CEcjlctTV1aGyspI3I1QQ7e7uYm1tDcCjAKeVlRUMDw+jtbUV9+/fx+zsLOrq6vD222/j0qVL+KM/+iOWjExNTaFYLLInZGpqik2c5eXlODg4wOzsLA4PD9Hc3IyysjK0t7fzISuVSuHz+fid0+l0bNinQEyDwYC2tjbs7+9Dr9fj8PCQNwOnTp1CW1sb546UlZVhYWEBUqkUw8PDuHHjBvr6+nDnzh20tbXB7/fjS1/6EjY2Nhg5ShI+otyUSiUIhUJUVlbC7/dDr9fDZrPh9ddfh9vtRqFQgNFo5ImiVqvF1atXecMklUpx8+ZN/PzP/zzW19f5XQeA+fl5RhQ7nU50dHTgnXfewYULF6BQKJDJZPDqq6+e6PMHgH04hEkmw3WhUMD777+P5uZmHB0dcXheW1sbT51IQ0/G6H/37/4d3nnnHSZREdJzfHwcTz/9NG9iKbH74cOHmJychEqlwsDAAGQyGcbGxpBOpzE7O4uf/dmfhcViQTwex+3btwGAN1eBQAAOh4MlRI2NjXC5XNzISiQSDrWcm5tj0+bR0RECgQB6enp4kkq0kra2NkilUszMzLCXbmNjAzs7O4hEIjg6OmLZIum5C4UCQqEQ+vv7EY1Gsbu7C7vdzgCHmZkZ3L17F0NDQzh79ixqampw//59vvT+7M/+DBcvXmTkKXnfSHIiEAjg8/nQ3d2NsbExTm6XSCTY2tpCU1MTEokE6uvrkUql0NzcjJGREf67UeNHuTWLi4soLy+HyWTC0NAQI5pJ6njSH8oL2d/fxzPPPIOvf/3rnJFD/jryOwQCAfYmElgjFAqhu7ub363u7m6Mj49jf38fb7zxBntyFhcXeeDU0dGB559/nqVjBHmhMM7Dw0OWJk1OTuK///f/jh//+Mdobm7mZ0oikaC2tpZ9jkajkbcJhUIBOp0OGo2GgxkpmKy1tRUKhQJTU1OMkK2vr8e5c+cgEolwcHCAlpYWhpYQ8Y5SmcnMT2hTyviiJHilUgmr1Yof/OAH0Gq13Kh+//vfh8lkwo0bN/Abv/EbCAaDODw8ZHBCeXk54+T9fj/TJ2mC/Pbbb+MLX/gCh01+9atfxcsvv8zysbW1NVaA3L59G4uLixz+SRNw2pQsLCxwsjOROY+OjrCwsMCS05P60EAvGo2it7cX3/3ud7kOohwvkUj0EYITmZtdLhcWFhZQVVXFhEiCSIjFYgwNDSEcDqOnp4fJgzqdDisrKzxoosyKtbU1VsLEYjHU1dUhn8/z0LlUKqGyspJrlIODA7z99ttMoqyvr2efIpEkFxcXsbGxwfeTRqPB7u4uSqUSb0pIyUA1MG0F7HY77ty5g+XlZZjNZrS1tSGTyaCxsRFdXV1YWFhgDwv9bHfv3uUGYWtrCz/60Y/Q29sLhUKBXC6H8+fP40//9E+5EQmHw7h27Rru3bvHEtzp6WmYTCa0t7cz1IHww+FwmH0bX/3qV/EHf/AH6O/v50aFyJckUyVE7u7uLqqqqtDS0sIyyJGREeTzefzcz/0crl27BgB4+umn8dWvfvWnfnY+lozqK1/5Ch4+fAi3281hUkSRcDgcMJlMkMvluHfvHhYXF2G32xGLxbC7u4uLFy9iZWUFer0e6XSanf/l5eUYGBjAvXv3WBP5S7/0Szx9pQkzheNRJ9zY2MgUhObmZk6+rqiowNjYGPr6+rC5uQm1Wo3d3V20tLSweZDY62TyJC3n7u4uo0Lp0DOZTJwE7fV60dbWBtWHoWZvvvkmDg8PcerUKchkMojFYoyNjbG5/eDgAEqlEjs7O3yYOBwO3Lx5E4FAAOfOneMk9tnZWUilUrS0tGB1dfUj6d70/29ubvI6jeg3FBinUChw/fp11hEqlUosLCzA6/WitbUVY2NjGBwchMViwd27d3H58mVMTk6iq6sLDx8+ZDoShe3QilStVsPr9XJyNl1qv/7rv46/+7u/+6lXaP9fPvT8/emf/imOj48xMjLCJCOigdFKXSqVsnmYJEPUQCwtLSGZTKK9vR2qDzMjKisruQCmSes//uM/4vnnn4dUKuVDjKb3ZAYsLy9Hc3MzSw2kUimuXbuGrq4uNjlnMhnW/zY1NSGfz2N4eJizVTKZDDQaDRMrSO507do1CAQCuN1u/h4sFgs8Hg+uXLmCb37zmxgaGsLY2BguX77MFBVqIADA7XZja2uLU053dnYgFAqxuLgIpVKJvr4+3L59G0dHR+jt7UVVVRUePHjAUx6tVgutVovt7W08fPiQcy6sViunt+/s7HCzT02HWCzG0tISysvLEQ6H0dzcjHw+j7m5OU56JjkfFa3hcJingyRJoEI+mUyitraWDcVGoxGrq6vY29uDXC7HH/3RH52ojOV3f/d3sbGxge7ubvagUbMfDAaxuLiIrq4uaDQajI6OcrHmdrshEok43ySdTiMSiaC6uhrJZBJtbW0wGo3s1aI8gEQigaOjI/73Se9OBCabzcZkPqfTybjkubk5tLS04Pz587h+/ToEAgEMBgPu37+PZ599Fj/60Y/Q0dHBwWCUcUQyNcKSkqfn8uXLEIlE8Pv9yGQyaGpqwtbWFrq7u+HxeLC4uAi32w2hUMiyJdq65fN5PHz4EPPz8xgaGoJCoWDaFIWE0pZhcnISzz//POrq6nD79m309fVhfHycUZEU1CcWixm1XFlZyfkuTqcTp06dwvT0NDIfho8VCgW0tbVhZWWFt2UU9kWbPEoNp4s4lUpBp9NhcHCQqW17e3vw+/2s8z937hxOnz59os/fk08+iV/91V9FOp1GfX09vvvd7/ImSiaT8XZidHSUczbUajX/3V966SWMjo4ikUhgcXERn/3sZ9l3Q82iyWTiDZrP52PyHA2wqFgnfybhdc+fP4/a2lqMj4/DbDbj9u3bHxksPvfcc7hx4wYePnyI9vZ2pFIp2O129Pb2su6/traWccj7+/vcIJdKJdy6dQsvvPACKisrMT09zQM/qi/Gx8eh0Wjg9/tZTUCp5nq9njcoxWIRBwcHbGqWyWSIx+Pw+/04Pj7GxYsXMTExgWAwiN7eXt5mxWIx6PV6DqcjCZVGo4HNZmOEuMlkQiqVwt7eHjQaDdRqNf8uLl68iB//+MfI5XJoaWlBX18fgsEgcrkc3nvvPRwcHMDtdjOlkEIP5XI5N0LAI+nQ0NAQstks/u2//bcndgd/5StfYRAAne20WaUwZ7VazSjVra0t1NfXIx6PM9a3vr4eH3zwAT772c8ik8kgEAiw5zYQCDAxLfNheKTFYkGpVGI4C0n0LBYLD7+Ojo4wOzuLzs5OlEoljI6OYnh4GD6fj7+juro6LC8vo729HZWVlZiZmUFVVRWqq6tRUVGBSCSCTCbD+R+0yb969Sr+23/7b3j//fcxMTHB21TafIrFYjQ2NuL69evo6+tDqVTibStRSQ0GA8uW1Wo1gsEgXC4X3G43fvKTn0AsFuPUqVP4wz/8Qw61Jkkj5bMZDAbMzMywn4zCX4meSvfy6OgoisUiLly4gMnJSQwNDbFU1O/3w+Vy4a233oJCocALL7zAtgTyDDscDshkMuzt7UGpVCISiXCTdXh4iIWFBR4MGAyGn1pK/7E9GwcHBzypJLb/0NAQKioqsLCwwOvByspKaLVaZgyTeWhvbw9f+tKXcPfuXczMzMBut2N2dhaf+9znMDMzg93dXU4q1ev1OHPmDHK5HBYXF5mrTAGBGo0G8XicMZK0YfnkJz/JCFIiC3m9XpjNZlRVVUGv1+O9997D4eEhzGYzB7zt7e3B4XBgdXWVNZLEWU8kErDZbKiursa9e/fwiU98Ah988AGvZGnqQF13ZWUlamtrkclkmCWez+d5On/mzBnEYjHU1tYin8+jrKwMLS0tePvttxGPx1nPH4vFcHR0hPLycpSVlbFRisxMlFWwvr6Orq4u/NM//RPOnTuHDz74gIOaCoUCKioq0N7eDq1Wi/v373PIkkAgQGNjI0KhEKOEa2trIZPJmOhED/3W1hYuXrzI/pY333wTr7766okddGfPnmWcXH9/P46PjzmUr7y8HPX19axpJ6rT5uYmysrKWI60v7+PcDiM9vZ2zM/P8++e/pvXr19HVVUVstkshEIhHjx4wEWuUqnkrdXa2hpj8ZqamvD6669Dr9djYGAAP/rRjxjJW1NTA6vVinfeeYfR0RQEJJfLWU7gcDg43JE0l6FQCPX19djf30c0GkVnZyfW1tYQCARgt9s5rNJkMkGlUvEU1mAwQKfT8eFfXV0Ng8EAh8OB3d1djIyMoLW1FVqtlklyBEO4dOkSNjY2EI1G4Xa7kUqlWOpA+TO0VqaLnrCZJE0Ih8Ms3VlfX0d/fz9nyfT392NhYQEbGxtcsFDaMAEA2tra2BAvEolQVlaGeDwOj8eDvr4+RKNRHB4eoqOjA//lv/yXEy32fvZnf5YLEJIzZjIZuFwudHR0MCmGmtJkMolSqQS5XA6dToeGhgbMzMxgY2MDWq2WA8ZoMq9SqdigSLlEZWVl2N/fZ2kJbaZWVlag0+nw9NNPY3JyktNl1Wo13nvvPZSVleH8+fNYWlrCwMAAhEIhPvjgA/T09GB0dJT1wENDQ0y3qqur42yYqakpPP/887h37x7sdjsAcMJ3MBjkhm9+fp6bZuLtkweKNoEGgwFKpZLJKxQ2KBaLcefOHXR0dECtVuPGjRv40pe+hBs3bqCqqgqLi4twuVzY3d2FxWJBoVDgIFK6zKlpedy/UF5eDqvVioODA7z++utobW3FwMAAJiYmsL29zbI8Cq7z+/2c49DV1cVSpYWFBZaYzc7Oor29HSMjIzCbzZDJZPjGN75xos/fL/7iLzIJ8Vd/9Vfx7rvv8rCiWCxy+Bv5sEi2J5FIMDExwZ7LTCbD+VgEGzCbzVxEuN1uDm51uVycYUKyK4lEwrCBtbU1DAwMwO/34+WXX8bOzg5mZ2eRSqVQX1+PjY0NpFIp1vaTHInM08fHxygvL+fNPBU4dKZRYOHh4SFLkxsbG7G3t4dCoQCRSITz589jfHwcsViMfRwymQwajYbDaqmoJ/KfxWJBNBpFNBrF3NwchoeHIZfLsbq6CrvdzsqHUqnEBe/du3dRV1cHkUjEWNbW1laWexLqm3K6nnjiCaysrODcuXPQarU8ZKqtrcXExASEQiGT4QKBAP+uKcdoenoacrkcU1NTqK6uxtbWFq5cuYKxsTFEo1EAwJtvvnlid/B/+2//jTMeqNEkb+nx8TG/j9FolIdt3d3d0Ov1uHnzJkKhEFpaWpgYVldXB4/Hg1AohIsXL2JnZweTk5OorKxkT8CFCxc48ZvCbwnisLu7i+bmZiaVraysQKvV4ubNm3jxxRfx7rvvora2FhqNBmKxGO+//z4X2KVSCZ2dnbh69SoKhQJcLhdSqRQymQwMBgNkMhlvoRsaGrC9vY1z587ht3/7t/HSSy9henoaFy9exN27dxnNS7EEmUwGCoWC/5sTExNQqVRoaWnB0dERvF4vD7IJT3t4eMjqoMrKSlRUVODzn/883nrrLVZXBINBiMVitilkMhnI5XIcHR3xgJuGrgRXCIVC+PSnP42FhQW0tbVxzhHlclH4pUQiYSk0qYYcDgeMRiNSqRSefvppeL1eJqYmEgkUi8Wf2jf5sZqNX/qlX4JOp0NdXR329vYwOjrKBBuRSASFQgGFQsEXLXX+iUSCV+l6vR4ejwdutxtzc3N45plnMD09zQ/O4eEh6uvrUVNTg+vXr6OrqwvZbBaTk5MolUpoaWlBc3Mz9vf3EQgEoFKp2CSeSqXQ1NSExcVFiEQivPTSS8hkMhgfH+dL+vj4mJsf8iMQ9o/MhhSodvfuXTY2UZE/PT2NwcFBuFwurK+vo729Hffu3WPKTGdnJ8rLy1mPX1NTA61Wyys+MgjpdDp4PB50d3fzVOnatWuoqanB4OAgb3r29vbQ3d2NpqYm3Lx5kw3nmUyGV3jAo/VeWVkZB9XcunULWq0WMpkMQ0ND+O53vwu73Y779+/Dbrcjk8mgpaWFjeF+vx86nQ5lZWU8ZR8fH2dpWzAYhEgkQmdnJyKRCCwWC65evYrvf//7J3bQ/f7v/z4yHwYBvf/++7BarVhYWMDP//zPIxKJMJuc9Nz0sxM2VCgUYmFhAbW1taxVp2TZiYkJRCIRtLS0sOSKcHQOh4MnsLW1tXA6nayV39rawvHxMeLxOAQCASwWCxvVUqkU9Ho9dnd3odPpYLfb8X/+z/+ByWRicpVCoUBlZSVP+2OxGHZ2dthbQnp5+s6vXLkCv9+P69evo7GxEWNjY+js7GTevsfjwc/8zM/A7/cjFovB5XJhZWWFV6+EyD06OsKLL77IWFuz2YyFhQXodDqmn62traFUKiEejwN4hL4WCoUoFosIBAIchFRTU8OoXrp0gEeGN4vFgkQigQsXLuC9995jzfPh4SHcbjf29/e56fZ4PAxteDxokg7URCLBIWSzs7Po6+vDn//5n59osfcnf/InXORSABIFkJHkTSgUcrFAnP1r165hb28PL7zwArLZLNxuN2ZnZ+H1emGxWNDT04Pl5WW+fEulEpqamhCLxaDT6Vh6QGt3kgSmUin2EGk0GjzzzDP44IMPAIB/DgoWzGaz6Ovrw+7uLuRyOc6ePctkqUAgAKvVisHBQQ40I4Nqf38/pqamOMjr1VdfZRlLMBhEZWUl9vb2OPR0f38fkUiEG86trS3eMFosFhwfH3OCc319PdLpNBwOBx48eIB0Oo0rV67g3r17OD4+5ikjTdru378PrVbLHikiwlVUVLB8y+FwcEEcDAbR0NCAb3/72zh16hS8Xi++/OUv4/bt22hubuYUdiJqkTSiubkZSqWS6W8VFRUcejg3N8cAjpN+/np6euByudDb24uxsTEoFAqGLFC+yNLSEnZ2dlgyVFNTw5tPnU6HtbU1xth/61vfgtPphEgkgt1uRzKZxLvvvsu+AgqmJX3+4eEhUqkUI0SbmpoglUoxOTkJq9XKPP+nnnoKf//3f4/BwUGmNUWjUdTX1+PGjRusrTcajfB4PNBoNDCZTJiamoJEIkF/fz+8Xi9LRr1eL/r7+6HRaODxeCCRSDgRnHTp4+PjaGhogN/vh1arRTqd5jO6oqKCpTMajQZbW1sIBAJ45plnsL29DZPJhO9+97twuVxoampCKBSCw+HAW2+9BafTyR5IIneVl5ezhJkMxoSCNZlMOD4+htfrZXkgKQdsNhtP6GkwOj4+zoQmyh+xWq387y0vLyOVSqFUKrHEtre3Fzdv3kQ+n8df//Vfn9gd/PLLL7O5n2Sf/f39WF9f5/usqqoKuVwOVVVVsFqt7G0gv4RIJGJS3ec//3ns7OwgGo1ifX2dwSWEBabvjnC01dXV2NjYwNzcHDo7O1FRUQGTyYTx8XEMDw+zfyGVSmFubg6XL1/G/v4+7HY7vF4vzp49i+npaVitVly/fp0HOtXV1dDpdAgGgxgbG8OVK1eg1WqxsLAAh8OBhoYG/OM//iP6+vo4SHRnZ4cl7pStJBaLsb6+zmcQWQdI8eD1ellef/nyZdy9e5cTwcl78sYbb+DChQvY29uDSCTCtWvX8OKLL0IgEOD+/fts3m5ubobH48Hdu3chkUjQ0NDA0Q+dnZ34yU9+AqFQiK6uLuzv73OwJzWKOp2Oh1NUd29tbXEdXiwWmUCZz+fR19eHa9euYX5+HkqlEqdPn4bX68Vf/dVf/fM3G3/4h38Ir9eLZ555Bl6vl9GiCwsLyOVycLlcXDhJJBLEYjGeVOzt7fFfZGNjA8PDw7xuWltbQ2NjI2ZmZvCpT30Kr7zyCsxmM/b39zmpm1j0drud+euEU6Q1ORGg9Ho9FAoF1tfXuVgjiRERgugBp6kqbQ+2trYYMxcOhxnhe+7cOSQSCQwPD+MnP/kJG6UIDSmTyfD9738fDoeDJSHkb6iuruZtBJGoCPkZi8VgMpmwsLCAfD4PhUIBh8MBn8+HeDzOK2YKHCSpD3GSE4kEF2iUfE3mYQD47d/+bfzgBz+ATqdDKBSCTqfD4uIiJBIJqqqqMDk5iaeffhpHR0fcjD1+yezu7nIhTyjNyclJaLVatLS04Itf/OKJHXR//ud/ziFTFCBJifJkyKqoqEBVVRXKy8sRiUSgUCiYBub1euFwOPDkk0/yypQaiNbWVmQyGcRiMQ6hpCaFpHtbW1vMpaYiZmtrCy+//DLGx8eRSCR4s1FTUwO32427d++ivr6ezfRWqxUbGxtQq9WYmZlhna9Wq0VzczPi8TiWlpZwfHyMwcFBvP7667BarXj++efx4MED1oEeHh5CIpHA5/OhqqoKSqUSq6ur6Orq4u+3rKyMNz6Pp41ubW1xDs7q6ircbjfefPNNfPGLX8RXv/pVSKVSPP3000ylCYfDzOQmuWA2m+V/Fo1GuckqlUowGAyQSqX43ve+x4n2REuj/10oFMLv9/PB+LjOl/Js6urq0NzczEbY5eVlCAQCCAQCTj39v/6v/+tEi70vfOELkEgknORNSEyCXZBfzOPxsDa9WCxCJBLx4IVMsg8ePMCLL76I3d1dtLW1YWJiAiaTCYODg7h+/TpUKhXC4TCH+lFqMz3Lu7u7cLvdkMlk/Lttbm7Gu+++y2FTREYBHvlgDAYDZ/q4XC7kcjkedtCZQlNJogbSn2WxWACAJTVEkFGr1SxnImPu9vY2y1p1Oh0/SwaDATs7OzwMoAmy2WzGtWvX2J9CIazpdJo3vLQJovM5l8sxthZ4lAZNfjv6OcmjEo/HMTQ0hB//+Mcwm81IJBJMMyRDaCgUQlVVFRQKBadYE5XJYDBwavkrr7wCp9MJm82Gv/u7vztxGtrFixehUqn4nMh8mOorEok47G19fR3pdBpVVVVob2/H9vY2xsfHWRZqNBoRCoXwMz/zM7h58yYXUKVSCQ8fPkRfXx/KysoYBkJyP8JiHhwcMN6TsOq5XA5isRhisRjNzc1477332HNFptSqqir2n62vryMajaKnpwf19fV8/u7v76O1tRVisRgPHz6Ey+XC4uIifwe5XI65/z/60Y9gs9kQjUbhcrkQj8cRjUbR1NTEng7aqFHgGvDIe0DqjMnJSSgUCq5jaAJNkkKTyYTy8nJ+d0lyuL+/j4mJCd46E5r805/+NKampqBQKHDp0iW89dZbCIfDnEROfg1SKgD4SLNbKBQAgOseMktTBoPVauUcimeeeQZf/vKXT+wO/pM/+RMsLi6iubkZ29vbAMC5DM8++yxEIhGj9QmskkwmsbW1xYMD2tgTpYk8R9FoFDs7O7DZbFhcXITH40FjYyM6OjrYiL6zs4OVlRVoNBo89dRTmJiYAPBI1lwoFGCxWBAKhfCZz3wGX/va1zhSgMIHn3vuOYRCIQDgpG6qdbRaLUvzSXbl9XphtVoRjUZx+vRpbv5oIG00GjE3N4f+/n6OPhgfH0djYyP7aci3HA6HOYeIgg/p7AsEAqwaevHFF/HGG2+gq6sLSqUS8/PznO2i1+vh8/nYm5VMJtm7W1FR8RFMNcGaCPFLqqF0Oo3JyUnOGBEIBCy9ouFhPp9HNBpltL9Go8HU1BS2trZYeTQ0NASfz4evfOUr//w0KloDLiwsYHx8nA+a3t5eHBwc8IFDrGv6w0mDnclkIBQKMTw8jNXVVTbteb1e3jJcvXoVFy9eZGkHdVctLS1YWlrCtWvXWDe5u7vLOtJgMIijoyM4nU7WvldUVGBra4v1bLQ2j8VieOaZZ3B0dITx8XHWqanVagQCAaRSKQ6PAsBSK4FAwFQSWrERxq2urg7/5t/8G5Z8EfKMQrJkMhmOj4/h9/vR0NCAe/fu8cVONCyVSgWDwYBXX30VzzzzDL/IlBBO+mzK1CgWi4xPUyqVmJmZgVAoZMPq8fExfvKTn3DkfDweR3V1Nfb29pjE8PTTTyORSKCpqYkLgHQ6zTrRUCiEvb091NfXY2hoCGq1miULJx3qRwQYaiD39/f590MJsPl8HolEgvXW8XicDZW/9Vu/hbfffhszMzNcRJw+fRoej4fJafTPSSNZXl4On8/HGS9kDGxtbUVZWRkaGxs5AI/eATJGjo6O4tlnn8Xy8jJnpNDvkiQfRIk5Pj7mBG0imuzu7uLKlSsIh8O4ffs2EokETp06hXg8zuQiuVwOg8GAyspKDuGqr6/nTUA+n2djmkgkQiQSgcvlQnNzM9bX19HW1sbmvq2tLQ5aIywh8cdpukTrb6JFraysYGpqiqlUBENYWlpCc3MzKioqYDQaGTN49uxZjIyMcDaFRqPh4CSr1Qqfz8eynPLych4KuFwuCIVCvnALhQLT8U7ys76+jo6ODgCPTIdf/OIXcffuXSSTST7s3W43ampqWJpIzUQ8HkddXR20Wi2EQiHMZjMAoKysDB6PB4eHhzwYmZqawuHhIRwOB/r6+hjlvL+/zzIRKpCy2SxjaWdmZgCAi2eVSoVAIAC5XI7Tp0/zdP74+Bjr6+soKyvjrTPJPOkstdlskMvleOqppzAyMsLEodHRURweHqKhoYFTz2tra9HZ2Ylbt26htrYW7e3tyOfzPAzY2dnhaTPlfYyMjGBsbAxnzpzhbXc2m8Xq6ipL6UiDT1saMlN6vV5upisrK9HY2MhhsySBLBQKbIquqKjAyMgInn32WVy/fh2dnZ148OABhEIhh0NKpVIkk0kIhUL09fUxxa2mpgaBQADnz59HZWUlotEoHA4HNzUn+fnFX/xFzMzMYHR0FNXV1dDr9VCpVLw1J9od5UhRKB7lc9CWlZ6L6upqdHZ2YnV1le8YGtxsbm5iZGSEzwUyXVNTSuCU+/fvc4idSqVCX18fpqam8OSTT+K9996DSCSCz+dDNBpl/DJ5KggqQb444P8OLqRCKpPJoL+/H4eHh/jKV76CL3zhCxxSOjw8jGw2C4fDAavVilgshqamJvh8PjQ3N8NsNrN5m4ZLkUgExWKRhxpSqRSvvPIKLl26hFgshl/7tV/DX//1X7P/ggICaTNBd29FRQWHEBMuXK1WM7mqra0NCwsL2NnZwfHxMW7cuMFY9bW1NQgEAlitVm48iMgkk8l42kzFHm2BnE4n3n33XbhcLhiNRrz77rsn+vz5/X6YTCZUVFRwwnxjYyMAsNeivr4eABjnKxaLUVNTwxs0t9vNJu5vfetb6OrqgtvtRlVVFbRaLWZmZiAWi3HlyhV+10maSUMIknK3trZCKBRibGyMm9Kamhq88cYbTFqi5/3evXv427/9W3R1dcFqtWJgYAA3b95EIpHgpo8CTY+OjjgH7ubNm9jb28P29jbq6+vxne98B3/wB3+AWCyGYrGIF154gRt5i8WC8vJyHB0dMa0pn8+jurqavaVkAXjvvfdQW1uL3d1ddHZ2ora2Ft/+9rdx+/ZtPP/889ja2sK3vvUtPPvss4hGo8hms5idnYXBYEAmk4FMJmPaZDgcxoMHDzgHKBQKMSV1aWkJL774IjweD2w2G77zne8wtGFlZYWlfMfHx3x3b2xswGKxQCgUYm5uDk6nk8mIZWVlaG1txerqKjfGP83nY202/vRP/5QNQVTcmM1mCIVCJuaQZoySISnUrlQq8WFIRW19fT2i0SiMRiMXj+fOnWNDWDabhUKhQDqdhs1m45+FLq1IJILDw0P09/czYozM3bW1tRCJRHj77bdx6tQpLC8vw+VysWRDoVAgFouhUCjwz6bX61FTU8MGNsov2N7eRl9fHzweD+7fv886erFYjImJCe7QSeOp1Wo56v7w8BBWq5WDwOrr6zlYxW63Y2lpiXGGIyMjWFlZwcHBATY3N/HUU0+hpaUF9+/fx9HREZLJJE+xZTIZr3IpMdvn87GGkYy4H3zwAX75l38Z7733HmQyGXQ6HT9Ia2trTBQhrSXpJAnHJxQKkUwm4Xa7eTrgdDpZRnCSORu//uu/jqqqKjgcDjx8+BBtbW1Mm+jp6UEkEsHW1hbrGynpeG1tDdvb25DJZJxDQlsBiUSC9vZ2JBIJbG1t8WSuUChAq9VifX0dgUAAOp2O0zI1Gg1TJR4PVzo4OMA777yDlpYWToqmICCVSoXl5WXo9Xq+qElOIxaLGRRQW1uLjY0NeDweDpgMBAJcOJAHichlFRUV7KEifj2FFdIWIJ/PA3ikx39cTkbNVCgUwuDgIGctkBywWCzC6/XC5/Mhl8vhypUryOVyXODu7e1x/gHJ8eh3srGxgd/8zd/ED3/4Q1RWVkKtVmN2dha5XI7RgW63G5lMhguKUCgEuVyO1tZW1NbWYm1tDalUCk888QTef/99lrLQZd/X14df/dVfPXGDrkQiwfDwMHZ2dtgQSO9mLpdDLBbjZ4Weqc3NTS64jUYjm6JVKhXLMT/44AP2FtHf0+/3c/NIGvX/Z5L4/Pw8G56JktTd3Q2r1YpvfvOb6O3t5aZ8ZWUFfX19WFpaYv8RZbJQMB5dQrS1fe655/D++++zRpnOHZKNSCQSbrhlMhmjUCnsUavV8t2QzWaZrEPepEQiwVszQowfHx9jdXUVzz77LOOBd3d34fV60dvbi3A4jGg0ytp9km0RR54CCX/wgx9ApVIhHo9zbszm5iaWlpbQ1dWFYrGI5eVlzripq6tjaevm5iYPGO7du8dDNLvdjnv37qGqqgp/8Ad/cOIyPvJaAGBMKwD+vQJguS09M7W1tZw3QY2e0+nkjKzvf//7aGlpQWtrKyQSCU87SRpNKeMEhpBKpTAajSgUCnj48CF0Oh3Onj3LqcOE8Y7H4+jp6UEgEEAsFuNiPBKJoKysjGlNlZWVjIufm5tj0y+lRieTSfazVVdXY21tjWUgFJppsVhgs9k4b+Pg4IDlZOSNJAnT0dERRCIR0yMpQTqVSuHs2bOIRqMYGRmBw+GAWCzmoZvL5WJZ587ODlKpFJxOJyorK3Hnzh309vZyngM1GRQUV1tbi729PU5iJt39/v4+stksrFYrUqkUT+7NZjNvB4+Pj9lPQJvRzc1NuN1u/M7v/M6J+ibLysrwZ3/2Z3jnnXd4+PZ4gjal2OdyOb4rH0+rbmlpwfT0NBNFw+EwZwu5XC7s7OywyoQ2FYSE397eZkx9JpNBIpFAMBjk/BHKAFtZWeGif2trC0ajEYFAAL29vVhZWUFDQwMaGxuxsrKClZUVft6Oj48hlUoZwNPd3c3oWpJy0cBmc3OTz6q5uTm43W5sb2/zxqSzsxNmsxn3799HNpvF+fPnOTRXIpEgEAiw53ZqagqDg4MwmUzcUGs0Grzzzjtwu92QSqXY3t5GeXk516r0XJHXlmhxAoEAL774Iq5evYrV1VXo9XpcvnwZAoEAmUwGy8vLkMlkKBaLDI8oFousJqJz5HG/J0mqi8UiZDIZnnvuOaysrCCXy+H3fu/3/vk3GwsLC7wupBREh8PBXyxNkIlH7vf7GaMIgBNE4/E4d78AEA6H0dvby9IVo9GIsbExxqvu7OxAJpMxOYWKYZpoy2Qy+P1+BINBnD9/Hvv7++zJaGhowMOHDzE8PMzUgHg8zhpnmt5LJBLI5XLkcjk4HA4olUoUCgVcvXoV9fX1kMlk2N/fxy//8i/jnXfeQXd3N/b29hAMBmEymXD+/HmMjY0hFApx2BvF3BOtIxKJYHx8HDqdDtPT04yWJMSdSqWCy+ViesbjBXBjYyOjRwntRxIqMgyRzl6hUODw8JCncTMzM0wlIT9JVVUV0uk0v/w01ayrq4NOp+OD3eVywefzMU61rKwMm5ubbDY+yY9Wq4Varca1a9fQ0tIChUKB6upqLC4u4vr167zapIkTAKRSKZSXl8Nut+ONN97gAu3UqVMQCoU4f/48EokEk2/octbpdEilUtjf34dIJILZbIZKpcLKygo2Nzf5QqbtHJmlrFYrGhoaOKQyFArh0qVL+OEPf4jGxkYuQl0uF7xeLxvYidBTKpWwt7cHnU7Hxslbt27h6aefZm0nJfUGAgGW6tXV1SEajbJ8jjTSarWazZ3ksaJ18ePbNLVajampKZZ4AcDq6ir/vHSZULAkETkMBgOsVivi8TgkEgk/Y3q9Ht/85jeh0+mwtbUFqVQKt9uNiYkJhEIhNDQ0QCaTwefzMcWuvb0d6XSaSXCFQgFSqRQLCwuMvZycnOSC5eOkl/5zfeiyop+vUCjgzp07KBQKbDwl3b9KpWJpHxU4dIlS2rtCoeDzq7a2FlNTU3y2EW6QEKHAo/yVuro6DmDc2NhglO3S0hLDKHK5HG7evMk4Sa1WyxJDwkNTASWVSjkplsICScsbDAZx7949lsaurq7i/fffR319Pc6fP8/b5OnpaajVavbrUVFAHjiSWgGP5AtdXV2IRCJIp9MQi8VwOBycrjs/P8/NNTW2NCEk/wEVoZT9UCqVEAqFOAGX3iOpVMrNd1lZGfR6PfuAYrHYR6AXm5ubkMlk2NjY4GZdpVJBIBBgeHiYE5GlUin6+vowPz9/4s/f5uYm4vE4yy96e3tRLBYRDodRXl6OhoYGrK+vM8JTKBSitrYWTU1NLGmJRCLo6enB+fPncffuXezv76OxsRECgYAHZsCj4UR7ezsbvAkiUFtbi/LycszPz6NYLKKmpgZPPPEEjo6OcHBwwJJKkm5pNBqmAM3PzyMQCMBgMDBBjPTvy8vLqKmp4eC2iooKppmRxFelUqGhoQE1NTUoLy/HxsYGurq6+F6id6yiogIbGxtMyaOpOOVS5HI5loycOXMG165d4/C4N998Ey6XC9vb2yztOXv2LCNFKeiN5Cvj4+N8B6tUKjQ3N2NiYoKbdAIOBINBzM3NwWg0cmo4kTDNZjPkcjmam5t5wHR8fMy/J5LGKZVK7O/vsyeCzueT+rS0tPB7qdPpEAgEeOtCNZTX60U2m+XMIBpE0YD26tWrbJQWCASora3lBpGQv5RTJJVKeUBKCHbyr62urqKxsRHd3d0sbdbr9dBqtXjw4AFsNhsPOWQyGfsktVot/H4/UqkUp5I3NTXxgItqsXg8zp6KoaEhjI+Pw+12Q6VS4ZVXXsFv/dZvce6ZTqeDXq/nc3VgYIABNQaDARaLhQeDwKNzvKmpCcFgENFoFH19fVheXsbW1hZeeuklltRrtVocHh4iFArh8PAQZWVlCIVCiEajcDqdnClDPkeqLSmDiTJqrl69iqeffpr9uBKJhNPsGxsbEQwGUSgUuEmurKxEfX09UyPp3KOGmbLyDg8Pf+pnp/zjPGikQaap0+bmJpuwgEe6QzrgKGW4qakJBoOBg8JqamrQ1tbGZCChUIiWlhZ+0GiNTR0fUQhIF0hTYfrnx8fHuHfvHl9uxWIRKysrqKioYI5w5sPwm9HRUZ64GY1GHB0dQafT4fTp0yy/oqRKgUCA7e1t5g4vLCzAbDbjnXfeweLiIsLhMGPEpFIp7t27x9Nt8pTI5XLo9Xo2zJ47d45pAAMDA0zemZycRCaTYRTw45NpWkFS4BQZqCioiMICq6qqYLPZIJPJOFWbsg5It0orN4vFwjzyVCqF0dFRbGxsoKenhw96urRJu0161vLyckilUkZtnuRHoVAwnaK5uRm5XA7RaJQD+2g1uL+/z4Z/0nLSxSIUChnzJhKJIJVKcePGDYhEIg47zGazSCQSaGhoQH19PdRqNZPJKBU5FApxamowGEQ4HGbD+c2bN7lYKxaLGB0dRV9fHxQKBSdkk7RFIBAwTWdpaQlra2v83NJa3e12o7a2llPPnU4no5opzXViYoK1+w0NDfysVFdXs5yqqakJYrEYGxsbePnll2EymaDT6dDU1MSUGVoDJxIJNowCYBweNV42m42JVF6vl6V8dXV13JQIhULk83lUVVXh5s2b8Hg8aGhowOrqKnZ2djA9PQ2JRMLP9M7ODqeb07NPKcKTk5NMqNna2sLOzg4PMU7yc+/ePQ7Y1Gq1nGhMGx1aSROFz+fzwefzoaysDOfOnWNZRyQS4XeYpsbFYhG9vb2Qy+UIh8OoqanB6dOnOQSPksjlcjkXxsViEbW1taivr4dKpYLNZkN7eztEIhEuXbrEQX9GoxFdXV2cG0RDCjLvEmK8UCggmUxyyCMx2IkyGI/H8ZnPfIaneK2trbDZbFB9yLzXarVwu904c+YMJ8M/7qtQqVSsz6fEdbPZjEgkwoOQsrIydHd3w+12879Dsiny9hDiO5lM4rXXXsPExASfvRMTEwiHw9jc3ERFRQU++clPolAoMEUsn89DLBajsrKSDcUrKyuw2Wyoqanh7QARcdbW1ljO19HRwRsnhUJx4s8fNViVlZUIhULcsD1+5hmNRkbBUy4MZTfMzMwgm81Cp9NhfHwcHo+HE4ylUina29sZMaxQKDA9PY1AIMDTTgo2NZlMaGxsREVFBYaHhxGNRvHgwQO+x2lT29bWxtuCYDAInU4Hp9OJUqmEhoYGNDQ0MLzl6OgIq6uryGazkMvlbLKlkFWRSIQLFy7w8CKbzWJzcxOzs7McXnh0dMRNg81m47t8d3eXCTtVVVVIpVIcEDs6OgrgUXgb/d+sr6+zRC2bzcLj8WB+fp4zterr69mLWVFRAYPBgGQyyYMBarBIBfHaa6/xZvPBgwc4PDzE4eEh+7DIfJ5KpRjPXCqV2IdESpKenh40NjaisbERly9fRiAQONHnz263o1Ao4N69e1z/EUmPaIpKpZJ9WgQuIN+X3W7Hc889B5VKxTJLwhwPDg5CIpGgUChw+GhVVdVHZGsUpigUCjEwMIB0Os3fWWNjI2cZPfnkkxCLxZiZmeGacGxsjJO919fXcXR0BLVazc3MzZs3mYhI7zY13vQ9Ndy/B2YAAQAASURBVDc34/DwEBcuXMDCwgJisRjLyLa3tz8Cs0ilUvw8b29vY3FxkeVgwKPzpaenB3a7HVKpFGq1Gt3d3aisrITNZsPU1BTEYjFny+n1ehiNRrS3t6Oqqgperxcejwfb29uIRCLwer1cA6TTadTU1KC+vp7fO8LM19fXw+PxoLKyEsPDwzg4OOCaQiQSweVyoaWlhT1cdN6IRCK0trZyA9nc3Mz+l5/m87E2G36/n41jdXV1iMfjiEQiqK+vh1AohNfr5ctgf3+ftYyHh4fQaDScU7C8vIzW1lbcuXMHTzzxBIrFIrLZLDKZDJtk3W4306YoPIcyPQj1RdMPwixKpVLGOo6NjbGJjQ6y9vZ2pmXYbDZ+QYhcIhAIsLOzg8yHqZLFYhFOpxN6vR63bt3C/fv3UV5ejpaWFqyvr6NQKKC9vZ2nujKZDFKpFBqNBhaLhfX35AMgqZdAIIBer2fjEb1sZOSkyTKh/ohhTWEvGxsbvJIkuQ5pcwuFAqqqqphkQaEtmUwGh4eHiMfjnNtBJJN8Po9iscgPDnW2pVIJfr+fzUy0eSKzHx28J/XZ2tpipjyFgxE5gTjcNTU1kEgkKBaLKBQKvOalvIKuri7cuXMHtbW18Pv9eOWVVz4ii6NVLjHaRSIRGhsbUSwWWbJG01iVSsXNKBX9NpuN06AzmQxsNhuOj4+xv7+Pqqoq3kgdHh6yVIveH0ozp/V7IpHgf05TPnp/aKNHP2epVGLNOtHWKOGb/htisRgNDQ08JW9ra8P09DT8fj9/l11dXTAYDNBoNPzO0eSRiFmk2U4mk1hdXeWJORnoZTIZp9jPzMwgl8sxspgwvdlsln+2VCrFZkxKPaWJXyaTYQkbYY0HBgZYC33SH/KekVenra0NAoEA+/v7MJlMjNhUq9UwGAw4OjpiXOfh4SEXPWT4o99leXk5p8oD4O+SziUq9CsqKliO1NDQgNraWg4zpeKbDJEkbZXL5TyZPjo6QqFQ4PCwTCbD7wqBISiI7+HDhwy6IIkC0fucTicikQimp6dx+/Zt1NXVIRgMMpGls7MTVqsVoVAIR0dHTJ+hZocGO0qlksl57e3t+M53vgOXy8XNfjqdxt7eHs6fP8+XJenbKUemvr4ezc3NMJlMSKfTaGtrg1qtxtraGpqbmzE5OckJ0ZWVlejt7WUpmlwuZ9ltVVUVvyeE2CwrK2OEa1lZGTe86XSatzgn+QmHw4wmX11dxe7uLg9bBAIBh3URfEUmk/Ed3NDQwJtfSi2mVPpMJgOPxwOXy4VSqYT6+nou1Oh+3d7ehkQiAfBoM5DNZqHX65FKpfguEggEOD4+ZroYbdBJ7kroXaPRiO3tbeTzefaXUDYSyUyAR+cR8Ojst1qtGB0dRT6f558nk8nAZDIhm81yvhI1XQBYh06yIzLL2mw2/p9TqRSbYru7u5mK1traipGREeh0Opb2kIGZMMMUgiiXy6FQKDiPifJuJBIJKisr0dLSws+yXC7n87OsrIzPTRpSUkOezWaxuLgI4NGWyWazYXp6GuXl5ejs7OTtwUl/KDAWeLRBb2trg8fjQTKZ5BwNGo5RADB96LuTSCQYHBzEX/7lX2JgYACpVIqzdxKJBEvg2tvbGfRA7z011gB4SHj58mUoFApcu3YNc3NzPNE3mUx48OAB9Ho9dDodBALBR75POkMIkFBbW4uKigpuPCknaXl5GcfHx5yRRXVuOBzmLV4qlcL8/PxH/iy60+g93NjYAABWQtTV1cHn86G1tRVyuRyNjY1YX1/Hw4cPGfdcVlbG9RepbI6Pj1FTU4ODgwOsrq4yPZMGkkQ/DYVCePLJJ3kbQplCNTU1MJvNiEaj3Ow6nU6WmJKFYGlpCfF4nKmWb7/9NtxuN9/XKpXqp35uPlazQXhL0tEZDAbeLmxsbHC+AU3c6Rf8+EEtFou5+Hc4HADA6yKa8BHWlrTgNJ0hQ/rOzg5PQQFwGjEAvPvuuxgaGsLU1BRUKhV7QgYHB1FZWYnJyUl2/wsEAr48KYmWLhaSGpB0prW1FblcjgsKuVzOhpmdnR0mXthsNkgkEmSzWS5W6XAiI7ZcLsfi4iLkcjmWlpZgtVpRXl7OTHQqBgUCwUdSMPf29iCTyVgjTWi0/f19ngSTfIgOAto6bWxsYHV1FRcvXkQ8HmcT9NHREUvGNjY2UF5ezlM/6mZJiz86OoqLFy9y8ialap7Uh+Q1ZK4mPSu9jFKplDGVAFjPS8UYeShqamo4zO61116DWCzG9vY2BgYGOPMgl8vB4/FAqVRCr9cDeLTZU6vVkEql3EgSmvHw8BCJRAKrq6v83NJUrqurCxMTEzAYDJy7QdPuZDLJWwjaAmg0GmxubsJutyOXy3H+AoUi0f9tXV0dr1VramoQiUSYoqNWq/nvVVlZCavVikQiwQfh2toaT4pIngA8Spy+ePEibzRoYk8TzcrKShwcHLA5joL4iOiWy+VgMBgAABMTExCJRCzVIsoI+ZeoWJFIJKirq+OtVD6fZ98N5TKk02nOTZiZmYHJZPpXSXDu6elBMpmESqVCJBJh3S15KhKJBF9kdIlRQTE9PY3j42MoFApGIt+7d4+TiaurqxEMBnH69GlmqJPviwY19Dum37nNZkMkEuEmhnTn1NQRGpQCpQ4PD+Hz+dDR0cHyDUrdpWZXKpXy9irzYTDe/v4+03OWlpZQXV3N2US0fSWZW0VFBYLBIMtqKTiNJnzU2MdiMWxvb8NsNmN1dRUKhYLvGIFAwGGPtMWSSqU8DQ0Gg1heXoZcLkdfXx+qq6uxurrKQYKpVIqbMgBcyMhkMk5epvOXaDT5fJ7/PTr7SI5Id8GtW7cwODjI2+aT/hweHvJQDABCoRC/8yqVCtvb20y7kUqlXBRms1lEIhFOSX/iiScwMzPDgyPyqdy8eRPPP/88RkZGIBQKuegXCAQ4OjpCPB7nwMPHp/vpdJq3ont7e6iqquJ0cZlMhuXlZZw5cwYLCwsoKyvj+5uGZKVSiQcUuVwOS0tLCAQCcLvd6Ovrw8jICCdXl0olnD17FjMzM9BoNOjo6MDc3BxEIhGfiwDYI0pTXiquCJ4Si8Wg0WhQW1uLZDLJyODq6moUCgUOLVOpVBw0WFFRwZh+hUKBg4MD/jtRoWowGBh4Q1sneodpC6lWq3mzazAYeNiTz+d5OEST9ImJCfbmZDIZHB0dYW9vj72EJ/mhM1qlUiGZTMLpdOLg4ADAo4aoWCyy+dtgMECr1QJ4NNh6nAJFcuBYLMYUs4WFBR6oUmgvSR3pvaboAALUkCSYtkTUwFLmBQVDUro5nY8UZ1BeXo5cLoe9vT0+y6qrq/nvFAgEYLFYkM1m0dTUBACcj0XD10wmg97eXj5/hUIhD53IL0RIfpVKxRsVGpJWVFTwOev1ennLSplWdXV1ODw8xObmJvukKRahpqYGAoEAm5ub7O/T6XSorq7Ga6+9xuHXZEFwuVzw+/1YW1tDW1sbfD4fKisrkUwmIRaLOTSS7nYCkej1eiwuLkKhUPCAiqRzP+3nY8mobDYbm8Oj0SjTQgCwAZIY7nQIkY6PUsPz+Tyb2/R6PV8ylDRKxCoqpovFIq8WyTNARXQul2NpTDweZ62oQCDg1SNpxSkjw2QycSgP+RBoiksPHfk2ampqUFFRwWv09vZ2HBwcoLq6mjcOtMHZ3t7G2toam9+pMamsrOTNBx1iFDhFhx0VcZSUTgcxeTToQiZKB73sRFkgogox50m/TA/x3t4eM9ZJQkFZH9SQ0VRKLpezzpp03lT0UagW/T1PerKXz+fZw0LmaTJ10bqzrKwMEomED2OaRFCw2vLyMhv+JBIJh4BRUSaXy/k7kEgkHB5Ghw8ZXqnpKJVKKC8vR1VVFV/sdLBlMhmWyZhMJmQymY/o+UleSNKDVCrFBBbaPlGxGY1GebKoVCqxvr6OZDLJ5n3youzt7fEhT5sPoVAIjUYDiUSC5eVlNn/Nzs6ycZaatY6ODmaUi8ViNpGvra1heXkZXq8Xfr8fq6urODw8hFKpxObmJk97yM8xPT2N6elp6HQ6rKysYH19Hbu7u2wGl0gk/J3RhUxGSWqc6XKm3ykNKyj3gwLjTvJjtVqhVqtx9+5d9hXs7u5idXWVkcM6nY49DoR2lEgkTNFKpVLY3t7mtfXOzg6sVitv7SYmJrC3t8fBi0Qs2d3dZVM2NSgSiQTpdBr5fJ7lW+Xl5Vz8E6qQBiNUnFVWVrIPiWSe+/v77AmIRqMc2rW3t4empibIZDIoFAqoPqSqEBpXqVQyPrampoaJd7lcDolEAn6/n7XYwKOpOMEMvF4vysvL2Xvldrshl8t520jn9OrqKsMfSBsPPDoT1tfXOYE6kUhwM9jY2MjURDKTUkCfyWRCPp9HZWUl07KIYkXPpVAoRHV1NZqamniDWltbyxr6f42pMpHbAMBisUAkEjEGm0I1SW5G6dMU3Le0tASPx8PhfOl0moEtxWIRKpUKMpmMKXGPQ0IEAgFTFaVSKdOp6I6mAZVMJkMymUQmk2EPDw0cDg4OYDabOfGeiDoymQylUglbW1s8HCsUCgwtoO9TJBJBr9fzuyUWi+F0OhEOh3kAVVtbC6PRyEMo+i4JWkCNsUgk4jqjqqqKM19oG00NiFKp5EmxTCaDxWJBc3MzjEYjamtrUVdXB7PZDJFIhNXVVZZpaTQabgT0ej3f8bQVoGc6FothdnYWkUgEFRUVSKfTPMSjQRDJAymfwWg0IpfLIRwOczN9Up9MJsNkL/I3ULghDa10Oh0sFgu0Wi1nDVEaOqkC/H4/51E8XgwThIYk3qFQiKmf9HuRyWQsdQMeAVvoLqBim0JyCVZAhNFgMIhSqcTDQBqQk0QYeORV3N7eZi8lJcsXi0WuieiuOzg4wPLyMitw2tvbYbVa2RdBPuBYLMbP487ODsM5aKPi9/shkUjw4MEDHt6LxWI+m6gWoDOOmjBqkEwm00e2QpQ83tfXh5WVFfT09EAikbAfbnt7G6urq9z80NKAfp+Edq6rq0NtbS2HPzc2NvIAnGTTP+3nY202SA6iVqv5ZWxsbEQqlWJjCbG9pVIpqqqqWENHU8hisciTP7poySRKq2mSnKyvr3MHTJ1tsVjkzQiZXQ4ODqDX67ljLJVKqK2tZZ8DOfipk6U1K+Efj46OWINNnR2RT+x2O6+tY7EYm9Ko4KGimyQPxD0n4zfp1gGwV4KaGaFQyA3L/v4+jo+POdCHGiqaUotEIhgMBpRKJT4wC4UCF6OpVIrTUYk0I5fLYbfbsbm5yWu2QqEAoVAIu93OWwAKNaJi4eDggNeDJO3K5XJ48sknkU6nMTU1xez/k/yQhI0Oa+BR8U/Bc4eHh6iqqoJcLsfKygoCgQAaGhpwcHCA8vJyppGQPp2Qr9TIJRIJlnesrKzg8PCQaWjZbPYjUy1q4AiXSzQeWrXv7u7ytCKZTMJkMvGkly5ikjdQOBt9iJlNhkSSHFDa7t7eHo6PjxEKhVBdXY0zZ87gwYMH3ITR5KtYLDJikv479KwvLi5ymN/a2hpvuei9I1kJTeyBR+8/PesHBwdcSIjFYqZUpFIpKJVKxONxKBQKTvvOZrMIBAJoaWnhKST9rAD4nSSpFA0f6L2giSnl+ZRKJVit1hN9/oBHcg7SDNP5ViwWeTpHW12BQICKigo+Z2iCdXBwwDJQmkyp1WrU1dVhYmKCJVlU0NHvmiZ+5COTyWRYX19njwvRh8ioHovFeJul0+kYXkBACELtrq2tYWtri6WcwCP8I03KKb2egrbIcFwoFNDU1IRkMsmps9Qkd3R0IBgM8llLgVK1tbVQfZhtIJfLOa25qqoKEomEp+BdXV1sIj4+PkZzczOi0SgDDejce5zSRZQrwjtSKBiRBskHIxKJ4HQ6EQwGWUJEv3OSPdDzvLW1xSGe29vbTM2hM5cyG07yQwj25uZmlixRkU/NP2186S6l55He3c3NTUxPTzNshKAMUqkUg4ODWF1dRXd3NxYXF3kARUQoMoCr1Wr22VDBdnBwwNkL4XCYh3oLCwtM0tPr9Ywn3tra4juciG20MVCpVHA6nWhsbMTDhw/5vBEIBKirq8Pi4iI3PmNjY5zPQ2c0yclIdk1oZzqnSBpKzSNtJqi4pGKTBgWqD0EBlB+xu7v7EVABDUoIEFEqleD1erGxsYFEIsFUr/39ffaNptNp/r60Wi1Lbvb39z8SOEzfNwC+6+h3JhAITvT5o+wPUjsQHZSM1lSgV1ZW8tSf3hW6uwiGQn8/2jrSu0xmePIu0laXfj90VhUKBd6CLC8vM/I5n8/DZrNhdHSUtwLJZBIikQibm5tM8xKLxdwIU+FOfy8A/P2TKXp+fp437gRSUavV2N3d5XtAq9Vy40wDXTpbqNmqrq7mIWV5eTl0Oh1nwKg+zFbKZDKwWq2or6/nZlOpVCKVSnGNTTJYaq5JgbG4uIj29nYOvyaCKQ2grVYrWlpasLm5yX82DTHIW7e5uYny8nLeJu3s7LCfLRgMQigUIhaL8Z/503w+1maDulSaNgYCAQQCATYUk7knnU4zAhd41KETZ7iqqoqNsFSM7+/vcyGWzWYxPz/PUxS6gPb29rirlkgkPCmgKTs1PXNzc9y0kJeBTEs2mw37+/vw+/28yi8UCnxAkkmHQlFisRjW1tZ4HbyyssKmWJqgb29vczNF5ngyblKastFohEgkYjrK/v4+NjY2UFVVxQnBj4eakSGTzEgkKaCQLo1GA7FYzAUMTXvof6cgInqgKTOEpvikFQ+FQh9J6KQDkUzVJIEAwAeMw+HgdeBJT/bIcA+As0xoakRhZ4RmLCsrQ3V1NRwOBxf6m5ubLEMym80oFAo8maKXippgCqHM5/O8HSLKWSqV4kaBDFT0PMRiMayvr3ORSF4GeiY3Njb4v7uxscFEo83NTRweHjJGkJ4j+n2bTCYOKKQDhg5gwiJTs0Arf7qYqOnW6XScGUNTS+KJk2QvFArx5IdW+mS2tFgsbLSncCLa+LlcLjY9UlNCvgsK0KLmhz40STEajSyzam9vZ0pbbW0t63SpkaSJNsEqTvpDJCAqMAg7SJcSTeMJg0tF8O7uLmtwaZoUj8d540P/z2w2w263o6ysDMvLywiFQjyBokyClpYWXsPTsOTo6IilFiKRCNlslvHX1PhubW1heXkZkUgEuVyO5Q5EoqJNMMlf6WcTiURYW1vjhmBrawvxeJypWgDgdDq5eKJNCjWNNNWmZhl4hGlNpVJ8llRVVfH3SWn26XSa5ULZbBbHx8eQy+X895FIJGyeJ48CbbKPjo44n4Uuepp+HxwcIBQKMciEMK3U0Mnlcs7zIMkaFROVlZW80aUNw0l+CDGpVqt5wltRUYFSqcQ0JsL4UlBjJBJhSpPRaIRMJoNQKERNTQ1cLhdveoihT9lC+/v7PPkn8pFOp0NNTQ22trb4XrVYLLwpo6aGtrxEkqImYG5ujilA+XyeN1bUmFMhRzCEWCyGnZ0dNg1nMhnU1dWhUChAIBAgmUxyU/M4SIYIZsVikQs5gr6Q4fZxDyAlgKfTaYRCIWQyGezu7kIgEPDmiMhmJLcmLyZJuyoqKvh9EIvFLGdbWVlBJpPhTTgNDbq7u9HQ0ACdTsdIVEKw0kCJUOUKhYKRp8lkkodbFLR5Uh8a/tTU1MButzNkpaysDEqlks3KwWCQ4wxSqRQ3EYRWpwZlZ2cHIpGIhyRdXV1oaGjA2toalEolb7AIpELfZ6lU4gk7qUwWFhbYS0NDLlKrVFRUcNAq3fWP17IUEk01GG1Namtr0dDQAOCRhGxtbY3vxcyH8QUkxSKPF/l2yK+jVCphMBhwcHCASCQCAKy22NjYYJ8vne8kX9ze3uah1f7+Pmw2G5RKJUQiEat4CE6SSqVgsVhQU1PD+F6FQsEKDpJ37+3tsT+DsuLoPSFpWi6X4y0P+SeJgEY5WpSr9XGk9B+r2aAHnw40oVCIYDDIL7rJZGLpBvkuiNhDEwvKv6DmpLq6mte8RqMRpVIJpVKJV6aUjA08mmwDYPPtxsYGa95p6lIqlbC4uMhSJOr6qGikNRZp3uhnUiqVqKiowObmJjY2NlBTU8OmHGJfU6AZSYyampp4S0DyJIFAwLx7oh6RsZIOJLFYzPx20rZSM5ZMJpnIQrpAkmVtbGywfKZUKuHg4ADHx8ec3SAUCpHNZtHS0sKFUCgUwtzcHE/qSYJFkoJcLseTTzrUj4+P0dLSwnkO2WwWRqOR/3yaTJw0+lav1yMcDvOklyaStPUxGAysI1QqlWhqaoJAIODwK/ITNDY2MpqWpAiBQIBzAggfrFAoOJ3dZrPxhqxUKvHvwGKxwGw2c6FEkgLaTDkcDohEIk7GpcuLzIGk6STyAxV3Wq0WdrsdDQ0NTLign4MaCfpvxeNx1oXSoU0mMtLJP85qPz4+Rm9vLwYHB7G3t4eenh5+/qgQJrQr+ai0Wi1rhjc3N6FSqSCVStlUTAQ5KkqoSXa73UzhUigUKJVKXLzQz7uzs4NisciFBf375eXlfOgSRlCr1WJ1dRWZTIYP7pP8ULN0dHTExCjaNFCTKxKJIJFI2LtFchEqUpPJJGKxGA9v/H4/9vb2UFdXx5tEKpiooCUyHzXPQqGQA8HogqAcgIODAzQ0NHAgWC6Xg0wmY8MvpSTX1tZyE0myRDLrUlIvDWKo0SsWi1hYWMDm5ia8Xi/T+xwOBzcGc3NzPJAhKc/jxmLKSSAjImFagUebo7W1NTgcDhQKBchkMvZO0QCAtut0xpLPR6FQoLe3l8kthL6krRgR69LpNG+sAXAxQtkMVKSTzCEWi8Hn8/FmiohW/9LZGv//PjRNDIfDPPwgmhhNKUkSlkwmueAiiSUNEsjLRWniMpmMyXUUTEup79QYkx+B5NAqlQoSiYTvZRp2kM/K7/fj/v37AB5t9VOpFGN0ScpLxSudxSQvobOW5Jp0FlZVVcHj8fDQpby8HG63m4d1APj8k0gk3IhRgUpkHToXaYDZ0tICqVSK3d1ddHR0oLOzEzabjSUryWSSz6BIJILMh+GGdO6Rl42240qlEo2NjXC5XHA4HOy1ImN/Pp9nzC0992R+pud7e3sbc3NzkMvliMfjOD4+5iERTepPGtKysLAAgUDAXsjt7W0sLS2xr48a3uPjY94skaSdzkj6ziORCA+kKWuHsmwor4dANul0mkmN9HuXSqVIp9Pw+/28QSYfGJ25j4dF0vlM9MNcLsfDFZPJxPKng4MD+P1+7O7usmRtf38fCoWCG8aOjg6srKywF40IiYFAAMlkkgdzlElEvh1COW9vb/MQktLTybhOqheFQoG5uTkkk0ne5NDvhjZ0ROui+o5+Nsr6IFVCPB7H8PAw2xNoaCGXy6HVarG7u8vPH210SArmdDp5uFgoFGC32/nf+xdD31KYDwUoCYVCdt1LpVJm7tOBnslk+NB7nLricDjgdrt5I0EBfoRibGlp4ckKAJ4ykOSHIuarqqpgtVpZU0YNBq3kFhYWkEgkWPebz+cRiUTYFDc/Pw+fz8eaejK3SyQSNsbQ1Iu2JJTkS5M78jSYTCaIRCIoFApeNdL0hqaZarWacYREmDEYDJiamkIul4PP52PkqFKpxOjoKBtK6WejCRsRtPb395kRLxaLuRGki1GtVjN3ny5VmvzRJdPT0wOr1crfQzqd5gaHtIp0qNLDT+nIJ/kRi8WIRqOMBKWprUajYW04TTxoZRsIBLC4uAidToeqqir09/cjkUjA6/UyPnFtbQ25XI6bNMopsVqtfIhQYUITVTKpSaVSJBIJhMNh7vIfTzn2er2oqqrC/v4+JBIJTx+AR9P52tpabhYpQ4ZearPZDK/Xi52dHayurrKMkEzhxMRPJpOw2+1spqUigfxEhHqkqTYFSVHwIRmZSeJAAwMK3KJEaaIBkT5W9WHydCwWw/3791lKSWZn8leQz2hnZ4cRwcFgkL0e9E6Pjo7i5s2biEajKC8v52eRDk2hUIhIJILKykrG+Z30hyau3d3d7E8hjTul2K+urrK/hCZgFouFpSGECa6vr2dtMxWJJL98PLOkrKyMaT+ZTAbxeJyLa0qgBx5hUTc2NljfHYlEoNVqsby8zGegTqeD1WpFVVUVb/dIUkDykqqqKrS0tKC9vR1Go5EvT5LykYHaZDLxtJI0xPl8nsNSDQYDHA4HzGYzD4wom4WaTJvNxgOgYrGIxcVFPHz4EN3d3awPpqkfPV+kja+vr+d/RtI02gKTR4T8duXl5WhtbWWjLvm2SAqYTqexsbHBYZtEFzs+PuYNx9bWFgKBAMtPCURxkp+trS3U1dUxiYpkNBScSdudx7MuqAEmmRh9b2traxxqRoG41NSq1WreGtF/gwZqRKiie5QkaRTGR2G9mUwGSqUSmUyGN8pDQ0Nobm7mO9XhcMBoNPLwgsAkJLMzm83Q6/WwWCzY29uDxWLBnTt32FNE216FQoFIJMLbmbq6Oh4W0fR9f3+fsaPFYhF6vZ4bXfJMESnLYDCgp6eHJWh0ptLzT9KzXC7HIAI6CyhZ+XHyJG2EaKNCMujd3V04nU40NTXBarXy318gEHCOFnlGJBIJpqeneXCh0+lw7dq1E33+9vf3EYlE4Pf7WQZHmn+q4YxGI6qrq3mr6XA42EdIgyyDwcAbJtqMUUOxtLTEtE0q8EniRk0jqVtIYl5WVoaenh74fD6WjNL2Z29vD2traxgaGuLsCTrvaGNOPxsNsvR6Pba3t7G9vc0qlNnZ2Y9ItUQiEQ+TSWofCASQz+dRVlbG0mC9Xs+eEJJGkRKFJJsSiQTRaJQzQQheVF9fzxszanhpy0MhxTTsIzKkWCxGPp9naSQR3uLxODo6OrCzs4P19XUePhPRle6NyspKRCIR3kDOzs5yvphWq8XCwgL7lT6OjO9jy6hyuRzee+89xONxNr+KxWIEg0GMj4/j+PiYcXekwaysrGRCDaW9RiIR1qTT1mF1dZW1srOzsywnIW0eFfeE9CSpFSVKEuKRJk/FYhEjIyMcVvJ4oURG8oODA8aBCYVCNDQ0QKPRsLxlf3+f8ZbUZJBki6Zn0WgU0WgUoVCI2dPxeJylXAqFAltbW/D7/TyRAB7JBUKhEKanp5kXrdPp0Nraykb0nZ2dj2hv3W43y6bsdjvq6+t5y0HJuWSipgf84OAAVqsV7e3t0Ol0rKeXSCRoaWnhRpDkQ4lEAqFQiFORybxFtAXaSp30h5JIaQ16cHDAL/zS0hJvXioqKjgdlwqpUqnERrGxsTEoFArcv38foVCIN0yRSIT1mjQpJGzu0tISa7zJfEtTZcpMkMlkAMCHQl9fH+7evcvTfjJak1mN9L+EhVV9GM5zfHyMcDiMnZ0dNuERFWd3d5cZ/3TYZjIZJJNJlspFIhEO/dLpdDzFo+KdMIKBQIARd+vr66iqqsLi4iJ7dojHT3ptmuilUikEAgEEg0EIBAJ0d3ejubmZTbPJZJKL8Z2dHczPz7PMhgpmn8+H6elpHB0dobq6GtXV1bBarfx7Kisrg9/v502HyWSCVqvFzMwMF8on3ewCYNhDJBJBc3MzVlZWIBQKuSAioz2BHUQiEeepVFRU8EVFWwQyJC8vL7NhmVbr1NwtLS1hZWWFJQk04VtfX+fCj7a29+/fx87ODm7cuMHSGoVCgampKVRVVWF5eZnD9ba3t+H1erG8vMywAZIMUlgX4TWpOKL0WL1eD7PZjMrKSmxvb0Mmk8HtdmNzcxPJZBLLy8uIRqNQKBSQy+XI5/P83efzebhcLjQ2NuJHP/oRbDYbT+aogSS09NWrV7G9vQ2Px8M/NyWS0xDHarVCp9NBKBRiZmYGSqUSi4uLTEwjuRShX5eWlqDRaLCwsID5+Xns7u7ymSiXyxlGQmcnFeBUBCwtLUEulyMWi53480eJ5xRyS+88SXpo06hQKHgQRnIV+v5IKqtQKPi+cLvdvIVTqVQcLHrq1CmoPsxv0Wq1LE0lhLdMJsPAwAD7eSorK1lKTUZpg8GA1dVVaDQaaLVaHl4Qjtdut/P9+rjJXywWI5FIQC6XY2ZmBl6vFxKJBC+88AKAR/JLkkTTd0ebO5qk0wCNJI2Ug6FWqzE8PMwkr8XFRRgMBt6m3LlzByMjI9jY2GCv5P7+PpqamnDmzBm0trairKwM8XicvXnl5eWoq6vjxHuCRywtLbE+P5PJcAFJUkIaGJEUN/Nh4CRtuMkg7Pf72b/hdDpRKBRw6tSpE33+iLSkVqvR0tLCtCTalBGSmjyOuVwOgUAAEokEBwcH2NrawtbWFksTy8vLsbS0BKVSybUZkQkpmmBtbY3Tyel8pMBGkkUVCgVsbW3xRpcQ0aS2IRACbRo2NjY4+DEQCGB+fp6fS4lEArvdDr1ez++P0WhkKpNIJMLIyAiGh4dZMk1kvyeeeIJrMvreYrEYMh/GNJBCpa2tjbMytre30dTUxIM6oqGSR62uro6lZ6T8oaEzUQm1Wi1cLhf7JovFItra2lBRUcEUQgJCzM7Owmg0chhxNBrF2toaD/dpe0bbIoKRAI+GrfRn0obkp/18rNEMJSwSqpW0trSqJIlUoVCAxWKB3W5HMBjE9PQ0T9spcZlCxqRSKdbW1mCxWCCXy5mkQgY/WnmRrph+DvKElJWVYWVlBaFQCDabDTabDYFAAKVSCW63myd/N27cYHQrmXzKysoQjUZ5QlYoFFieRS+HwWDA1atX0dvbi7W1NTbxUIw7kWhIn04bDZKt+P1+vhTz+TzMZjP29vYY0dbc3Ayv18vGbbPZDLVajebmZjQ1NSGbzWJ2dpZ1xIFAgCcKZrOZixeaYhMeNRKJwGq18oTkd3/3d/HGG2/wJkCv12NqaopRhoRZpdA2kq54PB5cvnwZfr8fd+/eBQBOt/44K7R/jo/FYmEZGZmZvF4vnE4nhoeHEYlEUCwWOSyNJC7UJBkMBni9XjQ0NMBoNCIej3ORFwgEEAqFMDg4yIUNaddjsRhL3Wg6T/pOkq3Qut3tdiMSiSAUCuHKlSvseykWi1haWoJOp2Oy0s7ODmZnZ1k+Q9OQVCqFiYkJ3kpRSvT+/j5mZmZw9uxZ3uKp1WrE43GWX1GyNwD2/hApqLq6Gj09Pdjc3GTUXyaTQTgcZioV8Ci4aXFx8SMYR2p6KioqGCIAgPNFFAoFH9a5XA67u7s4c+YMZmdn4XA4PmJQ1mg0EAgEWF5e5mfM7XbzirtUKjE1JJ1OA3h0yVFYlN1uRyKRYF3tSX6o6CBpUGdnJxwOByYmJni62dDQwGnMj5tGycxLBK9cLge73Y5UKsUgAxpoCIVCnuxXVVUhFAohFAoxOYxyA46Pj5FMJtHR0YH19XU0NTXB5/PxxlggEGBoaIhpWQ6Hg4cjSqWSiz76DjOZDK/ayYh5cHCAmzdvMl5ZJpOhubkZyWQS2WwWFosFKysrsNvt/P3v7OzwVJyob+l0moPyyABbV1fHqcg6nY7P4Hw+j9OnT2N8fBw6nQ4+n4+HSyRLSKfTnEWjVquRy+VYdlNVVcWTUWpyEokEJBIJNBoNdnZ2oNfruSGmCTnp4TUaDb9HhJCm3yVNwykP6SQ/RKRpa2tjqcfq6irnhQiFQqTTaXg8HgYNEHWJ/BivvvoqWltbEY1GYbVa0dnZiaWlJR7KUQG9ubnJKOTHlQnr6+tYX1/ndzORSPA59DiSlDJ9rFYr04tIwtTU1MT5RT6fDzMzM5wm/biBO5FIwGq1Mv6YBmIDAwNYWlrirU08HmfgQE1NDQ4PDxlOQ/jxwcFB+Hw+RtWGw2H09vYim80iHA6zSdvn83F4MXl9bDYbUx4pMZu0/FKplE3mer2eg+OCwSC6u7uh1Wo5pJeC12hiTrUDydSIJlRXV8dNH/nX5ufnodVqORuChm4n+SE1AEldCQJSLBYRiURgMpnYY0GgoKOjI8zPz2NxcZHlxna7HVeuXGH6FnkclEol5ufnYbPZkM1meQtCcni6NzY3NzkXgoAmlAFWXl7OW1uJRIL3338fTz/9NHs2UqkUN0P0ThBCtqKigqmrpVIJDoeDg/7OnTvHWWvk/VWr1VhdXcX9+/fR0NDAvrKdnR2mSQFgX2lfXx+HES8uLrK3j6wDROczmUyIRqOQyWTY2NiAQqFALBZjtQ2diT6fjzeCR0dHWFxcZFw/KR/ofQoEAkgkEjCZTHx/0Fl4eHjIUCF6P5xOJyOI19fX2QdMBCqqxX7az8fabOh0Oja7AP93uiLxk0kWcXR0xChPOhwLhQL0ej3r58m8Qoc4FeOEfiTT3+MTftJLUkIsERCmp6fZe/HBBx/wxiUSiWBtbQ0ejwcqlQpDQ0M8SXG5XCgvL2eN/vLyMpMUTp06hfr6ejQ1NWFsbAzHx8cc3kaHIG0+NjY2OO+AMIGk2Tw6OuIJnUKhQGdnJxOx6urqmGZgNBrh8/ngdDrR2tqKt99+GxMTE7hz5w4ePHgAu92OgYEB7O7uMv+4o6MDQqGQ80QaGxt51U0NxjvvvINIJIIzZ87g3Xff5c6VuMo0yVQqlazXJ7mLRqNhjezU1BQXkvRdkP71JD+RSAROp5O1ryqVCmfOnGHQACV2e71eBINBNiRbLBZ0dnYi8yF6lsg/JGFpamrCM888g1/+5V9GQ0MD6urqYLVaodVqodfrodVqYbVaeRJdV1eHgYEBKJVKPHz4EJkPcc2UYFssFuFwOFguR+x3St3W6XQYGhriwKpSqQSTycSHwM7ODgd1uVwuNoH29PTwlpBMamRq7+7uZkMwUSMikQiamprw5JNPsrTr4cOHyGaz8Hq9LLM7d+4c3G43xsfHYTabuQHq7u7mZpk2iVqtFnV1dYxkLBaLuH79OiKRCIxGI8sdSepXLBZZN074XzLhk3GYSCWUXUMyRsouIVIYTahoavWvoZmnvAXaIty/fx9jY2Nc+FOiNpmbGxsboVareQp+584dSCQS5PN5WK1WCIVCOJ1OeDwennKSL4L+2cHBAVpaWnDu3DmUl5fzlLi+vp6lNDKZDEajEa2trUw7IZLOxsYG+8AePnyIQCDAlywl5ZI/g+RvpMU/deoUGhoa0NraCuARkjQej7O0ymKxIJFIMNabZHIEoUin01heXsbs7Czm5+fh8XgQj8fR29vL3HbyBeXzeb7o5HI5vva1r7FUlDj6uVwOnZ2dbNAn/XZPTw9vS6qqquB2u3F8fIzx8XHW4X/wwQdobGyE0+nEq6++iqamJqb87O7uMkKVpD+Li4sMdmhoaODv0e/3c27USX9OnTrFmPnKykq++Ovq6nD69GlUV1ez6ZOGC319fdDr9Sx/MxqNOHfuHJqbmzmA7t69e2hra0M4HGbgwIMHD3jAt76+jqmpKYyPjzOF0uVyYWpqinOASEJFpMNQKIS3334bb7/9NpRKJZ599lnI5XJ0dnZyKGsikUAwGGRE9MbGBktg9Xo9D8EePHjApDAyoh8cHECn02FxcRHDw8MAwNJP2sxpNBpcvHgROp0OHo8HtbW1eOKJJ6DRaLC1tYVwOAyNRoNSqYQf//jHDEVwOBwc4Gm1Wjktms5cgUDAsqdCocAy6rGxMfh8PgQCATQ2NvLZSLUABQhKJBK4XC60tbWx1IYgGS6XCyKRiP04pACpr69HLpfjtOdcLvex0KP/HB+Hw8H1Ag0+XS4XNjY2YDabWQbqcDggFotRVVXFkjSn08mb33Q6jf7+fpZIuVwuHjgTSYrgI0ajkf1ZZN4nmRUNaAjmQ17b8fFxeL1erK2tcTZaf38/G/RNJhPT7kh+Sb/TQqHAMrDt7W2+r4mCFwqFOMPjxo0baGxshMlk4qDImpoatLS08JBOqVTC4XCwoZtk3r29vXj55Zd5QC6RSNDU1IREIoH+/n54vV5MTU0xVp5Q5OFwGJFIhOs58m6tra2ho6MDGo2Gz8ZTp07h7t27iEajaGtrw/DwMPr7++Hz+VBfXw+tVstbQfrZCaREQYs0qFhdXeVML7qP29vbf+pn52NtNvb39/niJ1P2pUuX2DRHYSOEFCW0rU6ng1gsxo0bN/gBI2zq9evX8cILL/DLOD4+jq2tLTQ1NcFoNLIel/7c3d1dnqwT1lEul3No0bPPPovvfe976OvrY2bzE088Ab1ej83NTdy6dQutra0wGAx48sknsbKywkY6WkHRZPDo6Ajnzp3j3AaXywWfz4eenh7OCMlms5w++uSTT2J1dRUrKyvsHSBNW6lU4gApkpxMTk5ib28Pvb29rAcmZvf6+joTaAiXJhAI0NnZybIzyuwgGREAZoCTDGVjYwMNDQ343ve+h7q6Ouj1eqyvr+PSpUuc/kprMgq7oWaEzO7kA1EqlbztmZyc5FDGk/rQWrq9vR0ejwfRaJT114RQpc0RZRpQV04FXqlUYi727OwslEolBAIBF9okG6HJntlsZp58Op3mdHiBQICVlRWW65GuNhqNwmQycVBiX18fZmdneSVL04x0Oo3u7m4mnS0vLyOdTjPak0gwo6Oj3EjfvHkTRqMRi4uLGBkZgdVq5QnjgwcP2DOUTCZ56pZOp1FXV4fW1lYu0onudPfuXZRKJdbt19TUIBwOo76+HlarFX/xF38Bi8UCp9OJ+/fvY21tDWq1Go2NjdBqtUzuKSsrw8bGBvL5PKqrq5HNZlFWVoavf/3reOaZZzhvIRKJcOimzWaDyWSC2WzGrVu3GMSwubkJuVyOhoYGDAwM4MGDB4hEImhra8Pa2hoMBgNeffVVPPfcc/8qMhaST3q9Xnzyk59EMpmEUCiEw+FgqaRMJuPtAYVmkjSpoqICt27d4oaF/Gxf+MIXuBA/ffo04xaTySSbEglMQX4p0gTrdDqk02nGdsbjcdTX1+PWrVuQSCSQyWTo7u7m4ptSaMnnRWco8AhZSkGFtB2hnJ3+/n42YBJdhs4J2vRWVVXB7/ejrq6OYRcCgYDN22q1GoFAAKurqxgcHGQpAclal5eX8cwzz3BAldPpxI0bN/D8889jdnaW/w7ZbJZxkARRiEajDNXY2NiA0+mExWKByWTCT37yE9TX1+Pq1auQSCTo7e1l0AHRkFKpFMxmM+eNkIytUCiwWZIGPR6P519Fxre/v4/Ozk5oNBr88Ic/hMFgYH8OeSbJJ0QFBG0jzWYzo6Nfe+01OJ1O9noIBAIIBALeQtpsNqyuriIcDsPpdEKr1WJqaoppehsbG3C5XLh8+TLkcjnW19eh1+u5sKZU78HBQfa2kNeGZJs0nW5vb2cKFRHpVlZWsLy8jK6uLty/fx9SqRTLy8tcO/zDP/wDLl++jMnJSQ7JlUqlyOVy6OjoYE8TBVaS/MPv9zMqmgLoBAIBS5xOnz6Nuro67O7uwuPx8MaGKFcEVTAajVhbW8ODBw9gNBr5Tjcajdjc3ITJZMITTzyBBw8e8Ca0uroav/Ebv4EbN25gZmaGN0t1dXUMzVhfX4fH4/kIXtZqteLMmTN4/fXXYbFY2JvodrtPPFgyHA4jkUhgaGiINwL7+/twuVwAHnmKADDAg+Te1ICQpO3Bgwf4wQ9+wAO0yclJ/MIv/ALm5uZQW1uLpqYmNpiXSiXEYjGGQpAseWFhAU6nE729vbxl+cY3voFPfvKTODo64jwprVaL9fV13irv7OwwtdRut3MTQV4L2pTF43E8fPiQ4TMUEEigDMo1EovFWF9fh9vthlgs5r8DeTOz2SzLs8njSKG9ZWVlLD+lQVx9fT2+973voampCUNDQ1hZWeFNOsllqYmhDUhNTQ17l4nIJZFIsLS0hLa2NgYQrKyssLSRfMwkOY9EIpibm+OBNikvyNsyPDyMkZER3L9/H8FgkP2vP+2n7JhYhP8vn+3tbSiVSnz2s59l8gjwyAgbjUZZwkPmFZo+Ep7y1q1bcLvdkEqluHPnDpxO50cSaSUSCYrFIpqbm3H37l3k83lcunSJp7NkAKZAGMK90p85NTXFq8aenh4AwOjoKOx2O6RSKUKhEOrr67GysoLd3V0u9kQiEZqamrC2tga/3w+TycSXTnt7O4et0eqW1vHPPPMMZmZmIBQK8eKLL+Kf/umfsLe3B7VazQYiYpCHw2GW7igUCgQCASYenD59GtFoFKlUirXCW1tb3BBQEjWZLqurqzE7O8vacNockUGJpqvNzc2Ym5vjv+fBwQEneFLB1tfXh4ODA3i9XmxtbbGelrR8wWCQJ1ZEqlpcXMTp06fxxhtv4D/+x/+Ihw8f4vd///eZbPAv9aHn79//+3/PFxcBAerr67loDYVC3KQJhUJ4PB5+KTOZDHp6etg0lkwmodFooFarMTMzg4ODA5w6dQq7u7v4m7/5G3ziE59AXV0dgsEgGhoaeKJBHiSlUol0Os0GtcbGRiwsLLCnZmFhAZlMBh0dHfjKV76C+vp6KJVKDA8P8zpTq9XCYDCgrKyM9fcNDQ2orKxk1K7f72esrN/vRy6Xw4ULFyASiXDjxg1O+/Z4PBwolEgk2JdBGk8KCorFYnA4HDg4OEAymUR1dTWHK5E8ZG9vD06nE+Pj43jzzTfx+c9/nhOaybNDmxW1Wo2dnR2WAjU0NGBlZYVlk5Q8brFYMD4+DrvdjoWFBRweHqKuro4NbSQZ2NzcRFVVFUwmExM7bDYb5ufnUVtbyzkK1Oi/+eab/+LP3+PP4Oc+9zmcPn0awWAQkUiE9et2ux0+nw9+vx9NTU0cIEUbWgo0rKiowKlTpziEbnt7m6eT9LugwoY2bBUVFawfl8lkcLlcrGO32Ww4ODhAIBDACy+8gHA4zN/hzMwMT0iJfpdIJFj21NjYyAGlDocD3d3dmJmZwcjICHp7ezE5Ocn5Q42NjQiHwwwjIBzoBx98gOPjY5w5c4ZpLzQAIMkT5b9Q80QXIRUNfr8fTz75JP7X//pfMJlMuHDhAurr67lJp62q1WplTwaBP2pqajgrRCAQ4Ny5c9jf3+fihKQJ1OR0dHSw2Z6mmmSyrKiowOHhIWPGnU4nkskkbt++jdOnTzP6sqWlBTabDVNTU/iv//W/nujz95//839mrTkZqcmoSaQmSmCn7Rf5VrxeL2pqalgGQt8VpafHYjFUVlaiv7+fN1jAo3uezL/UBNPGjf5n1YfZE0QEUiqVaGlpgVAohFarxfT0NFpaWrgZp7wWmlST5MVisaC6uho6nY7rCLoTt7e30dzcjHfffZdNyFtbW2hpacHY2BjKy8vR1NSE1tZWLC0tMU56Y2MDOzs7kMlk7I9LJpMcbviZz3wG8/Pz0Ov1nAd06tQpHBwc8AY8nU5Dr9ejVCqxWVsoFGJ5eRl7e3sYHh5m8lpLSwu++93volgs4tSpU3j77behUqngdrvxT//0TxgcHIRarUZ3dzd2dnawsLAAm83G6eVLS0s8MCLk6PHxMerr67G2tgaRSMTys5qaGvzFX/zFid3Bn/3sZ3Hu3Dncvn0b7e3tiEajcDqdyHyYLWY2m1kxQRRQIpTR5psGEuRnePbZZ6HX63H16lWk02mYzWaEw2H8yq/8Cv7hH/4BwKNAaZJgEsWUyF/kWdve3mbZYDgcxnPPPYebN2+ir6+PoRWU9UTb952dHWi1WthsNng8HoTDYXR2diIajSISiaCrq4uHum+99Ra+8IUvIJPJYGJiApcvX+ahZGVlJcLhMBvSiewkl8vhdDqxtrYGr9eL5557DplMhgcudNc5HA68/vrrkEgkuHTpEv7qr/4K/+E//AfMz8+zpPqJJ57AwsICywPpDCay4Pz8PMLhMFPp+vr6uN4jEubjFFjKD4pEIkgmk1haWmLkPv3sJPkmTy+pG1555RV0d3ejtbUVX/7yl3+q5+9jyagItWWz2bC2toZ33nnnIyQcIhjRJLZQKLB3IBQKwePxYHh4mMPinnrqKQ6xefbZZzE9PQ2tVosnn3ySGcpEyDCZTMxYJ64zNSpOpxPAIyzg66+/jpmZGc7feOONNziRkqYERJ6QyWSYnZ3Fzs4Oent7mSZBhy1tJ8i8LRaLEQ6HIZPJMD8/j+3tbaysrHAKJGmVPR4PIyvdbjc6OjrYXGu1Wnmydu/ePWQyGQwODjIGkAKnCDU7OTnJ8fI0QadgODIlk7ynq6uLpUZOp5M5zufPn2e9/fDwMIxGI5M16uvrObBqbW0N165d48t5b28PXq8X77//PmKxGPr7+wEAHR0dfFic5IdWnJT9YDabMTY2huXlZbz66qu4evUqr55pAuB0OmEwGNDW1oZEIoHGxkamJdElSsF4Wq0WV69exfDwMOrq6pDNZqFSqVhf73K5cPHiRajVaqytrbH3oLGxEbFYDOl0GrOzs7h+/Tqz5UdHR9Hd3Y3h4WGEw2G89tprXOQTmIAmH2REjEQiWF9fx8OHD7G8vIxYLIa33noLIpEIra2tjOKkA3p/fx9HR0d45ZVX8MMf/hChUIh1oESWoqICAAdsWSwWzM/P48qVKywfI5LL+vo6urq68Du/8ztcPLa2tuLs2bNwu928vaFQy87OTpjNZtaPk1SguroaCwsLXNStr6+jv7+fja2ZD+le9+7dw/j4OA8oKJSM9OItLS0cBEi5Pf8aH4VCgffffx9qtRp2u53Rxq+//jru3r2LYrHI7ydBCfr7+9HZ2clmUyoWS6USkskkAoEAB7IZjUZG0VKWxfz8PJRKJdxuN9ra2tgoSHjCvb09dHd3I5PJIBgMIhqN4vbt26x1npubAwCWW1LKvMFg4FDL4+Nj3LhxA9lsFkNDQ4hEIixLslgsvHmmTUxNTQ3Tep599lmeaPb19cFoNCKfz2N3d5f9dCQF3Nvbw87ODjf21OC+9tpreOqpp9h/dOvWLVy7dg0+nw9Xr17FysoKb8kJTkHIR5KlNjQ0MDGxrq4O4+Pj7PsjCtvOzg6USiVL+Wpqajgbh4YrBoMBzc3NXDAMDg7C7XYzyz+fz8Pj8WB2dvbEn7/HmwWSFNXU1MBkMmFjYwPl5eVobm5Gf38/G6hTqRTq6+vhcrlYj04SDRqM+Xw+qNVqaDQarK6uYn19HWazmT2WhEMeGxvDm2++ifn5eaZeEQCgp6cHbrcbPT09PMlWqVR4+PAhB7Tp9XocHx+zR6u9vR3d3d08XFhbW4NQKEQ8HsfCwgIGBwdRWVnJev9vfetbeO6553DlyhXMz89jdHQUBwcHrF744IMP8M1vfpNlfo8TuEi5QGZzms6+8847XKDt7u7ycOODDz7gQRANEFwuF1wuF9MhKY18enqaC7r/+T//J9PKRCIRPvGJT0Cv12N/fx+f+MQnePs8MjKCv//7v0c+n8fY2BhLynZ2dtDQ0ACxWPz/Y++/oyO/r/N+/JleMBhMwQwwg8EU9F4XwPZdLrlLihSbaYkqFlVs+cRHiZ0T68SRkrgkcXLkFJ0otiwfW1azJIoWRYpluSS3cbkFWCx6H7QZDKYAUzB9Bpj2+2N5b5ZJvt+Qibk6v99v7jk+cWgWLOYz78/73vs8r4c9X8lkks3yk5OT2N3dxcMPP8yUxPtVw8PD+O53vwuDwQC/3w+/34/d3V3e6CwvL6NUKrEn4zOf+Qz7epeWlrC2tsbyNxrQ3rp1Cz/72c+Qy+WwuLgIm80Gu92OO3fucK4YPduUNVEoFJBMJtmgTf83kvvu7u7iv/7X/4q2tjasrKywbP7cuXPo7OzEzMwMnE4nzGYzHA4Htre3ueFdWlqCxWKB1Wrl+9aRI0fQ0dGBSCSCt956C3V1ddwwtLS0YH19HdPT0+jq6mJAEHnrpqamkM/n0dTUhHA4zPQ2Gi4TBOCZZ55BfX09VldXce7cOQSDQVRWVuL48ePQ6/XY2tpCTU0NDh06xHTD1tZW2O12Dlf8xCc+gaGhIc6go0wom82GQ4cOweVyAbj7LvD5fPj7v/97XLp0CQqFgqXelD2neS/TijaBjY2N8Hq9kMlk+O53v4vW1lYsLi5+4GfnQ202Xn/9dSbJkAylv78fTqeTD0C6NJHGrqamhs2eEokEmUwGTz/9NAwGA2ZnZ9HY2Ijz58/D4/HgySef5Et+oVDgxMWKigp+mZE2jQgWlBhOekaisRw9epQ/SJIXtLa2QigUwul0QiQSYXNzE16vF8PDw6ipqUEikWAdNF0WFhcX0dvby0jBXC7HwX/f+c53YDAYoFQqmT28t7cHk8n0Pl8HUYeAu8QKMsE+//zz+MxnPoP29namFBCylMx+UqkUVqsVQqGQ9c9kbDw4OOALIjHUBwYG8MYbb/AUVaVSoaurC9euXcO5c+dw7do13tg8/PDDGB8fh9VqZQxlTU0NYwvj8ThWV1cxNDTEl0haNe7s7KC9vf2+bja+8Y1vYHp6mle2uVyO9ed0qSbuP5lFKYmZSEv3JnKSkYs0qMFgEGNjY7Db7XyAESaPDKGRSATj4+OQSCQYGhrCu+++i46ODiSTSfz0pz/FH/zBHyD6Xuje22+/DblcjtbWVmxsbECv10MsFqOyshKXL19GdXU1BgYGOFOBKBrkC6HPXyqV4umnn8ZLL70EtVoNt9uN5uZmZLNZbG1tsanMbDZDpVIhEonwz3svjQUAPy906VxZWcH29jYaGxvR3NzMhvLq6mpotVp0d3dzyObMzAz8fj/rZdPp9PsIWltbW2htbeWXPMkhCRCh1+uxsbGBuro6rKyssI51c3OTgQ00TaFnbWFhgX8XYrEYjY2NuHPnDkKhEDKZDH75y1/e18nyt7/9bchkMvapkT9sfn4eVqsVtbW1nFVC2FXCd1ZUVOC73/0uPvnJT0Iul+P555/H008/jaWlJRgMBhSLRRw6dAhXr15FOBxGY2MjtFotp2mr1WrMzc0hFouhoqICwWCQ0bG7u7u4dOkSDh06hKNHj2JlZQVdXV0IhULY3NxEVVUVtFot3nnnHRgMBgBgmgqFUhGK2+12vy+gL5FIYGxsDJ/4xCfws5/9DGfOnMHk5CTOnDmDa9eu4ciRI9x03psZ0t3djYODA5br0cu6srISu7u7nGo7ODjIQyrK0qiursbCwgJGRkbYiEyNFUEUaJJMuRqksTabzXjppZfw3HPP4cKFC2hpacHk5CSefvppLC4ucoYGTQzffPNN1NTU4PDhw2hoaOBMA7rIkSSsVCrB5/MxYeyVV17BxYsX7+vz961vfYvPqZaWFjz66KNYXV1lSSEFYZKfjnCx9PdoNBp4vV60tLQgm83iF7/4Bb70pS8xDpskeUqlEsFgEA6HA2NjY7BYLDh9+jR7JulMJKzxN7/5TTz77LO4fPkyent7oVQq8cYbb+C5557DT3/6U26MCNih0+nYe0ByPpKE0tlmMBhw6dIlDA4O8oXvxz/+MRwOB3Z3dzm7SqPRwOVyYXBwENevX2cMfyaTYc8XQS1Ir6/VajE9Pc2gmntzCX7rt34LU1NTMJvNuHLlCjQaDR566CH8zd/8DSorK9HW1sZNWKlU4mTnfD7Pm+tr167hS1/6EoRCIebm5pBKpXDs2DH84he/gMViQUVFBfL5PP83s9ks+z6KxSKjo41GI1555RVUV1ejp6cH0WgUPp8PNpsNAoEA0WgUf/Inf3Lf3sH//J//czgcDsRiMczNzaGtrY3fXbQ9JfN9qVTCI488wk3g008/jevXryMWi0GhUHDYYmtrK+P2BwcH4fF4MDMzg8HBQZjNZly8eJG9F0QCjb4X7ri+vo7Ozk72WRiNRly7dg37+/toamrClStX8OijjzJghTDi2WwWyWQSbrebh8QmkwkDAwOch1RfXw+JRILnn38eOp0O3d3dnLOVzWaxsLCAs2fPYnJyErW1tYySzWazjHKm4Rhd3g0GAy5evIidnR3elrpcLuj1ely+fBl1dXU4evQovF4v4vE41tbWGOhDEQ2UEUJEWIIy9ff3IxaLcSZcbW0tLl++jIODAx7MdnR0wOfzQSKRvO8elc/nsbW1xXEIZC0gRQRRuEhK3traing8joWFBXzjG9/4QM/fh/Js/OIXv4BAIIDD4cDMzAwbe0qlEjweD3f6dJAolUrcvHmTJ2p7e3tIJpN4/fXXUVtbi0gkAoFAAJvNhoODA1y4cAGxWAyf//znIRKJ2JxHkhmiiXR3d7NxXCaTIRQKsYHMZrPxtNrj8WBnZ4fTkQnNS4FtVqsViUSCA2qkUilCoRDS6TS8Xi/S6TQGBwdRVVWFd999F4FAAF1dXTCZTFAoFPjkJz+JQqHAeQoNDQ0wGo3weDxM5iqVSqwZnJ2dxfDwMCKRCGQyGRwOB0ZHR5lSodPp+MJx/fp1mEwmPPLIIxgfH+e0TpvNxknYGo2GSSqVlZVYWlrCCy+88D4NrUqlwvPPP4/Tp0/jl7/8JR577DEkEglcu3YNP/jBD1hOpVarGY1KjOXGxkZ88pOf5AtCd3c3pqam2GR49erV/7OT6/+wnE4nTp48CbfbzWZBh8OB9fV1lhIQXYqSPFtaWhAMBtHV1YWKigrcvHkTHR0dbP6j9WlFRQUuXryI5557DjMzMwiFQpBKpRAKhejr60OpVMLs7CzTMQwGAzKZDDQaDa5du4aGhgb85m/+Jnp6enDjxg1cvnwZVqsVjz76KP76r/+aZRoqlQqFQgHDw8Pw+XxYWFjgz5ESpElHv76+jtbWVlRUVOCdd96BSqXCd77zHf5MKHGVQp4oRJOMebRmJSJPbW0tr7Dj8TgmJyfR1NSEYDCI06dP4+///u8hlUrR19cHABgfH8fOzg6ampowNzeHo0ePYnZ2lhGuLpeLpV/010wmEyYmJgCAww9nZ2d5+tLQ0IC9vT0O45qcnORsB5FIhFgsxtQQShOXy+WcCO/z+eBwOHgy9stf/vK+PoPxeBxvvfUWox+7u7vfl2ZL2OPa2lp0dHQgl8sxpveFF16A2WzGwsIC04/oxUWGP9o40XBma2sLfr+fQRDNzc1MLmtvb+dQU4fDgaeffhrLy8tIJBJIJpMcRjo0NIS1tTV4vV6cPXsWt27dgsFgwAsvvAClUgmbzcZyyZmZGWg0Ghw6dAhra2uM4/3t3/5tHDp0CKurq0gkEjh27BjC4TCOHj2Kra0tlpg6HA6+pG9sbHC+D8lTBgcHMTc3h5/+9Kd45plnYLPZMD09DY1Gg87OTkxOTiISieDmzZt48MEHeYXvdDphMpnYzEkv9IqKCiwtLWF9fR1WqxXRaJSpMMFgEDabDfX19Zifn0cikcArr7yCz372swzGUKvVOHv2LFpbW6HX69mMGQgE2DxMUgTartMW85FHHvmV5BxIJBKYzWakUim89NJLaGpqYrkiTXxJhpdIJPD222+zmZlIena7HefPn8dXv/pVTExMoKmpCRsbG5yDsrOzgxMnTmB+fp6BL5TxcOzYMW5aaDDx8MMPM66Wskm+8pWv4Jvf/CYee+wxNDQ04OWXXwZwN4l5d3eXz3DyJVVXV0On0yEWi2Fzc5PJbPSZ/+IXv4BQKIREImGoxp07d7Czs4NisYjZ2VneDlNoK3mVqDmlsLhQKIR3330Xn/70pxkh+tBDD2F0dBR/+Zd/yanLKpUKYrEY09PTeO655+ByubC1tQWNRsOXL0qmPzg4YORzOBxGKBRiGMKPfvQjnrgHg0E8++yzWFxcxJ07d/DlL3+ZfYJEQpRKpdjd3UU6nUZDQwPkcjmWl5chl8uxtbWF/v5+Dqm9n+V0OtHb28uSeZvNBo/Hg7Gxsf8pH4LgDQDgcDhw+/Zt7O3tYWlpCb29vbBare9Die/t7WF1dRVOpxNWqxX5fB4///nPAdx9lwiFQvYhkYTw2WefxdWrVznp/tq1a1heXsaZM2ews7ODkydPQiwWw+VycdjynTt30N/fz76XdDoNp9MJvV4PjUYDv9/P8CL671Dw8fr6Op+XTU1NUKlUnFuzs7PD8AOPxwO5XI6FhQWkUil+F9y+fRsymQxyuZzDKymAlwBMpJYhLHo+n2c/E223aIve29sL4K7q6Pz58xyRkEql4HQ6cXBwALPZjFdeeQXPPfccQqEQuru7ce3aNdTX16OlpYVtCHV1dWySpxyOEydOsP+TTOHUiFOD90HrQ202BgcH8cd//Mf8C2xoaMDMzAzq6uqg0WgQi8X4i+1yudhMRcaqdDqNW7du4bOf/Sxu3ryJ6upqdHV18QN15MgRLC0t8RS2o6MD6+vr7yMlEcVGLBYjEolwOjKtQE+ePIkXXngBRqMRzz33HG7dusVdmslkYjQsdaPd3d2MbYu+F81Okod3330XLS0tsFgsPB0kszSlU5Ixj0zEsVgMx48f5ykfIXRJK09Tb8LFrays4Itf/CL+1b/6VxgeHoZAIMDAwADLp06dOgWPx4P+/n6+0JBOnC7dFDZI+QP5fB4HBwes4Tt37hybIC0WC1577TW0trZCIpEgmUzC4/GgpqYGSqWSaSbUNXs8HnR2dqK7u5szGBYWFvjPeD83G//6X/9rphyRDKWpqQmnT5/G6Ogo67jJZB8IBHjL4XK50N3djSNHjsDpdPL01m63Q6/X491338WZM2cA3G2qu7q6uDGgtT7lmywsLEChUPAFmMLYlpeX0d7eDoFAgF/+8pf4d//u3yGfz+N73/sennnmGdbQE0J6ZWUFra2tvG0gZGxXVxdnhhgMBqysrMBoNOL111/H6dOn0dnZiXfffRf9/f2YmJiA0WhETU0Nf+6kiSauOG2+8vk84vE4B0LSBb+5uZmzc8gnsLm5yZeGo0ePcp4EUTZI302+IPoZ29ra+EJGycJKpRLr6+u8ERgeHmYUaaFQgNfrZakOAJaWUWin2+1GZWUla3LpcxYKhfgv/+W/3NfJ8j/5J/8ESqUSnZ2dWFxchNFo5AyTmpoaXl9TQJPZbEZHRwdjO0UiEcua9vf3UV1djZWVFcYcLy4uQqvV8hSaMh4IdACAp080FXa5XDwZpgb7yJEjnO7b1dWFkydPYmlpieUy+XweGxsbiEajKBQKkMvlDBigzRVlDo2OjuL06dNwOp1YWlpCRUUFo1Pz+TyOHDmCy5cv49ChQ5ibm8ODDz6IN998ky8ltGF2uVzY2dlhHXNzczOHqwYCASaxZLNZxv7SlttoNPLFllCqdIYqFAqUSiU4nU7W+6+srKCpqYm3NkajEYuLi3A4HAiFQjw8WV1dZSyrRqPByZMnIRKJ2CRPsjc6Jzc3N9HZ2QmFQoGpqSn89V//9X19/n7v934P2WwWZ8+exbe+9S0Ui0UMDQ3BYDAgn8+z5IRw34VCAe3t7czDJ5Tx8vIyurq60NbWhm9/+9v4whe+gL29PUxMTCCXy+H06dMIhUK8ZZienuagQDqn1tbWUF1dDYfDAa1WC7FYzJ4aurhcunQJVquVaWLnzp3Diy++iCeeeALj4+MAwACBmpoahEIheL1eNDU1oba2lgdKFy9exObmJjo6OrC4uMiexvb2dgBg7yhwV8pHnkMiGRUKBUQiEaRSKZ5qz87O4vjx4xCJRKzPJ9AGNbqJRIK9Q9T0VFdX83OpUCiY6vP2229zuvvm5iYaGxshkUigVqtRU1PDNDVSSJw9e5azhkwmE/8ciUQCmvdiBYrFIgQCAUv6tFotAoEAXn31VXz5y1/GlStX8Jd/+Zf37R387W9/G+Pj4zh9+jTy+TyWlpYQDodx9uxZTE1NsdeE4BLUwKpUKoyPj3OGGE36Nzc3YTKZsLGxgfb2dgwMDMDpdGJtbQ319fWYm5tjObRMJsPW1haAu+hcuvy3tLRw9g35f8no/Pjjj7NqZXt7G5FIhOMQZDIZE02LxSJ2dnZY7lQsFrG4uIh8Po9HHnkEb7zxBnQ6HSorK9HV1YWZmRn4fD6GGJ08eRILCwscjqnX61FRUcHIbvr3nTx5Ent7e1heXkZTUxNvFK1WK0cudHV1we/34+bNm/zfo2aI3t8CgYBln+vr63C73Uyq6+/vh8vlQjQaZQDE5OQkRCIRnnjiCYyNjbE8mRD6MpmMf3dbW1sM/KCMDpPJxGeuUqlEe3s7e7W+/vWvf6Dn70M1G//oH/0jyGQyeL1eNnMtLi6yHtJkMmFzcxNyuRy9vb1MSUqn0+jo6GAa0/7+Pnp6ejA+Po7+/n6m8DQ3N2NjY4M3Ij09PXyxIYwmue6JFERf0La2Nuzv77M35MiRI3zhuXPnDp544gn+uQuFAmKxGLq6unj6MzExgf39fRw5coT58Q0NDZiammLt6e3bt2EwGCCVSjEzM4OmpiZOezabzbBYLLhx4wYEAgFqamoQjUZ5/UmTZzJXBgIB1NXVcWcZDAaZXU/Egtu3b6Ovrw/t7e3Y29vD3Nwc8+QJ8ZbNZjloyuFwQKlUoqWlBTdv3mSPyMMPP4w33niDV87kdzh//jzC4TAcDgcHHUXfC1dUKpVQq9UsMSJi0sjICKRSKZxOJ2ZmZnD+/Pn7dtA9++yzHJyTyWTw1ltvobq6mlNfA4EAm6+VSiU3HfT5+f1+KJVKTE9Pw2QyYW5uDh0dHSxZ++EPf4jjx48zNYcSYovFIvx+P1/o5+fn0dfXh9OnTyMWi+GVV16BWCzG0NAQxsfH8dRTT3GwEyWL02RibW0NDzzwAP9+iatOHHuFQoErV65AJpPh0KFDkEgkaG1tRS6Xw8LCAqeO0oX03nCjtbU19Pb2wu/3s2yroqKCpyG9vb3weDxskmtsbMSlS5cgFouZXiOXyznoS6PR4I033sD6+jq+8IUvsJxvZ2eHjZ4dHR08iaTpOK11Ozs7EQgE+HtHen1qkiwWC6qrq7GxsQGn08nUGwD8Qqa0U5rkf+ITn8Df/M3fwG63Y2NjA//23/7b+3rZ++IXv4iZmRl89atf5RfV0tISstks47INBgPm5ubgdDpZIz8/P4/jx4/DYDBgf38fk5OTTEujc43IdBTqV1lZyRNDv9+PY8eO4cSJE5ibm8OtW7dYGkVbvK2tLZw6dQpvvfUWY0+bm5vx05/+FJWVlQxOGBgYwGuvvYZ8Po+zZ8/C5XKxfJMwnrlcDv39/Tg4OMDCwgJ2d3cxMjKCQCCA0dFRDA8PY2xsDGfOnEF9fT3W19dRKpV4W7yyssJDI8ogomZ1YmKCG/nHHnsMr7zyCrq7u+H3+6FSqRAMBpHNZlmeOzw8jFAoxJQgGvpQyCX5n5LJJNbW1qDVamE2mxmHqdFo8Mgjj8DpdPJ/98aNG2htbYVarcbCwgKkUinjiGkwRmCQ5eVl9PT0oKOjAz/+8Y9RU1ODlpYW3Lp1Cy+88MJ9ff7+4A/+gLNtDg4OGEBA2E/a+FB2QzKZhEgkgsfjQT6fh9Fo5IaTkJw/+tGPcPjwYdTU1PCWfnh4mMlydCmjjSs1zTT8Av571oTRaMTS0hIymQy6u7vh8/lw5MgRBAIBpgCRZGV5eRktLS0sPyQ0LAEuLBYLHA4HCoUCLl68iGeffRYqlQp37tyBXC7H2toaAKCtrQ0/+clPsL6+jieffBIej4cHFQC4mabhBwCk02mMjIwgHA7jypUr/M42Go3Y3t7Gxz72MbzyyisQCoXo7+/H+vo6stks04dI8x6LxVibT7SyGzduMLYVuEsENJvNGB0dxcjICLa3tzl/gnxdS0tLrHYIBAKcc7C1tYWdnR0MDAzg+9//Pl/k9/f3cfz4cbz88sv49re/fd/ewT/60Y8Qj8fx4osvsvSTLqL19fWc/0ESePIB3bp1iz1kpKAQCAQ8JP2N3/gNeDwevPPOOwwQ2tjYQEtLCxwOB9xuN3K5HNrb2yGVSrG4uMihnW1tbTwoIzT+ysoKTCYTKisrMT8/j3A4jMHBQUgkErz99tuwWCzcjJPqhoYVlJNEvkFCKAcCAWi1WiwvL7MRnhoTGt60tbUhFApxHAP9d8jEPTk5+b64AQpLJdJjLpeD2WzGrVu3GJZBxCfC2dIAkaIXSBJOIJhoNIqRkREOIybfE4VIzs/Pw+FwoLW1FQ6HAysrK4yZp6Ysn89jeHiYvSnU6E5NTeHEiRN49dVX0dHRAY1Ggz/90z/9h282Pv7xj+PUqVP8ZVtZWUE2m2X+LxnnNBoN2tvbOdiEWOrEwC4UCjCbzRgbG+NJel9fH2NtKXGUjDU0kZfL5VhZWWHiEAA+AIaHh7G3tweXy4Xh4WFsbW1xcA4AjIyMIBgMwuv1QiqVsh5va2sLVVVVMBqN2N3dRSwW41UupcdKpVIMDQ3hd3/3d9He3o4vf/nL+Nu//VvU19fjkUce4VAih8OBzc1NDAwMoFAo8OQ9EAhwc0Ix9yQfoGTRdDrNYVUnT55EKBTC0tISDh8+jImJifclQheLRajVao6Wz2QyuHDhAgqFAp588kmMjo5CoVBwGBX9/onmodPpMD8/jwceeADz8/NIpVKIxWLo7+/nQ5DQuUTS+cxnPoNvfvObbNrVarVIJpP4sz/7s/t20H384x9HdXU1Tpw4gdHRUdjtdpZXVFRU8LRrf3+f9exkrCITmMvlQltbG65cuYIHHniALy5vvfUWGhsbcfbsWSwuLkIoFEKhUGB+fp4RhGq1Gm1tbeyfIdqSRqPh50ytVvPFnRjjL774Isu1iFZlt9t5Q0gyAJo4kwaVJEZLS0uoq6tDe3s7c8JdLhcUCgWOHTvGeQZNTU24ffs2B5rRGlatVvPFlbI3qOmnw3BsbAw6nY7XumSap8TlbDaL/f19xGIxzohJJpMolUqc2zE4OIjd3V3Wz4fDYdaSP/744/D5fEyZ+d73vof+/n4cP34cy8vLjKCuq6tDdXU1otEodDodamtrsbKyglgshvb2dqZ8UW7Kv/k3/+a+Xvb+9E//lEkwJMMhUIBAIOCtS2VlJba2tiCVSvH444/D7XZz8u3Ozg5PptLpNFpbW+Hz+RjbSZuRp59+Gtvb29ja2uJcBSLmkRyGkJkejwePPfYYvvvd76KrqwuVlZUIh8NMcwqHw/y5U+YAmak1Gg2brknrv7CwgOrqag74fPHFF3Hy5EnE43HW2l+4cIH/2uLiIm9caYrc0dHBsoBUKgWRSMSyL6lUiunpaTz55JNIp9PQ6/WctvzEE0/gxz/+MT796U/jL//yL3Hs2DFOB1Yqlew5i8Vi/LxSPsvrr7+OlpYWRKNRfPzjH8f169fxyCOP4Nq1a1AqlZibm8PLL7+Ml19+GRKJBGNjY0in09jb24NIJOKNGW0CbDYbp+/K5XImIwoEAty5c4cBJPeThqZQKDiTolAowGaz8SU1l8txHhI9jxqNhpO2xWIxDzGCwSA2NzfR3d3N6eOJRAJPPPEELl26BJ1Ox5tdg8GAYDCI+vp6vsARxSuXy7FSoLm5GfF4nM/kra0tDvElMzV5ciiz6+DgAHNzcwgGg/w5WiwWqFQqvPXWW7Db7ejt7cXCwgJGR0fx4IMP8vlLFzW73Q6tVssKBPJNERmJQCo6nQ6lUgnT09Ow2+1sGqdL/I0bN/iM29zcRDKZZPDAwMAAvF4v56wQolyj0TCQo7W1FXV1dXC5XKipqeF08rm5OVRWVuLw4cMYHR1leuJDDz0Er9eLUqkEi8XCflKj0cjDH8Ltr62tccYVGer39/fx7//9v79v7+DnnnuO716Dg4PsezWZTDhy5Ahu3LjB2zPCxj766KPwer3cdAwODvLGk9DzXV1diEQi/Jk1NDTgtddeYy8sNS+pVIozr+isJb8XDQJJei+Xy1lGX1tbi7W1NZZe0raUlDLRaJTpgIRJ3t3dxbFjx1BRUcG+MfIiOxwONDY2siRPoVBgfX2dqZ70bABgciOBDpRKJc6dO8fSMXp/PvLII1hYWMDOzg5vK1999VUe5Gvey6KrrKyEUqnExsYGxGIxI5D9fj+sVit/Byh9/dFHH8Xf/u3fQqFQYGBgAAaDAWNjYzh+/Dj7UG/evAm73Y7m5makUineGhO4KB6P4+jRo/B4PGhra4NOp2Nz/uc///l/eBqVwWDgHAqfz8ex6NPT0wDuOtx7e3s5iXhkZAR9fX3QaDQIhUKIx+M4efIkPvWpTyGTyeDRRx/FysoKh/cQI/2FF15g1BYladMlzmKx4Mknn4RCoeDLSV9fH/b29vDEE08AAMbGxlgGpFAocP36dZjNZpbRkN4sFothYGAACoUCbrebjd+BQADNzc1oa2tjHeHi4iL++I//GPX19XjzzTfx9NNPY21tDdPT04jH4xgYGIBOp4NareaV7+7uLm7duvU+HCsha2/cuAGVSoWHHnoIwWAQ7e3tUCgUzG4mBjxFyzc0NCCXy8Fut2N4eBjFYhG3bt3C1atXsb6+joGBAfT29iIajSIajTKR6fjx4yiVSvw7JGMWYVVJg0iBiFeuXMHS0hI8Hg9/wYvFIn70ox/BarXCZDIxpYYmR/er6urq4PP5cPv2bQwODqK9vR1HjhyBTqdjWQl1+ZQG6/P5mPBEmRKa9zCEBwcH2N7eZoZ0T08P7ty5g6qqKmQyGcZcDg4OsqzD7/cjEolwYM/6+jpu3ryJ2tpaCAQCTgm3Wq1YWFjAtWvXYLFY0NPTg0OHDuHVV1/F8vIyP6OE+qMtWSKRwN7eHjo7O9HY2Ih4PI5PfOITnMqby+UYr0qaUJKBbGxsoKGhgcPvKHhsaWmJSSkymYzDJy0WC6ampiASifBbv/VbLGFIJpPIZrP4wQ9+wDKdzc1NNjLK5XJ4vV7cunULe3t7aGlpwRe/+EU0NzfDZrNheXkZ29vbGB8fRzQaBQB8+9vf5m3bu+++i/b2djZP+v1+ng7t7OywF4Y+r5qaGg4GpWbv4OAAU1NT9/X5A4DV1VXkcjn09vaiuroapVIJk5OTkEgkfDhXVlZidXWVG4LLly+jWCyipqaGUc0SiQQtLS2QyWTY3t7m5GTKPBEKhbh9+zb7QYieRsMFugwD/z3V98aNG/jc5z7HUqXTp08jGAyio6MDx48fx7Vr1zA9Pc3a+56eHlgslvfpocPhMJ+rXq8Xo6OjCAaDeOaZZ/j8eumllxAKhfDMM89geXkZFouFhyCFQoGndbOzs/xusFgsnGUQiUTQ29uLX/u1X8OdO3dw4sQJ3i4MDw/jr/7qr3Dy5En2ranVajY4HxwcsEnbZrPxdzsajSKRSHBzRMQapVKJ119/nWV4arUaf/AHf4C/+7u/w/Xr1yESiTA1NYVkMskJ9fl8ntPgAXAzpFKpkM/n0dbWBqfTiV/7tV+778/fY489BrVajaNHj6KhoYG3lx6Ph7c2s7Oz+MUvfoGpqSnI5XIcHBzg7NmzUKvVbPSkzXhLSwvOnz+Pra0teL1e1NbW4p133sGJEycgEokYGkKhpcBd6mM2m0U8HodKpUJ/fz8HopK3hTTs4XAYSqUSfX19kEgkODg44Ka3UCjA5XIhFouht7cXjz76KDo6OiAQCHjSTKSx8fFxyOVyWCwWFItFbG9vo7a2FsFgEIcPH2YZZmVlJWQyGQesUSAphfJ6vV5WSly9epXvJQQ28Pv9OHXqFGKx2PvOS9q0VVdXo729HbW1tbDZbGw8pyk/BfoRfOCHP/whHn74YXzta1+DXq/HwsICampqIBQK0d3djfPnz2N+fh4ikYhVHTKZjGW0pN+npG1q3unyfr+JaDSQy2Qy/P05efIkv5coo0smk+HXf/3X0dzczBSqGzdu8LbsnXfegVKpZAXCjRs3cP36dQbTkNeAABO0KSWz9crKCjfHpEKg4Q6pSlKpFPr6+mCxWBhCQZtbu92OBx98EGazmQNNKcuCNoQEFyIvMOHam5ubEQqFEIlEeGgjFosRDAahVquRTqdZfkRwk0gkwoG3xWIR/+k//Scm5cnlcjz22GPso/jYxz4GiUSCiYkJHD16FAaDAX19fQzxIAJVS0sL2tvbEY/HMTY2BqFQiEwmg5GREV4I9Pf34/bt23A4HOyrOnv2LM6cOQOZTIZgMAixWIzu7m5W7Ozs7PDWRa1W81YkGAyyn+X555/Ha6+9xnjsD1Ifqtkwm80olUpIJBJsLG5ra8Nv/dZvIZlMIhwOo6qqiv0Kr776Kq5fv84d6O7uLtbW1vDtb38bly5dwksvvYS+vj5sb29jamqKjVaVlZVQq9Vsol1ZWWENHoVREQazurqaE2yff/55+P1+fhGbTCaEw2H8/u//PuP8aLV8cHAAk8nEF0YA/KIVi8WYmJiAx+PB8ePHeY1PASkUDjQ4OIj19XWmM2xtbaGyshI9PT1smKTgINLPh8NhNDU1QaFQoKqqChcvXuRVfV9fHzo6OjA5OcnYUrPZjMHBQej1ejQ1NWFychIzMzNM/qKmLBQKwe12Y2NjgxuCSCQCl8sFrVYLl8uFZ599FhcuXMD09DQcDge2trbQ1tbGF3I6qCmduVgsorm5GV1dXbwxkEgkiMVifJG6n3Xu3Dn2lly9ehXBYJCzRXQ6HQ4dOoS+vj4YjUamhJEG8+DggP04tK1qb2/nS15fXx+HTpEBHwBvcDKZDEsPcrkcB5kFAgG+JOfzeVgsFmSzWbz44oscHtnQ0MCfDQECpqammPak0Wh4sjU0NMTrZcpPWVpaQk1NDTQaDfs7rl69CpVKhdraWpw7d46DuzKZDIRCIUwmE/b39wHc9UC4XC6IxWIOLbPb7VAqlejo6MDe3h52d3eh0+kwPDyMT37ykxAIBIwVpYsuGU/lcjna29tRU1OD7e1tfrkmk0kEg0H09PSgvr4efX19aGhogNls5meL/EvUVO3t7cFqtXIAEgVJ6vV67O/vY2Njg4MPU6kUa+2lUil+/dd//b4+f8BdSdDe3h5efvllbgwo4LOiooJDOGUyGae5lkolLC8vM3Izn8+z6ZAm0fRd17yHM/zYxz7Gzy/hTelFTRO0o0ePQiaTcUI2mTY//elP47XXXsPo6Ch7rYLBIIaHh9HZ2Yne3l5ks1mMj48jEAhAIpFwCGFlZSX7fWhA0tHRwbkiNOwJBALY2tpCY2Mj5ufn8dRTT3HgWzKZZGykSqXCzs4OxsbGUCwW0d/fj4GBAc6G0ev1jE9MJpN8CZuammK+vc/nY8AAXSiz2SybiKk5MJvNjFdeXV3FysoKXnjhBYhEIly/fh1PP/00HnzwQahUKgwODsJisXBWCZHc9vf3GWtcKBQwNzeH8+fP49q1a4z3vHPnDnK5HDfS97OuX7+OQqGA+fl5OJ1OlnZ0d3czTEGtVjMak6ht6XQa1dXVjKS/ceMGAoEA7HY7Dh8+DLlcjjNnzqBQKDCmlTyRu7u7PPUlep1er+fn+sKFCwiHw4xuvXnzJl8YCVmaSCR4IES5GXQBoy1VJpNBoVDgu4JcLmfsZ0dHB5xOJ4C7Kfa0ebDb7ewPpXObJMfA3TuAUChEMplkbHp3dzeqqqrQ29vL5MVwOIzx8XHo9XqMj4/DbrfztNzlcvE9gbCltOWlCX0wGOShFw3iKisr0dDQgAsXLmBjYwMDAwN8t/F6vaiurobVagUAfp80NTXBZDKhtraWN0E2mw2Li4uora3lrB29Xs+p3fezSDZcX1+P/v5+9iJIpVLk83l+3kg2Tls2oVDIf246QwuFAjKZDEMnCGSh1WoxOjqKQqHAZLvGxkZ0dXWhoaGBh2v0PAF3N5BVVVWoqqrC2toao5lff/11FItFXL9+HSMjI2hubmaZ3htvvIGVlRUeNNDmgN67drudz8CdnR0mQVG4rkgkYt8a+R5o+0bUSdraU/Aw+U8kEgk3/SRDbWxs5J+VFEIDAwPo6upCNBrlrevW1hbW19cRj8exvr6OyclJhjgQ7Y3w9QQhCYfD8Hq9cDgcuH79Ot8RALAP9uDgAA0NDfxzUgC3xWLhbTk1YAqFgt9RH7Q+FI1qaWkJOp2OLyKdnZ3w+XyYm5tjo2xlZSXa29uRTCaxt7eHzc1NzM7OwmKxoKqqCm+88QYcDgc+97nPYWZmhk3Nm5ubmJycRGtrK6O71tfXUVdXxxNeIjy0tbWxL6FYLKKzsxOXLl2CwWDAqVOnmIZD/hGRSIRQKMQR7Hq9Ho2NjYzCI4RnJBJhn4RCoWBTFl02CYtot9uxs7ODyspKiMVirKyssH46lUoBuLtuo1UaGTyJcZzP59HS0sL6ONLfptNpuN1uDushNOvNmzeRzWZRW1vL032aMJPZl17G09PTGBkZgcvlwsjICK5cuYKnn34amUwGzz//PE/rnE4npFIpJ/WSbMVoNPLEnzp2mk6Nj49zAA9Ju+5nvf3221CpVDh27BgfcJQxMTs7y+jOaDSKYDCI6upqvvwnk0nU1tYimUwin8/Dbrfj8uXLOH36NGQyGUuVLBYLGyxpckfTLzLZK5VK/gxsNhva2tqwubmJvb09dHR0IJPJYH9/H7dv30ZnZycnJIvFYt64hMNhxtbRNJ/MhcFgEGazGUKhkJ85CjFaWlrC4OAgm3gTiQTTU+6VZVVWVkKlUqGhoQEWi4XJKKFQCHK5nA+zYrGIvr4+nD9/HtlsFqVSCWNjY+zrODg4gM1mg8vlgsvlQktLCzPfFQoFDg4O4PF4mDBD/i1q6tPpNEuA1Go1nE4nxGIxhoeHsb6+Dr1ej1AoxBselUqFWCyG3d1dxghubGzAZrNBrVZjfX0dQqGQL+z3u+7cuYNPfepT7BWanJzE8PAwFhYWMDExgcHBQTQ2NmJ3dxeZTAb5fJ5fmna7nb/bkUgEL7/8Mn++dXV12N7e5sZ5a2sLq6urOHToEMt2qAEzmUysDaawslQqxVNiAHjyyScxOTmJxsZGHsBUVFQgGo0ycriuro59GgT2yOVy7M0huALJBA4dOsS65Oeeew7T09NQqVSwWq149dVX+fwg2ev29jZfrkKhEL+gw+EwVlZWcPLkSTidTszPz8NgMKC9vR3nz59HR0cH/H4/2traWCbrdruhVqu5uSe9POEuk8kkvv/976OhoYEHVqVSCY8//jgikQi6u7uxvLyMN954gwcsVKlUCvX19ZyWTn4qev4eeOAB9ic2Nzdje3sbyWSSJWf3s5qamph4lEgkcPbsWX6nTUxMcIYBvdfId+J2u6HRaNDd3Y2xsTHGB5OciQyrFFBGsrFSqYRwOMxNCMloKysrEYlEeJO3vb0NlUrFNCiS4hKinhLfU6kUQqEQZDIZbt68iYaGBh7+UZI2YVSJqEWT8aamJpw8eRJ/9md/hlOnTmF5eRkDAwP8HiM/IuVlhUIh+Hw+Tn6m7xiddQ888ACTgIrFIo4fP46/+qu/4sERSW2qq6vR1taG119/HU6nE/X19SzR3d7eRjgcZuoeBe75/X5cvnyZN3PT09OQy+UsSSMv3UMPPYTJyUke/s3NzbEEljYnBK4JBAKoqqpiT8T+/v59bzaoedLr9fy5KZVKRCIRbG1t8cU7m82iUChw8wcAOzs7uHHjBg4dOsQNGfm1iEx16NAhyGQy+P1+DqokOVAoFIJIJGISJw0EiYxGSOJisYhMJoOKigpoNBp+3wJgyd4jjzzCIYFk4KeMFQoKJXm7RqNhENHy8jI0Gg0mJibwzDPPMHmQvCtkphaLxbhz5w6y2SwDT4xGI4MTrFYrfD4ffD4fenp62GKg1WpRKBTQ2NiI1tZWvP3221hdXYVWq2UwRTgcRjabZc8VAV1o20Im+o6ODh7yPfHEEwyyoe/0vf4OOtMqKyt5kEBeQpFIhIODA4yPj+PBBx9kmioRDz9ofahmw2KxMHd9YmICkUgEQ0NDzC2mVfX58+eRz+dZ60jrH6PRyBxl0rHRFoQmKRMTE+jt7UU6ncZDDz2EYrHIGDJKTpyZmYFKpeKpSywW4ynUiRMnIBaLcebMGSb1kOEwn8+zsdxisbA+jzI1VCoVzp07x82PVCrlADkAbIK6dOkSBAIBJBIJHn/8cbz11luc9h0IBFBdXQ2VSgWBQACr1cq4PZLBRCIRNskJBAIsLCyw/p+S1OmhaWtrY48LJTwCYE/M3NwcLBYLpzjncjlMT09zcNjQ0BAmJiZQWVnJBnCNRsN/z8DAAAKBAOupSfdL+D0KoEun01CpVBgdHcWhQ4d4anY/i15yxH/2eDycT0JTDgrioy+UQCBAdXU1TCYTQqEQhxVS4vDe3h6GhoawuLiI7e1tjI6Oorm5GTqdDvv7+zxdra+vZy+IRCLhBs3hcGBychJDQ0PIZrPw+XyIRCJoaGhgnTFN6q1WK8sLaEsQfS/pWy6XI5PJQCaTMZVsaWmJ01eNRiNP7uhzzufz/FKnZ5jws/X19aiqqkI6nWbsp0KhgMFgwOTkJLLZLFpbWyEQCPjiTlOKjY0N9PX18VTv4OAAfX19EAqFrIFWKBQwm82or69notH4+Dh0Oh2blQFALpfjkUceQT6fx2uvvYZsNouamhoGL4TDYXR1deHGjRuIRCIsCTo4OEBjYyNisRh8Ph/a29thNptRLBZ5kOH1eu/r8wcAZ86c4fRWIjEplUo0NTVxGBLJNwmpmclkYLVaOTDRaDRygxGLxWAymTgv5MEHH8Tu7i62trZYLkYSQNpAVldXIxAIwOPxIJVKQSAQQCAQ4NChQ7xdLRaL+OxnP4s7d+5Ao9GgpqYG9fX12Nvbw+Li4vuyBwhvrNVqMTc3h6WlJU7szefzHH41NTXFjbRQKOSNBIE9jh07xs2h1+uF3W4HcHdjTNhz8hGQ+XV/fx92u5010iaTidG+58+fx/DwMMMT4vE4ALzvOaeLokQi4YwTIv+QtIq2a5ubm5xVUFdXx4na9PdROjEZMcm/lk6nkc1m0dLSwn9m2ujc70okEjh06BA3kAaDgQPFpFIpSqUSb15pmEHht+l0GrOzs9xQOJ1Ozrz55Cc/CbFYjN7eXh5gEY2LAARVVVVobGxkmSUFz2azWRwcHPB2sr6+HoFAAJubmygUCowfTafTHM5IOU0mk4mbEJIP1tfX80AhEAhgZ2cHXq8XAwMDjG0Oh8OcaxWNRrk5pEtdIBBARUUFzp07x5NpehZqa2sxOjrKieiEJnU6nTh27BhSqRR8Ph97YwhRSgMg2v7t7e2x74k8niMjI9ja2kJdXR2/r8g32dLSgu3tbfz5n/85hoaGOIgunU5zVgVBQkhBcm/S+97eHvsEtre3EY/HcerUqfv6/J0/fx5arZZDJGm4SptyUnSIRCJIJBJEo1FuXIG7xFGpVMrm76GhIWxubkKtVnNw8H/7b/8NfX19CAQCbMSn7zyF/NFnp9VqoVarsby8jHfffZezfXZ3d9HY2MhbK5lMhqNHj/LAPJVKMWp5bW0Ne3t7/P+nYFYC45CcbXp6GocPH0Ymk+EBtlarxdLSEjeBFLxMgxaHw4F0Oo1wOIzt7W1UVFSguroaLS0t7/NZCgQCBvIYDAY4nU6USiUOIU4kEpyFQfdmajoMBgM3/AB4G5bNZvmuLJPJMDU1xcoJ8hbv7u7yd5i25JWVldjY2MCtW7eYlkmN97vvvsv/7hs3buDw4cMf+Nn5UDKqUqmE4eFheL1eDm2iizjxgInTTZfdpqYmPPTQQ0wMIdzZpUuXWC+seQ9tW1VVhdOnT6NQKEClUvHLVKlUcgCMzWaD2WzmA3VgYACa9zBx9KIzm81YXV3lKQKlrdJmgCQEdDEA/jvHuaqqikPF5ufnGY0YjUYxOzuL1dVVlikNDAxgf3+fJ5fxeBz9/f0QCAQsk4pEIohGo1AqlYhGo3C5XFheXobX68Xu7i4MBgMfsK2trUzxoRfn/v4+6urqUCgU0NLSgpqaGj5UxWIxBAIBVldXEQgEEH0v/Vwul/NLnOQQoVAI2WwWvb29bOy12+1sPCItZDKZ5M+bUt7r6+thMBigUqngcDjY/LqxsfFhHp//65LL5RCLxVhbW0MqlWIyTVNTE5RKJRwOBzcaRqMRGo0GHo8Hc3NzkEgkyGaz0Ov18Hq90Ov1+MxnPsO+AYPBwE0U6bWpoRGJREilUpwnEIlEOHuEAqmoQTt8+DCamppgt9v5ZUWSkeh7Cc+xWIy3ZYlEgrdgNNmgSZ1CoYBCocCZM2ewubmJfD7P27hSqYSpqSmmV5AumUhViUSCkc9SqRQmkwldXV3QarXo6upiQtfIyAhMJhOamppQKpVw7do1Dmqila1IJMLq6ipisRhTjWpra9lQXiwW+cVA63/SNAN3Ne800RIIBKxvJr76nTt3uOGpqKjgFzX5RHp6etDe3g6/38/nDZF17ndRUBhtqHZ3dxntDYClhqVSCZlMBlKpFFVVVRwkSY0vSZ7S6TTMZjNMJhN6e3sxNTXF0jLKlVAoFNwYUwNdKBQ4YLG2tpYpee3t7dzQrq2tYWlpicNFV1ZWAIAv0DQdVyqV2N7exszMDF/oiey3vb3NjUgqlUIgEODAQtquyWQyDAwM8AWXLp6krc9mswwkoMaMNuRGoxF7e3vIZDJsyJ2cnEQ4HEZraytfbCsrK2EwGOBwONiYrNPpeFhFL3KRSASDwYB0Oo18Po9IJMLUtp6eHuzs7HDIbCKRgFwux8DAAADwJYp014SNJb/b/Pw8otEo59RQOOL9rLm5OfaJ1dfX858tmUzCbDajtbWV36WVlZWIxWLcBKdSKf779/f3YTQaUSwW3xfK2d7ezs+SQqHArVu3sLi4yAQqkvcSOpMukcDdCyf5BWUyGWdXbWxsIBAIYGpqCtH3so2o+aAzmZp38r3R/06aeIfDwd+F9vZ2hsvQxo7ki0KhkGlYarWa5d10kSN638c//nHO1yIwh1gshslkgt1uR7FYZC9SOByG0+lkSEYoFMLa2hrLVMhT6XA4GN2fyWSgVCp5g11TU8OT44ceegi1tbWwWq08MFleXmbZMvm/KF/IarWira2NU7glEgm2t7c/cijB/6o0Gg2kUimuX78OtVqNEydO8B2Egvy0Wi1vFin0kLyihEwluQ4NYABAIpFgbm4Oer0eu7u7CIfD/PnW19ejubmZh41EiNza2mJ6l1arxcrKCvR6PU6cOMGD26GhIW70kskkampqON9lfX2d8chbW1v8XiZpukQi4aZwaGiIM3aIrkoI3lKpxEPMTCbDCHjKNxKLxaioqMDBwQHcbjdnaq2trcFms/E9cnx8HBqNhu989OzQYIq2SSS7I4peZWUl+vv7OWPI7/ezb5fQw8DdRsRiseDcuXO4desW+5IoLySdTmNxcZFBRiRVn5ubg0qlgsFgQCKRQGtrK8xm8/s2xP+7+lCbDZlMBrfbja6uLthsNqyvryOZTLIxkjqoeDwOkUgE4K6ciMy0crkc2WwWzc3NHCSXyWSQy+U4HZg6QQrLIdpFqVRifJ7VaoXRaITZbMb+/j66urqwtbUFuVyOdDoNg8GAtbU1tLe3c5dKF/+6ujq43W7OTDAajTz1Ic1o9D1kLa17iXjQ0tLCmQEkLcrlcpxgrlQqsbOzg83NTVitVl6N0QU+EolAKpWiubkZcrmcpUqkO9ze3sbg4CAmJyeh1WphtVohl8uxsbHB+Rq0gstms7yloe6WmoW2tjYOFpyZmYHZbIbVamXah1AohNVqhVgsZtkEJZ6TMc5oNEKv1yOdTkMgEPCkmnJDUqkUdDrdh3l8/q+LDu+Ghgb+fdlsNj5s9vb2WOe6t7eHXC6HmpoaNoyStIBoSQcHB3xxF4lEmJmZgUKh4M97fX2dw3godZOMy0SEKBQKfCiurq6y1ndubg6JRAKxWAwqlYqnISqViilGZJikf54urwB4Yra8vMwkLbPZjKamJkxPT2Nvbw+HDx9mHwNNd8RiMfOzc7kcT9/IWBmJROBwOLCzs8OSHroE0nNE/2yxWERLSwtPsck0RkZ82jjmcjkeJCSTSSgUCkbwikQiRk1vbGwwNpg2Tw6Hg/XdtG5WKBSoqKiAWq1mueHi4iKj+RYXF2G32+HxeO7r8wcAVquVJXXUkC4sLDABibTnABifqFQqUVFRgY2NDZaWRqNRdHd3AwA/vzqdjjG0tLkNBoNs5iVkdjQaRTKZZBoPJcpSgvbOzg76+/u5MSBtcCwWQzgcRi6XQ21tLQ8rNBoNUqkUX0Bpqre7u8v4xrGxMX6u6YVGZkvadGm1Wj6rfT4f/330XN0r+7pz5w5f5mhavLGxwRto2spJJBJ0dXWxKZx+ZkKZkrGd6H8HBweQSqUsbWhpaeFts8fjYWkYIWKJjpROp1kXTfSXTCaD+fl51NXVQSAQIJfLoaqqCkKhEKlUiqUZ97NoOEfbsoqKCpw4cQLhcBjz8/MwmUyQy+VMzqKgSEKzHhwcsDeSLvkzMzMwGAxM1YtEIqxFV6vV7IHL5/O8naLhlUAgAHC3Oc3lcnA6ndyY0OaB9OS0rYhEIpiZmeFnkHDeNEih3A2DwQCbzcbvTzrPdDodhxSSJ4B8FfX19RxkKhKJ3neHIJM1mX9pC0QXQJL/EOCApLH0c9IEW6PRsDRsb2+PYwBIWkvfXfp9SyQSbpR2d3fZaE+NWjabhUKh4HeOQqFAc3MzZ3kB4PPRYDAgGo0yojUYDN7X50+lUkHzXgAnmYVpoJlKpfgyS6GYJElUKBT83tzY2MCDDz6IlZUViMVi9s8Cd+9Ier0ebrebN8SUb0Jb3OrqapZOhUIhzmKrqalhCqler4fT6eSh7c7ODiYmJlBfX8+5TeS7on9nVVUVU1VFIhGfY8lkEg0NDejo6MCNGzc442tvb49hHLRJIRpfPB7nOyVlGMlkMlRVVXFgHkmnaRNBGyCStoZCITQ1NaGiooLvsXK5nP971LBQejkBOorFIt9N6Rx4++230dLSgnQ6Db/fz/RBkvzt7+8zgCSRSECr1cJgMLDfD7g7aOvs7MT6+jpisRjkcvn7QCX/u/pQzcb+/j5TEiwWC8RiMX/Q1AVVVFRAKpXCZrNBqVTyZKG2tpZ53xT0RwFYwN3LFU08JBIJKioqWPvs9/tRWVnJE0FaT87MzKC+vh67u7solUqcaqxWq1FXV8f/LMmS6KJcUVGBeDyOiYkJ3rjQRJICAumvWSwW7O3t8UPS2tqKnZ0dvogTro1eaNSw0BSY/qwulwulUgmtra0AwBdVwkMKhULMzMzgzJkznOKoUCiwsrLCyNW1tTWoVCrWclJTRmtXsVjM+jqSJVAIWltbG1wuF3/hq6qqeP1NvOlSqcTSMTI/0nQ1mUwil8vB5XLxBI1MePerJBIJdDod4vE4b60kEglSqRQUCgVisRhf9r1eL2sLKyoq2GgmFApZa3z58mVEIhG+YFMeBV0oJRIJX2zooi4SiRi1KZFIsLm5iWKxiKqqKqhUKly8eBESiQRNTU2c80LbAMp0UalUnK5KF7Ll5WWmpNBhA4CnIzQtos8JuCtfuXTpEqe2CoVCPtyJHEXrdtLO0rq+srISmUwGxWIRNpuNG3KNRsOHNB1edNGj6TwZu0ul0vu8EzqdjocMsViMPUTt7e1IJBLMQiczr9/vZ+w04VDpczYajbx+JswkhXTNzc3xd+ZXUUqlEqlUircCZIq+lyNPafHBYJAnfqlUis17hD+WSqUYHR1lwyBNrQhvTahcGmjQNi2VSnFjTWn31KhSYnxdXR1CoRASiQTUajU0Gg2CwSASiQTi8TiMRiPkcjnjRmnwkclkWFZA0kGXy4UHHngAZrOZg/3IR5ZIJCAQCNh7dO/zRecJpZqrVCpulmhKR9sQ8lzt7OxAp9NhfX2dZWskha2pqUGpVGK8bj6f54tqXV0dNylms5n/e1tbW7h58yYaGxt5AERNOm3ISQZB33fy+hF+dGNjgzcn0WgU6XT6V/Ls1dTUQKvV4siRIxCJRPD7/bzhIJkjXcQPDg5QV1fH2TiEw+3s7OSgxVAoxHCJxsZGqFQqeL1exoMWCgXU1NRApVJhcXGR3zdkfhYIBCyVXllZgUajgVAoxMLCAoaGhiASiTA+Po6jR48ik8kw9raxsRE6nY6n2rTloCEH4Yf9fj/sdjtfPJ1OJzdLyWQSWq2WL2JtbW2ora3F7du3USwWeRJbLBY5+Zu06PTupmaEGqlsNsvDOmrwKR28p6eH5av03JEfIBKJYG9vD93d3Xj33Xf5HCR5c3t7OzY3N6HVatk/UywWUVtby5tPuVzO/gz6XtNnt7q6itraWuRyOTQ0NODWrVtYWVlhg/n9qqqqKrS2tkKlUvH9LZfL8XsnmUzyAC+XywEAbyay2SwTtejPRgMKauw6OzshFArhcrkYJEH3EjpXaai7t7cHqVQKmUyGxcVFFAoFzp4hLw5RnYC7eSwAWDJJQZR0ZtE9RyAQMM1OIBBAJBKxaqa6upoHbU1NTbzd2N3d5fwL4O6QvaGhge+NW1tbfI+rqalhJQyhl6uqqhAIBKBSqRAIBLC8vIyTJ08im82yPzIcDqOzs5MjHOjOR4ocuvcROIm+axQeW1dXx3AjkvxTI1YoFJiMpXkPD0z3GqJolUolrKys4ODggN9t1Dh/kPpQb2vCb1ZXV7PxmSZidDHY2dmBy+XiLp9QZvRFyufznJZJ3T4FgZEPIhAIIBgMsoGG1lQ0jblXR0s5HfcSAWZmZjjZlwxChDYrlUq8cnW73cwBp5+fqBtkQiJ9aUtLC4LBIGpra1FTU4OmpiaIRCJkMhk0NTVhfX2dpS6kW19eXmYPgcPhQHV1NXe0pNcnLZxUKmV5wPDwMKRSKZMy6MtKWuxAIIDt7W2WlkWjUTidTp4KEzElHA6joqKCD0IK6aKL3L3Yv52dHZbgkPGR6CLEvaaLQ1dXF4fy3M9KJpMsc4rFYqybValU0Gq1bBylFFYKTaL1t81mg8/ng9fr5RcFyVPi8ThGRkYAgL+81dXVPKEg1jRd9MigRyZImUzGSGWJRIK6ujpIpVIYDAbY7XY+NGijQTKOe9fOhUKB5U/UOJLxl0Ijs9ks+vr6IBaLce3aNWSzWQSDQT64yDxI017yRhWLRUSjUUZlCgQC1NfX84TcYrFAo9GwPIiyO2jKaTabEY/HOfyNpvYqlYoZ9zTNo1wCvV4PpVIJt9uN5uZm1NbWor+/n5sKopNEo1GYzWZGMNPlky665GehRpG2CL8KGhAFRVJDSJdckkaSfCAajTIxjjKGHA4H5HI56uvroVQqMT8/D4FAwChlulhpNBr2TlHwIb3waBNMMhOSSEqlUqyurjLUAQBz3mnKFQqFuFGm7Uw6nYbH44Hf72dpIvmgRCIRn3FKpRICgQB2u53/XFqtlreC5Ona3d1lPbRUKuXBRqFQ4Il1VVUV7HY7T94PDg64oSEZE52rlBxeU1PDMgSZTAYALE2gyy5Jn2QyGUqlEp99NIWLRqPY3t6GRCLhs5jgHIRbFgqFCIVCfBkiXwtdsmlD+gHiqT6SCofDEIvFvHEk0tP+/j4aGxtZAkSUJ/ocyVcA3D1H6+vrWY5Hl/9gMIj5+Xn4fD7o9Xr2EZLcxWAwsFfG4XBwYnMymURPTw+USiX/cxQ+S54u4vmr1Wr++cmjAYAJODQFJ+kceSfJ70EXtUQiwe9vGqDROZtOp1EqleD1ejmzhj4/MrHLZDI2uxN2OxqN8t2ALluEsyXfQDgcxsbGBkunKSuBNhoKhYIN5Jubm7xp2djY4ABgghHQZujenBfKJ4lEIhwtQE0Y0eoo84kMzPez6DtIgw3yUOzu7iISiTDohohZ9O4NBALY399HTU0N1Go13yUBMFqZBtJqtRp6vR4KhYIbYXonETgnm81CqVQy4pgu3TRUEYlEaGtrY7IjyatJAkjv8lKphN3dXR7CkLcsEokwNpmyPnZ3d3mzSNksra2tPHCjeyNJ7QgDTs0sqRjIX0F+s7GxMczPz7M0mChe9FySJIreO3TGk1yegqzpbke+E5/Px/Ioo9GIQqEAt9sNg8HAZx/9zgn5TfK9TCbDdFkaXpC8je4pBHX4oPWhmg0KCauurobP52N5BlFnKA2X1v/xeBw6nY6nD+FwmDcFNOkjtBaRg/x+P3sIKMSG+OaRSIQnZEQOoIunVqvll+fU1BR3moQnDYfDrK+ndV9zczNqampYAkDyGTosaVVaVVUFsVjM6yqazvn9ftTV1fFmh152dPhJJBKEQiEkk0k230bfw+ESKnBzcxPT09NM+tnd3WXJhUKhwODgIMxm8/vMbalUCmtra3C5XLxJUSqVUCgUiEQibCJVKpX80iQyA12c5XI5T79I32w2m6HT6Tg8TKvVYnt7myUjFIZIIWsf5kH7hyhKmCWZBRnaa2pqONmVVtvFYhFSqRSa96gVlZWVCIVCjEkk6Y9Wq2XKCvG3s9ksN1xk6KemgP46Xcw0Gg0aGhpYItDc3IympiaMjY0xZpYStekLDICfSY/Hg5WVFd580aVArVazHAoABALB+6ZIFouFL7dENxEIBMhkMnyQkfeIfgckqaI/A00vV1ZWeDpImxOa7rrdbvaOqFQqCIVC1s6T8Zaa0Hg8zjpTwpiq1Wq0trZiYGAAra2tTCva39/n36ff72dYA30v/H4/r7eJ6kT/o1AooFarWdp3PyscDqO6upobOEr7lkqliMfjnBtCzZJSqYTVakVTUxNjsWkLR0Ma0v4TzttsNkMgEPAFnwyApL+nFy+t5zOZDE8SqZmg8LJUKsWAing8zlsZGvak02neWJOxkz43+h6QrCoQCMDv97MGnuQrlCYNgAc6dOmnxoSY+pWVldwckMbebDbz80Mo3nupXFVVVRxoCoD1/kKhkM9p+p7RtJp8CfRdsVqtTCiSy+WIRCLva67Jx1YqlfjiQQ0eXRSAu43byMjI+870+10KhYKNt/S717wXLEeXKZlMxu9d2o5R80GXZfIoAGAYxvT0NHZ3d7nJvNfzodPp2E9IyFdSBBDyfmdnB2q1GhaLBTKZDP39/WhoaGAErcPhwP7+PpLJJOLxOLa2tnhoWF1dzfIn4K5H1GazQaVSwWKxYH9/H/39/Ty5peEiyQdpa0FBwjSYu9drptFoYLPZsLa2xsMQwrAWi0XU1dWxrp9+Br/fj42NDUajU6NBYAKS9lVVVSH6XhYY6fEJh2s0GtHQ0MDbdyLSkYSFzhTyUJI8jGhWNTU1/LumrRQNNu5nkW+HqFB6vZ4/C5JX0buLGgOS3dIWHbjrByV54v7+PudJELL6XggAvXcoqBi4e87Q0CQUCnGTRtIlIiMWCgXeSAoEAr7HNTQ0oFQqQSAQcDNAWzVSfGSzWd4q0zNJ3yuSNhGtj5C5dD+JxWJM0ALuxkbY7XYOVy4UCpzrplQqGdtLhFObzcbhr/TMKZVK9vgQBEan07E/and3l9+rlZWV3DBrNBrI5XJWulDzTn4QGgyR7JB+PmpoamtrWQpMFFeSeRMR7IPUh2o2aOKwvLzME2L6ACisRK/Xo7W1Fa2trWhoaEBDQwNsNhtkMhnkcjknKZtMJrjdbqytrXE4lkKh4BREs9mMqqoqfknRipxWrHQQkg6TEkULhQLkcjknFy8tLQG4ezmkA5q2CfRLJB2cRqOByWSCxWKBSCTC+vo64+Wy2SzEYjE2Nzd5clJfX8/GUJKAkY7a4XCwIffeg5m+LIQUzWazWFpaYrNsIBDAxMQEotEoGhoamLFPmwjqQvV6PUsvSFNL0qh8Po+hoSFezx4+fBjV1dVYXl5GZWUl3G43rFYrHA4HS87od0FkELFYzJdKs9mMaDQKsVgMtVqNd999l6eq97PoYiEWi/lZUCgUqKmp4UuVVqvlSR5x/omfv7CwAJ1Ox4hVmlCaTCb2fmjeI1AkEgno9XrU1NTwC418NHTw0+WEGplCoQCHw8EbI6KqbG5uwmQyQalUYmVlhfNRhEIhbxDIS9La2srPVC6XQ319PRobG7G+vo75+XlkMhmEQiEYjUY0NjaitraW8wXulciQ14amQ7RiJgMbbU2oCZ2YmOAhAdE0iPBCacVGo5HlSwKBAJWVlczkTyaT0Ol0HKa5t7eH5eVlhEIhvjRXVVXxFJDIJXq9nv95j8fDGzua6OXzeaytrUGtViOfz7N0gy4+97veeecdpNNpvqz/jzJRushRQ0uXbjJrk6xSIBAwXYsmltXV1dja2uILMuUN0EaDJvQk+aFJKkmWGhsb+TMiAzNdJmn6lslkWCZKemmpVMpUMhoqUNYGYUgbGhr4rNBoNHC73fwyI49NJBLhSS29tIicRihmACzFCwQCUCqVTLujjIxYLAabzcbDI5LeUe6D0+nkQYtQKITmPaQrBcOSeX5nZwcAcOzYMVRWVjJgggAiJEMzm83cmAuFQqY3kaSXLjq0TTMajWzOvN9FlxCPx8MDvUwmA71ezw07XX5TqRQ/g/fSIm02G7xeL9O3yD+oUqn4vUKDESJzRd/DiZPR3+VyvU/KRr4QACyxIXkbSbPuzVcgdDtd0mQyGevgaWNI3knaBjQ0NPAgsqKigoPNyJ9Hg0Ka+tP5/z821pQ/RZtb8mVYLBaWr5IklZ7XaDTKstfGxkYeWLa3t7OkkDYX9yocSBngcDhQKpX4bCS/3vb2Nk/2BQIBYrEYEokEAHAKNv0cy8vL/G4m+Tb5Pe9XEcKdNgDBYJBlviQjFYvF7I0huAUNxMivkM1mOWtkY2PjfdP+mZkZbgLIQ0CNgsfj4QDGSCSC2dlZ3jjRxZ4IZYVCgQdTu7u76OrqglKpZEmzUqmE3+/nuyDdEen8JozxvcoPgl/QcxmJRLjhpMaP/qzBYBChUIibRQI3UHhmPp+H2+3mu2I4HMbMzAwOHz6MlpYWKBQKCAQCCIVCll3RQJLkx3Rn7erqQiaTwdbWFpv4CTi0vLzMMlny/JDvit61JLGnPzN54Ujed6+aKZ/Po6Ojgz1ZH7Q+VLMhEomQTCZRLBZ5ne7xeLgjI717fX09d1N0ydnf32cTM63YaCLn8XggkUgwOjrKD8b29ja/9GiaScY8Qn6S/t1sNmN6ehpdXV1oaWnBwMAAXyJdLhdLv0h7aTAYYDab36cJJ1mBxWJBRUUFNjc3IRaLecVGHhWlUonq6mq0traiv7+fNx8mkwkGg4EPQrqIkxyLHm6aqJOJMRgMQqlUoq2tDevr67zReeaZZ1AsFrG8vMyyq7W1NXg8Huh0OtTV1bGsjBC1IpEIzc3N3IwRA/qxxx7jaHvK4yCCCekhCWlM6zHaDtAliPwSMpkMHR0djCS8n7Wzs8Mmpq2tLZ4ACAQCDhkk6ZBMJkNtbS2EQiEKhQJrHOlCXFVVxZMVMowRRYQCDOvr67nZy+fzLFuTSCRsTiwUCpwYarfbWQZIZjPKpVAqlawD3t/fR29vLwBwIBSt3wmWQB4K4O5Ww+/3cwNFEw6RSMR/HmqAadsSDoexvr6OYDDIF0oK9aOJOOEV7XY7H4ylUgm9vb1YWlpCPB7H0aNHWa5GOnZqSMPhMHPIieRD3xeSzlitVkxNTSGfz6NUKsHtdnMKNk2+aZpvMpnet6Uieg5RgyKRCNxuN8xmM9xu931PsAfAnyMZsyk5PhwOw+/3I5fLIZPJcC4JbV43NjYQjUY5YE2v12N+fh65XA6BQIAZ/OS1ov+XLig0+bq3YSQZyr2hlV6vl3MGCL8Yj8dZnkYvOvJq0HNMlz3aXIRCIX7RyWQynlhKJBIMDw8zCau5uZn9Tpr36Hn0XSLoAQ2SyE/R2NiIwcFBtLW1IZ/PIxgMshG2urqaGynayiaTSTZ+ikQiJBIJvkjQpq6vr4+3G/R8U1Cb0WhkuQVt5lpaWjh3iYZlRPva399nCQOZyelcpUDNkZERRCKR+/783TvwossLoSvpM97d3eW8JmoimpubWZdNW0nStFP+Cnll6NIrFothtVr5/Q78d2keqRy8Xi8WFxchFArR2NjIckv63U5OTkIoFDJBcHt7m9UBlM7s9XqxubkJp9OJSCQCnU7H53Amk4HH48Hy8jJyuRxWV1eRTCZZlkPGfrvdzoNHAg/kcjneWpF8TiaTwefzwWQy8TtOLpdDp9MxlYomvTTwoIbXYDCwdJbCbek7T5JykhMVi0UMDg7yOUe0JnoXHRwcsPeBntWDgwP4fD5sbGywp2R9fZ03aySDo0bMaDRydtf9KqJrRqNRhvZ4PB7OnpqYmMD29jZLrQjbTdN/2oQmEgn2TIZCIYabDA0NMcqfNiSUeULNIgW8kupFqVQyCtZms/HWmYZAAPiMpt+d1+tl6So1vtQE0daVpK+U5SUWi7GxscFyQFIP0AAjnU7j2LFjMBqNHAehVCo5MJTwsoQFXl5eRiAQ4HtHoVDA9vY2b7o7Ojo4X4mk16QwoA0M2Q+SySRaW1tZIjY7O8vhsiR9Bu5i7QleRL4Nam4TiQTfKUkmTGc7xQrQu4IGuHQufJD6UM2GRqPBwsIC9Ho9B0vRJdtutzPOLJFIwOv1YnR0lNMaqSuicJ4bN26gt7cXbW1tbHoiaQ9h98i8TcnjTqcTbrebGwZ6gZhMJn45FQoFdHd3s+mHDC+kE25oaGBcF/31dDrNl34yRKfTacaake6X8GkAsLa2hjfffJO3KDQRpgM9n89jfX2dV680aSLZhdls5pepyWTC1tYWBgYGsLS0xJpPIteQYdtms/FLUaFQsFEqEonAZDLBaDRyU0BTZFrtkX+FgqsmJyfZ4+D1ehkhR+tmkiFRUAyZPcl/43A4mLpzvyoajeLWrVss09jb22OkML38iMRAL957J0U0/VtbW8PNmzd5KyGRSODz+XjNTo2px+OBz+fjJjMej8PtdmN7e/t9W4R4PM7T0e3tbdTW1uLChQssa1AoFJwiSsFZdMjSZZo8SPfi6mj6cOfOHTQ1NQG4i+cknB59fgsLC/D7/Uw5o4aEtK81NTXvQ0BTampFRQUqKysxNTWFlpYWlilSA3IvtrCtrQ1KpRLpdJq/m/l8Htvb27xxo3TxaDQKg8GApqYm1ocXi0U2r9IBSAZpCv4iEphEIuHNJn2/6bOicDBaYf8qKpPJoLm5Gf39/UzrcTgc6O7u5mEJbaqI4kOfB+EU6SJFFxFqSGmylMlkYDab+UKt0+lgtVp5ONDY2MimfQDctFA2DwCsrKzg0qVLDCmwWq2w2WyMoSTKFaXSu1wu3lbTGp62Ldvb2/D5fLhy5Qqy2SweffRRhEIhbmpJdkMSGjKJk7STmPx0tlKTMz8/j2KxiK6uLr7kORwOeL1exGIxLC4uIpfLIRaLoba2Fs3NzWhubobRaMTGxgZjTt1uNxKJBHK5HEZHR9HS0sLf7f39fVy/fp2nfYuLi3A4HEgkEnC5XIyxJpzpvUnlZIY0GAywWq1obm7mbI66urr7/uwRSYy8gIRsp/OoUCgAAE/2RSIRnE4nm2JpqESXE5InAeANP8mTHn74YbS2trKJvFQqYXp6GltbW9DpdNBoNOjp6UFHRwerC0KhEGpra+HxeGCz2VBbWwu1Wo3e3l6Ew2G+0N/bHNO2k37nJCWZnZ1FJBJBIBBgZLjL5WIfRDQa5TRxusAR5ID8eDQgouGnXq+HWq1GIpFgSZdCocDa2houX77MXinKEWptbUVzczMMBgPnDdBmMpfLIZ1Ovy/cjBoCggvQn5/kUITKJlkNyft6e3tht9tZNkbbHqJ9Urq42+1mctLOzs5992zcvHmTUcO0We/q6oJarWZIBaHANe+lb6tUKiSTSUYFS6VS/r/PzMzAbrfz769QKOD06dMAwJ4a+v6JRCIebJGnQqfT4eDgAENDQ0gmk5iamuIBgdPp5NBog8GAzc1NbG5uslxIp9NhZGSEPWJ1dXXo7OzkYZhWq0U2m2WYwczMDEQiEW+fFxcXmR5Gqp94PM7NZHt7O2fNZTIZlrabzWbIZDKGHrW0tKCurg6nT5+GTqfDysoKLl++zISqzs5OdHd3M7Qlk8ng4OCAPZNEVGtpaYFcLofL5eKGiRQshM4lmTw1SjT8aWho4LOB5HqkXAgGg/B4PEyBTCQSmJubY+P6B60P1WzIZDI+sCl/gPwFbrebp5ekcaTAPbrwbW5u4vDhw6y9X1hYwM7ODm9C6MOhVFCi/9B6VygU8sNL60lihAuFQv5vzszMwGaz4c033+SNRGdnJzweD9bX11FVVYXNzU3kcjnE43H4fD7+75DTn7IbTCYTEokEbt68ySspYmfTRZceMEKY0mVKLBbD4XCwrppwYsTObm1tZU+LRqOBQqHgfIKNjQ02ZF6+fJkRozTdFAqFfPiRif7y5ct48803mbRC+ry1tTUMDAwgEonglVdeQVNTEwwGAx544AFIpVJOey4Wi6wJJ4pHPB5HY2Mja1tpOksTz/tZZM4k+RchCimzoKKiAjs7O1haWkIkEoFQKITNZsPhw4d58tbT04POzk7kcjns7OxAKpXi8OHD6OrqQn19PV9eVCoVZmZmMDk5yYZXwiTTCpcm21KpFHa7Ha+//joaGhpgMBjw2GOPYXV1ldO8aX3r9/uZlAOAt2BisZiZ4pT8SSFn9PPkcjl+0blcLqb6RKNRzoQRiURYWVlhkzgAxo8Sl51ADvTdWVlZwdraGh566CFG1ep0OrjdbpYV3Csdy2QyzMKnxPTp6Wmsr6+zuZamw5ubmyiVSlhbW8P8/DxaW1shFAohEokwNTXFhLhQKASPxwOn08kEEmp4BQIBpqamOGODQjxpWnM/SywW8wSWdMlarRYHBweIRqOQy+Wcw2O32yEQCFBXV4fGxkZuJtVqNZvpgbtG+YaGBt7OkXRpc3OTA6mEQiGH4+3s7LCemXJkiFdvtVo584VoP6dOneKXCPmwdnd3+fx1Op3weDyMAiccLYXzyeVybG5uoq2tjY24tP2kbIy2tjZYLBa0t7cjHo9DrVazZJSQ5NRELywsYGxsDOFwmD1s8XgcFosFa2tr2NjYgFAoRH9/P0wmEwKBAJ+RREYh5COFp9LvgTwG1dXVsNlsaG1tRaFQwPr6OioqKmAwGJBMJhGLxbC0tMSyEKVSibNnz3KgJ03saHAE3JXiut1ufn9ks9n7/vzFYjHm9FNKMhnx9Xo9v0tJYke/L/K50BZndXUV09PTmJubY2oX5QUR9p24/rFYDLdv38bU1BSnROt0OojFYt4A+P1+DjAdHR3lbThtYV0uF/r7+3mwuLGxgdXVVd7YUfApbVtJGqPT6dDU1ITGxkZMTU1x5kBLSwvq6+s5/NbpdCIajSIQCMDr9fJwcn19nfNcotEo3G434vE4S3O2trY4p4gucVtbW/xs6fV6bupmZ2dRKBTQ1NTE0+pIJAKfz8e+qns3vMBdVLbVakUkEmGlhEajwY0bN/hZJMkanbcajYYHO9TMlEol1NXVoaenh32XOp0OXV1d9/X5M5lM7EmjrY7mPSS6WCxmMzL5T5qbmxl7SzkONGwbHh5GTU0NBywrlUqMj4/D4/FArVYzZZJKJpPxHY6GPAQ+oeYhHo/j5s2bqKyshNFoxMzMDORyOUvXSEpKNFDKLfN6vSw91uv1aGtrg0QigUgkQjweZ1IkZQLRna+yshLZbBarq6vIZrN499132RtGZ6RAIEBtbS0ymQz8fj8CgQD/bqj5pQaHtjX9/f34xS9+wSGYi4uLvHV0u90c7kx+JJJC+Xw+HjTE43Hewi8vL6NUKmFubg7z8/MsN6ypqeEG3ePxYHx8HKurq9zskkyPfH7nz5/nuxYNLT5ofahmY319He3t7XA6ndBoNGzoJPza3t4eG+u6urpw+PBhniqQa39+fh6Li4uw2WwIh8MwGo1wu9148803sbW1hUwmw0z95eVlRnf6fD5YrVYMDAyw0VIgEOD69es8GVxaWmKWPF2EKMSNgpzIaU/GJNICUnZENBplrXB1dTV7GUZGRrC8vAyLxYLPfvaz6OjoQHNzM1KpFIxGIwcc0mFNcjIKzyKNpk6n48skYff29vZgMpkwNjbGSde0UVheXuYDlzjcoVCILwmBQADAXZ3g448/jk9+8pPo6+tjI1qxWMTMzAxvb0wmE06cOIHW1lbcunWLv1g0ESPzHTVGpPGjv06mRJFIhKtXr36Yx+f/uij18t6NBIVOkX7zXiISJb+S6ZT077du3UJ9fT17UWZnZxEKhZgRT/6YlpYWmM1mPnDI7FooFNDW1ga73c5ou8nJSdYMT05OMo64pqaGNxykLyUaTk1NDf8u6cBxu92YnZ2FXC7n0EuTyYRCoYBDhw6xBrW+vh4VFRVobW3FZz/7Wezv7/MhQZI9jUbDsrmpqan3ESr6+/uRTqfhdrvh8Xh4SkHej97eXnR2dvKUo1AosP+qs7MTw8PDrFUmM+XIyAiOHj3KSeV7e3vctIZCIRw+fBjBYJDRtU6nE16vlyeJCoWCXyB+v58vMvcio6PRKCYnJzE8PPwrwY9WVVXhxIkTaGpq4twPQgrTJAwAk2KIthcMBnn97Pf7uVEkWkgikWA5ptfrRU1NDcMhiIhHemdq4ojUdS8SmqRStB3d3t7GxMQEI3PvDa4jSQltpFQqFeuA6RLkdrtx6tQpCIVC/PCHP8TU1BRjKPV6PcLhMI4fP875HVtbW3jooYc4g4fkMmTSBO6Sh4aGhqDX6/nCRVPPkydPMrjAaDTi7NmzKBQK+NjHPsaXbPLHWCwWnDhxAg6Hgz0nhAg+f/48Dg4O4HK58LOf/Yy3vV//+tdhtVqRSqXYA1AsFvkSZTabUV1dzdvqhYUFnD9/HufPn0coFIJer8fCwgIPtu53dXd3w+VywWazsayMPlO/34/Z2Vnk83nY7XY4HA7WjtNlgfxY9B4VCAR45JFHIBaL2cjd0NDAMrxMJoOBgQH09vbCaDTydn1ubg7Ly8tYXV2F1WpFY2MjmpubAYDf+ZcuXeLGuKuri+W/FARaW1vLvjbyZdbU1LAnqbOzE3q9HlNTU9jc3OTz0Ol0cqDk9vY2+vr6AICHddRwZjIZNlITiGBnZweBQIDN2vTenZqawsc//nFYrVa+QJLfiIzORNQKBALQ6/WcQXPq1CnOZCCgQj6fx9zcHPtmKLfqqaeeglKpRHt7O3Z3d1FfX4+zZ88ykTIUCmFlZYWn4xUVFWw4X1lZ4ff44cOHcfHiRR4G3a86fPgw9vb2GM5BIW8HBwdQKpXs2bvXU0reja2tLayurrIE58033wRwl45WW1sLr9cLm83Gd6v19XX2ntGdrL+/H1arFS6Xi99dbW1tiL4XnJxMJnHixAno9Xo0NDSwR5NQ+EQVIxmUxWJBR0cH+73i8Tg33sFgkM/xQCDA0myz2QylUsmwBLlcjra2NlitVqYz0uCEttcul4sbTRqATE9PY2JiguED29vbOHHiBHs1KQfE4XCgsbGRpfdKpZKHgvv7+/yOJJR1PB5He3s7UqkUfD4fpqamIJFI8Nhjj/GZQXfz6HuoZeC/n9U06I9EIoxob29vR2dnJ8vMKDT6w3g2PlTOBq2ALly4gHA4zNHtJL8gDSitzYgoQ7phmlZkMhl4vV4mmpAmvVQqYWNjA01NTfzSpZcRaUtpCioQCNDV1YWLFy+yB4OkPmKxmM1oxJtfWVlBqVTC9evXcfbsWX5A6UGnkJ+DgwOYzWaWqBAFi6Q5crmcL4N/93d/x1MXorfQFI2SyMnLQhfgmZkZbG1t8WEpl8sZnWmxWNDW1oYrV66gubmZpy6EPaOY+1gsxr8/g8EAt9uNhYUFNi263W4IBAJcuHABAwMDuHjxIjcM4XAYt2/fZrTw4cOHMT8/zxPLaDTKuEFa8U1MTLBkiggupVIJbW1tuHPnzod5hP6vin7GtbU1nuCSXEqtViMQCCCbzaKqqgq5XI4lPiStIxNaQ0MDNjc30dfXx7I5ktzRBYtWq2tra1hdXWWJEq1HBQIB57Q0Nzfz1N5sNuOhhx6C1+uFUCjE2NgYRkZG8Pzzz3MDQi9ghULBWLmZmRkkEgkMDQ3xRJ/gBhaLBU1NTcjlclhcXORJOW33mpqa8KUvfQm3b99GLpfjZ+DeIC6TycQm0ZqaGrhcLjYbEhmEjHd02adtSlVVFSYmJjA4OIhQKISZmRleA/t8PkSjUZ5602E1MTGB1dVV/Omf/il+8pOfALir921ra8Nv/MZvcKq0WCxmdjmZz+kCTFp/CmcUCARoaWnhJuRXYdAl7fft27ehVqvR1NTEBC6fz8fNks/n4+nr7u4umpub0dPTw1N3uiTRBsrr9WJ4eBg3btxAU1MTVldXWV5GkjVCVstkMnR3d7OEhrZIPT09uH79OvvEZDIZjh49CqPRiIWFBXi9Xg5OXF1dhVQqZVoWaaPJl0ADjtXVVbz44ovo6+vDQw89BIFAgHfeeYe9PydOnEAsFmONr0qlwltvvQW9Xg+9Xo/FxUVEo1FuprVaLVMECWTQ29uLa9euMWFQq9XCYrFgYmKCs1kkEgl/bzOZDL8gKdEXAE6cOIGNjQ0+f2UyGYaHh5lfH4vF+JLX1NSEhYUFXL58Gb29vWhoaEBnZydP8sViMXw+HxQKBU6dOsWZJ7lcDv/4H/9jXL16lQc097PGx8fx1FNP8YaZ8gRKpRIaGhqYFEPnSWVlJZqamlj6sbS0hKamJm6QKUCNEMjT09MIBoOor6/H3t4eKisrEY1GOYyWJIDZbBYulwsWi4UbmEgkgiNHjuCNN96ATCZjH41cLsf8/DxvKurr62EymTAzMwO1Ws1UN8oNIA/i0tISTp8+zVJmAgoQ5ZHQ4jdv3gQAtLa2Ynd3FwaDgeEx98IKiLiYy+XQ29vL2xCCORDsIJfLcSNJaPFisQidTgeHw8ESXvIBksTW4XDA4XDg7//+7+FwOLCxsYFEIoHPf/7z+PM//3P2fOj1eqYWEWCCsrCMRiPW1tYQDodhMBhQV1eHqakp5HI52O12AHe3zFKpFP/iX/wL/rPfr6KQOLorkHeMJEuk7QfAQ10a3gkEAvT29jLZ0ev14ty5c5iZmcHg4CAGBgbQ09ODV199FYcOHUJHRwcP2mjosra2BpFIhEceeYSDYSsrKxEIBFBRUYEHHniAaX/vvPMOmpubMTk5ybJDtVqN2tpaRrXfuXMHu7u7sNlsDNjIZrOYmZmBTqdDa2srHA4H3n77bc5ds1gsmJqaYuiLRCLhLT2pFiwWC1QqFXtvAPBQhyigUqkUDz30EJLJJHZ2dhAKhRh64vf7odVqUVNTw5CPiYkJJmsC4HcBSZgp/65YLHIgMUki6X39yCOPAAB+9KMfccDzW2+9xT8zWSPIc0WhhR6Ph/889/q9rl279oGfnQ/VbBwcHODq1auw2WxoaGhAKpXCtWvXWPe2u7vLa/empiaUSiVsbW0xw5uM0X6/H52dnRyqJBAI2HBXKBSwurqKvr4+TsquqalBZ2cns7tJg1tTU4PGxkaMjY3ht3/7t7G2tsa0FpfLhaGhIaboENb28ccfx/b2Nq5evcohQPdKv8RiMQ4dOsTJzzdu3EBVVRUzliORCOx2O/L5PI4dO4bFxUUmzRAily4TtBKbn59HqVRCT08P6uvr8dZbb+HMmTN46aWX8KlPfQrXrl1jrN/t27fR0tKC1157DUePHmU6B9FUaJLhcDiY3kXBNuvr6/D5fCxzeOaZZ7C8vIxPfOIT/PAGg0FOOyUKAq3SSGtJMrXNzU1+6B566CFEIhGMjY1BJBKhqanpvq9wRSIRTxe9Xi/6+voQDodx4cIFvtjR9orY/5SgSwcFvRwos4IMdoFAAEePHsWzzz6LF154AbOzs1CpVHj88cd5WycWi3kaTat5o9GIiYkJzM/P47d/+7eRSqWwvr7OOtSmpibcvHkTdXV1rBXt7e1lNrZSqWRMKeH5dDodAxSoaSLCDG3wSJ5EAY8rKysIh8Po7+/nA4jkOB0dHaivr8fMzAxPZomCtLOzA7vdjkOHDmFiYoKNlWT+IhMokaloDW6xWJisRCFH1JSRV0goFOLVV19FQ0MDFhcX2e9z9epVbqJpa0mGTTL4EiY1Ho/D5XKx6d1isfBWbmho6L4+f8Bdc2ZLSws2NzexsbGB1tZWHDp0COvr64hGo6iqqoLBYEAwGMTly5chEolgt9vhcrnwzDPPQCgUoqWlBT6fj6k1o6Oj+OxnP8tetY2NDQwODiIYDLI8gC7BREyKvhcs5/f7kclkEH0vw6hYLHImzs7ODmpqargJbGxsxPz8PG+es9kshoaGeIJdUVHBEjGpVMpp8DqdDtPT07Db7ZienkZ3dzdmZmZw9OhRhmsUCgUOyaLMgZ2dHdTW1qK9vR1bW1uYn5/H/Pw8T7SLxSJ6e3vx4x//GKdOnUIqlcLc3By6u7shEomwvb3NPkHaBtF0U/NeQOHExARisRi/tG02G/L5PAYHBzEzM8NTP5IxDAwMoKGhgX83ZLYcGxvjCWpVVRXUajUmJycBAJ2dnbwVuHnzJoMUfhUyPmLrLy8vo7Gxkb0tCoUC1dXViMViPLmloFGaXhJlh7ZGnZ2dnCNB+QQDAwMsV6HNJeVt0PlH/xMOh/HEE0/wANDpdMLpdLL3ZmxsDH19fejo6EB3dzdWV1dZkiwUCuHxeLCzs4Pm5maYTCY2SVdVVWFgYAAXLlyA1+tFT08PqwdyuRwPUaRSKX7+85+/T05MJCSSlJGXgyhCFHQpEAhw7do1mM1mHBwcYGBgABKJBFevXuWtPuUKxGKx95lpGxsbUVlZyVKfVCoFtVrN3p+hoSGMjo7i6aefhsvlwurqKsxmM7LZLObm5vDJT34SdXV1WF9fZxLd8ePH2W9AMjW5XM5D3bm5Of7ub2xsYGpqCj09PbwtvF9FiHSCsFBWAyWJE3mKABf03A0PD2NtbQ1Go5G3+//hP/wH3Lx5E/Pz83jwwQfxzjvv8Fbu8uXLAIC5uTnGzebzeTQ2NsJgMHBzm8/nsbOzw2oBu92O69evM1Sjv78fXq8XVVVVWF9fh81mw2uvvcZ5KysrK+jq6kJFRQWWlpagVqsZmS2TybC0tIRsNguNRsNei2g0yneo5uZm9ijS/aqqqoqBLjQIamxsxMHBAebn56HVamGz2TA3N8dbP7on1tbWMsGLKH8/+9nP8LWvfQ0ikQjvvPMO+61I7kjb7h/84Af42Mc+xmZ0Is1RqOs3vvENHD9+nFUP0fdyqgqFAurq6nD8+HGGONAAnyAFMpmMg2AlEgl++tOf4vOf/zyam5s/sMJFUPoAoOZ4PI6qqir80R/9EePH1Go1qqursbm5CaFQiAcffBBut5vTcjUaDaPf8vk8zp07hx//+Mfo6elhhjQZ/2htWigU0NPTg/HxcZZCUX6HRqPhD2xjYwNyuZy1l+3t7SgWi2hubsbt27fZbEnTb5fLBafTiZMnT0IqlWJzc5MfHArZk0gkkEgknEqq1WpZ20YmSavVCqlUiqqqKiwuLvIaSq/X87ahvr4era2tkEgkcDqdmJ6exsjICB5++GG88sorbCalLIF8Po/29naMjY3h+PHjGB0dxf7+PjQaDZqbm+HxeDjAy2w2w+v1wufzsU6XQpBisRg2NzfhcDgwMjLCdK97WfVEFfnRj36EZ599FouLi2huboZAIOCmJhaLoa2tDTabDePj40in07BarWhpacHFixdRV1eH1tZWvPTSS7h58yaHCZIf4KMoev7+5E/+BKOjo4wUDgQCiEajSCQSvHEhvTK9BPR6PQqFAjQaDdM+zp07h83NTYyNjeHLX/4yXnzxRTQ0NOB73/sePvOZz2B3d5cPUGKIKxQKbG5uYmtrCw6HAxaLhQMEKZmcPo/5+XlYrVb2YdCFf2xsDA6HAwsLC2hqamITsVqtxvLyMmfDpNNpnDhxgiepdLk8d+4cbty4gZ2dHXR2dsLv96OyshLT09MwGo0YGBjAysoKZ2MYDAZ0dHSgtraWv5u0MSA9v9/vZ9rPxz/+caysrLCkhC6MVquVA5Cqqqp4O1lXV8ehXg0NDZBIJFhfX0dtbS1WV1eh0+ng8Xhw8+ZNfOUrX8Hq6io8Hg/Lajo6OpjhTwFllJjr9/uZ7FZdXc3yAYlEAo1Gg5qaGnR1deGhhx76yJ+/e5/BX//1X8fIyAg3iiQRow0RfccoKJJoVS6Xi+UYc3NzOHv2LC5duoTGxkacOHEC77zzDnuIWlpa3jexpqA5wmOSoZae9x/+8Id44IEHMDAwgPPnz+PYsWNYXl7m8zQej3PSvcFggOa90Ku1tTWWNKjVap7K+Xw+lt3YbDYEg0GWGrz++uusOb527RprjklLTFsCn8+H1dVVGAwGnD59Gmq1Gj6fDxKJBKlUCtlsFu3t7bh58yZ7Csgs39DQgKWlJUSjUXz605/GG2+8ga6uLubh08aBJqZarRZmsxlyuRwejwfZbBZnzpzBT37yEzz88MN47bXXOOvDarWiq6uL31ubm5uQyWTo7e1lDx9BEebm5rC6uoqRkRF0dnbyFHl6eprfBX/91399X5+/P/zDP8TGxgZGRkZ4sgsAHo+HJZaE6ybSllarxc2bN+HxePD5z38eBoMBP/3pT7GysoKhoSEcHBxgZmYGIyMjsNlsqKioYFM2ABw/fhxOpxNbW1scjkqwFJ1Oh/7+frz11lsIBoPsb4jFYnjmmWcYOEAeMZJ5abVa9Pf3c24EoURXVlZ4WCIQCHDz5k18+ctfxssvv4y9vT0+o8LhME6cOIHbt29zNozFYkE0GuXwVMpLqKqqQmNjIyoqKjA3NwfgLvVsamqKG6OjR4/i/PnzeOCBByAWizE2NsbvD0Lf0zlL3x/Kz0gmkxgdHYVcLofNZkNlZSU3Vnq9Hh0dHRgfH0dTUxO2t7d5ECmVStHW1oaGhgYekm1vb2N9fR1arZYvoclkkmEFPp8Pg4ODuHLlCnw+Hw4dOoSvfOUr9+0d/Lu/+7vsyyBsLAFTAHDALgC+2xkMBszPz6OmpoY9rQTC2NnZwVNPPYWZmRmW3JIXbn5+HsFgEHq9HhaLBWNjYwgGg7Db7Qz7WV1dZYUBRQTQps1oNLK8lT6f06dPs/dRo9HwnYfgI9FolAEEbW1tHLg4MzODXC7HQ86lpSVWNZAfCgBDf6RSKaP6iZqqUCiwt7eHxsZGDv4zmUx49dVXIZPJcOjQIfbP1tbWYmZmBqdPn4ZSqWTQ0OHDh9mbRPAA8v0S8ZDeQRcuXMDRo0e5GTtx4gRmZ2fxyCOP4C/+4i+gUqnQ1NTEoAQaLNNws6OjAzabDaurq7hy5Qq6u7vh9/tx4sQJdHd3c3P81a9+9QM9fx+q2fhn/+yfMf9coVBAIpFgY2PjfR23RCJBT08PbDYbT5dXV1dZ+kL+hd/7vd/Dj3/8Y2aZHz58GN/61rf4EKJVeyQSQTgcRnNzM3K5HG7fvs0p27St8Hg8zFCem5tjJO+9unSaXK+treFjH/sYxsfHoVAo0NjYiFgshrW1Nb4wkib/4sWLUKlUfLgmEgn4fD4mvBBNwm63Y319HXq9HkajEcFgEFtbW9xtU+PU3NyM69evo62tDU6nE4ODg7zaffXVV1nXeuHCBaTTacjlcjQ0NLCxkYy2t2/fhkQiQV9fH7RaLUucSCZz72SZkMGUWGy1WmEwGJBKpbjBoFA6QvfRC0Wv1yMQCDCBg+RIOzs7+PGPf4xz587h29/+9n076L7//e9jc3OTX0L9/f1ob2/H6uoqUqkUuru7+blMJBKYmJjgSQuleRLBanV1FZFIBCdOnMCVK1cgkUjQ2dmJg4MD1NfX4+LFi5zHQXpUSrslwo1UKoXT6YRKpYJarcbMzAyOHTuG1tZWiEQiLC8vY3x8nA/FL3zhC4wwViqVWFhYYHkMkSD8fj90Oh2WlpZYn/31r38dV69e5eC2dDqNWCyG5eVlDs2jECTa6qjVas6DoLA0mshTI0LBg8PDw/jFL36ByspKnv4Q7vTVV19FX18f1tbWOJiLfg8UtkYkre7ubrz++utobm6GxWLBa6+9ho9//OMA7hqrFxYWWPu6sbHBE0yS77jdbuzt7cFms8HhcHCoEk1ZxGIx3nnnHeb4WywW/MZv/MZ9vex9//vfZ5kFbatu377NMtKWlhZIJBJsbW3xRtJgMECtVmN6epoNvNlsFqOjo6ivr4ff78fRo0exuLjI4X8A2IukVCp52k/Es4WFBbS1tSGbzbI5lV7g1Ggnk0kcHBzA6XTic5/7HBQKBW7evMn46srKSh4GSaVSeL1ezjSgXA+SPdHPk06nOVDqhRdewNNPPw2hUIgrV64AAM6ePQuVSsVs9729PU5krqqqglarxcWLF3lL9Wu/9mv84iSf0o9+9CMcOnSIE4k3Nzd50qjRaFBbW8tGS8rZIeM+4c8vXLgAkUiEoaEhvPHGG6itreUtCRHhOjs7MTU1xXI2QpharVaEQiFsbGyw3LW+vp6HPi+++CKeeuopLCws4G//9m/v6/P31a9+lYdptN2enp7mv4fwl9Sok4lXJBJhcXERVquVm0ICSOzt7eHEiRO4ePEiT0Frampw6dIlJgGRF6mlpYW3SiRRSqfT7EFsbm5mvP292GciGOp0OszNzcFqtULzXtgowVpocBGPx1FZWYmBgQHO0IhGo5yhRLkrS0tLOHLkCLRaLZLJJL/35ufncXBwgDNnzsDr9SIQCKC+vh7A3QvwtWvX0NnZyfleFBBaUVGB+vp6/ncrFAqcOXMGa2tr/HxSnhCZhAnfnUqlOOvKYrFwPgFl4+zs7ODq1at49NFHMT4+js7OTrhcLuzs7KCnp4f17yTfpeFCIpFgbxYBdjY3N+F2u3Ho0CHMzs7i9ddfv2/v4L/6q7/Cm2++iSNHjvCg0Wg0orm5mQcw1dXV0Ov1bFom3yMNPUdHR3Hs2DHGqNJGyOl08r2xr68Pb7zxBo4ePcpoWELJkrRNJpNxU0HSpFgsxuG88/Pz6OzsRH19Pd58803s7e2hr6/vfUF6brebjd5EejKbzYz5fvPNN6FWq1mCqlAo0NTUBKlUisnJSQ6/pZ9zdnYWJpOJMziIGnUvPlqv1wMA3G43BgcHodVqsb6+DqPRiMnJSZbg6vV6zhXp7OyE3W6HWq1GLBZjL7PVakVFRQXcbjfq6+uxuroKk8mE5eVl9kVWVVWxBPLOnTs4ffo0wuEwBgcHsbS0xJAmktbq9XpWRgQCAc6hIRjFm2++icOHD0Ov12NnZwf/8T/+x3+4ZoP0br29vTh37hybxIPBIHdSDz74IN5++2289tpr6Ovrw6OPPop4PI7V1VX09vZy4EgsFkM+n8dTTz3FgUTr6+vo7u7G0tISExiOHTvGE1paA7tcLojFYuZXDwwMIJlMMjOZJmNKpRKRSAT9/f08ARsdHeXwNwpEoURFIguQQ5805G63m2lWlOcRCoVY07+/v4+GhgbU1NTghRdeYL0dHeK0ziZpGADU1tZifn4eMpkMjY2NWFlZwc7ODs6dO8cGTpIJbW9vv4940tTUxIFF9DCTRKC2thY+nw+7u7uMlauoqMDKygpjVPf397G3twe3240nn3ySDWl0QQ8Gg4xQVKvVPKXPZrPo6enBuXPncOvWLezv7yMWi8FqteJrX/saPwMfVdHz96UvfQlbW1schkiYxkAggN3dXQ5KJCqPQCDA2NgYmxuJqU0G2Z/85Cdobm5GS0sLnE4npqamcPLkSbz99tsYHh6GXC5HqVSC1WplXSQlYxPjPBgMorGxkQ1xwWAQP//5z/HlL38Z3/3ud/Hggw/C5/Ohv78fra2tePHFF5mR39DQwFQZoVCIXC7H4VCE66Ppj8lkwssvv4zu7m5sbm6io6ODcbrd3d1YXFzkrZzFYmEEb0NDA1ODaJq8urqKoaEhCAQCzM3NwWAwYG5uDplMBk8++SQnylMeSzab5ewDwt4plUoMDw/zwQkATqcTYrEYW1tbGB4e5kTd/f19LC4uMlFGrVbjN3/zN/Hyyy9jZ2eHZXltbW0cekVyQUo+JVxlXV0dnwtHjhzBo48++pE/f/c+g1/72tc4QIymu0RtO3LkCAwGA3Z3d3mKT8FRhB8mH5jD4cDS0hKKxSJaW1uxsLDA3imSLmm1Wk4KJ5Q3bTcIl0xeHJvNhu3tbQ5jcrlc/GIMh8OYnZ1l708mk2HEq1Qqhdls5mCttrY2rK6uQi6XMwnmnXfeQWNjIxYWFtDT08N0up/+9Kf4nd/5Hbzwwgs4e/YsZmZmeKtB1CvKwyEtfDKZhFgsRm9vL2+2tre3+WJCTQVJHckrtLKywt6M5uZmfh8Eg0HU1NTAbrdzWOH29jYeffRRXLlyBQqFAuFwGIVCAU6nE52dnTCbzYjFYmhqasKdO3c4BJQGS6lUCmNjY0gmk+js7IRQKMTW1hZUKhWTimpra2G1WvHFL37xvj5/3/ve93hjTaGgyWQSIpEIMpmMv+8khxOJRHA4HCwDoY3hzMwMqqqq2Mdy9OhRzM3NsdSZyFKUgULPMkk8iDQ2PT0NgUCAhx9+GIuLiwiFQmhubsbKygrEYjFOnz6NeDyOVCqF2dlZRobW1dWxx5CQ1zScpC2USCSCyWTC7OwsZybMzs7i3LlzfNlOJpPY2NhAOBxGPB7HyZMnodfr4XQ6OSTOarXCaDRyjgp54hYWFqBWq1kN4PF4EAgEUFtby5JsCoqliy1dDL1eLxobG2G325FOp5FKpXBwcMAUoOrqat56NjY2oqqqCmNjY2hsbORUc0oqb21tZTT++Pg4+yUpK4yMvwqFAm63G+FwGHa7HRsbG+jo6MDv/u7v3rd38Pe+9z2k02m888470Ol0yOVyDCTZ29uDVqvlXKXe3l6kUikGAty5cwdHjx7l85xkZDqdDrFYDMFgEO3t7Tg4OIDJZMLq6io3bjSQIB8heTVoA0yD3VQqhUAggNbWVpYW3rp1iw3/RLnz+/0wmUwcNru5uYlEIoHq6mpWSqyvr0Oj0SAWizEh9fLly9yMXLp0CadPn+aslJdeeglDQ0McREiGbgAsEa6treUhPfmfKLduYmKC//ujo6N49NFHsbKywiGcdO6Fw2FUVFSwdI+SxklNNDo6iuvXr+Nb3/oWXnnlFaTTaTgcDh52NTU14dq1a6xSevDBB1FTUwOfz8e0Pcq1ItQwyU53dnb4LN/Y2IBUKsVPfvKTD/T8faBmY3t7mycD5SrX/1gejwcWi+Uj+/eXn79y/b/VR/38AeVnsFz/z1V+/sr1q67yO7hcv8r6IM/fB2o2iK5CqLxylQsAM9HNZjNLaz6KKj9/5fpf1f16/oDyM1iu/7nKz1+5ftVVfgeX61dZH+b5+0DNRrnKVa5ylatc5SpXucpVrnJ92PpoxzHlKle5ylWucpWrXOUqV7n+/7bKzUa5ylWucpWrXOUqV7nKVa6PpMrNRrnKVa5ylatc5SpXucpVro+kys1GucpVrnKVq1zlKle5ylWuj6TKzUa5ylWucpWrXOUqV7nKVa6PpMrNRrnKVa5ylatc5SpXucpVro+kys1GucpVrnKVq1zlKle5ylWuj6TKzUa5ylWucpWrXOUqV7nKVa6PpMrNRrnKVa5ylatc5SpXucpVro+kys1GucpVrnKVq1zlKle5ylWuj6TKzUa5ylWucpWrXOUqV7nKVa6PpMrNRrnKVa5ylatc5SpXucpVro+kys1GucpVrnKVq1zlKle5ylWuj6TKzUa5ylWucpWrXOUqV7nKVa6PpMrNRrnKVa5ylatc5SpXucpVro+kys1GucpVrnKVq1zlKle5ylWuj6TKzUa5ylWucpWrXOUqV7nKVa6PpMrNRrnKVa5ylatc5SpXucpVro+kys1GucpVrnKVq1zlKle5ylWuj6TKzUa5ylWucpWrXOUqV7nKVa6PpMrNRrnKVa5ylatc5SpXucpVro+kys1GucpVrnKVq1zlKle5ylWuj6TKzUa5ylWucpWrXOUqV7nKVa6PpMQf5G8qFovw+XyorKyEQCD4qH+mcv1/SZVKJSQSCZjNZgiFH13fWn7+yvW/qvv1/AHlZ7Bc/3OVn79y/aqr/A4u16+yPszz94GaDZ/Ph/r6+n+QH65c/79XHo8HFovlI/v3l5+/cv2/1Uf9/AHlZ7Bc/89Vfv7K9auu8ju4XL/K+iDP3wdqNiorKwEA3/jGN7C1tQWj0Yj9/X20t7djcnIS1dXVqK2tRSAQwNTUFKRSKaqrqwEADocDQqEQ6XQa+/v7EIvFKBaLWFhYwIkTJ5BOp5HP55FIJBAOhzE0NIRUKoWDgwPs7u7CYDCgUCggFAqhuroaIpEIs7OzSKfT6O3thV6vx+rqKioqKiCXy7G5uYlsNguj0YhMJoO2tjasra1BIpFAJBIhHo/j5MmTCIfD6O/vx9LSEq5evQqTyYTW1lbkcjmo1WoIhUKMjY3B6XRCo9Hg6NGjiMViCAaDGBkZwcbGBkqlEoxGI8LhMKLRKJqbm7G1tYVoNAq/3w+FQoGKigokEgmIxWI4HA5YLBbk83ns7u5Cq9Vienoa/f39kEgkuHnzJuRyOXQ6HZLJJAYGBrC9vY2+vj7Mzc0hGo3i4OAAuVwO0WgUWq0WIpEIt2/fhkajgVqthlqtxuHDh+HxeLC3tweLxYJUKoWZmRl0dnYiFotBo9GgWCzC5XJBKBSitbUV0WgUu7u7MBqNMJlMKJVK2N3dRSqVwrFjx3Dz5k0AgNVqRTgchsPhwN7eHv7wD/+Qn4+Pqujf//Wvfx137tzBAw88gJWVFQgEAlgsFmQyGchkMthsNuzu7kIsFqNUKmF8fBxarRa1tbUYGxvDuXPnoFQqEQwGsba2hlAohE996lN49913oVKpoNPpUFdXh42NDQiFQqjVani9XgQCAVgsFsjlciQSCchkMiiVSqhUKkSjUczOzuLxxx+Hz+fDnTt3kE6n0d/fj+7ubty+fRsWiwXXr1/H8PAwjEYjNjc30dLSAo/Hg0QigUgkAoVCgVwuB5fLhQcffBC7u7tYX19HZWUlTp8+jf/8n/8zzpw5g729PXR2diIQCODUqVNYWVlBbW0ttre30dzcjFu3bqGmpgZ6vR4bGxtIJpOoqqqCXC5HRUUFYrEYP3c+nw+dnZ0olUro6OiA3++H2+2GTqdDJBKBVqsFAFRUVMButyOdTsPpdKKurg5SqRSzs7OIx+MQi8XI5XI4cuQIvF4vWlpa4HQ6sbu7i5aWFvh8PthsNuTzeayvr+Pzn/88ZmZmEI1GoVAo0NnZidu3b2N/fx9qtRr7+/uQy+Woq6uDWCyGz+dDPp9HKBSCw+GASCTCjRs3cOTIEfz+7//+R/783fsM/s7v/A6KxSLa2tpw+PBhfPOb30RtbS1yuRyqqqqwv7+PdDoNoVAIhUIBvV6Pg4MDzM/PQy6XY2RkBGKxGLFYDNPT0zh58iR8Ph/29vZQW1sLv9+Pra0tHDt2DPF4HNXV1VhdXYVAIIDD4YDNZoNAIMDa2hqWlpZQKBQgk8lgtVoRi8WQzWb5XAMAoVCIVCqFgYEBrKyswOv14vHHH8fCwgKEQiFEIhEqKir49x6NRiEQCCASiZDNZiGXy7GxsYH6+npMTU0hnU6jqqoKWq0WIyMj8Pv92Nvbg1wuh9/vh1wuh81mg9frhVAohEqlglwuh1wuRyqVQiwW43Pc5XJBpVKhUCggkUjg2rVrsNvteOCBB9DR0YG/+Zu/wRe+8AVMTU3BarXymVxXV4eKigq43W4Ui0VoNBr+WVtaWhCNRrG/vw+hUIiFhQXs7+9Dr9cjl8tBp9PB6/Wiv78fXq8X+/v7AACbzcZnQzQaRTabRUVFBbRaLdLpNOrq6pBKpZDP53Hy5EnMzc3hO9/5DmZnZ+/r8/ed73wH169fx/r6Os6dO4d4PI6+vj5cvXoVhUIBKpUK7e3taG5uxv7+PlZWVuByuVBbW4tjx45haWkJuVwOAHDhwgV87GMfw9zcHEQiEVpbWxGJROByuRAOh2E2m9Hc3Iw7d+4gmUzCbDajVCrx76aqqgp1dXUoFAqYmprCJz7xCezs7MDtdkOpVGJmZgZmsxkymQxerxcCgQBSqRRWqxVVVVUIh8Pwer2oqqpCPB5HIpGAw+GAXq9HMpnE/v4+IpEIKioqoNFooNFoEAgEUF1djXQ6jWg0io2NDZw5cwY+nw96vR6Tk5Po6elBPB6H0+mEwWBAZ2cn8vk8vF4vtFotn/EikQh7e3uw2+0QCAQIh8PY3d3F1NQURkZGkEqlYDAYUF9fj1wuh2AwCLfbDalUCplMhnQ6jfr6enR0dCCRSMDr9SKdTvP7JhQK4dChQ9BoNPD5fACA1dVVDA4OYm9vD3V1dTCbzdBqtfwdFwqFcLvdyOVy0Gg0UCgU0Gg0mJubw+DgIC5cuACdTofm5mZks1lsb2/jBz/4wX17B3/lK19BZWUlJicnoVarIRKJ4HA44PF4MDw8jGw2i6WlJUilUmi1Wuzv76NYLCKRSCCVSmFwcBAulws6nQ5CoRA1NTVwu924c+cOzGYzTCYT33Hi8ThsNhvkcjkmJyfR19cHnU6HmZkZAEBNTQ1kMhlKpRLUajVcLhdkMhnUajXu3LmDoaEhVFZWYnd3FzKZDJcvX8bnPvc5nsDL5XJEo1HMzc1Bo9Egl8thbW0Nhw4dQn9/P37+85/D7/ejr68PEokEyWQSVqsV0WgUDocD3/rWt9DW1ob29nasra2hvb0dxWIRyWQSgUAAEokEPT09CAQCWF5ehs1mQ0VFBQQCAVKpFBYXF/HUU0/B7XZjf38fpVIJcrkc7e3t8Pl8cLvdqKioQDqd5u+j3W6HRCKBSqXC9vY2MpkMNBoN9vb20NLSAplMhuvXr0MkEmF6ehotLS2wWCwQiUQIBoOQyWQYHh7GjRs3IBaLoVKp4PV6YbVa+fyXSqWQSqUoFArY399HMBhEKpWCw+HA5uYm6urq+O4rl8vx1a9+9QM9f4JSqVT63/1N8XgcVVVV+Jf/8l/ypfnWrVsoFAp45pln4HQ6sbe3h6WlJZRKJTzwwAPQ6XSYnZ1FdXU1+vr6MD8/j+3tbej1ely5cgWf/vSn8dJLL+HUqVNYXFxEJBKBw+FAOBxGb28vCoUCUqkUAPCDmslkYDQa0draimw2i0gkAo1GgytXrqCxsREymQw9PT24cOEChEIh+vr6EAwGsby8DL1ej1KphI2NDRw6dAj5fB5SqRTFYhFKpRKxWAzFYpF/oRKJBFarFS6XC2tra2hqakKhUOCDRaPRYH9/H729vdje3obf78fS0hJaWlqg0WiQSCRw584dxONxKJVK+Hw+qNVqPPnkkzg4OIDf74der8f29jY2NzchEolw4sQJTExMoKqqClVVVSgUClhdXcXQ0BDW1tYQj8f5kKEXJwAoFAqIxWIsLi7CbDajuroaNpsNMzMzCIfDaG9vx+7uLsLhMGw2G65cuYJcLocTJ05ArVZjZ2cHsVgMSqUSEomEH3qFQoF4PA6fz4eBgQFsbW1BKpXC7/djYWEBp0+fxh/90R8hFotBrVb/n51iH6Do+fvqV7/KF/DBwUGkUikolUooFApsbW2hWCxCrVajoqICuVwOyWQSSqUSAKBSqfDWW2/hySefxNWrV1FbW8vPaDKZxKlTpzA7OwuDwYCuri68++67aG1t5X+vRCJBKpXiCyA9B/l8HkqlEolEAnK5HIuLi+jq6kI4HMbk5CS+9rWv4Y033oBer+fPKpFIYHd3F1arFbW1tQiFQnxQdnV1QavVYnx8nH++kydPYmZmhl/Eq6ur8Pl8OHv2LAKBAGZmZnBwcIDW1lbMzMzwZSyfz8Pv9+Pg4AANDQ1QKpUQiUSorKyEWq1GPB7HwsICLBYLEokE2tvbkU6nsbi4CIvFgkAggLW1NWg0GqhUKqhUKn7B7O7uQqlU8sF47do1SKVStLW1oVgswuv1orKyEgMDA5idnYXJZILX68WZM2cwOjoKiUTCz1c2mwUANDU1QavVYnZ2Fru7u2htbUUmk0E6nUaxWIRIJMLBwQGMRiMWFhbQ0tKCP/zDP/zIn797n8FvfetbWF1dxeHDh7GzswPgrsQgGAwim82is7MTkUgEgUAAOp0OYrEYmUwG29vbWFtbw+HDh7G9vY2jR49CKBTC7/fDYDBgf38fExMTsNvtkMvlKBaL8Pv9kEgkUKvVMJlMMBgMSKVS2NnZ4e+q1+tFe3s7tra2cOvWLfzTf/pP8Rd/8Rfo7OyEQqGA0WjE2toabDYbNjc3UVFRAYPBgL29PXg8HthsNn7JUBNxcHCAQCAAoVCIhx9+GGNjY9ja2kJTUxNCoRAODg6gVCohEAhw+PBh5HI5XPr/EPffwXHf5504/lps77tYbMHuoi96BwgSBIvYJFmURUeSbdmyZDt2JpecJ5NLmcSZXMnk5nuXeje5JL5JnOIqN3XJMkmRFCtYQKJ3YLHA7mJ7r8DW3x/085w08535SXP35e1MJplYFsHF+/N5P8+rXr6MQqEAs9kMpVIJhUKBmpoaKJVKlMtl+P1+CAQC2Gw2+P1+VCoVXtaffvppXL58GXK5HMlkElNTU5iYmECpVEKlUkFTUxMePHiApqYmyOVyJBIJAEC5XIZEIgEAuN1uGAwG1NbWQq/XY21tDVqtFvF4nJfYYDCIpqYm2O12+Hw+xGIxdHd3IxKJQC6XIx6PQyQSwe/3o1gsYnh4GLW1tfycJxIJhMNhvPjii3jzzTdhMBjwu7/7u4/0/D3zzDPo6+uDWq1GTU0NOjo6IBaL+e8TCoX4e6FFEgA2NzdhtVqRTqchFoshlUqxvb2N8fFx3Lt3D+Pj4wiFQiiVSnC73bys7O3twWw2MwhXrVZRKBRQW1uLSCSCtbU1jIyMYHt7G2NjY3wufD4fXC4XLBYL9vf3oVAoUFtbC7lcDqfTyXcWvSdMJhMA8D1fU1MDqVSKaDQKlUrFA6NcLsfa2hpaW1uh1WrR2NiIqakpZDIZ6PV65PN5GAwGrKysQKVSoaenB5lMBnt7e6ivr4fP50MwGITf78ehQ4fg8/kwNDSEzc1NCIVCXloSiQTS6TQmJiZQV1eHTCYDiUSC6elpZDIZiEQiGAwGtLe3o1wuM8ikUqkQDAbR398PuVyObDaLmpoaRCIRdHV1IZvN8sBGz5HFYkF9fT3efvttZDIZSKVSSKVSNDQ0YG9vD5FIBJ2dnchkMiiVSggEApBKpTCbzdjc3MS3v/3tR3YHf/Ob34TZbEYgEAAA9PT0fOQe1el0qK+vh0QiQSgUQiKRgEgkQqFQgNPpRCQSwdmzZ3HkyBEsLCzg/PnzAMCAZ29vL7a3t2Gz2WA0GrGzs4Pl5WX09PQgn88jHA4jk8kgl8vBYDBgf38fDocDUqkUy8vLGB4exuHDh/H6669jZ2cHAPDiiy9ieXkZfr8fPp8Pn/rUp/jvpFAosL6+zoAEzYHd3d1Qq9VYW1uDXC6H0WhEKpXC9PQ0v8dHRkawuLgIv98PlUqFrq4uXgxmZ2dx6tQpKJVKRCIRVKtV+P1+5PN5CIVCmM1meDweGI1GZDIZnDt3DktLS/D7/cjlcmhubobb7cbp06cRi8WQSqVgsVj4PV0ulxlcymazKJfLKJVKyGQyUKlUGBsbw/b2Nnw+H2pqaiASiZDL5dDR0YGNjQ186lOfwltvvYULFy7g05/+NCQSCWQyGQwGA8RiMWpqanhR1Gq1mJycRCqVQktLC4CHAGQ4HMbjjz+O559//mOdv4/FbNCnq6sL5XIZiUQCw8PDKBaLePvtt1EqlbC/v4/6+nqIxWK4XC6Ew2FG+i5evAiZTAaj0YibN29idHQUOzs7OHv2LCYnJ6FUKnHgwAHEYjEMDg7CbDZjY2MDTqcTEokEDQ0N/CJRKpXwer2IRqPo6urC6uoqxsfHATwcKAntq6+vx/z8PC9EuVwOd+/exTPPPINoNIqGhgY+GPl8HlqtFiKRCG63G+FwGAaDgZHxnp4ezMzMYHh4GD/+8Y/R1dWF+vp6ZDIZrK+vw+/3Y3x8HAKBAO+++y6Gh4dRKpX4hSGTydDa2gqhUMjbsUajwdLSEjY3N9HR0YFMJoO1tTUeGPP5PNRqNVpaWiCVSjE8PIxyuYxAIAC32w2lUolKpYJ8Ps9ITzabhd1uRzKZRDQaxczMDAQCATweDyYmJrCxsYH9/X00Nzejvb0dXq8XxWIRpVIJZrMZwWCQFxhCFYCHFOrc3By0Wi0qlQpOnTrFCOWj/BBLsbe3h1KphHw+D4FAgFwux2cqFAohk8mgpqYGOp0OSqUSiUQC169fx6FDh9De3o6trS3s7e0hnU6jvr4eLpcLoVAIx48fh9PpxMWLFxEMBhEIBNDV1QW9Xo9yucwXgdVqBQC+FNra2vD2229jbGwMLS0tMJlMPAisr6/j0KFDcDqdUKlU0Ol0cLlcMJlM0Gq1WFpa4oU3k8nw7yiTyeDixYs4ffo0crkc6uvrcePGDZw4cQLLy8s4evQoZmZmoNFokEwm+ZL77Gc/y8uKWCzmoaBQKGBtbQ1GoxEqlQpqtRqRSASZTAZqtRrZbBYGgwF+v58H4Pv376Orqwsmk4n//nV1dSgUCshms5DL5aipqUFbWxt0Oh3effddFAoFDAwMoLW1FSaTCX/+53+OkydPolqt4rOf/Sy+/e1v49ixY/D5fFhZWUFXVxej1sBD5E8sFqOrqwuhUAgCgQBtbW24cuUKTp48iZ2dHUxPTyOdTsPhcDzS8wcAN2/exJe+9CVsbW0hGAyiXC4jGAzyM5xKpRAMBuH1eiEQCFBbWwuVSoUDBw7g1KlT2N7eRmNjI65cuQIAsNvtWFpaQrlcxvj4OMLhMFKpFC8FWq0We3t7yOVyyGQyqFQqqFaryGazMJlMaG5uhs/ng1wux+HDh/FHf/RH+M3f/E0IBAIsLy/j+vXr+MxnPoPl5WXs7e1BJBIxeFKtVlEqlSASiRh1o4GGELx0Oo3h4WHs7+9DKBTC4XBgZ2cHsVgMCwsLaGpqYuZWrVbDZrMhlUoxEzM/P4+lpSXYbDY0NjYyyldTUwOj0cjgkMViQT6fRyqVgt1uh8PhQCKRgFgsRlNTE27duoXLly+js7MTBoOBEWEa5np6erCwsICtrS3YbDZIpVK4XC6cPn0afr8fDocDV65c4SWwrq6Ol6umpiZsbW0xikos9s2bN5HP59HY2IhcLsda9Z/+9Kc4ePAg/uZv/uaRnz+pVIpEIoG6ujqEQiGsra1BoVDw4NLd3Y2ZmRl+Vt1uN/R6PQ4fPgyTyYS33noLtbW1sFgsOHToEPL5POx2O1pbWxEIBHDo0CHU1dXB6/VCoVBgZ2cHMpkMAwMD2NjYQDAYZOBErVajra0NHo8HMpkM29vbsFqtOH/+PPR6PXQ6Hd577z28+OKLmJychFqtRrVa5SFRIpEgm81CKBQiFoshGAyiWq2iqakJxWIRQqEQOp0OXq8Xt2/fxle/+lUEAgEUCgXo9XqMjo5ia2sLu7u7kMlkEIlEsFqtfJZLpRLW19cZcJPL5czgWa1WLC4u8kCVTCYxNjYGh8OBW7du4VOf+hRyuRxisRikUimmpqZQV1fHaDwh6XNzcxgdHUVfXx9cLhdqamr4HNOCkU6nUalUYLfbceHCBchkMuTzeWQyGRw/fhzxeBzf+c53cPjwYSiVSjidTgiFQkgkEmbvbTYbIpEI3G431Go1PB4PzwiP8lNbW4vvfve7eOmll1Aul2EymbC+vs6DOzFIBCJJpVIAD4Eku92Ou3fvQqvVYnd3FyqVCn6/H0888QTC4TC6u7tx//59rK+vY3BwEIFAAEajEc3NzUilUhAKhWhsbOT7mAAeYsjVajUCgQDW19chkUiQTqdhMpkwNzcHu92OnZ0dPPfcc3zfh8NhqNVq6PV62O12eL1eBAIBDA4OYn9/H4uLi6irq0M4HMbGxgZsNhvEYjFGR0fR3NyMt99+G93d3YhGo8jlcujq6kK1WoVCocDRo0eRy+WQy+UAAIlEgtUzd+/ehUKhQF9fH/x+P9rb2/HXf/3X+O3f/m00Njbi+9//PkZHR1GpVBjEOXLkCAqFAsrlMra3tyGTySAUCuF2u5FOp9HQ0MAzdzwex+TkJCQSCZ588kmcP3+eZ5JSqYSOjg5+D3z+85+HyWSCXq9HPB7H4uIiAGBgYAAmkwmRSASRSAQqlQrJZBJarZa/ly9+8Yt46623PvbZ+UTLxhtvvIH6+npoNBrs7e2hrq4OpVKJB3eSH0mlUhSLRYRCIdhsNjQ3NzP9KhAIUC6XmVZsampCPB6HUCjE7du30dPTwwdLIpGgVCphZmYGzc3NMJvNUCgUPMCThMTlcuHIkSOYn59HoVBAT08PhoeHMTMzg0QigUQigXw+D4lEgkwmg/7+fsRiMczNzcFisUAsFvNyEI1GeTHS6/XIZDLQaDR4/vnn4Xa7YTabUVNTA4lEgr6+PszOzjKL0NfXh/b2dlSrVTx48IBpvlgsxkNyMBjE7OwsbDYb4vE4U4/hcBjj4+PQaDSoq6uDTCZDMpnkX7ZUKoXNZoNarUZjYyMaGxtRKBTgdruRy+Vw8+ZNDA0Nwe/3QyKR4NVXX8WhQ4dgs9kAgJkUQhfff/99ll8kEglIpVI899xz8Hq9TGnKZDJUq1XkcjmWbJFkwWazwWw2f5Lj87/92djYwK/+6q/C6XQiHo+jWq1CJHp4hN1uN5xOJ4rFIsvMtFotLBYLGhoa8NhjjyEQCODevXswGo0IhULMJIlEImg0GpbrOBwO9PT0wO128+AnlUqZ+q1Wq1hfX0e5XEa1WsXk5CS6u7tRW1uL27dvQyQSwev1oqWlBZcvX8bIyAgWFhZw/Phx7O/vo6enhyl8qVQKgUAAg8EAi8XC9KpAIIBer4fD4cDVq1eh1WoxMTGBmzdv4vDhw5ibm0NraysaGhrQ2dnJQ/jCwgJ2dnYQjUbR2NgIg8GAUqkEpVKJw4cPw+l0MhWr0WgwPz/PQ+NPfvITHD58GI2Njairq2OZIn3Xw8PDcLvdyGazPJjSz/rhi4VkMTdv3sTRo0dRLBZRV1eH733ve9jf38fW1hbGxsawsLCApaUlZDIZZhvdbjczKYTehkIhTExMIBgMQiqVoqWlBcViEYVC4ZGeP+AhoEFM0t7eHvR6PY4fP45bt24hHA4jn8+jpaUFZrMZWq0WdrsdHo+HJWljY2NYWlpCLpdj6Z9MJkO5XEY+n0exWERnZyfUajV8Ph/29vZYikWXDV3kIpGIh2aXy4W2tjY8+eSTiMViLPMjWcLAwAAUCgX0ej02NzdZg10sFrGxsQG/34/GxkbIZDIEg0FEo1EcOnQIAoEAMzMzCAQCyGazaG9vR11dHYxGI4aGhpBOpwE8BKLu3LnD72+S8OTzechkMsTjcajVambv5ufnEY1GEQwGodVqEQwGsbu7C6FQCJvNhrfeeguPP/44KpUKFhYW0NXVhRdeeAH3799HJBKBSCRCOBwGAOh0OgSDQbjdbn7PHTp0CJcuXcI//dM/4Xd+53ewvr6Ovb09NDQ0wOPxYHx8HFqtFl6vF6lUioGLpaUlRpqJATQajcjn82hoaGDpwurqKgYGBnDz5s1Hev76+vrgdDqxvb0Nu92OarWK2dlZtLe3w2Qywev1wmKxoFqtYnd3lwGSvb09KBQKSKVStLa2MsIPAPl8Hm63G52dnZidnYVQKGRWTCqVIpPJYGFhAdlsFvF4HMViEWq1mmVPJBVJp9Po6urCxsYGs7/Ly8vIZrPMQhPCms1m8fjjj8NqtWJnZ4cXxpqaGtTU1GBvbw87Ozsol8vY2tpiidRv/MZvIB6P4969ezCZTAgEAjhz5gz29/cxOzuLarWKzc1NxONx6PV6dHd3Y3d3F2tra1hZWcHe3h78fj+OHj2KF154ATs7O6x8UKvV2NnZgUqlwvnz59HY2MjyboFAAI1Gg3w+j3K5DKPRiJaWFqTTaQYZcrkcent7EY1GUVtbi3A4jOXlZcTjcdTX1+PatWswGAxQKBRYXFzEyMgIg3hjY2OYmppCc3MzD+PJZBJGoxF1dXUIBoMIh8NobW2Fy+WCwWBgxPlRftRqNT71qU8hFAqhv78fMzMzDAoRiyuXy1kuTnNiKpVCIpFAJBLBlStX0NXVhbt37+LkyZMQiUTQarW4fPky7HY7nnvuOX7vz8/Po1QqobW1FSqVCj6fjxfovb095PN5GI1GTE9Po6enBwCYWdJoNDCbzfj7v/97nDt3Dq2trXj77bcxPj6O9vZ2SCQShMNhZl3W1tag0Wggk8mwv7+PpqYmJBIJ+Hw+WCwWbG9vY3h4GD6fj9UtQ0NDEIlEvPQqlUqsr6+jWq0ilUqho6MDDoeD55REIsHzhMvlYiniuXPncOHCBTQ0NKCrq4uXk7m5OYyPj2N+fh4CgYDnVQIcBgYGGHwlBqWvrw9vvfUW+vv7Gcz2+XzY2tqCVqtFsVhEX18flEolWwyWlpYAAGKxGAAQjUZ5jgoEAhgZGUFnZyf0ej2q1SqCwSBee+01Bqc/zucTLRs6nY5pzbq6OkgkEsjlcigUChgMBh7M9vf34ff72ZtANFupVMLKygrsdjuKxSJee+01vPjii1CpVHj11Vdx+PBh1q8nk0n09vZic3MTsVgMKpWKPRBE0Xd0dKBUKiGXy+HKlSuoqanB6Ogo3G43IpEIZDIZYrEYMwJ9fX0AgN3dXbjdbgiFQmSzWWg0GsRiMcRiMfT09CCRSGBmZgajo6Po7OwEAGxvb0MgELB8RCKRYHV1lQ94NBpFPB5nTX5zczPUajXLP1wuF3K5HA9KVqsVBoMBZrMZPp8Pzz33HIrFIi5dusSMyNbWFksCBgYGEIvF4PF4oFAokMvlWEpVKpUwNjYGi8UCtVoNtVqN5uZmyOVy3LhxA2azGWtra5iYmMDW1hZ8Ph+MRiNyuRxkMhn6+/uRy+XwxhtvQC6Xo66uDvv7+1hfX4fP50MikYBCoUA+n0c2m0Uul0NbWxv8fv8nOT7/2x+v14uVlRW0t7fD7/fzd0dyOLFYDLPZjKamJtYiOp1O7OzswO/3I5VK4ejRo9jf34fRaMT777+P+vp6ZuBo4KtUKjAYDCzLyGQyiEajMBqNKJVKiMfjLD+Zm5vDE088gYWFBTx48IB/d5lMBg0NDSz7sFqt2N/fRzabZXR1c3OTF1eXywWz2QyJRIKVlRWcOnUKfX19WFhYQGNjI1KpFEwmE1paWnDhwgV87nOfw8bGBhYXF9He3g7g4UWQSqXQ0NCA4eFh2Gw27O/vIxQKAXi4BCiVSty+fRvPP/88Hjx4gAMHDmB1dRW5XA7lchk///nPYTQaWae/uroKgUDAkjJiIMRiMerq6hCPx5HL5WC321GpVKBUKhEKhRAKhXD48GHk83ns7u7i4sWLOHHiBAKBAJLJJAKBACOELpeLlzKHw4FMJsO63Wg0yov6xMQED0N9fX3Y2Nh4pOcPAEZGRnDx4kXs7Ozgi1/8InK5HC5evIhqtYqJiQnodDrWoIdCIXg8HhSLRczPz7MO1mAwYGBgALdu3UIymURDQwN7hi5cuICenh7Mz8+zrj0YDLKETCaT8ZJAQ5VIJGJmZWNjA1KplOUh3d3dePfdd9He3o6hoSFks1lYLBY8ePCANdVGoxFKpRKxWIy9I4QMz87OMthQrVZx8+ZNdHR0oLGxkWWudrsdi4uLaGlpwdTUFMrlMhQKBWw2G9rb2/nsbG5uwmAwoLGxEVarFeVyGVqtFjs7O2hsbITJZILJZMK9e/eg0Wjg8XiYcfR4PLh37x4CgQDK5TKi0Shqampgs9nQ398PoVD4Eb0zocP0/tbpdHxHNTY2siygv78fpVIJi4uLMJlMLGvw+XzMCobDYeh0OiwvL0MsFmNmZgY1NTVobm5+5Ofvqaeewne+8x3U1tZCKBQCALq7u2G327G3t4dqtQqtVstabgKltFottre3USwW+f5KpVI4dOgQLl68iMuXL2N0dBSLi4vo7+9HU1MTWltbEQwGsbKygubmZl6uCRU+ePAgent7kcvlcOvWLaRSKczMzKBcLmN9fR337t3DkSNH4Ha70djYCLFYjLa2NpRKJTx48ACTk5MMVgoEAhSLRdTU1GBjYwMqlQq5XA5KpRIDAwMQi8XY2NjArVu3oNfrYTQaEY1Gsba2hmAwCJVKhVgsxnJB8gjp9XpmTkl+bLFYEI/HMT09jXg8zr6imZkZiMVi6HQ6KBQKdHR0sKdye3sbwEMZLAGItAyQtMnhcDAYZ7FYYDKZcPXqVeTzeQa91tfXEYlEMDExwd64VCqFQqEAtVqNWCzGshgAyGQySCQSyGaz6OjowNTUFLq6umCz2XD//n1otdpHev7i8TjGx8fx9ttvQyaToaenB+FwGC6XC93d3ewzoYGdwEoCoUdGRrC1tQWv14vBwUH09vbi/PnzUCgUOHbsGDY2NjA9PY3HH38cyWQShUKB5zOdTofDhw8jHA4jFArxnyUWi9mT6PF42GNArF1jYyPy+TySySSam5tZ8UGIPikdGhoaIBKJMDc3B4fDgf39fajVahw8eBCJRALVapX9N5lMBiaTCR988AF6e3v5vXHr1i3U1NSw7LVQKGBhYQFGo5EBZqVSCZPJBJFIhGw2izfeeAPNzc0IBoOQy+Xo6+tjP+2xY8ewtLTEgN3t27ehVCphs9mY3UgkEgyYKJVKpFIpqNVqdHZ2suf5lVdewTe+8Q3cvn0bn/nMZ/CDH/wALS0taG1txfr6Ompra1nWVyqVUFtbC41Gg0QigebmZmg0GhQKBWb0SXVz//79j312PtGyYbfbce3aNRw5cgShUAjBYBDd3d1YXV1FuVxm5Eoul7PeMBQKYXp6GjqdDj09PWhvb8fCwgIGBwehVqvR3d2NO3fu4POf/zyjHyRhEYlEjHKSLhUAU+h7e3u4d+8eIwHHjx+H1WqFQqHA0tIS0z/0xTidTtajGQwG2O121pD6/X5oNBp4vV5edLRaLYRCIYLBIL84urq62MRJkohEIsFMRE1NDSqVCm+ZxWIRwWAQNTU1zEiQdwR4iCrRgzMzM4N4PI7a2lpIpVLo9Xo0NDTwgVWr1RAKhWyKUiqVEIvFrH/PZDJYXV1FW1sbMpkMFhcXGXHq6elhQxuh862trfD7/aivr0dDQwNqa2tZV1hfX8+o+/j4OEwmEyYnJ5nW3dnZQTwe/yTH53/709bWhkAgAKfTidraWrjdbpYRFYtFdHV1QSwWI51OIxwOw+v1QqVScUhBPp9HOp3G/v4+BAIBkskkbDYbAoEA1Go1+1ji8ThCoRAPz8lkEkKhEKVSCWq1GhKJBPF4HG1tbZBIJPD5fCwL+PCff+fOHUgkEnR3d7OUq62tjbXKZrOZvUd0GQqFQvT29sLv97PpbmlpCWNjY9ja2oJIJMLIyAiy2SxkMhkb8shQHQ6HUSwWkcvlMDs7y14cMnWT7MTlcqGpqQkGgwHb29vwer3MTkQiEdhsNmaGjEYjD8p0bgKBAKOAQqEQHo+Hka2trS0Ui0UYDAYsLy/j8OHDqFar+MUvfoHjx4+jqakJV65cwf7+Pkvjmpub0dHRwRLJmpoaRsJo0PF6vahWq2hoaEBDQwMWFhYe6fkDHjIbJ06cwNWrVyEUClEsFtkYuLe3xyES29vbSCQSLIWqVqvweDyoVCpoa2tDXV0dG/2Ah++BRCKBYrHIvzMy/rW3t2N3dxcbGxtoampi2QmxHBaLBalUii+ZY8eOYXZ2Fnt7e9Bqtfjyl7/MC2BbWxtcLhf6+/sxODiIubk5Zh5Il59MJhlBa2pq4vNC+l+lUoloNMrSu8nJSRSLRWbLCoUCD5AulwvZbJZRQI/Hg62tLcjlclQqFaytrSGRSGBnZwdDQ0MoFArw+XyYmJjAnTt30NzczP6m7e1tTExMIJ1OQygUYmtrC5ubmzCbzcwkhUIhRCIRpNNpWCwWNDY24tatW1AoFDwwkvfFarVienoa7e3tzBiQ8blUKkEgEPDQsLa2hmg0ynK33d1d1NfXP/Lz98orryAejzMwIpfLUV9fD7lcjlwux/5DkvCR/yGdTsPr9UKtVuPNN9/E0NAQmpqaMDMzw0O61+vF+Pg4+18INc/n8/D5fBAIBJDJZCyri8ViLLtQKpVwOBzI5XJ47LHHcOfOHayurkImk+GNN97A4cOHcfr0aWZkjUYjA0Z+vx97e3uwWq0oFApsni4WizAajbDb7Qy87e/vM5p67949/jP1ej2efPJJLC4uskmX3l1ra2vsVyLpLIFybrcbw8PDWFtbQzweR3d3N5RKJctM/X4/fvKTn6C3t5efWQD8/iUgYGBgANPT0yiVSlCpVAiHwxCJRJDJZOjr68Pu7i729vYgFovR2trKC5lKpcKtW7fgcDhgMpk4oIC8gCKRiAfjYrGIgYEBZLNZhMNhHD58GD//+c8f6fnzer0cxDA3Nwez2Yz+/n6cOHGCgUy6M0l6KJPJ+DupVCqQSCRIJpOQyWQIhUI4ffo0IpEIsyB+vx8bGxsIBALMDqdSKWxtbTErRvdXW1sb5HI5rl27xhI/Cl0RCAQ4f/482tvbceHCBTzzzDOIRCLI5XJ83iQSCVpbW5kBlMlkzMw2NTUhFosBeBi0EYvFmO2kUKOxsTFcu3YNExMTcLvdsNvt7D8hZoeWrmKxCJvNhpWVFT6P9CzX1tby+5JYk8bGRp5LZTIZmpubWdqk0+lQKBTg9XrZF+NwODA6Oord3V32fJRKJYyPj+P48eOYnZ1FbW0ty5eNRiMikQiztxRMoNfrUSwWed7OZDLY3NxEoVCAUqlEMBjE2NgYrly5wmqGj/P5RMvG/v4+Dh48yDp3rVaLQqEAlUqFQqHAl+/e3h4n7dBlK5fLsbu7C+Ch7nRzcxNDQ0OYnp7G22+/jeeffx4CgYCZDZFIxNtmsVhENpuFWCzG3t4eotEoa/YPHDiA5eVlPPbYY0gmk5icnIRCoYDL5eJM6Eqlwv4Gctfr9XqoVCpIJBLU1tYiGo3y0F4ul9Ha2gqz2YxXX30VlUoFRqMRhw4d4kuVcoVp+KWUHKFQiGQyCbvdDovFwqZJ+rmLxSIOHTqExcVFZLNZmM1m5PN5eDweZkJocaCL12AwQKPRYGZmho2M2WwW9fX1fDhId0o+gpGREaysrLBWWqFQwGQyYWVlBZlMBuVyGSMjI5BKpfD7/TyEAg91mQaDAT6fDx6PB/v7+5BKpZwmRoeTzJmP6lOpVJBKpSCVShEMBvmhkMvlkMvlmJ+fh9lsRrlcZkbtwzK2TCYDg8GA+fl5NDY2oq+vD+VyGRqNBlNTU/ja177G6Q+1tbUol8vMBlQqFSQSCWQyGdTW1rL3Yn9/ny99ugRjsRhaW1uhVqtx7949lEol/vNdLhcOHjz4kRcN8HAAIn2yxWJBKBRCS0sLNjc32WhZrVaxv78PrVaLWCyG/v5+XL9+HX6/nwf6cDjMiCddVsFgEKVSCXq9nhHEVCoFv9+PaDTKNHa1WuWAhA8++AC///u/j/39fWxubvLwm06nWeqXyWQgFArR1tYGk8mEO3fuwGQyQSwWo6+vD5cuXYJAIIDT6UQymQQANku3trby0k9ymEKhAIPBwN+7QqFAfX09U9BerxcSiQROpxMKhQIymeyRnj/gf+n1Dxw4wF6bQqGAe/fuIRKJ4OjRo5wMBzz0PlWrVUgkEphMJty4cQNisRi9vb0YGBjgRB0y//X19WFnZweHDh3C0tISstksVldXUalUMD4+Drlcjr29PUZYa2pqIJPJeFns7+9nMywFOni9XmxsbKCnpweLi4t8xi9dugSxWAyRSMR69mq1CrPZjEwmg5aWFqRSKcRiMWi1Wk6pItbYarXC7XajtbUV9fX1CIVCHK5BlzfJK6LRKPtY6LsIh8Ocjre7u4vZ2VkMDg7i2Wefxfb2NgwGAy9hLpcL7e3tvPDTokqMDN0R6XQaHR0dDPyQtl6v16O+vh6zs7NobGxEPB6HwWDgwAT6PglhFggELL+lJYwYYTL0/9+Q8d2/fx8jIyMwGAzMYEmlUmSzWWYwzWYzD9xKpRJCoRC5XA5GoxFCoZBBNPJDJhIJmM1mBklIm02eGYFAwD4hSkwieVFnZyf790KhEEZHR/HDH/4QBoOB/TwUVmAwGCASiTA5OYmxsTGk02nYbDbs7Oxgd3cXlUoFAoEA8XgcPp8Pra2tmJmZYV8RgVwmkwlra2uoqamB1+tFXV0dPB4PXC4XWltbYbPZsLe3h5qamo8MvYlEAjqdDmazGdVqlSXIlJpXKpWg0+ng9/tRrVY5WdNkMjF4St8lpWFJJBJGj+VyOWKxGBuWSfYiEAgQDofR3t7Oy0RzczN/n8ePH0c4HIZCoYDZbGbGUKFQ8PuXlu3BwUG0tLTgn//5nxGPx5HJZB7p+WtqakK1WuU7OJfL8f1Ech6hUAiTycRnpKamBoVCgX1FwMNZkkCV1dVVViccOHAA29vb2NvbQzweZ+ZGqVRCpVKxrJyA4unpafT29uLJJ5+E2+3mBNNQKIT29nakUilsbGzwHEkBQysrK5zuqVKpYLVa+f1Gcn0CIrPZLHZ2djjtsa+vD1euXOGkOoVCwSlunZ2dUCgUDEDHYjGWmhKQ3NDQgO3tbaRSKQBgm8Hw8DCi0SgvwjQb0hyWTqehUChY2ZJKpSCRSHjBSiaTuHv3LpRKJZRKJfx+P+x2O27cuAGTyYRkMskA1ejoKHK5HNxuNy9ERBSQgiUSibDHgwDdmZkZZkkp+ODjfj5RCwxdMisrKxCJRBzxRbQ4GcZ6e3tht9uhVCpRKBRgs9lgMpmQSCT4IA4ODrJ5ZmBgAOFwGLlcjg+pzWZDQ0MDfzk04JvNZk7ZicfjCIfDMJvN6OzsRKlUYsShtrYWg4ODsFqtWF5e5rSdpqYmHkhjsRgnXNlsNkb8KUnh5s2bnHrh9XoZkZbL5YhGo5DL5ZySQYMY0U+7u7vY3t5GJBLhJYN07sViER6PBzs7O0ilUjCbzQiHw6ivr2djGTE6Q0NDMBgM2NnZ4W23oaEBGo0GAoEAAoGA0XqKGSSznEajQWdnJyMwLpcLGo2GjX9E2RIqS3RuIpHA3NwcPB4PTCYTF/pQvCSlHHySrfb/xIcSeIiiHRkZQaVSwf7+PkqlEgDwMKNQKKBWqzn2VSwWw2Kx8O8sEAhAr9dz/OfExARHim5vb2Nra4sRDoVCgaamJkilUuTzeahUKmZKzGYzxzKLRCKmxsvlMkf51dbW8lkn2QhdaKS539/fh1wuR0dHB6cPqVQqHD9+HE8++SSEQiH/vKVSCcvLy1hfX4dUKkV7ezukUikPv0qlkv/7Op2Oh4yGhga0tLRgcHAQdXV1HH5AlwTFCHd1dcFsNmN1dZUZSVraaHipqamB3W5naeX+/j4aGhpw8OBBjnYlCUxtbS1MJhPOnj2LWCzG6KBYLIbRaOS0jHg8zpGJlBZHMrMPs4ckC1xbW3uk5w8A1tbW2FSaSCSQTCYhkUigVCrR39/PsgeDwcDvMLVaze8Hk8kEnU6HsbExjowlWQjFHQoEAly6dAmrq6vw+Xxs4FapVDAajejs7ORUMKvVygbJ5uZm9gKFQiGOmK2rq2MjeTAYRKFQYB9CPB5nk6XH48Hq6iqWl5cRiUT4nwUeAhB7e3tc7CWXy9mgrVQqMTU1Bb/fD7VazTIdehfX1NRAoVBgbGwMOp0OQqEQlUoF9fX1/D3V1taip6eHDb0UPGA2m9HQ0AC73c4m+Xw+DwAoFovw+/2MilICUrVaZaSfkMtyuYxCocCSUVrcScpISCSxtTSkCIVCTuvKZrNQqVTM6pDO+VF+urq60NPTw99xb28vs6PhcBgWiwVms5klmzSok1+P7pa2tjbcvHkTu7u7vNTRknXq1CkUi0VOJSRUX6VSIZ/Ps+pAIBBwshjF64bDYX7fEAJN/gWSwlgsFtjtdnR3dzNASdJpkmjQf/fgwYMcX0oyZI/Hg+bmZv4u3G43Dh48iKamJng8HpZz07BLcp+JiQl+V5KCgmRg8XgcXV1dyGQy6OjoQC6X4wjx3t5ejtJfWVlBLpdDZ2cnWltbWcpDHiyBQIBSqQSXy4VAIIBTp05hbW0NfX19jBTPzc1BoVAgEolgd3eX7zSqBSiVSuxfI7+KRCLB6OgoqyJ6e3tRLpcfefcFzYAUWSyVSjlJrLGxEWq1miXlBGIplUpIJBIcOHCAdf9PPfUUrFYr9vb24Ha7kc/nWaJI5m+9Xo9kMolYLMbfb11dHQcUkFSQWAe6H8lbQ6CHWCxGc3MzVCoVy0YpHCKbzcLv9yMQCLBskz7kD8lms+jv72flBIV7lEol3L9/H7W1tQgEAvjyl7/MQKdKpYJIJILZbEZ7eztLa9fX17G5uYm1tTVWBtDzMT09zQACKVOcTidLjontA8DfAX0vVquVZxha1ru7u5FOp7G9vY10Oo1isYhAIIBwOIxwOMxzSyaTQTgcZi+JQqFg3zDwsLivXC7z90jpn3K5HE888cTHPjufaNmgwa1UKkGr1UKn0yGTybAOTaFQoFKp8ABHOvpMJsPocyqVQjQahc/nw9LSErRaLT73uc8hk8kgm82irq4OJ06cQF1dHRtNCbEqFosQiUTQ6/UcG0uHdX19HYFAgDPjSTtuNpthMpk4LYG0toSe0ku5Wq0y6gs8pI5oEyTanjRyNFwBYASFUH9KQdjb22NDJ0U4EpK2vb2NUqnEtBgh0o2NjTCbzfB6vYhEIqydpwdOLBZDqVSirq6ODXS0IJjNZgiFQqhUKqyvr7O5TqvV8gVJFGIsFmMKEXi4cRNjQEsYLXL0Qtzb2+MBJRQKIZ1OP3LN/NjYGBsIi8UiL6U04NDLSyaTcVQx0fIUFbezs4PW1lZIpVLcuXMHyWQSJpOJX0Sk9ySNaTKZhMvl4ktarVYjn89Dr9fzy1Cv1zMaQT0csVgMPp8PhUKBUbCGhgbuqCG2rVKpQCQSMXJDhkiKOCXj2ebmJmtGyZcRj8chl8tRKBSwu7uLra2tj+i3SWNtt9s5tEGhULB2mc400cK0QMViMdjtduzu7iKdTvP3R/pbWkx3d3eRzWaZHQsGgwiFQlAqlWy43dra4uXLYrFAKBQyLUzJK8DDlyelk6ytrbEURiQScXcFLXsAOM3kUX+OHTuG5uZmHsZaWloQCAQYUSO2k+Ix9/f3maqmvoBAIIDFxUU0NzcjFouht7eXY2zpXSMSiTgGWa1WQ6lUsnwiHo9z1DL5dD6MuNN7KhKJIJvNsgRFJBIxi5FMJlnOYrFYoNfrIZVKeTGirgPg4WVTrVYhFAphsVjYq0co+M7ODgqFAsdjUjQjSfKIiSYZFg2j6XSavUKdnZ0Qi8WQSCSYmZmB3+9HKBTi9yil+QHg85BMJpFOpz/yjJFcoa6uDg6HgxFS+t7q6uo4epWSvQqFAqrVKhwOB2w2G/vhrFYrs5V2ux0DAwOoVquIRqMcePKoPxaLheO+KbW+vb0dMpkM7e3tHBNLchWSfhF7/eEAAJVKxeZvuVzOEaB+vx+ZTAY2m40BxUqlwj1EMpkMhUKB7yFKMaT3GnlHKK6VjKwUjjE+Ps4L8vb2Nv+7SYZNbGC1WkUkEuEwDkL829rakE6n4fP5+H4jA/yHE9VSqRTcbjdisRgDQRTZWSqVOE2RlAc+nw9WqxWlUgmFQoEHWYVCwc+mVCqFSqVimR0t3rREkYKBZodAIACZTIa6ujoEAgFGm4nVUKvV2NzcRKVS4Tjbjo4O9oIolUq0t7dzohV1VhQKBfT29mJkZOSRnr9QKMTPI5nAC4UCxGIxs/T0c5rNZrS1taFYLCISiUAgEKCjowMCgQCpVIr/zp2dnZxGOj8/zwyS0WhkIJferSQ9pTuI0HUKi6FOtlQqxTJpnU7HKW77+/vY3t5GOBxmUKK+vh49PT0YHBzkc0zBKnK5nN8LxMAT2EssGoG3BAiSuoTYd2JPyUul0WjgcDjQ1NTEP1trays3cdP/vb+/z743CvohsJHu5VQqxR5qklN5PB5otVpOfSPWlyS30WiUQWVibykkic4WgVTkyxSLxQyOUSqp1WrlCOSP8/lEywaZTywWC5tHSDZBQ+n9+/cxOzvLWjfqt/D5fDz8kgxrf3+fEzFoCVCr1cjlcggEAnwwyCi0u7vLOcukn6NLjnTiDQ0NrHckZICG8VgsBo1Gw6haW1sbAHDcpEQigVarZV0yJZ7QJZZMJuHz+Vhv6PF40NjYiEwmw5seoc1qtZrNZhaLhaN1a2tr0dTUBIlEwogZxaDRg0woKD3cRCcqFAo+OHt7e3xZEmUOgC9XYpLC4TBWVlb4RdzY2MiZyjU1NWywppQQekBIA0gRrcS45PN5bG5uspThUX7C4TAjuk1NTYhGo9ylQSgCGVkJIQqHw3C73bylU1mSzWbjtJZ8Pg+RSASn04l0Oo3Ozk7ulKBYZFqkSYJES+/MzAwqlQoA8ANNl8Tdu3cBgDsLaJmloAOSIdJZI+YvmUxCLBbDbrejXC7z0JrNZpH4Zelaa2srS+4SiQR/L1KplCVR5O0h74nP5+NLnNiH3d1dNoURq5fJZCCTyVgiRM88Rd0WCgUurSuXyxyCsL+/z3/naDSKoaEhpFIpbG9vQyKRfETnTuxZIBBgnTMxodVqlRdKWuo0Gg0jhzRkfIyKoP/jn/b2dpbjUVoeAQe0sNFFQwO1Wq3mfiLqO3njjTcAAHV1dYzIK5VKtLW1MSsGgDPrie6nqF3yh5BOuVwu8/JXV1eH8fFxBnYoipNYBDJA0/dXLBZhNps5wpMuefIR0XBKBWdUXKZSqWAwGLC6ugqRSMShHZFIBMVikZcCYhrpgqMeCJFIhK6uLpRKJYjFYigUCoyMjPBiTsWi9HcjD0/il6WplNRFIInVauUENko+pKx9Sob5MPsXjUb5+08kEvw+JdMusVc0PCYSCV6chUIhBgcHH/n56+zshEgkwurqKg8ctMwRO08LOfBw8CNpmFar5ZRBiUSCtrY2XlLpPqAz7PP5GJyiaFPgodSReg4+/C4hCZLJZOL7iRQN7e3tMJvNLMVIJpNs2AUeLnIdHR2wWq3MvlKhIv1uiDnc3t5mNpnk2j09PdjZ2WGmKZ/Psyya2Bp6d2azWUSjUcRiMV72yR9JwN3GxgafBwr0WFtbY2+IUqnk58/lcmFtbY0XT5JCUeLf1tYW97pUq1V4vV5otVqWpjY3N/PS4/P5WIaeSCSYmSYAlORGer0eHo8HkUgEHo/nkZ094GER3s7ODpupt7e3uUeDQBAqPaSeFponVldX4fF4eMGnZffDCo3a2lpotVpoNBqIxWJ+lqm02e/3Y3d3l/0wJKGkBdJqtUIkEnH8tUwm4zI7+s4kEgnMZjOHbRDbSvc8LbjEspIvh856Y2MjdDodYrEYLyUmk4nZPQLYKV4/GAwiFovx+5bkgqS4oIXk0KFDnIbZ398Ph8Pxke4LiionuRctevl8nu8ErVaL2tpaVlM0NDSgu7ubEyspTZBkpkqlEuPj4xgYGGCZtVAo5KWOGD3qEpFIJKhWqxgZGUEoFML6+vrHPjufaNkQi8UIBAI8rBIyJRKJWLtFdK7VakVbWxsPWTU1NWhqakImk0F9fT0aGxvhcDig0Wi4iMxsNvODScZm2rZoEBaLxUgmk/xypcx0ag1XKBR48OAB0uk0WltbuQSMtKk0LNbW1rImkmIkgYcvKhp2aEmgF0Iul+PEIwCMslN7byQSQSwWQ21tLT9gpN+uVqusYxaJRLz9ptNpjm/zer0AwHGYq6ursFqt8Hq9fGEkk0mOIiXknlB+qVTKEZMwAuS8AAEAAElEQVR6vZ4L5HK53Ec03gDgdDoRCoWQTCbZeE7LA0mSNBoNsz65XA6FQoF/dkIxHuXH7XYDAP/ZPp+Po+sorpGYN4oopIeaBnm9Xs/yHfLZzM3NoVwuw+l0QiAQsMchl8sxS7W/v8//E4lE4PV6odPpAAASiYTNhjR02e12CAQCNmsZjUaWJRCCReEFdrsdYrEYqVSKW+CLxSJfdsDDS4xab4GHvz9q2N7f34dSqeQwAWLTBAIBv4wIASI9PwUMEAJIxlKKlqU0rkqlwlGnlUqFkW/yJ9FZILlZIpFAPB6HRqPhf47Q1KtXr7I5n6JdxWIxp05RpCYFFtBLliRf4XAY5XKZGcBHLSEAAJFIBKFQyN+t0+lE4pe9Q8QaUnKeUCjkFz8taB0dHdxbsrKyAqPRiAcPHrCMjQAQ6rUgTwWhfbTYWiwW6HQ6iMVi1NfXs6yT0qQKhQIXMPX19XH+O/UkEUBEZkoaUOnSJaSLCuBIHx6NRqHT6Vh+RGea/G6FQuEjzwoti5RiVyqVsLS0hOXlZW6HJykK+c6amprYxEugi8/nw8LCAgKBAC8ZlCRHg41SqWRwi9LACHiiBBgCZZLJJKfp5XI51ikTMu3xeLC7u4tAIIBgMAin08lDzv7+/kee/0f5UavVbHQngIiS9sjvSKEmFElKgxsBUfX19dD9soOotraW2X8KXqHyv2AwyJ0/xIQSwEHFd9TiTn0ZH2aXstksD88UjS8UCrGxscHDOc0IiUSCAQwC6gqFAgQCAcxmM8fi0oDb3NyM1tZWhMPhjxiC6c8nTfyHQToqQaPngoZiapInL9P+/j77XijCGQAHskQiEcTjcVQqFZTLZUbZCeWlhE5qYqb7iGSQALgYj3ytJLOl9C8q7iOFBxVxkkSJ7oOrV68+wtMHNj3T80CSvXK5zN4YAvx2dnbgdDqRSqVQX1+P5uZmbGxssM9KoVDg5s2bkEql2NjY4MWKPDX0PJN6hrp8aLai3x/ddQDYS9bQ0MAeLAA8iNM7k2TPFOc8NzeHmzdvcpu33+/H9PQ0+81ovqVoW7Vazd7Xzc1NfhZLpRK2trYQDoe582Nzc5OXAbIAZDIZaLVabG1tIR6PMwNHgCXdi3K5nP9uBHZ+2M/Y2NgIkUjE7zoAmJiY4C43SnykYBJiMihIRqFQ8DuU5sNcLsfzFEkx6fmkklUC7z9J/cEnMohTXB5lo8tkMt7GaUghmu/atWuYmZlhzbHNZsPXvvY1JJNJ7hT4x3/8R35x0ufMmTM4cuQIa37psBFauLe3x6hzOBzG6OgoMx+Ui0wDz9mzZ7kbgij52dlZtLS0MOqdz+dRW1sLiUTCv2zKMbZYLADAbEMkEkFPTw8MBgNrokk+RakalMVeLpdRLBY5EYkoPIrY02q1aGtr45cbDSPxeBwOhwOtra344IMPGG2iJlxC7Ok7+DB6SJtufX39R5qt7XY7D7m00NCL9cO/s3w+j1KpxMN8NBpFKpViYxVdZC0tLWw0fZQfYod2dnZ48aSOBxqMyLdz9+5dzM7O8rBiMplw9OhR1ny63W7cu3ePB72ZmRkcPHiQX4AnT56E0+nkpYPQFTJCbm9vw2g0wuFwwGw2IxqNcvb40tISx5FOT08zM2S1WllKSJcxUZIAmNWgjHFCwgQCAXQ6HZxOJzo7O/n/39nZid3dXU4AIiMn+RzoTKlUKkaTtre3MTQ0hGKxCIlEAp1Oxyla9PPQOdNoNCyRpEWoWCxyLCXFRtPzIRKJEIvFEI1GcfDgQZbZKRQKZiqXl5dx7tw5iMVi9PT0sDcpHo8zKyCRSPjPoqGJBpl8Ps/G5Ecd+wiATaYkD7lz5w6bRimEggCFDz74ALdu3UI8Hmez6Msvv8yyoZ/85CecSkefw4cPo7+/n6VyHo/nI42utHQADxFhWm51v4zcpOHuzp07aGxshMvl4lI6lUqFQCDAvysa+KRSKXK5HMsE6uvr2UBMwEXil3nzHR0dHMBBDDUlqWQyGUxOTkKn03GyIIVeUHloV1cXe9ny+TwuXbqEr3zlK7BYLFhYWEAqlcLIyAjrtMknQDI7YtzIL0ZggFAoZHmjWq2GSqViFpP8cJlMBkajkVkXnU7Hcg9iyT8MJtFgReEI1B+wtLTE98ej/iwvL2NnZwd6vZ57kCgdj4AnWgpJdlypVBAMBnHz5k1cvXoVTzzxBE6dOsX36o9//GMu/rTZbHj22Wc51EUqlUIsFnOTMN3H9L4lpps8XuVyGTqdDjqdDk1NTVhdXeWUoZ2dnY+EixA7vrGxgVQqhba2NigUCh4sM5kMexGJpbPZbHC73RgYGAAANu/W1tZywSC9b0QiEd8RFBVdLpdx4sQJFAoFhEIhmEwmNoqTV7NSqUCv18Pr9TLLMzg4yOAgJQTRQEZad+rSiUajvMjl83lejtPpNJt3S6USotEoFhcXOSJdr9cjGAyynJDktYSqd3V1sa+QTPF2u/2Rnj9aNpeWlqBSqXDq1ClMTk6y3JwKIynghjws2WwWt2/fxvnz5zE6OoqRkRHk83m8/fbb+MlPfvKRP2NoaAif+cxnUFNTw55cYsAbGhpQV1fHCwDda1arlYM2aGimVDyaW2khIN8Z/b6pLy4Wi7HUmYAQg8GAmpoavtPlcjkikQgDHWq1Gk6nE729vQxy0LuO0lhFIhGMRiPq6+sRiUQgFApZFktyW6VSifn5eX6P00JNf0a5XGbfMCWQWiwWng9pwTYYDJyGRXI/mmNaW1sxPT0NAAzki0QizM7OQqPR8OJPEt1SqYSdnR0GGz0eD8xmM3Q6HZ89Auk/zucTLRu1tbWchEQHSC6Xc0LOh9MqFhYWcPjwYRgMBuRyObz//vv48z//c3z9619nCVSlUsHQ0BBOnz79Ee8DNZFSPjOZUhKJBNfUkzmQGqRra2tZ9nTs2DH84he/4IbIvb09bGxsQCaTcQsv5WSTnq62tpaZAEL/iVmgRWRzcxPHjx/nC8rpdMJsNmNmZgaDg4N8sIgdId0gHWZ6MAKBAOukqSUzFArxkkN/R4PBgFgshvHxcayvr3MhH+lAGxsbEYvF4Ha7P9LqTEsHaaYJnZRIJBwjTCZdMo5qNBpmqSiHnOQ6dJHFYjGm4Pb29v7/1tP/n/7I5XJeqigsYGFhgdHyXC7HEbblchlHjx5llGR3dxc//elP8Su/8ivIZrN45ZVXEAwG8dJLLwEALl++jIsXL+JrX/sat7JSaRV1bdAlpNFosLW1he3tbR7UqD1Wq9UiHA4jGAxCIpFgbGzsI4bxSCTCLArJgoi9+LDGWqlUoqmpiduBqQ8gnU6jubkZ6XSaX4A0dFBkJZnhSFYjFotZA+v3+5l9SyQS0Ov1MJvN2NzcRHt7Oz8X9MIhw/Lg4CD0ej0bH0kSKZVKmcmkYXZzcxPpdJqT4KLRKI4cOcI9MVqtll9WkUiEOxfIN0Q0My23iUSCZRlkTqNl51F/yFNjsVg49aahoYGDIsivQDGXlDxmMBiwsrKC//pf/yt+/dd/nROBRkZGMDo6ykEMpVIJmUwG1WqVAQZaJmg4JDCFuha0Wi2MRiN+8YtfoLe3F263mzPnt7a2+L1Nxn4Kl6AiUxqcCGig59toNPKwajQauXQvlUoxq0YSLkr9oWdEKBRy67xKpWKZGQ1hJCfp7u5muc7Q0BA2NjYYMRSJRJzUIhKJMDo6ygzl8vIyl6/ScEreOJKhkiac5FLpdBpHjx7lS5uMpeQ3DIVC0Ov17AMjdlSlUkEgEHDqolgs5gjzR/3J5XKc4FQul2G329n/QAqDQqHAMgoarqLRKObm5pjdWVtbg0wmw/Xr1+Hz+fC5z30OTU1N+Md//Ed873vfw9e//nV+b6hUKk6qIga0WCwya7C0tIREIsElvt3d3aztJtlwqVTC9vY2TCYTF03m83nMzc0hGAyyTJVYDZIo0aI8NTWFo0eP8t+VOjhIKmo2m1kqSGe8rq6O72LyT2SzWS5II6MwobmVSgXr6+uwWq3IZrMMDqpUKh5gNRoNB0KEQiF+NmmxlslkuH//PjOSu7u7HJlLslCVSoUbN26wfr6mpoY7wKxWK/teSGZtNBo5qj8ajSIcDvMzNDExgVdfffWRnT+5XM7LFnnsqFQ0lUqxz4U8W1RIeu/ePdy4cQO1tbXIZrPsVaF34NmzZ7kygJ61bDaL3d1dtLe3cxgHtbiTqoOk/AC4yJbkfZRcR+8S6jgxGo1IJBKsplEqlQzQEagKAIcOHUIqleL3EXVd0VxGke9CoRA9PT0MGpO0ioBfiu+lWcRisWB/fx8XL17E0NAQx8oD/wvQd7vdcDgcmJ+fR09PD8uXPrxIEbtOATk0YxKjRGmbFKW7traGTCaD7u5ueDwe9uxSiAIx1QTa0mLU2trKqZFyuZzBdIqV/rifTySj0mg0UKvVrFum7YrMTE6nE+VyGTabDb/+67+OgYEB3sp/7dd+DYlfxjxSrwGxFVSIYrVaGWklIy297OhiI0M1RaX5/X7W/9GDKRKJOK0hk8lwfb1EIoHdbkehUGAjJjn0STojkUhQV1eHtrY27O/vo7m5GWfOnGGKinKGJRIJbDYbEr+MsSP0Ym9vDz09PdDr9airq0N9fT0jjiTd6uzsZJSekk2IkTl27Bg8Hg8mJyfZrKNSqThZSyqVsmZ0d3eX+wzogqeIxsXFRZZlUOzwzs4Oe0W2t7c59pS0e3SoaIABgJ2dHeRyOf6zYrEYIpEIRkdHP8nR+T/yCYfDHLcoEAg4v7pcLrMWkViAvr4+tLa2MpPx8ssvcws4aWaffPJJHDlyBA0NDTh69Cjcbjc2NjbQ0tLC0YqEfnx4SKutrUVzczMKhQJfDG1tbWhubmaKlXwX1WoVdrsdBoOBL2BKcSJ2hv43nT9qeq5Wq1wsRsZQhULBL1OBQACFQsG+CJLxUWwdBRkEg0GOiKTyIMowl0gkWF5e5hCCzc1NDA8Pc+Y9Re+RxrpSqWB3dxfBYJBlJzTwVatVfhfMzs4iEAjwMNfb24tEIoHOzk6EQiF+qTqdTrhcLl76yQhKKUl2u529CpVKBV1dXahUKvB4PP9Xom9bWlpgt9tRV1eH1dVVlnIC4BjaSCSC5eVlyOVytLS0oLe3FxaLBWNjY4xCE1tJAEJzczMSv2yNpcWNvFhEs3/4HUVLKmnpfT4f2tvb+VxNTExgf3+fkc+GhgaW05E0hSROlPpFenzSUJNkrLa2Fi0tLbDZbFhdXQUARtKGh4dx+PBhfh+azWYUi0Xk83kOG/D7/QiHw9jd3cXU1BSXX2o0Ghw5cgSlUgnXrl2DxWKBy+XCvXv3UK1WWX8NgKMfKXmJDNBWqxU9PT38LFAzL/XeVKtVaDQa7q0heRWBJ5VKBYFAgD1/6XSav2syh9bU1HD77s7ODjdy/9/4mEwm1NTUoLOzE/v7+4xQqtVqfibp/qS47HK5jNdeew3nzp1jtlssFnME6IEDB1BfXw+LxYLf+q3fQiQSYRnS5OQkvF4vF1Peu3ePe4EIFOjo6PiIhItmgV/84hcsLfF4PDh37hwDLtvb21hfX2c/JQGIBBzSO5QGf2JXKOVudXWV303AQ2BoamqKGTMCn1KpFAQCAaxWKx577DE8/vjjLA8ZHR1lTwvJ0NRqNYxGI0v/xGIxbDYbotEo9xBotVouM21tbUVXVxerBpLJJLPvW1tbcLvdLOcxGo04ePAgbDYbOjs70dPTw/cIeZMIDNRqtQzskcGdylC7u7s51W5zc/ORnj/6OQh0czqdDMSRRyGfzzP7Re/u999/H5///Od5hqQAAaVSydKp7u5ufr/6/X4Ui0XU19dzZ45Op+MQl0gkwvI/CtQYGxvjcAKJRIJcLoe5uTkAD99/NpsNg4OD7LOlpYn8kAQEUyqgXC5He3s7amtr0d3dzememUwGkUgEJpMJMzMzaG5u5oWFOilIwkQJWVSESfJSANDr9YjFYiiVSlhdXeVQCmIIyefz4QWTGGiXy8WdaCRz1Gg0HHUfDAaxubnJnkzykQwMDLDRm/xVAwMDaG9v5/uc2GO1Wg2TycTvT5qJafkm5vPjfj7RsrG8vIznnnuO5SBmsxktLS2MNtCgTxcLmesoexl46PtwOBxcBra8vIw//dM/xfnz5/Hee++ho6ODNeX9/f2sGy8UCkgmkzycU0Y/RaqRLOPgwYM4f/48jh8/jlAoxIkier2ekSqRSIShoSE0NjayMWx5eZkzh8PhMG7evInm5mbYbDacP3+ev3i9Xs9mIHpwCN02Go0IBoOYm5tjtCQWi0Emk3GJXDAYZJOf0+lkql+hUODu3bssK9ve3oZarUYgEOALmobKbDbLFBstMSRlo2SPVCrFspNAIID29nYoFAo+UKQNpySs+fl51kQHg0Hs7OwwikhN44RK0KEjE+uj+ty5cwdKpRIrKyvw+/1YXFyETCbjYka3281+BRpyyuUy2tracO3aNdblEqvW2tqK7e1tlmno9Xrcv3+fhwySiZTLZcTjcU4EIySXGmQdDgefFcpEp/jZQCCAaDSKQCDAjBKxRyRVoZK2D184H9aN19fXw+v1cinS3NwcRkdHuRl1dHSU/257e3tYWlpi8zvFUZvN5o9o78lbBTz0fzQ3N3O6x/z8PKOkNCjTOSVDG0UcUiBCQ0MD/H4/kskkxsbGsLm5idbWVvT392NkZAQ//vGPOU2J4krT6TS0Wi16eno41laj0XB+Of0ep6enYTQa4XQ6sby8zOjy/w0Zi8vl4iF1d3eXjf4EipB+mRAni8XCKOTU1BSKxSJOnz7NPqmlpSX8+Z//Ob75zW/izp07TN2n02kkfpkDT03JGxsbPIR/OF2KEEWSoNDviFKLqGOlra2NteYUYQmAUSqSfZB3JplMwuPxMMLocDi4lJX+zgBYF0158JlMBqlUCnV1dWhoaOAkk/39fdTX10OpVHJ8uNfrhd1uR3NzM372s59BJBKhu7sb29vbbPCm4A5ayMlHREWJpDGmS5R8ZRaLBcvLywDAYMz6+jp8Ph8vtLTUAmDWiDpvHjx4gKWlJQ6QAMALsUaj4UXvUX5u376N1dVVvkfJl0CLJhnoPwycnT9/npMPqUegubmZU6aOHj3KZ5eebfIlkVSD4uEB8DBMvz+h8GFT+6lTp7C0tASxWAy/3w+xWMwLEXVrXbly5SMyvsHBQYyNjXEkbSQS4cJgh8PB8g/yZhLTvLCwgN3dXdTW1nIQBUXvUh8P/Y61Wi0DadQt8vTTT7OsJpPJQCKRMNK+vb2NlZUVAOBZg0pFKTaU/HzEcBPbSCwsxZmS79NgMKC2thbXr1/nfomOjg50dnaiv78f6XQaTqcTc3NznMZHIGUwGITP52NpLfnsNjc3H3lIi0KhwGOPPcbJXiaTiTshAPB8RP4tALhw4QJGR0fR1dXF5c+9vb0YHh6GQqHAxsYGvvnNb+IP//AP8f7770OhUCCfz2NnZ4eXm2g0yuWz5FMzGo1sLKdEvlAohNdeew1Go5E9ajQgSyQSRCIRhMNhjI2Ncfy1yWRCS0sLB+JQ0iLNg/X19djd3eXgIuCh1JRAzjNnzmB7e5tjcylwhf6ZRCIBAPx7XF5e5pARYp0tFgvOnj2L1dVVdHV14bOf/SwAoKOjAw8ePOCZkgB3escReEwMH8m8DQYDdnd34fP5sLu7yzMoxSfTHeL3+zlxjXx+5O0gAIFM8iaT6SN+GWq1/7ifTySjIj0hoevRaBSzs7Mwm81slibdOA3hKpUKKpUKP/jBD2Cz2XDy5EkAD4fcvr4+dHR04ODBg5iamsLVq1fxP/7H/8Cv/uqvfsSUS3Inuliz2Sznu5OGUaFQcKFfXV0do+/b29sQi8XY2dlhvfD6+jpcLhf7NSwWC8dsymQyzM3N8WF49913+UUsFApx7949HDp0CHK5HBsbG2hubuZiIHLtU6MwbZok8yETIhkMjx49ysPrh/sNmpqa2IfQ0tLCtDFp/IiOJZM+GfGcTienelQqFfT29mJhYYGjhsmwTFnQVJIkFosxMDDARjeKjqMHdnNzE3q9niPT6PJ/1KVWJPdxuVwolUpoa2tjHSQV6/j9figUCvT29sLpdOKv/uqvWE7x5JNP8ndBSC5J2egCJClJZ2cnlpaWmBEjZEooFCIQCPDAGwqF4PV6MTs7y+g9ofmTk5MIBoNQqVQIBoNQKpVclNPV1QUArANtaGhAMplknwnRloSOBAIB9PT0IJFI4MiRI1hbW8Pt27cxODiIqakp2O12xONx6PV6NicCYGScNMjBYBAymYzNeGRMJzmVXq/nyzcej/MwaLfbEQwGeYmmC52CDSizO5FIcC+IXC5nIzEVfBH6RQwUyVvS6fRHfnZiHSlSmJLmKEOc2qIf9adUKqG2thbr6+uMjCaTSTidTo4aJBM1tV//yZ/8CXtkPv/5z3O0J0mEdDodGhoa8MorryCfz+P3f//3AYBZUZlMhi996UvciUOxp7FYjKOcCckaHBzEvXv3uIsjHA5DpVLh2rVr+J3f+R3Od6+rq2PJCpWRUQmcyWRCT08Prl27BpfLhWKxyIOfWq3GCy+8gKmpKZhMJtb007NBSBcto9RuTbHkJJGQy+UoFotcAtjZ2ckyHUpaGhgYgNPp5FS2eDyOtrY2SCQSfoZJ8kA9IPfu3YPFYsHW1haefPJJNDU1IRKJoLW1FYlfRkNqtVr2E/T39yOfz3O8N7HodXV1GBwchEql4mWblr3GxkaUy2WW2z7KDxWOUWynUqnkhDK3282Fl9SztLOzg0gkgj/5kz9BIBDg8IZ0Oo1bt25BJBLxu4OeQYo1JlaMYrT39vZgNpshFotx7949JBIJWK1WGI1GXLt2DVqtFhaLBWq1ms8P6evn5+fR19fHcl0K7qBgAkqIIikxGVqTySTq6+tht9uxtraGYDAIs9mM48ePM7DZ2trKaZHkKZTL5Zy0mEgkMDU1xeBoLBZDoVDA+++/j9raWk7goiQ46mKgMJFoNIrJyUkcOnQINTU1cLvdXNwrl8uxsrLCUlaRSMT3iUaj4QTL7u5uBkzfeOMNnDp16iMpXzRUUyQ4SYVI+pjJZODxeBik7e7uRiAQeORdLxcuXMATTzwBvV7PcthsNstqktraWlavVKtVnD9/Hmtra/izP/szRKNRCIVChMNhOJ1O1NXVQSKR4DOf+Qx6enpw6dIlTE1NIZVK4dChQ/x+It8hSahpQFar1SiVSjAYDPwsGI1GLjEmCR69M8mcvrS0xIFB9HszGAxoaGjg5DmSvrtcLg6vGBwcRDQaxeHDh3H//n1otVosLy9jbGyMGQWHw4H9/X2srKygvr4eer0eOp2OZVIEjB46dAgnTpxAIBDA7du3sbOzg7W1NRw4cIDN21NTUxzSMDIywpI+mi3pOaZ44P39fXg8HhSLRQgEAjQ3N0Mmk+H111/HE088AYlEgqWlJZTLZUSjUWY/KbaXwBsCSimql+ZD+ndTF82bb76JY8eOfeyz84mWDYp0ValUXBhC0hZaBEgrSZdXfX09XnvtNQSDQXzxi1+ESqXCpUuX0NDQgM7OTjQ0NDA1WKlU8M477zC6RrFlPp8PnZ2d0Ol0rBclypMMzyqVihE+q9XKVPne3h6GhoYYDVhdXeXLjjTshNoS6kdFbPRF/+xnP8PJkydx6tQpvPfeezwwUWLB2bNn0dHRgWw2i5aWFkYJFxcXGbmlyDdCJtLpNK5evcoLg1gsxvPPP88Nw4Q+22w2bG1tIZFIoKmpiYvXKH6QIkEpqeGDDz6AQqHAoUOHcP78eZTLZTgcDuzu7uL48eP42c9+htbWVjZ3x2IxLsSh/HSdTsc0rlgsRkNDAxsqCa0nM++j/BB6J5VKuU09n8/D4XBgdXUVkUiEc7VJDvLEE09AoVAgGo3igw8+wPj4OEZGRlgmUl9fj5aWFqysrKBSqbC28s6dOyx7isfjSCaTsFgsCAaDuHz5Mqe5UJoIIYWnTp1imQxpw1dXV1nq0draimKxyIMKhQhQd43VamU5ktFoxPr6OmfJUxQvtcA/+eST2NzcRG9vL6OQRLHabDZeBiuVCmZnZyGXy/nZMJvNHOnX39+PH/3oR6irq8ORI0cglUrx9ttvo6Wlhcu8PB4PD7nUlUAvP7VaDYfDwT0GXq+XLxqSB7W2tmJ9fR1tbW1YWFhg2R7F4lI5KEVk0lBPOlSPx/MRn8TCwgLH6D7Kj0Qiwc7ODvcuzM7O8gXQ2dkJt9vNCWOE/D/77LPQ6/WYnZ3Fm2++iXw+D7vdjmeffRYrKyscl/jlL38Z//AP/4BUKoWnnnoKPp8PR44c4ehEYhmJJqdOmFKphGAwCKvVCovFwslA/f39mJ+f5/S0P/uzP8MTTzwBj8cDg8GAjY0N9PX1cRoVNekCwNWrV7nVmS5lCiUgpoRMnwcOHEAoFEJjYyOEQiFcLhd79/x+P+fIUwx1f38/rFYrs7HU+bG7u4tYLIbh4WHMz89z++73v/99HDlyhEvkyDtB0laZTMaM7cDAADN6RqMRt2/fxpEjR3DhwgWMjIywD+/u3btwOBxIJpMYGhqCTqdjRHthYYH1/IRCt7W14fLlyxgdHYVGo8G1a9fwK7/yK4/8/FEJWLVaZfS9XC5jbW0N0WgUfX19rAmPRqM4f/48Xn75ZY5AViqV2N/fZzS6Wq3i5s2bnABHaXZ03mjBFYlEGBkZgclk4ghRnU4HmUyGXC6HgYEBmEwmnDt3DouLiyiVSvjt3/5t/MVf/AVsNhtHb3d1dUGj0bDchQZ74H9FMFPwTENDA9LpNN58800oFAoMDAzw+5m8EDSc7+3tobOzE1KpFH19fVhZWWEmR6FQcLfSvXv3EI/HuYyQIkptNhvy+TyWl5e5p4j8RB/2pNK9R30g5XKZB1b6Z0neJ5PJcO/ePQbACPTp7u6G2+1m6SipN4gRJS8KeQEI2ScAp1QqIRQKIZVKPXKDeFdXF4cmvPXWW+jv72eDM0kSKbChWq3i3Xffxb/7d/8ObrcbEomEASQqeSSvRjabxec+9zl0dHTgn//5n2Gz2dDV1cXsNX0P1OkSj8cZ4KmtrWUvXSAQgM1mg8/nQy6X494fKmOkDi5iRyki2el0wuv1Qi6XM9O5urqKUqmET3/609zLpftl5wfFh9fX10MqlTKYRmxbLBbjhEaKyS8Wi1hbW2OZ/fz8PAqFAsbHxznme3FxkSWSarUaw8PDmJ6eZrsBpa+pVCqsrKxwJxbJryldrra2FvPz8xCLxTh9+jRWV1dx//59fPGLX2T2eXJykkM4FAoF99YROE4eFJpHaSakv19TUxMnhH6czydaNiwWC27fvo3Z2VnWeAoEAojFYrS1tfEvFAAP+j/72c/g9/vx0ksvcZrA3t4epFIp5ubm0Nvbi8nJSc78BsAJQlKplPWNZJCm4qqWlhbWfdMlMTw8zM3cR44cwcrKCrq6ujhOcWVlBQ0NDWhra+OIxPr6ejZh0sGgCzYUCqGhoQHPPvsspqamMDg4CIvFgldffRXj4+M4e/YsotEobty4gaeeegpbW1toaGjgbgsyjwWDQX4gFxYWEA6Hcfz4cXi9Xm6MpIzmXC7HqQQ0dJExSaPR4ObNm5w5HolEMD8/j/39fWg0GnR3d6O1tRVPPPEEisUiisUifD4fbty4AY1Gg7W1NTZ/b25u4uTJk9je3sbzzz+Pzc1NzMzMcPRhJBKBy+VCe3s79Ho9S0IMBgPeeecd9pY8yk93dzdWVlawtLSE5uZmpvJee+01NoXm83n2rhiNRiiVSg4boMg5YndEIhFu3LiBkZERRk/pbFK0HVGKNDwGAgHY7XYMDw8zq5XNZvkcEWpXKBTw67/+67h9+zbee+89PPPMM0in04y+Xbt2DcPDw+jq6oLH44HX64VCoUB7ezvW19cZzWlsbGT5yM7ODp566in89Kc/hVQqxeLiIiwWCxt6iUJtbGyEVquF3+9n1I7QH9KaSqVSjI6OIhgMwuPxcNs0aUMJVSIpBKW7UOIP5eATI7O+vg6NRoP19XVmUUwmE9LpNA4cOIBbt27h5MmT+OCDDziBg17MMpkMY2NjuHTpEvL5PI4ePYpAIMAm4O7uboRCIWSzWU4QGhoaeqRnjz7xeBwtLS344IMP4Pf7WTJ35swZHuhI4pXL5WC1WvHSSy/h1q1baG5uhsfjgd/vR1dXF9bW1iCXyxEMBjmVC3joTaLWYalUip2dHU4/I/0vhUQ0NzdzvKHX68WDBw/Q1taGpaUlLinb2trCgQMH4HA48ODBA3R0dMDpdKKlpQUCgQD19fV8jskP8+HeIVpiaUE4f/48p6Y8+eSTWF1dRaFQ4IGKCkyXlpbQ0dEBu92OVCqF4eFhFAoF+P1+zM/PY2trC+l0Gg6HA7/4xS84AS4SiaCjowOJRAIHDx7EnTt3OLqVfCS0aGSzWbjdboTDYTbuZjIZnDx5Eq+//jpGRkbgdru5t8XhcGBhYYFR2I2NDRgMBszNzSGZTKKlpQWHDx/G8vIyNjY20Nvbi3A4DJlMhl/5lV/B5uYm5ubmEIvFcPny5Ud+/ijRiMoJSRp07NgxhEIheDweBAIBdHR0cEDEP/zDP/B/n0ztf/zHf4yvfOUr7LEkQIxiMlUqFccPU3RtpVLB2toakskkenp6sLS0xAsDLXc+nw92u50DCmpqanDkyBHu3nI6nTz8kfmUYr6BhzKxbDaLhoYG/PjHP+ZWb/IsEvjo8XhYN04hKLOzs2hqauJGdIoI3drawurqKkdAk/l4dnYWL774IndXKJVKWCwWyGQyXLx4kVOhtra2cObMGU5VI1a8Wq3yTLC6usoqDEr52dzcxOHDh6FWq3H//n20tLSgpqYGKysr7NujRfHDYQSpVIoTi0hWTXcQsRy3b9/miPxH+alUKtja2sKxY8fQ29uLhoYGbG9vczof/Y5CoRBcLhfS6TT+n//n//nIf9/n8+HOnTs4d+4cRkdHUSgUcODAAe7rAB4a5Q8cOMCRsOSjItMyhXGQnJXkdSTFnZmZgU6nw4EDBziRs7Ozk++/UCjE708qpp2YmIBGo8Gbb76JQqGAJ598koHwa9eu4etf/zqmp6chFArR19eHd955B1/96ldx69Yt9i+R14J8KeTJpBQpqjAwmUzY2triror29nb09fXh3Xff5Tv26aefxuLiIiqVCkf8Uw8deY6JTU+lUjCbzdje3sbExATefPNNTE9P4/jx42hqamJjfSgUgs/nY/Dn7NmzuHDhAoLBIFpaWlhmRnG7VCewubmJyclJTnLTarXsJfq4n0+0bCgUCpw5cwavvfYaxGIx3njjDfT09HDREw3tGo0GVqsV//qv/4pwOIzPfe5z6OnpQX19Pd5++204HA5MTk7ygDExMcHIGgCsra3hc5/7HLa2trC5ufkRBJW0yqRzKxaL6OnpYVSE0nNyuRzq6+tx584dnDx5kvXuR48e5Y3N7XYjnU6zyVatVmNgYIDpcnL+l0olHD16FA8ePECxWMTExASCwSB++tOf4r/8l/+C3t5ezjoHHmrgid4lwyslmgDA5uYmxsbGoFQqcfToUczOzmJiYgKTk5MsZSBWRKVSoaGhAYODgxxb2tnZyTFzBw8exOLiIiQSCafP3L17l/9O1FZJmlSLxYJQKIRz587h3r17qFQquHTpEh9eq9XKFfbAQ3mCRqPhDP/l5WWMjIzAZrPxcvioPmTIfe6557C+vs6lYoQYNTc3c6oJyUdqa2tZQpZIJDgxhCRxXV1d8Pl8+OCDDzgujlAkQs9o4CMK32q1wuPxwOVy8UUzMDCAhoYG1qd+8MEHUKvVaGxsxIsvvshGNVoSJyYm4PV6ceHCBR6giPWiPg0yeL7//vsYGBiA2WzGm2++yak56XSa0zG2tra4qZoQz46ODuh0uo/EUzscDojFYiwuLmJxcRE6nQ4nT55EIpHgF3RNTQ0OHTqEQqGAcDiMtrY2boul8iR6Hre2trih2u/3Y3h4mJMxSPaVy+XQ1dWFzc1NSKVSPPvss5yHLxaL+ee1Wq1cztXV1YXW1lbs7Ozg6tWraGpqwpe+9CX88Ic/RDabRSwWw6FDhx7p+QMe9gKsr69jaGgIHR0dbFLd3t5GS0sLt7FTZCEN1jqdDm1tbZibm+Ofv6+vD36/n7PUSQ+8t7eH06dP4+bNm5DL5ZzCRlI/ejd1dnbCYrHg+vXr/J0///zzeOutt+BwOKDX6/FP//RPOHbsGMtMzGYzBAIBIpEIfD4fzpw5w43v1J67vb3N+euJX3ZykFn/xo0bqFQqnC52/fp1Tk3z+XzQ6/WYmJiA2+3mUjcy4JbLZdTV1WF0dBRvvfUWstks+82oTPDevXs4cuQI+5ko+YmknHV1dTwckETFYDDw+7Gzs5M9VSTLo3S0wcFBLgqjgdXhcGBxcZGHO5IHCwQC9kSRFvzWrVtQqVQ8GJBU8VF+otEos5LkZ4hEIggEAmhubmbTqdfrRaVSwYsvvshFZRaLBRcuXECpVMI3vvENaLVafP/730c0GsXGxgby+TxMJhPi8Tj6+vqQSCQwOzvLHUFbW1scugKA/ZACgQAtLS24evUqMpkMtre3cfr0aQ48uXv3LhoaGrjwNJ1Oo62tDaurq3C73Whra2PTOTFtnZ2dMJlM2NnZwfHjxzl+2Ol0or+/nyXdLpcLo6Oj2Nvbw1NPPQWn04kbN25ApVKhp6cH+XweFosF+XwebrcbCoUCi4uLOHr0KOvzzWYzJicnOQZ3eHgYJ06cwJ07d9Dd3Y1isYjd3V3o9XpUKhWIxWK0t7ejVCrhwYMHiMfjrDogk28mk+E7hlLTiJmgWGLyVm1tbWFkZARmsxmZTAbBYJDZofb2dvYF3LlzB3V1ddjc3ERtbS0ePHiApqamR3r+stkszp07B4/HA6vVysAlxczu7OwgmUxCp9OhsbERL730EjM/e3t7uH79Ot/Ve3t7KBQK3ClGcf10zpeXl7mMUiKRoLW1FcPDwwDAAUVerxf5fB7pdBoPHjyA3W7H/v4+L7Gbm5vo7u7GrVu3WP5K3jlqdpfL5dBoNHjw4AGi0SgzsTqdDoFAALOzszCZTNzVQqD5+Pg49vf30dPTgw8++ADd3d28QE5PT/N7nfw39H6hIkRi7Ht7ewGAZZxbW1sMnFDvF3ll8vk8l+hSxDX16FAASyAQQH9/Py8DVCxLqpTGxkYmCpxOJ/uZXS4XL/AUfkPfbUtLC4aHh1m6qlQq8fLLL+Pdd9/92GfnE4lO3W433n77bfzGb/wGBAIBHA4Hnn32WbS2tuLMmTN86eTzefzd3/0d7t+/j8997nOwWCzY3NzE7Owsa77EYjGmpqbg8/lQKpXw+uuv41/+5V/Q0tICnU6HxcVFblHu6+tDW1sbG58LhQJ6enoYAaC213fffRflcpm/VJVKhccffxzxeBzAQ1RoZWWFdYCka+vq6kJ9fT17M+LxOBuLg8EgU0hWqxVWqxW7u7vw+/2sV9vY2GDkVyaTobe3FydOnMDExATa29shFovh8XiwtrYGrVaLF154AQ8ePMD09DTu37+PfD6PhYUFdHZ2oqurCw6HA0eOHIHBYMDCwgL7UojioijDD5umpqamsLKygueee443X/JVRCIRvPfee8jn81x0ePnyZbz88stYXV3FT3/6U+zt7aGjo4O1+rQkkS7+nXfewY0bN5DP5/llT6VYj+rT1dUFp9OJ999/HxMTEzh+/DhSqRSamprYyAg81ItPTU0hn88zzb+4uIhgMIiRkRHodDoMDAxgamqKW0LpIfzSl74Ev9+PUCiEo0ePQqFQIBwOw+Px4ObNm5ibm+NOgdXVVSQSCXz6058GAB5eFhYW8PTTTzPSQRGe9fX1XDBFEYJSqRSDg4PciE6sFyHlgUAAv/d7v4fGxkZOcSPdNmmMybyfy+Vw9epVqNVqWCwW+P1++P1+/s8/3OnR2trK0oFgMIhUKoXe3l7WUDudTqhUKn6mTSYTU7FCoRA2mw2xWIxTl4aGhnD48GFunK6vr8f6+jqmp6exurrKLzGr1YrXX38dly5dwsrKChdgUZyqw+Hg71ev1+PkyZOc2HLx4kXs7u7iyJEj6OvrY5nSo/wEAgE8++yz8Pv9mJqaQiAQQCAQgN/vRyAQ4J6NXC6HN954A8ViEZ2dnYjH43j//fexsrKCw4cPo7a2Fnfu3EEmk+GX+89//nOWgty8eRM1NTXMENE7ZHd3l+V4CoUCFy9eRDQaRUtLCzo7O3Hp0iX2Y83OzuLkyZOshyctrkqlwsTEBOuA6cKnjg673c7dQ/SMEypInShLS0sczUkN0eQ7y+fz8Hg83B9AUlvqOlpbW8Nzzz2H559/nr056+vruHfvHmpra/HWW29xr4ZUKoXT6eQSyXv37uHevXvwer3Q6/Xce1RXV4fe3l5cuHABMzMz2N/fx+3btxGLxTA4OIje3l78zd/8Db773e+yb0ShUCAYDPL9IhaLsba2htnZWe5T0f2yo4kYP7vdjh/+8Icc3PGoP7/3e7/H6UZU3lgsFtHf34+7d+8yO11fX8/FtI8//jhOnjyJ9vZ29qNRx1JfXx/eeOMN7pL4j//xP3L0r1gsxhe/+EVmcnt7e7mFfWtrC11dXRx0ceHCBRw6dIiTGp1OJxdWkg+I5Evk2XI4HByeQCbUUCjEcd8UsrCzs8PLnlwuZ6l0W1sblEolZmdnUSqVGCS02WxYW1vjBEWz2YyjR4+yxHBgYACbm5tIJBK4d+8e9vb2cPbsWRw+fBgCgYCTx5599ln206lUKo7QJ8kQtSeT54UYFopS/sxnPsNDdzwex8zMDMu39vf3eeD9t//23wIAQqEQ5ufnkc/nYbPZUCwWEQqF4HQ68eDBAwbKDAYDkskkzp49y0qSR/V5+eWXsbGxAY1Gg6WlJS6Go3AAShbb2NiAWq3GyZMn0dvby1488kl2dHTgwIEDOH/+PDweD2ZmZhAKhfCnf/qnGBwcxMjICM6cOcN3JEnWyW+7sbGBlZUVvqeoIJUSGKlYkiS6TqcTTqcTTU1NaGhogNVqxcjICAfGiMVibogfHByEwWDAtWvXWApKvp26ujqWYR0/fhw3btzAj370I6jVaqyurnKwis1mYxbKYDCwBOnxxx+HUCjEgwcPsLKygu7ubg5ZuX//Ptrb2/HUU0+hpqaGJexHjhyBSCTCK6+8wgwamcJ1Oh1sNhv6+vqwt7cHuVyOxcVFTE9PQyKRsKdNo9HgF7/4BQKBAJ566ik+w2Qeb2xs5O+BVEu0WBBQJRKJkPhlkefMzAxmZ2c/URqaoPoxwsIp8eLMmTMwGo3o6elBLBaDxWKBz+fD+vo6IwDUf/C1r33t//Xf9dnPfhaf+cxnsLa2hn/+539m06hSqcRjjz2Gnp4ejI2N8YuCaFoyzVBSCH3hpOuk5s0jR46gqakJb775Jk6cOIGFhQX2UZChxu12c/42tYIS6qJQKJDL5Tg1gUw1hGafPn0at27dYiNQZ2cnbDYbrly5AgDY3d1FW1sbb52Ufw48ZIYymQzu3bvHxV319fX47Gc/i7/7u7/DyMgIAHB84Y0bN9DW1gaLxcJGNK1Wi1wuh0QiwSZPQppzuRyj7KVSCcVikQvwKPfa4/FgeHiY0bEPR/ZSEy95SCgWlzLC6SHq6upCtVrF9evX8d//+39n6vL/q8+Hz9+RI0ewtLTE6SI+nw8tLS2c+kA569/+9rfhcrlYp2kymTAwMICJiQksLy9DKpXirbfeQj6f54jjL33pS2yS1+l0jMpTAzv5hrxeL3//pIFubW3Fd7/7XYyNjUEsFsNkMvFQQ10RRqMRU1NTGBkZgc/nY8qVkoOoj2BjYwMikQgCgQDf/e538du//duIRCIcdbqxsYGhoSEcPHgQly9f5uK/kZERPlMkbyQJjk6nYwlFc3MzGhsbMT8/j729PZTLZfzoRz/Cz372M9y5cwf19fUfMX+RB4CShMj0bbFYOD2GjLfJZBJyuRwejwcvvfQS3nzzTRiNRpw+fRpvvvkmDAYD1Go1PB4P9Ho97ty5g+PHjwMAe6Goc4dQHDKmZrNZNDU1YWdnhztl/uZv/ub/8/P34TP4G7/xG+jq6sIPf/hDXo60Wi2am5vhcrmY6rdarbh37x6Wl5e5UMpkMuHpp5/mZvsLFy6wt4w8bMPDw4jH4zh16hSuXr0KlUrFAy8BIKOjo8hms3jvvfdYzkGa4Hg8jpWVFTQ2NuLYsWN47733MDIygpaWFh4S6L0gFAqxv7/PJaIUp9jf38/dMiR3SyaTGBwcxA9+8AP4fD788R//MR48eMBR5LW1tbh79y4aGxuxvLzMUYqU2EKpM8lkEv39/VheXkZzczOSySRLFmUyGdxuN7q7uzE1NYXx8XHs7Oywt66xsRFOpxMbGxvo6elhbyAN3+vr63A4HHj66afx3e9+Fy+++CKuXbsGiUTCkeSXLl3izhq32w29Xs+hF6TF/jArKpFIWG5F4R7f+c53cOLECZw+fRq/9Vu/9UjP31/8xV9gf3+fA0mamprQ1NQEgUDAEbUUSxqPx5kBIN/Bt771LVitVnR0dODZZ5/FG2+8gc3NTdaP9/T04Dd/8zeZBaCo+0KhgOvXr7PkKB6PM4JP/RoEilFcbE9PD/7+7/8eL7zwwkf09oVCAT6fDwcPHuR7kmJlbTYbNBoNszHk3yCZF0nGfvSjH7EHgOS1DoeDz8KHG5IpgIEWhLa2Nn5/fPDBB3jvvffwF3/xFx9pBCd2+9lnn8Xdu3exurrK7eZkBBcKhZy2SV4WKidcXl7GY489hu3tbcRiMfzqr/4qZmdnWR5NzNnGxgZLb7e3t1nTf/jwYX7Xi8Vi9umQZG1rawt9fX2Yn5/Ht771rUd2B8/Pz/MiePv2bQiFQuzt7aG9vZ2bwSlK3WKxoKmpiVPSSqUS/vZv/xZ2ux2HDx/G3Nwc3G43JyRqtVr09vZyuiPJOIPBICdjkh8pFouht7cX7e3tuHjxItrb27GxscHJeu+++y6eeeYZlq9PTU3h4MGDSCaTyGQymJqaYgkhxR63trZyXwaxEXV1dUilUlAoFGhqavpIEfTKygp7DJ944gksLS1Bq9Wy94ECfeh81NXVYWNjA4VCgQ3oR48e5buYfFCpVAqPP/447t69i1wuhzt37uDMmTNcjDk9Pc1pdLFYDKlUCuPj4zzLVKtV5PN59Pb24vbt2xgeHsbMzAyAh8XBDQ0NWFhYgMPhwJkzZ1hRMzo6iunpaVy7dg319fUwm80olUoYHR3FgwcPEA6HceLECQiFQrzzzjssR/zpT3/6sc7fJ1o2vvnNb7JWLh6Po7W1lXOBKYaMvuAPx9WOjo5yiVlfXx++9a1vwW6348GDB2hpaeFNk7Y1epCo6XVvbw8ej4d1a0ajkRtniUmhBtPPf/7zAIDZ2VnYbDYsLCzg9OnTyGazGB4exuXLl7G1tcWXFSXhUOMjUehEzVJPwuzsLDeVnj59mqvsqTGZ0pyUSiWWl5dZT0caw66uLv7nyc1PMab08tNoNJyaQln3dIk0NDRw4RchkJQgIpfLoVKpODv68OHDKJfLKJfLHPtLPgGhUMim+scff/wji1xPTw8jqPQ9kMeGftZkMokDBw5wadl/+A//4ZG96P7xH/8RW1tbEAgEOHHiBHZ2drC/v8+692g0ira2Ns5Fp4d8c3MTTqcTVquVFz5KyLFarbhx4wb8fj+++tWvwuv1Ynd3l5cskvBRz0upVMLdu3fh9XrR3d2N0dFRfnkNDg4iEomwzEb3yxbddDrNTB0tHVarFWtrazCbzcymkY58bW2N/R00eFPe+he+8AXs7u7C4/Fgf3+fUZgTJ07gtdde4zAFAEzZ01KcTCa5gwMAxsfHMTU1hbGxMfzTP/0TvvSlL+H+/ftIJBJwOByoVqucTEVmUtLLU/oXtQcLhUJMT0+z94UK3Kh99ctf/jJu376NsbExAOAXqV6vR2dnJ2u9xWIx1tfXuRNCKBRiYmKCpUIki6PEtf/0n/7TIx32/uAP/gAWi4U146Ojo5iamsKBAwdw//59TpNbWlqC0+lEQ0MDzGYzwuEwmwq//OUv46233sILL7zAxYxk4F9bW8OJEycwNzeHs2fPIpFIQKlUcswteSssFgsA4PXXX+cz0tXVhZqaGgwODuLOnTvMbBJlX1NTg9bWVmxtbbHBHACOHj0KmUyGtbU1TluiIe/AgQOYm5tDfX09h1ns7OxgYWEBp06dYkP4c889hxs3bnAZIQ26g4ODOHnyJCfXUGzu8ePHMTc3x1IJCsOg0ItKpQKr1Yr33nsPjz32GNbW1tgfk06nEYlE+L1HSS/klVOpVPjqV7/Kz1c+n4dOp8Mrr7zCKLter8fOzg50Oh0PAolEApubmwgGg0in0xyTSn6Ejo4O3Lt3D3q9HqFQCLFYDP/zf/7PR3r+nnvuOZhMJsRiMXR1dXGQxPLyMvt+qJ04GAxyotGH49FXVlawtraGkZER/Nqv/Rree+89qNVqTiUjnTi9W2traxEMBrnAkYy3uVyO06nIOxMIBPAHf/AHWF1dhcvlwlNPPYUf/ehH/I4+e/YsVlZWkM1m+azodDo2TLe3twN4yBZ4vV7cv38f3/jGN7C2toaFhQU2+Pr9fhw4cABXrlzBgQMHEI1GsbCwgHPnznF4BHVJkfeE2p1bW1vxi1/8Anq9HhaLBXa7HUajETdu3OABzmg0MotL8i6ZTMbva0qApKhg8ihQe/bIyAg2NjaYtatWqxgaGsKDBw9gsViQSCQwNjaGRCKBVCqFtbU1aDQa7kHwer0wGo1cLknljdRH5vV6cfjwYaytreEP//APH9kd/O1vf5tTmk6ePIkf/OAHUCqVaGtr45AF+jmr1SoaGho4Mp1M4ZRCJZVKkclkMDs7i2QyyWll29vbaG1t5XJjmqeouJnSUMn8PTs7i76+PrhcLi5gpiWFUrOoc2V7exvPPfccvF4v+yzJbxIMBuFyuWA2m5HL5ZiVTqfTuHLlCkZHR1FTU4OhoSEIBAL2R9E8SHfj1tYWKpUKBgYGGBinbhmK5Ha73TCbzay6oTSsZDKJ1dVVDA0NQa1W4+bNm2hoaOBI5sbGRtTW1mJ5eRm1tbXo6upir1Y6nYbVauV+mu3tbWbZkskktFoth/vs7u6yVJJa7vV6PQwGAycUUvywTqdDZ2cng3+pVArXr19Hc3MzAOAf/uEfPtb5+0SeDRrg8vk8F8z96Ec/QiqVwtNPP80XEV0YFDdGXRNarRYPHjzA008/jdraWnR2dmJubo4lO729vfjrv/5rfPrTn+aLm7ZYALDZbGzSEolEOH78OG7fvs0vlscff5zR7cceewxXr16Fw+HAysoKQqEQisUit1cC4BZdk8mERCLBhk273c7JP5lMhmP9fu3Xfg0//vGPEQgE4PF4eBjt7u5GQ0MD6zQPHDjApk+Ss1CMLclobty4gcHBQajVajamZbNZ3LlzByqVCk6nk6P/stks/H4/FxxRtrxWq+Xtk/wY3d3duHr1KjQaDdxuN8bHx+FyuVjm9uqrr+K5555DpVKB0+mERqNBoVDA5uYmQqEQOjo6GAmLRCLIZDJwOBz8d5JIJLh9+zYcDgcPPI/qc/nyZXR3d8NqteLnP/85o/gNDQ3MglFfitFohEqlgtfrhdPpZL0hDcepVIo7AE6dOgWlUsm+o+HhYUxOTsJqtXJLO0n1KLEpl8tBoVDA6XRyehrJvA4ePIjl5WUuQ9zd3eXzd+7cOSwvL3Mx18zMDMuUVlZWUCqVODKZtPQajQY9PT3413/9VzYG00VFMYC///u/D7vdjpGRES6qJB26SCRihN3lcuHo0aMfiQ0tl8sYHR3F7du3YbPZmOGanJzkRZ1a0CmFy+/3Y21tDZVKhVt4T58+zUWGN27cQDweZ1T90qVLqFarXPY3PDzMEawUt0fMjVgshkaj4XfG0tISWlpa8N577zFdTEk5j/oTDAZRLBbx1FNP4dvf/jaGhoZ46SJdOBXJdXZ2cqeFWq3m0lLK379z5w6CwSCee+45TE1NsVnaYDBgaGgIt27dwvDwMHZ3d7G1tcUIJ33/AoEAX/nKV3Djxg0A4AG9Wq1yMh6ZtMViMRYWFpBMJrl/gQZVMsKS6Z6isfv7+7kLyOPxcGHk2bNn0dzczO9PmUyG1157DSKRiBt8NRoNGxJv3LgBmUzGvpJIJILvfe97HDBw48YNRsntdjtu3rzJKS1NTU1YWFiA3W7H9evXYTAYoFQqeUF999130dnZyW2/p0+fxvLyMmf0/7f/9t8wODjIjMkLL7yAixcv4vz58xgbG+OizEAgwJ6bQCDA/QXVahV+vx/r6+u4fPkyDhw4gFKphIMHD+KVV1555Odvf38fNpuNBwwA7H+ikrXd3V1mMmjoOnz4MHQ6HZaXl9Hf38+JO6+//jrS6TTW1tZgMBjQ1NSEvr4+ZDIZ9lKRV4v+czKJNzc3IxqNolKpwOVyYXh4mJe/XC7HXokTJ05gcnISjY2NmJ2dZZkdyTlo6CJEmLoy9Ho9vvCFL8DlcnFRI5XIORwOhMNhDA4OAni4aPb19XFs8tbWFs6ePQu9Xs+hDMViEU1NTQgEAujq6sLU1BT6+vqQzWbR09ODAwcOYHt7G9VqFW+99RbPKNT0nUgkcO3aNW6dVigUzLp+5jOfwe3bt+FyuSCTyeB0Ovn3REWkkUgEfX19iEQi7IHJZrMYGRlhLyoh2xTrm06ncfDgQQiFQqytrWFwcBCLi4s4deoUZmdnudTwUX3y+TwDWK+88gr6+/tZFlwqlXg4p+Q5WppcLhdUKhWD0tFoFC6XC48//jjL5Ts7O2G32/m9Tj7REydOoK6uDgsLCwiFQswkU7Eqheqsr6/jC1/4AtbX11FfX4/HHnsM169fx8DAAFZWVuB2u2G321kWTb6KSqWCmpoadHR0YGRkBB6PB6FQCPF4HIODg5iZmcHY2BgikQhOnjyJnZ0dBAIBOBwOuN1ufhf7/X6WIH24h6ZSqTBAJ5VKYbVaodFosLq6ig8++ACnTp3ifw9Jjcm3QZHMlUoFPT09uHnzJuLxOAYGBtDW1oadnR3s7OygsbGRQzOovXx8fBw6nQ7r6+vY29vjMsKTJ09yHxSx0iQ3JyA7HA5DrVYzq/7pT38aU1NT2NvbQyAQwPj4OLa3tznC/+N8PhGz8Ud/9EcAHhrDqO12e3sbKpWKvRgSiQQajYZLgcjIR8Y80kl+9atfxc2bN7G4uIgXXngBe3t7XCRHOnO3283brNlsRldXF9ra2iCTyfhCKBaLuHv3LlpaWvjBLBaLUKlU8Pv9kEgkSCaTWFlZ4WjEra0tLjZaXV1FIBDAwMAAVCoV5ufnOcec0oXo5ybafnV1FU888QSmp6chEAhw9OhRNhrm83k+wGSuVCqVLHVSKBQQCoUc/0tSknw+zwkiFKVbrVbxzjvvsPSLKHNKNQAepn7t7u4CeGjmpsO+traGq1evoquri2OFC4UCVldXYbfb4Xa7cebMGWxubqJSqXCfQS6X44VRLpcz1ahUKtHc3Izbt29Dr9dz6s2f/MmfPDJU5Q//8A9hNpuxtbUFmUzGbfDAQ+Pu/fv3GfUmY1RNTQ2zU4ODg/jpT3+KUCiE559/HrlcDoVCAe+++y6+/vWvc3pGNpvltIZAIMCIA6GE+Xye44CpfV0sFmNzcxPr6+uIRCI4dOgQG+i1Wi3efPNNDAwMMOtiNBo/kp5Fi/yBAwfQ2NiIyclJAOCEiNraWszNzWFsbAyvvfYajh07hrW1NZa8ULQyadcfPHiAxcVF1NbWwmg0IpvNIp1Ow2w2M+vV3d3NLytiZYLBIBvuHQ4Hbt++jRMnTmB7e5slZqQJpzKlcrmMpaUltLe3Y3R0lCVSlJdPtLNQKESlUkEul8ODBw8wNDSEeDzOyHKlUmF/QU1NDWfWS6VSjovs7OxkWWA4HH4kqN6Hz+DnP/95nD17llvY6+rq0NjYiMQvC0wNBgPq6+vh8Xg4FpDAGUoSouWDJH+lUgkOhwPXr19HfX09Swb6+/tRLpfh9/sRj8eZ/aRehVKpxD4eqVTKZ2dxcRE3btzgCMTJyUmcO3eO5SmXL1/G0NAQG8CpcFImk3Hnj8/nY+Oh1+vFF77wBbjdbojFYqyuriIWi3HSDqH8KpUKHR0diEaj3P2RTCYZwa5UKpDJZBzGQQyQVqvFqVOn8Nprr6FUKrGEMxgMoq2tjc2l1WqVJbELCwvMfpHBfHt7G++99x6GhoYwNDTEPrnPfvazcDqd3Fj/zDPPMOs9PT2N5uZmOJ1O9Pb2QqVSceqP2+3+CJBD0lpKGmpsbMQf/dEfPdLz9zu/8zuwWq0Qi8X4+c9/zoWIGo0GXV1d2NnZQSqVwv7+PoNDCoUCoVCIO7Lozvn0pz+NW7dusW6dQIP9/X3U1tbys3jmzBkAYDlLoVBgj0JXVxfLUEji6vF40NXVhUAggMXFRTz33HMIBALQarUslSTzKz3/ZMKnMkjqYnA4HAiFQohGo5iYmMD6+jozoNFolCVIn/rUpzgEhgpt29ra+NxQpwfJ+65duwaNRsMIdaFQwKc//WlsbW1hZ2eHwaDt7W3IZDKOh6c2cjI1S6VSliiSR08ikaClpQU3btzAqVOnoNVq8fOf/5w7tajvI5fL8fI0OjrKLMnu7i7m5uaQSqUgl8vR1taGpqYmLC8vcxLeuXPnWG//KJmN//yf/zMymQwzqNRQTQWRxLpEo1GOoafepEQigZGREbzzzjvo7OxEoVDA9PQ0urq6YLPZsL6+DolEgrW1NdhsNmY3YrEYkskkz2JNTU3I5XJwu92c8kQglNPpxOLiItrb2/Hcc8/h/v37zMp5vV6kUimcOnUKe3t7WFlZ4dQ7YjKpwJP8alKpFEajEYVCAfPz8/j3//7f4wc/+AEaGxvZTJ5MJrGzs8NKh/39fbz99tvY39/H6dOnmU2ku5KA6dbWVqytrXGfkFar5Q6s6elpXlpoWZ6YmGDZocFgQKFQYJl4MplkZra7uxt7e3v47d/+bbz++utYWFhAT08Pg48EQFy/fh0mk4n9lc3NzfD7/YjFYjAYDNxwv7S0BJlMxlH1NKOTneLjSuk/0bLxve99D4uLi+jq6mJTdFNTEzo6OrCwsMCHQCAQoK6uDj6fj41BTqeT+xv++q//Gk8++SRHNlqtVk5OEgqF+Jd/+Rd0dHTAYrHA4XAgEAggnU7z4NHX18epFsFgEFKpFPl8Hn19fbh48SIcDgempqZw/PhxaLVarK6uYmdnB4cOHYJOp8PW1hazI5TUo9VqYbPZIBKJsLi4iLGxMY6CpI0znU7jK1/5Cn74wx/i6aefxvnz53l56O3tZekRvSTa29u5wdFgMPADmMlkYLFYkEqlsLi4iMbGRtbFW61WHvhMJhMvXmazGRKJhBEtiUTC8b1kEiYqfHV1Fe3t7fjggw9QW1sLsViMF154AXfu3MHExATTzJVKBVeuXIFcLucBgKJFCckeGhpCuVxmVIBiLFOpFNbX1/G3f/u3j+xF9+yzz6K9vZ011y6XC4lEgrXfFGtYLpcZHWpubkZHRwdEIhHW19cxOTmJ1tZWCIVCDAwM4O7du/D5fJzS5Pf72SxPaQ7kkSmXy5wwUSgUYLPZuFVdp9Nhd3cXiUQCJ06cwFtvvYUvfelL+NrXvoZTp07B6/WisbGRjdIAOMkllUpxylNzczPa2tqwsbGB/f19DAwMIJ1O491334VSqcShQ4dw584dvPzyy5ibm2MtLLXaV6tVHvgaGhpQU1ODubk5fonS0N/T08P9Hh6Ph42iZ8+ehd/vh9lsxvLyMkKhEOuHaSClUk3qvdjd3UUqleI+l3Q6jcOHD+P8+fNoaWnhOESn04mamhpotVpmXIrFIgYHB1EoFDjJpFQqwWw2Q6vVYmdnB319fbh9+zY2Nzfx4osvshzpUV20Hz6D3/zmNzlgggx4JM0jtosKHGmh3Nvbw/nz59HU1ISuri7OiR8aGmLPy/LyMrRaLS+cKpUKN2/e5BI0ehfMzc1hZGSEpVbhcJiTSYaHh7lNu6+vD1euXEEkEoHZbMaDBw/wV3/1V7hx4wZyuRz6+vqwu7uLtbU1qFQqLjpramridvmJiQnodDqm06mFNpfLYXNzE8ViESdOnGD5FXUtfTiKeWJiAmKxmNlpQn6pz4da5Qlc8Xq96O3thcFgwIULF9DS0oJoNIqmpibu16C0GypsI4CHmucnJyeRSCTw/PPPI5PJQCqV4uLFi+jt7cWpU6cwPT3N6SskoaFMfJfLxT0yJEulKN1sNguv18u/v5qaGvzZn/3ZIz9/iUQCNpsNQ0NDuHLlCoRCIfR6PZLJJFwuF+rq6jiZr1wuIxKJQK/XY21tDVarlaOXLRYLVlZWsLKyghdeeIFTl0wmEw+PV65cQWdnJ3p6engJ8/l8XGwKPPR0NTY2cmqO2WzGzZs34XA4cP/+ffzu7/4ubty4wah9Lpdj8FGlUjGok0qlOO6e4jz1ej30ej0X1l67dg2nTp3iGPhnn30W6+vruHHjBoRCIUKhEJ5++ml0d3djbW0N4XCYAxvMZjNGR0fx9ttv4/3338fzzz+Puro6LC8vw2w24/bt22hvb4dWq2XPaGNjI0KhEGvYCVD9cNEudRFotVrcvXsXBoMBNpuNGaetrS1OH3S5XPg3/+bfcLIlseJUwigQCDgdKZfLseRVqVTC5XKhq6sLUqkUly5dwpEjR7C8vPxIpHx0/p588kkYjUYMDg5CKBRiZmYGdrsdGxsbOHr0KNRqNct3qGSO/GClUgknT56EVCrFjRs3uG2cpNutra0olUq4efMmyx9jsRj29va4F6uvr4+lVRqNBmfOnMH9+/eRzWZZXkddQadOncJf/uVfsmGdup3W19d5ZqOoW4/Hg87OTpYLA8DAwACDSBqNBn6/H9VqFX/6p3+Kl156ie/F48ePY2pqir1Cdrud50bqZOrs7EQmk2G1jNvthlKpxPj4OMtBPR4PB6wkEgkcPXoUAoGAfSb0bib5MSmCAPB7UCaT8QJ8584dtLa28t1UrVbhdDrxjW98A9vb29BoNJienoZWq0UqleKCzng8jnA4zD5DKiIkMPDYsWNYXV3F1tYW5HI5vvOd7/yfl1FRUyx1AoyNjaG2tpbpqGAwyEMzNXmGw2GWRLndbnR1deHs2bMIhUIYHR3l0rKVlRVOKqChljLf9/f3Wa9dqVQwNTXFVelra2tcN08MAlXFT09Pc4rPV7/6VcTjcWxvb3NsLsV3UkYytWdLJBK8//770Gq1OHDgANPR9Hetr6/H/fv38alPfQoXL16EzWaDy+Xi9mV6uV29epUzwyn7u1AoQCAQ4MGDB0w9UiRuNBpFc3Mz5HI5t1eTMTedTrNBXigUYmdnhwtddL9sK52bm+O6+XA4jGPHjnEi2Pe+9z2OJabvNJ1Oo729HfF4nBcuapek5BqSttjtdkxPT/OFRVG6j/JDl+ri4iIOHjwIvV7PjJhcLodUKoXL5eIuhKGhIUgkEu6SIPr66tWrOHv2LL773e+ir6+PUz5mZ2d5QEomkzh16hQSiQRWVlZYYwo8bHsllopkKdevX0d7ezskEglcLhc37n79619nw7DX6+UhgM5iXV0dIxrxeBypVIpNc3V1dQDAlCY1Lnd1deHu3btIJpNobGzkXGxCz4VCIS82U1NTmJ2dRXNzM+u5x8bGMDU1BY/Hw1r0b33rW3jmmWcwMDCA+/fvs2mYZCMGgwHAQ+lhtVplqpzOb11dHcxmMz+bly5dwu7uLjo6OljPvLe3x8MrnWcqqSRmh6JZiVW02+2MmjqdTjbGLiws4Pnnn3+k5w94mOL16quvolKpMHMgFArR0dGB7u5ubGxswGKxoL+/H16vF++//z7MZjNefvll1NTUMPK6uLgIg8HAcgmxWIy6ujp0dXVheXkZW1tbsNvtMJlMyGQyaGlpQTKZ5Fz1yclJKJVKOBwO5HI5PPbYY8xymEwmLC8vo7W1FXt7ezh+/DhWV1dx7do1TqVaX1/ni4tKCe12O2w2G5LJJI4ePYpQKASv14uWlhZ4vV4cOXKE38UHDhzgpKhEIoHHHnsMiUSCzefj4+PIZDLY2NhgaQC1bu/t7aGtrY1pf4FAwM8YGRDv3LmDsbEx7iygRSYej6O7u5sTDknWRoNyS0sLDhw4gJqaGty9exeJRILT3WKxGFZWVrgXZGBgAHK5HF6vF7lcjovUstksR8ySzDQajUImk2F7e5tLCO/evfvIzx/1mRSLRWxvb6O3txdSqRS7u7uQy+UseyTWlSKO1Wo1gy7lcplLOlOpFPb29rhxndIWaXgnCQ91AlCKnUQiwfb2Nj/7JPkkL8bRo0fh8/nwjW98gxu2gYfvMiq4fPrpp1lPT43ItCAVCgVOoyJ/KEmXJycnMT4+jpWVFTzzzDMcUDEwMACBQIDJyUn2clCsZ3NzM8rlMr7//e9DKpXipZdegtfrRSaTwZEjR2A0GhmcUSgUeO211/DCCy+wZ4VkJzabjb2jOp2OF1Tq8GpoaEBdXR1EIhEnDB46dAiXL1/GCy+8AOB/NbILBAKWf5E3g8DI1dVVWCwWHDp0CEtLS1ykTH1iBoOBQa5H+aGiX1J5tLa2QiKRcB1AMBgEAAb/hEIhzzIqlYrZ1O7ubiQSCe66ogJXp9OJ9vZ2jlMGAJ/Px+Z9Cu8hif13vvMdOBwO1NTUYH5+HjabDQDw6quv4vr167Db7eyLo8Q9nU7H6WdSqRTHjh1DNpvlfzcV3M3NzWF0dBRutxsNDQ0sbXrzzTfR2tqKK1euoL+/H3fu3IFareaABQofMpvNMJvNaGtr43NIMfpdXV145ZVXYDAYoFAo0NLSAoPBgFQqhZ2dHRw+fBgtLS24du0ag1Y0X5MMLRqNQiKRcEiJy+WCwWCA0+lk5mF3dxetra1cqlipVHD//n3MzMzg3LlzsFgs6OzsxOrqKjY3Nzl9CnhYoiyTyTAzMwOj0chSU/JQ19XVoa2t7WOfnU+0bNBwsry8jKeeegoulwsOh4NpKJ1OxzQMadAsFgvUajVva2+//Tb6+vrQ2trKHRpk+rVYLJwyQIgdvaScTiebw0UiEbcmdnZ24sCBA/B6vXjnnXfw4osv4ubNm5icnMQ3v/lNBAIB7t/w+Xz8UiBJCVGfVDhkNpsxMjLCAz39ZxaLBbu7uyyNIblDOp2Gy+XirbG5uRnVapUpNvp5o9Eo9vb20NDQAKVSyag0SWtMJhNu3ryJcrnMFzQ1mxKiolQquYhQKpUiGo0CeBjpSxT03NwcG7iTySSOHDmCv/zLv4RCocBnP/tZRti3trZQKpXYmCWVStkkT1n1gUAAPT093IhdV1cHjUaD/f19pr4f5cfhcPBLY2pqiiNTST4QiUQglUrR3t4OjUaD+fl5VKtV9Pb24oknnvj/EffnwW3f950//gRAnARA3CBIAATBC7xvirolW7ZkxY5jO6nTdibbdpKd9Jhm2u3Ozu7O7kxnZ7a7s53ZbqfddrtNE3fjpnHbHI5jW5YsWTIlUaR43wcOgrgB4gZIgiDw/UN+vSrP749f9N1+2c9MptM2kkjg8/m8X8fz+Xji448/Rk9PD6anpzEzMwOHw8GaxKWlJWSzWSiVSvzhH/4hOjs7GXtMUzGz2cxTX/K8tLS0wOv1IplMIhqNolKpsLnq8ePHjF6MxWJwOByor69HIBBAfX09TCYT6urqOARJq9XyFpAoQLFYjCkYZ86cwfb2Ns6dO4dvf/vb+KVf+iU8fvwYlUqFi1/SayoUCmi1WgwPD8PhcDA+8OjoCN///vdhtVrZME/enqWlJeh0Ok6t3tzchE6nQzgcRn9/P86fPw+PxwONRgOdTscyMPJVbW1t8eS0sbERZ8+ehd/vZ52qzWbjplyhUECtViOdTmNxcZHZ63t7e0ilUlx8mM1mbG1tYW5uDteuXcPW1hYA8LTzpC/KDiCc4Z07d1jal0qlGOU6PT3NuRZkKC4Wi5wOKxQKsbq6ii9+8Yu4f/8+ampq2EtG6dhUbBEilz6/yclJztFYWFiAUqnkgFOJRMJyM/LKbW5u4uLFi9jc3ITJZAIA9sMkk0mm8lHjYDabOdyJvHldXV2MJi2VSmhoaIBIJEIqlcLIyAjm5ubQ1dXFk0fyplSrVcjlcmQyGQSDQXi9XuTzeYyNjWFpaQkHBwdwOp28qic54MjICB/6xWIRjY2NTF0jPfjh4SGfA5QEHQqFYDKZUFNTg87OTsTjcaysrKClpQXFYhE1NTW4cuUKtra2sLe3x5Qsoi5ZLBY+yIk7f/78eUSjUX5u6d1Mn+VJXh6PB/39/VhcXGTpHOEuaaNxdHTEU/FMJsNId3ruUqkUent7GexCevqf/exnOHv2LNrb22E0GqHT6dDW1sZbjkwmg4WFBZZIU0bB8vIy1tfXMTIyAgC8FbdarWyiHR8fx/LyMorFIlKpFK5fvw6dTsfnECVTkzRGLpfzprm+vh5isRjt7e0AnhAf3W43zpw5g/v37zPEgwZnlCJPYZTUDNTU1KCtrY3lS7Sl39nZwdTUFAYHB/Huu+8CAH7nd34Hdrsdf/mXf4nTp08zYp/OwafPaUqspiEKeTPq6urw8ccf838nGo3CbrfzBoOwy+SloUKOQipJ+kykJkLrplIpTt/++7//+xO9/wgqQ3kZ1GhMTU19TiZEMiej0ciwkUKhgFAohEAgwPLMxsZGPPfcc0zbK5fLPKwliTJJ9yi9mt51BBRwu92Mds/n85iZmcHFixf5/fPlL38Zd+7cQbVaZfmRyWSCTCZDOp1m+TR5TwjX3dfXh2w2i1OnTqFYLOLUqVN49913mZR24cIFhEIhyOVyeL1e/v6oZmhqamK6WSQSwczMDBQKBVwuF+7du4eOjg6srq7ilVdewfHxMaanp7G3t4fOzk6EQiE8fPiQN7hNTU3IZDIwGo0sNQsEAmhtbeU8ENoGkizyxo0beOGFF9DS0gK/3w+ZTIazZ8+io6MDWq2Wc8SWlpYwOTn5ubwbsViMiYkJpNNp6HQ6Dmml8FCDwYDXX38ds7OzP/e980zNxvb2Nmc5eDwenjpQlDp1T11dXdyBUaphfX09pFIpuru7ceHCBdy4cYONOcTN/ulPf4qhoSEkk0nG1DU3N3OICVFEKCMjmUwiEong3r17EIlEGBgYQKlUgtvtxvHxMRYXF3HmzBno9Xq89957UKlU6Ozs5ENjdXUV0WiUpzUAWNdLpp7p6WkcHh4y+eHu3btob2+HwWDAzMwMT/fI6L2/v4+6ujq0tLRwZkGxWITX6+VAoWq1iqamJiQSCZw+fRoymYxlFkQVuHLlCpaXlxEMBln+srq6CqVSCaFQyOg+Cii0Wq1Ms7lz5w56enqwv7/PAX4zMzNYXV1FfX09HA4H8vk8AoEAp2LThKRSqfD0TqVSYWNjA8lkEm1tbZ/DepbLZZ5inNRFTU84HMbo6Chu376Nvr4+rK6ucuFcLBa5g6eQxUqlgps3bzJGUK/XMx+e1okk42lsbMQXv/jFz5FLPB4Pk5kod4QILG63GxcvXuQXXSAQwPj4OEv+RkdHcffuXfT19THFjQ5SWqVTMFMul0NTUxMsFgu0Wi1PMvL5PMMGaN3/xhtvYHR0lO93ADzFJE0zZYIIhUJIpVKcPn0aDx8+hMvlYiPevXv38Morr+DP//zP0draitbWVj6cyURO3o5MJsMTLfpZSGJA9JGmpiY0Nzdje3sbjx8/5vtob2+Pp0yUi5LJZDibggqFWCzGBrqdnR2sr6+zFITwxk1NTSz1O+lramoKL774IsLhMFQqFdRqNeNpyYsjFAoZwUj3CaXRe71e1NXVYWhoiHNJSJ6WTqfh9/u5CCb5QV9f3+dkPw0NDTy1rq2t5UKts7MTbrcbAoEAXq+XfVjhcJh9B0SIIWkNFVCNjY2cQJ9KpTjNd3NzEwKBAMvLy3z4vv7665ifn+cU3uPjYwQCgc8lNE9NTSGZTEKj0fAhrtfrEY1G4XK58NFHH8FqtUIqlSKZTGJsbAx6vR6bm5uYmZnB+Pg4a/fb2tqwt7eH4+NjzmtobGzEwcEBtre30dDQwPKNwcFBpNNpeDwe5PN5xuVSY9LT04MHDx5ALBbD7XZjcXERX/va11g+UalUYLFYeONBzX+5XIbRaEQ0GkVbWxv7Ek76IryozWbD888/j8XFRSwvL7PcwefzoampiSXChMCl7Q+pEmKxGILBILq7uzE/Pw+VSoV0Oo0HDx7AarXCYrFga2sLNpuNp/QkHZNIJAgGg0wEI6iFVqvF9vY2S3w//fRT1NbWQi6X45NPPoFYLEZnZyeq1Sri8TgHkSqVSvZ1UgNDDZ/ZbEYgEIDBYMDHH3/Mk3QK3zs6OmIoA0lKSa3g8/lQKpVgt9shkUgQCoWwtbUFjUYDrVaLxcVFAPhceGR/fz8Tr1ZWVtjvSAGAbrcbfr+f5d+VSgWRSARWqxX5fJ4VF0SRI1/ShQsXMD8/j+7ubpagms1mBINBzs/a3d1FPp9nGWI8Hkc2m+WBJknfBAIBRCIRh36e5JXL5RAKhZDJZNDW1gaNRsOy2Z2dHWxvbyMSieDo6AgCgQCVSoUVAK2trQwDoRBnCoqsra0F8ES9QCGgJE9TKpXcpFCzR00z+V1CoRA8Hg8MBgPa2tqwubmJnZ0dVndcuXIFc3NzyOVykMlkvA2zWCzQaDTcsFKS+9DQEAKBAN8rPT09uHHjBoaGhjhRnozilFtTKpUY3kNZWDT0pff88fEx50udPXsW6c9yK0il0dHRgdOnT2NpaQkDAwOIRCIoFAowmUxobW1FKBTiIErySdO7sVQqsW+ZbAPxeBwPHjyAQCBAd3c35ubmWPpWLBa5IXv55Zc5B4VIdDKZDAcHB6wmsFqtCAaDePHFF6FQKPDo0SMcHR393PfOMzUb7e3tePz4MR48eAC9Xs+JjOTXiEajqFarSCaTSCQSvHIj4sfTCE2auOzt7cFkMmFmZgbnz5/nlOF0Og2tVguz2Qyr1YqDgwPWQNI6jTS/EomEJ3hCoRBvvvkmzpw5g3A4jGKxCJ/Ph93dXU7/pAwEvV4Po9HI9B7K7qDtwdHRERu9JycnEYlEUFtby3pqymeIxWI4f/481tbW2IQDPFk5HhwccKgaIfAsFgtPcefn5yGVSnnKRAUzmc/JTJTL5WC32zlYJRwOo7a2lhu7RCKBYrGI1tZWRKNR+P1+9iaQ5pg2NbQ1ogml3+/nG765uZkxiWROra2tZTOcUqmEWq3G48eP0dvbixs3bjzLLfR/daVSKTbjrq2tMTqPVtLJZBIikQjFYpF13bW1tchmswiHwxxMFgqF0N7ejv7+fty8eZOJDTabDXa7nacROzs7bGylQ5WoDWSirqur+xyiubm5GclkEk1NTQiHw2xgI9MceXlItkGSCGq8k8kkNyNyuZynQTSlplCrVCqFt99+m+VjUqkU1WoVGo0GAoEAGo0GRqORZYNyuZylFiSNId/AwsICp7KTQdjpdHJhQ5kjKpWKPRckOaRpHtGBFhcXOXCvXC6jvr6e0ZbJZJJpH+3t7dja2vocCQ4AZ9tQ6u729jYSiQRGR0dZd0qs+3+OyfLIyAgfhLu7u0yRE4lEMBqNODg4YKqZSCRiOle1WsXU1BSMRiPMZjPa2tpw+/ZtDt3r7u5mDPXY2BikUim2trb4hU96d9K0U1gkTa9p6wuAtwWrq6swmUyIxWIYHR1los7q6io3oQS/ILQkocCJrCcQCOD3+9HW1obHjx/DYrFgZmYG0WiUPSZTU1Ow2WwoFAoIBoMIhUJMR5LJZOzROD4+xtjYGG+1qRF6ehJOuG4qVmw2G0826dlwOBxcFFgsFhSLRaYCEeLxvffeg8Vi4RweMpJTMGJdXR2am5tZL0+kQvIcAWCPisfj4fyo9vZ23vpardYTv/9ICnV0dIT79+/zBisUCsFsNvMGk4r8g4MDlgxToULUJcKput1uxONxRhVvbm6ipqYGAwMDmJiYgMvlYmUCnX+UM0EUHzrDe3p6EIvFsLGxgUgkwvAHeu5TqRQ6OjrYyE6NrdFo5POGaEfd3d1YX1/H3t4e42dJLTA7Owu9Xs/yOfK5DQ4OMkAmHA5zIjUZWykb59GjRyzhomeZPh+SiZKyQqlUQq/XIxaLsbogFotxVlJNTQ1sNhurM6rVKhwOB4LBIIe/USI0FcIKhQLhcBilUgnT09PcNNC9rtfruZHXarU83Hj48CHLqzUaDZaWlk70/qMIgkuXLqGjowNTU1PY3t7m92KhUOCBSltbG8sSc7kcQ09oc3pwcACj0Yh4PA6TycSDXMp+GhkZ4cgEyhErl8tIp9OQy+UsbabIhd7eXqTTaf6u1Wo1S1XffvttziKqq6vjLfLu7i40Gg1EIhE3IjT8oWHH3bt34fV6sbu7y82ox+PhbTR5OghM0NbWxpTG4+NjRnD39vayh2hpaQlzc3OwWCxYXV2Fy+XC0dERb4GKxSJsNhui0SiMRiOKxSK/c7u6uuDz+bhO2NnZYcgP1cH0jlxcXIRer8f4+DiUSiWef/553LhxA+l0GgqFAisrKxgfH0csFoNAIGDaIdUUNOA7PDyE3W6HQCDAz372M5aaP4uM75maDblcjuHhYRwdHTHakIyAZI6ml5BSqWSZBWEPgX8kWqjVatYCHx4ewmAwYG5ujgPYQqEQS04o3IWCbTweDxtsCClLoToUREcyGirU2tvbmYWsVCp5VUbuf+oMRSIRQqEQcrkcbDYbGhsbUS6XeaOiUqmwurqK8fFxbGxswOl0oqamhv0pQqGQdZj7+/ts2gWesJSJmkVTYvpzJpMJEokExWIRIyMjTHdpbm7G+vo6J1LSVkaj0XBBQBhD0rzu7e3h9OnTcLvduHTpEk+YbDYbstksgsEgisUiG5bogWlsbIRer+fQQ+DJBJ9MSwMDAzg4OGDC0dmzZ/GHf/iHz3IL/V9dw8PD/GIg/OHCwgKvaDUaDU9Q6SCjKSX9dxKJBAYGBlCtVhGNRtHU1IR0Os3mtGAwyNNAk8nEOntCLkulUs43EYvF8Pv9nNtB4Y0bGxvo7OxkH4JGo+EJB+EBt7a2mNJULpfZ4Lq3t4dgMIje3l4YjUYkEgmo1WrWxJdKJVgsFv63d3Z2UFdXx0FetB4tl8tMTamrq4NAIOC8lNraWjbaOhwOZsYTfrS2tpahBPS5ERaVJm/UjNJ6mzB95XIZGxsbHIxImEky8avVav6cQ6EQAwgId0sYTjqcKURybm4ODocDQqGQPwOisJ3k9fjxY/aV0e9LGwIy6RGvHAB7OqLRKBPeBAIBHj169DnKh0gk4q0wGRFJq0sAjHw+j/RnhC9KdqehBd379PIn3KHT6cTg4CDcbjcMBgM++ugjnDt3jqfdyWSSk4qz2SxnFkmlUqaySKXSz+U4TE5O4vz58zwwKpfLCAQCaGho4E03TaorlQoKhQLLwgQCAebn51kaFY1GeeN1cHDA0rq+vj4EAgHU1NRw0CAAzmGif5sC+6RSKVwuF+cevf7664jFYhCJRNjd3YVQKMTp06d5U0bT5La2NpYCpdNp9Pf383aPnl3KCahWq4xBNZvNnK5+khcFsRaLRRiNRtZTaz4LTiOaE5EFydcTiUT4zxDq2O/34+DgAF/+8pc5Z4R8Y9S41dfXY3l5mYcX9C7J5XJIf5YRYbFY2ENA752NjQ2+fwiwsbKywtuL+vp6pFIp9jmQ/LCuro4zowil3N7ezgW2w+HA7du3uRAUCAQMWjg+PmaEbn19PRQKBcu7qWklrblYLEZ9fT3r9Juamlhzv729zThmggfMzc1BLpfDZDIhGo1yc0CbFIK3ECGTBiaUcUPyn52dHSwvL7MxmLZAMpkMTU1NPDwjo69UKkUul0NLSwusVitcLhdvrMLhMLq7u/Hee++d2P2Xy+XYC7ayssIZOel0mgEnFHtAjQTltRAIQqfTMcgmEolgYGAAm5ubEIvFSCQSeP311xEKhTAxMcGDlpqaGuzv7yMajaK+vh4GgwGbm5v8OZHXpa+vD5lMBrFYDK+++irkcjksFgvTrIhOubGxAavVyvIrOpcAMOUyEAiwkoQyipRKJRPMSEpKsvyDgwO0trZCpVJheXmZE76NRiNvrsPhMGw2G5xOJ2/mL168CJvNhoGBAQZxkF+ZPreuri6GIlEkQT6fh1arhcFg4HoumUxCp9PxdsXr9ULzWZAkncVEUiOJPg1pZTIZI6eFQiFyuRy0Wi3kcjlEIhHX1Pl8Hjdv3oTL5UJdXd3Pfe8In+VGI0c/oReLxSKmp6c5GZZeRjRpprUUAC4CSW9nsVjQ0NDAk1ODwcAFzsHBAX+RNLH2er3weDwIBoP8BdfW1kIikbAWlCaejx8/xs7ODnp7exEMBjl6/fTp0xgbG+ONB03eKC3WYrGwAZv0dtPT07wRoS6a0LOUVppMJhEOh5mesLKygpWVFWbd19bW8rqQgspI40kygfb2dvh8Pk7TPTg4YHkNTXuIhFEqlRhVSDpOYjFTWIzNZmOzKd2kgUAAHo+HjZBU0DY3N6OtrQ3Hx8dsBKTCOZPJ8MTf7/ezZhrAiW41gCfUk9nZWSwsLDBxAgDL2rRaLf/MlFMRDoexvr7O3zHhV4+Pj7G6usoBhkRRc7vdMJlMKBaLXHg1NjZCJBIhHo/zZKKxsRFarZabQpIayOVy2Gw2bG9vs96yWCxieHgYSqUSg4ODrEOnZ4maxtraWm4K6YVsNpuZ6BMKhVhmQ1spoVAInU4HnU4HANwg7O3tIRQKMWqSwnlUKhUPB2hqQ9stygUh4yRJHwBgdXUVgUAAUqmUvTvUqBO9pa6uDprPksqfnnoQkIAoXs3NzUh/ls7u9XpRKpX45fb0lL2mpoY3l/X19bzVoy0SeZZO8qqtrYVer4fVaoVIJOLfVa/XcwAnpU0rlUou2o+Pj3n6VVNTA7/fzxQ++p7pfxLMIB6PIxwOMz7YarWivb2dk7/pHifU9q1bt5jMIpPJ0NXVhdnZWcTjcZa8ECKSsLFSqZTNloeHhyw3kUqlHNpKK34ayvT29nJmSCgUgs1m47+XMhLoDCCJCp0ZlFxeKBQ4pMrv96OxsRGJRAItLS1sgieIAT0fDoeDp5407aR3tlgsRj6fZ0Z+Lpdj2hEVE2TqJdkGPXMHBwc8MCLZm0wmg0KhYEnB3t4eqtUqlpaW2ExPYYIneVGBYDQamUhDW1EaJpAfgLYGwWCQUclqtZoDHhUKBaxWKweTSqVSNtA2NDTwe40kIDSoo4lnXV0dYrEYYrEYb/fS6TQODg4wPz+PpqYmmM1mLhTr6+tRW1vLmUMmkwnd3d08PKpWqyzLUKlU/H+n8FbyfpIqgbaeFK5HyGRKKKd3U6FQQE1NDSsNqJk/PDxEbW0tD4EoMBcAP1/UOGQyGVQqFaysrPCQEgAPQmmbSbJwsVgMn88HzWeUQgqRy2QyyGQyWFpaQm1tLbRaLf+cDocDQ0NDsNvtPBQUiURobGyExWJh5QjwJP+FitmTvMRiMYfekX+SZLuhUIiHdGKxmD2MFECsUqlgtVp5a3R8fAylUskFPXka5+fn8cEHH/AZAYB9EDSEKpfLvKkNhULQarVciGs0GgZQLC0twev18qCafKm0rZLL5RzEG4lEIJFIYDKZGJqxvb2NUCjEUiYA3NCnUimmZpGviD4TwpoTTEav1zMtTy6X83dMXjYCI9AGLZ/PIx6P85Z4b28PiUQCCoXic4GSFEpYqVSQy+VQLBZZYuzxeGC327G9vY1AIMCSawpFHhsbQ0NDA/b29tj2QJYFIpvSGU81Z1tbG1566SUOpX4W3+QzNRvVapWNdcA/TvlIY043IvkzampquNvKZrPY2tpijTwhYcmAnUgkUFdXxy94vV7PL1WFQsF/t06n+5xUobGxkSUi+XyeO1JCFpJphrRpVMyRuTidTiOTyeDw8BBisZilW5S8Sx0tTVR3d3fR1tbGaz0yvBL7mHwlhPgjeotIJOKONJFIMGGFtLW0pidmeU1NDVKpFBdxBwcH7NPI5/Pwer3Y2dlBOBxGJBJBPB5nMxUdSCSRIF12LBZjFC5h90ieRjx26pCBf9RP0vquWCxia2sLQqEQWq2Wk8hP6iJNdW1tLUKhEG7fvo1cLscm/3w+j2Aw+LkgSdIHk9yHDg7CFtK2iKQeDQ0NCIVCGB0dhcvlYqkb/R2EN1UqlchmsxAKhZyDQBsD2nqQ3nNnZ4cLAUKlNjY2cnMOALFYjBt4Ik+43W7+v9EzRBM9KogobTmRSCCXy33Ox5DP5zm3gA7ycrmMQqGAnZ0dloTQBJE+Q7lcztOSdDrNHiGiYBSLRdZ8K5VKntoolUrU19fj4OCAPURGo5GbM9Lf0v1PRBJ6KUulUkgkElSrVUZClstl9hqRCd7n83GWwElfVGRQ3gVNHmkqRs1mbW0t/H4/lpeXsbW1xRPW4+NjeL1eOBwOnubS90pmXZJkZTIZbiTooKQCiHTRJA+iYKzDw0PGWlORNzs7i2KxyDI+2gyR74GaUgpsFYlEPGEm0IVKpeIMAb1ez5sKQqGSdNTv93O+DYVGyWQyLqqeppCRRLFcLqNarTIJqbu7G2tra1AoFFCpVEwU3Nvb46mmQCBAPp9HKpXC4eEh43nT6TTLKxUKBXZ3d/k9QD5DKlaHh4d5q6vRaOBwONgILZFIoNPpmLhC+TSJRILfGYR+PcmLwvIoyJTAJZFIhENWaYhCDUgmk+FhBG2ziL6Uz+fx6aefYn9/nwP2qAArFAqora3FuXPnmKZDQwrSdtMmyu128wacMM70OZbLZdy9e5e3E9lsloEKVGj6fD7EYjGoVCoolUqIxWJ+ZyeTSSgUCsbCWq1WpjPt7+8zSZKGJZR0v7q6Cp/Px+euWq2G0+mEVqvlYnJvbw/t7e38d5CunzbeJF+hLBuSQQsEAm7YaWNeKBT4WQ+FQjxcoedpYGCA6UMSiYTrCwJuUMPztI9LKHxSoi0uLmJrawtut5sLYsqCOckrEolgbW0NwWCQ80nINyCVSlGpVBgkQcUv1TSEpPd4PFCpVHC5XNw0PS2x93g8DHpQKBRc9BIMgoAsJM8XCAR879A9SRQskjvTWVapVFjylkwmUS6X+V1ZV1fHDTdtnJ/eUJNnpLa2lvO4Dg4OsLq6ilAohHg8DoVCgXQ6DbvdjkqlwpllhUKBk73pfCP8+8LCAkth9/b2sLa2xrUjgVIikQjW19fZj0qyKWo2c7kcTCYT132UCUSyRzqnAPCQnjbNVKdQU55KpZD+LCOOwCYHBwf889JWWiwWczP481zP1GxUKhWkUilUq1WUSiXU1tZCp9Mx7o0SZenmqVQq0Ol0XETTqo3MZ59++ik3F9vb28ySrq+v54OUMh3INES/3NP/DpnX7t27B4VCgb6+PtaQE6GHDGRUCBEJ6OjoCOl0muUhTxeQhUKBTVBUFABAIBBAJpMB8MRHUFdXB4lEwi8Np9PJUgRKOyZqQKVSgUQiYa0ppb7SgWe32zlvgwKGKACJJFPUndMUihjrtMYDwFO+fD4Ph8MBiUSChoYGjI2NsawsHo/z2nl/f58LPTKkUwFEuQJEqaIC5+ntwklcm5ubcLlcUKlU7LFxOp289SEZCHl66MVNq0CLxcKTAZ1Ox5sJ0sZSUjelbwNgQzg9tCqVinWjSqWSk5Sj0Sh/n5OTkyyrovuADupUKsUeiqOjI54WUjOYy+X4hUVTy8XFRZjNZlQqFZZkPZ1YWiqV4PP5uHkn6Rh5hchwHQwGeeOYTqdRV1cHm82GQCDAk3r6MzU1NRgfH2cELxUrdKDH43EcHx9zcKdMJkM0GkU8HmciWyaTgVAohMFgQF9fHyeV0ouWcL00iaQXbrVaZdkXTYZo0gc82WSR1OKkr2w2y9sLkuvRwEQmk6GzsxNtbW1c8CaTSW5EqeglPwJJAKhBpXuYDt66ujr09vayNvdpJj+hGumwTqfTnxt0BAIBLC4usvyPDNE04dZ8hiCWSCR8n6lUKjQ3N2NsbAw1NTWYn59nckxrays3yADY9G21WhlzSQMmg8EAi8WCw8NDhMNh3lbR1oumdU/nWpCMjg7ZSqWCwcFBTjmn8FKalorFYuRyOU42J+OyWCzmbQwVHTT8elo6Rdt0OpRpMnh0dMQbRjqDLBYLAGB9fZ23HKSl/ue4/wQCARdiADhwlWQ5xN9PpVIscyYPFQ0aKCg0Ho9je3sbYrEY6c/QxWKxmMENVNhSMUy4ZPosKfkaADQaDSsG5HI5Kw3IWB4Oh1neSo0QbUI0Gg1Pg+m7pCaVMq8ePHiAVCrFsmzadjxNhKT7Ox6P8xlNBSSd/xKJhCmRZISlLTHh/YVCIfb29pjsRbkbRCsivb7FYuHcIPKQEAKfaFekgnhaRikUCjknihr8SCTCWQtUSNLk++joCBsbG1AoFOy1IvntSV4SiQRarZY9qEdHRyzJJcUEYYvp+aEakMiFRqMRarWat+xEgaTP3WQyYXBwELW1tVycq1QqaLVaLppLpRJaW1shl8t5E9Dc3Ayz2cxDnbq6Opb/0DuDhiIEuNnb2+N3hslk4o0LbfS7u7ths9m4qaCmiYBEdM8SpY+GQtSM06Dv6eE6yeQKhQKMRiNaWlqwurrK5xkNsRwOBw95DQYDezXpfqL3Ld2jRH0kip9cLodQKOSUd8raymazCIVCuHfvHg+0amtr2SZA26inpYLlcpmbpoWFBUxPTyMajTJY6ee5nqnZEIvFaGxsZE1ZV1fX57TKYrEY2WwW0WiUJ6aE31QqlXA6nbxWpI4SAE+NaBJAq9B4PI70Z3jZdDqN+/fvY2ZmhrWQRNAg0gZNR1tbW7mhoDUdHfbUPQJAT08PZyPQlIwmtyqViicv+XyeU8ftdjsSiQQzjUkbSxsK8m0AYGoWPaCkfyajEiU208uVCk0KMzSbzVzY0xYCeHK4ENtcqVSy9OxpmdXExAS8Xi+Oj4+5WaICgPTUZCgm0zfp8NVqNXe/Go2GP0cqXAUCAftDTvJKp9PsVTGbzeju7ubGjjTrJEECwNMoMjxRaCP9nqRVHxwc5MIjGAxCLBbj/v372Nvbg1arxblz5zgngAyvBBqQyWSwWCyQSCSIRCKsmaSQxaOjI7S3t/N3TKZe2tY9rfmlcDJ68MkXsL+/j6amJuh0OpYR+f1+3hDQhm9/f58LSZPJBM1nHHiakNGUmUhH1HgnEgkOKxOLxVzUEdyBJBTU8AoEAigUCl6vplIpSCQSNgeq1WpIJBIAYKQyFWe0cqaUasp7oTUxebhoW0qyLRoyUPFITchJX/QZ0vSStmIkbzAajVzU0UFCk1Dyd5Cmlqb/pEWmUEiJRMJyARrakDEVAE+Y6B1JAxsaBCWTSZ66kXyKBj4kicrn8+wnI41/Q0MD2tvbudklQ280GuUmlNJniYRCkhIqPltbW1krT9O/fD7Psh7SwBcKBS5caVr46NEjlnjp9XqIRCLeIlIRs729DYFAwM+2VCrlQ5Jw3FTI5nI59Pf3M0KTZA7U1NA5QNP5SCTCviiaRFLh/vR3TZveky70ALCpnuRi6XQa9fX17O8SCoV8z9GzXygU4PF4WBJBpnca3tXX17MSwOv18mS3tbWVaUt0r9L2/2nJSHNzM1QqFWw2G0v9iFBJA7qBgQH+s/Q+onuRMMK1tbXI5/M8AadmmgZzBOzY2dlBNBrF8vIyS4npeyQCm0KhgMViYS0+Deee9jiWSiXU1dVhamqKvYlWqxUqlYqbSpJD0hRYIBAgnU7zkOXo6Ii9lTRobGlp4WRpKj5p0h4MBjnwjjbEkUgEgUCAPS8AePpN2wFCLtPPRtspOutO6qLvVq1Wc7NNdRz97HTW0WaShhQ05KI6sVAocLAcfb4NDQ3Q6XQ8xCOZI8FTKNOIGona2lpUKhUe2tDwrr6+HqdPn0alUmGAEUUrEDaXJPRP1520baYcm2w2C51OB6/Xy1JNQrOT0sZgMPDwZHl5mX9W2q7SGU1bXJFIBKlUikgkArfbjY6ODvahHR0dsQeNfJy0lRsdHeVnrqmpCVqtltUSJPEibx8N9eieFQqFSKVSiEQi7GUjwMP+/j4bxmmwTDUSff5KpRJ+vx8ajYZjF4gO+vNez9RsEFv+8PAQSqWSJ8REGqFpMoW5UGFPpJCWlhYcHBzg0aNHvFmgQ5NkA6Tnpg+OaD5Ev6KXHm029vb2EIvFIJfLcf36dQ5wo8h7WvmSqTmTycDn82FnZ4dxhpSLQOFTUqmUfy9qPsiMSS9hko/s7+/zzxkOhznr4ejoiJMf6dClwoomfSQnI5OPXC7H0tISNyRarRYNDQ38Yid/BkkrSAv5NCOakpWf1oQSGm1/fx+Tk5M4OjrCw4cPcXx8jFwux51/KpXi75qkRhQyR3IfpVLJBlgKnTupiwyl5XKZp7GJRAImkwlqtRr19fUscaMJ8dPrf9LmVqtVnojSIadWq7l4ItOgw+GAXq9nGAJpI41GI+Ne6eCnIqdYLGJ8fJyLPpKYpFIpdHV18baDsIjkYSqVSlAqlWzUjMViPL0lzB01L6VSiScp9MwZDAY0NDQgkUgwOpWaKfq9qTEOBAJoaWnhlw0AHgDQlITuLZlMxgUl0XloVVtTU8Nrc1rBKhQKTExMcDNLBjeSuOzu7uLo6Ai5XI5xpSqVCk6nk71VxJGnF/jh4SE0Gg0PB4jARLKRk7zouzObzVhbW0NtbS0XcLlcjgtp0oPrdDpu5KkxpTR2+l7o0KZDjIL81Go14vE48vk8bzZo9U/TVNIy02dBBxE1aQR0oHcwFUV0uFOTQFuBRCKBjY0NlEol3tCQB4Um+qQTDgQCnD1EQ4xSqcQUJNqm1tXVsXePjK70s9MWt1KpYG1tjSdtqVSKJ+tU+NMghvTNJEGhs4ikENvb29jb22NKi9frxeHhIb+XS6USP7dEVaPpJOmhSQpGRDiDwQCr1YrW1lZIpVI2OJ/0JZVKmTZIEhqRSAS3283+H5rUulwuLpCMRiNr6clvQtJhktvW1dXB7/fzMAoAvw+poKetAk2JaZhDzz4ZhomSRdLlSCTCTZDVauUth1Qq5fOHmmTgyflDPrL79+8jFArh4sWLsFqt7AkiGprD4UBjYyNvSwkhSltsCtOtq6tjf8Hx8THn4NAZKBaLIRaL2XhOhSw9C/ScAGBpI9ENC4UCy1vJb0W/D0mOaRhVV1fHcnMqvik0kGTX5Cmhqb5cLkdXVxf/ThKJBDabjb+nk7pkMhlWVlZwdHSEzs5OBjSQhIfUKE+HPR4dHbFJnopUopXSEIIm9iSzA8BwEhpwkYyO3pebm5uQSCTo7e3FwcEBlpeXuUmkLDIA3KRQOCMV1OSdIKgPyakIqUsDGfKJqdVqbo4JVEFSURqMhEIh/jP7+/vs0SmVSpBIJDAYDFy3EhW1rq6OgR9kBSDqn+azwOZSqcRZX+S9pC0JJc7X1NQgmUzyvUH3KP0bpVKJUdPZbBZtbW18/tN9RwMW2sQdHh6yXI2yhvR6Pfr7+2G1Wp9JxvdMzQbdFJTfkM/nodPpuMunblUul3MhSzrG4+Nj3nao1Wq0tbXB7/dDoVBge3sbpVKJ194UvEIyiuPjY07TJHoIkaIKhQIX48lkkrWENCGkQok45E8jRgOBAKcg19XVoaGhgafU1WqVtw3lcpnDTGgSR+accDjMVBKr1QqZTIbGxkamR5EhuVKpMCc5GAyyBp5+rqWlJdZEr66uwu/3c7dL6Zt08FEDRStZAGhqauIbg+gHw8PD/LBqtVp+oOlhNhgM2Nra4sOEimkqNomQU1NTA4FAwHIkMmr//4un/6e+SqUSh9Nsbm5ib28PNTU1nA1A+EqBQICjoyOsra3xf4cmvRREplKpuBD0+/2sKabE7NHRUb7Pw+Ewy49oqkTyGSrg6cG/ePEiBAIBtre32XBIeseGhgb+LNfX1wE8mQLRVKGpqYnpNzRZoOm9z+fD/v4+U566u7uZjkVTMzJo06SCGm8qomiaThsV8jYBYG8JSQoODg5Yy0zTPUqbpuk8NcjkY6AAzWw2i7W1NZ6K0+Hv8Xg4lI9Y/iQDpDV2a2sr5xnQd0e+MIPBwDILGhCc9GW32xmParfb+bCiVXM0GsXW1hai0SjfP/F4HDqdjid7+XweGxsbXBRqPuO8Hx4eore3lwtZmp6TPpwMz9Vq9XMNPxVEVCBRqBMZVqVSKVNEKAcjlUpBKpWipaWFCxga3NDnqlKpmO5SLBb5PnO5XGx0HxoagtPp5EGM3++HXq/n5pEmlUQTJElWNpuFSqXi80AkEsHpdHKAJcky4vE4Njc3WZKr+SzPJJPJsOeK5CZUJNCAiCAQNB0mTwb59ejwpJwioieRHE2hUPABbDQamV7T1tbGxfVJX4R8PnfuHLq6uvhcoEmt0WjkgpsK1vr6eoyPjzMWl3wrRD+jARYZcKm4WF1dRSwW4/vrae4+IbDpfUM+JZ/PB4/Hw/8/kgPSO5cKUc1nOG36Dklfvre3x0Gger2e/5PJZOByubhpoEFaJpPhDYZYLEYymYTP5+PCkdD5x8fHCIVC2N3dRblchtlshsPhYGUAfY6k20+lUtDr9aitreV7nxqkeDzOwxLCgD8dDEdeD71ez4PLGzduIJfLwWAwIJPJsAxWoVDAZDLBarWyJ5Am4OShoiKbtuZCoRADAwMsY/vnuP/IFwYANpuN4T/pdBoymYwbUb1ez7lpNPBob2/n341S6ensplyRvb09PmMJxGCz2bjZJykqSd3I+1cqlbimIQqnTqfD7du3IZFIMDAwgEqlwttSepeQhJUGmQBYWpzL5aDT6dg/SX42GiplMhlotVqWhVHBTu922pZSiDQh7Ht6evDqq6/Cbrejo6ODITNDQ0NQq9WQSqXw+/2sziGyl0gkwvb2Nra2thAOh9mjSnWGXC5nzxapcfb29tgnSGngBA4hYATJsx0OB1wuF9dHRG0j5C8NZ2kT9PNez+zZIOlILBaD0WhkXTyFSNlsNgD/6KmgLIKFhQU8ePAA+/v7sFgsfMNSENDTEw46UMnfoVKp2OgmFArZLLq9vQ21Wo2enh7WOyoUCuzv70Oj0XxulRWPx7G4uMhm2IaGBuRyOUQiES6kU6kU5ubmOLPCbrezbo7WVdRlkkaura0N5XIZoVAI/f39TNGgYowkX2SC7erqAvBkQ2Cz2dDf388rVDJcUaQ9hd4IhUI2SD0tW3ma7rW3t8dfPJmTy+UyJBIJG5jT6TTrmUlr2tHRAZFIxFi9xsZGaD5j+ieTSZw+fRojIyMoFApcQJPheXJy8llun//riw7XsbExjIyMfI4UlclksLi4iOnpaVSrVTidTi6ETSYTjo+PsbS0xBM8Qh/Si4OkFV6vF2azGTKZDBMTE4hEIkwOo5eTx+NBJBJhukt3dzd/XhQkZTKZ8JWvfAXFYhFisZjxeGQCTH8W5iMQCNDa2srTZjKydXd3c3OxubnJ7Pv5+Xl0dXVBr9fD4XCwDplMnU+/OGi7RhNYkUgEi8WCjo4Olo6YzWaoVCqIxWJGsJIcMJPJoKuri7cqBFagZ1TzGZJQKBSy9lmhUODatWsYGRlBZ2cn/34ymYz/fHt7O2w2G0+Id3d3WV+tVqthsVjYCEwmNNoQ7u7u4s6dO5BIJCcOKADAMjXKW6GGqL6+HoeHh/D5fLzpIRM7ya5oI0OfKTWtP/zhD1Eul9HZ2YmpqSlkMhkOnCTDfzab5TBKKpSLxSJvRX0+H4aGhnj6T5r31tZWbG1toaWlhfXgU1NTnEkEgH8XktLQVmtrawt1dXWoVqt45513+ABcWFhgwhm9i8mH1Nrailwuh5mZGdZDU/GbSqU4SGp+fp5DCsPhMMrlMrq6uph173Q6sbi4CK/Xy2hVklPQBo6IZPQZ09aMGjtqyBKJBEqlEm/7FhYWeJs+NDTEvrTTp0/ztJwIVuT3oMyceDyOxsZGrK6u/rM0u7SpomKfJF+NjY2cwUHeQTpTd3Z28OjRI5ZbRiIRKBQKbGxsQCaTIZPJYH5+Hnt7exgbG0NTUxPa29vR2dmJ4eFhSKVSHqQR5ctkMrGyobW1lTfn5BshuhIBVVpbW7G4uMhNIsmEY7EYEokE/H4/CoUCDxpVKhWnodvtdjidTszMzHCQJXnaCoUCh6TRd0w4z2QyyZIqgknQ+9VsNuPcuXNwu93w+Xz48MMPMTExgVAoBIvFwgM1Oo/ps1MqlTzQJIkgmca1Wi2uXLmC9vZ29q2Njo7C4XDg7NmzLHUlRO/W1hZ/dqVSie8nmoiTbDIcDrNfYGtrC11dXUilUlhZWcHm5uaJ3n9Uk/l8PpbBms1mzMzMwO12o7a2Fk6nExaLhc8hUgAQCp6m6w8ePEAgEGDZ3MzMDHQ6HQYGBhAMBhEMBrluSafTSCaTbPK3Wq2cJbG7uwupVAqLxcIgoI2NDfj9frhcLhQKBSb6UcwCeVPpPUpxArQxrampYT8hBTDSudTb28sD8k8//RRzc3PcoAgEArS0tLCEnnKDuru7eahTqVS4Lpyfn+fCv1gsMjlzfn4eX/ziF/lzJ7M5QQnIN0I1Dqk6jo+PsbOzA7vdjra2NtTV1WFlZYWlYzRsb2hoQKFQYG8leQ5J6UGDmP39fayvrzMVbXx8HEajEenP8kyexbf2TDkbFLxD0g6a8tPGIB6PcxdGKxv68m02G9xuNywWCywWC3Z3dwGAiTSkcQwEAtjd3YXdbmftLx0AkUgEmUyGX2qrq6t8AFWrVWYRky+ECvFAIMBaX3qZEHKRsLGHh4eMBSNPBU3y7HY7hoeHmSEPPJEDzM3Nobm5mQ1AH3/8MfR6PQKBAN/cms/wp6FQCMVikadiH330ERobG3Hnzh1OuqWpyZUrV7C1tYW1tTX09vZic3MTnZ2diEQiqFQqCAQC2NnZQXNzM7RaLbPkLRYLmpqa2Lg1NTUFtVqNM2fOcOGyu7uL8fFxJJNJLC0tobOzkykrZL58WudHN6JcLsdbb72Fnp4eRmU+i17vn+KiBHUqbAwGA8sdqBkgfShtn8rlMsuBaAvyla98BT/84Q/R3NwM4EnyNqXuzs3NweVyIRwOMz2HHm61Ws2NCgXcBQIBuN1u3jJsbm7C7/ejp6cHt2/fZt09yTxo0m0ymRirGYvFWHKSTqc5xNLn80EqlTLZRSgUwm63swyMfCSEmCaNNPk+6NlobGzkIKrDw0M2ExsMBjx69IjJEkTBom3Whx9+iL6+PkaCUuFLWyTSngJPaCnd3d1sEFapVNjZ2eHJVkNDA/r7+xEKhXhSPTc3x9N5QjPv7++zdEAmkyGVSsHhcLDe/8GDBzh37tznJvAneR0eHjL3n3wYRPuhsEZi65MR1mQywev1YmVlBYODg9Dr9fgX/+Jf4KOPPoJIJML4+Dj0ej1u376N69evY3p6GkqlEgcHB1hbW0NzczPUajU3JyQrI/P08vIy55ZQWBUZBDUaDbq6urhgpyC6jo4OHB4e4uHDh9DpdGxmpKTypqYmhEIh3mAODw/D6/UiGAzyNJswzteuXcOPfvQjxGIxuFwuHB8fw2AwcJ4K+TtIO08EqJdeeonNj9TI0LaHPExSqRSJRAKxWAz19fVwOp3o6OjA+vo6D1EWFxdRW1uLlpYWPpOosV1eXobD4eAgOLPZDLFYjO7ubkQiETbxExmHChCSB21vb38uJyoej+P+/fscOnfSl0gkQnNzMxYWFtiIWltby7LZlpYWuN1uCIVCGI1GBINBVKtVrK+vsySXNhUvvfQSZmdnkUgkeBsfCoXQ1NTEVB+a5hM1iibWdG9T8W2z2fDxxx/zIGFpaYnpQSSfTCaT2N/fZ8lTfX09jo+POaOL9O2az8JY6eekARuZhCORCMMtqADd39/n8EVqKChxnvyi5XIZ2WyWN3D/+3//b+TzeZw9e5YLLKoJAHAjQISk9vZ2pFIp1NfXo76+nulw9H612+0M4pDL5bylow0JKT9I7vr0lo6m4QQokMvlLMk8Pj7GwMAAUqkUhoaGsLW1hampKW50TvJaWVlBb28vbDYbEzjj8ThcLhdvVimpnoYLh4eHaGpqYqXKJ598gl/4hV/gIOj9/X1cuXIFbrcb+XwedXV1nA9FvkNqFGhLQoMFu93O77pQKIS6ujosLy/jueeeg8Ph4IBL8l1Qs0KgnqepTU/nV5GJWqfTsYetvb0d09PTvImn7RrJhvf399HS0sJqG/I+iEQiBAIBJBIJ3jjncjk0Njairq6Ot6vRaJT9Hb29vRzst7a2xs8B+XoIJLSzs8ONzf7+Pubn53H58mW0t7djbW2Nzx4iZHm9XtTW1sLlcmFzcxNKpRKxWIyle7QlSqVSrKqxWq1M/CoUCvD7/WhpaUFfX98z4eef2SC+vb2N7u5udr0T5UOr1TJFijTj7e3trM2tr6/H4OAgenp6eFJ84cIFvP/++2htbWVDH5kqrVYrr9G3t7exuLjIeNzj42M2qxgMBng8Hk6rpNUtafYEAgG+8IUv8CSA0LilUokDTmizQDdIoVBgM/rQ0BB2dnawuLgIiUSCe/fuwev18rR2d3cXnZ2dnAZNcgfye8Tjcc5FyGQyCIVCmJmZYYlDMBjE4eEhgsEgRkdH0dnZiZWVFUZgJpNJNDc38+E+PDyM3t5eWCwWpNNp+P1+xkbW1NTA5/PxC4t+t0AggJWVFYhEIvT09MDtdnPRnM/nuZgmOQxlhpDpGXgi47l27Rrkcjmi0ShvbU7y6unp4RfN4eEhZmZm2CdhNBoxMDAAtVqNRCKBcrnMWzia8D98+BANDQ14/Pgx2traMDY2xn82Fothd3cXQ0NDXPScOXOGC6JwOMx6TZpKU+GpUqlYSrC1tYWXXnoJYrEYd+/ehVgsxubmJlMs6urq0NnZybI3+u6oOCsUCggEAlhbW2P9Msm7yEBrMpnw4MEDHB8fo6+vjwt5KpASiQRWVlZ4i0eFMclWKCeGJqL0b+n1erS2tqK7uxv19fW4cuUK5ubm8PDhQ5Y1kQ4beEI8i8Vi0Gg0+Na3vgWXywWDwYBgMAiv18vErVKphI8++giRSAQbGxsIh8NM3iK4BEncSMbV3NzMEi6SAZJskw7a06dPn+j9B4A9CLFYjGVOarUaPp+PN1ZksKfmbWlpiZtNsViMhw8fYn9/Hw6HgzeM4XAYU1NT+P73v8/+KLFYjLGxMR6OWK1W3qocHR1hc3MTk5OTUKlUuH79Ohdzy8vLaGlp4e99dXUVb731Fm7fvo3Hjx+jt7eXTdukzzUajdyQms1mdHZ2orGxkfMGnE4n/uRP/oR/f0o9b2xsxI9+9CNutu/evYu5uTmUy2U2KJNHbXh4GAaDAW1tbfja177GE8iZmRncuXMH8/PzqFQq6OvrY+Ts0dERXC4XTCYTGhoa4Ha7sb29zXLdhoYGDiNtbm5mfC4lhdOheHBwgOeeew65XI7fk5ubm/yMra+vY3JykqEIJFkAwBPZcrnM3o3Tp09z6v1JXpSRI5VKYbPZeApPm0GSb8hkMiSTSS7aDw4O2DRNUisyidIUd2RkBJFIhKXST8ueyWNAsk6dTsc6c9rOj46Owu/386Y/Go2itbUV5XIZCwsLGB0d5bRx2oQkk0luPjweD5RKJU6fPo2DgwMGGpw6dQo9PT28PSZjcaVSYekLbT7TnwW06nQ63rp5PB5sbm4inU6jtbUVBoMByWQSvb29DD2hXBHyFbz55pvI5/OwWCxQKpUYGhqCyWRCR0cHZLInCeWUe0HNaLlcxszMDHZ2diCXy3Hv3j3s7+9jYWEB8XgcZ8+ehU6nYywqeRxoKk/SFfKCxuNxWCwWDA8Ps58kEomgVCoxJORp1PlJXCaTCe+//z4ymQynhqvVahgMBja00yaR5MxarZY9iSqVCl/5ylcgFotht9v5/opGo9jY2MDExASmp6eh1+t5GLe8vMwexfRnwXj0PiUZZaFQQF9fH9xuN+rr63mD8MMf/pC3aSS/Inm8VCpFf38/6urquM4kdQxJep8OrSOVyc2bN3nzSv5HnU6HUCgEh8PBpv1IJAK/349QKISamicp85ROXywWmcBIjdXZs2eRyWSwubmJarXKmGHKgmlpaYFYLGbYw+DgIDo7O9kndXBwAIfDwbhmgicJhUI8//zzHADa1tYGn8/HzazZbGaDOaGGzWYz18ckd3v8+DFEIhHnkE1PTz+Tb/eZmg2DwQC73Y5MJsMpiYSBo4AgKvKpQwuFQhCJRJidneXO0ePxoFgsYmVlBTqdDm63G4FAALOzs6wbI4O5RCJBa2srenp60NnZib6+Pmb522w2tLW14dKlS4hGo/B6vbhz5w4++eQTLC4uQqvVYmRkBO+++y7Onz+P06dPc2R7R0cHjo6OmApBpJijoyPE43G8/PLLuHr1KhKJBF566SUcHh7i/fffZ5PZxx9/zMSMTz75hKcbdMiTqYu+bMKrEp2IJmodHR144YUXmLcsEolw4cIFVKtV9Pb28gNMRf7ExASOjo4wPDyMkZERGI1G7O7uwuv1olKpsI6+tbUVq6ursFqt3DGbzWb4/X5+2Hp6eriLpRA7mpY8jdckXaLJZGLsKOkDT/KixNvGxkZeb5JsSKvVIhwO4/Hjx1hcXMT8/DwWFha4mUokEqyr7O7uRqVSwebmJrRaLfx+P0+sYrEY7t+/z4UvJScTXjYUCsHj8bCcbG1tjakwH3/8Mc6dO4eNjQ2kUin09PQwJc1qteLRo0eoVqvI5/NYWlqCWCzG5cuX0dfXx1pOkoWRRtrhcKCrq4uN1CKRCG+99RZ+6Zd+CfPz83C73ZwtsrW1hdXVVUgkEvT19TEimALJiN62sbHBkjGHw8E5CkR4y+VyGBoaQiaTYa+J3W6HwWCAwWDgg4AIRtQc3bp1C9vb2wgGg0gkEvjoo484kZ4yPF5++WV+iV27dg1nz55Fe3s7N8ukQab1slarhcfjweTkJObm5jAyMoJf/dVfRSaTeaZAoX+q62c/+xnK5TIEAgEPRqrVKtra2tgISU2kzWbjwpyMk/F4HNlsFktLS6wFP3XqFADgm9/8Jn7t136Ns12I/EdhWGQMFAgE7BuhtXkikcDh4SEWFxcZ13z+/Hl4vV40NDTg8PAQHR0dLOk7d+4cm/zp+Xe5XHjjjTfQ39+P7e1tnjAeHBygVCrhv/yX/4JLly6hpqYGZ86cgdvtRjgcZtnE+Pg4f04SiQSJRIIbWZIgud1uvP3223j48CHW1tZgsVjgdDoxNjbGYVh3797FysoKIpEIo3WNRiPLVhYWFthYSk0+TSR3dnbQ1dWFaDSKzs5OrK6u8iDo3XffxfT0NIxGI1KpFJ577jl0d3ejr68PfX19bAynIoPOrmAwiL29Peh0OvbayOXyE9/sAsD09DQDFwCwUfT555+HXq/H+vo6S26IqtPY2Ijr169/bosQi8WwsLAAnU6H3t5ehEIhTE9Pc/oygVRoA7q2toaJiQmWF7e2tqK2tha3b9/GwsICnx1arRarq6sQiUSc8WI2m3Hx4kWkUimcPXuWQRPkvyOTNUmhAoEAqtUqy+h+/OMfs4dMpVJx+OPOzg7OnTvHksOXX34Zp0+fRiaTYRQwTWxJspnL5RCLxbCzs4NIJMISyNXVVcjlcrS0tMBkMuHmzZsYHR3F3t4e7t27xxj6o6MjqNVqaLVabppWV1fhdrsZP5/+LM+BiErJZBKXLl1CJBLhxlAulyOTyXA943a7WUoml8vhdDrhdDqZdEfbHZPJxBN8h8MBs9l8ovcfhbU2NTXhnXfeYfn6zs4OQqEQ+z5DoRCOj4/R3NzM24h4PM6AjY2NDX4vtre3M0BgeHiYgx4rlQrq6+vx0ksvweVycXAqDc5IKkcJ8LFYjPNTgCdbyF/4hV/gIRWZx+fn5zEyMgKbzcZSaEI4V6tVHBwcYHt7G3/xF3+BbDbLv09fXx9Lrjc3N3Hq1ClW6CwtLeH69evsHSa/CW0bFQoFb+fpvU+DuMnJSchkMkxPT/P28f79+5idnYXdbkcqlYLP54Pb7WY/MtU5tFEbHBzE/v4+N1VOpxNLS0u4efMme4G6urowMDCAmZkZAMDU1BRveBobGxGLxVgeShhp8srNzs7i8uXLDJWpr6+Hy+ViD+bPcz2TjCqfz8Nms6FYLGJtbQ02mw37+/vsVCd6jNFo5CROIo/09vZCpVJhenoaHR0dAJ4Uj5cvX8bm5iZLlQhBBoANW/F4nJnVS0tLn0vd1Gq1WFhYYAYxAP57stksXnzxRfzVX/0VVCoVBgYGeJJ87949Xh87HA7s7OxgZmYG7e3tePXVVzkxmYpRq9XKLy2Xy4VgMAiHw8H/k5CzNHVzuVxwOByMU6TJLW07rl69yrkMCwsLqFarMJvNuHnzJk8aNzc34XQ6cfPmTfzrf/2vUSqV4HQ6kUgkMD8/D5/PB+AfA8aoOKNG7I033oBMJsPDhw8RDocxNjaGcrmMra0tJt90dXXh8ePHqFQqCIfDUCqVLNWhaY3b7cbFixfhdDpx69YtRpdS4M1JXXV1dbh48SKkUilWVlYwOjqKxcVF9hCZTCa88cYbSCQSiEQiTJiippOa4+9+97vo7u5mMsav/dqv4Uc/+hFWV1fhcrnQ2trKuMt4PA7NZ4mwDQ0N0Ov12NnZYY0mFfLVahXXrl3D/Pw8G6to0yGTyXDnzh1OvqZwRQD48MMPIRQK+WfN5XJ8kBmNRty4cQOtra1oampCW1sbU4Du37+Ps2fPIhQKweVyYXt7m8O+6LsjuSHhOukivXVtbS3W19cxODgIALySlkgkrAVubGzkdGq73Y5wOMwaUdKa9vb2sq6bzI9jY2NQKpXo7e3l4CyRSITFxUVOT4/FYpDJZDh79ixu3br1OawthZYVCgU8fvwYYrEYDocDDQ0N+Ju/+Rv+7k/6unTpEgKBAMvoPv74Y1y8eJEzXkha0NTUBKVSyVJOtVqNc+fOIRgMolgsoru7myVA1GStr6/zc3n69GmmddG0kDYjtNElKavFYkEqlcLq6ip+6Zd+Ce+99x4XW6+88gqCwSBMJhPK5TI2Nzexu7uLU6dO8buCGqR0Oo2amhqWsnZ0dLC88/j4GLu7u/xOBAC3243m5mYmPb399tvsKyMDPfDk3FCpVGhqakJ3dzcSiQTcbjeMRiOmpqZgMBgQCoXQ09PD0h2JRIJHjx6x7OfatWssa2htbeXCrlwus4GT8MjkEyIZ6eTkJMxmM86cOYP29nZsbW2hu7ub/TVEayFu/+PHjzkvgqbLMzMzOH/+PFpaWjAzMwOHwwGHw3Hi9x/Jlvf29hAIBHgQ8N577yEajeLUqVOw2+1seCW/FWEqPR4Pvv3tb8PhcGBsbAwbGxvY39/HxYsXkU6n4XA4ePii0Wjw4MEDNDY2wmAw4OzZsxAIBFheXkY+n0dXVxf7ssbHx7G4uIj+/n5sbGzw5lwoFGJ+fp7BFJOTk+js7MTi4iJGRkawtbUFj8eDCxcuwGazYWVlhb2Ldrsds7Oz/K4eGxvDT37yEzidTvYLEq2Nch+I8EhkMgIF1NbWfi4Azmg0Qq/XY2triwckdrudIRkkX3K5XAz1oEBSSq8PhUKMR6ekcvLSkafP7XZz8N3i4iKsVit6e3uxtraGpqYmrK6uskTW5XIhFosxAlalUiEej+Po6Ah+v58VCQQ3aW9v52L3pC7yw1A9QQ1jqVTC888/j/v377M3h4JbCbbw4osvYmZmBrFYjD0Xjx49wo9//GPE43G0tbXBbDZjd3cXi4uLGB8fRygU4o0/SSs9Hg/LA0dHR3mbKZfLsbCwgFdeeQVutxsLCwu4dOkSqtUq1Go1HA4HBzf6fD5cv36d/TwkDacmSCaTYWhoCBaLhT2gjx49wqNHj/D1r38dH3zwAS5cuIC+vj6mkAWDQaysrMBsNnPDSRJvQn2TlEwgEPCg9PLlyxwEPDQ0hM3NTVbsrK6usnyezm3KwiEkOdUF4XCY/SLr6+sYGxuD0+lEoVDAxsYGDxLHxsYQjUbxwgsv8HDZ4/EgGo3CZrMhFotBoVBAr9dz/apUKpHJZBhqQOHD5EH+ea5najZImy6TydDT04Pm5mbcvHkTer0ehUKBDyuigeh0Ouzv7/MH9fjxY3z66ad48803AYA506TnJVKEUqnE7OwsXn31Ve7qgSfTMiJdSaVSTE5O8kS4vr4ePp8Pv/u7v4uFhQUkk0msrKxgZ2cH58+fx+TkJJqamvDw4UPMzMzwmujg4ADz8/OQSqX48pe/DJ1Oh52dHWSzWaY6kSfjtddew09+8hNed2YyGcTjcSatVCoVRqZRQrPJZOKk8FKpxHkdRGBZXFzEuXPnsL+/j+3tbXzhC19gtCZthi5fvgy5XI7t7W1Eo1GWwFCWAm0hnE4nZxwQIlar1cJms7GZ7+HDh2xMKpVKOHXqFEtayBhNn3k2m4XNZoNarcbKygpWVlZwcHDAGtmTDrWiQ79cLqOpqQmNjY2szyW85o9+9CMUCgUMDQ2htbWVZSzlchlWqxX/9b/+V3z9619nfLLRaMSdO3cAACMjI7hz5w6uXLmClZUVtLe3Y3BwkAtEyqAIh8Po7e2FXq9HY2MjJiYmIJfL0dHRgXQ6jYWFBYyPj2Nvbw+nTp1CoVBAU1MTJicnWYogFArx4MED1NXVYWRkBMfHx/D5fGhqakJPTw/+4R/+AdlsFpcvX+ZAna2tLQwNDeH3fu/3+P+m0+kwPT0Nk8mEqakpDA4OMqoXAJaXl1FTU4P+/n5ezTqdTkQiEeaM09Tpi1/8IiYmJjAyMoI/+7M/Q1tbG9LpNK5evYorV66w3npraws1NTXo6enBzs4ONjc3EQqFMDY2xgc6eUBmZmbYpE5klueeew63bt1CV1cXYrEY7t27xwcSbWZIj03Ets7OTsTjcSwsLLB59VnSS/+prjt37qC+vh4DAwN499132XtD63TasC0uLjInnfwVpNWlTZvNZsPh4SF0Oh1mZmb45R4Oh3Hq1ClMTk6y58fr9WJwcJBTeiUSCT766CMOf6K02ffeew9XrlzB7du34ff7oVKpMDY2hkqlgqamJiwsLHBOgFwu5+ECrdaXlpagUCjQ2trK+UJnzpzB1tYW+vr6ONdBJBKhs7MTOzs7jFYdHx+H3W5nXS8lBZPMIJVK8XfY2tqKubk5OBwOXL16FT/+8Y+xtLQEu92OdDqNrq4uXLx4EZlMBs899xz29vYYj0uyg6eDEikoCwCHW5FRXyKRwG6349atW9yg2+12Rl+3t7fj6OiI/QmUklsqldDe3g6ZTIa+vj688847LHf55JNPTvzeA8BgknA4jG9+85vI5/P48Y9/jDNnzkAulzPSnaAPEomEw0/HxsYwNTWF3/zN34Rer8fNmzdx6tQpWK1WzosgWe+f/umf4n/+z//JBtfV1VU25ZN/7datWzAajezdqVar/LPQIGxoaAipVAoXLlxApVLBzMwMF9N3795FTU0NTp06hdraWiwuLmJ7e5sJWplMBtevX0elUsHY2Bj++I//GC0tLfD5fOyr29jYYBR3MpnEwsICent7GUFL52EwGESlUoHT6UR/fz+Ojo4wMzPDXgo6gylwkqbvH374IV555RU27ZJknKhMLpeLkcE0zCJpaEtLC9OJqE4YGxvDzMwMy9Gq1So6Ojp4Uk+bgkAgwANH8hu+8MILWF9f5yEgfW8neXV2drKXIpFIYHh4GEtLSzAYDJienmYkLk3vzWYznwlzc3OsXBEIBPi7v/s7nDt3jmuke/fuse+DTMhWqxXxeBy7u7uIRCKMuu7u7kZbWxuHT9I76dSpU5yj8qUvfQmlUgmXL1/G48eP0d/fzzh6iUQCtVqNarXKRnRCqx8cHLCsrqenBz/96U8RCoWQTqdx6dIlLC0t4ZVXXoFWq8XW1hbi8Ti0Wi3sdjtLu1tbWzlslIbU9C5ZXV1l/yVBam7evImenh6W2FNWFr2H/+W//Jc4OjrC+++/z8ofg8GAUqmEBw8eoKamBkajkTNcaEBfKpWwvLwMu93OZDWStlIsgFwuZ7/l/Pw8D7BIIrW2tobTp09Dr9djc3MT09PTEIvFeP7551lq+vNcz9RstLa24vDwkNeJmUyGi1pKUiRG/tHR0ecCoUZGRtjMFolE+JD7oz/6Izz33HNstKZiaGtrC9lsFvl8ng2J1OiIxWL09PSgVCrh5s2bXHgajUa88847SKfT+PKXvwyxWIwPPviAkaT/6T/9JwwODvKkeG9vj/W+pOGLx+OIRCJ8aMZiMdZprq+v4/Tp04hGo+jv78fy8jKAJ2ZMWllTWqNcLmeuNk1VjEYjS8DohUL//Vu3buEb3/gGfvrTn7K8IRQK4dq1a4jH4/B4PIxaI87x0yjCvb09rKysoLW1FXq9HkNDQ0z5EIlEsNvtePfdd5FMJvHcc88hHo9DrVajpaWFp8mknac8h2KxyMby1157Devr6zh37hzm5+dhtVpPXLM8Pz/PXG+lUonp6WnU1dUxojIcDiMajaKtrQ0OhwPJZBI7Ozvsr6ipqcHrr7/OelGFQsGp8URPO336NHK5HILBIHw+H8uHnpZiXbhwAT6fD2tra3C5XAAAl8uFmZkZ9Pf3o6GhAVarFevr64hEIpibm4NEIsHrr7+Ojz76CGazmTcvRqOR0dD19fUs5SMNPm3FSLP74x//GL/xG7+Bubk5Xk+T9t9isWBubo6zF+x2O4aGhhiwsL29zVQuMkGSRG53dxd/8id/AqVSie9+97s4d+4chw1++OGHsNvtTOFJJpNobW1lXLVWq+X7UiwWo66uDvPz87DZbNjY2MCXv/xlNrB6vV5MTEwgl8vhL/7iL2CxWOBwONhUTs8gIV9pQki0J2rw3n333X8W9Gh3dzdyuRwmJiYwPj7OhjpKYKbk4GAwyAUYySeuX7+OSCTC6NednR309/fjwYMHmJ+fx7Vr15j6E4vFuAmlFG/CdVNjIRQK0dfXx4ccYSLv37/P0sKRkRFMT0/j0aNHcLvd0Ov1aGtrw9TUFIxGI/uTHjx4wFu8eDyOg4MDFItF9Pb2wuv14vTp00gkEujp6UEqlcL09DQuXrwIpVKJ1tZWeL1euFwu2O12LC0tQaPRwGq1MrVqeXkZ+/v7jDbW6/Vsyv6rv/orNv1T5gNRp7q7u7GwsMDSp5aWFibN9Pf3o6mpCcViEZFIhDOB5HI5b4p3d3eZXQ88YfNfvHgRN2/exDe+8Q1MTk7i+PiYfVsUjOlyuaBQKODxeKBQKNDR0cHbk3Q6zdvzn/70pyd6/33hC1/At7/9bZw7dw5/9md/ho6ODtTV1eHWrVs4c+YMyuUylpeXYTabeWNEQIjt7W2EQiF88YtfxPz8PH71V3+VPR2rq6sYHh5m38Pv/u7vsuyqsbER165dY1IjNTCEod/a2uJ/49SpU2hpaeFngjxJN2/eZFNxJBLBo0ePMDIyAqlUirW1NW4WtVotCoUCwuEw1tfX8fjxYy6qpFIpBgcHOeyUJtwikYhBL21tbQDAhSqhUSlTgGSD0WiUfTfFYhGnTp3CT37yE8aCkidpeHgY0WgUd+/eZboQZV4QQTKTyUCpVGJ0dBRWqxUejwcGgwGxWAzZbBbDw8Nsqv3+97+Pl19+meEfjY2NLB/v7OxkEiTwRCLX2dnJEnSNRoMLFy7A7XbD4/FgYWGBh0ondWm1WszOzsJoNGJ1dRUAmAJFtQ7lp9CwVq/Xw+Px8HtRqVSiXC7jwoUL2N/fRzAY5K3i+vo6Dg4OcObMGc7CIfR6S0sLEzZJjkWqkkQigdu3b+O1117D8vIyLBYLJicn0draioWFBahUKszOzrJknnIwZDIZo7ynpqa4xtrd3UV/fz8+/vhjVKtVvP766/g//+f/sMdLqVTi008/5eF6uVzG/Pw83xPAE3Jcd3c3Wlpa4PF4sLGxgZqaGoyOjiKVSsHr9TJdqrGxESsrK2hoaIBarca7776LdDrN/jV6RxI9k4JvKcahWq2iUqlgb28P4XCYU8+pziMfyr1793B8fIzLly/je9/7HrRaLQdmNjY2MjFrbW2N80coawwAent7kclk0NnZyYOZn/cSVH8OnEE2m0VdXR2+//3v4+7du5BKpRgZGWGdIiHdQqEQjo6O0NTUhNraWoTDYQ6XKhQK/IMuLy9DKpUyAYgIB5TOODk5ie7ubpbpEFqR0JFPc+aJ1DM2NoZUKsXEApINfPe734XL5cJv//Zv45NPPmGaViAQ4MRu6nCtVivMZjMmJibQ3NzME4epqSlO+W1oaGBtdm1tLfsuCEN5dHSEiYkJDpshDvfe3h5PFGnyRuup6elpPP/883jvvffw3HPPMfOdPl+alvT09MBqtSKVSmFqaorXXlRsUiiWy+XCO++8A5vNhmw2i2984xv44Q9/CKfTiXw+j56eHiwtLWF9fR3Ly8swGo147bXX2KNBF0nmyOhZrVaRTqc5/d3n8+G///f/jkwm8/9p5gbdf9/61rfQ1dWF+fl59PT0QCgUIhKJ4OHDh6ivr8elS5cYh1gul7G3twez2Qy5XM5BZQMDA5BIJJiamsLXvvY1vPXWWxgfH0c6ncbs7Cxqa2vR0dGBRCIBi8WCmpoazMzMMAklHo/DYDDwpq65uZm54MPDw/z5r66uIpvN4tatW7hy5QqGh4cxMTHBhc3w8DBLVsiLQs000Wb8fj86OzshFAoRjUah0WjQ3NwMuVyOb3/72+ju7sb4+DiDByhDIZ/PIxQKMZ6WAtuy2Sx/h/SCz+VyGB4ehs1mw8TEBOLxOJxOJ6RSKba3t9HW1obl5WWWktXX138ORU1EjtXVVVSrVXR3dzOli4KzJBIJSyeXlpaws7ODU6dO8XO9t7cHjUbDQYO0sTk+PubPzOVy8d+l1+uxv7+PTz75BDdu3Pj//P57+h780pe+hG9961u4ffs2dDodLBYLmxhp20fmaIVCAbfbDbfbzU1wY2MjBgcHuQHW6/U8rY7H4wykIFM14X1J/knUPvLXULFxdHSE9fV1dHd3Y2ZmBpcvX8ZPf/pTNqD29/ezGZh8JDU1NUh/lpytVqvR0NAAj8fDjQO9b2tqauBwOHDq1CmsrKxAr9djYmKCoRYUfnnv3j0MDAwwcjyTyTCJhrI+SqUSo1Xz+TxWVlZgsViws7ODq1ev4v3334fD4eCpPBk2CcJRV1eHZDIJv9/Pk2t6x2o0GlSrVfj9fjidThgMBszMzHDjSn/nwMAAvve97zHadm9vD16vF3V1dWhsbORN8N7eHlpbW1GtVnHjxg28+uqrzL0nktsf//Efn+j9d+3aNbS0tCAajbKpnzIDdDodk3TIO0gyvHQ6ze8+CvoyGAz8jvf7/aipqcG7776L5557DvPz85z5o1QqeaMmFAqhUCig1WpRLpexuLjIxJ779+/jxRdfRF1dHaeUCwQClo1Eo1H2MdKZa7PZWAIDANFolFUCdrsd8Xgc//AP/4CXX34ZwWAQIyMjAIB79+6hrq4OPp8Pb775JpaWljA/P4/nnnsOIpEI09PT2N/fR0NDA7q7uyGTybCxscG0STozaBIcCARQLBbR39/PBnTCDJPZmTDcNNWndx/leuh0Oty/fx/nz59nElYul0NHRwfC4TBnghiNRkxOTrKy4P79+9Dr9YjFYpxFQd4uem7JSNzY2Ii7d++ip6cHjx49gkwmw3e+850TO4P/7M/+DJVKBR0dHdjd3UU0GoXb7WY/DRmPm5qasL+/j+npaeRyOdTX12N4eJgHmhKJhBtjKlzL5TLefPNNfOc738H+/j7OnTvHGUVEUers7OTNY6VSYZLSo0ePcPnyZQiFQmxsbMBms2F7extdXV2Mik4kEtDr9WhoaMDk5CRvySnIUSqVMmlNrVbD5XKxtLWrq4uJnwRRoEKegveIRCiRSDA6OopqtcoeqYODA5ZsEqCBaHdEeCO6I8nFlpaWcOXKFSZGkiSrWCzy+35nZwcOh4NDJ0k1Ua1W0djYiIWFBajVarz00kt4//33Wb1CJMI33niDG/BYLIbj42Po9XqmLLa0tKC9vR0zMzPY3t5GsVjEa6+9hrW1NZTLZdy5cwcffvjhz3X/PVOz8frrr2NwcJDpKfTFUrFNOC9aG50+fRo1NTUcQCKXy3HhwgV85zvfQXt7O3Q6HWtuqbP64Q9/iKtXr0KpVKK9vR3FYhELCwu81iGdJCFw6SWo1WqRTqf5Zjw4OIBGo8Hf/d3f4bd+67fw6aef8kv313/917G0tIRgMMhTcqPRyImL9Pv19fXhwYMHSKfT+JVf+RXcu3ePGxSlUond3V20tLQwYmxkZAQ1NTWMi6WLUtQ1Gg0/aOR5IMrPr/7qr+LRo0fweDwAgPb2drhcLgQCAbz11lsYHR3FxMQEJzfShDccDsPr9fKEkjR9T4fb9ff3Y2JiAl/60pdw9+5dmEwm1vfPz89je3sbRqMRfX198Pv9iEQiHIhIL8dAIMAJrbRZCgQC+M3f/M0Te9F9//vfx9tvv40LFy7wYTY3NweDwYCRkRFeH9psNqaKkJ720aNHvPb1er146aWXMDc3h1u3buG3fuu3EAgE+CBKJBIYHBzE48ePWQ7Q09ODg4MDhMNhDrnxer2civvgwQMmsl25cgWbm5scnEf+iL6+PpRKJTx+/Bjb29usaa6vr+cCOp/Pc1jT7u4ur2c/+eQTCIVCvPTSS4jFYrBYLFxY0HSZiB1PE0J2d3dRrVbR2trKaetbW1scJkgHwKNHj3Dp0iXeup0+fRpTU1MoFou8xaJ/l2STlI8gFot5EkSBgQAwODiIeDyOmpoarK2tYXR0FIlEAna7HSaTCbdu3eJwLIlEwlQWAEyPIfQhFZMymQzZbBYGgwHhcBj/+T//5xMt9n7nd36HgzV/5Vd+BcfHx/je976Hb37zm5DL5Vy00hAllUqhoaGBjYiknW1oaMDDhw/R39/PxsX+/n5sbW0hFApBKBRifHwcGxsbfE/m83k4HA4UCgVsbm5Cr9dDJBIxtcnn88FsNmN9fR0qlQoXLlzgAQxN5Pr6+phYl8vlGMlNIWdEyInH4/x+V6lUePHFF/GDH/yAJXFzc3O4evUqvvCFLyCTyeDBgwdQqVScO0RhWEQ+I910NBplaILP58Po6ChLM30+Hz755BOcOXOGDZ91dXVwu93o6OiAXC7H2toaSxpNJhOOjo4Qi8V4Gzs8PMz0GqPRyNr6hoYGlnuRpMZqtWJ5eRm9vb0IBALIZrMsiyP/ECElj4+Psb6+zrhXCsD7X//rf53o/ff7v//7jG9/8803sbW1hY8++ojvqf39fayurrKUqlKpoK6ujo3iFLJ76dIlHjooFAr09vbiBz/4Aa5fv86mbfIukP+CCGs0CPD7/bDZbJBIJHC73ewpWlpaQm9vL+cKkfTG4/HwhN9sNrMZnDTiarUaJpMJEokEd+7cYRiFw+HAe++9h4aGBvbTiUQiDAwM4K/+6q+Qz+fR0tLCOHTaqJBW/vDwkBUWra2tmJycxNLSEk6dOoX6+nrodDoeGDU3N+Pg4ABzc3NYWFjAxYsXUalU8Morr+Dx48fY399nWTQlMft8Pgaw0PbXbDZzvgFtPX72s5+htrYWY2NjaG5uxv3796HT6TgPpKGhAT09PYjH49jY2EAul0Mul2P/xsbGBpOAhEIhfvCDH+DcuXP43ve+d2Jn8B/8wR9gZmYGCoUCEokES0tLOH/+PKLRKMbGxniTdHR0hGAwyDAFmUzGntV0Oo3nnnsOTqcTDx484IBJuidSqRQEAgHUajUT6qLRKFQqFcsyqelKpVK4du0aALApneo2UtSQvI28bxqNBl6vF3a7HUdHRzAYDNz8aDQaSKVSVKtVxh57vV6WNr/22muczeH3+/H1r38dH330EW+q7XY7urq6mObpdru54SyXy1hdXWXkLUm5M5kMB0DW1tZidnYWAwMDyGQyUCgUmJ6ehsVi4YA+pVKJnZ0dbnA3NjawtLSE7u5ufjdVKhUm78nlclbOUCP113/91+wDlcvl0Ol0cDqdyGazSKfT2Nzc5Jqc8npqamoQiUS48aJMkn//7//9z3X/PZOMqqmpCclkklGezz33HK5fv86ZBLOzs0z7IRwdacwGBwdhNpuxtLTEqc2VSgXJZBJtbW3cCNTX12N9fR1arRZWq5UNZXRoqFQqNDY2ckgJSUaIWqPVahGLxTA/Pw+j0YiLFy/izp076OrqglqtxtLSEu7du8eGF71ej97eXu5U9Xo9gsEgJ4kuLS3h9ddfx49//GMEg0FYLBbU1taygVggEHDeBZmlgsEgF4104BKFgJJJKQmS1qa///u/jxdeeIFj4qPRKGsB33zzTXg8Hmbsa7ValggRkzsUCmF5eRnNzc1szp2dnUVXVxeKxSLa29vx3e9+F729vWhtbcXNmzexsbHBUpxEIoGJiQkkEgmk02m4XC6cO3cOyWQSHo8HpVKJ8bipVAozMzOor6//f//2+n9xffjhh7DZbHA6nUyroTU9TdkpKZZWq/fv30d7eztaW1vR1dXFUzTSK9PfpVKpEA6HObcikUjAbDaziatUKnHhTCFgh4eHSCQSnMJ9+fJlfP/738ef/umf4o033oBKpcLCwgJOnz4NoVCIDz74gLd1CoUCBwcH6OnpQX19PTY2NhCPx5lOcu/ePcYL9vX1QSqV4v79+4hEItjZ2cH8/DybQePxOGZnZ1mj7nQ6ATwBMGi1WiiVSiwsLHARMTExAYFAgNdffx2JRAJbW1uYnZ3FqVOn8IMf/ACXL1+G1+uFUqlkIziF8JXLZcTjcRiNRpbW7O/vY2BgALFYDFeuXMGdO3fQ3NyMR48eQaPRoL+/H8FgEJFIBFKplCfa1EwQhnVsbAzZbBYLCwtQKpUcjHXq1Cl8/PHHcDgcnINAetqTvmjdXVNTg/v37yMej6OjowPvvvsubDYbRCIRIpEIG7lJ/kNbHBoARCIR/lzcbjcuX76M+/fvI5fL4fDwED09PRy+p9FoOHXX7/fDZDLxyru9vR2xWAyPHj1CT08P/H4/RkZGEAqFEIlEMDU1hdHRUQ6EMpvN8Pl86OzsZPmew+GA1WrlBPTa2lq43W4eimxtbUGpVPLPdu7cObz44otoamrC8fExbt26hd/8zd/EjRs3IBAIUCqVOJSUMnzkcjny+Tzr/e/fv49f/MVfxMrKCra3t/Haa6/B6/XyhO6DDz6AUqnEF7/4RbzzzjsYHx/H3NwcVCoVv7t3d3c5/HFhYQE9PT3w+XwYGxvDnTt34HK5sLi4CKfTiQ8++ADDw8NQKpXY3t6G3+/H4OAgisUip5VbrVY0NzcjGo1ibW2Np9dE5Mvn8+jv72fPVjweP/H7z2q1YmZmBqVSCe+88w729vawubkJo9HIOnAKcHx6o0A0nPb2dp5Q1tXV4Uc/+hFOnTqFYDDIzRcNQn7lV36Fcd/kZ1GpVPzMPh3mWF9fD7/fD6FQiDNnzmBnZwdDQ0PI5XLY2NjgRqi5uRmpVIqhA2KxmJtmAIxK7ejowMbGBpqamhg6sbKygpGREQiFQkxNTaFareLVV19FMBjE8fExNjc3WT5WLBYZVUrNo9FoxN7eHqxWK0+K9Xo9h2RWq1U8fPgQr776Kj744AMMDAxwM37jxg2YTCaoVCouNMk78XR2TGNjI9ra2rC4uIixsTGoVCrOF7t27RqKxSKDac6fP4/Z2VnE43HeWn744YdIp9M8xNrb22PiHGUYkTT4v/23/wa5XI7vfe97J3b/kUT+l3/5l/GXf/mX+PKXvwybzcbktuPjYwgEArhcLiaW2u12CAQC5HI52Gw2GAwG5PN5vPfee2htbUWxWGSoQLlchtfrhVgsRiKRQFdXFxoaGjA3NwedTsfyaL/fj6tXr+Lo6Ai3b99GTU0Namtrsb+/zwNIk8mE9fV15HI5VCoVNjZTArvBYODzhHIyJicnGUTy8OFD1NbWYm1tjfOe9Ho9+7vq6+uxuLiI3t5eLCwscPp3oVDAzs4ObDYbOjs7EQqF4PP52OtM1NCJiQm0t7fj4OAAjx49YhXDmTNnMDMzA7VajeXlZbz00kvI5XLwer0AwJAWku4KhUJ+L5ICwefzsS9veHiYny0aJLW3t8NgMPA7NRKJoL29nT2G5P8le8HExARvvzc2NqDX65HJZDAxMfFz3zvP1GxUq1UMDg6yH4MQnalUCrW1tRgdHUUymeTAOpIrXblyhZNrZ2dn8dWvfhU/+9nP2Lz14YcfcqhUX18furq64PV6sbe3hzNnzmB9fR1erxc6nY6RejSFohBBs9nMv3y5XMYXvvAFRCIRLvamp6dx+fJljI2NscmKvrhSqQSRSIRoNIqpqSleSx8eHuKNN95ANBrlBGfSDyoUCg6wIU3lzMwMnE4nWlpa4Pf7cXh4CKPRyHQiWm/v7u5CJpOxIa67uxt2u50n2NRc+f1+RosqFAr8m3/zb7C9vY35+XkAT+hMRqMRWq2WtXu0eVAoFGhoaIDD4cC7776L4eFhnnDRS/nSpUvIZrOYmJhgHaVQKERzczPjislLQAFmx8fH+NrXvobvfe97rPs/qYum3FNTU/jSl770ubUmeRsuXboEg8GAlZUVCIVCOJ1OmM1m9Pb2IhwOY2dnB+Pj45ifn8edO3dw6tQplsfR1K9UKuHo6Aj19fUsWyNvSDabxcHBATebFouFJ2t///d/j5dffhlGo5FJbR0dHXC73RCJRCzfampqYooDsbbL5TK/LBcWFjhkK5lMYm5uDjKZDB0dHayxlkgkWFlZQXNzM6Mo/X4/9vb2+ECiF5BcLsf4+DgODg4wOzuLmpoaVCoV+P1+nD17FrOzszh//jzW19eh0Wjg9/tZT+pyueD1ejE7O4srV67wc727u4utrS1YLBbodDrk83k0NTUhlUpxQdnb28u6Xr1ez7S41dVVGAwGRCIRlhAplUoIBALY7Xbs7e1henoaAoEAQ0NDHPw2MTGBbDbLsppnCRT6p7rm5uYgFotx9uxZbGxscDPW2NiI+vp6/OxnP8POzg7OnDmDhoYGxONxDtojtr/X60U8HsfW1hba29tx7do15HI5bG1tsVSS7helUonl5WUeAJCJ1+/3o7a2FjU1NWhra8Pw8DAbtu/evQuj0QiJRIK2tjbWSkejUd4wVyoVaDQaPoTp0CK5an19PVKpFJRKJS5dugSdTof+/n785Cc/AfDENPijH/0InZ2dUCgU+Nu//Vu0t7dzQ97c3Ixbt27xxIxkm2fOnIFYLMbFixexsLAAq9WKfD6PjY0NfOMb32AJ2djYGKanp3Hjxg2cP38eU1NT0Gq10Gq1PMAheSBlF3g8Ht4Mm81meL1eDA8PY2Njg8MUyRcyPDyM7e1tuFwu7OzswGq1shlVLBbjwoULnAJPciKSC7jdbgwODuL69ev4gz/4gxO9/3K5HC5fvozbt2/DZrMxQpq00+R1tNlsaGpq4iKFgs1oIBcOh1EsFnHt2jXOb7hy5Qo+/PBD/Kt/9a/g8XjwP/7H/8BXvvIVbG1twev1shyEBgF0ftfV1cHpdEIikeD999+H3W7HtWvXsLCwgPr6enR2dmJhYYFRqFqtFpubm+y7fFq+IRAIsLS0BIFAgI6ODp6gv/rqq9je3oZUKkU2m8Xo6Cib+Kn5tFqtaG9vZ+8iSUqBf8wEogLT7Xajr6+PfWSrq6vo6enB6uoqrl27ht/4jd/A5uYmHA4HA0RmZ2eRTqchl8sxODgIpVLJU26SR6+srOAXfuEXWOry4MEDVKtV9PX1cdK43W7Hn//5n+Ob3/wmAHAyOYUGFwoFLCwsMFJ6enoaIpGIA2o7OzsRi8Xg9XrZDH1SF2WrTUxM8O/58ccf80adQn8FAgHnrgkEApaoEUzF4XBAJBLh/v37sFqtUKlUaG9vRzAYZO/i9evXsba2xrleOp0O4XAY4XCYJaYkZzcYDHA4HOjo6MBHH30Eq9XKdRKFfd64cQOvv/46jo6OWBoeDodRU1PDkn/a9FutVlZLGAwGhiNQtkZtbS1MJhMWFhZY7kkYYpVKBZvNhkQiwVRHomiRcdtsNkOn0/HQaG9vj5sHkr+3traioaEB7733Hjo6OlBfX49EIoHj42PEYjFEIhE0NTVxACCpGCwWCzcJsVgMs7Oz8Pv9uHfvHq5du8Y5Hj6fD/39/YwL12q1nBnjdrsZykHZeS6XC1arFdvb2zCbzUyMvHHjxs917zyTjOqrX/0qhoaGmChArnvS79KqiCQD1JWr1WpkMhm0trZyJkWhUEBraysXMzMzMzAYDLh8+TJ8Ph/EYjHC4TB6enp4kqDVatHc3MzBJ0RqoemLXC5nJjxN/wFw7oBSqWQfRKlU4hh20r4SklOj0bB2NP1ZSBB1jW63m4PXuru7odFosLu7y0U+5SGQvph8BdlslovYTCaDtrY2pjrpdDosLCwAeILtpa3Q02z5w8NDpqNQgE4ikYBCoUBbWxsb7+x2O7a3t5nH3dnZiYmJCWi1WkxPT+PChQuQSCTQ6XQ4OjrC6uoqTCYTbDbb5wxfyWSSN0bJZJJ1mQ0NDYyBs1qt+O3f/u0TW+H+7d/+LQcpkvl9a2sLX//611n7TrQuMrwLhUJekZMcRC6X47333oPdbue0XSreX3vtNTx+/BilUgkPHz5EU1MTG/coOZtC+Cgh9vHjx0ilUvjqV7+KcDiM1dVV6HQ61kLSQVooFFg7SqF1MpkMS0tLPP3SarWcrhsKhTiIa35+noEABFCggKKWlhaeHNJKX6PRoFwuc4JpqVTC/v4+I/cIrbuzs8PJubSm3dzcxOnTpxl7SUndbrebcYOVSgWZTIZpKzKZDFarFX/zN3/DEg6r1YpAIICenh7IZDJsbm5iZGQEDx48gMvlwt27d/l+l0gkKBaLPLU/PDxEOBxGPp/HlStX4PV6sbu7i+bmZvh8Ps5b+b3f+70TlbH8+q//OiqVCmuUielPJvBQKMSNBwV/lctl6HQ6VKtVhMNhvPrqq9jY2MDm5iZ7O2prayESibC6ugqn04lSqYREIgEAqKmpwfHxMVpbW+Hz+bC9vY2enh7I5XIEAgEOQtva2kJXVxdyuRzLEt5++22WqJ0/f56DIQ8ODpg25nA4UCqVsLu7ywSZ0dFR7O/vY3FxEYVCAQqFAolEApVKhcMp8/k8v29p6ySTyThEjrbQxWKRcalkGl9bW8Ply5cBgL9rjUbD9zllEFDiMnliyMxLuGcyQ8pkMuRyOcTjcezv7+PatWvIZrOYnp6Gw+HAT37yE5jNZrz44otYXV3lhsPn82F1dRV1dXUwGAw8VaVAOEKaE3N+eXkZL7zwAjY2NtDZ2Ynf+Z3fOdH77z/+x/8Io9HIEk7KsKFMlHw+j0KhgNHRUabHqFQqzM3NQa/XIxQKcfAtbcuBJ5Qhj8fDjYPb7WZD/+7uLrLZLMtDiGgzPT0NmUyGzs5OiMViuN1uvPzyy/jggw8Qi8UwOjoKp9OJGzduYGBgAFtbW+js7OSkaFIKEJ2RkMkkCSapyfnz53Hv3j2IxWKmNplMJty4cQM2mw29vb3sTRkYGOCCLJlMst8hGAzC6XSiu7ubSVFvvfUWf5c0be7s7EQ4HMbCwgJqamp4o0iUnpaWFp4Cl0ol+P1+OBwObtwp86qxsZGR04VCgQE3X/rSl5BKpTA/P49sNov29nZks1k2WVNYbqFQYN8QNXk9PT1sbL979y4ODw9ht9vxb//tvz2xM/gb3/gGwuEw+66INkpFKDW6lKsDgIMTCc+6vr6Ow8NDnDp1Cj6fDxKJBOFwGG1tbejv78fc3BwaGxs5UNhisSAUCqFSqaBYLKJaraKrqwt1dXXY3NzE7OwshoaG8P777zOimQbifr8fPT09UCqVDFU5ODjAV7/6VQSDQezv7zPRM5FIcCByJpPhXDJSe9C9QjTHdDqNtrY2xpC//fbbuHr1KhoaGrC4uIhIJIL6+nr++/P5PHw+H3p7eyEQCNhPQRJTj8fDgxS5XA6VSoUrV65gcnKSA6qlUikrWRQKBex2O4McPB4PLBYLBAIBvF4v1w3j4+Po7OzEe++9BwA8zO/r62MM8dLSEr/jKDOPJH6Hh4ew2WyYnJyE3W5HIpFAZ2cnAoEAmpqa8K1vfeufXkZFXz5xfomcMj4+jng8zkQfSiBUqVRYX19nWVGlUoFcLkdzczOOjo5QqVSQTqextraGX/7lX8bMzAx7MKRSKZNEOjs70d7ejkQigenpaY6BX19fR2dnJwwGA6rVKj7++GNcvnwZSqUSExMTGB4exuzsLEZHR7G8vMzaOVr3dXV1wW63s6SJsLf0Qi4UCrBYLHxw3rx5E0ajkeUDNCUzGo1wu904deoUpFIpAHCEfKlUYk2cSCTC/Pw8BxK9/PLLCIVC/EKTSqVobW3F8vIy+vr62AQ7ODiI5uZmNprTy0ytViMQCHAasU6nw/vvv4+rV6/C7XbzVHRsbIyxqiqVCoFAAPPz8xgbG0NbWxsUCgU+/fRTnsBQ42S1WtkH0NbWhoGBAayvr3NIIE2NTura2dmBRCKBx+PhdTtNfihoLh6Ps9aRkMRdXV2YnJxELpfDo0ePsLe3x4nM1GTs7+/j6tWr8Hq9fGCR5Mlms8Hr9XJoEOFvZ2ZmuEkdHx+H1+vF8vIytFota5aj0Sh7eChR1263s1aTjOfNzc3Q6/XQaDS8OaDQtmAwiHK5zDCC1dVV1kcTtSefz2N9fZ1JWGKxGBsbG2xI39/fZ4oFNV/UHD8dmkbMcZJetLS0IBgM4s6dOzCZTIyBNplMXIBSyN3a2ho6Ojp4fS0UCtHd3Y3a2lpOuVYqlfjwww854CuXy6GpqYlhCcViEZOTk9BoNOzLoU2P2WzmP/vv/t2/e6ZAoX+qq76+nkMxSSJB00XCYgqFQhwcHMButzM2mgyjCwsLWF5exsrKCq5cuYLl5WXWtc/OzrKZmvKLyAROwX0mk4nll+TdKhQKePToEdRqNWZmZvDmm2/iu9/9LsRiMYcw0RSaCD2Uxkvob7VazQm/EokEP/nJT6DVanHu3DkUi0VMTEwwzeyLX/wiE2nOnj3LhR4RzwgDnUqlEAqFOH2aePSVSgXNzc1M2ZqcnMSXvvQl/OxnP4NIJEJrayuuX7/Ok2zavFJ+xNzcHGu49/f3ecMkl8txeHgIuVyOTz/9FK2trUilUnA6nWhqamL8ptPpRLFYRCAQYAKNzWYDAM508Pv9vEklUztNqylp+qSxowAYR/nSSy/ho48+gtPphNfrRaFQ4MYvl8vh8ePHPCWnrSylsW9ubqKvr48lx4FAgCXMarUaMpkMOzs76O7uZuN0Y2Mjm1tJOkpEJqvVip2dHej1ety6dQsvvPACB/pRAjOhRZeWlvi9S6F729vbEAqFnEgukUjQ1NQEj8cDjUaDH/zgByiXy3j++eeZJFUoFPD8889jcXGRsdIOhwOBQAAymYzlOuvr6+wxPDg4gNvtZhLQhQsXuMi6ePEiPvroI8bmazQavPDCC9jc3OTCr7W1Fel0GiMjI1xA0paGQjUJ/kHDyLW1NZbxTk1Noa6ujjOhqOknuhehS9PpNHK5HDKZDEuqcrkcgxx8Ph9v9GlyflLX/Pw8h0AKhUJGqtN5QrCMuro6xtHv7u5CLpdDKpVCr9dzhko6nUZtbS2i0SguXboEhULBWyaBQMDUPZ/PB6FQyO89OhOFQiEjrpeXl/Hcc8/xMI8S5n/xF38RU1NTODo6gt1ux/7+Pjo7O+H3+xnBSwGm5NugTCehUMjgguvXr0MsFmNnZwenT5+G1+uF2WyGRqNhqdgrr7yCfD6P3d1dDr3MZDK8+aI8FZKldnR0cLZHa2srgCeDF6pJKLtDo9FAq9WyJ4UsB6S+yWazTERTq9Vwu90YHx+H3+/Ha6+9BpPJhHfffZfhJZSnRrU1AMbyEoBpd3eX/a9UW/f396NcLsPhcODmzZu8ePh5r2dqNl577TW88MIL+PM//3OcPn0a4XAY77zzDhobG+F0OlkHmc1mMTMzg2w2C61Wi0qlwhMBrVbLYU2jo6P43ve+B5fLhdnZWWxubrLBGXiy/orH46hWqzwhdjqdODo6QrlchsVi4VRFCg0jugOtw2gz8sorr+Ctt95igzk9ADRRi8ViODo6wtDQEIxGI0qlEk9aKVSHpockpcnn89ja2oLVamUTWrlcht1uZ8weNUxSqRQajQZXrlxhDSuZ42dmZlBXV4eGhgbs7u5idHQUS0tLWF1d5SmW3+9nMxt9xhqNBj09PcygJlTfe++99zlyEYUG0uTr6RcchbhRRgB9/nQQ2Gw2zM3NMT1BIpGwmW9qaupZbp//64smPiaTCR6PB2q1GhcuXGAGvEajYfMoSULoYSDzu1Ao5GCivb095lyHw2Fey5JpjQ6tSCSCUqkEk8nEfP/9/X2WV5EWmMLY3n//fWi1WqZh0c+q0Wjg8/kwMDDABQ35IpRKJZLJJL+cCBFtNptx9+5d5n/LZDLIZDLeqhiNRmxsbPC0gUgp0WgUh4eHaG5uZioNfRZ6vR719fWYnp5GsVjEyMgIPB4PB+XV1taiXC5jaGgIlUqFJ1cA2CNDyD9i4lMzA4D54VqtFv/hP/wHvPDCCyiVSoyT7O3thdPpRF1dHZaXl7G7u8vkmJqaGiaGkJE4Go2isbERx8fHTF8LBAI8+T/Jq76+nklAlH5Nmm+acBGCNhqNctqvUCjEzMwM+wb6+vrw6NEjFAoF+Hw+OJ1O3gaRjr5cLjP+kLJebDYbfxahUAjZbBZ37tyBxWLh5GzK/xCLxQiFQggEAjhz5gwbncmQTehnq9WKlZUV3Lt3D/X19ejo6MDg4CByuRzefvttzqIgiMKtW7dgsVjQ09PDReoHH3yApqYm3jBQrkc0GoXZbEa5XIbP52N6Wy6X4wTmr371qxAKhXjllVcAAB6PB+FwmLHjra2tnAtjMplw5swZbuS7u7u5IKlWq5wSfXh4iPv37+P27dvY2NiAVCrFa6+9hubmZjx8+BDHx8doaGjgd7rP50MikYDVamX8JG3Y29rasL29zaGqFH75zyHji8fj3MyXy2X25KU/yxra3t6GTqdDS0sLFzdyuRwSiQTpdBrAk01ZNpvF6uoqDg4OcHh4yGQnOkfb29thsVgY+uD3+7lpJrkSDUympqZ42NPY2Ai32410Os2NkUAgwOTkJEZGRmA2mznlmLa5w8PDTIXK5XLcANNk2mAwcIhhKBTC4eEhb3m7u7sRiUQQi8VQqVRY+kRNf2dnJ98rFHD4xhtvYHp6GrOzszxU8/l8eO211+Dz+RCJRCASieD3+zEzM8N0LFInNDQ04NGjRzzUSqfT0Ov1HJJJWR9tbW3wer2w2Wx49913MTAwgAcPHrD0L5FIMDZVLBbzNsBut3MtQNI+oVCIjo4O9hLQ9v6kgyXr6+vR3NyM9vZ2zM3NYWtrCw0NDVhbW2NNP/lpqXEkr4DZbMbDhw8Z50qbHKLzEQr+4OCAVRlyufxz+W61tbUAwGSmaDTKwdEulwvf+c538PzzzzOimDZI4+PjCIfD6O/vZ38J3Vd0VtFg5/DwkLdZLpcLbW1t3MSST6S/vx9arRY7Ozv40pe+hM3NTWQyGZw/f57xt0Rto3uPhrc0kNfpdIyi9ng8TNeiwbfT6cTGxgYsFgtUKhVjwcViMWprazmoUyAQQKFQoLm5mRHRDx8+RFdXFzY3N3nb9HStWiqVsLa2hvr6em4uyHTe2toKhUKBcDjMeVCXLl2CTCaDx+PB8fExh2E/yzbtmZqNRCKBe/fuYXx8HFNTU7weMxqNUKvV3JXTapdMaXq9nlnpJGtpaGhAsViEy+XiH/jo6IhfpCRXoYOVtg+UREpEip6eHiSTSU4zfPDgAR/eNEVIJpP467/+a3g8HjQ0NGBgYAA2m403K5VKhf/3cDiMw8ND3t5sbm7ydJZkRXa7nW8YMgmfOnUKKpWKD3cyR9L2o7m5Gel0mrF/CoWCf5+enh42ycrlcpat0ESSitRiscjdK8mxYrEYdnd3odFoOAOFcJiE4Lx37x5jJTWfhcXI5XLO89BoNNjb2+PikRj9RAtpa2tDsVhkczVtlYaHh/H2228/yy30f3XFYjEmjWxsbDDpxmw2I5FIMCWIQiS1Wi2kUinTwJ72UFD69MDAALa3t6FUKnlbQ6nwNKmhlxOFNu7v72NnZwetra0sSVhdXYXH44HJZML4+DhEIhFDA8jgu7CwwM+Cy+XCmTNnkMlkkMvlGLlL4X6U3pzL5TA4OIhwOIwzZ85gaWmJk+BramogEokwPj7OAYESiQQ7OzsoFAoolUqszySPk8ViQTAYhFarZbqbx+OBRCJBJpPB8fExxsbG8MMf/hDd3d2YmppCOBzmjSDJw6LRKLLZLBvOSI4oFouxtbUFqVSKRCKBX/7lX8b6+jrrUyl9+vbt23wPEjGMJBRk9qSU5sXFRTx48ABOpxN+v///h/Z2kpfb7YbD4cCHH36I8+fPc7GmUCjQ1dWFUCjEK2za7hK8YGBggA+impoaCIVC/OIv/iLee+89bG5uolQqYXh4mD87jUaD1tZW1hCT7reurg4mkwnAE9771atXWbpGacmUfCsUCjE7OwupVMqHXnNzM+ueKVSVUIldXV1wuVwcHEeTMLlcjra2Nng8Hp5cz8/P8ybmwoULvEFUKpX8jqbhCEnt4vE453iQLEahUMDn8yEUCkEmkzFPnxLS9/f3kcvlkM1mOew0GAxia2uLG1NqoEjisbm5iatXr3IIrEwmg0ajYQgE+Ylo6m8ymaDX6xkKUVNTA7vdjmq1CrFYzEMzkUiE5eVlHBwc/LPcg3S+kB/jj/7oj6DRaNDQ0MDPD0FMSqUSxGIxYrEYotEoWlpaGLKSTCbh8/lw6tQpeDwe+Hw+lr9MTEwwSIBkKwaDAUajEblcDjKZjDcTmUwGWq2Wkel+vx/Nzc0su2hpaWHzfW9vLyfYj4+P83ZQJBJBqVQykpOGcP39/fD7/djf38frr78OjUYDnU6Hv/3bv8XQ0BBPxO/fvw+RSIRCoYAzZ87A4XAglUrxoK9arXL9QPABynsJBALcaFEBXFtbi4aGBqyvrzPClTZ+hBQ2GAxQKpVM3qQMjkAgAI1GwwMsi8WC999/H4ODgwwZkclkLIGh91w0GuWaKZlMsg+1UCjwM0LJ6jabDevr63C5XLh3796J3n82mw1KpRLpdBqlUgmlUokHYBTw1tLSgmw2C6/Xy7TFSCSCSCTCkj8KPY3H40xNCgQCyOfzMJlMHAhtsVg4nV6hUDCuu7a2lgMm5XI5isUi9vb24HQ6cebMGdy4cQNisZgHbF6vl9/ThG4vFovsMaP6QC6XQyQSMcqWBlt1dXXo7u7m2nRxcZG3doFAANFoFC+99BIX7DKZDEdHRxxATVtd8qiJRCL+mT799FPs7e3h9OnTmJ2dRWdnJwQCAZMANzc32dhOJDCqpUm+RDTVYrGIoaEhzM/PMyqeBieRSAQqlQoul4ux3nfu3MG1a9fQ0NDA3zGR/XQ6HYxGI2pqanhYVC6Xsb+/j8HBQQae/LzXMzUblUqFtYcHBwecdK3VanF8fIx4PM45DGQopkOVUKoXL17E/Pw8mpub0d/fj5mZGbhcLtbHkkxpb28PyWQSEomEdWNqtZqLfDJni0QihMNhCAQCaDQa1hxnMhkmAJDDnibaRqORWfNisZg7b3pg6IABnkxlNjc3eQr74osvsjlTIpGgUCjAbDbDZDKhVCqxTp4+H/JsAGBqAL30VldXuSAms1soFOK/5/r165ibm2NTJP17crmc5RB7e3sYHBxEY2MjHj9+DLvdzi86MjRfuHABgUAAIyMjcDgcqK+vx9bWFvL5PK8W6YWsVqshl8s5MI2SxYPBIDY3N3li6XQ6OQPgpC61Wo0bN25Ar9cjn88zZrlQKCAajbIPgbwJtbW1TJaiKcjW1hai0Sj7DtLpNEsMKPOBktm3tra406fpYDabZXwrAM4reBqZ7HQ6sbi4iL6+PoTDYVy9epXTkmlDV61Wkc/n2ZSfy+XYb0GGWYvFwrzw8fFxlMtlTm/96KOPUK1W+eVIzUKxWIRcLodareaGQyQSsUmP/q1bt25BLpfjxRdf5Mk86XKJpkS5HG1tbWx2pgKPii9CYJNRXiaToa2tDYlEAnV1dWyypQnXwcEBh/8tLi5CJpNBrVYjmUwyu5+mhzqdjr1YLS0t/P1SwNVJy/iAJybR7u5upt8RNlEkEiGdTrMmmMzwpVKJp3rRaBTAEw2zQCBAMBjkgrempgZ+v59JXDTppFA5IgFJJBI21tPElUhAdK8KBAIsLi6yX4ISjOkwpyBGor+IxWLGJKfTaUSjUUQiESwvLzOEo1Ao4Pj4mLGRpEX/8MMPGVLh9/thsVgwMTEBt9uNrq4uNDU1IRwOw+/3M9qRcKdUqNDghAoIv98PAExSOjw8xOuvvw6Px4OamhrkcjkmGGUyGfYpHBwcoKOjg+Uqk5OTLIEhOZtareat+MrKCkuFCN1cKBTw8OFDiMViOJ1ORoiPjo7i4cOHyGazyOVyTPM66YsyPgg60NbWxmfi+vo6JwUHg0HGs2o0GvadkBTIaDSioaGBgw9zuRw/TyaTic/KZDLJgaIHBwc8rabBRCaT4ffP4eEhBgYGEAwGYTabcerUKd5E0EDo+PgYwBMjO73j/H4/9Ho9T10zmQy/h2jCeu/ePVy5cgU6nY5D/YhYRL5HGtwEAgHI5XI0NDQgHA7zWXxwcMD3IEkCRSIR5HI5n5+XL19GPB7nPweAoRjlcpklK4S0tVqtqFQqTAFMpVI8YSbvI8EaqCYiOMepU6c4dJeQugaDAdFolAtc8hoqlUoehI6MjODo6AhbW1s8vDmpi/yH6XSayUt+vx9WqxWLi4sol8uc8WS1WvkMKZfLMBgMSCQSWFpaQmdnJyYnJ9Hb24vu7m72upA8TaVSIZfLIRwOMwGKGkaZTIZisYhCocANNBXiL7/8MrxeL5NOW1tbsbS0xJIg8qiSp5WGF9REy+VyHmR3dXWx17FSqfB2kzaojY2NEIvFuHv3LsbGxngTIJVK+WciVDypLmgYSoRQIlvp9XrMzs6ira2NlQWNjY2IxWKw2+0cvqfT6VAoFFh1cXh4iEgkgtnZWSgUCkSjUXR2dmJ0dBR3795l7D3wBN9P9DWLxcKkw0KhgPX1dc6dicfjfH4JBAKoVCp+DwJPFCaUpfQs1zPFTxqNRvj9fqRSKaTTaS52aXoyMTGBSCTCrH4AjKEbGxvDpUuXoFKpcPXqVX6oqNAnkk46nWZjdqVSQSQS+RyyK5fLsVyDDhmLxYLj42NUKhV+MImlnkwm4XK5UCgUYDAYYLFYUCqV4PF4mEFfLpchk8lgsVjQ2NgIjUbD0hZqfEhGQp10KBSC3W5nOcHKygri8TiUSiXLtMjboNVqQT58+t9VKhUsFguj30g/SCsuoVDIGr1iscjMdNIQE8EIeNLE0PROLpfz50oyHvKRKBQK6HQ6BAIBTExMMFmLKGAkV3C73TylODw8hNfrhUgkQlNTE1paWqDX65lUcJLX7OwsXnzxRYyNjcFsNqOmpgbBYJB9D9SwkcyLgnKIkNHe3o7j42OWQZw5cwaxWAzb29uc2WK1WpnP39bWxibvXC4HgUAAnU7HGE+pVIrDw0NUKhV+IZpMJqaHBQIBXo0T3Uev18PpdHIDTQcambhFIhESiQQ2NjYQCoUQjUYxPDwMtVoNlUqF0dFRRinTpLGmpob11sTFpsaWXnR6vZ5fNBKJhMPxSBomEAgYO6pWq5FOp9ngR0hhCrOkpph8Fk9PQMxmM3/+FBLZ1NSEUCiE2dlZLuw0Gg1Onz6N5uZmnjbJZDLY7XbYbDYoFApUKhXMzMxgd3eXUc9DQ0NMZjlpCQEAiMVifulns1kIBAJuACmDh/wDGo0G3d3dGBkZYW1xPB5HJBKB1WqFVCrFu+++y4V6XV0dQqEQALCE7PDwkIOwaCBDpnKNRgOhUIhPP/2UA6UEAgGampp4a6RUKtHb28vv1Ww2i62tLR5c+P1+xGIxNinmcjksLS2hVCqhpaXlc/QegmVYLBbs7u4yoUqlUsHr9SKXy0GtVqOnpwfnzp1DW1sbkskkEokEdDodbxmVSiUuX77M+OdyuYxEIsGmdaL90eSsqamJk3Np0r2/v490Os3bG/ISzc/Pc1Ok1+sxMDAAADxQCYVCjDQn6looFOJ8BRpQUZFAvoZcLgcAPAwQCAT/LPdfV1cXDx0aGhqg+SzIsFqtQqfTsaGdBoOpVAo6nQ6jo6OQSqU8bSX5MEnburq6IBKJmGgTCoWQz+e5qMjn86zDpyJdqVTyQE2n03FTUyqVuDCLx+N4+eWX+SwnaWihUODtai6Xg9vtxvb2Ng4PD9HQ0MC+QQD8Xr516xbi8Ti6urr4fLp16xYDEBoaGuD1enHjxg08fvyYs0JoQ5/L5ViiTRty8huUy2W0tbXh4cOHaG5uhsVi4TRwkvhQA7SysoJwOMwN2M7ODiKRCILBIIxGIwAwTMDpdHJA5ubmJp8fe3t72NnZ4ZA1ksUkk0lIpVIcHBxgb2+PPQNyuRw2mw16vR6BQIBrBJfLdaL3XygUYjoWbfrpmXrawyeXyzl8b21tjYv4uro6BobQmffgwQO+d8fHx7mGIZ+Gx+PhkNhyucwbq56eHphMJh5o07aVKIl0r9PnRGc2gYSoeRYIBBCJRKhWq0gmk+wLImUKyenJ89bQ0MDnAG1oyYcZi8X4+6K0co1Gw81TKpXiIFiiUxEdUq/XM20yEonAYDDAbrejubmZoQgulwtisRiVSoVrSapHCWxBcr9z585xxoZWq0VDQwN7Oml729LSgkAgwINjqjHJB0XDbwI2GI1GGAwGbGxscL31817P1GzQ1I4KftpkSKVSmEwmqNVqqNVq9Pf3cyAfTQ70ej2Oj4/5wEomkyiVSqivr0cymYRMJsPg4CDy+Tymp6cRj8cRi8V48lypVHhKk06n+T+UdWGz2WC32/nPtLa2ctcajUZ5ShOJRDA5Ocla5ebmZiiVSn5p7OzsQCQS8UNPWsG6ujq0tLSwFIrWfiqVCisrK8zXpxUcSaRUKhXMZjMXdDQNpgmLTCbjvyudTjPRy2QycUNHL1Z64RF5iVbYZBpSqVQol8soFAqw2+0wGAy4f/8+h9wRJYHCv/b29hCLxZDNZrG9vc0G+qamJkQiEZ6ukPawtrYWiUQCsViMTVsneen1eigUCk6qBsDUKa1Wy6Zpkp5RUmc4HEY6nYbdbofT6WTSzI0bN7hIk0qlnH4ql8vR1dUFh8MBu93OfG4ytxJ2k9KZE4kEP+g0tab/v1Kp5AkETYcpq0Kr1fLho9Pp+Heg8CKa4GazWTZlU2FGL6lQKMSGRgq7pGYXADcBVBSn02kkEgmWia2urmJnZ4fpKhqNBqurqxgcHERtbS1Pv+PxOEsq6NklnObTZLUHDx6w1INW1bSJpMk/bVpIhqFSqZBOp7G8vIytrS0Eg0Hs7u7ydMhkMmFvb4911LQZPOmpHgCWuhHamBr9aDTKuTednZ1oamriaarP54Pf72cJGpk9ScIYDAZht9uhUqmYXqJQKHjyplarYbfbGW9qtVqZ8Edce/r86d+jyW8+n4fT6URNTQ0sFgvUajUSiQSKxSK2trYgEolwcHDAJBmlUsnhplRMuFwuOBwOfh/S4IPybGpqatDb28tTMnqf53I5vlcODw8hFovR0tKCs2fPfk5fHAgEoNVqIRaLcXx8jEgkwqQzmp5HIhGeDFPDSxtz+t3IbEq4Z+CJ9JeyNUjqu7Ozg7m5OSQSCQ4JIxkqBcTW1tayBIeGX2RObWpqYn/XSV9kst3f38fe3h58Ph83ACSjo+FZsViEz+djQEtLSws8Hg9veWlaXi6X2esCPNk60MaStmCEVo9EItjd3WWp9NPP9eHhIZLJJE9IaapPcA2v14uNjQ2WH5Gnw+l0QvMZcntjY4PlumSQNhgMnHheLpc594mUDU9/LzKZDM3NzSgUClheXmbfKG1i/X4/dnd3uaEtFou8lSXpdCqVQiQS4e0IDQHpbKfgS9pA0PNH91QoFIJarcbq6ipnMNFzT4hpQqrTYOXpLQkAloVRwU7ZCmq1Gl6vl5t+mUx2ovefw+HgZn9/f5+lOfTuI/kvDc3Iq0D1EckyqQaiZ5zIfIVCgbNLKNdpd3eXPxcK85TL5djZ2cH6+joP//r6+pDNZrG8vMz/LpFBSUotlUqxsbEBiUTCaF4abNMQl6b5dOYDYNlSNpvF/fv3GcZAGzlqygnuQQGUJH0lch4ZswkIkEwmIZfLeSNCKGfaPD8doC2TyZgGSjTIfD4PsViM7u5ulp9Fo1HeNi4tLfGGWyAQIBQKsWmflBp0PyaTScRiMa5bbTYbSytpo5TNZjmE02QyPZOU9Jmqxa2tLT78CBUmFAoRDAZZ8yuTyVg3KhKJ2GcgkUgQDAaZsFMqlbC0tIRiscgBPKRTJoMs5UYQiotWxKSTbGxsZD2j0WhkpvPTWrLa2lrMzc2xySadTnOhQjecyWTil3epVOI19dHREaRSKUsciDBAppm9vT1uisiMSQ5/KsAA8ASbkMH0IBKpiIxSuVwO9fX1vIkgIx7wREdHBWIqleIwJeJzUzAfEa0oQIsmMXK5nHV9NKUnxjkRnHK5HK8JKXCJEkvJoErTVc1nwS8neZEUgkzLZOSkor6hoQFKpZKLG2ro0uk0N2dEG3O5XExCotRg0qqTFO5piQAV2hKJBDKZjOUzUqmUNc9kKCVNKfHEq9UqmwjpcycpDDWilFdDCZ8mk4kxiJlMhgv3QCCAnZ0dngzJZDIueugeIO9KPB7nRlUmk3GRKBAIuMA7ODhALBaDXC7HxsYG0zLoWaMJCm0wqbGlhgsAN7zUEFCz1NDQwJpR4t5nMhmGSRwdHX0uMRYAv4jpP3q9HgaDAZrPENM+n4+1u/8cNCB6MRNrnzZq5IMhchSZYCm1lqQe5A2KxWKQyWQ4c+YMy/YUCgUikQj29/f5JU6FHE356J4ul8sIBoMsaTIajZxPQBJJ8s7QBCwSiUCn0zEekdKlaQhEQxTK4SAJgVwuZ/IMmfkpLfng4IDlArSZo/egUCjk7Us4HGapFMmjqIElH5vdbkckEoFGo4FEIkG1WuWtFzXrT/utOjo6ePhEuvrOzk7YbDa0t/8/xL1XcONpet19wAAwgQCRIwmABHNmd7NzmrgTNs1mrVa7ktaWVdKN7JLK8oUsW1b5W1fJcrlkuyQrWKsN2t2Z3dnJoaenezo3mzmDAYEAEQgiECAIguG76DmPu7+rmZI/GlVb2lpNYIP///s+4ZzfaZWcJQbCsUHe39+HwWCAw+GQBo4DHG5iiB6lcZxabco5OGQ46s/m5qaEolVVVUkzwcDXQCCAYDAod6dWq8Xa2pqgXJuamkSex++eFJ7W1la43W5JgOfEmFslSjH5uz08PMTOzo5IQmtqaoRKSSCJzWZDOByWAZzT6UQikZBGM5/Po7a2FkajEdXV1VLwEWrBpvfR/43+HL1ej7NnzwoBKJlMSq3AGoXPDeWqNGfTe8mJu9PplJyLkZERwe92dnbKMwZAwCsmkwnFYhH7+/tCp+P7wvfb6XQKSdBgMEjxSZkvaZJE9RMZzXcQgNy3vENIZbNYLI8NlY76+Xv0d8C6ggqDw8NDFAoFlJeXw+Vy4dixY1J/8XdJuEpZWRkMBgP8fj9UKpXIONfX1+X+SafTMowg3ZN0J55FbD4ZjlhRUSG1C31zDP7jJxKJiIeLNQ+HiU6nEyaTSUA8h4eHCAQCyGazIj9yOp1C1tre3pZ7kX/GyspKaS4oK25qakJ5eTnsdrvI8igtJtCHzybBSNPT09je3kY0GhVZLTeIbEw8Ho9Ijt1ut2RVmc1mOb9zuRwymQyCwSBisRja29sfaxzo86KE0OPxwO12y3CH/5xisYj29naEw+FPdQd/qmaDkwROLkwmE3p6emQ1XywWRb/+qF6eBlKDwSCazEwmg4ODA5me8pfBYosPL/WOLMD5y2GnS+MUpyBms1kuXupI+cCQ0kHsH7taPgRcC3MbwckCNZukEKlUKqhUKnR2dor8iTq+YrEoRTnX0LFYTNZyNIez247H47J+3t7elstVqVQimUzC6/XKlJz6dx5wfAhYGAOQyQsNPSQpsLmi0Y8rZE4R6NWIxWJIJpMyMSSjPJvNIp/PQ6vVorm5GS0tLUeeIM6iq6ysTCR8lApxIvmoBIeNASf73FhR7tHY2Ij19XVJSu7q6oJOpxMNZCqVkoORCcL87plDQvY19ZiFQkHeDW4apqamBAet0+mkcWHeC/9eIve4Bauvr8fi4qL4F3w+n2xNSFE5duyYTPhZEDC0iKY5kkHYcB47dkwuQD4X8Xhcmgquw7e2tqRQ5EVKP1OpVEI2m0UikUAgEEAymYRKpUJPT49kdgCQ7RdlPzTpARC8ayAQQKlUQktLiwQZsWmkoVqtVktwIIcR1JUe5YdcdrL6Acj3TWkfm12eYbxUDw4OJL3W6/XKyprABRLuAIjOnOcHM3UqKiqwurqKQCAg5nS9Xi/fK9OGmVLO5yyRSCCZTCIWi8Hr9cp7xOJZrVZLY84zmJMtSj7YEPL3x+mw0WgUwzkT60m041lGclEmk8HGxoZMjplbxMGOTqeDxWKRYCo+c8whqaurE2Pk7u4udDodzGaz+GZYtFFqW1FRIfIHpo4To1xfX4/JyUkZ+uRyOfHi0VtAKVIqlRLfA30IlEwc5YfYVprB+b+RSBWJRBAKhcQbxjysZDIpHimGvvLsz+VyCAQCsFgsCIfDMjSkLITmWZ5bOp0OOp1OnvGOjg6o1WqRmPF3ykbV7XbDbDbL+80wVhbXrCtsNhs6OjrEpG+xWGSgYjQaZTvS29srzyzvW3rRiHavqKhAe3u7FISRSAT5fF5kINFoFMViEVarFYFAQO5kJknznGftQc8ZnxN+B9wsZDIZuN1uGAwGaDQaHBwcoK2tTQZzZrMZXq9XKI+EXKRSKXnnH30PmL3D/847hn5KniuBQOBInz/iyQmxYfwBvV/EInNYQkVLsViUARNBGZTJVVdXS8o4N/ZsEpPJpHwPWq1WADocHBiNRvldUpXg9XrhcrlkY6JUKlFbWyuDSavVKsh3JtjT78stE7cUVCpsbm5KE84MG4aEsvEEIDVwPp+XO5Q1o8FgEGIX/15uFDnU5KaC7zUpWJQx0//LoQ3BBBsbG6IasFgsIuU+efKkZC6xCeTvhttFtVotgyKeDfx3Mqxxe3sb8XgcXq9XcvJI7Pykn0/VbNB/kUgkoNFo0NHRIcXBzs4Ostms+AhITKEueHNzEzabDeXl5XIRcXLPIuXChQtyKHB68v8t5AAIyi4ajSIQCEijEYlEsLOzA6PRiEQiIZevVquVg4LdNwAJBNzb25OJI3V2vHx52fGS56UaDAZRXV0tXzZzB2iipRGThWkulxO5Fh8gfhdWqxXT09Oic+cDT1IMJQnE8zKRPJVKyYWXSqWkuSqVSnA6nQgGgzh+/DhOnTqFmpoaSWr1eDw4e/YsAAj9hwY4nU4nWurt7W1JiqeBkGQjyhuO8kPDI+Vqi4uLKBQKyOfzgrmtrKyUyWgikRBTIiUt9J1wdTo6OirNazweRz6fl2eJUjiVSgW1Wi1FBwthGrKNRiPsdjtaWloQiUSEi76/vy9BeJyGAg8bZrvdjkQigfn5eWSzWZlokFLGZz2RSEhGABtekjLIv6fcjmb+pqYm2Gw2oW5w+swCxePxoLW19TF5AFPUgYfpy9lsFsvLy6JvZWPKVT4PpFKpJPJDhUKBQqGAq1evShCkSqVCNBpFIpGQJj0QCGB9fV1+Zg4O6urqpEikd4kbjLKyMgE7sPA+agkB8HBDRL8SV/OkFZHQwsFFIBCQPzelYwqFQuRzh4eHWFpaElkT8dbMj2Ehz+cG+N9nHxtmYh9LpRIuXLggzztN6XNzc1heXkYgEJDJHaem/JlIYeL3SQ05/yy7u7uCbWxsbEQmk0EsFhNYCJ8RNhU0GfJspsy2oaEBCoUC6XQa0WhUUp25LeEKn2hHq9WKQqGAxcVFQd8yH4fZMpS4stjlRo9ZBCSk9fb2iqSXWU78Z6hUKoyNjYnfS6PRyPSU/jrmGtGTs7KycuTnHwAhFXFjVldXB71eL5N8p9MpAX/b29uYn58XtQGbhlwuh9OnTwOAEJmIQackk8/FwcEBfD6fNB18Xyln1ev1ch9RckdZ6urqqjwjhUJBMpIoz+JZSv0/JbCUxJHgxMGY9uOg0pqaGuj1euzt7WFiYkIGjDxnU6kUysrKhLbIM5MS05mZGUQiEdkE1tfXIxKJoKKiQjx78/PzUsTynKVCg40ntzXErnOYlEgkJKeB6g8OPBmgy5qJBMFYLCabArVaLe8oZXEcNrJZLysrQ2Nj45Fvd5kaXV1dDZ/P99j9wN8hvYCUXSaTSczOzooHgN/57u6uSIko8WXCPaVt/N54B9TX18v2YHt7WyTGDodDNq0cWnNARt8ph0KVlZVIJpNoa2uDw+EQSA8bTOBhptfW1hZcLpfUiITvsIHl/RkKhcT/ajAYUF1dLQ0IDeEcgMZiMRlOUwHDui0YDEpu16MNHYOm6bfQaDSwWCwSfL26uirNBe0FrHsJLKDckHeUUqnE2NiY/DtINlUoFHC73YLz5zmdTqfFB10qlaRR+jR38KeiUfELY1y5Xq/H3NycTAs4zV9ZWZGXn4cSsYbcfLS1teHOnTtob28Xqs709LToimka5zrYZrMJjhWAYAhzuRzOnz+Pzc1NzMzMIJvNyi83Go3C6/XKz/8omeLg4EA6ZZoOKyoq5ACpra2VNfvdu3fhcrng8/lkNZfP5zEyMiIXc6FQwOrqKg4PD8Uka7PZ5OI9PDxEeXk5JiYmhNbFqRtJLW1tbRgbG8PQ0BA2NjbQ0tIixSJZ6CyKeQjx56bvgxM5XsSNjY2yMo9EIpI+vrq6ipqaGpFn8GdiwcgDgVKXkZERuYRnZ2eFHnSUH9LCqJ3t6OgQyQbld5QEVVVVIRaLobKyEiqVCmazGVNTUzh+/LgclBaLRabT9AIQ1QdA9OtE3JEEplar0draikQiId+DwWBANptFNBoVky1NqvQ50LTOJpRbFRrINjc3MTU1JZPjR1fG/N0RQzc4OAifzyfafjYDLpdL8NH0L+3v76Ourk70xSz6mE5LyQOnlpWVldje3pYmhVkjTU1NODw8lCRpmsZYqBwcHEg4HLGEVVVVcjAB/3sTSYmhUqlEQ0OD/G4flTywAdNoNCiVSmKwowGeZsyj/PAZ297ehkqlEnMuC3mSaqgjX1lZQVtbG2pra0X/OzMzI9/16Ogozpw5IzIJTml1Op3IV9jcb25uSg4Jn0UAYjStrq5GNpvF8PCwYCDX19dlckx6C0MHdTqdNHQsFhobGwXbTXQnLyyeWXfv3oXNZoPb7RY5YENDAzY2NmRauLu7K+8lSW5sojm0iUQi0Ov1KCsrkzNVq9WK94MABNKsvF4vpqamoNfr4XK55HtgQBfPdW4qqUlmc8Z8GQ6MqJHf29uTcyWVSslklWjeRCIhUgqGdyqVSjHzH+VHpVKhr69Pks55XjM0ljpqJrmzWK+qqpJGljCChYUFDA4OylmlVCpx4sQJee+ZAUSc64kTJ7C6uiqp49yMTUxMiISwp6dHCIEVFRUyEeYwaHt7WxDWOzs7krvCrV+pVBJvBp8rhUIhIavM5xgYGBDZMCk8/Hfyzx6NRsUzwe8gHo8jlUpheHgYpVIJ+XwenZ2dmJycfIy2ye/OZDJheXkZTU1N0Gq1MsWnKZpkHg6jysvLMTc3h46ODjkX4/G4mL0ZuPoo/p8bRQJnSKx8VMFB4hyN/aFQSAr7o/yMj4/D6/UKXIDFqsViEXCC2WwWFQtDMAHIRJ1NClHYMzMz0Gq1AB4qM0hFpPGaZ0oulxNYCwAZsjQ2NsJsNktRXFZWhsnJSQE8EMucz+eleaBflkNtDo7Y1FHyzI0x1QR6vV4S0Ll5X15eFm8ngwy52WN9yG0pPc6Uec3Pz0OlUsFisYiUkbh6+jqYhWa32wFAfKbEJHOIqNfrJfulUCjA5/NBp9MhHA6LykP7cdI9Q2fn5uZgtVplyMPGn/44qg9YIxDDS68hf7ef5POpmg1KfygXSKfTWFpaEm40V47UjnK7QEM4Ua/UwPf09AB4eBBQIkItLQuoVColXW0mk4HP5xM0Zjabhc1mg9/vh8ViQW9vr7yoXLseO3ZMNNWcSO7s7IgOPBwOi9xAq9WK9nh1dVX0vG1tbcIWBx7qNtmJM1jQYDCgra1NXrhwOCzmNiLMNjc3Jeuhra1NUGn85xWLRUH+ciXMB5Q+i62tLVitViGAaT8m3nAyc3h4iNnZWRQKBZw+fRrT09OYnZ3F888/L+ZNhUKBfD4vlCBiNvlwMU+Bk0+PxyNbIk5y9/f3j1zGQk8LV3iU21H2wVU3TdYmk0nW3plMBk1NTbDb7fjoo48EJUzq2Pj4OA4PDwWrqNFoRJrAKY3NZhNZEU1TXN0yzVipVMpKM5PJwG63Y3x8XNJ2WVinUimcO3cOZWVlQm6hdI2rcsqXpqamAEB45mVlZWhpaUGpVBLCCQ3uNJMBkERwjUYjchyn0yka9/X1dVlfnz59WtKfWWwdP35cCjF6Llg4EDdNyVdNTQ2SyST0ej28Xi8UCgUcDgempqYk+I+SHV4sJNjQI8MME6fTCYfDgdXVVcHw8v1MJBKw2WySlHzUn2QyCavVikQiISt9GpX5/dBkSC0x5Ttcz3s8HsG4Go1GjI2NYWtrC8ePH5cGeWdnR8g9PGt1Op0EWpK0w9AobnvUajV0Oh2Ah83y5z73OSwuLmJ2dhZ2ux3hcBitra2YmpqS4QH16CS7pD9Go7a2tsr2LhwOy4aGungGOQYCAZhMJkEk1tTUSPAaN1NstEj8y+Vysr3h+5DNZuHxeCTngRN2Nu18t+nVikajUKlUYgjmd0Ip49TUFEwmE7a2tmA0GmVjy8aVF/yjGvmenh5kMhmMjY2htrYWw8PDMplOJpPiUTQajVheXj7y58/r9eLVV1+VIQSbzFwuJ+/D/v6+yHxIm1tcXITP58PGxoaQt9icAQ+zAk6dOoW5uTkAD31YPFcvXrwoKPWBgQFMT09jeXlZzoZUKoWenh4xnieTSdlyUGrHqe25c+dEkku6GD0UfJ65/SchjSFxoVAI7e3t2N/fx5UrV9DY2CgYXuZRNDc3CzGT3jYWUgMDA+IVIs6UHqaxsTEcHh4iFotJgB/RwGzigYeSH6vVikgkgng8LtQy5tLww0BFnoVscjnk2dnZQSaTQVtbG7LZrCgo+KwxWJF/HU38HGrQJP6oB+EoPvX19eKZZdAnkcXZbFbyTXp6esSHqlKp4PV6herJ7K8nn3wSGxsb6OrqEmUGzwa73Q6fzycbRXoXaRan9ImZOqOjo+jr64NGo0EikUBbWxvu3r0Lq9WKfD6PZ555RgbllC1x2EYiJ/+7wWBAe3u7DEY4NCLFiZENGxsbsFqt2NnZEeIkNyuRSET8Jjs7O7DZbFJbcStM2qhSqRQfKnHv3FjR90KvUrFYxPLyspyBh4eHQrfi72Jra0sa446ODnz00Ud4+umnsbS0JD8jQU0cQpRKJQHd8Odmk2exWIQyxu01fSafBv/9qWRUer0ezc3NsjJngBKn79Szbm9vi86SBmZOwvL5PAYHB+Wi2d7exvLyMrq7u3Hp0iWhnNDj4XA44HK5kM1mMTMzIwUuiTAk8iwsLGB5eRnz8/NwOp0yiaOhkDhAmrGo9YvFYtJ90uRD1z0lUVVVVcKSptGSRqhUKoWGhgaZspPqQgQpJ++FQgHZbBanT5+GSqXChx9+CJPJhKqqKvh8PnR1dUGhUKCnp0eoDVyt2Ww2MSwBEHoRsbY+n0+Kkf39fWl4VlZWZIXc1NSElZUVRCIRVFdXS3NUU1MDn88nhBxOiwCI4Ym4OurlDw4O0Nvbi3fffffTPD7/5A8BAA0NDVhaWsL9+/fF10PzaXNz82Pfg0qlQldXl0zjw+EwFAqF6GnJ9P/yl7+MtbU1LC0tQa1WSyPGCzCVSmFkZESII5Qx7OzsYHV1Fffv35eib2dnBy0tLZIKTfkQsXVGo1GkD3xmmDmg0Wjgdruh1WrR19cnGt7u7m7BWk5OTmJqakq2HdxyETkZCAQwMzMjetdCoYBwOCxr+GQyiXA4DIfDgfv370u4HyWILBD29vZw+/Zt0dBzq1EqlWA0GmVSSmmLRqORYoCHpUKhwBe/+EWZ9jC7pKenB3V1dVhcXJSUbZvNhubmZnn/uF5uamqSpNNHG11u8Y7yU1tbK8FKvHA1Go00FpyATU5O4ubNmyLJZPExPz8vW0vil1lE89KiNyCfz2NpaUkuQf7+mRbLZ1+n0wmCNBAIwOfzySSQBCGn0ylyQG7U9vb20NDQgNbWVtlGUdfLaXNdXR2OHz8uRdf6+jrcbjdWV1dRXV0tZBZu1lpaWmQCF4lEMDMzIwUcJ7uZTAatra2wWCyy8eDUkMnM/N+dTqdgj0dHR1FdXY1QKIRoNIrNzU2BelBeRETkwcEBVCqVYICZtVFWVobXX38darVaYAO8SNmwaLVa9Pb2ygBIp9NJxkE4HMaZM2ewt7cnWN2j/DxKdKQhtLKyUibobJpCoRCWlpYwPT2N69evIxgMyndG0mJHR4cUXN3d3YKlDgaDUKvVaGtrE45/sVjE4uIiZmZmoFQqJXDT7XbLmcacHOKaKateWVkRPX4wGEQulxPsKKliW1tbCAQCIjnmRPXevXtiyt3Y2IDdbsfg4CDcbjcSiQSy2SyOHTv2GDWLBS4JT4ODg0Leo/yFeNNMJoPp6Wns7e3hC1/4goQ7ZjIZXLt2TZLJmcMUiURECcGtGUExVVVVUCgUOHv2rPhdWIvwHNvZ2YFWqxV/KA3ODQ0NKBQKWFpaQjqdRigUwr179+RsmJyclMwKgl+uXLly5DIqr9cr7+ujdYbJZMLg4CCOHz+OwcFBee+4IWfi/PLysmzJI5EImpqaMDQ0hBdeeAF7e3vY29uDXq+XgSo3GRwKM4utUChgfn5epuzMOeLknkMwqlXeeecdgeCUSiXJbXK5XALu4O+DYBh6TAhRWVpawtLSkpAk+/r60NHRgcbGRvT09IjHsaysDL29vairq4NGo0FjY6NIt3w+HyKRiPhBuZ0lRvb9998X+dmxY8cE/uL1ehGJRODz+QSfvrGxIUM9brGnpqbE1zw3N4f79++Lr4Y+M/ripqamiIhY9QABAABJREFUsLW1JYj7aDSKsrIyVFRUCKWKNgYOvJlazmHrp9msfapmg/z10dFROVwon+I0i34BBk61tLRI4I5SqcTx48eRzWYRCoWQzWah0+lEC59Op/Hcc8+JHu3RC5NNgNVqlZAp0gdIJbHb7YhEItjY2MDZs2cllwN4KN8YGhpCf38/otGoTKxJzaqrq5MQKq7rLBYLPB6PBPaRxuF0OrG2tibBRxUVFfjFL36BbDYrvgtKLTY2NmTqSNoC8HAFzWRXJo9TT0g2+P7+PiwWi6zCKd3gIcd8g0AggLm5OaFs9fX1wWg0iqF8b28PU1NTaG9vl5dnb28P7777ruQqkFhCrDGTf9999138/Oc/x+LiojRP7KiffvrpT/P4/JM/Z86cEYOa3W5HT0+PvKharVaaXZqaOPEKBAJ49tlnUVlZifn5eZjNZkxMTGB9fV1eNm45+M/js8tivrKyUjYjBBvYbDbZatXW1sLlckmeh9FolITl1tZWaVAsFovgaufn50UC0djYiBMnTsDr9cLv92NlZUUm/2tra1hZWcHKygpsNhv29/el8GJTtb29jTNnzsDhcEhB+miBzvUxp0a7u7tYWFiQS4Dkmf7+fnzwwQfY29vD3NychLCtrq5ieXlZgunq6uqELrKysiLr/dnZWdEuq1QqLC4uirTxzJkzsFqt6Ovrw9LSEhYXFyXAK5FICJWJOTENDQ0oLy/HzMwMAMi0nFJFmuWO8mO1WvHlL39Z/ozMK+FGiDp+SvTIke/u7obVakVPTw/6+vpgMBhw6tQpzMzM4NKlS2htbcUHH3wAr9eLy5cvo62tDYeHh2hqapLvkqGUkUhEDN9EeBsMBty6dUswn++//z5SqRQWFxeRy+XQ1dUlMkw+vwaDQaR2VqtVsjc0Go0UURsbGxgdHRVpA83aLS0tWF9fx/DwMLxeL/b395HP5zE7OysIdErd2Iitrq7ixo0bWFxcBPBQDjAxMYFisYj0x7kujY2NaGlpwcrKCtLptMAGenp6YLVaxeMXj8cF7EEQAgCRpsXjcRSLRdy8eRN6vV5IMr/85S/xe7/3eygWi0LXunXrltDD5ufn8cEHHyAajcJutz9mYjcajfB6vUKw+b/VbDidTuzt7WFgYEC8LhzuRSIRaSDsdjueeeYZ9Pf3w2634+TJk7h48SL29/cxNjaGc+fOYXd3F729vVAqlYI893g8GBkZwdTUlEw7OYllscEhjEajkTt8YmICm5ubaGpqEgnMxMQE8vk8nn/+eSFGcpgRCoWEWEnkNaWjer0eGo1GZF0vvfQSzGYz3nnnHUFIcxo9MjICnU4Ht9sNl8sl3kOtVovNzU1ks1lUVFQgFAohHA7D6/Vie3sbnZ2dGBgYEE9oIBAQU7jb7UZPTw+mpqYEJ93d3S3IWZfLJUjeVColUmWiWtfW1sQjxI3m5OSkpG8TmMHBmM1mw+DgIEwmE8rKykTGsru7K8hWmpXj8bgoRMrLy4/0+aM85/XXX4fFYoFarUZLS4vgqSlxjsViCIVCgvJmkXv+/Hm5b4lhHxsbE1ojAwPv378Pr9eLTCYjjXR5ebn4D0h8vHr1KkKhkPgMFxYWUFVVhYWFBTidThlU19bW4s6dO5ifn5eE++rqaqRSKaHPETKjUChw+/ZtTE5OinLk0qVLUCqVOH36NGZmZhAMBmE0GjE5OYnXX38ds7OziMViSKfTuHPnDh48eCDGdma16PV6keHt7u5icHAQer1eoiJsNptszhgCu7Kygnw+L4F8lD8xA4TyTp/PJ3c2VQJUYVBiHo1G8frrr6O8vBx/9Vd/heXlZdm2jI+Pi++FRDmtVisoZ5PJhHA4LEj79fV1MfN/0s+nklFtbGzgxIkTMJlMGB8fF5oDD38aPFlYR6NR+P1+mbqT9/7uu++KFpnoObVajVu3bgEAlpeXBR3q8XiwvLwsq28iuYj5JK++paVFOO75fB5jY2OoqqrCU089hb/+679GZ2cnxsfHsbq6ihMnTsiElIcdJUMbGxtyGESjUej1ely9ehUVFRUy3aKuz+v1yi+GKFWm/bIjNRgMwl7O5/PyklksFkxPT+Ps2bOwWCx49913Jdn02LFjePPNN9Hf34/19XV0dHSI76OhoeGxtNWtrS10dnbivffekwk8w8bY3BUKBUxNTcFsNmN2dhZPP/00isWiFO42mw0zMzM4f/688PQ5QSB/meva3t5exGIxGAwGzM7OfprH55/84YH18ssv4/d+7/eQTqcxNjaGEydOIJlMSkcfi8WE/kQSBvW7Wq0WgUBAJkkVFRX47Gc/i/fffx/ZbBYvvfQSrly5gsnJScTjccHQsuhm45dIJBCJROByubCysoKTJ08K695oNAqujuFEarVaqBZM7CVvvrKyEplMBvPz8zg4OEBzczNqamrw1ltvQa1WS8Nz7NgxvP766zKFqaqqEtJYOBzG/v6+FOx85pizsbm5iY6ODkSjUXz44YeSc3Dr1i288MILYt576623YLFYUCgUcOLECZRKJTHcxuNx9PT0CK9/ZWUFZrMZVqsVBoMBpVIJMzMzaGxsxPj4uJjqtra24HQ6MTExgVOnTknzwcnO9evXUV1d/VjIIRtD4pcpIeOUiUOGo/6UlZXJNNxut4uRnjIf4jLZxDY1NckleuXKFXi9XgQCAbz77rs4efIkVCoVwuEwAODEiRNSgBMzuLOzg83NTSk0aHzk9Ou9996DUqnEsWPHhFCTyWTg9XoxNzcnWNDOzk5cv34dFRUVGB4exsTEBJRKJVpaWkS7TM0uPXJMO+7q6kKhUMD09DRqa2thsVjw4MEDtLe348aNG+IfqKioQHd3t8AkaOblxoYX7aOgg83NTZHL1NXVSbEYDoeFjJLL5TA9PS2TUm4uiOBcWVlBqVTC7OysNO1813ihA8Dt27fxB3/wB1hbW8OxY8fkPunv74fBYIBer5eEdnpciNju6enBgwcPJJCN28Kj/hA8cf36dUGv0hfT2NgoXr2dnR3cv39fkMC7u7tYXl6WIr2srAw/+tGPxDOztrYGt9uN48ePC8lHq9XKlozykkflPtFoFMlkEl1dXRgdHZWhXCwWQ3NzM5aXl+F0OrG0tITx8XEhJ/X29sozd3BwAJPJhN7eXiwvL0uaOPBQ2z80NIQHDx7Iuzc4OIjR0VFBEg8PD2NmZgbhcBhf/vKXMTc3J1ji3d1daDQarK2tSR6ERqPB6Ogo2traJHSQQz0GooVCIVRVVUGv18uws7GxETdu3BAZcV1dnQzpcrkcGhsbBQE7NTWFwcFBqFQq5HI5CW2jXLCrqwsrKyvI5XIwm82S2TA2Ngaj0Yj6+nrZ/FCW6PV65by+fPmyhApzKn1UH4fDgcXFRZw4cUJqma2tLYHoUPFCz97MzAy6u7tli3Xnzh2srq7KRlav1+PVV1+V4GXejS6XC+FwWDbePFv572tqagLwUOVRXl6O9fV1HDt2TGovmvNjsRiOHz+O0dFRAUWMjIzIUJAytZaWFjQ0NMjwlfljFotFhoJsinm/shAfHh6WbBjKjtxuN0Kh0GNAFxb9+/v7OHXqFAKBgGB9l5aWkMvl0NnZKYOjM2fOSJbR/fv3UVlZiRdeeAE+nw87OztIpVLw+/1wOp0AgNbWVlEejY+Po7a2Fh6PB++99x76+vqQyWTwW7/1W9jf38cf/uEfIhQKCeFqaGgI4XAYPp9PtttEQdOn0t7eLr4rbsNXV1c/8bPzqZoNamdJpHE6nbh//z5aW1vhdDqxs7ODfD6PW7duyUWxvr6O6upq8RIoFAp0dnZCqVRiYmIC8XhcplMMS2LRwSRjmrLJRyfGy2AwYGRkBJ2dnUJ44tR0f39fLlWTyQSfz4eTJ0+K2ZUFIPNB0uk05ufnJYuDkoMbN27gc5/7HFZXVyXsZXd3Fy6XC9XV1WhubhazY3t7uxT5iURCZCk0UrNApZbOZrOhWCzC5/Oht7dX5BAVFRX46le/ijt37iCXywmxyOVyiS56bGxMLvRSqQSv1yvFGeVlwWAQv/jFL8TA/8477+DYsWN444030NPTg5qaGszOzsLtdqOjowPz8/OChlxdXcXm5iaUSqUYdT/66CPU19fDYDCgublZdKxH9SEd68yZMzCZTBgdHUV9fT1u3LghOSQ88AOBgIAMPB4PwuEwtFqt6BX1er3IPX7wgx+gWCzCYDBIQbG9vS2EFcpEmpubJTH11KlTSH+c2eL1erG4uCjJ9RMTE+jv78fY2BhaW1vx0UcfCe3ngw8+QKFQQGtrK7RarTSsNIo5HA74/X6kUimcPXsWN27cQCKRQEtLC5RKJWw2m2iXmcZMWgUb/mg0CpvNJpp0HhDxeBwej0dkMgaDAS+88AK6uroQDofx4osv4ic/+Ynonn/4wx/C7/ejo6MDZ86cESlCNBpFfX29oClDoZBIucrLy3Hx4kX87Gc/E/Oe0+nE2NgY6uvr8fOf/xx1dXXo6+vD5cuXxeRdW1sr2NRIJIJAIACv1yv6V51Oh7t378r2iVuTo/7cu3dP/DtDQ0P40Y9+JEV1PB6HXq9HKBQSLODq6ircbjey2az4E65fv46+vj4MDAzgT//0T/GVr3xFMLnl5eWYnZ1FNpuVAl77MTKYhnQ2tKFQCHq9XozBzEYhVjyTyWBubk4ka2fPnsUbb7yBtrY2Ia6RzESUZF1dHVQqleTBsPkpFAr4yle+IkOUp556CisrK/B6vSL1Y2E+PT2NaDQq2xKSsYiFZJrv9vY2hoeH8corr6CtrQ0HBwf46U9/ilgshueeew7b29uYnp7GE088IZIpUoU2Njbg8XigUqnEG0i52fXr12VKnEgkYDabMT4+DqPRiKtXrwrCd3NzUxDNpVIJCwsL6OnpkQ0BfYKZTAYrKyuw2+1izuVZdNSfu3fvoqGhAc8884w0bX6/XwzWlPfS37ezs4Pm5masrq7K/UL5XHV1tYQdWiwW3LlzBxaLBXfv3pUwRsqrGhoakEwmsb+/j/39fcncGhoawvLysvgyu7u7cfXqVRgMBiwuLqKrqwvDw8PIZrP41V/9VUxOTsq0moOreDyO3d1dtLW1CX6deE0SBB88eIBMJgOj0SiSU4vFgnQ6jbW1NeTzeZkG8/4mNSgej8NsNssQpbKyEoFAQIyxXq8Xg4ODuHbtGmKxGCYmJmRqbTabpf7gBtZoNKKvr0++o/7+fmk8tFotWltbJXsoFArB5/NhYGAAra2t+O///b+jVCphdHRU7g0CEfb390XHT3oQcaiBQAD9/f24fPkyFhcXxdOlVquP9Pk7ODjA8ePHsbm5KUh8btgqKipkuMpQzLm5OcFVNzQ0yLb9C1/4Av7Tf/pPUKvV6OnpkUygZDKJpqYm3LhxA8eOHZNnoKKiAvPz8zCZTBgaGpImgb8TEu6y2Sz6+/sxMjKCgYEBvPXWW7LVJSXt5MmTSCaTWFxcRD6fR0dHBw4PD+XcXl9fh9PpxOHhIerq6mSrx8wsSqAI89BoNGhtbcXS0hLcbjcKhQIWFhYEDw1AGjO9Xo9EIgGHw4F79+5B+3Fui8ViwcjIiHggWltbUVFRgS984Qt47bXXkEwmcfHiRczOzspAzu12S41cVVUl0BC9Xo9jx46J7Lynpwc7Ozuy5Xn22WfxwQcfyP3x/41dAIClpSXBFTOP58qVK3j66aeRSCSg0+mwsrLyqdQFisNPEIPKFfq//bf/FlVVVbJaHR4eRiQSEe44zWgbGxtIpVKCI6TJ+8KFC7LmIS7O7/fj4sWLGBsbQ0VFBWZnZ3H+/HkJeiEBizgwpttym8Fih+zm+/fvIxgMitGbqcuVlZU4fvy46Pp4yNbV1WFqakqmkMSF7u/vo1AoyDTno48+wvDwMNRqNYaGhvA//sf/QF9fH0ZHR2GxWEQWZbFYUFNTI4m+NDJxA0MC1MrKCubn53HixAkcHh5ibm4OHo9Htgzs1oktJDGByZhMOj9+/DjW1taEZ767u4tgMAilUinhXf/wD/8gK0CahZ988kksLCzgzp07sjXq6OiQYoUaPxalg4ODyOVyeOWVV5DP5/HP//k/x+3bt/Hnf/7nyGQyQhf6/+PD5+83fuM34HA4sL29jZGREfT09MDtdsv3zoKpvLxc0j2TySTGxsag0WjksCP2lmABZpJ86Utfwo0bN9DY2Ii1tTUYjUahOVG6xeKKU4Dt7W0hThmNRty/fx9NTU1iIB0YGECxWMSVK1ek0N/f34fRaMTw8DAAyJSL/G0eeqlUSmRY6+vrUvhXVlYKFYKXIr0SJHwsLS1Bo9HIlqqqqgqTk5OyGbtw4YJgV+/evYt8Po9f//VfBwC8/vrrOHHiBKamphCLxaT4tFgsMjiorKyEzWaDRqPB8vIyQqGQyIq2t7cRCoXQ2NgopmROSVOpFDo6OlBfXy/F28LCgiCcyQ1nY0+UYCgUQktLC3Z3dzE/Pw+FQoGnn34azz333P/vz9+jz+Cf/dmfYW5uTox4xNhywklYBtGYlMFVV1cjHA4jEAhgeHgYW1tbWFlZQWdnJw4ODtDX1yc63NraWslqmZ6eRkVFBTweD+LxOPx+P5RK5WNpuwBkO0tM64MHD6DX6xEOh3H8+HFMT0/DbDYLNcfhcMhUlbjTjY0N+P1+NDY2yiYlmUzCaDSitrZWpAnMMhgeHsYPfvADnDlzBqlUCl6vVwq2qqoqtLe3Y21tTS5vnU6Hzc1NjI6Oyhawt7cXp0+fFv/fX/7lX4rHoqmpCfv7+3C5XPjHf/xHDAwMCGSAGTFMZuaQCni4TeYgoqurCz09Pfjbv/1bfPnLX5ZwPwIwFhYWEIvFxL9GjT5/v4uLi4KBPHHihGT1zM/Pw2Aw4C/+4i+O9Pn77d/+bYGVMAyU6OW5uTkZOHBw0dXVhZ2dHYRCIVy9ehXt7e1obW3F7OysJKdPTEzIpsxiscBoNGJhYUE2ZPS77e7uQq1WC3qXpt3Z2VlcuHABfr8f0WgUX/va1/Dzn/8c8Xgcp06dks3HuXPncO3aNRweHsqzRFkqqYjhcBjr6+vC/x8eHpb3fXR0FN/61rcEj9/Q0IDl5WXZdoVCIdhsNhm2HDt2DAAQDoclo2Nvbw9nzpzB6uoqjh8/jtu3bwttjOcrszCImSedj366QCAg8kOSe2pqanDp0iW8+eabj+GlNRoNJicncfz4cVy7dg3t7e2YmppCV1eXgHF4L5CGlU6nxWPE7RqbMwCYmJgQBH1nZyf+w3/4D0d2B7/55psCACLdq7y8XLDVPPsASN7Oo2F3hUIBGo1GiEkEGVA2HAgEhCLa29uLzc1NpD8O+rPZbOju7sb+/r5glYvFIhYWFjAwMCCD4IWFBQHElJeXo6urC1evXpWQUYYrLy4uora2FidOnEB9fb2E1BFcwK2dwWDAzMyMED2Hh4dlu0BgBc3THAj5fD6UlZUJdt9ut8u9SSS51WqFxWLB97//fdk8tLW1iTrFarVifHwcW1tbaGlpEasBs2gASEhfeXk5ent7hXr61ltvweFw4Pnnn8ft27el4RsfH8f+/j7cbvdjMq/u7m5RMLCp4oCCkJPW1lbBZvt8Pvn9/ot/8S8+0fP3qTYbSqUSg4ODYmAaHx/HxMSETMZJi9nc3BTnfDabRV1dHdra2rCxsSGrJUa0Nzc34+WXX0YwGMSlS5dw7Ngx1NTUSPIm0X7UcJOgoVar4XA48Oqrr6K1tRULCwtCFfqVX/kVvPLKK0LRYaJpqVTCD37wA/T09Dy2wqdZfX19HUajEW63G/Pz86itrRVk4m/+5m/inXfeERmBwWDAz3/+c7zwwgswm80S/GYwGNDV1YWxsTFks1lUVVVhamoKPp9PuM7Ly8twuVz4zGc+IySs3t5eYcqXSiXBrTY1NSEYDMoKi1H0/f392NraQiaTEewavS0Mrbl8+TJefvllPPPMM0JNYifPw2NoaAiFQgFWq1UoG6QtMdDO7/eLzMJms+Hpp5/Ghx9+eOQkjG9+85uYnp7GjRs38Nu//duIRqN48OAB6urqcPHiRYRCIUxNTUnKM/nePPz6+/vx13/91zh79qwY25566imMjIzgwYMHkmZNMtfi4iIMBoNkBCiVSszNzSGZTKKxsVEKYeJu5+fnAUCmzW1tbbJuPXfunEzbrl+/Lia3mpoatLW1YXNzE4uLixgbG5Omnemd5eXlWF1dlbDGjo4O/P3f/z2+9a1v4ebNm3jqqaeQy+Xw93//9zh27JiENuZyOdHKLy4uwmQyid9hZmYG+/v7GBoawsLCAr7xjW8gFAohEonga1/7Gq5du4bt7W20tLTIhUpMJc2eV69elQvAZrMhFothdXVVGpyWlhasrq5iZWUFp0+fxubmJlpbW8WcPDc3J0QrADKxZEpuXV2daGyVSqUQQu7du4fLly//X5GxLC4uorq6GlNTUzAYDDLQICmGm0CGHhJpabFYoNfrsbS0hOXlZTgcDpw8eVI2IK2trRgdHQXw8J2fmJjAL37xC7S0tKC6uhojIyMyya6rqxNjdH9/vyBbSSG7f/8+nnvuOfz85z9/zLT6aO7CysoKgsEgent7EY/Hsb6+ju7ubuh0OiSTSQkQo6yJqeJEmp84cQKJREJW+Jubm5icnERnZycaGxsxNTWFkZER+Z2WSiUcHh7C5XIBeEi+stlsSCaT+MUvfgGv14tbt26hs7NTcmo++OADfO1rX0M2m8WpU6fg9Xpx9epVwfTywudGaHh4GDU1NdIIHDt2DLu7u/jRj36EixcvyjbnM5/5DP76r/8aTzzxBIrFIrq7u9HR0SGDqffee08a84aGBnR2dqJUKuGdd95BT08PamtrJY/oqD9f/epXsbi4iHA4DI/HA7/fL7LWrq4uAY1sbW2J6ZqI1aGhIVitVkEql0olPHjwAN/+9rfxt3/7t/j+97+P3/md35GtE32TDEpUKBSi1yZznxCL9957D9lsFk899RTm5uagVCrlXKirq4PJZMLf/d3foa2tDfF4XHwgbLiZ1s5ir6WlBUtLS5iZmYHZbMby8jK+/OUv4yc/+YkMaUhxojfKYrGgvb1d0qnff/99ABCjMUP7IpGIhMEyZC2bzeILX/gC/uIv/kJIPw6HAwsLCxJeGAgEMDg4KOf6o8PUQqGAV199FQ8ePMDQ0BDcbje2t7fxzjvv4OTJk9ja2kJfXx9effVV/NZv/RYCgYB4qG7cuCG5Rzs7O7Db7YKcjsfjUuu4XC5Eo1FYLBYsLy/j7NmzcLvdR/r8vfrqq3jyySdx7do1aLVaXL58WfxqlPh1dnaKkqW6uhp9fX3Y2dkRKInVakU0GhX/j9/vx/PPP4+JiQk0NTWhsbERIyMjWF9fh06nEx/DysoKbt++LXcjpegKhQJ+vx/Dw8Oy/ScIKBAI4J133sHe3h6cTif0ej1WV1dRX18vhTXplhzoplIpUQ5ks1nZzgAPyaQM1Tx16hQ0Go00s8Q76/V6wRlzOE0/YyaTQbFYFC/vyMgIHA6HbD0CgYB4PUdHR/HEE09IiCGbNNbAH330Eba3t3Hp0iUZnHCAypr7xz/+MTY3N9Hf34/l5WV89rOfRSwWE9gB5VqU7blcLgSDQdTV1cn5SaJgJpOBwWBAMpkUkM7bb7/9iZ+dT7XZ+Pa3v40vfvGL+N73voe6ujq43W6cPn0aY2NjoltuaWlBsViEQqHAwcEBHjx4gM7OTszPz+P06dOSHMmV5vj4OIaGhiQvgGtVTpGz2SwMBgPW19eRy+VEv14sFqFUKhEOh0VTS2RdMBhEfX09pqamUCqVYLfb4Xa7sbi4KASBaDSK1dVViV33+/3Y39/HwsICjEajyHGefPJJfPDBB6iqqhLpEAPM1tfXcfnyZWg0Gpk21NbWYmRkBIODg/LwVlZWCpGF0zeHw4HZ2Vk4HA7cvXsXv/u7v4tgMIj+/n4xENNAz07Y6XTi7t27gnLkFmV1dVXM6MFgEF/96leRzWaFz8+p/quvvgq1Wi10Dl7UCwsL0Gg0MlFlyrjBYMDa2hreeecdHD9+XC4uhrHV1tYe6VRleHgY3/3ud6XBeBQh2t/fj1Qq9VgyrFarxfXr11EqldDU1IREIoHTp0/j+vXrYkZlounU1BRmZmbwz/7ZPxPd5t7enhjsqWsOhUJCE9na2sLAwAByuRzu3r0r8qvNzU38u3/37zA5OSmyLepF/X4/qqqqJMiMkpylpSWRBHZ0dEizPTQ0JJky5K5zolZbW4vDw0NEo1FZJ29ubqK5uVnSfKnt5LqTkp7Kykrs7e3hc5/7HD744AMcHh6ip6fnsWwOt9uNq1evwmKxCL9er9dLI5BOpzE1NYV0Oo2nn34ak5OTAl+wWq1obm4WzB+lbOXl5fB4PHj//feh1+vl/9fZ2Qm/349gMCgUJJrdg8Eg3nrrLfT19cnWkAb+7373u0c6Wf6TP/kTXLp0Cffv35fmXqfTCS2EeRNra2vY29sTSQeL+NbWVly7dg3V1dVwOp2SC6FWq7G1tfWYTtjpdEpYoNVqRVdXF+LxOKLRqAwXmB7b2NgoSGNS82jOZ15Fb28vlpaW8OKLL+LOnTvC6qfReXx8HLFYDI2NjfB6vRgdHYVGo0F9fT2WlpZw9uxZpNNpMaUykLRQKGB0dFSIf0899RSSySSCwSAymYxICs6fP4+1tTUAQGNjI95//324XC7Y7Xao1WqMjIzg7NmzWFtbw9jYGDo6OpDL5eD3+/H7v//7uHHjhoBFampq4HQ60djYiIODA5GWcIpfV1eHjo4O/PjHP8YXvvAFlJeXyzbm/v37cLvdkqbOIE6mHzPckvjKcDgMk8mE5557DtevX4fJZEJ1dTXm5+fxZ3/2Z0f6/L3++usSSMf3Jx6P47nnnoNSqcR7770Hn88n6e/E0RLNaTabcenSJcRiMfz4xz/G7/zO7+CnP/0pTp06JSZTSo2ZxULjMzOB8vm8SKvq6+sRCATg8Xhw9epVNDU1YXBwEB0dHQCAX/7ylzh+/Dii0Simp6fR09Mj9EfeufznkerDcD1KmggFuHPnjgzNuru75fklfp5qAuKYKdkjVIXnOc+6e/fuYWNjA9/61rfw4MED8TFRdmYymbCwsIDGxkaUlZXh5MmTMhmempoS8AYxtZwyU844MTGBBw8e4NKlS2LsV6lUGB0dFW9nV1cXDg8PpZjkJoB4YKvVCq/Xi+XlZWSzWXR0dEChUKC8vBwfffQRqqurj+QZ5PP3x3/8x9BqtWhoaMC9e/ews7MjmwG/34+7d++iUChIxhize9xutxTbXV1dWFpawubmJiKRiAwsotEootEo/uiP/gh3796FSqXC7u4uWltbsbq6irKyMpHJDQwMyMBubm4OGxsbeO655yS7bWRkBAaDAZWVlVhZWUFXVxeUSiUUCoXEBtDAz00UqaO7u7v44he/iGKxiPfff1+y1+7du4fu7m6R99bU1OBv/uZv8Pzzz+PKlSs4f/487ty5g46ODmxubgoUxmazCYyDTZnT6ZSMkS9+8YsIh8Ow2+1444030NzcjBMnTmBpaQn37t1Df38/JiYmYLVaMTAwIA1aqVQSImN1dTUWFxfxmc98BrlcTiRdzLEKh8PY2dnB7Ows/uIv/gJ/8id/gsPDQwwNDWFzcxMGgwG5XE78aMwG4eAhHo/j4sWLuHv3LioqKjAxMYHvfOc7UKlUeOmllz7R8/epmo3vfOc7csCPjY1he3sbbrcb3d3dqKqqEhLQ1tYWlpeXBfOWy+XQ0dEBnU6HGzdu4PTp0+JfWFtbw5kzZ9Dc3IxCoYDJyUlYrVYJZfH5fLh48SLUajWuXbsGlUqFzs5O+ZnGxsbQ3t4uPO3FxUUJowuFQojH4/jSl74kqzNKBN58802RcmSzWeRyOdH1FYtFuN1u+P1+DA4OYmJiQkKIyG2ORCIyjQiHwzAYDIKYZKgfMWler1fWvDU1Ndja2sLJkyexuLiIvb09XL9+XUyUL7zwAkwmE7xeL959912Mj4/LRXLt2jXU1NRIaidNszRPRaNRKBQK9Pf3C65Mq9XCaDSKxGN9fV06ZZI56E1RKBQYGhqCRqPB6uoqYrGYEIFUKhXW1tbw4osv4p133sEXvvAFLC8v4/d///eP7KD7+te/jtOnT6Ompgavv/460um0hD1SmsTkXG6aKO1hlsmNGzdw7tw5+Hw+NDQ0IJPJIJFIIJPJwOPxyAaNJDOLxYJEIoH6+nopUJaWltDc3Cymwa985Ssi5WAq8ksvvYS//Mu/RENDA1paWpBMJqHT6WAwGCSDg/pKtVotOFqNRiNSsXA4DLVaja6uLqjVagQCATHYUnrHxFHqTlUqlSTSz8zMoKurCydOnBDNe7FYRCwWQzgchtvtxrlz52RDQX1zKBSSgqS8vBzBYFAIaSaTSSQcLBRoVOQk54UXXsDVq1fF4/PMM8/IOnh0dBSf+9znBDMYiURgtVoBQP49JDCxmBkZGRF9fTgcFgOgRqPBv/7X//pIi70/+IM/kMAzNgITExMYGhpCe3s7gIebhVwuJ7JGFlXnzp3De++9J1JTelSKxSK++c1v4r/+1/8qdBwWLjTBB4NB8auRLMIQx+npaTFhbmxsiDTQZDKJnMrv90tjW11dLZQ+hoESN8pii162UqmEdDqNkydPCrJ3fHxcIB6Us3BDy0Rlh8MhjTahGiSJNTU1CcnvF7/4BTo7OyXjxeVyIZPJoL+/Xxqfra0tTE5OSmNP/x4xjczJYEOeSCTw85//HL/7u78rPhq3240333wTnZ2dSCQSQlHSarWYnp5Gc3OzGOgZusZtL72Ih4eHmJycxNDQEIrFIg4PD/HHf/zHR/r8PfPMM/jsZz+LtbU1RCIRrKys4MKFC7KFKC8vl9+t0+mEVquVbTWR1fQR3b59GzabDQcHB3A6nXIH7u3t4ezZs/jggw+EKvmoL4cbgZmZGRwcHEhIHwuu2tpaJJNJ9Pf34/r16yIJ+uY3v4l/+S//JUqlEvr6+pBKpTA9PQ2n04nh4WGhjzU2NkrmSyqVgslkQnt7O95++23Y7XbZXre3t2Nubk7IlHa7XTZ/bDw5GGTh6fV6RXcPQGADk5OTcDgcQqb86U9/CofDgba2NnnXksmkGHIJVgAguFStVotCoSCULaaYE5oQCoWwsbGB3t5eJBIJCY9ra2vDrVu3UCqVoFarZbPCMEreRzdv3sRzzz2HeDwuONN8Pn+kd/Do6Cj+4R/+Ab29vbJN/eijj8Q32N/fL4OQxcVF8fGwOa2qqsLExIR4DRUKBU6ePImlpSVEo1EZmoyOjuLs2bPo7OwUuhczh5hlwff+4OAAy8vLUCqVMJvNeP311/Hss88imUwin89jZWUFVVVVOH78OCYmJmCxWJBKpQQiQZAJfW4ej0e8FUqlEqurq0JIbWlpQSQSQSaTwYkTJ3D79m04nU7cuXNHQACsHR/1+AIP/S5bW1swm82ora3F5uYmVlZW4PF44PF48Morr2Bvbw+9vb342te+hrffflvk3CqV6jFIBt8Ryo5XVlagVCrR1dUleS+8Y91uN6ampvDCCy/gzTffRG9vr8Qb0AuY/jhQNpVKQafTyVCdW03eSyRaxuNx8SFdvHjx/3yz8Ud/9EfystFTodfrJZOCejQGP1VUVEjoGAkVdXV1SCQS8Hg8qKysxPvvvw+tVgun04nKykrh+heLRfnrAUiYDdPGd3d38eDBA7S2tmJlZQV9fX2w2+0IhUKYnZ1FZ2cnisWimMpUKhVCoRC6urqQzWYxPT0tuFylUomdnR1ks1mZ2JOcRYTdnTt30NjYCK1WK9pVToDIdp+enkYul0NDQwPa2tpQWVn58EtWKBAMBuH3++XP+sEHHwhRp6amRr6nW7du4Xd+53fE40ESVmVlJRwOhxR2/DmZncB0Z6b0UmNNXetLL70kEoq3334bVVVV6OzshNvtRqlUEmQfCUk7Oztoa2tDOBzG0tISXC4X2tvb8eqrr8Jmswlt7G//9m+P7KD7wz/8QzgcDimiKde5e/cuAMhEkoFXpH4ZDAak02m8/fbbGBwcxM7ODgqFAjo6OpDP50UvTDyew+FAMBiEx+PB6OgowuGwSGE2NjbkZS+VSjKhZkFMxO7s7CxGR0dx4sQJ9PT04N1338XU1BR+93d/F/Pz8/B6vRgbGxOD2MbGhtCvzGazTFmZzOp2u9HZ2SnhWJQ1mEwmJJNJWcOSec73koZuTqjZ8DCZmWF8gUAALS0t6OjokBRRpVKJ999/H5cuXcL6+rqYyEwmk2R5sJBraGiASqXC/fv3JZhqe3sbx44dw9NPP42XX35ZEl3n5+dx8eJFQeaeO3cO0WhUjNHl5eWCls3n8ygvL5fQJlLTSGv7N//m3xxpsfcf/+N/xPr6Os6cOYPJyUk564LBIFwul+QUkH/e39+PyspKCZMCgHQ6jbq6OjQ3N8Pn86G2thbt7e0IhULCNuckk9sAr9eLQqGAvb09OBwOkYSEw2Fcu3ZNYBeUodTW1qKvr09IJAMDA4hEIrh+/TrOnz8vpv79/X20tbWhvr4e165dw8zMDFpaWmAymYTxz42NRqOB0WjEvXv30NLSgng8jpdffhkvvfQS8vk8dnd3sb6+jsrKSnR3dwsZiyFV+XxewlfJi+e2p62tTXCSFosFf/qnfyrSIOBh6no0GkVXVxcGBwcRCASE7keyG/HqfBeGhobg8/nQ2tqKK1euIJ/Pi/TB7/eLVhyAoMJpcmeuU319PVwul0gPnE6nhI/9zd/8Dd5///0jff5efPFFAXhcuHABwMPwTjZHtbW1WFlZES/Pzs4OzGYzrl+/jv7+fskWuHr1Kp577jnMzMwgnU6L1Jj+g7W1NdTV1QlhyG63IxgMSuI1vXxEAa+vr6OtrQ2Tk5OCd75y5Yr4dfL5PMLhME6dOiWZSPl8HslkUvJZiF5mqC83XaVSCUqlElNTU/jKV76CH/7wh3Lvf/vb38Ybb7wh0JmFhQWBEty7dw8mk0nOOOrUmVTPiS019T6fT6ArBMZw01JVVQWHwyGm34mJCdnAAJCzdXd3F2+++abgdc+cOYM33nhD8hhu3rwpyHJKvLkVr62tRXd3t5C0mpqaZGDa3NyM8+fP4/r169jd3cX169clsPM//+f/fGR38De+8Q2hAy4tLUm4J8PotFotamtrZYB7eHgoGHbSxnp7ewUy8LnPfQ4zMzN47bXX8J3vfEc2PgSbUPJZWVkpob1erxeNjY2Ynp4W1DLx/iqVCj09PY+Fo25vb8NisUChUMDlcuGDDz5AbW2tIIU7OzvFs0G/D7fADQ0NssEeGBjAG2+8AQCSoZHP5zE/P4/y8nKpwwgF4vnKc5leYI/Hg+PHj0u4cCaTEYnzO++8gwsXLgjmtqKiAvF4XLwVDodDwDUMyK2trX0sJoFkvu3tbbS1tWF6ehpf/OIX8f3vfx92ux2tra2Ix+OYnJyExWKBw+GQsESNRoOysjIYDAZptGpqaiRt3O12S1NWV1eHeDyOf//v//3/+Wbj61//OgDg1KlT+MlPfgKv14uuri50dnZCrVbj7t27clgxzCoWi4kkIpvNSi5FfX29BIql02nRBm9ubsLhcKCyshIffvghWltb0drainw+j2g0ikQiId0j18bnz59/DL9GUsHy8jKef/55RCIRSRB/8sknodfrsba2hvn5eQl1oQn90Qk302d9Pp8EUvX29uK//bf/BqfTKXpz5jbU1dVJSAsfDCJTqbWj0WlkZARWqxXf/va38b3vfQ9nzpwBALz22muCvK2qqsK5c+eQTCYxNzcHtVotCeBerxfV1dWIRCKCEiXJ4/z58yLtOnnyJOLxOG7evIlnnnkGWq0Wo6Oj8iLt7u7CYDCI9Ihmfo1Gg+npafGEMJyQvhN29p/97GeP7KD75S9/ifLycty6dUuCZ65du4YzZ85IN97W1ga1Wo1wOIxEIoG1tTWh91y6dAlzc3MijeDhxQaLiFsAePfdd2WKt7m5Kdsus9ksqeQNDQ3weDwwm8149dVX5bLmhJHBawwO5P9eVlYmuma73S4mXRZqzz33nBiDuTHkBoQJyc3NzWhubsbbb78Np9OJ9fV11NfXi0fFYDAAeEhAGxwcxKlTp/Duu+8KztThcOBnP/sZ0uk0Pv/5z2NlZQWHh4d44oknMD09LdpqptWazWYYDAZsb2+LFKFQKEhwILXSd+/exenTp2VI8Pbbb4s3hAjY//Jf/gueeOIJocj5fD7ZqtjtdgkHs1gsyGQyKBQKGBwcFPIdyWA3btzA//P//D9HWux97WtfQ29vr2wTuUHY2trCzMyMwBwAiAHv4OBAdL+XLl3Czs4OpqenYTQa4fF4MDExAbvdjsXFRZkYkfxjNpsl+yIQCMgEtaGhAWazWaR9ND9WV1dDpVKhuroaa2trGBgYgN/vx+TkJHQ6nVBWdnd34fF4hPZH3GMgEJCUc+LEr1y5gsuXLyMej2Nqagrnzp2Ty12r1cJischZ3dzcLFI6ylpoCs3lcvD5fLDZbOjo6EAmk5FLcnZ2FufOnZOzaWhoSAqCxcVF3Lx5E263G11dXdjc3ERlZaUABDweD4CH2x8GpOp0OsFBr6+v486dO+jv70culxOTPFPS/X6/GIKrqqqErFZfXy96/3Q6jVOnTmF6elo4/2q1Gt/73veO9Pn7+te/DrPZjPX1dbS3t8NkMkngG6WlJOhQclQqlTA5OYmLFy+irKwM9fX1CIVCck5ub2/jwYMH4h2qq6uD3++X+5LetLW1NaF6uVwuySEAIIjdnZ0dfPazn8W/+lf/Ct/+9rclbDEej+PkyZOYmZmBVqtFOp2Gw+HAwcEBkskkKioq5Aynr5PvEsmAFRUVQgoLBAICjWDQK5tdmsrZgBcKBfGaWK1W8UHRM0DPRyAQwMLCAk6dOoVoNCqbHeY7zczMyLaboXUMzaysrITdbsfExAR6e3tht9sxPz+PeDyOrq4uTExMoKurC++99x6efvpp9Pb2YnZ2VnI8Ojs7BZVbU1ODTCaDiooKacxZN2xsbAjxKZFIYGpqCn//939/ZHfwn/zJn+DatWvo6+uDyWQSP8vp06fF+8WN7oMHD2QzQ4rplStXxO+0u7uLw8NDGQg/ePAAv/7rvy45S6Ojo5IfU1FRIXcKTdmVlZXY2NjAwsICbDabDA6cTif6+/vh8/lgsVhkk3fnzh0JXe3v70c6nRaPJol/3F4Eg0Hcu3dPhkI6nQ5TU1NwuVzI5XLiQWNORSgUknyv6upqNDU1obm5GQcHB+I9sVqtWFhYwP7+Purr66VhZtPN0GY2UDU1NfjZz36GkydPoqKiAn6/X2oC0r8Y5koFB2V/3PZ4vV6oVCosLCygs7MTmUxGht7cQM/Ozop0niQ0+oeIZaZ8nt+R3W7HrVu3kEwmP/HA5VMZxD//+c9jamoK9fX1+MpXviKbA4YgUSpFTTE7Sxp5KisrxRjOFOrq6mpcvXpVVm+8IPgL5sucz+elqCkUCggEAkgmk7h8+TL29vZEcqBSqURj/OKLL4r+3O/349d//dcRDAYxNzcnLzhNxEajUZCIlM3U19dja2tLwgp5qNfX10uXvLu7i7ffflsepHw+D7vdjrKyMiwsLMha1mw2w+FwoKysTNKl33rrLfz4xz8W/erm5qbgWxkeOD09DavVimeeeUb8KdlsFslkUgrAaDQqE0Eale12u+jqC4UC2tvbUVdXh3/8x3+UpohEnGg0CoPBgKamJhwcHCAUCmFvbw9utxt1dXUSJNfU1IT19XU0NDTgtddew49+9KNPfWj9Uz5ra2v46U9/iuPHj0OtVmNgYEB8DGVlZTIlslgsggakAayqqkpWnrdv3wYApFIpfPOb38TPfvYz9PX1Cd44lUpBr9dL6iclF5yichpRXV2N2dlZjIyMoKKiAseOHYPf78fc3Bw6Ojrw/e9/H5/73OdkElEqlbC6uor+/n7B/XFzViqVUFtbC71eL6nnNpsN6+vrska22+1ywBAXqdfrkUqlsLm5KdrZYrEof4b6+nrMz89LMCFD+FQqFS5cuIDy8nLEYjGcOXMG2WxW8I3r6+timN/e3oZOp8Ps7KxQLba3t7G1tSUwCP59DDiMxWLY2dnBd77zHayuriKXywlV49EwMr4b+XxepEmVlZUyTerq6sL+/j52d3fFN2QymfDKK6/IJusoPz09PbK6Zpoz6Uw8n0wmk2QMra+vQ6PR4Nlnn5WinxIg0vHC4TC6urqk0NPpdDh37hzu3LkDrVYrgWSkB7HZI7nH4/EIcYyUpdXVVZw5c0bebaVSKf6Evr4+eZ+Y4fHoBLCyshLZbBY3b94UBCMvq2QyiZWVFdnSAA+lKB6PR4hbzMigX8zlcglwQq1WCwJ3Z2cHkUgEHo8HFotFthdMEQ6FQjg8PIRWq8WxY8dgs9nQ2NgoGxPg4cXMd4E5HsFgEDdv3kRdXR3OnDkjnpnKykqMjY0hFovhy1/+Ml5++WU0NDTIpmp+fl5kBBw+NTY2iizxzTffFKkX35/vfe97R/r8ESTAYo+YatIhqQl3uVyYn5/HL3/5S5w8eVJyLDiwoPeCvp9nn31WgjXpl6EBfmNjQyQcRHuOjo7K85JMJsVn5na7RQZnNBqRSqWwsLAgWnDKQJgATSMtEeLU4VPXTqKjQqGA2WzGwsICEokEDAYDXC4X1tfX0dXVhStXruC73/0urly5ggcPHkjWyvT0tGA8DQaDgGB2dnbQ19eHu3fvore3F3t7e9JMffazn8XW1ha++tWvQqlU4sGDB0ilUrJx5XNEQy0T5hloeXBwgFu3bgnNkeSmpaUldHZ2IhAIiEE8l8thcHBQZF7hcFjITJWVlXjzzTeRTqfR1taGubk5fPnLXxZvXHV1tWz+juqj0+nw4osvwmq14t69e9IoTE1NiSyM90hDQwOampoQDoehUqkwMjIi2Fq73Y633noL3/72t+H3++F2u4Vquri4CJvNJnJ5hh6ynqG/jbL6trY2dHV1yYCANRu9uUNDQ5LL0tDQILlcMzMzKBQKQrWz2WzY2dnBgwcPYLVaceHCBXz00UcIhUIIBAKyna2vr5e6lXUWjfsvvvgiMpkMSqUStre3AUB8yFqtViBKvOtnZ2dx4sQJrK+vY3V1Ffl8Hm1tbfjwww9hNBpx+fJlBAIBfOELX0BLS8tjcm1m3pjNZqhUKtTV1aG/vx/Xrl2TejadTuPMmTNIJpMCNBgfH0dDQwNyuRyCwSBaWlowNjaGQCCA48ePi1Rb+3HoZGVlJebm5tDc3Iy1tTXJyzl58iTGxsY+8bPzqZqNzc1NyQUIh8OwWq0S5MO0WUowiMpUqVSSbr28vAyz2YwTJ05gdHQUFy9exPj4OC5duoREIoHq6mqZerz88svweDySAUCEWKlUQjwex/j4OLq7u0WXz4nh66+/LnrGxcVFFAoF5HI5uFwufPTRR1AqlTh16pSYsDY3N+Ug0Wg0KBaLMBqN6OzsRCqVwvr6OvR6PUZGRlBZWQm9Xo9oNIqenh5MT08L85hyBGIpyctmR76zs4OFhQXRCxL5y43N/fv30dbWhsbGRlmzNjU1IZ1OY3p6WiQ5a2trWFtbk6KYeMNkMinpmZFIBDs7OxKUs7KygmKxCLPZDO3HiZgkTD355JMIh8NiIqyoqJBMCNK69vb2EAgERP9NQ/bW1taRNhzvvfcevvWtbwF4SMVgojy1l1ylEx7AbRpxlYODg5LnEI/HYbVakclkcO7cOeh0OgSDQQQCAXR1dcna1263Y3NzE7FYTLC6KpVKCqiKigo4nU7E43Fsbm7itddew7PPPotoNIqLFy8CAAKBgOieOYUlo5yXhsViESMZmwOlUomDgwO0trZieHgY4+PjEqh5/PhxNDc3491338XKygo6OjrwxhtvyMHMBoeBa0wJzefz8Hg8qK+vR0NDg2BK33rrLfT09MBms2FsbAz5fB59fX0yvWSBqVKpJNfBarWKeS6dTmNmZgZf//rX8T//5/+E0+nEl770JZSVleHg4AB2u11CNW02mzxrOzs7GBgYQCAQELMgTa0AHsPvkdvPn3lwcPDInj1+2GwSelFRUfFYUapQKOSSoQb7xIkTWFhYEIkGN2oka7W2tmJyclImeIVCAffv30csFpO8C51OB5PJJJM8EsEAiBGRzzETjRlSxvekr68P5eXlWFpawu7uLhwOh4QHcoBB4hyLUcprmPJdX1+Pjo4O+Hw+PPHEE/jJT34iRuK1tTXRSTudTqTTaQCQDIH9/X0Eg0EMDw8Lqndubg6/9mu/hkAgII0np3WJRELOZU5Cb926Jdp4QgI4WTQajRLGt729LVrwXC6H+vp6wfhWVFRgenpaaGcqlQqbm5toaGiAWq2WcEx6/+jtIM3q9OnTAIDJyckjf/4ePHiA3/iN38Dc3Bx2d3fx53/+5+jv7xcgQHl5ufis9vb28Mwzz0ClUolXy2AwiESyra0N4+PjePHFF3Hv3j0kk0k4nU5cvnxZ7q5IJCLYz2KxCI1Gg+bmZoEaGI1GofQ5HA68/fbbaGtrg8FgwNzcnCgVuru7MT8/j7KyMly9ehXPP/889vf3hePPbVVFRYXAPBoaGuBwODA2Nobq6mr84he/wNDQkEyJDw4OADyUMD399NNQKBTQarWYn5/HtWvX0N/fj9raWgwMDKCxsVGemVwuJ9uqfD6P//W//heeeeYZFAoFnD9/Hvl8HiMjI+jo6EAkEoHBYBDPDqfx/PdubW1he3sbPT09siGjKbe8vBy3b99GTU2N+JT8fr9IdijlnZ6eRm9vr4Tx6vV6odexkZydnZVAZIvFgps3b+Jzn/vcp8o5+D/x4VCgvLwcLS0tmJ6ehlKpFNR5LBbD3t4eNBqNoNepnOB7ZrPZsLi4iMuXL+P+/fviZ21paQEAGcq2tbXB7/cLkpabiEwmIxtll8slIB6GLxLhyrwhs9ksg66dnR0Eg0FYLBbJOquoqMDy8rJIg9gk3bp1C21tbWLup9R8aGgIt2/fhtFoRDabFXmdRqNBoVCQUFcOPjo7O9HX1ycAonQ6jbKyMmxtbeH+/fuYn5+Xxua5556DXq/HF7/4RZEZNzY24r333kNNTY38x+l0YmtrC2VlZdLU9vb2IplMoq+vT7xPW1tbgkznEOz8+fPyZ6Wftbq6GkajEfF4XO6L+vp67O/vI5FIwO124/r16+IxWllZkay2T/op+zQP2tTUFKLRKCYmJqTj+au/+ivMzMygra0NVqsVq6urkso5OTmJxcVFMZQODw9DpVLh1q1b2NzchEajkQfxzp07UKvVaG1tBQD82q/9GkqlEm7evAmVSiUm6/X1dSEacCVLNjMfCp1Oh+effx75fB4GgwE2mw39/f1ob2+HUqnExsaGFIAHBwdQqVQwm83y905OTmJqakq6cBaDjY2NAIDTp09jf38fZ86cEakU9c0HBweCEeMvcWdnR7jkqVQKGxsbqKiowNLSEm7cuIG9vT0MDw/LAz0/Py+rXCavUzJVU1OD48eP4/z587DZbCgvL4fL5RLmuVarRVtbmxBhpqamEAgEcOnSJRwcHEg6bDKZlInR8ePHcerUKUndVKlU8Hg8kpFw9+5daDQaKBQKFItFKb6Jej2qT1tbG8bGxkSvTOIIU+A5GchmsyKTqK+vl4ZpaWkJPp8Ps7OzqKmpQbFYFN73/fv3odVqMTQ0hFgshvfff1/0lg6HQyhIJI0wlftRiYzFYsGXvvQleQFJnWpraxNZHvAwCddkMuHMmTN4/vnnMTg4CJvNJtMIapjJai8UCnj99dclVZWJ8devX0cul0NLS4vkOTCxlA2k1+sV3bHb7UZvb6/oM5n5wXAf+jso+fvBD36Arq4uScc2GAxwu93Y29uTvxZ4uGKvra3F6dOnhaLU0dGBv/u7v0N5ebmsyhOJBCYnJ3HhwgUoFAp8//vfFxMnNdHJZBI7OztwOBzS5K6srEhhwfeVMoSj/szPz+PZZ59FJBJBPB5HqVTC2toaEomEkKJYcDP9NpvNYn19HWVlZejq6kJtba0Q+xQKBYxGo6SrWywW/PKXvxRMLE3fu7u7suE6PDwUpjsbOZVKhb29PUxMTODevXt47rnnsLi4iKqqKpSXl+Py5csycSTJjHIvv98vfory8nIxQNKbR7P+2toaurq6JLAvkUhgb29PJsU0LX7rW99CR0eHBEYCgEqlQk1NDXQ6He7cuSOF7xNPPIGFhQXU1NTg7t27OH/+PJLJJObn56HT6QBAfB+UCJlMJsFDM3CU8gbmM+h0OmxtbaG9vR3ZbFaoRMR6k7a0vb0Nq9WK7e1tgWdotVqBaczOzuLGjRuIx+MYGhrCqVOncP/+fdk+H/Wnvb0d5eXl2N/fRzwex+XLl6FUKkXbzd/t2toabt++jbGxMczOziKRSKCjo0PCTOvq6vD+++/D4XBgZWUFc3NzcLlckoEzMzODa9euIZ1Ow+PxoL+/H0NDQ6iqqhI5Hyl5HBLW1tbC4XCgWCwikUgIHlan08m5MTg4iC996UtCPsxkMuL/6OzsFGiHy+VCa2sr1Go1lpaWZCh05coVxONxuFwujIyMQKPRiCF2cXERwWAQfX19cLvdQrCMRCLyLgAPBwY1NTWyNVtaWhIfmcfjwfLyMqxWKz766CORpIRCITgcDgkTPnbsGOrq6mRrTmRqsVjE6uoqxsbGZKBiMplki7e/vy/bbKfTiUgkIo2G0WgUXHAul5ONkEqlQlVVFWw2G2w2G3w+H06fPo2RkRFsbGwc6fNHQtv+/r7k8wAQ9CrDCLVaLVKpFD788EPZqnd0dGB5eRmxWEyK80wmg/n5eayursowlrIiTu+rqqqQzWalNiFVqr29XdQvy8vLqKmpkdwr5oaxMRscHEQ0GkVfXx+2t7ehUqkwMDCAWCyG8fFx8ez6fD4sLy9jenpaCJ2pVEooWFtbW/D7/RJQzYBmpVKJeDwuQ2w2RkajEZlMBj/60Y9w584dmM1mCchlftXZs2eh0+nwm7/5m4hGo/jJT36Cq1evYnZ2FqFQCIuLi1AoFDg8PBQ4Cgd/DodDhi/vv/8+bt68iWAwiMHBQWl0wuEwBgYGZOBDz9T09LSkm58+fVqgBxqNBtvb2wJ1aWxsxOLiolAia2pq4HA4kMvlJBj5k3w+1Wbj61//Ot577z0xpkQiEZw5cwYWi0USV2tqasQEvra2hp6eHjQ3N2N7ext1dXVIpVKorKyE9uMwL8o6WDBSBnXnzh00NzfDZrPBZDJhamoKoVAILpdLDi6VSiWdM00xXV1dwiDmJG1oaEhWoJR+0OBdKpUQiURQKpWEXX/q1CkcHBzg3r17mJmZwalTp9Dc3IxisYjZ2Vm0tbWhs7MTU1NTqKqqQmNjo2BsNzc3RSqmVqtlW1JTUyOFF4OuyPheX1/HvXv3cP78eQwNDUnKtNlsxujoKNRqtRBbmM45MzODiooK6PV6vPHGG3A6nULWODg4QDwex507d9Db24udnR3cunVL8Jvl5eUwGo1YWVkRdC61l8TNpVIpGAwGDA0NSVCby+USExgbk6P8sBmjQYmyJmoJq6urMTMzg9raWsmZaG1tFSoG/1x6vR4DAwNYXV2F3+9HNpvFjRs3JD2YIUQLCwuCka2srMTu7q6sEXU6HU6cOIHFxUWRMV27dg16vR6nTp2SrI729nZotVopDIPBoDwTFRUVImVgs5vJZBAIBPDuu+/CaDTiwoULGB8fBwCZLkYiERiNRszOzoouWa/X45lnnkEgEJApjdFolAk1NzPE8MZiMTgcDvEOaDQaCYKcnp5GQ0MDzp49K96d/f199PX1ScAc0dCkVHHix+1aJpMR/f6jE1P+zlpaWoTMVl9fL78bs9kMo9EoGRo9PT0IBALQarXweDxyuU9PT0vzdpQfyu3q6upgtVrR2NgoEkhuefm75XtDAhPDJRmmt7+/L0XI4OAgPvzwQySTSeGbHxwcYGNjQ3S0pIHQaM+sAEoq19bWRFbAxqe1tRU+n0+QzYeHh5Jrsre3J5Nbp9OJiooKIYwZjUasr69jf38f0WhUAgKZfXDq1CmMjIygv78fd+/eFfmI1WrF2toalEolgsEgotGonOtWqxWdnZ2S/M4tXCQSkUv8tddeg8lkwu3bt/HNb34Ti4uLct9Eo1HBM3Kil0gkpGhkHgNzFLLZLG7fvo1sNiuTVU4qm5qakEwmcXBwICATTqxZRFdWVkpiNbe9lBp5vV7cu3fvyJ8/ZkVx8MCB0/b2Nmw2m6BqPR6PFAQsdmOxGCwWC65cuYL29nbR/x8eHuLpp59GJpPBD3/4Q/H1DAwMYGJiAmazGYeHh8jn8wAgkr1sNiu/B5VKhVQqBZfLJUnsfX19+Ju/+Rv09fUhEong85//PN5++23B47tcLknkpkG/VCrh2LFjsqEvlUro6upCIBBAfX09Tp8+LaRJmmhzuRyAhyCWgYEB3L59W5ovToK5DVWr1aKhZyZEY2OjkBzv3r0rU+hTp04hl8tBr9fj+PHj0oiTxkOlA70WlJCxSZ6YmEBzczM0Go08g9FoFM3NzVIwEvvLuoTFcyqVQkNDg8jLCXExm82iyOAdcJQfylt3dnZw8eJFvP766/JODg4OIh6Po7q6Gul0WjY9fr8fZrMZ+/v76OjoQF1dHVwul0icSc30er0yZMhkMvLMMXuJVD/6d7hF1mq1goDN5XJYWVmBVqvFG2+8gc9//vPw+/24fv06Tp06haamJuTzeahUKpF9kQ6p0+nEO7y2tibe4oGBAYluUCgUiEQi4u08ODjAhx9+KM0gA/CUSiVWVlaws7MDm82GpqYmLC8vi1SJwX0ej0fS0tl4fe1rX8O7776L8vJyXLp0Cbu7u4IAd7vd4hUm3Y/wJPo66XM8c+YMtra2RG795ptvYmBgANevX8eTTz6J9vZ2ydOhhaGqqgoWiwVWqxV6vR6Li4uyQR8YGJDnkmoGNvqf5POpmo2JiQmUSiUMDg4KL506YaYsk3qjUCjkpWO3R60bddljY2OygmttbYXFYsF7772H2tpatLa2YmRkBNFoFMePH4fZbJbsAyYna7VamRBMTk4Kvm9xcVGmAblcDsvLyxJIZTQaMTc3h2w2C7PZDL1eLzhZBnLlcjmUl5djcnJSEHTM2CBukqv7uro6efg5ZQceBsipVCpkMhnxTTD5lWZkTr7b29ulSbhx4wYaGhoEH0z9MIkr9fX1iEajog/PZrMySTg4OEA+nxfD6le+8hVEIhHB9pG+4fV6kcvlZKLyaFo66VYKhULQpyxqPvroI1gsFhwcHKC5uVkmRUf14ctFhOCv/uqv4tatW5LKziBJFvrUdedyOUkBJimMU5J8Pi8vsM1mQ01NDZ566imhg7W1tSGXyyGRSAhdo6OjQy5vALLBAiCGbwDyMxUKBayvr4ucbm5uTnSRzEDhZgaAeHcYfEfJ09bWFpqamsSL0tDQAACIx+NYWlpCfX09qqqqsLOzI3/9o+g8XlZMMqU0isbe3d1dTE9PC06ZYZVdXV2S4bG5uQm73S4hXEwcJmqZGmROPgHg7t27IkXJZrNCRaOZLp1OQ6FQiKQiHA6jrKwMkUgEADA4OIh33nkH6XQa7e3tWFlZwfLysrxrR/mhSXN1dVUmdfX19VAqlWI2pHSMYXiUVdbU1GBnZwfj4+OCEtTpdGhqakJFRQU0Gg2+//3vo7OzU2RSDECk36ayslKoULFYTIzTFotF3gubzYaysjJJfFcqlYK/5uSZdBez2SwTOr7PHBjxvLVYLFhfX5dhidPpxI0bN9Df3y/BbJcuXUIwGBRCW2trK8LhMMbGxiT3g5kjLNhcLtdjEzcmKl+4cAHd3d0yXeTZGAqFsLOzg42NDej1evmzlUolBINBobiRyEKZTy6Xk4BSm82GdDotmUEqlQqrq6tSEG5vb0sOBAAZklVXV2NychInT55EJpPBxsYGSqXSkT9/Y2Nj4rvQ6/XQaDT48MMPUSwWJUyM+UjpdBpVVVWyRWIuT19fH+bm5rC0tCReCMr3hoaG5HypqalBc3OzFFg8f3kPEsoCQAZZe3t7IrElGp8AE27/mJuxu7sr27Xt7W2ZZJPiuLS0hMbGRtmQUOI3OTmJpaUlWCwWMY8TX0tCFOWD/PcqlUoADxuSzs5OVFRUiJfgwoULWF5exp07d2C1WqV4o3SKmUHhcBhtbW1i+mX+EvGmBwcHcj5ub2+ju7sbWq1WSJb8+enp488JPMydIX2JsAeTySRaf/oxA4EAZmdnMTg4CJ/Ph56eHrz88stH9vxRbhyLxYSoxbuP1CgqPJgjxMYdgATo6XQ6jIyMYG5uTgKLma2iUqmws7MjgYbMGLNarfKd19TUyFaZAXaEqpjNZvH6rK+vo6enB3t7e9jY2HgMzz07O4twOCzhzwTssNYk8Yl+uStXrgjUY2hoCD/84Q8BQDJYCBiiL4OyUOLpOWBbXFzE7u6uhJfu7OyIZLu3txdmsxnNzc3o6urC9PQ0HA6HDH441FKr1TJEVKlU4udjrlY6nRY1xYMHD4QOW1FRIRsMwm7UavVjqfe8u+mx4h20tbWF5uZmLC8vCwK4qanpEz87n6rZ4CW1tLSEdDqNc+fOCQ++vr4etbW1Et1OekFtba1M5/L5vLxser1epFj8D9dt1CjS3D0+Pi7SAeBh8cgQFkoUqqqqUFlZKag1MsZ56B4eHiKdToscprq6WhJIKyoq5BDlX0PNKv0dh4eH2NraEtQotcRtbW1YWlrC+fPnsby8LNhJTtyoda6qqhKesVarFY8L16FEWQIPdZFLS0vSqUYiEdjtdmnoampqBKfLIrlYLMoGJZvNwmazoaurC2tra2KuHBsbEyrQ+Pi4aKJp9K+srJSLlv+hmTWVSolngQQCvV7/aR6ff/JnZWVF1ng8hPid8Xth07W3t4eKigqZsKhUKlgsFtHO53I5PPvss3jw4AHKy8tx8uRJQeEplUqUl5fLirCxsVEkKOXl5TK1Js2MWysG2IXDYeRyOdHfJpNJ2QS2t7ejVCoJphaATAlWV1dRW1uLzs5O0VZTJsPnpb+/X6ZzbrcbS0tLMnnh1IHSHX43pGkRVsAGlFQqnU6H1dVVdHV1YWtrC+Xl5RJuRoOzTqfD4uIiYrEYksmk+Iq4meAz3d/fj7q6OgSDQWGvHzt2THjm1CnH43FpcolZZRYM5S319fXS5Hm9XmxubgoalpPdo/6MjY1J0/ioF8DtdqOi4uFxynMJgBB6KKGoqqqCwWCAz+eDRqOBXq8XTGkkEkF3d7fkRZBWQjN2TU2NgCBqa2vlfGUjube3h0uXLomfi9LT/f19hMNhNDU1yfeaTqcfk/jRr7G3tyfNOzXu2o9x38wxUKlUuH37NnQ6Hbq7u9Hf349isYi9vT3Y7XYYDAYEAgGkUilYLBYhjLHY5IWo/ThVl+GqRqNRvH17e3swGAzSRCmVSimW6QmsqqqS3BfKazOZDDo7O7G6uipGRpVKJdJZrVaL3t5evPHGGygWiwiHw9jd3YXX60VLSwvS6TSSyaTICS0Wi/DwGWZJEAgn/Uf54QZqd3dXCGIajUbuGCKT9Xo9rFarYOlNJpNsv3hHtbW1wel0wmazIRQKwWQywel0YmdnB06nEw8ePJD7kO88t4kkPyYSCaHwuN1ukQfqdDopaLhdvX37tiA+6VlyOp3Y2NhAJpORIp3wjY2NDWl22KyyMQceDnbm5uYQiUTEd9nY2CiNoNvtxubmpiQq53I5WK1W2crv7u5CoVAIFZNbDNKzAAgUIRaLyfPAghl4iFl/dFvZ1taGUCiERCIhQ0StVit1zeLiItLptHiNiPamR5JkpM3NTQEkmM1moYGFw2EEAgF5X476GUyn09DpdLBYLDJkJbGIvtq2tjaRwPJdLy8vlyT77e1t3L9/Hzs7O1hZWUFTU5MUssTJkuq5v78vjalWq8Xe3p5sS9mYmc1mzM7OQqlUStbE7OwsWltbRTb/qHyV9yHlzFqtVprJyclJ2QCSNkZoBmvOjY0N+Hw+iQ+gJ3Jzc1P8Uqx/WWeSXkgFAX+3lG8RIa1SqeDz+bCwsICnnnoKH374ITQaDba2tpDL5eB0OkUCyGEbCa0Ex1DOuLi4iKWlJcEFb21tIZ1OywZbq9WKcX5vb0+alHg8Lv7NaDQqDQnveDY5h4eHslD4JJ9P5dlYXFyEwWDA3t6eyCj4MlCmpNFoEI/HkUwmBTNWV1cHg8GApaUllJeXw2AwIJFIiPt/a2tLsK501dfU1ODUqVOw2WxQq9VilFQqlairq8P+/j5SqZSsdKmZ4y+Ah2RNTQ2sVqtgvVjsk9rCi55m3N3dXSFmRKNRqNVqOBwOYYrzsA0Gg9Iw7e7uwuVyoa6uTrCTfCEUCgUKhQLKysrk30+NfS6Xw+7urrCL2Xlyck5pCbcj/L88nMkfr6+vFz10LBaDWq1GXV0dtre3UVZWJpMASoSi0Sja29sl6C2TyUizxkuc32NtbS18Ph8ikQjMZjMAyPdDveZRfdbX1xGJRERruLCwIMUCiVQ6nU5QtqQG8TAoLy+X/JODgwNcuXIFpVJJNN0VFRUSduNyubCxsYGJiQn4/X4JPFOr1fL7z2Qysi3SarVQKpXyMjLBnH4EZlvwoidysa2tDTqdDjqdDi0tLXC5XPIc0sxdLBaRzWaxsrKC999/H4lEQgqlTCaDsbExCd0qFApYXl6WJHUy+FnYc1Xf3NyMzs5OFAoFbGxsYHNzE4FAAJWVlVhbW0NZWRkqKysRDAZly1BZWYnBwUE0NzcLepRylf39fQk6o6Z7a2sL4+PjsFgsODw8lMKkvr4eBoNBiHNlZWUyJSb+mk0MJVUrKyuIx+Oyou7r65Pk2aP8cCvLc5BhknV1dYJO5QVM4x6zCfjn45mWzWaxs7ODGzduSMGv1WoRj8fFe8QU+NraWhiNRtTU1Aiilt93f3+/ZAUx8Ap4iIgcGxvDwcEB1Gq1eNOKxSLUarWYbJmzEovFkMvlEI1GJVeFjXVfX58YEqkBPjw8FI/exMSENBClUkkuQG79OCDIZDIoKyuDw+EQsiBRprFYTMy8dXV10kARA8xnA4BIbmKxGHw+n3wvNHGS3Nbc3CxFAgtOYtnpW6FJlAZ3lUolQwsW7hwU0SeV/jhQ9Kg/3d3dGBgYkEBQmrZ597K4odeQOFxO3UOhkJhn+V6y4Kmrq5N3bWZmRjxFhUIBjY2NUKvVcqdTaprNZlFRUSHZWMlkUjwMHIYVCgXcvXsXDQ0NslXlRmNnZwfJZFK08lQVkLRFNH4qlYJKpYLf74fD4YDJZJKMkLKyMng8HmSzWUGa84xra2uT3Id4PC4J0cT32u12kblWVlYKRINF7qMoa+YxcbrOhOX19XXxMRKzbzQaZWLc1NQkA1JmevAd3t/fF1kY6V0kLtGLlMlkJIuDuQhLS0syMT/KD9UOw8PDsrFiM0+FCwe8xWIRhUIBCoVCAiM7OjpgMBiQzWZhtVrh8XjgcrkkLLmyslLqNkqPGVLKfybPsbq6OnlHOQytr68XZYHBYJAGdnJyEul0WrbzxWIR7e3t6OnpERpeY2OjbB84IKc06sGDByIpHR0dRTKZlPMzl8thcnJSiIxGo1GeFeZrMOw6nU7L90YaW0NDgwyTS6USysrKZDjDP5/D4UBPT48MNYnwNplMUKlU0sRxYx2NRnFwcAC/3w+Xy4VAIIDq6mo0NzdLJls6nUYikUAwGIRWq4XVapWtKQf3lPqSpskN8urqqhARP+nnUzUbTLQslUpwuVxCvAAeEndYXJONrFQqRddJ7d2jxjH+4WgiDAaDQo/iL4uYTXZRNO8ZDAb57/QqcBphMplQXV2Nubk5KfLZENF4FIlEkE6nUV5ejmw2i0gkIodUPp+XZEpiToPBoPg8lpeX4ff7EQwGsbCwgO3tbaysrKBUKiGTyYhh8tGDs1gsYm1tTaRdKpUK58+fR7FYRFNTE5RKpYQKbW1twWg0Cg2qsbFRZAzUxtPbQoMPtbOcDC8sLGB1dVUKIGYvMHyRIWy8tLhCY9olV6EKhUJMgJlMRsIG+/r6jtyzwSKdWxz6dkqlktAq+J3TsHhwcCBaepVKJdNTFr8AJHSsuroahUIBqVQKwWBQdKGksZAjzYuIBjUWL6T4MBWa/50GaZq7eOGXSiWEw2FMT08jlUqJx4cSFk55OfHipenz+WTKw8RVptg+mpibzWZl3U3jF/Bwc9bc3CzbG9I9WKzSK7C1tSWhl3wHSaBTqVSiadXr9djf35fUUYYJ8RDk4U7DHLNO+M7Ozc2JVAGAsMsrKytRKpXkO9je3kYkEkF9fb0kZR/1p7GxEa2trYLjzWQyCIfDwpNnExEOh7G5uYlEIiF68+HhYZmasojl+cRgRDbHpCFZLBZp6jl44HcHQBDjuVwOFRUVKJVKkqFjMpnER0ZDMUEWvBBJEOR2jkMGmttJq/L5fPD7/QiFQkJJIa1EoVCIDnp9fR3BYBANDQ3yc3PyzefUYrFgaGgIDQ0NUhBwakx0K6fXS0tLKBQK8hzpdDqZzFFyt7a2hv39fTQ2NqKiogI1NTVYXl6WwRUbfKfTKaQWjUYjDSEnlzz3aV4l0GN5eVmgHxw6RCIR4f4f5Wdvb08KjlQqJT8jYQ91dXWSB8Thwu7uruSI1NbWyvCuvLwc0WgUoVBIml1uCkqlEpqamsQwbrPZYDaboVQqodfrBZRB/yLveHpIVlZWhEz03nvvib+Bsgu+3zz3aMhnvUCKEDHsPEO5TVxdXRX6Vl1dHZaXl1EsFqUG4XvF1GpOcnmXMaeJQ52xsTEYjUYp8BhiSUoWawsi1puamgQcQmoX1QEkNq6trckgkGjU4eFhBINBWK1WxGIxkW1vbGzI9lmhUIgck02jzWYTQlV3dzeCwaBIno/ywyEy1QIk2XGLz/wvetIoRTObzdjd3cW9e/eQzWbR0NAgvgAqKoCHZD16ZzlEtlqtcDqdqK2tFak7n6Hq6mpsbW3h2LFjsFgsKCsrQ0VFBTo7OyWTjHc+G1v+brmZD4fDMvGvr6+XjAzKEin3HRgYEIofgRf065A6SjkmnzlSsh4d9BDVzfODkjhuwRsbG1FTU4OqqipRG/DfRWVOsVgUmRbPdDbybrcb5eXl6O7uhtlslsEpEedEhNMDPDw8DI/HI0MeyvLZwLCmZHAxPSDMMPqkn0/VbCgUCmxsbMh0iBpiolaTyaQcVCxGampqpFghdpC4VwDiync6ndje3kYsFpPChjIfhoft7u6iUCjI5IETVepqrVaraNUoX+JUW6FQCLaTE0NewqVSSbpOvvTsoPlAkj7DpoETFxrcuDIkHq9UKmFjY0N03NTYmkwmrKysIJVKyQp2bW0NHo9HpvGhUEgm9Axo4oqYxSg7WI1GI8U2pWZMdKW2lt8FD6zq6mr4/X7s7OwIbYbTh52dHUFesvimIZwTWhYmS0tLn+bx+Sd/WIQRIUjfC7WFCoVCjLFc23L6XlFRgfX1dZRKJaG5MLSMyfH053B1yIkEv1vSuJhcbLVaJVk9Ho+Loc1sNkuyfENDgxivWlpaJIE8n88jkUjIIc1DK5/Py4arqqoKMzMz8jO7XC4h8vCwohSL2wE+t4+SeoxGIwCI/+ZRv0lbW5v4rPj8ejwe8R/19PRArVaLtp++FW7xuM49PDyU6XlHR4eY2UulEnZ3d2VrVFFRgWAwiFAoJOFNj/obOE01mUwwGo0y6eGlzouJUrCj/pC0l8vlZKpLYAEN3JWVlTCbzUKP4fbGZDJJkbe3tydUM/7/6UOzWCzo7OxEbW0tPB4PvF6vSJ9IuOGFS1NqeXm5NL4+n0+eYbvdDp1OB7vd/phULZVKSWPJ3yV/bhbiwENJ2NbWFubm5lAoFMSnls/n0dDQIHlDnZ2dsFgsMnU7ODgQeks6nUY0GpWtVm1trdB2qqurJWTL4/HIVpzPRGVlJVpbW4WQQnMiQRlsWNmEUvqZSqWkIeQknVN2Dlwo/eDG2Gq1wmaziQ8EgBTEPA/MZrP4Bj9BHu7/8U82m5Ut5+7urnwnbFQ5FOF3U15eLgGkvCM5WEkkEoL2LhaL8l3Rm7G1tYVUKgWTySTFO1ONtR+HoFVVVaG6uhrxeBwmkwl2ux1LS0s4duwYSqUS9vf3oVarZZhRV1cn/k2DwSCyTyazb29vy8YqHA7D5/OhWCxiY2NDCG/Ly8syMabkkJ61iooKbGxsyACR2FSj0QiTyfTY5o7FOrc6h4eH4oWqra2VbCGS9Hg+19XVyfSXjRvziJgRQg8M795HJaMMfqVvlEU0z34+p5lMBqurqwI1YUZNJpOBwWCQxucoPxzQkkTFwR1/Z5yGs0C3Wq3QaDRiuqYEnd+VxWIRqt2jm4va2lo54wln2N7elsEFa04OWJjVROknt85Mi+/s7BSJOIt1DjL43TPjx263w+VyQa/Xi+E9Go2iUCgAgAwD+fuiBYDNxMbGhgSS8s/D5pGwDOauVVZWIpPJIJ/PY3l5We7Y8vJyCSRmbcCflVI/DhM4gMhms/J8EirCM7pQKGBvb082LMwho58zFoshk8mIZJqAJ26Z6uvr4XQ65edhNs2nkVF9Ks8GtxXUMXJCUCgUhJGcTCYl0GRnZ0cajL29PSwsLECn04kBiI3FxsYGzp49i729PTgcDgAQJB//HdSpkuDAkDUaU/V6PQwGA1ZWVkQbTmmMQqHA3NycFETU+fFQ4sPArs3j8UhHXFlZKV4IFog6nQ69vb2ShWC320XDR9MuNaHUwLNwJ62GiD9OJU+cOCGbHxrXOP0MBoNwOBxQq9Ww2+2IRqOyRQEgPHhO/BQKBdxut6y7GahVXV0taa1cWbKQ5kHGqRAv6FwuJy8EJWzAQ0ndp2Es/5/4FItF2O124alz48MMgr29PSgUCkSjUUSj0cdWqvX19Zibm4PZbJbpGp8NhqRx88GslM3NTWSzWSk+eFBSG0ntLrcVNFIODQ3JC068n9VqlQOTabd1dXVCRAuHw9jZ2ZFDl9OHfD4vWzK32y0hmbx819bWpAmjzIsrZWL38vm8pOuSBBOLxeByuYQcRMmZ1WqV5pymxvn5eezu7oq35FGzMi9RFg+USU5OTkpBZ7PZoFAoRC/Nd4HBRsViEdPT03IgAhDsMLMiOBzweDzI5XLQarWSzH6UH146LpdLpJqEJnBYAQBWq1UKfMrbQqGQbED4/bGRvHfvnhggSTdbXV2FxWKR4p8NBC8zALKt5PtLc30wGJQikgnQRENye0mJZSqVkkuqtrZWpF87OzuwWq2IRCKiwS8rK0N7ezsAiByAzwOLcPrMuI3jNLKiokKGNbzgWbhQe15bWwuTySRNXGtrKzY2NuT85UahsbFRpm8AHrvk5+fn0dnZCeCh5JNJ4IlEQrZ4hUIBdrtdwB9saFmkkJioVCrFswX8b1IVGfX/Nz5s6Dgh5uSR3yMLMDYCNOPPzMyI7MNqtcp5uLGxIfcFcy54/ySTSdmS8p/NZ4N3CRtdDnQymQxefPFF/PznPxetPPn9pONwO1xdXS3DMUpuAMg2xmQySQI4AEEUUw3Bu81kMklRRIlRsVgU9DmfdW7m6elYXl6G0WhEb28vxsfHZZLNM4t3BJtVSmOCwaAUrwQQsM5paGiQjUZZWRmWl5fhcrkQj8cljJC+PtIEq6urRblAnw2fw2g0KghSi8UihvO6ujqR9R7Vx+l0ijdjdnZW5G6U0LHALisrk4HXxsYGQqGQyJh55hDNqlAoMDU1JcoVFsV+vx8tLS0iyyQFks1deXm5bLenp6fFz0fvZENDgwypi8WibGrph+UgrKGhQaThlMZx2JDJZNDY2IgbN25Ao9EIyZGUS8oJKf+iqoCyzvLy8scGRaxdTCaT5M599NFHOHXqFMLhMCwWiwQIBgIB2ZJRCsstX0NDA0KhkIQOcxDAJiSfz2N9fV2M9ATreL1eBAIBUX8cHBxgampKfi561EiVpI+tqqpKfnfcLvKd+qSfT7XZ0Gq1sl5n4cx1Fyci7KboyA+FQggGg4IkI/GDoXnAw4nrgwcPUCgUJKiL08NYLPbY2v/RqXtnZyfS6bQ0Mqurq6K5Z4GoUCgQDocfW/vxQKDZkTIAmiOZEmm327G1tYVEIoGysjLRkLMbrK6ull8iNeuUfhkMBplGKBQKrK+vY3FxEclkErW1taiqqoLL5RL5FVeu1B+ur68/JrfgBI7eCx5CNJCyIGUgC5sCpvHmcjksLS1hZWVFDjeLxSLhcnzQqAllQUQDuUKhkPUo8PDS7e/v/zSPzz/5w99/TU0NhoaGkEwmcXh4KAZUrvuJfBwbG0MoFJJCwWKxyESMTQXXiuXlDwPGDAYDGhsbxdjI7/Hw8FD0tEajUfJhNjY2EI1GZcvmdrsRi8WEkEKyz/7+vqRfq9VqkR/t7u7KZIdeJQAiB9jZ2ZFpx/7+PmZmZlBWVoa6ujqsr68LupGbDWotuTaOxWKIxWJyWRIRzOnF6OiopIAzZ4GEFUrzwuGwTPZSqRRCoZD4RYrFojTdPHiJVG5ra4Ner5fsGUoMtB8njT9qricdhrKFjY0NQR2S3ma322G1WpFKpWSSdtQfbkfps2EBwk3jo01BJpPBysoK0um0mMojkYjoaZlz09jYKCQnJsbPzs5KWNXa2hoikYhcMgAE98nhBKVG9CGw8GGR6Pf7ZQK5t7cnhfru7i42NzdFvvroz8sLixvWsrKyxzYFS0tLUoxNTU0JlIAY1Pr6elitVjgcDrhcLimoKKsghS2fz2N6elreM+bi0MC7traGfD6PlpYWkb5wWgo89FdRNnRwcID6+nrZxmk0GjidTvln8Uxms07vIeWJfD8owaKeur6+/rENlNVqFQDDUX4UCgXm5+dRX1+Pzc1NAT4Eg0EBXDBAlOqDmpoa+Z0SHcp75O7duzIxJT2RQbFqtRqNjY2C/FYoFFJA877nPefxeLC0tITZ2Vk0NTXJ8+tyubC7u4snn3xSgvVIAGNxygyDmpoakffy/nU6nYJK5bbU4XAgk8nA4/HI1p0TXMpy1Gq1NJqU2nBQQn8oN8E7Ozsif2ZRz2BRpnubzebHJCwcjPA7omy3rKwMw8PDssmkNJsmcCopDg8PBexSKBRgtVpl+0u5SzqdFikktwEMy0smkzJwPcoPYwyy2Szm5uZkQ8oNLiVoHH7Q8E95PWVXBKAQI0svLYctzOIgmp/TfmJfKetmwxWJRORMq6iogMFgQDKZBPCQ1nj37l0ZCmWzWcl/8fv9gtdmY764uCh5RAwmPHnypDQrlZWV8rugD8xgMMiwWafTiU+XQwE2+RyQ+/1+UWCUlZVJ+CQHeBwS8jtJp9NS41H6RxUPzwWDwSDnPiMj1Gq1NGUkxlVWVsJisUiNbDAYxNoAQBo5gh1yuRy2t7fh8/mgVCqxtraGWCwmPrBP+vlUzUb6Y3ThjRs3BJXFYo2UGm4HTCYTWlpahE6l0WjQ09MjmRTs1ihToozF7/fLRJ6ECFKrHg3JobyKrH/+Moji5Eq/UCggnU6js7MTXV1dQtbw+XzY3t6GwWCQRobadoVCAb/fj2QyKZsBTolaWlrk0qVxOBwOQ6vVis6Yqy02Z8lkEolEQhJ8dTodfD6fmHMmJibkgU8mk3C5XMI5VygUUshxC8TijM0PDbnMK6iursbNmzext7cn4Vvr6+vo6OhAd3c36uvrsbKyIt0wJ9BEEXLiyqLW5/OJJIcrb7fbLR6Go/pkMhmZpPv9fjEVUsLEwtftdsNqtT52iNfV1WFgYAD19fUIBAKSbUE+t9FoRKFQECMZC0FKhkhWIRGno6NDVtoWi0XM/K2trRJ2QzMYN1ssNuvq6lBRUYFAIIBkMimrStLcVCoVEokErFarNIUs1mhOpMdhc3MTNTU1Mo2hAZcbG7PZjPb2dtTX18uzSwPp1tYWFAqFbMiy2axgojOZjPDevV6vNDSED7Bwzefz4jvh4IEoXk6rV1ZWBNlIvC8lMjwbTp48CZfLJZvLqqoqeR8ILuCWVKFQYHl5GQMDA0f6/AEQadjs7KyYqysqKqSpI5e9trYW4+PjEobERmxxcVHCRnnYNzc3w+FwwGKxyMbH4XCIdpeNQG1tLVwuFwwGA4CHl8LCwoJAOYrFotBV9vb2pEElQnJ3dxfd3d0iWeX5UVVVJdM2NgacXpaVlWFwcBB1dXXY3NwUYMLExATUarUMSSgNaG9vh0ajkQKV8hJOx9rb29HU1CQT7MbGRinCstksRkZGsL6+Dr/fLyFVtbW1Mo10Op1QKBRYWFjAxMSEFJCcXu/t7cHr9coEmoXMysoKurq6xONnMpmQSCSwsbGBQqEg3jvqnqm5p9RidnYWs7Oz4lPhd37UHzYJra2tQt3a3t6WiadarRZ5BYlZmUwGt27dEhJOVVUVgsGghPu53W4JOqXem+cJG0vmMAGQwYher0cqlRIpLyXEFotFpD9LS0vo6OjA+Pg4Kisrsbq6ivLyciQSCSkGrVYrBgYG0NPTI74yboFTqZQ8Kx0dHZJs7PP5ZNuuVqvhdruhUqmwsLCAhoYGeL1eMWbv7++Lr3N/f1+GO6urq9I80BvJho3NaCqVwu7uLtrb25HJZOR9Bh4WsaQKeb1eqNVqhMNhjI6OIhKJwGQywe/346mnnsLCwoLAN1paWqDT6dDe3i7bQIawMjTPbrcL9pnDKafTKdhUbkSPGv8djUalDqTKIJFIIJ1Oi8ydvy9KS1nrETbBP091dTUWFxcxMjKC3t5erK+vI5VKCTSF9Rq9XlQHVFZWoru7GyqVCmNjY+LDICWJz3lZWRl6e3vFY7qysoLNzU309vaKJIrbiEgkAp/PJxEFPK85dCEd69FBF/Optra2pNkntYywDKpOeLezAWDWm0KhQFtbm0hZ4/G4UPzu3r0rw7ZQKCQ1WiQSEWURm1Ca7VUqFQKBgCgB8vk8fD4fDg4O0NfXh/X1dTidTiFzGgwGeDwelJWVSe3e2NiIzs5O2O12OBwOtLS0yJ8/nU6ju7tb4iyoRPokn08lo+rt7cXh4aGk/ZJi9ODBAwwPDz9GHzCZTDAYDFhcXJSDqbKyUtzrXMMcHBxI7gNNOgyZisViSCQSEjrHpFQermSKc83OVWp7eztee+01mT7v7++jtbVVaEB2u12ITtTAcZLL6fLs7CyKxSJaW1tlwlxWVoYrV64IAYpddUdHB1ZWVmSlHQgExEwLQDYxnGhycpTP5yXH4cyZM7LB4fqWJBFi3ahB5kVhMBgknI0drd1uFwnF7u6u4Nyoz97f35epQm1trXS85E2TjMUpKQOz1Go1SqWSmPHW1taOnITBpGqlUonBwUHZEAWDQdF78rvTaDRobW2VhjUajaKsrAyrq6uCJg0Gg0KQOjg4wMmTJzE9PY1kMonbt29LWCRDiej1oByEEwuuGGOxGGZnZ3Hs2DHEYjF0d3cjGo2iurpasL2cfjN7we/3yySroqIC/f39cDqdgobt6uqSTVyxWMS5c+cEscwCi4z6trY2mfJoNBpotVqEw2HJZWH4HGlXHR0d8p6Njo6iubkZHo9HZF8M+KNshBN8XjScGNKg2tbWJoS45557Drdu3UJnZ6dsmqqqqnD//n1cvHhRAq6qq6tRKpVk5UwiSzKZlLRoFj3c7PT19SGVSomh/Cg/wWAQ5eXl6O3tFakA/WCk8NDfU15ejvb2dlk18z0nAILPH/XNxC5yY/r++++LsXxvb0/W9tximc1mxONxlJWV4d69eyL9GRwcxOzsrEhdCoWCSB3MZrNABDwej4SdUUtst9vlOfd4PPD5fAIKoHyTsh2FQiGeMLPZjMrKShnucLtKk20ymYTX6xWpWCKRQDabRU1NDfr6+jA5OYmZmRmRNzCIjvIEyrnq6uqkuee5yrOtu7tbhiTNzc2YnJzE7du3BdhgNBqxurr6GO1GqVRKQcIk8UQiIQ0dzeRWq1Wka5OTkxLaddSfhoYGDA8PS5ApAEniXl1dhdPpRGVlJXQ6HcxmM1ZWVhAKhWCxWDA5OSn3D3+vzPPR6/Xit2SWAoNP9Xo9WltbhfbFO1ipVCKRSIgHgs868bl7e3tyVk1PTyP9MbqWQ4ZYLAa9Xi9DRMr+Ojs7ZUPDRpgyrEc3fDwTAcjvi2jTyclJkUJxckx5C//DYD3++YnLZzNls9mEEMeBIr2OfO+DwaDkNLBRnZqaglKpxNzcHLq7uzE/P4+enh7odDq88cYbeOmll7C/v4979+5JcxUOh2WzEQ6HJUeLZzs3MNzKXbp0CUtLS/L3H9VHpVLJ926z2WQ7v729LWdNfX09PB4Ptra2xP+yuLiIQCDwGMXK7/ejs7NToBrxeBwOhwP5fB7FYhFOpxPz8/Pih1AoFCJlpjSSNQkN0+fPn8fGxobUkpTs9vT0YHFxEV6vF5WVlRgZGYHX6xWpK4mNlNElk0mMjo5KM7KxsSEUPuK1CTwZGhpCPB7H+vo6VlZW8PnPf17gBHa7HeFwWGpWDrjtdjtmZ2fx3nvvobOzU7wdJIqazWYcP34co6OjyOfzcDqdgr1eWVmRBp9SPIVCIVTXeDyORCKBkZERvPDCC5iamsLAwIDIVzn4q6mpgc/nk+aLah1i2j0ej0huAYivRaVSoampCSaT6VNtdz9Vs8FQKv5LgsGg8PapBycOMBwOCwEinU7LxbaxsYFnn31WtL3z8/PY2NhAU1OTSC+mpqawtLT0GAuba9RCoQC1Wo1QKASHwyFkGgByUbJR4Krb6/XiH/7hHwAAL730EpxOJ1KpFOx2uyDHyC4+ODiATqdDNpvF/fv3sbu7K6ZIMuzj8Tjm5+dRWVkpF53D4YDD4RBDLzt6Zg3QvFYqlaDRaGQbQeOQUqnE2NiYkCs0Gg38fj+0HzPu+YASs8fGqa6uDmtra8It12g0GBoakjyH6upqBAIBfOtb38Li4iLOnz+P8fFx2bqwUyZqjy80u2tuPWjKJFIVgGwFjurDYo5Nx8jICLq7u4WMwmeOGnSi2Ti9ZQETj8clcIgp99XV1ZJuTx0op1/c9sTjcWnCKHHjyn17exvnzp3DT3/6UykYl5eXJXm5rKwM3d3dWF5eFr0yQ6dqa2sl3X5+fl6aauYg8M+wu7srP/vq6irW19dlCsZpO9ntxERXVVWJ3Km3txcul0u0oplMRiQmbNYpK6G8KZPJoKurC2NjYygvL8f8/Lxo3Xd3dwXLSt8HPRWc/k5NTaGlpQVLS0v4/Oc/L4Uu/75EIoGdnR0kEgl4PB4helFSxQOPxljgf+to/294NrxeL4CHW16HwyGX39DQEPx+v4QfUj6kVCphMpkwOzuLQqEgWygiGJnpw0vz6aefxq1btyQ7iIZkNiTE7B4cHGBpaUkyEZxOp0hDWeA9ePAApVIJ3/jGN8T4PzY2JlujVColFxeRlYRyEBkaj8fR2NiIDz/8UCSnhUIBo6OjUijE43G0tbUhmUwiHA7LpPHRYq+mpgahUAg1NTVobW2F0+kUzTG3uH6/H7FYDE888QRisRji8Tj6+vrQ3t6OkZERGVQRIUqZCn1VWq0WExMTsgXb3d3FiRMnMDU1BYfDgbGxMWHKsxnn5et2u7G/vy8bOTYter1e/tkMFdzd3UVbWxtsNhuuXLlypM/f7du38dRTT0GlUonngsOAQCAAo9EInU6HdDqNdDr9mKwFAE6fPo379++jra1NkOHUbhsMBkxPT8Pn82F/fx+jo6OylVtbWxN9u/bjxGa9Xg+Xy4WbN29KkCj/70cffYTTp09jfX1dJLiNjY0wGo1YXl7Gr/zKrwihiRkoHBLRoK79OASUwcFE1lK2bLVasb6+LlNZALKV5QaKAXm8A3w+n6DTM5kM3G43Tp06hWg0KgVYV1cXYrEYlpeXZQCpVqvh9Xqh1WoxMjICjUaD8vJyrK6uIhgM4vDwEMeOHUNjYyMymQzi8bgMACkbvHnzJnQ6He7fv49cLic5BhzEUhJDDymLYNZc0WhUBmBs/OmVPapPsVjEsWPHcPPmTSn4o9Eo2traZMuys7ODt99+G3V1dZIezwGd2+2GRqPB4uIiLBYLdnZ2MDY2BovFgunpaZEolZWViXzU4/GIxJxDYYbcMWPG4/EgHA4jHA4L4CSbzeLu3buIRqPwer0SVqvX6+X7o/yVw28AMgCjh8tqtUKn02FlZUVCkzs6OjA3NyeSJlIsa2pqMDMzI9t4Io4rKytRW1srsiXeydzk+3w+pNNpnDx5UgZuTU1NIqOnJJxDDw4nTSaTZIB1dnbC7Xbjxo0bEmhYW1uLwcFBKBQKTE5Owm63I5fLwWKxIBgMYnFxUeqNgYEB8RKZTCZpIPf29uB0OmV4SisA74dP+vlUzcbk5CSi0ShMJhNisRi6urpQKpVw4cIFbG1twe/3i5Rne3v7sbTWxcVFWU2m02l85jOfkbRbrgOLxSImJycxODiIpaUlBAIB0ePTD0GDuU6nQ3V1Na5du4a+vj709fWJDrSlpUW8H8BDiQwnG6FQCP39/bBarZifn8fa2hrMZrNgOqnD/8Y3voG5uTkxJX/wwQeYnp7GzZs3xSBpNpsxMzMjLxg1eAzdIjHm4OBASDOvvPIK/H6/TImZYF5fX49UKoXz58/jlVdeQXV1NTo6OnD37l0pricnJ2XKQTMV6T1lZWUYGBhAsVhEMBiUQ7mmpgbPPvusYNzu3r0rjRhD0vgzhEIhuWipDSSNhKSTiooKDA8P45e//CV6eno+zePzT/6cPHlS9ItEKKc/DiezWq3y4BuNRiGkUGYxOTmJeDyOCxcuAHi4DubFADwsHkdHR+FyuXD37l2Ul5ejr69PVuEk63CbwOKkoaFBZEvV1dXweDyYnJxETU0NXC4XEomETCpIISL1iaZbEi3ohRofH5cJ7sjICBobGxGPx3H//n2YTCbMz8/j6aefhsFgQH19vegr2cQybIjbLa/Xi93dXZHzNTQ0YGRkBE8//TSi0SiWl5dFnnD9+nXZCk1OTkqTTzkGMzZ8Ph8AiGfk5s2bMJvNosPNZrMYHBzE4uKirHl/8IMf4NKlSygrK0P6Y3Z+Op1Ga2srzGazJFUHg0EpwIPBoGyjmIK8tLQEr9eLGzduHOnzBwBnzpyRBOxHt0ajo6NobW0FAHlHc7kcksmk/O5DoRAMBgNefPFFvPbaa1Cr1ejt7ZUAOqfTiUAggPPnz0OpVOLDDz+UIpkT6/v370vjTz9QdXU12tvbodVqUVNTI+hbEvPW19dxeHgoz1ZTUxPW19dRUVEhoYKcjnFjkkqlEAgEcO7cOfEGEDzBDJmenh5MTk7i5s2bEvDa1NQkv1/iuilN4YZvdHRUwt1YPNy5c0e2tclkEna7HYFAANPT0wiFQgAgcpdIJILBwUFoPw4/I8Qjm82KdOatt96SifXOzg66urrg9/thMBgkaCwWi+ErX/mK6L+ZFcV/lkKhgNPplKHak08+idnZWZw8eRJWq/X/yvPX1dWFTCYjvpjz58/jww8/xO7uLnp6esTPxwaS0s9oNIr9/X34fD45w6LRqOCYx8fHBSwRjUbR2toqzUg8HhcZzObmpiTSFwoFrK2tQaVSoa+vD6+++qpg3Ds6OpBKpeSe0Wq1GB8fR0dHBzY2NrC6uor9/X3Mz89ja2sLOp0ONpsNDQ0NYlBtamqSplqpVMLr9UoDnc/n8fbbb8NkMglaFIAEXe7t7UnRd+zYMdlYqFQqdHd3Y2VlRSAC4+PjMJvNGBwcxBtvvCG1xODgIG7cuAG73Y7KykoJUm1qasLc3ByWl5cld4RDOj47lB3SM/TBBx9gc3MTly5dEkgBhyoejwc1NTWy/aGce39/X4iGlA9ptVopGCkFOsqPxWLBT37yE5w+fVrqgYqKCrS1tWFkZES2CZQoc/PT2NgoadaXL1+GXq8XCTLP+u9+97t477330NvbKz7aJ598EoFAAMFgUJ6teDwupK+Ojg6srq6KHLijowPXr1+XfwYlpDqdDk1NTbh//z7i8Tjq6uqwtbWFZDKJ9vZ2GbCq1WrJeGMEA1O7f+M3fkOknjyT2CiZzWbxkxGgwMEN/RoEA21tbYmfhZJ/Ns/8+zY3N9HY2Ih8Po/u7m5cv34dLpdLQg/j8TgUCgXq6+vhdrtRVVWFsbEx+Hw+GI1GjI2NPYbU7e3txS9+8QtYrVY8+eSTMuT0eDyYmZlBS0uL5JhRvVFbWyvUVEoXiSju7e1FMBj8VAO/T50gfvLkSTlg6uvr0draimAwKM53pkqvr68jGo1Cp9Ph7NmzYjCcm5tDNpvF5OQkFhcX8cILL0hjMTQ0hM7OTrz66qvQfpzqSLkIMXaU/pA/PzQ0JBq5pqYmpFIp5HI5NDU1YXR0FNqPA3tOnjwJ4GGRubS0JAZNFgV7e3siVaI3wul04t69e3C5XPjsZz8Lh8OBb33rW/jwww8xPT0Nm82G2tpaNDU1oba2VtKFuQ0gTYhSLupCy8rKcPXqVbS0tKC6uhpPP/205CG88sorqK+vx2c+8xm88cYborOenZ0V8xFD3TjlZ3YHyVckEd25cwc2mw1f/OIXMTs7i+rqagSDQXR0dCCdTmNoaEgyJDgd57o2lUpha2sLFosFHR0dGBsbg8vlwtzcnBStR60XJaWDnGymGk9NTYn+l5N8pi4fHh5KirrJZPp/iXvv4Mbv+8z/QSFIggQBEJUkSFT23stWrrZody3JVrEtySW24yTOXIp9TrnM3dzNXOYmmeQudxfHcXLnsy07suQosrzSFu1qK5fLZe8FJAEQJAgSjegEK/D7Y/V+3+78/pEmuQ3+yUwsyyT4/X4+7/I8rwfT09MoLy+HxWJBKBTC8ePH+eCmTVVZWRlKS0vxq1/9CllZWejo6OB8CXoPaDNGPiGtVouxsTE29tGaM5lMoru7GzKZDD/+8Y/R29vLoX802SeCGmE9ibSlVCphNBr5gCL5CgAMDw+juroaN2/exMmTJ7G4uAiZTAaLxcITd/KbkNnWZDIhFArBYDDwBScSiWCz2dDY2IhAIIDe3l5mdsdiMWg0GszNzaG8vJwZ63QwAo8u6oWFBZZVEs3t9u3bMJvNsFqtGBkZYeyy3W5HVVUVbwHNZjNvKyl7pLu7G1KpFBsbG+xZIQMnBYvpdDrU19fj7bfffqrPYCKRQHNzM27fvs10Ntog0hlEhnzCqFJx4PF4OOOHvAU//OEPIZVKWV6l0+mYvFJRUYFf/vKXHAhJW+PV1VUmkJHUMRqNQqlU4saNG2hpaYFYLIZMJkNlZSXUajV7zGpra5FIJNDT04ODgwMmjZFEyGAwQC6X89TO6XRiZmaG/2YrKyvY2NjA+fPnEY/HUVlZibm5OczPz7MkZnV1lQP7SJ9NMi3y/ZDOu66ujo2TLS0tuHHjBmu/H0fwHh4eorKyElKpFGNjYxgdHeXNHZmQFxcXGS1aWVkJrVaL/v5+lsMqFAqMj49zkNf9+/fx7rvvor6+HgKBgDd0TqcThYWFKC8vRzKZZJnmhx9+yPQtSv192h86c8ViMWw2GyYnJzm4TCKRsHeRJGKUhm40GmGxWFjySBuES5cu4Ytf/CJCoRDn5ygUCkxNTaGhoYE3R1Tk0HvscrkQDAYZdV1UVISenh7WukskEly+fBkNDQ0cJqbVavHee++hu7ubte1ECMvLy2PEu0KhQHNzM+RyOcbGxqBUKlllEAgE0NTUhM3NTaysrKC8vBxjY2NQqVQ8BKScL5PJhJWVFaysrDBmmjxxWq0WKpUK9+/fx/HjxzE0NASPx8OSaK/Xy0Mbyt+grS9JiK1WK5PWRCIRLl26xOGTer0etbW1uH37Ntra2mAymXDixAkO5wsGg8jKyuKgts3NTfj9fqbPPb4RoXuJEqRVKhXfwU97u0vhcLRtDYVCkMlkGB0dRSwW45pNKBTC7XYjGAxCIpHw5qmjowN3795FJBJBdXU1cnJyGAxAydWU32a1WjE+Ps5nq8Vi4cFUJpPB6uoqfD4fGhoaEAgE+G8M4AkSmVwufyL12+FwwGw2I5lMwmAwcNFOHqbDw0Ncv34dR48e5S060VApf00kEuHy5csoLi7mjchnPvMZ2O125OXlYWBggKlpcrmch1IkKRaLxRxySX4ieseokdrf3+dhNt2TSqWS/VEkZaVtF22AyHsyMzODaDSK3//938fw8DDq6uo4a44yi4RCIcrLy7G+vo7R0VGOV6DsJdqC37x5EwUFBZDL5Szt397e5nfuk3w+VbPR1NSETCaDpaUlHD9+HEVFRRgYGEBRURFaWlp4Mk75BtSAHBwcYHV1FWq1Gr29vbh37x7i8TiMRiOjcknrODg4iM7OTpYCjI2NAXg0sXjcqGi32zE4OIiOjg6Ew2EmsJAXIplMIi8vD01NTTzhIDM74UKj0SgnfxNvOx6PM4sdeITgs9vtsFgscLlc3HlXV1cjHo/j9OnTnCJN1J2SkhJkZ2dzEBlN95LJJEwmE3JycrC2tsamoZGRESSTSbS0tMDpdCIrKwtvv/02T8qLiopYb0cei+HhYSwvL3PmBJmJp6amcPbsWfj9fp7cPHz4ENvb25z6S5hWYmaXlpay54HCoTKZDDY2NqBSqdDX14f29nY2Yv/yl7/EF77wBaaJPa3PP/7jP+Lll19m1K1QKMTc3BzL3ggNR4hBs9nMpBbSA1OwGR1APT09WFlZYexcV1cX5ufnsbGxgbNnz8LhcODhw4fIZDI8CWhsbGRiUjwex8jICCwWCyfzkqTO6/XimWee4VXqsWPHEIlEUFJSwoFqhFUmRCkZzMlcS9O/zs5OrK2tQavVoqGhAVNTU+xb8vv9bJaenp5mQhuRf0iKSEFLXq+Xk1JHRkbQ2tqKQCCA4eFhvPTSS/B6vRgaGmLUneLjtHvSJFMQ5ONY6PLycmxsbPCU6cSJE8jJyeHtYG1tLdbX1yESidDe3o6+vj7efJKcgGQyZJomzvnu7i5vr4RCIWvK/zVoQLdv30Y6ncba2hrC4TCeffZZ/vutra2x6TSRSLAfJysrC1arFb/xG7+BdDqNO3fu4JVXXsFPf/pTLvLX1tZgs9kQj8extLQEnU6Hhw8f4uDggEERNKknjXM8HmfkMzUOJ0+exPz8PMrLyzE/P88XgsPhQEtLC+LxOMbHx7GysoKGhgbON6Cinpohyq8h/xzprglcQD68sbExtLa2YmBgAIlEAq2trdjb22PfGlFmjEYjkskkHj58iPLycs5TIGJgaWkpS2J2dnYwNzeH7u5u/Nf/+l/x0ksvYXl5GQqFAqlUCqdOncL6+jpGRkZ4E0HbWjKK0laFjJMulwupVArnz5/HRx999IRBmnT+hJuWSCQIh8OYmJiAzWZjnblarcbo6Ci6urqYLPi0P3TOUZij0+mERCJhdDx5Toiil06n0dHRwSCTg4MDrK+vM+Guvb0dU1NTjEYHgAcPHrDRfHl5mallFosFq6urWFhYQGFhIfb393l4Njg4CJ1Oh/v376O7uxvT09OoqqqCVCpFT08PJBIJXC4XTp48+URYrlQqRUdHB0tV0+k0F9Ake00mk/jSl76EiYkJWK1WvouKiorgcDg4kCwSiXCWEUE9yI/k8Xi40KLBRk1NDYfQFRQUoLa2Fn6/n9ULJNej7dbAwACTKEmSNTQ0BKVSifPnz+Ps2bMs09VoNHA6nWhqasLMzAxsNhvr3QcHB2G1WtlzdOPGDdhsNh6W+nw+Bt1Q6rtEIuFhHwEQjh49+tQHfvR3Jz+Nz+eD1WrlwcP6+jpLrCgQkozZL7/8MqanpxneQ8GG9LfweDy4d+8eb2x9Ph8sFgvy8vJgtVoxOTkJh8MBpVLJhXRPTw+CwSD8fj9LqV966SWMjo5yo0aNgsFggEajYYm52+2GXC6HUqnkwGWSPR89ehT9/f28sTty5AhCoRB7FQ4PD3Hs2DHY7XZEIhEAwJUrV2C1WrG0tMTZWQTSoC2z1WqFRqPB9PQ0w5HoDCWpcnd3N9xuN8bHx9HT04Py8nIMDQ3xliIvLw9tbW2cA7O6ugqTyQSBQICJiQlkZ2fj4sWLPHh44403kJ+fj9raWiiVSrzxxhs4duwY9Ho9fvzjH+PixYvc1BwcHDCExOPxcFOSlZWFnp4eRCIRLCwsMOb66NGjn/jZ+VQ0qomJCUSjUVRVVXHR0tjYiFAohIWFBTaOz83N4d69e8x3X11d5cnb6uoq4+VIEiIWi/HVr34VHR0diEajGBsbQ1FRETQaDerr61FZWcnkBrvdjng8DolEArVajXA4jMLCQqjVaqyvr+Phw4eYnJxEYWEhEzEeR4mRpKOsrIzRibQ9oakVTcbq6upYXlBYWAiXy4WzZ88iFAqhp6cH1dXV+N73vof/83/+D3eupNWfmZnBwcEBH4SHh4dIp9MwmUzw+XxYXl7G9evXcefOHeTl5cHpdOLKlStMNEgkEmhsbMTk5CQWFhYgEong9/vhcrk47bSrqwtqtRrd3d1oaGiAwWBAe3s7Ih+HaJFh8+TJk/y/e+vWLRQWFuLkyZOcgj47O4udnR2Ul5fDarVyaFNzczPrmml6mkql0N7ejtnZWQwNDX2ax+ef/Tl37hwTj4hUQs1qKBRiclF1dTW0Wi0THNRqNfPMybQ4MTEBqVSK69evc5jT0aNH+ULe3d2F1+uFWq3myZRer4dMJuMDksLqenp6+DJ/fONitVqxuLiIxcVFZGdnw2q1QigUIpVKYWlpCcXFxTh27Biqqqp4sjM0NIR4PI6NjQ309fUhEAjwIU60oPX1dZw8eRILCwvsf/J6vQwCWF9fx/j4OPr6+piXLRAIuIglOs/h4SGKi4vZ6Nrd3Y3333+fKVZDQ0NYXl7m5qWoqIjpWqSHjUQinO0RDAZhs9l48qRQKNDW1oZXX30Vv/rVr7CwsMAZHIFAANvb23A4HBgbG2NvVWtrKywWC9xuN0ZHR5FIJHiLODg4iO7ubt6u/GvkHLS3t2N6ehoA2Kz50Ucf4ec//znC4TBvsWiaSySfmZkZBINBRo+OjIwwfcdgMECtVrO2mYYVNB3V6XS8FX7w4AFvHXJzc/HgwQMO19zf34fL5UJrayveeecd1NXVQSKR8OYhEAhAIpHg137t19DT08NyPirMIpEIb11oszU7O8tGWKLBEPWEJI06nQ46nQ69vb3Y39+H1+tFQ0MD6urq0NjYyMWRXC5HdXU1y/8aGxuRnZ3NUtaNjQ0Eg0HeOnu9Xnzve9/Dw4cPUVNTg+rqapYCabVaNDY2sl4ZAOx2O65du8a5C93d3VhcXMT8/DyARzJgp9OJ5uZmBINBaDQajI6O4vDwkD0kRNshI/T8/Dx/vxMTEzh9+jRmZ2dRU1PzqdJz/6U+y8vLuH37NqO0AaCiogI7OzvweDxQKpVssqdtaVVVFcMjent7WQLX1tbGE2qNRsOkv5aWFg41a25uhsFgQGdnJ8MayEO1s7PD26ujR49ie3sbJpMJpaWleOGFF3gT9/7772NnZwdra2tYW1tjfXkmk2EVgd/v59wrtVoNm80GsVgMq9XKdCN6327evImNjQ1MT09zYCENzh5P1t7f30dtbS3LUUjumk6nYTQasbq6Co/Hg8nJSQQCASgUClRWVqKzsxM1NTU4ceIEN570c29ubrIkhvwdnZ2dKC0tZZn3a6+9xkNHp9PJsnACJ3zta1/jgMilpSU0NTXx8FOlUsFmszFqVCaT4cyZM/jud7/LNUkwGEROTg5LfZ7mZ35+HvF4HHNzc9jY2OBinu46Cigm9cTAwACcTidcLhfefPNNpNNpzknb2NiAXq/Hq6++irfeegvAI79KT08PTp06hUgkgsHBQdy5cwdjY2MwGo3s19Xr9WhsbERhYSEODw+xvr6Ouro6+P1+XLlyBXfv3kVubi48Hg86Ojqwvb2Ne/fu8f1KdefOzg4uX76M2dlZZGdnIx6Ps/T361//Ora3t/H666+zXM7r9SISieDWrVvQaDRoa2vjfDOSQ5NfSq1Wo6amBnK5HBqNBh0dHUxiq6mpYRwy+UkoKf3HP/4xS1Xj8Tjcbje6urqwu7uL27dv82Du7t27SKVSOHr0KKekU71JSOGRkREcHBzg5Zdf5iEVZeJsb29DoVDgzTffhMFgQHFxMTKZDDY3NzE1NYVYLIbKykpYLBYYjUa89957GB8f52ehoqLiU2WtCTKfIAaV1qjf+c530NraipmZGS4+i4uLsbW1xYQICs0h7WVeXh6USiV0Oh3EYjFaWlpw6dIlXhn6fD6Ew2E899xzGB8fZx9BSUkJE6jIb0Fpmo//90gSQEzs//E//gdqa2thMBjQ0dGBO3fusLyLNg8ikYhNg1S4+nw+OJ1OiMViXo/b7Xbo9XoUFxczyWRzcxMymQxdXV24evUqT5SpEaJQFIPBwEFaVKT5/X4oFAo4nU5MT0+jp6eHtx2EK7NYLHA6nfD7/ejq6mJNXU5ODgdhUQYDrbkIwSmRSDiwbnl5mQ9bmhxkMhkMDAywP6C3txdOpxPLy8scgkcIWSLi0DQ7Ho8zQUmj0WBnZwcmkwm/93u/x4a8/1cfev5ee+01pFIpfPazn2Wd97FjxzA+Po729nasra3xCjIWi6G2thYikQgOhwMymYz9HUQ/owaCMg7o+SovL+dimDDDlPpqNptRU1ODRCKBhYUFGI1GTE5OcrglgQuOHTuGa9euobm5GSUlJRgeHkY0GsX4+DhefvllLC4uwmQyIRgMwm6389qXnkma+BLRh5LD3377bQSDQbzyyiu4cuUKRCIRSkpKkEql2IBMqD2tVssr//Lycm5iW1paIJPJcPPmTaZ1iMVilJWVsURhY2MDOp0Oi4uLzIyvqqpCJBLBzMwMS/aIoCIUClFdXc2r2EuXLuGZZ55hWeHs7CyqqqqwubnJFBqlUgm9Xo94PM6a8FQqxeZcj8fDEomzZ8/C7XazmXNrawtLS0v40Y9+9P/8+Xv8Gfzggw8wMjKCrq4u9Pf3s9HPaDSy1IJkQBRySJkblPB96tQpjI6OYmRkBGfOnGFds1Kp5MLm3Llz2NjYwNLSEjf/9fX17GsDwLI7Os8kEgkmJydx8eJFjIyMQK1W48SJE4hGo1hfX8f8/DyampqYBNPT0/NEQCKFVRH61Gw2QyAQYHZ2FtXV1bh8+TJqa2sZEtHc3IxIJAKhUIi33noLzz33HN8LZMK22WyQSCSYmJjAysoKrFYrG0MbGxvxwQcfcKAUbWp0Oh22trbgcDhQU1PDJBfi3M/OznL2AuU9uN1u/PznP8e5c+ewv7+P5uZmzMzMYHZ2lrOhyKu3srKCW7dusXeQ0JoUHplOpzkHgYZpXq8XRqORC86FhQW0t7fjL/7iL57q8/fcc88hkUjgs5/9LBea5PWhLRbJjkkyRQMjmUyGxcVFfP3rX0d/fz/jisnU73a7WS5H2wDKNKEzZnl5mYEXRqMROp2OBxxutxsKhQINDQ1s6Cbpq9PpRGtrK2KxGLRaLQ+Gzp07xyb9zc1NJj1R9gqh81dXVzkDan5+Hh988AHOnj3LpEQKkqP7PZ1OQyKR8HbX7/cjHo+zV4Am0O3t7XC73bDb7XjuuecwPz/P4ZZEvmpra+PhndlsZkAMZSVFIhEkEgkIBAIOId3c3ORp8uTkJPx+Pz772c8yoEDxcYbTL37xC+h0Oq5PDg4OsL+/z8hf8nKazWZUV1cDADweD9MNNzc38b/+1/96anfwb//2b6Oqqoo9FUajkTMjpFIpY/HJl0OIW1KIJJNJ3LhxA+fPn4fH4+EmmCR0HR0dLFnMy8tDQ0MDKyqoOFer1byZUyqVPCCx2Wws715bW0N1dTV7XN58802UlZUxah54BPtYXFzk/A4CBfl8Pm7AJRIJ6urqcHh4yGCBvr4+5OXlQS6XQyqV4sqVKzh58iQTSg8PD6HX67kZJlDI3t4eMpkMq31cLhd7g3p6enhoQgZ4tVqN6elp5ObmoqGhgYfWs7OzXHMT6aqhoYHPcQo6PnHiBGZmZiCTyZBMJnlIHQgEcPLkSZw7dw4jIyOYmprC6dOn4fP5cP/+fYY1UUQFhaimUikmKdbU1HDd8od/+Ief6Pn7VM3G7//+7zPxaXR0FJWVldDr9Tg4OMD4+DiOHz+OtbU1zM/Pw2q1csw6rdgo9GViYgItLS3w+/2cxEy0KloHDw8PY2trC1arlVntVHDThVxWVobGxkYAj1a/ra2tHFJHUovKykrOptDr9VhbW+MwKZpAarVaOJ1OTE1Nobq6GhKJBDdv3oTBYMCzzz6LkZEReDwe5uDT2rW1tRVXr15laQzhO/V6Pb8ItOomE1UqlcL4+DgymQwXyCdOnIDD4WCOO6Xg/tt/+2/hcDiwsLAAAByEtr29jXQ6jUAgwGtFmpiGQiE0NjbC7XbD5XLhM5/5DH7605+isLAQFRUVuHfvHnQ6HS5evMj0jVAohNXVVahUKpSVlXFqpdPphMPhQF1dHZtGiUW+sLCAra0t/N3f/d1TO+i++tWv4uzZs7h79y4nYYtEIkxOTqKoqAgymYzxytvb26ivr2dfDq0wb926BZvNhr29PSwvL8NoNPLlND4+jlOnTuHmzZvQ6/Xc/ZvNZigeSysmegOZeA8PD/HlL3+Z5Xqjo6P45je/iatXr2J7exuNjY0YHh5mY6tSqYTBYMC9e/dgNBqhUChgt9sZG0gENzLWER3K7XbD6/Wira0NDx48YPyhTCZjLXBrayuvdWliQiAESnulXIKhoSGenI+MjEAmk6G4uJhNxBMTE5DJZEin06ipqUFhYSEf/NT0EhHI7XZjd3cXCoUC0WgUcrkciUQC2dnZUKlUqK+vx1tvvYWGhgbepFy8eBELCwscDEUo48eb6YODA/YpKT4OA0yn0yyh+8//+T8/1WLvj//4j5GVlcVBTpWVlbh27RouXLiA1dVVDA8PQyAQoKOjAwaDAS6Xi8EFiUQCdXV1mJ+fZ74/GXgdDgcKCgp4KNPX14fa2lo2YQaDQX7vVSoVRCIRlpaWUFtbi/r6euae9/f344tf/CLu37+PEydOwOPxwOFw4MMPP+StJ6WbKxQKeL1eLvAonNJms+Hw8BAajQazs7Ns7Kbi0m6383PS0dGBubk5hEIhfPGLX4Tf74dcLmfuvEwmg0qlYi8fbQUzmQw/616vF+Xl5ZicnGQD7czMDL72ta/h9u3b7JnIycnB0aNHOcBLJBLB7XYz8Wtvb4/DAcm83tLSApFIhDt37qCiogJutxvnzp3D9evXYTQacXh4yGFehF0tLi7GysoKG5xDoRBLHi0WCxYXF5FIJFBdXY0/+ZM/earP39e//nU2OHd2dkKlUuHBgwdwuVzIzc3lwQBJSChLpLe3F+Pj44zepEKht7cX4XAYw8PDePHFF+FyuTA3N4cLFy5ArVZjc3MTLpeLwyFzc3NZelJcXMzBY3S+0Kbjpz/9KV577TUkk0kmD42NjUEikaCoqAjRaBTpdJrJao9LekkqXFhYiF/96le8tSkpKUF5eTkuXryIK1euAABT+c6fP4+bN2+yGZgGYwAQCoWwsbGB4uJi9r1lZWVxvkBBQQHsdjt8Ph+npc/OzuL1119nshS9q0THo5ygnZ0dboYTiQQXZWazmbM1CLJC0/Hx8XFYrVZEPs7/Gh8fZ5nU2toasrKy2FhPwI+qqioMDQ3xUIeksevr6/ibv/mbp9psqFQqnDx5EoFAAENDQ4z5JykmbR/IZ0ED0WQyibKyMkgkEty+fRv19fUoLS1l3HxOTg5KSkrg9XrR09ODmZkZyOVy9mDa7XZkMhneCFOmFAETtre32fOiUqnYd7S6uspm+vr6eg76nZycRGlpKXJzc2EymZBIJBhMQN4y8m88//zzGBoagtFoRFdXFx48eIAHDx6gpKQEFouFZecEZ1AoFMjKyoJGo2GlglQqxd7eHvtJgUe1xLFjx/Dzn/8c1dXVPOhIpVJoaGgA8Ciwb35+nr2llHYul8tRUFDA0Jnh4WF0d3fj3r17aG9vh81mwwcffIALFy5wTUNNVWdnJyYmJrC2tobOzk6IxWImnNJwiAav6+vrKC8vh1KphM/n4/+fQCDA5OQkfvazn32i5+9TeTaee+45LtLol4zFYhxsMzc3h2AwCLlczsbWjY0NjI6OMrmDDNtEeOrs7OTiMBqN4vr169jc3OSUZqfTidLSUthsNk4JLy4uRltbGzc99DLMzMzAYrEwUYlQqUQsuHXrFp599lmUlpZidnaWpylkQm1vb2f9nsVi4fXc0tISLly4gL//+79Hd3c3FAoFLBYLPvjgA5w+fZrXW2TSoSJRIBBwarRSqcTo6ChLec6dO8d8/gcPHnDYEKEIzWYznE4nTxjn5uZ4M0IGVFpzU8NQW1uL6elplg6cP3+eNdaBQIAN7k6nE8FgEMFgkFexZJr0er2Ynp7mLtxms2F+fh4CgYBlGX/8x3+MiooKRsQ+rQ9N1qurq3klPj09DblcjrKyMsbfESkpGAzC4/EwjWlzc5MNjhRqplKpsLa2hmAwiMbGRszNzaG6uhq1tbUoLCzE5OQk3G43Dg8PYTQa2fdBBKGvfOUrGB8fx89//nPI5XJ87nOfw+DgIO7duwe/34+TJ08iGAyipKQElZWVDE1wu92MhhwZGeGG4uDgAAKBAEVFRbxpIQkhaUlJQkQSlo2NDU7YJp0mGf69Xi9PIyh1vKSkhHXEpPE+ODhAY2Mjeyzq6+s5JffYsWPY29vDRx99hHQ6jYqKCv4ZJBIJT/hPnTrFwAgAbKhUqVT40z/9Uzz33HNQKpV45plnMDU1xQa9oaEh3qQplUrOGSEq1d7eHk9rgsEg0650Ot1Tff6AR0F6X/ziF+HxeDA7O4twOIxnnnkGw8PDyM/PR1dXFyKRCOOpyXxNmyDSDhPGMhAIIJPJoKKiAhKJBFKpFB988AFyc3NhMBiwt7fHelp6PkgiotVqkZOTw+98b28vXwgVFRXY2NjAtWvXIJFI8Pzzz6O8vBzV1dXo7+9HOBzG7OwsCgoKeIAhFAq52Umn03j//ffxzDPPMHWttrYW77zzDrRaLbxeL86cOYPa2lpsbGzgzJkzODw8hNPphMlk4mBGyr4YHBzkoVNHRwcWFhY4I+bo0aNwOp1sSH/11VcBPIIgrK+vo6enBy6XiwM6qXCjZ4yyn7a3t2EwGFjyBzxKWKdt3urqKqf7qtVqrKys8LCMitmlpSX09fUhNzcXvb29kMvlGBoaQn19PUZGRjj0igAaT/tTV1eHqqoqDtmLRqOs3yZa0v7+Pjf029vbnAJPiHWHw4Hy8nI29H7/+99HUVERlpaW4PF4YDAYMDExwaSn1dVVGAwGDqWjEN7Z2VlIpVLGAtN5rNPp0NbWhmAwiLGxMdTX18Pv9zMogBoXgUCAvb09fgYpP8bhcGBgYIDlkm63G42Njejq6oLdbsePfvQjJJNJJjh9+9vf5r8tZRNQ3ktDQwNOnDjBlB3yRJBvjDCiyWSSm4mdnR0cP34cBoMBb775Ji5evAidTocbN24gFovx80W+v3g8zh6Cx8lVFy5cwPe//33IZDK0trZieHgY4XCYQzWFQiF8Ph9GR0dhMpmQSqVgMBgYKx6LxdDa2gq9Xo+33nrr/wc5mZycZHPy0/rQ9tTn8+GVV15BVVUVDzq2t7c5l4JCFhcWFniom5WVhZs3b0KhUODUqVMcBEsN/P7+PsRiMQoLC3H9+nUG39B/ToMn2lLRve90OnH58mV89atfxf7+PpqamnD58mU8//zzGBwc5IwUomd6vV5UVVVBJBLx9or+/URzozDlzc1N9PT0YH19HfX19YhEIlhdXUVfXx8aGxv5+49Go9BoNOjv70dWVhaampo4A4yC8Wh7TACFnZ0d9o4oFApUV1djYGAAXq8XZrOZ7QmDg4P41re+BYFAgM7OTni9Xty9excCgYADIZVKJWw2G8bHx/Gtb30Lv/zlL/Hw4UN0dXVhZGQEIpEIZ86cwdjYGH7yk59wrUBbP5JDZzIZhMNh/vdlMhmUlpZicHCQn92PPvoIvb29ODg4YALjJ/l8qs3GH/7hH0KhUPAELBqNoqWlhfnXZA4lYkxBQQEiH/Poidhw+fJltLa2YmhoCEePHkV1dTV+9KMfIRKJ4Ld+67dw584dJv10d3djcHAQfr+fMaF02T6OmY3FYggGgzh+/Dj6+vrQ2dmJ1dVVfP7zn8ff/M3fcEdZUlLC2Qf0kpA2n0yp2dnZ7NY3GAyor6/H5OQkR7h3dnZienoaKpWKC4pYLAa9Xs+rayL7UMge0Z3y8/N51TY8PIzm5mYOC9za2mId38LCAkpLS3H79m389m//NtbW1jhdc2trC8XFxYyntVqtkMvlrPfOzc3looyQgLTG+9GPfoQXX3wRTU1NuHnzJtMLFAoF5ubm8ODBAwiFQp6GR6NRHD16FPX19VhfX+dJRSqVwuLiIqqqqj7xCu2f86Hn78/+7M9QWlqK3d1d9PX1wWw2Y3d3Fz/5yU/Q1taG7u5uzn3Z2trC/v4+SkpKsLa2hq2tLd5WkHTI6/WiqamJTZCtra28Ds7NzUUymWSCCdHVKLldLBZjaWkJCoUC8/PzqK6uZmlFZWUl7HY7+vr6YDKZ0NjYyDjD8fFxzvIgk6fP50M0GmUMKNFkKHPj+eefx3//7/8dTU1NODw8RCKRgFQqhdPpxLFjx3D9+nUcOXKEtbDxeJzTSAFApVKx7IFwhLm5uZyLkEwmYbVaOTdFpVKhuLgYv/jFL3Du3DlYLBZsb2/zlHN3dxcmkwlKpZKzTcrKyhjxOzs7C4lEwgbwmpoaLC8vIy8vDzabDe+99x5MJhNvZWiKScjNTCaDmzdvwmw2o7e3FwMDA9je3kZZWRlGR0dRXFyMdDqN4uJi/NEf/dFTnSz/h//wH3BwcMC+FJLulZWV8XNBdKRgMMjyPCKWAY+8A6urq/B6vejt7UUwGERubi5ycnL4/aNG7PLly3jmmWf4rNrb2+Pnx+v1IpVKoaKiglHCqVQKAwMDOHr0KFZWVvDqq6+yfre/vx9qtRqzs7NoaGhglrpKpWJsbjKZhMPhYDlHQUEBX5Ktra1YWFjg5zAQCHDy94kTJ/Duu++ivLwcWq0Wubm5MJvNnC4vlUoZ5ECTzqysLExOTnLQm1qt5kKNNpRNTU24ceMG2traeJpWXl7OOn9KA6ftJTXr9Byvrq6y5GF/fx+lpaUIBoMc5ElelbKyMszMzECv1zOFijZz6XQaDocDCoUCt27dwje+8Q0MDAxAKBTihz/84VN9/s6fP4+//uu/xvXr19HS0oK3334boVAIR44cQTQaRSAQ4OHEzMzMEzpynU6H5eVl6PV6pNNpBINBNDc345/+6Z8QCATwJ3/yJ1haWuJtxAsvvMA0IdKhPy5NoiKSMJ6kQDhx4gRu376Nuro6eDweKD7O8dDpdFz0FxUVIRwOMzXL6/VCKpXCYDDA5/NBJBKhpqYGYrEY169fx/7+Pl588UX81V/9FXp6eni7JZFIkEql4HA4oNVqUVBQAIfDgYaGBi6WNjY2GD5ACHhSN2RnZ6O/v5/vZpKTktxpa2uLp/gfffQRBAIBysrKYDAYmDxIeOW5uTm88sormJ2dZZl2RUUF9vf3cXh4iM3NTaZJ9fX1ccYRbZWrq6vh9/uZEuj1eqFSqaBWq3mTREASrVbLQan/7t/9u6d2B//mb/4mzpw5w0MpCryzWCyMXqfJ/vDwMFwuF9rb21k6SXASoVCI5eVlZGdn89aIIA8UFkn5LhqNBkVFRVhfX+ctB5FJKWOLkLMEwaEhj9vtRlNTE+7cuYMjR44w+ZGyNEgiTrkV5FcjxG5eXh4bpAmdvL+/D71ej4mJCc56sdlsmJ2dhcVigcfjgUAgYDQvBZKS4kAkEkGpVMJut+OVV17BrVu3YLVa4XA4cPToUfzwhz/E5z73OQSDQSZDAmCLweLiIt8BNIyzWq0wmUz40Y9+hOPHj8Pn87GX+cc//jHLI10uF0wmE6anp/Hyyy8zqGh8fJyHMPS+UngiKTmmpqa4tg4EAmhpacHVq1fx85///F9eRvXmm29y+mtxcTGWl5d5WhIIBBAIBJj7G4vFYLfbUVJSAplMBo/Hg6qqKmxsbKCurg7vvPMO2tvbkclkYLfb0d7eznQSl8uFsrIyAGDpAEmTKOOA6EDJZBIffvghr4ZoaiCVSnl1lpeXh48++gj19fWYnp6G3W5Hd3c3gsEghEIha9+Ki4tRX1/PXPmRkRGcOnUKa2trHLiTl5fHAWh7e3ts0r1y5QpisRhqamowOTnJFxwlkkciEcRiMbhcLsZckkRnfX0dfr+fA81GRkY4hTOdTsPn8/EkLx6Po7q6GqlUCkNDQ9Bqtejs7MT29jZfJtScUQgTkV8+/PBD/Nqv/RrGxsZQXl4OiUTCCdHkw8jJyUF2djbW1taYHLS4uMjJ5STTIknb0yj2HpdRke6bwoEAcJFBmkYK36EgK+LNUwE8MjLC4VZutxttbW3Y2dnhSQPRqghhrNVqEQwGWea0srICu90Os9mM/Px8WK1WjI6OQq/Xw2q1Mubv8alHQUEBh/RRGBttIIhetLe3x6nZBDQgj5Db7cbRo0dx/fp1VFRUML6R3rHS0lL80z/90xOXKJFKaFuwvb2NmZkZ1NTUMKhBo9FAo9FgfX0dvb29/O995513YDabOQ9hamoKKysrKCkpYand4eEhQqEQh9QVFBRwCJzJZIJYLMb09DQsFgvnOrjdbp4ok/lzfX0da2trMJlMPOEkszIZ52ZmZtDc3Ix0Oo133nkHer0eJ0+exO///u8/1WLvv/23/waPx4OKigrW/y4uLiInJwddXV14+PAhB+2R4dlisUCn02FmZgb19fVMPLp06RKqqqo4qFEmk2FmZgYKhQJFRUVsJgyFQiwjraqq4gZAIpEwypYoZFRw0YXX0NCA9fV1VFRUYGtrC2KxmKWHFBRKIZHLy8vsTcrLy8Ps7CznexART6VS8cWvVCoZf2mz2ZjLLhaL4fP5+NkrLCxk7TkZMUtLS7G/v4/l5WVUVlYiFothbGwMZ86cwUcffYSKigoolUosLy9zmnV5eTmi0SiWlpZQWlrKFz/5PUgiI5PJMDw8DLFYjGvXruFb3/oWCgoKMDMzww3MmTNncO/ePd6oyeVypg56PB4MDw9zAeVyudDb24ulpSWUl5djcHAQyWQSbW1tT73Z/eM//mNkZ2fj+vXr+IM/+AM4HA4+O1KpFEpLS9kjZDabkZWVhbW1NahUKvh8PvT39+PVV1/l9215eZllRs8//zycTid0Oh0TvejvSlIUyjqhxpi2dlarFU6nk/X5ubm5/Gy0trbC5/Nhb2+PfRu0tSD0en19Pf+s9PtSrsTm5ibq6+sRCASg1WqZdElb7K985Suco6T4OHBQoVCgrq4OW1tbcLlcXHySDPjxYVQymUQgEEB5eTlWV1fR29uLH/3oRygoKOCz2Ol0stH48UyEg4MDLvwJ2RqJRNDd3Q2BQIC3334bZ86cwc7ODo4ePYp/+Id/YF+ez+dDXV0dfD4fFB8HGFKGFtUvVCfQ1tdut6OyshKJRALJZBJHjx7FSy+99NTu4Pfffx9Xrlzh34GGmiRRLCkpwd7eHnZ3d7nJLSwsRH5+PiOxCQF+eHjI3zmpSUQiEWPRjxw5wl7XaDQKhULBQwUqpMnnR6qFhw8fwmazIZlM4uWXX8bDhw9x5coVfOYzn0EoFIJKpYLL5YJarUZ+fj5vSpLJJNRqNeebbG9vY3Z2lkmKFHhqs9kYX0uhtmVlZRwGWllZiZmZGWg0GvT09ECpVMLhcDBMIplMMnXN5/PhxRdfxMDAABYXF9lPF4/H0djYCKfTyblDe3t7kMlkWF1d5SZ8cnKSM4msVit2d3cxPT3NyoPx8XGcPn0aSqWSc51IYj88PMxnKHlFyS+ZSCQY07u1tfWEOuTu3bt4/fXX8cEHH2B/fx+xWAxvvvnmv3yz8Qd/8AdctLjdbuh0OuTm5kKtVnNORF5eHqcO0qVHASFEOurv74dGo4FIJGICxuTkJF577TWsrKwwU51kBhsbG4zKo6krYXaJ0ywSieDxeHiqTwQf+s8qKysZvZidnQ25XA6z2czaZ/pnKTsjGo1yh5yTk4PBwUH83u/9Ht555x3WlS4tLaG6uhoymQz5+fn4q7/6Kw4mSiQS2NnZQWFhITdORNKiRqCkpIQ56MePH0c8HmfmfDwe5xdaKpVCIpGwppDQfiRjSqVS0Gg0/DJRuM309DQHFabTaXR3dzN9ymw2o7i4GMFgEPfv38f58+d5skhSuYODAwiFQuzt7TGSlbZLfr8fTqcTb7/99lM76P7Tf/pPODw8hMlkgtfrxdLSEnZ2dmC1WiGVSqFWq5FIJNiEqFAosLKygpGRES56TCYTFhcXoVarkZ2djampKdTU1DCGj4oqMplrNBo+UGtqaphxToZzr9fLB9X29jaampp41U2bjlgsxjkl9D3RYXx4eAifz4fs7Gw2pOl0Or6cgUeJphKJBIuLi6ioqEBZWRncbjfGxsbQ1taG+/fvM95Pq9Vy4CHp8rOzs9lEubq6iq6uLhQXF6O/vx9erxff/OY3ce3aNRgMBk7/TaVS+M53voP+/n4mfdFEk5oZCpsig6jT6eREd9pwkPF9dHQUSqWSL0oy4FOGCE3Kc3NzWRbi9/uRSCSwvLzMtA1C/K2trSE3N/epezZ+93d/FyqVCnt7exzWRVNao9GIkpISbG5uwuv1cg5HYWEhGhsbMTIygvn5eRw/fhxXr17FkSNH8PDhQ5jNZuTl5THpizZblLZsNpvZ+G+327l5np2dhUwmw4kTJzA/Pw+lUonGxka88847cLvdeOWVV+DxeHgVTjx7KhxnZmZQUlICjUbDUkGxWAy/34/q6mrWQROAY319HRMTE5wkS3lGGo0Gcrkcw8PDODw8RG1tLYRCIaxWK0KhEJxOJzKZDD8zHo8HS0tLrG8uLy/nTJq8vDye8l66dImfDWrCaaPs8/mwv7+P4uJi3orRu1RaWsobQmqE5XI5QqEQI1YplI4kXxqNBpGPE7dp2ldVVYVAIMCy3EgkArPZDLfbjfr6eng8HvyX//Jfnurz9/3vf5/Tj1OpFEtuLl++zIMPkjylUinGelPqOHlw5ubmGHlJhmwaFlLYLPkv29ra+DsgP1VDQwM0Gg2HW9IzSez+2dlZhEIh9Pb2oq+vj83Nq6urSKfTsNlsHNgHAMXFxXx2FxcXc3NAG1/Cf09PT+PYsWNYWlriO/rcuXOIRqOYnZ1lL4VQKOQ6RKFQIBAIYHl5mYc7hK8lr6nH42EaoUqlwo0bN9DR0YH333+fBwGUd0U0Nb/fz1kHsViMpbAkg93Y2EBNTQ2cTidUKhUmJibYO1NWVsYae3ouJRIJhzUSKZBChvPz81k+RZjYeDyO2tpafPWrX31qd/BPfvITfqdsNhsuXbqExsZGftYKCwsBPJI3lpaW8vsjl8tRVFQEt9sNoVAIuVwOgUCAlZUVHlRTxk/k46DXQCCArKwshEIhHm4vLy/DbDajsrKS74zIx8G95CerrKyE0WjEzZs30d3djZWVFWRnZ+Pw8JAHRU1NTRgdHYVWq0VRURFGRkYgFAphsVj4ZyEoAG2xqQ6lf252dha1tbUYHx9ngNHjkm2BQAClUsk+pfz8fAwNDWFrawvhcBhf+cpXsLOzw+9EOBxGS0sLFhYWYLfbUVFRwdussbEx5OXlISsrCzabDVqtlvH3ZWVlLPNKJpMYGhrC8ePHMTo6CrlcjiNHjuDatWsYGBhAb28vKioq8D//5//EV7/6VczMzKCoqAi1tbVIpVJ8rlLTFQ6Hsbe3h8LCQs4FMxgM/Dd1uVz4sz/7s395z0YgEGA6gEajwczMDI4ePQqBQMCJ2JFIhAk1ZDYksgflOMhksidCz06dOoWRkRHk5+ezJpJMeZFIhP0hRDohagkFPO3t7eH48eNobm5mzf3u7i40Gs0TtKCpqSnOtohGo9w4qdVqDi+il7iuro59KFqtFhcvXkQymeROMisrixOiCbHW3d0NsViM3d1d1oJKJBIuzrq7u5lYQwYctVqNsrIyJBIJfPjhhygvL8cXvvAFxONx9Pf3s8Y+FArBZDKx+e/g4ICLh2g0ylIckmwRRo0wbxT0dXh4yAExH3zwAT7zmc+gtLQU4XCYw5WEQuEToXjJZJIbDwobS6fTOHXq1FMNVZPL5VhcXITBYMDy8jJKS0uxtbWFqakpFBYWcoBYIBDgCbFGo8EXvvAFzq2gbZbX68XJkyefwNbRIbq3t4fs7Gy0tbXhypUrKCkpwYULF5CVlYWVlRWkUinWY6ZSKVRXV/NUeG1tjQ9PImsQ9QV41GRQMCFtTNLpNGuAx8bG4HK5npDc0WZgamoK7e3tvE7+1re+hf7+fjQ1NTGKl5ooYsSHw2H2EhFdaGxsDB988AFrrS9fvoyVlRVMTk5CpVLBaDQiNzcXP/zhDxEKhdDe3s4Jq/SOUPJpOp1miWNeXh7m5+dRVVWFDz/8ENnZ2RAIBPB6vXA6nejq6kIsFkNJSQk8Hg9cLhc8Hg96e3shkUg4VDIajWJtbY21toTkI7zm/fv3WarztD+Uf9HV1cXf6/LyMsrKyqBWq7GxsYGtrS3WxG5ubjInfW1tDadOnWJtMJ0rc3NzTCxra2tjvw1thyg/gZpoAk/s7OzA5XIx/rm6upqTuOvq6rC2tgar1Yrh4WHeoi0tLWF3dxfl5eUoKytjrxxRpcggTWnjFCj4t3/7t4wyJRS3TCbj4dGZM2fQ3NzM+UT7+/uYmJiAz+dj2hltEXZ3dwGAPSyUs0HI8JqaGpbrKZVKbr5mZ2dx5swZmEwm5OXlsYF2aWmJQzCzsrIwNDTERdna2toTGMrbt28zyWpychKZTAYNDQ1MY4pEIigtLWVoQyaTYTAIkXdsNhsikci/yvM3MTHBU/vx8XEuUnp7e5FOp9mzuLGxwYF7ra2tSKVSTKuamJjgsD3Cr6ZSKXR0dPD5TvdORUUF4zMbGhr4vFQoFNjZ2eHtFt07NpsN169fZ0yu3W7H1tYWvF4vnn32WQgEAuh0OoyOjsJqtaKlpYXPZbVazQ0eod4NBgOAR16BjY0N5OTkQKvVMna9rKwMW1tbGBoaglqt5iyahYUFrldMJhPnE6jVagiFQiZGtbe3Y2lpiSW5Wq0W165dw+/+7u/i5s2buHDhAvLz81lhQbk0JK/b2dmBwWCAyWTiHI9kMvkERpW8CLW1tRgYGOBsj+7ubgB4Au1LkBMCQlDS9cLCAp577jnOibp27RqOHz/Ofq6n9VlcXGRC0Y0bN7gRoxqPtgyE1SaoSjKZRCaTYX+KWq3G+Pg4S6tee+01Dm42Go3Y2dnBxsYGKisrkZ2dDa/XC6/Xy3liDx48QGFhIbKzs1FYWMiZJDk5OXjw4AHTGwOBAI4dO4Zf/vKXaG5uRiKRgNPp5LC6x6mmAoEAU1NT/G4XFRVhdXUVwWAQTqcT6+vrOH/+PMbHxzE5OYm2tjYYDAZueEwmE3Z2dthkXVxczJ5mqVTKklODwcC158TEBMuUs7OzsbGxgZmZGYbyUL6aWCxGV1cXU7G2t7dZCk31ON3narUad+7c4cG52+1GIBCATqeDUqnEyMgIBxZSbUcGcrJD0MaGFDo2mw3vvPMOurq6oNVqGf1rs9k+8bPzqZqN4uJiJidIpVKeYNDLTCtAkUjEsiOPx4OioiLGaFHTQF1iQ0MDy6ju3bvHRudUKgWbzca4M1qd0tQ2JyeHdaOLi4uYmJhgmZbVakUikWAiAQA2GM7NzUGhUOCZZ56BTqfDP/zDP7D0g7YINLkko7dUKkUmk8FHH32Enp4eVFZWwuPxIBaLMQqNNNRyuZwlD2R4oyA0MtYRKaSlpYXXySsrK0xOCofDsNvtiMVi+PznPw+32w2ZTAaNRsNNhtlsxs7ODiYnJ1lDSA+aVCrlwpmkY5FIhLcC9P1pNBqWxuzs7GBzcxNarRZ6vR6lpaXY2dlhCo3H40FeXh5aWlowMDCAmpoaTExMfJrH55/9obX69PQ0ZDIZFxmEwnM4HIwZJnQrAIyPj/M2RiQS4ZlnnuFk8bKyMiwtLWFhYYHlLSaTCVeuXEF+fj6OHDnC2zVCHDY1NSE7OxtOp5PzWra3t3kLcvz4cbz++uv4+7//e25k6BJMpVKwWCw8WVUoFNDpdIjFYmzEJ0IOyWmcTifsdju+8IUvwGg0or+/nxnuZDTs7Oxk4EFOTg4KCgr4gg2FQhgfH8fc3Bx6e3thNBoxMzMDg8HAEziz2YzNzU00NTXxts3v96OtrY0Nz6lUirHS0WgUIpEI8Xgcq6ur7NsSCAQYGhrigoVCgvLy8vjCpsBAiUQCjUaD5eVl9iJQ8070OrocYrEYpFIp9Ho9dnd3ObjzaX8o2IkukJKSElRVVSEnJweTk5NQKpXIzs5mZLDVauULRiQSseSK0q1tNht7Vurr62E2m1mK5PV6eYoslUoZHbm3tweHw4FUKoXCwkIuSkQiESNAI5EIjh07BpfLxRJJn8+HeDyO3NxcDlRTKBQQCoWMoCwqKkIikeDBTDqdxtLSEs6dO8d6X5/Ph9OnT7NZkjwOpJumUM39/X2YzWZEo1GGJJBk6cKFC9jY2EBZWRmqq6vxgx/8gKlwZEoOBoPIy8tDTU0Nm4nHx8dhNBo5uZlW/S6XC0qlEmq1GrW1tdDr9U9kEszNzbFMCsATU2bKSFKpVGhpaWH0M8l0iZpEeOmdnR0edjztz7lz5zA+Po7FxUV0dHRgcHAQDocDtbW1AB5BMQoKCliimJOTA7FYjJs3b8Jms8Hr9aKjowM+nw9vvPEG2tvbOdyQBmXxeJzlWC6XCzqdjlGnNNAgmdTh4SH7HBOJBO7fv49MJsMJ7TKZDC0tLQxloedjf38fDx8+hMVi4WwZksAKhUIsLCxAKpVysjOR2qxWK+bn53njThkxZB5eW1uDQqGAQqHgWoMGIqRvJykLBewS3WlsbIxzOa5du4aqqioMDg5id3cX58+f53BYkUgEi8WCyspK9jfRfWCxWHhoRynQNKj88z//c6hUKrS2tjL6FAA3+iRhpqDPSCTCXkGFQoHbt2/DbDZjYWEBOp0OCoWCNwlP6zM4OMjhznK5nO/O2tpaztswGAxYW1uDw+HgRPqDgwNsbGxAo9EgJycHi4uLkMlkCAQCqKur440QScvIHJ/JZLhmorOVULX0t6TclMPDQ5YBxeNx9vQMDAygoKAAb7/9Nl588UWGGWi1Wvh8Pvh8Pk7z9vv9MJlM0Ol0PNSORCLsK7t9+zZUKhVTS2dnZzn9O5PJQCgUIhAIMIiCQCrU1KRSKfYvTU9PI5PJoL+/H2azGfPz8zh69CibuumcFovFiEQiWF5e5kZvf3+fs+ZycnKgVCrZRwYADQ0N/C6/+eab+MpXvsLe1KysLN64FxYWMqkzkUiwWZwyfOrq6jgjxmg0or6+Hg8fPuQ6lYYBn+TzqZoNgUCAvLw8HBwcIJVKoa2tDRqNBgUFBfzFkWSDJFSk1Q4Ggzhy5AhWVlZYLuL1euHz+Vh+MjAwwAZfg8HAGQMulwvb29tIJpNsPKdOTSgUor6+HjqdDu3t7bwtGB0dZcazRqOB1+vlPACBQIA333yTi3fS/CYSCQ5zIjc+bWNooxEOh+HxePghp5RSSsuk0ECS2uzv72NlZYU558CjQ6SzsxPj4+P8oExPT6OsrIxfUApFm52dRSaTQSKR4O1ROp3GwMAATwUDgQDW1tYQCoVQU1PDmFqa8qnVamxtbbFpSywWs2GT1n6rq6uMqSOGM5nNaduhUqng8Xggl8uRSqVY5vO0PiMjI6ipqUEymURBQQGSySRWVlZw9OhRTnGORCLQaDQwm81Ip9OcSq3T6WCz2bC1tYWxsTFIpVKm8LhcLpSUlECn00Eul8PhcKC0tJTX3/RyHh4eIhKJYGJiAnK5HI2NjSz1kUgk7I2IRqN4++23WWpVXl4Ot9uN4uJi+Hw+eDweDsekgySdTjNIwefzcXPj8/nQ1NTEDTxtcWprazE0NIQLFy7g2rVrWFtbQ3FxMa+SSR5B0zIqkGmqMzQ0hLm5OWg0GshkMhgMBmRnZ2NsbIzT5yn9nJLHKZSvsLAQ4+PjSCaTaGpqglqtZr005bKQhNDr9WJvb4/DCYPBIGQyGSYnJ6HT6ZiGRajcnZ0dqFQqzpTZ29tDdXU19vf3cePGDZw6dYqfyZWVlaf6/AGP8LVyuZzX5oODgzCbzSw/IYMnDV/S6TQ3XWKxGIuLi7BYLIjH4ygoKGAQxcLCAoMNiPVP07elpSXI5XJkZ2fz9jI/Px8KhYKHOm63m/NzgEcbNArkSyQS6OjogOLjBO7JyUnW5Xo8Hp5w05SRnpnGxkZIpVLcv38feXl5uHjxIgYGBlBdXc3bOzobJicnUV5eDrlczsbZ3NxcbpDkcjn/zmTozc3NRX9/P3v0VldX2Txqs9mQlZWFkZERxGIxKBQKmEwmTksn7CVduBTw6na72YsyPDyM+fl5DjYlc/Th4SFUKhUPCMgTR0F49HdTKBQcaLizs4Pm5mbo9fonNllP+9Pf38+5K7SlJUAInftE8CFJjkAgYBoaSVfi8TgbRC0WyxPYd4fDAQA8VCSqHD33wWAQDoeDzy5qpN1uN8LhMHQ6HVZWVhjRabFYMDQ0BJvNhqWlJdaXkwSOzNhKpZLfk7q6OgwPD6OsrAzz8/PIzc1FIBDgTKra2lqMjo6iv78fFy5c4FwNajRXV1dZShuPx+Hz+VgKSgjcw8ND7OzsIBgMQqlU4vnnn8fm5iZSqRSTtSjNmuAZOTk5nJ9FkBx6VyljJxQKcVK0Wq2GTqfD8PAwampq0NrayhIZvV7PTcbBwQEbxmmYsrW1xRtkqn0ILU7f4SdQwf+LfihUlRDIGo2GzwAaAIlEIn439vb2uAAmBQw9X3K5HJWVlQgEAtja2sLKygqOHz+OWCzGm8RAIAC/38+eVZfLxWdXSUkJtra2OJx5f38fgUAARqORDdrkJRSLxWhubuZ8K4/HwwPtgoICVnNotVqUl5dja2sLgUAAFRUVuHTpEgf/njhxgnH3NTU1ePjwIQ90CbZDGw2JRMJAAvIg0aBOLpdjfn6eSW2FhYWoqanB4uIiSkpK0NLSwiANiUTC2TXAIx9zKpViDL1er0coFEJBQQFniXi9XtTV1WFlZQXNzc0YGRnB888/j/fee4/lj9SgU42rUqlwcHCAlZUV3gLSd6tQKJCbm4uHDx/C6XTixIkTmJubw8OHDz/xs/OpuGlEwqEflGQkFEbi9/sxOTkJu92O9fV1iMViVFdXczebTCaZWU1TF/IeUDIpXXxUAO/s7GB3dxdisRgGg4G/kHA4jDt37vDKbXNzE3fu3GEmcV1dHZLJJGvvVSoVgsEgCgsLkclkUFtby9PjwsJC7O/vsxxpeXmZNa+pVArJZBJmsxlCoRDPPPMMNjc3OS+hsrISYrEYKysrSCaTyM/PRzAYZH0hMagLCgpQW1uLqqoq7OzsIB6PIxKJQCAQwGazoaWlBcFgEO3t7XyAEdaRNMfEsS4vL4dCoUAoFGIsZWlpKerq6iAQCDA3N8d/k8bGRj4YlpeXmYZEqLPDw0MIBAKoVCp+uMkkTfjbgoICNnxSoFNubu6nwp79S3wqKysxPz/PB01jYyOHwtGzuL+/zxSF/Px8GI1GFBUV8bbH4/FArVY/4ZkgY/LBwQHLmqanp5GXl8eTu1QqxYQxSk+mCahAIGCKklAoZAoUeRwmJychEAiY5U3brlgsxvkufr+fp120naCJ9OTkJBeIlHBM/h0K8/L7/XwhUuo9TYlJe0qyj7GxMVRXV6OiooInooT+k0qlOHnyJA4ODnDjxg3W3JMpcnd3F6FQCLm5uSxbkcvlrJsnulogEODiVSAQwGKxQCAQQC6Xs7erqKgIGo0Gp06dgk6ng9lsZnAByfZisRivx7u7u7kwpIb/aX/y8/Nhs9mg1+s55TudTrPenM4RumQjH+cHZGdnY3V1lTeoWq0WDoeDpYl5eXnsf8tkMqiurmaKHmVAkCGVyGZlZWWsryfZ3Pr6OiNJr1+/zgnEKysrnAh/cHAAtVrN77zdbmfYx+OGbwpgJLgCyarodyRiWzAYZA19NBrlgRD5v8hzQdJaIrDFYjGYzWY4HA4OTwXAFywVyAD4O338P6fNHfBoor+5ucla/3A4jEAgAJVKxdNV2ryRVG98fBwjIyNstg0EApibm0MgEGAKTG5uLtPcZmZmkJWVhezsbM72edof8iySmTgUCqG0tBRtbW0cqKbT6Vh/7fF4sLKyglAohLm5OQ6wzcnJwezsLJxOJwNPCA6xv7/PMioqfmlQMjY2xgVlIpFA5OOgVBpY6HQ6BINBlmhEo1E+l9bX17G7u8vPM21SCCAzOjrKsg7gkUSKNpo0SQ0EAtjd3eUmlgzCRG8SCoUc/CuTyRhRTEU5STUVCgXy8vIwNzfHTcXU1BSGh4e5HshkMqiqqkIikcDQ0BDC4TArBMgIfnh4yMZcolqWlJRge3ubC8hQKITIx8GRWVlZ2N/fx9zcHJLJJOLxOPR6PRoaGpBMJuF2u3nyTcME0v7T8IrkhTU1NQzBeVofqpkIWkF4dIIGRKNReL1ePrO1Wi3LhAsKCphWSt6fcDgMuVyOubk5RiITAWppaQlbW1uMYN7a2uLaiaSYCoWCwSG5ubmQyWQQiUQ8lNvd3eX3w2AwMBGP/LjkGSHPJ9FAr169Co/Hg5GRETam01ClsbGRIRharRbr6+sMOiLZqFQqhVQqZWIfxTj09/djf38f2dnZOHfuHNLpNFpbW5FIJFBYWMjbHQpaFolE7BOlBndlZQW7u7usYJBIJOybonsiLy+PYUEmkwkajYYDpEmpcHh4yP6ToqIirn/MZjMaGhogEolYRkWkWcK5051O7+on+XyqZoOMLPF4HDKZjMPwqNvU6/WwWCwczpWfn8+TFYVCgYcPH3Lxuru7C71ej4KCAjaYx2Ix5Ofnc2FFh2kkEuGJHk3dCKFIkhPS9ubl5SEvL48vFbFYDLvdzl4Jg8GA3d1d9koYjUaePpKZtaKigqc5oVAIPp8PfX19LHMCHq3h/X4/Ll26xM0USWYUCgU/2HQ5UYIkIQddLheEQiGam5uxsrKC/f19phwIhUIu7sgESZM9AJibm0M0GuWkaZ1Oh/r6en5gYrEYlEolAMDpdCIrK4ubLnrRgUe8aZoq0c8Wj8eZI67T6XiiTVIvYvGTFO5pfpaXlzlldWtrC9FolGkpNJFSKBRIJpOYm5vjwLLDw0Nu7kizS7ktpaWliMViuHv3LptmCwoKcOTIEV7b0veQk5PDza5UKkV2djaysrIYl0i5KbSto+C33NxcXrNTXgYFWREogFI7s7KymMNNUzryCFHxlEgkcPnyZZw+fRpLS0ts3Kf3Ui6XIzc3F/n5+QxxIKIJoZkrKiqQk5MDgUDAzREA1gCTFvbg4IDfZcpFIEQhrZjJy3FwcACDwcCYQ61WC4PBgOLiYm60KAW6ra0NKysrvOmkVTpNammCSLpT2ohQEUuH+dP+0OaJ8n4EAgGEQiGUSiUX1LQ11Gg0KC4uhlwux+joKDf21MyXlJTAZrPxBIkMuPF4HKOjo5BKpaiurobVamVSmkajQUlJCRdg2dnZCAaDfF5RMxyLxdiLRZIgpVKJyclJ/k6zs7NRXFz8RNgZpehScXNwcIB0Os3nLRWDa2trfEYD4O0TTasLCwshkUh4c5uTk8PTuFQqxShggmtQYB5JI4aGhp6QJ6ytrTE1BgCHpRFoYGtrC2q1mhPLnU4n58VYrVYsLCxgbm4OiUTiCe2/SqVizxFtiff29qBQKFBQUICioiJUVFTAYrGguLj4CR8ASQ2e5sfj8TAMgEI4aZBCxT0NAGljuL29zXcy0cbC4TCEQiGampo4dJZM9kajER0dHRAIBGhra+NBjEQi4W3x1tYWBAIBe3DISLqxscGUSWpepFIpyzLJ0F5UVMTyK5/Ph0wmw8ndVIQWFhZCqVRCLpfzc0bhnsCj5PSysjKMjIzwdJaGMA6HgzcENEk2mUy8dUyn09jb2+NBU1FREVKpFMsjicQ3NzeHoqIibG9vw+FwsDGf8nLq6uqg1+u5KKMB1tbWFqsRbt26hezsbLS0tEAgEPDmTSQS8dlxeHjIeFSSm0okEh6KVVRUQPFxkKVIJIJOp0NTUxMPAZ/WhwickUgEMzMzODg4QH5+Pg4ODtjnqVarIZPJeOBC23DaKmm1WkbYt7e386AqKyuL/y9BLag2IajO/v4+f9d0/9CHwBL0nG9tbWF2dhZTU1Pc3BB+nIaVNEwmUBEBBrRaLYMAmpqaYDAYYDabAYA3B0tLSyguLmbTeW1tLUQiEZ+PsVgMwCNzfTwe56HU9vY2PB4PB1DT+5tIJNDV1QWPx4OsrCwMDw8jkUhgfn6eaz0AKCwsZAQ/BTlTLEI6nWZkL/lAqqqqUFpairW1NRgMBmg0micaZ6FQyINLkvACjwY4BIYQi8W8qTOZTHj//ffhdrtRV1f3iZ+dT9VskLSINPIikQhGoxH7+/tctALAzs4Oo7pUKhUXetSFkRm5sLCQsXRisRhGo5FzJAix6/f7kZOTA8XHCc4k8dHr9eju7mZMaTgcZg0gMZRzc3MhFouhVqt5TZRKpTh1kkxBBQUFbHZpbm6GSqVCLBZjwyBlItTW1iIQCEAmk6Gvrw+xWAxTU1Msa9jf3+ckzNLSUmi1WtYREiaOwszS6TRKSkqwu7vLCZBES8hkMtBqtZz+S6Y8mr75/X4OS8vPz4ff78fi4iJvU1QqFeRyORe0VVVVvJ0hjV0mk+GigHjpdEgGg0FuEim3gUxKpCsletfT/EgkEhgMBojFYoyPj3MTQX4BavhkMhlTyGQyGXw+H0s75HI5SkpKmIxD0ol4PM7NQjgchtVqRTQaxdbWFpt+SaZCzSg1v/Siky8kEolgfHycjbtZWVn87MZiMZarEaKZnlfSLpeXl/MEjBodKtwEAgHrNgmtTOhcev8SiQQMBgOMRiMXedFoFFqtFnV1dUx6IkMakaxoBUvTEKFQiMLCQs4xoIKDtOyUOFpQUIDCwkIYDAYoPk5O1el0/PNvbm7yYUtSCRosbG5uwm638/t4eHjIzVIikeBhw97eHj+D9O+nw/xpfigtmAx6tPInvLRMJmPvl8lk4ks1HA4jNzcXXq8XWq0WTU1NKCgo4GlsPB7H2toavF4v9Ho9S9ESiQRP+Ai1qFQq2btCpLpUKoVwOMyITMrIIHRkfn4+kskkn9+hUAgulws+n48pJ7QxI4Px+vo6EokEotEo/84ikYg561QMHh4eMpUvHA6zLOHg4ID/lltbW3xu0XNA2FHappDnJRQKMbSDtiICgYAbO2rkiY+fk5ODwsJCDiSkRjccDsPpdDLRpbCwkBtheqcpJJDkO8Cj6Td995ubm3C73bxl9vv9UKlUvBF82p/Ix0Fch4eHjImlQQTlXITDYaysrMDj8eDg4IDlt1QUVlVV8ftKeGG1Wo2pqSmoVCou8N1uN9/ldD7u7e3xhDmRSMDn8yE/P5+9EQUFBWz8P336NHuFyPgcCoUgkUhY4kmUINp6ktdRq9Wy7j6RSKCoqAh6vR7hcBjLy8tctJIpPScnh8PYaEhCSgn6mWizQMUWoZNpgCMWi1FUVISJiQnU1tZCrVZzwUxSIZFIBLFYzIZhGg7R8Ik2uyTPIT9oMplEc3MzBAIB5xsRYIGm0nq9/gna3uN6fZ/Ph9nZWa4RYrEYhoaGnnqzQaQoANys07aezrlwOMwNAb2fNMxcX19HJBKBUqnkLKJwOMyAEdo60u9Nw1HaiKpUKpjNZiiVSvj9fvZx0cQ/EokgPz8fDQ0NLNNaX19nf4xSqURFRQUrXAoLC7mZXFhYwNLSEudUpVIpftYpYDA7Oxv5+fmIRCIIBoOYnZ3lQVN1dTUEAgHy8/NZDvv4O6nRaFBfXw+tVssbONqGUzbO3t4epFIpD2nojqeGmwZwlL1C8rKysjK+jxQKBfb29iASiTj/ihrbtbU16PV62Gw2rpNCoRACgQAT1WgYFo/H4XA42BpAlM6srCzebNNm+ZN8PlWzQemKtLaPRqMsUcnOzsbm5iavm6LRKIBHujy6AEgqQOZS+kPQwVhfX4+amhpIJBK4XC6+IAj7KBKJeGKo1+uh1+u526V1I2V+0EP7uP6NNP2UlUAXIDVNOp0OBoOBi1G6iHJzc1FfX8+TctriUPEbDAaxtraGnZ0dRKNRbqYA8CFIUyGJRIIjR47wBNjlcnGjRU0VhSRlMhlIpdInSFM0TSIdJE08abpN0ggyz5G+VCQS8e9FsgKlUskkDCoc1Go1DAYDCgoKuGChsDkAzFGPRCI8YXpan5ycHFRWVvKEh34mSq0nbw1N9aPRKFOoaAJHFyPp2SmlvaenB06nk6fxZKSl7QUZLelyIUIFbbPm5+c520AoFPJE2+VyYXFxEQqFAiqVClqtFjU1NRAKhYw3pYOMCCQklQiHw2xKzMvLg1gsxtzcHBdq/f39vAGjzdPy8jKv5qVSKba3t9nvREWqz+dj6cDGxgZKS0uxvr6OnJwc1NfXM1KZpqTUtBNOlExuVGDk5+ejsrKStw0LCws8+U6n09jd3cXa2hqT0/Lz8wEAer0eNTU1TOwQiUR8XtB3TSv6kpISCIVCJlhRCNPT/tABTdN/+l1SqRQXUWRE3d/fx+rqKjdvtF0grTbhVAnFvL29zZ4JKrIIAkCSJPIU0JRfIBBwGNrjBDIi4mRlZUEkEmFubo4NfbRBoiEHNY7kbwPA5yltDshDR+coBYUqFApEIhGWPpD+mjIZqDGmrSlN90hyEAqF2CNHuQJ5eXkoLy9HKBTijA6NRoPDw0Ok02lGMlKTCwBGo5G9QZubm+xzicfjcLvdUCqVrCunbSYVxTTlJkIc3WdERaRGjgYwNCl/2iQgACyfISka3QmEDD44OGAMvVAo5EwDQtHT9085OeQZos1WPB7n+yQ3N5eVC+RjITw8GVOpmNdoNLBarejt7cXGxgbS6TQ34dTgkKSN5IVCoZDlICQ58fv9/P5T8COpF6joLysr48KLJrHkESAJLRnIqfknjxE1P/SMEkkpGo1yhhQ9/2Tw9ng8HDpIAX3UNIfDYVYpkNl9e3ubpSaRjzMhaCtIyeYKhYKHfH6/n/1POTk5/Lcm6VcymWQIB9EhNzY28Itf/IKx+k/rQ3ebyWRiKA5tY0m2vr6+zv6HnJwcxsOTNJuKecreicViKCsrg1Ao5LudBnc0ZCLJOQ1IKYB0b2+PA4ep/qJzUqFQoKenh+WoJDOi4Sk1uVQTqVQq6HQ6vrMymQx7eigAVa1WM6BCo9Ew4tbtdnMeG21HKZSPzOcqlYpJZEajkf3NRO6i4RNt/8+fP88hsXl5eVhbW4PP54Pf70coFGIpJSlnyBt9cHDAzTBRNunZnZqa4o0tNXwUxKhUKlkanclkWAZeUFAApVKJYDDIEmgKU/1Uz86n+YfJXEbmF0K90SqaJExERdnZ2cH29jYfHlRwKxQKfghp2hKJRODxeCCVSrG0tMTGKerS6GGiCQgVShaLBZlMBi0tLQCAiooKJJNJ7g4pkCgvL48PUJriPY4/A8BSJ9L10Xp0c3MTQqEQU1NT/EemooJM4YRDzcvLg8/nY/0mTZXoohOJRKydp0bC6/UiHo/zepVwjUqlEg0NDbx6owKHCoTHGfIqlQoVFRWoqqrC4eEh68Szs7M5xIYyQyit1+FwYHl5GfPz8wgGg5xs+fgGhLSQjzd0AoEAJSUlPC14Wh/q9ik9mog6VDSQxIOCaEgSptFoIJVKIZfLEYvFsLq6CuBRgRiLxZjdTb4Hks+RJIY8BDSFXVtbewJJRwdRJpPh/x4xw0kuI5FImK5DFxUZXCkgkXwgNImgS5+Sj2n7RM375uYmF0EEXNjZ2WF/RORj/jhNdGnzR00DrZYJVb2ysoKysjJIJBLMz8+jvLycn19q7ukylMlk7Fcgedf29jY3+/S8xGIxfpcpC4coHSQho/cDeDScoHeVfncqzkUi0RMN9L8GDYg2GTRRKi0t5cRZOg8BsDHV5XLx1JKoT2tra+jr62OogEaj4e+dJkikIyavV1FREftu9vf3sba2hnA4zP41yjegiTQAvsB3d3cZgEDTbvr+9Ho9+xPoYiQjOZ1TNBEm+AGdN5ubm5BIJIzQpaacdMrpdBrRaJQ3GXl5eWzoTqfTcLvdEIvFjEe3WCwYGxvjTQ3BF4heRF4RGqwolUqWlRDxRiaTIZVKcSqz1WrlxtrlcmFqaorPdXovaaNGJCCpVIp0Oo3NzU1sbm4ik8mw9yg/P583lpubm0/9+SOWPb3PNCxSq9V8zuXn57P0luhZdB8IBAJ+vnJycth8OzIyAqvVykS7eDyO4uJibkofT1CmpoZkK9SAE7RgbW0N2dnZGBoaYqnh9vY2qqurObgtFAphZ2eHTbU6nY5/HxocAf+36F9dXWUDcm5uLj87tKWjLC+i+ZH5OxKJ8PNIm1c6M/f39xkVXlBQwJK9yspKuFwuHobSALWyshImk4kLPKpNSCFBSdaxWAwPHz5EPB7H5uYmewQo5FOv18NoNLJsjWoMr9fL7ycNcWk7Q1uXg4MDWK1Wfhceb06exoe20VarFalUisEE1FiQLA0AD13JN0j0Tho+bGxsMG2UYCnUABKGmNQbJKmkc5XuNvpeqHZRqVTcBPl8Ps5ty87ORjKZhN1u5wEkDW4JrW02m2GxWHijQPWTXq/nwWNBQQHW19eh1+shl8s5v2hrawsOh4N9zSR/Jow28Kh5jMVivOkggzdBeehez8rK4gKfMlfi8TjfmxRySJtFkihSA02D/FAohKWlJZYlUoCnWCzG2toa3G43QqEQtra2uA7Z39/npo8Gf/Tz0n2bl5fHQyYKVv4kn0/VbPh8PtbwUgYGTbUoRIyKHKKGkNGa9HJENSIZAukPSUO/ubnJU5K9vT2WFZEpiUyOZEwrLy9Hfn4+r+SBRxc9rdJGR0cxODjIDxwdKGRqpcKGpE1+v5+ZznQgkRkoFotxo5VKpSCXy/nwpyCz7OxsfrCoOCAtPm0sLl26hPX1dXg8Hmxvb2NnZwfT09M8YaPLnX4mADzRBMCFWiaT4f8/mY3JIEmTRWpK6G9GBSSZijOZDILBILPS9/b2mLtPEiMqWmiaEA6HmdL0ND9arZZ57jThoMKJphn0+2ZnZ8NoNKK5uRlWq5WnlvTS0MHyeEFfXV3NORLJZJKn+D6fj78PmoZQyBhN14uKilBeXo61tTVOoScU8vHjxxH5GBMaCoVYBuHz+eB0OnnSQrI02ral02k0NTVBKpXyJF+j0bBUkELXJiYmeHVPRttoNMqazcLCQthsNp7SCQQC1NTU8LTT6/VyIvbOzg4CgQCCwSCkUimamppwcHDAWQg0+aZDjaaLwWCQL3KSEBH5jabmFKjmcrk4bdflcvEWkIhwRHyjg5RkmlQ8VlVVMcv8aX+WlpawtrbGm6TDw0MuxIgTT6b5xwcm1OD5/X64XC7ePBDliDxshNmmc7KkpIRTwSmMjL53ugyTySRmZmYYRSqTyZ7w28RiMXR1dUEsFsPhcMDhcDDdhuSmUqmUfSOkvY/FYqy/djgcWFtbY78dyUBInkqmYADcpBNRhwhelZWV0Ov1PBTRaDTc3NjtdjaoP/6cOp1OLlSys7OxtbXFmxUKUyMoAxnTCTJCJt3c3Fyk02no9XoePpC8kLYvZIze2trioUIwGITf72fTLuWfUAbUv4aUSqPRcMOrVqt5uBePx5/AQ5P/gZo8ouCQ1pueP7FYjKWlJczMzPCkk84O8paRtInM5evr6wgGg7z5pnfc5XJhdnaWpZk0LY1EIjyUpAKP7klqsslEK5fLn4BDrK+v8xlNJtz+/n4AYHkfEcZI0kcDFsrHoFpDpVKhqKiIC3nyXxGtyGQyYWtri+UmFFyn0+n4WS0vL+efPRqNsg8yFAphenqaE7/pPiUzMA0GqYmLRqPY2NhgemZOTg5CoRA3EPTOA48KfJlMxgAGkqIS5fBpfnw+H9xuNz8HZrOZ/TaUAUTKCK/Xy/6BYDD4xBCCvI1EzaRNP8l4KTWbIg4EAgGTr6jmoSA5GuSIxWKWESWTSZZA0vaZzoudnR02hpMkiORcZPAGwEPpvLw8vv/JY0ReX4INkDQ6nU6z34N8I7RFpcE2BYeKxWLE43FWKsTjcUilUni9XuTk5DA1jnxHer2ez0vaEtLQkCTUNHymDaTH40EwGMTGxgYkEgkqKir4vSG1Bt0x9I7TJpEy4qiRoU04AZdI4vxJP5/aIC6VSlnPTnIlKoLT6TSbwSmIjyYvpO0j6gXhEGm9np2dDYvFwsg40prSxkDxMTM5mUxiYWEBs7OzjFCkPxA9YHS5JBIJuN1uljrRQUKXEjUBRBuhjjEej6OtrY2LJKVSCa/Xy3kXWVlZqKysRGVlJTo7O/n3kEgkyGQyTJyhDpE8F2VlZSgqKmLKwPj4OE/RJBIJa2LJaEQyDJpM0QNPhzM1NLROnJmZQSqVQiaT4WwCkrrQlI7kGslkki/+mpoanhLSi0mkDwB8YVPzQRP0qqqqT/P4/LM/i4uL3HyVlpaiurqa8ZTUMJBciGhhdGiR6VMoFKKsrIx1ogKBgGkQJSUlPDnS6/U89SouLkZNTQ1P4UnCRbpNANzgmc1mHDlyhIvt/f19rK+vIz8/nxGdVORRUUMUDQoTJFkCbd5sNhscDgfm5+cRCoWe0OoDYM9KV1cXZDIZAwQAMMKPpjw0FaLsGgqnImMvbQ9zcnIwPT3NBTJtRCiYKJVKYX19nX+3lZUVyOVyRKNRnm6S56OwsJBBBSSBJOkYnR00Fd/a2sLS0hJ7jMrKyuD3+/m9IwmE2+3m7/5pfkwmE0+nJBIJa7Jp+0hmZ7/fz9N+oprl5eVxtkRraytr1GnqVFVVhdHRUZjNZp4O0mSZqD4SiQRZWVncPJPn7HGmfWNjI8uHyEzY398Pn8/HwZS0vQuFQlAqlSguLuaJNWG7qWArKirCzs4O5ufnecNG202v14u1tTUe1Ozv77PHIhKJQCKR8FCHJBJbW1sMa6AisqCgAG63mwcDOzs7SKfTMJvN3LxQw/147gM1JuPj47zRpCBMCv4rKyvjjBiZTMa5Evn5+cjKyuIkdJVKxb5CmtpXVlby9l2r1XIeDA0MnvanuLgYWVlZmJub4+0ONQGBQADxeJxJMzqdjrXdFouFfRu01QoGgygtLWVjfTAYxM7ODhe/pCagbTFJWohuSF40ojjSppXOTbVazWRHg8EAu90OiUSCaDTKnqRAIMDPIZ1TROaTyWTw+/3cPNEGrqSk5IkAuceVFkSvI1AL/b7pdJoHhplMBhUVFdwYUJYR0bFIq09I88LCQmxtbaG/v58JcoTDpcbocR/q1tYWQ1SKi4uxsrICnU6Hra0tzsPR6XSorKzkrTbJJAkuQVp9qn3IX0LvKG3cnvaH7oKRkRFEPs5nWFlZwdjYGMMXvF4vK1iI+qVWq/nvDjxqmglScnBwgKGhIaRSKY4BsNvtWFhYwO3bt7G3t8cyScqRoXOImgzyT8ZiMYyNjXHwpM1mYw8wbS+oRiK1DfnayJhPdWReXh50Oh2SySR7W3d3d9nPk52djaWlJczNzfFwk9QHLpcLa2trmJ2dRSAQgFqt5hqWzpKamhqml8rlcuzt7TGAhiAEEomEcfC0IaRBViwWQ15eHvLz8zmELxAIwG63A3hE76TzrKSkBO3t7Uw9LSoqwgsvvMBng81m40BfiUTCZ0hubi5KS0tRUVHBkn8ALEsdHh7+xM/Op2o2jh49yjpakUiE8vJy5OXlsb4rHo9zt0kHM0mHSDu2u7vLelLaHhDWLBaL4cGDB/B4PIzCpBcvOzsbFRUVqKysZBRcdnY26x9JkkVG7LKyMiwuLqKtrY3Xaw8ePGAjnUwmY7widYG0DqYumxj3JBNRKBSsTSfcKgDmD5Nci+RUm5ubmJ6e5ukD0RMqKyshl8thNBqZwUwhXnV1dZycSp4Vo9GI6upqXmnpdDrW49NDnJubi9OnT7PBmzYAzz//PDweD0+21tfXUVxczOu/dDrNWDTS+9P3QIa7paUl7pzlcjkflqOjo5/m8flnf2jjQOFNPp+PA/MI51hfXw+lUsl4PLfbzXkvqVQK4+PjuHfvHudRWK1WnDhxApubm1hdXUVxcTFCoRAXIYTyJN9BIpEAADaMk3Z4fX0dDocD6XQaTqcTSqUSRqMRMpmMJQBU4JM52mAwoLq6mg1nxJons+bBwQEGBweZIAM8KnbNZjNPlRoaGlBbWwuFQsETFJLgqFQqJvksLS1Br9ez+fz+/fs8HSsqKkIgEGDt/uPN/+XLl3liTjhmmvbRxUymccpsqKqq4hDOYDDIuRlkviN0J/HoabJDE/uKigqe7BHekShO5Afb3d1lXvvT/NTV1aGlpQVSqRQ2m40D5zKZDAwGA2QyGdNNMpkMUqkUy0vkcjkaGho4yC43N5cDNckD1NnZyUneNHVfWFjA1tYWbx3oohYIBLDb7fyeAo+acKFQyFkdZAq32+3Izc1Fa2srU+6CwSByc3Oh1WoZRLCyssJFJk2WKcMlNzcXU1NTKCkpwbFjx7CysgKxWIyenh7OEBKLxez1kMlkKCsrY3T25OQk1tfXWaNMa38i3A0PD7MUpa2tDWtrawwnoPtFpVIhmUyyaZ4mfzk5OWyqpQHBwcEBlpaW2PBNm7OJiQnG/5aWlmJqagpDQ0MQCATo7OxEZWUlS2OLi4s5RyIcDsNkMqG5uZklHE/7s7GxgY2NDc6kicfjODw8ZDITYWwJxEKbMCqeSKZCgY6UXUHvLPkLKCj08e0Znb1lZWXsdaDinrwQjysGotEoZmdn/39EMwJTuN1u1pM/XjhSga/T6VBeXs6DGQr3IxiL2WxGU1MT3G43e00IDZ1MJhm4IJVKUVFRAZVKxTjgdDrNQ4CCggLY7Xbk5OSgr68P+/v7bKAfHx9nb2pWVhYcDgd8Ph8bZ81mM1QqFQAw7Y88rQaDAS6XC2NjY0yMo7MwkUgw6ILuMZID5ubmsmpkd3eXwRAEnikoKMDe3h4WFxefIAk+jU9ZWRnq6+s5rNHn87E/hgZZAFjORgOxx9UHVquVsdYkSVxfX2f/GTX7NNSz2WwMIiL1BZH5KAuMQhsbGhqwt7eHqqoq3uaTpD0ajUKtVqOlpYW9qDqdDmVlZbwtKC0t5UHY8vIyrFYrmpub2RNEqobs7Gx4PB5UV1djd3cXIyMjKCkpQV5eHkuhmpqaGI9NAwraIJNElAalJJebn5+HwWDA8vIygzcIiEGDExqmUwNKjQFtPUjRQDJd2mZGIhH+352ZmWF0dSwWg8Ph4OaaFgaEOaf3s7y8HAKBgPHHZOL/pJ9PdVqSQZcmTdXV1bxmAsCBYQD4y9vc3ORflOgLRARKpVKwWq2sh43FYjCZTCwRinzMpqapOx3+RUVFfPGQXp9SIBOJBPLz83Hjxg2UlpZia2sLKpUKfr8fZ86cwebmJmvVCT+2u7vLCbpOpxMikQjBYBAejwfPPvsslpaWkJubi8bGRp745OXlYWZmBgKBgCc0ra2tjM4zGo2MOSXjIzVMarWa0zQFAgGOHTuG+/fvY21tDXK5HLdu3eIpolKpRH19PaTS/xt3T9IhWqETWSkej7Nc4dKlS2xAr6iowP7+Pnp6eqD4GMtLQV2bm5tcOFEgETWHNEkiDwv5RoLBIBYWFthI/LQ+UqkU09PT0Gg0mJychMFgQHNzMxYWFnh7c3BwwBpskknRhODevXu4ePEi1tfXYTQacfXqVeTm5sLj8UCj0UChUHDxe+nSJd5AERaZ1qPAo6Zra2uLZS8SiQTHjx9HIpFgmcG9e/fwzW9+k2lDRMYymUwsN6DMEmria2tr2UcSjUbZk0QmTpJubWxsIB6Po6OjA21tbUgkEnjvvfdQUVHBpIlkMonq6mo0NzdzQ/vw4UPEYjG0tbVheXmZTdsPHz5EXl4e2tvb4fF40NnZyVM3sViMaDQKu93OcimaHNJFG4/HUVlZCZFIxH8jrVbL6a0tLS3Mx6fmV6lUwu12Y2triwkttAEqLi5mEzTJEy9dusRNN3ljnvaHzjtaqadSKWxsbHCTFfk4VwMAS1XI90KwgGeffZYP+aGhIdTW1nJAlF6v50uWCknKaNFqtWzCpGaY2Oi1tbXMW6et8cHBAWZnZ1FfX8/Jzzs7O9BoNIxmNBqNPGgIhUL8jJMpsq+vDwcHByguLkZVVRVcLhdWVlZYXkV3AKWk07aHGgjKUCByGckGCJPrdDoxOzsLoVCI119/nQM2aXNDmwQqGMmMSf8+2jwT6nFxcRF9fX3o7u5GNBpFRUUF7t69C71eD5VKhbNnz8LlciEnJwfDw8Oorq5Gd3c342JJ+qpWq3kTkEqlYDKZ0NDQgAcPHmB5eRmBQOBf5flzOByw2WyM16yvr4dKpcLg4CB8Ph92d3c5DG1jY4O3tg6HAzU1NfD7/WwUp80b3YFdXV3sIUylUpibm4Pf78eRI0dYdqFQKFiqRFLP7e1tlJaWMpFNq9ViamoKFy5cYJlSKpVi8hLlRJDchYaSVBvQhnd7exs1NTWw2+2w2Wwc9kfDHNLKk1fJbrejoKCAvRsSiQT5+fkwmUwQiUQYHh7G5uYmLBYLbyFpiyMWizExMcGeR5ItUUAhFVkkdyRaHsE7yBPp8XjYDA482gTQYIWakEwmg+npaSSTSTQ0NCArKwvV1dU8lIrFYgiHw1hfX0d2djaHGBJeOB6Pc+bQ0yZCkvwwLy8PdrsdtbW1nKlBzR4AzlQjQAQ1HQaDAQ6HA62trWhubobX62UAwd7eHpqamnhrTEW1QCBgtD3VkJTnQTAMiUSC1dVV9r6SJ3hlZQUXL17E3Nwc/w65ubmIx+PIycnB5uYmxGIxD2lomEjnGw1NcnNzcffuXTQ0NKC/v583aWVlZdwYU65FVVUVD0jq6urgdrsxMzMDnU7Hd8H09DQaGhqQn5+P5uZm3jqHw2GMjY3hpZdeQmFhIdxuN/x+P3Q6HX/3NLQnP/TRo0d5YNnY2MiEuN3dXT4XyQdFaiOKhKAtCoWhikQiJJNJbG9vQygUIp1Ow263Y3V1lYeAWq2WM94+TYL9p2o2+vr6cPbsWUxPT6O2thZKpRILCwscgkOEEEq8lsvl0Ol0XBiQ+ZmahN3dXXg8HsbKWSwWuN1u1oZRUiRNNKnYLSwsxMLCAudJyOVyTtkkjKdQKITZbMbMzAybaijIqry8HMXFxejr62Nj1+rqKmQyGTQaDSKRCLRaLT772c/i9u3bXFQ7nU54vV4YDAY+JIgPX1tbywnOJKl4HCXm8/mwv78Pv9+P48ePs+mGEG5k0Ll06RJnCRQXF/P3Qf9OMsrSBMTv9/MKOxaLobm5GZFIBK2trUgmk7h+/Tqam5sZrbu8vIwHDx6w2TyTyTDnPDc3FwcHBxw4RASg5eVldHR08NaFpqwkgXlan6KiIhiNRqyvr+PEiRO4du0a01SMRiMWFhZ487O7u/sEKYOoTZT3MDAwgIqKCm5gQ6EQBzROTEygrq6OZQByuZyL/sdzX2jTZbVa4XQ6YTKZ8O///b9HVVUVpFIpnn32WczPz7P2nfSQOzs7LBOhVXRpaSnm5ubw0UcfsXk8Pz8fsVgMS0tLKC8vR2dnJ4aGhqDX69Ha2gqXy8WpyOl0GhUVFTCbzUgmk5ienoZAIIDZbMbe3h6cTieAR4coNWhEviLZ3+NrXspgcTqdHOpGmwsqNMRiMcLhMOvDCfRgs9lw//59LiRIBkiyE0qud7lcTIsBgJ6eHibDkCyBpDhklCZ8NRWZT/tDmTPnzp3D8vIyFxL7+/twuVzQaDS8oSkqKmK5XTqdhs1mQ1FREU//KYWWNpl5eXlYXFyEXC7HwsICSkpKYLfbcfLkSbhcLvYneDweHgacOHECLpeL30kKI2tqauICRygUoqKiAru7u5ibm+Pi5vHnmMgj5CmhiZzZbObQQdL+m81m3Lt3D0ajET/96U/ZJ0RnHplgySMVCoX4nNXr9TwdnJmZQW5uLk6cOIHJyUku7ubn5zE0NMRTbgoolUgkqKmp4eeXcMKbm5vY2tpCe3s7qqurUV1djfn5eXz729/G1NQUFzpqtfoJNDox/ck47Pf7sbKygkwmA5vNBqVSCYfDgYKCAkSjUfT19SEUCmFzc5M340/7Q4ZS8jA9ePCAtz+7u7vQaDRcZBgMBgQCARQUFLBXz2w2PzFl3dvbg9fr5S0HTVtpoEjPam5uLkuRqcAlKXUmk0EgEIDBYGBC2rPPPov9/X18+ctfxrvvvgu9Xs/NAxlgST1ADTOh1cmXQzhkahjC4TDm5uZQVlYGvV6PoaEhplUtLy8zJY82UCKRiPHOpMYgU3xPTw9LlAOBAOrr6xl2UVpayjI9pVLJ9KuFhQWm6dFUmZ4VAJiamuIcsOXlZYhEIqZwPQ46yGQyWF5ehs1mY8gKnfEE6qDahrY8i4uLyMnJweTkJFpaWliiRBvNp/VpaWlBKBRCU1MTFhcXUVtby03GzMwMSkpK2LtQVVXFvoX9/X2YTCbMzc2hp6cHPp8ParUaFy5cwMbGBt59911O1dbr9ZicnITFYmHCZDweZ9+aRCKBUCjE6uoqI9BJOdPS0oKdnR0MDw+jqKgIzc3NfK6MjY2xTImAEuRvAMB3Mr3b+fn5sFqtGB4eRiQSYeIfyfZkMhlLSAlGo9VqMTMzg+LiYlRWVmJ2dhZ3795FVlYWb7dFIhGamppYOnz16lV88YtfxNWrV9He3g6LxQKDwcBKgNzcXN4Q0+CFwn1p6ERUr8eHiG63G8XFxfB6vRgaGuKhdV5eHsbGxphWBQBNTU2IfIxYprpUpVIxlpmGnOQz1uv1qK+vx8zMzCd+dj5Vs0EGUL1ej5WVFUxNTfELSygtnU4HAEzqyM7ORmlpKSKRCHZ2djA7O4vl5WVe27/yyissNRobG0NVVRUkEgnsdju8Xi9KS0shEokQjUZ5cq1SqVBfX88hWDRRMZlMT2jLHQ4HxsfHodfreaW1urrKFBVKPSWNJhUA9fX1AACXy4WlpSU8//zzGBoaQktLC27cuIGlpSXuRP1+P28T+vv7EfmYVU9hbpQmSWb4xsZGJsSEw2F86UtfwsTEBFQqFebm5vDCCy9wAffuu++ipaUFq6urcLvdsFgsnCRJjQIhXXd3d9knsLq6ymYkkhzdu3cPp0+fRjgc5onC5uYmHA4Ha68VCgVrH0nDu7q6ytIdk8mE/v5+dHR08CTzaX7IyKVQKPh3o4OLmkr6volaQd4X8nF88MEH/GIpPsYMZ2dns/aULs3l5WVOIFcoFHC5XMjLy+O1ZjAYZNng9evX0draisXFRbz++usYGRnhQ4yC/EhCRe8Lre/JP0KbmHg8zvjTx/NBAoEA2tvbsb6+jvLycly+fBkFBQVYXV2FXq+H0+lk83kkEoFKpWLqBDW8pP0NhUKMKiVvhFAohNFoxN27dzE3N4dvf/vbcLvdrHsm6hEZdRsbG1FUVISlpSUsLi6yqS4cDqO2thaLi4uwWCzY3d3F4uIimwcpkI4mMfTfIxnFwcEBNjY2YDKZcObMGczNzSE/Px8TExNIpVIoLS2F2+1GU1MTxGIxfvaznz3VZ5AmRSQhUigUyGQyLG0jCQlRPrRaLdrb2yESifDgwQOUl5fj2rVrOH36NGKxGKxWK8bHxwE8uuwoSXhgYABVVVU4ceIEbt++jZs3b+Lo0aN8Hvj9fp7Il5WVITs7mxscMlf39vaycZwoc2QanJubQ25uLkwmEwdDyeVyaDQalpcmEglYrVbU1dVheXn5CRmhVqvlwoygAVlZWSgrK4NYLOawOWp4Nzc3nwh1pETh8fFxCIVCvPrqq/jrv/5ruFwunDlzBgUFBSyV7O7u5oA0KgjJUEwG5aysLJ4IV1RUoKenB9euXcPm5iaqq6uhUqlw9+5dNDU1sd6/paWFk91bW1sRj8fZDyORSBAKhXjIQ/4PiUSCZ599FjqdDkNDQ0/12QMehSeSSbe8vJyn9IR7DYfD3DiSRFgoFLK+n84d0l/TxtXj8SAUCkGj0bDUsbCwkD1dVNSTrFSn03FD2tTUhJGRES70pVIpe+Kmp6d5c7uxscENTjKZZAok0dIUCgXTc+g5qqioYCDM6uoqtFotiouLGQH+zDPPIBQK4f3332ezOAFT6DsghC0NcKixPDg4QGlpKQ8DCwoKGHFvsViQTCaxuLiI1tZW9pacPHkSlZWV2NjYYGnyvXv3eBg1NzfHd2dLSwsPKqenp9l3QmoFUhbQFvLnP/85pFIp/01JzrWysgKLxYLNzU20tLRwensoFPpUxd6/xCcYDDKBiqS3kUgEdrudIQpisRhut5v9peS13dzcZAkgvW8ffvghZDIZuru7Oc1er9dzI0ooasIPU4NPYYjkJ4vH46ioqGDp5t27d6HRaBi2otVq0dDQAL1e/0QmDU350+k0xy2Ul5dDKBQy9puGvDabjZUqx44dw8LCAnZ2dpgs1tvby5vleDyOwcFB7O/vo7y8nJvw4uLiJySHLpcLRqMRv/zlL2E2m7G8vIy2tjb+XiQSCUsJI5EIA1logEmNMYX72u12dHV1YWVlBQUFBTh27BikUin7VLKzs7G3t4fy8nLOt6LvNxKJsKWA7BF0r9AmiPJMaHjQ1dWFDz744BM9O5+q2VAqlWyA6e/vR0lJCcrKypgMVVhYyI1DdnY26uvr0dLSwiYxwl92dHQgHo9jbGwMQ0NDuH79Otra2lhzev/+fRiNRpjNZg7kOzw8RFVVFbKysjiKvrm5GXa7HYeHh6itreUNxt7eHu7du4ejR4+it7cXR44cwezsLGvwNzc3Waa0t7cHrVaLrKwsTsQeGxtDRUUFnE4n5HI5rly5gvr6ekxPT3NQ3/LyMmpra9HU1ISdnR0sLCzAbrejpKQETU1NiMfjzDwmBnowGOTfNRKJoKWlBX/+53+OnZ0dfOc732E98/3796HRaDhgkNZbcrkcZWVlcLlcbPLd3t5GY2Mj4882NjZ4eqJQKNDd3Y0rV67g1KlTcDqdaG1t5ZdnY2MDhYWFmJ+f5xRVhUKBaDSK+fl5pFIpfnCnp6dx7949xtABwNWrVz/N4/PP/jz77LP4wQ9+gFdeeYV57bRylUqlnHBP6dbhcBipVArZ2dloamrC5OQk44YTiQSv8kdGRnD27Fk26ra2tsJqtWJpaYmTkDUaDYRCIUKhENLpNEpLS5FKpfDgwQNEIhGYzWbewr366qt4+PAhbDYbQwLu3buHwsJCKBQKFBUVceIxybLovZJIJLDZbJiYmIDZbMbCwgJfUJSjcO/ePbzwwgusl/zJT34Cm83G2QCdnZ08/fF6vcxo397eRltbGzY3N/mZ7erqwvDwMFQqFUZHR5FKpfDtb38bd+/e5X+muroacrkcL7zwAheitDkqLCzkd4OaqsnJSfT29uLg4AA1NTXc+MzPz6Ourg7z8/NcqKpUKlitVqyvr3NOguJjVODVq1dxcHAAk8mE2tpaRKNR3Lx5E2fPnoVEIsGlS5ee6vMHPGo2Ghsb4XQ6uQkiDnppaSlmZ2eRyWTQ2NgIvV7PlBrSCzudTpjNZvzsZz9jBKtEIkFPTw9isRgWFxe56QqFQvjVr36FjY0N1NfXc06OzWZjjPDh4SEqKiq4SCZAhlwux7Vr15hwtb+/j1u3bgH4vwjpubk5lmJQACGRTUiPH4/HYbPZIJfLMTAwgHg8zgnaP/vZz/Bbv/VbuHPnDhoaGlgWRkZvkUjExnAixhDlqKioCDdu3GBz7ubmJl544QUeEIhEIhQVFSEajeL27ds4d+4cBgcHWQ9NRTRJbsn0SzJGmUyGiooKLCwsoLi4GC6XizXMk5OT+NKXvoTBwUHcvXsX+fn5GBsbQyQS4XOF3sni4mJMTk5yY7m/v4+Ghgbcv38f29vbT/35I68WDSSIcraxsYGKigo2lD4euBmPx9kTmEwmUVlZyTSk3t5eRKNRnDhxApcvX+ZC1+/3Y2xsDJ2dnewxA8BSU/IGKpVKDA4OcrZRQUEBLBYLAHBRtb6+DpVKhc7OTmb6E+1MJpPBYrGgoKCAPTxE2RkeHsbi4iIXlLOzszCZTOwRpc1zX18f2tvbEYvF4HK5cPz4cR7mkQ9FKpUiFothb28Pfr8fd+/exfHjxzE1NYWXXnqJ5V0LCwt48cUXeVtbVFSE9fV13s6lUiksLi5iZ2eHN/s09FGpVKisrMTMzAyfmfPz80wUJG/p+Pg4GhsbYTabUVFRAZFIBJ/Ph/r6egY6UFjx3t4elpaWEIlEoNFoMDY2hr29PUxMTKC3t/epb3cdDgf29vbgcrkgEokwOTnJihOxWIw7d+7gyJEjqK+vx/r6Ojfu1ORS/USKA5/PhzNnzmB2dpYDEd9//30A4Kys+vp6BjLQRpdkRFNTUwzlCQQC/O6Xl5ezH+xxOf+7776Ljo4OluSpVCq43W6uWXNzcxEIBNjs7fV6uRm22+2wWCx49tlnMTg4iIcPH+L5559HdXU1JiYmMD4+zkAVKsYFAgGMRiMT/D744APk5eVBpVJxE0xN78rKCgeQ2u12VFZWQqlUsvSaAoxJ2lVeXs6D1/39ffZJra2tsXzL6/XyuUFqGKlUivHxcQgEAjQ2NnJCOckDSRJHNSaZwcnTMjg4iIGBAbS3t7OM+pN8BJlPgDSgXIkf/OAHSKVSrFdubW3F7du32WxHK5udnR0YDAZGkRJqj/S3VPB/7nOfw9zcHKampvDVr34VBwcHuHTpEo4dO4ZoNMqmNKK2JJNJ/kLdbjdOnToFt9vNumbiWofDYTzzzDP8sovFYly9ehWvvfYatra2YDQasbOzwwQKnU7HBltCJP7gBz/AuXPn8Nxzz2Fra4u57USv6Ovrg+LjYB7KniByB8lMwuEwJ05vbW3x5Jym7Ds7O7hy5Qq++tWv4u/+7u/Q1dXFOlTSZdMEnwrp7u5uplYRcevxNeDt27dRUVHBK21C6ikUCvT39yM7Oxsvv/wy+vr6eOpHKZOhUIi/C9K9kmyHyC9nz57FzMwM4vE4qqqq8PWvf52hAP+vPvT8feMb32BzGdHOvF4vAwdKSkqYKEEpnjRZpSnR/v4+RkZG4Ha7mUjS3NyMGzdu4Etf+hJTfcjslpubi42NDQgEAlRVVbE5Ta/XY2RkBMePH8fS0hIcDgcb1kiCQNSo+fl5qFQqdHR0sIY+lUrB5XIx6YXyGUjzKhQKUVVVherqakxPT7M5jgLfKFOksbERDocDRUVF2NjY4NV6LBbjtSgdTGtra9jc3OT8loGBAZw4cQIDAwM4deoUT3LcbjcePnzIJrru7m7OzaFgL8q+IUOq3+/H8vIyh8qdOnWKQzXv3r2L7u5uZsmfPn0aIyMjbMA7ODhgGSPwiFRiNBrh8/kYMKHRaBgVSWFKOzs7eOedd/6fP3+PP4Pf+973mOZBHgtqjsjkSQUzMdwlEgnLomg6FAgE0NnZyZOzvb09VFZW8iBDq9Vifn4eIpEIbrcbJpMJCoWC9dG1tbXIyspiSWRHRweTVCYnJwE82i6n02k0NDSwyZVkCRQaSbJAQkuSuZgQkUajkUlBABAKhVBSUoKzZ89CLpdjZGQELpcLzz//PPr6+rC3t8eSF5fLxV4H0u2TD2p9fR12ux0mkwlisRgDAwP4zGc+w/4rmUyGoaEhdHV18WSNGnHSWVNTEo1GMTw8jNraWqbHjIyMoLu7G319fWhoaODpP4Wtkezj+eef5wno4uIiZwFkZ2czdY3kD1SgzM/Ps/zmr//6r5/q83f8+HGcOXMGsVgMZrMZ4+PjyM/PZ5IcNWD0ezY2NuLYsWP427/9W8zMzMBmsyEcDrOGu7KyEk6nE+3t7XA4HAxvoHwJOsN0Oh3cbjdisRgT0BobG7GxscGGbKvVyhNSnU6HhYUFBAIBaDQa9oIR6MJms2F0dJR9lclkkkElAFBTUwOn08mkN9r0Nzc3I5PJYGRkBGazGSUlJQiHwygqKkJZWRnu3bvHd8HjoWtWqxWJRAL3799HIpHA66+/zuckkRzFYjFee+01XLp0Cdvb27xp3tvb4+0CGdxNJhNnJ1HjRR7HxcVFrk0Iz5+dnY1AIAC9Xo8HDx4AAJqbm5nERQPJ0tJSBkYcHh4yIt9ms8Hn8+H5559n07pGo4FOp8N3v/vdp3YH/87v/A6CwSCeffZZzpWg4SZJjejnJ2lRUVEREokEm5uLi4uxuLiImpoarK+vo6ysDG+99RbOnDnDA02hUMihzYuLiwzmAcBeCkKQ09/X6/Xi/PnzyMnJwY0bN1jiZTabcffuXQYlTE5O4vTp09Dr9ZiZmeH69fDwkKf7HR0dUCqVHP4slUrx0Ucf4bvf/S6+//3v4/DwEF/72tfw4Ycfwmg0oqamhlPDyWC9uroKsVgMs9mMnJwcHiZubm4imUzi9OnTGB0dZZjD2bNnMTk5CZ/PB7vdzv6gjo4OHiJvbm6iqamJA1QJL724uMh5cI8jkRsbG/Hw4UMYjUYMDw/j/PnzuHfvHg4ODtDc3MxZWMvLy6iurobNZuOtvN/v57iEYDCIdDqNiYkJ1NfXQ6FQcJbPl7/85U/0/H2qzcZHH32EZDKJ3/u938PQ0BBWV1eRyWRYdz07O8uoMaI4yWQyTo612WysqyR/RCaTQXt7O+x2O+bn5/HCCy/wAxAIBNicR0Zfwu12dXUhLy8Pfr+fiQyUPEuT0J/85Cf47ne/ix/+8If49V//dfh8PqaZGAwGLv4LCwuRSCSwsLAAr9eLpqYm/MVf/AUbaK5evYrPf/7zePfdd5GTk4OSkhJcvHgRADAzM4OHDx+yX4PoMoTYjcfjmJ+f50lwfX09JBIJp6yqVCrcuXOHDUDJZBLj4+MoLCyEyWRCMpmEyWRCTU0Ny2nIJEop5PPz80xCysnJ4TXY0NAQzGYzioqKsLKyggsXLnDxs7e3h5qaGrjdboTDYZSVlTFymP7z1dVVDtsRi8Vob2/H/fv3UVpaivLycrzxxhuf+tD653wqKyuhVqsxPT2Nzs5OeDwelJWVsdl+a2sLCoUCJSUlPHWiACelUokbN26goqICFRUVXEgrFAo4nU50dXXhzTffhMFgwMsvv4zBwUFYrVZYLBZOCqd0WtqikN+F/repmAsGg2hoaIDD4WBak8fjgUwmY3Omw+HAzs4OamtrEQqFWLcsEAhw8uRJRB3WMr8AAQAASURBVKNRLC4uYnR0FFarlbnv3/zmNyGRSDA8PAy1Wo1bt26xLpUoKzqdjhOOqamKRqPIzc2FxWJhU6dWq2WEIYWsNTU1semyo6ODNzF3795l3xUApr7s7OwwDpvIU7R5mJiYQDqdxsWLF/Hee++hs7MTdrudJQgkYYjFYqwnlcvlSCQSmJ6extraGmQyGbq6ujAzMwOZTIaTJ0/i7/7u7/D666+jr6/vqT5/AJiuIxQK0dbWxhsj+jsThUqj0XDxtLGxwbjG2dlZKJVKzi8Ri8UYHR1FMBhkA97NmzcBgJPmLRYLEokEb5Qol2dnZ4d/rh/96Ec4cuQIJicnkZ2djYsXL2JgYADHjh3D8vIyxGIxxsfH0dzczNpnKuKoSab1f0lJCWvNb926hVQqBYvFApfLhRdffBHpdBpXr16FTqeDxWJ5ImAyk8mwzIwGF49nyzweJkmBglQMVFZWwu128yDo3/ybfwO3243R0VF4vV709vYyPjQYDLIBPz8/HydOnGBZQGFhIUpLSxGPx2E2m3Hs2DFcv34dYrEYKpUKDocDzc3NKC8vx+TkJDKZDJ+RarWaQ9NIm0+Fz+DgIBYWFiAUCtHY2MhN3dP8HDt2DGKxGIWFhXjrrbdw4cIFps1QIB8VOxRAODo6yn67cDiMpqYmOBwO3uoKBAJuVGdnZ5nwQ0hWs9mMkZERvotIbjs1NYWcnBz2YMZiMXR3d2NoaAjPPPMMe3cImxuLxdDe3s5ZHq+88goODg7g8XhYnkVn6sLCAr9vRLBMp9NYXV1FT08PDg8P4Xa7cfr0aVy+fBldXV144403sL+/j4qKCm526UxZWFhguMPZs2f53x8KhZCfn4/29nb09fXhxz/+Mcs1HQ4HSktLGQ8dDAb5n3/w4AEHQ+bk5LCsiO4Yt9uNz3zmM7hz5w7kcjmuXr2KnZ0d2Gw2fPnLX2Yd/eHhIaxWK44cOYLR0VHG09OWpaCgAG1tbYy5J5l4XV0d1tfXGc7ztD6P5zdRSPLS0hLy8/MZCev1eiEWi1mmXlFRgXv37nE43XvvvYff/M3fxC9/+UtoNBrMzc1xjfHqq69yGF08HofRaGRaYjqd5o2SSCSCRCKB0WiE3+9HU1MT43VHR0dx8eJF/OpXv4LH40F3dzeEQiFT2Oj5oIJ7dXWVPT0kk/L5fOjv74fJZOIz5sKFC7h16xbOnj2L8fFxhEIhVhBMTk5CIBDA5/PBYDBwdltOTg7nkpA377Of/SyEQiG+973vwWKxwGg0QiQS4R//8R+ZLFVVVYWdnR3Y7XbcvHkTFosFarUaOp2OFRcajQbj4+M8dCSpFuXvhMNhllSThy4nJ4droLGxMTaZk3Srr68PXV1djFsvKiqCQCBAe3s7APBgIzc3F2traxz8+kk+n2qz8cd//MeIx+Oora2F0WhEJBLB4uIiWlpasLKywmi3mZkZ1q3X1NQgGo3i1KlTGBkZYaNUcXEx5ufnUVFRgezsbLz77rtob29Ha2sr3nrrLbS2trLEhApkmmSFw2EMDAxgd3cXR44cwczMDHp6eljHGIvF8PnPfx4zMzN4//33ceTIEWQyGeTl5fFmxWQyYXx8HCKRCJ2dnZDJZGyaraiowMzMDFwuF1paWnB4eMjm942NDfh8PlRWVsJut6O8vBzPPPMMXC4Xr/Qpg4BWZHt7e5zKPTc3h9LSUlgsFkSjUdZr22w2TE1Noba2lifUubm5mJubg8lkYnY1aRplMhmHn9GKa3JyEjKZjI07JOcgSUZ+fj5OnjyJq1evQiwWw2g08ndM1IFYLMYcc1rTB4NBJBIJ3L17l8Pujh8/DrPZjJdeeumpTVW+8pWvoKenB1evXuWCXKvVcrMRj8fh8Xh41S8UCpnMIJfLsbS0hGAwCIfDgZdeeglSqRSXLl2CxWJBdXU1b4xGRkZw4cIFzM/PY2FhAVarlY3RNIUgqQVRHJaXl6HRaLC9vY3Tp0/j5s2b+OIXv4j//b//N08bKJRsZmaGZScAoNPpeB1JWQIOh4OfeYPBgM7OTrzzzjvIzc1lXO6tW7fw4osv4s6dO5ibm4PZbIZer+dtFx3MlMJKnPb5+XmmdkxPT/PzZrVaMT8/z0Zso9EIt9sNgUDA0ySadhoMBhQXF2N1dRXz8/PM9ReJRCgpKeH8kEAggKamJqytrcFqteKNN96A0WjkgD+S11AyMEliaFpaVFQElUqFaDTKfiG67Jubm/Ebv/EbT3Wy/Kd/+qcwm83Y2NjA4uIi9vf3EY/Hcfr0aayvr2N1dRUikYiHD1QgzM3NsfdBoVCgvLwccrmcJ26RSAQWiwVNTU3s7Zibm+O/IwVaESAik8lwAKjFYsHy8jIDMPLy8vDTn/6U0cqhUAiDg4M4cuQIX5xzc3O4c+cO1Go1qqqqUFpaypI7o9HIHgCv14tEIsHGYgISOJ1OtLS0YGpqimlZh4eHjNMmCRmRflZWVgAA5eXljBSn37unpwdSqRTf//738eyzz6KgoIChARMTE2zubGhoQDweB4AnNuUU4kcp0FQEp1IplJeXMyXoc5/7HBYXFzE9PQ2j0YhUKsWegKysLMzMzGB3dxfV1dV8jms0Gng8Huzv7zNBMSsrC1arFZcuXcJbb731VJ+/73znO+xP+cpXvoKRkRGeglNzSg2bWCzm94w07ZOTk7yRIKJfVVUVJ14XFhayL4g8KiTfzM7OZh9fYWEhLBYLPB4PP6MUuqfX6xEOh1FeXs6EK8oaCAQCTB+jtHuSXlFzk5WVBbvdDoVCga997WtYXV3Fz372M1itVtbxU7FDE2XyUdbU1OD48eMYGRnhsM1YLIaioiJkZ2ezLLWmpgYfffQRN9r5+flYX1/n5qejo4PpbIFAAEePHuWNQiKRYF9mYWEh4vE4y5YPDw95q0F5MiTXpc0xDRKvXLmClZUVtLW1cbAugTby8/Nhs9k4bHJ8fJzlSwUFBex5kEql+KM/+qOndge/9tpr6O3t5QDCiooK3Lp1Czk5OVCr1TAYDBxjQAhluVyO3NxcjI2N4fjx49DpdLytdDgcMBqNuH79Ora3t/E7v/M7eO+99yCVSmE2m7G9vc2BciThIj8Pkb4KCwtRXFzMteUzzzyD6elp9s6RhFehUPAWUyKR4OjRo5xaTjS6w8NDTiDf3NxEZ2cngEfm/4mJCXz5y1/Gzs4OSkpKMD8/jzNnziCRSDA8iGilsVgMDQ0N7DGj7Tdl1VVVVfFwZ3NzkzeKlEW3tbWFaDTKjfJv//Zvs7qEtv3UUCSTSa5fd3d3IZFIUFpaiqqqKiwtLWFlZQU1NTWQy+W4fv06e65WV1cZaV9TU/OEVJA81jRESyQSaG9vR21tLWZmZhh09MYbb+BXv/rVJ3r+PlWz8Y1vfAP19fWor6/nJFoK7qJ49e3tbQwMDHA4HZkVSdvZ1dWFcDjMaNh79+6hu7sbp06dwuXLl6HVallTr9Fo4PP5kJeXh4qKCjZWCwQCznpYXl5mOZTFYsHS0hLGx8dRW1uLZDKJlpYWZqLX1NTA4/FgdHQUBoMBUqmUzWcUrCYWi5FMJlFWVobi4mL80z/9E44ePYoHDx4gNzcXX/7yl/GXf/mXKC0tZWqQyWRieQqFwd27dw/Ao5UfFXmUAgk8SuIsKipicsjq6ipLXfR6Pd5++22cOnWKG4dwOAyv14toNMqelwcPHsBgMKCsrAyDg4MoKipiPTc1gWtra3wYfuMb38BPfvITZGVlQSaTobm5mRnpMzMzyM/P54kr8cmJ7hWLxaDT6RCJRGAymeB0OlFUVIRvfetbT+2g+/nPf47c3FxsbW0xFWJ9fZ1NouRNIOOz0+nk7vzEiRMIBAIoKSnB0tIS1tfXUV1djeLiYnz44YdoaGjgy5B8MwqFAs3NzdDr9TxVpu2S0WhEWVkZtra2kMlkkEwmMTExgSNHjuD+/fus65RIJGhra8Po6CgbIknmRinsDocDGxsbjNucm5vjrIMzZ85gYGAABwcHaGhoAADcvXsXNpsN58+fx+zsLJsfqanw+XxwuVwQCoXMZc/Ly4NWq8Xi4iJcLhdjQ4lPTkbEZDKJUCgEm80Gv98Pm82Guro69PX1YXZ2ltGotBYmhGpVVRW2trZQUVGBSCSCtrY2/PSnP0VZWRnW19fR0NCA0dFRdHd3QyaTob+/H+l0Gp2dnU8Y83U6HWuWSeKTTqexvr6Ozc1NnDhxAnfv3sX58+eRSqXwH//jf3yqxd7f/M3f8GYjlUrxz01JzDSIoBwJvV7PE9HCwkKUlJTwoODxjVx1dTVvf99880309vYyrev69esIh8NoaGhgOQ+ldq+vr7N8aHBwEMXFxQDAzPp79+4x/lStVrPE45133mGPA4WOHhwcwGazsbacDLbV1dUc9kjafalUivfff5/NuDU1NVzwkwadYAI7OztMDFxYWGBjI8lWd3d3cffuXdYN03Y58nHyNGEogUdm4vz8fAQCARQXF3OjTxKtra0tHD16lDcY5K2iqeZHH33E+PCcnBwUFRVxQ3J4eIjd3V0uJsmkq1ar0dDQgL//+7/HmTNnYLfb8Wu/9mvwer349V//9af6/P3lX/4ljh49itu3b/N9Qs8RYZcfD1Qjc/fExAQbVJeWllBcXIx0Oo2NjQ1EIhF85StfwRtvvMEAjGg0ykRISjcmChTlQtBW+eDgACMjIygsLERTUxOCwSDu3r3LFESDwQC1Ws0epe9///tIpVKorq5GTk4OwzSIZEay2KmpKc6lSSQSKCoqwp07d5BOp9Ha2opgMIjq6mr84he/QE9PDwdj7u7uQiaTQavVwm63s2wwKyuL05t3d3fR29vL+vhUKoWamhr+nWkwVFRUxEoCCnKjzS+F49JggXJNtFotb73C/x97fx4k532dh8JPL9P7vvd09/RMz75vWAcLAYIEuIiEKIuSbEmRnTgqx05VXF6q4kpiV6USl5NKHC8lp2RZjmLJtExLIimKi7iAIABimcHMYPZ9ep3pbbqne3rfpr8/oHMCVO7NJcsmXPd+far8h0USmOn+vb/3nOc8y/4+PB4PxGIxuzfdvn0bMpkMAwMDmJ2dxeOPP849g91uZ2q2SqXC5uYmQqEQ//7ktFYqlfDMM8/gz/7sz/CjH/3okb2D/8N/+A9QKpW4ffs2YrEYfuVXfgX7+/u8VSRb5oWFBYjFYgwPDzOdtLm5mZvYcDjMUQCk9yXnQwo3jEajnGRNzlByuZxtupuamhAKheBwOJi+PD4+jqWlJc5Y6evrw2OPPYa/+Zu/wec//3ksLCzA4XDgnXfeweLiIorFIsbHxzkFnijkxAgwm81oamrC+vo6fvCDH+DcuXN45plnWAqQzWbx/vvvo7m5mXWeZ86cYbqgUCjEwsICvxtlMhnrL/L5PE6dOoVvfvOb/M7d2NjA+Pg4WltbcXh4iHfffZdDfePxOG82CfSlbWAmk8HRo0eRSqXY5pfoTnNzc5y5RZkei4uLGB8fZwocDR0UkE2RCsQoePrpp5FKpRi8NxqNWFhYgMFgwH/8j//xH37YOHHiBH7913+d0QiaCH0+H06fPs0uJ2QJm8/n4XQ6ORiInEiI1/ud73yHefOHh4c4d+4cfD4fUj8LsyGePTkGEYeMPsTJyUkWYlFq53vvvYdLly6xLdrVq1fR3t4OjUbDTRPpItxuNyNxxWIROzs7AO43g8ViEWNjY4wCUwaF2WzG4OAg8+3X1tZgNBo5f4ICBSmOnhJoSRNB/4wO08zMDCYmJuD3+3Hy5Emsra3B6XRicXGRRWKtra145513uCEWi8VsdysWi6FUKtHS0oLd3V0cHBxAoVBgfn6e9QQjIyMolUo8WHR2dvL3R5PxxsYGO8uIRCIO5iInopWVFTgcDtRqNRiNRrz99tsYHh7GH/zBHzyyi+5f/It/wbSMsbExvP/+++jr64PNZsPOzg6EQiFkMhnK5TJbw+l0OmSzWU6tJsHgjRs3cOTIEezu7mJ4eBg/+clPYLPZoNFocPz4cXb5oIdzb2+PheDkPEShim+++Sajun19ffiFX/gFfPOb30R7ezuOHDmCl156CS0tLdx4V6tVPPnkk/D7/dygUlheIBBAKBTi7zmdTmNra4uNFhwOB7uiLCws4Nlnn8UPf/hDbmbJTYM89AHwpU0CMJvNhqtXr8Jut0MkEqFYLCIYDEKj0eDkyZOYn59HsVjE9evX8a/+1b/C1NQUpqamMDY2BrPZzHQvohFYrVa8/fbbsFqt7OlNKPOdO3fQ19fHZyqXy2F3d5dFetlsFhsbG3jqqafg9/sZeSSbXKJr0V2iUCjgdDqh0Wjw3e9+Fy+99NIjbfb+8A//kPUlZDkajUZRq9XQ2dnJ2zWNRgOj0YhEIsGUq0QiwcLyaDSKixcvIhKJwOfzcaYP2RgSMmuxWHDmzBm89957kMlk6OzsBAC+e91uN2ZnZ1mITd7/1Wr1IeeaXC4Hm82GjY0Nzplob2/nBpXuj9XVVdjtdmi1Wmxvb6NSqeCzn/0s3njjDXz1q1/F1atXWf8QjUZx6tQpmM1mXL9+HcViEbu7u3yWKRMAAJtK1Ot1hMNhdHd3o1gsIhQKcXr3u+++i+PHj2Nubg5DQ0O4du0a06N2d3cxMTEBk8nEWR2UuZHL5TjQlYbmgYEBvPbaa+jp6eFUZ6PRiNbWVty5cwculwurq6uYmJiAVqvF1tYWYrEYbwPJFpp0f06nk13jAoEAfvEXfxEvvfQSXnnllUd6/v7Tf/pPWFtbQ71eZ6rD4eEhh5mq1Wp2h6MGm9zGKAg2l8thf38f29vb6O/vBwA2rHjsscc45yUej+POnTsolUro6Ohg50N6H1qtVmQyGUZiaZj0eDwsAjcYDHwfFwoFbiYNBgPm5uZgsVjQ0dGBYDCIWCzG9st0V3d1dUGr1UKtVmNpaYndtuj7aGlpwalTp/Cd73yH6Suk1RsYGIBYLMb29jbK5TJnptAm7N69e5w5Q8MsORzdu3eP83CamppQqVSwvLwMkUgEo9GIcrmMpaWlhzYXXV1dbJRB7pi1Wo1pLyKRCGq1GjabDcFgEFKpFNvb2w9RzAn0JNquSCTiILxwOIx8Po/W1lbs7e0BuG9Fe+rUqUf2Dv7t3/5tpnARVTEej7MAm7QC5IDU0tKCjo4OTE1N8TnMZrMYGRmBSCTiLRc1w2TG0tvbix//+Mc4e/YsQqEQD3jj4+PMPKHUcZ1Oh/n5eXz1q1/FwcEBlpaW8C//5b/Ed7/7XaZcEvWe9LdnzpxBvV7nkONEIsEUScqz8ng8PJDYbDaOZBAKhdja2mIH0pGREajVaoyMjCCbzWJlZQUAMD4+jmKxiI2NDabbkmW1wWDA/Pw82yIfO3YMUqmUU+d//OMf45//83+Ob3zjG6jX69BqtWyMUalU+O4rlUoYGRmBVqtFOp1GOp2GTCbDqVOnmCHU09ODd955Bx0dHfD5fDhx4gT+y3/5Lzh69Cg/T83NzWhubkY4HEa9Xsfo6Chn1wSDQaRSKTz11FP40Y9+hFOnTsHr9bLN/u/8zu/8ww8bf/Inf8LI0q1btzAxMYFSqQSNRoPd3V3I5XJGVwkdL5fL7NVND20wGITVamX9xujoKHZ2dtgrnVxmiPu8vLwMh8OBCxcuYGZmBjdu3MCLL74ImUyG27dv4/Tp05DL5fjoo484bfH555/H/v4+h7lR5Prk5CQ6OzsZLSbbM0oDJmQ3l8uhv78f165dw7vvvosvfvGLHPZDDk6EzlUqFWxubqKzsxNutxtSqZSdkIj3S4JjgUCAUqmElpYWFqX19/djYWGBqSzBYBC5XI43SMD9ZGAK7SJRLq3h6BLd3NyE0WhEKpVCpVJBX18fpqenYbfb8eSTT+J73/seNBoNzp49iytXrrDoj9KKyYmGkBwK5nK73djc3ESlUoFIJMLy8jJzKR/lCvf3fu/3+Gfa2trCwMAANxHEF9/Z2YFcLkd/fz9UKhVzex9ES8bGxvDbv/3b+Ku/+ivMz8/j+vXrGB4extTUFLq7u9HW1oYbN26wC4/f70e9XufQKYPBgI2NDezu7qK1tRVGoxH37t1jsTM5Wfz0pz9lq1BCWxOJBPx+P9NESEBHAjWpVAqxWIylpSXm7NZqNYTDYZw4cQJWqxU7Ozt8AYlEIvZlHxoa4sDLUqnEF9TGxgZWVlYwNDSEn/u5n8P3vvc9Rjk6OjpweHiIzc1NfkFcvHgR/+N//A82Nrhw4QI7tXk8HkZKSZNFtrqLi4tobW3FxsYGPB4PDg4OGIEnkSkFMA0ODiKdTiMWi8Hv93PDkkgkmLJDqeekJ1CpVOxq95Of/AQnTpx45JuNf/fv/h2i0SjbP29tbaGnp4ebP7VajenpaYhEIjzxxBPI5/OYnJzE4eEhW74C99fyRLeLxWI4ffo0FhYW0NnZyfRASl4+PDxEtVpFJpOB2WyGyWTC6uoqfD4f53OYzWbeKiQSCRw9ehSJRAJvvvkmDg8P8cILL3AA6uLiItuAqtVqBnIop2N/fx9tbW1MU6AVv8vlQjwe58H7i1/8Iubn59nuW/ezvA5qAq9fv84asnq9zgivz+fj8De9Xo9XXnkFTz31FAKBAJ599lm88cYbvFkmj/zl5WXOkwHugwBLS0s8fBKNlyycBQIB3nnnHfT392Nrawtf+cpX8M477+Ds2bP46U9/ypv36elpNDU1cQAo5R6Q0QJl47S2tmJmZgZWqxXNzc2w2WyYmprCN77xjUd6/v7kT/4Es7OziMfjeOKJJ3Dr1i309vby907C0ZmZGZjNZjz++ONMLzlz5gxTQb71rW+xdsdut+ONN97AL/3SL+Hb3/42ent7kclkkEgk0Nvbi1gshoWFBfT29qK9vZ199rVaLX7yk59ww+52u9He3o6bN2+io6MDt2/fxle+8hX85V/+JQ/SDzpC9ff3w+PxsNhXLBZz1lOpVMLW1hacTicmJyfx3HPP4Z133sHXvvY1BAIBFvJ2dnayloPCAMnRh+hm5XKZjVLIffL27dtQq9WcF0af6dDQECYnJ/H1r38d0WgUR48exb179zAzM8P0JrlcztTSaDTKFFEKsSRzjlKpxFbUpDFqa2tjQXIoFGLjiHA4zA0r5YGIxWJMTU0BAE6dOsW0uN3dXZw5cwazs7O4desWvve97z2yd/Bf/MVfIJvNwmq1IplMIplMsnCYnPKam5uZBUCfBW0au7q6EI1Gce7cObZKplBKypKgz4SGO9KNUsBsKpVCMplkc418Po/HH3+c/zvKmCAHQNK1Hj16FMVikXsfCr01Go0Ih8OIx+M87FB/895770GtVqO1tRU//OEPmW43NjbGmqDd3V0MDAxgf3+fzx0Z7FCIH2WjKRQKrK2tMTBJRidk9U1ue6urq/jsZz+LarXK7qkvvPACdnZ2mCJKmw0y8yCwhXo4ytPZ3t6GxWKBWq3mAG2PxwO5XA6/34+enh4Wm9N3LZFIeEtiMpnQ2tqKW7duwe12M2Xty1/+MlZXV/HCCy/8ww8b3/nOd/Daa6/xGikej6OpqQnd3d147733YLfbceTIEQBgpNnpdPLaj1BxynR49dVX8fTTT3NwnN1uh9VqRSwWQzAYxMjICCcc0xdG1nC0KioWiyygJNehe/fuYWxsDNlsFrOzs4wSFItFzhdobW1lahTZigL3szXIKo/QmMHBQc7M2NjYwDPPPIO33nqLxVAAeH1LnHOiD8RiMRweHrKOgxLSyYKWGrJKpYI333wTGo0GL774Ir+879y5g62tLTzxxBMIBoO8qnwwQ4Ea3sXFRYTDYYyOjjIl4fvf/z4sFgvTe4D7SPfExAS2t7exv7/PDgekG6D0aRLI9/b2AgA2Nzc58EkulyMQCDwSzjKdv1/6pV/CyZMnkcvlWEtCtrAk6qrVamwZWCgUOEOCKANEW6P095MnTyIcDkMsFjPS0NfXh93dXXR2dkKpVLL+hpxvisUip5tKJBJ4vV50d3cjn89jaGgIXq8XMzMz+OpXvwqv14v5+Xk89dRTEIvFWFxc5BXtxsYGEokE+vv72Qxgd3cXOzs7aG9vZ/cqlUqFa9eu4emnn2aagdVq5eZIpVKhq6sL4XAY165dQ1tbGw9F1WqVMyHIjnRhYYGbBWqm/H4/Dg8P4XQ6OZdja2uLzRn6+vrYrYMsRCk11+fzQSQSIRaLQa1WQyQSIR6PszMbieJJ60HoSb1eR2dnJw85lMpLVDalUsk2m6QPITTXbDZjdXUVf/zHf/xIm71f+7Vfg06nY7cfajiIXkYIWDAY5CHLbrejUqlw8nEul0MgEIDJZMLNmzcxMTHB+TpXr15lobRQKOTtSSaTYV0LmRQcHBzg7t27+MxnPoN4PM5bChLROhwO/OAHP0B7ezvK5TK76xSLReYDk2MM2VKmUimEQiG0trbyvatUKpHL5eD3+/kcCYVCKBQK5v57PB5uJEQiEbq7u5FMJtnQgmxiCYlsa2tjpD0cDrP9uNFoRCQSgU6nY5MA4H4QZE9PD1syZrNZNg0JBAKoVCpsB22xWOD1ejnpdm9vD5VKBVarFQqFAjs7O5iYmEAsFsPVq1fZGEMgEECr1fKmmOit5KZIgsvOzk6m0v3rf/2vH+n5u3z5Mtra2mC1Wvl+Juou6YHcbjdvY+n7IyoscevffvttOJ1OeDwe1hq2trbiypUrGB4eRigUgsvlQiwWe8hy1GKxPOSeNjk5iZ2dHYyMjEAmk/FWnXJRSBNRq9WYX08AncfjwVtvvYWuri5mBlgsFk5yJuqg1WrlAEiRSIS1tTWMj48zCKbVanHjxg3s7u7i9OnTbJlMYJ9Go0EqlWJr+UAgwLkzvb29kMvleO+993DmzBnkcjnUajUkEgns7OzgyJEjHHJL+qbl5WVUKhW4XC5+zsfHx1lT2dzcjKWlJfh8PoyPj+PGjRs4fvw4bty4gXq9jq985StYXV3F6uoqBxCTvX97ezvfq/S/5fN51qfQtiOVSjFQ8Ju/+ZuP7B3867/+68w0ocbbZrPh5MmT+OlPfwqdTsc6CwJMADDQoNPpsLKywhssegeIxeKHaKBtbW24ffs2arUauru7mbEgFAohlUpZQ0RbZOoJz58/j5aWFjQ1NeEP/uAPoNfr8cQTT3C4Z7lcRkdHB0KhELvt3bhxAyaTiUOqTSYTBAIBDAYDO3TOzs7i6NGjqNfrrHPd3Nxketj29jY0Gg26urpQr9cxPT3NifH0eRHVa29vD/l8ngOde3p6YLfbcfPmTQbw6vU6h4m6XC4YDAbs7OwwtQ4AO5wRCOVwOLC9vY1Tp05hfn6eN2k9PT14+eWX0dfXh3w+j7GxMQD3Aa+uri62Uh4ZGYFGo+GfT6vVsr6vXq/D7XZjeHgYN27cQCKRQHt7Oz788MOP7Qj5idyo/H4/Tpw4wRzHnZ0dnDx5Eu+//z4ODg5YY0HhT3RpxeNxFgsdOXIEr7/+OnZ3d/H444+zvqJUKmF+fh7r6+twu924dOkSAGB9fZ2dKGq1GpqampDP5xEIBOB0OjEwMMB8ZFrvdnZ24ubNmzh37hwcDgf29vaQTqdhNBoZQSSEnC4+EgSpVCoOeslkMuxKEgqFIJVKcfz4cXzzm99kX/1/8k/+CV566SW8/fbb6OjoYLcpGjYorCyZTCIajfK6mdJcf/CDH6BUKnFCtMvlwr1793gDZDKZcOzYMUYT6/U6AoEA8vk85HI5r443NzdRKpXQ1taGjY0NTi+mdTTZBvt8Pjz99NNQq9VsjTk8PIzDw0P4fD72lJZIJLylyufzLDS9d+8exsfHkUql8Nhjj+H73//+JzlCf69yuVyw2+1YWloCcP9CisfjbGUpFovZLYEus62tLaZcVCoV/p3ImpVWsGq1mv2vxWIxpFIp0uk0SqUSjh49iuXlZQ7CorRtShJubW1Fa2srAHBaeW9vL9bW1thSlIYAlUrF+S6tra0sdjs8PITZbIbBYEBXVxdWVlb4z6eX9tTUFM6fP49bt26xL3w6nea0z6amJpw4cQIajYbdUWKxGDuHfPDBB8hkMjh58iR6e3tZ+Do1NYVz585he3ubv+s333wTQ0NDPCAQR5b47nq9Hvv7+wgGgyyapzwDGoZ9Ph8EAgH71MtkMm5s6eW1sbEBv9/PuRSLi4vIZrPQaDTw+XwoFoswGAy4efMmtFotdnd3odfrMTMz88gT7AHwpiGdTqNarfIWc3NzE21tbUyNIGrcwcEBRCIRxsbGUK1WcfPmTRYp0rnq7e3F1NTUQ9bGRFkJh8Noa2uDWq1GLBaD0WiERqPB2toa+7JTfgJ58hMKlclkcOrUKbbqpuTpbDbLtpBEAalUKkgmkwgEAmwYoNfrsbu7i2AwCJfLBbfbjUAggN3dXR4OMpkMPvOZzwAAB2rSYO/z+ZDNZlkz0dHRAb/fzyJZMrfo7+/nfBKiGe7t7XHQm0KhgMFgwOHhIVZWVpgWKRKJkEwm0dLSwroecnobHR2Fz+dDrVbDl770JfzRH/0RGzhYrVZ88MEHGBsbQ1dXF4NBZF1ODn6hUIgR5oWFBTYrIGOSfww3qlOnTrGFJ72rIpEIarUaXC4XuxNR0ngikcDa2hpbsBP9loBB+p3pz6QwR6LEKRQKNDU1cdowuSxSyKFWq0UikUAwGIRer+cwQDpbCoUCN2/ehMlkYqvNgYEBvPfee7DZbPj85z/PeQukiSC3IRJVE6CUy+UY6S8Wi3j33XdZc/GgdSltNyjZme5kyqkh10eih2SzWXR3d3Newfz8PJ5//nlYLBY2DxAKhezUZbFYEAqFWHdpMpnY9ZBylRQKBWKxGAKBAM6dO4f3338fdrudTV2MRiM34+RaRBsTn88HpVKJbDaLra0tnDx5kimqarWa30MejwfvvPPOIz1/wWAQw8PDbI9Mn7PP5+OwYa1Wi0qlwsOuTqdjICSfz7Ou5+TJk/B6vXj55Zfxa7/2a/xOIovvz3/+8/wdkuiaNLImk4lzgj744AOMj49jfHwc9+7dw/T0NA+4ZLZCwxEZCGm1WqbaHz16FMFgkAeG5uZmCAQCdrAyGo0sZl9bW8Pzzz8PrVYLiUSCYDCI/v5+DA0NsRlIf38/m4FQQHM0GoVAIMDY2BgikQj6+vqg0Whw4cIF7od3d3e5ZzMajRAIBJibm4PVamU3S7LKl0qlMBqNKBQKSKfTnCcyMDCA9vZ2NrG4du0aZDIZnnvuOUxPT8NsNvPP1NbWxmHVLS0tnCtns9n4nZ5Op5limMlkcHBwwEuD7e1tdqf8OPWJhg2fz4ehoSF2CqBk8Hq9DofDwU5P5Kjg8/lgsVhYSOt0OvGjH/2IXT0WFhZYAGY2mxEIBHD+/HleG+3u7nIaJwD2zi4Wi9z0EIJFwXRE6xgaGsKrr76Ko0ePQiAQsANVJBJBOp1Gf38/RkdHsbGxwQ0ZidApWMhkMrFH/sHBAfuuHzt2DBsbG9Bqtbh+/Tp6e3uZ7kKi+UqlAuB+qi6h7oQytbS08EPZ1taGo0ePMgL45ptv4vLlyxAKhZxCvrq6ynkjBoOBDxZR1QBw7sTq6io6OzvhdDqxtbXFVqYymQzZbBYXL16EXq/H0tISXC4XlpeXubkbGRnhQKdyucyhboODgxCLxejt7WUay9mzZ/Huu+9+kuPz965wOIyXXnoJp0+fht/vx9WrV9mGl5p1AHyxkb81DVWEyFGgUzweh8/nY9ePTCYDj8fDvu3U0BP/mZJk9/f3eUNCAYn0ANOql4bCzs5O1Go1nDhxAru7u7DZbOjv78fU1BQikQgcDgc6OzuxsbGBO3fu4Pjx44wo0Lk0mUxMO6K/74knnkCpVMKrr76KwcFBCIXCh7Y677//PtuaAmBUNxgMYnp6mh2wDg4OMDAwwBcVlc1m4+aW/myVSsUiYBL5kVgtlUphYGCAQ9NyuRzGx8c5gV4ikSCZTOL69escKnb58mXs7OzgwoULHMaWz+dRr9fR29vLK+ednR1OBCabX7IRfNQ1MTHBhg9kViAUCtnRjmyWKYmbxJFTU1NYXV2FTCbD1tYWPvOZzyCRSOD06dNM70ilUtjf32dHHrfbzXbW9CKs1+tMnxoeHubNADXdzz//PPL5PAeQ7u/vY2NjA9VqFfl8noPOpqenYbFYuAEgrrpUKuXU32AwiNHRURbUikQifj7W19cxMjLCOhp64dOLem1tjfNw6PsneoxUKmXqaU9PD+7evYtLly7h9u3bGBgYwL1795jWdPXqVeYa9/T0wGQyIRKJwOv18ovOYrGgtbUV9+7d4/cQaTgUCgXu3r2L06dPY2NjA0eOHMEPf/hD9PX1MdJJieRKpRJWqxXVahXT09M8mORyOVy8eBHT09OM9MdisYeel0dVbrcbr776KsxmM0qlEoddknOMRqPhFG6ywLx06RJz0t1uN/7u7/4OX/ziF5FOp9k1anFxEQ6HAwMDA2zFTdk/tVoNFosFLpcL2WwWwWAQ9Xodh4eHbIdNAX4vvvgi/uIv/gJ6vR5bW1tQKpWQyWS4ePEibz2IpkdNaDQahUwmQ09PD2s9yE6a7lRKp19bW0NfXx8DmmKxGE8++SSjsalUisHB3d1dqFQq2O121Ot11poB913RSDO0tbWF3t5epnlJJBJ23SMKn8FggFarxc7ODrq6ujA6OopCoYC1tTWmoBIFhwJcOzs7Odyto6MD8XgcLS0tqFQqiMfjGBwc5HwuymeQSCSc9qzT6WC1WjmHgwwpJiYmsLa2xpuBR1ktLS2o1WpMdSU7a71ezz9ntVpFS0sLdDodhxuT4LhUKiEej+PGjRu4ePEirl27xplT9XqdjV/kcjlWVlawubnJuT2knfD5fNjd3WXKMBkPTE5OsuUuIfP5fJ4pQqRbA8DvGPr8SQ9H2Sm5XA4Wi4X1vJSx4/F4eChIJBL4yle+ws56N2/ehMvlwiuvvAKn08kJ8xqNBi0tLazRPHHiBOr1OlZXV3nTG4vF+Jl+/PHH8frrr7Nm2WazYXZ2FoODg9jf3+dsIrFYzKZA5ORIw/3+/j52dnaYhm80GtHW1oa5uTmMjY1xbobJZMLGxgbT5gFgd3cXiUSCtzEPGiy8+eab6O7uZs0RfZ4fpz7RsEEUC6PRiGQyyS43EokETqcTqVQKGxsbyOVy7FBF7lHb29vY3t5m4WKpVMLU1BQ/WLTOJ9clQo/lcjkPEcD97UpTUxNb6pLIl9b+gUAAuVwOVqsVvb29CIfDbCNHYWhmsxlra2u8XpbL5byBIMcrarY3Njbwmc98hoXWgUCAufCkCdjf30dPTw9WV1extbXFg4BQKGQKRalUgsfjYRSJ/KmJUyeRSKBWq9He3o719XWmcgFgfnO9XkcoFIJKpWI/e1opms1m3gDRupFCxyiEjcRmhJbevHmTqTgkQFMoFIwAkoUaaQgozE4mk2FycpLXiY+q2tvb+Qysrq5iaGiInRro/BEySihAoVBAPp/H1tYWRCIROjo6oFarkUqlHuLK5nI5FvhptVpEo1Ee7sgHnpypSBNDWiQKnyPxo9frxbFjx1Cv1+FyuaDT6RAMBtHc3Ix4PI4PP/wQCoUCIyMjTCEUiUQYHx+HQCBAIpHA5uYmHnvsMSwtLfF6PRAIcCJy6meJsjKZDE1NTWx4QM3Tgyis1+vlFyc5w1itVrz66qsQCoWMnMfjcWSzWda40OVKdovAfXcV4vLncjm29CP6E70QBwYGsLy8zJQfcm2is9rS0oIrV67wXaHVahGLxXi4u3nzJgwGA6fBBwIBSCQSrK+vMwr4STy+/6Hq6tWrGBwc5DuHqF5msxl+vx+9vb283id9m8FggF6vZxooufnQy5AskCm1eGRkBK+99hq74yWTSaaRFgoFfo7X19eZp04vStoCWCwWRn7pLqnVapwvceXKFd4oUbiZWCxm/QKh22tra1heXsaJEyewubmJbDYLtVqNo0ePYnNzE+FwGOPj43C5XFhbW2P9DXHTs9kslEolisUi9vf3ceTIESgUCqRSKabvHTlyBFevXkUsFkNfXx/a29v5OWlra0NLSwsPt+VymekJpA2kRvfw8BAGg4EDJknkTZkyBoOBxfEDAwPsMU+NLPGUiWNONr2UxaRWq/nuMJvNuH379iM/f8lkEu3t7awFrFQqCIfDbB27t7fHgFQikWAjEGqoaeC9efMmP2sajYZ1YD09PUzToG0t2XASHblcLkMikcBisbDgld7PN2/ehNFoRLVahUKhgEAgwOjoKCKRCIcGpn6WTJzNZjE5Ocn0NRoe4vE4D36Uh2EymThPgOirtVoNLS0tePzxx5l+mkgkEI1G0dPTg6amJqRSKU6SJieq3t5eWK1WhMNhpNNpfO1rX4PBYMD09DR/zoFAALFYjO2mKV8rEAigUChwQ6ZUKjE0NISVlRVYLBZoNBq43W7U63VcvXqVB3WLxcLnlQxtEokEwuEwW+wSxZHc2ojKSr0GOWVduXIFPT09sFqtsFqtj/T81et1+P1+eL1eZpCcPXuW/zk1sQDY4c7lcqFWq0Emk/HvSPqJgYEBpp7Su5q2rMB99znSAtOGIRQKMY25ubmZzQ0mJyc5/dpkMnFmy2c/+1msra1hdnaWNYBmsxnlcpk3ctQDkBMbZVZRztTc3BxUKhXW1tbw3HPPYXV1lR1JI5EI30sHBwdsdESp8lKplPPMTp06hcPDQwbQ/X4/J6WPjIxAKpVifn6eDZLa2tqgVCqRSqVw7do17vfq9TpTu+keI8mBXq+H1+uFTqfju5NCsqlHoA0PsT0oQFMulyOVSgEAM3xI20dhsn19fTCZTJxb93HrEw0bxFHe39/H5OQkjh07BpPJxE03NahGoxHNzc28xiXHjOHhYRY/Hx4eQqlUQqvVYnNzE263m9NjS6US3G43NjY2AADNzc2ccUFCX61Wy9QRoVCImzdv8iCxu7sLj8fDiMzOzg6kUikAsB0jHdi+vj7EYjF4vV5UKhX+9xYXF3H8+HFMT0+z7SZRKIijTZ7JAwMDmJmZ4eA7mUyGQCDAIsxischBSOTQsru7i7W1NUZwarUaOjo6EA6HYbfbeWM0PDyMQCDATR1ZmCqVSqZrSCQSbGxswOl0skCKhLbk5mW1WjE/P8/8Q0JCw+EwJ67u7e3xsCeVSuF0OpHP5xGJRGCz2ZgaRtaAMzMzn+T4/L2LbClJp1Mul1m/sb+/z6nqTU1NTMGgy/r06dPcLEmlUs4TIA/52dlZ9lSXyWQQCATIZrNobW1FT08PC/4pMCufz/OGjdxbqKkUCARYXV2F2Wxm1yuy56WtoEwmg1Kp5M+faG8k0qewwUqlgmg0yi85oiiR9eyRI0f4swiFQuwQQY0p6abK5TIHwpFd7+XLl3H37l0O17TZbGwVHA6Hsby8zOvyvr4+Rllo1W21Wlk7Q4MNIUsESlgsFkQiEXZ/IevUcDiMQqGAs2fPYmVlhQeXgYEBTicnDRTRuyg8i5pDCvN8lEVuNKVSiQW5RDMjhx8awgkBJ668TqeDWCxmK22yWSwWiygWi/wZRCIR9PT0IJPJsPUj2QyLRCKYTCZ2qiMryHA4jDNnzvDanegORLc6f/487ty5w77uOzs7MJvNKBQK/LMJhUKmuel0OhwcHPCLRqvVor+/Hx9++CE+//nPY2dnBzqdjoPFaNime5tQ6cPDQyQSCcjlcigUCqyvrzNVSalU8jBFup/d3V1+Aba0tMBisXCTS8YcpOEhyhmd9Xw+z5aSZKRB6HqhUGDxptVq5Y2wRCJBX18f261TkrNUKuVtB7mDAWBdSWtrKw+Jj7JWVlbQ0tKCarXKWxbastFZo7BHykqJxWJsYz40NASPx4OtrS3OKLpz5w7Gx8cRi8WYvkQ0YgDMTKDgPa1Wy+920nBRwBo1c16vFxcuXHhIWymVSjk8kKzgCR0lcwwy+8jlctzoAGC6mM1mg8fjwd/+7d9iYGCAgYlsNsuUHq1Wi2q1+lA2DWmeiIdfKpXYPlQoFGJychLNzc1MN3Y4HIjFYozk00BG2k+dTsdZMul0+iHHSbfbzRljwWAQKpUKer0eN2/exBNPPIH9/X3WZO3v77PWo1qtIpVKsckNfdaVSgUymQypVIpB3NnZWWSzWayvrz/S89ff34+7d+/CZrOhXq+zLpDuDdLmkmZUIBCwGxQZA2i1WnR1dWFqagp+v5+dlMhJjcBcGiYLhQJTqB7M8NjY2IBQKGT6c09PD2fjkCuTWCzGzMwMFAoFZDIZu9oRRX5sbAzLy8scTEh/FmWykYNUW1sb5/KkUimIxWKEw2G+s4hJQe6RDxoFkM6QXNloe7O9vY1jx45BrVZja2sLRqMR8Xgcd+/excTEBK5du8ZxEjSEk00v0booq4r0SPF4nHVD9DwbjUZMTk6iqakJTqcT8Xic8+IIeLbb7dBoNKhUKlAoFEx/pe+U7niJRIJAIIBgMMgD1MetTzRs6HQ6+P1+bG9vc1OvVCo5EIReWDqdDlKpFFtbW7w2v3DhAoRCIXw+H7a2tth5olgs4gtf+AKLZvP5POx2O5xOJ+r1Oq/faCPgcrlYIEWWrAaDAVarlV1DyB4snU6zoxVwPy2U6DRkcUjNFB0skUiEY8eOwWq1wuVyob+/H4VCgdHBW7duwePxsEBycXGRv0CtVsue+tTA05fo9Xq5WSWRYjabxdjYGIfiyOVyDA4OolAowGg04ubNm1heXsZjjz3GLktE0SoUCvxQEvKZTCbR0dHBDkhWq5XTN8mtJRwOc4JmKpVCOBzmbA1CIgqFAm996KBrNBrODNjZ2cH4+DgUCgVefvnlT3KE/l6l0+mwtLSEpqYmphsREikSieB2u2G1WvkFQjQoiUTCwy0NlHRZXLp0CW+//TY39f39/bzCJpSDuOHpdBqVSoV9v/P5PBwOB1sKp9NpRkrpwSVBq0wmg0QiYZEvAA67IqSCqHpWq5UvQeLUU1gXbWBEIhFCoRCfRQD8kler1SgUChxoRKieWCyGy+XiLYJer4fFYsHq6iq6u7uh0WiwuLiI4eFhbG1tMU0lnU5jfn4efX19nA9SLBbZ058QVrPZzPa2pVKJhd8Gg4HPa6lUYpG70+lErVaDTqfjz5YQG4VCwaFZ9O9LJBLMz89Dq9WyKcCjrqamJkxNTfGgQZQQg8HAaBoA5PN5hEIhGAwGuN1urK2tMVBBLlN0H9hsNni9XtZ4UDI2iQVJ40HCaY/HA4FAwM52lUoFnZ2daGlp4Y2nQqFg/ZHJZGI7WoPBgKWlJaYQAOAARaKQ0maZaGByuZxTgWmQcbvdbIhAvzOdd6LgETposVj4uSS3Kxo2hUIhFhcXWXRNwnkAGBoawnvvvYenn36aHdkoOPbw8BBerxdarZYD+gYGBnhLfvz4cUxNTcHhcGBnZweDg4NI/Swjp7W1FX6/n/MRyCmR7JYlEglvLOlzbmtr4ybjQeTzURe5zAQCAQ4eJA49bbCp4dZoNDwICAQCdg+iTQS5NpXLZQD3NXDZbBYymYzzLyhEjPRRMpmMkVnKSSGQUSQS4d69e+w6RFa3kUiEzxHpkGi7SqFhZJefSqVgMpnYgQ0A34tqtRpra2ts6mI2m3H37l243W7UajV88MEHD/1eer2eNRGE0pLubHd3lynR9E5bWlrC0aNHIZFIGNgE7pu/kMMWuaOJxWLs7e1xhozb7X4omyQejyMQCGBgYAAKhYK1BkRhtVgsEAgE6OzsxLVr1/geIWReJBJxgG8ikcDMzAxTW0QiEWw2G1QqFVthP6oibROh/aSvAMCNJ+WN2e12Nokg5J+YI8SiIACbXN62t7cxPDyMeDzONtoUzkdbKjqjBoMBgUCAqW+RSATPPPMMrl27hs7OTj5TlN1DjTlluAUCAQD3GRN6vZ51YZTtRtk9+XyegXL6PW02GyqVClvJE+ioVqtRLBaxtbXFoAj9nvSzp9Np7O7uwu12s86ZaHYCgQAymYwprIeHh1hfX4fP5+OfnehdBEoT26VcLsNms+H27dv87NntdtY0kxaDaPj0XiYgnJ5zAg01Gg0MBgNvfJPJJBwOBxsVtbW1YW1t7WOfHeEnOWilUonXgIRMGY1GBINBrKysoFwuw2QyoVgssjiG1o/xeJxXh7TqJ5u3VCqFXC7HSBFdJnSRxWIxpscYjUa2/iJrL/rzCAHQ6XSsridqFFFsKpUKR9LL5XKk02kkk0k+KIVCAXNzcyy8IXQ2mUyyTSzRi2hYIfG6VqtFKBRC6mchgdSA1mo1vriIskCDU0tLC7q6umCz2SAWi9HR0fGQUDQUCvGLQywWc4OXzWb5Rd7R0YG2tjYcHh6iXq/j7t27SCQSzKckMV8qlcLa2hrW1tZ4OCHhOomhCUWsVCqo1Wpwu90s7C0UCgiHw5DL5czXf5S1traGtrY2dnWg5E6DwYBisQi/34+DgwM0NTXxhsZkMvGLkhxwSCwoEomYjkdZMGKxmIPXVCoVIwBko0wbOzIrcDgcTGk4ODjgVN5CocDfF207iG5lNpv5n3V3d0On08Hr9bIIm1bNRPcgPU57ezsMBgNbSMfjcUxOTrJgPhaLIRwOQ6PR8GeQz+ehVCpZYEnbALr8aA2/tbWFjY0NpFIp+Hw+CIVC2Gw2OJ1Odu6gbdzGxgbC4TA/s3t7eyiXy0in0wDubyKpOSPHIELB3G43hwUajUZGlEmQt7+/j3g8zq4rNDCSYHlwcBCxWIwR7EddIpGI7aZlMhmi0SgLCbu6umAymZgaSs0eBZCSgxRtV2dmZqDX6zm7AQCjYEKhEC0tLZwJFI1GYTAYoFQquZGfm5tjKg81SDRomEwmOBwOOBwOtLW1cfYGIVS0DaA7o1AosBNPpVLhcxIMBvn729/fR3d3NxYXF+H1etnOlzQ09H3THUzGCURRiEajyGQy/EI+PDxk9J3MDrLZLFQqFYdyESWSNofkoERWypT1QMgpUVmUSiUjiH19fbDb7ZidnWWNwIOoN6GBAoGAXZvo5bqwsICFhQUA4GGMMmT+MQwKyItfq9Wy62E2m+XniKzmpVIpcrkc01poiCTBrVKpZP0ZDYcul4sTx9va2vizKJfLsNvtGBgYwODgIJqbmxmtp7uNNhdknEDBdMD9e5vcp0hz6fP5mDNOYWLA/9qA1Gq1h5KXu7u72SaV9IwqlYoTqikVmaiE1KRtbm6iXC5Dp9NxI0/vSmq8aFvd09PDzx9lE8lkMgZOyHJeIpEAAFMkaRNOInXSMNCWh84JDWDU21DDTLQ4cgOkoTGfz2N1dZUD/tra2hjwI+c4AlIfVRH9kZzBFAoFZ4e4XC5+v2YyGSwsLGB+fp71BCTUp5Rx+gyMRiOGhoawubnJQAoA/s4oI4xyVugzJ3CU6M4ikQi5XI7fi6RtI5vZXC4Hh8MBrVbLRgZra2uc3E5sGap0Os0AB1GPyEqbfh9i2lA2ilar5WGSNjnpdJp7WoFAwLpHcjClfDQCj8htklgOXq+X7WdVKhVnyRAd//DwkPOUiH1zeHiIvr4+NkUwGAwQCASo1Wpshd3X18c/O2WokSDe5XKx9T+FehLlV6PRsH7a7XZ/7LPziYYNsmOlCUmr1T7kEEJioHw+D4FAALvdDo/Hg2g0ivX1deTzefT390OtVrOdHOkBCPmz2Wxoa2tDIpHggYKaX6lUCt3P/M9JEd/d3Q2TyYS9vT2mJzU3N/OhIQSPrDgLhQILpjOZDHtaU8NQLBYxMzMDv9+PeDzOrhr0per1eraSdLlcaG1txcLCAtN7iB5DDkPBYJBFOmKxmPMs8vk8VCoVIpEIU8HoxUefNR0UErrJ5XJ+SLRaLSwWC5qbmzn7QKVSYXV1FRaL5SGaDrkHOZ1OtiMNhUJMKSCHA0Lm6UVGNA5y7/D7/cwJJirGoyyZTAa9Xg+32820Kb1eD4/Hw+FRNPgJhULo9Xq2a6QVvcFggE6nYyH3rVu3oNFo4HQ62XmM1rTlchlNTU38Aid6hVAoRLFYRL1e5zW/VCrlxsnr9XIuCvmCU/NPPGH6M2nFn8lkmIJImxRai5I9Ml1UNPTv7e1hc3OTmwgATC8hjiuFyxEFjpC9UCjE5ghE9yNEm1xuaCgeGhpCrVbD7u4ue8YTGplMJvlzr1QqbPdM2x2ysKTnQ6VSsRiNUBniLVOzq9FoIJfLEYlEsLe3B71eD4fDAb/fj2KxCIfDAa/Xy847j7IcDgf6+/vZCY+44fV6nUXe5MBCzRgFoFmtViiVStRqNUZvid4hEomYHvkg7Yec5/b29iCXy5nbTho3hULBXFuiIBFoQ+tvEkCTvWhzczO769ELiu5Ysn4mPjI9czKZDBqNBplMBkajETdu3GDBLVnkUtPn8/mwv7/PiG4ul2OrdKLQUKNPG2RyHSJqnlgsZrQ+Ho8jkUgwUk2ZClqtlrMwSNMBgMPDKJWdNC52u50DW8nikZpOokdJJBIkEgkW35IWgbjk1GQREPWoq7W1FcVikZvMjo4O1kUSKkpAAp2bSCQCAExtS/0smZ1smeVyOTKZDH/HFMBJzVEqlWLQjEJk6Z1JDTe980lvQBvnjY0N1Go1vouJQkdWwkSVIicp2kIQgEiADg2cGo0GUqkU/f392NnZQXd3N44fP86BuUQBo+2zTCbjO7tarTILgu5Qoi9XKhV2xSTdBdFK9/b2mK0B3KeAhkIhBi0J+SU9FQVsnj9/nvOwNBoNQqEQ0wFpi7Ozs8PNHllcU7Pd1NQEvV4PAA9pQajxJVr2oyyJRMKb9omJCbS0tECtVvPwQFRgv9+PYDDIZ8Rut0Ov16OpqQmRSISdz0hATe8Mss0lyh4Nf2RuQXQ5j8cD4H5PYDab2bXx9ddfh0wmg9PpZKE56RDoftVoNNja2mIa9urqKg+mFEpI1C3KYiFghMCNlZUViEQipmYT9a5WqyGZTEKn06G/v5/1FmKxmGMbqKekd6rZbMbc3Bz3ZYeHh8zyIWOe06dPM5BFgDZtkhUKBfeJtVoNXV1d6Ojo4GeOmBWlUom3N9QLmEwmvtdJe0KbOxqS6D6mwOdSqcTf9ScBXD7xsEFUB/oyotEo9Ho9WltbeYqXSCScmUEhT9TEEYIhEAiwv7/PAW3VapXTxk0mE0+xJpMJHR0d3HjTJUoXEiFY6XSaH2JqSAKBAA8UdDjpgtHr9Sz+owuUkhR7enpgs9mQy+VQKBQQDAZZ9JhMJqHX65FMJrlBpL+bhIT0EqLDQC9RanS1Wi0fSjpcSqUS6+vrePPNNzk+nlwxgPvrc7KWI/4hNTPFYpEdH6iRlUgkqFQq8Pv9vJomahQlm5K3NA0WwH0XIlqvEXUDuL/KptAborQ9ahoBhadJpVLmx1KoDQ0DFKJDTmJ7e3ts+Ukp2UqlEoeHh1CpVMzVlMvl0Ol0MJlMCAQCTMETiUQA/hfVhMIZySK4WCxyE1coFOB0OllMRkgHDQNESyHHtnK5jPX1dUQiER6kSfBNzajP52M0mJB+GqhsNhuGhoY4i8FoNDIFRalUchL0wcEB0uk0bDYbr2CJJ0yubkRpovU30b8oRZ6oZcRjJy4n0QbovNLztry8zMg3Ua1isRg0Gg1z5MmykxJkaZi32+38ZxO3mqy219fX/zc62qMs+t1piOrp6UEoFOIXwOHhIdRqNbvTCIVC5tFXKhVOgfX7/SwIjEQinJRMd2ilUmHqBIXgFQoF7O/vc4KsxWLB0NAQenp6oNPp+L5Mp9PY2dmB1+vl4UcgEDAXWSaTMWpGjQ19R9TM0fBAHvC0iie6EeWqUHo5bVCI/hWNRlEoFHizRXakbW1tMBqND2mt6Geh5Hgy53A6ndDpdDxw0guRLEapqQmFQgxckb8/PfcA2AGptbUV3d3dHIBIGjCFQsHgATkC0dBnsVjgdDohEolQr9cZwCEK2KMuuoccDgesVisPoPTM0oBUr9d5O0maHwJOCJGl75xoI8FgkN3gAoEApFIpXC4XcrkcN9aEWhPnXSAQcEo73SUUPEe0jI6ODna0I7oK3Vn0DqEmlkAehUIBt9vNtI79/X3odDoOX1MqlQyOpFIp/i5oCyyTyXgrn8/nmbJqNpuRzWZ5gCKaN9G+c7kcstks350EeJL9L4lnSYtULBaZrkj2wPT80HZCIBCgr6+PabFEt5LJZIjFYohGo4yMk6U9/UwdHR3cDBItiAYY+l4fZdEwSwM+9Tg+n48Nax58n5K+AABvfEgvRYNZMpnkRHL6Tsn4gd73BKqQK5JQKIRIJOJcnPn5eW6oBQIBNBoNPB4PUj9z+FtbW+PBbXNzE6urq4hEIv/bRpO0IfV6Hd3d3YzqF4tFZDIZ3Lt3jxt46p9o60XNdyQSQbVahdVq5RgBANz3EShEmgcCOUh3WavV+D1PWzwCKzc3N+H1erm3IJq1SqVigIbo0el0milm9M8IYHK5XGxXr1QqeXNOzqn7+/vMjqFIBblcziYypI391IaNcrnMk3SlUkE2m+WYekJlXS4XexzTB09K9nK5jIWFBUilUpw9exYul4st9uRyOYulNjY22Ga2qakJcrmcmy9KQLTb7XxhAnhIGEuC01gsxjZgRJEiNKtarfLES3z2RCLBAkydTseuMfTiTKVSTGOw2+3Y3d1FPp9nRIWaRJfLxS48hPzQVEtCYYvFwpsOElYmEglOxqT1G/FriZZDnEka9AhtprAbg8HAL2zi1zY1NUEqlWJxcZEfqkqlwk4K9HsZDAaoVCq2G6RLgALMNjY2mJdOAqRHWdQY0YM4Pz+P1dVVzM7OsqidECz6jJqampDL5R6iixEiq1ar0dnZifb2dni9XrS2tmJ+fh4Gg4GRqlAoxIJs0oLQNqNQKMDn87H7Cvmlkx6EuM8AmDZC4kHaAtC2jRpzaiZoc0X0OXJyq1arvJ61WCy8KZRIJIjFYnwZJJNJNlKg4D6yHiS6SXd3Nw9NsVgMYrEY3d3dqFQqTH0kpNfj8UCv13MjdnBwgGQyyRe1QCDgrBoKZiKnt3g8zpcuWQzScE8DHomeiYZAL/F8Ps9WnEQ5I+FmKBR6pOcPuE83W1lZ4eaFrK19Pt9D2QZEKyLRLg3upG0JhUK86QgEAmxO4PV64ff7GZEj8SBxbun5p81lNptFOBx+yA5cIpHwqjyTyUAqlSKTybDzSTabZcciomBS/kwqlcLS0hLW19d5+CPwhOhU4XAYR48e5Ubi8PCQaVpkG0l3N90pwH1aBAUC0t1NVplEu6Et6v7+PuRyOSPfZAVNwl8SAWcyGaatkYaLOMlELaJND3GNicZCGxUCFGizRvQAutObmpo4QJRoMOTY96jL5/NxQ0RZSZVKhYMHaXNNG3uLxQKFQsHUKXLiGRgY4ByITCaDoaEh3L59m5tw2n7SvUQucmKxmMXLRPch6lUmk+GwTpVKxVtaMpUhbj5tZghhJZMCyk/I5/PsDETnPZFIsNtPtVrlENJoNIqf/vSnMBgMAMB3KmUvPegw+SBFUCQSoVarwev1cogl2agmk0msra09ZPBCGjECEchliTaAABh8pJ5leXkZk5OTvKVUKpXo6Ojge4EoPvSZEQAmFotZJE7Pr9lsZvoscB80Jfe/R1nEriDqPAHFBOIplUrueQAw3ZaGOELJyXDmxIkTDz3rZLJSq9VQr9e5USZAmM4cMV8IvI7FYnA4HDhx4gSMRiOH4VIoLwEUlEek+5nTKd1RwP3nv16v8xbebDZDpVJhb28P0WgUBwcHWFlZYdo70bApc8jr9UIkEvG7jnpLOjOVSoVBKTrL1BuT7oM+vzt37jBVmnLiSB9E/RyZtJDmk2ySSeBNAzGBK5FIBIFAgPNkiLpL9uTkDEZnSiKRcFAyPS/VapWpsvQMfNz6RMMGiV3oi29qauKBg/zmDQYD5HI5vzAIIX3QspBsChUKBTY3N3H8+HEA923T3G43UqkUPB4PWzCura3xZQ/cp6yQPen+/j4CgQCHztFmhb5sQnnW1tY4KIucf4iyAdxvHAuFAodW0VCiUqmYyxcOh1Gr1bC5uckXANmxZTIZRmZITE6/bzKZZOF4LBZjkR7ZttGlarfb8dhjj6FarWJ2dpY/jwftLqnZpAuMmhjKQTg8PMTFixc5nEatVvP3RGgDURGCwSDTB+x2OzeRlDNClC/6zGmrQ+Fzj9oJg15mkUgEJpOJBzZaxz4oDiS3MRr6nE4nzGYz9vb2eBihTcODia0rKyvQ6XRMyyJxZXNzM9MKWltbYTAYcO/ePV49Eo+cLI4fdGijS47WmalUCsFgkG2GqTmglwnZWeoeCHcjzYfH4+Fni4Rj+Xye3YPoBZVMJjkbgagEpI2gl244HGZLXmoGqFkm7qxKpcLg4CCsVivrEx6k/wgEAjgcDnbvIuGkw+FAS0sLfD4f0yOsVis2NzexsbHBzRxt54ijT/S4B33DqSF2OBz8bBEI8KiLLDEJsU2n07wVikQiTAkjxw8SKD64ESiXyxgaGkI0GmUr43K5jGQyySnshUIBg4ODbHxgt9vhcrngdDqh1+uhUqk4lfzNN9/kn4M2zg6HgwNRycOedGd0TxuNRuh0OjidTjQ3NzOiRi9WshMlSs3e3h7W19fh8XjQ0dEBlUqFixcvwufzwev1YmNjA3NzcywIpvNIYWX0HiB3skKhgKGhIeh+ZtHY2trKII5er2fTBrFYjHv37rEehZoO0qC0t7fzRobC6YjSYLFY0NnZyYMgmYE8aH1OOSMEGlFpNBpulAkUMplM6Ovr45DQR11EY/joo484rZ10Tmazme9xs9kMs9nMgBFxxklz4nK5uKkbHx9n61VC2ElrFI/HuRmmTRKFvwL32Q7kbgiAN/hDQ0NMOxMIBMhkMvD5fJienub7jP57arSpoaLfkbYwJpOJHX7onUqDPvHvCcwkOibpJSlriEANapjovUf0a0qMJmry9PQ03/9Ex+nv73+IhkaBuXTnCoVCWCwWaLVabG1t8eAml8tx584dDkmVSCS8zXvQ9pt+Nvp8qPGl3oD0peQ8RNSzR1kCgQBPPPEE9vb2+N4j58F4PI5IJMJgA1HVAPAwWavVeOtIujZyfKtWq7zNou0JAcTU5NJAQMHJ1E9SUKxCocDRo0eZvkRbEcrhKhaL6Onp4e0zDaXEWCDgj7JPRCIRb6i7u7s5J4u2zKRbpLNCrJoHf/d6vY5cLsfbPrpvyKGPaJ3RaJQ1abVaDf39/YjH49yH0va4p6eH6ci0BScXV2IGLS4uMjvjQVZFuVxmkIjODtnpklU4bWBoi1kul+Hz+ThrhN7RBO5/3PpEwwaJ04hnTi9C4t9SU/2gPR4Jb0wmE1KpFFpbW9nFCrhvq9fS0gKXy8XR6cPDw9zw1et1diKgL2d7extra2uQyWRYXFzE2toagsEgp3fTFDk2NoaxsTFYLBbY7XaoVCr09vaiv7+fm1Dg/oUnEolgt9vR0tLCQtze3l7eMvT09KCzs5MpNJFIhMPvaK1Nqy4qWu+TIK6pqYk3KrTKpXCi3d1dJJNJXtHRijqXy7EjwoMPGdlTKhQKiEQiHhIsFgvm5uZQKpWwtLSEWCzGzlNtbW38PZKj0cmTJ+F2u9khRyKRwOv1Ym5ujh2oRCIRotEoTp8+zS/YeDz+/xhP/w9dZAtMyGVfXx9aW1vhdrvZx58+V0p3JvEoNb9tbW0wm83Y3t5mvQ0FBwWDQYyMjGBychKHh4cYGBjAqVOnoNFo+IEn5yWDwcD5ApS8SXkqIyMjODw8xNLSEqrVKhwOBw/etI0iaiBt0h5E9nO5HLa3t1Eul1Gr1eDz+aDT6dgBjl4+5HlOZ6CtrY1pdURn8Xq93Cy53W7OBqFQJrvdDgAsaiNtlEKhwMmTJ+H3+1mL1dbW9pAlJj3fhFS3tbWhq6sLMpkMa2trLBgnt6VQKIRYLIbV1VWkUilkMhn09PTwNkooFKK5uRnt7e3sH07NSqFQwPr6OqxWKyM1HR0dj/T8AfdX4UNDQxAKhZwd1NTUxFkPlGej1WrR0tLColWVSsX8WPKOJ5H1qVOnEIvFkM1mMTw8DI/Hg2AwyBoXsn9MJpPcPJFgksCDRCKBjo4O7O/v4969eyxkLxQKGB0dxcHBAdrb25FKpbgR8vv9uHv3Lubm5uD1erGzs8OBXbRep7uAzhR5rB8cHGB1dRUrKytMz6M7yGazwWg08vaOPjetVotIJIJsNvvQtvVBe9QbN27w2SCQYHt7m+0lyTGQti4k3iSdAQEBKysrqFaraG1thdPpxObmJjupEb2HXJQWFhYYQaYUa2ryiDrZ09PD/PCdnR0YjUamgzzKojDYUCiEeDzOerR4PP4Qt5p415VKhV3zKE2ZaEXUSLe1tWF+fp6d+FwuF+eSkPUybWDpXUWBo9SkkNNfvV6H0+nkELWf+7mfg9PpZMMOn8+HaDTK4CFRbUj3RHdKpVJh8wrKyiK3HXIgoqBB0mjKZDIGmwhJfzAfhIZTCu8le3QCZyg9vFKpMHVQqVTC5XLxuSU66ujoKIvYtVotRCIRu1pRqrVAIOAsqObmZphMJoTDYRiNRs5roc030d+IDUHaJTINoa0xDUMymQwdHR383z+q2tnZQS6X4++DBniPx8MbGaKKkmicXB3JepjOk1gsxuuvv45wOMw2vuR22trayhsRQvxbWlo4k4PuB7oTdnZ2OOGahlS5XM5OX319fczyoCiD1dVVJBIJfp93d3ejq6sLbrcbDocDCoUC0WgUGxsbHAjtdDqxsLDAFFUKVSWWByXJk6MTGUns7OxAIpFgeHgYLS0tTK1eXV3F7du3OSeJGnliQKjVagZ9iDFB/W0kEuHAQRrOyKWS8raIOktCfRJ3nzlzBkNDQ5DJZFhYWGAwPpPJIBgMIpPJMHhB3zdl2JEQnzSKH7c+0bBBdneFQgHz8/MsTHY6neyScO/ePfZSJkFVZ2cnuwTY7XZ87WtfQyAQYDcJQpdEIhFbhtELk9KwW1paHnqwKIxlbGwMR48e5VUm2cDSSnx7e5sDWMxmM4LBIAvSaeWl1+s5aTcSiXBaMQW7EReYELUnn3wS1WoV586d48NBqK9er+cQOKIykP2ux+NBT08PFAoF7ty5g6WlJTidTkZ5xsbGuGnu6emBQCBAV1cX+vv7kfpZ7gYh5SSgJV/q8+fP8/rylVdegdfrRTqdhsViAQDOPiBe8vHjxzExMcGrWNJo0MvIZrNxY0c8W+C+G8Xc3Bw6OjowNDT0SY7P37sI+e3t7WUk2e128/kjoTgJE8lKLh6Ps1tab28vbwZisRgbCkSjUXZdInSfGl2BQIBQKISFhQV+YS4sLMBoNHKiqFqtxrFjx/gCVSqVGBwcxKlTp9iTnLigQqEQoVAIwWCQkWjiQxNNgwKPent74XQ6+RJIJpMsSiO7wEgkwoYH29vb0Ol0zDUnW1nSuJCAknj9lIZN4trm5mZ0dHSwM5XL5eLnU6PRsE0gCW8JUSHTAMrQIV2T1WplYTe5fbndbrz77rtIpVLY3d3FysoKUqkUstksO+vQtohcdUiQu7m5iVKpxG5tj7pIm0aUi6GhIeYCU3NHAml6fgjlJ4SYKKbUxJAuxmw287o/kUggGAxyaCpx7glNtVqt/DIfHx+HUqnE8vIyJ7ZnMhl87nOfY8vNTCbDdDabzcYOLvTSJyqp3W5nDnAqlYLVamVQhM7M4uIiNjY2WFh7/Phxpm7mcjm24ySrUfqdE4kEstksC2ZpaDEYDNjY2GBrz+7ubuYvCwQCLC0tPcRTJ00HBe2RfoKAGrIxbW5uZrtk0vfs7++z/oioOW1tbSiVSmzjODo6yltQu92Oc+fOoV6v8/BOKH1LS8sjP38Paqamp6cZve3s7OSNZTwex+rqKgKBAFPmLBYLqtUqTp06hdbWVkSjUZRKJXR1dcHv9/N3nk6noVAomBpdqVQwPj6O7u5ufr4vXLiAn//5n8fY2Bi6u7sZZSVzCIFAgIWFBaZuEKXjwoULbJwRCATY8IKaRZFIhJaWFjgcDhQKBVy9epVNNI4ePYrm5masrq7C5/Oht7cXqZ85hoVCISiVSqbGko5scHAQ3d3dDGZEo1F4vV50dXVhZGQECoUCTz31FNPPSDMai8Vw+vRpHsqkUilu3boFr9fLVq50F9OgolKp0N3dzVtqpVIJp9OJjo4O+P1+zMzMsCMfbSEDgQA2NzcfonURLZUswQktl8vlDE6Rg+fu7u4norH8Q1QqlcL777/PxjcGg4FZLRRyWigUeBNBFD+xWIxisYh8Pg+XywWv14uenh4GJWgTSVSkvb09tLS0sN5Mq9Vy4juZjywvL2NhYQHVahUmkwmPP/44isUivF4vnnzySTidTlitVgY1KOaA+huidxJNlPQNpKclVoxarYZer+e/L5/PY2RkBKOjow+FV8/MzKCpqYnv/Hq9zjQtCnV0uVzweDy8jSXzl9nZWfT29rLmNpvN4saNGxAIBDhy5AikUinu3r3LbA6ih+7v7yMSicDr9TJQF4/HcfbsWTz//POQSqW4du0a4vE4+vr6WBdH7ldbW1usNa5UKlAqlWhtbUVzczP38MSEISv2XC6Hq1evIh6Ps1Pfx6lPNGxQkEo8Hsfjjz+OnZ0dXL9+HcVikScr2hjs7OxgeXkZW1tbzIGTSCSQy+X49re/jWg0ygFj29vbzMOvVqvY3t5mJ5bbt29zVD39N0RpofUtfakmk4n5f6FQCEtLS8wvpcuVBKsnT55EMBjkiZg2Dvl8HoeHh/joo4/YfUsmk7FDkEajYZR6bm4ODocDfX19jFQ8iMxSY0Drfb/fz0LL06dPw+12c2AhhQqGw2E899xznDEwPT3NqO/BwQECgQDW19dZwNfa2orDw0N8+OGHuHr1KsxmM0ZHR+Hz+dhdJBQK8Zpcp9PB5/Ox8PjYsWPskEHuYoS2KxQKBAKBh4LnYrEY3G43lpaWONH7UZVEIsHU1BRzaskqjhpougxkMhmGhoagUqng9/uZikTbt3w+jyeeeAIffPABrFYr1tfXoVQqcfbsWQ6MU6vV2NzcxPb2NgsZyer5wTTnjY0NRve8Xi9fjCSwOjg4wObmJovaiKNMQ2N7ezssFgvW19dx9+5d9hA/evQoFhYWUC6X8XM/93N8biKRCPr7+5HL5dDe3o5IJMKCPHLKSSaTyOVySCQS8Hq9bKNKn9ve3h68Xi9isRh/75VKhbUrH374Ifx+P6+NiX5FDSk5wxC1wGw2w+v1Muq0tbUFoVAIl8vF3O1z585Bo9GgWCxidHQUJ06c4MAnEth5PB5Gain1ncKM1tbWuFkgygM5BT3K2t7exsrKCpqbm3m9v7+/z9oGynp5EH2jJoYsU0noSojo6uoqjh8/zh7zwWAQJ06c4LCzBzNYaCjW6XTs2tfb28sbzGeffZZDtCKRCNrb2+Hz+dhliIZculOJxmC1WjE4OAi5XI6NjQ2m0JG+R6VSccgjiYHJenFjY4NtQcvlMgKBAGtCCPQgZzTiS5P+5yc/+clDNrKlUgmrq6ssBie3lVqths7OTmi1WtZwEC2UKJ/03qlUKujt7YVOp+P7c2BggH/PXC6HkydPMkVjcHAQRqMR9XodS0tLuH37NudHkQh+a2uLtRyUvD06OvrIz9/q6io3dN3d3fD5fAyskb6OqDoKhQK7u7v87qOATLlcju3tbT6b6+vrfH5cLhd0Oh3m5+eR+ll+0YPDrtvthlQqxerqKrxeLwKBADQaDR577DEMDw8jm81ylg65OhLQsLq6yq5odrudkWPa6hGYFo/H+V2sVqshFotRLpfx7rvvPpS1RZa16+vrbD2+s7PDd8Pe3h7i8TjTcmhjdffuXYRCISwuLmJ1dZXF6UQhS6fTmJubw61bt7C7u4v5+Xm0t7dDrVajUqmgWq0ysFetVhGJRHiLQQAMIePxeBzPP/88gy8Oh4ODAylNfWhoiDVsBwcH/HwSbZze1wRGlMtlnD9/HoFAAE1NTY/0/PX39/P3QcClQqHAjRs3+KyRhiOZTGJjY4MdIcnYhDSjpG0xm824fv066w5IC0CsEgI65XI57HY7b/vj8TgDIYVCAa+//jqOHTvGqH42m2VgZmBggP9/YrTQxokoeDs7OwiHw/yZEjUQuM9SGRkZQXNzM/r6+uB2u/Haa6+x4Yvb7cbY2Bja2to49oEMWOgeI20bbZwVCgV6enpw9OhRyOVy3Lp1i2nbLS0t6Ovrg0wmw+bmJm/LI5EIQqEQ6wApxFCtVjP1O5lM4rHHHmOHuZaWFt7EU39HoZpkMrG0tIRIJILNzU0sLy9je3sbS0tLSCaTGBsbw4kTJzA4OMj35dDQELq6uj4Ru+UTBSXo9Xq88MILLMz0+/3o7OzE3NwclEolMpkMI64UakZTPHBfxD07O4vl5WWcP38eoVCIuaHEC+7o6GDBoNvtRiaTgVgsRiwWg9lshtPp5FUk0TWuX7+O5uZmnDlzBpcvX8b169cZsSXufm9vL6/jaEMzOjqKW7duoVgsoru7m8OpiKcbjUZx48YNKBQK/MZv/Ab+5E/+hK0fI5HIQ19evV7HkSNH+IIWCoWQyWTccJGTRblcxtzcHK8ESYxHotq2tjbs7e3xClelUqFQKKClpQUGg4Fducihw+/38+AxNjYGv9/PDyxRy6gRb2tr42GD6FBkx0cWc7SWA8COGA/yJkdGRpD6mY3c3t7eJzk+f+8iQSR5UzudTm4C9Ho9vF4v87/psvF4PEzjWVtbY3FkU1MTxGIxPB4PB6mVy2Ve2VMzpVAooHsg6TkcDiOVSnFGDInlw+EwvF4vxsbG8MUvfhEvv/wyzp8/j6amJh70JiYm2ImiXq9jdnYWly5d4qGNkCzarPh8PnR2duLtt9/G8vIyBgYG2IM+k8mwtoJ0EFqtlhFZaiI7Ojp4u6NQKDA4OIitrS0EAgEWa37wwQeYmJiATCZjm7+PPvoIa2trsNvtODg4QGdnJ2chxGIxdiX56KOP2M+cgpIkEgnW19extbXFYZ4/+tGPWPz5/vvv89aHOLd0pmlzQc8qrXC1Wi3W1ta4sf7Hsh4FAIvFwggTWaIeOXIE8/PzLAQlV7dQKMRIGvHDKfmWsoBu376NjY0NDA8PIxaLobOzk1E2orJQQGIikWDDCqKMLC8vw2g0oqOjAz/5yU/Q2trKFrbf/va3YTKZGDU+ODhgIS5l9Kyvr2N9fZ0pWSS4JsGhwWBAV1cXdDodlpeXeWC4e/cuBgYG8D//5//E+fPn0dLSgo6ODmQyGbS1tSEcDjPyS8Jucor54IMP2Ip2c3MTuVwOTzzxBLuqxeNxxONxHD16lDnwuVwOHo+Ht3hE0yK9GmmFyIufXLB2dna4caDnPpfLAQCHExKP3u12Q6FQsBYqk8lwxgPpC8k++KOPPnrkZ0+lUuHatWtwu90IBoNQq9XI5/O4efMm21TSBpGawVQqhdXVVR780+k0xsfHsby8zAGI77//Pux2O370ox/hi1/8Iqcha7Va1jGSYHZ9fR3z8/Noa2uD1WpFvV7HwsICjh8/zkFr5JxI9NCxsTHWXC0sLGB4eBhLS0uYnZ1lq2sKeqOm1OPxoKurC01NTbhy5QqzHb7+9a8jmUyiu7sb8XgcVqsVP/zhDxGLxTA+Ps76BgC83SaDCwLtyCyBNjhtbW24ceMGRkZGGMU9deoUpqen4XQ6cebMGaysrPAWJxQKMe21UqmwDXm1WoXH44HT6cTGxgbsdjsmJyf53pbJZExhnZubg8FgYKt0Al/JjGRhYYH/m3Q6jevXr+Oxxx6Dz+fjrLNH7UYVDAbR2dmJRCKBoaEhBuronUMUqVrtfwUsr6+vo1qtorm5mQfP4eFh7OzsMHJOVOVf/uVfZitaonH29fUxiBEMBjlz6sknn4TZbMY777zDOTqkqSPDjr6+PgZKQqEQ9Ho9jh49Cp1Oh1KpBJ/Px85RfX19THGnLRpZbBP7QCgUYmZmhs0D3njjDdbA0aaW7j+9Xo+FhQXW0FUqFUxPTzPQ7Xa7+e8g7WjqZw6QY2Nj+PDDDxEIBDAyMgKLxYJoNMp2zzabDX6/n7OLiIJF2TQzMzNYXFzE4eEh9vf38Uu/9Et444032ITp2LFjDxlHEE2VenFyUSO9Fb0bQqEQurq60NzcjJs3b36iUMlPNGysrq5idHQUJ0+exLVr16DT6fDcc89hfn4eAB5yESBLL7KEbW1tfUhw+v3vfx/nzp3jtES5XI5AIIBIJML8ZOIr0kuKOGJ+v5+FuNls9qEBxe/3w+v1wmKxYH9/n/mioVAIAwMDeP311+FyuSAWi7G4uMgiV3pY6AXz7LPP4oMPPoDNZmN/ZUpkFggETG0hEfrp06cRj8extLTEwlWn04loNIq1tTW2eBwYGGA6iFqtRkdHBzdPfr+f03QpUK9SqWB9fZ2tgklgRRNysViE7mfZJw8mSo6NjXFOiNVqhUql4gaVdAd7e3sPiXdJbEQam3g8jp2dHTz55JOcpXLv3j2cPHmSRYSPsqRSKYaGhpDL5XD+/HmYzWasr6+jXC7DbDazBa1IJEJ7ezv29vZQqVSwvLzM3G5akS4vL+Pxxx/noLLJyUnOMtDr9bh58yY+97nPQa1WMzpBouVAIMDBShT+R0MCaYy0Wi3W19e5Ie7o6MDy8jIjpoeHhw81AdQckX6I7ESvX7/OKdoHBwcYHh7mFGfin3s8HqZnzc/PY3x8HMVikX9miUTCG7bJyUnMzc3hzJkzHJZECLRUKsXs7Cwef/xx5qyvra3h3LlznNC6vb3NriHkDDMyMoJisYh79+6xU5BGo2F7abIhpvTzyclJ5HI53Lt3jyks0WgUAwMD7PtPbnDhcBg2mw2RSAQ2m40H8IWFhUfuhgaA9RWUgUKORUQFkMvlCAaDPNDT57S5uQmLxcKUynQ6jZaWFqTTaRw7dgxvvvkmfud3fgevvfYa0xBqtRrm5+fZRIBEl1KpFA6HA0NDQ0xNIKe57u5ubG5uor29HT/+8Y9x5swZXLlyBWfPnmUUd2lpCf39/WhpacHU1BRbIVMIJg0xRFUtlUq4c+cO0/BoszsxMQGhUIivfOUraGtrw+LiIqamptDc3Izl5WX09/ejt7cXfr+fKSIkrP7CF76Aa9euce7G4OAgfvzjH7MwUqVSob29nbfclAtC4VTVapVdmfR6PdMex8fHsbOzw66F1GiKRCIEg0EEAgE8//zzWF5eZn4+aWnsdjvnHBFllv6PaETz8/M4evQoW6s/6nI4HByKRva3qVQKWq0Wq6ur/LNTBgO5Ucnlcty9exfPPPMMZmZmWBdpt9uxvr6Oy5cvI5FIsGnJzs4OfD4f28eazWY0NzdjZWUF+/v7mJiYQCwWY+1Gd3c33njjDRiNRk5ovnv3LpRKJTY2Nni7v7GxAb/fzxx8crcjnn1LSwuMRiMCgQDUajV2dnZ4+/nP/tk/w5UrV/D888/jv//3/85/t9/vx/DwMFstk5ifEGICLSjbi8Adyor44IMPYDKZmPa8u7uLsbExhEIhDA4OwmQyYXZ2lkPParUaent7meK0t7eH6elp1ikUCgXWCC4vL7MrnEgkYh4/OXe2tLRgYWEB+/v7aGpqQiqVgk6nY9o3uX9qNBrcuHGD7Zopn+JR23/T52uz2ZiSREL82dlZDA8PM1hAGyxibmxvb0MqleLZZ5/F3bt3eTu+uLiI7u5uaDQa/Nmf/Rlvt4m5QECFw+HAqVOn+L0jk8mQzWZ5A3nx4kX4/X7WIplMJiQSCQiFQpw9e5ap4qQf0ul0/K4lqh0FpjY3N6OlpQUbGxu8OSGjHaKMEpXvhRdewPT0NCKRCFOWyRiAnJuor9VqtTwsTk5OQiKR4Mc//jH3gtPT0/iFX/gFLC0tIRgMQqfTIR6PM7hnNpvh9/vh9/vZKIR0V7RdtlqtiEQi/O4ZHR3F3Nwc1tfXcebMGQiFQjYvIc1nS0sLb2OIIUEaVaLsZ7NZdHV1IZvNYmlpCT09PZwh93HqEw0bUqkU3/72tzE4OIhSqYTh4WEsLCw81ICoVCpEo1FsbW1BqVSiv7+faVaEhtGXLBQKYTabWbvQ3d2NDz/8ELlcDgMDA+xqQhaGXV1dLJwi8V5XVxer7IkHSkGCAwMDCAQCzBP/wQ9+wGjj7u4uU5DoEnkwb+O1115DT0/PQz7wsVgMXq8Xly5dgt1ux61btzA8PMy2vR999BH0ej27pshkMm7i0+k0Tpw4gbW1NRgMBuYjLi8vs60lvRhmZmYwPj6OQqGAyclJnD59Gul0GplMBpOTk0zP0uv1jBbkcjm8++67UKlU6OnpQSwWw+joKGZmZjA/P88UD0KkCIUtl8u4fPky8vk8VlZWGKEmDiYFE1JwUyKRwMzMDHQ6Hebm5j7xZfX3Kfq8SDhPyOru7i5mZmbQ3d3NoTW0Gie3HwBwuVwwGAzY3t5mPj25TlBS6Je//GW2yiPaFPFOyfmEbGYp0MzpdKKtrY0tj5eWlpDP53Hjxg18+ctfxsrKCk6cOIFTp07h7t27eOeddzAwMMDft1QqRSAQQLFYRH9/P7xeL/b29lCv13HhwgWkUim0t7fz+f7pT38Ko9GIK1eu8GBKA7BQKMStW7d4S0I+4LSRI5crWm1PTExwlsrU1BQ7wblcLnz3u9/FL/7iL2J5eZn1CJSqTiYQlHtA4vUnnngCy8vLTGuklxE1yHq9Hs8++yw7mKyurjK3tlar8fDY09ODvr4+AMDy8jJrWfr6+uDz+dDa2oqWlha89NJLj/QMvvTSS+js7ITFYmFK3oMiZdq49fX1IZ/Ps4iSwv2i0SgsFgt2dnbwta99jZ2f4vE4PvjgA+j1esRiMdy6dQuXL1+GTqfD5OQkI0tmsxmtra3wer1YXl7mO9LtduPw8BDZbBZut5tf5ul0Gl/+8peZ+76wsACDwQCz2YyNjQ1ew5Oznl6vx+bmJiqVCtOdMpkMZmZmMDAwgLGxMXR0dOAv//Iv2Tq8o6ODXdxKpRJaWlrg8Xhw+/Zt2O129PT0YH19HTMzM7yNtFqtjM7S1nZ1dRV2u511JySyJKcqGoyIf09W7DT0jY2NYX19nTe4FB575swZ+P1+3rbTy/5Xf/VXmS5Env66n9lJkssQaQI++ugjnDt37iHBtMPheKRnDwDrg2KxGBYWFtDb28sUFXJpJODg+PHj2NnZYbtOh8MBk8mEJ554Atvb2wgEAvweIvYAceXJOlsmkzFNkMT/ra2trFs4f/48urq6cHBwAJVKhZs3b6K9vR0dHR1sBa5Wq+FyubCyssK2oIVCgZ8NSpXe2trCwsICzp8/D4fDwehsf38/8vk8nE4n3G43fuVXfgVNTU1scuLxeJBOp1mEvb6+znlDNBxZLBaMjY3xxtjtdmNychKpVAozMzPQaDT4/Oc/j2w2i4WFBfh8Puj1ely7dg3t7e0oFovo6urCwsIC+vr62JabXIXIyEGpVGJpaYk3mMB9GtTAwACCwSByuRzOnTuHH/zgB0z3jkQiuHTpEuRyOTeIlE9zcHAAq9WK6elpTpb2+Xx8j1MI3aMqjUbDjSplrNEz29XVBZPJxNovALzhIFrV4OAgfvCDH3BUAjmMEYBBG3oCkZ966ilG8Ofm5lCr1eByudjxaWFhAf39/WzSoVAoEA6HWS9GRg4EzJLp0HPPPcd9KgmnifYMALOzs2hvb8exY8e4OU+lUrhw4QICgQDsdjveffddJJNJzM3NcT+q1Wpx/PhxBhNJ4C4Wi9m0w2azYX5+HsePH0c4HEZ3dzdbiD/++OM8/DgcDt6USKVSeDwe3hBZrVak02neFJMtdSKRQCQS4UBWr9eL7u5uTE9PQyKRwGw2Ix6P4+rVqzh58iQbcEgkEnZS293dZRAn9bNAQsqxee211+B2u/HMM89gcXERra2tH/vsCOrEHfo/1MHBAbRaLb71rW8xJywajcJutzNHXalUYnFxEX6/n6fy1M/8hE0mE3Z2djA7OwuHwwGLxQKbzQaTyYTl5WU4nU6+gOLxONra2nD37l1otVocO3aMvedp1U0/D32xb7/9NtOraCBZXl6GVCrFzZs3+UOkhoX4gTQtU7AdKe0JMRaLxZibm4PT6cSFCxdw48YN+Hw+nDx5EtlsljcXS0tLnJ9ByBjRnUi8Njo6yisyOhhTU1MsJHK5XDh27BgqlQoWFhZw8+ZNXrf29fVBKBSyt79AIMDg4CAODw9x5coV1rFks1ke0shWj5ro/v5+vPfee9BqtbDZbADAq8BQKMR+4sFgEPV6HUajkW1OW1pa2AN/fX0dvb29WF1dhUajwb/9t/+WUZZPq+j7Pn36NJqbm9l6D7jvjjE+Ps4oJzmmhcNhFs9TkvDOzg6OHTuGRCKBtrY2fPe732WaSmdnJ4LBIPNiCZUhu1CiXRSLRdhsNgwODmJzc5MdLmq1Gm7duoWvfvWrCIVCaG9vx2uvvcb2maOjo7zhqtfrTMXyeDyYmZnB0tISjEYjarUaotEoHn/8cYjFYmxubnK+B9ny0VBlNpsRDofx05/+FL29vajX62htbWVbZHI2qdVqLPDt7e3FzZs3MTExgatXr6K7u5ubVKvVCrvdzi4d4+PjiEQiiEajHGhGf69KpcLm5ibm5+dhMpnQ2tqKbDaL9vZ2WK1W9gYnG9iOjg7MzMzgySefhFarxUcffYRMJgODwYAXXngBhUIB09PT7JRErnIAcOHCBaTTabz55psYGBhAuVzmQLwvfvGLn/r5e/AM/uqv/ipOnjyJK1euoLe3l6lzmUwGXq8X2WyWv8dqtcrNHD27sVgMFy5cwM7ODux2O86cOYObN2/CbrdjZ2eH/1waMvr7+5FOp9ldjWhbJP5fX1+HRqPB7u4ufvmXfxnvv/8+uru7cfnyZfze7/0eTCYTZDIZZmdnMTs7ixdffBEAoFAosLS0hIODA9hsNthsNgiFQuzt7bETms1mQ3NzMzo7O7GwsACVSoVqtQqj0Yjr16+zOJ4yPKxWK6PmpH3a39/H3t4ep9gThbCnpwdra2uYnZ3FY489xlTRxcVFRKNRtLW1cQjayZMnUSwWWRvS3NyMdDqNcDjMrn0Gg4EpkeToNjk5iaeffhr37t3DZz/7Wbz77rvw+XxwuVyYmJjA8vIybwyJqkf6P0otJi2ex+OBz+dj2mu9Xofdbsef//mfP9Lz91u/9VucTRKPxyGVSjEzM4MvfelLKBaLjIyT8x1RLLq6utiNSaVS4e7duyzaJaOQy5cv4zvf+Q42Nzfx4osvYnNzE/F4HC6Xi9+JpIk7duwY8+UVCgXS6TQPrV1dXXjvvfc4LJDsXGkrRYMuDRADAwNsR14ul9moxev14oUXXsDa2hrcbjeHKY6MjODv/u7v8LnPfQ5Xrlxhk5jXX38dOp0OnZ2dyGQyD1mCU15AJBKBUqnE2NgY5ufn2cb+zJkzUCqVmJychMlkwvHjx7G6usqiZwBYX19nzUixWMT6+jrTtQqFAtra2uB0OnH79m0cOXIEf/u3fwulUolLly7B7/cjkUhgf38fJ06cgM/nw6uvvorW1lZOfCbqFYGwlGUEAOPj47h27RqkUimsVismJydx7tw5bG1t4c/+7M8e2Tv4W9/6Fv7qr/4KExMTOHXqFILBIGw2G1599VUMDAwgkUhwaK3uZ1kWGxsbDF5YLBbo9Xp8+9vfxlNPPQW1Wo233noLJ06cgFarxczMDFpbWzmUcXNzEwqFghPj8/k8tFotp4yT3X+5XMaFCxfw7rvvAgDT8ymWQC6XM+Ogo6ODt7kU00Bau6WlJR40K5UK9vf3kUwm0dzcjO3tbbYs7+joYG1HJBLBj3/8Yzz77LNsgX/nzh0OGJXJZBzsSiGc5XIZnZ2d8Pv9EIvFbKF/+vRpbG5ucp7Z97//fVy6dAmTk5NoaWmB2+0G8L8spuk+SqfTuHv3Lux2OxszCYVCVCoV9Pf3w+/3M8DvcDgwNzfHgnDSGyoUCgSDQYTDYRwcHLCDZWdnJ1ZXVzn6QKPRoKenB9euXcOlS5fw+c9//mOdv481bKTTaeh0Oly8eBF9fX3Y3NzE1772Ndy6dQtGoxHlchnpdBoymYxdA5LJJDv7mM1mbG1tob+/nzUYFAgzMDDAgm+lUomXX34ZExMTMBqNHIzV3d0NAIxqu1wuCIVCOJ1O1Ot1LC4uQqFQwGAwYHl5GR0dHejq6sLs7CwODg7wxBNPsA3p1tYWXC4XB8D5/X54PB5UKhXMzs6io6ODaQ65XI6RnqWlJXR0dMDlciGVSmF5eRkejwe3bt2CWCxmUffe3h43WsQjLpVK6OvrY34iBR3m83mkUin09PQgn89jbW2NkUHyiSanCxJGKhQKRi3J1ejIkSPMmxQKhZBIJDh37hzef/99lMtlTE9P48KFC+ju7sb8/DwHMJErjNFoZPpWd3c38vk89vf32cavt7eXGxa6MA4PD7GysoKXX36Z1/ifVtH5+zf/5t+wCw4hnOSIQTohunho3Uuc1lqthr6+PkQiEYjFYkZW6PPe3d3li61SqeCDDz7A2bNn2fKWwisp9ZsoMOQ1brfbsba2hnw+j9HRUSwtLUEgEMBms2F/fx/Hjx/H3bt3GSGcmZnhjcWDYi23281cX3IduXbtGh577DG4XC74/X688MIL7Ih19OhRbGxsIBaLwePxMOJIl5lOp2O9kFKp5DRS8sAvl8tYXFwEANjtdhSLRZw+fRqTk5Po7OzERx99xA4afr8fMpmMNyR+vx82mw0DAwPsUuZ2u6HX6xGNRuH3+zEwMIBwOIz+/n6IRCIkEgncu3cPyWQSx48fR3NzMw4ODrC1tfXQC8JqtaKnp4eRx3A4jMcee4y95qvVKtra2vC7v/u7n/r5e/AM/uZv/iYnNk9PT0MoFGJ4eBi5XA7T09PsxEVbJbIuTKfT2NraQmdnJ86dO4dAIIDV1VWcO3cOf/RHf8S20s8//zymp6dx9epVDA0NobOzk7cXlJFSLpfZGvfs2bNMUxgdHUUoFML6+jq7z5H5w507d3gLQat5ys5RqVRoampCc3MzbDYbu+McHh7Cbrfj7t277Lhy6tQpLC4uYm5uDi6XC4lEgrfLlFLb3t7O31M6neZA00AgwE0rUQuA/+X+FI1GsbKygiNHjnCoGSXLu91uhEIhrK2twWq1cq4BBUQWCgXI5XLWFO3u7sJqteLMmTPY2NjAyy+/jNHRUfT29uLevXv8521vb6Ozs5MNGTY2NiCXyxlB7O/vx8zMDDweD9544w20trZyyN+pU6fwG7/xG4/0/H3ve9/DwcEBfvKTn+Dw8BATExM82EYiEU49JkrQ4uIiYrEYjh8/zqJSmUyGr33ta3jrrbeg1WqZ8kHniPJJNjc3WdfQ3t6ObDaL5eVlPjOUeUFUJtqsZrNZPPPMM5ifn4ff78fZs2f5bjWZTJyXRO9JCnQkl51IJILW1laIRCLOthoZGcHGxgYmJibw7rvv4siRI6jX61hZWcG1a9fw5JNPMr2UtHXVavUhWiZx5s+ePcsbounpaXZeczgcUKvVaGtr42FILpdjZ2eHz0cmk2EQivRFRHMkg4dvfvObyOfz+Kf/9J9ieXkZWq0WiUQCTqcTe3t7OHnyJF566SU4nU7Y7Xbk83l25aL+iGi1Pp8PQqGQtwDJZJL1pzs7O2hqasJ//s//+ZG9g//4j/8Yzc3NKBQKbKBy7NgxSCQSpNNpLCwsIJfL8TNE26iPPvqIAanOzk4YDAa29r579y7Gx8cRj8dRq9UQCASwtbWF8fFxOBwOBlRpI37nzh2oVCq43W5EIhFkMhlG6IPBIHp7e9k8YXd3F8PDw5ibm0NPTw+bZgBg97VYLMbCbDrXwWAQWq0W09PTCAaDuHDhAufaqNVq9PX1YW9vD6FQiJO3h4aGcPXqVb7viCJKDpJNTU1wuVxsVhEKhZgFEIvFkM/ncenSJQwNDeGNN97A4OAg96AE/JbLZdaGkNaDUuUfzBzZ3NyEx+PB3t4e1Go1bt26he7ubnR0dGBhYQE9PT3IZDKIRqMwm81snkGmCiaTiYcioVCIlZUV3oROTk5CLBbj2LFjuH37Nrvi/T+dv481bIRCoUdusdao//dUMBhkE4BPoxrnr1H/p/q0zx/QOION+r+vxvlr1D92Nd7BjfrHrI9z/j7WsEHiQUIgGtUoABwC09zczJy+T6Ma569R/1f1qM4f0DiDjfrfq3H+GvWPXY13cKP+MeuTnL+PNWw0qlGNalSjGtWoRjWqUY1q1CetTxeOaVSjGtWoRjWqUY1qVKMa9f+31Rg2GtWoRjWqUY1qVKMa1ahGfSrVGDYa1ahGNapRjWpUoxrVqEZ9KtUYNhrVqEY1qlGNalSjGtWoRn0q1Rg2GtWoRjWqUY1qVKMa1ahGfSrVGDYa1ahGNapRjWpUoxrVqEZ9KtUYNhrVqEY1qlGNalSjGtWoRn0q1Rg2GtWoRjWqUY1qVKMa1ahGfSrVGDYa1ahGNapRjWpUoxrVqEZ9KtUYNhrVqEY1qlGNalSjGtWoRn0q1Rg2GtWoRjWqUY1qVKMa1ahGfSrVGDYa1ahGNapRjWpUoxrVqEZ9KtUYNhrVqEY1qlGNalSjGtWoRn0q1Rg2GtWoRjWqUY1qVKMa1ahGfSrVGDYa1ahGNapRjWpUoxrVqEZ9KtUYNhrVqEY1qlGNalSjGtWoRn0q1Rg2GtWoRjWqUY1qVKMa1ahGfSrVGDYa1ahGNapRjWpUoxrVqEZ9KtUYNhrVqEY1qlGNalSjGtWoRn0q1Rg2GtWoRjWqUY1qVKMa1ahGfSrVGDYa1ahGNapRjWpUoxrVqEZ9KtUYNhrVqEY1qlGNalSjGtWoRn0q1Rg2GtWoRjWqUY1qVKMa1ahGfSol/jj/0uHhIXZ3d6FWqyEQCD7tn6lR/y+per2OTCaD5uZmCIWf3tzaOH+N+r+qR3X+gMYZbNT/Xo3z16h/7Gq8gxv1j1mf5Px9rGFjd3cXLpfrH+SHa9T/9yoYDMLpdH5qf37j/DXq/1Sf9vkDGmewUf/31Th/jfrHrsY7uFH/mPVxzt/HGjbUajUA4E//9E+xtbWFUqmEjY0NfPnLX0YoFIJEIoFAIIBcLodIJEI8Hkcul4NOp0OlUkE2m4VGo0E8HofD4cDy8jJqtRr6+vpQKBSwu7sLrVaLarWKg4MDtLa2IhgMwmazQalUIplMQiQSQSAQYH9/HwKBAFqtFpFIBHa7nX9OvV6PiYkJfPTRR8hkMigUCrh48SJeeeUV/veHh4cRDochlUpRq9UgFApxeHgIADAYDPxzpFIpLC8vY2BgAKVSCeFwGI899hhu3LgBj8cDoVAImUyGfD6Pt99+GzqdDvV6HQ6HA2azGeVyGdlsFmazGWKxGOl0GkajEaFQCLFYDPl8HhaLBS+++CL+23/7b/D7/fjCF76AcDgMnU4Hn88HnU4HsViM9vZ2HBwcYG9vD1arFbVaDXt7e1AqldBqtYjH46hUKnA4HDAajZiamkJzczPq9TrK5TI6OjoQiUQQCoVQLBYhk8mgUCjgcrmwv7+P/f195HI5HD16FDKZDLu7u6jVakgkEtjf38fAwADS6TTK5TLGx8exuLiIQCCAg4MD/PCHP+Tz8WkV/flf/vKXcfXqVRw7dgwGgwFisRgOhwOFQgGRSARCoRAajQb1eh3FYhGZTAb5fB7t7e0YHR3F4uIijEYjFAoF7t27B7PZDIPBgHQ6jWq1Cq/XC7Vajf7+fhSLRRwcHAAA9vb2kEgk0N/fD51Oh2g0Cp1Oh93dXTgcDly/fh0OhwN9fX3QaDSYmppCMpnE6dOncXh4CJFIhJmZGZw9exY+nw/Xrl1Dd3c3Ojs7kc/nsb+/D6VSCbFYjEKhAK1Wi52dHcjlcnR1dWFzcxNisRhTU1NoaWmBTqfD4uIinE4nRkdHsbGxgWKxCL1ej729PUilUqhUKshkMlSrVeTzeSSTSSQSCSiVSkgkEoyPj8PhcGB+fh6JRAK1Wg0nT57En//5n+P06dOQy+W4desWjh49ilqthnK5jHQ6DbvdDrVaDZvNBoFAgPn5eWSzWVgsFhQKBaTTabS2tmJ9fR1SqRTt7e1YX1/H3t4eZDIZAMDlcmFzcxO9vb1Qq9W4desW2tvb0dzcjEqlwv/e6uoqqtUqnnjiCbz00kvY2trC0aNHcfz4ccRiMQDA7/7u737q5+/BM/iLv/iLaGlpgcfjwbvvvovPfe5zyGQyWF1dRSqVglarRaVSQVNTE8Ti+9erx+NBU1MTisUijEYj/H4/jEYjVlZWkEgkkM/n4XK5EAwG+d/T6/UIBoPQarXQaDQPfb7VahW1Wg1msxnNzc1YW1tDW1sbUqkUJBIJ8vk8isUiTp8+DQBYWVlBMBhEe3s7UqkUZDIZUqkUcrkcCoUC2traUK1Wsb+/j5aWFvT09PAzcnBwAK/Xi+7ubtTrdRgMBiiVSsRiMbS3t2N2dhaJRAKFQgGZTAZtbW0Qi8VwOp0wGAxYXV2FSCSC0+lEJBKBUqmEWq3G/Pw8BgcHEYlEEI1GYbVaEQgEIJVKodVqYTKZUCgUsLOzg4GBAczMzEAkEiESiaC1tRVSqRSFQgECgQAqlQomkwmRSARqtRr5fB6lUglyuRwWiwXRaBTpdBpbW1v4rd/6LczNzUGj0fAZ3djYgMlkgl6vh8FggEajwc7ODgqFApqbm+Hz+VAul6HX62G1WrG2toZwOIxisYi33377kZ6/b3zjG4jFYhgaGkKlUkEkEoHBYAAAvPLKKzAYDJDJZPD7/ajVanC5XOjr64PT6cTi4iJqtRo2Nzdx/vx5NDU14ebNm2hvb0dbWxtmZ2eh1WpRLBYRiUT4nNjtdmg0GgQCAahUKrjdbggEAuRyOfj9fqjVarjdbn5HVatVjI+P49//+3+Py5cvI5/Pw2g0IplMQq1WY3t7G0eOHEGxWIRIJEImk4FcLketVsPOzg5qtRqkUikcDgdKpRIUCgVqtRrC4TAsFgsODw9hNpvhcDjw0ksvYWxsDEajEdFoFIFAAMViEUePHoVIJEIqleK/I51Ow+VyQSgU4s6dO5BKpRgfH0cymcTOzg7C4TCef/55hEIhJJNJ9Pf3Y3JyEoODg1heXobdbkc4HGYE9+DgAGKxGEKhENVqFd3d3dBqtdja2oLFYkFvby+y2SwODg64xwgGgzAajcjn89DpdJDL5Ugmk6hUKjg8PIRarUaxWMTu7i4qlQo0Gg1kMhlaWlqQz+cBAMViEc3NzXj77bchEAjwyiuvPLJ38J//+Z9DIpFgfn4eTqcTU1NTkMlkEAgEKJVKaG5uxsHBAQQCAYxGI6RSKSwWC7xeL3Q6HRQKBa5evYp6vY7m5ma+KxYXFyGTyWAwGJDL5bC7uwubzQa3241MJoOhoSHE43GUy2VkMhmsra2hq6sLSqUScrkcqVQKMzMzGBwchNlshtfrhdlsRjweh9Vq5a1MOByGRqNBtVpFuVzG2toahoeHodPpsLW1Bblcjra2Nn6HXrlyBSaTCXK5HBKJBNvb25BKpRgZGUEymYRUKkWxWERnZyfeeustTExM4ODgAE1NTSiXy4hEIkgkEvD7/ZDJZLh8+TJ2dnaQTqchkUhQKBSgUqlgNpuRTCYhkUgglUphs9lw9epVtLe3w263I5FIQCqVIplMAgBEIhFkMhkkEgkqlQrf5blcDkqlEsPDw5iamuI+UygUolQqYWRkBO+88w46OjrgdruxtrYGmUwGr9eLcrkMi8UChUIBgUCAaDSKg4MDHDlyhO/UUqkErVYLgUCA1dVVeDwe/P7v//7HOn8fa9igtdnq6ipeeOEF/PVf/zUuXrwIiUQCh8MBpVKJ5eVlFItFtLS0QCwWY3d3F4VCAQqFAqFQCMeOHUOlUkGxWITBYIDJZEIwGMTXv/51/PEf/zFOnDgBu92OP/zDP0RLSwu/fOjiKRQKEAqFMJlMAIBKpYLu7m7s7e2hp6cHIpEIr7/+OjKZDCqVCsbGxvDRRx9ha2sLuVwOfX19MJvNCIVC/FKiRrVer0MsFiOTycBkMsFisWB1dRU6nQ4HBweo1+sYGBjA3bt3sb+/D7FYjKWlJUilUhgMBkxMTGBgYABerxdbW1tIJpNoampCJBJBuVyG1WpFMplEMpnkl/3ly5dxcHCAH/zgBzh9+jQmJiYwMjKC119/HXt7ezh//jySySTu3r2L7u5ulMtlaLVatLe3o1wuw+l0Qi6XY39/H8ViEQKBAHa7HZlMBsPDw8hmsxCJRGhqasL+/j6uXLmCrq4unDt3Di+99BKsVitCoRAymQxcLhdsNhvy+TxyuRzEYjFqtRr29/cRj8exuLiI5uZmpFIp/OhHP8Lx48e5qfrhD3/4qa9V6c8/c+YMWlpaAAAymQzpdBpqtRq5XA4A0N3djVKphGw2C5fLhWQyyefy4OAA7e3tkEqliEQiqFar+MxnPoObN29CJpPB7XajUCjA7XZjb28PqVQKo6OjMBgMmJ2dhcFggFQqRT6fh0AgwM7ODrq6utDX1weFQoG3334bCoUCIyMjuHjxIiqVCg80P/7xj3H06FG88cYbOHbsGL7+9a9jfn4e8/PzqNVqkMlkkMlkMBqN/ILv7OxEKpXCwcEBNBoN8vk8nn32WZRKJcTjcTidTlitVrz77rsYHBzE4eEhEokE2tvbUa1WYbFYEA6HoVAoMDY2hmq1ykOZwWDA7u4uD5ldXV0AgGvXruG3f/u38aMf/QjPP/88HA4Hdnd30drailwuh9nZWTidTmQyGUxPT0MikUAikaC1tRUHBwfQarXY29vD9vY2Ojs7IRaLIRAI0NzcDKvVCr/fj8HBQZTLZfT19cHr9SIQCODkyZMYGRlBPp/nwUkqlUIoFEKhUGB7exsnT57EpUuXEIlE0NTUxC/oB8/HoziDX/jCF7C7u4u1tTWcOXMGd+/eRU9PD78Qmpqa0NbWBqPRCIFAwD/nwsIC6vU6FAoFvzQ8Hg9aWlqwsrLCje1nPvMZ5PN5BINB1Ot1nDp1CqFQCOvr62hqakI6nYZWq8W5c+eg0WgQjUaRTCYhk8kwOjqKVCqFWCwGiUSCW7duobm5GWazGQcHBzAajTyM5PN59PT0oFgsYnV1FW1tbThy5Ah2d3e5gaBGR6FQQCaTYW5uDufPn0ckEoHJZMLa2hrfdQKBABcuXEA0GoXBYMDa2hpyuRxsNhtkMhlcLhdkMhneeecdaLVatLa2wmAwIBKJYGBggIGm559/Hi+//DLS6TRisRi++tWvIhwO4/jx4/jwww8xOjoKlUqFXC4Ho9GISqUCgUAAs9nMZ9RgMECn06GzsxOTk5OIxWKo1Wo4evQoisUiSqUSD/exWAx6vR52ux0jIyPY29tDMBjE4eEhmpubIZPJIBaL0d3dDbvdzkPI+fPnsbe3xw3fozp/b7/9No4ePYqNjQ18+OGHaG9vh1qthsfj4fvNZrPhzJkz2NnZwebmJvR6PXK5HOLxOLLZLEwmE5aXl5FIJKBSqdDS0oJXXnkFo6OjyOVyUCgU6Ovr49+1Xq8jGo0yOFcqlVCv15FKpeByueB2uxEKhXDnzh08//zz+OCDD6BUKvEbv/EbuHfvHsrlMtbX1yEQCKDX63Hs2DHo9XpotVqkUikeMNPpNJqammC32+H3+6HX67G1tYUrV67gzJkzAAC73Y6DgwPcunULXV1duHz5MtbW1mAwGCAQCPDUU09hZWUFXq8XUqkUer0eEokEQqGQG6J6vQ6z2QybzQaxWIyenh4UCgWcPHkSwWAQSqUSa2truHr1KlKpFPL5PC5evIilpSV0d3djYGAA9Xodq6urPPCurq4in89jaGgIyWQSQqEQGxsb3Pu89dZbaG5uRiwWg1gsRrFYhMvl4u8wn88jHA7j4sWLKJVKSKfTMBgMUCgUUCgUSCaTkMvl0Gg0mJycRD6fh1qthkgkeuh8fNrnLxQKYWJiAoeHh7h9+zYGBgbQ19eHV199FT09PbBYLNjf34fNZoNQKMTu7i7cbjeUSiWuX78Ot9uNWq2G0dFRbG9vo6enB7lcDq2trfzdVKtVnDlzBsViEYlEgkELGl4InDk4OIBOp+MhxOVyIRQKobm5GfF4HEKhEHK5HD6fD1arFQqFAgaDAW1tbbhz5w7kcjkuX77M97Ldbsf29ja8Xi+amprg9XoxMDCA9vZ2VCoVBkXkcjlUKhWq1SrsdjveeustDAwM4NixYwiHw9jd3YXJZMLh4SEEAgGUSiW6urrgcrlQqVT4Ds9kMrh48SJmZ2exs7ODF198Eb//+7+Pvr4+AMBzzz3H9zgNPyKRCDqdDjs7O6hWqxgYGEClUsHGxgYAQKvVYn19HUqlEufOncOHH37I57JWqyGXy0EqlUIsFmNvbw/9/f3I5/Po6OjggVwkEkEul0Or1SKfz0Mul6NSqaCtrQ21Wg1LS0vo6OiA3+/nn/XjnL+PNWxQ9fT04N69e+jp6UE6nYZcLkexWORLiVDTgYEBuFwuLC4uYnJyEqdPn0a1WoXBYIDRaMTMzAxSqRQikQj++q//Gu3t7ZiamsLCwgLsdjtu3brF01M2m+WhpVgsIhqNQqPRoKenB1qtFj6fD9PT07BYLDh//jzsdjtyuRwWFxexsbGBbDYLrVaLcrkMmUyGWq0Gq9XKTZlUKkU2m0UqlYJQKOR/LhKJGK3RaDQwmUwIhUJ47rnnEAgE8KUvfQnf+ta3oNPpoNPp8PLLL8PpdKKjowPhcJgbYZPJBK1Wi1qtBoFAAIvFgrfeeosbCZlMhkqlgrm5OZRKJYjFYkilUp7spVIpI7/pdBrr6+uMljidTojFYkQiEdhsNsTjcQgEArS1tWFhYQFqtRrRaBRHjhzB6OgoMpkMlpaW8MILL6BUKiEWizESDgClUgkAkM/n+dDZ7XYIBAK++DweD7RaLZqbm/FXf/VXn+T4/L1ramoKwWAQp06dgsfjwdraGiYnJ3HkyBGcPXsWN27cQLFYRGtrKyQSCer1Otrb2wEA77//PlpbW9Hd3c0bo6tXr8Ln86G1tRW1Wg0+nw+VSoUHgLm5OZhMJhgMBkb7NBoNX36hUAidnZ1wu9148cUXsby8DKFQiN7eXvzX//pf0dzcjGg0irGxMahUKthsNtTrdUxNTUEqlXJTms1mkUgkUK1WodVq4ff7EYvFYDKZcPPmTTz22GMYGBjA0tISZDIZkskknE4nvF4v+vr6kEqlUKvV4HA4UCwWUS6XEYvFsLu7i1QqhUqlgtbWViQSCeRyOR7UXC4X8vk8CoUCn/E333wTAwMDmJ2dhVwuRzweZ6R9YmKCEfvDw0McHBwwKh6NRmE0GnF4eAiFQoG1tTUMDAwgHo9DLpcjn8+jv7+fh/hcLsdbQIPBgDt37mBrawtKpRIdHR04PDxkZC+fzyMSiSCbzeLIkSN45ZVX0NbWhnA4/EjPHwBsb29jcXERbW1tiEajAIBUKoWWlhaUy2U0NTVBqVRifX0d8/PzkEql6OzsRFNTE/R6PUZGRvhznpqawvnz5+F2u5HNZrG5uQmhUIj5+XmYTCb09PRgaWkJcrkcx48fx/Hjx1EulxEIBJBMJnHjxg0eJmUyGbLZLIMvhK7q9Xq8//77UKvVWF5ehl6v558JAA+FsVgM0WgUEokEpVIJBwcHSCaTUCqV6O3tRaVSwcmTJ1GpVFAoFHD37l2cPn2atxblchnz8/M8VHZ0dDBiXKlUGAH3eDzo6OjAzMwMn71cLodYLIann34aL730EpxOJ1KpFCYmJvDmm2/iueee4423RCKBUqnk7Y1EIuFNbzqdxtjYGNLpNDweD/x+P4aHh1Gr1fiODwaDDzWIlUoFx44dQzabxTe+8Q04HA4MDAwgn89jeXkZarUag4ODqFQqWF1dxf7+PnQ6HX/Pj7paWlrg9Xphs9kwPj7ODfTy8jL29/dhtVoBANlsFrlcDk6nExaLBcvLy+jr6+O7fWlpiRu8K1eu4MKFC5BIJIjFYvD5fBgaGkIwGITBYIDBYEAoFILJZOIhulKp8PsinU7D6/Wivb0d2WwWdrsdkUgEmUwGCoUCLS0tKJVKUKvVCAQCuHr1Ks6dO4dqtQqXywWVSoXd3V2oVCpotVrMzs7yYCOXy2Gz2VAsFnHs2DGsr6/DarViYmICe3t7kMvlPKRUKhVcv34dnZ2dKJVKyOfzzBDQ6/UAAJVKhdXVVQwMDODKlSsYGRmB2+3G4OAg9vf3UavVcOzYMVitVni9XiSTSbS3t2Nvbw8+nw9GoxGxWAwikQidnZ3w+/2YmZlBa2sr7HY7I8VarRY2mw0AsLi4iL29PTz11FPY3t5GU1MTYrEYPvroIxw7dgxerxelUolBnWq1Cp1OB6VSCZ1Oh3w+j8PDQ1SrVXz44YeQy+WsnfB6vY/0/C0sLHDTXCgUsLi4CI1GA7vdDofDgWw2C4PBAJFIhHK5jO7ubhQKBVSrVQwODgK4f4YHBgbQ0dGBtbU19Pf3Q6/XY3Z2FsViEUeOHIHP54Ner0dPTw8mJychkUiQy+VgsVjQ3d3NnzsA1gzk83lIpVIsLS3h/PnzWF9fh1qt5udiZ2cHgUAAsViM75e5uTmo1WrU63UeXgwGA5/N/f19+P1+uFwu+P1+iMVidHV1YWdnB/V6nbcx169f596zu7sb9+7dw8jICGQyGRYWFiCVSvlZbWlpgVQq5YFEo9FAKpXi1VdfxdmzZwHcH+rUajVisRiq1SoqlQpUKhXK5TJ8Ph+q1Sr3wKlUCn19ffxeOjg4gN/vh9PphEAgQLVaxZ/+6Z/imWeeQVNTEyQSCfx+Py5duoSlpSXeBOl0OgYt1Wo1FAoFlEollEolVCoVwuEwkskkjhw5guXlZQD3330ftz6RoojW2uVy+SEqw/b2NhQKBZxOJ+LxOG7fvo3JyUnI5XJ86UtfQqFQwL1791Cv1/Hmm29Cr9ejv78fCwsL6OnpQWtrKzY3N/HzP//z6OrqgkgkQn9/P8xmM7q7uyGXy1GtVlEqlSAQCOBwOKDRaJBOp+F0OrkxWV9fRzQaxeTkJJqbm9He3o5oNIqLFy+iUCjwIJHNZjE9PQ0AEIvFkEgkGBoawtmzZyEWi/H666/zS7JQKEAqlWJychKJRALBYBAmkwl/8zd/gzNnzsBut/Ogo1KpsLe3B4PBgNOnT0MoFOKDDz7A1NQUN3r7+/vo7u7mddWxY8fufxFCIbxeL9NUZDIZMpkMPB4PjEYjCoUC7HY7FAoFVCoVo+AymYyR3kgkwkglNZd6vR5LS0uwWq080R4cHGBnZ4cbYKVSCZFIxNN/vV6HUqlEqVRiZIHW6Xt7e6jX6wDuX9yPsh5//HGcPHkSg4ODTEfr6elBpVLBnTt3UKlUIBKJkE6noVKp4PF4eJPR2tqKnp4epokNDg7C7XZjeHgYBwcHWFxcxNDQEDo6OnD8+HGYTCa43W5oNBqIxWI0Nzejt7eXBw+FQgG9Xo+pqSmk02le++/v7+O9997DqVOnMD4+DqlUiomJCdRqNaa2mc1m7O3tMZJA5zcYDCKdTvPvu7GxwVTEvb09hEIhAPcvq2KxiJGREd5sVatVBINBbG1tQa1WIx6P8+UbjUYRiUQgl8thNpuxubnJtCWdTodqtQoAOHLkCORyOer1OkqlEoxGI+r1Og4PD6FUKhlVLBaLcLvdsFqtODw85EF0ZWUFZrMZEokEKpUKMzMzyGazyOfzjPp3dXXBarWiq6sLZrMZGo0GSqUSbW1t6Orqgk6nw/7+PrLZLDo6OtDR0YFoNIrjx4/DZrPhu9/9LlQqFXQ6Hb/MH2UtLi7i3LlzSKVSGBsbQyAQwPT0NNbX1xGPx7G5uYnZ2VksLi7i4OAAarUayWQSm5ubCAaDeOWVV3Dv3j1MTEzg/PnzmJqagtVqRaFQgMFgwOTkJLa3t3Hr1i3o9XocPXoUSqUS4XAYH3zwAW7duoWNjQ1sbm6iXC5DpVJBKpVie3sbN27cgEwmY8oS0d+OHDnCNCy73Y5UKoXd3V2m8FksFt4Erq2tYW9vD2KxGCaTCTabDRKJBB6PB16vF1arFRKJBOVyGVKpFF1dXdja2sL8/DzcbjfkcjlkMhm2trawsbGB/f19NDU1AbjflCYSCczPz8Nut0OpVMLhcGBvb49pY2q1Gq+++irS6TSSySS6u7sxPT2NeDyOdDqNQqGAaDSKUqmEVCqFzc1NhMNhRnqr1SoDOL29vfD7/VhbW4NKpUKpVEIkEoHL5UI0GoXZbIbZbIbRaESxWITJZIJQKOQ/n6ias7OzWFlZAQAolUpcunQJq6urPGw+ymppaeHG2mg0Qq/Xw+fzweFwwOVyQSKRIBAIIJ1Oo7+/H0qlEpOTkzCZTNjb28PKygqkUik++9nPQiaToVgsoqmpCbdu3cLy8jIkEgn6+voQiUSgUqnQ3t7OdxbRhqn5pXeHVquFSqWCQqFAqVTiAa9YLCKXy0Gj0WB3dxfVahWHh4e4ePEi+vr64HA4EIvFsLKyArVajebm5v8fcf8dG3l+3/fjT07j9MIZTuMUDnvv3L57W6+fuk7VimHFkpukODZsI4CDILETOxYM2UZsS5Zly7LanXQ66XR9e+Euuey9DNs0TuF0znD6/P7Ye72ym1+Arw62Nx9AgNrtsnzm/X6V5/PxRKlUgkQiQaVSwc7ODqxWK4aGhlBbW8vvTywWY2nSSy+9xEMOKvwCgQAqlQo3XIVCAXK5HIVCATdu3MDQ0BDLtZxOJ6amphCNRpHL5XDx4kVsbm7yFLu5uRkdHR0QCAQsO93a2oLX68XCwgJv9pLJJN8TQqEQoVAIuVwOlUoFSqUSCoUCMzMz6O/vR6FQQENDA0vAjUYj1Go1yuUy311isRj37t3D3bt3WTZWKpVgMplYiXH9+nXo9frH+v61t7dDp9NBoVBALpezTDYcDvNWaHd3FxMTE1hdXcU777yDtbU1VCoVVqkoFAqo1Wrs7Ozw+/H2229jZ2cHlUoFS0tLfIctLS1BKBRyTSIWi5HNZqHT6VBfX49KpQKbzcb3dXd3Nzo7O5FKpVgZc+bMGeRyOWSzWQiFQhgMBjQ3N2NhYQFyuRwGg+GRLVg4HIbH48Hm5iZWV1exv7+PcDiMarWK8+fPcxMcj8eRTCZ5iBiPxyGVShEKhaBQKFgOplAo0NXVBaPRiHQ6jWq1imq1Cq1Wy40Iba4PDg5gs9lgtVoRj8dx5MgRdHd3c21dKBSgUqnQ2tqKQqGAubk5BAIBHBwc8DDdYrHw+0IDvWeeeQYdHR1QKBTQ6XRoamrieqFQKGBvbw9LS0s8XEwkEqhWq5DJZFhdXWXPTmtrK9cWZ8+ehVar/YXfnfe12aBvRCKRIB6P8wQKeNDhWK1WaDQaAOALKRwOo1Ao4Omnn+bJcDabZQnB1NQUmpqa8Oyzz8LtdqNSqaC/vx+RSAQ+n48150qlkn9ZJO8hyYlIJEI2m0V9fT0mJibQ1dWF2dlZtLe3o6mpCZcvX0Z3dzeEQiGv7v1+P08tMpkMQqEQ/H4/EokEotEo5HI5wuEwWlpa2HPi9/tx9OhRTExMQCAQoKOjg1+m2dlZGAwG+P1+7katViuSySTS6TScTid7MdLpNOrq6ljy09LSArFYDLPZzEVnpVJBIpFAf38/pqamoFQqkU6nIRAIIBAIWLqQSqWwt7eHYrGIvr4+XiHOzMxALpfD6XTi5z//OT7+8Y9jaWkJw8PDSCQSyOfzcLvdGBkZQaFQwO7uLm7evIlCocBeCPr+6APk8/nQ0tKC2dlZLlAf5zM/P4/l5WVuOlOpFPsP6BIUCASIxWKYmpqCTqdjf4/T6QTwQOtYX1+Pd999F5/5zGfg8XggFou5k6cDr1gswul0oq6ujgvsfD7PWk8qlEqlEnZ2dmA0GrG5uQmpVAqhUIhyuQy5XI7FxUVotVo0Nzejt7cXX//611FbWwutVovV1VW0tbVBrVYDAPuT4vE4Dg8P0dLSArvdjoODA14jO51ORCIRnqwoFAr09PTA6/WiXC6zfrO2thZyuRxGoxFarZZ9FdVqlbcmHo+HtdherxdHjhxBNBoFANTX17MenvT8S0tLyGQyXKDR5GRlZQV7e3uQyWQQi8Wora2Fz+dDb28vdnZ2oFQq0djYiKmpKZw5c4blhQaDgafDoVAIUqmUL1pqrOPxOJxOJ/x+PyQSCc6ePQuPx4PDw0PeWj3OZ3x8HFqtFjU1NdjY2IDNZoNCoUAikUChUIDD4cDh4SHL92iDqNVqYbFYcHh4CJFIhPHxcezv76OpqQmpVAqdnZ3Y2Nhgz1Z9fT38fj8f8mq1+hEfkU6ng1qthlwu52kybfvEYjGGhoYAPNCVz83NYXBwEG63Gz6fD93d3Tg4OEAwGEQikUBjYyNvp/v7+yEUCuF2u3FwcICFhQU0NTVhbm4OQqEQAoEA0WgUzz77LCQSCcRiMfR6PZ8HAwMDmJubg06nY89YuVyGz+dDuVxGZ2cnamtrIRQK2c+k0Wh4cnlwcIBf+7Vfw9jYGE+SC4UCb9HMZjM2NzchkUhw8uRJ1vIrlUp+10KhECKRCIAHDY5UKkVDQwMymQw34BMTE+zHCwaDSKVSUCgUMJvNrE22WCwoFArY2NiAQqFAqVSCUCiEx+OB2WxmHf7jfIRCIQ+f9Ho9EokEPB4PpFIpMpkMYrEYrFYrgsEgtre3odFo+GuWy+Xo6emBx+OBVquFz+eDQCBgmXKlUkFnZyc8Hg8qlQoMBgPS6TRvNcRiMcRiMcuqKpUKD6hEIhG6urowNjYGoVCI48eP44/+6I/Q3NyMcDiMmpoa9ueoVCqMjY2xH0YmkyGTyfDZQl4OKk4bGxuxubmJzs5OnpLTtubDH/4w4vE4lpeXUSwWIRAIYLfbkUwmYbVaUalUWI5TqVTQ1NTEgx96t0KhEAQCARdd5XIZAHhIt7a2BplMho6ODhw/fhzpdBrhcJjVHA6HA4lEAul0Gnt7e+xX9Xg8sNlscLvd6OjogEgkQiwW4yn0xYsXMT8/j2q1CqfTiXg8jkAggEgkwo2LTqeDQCDg+81oNCKVSqG3t5elkY/z2d7exuTkJF544QWcPXsW1WqV37/6+nqk02lUKhU0NDSwBzGVSrGEjwpzquucTifm5ubgcDgQjUZx/fp1fOxjH4PX60WpVEJNTQ16enqwu7uLVCqFaDQKiUSC5uZm9jwKBAKIRCIUCgVUq1XU1tZiamoKh4eHOHv2LMbHx/l3T0OLXC7HUkqfz4eGhgZ0dnbC6/XC7XZDo9FAJBLBaDTyv5aXl3H//n00NTWhWq1CIpHAbrdjbW2NpabpdJqHgYlEgj8vtbW1aGlpwfr6OnshjUYjnn/+eS745XI5KpUKGhsbsbCwwENkpVKJzc1NJBIJHlLX1dUhFovB5/NBo9FwrUdypv7+fv66Ojs7EY1GMTMzg56eHhQKBSwtLbHihXwjRqORpcyFQoHlqXV1dRCLxVwvVCoV/nmn0+lf+N15X83GjRs38OKLLwJ4sKYVCARYXV2FSCSCWCzG/v4+stks0uk0m5rIDHX16lVeD8rlcoyNjbGDnfSabW1tuHPnDk9H5XI50uk0r0FpfVgul1GpVODz+VCpVGA0GtHU1IT9/X0888wzCIfDSKVSMBgMmJmZgVqtxuHhIXQ6HRKJBAwGA+RyOU/Bc7kcv1zkjaBpzuzsLOLxOLq7u7G/vw+32806yzfffJNXv9lsFiKRCAqFAqFQCKurq2htbcUTTzyBXC7HnWwul0OxWIRGo+EPztTUFJxOJ6rVKlZWVmCxWLjIn56ehkwmg0wmQyqVgkwmw+7uLiQSCQYHB1GpVCCTydDT0wOVSoWlpSVUKhX09fXh+vXrMBgMOH36NLa2tpBOpzE/P4/29naIxWIIhUJcv34dEokEQqEQ8XicpTyxWAz5fB6VSgVzc3Ow2Wy8Zuvt7cXi4iIX8I/rofU8fQilUimi0ShWVlZ4TU/6wlKphIODA4hEIhwcHGBpaQnHjh3D5cuX8cQTT2B0dBTJZJJlCTKZDBsbGygWi+jo6EAqlYLVauWJPF0ApBfX6XQQiUR8icViMS40ZTIZxsfH2TRYKBRw+/Ztfgej0Siq1SrrHXO5HEQiEV8w1WoVNTU1kEqliMfjqK2thcPhgFwux7179zA6Ogqn08nAAyr6SqUSFAoFgsEgX8wkGaGpydzcHKrVKqanpyGVStHa2sqrepFIhPn5eXzhC1/Azs4OFAoFamtrkclkeJuRy+V4EPDwEICgClqtlifuRqORpS6ZTAYGgwFutxsymQx+vx9+vx/d3d0IBAJwu91sKlQqlbxNoUk1FZc3b96EUChEc3MzGhoaHuv7BwCf/OQnsbe3h+bmZkQiEVSrVWSzWf4M5fN5mM1mjI6OYnt7G3V1deju7uZiy2q1wu/38xlJWmw6y8hftr29jUQiwZIhkoFKJBLU19dDo9GwjKBcLrMURSaTsYSEfv5PPvkk7t+/z8ON3d1drK+vQ6lUIhgMYmNjg+Ux1OzQu9Pc3IxcLof29nbeqqhUKty/fx8NDQ2YmZlBW1sb8vk8Njc3uTAirwPwoDFyuVy8oidzMRW49Dmem5tDU1MTfD4fhEIhTzI1Gg0EAgFvjiUSCaLRKCYnJ/kilEgksNlsiMfj6OvrwxtvvAGn04muri4IBALcvHkToVAIw8PDuHbtGgMwgsEguru7EYvFIJfL0djYyPcYed56e3tx9+5dCAQCbtZJlvq4n/39fTaSkryjt7eXteFyuRyHh4e8qdZoNFCpVMjn81hcXMSFCxdw+/ZtZLNZDA8P486dO8jn8+zXuXLlCvR6PW+PQ6EQamtrUSqVeJOdTqdZvkbT3FwuxwbwYrGIN954AydPnsTKygpaWlpYheB2uxEOh1FfX4+9vT2YTCaoVCr4fD5kMhnextDWnX5HHo+HBxxutxtXr17FU089hc3NTW4gCVRDagOfz4fDw0OWf5FcNRgMIhKJcPHX2dmJ2dlZuFwubG1t8fCHJC03btzg+2JlZQVWq5V/1kajkbfAer0eP/jBDxhYsL+/z80c3R00/Ver1QiHw9jd3WWvaGdnJ4NYrFYrN1bZbBZzc3OQy+VQq9Xo6+vD5OQkN8WP82lvb+ep+c2bN1Eul9HY2Ii5uTm0tLTw0MFoNPL5DYDvSrFYDKVSyVKmwcFB3LlzBy6XC5/4xCfYVE3fK8nP6XO5v7/PzXM+n0dTUxPcbjdDMyQSCUQiEQ8wXnrpJeh0OlitVmxvb2N5eRnPPPMMqtUqNjc3odVqIRQK4fV6EQgEUK1WYTQaEYlEeLAjFApRLBa5tnzttddw/PhxKBQKvPnmm1z/0XtA0B6qK0ulEjY3NyESiWAymdgfodFoEA6HWbb6sCldr9djb28Pk5OTOHbsGBwOB9/tDQ0NvOEzGAwsWaMBvFKpRDQaxf7+Pn+G3G432tvbEY/HEQwG2TdIDRJ9xmUyGZqampDP57nOCgQCEAqFGBkZwcHBASKRCA/YAoHAL/zuvK9mo7+/H36/HwcHBwAeyGhoPU1mUVrfU8eYz+chlUphMpmQz+fR1taGpaUlaDQaPP/880yeogKupqYGkUiEu3qlUskHP2nDy+UybDYbF0FmsxlbW1ssP5qbm0MwGEQ+n4fD4UAoFGJ9HMk6BAIBLBYLqtUqdnZ2EIvFYLFYYDKZEAqFEI1GYTabWbspEokwPDyMYrEIv9+P3t5e1ge2t7ezZrCxsRFKpZKLSrfbzSvlEydO8BTj4OAAt2/fRltbGxuy19bWUCgUmDpBFztJHEgv39DQgEKhwJQug8HAa0IiMEWjUf5z6WBLJBLQ6/U8adBqtfzi0iFAH67a2lpUKhWk02mMjo6iWCyiu7ubvQ8SieSxT1U2NjbgcDgglUp55R4Oh1nKQzIj8roAD7YFqVQK2WwWu7u7bGxUKBSs8c3lcmwQJP1mtVrFwsICT6R1Oh38fj9CoRBL72QyGbRaLbxeL7RaLQYHB3H9+nX27qytrcFut/MKdnNzk8kutbW1THygCQhRPUjTS/Iak8mERCLB3grSv9fU1GB3d5fJUyRzcTgcTEwheUMmk8Hm5iaq1SocDgcX9NTEqtVq5PN5tLa24s6dO3A4HEynocb/4OCAP+fpdJo3lSaTCWKxmBtmMt1SIU2bPLFYzDJMrVbLRRARQjQaDUMbqHAhOV88HucNwZkzZ1CtVnkL8zifvr4+ZLNZBAIBJvbo9Xo2JBLpRKPRQKfToVgsIp1OM81of3+fBx1yuZypYzS8sdlsODw8RGtrK9LpNHtw5HI5m/zj8ThisRgymcwjQxI6e8nku76+jq6uLoTDYZYAHh4eMtWOplQCgQB1dXVoaWnhbXRNTQ17E8RiMdNcSDNP5nSFQoGVlRWIxWKo1Wqk02mIRCJ4vV4+QwEgHo9zI3R4eMikNLfbjdbWVni9XphMJmi1WpaADgwMsARrbm4OEokEJpMJmUyG9cuzs7MQCATQaDSoVCrcXNOFTlKW2tpaWCwWSKVSWCwW7OzsIBgMore3l/1u5EOSyWRcnK6vr0On08Fms0EsFsNqtWJxcRHVahVvv/32Y3//IpEI1Go1/469Xi90Oh22t7fZfEuUJJKV0SbG4XDg2rVrMBgMLBGizxUNDElCSdKz2tpadHR0sJ8wEonw+010SaVSiYODA5bNEalOKBTi1KlTbMgnqWFvby/a2trYYxiPx5nuuLm5id3dXfZDxGIxqNVq1NfXI5FIMNWOgCZ0d5XLZfay0WakpqYGIpGISUI0hKKJ9tLSEhoaGjA0NITl5WUuKmOxGA9RyV9ms9lY109TcaIZCYVC9Pf3s5m2p6cHuVyO5bY7Ozs4duwYbt26BZPJxNS3+fl5/l1Wq1V4vV4uFklORk08SZeoOY/FYgxdeJwPeVpefvll3lLo9XooFAqm0lGzRtseUgqQbI08B7FYDFtbWwAeeMeokVtdXUWhUEBjYyPDDUqlEtPs6H40m83Y39/ns1OtVrN5++DgAAcHB7wtokFbR0cHVCoVy8NtNhvm5+eZfEiDa7FYDJlMxkoJ2rJ5PB5YrVbelKbTadTX1/N5vrKywo0zbbVJjhQOh1FbWwupVMrS15qaGhQKBYyOjvJdSrS2VCrFqob6+nooFAqu36hGFAgEKBaLiEajDB8ym81oaGhgqa3f7+dhPcEYAoEAPB4PHA4HampqYLPZ+M+krTPdNyqViuXW1FieP38e9+7d43/mF3nel2ejubkZWq2Wp1+0upXJZLwCIgOgUChEKpXCysoKcrkc2tra0NjYiGKxyPi6oaEh1t5Wq1UEAgGWBtBBdHBwgGKxiJ2dHZYmVKtV7O7uwu/3Y2trC7u7u6irq8PBwQGSySRaWlpYnx+LxRg1ube3x9pbImNtbm7yoUDdYrlcRrVahdlsRldXFxc3Wq0W+XweLpeLaQJ0mFUqFSSTSTbUZLNZlhHQpefxeFimRSQQogu43W40NjbCZDJhZmYG9fX1jMEkaYNOp2OtIv3siVCVyWSYnEVFA2nKl5eXYTQaoVKpkEwmGW1G6zPSCJLmj6YDmUyGi466ujr++ZEvgA6Kx/WQhlilUuHg4IAnYEqlEoeHh8hmsygWi5DJZLDb7XA4HKivr2faFgDo9Xoms9Dvq7+/Hzabjb9/wjlTkfx/Gq6VSiVqamoQCAQgEonYRzM3NweXy4WDgwN0dXVBJBLxe0ayF5pALC4uYnNzE5VKhVflm5ubLMkiqRxR0jKZDBf9AFhGF41GEQgEUFNTg4GBAcjlcm5EFAoF0uk0tre3eUJWV1eHnZ0d3g54PB7U1NTg9u3bAB5AINRqNWsxaRoXi8VYPkZadyoeabpGPhaaWtrtdpTLZS4gU6kU6uvruaAm2RlNYA0GAx9qyWSSJ/Q0fFhYWIDX6+VLjAgcj/O5d+8egxlIMkpSIWqoqKDV6XRcwFarVRweHiISiSAYDOLw8JA3nCKRiLGrNLVPp9PceJbLZSgUCpYLCIVC3trV1tYyGYcwkYeHh1yEkQaZLkuLxfLIu0XkJppOE/ZTpVJBLBZzoVipVPDcc8/x8Ccej8PtdjNalSbRVNQRIpfkBhqNBlKplL8HpVLJw6lkMom+vj6eigMPJqNUvJAEkL7OcrnMsrVKpYJQKITt7W0EAgFkMhl4vV60t7ez7IXQlCKRCAsLC3A4HOjs7ERNTQ0SiQRWVlbY7EmDhv39/Uea4FgshlAoxPKlQCDwbx7k9397dDodkskkNwXFYhGpVArt7e08/NFqtY/gPSuVCsRiMRoaGnir39bWxmhzl8uF/f19LppIIkbvHDVwuVwOMpkMBoMBxWIRhUKBhy4mkwlnzpxBU1MTAGBnZweRSIQlGSTZ6urqQnd3N7a2tljzrlQq0dHRAb1ezxss+t9UKhWfDWT4poLc4/FwA0FbZaVSiWq1yueHXC5HKpXiws5ut6OxsZGbU4FAgImJCej1egYJ0ACPZLM04CFcKUltgsEgisUiRCIRdnd3uSlQq9WsotjY2EBNTQ1vOEiyRh4WoVAIpVKJXC4H4EHxSCADkmJrNBq4XC4YjUaW2ZZKJUSjUezs7DzW94+IbLRBIpw/vWfAgwBAkuaq1WreVlssFh5g2u12HqblcjmUy2XMzMxALBZjZGQEdXV10Ol0SKVS/HMiOqHBYOBtaCQS4fNFr9fzuWk2m3Hq1Ck+i+mfJUUJbeODwSAkEgna2trQ0tICAEyrJNooSZvofCyXywiFQtykj4+P86Y2Ho8zqtfhcMBqtcJut3PNRVtolUqFw8NDpqYBDxo5qke3trZ4I1OtViEWi3nIUSqVuPYklDipgUjFEwgEEAqF4HA44HA4EIlEsL+/j1AoxJ4fwlzTNpQa6EQiwY0GgWc0Gg3i8Tj29/dhsVhY9UJ00F/keV+bjfX1ddYOU3NBlx91Q0R+ogsimUzCZDKxVISwpIQYMxqNPLUg1vWTTz7JE+tyucx/Nhku6ZInYw9NLurr63ntRmshmoZNTEwgFApBKBRCJBIxkYeKaZlMBgAsVaBiu1QqQSwWI5VKMabRYDBwsWsymXhCDeAR+g69VKQ9JGqQ2WxmbwV1rG63G5lMBhaLhQkbzc3NzGgmYzt5VOhQpTWcTCbjqTvJqWw2GyP0JBIJnE4nTxhIB+vxeACASWJ1dXUQCARM+CDdpUwmYwkMfR2dnZ3v5/X5Fz9kqqYNDPkImpubodFoYDQakUgksLu7i1wuxwYy0m3T9I6kcnfv3kVnZyfa2tqQTCaxtrbGZkOa6AkEAvYIkD6XzFo02Xc4HDg4OIDH44HL5YLf72dDIV02xB/P5/MoFAqPvG+0kidtOuk/a2trUSwW+RBZWFjgr53ec/JGEaUNeCBxzOfzj3Dme3t7WWqYSqUYiSmTyRj9ub29zVsTgUAAhUIBqVQKnU4HrVYLgUCAmpoaNuNShgGZ9OjnT4cUGfAqlQpmZmZYikFTI2Kw04pdIpGwzJC+doFAgMXFRXR1dSGTyXBWDCGIH/dDmUCUh0JNp1wuZxoY/Q4IVRmPx5ne87CUlGhmqVQKQqEQKpUKiUQCNTU18Pl8aGxshM1m40wdwn9TEUgPXYDU+NKlSl4XnU6Hra0tntR2dHTA7/fzij8cDnMmhVKp5Mk4DXDokqytrX3En0GyqIaGBjidTggEApY5Eu1qd3cXwINBFRW9er2eJ7pnzpzhTYVIJGJjLr0narWavQeEVgbAVDin08lkw2w2y54hyiShSzidTkOtVmN1dZVlpEqlkuUOKpWKJb9UQD8s81Kr1Uz7EgqFiMViePrpp/Hzn//8cb5+UKvViMViaGlpYXQ1EWlIigmAJUVisRiHh4fY2NiAXC5nmtfW1hZPW3t7e7m4KpVK3KTIZDLYbDb4/X5kMhmWttHEnd4VkjqWSiVEIhGWlZDyoKurCwaDgfOn6uvreTtHgwrKjXE4HNjY2EA0GuX8BIvFwt44g8HApB2aWpPPZmRkBPF4nIdO9BkhPxJp7akApt8rKTNokGOz2ZgGRCoKGgbSVpbUEXa7HTU1NQiHw/zZBMCbJBoU0ECW3l8aMpERmvJhKOeFzMClUukRSRFth0n+8nDO2ON4CC8diUTYG0N3ANVJhUKB35Wamhq+f2OxGNbX12E2mx+Rq9fV1WFpaQmlUgmBQIAbZyKSUXFMw2eCipD/h+5fGqLQQ+S99vZ2+Hw+tLe3QyAQwO12M2RkZ2eHG1x6Z+msoH9epVLxRp+wxfR9E7iI5I2VSoVlpCSlUyqV3AQAYAwzDXMXFxe5eTcYDGhvb8fy8jKfq6TCoMELeaSowSG/KQEjhEIhwuEwjEYjDyQBMDa/XC6ju7sbbrcbq6ur3MxQQ0/gIRpqGAwGrK6ucu1EftnGxsb35Vt7X6MZgUDAAWSk25JIJIz0EggEODg4YM02FTICgQDLy8tMAKEPD6G0CPuZz+cRCARYHgSAizDSoBKtSSwWo7GxEc3NzWhsbGSTNE1rMpkMEokEh7zRYUx6SdoUUCEOgA9rupTn5+d5okG8Znrp9vf3ubj8P7cBNB2jKaPZbEZ3dzdPyal4JDPv1tYW6uvrsbW1xfIutVqNYDCITCbDnGVq1mhdS/IYKg4oJEcoFPLEW6vVwuFw8OSuUCiwwVqr1bLe/+FtABGuyBi1v7/Pvgan0wm5XM4Tr8f5pNNppFIpXl2SXI3elXg8zlPmZDKJeDwOr9fLBQXRbEwmE8tfiFZFiGKS95AHgn5fVIBQcygUCmG326HT6djETU0uTfGtVivLBGhLRRskp9OJ9vZ2JjrV1tbCbrdDJBLB4/GwJPBhb5FOp2PuvUaj4c9CtVqFUCjE/v4+67Xps/QwiYUOJDKU0VRFLBajr6+P9fC0mqYQw8bGRsbgkamXNoy0hZFKpYhEItxAOxwOnhqJxWImBymVSvj9ftTV1aGxsZEnWzT1o4OZzObUyOzs7MDn83GhTRkij/uhIQGRirq7u/lrp2CuUCjEEyqa1mcyGS6iabpP2SSUZ1GtVjnUS6FQMESCCiLyB9E0m2SSer2ezf8mkwnJZBLDw8M89KGVOoU70rtOU1IKXk0kEowqJc46DR5oiiqTybipIUMiveP0cyDvB2U4kHzL6/WiWCzy10Ebv4aGBvh8PkilUsbMkt4ZAKNzi8Uie6cogJWkdjRBpAl8Pp9nVDbJaSQSCdrb25nuRjp/+nuI3kUNen19ParVKkt87XY7ZxwBQE9Pz2N//2KxGGeU0D1CBDkq+NPpNA4ODnirRN4T8jDQJqNcLsPlckEsFmNra4vfP0Jv7+zs8BaUPovk5dHpdIy0JVn1zZs3kc/nYTQaATwobkwmEwNhCIkai8WYnlVXV4dsNst+CjKn05CCNh8UwEcy6/b2dpTLZS5ISVFQqVQQiUSQTqf596lUKmG32/msX1tb47OLPjfAg+C6trY2NsPTBpUGbGtra9je3ka1WoXFYmEJCsE6DAYD44QBwOl08vtPg9lYLAatVova2lr2L9Hnn7Zocrmcjbk0nKIpukqlgslkgl6vh9ls5qb+cT3ZbJZRrHTHFovFR+4vAOzX2NvbQygU4uHaxsYGTCYTvF4vb+a07+WZ0RkXDocZliIQCJDJZFgWT5JnUhNQTQeA6wKS25HJmrYeuVyOm4p79+4hFovx0IoKa8pMEovFXNRLJBJWNWjfw+bT+0TS5aamJt5U+3w+LCwssD+I6H7ka8xms5zLYjabsbKyAolEwj7QUqkEp9MJkUjE231CcOt0OpZz0r8XiUQ85APAePuGhgYsLCxgcnKS6a4k1SYZPNVRuVyOZfy0TaeznO5np9PJGw0Krn0/RNL31WwMDg6iWCzytJ66UrVazWhO6vao8KdCiQoRYqKTYZS+QQq5GR4eZvqNTqdjDSqZwkmO4PV6ATy4/Gkiurm5yQV2U1MTfx3r6+twuVzs2yCZFK35AXBzQIFFNA2jIo22ITRtoykFTR+dTicjAEkmRRNeolsQqSiTyfDmgKbJhBjd2dnh6SRtKogKQqs4CimiKTj5RTo7O2G32wEAJpMJNpuNC1SSClA4DeVoCAQCaLVaWK1WGAwGnnA1NDSgrq4OJpOJfx8CgYCJWUajkX8Hj+shLwkF0pHHoKGhgVeRhMAj3SuhOKmAowlCIpFAU1MTm1XVajVcLhevhhOJBBYXF7lgJNkcvWO04g4EAmz4pjRimnjT4adQKPgzIBAIuKinlTsVCFSY7+3tQaFQoFwu86UvEAgwMjLCFy9JBeh7pnUx6UOJhU9F8OLiIubm5njL1t3djUKhgK2tLU6xNhqNGBwchE6nQz6fZ546BQBREUNTQZqqlMtlrK6uYn19nQtKmgBWKhWmh1AxTjkRDxcENTU1qFQq/K9cLsfbgfPnzyMQCMBoNKK5uRmHh4fo6Ojgz9XjfGjAYrPZePqu1+s5xZkuRPKYkcSNwu3ITE3nUDAYZPIO/ezMZjMXkPv7+5woTP43Ks4AoLa2Fr29vTz1pMuQcJGUfms2mxkrTNMrGsLI5XKIxWJ4vV74/X4IhUJIJBIuomiDRynBQqEQa2trMJvNjCsWi8UcCEoNc7FY5CRxAEwFosItl8txI04mSWpA6X6JRqP8fpOUlXTcwWAQq6urWFhY4LBYuqAT74XF0RaYZKMtLS1MWSOpIJ2LJDOgnwPpwGnY8rBsqFQq8ZT6cT6kkabGneShJO0jSQpt0eguUavVTJFUq9W8DaDpdCKRgM/ng1gsRigUQigUgtvtxvz8PCdCUy4TBSnSvUgeDbfbzdsDGoiQRJgyuQCwTJDoaqFQiMEFc3NzSKVSSCaTPMFPJpMolUocdOpyuXB4eMifBxocktqAiiV6j8m8TfkXmUwGbrebawaSkkajUUaLEmkPADdXgUAAe3t7fG6R74CInDSBTyQSLAPP5/Os2CDZI91VBCUh/yX9jhLvZSMRVpi8bUqlkv97kmo/bikfGZJpsExNFJ3farWaMdt7e3u8SRMKhUxepLuPBhR0RxgMBrS0tLDE9GFvHBX6er2epaoUMOn3+/lMowRyAJzPRCh1kk8R6dPn8/HXXq1WOcm7oaGBp/tSqRSVSoUHN7SZy2QyPJB92NtG8uWNjQ0G11BTRpAW2tiR5JvQvUSIJAkjnaNut5ulUsCD7WZDQwOHCtNQhLYMU1NTfDdS8CA1rjqdjt/beDyOlpYWlhRGo1H+/9CAgbK4bDYbbDYbK4moRng/m7X3JaMiX4PRaGSsa2dnJ2tlHy4S3n33Xdy8efORf16r1fIh7/F4sLKygtnZWZTLZRiNRvzBH/wBnE4nPB4PhEIhG5vpkE+n00gkEtwlAw9WZUSjIPNhuVzmNEmpVMoXN3XDtF4nnCYV8wC4AaEivLa2FoVCAZlMBidOnHikqKVCiwg89GfQ6pS2HeFwGH6/H0ajESaTiScxRASgwEAyNimVSiwsLKClpQVyuRwmk4mnqTRhpg8PmTypgSK968Pa7mAwiIWFBQwODsJms2FxcRH9/f3Y3d3lD6ZIJOJ1GkkIiLZDTUgkEuFkUJpWPc6nUqmwoZHW/R0dHfy7tdvtvHa9cuUK7t2798g/bzQa8ZGPfASpVAr/8A//8P/nOTly5Ag++clP8gePgASlUon10FQcUsGxurrKh6xcLsfdu3e5uVldXcXJkychkUgQiUQQCoUYrQuASS8kVaNpJEnu6M8wm804f/48gsEggAcTnOnpacYlE+HIYDAgHo/zZEehUHAODU1UMpkMWltb2e9yeHjIUgWlUsn+KbVajeXlZfj9fpZBUggbGenIUAn8b/S12+3GW2+9haamJubJ02by5MmTWF5e5ikMfR5pHZxOp3kqCYAxzDT96uvrY4JLd3f3/xODbjgcZpwoMcgB8IH/f678t7e3MT09zXhDi8WCCxcu8KHv8XgwPz+PxcVFHB4ewmaz4Xd+53f4sqWJHNHxKKTJaDTyap2mfVToDA4OsvFcqVQiFouht7eXA/QIz+lyuRg8Qf6xbDbL5ybJ2QKBAPr7+6HRaDgssK6ujptw8khMTk6yvEwul3NWBn29ZJBXKpXY3d3liePe3h57Q7a2thhYQIRDg8HA/h/CnFOxl06nOa+GtpVESqKEcdqst7W18ZCCMmRockeb+IcT0Qn/SlADSkSnQvX/hWeotraWc0WKxSLq6+u5KCOVwcPUw1gshn/6p39i0h5tguhO+du//VvMz88/8nc4HA4OJCPJExVNJDkmjxwV8TSNJt358PAwo+tps7S6usp/P8miaOtHPglqnigHw2w2Y3t7mwdxVIAvLCzA5XIhGo2itrYWXq+Xz1lqEOk+o3fQbDazTHhjYwOpVApra2toa2vjIF7C1vp8PgwODiLxHia+ra0Ner2eB4w0BFKr1XA6nSw9pZ9VNptlmub6+jo3y83NzUz6aW1txfXr1wE8KIy3trZ4Yk6SWjL01tbWcoGfTqfR1tbG5uPH+dDmgjJMiABJsAsqbuPxOF5++WWuLx5+4vE4vvSlL2F8fBzvvPMOhzgODQ3h85//PBOPaMhF2RBUe9FwhuosGrTo9Xr4/X4OQ6ShVzgcxvz8PHtrhUIhb6Bqa2uxv7/PcsPV1VX2l5FnRKPRwGQy8efd6XRicXER9fX1OH36NA4PDzE+Ps4Kn46ODm4iycdHnhFqrGjzLJVK0dfXx6GhANDb24s33niD/aWknKGGhzbdpGIgJQ4N5mkYRdLy7u5uliYSaYpyuSgcmLZ6pVKJNyyRSITVMzTAsdvtDBeiM+AXfnfez4tGEgnyQYRCIcYy2u121uzl83nU1tbCbDbjs5/9LPPbl5aWeCoyPj4Or9eL3/zN30Qul8M///M/42tf+xp+53d+BysrKzh69Cji8fgjBY3BYOCpDU2s9/b2eKJlsVgQiUQ4zI701X19fSyFInZyPp+H1+tlCUKhUOAivVQqMXebivtEIoHe3l6eZtH/lxCgtLEgUxpJTcgon8/neQJPqZ8kAyIDHklw1tfXGZM2Pj7OpkDKdiiXy7z2JsMTmdGJtESTt3A4jJGRETidTiYmaDQavkRItkXdt0ajgd/vx8bGBoRCIaxWKxOFBAIB1tbWMDo6ilAo9Ng185SOSeb9mpoa9PX1YWNjA36/n6V9dDCZTCZ88IMfxPb2Nnp6evh9IsP96dOnIZFIcOLECUxOTuLChQvsxaCkcZKckSaVNiZkJOzr64PJZOLfcUdHB3K5HOu/6cOsVquZfEPNNhFTSA4UDAbZtEgoSbPZzPky9CGni8dmsz1i7iK9KnkdrFYrjEYjv5fxeJwLYtL/Hz9+HLOzs0yn2tra4pyOyclJ9Pb2cvFPWuW9vT0GG9BWorW1FblcDn19fVhfX0dTUxM32PRu6fV6LC4u8nSY/A7k+aKtAPBA80ymNJ/Ph+bmZva/EImODH2P86FGkQocmubn83nW4FJjVigU8Oqrr8LpdOKXfumX4HK5sLq6ioODA+aje71eTE9P44Mf/CDC4TBisRj+y3/5L/jTP/1THBwcsNn7YTM+vYdKpRKzs7MAAI1Gg9bWVjZtZ7NZzM7Ooq2tjZt0ABz6RhsKOjtpc0vnGE2Sl5eX+VyhzfLe3h4uXLjAqd07OzscikfSQ/L2URqtQCBgI2apVOLhRiwW46+rt7cXsVjskYZ7f3+fJ/QEbyCJA03LaSsIgLGcBDYwm814++23US6XodFo4PF4WI5Cvzun08nDBIvFwihJCu9qaWlh3DBNlmnT87gf2lRq3wsEO3fuHMvq6uvrYTKZUC6X+R78x3/8R9jtdvzKr/wKD7IKhQI3W/F4HFarFU899RSHbNLPhYg0JA0myl+hUAAAvsuXl5fhcrkwPDzMn2v6XRLBhjbqhCinZrupqYm351TwAWB8LNHEgsEgRCIRBAIBb5ZPnjzJ+TzkU6NGMp/Ps4aeJsh0jmazWVitVggEAoyOjiKVSiGVSrHmf2Jigj9HUqmUPys0nSeaz8HBASfJk+eKtmZU1EajUW7qCYRBg5VgMIgLFy5AIBBgdnYW0WiUvx8CxNBwg5qeQqGA7u5uRpTS7+JxPdlsFi0tLTwgIgkUbVWJ6ma32/HpT3+avYcikQgrKyv46U9/yh6hxcVFeDwePPfcc3C5XPjRj36EP/mTP+F3lSAkdM+QEZ3eQ9pEEDI8HA5jYWEBZrMZer0e8XgcPT090Gq1nIdB8B16l+geo4wqGtoC4A2VUqnEwMAA7t+/D7PZzAb34eFh3gKSlIu2HqOjo/zekiSJagka2FGkAVHgvF4vjh8//kjDRNtYkm7S59Hj8WBvbw9SqRQdHR2or69HJBLB5uYmHA4HUqkUTCYT9vf3odFosL29zbI/8pXSWfmwPJLOPuDBRo/y2sibHI1GodVqsby8DKvVirW1tV/43XlfO7j19XXU1dUhmUwyYvHmzZtIpVLY2dnB1NQUPB4P/7JqamoYk1hbWwuXywWXy4XXXnsNKysrOHv2LJLJJOx2O06dOgW3243JyclHkkQJO0hhd1Qw0nSFjLnxeJzxjQ8bcChgZmdnh4s+inMPBoOMvaVOkeLgt7a2kMvloFar0djYCLVajXfffZcLH5rakU+APhxUJNIGhtZrKpUKa2tr8Hg8bHTc3d3FxsYGh55RUrfNZoPZbOaEzmg0CpPJxEnEhUIBTqeTGxXS2Xu9XojFYsYPdnd3o7m5mWUZUqmUDZsUSvSw5IUKCVpZdnd3o7+/HwB45S6RSJjoRevjx/k0NTXB5XKhoaGBf69msxk9PT3o7u5mKZRKpeLsEL1ez9hLq9XKcqJCoYCTJ0/yhUjrWWoWCY135MgRtLe38xq7trYWfX19cLlcbJ6lCbDFYsGdO3dgMplw7tw5rK2t8WUml8sxPz+Pg4MD1qqTHp0oVzabDY2NjWhsbITL5cLo6ChnIHi9XpYyAcDY2BibyOihDYvVauUDLpFIYHV1lfWzHo8H+/v73ETRZV+pPEgFHhgYYPnO6Ogom8NpZU56eYlEwonOYrEYOp0ObW1tOHPmDE+U0+k0AoEAZmdnkUqleCrudDq5sNO+F2JHtCRC6JJ8gnj+29vbfKlRaOLjfjo6OgAAly9fxszMDE+VEokEEokEUqkUS3xu3boFo9GI3/iN38CpU6dwcHDABkDajI6NjaGvrw8dHR24dOkSPvaxjyGVSmF6ehqBQABLS0tMvSkUClxY0vSfMl7ojNXpdLh9+zbnE127do0DpeiSJpO4UqlEQ0MD6/ZJC0yFNQC0tbXh/PnzaG9vRyAQQHNzMyOeDw4O4Pf7mY5TLBYZikGEIiosCebR2NjIviEawEgkEly6dAl7e3tM1TKZTKitrcXIyAgkEgnm5uYwNzfHfpGHYRlGo5Hlj3Tuf/3rX2cuv9/vZ+M4kQ6LxSIMBgNPavP5PBYWFpitT94wKiaowI/H46hUKmhtbWV52ON8CIksEAig0+ng8Xh44kvSDDKG3759GwqFAl/4whcwPDyMkydPsu+E0r+p8TCbzdjd3WVPH5nASY4rEonYH0I692w2ixs3bnBiN21EaWCWy+UwPDzMpnbyQ9DngKasVKzTsMHr9bJ0jshjVDx6PB40NTWxh0EqlSIYDEIgEKC9vZ3N1RaLBQaDgb0ZhGsnfC0AppRlMhn09fWhtbWVh3ESiYTlq/X19ewlSKfTcLvd/PMnudDi4iJWVlbg8XjYzxgMBnmooFKpIBKJuKkAHhAFKeWeCmc6U4mCRfAbm80GtVoNlUrFAb/JZJK/l8f1HBwcIBQKMdqb6q/NzU0uRCk5u7a2ln0ohAk2Go04cuQIgz+OHj3KZ9OlS5ewubnJwb2J9zLRSGamUqmgUqmwv7+PfD7P24lQKISrV6/C7Xbj7NmznEVGMtbEe0hYIoQ9jMulbShtSTUaDde4i4uLjGafmprCzs4O1tbWGDQUiUR4W3fs2DGGSMhkMvbpkESTCIQOhwN2ux2BQAA+n4+pa+TZoY0kNSPVahU6nQ7j4+MAwOZsANy4ut1uRCIRiMVitLe3QyqVsh/X6XQy0YyGhaVSCb29vQAe1BCFQoEH7sViEXK5nBtEGnxqtVr2LCkUCpbR0tf1izzva7NBpimZTIaFhQXmobe0tCCfz0Oj0cBms2Fvb49RW//tv/03xuk9/fTTGBoawt7eHiqVCk6ePIn79+9jcXERLS0t0Ol0WFhYwDPPPMNeEI/H88iHLRqNIplMYnR0lCUj6XQaKpWKp8L19fXo6enBzs4OM8Ppw0vrcKlUyl3k5cuXYTKZ4HK5kHgvpbG7u5sv7f39faYjEHmqvb0dOzs72NzchEwmQ2trK2pra9HW1sapttQhkmGWzMrpdPqRKVGpVILf78fo6ChMJhM2Nzdx9+5dPPvssxz8MjIyguXlZQQCAV5zUQMRi8Vw5MgRzhtJpVKw2+04PDzE0aNH2TuwtbXFOnpaqVE3S+ZBMs0Tx590rYQ4s1qt8Hg8MBgM7+fV+Vd5jh07hlAoxDxur9cLr9eLJ598kqeo/f39EIvFCAaDCIfDLLWZmZnByZMnsb29je7ubsjlciwtLWF+fh51dXUsD1teXsa5c+cYa2symbC4uIhwOMwelq2tLSwuLjKWLpfLQSwWI51OY21tDe3t7djY2EBXVxfGx8fh9/tRLBZx+vRpbG5uorm5mf0ZRFAj3GQwGMSZM2fg8/lgNBpRLpdhMBiwvr6Ovb09nDt3joPYaKM2Pz/PMrK5uTkmnNDKn2Q4YrEY4+PjEIlEDDag3yNN5Wn1Pzo6ysFSdNCHw2E2NZI3hAhGFFpHGxNqBohOdPHiRU4Wp88rZUhQ7gLJEtPpNJveHw7scrlcnN9BF9DjfsLhMGZmZuD3+zEwMIC6ujpOZ85kMmhoaGAAwWuvvYaWlhZ87Wtf4zyE5uZmnD59Guvr64zlJCABoT2JNd/a2oqamhq0tbXBbDYzglin06FQKODGjRsoFosIh8NMWsnlcujo6OCz9OzZs3A4HLh16xabAZeXl7G2tobz58+zKZd+9sFgkAuJarWKO3fusPFze3sbvb29PHmrVqucSC4SibC+vs6yOdK+k7TA6/UilUpxIi7lfWxtbWFubo63zcViETqdDj//+c/x2c9+FjqdDul0GsPDw9jY2MDq6iprmAnjWltbi1AoxKx4pVKJS5cu8RaJqHKEy8zn85zXRKnHD+cnkHyDkO1msxnT09NIp9MsCdva2npf5sh/rSedTmNoaAj19fUwGo24f/8+0xodDgeTx8LhMNxuN6xWK771rW9hY2MDMpkMg4ODOHfuHA4PD7G1tcWFw9raGhQKBe7du4ff/u3fZsIXUZNIi07+SJJE039Hki3agpIPQyaT4cqVKzxEo8ZgaWnpkaaJpNEUlEdhoLTJpHDR3t5eBINBjI6OYnNzE21tbbh//z6MRiPm5+fhcDhQKpUYj05nHakuqCmnzf8bb7yBEydOYHl5GV6vF6dPn+a0+oaGBoRCIRw/fhxKpRI//OEP2Q9CEh65XM4/i4e3/eT7q6urY1N7XV0dN3aLi4u4dOkSbt26xfcybYJpo0MDqL29PR64kpycvDCPe7tWV1eHmZkZHj5Q42MwGFg6Sj4AAoHQFmR3dxfPPPMMEu+FwVUqFfT09KCpqQnBYJBN8dFoFE888QTnrFBWFvm/KGOGzi1qsOPxOO7du4fu7m4Eg0EEg0FotVoeYHd1dbHfNZfLcaAjbb4IxUtm9MPDQ5w5cwbT09PsCbl48SIPwEheSrRK2jhT3IBEIuGzkZofOmdVKhVcLhf7cGljtbKyAoFAwPAJ8scRWp1iF8h0Tptlkrjb7Xau7xYWFnh4A4DrZZKFt7S0wGAwMKiJ8rpIhkWKCfIP04CShlWzs7PQ6XS/8LvzvpoNl8vFq3uaQAwMDMDpdMJoNOLKlSvY29vD0aNHeaJB+ubZ2Vn84z/+Izo7O5nvPzs7i9/5nd9BMpnEt771LfZfRKNRnjrk83mm0JjNZtTX18Pj8eD69euoVqu8HVlcXITFYsHu7i7a2trwxhtv8LR+YmICJ06cQLlcxp07d2A2mx9Z+ZPRUaPR8Ip+ZmYGW1tbyOfzaGlp4a0IodNOnjzJesRUKoWFhQWWWT0cfEb5CNlslidCRAei4DZauVIjRA3UxMQELBYLRCIRJicnUSwWef29u7vLWlKSyohEIjQ3N0Mmk+HevXsoFAowmUy4e/cuWltbGRm3s7ODc+fOoVAoYHd3lwPrSJpAhKLDw0MsLy9Dp9MxicvlcuG3fuu38P3vfx+f+tSn8N//+39/P6/Qv/jZ2NjgBGuv14vGxkZUq1WEQiGMjIxALBZjbW2Ns0M6OzuRy+Xwgx/8AC+99BI+//nPM1b41KlT2NjYgNPpxI9//GOUy2V88pOfxMHBAZtHaVVMB4VCoWCjG6W/0rSY5GdWqxUjIyOIxWKor6/nFGaSRdFUw2Kx8NqW3pV8Po/p6Wm+YLq6unDjxg18/vOfx/T0NA4PD9HX14e2tjZsbGxgcnKS16VXr15Fe3s7r0zlcjkmJyfh8/k488HhcECr1XJjTRNMg8GAoaEhXLlyBdVqFbdv30a1WsX29jb0ej1WVlZw5swZCIVCuN1uTE1NQSaTweVysTeopqaGde9LS0uora3F6OgoEokE5ufnef3e3NyMQCCA+/fvM5yADmqSAXZ3dwMAgxjITEi47FQq9f9ERrW9vY2mpiY0NjbCbrezhJG2O/v7+5DJZCy9nJycxLlz5/CRj3wEOzs7eOmll9DY2IgnnniCDf5Ef6KL0mazIRqN4kMf+hAbfmtra3ny+XDQVW1tLaamppBOpzE3N4eBgQG+CEnyR0OD8fHxRwzuRCRqbGyESCTC9PQ0SqUSb9zi8Th7omKxGIxGIyYmJtDY2Air1YrNzU0cHBw8kkav1+u5CSRtNZ2HhFOloFG62AYGBvgCdzqd2N7ehkAgwMrKCoaGhlj6JRAIuEmmAMGDgwOYTCaYTCYOUaQ7o66uDna7nb93ovycPXsWb7/9Nrq7u5F4j5Km1WpxcHDAQxYCFaytraGlpQX9/f0shyG2/+MGZNCj0+n47CNaTzwex/r6OmKxGHZ2dvgOWV9fxyc/+UmcPHkSgUAAP/3pTyEWi5m+093djba2Np6s/+hHP8JXv/pVPPHEE3xfUNNP/ggyd6tUKqYQ7e7uYnV1FS6XC3fv3kVvby/W1tawtLSE06dPc8AnDSlogNXV1YXl5WVkMhnO1Dpy5AiTBClckZQEtIkged7Nmzdx+vRp/jyQJPDy5cu8JV1eXmbiYFNTExdIFosF9+/fZyjL3t4e7ty5g1KphMHBQZjNZkxMTCCXy8HtdsNmszFQg/Ke4vE4p6i3tLTwBrepqQk2mw0SiQSrq6vo6+uD0+nE5OQk5ufnEQ6H8fOf/5whBE1NTVwokgeBtjYkv8nlcpxuTUCXx51iPz4+js7OThiNRrS1tTGule7lUqnEeNtKpYL79++z1zSfz+PixYtIJBJIJpMsY6JYBApmlkgkTDSjPCUKcdzZ2eFGloYqEokEX/rSl3Dnzh0sLS0hlUrh/PnzcLvduHfvHjeowP+ONgiHwwzG0Gq12N3d5W3M9vY2EokE30FDQ0OcGVIul3H//n2mrAmFQlgsFqysrHB+lMVigc1mw+bmJkKhEA8zq9Uq3G43S7E8Hg/S6TQnr5Ph+s6dOwCAc+fO4f79++wvfuuttzhnhM4BnU6HSCSCvb093k6T8qelpYXPZ6phU6kUjh07Bo/HwzaDaDSK+vp6VgVREOXY2BhMJhOcTidCoRBaW1uxv7/PuW6Ut/OL4r/fV7Nx/fp1Ns/p9XqEw2HOzEgmk6yBd7vdMBqNeOKJJxAKhbC+vo5Pf/rT+PM//3PcvHmTSQLt7e0olUpYW1uDyWRicgERMbLZLHQ6HedDkASJtG4AMDs7C4PB8MhB0NPTw5OQo0ePIhwOY3t7G5/5zGdw8+ZN+Hw+1NbWwmAw4OjRo3wBbm1tYX9/H93d3chkMlzcLy8vo6Ojg7++rq4uTE5O4tOf/jRfjPF4HCdOnMDU1BQnRRK3mPBnhGEjnOXBwQGuXr0Kl8uFI0eOsOGTVl/a9zCsRAvRarXclJAJlRC8NFWlrIVsNosTJ05gZWUFer0eY2NjOHPmDEsXxsfHsb6+jra2NggEAjidTtaZE+mC/t5KpYL+/n6USiXU1dXx1OD/Zv76t3xCoRBreWmtb7PZcP/+fSgUCty9e5cDoqxWKydZ+/1+/PIv/zK+9rWvYXFxERcvXsSJEyc4TK1SqeDDH/4wvv3tb+NjH/sYenp6MDMzw108bamkUilTmR7mYtMlQBMLmvIkk0lOMe3p6UFzczNu3bqFo0eP8rSZLhWVSgWn04mlpSVMTk5idHQUp0+fxs9+9jN85CMfwY9//GNYrVYmppBEgDZkoVAITU1NiEQi7M8gXwdtZCqVCjY3N9lzQVNDSlO9fv06jhw5gnfeeQcnTpzgidTk5CROnjyJ3t5ebGxs8ORFrVbzFIQwtxKJBAcHB0xnI3OcwWDgAiGRSLAOdWtri/X2ZIarVqvY2dnB3t4ey1a+8IUvwOv1Yn5+njGsxOh/nI/ZbMbm5iaOHz/ORBySOxBOld4T0i5/5jOfgVarRUNDAwKBACYmJnDs2DH2p5Dpl1JpKSX5zp07OHXqFFKpFObn51kyRIFZx44dY2MzFccky6S0dYlEgtnZWXR2dvL2hbahZKR2u91QKBRsOvf7/Ux5eeaZZ3DlyhVMT0/jox/9KFpbW1k+1dzcDIfDAbFYjOvXr6NYLGJmZgb9/f1wOBy8fQUeDAko64GkVHQ50jaWAqSIOKbX67G+vs5oRsqHuXTpElQqFdxuNxPqYrEYJiYmGEVcKBRw5swZBINBliQWCgXO03nyyScxMTEBoVDIG3lCS2o0GvT29sLtdvPGl8AE5EuipOrH/UxOTjIBbHl5mTf2FouF5ScmkwkNDQ14++23odfrOTH85MmTiEQiWFhYQGdnJ3w+H44fP4719XXm7v/+7/8+fvd3f5d/T9lsljOLKFeDChrCL7/66qsAgN/7vd/D7du3MTc3h83NTTz77LNYXV3FzMwMXC7XIyhtgmjcvn2bseDa98Jj3W435HI5qxsoFK1YLOI73/kOLly4wGCJj3/84/jhD3+Izs5OSKVSRo4TjY0+hw6Hg98jMqRvb29jaGgI6XQaf//3f49f/dVfRSgU4oEQydIWFhZYkkKhqIQwp81vJpOBXq9HT08P1y6RSIRzEUh6I5FIEAqFWNZ77NgxxjObzWaWJNHPgtC/ZDpfWFjA6dOnMTMzA4fD8b408/8aT1tbG06cOIEvfelL+PCHP4y2tjZuHmiCTnk8RF8MBoOYmZlhmlgkEsHu7i4TNaVSKXw+H0ZHR3Hz5k0e1MzNzT0CI6CNMalcKKXeYDAgFAoxpSwWi+HWrVvs9aLGj4p8v9+PcDiM48ePs6TSbrczfbS9vR2hUIizbKanp9Hc3Ize3l688sor+MAHPgCZTIaxsTF0dnaiu7sbOzs7WF1d5eweko+S340CDQGwdJiADffu3WP8vN/vx8c+9jFMT09jcXERzc3N/C4TuYtohnT/0KaCcpFIWTE3N4fe3l7k83nU19djcXGRvdazs7Ow2+0sj29tbeU6NZ1OM3yA8NOkXJDJZHjrrbfQ39+PYrGIsbGxX/jdeV+ejd7eXtZX7+zsoFqtorW1lWUUfr+fdd+xWIz16WRk0ev18Hg8GBkZQalUwujoKCYmJnDu3DnW11JHS2ZCoVCIiYkJeDwexuSVSiUmBhDBgrj+LpcLW1tbmJmZwcHBAd555x2IxWK4XC6MjY3hwoULGBoaYqpJMBjE9vY2S4h2d3fx/e9/H3q9Hl/5yld4xVZXV4eenh7Mzs5Cr9fzBJeyNPx+P1577TUsLCxAr9dz6AyxysViMY4ePYqtrS2eAjc1NeGTn/wk+vv7uQNVKpXY2dmB0+lEW1sbVlZWUFNTg/7+fi5oAoEA655JV19fX4+JiQlcvnwZkUgEzz77LF+sBwcHGBgYQDAYZOwppTXTSsxkMrHfg9LNOzs7MTw8jKamJkgkEtb0bm5u4tSpU3jttdfez+vzL36i0SgfVjQ1Gh8fZ6wbNYPb29u4e/cuTx61Wi1MJhOjXKemprC4uMgkC0L5AcDq6iouX76MlZUVHDlyhDdRFID2MJWpqakJRqMREokE09PTTGIhnvrq6irq6urg9/sxPT2NW7duweFwYG5uDq+++iqn2XZ1deHIkSMsjWhtbUVbWxvu3r2LpqYm7O7uskmYkHQPywLX19fx/PPPQ6lUsj6YNKk2m423LmNjYzg8PMT58+chEokwMDAApVLJJmKv14u7d+/C5XJhYWHhEab3xsYGfvjDH3JRTJtJgUDAh3pdXR2HJ5rNZtbIrqys8AXc1NSEixcvorOzEy6XiwtfqVQKAIwNJvKFzWaDw+HA4uIiZ8Ho9Xo89dRT74uE8a/1HBwc4NOf/jQbVgFgaWmJTdGErqRAP9qA3blzh8ED5D2jQryuro7zHyidlah9RBErl8uIxWJMkCPzaCKRQEdHBzo6OngKSpOtTCbDsj0CIxDdhrJorFYrhoeH2VfR398P7Xv43JqaGjaTazQaLC0tscxNJpNhe3sb+XweDoeDp2JOpxOpVIoxqwsLC4jH43A4HDCZTNjb22Oj8vb2Nq5fvw69Xo+uri7OwFEoFDh//jwaGhpw+/ZtfP/732e/zpEjR3D//n28/fbbnCBM0+JEIoEbN25AqVTixRdfxPr6Oubm5rC2tsbyUZ/Ph83NTWg0GvT39/NUkWSG5XIZS0tLeOedd7C7u8uyl4GBASYFbW1t4Qc/+AFef/31x/7+nT59mj1TRHYjuVdjYyP/7shD5XA4mKaVzWZZikzUMLfbzdN0+t+kUinW1taQTqf5zKd3sKWlhZvmeDzOqFCZTIbJyUlEIhE8+eSTePLJJ7G/vw+73Q6Xy4VischG/VdeeYUDyMLhMCNSqcA8PDxkvf/u7i4mJycxNTUFk8mEwcFBRCIRDA8Pw2Kx4I033sDAwACSySQPUlZXV/n7oRwYCsEl+iNRe/L5PGZmZtDZ2YnR0VH09fXh1q1bGBgYQH19PYaHh9nDR1N7MidTYUbNHKHKs9ksHA4Hbty4gbNnz6JarbKky+Fw4KmnnsLRo0cRjUbx9ttv851+//59bkRcLhcaGxvR2dnJPo36+no88cQTmJychMFggMViYXjO43pKpRKmp6dx6dIlKJVKTE9Pcw3S1NTEA1EKSezq6sIzzzyDaDSKF154gSXjXV1dTCojXHxbWxsX/D/96U+RzWY5sJfyXGi4tbm5icnJSVQqFT47RSIRLl26hJaWFqhUKrS0tLA3VaPR4Otf/zrGx8dx9+5dAP+7KSISFAXLko+IBiAEs6AsMxr4trW1YW1tDTdu3GB/ImUR7e/vY35+HkKhkGExFDRK9yE1vQ6HAxcuXOAg11QqxdlBe3t7iEaj0Gg0CIVCWF1dRWdnJ44dO4a2tjamm5KFwGQy4caNGzwMohybK1euQKFQYHd3l5cBlMs1MzPDEimqdVtbW3H69GkMDg4yUAN4EKnQ2dmJGzduwOPxYGBg4Bd+d97XZkMoFOLJJ59k539HRwfGx8fZiEur8M7OTgwODjJnuKurC/l8HuFwGBcvXmRE6c2bN2GxWDA7OwuHw8FR6K2trUxyIIRXXV0dDAYDG1Jpsh0IBJDNZvmgpcJkeHgYr7zyCk6fPo1wOIxcLodTp05hZ2eHJzJyuZwzQ/L5PMrlMk+do9EoZmZm0NzczBrx9fV1dvDX1tZifX0dwWCQNxokdSCaFQUcEaWBus75+XmUSiWYTCYsLy9jcHAQtbW1GBgYwLVr1+ByuTiMkBj5s7Oz0Gq1GBgYYG56IpFgqlFTUxOy2Sw0Gg1EIhFPgW02GxKJBKcbz8zMoKenB2fOnOEk1bfffps1hPTnbG5uPmIS2tzcxIULFzA2NgaJRIKLFy/yRPpxPbu7u2hvb8eRI0eYKEKH8P7+PntkyPRKfO1qtcpyIgqi6u3t5cb1woUL+PznPw8ATF5QqVTw+/2oqanh6RGZ+AknSlInWp/Pz8+jtbWVIQbPPvssqtUqbDYb/vIv/xLAA+IUFS8A+F3K5XLweDycoJxOp5mqdePGDTQ3N+PmzZu4dOkStre30dbWxhfasWPHcO/ePVitVjbI+v1+3L17FyaTiUlGPT09sFqtKBaLaGxs5JRSIlsQQ3t1dZW/hunpaRiNRk4FLhQKjNFUKBR8uRL3/9SpU2htbcXa2hpjJmnCGYlE0NbWhps3b2J3dxdHjx5FuVxmQzqla1Pjp32PX04HNJnLk8nkIyCKx/lsbGygVCrB4XBArVazdhp4EGra0dGBSqXCEkii39TV1cHn82FxcRF6vR79/f3sF6IBBV00fr+fm8e33noLZ8+eZe4/kW5o66pSqbgJGR4ehlAoxM7ODkMnrly5Arvdjn/6p3/C0aNH+Xxob2/nRvnGjRuIxWLo7+/n7A2bzQaBQMCmTzorKJOATIbvvvsuh/dVKhWoVCosLCxgcXGRfz40SJLL5fjQhz4EkUiEYDCIY8eOYWdnB0tLSzCbzbhw4QJKpRJeeeUVNDQ0YGpqiqEivb29WFlZYe8UyVIJCkJhim63G7/7u7+Lj3/841CpVBgaGsIf//Ef44tf/CI6OjoY8EBeNSLVZTIZLCwssOdEqVRy4Jvb7cbGxganPHd3d/Md8bifQCCAEydO4P79+/jEJz6Be/fu8Yalra2NM5Di8TicTifS6TTOnDmDQCCAxcVFAA+2cx0dHdja2oJOp8PU1BQUCgWWlpZgsViQy+XgcDigUCgwODjIgZSrq6sYHx9HS0sLOjo6GElPPgtqTmprazEzM4PNzU2cO3cONpsNExMTGBwcRFdXFweRlkolDA0N8XaqVCrxJoX8GeRJSiaTaGlp4Qn3d7/7XfT392NwcBBvvPEGPvOZz6C5uRl7e3vQ6/UYHx9HLBbjLJBwOAyxWMzvTiwWw7lz5xCLxXDq1CmUSiWEw2GmH333u9/FU089hUQiwRJjlUoFu93OfjMaNJK/ZHNzE5VKBUqlEu+++y5cLhd+8pOfsHfuJz/5Ccsn29vbcfLkSWxtbfEUnQYYhBAnGA1tfqhZpPvs4QDFx/XQVotygdLpNKxWK8urtre3UV9fD4PBwL6H1157jTe7D28jSF5/9OhR1NTU8B0Ri8XwB3/wB5iZmUEgEMDIyAjW1tZweHiIzs5OHhJWq1UsLS1hfHwcFosFTU1N+OEPf4iRkRHGQZ88eRJtbW1YX19Hf38/yuUyb6VpALa1tcU0McqZoMEh/d59Ph9qamo4RX5/fx+pVIptAd/85jfxmc98hv0s9DXGYjFGAovFYjidTnR1dTFsQCqV4gc/+AHHRmi1WgwPD+PP/uzPsL29zT4TiUTC0Qjk1SE5t9PphMFgwPT0NAfv0XDo/Pnz8Hq9UKlUGB4eZnUBUQ5HR0dZwtvV1cXeLAKP0IC/qakJHR0dcLvd0Ov1eO6553Djxo1H4DT/X8/7ajbi8ThWV1eh1Wpx6dIlfO9738P58+dRW1vLKLl4PI75+Xm88847sFgsPLUfHx+HVCqFy+XCG2+8gba2NvzFX/wFfumXfgmZTAa3b9+G0+nkida1a9c4fZxWwcADfXOhUOD1KxXipVIJNpuN0YkNDQ341V/9Ve70XC4XU7QIe9vb28sdJyU25/N53siQtp2Y8RMTExgZGcHi4iJOnjyJN998kw8jm82G69ev46mnnsLGxgYHA4rFYnR3dyOXy2FsbAz5fB4jIyOMMSW8GwUAEWIMAI4ePYpKpYKf/exnMJlMcDgciMVi8Pl8AMCXTKFQYP8MoU09Hg+6uroQCATwqU99CltbW48E2k1NTbFMgbDFS0tL8Pl8MJvNiMfjiEQi0Gg0MJvNLPEhZOE3vvGNx95sTE1N4QMf+ADGxsbwoQ99COvr6+jq6sLLL7+MmpoatLe3Q6VSoa6ujlfrhUKBC28AHIxH/9liseCv//qvkUqloNPpoFAo4PP5UK1Wsbm5ycQtMgEKBAIIBAJ0d3dDo9FgfX0dq6ur7LXp6urCyMgIJicn8b3vfQ9HjhxBJpPBb/3Wb2FjY4PRyUqlkqVaQqGQzacNDQ0QiUSsVb5+/TouXrzI0xG6qIAHptsjR46grq4O3d3dWFhYwMTEBABwAjQRc7a3txGNRnHp0iXcvXuX5QJ7e3ucbG4ymTA7O4uuri7U1dVhfHycA4AODw/R3NyMxsZGJlJo30MDk0dlYWEBbrcbarUar732GqOKR0ZGcPv2bXzmM5/B2toaQxVmZ2eRyWQ4/4DS6ff39/nAJxrQqVOnUK1WGXtJ6MfH/TzxxBNobW3F9vY2PB4P03r8fj9P5oLBIORyOT74wQ/if/7P/4mFhQWcPHkS09PTGB8fx0c+8hEsLi6iUqng0qVL+NnPfsbesGvXrqGurg6/9mu/xhLRpaUlZDIZZLNZOJ1OtLa2csjpzMwMLBYLrly5AovFgieffJJDokjOSY0dTQ2z2Sz6+/tx584dRKNRKBQKlnxGIhGsr68jEAhgaGgI/f39SCQSbKb8xje+gT/6oz/C9PQ0lpaW4HQ6udEn/jxNvCmnggImhUIhB4ySKRR4kG8jk8k4/+ZDH/oQvF4vLly4gCtXrgB4gBze29tDsVhES0sLRCIR/H4/YrEYotEoE2Xa2trQ3d3NUrJsNosvf/nLzNrv7+/HysoK7t69y2Gs9PmjBsNoNLKGWyAQIJFIsJxHoVDwpqZSqeCtt956rO+f3+/Hu+++y/j02tpa7OzsIJ1Os78GAEsVf/SjH7FXslQq4e2338bzzz+Pzc1NRCIRzM7OolgsssfnW9/6Fm/lAGB5eZn9PaQ8oHMvGo1ieHiY7/36+nq0t7fzOdPU1ASVSgW1Wo3z58/j1q1bWFxchMvlYrIZbQkII7+zs4NMJoOuri54PB44nU5897vfxfHjx3H8+HH+uoeGhpgY2dPTg8XFRYyMjLDfzGq1wmw287CC9PWJRIJ9a4uLi/D5fGhtbcXCwgLOnz+Pmzdv4g//8A9x+/ZtOBwOvPzyy2xKjkQiAMChg8lkEmazmROx6d0h6ZRYLIbJZEK1WoXdbn+EoiQSibCwsIBqtYpjx45hbW2N4Sy0TSZpOQ1UXS4XZmdneWu9sLDAtMjH9VBTT6GfGo2GByixWIyxw5QtQuc8bTJIopjJZNDe3o7l5WXE43F88YtfxB//8R+jrq4OfX197BeoqanB9PQ06urqYDQaEYvF4PV6WTEjFothMBgQiUTQ1NTE282Ojg6WX73xxhv43ve+hy9/+ctobGzET3/6U4yOjrI8sKGh4ZE8t9raWs5csdvtcDqd3Iy++eabfC76fD4Ui0VWAxBBkJoxn8/HAxgAjGYOBoPsoQ0Ggzh//jySySSKxSKKxSImJyfhdDq5HqWNH8mlKpUKNBoNkskkN8j0vlG2FeUuXbt2DVarFW1tbZiYmMD58+cxPT0NnU6HoaEhvPHGG+jq6mLf0/7+PmKxGFOptFotFAoFNjc32ZweDoc5W8lkMv3C705N9RcYD1KwyV/+5V9iZmYGp0+fxsbGBmvISE9Jqdi5XA6vvPIK68dJ73jx4kX09vZicXERNpsNb7zxBu7du8dMd51Ox81LqVTioq++vh4qlQrRaJT5wRaLBYVCAT/60Y/w4osvQqlUMqXo9u3b+NznPscXDPAgcbWzsxP9/f0sc5mbm+MUUrPZDLVajfX1dUQiEXR1dSGdTkMkEnGQzsmTJ3FwcIDV1VWcP38edrsd29vbuHPnDk/pvF4vnn76aV6JEp3GYrFgb2+PV8a0Atve3kYul8Pdu3fR398Ps9mMV199FYeHhxgZGUFTUxM8Hg/7XMgvQ2mxlMpstVpRLpdx5coVRKNRnDlzhrHChBC9e/cuhEIhzp49C41Gg8bGRty8eZO/T4VCwVKYzc1NhMNhDAwMYGVlBbFYDBqNBk888QTm5+fx7LPP4tq1a/iv//W/IplM8uX0b/HQ+/ef//N/RrFYxNraGj7xiU9wUvv+/j6jXldXVyGVSjE2NoaNjQ02cDc2NjJMoKmpCd/+9rf58CeD6Sc+8QlO06RtlNfrRTQa5UnbsWPHIBaLMT09jZdeeglPPPEEwuEw5ubm8Oyzz7J+v6urC7dv38bQ0BDW1tawsbHBchaSDBDCkcznsViMw7pIUrKwsIChoSHGSsbjcRgMBrz11lt47rnnkM1mcfv2bTQ1NWFnZ4dDfkijT1u7TCbDAWDBYJA3XXa7nUOyyuUyTCYT7ty5g9raWnzgAx/A1NQUE5dowknGyK2tLdTV1fGanDZGf/VXfwWXy8WN787ODmu+E4kECoUCjhw5wpIEoouYTCbeZtI2hugd9fX1bDwm0IJQKMT/+B//49/8/Xv4Hfz85z8PgUAAs9mMg4MDdHV1MU6a/GL7+/ssR1lfX+ezQKFQ4MKFC/j4xz+OYrGI5eVl5HI5TE5OYnZ2Fvl8Hi6XCx/96Eexv7+PbDaLvr4+yOVynkLTREqv1/O7RFM5Skh+6623ODiqWCwiEokw1vvkyZN4/fXXsbW1heeffx5isZhlRU1NTUilUpxgv7i4iFOnTjFY45lnnkEqlcKVK1cwNDSE27dvo6enB5cuXYLP54Pf74ff78fQ0BCi0Sh6e3sRiUS4aaUANwqNe/3117G/v48vfOEL2N/f53A/Qlp/+tOfRiQSwfb2Ni5fvsxoZNJSE/GM/HELCwtIJpMYHh7G9evX0dfXh87OTlSrVfyv//W/8OEPfxizs7Po7u5GNptlEzWhJSlvo62tjRnyXq+Xp/y0LX7xxRexurqKRCKBv/mbv3ms79+Xv/xl1ktPTk7yBkuv18Pr9XJRSjKriYkJTE1N8eCoq6sLn/3sZxkr+ud//ufY2dnB4eEhlEol+vr68NRTT+H111/HU089hWq1CpVKhVu3bvHZUiqVePg3MjICuVyO7e1tBAIB5HI5NDQ08FT06aefxtzcHEZGRljvfezYMc4qIixqJpNhLL3H44HL5YLb7YbT6eSMo5WVFZZ2+nw+BAIBfOUrX8E777yDs2fPYnd3l6VNFHBI21cA7NsBwLKwO3fu4Omnn8bf//3f41Of+hS8Xi+6u7v56yOjemNjI1ZXV3HkyBHe6oTDYcaBk1F7dnYWarWa9fgqlQqNjY1c7CWTSczOzqK/v5/VFFqtlrOI5HI5G9gJ+kLS4FQqhba2NrS0tGBlZYUzQr74xS8+tjv4K1/5CpxOJ2KxGAcvEzadpuZisZj9fjs7O3jllVfw1a9+FYlEAn19ffjZz36GTCaD/v5+3Lt3D1evXgUA2O12vPjii5xVQQh/QiAfHh4yVOTYsWNYXl7m7LRnn30WX//615FMJnH06FEupMfHxxmWQhCSJ598EmNjY6wIoYyzUqnEPrC2tjbcvn0bzc3NnOFCUID19XUGgYTDYQ76LBaLjLolRDVBkmpqajiML51O45133kFzczPjjJubm2EymfCtb30Lg4ODnDfzS7/0S/je977HpLKamho4HA5IpVIecJL/7mFMNdkOSFo9NzeHU6dOseeRFDe5XA7JZJLvYZKBW61WBgYRInttbQ3Dw8OQSqVYWlrC008/jcuXL+OrX/3qL/T+va9m48UXX+S1zdjYGL7yla/g2rVrkMvlTEhaXl5GS0sLTp06BYvFgsbGRkxMTEAgEOCP/uiP8B//43/krv7ZZ5/F/Pw8BgcH8cMf/hAf/ehHEY1GecpxcHDACFKj0YhwOIxgMMh/bl1dHYRCIcbGxtDe3s5YM5VKhcXFRZw9exbBYBBvv/02jEYjBgYGsLu7C5/Px9rTtbU1JkjRap3wn4TEW1hY4AwH8l5cvnwZpVKJGfiDg4MoFAqw2WyIRCIcDgeAqVhmsxkul4vlNleuXOFgI4lEgq2tLQ5SisViePLJJ1FTU/PIipYar52dHS46qNBIpVLY2NiATqdDPB5n/XVraytef/11mM1mxtE1NzejXC5jbGwMBoOBi7tSqcScfSI/NDU1sUEpnU5jdXWViQ+//du//dgOum9961t466230NnZCZPJhPv373OBEIlEOBuDjE8U+EgysomJCQ6KOzg4gNlsxuDgIH70ox9xuCNRM3w+H2+eCNtJE45YLIbGxkZUKhU27BqNRkilUty+fRuJRAKf/vSn8dWvfhXt7e0YHR3F2NgYTpw4wdPZxsZGlrvQYf1wAi5tnO7fvw+r1YqamhpYLBbU1tYyZOHIkSOcBOzz+WC322E0GhnrSYcfXdSxWAz/6T/9J4TDYUxMTEAsFqOjowPRaBRerxd7e3vY2trCpUuXOK26WCyyRpYOM0pt1uv1kMvliMViyOVy7L8gSklNTQ2am5tx7do1HD16FH6/H16vl6dJ4+PjTL9QKBTMCieZjVAoRGdnJ1paWrC8vIxyuczNJRXSf/iHf/hYi70XX3wRMpmMt6jU5NbU1MBgMOD69es80Sf8K10EtAki3wsFVY2MjODq1asst6CATpKm0jCGVtvkuyiVSkgkEnjhhReYqlRfX4+1tTXU19fj4OCAMZ6tra3Y3d3FyMgIrl+/js3NTUa+dnR0MKigoaEBiUQCmUwGY2NjaG1txejoKCwWC7773e9idHQUtbW1cLvduHLlCo4fP86N+PXr1/mSpayE3t5eWCwWDiwkXrvVauVk+Xw+z/JEsViMp556Cn/1V3/FstxcLse5G9VqlQlalIlEoACa+m1tbaGpqQlbW1tsUrfZbLhx4wZ+67d+C2+++SZ6enowPz/PeTxEQxKJRLz9Bh74aQYHByGRSDA1NcU5PGq1GnNzc/jGN77xWN+/p556Ch/84AcZd+1yuTA3N8dyYSqm6TNKeutsNovh4WFsbW1hfn4eIyMjyGQyWFlZgUajQUNDAwQCAQYGBhAIBFAoFDi4jrwaNAhwOBzs4ZPL5Th16hSmpqZgNptx+fJlHDt2DB/4wAfwF3/xF3A6nZiYmGAUMfnonnzySayvrwMAh9aSpJS8DUSK1Gg0ePXVVxn6sb29zY0P/f/VajX29vZgt9uZVCYUCjkpvKOjg7G40WgUbW1tmJubY6+FwWCAWq3GzMwMlpaWMDIygpWVFTQ3N6OmpgbhcBidnZ2Mo6UmnZq95eVl1NTUMIRmdXUVTU1NUCgUmJ+f5/DU9vZ2TE9PQ/te0Fxvby/Gx8cRCASYOmez2SCTyTiYkcIDiYCXTqeZsnTnzh28/vrrj+0O/sQnPoEPfOADrL7IZDJYX19nCpNWq2U5XS6XY4rb66+/DolEgrq6On6vPvWpTyEQCAAAZ6aRD29/fx/PPPMMbty4wQNfwnvPzMywx5bCOLe3tzEwMIDOzk5885vfhNPphFgsxosvvohbt24hFouhs7OTkePUmGu1Wva/0hlASpZ8Po9qtYquri5WkcTjcVy9ehVdXV14+umneQNGw3aSlRGFitQQVJs+HJq3tbXFzUapVOKtKWW20ZmVzWZx7NgxvPLKK9BoNExxE4vF2NjYYAM4Za9MTU3hox/9KKsdyFP01ltvwev1sq+PQBJ+v5/R90eOHGE/B4Vw2mw29jhls1k8//zzWFhYwPz8PEwm0y888HtfMir6QnZ2dqBQKPC3f/u36OnpQTabhUQiweDgIJqampDJZDA/P8/rr7fffhsWi4W7VpFIBIlEwqFDxWIRarWa9Yter5cn75lMBslkkpGPcrmcJ31arZYP4KmpKTY0trS0oK+vD5cvX+bAQNLRHzlyhD8k165dg0Ag4K4yFArxOo44/8ViEaOjo1w01NfX4+bNm7h8+TI+97nP8aFEvo3d3V1o3wsdCwaDKBQKqK2tRUNDA4fwDAwMsExrdHQU3/72tzE6Osp0n66uLtbIUiFdLpd5jR8MBrm4I03h7u4uF2qf/exnAQA//OEPoVKpGIlK/8za2hp+/OMfcwddqVR4QkH4R6KCUaDR0aNH+dBramrCwcEBdnZ23s/r8y9+3nrrLWblE2lHKBTyh1YikXBiJ9G89vb2sLS0hP39fTZT2e12XL16FTU1NfjZz34GAKwn3dzcRGtrK8tACoUCqtUqo3DNZjM6OzuZlETYxDfffBPHjh3D/Pw8vvjFLzK/nXwUtLlTKpWYn5/H5OQkbDYbE6laWlpQrVZ5PT4wMIBisYhTp07h2LFjTNLZ3t7Gzs4OPve5zyGZTHKKstVqxY9//GN88IMf5O3N8ePHmTzR0dGBcrmM5eVlzM7OsqSFUIBtbW0YHh5GJBLhCcfp06cRCAT4Z7m4uIjR0VFoNBrWK8/Pz8NqtfKAoL6+Hvfu3cNHP/pRuN1urK2t8eV+9+5dbkK8Xi9aWlqQTqdRqVSwu7sLmUzGzPTh4WFUKhWelmYyGZ4wEimOUlsf50MEvebmZkQiEUxPT6O1tRXDw8OIx+O4ePEiYrEYkskkRCIRDg8PmeRBYaLVapWLb5oUlUolLgDfeecdnv4vLS2hWCwil8vxpgp44A8xGo04f/48fvrTn3JCs8vlgtPp5MRsSjf/3ve+B6fTiXv37nFTqlAoGHTR3NzMyO9MJgOj0YiOjg7Y7XaW/9XX1zNKPBQKobm5GZ2dnVhZWcFHPvIR+P1+SCQSDA0N4ezZsxwiGY/HIZFIkEwm2fuwtLQEoVAIAOzpK5VK6Orqwp/92Z+hvb0dPp+Pz3PSLFOBt7Kywtrvh+lrOp0Oy8vLMJvNWF9fx4kTJyAUCuHxeHD27Fm8/PLLTPdpbGzkJrBUKmFvb4/9N1TE0M9ELpdDIpFgdHQUu7u7ePPNN2G1Wh/7+1dXV4d0Oo3GxkYEg0Go1Wr09PTA7/dzwJdSqWTgh1KpRF1dHdbX16HRaHDs2DGWecRiMTz99NNIpVLo7+9HMpnEz3/+cxgMBni9XlgsFkZpp1IpJpEtLy/j8PAQMpkMS0tL8Pv9THY8e/Ys7ty5g1QqhWq1isuXL+PkyZMseevv72cPpUajQW1tLcuD9/b2YDAYGAF769YtfOc732GMOMlcCoUCPvOZzyAQCGBycpIlmJS7QhkBJK0l4pBUKkXivfDNtbU1xONxvPDCC/jJT36CQCDAWnUaRK2vr0Ov13O+EXk9jEYjstksbDYbVCoV9vb2kEqlYDAY8IMf/AD5fB5OpxORSASjo6PY29vDm2++iRdeeAGLi4s4ffo0kwDz+TxkMhkT+2gr8HCCvcvlgt1ux507d6BSqWA2m/nsfNxnoNVqxe7uLsuOCb4CACqVigtUOqe3trZ46Hfs2DHMzc0hkUgwgS+VSuHw8BDDw8MsGZNKpXC73ewdpOR0kmmNjo6yrIk2SjTE2NnZwZe+9CUGA73xxht499138YlPfAITExOor6+Hz+fD0NAQo2Y9Hg/XmMCDrZfFYnlkY1etVvnM//f//t9jdXUAzVsbAAEAAElEQVQVd+/ehdlsxv7+Pvr6+vDuu+8+Eo5KdNOGhgZG8BM05uGmg/wf5CkRCoX8sxGJRHjiiSdw48YNfOhDH0IoFALwwDsokUhQqVSYZjk/Pw+z2YwXX3yR0btEN6PhTmtrK0Nn5HI5xy/QAEUgEGBvb4/9vyRxfOqppxAIBPCzn/0Mf/AHf8DYXfJX/iLP+2o2Xn/9dbS1teHUqVMAgGvXrsHv9/O6XKfT8Q9Rr9cjFArh8PAQzz33HPL5PI4fP47FxUUEg0FOu9Xr9bh9+zb6+/sxPj6OI0eOoLe3l4PZnE4nJyZbLBYolUqWtVSrVUa7ms1mvuhIq1wqlTA2NoYXX3yRGfi07qdAMgBMeGluboZUKkU8HufU0VQqhUKhwAmMFDrV1dXFWN9Lly7hpZdeglAoxObmJoxGI86dOweLxYLbt2/zYScQCPhDsbGxgcbGRkxPT8Nms+HmzZuMUSN8JU2dKfm2traW9ZFnzpyB1+vF0tISAoEA0uk0WltbMTQ0hLt37zLJIhQKobu7G9vb25BIJBCJRDh9+jQ+8pGP4E//9E/5d0KTfZrSEoaUDpPbt2/D5XJhY2MDFosFAB4741ulUsFoNDLKcH9/n1fQpAulyUoikeDmlEyztFlaX1/Hv/t3/44zWYjzToZpOtiWlpZw9OhRiEQiBAIB+P1+JqBpNBpm/KfTaVy6dAnJZBJdXV3IZrNoaWnhrUAoFILVasWrr76Kp556ik2Gw8PD6OrqYjpFuVxmLwLBBiioSKFQYGtrC/X19fj1X//1Rwq4CxcuYG1tDb/+67/OYX75fB4rKytQqVSwWCw8VTIYDFhZWYHdbsePfvQjtLe3o7GxEUtLS2huboZAIMDOzg7q6urg9XofSYa+cOECJicnsbW1xeY0kUgEoVDI2vf6+nrI5XJcu3YNBwcHGBoaQlNTE77zne8walir1SIUCiEcDrPW/vz58xgfH0c6nYbRaOSGkoomn8+Hrq4upsIA+H9i0CWuejQahVwux8WLF3F4eIjt7W3s7u6is7OTN0KEoqZ8lHg8jnw+D71eD5fLBY/HA71ej/n5eaTTaZTLZej1enzoQx9i+VtnZyeamprgdrt5dU6GWbfbjUQigd7eXnz729+G3W5HtVplvxtldgAPks/NZjOi0ShisRiampqwt7eHxsZGDh0rl8tMJ6NLfnV1FZVKBbOzs3jhhRc4wyYYDEIqleLWrVv45V/+ZfzDP/wD7HY7bt26hZ2dHdYpk9yGpseEpKW8inw+z0QkGjDV1dUx5YbyDohsREMavV7P0jAiZxUKBdy9e5dx3cPDw7yl2djYwPPPP8+ABJlMhm9+85vo7u6GRCJhIhpp80n+cnBwAKFQiEuXLmF3d5ebZDJ9Pu7n3LlzDA3weDxobm7GhQsX8Nd//ddobGzE+fPnUS6XmSoolUr5nZXL5Zx4XFtbi3K5jKtXr+Kzn/0sXn75ZQ6Oa21tRXNzM3Q6HZaWliCRSGAwGJha1dHRAb1ez1tGwtguLS1hYWEBhUIBqVQKQqGQQRhEJuvr62N5BwWvEgGMMMX379/nibLT6cTe3h5kMhnOnDkDkUiEU6dO4d69e3A4HDAajUxpunnzJpON6urqGN1JoYAkverq6kJbWxs3/kSzvHPnDtLpNG95aMuYTqexsLAAAFAoFHC5XLyx8Hq9CAaDSCQSaGxsZHqX1WpFb28vXnvtNUSjURw/fpzDdW/fvo1AIICjR4/yz5zIfNFolKfjKpUK29vbfKbLZDIUCgX2FiYSCYjF4sf6/imVSsbjv/baazh9+jSGh4extraGRCLBxEjyDFIo3P7+PhYWFhCNRtnkfuvWLeTzeQgEAvh8PhgMBjidTvh8Pm4+SUYaiUQglUq5aN7e3ka5XEZTUxM2NjYAgGsikiKRJ7WzsxOTk5NoampigzlN7kll4Pf7EYlE+B6jIGgCDy0tLSESifDQgaIYBAIBhoaGEIvFOBSQ8otIhjg3N4ednR3OPDKZTDg4OEBjYyMHY9PwSKlU4jvf+Q6/73q9HjU1NbBarbwRozOwtraWpXhLS0sAgJ2dHVgsFvh8Pg7gpXOKGtMbN25gamoKH/zgB2G1WrnZJfgGBXdKJBJIpVKEQiH84Ac/4M3FwMAA3njjDfzd3/0dZmZmfuF3533JqH7lV34FTqeTDw1K+h0aGkIoFILD4eBE2ObmZl7JUxANTafC4TCkUilGRkbwne98h+UhdHiSX4MuROrmTCYTOjo6eC1PcgGibJChiqarvb29WFpagslkws7ODk9I4vE4BgYG4Ha7OSRqZWWFQ6dIQuJyuRCNRnHs2DEOLtnb28PAwADGxsbwy7/8y5ifn4fL5eIDkV40IpxkMhkoFAqk02kEAgGEQiFGuVUqFXR0dDD9hQhYFFY2NTWFJ598kg8cWnc/rAelvAudToe+vj7cvHkTSqWS1+tzc3MsAwCAZDIJm80GnU7HEo67d+8ytthisUAsFvOHgWg5NEF0OBwYGxtjg+arr7762Fa4f/Inf4Lu7m6oVCrcuHEDiUQCJ0+e5EkVmVyr1SpPLxsaGlAulzE1NYW1tTUcO3YMdXV1mJqawtmzZ3H16lXI5XKMjo5yoB3la9jtdvYYUH4C+Suamprg9/uRTCZx7tw5LCws4ODgAGq1GkePHsVf/uVf4rnnnsPY2BhkMhkbFHt7e1Eul1m6JxAIkM1mIRKJeFtDidlzc3N8ELtcLs5TWFhYwO7uLo4dO8a6SwqVa2pqYh0mJRyTtt/n80Emk7F85ujRo0ySy+fzOHfuHAcRUSpxa2srZmdnecMwNDTEWlGtVvuIrEQmk/HUWygU4ujRo8jlcjg4OEBnZydee+01OBwOlMtlprwJBALEYjE4nU5Eo1HeCNDGbm5uDqurqzh37hx7EiiAy2Aw4Dd/8zcfq4zlT//0T7Gzs8Nsd1rB02FN24RIJMLoRKVSCaVSyWhMMo6Gw2GEQiG0t7fDZrPhn/7pn9Da2or+/n6YTCb2qBDVifj0hAWlDV4gEGDmOgVIkQ+DDPVSqRRqtRo7OztsMH0YTkHSy4ODAy6AWlpakHgvSfr111/Hc889x4jf1tZWXL58Gc8//zxWV1fR3t6O119/Hf39/ZiamoLD4WAZGHHxd3d3sba2ho9+9KOYnZ3lzJmrV6+isbGRJ+dPPvkkbxgUCgVf0tQwk69MLpcjHo/j8uXLWFhYQE9PDycuP2wSBx6Q5GiibrfbEQgEIBaLWcah0WhQX18PhULB+UKxWAz5fB59fX2c5UGfA71eD7Vajd/7vd97rO/ff/gP/4EZ+1R40WRfqVTCarXy11mpVCCTySAWi7G9vY2+vj6cOnUK3/jGNxiBTlsKkUgEpVKJM2fOYG1tDZVKBYuLi2w6dTgcvOU8d+4cN6ALCwt48sknuUBsampivOzi4iJvKVKpFFQqFTQaDe7duwetVov29nYm6wiFQub8K5VKjI6O4uDgAF6vF7lcjhHif/iHf4ivfe1rePrpp/H1r3+dpSBEviP5K9UmlUoFjY2NUKlU8Hq9nDc0MTHBw1GdToe2tjakUin2+C0sLOBzn/scpqamsLq6CofDwblU6XT6EZw/AMRiMf489vX1YXZ2lnMZSApGXpZMJoP79+9jaGiIh5AymQzd3d0s2aUUe8LDEqlIIBBw0Tw7O4tgMIg//uM/fmx38G/8xm9ApVJha2sLZ8+ehVgsxsTEBGehpFIp9hQkEgmelCsUCvT09CAQCEAul2N+fh4CgQCRSAQnT57Ea6+9hkqlghdeeAEdHR28terq6kIkEmGZajAYxMbGBpPFxGIxwxu+//3vIx6Po6amBmfPnoVMJmN/IW0BI5EI57yIRCKcO3cO4XCY72nyhVCCPH3vVHv+3d/9HU6ePInt7W00NDRwxgbJpmjDDzzYAmWzWabt9fT0YH19nbNa6LwRCAQYHh5m5K9Op0MqleJBEv3+aRBCdQgZzmmwlEqlADwIXjSbzXjuuefwN3/zN/z+k5wqGo1iY2ODt5MEaaBGV6vVMsqcBmIk7SuVSvyZ3NnZgcvlwu///u//68uourq6sLi4iEuXLnFiNjG8adVNH1yNRvMItk4oFOL48eMIBoMcvkdBZpubm3A6nWhpaWHtXygU4mkXAA6Uq62tRTAYxNLSEmPF6LLXaDSMmG1tbUUgEIBOp2PCj1QqhdfrZdMPXcBCoRCtra2QSqVMIigUCnC5XAiHw3j77bc5DfrChQuYnp5GT08PXn75ZajVapw+fRpvvfUWWltbOeOASAQ+n4+L1VAoxGmZzz77LJvZ/H4/2tvbWbNIlCViTLe2tjJHn9CTlJQrFAq5Y52bm2NzGlEPdDod6uvrcevWLfT29uLEiRNsMqWXrqamBh0dHZzwSmmstL5UqVQoFouYn5/HwMAAWltbcePGDXR1db2/E+tf+JDsLhaL4cqVK8yhJs0ofb3ZbBZ6vR7t7e2oqamBQCBAf38/p9JnMhl0dHQw2YlW4VQc7+3twWw2I5lM8lrfaDQiGAxibm4OXq8XMpmMZUdzc3M8lVKr1djc3OTtHB0aQ0NDbOyjSyMejyOVSjFalPCGtDkhMMDg4CACgQCvX8+dO4dkMok333wTzzzzDLxeL0QiEQcQdXV1cSFGmQtkqiatbVdXF2QyGXp6evDNb34TQqGQL9ZkMomLFy9ieXkZZ86cgdFohNfrRSwWw+zsLKN7CS9IXPByuQyFQoHW1lbMz88z5aahoQE//elPOZm+p6eHjZuUVSOTyWC1WjmYKJPJcEPR0tLCwZ5k1nM4HLh27dpjff/ooawPCkmsVCqcgr29vc3kMr1ez9unbDbLCeCUCDs4OAjgQXbHd77zHeh0OjzxxBO8GqfzQSAQ8M+XDJGEFh4eHsbt27cxPDwMlUqFlZUVbnTeeustfOhDH4Lf7+fC6+HwM9IGE1kGeCAn3N/fZwb85uYm+9Sokddqtbhz5w5MJhPjY/f397G5uYmuri6YzWa+GG02G9ra2tjw2NTUhKmpKSSTSZw5cwbLy8t48cUXuXlLp9O8saxWq8jn8xxCVy6XOQuJzuhcLge1Wo2zZ89ybsNzzz0HuVyOtbU1JJNJnsJvbW1hYGAAy8vLvMkLBoM4PDxEd3c3bw9JRkMbj4cD1WpqatDS0oLm5mZOgH+cDzX8QqEQu7u77J+ggEw6A9VqNerq6vh7pU3Cd77zHdjtdsZ3v/DCC/jxj3/MUhDKJSiVSjh27BhTuwBwsXH58mUekKTTaczMzHDYbSKReARjHY/HOX3Y7/dzSjyliBO1kSbMXV1dPBA0m82Me87lcigUCrh58ybLMK1WKxQKBUZGRuDxeDhbhOoQkvW43W5GjxIylVDTJGOdnJzks4m2IS+99BJefPFFWK1WpgJ5PB5YLBYMDQ0hHo/zZ4skkwRiSSaTCAaD3Jwkk0mYTCYYDAbU19ejvr4euVyOtfqEdqUJf39/PyQSCfb29lBfXw+PxwOFQoFoNIr5+Xn+LNbW1j7W96+xsREAeLtJCfTb29u8FRgbG+OgTLlczk0leUsaGhr4nTo4OOB72e12IxaLYXp6GqlUCpFIBOl0mt8Fu92ObDbLuU4EJhKLxVhdXcWxY8cglUrx85//HG1tbfD5fHjjjTfw/PPPo6amBnfv3sWlS5eg0WhgNBrhdrvxz//8z5wRRfADihcQiUQsI11aWoLdbsfg4CAWFxf53aKt6vb2Nn8eSKJKSeetra2ck0H5R8ViEU1NTZBKpRgfH8fh4SFvzaxWKzer6XSac1aq1SrOnz+PbDaLaDTKQYEkcYzFYrhz5w6ee+45BINBvPPOO6ygWF1dBfDAG/PKK6/gmWee4Vwy8iqTEZxqKiLP0ZlLtRGdfRaLBVtbW7/wu/O+mg2VSoWPf/zjCIfDeOGFF9gnEI1GeVVD6Zdms5npOAqFgvWPJA0g4ky5XEZbWxvLqtbW1ti5TwSk1dVV1p9SFsfFixcxNTWFK1euQKPR8Io+m83ylCIej6O3txcajQb7+/tQKBScfkumOSIq0FSPwlSam5uxv7/PbHnSplHB9Prrr7Ou+erVq7zFIPMYhbA1NTUhHo8jHo9zcJVQKMS9e/fQ1NSE8fFxXLx4EdeuXWMkZSgUYi41IdioSbHb7SwrqFarMBgMmJ+fZ6P46uoqrFYr1tfXodPp0NPTg6mpKZw6dYo/IGq1GouLi1Aqlchms2htbcXi4iKy2SzkcjmsViusVisjLSnt/MSJE7z6rKurQzwefz+vz7/46ejowNLSElpaWuByuTjMj/Cbe3t7zHwXi8VIp9PsQWhpaWHpW7FYxM7ODgYHB3FwcIBKpQKXy8UUJkpipnc6mUyyjM5oNGJvb48nnPQzyOVyaG9vZxMpTZ/Pnz+PyclJbGxs4ODgAAaDAYlEAoFAAG1tbTzBo2Z6f38fV69eRX19PecHkBlubGwMS0tLeOqppzhpvlKpYGRkhEM2BQIBU1TEYjFvwqLRKBeGdrsdPp+PKV7hcBhPP/00Ojo6OAl3fX0dKpUKt2/fRi6XQz6fh1gs5kkIhXoJBALkcjksLi7C4XAwq3xgYAD37t3Dc889h2QyiSNHjiAcDiMcDqO1tRVerxf7+/s81aN1ME3ss9ksVCoV9Ho96uvrcePGDZRKJXR2djIEgiY5j/Px+Xwstctms7hw4QKnKlMzSShsQoSKRCJoNBpcvXoVFouFhyJyuRwDAwO4f/8+nn76adhsNgQCAUSjURgMBgwMDMBoNLKpVyAQcAYP+cLm5uYAgHW5wWCQp+6nT5/m1F2ScrpcLn5HaEtGCbLUsGvfC4G0Wq04deoUp7wnEgmWnHZ3d6NQKLCngtCUBCagS1alUrFEi84oajYoKLVcLmNhYQH7+/tob29HPB5ngzNNKA8PD5FKpTA7O8u6fJr2kbSHNP1jY2NIJBIwm81ob2/Hzs4OS6cODg54e3vy5Em8/PLL6OrqwtbWFku9FAoF44C1Wi3m5+chFosxMjKCiYkJmM1mRCIRJh0+zker1XKALt1lAoGApUyUQ1EsFuHz+aDRaJgeRIOTQCAAj8cDu92OiYkJGAwGtLe3Y319HblcDi6XC0qlEi0tLcjn8wgEAqitreW7jFK66a4k+QhBXZLJJHQ6HZtfY7EYM/lDoRACgQAGBwdZxkx44WAwyMSsUqmEa9euwWazYWlpCadPn4ZMJsPy8jJUKhV7iGZnZyGVStlzUiwWEQwGYTQa2fCrUqnYpEuY95WVFdy/fx8DAwOoq6vjtGvyjEqlUhQKBfzVX/0VxGIxDwnsdjsODw+xt7cHrVbLWHua4lssFm6W5+bmcPLkSbz00kvo7e3lPCXaCms0Gty/fx+9vb2wWq2IRqOor6/nDC8ieRYKBWjfC2tcXV3F008/jb29PfT09GB5efmxvn/j4+Noa2vjLTptTmnARRkP1IjRIM/n80GtVqOxsZHl8z/4wQ9YUksBhffu3eNGhHLURCIRZmdnOQuKpNTURBNlsampCcViETabjVO/rVYr11+U16FWqxlb3tHRgYODA/68kPcmn8/zwI6kyHfv3sXBwQHndhDVand3F5/97Ge59srlctja2kI6nYbZbIb2vfBk+j4EAgHOnDkDt9sNsViMhYUFNDc3c4L4ysoKN1SnTp3Ct7/9bZjNZgAPqKp0PxKWNhQK8WCOtrAUUPjUU09hdnaWvWnb29s4f/482tracPXqVdjtdlYikKT5yJEjqFarDGPyeDxsH6AwbAJsUPP5izzvO2djbGwMdrsdVqsVPp+P5VP0oSAs4fz8PDQaDVNO6IM+MTHBlJ/l5WU0NzfD4/Fgbm4OnZ2daGxshNvthva9QC8yvwqFQja+kSymWq2ir68ParUaOp2OX1Ray+r1eoTDYcTjcYhEIrS0tGBgYADvvvsurFYrbDYb4+XkcjmUSiUnlo+NjWFkZAT5fP6Rye3c3Bzu37+Pc+fOwWg0MrVkZGSEUWcbGxtMJPD7/bBYLLBYLCyzymQy/Esql8vY29tjIydN0UjWRCtL6oRp+0PcfaFQiJ6eHmxtbaGjowMSiYTzGNRqNWZnZ6FQKOD3+9HR0cH0AcpGyeVyfMjrdDp4PB5MTU2hra2NCWDlchmtra148803mTzW0tLCU/LH9YTDYbS3t/Nkm3JDSK5BnHKVSsWaxunpaSZLHB4eoqGhgUPxTp8+jZs3b3JzNzMzgxdeeIGN+tTYUlAjNQSE+ZNKpahUKgwTCIVCfFkEg0Fsbm6ipqYGQ0NDTCsh8zBN61ZXV5HNZllOValUUFtbC61Wy79fi8WCTCaD4eFhlors7u6iubkZ6XSaiWG01qfMDoVCAZVKxQnoPp8PFouFDXq5XA7r6+t4+umnudl+eGIZCoVgNBrhcDhYh0+45bq6Os67EIvFbESTSqUsfaGJY7FYRDqdZvMyyeCIkU4cb9JL+/1+JBIJzhChzwVJCnZ3d9kD9uqrrz7Wd5Amm4TMJtZ/qVTC4eEhBAIBm3jlcjl6enoe2cDSqpkuslQqxSQaoVDIk/iamhoOBCTUYkNDA0+03W43TCYTm/RITup2u1FXV4eRkRFOKidEJBXk3/ve95BIJHDs2DHo9Xrs7u7C4/Fwca1QKHDmzBns7e0hEokgEAgw8763txd7e3vY3t5mCSYVcvl8Hvv7+9xEEE4xFAoxbpEKS4Iw0GUOgKls+XwearUaq6urPCWnojGbzWJvb4+lPySHiEaj3GiZzWY+84h25vP50NnZyX6qdDqNzc1NnDhxAvF4HOFwmENUKWmazjez2cxG3sHBQZbh/FtLp/5vj1AoxP7+PnZ2dmC1WmG32yGTybCwsMBbe2rgZTIZAzOIABmNRtncTEGZWq0WsViMSUdTU1Po6enB7OwswuEw+wWlUin/vPV6PQ/XfD4fEokEUqkU9vf3WSIpFAqZ5iQWi9Hf34/l5WWIxWImmhGcIJFIMOaevAhDQ0PsUSB/D+n2CUbQ398PnU7HvgmiSQqFQt4qk5SRSEa08ad3OpfL8RDx/v37OHLkCCQSCUugiYhmt9sZnhIKhSCXy1meF4vFGFJCdD6SyDgcDpY2JhIJnD59GhMTE9jf30dLSwvMZjMXcxRqSJQtiUSCpqYmVkAoFAosLy8z1en9JDj/azwkRc/lcnyu0RCK0L2kzJdKpbztocwIun8PDw8xODiIaDSKlZUVXLhwAY2NjaitrUV3dzcbxel8FYlEEIlE7J+lrWoul8Py8jKeeOIJ3LlzB2fOnMHAwABv8XU6HWZmZnD06FF4vV40NDRw7eT3+9HY2IhAIMD5bOSPIfP/O++8A4PBwJ8Ts9mMcDjMyh5qdAm5T0Mauq9oKFKtVqHRaJDL5eB0OlmCXS6XHzGjUyhvb28vJ6MLhULOiCkWi4wGpu0yZckkk0keABBBamxsDKOjo5iYmODPbqVS4UGfQCBgJP3e3h7TUA0GAwwGA3+mtVotdnZ2IJFI0NHRgUgkwkCXX/T5xa3kAEtAaJ1otVphsViY8pPNZrlIoUuCaBMUjCMSiWAwGFhfSYYumhaTjpn0zsViERqNhok3u7u7mJ2d5Wnb6OgostkspFIpd9tSqRTZbBZHjhzh9enKygq2t7eRyWRw4cIFDr5SKBS8oi2VSkwd6O3tRSqVgkAgYC0mdXVkUJydnUUsFmMayMHBAebm5lBXV8dGWCJkEYZwb2+Pf9GkJyUJCQWC0YVHBw81TxS4RQnOOp2ODaNKpZLTh71eLwdOkeGKjHwikQjVapWL9VgsxiEuZMptaGjgVR3pJaPRKBobGzlJmgxcj/Mhc/bu7i4jbdfX1zE/P4+amhpuRIvFIrLZLMLhMHQ6HQ4ODrC+vs4SM7PZDJVKhddff50Ph0wmgw9+8IOQyWTweDyoVCpMIwuHw4wypqCwTCYD4EFqr1Qqhc1mY/IOBeZRqJDH40FdXR0cDgcikQhcLhcuXLjA2E+BQMCeDaVSySnHtFJdX1/H5OQkoxiVSiWOHz/OWmX6u8vlMk/NqOANBoOIxWLcfCSTSZ5MkXQGeCBRW11d5bAkjUYDlUoFnU4HjUaD/v5+1NXV8eqWqCP0s5bL5Uy5IAw25SZQbgtNHpeWltDR0cF+DTKsGwwGPpjJ37CyssJbHPJ70OFYLpcf6/sHPNhsEubQ4XBwWCJ5MkjyRD+jjY0N7OzsMNmNGlSJRIKuri7cuXOHJ3IKhYLlU+RJIy8Z5RmVSiWedIrFYs4SoG2AyWTC7u4ubz/o0qMwpnQ6jb6+PgwODrLUlQIaaWtFfh06d5xOJ2NIiRBG2xnKQaHCUalU8vdAGUBk4s7lcmycpPweylJqbGzEuXPneLtdqVT4XqEpG/mOpFIpWltbYTQaodfrGblMBSMNW+rr6znxvra2FkNDQ5DJZADAXgIqWun9k0qlqKmpgUaj4UKe8I+5XI7vH6PRyHkIj/OhBp9gHh6PB2tra1AqlWhvb+ffnVwuBwDe/JCcp66ujtPgH6YtEZ2KjODb29ucJVIqlbCwsIDx8XFkMhlotVoUCgX2YWo0Guzu7qKrqwsOh4NlrB6PB/F4HC0tLXjyySc5DK6trQ35fB6bm5vI5XJIpVIMYkkmk9xYtLS0MOaetOmFQoGL27q6Os6cSiaTXJhSSjjwIPHaaDTCbDbz5tRoNHLmDG2JyuUyB8LSto0+s0KhEA6HA6FQiO8Agq2Ew2GkUin+vK+srMBms2F0dBQA+HwUCAS8Nff5fFx4Aw+CE4PBILRaLedB0KDo8PAQCwsLyOVyjNm12+3Y29vDzs4Oe44e1+Pz+SAQCLiRJyT3+vo6D+G8Xi9/9mkrT56+TCbDdUh7ezuH/FGYsEKh4DuENiE0hGpubkZzczM3eyQVdLlcfKesrq6ioaGBM1yOHDmCoaEhTE5OIhKJoL6+HiaTic9rCqKtVCp81tjtdt6INjU1cTglKSdyuRy+/OUvc9AlgEeGTJubm4/UZ9TgHx4eQq1W891FdwgBDGigbrPZWBo2NTUF4H/DcYi4qVAouFkmE/jDZ3YymYRcLkcgEOCBUCKRgFwu5xDEQCAAt9uNpaUlbGxsIBqNwmQyQSaT8bYkmUzCaDTCYrFAJBLBZDLB5/NhbW0NuVyOB0W/yPO+mg2idVitVni9XkQiESZTNDQ08EqMjCeHh4col8vY2NhAPB5HIpGAXq+H2+2Gz+fjaUkikcD58+dZ+0YGWcqrSCQSPB0jFrxer2dN+MrKCjKZDOPpPB4Pr/339vY4hGt2dpYPEKfTyVIHylWgzAwALIciPVy5XIZEImH6BenuhEIhwuEwDAYD6urqeNq4srLCmQIymQxra2ssXSLzfCaTQT6f5wCk559/HgDQ0tICrVbLL6nJZMLx48eZsEHbIsrXoNX06uoqT/iLxSJvLtrb21mDSDxzwkWSiXB3d5dXbzQxSCQSODw8RC6Xw9raGgCwgZkKisf5UGKlxWJhSgwhgWnCThkpFGrzcJI2TY2JSLW1tcXT5fr6egDgADRae9J2SSgUoqamBjKZjIlI9MH2+/1Ip9Ow2+0YGhpiBCf5MIjcQxI6Crqj940mpG63G36/H3K5nA9woqj09fXxwULbkXQ6zWvj2tpaprbR9E8gEDACkjjZZG6nLRCFyh05coSnkTQVpQ0FNf/0e6fALDrkyFdlNBoxOjrKZJ/BwUEEg0EYDAZ0d3fD4/GgUCiwlC2bzcJsNj+CEC2XyyxfI2IIyRjod19fX49AIIAbN248ztcPwINzgYgju7u7OHLkCJvpaAJHMjoqLgqFwiOFkVAohN1u52k6hRxubm6yZNFgMPBwQ61Ws6SAgsQSiQQikQinzodCIXR0dKClpQXHjx/nDA+9Xo+uri6IRCL2aTQ0NDAEgoq4hoYGzpkhnfTD0lFCExMhjBqH2tpaJr+p1WqEQiE+S1dXVxEIBB5JnSYpBAVP0lDK5/PxvQE8OGd6e3u5UaHpnlwu54I2Ho9DqVTyJpOKzHw+z/cQFdYWiwU/+clPIBAI4PV6kU6neQtXKBT43KdLP5VKYXNzE1tbWzg8PEQ6nWYaHMmsyIfyOB/6Wqh5q6+vh1gshs1m46C6SqXC6NBKpQKz2cySXvJuEZaeiDYUHlculzE4OMhQCRqaUCaRVqtlOWQ2m4XX62WJEVETzWYzF03T09OM2Sb5rV6v5yKG/tyRkZFHMPhkQKWtfygUglKp5CGHWq3mjQndkxT4Rx7JSqXC6E6RSMR+MJPJhPr6eiwtLaGxsRHt7e0MAtFqtbhy5QpL0cRiMTQaDWe7OBwOKJVKxuzS/UHfb7Va5Xwb2nbr9Xq+T9vb2x8hnkmlUpZpLy0tccEnFotRLBbhcDjgdDqRSCSwvb3NA7XOzk5Gyz7Ox+Fw8JAqHA7zwIk2F2Rel8vlfA8aDAZUq1VudOl343a7ceTIEezt7XH0QKFQ4NrL7/cjl8uhr6+Pm2IKCyQJv8lk4rpGIBCgoaEBY2NjyOfzmJiY4Pu3q6uLh400dNFoNDCbzbDZbNDr9dDr9WhtbUV7ezt0Oh1/nZVKhQtrUjKUSiWk02lYLBbefBUKBdjtdt700h1LslX6WVFoMMlxCT0LgJG3u7u7nKXk8/nYu1coFBgfTwMPokUqlUrodDpuZtbW1tivRn4U8utSpoZUKuW6gf4syiXK5XKYn5/nDfP9+/e5SbFYLEgmk48MLP+/nvfVbJC5SaPRMIatWCwikUgwRUEul6OhoYEPY7VazSvMRCLB06lQKMQ6v5aWFohEItTX1/Pasba2lpsVkmhVKhUoFApOeSbkGWlS8/k8wuEwNjc3kUqlOP2VTGYU8e7xeB588+9NIQ0GAxcRsVgMh4eHTH8SCAQc5CaVSnk6q9VqMTQ0xGvBQCCAbDYLsViMRCLBRQcVaZTkrdPpWEJFiev0EpK8gCLvaS1MoVOEFKYJQSgU4ok2/d0U7gIAPT09qKur4ymJz+fj4Cfa2tDhRU+5XEZNTQ0XrA6HA4lEgpOtK5UKBgcH4fP5Hjv6MRQKYWtrC4VCAel0GoVCgcOYfD4fZmdneXJCly4RtqgZBsAFXVtbG69FydxM2EHKz9BqtdxwPZzySmFuZMalQojoKGRqIxkAgRLkcjlLjoAHH3AqOCnYiIq5XC6HqakpyOVyzkGggyiXy0EoFHIiOBUa1GwTjIAkFNTk6HQ6Rt3V1dWxgY/QxyRnCIfDEAqFfFCSzI+mqhqNhps9MvJubW3xIVVTUwO3280YSWr4s9ksdnd3WbpGBXo4HGY9fV9fHxfElHReLpd5+CAUCuFyufiAfpwPBWASWYcmQVqtljeLqVSKmzKaBtHKvFwus/m6VCoxM97r9TISkhjmJGmTSqUQCARIp9PI5/MwGAwsXU28l4KtVCphNpshFAqZpkOGcjpDSNNP5nuSrVBYIA1PqGgk/jsFRhKCks5jIr3odDqUSiXE43H2TdD7SCF5MpmMcegbGxtIJBLo6urC6OgompubkUqleLPW3d0Ni8XCE1QKdSXpFJlHA4EAfz3UwJDUSqlUsrZbp9Nha2sLLpcLq6urWFxcxM7ODpaXlyGXyyGVStHR0cHvExUohKSkTRp5QCi4lbabj/OhUDoiKVGhEQqFuGAmhQF5Fuj8pt8zGbdPnDjBoBT62UYiEf6ZNzQ08LtAzP2H/z1tlv1+P5RKJSd3m81mbkLoDAkGg9zcJJNJSKVSpuuRDIsgBjU1NXxPz87OcqAanVX0Xnm9Xuj1eq4fbDYbTCYTTCYTm2ppk0jvJdUjFCRIkBU68ynzh3IuRCIRy+joZ3hwcMDFo1Kp5LtFqVRiZ2eHf/6Ui6VUKnmwRXdzQ0MDlpeXuRiPxWKQyWSQSqVMRKQi3mg04uDggHHFtAkilPnjfJLJJJxOJxOT3G43b42y2SzfhzKZ7BFJFW1O6Syi74Ekf3SGZTIZ7O/vY3x8nE35JJ+vVqtIJpOoqalh+Aa9vzRYJQkebc2oLiXZJhXTarWa/y6qY6gOotqKwiIB8PaKQhcXFhaYbEb+G8qeoqaAhnvkZaPhLkmkKRX9/0fcnwc3ft/3/fgTvECQAAgCxEXiIAASvMkll3uIu6tdraTVYUV2ZVuxHcet48yksTt128mk6ZEm9cx3eqRNm86kzmW7aeTEV3RYh3WstJe0N7m8D5AEDxwEQFw8QJwkfn+snq/f7u+P70i/tAxmPHESaZcEPni/X8fz+Xjyc6ZJXafTiS+JsjEOQzo7O9He3i7POe/w2tpaFItF2XDwTtJ9TIzknU+vExs1jUaDI0eO4PTp00LzZOii1WqVDSWDBZm/wVgEbhA/yetTNRubm5uwWq1YW1uTg3x0dFQkVJxwUA7A7lytVsPhcMhKsq+vT7IGmPTJ1RsL2nK5LMUeXfNVVVUi3yGmS6PRoK+vD9lsFtPT09je3obJZEIoFILT6URHR4fgcxsbGwVrWlNTI0VSdXU1XC6XpO6SWsGpD81fnGbwADMajVKM5vN5SftkTgcvSEp8+DAxsVGv16NYLMJgMMBsNsPn8wk9idhRvV6PhoYGmfBlMhmZ4HNdbjAY4PF40N7eLkEvNFw5HA6sr6/DaDRibW1NZFP0qVRUVEjzRDyu2WyGw+GATqeD2+0WegnNWJxMEft3WK9UKoVMJvMQw7+1tRVVVfetR3ze2HSVy2Vks1kYjUbE43E0NTWJRtRutwvpi4AD+gmI22ODnMlkhHzxYGPBsDs2KTS58lKJx+OCpKypqUEsFoPJZJJtRHNzs0yESF5Tq9VQKpWwWq3wer1QqVRCzWF4Ev0XnKqx+TSbzWhoaIDf78fU1JQYR/P5vIQ0FotFjI2NiTyuUCgIgWh3d1c8Gnz2d3Z2kMvlsLOzI3jHB6eGnACSxgJApFDXrl0DAJHZdHZ2QqPRQKVSIZ1OA7i/veDU6MFAK8odNBqNaHWz2SxCoZBs4GgwPcwXCzyNRiMblsbGRhwcHMDpdIqEipMvZkFQTkaJADNCOHXl+wBA4Awk9fh8PmlCtVotamtrYbVa0dTUhGKxiFQqJYXNzs4OJicnodVqUVdXJ+8nvyN8hjlVpjSFQx02Q9zc+v1+bG5uwmw2IxAIYHFxUSZr3HAdOXIE1dXVODg4QEtLC44dOyZbM2b2cAPGYmRlZUUMkktLS9LQp9NpwduyIed3uLKyUvwWbDiJ7uUEkbkSJLiRWlVVVYXm5mbZejudTqytreHevXtQKpWChWRGDz8vr9eL5uZmoRZSM63VatHf33/oz9/BwQEMBoPQEWnYJ1KZCfUshHU63UNyLw7YiFYmApP4bCaHM8fkQS9PPB4XQhCHe4lEAktLS8Lmr6qqwtjYmBSbLPTZ6JTLZSHbJZNJ1NXVyWDI4XDIeQJAAC2k4FCyVSqVJF2bcksObYrFojROCoVCBn8tLS0wm82Ss9LU1ASFQiG+OP6cCoVCws4qKiqwsrKCVColSOGdnR0kEgl535mfw80yCz5uRCjPIXwgFArBZDLBZrNJ0W00GuFyudDZ2Sk/F9+/dDothLDq6mopGFkMHvYZyO9UqVSCw+EQEAtleJRsJxIJOSc5CGCDTnhPKpXCa6+99hBFlHWlSqWSpjCbzYpcjA0vB7mUsXEQuLW1JZ4JhlxSYrm2tibDVD4n29vb4uGgLzMQCGBlZeUhUppSqZThyvr6ujQCZrNZhg7r6+vIZDIi1eLzyDMpn89Llsbs7Czq6+thMBiwt7eH5eVlQcpXVVXB6/Vibm4Oe3t78Hg8spmjj4dqBSovAEi23Pr6uiDnWQvxeXI4HNJQUxZGzwjrYdbaVVVV6OvrkyDuJ598Uga3XCx8Ghrap2o2OM0ql8vC5mfnabfboVAoxDBdUVGB6upqZLNZ6fb5/7NYLGI+DgQCuHPnjsiBqJGlzrGurg6FQgGVlZVyCdXX16OxsRFtbW0PUa3oqu/p6UFLS4uQeDhdSyQSYjbnxIGmRmoL7Xa7XFzlclnMMZQNlUolpD9msHMDQsoHpQmctJXLZdG9s+Nsbm6WDQrDXVgQNDQ0IBQKweFwCH6V7wFzBx6U73BlzcKhpqYGKpVKigiu9urr67GysiKBPExv5SHM8Lv6+nooFAqUy2X5jLmyp4Qml8vJNJHSo8N6kWZmsVikEaU52+l0irSOgVbsuin3SX8c9jU6OiqhfJzwlkolLCwsyOdOvSy3T3q9Hna7XXTkPMyIeOR2Ih6Pi1xwY2ND8jiYjJ1Op2UqwYOGRmCa07gB1Ov1ojvnRGdzcxOFQkEIVtvb20JsYsPMiYVKpZICkgWVUqmUJoUygPTHdKy5uTm43W40NzfL1IiHFt9PHi7897jdZDhWqVSSJrSpqUnMzdT219fX46mnnpLira2tDVqtVqRYHAwwM2Bzc1MKG5LYaG4/7FBJ4D5PPx6PC2qYq30e3FzXp1IpZLNZWcHzIsjn82JKZWjeg43J5uamDFP4bCSTSdmI7u3ticGSUjQOdEhn4vSJE2tOEXlx8hw/ODgQvw2LNUo7OYRZWVmRLQdTpXO5HDweD+bn58VDw2kjZUjV1dVIpVLyXtEfwWkyt0CZTAahUAjBYFBgBiRRcQBA/xg3DyqVCg6HA52dnXA4HLLtSCaT0qwwuEulUmFrawt9fX2YnJxEb2+vSL5I6eKfz2JDpVLJ4IHbJTZui4uL8r0+7PMPgOi6mVFDz5dWqxUp04MG5cbGRpEp0qtAydHs7KwUXWwOeV4QsEH/IHB/q0JwBjfATqdTnvNsNotsNovFxUW43W4J8eQWOpFIyHeB4Be32y3TYzZG3CpQ/kGt+ubmpmxcy+UybDYbNjY2EIlEHpJbU17ILQHvTP78DAVmfks6ncadO3fg8XhQU1ODlpYWkZ9R3UAJbENDg0iCuLVl43RwcCBGYkpF4/E4WltbZRtJOMje3p4AY5iH9OB2is0PPZ4A5H3e3d3Fzs4ODAYDKisrD/35o8/J6XSKT4GDWIPBIEZrJmTzXjs4OBDPHiftpVJJpDjMPTObzeju7pbCnE0xP9ft7W2sr69jbW1N/mw2MLW1tZKsvr+/L7kpbIzpqWR9ybsSgFBNuVmin5f1BDfT9DRSakqPE2sF3m303wAQ2ASH3Lu7u0Jv5LBnd3dX3rNUKoXW1lY5m/V6PdRqNe7du4fl5eWHfm9+35ubm1FXV4e1tTU5dzmUoV2A/mW9Xo+VlRW5i9g8ZbNZaQ4fDD3kQoBKBgYSfppQyU/VbLhcLsGARaNRKJVKWCwWydqIxWKysl1fXxdNXywWg9/vx9raGnZ2drC0tCSEKF6IhUJBzDn19fWy8nxQN9zY2CidFQP8eKnzImIR3dfXh8XFRQSDQTEiBYNBCQTj1JYaOG5KOBHZ3d2VIqe5uVn8G6urq9IpM5Qml8vJpJJTNE43AcgXZH9/XxCRkUgEoVAIOp0Ofr8f4+PjclHz/0aDDr8klGdwUkpN99bWlshrOGFm6NPdu3fR0dGBmZkZOJ1OQRbyzzCZTDCbzSInUygUWF1dxdrammxpSMPa2NgQCc+DHf1hvchX9/l8qKysRDgcFgkRiQyU3PB9W15eluKAyfIPYpLJzCaujoWP2+0WUzeLMBbrxMMuLi7KFLmxsRFdXV0AIKQui8UiX24CFWh4Jt+fm4MHgQBEK1KbOjMzI0VnLBaTpplbkng8jp6eHlll9/b2oqenR1b0nLyzYaRGlaZMfn9YEDP8T6fTwePxiFSNAXZsPoLBoPw+lDkFg0EcO3ZM/h5+LgAkk4Oa58bGRrjdbhgMBlRXVwulRqvVorq6WrThm5ubsklh8USD8GG/ampqpGjnqp3aeEpHuAXje8gJbzAYhNfrlaGFXq8XuAOhDWyImfPClNyOjg6RSXEDwiKouroa5XJZMn2ampowOzsrTSwlQaQt8c/gpvPBBFnCK7i9IqaS2wWn0wngftGxuLgotL/x8XFptjmRY2HGBoegDWYpUdJC30VLS4v4kIhm5cSNZDfqhwuFAgKBgHgzGGzIgUggEBDsJM/37e1tjIyMoFwuY35+Xu4TytN2d3dRV1cHu92OlpYWIeykUinkcjmRu9y9exfr6+t/L+hbh8MhobhLS0tyJhEXT2gLm00Ach/U1NSgVCpJ7ktTUxO6u7ulgWloaIBCoRBdt8lkQk9PD3Z2drCysiKFMIk39PpwaMbNGp+Xzc1NAcMolUqRsRgMBnR1dckmcGtrC6urqwJbYMNLClVraytOnjwJ4P5dWlFRgY6ODrmv2ADz/GPDSgnj/v4+VlZWsL6+jnw+L2c4Nerr6+vy3eAmgkSe9vZ2gXRwgGowGKRp5XaXg042whz0Efus1+tFUv1gY8vvRiAQQDqdlm0LGw9uGSnLZAYPQxsjkcihPn+UhNvtdiwvLwsMoKKiQmRslB7SP0AzMZ+FUqkkGOFz587J/QoAOzs7qK6uRjweFyAGN1Xc3HEYkcvlpBjXfZxdRUoWh5KNjY0S3OxyueQsBCAEUvpZuf0tlUqSk0Q7gN/vl1gGPrtE2TJfhHUrhyr0D1FaxQ1X+uO0eW49qICora1FR0cHVCoVJicnhXZFyAMHcaVSSaSE/L5SEcONU6lUEsAMz3uCHhQKBdxu90PSXGaP2Gw2HBwcPDT4tNlssFgsmJ+flzpEqVSivb0dVqv1Ez87n6rZoC6bRsa6ujqoVCq5pPhwUCdXLpdFQ1dTUwOr1SrFMS+y5uZm8TCw6KNBkkYposdKpZJw6AuFgug8iaNzOp0iUWCkPYt+6svY0Ozu7kpBT/1aZWWlGOvSH3O/6+vrJc+CmxXStZg4vrq6CoVCIV8IbgQoUZqfn0cwGBTcLw+8ZDIpq0hmBtA/QhM0CVbZbFa+lA8WXgcHB1hfX5cNyeLiokhNzGYzJicnkcvlMDw8DJVKJd3o+vq6PHwsLjh9ZsIwEayUnxGVmMvlMDAwIFKYw3rxguBkgod3RUUFtre3YbVahc5js9mwu7uLubk5bG9vo1QqyYbL6XRCq9Via2sLGo0GFotF6BjpdFqeJYfDIc85Nz0bGxtCmkin06KpXVlZQT6fh0ajgcPhkKA/bkpYAJhMJikKNzY2BOlpMpnQ0dGBgYEBmfBSdpBMJsVkbDKZ0N3djXK5jFwuJ4CFyspKMZdxe2UymeB2uwW55/P5sLW1heXlZTGn0VzHoDJO21tbW+WfaW1tFd09jdHc9nDlbzQaMT8/LyjT2tpaxGIx2eIQErG7u4sbN27g4OAAALC2tiYeIfpDNjc3sbS0hNu3b6NYLMLj8UClUmFjY0OSgYH/b8DUYb46OzuliaLkjShv6tiJBq2vrxd5BfW5BoNBBgc2m00IORcuXEChUEB3dzeeeuopyYsxGAwPJeX29/fD7XajXC6jvr5edNsk8pGFTmM/DeYMHuOAgtkDu7u7UtjwbKYvra6uDsePH5ctHL0VarUa7777rkgIOS1kQc/igKncqVRKzK1syLnlTqfTgq4k6YUoW6770x9TVFgABgIBzMzMYH19HaFQCAqFQqguzHIgQpc67JmZGWSzWZHH0K9CmSE3pNwUcBNvMpmQSqVkQk5JBDcch/2iHyaXy4mEj8UpMwIox6mtrRXZUSqVkhBASn/YBJNwQ1lQa2srdnd3sba2JkOyQqGAZDIpmyC+R+vr67JFfxDZzXt1dnYWhUJBUuQpA+KklMGpbOxoVmVuzdDQkCB2Hxz80N/GopehtJlMRjTzzEJqaGiQM7xcLsu5SHNwZ2cnRkZGsLKyApVKhWAwKN7LhYUFbG5uyj2zt7cnG8apqSkEg0FkMhnZnFCK19raKo3L22+/LZuko0ePiozZ5XIhk8kIyautrQ0mkwlarVZoiNTrEzrB+9hms2F+fl58q4f5/JXLZajVaqkd2BTxZybqn0M4qjK4Ke/u7sb29rbgqrklYFQBN+iU0zY1NYkXiMQq+hAIv6D0ine83W4X2V0gEJD3koMenmNUm1itVsG8cnPELTo3rLW1tfjoo49gNBplYMhaqbOzE8D9+o2bHrVaLXI/+qcoCebfTekSz2AOjoxGI5aXlxGNRoVMyCwNKjwIGKEknPdjV1cXrFar1K9sSkmvYggjITL8XP9/pXysaQFIRlJTUxMymQxSqRSWl5dF2v1JXp+q2UgkEvD5fNJVccLBtRFX5dXV1RgZGUF/f7+YSRnuQx09pURjY2OoqakRGgU7rbm5OaytrYmWU6/Xy1qUJAGXyyUf3ubmJgwGA+LxuBhxa2tr0dbWJuFldrtdJn98EwGIzt/pdMLlciGbzQrFwmKxYHZ2FkajEe+//74U+txm7O/vY2RkBOfPn8eRI0eEksRuGYD87/zZSfohyYvkHk5ql5eXMTg4KIUID2EaUwHI5c7J4P7+vkxUGhoakMlkEA6H0dPTg/n5eXi9XiHU0IhGg9PGxoYYR2nUstlsws4nytdoNMp0LxKJyJTzsF7pdBpbW1s4f/48ampqhNhVU1MjkwOiSUmAev7558XzwMNjaWkJCoVCDihSkyjz2dvbw+XLlxEKhbC2tia0G64R29raJGuAnoxMJiMbJl7IvHCPHDkikgOi9JiiS4kGPQssduLxuJg5FQoFzpw5g1KpJMZwhUIhZrVkMokPPvhACky/3w+/349wOCzUOB4q1EhXVVXhueeek8/00qVLyOfzyOVyCAaD8Pl8WF9fx5UrV0R/Ozc3J/jK2tpaGI1GIbCwELTb7UIhIpWlpqYGQ0NDAO43jB6PRzxc6XQaoVAI8/PzkvjMyT0RhTxMd3d3xWy/uLh46IFWAMSDMDQ0hOPHj0ujR1kSLyomGS8vL4ukkpNJnU4nWSUNDQ1If5xRwAI9FAphdHQUNTU1cgFSvrW2tiZG7oWFBTl3ObiwWq1CrOPzxvOTjH5uI2jW5KXPCZfL5YLdbhf5Sl9fnzyvRKjW19eL3GtmZgYnT55EMBgUOt/GxobIX/f390WaxfdnYWHhITlUc3MzxsbG8KUvfUnQmIFAAOFwGOFwWLZFpAJZrVbY7XYcOXJEfjZuaMiq7+rqkuKU5CIOyyjbczqdUnhwO0L5EKWENCxz0mc0GnH69GmZkB7ma3p6GrlcDjqdDlarFalUCg0NDbJxY6geAQZsHnO5nMhXmKC9u7uL2dlZyaYKhUIIhUKSsUQtPLcF9ClRNsqtHeV7t27dwpkzZ2Rar9Vq4XQ6JXyU96Varcbi4iIUCoWoIfj9oAeHnyfTixsaGiSZurKyEpcuXUJtba1sMVhbMGODG3yewUTXzs/PC33SYrEIrjkSiQiQ4vTp0xL8yGZarVbL/ySGnj837x7Kxngm6HQ6PPfccwKW4UaXBTFznMrlMpaWlrCysiLBijThEhihVqtRX1+PTCYDh8Mhv1t7e/uhPn809+/s7Mhg7ODgAE1NTdLMb21tSQo8h3wkv7ndbiiVSiFChcNhGRiwoaQK4EHjOWMJmKvF9ygej8u5w5pPp9NhcHBQGrhMJoOJiQnU1NRga2sLg4OD6OrqkjqmoaEBXq9XPDAej0dgMplMBjabDadPn0Z/f794hyKRiAxGSENlQ6rT6eQ7x2BBykV9Ph/q6+tlc3f79m20tLTI78/slaNHj8p7abVaoVAo5K6mfIwD962tLdnKUu3A3+Hy5cvwer3o7u6WLVRzczM6OzsRjUZlY0Ylz+rqqqCWzWYztre34fP5JG6ATdGFCxcQCAQ+1cDlU4X6NTY2QqPRoKOjA6FQSApOmsbq6uqkQOWklzq+2tpayUNgMFFNTY3kV7z66qvSPVqtVszOzqJcLkOpVEqmQiqVEmPi3t4eFhcXhQLDC5bFUDqdlhRoFpYM2rPb7XA4HHIZcpK2ubkJALBarejr68Pt27fFDLW7u4tHH30UKysrGBwcxPj4OCwWi2DpAoEAVCoVurq6pNOORqOoqKhAW1ubSKHoVbHb7ZienhYdqcvlgsViwaVLl+B0OsWoqNFo8Oijj4qBnutq6j8XFhZQLpexvb2Nnp4enDlzBgcHB9jf38f7778vCdakGnV0dAhazmw2Y2pqCtFoVLTROp0ONptNDkiav/i+rK6uorW1FaFQ6NA1y3fu3IFGo8HQ0BBSqRSamppw+/ZtkeKw2GDKKC/dlpYWQS27XC7k83l88MEH0Gg0ePbZZ3H58mUAwN7eHh577DEplAk7IGmM0xsy0YeGhmT61dfXh1AoJB2/Xq/HiRMnkMvl0NPTg6mpKTgcDplEsXgiNrerq0saP37O3d3d2N3dRWdnJxYWFuDxeLC6ugoAQiPhFIzaTW7IuPVi80Ljml6vF3rbwsKCZCYAkObL7XYDuI/Q/exnPwsAwqGnkY8TLCaq0/vCTQsDJhcXF1FbW4tSqQSTySQSlpaWFmmwKEXgxIUNOS8QGuGYb/Hee+/hkUce+XuhUd2+fRulUgmVlZWora2F0+lEJBKRsE4aUDn91el08jlygs7cikgkIkMNyhxv3bqF9vZ2DA8PC3EvEAgIYnZrawvt7e0wGAyw2+0y+aOPh3JAm82GWCwGp9OJTCYDk8mEqakp2XRxC1FfXy9yPzbt1BRziMOBTjwex+nTpzE4OChm4dbWVty9excnT57E4uKikF4ok6V8x+v1QqfTSU4HfTqXL1/GsWPHEI1GoVAo8LOf/QzHjx+XfCUaHrmVZpNLecna2prgvjn9Be5PxpPJJKLRKJ544gm8+eabMBgMaG1txcLCAqLRqMhJFQoFJiYmUFlZ+VBOE0EN9fX1uHXrlpjNDw4O5Ht42C9mEgQCARw9elQ0+/zsCIzg9npvbw8DAwMiBfL5fACA9vZ2BINB2WDeuXMHJ0+exPLyMsLhMFpbW7G9vS1TfBbHyWRSci64BQaARx55BGNjY1AoFFLkpVIpaLVaQYnPz89jYGAAHR0dmJiYkKKJAXvcyPEZoj+AG8Lx8XF86Utfwvr6OgYGBh46h4H7fqq2tjYJIjSbzUin0/Ld0+l0ImMplUrSEM/OzmJubg6nT5+W1GtKP9lgPvHEE/JnUaVBmQwn7zxn+/v7JVBza2sLFy5cwMrKCrRaLSKRCDwejxCtCJEhgpR3Ku975r4QIsHAWY/HI/kph/mqqqpCT08Pbt26he7ubpFrE97BLXUqlRIVwerqqignSqUSBgYGMDU1BY1GI0GJ6Y9xrdXV1Whvb8f8/LxI3vnvclgL3B9Eud1u6D7OfdvZ2XmIlDc+Pg6dTidZahwinDp1Cm1tbbJB4PaUNDOn0ynKlnfeeQd6vV4kgxsbG3j++efl7Dh27JhABAgF4IbY6XTKGUgJcmVlJWZnZzE1NQWj0YiJiQnZ5O3v78NoNKKmpgaXL1/G0NAQhoaGUFVVJSoc4H6zp1KpJMOO3y8CjCgxJYzE5XLh6tWrMozm95k0ylKphJWVFZhMJpGkkibLz5vyS7/fj/n5eXR1dWFzc1O8fJ/42fk0DxqL/du3b+PMmTNiEFxbW5OwGRYie3t7CAaDYkpj6vP8/DweffRRMR/u7OwIQYArukAgIJcw5QKUnBiNRgQCAZRKJfT29ooEZWlpCfX19WhpacHc3JyQUfgALS4uwmAwIBgMYmpqSlz6VqtVwll4SC8sLEhh88QTT+DWrVtCGjCZTJicnERlZaWsQ0lYoHGNPzc1obFYTCQHi4uLsFqtKBQKOHnyJPx+v0xY1tfX5aK22Wzo6uqS8Bxq31k8EqNGTKnL5cLExAQMBoNQLDQaDSYmJqQYoUwMAOrr6zE5OYnm5uaHtLqc7lVVVckGgEXT448/jkgkguvXr2NoaAiXLl36NI/P3/nV0tIixkMSch555BF4PB5MT0+jurpaZCL8fLa3t6HT6WAymQR5zOyR1dVVLC0tyYXHMLrW1lYhjpGKwQnWg5xtTnFJemKDNjQ0hPr6eiQSCSSTSQEO+P1+dHR0iEdpa2tLsl5yuZz8fcD90DHyu71eL6anp2W1GQgE8NRTT+EHP/gBvvGNb+DGjRtwu92Ix+Pyc7CIYjIwQyrVajVu374tshxSxYg5DgQC6OjokO8kk60DgQBMJhPa29vh8/lE183JYC6XQ1tbG4D7QYdMgKURl5s+ZmMEg0ExiNI8x2RjSruA+2bgQCAgMiF+x4ngPuxXa2urAB8CgYDQO5qbm5FOp0UzXCgUZMqaSCQkq2V5eVkmgeFwWJ7X3d1d9Pb2ilyIVBudTicbWU59l5eXJdizvb0dY2NjQlkhl58/5/e//32MjIyIqdNsNmN+fl4+W0r6iCFnroHJZJKhCX0fSqVSgt1aWlrQ3t4OlUqFY8eO4fLly6IBJgpyc3MTbrdb5CKZTEYmgn6/H5/73Ofw1FNPiTdnY2MDarUa8/Pz8r05c+bMQ1LPTCaDwcFBCf/j1J0+PJfLhZaWFvFyeTweXLlyBd/4xjfg9/tx9epVmf5pNBpEIhF0dnbC7/dLKCfNzolEAuFwWIrne/fu4dixY5ifn8fZs2fR3d2N11577VCfv2AwKB6XmZkZeRadTqe8D1qtFlVVVZJzkEql5H6kf6BcLksGCsPiuAGqrKzE3NwcqqqqMDo6iqamJpFeDg4Oijaechp+ri6XC7dv34ZKpZKhB+8v3l3ZbBaXL1+GVquFy+USAy/9jdxUrKysiNwvl8vhxo0bGBkZQTKZRCaTEQUCJYpdXV2YmZlB+uMsi0gkAo1Gg/b2dvG0WCwWQQGz4S+Xy+jt7UUwGJT7mjQsbs/ZqHGSzQBe/k4MIY3H44JSD4fD2NnZwdGjR3H9+nU8/fTTePnll/H222/js5/9rBA9Nzc3sb6+LkhfAEKuqq6uRjAYRDAYxPb2Ns6dOycBdFqtFg6H49CDJTUaDd555x1UVVWJCuX27dvo6+uT2mt9fR0GgwGlUknux9u3b6O5uRnb29vSKFCCNT8/D5vNhu7ubqRSKdy7d0+UFS6XSwZZwWBQADqdnZ0yBDxx4gRu374Nh8OBrq4uQVsTad/Y2Ch1U2dnJ15//XX58/f29oQqSTgHtyl6vV42x4FAAMFgEF1dXfI51dfXIxAIYGhoCDMzMyKNrq+vx8LCApqbm7G4uIjKykr09vZCoVDIoDQajSIUCmFqagpPPfUUhoeHMT8/D6vViuHhYVy5ckUCn4PBIEZGRiQQmKQ8AAIWoVqBdTFrVQYjcvDOhvzmzZvo6upCsVhEMBjE/v6+fH7xeFwk0pQkMlCZW833338f8Xj8Uz1/n0pGxYkOCxZKpDweD2w2G5aWlhCJRGAwGNDT04ORkRFUV1djfHxcJCA0a+fzeZw6dQo6nU5MTgx3UalUOHXqFNxuNzo7OyW1lFQHyi+40pmYmEBfXx/8fj8ymYzgEd1uNxYWFjA1NSUHcEdHB06fPi2km0AgIKtyrVaL9vZ2dHd3I5FICNmCCeHcoug+Drba2NjA4OAgPB6PYBh5CNG8xI2LRqPB0tISGhsbZcK0uLiIH/zgB5iYmEA2mxW9P9fazFrg4cXVI0MPSQBi6A0AeDweNDY2Cn5ub28Pq6urcDqd4hNhqvju7i5WVlbQ1dWFra0tmS4T29rR0YF/9I/+Edrb25HJZDA3NyehS8xEOczXo48+itOnT4tEhJPed955B9FoVNZ6GxsbQgkzmUwyta2rq5M0dK/XK9QRauRHRkbQ2dkpW7O9vT3Mz88LepGhPYQc8AtI4yybnNXVVRQKBZhMJlRWVuLu3bs4ODhAf3+/FFEqlUroKoVCQSYjDNxLJBLY2tqCx+OByWTC8PAwfD4fEokEstksJicn8cUvflEOK+D+FIKFP6lFpKbNzs5iaWkJd+7ckVRxatSZO0I86ezsrGA+/X6/aOY5fXG5XBLUxUOOhTIJXuVyWVC8D2JN29vb8au/+qtCP1tcXJRJEZsj4H5RT5kcpQ0ejwcajQbNzc0yIT/sF3MuQqEQSqWSgAQevABKpZIU9gQE8NLr6enB0aNH0dPTg6GhIcklGRoawq1bt2SDy20Cg05ZCJJiMzAwgMbGRnz00UfShD3xxBMoFotwuVzY3d2FxWKRCbZer8eRI0dQW1sr0idKbDg5pHkzn8/j1q1bkuVw+/ZtZDIZXL58GT6fT/wcTzzxBIxGI8bHx3Hu3DkMDw8jGo0KApRSCEoKNzc3RfZz4sQJXLlyBfl8Hvfu3cPS0hJUKpVQuo4cOYKdnR1cunQJJ06ckDwDylr5XtEXB0B8S0tLSzAYDPJsut1uvP3224hEInC73eIRWFtbQzabxfj4uBQE9fX1sh2gEfTBaSVlFz/+8Y8P/fwDIDp0ehtPnDgBm80Gh8OBfD6Prq4ueL1e8akx18pisUho2Z07d/DBBx/g1KlTYjatra1FJBLByMiIwD9YSC8vL4tmm8Z4Ns2U3u3t7eHatWtYWlqS+2N5eRlNTU1Ip9O4ceOGNJldXV1oamrCrVu3kMvlBL1JVUQ8HofL5RIIhMfjEakTczGmpqZExmUwGOS7RVw8Nxf0gNGjyC3q5OQkJiYm4PF4ZNI7OzuLqqoqMT7T5M3NP1O8lUolGhoa0NXVhYGBAezv72N5eRler1ekkgaDAQ6HA2+99ZYUsQqFAs8995wEnVosFhSLRQwPD0uTzGEDJ9dms1kaj9XVVaHS+Xw+qFQqvPXWW4f6/IXDYayuruKxxx6TYMze3l5sbW0hFovB6/Wiv79fcm66urrgcrlw5swZ2VirVCpMTU2J9+/JJ59Ee3u7eBMGBgaQz+dx9+5dSYBn80zIgN/vR0VFBSYnJ/Hnf/7nWFlZER/IxYsXZWBGtDBlt9xcPYiBJc1ta2tL8Lj7+/u4c+eONDc8kwmOIPhid3cXPp8Pzc3NaGpqEkJZJBIRP1N9fT1WV1eRSqVQU1MDg8GAnZ0dnDlzBp/5zGfgcDiwurqKsbExXLx4UYJbDw4OcOnSJUHN7u/v4+bNm0IydTqdor6gl5ZNLz8nZuAkEgncvXsXdXV1+N73vidDpv39fVgsFiFdmkwmUR1YLBaUy2UsLCwIar+zs1NQ42wAP+nrU202BgYGhNxgMpmQz+dRKpUEzerxeKQA2dnZEfb3l7/8Zfh8PjE1xeNxvPLKK3jxxRexvb0tJJ+lpSVcuXIFX/3qV6WgIk2C68tcLieceNJMIpEIIpGISKxoquU2YWtrCydOnMAPfvADWSep1WphLGu1WpES0PCl1+vx/PPPY29vD7dv38a3vvUt/P7v/z6OHTsGrVYrVIQPP/xQ6BJsiFg0ccVEJCQlC9Qxa7VafOtb38J3vvMd/NZv/RZmZmaEW02JRlNTE+7du4ft7W1Jc2WxT/Z+JpPB7Oys0Fo44bdYLOI3oBFwaGgIY2NjqK2txezsrKTB04hGE9DS0hIqKipw584dBINBkQmp1WoMDw9jfHwcfX19eOONNz7dafV3eK2srKCtrQ2FQgFvv/02vv3tb8NkMmFmZkamEDU1NVLs2+128S5wW1QsFtHb24uPPvoIAwMDSCaTeOONN/DMM8/g5s2bYtjWarW4efMmWltb4ff7JXmbzUFbW5tonw0GA27evCnNDXWSb7/9Nr70pS+J3nl6elpMlixSzWazfG+i0aikyNKncPv27Yem2pyyxWIxOBwO1NbWSuGV/hiru7i4KNhcUsXsdjsODg5w+vRpwdXy77l+/Trq6upkypvP57G0tCRacAbsKRQK+U5euHABwWBQ5BAsnN9//30YjUbcvHkTVVVVeOyxx2SbYbVaMTQ0JJLL3t5eFItFXLt2TXwqzBshdYZkjOnpaRiNRgEekNp02K9EIoHXX38dnZ2duHz5shCBdDodhoeH4fF4sL6+Ljx+FhY0wnIjBkBS7vv7+4Uuwwu0tbUVx44dE/KKRqMR/4tKpUKxWMT58+fR09MjadfvvvuuGIOXlpbwJ3/yJ/jMZz4jchqeWUQb0mdD2lgkEhGPSU1NDdbW1gTisb+/j1/91V8V71KpVMIf/uEfYmRkBI899hgsFgvW19fxj//xP8brr7+Ovb09OBwOofFUVVWJR2ljYwMOhwOTk5OIx+M4c+aMFAjt7e04cuQIbt68CZPJhPfeew+PPfaYbBHL5bJsw/g+8zvIPCGNRoNQKCSequXlZXR0dODg4AB6vR5zc3Ni1DcajSiVSujq6hKCETdNWq1WJGClUgnLy8vCsK+rqzv0Qg+A0Ih6enoQi8Vw7949KWqj0ShaW1vl56a/joSvRCKB+vp6VFZW4pvf/Cbu3buHxcVFqNVq2ST6fD54PB587Wtfw9tvv43Z2VkBRUSjUcF5MtwvFAohm80iGAzis5/9LO7du4dSqSREuUAggIODA5w4cQJra2vwer146623UF9fD61WC71ej0AgIHKpxsZGNDQ0IBqNAgBGRkaQSCQEifrWW2/h+PHj0Gg0uHXrFs6ePYutrS1MTExApVLJlsRms2F6elowvMSTspn0er2iIhgaGpIaIhwOo62tDdlsVohDd+/exd7eHlpaWuDz+TA/Pw+1Wo329nbBo1qtVgHT0HuqUqnwK7/yK3jzzTflvd/e3sbi4qLIrUn2SafT4s/b3NwU7CjNy5ShUrZEVUhHR8ehPn9erxeNjY147733EI1G4fF4RGpEEAUJnwx85KCK2yhm+Rw9ehQzMzNSt3DI0NLSgu7ubvGyUdHCM4pSrWQyiZaWFvGYvvrqqwJseemll/DCCy/IoKW+vh49PT34xS9+gaNHj0KpVGJlZQWnTp1CRUWFyN7oC+PPR8gRABiNRmxvbyOdTstGIBqNoqmpCalUSppoElA5fPP7/YJ9DoVCsp2IxWKyefjJT34Cg8GA/v5+5PN5nDt3Dm+++Sb6+/tFtppMJjEyMoLa2lqRPnV0dCCZTOJv//Zv4fV6ZSjw7rvv4mtf+xo8Hg9u3rwploOJiQmcPXsWCoUCfr9fwDWLi4tyLxNrXS6XMTY2Bo1GA5vNJsHXi4uLQovV6/Wf+NlRlIl2+X95bW9vo6GhAd/97ndRW1uLixcvyqFgNBoRCoWwu7srJm5qGCORiGwUFhcXBWeo1+ths9nw13/91zhx4gTefvttfPnLX4bf74fD4RD84oPyIq6UotGoGGmj0Si6uroQj8cxPDwsU8GxsTH09fXh5MmTeO2111BVVYWhoSFpJji1zWazcDgcYvRraGgQUzUD2Nrb2/GXf/mX6Orqkr/7QckMJ6/ElJrNZrhcLtTW1srWRKvVIplMYn5+XhqO5eVltLW1SSLshQsXkM1mEY/HheLT39+PDz74QIp7avB4mGu1WqysrAhOkA2D3W7Hj370I3zmM5/BlStX0NHRge7ubsGkOp1OXL58WQgx/f39kknBy4krd4bX0Qi2ubkpoS+pVAr/9t/+W2xtbQkr/f/Gi8/fiy++KNPa7e1tzM3N4ejRoxI8RX04m72DgwMx+VHKRy32M888gzt37kiQXCgUgt1uR3NzM15//XX09PSgqqoK3d3dolOORqNIJpNwu90SYsRgJpoDs9ks2tracP36dWl2x8bGZFpQW1sLi8UiBbjNZhPiRHt7O/r7+1EqlTAxMYFCoQCXywWTyYTZ2VlBTtfW1qK7uxu/+7u/i29961vIZDJIJpPo6uoSPB1wH1PY2toqxjMGA1EmwQKYmmifzyeHRy6Xw5NPPonJyUkUi0UsLy/LpNvhcMDhcGBpaQlra2toaWmRZG9qPjs7O2V71tXVJZ4hSvu8Xi/GxsbQ1NQkSEA2U7qPk8XJHKe+Va/XI5vNor6+HgMDA3j//ffxx3/8x//Xn78Hn8Fvf/vbwv9vaWmBy+VCNBrF0tIS2tvbxYRMwyA3HBx6UAZKacHJkyeRTCZFsx2LxWRapdPpZCK9ubkJn88nkzKfzyfkK0r+uKF6/vnn8fOf/1wGEcFgEEePHpXv8Pr6unjV+PlxGry2toY7d+7AarXK77O+vo4vfvGLePvtt/G5z30Ot2/fhsfjwfXr19HW1oaKigqsrq6Kl4Ieip2dHUmK58XL/BmbzYaOjg65zJhV4nK5YDAYMDY2hqeeegoTExM4c+YMrly5IujgqakpNDU1ifSEZmiaRScnJ+V8evHFF1EsFvHv/t2/w+/+7u/KMKmrq0vQuQybpD6ZWzb6Es1mM+rq6jA5OSnkpUceeQR/+Id/iA8//PBQn79vfvObYgw3m80ixbl27ZpMvbe2thAIBKDT6aSoDYfDuHv3LoaHh0VTPz09jeeffx6dnZ3Y3t7G6OgoTCaTaNxJliKFh9lW9FIVi0WEw2GMjo6iqqoKX/va1/Dee+/hiSeewLvvvouhoSEoFAp88MEH+N3f/V189NFHgtIOBAK4fv06FAoFXC6XyDV2d3dF8seze2xsDB6PR+TUREqr1WosLy8jn88L4YgQmY6ODvj9fsn9SaVS2NvbQzabxa1bt2CxWMR4SwhDqVRCa2srnE4nlpaWoNPpEAqF8Oyzz8Lv9wt5iFIubpNWVlYeCgWem5vDiRMnMDAwIHkyhG88KKktl8v42te+htdffx1GoxFbW1siDQIgAbFdXV3I5XKYnJzEV77yFVy6dAmf/exnMTMzg/Hxcbz77ruHdgd/+ctfRn9/PzY3N/Hoo49iYWFBMhk2NjYQDAZxcHAgmxpKg7u7u6FQKET+Senyg9kkU1NTsFqtgtu+evWq5JPV1NTA7XbLkJieVuafUK7vdDpx7949ZLNZzM3NYWBgAPPz87IpLRQK0H0cYByNRiUqgSTRbDYrkk9uDpubm7GwsCAN7MLCAp577jnZPCSTSZw/fx5utxu3bt2SVPPGxkbJ9GHt0NPTg42NDfmunTt3TjwXjY2NePXVV8V3xO9EqVRCd3c3HnvsMXzwwQdCYyQhLhQKwWAwSLJ7XV0drly5Ao/Hg/THuOrz58/j5ZdfhslkEmllsViExWJBKpUSBPiDMvGtrS2sr6/LNjCTyeCZZ54R2mx9fT3u3buHH/zgB5/o+ftUzcbv/d7vIRaLoaGhARcvXsTzzz+PlpYW+P1+OJ1O3LhxA+3t7Th27Bh8Pp90fZlMBuvr6zh37pysnT766COZDDD1+IknnsBHH32ETCaD06dPIx6Pi7GLK6tEIoHq6mp0dnZKI2I2m9HW1ibNgkKhQGdnp2xRbDabhFOxw/b5fNjc3MTc3ByMRiMGBgZEi0pJSTKZRF9fH9rb2/HOO+9gcHAQr776Kr74xS9K4R0MBmGz2TA7Owu1Wi2EGkqhwuGwmBbT6TTa2towOTkpuNqzZ89ifn4eKpUKjz76KK5evQqbzSbvOdfADE/hypo0Bgapzc3NCe6V/Pjd3V18+OGH6O7uhs/nQ7lcht/vR0tLi5iW7XY7AAgdgTo9Sm/IZOaqdHR0FBaLBc3NzZidnf3ED9rf5cX34p//83+OhoYGfPWrX8Xm5iYuXbqEmZkZmczyfeIhRmMgZTc6nQ6pVEoMitxgHT16FPl8Hj/84Q/xla98Ba+88grOnj2LtbU16HQ6aVw4oWXg0OTkJMbHx3FwcIBz585hZmYGL7zwAj766CM0NDRgeXkZ09PTeOaZZzAzMyPUMV483HxVVFSIbyYUCkGr1Qrd6vz58+jo6MDCwgKmp6fhdrsfCh977733oFQqMTw8DLPZjKWlJWHm0+BPTTy3KdQeLy4uorOzE8vLy3jkkUfEs3Lv3j38h//wH/CTn/xEipr+/n6k02ksLS3JBcDtCQ/SUCiEr33ta4jH47h69aoUholEAk8++aRs9FKplHiDtFotVCoV1tfXcfLkSTnY6aGqqalBIBAQsyeR2DRk/5f/8l8Otdj7nd/5HYyPj6O3txderxd2ux3FYhFra2vivyqXyxKYxDwTylrMZjNOnTqF1dVV+U5ls1nxkdGrw1V7IpFAPp9HJBKB1+uFRqPB3NwclEolenp6RE979epVVFRUYGBgQC4as9mMV155BZ/73OcwPj6OL3zhC7hz547IBLRareCb2VQoFAq0t7dLsCJ9OdxcUyrGUEeHw4FIJCLJv9Rms/FvbGwUNDnlqSQTGgwG/PCHP8QXv/hFNDc3Y3R0FMePH4fNZsPLL7+MWCyGo0ePYnd3V6Qp6+vrSCQS0Gq10owS72i327G+vi7G9enpaXz+85/H9773PYyMjMj3hYz/+vp61NfXY35+Hs8//zwUCoVott1uNwqFAj766CMpciORCFpaWgQz7na78e///b8/1Ofv3/ybf4MvfOELuHz5skhLLl68iJ6eHvm+06eYSCTkbmGDodfrodPpkM/nJQumsbERkUgEgUAAIyMjWFtbg91uF307w9voj2B+C5UGg4ODWFxclJ/h+vXreP755zE5OSnP1uXLl6HX69He3o5EIgGn04mJiQk4nU709PQAgEAH+GdT/tTX14dSqQSNRoNwOAy32418Po+WlhaMjo5icHAQr732Gr7+9a+LnpzBlRxQBAIBCTokiIINy/nz5/GDH/wATz75pBiXOW1ua2sTqePKygoCgQDOnj2LyspKeT+JaWXuVywWg0qlks1tZWUlXnnlFQF8fOYzn8HLL7+MmpoafOMb3xBa3dLSEmZnZxGJRFBRUQGHw4FisYjR0VGMjIwInUin06G9vR01NTXY2NjAf/yP//HQ7uDf/u3fBgDxGx45cgTz8/OC5CWlUalUwuv1Ip/PY21tDX19fZidnYXJZMLVq1dx6tQpJBIJ2Gw26PV6vPvuuyLnO3bsmATspj8OyCXiuLKyEn19fYhEIrh9+zYsFovkaFDKzMbx4OAAqVQKJ06cwOLiIlpaWoQoarVaRYLJIYXNZsPRo0cRj8exuroK3ccZPawBiJynT+zGjRvo6OiAy+XC+Pg4enp6xOdqMpnknzMYDEin09jc3BTkbTqdxvnz56WJb2howPvvvy8ZSY888ogAZQgiYADgxsYGjEYj6urqEI1GJYST8q7GxkZ4PB7Mzc1hdHQU7e3t2NvbkwGE1+vF4uKiKIaOHDkiPl9KzVdXV+Wumpqawu7uLgwGA27fvo2KigoZyG9sbOD73//+//lm49vf/jaGhoaQTCbh9/tx/vx5SXcE7mME19fXsb+/L1Mnbhvu3LmD5uZmHDt2DNPT06KTbG5ulsvk137t1/DSSy/J5DQSiWBnZwejo6OorKyE3W6XLpSYXW5KwuGwZH185StfwdramtAgmLRqtVrxox/9CM3NzXC5XHJY0lT35JNPoqamBn/1V38Fp9MJu90udB2GnOj1erhcLszPz2N3d1eM7AsLCxgZGcH6+jqqqqoQDAaRzWZhs9lk0wPcbzi8Xi+CwSDW1tZw5MgRBINB4ZRHo1GYTCYcOXIEY2NjOHbsmHgTSCQA7pulid8dHh5GJpNBTU2NTLLGx8cFEWcymXDy5ElcvnwZo6OjkhHS0dEhenkSt7id4sFMJCEZzo888gja29sxOjqKZDKJ/+f/+X8O7aD7lV/5FWHAc5pZVVWFyclJIccUi0VhSA8NDSEcDqOmpgbT09OoqqoSv4rZbEYikRAM3g9+8APh6JN489Of/hRGoxH/4B/8A0moZ74HA4yuXbuGM2fOyBT/ySefxL/8l/8SFy5cEHIEi+ojR47g6tWrEsZz7Ngx8U+YTCYJ+IlGo8Jrf+KJJ/Czn/1MmsIHN2O3bt3C6dOnEQwGceTIEZEzkCpG7bnb7cbKygrGxsbQ0dGB+vp6MUTSbM9Qv5MnT+Jv/uZv8Gu/9msIBoNYXFxELpdDS0sL0um0pN1SO07ficlkQjKZRGdnp6CiE4kEFAqFvFevvfYa+vr65KygT2liYgIdHR1C+uHman5+XqagTHYlu5w45+985zuHvtno6emRS5QNgsVikSwRoh3NZjP6+vowMTEBnU6HTCaD1tZWfPjhh1hfX4dOp8O5c+fw6quv4oUXXkAkEsHi4iKeeuop7O7u4kc/+hGOHTuG+vp6yV2hjILPbzAYFCkVN1d6vR6vvPIKGhsbYbFYcPXqVQwMDOCll14SnwVRnsw+YGNObx2NsDR4lstlTE9Po7OzUwY8p0+fxksvvYRnn30WwWAQQ0NDiEajmJqagkqlwsTEBLRarVBozGazhG3t7e3B6/WioqICExMTsNvt0Gg0uHz5shRfDKaanZ1FW1ub+IuYD8E03d7eXnR3dyMQCMDtdmNiYgKtra3o6OjA9evXJRtpfX1dgl11Oh1+9KMf4Vvf+hbC4TD0ej08Hg/Gx8cFcmIwGMR8mk6npahQq9XQarVIJBL47//9vx/q8/df/+t/FRnewsKCnHnBYFBkccx62t3dlWI+Ho9Do9GIXCcej6O/v19+t9raWng8HmxtbUkiOylImUwGm5ubQhGjKd1gMMBsNqOxsRHT09MiZ3E6nXj33Xdx/fp1fPnLX8bk5CRGRkZks3X79m1RK8zMzECr1cLj8QhYhWjamZkZtLe3S3NQU1OD7u5uHDt2DP/5P/9n/Mqv/Ao2NjZw8eJFbG1tyRAsl8vh7NmziEajktHB7QU1/Hq9Hp2dndJkmc1mFAoFLC0t4etf/zreeecdmM1mvPzyy2hqasKZM2dk2EmDOeXKTU1NWF9fRzQaxc7ODoaGhmRardfrZfpPQ3U0GsUzzzyDW7duCfwBgOB3SQIymUziD6Okqlgswmw2P6Sa+K3f+q1Du4N/53d+B/39/Xj99dcFMUyYxfr6OhwOh9CbAMjztre3B6vVinfeeQe5XE6oamazWcigFy9eRHV1NYaGhqBWqzExMYGuri7ZrtEMXS6XJUTxySefRHNzM372s58hEolIPXnu3Dlcv34dL774Iv78z/8cHR0daG1txcsvv4xcLgen0ykBfRzS8Z7huffBBx/A5XJBr9fj2LFj+NnPfgaz2Sz+rffeew//+l//a7z11ltob28Xb2JLS4vERGg0GvHu1dfXQ61WyzCbGVMjIyPSsPF5USqVkjHz9ttvy9lnsVjQ2dmJRCKB2dlZZLNZGbYS0mKxWHD58mXxZ1VUVMjmgnJKp9Mp+TOrq6swGAxSV7Mm2N3dlaG13+9Hc3Mz+vr6RP5348YNGI1G/Lf/9t/+zzcb3/jGN9Df3y+mkvfee08+MIvFItIPHoZ1dXViTuMapqenR1bmbW1tuHHjhkwxLly4gPX1ddy7dw89PT1IJBLY2NgQU6jBYJAoeeB+1sQv/dIvYXZ2FtFoFI2NjXj//fdht9sFd9vb24ubN28+lOrpcrkQCASExkQ05erqKurr6+HxeJDJZPDyyy/jiSeeQEVFBcbHx7GxsYGOjg4cOXIE29vbiEajGBkZwdLSEmpqamTrU11djZmZGZTLZZE21dXVCUGHhp+KigpMTU3h2rVr+PrXvy4TXz6AnEz19PRgbW1NsjH45Z2dnUU8HofBYMDe3h46OjokdIoEkPfffx9PPvkkTCYTFAqFyCbee+89xONxvPDCCyKxCYfD0lzQzESNLw3nZrMZR44cEdrHb//2bx/aQfetb31LjP/b29tIpVIi9ZmbmxNzY7FYFIZ7JBLB5uYmBgcHsbm5ic3NTSl0vV6vZEHE43HRLHq9XiiVSiGpkPLE7IFMJoPl5WW5JIjDVSgUOH/+PAqFgtB5Hn30UYyPj8tnX1tbC7/fj2PHjsmBo9FoJC2X2xk2hOFwWApuhUKBJ598EtFoFG1tbXjppZfwmc98BpcuXUJTU5NIu8jYvn79uuiTjUYjlEolpqenMTQ0hFAohNu3b6O1tRVdXV344IMP8NRTTyGZTCIYDMrn/cgjj4gUis9ITU0N9Ho9EomEGOW7u7uhVCol6IugiPPnz4uunAZLBrU1NjYKnWRhYUGmiMSZarVaLC0tobKyEk1NTfJe7+7uIhwOw+v1Hkqz++Az+L3vfQ8zMzNwOBzw+/0oFouw2WyyQaVZO5lMYm5uDna7HY8++iimpqZw584d0Wd3dnYKMY0oYrvdjsrKSoyPjyMWiyGXy+HFF19Ed3c3RkdHhVpDCAGJZw9iZkulEqxWK/x+P9xut/i6fD4fkskkHn/8cRiNRnz44YdoaGiQAUdFRQUMBgNsNhvcbjcSiQSuXbsmumKVSoXOzk68//776O7uls1zNBoV3nsoFEIsFsOpU6eErpZOp6HVamEymRAKhbC/vw+r1Yq1tTWUy2U0Nzdjbm5OePjHjx/Hzs4OQqGQIJ29Xq8EegaDQSEINjY2wm63w+fzwe/3C6ChWCzCZDLJtsXtduMv//IvMTIygmeeeQbT09MiEZ2enobP5xMZLodEhICwWfL7/VCr1djZ2cEHH3yA3/u938Py8jL+2T/7Z4f6/P3mb/6mUPaef/55OJ1OLCwsSHp9Z2cntra2kEqlUF1dLdhafk5HjhzB0tISent7pYHo6enBzMwMPB6PEHKOHDmC9Md5ESqVChaLRWQ99CmwmamoqIBCoUBdXR0WFxfx+7//+3jnnXdQKpVE0uJ2u9Hc3IyWlhZcvXpVAhPL5bJsk5xOp9yjpC9GIhF84QtfEA/AqVOn8Oabb6JcLqOtrU22LfRcElZx7949jI2NSWPEwrxYLKKjo0PImgx7U6lUsm0tFovo7+/HysqKhJry9+nr6xO0OSf5lZWVcDqdMJlMMoQ7ffr0QxuKdDqN5eVl8RtQlsN8F26qBwcHJSh5f38fJpMJXq9Xcj248dXpdLh06RLsdvuhDvz+9E//FCqVCqOjo+KdejBEMx6Py4Czp6cHxWIRs7OzePrppxEIBMSE39fXJ1uQhYUFfPOb35RBXkdHhxT+kUgEsVhMNr307pIaZrFYUFdXJ43pg2Gc9NLY7Xb89Kc/xfHjx7G0tCR5Zm+88Qbcbrd4Ivx+v6TeP/HEE5ibm5NA1Zs3b4p3SKPR4Dd/8zfxZ3/2Z7BarVhZWUFtbS2GhoawubkJhUKBmZkZ1NTUiKrFYDCgqakJ+Xwe09PTyGQyArGw2+0YHx/H7Owsvv71r+PZZ5/F//pf/0u8wKxn79y5A5VKBb1eL7LAs2fPoqurCzdv3pQUdmLj2ThEIhGcP39eAhNLpZIY5UkdZY4a35tEIiF+q/b2doTDYaTTafT19eHy5csSiJpMJvHXf/3X/+ebjX/xL/4FLly4ILrEzc1NTExM4PTp00LTMZvNwqleW1sTwxRReQw+KRaLgoyz2+24cOECbt++jcbGRklnLRQK0vnS6NrV1YWKigosLi7K30NJVXV1NRKJBPR6PcbHx5FOp+UgOTg4gNFoxPT0NAYGBrCysiJ0LOA+yUSv12Nra0vyPw4ODjAxMYFr167hq1/9qtCvzp8/LxQdn88nejm/34++vj4UCgXJfZienkY4HEZnZ6cwpWlC1Gq1or/u7e0VNO/Vq1fx2GOPYWNjA7lcDsViUVBmTM6srKyUJMxwOAyNRoOBgQEYDAb87d/+Lex2OyYnJzEwMIC2tjahhDDReG1tDUajEVVVVTCbzVAqlQgGg9jc3BTcJk3JzCqJRqPo6enB8vIyTCYTVCoVfv3Xf/3QDrrf+I3fwAsvvIDbt29LOqzL5RINIs19NH/RI8DC1WKx4M///M9x/PhxIX/cvHlT0rj1er18+RgQ1N3djYaGBjGdq9Vq5PN5qNVqeDweTE5OYnd3FzabDS0tLWJ029jYgF6vRzKZxLlz58TwzEC1hYUFHDlyBD09PbI9W11dFdlXXV2d0GBaWlpw6dIluFwu+P1+HDlyRDIEaN4+ODiQlGSTySRazMrKStkGcGKcyWSkKc7n8xgaGsLKygrC4bBMg91uNxYXF+V94PTq/Pnz8Pl8wujf3NyUTYbNZoPH45Hn1ufzyXO0vb2NWCyGr3zlK7h48SJ2dnZgtVoxOTkpBlWNRoMTJ05AqVSKEdxisYg3jEF2lLSFQiH8zd/8zaEWe/39/fjud7+L9fV1mbhPT08LhvbBbAkibBncl81mhVAyNDQEn8+H5eVltLa2SiOhUCgwPT0NADh9+jSuX78uJDWz2Yyamhrs7OwIeWV/f1+KTKJhGQZGQ2Mul8PY2BgGBgZEz07T+Z07d1BZWSlbqwsXLkClUolUK5lMiu+EZz4nt1euXME//If/ENFoVMy5SqVSjObEKNvtdglvOzg4kFU9c36A+8m7VqsVY2NjGB4eRjabRUdHB8bHx3H27Fm88sorePLJJ5FOp2UYwqwCAjVWV1fR19eHhYUF9Pb2wmq1CvKROGWr1QqNRiMNMH+vUqkkpkgOs5i9RGP+kSNHZGP+3HPP4fvf/z5+8YtfHOrz9/3vf188PLFYTPIO6urqHsJdcwtIGUh1dTUuXbqEJ598ErFYTDYQbAZImqFEkbILSiGpWlAqlejt7RUpL3Hxd+/eRTQahdfrhdvtxubmJk6fPo3/+T//J9xuN86fP49cLofbt28DAFZXV9HS0gKPxyP/PIMs3W635AIpFApcvnxZMqIIBlhbW5PvCDd/Pp8P8XgcTU1NqKysRC6XE2l0U1OTDDLotyTxh962ubk51NbW4u7du3j22Wfxs5/9DF6vF8ViEY2NjaIeYGoyN4EHBweor6/H7u4upqamcObMGUxPTwvif319HdevX4fdbofL5UJ3dzfu3bsHrVaLcDiM4eFhMR5TZlpXVyfqhXA4LM+oyWTCiy++iJ/85Cfo6urC7du38eqrrx7aHfxP/+k/lS2L0WhEY2MjQqEQrFYr7t27J/Ua6VDMj7p7965M1ru7u6FWq0W2yeH00aNHEY1GodVqce/ePbm/Ojs7JTySUnjixYleT38csMjw5h/96Ed4/PHHodPpcOPGDZjNZhw/fhzf+9738Mgjj2B7e1vyYijzJKqc6HvGN5CY19PTI0n3bPhaW1vx+uuvo6urC263G2tra9LUWiwWLCws4Pbt24Ijn5ubQ1NTEzweD65du4aWlhasrKxIGGY8HofdbofRaMSbb76JX/u1X8PLL7+MSCSCxsZGNDU1iaojEomIj7e5uRlTU1OyXQbuZ+lMTk7KnV9VVYWjR49KUCrJa6SZcvDEQGTCRlKpFNbW1hCJRNDR0SHQD5Iv/+RP/uT/fLNx4cIFGAwGeL1e5HI5MYzy8CcNikbu+fl5NDY2ShNiNpslVM9oNGJ0dBTA/ULfaDQKqs5kMiGdTsPj8WB+fl6m9Q+m5VKXTrysVqsVrd2zzz6L69evC0GHGNJoNIrV1VXs7e2htbVVNG8PphozmbGxsVGmqsvLy2KYjEajsNlsYgDltMLj8eCDDz4QPbBGoxEO+N7eHgqFAoxGo4S7xONxKeIsFgt8Ph9cLpc8+NevX8fw8DAGBgbg9/uRy+WwurqK4eFhwVFWV1ejo6NDpGpqtVokZRqNRpJ7LRYLgPs5BhMTE/j85z+PdDqNDz74AIlEAj09Pdjb2xNEL8OxamtrUVFRgUQiAYPBgPfeew8XLlzA7OwsqqurMTs7Kyvswzjo/sf/+B+YmppCNptFX18fNBoNdnZ2xPTPrUxdXR2sVqs0HXa7XWQBbAS56nz55Zeh0Wjw2GOPiW5zeXlZDL/0wDBlnAFr6+vroknf2dmRZpi0Md3H4Yh7e3vynLLhuH79umyobt68CbVaLRSofD4vVBMCCpRKJRYWFtDe3o5AIIByuSyTNb1ejzfeeENyW4hMpXywXC4jFAphe3tbgrJcLhdGR0fxG7/xG3j55ZcxNTWFp59+GhMTE9KU9Pb2wuPxCGK2v78fqVQKU1NTouXf3d1Ff3+/eBSKxaL8PcViEY888gjC4TAWFxclAZ0kpIsXLwpvPpVKobm5GXt7e1haWoLdbkdra6tgerl9mZubw87ODkwmkxSZ3/3udw+12PujP/ojIcqk02k8/fTTsuFwOBxiUlWpVFL8ESTByRD9XQwqPH/+PGZnZ5FKpdDd3Q273Y50Oo1kMolisYiFhQXBHNbW1sqFQElaOBxGc3OzZB5cv34dLpdLJmOEW/Dc5AXP5pqSjIaGBphMJiGTabVa2Gw2nDlzBj/+8Y8F693V1QWj0Yi/+Iu/gMlkEuMmkdukQ5EC9yAjnyFyAMRoWFFRIb6k4eFhaRZeffVVPP/88zLVpgafEzzSkEjNoqeHvxu31DTw19fX48qVK+js7ERnZyesVismJiZE909CFp///f19Obfv3buHiooKCbyjD/EnP/nJoXs2kskkbDabSPZIhEwkEjhx4gQKhQJu374NrVaLnp4e2fasrKygqqoKuVwOc3Nz+I3f+A38xV/8Bbq6uqBQKISzT/WBSqXCnTt3xCPB80utVktRPDIygkAggHg8Do/Hg5deegk2mw1KpVJ8hi6XC7du3YJOp0NtbS1cLheKxaL4v4aGhoSKSDQ4z1hKPE+ePIlXXnlFENJDQ0OoqKhAKBSSqavX60UgEJD7iqQf+tRI/CuXywKtqKmpkTObcA2+Z9z4MeOCg0iPx4NYLCbDGABCGeLkuLKyEm1tbXjjjTegUqng8XjwB3/wB/jmN78JvV6P999/H2fOnEEsFsPKyooEnPLcV6vVMuQDIP9sXV0dbt26hfn5eXznO9/Bf/pP/wkvvfTSod3B/+pf/SuhcRoMBrz11ltobW2VzTm3uiQJEtPKZ5aS8aGhIXz00Uc4f/48bt++jaqqKnz+85/H66+/DrfbjR/+8Ifo6uqSO5GBz4VCQfyOjY2NOHr0KG7evCl+3WPHjmF2dlbui/7+fhwcHCAYDArG+emnn8a1a9ek2WNuB0MDeU9tb29ja2sLZ8+exfj4uMjNNRoNAODmzZs4d+4c/uIv/kJyhxh8S1hGVVWVDGFKpRLGx8fFL8ZGp7OzE1euXMHZs2ehVqvx+uuvw+FwSLI3AwljsZgMROrr61FTUyPbL25xd3Z24Pf7odfrEY/HxT9js9nwmc98Bn/0R38kWVVU+fziF78QOhvz5yKRCBYWFuTnJAgnn89jcHAQhUJBtokvvPDCJ3r+PhX69ujRo5KtwdRLht0RQ0vZSTabxcDAAFQqlUzaSEPx+/0IBALQ6/VoamrC9evXZYprMBiQy+XETKNUKmVqQ2RnOp0W3j3NN9PT03C5XHjllVeQ/jhOnRMeatEY504PBwO5mA5NfCjZ4NTDdXZ2Iv1x6ijZ/kRDNjQ0wOVyYWFhAV6vV/jLDMJjEbW1tQW3242NjQ0EAgGcOXMG+Xwec3NzaGhoEAmFy+XCz3/+c3zuc5/D/Pw8pqamkM/noVQqhdKTSCRgNBpF50od48TEBLq7u0VL+9Zbb6G5uRmRSAR2ux3d3d2oqqrC9PQ0PvvZz4p2eWJiQrwibFCo062srHwo+C2TyeDkyZPY2NhAqVTCxYsX//88vj79691334XT6YROp8POzg4CgQD6+vowMDCAhYUFAPcLEBpGg8GgJFTX1dXB7/djenoaTqcTsVhMsMudnZ0YHh6WQ/JBwzblATMzM9jf3xcsK1fE9EEUi0UcP34cwWAQDQ0NiMViGBsbQ01NjWjpz507B5/PJ8VWb28vVCqVgAwAQKvV4uTJkzKRGB8fl5X83t4ejh8/jsnJSUGDdnd3w2azoaKiQsxpbMoZhEYqVmNjI5RKpSAGv//978u0jX4dm82G/f19zM/Py4G5s7ODu3fvwufzobW1Ffv7+xKaySLk6NGjiMVikllDGAGbj4WFBdkGdXZ2YnV1FeFwWIggxALSgEq5G0knTU1NGB4elmwOGlsP+zU7O4uhoSFcv34dlZWV+Oijj9Db24tYLAbgfuo6ZSFM+iaRCYBIM6hF1mq10Ol0ePLJJ/E3f/M3+OCDDyS8zOPxIJfL4YUXXkA4HJawKZq7SczhZ59IJODxeLCzs4OZmRkJkPrFL36BgYEBmEwm2UCNjY1ha2sLtbW1EtRE2d7BwQHa2tpka3rt2jWZRPb29spGNxqNYmhoCG1tbYhGo7h16xYmJydx5swZKBQKSUOuqanB8PAwHA6H+AoaGhpw9+5djIyMoFwuY319XabM4XAYg4ODGBgYQF1dHZaXl2GxWPDaa6+hra0Nra2tsNlsSKfTsqVLJBIwmUxwOBzIZDJIpVLweDx4+eWXYTabkc1mAQBHjhwRIt2VK1ck92V6elrQuUwXTiQSWFxcREdHh+ScBAIBnDhxAhUVFbh58+ahP3/5fF4CwPh7q1QqyX348MMPJdzwQZmdw+GASqUSg3JNTQ3GxsZw5swZvPXWW/j2t7+NiooKkagQ983A0mg0Klkym5ubEtj59ttvQ61WiznXarUKZXF6elrygWpra+H1evHTn/5UmkW32w2lUolisSj3STKZxNraGjwej8h7a2tr8aMf/QgXLlyAz+eTgrtUKmFkZAR7e3sYGRlBTU0NWltbxdzLuiMSiSCTyaBQKCCVSkGj0eC9994THwVDgSmB3djYwIkTJ/Daa6+JIuL1119HQ0MDent7hXLFQVwmk0E2m5UtTzgclkL1n/yTf4K/+qu/wvb2Nr785S+jsbERfr8fHo9HEOpNTU2YmZlBXV0dLBaLBAQTM93S0iI/SzabxRNPPIHp6Wl85zvfwcmTJ/HSSy8d2vPX2NiI/f19qFQq3Lp1CzabDS6XCzdu3BA/JH0aJpNJTP0c+DEjbWFhAadPnxZ5cV1dHS5evIilpSV0dXXhmWeeQTKZxNLSElpaWmSQQTgDPWD0EVGmya0tAQDJZBKjo6MCABocHMSHH34IlUqFpqYm9PT0wOl0inqEm2MOL0jRy2Qy+NKXvoT3339fmtmjR4/Khra6ulqyhLi1JtyoUChge3tbcPyUzTJ/aGxsTMIIiYTWaDQS8Lu+vo5nn30W165dk4T1O3fuoKqqCi6XS7KLAAgVjFJBDkiIxF9fX8fp06cxOjoKl8uFhoYGkVOxtqfcrb6+XobZ3ExbrVasrq7C5/PB6XRKkO8neX2qZoNG1xs3bki+xdDQEKxWK3K5nKwouV7hivHOnTsi1SCKq62tTTCgjz76KP7oj/4Ip0+fhtfrlY6U6zKr1Sox9KTgkLAxPT2Nra0tKBQK5PN5fOELX4BKpcLk5CTq6+sla8BgMODGjRs4efKkPLic+hNdu7W1JYdNsVjE0aNHYTAY8POf/1wmlTqdDhqNRnTDx44dw1/91V/h+PHj8u/W1tYin88DgGgI+aHv7+/DZrPh4sWLaGlpQTgchtFoFPxlT08Pzp07h8XFRWSzWSwtLeGZZ56RxGXqI4nPq62tlcJ5YGAA1dXVSKfT0oyQT01aDsOJXnrpJSnSWbTzy0zilcViEdnV3t6eIO340H+Cpdj/0RcNc2wStre3ce/ePRQKBckzuHXrFhKJBIaGhqQp4QVFeghNegxnSqVS+NM//VPYbDYBHIyMjCAYDEq+AWVENTU1cDqdqKyslCR5bpI0Go0kuvt8PnR2dqK6ulombnNzc6J5Pnr0qEyvaRysq6uTYJ3+/n5sb2/j5z//uWxJkskkPvzwQ3i9XglrI9OdJlBSrFZXV8Xon8vlYDAYpHlaXFzE17/+dezu7oqumdszkmeIo52bm8MTTzyB0dFRqNVq1NTUCFWKLHjKGff399Hb24vXX38dyWQSRqNREpeJn5yamsKVK1ceyhjhNmVwcBB6vR6rq6u4e/eueJQcDgcuXrwoBmBq/v8+Qv2efvpp3Lx5E16vF/v7+zhx4gTi8bgUDZRPbW9vY2NjQyZjDOHSaDRYWVlBMBgU8EIymZTCjFKCYDAIpVIp8j16YRjemUgkoFarMTMzg66uLtks7O/v4/z58yJ1fTCwjzjyqqoqDA8PIxgMIpFIiPSkr68PW1tbWFxclCklsba85FZWVnDr1i187nOfw4svvohoNIp3330XAwMDePzxxwFAtk7cdu/v76O+vl6KVzYrTU1N0Ov1kopdWVkJn88n0qZQKIRf/uVfRmVlJWZnZ/H444/LBJj+O8pJPR4PnE4nrly5gmKxKLJQppD/8Ic/xJEjR+D3+3H06FGRBMzOzspwSKlUQq1Wo1wuY25uTugtzLbI5XL49V//dQQCARQKBTz66KP48MMPD/X54xClubkZN2/elBDQcrksHsWNjQ1Eo1EJau3r6xPK0sDAAO7evYv6+vqHTN9ra2vC7t/a2hIYRl1dnWi39/b2RNcdiUSgUqnQ0dGBtrY2+P1+5PN5PPLII9ja2sLk5CS++tWvYmxsTNDzOzs7ePrpp+U9NpvNWF5exurqqgSG2mw2ZLNZbG9vY3BwULw7jY2NeOONN9Df34/h4WEUCgXJenC73Zibm8P29rake+t0OmxtbUnomF6vF6zq0tISuru7ZYK9traG559/Hi+99BJaW1thsVjwl3/5l0JYamxsxPr6ugwBCKYh0INblFwuJ9kTmUwGiUQCf/AHf4DOzk7BPXO7SZ8nayFKL+12O6anp4XgRL+H1+tFU1MTVldXsbu7KwMiSmYO68UMip6eHoRCIdhsNpw4cUKGKqFQCMPDwzCZTPL91+l02NjYgNVqlbt0bW0NPT09UhedOHEC0WgUp06dEtUGcH/A7fV6cfPmTcTjcbS2tkqK/e7uLoD7Ax5+J95//31J8aZvrKurCysrK9Dr9Th16hRWVlZgMBjkPbx58yb0ej28Xi/29vYwPj6O9vZ29PT04Nq1a0in0zCZTAgGgwiHwwgEAojFYrDb7chms1Cr1VKjbm9vyz3F7wTvBb539DuSQvXYY48hmUxicnISLpcLWq1W0P5dXV3io2Bu2Pb2Nvb29kQ9wwbdbDZL/c36sVgswuPxCNp+YGAAGxsbgsDd3NxEf3+/DBTz+bycsYTAxONxFItF9PX1iTrmy1/+Mn7xi1/AarV+4mfnUzUb/IFaWlrQ39+PO3fuYHx8HJ2dnRI+lcvlUFtbC71eL6F5FosFsVhMdGuJRELCU37605/isccew7PPPovBwUF5aBKJBGKxGLq7uyXdc2NjAzqdDh0dHVCpVJidnUUymZRwJk72GhsbcfHiRajVaty9exenT5/G7u4uHn30UQnfa25uFqMqg8vopeBkmmm7RAVSl5/L5fD7v//7eOqpp7C8vCyG8draWvlA6CmoqqoSWUggEMDe3h6OHTsGg8EgW5Zr167hiSeewPj4OP72b/8WRqMR+XweXq/3/of0cUAftXSlUgkAoNPpZEWu0+nk77p+/ToaGhrQ2dmJ69evo729Hfl8XrwbtbW1qKqqws2bN7G5uSnBPHq9Xoq4UCiE6upqoXBwhcbDcXR0VNaJh/Xa3d2VvAIiRom3K5VKyGQyUtSQogLcD6rSarXo7OzE+Pg4tre30d7ejrW1NVlx0h9gt9tFWsRtGnGflDclEgnU1NSIb4LJsfQcjY+P44knnsDGxgbS6TTeeeedh7JK+F2hrl2r1aKhoQH5fF6Y+d3d3XA4HOjo6EBLSwsWFxfx7LPP4o033hDixc7ODmpqauDz+TAxMYGenh4YDAbU19ejra1NPp/d3V3kcjlUV1eLGe7ixYswGAzQ6XT44he/iB/+8IewWCzo6emRC5GUqLt376KtrU2+g93d3WhsbBTN7NLSEp566ilsb2+jqakJzz77LBYXFzE5OSk0IG72ZmZmYDabcXBwIJK2+fl5KUrz+bxICa1WK9LpNCYmJuTyWVpaQjQahdFoFIP+Yb6mpqawt7cnRUU8HsfMzAw0Go3gRHO53EOa8MnJSRw5ckQK6VQqBQAoFotwu91IJpNobGwUQl84HMbRo0cFwUrJldlsliGOx+NBS0sLIpEItre35T3OZDIIh8Ow2WzQarVQKBT4whe+gNu3b4tMgDkDwP2cF3rdPvzwQ0m4VSgUcDqdsnmdm5uDWq1GsViEWq3GT3/6U3g8Hpw6dQpNTU0YGxtDfX092tvbRXpCbDeN55RhcROuUqkQDAbR1dWFV155Bc8995wU/w6HA9XV1XjllVdQVVWF/f19dHd3Y3Z2FolEQvJYKNnLZDIiy6EWm1PRV199FcePH0dDQwNWVlbkztrb20M6ncba2ppQBWkQr6iokDTgu3fvwmw2i3GVk3BuSw7zdeTIEYyOjsJqtaK3txfJZBIrKytoaGiQ7RTPExIFaXLOZDLY3t6WAmxubg7lchnDw8NydxKV3tbWJuSapqYmNDY2ChKdOGTShyiHO3nyJNbX13Hz5k089dRTKBQKePrpp/Hee+/h4sWLGB4eRiwWExztwsIC1tbWxBPBQFtuo2nYL5VKOHHiBK5fv46VlRXZ1nzjG9/Ayy+/DK/XKySfWCwm+R/cuKjVahgMBnlOzGYzpqenJTjO7XbjrbfekmZFqVTKwGdxcRHhcBjt7e1CSNvb28P8/Lz8XXt7e5ienhYy5vr6OiwWC8LhsHhcd3Z24PF4MDY2BpvNhlOnTmF0dBQ+nw/Xr1+HWq0WFYjZbJaQzEQigc7OToyOjgrJzmAwCF1pZmbmUJ+/zc1N+c6bzWYYDAa8/fbbACAZKXt7ewJSqaqqEsQ2vR6Li4sYGBgQJDEAGaDmcjl0d3cLgCCTySASiYj3cHd3FxsbG+KFoRIhm83il37plyTAVKvVSiYTVTRqtRo/+9nP4Ha7odVq8eGHH0rYL8Ec9ORsbGzAYrHgueeeg8/ng9vtluwXvv937txBd3c3XC6XDHGoDNjc3BR5I5PMSbmsrKyUQU4qlcLKygqOHTuGU6dOYWdnBxsbGxJrkM/nodfrUVNTA5PJhKmpKSHjMdeLaoWFhQXY7XYBBtGTube3h9OnT+PP/uzPMDIyIuoWq9WK2dlZQQpz+84hH7eOJGlZrVZks1lsbGzIMPCP//iPP/Gz86maDZfLBafTiVAo9FBkOif3xM4BkKCykZERkT5cuXIFDocD2WwWzz33HCYnJ2EwGLCwsIDt7W1JJOYaqb6+HsViUdb6lG8pFArs7OyIBCGVSsmWpK+vT/R1arUaXq8X8/PzODg4wMDAgGjfcrmcGC2JBEyn0+KDoLHIaDTi+PHjuHPnDhobG0UO8pWvfEUm2ZTotLe34+DgAKVSSfTb29vbKJfLouHc2NjA3NzcQ0UK0YEmk0kQuVxV7u/vY3x8HCdOnJAve6lUEs5yJBIRLj8TiTlJZxw9i49oNCqhWiwEgPt4umg0irm5OeTzeZjNZtjtdgluymazMtViIiiRf4f5cjqd2NzclCRREipsNhuWlpawtbUl2zRSHFgg0Xx9/PhxWK1WaSaTySTS6TSOHj2KbDYrYIGdnR2cOXMGAKRp6OnpkcODzxvNmTRS+f1+2Gw2mXD39fWJ5IGfSaFQQCwWk9Ult2oqlQptbW04ODiAQqGQzSEhB8B96VUoFJIgvxs3bqC3txcrKyuS2EtpCSf/TK7e2dkR3vj4+DiWlpbQ3NyMpaUlCdRi6GNzczMUCoUETabTaWg0GhgMBuHhm0wmtLa24uDgQDYkxEAzxPCzn/0sLl++DJPJJFLDVColZCEadVtbW8V7RM0/pQmkX3V0dMiEhvLIw37lcjm0t7ejtbX1oZ+jUChgZWUFbrdbwsD4edJseHBwAJ/PB4vFgnv37qG9vf0ho+STTz6Ja9euoaurSzS+D5pEeXmxoY7H41hbW4NerxdAwOOPP45isYiPPvoIbW1t2N/fx+LiImw2GyYmJlBZWSleMVLxtre3AUDC7IjYpu8BALq7u6HRaBCJRODxeLCwsCDn6NTUlPzO3Cbu7u6KJLW+vh6ZTEayCZgPwa3E8vIyampqcOvWLXnW0+k02tvb4fP54HA4MD8/j5s3b0KpVIpsgUGdSqUS3d3dCAaDCAaDOHHihMj7+B2PRCJYWlrC4OAgYrEYPB4PVlZWhJbGnB6FQiGDDBYxlMqaTCZcv34dU1NTMBqNaG1tPfTnb319/SFoQyaTERQyc5boH+NGmt9Fmmi1Wi2uX7+OYrEoBl7gvu+AkkUSDVnwcMBF4EFTU5MQgbRaraRak7q4u7uLd999F0899ZRkrNDDRNlHJBKRPKBcLgeHwwGlUonNzU3Z4CiVSjidTgmDIwKfyfBWqxWhUEgIT5ubm5LBQRkN85IoidFoNBgZGcHi4qJo6o8fP465uTmEw2FYLBZ5v+rq6mRzxHwXi8WCUCgk0IF0Oi20TYVCAaVSKduwvb09rK2tyf1LQti1a9ewsbEhQ8fm5mYsLy/LcJbmeOLLBwcHZUvKgp6p94f5yuVy8Pv9CAaDiMVikunATWVLS4skpRPHXVlZKY07ZZ96vR47OztCwaPE6u7du6iqqoJarRZpqt/vl6GgxWKRzRu3eLW1tRKEx2epsrJSghf39/fR3NyMUqkEp9OJpqYmVFVVQaPRSA6GyWRCZWUlNjc35WfiVoy1XCQSwdbWFqqrq/HRRx+Jz4wUwrq6OoEvKBQKUV+wwddoNLBYLFhZWRHCok6nE+/QgxRRi8UiG99CoSBDpJaWFvHS7u3tyR3IYQlpnT/+8Y9x4cIFnDlzBpFIRHLs2Kgzh8NkMmF+fh4tLS0ytGajx3q0urpavNP19fX47Gc/K97A/2ubjcrKSvkiLy0tybqHBeCD6FaaZzm93NraksKcBxg/6Hw+L3/2wMAA1tfXJURodnZWSCGc6vv9fuzv76OtrQ2FQgGrq6s4cuQIAGBychK/+MUv8OSTT+Ly5ct48cUXpSt+77330NnZKZ6NiooKWRfROJlMJnHx4kWoVCoxKAUCAajValy6dAm7u7tifuPvbzAY0NraCq/Xi8nJSUlDNpvNUkxQg80Uc/pC4vE4XC4Xjh07hh//+MewWCxoamrC2tqaGIKUSqVM0pggzXRsGuSnp6dFulVZWQmtVotyuQzdx8FFnPgx/VylUqG+vl78L5lMRkzMvHCz2SxCoZDot9fW1sToRdnDYb7W1tbQ1dUF3cchj6lUCqlUCrOzszKRCAaDsr7lwcOuvKamBkajEevr65LW+uyzz+K1117DRx99JOhFUr2ox6XBv1AoiEyK3gjq3RlWViqVRMNutVpx9epVScnmpqu1tRU7OzsymeFUq6qqSnja3EpQEuV0OhEIBDA1NSXceaJkeUEy92Jvb0+KdJpIm5ub5ed/sDigB8jpdMrlQJMsn3umWdNTwZ+Lk/OqqipBj66trYnOXqvVit6eJmlOWMn2NpvNgpGmIZfeEmY/cBK6uroKl8slwVb0vhzmi/z0qqoqnDhxAgcHB5ifnxeCSVVVlTS6Go1GUsEpp6Onh9kPnKBptVq8/PLLkrrLQjIcDmN+fl6mZmazGSqVSiQCzGOxWq1wuVzCR1epVHA4HFheXpZLoq2tDUajEfv7+2IYZjPBCRlxr8lkUugvAGS4s7m5iZaWFpFn1dbWynfNZrNJUcoQw93dXUnBJYb66NGj2NnZQWtrq0gB6LUymUy4c+cOTp48KRNAEmDa29sFUdne3o5SqYSZmRkolUrxKZHYNz8/j+bmZtlKdHZ2ynCL03f+HiQ3hUIhWCwW+U4rFAokEgnJdGIY59mzZ0XXfNgvn88nW1lOHR0OBzQaDZaWlrCysiIo2MbGRsmwYnikWq0Wn04gEMD+/j4qKipke05MPIlvbOp2d3fF00bMNlOI0x/jjVkw1dXVoampSXCcVVVVaGlpEZypyWRCIpEQEEJdXZ18xwuFAqxWq6Ca6cFIpVJ49NFHEYlEZDvMyS2HKyRO1dXVQavVYnV1VRrO3d1dAU0sLCygXC4jHA6LtOfg4EDOT5pv/X6/UBcpH29ubkYqlUI2m5VNxvLysnh9CJDhfXn06FEpVnO5nNw/lC9aLBZYLBYkk0lpUubm5hCLxSQ5u1QqoVwuI5vNwmKxiGeBUrnDfDHvh/+d3zObzYZisSh3DvGzDKAl2luhUIgU+urVq3j22WcxNzeHmpoa9Pf3o7q6GpWVlQ/lB/E/qVRKwnn5PXe5XDg4OMDCwoKEQ9bV1eHEiRO4evWqbCIqKysRi8UQjUYRDofR19eHrq4uGRxSjsTaoaWlRWSItbW12N7eFvS11+uVMGvCDM6ePYuPPvoIhUIBs7OzAt3Z29sTSReH9PQSHz9+XOTvAET18/jjj+PixYuor6/HnTt3BG9NGma5XIZKpUJFRQV8Ph8SiYQ0eSdOnMDq6ioODg7E22u1WhGNRqHRaMS/lUqlMDg4iFKphM7OTsnD4vm9v7+PeDyOra0tOBwOPPbYY/LeXLx4ERqNBiaTSRrCT/L6VM3G5uYmbDYbNjY2RKc2NjYmibTEujI2ncblnZ0dGI1GkTCl02ncvHkTHo9HJiU0yHKyWVVVJdNor9cr3W/6Y/Z3d3c3Njc3RZq0u7uLra0t2O12nDp1CgqFAq2trRgfH4fVakUqlRKM3YNvKAOi6JkgEpQmNI1GI1SP7e1t3LlzRy5svV6PcrmMO3fuYHh4WNJSqZMnapaJudlsViYB1L3v7OygsrISi4uL2NraEr8E1+DkmM/NzUkXq9Pp4HK5RLZB2UBlZSWqq6sRj8fR2dkpNAMyxDl1IRFsd3dXiEt8iDk15Xvd2toqE6JyuYzu7m5UVlaiUChgfX390zw+f+dXY2OjbH7cbjdu3boFrVaLra0tWUuyINvb23sotKy6uhrFYhE+n0/SZJnBQqQc39+dnR20tbXJpI/dfTKZhEqlgtFofEg2yC0Ute80NhYKBSiVSvT392NsbAwNDQ0iJaG/h4Z3asJTqRQKhQJCoRCcTicikQhsNhtmZmak8GfmB0lw3P4RAcoG5kHDZygUEgkAC9T9/X2ZUDKsixsRFvTd3d1YWFhAKBSSy4BSBJrlCTbQaDTSgPr9fvT29koaKVOdyfemJryjowOhUEgkctzkKRQK8YWVy2U0NTVJdsD29vbfi4SAzyAN9szyIZLWYrHIoKFUKom8k5NhmgKZss3tFrW1kUhEthFGoxE3btyQdO58Pv8QWYcbSnpmuKVVKpUYGxvD888/jzt37kCv1wuFr76+XoYtd+/eFSwxixbKh6h3N5lMstanqVqr1eLWrVswm80i4aJ0gUOK9MchpJSFMayNYYLciudyOUxPT0On08HtdsPn88kQYXFxEY2NjeIFUiqV0vyTkOZwOOByuRCPxwUBzImpSqWSwVgymZRcFr5H0WgUHR0dGBsbQyQSkYETByuBQEC0ywzJ5MAmnU5DoVCgs7Pz0J8/niFsaNkEbm1tSWPH90KlUmF3d1eGdCxa6d0h1c3j8WB5eRlVVVUP+cZisZjIiymB4caTWPpAIIBUKiUBvvl8Hn19fbhx4wYMBgMsFgvGxsbw1FNPyZ+zsLAgGzpOhHl3cptPhUE2mxVT9tLSEk6ePCkESavVKvRIopyNRqPcETwfCa3hFpAeIk69A4EAhoeHBbk7Nzcn0lgOmerq6tDe3o7q6mr4fD5sbm5iZ2cHBoMB7e3tsnnm1jKTyaCjo0MC0Ww2G/x+P7a2tuTOfuKJJ+Q9oT+GwwWdTof+/n4JUy2XyxIqqFAo4Ha7sbS0JES6w3rxjjSZTFAqldjZ2UG5XBapEADJRvN4PFJj6XQ6rK6uYmFhAc3NzaioqIDZbJZnzGw2o6urS3xt09PT0Gg0smUg/dBgMAhFlOjxRCKBcrmMa9euob6+XsKfrVYrlpaWhFpHtC19txyekVqq1+sl+6JcLqNcLgusgMHP/f39cg5QbkcCGYNFOYCnp4w1q0ajQSwWg1KpFBKgTqcTpc7Ozg4cDofcCZQ1lUolGR5QoktIC7eaJE1OTU3B5/PB4/EIRn1gYACFQkGC+ShLvXLlCoaHh0VtQM8nh3h7e3uw2+0oFosIBAKiamCzzUDkT/qq+DQPGosvv98vGLD6+nr5hTkB4CSXuEcmQFIPS/zc9evXEQ6HBXnJqXqxWEQ0GsXy8rLoxvb29mTaRvReRUWFrKa2trawvr4uwT6RSATDw8Ow2+3ygfb29sohx8KalI6dnR2k02khQezv74uUq6+vDxUVFVhZWcGpU6dks8Gutbq6GhUVFWLg3N/fly8fDdc0+nCSTGMfO1QWl0xsZGYDp4LxeBzlclnSlZeWliQfYmtrS/IWGFcfCARk4q1UKuF2u2V7pNPpZFWuUCiE/lVVVQWDwYDGxkYJodFqtZIuy/UyMz8O+8U0T0on6urqJDiHkga1Wi1TZbL/dTqd+C1CoZAYBBlqxsuOadnpdBqTk5NCCeP0l+niBwcH8l5SZxwOh2UF+qCMweFwoL6+HlVVVVCpVFCpVNja2oJSqURTU5M8D5ygEsPI36tcLsNms+Ho0aNSdNfU1EhTEY/HRSpmsVhko8HPUKlUCnmDF+vOzo54RPj8hEIhKJVKzM3NCeWJkgalUimNq8vlQm9vL/R6vVAqqBcnXpgUMIaLKZVKdHV1obW1VTJEOjs7YbPZpEja2toSD0wqlRK9dqFQgEajgdPplM9KrVZLYXrYL76P1MbH43Ho9XrxTz2IJeRnQkIKPWHcGh4cHEguRiaTgUajkWA6k8kkTajFYoHL5cL29jZWV1cF47m8vAyfz4dSqYSNjQ00NjbCZrNJAGo4HJbGkNIkeuFooq6vr5cti9VqFd8QZXw0xFqtVqH5kNDT3t4uUpDa2loBRjCBm6GgHNioVCpks1kBEGQyGeRyOSG2ZDIZ5PN5oZVxg8Q/j5c8KYTFYhH5fF5+VoVCAYPBIL4AAHIG3LlzR+RCjY2Nco6pVCoh5TQ0NGBjY0MMxgqFQpj21dXVmJubkzOTBc9hvxiEp1arZUswNTWF+fl5zM7OSvgi8erUvFdUVMBoNEpWFCfIdrtdZJHT09Ooq6uTQooDHHrf2DAzj4n3RWtrq0iN2trasLi4KMOqqakpGUpEIhEEg0HBuZZKJdnGU+bJptdoNMJsNotk12q1ypaltrYWGo1GkOd6vV6m2hwcBoNBFItFNDU1wWKxCLHv9u3bWF1dhVKpFAk3n5+enh7odDqh4JlMJrhcLuzs7CCZTIoEsbGxET09PbKVZVFJGQ8DYokP5QCytbVVJNDcRGcyGVRXV4scXKPRCMVOpVKJcoFDFg58iXb/NDKW/xMv+i9YsHOIx+0X679UKoXl5WU5c3jG84xcXV3FuXPnoNPp0NnZKZuvpaUlSbtnY8asC9Z9RLkShUuJr9VqFUR4MpmUBmJzcxNutxu1tbUYHh6WTRK/+yzcuZlmk1xXV4fd3V0sLi4iFAqhubkZ2WwWdXV1EnrLzZPf78fq6qpkiWQymYf8Dnq9Hi0tLbKROXPmjMB6UqkUQqGQ5Nt88MEHaGhokPNfp9OJxJmeRW5oksmkhPelUimJpOju7kZ3d7coighi4HeEKgQCSiiXTyaTso1UqVQol8sybKEPhJTBO3fuSEP0SV6fqtno7u6WtUksFkMgEEA6nRaNJdFZXMFSakINX0NDg0hGGhoaxDxUKBRQUVEhk3QeKgxg4laAkqdcLiekIOK3SqUS9vf3RU40PT0tchJid6mH7OjoQENDg6yZOYHmZUSEp8lkwtGjR4VWNTMzIwFqSqUS+/v7yOVykn1RXV0tNIH6+nppapgjwpWsQqGQaQUJP7zYmBuRSCTQ0NCAiooKzMzMoFgsiumZ0xDyxSmNofRmb28Pq6urUkSyuWhsbJRpErXTlHjt7u4+hHzktJ7knEKhILpTNoU2m+3TPD5/5xdN3Jx+b21tobGxUQ4FFsXUbGo0GigUCpGI7e7uymFCtC+Nxg8G4NG4SsNzc3PzQ1M3hlU2Nzejp6dHin9O+PjFZGInQ6WYrurz+WSyQzkCsw4Y2EUePsPr2DSYTCbRW+7t7YnOkkn1AOTgJ72ttrZWVv6cyLEp4bPM70wqlZL18crKiky76+rqsLKyAr/fj7W1NZmuPNikc1tTV1cHlUoFs9kMo9EIjUYDs9kscjBSLjjFYpPCKVN3dze8Xi9UKhVaWlpEv0wUNhGqnCYe5isWi4kmPRgMyqXChuHBCRyn/JFIBKVSCdlsFi0tLfB6vYjFYqivr5cGrKqqCg6HAwqFAvPz85iZmZEsn4ODAxksUCLCiSIRzRaLRbYNFotFMMlksHd0dAjuW6lUCokkGAyioqJC/Db8DB4M3iPbvr6+HmNjY9jc3ESxWERtba1IU+rq6kTOYzQaodPp5Lkk6clqtT6UIcDGik0vJ6SVlZVwu93o6uqSDQ6bCRaD9fX12NjYkOaH6eVMsw6HwzLRdzgcIlsluY9yj9raWlitVvk5uSXkFDSTyaCpqQlGoxF6vR5OpxMzMzPyzB/2i3cFi09uCePxuPz/KiruX+vb29vY2dmRQMiKigrU1tZK4BqlEAx2JRWK3gZSp7a3t0U+mclkpDkJhUIS4JlKpWC32wFAhmjMHMhkMnjrrbfkPOSg40HJJBvxpaUlhEIheQ4GBwcBQPwjHOQcHBzIRoryYN5PNHJzU8P/Scz9gwRH1icMYeVgrba2VrZDTJFmk8V7m1sSbv05CaeMDQCSyaQU5jSqE47BDWAul4PZbBY50pEjR9DR0SHIfg78+HNUVlZib28PjY2Nh07kq6qqkmFKKpXC5uYmkskkDAaDqF14DqjVaqjVasTjcSwvL8s5wKBQ1k+c6rNJSyaTUs9Rmsffmf4rTt0pxeV3lgG5DPQl7IIFMgce4XBYngE2hpQDAvcR56Q3MomcGzGmbXNAmMvlsLKygkAgIHf3g/I3s9ksG0L+JxKJCEwEAMxmswwqb968KdtLvo+hUEj+jgdrFdaPW1tb4qHp7e2V5p++S+bKFQoF6PV6FItF2O12IaTyZ+Zgig20QqGQvCKTyYTq6mqYTCaRt+7t7X3iZ+dTNRucCHV2dsoBt7+/j1gsJkmrDISjP4N6Ufow8vm8+A28Xi/y+bxM5rPZLHZ2dlAoFNDQ0CATJcozqNVjt8jtBjnGg4ODKBaLQlZKp9Nimm5oaBCzNuVdvKR4ibOby+VyQtLi4VxTUyPpiy6XC+VyWdjNra2tMulkI8VpHrnNOzs7YlymtrNYLEKlUkmzplKpEIlEYDQaMT8/L9N5NkssBPr6+tDb2ytaepfLBbVajfb2djQ2NkpxAtwP/CJuklNoAPIw8RDnajMej8sGK5FIIBgMYnx8HMFgEPv7+6Jv5RTyMF8syPk8abVauUiKxaI8b4lEQtbqVqsV4XBYaCp6vR7d3d3SbEQiEeRyOZhMJpw8eRJ6vR4ulwtKpfKhMDyr1SoheZyAdHR0oLGxEWq1Wi7ztrY2NDc3S/GWz+cRiUQE01csFmEymYTupVKpRNanVqtRXV0t3HHK3biRoacoGAwK955SGIYQ0eDFIoF/PjGeHR0d8r1hMUh5HHXxNFVy8ktZFoMxFxYWhHPOYCI+18ViUYItGfzEtGs20CaTSfTwbPQpN2QyLZt1yraKxSI6OjqkCWRBcdivra0tDA4Owm63i/SSzxKn7MwZogxodnYWSqUS8/PzooWlx81gMKBcLst0uFgsor6+HvPz84hEItJA04tDYyBwnyRFEg9hDZzaMghQ9zF2sqamBm1tbbIC50YlnU7LtJYksHw+L0Zao9EIh8Mh/HY+DxxOUO6aSqVEj/zgxoReDG7y2JxTP03DYjKZlKwmTr9JfeFGkfQ0Fl06nU7MwswkeRA5zoaHJmNOSpuamh4y89IXVFVVhebmZvGmhEIhkUAUCgV0dnaiVCphaWlJ8h8O+7W2tiaEKZpO2bD29/fLHcJzitlALDza29vFn0M/Dsl1lN7yGU0kEtjY2JD7p7GxUQZp+/v7sgXiILCyshKhUAgOhwNOpxM2m02msfQmMqGc2wkOFrk9YcPJz5vJzmxgWDBRWtLc3AyVSoXl5WVperjdLhQK8oxR1sehBdULTENPJBKCeM5ms/Jn8b1koCSbj1QqJRJbFs28T202G/R6vUhdl5aWUFdXJyngHMQWCgXJZ6ipqYHVahW65IP/HKXWrHsIdtnf38fExMShPn8cfrDJS6fTACDbXTYMBoMBVqtVYB96vR69vb0iqSRpk2nwNTU16OjoEAM3faf09bIWpNyYnwsHhcQlU2Gwvr4u9SW9QZRlUWZHHxJ/JtambKI4nCRWn5tiDro6OjrEd0lPBHDfM8IGmnfDg5sQk8mElZUVTExMiISbXhwO4Jln09DQgJaWFlgsFtTU1Mhg02q1wmq1SswEt0EPeo9HR0dlWHTy5EmRfK2urkKtVsNms4l/hkNFNimUadJnTIUCZVRarRbt7e2fyjP0qZoNBpuRoUztMH0FnOyyyGL4VE1NDdLpNHZ3d8UkSGoQpRMPdqWpVEr+Ha4ZqXc2m81iJuNmZXp6WjJAiJM9duyY6Aspe6LEY3FxEYVCAVVVVZKCzgeN1BjKqEKhkBQLXGtxCsNDcX9/H6VSCel0GrOzs9jc3EQ6nRYMcGVlJSKRCObm5uDz+eDz+UReZjKZJNmX/9Hr9RKMViwWYTabkc/nkf44PwO4P2HS6XSwWq2oqqpCLBaTxqS5uRl9fX2yfqa3gCQt+mS45SHWLZFIAIAc4NQ3c1LGRGLSiQ4bPcopUjqdRnNzM7q7u+H3+yV7ZXt7G8vLy4jFYhISyUkFE7UjkYhMYBh6o1QqJQ+F0g1meigUCtGsA/c10/TcJBIJTE9Pi0GVfpGDgwMptnZ3dzE5OSkNjUKhwNmzZ6WxU6lU0Ol0YhIulUoSgMbG3WQyycEzNzeHDz/8UIo4tVqNlZUVxONxOZhJ2eDkkpkDBwcH6O/vf0jTbDAYsLq6KpI5nU6Hmpoa+b+xIWYgHOU3nBDxWeI6lSQfi8WCu3fvys8aCoVgMpmQ/hg1zYkVE9lp+NTpdEKmI/qQ5nmSwMbHx3H37l0xKh7mq6GhAbu7uyKTIiiCfobm5mbk83ksLS3JBIpr7ng8jvHxcZkqJZNJLC8vY35+XoqsXC6HEydOyFlGuSbDNRmmR1oS5XZEVrO4Zl4Gca70g1DyF4vFRJqkUqnkQmcRyT97Z2cHnZ2dUKvVWFpagsvlQlNTkzQHoVAIq6urYjjf3d2Vxl+v18sQJ5VKwefzYXd3V1DVJBfRuLi9vS2elWAwKBIUmmh5CVO+Spw0m32j0Sh+OabbEvfKQpJFC6UOfCZ5DrCg4+aF70k8Hkc4HEYwGJTNOKf9h/licB5wv6jhQIx+Lv5M3HDwTp2dnRVymtfrhdvtljuMcrRjx47JM0EEc21trcjWstmsmEQpm6TagF5MhnB2dnZKo1ssFnHixAmR3jL8TqvVSuI3t+WUhjU1NSGfz2NmZgalUknqCBpem5qaMDg4KE0BvT4Wi0UkZgQXPPjZUuFQKpVgMBjgcDiEjBWLxdDU1CTqDTZClMjw3GJhSqk0JSgMwaWH5kH5KTX8nI7TU8eJPYMA+bxyq61QKKSpVSqVAO7f/fRvEB17mC/WJRxEsJGnvIjnI5spnU4Hg8EgpD6XywWLxSJIV6vVKuStpqYmyax60MsCQIar9FZwI8HPkueeXq9HOByWn4Hp1zw/eP87nU6hO5XLZTmPDw4OJP8pn89jZWUFo6OjmJ6eRiwWQzgcRiqVQl9fn2S1GQwG1NTUQKPRyOCMZzGfD25qqHLhhpjfwYaGBgHU1NXVIRQKSU1gtVrlZ+cdxDpzY2NDtho1NTWIRqPyXHBzGQgEYDabRX7FLSilYVTO8Bzm9psAD8pv6Y9mYCPDlD/J61MZxOmCJyKV6DeSCMjGpuaTvwx1tw+STSj5aG5ufqhoYOLyg4SqZDIpTQy/gFztUvep1+sxOjqK5uZm0X+bTCY5mJnqy0kEiwMm/m5vb4uRuLq6WrYjhUJBCu+33noLX/rSl3D37l04nU787//9v3H+/HlZzTLo7cHodpfLBavVKoSJyspKZLNZCeQj0pdMc61Wi42NDTQ1NcHtdgsNi9Morq1pkKutrUUgEJAAMX5hOzs7MTU1JTrYB2Pnqd0nQWN/f1+04PwCUhZDqU1VVZVolWlibm9v/zSPz9/5RQ04u/tisYj19XU4nU45fJnRYDAYxEPhdrsRj8dFN8xU99raWglWHB0dhc1mw/LysmSqUIYxNzeHra0tNDc3i2yFRX4ymURfX59s5ShNoxadl8fAwIAcjJy+cTpsNptRLBZlKqzT6ZDNZuFwOLC4uCiNLPGMlBNx0+Dz+USjnk6nYTAYHjKKUjbGrVS5XBYSGnNLVldXJW2XhApOrRiCScxjU1OTIHGB+2hAHp6ky/n9flRWVmJtbQ3nz5+X1fm1a9fgdrsF2UiTNb/33Dg+SE2jt2VxcREej0eakL+PV0VFBebn58UcTCoeZRscMJA5T4Qtw5y4/S0UCqivr0cqlRIkcSaTEQAHgQXz8/NIJpNwOBzClKdJnN9DyuNSqRROnDghibHxeBwdHR04ODiQEEtK0jhUKRaLQiHT6/WCt+Van7IAFuiJREKCJLmRop+DRB9O9JhgHQqFRE5DVKnX6xUJADMI7t27h+rqapRKJbS2tkKhUODq1auCzKUXkN8fDrQo/ezq6kIgEBA4w8HBAVZXV0Xu4nA44Pf7EQ6H0dnZid3dXZlKc0tPySCnqpQwEDPOIQC9TIf9amtrE4lGLBZDMBgUaS6HZWazWe5m6tGz2awUCy6XSwoL6u8ByLY9n8+jsbFR7lZui3lnsxmpq6vD/v6+NAv8/qbTaSHgkRhZU1MjG1GPxyMyZ8qEaHwH7k/JWdTw7iFUgzhTbj5nZmagUCjQ3d0tQzkaWumLeLCo5+R2fX0dHo8HNTU1gm6lfPBBuczKygqA+xslUtM2NzcFChEMBmE0GmXjl8lk5H3kQMpoNOLg4EAKaTY1xJ8eHBzI/cTsJIPBIOccc5ZsNptIpxcXFxGNRuFwOA71+ctms7BarZI/9iDApqmpSb7/2WwW+Xz+oWaLqHBufLn97e7uRiKRwOTkJHp6ekT6x00A71FuU9hEE/3KOmRpaUk8kQxS5J3Pho3SfvpKuMngZ0a5WiQSQTabRTqdhs1mw9raGlKpFF544QUJ8a2oqMDw8DB2dnbQ0tIiZzoHFoRjUNrJ+1Ov1wtCmZtdu90u70t3dzeuXr0qTdv169fhdrsBQLD6fr8f6Y8zYniusWHK5XKoqKgQiBK3xRxU22y2h0hyDodDpNfb29tSpy8sLMDhcMjGmCoEj8cjTRUH1J/k9ak2G3q9HidPnsTa2hq8Xi+8Xq9MzjgZpnmFP/zU1BSmp6fR1dWF9vZ2NDU1yWq8WCw+pJuvr68XxjvX/FwBkzIRDoclbbinpwdGoxFer1c+YJos7927J1MGNjfUoXIawWAiSrYYsmW1WpFMJmVbwBRymltpuqQekIZbTn84FaRkiwmoTEPm2kypVGJ2dlb08mzguru7ZXLC9Sxxs7zg+cXhYezxeCSUSKPRYHl5GTs7O4I3JNUrk8nA5XJhb28PCwsLYuIC7ptf9/b2xHzr8XikMNd9HITI3ADieA/zxQuP0yeuk9nh2+12dHd3o6WlBU6nE06nU/TsXV1dMBqNeO6550SOQsoEAAlE5L/DyfDCwoJMUWtqagSDywRSThOYxkvd7tzcHKqrq3H69GkYjUYxX3GTwMAhhtU9SI5aX1+XtWxfXx8ymQyee+45ucRp4E4kEtje3n5IgjgxMYGNjQ1sbGzA5/NhZWVFDurKykrs7u5K41ooFLC2tiYXIA9MymvojeJ3WaVSyTqX04/m5mZkMhmkUilh/IfDYYyPj6OhoQFf+MIXsL29jcceewwNDQ2YmppCLBbDxsaGFL3c0LGAUigUcDgccDgcKBaL4k+h8X1oaAjt7e1/L+hbNu1KpRKf+9zn0NLSIix0hmFy21tZWSnNI+k/3d3dEk7Ky6i1tRU2m022N9QL0z9gNBpRW1srFxSLdGYRsLHVfYy55jPKNGUaVPmZEh9J4g+3dwcHB3A6nejt7cXBwQE2NzcFh03fHf8djUaDjY0NaSSoRZ+enhaZJae9NMrTl6fX62WrxQLU7Xbj/PnzMmXkBDsSiWB8fBy5XE4KF2J1OZAhxIHhXyT6sTjM5/M4evSoyFc5jODvybBNTvXoYWOzC0A8AaQ5kfJ12C/KD3d2dkTGQxNpLBYTgzfzqHgfeTwegZdMTk6ipqZG8pZKpZLAMR6UJyuVSqTTaZH/MReAnizeB5SG0vM4OTmJ6elpwcIfOXIEgUAAwWAQjY2NCIVCEmpKnwIR2gDkefF4PJLSTF8nc2A0Gg1u3LiBY8eO4dy5c1LQU7u+vr4uoIV8Po9YLIadnR3xbfLcCoVCCIVCaG1tFblXU1OTmJhJRVKr1RI8aDKZoNVqcXBwALVaDaPRiIaGBlETEJjAhmBlZQV2ux2xWAzpjzOcdDqdyGRtNpvQv2j4pcSvUCjA5/MhHo8jFotBo9GgUCjIRJ7I/8N6PdiAlstl3Lx5U8iFHBqRQMqhby6XQ7FYhN/vR11dHYLBIJaWlpD+mOqWzWbR0dEh9DuCDdxuN1QqFVZXV6FQKIQw96AXsbGxETs7O+Kl6+vrkzMLgFCadnZ2ZGjI7zuHa/v7+2hvbxfaWDweRz6fR3t7O5xOJwwGA1544QX09fVhc3MT2WxW7jmFQoG1tTUkEgmpN7kBpF93Y2NDcmLq6upkc5XL5cSDSBkgtx5WqxVut1uADg824k1NTSKRpWGdsAIqcqg+YnTCmTNnsLy8LAOvBwEQ4XAYy8vLQljlfQ9AEM1svqgY4Vbt5MmTn/jZ+VSbjXw+jzt37sgFOzIyIgx0Enq4yeCmQKVSIRaLoVwui9mPX+TBwUGh46TTafT29gK4b2wzm82iJWWGwfb2tqzpeNkwLZqT0KqqKmGqFwoFLC4uinlyb29PCCucEjK5kk1ATU3NQ3Qi0hUaGhrw1a9+FWtrazAajZibm8OLL76IW7duIRKJ4JlnnoHP55MVP1eM1EcTM6hWq7G6uorW1lYUi0WhDFitVgkLUqlU8Hq9KJVKMkUhs59NCOUTiUQCm5ub6OzsxPHjx7G/v4+lpSXpSjmt52EQDoexu7srDRovLrfbLeFgyWRS9NlcM29tbcm61Gw2Y3JyUjrgw3pxQ6HVajEwMIAf//jHsm5XKpXiy8lkMrJqZjAPA3bsdjva29tFl5lIJHD8+HGMjo7KlIG4UpouSUTiVoUTKE6Zmfp6cHCAlpYWDA8PPxR+SPQwfRWlUkk2UPxnmPS5v7+PaDQqvhEm06pUKszMzGBnZwd2ux2RSAR9fX3Y2NiAzWaD3W5HX18f3n33XZjNZgCQyTc9D9z6sFAlYYfaYppoKTV49NFHMTs7i8nJSXnvucHkZIfyoEQigba2NlRVVSEcDqOtrQ1OpxMWiwWvv/66rNFDoRAKhQK8Xi9OnjyJn/zkJyiXyxIIRnkKZTaNjY0wmUwS5ERccKlU+nshoqnVagQCAQlQNJlMGB8fBwCR43E6f3BwIHSoqakpRKNRtLW1wWw2IxwOo1gswuVyia+FWxO32/0Q2YUSq/39fbk4AYhniX9XLBaDz+eDSqWC2+1GoVCA2+0WySnBD21tbQI54DaX8rlAICCo3pqaGtkwcNrKbCEAkknA9b/ZbJYMJJvNhkgkImx4Pm9VVVUi4ayrq4PP5xMq2fLyMqLRKIaGhuSf6+joENnszMwMjEajPBP19fWIx+OCJvX5fDh//jwMBgNyuRyuXLmCnp4eDA4O4t1338XJkydRX1+PoaEhRCIRSX3n+8Xfm9tzUrCMRqNot2tqasSL9Pfx/AEQc7ff7xeJIT2NuVwOgUBACj9KFAcHB+Wu2drakrRhh8OBcDiMXC6Hzs5OGfLxnsjn8+ju7obD4cDq6ioymQza29uh1+uFkNjR0QEAUgxzoMcikfIar9crmNr19XXZutEP4ff7EY1GZWtGIiP9IGq1WrJp1tfXUVNTg56eHvE87u/vC76+tbUVKpUKmUwGsVgMy8vLsNlskmQfjUbFaM/NDpuxTCaDtrY2kcxx89DX14dIJIJQKIS1tTWpHdh0MNiYkhi73S6y40KhAIvFgkKhIO9PV1cXrl+/LncYYwNaWlrkuezr6xPvKT9LAhkeffTRQ8d/J5NJXLhwATs7O1Cr1chms1hfX5efl3dadXW1DAYezN+gqXhwcBDvv/8+vF4vtFotrl27Jp/R7OwsvF4vjh8/LsGd3HTR+6rVakWyeerUKUSjUZFP0ldy9+5duFwuuFwurK2tiYyQ91Z9fT12d3fFr7S1tSVBkrzfWXQDEGUIg/30ej0mJyfR1taGyspKXLp0Sc5INgE895xOJ/r7+wUr/yC5L5vNoq2tDQqFAvl8HpcuXUJ/fz+2trbg9/vFU/EgNIgSNA5G+NlwI06iaTgclrvGaDRiYmICX/rSl4QUSdmY3W4XTDSHN5lMBvPz8/KsPqg6yuVysrX8pK9P1WxwPUMpyfLyMq5evYqtrS088sgjQl+i+ZWm3EceeQTXrl2D3+/H6dOn4fP58Oyzz2JyclJ4wPz3OL1YWVkRAyoxaERGTk9P4+mnn4bD4ZCwk+XlZZw6dQo3btyQpiSfz8vE/969e/B4PKirq0Nra6v4MI4cOSKBMZSbxONxtLe3IxKJ4Pbt2zhz5gySyST8fj/u3r2LU6dOycqfhd38/DxKpRJOnz4tE5ZAICCyLVKKdDodTp06JTg1ToVaWlqwubkpm5Rbt24JuWBtbU3wucvLy2JSowmYdI3KykqZjFgsFhw9elRkBZOTk9Bqtejq6kIwGJSpPDn3bIZ4cFCrWFFRIWSMWCwmOD+a4A7zVVVVJeFaXV1d2N3dFRxsRUWFTAfItqZuEoBQIa5fvy7Tu4ODg4dSQCnX4/qXMqojR45ga2sLkUhE/t3a2lq0t7fDaDTK9K+qqkroHJ2dnbh27ZoYeE0mk/gWNjc3ZUJcKpVEwtTc3AwAsqosFotwOByIx+PiA/F4PA/JaoaGhmTiGwqFxNPEaSThClVV94P3Ojo6cOzYMbz33nty0dL/s7q6ikKhgGQyia6uLszMzKC1tRXXr18XXSzlNCxs0uk0WlpaxJRGDjo3lleuXEF/f780vOfPn0d1dTXGxsYwPz8vUgkW5TwoWfQwSHJgYECm25WVlfjqV7/69xKqFovFJAW2vr5eNguksymVSmQyGckZmp2dRXd3N5599lm88sor4s/K5XJSpM/PzwOAoDWrqqowPDwsU+xkMilnCfHZdXV1yOVyIqsjbayzsxMTExOy7fjpT3+KY8eOCZyCBSVpKnt7e7DZbLK5SKfTMjVUqVSYnZ0V8IXNZpOGnnfB+vo6enp6RGfNM41nYzgcxurqqkzfKYlbXl7G1NQUBgcHEQ6HcfbsWbzzzjtCdmlpacHs7CwGBgbgdDqRTCZFE88gwb29vYe2sqFQSDyBiUQCZrMZiUQCS0tLaGpqwujoKIxGo4Qltra2ihlya2tLigkGzpZKJaysrMjWWqvVCgf/vffew4kTJw79+SO4ob+/H6dPn5ZiJ5fLYX5+HkajEUePHkUoFMLk5KRMf1dWVnDz5k2MjIzgsccewxtvvIETJ07IVnN4eBirq6t45JFH8Oabb8odk8/nRaJKKS3N/cxuIemJwJWnn34a6+vrsNls0nAEAgEhNhHvarFYRFvOzCqSzBi4xkFOLBYT4lhbWxuuX7+OX/7lX8bPfvYzGQidPXsWiUQC0WgUjY2ND+GPW1paBMbA2qCrq0vu8ebmZlRWVqK9vR2vvPIKzp49K7S9vr4+3LlzR7JYSJViGnoulxOs6OTkJFpbW6X5r62tFZltc3MzEokE/H6/3EtEK9+4cUPgMjTeM8GZcthEIoHGxka0tLRgfX1dvJ+H+bLb7YhGo1IkE4pCbCsJoLu7u1heXpbN49LSElpbWxGLxTA0NIQ333wTfX19kmBdV1eHz3/+82hqapLvMCfwHMhRMsjvLe960vLYHC8uLorkeWxsDF1dXSgUCujr64PVahUPE3Oltra2cOvWrYeQ+txOqFQqdHd3Y2lpCTabDffu3ZN7iMCYfD6PjY0NyZhienhdXZ3kcxA60dzcLOhv3hFXr15Fc3OzyDm5LaR5/dlnn5VtV6FQwK1bt1BdXY3e3l54PB6sr6+L5+fevXvi+w0EAg/lb7S1tYlE3uFwyFlNSSAHMIVCAQsLC4LopVQ/EomI6f+73/0uHnnkEVEifZLXp/ZsBINBKdy2t7fR19eH2dlZzM3Nwel0ytqa2trFxUWcPHlSOn1iB+/evYsTJ05IKFSpVEI4HIbH48Ho6KgYn7mG0+v1SCaTqKurw8jIiMiTlEolcrkcbDabNCjkKIfDYZw4cQL7+/ui8d3Z2REz4ezsLC5duiSmOKJhi8UidnZ2cO7cOfh8PvlQ3nnnHXR1deHGjRswm83467/+axiNRjQ3N2NtbU0u5XQ6LYE2fr8fTqcTXV1dWF1dlem5SqXC2bNnJRSNtKihoSEsLCwI2o9SGurq29ra5HduaWkRGlJTUxPGxsak8+bvcffuXWg0GuFMu91uoXOMj4/Lg7+wsACDwQCj0YhYLCYoXeqTHQ4HEokElEol7HY7LBbLoU/22ED09PTg3r17eOaZZzA/Py/FHQD5rA4ODmQCwslUNBqFxWKRbdHe3p7gQymxM5lMkhre19eHxcVFzM/Pi78nEomIbK6urk4mtKRJUE6YyWRQLpdlw2az2bC5uYnHH39cks9XV1dlKsnsFBpbiZ11Op1Ip9PyGXMbduHCBSwtLUlRxSaZ0xiTySRMcyL4mHLt9/tht9slKLCqqgoTExMiITt58iQSiQSam5tx5coVHD16VLTN8Xgc09PTEhzZ2toqSbydnZ14++23MTQ0JMa17u5uoRXV1dXhsccew5tvvikBdcwJ4bCBhUEikcDKygoGBgawtLQEtVoNi8UCu92O+fl5vPrqq4cOKAAgk21mAe3t7cHr9WJvb0+SVbkZYpPJlfmxY8cwNTWFiooKjIyM4PLlyxgcHMS1a9dw8uRJ+Hw+kWVMT09jbm4ORqNRtLbE6mq1Wtm8eb1eyRpIJpO4c+cOXC4XFAoFfvrTn+Jzn/ucnG8jIyOiN6amHIBkrfA7k06nhWJ24sQJOaNu3LiB9fV1nDx5Eg6HA/Pz8/B4PGhsbBTvVG1trSQ/FwoFxGIxkW5RSkatOyezzz33HCYnJ9HS0oL9/X2sr6+LpMxkMmF5eVm2lQxRJJyD/z0ej4s0a2trC+3t7UKhGx8fR0tLi0yeY7EYvF4v4vG4SHHYRB4cHGBxcRFqtVpShEOhEAYGBgTqsb29DaPRiLt37x7680dcssfjwdTUlBg4iQedm5sTyg0lnrwv+vr6oFAo8OGHH+LMmTMinWpvb8fVq1fx/PPP4+bNm3C5XPD7/Ugmk1JcUBaj//8Q99/Bjd/3nT/+JNgAECBIEL0RAEmw97bk9qqVbK0cWbaU2OmX2Cl2ymSS8+UmuWSS3E3m4stN4otzTs4TJXYs+axiq6x2tX3JXfYOgiQIEI0gQAIEiEaQAPH7Y/V6nfaf70hzOf4+Mxn7zpZ3CX7wfr/K8/l4yuUwGAzw+XyIRqOQyWQQCoW4cuUKHj16hGw2i4WFBU5bjsVicLvdePnllxklLJVKcf/+fUxPT0OlUkEsFkOn03ExSmeZx+OBWq1GVVUV9Ho97t+/z41Kf38/Hjx4wOdfbW0tD/QUCgXi8Ti/07QVIdM1ba/oPbh//z6amprYL9nX14d8Ps9FoEQiYaVAcXExmpubn5p+7+7uYnx8nAeMdK7RGe1yuTgUlSToZrOZh3pEFaK7mxp9r9eLiYkJFBUVobW1lQmHDx8+hMFgwJUrVzAxMXGs798777yDK1euIJVKQSAQYHBwEA6HgwcWq6urmJ2d5VyXQqHAygtqXpeXlzm77Pbt2xgYGGA/0Pj4ONPnVldXATwZ8EgkEpYE0daEmt1IJIJMJgO3283Bc9XV1bh8+TIrDlwuF9bX1+H3+1myZjKZUFlZiUgkwvSsjY0NeL1eSCQShMNhNDQ08D9DQ7jHjx9jYGCAc91IRjw4OMhbZ7/fz7EJ09PT7D8JBoP859PQl1Dfo6OjXAs+evQILS0tGBoagkQiwRtvvMFWAYVCAYlEArvdjkwmw5lVhKSm7DiKAyA5LQDU1dUhEAjg/v37vFWXSCRYXFxEaWkpmpqaGD6zu7vLoYhUpxcVFWF7exunTp3i7crbb7/9id6dT9VskGZdp9Nhenoacrmco9tlMhmHTJnNZs6U+Lj0pbS0FLdu3YJer4fFYoHf78fU1BQXai+//DJ3Z/v7+5xvQBNUiUTCtBrSyjmdTpSXl6O/vx937txh5/5nPvMZGAwG3L59G1evXmWPCAULyeVy6HQ6uN1uNkeS6Yx0eXq9HlarFe+99x6GhoYQCAQwOjqKr371qygpKeE1FWnvyCRGDYBer4fJZMKjR48wMTGB/v5+VFZWIhQKQS6XY2lpiVF+5CnZ3NzEwsICBgYGMDg4iJ2dHQ7zIc07mdfT6TR/Jn6/n82DNN0xm82IRCLo6enB9vY29vf38Td/8zfQarVMjwgEAtwJr66ussmTcJVbW1vY2tqCy+XivIjt7W2WeBznQ4nUbrcbOp0OU1NTHPJF7wkRF2jtnMlkeAvS3t4Ov9+Pqqoq+Hw+HB4eoqenB++//z6+8IUvYGNjAyMjI3xhTU5OMv2BjGPUyKrVap7Ql5aWorW1FXK5HCsrK5BKpfD5fBgcHMT6+jp+67d+C0tLS2z2yufz0Ol0HOBI2yqNRoPDw0PWv9OauKuriyeB3/ve9/DMM8/g7t27KC4uxvj4OHp6emA0GpmY5XK5WBr48bAlo9HIhrG6ujr4/X44HA6cOXMG7e3tGBsb4yRni8WCaDSKs2fP8pSXfFC5XI4vh9hHAYi0sVEoFLw+z2az8Pv9vCEjmeHly5cZ86dUKnmKVVlZiUKhwJP+hoYGlnyRdEStVmNychJ6vf7Yc14A8MSWZAFmsxnz8/OQSqXo6+tjkx9N3x8/foxoNIrz589DpVKxDpyIbw6HA83NzVw0EYHHYrGgvr6eV/G0LaN8I4vFgsbGRrS0tMDtdnN4Wn19PTcMTU1NvLFtbGzkjQFJpchITWcIkVEqKirQ2toKr9fLyOKPb8jo56NCQqfTweFwsF+Kztr9/X309vay1pq8fBKJhDc4ZrOZSYMdHR2IxWJ8FnZ1deH69evo6Ohg6dru7i4XH/ReUjNEE+fl5WWmTmWzWVy9ehWPHj1iaRihoGUyGc6dO4f3338fZ86cQaFQQCgUgkqlgtVq5S2dx+PBysoKDg8PceHCBbz33nswm82fisTyb/VQArHX62V/EGGRyXNG9yPpxdfX12GxWNhrQhpwu92O5uZmrK2tobS0FG+88QYuXLiASCSCEydOMF2MkJ40hJufn0dVVRWGhoYQDodRU1ODtbU19votLi7imWeewcLCAlpbW2E2m5FKpThBWywWQywWQ6/X86acthFSqZSlXgQ0mJubY2kz+RH39vZgt9uZTCSTyfDhhx8CACerV1dXQ6PR8MSYtirU/JMXkyQst27dQnNzM06ePMlnltFoxMbGBlPX+vr6+Dyld5gSsktLSzE4OAi1Wo2pqSkkk0lUV1djfn4eLS0tsNvt6OrqQjKZxK1bt/jnC4VC8Hg8sFqtLM2imqK9vZ2bLofDwYXpw4cPUVJSgpmZmWN9/4xGIw9D29vbOXtMLBbD5XJxeB2Z7MkrkUwmue6gKICenh5sbGxgaWkJ2WwWPT09LJ8lEhzVZ5ubm0x8crlc7IWrrq7moN1Tp04xAODMmTO4ceMG8vk8Lly4AJ/Px78vut8J+0peBfLFUSNInhMAT5GqjEYjh+2SnK6vrw92u50N7BqNhoEMBJdYX1/nzRV5aycmJmCz2WC32zE3N8eSRPI1f/jhh1AoFNjY2MBnP/tZ7O7uor6+Hul0moem9C4CT2At5KVaWVnh7zqdV+3t7Xj06BHq6+uxtbXFdcZnPvMZhEIh7O3tsdKH/JNarRYej4fVMuFwmH01JCH+JM+nMogTa7+srAwnT56EVCqFw+HgADmlUon+/n5UV1djYmIC169fx+LiIra2tvggIU3fysoKZyEsLS3h/Pnz+Lu/+zumWw0NDfGUiqbpALCwsAC73Y5wOIyDgwO0tLSwuevChQs4PDxkrGFLSwuKiopw+/Zt3LlzByaTCT6fD16vF5lMBhqNBpcvX4bBYEA2m8Xm5ibu3bvHUz3SuBN698UXX4TNZsM777yD+fl55PN5DA8PI5/PcxIrYWH39/cRDAbhcDiQyWTYCEaBQUQHmZ+fh06nw8DAAMvGKioqkM1meQVOpvBgMAiNRsMBMSRn83g82Nvbw+LiIqampjiP4/Tp0wDA+lmz2cxGeyIvEH6XGh5ak1OaKWmW6aCnoJvbt2/jX//1Xz/N6/N//ZSVlWFmZgZ2ux1isRi9vb24cOECYh+FdRFVwmAw4MSJE9BqtaiursbY2Bhr3cm3Qdsen8+Hjo4OPHr0CB6PB1VVVUynqqmpgcFgYBRrKBRizw+tXMm/4Xa78cYbbzAnu7u7m7cBMzMzWF1dhVKpZE49Ge2oKdJqtbyJIYMhBUl5vV78zu/8Du7cuQOdTofZ2VnU19fzZoGgAkQdqqurg9lsRjwex9zcHE84JiYmYDAYMDg4iNXVVU7lJjKa2WzGwsICKioqoFarWSpJWxylUskyR6FQyBpXAj34fD5O6N3c3OQka6vVymY8oVCI119/Hffu3ePPlRoiwkK7XC4upsbGxrCzs8NSw5WVFcjlcjidTm5KjvsdpMC+cDjMZ4BIJOJGvaioCKFQCKWlpTh79iz6+/sRi8UwNzcHs9mMU6dO8XYpGo1ifn6ewzIjkQiGhobgdDoRj8dZ0kOequ7ubpw+fRoCgYCzINxuNxobG1FaWor79+9DKBTi4cOHOHPmDHQ6HUKhEP7xH/+Rc2MIhdva2orm5maEw2FMTU0hEAjAYDBAo9FgZGSEC1mRSASfz8eSPspfOH36NF5++WW4XC7s7u7i8ePHvH24e/cu1tbWUFFRgXA4jIcPHzKMwu/3czYLnV0tLS1YWVnB6uoqbDYba643NzeRyWR4i2Gz2aBQKFhzb7PZWDJjsVgQCoUgFApZJ59MJhEOhzE5OYkLFy7gwYMHGBwcZK29XC7HF77wBfT39/Nwwm6347333sP4+Dii0SgSiQSEQiFz/C0WC2N9j/upra2Fx+Nhs/XBwQFGRkZgNpuRTqfh9/uxsbHBHp3y8nJ0dnaywXh1dRVLS0uYmZnBF7/4RWQyGeRyOdhsNlgsFiSTSdy/f5/PBJLVyWQyGAwGBh84nU6eAEskEqRSKTz//PM4ODjAT/3UT8FsNvPAoa6ujuEe5N0UCATY2NhAOp2GUqlEc3MzqqurWYZDTcFbb70Fo9GI9fV1Hj5QTlJnZyfKy8t5qKbT6dDW1oampiY0NDQwuEEmk/HWNhQKQSQScdI0mcX39/fx3HPPoaqqCh9++CFUKhX6+/tZ2k3eFNLa011NRWQkEmG5ydzcHEQiEe7evYvDw0O88sorbOIdHh7G0NAQ/uRP/gQnT57E4uIi9vf30d3djdraWpw+fRoikYjpSPR7ILw44Uabm5uxt7fHG/3jeoaHh/kOIBmVUqlkmXtVVRXXTFtbWwiFQowEj0ajcDgcrIygwaHVauXNKaGVv/SlL6G2tpbfS1IkEBVSr9czZIMa0ZqaGszNzeHw8BArKyu4e/cuDg4OMDU1haamJiwuLgIAVldX0dPTw34QmvQ/fPiQE7Xn5uZQXFyMsrIytLe3Mziiq6uLgwcfPnyI7e1tNDY2IhgMQqvVcrPy8XccAM6ePYv29nY+x2iokUqlMDAwgHg8ji9+8Yusvrl06RLnaVRUVKCvrw8jIyPY3t7mQQ+l0VdVVWFlZYVlsWtra3A6nTCZTPyZr6ysoK+vD9lsFoODg+xNpUy59fV1JJNJzMzMwO12Q6FQoK+vD8PDwygvL0dfXx86OjqwvLwMs9nMHiXKbfskT1GBvj3/Hw+F4v3whz/EgwcPeIVOBtCNjQ0UFxdDrVaz7p3wjlTI3717F1euXMHIyAhP3p9//nkkk0lMTEzglVdewcrKCkZHR3H16lVEIhE0NTU9pcGnVTk1BpQmTaxvmoKSw59MzoQqnZ2dRXd3N0tJiPVN2FfSoet0OuRyOSwtLaGxsRFra2tMo7JarYjFYmhtbcXExAR6enowODiIpaUl7O7usmmRpmoCgYCnb729vRwgpNfrcf36dQ4xW1tbY68AhSfRBoSSHqmpa2hoQCqVwtbWFheMJJ1ZWFhAW1sbPB4Pmpub8f7772N4eBizs7M4deoUTwy+/e1vo7a2FoODg0w5It1hW1sbf0kBoL+/HwqFAvPz8ygUCgiHw+jq6kI0GsWf/umfPoX6/X/x0Pv37//9v2daEm3KCKV4dHQEh8OBbDYLlUqFw8NDzoo4d+4cxsbGsLu7i5s3b+LZZ59FWVkZDAYDcrkc7ty5g8uXL0Oj0cButzPOkfwExPHf399nAAA9xNImcy01RPfv38c3vvENpqyJxWIsLCzw3w0AY6Jpi0ST1FQqBYlEAqvVigcPHkAikSAej+OZZ57hQJ54PI5kMsn5HYVCAZubm1hdXYXVauVND6WAku6XMhlaWlqwuLjIxUskEoHVasW9e/fwcz/3c4zhnZiYYAIYfd46nY6lCqurqygqKsKZM2ewsbHB6MaGhgZIpVLcunULFosFzz//PP77f//vaGpqwgcffID+/n40NTXB5XKhqKgIAHjrQmnbtbW1TE4irHNpaSkWFxeh0WiQzWbxzW9+8//5+/fxd/Av//Ivcf36dZw/fx77+/sIhULo7++HyWTivxdN4mjqurCwgJWVFZ62kwzg5ZdfhtvtxuzsLDQaDedMUICm2+1GV1cXJ7oSCz0SiXCmxuHhIZxOJxobG/k8JPzx/fv38TM/8zOYmZnB3t4e5HI5m3s/+OADRswSRSiZTD6V1KxWq5HL5XgTfOnSJXg8HkxMTLC8jcyNCwsLsFqtvIUmcy1hMAUCAf9rLBZDT08PS5eI7vKZz3wGc3NzWF1dxczMDC5fvszEQ7rkJicnmQhERWA+n0c6nUZ5eTnUajWcTidv6kZGRvDVr34V6+vrqKmpwY0bN/Dv/t2/Y+NxMplERUUFmpubsbm5yWcuYZtJNkMaevIRUbP553/+58f6/g0NDaGpqQknTpzA2NgYent7GVNO2TdUoJJ0NplMYnZ2Fo2NjbDZbIhEIlhYWMCf/Mmf4LXXXuM75Z//+Z9x5coV1ooDTzD1crn8qSR5Mp/X1NQgHo9jamoKLS0tAJ5gNcfHxxnUQvlQYrGY05/b2tqwtraGjY0NVH0ULNrS0sJwE9o+UZ5RcXExPvzwQw5Ro03Gx2UvlJBMwXp1dXWYnp7G6uoqurq60NbWxgGrIyMj6O3t5Wa+urqaTbZisZgzvsrKyvC5z30Ot2/fxvb2NhwOB06ePImqqioMDg4iFArhrbfeYgrkiRMnuDkrKytjKRSdaefOncP9+/exvLyM5uZmKBQKPHz4EM3NzaxUODg4QDAYRCwWQ21tLfvvEokElEolZ0vRNqujowO/+qu/emx38O/8zu/AaDRyeGk4HEZjYyMCgQB8Ph+6u7vZCO1yudhPk06nmVh45swZKBQK3Lx5Ex0dHaivr2cjNAWbko+STOikJKCMIaVSyYGcq6urnDGlVCrx7W9/G21tbWhsbITdbofD4cCFCxd4EOj3+zkkkWqz0tJSGI1G3tBEIhF4vV6cPHkSXV1d+OCDD3B4eIja2lr8y7/8C+N2CREvl8thMpmeSkgXCARMRyVwyMjICBYWFnD58mUsLS2hpKQE3d3dkMvlLB2m7S8FOXd0dGBkZIRJg0qlEnq9nv2MFRUV2NjYYFKUWCzGK6+8gu9+97v4/Oc/j2g0CovFgrfffhtGoxH9/f2YmZnB8vIyTp8+DYfDgaqqKrjdbqTTaSYUHh0dwWKxYHNzEwcHB9jZ2YHVaoVer8fp06fxrW99C/F4HN/97nc/0fv3qWRUtFrs7+/H+vo60uk0FhcXUV9fj1QqxReiz+fD/v4+a7HLysrQ1taGzc1N1NbW8rSBSC5f/epXEYlEoNVqGQ85OzuLhYUFnD59Gj6fj0kFEokEOzs76OrqYjpOXV0dNjY2YLPZ4Ha7+SBpampCS0sL3n//feYKk867trYWXq+XTaqE27Rarbh9+zazj/P5PF555RXcv38fpaWlfOEtLCygpaWFvSGRSATnz5/H+Pg4qqurOVzp4xd4PB5nGZJcLsfg4CBKS0sRj8fZL0L6WEL2VldX8yTLZDIx0WVwcBDb29u87chms5ifn4darcbt27fxpS99CW+++SZeeukl/te5uTm0trbixo0b+MY3voH5+XkEg0GcOXMGJSUlGB0dhUwmY+QprfTy+TwcDgcjgV9++WWEQqFj1yxfvHgRr776Krq6umAwGPDqq6+yLpQSZRcWFuByubhh9Hg8eOedd/iztNls3Djev38fv/mbv8nBgIeHh6isrITH40EymYTBYGASSD6fR2NjI6qqqpDL5RAKhRgJR9sfn8+Ha9euIR6P45d+6Zdw69YthMNhdHR0IJVK4dSpU/B6vRxWpFaroVarOfyN8lyAJ8ABCkEj1OzY2Biv0y0WC6amptDd3Y3V1VWcPHkS09PTLInZ3d1lXe3e3h4kEglqa2sxMTHBf1e/388r2p6eHvz4xz9Gd3c3Kisr8c4772Bzc5OpIA8fPoRUKoXBYMDKygrGxsY4gEsul+Pw8BByuRx+v5+JSDdu3MBv/uZvIhgM4sGDB9jf38cHH3yAX/u1X8PIyAjGxsYYOzg/P89GzXA4jHg8DrfbzXx5ogiRRIgm18f9hMNhTqU/ceIE8vk8dnd34Xa7UVVVhZmZGQ7t+vi0iZJYAWB6eho9PT0c6EiUrvb2diwvL6O6uhpGoxGpVAperxeVlZUs4SOSCdFDCGlNsoLbt2+zVK2+vh57e3tMI5qbm8MPf/hD9Pb2oqWlhTNBDg4OWJrW1tbGhbnb7YZWq8Xw8DBisRhef/11nmQTzaWsrAxra2s8LKJQSaLrxT4KcwXA4VVSqRTf+c53UFtby/pin8+H69evc1H1zDPP8NaDsNSJRAIVFRXo7OxklOj6+joDF7LZLNbX1zmUUigU4stf/jKjMktLSzE0NISZmRlUVlZiaWkJRqMR+/v7TKOjQpeCDikjwGazcb7R/Pw8RCIRAoHAsb9/RqORPV+7u7vw+/3sJdvb2+PNJWWTLC8vY39/H2fOnIHL5WIPYnV1Nf7sz/4MFy5cwMrKCvR6PW/kSc5DW0tKIm5oaOBtRywWQyAQQC6Xw8mTJzE7O4t4PM7DCLfbjVu3bkGpVHIDferUKWxubqKzsxMbGxtMLCN8qVKpRHd3N8tKyXCeyWSYlkY+nq6uLrhcLiiVSmxsbHCBRGoA8lLRu+J0OnHz5k0mX5Hp3+v1PuX9rKiogFarhdvtxuLiIpPPVCoVbwlDoRDfMbQN9nq9LPUkZcf58+cxODiIhYUFbGxs4MGDB/j+97+P5557jn1aFosFs7OzPCkmORalc1NNRXIZ2vRRQ0wBrcf1UPZPY2MjG9YpUHl4eBiRSAR2u50bU9q26XQ6bGxsoL29nYd5AwMD7HUjSXgsFkNnZydv12dnZ1kCSJSpdDqNXC4Hu93OZy1JLCmGobm5GRcvXoRMJsOZM2dwdHSE+fl5bG9v84acZNRECZuYmMDY2BhUKhUaGxvR2NiIH/7wh0gmkxxou7a2hj/4gz9gSMv29jbm5+eRTqfhdDp5qEIbHtpAEvK3q6sL586dQzqdxunTp/H222+jqakJW1tbePToEc6dO4eFhQWo1Wpcv36dCaC0MScS2crKCsrKyhgyY7VaEY/H+bt2+/ZtVmmQEiWVSrGHKh6Po6OjA8CTWnh2dpYDgMViMQfAjo+Pw2AwQK/XI5fLQSgUwuPxcNbUd77znU/87nyqzcYf//Efo6Kigg1k9AumiTylOFKyN5lzPB4Pr1WvXr2KeDyO8fFxGI1GxONxvPPOO/iLv/gLLC4uQiwWw+v1IplM8mSGpgykKZPL5ezNSCQSrMWlQv/SpUv43//7f+P06dPMfC8uLkZraytPjisrK/H48WPWihMmjw4MwixqtVpMTU1heXkZv/RLv4Tu7m5Orpyfn8czzzzDwVBkOpPJZJy2brVaUVFRAZPJBI1Ggx/96EfI5XJoaGjA2toa9vb28OKLL2J6eprTWknrd/nyZfz4xz/GwcEBYrEYa7UrKiqwv7/PCFWxWIwTJ07g8PAQDoeDNY0XL17kA5MoVKurq4yHW11d5VCW7u5u7vaBJ4WBVquF0Wjk1Gq1Wo2Ojg48fvwYTU1NEAgEx7rZ+IM/+ANsbW2xSZFCvVZXV3H58mXkcjncvXuXZUg0zYtGo6itrYXf74dUKmW0cCQSYe8AGUGvXr3KUimiUlDT0tjYiPr6eszNzWF3d5fTcmndnkql4HQ60dTUxBhXg8HAAXiE4d3Z2YHFYnmKRJZIJLC6ugqhUIhTp06x+TKdTsNut/NU49KlS7hx4wYnfkskEsYJEhNbLBazRIfe5/39fczMzGBychJf+9rX0NXVhYcPH0IkEmFxcZHZ+gaDASaTiadQgUAAGo2GZVMdHR0oLS3l6Rt5lmg6p1QqMTs7y0bVn//5n+cAzXv37uH555/H6OgoLly4gPn5eUZfVlVVIZ/P8wZDJpPh6OgIY2NjOH/+PIe6uVwuztf44Q9/yDS845os/9zP/RzMZjNCoRBTcx4/fszEnOXlZRQKBZw/fx5arRbr6+swm82oqKhAIBBgA6BIJEJHRwcmJyfZjNfR0QG9Xo9vfvObsFgs6OrqwurqKm/G1tbWYDKZcHR0hPHxcTQ1NcFoNDJlh4rhBw8eoLm5GXa7HRaLBU1NTcjn84hGo1wgkwmTpH5ksCTZCDHvm5qaMDMzg+7ubszMzODatWuYm5vjiZfP50N1dTWi0Sgbh+ldIYqb2+1GXV0d6urqmD2/tLQEgUCAubk5CIVCDmg7f/48EokEioqK0NDQwN9tu93O20bK8FAoFKzRPjo64qFAeXk5GhoaGPpAXpW7d++io6ODMxHm5+dRW1vL7yYhh8fHx6FSqXjrJ5fLeYO5vr7OSeTpdBp//Md/fKzv36//+q/z353C+ij358tf/jISiQQmJycZQ0rUt2vXrmFlZQXxeBwmk4nzeYqKipBKpVBeXo779++juroaWq2WB4hut5sTowmd29LSgr6+PszMzCAcDjNwRavV8oafUK+ETv6Xf/kXnDhxAvF4HOfPn8eHH37IvytCCYvFYsaQ7u/vIxAIQC6X8+Akn8/zXfjiiy/i+vXrHGZLBv5r167B6/Xi1q1bUKlUfM7SBoxUDAqFArlcDi+88ALTj+isu3//Prq6ulBeXo5Hjx7h5Zdf5jtBpVLB5XKxAVgmk+Hx48coLS2F1WpFKpXC5cuXMTIywlN/8jTQgAcA+ztlMhkThJqbm5myJpPJeKhVVVUFj8fDG2qSB5Me/7/9t/92bHfwH/7hH+LRo0d47rnnMDU1xdlma2trsFgsqKqqYkITJXVTdgY1CS0tLXj8+DGGhob4cyFvGm2iQqEQo8/JU1EoFFim29TUhObmZjidTng8HggEAnzxi1/Ej3/8Y5bmnjx5EiUlJQgGg8hmszAajYx3p4A6+vMJ5UuG78PDQ5ah02B9eXkZX/3qV/Hee++hqakJe3t7+MEPfoBf+ZVfwfr6OntcC4UCv8OhUIjJZYeHh2hvb8fi4iLHD8Q+Cmgk+AuBjIAngdD9/f345je/iba2NvZLLi8vI5/Po6amBtXV1WhoaEChUMBbb73FBnGZTIaOjg72BTc2NiKdTqO4uBhHR0dobm7m5otiJYAnwZ5arRYikYh/jo2NDeRyObS2tuLmzZvo6urCrVu3WGb+h3/4h5/o/ftUzcbv//7vs+by6OgIMzMzGB4exvT0NJs9ifWrVCp56kIJoXfu3GEjLfkxSIdL2MWSkhKk02mmJE1NTbEZmSQtEokEu7u7bGAkBCF1r0VFRWwg9fv9MBgMSCaT6O7u5lRcmsKQZk2hUDB+lmgspMMEnshlKOE7mUxy4qnD4cDXv/51jI+PI5PJ4OTJk0zKSqfT2NjYwNHREUwmE3OUI5EIDg4O8OKLL8Ln82FjYwPhcJjlF0ajEXfv3sXJkyfZ/EQGSzL9kjaaJuU9PT3c5fv9fi5epFIpUz8+/PBDXLlyhSeGjY2NbPKhRkcikTBijVLb1Wo1kskkNjc30d7ejrKyMlRWVmJkZATf/va3j+2g++3f/m10dnby73RlZYV1lDs7O8yBpwBJ+tLSKpuY3ySZo5XphQsXsLS0xIWMwWDgQ14gELCJNRqNoqqqCslk8imjViqVYi+BwWDAc889hx/84AcIBAKsHa6trcWdO3dQUVHBWw2pVMrSp1wuh7a2Ng62PHPmDG7fvg2r1YrKyko+qPx+P5uy5HI5XnjhBXzve99jmdPg4CBeffVVxONxDpkiLwjJTGZmZrC5uYloNIp4PI7BwUHW64tEIqysrOAXf/EXcf/+fezt7fFk/ujoiBHJ2WyWV+lisZiDiVKpFC5dusRpscXFxbh79y6ampqwtraGs2fPcrORz+f5Em9vb+cEVMoaiUQibHirqqpCIpHA2NgY+vr6eJL0ne9851iLvf/6X/8rFhcX4XQ68fnPf55Dogg+0dnZybpfyiIZGhpiCh1JIWlgEwgE0NbWhq2tLcZKNjQ0cGaH0WjE3Nwcjo6OGIu9v7/PIAKtVsu0ve3tbbhcLvbYGAwGPH78GMvLy+ju7sa5c+cYk7i/v8/8d2om6SwkmhtJaajo0+v17JWgXJe5uTkcHBxAoVDA6/UyAIFkDru7u7y9IWSqzWZjulEwGORm60tf+hKH6b355ps4c+YMh2O+8MILTKF7++23GSFMoXCbm5vw+/3o6enhwkan02FsbAxyuRzBYBA7Ozt44YUXWA5BQap+vx9NTU1MhUulUkgkEoyjJrDC/v4+bDYbxsbGcPnyZUxMTOC//Jf/cqzv31e/+lX2sFAgbWdnJ8tVCMupVqvh8/lgt9vR1NTEJnqiG+7s7ODOnTs4f/48ioqKWL6m1WqhUCi4OKKJJsEfyCxKja9MJsP4+DiGh4c5u2hhYQFXr16Fx+Ph8DAqHHt6evDWW29hfX2dGxLCWZMPkRQFZJamsE+SH9N99/bbb6O4uBj9/f149OgRXnjhBbz22ms4efLkU1lKFARH2x+tVgu/389FO8FU9vb2WL6zubmJkydPsp/l7bffhk6nQ6FQYBMwEQMJ9kBkpMHBQSSTScTjcRQVFcFutzMilChBr7zyCr73ve8BACeqU4ghZUbRFmF5eRkdHR28vZ+YmEBHRwdWVlYwMDCAr371q8d2B3/ta19jGh9R7zY3N9Hf349AIMADCCIbUQAw0dvILzkxMYGvfOUrLPN+6623mCqWzWYZ20rKjerq6qcM19lsluEXDQ0NuHnzJnp6epDNZjE9PY0XXngBc3NznFdGSpRYLIZcLsfDIRo20tSesttoECKXy9Hb28tb+b29PXz+85/ne292dhZ2ux39/f24fv06BgcHOfCTgkxLS0tRKBTgdDpRUlKCxsZGKBQKjIyMQCQSobq6miladN4PDw9DIpHw+drV1QWn08nb1mw2y55akq5ub29zBgfVaiTTo/+tc+fOYXJyEmazmc8/asiDwSBKS0t5W0W1PuXkkfeYzuGqqio899xzGBwc/LdvNi5evIg/+qM/wm//9m/jhRdeQGVlJTcVsViMV0jERBcKhTh79iwHyo2NjTG/enp6GlqtFoFAAH19fVxEWSwWSKVS5HI5FBUVscadOq/d3V0mKNHajegDtEaPfRQxT8m43d3dTH1KJBLY2NhAXV0dqqqq+IKh5EbiFS8sLLAPhXRsAHDv3j2cPn0aN27cQFVVFes0RSIRgsEgysrKkMlkWNtPBBCSAdAanhjPFosFH3zwAc6cOYNHjx5xaJZOp0NlZSV8Ph8aGhowOzuL4uJi3mrQ6rKkpISpAxS0SOm+zzzzDCoqKvC7v/u7eOGFFzAxMQGz2QytVssJ4gCYyiAQCKBWq1FcXIzDw0MIBAJOXO3p6cHi4iL7DMrLy+H3+49Fs0zv3+/+7u+y4djpdKKyshI7OztIJBLw+/2oq6uDXC7n4Blas1+5cgWrq6u4c+cOBgYGMDc3h9OnTyORSLCmGAATxtra2vDhhx8+ZQJPp9PY39/nLQhhmmnqUl5eDoPBAIvFgpWVFUxMTGBvbw8DAwNYWlpCV1cXNjY2IBaLsbm5ieLiYs6toMk+/X4FAgEXCSqVCjMzM+jp6WFyG8kUCecJAHNzc4zhramp4e8BTRZJjkPreLvdDplMhlAohAcPHqC9vR2f//zn8Y//+I8AgBdffBELCwsc3kM6/oODA6YN0TYFAE6dOsWYxzNnzsDhcPAlnEqlsLy8jJ6eHszPzyMcDqOtrY1XxKRpJVkW6UOpSbt//z7y+TwPA4gIcvv2bbz11lvHWuy98soreOGFF3Dz5k0Eg0EMDw9zEN/+/j5nNRAbnpoLysFIp9MwmUwQi8X427/9W7S1tbEs8rXXXoNQKMTw8DDS6TT7CuLxOMxmM/r6+ljrLpFImIq2t7eHL37xi/jwww8ZPpDJZCCRSPD48WM0Nzfj8PAQsVgMVquVJ9Dr6+usPU+n06w/TiaTeOaZZzA5OQm5XI61tTUMDw9jYWEBSqUSDx8+hNls5gLg5MmTuHHjBhobG3m7XFVVxYMakvHpdDpsbW3x+6/T6SAQCHhq2N/fj+3tbZYBUppzQ0MDI0PHx8dRKBQgEAg4sbe4uBjJZBJbW1vIZrM89RwdHeXP8uDgAM3Nzfjggw9QV1eHu3fvQqVSwWQyIZFIsLxrbW0NhUKBZTwkETw6OkJ1dTXW1tZw7do19iL9/u///rG+f2fOnIHNZkNHRweSyST/Tj0eD0s66Qz5uL8ik8lgb28PKpUKp06dQiQSwXvvvYdz584x3GVvbw8ul4sT4wm2QRkrZKalCWlxcTEni1dWVvKGSyKR4N69ezhz5sxTPp3S0lL+3ff39/MgjiSBZKaluqC1tRX7+/soFAqw2+1QKpUIBoPsy/mN3/gNvPvuu1hZWUFPTw8HqZExHQA3tTU1NZz7QshWonmNj4/DarVCp9Ph7/7u7/CLv/iLDIkJhUJYWlriWofug/39fZ4sb21tsW7f4/EwLl6j0fBw4NGjR3w/mM1mjIyMQKvVYmJignNmkskk+1yFQiErLQ4ODmCxWBgjXVxczE3a8vIyg3WO4w7+5V/+Zezv76OyshIdHR3Y2dnBysoKNwQmkwkA2N956tQpyGQyVoLs7++zZ2dlZQUXLlyAwWDAT37yE/arbm1twel0MhijtrYWOp0Ofr+fw5t3d3dhMBhQWlqKO3fusP9HrVZDp9PBZDLB6XTC7/fjpZdewj//8z/DYrHwVkSr1eLhw4cAAJ1Ox98ZkkQrFApMTExAoVDAZrNhYWEBW1tbKC8vR319PRwOB0wmEyQSCaanp7kRJ7k7hZTW1NQw6cpoNCIWi+HevXsAwE04qS1oiFBUVASFQoHXX38dL774Iqamptgr29raypCZzc1NPH78GFVVVTxEeeeddyAUClFXV8dna19fHxYXFzkDimicFosF09PTaGho4OE50b0ob4082bFYDAMDA5DJZPj+97/PsIaqqip84xvf+Lf3bJjNZqytreHll1/mA4pwrUKhEOvr66xx/HgRVF1djWw2C5lMxtOtM2fOwOfzQSQSsQNep9OxGYVIUru7u9jb24PD4YBarUZ5eTmAJysmWrd3d3ezrEur1TJ2VCAQ4H/9r//FPoahoSHodDpuUHK5HGQyGYc8Ec2H9NMulwubm5sIh8McJmS1WlFSUoKTJ0+is7MTMpmME36pkaEJikqlgkKhwO7uLgQCAWw2G68e8/k8FhYWUF1dDYPBgIcPH8LlcqG9vZ0Dhii1O5vNoqOjA+FwmL/41Kzs7u6ira2NQ5dCoRDKysqg0Wjw6quvwufz4ctf/jLm5+dZJlUoFJBOpzE5OYn6+npYLBbGwtGqulAoIBaLobi4GG63G+FwmDnaH59AHOdDxfm3v/1t1NXV4XOf+xwcDgeOjo5QX18PkUjEK1TSw8vlckxPTwMAent7odPp8JOf/IT9Em+++Sbq6+uRz+eZNPHgwQPGDZeVlXHDEAqF0NjYyPKydDoNt9uNyspKNDQ0YHl5GWq1GoFAgNnwN2/exIkTJ5BMJjmAq6enhy+Wzc1NjIyMQKlU4tq1a9DpdHj06BHLRG7evMlEH7FYzFkcW1tbyGQySCaTmJubw6VLl5DNZlFZWclmNLPZzNOhRCLB0z1KPy0vL0dJSQmeeeYZAE82QL/3e7+H1157jVnl5Gfa39/n9yKTyQAAWlpaIJFIsLCwgHg8zqY2aoYpIMjv98NsNvNlQEnq09PTKBQKMJlMeO6557C0tASXy8VbNZIY0P9ma2srEokEZmZmcHh4iIGBAbz11lvH+g7S5PFzn/sc1tfXMT4+DrVazd9hnU7HG7Py8nI2CRImu7KyEu+++y7q6+thNpthMBiYLFVcXMzDGJ/PxwMK2rB9//vfR6FQQFtbGwBw4nZTUxPsdjvq6+vx2muvoaurC8PDw1hbW0NPTw/LWGnipVAo0NzczGGpGxsbEIlEnHwsFovhdrs5QO7o6IipVAcHB5zsfOrUKdbOy2QyDu4iSpjNZgMAbG1tYWFhAWKxmLnyhOadnZ1Fe3s7uru7UV1dzSjNlpYWfPDBB2htbYVSqcSjR494xU8bwXQ6zRd1eXk5FyHUBFLWxOLiIhobG+F0Ovm7RBP6+vp69iLt7u6yxKioqIjf39LSUvT19fF2Z2ZmBtlsFiMjI8f67gHApUuXkMlkMDo6ikKhAL1ej0wmwxIM+g6Sh7KsrAxSqRQWi4UBDPl8HsFgEAMDA1xM5PN5qFQqtLa2orGxEfPz8/z+0uCEKE5ms5mJZvRnUKBpcXExJicn0dXVhZKSEiQSCVy8eBH//M//jMXFRbzwwgsIhUJ4+PAhioqKUFFRgWAwCIFAgGg0ygWrRqPhxoAwq+Xl5byBrqiowHe+8x10dXVx80NTWAInNDY2coYU5SwQUIWyZUirPj4+jpqaGnR1dWFqagpCoZBT2clDEQ6HeatCWUherxfAE19joVBgmiCFzJ4+fRojIyP8r0KhkHHfJpMJjY2NfNcPDg5CJBIBAG/PVSoVhoaG4PV62RNAWH1KiT7OZ3FxEf/xP/5HRKNRlqQJhUK0tbXB7XYzZbCqqgo2mw3hcBhra2t87ggEAgQCARwcHOCzn/0sDg8P8Rd/8Rfo6+uDzWZDMBiEwWCAWCzGuXPnMD09zX8GeXxpuOvz+djn0t/fDwCs+pidneXU7XfeeYfxsG1tbeyr+emf/mk4nU5G8VJTncvlMDs7i/39fYyNjWF6ehpf+cpXcPPmTdTU1GB1dZWlTxKJBBaLBR9++CGee+65p7YoP/dzP8de2s3NTXi9XpaHiUQizjJbX18H8KS++eEPf4hvfOMbCAaDHOgMgFPnKeeouroau7u7bDVYW1vD7u4uWltbsbu7C4/Hg/b2dmxvb+Ott97C1772NYyPj/P9T+GWtEWLfZRhRkNmmUyG1dVVRKNR1NXVQa1WY2lpCXV1dXjxxRchk8lw//59rvM/yfOpmg0AuHHjBq5cuYITJ07g+vXrKCoq4vh2qVQKm83Gch6KPa+qqsL8/DzsdjtEIhHEYjG+//3vw2w2w2QyYWlpCe3t7dDr9ZidneUgNiqq6Auaz+eh0WigUChY2iEWi/Ho0SNen9fW1uLMmTPY29vDe++9B41Gg9u3b6OhoQHRaBQ7OztQKpU4ceIEgCf8ZKFQiEgkgkePHjG+9yc/+QnOnz+Pw8NDzM7OsuwmHA5DJBKx0ZB0v1tbW5icnIRSqYRcLkdbWxtrl8ns/eqrr0IkEqGurg6jo6Pcsa+uruLg4ADnz5+H0+kEAPak0HqPApxyuRwMBgM3ekRYUKlU8Hq9EIlEbFymaSLpoy9evIidnR2eAF29epXT14n6Y7VaIRAImKUfi8XQ0dHBoVtNTU2orq7GysoKgsHgp319/q+elZUVnDx5El/+8pdRUlLCvxeampWWlqKmpoYpYGR+zWazfFFWVlbi61//Ov/dm5qa4PP5OEU4l8vh9OnTKBQKEAqFyGazsNvtvLVbX1/ng4304lKpFE6nk43DJAci0xwxr4eHh9HZ2Ynl5WVO/qTASprmFgoFRCIRxGIxTE9Po7+/nyevpLcktGc6nUZrayuHs5FhWi6Xc5FP0j/yDhG7nD4TkigtLi5yIm1/fz+KiorgdDpR9VHCOKWiLi8vI5FIQKfT8fQDeHI5rq2tcSI0JbuSHpYacioADAYDGhoa8PjxYw4VEggELPuiVTStujs6OjA3NweTyYR0Og2hUIhbt24d6/sHAJ2dnfD5fExkunjxIoLBIAqFAs6dO8cJ91TwiMViKBQKNkvPzs6yN4VkGUKhEGNjYzCZTHC73WhoaGApX3NzM0sHiFhFKdpnzpzBzs4OSkpKMDk5iZ6eHmi1WqRSKfZYzc7OstRgfn4eEokES0tLqK+vZx8Q4SOpGFhYWEAmk0F/fz+nby8uLkIoFLKXZHh4mA3fHo+HpSUUvpjP51neRbIcgoJQGJpIJIJQKMTExASDF2w2G3w+Hyfn0uZSq9VyMjlJUkwmExMESS6j0Wggk8nw4x//GNeuXcPo6Cjq6urw7rvvora2Fj6fD+3t7SwBoQ1pIBDgIc/R0RF/HqFQCB9++CFyuRwjsv1+P2f+HPdDyF0iAq2urjJghM59AIybJikP+dMAYG1tjT/7Dz74gL01tHW7desWZ3YAYCpNPB5HLBZj3wCZldVqNWpqahg4ks1mEQ6Hsbi4iKtXr+LHP/4x0uk0Ll68iEwmA4vFguXlZW5QyJRdWVmJsrIyHiD19vbi1VdfxdmzZ/keam5uhsfjwW/8xm/gL//yL7G3t4dz585hYmICR0dHOHnyJMbGxuD3+7G5uYlcLgepVMpSuFAoxHcc+QlsNhtUKhXu37+PEydOwGg04s6dO7DZbBCLxbDZbAgEAojFYlAoFPD5fFCpVFAqldjd3UU0GkVvby86Ojrw4MEDCIVC9Pf3o66ujgmPtIE6OjpCPp/HxYsX4XK5nvpdUEZZOp1GJpNBdXU19vb2MDk5iXQ6zRLiqqoqbuwpB+K4nt7eXvzTP/0Tzp8/D6lUygPKx48fY3d3F+l0GrW1tWhpaWEfGG2rJyYmMDAwgGAwyHjmkpIS9tYUFRXhypUrbH6m3CzKYaFGd21tjT8Hk8nEgaakUqGoAI/Hg97eXgwNDeH69euYm5vD4uIifv3Xfx0PHjxAcXExqqurOQeI1CGNjY0sD6yvr0cul+NC/dSpU+znJdKgz+fDhQsX2DsbDodht9uRzWZ5a0JyTYPBwEAEUt2cPn0ar7/++lP/7Gc/+1m4XC7e+Gs0GszOzrLklGSRlIju8XieMpEXFxejqamJSXN/+qd/ihdeeIFzSuh7WFpaCrvdjrKyMv4++Hw+brQpe8loNEKtViMWiyGVSmFqagpSqfRTDZw/VbOh0WjQ0dGBiooKptq43W60t7czcYQoVIRUJK0yBXJR3kFPTw+njJJBe3FxEX19fXA6nchms2wGTyaTaGxs5JfW6XQiEAjA4XDAbDZz57+8vAyBQICenh5MT0+jvLwcer2eC2lqKnZ3dzE6OgqDwYBEIoG1tTX2migUCpZ21dTU4LXXXkNzczMuXLiA119/ncPvKOiKNjEikQgNDQ3sq8hmsygtLYVer2eeuMFgwOHhISebR6NRvPHGG6zVI313TU0NgsEgM6d9Ph/cbjcz8Le2tjgokcxvhGOlxEeZTAa73Y7nn38e0WgUoVAI9+/fR319PcuziEMejUY5jfzg4AB7e3vw+XwoKipCZ2cn9vb2MDw8jNu3b2N0dBS//du/jaqqqmO/bEmKRDpDOoAoOZZ0y6RB39jYwOjoKORyOV555RWEw2GWApG+ljJO5ufnOX8lFAqhq6sLLS0tCIfDvKIdHh5mQhAZ/crKyliDbzKZuFlwu924ePEiNjc34fF4IBaLUVRUhJs3b6KqqorzNdra2nB0dIR4PI6VlRX+75H00G63c9FKU7ZCoYDh4WEO0SKmfl9fH6/5CcNH6cJ00R4eHrJkUK/Xcx5MQ0MDHA4HPB4PLBYL9vf3WTe8tbXFMgtqzgk9TN+tqqoqHBwcsJa7rKwMm5ubGBgYQCKR4I0mGfXowKKAr0gkwj4Bkgqurq6iuLgYFouFL1uHw4Hq6mo4HA7YbDa89957x/oO/uhHP8JP/dRPcQL1iRMnkM1moVAosLCwwMSkvb09llUR7Wl9fR0KhQLnz5/Hzs4Ok3YIrjE5OQmFQoHa2looFAomXa2trT3FkyfSEMml6Mzd3d2FRCLB0dERm7VPnToFgUCAxcVFRKNR/l1vb2+joaEBXq8XHR0dqKmpwdbWFiKRCAQCATo7O5FKpaBWq3H+/HmMjo4ik8kgGAxyMjxhPjOZDAYGBjgdWKPRIBQKsZSWko/j8TgePHgAvV4PhUKBpaUlyOVy1NfXo6qqCnNzc+jr62O5zdbWFpqbm5HL5diXRRQy2tQRr58aXApCJKpWMBiExWJBR0cHXC4XN7vkASwUCrh+/TquXLkClUrFgZUej4cBDn19fTg4OGCUNsm3CKZxnE9FRQXm5uZQV1cHvV7PhmmxWMxDFwJk7O3t8UbaZDJhYWEByWQSKysraGxsRE1NDRtWtVot5ubmWLZGUtq1tTXIZDI4HA6eCE9NTbFSQafToaSkBOFwmJsT+vyz2Sy2t7dx+vRp3L59G4VCASqVigl8VLzT35s8XmKxGDMzM6ivr8czzzzD7wI1kiaTCe+88w5DCyoqKhhjOzo6io6ODrS3t/MmnlKbaUCSSCTgcrmg0WigVquxsbEBmUzGWwlCti4sLKC7u5vJZvTfLysrQyqVQjqdRklJCQcRTk5OIplMssri8PAQNpsNGxsb6OzshEAgQCKRwPe+9z10dHRgYGCANxwkU9rf32eCpVgsRqFQYP/C3t4eDwGTySTeeecdnD179ljfP6PRCK1Wi0wmg9LSUuzs7GB/fx89PT0sXyN1CMmAk8kk6uvrUV9fj+LiYpw/fx7/83/+T5bRNjQ08PCvtbWV5WOBQADRaJRpewsLCxAKhbz5INWF1+vF6dOnmSZJ7+nu7i4DiEwmE6qrqzn0mEKbfT4fCoXCUynuR0dHcLvd/C6WlZXh1KlTWFhYwNjYGN8/VVVV7Psh5C0hc8n7Svh8kUjEBDSpVMrNp8PhwNraGmpqarC/v8/yR1L0aDQaztMgFDL95wQ+ogE+3b9bW1tcK5Bvi1D3FLrb0tLChNaSkhJudjc2NlBbW4vS0lJsbGzw5oz8K7FYDBqNBl1dXQgGgxwk/EmeT9VsRCIRnmCRvosm6SQZAv5PyqlWq8XW1hbC4TD29vYwODiI69evQ6vVMkFjZWWFtdq5XI4lVLR2MplMnK1BLwAVdvTn0KRMpVKhpqYGu7u7SCQSnCZLX1qz2cz0FPKZ0KFA+srt7W0mbFBgCxVH+/v7XEz09PTg/v37ODo6wtraGhobG3mlTSnilZWVyGazKC4uRiqVQjab5QRG0rZSEiWZfAwGA1wuF2KxGNNsiIhEeQyESA2FQoy8pJBAyhN5/vnnsbq6Crvdjv39fe5yaQW+u7vLUiPatjidTmxvb0MsFqOyspK1tkQiicfjuHLlChwOB+OMj/PJ5XIIBAKcp0I+gXA4zPAAMtbSFK+1tRX5fB7b29vY3d3lglYgECAUCnF+yM7ODp555hm4XC4OI9ra2mI/Cxm0KZyI3jtKlqdi/OjoCC6XC93d3WyUdbvdOHHiBCdzJhIJAE+kgADYjEkGLJVKhaOjI0xMTLApmCgXq6ur7KOoqamB0+nkDd/S0hKb3Kj5SiaTiEQibIoXiUQQiUQIh8MIBAJsCiYPCOFEDw4O2ABP0zySHxJxJJVKsYzQbrejUChgd3cXzz//PPL5PPx+PwcpKpVKOBwOBINBNDU1cbaMWq1mnCVdtF6vl+VCPp8PAJhEtbOzg8ePH7Pn47gfkpj09vbC7XZjYmICHo8HdrsdGo0GNpsNAoGA5QKpVIrPxqKiIl5zky52YGCAUYRXr17ln5NQj9Rg0PlBjQnpySmx22az4V/+5V/43RGLxdwkm81mxoVTWChhPInpThsZq9WKXC7HdCuBQIAPP/yQN2Jms5mL0IODA1y6dIkpTVKpFC0tLSgUCtBoNJibm4PdbofBYIBcLkd1dTUkEglfzsATvbTdbkfVR1kqTqcTkUiEG+bm5mb85Cc/4aAz8rMlEgkmmVGwGGHRhUIhAoEAxGIxtFotX8jRaJSNtWTopeEQmYnJ80SFDBWaCoUCMpmMkeChUIi/x8f5xGIx1NXVsamaPgOaoNO2iZpPClTzeDwwmUzY2tpCY2MjysrK4HQ6kcvl2CC7vb0Nv9+Po6MjrK+vc/r3+vo64vE4D2GMRiNvsyjrJ5/PIxAIoKioiKVwm5ubaGlpwdzcHOO1CRna09OD0dFRqFQq/ruSuR14MlgiwAYNZqxWKzY3NyGVSjE/P4/f+q3f4veuvr6e4SuVlZXIZDLY3t6G2WyG1Wrl87+oqAhbW1vwer1QKpV45513eBBFht+f/dmfxR//8R9jYGAApaWlaG9vx+zsLGpra+F2uyGXyxn2QhleWq0WANhnUCgUMD09jc3NTU5vFgqFaGxsZOgHAWgODg54cEnI1Gw2y5kKKpUKW1tbiMfjKC4uxoMHDzA8PIxkMsk+l+N6pqam0NnZiUgkApFIxHlODocDJSUlvE2Lx+M8hKWNukwmw/z8PGZmZlhGn8vleACg0+mws7ODzc1NzpIiXy6RmCiDirJQCoUCDg4OYLfbIRQKOYCTGspCoYDnn38ePp8Per0eJ0+e5EFrb28v+zSamppQVFSEaDTKwx2bzcbS5IODA+h0OgSDQVitVohEIt6wAmBaosFgQElJCZ/3q6urAP6PCoIM6QDYl0gKlLm5OTQ1NcHhcGBvbw9NTU3Y3t5GJpPB0tIS2xF8Ph+y2SzkcjmAJ3V5UVERYrEYY5/z+TxnPbW0tMDj8bB8rbu7m4fhtBmlPKTq6moUFxfzxp3gIIRZp/99kg9ubm5+4nfnUzUbZIKm4nRzc5NfJJ/Ph4ODA6bG0MVoMpmYC11WVobBwUGkUikOpaMiiw4VSo4lItLu7i50Oh0AwOVycbHS2tqKWCwGvV6PaDQKpVLJxeP6+jo2Nzfxmc98BgaDgTVz1dXV0Ol0iMfj/AUmQg/RfEibSv93eHjIP09LSws3MH6/Hw0NDaioqOAJHhFgdDodd8wkLejr62MzbXNzMw4ODni1TaF8dXV1nL5J2nir1QqXy8VM6rW1NaZbGY1GFBcXo66uDtFoFP39/XA4HBCLxaioqGDN37Vr19j/cnh4yCFdsViMKUW0WqOpXlVVFWpraxGJRJDNZlFRUcFBbkql8qkgpON6RkdH0dbWhvv37+PkyZO8ARscHORJC11+AFh+QtsqmnjcuHED/f39XMwKK+h2XQABAABJREFUhUJIJBKsra2hvLwc+XweIpEIsVgMTqcTe3t7jH8UCoWIRqOMLiWkIuGSLRYLJBIJampq8PjxY+h0OpZZURYAIXWTySSv90mOUFRUhI2NDRQKBSwtLcFkMsFkMnHz29bWxuQn+mcGBwdx48YNNmlKpVLG1dGkJJPJcNOq0WgQiUTQ2NjImy1q6EnTTYjlZDIJjUaDBw8eoLy8HD09Pcjn8zxsIIlGoVBAeXk5urq6GBVIOma5XM5aaolEwvkZ9fX1vK1cW1tjxLVUKoVOp2PjcDwe5wk6fZfo4D7uZ2tri6l3xcXFGBkZYekAbYGy2SySySSjPQGwBDIcDsPpdGJ5eRnPPvsstra2kE6nUfUR+peyHqanp1FdXY2Ojg5OHxYKhbxZUKlUrEOur6/H7u4uNBoNv08fBw8cHR3xWUekK5/Px76YZDIJqVTK/rLt7W02ppaXl0Oj0TDXv6mpCel0mjMWlpaWoNPpeGMmEAiws7ODaDTKyE9ClXu9XoYV0O99eXkZLpcLIpEIvb29fAkeHh5iZ2cHo6OjjIik6TNJCGjTRttYk8mE/f19ZLNZRKNR/r5SnkZtbS3S6TSSySSb42nrTluO2EdZEyaTCbW1tQxaoEwG2tzE43E+Z47zocmxxWJhvyRt8OkzJb4/5YXQ9DyRSHDzYDQaUSgUcO/ePeh0OmSzWVy5coWlIhUVFQyiIJoQZXsYDAaoVCpMTk5CJpOxKb+iooLN3uXl5RxAR/cFSSJra2vZ55NIJOD1evnuLC0tRSaTgVKpBPBkU0/EntHRUR5S6nQ6lJaWQqlUIpVKcdNIGUkk/1hfX2dvSDKZRHFxMeOPtVoty32osc5kMhgbG8NXvvIV9os9ePCAC0jyxFGzrVQqmeQWDoeRTCZ5q0y+PvqZqDYgOUpJSQkrN+LxOEu16f2Wy+U8nab3ks5YjUYDk8nEA97jeqhQjsViXHOZzWYONBYKhdDr9Swlpu+o1+tFU1MTotEoTp48yd/RpqYmHB0dYX9/H16vF7lcDkajETs7O7DZbBzYp9PpcHBwwLhWtVqNiooK2Gw2eL1elJWVQSaTMdJfIBBAr9czUIW2V+QpprqL/JQk6xSLxbw1JmUA+QtpOL2wsIChoSHOHuvu7sbi4iL8fj//XAKBgMmX5KEimVYgEEBFRQWKioogEAgYnESDGtpmUagqDSmrq6tRX1+Pg4MDJJNJVFVVMVxFJpOhr68PJSUl2N3d5TP18PCQa0F696ampjAwMICNjQ04HA40NzfDYrFgYWEBIpEIer2eVTmxWAyLi4ts3qfN2vb2NgwGA/r6+vDqq69+onfnk7s78H/Y0FarFXt7e5y+qFAooFareaVELnia4tKHurOzA4FAgNbWVlitVqysrKCpqQkikQg3b95EoVDgf54ODFoPUWo0YfHm5+eh0WiQSqXYuNXb28vJ5oQQ9Xg8qKio4DTfj08L6YtT9VGKKZmyiLRB6yWFQsHraiJf0GSCkst3dnY4s4OaFwBMbjo4OOD0yoWFBfj9fg4CIsLGyZMn+YXO5XJYXFxkgxQ1LhqNBiqVCgBQKBSwt7eHtbU1AE8O5uLiYvT19fHlK5VKIRaL2S8zNjaG9fV16PV61NbWYnNzkwk0Go0GOp2OvSTr6+sIBAJIJpMIhUKQSCSorKyE0+lEMBhkmtVxPYRXlslkiEajvMGgdT2FwtEKkzTApPHf3t7G7OwsOjs74Xa7+QKlqSUVFRUVFYyoJWIYTePJgLa3twePx4Pd3V0mPxCHnpjUFFRJxQx5a4xGIzQaDba3t7G+vo6SkhIu7onWQ1sOkobl83n09/cjlUrh8ePH8Pl8fFmPjo4yjpACCvV6PcrLy1FdXY26ujqUl5czQWphYQGBQAChUAhKpRLpdBozMzN8aJMZeHx8HJFIhLWiCoWChwtEPUomk3wW0FQyEokgEolgY2MDUqkUdrud8wnI0EcF+fT0NKampiCTyRgHTNQM4MnkW6VScaFJk/zS0lI2Ux7nQ4UoaeMVCgW6urpQV1eHlZUVlJeXo66ujgt/ouOQbyWVSqGiogJNTU1sxrPZbIjH40yz2d7ehlKpRFVVFVZWVngTWlxcDJVKxabompoa7O3twel0wmQywWKxoKSkBEVFRVhcXORtAaG+SZdPOQEkG6GcAYlEAplMxvKtbDbLRXUymWSp69raGgdN5nI5OBwO3rZSo0mNK227aMJOdKCSkhLm2hO4AQBWV1f5u5LL5fDw4UOeksfjcb60i4qKkMvlGK3b3t6OqqoqRKNR7O7ucp5SPp9HWVkZF4yxWAwtLS0wm81wOp2or69Ha2srJ94fHBwwgpWGXQaDAVKpFEVFRThx4gSEQiHy+fyxS1iAJxNSkicToZAaKJIoh0Ih3m5VVFQwJAIA3wckRSO5xeHhIXK5HCwWCyYmJrC9vc3DAmr+FQoFRCIRSkpKmApIEkK5XM5TZQoYI+UB0b0aGxsxNDTE09TS0lL+O1O2AW1iadBGDTspBWprazE/P4+qqiqMjo6ipqYGJSUlKC4uRnl5ORobGxlJT3dXPB7H1tbWU0WkRqPB+++/zw0Gmf8BsP+AlAn0+ZIkK5/Pc3YOfc6RSATl5eXwer1MpFKpVLBarVxEk0E4mUwiGAxifn6eiT6Ur7CxsYH19XWWmW1sbPB5XFtby+e6z+djoMNxPqQoAYBUKsXNAkn1zGYzhEIhN7qlpaXI5/MsW1apVBwrQAnwtOV1Op38e6O7ihrq2dlZZLNZNDY2QqfTcRCjTCZjWWQkEuFQy7q6OrS0tGBoaAibm5ssYY/FYlhaWkIul4PP52NlBA3QaAOwtLSEtbU1GI1Gpp+SzM3j8fBAkmRTNFyh95D+/iQxrqio4NA8pVKJ5uZmaDQaBINBNDc3M1murq4OwBN5dqFQwObmJmfQUJ4WhVdSWjj53dRqNfskLRYLh8HSd5CUEe3t7XC73RCLxWhubkY+n4darYbFYuFMEDoDa2pq0NbWhp6eHm64m5qaEAqF+D7/pM+n2mwoFAr+YsZiMYTDYSbTEPFif3+fA9E0Gg1EIhEjaEn/JhaLkU6nWc9cW1uL6elpnj7IZDImXNTU1GB7e5sPFJFIhHw+z13izMwMjo6OEI1G+YMLBoOor69HJBLhwpQ2GXSRJxIJpm2UlJSw0QkAh0SRnMThcCCTySCfz/NqS61WIxgMwmw2QyQSYW1tDclkEu3t7bxaIvkUTZTLysoQDodhNBqRyWTg9XqZNBOPx/Hw4UN4PB40NDSwIZJWYYSEo4u0uLiYw+KIdkWoQjJ6khE3m82iu7ubNfZ0sPv9fiY41dbW4vDwkP0lVVVVzG1uaWnBzs4Ojo6OoFar8eGHH0IoFPKhc1yPWq3mCSp5BWg7RkY6q9XK7xcVLYTwPTw85M+bChWr1Yrq6mo2n5IOl4oeKuK1Wi3nAlADQNNfqVTKG5X9/X1YLJantnwLCwsoKSlhs3Vvby+Ojo7YwFheXg6JRMIa/Fwux5erXq9HNptFKpWCXC5HZWUlF38kMbJarYxIJVnJ8vIyDg4OGB0tlUohlUr5UDQYDCgvL2eMam1tLeclFAoFxjxSkFRDQwPnkNBKnIgudJlUV1dDo9FgfHyc0ZB2ux1+vx8Wi4XpSp2dnVxA0s9FE0sA2N7e5nU5oTedTid6e3sZo9vf349PQO3+N39qamr486BBAhWphE8kglNJSQkTvChFl0ydMpmM5TwkPyEaD6WIk8acmgI6b4kzT5c6Ffwul4s3x5R5QkjKmpoaxnDKZDImN8lkMtYBkw/MarWiuLgY4XCYfx6SDtKlvLOzg4qKCrS2tiIajXIAJCV+00peLBajtLQUkUiE5XRkaCwrK+PvilQqZV8RySq6uro4pZeKWfoOkF6ZpqllZWUcrBYMBjmwbmtri2Vk5DVxOp0YGhpivyBtowhTfnBwwCFq9OfRdlcikWBjYwM1NTXQaDTH/v7RnXh0dITd3V10d3cDeALPoAa9oqIC0WiUJ/pELaRtI4EIZDIZmpubORhQJpOxPIIMuiS9pLA5ysYhyZNOp+P7NBAI4Pnnn2dPh0QiwdbWFhKJBNra2mCz2eB0OhGLxRCPxzkvgEynpA4QCoX8M9LnTjIx+p3TVp7CFY+Ojhil+3EPyMeL1sPDQx44NTY28veKEqIpOI6KTjqvhoaGGIlMm+ejoyP2LG5ubiIUCqGjo4O3EUKhkIExwJOhyfz8PJMLY7EYuru74XQ6kUqlkEwmYTab+UzUarU4OjpCIpHggNOtrS3odDoOJdbr9ayWOK5HrVbjwYMHaGtrY1JRKpXiYcPq6ir/v+k9oi0ceaBoSEjZK2KxGAAYdFJeXo7YRyn1lMZN/pDKykoeMotEIh5oUVDjxMQEbDYbb4k2NjagVCphs9m4hiT1CHnmyOieyWTg8/m4eaKG3O12s2eH1CTkNwoGg/D7/aipqeG/L31OlO1TVFTESHTCUVM9YjQaIRKJOCWcKG3pdJqJajRoIqAFnYV0x1LAM4FDysvLeYtEnx0FB9PnSIAZCgWmuiaRSHD9Sqh/oVDI5nMaKLW0tLBn+JM+n2qzsb+/z9qwYDAIk8mEhoYG5PN5uN1uTvOkCRTxqOkHstlsqK2thdfr5Q2ESCTiYrqoqAiZTIZfRMLN0Vq2rKyMUXiVlZVsjKOpGK390+k0VCoVDAYDysrKeCNDMhmaBsnlcm6gvF4vdnd3UVpaylrDdDrNExqtVgutVouysjKMjIzg/v377MeYm5vj4oim2/F4HJlMhidwNF0krX86nUZDQwM0Gg2sVivsdjtWV1eRSCSYiUyoNqPRyIUpZRBQyBHplQFAr9dzrgFRmmiK0t3djZKSEp7+U5owbX2IXkSSoMPDQ06prKiogEajYeMuTRZow3Jcj8lkwsrKCq+fQ6EQ52rQJomC6g4PD5/SvdLkj0hOpPGtrKxEPB5n4z1NM8vLy2GxWPjCopUq0cXq6+v5c9jY2MDS0hIKhQJr6h0OB5555hmmBW1ubvI0hFLvqWAh/T0hHWnLBjzRABPHfWpqijcVZO4mzalcLucmPJPJIJvNoqSkBDs7O9je3uYNCxUgcrkcJpMJyWQSuVwOPT09qKurY10mfc7E6SemfC6XQywWY0keybYoZIgOto9z6Ylbvr29zSty2pRotVqezNDKvby8nA3SAoGAt3exjxLL8/k8qqurGQt4nI9MJuOivbKyElVVVdwA0hYtEolwEjo1oBR4Go1GWTrV1NQEg8HAhDtqoGkKFwgEGP6Qy+U46Iyke+S7Ojw8xPT0NAeIUZbLwcEB63zr6+v5wiCpEQDehFCSNBXeFCZKk2f6eYEnRUEkEkFDQwN/X0KhEBsZaZpHngmlUol4PI5IJAKFQgGj0chbPpKxxONxVFRUwGKx8LaXpGHJZBJarZbpcFRA0uQYeLJNm5ub43e/qKiI74zt7W0O93K73ZBKpfD7/dje3uaClxpyMv+Gw2EUFxejoaGBL1SVSsUG7JqaGkZqH+fjcrn47COEOTUBRHFTKBQMiiBvC8lCKReB3iciAeVyOQBgydXR0RGTEOm+/PgUnnxz1LRSlkU2m8XR0RHa2tp4G0Jb6M3NTezs7EAqlXJQL02ga2pqGB1b9RGZb3FxkTNgqEAkrOrOzg4XR4lEgn2ZOzs7LPmjLapMJkNpaSmKiopwdHQEACxbKhQKPFWORqPceNHA0ePxMJDEYrHwEEgoFPJZ7nA4GK5Aw6KPI/NramqgUChw4sQJbo5JpkyoeQDcIJEclr6rm5ubvC2msFTy0JA647iej79nEomEFQ75fB6pVIrv3nQ6zQAJ2sQSKcrr9fLgk0z8crmc77lAIMBmcrFYzF5MsVjMGzj69+RpJLmwQqHgofLa2hpu3rzJvmK3242SkhIOcsxmszyspHOZPCC0MZiYmAAAHhSS3J2+W9lslrcGH0f0kiqHfm7abFPD6/P5sLKygoaGBqhUKojFYiQSCfYwRyIRBAIBlJeXo7KykkE1NNijITf5e2mQSACFWCyG1dVVeDweeL1eLC0tQSQS4cSJEywdJ2AIwTo2NzeRzWa5YaLzpbi4mG0BZrMZmUwGdXV1fPZ/0udTNRvRaJQNKjTdp20Fab6pEKQuKJfLweVyIZ/P88FITGMyAlEaI01M6BCkFOi9vT1EIhH+hdEEhLIIdDodYwvpMCP0XSAQ4AAcs9nMeslIJMJFOxUB8XgcAHB4eAiHw8Er+rq6OqhUKhQXF2NlZQV7e3sYGRlBNBrF2NgYH3RkSqPLnJJL6QACnmhuSesrk8mYdZxIJHhlPD09ja2tLZ7e7e3tcRNEJkvqkEmPVygUUF9fz1+WjY0NVFZW8ucbjUYxPz/PjQ7pmdPpNCwWC2QyGRePZrMZdXV1sFgsPF2iVTtpxI1GI6/8juuhz/PjKdZlZWXMpCbfDWUb0IqZmgUi9RA+eHt7m1OwJRIJm3lLS0vR0NDARRMF7ZDZ7fDwkDG11IQQjYl+93t7e0gmk1wsEr6upaWFQ8Zo5UxIyVwuB7lczuvW8vJyhEIhAOB3hBq+6upqNDQ0QKfTscmbJn/URNHGj4pJ8iOVlZVxyisZwgiQQD8XccbD4TBPz4uKip4y6pHmn86BZDLJyF/6jopEIlitVhwcHODw8BB2ux2hUIjzIXQ6HYcRklyM0rgJ8rC/v4+6ujrW64rFYvZJHfdD+TxUgNL2R6lUcjNHmyci1pSXl8NsNrPckoyoVPCS/losFvNmjPTFVAy53W4A4KLx4w01mfbPnz8PAFzgVFdXI5VKsW6eCEUkPaRJbSKR4KHE4uIiPB4PIpEINBoNamtreWNVXl6OYDCI9fV1biR3dnbgdDrZfEu0GCK/pNNpPsuowKRtnkqlwsbGBofAEr2HgAyhUAi7u7t8wdF0jzIkaIh0cHCAXC7HpEGZTMZbXwDw+/2or6/noUpZWRkbyAnpTEMaMsyTnE8oFD7VeInFYkaAk5TuOJ+trS0uitra2hAMBvk8ININbeoB8F1HiGMaQtGZRChrSg1WqVSsOadwVKLsEPGJmgySulED0Nraikwm89S23Gq1cu6E3W5n9QDlOxEwgGRERNkhqapCoeDfD3m30uk0lpaWEI1G4fF4WMpERCAqksjjRdNek8kEpVLJaGYa1tG2cnNzE2KxGIFAgDe3JSUlSCaTPJkn8E1HRwdTeyifhLwlFNBGlDWVSoV4PI7u7m6YzWaWkLlcLv6Ok5+roqICarWaPwvy2kmlUi40KSvk/x+Agkwmwwjpo6MjeL3ep0A75HU9OjqCTCZ7SiFBdxMpItLpNMLhMNxuN+rq6hiysr+/j9raWg7SpHOe7h4AvEWm36dKpWLaGeVMxD4K66VN1draGiKRCLa3t/nONxgMXPuQhLK8vBylpaUsQzIajQDAyg8aopOUiHxUtOnMZrOsBCG5LxFXaZOcSCQYh041IQ2jQ6EQqy8IMUskMplMxjjr0tJSrgnUajXy+Twj/EnST2c85eJQjUN+Tmr6JBIJSkpK2AhOSeRUL9F9U1RUBJvNxtELn4ZI+qmaDdJ/kVab9MBUBNP6UK/XcyInYTfz+Tyv2EpLSzE0NMQdGU2UE4kEH1ZHR0dMYqBfNBVppEGLRCLweDy87iV03v7+Pgfy0dQDADOJKck5nU4/xeFuaGhgIzvhdUkisbm5yWZEmkwHg0FMTEygsbGRiRq0xqWinkhAhErM5XI8vQkGg9zl1tTU8ESYCgrC3iaTSV7RUngRFTcUABYMBpHJZHiKFQqFUF1dzYgzmhKFw2H2N9DEh6YVH59uFhUVwWAwsBmJCE3pdJp1fcetmacwQ/KakNSOLkRimNNEnKYe1OzSlEQoFMLj8TApiaYeDQ0NPPH6uCeHJvqUlltcXAyHw8HQgeLiYvYx0MQ9n89jZGQElZWVTGeh942aEfou0AGkVCrZ70PvAmnbJRIJp1STxIGoU6SRl8vlTEMiqV1RUREX8gB46rK9vc3hawKBANlsls2VVFCQV4lkJOTPINMbmenINLazs8OAAZp+0rSQLh+Xy8UHW0VFBUsjaQOqUqk4/Z0GBwcHB1Cr1Xx40xSNNnrH+RA68eN+BkrIlsvl/H9VHyXC5/N5LvIJRGC1Wtk7s7a2xkU4kV0I4UhJsVUfYabJu0WyJpo4xz5KL6Z3IPZRYB4lOofDYc5VIRkiGceJpkO/C9LrErGK5ATEsqd3t76+nk2W9B0hEyd990iKFQqFnpLG5PN57O3tcQJuRUUFbyDC4TCkUil6e3t5OECoVJJQ0HSZCk8AT/35IpGIN2mU3CuVSiGRSFBXV8fyAeCJBIbMrRKJhM9VOqtJ959MJhEOh/kcpCyV4370ej0T4ghKQCheym8hkz95Jt1uNzdthUIBCoWC/YupVAp+v5+HcBTOS7kXdAYQcICAEtR8AGA9O0l7yfRKwaN0NhLmmZrxvb09+P1+Ltqo0CE5KUlbSU5MmT1UfNMknQzIRH+bn5/nDS01CxKJBM3NzaiqqmL1Q6FQYEkp/c7NZjNqamr4bjEajRxGvLW1xRtFksFUVFSgu7sbPT09MJvNaGxsZJqjQqHgpo8GNFQ4p1IprK2t8TAxHo/z1pa+14lEAmVlZWhqamLfHeWXNTQ0oL+/n8/143ooc4Wka2RapruUGiehUAitVouSkhK43W5sb29ziCidZwAYW0+SIZvNBrPZzFsiGogRWZHkQiKRiBtj+s53dnZyLltTUxNkMhmGh4dRVVXFhTSBO2QyGXK5HDduNEyj7ClSpJAcllLSCWhEVgEatgsEAjQ0NDy1lSXlAVE/KVpBJpOxZ5YCD8nXS8NLaiZIsj0wMACj0cgDpu3tbQBPiJZKpZIbbBrIVlZWoqurCyqVCvl8nqX7pO6hd4sIexUVFUzSouHK7u4uSkpKsLe3x0PAmZkZ9jYrlUpu/j7J86maDSqISS8eCoVYA0xSEJfLhY2NDQ4FoRU4pQaXlpayVKKuro4N2ACYfV5ZWQmv1wu3283mH71ez2YggUDA0g61Wo3S0lK+mEh/L5fLUVtby1OFRCIBv9/P63WVSoW6ujp0dnbyoUSXh1Ao5INpdXWVD06SlNDfn1CylABJ0yWa8NIEkmhAh4eHPNkj6RZRQmpqamA2m3FwcIDm5mbeWNALRZ04me2o0aBulggr1GxptVr2ydC6kDYpVDzSVIkK7nQ6zbkLk5OT8Hq90Gq1PHUEnpjQaZNDk4PjemjqSRxrKrxpWk/rVMoV2dvb4yk4/WwlJSWwWq3Y2triAiqTycDpdEIoFMLlcjFJgg4MIpCQl4DMb7lcjjdOfr8fRqMRNTU1CAQCbBaj/45AIMDW1hZnblAWA20oqIiiiWo+n2d9fjgcRuyjMK319XWWXlGDBTwJJ6Ri7uPNJDWLZWVlT207RCIRPB4PTzjGx8exuLjI8gEqXqjgpSaJtNZ0+GxubmJlZYUbDjrIaCMklUoRiUSgVCpxeHjIXgvCPZOhlaY5VGA0NDQwW764uJgD7qgJ0+l0n8qc9m/1EAWFio5wOIyDgwNGoVZVVaGlpeWpv2sqlcLOzg5fxIQE7e3tRWdnJ/b39+H3+7nhIiz26uoqKioquHghOSoVdtSsulwupFIp3LlzBy6Xiz8buoBIJhCPxyEWi1kuRJN6eu/UajXq6+tZhrOzs4PV1VXGbsbjcYhEIpjNZshkMigUCmSzWW7CaQJITSdtqaurq6HX65nWZTQaYTAYWOLY0NAAtVrNoZlU6CWTSf7ekSSDpE9HR0c4ODjghonkC8CTAoa2GIRMXVxcZN8SSTRmZ2exurrKQZwkM6MCnuTCNDwQi8VYXV2F2+3GrVu3PtVF+2/5/tF0c3FxkXNGqEglqTN9N2ijSu9NOBxmihPhQMn7s7GxwY2FRCLh4UxVVRV0Oh26u7t5Q0QZWYVCgf89bZboTFtaWuJ7kwqafD7Pk9a9vT0Gy1AhRlK9QCDAgzjKQCovL4fb7UZ5eTmuXr3K96rT6YTf74ff72fgRSqVYogBUaPEYjHfqSTvIc8DDU/oTKaEenoHaQNBGxOfz8cERyIvUWNNQ7mysjJkMhmsrq4yKYu2YQQNoXu9vLycAQa0XaN7jbbcOp2Om+Pl5WVUfZTzcJwPbRKtVitMJhP0ej0kEgnnV9E2m4pmAqZQc0pKk2QyyUG8ADAxMYFUKgWDwYBCocD0Qgrl9fl82NvbQyaTgd/v5wwOknER7pn8hoODgzwQMJvNkEqlkMvlEAgEMBqNTNNcX19nCSgN6Sg4b2trC3fv3uWoAJKlkz+DlABFRUXclJI3lxoVGqTRZpcGLQR6kEgkEAgEMJlMPOAlX87h4SE6OzuRSCSgUqlY+kTyZopYICO51+tFMpnkpuHg4ADhcJi9aTU1NQwAoVy1oqIiBAIB3sQQ2Y7+s6qPKImkcMlmszxoJRnjJ30+leCPthjUgVNAUG9vL09XaIVDHRF94OFwGPv7+4hEIhx8Q/IASjKk4on0a2TupsAbANz1SSQS2Gw2Tnmly5/0nSQ3USgUsNvtaG1t5ckpTV9ra2shFAo5D4AmM0qlkg/hkZERqNVq5rcXCgWegFOK76NHj5DJZHhCR6snagao0KWJOWnwVldXYbPZmOE8PT2NtbU1nDhxgqe3QqEQAoGAec006Yx9xJ4mSRHwRH9NBy0h1sLhMLq7u7lZqKurg9lsxvLyMmpra1kv3tTUhOXlZS6k3W43RCIRNyQ6nY6pDOFwGOfOncPt27c/zevzf/2QtnFxcRGXL1/m6RgBAaigpQbs8PCQDc00ISBqRlFREVwuFxdz5EUiqRRJ/WgLQF9EWpF+PK+ivLwcBoMBR0dHcDgcMBqNMJlMWF5eRjAYRGtrKzQaDXtxmpqaWK5E5JiPb5hoIkL6/JqaGgYckF6+oqIC4XAYlZWV6O7uZk8QZaMQ8YfWn9QEUGK5VqtlIINOp8P169dZalBeXs54V5KX0ZSJvEx+v583jAC4iadVNslVSCML/J81OP0dqTEn3CMR6A4PD2G1Wvmzp21HZWUlEokENyr0v3ucD12Oly5dwujoKMLhMORyOb8jh4eHjAKm7yYRRMgLQ1lBxOc/PDzkNPnOzk5sbGxAp9PBYDCgqqoKS0tLODo6gtFo5K2KRCJBJBJhDKhQKOTpPE0O7XY7APAQZXl5mZHChEjc3t5mrTsVopRHRH9OX18f7HY75HI5b+fovSJdMeXLUJO+t7cHADz1o4n3wcEBTyJJ+729vc1sdyK7fe9730NnZyd/5jQtBMCbanoIL67VapmelE6nOc2e/Hq0Ndzc3ITT6WQ0Zi6Xw8zMDA+q6urqIJFIsL29jfLyci6SKysredACgGVax/lQQ0AEp87OTqjVajgcDsjlcmxsbCCVSnHDKRKJUF9fj3v37nFAHw3mBAIBZmdnUV9fz5CNmpoalv1KpVI4HA4+Az5OW9RqtVCr1fD7/VxskoTIZDKxqfzBgwdoaWlBeXk5B1Tm83neMJHckqQtNGwgCEhNTQ2rFwQCATweD5qbm7mO+Ph3i6bahGh3u91c0FHmQTgcxsrKCurq6rhJS6VSPKSis5/8buRFISpRLpdj6SrlI5E8heRnSqUSZWVlMBqNDF6goN5wOIx0Oo0rV66wH8pqtbKPQyAQ8FS7tLSUPQUlJSXsY/V6vRgZGYFAIEBvb++xvn/k2SMsq9/v5zOctvz0xONxHiyRpyWVSqG7u5u9jHQPU3ZQ7CPEL0kxCeFMQz6SyZGkz2g0styd5IWFQgETExNQq9UIhUIwGo1cOMfjcSgUCr6bSKVCjS6F9tL5RL/rXC6HiYkJDgckCAO9I3q9njeeEokE9fX1HL6Xz+d5qAk8qdMmJyfx0ksvQSwWY2pqCqlUCiaTiRUvABgYsLu7i4WFBZSVlTEyt7i4mMmYJJMuKyvj7wDVSdFoFCdOnOBzntQ9pO6gxk8qlbIahiwBdI4WFRVBo9Hw9p2alXA4DIPB8InfnU/VbJSVleHevXv4hV/4Bezt7aG3t5dDWCoqKlBfX4+mpiYsLS3x+pn8BHQIEe2GEk8rKys5M6ChoQGJRAJ2ux25XI61ZWRspmwCMoYbDAZerxMu1GazYW1tDXa7HbW1tWz4oij2hw8fshSJpomE0iTJiVQqZYOgVqtFQ0MDDAYDrl+/znQg0vLRL6ShoYH58/l8nkkuVqsVSqUSq6urCIVCrMsm7RuleBPjng5p2p7QalmpVMLv9+Pg4IAnUR/n6NOam6YoFMA1OzuLnp4eTs9dX1/nhk4sFsPj8XAWhF6vZ0LWs88+i1gsBofDgb6+PpSVlfHhajQasbKycuxTFfrZSPdK5j+1Ws0BO1Ts0GbI6/XyBIvWo1RsyOVyLC8vQyaTsSyEDsHS0lKYTCYOtSFdJ2m7l5aWuHAvLi6G0WjE1NQUhEIhzGYzkskkLBYLiouLcefOHYjFYs5MoBU6TZ+pgSwUCrwe1Wq1DChobW1lg5rBYGBK2v7+PkpLSxEKhTAyMgKDwYCmpiZ+JwnvTBc5TfHIJ6LT6RiB19HRwXKIsbEx1NfXo7q6GnK5nM3glOdABz49ZEgmXbjBYIBarcbo6Cii0Sh0Oh1u3LjBNLDh4WEsLS0xM7y6uhpqtZpNdgB4Arq7u8tadNoWUa7PcdPQAHBGQTKZZKRoLpdjeWE0GoXL5UJxcTHnplDWhsfjgdPpRH9/P9xuN6Nvn3/+eZa9UCMQDAbZNEt5FaTfpgwimsCbzWY2fO/v72NtbQ3nz5+HwWCAw+FgdCJhyDc3N9He3g4AT5kQSTdMTcDa2hrr2+nPokt6e3ub840qKys5SZg2XnSuEWyCqGMEodjd3cXq6iqsVivq6uo4yI8KAqLYAHiKbENoawrypOKfGqrp6Wm0tbWho6ODUcyBQADFxcXY3NyEWq3G0tIS2tvbeTJIhEKj0QiBQMA0FqlUytJYl8sFr9eL2tpaqNVqJBIJTE5OHtt7Rw+lpNP5EQgEWIpkMpl4iEcSzNnZWbhcLkSjUbS2tvJAiXJbCA08NzfHW1W6z202G2w2G2OyP26Cpam7RqOBQCBAMBjkgoXMqzRRjUajGB4eRiAQYKkHAJYI0xScmgzyEmYyGR6YWK1WRCIRLrIcDgfq6urQ2NiIxcVFphNRA0FyWQKb0NCyoqICLS0tAMAELtpMk9yGNncUJEzvglKp5KHo/v4+RCIRhEIhD3Mon8BqtTKJq6ioCCdPnsTR0RFaW1uxtLTEUBMKxstkMrBYLHxXkVSRFBBqtfoptHE+n8eVK1cYK36cDwUgS6VSuN1ulqsVFxczIIfePwreo2GeTCbj71h3dzcXyCTL3draYnWCUqlkop5CoeAw1I8DMii8r6ioCCsrK0xJbGpqwo0bN3Dt2jWWCmcyGaTTafYUUnNK2xCSa2UyGSQSCZhMJgBgUiD5Q4eHh/Hw4UN0d3fj4cOHvPmfn59nIAZRCum7QtJDkqZSIW+329lk7fV60dDQgMXFRTQ1NbEUeWZmBkKhEJ2dnfB4PKipqYFcLuc6cn19nTeE1KgC4KgJqVSK6elpnDp1ihHMhUIBY2NjiEQiOHHiBNRqNVMPSe5KiF+VSoW+vj5umuh7MjExgWeffZbpdZ/k+VQ6hLKyMoRCIUxMTODq1atYXFxEXV0dTp48ibq6Oqyvr+P999+Hw+GARqPB+fPnMTQ0hNbWVgwMDCAWi/HE7PHjx2hubmbT2NLSEiKRCKRSKbq7uyGRSPhlc7vd2Nra4i8geQ3ocCRzI03TbDYb+vv7mVBAB8T4+DgHcBmNRmYtk3l1eXkZCwsLnH9BzYtIJML6+jqam5sRj8dx7do1Dth55513oNVq2WwzNTXFxjZicVdWVqKvr48nHWNjY/B6vVCr1dDr9TAYDHj48CFzzumLEQgE4HA4sL+/z0SASCTChSYZmaijJnxwMBhEXV0dBgYGUFNTg3fffRfZbBYTExNYWVlhU1c2m8WZM2cQi8WwvLzMXHXSY5LGmXBoxcXFUCqVeO6557CwsHDsmmWhUPiUDpgOYq1WC51Oh729PTZBkxmyq6uLTXW0XqSVL8ksCCm6uLiIrq4ufo8o7TMYDHL4WDAYZCM9hSF6vV5MTk5ifHycDZp+vx+rq6tPmbWpqQCAUCjEP0cymcTk5CTW1tZQUlLCk24yHlMqbzweh8fj4QkdSaNWV1eh0Wi4ifV4PCguLmaTPMmriouLOU+luLiYZTq05autrcXq6iqn09N7SzI0aoDPnDmDjo4OZLNZBINBXvNS4ULvk8PhYHkOGTEpfZZyT1QqFRc+8XiciRtms5lpNjSJnZyc5I0PGeyP+6GNAg03aKtE6GC6qEgaqtPpOEAtkUhgcHAQAoGAsYGE6CZzKhU7MzMzvCkgz45KpYLJZGLdbnNzM2KxGNNdCGG7trbGKdgSiQRLS0v48Y9/jEKhwJNqkhQCYApJc3MzOjo62PR4+fJl9PT0YG5uDp2dndBqtbDb7Zw+X1VVhd7eXuzu7nIYo8PhQGVlJaRSKZqbm7l4JG06BTzmcjl87nOfg9lsZn+ESCTCo0ePcHR0hMbGRmxsbCASieCDDz5gmWk0GsXDhw+xv78Pm83GuGTyx/X29jKp8ObNm5zlVFVVhbNnz7Lsqqurizck/f39vDkktDiZR/v7+/ksLykp4ZBPunuO+yGpsUaj4Yk/bToFAgF6enqYiV9RUcGJ1dSg0PQ8mUyisbGRwRDl5eV47rnneCJPDRr5bagor/ooI2d0dJRlpWVlZTw46OjowNraGmZmZrghiMfjuHPnDioqKtDW1oauri7EYjEIBAL2Nmq1WpYQUurx7u4uJiYmWBVgs9lY3rGxsQG5XA6pVMpeI6VSicbGRhQVFSGZTMJut3MjIhaL+Swk7wBR/Oh3SfVNfX09N3FEzBKJRFxwUeia1+tl2Q5tKEtKSjAxMYHx8XFYLBbOxLh9+zbu3LnDgJvFxUWezm9tbfEAJ/ZRpEA2m+VB59HREW+i6+vreUpOG5PjfOhnpcaMGqe2tja+0zQaDZueKQelubkZjY2NjJzd2NhgOWR3dzdsNhtKS0sxNzfH90x5eTlqa2s5eyUQCKCsrAx9fX2oq6vjO462mqQ6oDNucXGRtwuNjY0cACkUCuFwOODz+Xi4E4vFOP+MFAxut5sbYFKskBzd6XSyPDkUCqGsrAxarRZ1dXXw+/1wu92cl1JSUoL29nacOnWKt451dXVc54nFYrS1tTE8ZW1tjTdzdEbRxoSa75GREczNzaHqI3phJpPhzRmZu2l4qNFosLOzw+oUyvg4ceIEPB4PZ9BRDgmd3XS/bm1tIZlMcuMcjUaRz+exs7PzqZqNT7XZSCQS+MIXvsBm0ra2Nuzs7HC3U1paymFltDIjoyTpzq1WK3sT6uvrMTs7y6ZF+hJarVbYbDamKNXU1KC5uRlisZgj6ElGUlNTg6qqKp7mbWxs8EHS2dnJer7d3V3U19djZWUFDx484AMklUoxsnd7exvd3d1oaWlhrBw1TjQVFggE+Mu//EtcunQJExMTHGpUXv4kiXx/fx+BQIC19JQnUlJSwg2J2WyGxWJBc3MzHj9+DACcyE6HB5lwyPCzs7PDXHSaIG1sbPBanQ5Cu92OgYEB7O3tobW1FRUVFUz10mg0aG9vx/b2NntN3G43rzBp60HUGZLC1dTU8LRJLBbj1q1bKBQKGB0d/TSvz//1c/PmTTz//PNQKBT47ne/i76+PvYwlJSUYGlpickqZHiNRCLw+/0YHh7mTAiafEmlUgwPD8Pv93Oy7fj4OFpbW7G5ucmdPm0YaHJDUwp6H0hW19fXh0wmgzt37sDn86G9vR23b9+GUqlEMBiEQCBgGoZCoWCjJBkSk8kk57/k83lmzK+trbGcDngy6W1paWFAwfDwMNbW1hCNRnH79m3Wv9OFRmY3mUyGy5cv8997f38f7777LutU5+fnodVq0dnZyVrh3d1dmEwmlJWVMXp0fn6epWOENQSenA/PPfccHA4Hb5w6OjowOzuLgYEBpn+R9DEYDPKGsKSkBKlUCj09PdBoNPw+0yVPGvDi4mIcHR3BZDKhv7//WN8/ADwtp2l+IBCAxWJhmphareb3LxAIsEyUaDSbm5t488030dPTw9u0v/7rv8bXv/51OBwO9tNUVFQwWpl+dpIvdHR0sKRApVKx2Y+IY0RyaW1tRVlZGZaWlvCzP/uzHLa6traGgYEBNgyq1Wo0NjYybCIWi0GlUrHHorS0FNvb2xgdHUVzczPrmQ8PD1l+eurUKdy5cwdWq5WLPZLqkOSH3mvyoKVSKTidTigUCr7kaNAkEAjg9/tRWloKtVrNEl2JRIKenh7odDr2dUilUiQSCbhcLpSUlMBkMnHCu8ViQSAQeMqESQGF9B6tr6/zBLS+vh4AGAFJAwyr1YpkMgm9Xg+/34/R0VE+44/zqaioQDwex8LCAs6ePYtAIIDGxkbeGLS0tGB9fZ3POmqeCOxAaoPDw0OMjIxALpfj0aNHePnll/kzIDAL0Z4oMDKRSMDpdLK5PpVKMSkuk8mgubkZIyMjvH0SCARwOBw4f/48Hj58yJ9XbW0tJicn2XdESGR6zwjTSUQo+rvE43FYLBbONaANCcmNKP+GDMekW6eaoFAowGKxMCGPzskHDx6gr6+Pm5rV1VVIpVKsrKzAYrGwTKdQKGBxcRE1NTUYHBxkkAsNOilVuaenB2VlZbh79y7S6TQqKytxcHAAjUbD6gzaNFKq88zMDMtxjEYjJBIJKzAqKys5q4zu8Z2dHWg0Gty4ceNY3z9SWFB9oVKpsLi4iPHxcZZd0/tFGw6SIVKukNFoxN7eHtxuN86cOcPBuOXl5eju7kYmk4HdbucCm864rq4uCIVCznqjrXJfXx8ikQiTF8vLy9Hf3498Pg+HwwGFQoFwOMwBiwcHB4wXJ99ZLpeDRqOBXq/H7u4ulpaWWDVCfyZJQqPRKDo7O/mf0Wq1PFAKh8Po7OzkDSJt5P1+P3w+Hw+JVSoVpqamAIC3wEqlEhsbG+jt7WUQBA0kyYMpEomQTCbR3NzMHlClUgmLxYLh4WF8//vf59BZoVCIubk51NbWQqFQYGZmBnq9Hvfu3cP+/j43rjdu3OBIBKlUisnJSW7sGhoaUFFRgdHRUTidTnzlK19haX3sYyGEn+T5VJsN0tatra1BLBZzwUK6W9I3NjQ0QCAQYGlpCU6nE/Pz86ioqMDp06exvLyMdDqNjo4OvPbaa2yOlEgkrLUXCAR49OgRgCeHayqVwtTUFE9+aaVfW1uLrq4uqNVqXLt2jb/U+Xyetas03aEk2s7OTjaeqtVq1vkTDWhjY4On51VVVWhubkahUIBarcbQ0BAaGhrw0ksvQavVcirqx0k9oVAIWq0Wvb29rDulia9CoeAvodvtRiwWY78KkRsIK0khiUNDQ0wHoomky+V6KpDFZDJxE0fpuMATSQGZhAgZuru7C7vdjrGxMca+keaa9Ifl5eWQy+XI5XKYn5/n8L9YLIYPPvgAHo+Hp0PH+bS0tMDv9+Pu3bv4hV/4Bfh8PpSVlWFxcRELCwt84Hi9XpZZiEQiZvcHAgHMzMwwpo62XkRKAYDTp08ztjAYDKK2thaXLl3iIkogEMBiseDixYs4ceIE9Ho97HY7SwJ3d3cxNDSEL3zhC5BKpXjuued4/Wiz2ViGFI/HcfnyZVitViaUUUI3mViFQiEWFhZgt9uxvLyMN954gwslKl4J40uN+dmzZ3Hy5ElcuHAB58+fh0QiweHhIfR6PQqFAux2O6LRKCYnJ1nC1N3djeXlZZSUlECj0XD6qMPh4K0GMdLJsEs6ZcL6Wa1WzqChDSbJ7XQ6HUtxXC4X2tra0NLSwtz7hw8fck4HGdhXV1exs7PD38l4PI5f+ZVfAfAkU8HlcmFmZuZY3z8AnDBLA5Lt7W3eNFGBnclksLGxAY/HwxSdtrY29lP99E//NF566SXs7OzA5/Mx2tXpdLL5FwBfaqThJlnc7u4uXC4XysvLmQwXCAQYlVldXQ2n04n33nsPh4eHqK2tRUNDA8Mttra28JOf/ASbm5tMfZqbm+MAUSoSp6amsLy8zJsYoqFUV1ejsbER9fX1jDX+8MMPWTpGmHAAnCNQWlqKuro6NDU1YW9vj9GOTU1N6Ojo4GEMJaIHg0HodDrcunWLyVXUfNOWgTaQJSUlXMSYTCaWRGg0GiQSCajVakgkEnzuc5+DXq/Hs88+y+GEwWAQarUaZrOZcbtEMDw8PGS5pEAgQGdnJzd85GM47oem8S+99BJCoRB8Ph8mJycZAUteR9JzDw4OQiqVoqamBufPn4fZbGbP3gsvvIB0Os2oVfIu6nQ6RvxeuHABbW1t2NvbY0w1oYZpu7e4uIiioiJcv34dKysrPIhZWFgAANy6dQv9/f3Q6/XQ6/Uwm8147rnnoNVqefpN+Sh9fX0YHBzkDJeTJ0+yhGRjYwNDQ0Pwer0YGBiAx+NhHykVdG+99Ra8Xi8nHZeVlfF0uaSkhNUL09PTTOKyWCy87S0vL0dLSwsCgQBOnjzJnggyAlMuGAFCaAJPjR6BBeg9sdlssFqtOHnyJLRaLS5evAitVguTyYTu7m5UVVXxltBms2Frawujo6NYWVlheMa9e/cQCoVgtVqxvLwMj8eD1tZWOJ1ONDc3H+v753A4sLe3x83dysoK1tbWWE3g8XgwNzeHXC6H/v5+dHR04OjoSeJ9a2srSyebmpqYdEdEp4WFBd7kRiIRhEIhPpeoFllcXGTplMlkYt/RzMwMn4dkyB4dHeUQ2NHRUdy9exc2m42Hb9SE033scrnw6NEjOJ1OHB4e4v79+9jc3GSyXl9fH6LRKLRaLTweD65cucIqGqK4yeVyAP8n842aVCKlKZVKhMNhzM/PP3VO1tfX4+joCPX19XC5XIhEIixlpiFvIpFgwAAN4GlQs7+/j3Q6zQN22ugQmWt3dxcDAwMoLi6GQqFAY2MjvF4vNBoNzp49i56eHoYk2Gw2XLhwgYeuLpcLVqsVn/nMZxgGk0qlYLPZsLy8/InfnaLCJ4jhJYP2r/3ar2F/f58j6lUqFeccBAIBAGDPg9vtxsbGBoaHh/kyiH2UFCqXyzE5OYlTp07B5/Nx5/X222+zjIUm6oODg3yoENuf3Pi1tbVPUUNo2koTxDfeeIPXZM3NzZDJZBzYRHQXQlmSvpPCclwuF371V38V4XAY6+vrHGJVVlaGBw8eoL29HbW1tawxn5mZwZUrVzh3g1jMlJAKgDnfCwsLuHDhAiYnJ9Ha2spGw/r6evj9fmQyGU6spqm3WCzG9PQ0f0lo4l5SUgKLxYLV1VXW6RJDvKqqiguMjx/ouVwOEokEGo0GU1NTiEQijIAjc1BJSQn0ej0b6DKZDIxGI27dusXm1h/96EeYmJjgoLv/Vw+9f2+99RZKS0vxox/9iI1JhP6jQpW4/qTvValU0Gq1PAG1WCz4i7/4C/zKr/wKYh8FOV25cgXT09O8MctkMpibm4PZbOaJIU2t9Ho9yyiI3PVTP/VTuHHjBi5dugS/38+HJknUhEIhVlZW8Oyzz2J2dhbb29u8RTMYDFhdXWX2eklJCc6fP490Oo3V1VVGNIZCIZw8eRLz8/MIBAL4yle+gng8jrm5OfZUNDc3I5VKQa/XI/ZRAB4VxQaDAX6/n03fRDZRKpVob2/H7OwsQqEQWltbecJJl1sqleLv/Mcx16SfpWk8Ge48Hg+6urp4m7i9vf3UZaLX6+F2u9Hf34/S0lI4HA4GHuzv78NkMnGOgcvlYqQiZbt8+OGH6Ovrw09+8hM8fvz4//n79/F38Fvf+haKi4vZUEuEkUQiAZvNxkWyTCbD7OwsG5QJG0rFbENDA8RiMdxuN0s7vV4vPvvZz8JoNOLhw4fY2triS4bMioQ5pMR62vzQdjOTyeDEiRNsjPT5fHj8+DGT0gYGBvhiIj4+GcPpjEgkEoyuvHPnDueEXLx4Ea+++iouX77MwXA0Me7r62PZTTKZRENDAzKZDGKxGMu1KLn242QfvV7PxW0oFGLiUF1dHaamphhhKxAIuGmvq6uDTCaDVCpl4AdtlogGQxKcq1evslaaJtiHh4eYmJh4amq/vb2NqqoqBkNQ0nk8HmcjrMFgwPDwMO7duwen04kvf/nLeOmll471/fvGN76B0tJS9Pb2Ih6P49133+VQPjK4EzGupqYGFosF4XAYfr8fLS0tXBCur6+jsbER09PTGBoaQjgc5in7j370I7z44osAnnjH5ubmsLOzA7VaDaPRiFAoBKfTybkCdB9VVFRAJBLh7//+76FSqXDx4kWMjY2hsrKSjfbhcBg2mw2FQgErKytQq9VcO1CatFKp5HA+grLQpoakoi6XiyfHhUIB165dw+rqKtOcCDhAXiQivREZT6/X87Ytm81CLBZjcnISKpUKExMT6O3tRUdHBxf8RUVFjFwXi8Ws6FCr1TwQWFlZQXV1NUZHRyGTyfDcc88hEAggEolgdnYWzz77LHZ3d6FSqZjQRVsb4EnuFg1WKKl6bW0NBwcHqKmpgdvtRnFxMX7xF38RTqcTHo8HnZ2deOWVV47tDv7mN78JhULB/oFgMAiZTMYZaZRlFo1G4fP5+PtIIYxDQ0OQy+X4q7/6K3R3d6O4uBiNjY3s3+nv72cpplwux+HhIUvPioqKeCNOAxDalqpUKoTDYRQKBbz99ts4e/YsPve5z+G73/0uUqkUrFYrZ/XQ/be3twe9Xg+Xy8XvB6lJqBYgueb777+PX/qlX4Ldbkcmk+FAZJKP0qY0EAiwAqGxsZHN6AB4cEdo4/X1dZw+fRqzs7PsHSO/LVGnCJ4wODjIkmkaqpNvY3V1FXV1dWxmJ7/njRs3eFje3NyMYDCIe/fuQa/Xo6WlBdlsFlarFTMzM0xjJTKpUqlES0sLqj4K0Hz33XcZ2mK321FSUoLPf/7zuH//Pv7mb/7mE71/n0pG1dDQgJqaGpYz0B9AshSSDxHTuLW1FdXV1fyFJS1ZPB5Hb28vUqkU/2derxctLS281pLJZPyh0UpWpVJxrgCtsvV6PdMK6H//wYMHWFxcxO/+7u/iwYMHCIVCqK2tZfoQ8ex7eno4BZJW8hUVFTwR+da3vgWxWIz29nYcHBzwRPA3f/M3USgUOL2xr68PbW1tzAEfGhpCLpfD2toaNzbpdBputxs9PT0ctEemqJqaGszPz8PhcGB9fZ1XiXTZNTc3Y2pqil9Ut9vNAUxisZhJQhQqVCgUOKV4fX2d9fBtbW38+X/wwQfo7+9HQ0MDhEIhTwN0Oh2amppYE0rm+ampKWi1WjQ1NUGj0WBkZARXrlzhhM3jeP7qr/4Kr7/+Om7evMk0o7KyMszMzKCvr4918g0NDWwura2txfr6OlpbW7G3t4fp6WmcO3eOsYako3z33XfxwgsvoKamBo8fP4ZQKGTpAGmdSbpBaE2tVsv0CmpCy8vL8cUvfhH/43/8D6jVasYyks7444fEysoKe0eCwSC0Wi0GBwcxPT0Nh8OBtrY27O/vY3BwEE6nE0VFRZidnYVer8df//Vf4wtf+AJ2d3dZc3zjxg2WIlLhROhYCq7q6OiA1+vF7OwscrkcWltb8d577+Gnf/qn8eabb8JmsyGbzeLOnTu8gu7r68OlS5cwMzODra0tTmLVaDScfUO5HolEgn1HsVgMBoMBRUVFGB8fh06nw+zsLAqFAi5cuAClUol3330XABgBTZIBkjLYbDYkEgm0tbXhwYMHiEQiMJvNHHB13E9bWxucTicePHiAl19+GXfu3IHNZoPBYOAGb21tjZt60vVrtVrOe1Gr1QgGgxgeHsbCwgJsNhvW19fR3t6Ovb09vPnmm7hy5QquX7/OgIy6ujqmurhcLs4meuGFF3DhwgWMjIxALBZzE3b27FmkUikMDQ1hcHAQBwcHuH79Ou7cuQODwYCVlRWoVCqWSBYXF0MoFLIn5OHDhxgfH8cXvvAF3LlzBysrK0gmk7h27RpGRkbQ3d2NR48eQa1WsyeIpruFQgG3b9+GXq/n84o2YJSNQmcupfmm02k4HA709/cjFovxPyMQCODz+VBSUoLTp09zEjkNU4jm1tHRgZ2dHczNzUGj0UCn0+EP/uAPsLS0xPLSdDqN999/nxspQlRKJBJG+9psNt7ekQm6qKgIw8PD6O7uhtfrhVAoxDPPPIP333//2N8/0pAvLS1haWkJh4eHvO34uCmViuhMJsP//uDgAKdPn+aMKgK1nD9/Ho8fP0ZpaSnee+899Pf3IxqNQq/XY25ujjN0vF4vfD4fo9fFYjEPoAjlLpFIUFNTA41Gg8rKSly7dg03btzglPauri42BBOFiVK1Nzc3sb6+ziZX2qA2NTVxkjbp9MViMZqbm6HVahEIBDA5OYnR0VGcPHkSOzs7T+G+qSAVCoVoa2tDJpPBd7/7XahUKly6dAnBYBBFRUW4dOkS5ubmWOK6sbGB999/n/9+t27dgl6vh81mY916KpXC48ePOfuB0LwlJSX4zne+gwsXLuAHP/gBuru7sb6+jq2tLS7yCKlKU3ixWAyz2Yz6+nom9lHNQ0PA8vJy/PCHP8SlS5ewvr5+7MF+RMKcnJyEwWCAz+eDWq1Gc3MzN6ETExO8GaN8NJVKxVux2dlZHtS2t7fD6XSyIdloNCIYDLJHz2azoaSkhNHrJSUl/JmIxWJuUlwuF7RaLcxmM86dO4eioiK89tpr2NnZgUqlYsN0dXU15ubm4Ha7kc/nMTk5ifb2dlRXV7N0y2q18mDNaDRic3MTOp0O//AP/wCPx4Nr165BrVazpKmlpQVjY2MAwJ+JxWJBPp9HKBTiML6amhosLi6yrJZQ/uXl5SguLobBYGAFDJnciZi3t7eHsrIydHR0YH9/Hx988AGkUim6urpgtVohEAj4+z82NoZ8Po/S0lK43W42eKfTaVy8eBHvvvsuY9APDg74HNje3kZFRQUHJDqdTrYTnDlzBuPj4yyl/sM//EPMzMywpPKTPJ9qs/GlL30JWq0WZ8+exRtvvMFBcmq1Gq2trTwVIoRtTU0NZmdn8TM/8zO8unrzzTfx/PPPY2dnBx6Ph/WwkUgEpaWluHLlCvx+P+c+UHo1oc+IOU8T++HhYVRWViIQCODx48dQKpVc/DU1NcHhcMBqteKdd96BwWDA1atX8c4776CyshJnz56FVCrF8vIym70olEoqlSIQCKC2tpZRu/X19WzYpok0SQey2Szj1Q4ODpBOp1FaWsrGmqqqKk7dpLTlcDiMwcFBLC4ustZzZGQEPp8PANh0RQUuUX9IJ+j3+3F4eAiVSoXV1VW0trZCKpVifX2d/QEA+HI1Go2cmSGVSjlwjuRrVFju7OxgamqKZTOUTrm8vIyhoSFEo1H09/fj1q1b+Ou//utjm6p85StfQWtrK38m5IdRKpXweDzc+NL/PwX/AE/yQSiRnQyp5eXlePDgAf7Df/gP+M//+T/j137t12C3259iUVOWAiWVer1eNma1t7dzk2Y0GvHBBx/AarXCbrfjlVdewdjYGHK5HDo7Ozk/gNLCTSYTMpkMv0+Exy0UCqiursb6+jr6+/uxsrLCOQM+nw89PT1Mfers7GQ5ysjICJvsHA4HamtrWb5EAVEAeDK4t7eHz372sxgZGWGDb3FxMVpaWuB2u6HX6+F0Ovn9j8Vi8Hg8yGaz6OjoYBIZHUoejwdFRUVwOp2w2WyM5Jybm8Pa2hpOnz6NfD6Pmzdvwmw2I5FIoKenh3WsBoOBzYArKytIp9MwGAwQiURwuVwQiUQoLS1lXbNAIMDMzAy+//3vH+tk+Y/+6I8gFArh8/kgEAhQV1eH1dVViEQi/kwsFguKioowNjb21JSf0I5kak2n07h8+TL+/u//HkNDQ3j8+DFOnDjBAWUKhYKNfkVFRSgUCrzVpS0xZaBMTU2hubkZxcXFWF5exoULF1gaSfLD3d1ddHZ2QiKRYGJiAnq9HgcHB1heXsbu7i5KS0thNBqh1+uxtrbGaOFIJAK5XI579+7h61//Ot59911UVlZCpVIxG76iogKxWIyhCTQFIyT48vIy3G43nnnmGRQVFWF6ehpms5kTxFUqFS5fvszyAvINvPnmm3C5XBgYGOA8IpLvkgHS6/Vienqaw7JIbkr+C5/Ph+3tbU6GJk/b5OQk//4GBgYYivDx9GhKB6bJuslkwu7uLvR6Pe7evYsbN24c6/v3wx/+EK+//jrLxOx2Oy5evIilpSVotVqW3NXV1SEcDmNjYwP19fVYWFiATqdjz9kXvvAFvPPOO3jppZcwNjbG321SK9CdIhaLGW8qlUo5ByGdTqOuro4/I6/Xi1QqhdbWVt7I2e12NDQ0cEE5Pj6Oc+fOQSqV8h33cUw83VeE8CUZodVqZUgM+R47Ozvx4x//GPX19Uw8oy3f4eEhfD4fNBoNy2m7urpYVjc9PY3KykqMj4/zFvlLX/oSotEo7t+/D4vFgpmZGQwNDfEGRy6Xc/aH1Wplr6dCoeD8FUrXpuwMypg5efIk7ty5g/39ffT392NmZoYBNwaDAXa7nbM2KMeM8nvIpPzZz34Wi4uLEAqFCIVCfH9XVlbi53/+54/tDv72t7+N1tZW3Lx5ExUVFSy5fvfdd/m8IvS2TCZDdXU1pqenUV5ezpLOpaUl3obQNnxrawunT5+GSCTCxMQEgzTo7onH47xVJwiOUChEV1cXZmdn0dzczEhjt9uNeDzO9x5RASnxfX5+noMIyUdMwb0ej4cpTdSAKxQK9vmQv45AQj09PRgfH4fBYGDCY1VVFW9GKZOOtrj5fB5SqRQ7Ozv4kz/5E3zrW99iQIzZbOYGmVQXXq8XL7/8MjY2NnB4eMh3PG2MKAjVYrFALpcz4Uqj0cDhcLCSpre3l7cwtAmhTI5sNotUKsXQIIoPMBqNUCgULF2rq6tDKBTi5kqn08FqteLLX/7yJ3r/PlWz8Wd/9mfweDyQyWQ4OjqCzWbjaQJNZrPZLOx2O6RSKaM+KfxvfHwcNpuNw5nUajWniz/zzDNIp9O8AqOUZp/Ph76+PtZHk9QklUqhra0NGxsbKCkpYQxlX18fXnvtNTaktra24u7du0wN0Gq1rM0k845EIsHm5iZPUegynp2dxW/8xm/g7t272NrawtWrV+FwOPDmm2/i13/91xl/KJPJUFJSAqVSycSDsrIypFIpXrFRCMrR0REGBgZQKBQwNTXFicBnzpxhLC8dnqFQCLFYDJ2dnZDL5VhYWIBer4dCoWD+dHl5ORcD1OREo1E0NDSgtrYWAoEAb7/9NmtFiSJCBBIqMvP5PGKxGKeekmyDpklEvqACPRKJ4MKFC/hP/+k/HdtB93u/93vI5XLwer2oqanhQooAAQMDAzg8PEQ4HIZYLEY0GmWywvr6OqxWK6MhbTYbYrEYdDodpqameGv3T//0TygrK+N8C8ouoMyYra0tbG9vo729nYPEwuEwB2bp9XosLCxAoVAgEAjAYDBwwvzjx4+xtraGlpYWJBIJDqqcnp4G8H8S7tva2vigcjgcuHr1KtLpNO7fv4+rV68ydWxzcxMKhQL5fB6tra2Ym5vjjACaDhHyc29vD0qlEhKJBE1NTUxcI/xzTU0NWltbMTMzA51Oh97eXtbJJhIJJrrJ5XI0NTVBKBSyFKWvr48zR8i7QrIXkj2SZHJ2dhbd3d08/aLJtMViQTAYRFVVFQYGBpjSRaGYfr+fpWs0+bl+/Tq+853vHGux97WvfQ1WqxUqlYqxhCaTieVCNFWi96lQKKC8vBxdXV24e/cucrkcVldXce3aNTx69AgbGxss16ipqYHL5UJ3dzcCgQAjmClll/waJM8k8y81xtlsFtFoFKdOnUI6nWapB0296TtDhZJIJGLqnslkYoY7pcpSVkhTUxN+8IMfsMb61KlTUCqVmJ6exmc/+1l4PB6EQiHcv3+fc3wosZx+v+QXq6+vh1arxfj4OKfQzszM4Ny5c/jbv/1b/Pmf/zn29vawtrbG9L6lpSVu4Obm5ljCR5kilBJOCFOr1Qqr1cqFA12+oVCIcxHIqPlbv/VbmJ6eZhIVZZlQqBjhfAUCAQYHB5HP57ngGhwcxC//8i8f6/v3zjvvcKFFcAy9Xo+3336bA8soiItkdTRpl8vlyGQy2NzchEwmQyAQgE6nQ319PcvMtFothEIhD/DS6TTMZjMcDgfS6TSDKw4PD+FyuVBVVYWrV6+isrISP/jBD/h9PXXqFOd/BINBNDU1YWVlhalpmUwGCoUCarWa6WqUzk4y5L29PbS0tGBmZgbZbBadnZ1obW1FPp9nD+LMzAzq6+sxPT3NyNmZmRkYDAZGo36cVhQIBNDW1gYAGB8fRzwe54FUS0sLpFIpPvjgA3R2duLRo0dIJpN46aWXOHBSJBJhZ2fnqaBTCok7OjpihCltZ0kt0NLSgrt37+Lx48f40pe+BIVCgddffx2nTp1ij5HX62W4TkVFBbLZLDY3N3Hq1Ck2PyuVSrzxxhs4d+4c6urqcO/ePfzrv/7rsd3BV69ehcViQXt7O8v1CG9MIc0ejwfAk7R7agCXlpYYnkHy3kgkgq2tLXR2djIyfmtrC4lEgs3bJGOvqqriQYNUKuU6wGKxsEx6c3MTHR0d7LtNJBI80J2fn8fw8DBLQB8+fMjGdNqcUMgpZdSQR9nhcECtVkOtVqO4uBjf+c530NbWBq/Xi+eff563sAQcInlWZWUl2wko48fr9fIGw+v1QiaTIZFIsCqnr68PN27cwCuvvIJ/+Id/4D+T6o/+/n4eDpLEiWAd5NkaGhpCPB5HfX09fvKTnzC1dH19nemc4XCY5W4UZrq9vc3AFqFQiI2NDdjtdigUChgMBgQCAb6DZ2dncfHiRbjd7k8so/pUzcZXv/pVTu+8d+8eax2TySTq6+ufSv4Wi8U8AbDb7bwKpeCwVCqF6elpLC4u4tq1azAajVzgLi8vcwggFcx0gBIJgQ4Ql8vFGMzJyUmk02l85jOfwfb2NjQaDafE0gFDSYkqlYqxX5SWav3/EfenwY3d55k3fGHnhh0gsYMAF3Dfl17Zu3qRLMuypNiWPbbH9lRcLic1GZcnlWSSlJ/KzGSyTGZSyUycjC3HtmJZsiS7tbd6X9jdbO47CRAgQRIgdoJYCRJ4P7Tu+1U/81a9VmWmcz4pitxNAuf8z71c1+9yOhklm0wmGVva2tqKN954A0899RSmpqZYv/ad73wHr732GhvcE4kEWlpa+MVKUhP6fe/du8cs6JWVFUQiEbS1taGyshKTk5MwGo2orq7mKSOFMW1vb2NgYIAJGeXl5azxJnnTwYMHWdJz9+5dxqsRuhUAOjo6WG9HzRsRZTQaDWv+KJmYAolo9fu1r30NqVQKL730EhobGxnp97gOuu9+97swGo2MWyNmPj1MiUSCaR7pdBpbW1vsETIajfD7/RgcHMTrr7/ORTsdmiKRCOFwmFF9lHZPAYzEAydduUqlYpZ8oVCAzWbDtWvXcOrUKTgcDoyOjuLy5cs4fPgwxGIxYrEY9vb2mOxEa3FakdM9R8nMU1NT6O/vRyAQYHqVxWJBKBRihvy9e/eg0+nQ0NDAB+XNmzchFAphMBhYPkHUFrFYzJkKNBV/44038K1vfQtra2vIZDI4d+4cbt26hVgsht3dXfT19WFsbAxbW1tQfZSO7fV6MTc3B5VKhZ6eHlRXV2NiYgLAwzX7tWvX8OlPfxrXr1+HTqfjezwUCvHvYTAYMDw8jLm5OVgsFk4fJp01+bgEAgFDKYhnT1Klrq4u/PZv//ZjLfZ++7d/GyaTCcFgEMeOHeNpEiF7qSmg6fvGxgby+TxqampYftjR0cFeo+npaQwMDDC6dGVlBbdu3cKpU6eYIGYymbC+vs5FolqtZvx1IBBAMBjEqVOnIBKJEIvFsLOzg0OHDuHGjRssR6irq8PXv/513L59GwKBAMvLy9ja2sKXvvQl3h653W5EIhFO3E0mk/D5fDh27BhnK6ysrOD06dO4ceMGwuEwcrkcBgYGYDAYcPPmTTbSHjlyhJGVdLaPjIwgGo3y50MvdpKodnV1cY4IhY42NDTwxJvCAMn0SVuudDqNxcVFRrBTym1zczPq6+tx5coVLmaBh1rqvb091NXVQafTsUmUJGs7OzuQy+WsTafhxO7uLu7fv48vfelLeO211yASifCXf/mXj/X++x//439gcnISvb29ePPNN9Hf389SKpLgms1m7OzsYH19nXHyExMT6O3tRSKRYLIcYXPpM/T7/VAqlTh+/Dh2d3dx/fp1NoWWlZWxT5BQs5QrEI/H0dLSgh//+MdsKj1x4gSGh4fZH7S2toYDBw5ArVbzQINCIhOJBG/baWvS0NCAWCyG2dlZVFVVcRYA0aEooLClpQUzMzPQaDTssRscHOR0aTr/aUBJQW/hcBjLy8ssG2loaMCrr76K6upqPPPMM9Dr9XC73ZienmZPJAWKer1edHd3c74TGcIFAgHS6TR2d3fR0NDAGQ52ux1msxmvvfYaWlpa2GBN27tCoQCfz8fmfI1Gg62tLXi9XggEAh7u0Dvu8OHDCAaD8Pl8KC8vx3e/+93H9g7+nd/5HYTDYQwNDcHn8zFKmbD05MXZ3d3FhQsXoNfr8dZbb2F3dxcul4ubp+vXr2Nvbw9GoxFbW1t44YUXMDo6iomJCZw7dw6BQAB+vx8NDQ3o7e3F/Pw8+0vpHU+b5fX1dczMzPDgxel0sg9udHQUPp+P5fMkTTObzejv78f8/DyuX78Ou93Oqo75+XnU1NSgra0Nu7u7vOErFotsjhaLxejr60NLSwvee+895PN5TE9Po6+vj/26wWAQDocDDocDPp+PfybKsSK/b21tLSYnJ6FQKDgvJBKJwOVyccPe0NDANLOysjI20NN2iQYQdrudJeZzc3O82fjyl7/M8lqfz8chw6TaoCGTSqVCOBzG3t4en3mjo6NwOByQSqUsMSWJuUAgwO/93u/9n/dstLW1Metfr9djZ2cHExMT/BfX1taioaEB6XQaHo8Hi4uLqKqqQm1tLTY2NlBXV4dgMAiPx4NQKISenh4Ui0X+0NRqNWZmZnDz5k189rOfxdbWFmKxGL8IyNBITUE+n+duN5FIoKGhAR6PB3Nzc3jiiSdw//597O3t4fz585icnHwkHIz8JTQNX1paQjQahVQqxerqKmpqalBZWYmFhQWsra3B6XQikUjAaDTC6XTi+PHjWF1dxYEDBxCNRqFQKFgCsrm5yTp6+r8bGhogkUiwvLyMCxcusPZNo9HA4/Fwd72yssIFxcWLFzE4OMgvbIlEAp/Px/ImmUyGnp4exONxjI6Ossa4u7sbTz75JMbHx7G2toZ4PI6amhr8/Oc/x6FDh9inQi8Ch8OBubk5volomi8QCJhdXyqV8P777yMcDqOrq4unlo/zamhowPT0NPL5PJNR+vr6cPnyZWQyGRw4cIC3D5lMBlarFQ0NDbh58yZEIhFUKhVGR0dhtVoxOzvL63+dTsfZBFtbW4yAo3tKoVAgn8/DZrPB5/NhcnISVqsVGo0G+/v70Ol0uHjxIi5cuIDl5WUsLy9jY2MDg4ODkMlkHChJm6iGhgaWytTX1yORSHB6J2nYAcDr9TLb3m634xe/+AWOHz+OqakpjIyMoL29HUqlkg2a1BxptVro9Xqo1WrEYjFMTEzwi1IikTB+VyaTwWq14saNGwwIuHjxIrxeL86cOcO/y97eHux2OwBgYmICqVSKpXWEa83lcqxvp0KZCpKVlRV+8ZZKJdbPTk9Pw2AwQKvVMgudMieCwSA2NjZQXV3NZC6hUMgYzXfffZeNd4/zGhgYQFdXF1555RXcunULVqsVjY2NUCgUmJub4w0MNRMkF6BBzHPPPcdnJt2z77//Po4ePQqfz8fNBWEfZTIZSzzNZjNLm+7fv88FtcViQTgcZoNtZWUl7t27x7SWM2fO4NKlS7h06RL29/c5rI0KaypsaBOn1Wr55+/p6eGpFzVTExMTiEQiTOopKyuD2+1GPp9HWVkZisUiJicnWcIgFouxsbGBnZ0d2O12RiXTZsJgMOBP//RPcfToUeh0OqRSKVy4cAEvv/wyvzMI9SuXy5HNZlkeE4/HYTAYcObMGaysrMDn80GhUPCf+84777BcQ/VRynBjYyOEQiG2trawuLjIW1Da9mo0GhSLRSwtLUEqlUKpVLIhViAQwOv1YmVl5f96g/H/6yKPXzAYxJNPPgmZTAan04n3338ftbW1EIlEGBsbQzweh1qtRm1tLdRqNaqrq7G2tob6+np0d3djenoa+/v7vN3IZrMc0Ei+jJaWFjx48AAqlQoymYypeZRLpVKpOBF7dHQUHR0duHTpEp599ln87d/+LVQqFY4cOcI5HOl0GpOTk9ycTkxMsETm46GdpMXXarUcRPvgwQP09PTA7XbjwoULcLvdHNKazWbhdDoxOTmJ9vZ25PN5zM7OIhAIwGKxoLq6GtFoFCMjI3A4HHjiiSdw7do17O/vo7m5mbX9LpcLcrkcZWVleO2115BIJNDY2MhG9RdeeAEjIyMQi8Vs5iZE6oEDB3jbKJVKUVVVxYM/2oyQDNvtduPEiROQy+UcFEnEoUAgALVazT6CsrIypNNpRpnevHmT8b8SieRf5P7T6XQYGxtjqevExATq6upQKBQwMzPD6HSfzwe1Ws2EpYqKCpw6dQqXL19GS0sLJicn4XQ6sb29jbt37/IW9urVqzhz5gx7d65duwaTyYT29nZ4PB7I5XLO8iCqWHd3N4MhaFN28eJFqNVq/OZv/iZ++MMfIhaL4cSJE7h27Rry+TyjlGkjRuGgTU1NDLqoqKhAU1MTYrEYPB4Pb7HLysrw9ttvw+PxQCQSwWw2s7zW6XQyECkej2Nvbw/hcBjFYhFqtRo9PT2IxWLI5/NoaGjA2NgYg4qOHz/OTUpvby9+8IMf4NOf/jRT1yYnJ5FMJjmTieTRFO8Qi8XQ1taGUqmEhoYGbGxs4HOf+xz+03/6T/jc5z6HX/7ylzh9+jSuXbvGoBPK+ZiamuI8sM3NTfbp5fN5LC0tMYbc5XIhFotha2vrE9HQPrFnQ6/Xo7y8HH6/H1tbWzCbzairq2OdbyqV4s5xf38fS0tLvC4Nh8OYn5/nrcJv//ZvY3R0FO+++y7a29sxNjaGP/iDP8DPfvYzWK1WeL1eKJVKVFZWwmq1ory8HG63G36/n6VQFEI0NTWF/f19PPnkk5iammLTamtrK1ZXVxEIBDjZeWRkhPGJSqWStX3UMW5vb8NutyOfz0MoFOLYsWOYmJhAQ0MDlpaWIBQKYTQa4Xa7UVNTA6/Xi66uLjYqGQwG2O123irs7u7CbDZzUUhrYdrG6HQ6mEwmXLp0CefPn+fPSSQSIZ/Po66uDjabjfNKCEVLk6BUKsWHsFqt5swFCpgTiUTY29tjCQZpv8l4ThME4GEuCD1oTU1NvKIkUkNTUxO0Wi1njDxOz8aLL76IF198EV6vF16vF+l0mskS1EBRYmcoFIJYLGY5k0ajQTqdRqFQgNFoxNTUFGpra/G5z30OL730Eo4cOQKz2YybN28imUxCLBZja2sLGo2GD7ZUKgW1Ws2yqsrKSkSjUWSzWVRVVXEgz9NPP43FxUX09/fD5/NBLpc/IpkjCILf70dXVxenx5eVlXExNTIyAolEwunhlPvhcrngdrs5cbdUKkEqlcLj8bC8q1Qq8TajvLyct49kRsvn8+jq6sL09DQHMpVKJdhsNszPz/Mkme73j38W9DMqFAqm/5AutaWlBbOzs1zkkhSFUNI2mw0qlQpXr17F6dOnsbS0hMXFRfzbf/tvcfnyZYyNjfF2T6vVssbc6/VyWjiZdOk7+cM//MPHOll+8cUXOdCQdLi0lTIYDJBKpYzxLS8vRzAYZA17W1sbPB4Pe4sUCgV+9atf4ezZs5x3cP78eQwPDzM2e319nWUrGxsbMJvNOHLkCGdkGI1GHtxMTU0BAE+6iehFjH6LxcIo7v39fS7WwuEwSycDgQBLNnp6ejg/IJ/Pw2KxIJVKweFwIJVKMXb54sWLcDqdbL7d399HNpvlxpKeR/oMy8vLObhSLpejra0NUqkUb7zxBtra2hixG4/HsbW1xTIqwqpHo1Hk83l+35COmShBDoeDNzxnzpzBzZs3sbu7i6amJmxubvJAolAowOFw4FOf+hR8Ph/C4TAmJia4WV9bW2O5LT1TDQ0NSKVSGBsbQ3V1Nf7kT/7ksW/WotEoenp60NDQgA8//JBhEDU1NewHItMnbbHIAD80NASlUskBc0SJomyUrq4uNtHv7e0xlpmGfXa7HY2NjVhaWsLGxgZ6e3sRCARY3vxxmhkF83Z2duLNN9/EN7/5TchkMty6dQtOpxPAQ5x+PB4HADbD0sSU0MM9PT3skYzH40gkEvjqV7+K9fV1LC8vY3FxkWXDoVCIs4qI1miz2fjeWF1dxfr6OmdQxeNxxh+XSiWWKx85cgTBYBDt7e144403+OdSKBQsOyb0MRGH4vE4N+okKxeLxXC5XCgUCozatdlsvNElmSiZpylZPJ/Po76+ng3ZQqEQDx484OGVUChkSdf3vve9x/YO/t3f/V2cOXMGP/nJT/g9ptFoeDhC2TrRaJTDXisqKjirSqPRQKlUskRuZmaG6aM9PT14/fXX0dfXxzAJOgf29vZYFre2toZCoQCtVsvyVaIllkolhMNhGI1G/PSnP8UXv/hFbG5uwm63I5vN8laacP+5XA6hUIghKpRQT57Q6elp1NbWIhKJoLy8HH19ffD7/VAoFLh48SJL5n7jN34DgUAAN27c4KDMSCTCPjCbzcbnoFKpxNbWFlwuF4LBIMxmM2pqarC9vY07d+6grKyMpdeVlZUoFAqcw0JKn1Qqhd3dXRiNRuzv72NmZga9vb1s+KYm4uzZs/jZz37GeUh0Jt67d49DVqempjA0NMQZZSQ3pHN8b28PDQ0N0Ol0cDgcGB4eZn9zIpHAD37wg1/r/vtEORu02ejs7ITD4cBnPvMZ9Pb2cngIYcr8fj+WlpYQDod5yicUClEqlXDmzBk2ov385z+HTqeDXq9nqdX/+l//C+l0msPE1Go1fD4fpqenuQAfGBjgBofMwb29vZDL5Xj33XehVqtRV1eHaDTKCeNknKUgo46ODuj1elRUVHDKqkqlQnd3N3p6etiITqtUermvrKygrKyM+fNjY2NwuVyYnJxEIpHgw4HW9rOzs8hms/xgfFznTV15NBrFzMwMXnzxRczOzsJqtcJut8PhcPAhePv2bdy5cwcrKysAwNNBsViM/v5+fPvb3+Z07Lt370IgEKCsrAxra2vcoJHJnIy2lL5dW1vLL6+amhocOHAAn/rUp5hJnc1mMTg4iMrKSvaRUO7I47xcLhd2dnYwOTmJnp4eln4Rxo1Sfz+eA5BOp3litbKywoSGM2fOoKGhAbdv30Z1dTVPz1QqFQYHBzmMyeVyQSqV4sGDB/B4PIzZ3N7e5kR3QhfSS47uaZLivfvuu2w0o3Ce1tZW9PX1YXt7G4uLi5zh4fF4eOtG6ebb29s4ffo08vk83nnnHdhsNmg0Gm5eNBoNPvOZz3ARTFIJ0o8aDAbU1dVhf38fqVSKNannz5+HyWSCWq3GxsYGpqamkMlkmPJCxjAqvkjX6na7GVe5uLjIONJ0Og2bzcbTwM3NTf69xWIx1tbW+O+9e/cutFotnn/+eWxsbKCqqooNglTIkrQrkUjgwoULqKysxN27d9Ha2orFxUXORnmcF8mkCAU9ODjI/Py6ujoOJhsfH8eVK1ewtLTE9+TKygpWVlagVqshlUrx6quvMlt/c3MTTU1NWF1dxdraGgcyCoVCCIVC2O12fP3rX8fBgweRSCS4kKc0bGrGiJgmk8lw7do1JBIJ/NM//ROGhoaYYa/RaBCNRvHhhx9icXERXq+X81xoI6hSqRCNRvm8cLlc2NraQjwex/j4OAqFAgKBAD788EMYDAbodDpcvXoVY2Nj0Gg0vNHa3NwE8JA25nK5AIAzjejfj4yMsLlUIBCgurqaSWNWqxXnz5+HUqlkHKbZbIZcLkdPTw+effZZtLe3QyAQIJfL4dChQ9jf3+dgyHfeeYclL+S/aGtrw7Fjx9g/+A//8A/4h3/4Bzx48ABSqRTLy8sYHh7mjcD8/DxjPeVyOQDg7NmzLE99nFc4HOZt1o9//GMO3vx4k0sIXEIm0z1kNBoxMTGByclJuFwuqNVqzochj8Do6Cg+//nP49ixYzCbzXzW0BaRJFEksaTvkdKv7XY7zp07xzlGvb29CAaDOH78OKanpzmIjf6cSCSC/f19RklTovjW1hY2NjbQ0tLC6FSNRgORSISvfe1rrAagbCmDwYD19XWmiJlMJjbSbm9vw+12w+v1QiqVorm5mbfVVJe0tLRgcXERbW1tMBgMuHHjBpxOJ2ZmZjAwMACr1YqzZ8/iyJEj0Ol0UKlUqKurg16vh8fjwdWrV1m+4nQ6EY/HcefOHSgUCk6SpsFJVVUVOjo6sLm5yWf17OwsYrEYhEIhXC4XLBYLxsbG8ODBA+zt7fFzVSwW4fV6Gc/6uLcbyWQSr7zyCnQ6HUQiEZufaRurVCoBgAOEl5aWcOfOHVaV+P1+7O7ushrA7/cjHo+jqqoKo6Oj+M3f/E0efBJUiIL6KNeJPvfy8nKUlZWxxKm+vp7ppYSsNZlMaG1t5ZBHko9SgK7X6+XhDL3fyB9SKpVw6tQpDthTqVRwuVwoLy+HQCDA888/z6GhyWQSExMTvFklwAfVKaVSiYNubTYbDwUp4DKRSKBYLOLAgQO8BX777bexurrKOPinnnrqkXceJZCXSiWucSYnJ1FeXg6dTofNzU381//6X2GxWFBRUYGhoSHe5lLjY7VacfLkSZa0KZVK/jwIkUsG+dnZWbz66quwWq2orKxk+ueve30iGRVNi69du4bW1lakUikAD8OnVCoVYrEYCoUCKisr2ayi0WiYWlIsFjE1NcWM4/X1dbz00kusl1tcXIRIJOIUWWJM9/f3I5/PIxQKoVAoQCgUMv1EqVTyRO3JJ5/E3//937Pus1Qq4fLly4jFYvjSl76EiYkJVFRUYHh4GM3Nzax7o8RdokhEIhEkEgk0NTXhwoULnMZLydv37t1jDCyhgImpLBKJOJE8kUhw8vfu7i7W1taQy+Xg9/thMpk4UfmZZ57B/Pw8fvSjH8FisSCTyUCpVCIQCEChUEAul7NZTK/Xc5JldXU1ampqIBQKcevWLWQyGUxNTaGjowNyuRwmkwm1tbV4//33YbVaEYvFIJVKIRaL0dLSgoWFBezv7wMAbwkIQVhfX4+DBw9ienoa8XgcExMT7K+hEKKrV69+opvtn3spFAq8+eabGBoawoMHDwCA05srKyt5/be/v88GY6VSCaFQiJqaGvT29jLxg7Zh8/Pz6OnpYW73xsYGT+PIPE1TYdpoUNonkZ6ampqg0WgQCoWYiuH1elk2dfr0aTQ1NcHr9XKmCwDGaNbU1HCYGoVGtbS0sD6UUK/b29sIhUIYGxvD6dOn8frrr6O8vJzX1SaTiafdJNMRCoVsPqTGenR0FGKxGLdv3+amdXl5Gb29vbhz5w7y+TwaGxt5Gk9mvkQiwcUo6VddLhd8Ph/m5+eh0WgwMTGBbDYLr9eLZDLJ/30kEsG5c+fw6quvoqGhAW1tbRCLxVhfX2csJdFmWlpaUFVVBb/fz/KO9fV12O12DsWsrq7mwu9xXkSLMRqN2N3dxQ9/+EM2nwqFQmi1WvT09GBpaQnLy8uw2WxMIKGXA4XTtbW1sfTR5/PhU5/6FEZGRvi81Gq1aGxsZH/M5uYmU6V2dnagUqkgkUhw+fJlToA2mUyYnJzE7/3e7+HOnTuIRCL4nd/5HUQiEd5qUYgjnQkkBdRoNNDpdFyc0cDC4XBgfn6es39MJhPTWRwOBy5fvoxgMAiLxcITcNr2UXNGm4ZAIMDJtP39/fyMzMzMoL6+Hm+//TbUajVyuRwWFhaYbkOEqNXVVYhEIgSDQX4fqVQqRo9ub29zIaZUKjlws6mpCdFoFM8++yxvziUSCZLJJJuJjUYjVCrVI3kP09PTqKysZDKdRCKBQCDA6urqJ37Z/p+4urq6EA6HMTY2xtKPhoYGzM3NcdgkwTysVisH4RJsoaamBolEAs3Nzchms+jr68PW1hbLksljeeDAAWSzWYyNjeHAgQMwGAyMGyUC3sbGBqanp1kj393djYsXL6KyspKzP8i3RgWUVCrl+5CAJNQwUfAe/f8/Hhy7urqKJ598Eg6HA7/61a94i/rxyTFtGorFIk+CaYtFmxapVMqqB8q56e/vRygUgsViYT8oDZaqq6uRyWS4qKb7n1ChUqkUDocDFRUV6O3tRTwex/Xr16H6KOOqpqaGYTM9PT2MXs1kMpBKpQwqicViaG9vx87ODhvE6bMhmIPT6cTt27dhs9nYMExDhsd1NTc3486dO3jhhRfgdrtx8uRJDA8P832wubnJdUZ5eTlaW1sZGlBTU4OKigpuDJ977jm8+eabOH/+PG8B7ty5gwMHDsDr9WJzcxOdnZ0olUqMW1coFJxXUSwWOcx4a2sLm5ubiMfj6OrqwurqKj7zmc9gdXWVSZWUQURhlFKplO9rhUKB9fV1xGIxNDY2MhGV5NM9PT2YmJjA8PAwXnjhBbz88suYm5tDfX09vvzlL3OezB/90R9hbW0Ne3t7POymdyVhbWOxGGw2G3trSZlAXlTVR8nlpAAiX8XGxgaTHClcNRwOsxKDKF/03FRVVSEUCmFhYQFyuRyrq6ssFYtGozhz5gyAhxlloVAIlZWVUCgUvAEmEtvx48c54y4cDqOpqYnpcp9km/aJmg1KbYzFYhCJRBxKR10gSUkEAgGjxMrKylhKQfzhRCKB5557Dq+88gpOnDgBt9uNWCzGgUGBQADNzc08iSP9KcWwk8Z9aWkJWq2WJ4WLi4tsjHn66ac5aGdwcJB19Hq9HgcPHmT8GK2PJicnueEAgKamJkaQOhwOjIyMsIyrvr4ea2trCAQCcDgcPF1ZWlriL55IIJTaePXqVRSLRSSTSeh0OhSLRfT09DArvba2FolEgqefNAUnhr3T6WQJFMXbT09P486dOzz5zOfznBgLgMOriIJA5IbJyUk2HZPpjwJlmpqaONvg7t27XKySZG5paQk2m421pY/zevfdd7G/vw+tVov19XVkMhmMjIzwWrG8vJwlBWQGJUM5YQa3t7cRDoe5WVEqlUyluHLlCoRCIQcTbWxsIBKJ8KGv0WhQWVnJhTSlfdNLf2hoCGVlZfjHf/xHftkaDAak02m89tprKC8vZw0+aTLJdEuBUAKBgIkQtGm4f/8+o3HJJ0IvvgsXLmB+fh7BYJChAkSoIhPx8vIyPB4PJBIJysvLMTg4iPfffx99fX1IpVKIRCJoamrC2NgYjh07BovFgr/5m7/hQo6abKFQiEKhAIlE8r9NICmzhj4nlUqF1157DU6nE1NTU6isrMTFixdx5MgRJJNJNvfSRJT0yX6/Hx6Ph9GRpVKJCyR62RDh5F9CM69SqZBKpZBKpVBWVobBwUGUl5fj7t27kMlkLP+gzazJZMLU1BSvzWUyGZaXl1FbW8sZAZTY+jd/8zdwOBxYWVlhH5zP50NtbS02NzexsLAAq9XKYX0qlQpGoxE1NTV45ZVXYLPZmMhy5coVzra4evUqyw13d3dx69Ytvj+rq6tZmiCTyRikIZFI+KXp8Xh46hcKhWAwGDA2NsbnYDAY5IBVIp9VVVUxNYYKkPLycpYjRSIRhEIhRKNRRnmPjY3h5MmTCIfDiMfjOHz4MMbHx7GxsYGOjg7Mzs7C5/Oxp4rCAgFw81VZWYmxsTE4HA6m9EkkEoYLXL58GZWVlYjFYlhfX4fBYGC/C93rZWVlSCaTuHfvHgeD0gTU6XQiGAxibW3tsRd6AJgUVVNTA4VCAZ/Px1Qvkk8QeVEqlcJoNLJMTiAQsIQkm82iubkZExMTSCaT3PR1dnZibGwMdXV1POwqlUqc1xOLxXjjS+cgNWGhUAiHDh1COBzmgE6iAxHRKh6PY39/H52dnYjH4+x3pHtrZ2eH5TkikYiN72KxmKWiLpcL8XgcFouFCTtut5ulHNTgqj5K5SYgBv15lEg/ODgI4OF21mg0clbI3t4eBgYGOB3ZYDBwfgIAzM3NoaysjKWIDocD6XSaFRTpdBqZTAY2mw2zs7O86c1kMtDr9QgGg7BarRCLxYysP3nyJKLRKPb29mC1WpHNZjkZfWRkhPNJqqurH0Ewezyex3r/ZbNZ1NXVsednfX2di9dIJMIEqlgsxt7PeDzO+Wtra2ucwk3S9rW1NSbNtbW1IZ/Po1gs8lS/qqqKB2cENaAoAjLbT01N4ciRIzzwIQ9hKpXCoUOHsLGxgRMnTjDIRCgUMu2PpvwkpSJghF6vh1wuZ9yrWq3G/v4+3n33XczMzKCvrw9lZWUsgSYEPZnmy8vLsbGxgdXVVVgsFthsNkQiEUYBV1VV4ac//Sm++c1vIpvNcm7N9PQ0jEYj16Pkeczn89zEkgKAMu6y2SwKhQL29vaY/gc8xJYnk0mcPHmSU8dv377Nodj0rJInhLZr+Xyem/65uTkOObTb7firv/ortkqQt+/XuT6RjKpQKPABnclk0NraynrCbDbLse9isZgnlYTYJBN4NptFOp3GxsYGSqUSpqenObWQpgR2ux3b29uQyWRIJBJIJpN8M4tEIuj1ejQ0NKCrq4sPKiJk9PT0IBqNMhXLZrNhbW2Nk2Cj0SgEAgEymQy/DCkwxWAwMFXr9u3bWF9f54K6uroaqVQKw8PDKBaLsFgs2NraQjQaRaFQYO5yJBLhopBW25FIhJMpDQYDDAYDmpubUSwWYTAYkEqlmHpCQXHhcJhlDTSloXAhg8GA1tZWdHZ2sq6d9PiUJCwWi3H58mUolUq0t7djb28Pv/rVr7gIX1hYQDAY/N8O5Bs3buDGjRtIJpPI5XL859EBHolEIBAImIzwOC9aZ9+6dQtqtZoD48rLy1FbW8uBcJRiXyqVUCwWoVAoMD09zVNhmrhHIhFsbm4ilUrh9u3bvBLd3t6Gz+djyZpUKoXdbuc0WpJsGI1GtLS0cMgfEdSampqws7PDchSZTIaWlhb+vmkTUldXh+rqak5+393dhVKphFQq5cya3d1dtLe3IxAIQKPRIBAIIJfLIRwOo7+/nyfKtPmrqalhc/X29jYnVtPhs7CwgNHRUZbbRKNRzoShz5D8RBqNhu8BopT5fD74/X6o1WrY7Xao1WpuZpPJJJ544gkmWfX09MBqtSKfz8NoNCIajcLn8wEAp4LTlD+bzXLAFWUF0EYKAPb29tDe3g6Hw8H+AfqzHudF0jhiuS8uLuLu3bt8LxAic21tjQtSCogKhUIQCAQsjSRNPBFQKLSura2NMdOFQoE3kC6Xi7W89L+fmprC2toaTCYTr8tJtioSibholEqlvGEh/S69iIrFIpRKJYd/ptNpVFRUoLu7mydoxKonIhpJkihZm85BCtBbXFxk2RVtuWmLTBKbRCKBqqoqnD17ls8qk8kEm80GrVYLi8WCJ554At3d3aisrER/fz+DCrLZLHK5HFKpFMRiMRwOBye0E0Xl/PnzaGpqYswrYR/Ly8sxMTHBGmYKHqPgOo/Hg2w2y1pqhULBn+3S0hKbpWmS/jgvei7EYjHnMxC1jbyRdXV1DFUgFHo0GkVzczN0Oh20Wi2uXbuG27dvMxWpvLwcBoOBvWLUNEajUZavGAwGuFwuDv2ie43M4m63GxMTE8jn8xgeHua8ourqaiSTSaytraGzsxONjY0MLqHCibyfBFYxm80s4Y3FYnA6nSydJB/S7u4uJ6RvbW0xWCMajUKtVsNsNkMqlXITIxAI+D1QKpUwOzvL33WpVIJOp8Pk5CT6+/uhVqt5Y0leBALSNDY2sr/T6/UikUiwQVomk+Hf/Jt/w0ShyspK7O/vM0WN4CbU9FCdsL+/z81bJBLhjQ6F+hI+n5KqactXV1f3WO8/GhLt7OywuoQ20KQmIDJXsVjkxotQ1aVSiQcnHo+HZWgbGxs4ePAgurq68ODBA0xNTXHT8nGCHXndTCYTFAoFE6jo/Ut+EEIYl0oleDweDl1VqVSora2FyWRi8hdhoanAp99NIpFwtAD5ngBwGCkNaWZnZ9HR0YHOzk62AMjlcsTjcSiVShw4cIAHGQqFgodsYrEY586dYx9ZoVBAOBwGAK4bKPOGqJIEG9FqtZxPYzKZYLfbUVFRgcbGRoyOjmJ0dBQ7Ozs4e/Yse4woO4gGpETWFAgE6OzsRH9/P1QqFdLpNFMxw+EwK5aqq6uZqlVVVYWWlhbexvw61yfabNTX13MhtLGxAYlEApPJxFMRn8/HKzPSoavVakQiEQQCAdTV1aGrqwvz8/OYmpriKS8RNQgdS5sMiUSCsrIylEol/sBIBkSTQ/JNUIS8TCaD3W6H2+1GMBjkKbBYLEYul2O3Pek5Sf9MhhcqsGQyGWQyGU+4BwYGUFZWhieeeAIejweNjY0comWz2RCNRrkAXVtbYwQbrToplbSqqgrBYBDr6+s4efIkNjc3EYlE4Pf7ObhLo9Fwh+l2u2G1WvlLpXUgaQ7pkKyoqHhks0RTVGqsiOU/NTUFiUTCMrDh4WHW2hIWlW60/f19rK6uwufzwel0wmg0sjxIKpWiUCh8ktvnn30VCgUIBAJUVlbC7/fDbDbzNEgikWB+fp457pFIhLdItI0IBoM4fPgwpzXfunWLc0toIvP8889jfX0dW1tbrP2kjVNNTQ3TqVKpFMv5KJGXikqVSsW5J+QvIYkbbZ0EAgE3OlR0qVQqlsvR9HV3d5fpbq2trYx8Jkwvaa7J9E7bKjKcUWG0tbXFBSrps2tqamCxWDAzM8MN9NTUFB88lHtBEgyDwYCqqiqWSubzebjdbqjVas6nEYlEePvtt9HT04NEIoHl5WU4HA5MTU0hFotxmq/NZsPCwgITWmgKRlxx2hrRBiWdTmNhYYElHMT7ftyX6iPkMeEPDQYDZmdnodFo2MujVqv5/KCGk0ghAoEA29vbCAaDiEQiOHbsGNP5amtrkcvlIJFIIJVK2WxttVoBgAcrwENKFBFM5ufnmWqWy+WQy+UQi8WwubmJra0ttLa28vlDWROUbE6yNJKeBoNBSKVSLvqTySRUKhX29vZYb19dXQ2n04mFhQUMDAwgEAjwJI801nQeUpI0TQGJeldRUcHmZApZW19fZ6+SVCrFyMgIk2UUCgVvIWhySOfV3t4eZ8HQ1JnCz4gCo/ooVJUapbq6OnR2djJ2dXd3F5WVlWzspHOVjL1EeiN/FlHlHvdFpCiavBKgAgBDSVQfBcsSzU2v18Nms/F7jRqUe/fu4fz58yyfGhsbg91uR1NTEwwGA0vpYrEYKioqGD9N9yEF7pZKJQgEAoa86HQ67O7uIplMYmBgADMzMxCJRFAoFAxLKBaLqKmpeeQ9TD+bUCjk5pcCU71eL5xOJ8MYZDIZbyiMRiMkEglUKhU/fySppa2tTCbD+vo6U/RIZkLPUyqVwtLSEsM8dnd3sb+/j/r6egZgEEuHNqwk96PNWCaTYTMzZSbRgGF1dRVCoRDhcBgdHR3Y3t7msF/a8NGWKJvNwuFw8FacQl3pviPsPOXsPM4rEAhwERsIBJhWRIPcmpoaqFQqPrsoKDQej+PmzZtIfISnJwDG9PQ03G43Tp8+DbFYDJ/PxyAMkpnRIKu+vh4ymYyLZLlczlJ+nU4Ht9uNU6dOQSAQMN2MsPUajYYzLuieJSnc5uYmtFotq0gI8Uqy9VQqBZvNxjUa4ZDpfU+SeEJAz87Ocp1JTUEsFmNsrU6n44yWXC6Hrq4uRotvb29z/dHe3o7Z2Vmubfb29tDV1fWIRKtQKHAoKm1fKisrkU6n4fV6IRQK0dTUxIjvXC4HhUKBeDzO0i6qIcirQs1sWVkZo6xpKGm326FSqRAIBCCTyVBbW/tr3zufqNnQ6/VsOqaCPvFRiBcAOJ1OJg9QYU9aLyrOAoEACoUCbt26hZMnT6KpqYkfLp/Px+tanU6H6elpPkQIvdja2gqTyYS5uTlMTExA9VGoU1lZGbLZLPL5PNra2jiASKPRwOl0crYBADZe0kuLaBpUqB09ehQ7OzvcNBG6LJ1OM/qPVr30xVLxRwdOVVUV9vb2AIALRuDhZNRqtbI5jIJ8gsEgXC4Xr4Hdbjcj13Z3d2Gz2SAWizm0jkgB29vbPIkic5bFYmEN/vXr11FRUQGpVIrOzk5m1W9vb+P27dtIp9OMHyUJDBWXlB5bXV2Nuro6TsDe39/Hzs4ODAbDJ7l9/tkXNWI2mw2ZTAbr6+uwWq1M1ykvL2dqFG01yJNisVgYd0lFOk3hKYyODJGpVIoLoYqKCpbtEM2CZAiRSAQej4ezOSiJnSaKOp2OG23antEas7a2lmk7e3t70Ov1MBqNSCaTzHR3uVzo7u7mwpX43aT59Hq9nIVCk0d6BpLJJBNmaBhAtJnd3V2Mj48jlUrxdJjoH7du3cLt27chFArR3t6O8fFxTmUOhUKcfEsNADXI5eXlbOAmg29raysf3NR8a7VaNuvRc7y9vY2WlhYAYNIcyaro94tGoxy+RXkUNGl6nBc9G0SVe+qpp3jCQ9p3oqLIZDKmpAmFQuh0OqYeabVaTrR1Op0Qi8VYWFhAW1sbYrEYzGYzcrkcy9ZoY0wyDeBhw0qFokgkQmtrK65cucJbI6JjUYgeTaqooBaLxdwgAOABAuUw0FRbIpEgGAzCaDRyYy+VSlm+SkXvx7fR1dXVEIvFTFShYY9QKOQsAqvVivr6eg66JImG2+1mv9Xq6io3d2TknZubAwDOiqFzUiQSwWKxIJvNolgsolgs4rOf/Sw++OADboBWVlag1+vR29sLr9eL6upqDlKl841wsLRlrKmpYbkPBdrW1dXhzp07j/3+W1hYQHd3NxKJBHZ3d9lDQNtRmgJT9lAsFkMmk2FP2+7uLmepUBYFyX0p4G51dRUVFRXsCaJzhfDsNGyiz25zc5M3r3a7HalUCh0dHVhfX0ehUEB9fT1isRiH5R48eJAbCtrK7+7uoqamBmVlZZyencvlOLm4srKSUe2lUglyuZxDfsPhMDcOtIGjDAqFQsHyKlIB0J9B5zkhzw8fPoxYLIaFhQVusOkzIFIP3d+02aLNOvksqKGlEFPgYYNQXl7OU2V6rinba25uDrlcDg6Hgz1qFLSm+ii4jYpnAAztEIlEMBqNj/X+S6VS6OzsRKFQ4HuCvDiUNUZDW41Gw3kvwEPfTU9PD2w2G6qrq1kmROcK4VSHhoZYNkv+S5ITEfwgk8lAIBBwAV1XV8dekVgshjt37sBqtWJ7extKpRIikYiJbLStJ2kS4bhpECEWixEMBtHc3Ayv1wuj0ciD9LW1NVRVVcFqtXKOFEmYl5eXYbFYWG1A/lpS49A9Q1KwhoYGLC4uIh6PI5PJ8NCjt7eXM7jovyFvLjUBVGfTnzkzM8PSJoKRAOBmlD4/QkurVCrO/CJSKW0/aPNN2zwK2fR4PFCr1ejr68P/8//8P0x5+3WvTySjCoVCvEamIpdQoNTFFgoFKJVKJrOQxp5wiVqtFjs7Ozhw4AASiQQMBgPUajVrszc3N7GysoKNjQ0olUomj9DNtbu7yzpVWu8YDAaUl5fD4XAAeDitM5lM6Ovrg1wuZx08YUfpAK2srEQkEuEJdSqVYnQfFWS0Cl1dXUU+n+fDnLT+xMInvwAdxomPgn4qKipYNyyXyzkTRCwWY2VlhUkcxE6nrpv06slkkg83KjiI5kJryWKxyIQPaqAmJyeZBEPSIXq4CoUCtre3+UGnxGAyvNEU1Ov1soyA5Adk/pRKpUgmk5/k9vlnX2q1Gn6/H7W1taisrGSNNsm8SM8oFovZiEj6RZ1Ox5g40ocS+QYA5wyQJIY0w6SRLS8v58wA4GGgYG1tLYrFIpaXl3nKQWte8iKIxWJOQq6pqUEkEuEgJ2K6p9NpPjSi0SgfVLSRKBaLnPuR+ChrJhaLQSKRoKurCyaTiaUwxGpfXV3F7u4u8vk8h5RZrVZYLBak02mmuFGBEQgEIBAIWCKQz+f5ZZLNZploQ3keNDxoaGiASqWCz+fjLRORRwi1TIcv+Y62t7dZ00ueINpAkhSHnkUqygleQM87MdAf9+X3+3H37l2WQywvL3PjT1kg1NCXSiUmwdGmgUAMarUaS0tL8Hq9WF5eZsmc2+1mORN9f4Sj9fl8WFpaQiQS4SZGr9ejrq4OpVIJCwsLLM0SCAQsRyVvB22J6XOjAD16xqVSKTcc+Xz+kaBC+p0I9SgWi7G5ucnyT9poELudhgKk+6VGHHho4DUajZxgTmcgTaPz+TzW19d5qEMmzlwuxxtc2t7RNhAAS15I9lUqlbipqq+v57OAJnf0UhWLxfx3kpG+sbGRhxrAw3dfPB5nbwFlDDzuS6lU8llBxmjyAtLWcWZmBuFwGDU1NaiuruYEeUqaJ9x7f38/IpEIysrK2M9IORv37t2DRCJBPB7HysoKisUiZ/coFArIZDLEYjGGnABgiAOhbB0OBxYWFhAKhfg8raioYPoavYtIAra3t4dgMAi5XM4Svbq6Oi58CF6g0+mYUkdbG5vNxgM+akxJe0+SRpKC0v1KCdj0M9fX16OlpQU1NTWQSqUwm81YXV3lzQkZuWlbQcMT2ky3tbVxzoPb7YZEIuH3Ew2wKByWUup3d3ext7fHQz3K4yJ/5v7+PmP+q6urOUiW0Of02T+uizYw5C0l0zI1ARTWKRKJeFNNjUlbWxvXYrR56+np4VwLMulTwU8ZKaSq2N/fRygUYuO2QCBgiRtJApeXlzE2NoZCocCFOd0X1dXVDCYJBAKIRqM8KAsEAlhaWmIfhFqt5qT7ZDKJbDbLhCZK4yZFwce9Y4TZJ+ok5Q6VlZWxdI7eAQTMmJycxPb2NitiaPNw69YtRkOn02ke0iwsLPC2hYbfdO5tbW1hfX2ds2vI20hEL4qS2N3d5WUA3VdkvKeBZiwWQyqV4sA/sViMiooKbG5uor29Hfv7+4zJ/3WuT9RsEL2JfkhCfJJZdXt7G5lMBru7u7zKItoKadJpTaTX63k9FAqFMDExga2tLSY6bW1tcYdP3RUVe+SULxQKqKur4xRw6tQ2NjawsLDA2v1AIICVlRUIBALuvOlnoS8wFoshGAxycZ/JZHhFV1FRwV+IUqlEVVUVwuEwlpaWGOFHzRAVpUSsIEkC+QvI+LWzswO3282kK+Jzk4+EJlWk6acmhKZINA2nZoxeKtTZE9ZRq9UyzsxkMrF5tbq6ms3t29vbiMfjCAaDGB8fZ8MhSdKkUinC4TBPHBOJBKLRKG8NHtdFUpVwOIxAIMB4WdrwRCIRljFRcicVF3t7e8zV39zcZHwx5Vf09PSwhAd4OOWlw5zuA9qChUIhVFRUIJfLMaWqurqaG1Vij29sbHATKRQKUSwWMTc3x9PhsrIyNrNtbGw8kgpK35/P58Pu7i5LEJRK5SOSAIVCAZ1OB4VCAaPRyM0ikXLoWUmn01xUEM3JZrNx7gGZLzOZDLq6utDa2spNnFwuRzqd5nuTpum0/aLMC8p/IYIKPWupVAq1tbU8YaJpFR2ITqeTnzvaJqXTac7hqKqqegTdS5/DvwSNiiQDgUCAD3PaVjY2NvIEjQpo2gxQYUVNCBVehBGlRn5paYnlTpRsr1arGTH6cawnnVd1dXXIZDJcFNIkms48IrQAD7fTRKBSKBQsqaGBEQDs7+9zMUhnkFwux/LyMssRSUK2v7/PE8j19XWIxWJutHO5HMMAdnZ2eGstlUr5+aFinibspKEHwJNbKlxWVlYQDAZhMplgNBoZDkLbxOrqagiFQmxvbyMajSIajXJ4J72MCR86Pz+PqqoqBAIBFItFbqANBgOj3endQ1uTeDyOyspK9pz8S8ioLBYLVCoVN3bUCFLOBU1HCYv8cc03oULJU0n+RfKq0Xu6q6sLVVVVPDxIJBK8naVikmR+Ozs7PACjqa1UKoXb7eYJKiV5m81maLVaLC0tYXNzk6EDNCQhfT7dH3q9Hnq9nqVTmUwGNTU1LNmmrCLaFqhUKvYJ7e/vs1SHCvbNzU2uT4iySNsuamDJTE9nNG1pSSZKck8y65LfkeSItNUmmTkNHILBIH/e1dXVrPmnwMq9vT34fD4u7kjq9fEBJJmhaVBBtdfjvMjbRO9gt9vN4JRkMsmDBq1WC+DhO9NgMPDzSYPc/f19uN1uTnaXy+VM6KMhNJnqyS9A/215eTkHbNL5RiG15MWlTcDGxgZ7SkKhEOPxafBCXjqSFNG2GAByuRyrRciTs7OzA6VSiZ2dHR7AkZRJrVZzyChtt/f393n7UlFRwT93LpfD2NgYS7DJA0nPzs7ODg/raBhCTQd5SYhuqFAo0NLSgpaWFmQyGQQCAW5EyDNDBE7appMKJBgMory8/BEogVqt5r9TJpPxgIeyZYhmSn7YX/f6RDIquVzO2wS68YhkQbIRShanaTy9OMLhMKxWKxYWFgA8XKl1dnZieHiYg0MqKyv5QaTC5+M6cyLskLmRukXSIFOITCaTgcfjYRkGIQ4BsARienqajX8bGxvIZrOw2+2ssRMKhWhra0MgEOAPnVjMlHIMPJx4zc7OwmAwMPueXtpCoZCNaSQj+Lj3hHCOCoUCyWQSNTU1PEFKJpOora3ll69Wq+WCTiaTccesUCj4wSEeOcnH6NCm1S8Z8sLhMBobGxGNRrkrJroB+UmoGCJjFxmf1Go1mzIfd7NBRebi4iJ/16Rpp+mXSCRCWVkZH4CEbKUtg0QigUQiQVNTE/b391k+RRQruVzO+kSRSMRNJ4Xj0UuPiu2amhr++4neEo/HWdsIAMPDw9xUAGCDPcmJtFota1zpQCYZH03L6SCjtblCoeCfjSaVdCBQo0rwBmocw+EwfD4fbwLp+QkEArxp29ra4mkQ5bKQT4suYtMT7IFC/sLhMPb29qBUKpHNZtHY2MiZBzRJJh8U3VOZTAYymQy5XI6fMwpUIlKGVCplGQWFczmdTqbFPM6rUCigoaGB7x3yDdBkFgCvt2kCrNFosLy8zBtQoVDIkrpoNAqVSgWTycThnrQh3t3dZQkdNXG7u7vIZDJsnM3lckwDpGyJxEeo11AohLq6OmxsbDDgQCAQcEYKNcr0YolEIpyVlEgk0N7ejnA4zFs4GrLE43GYzWZ+/kj+MjIywiQyajYBMBWGCjSxWMxyBoJOqD7CqhoMBk6PVigU3KTv7Owgl8thb28PNTU1HG4ql8sZDU4SLZKC5XI5ll35/X6e6EmlUkZLUsFDzxhtcGkaT7Ies9nM09K2tjaMjo7+i9x/9JmVSiU+z6kwTyaTkEgkPOWnhtVoNPI7myg/Bw8exMLCAje5hMskVYJUKsX8/DxsNhtvWElvDjyUBmezWchkMm7wyHejUqlQKBSwtLTEBTrRbBKJBMrLy/mdTGh3GtSRBFT1UQI85WbQ+06r1fKzoPqIcklbXPI20XZOrVYz+lwul8Pr9aJUKrG8hTbMhHJfXV1lX51MJsPIyAiOHDnCMubKykpuEhYWFuD1elFfX4+KigpMT0+z5JFwqYFAAFVVVUyoEwgE0Ov1TKMk2RENrVKpFA8LCHYQjUb5zNBoNADAwXWdnZ0MfHlcV3d3N2/KKLuGYAq0nd7f3+eEbhp+UX1GAy8aEJMkvK2tDbOzsxAIBJynQ4NpkqR+HORD0spAIIBgMIj6+noOwBsYGOAYBar3HA4HCoUCD7SpHqBBolQqhdPp5CEhDfMAcBAg1UcDAwM8YKQGllQ7dJ8S4YlkzTRoo3dceXk5crkcI8ez2SwsFgvu3LnDIXq0qdzZ2WF56M7ODmpraznPTiqV8vNOGzeSRdOwi85Qes8Xi0VuMMi7R8ob2szRoIK8eKSuoKE6DdQ+yfWJNhtEOKGXm9/vZ+e+0WiExWJhaQT90qSH1+l0qK6u5nTGqqoqGAwGtLW1cbicTCbD0tISRCIR6+uj0SiEQiGvFiORCNLpNMtmiGy1v7+P0dFRVFdXo6ysDJWVlQiFQlhbW+N05FQqBY1Gwz8nrVNpAmM2mzlzg9a5LpeLm4ZsNsvdolgsZp0gdYpbW1vI5XJMNEmlUkin00ylUSgUaG5u5glQR0cHrFYre0Zqa2sxOzvLgVY0VSKd9sbGBv8ZQqEQS0tLiMViXFh+XHN9//59xGIxNDQ08IuTdPpKpZK5yltbWzwxIAqRWq3G5uYm1tbWOABGJpPBYDBwkjsh6h7n5ff7OayRtmuUaE0rfpFIxLp6+vzJG5HL5bCysoKmpibI5XJmrdNGjDwQer2eswyomKJi0Gw2QywWw+/3I5fLca4HTaTi8TgXdBSMRz4PrVbL9y2ZXknG0tzczFuoTCYDt9vNP4tQ+PAxJcMqNZkrKyuoqKjgXITV1VWm/tBkr6urC+fPn0dPTw8bymiDtr6+zpshSjUlYy0VIKqPsIZ0fxF2mdLZAbAchXwf+XyeAQOks/V6vSwZ+Ph3p9Pp+J+JakfbRq1WC5vNxg06rc0pTfpfAn2bzWZhNBrR2NjIQaCk6aZCkKhARP6hbQaFrMnlci4oaIgwPz+PoaEhvo+p+NvZ2cHMzAxWV1cBPByWkKfn49O/jycbb29vw2azoaOjgwcjS0tL/H1RTkapVOKJNU33KQOmsrKSZYg0ebNYLFAqlbw5CQQC/MKlif/H7/NisQgAPKmlZGuSzRHdkAoMQqsT2YowlGKxGOFwmLdwNNkjHfvOzg6fjxT+1tjYyEMAg8GAlZUVDkHb3d1lMIRMJkMwGOQtM02lV1dXEQ6HeXhEBnGSANEL93FfNPwi9Co9NwC40QLAksdcLod4PI6Ghgb+LEUiEcuhKXxToVCwPIW255QsTnIgrVbLW0dqJum5/H/7cdRqNcrLy7G4uMibFNqM9PX1sRyIvF60vdvf30c8HueNaLFYxKFDh1i6Fo1Godfr2YvZ0tLCGUmbm5uwWCywWCyMbyc0KIEmSErX0tICm83GyFHadGcyGQ4Fps0JNdhUXFENVCgUMD8/z4nW9PzU19fD5XJxIe5yuViJQI0uSVnj8Ti/K6gWouEt1RVUwBOtzefzcXNGtcLjug4ePMgAlJaWFgwODrJUnM47eoYI0kL3SEVFBQqFAtbW1rC8vMyfoVwuh9lsBgD2aKVSKczPz3MD+nEvXzqd5qE3JZuTb7JUKnHjS+oY8iXQ5H9mZgaZTAbl5eWsvqHhqtVqhcvl4uDT3d1dlrWSCZukVtXV1QwDIGgJ5WbI5XIe3FLdTNI5mUwGvV7PyguJRMK5TOS/pEFdOBxmEqnD4YBcLmfSKg2VKcF9dnaWB6D0OVJ8Am2O6T1MZzOZ2/1+P0ung8EgP8M0MBMIBDAajRzATYRJGrr/OtcnajZIn2e1Wjl9m1461O1S8B4FI9EXSuvIra0tBINBZLNZ+Hw+iMVi2O12CAQCuN1uLC8vM9KSJnn05dLLRSQSoaGhAXV1dRxYRtHpwMMXMpmIbDYb8vk8MpkMamtrWftrMBggFosxPT3Nzv5EIsGGdio8KbyrvLycDxWSc9FhAjyUmNHKk9Z8hGWjh40+EyoQae1KkwCaivt8Png8Hkb3Wq1WlqQoFAqe9BFFi6aGWq0WLpeLp3MSiYS3FsBDfK/BYEBPTw8bykmqQzchFXQWiwW7u7sYGRmBz+eDxWJh6QRRW8gj87gus9kMl8vFZkNi4pPRkaRxgUAAgUCAJ+Pk0bHZbGhra4Ner2dZRDweh1arRWdnJ5vd6HOigqi+vh77+/usiScCGzXSZJBrbGzk8KGpqSl+uTqdzkeKT0IdkhaXSDiUg1AoFNhjQt4cWtOTt4K2S4lEAtPT02yYJq0vvYjo3vr450Dr2erqaqbZ7O8/DHaTy+Xo7u7m8B8APEknGRs1ex+f0JRKJVRXV/PUZW1tjRPW19fXOT2VZAbkFyCaBckp6OemIp6KJrlc/khAVzweZ+DD47zsdjuy2Szfe+R3+TjliTjl1FzR9pD8VNTAE+mnqqoKw8PDEIlEzPk3GAzcCJI8JplM8jNeXV3NHiUAXDgLBAIeshCal9DjKysrbAhPJpPw+/2Ynp7GzMwMIpEIr/mVSiUbHgl9rVQqMTs7i42NDc4IaGhogNVqxcrKCiYnJ1mKQtvGjo4OOJ1OGAwGDiqkFyf53qqqqnDs2DGemNH3XiwWYTKZeFJIDRL5E8ivQMUISalI6kryjZs3bzJaGQA6OzsZjUneFNJek8afClCSK1GQFoUIjo6OMtLycV+0CSC5MW3CaHIaDAZRKBRgNBrhcrngdDrZB0UGcpPJxOGIWq2WQR+UdExyPyIC1dTUcHMvFou5aaHiRyQSwel0srdodXWVh2fnzp3jZ5g28lSk0QCREJ4UxkgYb8qtICrg22+//cimmkhnBNdIp9Ns4qbPg7Cli4uLSHyEZI1EIkilUlwoUUNCE3OCgxw7dgwbGxuYnJxEMpmEz+dDIBB4RE5HZ0FFRQXEYjFsNhscDgc0Gg06Ozv556AmgqQoVDdR40Gqjlwuh/X1dcb7WiwW1NTU8Hng9/tZSkRbmsd5bW1tcf1CTVpVVRUWFxd5kk/+RIvFglgsxn5IUqYQGICkc6SO0Wq1/FnSO5KoX0SVpO1J4qNIBJ1Ox/IjCpCenZ1liRRJnXw+H4rFIjweD4rFIjo7O6HRaFBfX4/a2tpHwhspUFEoFPKG/9ChQ7BYLOjq6kKpVGJlAZ0TJGMm2RFtcMnHkkwmsbGxwR4Tt9sNvV7PkJSFhQVEo1E0NTXxfQuAQzSphiRAEMEGYrEY+zpos0OZbQQaoYFyfX09b8Qpk4mawkwmg0wmw0h+i8XC2xHadFBtT9/PJ5VRfaJmA3ioGaYwKgohS6VS2NjYwPj4OGsxaV2t0Wj4g6biq729HfF4HK+//jqvYKkYIRoSJWY2NjbyWpZMkxKJhCfS5eXlrC+lToseBtoM1NXV8SSfsLEUHEY0K3rJBYNBbG1tQalUQqPRYHZ2FtPT05idnYXRaMT169eZJJRIJLhh0Ov16O7uhlarhUaj4YkTaUTJPB4KhRjttr29zWammpoajI6OMtaUOmWVSoXl5WUkk0k2kVKYlMFg4JVvU1MTFAoF6urqGMVHDzfh3mj6vLKyApPJhPHxcZbHuFwudHV1wWg0sszDZDLxQ0j5CySdo4n+47x0Oh2uXbv2iDHv4yQySi2ORCIYHR3F1tYW8vk8Hygej4fzTgitTOZ4yqigsEeaVoRCIdy+fRsrKytcPFJacXV1Nb/kZmZmIJfLGdVnt9uRTCbR0NDAzQ+RxyKRCE9eNjc3EQqF4Ha7kc1mORHV5XLx80XbKo/HA4FAAKvVCqFQiI6ODhQKBXR0dODo0aMAwKvRzc1NjIyMYHl5Gevr65iamnpkCHDz5k3G38rlcvT390Oj0aCtrQ1er5cPIMoi0Ov1nD9CngNCaRKtq6KiAnfv3mWJVXd3N8sPamtrkclkGHdLkjwaEExOTvKfQdLAYDDIYaCEKKRCoa6u7l8EfUukt3Q6jXv37qFYLGJjY4OJIjSsICQmpauTAZLu0wcPHsDr9aKqqgp9fX3o6upikyg9p0Ta6enpYWPi3t4ea4E9Hg9PD4naR9ITg8HAzbHL5WLkM72Eyaiv1+uRTqeRTCZ5i+LxeLhAokJUoVDg0KFD0Gq1rJFOpVIYGRnhF05zczPT1VZWVhAKhXhjKpPJODgv8RFunPjwJIkoFApcgJWXl+PatWvcfHd0dKC1tZXPVdowUGGwv7/P8j6i1nm9XmQyGdy7dw9DQ0PY2Nhg+YDRaERlZSWDHhoaGrj4sVgsjEslzDXlPOVyOab5LS8vP/b7r7u7G16vF+FwGBqNBhUVFUgkEjxBbW5uZukTTfMJqVoqlXjTe/ToUbS2tjJ0ZWZmhg3MWq32kUEHfb/BYBCTk5OMOKUzgGR/LS0tTMFraGjAxMQEhEIh3y/0Htna2mJj7erqKtbX13m72tTUBIvFwhuGUCiEkZER1NbWwmw2QygUwu/3P+I5+bjRe35+nk3hNJkmRQJlLXxc0mwymXhgWV5ejr6+Pq5pKPgMAE+rBQIBv2+o2KLPlbbKoVAIfr8fwWCQ1Rh9fX1c+NIGiaRcLpeLpcsk8wXAQ4zNzU0sLy9DJBLxZrW2thbRaJT/28d1jY2NcUhnKBRCKBRimtju7i77V8kbRHI/2kZqNBo0NTWhpqaGG3273Y65uTm+b0KhEGdnmc1mvv9IKmmz2RiCQc1hJBJhnLjRaEQsFkNbWxtmZma4ASW/l9lsRrFYRCwWYwWD2+1msMHMzAzXgASxoG0C4cQB8ICChkyxWAzz8/MMFaJ3LUFDEh/RR/P5PBwOB6qqqpjQJRKJUFtby0obGmaRbFqj0SAYDCIQCMBoNKK5uRnNzc1s2P64iXt2dhZSqRTr6+sshRKJRPw+oPOVPE60cVKpVOwRFgqF2NzcxPDwMO7cucNeIZIKE5r/kwQ7f6Jmg6Zi09PTPFUzGo1obW2FXq9nks3q6ipPDSi3wmAwQCQSYXd3F9FolCcrNFn3eDwcAjYwMMC5GYuLi6ioqGCjDhn99vf3WWZ14sQJ1NbWwmAwIBaLMbJO9RF3m3R7ZIKNx+O8ekomk9yd0/Qwm81yjgB1vTSJIaOr3W5HXV0dZDIZHA4HOjo6kEgkcOvWLTbHEcmHzD2bm5vY3d3FhQsXkMvl0NzczNPeubk5vklJ/kP87draWn74yCQWjUbhdrsRCoX4YVpeXubDNBaLQafTsZ6V0p5XV1d5mkobHafTyS9QWru73W5IpVIcPXoUDocDN27cwMjICMbGxlAsFjE1NcUBNI/r2tnZwdzcHLRaLWKxGLq7uyGXyzktmDZlpOMmJOe9e/cgFAoxNDTEWQIqlYrzHCKRCO7du8c6+4WFBSZMBAIBThEn7jnJ8RQKBbq6uhCNRtmnQUZdmuAvLi7yd1BbW8ukFPIzfRxYEI1GOcxxZWXlEX02JaW7XC7cv3+fNc8qlQo6nQ51dXXQarXw+/08ySBzbSwWg1wu5y2dUChk7Ofk5CTLom7evImRkRHWjFI4Fz1LXq+XMY/37t3D5uYme5nILEgT1La2NqZyUPgmEYKmpqbgcrmg0+l4M0fTH6/Xi3v37mFtbY0N18lkEqlUijcvCwsLTCh63Nfq6iqSySRvv+gFt7GxgdnZWQQCAdjtdvT29jL5jl6OuVyOi+Pm5mYcOHAADocDS0tLTH3q7e3l8Em73Q6r1YrV1VWsrKxgdXWVX+5kyqVp09LSEqamprC5uYmTJ0/ixo0bcLlc6Ovrg8lkwvT0NPr7++HxeDjDxOFwMGpbKBTyBhkAT26p4CRcZCaTQVNTE+ufV1ZWWGJJ3jKSNHi9Xi6WKCCVMoHo/CRzbH9/P9577z0sLi5CoVAw9Y4oMHNzc9y8p9NpZt7Tc0yEvLW1NdYpi0Qi9Pf3Q6/X89T42rVr2NnZgUKh4KFNXV0dD09o40lEt0gkgpqaGiZfEdWLTMKP+wqHw5iYmGC0rclkQlVVFZaWliCRSHhodffuXT4/yCBOBZfBYIBEIsHq6irS6TQb/lUqFebn5xEOhzE/P4+7d++y2oDkPJRUvLGxwUZc8ottb2+jv78fLS0t6Ojo4MyjpqYmLC4ucijfysoKlpaW2INARR81fx+XyxDEQCgU8jueqFXUoHZ3d/N2nnyeFosFvb29nHNFEiTyVgJgb042m0VnZycHN5I8nOhEg4ODHFBIKgIqptVqNQ4fPoy+vj6IRCLOyJqdnUVZWRkCgQDOnj2LyclJAA/fJ2azmTfx5A2lwFYKzaXaAXiYb0Ykrd3dXXi9Xuzs7CAajaKjo+Ox3n9kYL579y4WFxeRyWTg8/mgVqvR2NgIqVSKeDyOBw8eYHJyEmq1GlarFZWVlVyLzc/PQ6lUsgqAvksaHtXU1ODWrVsYGRnhIQ6BB6iAp+aPMt9oa1ZRUYF4PA6ZTIaOjg5YLBZcu3YN09PTPJwg2R+hwEmSSpsTIl998MEH8Hg8PDjf2triQSEAlnvSJoVIWjR8pGEnDXNI/t/Z2cn1F+F6n3/+eZRKJeRyOTQ2NkKr1WJiYgIXL16ERCJh/DFt1inbRiaToa6ujj10NEA3m818VtpsNkxOTkKlUqG1tRUtLS1M+yPPaFNTE6RSKd+XVG8+8cQTsFgsLJUmEq3f7+f8ol/3+sQJ4h9PvqVCYHZ2FjMzM0yzkMlkPF3x+/1M9iAtJk2hamtr8fLLL7M8h5jYS0tLqKmp4RCXzc1NXg0LhULWmsfjcYyMjODKlSvY3NyEx+PBysoKHA4HBgcHOUSvWCwim82yTv348eMwm82M5Usmk5iensbY2Bi2t7fZNLe1tYXd3V2mYt29exdqtZpNWySrGhkZwbVr1yCTydDc3IwnnniCfRFqtRpOp5OlR4lEAnNzc5BIJHA4HCxJ02g0GBoawqlTp9Db24u6ujrW79PNVlVVhTNnzqChoQFSqRS1tbWw2+2s8Zybm+MiTa1WY3h4GCMjI/if//N/coFBvOTZ2Vnm+5P3ZWlpCYlEgptAklCQbIGkGyRVIB3547pCoRCcTifrHnt6elBRUcGJ0gaDgXW8arWa1/LpdBqXL19m89itW7c4lZlkOyRRE4vF6Ovrg0KhQEdHB7q7uznzgfIOlpeXmd7ywQcfsPRqdnaWNxI1NTXY3d1l1rzJZGJzebFYxNraGoLBIDc8+/v7mJ6exrVr11g/SiGKr732GgcYTU5OsnSnVCrh1q1b6Orq4hA/AGhpaeFtlkajgVwuZx02SRra2tqwtLSEEydOoKKiAjMzM2hqamLyxIMHD1BTU4NDhw6xaZv0rTU1NWyAJ1pIS0sLqqqq0NDQgM7OTsRiMdy/fx/BYBBvvvkmp/w2NzezzGx1dZXJKuFwGE6nE4ODg2hpaYHD4eDQL5LmkM+prKwMi4uLnyhQ6P/URdCE7u5u6HQ67OzsoKenB42NjbBYLPwyiMViHAJZWVmJvb09PjsOHz7MacH379/H7OwsFhcXWXppNpuxuLjI6/m1tTWe/BKQgIgvdrsdgUCAJ/bUWHZ3dyOdTvPzvLe3x82hwWBgstrHA/AoxIwKSI/HwwZP2ggSBYXMrUSzCofDmJ6exsbGBnQ6HV588UUcOHAATqcTbW1t0Ol0j+S60D1Fkz4iv5GEMBAIcBowDYAog0YkEsHlcj0CXSgWi/D7/Rxe5/P5UCgUGIiwtrYGoVDI5lHyxJDkh7I2nnjiCTQ3N7Puu6mpiTNS6J5Mp9NYXFxET0/PY7//pFIp2traGPhA2zEKmFtcXIRGo0FtbS2TmegeouKZij4KqhMIBDh37hyUSiUaGhpYUktGf5Ko0cantraWg1MJChAOh3l7UV1djQcPHrBPcmRkBDU1NTh16hTLhdvb29njQ41zeXk5IpEIm1QLhQIHwLW1tXEjmEwmodfrEQ6HMTIygkwmg+eee46lSIVCAVNTU7y5JxQrNTVWq5UbaZrmSiQSLCwsYH19HQ0NDSgUCujv70dDQwN2dnY4s2FnZ4fvGfK7UNgonVdGoxEqlQpWqxUSiQSXLl1CfX090uk0hoaGGIIzOjqKubk53L9//xEioV6vx7Fjx3Dq1CkOWbNarUin0+js7GTzNW2PHudFA9YDBw7g0KFDSHwUiplKpbC8vAyNRoPW1lY0NDQw5r+1tRXV1dU8PDly5AhSqRSfZXNzc7Barbh8+TIikQgPkyorK5nGqPooKJBokOSB+Tg0IpFIcH5ZPB7HT3/6U5w+fZr9M9RstrW1sUKEGlzyvBEFSq1Ws6+O5Ntzc3NcfzY1NWFqaopjASjbpaWlBS6XCwMDA+js7IRer2flyrlz59DR0cH5I9lsluveO3fucJMEPPRftbW1QaVSsXSLPH/pdBrDw8O4e/cugsEgPB4PHjx4gHQ6jaamJqac0eD91q1bcDgcaGlp4e+KstIaGxuZGEjhfeFwGDMzM5iamoJUKkVvby9KpRLeeOMNrnXIMP9J0LefiEY1Pj6OgYEBXLt2Del0Gi6Xi83FDoeDZU5U4JvNZjbaHDx4EKurq7BarTh48CAjVpuammA2m1FRUYF33nmHzeX0pZLGlNjItFWgCT4hUBcXFxnl+eGHH6KqqoopVw6HA9XV1UgkEtjY2MD9+/eh1WoxODjI0+jJyUnWENPk++DBg7h27RrMZjMH81FXe/36dRSLRd5qUDBKLBZD4qMkYZVK9YhWfXp6mrVxlZWVuHnzJurq6rC6uorLly/jxIkTrNnu6enBvXv3cO/ePZw+fRrFYhEjIyNQKpVQKpUc4CKXy3Hnzh022+ZyOfj9fuj1evT09KC2thYvvfQSmpqa8NJLL8HpdKKhoQEmkwkbGxs4fvw4JiYmEIvFeKPk9XpRLBaZ1W6325FOp/llc+nSJZRKJZw5cwavv/76J7mF/lnX8vIyBgcH2fA1MjKCmZkZNDQ0MAJwc3OTTVHUHFEIGJnHzp8/z4f61tbWIyzw5eVlNDU1sWnM5/MxT95qtTLBCQBGR0c5lE2tViObzcJms+Ho0aNYXFxEc3Mzo4IFAgHL+paWlvDMM89AJBLBbrczr1omk7Emt7a2Fnfv3kV9fT0jPqnIdbvdDDJIJpOczn3kyJFHSFkymYy3XydOnEBTUxMXbi0tLaisrMT6+jon51JqsMPhwGc+8xmWdhE1jsKaqMEj4+f+/j7m5+f5Z6SUebVazaz6XC4HjUYDv9+PTCaD+/fvw2QyYXNzE0899RSTRoiWQQFL5eXlvPKVSqUoLy9HU1MTSqUSrl279tjuPboEAgGam5tx/fp16PV6uFwu/n7NZjN8Ph+2t7fh9Xqxvb3NlDuSftKWgJp8wg3mcjn85Cc/4e+IEoatVitKpRJ6enr4+5mammLJQUdHB3Z3d/HgwQNOs02lUpidnYVer+dGU6vVYmVlBVKpFDdu3EBbWxvjGclv9/EJMxkE9/b24HQ68f3vf5/PUWooKCuDMN+jo6PQarW4cuUKPvjgA0Zn05lO2+j19XWsr6/zvR2JRLC2toajR4+ioqICs7Oz6O7u5rwCCuujRoQoK0SRoqFBbW0tKioqkEqlEIvF4HQ6MTY2xs+sQCDAwsICmpub8d5777GHiih0m5ubuHz5MuvrCUZCBS5t0/r7+/HOO+9wcNbjvKqqqmC321k+MTk5icbGRm58qMkiPyFl96jVaiSTSTQ3N/O7orW1FUePHkWpVMJf/uVfoq6uDlarFXK5HC+88AI++OAD1NbW8kbNZrMxpcZut0MkEqG9vZ3fa+TvoHPw0qVLPKjr6uqCx+NBRUUFQqEQ6uvrOWw0l8thbm4O6XSa8y0oC4YKT6FQiL29PZZxE0HwwYMHmJubQygUwtTUFI4cOYKtrS0YDAbGA4vFYh6CUhhgMBhk07XX60VlZSU++OADnDlzBuvr69jb28PU1BSTz9544w2+V7PZLG7fvs3vQ5/Ph7GxsUeyIMxmMy5duoTm5mamvNHzNzs7i1QqhWeeeQbJZBKLi4scuhiJRHjoRxSvQCCAmpoa7Ozs8OYyFArh1q1baGpqeqz3XyqVwoULF/D6669zI6TT6bCxsYFCoQCn0wng4WCafJ6pVIqpUoVCgVUtRLYMhUKYm5tDY2Mj5wAJhUKcOnUKy8vLTPXq6urihpp8bbQ5I3lzW1sbpFIpZmZmWFYvk8lw+vRpVi6MjY0x/tbr9TL6uLq6GiaTCXq9ns+dcDiM5eVlqFQqPP300xgeHsbp06cRDoehUChQXl6O9vZ2+Hw+VFVVYW5uDu3t7UyoIhooeY8A4N1334XRaITVamX08le+8hX86Z/+KQ4ePMhSqfn5eTQ3N+Pq1auorKyEy+ViHPPy8jIHXhqNRgQCAaZ8UeCvWq3G9vY2S9nC4TCHGldWVsJisTBumVRLFH4djUZRUVGBaDTKstozZ85gYmICDocDer0e4+PjOHny5K9973yizcapU6e4wD527BhLj4j9TyudiooKzM/PY2FhgScrKysr0Ol0aG9vx9///d9jfX2dka0ymYxNN3S4j4+Po6GhAU1NTcwWphClWCzGkpLe3l5MTEygubkZJpMJHo8HHR0dCAQCyGQyaGtrY1ztnTt3sLq6ytQdMucsLi7i2LFjOHz4MKN5KQiGaBdmsxnNzc2cznvgwAHodDr09PRgbW2Nc0Tq6+tZs0jdcjAYxIcffoiZmRk2bur1ek7wvXz5Mr761a8iHA7D4XBAJBJhenqazZPl5eVQq9WIxWL84qTkU0pMpwn+8vIyKisr0d3dDZFIhJdeegkOhwM/+tGP2A/Q2trKK7579+5BJpOhvb0dgUAAPp8PTqcTQ0ND6OzsZK+GWCzGyMgIGhsbeWr/uK+vfOUriMVi0Ov1EAgEmJ6eBvBwqkmSNCKz0ITA6/UCAPsF6OVGUrAnn3wSt2/fhkqlwszMDB+MhGmlVTm9hMmjAID/Ha1aVR9lUiwuLsJsNsPr9aKsrAx2ux319fWw2+04cuQIzpw5w9PhBw8ewOPxsOHTYrFgcHCQ/93o6ChCoRB+9KMfYWJiAm63G0tLS1Cr1bh9+zZ8Ph9rgR88eMDBbD6fD4lEAj09PRgaGoJMJsPc3ByuXLnC9x09T3TwHTp0CE1NTSzRou3jxsYG6urq+H4eHx9HKBRCWVkZZmZmuJmrq6uDzWZDd3c3FArF/yYvo0Zer9c/YtQlmVQgEGC5ztbWFjdjp0+fZqS2Xq/H0tIS5ubmOHX8cV7EOidogN/vh9frhVQqxdzcHEqlElwuF44dO4ZPfepTOHDgAFwuF0qlEurr61lKSVlCBK7o6OjAE088wehLAmosLy8z5MHn82Fvbw9Wq5W/i2w2y9smp9MJm80Go9GIEydOcNFMZkq73Y6uri4MDAxAoVAgFouxR4YKL3q2Wltb0dHRgV/84he4d+8e+vr6ePhDZKC//du/xcbGBl599VWUlZXxJLetrQ0DAwNwOp2cr6FUKvmMIiMlFci/+tWvOJB0ZmYGra2tnJb71FNPMdSBvAm0wS0vL+dpp81mA/AwKddkMuH+/fuMNH3ppZdw4sQJGAwGNDc382aUzhIK5xwcHMTx48d5M9/f38/nPQUa7u/v45133uFsmcd9jYyMQKVSIZVKcVrwwsICXn/9ddy9exepVArhcBgrKytIpVKcxXHy5ElkMhmGaWg0GggEAty5cweTk5P4zGc+A6/Xi7W1NRiNRvzoRz9iGlxLSwvsdju/r8nE/ODBAzx48IAn/k888QTnV7zyyissOy0WixgdHUUikeCcEJ/Ph5/85Cc8GS8rK8PRo0dRV1fHXoe5uTlGmReLRayvr+P06dNQKpWYmZnBj3/8Y7S0tDDO/cUXX0R3dzc3pmq1GlqtFjqdjtPuTSYTh5UVi0UsLS1BLBbjzp07qK+vh9vthlKpRCKRwJkzZxgJbbPZIBQKeThEuUCxWAxGoxFdXV0MFCEfAQ1mTCYTBgYG4HA48Jd/+Ze8LVxcXEQ0GoXL5UJHRwdjUEkmPjMzg8nJSca+9vX1IZ1O4/XXX2fk7eO+B2dnZzE8PIxoNIrFxUXOlCC4DmVaEejG7XazVIiGFw8ePGBfXnl5Ob7+9a8jEongyJEj0Ov18Pv9HLpIEmaSPa6urkKhUKC+vh5lZWWw2Wzw+/24ceMG1Go1m63JrF5VVcX38bvvvgubzQa1Ws3DcZPJhCNHjvDgIx6P44033sDIyAhKpRIOHTqEXC6H2dlZCIVC9Pf3486dO7h69So3m9vb25yGTsQrkmzt7OxgeHgYMzMzLL8zGo2Ix+OM5TYYDLhz5w5aW1uZ+Dk6OgqVSoVYLIann34aJpMJAoGAP18KBKZ3JWV6zczMMKqZvq/6+nqo1WpcvnwZ8/Pz2N7eRjgcZmUBbchra2s5SLGhoQFyuZzpnQ6HA+l0Gk6nE1NTU2hubsZnP/vZT0SjEpR+DaQLvSz+/M//HHNzczhy5AgnGhKekwJ5KNFyZ2cHGo0GBw4cYG1af38/1Go1T9LVajU2NjYwNTWFU6dOYXNzEx0dHUin0/B6vayBpOkwETZojU0BTTMzM1AoFJiamsKXv/xlFAoFDA8PY3BwkDXpCwsLOHr0KBvbjUYjNzx1dXW8hiekGXWkIyMjiEajeOaZZ+D3+5mtfvjwYTYO9fT08CZmamoKmUyGTYi0yqqqqsL4+Dj29vbQ2tqKtbU19Pf3s9lIpVJhbW0NNTU1WFtbY5KV3W7nCTVNOmjdTGnDTU1NaG1tZWmXRqOB2+3mVFgyAREf/Pz588w7J0rSysoKVB8lchOhiEg4HR0dWF1dxVtvvYXa2lo0NjaiqqoKH3zwAd577z2WHPzfuuj+u3r1Kn76059CLpfDYrFgcXEREokEVqsVSqWS/TgU8NTe3s7EhkAggMXFRTQ2NjL+126348c//jESiQR+4zd+A8DDSVpdXR0/aKQTp2J3a2uL01yDwSC0Wi1CoRAOHjyIixcvMhqXEItkZHU6nUwfmpubQ1dXF/R6PdbW1pBIJBhIQF4Ol8vFTZ7b7UZPTw98Ph/LEon6IRKJMDg4iL29PVy7do2D/ajBprCvbDaL6upqhEIhnnTTdqtUKsFqtbKO88knn0ShUMDdu3eZUU+SPgqEo1TUj2OklUol0y0aGhr4nynx98yZM9jf38ff/d3fYWhoiA9JtVqN06dPc4FUVlbGkz2iu2WzWaytrTEAIJ/PY2BgAL/5m7/5f/3++/g9+Fu/9VsQCoW4fv06vvzlL8PtdqO5uZlNdbQFo9wGYpyrVCrE43FcvXoVCoUCDocDOzs76OrqwtLSEqfKymQyLpITiQSOHz+Ozs5OZDIZTvWenZ3l+4uyFnK5HOOJSQZJoabz8/PIZrP4rd/6LXzwwQfI5/NskCRSoNlsZmM3NR5+vx8rKyvo6uqCUChEd3c3crkcFhYWcPLkSV7dd3Z2srl/c3OT0dm0zZLJZIjH42zuB4CysjIsLy/j7NmzsNvtrEXf3d3FwMAASxYJv0u+lfPnzzNogfT27e3tcDgcvO0slUooKytDb28vD4/29vawtrYGrVaLvr4+XL9+nWVczc3N8Pv9jP3e2NiAz+eDXC7nPB6FQoHR0VEcOnSIs5NqamrwpS996bHefy+88AKOHj2KeDzOWGLaBExPT6Ojo4PhGYVCgQ2hkUgELpcLGxsbfC8RBamvrw/RaBR3795lmlKhUGD89fb2NkKh0CPY+3g8zkGp/f39CAaDuHTpEhfNZNSnM6ZYLOLmzZs4fPgwy0j7+voYm0r4YgLGlJWVcXDw0tIS2tracPv2bZhMJtTW1uLixYucRv3Vr34VN2/eRCAQYD/Q9vY2Jicnkc/nUVdXx1IpIuWR8iCbzeJLX/oSXn75ZbS3t2NpaQnZbBbRaBRtbW3sTWptbeUBDD07ZLSlrWWxWGRJYFVVFdcYer0eP/vZz3D8+HGMjIxwNgdNoOn5JXmh0+lEVVUVy7oo/+Do0aPo6OjAlStX4HA4GMbw7/7dv3ts7+D/8l/+C8bHx/Hss8/izp07XPtZLBY2YNPnR7JbqjvoTPv85z+PTCaDUCiEO3fu4OjRo5DL5XC73dzoLyws8DBLKpXiwoULfDZSIjt95qVSCd3d3bh69Srsdjs8Hg+cTifi8Thj5zs6OvC9730PPT09j5AD29vbuWAnSSnJJj0eDxKJxCOkVZfLxdstp9PJZvnt7W2cPHkSHo8HoVAIpVIJRqORYUUSiYRDGCnIkQhRa2trGBgYgF6vx+3bt/kcpm1G4qPMOqoPhEIhQqEQ528Q5ZX+rmg0irq6Oty9exctLS28oWhuboZAIMCDBw/w4osv4vLly+xfSyaTiEQiCIVC6OnpYUCL3W7H+Pg4AoEAe0MIc221WjEzM4O/+7u/+7Xuv0/UbHzta19DJpNBX18fVlZWmMQA4BHTFeHKCoUCM40NBgOOHj2Kt99+G0ajEbOzs/jGN76BhYUFjI6Oory8nFGvtbW1aGtrw927dzkQhZIdSctJUhGSBIXDYVRXVyOZTMLlcnHeAZGHotHoI91iX18fIyGpSySiBEkHpFIpRkdH2WxIwS9ut5tNlV1dXfjxj38MtVoNv9/PeSMSiYSLPcKDlpWVMRKTJo007ZXJZNja2kJ9fT0ePHiAc+fOYX19nb0azc3NmJubw+TkJMxmM28XqBGj9WNnZyfS6TTC4TAkEgkuXryIb37zm3jw4AE2Nzdx9OhRTExMsBTFbDbzVKetrQ0ejwf3799n2hElZ7755pvo6OjAF7/4Rfz5n/85AoEALly4gG9961uP7aCz2Wz4rd/6LUY0zszMYHNzE0NDQ8jn8xAIBJwW2tzczBsi0nhPTEygt7eXV4cGgwFvv/02BgYGcPbsWaytrTFSmLZnlNput9tZD+n1ehm/SFMS+r7JtEjGxvfff5819sDD6T8dlocPH0YgEMCVK1ewu7sLh8MBlUrFJq+xsTGmbpDX6dKlS/j2t7+NxsZGhMNh/OpXv0J9fT02NjYYcVtXV8ckNArdKysrw+zsLFO46uvrcenSJTz33HOwWq1MR0qlUtja2sJTTz2FN954AzqdjrWlFFSVz+d56zU2NsZepwMHDnDY49NPP41wOIxr167xxPv9999HV1cXT5waGhrw7rvvMg2LNPixWIxlGUQe2t/fRyAQYDwwHeC/7kH3f+oelMvlePrpp3kSLBaL4fF4mKtuMBjYwKjX67nJbW1txcLCAhvCW1tbUSqVOHgvk8lgYmICtbW1HPy1v7+PWCwGv9+PxsZG3lyWSiUOS6NzY29vj/0wly5dwtmzZ6HT6TAzM4NoNIqBgQH4fD44HA4kk0m89957OHDgACQSCebn57nwos1Cf38/VldXOYl2bGyMMeU3btyAyWRCJBLhv58CxsjbRCGlRPujJsxgMGBubg52u52lNhUVFfjc5z6H1dVVJBIJDAwMYGZmhjn8165dQ0tLC/szCHzg8Xi4SZNIJOjs7MT8/DykUinnJK2srKC5uRmrq6vw+/04duwYhoeH8c1vfhOvvfYaAKCpqQlut5tlDgBY+kC6/rGxMUSjUVRXVyMcDjMZ6T/8h//wWO+/b37zm7yVamlpwbVr15haRzlLBG0pKyvDwsICfD4fb8OSySRMJhNu3brFk+GlpSU2VlPjqFQqMTU1xfI9rVaL3d1djI6OMrSEpEkOhwOZTAZLS0sAwHlDKpUKpVIJExMT0Ol00Ol0aGpq4s1eXV0dJiYmcPPmTSgUCh5oqNVqqNVqmEwm9lWSH4NoRwDQ1tbGPzdRHCn1mYrDzc1NljOT98lgMKCxsRGJRIKbf/Kh0qbg3LlzjLslP4pYLEZlZSU2NzfR3d2N1dVVTExM4IknnmCiFMm7vF4vampq8Oabb8Jut8PlckGpVCISiWBsbAzhcBg6nQ5Op5On1YSsV32EXCaiZjgcxsbGBp5++ml4PB6GmWi1WrS2tuI73/nOY3sH//f//t/5PSeTyTAwMICpqSmYzWYerFKKeFVVFdbW1gA8HC643W4YjUbU1NQgFothamqKJeGlUglvvfUWvv71r2NxcZFBJLShymQy7MukRoWAFG63G/39/SiVSlhcXITL5cLt27dRW1vL+WZGo5Fl/LRJm5iYgEql4nBC+udUKoVSqYRMJoODBw/i+9//PorFIo4fPw6tVosf/vCH6OnpQWdnJw+GCAVMifGEvCdPiVQq5QBAkvLpdDqsr68jl8uhtrYWQ0NDuHXrFm+aRSIRe+OsVitUKhWGh4fh9/thsVig1+t5i0beY+Dh9rO3txfJZBLHjx/H+Pg4v7NfeeUVfOYzn2FcbiwWw+DgIPuQKPCQqK/7+/ucQ7axscFJ7mtra+xzeu21136t++8TeTaIwZ7L5XDmzBkUi0VcunSJpSIrKysIh8Ooq6uDSCTiSVuhUEBjYyNu3bqFoaEhJBIJfOlLX8Kf/dmf4dSpU3jnnXfwve99j6cGi4uLTATp7e1lDBcZyYnQQ8bmt956CyqVijvOlZUVWCwWeL1eqD4Kl6KwH4vFgldeeQW5XI4bAJlMxnpikjHQKm9xcRH9/f3Q6XSYnZ1l405TUxP+4i/+ghuPUCjEZuKOjg4mbgBgvB6RCzQaDU/ATSYTdnZ2MDAwAI1Gg7/5m7/B0NAQJiYmuMAgXSehKGOxGBwOB9rb23kiRJSbGzdusGnn+PHjsFgskMlkaGhowNGjR5HJZHDy5EncuXMHtbW1KCsrg1KpxPj4OMLhMPR6Pfr7+5mmtLKyAo1Ggy9+8YvY2trCwsICjEYjJx8/zusLX/gCYw7z+TzMZjNqa2uxtrbG7GiJRIK1tTUmBlGD99Zbb+HMmTMYHx/HwYMH4fV6YTKZ8O1vfxu//OUvMTU1haamJiwvLzPesK+vD/F4nOUAKysrjGf8eFFMGROJRAJOpxMTExM4f/48wuEwTCYTVCoV1tfX8dxzz6FQKGBzcxN6vZ5xfUqlkgs8j8eDu3fvcrAPAKytraG+vh7z8/P46le/imAwiA8++ADl5eV8+La0tEAmk2FmZgY/+clPoPoIg0phaZQdsLm5ydk3VVVV+OM//mO88MILWF1dxfb2Nvr6+vhFSrp88hyRH4vkOZubm9DpdLhw4QIjTol49eGHHzKLXyQSYXh4GE1NTQgGg6isrMTx48dx7do1OBwO7O/vczG4sbGBbDaL2tpaDt2irQwZBi0WCzQaDRNeHud19uxZxjYWCgVEo1GeDO/t7fG/p4Tx8vJyaDQaXL16ldGZKpUKH3zwAZ555hnU1NRgZWUFIpEIAwMDLOuIRqNIpVLY2dlBVVUVpqenkfgoHLWiogJra2tQqVQ4deoUVCoVZDIZfv7zn+NrX/savvGNb2BsbAz/9E//xNsTt9sNl8uFiooKTE1Nob6+ngcXZHB0OBzQ6XQIBoMYGRnhCevGxgYcDgeHAzY3N3Pzm0wm8cQTTzBilGRdp06dgtfrRTQaZZoM5RrV19czrOLZZ5/F2NgYSqUS0wLfffddfPrTn+YmNpfL8YS5ra2NNcY1NTWPYFO3trbg8/lw4MABpNNp/MVf/AW++c1vciZIOp3G5OQkexqOHj0Kt9uNiYkJDpolRj4Z0okk2NraigcPHmB+fh5nz57Fu+++i87Ozsd+/xG+dW9vD/fv30dfXx9L0KgI+fiQhc7+ra0tVFZWYnFxkdPBv/a1ryEWi8HlcuH999/Hd77zHfzn//yfceDAAaysrKC1tZVhDplMhpttSoAnvyZ5iwqFAsRiMQ4ePIiVlRWWPi8vL3O6d6lU4vDRubk5KJVKtLe3PyLnI727z+dDX18fFhcXUV9fj7fffpvJOHV1dVhaWmLK4Ouvv84DQcLEW61WSKVSnjwTiGV8fJzDJVtaWtDW1sYmdppQ37x5k7MF8vk8NBoNTp48yWQuqj/a2trYI0h+UQBYXFzEV7/6VcaEX7t2jc/uEydO4M6dO0wjlEgkaGpqwp07d3D37l2W0pLRnDbi5IEhWSYBFR7nde/ePca9k2eJoCd+v58n31S4krzcbDYz2COTyaC1tRUA0Nraio2NDaTTabS3t3PRL5fLkc/neVtFtCV6LkmGTo00KUMqKiqg0+nQ0dGBQ4cOIRKJ4Nvf/jY+97nPob6+Hrdu3WIlCsEfzGYzN5MUamkymQA89ICazWZks1ncu3cPhw4d4s2+z+fj7LmqqipGOzc3N/NGlTLlyL9C8mpKJf/CF76AixcvorOzEy+//DIb34vFIk6cOIGf/OQnEAgECIfDqKqqgsfjYTCK3+8H8P9NP6chy+HDhznQkPwhMpmMG7D33nsPW1tbcDqdOHToEILBIL/D6J07MzPDvmhqbJVKJVpaWvDWW2/h8OHDGB4eRmdnJw9t/v9dn6jZSKVSGBoawpUrV/jwP378OH7wgx8gl8txwuz9+/extbWFEydOwG63Y2xsjG8+wqVGo1H09vYiGAzi+eefh9/vR6FQQHV1NWw2GzPnya9BYVD5fB4ej4df4pubm+jp6UFNTQ2zidVqNd5//30cPHgQFosFTqcTu7u7eO+99xAOh/Hkk09iYWEBQ0NDKJVKbGhtbGxkGZFCocDFixdx7tw5mM1mBINBvPDCC3jrrbcwMTGBQCCAb33rW49sRig3gzrO+vp67sz39vaYdEEr4fr6ejZ1rq6u8oOczWbR39/PeEUKqZqdnUVLSwv8fj8WFxdRVVXFJBCaxlM3/uqrr7J+lBjLjY2N0Ov1eP/999Hc3MwveTLdVldXcxFAyZ57e3tYXV3lgnN1dRVCoRDV1dWcQvm4LpKdEY2BVoRCoZA9Go2Njejr68Pa2hpu3ryJ/f19mEwm2Gw23Lt3D2q1GtevX8fBgwexvLyMkZERvPjii3jllVdQXV2NtrY23LlzB+l0Gq+99hpnadCLMJ1OA3jYeBM2kkIWNRoN3nnnHdhsNsRiMaTTaWi1WvT09ECr1bIxbXBwEMlkEuPj44yopZTbSCTCoZWFQoEpLJcuXUJnZydGRkbgdrtx9uxZ5PN53L9/HwcOHOCpTCwWw4kTJ1AsFqFUKnlS8XHcLxFj7ty5gyNHjgAA1Go1zp49i6tXr+LixYuMZo1EIpiZmUFbWxsePHjAhS3dV7Q5vH//PhwOB9RqNf7hH/6BcY4+n49fFmSsAx4CFo4ePcq+LtrM0WdDshk6Myi8ixpi2iY87stms/FkmPTrPp8Pzz//PKfB0uaS7plQKASDwQC73Q6FQgGn04nOzk7cvHkTFy5cQFlZGU/5DAYDpqenYbPZOOBJLpfzVsJqtXKIIkldyFDa0dGBsbGxRwY7jY2NuHbtGq5du4atrS24XC74fD6Ws5CsUywWIxQKQSAQwG63QywWY319HT6fD0qlEkajERKJBHa7Hbdv38aTTz6JV155halXpVIJlZWVaGlpgdlsZh49gRGI9kZkvVAoxHRAkUiEq1evwu/3Qy6X46tf/SrW1tZYX2+xWOD3+xnxKpfLcfXqVUSjUbS3t/PmDADLd2KxGD7/+c9Dp9Ohv78fIyMj+Na3voX33nsPzz77LKanp9mcWllZienpac7a2dnZQU1NDVwuF29QKONlYGAAoVAIQ0NDGB0dfez338rKCux2O4aGhrCwsIC5uTnIZDL09/dzYU8GfsJSNzY2IhqNYnt7mzGx3d3dGBsbA/DQ8/av//W/xvvvv4/vfve7+NnPfoajR48inU4jk8mgv7+f6X25XA47OzswGo1swJ2amsLOzg4SiQRqa2vx13/91/B6vfjyl7/MIZS3b99GR0cHfvnLX2J/f5+RrZQDUldXx1Nh2qCdOHHiERAMkcCqqqpgNpvh9/uRSCQwNTWF1tZWbmjb29sRi8UgEAhQKpVYQRCJRCAUChnj+4UvfAH37t1DNptFTU0N5ufnUVNTg7/+67/G8ePHIRAI2Ex7+fJlzs5QKBRQKBQwmUxM8fH5fDzwK5VKePHFFzE+Pg61Wo3Z2Vn8x//4H/HDH/4QJpMJuVwOzz33HH75y19CoVAgm80y9v5rX/saI3NpsBaPx3HixAn84he/QFtbGywWC374wx/i2LFjiMVij/X+o4L85MmTiEQisFgsKBaL+PDDD6HT6SAQCBAIBNibRlIqQsYfO3YMKpUK4XAYRqMRSqUS169fZzIVyWppEEx+w5GREQ6/Jb8N5U/R+UgwijfeeAP19fUMr/n93/99fPjhhzh//jwTIcmvRYGVRGeSy+Voa2vj4NqxsTHMzc2hvr4eSqUSd+7cwac+9SnOcunv72dvIuUKVVRU8EZKJpMxAZSCcMViMUQiEZqamqDValltc+jQIWSzWayvr8PhcPDWjc5AuVzOoYiUgE4hz6VSiVU+hBz2er04duwYdnZ2cP/+fYhEIvyrf/WvcPv2bRQKBRw5cgQ7Ozswm80olUqQSCTs+yS5GQ0JQ6EQ7HY7v88jkQg+//nP44033vj1751PcqOp1Wq88cYbzFtvbGzE+vo6nn32WSwsLGBxcRGxWIwTmckQaLPZcOPGDchkMnzhC1/A7du3Odzn6aef5kPT6XRy6BcATlsm7TrhQrVaLZLJJH76059idXUV/f39XHRqNBqk02n09vZCJBJxvDoZh5555hksLi7y5JHwbCQfobTahYUFLvJ//vOf47Of/SykUimjATs7OzkIhsLNTCYTjh8/jsrKSiSTSaYZUbgRcZgpB2RqagoGg4GZz9XV1fwyHR4ehlQqRTQaZZMyceTLysqg1WoxOTmJTCbDE+RUKoWOjg6Mjo7iyJEjuHXrFgBAr9fj+eefx9zcHNMWqMPe3t6G3W7Hzs4O8vk8KisrkcvlmABBfgWiFJF2d3Jy8rFP9qLRKLa2tuBwONDY2IiWlhYolUrGLNLhQM2fw+Hgz5em0JWVlfygkk47Ho/j8OHDGBsb41wCsViMnp4eTE5OIhQKcaI6UR3oHorH47BYLEy9eOGFF7C9vc2aXpFIhHv37sFutzPJ4YMPPoBGo3lE/0vkGELV3r9/H7//+7+Pv//7v0dlZSW+8pWvMKGpvb0d4+PjGBwcxKc//WmUSiUIhUKWAIpEIpY2eDweTv0kpnlFRQWWl5dhNptx/vx5XLp0CbOzs7DZbDh9+jT8fj836BsbGzCZTKivr0cgEMDs7CxyuRwHe6nVakxOTsJkMnHgVmVlJetFGxsb4Xa7ceHCBXz/+9/HCy+8AJ/Px5saIsZkMhnIZDK+J6lopxdaXV0dstks2traOODu5Zdffqz3HwA2FDY3N+PBgwcoLy+HWCzG+Pg4bwYoxG97e5uLo+7ubszPz0Oj0cDj8TBK+Pr16xCJRJidnWUuPKXo3r17FxUVFWhra2Mvgdfr5dA1AKyjl0gkOHz4MOfNENvf6/VCKBTi8OHDAB4Wq0NDQ5yVYLVasbe3xyZ/h8PBieLHjh3joLS7d+9CIpHg/PnzsNvteO2111BbW8tSBdqgUvI4SWLLysqwtLTE+Rf7+/tobGyEw+FgCszs7Cx71I4ePcrTRZL9HDhwAFeuXGFjLQXCUXFApKJAIICmpiaW7JDme2dnB/Pz84jH43A6nfjOd76DgwcPQiQSwWq1Ynd3l6fllIuUSqWQyWQ4H8loNKKvr4/9TkQ4etxXY2Mjbt68ieXlZTidTphMJuzt7eGNN95gnDrBFyiHhz5LmvoDDxuMeDyOQ4cOMdjgwIEDWFxcxJEjRzA2Ngan08lbOCL7keQkGo0il8theXkZdrsdTqcTqVSKpar19fWQSCT4wz/8Q3zpS1/C6dOn+V6dnp6G0WjE2toa9vf3GUqRz+fR3t7OCdPXr1/H3t4e43ppQ0sy7IMHD+Lll1+G3+9He3s7dDod5ubm+Bwksh+lcO/s7EAoFOLEiRMoFAr4oz/6Ixw6dIgDEKVSKSKRCA4dOoRisYjt7W1ONn/qqacwMjICqVTK3g/a4lGAKw0Wr169irKyMnz44YcYGhrC008/jVu3bqGiogKBQICR6dXV1YhEInj22Wfx4MED+Hw+JJNJmM1mloArlUrU19dDJBLhwIEDGB8fx/7+Ps6ePYvFxUW0tbU91vuPckcuXbqEo0eP4vvf/z7OnDkDq9XKnxUN/ihXZ2lpiaXHlZWVGB0dxcDAAJaXl3HlyhVsbGzgwIEDqK+vRygUQjwex9jYGHp7exnoQoNFegfmcjlUVFSgqakJsVgM09PTqKioQE1NDdrb2/Hhhx/i2LFj2N7eZk8mDcT8fj9v/cbGxthjK5FIcOPGDezu7jLaPRQKoauri7cbEokE2WyWFQ8KhQLj4+MwGo2oq6vD3NwcU6oymQzW19c5hLKmpgYTExOQSqVQKpXI5/P48Y9/jKqqKt7+Wa1Wlmza7XbodDreWi4sLPAQ0mazsSF8fn6es9IIv+v3+x9RGx08eJDJlSKRCPX19ezRJJN7JpPB9vY2S8lIMZHNZjE/P88+ltbWVoyNjXHN/eten+i0bGxshEAgwObmJuLxOBsJif9bV1fHZA8yTqnVakQiEfT29kKpVOLnP/85J1yTqXZwcBAnTpxAQ0MD5ufnWaNcKpUQDAY5EIUoQBKJBH19fUxhmp+f54nWysoK1tfXcfbsWWxtbTFhQ6vV4plnnoHX64VEIkGxWMTW1tYjZANqBKqqqrhD3d3dRUtLC4LBIO7fv4+GhgacO3cOL7/8Mr7xjW/g2rVrLG2anp7G2toar5QjkQiAh7kHBoMBZWVlkMvlnPDY1NQEq9XKYWg3b97E2bNnGYtJEhMymRFBym63I5/Ps9aP9I3FYhEej4dZ0W1tbVAoFPjFL36BnZ0dHDx4kM27ZPQFHuZXVFVVQSQSwe12M5quqqqKb1SHw4HV1VVGvP3VX/0V3nzzzU9y+/yzr4WFBWxubuLdd9/FoUOHOEdAq9VyMByxsWtqatDT08PmWJFIhJ6eHmxubuL06dO4fPkyDh06hJWVFSwvL6NYLOL8+fNsUiOiBU2w6O8g+YhCoUBjYyOuXr2K4eFhPP3005ibm+MwSp/PhxMnTvDkhXIRhoeH2YSWzWbZd0T5DKurqygUCjh37hxeffVV6HQ6XL16FS6XC01NTdyE/vt//+8xOjrKVBIyChMBi1CfZWVljB2tqqpi/bXX64VCocCf/dmfobGxEU8++ST7Udrb2zEzM4Pq6mqsrKywdLGmpgZisRh6vR4A4Ha7MTk5CYVCgUgkgurqajQ1NaGtrQ0nTpxAKpVinTX5Eebm5uDxeBhXOj4+DovFglgshitXrrBnIZPJ8EuWUqTlcjmz1CcmJvCVr3wFN2/efKz34Pr6Ot566y0cO3aMDXTr6+sIBAJMMNNqtXA6nXwQ+/1+uN1uVFdXY3t7m8MUacsxPj6OF198ESqVCru7u2hsbMTS0hKcTiefS+T9otwMWqmTPCQcDuP27dt85lZUVODIkSOIx+M4efIkrl69in/6p3/C0NAQGzlpIESUncXFRQwPD8Nut2NgYABlZWXMXq+trUVLSwtu376NU6dOYWpqiuklJDeqqKhANptlzX4ul+NsJKfTyb+/QqGAx+PhibLJZILRaMTdu3fxj//4j3C5XBgcHGQfFJ17dP7fvXuX5SeEuCZTKk1NibgmFotZ6vDgwQPU19dDpVJxZtTHAQ/JZBIymYzPEpLXdnd3Mx5bKBRibm4OTz/9NBKJxGO994CHzeKhQ4fYB/Qf/+N/5GwQ2lIT4pOAIXNzcxgYGEB3dzfnUmxvb+PUqVMAwO+S4eFhzsYgSAPJMUQiEQ/mCMxy8+ZN9PT0IJ1O4/79+5zGHggEWG5BgbgrKyvw+/0YHBxEQ0MDp2ULBALMzMxAr9dDIpHg/v37UKvVjPzM5XJQq9VobW2F2WzG/fv3kU6nIRKJ8POf/xxzc3P43Oc+h6GhIc6HIb+dWq2GXC5nbxNRnkj++eyzzzKad21tDZcuXcI3vvENJD5KeqbNxp07d7CysoKOjg74/X4OAwQehl+S59LhcKC8vByDg4M4ePAge7dWVlZw5MgRXL58mYEuFosFgUAAOp0OL730EiN/SSJMG5JYLMbTZWq0FxcXUSwW2Rv1OK8vfvGLCIfDqK+vR2NjI7q6urC3t4f9/X2UlZUhHA5DIBCgqqqKAROqj8JKV1dXMT09zRkVq6urTGC6ffs2tFotrl+/zsCbRCLB7yOfz8c4Vr1ej3g8jq2tLVYUJJNJVFZW4le/+hWHTapUKt7w0nv9+vXrHBEgFArZbxkMBhEMBiEUCtmP63a7UVdXh1gsBolEgtdffx0SiQR/9Ed/hPv37+PHP/4xhEIh4vE45HI5pFIpOjo6OF6Bnkc6r1UqFYLBIMxmM2w2G2QyGd5//32srq7C5XJhZGQEIyMj+Pa3v42/+7u/4yyd5uZmZLNZViTQ8J3k0BRG+f777/OwR6/XI5VKob+/H4VCgQ33kUiESZSEqB4dHWXq3tGjRzkbJ5/PIxQKwWQyMbl1fX2dB5MLCwtM+/x1rk9kEP/Rj34EiUTCq898Ps8/7NbWFqqrq6FUKh/ZSFAkO2nLzWYz7t69i83NTf6Fu7u7kc1mcfPmTVgsFk4hzmazTG6Zmppi8xslONPLgPIJiH7i8/nQ1NSEaDSKxsZGNDc3Y2ZmBhsbG3C73Th69CgfSOvr6zCZTKipqeHVOk1XlpeXWbYRi8Vw5swZrK6u4v79+5wC2traynkBqo+FIEmlUmQyGWi1Wsa2EROe8MGJRAJ2ux0XL17EgQMH2Awrk8kgEAgeCTT7OCKYCCP03VDTZLVambRBBeXg4CDS6TQH/xGbvqWlBalUiolLKpWKkbCkM6WHg1IjCalGK0Oz2Yy//uu/fmzmtOeeew77+/u4cOECLl++jGPHjnF3TQdeOBzm1TsV2YVCAX6/H729vZifn+fwSELJCQQCHDlyhIuP0dFR2Gw2LiaI6EMBQB6PhxGtS0tLPB0zGo3MHs/n8xgcHGTzJWFG3W43BgcHUSgUePLc39+P5uZmLmbcbjebKBsbG3H79m20tbUx5nZzc5MPSQIm1NXVQSAQ4Pr167BYLAwiIM8IFelk3iNMsMfjgcvlwvT0NEsDNzc3MT8/zwVGKpViTK3ZbAYAxtBSEjH5GPb29tDR0YFr166hoaEB09PT6O7uxjvvvIOhoSHO1xAKhbz11Ov1SKfTmJubg1QqRWdnJxNMaIU7PDwMjUYDvV6P9vZ21tJ+/etff6wG3U996lN44oknMDo6yiFdRNWSy+UoFApQqVQc4phMJqHT6TiV/caNG9Dr9fB6vUzXCwQCbOQnOtzy8jKHghIRjLITkskkyzmam5t5Qws83HSQ0frkyZPI5/N48OABGhoakEwmsbm5yfQgCoiifIBoNAqtVsvT65WVFc5CoITeWCwGsVjMzaVGo8Ha2hpvbbRaLRN1SApHSORIJMKSKrp3w+Ewjh49yijbZDKJaDSK06dPc9qwTqdjiWgul2PEL9HeCD1O20EyG5tMJrjdbvaJNDc3c0Iu+eii0SiSySR2dnYgkUh420PSLfIhhEIhqFQqaDQabG9vw2azYW1tDd/73vce6/33J3/yJ0zDWl5eRktLC1pbWxnuQEGMSqWSwxz39vbw3HPPwePxcNgs0awsFgsWFhaQSCRw6NAh3Lt3jwPESFar1+vZX9Xe3o75+Xmsrq6itraWqWrkxejr68Mrr7wCh8MBm80Gn8/HIYl6vR7379+HxWKBzWbD9PQ0T3zJW5HP55kgRD6wlpYWrKys8N+jUqkwPj6O1dVV3ow89dRTWFxc5MFZJpPB6uoqpFIpF48kFbHZbDAYDPB6vXC73aioqMCpU6fw+uuvo7m5GTqdDhMTE6isrESxWOTCqrq6GqlUCqlUCgqFgslcRKmqqKiAz+dDZ2cnVB9lgFAjJxQKIZFIIJFIUFtbC6fTiT/5kz/B008/zcNFes8WCgX2K5CHlP59Y2MjZ1W0tbXB7/fjj//4jx/bO/i73/0uGhsbEQgEAIBJg0tLS4ygp0yyiooKfn7Ky8vZ13XgwAH8t//233DhwgW8+uqrGBgYwM7ODlpbW9HY2Ijr16+jrq4OHo+HcbKkPDEajUxhIwrg7Owsdnd30dzc/MiZRXk6BoMBFy5cQCQSwS9/+UsIBAKYTCZueGkDTWHFRHuioXU4HMadO3fQ1dWFQCCAWCyGkydP4vbt23w2yWQy9kdSsCRBYei7oQ343t4eBgcHGd/vcrk4tJeK/nQ6DY/Hw2HK5LkizxLBNkwmE/L5PIRCISPvrVYrIpEIrl27xvIqCllcX19nLw1l2VATk0qlOISQ6tXd3V32lQJg/9DExAQHD//gBz/4te6/T5SzkUgk4Ha74fF4sLCwwNH1ZMZqamrC0NAQ6uvrGflJXyahvh48eIBisYgLFy4wlWZnZ4cPs7a2NsTjcS4Wd3Z22J9QVlbG63hKT5VIJIjH42zUJO3f7du3WQd669YtXLx4ETs7O3C5XGxCk0qlOHr0KG8Genp64HA4MD4+jtnZWTbAUbLu8PAwqqurIZPJUFtby5pRMs3Sy5RkK7W1tZBKpfz7h0KhRx7EQCDAkgpKQ6e06UgkwvQPgUDAN2s+n2d9MRErqquroVAocOXKFW4sBAIBDh48CL1ezzhVMh4ZDAZks1mWnXV2dqJYLDLfXKPRwGq1Qq1WQ6lUYnNzEy6XC+fOnYPNZkNPTw+cTifq6uo+8aH1z7nq6upgMpnw/vvvo7OzE0KhEJFIhPXepAXP5/O8tbFYLOjt7UVXVxeSySSjEQHA6XSio6MDQqEQt2/fRjgcZr2px+Nhuo7P52Pj89LSEnQ6HQCgs7MT586dw9bWFmeURKNRLC0tIRKJYHx8HNPT00gmk1xcqT5izK+srCCdTnMy7NLSElZXVzE+Ps4ZMtFoFDdv3sSRI0cwPz/Pm66BgQFsbGwgHA6jWCzy5kYoFKK5uZn9PbQlpNUzoaRp4kuo1Xv37uH555/H+fPn8dJLL+HmzZtQfZSsS1Ntp9MJjUaD2dlZrKysIJ/Pc9gXbSIo4IjwxLS9IP8QUTrIJK7X6zE9PY2rV69ySChJJGgd7Xa7USgU8OSTT+Ls2bPMYe/v7+fp4uO86PNSq9X4whe+gEgkghs3bvAGQiwWo1AoYHp6mqEW4XCYN2NGoxFNTU343Oc+h3Q6jVAoxNu5UCjEya35fB7V1dUQCASYm5vD8vIyB83RFpMSoYGH8ie5XA6RSIQnnngCPp8PV65cgd/vx2c/+1nerEQiEdy9e5exxWRGJ1N7KBRCJBLB9vY2zGYz89aj0SijJel8ymazKCsrQ3d3N86dO4dnn30WuVyOA1Wrq6t5oEQ+CDJTms1mGI1GCAQCjI2NIZ/P8/QulUohGAwy2pr497Ozs1hbW0MgEGDMtUQiYeoRJQRTJhEZiEknPTc3h6mpKS5WCGP+8WwDys7Z2tqCWCxmQhrx+evq6uDz+eDz+bjgepxXeXk5ysrKoNfr0dDQgLW1NUQiEfZTDAwM4NChQ7zxsdlsyGQyuHXrFgKBAIfnxWIxnvxubGzgyJEjmJmZwcmTJ9mXRlsNKqBkMhmmpqbg9/thMplQVVXFWQXJZBL19fUYHx9Hc3MzS84cDgcOHTrEQ5G2tjZOm29paYHFYuFzO5fLIZ/PI5/PM76YsMe7u7s8VJLJZKiqqkJvby8+//nPQ6VSMfKYEM65XI79IvQuq6urQ0NDA+ObKR9ka2sL2WyW1RL0TibD7/r6OiorK7GxscEDwp6eHh6kbmxsQCQScQJ7OBzG22+/jaNHj/LvqNFooFQq2Tvz6quvwmg0cgOUSCTY00S+RLPZDJPJhGKxiP7+fsjlcpbFUZ7T487ZIHkamZTFYjGUSiVcLhdMJhOTMcViMft7RkZGMD8/j8XFRQgEAvzyl79Ee3s71tfX8fzzz7OpXC6XY2FhAel0mvHvhKM2mUwoLy/HrVu3MDo6CrvdzoU3Jc7fv3+fYTukTvjc5z7HkAPy/ZaVlWFsbAyrq6v48MMPMTs7y6AcyvfJ5XJobGxEKBSC1+tFeXk5Z6+1trairq4OX/3qV7lR+IM/+APeiuTzedTW1kImkyEQCPBzGI/H4XA40NXVhXQ6jfn5eYbYvPXWWwDATbXFYkFfXx+sVivy+TwaGxt50L+ysoLFxUWuUykYcH5+HkajkWtDl8uF+vp6zp8Lh8Ow2Ww8aLp8+TKCwSDEYjFWVlYwOjqK1dVVLC0tYXZ2ls35Tz75JJLJJDweDyPOh4aGOGfk170+kYyKil6v1wu73Y5IJILa2lo2v9BaS6VSwWg0siyJNNZkMPZ4POjq6mLM6/7+Pj71qU/B4/FwqFBLSwvW19eh0WiYQU1TCpI3RSIR1tCSKbepqQnFYhEDAwMoLy/H1tYWUyPKy8tRLBYxPj7O6ZBkKBcIBFwoKJVKJpbQFJrMvktLS6irq2OtWzAYxOrqKqPD5HI5tFotawUp+JDoHaqPApmKxSKsViu/0LxeL373d38XL730Ei5fvoze3l5UV1fz/35lZYVX0i0tLUyL0mg0XEB2dXVx86bVatk4d/v2bbS3t3MA4NjYGP/dhD9LpVKswacMlYqKCni9XtTV1cHv93Og2cLCAj9cj/N66qmn8N5778FsNmNra4vvle7ubg5YoiZNKBSisrKSTai0ySorK4PZbMby8jJrF2tra5kCJJfL2VwJPET2aTQaTi3V6/XcpBFtrKmpCQsLC7wapwTmxcX/D3t/Hhv3fd6J46/h3Pd9kEPODGc4vEmR1ElZsi3Zsp3YaewgTdJt0jRBt2iCdrdb7AUsinaBxf61xRYLFIug2yBJ2zRpkjqJ4yOyLEuyDooiKd73MZyLc89w7nu+fyjPs/Jvv98vbOxawe/3mwco0BYWRc28P+/P87ye17EFj8eDXC6HYrHIXF+iy5CTFRX9XcAjihI5mFFyrE6ng8fjwfz8PC5fvoyZmRl2lVlZWUGlUmHN1NTU1Ie8+AmZJu0KodN7e3t46aWX8O1vfxsjIyOsD0ilUgiHw/xyoe1dT08PW/FmMhmEQiF+WZTLZd56nT59mukqJ06cgFKp5IyeSCTCtpTEFScXL4lEwjoa4pmn02m2ej04OOC18uHh4RM9fwCYQma327G1tYVWq4Xx8XFOxBWLxajX64xiisViSCQSFAoFhMNhlEolTp4vFAqYn5/Hiy++iPv3738opMpqteLo6Ah2ux02m43BCgCM7gmFQsRiMXR2duL4+BhCoRByuRxXr17F2NgY29bevn2btU2nTp1CIpFAPB7H2toa350UnlYqlZBKpTiQymw2cxLtxMQEwuEwnn32WaZQUujY1NQUU1ZI2K1SqdiWmYaZnZ0dvlsBYGpqCgaDAXfv3kWj0cC1a9fw27/92xgaGsLbb7+NV199FUKhEBqNhukHmUyGBZ1ra2uoVCqcg0OfgVAo5JR3p9MJvV4PANjb28Pu7i7n3Gg0GlSrVchkMrZD9fl8rIOrVCrY2dlBPp9HIBBgO+BMJvNrGTYoyJVCNV0uFw+StI2iITKdTgMA+vr6cObMGbz33nt47bXX8P7777M5w+XLl3H9+nWmSAUCARiNRgwPD8Pn82F1dZVD/WigMRgMcDqdsFgsAIDl5WV25CMbzng8znkvf//3f49IJIJoNAqTyQS73Q6fz8dZW3RHEjU7EAhAIpEgn89Dp9Px1o3AEaJM051YLpc5JA4AO7i5XC4+xyTYrVarTItxOBw4f/48a9MymQwUCgVrOPv7+/mdS7q6np4eHBwc8OaHMmIAMKg0NjaGQCAAv9+PWCyGer2OZ555Brdv32b7cLfbDaPRyBtepVLJAmPKR6Fhy2w2M4OhUCjA5/Ph4sWL7Nz0JIvslh+3hs9ms+jp6WHApdVqMfOC0HhKvT44OMBTTz2Fra0t1qdQno7f72ddaiQSgUQi4dBAAshGR0ehVCr5e1YqlfzcEjOBtkI7OzvQ6/VwOBzY2NjgnJ/Pf/7zLLL+whe+wFt94NEWgr5ngUAAqVQKiUSCr33ta1hfX8fJkychl8uxv7/PmTCNRgNvvvkmbDYburu7kU6nIZVKMTw8zHqLWCyGo6MjTrTv7+9n3UQ2m8Xg4CAMBgNkMhlEIhHT78xmMxt+9PT0cH8NgIEUciQzm83MTiHWBmVrzMzM4MyZM9Dr9RgbG2NxOwH4REGnDa/VauUh+Mc//jFTH8li+sSJE6jX6x/LEfJjDRvlchmJRAJOpxOTk5PY39/nB5S4upVKhVc+QqGQ+WyNRoMFYcQFT6fTUCqVLH6ky0IgEGBvb4+doogPqFKpUK1W4fP5OKX7+PiYrb8AYGdnB++//z5MJhOGh4dRq9VYlf/3f//3jNZVq1WYTCZW71NGBqVgDgwM8AtzfX0do6OjTG2Zm5tDV1cXxsfH0Ww2ubkkmzMaiiiMjLYJxWIRmUyGKUipVIq59fV6Haurq3juuecwPz+PUCjEv0MwGORhY2xsjNf6ZrMZarUaDx484ITXTCaD4+NjFkE1m038xm/8BoLBIACw+JcSOqPRKH8WIpGIKUhES1AoFNx8aLVadHd3c+OZy+U+zvH53y5qkokqVqvVYLPZmLtI/uMWi4W3PcRpbbVa6O7uxuzs7Id4vAsLC7BYLAgGg3C5XBzal0gkPrQNoO90eHgYzWYTxWKRMyjK5TK6urpY3F0sFhGNRrG+vs46ptnZWb4kSQxNL1Ba8xPPvaurCxsbG5ztUSwW4XQ6MTc3xwPsjRs3WNu0u7sLv9+PVqv1oVCpx11oyF1IJpMxPUKv1zPfUyaTYW9vDydPnuQLy+l0MmBAQlylUgmDwYBMJsPhcJFIhJEUEoiTz/zx8TGHH5F2iewyaZgWi8XY399HKBRibQKtc+m7puaSGlmiYD3pIn2By+XiUCSz2YzOzk7eNlFT5XA4UKvV2O2ERIEAOKDTZrPhvffeY2e5+fl53uzu7Oyw1iYajfI622KxMI+dMjaCwSAKhQIPbmKxGEqlEg8fPmRXosHBQahUKmg0GqaCVKtVHnhJpEse+pTYSxvnnZ0d7O/v43/8j//BAa3JZBJ+v583GBqNBvv7+0ilUhwqqtVq2VmHVvcCgQAulwvXr19HT08PN2pEwyUbzQcPHqC/vx9SqZSzhYjOpVAo0NfXx8MvBczShsTpdOLs2bPY39/H+vo6A0FkKRoMBuF2u3lT0Ww2odfrYTab+Q6g5ygSiXB4JomlPwID+f94HR4eIpVKYXV1FVeuXEG5XIZEIsHR0RHTVShp3mazQSgUAgA0Gg1sNhuCwSD6+/uxt7eHGzduIJvN4hvf+AYePnzIjjv0PFO2RiAQ4MR12kiR5mVzcxO5XA6XLl1izQwhtrpfWdNTpszjIWqUC9BsNlmLRfRfCiEjXZJSqUSj0cCJEyd4APH7/Uxlpvf48vIyO9SRduXg4IBpTOSER5kYJMItFAq4ffs2BAIBBAIB9Ho9D613795lQ4ObN2/yxlyv1yObzbLDJPBI+0hnhYwzKJQylUphdHQU8/PzOHXqFH92crkcbrcbGxsbMBqNUKlUGBgYYMqg2WzmLfLjRYL0x7NhnkQRneqll17C3NwcN7Xlcpm3UwSQWa1WDA8Pw2g0IplMcmo3bSHo/ePxeDhLbHl5Gd3d3ez2SPSp3t5eSKVSqNVqtFotzM7Oolgs4uTJkx/S2+bzeQ7ypew2t9sNv98Pr9fL4MTLL7+Mubk5iMVinDt3DjKZjDW/FLonkUhQrVYxNjYGmUyG4eFhvPfee7hy5Qrm5+eZmUO0I6PRyEAxAGYrPJ74HQwGGeh1u93o6+tjO/oHDx6gq6uLn5V6vY6dnR1MTU3h3LlzDARJpVJ0d3dz8F6xWMTg4CDy+TxSqRQsFgvkcjkP/PQ80v9dLpcRCoXg9Xo5E8/r9WJzc5MNZvL5PGu/7HY79vf3eVNfr9exvb2NSqWC1dXVj3x2Ptaw4fP5WHiSyWS4+SPrr76+Png8HkZYiTdOa1+xWMz8S41Gg0AgAIvFglwuh7feegtf/OIXmYu2trYGjUbDLkOVSoXFR7QiHhoaQjgcRjgcxvvvv49nnnkG8Xic12vkTNHZ2YkbN27wJVAoFNhHORqNMi+aGkytVoujoyN0dHTg6OgIZ86cYf4vIV4AONuBUJm+vj7kcjlotVrU63V2LjIajejr68PW1hby+TwmJiYAgF1NiIsYj8extLTEB5/oS4lEAuPj49ysyGQybhgUCgWLhlqtFkKhEIcUkXtUb28v83hJGJ5Op7G6uorTp0/D7/czGlsoFLgJ3Nvbg06nY6eOhw8fQq1Wc+rwk17hkpsTaWCCwSCj3hKJhBGUZrPJKBxZhFLAGiEH1FRvbW0xP5jQV3oJut1uXldrtVr09/cjl8uxeLDRaPB5VygUfNH5fD4OPKKHFHi0raC1YzqdxtDQEIBHPHtKz6U043w+j0QigZGREfh8PszNzeHcuXMoFov84iQDABJRisVibpwAMBefOOp06abTaZw5cwblchnZbJY3QuPj41hfX2eE0ePxoF6vsxEDISb5fJ4pJy6XC6FQCHt7e8jn83A6nSyKj0ajsNlskEgk6O/vR71eZ90UCThp8KhWq9yIUqopAFSrVW4gS6USO72R9eWTLolEArlcjvX1dXaYozR5g8HAwly61Iny2Wq14HA4mLtNQz01NeSip1ar0dPTw/bbgUCAN0PUuFcqFayvr0OlUsHhcCAajTL9aGlpCcfHx+js7MTDhw+h+1X+EJk9nDp1CpFIhO/onp4eHB0dIRaLQS6Xf8hRhkLtyHqS7sepqSkWp5I9KeUSKZVKzgCZmpriADBCwUOhEOcdFYtF1m9QU0shZ8vLy/xZRiIRFAoFDA8Pw2AwsObPYDDwNpm2kR6PB/v7+xAIBPjMZz7Dibk2m40tm4maQOgm5UcYDIYPpROnUim26KWtb0dHx4fszZ90UXYV2cbT70kAisFg4IbYYDBw5hK9h1ZWVjgIjShNu7u7HHZXqVTYWUwgEECr1TJqTKBiuVyGXC7H8fExgP9pX5tKpeDz+aDX66FUKjlniD7zUqmEzc1NCIVCCIVCmEwmfsfSFlWpVPI9oFKpMDU1hUqlgoODAxwdHcFsNrPtOaWAq1QqlMtlZipIJBJOWu7r6+MNLIGZhUKBgaSFhYUP6d6I9tLR0YFarcYDeCwW42GOUGfSNZI9P1ECrVYrDAYDv0+Oj48Rj8ehVquRSCSQzWYRCATQarXgcrlYD0f6N6Jh0/colUpZzPuDH/wAfX19nDVDlN4nVdVqFX19fYhGo4jH40yfIlOKlZUVTlQnh0tyPms2m6ynIVrzwcEBAwk0gKhUKmSzWT7LBJbQdqOjowMej4c3tOVyme9gt9uN+fl5jI6O8saTNkJisRgGg4HdAolxQKXT6Tjjo7OzE5ubm8jn8xCJRHjjjTfw3HPPIRqN4he/+AUGBweRTqdhNpsxOjqKWCzGfQQ5RdL7k6ibdLcBj8xuTCYTms0m9vf3MTk5yfcrDW/kVvnLX/6SgY5ms8l35vHxMZsQbW1tQSQS8ZZzd3cXw8PDWFpaQkdHB86ePfshajIljxPoRRsW0p48boSzs7PDGW+jo6NYXl5mMMvr9X7k7cbHGjYIKabYdLJ3bbVa3ITSiluv1/MkRoF5jUYDdrsdKpUK4XAYJ0+eZN1Cf38//H4/Jz93dXXxA9hoNDhYhC6J7u5uRmDoAwMeBaDR76LVanlQIXpGb28v0uk0p9PSzwDANKfOzk62P6QG7u7duzh58iQ774TDYahUKvh8PgwMDCCXy7HYkBw5isUiurq6+BJRKpUYHR1lDUo8Hkc2m+Wmg9Ae0hTQEKBSqbC/v89rxp6eHkbXJRIJWq0WT8uVSoU9961WK+7fv4/9/X1e/+p0OiSTScTjcXYX6uvrQ7lc5pcLif9dLhfq9Tq0Wi2jQo8H3Dzpl63f70elUoHNZuPEeLfbjVKpBLVaDalUio2NDUaTM5kMpFIpN2/lchmDg4NoNBrsLEYcTbIWJu52Op3mAU4ikbA+oru7Gy6XixGFXC6HQCDACCsJeeVyOSM6mUwGExMTnAvzOMInFAqxuLiIZDKJ6elpqFQqmEwmjI2NIZvNYnt7G/39/bxxIcSf9DrEnW61WpxATygtPZt0gWo0GqZu3b59m7cdly9fhtPpRCqV4qZtbm6O/zw1phKJhEWz9KKlrSWlovb398Pr9XI4Inl4E5pJ9pkAGPHf29uDXq+H0WhEKpXiIDjg0UYqn8+z3kWv12NiYoJ5tE+6qOEBHr14V1ZWOPuCRNCFQoFT3FOpFDc5RAXVaDSoVCooFot46qmnsLm5ydQJcnCiLSUhm0TzJCrr8fExhzBJJBLWzzidTrRaLZjNZnzwwQdMBZqamuIhlhoAEupns1mmx2g0GjZGeDzNmDYqh4eHWF9fx2c+8xlG8eilTmeFrEsp4dftdnNeRVdXFwfT0SBC7lhE/Tk8PGTx9+joKPb39zkjqNFoMG20q6sL0WgUsVgMbrcbSqWSbacpk4HQx87OTnR3d2N/fx+bm5sYGBjg+5JAJBoeSWdHwy1RaP1+/4eGYBrqn2SRKUE4HEa5XGbEm6hFRB+RSCRsFdvR0cE0346ODnZv9Hq9rCEjmotcLmegkDIInE4nDg8P2TgkmUyyBazFYmFqEuXJECCSzWYxNTWF7e1tlMtlnDhxAouLiwyMUGNVrVY/pF8gAIUaTKKmZrNZtsqORqNMVwoGg7wxpUyHUqmEo6MjBAIBtmBttVosdKXhhxKcJycnmXo8MDCA3d1dDrClnoaGcaJbE4WUqNFyuZzBL8pomZ+fx9mzZz8U5kuUncnJSRwcHCCRSKDVauHUqVOoVqtoNpuQyWRIJpOs6fJ6vYjFYvjUpz7FAw+xO55kVSoV3l6Sa5fH40E+n0coFILBYGCa8OPfpVwu54RtGiK8Xi8H5VarVezv72NoaAhKpZIdNyUSCXK5HD+LcrmcxdcdHR28TRMIBIzU05mRy+XY3t6GQCBgXerY2BiAR2AfbRqoCMCQyWR8T3Z0dECr1XJmy/PPP49f/vKXfBcSS8Vut3MwK5nU0P1AP48o7rlcDhcvXsS7776L8fFxdvEi8yAA/AwRVdJkMmF5eRk6nY5zXorFIorFIvfABoOBh2KTycTgwd7eHhwOB/frcrmc7w4yxyCwOZfLwWQysU02uXuSdIGcvMiB9eOwCz7WsEH2oeQnTWscoVDICYa7u7toNpssaCG+I1GnDAYDi1KIS2cwGNDV1cWTFiV2dnZ28gVDHwQ1UZFIhCkM6XQaVqsVmV/FutNqj8K1aFqmLQo1OYSqSCQSDAwM8BcIPKI5pNNpaLVaBINBeDweVu2TcMZoNCIej7PQU/er2HqKom+1WmxVSRaeRJehASWbzSKTybC9ZWdnJ/smJ5NJthaz2+3Y29tju1cSjNPPT6fTqFarzDOUSqXw+XxQq9VIp9MsciPOa6PRYH6kwWDgJlSpVLKgnB5sEr6Pjo6i2Wwy//RJWz9STsnBwQHTzxQKBa9wyYc/mUyyjZ3BYOBtECFahMrRZwA8oidQw2Gz2ZjGR9sHoiPREEw0JKVSycgyZbc87rZjNBqZVkLrSb1ezz7tRMMDHjWjdEnq9XoWpPf19cFkMrEZQDKZxMTEBPx+PyN6lLRM1quEktN33dHRAZFIhO7ubhwcHGBvbw+Dg4McOET5I/SZnjhxgl8syWSSmw+lUskNjkQiYToVbXiy2Sy6u7t581MqldjetbOzk4PbiGNN2iAS6DUaDd7G0LNOGz6pVIqtrS3E4/H/Re/ypIpQ96mpKXa+EYvF2NvbYycmAEzfMxgMDCZQQ0+Xe09PDw8UOzs7nF5dqVQYaSdnGmr4ieNNL/JisQibzYbZ2VlMTEx8KAS0t7eXLVtJh0VmAtSkkOWmXq/nlTrdY0qlEqVSibe05NIXiUR4Q9FoNJBIJNgSlAYP+j10Oh170+fzeXZv2djYgEwm4yAwq9WKSCTCgktynxIKhQzcJBIJDhqlO1WtVrM7F1k0U47R3t4e//+KxSLu3r3LOUnU3Oh0OphMJg6woxAtsh8l2kcsFsPKygqeffZZmEwmBmSedNH9vLy8zNbpkUiEk38JVCO0HgCjzuFwGKFQCKOjo5w+Tc5hSqUSgUAA0WgUBoOBAyvJYY4aPYFAwJ/345kKdBdQfgaF6m1vb/N9S+AEbf7pe7BYLFAoFIhGo6y/oFBMapzm5+fZ/MXv9zNXXalUQqPRcIaHQCBga1wK8aP7n4ZLsikVCASQSCSMzEskEshkMqZy0iBlMBigUqnYSjyRSMDj8UAqlXIjRkMMveePjo6g0+k40+rw8BDFYhFmsxmJRIIpiAQmkqsi6VOkUikbndDgATyiOpLOoVqtskHEk6pEIsEAMLke0kDUbDZ52wg8ot2TrpH+LfRdkJsggZ+VSgXpdBodHR3spkTvagDc3xC4RdraTCbDWykygmi1WlhaWmJhPumbKEclnU7DYrHwVpSoiI+DjMlkEna7nb/jUqmEa9eu4atf/So74FFYczKZhNls/pA4nu7Zx+mL5AZJm+x8Po+trS0AwMbGBkZGRhicBB65YJJzltfrZY3g44AHnT1yMyOwUKFQsFakWq1icXERwKNQ2v39fWYqkKidfl/ScspkMvT19bHboM/nQzwe52ws2mBR//RR6mMpfMnqMBgMIp/Ps3MHhcxRg0Xe7fSPJnGkUChELpdj5IVoVOl0Gnq9nq0Yj46OuPEiRJ0eRgoUIrENrbNp2CmVSmxlS3alhKKRCIsEivRhKxQKtgMlPjDpHWg9Si/Nt99+m1F/4js3m022EjWZTEin04y2CwQCRKNRPoiBQIBdNWKxGDQaDc6cOQOHw8GNCTURNKwJBIIP6QdkMhmkUikPD0RtIapJNBpFOBzmQCPi3tLmiZAZevBI8KZQKBgxpwYnmUwyv7vZbMLn8/HD293d/XGOz/925fN5CIVCthPt6OjA3NwcQqEQC8OVSiVsNhuvsmnD1mg0mHpQKpU4cbZYLCISiWBsbAx7e3u8DaGhjdAFnU7HIV50MQmFQrb3q1arqNfr3DwDj9CJer3OvGBK26ZngAaUzs5OzkpIJpMs2CdEdnFxEcfHx5xQ7fP5+DzRc0S/D1kVk4iMmgq/34+DgwMWZVLuC9EEiKsM/E/hGa19yU6UmkNqXghNoZA1ysUJBoMoFos8iItEIrYLpm1aKpX6kG0pOc/R9kaj0aDVarGDByH2lDJMuqsnXX19ffwyIltCcgshoIJ+V8oZEQqFzK/WaDTI5XIIBoM4ffo0Dg4OsL6+Drvdzk4pJLQnOhtpgyh0kyxzLRYLU9YodVkqlTIdiITMZAe+vr7O9uSNRoMpK9QE0l1DqCFtpCi8iu6Brq4uBINBfnnT/x4KhSASidDZ2cngESHtFHJ4fHzMYA0J3ckyl7a/pVKJz2EsFuMNeSAQQLVa5aCvRCIBhULBjm5+vx8rKys82DWbTaZc0jspkUiwZWkikYBUKuVN0vHxMaN/9PyKRCL+TsgJihDFer3+xM8fAUTkSmQymdDb28vvKpPJxBoDGh4fF7TSeaHwx1qtxrRd0pKRmQudK3LmI7SXLEJJp0gOUsR1z+fzyOVyvOFXqVRQq9XI5XL8nn/c0h141MQ2m012KCOLWYPBgO7ubhQKBc7w6ujowMjICORyOex2OyPrBCx1dXXxoEJ6u2KxyGFsBPq0Wi0kk0kkk0mEQiFsb29z89vb2wu3281/N23IadCXy+UsHpZIJOyyR4MwpVuTKxHpjohK1Gq1+HukHBMKgqW7gxw8yeiGNjQ09GV+lUPxJKu7uxuHh4dMaXI4HPx+02q1fG/XajWm1xUKBVSrVabB01mhlPRqtcpnit7V5Cqp0Wh4U0JbbwKkjo6OeMsvk8l4s0S9YaPR+NDnm06nOUGcDI0o9Z2ovPQupNR5sVjM+WMA2PEpEAigWCzyHVqtViESibC1tcXDrlwu52fBYDDAZDLxAEKh2JVKBT09PQiHw0x1JwDZZDJBoVDwtlalUrGpQLFY5GeRjI80Gg2kUilCoRByuRwPLYFAgK3AKa7CaDQyjYvs+qnnJK0KySVKpRKHSx4eHnJKPPW8H7U+1rBBL1lKVXW5XBzKRF8WNTKNRoPXz/RwA+DIdhKWUVpnOBzG/v4+o/WEktbrdebsAuCkQ6VSyZeSUqlkgSW5OBA/93EUSq/X8wNKTXlXVxe/lAnNIhSOfK8VCgWy2Sx6e3u5maP1HgUEkmMEOXKEw2HmkJpMJv7vCCUhqz6JRAKLxcJOSK1WC263mzmFJBSiJpmax8epa/QCoUndZrMxOkKWtyReVigUfPESNYWanM7OTvT09LCFJKGfbrebHaDkcjnm5uYQi8WYs/ukin5n4FEjQnxuEhdS0A85QRiNRrZVJCcSymahdHbik/b19cHpdKLZbCIWi/E6mBpItVrNl3yz2eTvhLzegUcotsViYbE4DUS0BiV3DdKFAI+aB0KaiQpF1AetVovOzk74fD7IZDLIZDIsLy/DZDLB7/cjGo0yTaejowNms5ntmum7pxcC8UnJVYt0P1arlTnahPxRw0VUCXo5EspOFquUeE7UOuARzYO2mxaLBcVikV2BaFgkp5l8Po9YLIZUKsW6EXqmSPgoFArh9XpRKBTYbaS3t5fpfU+6qtUqh4ABj/Qlh4eHHIpJvFqiDQCPuOdkm0iXc7PZZFSOePgajYafT6KOUXNBQkmxWAyPx8N2nqVSibVMxN8lJzFahQeDQd40kCOZVCplymQsFuNE3Uwmw98DoWJ0DgiYIEHj1tYWv6Dsdjs3HJSdQFuJ3d1dhEIhpqJQngy9kJvNJttnUijm7u4ue+GTzSt93/QSPDo64gFWoVAwekqNs81mw+7uLpt16PV6hMNh1u45HA6YTCamL5AImhoC+pyIMmwwGHiAJkv0X8f5e/jwIU6cOMH5LbRRJaoHNfCPf8cU1Gqz2ZDNZtmMguiN1LT19/fzoFmr1Tjgj7a1BDharVb09vay7TuJ7gklJgE15X2QdqhUKjFgpVar4fF4GMijTWc6neYwyIODAwaDSJhOfPF4PP6h74cApp6eHpjNZjZSIAMRer4UCgUbOdAAQ3eewWBgyujGxgaq1SpT9UhbQuGu9LPIHjWRSPB9KJFIeDNEW/jh4WEW/0ajUdYmEFCYyWQY9SYghxwJyZWPbKDpOaJ790kWadHISj8UCjH4SVsAnU7HfQNtpChYUaVS8T1IYG29XmdKNDXnZONPYnjKM6KNN7lxyWQytowlYFmhUMDr9X6ItkXGG5TRQ+9NGu6IukSAl1AoRDAYRL1eZ9Dm3r17CAQCvK0tlUqcvVOv1/m7Ixqf3+/n3peGX2Kn0PuRhmdirFAaO52VZrOJjY0NDvAjXQVpMunOIkdI2iAlk0kO2iVQiTY3dCem02kkEgneUEgkElitVgYkMpkMbDYbhoeHYbfb4XQ6ud+mofuj1scaNogDSe5J9BCQXRylE1J4CCHOlD5MFyOFnxBy73K5uCkmhwKyGKU1Fomtq9Uqo6ylUgmRSISdrgg5KZfLCIfDzGfW6/UwGAycRNxoNPilTk5AZF9LoXwikQjZbJZ5iFqtFoVCAZOTkzzwkAe8QqH4kICJkA26CCivol6v82VSq9XgcrkgFovh9/v5UqMVnFgs5mm2Xq/z5U7/bkLeiSKRy+V4RTc+Ps6Jy9FolNEgetAoYIlEj4SC12o1dgchehIFLlGgGjnd1Go1tlZ8UjU2NsZNOKHaLpeLhxCx9NgAAQAASURBVDW6bIhSRLkElJgbCoUwMjLCfFA6j+QJ7vV6ebKnpokuxseF+MFgkAXomUyGg9jIJ53Ogu5XKfAkaCaEb3R0lNOhidpClpDE5QceNdqlUompCiKRiA0ECMkky+JyuQyFQsF8TEKIiH5D+QgGg4GfSWowKXiJ/o7Ht2qURk6XFGkHiOpEDUm9XueVLtH5aOtZKpXg9XrR2dnJVC2idxmNRoRCId6GUONH9ntdXV1IJpPY2dmBRqNhQfm9e/d+LTQq+lz1ej2LB4FHlqo0jBJirFKpWLNG9w0JJbu6unD9+nUolUp4PB5+WZnNZgZv6GVCgXd0N9C/mzj6y8vLMJvNUCqVCIfDbLtNTRmha1arlTMB+vr6OPCNUEhCa4+Pj6FWq1GtVlGtVrG7u4twOMz2n0QPpM2uwWBAKBTipp8GYKLFEq2CGjEKgAwGg9Dr9eyA1dPTw/c1UWQfP6ePG29Qs0J3JTV01AAR6kamJvSOIitUAlmIvpFIJNDZ2clW60qlku1kiSYCPNp20J1Jm8AnWUR5bTab6OvrQzqdxvHxMTo6OiAQCHijSKAFubi1Wi1GgGn7TwMkDWcAmA9OJimNRgPj4+PweDwf2jiSbou0abRhojvT6XQiEolweKrNZkM6neYAQaIS0WdJzlk0QBJoR+YFPT097LAoEAgQCoUQi8UQjUbZAISsxak5JHcpGg5oWwOAwyWHh4dZu6RWq3kjR3+eQEpKqCfghehXOp2Om1+Xy4WhoSHWUO3v7yMej6NSqbBFPzXHj7twkbaTKFgA2Dab7mByaHv48CH8fj8UCgX0ej3r355UBYNB6H4V9kvN8traGp+/bDbLIKRcLmedD33XcrmcQdHHw/DI1EGtVvMGl+iZmUyGxdtE55NKpbDb7XC73Qzu0taJ+hW6PylgWq1Wc26HSCTi8MhUKgXgkXWs2WyGSqXiO4kyfwhoI10hMRKAR6YX+/v7OD4+htfr5c3p4eEhSqUSn590Os3AM2WQkJFRV1cXg8b0c+n9aDKZWDdELllkjCAQCPguPDw8RLlchslk4lwn2jQ/7lDq9/uZ3UNBr8AjAIxAW9pWksNYoVDAwcEBjEYj5HI5a7M+TpDkx9JsaLVaTiGtVqs4PDzkCVcoFPJquVgssqMCJeXSpqBUKuH4+BhjY2NIJpOYn59HR0cH0ysAMP90bW0NCoUCDocD8Xicw2zIXvT4+BharZbdCu7evctKerFYjEQiga6uLmi1Wk5lJKEjrc6JCkCrqe3tbdjtdphMJlb4Px5OSBsDjUbDbk3E9bdarTwh0+AjlUp5dev1eplvODw8jHQ6zanqhGDQZ0BaFJpACS2ly0mlUrHrEmUeEBJ/eHgIrVbL6Z5E21pfX+cpl1ZoZElJ9CnKPyDRXn9/PzsckQibhF6E3D6pIiRJLpcjHA5zI02ND30/xBcWi8Xwer2c/XDmzBnWIFAIUzAYZFEoCempYSf6Gq396dKiFzd5y9frdXg8Hjx48AAdHR2cZExnjQbWYDDIrhT1ep21HPTiMJlMPDCJRCKmcXV3dyMej8PpdGJ6epoFrkKhEHa7HZlfhcLR32uz2Zj2UavVsLW1xVzvoaEh3s7t7OwgFAqhr68Pul/l19BAQDaUu7u7/IImvQVdRMR3JZ942q4Ui0VuBk6cOIHR0VGsra3BZDKhp6eHfe6JYkYCUgDs5ASA0VC63OlFTKj/ryPngNw3uru7sbS0BKfTyU0OBSxSeCQlYsdiMdZjEQ1gdHQU77zzDg9QtL0Qi8VsflEsFnF0dMQveBJhkwUhvaydTifi8TgmJydxeHjIerpMJoNCocAuY9lslpskiUSCZrPJQ/DBwQFkMhk3fRaLhZtYch0kAbpMJkM2m0V/fz8PSeVymek8lKhMibT0+5AwnUAgyt8g7Vs2m2X++ujoKL/gycufnlmj0ciaqccNBKLRKLa2thiUSKVS6O/vx+HhITcB9HtS1gvl3ZCRiN1u59+FaA/UvBBKT007DVFPsjo6OnDy5En4/X4e1OldSs8H3emkBSM9CgF6pGejzTk58QUCAXi9Xvh8PqZsUphhLpdDKpViq2U6D7QppjC24eFhBmAEAgHeeecdeDweKJVKvpsnJibYoIVolrRBGx0dZf472W+XSiV2BCQ3N5lMhqmpKSwvL/OWgRr7er2OcDgMq9XKejXgEe+fkGVqwohhQRtzk8kErVaLcrmMsbExbmQfd4giahDpLGmgV6vVODo6QiQSQTabRalUwvDwMI6OjlhHMDIywltt2sZQUCFt0sj1q1AoIBqNMmuBaNgUCvf4pv9JFdGpE4kEdnd3oVQqcfHiRezu7jJzgJxDM7/KKyHaI2XwEEMinU6jXq9jcHAQ8/PzSKVScLlcTG8k8xsa0NxuNzM76JklgJXAaQKku7u7sbGxwXcD9WZ2ux0rKyu8NSZrcULpCUyjO6evr+9Dxkbk6EYguMFgYIYBfTYUpBwOh6FQKDhKgBgyPT09rKEaHBxkcN7j8fBQ2dPTAwBsBkADCrExCCgi3SiloBNYIpfL0dfXh1KphLfffhu/+7u/y0MV5cDRIKjRaFgvRZl2BDoSi4gMFdbW1iCRSLj//MRoVPF4nD3XSfAUCoXQarWYxgQ8Wt9SkitRLog6AfzPoeXxh56sMwOBALsl0dqNGklCoWkylkqlrKYfGxvDzs4Or4ltNhsAcBouNU8ksKR4dRIVu91u9PT04MSJE7Db7fD7/RgcHITX68XGxgZisRjGx8dxdHSEqakpFnoVCgW8+eabeP/991EsFtmRKplMcqq1RqOBy+Xi5nx3d5fdjejyWl9fR19fH7+kKeyPRJDlchk7OzuMauh+FZgml8sxOjoKm83GF082m4Xb7WaXFbpgSYj1uK89UXjovyH7SNKaEC3r3XffxczMDLs/9PT0PPEE59XVVdjtdv5OKceELi7aoCmVStZjkOhOoVDA7/fD7/djcXGRrQcdDgfOnTuH2dlZps9dvXqVHXpisRgLejs6Oph6RDQsGmzJ9i8cDjNyQt+Z0+mEz+fD7OwsAoEA/w8hJnR50oagp6eHm7zj42NYrVZYrVbodDqcOHHiQxQBuny6uro+lPVCtA9ayVL2gN/vR7FYZHFmq9VCLpfD9vY2ms0mAoEAQqEQxsfH+TxQZkkkEsHOzg7TI0i7oftV2KDL5UIsFuNhTq1W4+DgAAsLCxCLxUyPSSQSTN/y+Xw4ceIEa4touKMwRtqYUN6NTqdj5y+iMj3JisfjbFdNOqi+vj4ewmgjA4BFnbQZEolELGg9d+4cRkdHGZwBHm2VfD4frl69CqlUyvQKGvZIyLq+vo7bt28jl8t9qIkm0TC5MW1vb8Pv9yObzeLMmTMwGo1s0LGwsIDj42N246M7YXl5mZFnOh+kUyCKocPh+NCGjayw0+k0ZyARikaCRUI0j46OsL+/zwN8T08PB7GazWZsb2/z+SX6mVarZVoKmV+QEUOtVkMwGGT6BTWFMzMznC6u0+l46ItEImx5TXSBrq4uDA4OIhwOY3Nzk8WoxO+mQZ6os/F4HKFQiLOdnmTR95ZMJnk7QDQ8iUQCpVLJqCd9b9R87ezsIJlMYnBwkDNRKJzXaDTCbDajUCjwf0ebk7W1NeTzeWi1WgZi6J1P3G7arPp8PoTDYbYZpy2Wz+djlJfokAQKAY/oiPl8nvnp9XodXV1dvPU/Pj5mvWIqlUJvby//ztvb2xxwOzQ0xPb5TqeTN1Amk4m3f6lUig0oarUauru7OXx4b2+Pw2+3t7dZfE7ZG/l8Huvr69je3uYtejAYxPb2NjY3N3H9+nUcHh5iaGgIIyMjnJVFQYvBYJAt78kSmvQDwWCQNTOtVgtWq5XBrHK5zANud3c39vb22CzjSRYBs3K5nJtUGpiEQiFTYGmLb7PZ+N8jl8t5u2q1WtHX1wepVIrd3V2Uy2VucIkWSBoQAnGoVzo6OmJzlUAggIODA2i1WtbGUvwAUUf39/d5CJ2dnWVL20qlwlsx2soRFZv6JXKJGhkZwcHBAe7evYvV1VWcPHkSCwsLSKVSOHnyJHp7e/m9R+wajUaDjo4O/r2oV6Vnldz6aPO6s7ODtbU1pjDV63XekpM2hOhgBBgA4OeI+kaJRIJgMIiOjg68//77UKlUWF1d5aHV4/Gg1WrBbrfjxIkTDLgrlUq43W44HA6m0hsMBtZak1ugWCzm4TISiXzks/OxNhuHh4cYHBzE7Ozsh3iu1CzTgPG4uj+Xy0EgEGB8fJzRQADs4nN4eIjp6WlcvHgRGo0Gq6uriEQizJHX6/U8XTkcDnYyUCqVOHv2LGZnZyEWi/G3f/u3+MpXvsKT5N27d3HixAm+1EwmE3Z3d+F2u/H0009je3ubbe9oMyCXyzE8PAwA/GKhqbKrqwurq6sYGhpiuhglMRJ3lV6umUwG09PTH0JvHl+rUmgPrQQpAXN3d5ctW4nDH4lE2KGKcgyKxSLni9B0TD+HUIO+vj7s7e2xX7JQKMTAwAA7Z2k0Gua9ikQiDrSjaZkQCKLD0aW4urqKT33qU9jY2OC8kSdVPp+PV4xE36NNGQncXS4XCwIrlQpTx1KpFNbX19kljTi5dJ7ITYWC0wDwpoOEhIRskkUkeXnrdDosLCxw00Rbuvv37/N6eXt7GxaLBZlMBktLS0yFoewEQhjJmYd4zcRP7+/vh1AoxM9+9jO4XC5eNTscDvT19aFQKODBgwfcIBG6UiqV+LsrFAp85kn0rtVqYbPZ8PrrrzMFUq/XIx6Po6+vD/F4nLnY4+PjzJumlTdRI2ZnZ9Hd3Y3NzU1uBE6fPo2/+Zu/4TNrsVgwNzeHkydPcgru0tISByXSdpG2JGSpSz7s1JgQt/rX4QYUCoXYApDyIUjsSOt9EiuSNTVtHiiLgl6wZNd548YNfPnLX8by8jIqlQqGhoaQSqUQj8d5C0kp5PQ50t9PtBrSwbndbni9XuRyOQwMDGBzcxPBYJC3K/SSjUaj7N6Tz+d5sGy1WlhYWMD09DR6e3t5K0COJySmtVqtHMqayWTY0pmeU4vFwrQeykEgZLler3MTScYdpVIJc3NzKBaLGBoaYv3Q1tYWent72Z6a0PtUKoWtrS3OMOro6MDo6Cgbe5w9exb37t3D0NAQBgcHkUwm2UWRkEYalOhzpY2iVqtl0WcoFIJarUY4HGZBJgmIfx18+dOnT+P+/fuYnp7mBGUaZG02G6LRKFvTUjNtMpm4ASTUlMJ08/k8Z+6Mjo5+aNOpVquxsrKCarUKr9fLlDiiWh0fH2N7e5u3eITWxmIxNjhQq9VoNpucOEwc9Nu3b0MqlaJYLEKtVjO6TIOqyWTiHC0aHqi5kslk2NnZQW9vL3p7ezkAj1yqKAOIgEUKPKXcKcolaTabGB0dZdONSCSCiYkJft9vbm5iYmICXq8XarUakUgE1WoVLpeLufIExpA9/e7uLi5cuICXXnoJf//3f4/33nsP586dw9raGqxWK9555x309/czgJJIJLgpNhqNDFZVKhXeRBEIQZoZ2iZns1l4PJ4nev4UCgUj6wMDA2wIQMAXvadog0t3DQnA7969i7GxMZjNZvzTP/0TvF4vstkslEolgsEg32cEwDz+/kmn0xzoStbVJKzPZDIYGBjAiRMn2ORicXER3d3d6O/vx9HREQQCAc6cOYP+/n4OJSaKHQEZRHeljUFvby//nYODg2x9XqlUMDExgWvXrsHn82FoaAgul4sp+ZR1RMAzASTA/8x5aTQa2NnZgcfjYcCSgnp3dnbw2muvIZ1OY35+nrWlNpsNul/Z35Jelyj4FN5LlMBYLIbOzk6ms1LO27/8l/8Si4uLTD0k0XilUmGDBspounjxIra2tiAQCJBOp/nsUpbbx6HSf6zNBvDokjcYDIx6EBfc4/GwWwdxEZPJJLxeL3p7ezkNl15IXV1dOH/+PNMqiJ+n0+lYx6HRaOD1eiGXy/lDCwaDnMMRDAZZRKNSqdhJ6PDwEOfOncPm5iauXr3Kiv5Tp04xJYs2JXRxVqtV5rbSQZ+cnMTm5iYPIIeHhzyE1Go1pFIpdHR0YHp6msPaaLAiFIhCd2iQ6ezsxOjoKF9ghDZ3dnZiYmKCXRdoRWe321Gv13HhwgXWG5CIXiqVoq+vD11dXbwml8lkcDgcuHv3LhwOB6OihIDt7++z08LS0hK7KBCNhTiA5OgVj8cxMjKCqakpfPazn4XH40EsFoNSqWTK15MqSiClQc7n87EVm8vlQiAQwPz8PPx+P4LBIHw+H1ZXV7G0tMS/K62eiW9LzhcU2jcyMsKe2VarlQcTclPx+XxIp9Ps/a3X63FwcMAZBZSk7Pf70dPTg6eeegqHh4eM6IyMjMDtdqO/vx9nz56FzWZjP3zSWCwvL6NQKPDZIeu8t956iznB6+vrjAIFAgFsbW2xwQFRIe7cucObj1AohIODAzZEGB4exubmJkKhEObn51nE/vTTT+OFF15gZw6z2Yy5uTksLCzA5/Nhd3cX+/v7uHPnDmZmZnjbkUqlONHd5/Ph/fffZytJokXt7u6iv7+fX/jk/U9pvoeHhyzGJNEybYEKhQICgQA/tzKZDJOTk0/0/FHRMEobKxq8Ojo6MDY2hu7ubk6jFgqF2NraYkvHg4MDvPvuu/jJT36Cra0tLC4uwu12Y2VlBcfHx7DZbKjX6xgbG4NYLEYymeTtAr1siQMvlUrx3nvvAQDTTaVSKWZnZzE/Pw/g0XO/uLjI9EFC6igQrrOzk5NiyfGvq6sL29vb7AgTDAYhFosxMTHB4lni058+fRoSiQRDQ0PI5XLsyEc5GWKxmB2IpFIpW/rS4Dg6OopAIMDZIwKBAJOTk7zJq1arcDqdDAhUq1V20aMXNunHdnd3GRQgJDOfz2NtbQ0+nw9Op5OD2wYGBhAOh/Hd734X4XCYDTKIUuTxeDA9PY0LFy7A6/VicnISKpUKIyMjPAT+OmhUY2NjOHPmDJrNJlZWVtBoND5kL9pqtTAwMID+/n6mfZD9am9vL0ZGRuD3+6HVallXJBAIuOkViUQ4deoUOw+So6FGo0E8HkcwGGS3w6OjI35ug8EgDg8P0d3djT/8wz+ERCJBJBLBs88+i1qthnfeeQfJZJKtccmKXS6X8xaGOOpnz56F0+nksFtyUPN6vdx00QYvFothenqaBxdyPiKaWCAQ4Ds/Go3y8H/mzBlIpVLcv38fh4eHTP+x2Ww4OjrC3/7t3/IQf/36dczOziIcDsNisTDIRk5JOzs7WFpaQqlU4syqa9eusWXz9vY21tbWEAwG8dxzz+HatWuYm5tj98RKpYKjoyO43W44nU709PTAZDLx+4sAQq1Wyxtn+k6eNLvg8uXLzDBZWlpi/YBEImGXSxrCms0mlpaWuKFfWVmB3+9noxMAnBZP2TYDAwMcckj5RRTMPD09zQGztAXY29vDyMgIdDod2zYXCgUO3qT3LgEzDx48wMOHDzE4OMjCdQouJdDSaDQCANORSqUS57ORKx+5ipIGhGy5qZcsFotsjd7b24uuri709vYy/ZAyiUhjR3EPHo8H8/PzGBsbw+zsLCwWC1PqNRoND3hkkBSPx/k9q9VqMT09zRo9o9EIu90OkUiE8fFx1nNcvXoV9XodMzMzWFlZ4e1GKBTi/5/NZmNrdrLYJoMDAmXv37/P/fxHqY/VLY6OjrLFHDWnxN83Go1sU2ixWCCTyVhYRwJHWgkRquT3++FyufDjH/8YcrkczzzzDAQCAafcUtok2eYSukkvGaIskDD1zp07uH37Nj+I4XCY3X80Gg1KpRJ2dnag1+vh8/mYpqBSqZiGtLW1BY/HwwIasmWTSqWYn5/H3bt38Qd/8AesT9FoNPjpT38Kj8eDw8NDeDwe7OzsMKWJLtF8Ps+866OjI24aiWpls9lw9epVaLVaRg03Njbg8Xg4H4Hcjmw2GwKBAFvJESJHazlC/yhqfmlpideCvb297B6hUqnQaDS4gaQXPPG36cVAYiwaZMihgDyin1Q9fPgQbrcb29vbHGBXq9Wwt7eHZrOJgYEB6HQ6xONxpkuQ44nL5cLJkycxMzODQCCA27dvY2RkhB00KOTq7bff/hA9CwCL68PhME/yrVaLvdlPnDjBIq96vc4JpgKBABsbG1AoFDg6OsKVK1cQiURgNBo5yAz4n0LwZDLJAixCYlwuF6+jrVbrh4ZfyhSg4ZNE6YSkkMCXkEeigtBL/8UXX8TW1haHN66urvLGkRrd3t5e5n6TiK+npwe9vb1MbyFbR9II9PX1YWFhgYXepVIJnZ2dWF9fZ5eMF154AXt7e+js7MTw8DCWl5cRDocxMjICs9nMd8fi4iJbInZ2dsLtduOtt95CT08Pbt68+UTPHwBGk1QqFa5fv47h4WH09fXxC2Nzc5OpK1qtFna7nXndwWCQAwEJpXc6nRz0RXahgUAAy8vL6O3txe7uLm854/E4W3FTU33ixAlcvnwZ77zzDrvZvfzyy3j//fdZBDsyMoLl5WX09/ezyDKbzaLZbOLWrVsc+qdUKlkbRhacxWIRvb29sFgsuHr1KlwuF370ox+xMcNPfvITnD17Fn6/H+Pj44jFYhgaGmJqDQ2QVquVrTApj6OzsxOHh4fMIW42m0zVojuQ6JoU9tVsNuFyubhJA8Cp34lEAm63G+vr60gmkzh58iSWlpYwMDAAiUTCWUhmsxkLCwuYmppiEwMSMp87dw4CgQD7+/tIp9OM6JHYuFQq4ezZs4hEIr+WUMkHDx7AYDBwojQZnBDIRvQvomeSnnF9fZ3dBjc2NvDP/tk/w3e+8x0MDAwAePSuaDQa6O/vx/379zE4OIi1tTWcP3+e0WaiFBHzYGxsDAqFAul0GlKpFIuLixAIBHA4HKzpXFhY4M0UpU6TS2VXVxf3CZTfQDSrWCzGYm2ZTMbPQqlU4vRjGirfe+89TnknqhE9N52dnbDb7XynEqhDboLLy8vweDwMML3zzjtMr/nUpz7F53Rvbw8WiwWpVArb29usA6BnxGw2Y2hoCA6HAwsLC6xzogH+pZdewt27dxGLxTi/RSgUIhQK4cKFC9xDkWVrqVSC1WrlEOHnnnsOJpMJiUSCXTunpqbYkvVJFW2yiAlANG0SztMGAniUDTY1NYX9/X12F3xc/5hIJODz+eD1emEymXD//n3cunULL730EmZnZ1lTQH+GnnOVSsX6UrPZjN7eXrz00kv40z/9U2QyGQa7j4+POSy2Xq9je3sbzz77LHw+HyexE72TtmBEcYrFYnj22Wdht9vR09ODu3fv4uHDhzzME1W9Wq3CarUyFZloUwCYktXV1QW73Q61Wg2dToetrS3+c5Rftr29zXpLMjQil6lKpYILFy5wphEZ0ZAuhgKlx8fHcXh4iHw+D5vNxkyPo6MjPHz4EP39/djf3+c798SJEyiVSnyeT58+zXoVCu8jbSzpjIgaRqyaCxcufOSz87GGjWw2i4mJCV7z5PN5rKyssB8/Uabu3buHfD6PsbEx5lyTQMjlcuHmzZsfEp184QtfwNbWFsRi8YdQOLI5I9vYx60TyUXlzJkzmJ+fx0svvcThYoR8/Jt/828wOzvLokfi+ZEf9sDAAAeUkftBPp9HKpXCwcEBIyu5XA6Li4vweDzc6JP9bKlUwm/8xm8wx65cLnNyOQWPUfp5T08PC253dnZwcHDA/sj5fJ7XxhaLBXa7Ha+88gpmZ2dx+/ZtmEwmiEQiHBwc8HaFEAGinJHt4cLCAj8Qj/MDp6encf/+fXYy6erqwv3792Gz2Tj1VywW8+9B6ej0c8n9gzYkdACfVH3ta1/DtWvXWDdydHSEUCjE9CUauEQiEdxuN9ulymQy1l0Eg0GcO3cOul8F2VBgklgsxptvvsmD1PT0NCO66XQaZrMZU1NTODo6wubmJnPIl5eXcevWLZw5c4YDqiYnJ9mNolAowOl0QqPRIBAIwOl0IpPJYGpqCrlcDvv7+xgbG0Oj0cD+/j7nl+j1euzs7LC1HlnoWa1WHB8fY3BwkEVhx8fHsNvtfKlGo1GYTCamPCWTSW5uC4UC+vv7OVVUo9Hg4OAAbrcbNpsNXq+XLf1ohUwbS0oNpW0gBW6qVCoOBSJLwenpafzyl7/k1HVKhdVoNDh79ix0Oh3eeecdFgIqFArkcjnMz8+jt7eXG/Tp6Wn09PTAYDAgmUxib28PL7zwAh4+fIiXX34ZMzMzT/QMxuNx5he73W5oNBq89dZb/H0QLYR0RRaLha23KYBtZGQEDx48QF9fH0ZHRxEOh9HX18cvK6KR+f1+9jYn+1BKuPf5fCiXy+jq6sL3vvc9SCQS1lKQL7rf78fly5cxMzPD2zHayL344oucsUB2oiQSpCA84i5XKhVcv36dAz3NZjN2d3f5HJKNMdFVFxYWYLPZ+KUlFouZbkIv9N///d/Ht771LRiNRh5ESCy5srLCac1k8U1mGuQul8/nWUNFuiGNRsPZCLSVoW0xWeBS6joBPDs7O8j8KoyO7pSxsTH09vZiZmaGdWtqtRonT57k94LVauV3x5OsaDTKTTN9HhcuXGAwgVyMIpEImxbcv38fzz//PMbGxvDgwQMGxgYGBiCXy1mgGwqFcP/+fUgkEqaPUlNMbl7UXObzeaZKFYtFbGxsIJvNYmFhAY1GA4ODg1CpVDCbzZidnf2QOyM1yXNzc+zw5PF4UK1WWUtTr9fx7rvvsh5oYmICTqcTMzMzeOWVV3B0dITFxUUOijSZTB+iHm1tbfG7kTaGLpcLMpkM29vbuHr1KnK5HIaGhjgDYmBggLeWlG1BNNaTJ09y35HNZiGVStlgYHp6GsAjTWEikUA8Hudnam9vD8888wxvngmMVCqV6O/v53wRCvelwFICjujfQLpNMq4JBoPsmPkki8JzK5UKv3fp7m40GmzkQw6RZGCh1+uxsLCAixcvYnt7GyKRCJ/+9Kfh8Xhw//59hEIhZLNZjI2N4fbt20xBslgsbDxC8QdmsxlqtRqTk5PMbujq6sLIyAhUKhU2NzcxOjqKg4MD7O/vY2JiArlcDtPT01hcXMTw8DC/9xQKBZxOJ1uYk0siBVbTZpkMfMbGxjA8PAyVSoX33nsP/f39DDCNjIwwHY+oYvQ8klh+cHCQe81QKISJiQn8/Oc/R6FQwOnTp9l9bGNjA4uLi6zdnJycxMLCAsrlMk6ePMnMGXrPuFwuNuvY2tri55qE3PF4HF6vF6dPn4bZbMabb77J9DSKX6D8E6L3Et2e3GfX19eZOqzX6/Hyyy9/rFBJQesj+EeSIPTf/bt/h0wmA6fTyVQmn8/HKyGbzQa1Wo3NzU32kS6Xy/wSEYlErJX40pe+hH/6p39CT08Pc22XlpYgl8uxs7ODer2OEydOYHBwEDdv3mQrUko3JF4axdF/+ctfxrVr11Aul+F2u3Hr1i08/fTTEAqFePfdd+F0OuFwONhqltT/ZN1FLkDkVBWPx3lN+pd/+Zd46aWXWNhaKBS4gSUuIrltdHR0wG63swCY8jPIWeXcuXO87q1UKpiZmcFXv/pVpFIpHB0d4ejoiAXO5XIZqVSKf/eNjQ1MTk5ie3sbarUavb29WFxcZI/uRqMBj8cDn8+HS5cusciTdCChUIipNoFAgFOZ33rrLej1erhcLtYQkFUbBR7evHkTJ06cwNLSEpLJJD772c9if38f/+2//TcW239SRefvr/7qrziPxWAwYHV1FVNTU2wqQLSxRqMBg8HADQ+FRt6+fRvFYhFer5dRqWq1isnJSV4Jk9B6bm4OAwMDzNEnFy8SWNN3SuFMjUYD9+/fx9e//nX+DillWalUYmRkBG+88QY++OADXLlyBT09PXjvvfdgNpuZFkEhR4VCAQ6HA1arlYXs5XIZTqeTkf5Tp07h+9//PueJEHJ37tw5hEIhDt2hvBtKTB4fH4dQKMTe3h76+voQDAYxODjIDSFZq7711luYnJxklI3QXXL+IBclyljIZDJIpVIs3r527Rrb/opEIuh+5aVfqVRw9epV2O12foETL57OPfm0k6UqWQ7qdDp+9t544w10dXXhb/7mbz7x8/f4GfzWt76FYDDItpmZX+XzBAIB1gJQUz82NobR0VHOuaDPeHV1FZOTk8jlcuywdP/+fbz22mt8B4ZCIQDg/Amiot2+fRv7+/v8nREn+sUXX8Tc3ByDCD6fD3t7e2i1Wvjd3/1d3LlzB1tbWzxIjo2N8WaOaG0k+KY7goZJEkLXajXMzs4ilUrhypUrqNVqWF1dhcvlYv3HysoKvF4vCwtpA2uz2ZjXThSJ7e1t5HI5TE1NIZvN8kby2WefZfTz4cOHyOVy6O7uZn/8Dz74gK249/b2kEgkWE91dHSEf/7P/zmDTH/3d3+HwcFByGQyvPrqq3jnnXcQCoUgk8nQ1dWFoaEhfOc73+FBm0TJxNsmhJmsXn/4wx/i3LlznP/xzW9+84mev2984xvs9kSmJ5TzMjU1xRTgRCKBbDbLW0ui7Pb392N3dxdTU1O4e/cuc+13dnYwMTEBg8HA4Y/7+/sMWpA+hOjCOzs7PHhrtVpsbm7i9OnT+OlPf4ru7m643W4cHh5ifHwc3/3ud+Hz+fDyyy/j9OnTbEms0+n42Sb9JtG+COEnEE+j0WB8fBw3b97ksxAIBDA9PY1AIMDfGd3fWq2WwRqj0ciUU6IyB4NB3LhxA263m4f6fD6P8fFxJJNJDA0NIRaLYXt7G6urq+jp6UFfXx/MZjOWl5fRarXY2YsMGFwuF2ZmZhAMBnHy5EncunWLm+fXXnsN//W//ld84QtfYC1nIBBg22WyirZarTAajay9owyJ3d1dtgI3Go2oVCo4Pj6GTCZ7ou/ghYUFLC0tYWNjA9FoFJ/+9KfZeKZWqyESiUAikaCzs5PNgWiYKxaLmJ+fx8DAANxuN7RaLVOGyO3y2rVr6OrqwtHREVwuF3p6elgQLxAI+F6iz6Zer6O3txcPHjzgd8R7773HifKkoSM2zac//WksLS2xLf3s7CxrVCORCG8TyCzG7XazHtHhcHA0gt1uR0dHBxYWFngbR/cPMS5I0E0GMBQiSHdVMpnEpUuXsLKygmg0yg6ClD9HCfcAEA6HecNDuXOU22az2VCpVCCRSFjz6ff7ce7cOfzsZz/jpPbr16/j0qVLDKKePXsWjUYD8/PznCNH/QeZKdBmZXZ2Fk8//TScTic/a9RffPnLX/5I5+9jbTYEAgFeeeUV3L9/nzl7jUaDg+/Idaqnp4c1EMRl1uv1WF5exujoKCd5U2NeKpXw3e9+F5cuXYJEIkFfXx9PxTs7O5w/QP72tD4nP3GRSITV1VVGq4FHFnbkxvGFL3wBs7Oz7OxTq9Vw/vx5foFTE9BqtSAWi6HVarG8vMzcQ3LVohcoIXRqtZrTbQ8PD2EymVjIlslk2Hc7Ho/j8PCQ04PJOvOdd97B5cuX+aI5f/48VldXOefg6OgIEokE586dY39tEgSvrKzg6OiIp9ytrS1IpVLO4rh37x6+/vWvo1ar4b333sPc3BxefvllqNVqLC8vs/Bep9Phueeeg1wuZ73I3t4ec8xpUxKNRrGzs4NTp07xJP2kczYMBgMePnyIS5cusTXi5OQkBgYGsLe3h2w2y7aczWYTNpsNh4eHnClAA9KVK1fwV3/1V5w78dZbb+H4+Bif+cxn8O677zICsb+/z5oH4BFHn0TXY2NjEAqFePjwIQez/Yt/8S9w9epVPPfcczAajZwZ8O677/IL8Jvf/CaAR/xqoiE4nU6m4bjdbiwvL0OpVGJmZgZnz57FrVu3IJPJMDExAY/Hg5mZGej1evzO7/wOlpeX2ZLWbDbj4cOHUCgU8Hg82Nzc5KZqd3cXk5OTOH369Icsj71eLzuS1et1HB4eYm5uDidOnGAqoM1mw8TEBBKJBFZWVtgKlKiG5CDkdDpx7949FnXv7+9jamoKc3NzmJychN/vZ0MDuhcePHjAInuHw4FsNotIJAKdTsdBWpQ3Q8/jl770JXzjG9/AT37ykyd6/gDA7/fj+PgYzz//PJaXl6FQKJDP59lphdB+ykcJBAKYnZ3FM888A5FIhL6+PtZPBQIBlMtl9Pf3QyKR4PXXX8fZs2eRz+dx7tw5vPXWW0gmk7yW1+l0vD0glxWz2QyHw8EJz4FAADs7O5BKpejq6kIgEMCtW7dYi0V6JUJsKaQplUqxgJtoN1/96lext7eHt99+G16vl3UAxGungLFisch0lZ6eHuRyOXYsIotWgUCAQCAAo9GIubk5dHR0IJvNYnR0FBaLBR988AFefPFFNhyhFznZWRqNRqyurrKV+uN3fV9fH7q7u7G7u4vLly/je9/7HodrjoyMwGAwQKFQ4MaNG5iZmcHzzz+PaDSKg4MDLC4uwuFwAABTN3p7e2G32zkQke5homTu7OzAbDb/WkL9JiYm+F21u7sLp9PJ2U307uju7ubt1ObmJhQKBcxmM06fPo0f/OAH0Gg0mJ+fZ2riF77wBdjtdgBAJBKBRqNhZN9oNOKNN97AwMAAHA4Hfvazn6HVasHlcqFWqyEej6PVamFiYgLAI6r10NAQtre3MTw8jOHhYXzta1/DP/zDP3DuE1F4xWIxAoEAtre3MTU1hVOnTjGd1O/3c6o9baf8fj9UKhW6u7uxtbWFoaEhhEIhbG1twel04vvf/z5cLhf/WyiPi7aC+Xwed+/ehUKhwNjYGAMkn//85/GDH/yABfAejwcHBweoVCosnqezXC6X2aCDBNvkGhQIBNgG9R//8R/x6quvIp1O4/nnn4fNZsO/+lf/CsvLy0in03A4HBwS6fV6MTw8jLW1NQ4CJjc/0lV95jOfYXqgXC5nXj31ME+qvvOd7+D06dMQi8X4whe+gJmZGbzwwgt4/fXXmUWQyWRYDE0ucfl8Hk899RQGBgbg8XhQLBZZ61cqlWCz2XgTTzStCxcuYGNjAw8ePIBOp8MzzzyDo6MjLC0tcUYEDRT0fVSrVXzlK1/B4eEhtre3MTk5yQMCALz33nsYGxsDAFy9epV1kkTbJVtromXa7XacOXMG7777LgPns7Oz0Gg02NnZwfDwMIffUXgkZWVtbm7izJkzsNvtWF9fh8FgYMpzIBDA8PAwKpUKNjY2MDQ0xEyIV155BTKZDN/61rcwODiIl156icO0yVhALpeztqdQKGBzcxM+nw9PPfUUtre3odPpsLKywhb8a2tr+PrXv46trS2o1WqMjIwgFotxeOrFixeZaVOpVBhIr9VqsFgseOqpp1Cv1xGPxzE9PY1f/OIXmJ+fx8bGxkc+Ox9ps3F8fAydToevfOUr2NzcZCGiUqmERCLB8PAwo2zEC6fAqVwuB5VKxWtFWoEtLi7iqaeewuLiIkZGRthp4sGDB0ilUtwIplIptrEtlUpQKpXshOV0OvHOO+8gEong61//OtLpNObm5jjhUCAQMCpG2R+xWIxRfEralclkMJvNzE2jg0mHzu12M9I1MzMDmUyGsbEx/PVf/zWuXLmChw8fYmxs7EP2lkSfoZWYQCDAyMgIbyGuXbuGnp4evPjii1hfX8dTTz2FZrOJGzduwGq1IhKJsOCvs7OTGzLypVcoFKxdIE9mtVoNv9+PeDyOzs5OFlcR1YFEmufOncM777zD2ylK2iZk0WQyweVyseahWCzigw8+wDPPPIPt7W3o9XqMjo7i3r17+Ou//mu2qfukis7fX/3VX2F+fp6dGB63+iVjAUIDQqEQWyT6/X6kUin2AyfXj8uXL2N3dxednZ3Y2tpCJBKB0+lEo9FANBqFTqdjEdnR0REjvZSX4XA4cOPGDUxPT8Pj8SAQCCAWi+Hpp5/GrVu3kM1mMT09jYODAxQKBXR1dSEWi2FsbIw54LR1IO0FAKysrKC7uxvPPvssN9xer5f5qIeHh4hEIoxSkAMaCW2tVitUKhUePnwIoVDIvHetVguBQPAhLY/NZsP6+jrK5TI8Hg8GBwfxox/9CGazGefOneMAr+XlZaYa6HQ6ZDIZ1jsJBAI8ePAATqeTs09IjD45OcmXHlkDkmaAEBly+aG7guwtyWTi3Llz6O3thUAgQDgcxsrKCsbHx5HL5fDnf/7nn/j5e/wM/tmf/RlbXA8MDPBLRqvVchgSgQqZTOZ/ycOp1WrQaDRscBAKhfCf/tN/QqFQwF/8xV+wu5LRaMTs7Cx7/a+srDCne3d3lylKtVqNkVESZpOf/b179/Daa6/h5s2b6OnpwT/+4z8yOgs8SjanO5rMDcjLvbe3F/fv38fTTz+NfD6Pg4MD+Hw+nDt3Dnfv3uUtIOlNKCyPqGJyuRwul4vphPQ82e12BINBtgFPJBL8Iv6DP/gDvPHGG+jp6cHIyAh++MMfoqenBy6Xi92rJBIJ/wybzYauri4sLy+zaYXVasXy8jKGh4eRz+ext7eH6elpmEwm3L59G8PDw1hfX2eqK1mfE4WWvlNKg06n0ygUCvB4PMzX//KXv4zd3V1kMhn85//8n5/o+fva177GgXcajQYTExP43ve+h2KxCLfbzUFrFPRaLpcxMDAAvV6Pv/zLv8Rzzz3HAFgymcSpU6dw8+ZNFk4fHh7C4XCwFlAoFHJaulqt5nNOgwiF/FHQLInMZ2dn8cUvfpHfKTTAUPr66dOncevWLUQiETZC0ev10Gg0yGQymJ+fx+DgIAMaNpsNi4uLcLlckEqlSCQSnJfS1dWFGzduYHx8nI081tbWOA2dwmozmQwcDgdrd0hMvLa2xpQyr9eLYrHIblnkauV2u/GjH/0IZ86cgUwmQzAY5Kylx22RK5UKW6OfPHkS0WgUlUoF//iP/4jOzk7YbDZkMhlMTk6iUCjgzJkzrNEiPVU+n+esHvq8KQCWsrO2t7eRSqXgdrvx3//7f39i7+D/8l/+C+sLtFot3G43o+7FYhEejwd7e3vY3Nxka3S5XM4UegBMcyNafCgUwsrKChwOB86fP4/t7W3OWnmc3k4W1JQTRfdPIpGAQCCAQqHA/fv38dRTT6HRaPD2o7+/nwFBCoGkkGcydCEDCoFAwHpJopfv7Oygu7sb9+/fZ4r0xsYG/uiP/gjz8/P8Dg6Hwzh9+jTC4TD3kY1Gg7VHs7OzODw8xNmzZ6HRaDj/q7e3F4VCAW63mzc0tLm9e/cuB2za7XZ4vV7WqBIgUK1WodPp0Gq1MDg4iK2tLfh8PnR0dOBLX/oS5ubmsLGxAZVKhWeeeQaLi4uw2WzY39/nXrlWq8HhcCAYDHI+EjmpGgwGSKVSrK2t4cSJE4jH4/D7/RwK/R//43/8SOfvIw0bwWCQG9p2tev/swKBALq7uz+xn98+f+36f6tP+vwB7TPYrv/nap+/dv26q/0Obtevsz7K+ftIw0az2eT0brIsbFe7KBCuq6vrYyVJftxqn792/d/Vkzp/QPsMtut/rfb5a9evu9rv4Hb9OuvjnL+PNGy0q13tale72tWudrWrXe1q18etTxaOaVe72tWudrWrXe1qV7va9f+31R422tWudrWrXe1qV7va1a52fSLVHjba1a52tatd7WpXu9rVrnZ9ItUeNtrVrna1q13tale72tWudn0i1R422tWudrWrXe1qV7va1a52fSLVHjba1a52tatd7WpXu9rVrnZ9ItUeNtrVrna1q13tale72tWudn0i1R422tWudrWrXe1qV7va1a52fSLVHjba1a52tatd7WpXu9rVrnZ9ItUeNtrVrna1q13tale72tWudn0i1R422tWudrWrXe1qV7va1a52fSLVHjba1a52tatd7WpXu9rVrnZ9ItUeNtrVrna1q13tale72tWudn0i1R422tWudrWrXe1qV7va1a52fSLVHjba1a52tatd7WpXu9rVrnZ9ItUeNtrVrna1q13tale72tWudn0i1R422tWudrWrXe1qV7va1a52fSLVHjba1a52tatd7WpXu9rVrnZ9ItUeNtrVrna1q13tale72tWudn0i1R422tWudrWrXe1qV7va1a52fSLVHjba1a52tatd7WpXu9rVrnZ9ItUeNtrVrna1q13tale72tWudn0i1R422tWudrWrXe1qV7va1a52fSIl+ij/UbPZRDgchlqthkAg+KR/p3b9f0m1Wi3kcjl0dXWho+OTm1vb569d/3f1pM4f0D6D7fpfq33+2vXrrvY7uF2/zvo45+8jDRvhcBg9PT3/R365dv3/XgUCAXR3d39iP799/tr1/1af9PkD2mewXf/P1T5/7fp1V/sd3K5fZ32U8/eRhg21Wg0A+Pf//t/jzp07cDgcEAgEUKvVuHLlChqNBt566y2USiXo9XoYDAZ0d3ej2Wxia2sL9Xoder0e6+vrUKvVfGglEgnEYjH29vawt7eH5557Dul0GlNTU7h37x4kEgkcDgcCgQA6OjogEonQ0dEBjUaDVquFer2OtbU1CAQCSKVSnDlzBrOzsxgfH8fW1hauX78Or9cLh8MBh8MBvV4Pn88Hg8GArq4uiMVivP/++1heXobL5UJPTw8SiQRkMhmMRiOq1SoajQZGR0dRqVTwox/9CC+88AKOjo6g1+sxOzuLV199FQsLC9jd3cWXv/xlFAoFLC4uQqlUQq/XQyAQoFarQSAQQKFQIJ1Ow2KxwGg0Yn9/H0dHR1AoFOjs7IRQKEQ0GkU0GsXR0RGefvppVKtVGAwGpFIpVKtV1Ot1mEwmFAoF1Ot19Pb2otVqIRaLoVAoQCgUQqVSoVqtIpFI4MUXX4TVasXx8THefPNNPPfcc4jFYujt7cUPfvADmEwmpNNpyGQyWK1W+P1+SKVSnDx5EoVCAUdHR6hUKpBKpQiHwzg4OMCFCxcQCoVw584drK6u8vn4pIp+/n/9r/8VN2/exIkTJ5BKpSAWi2G326FQKLC3twepVAqz2YxcLodqtQq5XI5cLodarYbFxUU4nU7o9Xp89rOfxe3bt7G9vY3z589jb2+Pz2IwGEQgEEBnZyeeeeYZHB0dYXt7G9vb21Cr1TCZTCiXy7DZbFCr1fD5fBgfH4fb7cb+/j7m5+fx/PPPY3V1FRaLBe+//z40Gg0EAgHEYjGffaVSiUAgAIlEgp6eHqhUKpTLZajVarhcLrzxxhtoNpuoVqtIpVKYnp7GzZs3MTAwgJ6eHlQqFRwcHMBgMODg4ABjY2PQ6/UIBoOIxWIQi8Xo6OiAyWSCSCTC/v4+hEIhACCfz/O5azQauHbtGs6fP4+LFy9CIBDAarXCYDCgWCyiUCggGo0il8vh+PgYbrcbg4OD0Gg0ODg4wPb2NsxmM6RSKfL5PA4ODjA6OopMJoPOzk7E43GkUikIhUIoFAqIRCIMDg7igw8+wPHxMfr7+6FWqxGLxVCpVCCTySAWi/nzajabiMViUKvVOHPmDPb29nDy5EnkcjncuXMHf/mXf/mJn7/Hz+A3v/lNTExMoKenB8fHxzg6OkKj0cDBwQEmJycRi8VwcHCAZrMJlUoFg8EAgUCAQCCAYDCIzs5OiMVi1Ot1BAIBXLx4EUNDQ7h16xasViuMRiMePHgAsViMTCbDz3epVIJQKESz2YRYLIbZbIZWq0U+n8f29jYikQiuXLmCQqEAr9eL73//+yiVShgZGcHw8DBef/11lMtlaLVaqFQqWCwWyGQy7O/vw2AwQKvVIh6P4/j4GEajEcPDw0gmk9jb24NSqUSj0cD58+fx9ttvw2g0wuv1IhKJIJFIQKfTwe124+joCDKZDIuLi0gkErDb7TAajQAAoVCIRqOBUqmErq4u6HQ62Gw2fPe738X4+Dj29/ehVCphMplweHiIV199Fffu3YNer0e5XMaJEyfwi1/8AtlsFj09PSgWiwAAt9uNSqXCz6FAIMDw8DB8Ph8ODw+RSqVgs9mg0WiwubkJo9EIs9mMlZUVDAwMQCgUwmAwoFarYWNjAyaTCWKxGKlUCsViEc1mE16vFyaTCbu7uyiXy5BIJFhcXIRcLsfrr7/+RM/fa6+9hu7ubpw7dw5ra2vIZDLQaDRQKBSQyWTY2tpCMpmE0+mETqdDqVRCR0cHdnZ2sLa2homJCbhcLty6dQsKhQIXL15EMplEJBKBXq+HVquFWCzG7u4unn32Wb5PZDIZkskk5HI5lEolhEIhXC4XwuEwyuUyisUiJicnsbq6ikQigVKphBdeeAGdnZ24efMmOjs7sbCwwD+/1WrBaDQil8uhu7sbUqkU6XQalUoFzWaT34VqtRqJRAIejwfj4+P46U9/CpPJhKmpKRwdHWFraws2mw1erxelUglKpRK7u7tIJpNQqVQ4Pj5GuVyGTCaDQqGAXq9HqVSC2Wzme95gMGBubg5erxfHx8eo1WqQSCSo1+toNpuo1WrI5XLQaDQAwHd/NBrlZ6Zer2NsbAwAsLe3B7lcjmq1ilu3buH3fu/3sLa2hkajgUgkgkuXLiGVSkEulyMcDuPVV19FNpvFxsYGUqkUhoeHodVqEQgE0Gq1UCwWsbe3B5/Ph56eHrhcLlQqFbzyyiv4m7/5G3z/+99/Yu/gv/zLv0S5XMb29jaGh4dRKBQwMzOD3t5eSKVSrK2tQaPRwGKx8LtEr9dDKpUiHo9jY2MDyWQSr7zyCnK5HEQiEfx+P8rlMnZ2dmC1WjE9PY3d3V0cHR3BarVCq9Vib28PhUIBVqsVIyMjaLVauHfvHnp7e9HZ2YmZmRlMTU1BLBajUqkgFArBarVCKpUiFApBJpMhn89DrVZDr9djdXUVSqWSz4bb7QYA+P1+9PT0YGxsDLOzs9jd3YXVasXg4CBef/11vPDCC4hGo9zrVqtVeL1evPvuu8jlcnj++eeRz+chEokgEomQTCZhMBjQ09ODw8ND+Hw+OJ1OAEA6nUY2mwUALCwsYHh4GGfPnkU6ncbi4iJGRkbQ2dmJoaEh3LlzB6lUCul0GrlcDi6XC6VSCZubm5DJZPB6vbDb7cjn8/D7/ejq6oLZbMaDBw9w5swZvPfee/zvpLNKv49cLkelUkE2m8WZM2fQ39+PjY0NPHz4EFKpFFqtFs1mE6lUCgMDA/D5fLBYLKjVarh8+TJeeOGFj3T+PtKwQWuzwcFByOVyFItFWK1WrKysYG1tDeVymZulfD4PnU4HuVyOUqmEYrEIj8cDuVwOm80GrVYLhUIBj8cDrVaLBw8e4Pd///extLSEvb09jI2NYWtrCyqVCkNDQ9ywJxIJ1Ot1dHR0oFAoIJPJQCAQwGaz4fDwEPl8Hg8fPkQ2m8X+/j46OzvxO7/zO6jVaujs7IRUKkUkEoHZbMbW1hYSiQSMRiNefvllXL58GcFgENFoFOl0Gi6XC93d3djY2ECj0UAikcDS0hLGxsawvLyMS5cuIRwO48qVK5ifn8elS5cglUrx9ttvY3R0FBKJBFKpFCKRiAcEiUQCoVCIXC7Hv6vRaOR/cywWg1arhcVigVQqxcWLF3Hnzh3odDoeeiKRCEwmE0qlEmQyGRqNBkKhEBwOBw9EwWAQhUIBPp8P/f39WF9fx8HBAU6ePIlyuYw//uM/xrPPPovFxUVIJBK43W6k02ns7e1hbW0NfX19EAqF2NnZweDgIF90iUQCBoMBU1NTqFQqUCqVkMlkWF1d/cTXqvTzr169Cp1OB5FIBKVSCZFIhFarheXlZahUKshkMqRSKWSzWdRqNW4Wnn76aTQaDf6M19fXMT8/j9OnT0OpVKKvrw+hUAiHh4dwOp0YHx+HTqdDKBRCJBKBVqvFpz/9aQiFQhwdHaHZbMLlcqFcLqPZbKKjowOJRAIHBwf8klYqlZBIJPjjP/5jPHjwACKRCB6PB8lkErFYDGNjY9BqtYjFYigWi3zxtFotrKys8IX1uc99Dj//+c/h8XjQ0dGBRqOBQqEAjUYDk8kEmUyGZrOJYrGIWCwGl8uFgYEBHBwcIJ/Pw+l0ol6vIxKJQCQSIZvN4tKlS/jlL38Ju93OF+Err7yCN998E6+++iq+973v4XOf+xzS6TR2d3cRj8fx9NNPY2NjA7lcDgsLC/ycj46OQq1Wo1wuo1qtolKp4OzZsygWi6hUKshkMrBarbh//z4uXLgAmUyGUCiE7u5unDp1ipu2vr4+1Ot1NBoNVKtVCIVCVKtVbG9vo6urC41GA/fu3UOj0UA8HgcA6HS6D52PJ3EGrVYrDg8PEQgEsLOzg97eXkxOTiIUCmF+fh4TExMYGBhAOBxGtVpFV1cXRCIRxsfHEY1GkclkkM1modfr0dPTg3K5jDt37kCtVkMkEkEmk+Hy5cvo6OjA7u4uzp49i1AohFu3biEcDsPr9aK7uxvFYhH5fB4dHR2YnJzE4eEhFhcXUSgU0Gq1IBKJ8PTTT8PhcMDv9+OVV17BjRs3MDw8DIlEwmfJbrfDYrGg1WoBAEZGRtDV1YWDgwPcv38f/f39uHbtGp5++mmsrq7CarWiUqlALBZDq9VCKpVCpVJhc3MTOp0Ox8fHsNlsOH/+PKRSKY6Pj3nAiUajqNVqEAqFCIfDCAQCcLlcSKfT6Ovrg9/v53/bjRs30N/fj5WVFXR3d0MgEODkyZPQaDQ4PDyEQqGAWCzmRuLUqVMIh8MwGo24du0apqamUKvVIBaLsbOzA4/Hgzt37uBP//RPoVKpcHBwAJlMhlarhWg0CrFYjFqtxo1ls9nkgdtkMqFSqUCj0WBjYwOf/vSnYbfbkUwm8frrrz/R8zc+Po5KpYLZ2VmcOXMGmUwGx8fH3ETbbDZIJBL+czSwT0xMYGJiAiKRCBaLBUqlEj//+c8RiURgMBjw3HPPYWZmhhubV155BeFwGH6/n5tvp9OJzs5OSCQSfudrNBrk83mMjo5CJBLh+PgYJ06cYLDx3XffhV6vh9PpZHCoXq9jf38fWq0WQqEQGxsbKJfLMJvNkMvlaDabsNlsiMfj6O7uhkKhgFQqxfr6OpxOJwqFAt5880384R/+Id85xWIRfr8fZrMZDocDFosFXq+XG7dWqwWXywWxWIzZ2VmUy2UAgFQqxU9+8hN8/vOfx8bGBjo7O7G7u4sXXngBm5ub6OrqQiqVwvb2NgwGAyQSCTd1IpEInZ2dMJvNaLVakEgk2N7eRiaTQb1eZ3DK7/dDpVJhcnIS169fRygUwvb2NhwOB55//nmsra3xu4ze9+l0msEms9kMt9uN+/fvY3h4mHufH//4x+jv7//Q+fikz59Wq8XQ0BBmZ2dRKpXgdrvR0dGBcDiMSCSCZ599Fmq1Grdu3UI2m4XL5YJSqWQQT6/Xo6urC/Pz86hUKrh06RL6+/vx4x//GGfOnMHS0hJ8Ph8cDgf/mePjY74nCNhaXl5GtVpFq9VCPB7HN7/5TXzwwQfo6+vDL3/5S3R1dWF7exsulwsmkwlyuRwTExNIJpOYn5+HTCZDJpOBTCZDX18fOjo64PP5IJFIoNVqsb29jdnZWQZL1tbWMDU1BaVSiVOnTuGXv/wlGo0GvvjFL8Ln86GjowM2mw21Wg0ajQbpdBrVahUWiwXlchkrKyuoVqvo6OhAq9WCQqHAxsYG8vk8hoeHMTQ0hGeffRbRaBQGgwHVahUAsL6+jmq1ymBhpVKBVqtFq9VCuVyG1WqF1WqFXC7nwWVnZwdisRjVahVutxupVAp/9Ed/hIcPH2JjYwNSqRS3bt2Cw+GA2WxmUDCdTiOZTGJ/fx9yuRyTk5M8jCiVSgZFY7EY6vU66vU6jo6OPvL5+0jDBlWxWEQ8HofRaIRMJuMXKDU8jUYDg4ODUKlUeOeddyAUCnHhwgVEIhHE43HodDp0dXXB4/Hggw8+YKThjTfegE6nw+DgIA4PDzEzM4PR0VEsLCygu7sb5XIZyWQSJpMJAHgq9Xq9yOVyaDQaMJlMcLvdEIlECAQC+PznP4+trS3cunULRqMRa2trGBkZQTQaRVdXF3MPDw4OIJVKIZFI0N3dzc33wcEBVCoVzGYzTCYT6vU6vF4vvv3tbyMSiQB4tFq02WzIZDJwuVzwer1Qq9Wo1+tIp9OIRCI87LhcLohEIqRSKUSjUTidThwfH6OzsxOJRAJDQ0PY2NjA+Pg4D1PDw8O4c+cOpqamUCqVcObMGUSjUSSTSdTrddjtdoyMjKBUKiEYDOLBgwfQ6XTo6+uDWq2GVCpFuVxGPB7H3t4eOjs7cerUKXR0dEAqlaJSqSAajaJer2N8fBwqlQrhcBgSiQTDw8PcoNvtdqTTaVy8eBFra2tYXV2F0WhEpVL5OMfnf7tqtRquXLmChYUF1Go1WCwWhMNhuFwuyGQypNNpHB8fY29vD9lsFn19fRgcHESj0YDBYEBvby9WV1cxMDCAK1euIJfLwWQy4erVq7DZbPzZLSws8OdgMpkwMjIChUKB1dVVtFotjI+PQ6FQIBqN4rd+67egVCqRSqXw3HPP4ZlnnsHPfvYzaLVahMNhWCwWFItFDA4OIhaLwel0IhQK4fbt2zh37hy8Xi8SiQQSiQQ0Gg1kMhnq9ToAwGKxMHp88+ZNyOVySCQS7Ozs4FOf+hSkUilkMhkjJQ8fPsTq6ioj1lNTU2i1WgiHw+js7GTU8NatW3C73bBarfB4PHwmvF4vtre38Xu/93tYX1/HP/3TP6Gnpwcej4ebDnrh0vkqlUool8totVrweDyIRCK4ffs2EokEuru7IRKJ0Nvbi0wmg3g8DqFQCLFYjIGBAb7AxWIxDg4OIBaLMTIygnw+j/n5eUgkEjz//PNwOp344IMPEAgEeBuzvLyM4eHhJ3r+AEAul6Ner2N3dxenTp2CRCLB5uYmlEol9vf3UavVoNPp0NHRgXq9Dp/PB41Gg1AoxBvNmzdv4sUXX8TJkycRj8dx9epVPPfccwgEAohEIojFYgiHw6hUKsjn8/B6vTh9+jQ3IIFAAIlEAn19fRgZGUG5XEZvby9cLhfm5uYQjUbx0ksvQalUolqtIp/Pw2Aw8HnK5XKYmJhAuVyG0+lErVZDMpmEUqlEs9nE8vIyCoUCI9iTk5NwOp08ON68eRMmkwkXLlzAt7/9bVy5cgUOhwNzc3N8r62srGBwcBDZbBZ+vx92ux2tVos3d5lMhoe1VquFdDqNy5cvo16v4/j4GBaLBY1Gg4flubk5+P1+dHZ28n0ciUT4hatWq3lrbjAYcO/ePZjNZqTTaW64v/rVr/LzEQwGcXx8jEwmA4fDwXeIVCqFwWBAq9WCXC5HOp3GgwcPADxqtE6cOIGFhQV8/vOfx7e+9a0nfv6efvpp/OIXv4BGo4FIJEK9XsfCwgLOnDmDWq0Gm83GKKRUKkVXVxcikQjW1tbQ2dkJmUwGnU6HbDaLr3zlKwiHw4hGo3jnnXewubmJixcv4sqVK/jBD36Anp4e2Gw2GAwGpNNpeDwe3k7RFmVkZARqtRoHBwcIBAIQCATI5XIMxFy4cAG//OUvodfrsbOzA4vFgmAwCI/Hg0KhgP7+ft5imM1m1Go1+P1+lEolZLNZJBIJNBoNKJVKSKVS5HI5LC8v41//63+Nv/iLv8BTTz2FO3fu8LutWq3i+vXraLVaCAaDjNjK5XIcHh6iu7sbzz33HMLhMPb397GwsACTyYSVlRV+3xsMBvzwhz9EvV5HuVzmISYYDMLpdKJarSIej0OlUqFQKGB9fR1DQ0NQq9XQarUYHx/HnTt30N3dzZ+/0WhEsViE0WiERCKBxWLB9PQ0Hjx4gEajAalUyj1HPB6HXq+HUCiEz+fD0NAQIpEILBYLrFYrIpEI/+zt7e0nev4kEglu3LiB5557DjabDQD4mabmk4bEQCCAu3fvYnR0lLe5er0euVwOEokELpcL7733Hq5cuYKlpSW8/PLLDLbV63W4XC6YzWYkEgn+vLu7u6HRaODxeGC32yESPWph5+bmoFar8frrr0Oj0cBqtcLhcOCnP/0pTp48CbPZjA8++IDBNY1GA61Wi0qlwlsKuteXl5dRKpXwla98hZv4jo4OdHR04Be/+AWzZWZmZvD+++8jGAwCAIaHh5FOp3lDo1KpkE6nATzahsnlcuzv7yORSODChQtQKBS4desWarUaAODw8BBGoxErKyu8uaXzPD09jUKhgGKxiGq1imKxiCtXrqCnpwdLS0s4Pj5GMBiEWCzGSy+9hN3dXdTrdSQSCd4CLi0todFooLOzE3a7nQfZ+/fvQyQSobu7G729vcxwOT4+hk6ng1AoxKVLl/D2228jGo1ibGwMiUSCgciPWh9r2IjH47xiJiSFVrUAUKlUEIlEcPHiRfzBH/wBwuEwtre3Ua/XodFoIJVKUSgUkM1mUSqV0Nvby2jg2toaSqUS7HY7nnrqKRwdHfFKrFgscoN//vx5nDx5EjMzM/jxj3+MZ555BtPT01heXoZUKsXU1BQikQgWFhZw69YtnD9/HsViEQqFAtvb2yiXyygUCox6ud1u3jg4nU4MDAwglUphdnYWtVoNm5ubsFgsyOVy6Ovrw5/8yZ/g2rVr+Id/+AdcunSJkXaDwYBEIoHDw0OIRCLI5XKIxWKUy2XI5XIUCgX4/X4oFAqcOXMGQqEQq6urmJiY4AfFarXC5XJBIpFgfn4ely9fhtvtxsLCAlO7aKtgtVpRq9WQzWbR1dXFv2etVsMHH3zA1AG6IKhZk8lkvJ1yuVwwGAzIZDKo1Wq8Nq7X69je3sb6+jpkMhksFgvkcjkymQw2Nzd5Mqef/6RqenoaKysrOHPmDPb395HNZplCkEgkoFQq4XQ6oVKpkEqlMDg4yMhlsViEwWCA2WzGwsICI8AajQYOhwOpVApGoxHxeBxKpRIjIyO8aqempFarQa1WIxwO8+bt6tWrMJvNUCqVEAgEWF1dxYkTJ5BOp5n+lkqlcHBwgGg0ColEgmq1ip6eHvj9flQqFcRiMQiFQng8HigUCqY5CQQCSCQSXLhwAYVCAd3d3cjlchgcHMTR0REODg7Q19cHiUSC/f19RtI7OjrQ2dkJvV4Pv9+PVCoFiUQCn8+HgYEBTE5OYnl5GVtbW0zNOTg44Abg+9//PvR6PcbGxvCpT30Ker0eb775Jm/NCOEguprFYkGpVEIul4NKpUI2m4XX6+UhnlDvZrMJj8eDq1ev8mo6m81ie3ubgYcHDx5AIBDA6/WiXq/j/v37SKVSGBsb49Wx0+nEzs4OwuHwEz1/wKMXK6G7tVoNUqkUPp8PjUYD/f396OjoQCQS4Qs9FothdHQUn//85/Huu+/i4OAA09PTkMvluH37NoxGI4xGI46OjuB2u7G0tASz2cyNz/z8PDY2NtDT0wOTycT0z0KhwDTBTCYDqVSK7e1t5HI5CAQCXL9+HWNjY+jv78fu7i4kEglTIIvFIsxmM9Mg5ubmsLOzA7vdDqvVing8ziiZUqmEWq1GpVJhJL27uxvnz5/H0tIShoeHuSGUy+UAHm1/Dg4OkM1mYbVa+cUuFouxubmJzc1NhMNhDA4Ool6vY35+HuFwGKFQCJcuXYJCoYDRaEStVkM0GgUAdHV1QavVcuPY09MDtVqNo6Mj3rAcHR2hVCoxjUMul8PhcPDvn8/noVAoMDY2hkAggL6+Pt44RiIRDAwMIJvN8ku2UCggGAyiWq3imWeeQavVwurqKnK5HO7evQuv1/vEz18wGMQzzzyDmzdv4q233oLBYIDH40GpVIJKpWKKZTqdxtHREQ8gR0dHcDqdEAqFuH//PsxmMyqVCt9Hcrkc3/jGN/DTn/4UALgJA8DN2Pr6OgqFAqrVKmQyGbq7u7G9vY1YLMbDgNVqhVKpxI0bN2CxWHjzQZuz1dVVHhblcjmSySRTnQQCAb+TKpUKAoEAD8rRaBRerxdra2t47bXX8Od//uf4+te/jq2tLUxMTKBYLKJer8Pv90OtVsPr9cLv90MkEmFsbAwymQzVapWH6EgkArvdDplMBplMhnA4zGwGjUaDP/mTP0EwGOQNIPBok3r16lX09fXxMysUCtHT04NCoYBEIgGTyYRkMomLFy8il8uh1WrBYrGgu7sbe3t7uHTpEvb392G32xEMBtFoNGCz2VCpVDA2NoZKpYJqtYparYZyuYyenh5Uq1VkMhm+Z5VKJY6Pj5HL5XD69Oknev6ICv+d73wHQ0NDGB4eRi6X482gwWCASCRCo9HgZ9bv9yMej0Oj0SCbzUIgECCdTmNiYoLpaP/23/5bJJNJ2O12Bk0IiMjlcujs7OQ+0GQyoaenB0dHRxCJRJifn0e9XseXvvQlBl6TySRkMhkuXryIhw8fwm63w+l0IpfLIRgMQq1W83sxFothf38fRqMRVqsV+XweJpMJ1WoVwWCQnx2Px4O+vj4WRPf19SGfz+PChQtoNBq4f/8+PB4PTp8+jWg0ikajAbPZjHK5zNuCzs5O+P1+vPXWWxgdHUVfXx9KpRIGBwdRKpWwvr6Ow8NDfO5zn8PDhw+ZQlgsFmGz2XD37l10dnbCZrNheXkZN27cgE6ng8vlQqFQwMHBAXK5HAYGBrCxsYHXXnsNBoMBf/Znf4YvfvGL2NraQiQSwb179/Cbv/mbUCgUGBgYwOzsLDQaDXZ2dlCtVhEOhzE/P48TJ05AJBJhZmYG586dg1qtxrVr1xggT6VSH/nsfCz7AuI6qlQqdHV1IRaLoaOjg3mj1Lhub2/j4OAAhUIBOp2O17YKhQIWiwWHh4c4c+YMtre3MTU1xWsgm80GgUAAmUwGh8MBq9XKXLTR0VH09/cjlUphZmYGzWYTL730Eux2OwYGBnDhwgXI5XIYDAZMTEzA5/PhxIkTOHXqFPO+Ozs7eRU2PDwMnU7HL1ahUIhEIoE33ngDP/zhD7npHBoawv7+PiwWC0KhEObm5vgQu91uGAwGRgRbrRZf8Ol0GplMBnq9HhqNhtGLYDCIXC7HDUA2m8XU1BTK5TI++9nP4s6dO8hms4wcEZJOK2q1Wo1qtcoI5erqKm7dugWTyYRoNIre3l5MTU1hamoKhUIBzWYT3d3dMBqN+MxnPgOv14uRkRFG795//31Uq1WoVCoUi0VujvP5PMRiMRQKBVQqFRwOB/+dgUCAV/lPsgKBAJRKJd566y3U63V0d3djbm4ON2/e5KF0fX0dxWIRKpUKe3t72N3dRT6fx87ODiKRCNMBiON8dHSE9fV1dHV1IZ/Po9Fo4MGDBzwYnz59GhKJBKFQCDqdDr29vWg2m9jc3MTMzAzEYjGy2SwePnzI52RoaAgGgwGFQgF2ux1jY2NIpVI4ffo0D5aHh4cwGAzo7+9nVGhnZwe7u7uYmZmBTqdjTc7TTz8Ni8WCnp4ehMNhXLt2Del0mlHA69ev80vL4XBgbGwMOp0OsViMX/LpdJo3gYeHh/B6vZiYmEAikcDR0RH6+/u5gert7YVcLsfAwACWlpYwPz+PRCKB0dFRGI1GRKNRpgmpVCpIJBKUSiW+UPV6Pa+ot7e3WV+j1+uRz+dRKpV4mNJqtTCbzRAIBJDL5YxS5/N5HB8fQ6FQIJvNYnZ2lgcqosXs7e090fNHtbOzw/+uxz8HqVSKWCwGg8HAdJFoNIqrV6/i9u3b2NjYAACmQJ04cQKxWAz5fJ4boNOnT0On02FmZgZXr17F0dERPB4PBgYGIJVKsbi4iEqlgueffx4SiQQPHjxAIBD4kGbLarVibGwMx8fHKBaLcDgcaLVamJychMvlQiKRwM7ODjY3NzE3N4dCoQCDwcDb6b6+Ppw7d46bb+DRFvfhw4e4du0ahoaGkEwmsbm5CavVCqFQiK2tLRwfH2NnZwd3795FR0cHjo+Psb29jWQyCZFIBIFAgEKhAJPJhFwux/qqUCiEjo4OfkkTck58dRrCOzo6YLFYoNVquXE0m80wm83Y39+HSCSCy+VCMplEoVDA6uoq5ubmIBaL0dfXx8+8SCTCs88+i0wmg3v37uHGjRvIZrNYXV3F7u4uQqEQ1tbWkEgkYLVaIZFIEAwGsbOzg1arhaGhIUilUv5snmRdv34d9+/fR7lcxtTUFGQyGW8dV1dXcf36deRyOYyMjKCnp4c3o2NjY0xf++3f/m0AwIMHD2A0GvFbv/Vb0Ol0+MUvfsGN+cjICNxuN4MWdDYGBgZw6dIlvgfpvIyMjMDhcOCFF16ATqdjZLdQKOA3fuM3IBKJUCqVEIvFUCqVkE6nMTMzg/X1ddRqNQwNDcFsNvOmhRrCYrEIi8UCAPjggw8wNTWFBw8e4IUXXkAymUQul4Ner4dOp0M4HMb09DSEQiFmZ2eZ4pHP5+Hz+ViPSUN5NptFo9FAOp2Gw+HA3bt3YbVakc1mcf/+fVy/fh1isZhpPEajkVkDarUa4+Pj8Hq9rEcTCATo7u5muhYxF0ifJZVKcffuXUQiEWZndHd3I51Ow2g0oqOjA81mE5lMBgsLC1hbW0OxWORB0mKx4MaNG/wOmZ6exltvvfVEzx/1S6+99hqMRiNWV1dRKBSQz+cRCATg8/kQi8UYad/b20Oj0cDx8TGkUikajQZ0Oh2cTic2NzehUqlgtVpRLBaxsrKCjo4OzM3NQalUotVqQSwWo7u7mynmtO15+PAhPweDg4NQKpV4+PAh6y/pZxKlNJFIMOX56aefRi6Xg8/nQzabxeDgIBQKBeLxOA8I586d4yHK6/Xi/v37+PGPf4ynn34ahUIBqVQKLpeLh81gMMgaIaFQyEOqUChkIJI0KhaLBSdPnsQbb7zBVNgPPvgARqMRcrkccrkcd+/eBQDuZejZdzqdrI0hTRNtKqPRKIaGhniw7uvrQyaTwc9//nNcvHgR+Xwezz//PAqFArNlyuUy9vb2kMvloFAoYLfbkcvlIBQKMTo6ypqlUqmETCaD+/fvo6enB6+++ioajQaGhoY+8tn5WJsNQiFKpRKazSajVd3d3ZDJZB/i8hLaJZPJkEgkkMvl8Ju/+Zu4du0a4vE489zkcjkajQYUCgWjmZubm4jFYjh37hyWlpag1Wqh1+uRSCQe/dK/mpx7e3txeHiIpaUlPHz4kBHgvb095PN55PN5vPvuu9woCYVChEIhDA4OIp1OQyQSQSKRsDi4VqtBqVRyE0CULK1WC41Gg+3tbZw7dw7z8/Nwu93Y3d3lRj6dTkMqlWJ0dBSJRAICgQAmk4k5f61W60N853K5DLfbjffffx9DQ0MIBAK8tqWtQUdHB3p7exGLxfjAETVDpVIxf5uGmVdffRWhUIhRQbfbDYvFgmvXrsHpdDLHMh6Po9VqoVarwW6382aE0CWhUAiJRIK+vj4IBAJEo1F0dHSwWH14eBi9vb2o1Wp4++23P84R+t+qtbU1DA0Nwel0YmJiglFWnU4HjUbD07nX64VYLIZcLmftBn1+5XIZS0tL6Ovrw+LiIottS6USFAoFjo6O4HA4mF9OSAwhd6FQCMFgkIWk+Xyemw4akldWVhAMBtFqtfhCGx4eRqvVwrPPPotUKgW/34/bt2/DbDZDr9ezUL+jowPT09N81lOpFHZ2dhhVdDgcuHLlCra2tjA8PMzcc+L3hkIhiEQidHV1MT2LqFn1ep05l11dXbzV0Gg0yGQyOHv2LOLxOKOEa2trjFwTKkPUO6Lhra+v88uVBsBSqYRoNIq/+7u/YwOJkZERBAIB5HI5nDt3Dq1WCx988AG6urqg1+uhUqlYWEr0P6J20VazVqthd3eXz7tMJntiZ4+q0WhwA5/L5WA0GmGxWBCLxRCJRCAQCKDX69FoNFCpVFgQXi6XYbfbIRQK0dnZiWQyiXfffZc/u5WVFZw8eRJHR0dIJBJ46qmnoFar8eDBA0bUCTggjQwJovf29jA5OQm5XI6NjQ1MT0/j+9//PkZGRhAKhSCXy5HP52E0GnHr1i1UKhXs7++j2WyiUCjAaDRCJBKx6UQqlWIOrkwmg1qt5k3Bw4cPIRQKmTsdCARgs9l4S7y/vw+NRsONrcViQVdXF7/0JycnUSwWce7cOR7oBwYGoFAoUK1WIRKJMDc3h0qlgt7eXuh0OpjNZty7dw8ikYiFqbSBJZSX9IKpVIrPxsWLF3H79m0ezInKS3SVkZER5n1vbm7CbDbDaDRyU0TbZo/Hg4ODAwDgrfXS0hJOnDjxxM+fUqlEsVhEsVjE0tISRkdH4Xa7kc1mYbfb2X4ymUwiHo/zs+9wOLC4uAiZTIZbt24xIEC6LNqISiQSCAQCiEQi9PT0YGdnB+Vyme+mZDIJoVAIk8mEeDzOei7akq6urjLVslKpYHJykt/vTz31FNbW1hiYk0qlSCaTsNlsaDQaWFxcZL2GTqfD1NQUotEom8AAYOqzxWJBpVJhOqdAIOAGljaAx8fHDLjRBvL4+JjfEfRdbm9vo1QqoVAowGKxQCwWMzhy+/Zt1vEolUqcOXMGuVwOkUgEarUaEomEN/0GgwFyuRy3bt3C8PAw3G4361FMJhNcLheWl5eRyWSgUqm4n3K73Xz3AY8oN319fSwyp00bocinT59mjcHAwMATPX9OpxMWiwUbGxtIp9Ms1iYN5/z8PORyOfr7+1l/sry8DKvVyv1HNBpl44Zr165hYGAAwWAQmUwG58+f/xAjZHl5GdFoFKOjo+ju7kY+n0e9XkdXVxckEglvkUdHR7G2tgan04lTp05hY2MDPp8PkUgEg4ODkEqlrKW5c+cOnE4nWq0WayCph9BqtZDJZNjd3eUNk0ajwfT0NILBIH74wx9CJBJBKBQiEokgm83i5s2bTI0LhUK8ZZXL5RAKhdBqtdBqtdjf34ff7+fvdXh4GGq1Gul0Gk8//TSbDfyH//Af8P3vfx+hUAinTp0CAGa20FAVCoVw7tw5aLVaHBwcQKvV8oDV09PDd2AgEEAymYTL5UIqlYLP52OtJg0/AwMD8Hg8ePjwIQ4PD+FwOKBSqXjAmJiYQKlU4rMoFAqxuLiIXC7HA/1HqY81bNAHRA+8RqPB4OAgbt26BYPBAKPRCJfLhWazibW1NdTrdQgEAhgMBoRCIdy4cYMdURqNBoxGIztUNJtNvP3223C73bDb7VAqlSyo1Gq16OjogEwmQ7lchlQqZeRQqVQiFovhmWeegUKhYJ3EF7/4RYhEImi1WiwsLPDvQO4Vvb29cDqdKJfLODw8ZFcVpVLJU14oFIJKpeIXj9fr5YNFTeHS0hImJyeRzWa5CaUmMJVK4fDwEEqlElqtltfRnZ2dODg4QLVaZZEOvTyHhoZQq9UwPDzMiAihpiaTCXq9HnK5HLFYjJs+EjIuLCywIJWGqb29PQwNDUGlUuGtt97CU089hVKpBLlcDpVKhd7eXiQSCUQiETgcDlSrVRwcHCCdTkOhUKBUKsHj8eDw8BCVSoWF4ktLSzh58uTHu6n+N4vQXYVCgUqlgnA4zKgnCTk9Hg+6u7uRSqX45ZnJZPgyISeUXC7Hzh4rKysQCATw+/084IXDYYjFYuaKikQiLC0tQSQSQaVSIRgMwu12Y3V1Fc8++yzC4TBOnjzJTmQvvvgi1tbW4PP5uDk8ODiAyWSCzWbDiRMnuKmiRr3VaqFarUIgEPAQQ1z5S5cu4fbt2/jc5z7HbkUymQwajYZ5zOfPnwcALC8vsyjO4XBAIpHwtoq4pzTMyGQyboKXl5extraGsbExdHd3I5lMMkWFOPeEKu/t7aHZbMJqtaJcLrNDV6VS4XNCWzFyJ9rd3WWgYGBgAG63mwXhhUIBarWaByAajkknEIvFEIvFYLFYMDExgR/96Efo6up6oucPAFZWVphGsbKygnQ6jc7OTmg0GnR1dfEZq9VqjPySVq3RaMDv98NmsyGXy8HhcKCrqwv/8A//wFTT559/nrm9MpkMLpcLHR0dyGazyOfziMfjiEajEAqFzIt3OBzY2toCAB4IzGYzvF4vD8IGgwHb29tsSlEoFFhoTT+HnFloY9bd3Y1nnnkG2WwWd+/eRaPRwJkzZ9iFjBwJV1dXIRKJsLCwgGKxiL6+PphMJgiFQhwfH7NYkqiKCwsLaDQayGQy3LBVKhU+g5cvX4ZSqUR/fz98Ph98Ph9vMYjfb7Va4XQ6UalUsLa2xhsdcqwBHg3qRF+hPwsAm5ub6Ozs5HtQq9Xi1KlTWFpaQqFQgFQqRavVYoBFLBZzc/KjH/2I8wY+zov2/1QplUrMzs5iaGiIzQYIRSVQj4C8/v5+mEwmtFotphBbrVa0Wi0Wjh4fH7NGYGJiAvv7+7DZbCgUCrh79y7y+TysViv6+vr4PNfrdaZQ2mw2BINBBqvkcjnTb8kR7wc/+AF+53d+B9/+9rcxMDCAvr4+NmJRKpWIx+Mwm81Qq9Xw+/1QKpVwOBxYXV1l2vEvf/lLjIyMYH9/H93d3cxUIDGuSCTCysoKU+gIeHlcxO71emG1WrG9vY1KpcKGLmfPnsXOzg4cDgdCoRD0ej3/fjMzMzhz5gw0Gg03oI1Gg8G6TCaDWCwGgUCAeDzO21nSnKhUKr5viUpEwFelUmFmxNbWFjsvEQskEonA7/dDKBQik8nw8HZ0dITR0VHE43HWsT6poue42WzCYrHA6XSyxsZkMuHTn/40szpIG9rX14eVlRXuD4m6/IMf/ADPPfccb6WcTifW1tZYCJ7JZNDV1YWhoSF2A6O7kahZpBfU6/UYGhqC1WrFrVu32HWqXC7DYDAgHo9jeHgY5XKZTRWcTidTm2nDRfquQqGA3t5e+Hw+vP/++7BYLPB4PFhaWsL09DQDHDqdDpFIhDW1xDohE4VwOAy5XA63283mSLS9oPeyTqdDMpnEwcEBnE4nbt26xYJz2ubeuHEDUqkUUqmUN2n03IvFYjYXIbrowcEB9Ho9zp49y2c0nU7jnXfeQX9/P5xOJ+7cuQObzcZ/j1QqhVKpxOHhIfeqjUYDW1tbDPi43W6EQiEAYMDgo9bHGjYIkatWq6zZCIVCSCaTUCgULPASCASw2+0ol8uo1WrI5/MYGhpi1IK4s5lMBgaDgUXVu7u73JxQw6xQKJBMJnl9eXBwgGQyiWKxiFwuh0QigYsXLyKbzaK/vx/NZpNfXuFwGAaDAXt7ewiFQvB4PMxLT6VSaLVaTDNpNBoQiUTM1SWrxL6+PhgMBsRiMXYqODw8ZC6ywWBgC1uTyYTj42NGl46Pj2G326HRaFjtTy4Y9O/2er2Yn5/HqVOnsL6+jpGREbzzzjvweDwQiUS8/g8EAmwPR/aXdNjz+TwWFxehUqkwPj4OoVDIh00kEsFut6NWq+HcuXPIZrOo1+tIJpMQCARYXFyE2WzmNXsmk8Hg4CCazSaOjo6g0+mYn240GuFwOCAWizExMcEv7ydVL7zwAlZWVtBoNLCxscHrW6FQyJaWIpGIeeskCsxms1AqldDpdKwR2traglKpRKlUwvnz57G7u8uc846ODkxMTCCdTrPtKzky0IqRqG9kVddsNvlnPHz4ENVqlb+fcrnM+pJGo8HNz+DgIPL5PDKZDG8K1Wo1IpEIWq0Wurq6mIpHz9P8/Dzy+TwLaCuVCmw2GzY3N1mn4na7mfNLq1wSKFarVXR3d7O4MxwOszVhuVzGyZMnWY9x4sQJHB0dIRaL8baFnl273c4vcuLHkkiYzje9kF0uFzY2NqBSqdDf34+ZmRmm69lsNqYw0iVPlylRwQhJ7OzshMPhYFMH4lI/ySKkrFarMVebUFfis9OgAYDtfknLpdVq2YVkb28PKpWK3fnI6c3lcsHv98NgMDCdiJBo+s7JtSeRSLBDHzWTZPMpEolQq9Xw4MEDDA0NsQPf+Pg40uk06vU6O9vQ9oHuVLvdDo/Hw4OEz+eD2+1m04S9vT309fXxEHT58mWsra3h/yLuz4Mbv+/7fvwJgABI3MR9kgB439dyb2lX2pW0XkmVZcuH4rRO0rrpNE7aeDJu2mmb9pu0nWmaNG3dJnEb27FjW44dWZate7XSXtybNwkSBEjiIG6AuEEcBH9/rF6v7s73O/OT5tsv85nJeKxYuyTw+bw/r+P5fDz1ej03NkqlkqUhBwcHDEHo7OxEKpXi54OKMJlMxtPsr371q1hYWGDfE312R44cQS6Xe2S9T0byvr4+XLlyhTe3ra2tXJQXi0U4HA6IxWKIRCKe+pM2O5lMshyYpGH5fB75fJ6ngFarFS+99BLK5TJSqRQ2NzcP/f5LJpM4ceIE1tfXcfToUZ6YxmIxfh6Hhob45yPctt/vh1arZWO9yWSCQCBAf38/wuEw5HI5VldXsbGxwRN60oGTVIu282RUpcJMJBKxhjwQCKBcLjO0gPT2Pp+PZSepVArr6+vo6elhmAL5HgUCASqVCnK5HA4ODlAsFrG+vo7h4WFGm0ejUX7HWiwWLC0twWAwML6XptHt7e0QCoXsYSEpM31mhLcPBALsLzs4OIBAIOCzi0y+lUoFLS0tvHGVyWQ8GAEeyF1yuRwymQy6urrg8XjQ3t6Os2fP4v79+7DZbEw7lMlkWFpawuDgIGQyGUvBqPFKJpP8z6mgrNfrsNvtCAaDaG9v5417oVA41PsvEonwRoikktlslpsNUkWQIkIqlcJsNvP7K5lM4v3332dvBmG1q9Uq+4tImtbe3s4qANrgKpVKznNoa2tDJpOBxWJh4hXVpUS9ou9nb28P1WoVpVIJTqeTmzmiHgqFQjgcDhwcHGB9fZ09calUiovqTCaDzs5OGAwGbrgzmQx6e3t586zX6yGRSOD3+6FSqeByuZgaSsM3tVrNEutAIMCkKYPBwMjm/v5+lsHOz8/DbDbDYDBAJpPxUC8Wi6GtrQ06nQ6BQIAbdrlcDr/fj4ODA9y4cQMGg4G3YkRrW11dRV9fH/uRRSIRy67IykDnNgDe+pASSKVSIRqNsqfu41yfyLORTCYhlUp5RVYqleDz+TjnAnhABSBcVyaTeYSKRF2YQqHgg4Am/UqlEsPDwzwllclk0Ov1UKvVyOVyCIVCXPgJBAKoVCpG7JJ2O5/Ps+Zxbm4O29vbiEaj6O7uZtlHqVSCWq1mzFcqlUI2m2WyRzQaRa1WY8oW0Td8Ph/rU4EHyDxafba1tbEBlqgSNPUh6Qd1uzabjaeWtDokiQEVu/R7NBoNVCoVRCIR3mAQf58eTDJD08GTSCSwvr7OiEkyOZGBXiwWQ6VSoV6vs/8EABQKBb+8LRYLenp6WF4RCoW4OSMvyerq6qG/bMm8SWvMkydP4uDggPnT1PzEYjF+IZnNZoyMjKC/vx83b96EyWRiD1GtVkM+n+dpByETySy/s7PDPg7KL9HpdFAqlTzdohdiOp3mLRYx2rVaLd8vlFehUCigUCj45U1bK8pkIOZ1Nptlf0y9XsetW7e4kaSXc6FQgFarhUgkYkJWW1sbkskkH/4ajQb7+/vchJN0gnxGpI+ndSlJMciIm0qlUKvVsL6+ztMkapqp6ZVIJPwZkHmZzPe06g+Hw9jb20OlUmGKFJGVaCpKBtNqtYqFhQVEo1HW+lIWwtLSEqLRKPr7+/9Wir1nnnmGQQCU9UOYb6FQyOcXnRtknG40GqhWq0y3IXRxKpWCy+XiouL+/ftYW1vjlf/Ozg6TuqxWK8vOKpUKP5eVSgU6nY4N1LVajSVY9AIWCoWwWq1wuVy8pSLpAyEVk8kkb7xoY7a/v4+9vT0MDQ1xbsvs7CxUKhVsNhvn16TTaW4uVCoVF6NECCRfCv0cRqMRBoMBdrsdcrmc5af0/6OzlTwder0eQqEQAoEACoUCSqUSuVyO708yZAoEAgiFQvbN0ABJKpVCKBRy06dQKNgT0trayrJX8hXFYjHE43EmXpFkmLYZd+/ehVarPfT7b3BwkDMu6IwfGBiAWq3m6bfVaoXb7ebPKBAIQCQSoVQq8ftqbW0NIpGIi2SSAlNTaDQaYTQa0Wg04HA4WFoBgKWCRqMRzWYTyWQSZrMZg4ODPCWlYRz5KIvFIoAHRK+HEe7kOaIagjbQ9Xodra2tCAQC8Hg8nL1DUiaVSoVGo4FarQa1Wg2Hw4Hjx49zg0SFpEgkYoM6ZXmUy2WIRCL09PQgkUgAeJBzMDAwAL1ej0wmg3q9zr6RcDjMEtRqtQq9Xg+73Q6RSMSbYfKqPWwwttvtTEvU6/Xo7OzE7u4u+zdoG0+mbwD8PNZqNW586bnT6XRob29nyp9QKMQHH3xwqPefwWCAw+FAOp1muIDRaOR3Z7VaxfLyMra3t3kgFAgEsL+/j/39fZZk7+/vMxHRYDBwY0DPJskFaaBIfxbhqZPJJIRCIfvKSIq3urqKZrOJYDDItR5Jo/x+P6LRKDKZDA+cW1pa+N/d2dlBPB7nLSr9nETFovovHA6jra0NBoMBZrOZNzZyuZy9oxKJBBqNhvNpSEKcyWTY01IoFOB2u3Hs2DFoNBpcuHCBvXPRaJQzzgwGA8RiMW+Byb9Mg2A690qlEnK5HL+7H45U6OzshFwuZ9kdeeZo800Ntkwmg91uR19fH9P42tvbkcvloNVquTFMpVL8OX3c6xM1GyRnkslkvEKk7o3kGvV6naUgGo2GpTibm5uMdN3a2kI0GkU6nebip1gscjiQQqHgNR0ZAqmToxcJTT7kcjlPIBYXF/nnouKF0KCExqXJRCAQ4OkeeRXoQWpvb2cJg9Fo5LCjRqOBRCKBjo4OPrBqtRpPEQHwRoYC2uh/o9PpeBpsNpsfCV6j9S25+8ViMUuj6AaltTVN+NxuN7q7u7nYdbvdkMlkCIfD3DAsLy9zgUcNG0mCisUiFAoF+vr6IBAIEI1GUS6XmYBERkrSVVOADWF3t7e3GdF6WNf169eZI0/TVirAyGhMk2LgAbmFMjco58ThcDADHQA8Hg/C4TDLgUizS6FsGo0GOp2OX5x6vZ5fhtS00vT94OCAsZ205aJDgCZlEomEm7lKpcJSQ8LfSaVStLW1IRaLsYaY9MSErpTJZNjc3OTDMhaLYX9/n2lV1EDFYjHemhA5iQ4mh8OBfD7P0jmS/pA8ig5gosg1Gg3k83lu5CisjyZ+JG+hvzsUCrHkIBQK4amnnmKDGZnA29vbGUFNa+dmswm5XM7SMiqGms0mcrkch78plUpG/h7mRdI84ME0UygU8kuBvj+6rFYro2VpqprL5WC329nEaDQaWdJDL4u7d+9ycUhyuWKxyPdwuVzmwoyQtiRPAx5sU0ifW6lU+PPNZDLsoaMCqbOzk5tnkoAQES8QCLD3SafTsXyRBg+0qXh4M0UNCp0XlHvT1tYGu93OAaFkWm82m2zwJSwyoc7pzKNnlaAVpOmn4oMGDoQvJXndwcEBP3uUH0Q5IG1tbSzLpW0UfZ/U7D+c4dBsNrmAIqnV38b9R34IQqNSeGtvby8sFgv29/c5XLGvr4/PMpJoajQa9PX18WYjkUiw3ISyKfR6PYrFItbW1lAoFFCpVFjuUygU+HOi9zV9Dz09PSiXy2hra2NJxszMDFKpFKN4SS5CzQqd5wqFgkmXhUIB1WqVjeYWiwW5XI6zkCiTgoJGd3d3sbm5yT4GuldKpRKAB9IzKgpJ9UB/BhWidB7SwGh3dxc7Ozu8JQHAjTcBIWhASUMuh8OBnp4eyOVyWK1WJktREBo14CaTCcPDw6jX64hEIox7Pjg4gEgk4ntxb2+PZW5ms5mL+kQiwUqGw95s0AaISHjk9QIekPpcLhcPQcViMWetFQoFuFwuWK1Wfv4oqHh7exvVahXj4+McDUDnV7PZ5HOHajca3FEuk0qlYnKY3++H2+3mYaJOp4PVaoVUKsXa2hpKpRIP6sjv5ff7mehHFEAiDlIzRRSrdDrNclOxWMwSr0qlgkAgwJJpi8WCer3OZzA1imSWp6az0WhArVZjfHwcEokEBoOBJaoEDWhtbYXFYkE2m+UNBdWT5Ffq7e2FTqdDqVRiuiVRHUnlsb+/j3A4zN41AhXQcJVqAyKWAmD/JT33e3t7/J53OBzQfJR19XGuT9RsiMVilMtlpNNpfklYrVY2JD9sSq7X6xAKhUgmk9wMZDIZpFIpxONxeL1eRrDSdoG0f9RBkbSJtOlKpZILSXoZ7e3toaenh6UqyWQSTqcTg4ODnJJMuke1Wg2r1Qq9Xs+TAiIASKVSbizoBU1GbZoyiMVi7O7usm49EonA5XLxupACXMiMSw2P3W6H3W6HUChknjiRucjARoGF5EOgB5imjiSLIZ8KHaz0uxHDnlB7NAkmLwAV5PSCyeVyLNFSKBQoFossB6EQQqFQyAQOCg+iiRClyB/mRSF1RCmZnZ2FSCR6BKlMhzZR0ohEsri4iImJCUQiEeRyOZhMJpbw0KFCTSpNmYjEks/n+cVBK0ehUMg0Ngq70mg02N7eZooGNRqVSoVfcplMhn0atG0j/002m0W5XIZareaVZr1eR2dnJ0wmEwcn1Wo1LhZoUkMv32w2y8Z1kkDl83kOQiSTZyqV4gnS2toaBAIBc+nJQ0WbLDIu0kSZni96qVDhQM00TUGpqaFiiOQCoVCITaYPm41pUkvYWJVKxTQXwuba7fZHmvXDvkiLTIx5rVaL+fl5AGCtPwAOaoxGowgGg9BoNLDb7SyJajab0Ol00Gg0XPRQgnJLSwtOnTrFm8iHn32apra2tnJYGv17+/v7PJghw2J7ezuAB1uk3d1d3LlzB9vb2xwaRS8ZtVrNkhai5LjdbigUCvbBkXzRarUiHo9jc3MTQ0NDPD0jkEYkEuHnMZ1OcxNULBbRbDY574VMu1NTUyzxIkIQ3VuUVk40I5J+1et1Dk0lJDWdA2T6pr+Hsjke9vnl83nedgAPtqHFYpE/OzpXKHgxmUzyAKLRaGB8fPxvpdnIZDIc6hWPx1Gr1bC2tsbbSiIlNRoNlEolPsebzSbTawiEQp4wkupJpVKWs9VqNUa1Hxwc8NaEmmlKWKd3JBWOtLmkLaXRaOTNJ3lFyNOg0+kwMDAAl8vFDSXdl+RtGB8fx+joKADwJmN9fR2tra3I5XKIRCJIpVJYWVmB3+/nwYvBYIDRaOSGMhaLoVqtcj4DeR1sNhv7xZLJJG86yKdJk1uSUBFZiM5r8vzQz65QKPgcpIYnk8mwdJkkk7u7uzCbzbzhVqlU7PsgH06lUmFfRzwe520fAXbI83mYVzweRy6Xw9DQEAQCAUs5yS9Ez6JEImHYCEmAiE4GPBgEJBIJBAIBBAIBluaYzWZ+rmkbRpLcZrMJpVLJ5x8NvfV6PRYWFiAQCDhRnJpI8vOUy2UeIlMzaLVa+TN3Op04duwYN3WUz0KeNjpngsEg1Go14vE45HI5I74ffg61Wi0DZCg4tb+/HyqVipsg8jdRY5nNZpnKR0NoGlDRcINyxEiqTw0vNRa0hSQgQTabRTabRTqdRltbG5MdC4UCTCYTdnd3OYC6UqlwMCUNb2gQThJdslAMDg5CpVKhu7ubv8+Pc30iz4bf74fD4QDw4OU1MjKCSqWCYrGIer3ORXsul8Mf/dEf/T+iAcfHx3HhwgX85V/+5f/NYDc6OoqXXnoJHR0dSCaTvAmhgpiKMWpeDAYDvwRo0kxTeMJLkt6Sul7SrXZ0dEAqlTIODQCv1wjPKZVKeYKr1+vZE5DJZDiJ/Omnn8bdu3fR09PDBlwivNA0nFC4qVQKu7u7jBSkByEQCGB0dJT1gQ6HA/fu3YPZbObDl24saurS6TQHt9D0lCbubW1tCIVCMJlMsNlsj6QZE26OVuA0iaQHuFAosAY4n89zeBAZw202G9MlfD7fJ7l9/l9fdrsd29vbaG1thVarZR1mKpViGYdarWaK1OzsLNbX11EoFDiZ2WKxPNJ8zc3N4ec//znnWJw9e5bJZTTFILkUHRI0eaGm9FOf+hQWFhYgkUh4M7exsYG+vj6exJEsgJrrdDoNi8UCgUDAErtGo8FmzdHRUbz11lvY2tpixjhliQCA0+nEtWvX+H4hgga9YCnhlqazpPHX6/Uol8u8yicSFR2eAHgSTiY40mqS3IQyDqjhJ6qbRqPhDafBYGCfU0dHBzY2NtDa2orJyUn4fD72kdDPIZPJIJfLoVAoUKvV+P9Ie51IJHiKQnke6XT6UO8/AOjo6ODJVjKZ5N+bJuylUomL3Gg0iuvXr2NjY4MntePj4zh69CijQb/xjW/83xDSVqsVf+/v/T2k02kmLNG2q9lsstQuHo/DbrfzBoT8QbQFo+aEJB8Oh4PJJbu7u/zvKpVKvj8oEI6m3JlMBrOzs/jsZz/Loa4WiwWRSISN/PQ5PLyNooabzJAkiRCJRLh79y7ruMlPRdS03d1dlmHRwIo8MM1mE5FIhGW0JGGjDY9Go2H5GYVWkQdma2uLCUU03EkkEjzBo00RDR9IMkSBjOVymemHREn7JC/a/1MX3WPUdIlEIv4ZATAdkYAKIpEI169fx9raGtMZn3nmGZZZGY1GfPvb3+acq+7ubpw4cYKHVRKJhDcaJOXY399nck57eztvzTKZDKNMW1pakEgkMDU1hZ/97GesHNDr9TwNj0ajvM3c3d3loork0Xt7exCJRKyQAB4MgObm5jiPSKPRwO12Y3t7G5lMhil7NHAqFAp8jlPDSmoJehe2tbXh8uXLmJiY4L+b3jGUPTAyMgKfz8cDz2KxiEQiAZVKxdtyujdJVqnVanmASgUgna2JRIIHJ5QcXqlUeFhABXu5XIZSqcTq6io3yFRURqNRWCyWQ73/SqUSk7IIl6/X69kXQwUx1T4tLS145513cO/ePRQKBRiNRjz22GMs6fzxj3/MSHC6BgYG8OlPf5oHVmazmb0ddL+7XC4e6lJwXktLC2dQ0fY5Eonw5plyX6hxoYEHeZFEIhFLCamRJE+iUqlEV1cXwuEwbDYbfv7zn+PcuXM8XHS5XFwHUxNEjQUNuiuVCisAaPBC22Ea4lSrVc7cSCaT3MjS70TbMVLUyGQyrhvovKRmhzaEJG1Vq9U4duwYZ44lk0l0d3fzu5r8F9To05lO9TBtf06cOIG1tTXeZn/c6xM1G4RxrVaraDQaqNfrrJklvV2hUEA8HsfFixe56KBp+ne/+12cOnWKu77p6WmcPHmSZUrknSBJEiE3KcDu4RXtwcEBhwMtLy+ju7ubu8hgMIh0Os064Pb2dl79UMFKmnv6uxqNBvx+PxqNBjQaDSNg0+k0r+FojUTYWipqS6USVlZW0NLSArfbzZQQItRkMhle8woEAkaLZrNZNkTSRJO+YPq7SIdP/x79u6Sbpc+epEH0ewaDQSa20AEQj8cRCATw9NNPQyQScQgWGfX39/d5G0WaTKfTCeBBMCCZsCk5nV5wh3UpFAqsr69Dp9NhYmKCzXyk31Sr1Zz1Mjs7i4WFBXzuc5+D3W7H3bt38fbbb+Oxxx6DTCZDIpFAMBjE2toavvzlL0OtVuOtt97CT37yE2alUyE9MDDAxCSSkNE0hOR01WqVgQAikQj379+HVqvF2toaS1d6enp4ykiTK3puCDFK5AiJRIK+vj6WILa0tPCLjTZdlUqFCwC6F+l+oWeDGlqSQZGcZH5+Hj6fD8888wwcDgcDAAKBAAQCAQYHBzkEkgq5aDT6iJSCZDKkOU6lUsz2p+0mBX+Sf4sKwWAwiHw+zxNNkoeQnIi2a7Q6VygUfG83Gg1MT08zf/8wL0KrWq1W+Hw+FAoFHD16FGtraxxWms/nYTAYsLi4iLW1NZw/fx46nQ5bW1u4cuUK6vU6Tp8+zRKDnp4efO5zn2PpnEAgQCAQQCQS4d+dtPGZTAYdHR3o6OjgZ7evrw+FQuERSShJDUiSRgMQ2pSQAZUaEsJrWq1WbG9vM4Hk4QKQ5LEEMiCpaH9/P9LpNOr1OtOgqDggD5NMJoNarcbCwgJWV1f55Uv/jM4eq9WKYDAIv9/P2zcKYSXpC/kFq9UqHA4HU6nC4TB0Oh1PWA8ODuDxeJhgQ80BSbOowaFtYrVaZQ+bSqXC3t4ednZ2mPyVy+X48ywUCocuYQEevHtpijk0NAS/38+p1iRxpZ+5o6MD3/72txGLxfCZz3yGiXvf+c538NWvfhVOpxOvvPIK5ufnMT09DZPJhI2NDbz22mu4ePEiA17C4fAjtBsaTIVCISiVSoZPAA9khuvr67DZbHjzzTdx8uRJyGQyRtXPzMxgYGAAGo0Gfr+fJX8PezHJf0gNKjXL9C5uaWnB1tYW3G43S51bW1vh8XhYOk2DSfLk0ECO0LgkeyTPHE2/6d6g6TLl5hCtTS6XI5vNslaeEKc0/SaDLUnLiNa1vLyMl19+maWlBFfo6+vD2toaQqEQVCoVent7eRhFnjAqZkkiQ2AaSnU/zEur1XKhSoNVAtHQ4Jk8diqVCn/xF3+BSCSCF198kbedP/3pT/HLv/zLGBsb4zDU6elptLe3c3AogUvoHU/3WPYjsqRer0coFOIgRZPJxO84+pkikQiHV9JGv6OjA7u7uywRpXqOkthzuRxLjggmQQ1kIpGAzWZjPyud3ZcvX8bQ0BBGRkbYB5bL5XgLmkwmodVq+cwDwAb/h7OwIpEI3xPUvBBtle5Rus+I9kjwn1KpBJlMhrW1NZw9e5YN7FNTUyiXy8jn85xg39/fz5Qs2uBSLgx5ksxm8yOkOp1OB4FAgI6ODuTzeVgsFrz55pvsSf041yeSURESk14Si4uLXLAXi0V+eVH6qEQigd1uh0KhYD7+2NjYI8xy0tRSF0w0lFQqxZ08RcDTGq3RaHBHJxAIeGNAB6JMJoPb7Uaj0YDJZEI8Huduk7wg1GSQYf1hnTih1wBwaAptNEjPVqlU0NfXB41Gwzc2aeLNZjPi8TjW19eRTCbZH9Hd3Y2enp5Hkm4rlQp6enqwubnJYVQSiYSLLzrcyLxDk3tKcTUYDIwJzefzODg4QDgcZqPP2toa2traMDg4CLlcDpfLxdM9OkTp56B/7nK5MD09DaVSydIc8qJsb29zyis1n4d1SaVSDq2hFwvJlGgiScU8oe46Ojr4EKdgQpruf/DBB5iYmOAtz1NPPYVyucyHv9FohNPpxP7+Ppv25XI5b7lIo0rJp9QA6nQ6jI2Nwefzoauri9n01DCTZGF9fR2JRAKtra2shSWNNX0/ZrMZJpOJ9aS07aO8k3g8jpmZGTQaDZY8ZTIZ5r7TPU2HJyEYbTYbN9V0/5Nptlqtwu/3M1KPCjmiRykUCp5Kdnd3w2azsaSBijfaWmazWdbkUqFO38/c3BxT0QCwP6lYLLIkwWQysdlTLBZjaGgIR44cYdnGYV+Li4tYWFhAa2srNBoNJ6bTBobIXvv7+/D5fOjp6cH09DSq1SoGBgb4fiDz8cPBm2SUPHHiBKRSKSKRCL9IAHAKLq3aCQlMxT95tYAHwxPyvAHgcDDCVY6NjbFWnAh5BJggxCmZpJ977jmW+1kslkc068vLy+zdkkgkrB2mhoa2d7SCl8vlmJiYgE6nY48TFRN7e3tM/CMzI5FnCMFM9xcRy2jjVy6XedtDUIy9vT2GhBBe3G63s6yws7OTn1dqtqg4IQkHAIaV0PdjNBq5YTrsa2dnh3XsJMOjDBzyqpCZ2WQyYXV1FSdOnMDw8DD6+vrw+c9/HiqVCpcvX8b29jbeeecdPPnkk7xxO3nyJMvJDAYDf5aBQADZbBaxWIzpVYODgzzUoOKb6E003VYoFJiamoLT6YTX62V5KU1hH6Y40RaZGkUqkEgatbe3x/LJjo4OnD17lmuG7u5u9PX1sQfNbDbDYrHAaDTyNkav18PlciEYDGJxcREWiwUOhwNerxdnzpyB1WpFJBLhHCsqtvR6PRYXF1lqTJuYlpYWWCwW7O3tYXV1lTMINB8FGVPuUG9vL9xuN2ef0MCkVquxBJKaI8p7Iq9bpVLhQRBBICiMlQiGh3mZTCbORiH8Kn1eEomE6WQEtpmbm8Ozzz4LtVqN6elpfOYzn+Gt0s7ODnv+aNhJ7w65XI729naWn6VSKfY1RiIR+P1+Preo+SZ4Dg3tSqUSSqUShEIhb93I20ZeCApdfnh4QANn2vjS2bOxscEBgU6nEwKBgFUDpLgoFou8lSJJsNVqRblcRjwex8HBAQ9pent7MTQ0xB5fql+i0Sj7NaampiAQCPgMlclk7HekAThJ9VKpFBvAaVBN4bjpdBrpdBp3795FPB7nGnx/fx9bW1sIBoNoaWmBWCxGIpHgPLG1tTWWF9JnuL6+zllyJDv8ONcnajYIv0oFCRm6hEIhP2T0oJG2vlqtQi6XY2lpCf39/dja2uJtyMLCAn74wx/iG9/4Bv78z/+cpTu0oqOCn15+ZC7z+XxIp9P899HkeWBggPXdRqMRW1tb/OCazWYMDAxALBZDLpczd500zQAwNDTEWQ70MqMV8c7ODm8PqtUq7t27x8USJa5SPsLe3h46Ozs58EYmk+HYsWO89iLTEoUf0gosGAxibGwMCwsL3MTRhINCtShEkR4gmj4dOXKEddtEwSIqEW01KKODkj2J8PLw4Ug4v0KhwDrokZER3L17l6f7ZPI/bMY3YQPtdjsTf9ra2jA8PIyenh6YzWaeQJnNZmxsbPDkgzSinZ2dvH6n/7xw4QJOnjzJ00CaugNgPWMqlUI4HGY5xfj4OAYHB7G7u4ulpSVYLBYOfFIqlZwi/tRTT0Gr1WJiYoKLAfJGCIVCKJVKWK1WOBwOng45HA7GMhIRgmAKlNT6+uuvY2tri5GwlUoFnZ2dcLvdPLF5+PeoVqtQqVQIhUIIhUIMeqBmbWNjA1KpFGfOnGHzGSH+Tp8+zXpa8qsAQCKRQPYjNK/T6YRSqcTKygpT3MxmM9555x0uKOnfJ0nUkSNH+CAnGaRCoeCANgrWdDqduHz5Mqch379/n0ObDvsaGhqCUqnEd7/7XZZjAOB1MunmifEfCAQYIU35LL29vRzOZzKZEAwG8Tu/8zv45je/idu3byOXy3GIY2trKxsyyVxZLBaxsLDALwyBQIDNzU3eZFBoKZk0W1tbcfToUdTrdeRyOd7OUQFNRToNd0jS1t3dzTAGkuWFw2FoNBoEAgFoNBp4vV5cu3YNpVLpESKcXq/njVuxWEQwGEQkEoHb7cbIyAjMZjMikQjK5TI2NjZY/0/J3Ol0mvM5SNpJNEHyJVFBRi9LAn4MDw/D5XJBLBbj6NGjAB4EoR0cHKCjo4PRl5S8TsMkkqDSpod8cCRXIoJbLpfD6Ojo34qMj3TigUCAmf60xSIduMFgYNohDY8KhQJ8Ph+TdAKBAOvvzWYznn32Wd6KmkwmZLNZBpCQRzEWi2FjY4MJZ93d3QgGg7h9+zYajQbi8ThCoRB0Oh18Ph8mJyfhdDrx2muvIZvNQqfTMaEpEonwO06n07GxmEJO8/k8rFYrE90cDgcmJyfZQ0SDGdKak1ya6hIa6pABPRKJMKFofHwcY2NjWF9fR61W45A4h8MBk8mE3t5eVKtVboaDwSCDNoAHRnA63+kcp3cp0Xru3LkDq9WK3d1d6PV6hsBYLBYeFsTjcdy6dYvPddLUN5tNjI+PY3x8nINht7a2GFpAA4tms4nbt28f6v2XTqfZR0IFPskkafgjl8uZMEoSd5LLbW5uotFoIBAI8Oe5tbWFb33rW/jrv/5r/OVf/iXu3LnDXpt6vY5EIoHt7W32wBI9kgbLtBUi71EkEoFCocCnPvUp9nbSWUrvq0KhwJJ5oioS6GJ7exsWi4W9MhsbG/D7/ZicnIRMJsObb77JYaGNRoPPgs3NTZbv2Ww29o5IJBLk83lsbW1xSjlJ1unet1qtiMViOHr0KJRKJTY2NiASiRAIBNhH3NHRgUgkgqWlpUe2ITQYoPqIJPY0ILfb7VhZWeEB0Hvvvcefv9PpRDKZ5HOzVCpxjU4b3/39fWQyGaaQLi0todlsYnh4+BO9gz+RjKqjowNzc3Ns3CN+N2mrt7a20NXVhWPHjsHv97MZ986dO5zSSIamQCAAp9PJCdmvvvoqpFIpjh8/jkAgwEmL8XicyUs7OztsoqlUKvB6vVAoFBgeHsalS5cwOzuL4eFhPozowd7a2oLmo+TY48ePY3t7m4uGh2ktpAek8BWaPtjtdv4diRee/ShwRqvVYmtrC729vezxCIVCMBgMPNE9ceIEZDIZ69YB8AG4ubkJg8GAxx9/HKFQCMvLyywfUKlUTFOiLzUej3NBKBQKmbxA2LVIJAKZTIbu7m5MTk7C4/Gw8ZaCg2i7sb6+zsmQarWapTqkMSUDOeEwqWHp7e2Fz+eD2+3+JLfP/+treXmZ1+i9vb2Ix+Po7e3F0tISjEYjG7x1Oh1Onz6NarWKP//zP8c3v/lNHBwc4POf/zwuXLjAjHXggYdoZmYGSqUSCoUCer2eySp0sJFBnHTxROspl8ucwOnxeBh/F41GEYvFMDU1hVdffRUWi4WnemSKLhaLzMkn3DK9QAGwaZCgA0QaAx40XblcDvfv34fD4WAsJ8kEd3d3mddOE3Aiiw0MDPCGjMKrlEolpqammAwHgIOZ6MDu6elBMBhEuVyGRqPB1NQUdnZ2sLGx8YhUhl4sra2tmJ+f5+admvuFhYVHsK9arZZhC1RMi0QihMNhlEol3L17l8lnXV1dLJH7pV/6JS62D/OiNfP8/DwWFxfR2dnJW9mHw+MkEgmmp6chEAjwp3/6pxAKhTg4OMCnP/1pnDt3DnNzc5iYmMD4+DhMJhNkMhlP7P7yL/8SExMTUCqVyOfzkEgkPEmiaTbRWyQSCe7cuQORSITp6Wm8+uqraG9vx+TkJO7cuQOdTod4PM4BlkKhkIt4aghpakgQA5LKkISFCn6bzYa5uTkMDQ3B6/XCYDBwAnooFIJYLEZ/fz8+/PBD/vd7enqgVCphNpuZQU/SASJsTU9P8/aXqFeU8k2fJeU7POwBoQabEMu05b579y46OjpgMpmg1Wo5o0QsFqNarcLj8eDIkSMMeAgEArh+/TpOnToF4IF8lxq8g4MDfpcRLejnP/85nn32WfZ7HOZFJKqDgwPcuXMHXV1dnCJcKBTQ398Pp9OJeDzOst5f/OIX+OpXvwq/349bt24hFApBrVbzZNjlcuH69euMHCbEK6FXCTdOZxU1fblcjs37zWYTfX19CIVCjPQmYmBvby+TqchcSmdpNBplk6tYLOb3Gk3KT548yYqJ6elp3Lhxg4Ml8/k8Ll26hIsXL/K7mjauNFgjPxNlgOXzeUQiEZw4cYIHGxaLBdFoFI1GA/39/ayiIA09+VW6u7tRKBSwurrKWxuj0cjbCppSk/SWPJ6BQIAzHMjrZLPZsLS0hLNnz3IDR1NqkteGw2GmJtHUWaFQ4NatW5icnOT65zCvcrmMjo4ONBoNuFwubGxsQCAQwOPxcFo9bWM0Gg1sNhvee+89/Pqv/zqSySQ2NjYYspHL5fCpT30K0WiU5ajf/va30draimPHjmFra+sR8AMpWyjcVCQSsTyOmh46l5LJJGefuVwuBivQUIUko4TlJQgRAKY8plIpDA8P41vf+hbOnz/P7zej0YjHH38c1WoV7733HufF0GCb8t1IoVCvP0igJ3+x2+3mhujq1av4yle+gvv372NnZwc+nw+dnZ24fPkyU8xoc9hoNDA4OIhcLsfQBYJvlMtlWCwWDkaMRCKwWCy8/a3X65ienmaAA+VF0Ts4mUxiYWGBwTWJRAL9/f0QCoW4e/cuTp8+DaPRyMAg+gx7eno+9r3ziZqNcDjM01laORkMBjaP0voskUhAp9MxgWpraws9PT1QqVQwGAzY3d3F1NQUxsbGEIlE0NHRgS996Uv4xje+gfHxcdy8eRNPPvnkgx+wpQUCgYANXsPDw2xQfDiEhygZlH6YTCYBPJj6Pfvss7hx4wYmJiZYS/mwk//g4ADpdBrr6+uMoiQtbD6fh8/nw+nTp/HGG2/wmlin0/GXFIvFWOMJAD09Pfz3iMVihMNh3Lp1C21tbXjuueeQyWRw6dIlJn+89957jA9eXl6GWq3mFxyln1InKZPJcOvWLXR3dzPFRSqVYmFhgWlB8XgcOzs7PP27du0azp07x+t/orI4nU4kEgl0d3cjHo+jra0Nvb29CIfDCIfD/GBRQdnW1oaenh5Uq1UmOxzmlc/n2WC4s7MDs9mMO3fuoLOzk42tlUoFLpcLHo8Hq6urePbZZ3H69GlsbGzglVdeAfDAgEbmdpLFvffeezh27BibztbX13lDQsW+Wq1GJBJBMpmE3W5HNBqF0WjErVu3OL3c6/UimUzi+PHjTFlrb29HLBbD5OQkPvzwQw5EJM0vhfjR6j8YDGJmZgZutxu1Wo2zbHQ63SO+iCNHjvDfMTg4yOFjDoeDSRYkqyKJnkajwdGjR9k0WS6XsbOzg6mpKYhEIly7do0JFERzo9U5eThIM1soFNiXlclkMDIywi/Izs5OBAIBPP7447yFkkql2NzcxNNPP42BgQFsbW3BaDTy91qpVDjwjnwmwINtAk2hfD4fzp07x1urw74ajQZWV1dx7NgxDA0NsSE+FAphfn6ev0uSoq2vr+PJJ59k7e8777yDVCqFp59+GhaLhT9DmUzGlLfvfe976O/vx9TUFILBIBKJBD9/ZB41Go2MeiXqjVAoxPDwMBYWFlCr1Rg6odVqsbi4iK6uLt6cRSIRThCn8MBarcboZgqxLJfLMBqNuH79OgdC7ezsoLOzE2azGSsrK+js7ORh0N27d5mERJpzCq6kKTltW2ibRxJNu93OkrqJiQl4vV6YzWaesMlkMg7fI3zm/v4+m/RzuRw+/elP4+DggGUA3d3d+C//5b/gzJkzjMnMZrNcMJIp8vnnn2epoVwuZ+kGDQhI8kJIWZ/Px83JYV65XA5Wq5VBIaVSiZHuhKmkCX+1WsW5c+fw9ttv42tf+xqH7Y6MjHDzBDzIz1pZWcFv//ZvQ6/X88RfoVDw+UJNB02USeqYSqWgVCphsViws7ODxx57DD/72c/Y10AbDQI/kJyN5EpkMjcYDOyxoEwDqhtoo3L9+nV0dHQgHA5DrVbjgw8+wAsvvID19XXY7Xasrq5iZGQEADgAb29vj3XtpJevVCqYm5tj2THJqWjafeXKFZw6dQp+v5+LK6VSiVAo9Iisi6RdNBVfXl6GVqvF1atXMTExgXfffZeljKurq+jt7WXP2urqKiYnJ9HZ2ckSXNpuEBSCQin39/fh9XohEonQ19eH9957D6Ojo+jt7WUq3mFdVHAvLi7ye2J4eJh9U3q9HpFIhM/7T3/603jttdfwe7/3exAKhTAYDBgdHUUsFkMsFsPjjz+OQCCATCaDc+fOwW6347d+67d4C0p1TyKRwNLSEsLhMIaHh9Hd3c2m71gshlAoBABc9FPK+q1bt9DR0QGXy4XZ2VlotVpEo1GIxWIEg0GWdgLg+5OgClqtFisrK7hw4QJHAdy+fZu3t0qlEhcuXGBwAD2TBIMh7yudo0SEpIGww+Hg9Pm1tTU89dRTLH0kFPXGxgY0Gg2riDKZDLLZLNbW1niwL5fLuU4kPy2RHymEsVwu486dOwwkoG3z2NgYRCIRNjY2mHhGMrPV1VXOd/J6vRgZGcHVq1cxOjqKaDSK7e1tzM3Nfex75xPJqIifT1MnsVjM3HPSLd69exerq6toa2uDw+GAz+fjyb9cLmefx/DwMDweD9bW1hiPBzxYCz333HOwWCz8Z1PmBK1y19fXcXBwgK2tLayursLj8aCrq4uNg8eOHcPGxgZPHAQCAU9i3W432tvb8f7773PwFuFMyStCOuzV1VWm6SSTSb6haENAKdTPPvssH6xnzpxhzd/g4CBLQzo7OyESiXDr1i0O+qEJ+ejoKBYXF3H37l288MILGBsbg9PpZJwuTWW2t7eRSCSQTCaxtraGubk5rKysYGNjg2lTZBpvb29HMpnkCVUqleK1uMViwdTUFJrNJq8ZKR06l8sx15k2S7dv3+ZOdmdnB6VSCZcvX+YH/LCu48ePs4EvHA7z4dNoNJBKpdDV1YWzZ8+iXC7j1VdfZepFLBZDT08Pent7cfnyZeh0Opw5cwbAg2b0gw8+4ClHMpmEyWRiws3ly5dx8+ZNRhp2dHQwepXQmEQ/CwQC2NjYgMFgwMzMDL75zW/CaDRibW0NExMTWF1dhcViQTgcRn9/P6xWK09VWlpamFJBAVnnzp2D1WrF6OgoDAYDN+yxWAyZTIabiuHhYbS3t+ODDz7A7du3WdJCz9yHH37Ies6+vj6sr6/zJnB9fR1nz55l473ZbMaFCxeQyWRw9uzZR4IyyfdD/g2aHJNRb35+nouHlZUVHDlyhKWXe3t7WFhYgN1ux9DQEO7evcv+lOxHeT1isRhdXV0YHh5mYzodjoR1JqnOwsICXC7Xod5/wAPjMA0VKMDq6tWrCIVCDHkIh8OQSCRYXV3FF77wBTz//PPs11CpVFhdXYXVasUPf/hDDoNcXV2F2+3G1NQUG+UpXK61tZUzjsgomE6nkcvluHhbW1vD7OwsDg4OcOTIESa33L59m+VJ+/v7qNVqmJ+fRzgcxtjYGEZHR9HS0sL6+Eqlgt3dXWxtbWFhYQHxeByXL1+G0+nEwsICe+gcDgc8Hg+6u7vxzjvvwGw2w+VycUo3ha7q9Xo4HA7+3fP5PLa3t/HWW29xSCwlAyeTSQ5A3dzc5FwgoqDt7u4yCIRMtjqdjol8LpcL8/PzmJubQ6PRwDvvvIO1tTXYbDZMTk6i2WwiEAjg7NmzbEKn9PT5+XkEAgFOx6Yzm6adFHSl0+kQDAYxMTGBq1evHvr9193djZ/+9Kd49913eXNBJCmXy8VEL/KwKBQKfOlLX8LLL7+M3/3d38Uf//Efc5guqQxoQkkGWtogzc7OMgY5EolgeXmZoQQejwcCgQCdnZ3Y29vD9evXcXBwgNXVVfYLUYHV3t6OYDCI48ePP0LKSafTHLpIWS4P57soFAqMjIzg2LFjsNvt+OxnP8seh2KxiImJCczOzjLd8dd+7ddQKpUwMDCAQCCARCIBq9WKQqGAu3fvIhaLYXd3F3Nzc5BIJBgfH+eshatXryIYDGJpaQkjIyPQ6/V8Hvt8Pni9Xgbj9PX18c9JfrKJiQmmnrW0tODGjRu4cOECpqen0draivPnz+PWrVtcpPX29mJ9fR3/6T/9J9y9exe7u7uMvJVIJExuo+Fsa2srTpw4gc3NTd5o3r9/Hzdv3jzU+0+v1yOZTOLevXt488030draisXFRcYO379/n8OL29vb8dRTT+Hll1/G8ePH8U/+yT/B2bNneVhQKpWwsLDAm4Dl5WWcPn2apUAXLlxgv01fXx8ef/xx9PX1sYdtdHSUqaVWq5VpcjqdjoddhBkXi8UYHh7GyMgIv+vJEkA5bzQkMRgMOHnyJHZ3dxlmsr29DZPJhGPHjkGtViOTyfDwXK1W4/333+cmhPKgtra2uM4jKAz5LgBgaWkJGo0GoVAIR44cQTqdRmdnJwYGBjA4OMh+TqKq0YBSqVTi/PnzOHbsGGq1GmZnZ/HBBx9ga2sL9+7dY1x+JpPBmTNnsL29je7ubpbK09ZmfX0dt27dwsLCAvb29uB0OnkDTV4Ts9mMjo4OPPXUU1yrEw1tcXGRA3o/zvWJNhv7+/ts2CQvA/HkVSoVBgcH4Xa7HyHozM7OorW1FZ///OeZkfyTn/wEMpkMzz//PH7605/i7t27TIfI5XK8+iyXy7h+/Tq2traYt05u+NXVVUxNTWF4eJiDlzY3NzE3N4darYajR4/yl7W1tcUUhVAohM7OTszPz+PKlSvo7u5mdjbwv4O6Lly4gA8++ABCoZDXVel0mtFhJK3x+/04cuQIOjs74ff78e6776K7u5txkCRNeHjal8/n+WDd2NjghMfd3V0sLy8jEokAABuAp6encfv2bZ5EPcwuVygUcDqd7Keo1Wo4fvw4rl27xrIY4novLCzg/PnzuHbtGk8XycSkVCpx+/ZtBAIB6HQ6jqtPpVKwWCys2RsZGcHQ0NAjmQKHdRHpJpFIcAjTkSNH4PV6eWpEhy9ltJChlXCpNJnu7e2FTCbjkLnHH38c3/nOdxCNRlm/TEz47EeMedJRymQy/k/SObtcLqyurjJ+VyqV4oUXXkAkEsH09DRCoRB6e3vZeEpGdIPBgJGREaysrLABN5fLcVNLNBQq7mlqZrfbcfPmTXR1deHy5csoFAr47Gc/CwDcZK6uruLg4ABnz55Fa2srZ3OoVCo8+eSTyGaz8Pl8qNfr6Ovrw8rKChd/Fy9exL179xgxfOrUKUYN0+eRSqV4ikXGtvHxcczPz2NrawsikQgejwcikQjj4+OYmJhALpfD+++/z7SfW7duwWazYW1tjX0C9XqdE02NRiN7vdLpNF544QV8+OGHGBgYQDAYPNT7DwAH8k1MTGB5eRnJZBJWqxWJRAIymQzZbBYjIyPo7OzE97//fWSzWSgUClgsFsjlcng8HszNzeH111/HCy+8gKWlJTz++OOQSCQoFApYXl7mILBMJgObzcYJs4QHrVar7J2Zm5tDX18fU52OHj0KhUKBSCQCo9GIf/gP/yFyuRyWl5cZ70k5Jul0moc/5GWKRCI8ARYIBGwubG1t5aEITRQnJydx+/ZtDlQVi8VYX1+HVquFQCDgpnF9fZ1lDMD/5uZ3dnZidXUVTqcTuVwOc3NzuHDhAoaGhrC/v4+jR4/i1q1bKJVKOHr0KNra2nD9+nUemszMzDBikkzynZ2dCIVCiEQiOH/+PCqVCgYGBrC7u4t3330XX/ziF/HDH/4QGo2GeftbW1uQSqVwuVwcUler1TAzM4NSqcTDGpKGPPHEEygUCn8rCeLxeBzPPPMMZmdnkU6neUNTKBSYbEcmeJLJESwjmUxiZmYGHo8HY2NjuH37NtRqNYLBIPr6+pBMJuH1euHxePBLv/RLPOW9du0aGo0Gpqam+PwlqQlRfCYnJxltevXqVeTzeR7wUJG0uroKqVSKQqEAzUfpyqS139raYnklkYhINvnzn/8cnZ2duHr1KiwWC7q6uniL+Ou//uv47ne/yyFpbW1tuHv3LiwWC3p7e7mRLpVKSKVSsNvt+M3f/E0kk0msr6+jt7cXt27dgsPhYFhCoVDgXBC73Y6trS3kcjmWaA0PD0Ov13OwG4Et3G43Q0ZCoRD8fj/fr7lcDk8++ST7jCjkbX5+HisrK3jyySeh0WgQDAZx//59hoZ4PB4mLa6uruLMmTNYW1sD8KDwP2zfECVJj4+P45lnnmF/1fz8PIxGIxYXFxkDLJfL0dXVhf39fZw9exa3bt3C8ePH8bOf/YyJR5TTRIb3H//4xyz7+fDDD9mM3t7eDr/fj1wuB7FYjOXlZayurrIcnyTuLS0tGBwcxHvvvYczZ84gHA7j/v37EIvFuH37NkZGRlAqlfDMM8/wgK9QKDwizVSpVDz8DgaDkMvl6O3t5XuMBtd9fX1466234HK5cO7cOU4hJ0olgTDC4TBnxkilUnz44Ye80RKLxfB4PHA4HHj33XcZy09hy/fv34darUZPTw+6u7uxsLDAft2dnR32dNbrdabJkSqHhn2Dg4OMZc7lcujs7MSFCxfwp3/6p9y8kKw5Go1iaGgIcrkcs7OzaDabbPb3eDx44okneDNCdNWPe32iZsPlcqFSqWBnZ4clNKOjo3yw0cSVurFqtYrNzU2Mjo4yRzoQCMBiseCNN95AMBiExWLBT37yE2xubsJkMuFLX/oSpFIprly5Ao1Gg9HRUQwODj7yULe3t6Onp4f1l0S5qdfruHjxIiKRCDY2NtDe3o7FxUVotVp4PB7IZDLWKJ88eRJWq5WD+iggp9FowOPxoFAoYH5+Hk888QQkEgl8Ph9njHR1dbF04bd+67ewvLwMAPj85z/PHomVlRX2kxAilDSbpKsNBAI4evQohoaG4Ha70dLSwoFnNEU8fvw4IpEIBgYGOGiQgsLoM758+TKv/skcTsEsQ0NDeP/999kg+d577zGhptFo4MiRI2wUpHWjVCplckI6nWYj84kTJ/iG7O7uPnSDLukWhUIhpqenkc/nOayPpFVUdAwPD7MOGXhAs7l37x6cTifGxsawubmJvr4+XLt2DUePHsV7772Hu3fvstacuObNZpOpFSQHIgmBwWDA0tIS9vf30Wg0eMpls9mwsrKCUqmE6elpJjvdvHmT5SBHjhyB1WrF3NwcotEoB0GFQiHE43FMTEzgZz/7GX7t136NM1RWVlbwD/7BP0AwGESxWOTi6MSJE9jd3cX8/DwKhQLGxsY4MDKZTLKvZH9/nxvKyclJfOYzn8E3v/lNzMzMwOFwoK+vD1euXMH6+jqeeuopbg7oJUKFp8PhYOnU/v4+S/koXPP06dN47rnn8M1vfhM2mw3NZhNzc3P4nd/5HSwsLAAAP1+jo6MIhULo7u7myTNtNaiI/MlPfoKuri4olUp8//vfx9e//nX84Ac/4ObqMK8/+7M/g0ajwZtvvomnn36aV9VutxvFYpFTrjOZDGMRqZBJJpO4desWpqenMTAwgPv37zP57Etf+hKuXLmC999/n823hPxcXV1FuVxmWglJnyg9niZ4ZLB96623YLPZ4PP5cPXqVchkMlitVmxsbODUqVMwGo3Y3d1lugjJnCgMj6SkhI09f/483n77bbhcLkxMTODKlStYWVlBKpViEh4FQr344otcoFGIpFwuZ2kPFapKpRLT09PY3t6G3W5HJpPBM888wxJZmUyGy5cvQ6/XY2RkBJcuXUJXVxe6urpgsViQTCZZ6kO5HDqdDkqlEh0dHSwx6+rqwtbWFu7cuYOvf/3rXPRqNBrE43Ho9Xo271NYKE3+AfDPMj09zQb7d955B263m8kvh3n19vYysYgm99lsFv39/djf30cikYDX62UaFPkGCU99+fJlWCwWvPDCC/zn/OAHP0B3dzdcLhcWFha4WVxfX2e6D4EwaJtNU11C8M7MzKDZbOL48eOwWq04efIkarUa3n33Xbz00kvc+HR1dbFsJpFIoFQqwWw2QywW4969e1AqlTh+/Dgb9dfX19HR0YFqtYqdnR2Mj4+jWCxifHwcYrEYr732GgfMOhwODA4OYnFxER6PBx0dHbDZbACAsbExbuCJZDQ8PAyv14tTp07h8uXLLHmi4FGCuJBk1mQy8XOYSCSYIpRMJqFQKHjDsrOzg2eeeYblLrSBValU6OzsxPr6OktyHQ4HrFYr3njjDfT09GB4eBijo6Pwer1MOSQ5dn9/PzY3N1Gr1TA+Ps7vqcO8aPhWKpU4eZvep8ViEZ/61Kc4fLBQKODb3/42yzRlMhm+973vQafT4eWXX8b169fh8XjQ39/PaoU333zzEfiAVCpFKBTCwsICbDYbXC4X6vU6b1hLpRJCoRBeeuklzM7Osl9kaGgIN27cgEKhwLFjxyAUCnHy5EmoVCoEg0F4PB4e+mYyGd6iUxByKpXC448/jkwmwzCOc+fO4Uc/+hHOnDmDvb09/Omf/ilMJhPT7Aj1TZLlSqUChUIBrVYLhUKBtbU1qNVqzmAj6T8NCH7jN36DG1/yKf3dv/t3sb6+zqbth5H5lG7+hS98gSXSMpkM9+/fZ2w+wSOmp6fx+OOP43vf+x5u3brFyHK328318eTkJNrb29kLSQG+dNY8/fTTLNEdHx/HmTNnHqH2/f+7BAcfYzydz+ehVqvxB3/wB4hGo+jq6oJcLscvfvELhEIh/P2///cxPj6OfD7PHg1KGv+f//N/4nd/93cxNDSEpaUl6HQ6bG5u4vXXX8fu7i5rbk+ePImRkRFIpVKEw2GkUil0dHSgt7eXD9G2tjYmQNBLgXwJ9NIKh8Po6enhl4RYLObmyOl04uDggE3dxA4m5z1pT6mopRUqJa/+43/8j/Gd73wHOzs7eOGFF7C4uIhSqYSLFy/ymuvSpUv8oPT29sJisWB2dhbZbBZ6vR5Op5MPPLFYjE9/+tO4evUqjEYjDg4O0NfXh8uXLzPK9MiRI1Aqlbh37x52d3chlUpZY7i1tcUhMNVqFXa7HYFAACaTCYuLixgeHmZd6ubmJs6fP88P+KlTp5DP56HVapk97fP5OM2ZDFgbGxvY3d3lpFepVMrUCZPJxJNTkhv8f3HR/fdXf/VXUCgUeOONNzi854UXXoDH42HKQzQaRfajQJ7V1VV4vV6epOn1ejz77LOYmJhgdKrP58P3v/991oV/5Stfwfj4OK5fv84ZECRdEgqFcDgcSKfTnK5Lad40WXa5XMjn8wgEAlwgE6qZUKCrq6ts2qeVqlKpZM9FKBRCqVRizebf+Tt/Bx6PB6VSCU8++SR+7/d+D1/5yldYo1wul7G1tcXSRIvFgqWlJc78oNX/wsIC9Ho96zUHBgZw4sQJLC0tcQ7D9vY2YrEYBAIBv1hGR0fhdrtZTkdI4EqlgmAwyFtOg8HARUImk2E4xJe//GWUSiVsbm5iYWEBJ0+ehM/n40wH8mc9LGGMRqNMfjs4OMDc3ByefPJJvPnmm3jssccgEokQCoXw/e9////z++/he/DrX/86kskkTpw4wbLDbDYLr9eLI0eOsNyyv78fsVgMP/7xj+H3+5m2NDk5iZ6eHhgMBty4cYOlkbVaDVKplMk1Op0Ozz33HN59911IpVJ0d3dDq9VygVGtVjE8PMzUpMceewxvvfUWHn/8cWxtbcHv98NoNOLYsWP4zne+g6mpKcbCdnZ2Qi6XQ6PRYGNjAwB4C+Hz+dhMvbOzw0nicrkcCwsLmJ2dxfHjxzkjhDT6x44dYy9IOp1mA7Lf70drayun8tLZRUZNh8MBu92Ot99+GzabDWazGcvLy7zlstvtiMfj2N3dhUAggMViYRmNVqvl521paQkikYhxw3K5nLNe1tbW0NPTA6PRiHv37vEzQNx8IshR+FU8HufBA/2uJAfa2dlhrfPNmzfxox/96FDvvyNHjuA3f/M3oVAosLW1BYPBgJ///Ofo6upi/xNtEAYHBzE7O4t3332XOfyEwN3Z2WGv4/z8PPvdLBYLLl68iL6+Pty/fx+PP/44oy6pKaCJvtfrhUAgwKlTp7C9vQ2DwYCVlRU88cQTmJmZQXd3N+7fv89T0LGxMeTzeZw8eRLLy8solUqsoadilOg6arWaw0PJI5VOpxGLxRhWQOhcokb6fD6YTCZGtj8cojswMMAScIPBwMjt0dFRbG5usofvzJkzjLuVy+W4dOkSD1Joc3Tv3j0Ui0UYDAaYzWaWrmk0GiYPhcNhPPfccxw2aDabce3aNTz77LO4f/8+F6EEXaCzjvDM1WqVPXK1Wo09mNQY1+t1xGIxvPjii/jCF75waO/gL33pS7w5HR8fR3d3N/tvSGpNjQBR3d5//32mjA4ODuLUqVO4fv06/s2/+Tfsz6jX62hvb4fFYsHJkycxNjbGUJ9oNIpSqYQjR45Ar9c/UnjX63XcuXMHL7744iNNpFAoxLVr1zAxMYG1tTVIpVJ0dHRAo9FgdnYW29vbHFbc09PDkt6uri4cHByw57dSqeCJJ57AwsICZ1ek02l0d3fj8ccfx3//7/8dZ8+exdzcHF566SUsLCwgm81ieXkZxWIRx48fh0wm4++PAlenpqZgsViwubmJa9euwWg0wmQyobu7G1arFX/wB3/AeVnVapXzh8rlMktCCQJB2R61Wg3xeBxarZZlpVevXsWpU6eYjLi+vg7NR+GvUqkU586dw507d7C+vs52CKlUyrUxNTDkYVWpVBgaGkIikcDq6ipaWlrwn//zf/5Y998najZefPFFPP/883jllVd4pdpsNjmTgFas9ENRUUqpsTKZDP39/WzcvXz5MvL5PAYHB2EymXBwcACDwcCHxPb2NiYnJ5HP57GxsQGZTMYv4mq1yjKnlpYWnsK2trZiaWmJCS8OhwOvvfYaLBYL3G43o2hTqRRnCBAWTSQSIZvNAgB/idVqlSUHlLFAhzkF7uzv7zMNqbe3lzXstH4jXB9Nzf1+P86cOcMGyPX1dVSrVdYEX7t2DW63G7u7uzhy5AjW1tYY80cekI6ODrS3tzOOTKVSMaXj/v37mJiYQFtbG6fh/tmf/RkH2imVSszPzzNHmqaPRE3Y2NhgX83+/j4GBwcRDAZhNpuxtLSEarWKkydPIp/P4zd+4zcO9aA7f/48F7c+nw9DQ0Ms7ZHL5ZBKpUin02yq7erqglQqRSwWY/pHOByG2WzGlStXcPHiRXR0dGB+fp5XhV/+8pexsrKC06dPQyQS4d1334VAIODUbKKidXZ2YnJykqWCZ86cwY9+9CNYLBY4nU7Mz8/jxIkTcLvduHv3LjY3N2G32znBnjjVlAND4ZHNZhOJRILN6nq9Hh6PB319fRgfH8cbb7yB/f19+P1+/Kt/9a/w9ttvM6ygUChw2nmj0UBPTw+0Wi3S6TTLLShnhiR077zzDpxOJ9555x184QtfgN/vRygUglwux/Hjx7G0tITu7m5GUsZiMX45EGKXAuOKxSJnwWi1WszNzfGAgKhUFosF6XQaS0tLvE0k3LRIJEKpVEJLSwvLBJxOJyNzNzc3+bmemZk59GbjRz/6Ef7kT/4E//W//lf8yZ/8CQYHB1nmRWcfZUUA/zuoyWg08vZyaGgIb775JnK5HMbHx6HX67G0tIRyuYyjR4/yC+KDDz5AKBRirXK1WkU0GsXOzg6/3F0uFyQSCdxuN1ZXV9HV1QWRSIS1tTX09vZic3PzEQ9WOp1GW1sbzGYz+vv7eUu2sbGB+fl5OJ1OHD16FF6vF9FoFM1mE/39/ejp6cGVK1cwODjIga7lcpk9da+++ira2tqgVCrh9/vx2GOPYWxsDJVKBdFolD0mhCU3mUxsQjx+/DjeffddmEwmJJNJfO5zn8N3vvMdHh61tLTAbDazkTyTySAajTKZbm9vD0ePHuX7YHZ2FiKRCCdPnmQNOW2ljUYjBAIBJ6OT6XZ7e5uHCzs7O8zZj0ajnBBNJJxKpYLHHnsMOzs7+K3f+q1Dvf9efPFFjIyMwOFwsFlzb28PsVgMwANUN6U312o13rS5XC6WRQoEAly5cgU6nQ6nTp3ibQOdIT6fD5lMBk888QT8fj92dnYwMDDAgzICN1BTSObgarUKt9uN//bf/hv+r//r/8Lrr7/OHjdCnjqdToTDYVgsFsbT0oYgnU4jHA7D5XLhmWee4bRkn88HnU7Hkqjh4WF8//vf5+Eg+dV6e3tx4sQJzlehfCgycANgbyOdYfQsPv7447yp+8UvfgGXy4UjR46g2Wzi7t27DPzw+/28ySaKJUFqyN8ZjUYZQtLT08NT+Z/85CcYGRnhd1NnZyd79mjjQY2XXq/ns5XQqCSB9fl8aDabeOWVVzA9PY3vfve7h/YOfu2113D9+nUsLS3hi1/8Ivx+P9MIo9EoQqEQB95aLBYGCNCgLhgMwul04ubNm3A6nWwwX1hYgN/v5zOLZI2tra1wuVwQCATY3t5mKmg8Hkc4HMbg4CDK5TLu3buHqakp/M3f/A1+4zd+A+VyGaurq4yErdVqjNA9e/YsPB4Pw43IN6jX66FQKFhl02g0YDabsbW1haeffhrf+973oFKpMDo6yoQoUkwoFAr4/X5otVrekFJ+HMnuKQwzm80im83C7XY/kiN3/vx5rksODg5w9OhRVKtVdHV1oVwuM7iB6laq73w+H9Mc/X4/LBYLxsbGWAXT3t6Ozc1NnDhxAm+88Qai0Si+8pWvsGyafpZAIICtrS1+pqg18Pl8sNvtvEWloT+FD3/ta1/7P99s/Oqv/iqndT/xxBMIBoPo6upCJBKB3W5n4oPP52NKRrVahcvlYpY7OetpMkPprpOTk9je3kY4HMZnP/tZ/NVf/RVOnz7NDxYh16xWK+7du4doNIoTJ05w0Xnx4kXcuXMHTz31FEKhEG7fvg29Xs8BUXq9HrFYDFqtlmlO7e3tWFtbQyKRwPDwMMbHxzncxWQyIRwOIxQKodlsYmpqCpFIBK+++iouXLiAUqmEp556iidqN2/exNGjR9nTQtQGg8EAuVyOtbU1HBwcIB6P8+qxtbWV8xMorIuKZuAB6WtnZwflcplTSXt6ejjohvJHcrkcYrEYbDYbm0rHx8dx/Phx/K//9b9QqVTw1FNPodFocBF09epVHBwcYGRkBM1mkwtHMutSE0mdNWUheL1eXLhwAc1mEz6fD//23/7bQzvovvGNb0ClUuHdd9/l5NTV1VXWvF+/fh3NZhMjIyPQaDQoFAqMNibSjFAo5AlFoVBgDrvdbkez2cQPf/hDnmoRe50m/rRCp6ToaDTKWvy2tjZ88MEHOHnyJAwGAye+kwlSJBJxOA6RvEh2Q+GWJpMJp0+fZn8MrfMtFguazSY6Ojrg8/nYR0PoWvI7UE4ASfQqlQqvhkUiESYnJ5kcR/pm0p4WCgVEo1G4XC6Wo6VSKezt7fE0myQwAwMDsFqt7EPyeDxIJBK4ePEiNjY2MDAwgHg8DqFQiImJCfy7f/fvODTs7t27rH3v6upCOBzG+Pg4rl27Br1eD5vNxpLIpaUlbuokEglL/siYWygUcOnSpUMt9r74xS9iaGiIJaMUsNRsNnmgIJPJYDQaWR60tLTEaOKBgQE+d86dO4f33nuPC/adnR0sLy/jn/7Tf4pCoYDvf//7TEMSCAQ4ffo0Wlpa+EwslUpQq9Xo7u5GIpFANBrlM5UofqdOncK9e/fQ09PDSOTBwUEOt2ptbcXKygoajQa0Wi1SqRRTZXK5HFKpFMbHx/HOO+9genqacxxo6kWbVNoqUh4GYWE1Gg03nxQuWavVOMtHJpNhaGgIQqEQe3t7OHHiBF577TX89V//Nb761a+yQZM+03g8jpWVFU7zpownAmNQOJVcLkdHRwe0Wi1isRjjNrPZLI4cOcIDsZWVFZ6WEpaavBibm5u8fScYQ1dXF6rVKkwmE+7fv4//+B//46Hef7/yK7+CbDYLo9GISqWCqakp7O7uQqvVoq2tjck4bW1tSCaTUKvVEIlEmJ+fx9jYGFQqFZRKJba3t3HkyBEIBALcuXOHMaFerxdWqxV2ux16vZ4HCERaam1txerqKm+erl+/jvHxcd6cvvTSS1hfX4fH4+GcjEKhgOPHj+OHP/whBgYGWHJ48+ZNHmSlUim0t7dz5lOpVOIBEXlx+vr68Itf/AIjIyNYW1vjgSCF9x07dgzBYBDJZJJTvTc3Nxk0Q2Z0onhpNBp+j1FI2s2bN9mEbLfb4ff7oVarWe4ZDAYxPDzMvwN51iQSCadPE8mRMmOUSiXGx8exvLzMfksCzADg+21nZ4chGna7HeVyGXa7HW1tbbh06RKHwdE9OjAwAIVCgZdffvnQ3sG//du/zQPjdDoNu90OtVoNt9uNXC7H5n6DwQCxWMxByi0tLchms7xJpLOgp6cHHo8HN27cgN1uh81mw+XLl3Hu3DlIJBJsbW2htbWVvXzkBaawUNqYzs7O4tixY4hGo1CpVFhbW0M4HMYTTzzBaPmJiQn4fD7s7u5CrVbD6/Wir6+PNyf9/f08xae4BLVazRlrExMT8Hg8mJiYwO7uLoaGhtgHuri4iEAggN7eXqhUKiwvL3PWhtfrZS8G/fPe3l785Cc/QVtbGy5cuIBcLgebzYYf/OAHePnll9HS0oJoNMqSwTfeeINjD6RSKYc105BbIpFgeHgYIpEI3/rWt5hY12g08PTTTyObzeLGjRtob2+H1WrlbDgicun1ety+fRtWq5WVG+TlJRpfsVjEzMwM+vv7ebj64x//GH/xF3/xf77Z+O3f/m3u3Do7O/HHf/zHmJqagk6nQzqd5pC01tZW5iPTVKK/v5+RtOl0mgOtbt68CZfLhVKpxNka5BOg4kOtVnNYCnkRarUa69xLpRJeeeUVHD16FG63G5ubm4y3jcViUKvV2N7exsWLFzE3N4eTJ09yOqLJZGLa1NraGtrb23Hy5EmeqqysrECtVnPqLNFgOjo6+GcirjfJmhQKBaMeCf9IGutwOIxischTlVwuh+3tbWi1Wrz++uv42te+hjfeeIMDCicnJ9lTsrOzg/39fUYREm/f5XJha2sLHo8HzzzzDBOoKP3VZDJx7sf4+Di2trY4e0GlUkEkEmFmZoYxv62trXjssccgkUiwt7cHr9eLTCYDjUYDu92Ozc1N7O3toaenB//sn/2zQzvo/sN/+A+w2Ww4ODhAKpVi4yGFmdF3sb+/zyY/k8kEhULByav0nedyOSgUCp7symQyBINBjI6OMnKxVCqxrpgyN4h+QQm6lH9BL97z58/j8uXLOH36NP/vA4EAvvCFL6BSqSAcDqOzs5OLw1gsxqFRlI0Si8Wwvb3Na+jOzk4+SEgqodVqmZJBZnYK7ZudnWWZjdPpxPb2NjY2NqDX6yGVSpn+Eo/HIZVKIZVK2QA7OTmJ1157DQqFAi+88AKCwSBu3rzJye2UxyKRSLC0tMRZGrlcjic1VJgQ9Yd8U263GzabDXK5HH/0R3/EPiSLxcJhgw6Hg58fu93OacfUSFMzeevWLfT39x9Ks/vwPfj1r3+dpZY3b95Eb28vkskkJwnTGUFbiGw2y58ZFfBEY1lbW8PLL7+M2dlZqFQqfOlLX8LPfvYzLuiI0EN8+Wq1ymAKKnAODg7Y1NjV1YX19XUMDg7iBz/4AZ544gmmNl2/fh0LCwv49Kc/zQMOsViMvr4+tLW1IZVKoa2tDZVKBbOzs0wQk8vlPGUrFotwOBxsoi4UCpiZmcHo6CgPVIgWRVhinU6HbDaLVCoFo9EIq9UKvV7PdKKZmRmIRCLo9Xq8/vrrTIByOp0AwB4t8gfpdDpO6W1vb0e1WmWKkEQiwYULF7ihmJmZYXkB+TQUCgXGxsbwN3/zNyw1KBaLcLvd8Hq9nLtAgwKpVMoNn0ajwbVr1/DUU0+h2WzijTfewF//9V8f6v339ttvo1qtYmtrC4ODg3jrrbeQzWZZ0kNEGb/fj3A4DK1Wy34cq9WKUqmEn/70p5DJZDh58iRvqfb397GysoKpqSmsra2hXC6zpOTYsWPY3Nxk2SdNNj0eD4f3lctltLW14cMPP0Q2m4XT6cSv//qv44033mAAxJEjR3D9+nVufA0GA292aVtPjZJKpcLc3Bzef/99zuqhZ8Fms3FOTCAQwObmJo4ePYr+/n5IJBJcvnyZpW99fX2cQdXe3o50Og2xWIxGo4HLly9jZGQEzz//PP7H//gf7PE8efIkdnZ2cO7cOaysrPDgikJ0zWYzAwYymQzTlIjOWSwW4fF4uMDs6urC3t4e5ubmWAnR0dGBSqXCQ0fK4qDvi8zQSqUStVqNQ16j0Simp6fh9XqZxriwsHBo72CCXiwuLuLJJ5+E1+tFJBJhKlxXVxdaWloQDAZxcHDAn12pVMLe3h4ymQyOHz+Oe/fu4bnnnuNhb6lUwnPPPcdo/tdee41T4QkapNfr+bNpa2vjdx7JdWl4azKZ8Mwzz2BmZganT5/Gd77zHYyOjsJoNGJubg6lUgmjo6MolUqw2WyMDdfr9QzFIcplKBSC0+mEwWDgJmZqagrb29uQSCSIxWLQ6/Ww2+14//33OWCaJITxeByTk5P8ZzscDszPz8Pn82FkZASBQIDfZxMTE+js7MSNGzfYE5nP5yGTyXi7Sw3s/v4+BAIBarUa13tOpxPRaBT5fB4dHR1sNVhYWIDmoxBdo9HIm3EC/vj9fmxubsJsNmNoaIjv5VKpxJtlkUiEgYEBmEwmfOtb30JrayueeeYZ/OAHP/jYZ+AnajZ+//d/H+vr6/jyl7+MN998E/v7+5iensbOzg6uXLmC3d1d9PX1obu7mwsaMvFQ2JnVasXCwgJz3GldTYZnkjlFo1FGXg4NDXGiZLlcRiKRgEgkQktLC7a2tjA+Po7W1lYEg0GcP38eH3zwAU++JiYmsL6+zjpbsVjM8igqmkliQB0ihbR4vV60tLTg+vXrCIfDcLvdnKtw6tQpyGQy1h4DYHNZMplEZ2cnkskk9vb2YDAYeHJNUhZKSxeJRGzgWV5eRigUwlNPPcUSsvn5eU6OpIPS5XJxYa3X65m/T/QKKsTb29v5QSBcG2nrvV4vms0mU39GR0cRDoc55IbQvUKhkJObH3vsMczMzLC06t1338UPf/jDQzvo/sW/+BcQCARMoUqlUhgbG+OCnoq2vr4+Xlcmk0nYbDZYrVasrq7CZDJhYWEBVqsVQqGQQ5n0ev0jGEXKNyCcMGVAEFrRZDKxdnlubo4LEjLH6vV6WK1W/PznPwcAlnhRrketVmODl0gkQiwW4y2HQCBgsg95PYh4RMnMQ0NDkEgkeOeddxjzNz4+jkgkwpsOakz29vZ4eiaVSjmYLx6PQ61WY3l5GePj43C73ewlGhwc5Bf5yZMnsbi4iLa2NggEArz77rtobW3F888/j2KxiEuXLkHzUdCfSqXC5uYmXC4Xm72bzSZEIhFLb6RSKaxWK65fv46TJ0+it7cXN27cYA03TaLJ3En6/Hv37kEmk+HixYtIJBJYWFg4FAnBw/fgv/7X/xpHjhzBBx98wM2fx+PBmTNnoFAosL29jfn5eZTLZUZbr62toVgs4uLFi1haWuLGIxqNore3FwcHB9Dr9fz8DQwMoLu7G1tbWzxd9fl8kEgkTM6j3A6SQS4sLDxCCmk2m/j5z3+Or33ta1AqlXjttddgtVo5JdxisWB+fp4/c7PZzEmxVqsVg4ODuHXrFsrlMh5//HEuKiqVCmw2G8LhMDo6OuDxePDYY4/B5/NxYKDJZOINCJF0stksox4Jo5zP53lSePHiRbz77rtQqVSIRqOcCxIOh3H+/HkeeHR0dLBxVKlU8oaF5KmUL5JMJrlBPjg4wOuvv870HJlMhtXVVX72K5UKE/gKhQLn05Ccikzw29vbbLykovx3f/d3D/X++/3f/31OaJ6fn+etVltbGxuJ6d1AjS+hbE0mEwqFAvx+Pz//m5ub6OrqYhIeJdoXi0WUy2WcPHkSN27c4KC9RqMBnU7Hvj6TyYRTp04hGo1yKFgwGMSLL76ImZkZSKVSmM1m3Lhxg4EkVqsVMzMzLGEmSV29XucmklLI6XcjMAINMovFInQ6Hfr6+jA/P494PM7bXsoOOn78OIfyKZVK5HI5RoUODw/DYDDg/fffx+joKGq1GhthZTIZFhcXGTGbTCbxqU99Cu+99x7K5TIKhQKEQiHMZjP7Q+iM3d/fx+7uLr8rzWYzb8Ha2tpgt9sRCoUwPDyMUCjE2SdEiCRPjFwuZ2S13+9nidq9e/fQ39+PWq2GSqUCg8GAf/kv/+WhvYP/4A/+AAcHB5DL5ZzcTX7XlpYWRnbTgI+StVtaWvDCCy9gbm4OLS0tjFb+3Oc+B5PJhD/8wz/E5z//edy/f5+b/Uajwah4qVTKnkcaqHV3dzMqWK1WQ6/X4/vf/z4bu5VKJVQqFUqlEr73ve/hn//zf87NYWdnJ3Q6HSqVCvx+PxQKBef2tLW1IRqNwmw287D6ypUrEIvFOHbsGC5duoSxsTGm8XV1dUEgEHCexvr6OoRCIftEOzo6kM1mMTc3xwOPubk5biKIVtXb24uzZ88yElggECAajXLB/+STT3JNvb+/zxALku+Wy2VWxZw5c4YzYwgOQhAMs9nMahjaAtPml3xZhUIB9XodarUaWq0WkUgEqVQK9+7dw/DwMFOoXC7Xxx44fyIa1c9+9jP86q/+KhYWFiCRSFgeZbPZ8OSTT/I0K5PJcPAZBdrI5XI89thjfBB0dnbi/Pnz+M53voOXX36ZpQjr6+vw+/04evQov3AUCgVrfulFSmmNYrEYiUQCIyMjGBwcZI2uTqfjZNVoNIrBwUFsbGygWCyy1o1urEQiwQ8AhbZRIJbdbsdnPvMZ/OIXv0B7ezsUCgWef/55+Hw+xl7SZwA8yCIhDatUKoXT6eQXbD6f5/A9yiqhsKmdnR289NJL8Hg8KJfLGBkZYe8HTZIJ8UabDpvNxlKYQqEAt9sNkUjE+lNamRcKBVy/fh19fX2IRCJsSE0mk5icnITZbMbq6iqnSVOAXTwex9zcHGw2G6NWKUyPwnUO81Kr1dBoNFhdXcX9+/eh1+tx8+ZNpvS0t7djYmICarWa09pbWlo4F4WQtWRg1mg0bMxVqVR4+umn4ff7WedMpjJKue3s7OQJC8k3yFRJjSARVShlul6v82Sw0WiwPM1kMjEpK5/Pw2QywWKxYGVlBdmPgrDOnz/PBs56vY7u7m5Eo1GkUimEQiGmX/z0pz/lNT/9XqVSiQkttE6dm5uDQCBAd3c3bty4wS+whxukTCaDixcv4pvf/CYGBweh1+vxox/9iF8mbrcbTz/9NCKRCCevnzlzhjd54XAY2WwWlUqFA+/K5TL8fj+AB4GXxKdva2tDIBBgoxvwQEpgs9ngcDgY7ef3+zE/P4/jx49zdg0hZQ/7stls2NzcRG9vL8vZvF4vLl26hPb2dohEIrhcLpbGEcCBJv8EGIhGowgEAtDr9cjn88hms9xUabVaDnVMpVKIx+Ms86jVajxoAcDTZqLA0M8WjUbxj/7RP8LCwgJnlZD5vlqtolarYXJyEjqdDrFYjCV3brcb4XAYb7/9NucV5XI5FAoF9PX1MWL8ySefxPb2NnQ6HRwOB/x+Pzo6OuBwOHij12w2GcPc3d2N48ePo1QqIZvNsu6dsoteeeUVyGQyVCoVtLW1ob+/Hzs7O5iYmMDGxgZPRVUqFQ9fKDGbNuuJRIJfkrSZvnr1Ktrb23H69GmGFAwMDPB5PzY2hrW1NUSjUfT19aG/vx9msxnRaJQb9o2NDYjFYkxMTHADfePGDZhMpkO//4RCITo7O1Eul5HNZhEMBh/B8FLgLAX9hUIhljaHw2GIRCKYTCYUi0Xs7e1Bp9PBZrMhlUqxB3N0dBR6vR5vvfUWVlZWoNVqWdsOgFOLaWuVSCTw+uuvo1AowGq14uLFi/jggw84LI8C0ur1Omw2G2+4AoEApqamIJfL2fhN92AoFILNZoNWq2WfFm3FlpaWmJhIvpHx8XH+bmhb+s4770Cr1XJD5vV6eYhBCeREm0wkEujq6sK9e/fw0ksv4datWzAYDOju7sb6+jp+9rOfsQTS4/HwNvvMmTPY3NzE+++/j3q9zhp/QuXOzs7i4sWLmJmZwe/93u8xmp+aI0JJHz9+HDs7O6yWyGQyaDab/P1QICbVGTabDevr64zJP6wrk8nA5XJheHgYsVgMa2trXIuNj4+zAiMSiXDidVtbG+7fv49vf/vbeOyxx+DxeNBoNHDs2DEEAgHs7OwAAGeI7O3t4e7du/zZVyoVHD16FGKxGJFIhP/s9fV1tLS0YHp6GgqFAj6fD4ODg+jq6kK9Xud7qFarcSI5FcSFQoFTvKlJoLO12Wxy6jiR3I4dO4b19XUkk0mcOnWK85H6+/vRaDRQrVZx/vx5/PjHP4ZKpWKJKp1vtJ3OZrPsPfb7/RgbG2OUcKVSYVKUQCDAvXv30NHRgeHhYaysrDyC7G9ra0Mul+NMILFYDJ1Oh1KpxEF7fr8fTz31FKLRKDf6RBW8cuUKpqen8dZbb/Hgv729HaVSiTOGWltbuckgHPCRI0fQ3d2Nrq4uXLt2jUNRP871iZqNl19+GTdv3kRbWxtGR0c51I6SXbe3t6HX66HX67kAzOVyOHHiBCKRCD788EMMDw/D4XDgmWee4WAev9/PD6rNZkM+n4fBYIDb7YZQKOSimzCHLS0tnGRNpjIyDU9OTrIed2lpCVqtFlKplAOxOjo6MDg4iIWFBchkMjZ0CoVC1Go19PT08AaAZFi5XA6/8iu/gkajgTfeeIOpVpVKhVdWg4ODWF9f52R1ukhOQRPFaDQKhUKBwcFBlkPQz3n//n14vV489thjiMViMJvNmJiYwI0bN3BwcIDu7m4EAoFHEtDFYjFaWlogFAoRj8cZ53vy5Em89tprzEL+/Oc/z+u5QCAAq9UKl8vFh5tIJML09DSv2UiTTmZ6ehE4nU7odDrs7u4yi/qwrng8zpOgRCIB4EFXTz6UgYEBqNVqLC4uIpPJ4MSJE1AqlRzWqNFouECntT1RdwqFAlZXV9Ha2sqT/3q9jnv37qG9vZ2b02q1ivX1dbhcLjZ/tbS0YHt7mzcgY2NjePvtt5kotr+/D5vNxoQRkmQAQL1e5+kP+UFI+uLxeNDS0sKHw4ULFzA1NYWrV69ibm4OY2NjyGQyeOyxxxiJWKlUMD4+zv4KMgjTJI9CfegZrVarOHPmDP79v//3mJ6eRjab5d+FCjqSq9BEkYoGKvKIWNFsNtHT0wMAaDabCAaDWF9fx9DQEMrlMsbGxjgtm3Tjw8PDTAaiMCvKRCE+fmdnJ2eNkDZXKpUik8kc6v0HPCCTEcKVJsi04Wo2m5DL5UgmkxCLxZDJZPD5fGg0Gjh//jwjDYnM99xzz2F5eRlDQ0O4dOkSXnrpJRgMBiwuLnJR0dbWhuHh4UcoNyRDdTqdjKXe2NiAXC5nKcne3h7W19cxPDyMjY0NBikQnYcKHsrJoG2bTCbjJpRyBVZWVvDLv/zL8Pl88Pl8mJ6e5q2Y5qOgTyK27e7uwul0wu1286SaPGaFQgFdXV0QCoWMNlcqlazLp0LRarXywKdSqSCTyfBmcHNzk/12JElZXV1lZCRNjKmhpwk4nbWJRAL5fB5jY2OIRqOIx+Pw+/2QyWSYnZ2F0+lEIpGA3+9nH4FUKoVAIMDKygp6enowMzODF154AXt7e4d+/y0sLCAWi2FiYgLJZJI9gdFoFJ/97GexsrKCO3fuIJlM8vai2WzCYDCgUqng7t27DCuw2+3Y3d3F2bNnOWuEGmjC1/f19cHlcrEfhwLmCN+ZSqVQKpXwqU99Cjs7O1woUuHSaDTgcrlgNpuxsbHB5CIaqFBhRkMfapjpPd/d3c33GgU7ptNp9Pf3cwZQS0sLby0oK4NM13QmNxoNJmYGAgH2spBUhBLABwcH8eqrr2JychLXrl1DIBBgT6rRaITP5+Ot3e3bt+Hz+eB0Opk+19rairNnz3JWDXlZn3vuObz++uv8Lmg2m0znLBQK8Hq9WF9fZzwubWiuX7/OQwgyyNNnOTQ0hD/8wz881PuP5NvXr19nQtn+/j7y+Tx++tOfwmw2o62tDRaLBSqVCl6vl3PP6N0hlUoxMDAAv98Pm80Gv9+PyclJrK+vc57ZV7/6VWxsbLCSZW1tjYNdNRoNDAYD8vk8b/IWFhbgdrthMBhw7949lg1tbW2xR4zkUQKBAO3t7TAajfD7/ZBIJDwgNJvNrJ6g5ufatWsYHBxkyEAkEsHg4CD743p7ezE3N4f33nsPoVAIY2NjWFhY4BgDQuG2t7ejUChge3sbarWaPR+lUgm3b9/muoOGaJFIBF1dXTh9+jQ/v16vl8EgFKgXiUT4cyKz+ZEjR3hYVKlUmEzncDgQCATYIzwyMsIJ47ThEIvF/LwrlUoMDg6yFC4Wi0GhUKBcLuP48ePY39/HH//xH3+se+cTJYiXy2WMjo5yx5PL5ZhWYbPZMDQ0BJ1Ox2Y1MqymUikmWOzv72NoaIgzHPr7+7kQJ+KSUqnE4uIibt++zYg8MkK3trbCarUylYSm1ZSS6PV6cf/+fU5DpWKb5Fm0QrfZbBAIBGz0JS2mWq2GyWSC1+uFSqXiKZzH4+FpKulKqUsVCoUIBAKo1Wps5i0WiwiFQmwOIk3j8PAw2traGKPo8XhYT5xKpXDu3Dl+sKRSKRYXF2GxWNDZ2ck3Fa0HK5UKF9skkQgEAvB6vZifn+cpXVdXF7xeL09aw+EwGy739/cxMzODXC4Hr9eLK1euIBwOcyNHWt/R0VFGUQYCAbS0tBz6ZFkoFKKtrQ3d3d0QiUTY3d3ln4NebKurq8hkMujt7YVAIMDGxgZisRjS6TR2d3fRbDZRrVbR2tqKTCaDa9eu8UaLkt+poCTuNMkNBAIBG/ZqtRrK5TIWFxd5y9TV1cWbhMHBQZZnzM/P85SXvBZ0ANKUmTTJhAy9d+8eVCoVm/V7e3sRi8V44k0YQGqSFQoFJzuTybJWq3HgoFAo5BdWuVxGs9lkg+Tu7i7L/miqJhAIWKJXLBYhl8shEokQiUQQCoVQKBQgl8tRq9Vw7do1RCIR2Gw25HI5SCQSLC8vY3t7G8eOHWP60ObmJoLBIHPTKa+GmiqtVovp6Wl0d3fzs0aFp06nY5RwsVjE3bt3eZN6mBchtcPhMJs/xWIx5HI5VCoVT+dpBU25LnK5nA2tcrmcX37NZhO5XA6/9mu/ho2NDXi9XhgMBoyNjbExkczXkUiEwxkB8PlKSbikUVer1SiVStxshsNhBINB/sz9fj8PD44dO8ZnM53VAJj6MjExAZfLhUuXLrG/grJsiCVfLpcxNDTE+uqNjQ1eyZOEjky11LyePn2aC9upqSmIRCJIJBI+16VSKbxeL8LhMAqFAoeT0mSZpJ7RaBSZTAYWi+WRoLWJiQl86lOfgkAgwOzsLN577z1UKhWMjIxAqVSyXMxms2FwcJAzSigTyWw2c1J0V1cXnn32WYyPj/NZTBKRw76cTifW1tbwzjvv4Jd+6Zdw9OhRflfcvXsXq6urLNEkOp1Go4HZbIbD4cDk5CSmp6dZ7uv1evHTn/4UZ86cwZ07d7gI3NjY4Pef1+vlxlEikUAsFnPjqlKpsLW1hbW1Nc7kIa8iQTYSiQQ/4+TVIDkgNYZEs2ptbUVPTw/LYPf29jAwMIB6vY5MJsNZK1evXkUsFmMqEEm8RkZGeChJwbPNZhOZTAZerxdbW1tMp1IqlVzA0ZbozTffhNFoxNGjR2G325HL5TAyMgKtVouNjQ3odDpOk7fZbIw/v3btGmZnZ3mDKxAI2EhLagEiHe3t7UEoFLJ/bXBwEO3t7UwGo8k2+b2cTifTEPv7+9nf0Gw24Xa7D/X+MxgMAB5sIaxWKywWC2dLdXR0MOmOiFHFYhF9fX0YGBhgahoVyeR7JXPz9PQ0HnvsMWQ/CnIkmMjAwAAcDgf7XUnaplAo2MPV29uLRCIBhUKBqakpJJNJNuTTPZNOp5HP53HixAmug6huSKfTWFhYwNraGvuKKbyPGhaDwYAvfOEL0Gq1EAqFTAnb2dlhqZFMJoPT6cRLL72E06dPs8SLtssymYxR+Pl8HqFQiJU4ra2tfAbKZDJ85jOfQWdnJ27dusV+4GPHjvFAnWobkqpWq1Xs7e3hM5/5DMMHaGBXr9dht9t5c0hDLQLVkPeaBlXFYpFJVUtLS9wodnd38wA3GAxyJsfHuT7RZoOmbAMDA3jzzTdZuykSiRiNSghZuVzOnVB7ezvGx8exu7sLj8fDE4lUKsXpzjQBprTah9nnlUoF2WwWIpEI5XIZANgvIRQKOSGbjDK0+hGLxWhra8PExAQODg6Yr0wpx9VqFRqNhg0x5AVpb2/H0aNHWc8GAO+88w4uXryIkydPYn5+HouLi4xOI+010U4SiQTsdjsmJyeRy+UQDAaZlUzyM8p1UKlUOHHiBHfJN27cgEqlQrFYRCaT4Y1NrVbj9SAx3yuVCntCyAy0t7fHBUi9Xsfq6ircbjdzyu12O6/hfvGLX0AikbBp+OEXSr1ex/j4ONLpNKrVKq+u1Wo1LBYLJ8Ee5kXrysXFRW76BAIBy0AoMd5ms/EUiHSRLS0tMBgMTBojnTzJpWhKSHKEUCiEvb09aDQaNBoNxONxlvu43W4oFArkcjk4HA7WFFO4WjweR1tbG///CEVLfh1qZpRKJfL5/CNTPcIKJxIJVCoVaLVayGQy+P1+JnSQfJD+TEI2PmzoIqIMGdBpckMSOZq8ExVoZGSEZSPhcJg/28HBQWZvUzCXRqNBJBJhBDQ1vqTLlkql+OIXv4i3334bXq+Xp9YSiQQzMzN46qmnkEwm+fclchDRTEqlEpv7KfCIaB3RaJQnlb29vbh06dKh3oPJZBLXrl2DxWLB6Ogo0uk09vf34Xa72VRMn1koFOLpf7lc5okqAJZXWa1WNJtNzMzMsPdmeHiY6WcbGxsMJ9jf30ez2YRUKoXdbodGo+EXI5HiFhcXMTU1hRdeeAGXLl1CvV7nVG0i75C0jQYKAwMDjEc+ODjgc/PGjRuYmpqC1+tFMpnEuXPn2BPi8/nQ1dWF27dvQ6lUYmRkBDdu3OAicXFxET09Pfy9Li4usmw1Ho9jb28Pzz33HGvox8bGmApE22JqaKnwpUKSUMhU0JLBmfI3NBoNdDodNjY2OKiUdOTkh5JIJFhdXYXFYuHhGCGoaYtCz3gwGMTMzAxv1Ol+rlarh3rvAYDVakV/fz9mZmZ4wEWfQyAQgNlsZhxys9nkELFsNstwAo1Gw7hmGvxR2Czx9UmGmcvlUKlUIJVK4Xa7OXE9n88/4uGIRCJMmiTjbrPZRCQS4ckvFcsOh4MHheSpAcDvs3w+j0ajwYAMpVKJWCwGh8MBqVTKOT+Uil4ulxGPx5FMJvHGG2+gXC5Dq9Wivb0dYrEY5XKZ/5ze3l5OoSYwCwEcSLbVbDaxvb3NhlyST9NmhzKdTCYTyyAJ5kDT/q2tLVQqFQ5+rFQqmJubwwsvvMCm5mKxCL1ej0ajwUFtlK1BhmQy8BsMBn4/O51O3Lp1CwKBAH19fYd6BhKGn7LETCYT0wxJhkSwADqfqOYjVUWz2WTFCQ2iyVwdCoVw7Ngx3L17lyXj9H4dGhpi2AR5H1tbW3H//n3YbDY0Gg0sLCxgbGwMjUYDJpMJIyMjeOWVVzA+Ps71WDqd5tqTAntpyFev13noRlQ/yjEZGRmBx+NBV1cXXnnlFZw/f54zsSg1vrW1Fbdv32ZUM228G40GxGIxb7pqtRqfO3Nzczh+/DiEQiGWl5dx8uRJzM3NQSqVQiKRQCQSYXR0FNevX+d7j2Rf5Ivzer28USbQB9W3JAnVaDT48MMP0dHRwRTZarWKxx9/nN8x5JdUqVQcYhmLxfg9Rdvh3d1dmM1mzM7Ofux75xNtNgqFAuLxOCe10sFLxRoFROVyOSwsLDBTnR5QpVKJY8eOIRaL4cqVK9ja2kIwGESj0UA0GmUEIxXYDoeDnfC0uiXuttfrZcSs5qN0cqVSycmywIMtyo0bN5BIJHDnzh0MDQ1BJpMhl8sxEpf0yKVSCaVSCWKxmKccAGCxWNjIvb+/z/pR4mST4ZyKObVazQcPPVCEjV1fX2c8XiaTwdTUFJs1I5EIH24TExP85ZPGmabRQqEQOzs78Hq93GBR2JHBYIDD4eAAJ7VajUqlwtx92npQV2+1WvkQkMlkMJlM3FkTNrZWq0Eul8PlcmF6ehoOhwOhUAgej4e/78O6SMNOBToZnEjDXq/X+aAGHvhnaArs9XoxOzsLsVgMm82Gc+fOIRKJoFarse6XJnWkJW82mzg4OIDZbEZPTw9kMhlv2Wg6QRhQkqkkk0kOvdHr9TzxTaVSnFRqMpkQCoXg8/mwtbXFRjiSwGUyGQiFQt6GEV2H7lGfzweZTAabzYbR0VEmfnR2dsLhcEAmk7FRd3JykidotB6m5NSDgwN0dXVheXkZ9XodJpOJJYikY85kMvyMUkNLMiLKw6F7UyAQsE/k/v37EAqFcLvdTCJZXV1Ff38/p/sqFArUajUIBAJ4PB6WaEilUh4AUKbJ5uYmALBnhuh3h30lk0l0dHTAaDSy2ZbAAHQ+UVN2/PhxzhVYXV2F1WplEhn9znt7e3A6nUilUlhdXcX+/j5jhWnLRt4gIpCQdEoikSD7EbO9tbWVp/G08atWq5DJZJy2TM23TqdjNn0qlcLBwQESiQR2dnZ4QERSOrPZDKvViqmpKXR2dnKg1t7eHjweDxenXq8XHo8HmUyGJ2RXrlzB9evXOWsEeID5HBsbYyAD/dxisRhKpZL1wOStogwRoVDI01Ty7IjFYh4O0PCK8g+y2SxPl2UyGUMykskkF+MjIyN8P6+srHDRGg6HmRTXaDT4PJRIJIjH43A4HDxhPeyL0tiJNkOBaJTJk8/nGcJgNBpZ1kcTTmrEnE4nk2eKxSI6Ozt5g0t6eKKcURNHzZ/FYnlE6kEbVLlcjng8zucxDd02NjYYd005LHSGFotFiEQiRuOr1WpMT0/DbrfD5XJBp9Px32k0GrG3t4epqSnYbDa88cYbsFqtLHc+d+4cNyGEF9/Z2eE8IfJEUBNEDRmBUAYHB6HT6SASifDhhx8iFovx704hpfF4HCqVikMFqXYgQqXZbGZzMj3biUSCh1u0LSPJFQUg07lBRarf70elUmHCX71e5++fwhhJCnyYF/mh5HI5tFotB24SiITuQ+DB5qK/vx+7u7sIBAJsiKdBGg1mJRIJDAYDcrkco2ltNhumpqag1WpRq9UYV0zPITWFtK2MRCJM+1MoFBgZGYFIJEI0GoVYLMbAwAC8Xi8A8Eaa/GbUJANgSmS9Xsfs7CxvGQiR6/f7oVKpOKslFosxWIFCKOPxOAKBAEseATDmnt5v5Nttb2/HmTNnYLfbuZYhXxMNo2mIfOTIEfT398NoNMLhcMBisTDhlYZawINBKamOqtUqR0Rks1lMTEzg5s2b+MUvfsHAItpGU4AugSVoICmRSJgEBjwIgKU4CvKdfpzrEzUb7e3tiEajeP/993FwcMDrbVpf7e3tcYdeKBSQzWa5aN3Y2MDm5iaSySQHtJDxmSQ9er0eg4OD6OzsREdHB/L5PNrb23mKT2vWWq2G7EfhIsR0p9UtyS/ohiGWOk3rLRYLF4hKpRJKpRIGg4GTR5vNJsLhMMRiMXK5HMfQt7S0IBKJsARJJpPxQUEdO/GayQRPPwvF1TscDp5AU84D4St7enqYrBWNRjnJW6/Xs3m+WCxygBBtXUqlEmsdicJExQmZy4hgQC/jzc1NppPQZAwAY3XJrFetVhlLSbhLau5o6nyYFz2cFEJIAX703ba0tPC2YG5uDvPz85yETtjeYrGIarWKO3fuQCqVIpfL8UaM8IKBQIAn+3SJxWI4HA4O3iPiDk2b6JCKRCK4ffs2zGYz6z69Xi9cLhf0ej0AcJFMuSfU4FWrVZYpuFwu1Go1xm+azWZuKFQqFetAhUIhrFYrAECv17NHgxp+mtZSYU+a0WKxyDQLIovMzs6iXC5jbW0Nu7u70Ov12N7ehkKhYFMtkVeoODQYDNDr9fzcK5VKTrCuVqswm82MWrVarYhEIoxGLBaL3NjRipvkR8T21uv1PEGkoMydnR0IhUJ+QRzmRZAGAHw2EDGGGnuahlODT7kutK5vNBosZdnZ2cHbb78Np9PJBDOPx4O5uTm+z6vVKr8Yu7q6+LOgoFEKilQoFKxVDwaDkMvlUCqVeP/999HZ2QmLxYLu7m7eIOl0OnR0dMBms0Gj0eDg4IDPcGo6vV4v3G433G430uk0U1MGBgbY6JjNZtFsNhnvaDaboVAoIJPJUC6XeYVP90k2m2XqGEETlpeXAQCBQAACgQA7OzsIhUJoaWnhrJu+vj5uuOiZ2dzc5E2i2+1mk34kEkGxWGTsKxXSFouFBza1Wg2hUIjPf5Lt0HOdSqWYipPL5RAKhXD//n1+Vkul0qHffzSMo5yhcDjMaHa5XM7Drmw2i83NTWQyGd72dHR0QKVSsZ9ncXGRk5iTySRj2Mkcmk6nEY/Hsb6+zmfN7u4uGo0G2tvbeeqeTCb5XU+BZtFoFLu7u5wgfurUqUcQ2+QDpEm4TCaDy+VCpVLhgNVkMslQBJIrZbNZ3ozF43GW1pF/ku677u5uHq5Qs0vp89VqlRszkUjEz87u7i4WFxdZ+lIsFvlszeVyMBgMTL6kLR0hRx0OB1KpFN/jEokERqORn/l6vQ6dToe1tTV4vV60trbC4XCwby4YDCKdTnPjRds6Sjqn3K7t7W14vV7OIiIfwWFda2trvGUhOIVCoWBDe0tLC2QyGYrFItbX1/mMojPcYDDw+5ZqyM7OTuRyOQ44JsomIVppi0n3HjXMlF1F9E3a5tM7jv48rVaLu3fvwu1287bFYrHA5XLB6XTyNpVUB5QRUiqVuHGmc5Ewsa2trajX6xgbG+MhDsmse3t7sbe3B4FAwM8aeR1ILlWtVjE0NMT5QCSZPXfuHEu7hoaGWGYbj8cRCoWYRAWAze0ikYgHxqlUCltbW5DJZAwboQHp/v4+58PR1oUGevv7+4xqpnBrGlgRlZKUGlQHkHro416fqNmgcBRy4lPQB01/SfNLqawajYZ9FslkEuvr60wIoMAQs9kMALzaJo8F4Qfpped0Orm5AACJRIKBgQEA4GAoukmBB4cyrUXNZjPGx8cZS0fEIVqbUaFD8gAAvJEhrfXDvHIqMKiro5uVpikkNXj4JexyuXiyRnQZCkUjqhU9KKSxazabjFQ1Go0IBoM8nSH5WmtrK6+sSWZE/0nhRvV6nbcvNIEixCptWQgHTAUj+UJqtRoz24nGQM3OYWvm6cVvtVrR19fH029KvCUDdCwW43uJiBMul4s3WalUivNT6AUmk8n4vqHPiuSBu7u7AMArXFqZxmIxiMVirK2t8SRVIpHwZ0u4YZIhUGBdsVjkDAySPZDshtC2D0uv6MB+2JDqdrvRbDaxt7fHdDY6VIhulEqlUCwWmcVNLyyhUMgGTAC8hSPaTz6fh0QiwdTUFJRKJXZ3d7G+vg6xWMwGNpvNhr6+PrjdbnR2djIi2Ov18jPf3t7O7H7SVQ8PDzNOr6OjAxaLhTcf9Xqd78mDgwOeLiuVSnR0dKDZbCIej8NkMvHE77AvkuHRhpIa9kqlwlOhRCKBdDrNqci0ZSTEIgXy0TaW5C4dHR1obW1FPB5nGQn98/7+fn7J07m7vb3NBRlNFev1OuRyOWtuq9UqYrEYa9SpsbDZbOjs7GSvGPnWCCBgNpt5qEJFGw2VSC7W2dnJRW8qlUJvby8HtlJaLv3uWq2Wfy6SsVDoayaTYS8ebYiJqkSyMWqG/H4//H4/F7cUdEbTQGr4SAIUi8UQjUYhEAiQTCYRCoUQDodRLpexu7sLqVSKYDDI5zEBJOh3p2KUzoV0Oo319XWsrq7+rWw2lpaW2GRPHkoqtAhDSoU35Qe1tbVBJBIhn89je3sbi4uLCAaD8Pl8LIN87733mHxIU2qJRMJeFvJM5PN5lqLQO1Sv12NkZAQWi4U/U9pSAWD/nFAoZFO+RCJBe3s7Z0CpVCq0t7fzpqrRaHA2RTgchkqlwsLCAsLhMLxeL/R6PY4ePcrm6oGBAR4G7u/vQ6lUso/qYckdbQjJuJ7NZmGxWAAAHo+HGwCSzBFQgH5mSp+v1Wq8FaNzoFKpIBKJwOFwIJFIcHFH27+Ojg7+HCkAGQDLwUmWTRso2uhR40HnP8mCq9UqN+mHdZFxnZo6APzzksqF/LW5XI4VALSdUavVLIFPJpPY2dlBsViEUChEa2srAPDnSoMTAuKQDJ3+t3Qfms1mRogD4HOWimiNRsNbJjobaFtC9Sz5am02G5xOJ6N7SWa3u7vLEKN8Ps+y83w+z8G6NJQg0zzJLVtbW1l6nkwmeUuoUqlYskwDY8JXUyhsS0sLjEYjw0bIl0nDkUQigXq9zgqXQqHAnjrK9RAIBCw7owbq+PHjXF/QAP/g4AAikQhSqZSJrW1tbVCr1azAUavViMVimJqa4vfXx70+sYyKUi1pwtzd3Y0jR45gcnISg4ODfAATLaRQKEAsFsNisTAS02KxMIVmc3OTb4xqtYpcLseTlOHhYUa3UmdWKBTQbDahUql4ipNOp9Hb28urn2KxyDcIcY5JoxyLxR6RgpEJJhwOs+ndZrOhUqnwVoIKI5fLBQBslqECCwCzlkkSYzKZUK1Wkf0oEZz++8NptkTXoFUh4R4NBsMj6Mi9vT1+sLVaLTo7O3lq+HAGw8bGBsxmM+tI6ZC1Wq0wGAzo6elBvV5nworJZILVauUHjgoNlUoFrVbL/369XofD4UA8HufGRSQSHfpkmZpNuVwOj8fD4Uz0GdCNL5PJeApssVgYHUjrU6FQyBuoRqPBmFW1Ws1bLZIbEWa4paUFtVqN/71EIsEvW5LtUUotheuQPIRSU8msKRAIeBNDjaNWq+UGIJFIMKZPp9NxEUgraJFIxBPKeDyOWq3GzHea8mm1Wmg0Gj48SIJHHiVqmqk56evrg8Ph4Gm6QCDA0tISstksF4QPP4P7+/vcjJLR9+FGLZfL4eDggJ8nCuByOp2PwCIODg54QkhbTvqs5XL5I5vMTCbD5tTe3t5Dn+oBD16E5A94ONRTKBRysUa0lO7ubigUCt4yksSEtLAkWyK9MaXs0vaQDLUA+DuIRCLIZDIcrCYWi5FKpXg4sL+/j4WFBfYOUUBlvV7nwozC/IAHqFSS4lgsFj4XiVQnl8tZVlMqlVgGs7e3xzKnyclJvjco9A8AS73o+RCLxdyEk2SGpJoWiwWxWAydnZ3cuNO5RIFsyWSSczFoCGO1WrkRoXtOJBLxi5XOUAqi3d7eBvC/s1sEAgHC4TA3itSYt7a2MhEtlUrxC1wgEPAGmFLSD/OiqWY2m+WE9M3NTR5wkUk0n8+zeZ8GWDQAEAofvPbJVEoYWalUyg2hXC6Hw+GASCSC2+1muAQ1n9VqlTNOyCMHgP9Oen+SFLVcLjM9SCAQcMNERCifz4fsR2G1lLtBBDHNR0HBhFhNJpPs36hUKlzIA+DzeGtri5sUu93O+niSQFFaNXk6tra2IBQKGb1KYcL0XtTr9Ugmk4jFYpxVRJjlaDSK/f199mKStLpUKnHSOZGHKBCUdPWEGu3o6OAmjWiFNCyg84a2gOFwmLdR1Jwd1tXb24tyucxFa6FQwM7ODux2O28DkskkvwcAsBmaBmgikQgejwehUAidnZ3w+Xzo6OhAIpFgmAkV5QR9oKaOBqskebdarSwppoBAeoeR/I2AD0tLSxCLxejp6eG/g4p12gKTzImaJgLR0KCLBrYkB7158yYPhdVq9SNZReSX0uv1/CyQdNVgMGB/fx8KhYIz1CQSCTweD7a3t3mLReZxSp0nKSOhpGngQjh1nU6Hnp4eTpmPRCLw+Xy8Ldvd3eX8IPq96GcjewBBTyjBfHJykrfniUQCiUQCRqORh84f9/pEzQYVBzqdDuPj42wkoVUaHc5kKiODbWtrK7q6uvgHpAesVCohnU5zw1AsFvnBok5sf38f4XCYUatqtZq/1Gg0yrpLuomJ0EJ6SvJokL+A1nBqtZq7SHrJl8tltLe3c4NDhi2i/ZDZplwu801fr9eRy+Wg0WiwtbWFRCLBunxaOxOhx2AwcPdM01zKfIjFYpz4TRpc8oRQk0a/H0nT6vU6k2io4yyVSrDb7TwJ39/f56krmaAIVQo8QJTSd0YmXipuadrysNSCvhvSzh/mRQVoOBzGzMwMa8fJa5LJZNBoNB6RuVABCzzYjBAtzGg0Mi7RbrezF4TMa5SDQPdpLpdjfwu9lOlgdTqdvGGgAo2mO2TKpwebNoEkg6KCkLSaAJjtrVarWe9L9wXliRBm+eEpDf3sZCqjED4yIIZCIS7GCoUCPB4PT4jovqANZTwexwcffPDIZIX0oeFwmBnkhJukUE5KKU8kEvD5fJw3QdMdmmKFw2FsbGxgZ2eHpTm0Ws9kMkxZs9lsPPGipPjV1VXOGTnsSygU8othcXERlUqFG45kMgmJRMK/CxUqVNy53W5uDh+WohAekYpGerZbWlr4/FtcXGQKk0Kh4CJErVbz50P3NPlKSP7Y3t7OZ/T8/Dx2d3d5EES5LQKBACqVCgqFgl+wZCgWi8XY3d1lH0WpVEJXVxei0ShCoRDTf3Z2drj4r1QqsFqtHCxJ+G/axtKfT5tZIrMQNY+aWQD8nAoEAuh0OvT29rI+mkAJ2Y9ySh4enFCBm8vl0NLSgtbWVoyOjrLZkfDhLpeLmyWiC+7t7SGbzbKPiILcdDodBgcH0dLS8rfiGTKZTLh3794jzz5lkNDn2draytPIfD4PoVCIRqMBo9GI7u5uOJ1OlrtJpVI4HA4cO3aM3w9OpxNdXV0cbEj3KvkJSMIoFos5lTsejyMSiXDifL1e53RwkUjEhtuHpUt0PhKhjppJOis1Gg3nbFHyu1ar5eEandeEK6X3FxVVAFhWTJJPkUgEnU7HG9XW1lbOGKFE8Hw+D6fTia2tLX4fUrNFA4b9/X3+T0KEm0wm6HQ65HI5HtRRTUNb21KpBLPZzDh1UhEYjUbeFtB/0nlLGQjt7e3IZrNoNBpIpVJsWj7MiwbH5CUlfHGz2WTqVzKZ5CKU/IEPbyQAsMfyscceQzKZ5DBPkkG2trbyUIoIiUQtpfpOpVKxR4b8g3QP0J9BEJhYLMaSVkI71+t1ztSqVqvI5/MQCATcTLW2tqJSqXAaPdW3VLAbDAakUimmJZI3TC6X838HwNI/avrJPE+QAcpKIVAMeYaDwSBLluj5JYkoDbZoC0uUSWpS9/b2WFmQyWS4KTQajZwLRt7XcrnMzwUNXCh4mt4ftIkn+SN5Uml483GuT9RskHEEAE+Ko9Eo5ufnsbW1xWhWakooK4PW4dTRkySDgsyIIkROd7qJAoEAr9w1Gg3LlGi6Sqt0AFhcXEQul2O9ZjqdZq42pYg2m02+yXZ2dhAOh1n/KRAIoFAoWFNIspStrS1+AVLBR19MW1sbgsEgF0cGgwEKhYKbAPqZC4UC0uk0B0mR/IpeZktLS9jb24PP5+MvmTp3OnhIm0dbmN3dXZ4M0XRfLBZjcXGRb7R0Oo1ms4krV67wSlOpVPKWiR4USrYmjwax9uk7pOk36f/q9TqCweChT/ZourWzswOn08nIWVpzk36TCgwCE1ACKX0H1WoVR48eZdJYNptFX18ffD4fJ4vT/ULENZqYPSy1aGlp4ZcmHWqEE6YcCDLvLi0tQSKRcEAYHYgkL6BNEU0WiB9PWRLkuaEXJknkCMObTCbh8/l421SpVBhrR+i+XC6Hra0thi1sbW1xgUFGyJ6eHjZdulwu1pXSipaMiqRZJyoYgRNqtRrLsuhZo6aaWOEUQkb/G8q0IUkfFR704tLpdDAajTAajTxYILP/YV/RaJQL5Ewmw80UIRz39/f5u6UCvb29HbFYDG63m6l3xWKRm0tKjy+Xy+wbokkZNVsPF7uUD1QsFnm6TBP/lpYW/k6Hh4dZJkXp41arFW1tbazRPzg4YF15JBLhe4HMlCQ/MhgMvJonJPLu7i5KpRJWVlYQDAYhEAh460z3Jt3X9Ezt7e2xV61UKnHmzcHBATo6OuD1ehmdSZvBhzeJ5O+j38vj8SCVSiGbzfIkrlAocDFDEoxIJMJyqb29PRiNRqZ66XQ6lsGSdIUmeBKJBD09PbzdJFkYSVsO+9JoNNjc3OTMlWazySh1khoSpcZms8FgMMBgMDxi8Cb0K2UhZLNZ9Pb28gCPNq80KSUKGm0tALAMiApf2nhT80beDXoHkjw5kUjwOyyTyfDZTOQvmoDT0LDRaHAOF03OKQwUAJOxdnd3eWtDUmHaXJAen5QZiUSC85FaW1vRbDZhtVoRj8cfOUPJQ0dnPPk90uk0qyqSySRvHEjDTs9lqVSCxWLh9zI16rThSKfTPCBoNpvo7OzkXBo6T6jRouA2pVKJU6dO8ZlK5/FhXTToJAgBSbxJZkaGfgA82ALAG16azk9OTmJgYIBpZvF4HBqNhhs4gUAAo9HIcQh0TtE7iKSadL9Qmr3L5WIpLg0X1Wo1PB4Puru7GfZASG7yRNDQhd7z9N1Tzg/VTWSUzn5Ed1Or1dxUkjeXaoCHGxh6T5vNZmi1Wk5a93g80Gg0LDlUq9Wca0WIXbqn5HI5ent7WdbZ1tbGyepCoRD5fJ4H1xKJhMP4SD4Wj8cxPj7O5wQA3oLS+yQSibChnqibVGdTs0SAkrGxsU9073yiZmN6ehoikQiJRAKRSISn7TRdaW1txeDgIH/YLS0tXDhvb29zKBvdPBaLhckhdFiSNIUK2Y6ODgwNDT1SiBCFSqFQcDFFQUH08s3n89xd07R1bW2NJUjFYpGLOkKEmc1mNv7SStNsNnMxJxaLOciEOj1al7a0tHCuBU3oyFTc0tKCaDTKCNxcLsfUl1QqBafTCa1Wi3w+z8a2eDyOO3fu8CGq1Wpht9sxOjqK8fFx3u7QqpLSU+km29zc5ObHYrFgZGSEi/VCocAyof39fRw9ehR6vZ6/U5JjZDIZlg3RRoUmO5TIfZgXra8pSMftdsNoNMJms6Gnp4cPOerUh4eHYbfbeepHvwMVQyQ1UigU6O7uRn9/P5vLaLImFAqZMkLrW/I00AS7XC7D7XbD6XSiXC5jfn6eJ19kht7c3MTW1hbjZYng1NPTg7GxMW5y6QVOq2iNRsNQgYd1sPQdbWxssFyF1py07aGJEBXAJLuhprGvr4+LVApJSiQSkMlkjKjc2NhgHw9Nd2hbSVIH8kdtbm6yHKynp4dJWIFAAKlUClevXuVpYXd3NwYHBxndR+ZwoukAD3wA9IzFYjF0dHTAYDDw5/K30WxQOBMFc9LWiQYUxWKRiw56VgmJHQqFGGxAcjoK/SSSnFAoZAJINptlFLhGo8Hg4CDDLzQaDSYmJngLCzygkNDm5f79+0wKCgQCyOfzCAaDcDqdUCqVnMVgMBgYwUv6fjIX0tYgFouxv0kikaCjowOpVOqRIUgkEuH1fSgUYr1xJBJhbC1ttikI7uHGgxoL0kKPjIxgcXGRZXz0XCcSCaYrxeNxBg3s7e0xfpX+bjonuru7Oevm0qVLTK4hk/n29jb29vbQ29sLg8GAvb09hiDQlmB6epqfJ2qO/zZC/ci7WKvV4HQ6edBFPhtqeAkfq9FoeDNOWGqSGxOB6tVXX2WqWr1eh9/vZzqi3W7ngRPp1qmBpIKbZJPlcpmBJ4lEgs+lubk5bG1twefzMWHK4XCwvKq9vR16vR4qlYons7Vajb14wIMww2q1ikgkgpmZGUgkEuzs7PCGY2Njg83zhMoNBoP8jqMtnV6vZz8TeV0ymQxmZmagVqsZ2kGoUIPBwFuH9fV19mvQVomQr9lslp832vrTuVWtVtmzZTQa2YOXy+XYu0rBs0Qsoi04gT12d3cRjUb5OzKbzUwjO8yLtl3RaJSn8NlslmEJ9F2SCoWkPOVymbfo5Mfq7+/H6uoquru7OVCRhp7BYBBLS0u8OaXNCOFZKUOGtusAuAgmfDtlqlHRTUMbGhaSL4EKb4IdkBch+1HGWjqdZnQ4ZUb19PSgt7cXGo2GC3OdTsckP7oEAgGcTid6enoe+fvonZxOpzlBnRqf+/fvY39/n+lrvb29PMQzmUws8aRNG9XU5PUMh8McaEqyVgIUbG5uPuLxondGpVLBnTt3WBI9OjqKvr4+9iPSkIY8IUQvJd/0x7k+UbNBXRrpigkVSKYpkUjEacA0eYlGo6ylGx4ehs1mw8DAAGZmZjikh9Y3UqkUvb29sNlsTGegFbjJZOLi0G63Q6VSMUOeVtt0+JNpbXl5mYlCFBRkMpkwPT0Ni8XCmxJaM9FKqq2tjTcMTqcTGo0GgUDgkcA+WqGNjY3x9oGmbyQZ2N3dhc/nY9kBhamYzWbeMpw8eZInFKdOnWL5AOn16QYqFovI5/PweDzY3NzkTpOCaQYGBjgtl4KpCPv24osvoqOjg4vYhYUFqFQqXL9+He3t7Uy0cblcPDWn6YXP5+P1oVgsRigU4lUqYd0O6yJ9ucvlYsIRca+dTie//OhhpIm4wWDgnA2Sb9B2iBrW7e1tWK1W6HQ6jIyMwO12s7k7EomwwVuj0UAikTB9zOFwcNpysVjE3NwcYw1pG0RUpZ2dHTYj0qRKLpdDIpHwz0SG4vb2dr6fADDF6YMPPmDTIaF/6ZkUiUTo7+9nCR2FSI6NjTHJY2hoiCc5crkcm5ubMBqNTAEJh8OMziOJFxFBaEXc1tYGp9OJjo4OnnoSiUitVmNlZYVXrMS4JxmATCbD888/z1kP5GeQSqUsESMtOfAAPb21tYXNzU3EYjFGVhL15bCvQqHARCOanFsslkcyajKZDHZ2drhxp80hFTyrq6v82Tz77LM4f/482tracP36dabnRCIRLC0tIZFI8ASNzKU0NaU/g8ywdrsdwWAQCoUC8Xicizki0BFRiQIYaVNEEhSVSgWj0ch+O9oIE+qVUI8rKytIpVKQSqXY2tpiqhU1DHSuSiQSpu3QOU5hk6QhPjg4gNPpRPYjCh7poqnhoaKN7j+hUAi/34+FhQWUy2XGPbvdbpb2VioV+Hw+nrLWajVoNBrG8vb09MBgMGB5eRnBYJCnyNlslkltNC2kwRBp/imlHABWV1cP/f4LBAIsD5NKpRgdHYVWq+UtD8lLyPhNspPh4WG0trbC5/NBJBJxoKTb7UZvby8KhQKsVit6e3u5KFKpVOzTMRqNbPDe2dnh3A0ackxOTvJmjDICaOvs9/vR3d3N71zy2I2Pj3PGS09PD6PNE4kEBgcH0dXVxe/OWq2GfD4Po9HIoYwkqSbUMyG8SXXxsF+ot7cXdrudG+yWlhZsb28zutTtduPMmTM83KBQOKJWESSGnnEapgIPAu48Hg8A8NlUrVbhcrk4yZ02QPF4HABw+fJlzjUhb0Ch8P8j7r+DG7/vO3/8CYAgQQIEQIAoJCoLCnsnt/ddrXZlWbEly5ETexy3c3xOm/hmkptkkrm78SVzN5dc7CSOL47t2LElWZLVViutthcuey8gQRQCIAgQRCVIkASJ3x+r1+t2f9+Z71jfXHiY8cSxpNUu+Pm836/yfD6eGQ5vKy4uRjqd5o2j3+9nNPni4iLnY42NjR3o82cwGNDT0wO1Wo3JyUnOY6HilsIdyXf2uCxqf3+f78CpqSnMzc09QYyj7e3+/j6sVisPNkkR8zjZMxgM4s6dO+yDTCQS7F0gTDplNDU2NqKqqorlvjR8Jg9QcXHxEwGFVOsQpviZZ57B66+/zgnyarUaQqGQPTXAo6R4gh+QTJoUM7TxJaoa4aQB8J/znXfewfXr1/mMzufzUKlU/B20tLSwf4y8mkQ/FQqFMJlM6OjogMFg4O1YIpFAIpGAWCzmkOvV1VU+iylzCABLMTc2NhAMBjE0NIT5+Xn+fZJvrqOjAwDgcrng8XgQDod/5WfnYzUb8/PzeOONN/gCsdlsWF1dZc4ysczpcpDJZDh8+DDq6+vR0tKCvb09VFVVobGxkWUnREAiucXGxgav+Ck5dHR0lKcBNG2hKZPP54NUKsXDhw9Zp26xWDhMkOgTNFENhUK8agqHwzwBowt7eXkZCwsLvP4jrR11hYlEAjU1Nayft9ls6Ovr4yKgqKgILS0taG1tZQQk8EiqUygUYDKZsLKygjNnzsBgMMDn8/GmgMyQhUIBtbW1aG1thVwuh9PpxO7uLpqammC327n5IgIGPXxkmi8rK2MyiEQiwWuvvYaBgQEoFAocOnSI8XrUSNGU0WazsYymUChgenqaJ+KpVIqTeqVSKe7fv49Dhw59nMfnX/3Z3d3lyc729ja8Xi92d3f5kiWaGE0+lpaWOOCJLh7yNpABjWhWk5OTPIWgaf2ZM2dw4cIFiEQirK6uMnqupKSEN1OFQoExpVqtFufPn2cz1fb2NtOXOjs7sba2hnv37mFoaIh/5jStI4wqFWabm5sYGBiAXC5HNBpFdXU1JwDTAdbW1gaJRIJgMAiRSISGhgYIhcInJjyLi4uM+SUkYyKRwIkTJziUi7T61HSTZt6ATzrfAAEAAElEQVRiseDIkSNobGzE+vo6FhcXmUYWiUQwMTHBkgSiM1F4FiWlEr50fn4eNpsNKpUK165dw9TUFPuFCBErFAr5Qunr68MLL7yAQ4cOobS0lAt6kpZptVocO3bsQJ8/AHj66afh9Xp5FZ5Op2G329lYSNsZMih+8MEHXHBQGJXdbmcz6cDAAHK5HJaXl7G5ucm5FjabDU1NTRAIBKipqYHRaGSwBBGgKOiMVupEXaGsHWpAiMFO02MK/dzY2OBigabVBGEIh8Ms31heXma5TnFxMWdtFBcXc2Oq0WiYaEWhjISt3dvbQygUYiRqTU0NSxM3NzcZgUxTZZI+7u/vs0eMGjbyClDTTwQummDH43HMz89zsV1WVgaLxQKHw4FCoYDTp0/zNmhnZweNjY1PhLp6vV6mLtKZQv4jGsAQrIHgIAf5GRoaYhkR/d4sFgvnABGrnwzI6XQara2tnI1DRmepVIpXXnkF+/v7vNWMRCI8uRaJRBgeHkZlZSU/S/Sdb29vw+fzwefzcYo6DevIVzc7O4tkMsko77a2NvZmbG5uwufzsYyPziSCl9CkXKVS8flYXl6OmZkZDl7d39/nyWuhUGAMqEQiwfT0NDe/1GzR9oMUEKFQiKlOgUAA1dXV2N7e5jPo4cOHLO8rKytjeYnBYEBfXx/7Bpqbm9Hc3MzSsVwuB7/fz8Mtg8HAmzKbzcYYXvIz3bhxg+8pgs7s7u5y/WKxWNgDR94oOmdVKhVLMQ/qY7PZ4PP5kMlk4HQ62bdB21GqKcjDQQU3UZ3I20pKAUp5b2trg8fjwf7+Pqewnzx5krdUj5NICVV96tQp2O12bG9vo6OjA52dnZiZmcHCwgLi8Tj8fj9yuRzGx8eRyWTQ1tYGm82GO3fuMLWS5MH07igUChw7dgzl5eXsBe3v70d3dzeWlpaY4FZcXMyZbslkEjdv3mSpFf3Z6fkHHg0LC4UCDyEJ1e1yuVBTU4OvfvWrDH157rnneHiQSCQwMzPDaezUXBgMBhgMBsjlcggEAoTDYXi9XsTjcTz77LOoqKh4gshXX1+PXC7H3mmfzwe32801LwBu8DUaDatgSG798OFDLC8vY2VlBaFQiBUyH0dK/7GCEqRSKXp7e/H666/jzJkzXKhQHDsdXGT6kslkrIMnOsjU1BSvvgqFAtxuNxuxKZykvb2dp+tkcCYDIEk5YrEYT9y7urogFou5qBoYGMDRo0cxOjqK6upqXuc3NjYy11un0/FEQalUYmNjA6Ojo4wzraqqgtls5u6cSDCHDh3ioCRK1i4UCjAYDIxlbGlpYXzj5uYm4vE4EokEHA4HZmZmsLe3x+z3nZ0d6HQ6Djg6ffo0lpaWuAlYW1tj5jklolITRQVAMplESUkJampqMDs7C6VSCZvNhldffRVdXV1YXl7GO++8g0uXLiGZTOLkyZMIBoOsP1xZWeEVnlKp5GmK1WpFZ2cnEokEWltbsbCwALPZDLVazfrSg/ycO3cOY2NjTEui6Tl5TEjTTsVuIpHA+vo6E0soUTubzeL48ePcnFC+S1FREetnKSCQNgaPa7Up48BisbARdmtrC++++y6CwSDz/uvr63H79m1UVlbCbrejp6cHH374Iace+/1+rK6usjGVwtzcbjd6enqQSCRgNBrxwQcfMAnn1KlTmJubw/nz53H9+nVIJBI2kZWUlOD69euYm5vj6S1NnTKZDDweD0pKSjjLgaagZBpTKpW4ceMGG5cNBgM+/PBD2Gw2KBQKNtgBYP06yU1oyqPT6aBQKFiySKvezs5ONj6TIb2+vh7pdBperxd1dXU8fSa8H2Gqy8rK0NbWxlIMWnsf9FQPeDRwodV0RUUFyziJGkbNLaGMKRDy9ddf50kSfedU2NKvQ8nLOp2OWfo2m42n/qTTpnODQqvUajXW1tbg8/kgkUgQCATYt0Xbhc3NTS74aIhDWxSaJNI5s7m5CafTyVKF2tpaviBHRkbQ2trK54bNZoNOp+N3giZxNJkjmS1tC+isDgaDvOVYWlpCTU0N+8FoeKLVahEIBHDy5EkMDAwwXYgaBY1Gw88qTQ0fz64pKyuD3+/Hw4cP0dHRgcOHDyOdTkOj0SAQCMDn88FsNqOlpQUWiwUDAwMoLi7m6aBEIkFtbS1SqRRLZNRqNaamppDP51lnfZAfu90OhULBmO9oNAqn04n9/X3odDqWHZEkhBKACYM5NDSETCaDnp4eNDc3Y2dnBw0NDeyDm5+fR3V1NaRSKTKZDJaXl2EymdjvZjQaIZFIWLa2vr4Og8GAjo4OjI2NcS4QSVW2t7fxpS99CblcDk6nE/F4nGWuSqWSZZrUENCwjUAaNFBrbGzExMQEKisrGQxD8A2iCdFmizwagUCA/WNkWqYNY1VVFSYnJ1FSUoLu7m7cu3cPbW1tiEajOH36NEvACRc+PT2NtrY2zM/PM+GSJMskcyasvVgshsfjgV6vfwL2QJt0ogml02no9Xpu+Ol9q6+v5zOE6h/yGB05cgQ/+clP2AhPXpiD+nznO99Bb28vbDYb6urqWOdPMIBQKMSKE+CRb2Nvbw83b97k4Rpl/tBgguqt6upqNjED/xvmQ7ACGhAnk0loNBrE43G8//77sFgsnKnx0ksvYWhoCEtLS+xNbW9vZ8hGUVER1tfX4fV6UVNTwxkZNIDY3d3F4uIiEokEq2hcLhesVitLYG/duoXW1lZMTExwnUG+xoWFBTQ1NTG8g7ykIpEIoVCIKZkrKytYXV1FQ0MDfD4fBgYG+Kzf2tqC0+nkYcrS0hIH7JG0yu12c+gfbcLpzCa40traGg4fPozi4mIOk6VBDoXvNjQ0MNFwcnISFouFh1elpaVMTKSB4f7+Pk6dOoWenh7cvXv3367ZIATrsWPHcOjQIbz11lt8cVKRRAFUNTU13Im63W4YjUYOumtoaGCkK61JCZtbVlaGhYUFToVUqVRQq9VsaCbjD/GVa2tr8Q//8A8Qi8U4e/Ysfv7zn+Po0aPcjKhUKu5cNzc3OfhvZ2cHdrudJx2kKZ6amsLCwgI3Uu+99x6ee+45eDweLgLIkEn4zUgkgocPH+LUqVMcLOfxeLizJWPlxMQEp1uSSYl0h5QWLZfL0djYiDfeeAMOh4MlJjs7O0yjIR0xYTD1ej0fskVFRXjqqafw8OFDfOITn+A8EJlMhgcPHuCpp57CzZs3meBBB5pcLudihVbGra2tKCoq4jAsmUyGoaEhdHV14fz58/irv/qrj/P4/Ks/Pp+PQ3FIDmU0GqHVarG7u4tgMMg8f5IZyGQylpcIhULs7OygqakJ8/PzjLSsra0FAAwPDzOaUa/X48GDB2xupReO6EGHDx/G5uYmRkZGOLHcaDSyJITSOU+fPo3x8XEMDw+jqqoKRqOR0Yr19fXY2trC8vIyIpEIZDIZywzo8FpeXoZGo8Hk5CR6e3u5CJubm0NJSQlGR0efIP6IxWJoNBpYLBbOvaFEcmJzNzY2wu/3QywWo6WlBTdv3sRzzz2HO3fuQCQSoaurCxKJBPPz80yVoeybbDbL/gIqCMgASpuS119/HRqNBlarFQKBAN3d3VhcXGTDW/IjbOiHH34Il8uF6upqdHd3QyQSYW9vj3Xij2cG5HI5eDweVFZWoqysDFevXsWFCxcO9PkDwFuvN954A1/84hcBgCVe1CTl83mEQiEO5FxcXITVan2ClEdyprKyMty7dw/V1dXo6OiA1WrF5OQkTpw4gcnJSTZv53I5KBQK/o4el3Jtbm6ipaUFw8PDOHfuHIaHh/HUU0/B4/FAIBBgYmKCPUgGgwEzMzM87Kiurubi0e/3IxqNQq/XY2ZmBk6nEyUlJbBYLHyJSaVS/OxnP8Px48f5DGtsbGTc8ujoKOcoicVinv7RNHZiYoLpQBSq2dbWhlwuhxdffBH/8T/+R1itVi766+vr4fV6+expaWmB3W5n+SPpwSkUNhKJoLa2lkkyFJiaz+dZykF/f0VFBUpLSzE7O4u1tTUuWguFAmu8qRkrKipitDhRsGiqf5AfopyFQiE0NzcjEAiwtE8mk/FdQbIzypEqKytDMplEd3c37t69C4lEwt60lZUVHD58GEKhEC+99BL6+/sZJkEbJwoyI5w4bWGtViu2trZw5coVFBcX4+TJk+xnzGaz6OjoQCAQQEtLC/r7+xkooVKp4HQ6AYCHfgRVoHM5Ho9z41JeXo6XXnoJ169fR2lpKcLhMMxmM6anp9HU1IRgMMgFGL1jra2tEIvFGB8fRzabRVdXF3uYqLmiZ4Y2z52dndy0NjQ08DtE70BjYyOWl5fx4Ycfsu+KqEBbW1toampieSu99++99x5+53d+B7OzszAYDNjf38fo6CgXs7TVIb8GbRAJZdzb28tFLUnU9vf38Tu/8zv4q7/6K3zwwQcH9vx97nOfQyAQwNbWFlwuFwAw8ZN8tzKZDEtLS5ifn0dtbS2j/6kWonyQjo4OdHd346c//Sna2trwN3/zNzh//jxjvI8fP46rV69ifn4eWq2WN2AkQd/b28PJkydZsULnCwFaTpw4gdu3b2NkZAQ2m43DBGljtrCwwJs4ooitrq6y73B6epq3ZSSdi8ViaG1tRUlJCRKJBKxWK0ZGRhiJTXIvjUbDdEiS29Hmy+128/tIxCmVSgWfzweDwQCBQIBjx45hdXUVGo0GmUwGx48f5yGMwWBgbyAFqxJ9r6ioCD/4wQ/YFymRSCAQCPDyyy/j137t17CwsACr1YqbN29yrU2+U0JAd3R0wOl0Ip/PY2VlBVVVVbBYLDwYUCqVuH79Ovumf9XPx5JREU1Bo9FgYGAAXV1d3L0HAgHWv5KRc2trC5FIhD0cLS0tMBqNCAaDePrpp/kBooRlwmql02nMzs6ivLwcSqUS0WgULpcLXq+XC7nW1laePCeTSTidTsjlcjz99NPM4C4tLWWtMU0ORCIRJ37SD+fQoUNQqVQYHh5GPB6HzWZDVVUVxsbGcPr0aTZgJpNJnD9/HtXV1airq0MoFILL5eIQoLfffpvX+bRGo1UhTQyJVBGLxWA2m2GxWHiFqlAocOfOHaTTaRw+fBiHDx9m/Z5er0dnZydEIhGmpqZw584dlJeX4+zZszwBoBd5dHSUGxnqoCUSCRoaGhAIBNDc3MzTVDIJ3r17FwAYbahSqTA9PY3r16/zJCcWi+HChQuQSqV46623DrzYIyDBzMwM6urqkEgkOPSHpgtWq/WJBFCPx8NrdWrskh+l69IGoqysjAkouVwOer2eUabJj5I06+rqsLe3h/n5+ScyOOrq6pjhrVKp8ODBA0SjUWb3//M//zPKy8tx7NgxpFIpOBwOrKys4Pbt2yzNIBlLOp3mZ5RWm5FIBG1tbXj++efR3t6OhYUFzM7O4t69e2z6EgqF6O7uZv71F77wBRgMBi5SqekiUgs1+A0NDbh9+za0Wi1GR0fR1NSEL37xi9jc3MTVq1fh8Xh4EECmTspB2NraYonAvXv3MDs7y5SQ5uZmfO5zn0NJSQmvsCn5/MGDB1xorK2t4dSpU2hpaYHf7+dtptfrxejoKEZGRrC2toaKigrMzc3h+PHjjObr6Og48AR74BF69OHDhzh58iQjP2tqauB0OuF0OlljbLPZkEql8Pbbb7Nc02AwsF+D3suZmRmWNVVWVuLOnTsoLi6Gz+eDTqdjkzZNOHO5HJaWlnDnzh2EQiFkMhmW58nlctavk8yHnpFLly6xN66srIwHFpQKSz4ztVqNhoYGnDp1CgaDASaTCdPT05idncXIyAgXDCqVCt3d3UzV2dnZYQAGDVqCwSD//MxmM/97KciVZFpWqxU+nw+vv/46o131ej2i0Sjee+89JJNJ7O7u4qWXXuKJL21vKysrkUqlEI1GOeSQQhFjsRhu376N1tZWGAwG3LlzB5OTk+wFJAMp5UZR1ksymcT4+DgePnyItbU1DvdraGjgLCTaLB/0Z2BggO9gt9vNnrD19XXeKBE5kZDaVquVf1Zutxu/9mu/hpGREfzu7/4uE8yUSiUikQiGhoZ4u/+1r30NTU1NaGtrg9Vq5XMyk8nA7/fzdpwoRAKBAG63G263GydPnmQz/szMDP7iL/4CNTU1jGPe2trCG2+8Aa/XC5fLxcTEjo4OHDlyBDqdDjKZjKfRb731FjdQ9MxSbtLS0hLKy8vR29uLy5cvQyqVIhaLYXFxEUtLSygUCrDb7YzMNRgMOHz4MIBHm0p6TolgRc2Z3++H3+/H0tISamtrsbe3h4GBAYRCIR5AEUmQvDCzs7OQSqUYHh5GW1sbSktL4XA4EIlEmLBJvsdsNotsNssy6ZqaGojFYvT39+Pq1au4desWZmZmsLa2hnA4zDK/+fl5rKysYHp6GtFo9ECfP9ogkkfX7XYjFArxu5BIJFg6WygUMDIywqqMyspKlji3t7eznKmjowN3797FyZMn4Xa7EYvFoNfr8b/+1/9ibxdRHE+cOIHGxka+f/V6PfR6PedZEPJbKBTizTffxJEjR2AymSCRSOByuRgwQ0GgJKMkYEtVVRWniuv1elitViwvL7O/kehtZGzX6/U4duwYOjs70dfXBwA8tBWJREilUjCZTGhsbEQymWTKJGXbjIyMsAzv6NGjWF1dRTAYRDqdxgcffMCZQjRsb2pq4oGCVCpFMpmE3+9ngINCoUBzczOOHz+OsrIyjIyMYGZmBp2dnazSGBwcZKm/x+PBysoKamtrcfHiRVYg3LlzBwsLC5zDRlkoDQ0NnGJOQ4Zf9fOxmo2JiQmemLpcLo6CfzxkhMydkUgERqMRlZWVsNlszM6mbvfOnTuwWCyw2+04ffo0m40pqIZ8CYODgwgEAjCbzThz5gy6urrY2ONyuXgtTnpPvV7PmlOxWIzm5mbs7e3ht37rt/CJT3yCsV+kUaciTCQSwWazcTAbyYiIkkNkmR//+Mf4l3/5FxiNRlRVVeGpp57CxMQEXC4XGhoaYDQaEYlEeGJHpA7SwvX09PBkl1jSNBX9r//1v2J7exubm5vw+/1YXFzkh4wIIw0NDWhubmac4fb2Nnp6eph8UVFRAY/Hw9Ke/f19NDU1obOzE2NjYzzRpO8nkUjg8uXL+PVf/3Uu1Ovr69lTQxP6zc1NmEwmzM3NIRwO43Of+xw3YQf1aWpqYtKN2+2G1WrlEJ/t7W243W6899578Hg8nLJJWS3vv/8+wuEwSw5OnjyJzc1NaDQazM/Pc+DZmTNnsL6+jrW1NTZAbm9vY25uDiMjI6xNFgqFWF1dxf379xEOh9HW1oaNjQ387d/+LRQKBbq7uzE3N8dks1AohOeee+6J9Fy32433338f09PT7JUgXwnJDcrKyjA2NoZEIsEHEZnpiCz02c9+lhuWrq4uxjKTXI+m30TrGhgYwOLiInsPbDYbent7+R1fWFjAuXPnGE5ANCkq0JLJJKampjj5Wa/X48KFC0zMcrlc7A/p6enByMgIcrkcfvzjHzPBw2w247Of/SwbzQh9CYCNuUQbW1lZwd7eHj744AOeAn3mM59hatVBfurq6ljiRjKM1dVVxmMSBcfn88FiseCTn/wkB8fR5q22thbz8/Po6+uDTqdDoVBAfX09Hjx4gFAoBLlczqjSkpISHD9+nLdSe3t7sNvt6OzshFqt5rA7oou4XC58+tOfZl1/SUkJOjo6OGWZyGJESKFcA5KvEGqWZH7z8/Po7u5GXV0d5+oQccfv96O9vZ3DScmwTdRC+jXj8ThyuRxLU3t7e3ljQpNli8WCxsZGWK1WlJSUQKFQIJPJ8FQ3HA5jZGSEzd+Dg4MYGBjA1tYWurq62MuVzWZx584d3Lt3D8lkEs888wx+8Ytf4Gc/+xkEAgGee+45uN1ulg7V1NSwQbqoqIjfHZraUWFCOVCDg4MQiUQ4deoUZwYc5OfSpUucHwA88nAQdGJ2dhaZTAYGgwEtLS0wm83w+/24cuUKBgYGMDExwch38nPRlpTSt6PRKJqamrC7u4uxsTFsbm7i3r17DATIZrMMb9nf34fP50NdXR1LNijrJJPJoKurC5ubm2xcbW5uZnwrTZ99Ph9UKhWam5uxu7sLl8vFxSoVYHa7HZWVlRgeHmYZZnt7O0pKStDQ0IBLly7BaDRCJBLhO9/5DhKJBD796U9zgF5HRwe0Wi2SySTTCa9du8aGeIlEgvfeew8//vGPcffuXfzyl79kjf8zzzzDpEOLxcJ+TaVSiaamJiZvxuNxjI+P8/amsrKSB1YXLlxAfX09wuEwm+jz+TzsdvsTRMuxsTHs7e3h0KFDOHXqFDo6OiCVSjEyMoJ79+6huLgYX/jCF9DS0oLe3l689tprOHXq1IE+f16vl4lO29vbqK+vRyAQYKkPbaai0Si2t7d5C0boYJlMhr29PTx48ACrq6vweDyYnZ3lrKH5+Xmmgh06dIiN15Td5na7sb6+Drlczhh6IuYVFxdjYmKCJUC5XA5Xr15lj5tcLufGbWRkhD0R5G9Uq9UoFAqc/0T+R6J6njt3jul7dXV1SKfTAMBgFJfLBYfDgZaWFpbJEdiHIgb29vawtLQEoVCIubk5OBwOrmfffvtt9PX1oaurCxsbG2hvb0dXVxcMBgPu37+PTCaD6elpRk1TfaDT6dgvQpuTkZERNDY2QqfT4eTJk4jFYrh37x6y2SzMZjOSH1H+WltbOdmeAigNBgPnwZHvmNQkROskGeSlS5d+5WdHUKCM9/+XTzqdhkKhwH//7/8dwWAQp06dYjKMQCDA0tISbDYbazvJ3EfrqcrKSiwuLvIaKp1O4+jRo6ipqYHL5UIwGIRer8cHH3yAz3/+83z5eTwe3k7IZDI0NTUxBq6iogKTk5Ow2WxMxpmamsL3v/99fPOb38Tbb7+Ny5cvc1L23NwcP1x2ux06nQ7T09Mc8BQMBqFQKCAQCBAIBNgUvb29jcuXLzP+trW1FT/96U9RX1/PDQPRcoxGI/sFCH9HRV9lZSUCgQCuXLmCnp4eng51d3cjFArBZrNBLpcjlUrBYrHg1q1bGB8fx6lTp/hyII+E0+nkZsPtduPevXvI5/MwGo1QKpV47733cPr0aXR3d7POtaqqCmVlZbh+/TpsNhs2NzcxODiIQ4cOsTxDIBDA5/Nxd0wFZkNDA5RKJa5du4b6+noMDAxwMOF/+S//BalUigO4/i0+9Px9/vOfh8PhwOLiIkspCE+cz+cxOTmJxcVFCAQCDlM6deoUBw89fPiQ8ayUOh8Oh/Hw4UN0dXVhf3+fsaY0+fV6vaioqEAwGAQAmEwmAI/CjYgs0tDQgMnJSahUKtTX1yMej2NgYAC9vb1oaGjAvXv30N3djbfeegvt7e3o7++H1WpFY2Mjp9JS8NXGxgZjTv/n//yfMBqNOHz4MJsO3W73E8Y82qKRZLG8vBwKhQLJZBLl5eVIJBJwuVxciFHqd3NzM5IfoaLFYjE6OzsRDAbhcDiQSCTg8XhQVFSE8fHxJ4haFLJFq3S9Xs8aaYPBgFAohOXlZfT19WFiYoLlh6dOnUIqlcKNGzdgNBrZ4EmEFZLZkLyL0H5kqmxqasLKygqWlpaQSqXQ39+PCxcu4L/9t//2b/78Pf4Mdnd340tf+hIePnyIS5cuQaVSIRqNshyOPET5fJ7N2gC4uIhGo1heXsaRI0cQCoVQXFwMl8vFRT0FZCWTSS52DQYDS0Hof6+vr0csFuONWy6Xw9DQEFKpFC5fvozV1VXU1dVhamoKvb29eO+99/DCCy8w8IIuY8IeUlYAUYgII0oJ9MvLywiFQjh//jx++MMfMi47GAxiZmYG58+fx/z8PJ9DlCdAzwflWJD/rqWlhYlyhDtVqVSwWCz40Y9+hC984Qv45S9/yfkjFouFtzg0DFlZWYHP52OAwPr6Ok+vbTYbhoeHsba2hk9+8pM8sHrnnXcYJWmxWLC8vIzLly/z9JRSxx8vJKLRKHp7e1kqu7CwgO3tbZw/fx6XL18+0Ofv29/+NtbX11kiRLRD8g6QZJeKg3g8DqfTidXVVUxMTOD48eOIx+MwGo3wer1IpVLo7e3FkSNH4Ha78b3vfQ+HDx9Ge3s77t+/j+3tbTQ0NPD7SOcIbZBqamoglUpZaklZPevr63A6nfj+97+PI0eO8NaMJHWUcUBNjFgs5ueREL2dnZ2Yn5/HxsYG2tracOXKFbz44ouYnp7mX+vBgwfQaDSw2Wxwu90sfyotLYXH4+Fn2Ov1cpK80+nE4uIiurq6cO/ePTidTvZ3kK8jFovh+eefx7e//W00NjaitraWgR3d3d2Yn5/nM3ZrawuVlZUscdze3obD4cBPfvITVFVVYWtrC1arlX2tFFBHJDYiZ4ZCIZYJZ7NZlv6pVCqWSUskEly6dAkPHjzAkSNH8NZbb+H73//+gd3Bf/3Xf43i4mKsrq6iuroas7OzTO+iJHQKvCWPLYEUtra2GHThdrsZk0zbqL/+67/G4cOHMT09DYfDwXWk0WiETqdjiAbJPok0+eDBAxQKBbhcLpw+fZpxrJT2DjxC8i4vL7MvgZLaA4EAh0oHg0FYLBZYrVZ4PB7esFAtWFFRgaWlJR7gUrZaKBRiH5pGo0FfXx/np1HWV3l5OYNWdnd3mXY5NDQEh8OBY8eO4caNG9jd3UVPTw9vz4eGhjA0NMQ+qvLycqjVavZtEU2VcoRqamoAPKKGkR+OagOyFNA9ns/neVhA3uJcLseYewqpVqvVCAaDyOfzOHnyJINAKIX9lVde+ZWev4+lQ8jn89DpdMhms1hZWeFpmUKhYHoJmQRJ4qRWq7G9vc15E7QqffjwIR4+fIju7m783u/9Hj744AN89rOfxeTkJF566SVcvXoVdrsd5eXlzI4nSg4ZXSgs8JVXXsHXv/51bG1t4Ytf/CKy2Syz7L1eL27fvg2z2QyJRAKTyYR4PA6Xy8UHBP06pNcjyo9YLOYU6uLiYoyPj+Po0aN4/vnnMTw8jNraWiwtLcHj8aCmpoblAnToUMor6d83Nzfxmc98BjKZDNFoFG1tbYjFYpBKpdjf38f6+joOHToEr9cLAPz30kW8tLSEZDIJl8sFuVyOzs5O9Pb2wmAw4ObNm6wjPHv2LJxOJwqFAoaGhvD000/j9u3bHKJTWlqKuro6NvDNzs7i5MmTKBQKrKMeHBxkikQ6nWbm+YMHDxCJRPDCCy9gcHDw4zw+/+oP4YgNBgP6+/tRX1+P+vp6LC4uYnx8HDqdDmazGZFIhDGFj3OzKUVWoVCwFCEcDqOvrw8LCwvo7u6Gw+HArVu3YDAYEI1GEYvFGLVMydEKhYIlaOl0miVZSqUSVqsVGxsb0Ol02N/fx+uvv47jx48jEAigsbER4XAYhw4dYiAB6ZWlUimTbpqbmxmvTHkv5HsiCcD169eh0+kYMU1NjdVqZUx0IBBANpuF1WqFwWDgEMra2lrMzs7y9PbixYv4kz/5E6ZZVVdXIxwO48iRI+jp6WHZJFHdnE4nJBIJ/H4/c8dpUikUCpmYRRPPuro6CIVCfOMb38CDBw/Q1dUFkUiElpYWbG1tMZfc4XAwPYS0r2SO/MEPfsCmTKVSiVOnTqG6uvpAnz8A+OxnP4uZmRksLS1hfHwc8/PzeP755xklXF9fz/QciUSCpaUlHD58GEqlEm+99Rbq6uqgUCggFArx3e9+F7//+7+P1tZWTnEmORBd0rW1tRgaGmK/nNVqZXpYU1MTXC4XioqK0N3djaamJpZpfOpTn8Krr76Ko0eP4nvf+x7+8A//EDMzM8hkMjxdbmtrw/j4OCM2CWRAMhelUonR0VGm6TQ2NuLevXtQq9WMkKTGkLY2RB+iC5Goby0tLdBoNBgaGsLu7i5PIKVSKebm5tDc3Ix79+6hUCjgmWeewbVr16DRaPjXo42Ow+HgSbJMJsOZM2c4D+ipp57C+++/j/Pnz2N5eRnZbJazUHw+H7q6unDq1Cncu3ePJVjr6+sYGxvD9PQ0UqkULl68iLKyMszMzCAajaKkpARNTU1YXl5GLBbD1atXcfr0aezs7OC111478OfPaDSitLQUq6urnHwulUqxurqKxcVFnD17FoVCgWXIRDxUqVRM1qNJ6sOHD3Hx4kUoFAq8//77kEgksNlsnBBM/sP+/n4m1ZCaYHt7G8PDw6wm2NzcZCmgx+NBb28v/uiP/ghmsxlGo5E9Sul0Gj09PQiFQmhqauJNQT6fR39/P+bm5tDZ2cneN6I6vfPOO6ivr8ebb76J7e1taLVabG9v4/Dhw/B4PIhEIkgkEixXoc09DXJqamrQ19fHnk0iBnZ0dCCRSKCtrQ0LCwtobGyE1+uFTqfDP/3TP6GlpQXt7e0YGRnh54wyFygA1u/3Y2trC1VVVZypQbI/Cpw0mUy4c+cOAHDhubKygu3tbfZ3qdVqTE9Po7S0lOlYlLGj1WphNpsxOzuLv/3bv4VSqURrayvXCgf1ofyUqakplJaWIhqNcsNkNpsBPJKmSaVSOJ1O3nDk83kO9btz5w7a29tx9+5ddHZ2oqSkBIFAAN3d3Ugmk7BYLIjH4+jr60Mmk+GcrPb2duRyObhcLsaIkyG/vLwcFy9exOrqKkZHR3kIubi4iMXFRQYFqFQqBINBHDlyhGWF4+PjsFqtbKJOpVJ8/5pMJn4+S0tL0dbWxtlRVVVVPLAmA/j09DTju81mM4eTklest7cXU1NTTDIlqEo0GsWZM2fgcrmQTCahUChw9+5d9PX1YXt7m0mshGS+cOECJBIJbt68CQA4ceIE145k9ibMN/l/yKu2t7cHn8+HpaUltLW1YWBgAEqlEj6fj+W3pCzq6+tjryENqBYXF3Hu3DmIRCLesP4qn4+12fjnf/5n3Lx5kw18RF4hFNfCwgKH5ZGZNplMst6tt7cXP/3pT/GFL3yBU6ibmprg9XpZiz02NgalUomdnR3U1dVBLpczsaempoaxpSqVCgsLC1haWsKxY8eg0WiYGkAdW1lZGUwmE15++WWo1Wo8++yzWF1dxdLSEnd0hFWUyWRQKBRsthWLxbh//z56enrYjFhXV4e5uTluTACgvb0dr7zyChMkaBKo0Wj4wlOr1dja2oJCoeACVSAQ4M0334TJZMLw8DCeffZZTE9P4wtf+AJSqRRisRimp6fR1dXF/HCtVou1tTVel6VSKaZ1rK+vIxqNIh6Pc+Dd0tIS9vb22CNDWSDkSZiamsLGxgaMRiPW1tbg9/t5SkQNlk6nQzAY5BeLQu0MBgOMRiO+8Y1vHNhU5bd/+7dZw0i5IDabDZOTk0xFCIfDTF+Ry+WMtKSGr7e3l1fkxKwOBoNYWFjA0aNH2aRFrPTHzehERyPGdktLC5LJJJaWlmC1Wjnzg5K0Nzc3sbOzA4lEgurqapjNZgwPD0OpVGJsbAxyuZyDLQuFwhM+H6fTifX1dTgcDqRSKUZxUmBW8iOUMvlraDtI8ALCDBKIQSaTMYmruroae3t7CAQCmJqawvnz5xlfC4B/5mfPnsWHH34IlUrFTR6l4ppMJv4zEibP6/WyoW18fBxPPfUU7ty5g9bWVm7aaUr6zjvvsNzy5MmTAMAJvhRaBYDDt2gyfvjwYdy6dQsDAwNwOp340Y9+dKCT5b/4i79AIpFAJBKBTqdDd3c3fD4f9vb2kEwmoVKpeJNEG7SamhoO/KPnoaOjA5OTk4zgtNvtePvtt2EymdDS0oKOjg78zd/8DXQ6HW9IdTodD28ikQjrjBcXF9nP9fgq//79+zh16hS+973vwWq1or6+niVL8/PzKC4uhkQi4QwOyhSgYFRK411bW2NN9rVr1/Abv/EbePPNN/Hv//2/5yJVqVSis7MTd+/e5ZwXyuqgn+X09DTq6uqYYkOTT7VajfPnz+MHP/gBWltbMTU1BeARkKSnp4f9RLdu3UJ5eTkcDgdLtMrLy5m8tLy8DJVKBbvdjp///Ocwm83o6OjAu+++i2effZals8AjyVFXVxe/47lcDhqNhvNuaLNTUlICtVrNEh/K/Zibm0NlZSX+8R//8UCfv+PHj+Ps2bO8jb906RICgQDkcjn8fj+qq6vZMLu5ucmNGuUbKD8K5KQQuVwux2Z/ym04duwYF2z0PFRWVvJGrKKigpsHCoisrq7GL3/5S/z5n/85VlZW8PLLL+Po0aOIRqO4cOECrl27xgMYAg8Aj/Tt4XCY/Zs08KusrEQ8HkdXVxeuX7+OQqGAI0eOcJ4RSVMpC0QgELBMb2ZmBvl8Hk6nk4P9iF5Ez2Nvby/cbjdee+01TlKXyWRIJBKor69HUVERPvjgA5w9exaDg4PQ6XSM3aXt2fDwMKO+CaNLhWwikcDQ0BAMBgNSqRTW19cZzkKZJ2trawzFIRwpbS6plkgmk3w26/V6uN1uvPDCC7h27RpaW1t5G3VQd/BXvvIVlteSR1GpVKKvr4+HrGVlZew7oHrqcRhEMBiEWq2GXq/H97//fXz729/Gd77zHSwtLTFkhJ5VGiaScZ4GNSRHIzVCMplklcbg4CDW19fR0NCAmZkZ9PT0YHl5mcmou7u7rF4hkzVBUcbGxrCysgK73c4DW5JSk7+J6tCRkREOp6acFJ1Ohxs3brCXaH19nQP/KPiahhxyuZx/X8899xw2Njbw4x//GF/+8pchEolYuWMymZBMJjEzM8O+Mrp3CXNdXl6O5eVltLS0IBAIoKysDDU1NRgZGcHo6CjjfLe3t+FyudDS0oJcLocrV67g2WefZWUPfd/BYBA2mw1KpRLhcBjb29soKSlBOp3m4FayIPyqZ+DHajb+9E//lENAyPRMoTxjY2OcLkioN4FAwKsd+gMODQ2htrYWZWVl3NFns1l0d3djdnYW1dXVSKfTjLtTKBQYGxvjlSVpLEdGRhillkwmUVdXh3fffRdf+cpXMDg4iNXVVdZRPvvss1heXkZrayuHt5FGrbi4mIPKtFoty57IMEx4sYWFBaaV0DZAJpOhrq6Op//T09OQy+UsIyAKFAXxyeVy9Pb2Ip/PY2pqCocPH8bg4CCsVitkMhnm5+dx6NAh6PV6vPrqqxgcHERTUxMjeNfX1/kgWl5e5sMqkUiguroaRqMRsViMJ81KpZLN8ffu3UNnZycCgQB/l/l8npGvuVyOTYCUqCuTyeDz+RCPxzkNvbKyEm63GzqdDkqlEr/3e793YAfdt771LX7Ay8rKIBAIsLi4iPn5eXi9XnzhC19gQxP9PgOBABwOB+bm5p6g7xD155lnnoHL5cKhQ4fwyiuvoKmpicMqzWbzE8U9UWgeJ2+srKww5rWjowPj4+MIh8NMlWhvb2cc8d7eHkZHR3H06FGm9DidTng8HqTTaTZx0caovb2diTdEu8hms2hvb4dYLMbKygrLAqempuD3+zlUihoYlUrFKajKj9KZJRIJGhsb8fLLL+Mzn/kM5ubmoNfrOaBnaGgIIpEIn/zkJ3Ht2jWUlpbiyJEjiEajvMGg6ahYLIbVakUwGMTw8DAikQg+8YlPwOv1Mvovm82ivr6em2UqzOn9yufz0Gq1nENBfqPd3V3s7e1hYmKCv4v79+9zKOhnPvMZ/NEf/dGBFnvf+ta3kEgkcPLkSdy9excWiwUul+sJSRsZ8UnidOfOHQZSEK1ndHSUccEmkwlKpRIjIyPQarW4e/cuKioqYLfbYbFY4Pf7UV5ezkMP0nnTs3fx4kVkMhkMDg7ysIK8RXRBAI8C4TKZDAqFApqamhCJRBihKpVKeeKlUChYOrm/v4/JyUkUCgVIpVKEw2HOYKHQSTprCENbXV2NmZkZbpblcjlP1D0eDzY3NzExMQG73c4oyNHRUZYzdHV1YWtrCz/5yU/wqU99iuUtJBWgrQkhH4nitr29zTjshoYG6HQ6fPDBB7Db7ZicnMSnPvUpvP766/j85z+PiYkJOJ1ODA8PM4mFgrwaGxsRDAbR39+PTCYDmUyGI0eOYGRkBOl0Gp/61KeYevNnf/ZnB/r8/dmf/RlCoRDMZjOGhoaQTqfR29sLq9XKJDqZTMZyRsrAog3DxsYGUqkUhoaGcPLkSYax1NfXw2azYWJiAvX19WhqasLQ0BCTc6g5ICP40tIS39H7+/v4l3/5F3z961/nIdvAwACefvppRCIR3L59m0EkTqeTKWbAI1kqnT2bm5swm83Y2NiAx+OB0+nE6Ogozp07h7fffhtFRUU4efIkJicncerUKczOzsLv98Nut2NmZgb19fUwGAxIJpMYGBiARqNBbW0tp71TE2mxWLCzswOFQoF/+qd/wqFDh1BcXMzAgsnJSbS2tqKurg5DQ0NobW1lX+DOzg5SqRTS6TRDcbRaLRobG7G5uYnKykq89dZbaGlpgVwuR1dXF6LRKGZnZ+FwOPD666+jp6cHjY2NuH//PuczRSIRqNVqVFdXM7qZ5GokATtx4gTC4TAaGxs57fmpp57Cb/zGbxzYHfzHf/zHaG1tRTwex/DwMI4cOYJ8Ps/p3qOjo7yRpVpqamoK6+vrvI07d+4cy6j29vYAPLrr7t27h+eeew7f+973GAVP73d1dTUSiQRUKhUkEgkmJiY4cJJ8FIQgpi3r+vo6SktLMT4+jqamJuTzeYyMjEAkEmFlZQUdHR08kBSLxTzINJlMnO9y6dIl7O3t4eWXX0ahUEBpaSm/N3t7e5ibm8PCwgKqqqo4OJoM8z09Pdjd3cXS0hLn34RCIfaw0Na0o6MDb7zxBtbW1rghLy0tZfIT1WEkUaMMHK/XC5vNBqfTyeGVtIEhsBDJ1mKxGGpqahgbTsOVtbU1NDQ0IJPJMEGusrKSiV0AOKPn4cOHuHz5MpMzaZj053/+5//nZVREU6I1plAoRH9/P+sW1Wo1p2XS5J2aATJDnThxgk3TjY2NeOutt3jiREmL4XAY6+vrbMxTKBQ8tacglkAgwF9CLpeD2WyGwWDAd77zHdTV1cFut2N2dhZ/8Ad/gM3NTQQCAayurrJHYn9/HzU1NUgmk3A4HHx5EVOdgghXV1fZPBgIBKDVapHNZnH48GHs7OxALpdjeHgYAoEA+XyeJSOUWDk3NweVSgWz2cwaP5IeuFwuxta2tLQgn89DLBbj1q1baGlpwb1799ikRAmspFnXarW8vqbighJ/Z2ZmcPr0aezu7sLhcGBkZARHjhzB/Pw8Dh8+DIPBgFdeeQU6nY7/N5o2khm4pqYGLS0tKC0thVwu58vF4/GgubkZd+7cQUtLy/+Xc+v/88fv9+Pw4cPY2tqCzWbD/fv3MTY2hnPnzuHy5ctIJpNYXFzEzs4OpqenGfdKNC+n0wmxWIwf/ehHaG5u5pcYAF5//XVYrVasr68jn8/DbDYzbUSpVEIkEvGvQ5fygwcP0NfXxyv4999//wnkq1gs5kmJyWRCU1MTdDodJiYmoNFoYDabWWO9vr6OBw8eQCQS4eLFi1AqlfB4PCw7IhNrY2Mjm85KSkrYv5HJZNDa2gqtVss0H5JQkLckHo+zRPAHP/gBLl26BIPBgMnJSZSXl2NoaAjPPPMMNjY2MD4+jpmZGTz99NOYn5/H8PAw60HpAmhoaIDBYGBdKv3/ZFp2Op0c/EkXCyGIi4qKYLVa8fbbb+P06dP8PiYSCfanBINBvgAMBgNGRkYYL202m7mIPsgPTdYoxImkmV1dXZibm+NwwuLiYkxOTmJvbw/nzp2DQCBAf38/FhcX0dzczKjF1tZWzMzMoKioCCdOnMDNmzfxhS98AT/60Y8gEokwMjKCtrY2nnLu7OygpKQERUVFqK+vR0dHB4e1nTp1Ch988AGv45VKJWpra6FSqVBRUYG9vT1GGRIqlr5DOtMpQ2NnZ4dlfvF4HIFAAM899xwWFha4ma2ursahQ4dYUjA2Nob79+9jf38fWq2W6T5KpZL10hQ0StQXMtg/9dRTGB0d5Wnod7/7XVy6dInD62jTQrkdAGCxWKD8KCwRABNwNBoNezlo60j0l8OHD+MXv/gFWltbebPyOLr0nXfewYMHDzgUjoASYrGYwQ4DAwNMtzvoz8bGBjd1dDb19vbi+vXrAB5hZKkwS6VSaGlpgUwmw+7uLm7dusVDj7q6OlgsFrz66qswmUyw2+2Ym5tDfX09rly5whNPk8n0BBadENQU4hsKhZBOp/HSSy/xc0NeP8rDIhRtbW0t34GU/J1Op1FVVQWHw4GpqSkMDAzAYrFAp9NhYGAAhUIB77//PufyvPnmm7DZbHj//fdRUVEBqVQKsVjMoXHkdWhubkY6ncby8jKrApqamjAzM4ObN2+ip6cHpaWluHDhAm96SX5VUVGBVCqF2dlZOJ1O9Pf3w2g08oQdAG8gqKDc3d1lf9bp06dRXFyMBw8eoK2tDdlslkMlaWjY2dmJvb09vPrqq0in0+x9oc08UdEoAbq8vJyHSzT4zGQyjJ89qE9xcTHm5+chk8k4zFir1aKmpgZ+v58bO1IXkCRPKpXi9OnTAIDR0VGIxWJO5ia0slAoxLvvvovTp0+z93JnZ4frQQre29jYQGVlJcuZBAIBq2zu37+P8+fPc72STCbxta99De+88w5KS0vR0dGBubk5aLVaHmzRXUPp3rRhKSkpwcjICFZWVnDkyBFsbGzgrbfewqFDh/Dqq6+it7cXYrGYN26UZVVWVoaOjg5EIhFuSggdrtVq2S8qEokwNzcHn8/HtTXlnR0/fhz5fJ6JUisrK3zvS6VSSKVSHD9+HKWlpexrstvtEAgEnJFjs9nw8OFDfO5zn8Nbb73FMj9C6o6NjbEiSK/X83u9tbUFoVDIG1GSLn/+859HOBzG4OAgvvSlL+GHP/whhMJfnTH1sTYbNDmenp5GY2MjJBIJr28J4bq5uYnp6Wlsb2/jwoULvAkhTfPs7CzkcjlsNhsnk16/fh1dXV146aWX8KUvfQkvvvgiEokEtFotG8dIqkATmv39fYyPjwN4FJ1OJjOtVouenh5cvXoV1dXVmJ+fxzPPPMN+g5qaGp7UA0BlZSVPl30+H3p7ezmsx+PxPKGBp0yDkZERxus6HA5OUiYj1Pnz5zkqfmdnh9fNdXV1iMfjnDApk8lw584dnDlzBm+99RZefPFFRKNRDA0NoaGhARaLBWKxGF6vlxMbSf9IMhqFQsEXJgW7kM6d6Bd1dXXIZrOsn+zo6MDW1hZ/d4QwJNMlNRiJRAKnTp3ilTbRd4RCIa5evYpvfetbeOGFFw5sqvL1r38dCoWCTXeE9Zyfn+eJllqtZjNZJpOByWRiw+Ta2hree+89XL58mekXOp0OEomEMchDQ0N44YUXUFJSgvfffx/19fUsMaFGmDYj6XSam0GBQIDx8XF0d3djdXUVvb29yOVykMvl+PnPf46Ojg7E43E0NTUBAGNiPR4PAxCoiCIizuzsLABAIpEwEIDCjTY3N3Hs2DEsLCxwKr3ZbIZQKEQkEoFCoWAcJuk0y8vLEY/HEYvFOEyJDGdSqRSvvvoqvvWtb2F2dharq6tIpVLo7u5GoVBgaQvpTyknIRqN8qSyubkZMzMzOHHiBKeez83NQafTPUGvaW9vx/z8PKdwE94w+VFQ3OO+qc3NTdYJFwoFJBIJpsfNzs7igw8+ONDJ8m//9m+jqqqKA87efvttFAoFHDp0CPPz82wWVSgUKCkp4YK0vr6eByNSqRT9/f1wOp1IJBKora3F8PAwfvM3fxMPHjzA5uYmJ+tSqObu7i4AMNGPplok2ywqKkIkEuHUekqavnDhAjY2NgA8KlQJC0sEP0IoCoVCDluTSCTY3t5GcXExzGYzFhcXEQ6HeWtBv7/KykpotVoIBAJcuXKFtdtUKFgsFjZY53I57OzsoLi4GCaTCaurq2htbYVer2eaDIEnSktLWZIgEomYtKfRaLiBSafTSCaTvCkjbHB7ezuT9zKZDFpaWjA4OIiamhoIhUK8/PLLuHz5Mm+VCc1LkkjaCHk8HgQCATQ1NbG+PxgM4syZM9wQB4PBAwFkPP78feMb32AELElEKcCxsrKSt1BFRUWcOu1wOGAymfCzn/0MDQ0NHMRH9MJEIoHKykpUV1cjl8vxr0mejcrKSqYY0lkUiUT47Glvb+dA2EAggHA4jNLSUphMJojFYg6PPHv2LGZnZ7G3t4e9vT2+swCgpaWFaXbt7e18phQXF3MzHgqF8MUvfhF+vx/Ly8vwer1sNqfpdz6fR1FREcMvCLxBRCDKDdLpdLzhmJmZYWUA+aUePnyIT3/609ja2sLOzg6sViubZiORCIqKivhdoO0GZXlVVVWhoaEB/f39PFQh2E15eTkPOd99913+PQOPvBzhcJiHZJlMBpubm6itreV7v7i4GEKhkNOie3t78R/+w384UHUBBcnRJpFITV6vF8FgkNOuCSZAxENSBKyurkKv1zOWmTLEKNiOkuXPnDmDpaUlrKyssFyI/ANUfyUSCczNzaGhoQGFQgEOhwMffvghysvL+fvWaDSYnp5mWABtUzY2NtgXZDabOf17b2+Pt4MEjCDMO9V8b775JhoaGjgfjUifTU1NyGazHCpZXV3NKod8Po/l5WVIJBLIZDKMj4/jyJEjGB8fh9FoZB9MSUkJTp06BaVSiddeew1NTU2Ym5uD2+3GxYsX2dhOd2FpaSlTBBsbG/l/Lysrw/LyMi5duoQrV66gv78f3/rWt5BOp/HLX/4SBoOB4SJyuRxzc3Pst6YakGoOwl7T4JukiwaDAV//+tf/z8uovvnNb3Iq8ejoKL7yla8gGo2yX0CtVnPqKyUQk1mXjDRCoRDLy8sQi8V8odDWo6ioCAMDAwDAvgSZTIb9/X3uarPZLNNLPvzwQ+Zy//M//zObwkUiETo7O9n7QNOIubk5Jk7RhNLr9UIgELAPhaZdNAGqrq7mkKeZmRlumIgC0NPTw0z8eDzO/36S32i1Wj6ESU5AZnORSMTIYOLbBwIBuN1u9o1UVFQgnU5jfn4eJ06cYPlKOBzG8vIyJ1tvbGxApVJBo9GwZpIeIpLrJJNJTnhNJpMAwJptKh7pZ1JTU8OrP5JxLC0tQafTAQDW19eh1Wrxx3/8xwd20P3lX/4lM8x7e3uxs7PDfh+6vPR6PeLxOKanpxnPRrpMo9EIu92OK1eucHKmWq3mS45W+MvLy4jH4ygUCujo6OCsF2J0UzDU8vIympubGQnZ29vLqdakuU2lUtjb20N7eztP2wKBAON5xWIxN3wUVlRdXQ3lR+m6SqWSC0OxWIy2tjbcu3ePJyU6nY63M8AjznlDQwPkcjkXDaTHbm1txdDQEPsqDAYDAPAmYnV1FTdv3sQ//MM/8KXq8/k43Zr45TMzMwgGg9DpdHA4HBCLxRgeHgYApseR54SIVQ6HA0KhED/+8Y/R0NAAh8PBBR1t0LxeL6/G6XumFO2xsTEUFxejvb0dr732Gs6ePYtwOIxvf/vbB17sAeDVu16v5+kj8AivSNhE8kgQQIBSj3d2drC9vc3mfYVCgb//+7/H1772NajVapb80RSMskvkcjni8Ti/wzSMoIwcOr/C4TBvcKkxoHOEmP+0rSWNNZ1ZRIghLTkNTMRiMSorK7G0tASn04n79+/DZDJxEUB0H5J6EVxha2sLJpOJU8hDoRA/p0ajEYVCgQvEra0tbG1toba2lgsJ2uhtbW3xxpkQjQCwvLyMiooKThleX19HfX09LBYLfvGLX2B9fR2//uu/jomJCcZCkodgc3OTp620CQLAwZIikQhDQ0NIJpPo6elhupvJZML9+/fR3Nx84DK+v/zLv+R3v6WlBVNTU08YnimzikLCaLJqs9me+Hn4/X5ks1mEQiEmNPl8PpYD5fN5JBIJhEIhdHV1cRGkVCqR/CjbSqFQYGtriwcYTz/9NJ9l0WgUv/Ebv8EyO6vVih/+8Id46qmnuB6gkEWJRMKDBJI0Dw8PQyKRIJ1O8wQ3GAxyATk9PY3e3l5UV1dzMxyLxXgrvbm5CYFAgGw2C5PJhOrqarhcLh4wmUwmBINBTvumTQJtSB43rgOP4CTJZBILCwsMZwAeFazFxcXcHNntduTzeSwuLsJisUClUuHtt9/GH/7hH+IXv/gFtFot/H4/Tp48if7+fqhUKmxsbDDBjrwolL+0trYGm80GmUyGzc1NrKyscBGezWZRUVGBP/3TPz2wO/iZZ55hn5DL5UJdXR3XBJTCTdLNWCyGlpYWVFZW4vXXX+e7bW1tjSFDf/Inf4K/+7u/g9PpRENDA5aWlpDJZJBIJKDRaNDS0oLZ2VkIhULeONEGant7m+VAuVwO8XgcKpWKpZrBYBDnz5/njKv79+8jn89zTAJJjQkbCzw6l4iUls1msb29zffu5uYmy9QTiQR8Ph+Ki4vhcDjgcrmwsbHBuGX6/ROynAbDy8vLHNDqcrl4E/tbv/VbeP/99/Hw4UM0NjZCKBRienqaB9idnZ2YmZnheoJkojQ43NjYwOzsLCuM6O8Xi8Ww2+1YXFxENBrFb/7mb8LtdsPv9/PZS+GcRKtUq9XIZDIsufX7/djZ2cG5c+eYCEhNSklJya9MhPxYMiqaOgkEAj6ccrkcNjc3OZ2RmPOERdzd3eVJjFwuRy6XQ01NDQcRUSFF61aSUpEmjFz9ZOKlqW88HkdLSwsKhQJeeeUVNDc348aNG1AoFHjhhRfwk5/8BEePHoVAIODJd1lZGQBAq9UCAMe4FwoF1iC73W50dnbyD5HkHysrK6zFr6io4KBClUoFk8mERCKBYDAIuVyOTCYDvV6P6upqfqkoIdTv98NkMsHhcGB2dhY7OzscYDQ9PQ273Y7BwUHMzs7imWeewfr6Oq+5Y7EYlpaWIJVK2dQWCAR4+kFd++DgIHK5HCNLq6ur8corryAcDqOrqwvNzc2cC1BZWcmXkFKphE6ng1ar5Z8lFYz01+12O4qKinDnzh02yR/UJxgM4uTJk7xa3d7ehtPpRC6Xw9bWFm+y1tbWcOzYMZZGUG5FLpdjggrRRIBHBymhmqn4V6lUyGazWFpagkgk4lAy4m4TBi6RSHAz2t/fD5fLBZFIhC996Uu4du0apFIpY413d3f5e6OMg0KhAJFIBI1Gg6qqKkgkEszOziIUCrFPQSKRYGdnB/39/cwwJ8O0wWCA0+mE2Wxm/w9BFMjj5PP5sLCwwGmlZWVlfECT5KG+vh4KhQJtbW34p3/6JygUCqjVaj6oPB4PJ/QSuo8OUto8JJNJVFZWPiGBqq+vh9/vh8FggNfrRVdXF09+dnZ2eEoCPDKm0wYvHA7zUIGSXsViMW7cuPGE5vegPzRZq6qqYlzg5uYmampq+PClC4LkkiTRzGQykEgkMBgMvOpua2vD3/3d3+ETn/gE5xdUV1djamoKDQ0NvGl8+PAhMpkMnE4n7HY7bypLS0tRX1+P1dVVlJaWIhQK4eLFi+yVozwBkn9SuFkgEMDe3h5mZmYQCAS4cUgmk5DL5fzO07CHDIJyuRxDQ0Msa6CLyuFwIBaLse+O9PJLS0uQSCSM2DUYDBzcaLPZmGhYKBQQiUTY8EnBVQsLC7zK39vbg0AgeGLKRgQsGp7YbDaMjo6iv78f3d3dGB8fx9zcHIxGIze+LpcL7e3tTMaSSCQ8bSSWPP07KKuJps6Ef62trUUulzvw5294eBhOpxPz8/NQKpWMLabi02w2Y3t7G1NTUyzd9Hg8KCkp4W13WVkZKioqGOxgMplQXl6OiooKFAoFpFIpxhyvrq5ie3sb8XgcarUaoVAIGxsbEAqFmJ+fZxgJNYyEEv30pz+N5eVlHtRQkTY2NsYwko6ODigUCgYKUBNN75DVasXS0hIP22gASIOuRCKB0dFRKBQKNre+8sor2Nvb4+KQhiiE3Y/FYiybq62txdzcHE6cOIHt7W18+OGHOHToEO7du8cbkUQigbKyMpSWlnKwXygUYj8AIX11Oh1mZ2fhcrkgkUh4sk3m7zt37qCpqQmvvfYae35yuRxDNTo6OrC4uAifz8fSlOLiYm6GFxYWWJGxubmJmZkZNg4f5IfIUVqtFu3t7RgeHkYoFGJcb3FxMQ+J6H0ijPzCwgIT+8jcT36ObDaLa9euoaysDMXFxTzM8nq98Hq9LHuiTJKtrS1oNBrO8SEFDA0IKQAvHA7j2rVrXB/Q3ZhOp7Gzs8PeNNq8yuVySCQSBgzV1dUhHA4jkUgwBZUyx7q6urC0tMQGbL/fzxkspEJJp9M88CGyWlFREWZnZ9Hc3IypqSnYbDb2Mq+urrJMjDZ0wCMKXS6Xw+TkJA8sSY1B31ljYyOy2SyOHTuGxcVFdHR0cINMW1DyulDuDACcOXMGsVgM8XicIQqk5tBoNJwpQr4qGsZXVFR8LBnfx2o26MHx+XzY39/HwsICNwIAOJ2YwraI1x4Oh6HT6bC5uYlEIgG1Wg232429vT0YDAasrKwgFovhzJkzGBkZQU9PD/b29lhnvLi4iEwmw+agzc1NflBJq1dZWYkvfelLmJqawv3797G2tga3241bt26ht7eXL87JyUlkMhk2g5Px1uVyYXV1FUKhkFdv2WwW8/PzKCsrwzPPPINkMol4PI4bN26gvr4eGxsbuHfvHgwGA4RCIRQKBYLBIB/eNJ0oKytDKpXCwsLCE3/vyZMnmaxBk263282eACJgDA0NwWg0wmw2o6ioCIlEArlcDtlsFqWlpXA6ncw+JtxufX09yyQI43bmzBnI5XIMDAxwsUMmJIlEwutl8sjQBItQpVtbW3C5XKivr0d1dTWGhoY+zuPzr/5IJBI+dI8cOYKVlRWsra0hHo9DKpXyM6XRaBgnW1xczOa7WCwGpVKJdDrNRKSenh7WnYbDYTgcDk7ENZvNT2wNyLdBukaaYBOJ6fnnn+dCjFavlLYqEAiY5GYwGDhJnvj1FIRFUw8yi9P0hkIGSfawv7/PEzkq9Gm6TkUvTTUNBgOqqqpQKBRYEheNRpnyVF9fjxs3bqCxsZFDkpRKJaqrqzE8PIxCoYCysjI2kFEwE8n7TCYTG4grKiqQy+VQXV3NniOFQsEoR5/Ph7a2NrjdbkilUsjlcp6IAf87wR4AmznFYjGWl5e5qaMU219hKft//PO4SfTFF1/E/fv3+eAlnCBRR3K5HNRqNWpqarC2tobKykpIpVJMTEzgq1/9Km7evMlSn0uXLuH+/ftYWFiA1WqF0+lkkzm9vyKRCJubmwiFQlzoyGQypsPt7e1Br9djZWWFMeMERKBzNBgMcnjkzs4OtFotb3VJI767u8vNJ6XSDgwMoKmpiZn/Op0OdXV1iMViDKh4HKtcWlrKF/nW1hb8fj/y+TwEAgFvcgmyYDAYeDtLz29fXx8CgQCGhoa4cBQKhUw8FIlEqK+vZ4lKIpEAAG5eiAjncDjQ1NSEO3fucIZJVVUVpFIpe2fo90OkleLiYqysrECr1aK5uRmRSIQDEktLS1FcXMyX70F/CDVPZMSqqirIZDKIRCLU1tYiFAohFotxrlIsFuMznoYUpCowGAxwOBwAHvmw9Ho97ty5g76+Puzs7MBsNnMwrEajYUw7hfGR95KkT/Pz86ipqeF3WiAQcBbX7u4uB0DSFomm5TRIaGxsZHmrWCxGbW0tMpkMdnd3IRQK+dk9duwY9Ho9b6PpvaysrOR8KEoXb25uBgAufulnfOPGDdTV1UEsFuPevXs8TV5dXYXRaOR3IxgMstRpdXUVVVVVqK2t5QEpNW7koaBpfCaT4eRpr9cL5UcYfqLE7ezsIBQKoaenh+sTQtySbIhgKCUlJbw1IVCEXq9HV1cXy9AO6uN0OlFWVoZAIIDd3V0mIxEpLxaLcWYXUcxoY3PkyJEn7tmpqSku+Kurq1la73K5YDAYODtGLpfzsII8ZlS/icViViOQFykQCODs2bOcbq1QKGA0GrG+vo6mpiaWcPr9fsZ60x1NoZHFxcUcYEghyORRoRpvbGyM7yDlRzlkBGqg7WwsFuNmTCQScdNCMjA6H0tKSvC3f/u3iMfj6Ojo4DqOBpuzs7NIp9OwWq2wWq284aCNF9V/u7u7HCas0Wjw8OFDVFdXo6SkBF1dXZyjlM1mGYJEkmai8VF9LJfL+R0FHt3N4XAYVVVVKCkpwdTUFPs4f5XPx2o2aNpLumqHw8GrPQpIIpNz8qNodpFIxJckrVmMRiPLTMbGxljzSKt6IuhQl19eXs4dFa09ZTIZbDYbPzDvvfceLl68CKfTiYWFBVy4cAHvv/8+ozY3NjZ4vUTJqfSlb2xsQCKRwOFwsMENeJRkTGxnCjiRSCQwm81ob2/npHIKraKJdWlpKdbW1pDJZGA0GlFRUcG5DCsrK0zgIurV5OQkGhsbOa1cpVLh8uXL/MO2WCzY2trC0NAQFy0KhQL7+/ss1SEMrlarxdjYGCoqKrCzs8Or45aWFuY8U7jWm2++yXpKQg4mEgmsrKzwIUKGQKI1LC0tse6SNkUH9VleXkZpaSmee+45lJWVYXV1laVmJSUl7FUhnOz6+jqbEFUqFdRqNUteqEklTTExuCmcKpVKQaPRoLW19YnVcDAYhEwmg9FohMfj4ekmNWhEZJuYmIDNZsPMzAwX4GKxmCdimUwGsVgMWq2W9e/0ewYeoTlpmjs5OQkAkMlkjL6jPw/peEk2QH4eSm4l9CMFG25ubkKhUCAej/ME22KxYG5ujmlrRPTyer2or6+HVCrF7u4uJ7kSjlYsFqOoqAjb29uM/ltZWYFarcbGxgaHhp09exajo6NwuVzo6OhgIg4RTAhdSpJDAKwdpUKEUqWJqGS32+H3+w/0+QOAp556CktLS+wBI4MrBXBRoUINB50PJSUlWFlZQXd3N7+vmUwGbrcb5eXlGBkZQUVFBerr6/Hw4UMGIRBjnTxW1GStrq4il8tBr9djd3cXN27cQHV1NecTEFaR8ogoLXZrawu3bt3iIlsoFDL202w2s4xrf3+ft3SENvd4PNja2kJTUxMGBwfZR7e9vY39/X309vYilUqhrq6OqYLUVNNZRffC/v4+5ubm2Jh7+/Zt6PV61shfu3aN/SNEuyLjIhHhXC4XZDIZtre3oVKpUCgUGP4Rj8fZ50RaZKL3VVVVwe/3o6Ki4gkGvUqlQjgcfiKnhzY7t2/fZikgmVKNRuOBP3+BQIAHAWtra2wiJQw1AJ6szszMQCaT8TBEpVJBIBAwUIX+ezQaxerqKpqamlBcXIzR0VGYTCZ8+OGHvAH1er28iaQtRlVVFZLJJP9z+/v7T/yzZrOZAS/7+/vY2NhgH5nRaGR8Zz6f54wnQqTS90xqBlIPaDQaJD8KuKuqqsLKygoqKiqQyWQYXpDL5ZBOp1kCRWekUqlEUVERF+tut5sbqsdVBuvr68hkMtjY2EB3dzfi8Tj6+/tx/Phx7O/vY3Z2lhs4euYqKythtVoRi8UwPz//hNfvwoULrAIgNQUNlux2+xObAeVH2P/HCZMEw9nZ2eFcIqVSicHBwQNPEAeAY8eOYWRkhA3N5OtzuVyc3URSPJLgbG5uMiaZ3jfKo7Db7cjlcuxRfFxaRioXGnY+jn9Xq9UAwJuUixcvcn1oMBig0+mYiEU+WQptJCk9pdmTiXtvb4/9jtTk6XQ6JtcVCgXG85aWlsJsNuPtt9+G2+1Gb28v9vb2cP/+fR4CE92KNoa5XA57e3ssnycU+a1bt+B0OjmXpbu7myWl09PTGBoa4udco9FAq9Xy909eTaopAXAWCqWBr6+vcy1ZVlaGtbU1KJVKDpLOZrOwWCz8M36cRkVZLtTs7u/vY2dnB5cuXfpYze6vbiXHIxoQBZtQ4FgikeAvOZPJMEaRMGCzs7NMa9jb28Pm5iZu377N/5106hsbG/jZz34GAKwbpi0JRbLTWqqyshIVFRUQiUSw2WwIBAJMG3G73YzVJBylRCJBUVERJ8QSM9zj8QB4RDXRarUoKipiA/LKygq/ILReCoVCMBqNOHToEBMw2trauDglfT3REWh6QfHuRHYBwA97PB5HPp+HTCZjv4vP50NVVRWEQiFTBba3t2E0GtHV1cUTOtp80ESQDnySDBA9ZWtrC6WlpYhEInj99dcRjUahUChgMpmwuLiIubk5GAwG7srJhAY8agyDwSCvCBsbGzm8SSQSfZzH51/9oSRjSgOlF87tdmNmZgYikYgL6HQ6zatRogYRkpmkbpQkKhAI2LQWj8fZOJjNZiESiTibhTTFSqWSnwdam9bU1GB4eBgikQjRaJTNWWazGW63GyqVCt3d3aiqqsLOzg435RsbG7yJkMvlqKurQ1NT0xOBZolEAhaLhVNuFQoFM7CtVisjj2nzR38mavaLioqQyWSYkkbvKW0bhoeHoVaredtBcpZEIgGv14tkMonZ2VksLy/zz5wMpGS6MxgMjMElXF9fXx+am5uRyWRQU1ODzs5ODrEihG44HGZoQiAQ4EumrKyMi89wOAy73c4NtUajgcVi4cvmID+Uu3LmzBkOLCTT99LSEjfhBoOBPTHBYBAikQh1dXWczzEzM4OqqiqUl5dDpVLB7XbzpjGXy8Hv9/MUj7avwCOD+O7uLgqFAhurI5EIe5PIvE8JuH19fRyGSAQlk8nEWwWr1Yrq6mqoVCqUlZWhvLwcSqUSqVSKEYd6vR5Go5GzLW7fvg0AfN6R74N00DabDQKBgAsqypBZX19HLBbjzRDhRCORCD83JSUlcLlcKC8vRywWg8ViQT6fZ0qcVCqFxWLBkSNHYLfbIZVKodFooFQqoVQq0dHRAbvdzjACykQAwJtOj8eD6elp5HI5LnwcDgeam5vhcDhQX1+PiooKPsOrqqrQ0dGB7u5upsVQmN1Bf7RaLRMSbTYbampqkE6nUVpayojLZDIJoVDIZwWZ+El2R7K5aDQKuVyOyspKKJVK3jaJRCKWB2YyGR5WkCyXqD0k5fR6vSx7q6mpwczMDEpKSrC0tMSyybW1NYyOjjKRjAZ0QqHwiU3p3NwchwZOTU2hrq4ONpsNhUIBmUwGc3NziMViXHxvbGzwcJA2u+SPEovFnNcgEolYm09nq1wuZ5y4Xq9HW1sbKioqeIi6vLyMxcVF3v6S0Ze8jGtra9yYLC8vQyaTcfCZ1+tFXV0dy4qi0Sg3PYSfpwEjbXL29/cRCoWQSqW4QSNfCYWn0aCGttpzc3MH+vyVlJRgenqanwm6w6gpKCkpYUJmKpViDypJqWjYRd4ZqgMpf0ihULCCg+4dqVT6RHNQVFQElUrFMQDkh4jFYhgZGWGUMvkLIpEIGhoakM1mcfPmTYbF0Fkrl8ufGODodDqcPn0aZrMZdrud7yE6w+12OwDw4LqtrQ2RSASTk5N8l4nFYgaGqFQq9ooQxCiVSmF/f59ln+SjLS8vZwO+UqnE9evXkUqlYLFYUFtby9JHrVbLJC2SPlE+kt1uZ0gMZaqRfzWbzTLVlUz6hLYOBAJMI6XNSVlZGT97y8vLkMvlrHKgAfiv+vlYzQaZw4hgQmx2ugjpC6AinwxMqVSKiyYyYBOpYH19HY2NjQAerTrVajU3AQKBgKe7NLWnghIAr45IpkGHAwD+gVssFqyvryMej0MoFHI6JPkz4vE4F6e04tra2oLRaERZWRkmJyf532u325lbvLe3h6qqKlRVVXFRQBp6pVIJvV6Pqqoq7O7uIhQK8T9D3XowGEQ8Hucuk6YgNOGgAymfz3MgE60TqTsntJ9cLodSqUQoFILH44FCoWDpDQUWAoDZbMbq6ip8Ph9fOLSOTCaT8Hg8XJRKpVLY7Xb2yJARlHwMZHI9yI/ZbEZlZSVGRkY4TGl1dZUTdOlnSQcDNXhisZgzX2Qy2RPmaNJ+ymQyNu+SLp8IP7u7u4xwpr9OjGxK9qSLc3V1FR0dHSgpKXkCJ7e0tIS1tTXo9XoO/iMzFm2nyP9BmzgAWF1d5aLhcUM7mS6BR4eATqdDSUkJT2bI3EjNh0Qigdfr5cArKsbo303GRDr4yfMTj8e5+a2pqWETLknsxGIxb5n0ej1nJcRiMbS2tqKkpARSqZRXtjTZUSqVKC0tZeABAG5ugsEgvF4vJiYm+B0vLi5mfapWq8Xc3Nz/Fc8GTc5pKioWi7lBo6k8AQMmJiYQi8VQX1/PEyHyANGWcGdnB8lkEnq9nilb1PRGIhEIBAKWNu3t7UEulzP1ieQqhJqlZ5pS6UkfTNu4tbU1lko+LmEjedDu7i5WVlaQzWah0Whgt9s5EZ2eR2LUu1wu9tqUl5fDarUil8tBIBDwVmtnZ4cbEGqoSRoiFArR09OD4uJiJrPR2UuIb/J2yOVyPsvo7KSwOfrzEvWHTJi0MaR3maaatBmmoQlR2YiURR6YxsZGHqhQgBhBFihHibaQB/kh3brX6+XCS6PRMBikvLycja0kTyRTPoUvEpnu8Z9pOp3mQFMKOCNP0vr6OiwWC5xOJ5RKJf/8dDod+zX6+/t5MyAQCDjpnSSny8vL/G5QwU4m3EQigXw+j83NTSwuLsLv93PYIhlciR5FIZBUnFdXV0Mul7N3jH5drVaLXC7HEhiBQMAFGSFs9Xo9b0RIU5/JZDioMpfLcSI4+VFyuRyfp0TsoyEP3f1SqRQ1NTVc6+RyOR7e0fdhtVqZQre8vAwA7C+kJmhpaQkTExNYXFxEcXExm/ENBgMjrQ/as0EwlbW1Ncjl8ieC3lQqFddXVLtRPUjvy9raGt9barWavT+ERJZKpUgkEkgmk9zEAOAE8v39fUbiEqGPPBzLy8tsxt7a2uLgU3rPCQqj/Cg/aG1tjYeJ5CGhzRg9N0TVoq0AbQ89Hg9jzqnhooE3eZStVitTFsViMaRSKT9jPp8Pfr8fiUSCFQ4GgwFra2sMIaI/C/Bo00DNUSqVgtvtxtraGktUKSpCr9dzDUnvHz0n5GuhM+9xBU91dTX/Hqn2oQFEWVkZkskkNzrUHAeDQVYi/Cqfj9VsiEQi7O7uYnx8nFF0JK8g7O329jbW19cxPT2N5Ef5GlSo0gP2OK6RLihiZu/t7SESiXATQ8FXtNaihFRK6Y7FYnx4qdVq1NbWYmFhgYsvpVIJgUDAkwQyGplMJvT09LAGnnRzZDgiAyKZ3MPhMOt6V1ZWmDSVzWZhMBiYjgI8apJIq0cGRAA8VaeXh6gFQqEQ+XweMzMzPCmkh5wO6eRHWFCSplCBRtIa4ubrdDpUV1dzgUesdVqbVVVVsWEvl8shn8/zS09abvp+qTBsbGzkhmNhYQFer5eDZw7yQ1PGxw2jhE9Wq9V8QFHOi1QqhUwm46C7qqoqnnhQwU3Pnl6vx8DAAE+NCArwuM6cXkAKXCorK4NSqeTtV3FxMeMWm5qa+KBpampCRUUFozzJZEkvKtE5qAgNBoMIh8PY2triZ2d9fZ3/jBQ2SFQsmg5SowiAUYnUxFBzsby8zM8HAJ6EGI1GaDQaAI8kYaSB1uv1/F6QidRgMHC6MG3uaLtIDXTyo+Rbt9uNubk55HI5npjT5U3hcTSFpGkeeY8WFhbg9/tZqlNdXc3PIb0/B/1ZXV2FRCLB5OQkby5JrmG321FSUsJZRCSxI3IVXaparZZ9ZnQhdnR08KFPDSNN+vP5PNNBdnd3Gc8okUigVqthNBrZeKlWq3nrqVKpWAa5sbGBlZUV6HQ6ngbH43GWZtB/aOOWzWb5DNjY2OBzSi6Xo7GxEWq1GhKJhElQtMGQSCRYWVnhv5caMMLpFgoFmEwmxqZ3dHSw7JRkeiQz3d/f52KKzu3y8nJEo1EEAgEu3PL5PMsHaftNU+Z4PM7T1q2tLQ7FoqKQcNbkhYlGo7xR39nZgUAgQGlpKUsvSAZLUuGD/tDgg2SL5LFaX19nkzidWY9Tgcg7SHLke/fuQalUwu12Y3NzE0ajkVUBoVAIJSUl6OjoYPmRUqnkxpq2STKZjO9Nep/Ju0T6eCJPlpaWwmq1QqvVQqPRwGg0crAsNQF0DpSXl/MznclkGDZRUlKCuro6iEQi1ujT2bC9vc2epY2NDT5jYrEYNjc32RtHxWcikUBdXR1nzZDSYWpqCsFgkH2R+/v7jBJeX1/n5pU2I4Tkpu+Gnh21Wo2trS0+e1UqFasVdDodm5GVSiVT/2iAVFtbywMyOvOoQaRaobGxEU1NTQd+B9OgU6/Xc+I53a80pNra2uIzkP7sRqOR38dwOAyTyYT6+nreaMdiMQQCAfZI6PV6Hs5Senc8Hud3jqhkALjuJLpeJBLhnxn55u7fv49YLAabzYb9/X1YrVYIhULebFINQDQyAiP4/X5EIhGkUim+1+LxOBKJBKamptgLpVar2edGZwsNlgGw74E8bnTm5PN5hiSQrKyiogJtbW3IZDJwOBxstA+HwzzY9Hg8WF9fZ98GnU9E7SO/9P7+Pg816WdDqoHV1VXIZDJWJRA+m76HeDzOXhEAfIbTM0cDnF/187GajfX1dc5j8Hq97NGorKzkiyGVSjHFiB4+s9mM0tJSvmBpIkaaxGQyyRzrTCaDbDb7RANDWjeZTMYpzmSipNh0oueQiZEK5bW1NQgEAuj1emg0GlRWVvKXpdVq2dxF0xBKA6epRG1tLXfYpaWlmJ6ehlKp5C2I2+1m6RRtHWhKQx4MwkpSAiWtEmmCTfIKemHocqCuVqfToVAocCNB2v6SkhLmx2cyGcjlck5fVigUrNGlkDl6AQEwe7yoqAh+v58bNYFA8MSWh9ZslGpKqZFU0B/khzw7Go0G6+vrvGok30F5eTnz34kJT5NbktzR5JSmavl8nv9eKvYpgZykWOQrIA357u4uh+XR5Jl8P4TeIw9JV1cXKioqUFNTw80l6YlJbkeFGl0w1BhSkUhSE4fDgXw+zzhJYl2TnIwMvlREVlVV8aSGUKeNjY1M4aJnnRp3uVyOWCwGmUyGyspK3koQdpL0olarFWazmZGHZN4m+RNN3WmSSZMQlUqFTCbDCFgKICLTKUmESFKoVCrZ20WTVkJk0rNw0J9YLAaNRoPq6moOrkp+hGKkyRh5IUwmExtgSeKyv7+PdDqNbDbLIWRUhOj1emxvb/PghS5nANBoNBAKhQiHw3C73fzs0bbocc3uxsYGVldXeSBUU1MDn8/HHh/y2tBGFXgkwaSigd4vItsRspwKqoaGBrS3t3OA6d7eHmZnZ1kGtr+/j8rKSvaKkCmZ5Aq0oSHKGP11emdWV1e5QSATKpkiAXDh8vhgJJPJYH19naWjiUSCi1iCbRD4g7TZ9EyROT4YDPKFvba2xpezUqlkvxA1zpRTcdCffD7PaHcq5jY2NrCxscHgB9K1A3hC/hOPx+H1ejlroqysDAsLCwySEAgEmJycxPT0NIfyUcELgKVP9Pd6PB7GwJvNZva8pdNpuFwuhsGUlpYyTYfkykVFRRwGR3LOcDjMchzyuBH4IxKJIJfLMTqUSEzkB6LCk2oSMrOXlpbyloTUALQloIKV3jPaPDY2NiIWi3F2F0lGyXdEgy7yw+TzeS7uZDIZstksm3QrKiqg1WoZub+/v89ZVdPT09yAbW5uYn9/n++Fmpoa3pySrI/OXZ/Px/JgUi0c1Ic2ZwScILk2DS/lcjlv4Yl2SORIkn8SuZQyeJqamniwQfcI8KhANxgMSKVSXLdQsUz3ws7ODkQiEcuTKQWe8k5IIuTxeDA6OopCocADXPICFxcXQ6/Xc41DzTE97/QzAcD12f7+PvuFAHDBTtv6tbU1eDweDnKk3ApqQqhmNRgM0Gq1LKejc62mpoYN9pRoTmcvDWuoVlar1ezdo/eehpQ0yKFNIMn8FAoFg4vIe0YNFRnAY7EY/H4/Njc3OYeIzk0aWpNE9Vf5fKxmg/BZFRUVjM+iLtdsNrOeq7S0lF9EQsdtbGyw9IYoJmR2FYlEnNEhEAh4DfT4Sph8GgDYALa5ucnTALoYstkszp07x9MZMmfTF0vYPZ/Ph8XFReYDk96Q6EF02dFLQUZF2nqoVCqsrKzwJIR0yel0mhN96+rqWOZAhRKZYunfQ43P3Nwcd46PT3VaW1shFoths9mYGEAyGeLhRyIRNoJTsU2TF71ez4fD3t4eF9uRSAQlJSWw2+3MW6ZpdzgcRjgcZh/O+Pg4c5VpYkoHyEF+iK4ilUq5AKcigqaspG+nqTOhYkkLbDKZUFxcDIlEwkZD0j3Smr6np4fRrpubm1AqlSypIOMgmRZprVgoFFguUlZWhuHhYea1JxIJRCIR3Lt3j+U3DoeDMZ86nY5lbyTVooNwa2sLLS0tqKiogEajwc7ODoaGhviC0+v1fJiQjpkOFbpMaX1LHgFaPwPghosm9KFQiFfN1HCSH4kaiL29Pf616dDa2NjgLV88HudQO6vVit7eXgwPD7MWn2QTa2trLCGgtFn6ayqViv0ZjxcghB+dnJz8v1LskZGOJklCoZA3TIlEggsUamZ3d3c5uZW+w3Q6zRM+2vLSc0jyGCr0gEfbJ7PZzJsf2vhKpVLeUlAAWCKRQDabhcfjQTgcxuTkJMxmMwffEbiCSC4A2HdEYAWSp5DfYX9/H3q9nv9+mpjReUIbgeXlZW4IyNhuNpvZmKvRaDjXh6bxq6urTDmkQRb5MygngaaDtG0hlj1N1mio9bjMgDZ4YrEYPp+Pp+9kzqSQLvIx0cSf/E7FxcVQKBT8nO7v7+P+/ftcdNI9ddAfgUDA7wXRDgkYQsFyAFjm+LjUjopzoVCIzs5OnrzSM0TfJ0mIp6ammGhIZ9z+/j7Lh+g8pK3S1tYWotEourq6mMxIaGK9Xo9AIMC/N6IdEs2PPBm0sSeiFjUJlH1AxW13dzeCwSBPY0lm6Xa7IRAIeHhHWR5kUqYpbXl5OUKhEMLhMIxGI9LpNKqrqyGTyaD8iAolEAj4+aVcLXrX/v8lPjS0Ki8vR1lZGb/PtbW1qK6uZjleKpXiJnFgYACZTIab2Vwuh6WlJcZS051Az1w+n2dpjEKhQCgU4jPioD7RaJTDQSkIDwD6+/tZAkrNFd2z1HwtLy+juLgYWq0Wy8vLcLvdCIVCLI+mgfPm5ib8fj8/i3Sf0TaVFATRaBSJRIIl9mS+p6T4QqHANDKKF6AhtMvlYlkubUGp8czn8wydIWmlWq1mCRXVmo+T9WiLRfUcRUAA/5tgSDJowmzTOWoymZBOp9HQ0MCeRrrbSLKo1+s5t8VisaC6uvoJBDjVgXQ3EzxnZWWFz9nHZX0kTaYmkZDz9L7T77+2tpZlmqQSIRohWRV+1c/HolHRZK2srAzNzc180RIFiDR1MpmMi2UqdOkyJKTo9PQ0PB4PNxO0eisqKkJ9fT1fQPS/bW1tccGeSqUYs9fV1cUyJ+IUk4bT6XTyBI10mqRzI6Tm7u4uTyNJj02HMHXU9AMdGRmBTqfDysoKWlpaeOJBUrB8Po/h4WGk02k28JKJlnCDtJ4nXCllDlCaqkwmw4kTJ+ByuZhzHI1GuTunCToZiUQiEYLBIP++qVhbXV2F8qPcDFpTEumirKwMi4uLqKurY2IWredLSkp4NUyFSTweZwQdTeiJmnWQH/JllJaWssSEsjFisRhrREUiEXflJIGgcDTC9imVSr5U6+vrOWCJKDORSITlSRqNhqccRGFSq9WMFSV/Del7afNHzyFNHajwoQwC+pnRdJjITjs7O1hbW0NHRweKiopgt9uxsrLCcgLSZ9PGgAhQpKmkTQ6Z+slIRj4B2hIWFRXBZrOhsrISY2NjLPeRSCQIhUKIx+PIZDLcaJEsjBrXlZUVlvyQ7KmnpwcbGxvs3SCp2YMHD7jxEQqFT4SMbWxscLYBkbXoe6aJIzUy9+/fR09PD288D/pDKELKw6CtDsnowuEwT/VpO0tNJcnfLBYLF2JSqRQrKytwOBwYHx9n0pJWq+V0d2qeS0pKOMiRyGKUw0OXx+M+HUJIAo9Ms+FwGFarFVevXmXcJBlYCd1JyEW6mPV6PUKhEA4dOsSX59jYGHsjKEdFr9fz5psIUyQxtNvtSCQSvLGg36dcLmciILHrSUZoNpu5MIjH4zCbzRzGlUqluJkmKQLpxYVCIaLRKAqFAkMPSM5DHgej0cjPMP1zdC+lUins7u6yxp8aR0rSpiLT5/PhwoULePnllw/8GSwuLmbJFAAe4lEiM6WrU04J5ZHQ2UbyTbrXKOA2HA6jo6MDarWa3zv6D8E2Hkdj19TU8DNIJu+WlhbOm6LmgPINioqK+BmIRCIIBoMIhULQ6/WcaUBnKw0t6c9I2/y+vj6sr6/zFDaVSj0xABQKhdBqtYjH4/wekFQrmUxys0oSPKpJqBknqRk12oQfpU0XIb4JNpDJZJiIWVpaymZ7ItTRhoSGCmSkn5mZgdFoZLgM/T5JWUB+ApvNxr65TCbDqfDUbFDzdFAfos1tbW2hsbGRB5zRaBQ1NTUoFApIfkSco003Sd2o/qCGhQZKDx48QEVFBRfdNOCjLb5arWZvDG2QqFAvLi5mpUVNTQ3Lwils2mazYWNjA3a7HdPT01CpVPyOUB1TWlqKQqHwxO+JzkBSdhABi+4vtVrN2WwNDQ2YmppCcXExWltbsbKygnQ6zb8OSeIJEkANGPDI8E9k1JWVFWg0Gvh8PqRSKd7KUq4PUSHpOSZUPUnBqPkmwmZraysGBwfR1dWFXO5RHl4gEODQS9rqrK6uQqPRwGAwIJFIYHFxEfF4HBsbG7BarUxSpHpGIBBgYWEBHR0dGBwc/JWfnY+12dje3kZTUxM++clPYmdnh7W5JMkhFjIAlkwQRrC+vp6j1SkUZnNzk003tEmggpAIVnV1dSgtLeXExoWFBV6llZeXQ6fTsemI8hZ8Ph9WV1cZr0a4PZqetbe3c3G2vb0Nj8eDxcVFLCwscK4GadjsdjtaW1s56I+kVrQl6erqglar5Qf+8Qsgm83yGo4mTmTGFgqF/NCIxWJ0d3dDqVRiZWUFc3NzTLChNeT6+jqbSGl1SF0o4UrJlB6NRvHgwQP2jGQyGZ7ykda/oaGB/TAej4flG4RULS8vh0gkYjoErcIrKipYP3/QNCBaq29tbcHj8aCyshISiYQP82w2i1gsxpIf0oo2NTWxGX57extVVVVQKBQ4fvw4c7+JXS8UCnH37l0Eg0HEYjHmbhOhiaR+lAxNlBPaOtXX10MgELBpMBaL8V8nznwgEMDk5CRvLqqqqtDe3g6z2cwwAnpmBAIBfD4fotEoI29pxbmyssIa53g8Dp1Ox98BbQ5pAkLTCqlUygmrsVgM1dXV2NjY4CaaclYikQgSiQTrPX0+H1wuF1KpFObm5rCyssKbsJKSErS0tLCPQ6/Xc8NEBLFjx46xjMFqtcJkMjElJplMsjSA/CLkl1Gr1aiqqmI9L/mY6uvreap2kJ/m5mZ4PB6oVCre4NJ2iDwLZNSrqamBSCR6gklPGmWS5lmtVpYkEMWKTNlkTKbpE031ioqK+LwMh8PccE9MTLBEobS0FFqtllOWSW5FDTOdsYFAAOXl5VhbW8Pg4CAXa4QdpSKW0MTUGJIXjs4YIu8YDAa0tbWxlpkm31R8VFZWQqvVcujm8PAwT57r6ur4GQXAZwxN7dPpNKcJE9aypKSEKUpyuRwOhwNSqRQKhQIzMzP8c7Db7bBYLByGGAwGUVZWxuGRhCEnKtzjen8yWLa2tjKlTSgUPrEhPKgPQR3ofKNBGsmeLBYLGhoaYDAYWDVAEkVqxAjTPTQ0xBkubreb3zWSQ9MzQsUYkeMe968UCgX2ddXV1bHHgSb4dGbRkIzUCGtra3A4HDx0o20aSQkpXJHyYqg5JU+YzWZDd3c3B/4RTQj43xkM1dXVTK2jLRyFpQGPCj0q8nQ6HSoqKpjYs7OzA5PJxDLG2dlZbp5lMhkPmojaRfKYdDrNxKzi4mJEo1FWWTQ3N3PuhNlsRltbG8ud6R4rKip6wlytVCr5Z57P52EwGGCxWPDw4UOMjY3xJuigPlarlbOplpeXuYAlCd34+DgikQj7U4k2RRNyrVbL56RYLMbFixchFAoxNjaGnZ0dFAoFzvIgHwiFSgYCARQXFz8RFiiTyTA3N8eNHSkaTp8+zUbr9fV1/n0+Lt2lranP58PExATTqLLZLJIfEU1py0/+QNp2Hj58GA0NDbDb7SwvJTQ2yf13dnaYXEYDFZLD08aL7vJ8Pg+fz8eEKKobZmZmIJVKOQduamoKPp+PqXMUgJvJZNDc3AyTycQbuUwmw+ekRCLhGpz8eUTyIiIqnaM0cC4tLcXy8jKjnhcXF6H8CPe8vr7O5/Sv+vlYzUYul8Pc3Bympqb4Mkun07xmJJoUAIyPj3Mg2sTEBB92i4uLnOJJU/1nn30WOp0Ovb29PEmnie3a2hoXuqSVbm1thd1uZywfmacpUCaVSqFQKPAEm+QmhNosLi5GU1MTlEolJ0LSFLGsrAzBYJCDYm7fvs1ou8rKSjaByuVyNDU1YWpqilF/NMmlVSqtrBOJBObn5yEUCrmBIVO7XC6HSqVCXV0dWlpaUF9fz6g28gZQSBFJSKjrTyQSvEYnSVM+n4dQKGS959jYGMxmMzweD6/VXS4XTxeJw0yNS3l5OaNvKQ+FdH4CgQBzc3PY3t7GyMjIgaNvAXBSOrGrqRgiCQTpYYlVnslkMD09DY1Gg0Qi8QRNIp1OM8eamsfHi0YA/4+Nhlwuh8ViYerD6Ogo/H4/VCoVF2hEMRkcHEQqlcKVK1fgcrkQDoeh0WieMPqtrKwgEomwpGh7e5sN22SII/0mSffIpEzbOZvNhtraWvYlUYFHRTuRJIiaRD83av4jkQjEYjFvdObm5lBRUcHUF1rTkplUq9Wy0Zam/DQBpGfHYDBApVJha2sLhUIBsVgM9+/fh0ql4syNx03HfX19zPbe3t7mwxR4pNMlJDNNpSnT4aA/tP0bHx/H4OAgampqoFaroVar2ftCFxuhMdPpNO7cucOGx3g8js7OTib7UEFIWUVkygbAlBO60IRCIZaXl3H9+nUMDQ0hFothfX0dgUAABoMBdrsdBoOB5T/URMzPz0Or1eL27dvQaDRMz6L06c3NTQ5II/oQybXUajWGh4cxMjICj8eDlpYWlJSUcGry008/jWQyyXhcmn5R40oaYQrWogRnhULBk+mZmRnGNdL0vLa2FqlUCn6/nxPVJRIJgsEgVlZWEA6H+RIm1GoqlUJnZye2trbY39fU1IRYLMYm2+npac7soYELnfu0MaNQOPKqCIVCbnSUSiUsFgvu3r174M8fbWnJP0AAEjK7Ly4uYnBwkJs22lrQRpsM39vb21Cr1Th79iykUil7KkQiEaanp6HT6VgiEQgE2BhPem7g0WaEci/kcjmWlpZw7949rKys8OZdLpfz5Lq0tJQlzFRY19fX88+BBi1UkOl0OrjdbtTW1vJknLDZtPEnGbXJZGIUMUm0FhYW+EyXy+UwmUws5yb/WSgUYhNyNBrFzs4OP6dkCI9Gozy0cbvdnC1QWVmJtrY2fPrTn8bnP/95NDY2csgiDWeoQfH5fCxDo+0lybhIbkioVpINkfdKqVQy4YkKR4odOOgzkCSEtbW1KBQK0Gq1qKurY+IU1RD0Pnk8HpjNZjQ2NnKzp1AoeAi7t/co7V2v1zM5LxKJYGdnB263G9XV1dz4kp9Mo9FArVZDqVQy/ZF8sAR8oOGqXC5HS0sLUqkUbDYbB9ilUikEg0G+rygjaW9vD263m3Omtra2sLi4yIZ1gUAAv98Pr9fLsrpf/vKXXDeRn4tyzojAReePWCyGy+ViKRbFMoTDYTz11FPQ6/UwmUxoa2uD3W5HbW0tK1RISVJeXg6tVsuDD/KuKT8KjqRt9cLCAnsba2trUVZWhq6uLiiVSk5z7+joQKFQwNTUFBYXF7kpJ1iJ2WxGV1cXotEoQ3Ly+TyMRiPGxsY+Fv77YzUbZEp88OABE08aGxsxNDTEsgvCiNHBbzab0dzczJIWys0ggy8Rcsh8t7u7i4GBAaytrUEikXDwEwA20E5OTjJ60ePxoKenh9fD9EA0NzdjcXERd+7c4QkypXQD4MwNWuFSB53P56HX65lJ7nQ6eZWpUqmYa15XV8frZNJx7+/vo7a2llPRA4EA8vk8F76xWIw3KI9LtBobG3Ht2jXMz89zZ03rPqfTyfQg6tyLiorY+HPv3j3G0GWzWWSzWfT09LD22GKxYGJiAn19fdzwxONxzmcg7ngqlcKNGzdw48YNbG1twWAwcMI6racJSXzs2DF0dXVhZ2fn4zw+/+oPrVJNJhO/aKurq5ibm8PS0hJP4ghv2dDQwH6O2dlZ3kYMDg5CJBLhypUr8Hq9/PMdHh6Gz+fD+Pg43G43FAoFG8aJ/U3aZZKRURNcKBRQX1+PZDLJBWVlZSXKy8tx4sQJJlmMjIwgnU5jYmICEomEMabExDaZTByORxPoeDyOkydP4vr167Db7WhpaYFSqUQ4HMb09DTi8TgWFxfh9Xpx69YtPiR2d3dhsVjYl0OmOrlcDp1Oh46ODiwtLcHv9+MHP/gBuru7UV9fj6GhIdTV1cHhcPChSXIshULBJru1tTUOgiSz76uvvsrENp1Ox9kklBTd3t7OB7VarcbFixdx8uRJNu/S6r2uro5lF/Q+hsNhVFRUcHAnpY4f5IfkmFKpFF/+8pdRUVHB2z+z2cy6bwC8at/Z2WEWOvl/8vk8bDYbpFIpotEoZ2sEAgE8ePCA0YaEsKVLjsgpKpWKt66Uv1NaWorZ2Vm88cYb6Ovrg0ajwfb2Nk6ePInTp0+jqqqKm/StrS3U1dXBYrEwYIKwwkQ+IfnD7u4uJicnmQpIiNSVlRUcPXqUZUbt7e3sGaPMhLGxMSQ/4ser1Wp0dHSgoqICS0tLbC4m6cz8/DxSqRSamppQKBQwNjYGl8vFOUdra2ssw4jFYjCbzWhtbcXu7i62trZQU1ODO3fusJyRwtpI3kuS3aamJrS2tuLBgwcwm80sKwXA77VWqwXw6M6hZ43eO5LUEm//ID+7u7tYWlpi47ZcLmegAJnsSY5DwzN6/1QqFZxOJ09RKXhucnISb775Jjd1dF7RZJekmbT5If8EbTv29vZ469Ha2opIJML8fdq0VFRU4LOf/Sza2tpQU1OD/f19nv5XVFRgbW2Ng2WpoSHNOAU3EhClqKgIf/M3f8MDTyKgLSwsPFEsLS0tcZ1ATRj5ORKJBPR6PW8k1tfX2UtEidItLS0oLi7G4uIidnZ2IBQK8fzzz3NRt7+/D4VCgbW1NfT393Meh91uZ7w5hfPRVpeam3PnzrF5ntQFNNAjuRYAligRGc3tdjMZjH5OB/nZ2tpCf38/D4CIzkTDN5LOFRUV8fCLtvPAI6IpbZAePHgAn8+Ha9euobKy8okhhdVq5SFMS0sLS43W19eRzWZhMpl46Ej3MHm5FhYWIBKJcOLECaYzUoguNZg0ZPB6vdBoNHA4HEgmk/B6vex/JO8M0cdsNhtkMhkaGxuxs7PDQ9rGxkZks1nMzMxgfn6e69ft7W2WBNfU1MBisbCJnrY0hKi32WxwuVwYHByEyWTinCHC+pJ0UqlUsu/UZDLBZrPxED6ZTDLcQ6vVoquri2XSfr8fJ06cwOrqKgqFAp5++mlsbGzAaDSyPJaG2gQ4ou27QCBAQ0MDQzqCwSAePHiA/v5+BIPBX/nZ+ViejcrKSoTDYcZUksHGbrczDtLr9aK5uRknT57ExMQEfD4fBz4pFApsbGygv78fx44dY7LN4uIiZ2WEQiF0dHTA6/VCJBLh0KFDyGQy/CUJBALGvqVSKdy8eROBQAD9/f3o6enBzs4Ozp49C7fbjdbWVl7Jnjp1CpOTk5z+SutUvV4Pg8HAE1WazEkkEhw6dAjb29t466232KNCyMDV1VX4/X68++67OHbsGE/QBgYG0NjYyOYpoVCI4eFhTl2lrYhcLsfU1BRrtS9duoTvfve7KCoqwmc/+1mMjo4+ccjSA0G0qVgsBrFYjOrqamg0GmSzWchkMly5coUJF4+jRKmQraysxOXLl+Hz+ViaQY1UZ2cnT1BIb97d3Y3JyUnOWKBun16kg/xQ0vX+/j6kUimcTicmJib4siXyGJnae3p6oFKpsLm5ycnuND2ORCJIJpOczkoUBqJYEPOcZGPhcJjJTzqdDrFYDB6PB2tra6ioqIDNZkMwGMTp06fhdrtx8uRJ3LhxA0KhEM3Nzbh+/TqbpUlKQH4k2hg8jiAm+WEoFIJOp8OVK1dgMpkYZEDTQWoINzY2OB+GONkUnlRWVgaNRoN4PI6amhrkcjmm7ygUCrS1tSEUCkEqlaKqqgqf/OQnMTc3h97eXmxsbKCqqooNt3t7ezAajazpp2ePLuCjR49idXUVhw8fZib7xsYGyy2vXLmCmpoa7Ozs4MGDB6yBpwTp8vJyhkg0NjYiGo2yTIIKKpJS0AV2kJ/FxUUsLi6ipaUFf//3f88hcm63G7u7uzAYDDCbzQiHw3zWSKVSTln2+/3sZ5ucnIRKpUJzczPW19c5wNBgMHAOxuONtV6vZ5oeEXQsFgs2NjZ4akpo2nw+j6qqKk4bvnHjBiKRCBtfVSoVVCoVqqur0dDQwIGERKXa2dlBMBhEbW0tEokE2traIJFIUFtby9SncDiMnZ0dTE9PM/SDCH0Gg4E3IBQORxvnSCTCFJaamhpMT09jfHycDcETExNobGxk5nxjYyNvMmQyGerq6rCwsIDR0VGe2LndbpZ3Eh0un8+jqakJVVVVcLlc8Pv9vOW12+04dOgQwuEwb8/Jp0Ym07GxMczMzODYsWPY3NzEysoK4vE4ZDIZa7MP+kMbG9L4A4+2HX6/HwaDgSfnyo8w09FolCUsra2teO+99xAMBvk7FAgE3ITSZph+VpS3QUMNMpZSDtPe3h60Wi0ikQh/T2tra4yVFwgEuHnzJiYnJ1FdXQ2DwfCER4eKvZKSEt7Mkn+T5JVFRUWYm5vjlGQa8JGEjBQECoUCPp8Phw8f5s0K+Udo61ddXc1SZ6lUil/84hd46qmnkMvl4HA44Pf7IZfLEQwGsba2xo2u2WzmoDiSjhFtiTCo9OuTdy+VSnGeRk1NDQKBAKamppgOSWdDIBDguoBISnQOknyypKQEbW1tLOUhOcsvf/lLPPfccwf6/NHZQtIxwuen02k4nU4mPUYiEQCP4BYejwdSqZQHC5SwTWRGOgNpoBqNRjkvbGBggOVzNNFPJpOcWVVTU4OVlRVMT09jYGAA586d423S9evXsbS0hHA4DIfDwSAOUs3QhmRvb+8JAz6Rnkh2FIvFcPfuXWxubqKurg4ymYyHd+Pj49zwyeVyLC4uoqmpiT1TlO1GjcvQ0BBv4+7du8cUVZFIxFCN8fFxnDt3DsPDw2hra2Nvkkwm4zubaFnJZJKVKu3t7fwMLy8v4/Tp00gmk3C73ZiensaJEyf47KXt2Pe//33U1dWhpqYGmUyGB0Pkg6Vmich+GxsbaGxsRDAYZKn9r/r5WM0G4era2tqQy+Xw93//92hqauIQHyLmUNFEBiIyXdED9vTTT+Pq1au4dOkSSyouXLjAchSFQsGhbNlsFqFQiNF2hIV9vAF55plnUFxcjPr6egwPD7O8iFZXdrsdgUAARqMRm5ubaG1tfWJKSCjR2tpaNkwDYJMwhVidOnWKZSy0Zqd0RbfbDQBMfgkGg7zuFggEsNvtjMQsKSnB7du3ceTIEdy5cwcikQhvvvkmDh8+jFOnTsHlcvEWqKioiI2JarUaV65c4XRir9eL6elp5PN5NDQ0oKenh81pa2trqK+vh0wm41RSkkPRNMpgMHAg2+zsLNMglEolHA4HQqEQhoaG2DRJB+no6Cja29vx9ttvf5zH51/9IcNmNpvlJqitrY0TaicmJiAWi+F0Orlgm5qaQi6Xw+joKLq6uhhe4HA4kMvl0NzcjKmpKYhEIrz++uvo7OzkRGKXywWTycSEjIqKCl6zkk+JXrhUKsWbAtpMVFVV8bSgtrYW9+/fx9GjR/nZpG2JXC5nClAkEsHs7CwAwO/3M9Kyt7cXLpcLyWQSY2NjTGO5fPkyFhYW8PTTTyObzTJogHTnlJaey+XgdDo5o8Tv9+POnTt48cUXMTc3B7Vajbfeegt9fX2IRCIoLi7mYDYCHXi9Xig/Sk9/nBtOkx6aTB46dAjj4+NQKBTo6elBKpXC0NAQp6dWV1fD5XLh9OnTEAgEmJ+fh81mYxoHvTsAeBLZ0tKCdDqNY8eO4c6dO7h8+TKWlpYO9PkDwChGrVaLxcVFFAoF3Lp1C3t7e5zq63Q6sbS0xMAHiUSCU6dO4c0334TVakV9fT2uX7+O0tJSDswjffrJkyf5Mpiensb09DQkEgmcTieb+eLxOEQiEXK5HG7fvs2N/7lz5zi4j8yQTz/9NO7evcskIEqCpsC76elp9j6RvIQIP0TUSyQSePvtt5lg5PP58MYbb6C+vh6ZTAaHDx/G2toavF4vxsbGnqCIjY6OIp/Po7OzE0KhkPNiqIm/evUqa/Bpcl5dXY3vfve7+MQnPoFUKoW3334bly9fxsrKCra3tzExMcFad8Jdrq6uIhAIoKGhAX6/n2Vdcrkc//k//2e89NJLWF1dxfj4OA4fPsy5DQQtWF5e5mnt6uoqT5OdTidTgaiZa2hoQCKRQE1NzYE/f7QZJAIhDb5IAkf+Ia/XC7VazcVzSUkJp9RXVlZCKBSyvyUYDOLw4cPwer2ME5+fn0cmk2FPWFlZGZvridgjFot5o2yz2ZDP5+FwOBAOh1FVVcXYZCrYb968iUOHDqG2thahUIgBCRKJhLdwBKChAo2kG7R5oK0hDYj8fj+2trZw4sQJ5HI5VFVVsTdRKpVyEjj5EElhsbW1haNHj0IikaCmpgbz8/MoKSnB5OQk9Ho9Tpw4gXA4DK1WC7PZzD44knmTL4oCXh/32dEA4oMPPoDZbMbCwgKuX7+OT3ziE7wlUSqVSKfTnDdD0h9CuM/OzmJxcZELTCIxqtVqFBcX48iRI+jv7z/wrKGhoSGYzWYYjUZMT0/zhqqzs5MBPNvb2xzo/Hjm1+joKMuaf/M3f5PDTwmUQ2Swmzdv4vTp0zAajZifn0c8Hkd1dTVaWlowNjaGqakptLa2IhgM4vbt2yxDp+Do1tZW9g4Tov3OnTswGAwYGxvD5cuXeahIFDXagGSzWfj9fiY/CoVC2O12Pq+FQiHa29vhcDhw9+5dJJNJPPPMM/jwww8BgE3j5Kekzen6+jqMRiMuXrzIGwqiEa6vr+POnTtwOp1Qq9VwOBxYXFyEWCyGTqdDNBrF8PAwzp49y77dYDDIUifKaiKsMvBoAPH+++8jFArhueeeg8fjwdzcHFpaWjjThHDo+/v7mJiYgFarhUwmQ0VFBRYXF7GxsQGHw4F0Os0REadPn0Y0GmU/TmtrK/7H//gfv9KzIyjQvu7/5UOotd/93d9FR0cHc4Qp8I6who/z48mIurCwgObmZtjtdqbjLC8vczgJrXvFYjH6+vowNjaGiooKLC8v84pSLBbDYDBgb2+PA4OkUiksFgsb06ampngysri4yJemwWCAQqHA6OgoTCYTy6AmJiag1+ufmIRRh1tRUQGPx8MToXfffRfHjx/nPytdmhTMZjQa2YNitVoRiURQUVHB7GSZTMaJwH19fYw4LSoqwtLSEuRyOdra2rCxsYF33nkHL7zwAgYHB5HNZtHS0gKVSoXd3V14PB5uWB7HTxYKBVRWVqK2thZ+vx9OpxO3bt1iClZZWRlu3bqFl156ibccH3zwAWKxGL761a9iaWkJyY9C2GjSQOZmmUyGqakpSKVSKJVKHDp0iNG6J06cwNmzZxkf/G/1oefvG9/4Bn7t134Ng4OD8Pv9qKio4NAg0qkT7YZQh7ShAcAp4VVVVZwDQy/t0aNH8eDBA9b/ejweRhhT5oZcLkdVVRXTHwjrSFulmZkZztYg9jxtgiwWC8u7fvnLX8LhcKCqqopNanSJDwwMYHh4mDWptD6nQvzDDz9EOp3G5z73OXg8HszPz8NisWBxcRHf/OY3MTMzgwcPHqChoQFarZZJZGVlZTCZTNBoNJifn0d5eTnm5uYQCoXQ3d3NxjeFQoHJyUn09fUhkUigoqICs7Oz6O7uxtDQEG84iouLeQBw+/Zt5HI5nDx5EktLSyyticVimJmZwe///u/j6tWr2NnZQXt7O37+85+jubmZw9VoEkhMctJbCwQCtLS0QKPRYGpqiifrhMre39/HF7/4xX/z5+/xZ/DFF19kA3hTUxNkMhncbjei0Sj7Wcg0TrQj0tf6fD6GWFBxIRKJ+J/N5/O8rUgmkzh37hwAYHR0FJWVlZBKpRgYGEBVVRV6e3tx+/Ztvlyam5sRCoW4gb59+zZrkc+ePYvvf//7aGpq4q0LFUlutxsVFRWoqqri4iCdTmNgYAC5XA52ux0OhwMTExP8MydsJF3kRHIDwMOlpaUl3vjRloYkpwBYhre+vs7vLl3qNHU/fvw4tre3MT4+zrhWm82GtbU1uN1u1iMTxttkMnEOCUkTiSzU2dmJq1evwmq1Mj0mkUiwFCMWi2F1dZVpVyRJUD4WrGg2m3H//n1UVFQgHo/DaDTiD//wDw/0+fuDP/gDltjo9Xp4vV6sr69Dp9Oxd4/M7ZSGTkUrkYQIc93R0YHvfve7eO6551jTrtFo8P777wMAAx9osOF2u1lqR7K+3d1dnDt3Dj6fj0EAJHvu7OyE2WzGT37yE5aUhsNhPHz4EBKJBF/96le5uKNzlO7fYDDIlMRMJgO9Xo/f+q3fwj/8wz/gyJEj+OlPf8oUNiJC0iYHAI4fP45gMMhBf9SckipgaGgIjY2NSCaT+NSnPoU33ngDsVgMJpOJhzJ3795FT08PFhYW0N3dzajZiooKHkCR3Pb48eOYn5+H2WzGyMgIKxsorI8IYLdu3UI2m8WXv/xlpguKxWKYTCaMjo5y/URSJJVKxbJqQr1vbGygqakJg4ODcDqd+NrXvnZgd/CLL74Iu92O0dFRlhUODAxAq9UilUrBarUyHGh3dxdtbW1oa2vDD3/4QxgMBhQKBYRCIW4kCBixvLzMxDzaWDscDgSDQbS1tWFraws6nY5R7x6Phwc1oVAIX/nKV5BOp1EoFLC0tIQTJ07g1VdfhdlsZtjLiy++iLGxMUbbksSacldoo0ehgISnbW1t5S10JpOBzWZDIBBAIpHAZz7zGUa2v/vuu6isrMTTTz+NdDoNr9eL0tJSZDIZbjBqamoQi8U4kmBychLNzc2oqqrCO++8g9LSUkSjUXzxi1/EvXv3YLFY8MYbb+DUqVO8ASMi1traGgDwdob+7zvvvINoNIrPfOYzaGpqwvz8PAKBALa2thjARHKtqqoqhoeQpYDuhmw2i6WlJVYwVVRUwOv1oqenh2vl0dFR/OM//uOv9Px9rM3G/fv3eQ154cIFlp6MjY1xuBkFXWk0Gg4y0Wq1GBsbw6FDh5BMJtHR0YFr167xlHlwcJA16yqVCh0dHVhdXUUwGERfXx+Wl5cxMzOD2tpa1NXVcXowmRgfp4KIxWI888wzePnll9mUREgz4kOXlJSgu7sbQqEQCwsLrIMjHKXNZoNIJILFYuFLt7y8HE6nE//yL/+CXC4Ht9vNJrpsNstZCX6/H7W1tZzwmEqlIJVK0dzcDLlcjrm5OTbpRqNR1NfXo7GxET6fD9vb29Dr9bh16xYkEgnLztxuN+rq6tDU1MQEMJpukkQgmUxiYGAAy8vL8Hg83PVSU/LNb34TDx8+xOrqKoRCIY4cOQK/34/R0VGe0jyeM0LeBEJGUlNDWSorKyv4wQ9+8DGPrH/dx2g04qc//SkTObxeL1paWhi16fF4EAgE4HA4oNPpkEqlUFVVhWAwCI1Gg4cPH0Kj0eDu3bs4ceIENjc3ceHCBUxNTSGTyeD555/HjRs3sLi4iLt37+LZZ59FRUUFysrKeOsTCATgcrnY+HzkyBHk83n09/ejpqaGGdeBQACtra1QfpSRsLi4CLVajVdffRVWq5URd+FwGD09PYjFYrh16xZEIhEj7SKRCA4dOsRTl+npacjlcnz1q19Ff38/KioqcOLECfj9fuTzeZ4AUwBZNBrlHBxKHSWM4rFjx+B0OvHpT38akUgE77//Pk6ePAmFQoHnn38er732Gux2Ox48eMCa6La2NvT19TEkgDB7L7zwAra3t2EwGCAUCuF2uxku8MILL2Bvbw99fX1YXV3F9PQ02traWH5RVFSEjY0NHibQBLmlpYWDsGZnZ6HT6TitPBgM4stf/vL/lc0G+TCam5sxPz+PsbExfOITn4BWq8XU1BRvMyl8kIKP6urqeIhRV1fHZmeJRIJr164hEolArVYzFayjowOjo6PsYyHk45kzZ7Czs4OrV69Cp9Ph6NGjuHfvHpsMw+Ewurq6sL+/j2PHjmFhYQHBYBDPPvssB5k9npdjsViwu7sLr9fLhnzS69Lmlrwy09PTLHGhLVU8HmccMFFnJiYmUF1dDYfDAYFAgGQyiXw+j3A4jKmpKR4AkdSPNoXr6+s4fPgwhoeHWWbY3NwMg8GApaUlTE1NYWRkBBaLhbfblHcTCAQQiUQglUpx/vx5LC8vM8FNLBbjP/2n/4R/9+/+Hd577z3YbDaGXBCtC3g01XS73dDr9dz0OhwObGxs8ATfaDSiuLgYo6Oj/F4e5MdqteL+/fvI5XK8HWpoaGBJRT6fZ01/OBxm6XEkEoHRaMTw8DC2t7fR0tKCiYkJ3hgJhULMzc1BJBLBbDZjbm4O09PTePbZZzmo7eLFi0in0/D5fKisrMTx48chlUpRXl6OK1eu4Omnn+YhARWkRJqkKXIwGMS5c+cgFovx4MEDzkcgfH5FRQVvnRYXF5kcVF9fj7/7u7+D3W5nv0zt/4+4/4xu/DzP/PGLIAkQAFEIEJUACZAAe68znF7UZsaS1ezYlmUrduwT+6RsNpvE8SY5Z3fP2ZTN5qTYziYby3GJbdmSVUfSaDR9SM6wd4IFhSBAACTRCwkSwP/F+L539H9lnc2PizdO1Ibl+32eu1zX56qtRTqdhl6v5++hqKgIMpmMN6OUk0Aypd3dXczNzfHASSwW4yc/+Ql2dnbwyCOPYH5+HuXl5dja2sKpU6cwNzfH2+2ysjIYjUZMTEwwhbC+vh4SiQQ3b96ExWLhe4HkpvPz81heXsbzzz+PmZkZps+pVCq43W7cvXsXjY2N2Nvb47yr/f19zv6iTLPr169jf38f3/zmNzE2NoaZmRkADwYRh/mx2WxQqVQ4d+4cXC4Xe2aamppw7949lq2TRHh6ehrRaJQHyh6Ph4l5mUwG0WgUo6Oj+PrXv45vfetbOHHiBM6ePctN3fb2NkZGRiAUCmG1WpFKpTA+Ps7ZP1S4r66uYmJiAnq9HkVFRXA4HNjf30ckEoHT6YTT6cS5c+fQ39+PkZER3v5rNBqsr68jmUxCKpVCrVbjiSeeQCaTwd27d2EymZBMJnHhwgW88sor6OnpQTqdhslkQmtrK+bn5zlCQS6Xo7u7G6urqyxfX1hYgEajweDgIABw9hKRr0wmE4aGhiCVSvG1r30NIyMjOH36ND788EPo9Xo4HA589rOfRVVVFVKpFDdohDSPxWIQCoVcI7e3t6O/v5/v/pdffpnprURAC4fDGBwcxGuvvYZnn30W+Xwep06dQigUYvsCSaBLS0uxs7OD4uJiuN1udHd3Y2NjA319fUgkEh8ra+1jbTb++q//Gnfu3MEzzzyDa9eusemQfqi0viQ/ABFaKG3V5XJhcHAQgUAAQ0NDvGmghF0yknd3d+PmzZuMyqOVIyV0kq6YUlCJP2+1WjE/Pw+xWAyDwcBylEwmg9raWshkMty7dw+xWIzXlaTBJaYyhcgQoee9995De3s7LBYLkskkNjc3MTAwgM3NTWQyGTz77LMYHR3l6bnf70draytWV1cZtRaJRFjPTRuDfD6PcDgMu93OQSkikQhbW1u8hiZ5TjweR01NDWu4Scvv8/lYC0/bJkLBPfLII/x9ulwurK6uwm63480334RIJIJKpeJwOUprpUA4wvkRgcVut3NWxObmJk6fPs1eha985SuHNlX5sz/7M5w9exavv/46J89brVZMTEygo6ODk+tJz0iUI3oW33nnHWg0Gmxvb6OsrAxTU1NQKpU4f/480uk0FhYWUFtbC6/Xy6nJZHgjzB6tVktKSnDv3j1UVFTgk5/8JObm5tg3srOzg0QigZdeegkOhwN9fX2Ynp5mA29FRQVPQ4hgRFuwqqoqRtjS1I9MxeStuXz5Mmw2GxOBVlZW8KlPfQqzs7MIh8MspaDnzel0IhKJQKPRQCqVQqVSYXJyknNo7t27h2PHjuHmzZv46le/inv37uHu3bswGo2wWCwQCoXwer2cRk5BYSTJMpvNuH37NoRCIRwOBz7zmc/g3r17aG1tZZM3EZpOnDiBxsZGhMNh3mYcHBwgFouhrKyMTZJyuZybC+DBxPz555/H5uYmB4jeuHEDf/M3f3Ook+UXX3wRXq8Xp0+f5pC8tbU1pmrRupn490QAIrY6JYHH43FcvXoVjzzyCBvHFxYWmPBnsVgYuUiEqkKhwBeUSCT6iOaXBipkhrbb7bhx4wbq6+tx+vRpvP/++2hvb8ft27chk8ng9Xpx/Phx5tqTZt/tdrMfiLT0hUIB9+7dQ3t7O65evYqjR4/C4XCgu7sbd+7cQW9vL3uOCN1IUs1sNgutVsvBXu3t7UgkEuw98ng8mJmZgclkwtraGrq7u7G2toaGhgZOXyc5n0KhYB1xW1sb/xyAB5e4WCzG3bt3cfHiRfzoRz9CX18fMpkMI0cnJyfhdDrh8XiQSqXw6U9/Gh6PBzs7OxgcHGTZG1229PMnkMnu7i5sNhvW1tbQ2dkJn8+Hv/iLvzjU5+9b3/oWv3u3bt3C4OAgysvLUVVVhStXrnDidKFQYHMp+QTm5+dZLky5ETU1NdDpdPjZz37G54PP54NWq+WzlELPurq6sLS0hPn5eZjNZt721NTU4MqVKygpKUFHRwfm5+e5IST9u8FgwI9//GMoFAp0dnZicXERCwsLvLmkZPTd3V0AQEtLC+RyOd544w1cunQJcrkcyWQSd+7cgc/nwzPPPINCocAb5kwmw1h0yv/R6XSMP00mk3zuZDIZDo4kRCnJxRobGzE0NIT19XXkcjmkUimcOHGCh0Xk8ST0fzQaZQWF1+tlIl9VVRWuXbvGeP/9/X32kBiNRqyurmJ2dpY9l6WlpchkMsjlcgynMZvNiEQiKC0tRWtrK4aGhjh7Ih6Po6+vD8PDw/jpT396aHfwN77xDRw/fhzhcBhvvfUW7HY7Kioq4PV6YTAY0NvbC6/Xi6mpKVat0DtE/52WlhbU1NQwMZSe5d7eXiQSCW46KdIgGAwyLZP8ElTbSKVSLC4uIhQK4fjx43jttddw5MgRltbduHGDCVbhcBhKpRIWiwXXr1/H3t4ew10CgQCWl5c5N+PChQtQq9VMJiVEPEF3/uIv/gIdHR1ob2/HwsICCoUCGhoaWF5G9YnT6UQikUBNTQ1sNhtcLhdnU2UyGQQCAQwPD+PixYsM+iG/yM7ODuRyOT744AP09fWx96i8vJyzYkjuGQgE0NzcDJVKxc8h1ZpUN4+MjKCkpAQnTpzA7u4upqencebMGR5AkXyZ6JJms5mbGiKkLi4uQiwW80Bzb28Pf/VXf/Xvv9lwOBw4duwYU3tIOhIIBHjFU1paymxhShF2Op3I5XK8Kuzp6eHgu7W1NbS3t7N8YHV1FalUCoFAAAaDATU1NaiurkYwGGTmNU3eRCIRcrkc7t27h1/7tV/DtWvX2EQ5PT3NeLzGxkambpBmnkzGYrEYS0tLWF5eZrqG3W7nXIuHWdvnzp3D8PAwWltbMTw8DKlUin/8x3/kcLa6ujoOj9ne3uY1F2mi5XI5s+2PHz/O3Tr92dvb22htbcXW1ha++MUv4vXXX0dHRwdnDGSzWVy9ehWpVApCoRBdXV3o6+uDz+fjlevo6ChOnDjBGsHh4WFGTdbW1qKzsxNisRiPPPIIotEoU8ScTifsdjtrBmUyGWZmZtDX14eamhpEIhGo1WocOXIEb775JhobG/HGG298vBPr//JTUVGB69evsylNKBQysYcMe9SUTU5OIpFIYHp6mlF2ZKAk/0NjYyMCgQCCwSB6eno4Df7ChQvsMSCjG0mG4vE4X2Qkx0gmk1hZWWEazhNPPAGDwYDh4WEEg0HMzc3h/PnzcDgcnABL1IhAIACxWAyJRILl5WV4PB588pOfRHNzM37+859DJpPxNCQSiaCurg61tbVIpVKorKzkBNUPP/yQpzfUaK2trWFvb49lPKRPT6fTqKqqwvz8PFQqFVpaWvC9730PfX19+NGPfoTy8nIuds1mM0v9JBIJmpubUSgUMDMzw/IsCnhyOp24dOkSFhYW+DKmy9xsNqOurg4ikQgOhwOLi4us6/f5fDhx4gRnzFDYlVQqxRe+8AXk83lMTU3xRPLnP/85nn322UMPtAIeTJYrKirYOE1m3NbWVkSjUV7BP4wN1uv1iMViWFhYgNfrhdVqRS6Xw9mzZzE+Po7BwUEoFApsbm6iu7sbLpeLQ9iuXr2Kzs5ORgHX1NRwMUwEqmvXruHUqVNMWyEELuGT3W430uk0JxbTZUXFGRkANzY2kM1m8dhjjyEUCnEjks1mMTg4CIfDAYvFAp1OxzrhS5cuQaFQMGjhF7/4BQdsiUQiRH+ZFk1SLcKZy+VyxGIxNDQ0oKenB+fPn8ebb74J4ME5u7i4iK985Sv4+c9/jo2NDRw7dgyrq6u4cOECdnZ2+P2myS/9WdlsFq+//jrKy8vx2muv4etf/zrTuYqKitDY2AiTycQSoVwux4bK9vZ2FAoFpqwYjUaYTCaYTCbU1dVhfHyc8cvRaPT/yWZteXkZPT09+PDDD9HX18cwCpK8klfN7XbzRJO2++Q/WVtbQy6Xw6c//WncunWLm6yioiJOVpdIJOjt7YXH42G999LSEoeWAuCGJhKJsGF9c3MTHR0dEIlEWFpaQmNjI5RKJUZHRxnrHQgEUFlZic9+9rNIJpOQyWQIhUI8TMnn89jY2IDBYIBWq8Wbb76JyspKPP7446ivr+cBCVGJ1tbWmI4YCAR440Ym7Gg0yj6TfD6P6upqHDt2jFHG0WiU/XEU7PfUU09hY2MDa2trePvttyGVSlFUVMQkrugvE9oVCgUMBgNKSkrg8/lQKBR4AEoNyNbWFjo7O9lLNTY2hu7ubpw6dQoejwdLS0toaWnB/v4+UqkUqwu2tra4mF9bW4Ner8fExARMJhMuXLjAYW+HGSwZi8UwPz/PFFCSXl+8eBF/+Zd/iffeew8nTpzgYGbaOFERr9Vqsb+/j+9///t44YUXMDo6ioWFBbzwwgs8mCIlyA9/+EOW9WxsbLAMlJoCMnl3dXXBbDbDZDKhq6sLjY2N2Nra4kDQ1tZWLraJQkXDrXA4jFwuB6PRyLJYMrnv7+9jdHSUMcTHjh3DW2+9hVAohEceeYSHZCsrK7Db7TyY1Gg0PGgm2loqlWK5WVlZGUvO/H4//tN/+k+4evUqU/kIQkNU17a2Nh6sEnmS0OV7e3vQ6XRMC/V6vdjY2EBXVxeSySTm5uYwODiIZDIJs9mMmpoajI+Po7y8HFqtFuPj4/z1lZWVsY+XBqyUnycSifDWW28hHo/jsccew/r6OnZ2dtDV1fUrPzsfa7Px53/+55BKpXC5XCz5CQaDGBsbQ319PacUE9KzqqqKMXOULE7GUgCsTb58+TIkEgl+53d+B9PT05yMffXqVWQyGcjlcmSzWVgsFiY4mEwmNqpQeFhxcTE/OBsbG6ivr+eQKkp5VqlUbFIkrJnRaMTS0hJ8Ph+6u7sRCATYvEPJ4CRnIhNPUVER5ufnodPp0N7e/uCH+cvDqLGxkVG6k5OTWF1dhdlsZu/JxsYGGhsbATxAsonFYrhcLkxPT6Orq4sn5KTpvHjxItbX11lqRZM6+mvxeJwLVipyiLvscDgwPz/PJvpr166hu7ubXzqiLzQ1NTG5gFbxRG8gYgaF6dDKORaL4Rvf+MahTVW++tWv4sKFCxgZGYHD4cDx48fxwQcfoFAosEZ2b28PwWCQt0Berxdra2uw2+2oqqpiDF9rayvu3LkDo9GI3t5eBAIB/OxnP8Njjz3GSdoul4tpJ8CDhoMoVcQVr6urw5UrV6DRaDhU8f79+2hra0M4HMbm5iZsNhsfDMFgEEqlkj1J5eXlSKfTXFyTKUwikbB8iHTG/f39mJycZF2qzWZjOADhQHd3dxmtSjkz/f39bPguLy/nop0udwD4zGc+g//+3/87jh07xu8jNQqhUAgDAwOQSqX8PpvNZjQ0NMDpdGJ4eJgbCfLLNDc34+rVq/y1PffccxgdHcXk5CQEAgHOnTvHNK+Ghgbk83lGVAuFQg5dIprV6uoqnn32WbS1taG5uRn/9b/+V8hkMvzZn/3ZoU6Wn3rqKXR3d2NnZwfV1dXw+XxspG1vb4fP5+Pihtj/4+PjKBQKaGlpwY0bN6BUKtHW1sbZKpSdQRdWf38/AoEA3nnnHab4VVRUcHo4/Z4HBgbw7rvvAngQokqEPaFQyJLQ3d1dRCIR+Hw+NDc3s4+pqamJvXUk9yTEscVigd1ux/3796FWq5kORdIWg8GAlZUVmEwmLC4u8nMYiUQ4VZlgG6lU6iPp22NjY9Dr9Xjqqaf4rCFIBfBgoEV45f7+fsbt5nI5LC4uQiKR8JaxuLiYjaAUNFdSUgK1Wo36+nrs7u7ipz/9KUvyHA4HBgcHce/ePWSzWbS3tyMQCGBlZQXHjx9nDj498yqVCqWlpbh+/TqMRiMHZlGuicFgwP/8n//zUJ+/P/zDP0Qul8POzg5sNhusVivW19cRiURgs9k448fn8yGZTKK/vx9yuRxzc3Po7+/Hzs4O5ufnWYI2OzuLZ555hn0dtBHVaDSYmppCPB5HSUkJy5sikchHOPx0VzkcDhiNRqhUKn6n19fX2RcRjUYRj8c5z4MyowqFAmpqalhWSU1raWkp9Ho9b9ip+bPb7fjggw/w6U9/msMWx8bGIBKJ0N/fj6mpKU5LBsAhmEREozyE8fFxhts0NTVhbGyMfaZ0Zn3qU5/Cd77zHRw9ehQejwcrKytobm7m7U9JSQmampogFovhcDgQj8ehVqvR1NQEnU6H+fl5zM7O4syZM5y55HA48Bu/8Ruc7zA5Ock/KwB896yvryObzeLo0aNYXl7G1atXmWxFZEiSRf7hH/7hod3BX/ziF3Hu3DncvXsXTU1NmJycZIkZoVwrKirYt5bNZjkY1ufzsT+HnpvHHnsMs7OzqKyshFAoxL1792CxWFim6vP5uGakeq2srIzpnpQuHgqF0NLSAq/Xyz8HGpQ0NDRwVlpxcTE+8YlPYGJigrfFJEGdm5tDoVBgGf3u7i5OnjyJSCSCyclJxjj/8Ic/xNGjRzE0NIT+/n4eGN+9excvvfQSiouLOYODcPM0MASAwcFBvPLKK6iqqmKCmtPpRGlpKUZGRmC1WtHa2voRjC/5hEpLS+F2uxEMBlFTUwOVSoVAIMC+n1AoBK/Xi3PnzsHv9/NW8fLlyzh//jz8fj/Lpl5++WUGS1RUVPDPggaC6+vrHJxLpK2ioiKEQiE0NDRApVJBr9f/ys/fx2o2fu/3fg+5XA49PT149dVX0d3dzbotqVTKSaXE3m1tbWV/A4WpUOHV09PDuRJPP/007t69y2mxfr+f01+7uroQjUYZAxuJRDizwO/380R/ZmaG9ZNmsxn7+/u4ffs2mpubIZFIkM/nsb6+zonRIpGItbu0dUmlUqxDdLvd0Gg0/LV89rOfxczMDDcKfX19+MUvfoHe3l5MTU2htLQUNTU1AMA5DmQMI00wBc2MjIxAqVSivr6edd01NTXwer0oKyvjTcbe3h5qa2shFou56CovL0dbWxvLapaXl5mMMjo6yvkJ9GCT7s7r9cJsNmNra4tXeAaDAdlsFktLSygpKUE4HEZVVRUXkR6PBwMDAygvL8e7774LnU4HpVKJlZUVHD16FAcHB/jjP/7jQzvofu3Xfg0XL17E6OgoMpkMlEol2tvbsby8zOY5MilKpVJks1k2g4nFYn4eCOf43HPPYWhoCOfPn8dbb70FiUSCu3fvsr7Ybrcjk8lgd3eXjW+07heJRAiHw7h58yYHOZWUlMBoNDLd6fz585iensbCwgIH1pWXl3NxQ/i55eVlzoChkCuSHun1eoTDYSwuLsJisXCxlM/nodVqP0JUCwaDKCsrY4M7TXfIcwKA0+iNRiOy2Szu3r2LL37xi8jn85ibm8PRo0dx7do17OzsMFygv7+fm3nCP5J59uDgAJWVlUxp2djY4Cm/XC7H8PAwnnzySdauer1eLC4uclPf1NSEQqEAo9GIa9eucUNPpC66MIqLi9HZ2Yn79+/zhH13dxff+c53DrXY+8u//Es+74qLi5nLT1PS/v5+lnwajUaWUd6+fRuf+9zncPPmTd7atre3w+FwsAyypaUFKysr8Pl8uHjxIlZXVxGPxzE/P8/FHTUEdBmSVO1hylMwGITFYoHL5cJTTz2FN998E0ajEWNjYzh58iQHBgYCAdZNE1q3sbGRsaYzMzOIx+M4cuQIh8dRYvWxY8cwPT2N6upq7O7ucpgl+eEodRYADAYDX/j7+/uQyWS4f/8+zp8/j3A4zBjJ2dlZngwSapomz/39/dje3ubcD9oqkKyUwgkp4Gt/fx+Li4uwWq1YXV3li5nQu83Nzcjn84ygJJ+ATqfjra7T6URraytkMhlWVlZQWVnJFD+5XI6FhQX8/d///aE+f5/5zGfQ398PpVLJdBmS89AZns1mWZ67vr6OiooKHoItLS3h4OAAWq0Ww8PDTM/p7+/H+Pg4e9mI7EcFnc/nAwBOkxcIBLxlI9kGmbspVI+AJZRLVVtbC7fbzYbU7u5uBkkEg0H+OVZWVnIYmlKpRCQSwalTp+D3+3FwcID79+/zBpWaa5JS6fV6RCIRaLValnwQotTr9aKjowO1tbXI5XLsLxWLxXC73RgcHOTijza9UqkUlZWVWFtbw/r6Or/PTU1NPJCiO0Kn00GtVnPQYT6fR01NDfx+/0c2ARsbG0ilUnjxxRexsrICh8PBnppoNIqqqiqYTCasrq4iFovx1rO/vx+ZTAaXL1/G4OAgVCoV1tbWDqXhpefv29/+Nux2O9544w0eltG9u7S0xAU25SSRBKmkpIRpoySxjMViMJlMHIZ78eJFLpjp/js4OOCfJ+UZkSKgoqKCgxE/97nPIZlMoq6ujrfzJDsyGAxYXFzkDUcymUQsFuNQOpJ0EbWRGj6CebS3t2NkZASf+9zncO/ePezv76OlpYWfc5K9SSQSDuwrKytjKAAF+OXzedhsNlgsFty6dYtJlnTHUQiq1+uFQCBgMArJy3K5HDf+W1tbCIfDjBPe3d1FIpFAQ0MDjEYjEokEFhcXkUqlUFpaylJZysShPC+Sr544cYIzNGpqanhQTjERZrMZbrebs7Z8Ph/+6I/+CG+//TZTA/9dm41vfOMbqKurw61bt2AwGNjAub6+znprr9cLrVaLzs5ONjvZbDZMTEygtLSU0xtLS0thtVrx3nvvobS0lDVmyWQSW1tb6OjoQCQSQTAYZF0d4XCBB1sReoAnJyfR1taG/f19voiJjiAUCvHaa6/hmWeeweTkJCwWC1KpFBOkKCWVKBpk9llZWUFXVxcTf06dOoUbN27AarXixIkTbBokLN0TTzyB1dVVlJWVMY2qsrKSi7R4PI5IJMIv4htvvIGmpiZMT0/jwoUL+Iu/+AtcunQJkUgEYrGYLzfC3VVXV3OBUVZWxiFnlZWVPJEiKldzczNKSkowNDQEu92Ozc1NxGIx6PV63ri0t7fD6XQyDpiKZ/o5U5FKplHSTLa1teH+/ftoampCIpHAf/7P//nQDrr/8B/+A377t38bf/u3f8us90KhAIFAgFwuB6lUipKSEl6TEpKRUK4+n49xnfQMqdVqXLt2Dbu7uxCLxczjvnHjBkpKStgQRcnzyWQSe3t7sNlsbIJ+5513IBaL0dfXB5fLBa/Xi6997Wu4ffs2ayGj0SjLB2hySOhDypdJpVI8HSf9pEKhQCgUwrlz57Czs4MjR45gdHQUu7u7cDqdOHHiBLO7BwcHMTExwevPYDDI4VLEx7558yYPCShbIB6PY39/H/X19bh37x7ndZAp7Omnn0Y4HMatW7egUCi4mdjf34fZbGayF6XX0+VJqdeEJWxoaMAHH3yAxsZGzM/Po6+vjwsLaiwIJ6zT6VBeXs6FJYWIrq2t4ciRI/jFL36BXC6HV1555VCLvW9+85s4c+YMpqam+H3OZrOMjiXjI+GYqWlNp9Po6+vD/Pw89vf3sbS0BKPRiPr6eohEIhw7dgyf//zn8fd///dwOp24d+8eFAoFdDodNjY22A8nEAiYjra0tMTPYG1tLebm5hjGceLECUZ3jo6Ooq2tDWNjY7DZbGhoaOBMmq2tLbjdbi4cIpEIampq0N/fz7JCjUYDAIwo9fl8KC8vx9raGp8FXV1duHnzJp577jlMTExAKBRie3ubpbUUlioSibCzs4O5uTnYbDYAwOLiIurr61kW5fP5UF9fj2w2iw8//BBtbW3sHaHJPWnotVotNjY2kM/nsbOzwxI30u0LhUKcOnUK6+vrvHHKZrNMnWlqasL4+DhaW1vZUO/xeNDc3IxwOIyhoSE2jK6trUGtViP6S87/pz71KTz++OOH7tkgTCwNLpRKJbRaLQ8YjEYjZDIZFzFkPiYDOWWwKBQKvPHGGzh79iwDIKiYJgOzy+XC/v4+DAYDe+HKysrYYD07OwutVovGxkbOf7l8+TK+8IUv4OWXX8YTTzyBtbU1xsUajUZ4vV7U1NSwuZfkQySLpqkwYVT7+/uhUql4qGKxWHigZ7fbcfXqVRw7dgy3bt1CNBrFkSNHYDAYmIq1s7ODtbU1DmwkctXZs2exvr4Oi8WC27dv49FHH8VPf/pTZLNZPPXUU/i3f/s3PPnkk5x7REhgvV7Piori4mLWtdO2htQLBoOBg30B4OzZs8jn83jzzTdhMpng8/lQWloKu93OdxidJ0THpM0d5RHR2RuLxRhv/O1vf/vQ7uD/8T/+B+bm5ngoYbFY4Ha7uQlYWVnhAEjaztTW1kKr1aKkpISHqwaDAS+++CK+/vWvM2mPaHLl5eXI5XL8/i4tLbFXN5vNchBxoVCAXq/H9PQ0e8Bu3LiBU6dOQSgU4he/+AUkEgnDfsigr1Kp+NlQqVRQKpUoKyvD6uoqhybShJ/elZaWFsbSW61WRs6Oj4/jD//wD3Hr1i0OmaamgfyHBwcHCIVCCAaDvPF2u92oqKhgsMhzzz2H4eFh3vTQeSaTyeB0OjluIhKJoFAooFAosFpmcnIS8Xgc9fX1/MwsLi6ip6cHuVyO88nKy8sRjUZ5K1pTU8NNFcGKEokEZ/lQA0W/i7GxMYY6CQQCJkn+3u/93r+/Z4OmsERMEYvFCAaDjLWjcJ1YLAafz4eysjKmM5AkwuPx4NSpUygUClheXgYAnD9/nnFxPp+PC45wOIzm5mbWlxOdwmAwsGZPKBTi/Pnz8Pl8bG6m4BmBQIB79+7h0qVLyOVysNlsbFYkWkUmk2HDrtfr5QRQSnn0+XwYGBiAUqlkPjMFT5GUZm9vDzdu3EBtbS3LYRYWFqBQKFgCRrKkfD6PkZERxohRyFRLSwtyuRzOnDmDkZERxONxVFZWor+/H1tbW6irq8Pw8DAcDgdqampgNBpRUVHBrHgiVhA+kHSi9+7dw7lz5/jQIz3kG2+8gba2Nkbz7uzssHGajJHki/D5fCz7orDB7u5uXL9+/WMfWv83H7PZjL/+679GoVCA1Wrlh58MeLS6JWMjGVt3dnY+ggjd2NhAKBRCKpXC2bNneYK/v7/PRCGz2YxkMgm/38/SOVpbBwIBBAIBxGIxyGQyVFVV8c9sdXUV3d3d+JM/+RNYrVZOeL5z5w60Wi26urqYR07FIDHl/X4/46CJvFFcXMxBeUajEf/6r/+K1tZWpNNp1lmTHCQWi6G2thbb29s4evQo4vE4lpeXOeuDMhF2d3eRTCZx8uRJfP/730dTUxPT0zo7O1kKub29zRIDoVCI4uJiJseQWY6Ktv39faaz6XQ6JBIJNt22t7cjFAoxzlcsFvN0liZDIpGIpY2UhOx2u7G4uMgSC5JtBINBNqse9of07sXFxYzavnXrFmw2G44dO4b19XVMTk6yf8hut2N9fR0lJSVwOBx8qUWjUbS0tKCsrAw+nw/f+ta30NraCr/fj/39fdTV1WF1dRU7Ozt4/PHHWTdPSGdqMOgZmJycZMSsyWSC3++HSCRigtnCwgIeeeQRvPrqq2wQlkgkSKVSaGpqYs15WVkZU/oo2EkikcBms+HOnTvo6+vDzs4Oampq4HA42DB7+fJlKJVK3Lp1CwKBAJFIBNFolNHg2WwW09PTfK6VlJTg4OCAJ7gVFRXs46DU+q2tLWg0GohEIlgsFoYd0GYJeHB+03tIxlBKeSf9O02wU6kUamtroVKp8K1vfYvvA7vdzjQ4ypKgjRX5CktKSlBUVITl5WUoFArE43H8wz/8w6E/f36/Hzdu3IBEIsHJkyf5/onFYvD7/UilUpDL5Uin05wTRRsHj8cDi8XCP4P5+XlYLBasr69DpVLxhttisfC2q7q6GoVCgeUUGo0GyWQSyWQStbW1LJmm+3p0dBQVFRX42c9+htnZWW5ibTYbb5w6OjoAPPCfUIDY/v4+g19Isgs8GHKRNpy2HxsbG4yPvnnzJt+dMpmM/5yDgwNsbW2xib2pqQn7+/ts9o9EInxWX7lyBWq1GmNjY7BYLBAIBPB6vSgtLcXw8DA6Ojr4v0m49f39fUYQU9aF3W6H3++H1+vF008/zWfX6uoqQy1cLhdsNhsX4ORnCofDLH+LRqMQCoV8J1mtVpaLkYTZZDLxNP4wP0QZDQQCOHLkCMvVPB4PSkpKYDabsbKygkAggKqqKlitVqYvAYBAIIDZbIZWq8Xbb78Nu93O5+nD2zlCAhOelhqbXC7Hyg/6s2ibLpfLceHCBUxNTaGhoQEdHR3o6+tjHHIoFMLe3h7/r8Vi4QDfQqGAI0eOoL+/HysrK3C73Th58iRu377Nfp3r169zUPT169dRW1sLu92OH/zgB5wmT40nDZvo/SNpKdGvBgYG+PdNHrt4PM44XwAYGBjA1NQUkxyj0Shv2ug5pEG/SqVikNDMzAyT2mjDc/bsWSZ/fepTn8LU1BSGh4dhs9kwOjrKknMKa6T6b3l5mQellKRusVgYP06KiV/l87GaDSIAJBIJJBIJTnCuq6vD/v4+QqEQPyTxeBwej4cNZaWlpaisrEQmk+GCmcxao6OjLHtRqVQIh8Osk6dUV7lczsYfkgR1dXXB7XYjEAigtraW12+rq6uw2WxYXFzk4oYSkouKitDf388YX9KKU5ouhXPV1NSgoaEBAwMDKC4uxurqKiYnJ9HS0oKhoSEOUNNoNEin05iZmWFUbVlZGUtPqMG6c+cOs+Sbm5tZd33nzh1cuHABKysrePTRRzl8iyby9CDduHEDBwcHaG5uZgLVw9PrkpIS1vdXV1cjEolAIBCguLgYYrGYLwO73Y65uTnWRNbX13PYEXWnarUaEokEkUgEkUgEFy9eZLlHbW0tBAIBvvCFL+DrX//6x3l8/q8/hPrVarWIRCI4cuQIa2dJSkLSDdKKU2o64YGpKUmn0zh69Ci++tWv4qmnnoJer8fi4iJPZADwQU4HXDKZRFNTExc6BoMBgUCA5XPvv/8+SkpKmBKUy+UwNTWFzs5Onv4RGlan06G4uBhSqZQnhzabjcOqSCZFXoArV65gcnIStbW1mJ+fh91ux8DAABPZamtroVAouLAlDaZEIoFUKkVnZyeTMki24/V68eSTT2JoaAiXLl1CaWkpXnvtNQ6ls9ls2N/fZ0ISGbepGKQGXqFQIJFIoKysjHWsdXV1AB7AEShwaGFhgWVik5OTnIS6u7vLEoW+vj7ekEokEnR0dCCXy/GlRhu2vb09NDc3H+rzB4CTfWUyGe7evYt8Po8LFy4AAKanpxmxSdNkQolSo095EI2NjUgmkwgEAvw9lZaWYmlpCWazGZOTk+js7MTU1BRWV1fZE7ezs8OXr1arxfLyMrLZLKxWKzcHxLGPx+MYGBhgo2M8Hkd1dTWT/whbGI1GuWkIBAIM6AgEAuzb8Xg8qKurw87ODhPSiouL8cwzzyAUCvFFG4vFGNe7t7fH03SSu9DElkg7mUyGjY9FRUWMJ6U0deLKU7ioSCTi6SZN+Hp6etgfQgQtKl4LhQJnURDC2e124/Of/zxu3LiB2dlZntYtLy/DYrFAJBKxtpkMnjRlJU+LQqGA0WjE22+/fajPH4E/xsbG0NraioaGBmQyGWSzWdhsNt4MkM6bUtjJh0PTdPJrkb+toqICV69exXPPPcdFNUEDSI+fSqU4rMxgMLByYXt7G4uLi6iqqsLx48fZH3n8+HEkEgl0dHQgHo9zqJrb7YbFYuHCPpfLcdI8nd+0Lezr68PCwgJmZ2chkUgwOjqKJ598ktULe3t7HI5pt9uhUCjYo0Q4ZrfbDZlMxinjIpEIJpOJ/UrNzc2YmJiA0+lEd3c3wuEwGhsb8eSTT2J9fR1zc3O83QPAEmWS29L7RgOGZDLJsBqfz4fTp09jY2MDL7/8MjQaDRKJBHp7ewEA+XweHo+H8xCCwSCKiopYerS0tMRFZHd3N/sTPvzwQxw5coQDiA/rQ/jTbDaLa9euQSgUMsExHA7DarWiu7sbW1tbWFlZYQw6Ze8QOndoaAgulwuPPvooD24tFgtCoRD7hsbGxqBUKrmpJeM9PeNEz2xoaMDa2hq0Wi0+//nP44c//CFqa2uxu7uLa9eu4ZlnnsHdu3ext7fHRDHK1SkqKkI2m0U4HIZWq+W/JxQKEYlE0NraCqPRyEGCFBNQXl6OyspKhEIh3L9/H2KxGGfOnGEPmtfrZYhIOBzmRimRSGBgYIC/N4obuHz5Mm8fZTIZtra2sL29zQ0/EQ339vaQzWa5nqEMDGr4r1+/DqlUioqKCrS3t6OyshJ37txhqpZQKMTa2hpcLhfn2JE8jSibwIOU+kwmw5sfQgpTZphAIEA6nWZYxK/y+VjNRlFREaanp1ketLy8zKtB4EGHX15ezoeZ1WrluHXKbSCCEK3aQqEQTwmo+x0YGMDq6iqj84qLi9noTRSfsrIyAOBLjfBhFG5CCc6NjY3MyiY98J07d7C8vAyj0YhQKMRo3ZWVFVgsFqjVaiwsLHBgIE1yHn30Ubz22mssvyEGsU6nw+c//3lsb2+zfnN8fJypJw8HxBwcHGB9fZ3lW+fPn8fy8jJHwJOnhDSgPp+PaR/UtO3v7/MGhabJCoUCXV1deO+99xCPx9HW1sZTAaVSiVwuh//9v/83ampqoNFosLa2hubmZtTV1cHlcsFqtXLzNj8/D4PBAJFIxCSJRCKB5uZmXt1++ctf5lXkYX1IFvfWW2/BYrGw1I4O/UgkAoVCAa1Wi93dXYTDYSQSCQiFQrS2tiIQCMDhcGBgYAB+vx/379/H6dOnGYFLYVXAg7W1yWSCQCDAyMgIcrkcioqK+PIlo2osFsPQ0BCam5t52i4WiwE8MFVRwZVMJlmqR6GJdrudSSbEyd/d3WXTdjAYxObmJoaGhthkWV9fz56ke/fuobu7G1KpFH/3d3+HsrIyiMViKJVKeDwebubJcEgbQ2qAOzs7MTIygqKiIiSTSSZbAQ8uUnpuNjc3sbe3xxIEl8vFRSjhVWkyQqFvwIP0VpVKBb/fz/4VtVqNlZUVJmOQNp+Ki/n5eW6IWltbmZFfX1+P/f19LtopLfawP2RC3tra4pCyeDyOzc1NaDQappYplUrs7u5ie3ubJSfRaBRNTU3Y3t6G2+1mYyxphKVSKT744AMm1ykUCrS0tCAajWJoaIgN+EKhECKRCLu7u1wMZ7NZLsSNRiP29vbg9/s5jJMmrDThLioqQiAQ4AHF3t4eY3RLSkpQWVmJ+vp6iMVi1j5vbGxgZWUFbW1t0Ol0KCsrYz0/ZWfQeUESMAq8JPnE6dOnIRKJOIRVKpVy8JZIJMLm5ibq6+s5yTkQCMBut2NjY4Mn9RTuRUZuQuN2dnbyP0MbkXQ6zThRq9XKEzuPx4Ouri68++67TGlKpVLY2NiAQqGARCJhnC9BNFwuF2/WSI9+2J9cLger1cqmVpFIBKVSCZ/Px3dhOByGWq1mskxxcTEb9GkzUFVVxSF1FosFDocDL730EsNKXC4Xm04J5y2VStHS0gLgQdNDkr5wOMzv5cjICDfjarUafX19KC4uxtraGn74wx/i0UcfZXmlWq1GoVBgQiNh6EUiEcuDE4kEb7wIyhAIBNiT1N3dzTkJlF1kNBqZMFZSUgKlUolkMgm5XI4zZ85ga2sLyWQSHo+HJXPRaBRf+tKXkMvlMD4+zoXUwz5AwisbDAao1WpOPw8EApxDRV7TWCyGVCqFoqIi9mhS/g3l89D2vaOjgw30MpkMcrmcBwskD6Znrb+/HwcHB2wgJln5YX2Wl5fh9/uhUCiQz+cRj8fhcDhQV1cHqVTKvwvaGNLvlyhuJC19OOhWoVCwGZpUILQJkMlknI1WWVkJgUDA8ADaYlqtVj6XCXW7t7eHuro6eL1evPLKKwgGg7hw4QKHFBcVFcFms3FafVFREVKpFGZnZ3kYRz68g4MDlJWVobm5mQNv33nnHaRSKWi1WrS3t2NnZwdjY2OoqKhAXV0diouLEQwGoVAo0NPTw54WeibS6TS2t7cBPAi/LBQK6Orqwt27d5FMJnmjqlarMTU1xRs7qk+oPistLWVJXz6fRzKZZMURpYIT6ZTS0AkWIhQKOZdpa2sLsVgM5eXlDMEhmTpJT71eLxobGzEyMgK3243e3l6W+f0qn4/VbIRCIe6+amtr+cCNx+NQKpXcCABgsgrlb0QiETQ0NHDKLq1CSfvv9/sRCAQwMDCA6C/j66loJIlTRUUFmpubOWjJ5/MhnU7zxHdqagpCoRAzMzNobGxEaWkp6urqEA6HGXGaz+fR3d2NpqamjxjK4vE4BxRVVVUhk8kgnU4zvrO8vBydnZ1YXl7G/v4+SktLeVJOTQvhyWgi4XK5OKmSJjh6vR42mw2BQAB+vx96vR5TU1M4efIk3nzzTXz2s58FAN5o6PV6TE5OcrFbVlbGLy8h/mgtSBMXt9vNE23ilU9NTeFTn/oU6uvrcfnyZdZPbmxsoLKyEtlslk3BtOFZWVnhCXskEmGJUTqdRnNzM0ZHRz/O4/N//aHVZlVVFfb395FMJtHR0QG1Ws36QtrMzM7OsgRuZ2eH5Q8CgYBpLCqVCh0dHTh16hSWlpbQ0NCAyclJblqkUikODg44YCybzTK21m63Y3V1leVNDocD7e3t6Ovrw/j4OIqKimAymbC3t8cbrbm5OYhEIojFYpSWlsLpdDJyjhLo19fXUVlZyVJEhUKBvb09yGQy1ruTlJBWrrSKJ8JQY2MjlpeX2dtBpB76+dBG4t1330U6neYCmNLCKTma8LrJZJKLF2o8pqenEYlEuFG32+2shSeuOZl0m5qasLS0xDAC+mcos4TkVDSEaGhogFKpxM7ODhO/Njc3ATxoYMgXtrKycqjPH/BgY0Yp3PQ+kxdgdnaWLwHKl9jd3cXw8DDMZjMkEgkUCgXq6+uxsbHBwweNRsOBTEVFRbh//z7OnTuHbDbL8lRKhC4vL0cwGMTKygqbaff29lBZWQmlUgmBQMBG7WQyyQU35S2o1Womi+TzefaUkdxza2sLQqEQcrkcdXV1mJ+fR3V1NQM1NjY2MDc3xwUqFXzkZSKCUDKZ5I0GZbuUl5fD4XAw4pckX4FAgHXtPT09cDqdMBqNWFlZQX9/P1KpFCYnJ7nRosyY8vJyNnFqNBrezC4vL2NoaAjV1dWora3lYL/t7W3U1tbyO37u3DkAwPb2NlN09Ho9GypJlkbeAaPRiN3dXfaxUXbAYX6Ki4tRXl4OuVzO3zul1ZNniLb9NPSj59XhcHBuFQ3bBgcHectO/0uBnWKxGOl0GmKxmPGjAHgj1tzcjOLiYlY60J0lk8kwPz+PpqYmLCwssDn28ccfx9mzZ3Hz5k3E43Fsb29DKpWyl4emtESMojT4+vp6VFRU4IMPPmDzaigU+ohxm4h9FPpLQ8x0Os1y5lAoxNuz7e1tGI1GOJ1OfPjhhwxhSSQSkEqlWFlZwcHBARQKBaxWK7xeL0+CI5EI+ybJ2Eu+R6vVyo27UqlEOp1mf+rMzAzEYjH0ej3m5+fR2NjIeWHLy8v8c8jn8xAIBCgvL2cK3N7eHvL5PGZmZtDd3Y3a2loA4C38YX2qqqqgVqsxPDyM9vZ2ppWR18JsNiMajaK4uJixxE6nk720J06cwE9+8hOoVCqcPHkSw8PDMBgMMJlMKCsrw9raGg+tRSIRgsEgNwQUuFlcXMzSYNp69Pf3QywWszSaimdSvVAyN3kVlUol8vk8DxDFYjGqq6sZEU8AAYFAAJlMhmQyCafTiUwmg6tXr2JnZwf19fUIhUKw2+1obGzkkN7p6WnOV8pms1hZWeFNotlsht/vRyaTQUtLC5xOJ8MB3nnnHd4skGRbKpUiHA6z0b6srAwOhwOFQoFVA06nkz2DNPSzWq0AHsCKaHBI0mSiyNLXlEwm4fV6odPpsL+/j0wmA4VCAY1Gw8Q/utNSqRQDm8hm8Kt+PlYEaj6fR11dHQwGA5thiM6j0Wg+oqkjFzulUbe1tfGailaa6+vrmJqaQiAQwNmzZyEUCuHxeDA0NITi4mKerFIzQ1Igj8fDLxlNOdVqNYqLi/kQCIfDHFJFekhi0kejUezt7SGTyaCyshI2mw1NTU2or6/HwcEBVlZWEIlEOABJo9HAZDLh+vXrEAgEbKCRyWRobm5GY2PjR0x0hUIBtbW1MJvNqK2t5XWx2WxGRUUFy5/IEFlUVMRIW2qAyPtCrHSaptKEg3C8tHoWCASYmppiPbNUKkVdXR2Kiorg8Xj4zyVTOKHUHqZyhMNh/r4pS4K0hJlMBolEgk3qXq+XtaqH9SF0bHt7O2w2G+bm5gCAJXpSqRR7e3vcTFDxZjKZYLPZOGtkb2+Ptc537txBoVDgf5e0uvSc6XQ6tLW1oampCRqNhp/Hra0tZLNZfunz+TxWVlbg9XpRKBSg0+lQVVXFaaKTk5PI5/NQKpUIhULY2dmBz+fD9vY2stkshEIh62EpUVkmk3FRVSgUkM/nsby8DIFAALfbjWg0ysGVRGMRCARYW1vDwsICk6nIXEnPhdVqRX19PT9HJPtxuVw86ZycnEQ2m0UwGEQ0GkVbWxvq6+tZukLBfkTDSCQSiMViaGlpQXt7O694+/v7+QAsLS3l6WAgEMDCwgKbiCnHgzZ32WyWiU+JRIKRu/TPEFHnsD+Dg4NYWVlBOp2G3W5HZWUlGhsbed1MlKmWlhYGFlRXV/M7R/kQdXV10Ov1zNkXi8UcTkX89YODA94o0UVKhc7DRT1tiEmSVVZWxhdpOp1m7CKdvSKRCIlEgjfExJWPx+MoFAoIh8OYn59nn1cymcT09DSmpqbYm0N/BoXDEVaZZAP5fB6lpaV8rpC0R6VS8UVIlDyHw8GyF4fDga2tLZ5gFxcXY3Z2Fg0NDTh16hQXo1Rw0GDK5XLB5/Pxc1lfXw+bzcabpY6ODhQXFyMUCkGn06GmpoZxv729vbxpoyRzyu6Zm5vD6OgoDAYDZDIZotEob0I+joTg3+tTVlaGXC6H9fV1LoIonI7ktVarFVKplAvuYDDIJMbKykoeesRiMSwvL+POnTucZUNBXURepOLDaDSira0NAHjIQfcn4VgTiQTm5uZQVlbG0koKpqWiJJ/Po6SkhJHz0WgUU1NTrFygfAkqWKmR0el0OHXqFMtDtVotcrkc/26USiWUSiU2NzcRjUZRWlqKoqIiljJSw0GUKBq2BQIBqFQq9Pb2Mqq3tLQULS0tPGyhZl6lUqG9vZ1rl4WFBVYeRCIR7O3tcYNPk+RsNsvwi2AwCIPBwHdVLBbjJpHuH9p+e71elsxR8U3PfiAQQCKR4En2YX7o/KYBcl1dHXZ3d+H3++Hz+TguYHZ2lovuhoYGBgEcHBywZH15eRlHjx6FSqVCOp3G1tYWxGIxS8QJmrK5ucleVCLS0V3s9/uxuroKp9PJzTcpYcj0vL+/z/c2bdJTqRR2d3cxMzODTCbDmHqJRIKDgwNuOglioVKpUFJSArvdDqPRyNtY2thSZg8Nbui+3tzc5FqJmibgwdDMbrdzOOjm5iYikQif16urq5DL5UyTouE0DYno/QoGgyguLmavC0nNA4EAstkszpw5w5sNChu2WCxoaGjgxUFXVxeqq6s5c4mCOgn9HY/HEQ6HUVJSgv39fXR1dfEd/HE2ax+r2ZDJZKiurkZlZSWvV+iLoC+KKEyEJ9vZ2eFUUIfDAZlMhpGREUilUtjtdsjlcmxsbGB3dxfNzc2QyWQwmUxQKBSMfqTod4FAALFYzAZVsVjMhB6lUslfy/Hjxzl9+datW5BIJNjd3YVMJoNer2cTVyqVwsTEBO7du8fEIafTCbfbDZ1Oh52dHWi1WiZoUCiU1WpFdXU1stks6urq4HA4sL29jVQqBa/XC6/Xi/X1dezt7WFvb+8j0yFabZNZlgoMp9PJacptbW0oKiqCTqdjfrhWq0V9fT3zuQUCAQqFAk89MpkMbDYbYrEYrFYrTCYTlpeXIZVKGbVHoUdqtZoNwyQ7EAgEvC4XCoV8INJFZrPZIBAI2IgUj8cPfYVLk1KaZlE65tLSEqOVC4UCF6USiYQDaSil3el0cuASyXPKyspYrldbWwuDwcAyPaIy0EaCDn0qumlqSC8fbSJKS0tx9epV6PV6NsUSbxsAr/1TqRQTXujdof+/vLwcPp+Pnyfyn1ADSVhHCkKixNupqSmUl5ejo6MDZrOZm0J6d4iSUV1dzZ6dbDaLtbU1hi9QoBsVsxsbG3A6nWxQIxye0WhkkzLJW3w+H6MN8/k8hoaGIBQKMTs7y3pwvV7PX0c4HOZQJYFAAI/Hw1PI0tJS7O3tsXafqFc0Zf1/8WlsbOQGo6KigjcHPT09LNekg12pVMJqtUImk6Gurg5yuRxOpxOTk5P83FHjSh4D8nRtbm5icXERkUiEA9OCwSA3DyTjoylfKpXiSW4+n+eBDflE0uk0wuEwG1A1Gg1vcEluJBQKOdyNNjE0Ra6srGSvxNTUFHp7e3HixAmk02k2dtOEl7TI1ChTcWQymaDVarlQW15exsHBAeLxOAKBAJRKJU/tachCwyKv1wun08nJuW63G6lUCkajkf1ONAjo7u6GQCBAVVUVtra2eLBCIX7V1dVYW1v7CNyhvLwcer2e6TR0uRJbnuhwuVyOvRuH/bHZbLzJzOVybGamYozuOQptJKiDRCLhjaPNZkNvby/LcIhMRVNpKtqoyCPp887ODt9dEokEAPiO29rawvj4OLa3t7GxsYHq6moOUz1z5gyfr0TPUigUvPklGTYBSeju9vv90Gq1HB5MOUqUPUCDNiJd3b9/n0lwsViMz2PyatJ2lt4dhUKB8+fPs7etUChgbGyMUedEDKSpPDU1FOxJ4Wck1yIPgUAgQDgc5jojl8theHgYkUiEh3xqtRoAuJDb39/nu4pUDEVFRSwjozustLSUFR20GTzMj91uh1gs/ggZlDw8ALgZyOVy2N3d5YYoGo2y9JuUE/QskoJkdXUVQqGQ5dLZbJbPgKqqKvY50u9dr9cDeKC4IfyrVCplfC1tAQlaIhAIkEwmOQ+OogkIClRRUcHbZrrnaQC7sbEBoVDIz3plZSW2traYLEmbCKVSyTL74uJizh6irSjFF3i9XgwPD0MoFEKv10MgEMBmszF1lDxutbW1kMvl7I9KJpMwGAxco9CwTygUoqamBo2NjVAoFAz7oaETYZkJJkQ5Ozs7O0xWpDqQJLoLCwvweDwf2YzI5XJsb29zvhz5VX+Vz8eSUVHaL72slOxNrniSRZDJm6YcVVVVvNqk1N9wOMw4r4ODAywsLMBkMvFFurOzg3g8zgUjSVnIoEMPBa1iafrwsJGG9JP0wJE0YGlpib0du7u7nDpOL8rDQTQejwd6vR4bGxs8nSRzLGkU0+k0P8A0mQDAWFEiIVHjQd8zbWqUSiU3a1SA1dTU8Iqtu7ubA2jy+TxPRIRCIV980WgUOp2OL1ViwlOx4HK50NDQwMQSkUiETCaDkpISTkQlrTcFKZGBnrTAtF7L5/OorKw8dBmVVquFXC5nYlMgEEA8Hmd2diaTYTkcFfn0vdL0RS6Xs459e3ubD/atrS2egm1tbUGn0zFqlLwfVLQRKSWbzXKA3dTUFDKZDKPyaHJcVVXFX2OhUOBpGzV0sViMD1uNRoOKigqeFMfjcZjNZsTjcZ7UVVVV8UUnk8mQSCRYZkOeCkrWJVoaFR20VYnFYly0ZbNZLC8vQ61Wc1YIeUwqKysxNjaGcDgMn8/H8gq9Xs9NFuUrlJWVIRqN8gFGGma/34+lpSWcPn0aW1tb0Ov1bHDe2NhgWUdRURFyuRxPLkUiERfPUqmU83PoQKRp4WF/YrEYDAYDVCoVBzNSwBblPdAghi4HuiCJ0kSBnLR9elhXTqZCMujSAIPSamOxGOfhNDY2MvaVZC5+vx8XLlyAXq9nGQzpnulZIdmXWq3m80gkErHfic5oqVQKsViMiYkJPPHEEwAeeFEmJib4MpTJZDxl39/f58Y8kUjwM0qNOX2vQqEQ7e3t2NzcZNx5ZWUlJw7rdDqsrKzg5MmTLDmgECtqqh/O7KChF32/Go2G8am0IaYmnS5hg8HAz63X6+WgSiqgSDJJuFFqesViMXK5HFpbWyEQfKxZ3b/Lh0JtKWSPNs6ZTIY9DrQdjMfj3GiQPIzkYDQwIrkOnack0a2qqsL6+jo/A263m31EVVVV/N+inIlMJsOMfgJfAOBCiPxb29vbMJvNyGaz3Byo1Wrs7++jpKSE6Xzke6MN9MjICOPuGxoasLu7yyHBVHMQnZHoXLR53d7eZpgLAPbcSaVSeDweHBwcQK1WM2qfwnkpH2txcRE1NTVYXV3lf18gEKC6uhqpVIqnz1QTUP1Agye9Xo+5uTlOgt7d3YXJZMLOzg6mp6c5II3eE9rekkSaivtEIgGbzcZ3tdPpPPRnkDKCKioq0NHRwR5G2lY9nMlCdyg1kyR7lMvl8Pv9UKvVvAEiadvU1BRL8OVyOcvFaVBKTQJt1wmZSz6PYDDIcnBqZkmtQfc7SQTpd11WVgatVsuNDvkf6HdMXomDgwNGPVOW0vb2Nmw2G9RqNccPkK/iYa8Jba3or6tUKgiFQgQCASaK0h1KYZcAWMZPQwSJRIJ4PM7bV41Gw0Gk5O2NRqOorq6GxWKBz+fjDeTe3t5HahOLxcIWBQK/ZDIZbpDp6zeZTPzzpDpfp9OxdO5X/XysJ9VgMLD+jqZwRCUh1j4VAlSo0iFHmk5CsioUCpaBEK2AdPFkOiH8IDHFAXCzQwcU6diUSiVSqRSSySSbDdva2jh5lzBgVHhRsBCtlumgqK2thfKXQUJ0yZFxloLL6CEgyRYFcpWWlsJisUAikcBoNHI0PaHE4vE4PvjgAyQSCRwcHMBsNgN4MC2gr2dlZQUTExM8CUin0wiFQigvL8fm5ibC4TD7WAKBABvJI5EI//Kz2Sx8Ph/sdvtH2Pn0UpGOmqYn1DUD4J8NTVoFAgG/5NRJ02F42FOViooK+P1+vlS0Wi0XuP//B79SqeRLUSQS8WVXXV3Nul16oci3QhdBUVER630TiQQikQhP+OliJpwurUUrKyuxu7sLt9sNlUrFptn19XVGPycSCdTU1DDdIZvNory8nJG9tKJWq9Xwer2sc6+urobVauU8BJo2UsAa+TDor7e0tECv1zN+jwxu+/v7EIlE2N/fRywWw+7uLqdY01bF7/ejubmZfVUCgYANi4QPpfAzkgySvrOkpAQjIyM8VST8NB2GBoOBV8OBQAASiQTZbJZX59vb24jFYtxchMNhfv8IN03FBz23h/0RCAQ8kCD6HkmUSLYiFov550UEENoqkQmPcOGEfKXp1fb2NhwOB/b39z8SnLi7u8vaZtraFRcXI5/Pc5NJZnXS1BJ9iahXBwcH2NnZ4YJeLpczUvHhJk4kEvG7Tnrdubk5zMzMcDaFwWCAy+XCnTt3eFJLzxo1FPSeUiFJm1KiX1HwIemzq6urMTU1BeD/+AIoH4gmh9XV1SgvL4dYLIbFYkF1dTXi8TjW1tZ4KldbW8vFJiUHp1IpWCwWHljR1sNgMGB/fx8SiYQnyel0mhs9kiZaLBbOnqGgNXr3D/NDNC8q8tPpNAwGw0cajIejs+juo6wI2qJTBhCZVEl6TKFdJSUl7P8JhUL8frpcLt5GJJNJnignk0l0dXVx0bW3twedTgepVMoEKCra1tbWEAwG4XA4UFRUhHg8jlgsxj9zmUzG2yYappnNZgSDQaYJJZNJSCQS9PX1MQzgxIkTPHCTSCRQqVQQCARMKiOUOREJAXBmDElWW1tbOeiMmvtkMomdnR3cunWLpZ/RaBTZbJZD/EjK5/V6GYtNUmahUMgUvkgkArfbzfeI0WjkifjD3zMV02VlZQiHwyzfJkWBxWLhpuowP1euXMHm5ibnXAHg84nOD7lcDrvdzlkY9HwCDwzmlLO2tbUFn8/HEnmq6WjTvr+/D4VCwWcISYGoXkmlUtDpdBzFsLu7y/Q+2vyXlpYyMpk2LCTPJIkanaN0TwqFQt720r1GQxQCMtAQdnNzkzNciF5JdaJMJmMilMvlYqUO1XMSiYTvWCr66UMUPb/fj2w2y+9JPp9nuRU1RCQPXVlZgcfjQSQSQX19PcuqCMCwtbXFeUHFxcXsK6FnNZvNAgCf19XV1QyMoOaeoi7kcjkmJycRDAZ/5WfnYzUbNF0jYzix9nd3dzmynvRupCsmhCHpN0nDSGbG6elpqFQqLvjpl0RFIa1paY1D03ha41mtVnR2djKneX5+HgDYZEhSDgBMHSD8Gj2MlHxMaziaJBQVFXF6ZU1NDQfMRCIR1jhXVFTwoalQKLgYTyaTbNyjooiKP8JjqtVqPkjoACON9MbGBtRqNY4dO8aECmrgaCVN1BhqqGi1ns1m+eDzer28/aGgodraWv4dkS+ktLSU9Z9k1qL1LnXCNAGqr6+H1+s99GajuLgY8/Pz3JASaWFlZYW3EMXFxbyF0el0qKysZMSqXq9HSUkJT0WJ/LSyssJp6qWlpdywPVzskh6TtKThcJhDtObm5mC1WiEWi+HxePi9IPke0afI7EWTQCpyyLgtkUiQSCQYMazX65mjTQW2RCKB3+/naRA1hgaD4SOp9SQZISwwFVJk+KLgL6PRyPIE4uCXlpaiqqqKiWV2ux27u7sMWXC5XFhfX2f9Pg0UlEolVldX+d0k3xbJJggdSPQWuVzOIVb0TpN+NZ/P8wbRYDBAKBRienoasViMJ7ZkpjvMDzVoJBPIZDJwOp2oqKhANBrlIYDX60UsFuN3mi40avqoiKVnQywWsySE/h5dciUlJaivr0d7ezuqq6tRVVWFkpISfg5IGiCXyzlfhcyK5LGSyWRQqVS8baF3RSgU8rlF5xOdmXQxa7VazoVZW1vjglAmk7HcjeAFbrebYQ2EsSUDNv0MCM97cHCASCTC34vVamWDbCaTQSAQ4AHJw+GP9N8hCd7GxgYKhQJP+enfE4lEPM12u93s76Oz3Gq1MhefMkfIHE/vm1Qqhd/vx/b2NlOeUqkUSzgP+0OBezTJ3dvbQ1VVFSeik0yTZJh0xns8HszPz/O2l+RQWq2Wc6YaGhq48aMmggoPKhiJivewCVogEMDpdDIac3l5mf1ihKnW6XRcKLtcLg6qJCkSbZhJS09GfJ1Ox/ALos/l83lu+Em6V1payu8DeTwpOV2r1UKr1TLEIBgMshRbq9WiuLgYi4uLLPUTiUSMbvV6vRCLxdjb22N5jEgk4g1hMBhEOp3mjZjX6+XNIJ1fiUSCz9NEIoF4PI6NjQ1kMhm0tbVBqVQyapnCO8vKymAymVj2lUgkIJPJsLq6yr6WlpaWQ/cNkRSTnkU6p6iopQ07/e7pPiMAAKlWaENJORd05pHxnQYzBCACwDWTXq/n4a1YLEY0GoXX60U2m0U0GoVWq+VBIdVl9E6TDDcWi3FwLElHqYgnKWdxcTE8Hg+kUinXkKRGIbWETCZDJBLB1tYWAoEAFhcX4fF42A9HsjmSOJI0jOSswAN5M21DyOdHNQ7Vg1SrEgWTvHeUr5NIJPh7AcC1C+UpTUxMMESBSIp019D7Q80H8IAsS/UTKXGcTieam5vZ40kDt1/187GaDcLekpxKIpGwbyKfzzPRgaaTNBkrLi7mbpQuNZootLa2oqysjA+2SCTCLzLpNWkKAIA7XZoKU7Pj8XhQU1ODtbU1AOAfKv0ADQYDT1CIjkGXBa1gqSgjjZvJZOLukTwO9+7d4/U8YRGnpqbgcrkgkUhYv5lOp9nIThM/iUSC5uZmnggRzWJjYwNmsxlVVVWQy+WoqalhAk9FRQUno1NXTdsZ0s1S+jMFvdCl6fV68cEHH8BkMmF2dhaLi4vcfCQSCdaz0tdnMBhQXV0NrVbL5iaJRIKqqipEo1GWghQXF7MR7zA/UqmUta60yaL1q9Pp5L9OqMvNzU1u+hYWFnilSnkHyWSS5Sput5sbAHomtFotbzhIMkWXeUVFBeukaVVMJnwKZaODgwhFKpUKCwsLnFJM/gfSXR4cHCAQCCCdTsNms2FtbY3JOKFQCG1tbQiFQtDr9dDpdOjr64PBYOB3hqQhTqcT8/PziEajMBgMrG0lPfDDLHuZTMYJo7Typ7wRokKRIZd+95RkmkqlcHBwwBQtt9sNpVLJ5kq6YAhXShNTInBls1lUVlYikUgw21yn0zHRprKykpuubDaLpqYmnqhptVqWJx7mhwp0uVwOjUbDet7t7W3W6JLMDwAPDra3t5mGsr+/D6VSCYfDwdNzKoLIxE3yO5pcGo1GnrhRbg41GISaJXkDncnkQSCjHxXuSqUSbrebIQpUQFOjWVpaCo/Hg+npaQDgQrSurg5qtRr3799n+iDRyPb29njbHQqFsLS0xOFbNAmngowuNL1ezynM9H4RwOFhA3R5eTmHg5FunQyl9NxQgZHNZuF2u1meKJFIeJBFOndq4MRiMQMaaKtJuG+StCoUCgDA/Pw8ZmZmIJFIYLfb4fF4WBZxmJ9gMIjy8nI0NjYySIQm3YRXz2QybNQnuS7Jb4VCIVQqFZqbm7khODg4YE8ObRhoWFBeXg6LxcKYdaPRyEOPyspKTs1WqVSMrBYIBCgrK0NlZSVvEVpbW1EoFHgjnEwmofwlkpmQ9jabjaXU9GeQQoAw0Ht7e7BarSgrK0M8Hsfw8DDfowsLC+w5EQgE3ASTvp2Kz1wuh52dHayvr3NjRUXi1NQUfD4fxGIxysrKWApUKBRw/Phx9PX1sUySGmySsBmNRm7IdnZ2uHGnJoq8CmazGeFwGAaDAZubm1Cr1QgEAtjY2GDC5cNn5cMePeBBwU/yVTpnDutTXV2NRCLBWV60GaPhg0qlgkKhwM7ODofEhcNh6PV6WK1WpuHRwFqlUsHlcvH2LZlMMg2K8ioymcxHhjZUtCeTSb6rbDYbS/bb2trYR0EY7FQqhUKhwBJzANja2oLH42HksFgs5s2mWCz+SD5bRUUFn9+RSATFxcX8OywvL2eKFSHIhUIhdnZ2+Nm0WCzo7+9nOT/hzXU6Hcv8dDodbzcqKipgNpvZW0HKA3peyeNDDRxlZVRWVsJoNPL2mkK4o9Eon330e8hms5xkT/RE2kBSYj1to8mDSFjn2dlZpmX9qp+P1Wzo9XocPXoUDQ0N/E3Sy0SXMK2myXDW0NCAiooKfvCoWEilUhgdHeWgISI52O12KJVKTE1NMYtbIpHwJImaFZouxGIxjI6OwmKxsIQmFovBZrOxFpymV1VVVXypk6SKXlaapJAUrFAoYGlpCQsLC6ipqYHL5eKJUE1NDQf5EI5NKpXC5/Nx4UmrJsIJkla9UCjA4/GwqZQmPvX19ejt7cXExAQXM1QUpFIpKH8ZTviwmc3tdjNLXyKRwOfzcSKrxWJBT08PAKC3t5clADRZpJ8joXlzuRyvZQnraTQa2VhIuL1sNouf/vSnzLE+zM/BwQE6OjrYgxKJRFBVVQWbzQafz8cmYipqgsEgYzfJC0BSs9LSUthsNlgsFiab0GFpMpkgl8vZDEvPBxUvNIUmElksFsPKygpfqsXFxbxyJf0ohSRWV1fDYDBwM0tTIZKX5PN57OzsYHV1lf88OqykUikcDgc3xmtra9xc0eVNVBfKU1hYWOC0dJpWptNpTE9P80qWfraFQoH1oWazGSKRCNFolEOD6urqUF5ejtraWs4boNUryXqSySQSiQTnitAlur29zcZOkUgEj8cDiUTCXzvhRauqqtjUrtfr0draynQa2vQYDAbGVB72p7KyEufOnYNIJEJPTw9kMhmsVis8Hg9fVKRhzufzMJvN/P83NTVBLpfD4XBAqVSitbWVJZEul4vN/jQ5IhmnVCrF2NgYPB4PNxkUcOV0OtnHQQbc8vJyNvXJ5XIAYJoVYWIfnrRRQUBZJ3QmkoSFpuREZ9FqtZidncXq6ircbjecTif8fj8qKyvR1tbGEzUCIzQ1NfH2iyRWpCO2WCzo6upiupZOp8Pu7i5v8JRKJdrb25FOp3nCSTprnU6Hrq4uHD9+HDqdDkVFRWxgjUajfB6QPlyhUKChoYELAJK9kU+Khl6EbyfJnFgs5sufJFQrKyv87B/mhyAVkUgEPT09jIoPhUIst1SpVNBoNDzsIJ+X2WyGXq/nd47uOaKG0VTf6XTC4/HwZsvhcCAYDCIYDLKKIR6P88AhkUigu7sbJ0+ehEQiwRNPPIF8Pg+v18tFGE2DKUiN6JUmk4m9lkVFRbwVowKTZBp1dXUYHBxESUkJyxcpq4C+5tbWVm6Ct7a2sLCwgGw2y+cSNdSVlZUIBoNwu91sbKZ3hehe2WwWDQ0N/C6EQiGEQiGuYciLQnXQ9vY2G9rNZjPEYjG/5wQtMBqNLLsym82oq6tDJBJhmiIZeldXVzm5mYZgJAEjCU5paSk2NzcPHf9N8AaRSITp6emPeGtpc0pTftq40jBJpVJBLpczHMTr9TL1cHt7m5sy8o4RZII24wRqoOaEhtkUJimRSKDT6TA2NsYgB/I4KBQK1NTUsBGdgjAp1DmTyfCzQz4FKu7JD3ZwcIDGxkaWEVutVuj1ehQKBWSzWX7+KB+EmglqXMkPScOgdDqNaDSKWCyG9fV1lv+XlJTg5MmTvOkpLy+H0+mEz+fD/Pw8y/9JEWE2m3kAQ360+vp65HI5Tv222+3s36KBDeUkkZdzc3MTcrkcHR0dXD9T/UGDIFIMKZVKViT9qp+PpUMggw8dEoQ4pPAPwnApFAoUCgVeRdOlQ4cNrd7JTESdGE13t7e3UVVVhaKioo8cgtTVUZheIBBAZWUlPB4P63jVajX/WbSiHxoa4vUTRdMTVYJQf6QJ3d7e5pWsyWRiUxBJxC5dugS5XI7vf//7AP4PiYEOXZVKxcUUaTCpaydsYTQaxe3bt6HX61FbW8vJ6NFoFBaLBSqViokjKysr/L9ra2vo7u5mY7vRaOSMhGg0yvSM7e1tNDY2IpVK4cKFC6x//PSnPw0AGBsbY60yddT0deXzeTa4E6qNLid6eMkk/rA2+DA+6+vrnOIeDofR0NDAa9GHNe9ElolGo1AqlazZpK3PyMgIZDIZurq62DBNxlyNRoObN29icHCQ05KLi4sxMDDA+vCVlRUsLS2hvLwcOp2O/4xCoYALFy7g9u3bLI8hQyYFH9G2jXTC0WgUfr+fL2BqPtfW1tDU1MTSA5VKhfv370OlUmFychK7u7vo6uqCz+fjLJnFxUXEYjGcOXOGJWMkF5PJZGhra8PKygrm5+fZw0PvZFdXF1555RVe6YpEIrhcLibPUTAnFfgU2hQKhT4SQldWVobJyUnegNLEnYoGMiwbDAY0NDTA4XBAq9VibW2NvUDkA3kYrbm+vs5bRuKL/7/40KqdqFBGo5EbKqPRyE0TXaZarRYymQxOp5NJR9TQP1y0HDt2DJcvX+ZJcCwWQ1lZGU+S6cCnxlYikaCxsZGlMiRtoOKIJI/r6+sIBoOw2WycF0Qf0rITqvFhVCjlpFByvEgkwtjYGB5//HEcHBzg8uXL6OjoQFNTE6fzkjSvs7MT+Xyec5kqKioQDAaRy+W4UCJ5Km0Sd3d3uXEuKSnBhQsX4Ha7cerUKR6i0BSfEJq0USFCjFar5QR05S+D7vr7+1FeXg6TycSDMYfDgerqan4PH9ZKUxNXKBSYqtbU1ASxWIytrS0uugcHB3nLepgfyhSiJpWmsdFfJg9rNBouwCnN+mGgS0lJCZ896XSa8wImJydRUlLCygS1Ws3vNQVO0vaKJFwkDyIaFhUtg4ODSKfTuHLlCioqKrC+vg6/38/FKE1+t7a2PlI4b2xscMYGvd+k0/f5fAyuiEQiTIKkpGYqSqkmmJub42RumsBSNpjyl/kX5GfZ39+HyWTC9vY2a90bGhoYvapSqdDQ0AChUMhTYABMPxMKhWhubobJZOJwOfKr0PNYU1ODkZER1NXVsZyS6H7JZJLDVCl3iJprCj4k/ycVvSQHpwb8sD719fUYHh5miSzRpehnTEG0NJwg/G8oFGIaEm2Bjxw5wuS4oaEhLC4uoqurCwA+0tgR/bOkpITJmuRdo0Rst9uNu3fv4tixY/wM0rY9Ho9jcHAQAHiCDzxQLzQ2NiIajbIUurq6mmue0dFRCAQCbnRoQ0iS6Lq6On7eSKlDcv/6+no4HA7s7e1BIpGwBJnuUnovo9EoWlpakEgksLu7iyNHjiAej2Nqagr19fWIRCLweDxYXFxER0cHI8FpEEQob4LcUIZGS0sLIpEIGhsbsbOzg9bWVm4SiXZJqgSj0Qiz2YxUKsXDSgojLhQK3OR7vV4eyAQCAfT19X0sdcHHajbS6TRqa2sxPz/Pen5yzlNjUF5ezsU1oT63t7dht9shEAiwuLjIzniiCFEBKxAIeG3Y0dGBWCyGSCTCBz0ljFO6LW1UyBtycHCA5uZmNlKRdpQOk2w2i7m5uY/QDh7WytFhGAwGuRh1OBxwu90scbpz5w5aW1thsViwtbXFqY+0dvN6vTwRo7RoWuNTvoBGo4FWq2UsMJmDJRIJnnzySdy8eRP9/f1YWVlh0/zu7i7a29tZniOVSpHJZHjyQWjI/v5+CIVC3Lx5EyaTCa2trVhdXWU/ARnE6aJSq9VYXV3lwob0qZSbQMUG4eXu3buH48ePY2NjgyVrh/V5mGRmMpkgFouxvr7O/oXd3V3WztMEiPTA9LyR9G1rawsul4sNhT6fDx6PB01NTSgUCkin00zLKSsrw+3bt1FXVwez2Yx8Ps/JuPfv30dbWxtvLiKRCE93hEIhHn/8cYRCIczPz+PcuXMwGAz89+7cuYOenh50dHQwP9toNEKv18PpdEKtVmNwcBDXr1/H5uYmM8OpiKSig0AJdEHTWl+pVGJtbY2nP3QIr66uorm5mRsHkk4dOXIEDocDXV1dmJ6eRl1dHWeJVFVVYWJiglepVCir1Wom0YRCIcbyVVZW8tdHBV1ZWRmjo6PRKLa3t9HZ2YmbN2+yyXBnZ4ent7FYDJOTk8ytFwqFaGpqYnOq3W4/1OcPABdjy8vL6Onp4YBCu93OqGoKciTzYUVFBYeOnjhxAsFgEHt7e5weTPk5oVCIG+nOzk42WBOtifTOJOOg3z3JIUmPT+v+WCyGYDCIg4MD9pD09PRAKpUyI58Y82TAps1UUVERnE4nuru7uciMxWKYnp7GmTNn2PSv1Wpx4sQJ9lDRVLi2tpZzgMRiMYd/AeCckaqqKvj9fiwsLHCOkF6vh9FoxM7ODoqKinDz5k1urIjiRsUzFdl03peVPUj5DofDmJiYwOOPP86QiJWVFbzwwgv43ve+h6amJmxtbUGlUjGlSyQSMdSAti/EoSdvXjAYREdHB/x+P2ZnZzlN+zA/dFdsbGzAZrNxaG5JSQlcLhdsNhtPjh8ecs3Pz0MsFkOj0TB0JZPJoLu7G06nE6WlpfzPtLS08BReKBQin89zrgF5JmkrScGWUqkUCwsLiMViePXVV6HT6eDxeD7SrIyMjMBsNnMqt1AoRDgcZnQyACb/2e12lJaWQqvVQq1W4969e0xeIow4yTZzuRz/jul31dDQwHkAlIhOIBnyUmWzWQwMDHAy9Z07dxCLxXDu3DlkMhn4fD5YLBZks1lcuXKFp/cEHyA6H+XGEDGJBqM2mw0ul4vlr7TBiMfjGBsbw+DgIFwuF8bHx9HT08PY8IdzZGiQYDKZYLFY4HQ6sbq6isHBQQwNDTFk5rA+MpkMR44cgcFggFarZYoiTd9pM05NJW17NRoNrl+/jsHBQUYLLywsIJFIwGg04tKlS3j11VdRVFSEO3fuIJVKcTgthQVSZhoZnTs7OxnJLBAIcOzYMUQiEXzmM59hGALl4fh8PnR2dkIgEHBdSEG8dB4SnZKQ5bRt2d/fx8jICHtVvV4vWlpaOPyZNnwLCwusRiHvJP21xsZGHrAEAgFWT1Am0CuvvAK5XI7a2lpMT0/zgDccDvM2ZWdnB01NTWhra4Pf78fOzg4qKyt5kE5bDMoYMZlMLEsjM/7u7i4effRRHrLTsKCurg4CgQDRaBQej4cBGnTukx8rnU4jEAjAYrFAKBR+LN/ax2o2aBLr9XrZyOd0OtHU1ISioiLGzgJgQy1NRuPxONrb25k4s7GxAY/Hg0ceeQQTExOorKzE8vIyamtrIRKJcO3aNWxvb7O+jwzoZGJ8OG25v78f6XQa6+vrCIVCOHr0KBthPR4POjs74Xa7MTg4iM7OThQVFXHj4/P5oNFouGClaRyZIAcGBtggQ2zlxcVFXlET2pYKWpJ5tLa24uDgAG63mwN/KJ27tLQUCoWCV7pk1s7n8/jxj3/MOubu7m4olUq4XC4kEgmUlJTwxUAeCtriEM3l3r17TKBRq9V477330NbWhrNnz+Kdd95h8s36+joaGxvh9/tZS0o4tWQyyVK06upqDt0irTgVEIcd6vfCCy9gcXERSqWStyrpdJpzDObn5xkUsL29jfb2di6ABgcHWe5BU3oiBJG5irIN7HY7MpkMF3A9PT1Ip9OYnZ1FPB7nFSMhSunnYDabMTk5CYPBwH/+/Pw8e0TKysp4PU7+EPo9NTQ08Ar94OAAtbW1CIfDWF5ehlarZTPs/v4+Xn75Zfz6r/863njjDZjNZkY20gZjY2MDgUCAvz5qqCj9tLm5Gel0mpPNAbAZnAyXNMXzeDy8ZWxqamIPEgCejtAhVlFRwTLJRCLBk2DKz3A6nZiYmGActV6v54R68kpVV1fj4OCAkZSEva6trUVVVRWWlpYQCoU47+WwP/Q7qqiogMvlgtPpRHt7O8vW9vb2PkLDyWQynNFAngFi5ZPmurm5GXfv3kVHRweWlpZw6dIllijRpU0oatLHFxcXs1wpHA4z2pXOoKeffhpXrlxhIMTw8DCUv0Rsr62tQSaTsalSJpPx8CORSMBsNvNUMpVKYWVlBbdu3cLp06eZZNTT04N3332XC1yil9y4cQNWq5UDr8RiMWpra3H06FGWwhLGeXt7m2WDX/jCFzA2NobV1VX2gpFGmzZbVGxUV1ejubkZAoGAc0Vo4yGVSqFQKHDmzBmoVCoMDQ2hrq4OJSUl+P73v8+IZ5o6U1NGng+S8ggEAphMJmQyGbhcLsRiMbS1tUEgEODEiRMMjTjsD0koqKgJBAIcBltZWYlAIMB5AIRgJYklDcRooioWizE9PY0TJ05AKBTC5XLB4/Hg2WefBfBA0678ZeYIESIfRhzX19cjm82iqqoKV65c4ewEkg+1t7fj1q1baG5uBgD8xm/8Bq5du8YIz6WlJU6mJyIP+ZSIDlZeXo719XXI5XJkMhkuckm+Q5IUAJiZmYFcLsfi4iJ6e3uZrkUkKAqiGx8fR29vLzKZDKanp6FQKJBMJnHhwgVsbm7C5XKhvr4eLS0tLOWmgrW5uZkJQSSnJQ+qTqfD2bNnWbbqcrkQjUaxubkJi8WC5eVlBAIBiMVidHZ2fqSxog3QysoKjEYj6uvrofwliQ4AS262t7chFovZYE70tsP6fPjhh2hubsbt27dRW1vLUqXl5WUmS9Hmh2qwSCQCq9WK9vZ25PN52O12pFIpltK9//77kEgkOH36NA4ODjh7Z25ujoOW6fukwEry0BYKBajVaiQSCVitVla6GAwGBnBMTU1x7EEikYDBYIBGo8Hm5iZqa2uxsLCASCTC52x5eTk0Gg0uXLjAAbu0xWlvb4dQKOQayeFwYH5+Hp/4xCd4W0HeX/J8kb+D6G70DhORdW9vD3K5HLu7u3j99ddx/vx53hwKBALMzs7i6NGjLK8mvy5t2ShQk2wNbrcbra2t8Hq98Pv93BgcOXKEJaBlZWXo6urC0tISxzk8nGtEm2P6sxwOB3Q6HQ9NJyYm8MILL+BHP/rRr/zsfKxmI5VK4e233+aJ+b1799DQ0ACFQsFmbYVCwXpJ4AFrubm5mSdPPp8Pn/nMZ3Dnzh0mFhiNRoTDYbS2tmJychL9/f3Y2trC0aNHeZpHU5m9vT34fD6UlZVhYGCAf3Dj4+M4duwYVlZWMDc3xwdEZ2cnFhYWUF5eDr/fzzIW6mbJMOZyudgMXFlZid7eXvziF79Ad3c30uk0Lly4gKmpKZY+0RTW4/Hg7NmzmJmZYZoRHWgkSaH/LskRkskk6uvrkUwmMTo6ykbkf/7nf8Zv//ZvQ6lUore3FwBw/fp1LsCokJmfn4darUZTUxOvwsg4bDKZ2BND5srS0lL8/Oc/RygU4knn0aNHMTIyAp1Oh0AggJqaGuRyOSwsLPDaOJ/PY3Z2FktLSxgYGODpH+m/P05U/b/Hh7JacrkcbyHy+TyWlpZ4ClZSUgK9Xs+QAb/fz7I5wsguLS3hsccew9raGrOoycBKxRAlVBcVFbE+W6FQsDmLULONjY1cnK+trWFubg5f/vKX8Z3vfActLS1obGxkulJJSQknQtOltb29zWtVMgvSQUpEoXPnzqGjowMvv/wyXnzxRT4Yzp8/z6zu9fV1tLW1cXgjAM7jIBlZW1sbOjs7sbq6ijNnzuDatWuYn59HJpPBmTNneJocCASg0+mQSqVQV1eHvb09ZqKTZpuKaNqiUEopNT8kdWhtbYXBYMDS0hL0ej0mJyehUCiwtLSE9vZ2lkVUV1fzxUz4TmL2A+CtIzWCxP4/7I9arWb898mTJxGNRhnpTYGYBCggiIVEIsHW1hZqampYYkdeHY1Gg3/913/Fn/7pn+LOnTtobm7GlStXoNPp0NDQgImJCb6YCd+8u7vL+t7q6mosLy9Dr9dzBg01dpQ073K50NfXB6vViq2tLab0+Hw+uFwupo+RLJA2sBaLhZnuTz75JMuumpubmcpDPqVIJILl5WWcPn0ad+7cQVFRERflXq+XN4p+v583KTdu3MAnP/lJyOVyvPLKKwgEAnj00UdZmkIp2IuLi9DpdKirq+Piiwzc5H0iw+/W1hbm5+fx6KOPYn19nbXZnZ2d3JDfvn0bvb292NjYgEKhwODgILa2thjHSdsoQt5arVZcvXoVL774IgKBAEZGRvheOexPS0sLG4dpG+50OhmqIBAI2PRNvpbh4WG0t7ejqKgIm5ubfN6TsTWZTGJ+fh5VVVX8f1MTl0gksLa2xnCOzc1NrK+vo6qqCkajEalUClevXgUAHsiRVEYmk+Gpp55iJv8bb7zBkAfyypCckxpyoVCIuro69gHQliwQCEAgEKCxsRFut5v9QZS2LZVKYTKZYLVamUZFVCc6u0l1YbPZUFFRwT9T2tAuLCyguLgYvb298Pl87Dlobm7Gzs4OwxhIMmkwGNgErNFo0NjYiLm5OXR1dTFsoLe3F9PT0zwFfhhrHo1GcebMGQbSeDwevnso+4i2VLSNa2pqQigUwtraGvR6PSoqKvDKK68c2vNHIXwikQhLS0s4e/YshoeHufahrSDRnYqLi/HJT34SiUQCuVwOgUAApaWlSKVSOHr0KBwOB/r6+liivLu7y95ahUKBxcVF1NXV8c8rm81CpVIhmUxieXkZJSUl/Dxfv34d5eXlqKio4D97fX0dHR0dTJQieXQ8Huetci6XQ3V1NfsXCoUCtra2MDU1xZkaNTU1PGh8uBHI5/P43d/9Xdy7dw+pVAozMzMYHBzkbcDe3h5DKCivjEInGxsb4fP5OEahp6cHQqEQ9+/fh9PpxHPPPYcf//jHkEqlmJubw8LCAm+mCeBC3kga1JF8u66uDsXFxTwAlclk8Pl8fE8NDAwgnU5DpVLhzp072Nrawvnz56HRaFBWVsaB3Gq1mhuizc1NhgXNz8/jjTfe+FgDl4/dbBAdanZ2Fpubm6zPnZub4+A50uTStIlMpl6vFw0NDYjFYvB6vaxR29vbQ2dnJ9577z08//zzAMChQclkkjvizc1N5qvv7OzAZDLh5MmTSCaTaGpqgsfjgd1ux927d/mXQAY5kiv19/djY2MD8/PzOHLkCE+by8rKYLVa2XtycHAAm82GQCCAvb09LC4uIp/Pc4FzcHAAlUqF+vp6bG5uIhaLMcpUqVRCrVZDp9Mhm83C4XAwdx4ALBYLpqenedJE0otvfOMb/N8hCRUlUdrtdg5mo6m41+vl6VBHRwfKy8tx584dNhPPz8+jsrKScYInT57E8vIy53xks1nWWUYiESiVSpabkY+AimRqLOjf6erq+lgkgn+Pz/j4OJLJJAYGBnDlyhWoVKqPMOYLhQKji6n4iMViaG1t5UvW5XLhkUcewauvvor/+B//I15//XXeRBD+lhKziRwil8vZiEe+G0rj9Xg8mJmZwdmzZ+H1enHs2DFcv34dn/zkJxEOh3Hz5k309PTAZDKxF6GpqQkffvghTCYTN07hcJhxebT6JMqMVCrlUMaJiQmcPHkSm5ubuHz5MiwWC297pqam+J8nCQGReaxWK8xmM1wuFzY3N7mpJNPsysoKb+dCoRCOHDnCrHkiIdH7r1Kp+DDzeDyMkjxy5AhKSkrgdrvx0ksvYW1tjc8GhUKBt956C319fXj++efx9ttvA/g/k1KaJNP0vbKyEqFQCA6HA93d3SgUCrh58yY0Gg2ampqYcnfYH4fDgWPHjiGRSPBAAXhwXpGshjJMiBa1t7eHxsZGTE1NsTHbarUyQe3555/H4uIiNjc30dTUBOUvM2JCoRBT/AgVvLq6ir29PVgsFpYAUWFnNpuZktbe3g6/34+uri4Eg0FO53U4HIzNrKqq4g0rQTimpqb4jCWpwdGjRzE3N8ebzng8jsXFRcTjcZw8eRLj4+OoqqpCZWUlZmZmcOTIEabsJZNJBINBLCwssH+lp6eHp6AkSSOyFeFJw+Ew1tfXUVtby9vDubk5HBwcsOlbq9Uik8lgZmYGdrudZauPPvooFwW0XctkMmhtbUU+n2dM9Re/+EWmiT2ca/IwnSWTyUAoFOKrX/0qw0WKioowOjrKVLfD/Fy/fh2XLl2C3+9HTU0NzGYzFwaVlZUYHx+HRCKByWTCwsICRkdHGf+bSCQ4/bqkpARXr17Fl770Jdy6dYvvINoCUagt0eTIO2m1WpFOp+H1emG325koRxk6BDUIh8OIxWLo6Ohg+ADlCmxsbPDAy+Px8Lmt0WjYk0Bb2rGxMc5NofuYkt8Jk0/IZPKZ0B1MSFKiNgaDQYav1NbW4v79+5yGTOHEvb29WFhYwPr6Ovr7++H3+/Gv//qvaGhogFwux+joKKqqqljmRMWjSCRiBOnMzAwcDgfOnDnD0tXr16+jo6ODKUyUCj45OQm9Xo+dnR2cPXuWMz18Ph/m5ub4XaWilRp3mjiPj48f6vO3u7uL06dPY2dnB8FgENFfhtDRNopAIxUVFR/x1pKsfHt7m8l8W1tbrCp57bXXIBAIcPHiRaysrDAMp7i4mOVSJLvSaDRob2+HQqHA2NgYm7x1Oh3a2trgdruZlkrBp5SjRZENAFjhQlCZjY0NVhJoNBp0dnZif38f9+/fZ4UDedz8fj8PXm/fvo3i4mLYbDbs7OxgdHQUDQ0NqKqqgsPh4OeCzuaWlhaWoPn9fkQiEZw+fRozMzOMXSYo0ac//WmmnZIUXqPR8NaXvBskq7fZbCgvL+em1+Fw8Hapo6ODkeKFQoG9VidPnkRpaSnW19cxPz8PrVaLpqYmpNNpLCwscMYTZZuNj4+jv78fEokEt27d+pWfnY/VbHR1deH69et45JFHUFpaiubmZuRyOTaaUpG0v7+PmZkZWK1WPPXUUzydq6qqwvj4ODweD774xS/i/v37eOutt6BQKFjfXl9fj3fffRcCgQA3b96EwWBgugNdMmVlZbDZbJiYmMDy8jLGxsbQ2dnJhmCauj/zzDNQKBS4c+cOqqqq4PF4IBQK0djYiN7eXoyOjrJZlV5y4AFK9m//9m8xODgIgUCAI0eOcLhJeXk5T/seLgqPHj2KUCjEDcLt27cxOTkJnU7HWnpal5WUlKCurg5NTU24cuUK8vk8UwzGx8cZYUiyC1oPnz9/nqUOe3t7kEqluHjxIqqqqnD37l0UCgXU19fDbDbj/fffh1qtxpe//GXcvXuXNyLk0xgdHUV/fz+i0SguXrzIYV9isRjt7e0oLS3F/fv3odPp8Pjjj2N6eprXamKxGDMzM1wsHdaHCAjLy8tstBOJRFhcXGT6AxmJiZxGOsOtrS243W68+OKLmJubw5NPPsnPBU3N9/f3MTU1haamJp5M7e7uIh6P88SAcKf/8i//gra2NrS2tqK1tRXz8/NskNbpdCgtLUUgEEBPTw9PrMgMe+vWLWaPk7yOdMMAmPGdTqfhdDoxNjaG8+fPc3rx1NQUdnd3UVNTwxkbiUSCyVhqtRqLi4s4ODiA8pcBgiSBpJRuokosLy9zWF5nZyc6OzsxPj7OuvDnn38eS0tLePXVV6FUKmE0GrG0tASPx4O2tjYAYEnBwsICLBYLdnd3sbS0hEAggO7ubmQyGdy/fx/PPvssVCoV3n//feRyOWxsbPDlPzk5yRcwAM6LyWQyGBkZ4UKCioeuri7cuHHjUJ8/AOjp6YHD4WDGOQVUkf6fBhcGg4Fpd4RWpfRfoVCIjY0NPP300wy3oIlfTU0NnE4n7t69i6NHj6K1tZXPlenpaej1embvU7iZTCbD+Pg4rl27hjNnzkCr1WJoaIgniUNDQzAYDDzhPjg4YNw20euIe19TU8PFxyGF7gAA8q9JREFUVD6fR3V1Nebn59Ha2soblNXVVWSzWZw4cQIOhwPnz5/H9vY2JiYmUF5eDp/Px6m+u7u7PAgh8g5NtckgTChgymNwOBwQCAS4dOkSHA4HS8Q2NjbQ0dHBAxTSLQNgrPXZs2exurqKW7ducRHU2dmJWCwGlUqFsbExbiJoeEX5BkTmotRykUjEBSaBRSKRCMrLy3H69GlMTk4e+vPX398PjUaD6elp3LlzB52dnZBKpYzuTSaTuHPnDkwmE3PyxWIxstksVldX4fP58Oijj3LxEY1GcffuXTz22GPIZDKwWCx4/fXXEYvFcOnSJezv77N8kwzZAoEAx48fx+joKAKBAJ5++mnOmyCph0gk4q0ubSEpyJF+fz6fD0VFRewti0QiEAqFHOLZ3t4Ok8nE2zC1Wo1kMona2lo2CZMcb2ZmBlVVVdjZ2YHZbMa9e/dgt9tRU1PDhl8KXaVtTmdnJ3t8+vr6UFNTg3/4h39AZ2cnh01Gf5nW3dPTg+XlZRw7dgw1NTXsIx0aGkI6neZEeYFAgPHxcRgMBgwNDUGv12N4eBgnT57E2NgYb2329/cZn03KhUAgwHj1ysrKjzT29fX16O7uZg8bPQuEYj+sD+GI3W43SktL8ZOf/ASPPvooe3SJdkmkr0KhgMuXL6OlpYU3/W+++SabtAUCAerq6qDT6fDmm2/ivffeY2CO1WpFJBLB3bt3sbu7i4aGBpSVlWFubg73799nFUdlZSXfg4QBf/fdd9HT08OZO1RHCYVCtLe3cx0RjUY5/JEM7IuLi5ifn8fg4CDXHG+99RbMZjPm5+fR0tKCTCaDpaUlvPDCC4hEIpiamuLsmo6ODs7p0mg0DJ+hrQuBCQiIQD4frVYLm80Gj8fDktPp6WmsrKww5Uwmk2FychJisRhGoxHRX4Y/l5SUYHt7G0NDQ1CpVBgZGeG0d6qXqaGyWq0MkSCqKfnnyJNFaGECKRC+mAbkJJf8OJCMosKvgBQidNhXvvIVKBQKZLNZPPHEE4xZvH//PmvK6HIgti/hFuPxOORyOb/4lKnR29vLRnFCxv7zP/8zHnnkEQiFQszMzECv13NWAHVzdACSdKihoQGXL1+G0WhEIpHA1atX0dnZyZrC3d1dJi3R10QUIzLDCQQCZi8DwODgIMLhMIRCIf7xH/8RFy5cYMM7aZoplXZsbAy7u7tobm5mHTStoyhBta2tDR6PB0tLSzhz5gw0Gg13wU6nE319fdxFd3Z2IhKJ8KpWo9GgpqaGTWMUsEW+A6FQiPr6eqyurjIKbWVlhTFndXV1WF1dRSgUwmc/+1n88Ic/xOnTpzE6Ogqj0cj0BiJJUFgMbQq2tragUCg4uZRoY3/0R3+EWCzGiM3/Lz70/P3N3/wN3G43QqEQN0SECq2oqGDm+8OEhHA4zNi3fD6P9fV1DkRcXl7mTIj9/X00NjYCABu4KWyRtk8UkEUFPfl9aGpCxm6SBW5sbOCRRx7B3NwcSkpKsLCwAJPJxMml5Kt4mAJBXyMFC8bjcfT392N4eJiD8W7evIn19XX09PRArVZjaWmJG2Myy5LOeXd3Fz6fj0kba2trUKvV6OvrQzgcxjPPPIPXX38dk5OT6OrqQjKZRGNjI7797W9zYCZ9rQ6HAyqVisMlSRpDh9k777yD2tpa5PN5dHZ2si57dnYWWq2WyRdUNNJEmpqIUCiESCTCMsdCoQC73c6G63g8Dq1Wi/v376O3txfRaBTf/OY3/z9//h5+Bv/0T/8UVqsVVqsVfr8f169f520EAN4SlpeXc9MoFot5U9jZ2YlvfetbOHr0KAcevv/++/j93/99fPe730VRURG8Xi+sVitu3bqFjo4OLsLJsEekp/X1dUY1UuI28GBYYrPZEA6H0dbWhlgshvHxcUxOTuLJJ5+E0+lEZWUltFotZyMRsz2VSnFO0NzcHHp6elgCS1KWmpoa6HQ6TE5OQq1Ww+Px4MSJE7h16xZLaIhMRbjvnZ0dbG9vo1AooK2tjYuEn/70p+jp6YFIJML777+PY8eOYWBgALFYDGNjY3zZud1uFBcXs9RJLBbDZrMxGIHC7iYmJtDY2MhSilQqxSjvS5cu4ebNm4hEIozCrampwY0bN1BbW8sSi8XFRRQXF6OhoYHlIpTlIZfL4Xa7ubH6l3/5l0N9/v78z/8cYrEYlZWVGB4exvz8PLq6utDe3s6Na3V1NcLhMPx+PwwGAywWC9bW1rCxsQGdTof33nsPFRUVeOqpp3DlyhWGSYTDYc5VIm8bbRxlMhkKhQJisRhLemlAQTREs9mMkZGRj0iZ7HY7pqensbi4iOXlZQwMDLB0ua+vD2tra2y4pWb9zJkzkMvl8Hq9WFhYQHd3N37yk5/gpZde4gbPbDZjeXkZCoWCJYPV1dWs10+lUtjb28Pg4CDTqdxuN7a3t9nnGQgE4HQ6odVq8YlPfAKzs7Nob2/HjRs3sLS0hLa2Ntbq2+12vPbaa4xfJTT6/v4+/yxSqRQGBwdRWlqKu3fvor6+HjKZDMvLy4zqN5lM8Hq96Onpgc1mwwcffMCBwnK5nCXQhConDKxWq0U2m8XVq1dZtlVcXIxCoYDvfe97h3YH/8Ef/AEsFgtHFiwuLiIQCECtVqOmpoapS8CDTDQKGi4rK+OC3mq14nvf+x52d3fxxS9+EbOzs5wBEQwGMTc3B41Gw/S+1157DZ2dndzgzszMoLW1FdXV1RxjoNfrOfNDpVJhZmaGM1kmJiZw8eJFOBwOlgcSJIZqQpKQkh+OKGjT09M4f/48fD4fhEIhzpw5w94Kuotra2tx6dIl/PVf/zWfXQRQIe8yDeH9fj/DBShhXaVSYWdnB5FIhIOSBwYG8Itf/AKnT5/G3bt3UVNTg3fffRd6vR6XLl1COp3G0tISNzWxWAwNDQ2Ix+MMcyAP1+rqKpqamriWtFqtmJub46gDqVSKgYEBlkiSp46+j/LyckxOTvKddu7cOYyNjTGJ8Fc9Az9Ws/Hzn/+ci63NzU1eO8/NzaFQKHBHVFJS8pGQFL/fz8SIWCyG3/3d38Xv/M7v4MUXX4RGo8Hk5CSsViuKi4t5GryysoLx8XEolUpeE7W3t2Nubg4jIyM4f/48a6JtNhu+//3vs+5Mr9fj3r17AMAyq/7+foyPj2NxcRFqtRoOh4OzLMrLyzmgyOv14vz586xVX19f5/ApWjP5/X6cPn0aMpkMHo8H9fX1XBhsb2+jubn5I6hQkgUUCgWcOHEC4XAYtbW1+PDDD6HVauH1enHkyBGMj48zkUipVGJlZQWbm5t48sknMTU1hVAoBKfTifr6eg7XoaAaWtNR4uTa2hq+8pWvoKqqCm+99RacTidTZCjDQaVSYWtrC0tLS0xMIKQiNTdETZLJZGhtbcXrr7+OJ598kokmf/AHf3BoB917772Hd955BwaDATdv3oRcLmcPQmVlJcMHbDYbmpub+dBIJpO4du0aTpw4wQUQTazoYAPAxIkTJ07gypUraGho4PRWysEguhJd0FSAECaRtL1kUpyfn+emOhAIsJFYKpWiqqoKNTU1LNuisMja2lqEQiG43W7evFHwE2VjFAoFuFwu3Lp1C8ePH4dcLkdlZSXrWf1+P8tjkskkJBIJent7P+KJqKqqQjAYhEKh4HWr1WpFW1sbhoeHUVdXB5FIhPX1dfT29iKdTmNtbY3RhZSQa7PZ+KJMJBLIZrNYW1tDSUkJWlpaGNM8Pz+Pu3fv8lTr2LFj3DiQvpYQh0QCuX37NjQaDbq6ujA5OQmj0YiKigq43W5sbW3hhz/84aEWe7//+78Ph8MBjUaDo0eP8vtImEO73c4DCyoW1Go1p7bSNm5gYABLS0v4wQ9+gGeffRbXrl3D+fPnYTQaEQwGoVarcf36dZa+6PV6jI6O8oS3uroaNpsNV69e5anXxMQEOjs7sby8jP7+fszOzsJut0MulyOVSjEBxuFwoK2tDd3d3VhbW8PS0hLT+cg7pNFoOEjP5XIhk8nA4XDg0UcfhcvlwsWLF9kDl81modPpcOvWLbS0tGBsbAwdHR2oqqpCLpeDQqHAwcEBXC4XB+FR05jP5xEMBvG5z30OANDe3o7vfe97OHbsGDY3NzEwMMBnOdH+aIJI8piHk8+PHDmCjo4O/M3f/A2qq6uZCtPU1ASfz4dIJIKlpSU2UBK6muQMAJg4R563jY0NCAQCNDc3Y2tri4dY169fx7e//e1Dff7+8i//EufPn8fk5CSWl5fxxBNP4OrVq7h79y5sNhsKhQIDM9bX16FQKFBVVcWkJjoHxsbG0NjYyISwn/3sZ2hsbMTo6Ci+/OUvs/R5bGzsI7RHkiS73W4UCgUcHBygvb0dDoeDhyzpdBrd3d0YGRnBmTNncPnyZeb3JxIJSCQSRrtT2O38/DwKhQIaGxvh9Xqxv7+PoqIipvMQkthqtSIQCEClUkEoFGJoaAgWiwUrKytcqFFWC0FXSCVAW9GDgwNWEPT19XGAqFwux+zsLGKxGDcNs7OzaGhoQDqdxvz8PCef03aRiD60XfL7/Whra8PQ0BBLKOvr63H06FG888478Pl8UKvVnHB98uRJiEQi1NXVYXFxESUlJR8hCyoUCoTDYR4CLiwsQCQSYXx8HN///vfx4x//GH/8x398aHfwu+++i1u3bkEul0MikbD/7zvf+Q4kEgk6OzthMBg4X0Uul7MHKBaLYXt7GxaLBQqFAjdv3oROp0NTUxO6urrw8ssv8zDi3r17KC4uRnt7O4AHhEUygtNz3dLSAplMhqmpKWg0Gpw8eRKLi4sIhUIQCoV488038dRTT3GzEwqFMD4+jvPnz3OTKpFImG5HqeSUXeHz+bC5ufkRGRKd3z6fD3q9nolr9H4QZvvg4IDPRpL7tbS0MFWViFTV1dUAgPv372NwcBA/+9nP0N3dzV+fzWbD9evXoVAo0NPTw00K+SPNZjPfLUKhkIE+P/7xj/GJT3wCH3zwATQaDVwuF5LJJEwmE5vpm5ubMTMzwwNbp9MJu92OlpYWTE5OYmVlBY8++iif6eQ3Jbqp3W5HSUkJfvM3f/Pfv9n4b//tv+H27dsc8kVx7BQORYYs8mpEIhH2HpSXl+PIkSOMcP3JT36Cp59+GkqlEv/rf/0vfPWrX8X09DRrLemFo3XOwsICF8hqtRpms5kpVV6vlw1BpIuTy+VcTFH2x+LiIqLRKAYHB7G8vAyj0YjNzU2+AHO5HBobG6FUKqHT6XD//n0OeBEKhSxFIZM8UYYmJibQ3NwMs9nMXSjpCImbncvlMDMzA6PRyOmnNpuN+dPvvPMO1Go1WltbUVFRgba2NvzoRz/i4MBPfvKTPKUjPXs8Hoder8fGxgYA4NKlS4w6dDgccDqdmJqawqlTp2C1WrG4uIjq6mqUlpbi2rVrbF5TqVRs/CEJCNHCampq2Ljb0tKCt99+GxqNBp/4xCfQ1NSEU6dOHdpB9yd/8icoKyvD1NQURCIRp6wSGYiSa8ksmU6noVQqEY1GeYMkk8mgVCoxMTGBiooKVFRU4IMPPsDRo0dRUVGBjY0NNr+S5IwSZIVCIUt74vE4gsEgjh49imAwCIlEwsSwn/70p/ja176Gd955B01NTcjlcojFYhwOJpfLoVKpMD4+zgUA0YuEQiGj92pqapBKpfCtb30Lp0+f5gsxl8tBKpXigw8+QHl5OUpKStDQ0IDvfe970Ol0kMlkMBqNqK6uZowx4UedTid2dnbwta99De+99x5ne2xtbXEIZSqVgtVqhUKh4AlhdXU1rl69CrPZjPr6eiwvL2NxcZFTxff29iASiXilnUqlYLfbcXBwgIqKCiwsLKCqqooZ4Y8//jjLNc6fP49IJILd3V2oVCoeTKjVavacuN1umM1mDuikYKd/+qd/OtRi78UXX8Tp06dZl15bW8tbIafTyWSQ1dVVZq7v7OxAq9VyCvPq6iqHw9H59alPfQp+vx/RaBQul4ulndvb27h48SKGhoYQDAZRXV2N/f19eDwe5qc/++yzWFtbw9DQEH7t134Nr732GhYXF/HVr36Vt2mU10MZRxQMSh6kra0tlgBms1lOoLZYLGhtbcWrr76Kzc1NNDY2QiaTYWdnBzabDQcHB3j//fd5a0sbRpvNhtraWhQKBT6LS0pKsL6+jvHxcQ7ipJDTJ554gs2woVCIz/ve3l5cv34dlZWV/PMm8+jm5ib29vbQ3NzMeF7KNzl16hSWlpYgk8kQiURw//59nDlzBkNDQzh37hwDFajYJdM9GT8NBgOqq6t5cEMyB4VCgbfffhsXLlzAwcEBXnrppUN9/m7duoXp6WksLCxwNgOFcMbjcYTDYdbI03lH947BYOCCanl5GY8++ijGx8cRi8VQWVnJpBvCqRKaOplMwuVy8XAln8/zlHZubg4tLS3QaDSQSCQsZ8pmszh9+jRWVlZQU1OD9957D06nE4888gifc06nE8lkEmazmf8MmjADgMFg4MYzlUrBbDYjnU6jpKQEBwcHEIlEWF1dZbCG2WxGcXExjEYjY2ipjpibm4NQKIRarYbRaORtIGVlmEwmvi9oGBOLxXDv3j00NjbCbrdDKpUySpyGUEVFRXyey+VyBINBWK1W+Hw+TE1NoaurC01NTZBIJPjJT36C06dPs4TPYrFwSjRJqOhd3NraQklJCbRaLcvOZmdnMTg4iFwux4bzfD5/qOqC//Jf/gtcLhfj76PRKCorKxk/S0MNkUjEiO9QKMSbQnqPa2pqcOXKFQAPsjsoJDAUCjEcJ5lMQigUfoS2ubKywtkUBwcH0Ov12Nvbw+rqKlwuF7a3txEOh3Hs2DFoNBq8++67rHwZHBzEj370IyafUTZUTU0Ne0qy2SyWlpY434miEcLhMFQqFeNst7e38Vu/9Vu4e/cu4vE4mpubsbGxwdJ3yv/K5XIQiUSsiCEJrcFgwOjoKB577DH+OTU3N+P111/nc+r555/nv0fBq4S+p0KfZFQUj6BUKnH37l20tbWhrKwMGxsbTNgkH6/X64XNZuOagzw0tNmhaIqZmRmEw2H2gdy4cQNdXV18Xms0Gjidzl954PyxPBtbW1s4d+4cp4dqtVrodDqMjIxwxy6TyVBTU8Mp21SQv/rqq3C5XDwVOnHiBFwuFwqFAqqrq1l/e3BwgPX1dSiVSjYmkya8rq6ONwGE39XpdBgcHOTLqbKyEr/1W7+Fv/u7v4PP54NcLseNGzdgsVjQ0tKC9fV1XL58GRcvXkRRUREODg6QSCSYkDI7O8tJlIRDPDg4gNlsxtDQEMRiMRobG9HU1IRgMAi/34+XXnoJ0WgUCwsLPBFrbm5mg6xOp8PGxgbLn2pra9HR0QG3242ZmRn4/X688MILmJubQywWQ3l5OYaHhznjIZ/P480332S+OGn7SU5GyLe1tTWmcXV2djJmjQoJMjTTFDwUCqGxsRGrq6tscPX7/ZienubES+J+E/niS1/6Enw+H0KhEK5fv/6xD63/m8/Gxga6u7s5BKiiogKxWAzFxcWor6/nScPy8jIkEglOnDiBlpYW/OAHP4DFYuHDhBjnly9fRm1tLX7zN38T7733HqqqqtDW1oaGhgaIxWJcvnwZY2NjqKmpQVdXFxtYaVLS2trKYWs0zZmdncVzzz3HFzjJuHZ3d5mXLhQKEQwGoVQqYTabsbGxwQa7srIy9Pb2YnJyEl6vF4lEAr/3e7+HaDSK2dlZmM1mrK2tIRAI4JFHHkE8Hsfw8DBv2DQaDU/FAoEAiouLGQes1WrR3d2NX/ziF7h37x6am5uxvr6O1tZWXL16lZ8NCq3z+Xx80KyvrzOlg5rzuro6HjRYLBZsbGzA5XLBYrHAYDAgl8shHo+jt7cXKysrXGC3trZidHQUyWQSer2eC9uVlRVu7ujSogaO0Lc7OzvY2triKehhf2iqqNVq0draihs3buCJJ57g3Apquqqrq1FeXs6X0MzMDOPBiRFPiEyJRIKXX34ZZWVleOmll7C+vg4AHDw3OjoKAJws/rDGWCqVMnbyzJkz+OEPf8iSFtpYTkxMoKysDNvb2ygvL+fJ4vT0NDceZrMZmUwGq6urbOC9dOkSzp07h7/6q79iTx4lxZtMJp4Unz9/nkP9UqkUzp49C4FAwEbMQCDAZ0plZSWam5t5m0I67Fwuh8uXL+PkyZO4c+cO6urq0NbWxgQUCq4kXTalrlO4GzXKhAGen5+HxWKB2+1GNBrljKK2tjY2taZSKeh0OkxPT/OlTrpon8+H5eVlltkqlUrs7Oywx4W2yYf9effdd7G3t8chXZRXQdAVku2RDDOVSqG+vh5utxtqtRrLy8scxkgSF6lUis9+9rP4t3/7N97yu91upFIpBAIBziog3C8l0KtUKh5oBINB7O/vo6OjA7Ozs5BKpVhfX4dKpYLD4UBjYyNjsAmgQLIbMqwS7pWCe5eWlvD7v//7uHbtGp588knezpA0WCaTwWaz4bnnnsNrr73G21nKjsrlctwYi8ViNDc3QyaTsRRsdnaWz2PyNUqlUjz99NNMlAPAktq5uTmWiAJgI3N7ezvi8TjeffddlpL19vbi9OnT7LdaXV1FS0sLy2RzuRw++OAD6HQ61NfXo7S0FIlEghOZNRoNp92TRwwA0/tUKhXLKQ/zMzIygmw2i8nJScbOkuFdKpVif38f2WwWe3t7jPZ/5JFHMDY2hlwuh9bWVkxNTWFpaQk6nY4Hd3T+DA4OYmNjAyaTieWL9GdQrEBVVRUTGzc3N2EwGFgq3dbWhvfffx/b29tQKpV44YUX4HK5IJVKMTQ0hHA4zEMbCrOj0EFqti0WCzeoBwcH8Pv9+NKXvsRNqEQigd1ux8svv4xcLofOzk7MzMzw8FskEmF/fx8qlQqJRII3dSaTCXV1dcjlcnA6nfj1X/91mEwmjI2N4a233kJzczP0ej2++93v4jd/8zcRDAah0WiwvLzMskSRSMR1Y1NTE0tQw+EwKw7q6+tRUVHB+N2ioiJuWkl5EwqFeNOdyWR4S09y4OnpaWSzWbS1tTFVtaamBolEgimoRKr7VT8fq9kgiQNpwNLpNOsRyQxExCViCe/v7+PYsWOoqqpizSTwwBhE2QFkmiLSB/DAm0FGM5pALywsYGJiAt3d3TCZTAgEApidneUVEaU6fvvb32ZyU09PDyYmJlgHHwwG0d3dzUhGvV7Pm4+mpibW5hMdiLSExKk3GAyw2Wx45ZVXUF9fj2AwiHfeeQf5fJ7TvUtKSqBQKKDRaODz+Xj1T8VdIpFg05fZbEYsFsPMzAz7B4AHumsKXyNddSQS4Uk6hSAFg0EuPra3t6FWq3HkyBGerA4MDEClUsHr9aK7uxtbW1scYkWSGgp0mZmZYS+Ly+VCU1MTa8RTqRTy+Tyi0SiOHTuGH//4x4ceKKRQKOD1elFUVITPfvazKC8vZ+PhvXv3WBrV3t4Ol8uF7373u8jn8zh+/DgXLfF4nJOHGxsboVAooFAocPz4cUxOTuL48eO4desWax+Jq0143YefbwqopGm1yWRis3kikUBXVxeKi4s5tTkej6O8vJwncURva2trQyKR4CAiWsdTEXjjxg3eKGxsbKCpqQmzs7NYWFhAMpnkwMn19XVEo1GcOnWK8y+IBEMSg+9973vQ6/W4e/cuysrK8MlPfhKvvvoq0uk0SktLMTExgTNnzvAWZHR0FHV1dTh69CibeCsqKpDJZNhbQRS4zc1NFBcXs6ySJln/+I//iL29PXzzm9/EW2+9hR/84AcYHBxEU1MTHA4HrFYr04TIFzIwMMAku97eXng8Hly5coXxlmSCP+yPTCb7iA/o+eef5yECSU/oTKEGq66ujn/+hGskSksmk8GLL76Iu3fvYnl5GQsLC0xISaVSSKfTDCsoKyvD+vo61tfXmR4ll8tRUVGBlZUVDomcm5uD2WxGQ0MD/umf/gnPPvss9vb2MD09zYU2mRGvX7/OEy4CCBCjfmtrC++88w4339PT07z2X15extraGo4ePYrp6Wk89thjbM5dWVlhhKxEIuGCgrDSpE+32+0wGo0wmUzweDyora3F6Ogojh8/Do/HA6/Xi3A4jKeffhrXr1/nPJtwOIxQKIS6ujrIZDImXtEZRdPxGzdusDeDML3pdBoOh4MbB4fDgZGREd6sRH+Zmktbgo6ODpjNZszMzPAGb29vD5OTk9x0H+bHarXitddeY8O9VCrlNG4i7wAPBlHk+aOC2OPxMGBle3sbLS0tiEajaGhowHe/+10eRpH5n1DDHo+HhwrkpSLij06nw8DAAKanp2EymbgJ/+CDD6BWq3H06FFcvXqVC6N4PI5MJoNUKoVwOIxwOMzN2+zsLFPAiPYnFotRVVWFn/70p0x+U/4ywdzj8bDGnnydJAVubm7mZPRwOMzbfpPJxKSr48eP4/3334fT6cR/+k//P+L+PLjx+77vx5+4QQIkAAIEQOIkSIL3Te59StpdnZZlWXZsx0edZjodJ2mTpumkVyZNM2kmnU6a1m6SxonHV1wriiXZsqSVtPcuudzlfYEkAALEQdwXARAgSOD3x+r1+u7+5jvztaYpixlPHI21SwIfvN+v4/l8PP8lp8O/+eabaG9vZyAD5XAolUro9XoEg0Gsr69DoVCgp6cH6XQaQqEQX/ziF3kYRHd6XV0dPB4PYrEYJiYmIBAI0NTUBK/Xi5GREW6MSDJEmzmCEchkMjz77LOYm5vj4UMgEMDW1hbMZjNLgI/q9dRTT3HgHG3NfT4fPv3pT6NWq+HevXtQKBTo6uoC8Kgho7RxkUiEO3fuQCgU8kCFNvgEHLFYLBgcHEQ8HsfXv/51HsLRe0r+SsKHU7Aj+bOq1SoHcJ47d45z3+bn5zE6Ooq+vj7IZDKcP38e7777LtxuN+x2Ow95u7u7MTAwgP39fUxPTyOTyeDcuXNoampi71lHRwfefvttvPjii6ivr+d7mFC5IyMjTLEql8uw2Wycp7a0tAStVou6ujqsr6/jhz/8IQYGBvD1r38dr7/+Onw+H3siWltbmRYoFAp5wH3s2DE+82/cuIGmpiYeEtBZYLPZODxxe3ubh+UEkXA6nVhZWeFBablchtFohMvlQm9vL5599lnOkPvoo48gEAg4TyqZTMLr9cLhcHyiZ+cTNRu1Wg2pVApf+cpXmB5B6xfSx5JpRa/Xw+fz4fbt25DL5VCpVEgkEgiFQmhpaeHESIPBgMbGRnzwwQfo6OiAz+fDxYsX+WIho9/u7u4Tq7j5+XlkMhku8CgFMZvNIhaLscyovr6eU8lJO55Op5/YqhBP3uv1IhaLYXR0lPMpstks4/1u3brFzGPSpOdyOT50lEolNjc30dTUBJfLxemYer0e29vb8Pv96OrqYrMjmeIDgQDK5TI6Ojrgdrs5q6S9vR3xeBydnZ3o7e3F8vIyI3NJr1wqlbC8vMyBLFQcEAJ1Z2cHIyMjWF1dxdTUFPx+P86fP49gMIiJiQlkMhk0NDRwAyKXy9HQ0MDvvUgkwtTUFK/J7XY7Xn/9deh0Oty8efMTPWz/uy+DwYDu7m7MzMxgdXUVm5ub6O3tRUdHB4aGhnhlSE0BYR6bm5t5urW6usrEJalUCrVajb/9279FZ2cnHA7HE5x9kmoRro8yCmg6QfQpkgP09fXxVHB/fx8ymQybm5t47bXXONwvHA5jeHgYOzs72NnZ4aksTWupiOzv74f64xRTmUyGxcVFqFQqTmL+7d/+bbz99tvY29tDPB7HSy+9xOvkyclJmM1mNs6Vy2WeUA4NDQEABgYGsL6+DoFAALfbjebmZpYSkNH8c5/7HKanp1EoFHi6/jhrnkgiUqkUGxsbMBgMvK0ol8t44YUX8Pbbb+Ppp5/GjRs3kEwmYbPZmIahVCpx8eJFvPPOO+jv7+epkl6vZ++H3W7Hw4cPEYlE4HQ6YTabOZeDio+jfK2trbF579Of/jR+/vOfo7m5mSdFlUqFyWTd3d3I5XJYWlpCrVZDa2srvF4vMpkMPvWpT3FuzPe+9z2YTCY0NzezBJR8FrRZJRmSSCTiS7W5uZmRhxS4Wa1WoVKpMDs7iwcPHkAqleLmzZssC9zZ2WGT6urqKmq1GiNp9Xo9ZDIZ0uk0tre34XK50N3djfb2dkQiEV7r9/f3MzJUIpGgu7ubyYHBYBB1dXWwWq2MhqUA1Gq1ivr6em6gNjc3mbpGMAO9Xs8Y6r/8y7/EhQsX8MYbb2BlZQVf+MIXGGlJmTpkXCaoxdLSEp8RJHuirCOXy8XNB6XxUuirXq9nJGwymYRKpWKyocvl4i2dx+PBxYsXmbh11K/l5WVcvnwZnZ2dHOxGGPZIJAK/38/PkNlshlarRbVa5cI8mUxiYmKCG9vPf/7zuHnzJjQaDWvghUIhw0SIIESBqUqlEjKZjHNQHA4Hb79NJhPS6TRMJhNefvll1Go1LC8v48yZMxwE+eabb+LSpUvY2dlhSStJo2nQQunwdF4Cj/w6/f396OzsxOuvv469vT2WW87MzDDJLhqNMmntzp07yOfz0Ol0rBJIJpM8UAOA3t5ebG5ucmFJ/oG5uTkurDo6OrCwsMCSavpZJBIJisUiN6apVArPP/88AoEAgEf3FW2YxGIxarUaN7i00Q0EAmhoaIBKpcLS0hLr7rPZLOLxOPtPSI4rkUgwMTGBmzdvQqVS8V19VK9CocBZP+Pj4yzFjcfjDPBoaWmB1+vl7LT9/X2WwlKQq8PhQD6fh81mY6n77Owsmpub8fDhQ/YEJpNJ9lTYbDbMzMyw3J2GIzTAbmlpwcHBAVpaWiAQCLCwsACHwwGLxYJyuYyVlRV0dnbi7NmzKBaLOHnyJA9p6TlMpVLwer3sWSXPzOHhITdJ1WoVv/zLv4xisQi3283DmkKhgLGxMUgkEqZWURRES0sLUqkU3G43kskkstksXn75ZQwMDDDp8bXXXsPy8jIWFxfR3NyMvr4+JBIJ9PT0cKghIcFDoRCDQNrb29njQZTDSCSC5eVlWK1W3jplMhkcO3YMsVgMDx48YDw4eYrr6+vZF0Ib4kgkwmZ9amRIRrmxscGbuF/k9Ymajb29PcjlctYr12o1dvcTi5fMJIuLi7BYLBgZGUG1WoXH44HZbMba2hpeeeUVTE9PQyqVYnNzEyaTCX19fZicnERHRwcmJydhNBoRi8VQLBZhMpm48CO0WlNTE/b393H8+HHE43GcPXuWH9j+/n4u3IBHhRVRnKhDra+vx6lTp3gyBgCdnZ3MBadL22Kx4Pbt22hvb+e033v37rE3hag+FPVOhAFKSSXspUKhQEdHBzo6OiAUCp9Ye5XLZcjlcty+fZs13jqdDsFgEE6nE/X19ZienuaHQSQScfNEGveNjQ309/fj8uXLzLevVqvo6OjA9PQ0EwpGR0c52G5jY4N1rhqNhlMxpVIpozsPDg5YH00GSQrR+uxnP8tF6FG86urqcP/+fZ5w7O3tIZVKMVFFp9PxJISS1Wmq2dLSwiFQSqUSZ8+exebmJnt/6uvr4ff7MTExgWAwiHA4DLFYjGg0ygZcusiNRiP0ej1WVlawtLQEtVqNtrY23Llzh7M6pFIpN47z8/NQq9VcHPj9fpw4cQKDg4MIBALY29vjBok8ELu7uyxnooyN4eFh7O3tobGxETMzM1CpVGhvb4dEIsH9+/dZG0++koaGBmxubrJJkXjfhO4jjO8zzzwDn8+H8fFxXtUajUZMT09zGBP5nCKRCAYHB9HY2Ih4PA6tVotkMom5uTn2F506dYoJW7lcDm1tbchkMmzqDwQCEIvFGBgYgNlsxsDAAKLRKHtuGhoa+GcPh8Po6urijdHjF8lRX7TAo8myyWRCMBjEhx9+yBp4Kjxok0QyREIFNjQ0oKenB2KxGF6vF4FAAMlkEi0tLfD5fPjwww/R39/Pnh36rHQ6Hfb29ri5AB7JCSnFnQzcQqEQ4+PjuHr1Kofdkazh7NmzPDXe29uDQCDgvJ10Os3/zOl0YmhoCKVSifXgKysr2NzchEKhgFqtRldXF7797W+jp6cH7e3tXNjSxLtcLuPChQsAgPv37zN3HwBLy2i7J5VKMT8/zzkvTqeTpYKLi4s4c+YMZyqcPn2apTp02eXzefj9fohEIoyOjkIikaC1tZW3MpVKBRcvXsTv//7v43d/93cRjUbxgx/8AGfPnkUmk0EgEEAkEuE8hJmZGQ7iKhaLnGdAmTtdXV1cDKvV6v/jPo3/txcFu1G2k9FoxObmJn9nAbA/K51Ocyju6Ogo5HI5Dg4O0NraitXVVUilUhSLRSZYUfjp97//fVYj0NZOo9FAr9ezH0Sv16NcLkP9ccL42toa1tfXOSeDAACDg4PweDy4cuUK/viP/xi/9Eu/9EQSvFqthtfrZT07yU0pjO/mzZv8c7ndbgwODjJye2trCzqdDj09Pfhf/+t/4dy5c5zDkslk0N/fD7fbzRsN8iNKJBJMTU2htbUVADA6OorPfe5z+M53voN8Po9IJAKHw8FYZaKfffrTn8aDBw/w8OFD9l8Rlp8kebdu3UKpVILRaGSsM20oALARubGxkc8EApsQLpZ+TpKiE/nMarUiHo8jFAqxZ4G25kf1EovFXIjfvXuXse3RaJQbqs3NTUSjUYYE0dCWBk2BQICVAxRy2tDQgEuXLuHevXuoVCoYHBzkwFs6V3Z3d3mgsrS0BIFAwATNkydP4s6dO5z6PjAwwKGbtFEaGxuD2+3G4uIirFYry+MogFAul8NsNiORSMDr9UKj0aC3txd+vx83b95EZ2cny79WVlbw0Ucf4dd+7dewubkJv98PlUrFAxeKRKirq2NvBQ1TtFotK1ymp6cxMTHBGyIifpK8j7Zm9B6azWZEo1H+figUCs5oeu655xAOh7GyssLoXKVSiYaGBrjdbkSjUaysrGBwcJC3LASoUavVDNQhfLter2fZf6VSQTQahdfrhVarxeDgIObm5nDy5Mlf/Nn5JA8ahaMEg0F4PB4IBAK0t7djZ2cHhUKBcZvUCFCUOiFwm5qaMDExAaFQiNHRUUSjUXzrW9+Cw+GAzWbjIiaRSLBcgnCiq6urPEkWCASw2+1obm5GU1MT1tbW0NfXx0ZxrVaL8fFx/PCHP+SJGRlfaEoYi8X44iOUH3GyyfSlVCrZHJjNZpHL5Tj4xel0IpfLwe12M5uYkpw7OjoYb0amYLfbjbW1NZ7AxWIxtLS0cFcsl8sxNzeH8+fPQ6lU4t69ezg4OMDU1BS6urqgVquhUqm44KUJJ01siJLV29uLUCiEcrmM48ePw+12o6OjA3t7e0gmkxgZGcHs7CwkEgnkcjkkEglWV1d5k5LL5ZDP5xkhrFarmdUeDAZZbqHT6bC1tfXJTqr/zVdvby9WVlZ4qkE0roODAxwcHLCmm8z4hA9sbm5GIBBAOBxm8yodED09PfB4PPjCF77AAYl7e3vMsLZYLNxsFYtFlMtlvixpy0Rf+s7OTvbp0OcejUZxeHjITTlRPCgbJJPJsETL4XCwrnprawtWq5UxvYSMfeedd3DmzBmkUin2HDmdTty4cQNGo5EDragham5uxvb2Nk/8yOw+MDCAW7duweVyMcP89u3bGBoawk9/+lPWOCeTSWg0GszMzKC1tRUikYgx0mKxmPHT1WoVer2e08SLxSJPFt977z20t7ezfItIRysrK4xVfdxgRri+UCjEkkfKsnj//ffZ8Gyz2Y70+QPAQU8AoNPpcO7cOYTDYUaLmkwmNuLSRZvJZFCpVHDz5k32n1DRTBunL37xiwiFQjg8PITb7cZnPvMZyGQyBINBxGIxHB4eolqtMsBia2uLN0jk1dLr9Ry0RQXXpUuX8JOf/IQxkXq9HpubmxCLxdDpdOju7katVkMsFkM4HEYsFuOGr1QqcZaBz+djnfiZM2fgdrvh8XgQj8dx8eJFdHZ2orm5GXfu3OGi02Kx8BScAloLhQKmpqaYwJNKpeByuVBXV4d8Pg+9Xo/V1VV0d3cjkUigu7sbCoUCLpcLIpEIJ06cYJ8CFSKZTIbfu0KhALfbzdPQq1evYnh4GLu7u7h37x6Gh4eh1WrR1NSEjo4ONgiXSiXeWMZiMSQSCQZwdHV1YXFxEXfv3sX58+fh9/uZk3/Ur46ODlSrVc4h0Ov1EAqFmJubQ6VSgUgkQjgchkQiYYOrWCzG+vo68vk8JBIJarUaU7iuXbsGiUTCcpCuri6Uy2Xe4i4vL0Mmk/EQolKp8ACKyHitra14+umnEY/HecLf1dUFo9GIxcVFOBwOiEQiPP/883C5XLw1un//Po4dO4aRkRH2MbS3tyMajfLgq76+Hl1dXbwBeP3112EymTA3N4dnn30WOzs7SCQSePHFF1naR4jOlZUVJJNJxngqFAreiBaLRWxtbSEcDsPn82F1dZUL/1gsBovFwlke9D0lbOnw8DBEIhFLVXU6HYaGhhhxTjhgImFR8G9jYyNWV1dhs9lw7949dHd3M6Ftb28PTqeTpeWNjY2Qy+XY29uDWq1miAGhfSk3qr+//0ifv0gkwmhruusA8OCL3ncaDFD4slgs5pBNt9vNQzHKQYlGo7BYLDwpn52dxZkzZyAWi7G3twedTof19XXeIItEIvh8Ph6+6fV6tLa2or6+HltbW2htbUUikYBQKOQMjI2NDd6u7u7uspyTAiyBR/JDk8kEk8mEYrHIw0mVSoXV1VVcunSJvSTnz59HLBaDUChkPygNyoVCIW+IK5UKpFIplEolRCIRq4KI/ri/v4+RkRE8ePAAPp8Px44dY8kseZDS6TTsdjungKtUKohEIq53q9Uqrl+/zvlFoVAIExMTHPMgEokYXDQ9Pc2ZTkRSFIvFDGkh0hoZ9KempnD+/Hl0dXXxEIok+J+kBvxEzUZ9fT2vriKRCJMViGoCgOkz9N+JjmG32xGPxzE6Osorwmq1itdee40pA6VSCel0Gg0NDdja2kK5XIbf72dpBh2kFEAlEolw/fp1VCoVrK2toa6uDlKpFGtra7h27RrjQhsbG1GtVpFMJnk13tnZyeE6NNmu1WoIh8N8yGxvb6NcLuPEiRMQCoU8Ofr6178O4JFxrLW1FR988AE8Hg9WV1cxMjLC1B26YOl3Ifwa4cpIsuD1evH888/j+PHjWFtbg0ajYb3+4+vJcDjMOmjS2FPhNzY2hlqthpaWFsZnyuVyhMNhjpo3m83Y2NhANBrFqVOnmIohEAjQ1dUFsVjMZk3SRRL5ghocegABcGLyUb3m5uZ4q2O1WlmSd3h4iGg0yqtZShVtb28HAITDYZRKJbzxxhs4d+4c6urqmLIwOzuLoaEh5tX7/X6ezgHgdaVEIoFarebGQqlUwmazMf6TNnp7e3vQaDR8gORyOWi1Wuj1ekilUtaYErygvr6eg87K5TInQTc3N7PBX61WQ6FQQC6Xo7u7m/XmqVQK5XIZd+7cwalTp7gpIpkTXaw0GadJW6VSwf379xnjSFSOjY0N5s6rVCrWhCsUCi42qSmnrSOhQRsaGviZ3tzc5ITx8fFx3Lt3DwA4wZQOK9KW0sFXV1fHzx8FXZIUUSgU8jOs1+uRTqcZ23mUL5oMjY6O4s0334RGo+GJHUkSASCTyXBgI2XeaLVaJBIJ9lwQNhR4RP4plUpMRVtfX+f1u1KpxNbWFra3t2G32xnE4ff7kclkUK1W+ayUy+Xo6+vDysoKDAYDUqkUbwxSqRTUajW++MUv4s6dO5DL5UwVUigUAIB0Os1eNPrZyRcUCAQgkUhgNpuRzWaxtrYGu92OqakpWCwWNo36fD4m/tCGi54jmowZjUb2UQgEAvbJJRIJjI+Po7OzE/fv38epU6ewtLSEvr4+RlqKRCLO/ymXyzzh9Pl8PBUkQgtNfqk4VKlUqKurw9NPP83JzwQjqFQqvDGin4tyN8hTFIlEeLNKcpmjfCkUCt5seTweHlaRb48ygcjXQhAKKropcyKdTuP999/HlStXsLm5yYWzXC7HSy+9BLfbzdlRTU1N6OzsRLFY5EECySv0ej3y+TxPbynRPhKJcILz/Pw8PvWpT0EgEKCvr48HdTKZjHMZyCe0urqKw8ND1Go1znQymUxs6haJRNjZ2cGlS5d4Qzw9PQ2LxcJ+m8bGRiaJ0XtBcsRYLMYad6/Xi4ODAwwPD+PNN9/E6dOn0d7ejlgsxvlaPp8PuVyOgSpkSrbZbPzMhkIhhEIh9iSR94eyaEiuR7XE1tYW2tvbOdyNVBiUz0U0LsLZezweVlwQtv306dPo6+tjD9VRPn99fX3w+Xw4efIkDyDL5TK2trZ4AGW32xk5TIMukgWfOXMG29vbPNzSarVobm7G/fv32ZeSTqcRDAbR3NzMEvfd3V2+K0mtIJFIUFdXx96jbDaLq1evorm5GXa7nWXVWq0WOzs7AICTJ09ibW0NlUoFra2tPJDb29tjO8DW1hYkEgnfXT09PTAajU9QBCnegOhNPp+Pk9MFAgHf2Y9vvDs7O2E2m2E0GrG/v49jx47xhpyyqKLRKPv5DAYD7t69ixMnTgAAkskk/5n19fXsJ6qrq+PsmHK5DJ1Oh1AoxNJZktsajUZsb29zbTI5Ocmy5ceDhSnzSqfTwel04sGDB5idnWWPXVtbG3+2v+jrE93WpO3v6elhnaFcLkehUGDpSKlUQjabRUNDA/+CNNkbGRnB5OQkTp48yZr18+fPAwCvOh9PtCWdPZlwDw8PuQikD4+SZE+ePIlisYjW1lZUq1WWx7z77rt4+umnsb+/j2AwyBIrmkLu7u4in8+jVCohk8mw7CEYDEKj0fDhSRcyrasLhQJKpRI++OAD1hcaDAa++OVyObRaLb8nQqGQA78ODg5Yj0hrtYWFBQ49JPQueQrK5TK8Xi+/J+l0msPkaMpHRaVIJILBYEBLSwuWlpbQ3NyMbDbLxSuREAqFAqeqkrwsGo3ylobCvUhqo9FokEql0NraiuvXr8Nut38ivd4/xKtaraKtrQ3b29uw2WwQCoVwuVxwOBzY29tDPp/H3t4eVCoVJBIJp3Tv7u5CKpXi1Vdf5VV1XV0dN27VahUzMzN4+umn4fP50NbWxkFLfX19aGxs5FWu3+/njBbKtQgGg7zVa2howPj4OBt9ySNCEiqSCVCBDwACgQASiYTXw+FwGK2trYx5pTRjj8fDfiiHw4GVlRWUSiWcP3+eU3SJPCWRSHjL5nA4EAwGmS5GUIdKpcKYRo1Gw2nBJNchmQ0ADpQjznt9fT0ODw85MI1kJpRCTWtysVjM0gCJRAK73Q6xWAyDwcCkFpJrCAQC1Go1LpiEQiEMBgPMZjO2trbQ0NCABw8eQKlUoq2tDRKJ5EifPwCMDVUoFDh79iw37ITlpnRqmnjRNoDkmyRJq9VqeOuttzgp+PHcAZoI0jCECpt0Og2/3494PP7EWfh4cUNTxI2NDaRSKZbgCQQCPrdFIhHr98nf5nQ6YbfbkclkkE6nEY/HcfLkSfYf2Ww2nqhubm7yZ/PSSy/h3Xff5d+faCaHh4e82S0WiygWi0zi0uv1aGpqwubmJg+RSI9eV1fHzXhHRwcHcRGsYW9vjws0+tlJU03vBzUWxWKRZTGZTOYJaejm5iaTc0QiER48eMBYSUJME1mM5Ax7e3tQKBQIhUKMWD3ql0QigdPpRK1Wg0AgwOrqKqxWKwwGA5tnRSIRI7KpwKa8kWAwiEgkAqvVCoFAgFAoxMGRnZ2dsNvtmJ2dRVNTE5xOJ0t9SaJKGG2xWMwBdyKRiIuT9vZ27O/vMzJWpVLBbDbjpz/9KRMSvV4vB0QSMl+j0XAjmM/nIRQKcffuXZw7d4619pFIhP9+AqTQhoU+k3K5jMHBQdRqNW7ggUdAmoODA+zt7WF2dhZ1dXVcwFPYIeFJSTpG5zKRfWgLQVhcusNJVkcYa5r+E4GyUqnAarUy+ScQCGBhYYHzsgigoFarmSa4vb0NoVDInyM1HkQEzGazEIvFn4gG9A/xamxsRDgcxvT0NM6dO8fmZZKiazQaNDQ04PDwkL/LNCytq6tDLBZjjxmpVkQiETdOlOlks9kgEAi4ETYajejs7GSQCjW7VqsVcrkc9+/fh06ng0qlwmc/+1l4PB5YrVZ+ZhwOBwwGA3sSh4eHuXaUy+Vob2/n5442GeTHpSEjeTq2t7fR29uLQCCAbDaLra0tnDt3DlNTUyiVSnwvUW1htVohk8mwvr6OYDDInzUAbpQpu0ahULAHuVgsst82Go0ikUhwk0HDyWKxyAG7RGqUy+VwOp0sgSZlEWU70cCSEMM02KP/HQ2eDg4OEAgE2L9cV1eHUqmEra0tzr15PEz2/+v1iZqNw8NDaDQarKysQCAQsHnZ6/WiWq1yFgFp94RCIRoaGngCWalU+GGtVqs8raTVlkajecJcVF9fD6fTybSRpqYm7szcbjdPavv6+lCpVFAsFhnlSHKiM2fOsDZvbGwMwWCQ17RUcNIHT4cI4UJ3d3d56pDP52EwGCAUCvHw4UM0NTXB5/OhWq2is7MT09PTTOSi6S+RJQjzRwUlkTQ6Ozv5PbLb7cwep4KR8krEYjGUSiX/HhKJhDFrFKQYj8e5+KbLm0xJhA5OJpN45plnUCwWWcbR2dmJfD6PXC7HRk2TyYS9vT2WcDQ3N3PnXq1Webp81AZdMpqqVCqsrKzAYrGgUqmw2ZhMg62trajVavxMRCIRDsajAqu7u5tzAYisce/ePZ4G7+3tQalUIpFI8MSCGmt631OpFGtzpVIpo4gDgQAKhQLW1tagUqmYbkNNqN/vR61W4yJubGyML08AvA6mZpq0r0KhkJvppaUltLS0IJfLoVAocNHV29uLxsZGljdQKisxuklqVSqV4HA44PF4oNfrsbCwgGQyiWg0ivb2dhgMBjgcDtaGkoRQr9dDrVYjm83ye/S4fCqXywEAy6NkMhnEYjEjLWUyGetPBwcHuQCQyWQQiUSc6JrNZvlCSSQS2NnZYYMmbbP+b8hYCLyQy+UwODjI0jxaudPhTFtgKkYoGC2TySASifAWsVarsXyI5EokYSKDIUnZtFotp6mnUimk02nGPdNGKBaLob+/n42lNNkjbTlx/GkzIpPJGKQgk8lY+tHX18d6X/IpNDY2IhgMolqtQqFQsBQTeLTJsVqtLE2gvAypVMpeAUJHkkyHkK10Dh0cHGB9fR0//elP0dnZiZaWFmxvb7O8hHThAoGAaUyE16RBCxVsZNSnQrparfKEVK/Xw+l0Ynl5mRtmOpvJCE4FEQCW1w4ODnL4Ick3j/pF0lmSKR87doyLBJlMxluOdDrN38VCocD+DJFIxOnsZrOZi0HamsdiMYyMjMDn87G/gOh5JLeiIoO8CDKZDA8fPkSlUsH4+DjMZjPTx0ii4vP5WIYql8vhcDh4SBGJRPj3or+DwtP8fj92dnbQ1taGcDjMxSCR/dbX15FIJGA0GtHR0QG5XM6ULIlEwoUqIUDlcjmUSiWampoAAGNjY/x8CoVCDoVNp9O8rejq6uIgSQLLFItFaDQablKq1SqkUilOnDgBl8vF20lqMmhLS9sRytERCAQ8mKX7XigUskzQaDTi8PAQ9fX1LFMjWXapVEJbW9uRPn9U24yPj8Pn8+Hw8JBD9kgudHBwwBJmyn8AwFuQjo4OfPTRR7BarSxb293dhUql4mBkoVDIfl3y89Hw2mw28+SeSEt0BhDFi7xs/f39+PGPf4yenh7s7+9DIpHw+UtAiMd9WmT4LxaLSCaTkEqlCAQCsNvtEAgEDOqgO422bhSyR1sXGlLQnZZKpQCAhyBqtZqHUTKZDF6vlxtZknSNjo4yUMTtdmNgYACtra2oVCo8FKbBOYUH0rlI6hM6twlS1NbWxkPZVCrFA3faCFItRGff/v4+J8HX19dje3ubwxUFAgGrmH6Rl/CTPGj5fJ5NhhqNhh8U6rZo4kndfDabRSqVQi6XQzwe52l6NBqFy+WCUqnk2HTqjkulEurr67kIb2ho4BXx4/kaNPUlrTutIInhXSqVGONFh0kmk4HH4+FCSKvV8odDsgxqNEgLTNMsu93O/H867MkQ/v9/yIdCIeRyOWQyGcRiMcTjcaTTaT5ARSIR9Ho9c4stFgvr1clUSz9LrVZDJBJBPp/nB4JCi5LJJJqbm9HR0cFFpEAgQKFQgE6nQ6VSYUkPTfHz+Tzsdjvq6+u5K62rq+PpKxE0lEolyxSi0Sh2d3fR0dGBYrGIEydOcNFzlK+5uTn2lNhsNpYz7e/vMzN+Z2cH0WiUaVAUrlOpVDAzM4NKpcKFAk06SBJIjYrBYOBGlKafoVAI2WwWAoGAmzPS0FYqFc5kqa+vh8/n4yaRgiwpTI2mU7QKfTwxPh6PIxqNQiaTcbjewcEBS6ZoUkT/bigUQiKRYAyi0+mEVCrlDQFR10g3SocgGeEodKipqQlms5nXsnTQ09arWCzCZrNBq9VCq9XyxM1gMPBzWiwWsbe3x/8xGAyMO2xoaEBnZyfq6+uf0EDTJpDkF5lMBpmP82rm5ub4kCW5FaWnHjt2jL9fR/2i4uDChQvIZrOslZdKpXzRZrNZ7OzscBFFly/JKqmgfeqpp9DZ2QmfzwelUolUKvVEiCJtWWlLQKQXpVLJxT5N4Zqbm7G6usppzDKZDJ2dndDpdKivr0dDQwM333K5HAqFAgMDA3A4HOwve3xiKhaLeRNKpJXl5WXenBI+dGpqiidjtIIHwFNwGtbQxoU2jtSE0aYll8vx5UsbHZo07+3tAQCHiBE8oVarwWw248yZMxgdHYXJZGLJGSVpm0wmRlMTKjeXy7G5urm5GS0tLRwYqdVq+Y4j/j5trRUKBf9OOp2OSUlH+aKiRSgUQiwWw263Y29vD4lEggMJK5UKDyGkUiksFgtnUwwNDaGvrw9msxkOh4NTxKngCgaDSKfTEAgEWFtbQ6FQYA23QCCAUCjku0Kj0XCzsrCwwOcM+cYEAgH8fj/8fj/LuQgZTo1QIpFgaScFx3V1dTGUw+PxsH8HeDTwtFgs/LyFQiGmmpH0aXt7G/l8HnK5nDdrNCQ6ODiATqdjxQB5C2jzQTAaohw9Loep1Wro6OjgZ5SGdpSVQ99XmUzG97RcLkepVGKZC72/Q0NDEIlEjOQnPwlt/yhfi74/yWQS+/v7sFgs7FUj0M1RvtLpNAYGBljVQJ4hCmCmYpoSw0mFQTWLQCCAy+XigXS5XOb8IJVKBafTySnb1PBTjhjd/fTeEF2UaHFE3/R4PNyc0GfW0NDA23A6E7PZLDQaDZRKJQN16Dk6ODhgnxI1scvLy/w7bm9vo7m5GQcHB+ju7oZSqeTtLDUfoVAIHo8HMzMzWFhYQDweh0AgwPDwMNPczGYzP39ms5njF4gMSU1/b28v8vk8B4/u7++jWCw+Idelof7+/j6jwKPRKHtayV9DmOC1tTUcHh4imUyiVCpxjUjNPr2nQqGQGzRqFqmG/CRS5k/UbFDndeLECTa9EnZPIpEwik2pVPLqsVqtQqfTQSKR8DRLr9eztIcaATosSWpCNJeNjQ0kk0kkEgkuIumSpQuAJhC0+jo8PMTc3NwT61UKzSGj9cHBActf/H4/ZxRQEJBYLOZJDMmOKCWTkH3t7e1slBoYGGDtIsmkPB4PSqUSIy2psDQajTCZTCxbqNVqWFlZwcbGBqRSKWq1GpqampDP56FWq7G9vc3md4qlp8uDvpC0aZJKpVCpVDAajVheXn5CY0ddOP37RCCgLyYZ+8kArVQq0dLSgsbGRrS1tXGIGn0WdGEc1Wtvb4/xa4T9BMCFFIXDkWyNAoHUajXLIzKZDBfM5XKZSTxEnqGGGABvF2gqS4FqdNE2NTUxo5qMl9Sk0eeTTqd5K0FNDm0qFAoFqtUqJ9KS+TKfz/OzR9+znZ0dzM/P8yFIciSaRlNhRg2kWCzG4eEhE5GUSiUcDgf/+bVajf0QVCxbrVZOFAfABy8AzmWgzYZarebGyePxYGdnB+l0GrVajYOFZDIZarUaN1uki5XJZDg4OOBcHfXHnHSSDu3v7zNoolwuY3t7mw+1RCLBK3qRSHSkzx/wKGzL5/Pxep74+4RXJPISXaKUqO73+xGNRjkXg34fmkDF43Hs7+8DAMMwwuEwgy0UCgW2trbg9XoRj8cZcEEen66uLqZ1EfY7l8uxdMhoNHLjQsMY+p7QFIvkSfTPicJD+Nh8Po+mpiaekJMOWigUMp2IvmPUtBiNRrS2tvLzSN8NkjqRbObg4AACgQCjo6Ow2Wws6dPpdCgWi0in0zx5K5VKSCaT7KOis582HhQ6+rg5FHg0VNFqtTAYDBw4R1Qp8qTREIEKGvqc6I44ODhAT08P1Gr1/xX0Mm0pRSIRZDIZMpkMb4/IE0iSG3pPaFtFz0ChUEB3dzfjkElaRvKPmzdv8n+n+4Y2ElSkpVIpxiWT1Ki9vZ0zhojmSJ8rnTv0O4RCIZa+EoSEsmcIk0zadzor6M8jnwfBBUqlEhdVdDeTl2J1dRUej4cHPORHbG5uhlQqZbADnTs2mw2BQIBl1mKxmAPlqBYBwI0C/f3Ao0EE0QUPDg5YLkpFKb1fpDQAwN+3eDzOgwi6j+nnJRxzU1MT7HY7/H4/++rIh3BUL8q+SSQSnBRO6gJ6ZkqlEk/fSeZNhTFh1KnBpQBlUptsbW0xWINQxqSYobOIVBaHh4eMwKYmcnFxEVqtFo2NjVCr1bwdKZVK7O8iSSGZtukzpme2qakJra2tsFqtsFqtnN0CgIdjBwcHfA7Tz0JDEmpEAXBNQvEPNLAmxDSRuWhbT82qSqVCJBLB8PAwdDodBgcH+RyjOoFgDAqFgvHO5H+kQSBhv4kGRj4vqgXS6TREIhGrYEg6SO8R/Zw0RCTZdLlcxsDAAMusf5HXJ242BAIB8+OJaGE0GlmWQ14GWqGJRCKYTCbodDrulADgpZde4jeVcKIKhYJNsvTG0wVME7W2tjY+jBQKBRcy1O0RPYgMw4lEAvl8nvW4VGhSwUyHLE3ciCpAU18y2ORyOc48oAKDLm8KYKP/S1pZkpoQkSaVSvE6mljira2tnMZIExAqcslwpVarObWa1qmP6/RWV1cRCoXYX5JIJFhmplareRIVi8WY9kXoXPqMSA5BTRVdGAB4alNfX4+2tjZks1meoB3lS/1xgjdtZfb393ntRxutxsZGNDc3M4qYzIs0jSedMHG3hUIhNBoN/H4/J3sHAgGe/lPqMz2T9F5SU93U1MTbDNIykzmW8KUikQjNzc38+dBzk8lkkEgksL+/D6FQyKhluVwOi8UCjUbDml2aHlWrVZ4Ydnd38ySMUsU3Nja4KXU4HLzmJFRzQ0MDBAIBa19p20X5BRTi2NfXx0jrSqXCIV6kYyVKlk6nQz6f58KbuOJqtRpzc3Msk0mlUlhdXeUijzZB1FCRVJCMfZRyTSQ4l8vFZug7d+5AJBIduTkSeJQg3tDQgLt373KasFarRUdHB4BH8jF67zs7O5lzTpeaQqFgdvvdu3exvr7OBTWt9gloIRaL2bBMMgy66Gq1GsRiMfx+PxtYJRIJwuEwb79yuRw0Gg3C4TCfjfX19UilUjw99Hq9LDnMfBxKqNVq+bmgJmFra4slMSRHIU18U1MTDg4OsLOzw8+BwWCAwWDgRoOmzuTzI8DH4zK6aDTKWxJqwmiKTZM3mtLRs0yQjVwuB4FAwDpner8DgQDUajV6e3t5wk3+PJ/PxzSq7e1tJJNJJnLRBPVxw2omk2EgAJHBjvpFGyOFQsGNL0EryDxNjRn5sMjbQmdIPB5HOBxmqWw0GoVSqeSzkApjAoAQ9QcAJyovLy/zs0mSy46ODiYLkZ+AtqyNjY3wer2oq6vD2NgYLBYLD1/In7W3t4d0Os2eBxr80baPngOfzwcAPGw4efIkh5PRoI1+H6FQyNsrAFzsZbNZllLTZoKALFtbW0z7Iskk/TzZbJaL33g8jkwmA4FAgJ2dHYbhEL6cpOX0jNNku6+vjxsQGu4cHBxgdXUVwWCQQ4YVCgUXx49v8QkdTvfHUb7ITwCAqZrUbFLRTltxGiaQJJ0GMXa7HcD/cyfRd5BqKYlEAr1ez9RQkkEKBAKW5ZL0bHFxkWXohLsn8ApBcshE/c477yCXy3HDRFAgouRVq1WWpFerVb7jafDa09PD5yD5a8mHQl4fGgBSfUU1Lv0cAoGAc7noDvZ4PCx9pkFCOp3mJrxSqeDGjRv8ntHzVVdXx4hko9HI33ehUMhDrt3dXTQ3N7OEl7Zxo6OjqFQq2NnZ4RqRhvl0tpJtgEAwdE97PB4e5pMF4Rd5faJmg6aklKxNyEvyXBDbO5/PczFP8qTDw0P+ELa3t9HT08P6edJJ0heSqE80eSETpdVqhU6n4yn1428+NR1Op5PDxmgDQjKmYrEIj8eDw8NDGI1G2O12WK1WRtBSQb29vY1IJMKSKppi0xZAIBDAaDQiGAzC5XJBoVAgn89jbW2NEbMk+XjcMEk6dJJFEQZPoVDA6XSyMZf003Q59vT0wGaz8SqSZDwk1UmlUpwKTIVkqVTCsWPHeEJKxuRUKoXd3V3kcjl+2OlCIt0k0Rao2Nne3kYwGIRUKoXZbGZpwuOyiaN40bMjFot5BU7+lmq1CoPBwDQI+uekSydkMRW3pD1samrijRi9f7Vajb+slI1iMBggEAgYbxyJRJDL5RCJRFiTTLhbkotQOBkVg6RzJj0uSQ8pvI3+fzro5HI52tramNFOBAuSIQKPJmOUdUB5MiSnEAgECIfD2N7eZnpOpVKBSqXin5nkWbSBoKJPJBIhEomgrq4Ofr8fyWQSW1tbLAN43LNBMAO9Xg/g/7mQ6BA3mUxobW1FsViE2WzG/v4+1I+FKG1vb3OzT9+1arXKmvGBgQHOqjAYDPD5fGxGPeqXz+fjS40OdWp+CcdNMiUKRyL8Mhm5aepHGzQCGpCfpa+vjxsT0uMmEgnm26vValitVkgkEiSTSRSLRXi9Xk5App+rubmZt7oLCwssK4lGoyxbIE317u4uo0YfTycnSAAVNY832JFIBMAjBHChUEAmk2GMYkNDA7RaLafCh8NhxkpTAUEmUcJph0IhuN1uBlbQM0NUoczH6ecHBwcczkcXL20QQ6EQrFYrb4QsFgu0Wi1LXSlFfG9vj0lyJKkEHg1WGhsbeZJKz53FYuFpfjgc5i3eUb/o9yUJGDUNRCmiDZTf72eCEw3UIpEI1B+T7ej7TtQfwn1WKhUGNtBzRZKKx9PsqQ6Ix+M8YKCmhnw0VBhHIhH2dclkMs7J2N7eRiKRQCqV4kZXo9GwgoIaDCqWyBNEoZFisRj9/f1wOp28UQuHw6y2MBgMaG9v57C3QqHAMrjp6Wme5FIh2NTUxGnetDmn2kCn06GtrQ2tra1s2CYFB21tkskkZDIZent7OaCUtPE0ZKUkcFKBqFQqJiJJJBKWLNNznkwmn6i3aKi4vr7OlK2jfHV0dPB5Rbj9uro62Gw2Rk9ToU1mbPL6Eu2Ihi/kk0okEjxYoueYqKa0QaRahGSNRKV8PKfq8PAQExMTPBQMh8Oo1WosXydfhEQieQJFS3hbCpGcnp7mgGeSHNEAaG1t7Qk/aKlUgsVi4QE0NZm0jXqc5knDG6PRiJ2dHd620KafVD6kfGhqasL09DRyuRzW1tZQLpcRi8V480p1MCksHs912d3dxfb2NsLhMAdRkp8wGo2iWCzC7/ezH4iGQY/nItGWd39/n2ulkZEReL1e5HI5RKPR/3OeDfpSEA40mUxCJBJx0QGAJ1r7+/uMsKMHweVysfzjzp072Nvbw+7uLusevV4vpFIpF3DpdBqrq6twuVxcuFAzQ19sh8PB5rhKpYJIJMJ4UeDRRUhvJBFddnd3YTabWdOvUql4EqJQKNisSw89JYXT75/NZiGRSHjFTLIrStmmAoS2PuRjkUgk2NjYYF8GycMoKKZUKjHBoqWlhY24ZJyXSqWMASYdJ5Ew1Go1KpUKlEolnn76aUxMTAB4pHMm/J/VaoXX62VMaWdnJ2QyGU/2wuEwDg8PWQNOlzRd/pRcmUgk0NbW9olIBP8QLzqgaStEGlt6/x+ffNJ03Ww2c9FCcgCaJD311FO8CaHpOwEOSqUS1tfX+WIljXi1WkU+n2fJFa11aUVK6E+iMOVyOS74aEpBU5zR0VH09fUhnU6zpIjkWrQqpsk++Yqi0SijdoPBIB/ah4eH0Gq16O3tZUwlFVLUoBYKBYRCIf6diCXf2trKDQ8991evXsX6+jpvCkluQxcEFWs7OztQqVRwOBxcABMysrOzkyVRpPnWaDTY2NjgjSOl1BMukwpRYuXTxNFut6OnpwdKpRJnzpxhne1Rv4rFIhYXF/kSIenUvXv3WDJJK24auNAwBnjke3vw4AHjcnt7e1lmp9PpEAgEeIqXSCTYLEjvC2n16dyZmJiAWq1mwhiFNBEEIBwOY3R0lM22mUyGJ8xEAqP8FyrYIpEIywBJYjQ+Po6WlhZubmq1GkwmE3p7exmqQRfy4eEha/VJAkqS1Xg8zghL+h6R3IF48XQOU7otZTCQR4zkaVScEd6bvFtLS0uMDAceZQOEQiHOfTIajXA4HGwkp0BaKuQJT0kXNk066e4h9PrjUIejerW0tGBrawsHBwe8+W5qauJitqWlBXq9HrFYDFtbW+w7tFqtXNBQlkAsFmM/G5lWH2+oXC4XP7eU3yKXP0pydjgcHB5IBBsacJD04oUXXoBUKoXD4eBz7fDwkIlMRL6jLRQVXYeHh4wdJk8lNbPAo3sgkUhgc3OTix6SRNEWjzb00WgUbrebn2naipGHjeQl1BTR98psNvO5CoBlufTdFggEGB8fx8TEBBMlgUc4ePodqXGl+oa2wsFgEGtra2hvb+ftm9FofAJVXiqVIJVK2YxPm18iKFHz7vf7j/T5o8EeEeKobqJ6TK1Ws4+MzPqTk5PIZDIs+9za2oJAIMDe3h43L6S4oG27VCpFMBjE0NAQ/870WdBgglCy1CTSVpIGIbQdJaVCf38/bwQJtCIUCtHS0gKj0cgNHuWbLC8vs7qDhmdNTU0MKnC5XLyVicViTA2kmtLpdKKpqYkbRYITkFqhVCohkUigq6uLowzoO0LbWfLCjI+P85lF9zB9l2nASIOsxsZG9s04nU6mV5I/RSqV4v79+/z+Ux4XDRlyuRw8Hg/8fj8aGxv5z1AoFDxkVavV6Onpwebm5i/87HyiZqNQKHAAGckryHhN7nRaQ+3u7nIwTSgU4nUgmW/IHHNwcIDjx4/zA2cwGLC3t8fptE1NTRAIBCy3mpqawurqKsLhMLPEZTIZP0DULS4uLrK+FwBTc6gzW15eZr0u6fZpA9Pe3g69Xs+Jjvl8Hul0GhaLhf0l3//+92Gz2dDV1cUHyvj4OE6cOMEyBDJoUlgKXZhqtZof/GQyCZfLhXA4jPX1dQCPLsdgMMjvAWkeaSWsUChYUkOrPpp+E5rU6/UiHA6zgZOK7ba2Nmbfb21tMeKvpaUF2WwWfr8fCoWCqWH05SODaEtLC7+nn0Sv9w/xCgQCjJtsaWlhYyvhlimrhTDDQqEQTqeTJ0S1Wg29vb0Ih8P8BY1EIkgmkxySQ0hhyoNYWVlhKRRNAVQqFZvBqOmh4s7j8TCJ4+zZsxyERxNCo9GIra0tuFwuxGIxLC0toVQqQaVSYX19nXNWqOkJhUIs2Ttx4gQCgQAjTsnrUSgUsLm5ybg8KuIaGhqYREG+KpJ3BQIB9uE8vg4l/OTjtAyHw4FMJoOdnR0sLS0hFApxg0tFAPmdAODOnTswGAyYn5/ngQRtfe7cuYPDw0PeflLRls1m0dLSwhkcZFzz+XyYmprioo/gFDRdPOpXpVLh4pim2zThXVlZQSgUQjqdZlRiR0cHRkZG0N3dDZfLxXJTnU7Hxez09DR6e3sZrW2329HY2IhcLofV1VVOoqdNIqEPqUAjShmZ9lQqFQwGA09F6+vrWU9PciT6c6hplslkvBWk54skf/v7+8ykf/DgAWQyGZaXl5/Aj9IlSJsXGqwEAgH09vZiYmKCTeuXL19GIpFggAE1SNSsyOVyNDc3Ix6Pc6YG/ewkvyI5BEl2aNLvdDrh9/s53I0KO5LK7O/v48GDBwAeNY5k1lxYWEAoFEIqlcLGxgZvBoLBIHZ2diAWi2GxWBCJRDivhArMo3xRllA2m0W5XGZpcK1Wg8ViYQM8mdxpA768vAy5XI5IJILR0VEOoHO5XCzP3d7eRldXFxfEg4ODzPevVqtwu92YnZ3F+vo6F3Mkc6ZgWjKR+3w+PHjwgIMjSe5Hm/2RkRH09PSwiZpkmeS5ILACyWomJiZw7949yOVyjIyMcFFWKBRgs9l4EEd5QnTe0NCssbGRZYptbW2sKCAEOTVdBGqJxWJYX1+HUqnkRpPuiqamJg5UpO1EU1MTpFIpqwWocCyXy4zGDwaD7NPb3t7mO5t8pFT/0OaiWCwyCEKhUGB6ehpOpxPPP/88E7KO2iAuEAg486urqwsTExMYGRlhuAkNgJxOJ4cEZ7NZVCoVHDt2DMPDw+js7IRareaNOT1DBMwZHBzktHTa1hF+mbDUTU1NvHUkSmcqlYLf74dIJMLW1hZMJhPi8Th6e3sRi8Vw7Ngx9ssUi0W43W5sbW0xSUwqlaKzsxPDw8Ms75NKpYz8p3s5m82is7OTZf3b29tQKBSwWCwwGo3c+D7+MxMdjWTcJLM3mUyYmZnhO5iM4ITnb2trg0gk4uacfEyJRIJlzOl0mmly6+vr2N7ehtFoxLlz5zjvhDbJWq2WG9yWlhbodDrE43GW3wsEAq7jtVot+3yDwSC8Xi/7nQhK8Ul8k5+o2dje3kYsFsP9+/cZP5dMJllnKBQKGUVnt9vhdDrR3d0Nq9WKvr4+9Pb24sMPP0QkEsHs7Cybp44dO4ZYLIauri4O1FtdXUWlUmEzHjURra2tHIS1srLCMiaLxYJgMIjGxkZ8+ctfZvP61tYWuru7UalU8PDhQ05cJE355uYmT/Py+TyvpihF/Pr164xso+mQyWSC3+/H1tYW1tbWcPz4cSZzLS8vQ6PRQK/Xc5BbLpdDY2Mjurq60NbWBrlczgnh6+vrnJra0NCAM2fOcJDN/v4+nE4nIz5pUk1TUABwuVxs2CMtIRnnzp07x107mb9p+yOXy/nhMZvN7NkgQ+n6+jqWl5ef0GT39/czsYlkO0f56unpQX9/P9xuN+rr65+YxhOth7ZV1PFT8WC32/kic7vd3CC6XC42PtHFQvKeWCyG1dVVrK6u8vNXLBb5IhOJRPjggw/gcDj4cwoEAmhsbITL5cL8/DwikQhcLheb4ZRKJZxOJ9ra2ngyTtkBFOKm/jgxllb+ZMQDHl1Mo6OjaGhogNFoRHt7O2taSapIKNFyucxrbnqPKJGWpt5kFCdjGqXHDw8P48KFC5iZmcHOzg66urpw+vRpjIyMwGg0QqfTobe3F93d3Rxk5/F4eNoajUZx/PhxxONx+P1+zM7O8pqZnl2avlDhRs8vyQhlMhkGBwfR2dmJxsZGBAIBCAQC3Lt3D5lMhguDo3zRdO5xnxVtskimRA2RXq/H3Nwcbty4gffffx/Ao+9XZ2cnrl27xvQ88qDRf2KxGDY2NtDa2oqenh709vaiUCgwwz4UCrHfgvJdaMO1ubkJuVyO2dlZljfFYjHGEg8PDwN4NNCgPCK6wGmI5PF48NOf/pS9GmKxGFeuXIFIJEJ/fz/q6uo4bdnlcuHSpUs8UDKbzejv74fFYkF/fz96e3vR2tqKtrY2jI2Nobm5GXfv3oVMJsOVK1dgsVh4w025Svl8nifNDQ0N3FxRg0rb1YaGBthsNpRKJbjdbkgkEgSDQRQKBRgMBshkMrS1tWFwcBADAwMYHByE1+vlDY7NZoPX68Xg4CDfUxS29rhOniSjCoUCDx8+ZDjG/43NGun1yZ8RDodx7949bG5usiQxlUqhu7sbzz77LN83NAyZnJzkTQc1KCQDaW9vx87ODvR6Pb/nPp+PEbnk2SRtOE3kyTdGQZTRaJRNv0RopCEOKRkoxb67u5vPcKLTEayCcmHo/rt06RKam5vR1NTEMudjx45hfX0dGxsbLBGjz4cIU9QEkSk9m82itbWVASt0xpKRnNDPj+doPPXUU2hqakKlUmF/zPLyMqamprC1tYV0Os3yQ9K3G41G1Go1nDt3jqmSAoEAzc3NSCaTLG8l+WM4HOaGh/JRSLru8/k4/Liuro7/PpKcH9WLDOm0UQsEArh69SrK5TKSySRSqRRnQpFMvKWlBfv7+1hZWcH29jZyuRxvwglU884770AqlcJkMqGxsRHLy8u8ESNZDzWP1MA+nlFCNRWF5H7lK1+BTqdDqVRinxlBL0i9QY0u+S0IiEJ5EuqPQwgp+8Tj8UAul3OzdPr0aYTDYQwMDECj0XBILpGiaMi5tbXFm/ulpSXIZDIMDQ3hzJkzaG1tRblcRiKR4OZdIBDgBz/4AWN4gUeAFtrskS+U6jCNRoNCoYBIJML1MimIvF4vpqenIRQKGV0/MDCAoaEhDA8Pc8Cs2Wzm+ACpVIqhoSE4HA5sbm7C4/Ggp6eHB216vR5msxler/cTPX+fKGcjk8ngC1/4Ag4ODvDuu+/CYrFgfX2d9d9NTU0wmUwIh8PckNCUgg4g6sSdTid8Ph8H2ul0OjgcDty5cwcAmPpEnH063Kng293d5YKK9PmTk5OwWCw4c+YMMpkMJ0QbDAbGJGo0GsRiMbS2tiIcDjNNg/wkxDUm0lSxWMTg4CBEIhHu378PlUrFSb4ajQYulwvXrl1Dd3c3PB4PZxuIxWIsLy8jFAqxBi8YDKJWq2FnZwd2u52Rknq9ntds7733Hpub29vbMTAwwCFAdAjRupom0MFgEAcHB3A4HDCZTPx+FwoFFAoFDAwM8JaCklDX19cxPj7OGDea+tO0jhCQNGWsVqvwer3c3f/93//9kWvmpVIp5ufn2bg/Pz+Pjo4OlhCRT4I0uIQeJk39ysoKo3up4bDZbLBarXC73XA4HBxct7+/z7Qws9mMfD6PzMdheSQdBIDh4WHEYjEO4iOtLnkdSqUSIpEILl26xBpxuujI+EiGu/b2dmi1Wr50Ojs70d7ejg8++ABdXV1wOBzMgl9YWIDRaOSQL5qWE2WLtoH0DBNmdGlpCWq1GrOzs/xdDAQC6Ozs5MwWr9eL9vZ2NnPT+1pXV4d4PM7kFGKrk9Tpvffew8rKCs6cOYPl5WW0t7fjpZdewvXr1+FwOJ6YDDqdTpZxjI2NYXV1FbVajbcGJIdobW1FNBrlopc04v83aGgAOLRToVCgq6uLGw4KgSM6HBHEYrEYN0ZE4ctms4jH4zh+/Dinu87NzUEulzP9rr29HfPz87DZbEgkElCr1ayzJwmZSqViOZ3FYuGk2mg0yhJWaiIODg4wMjLCW7xwOIzx8XGsr6/zZk0mk6G1tZX/vsbGRoRCIWi1WszOznLmTH9/P/b393H27Fl89NFH+OY3v4kvfOEL+PM//3PE43GIxWKW1tKULxQKMXhgZGQEHo8H6+vr8Hg8yGazPPHd2dmBw+GA0WjkhnxzcxOjo6OYmZnB7u4uTCYT07aam5shEAjYLOt2u5+QtaytreHKlSvsOyOvXW9vL5RKJctkic1P8AhKoab8FOARzerChQtP+MSO+kWI1Nu3b3OTSB5CouU5HA4AQCgUws7ODstRpFIpOjo6WIkQDAYZgDE4OIhr165BKBRidnaWcZ5+v5+xuCaTiYcmRqMRq6urePjwIUZGRlhLbjAYkE6nYTKZkM/nOUMmmUziwYMHGBsbYwlQLpdDKpVipCeBZkiyDICN5Eajke/tjY0Nxr/SOU+bedoAUqE7NjbGWwmCJRABUi6Xw2634+7du3A4HEwz8/v9ODg4wLFjxzA7O4tsNsv3psVi4WYfABe3hIKmxqVSqTDpsr+/n4Ee1MCbzWYMDQ1hcnISAHj4RfctbaYI5vC4z1Cj0XCT9r3vfe9In7/BwUHeoC8uLjI1K5vNoqenh+VQtVqN4Qok/6R0doJRUBNaqVTw+c9/nrcOk5OTmJycxKuvvsqExbNnz6Kurg6bm5uMNqaarVgs4rOf/SwsFgsCgQD0ej1LlTOZDN9XFHhH3gcif87Pz2NoaAhyuZxroVqtBqfTiVAohEKhgLa2Nty/f5+N+UqlErOzszAajRAIBJibm4PZbEZvby90Oh0ikQhWVlawt7fHGV90T9bX1+POnTssB21vb4fNZmOlSCgUYhlpNBrlBloqlXIzQXVqtVqFy+VCT08Puru7UavVuPkmydP4+PgTII14PM7hmiTtVn8cSgmANzm9vb3Q6/U8kCV5ZVdXF2ZnZxmU8Yu+PtFmo7OzE4VCAfPz8xgbG4PdbmfiAhmyyNBNKzOr1YrR0VEOsCGZEU1JSIP+8OFD3pAQnlUmk8HtdrOMKB6Pw2q14tSpU7DZbJz7QRfcuXPn0NfXh+vXr+Pzn/88a8OTySQ/pEtLS2yEk8vl3HmSLIYMOtFoFFNTU8yHJ53k1NQUS7YIWdbX1wefz4eNjQ3cvn0bHo+Hta/Nzc1MwCD9LP0+1CX6/X6srKzgRz/6ERf9DocDLS0t+O53v4tKpcIHWjabZYMi6VVbW1tx6tQpSCQS9roYjUbGnDU2NuL8+fM4d+4c7ty5A6FQCK1Wi4aGBphMJqZw3L59GzMzM4wSpm3I7Owsrl27hnv37mFlZYUf4KNuNmq1Gr/3s7OzaG1tRSQSQX19PRQKBVKpFNbX13Hnzh08ePCATcwHBwfo7e3Fyy+/DK1Wi6mpKQiFQiwsLOD8+fO4c+cOyynK5TJu3LjBOlCr1cqbn+bmZiabNDU1YWpqCtFoFNvb29jd3UVTUxPEYjFP3axWK8tUHm9GVldXMTMzg1gsBoPBgBdeeAFnz57lfBmZTIbnn38eIpEIPp8PzzzzDAqFApaWllAoFJgj/jhpi8gTkUgECwsL+OCDD7C6usqNGclAvva1ryEej3MGBjG0KSWeAicJNTkwMICWlhZusvr6+ng9S3hSagzOnTuHZ599FsCjwcTIyAgSiQRMJhMn2g8PD6OhoYEPYr1ezxAEmUzGcimaLFMRMzQ0xFMUr9fLxJ2jfuXzeczNzWFlZYWL6L6+Png8HqbOELChvb2diVk9PT0c4JRIJDA2Ngav14sbN25Ao9FgbGzsCVrfysoKyxVoeLC+vo5QKASpVIr+/n6YTCbcunULH374Ierq6uByuTA8PMx0EaVSyX6HUqmEd999F7VaDQaDAR0dHXC73byJI9S3XC5n7CMNM9xuN/7kT/6E9c5ElaLGqVQq4a233mKS38zMDA8qSDam1+vR3d3NmQ/RaBTAowFCe3s7Ojs7odVq4XQ6cXh4iOnpabz55pv47//9vyOTyeDmzZs8UWtoaOCmj7T9W1tb3IjTdJ9S069du4aFhQVIpVKsra1BKBRienqaKUtE5GptbYVQKITVamVJx97e3hPENELF0mDiqF8UhDcxMcGFNoEZLBYLqtUqA0ro56awNLPZjHfeeYeLtaeffprBFNPT0zAajeju7uZMiZmZGWxsbEAkEqG9vZ2HXYVCAfF4HGq1GsePH2dIxejoKD744AOWZOr1ety6dYuDasfGxnhw0d7eDqPRiHg8jpaWFgbEEJmMjMDz8/MIBoMMtaAmlWiB6+vrOHXqFCYmJtg/cOnSJfT29iKTyeDu3bvcYNPWa3h4GCKRCNPT0zz0Icw2QQympqawt7cHoVDIHkGqb9bW1pDNZtHU1AStVsumZnrvaQrd29sLgUCAbDaLhoYGTE5Osj6eqG20dSY5TzabRSgUYkIgbZaGh4eZEvnhhx8ysIG2ykf1ogKZoCIymQyXLl1CW1sbT95tNht/10ka6nQ6oVAo4Ha7USwWsbCwAAAMBHnrrbcAgM+BCxcuYH5+HnV1dVxr0efU1taGrq4u2Gw2HrgQmrhWq+Gjjz7iYTYNCal4J8S62+3GxsYGotEoRkdHOaiTvFsTExPsgR0YGMCtW7eg0+lgt9vR0dGBnp4eaLVajIyM4ODgAKdOneLtK0niqVGKx+OM415dXcX09DSy2Swbt6PRKN5//33evHz44YdsrKcmgGTcOp2Om1iSM588eZJBSzRopeaWtpPJZBJjY2M4ODjAgwcPGFpCEsGtrS0eDlAGx+uvv4779++zL+XChQtwOp3s3aJBwi/6+kSbDYPBwOY08i6oVCqYTCae2FPCdSgUQiaTYVc9BZNMTk7CaDTyVJLWM4ODg1CpVAgEAkz+cLlcaG9vx+joKPb39yEWi3mqOzw8zFImahoIWdjR0YFIJAKJRIJXXnmF8V4kCRobG8Pa2hrS6TR6enqYi0yYNvrARCIRBgYGcPPmTdhsNs4YWFxchE6nw5//+Z/j61//OhYWFhj/Rszpxwu1paUl1Go1XrctLy/DarWiXC5jfX0du7u76O/vh8vlwtraGsxmM+7du4fXXnsNBoMBH374IU+qaWVNEyZat5IeL/NxyAuh5zo7OzE5OQm5XI5nn30Wv/Zrv4bXX38dQ0NDuHPnDjo7O9HV1cWaU+KHa7Va2O121lSqVCp4vV5m6afTady9e/eTPD7/2y8qCpRKJZaWlhj9Vq1WeUvW29uLarUKu93Ok+TZ2VmmbM3PzzMpw+Vy8co+GAzyhFij0fAmjda/pVKJNe3Ao8aH0nutViuMRiMCgQA3AalUCmNjY/jggw/w2muvQa1WY3l5GXq9nrdDqVQKwWCQE8orlQomJyfR0dGB6elp7O7uYnNzk41vn/70p/Huu+/ytHpnZwcajQbT09Oor6/Hs88+i3v37qG3txelUgmrq6ucni6RSLC2toa1tTUoFAr09PTw3/87v/M7+MEPfsC/3+rqKr785S+zKbyrqwsAOHyJtMfAo6ZC/XEWDBGXwuEwLl26BL/fj97eXqZH9ff388FGRt3d3V1sbW2hUCigs7MTJpPpiUY3m81y9ovVakUsFuMpLeEAj/KlVCrxmc98Bu+//z5cLhcuX76MaDSKy5cvM4qWDHzr6+uoVqsYGBiAz+dDX18fLl68iI2NDVgsFty6dQsvv/wybt++jVqtxr6KYrGIU6dOsWaZKCNkTFSpVCgWi+x3aGlpQaFQwOnTpzEzM4OVlRX84R/+Ib71rW/h1KlT2Nvbw+LiIl544QX+d+vr6+H3+9lM2dzczMnlWq2WtyOlUgn/6B/9I0xOTmJxcRGjo6OYnZ2F3W7H1NQULl68iJ///Od49dVXcfbsWbz//vsMuCASIU2pS6USE9EaGxvR0NAAn8+H3/qt38KHH34Is9kM4FEB9f7777P5kwzZiUQCGo2GiTzUXLe2tqKvr4+T1tvb2xEIBPDgwQPU19ejp6cHt2/fhkqlYh9La2sr4vE442vj8Tjjo2naSMFkUqmU+f9arRajo6NYX1/H4uLikT9/NNhTq9W4f/8+zp07h/39fbhcLmxtbcHpdLJXUqlUMtrzzp07UKvV+NKXvsQBaTTIo0J5dnYWbW1t7PPo6upCKBRCMpnkppIQ9TS9psL7pZdewjvvvAO5XM7fAUq4Ji29RCJBT08PWlpacOvWLXR1dfEZQzTIhoYG5PN5rK+v8+8DgNUUNEEPBALw+/2M3g6Hw5x0/NZbb6FQKDB4gQJeHQ4Ho1Y1Gg0jWF966SUkk0l0dHRgaWkJX/3qV3mqTFQyIlOWy2WcPn2ajdupVArVapXP7/b2dvz85z9nLPFzzz2H9957D62trRgZGUFvby+EQiG8Xi+uXr2K1tZWbG5uoquri0lGZNIVCASw2+2QSqWMkfZ6vXA6ndja2oJKpeKi/ahe29vb6Ovrw+joKLRaLZaXl3kYajab0dzczBknJJOlrRsRG0kR09PTA6/XC5PJhO7ubgiFQty8eRPFYhE6nQ4mk4nvl0wmA6FQyPh4GjiQ72B3d5fl6LTlrK+vx9jYGIMjKOGdNmfko6QMLFIskE+GatHJyUlotVpOpr927RouXrzITWlvby9vSSg36tSpU+wnoQaWaHAk13K73TCZTGhra8Nzzz2HtbU1JBIJjI+Po7W1lcM1CYNLievVapUHIg6HA263G8lkEmazGX6/nxPut7e3YTAYcOPGDc4LmZ2dxcDAAMxmM7q6urC2toZAIMCDLolEwiobOr/pvfvpT3+KCxcu4OHDh0wkpK3vL/IS1H4Bfh8le37jG9+AzWbjKZJQKOTLh1jfZFqu1WqIx+Po6OjA0NAQcrkc3nnnHRw/fhyRSARutxtnz57FjRs30NHRAaFQyFQLp9PJJAyi9EQiERiNRpjNZu5UK5UKh0s9fPgQFouF8bdarRY/+tGPeG1+4cIF+Hw+2O12NhMZDAaWypBunXIPWltb2Vx4eHgIg8HAUyIy0hWLRayvryMQCMBqteLFF1+Ex+NBpVJhow91m7lcDnt7e6xLNxgMuHnzJq+o6+rqcOrUKTx48IC1wvSfpaUleDwetLe38wqtrq4OdrudyR0AWLqg1+vx7rvv4pVXXsH7778Pp9OJhYUFRgZSgJ9YLEYsFmMJTrFYxMOHDzkcjMJfpqamWKoTCAQwNjYGoVCI7e1t/Nt/+2+RzWb/j06Z6fn71V/9VWi1WtTV1fEhRIm2EomEu3iagvn9fpYPeb1eJis1NjZCJpPh5s2beOmll3D//n3U19fjwoULLOOjJGbSapM0ijI9AoEAhyyZzWZ0dHTgD/7gD/Diiy/i/v37aG1txfLyMl588UVMTU3Bbrcza9xsNvNqknIVyNhNpl0K5VpaWmLpUVNTE2q1Gmw2G95++22oVCqk02mcOHECnZ2dmJ6e5lT5dDoNpVLJhmGr1QqPxwOPx4NisQiDwcCEiampKYTDYQ4vWlhYwMsvv8yHDG0PCQu8ubmJWq2G/v5+NDQ0sCm+q6sLarUaKysrXJA8fPgQX/3qV9nHtbm5ychWmgjl83k2Qbe1tQEAhzPSZJyY4CdPnsT8/DxLir7zne/8H3/+Hn8Gv/SlL6FYLOLKlSsIBAKctioWi9HT0wOFQoEHDx7wQU0HOU3oSM5ETUQ8Hsfc3By2trZ4QpVIJPDKK68w9YpyWAjwQFQQkiu5XC4cP36cPVjt7e1obm7G5OQk2tra0NTUhI2NDXR0dDBu9tatW0ypo6kZgCfIY1SEjo2N4d69eyytpMLn+9//Pv93+nvW1tZYHko6eqIWkW66oaGBk8FpW0IBhl6vFwMDA8jlchgYGGCSDU03u7u7Wb5XLBbZM1ir1dDX18dSKML9UuAqmTnff/99tLe3w2AwYG5uDs888wxPGgcGBpBMJlGpVFgSQ6m6MzMzePbZZ/HGG2+wp2toaAj/+T//5yN9/v7pP/2nuHDhApaWluB0OhkRG4lEsLW1BfXHIYe0RYvH4xgaGsL+/j4mJydx7NgxTE5OwmQyAQCfU5VKhcMOyZRPidf37t2D+mOyotlsZr8XbccHBgaQz+fxxhtvcAH/7LPP4q233oLVamXy0JtvvsmG1OHhYfT39yMSifC2RqFQoL29nY39S0tL6OzsZJmzx+PBxMQEpqamoFKp4PP5+O5Tf5zBdOHCBfj9fni9XkauEoqcvJiUUbO0tISmpiZ0d3dzdg+RHz/72c/iu9/9LktowuEw04GEQiFisdgTYbK9vb2oVCro7+/HtWvXGLig/jgja2dnB88//zxu3LjB0Jfh4WG+l0OhEHQ6HfsTHg8eLhaLcDgcLIkbHh7G7u4unE4nFhcX8cd//MdHdgf/0R/9EVZXV9HS0sK4aLfbzcMn+t+RNJHSsCmBm+7Q5uZmBi9cvHgRk5OTLHNTqVSw2WxcZ6VSKSwvL8Nut3N4KgVC0gCAngWqf0hyR/8uSbKy2Szee+89JqbKZDKmKIrFYhQKBWxvb3PTS/lkdrudg1QDgQDOnDmDqakpNnBTE0DBkGq1GvF4/IkMGRpC6XQ6RpoXi0WMjY1BLBbjZz/7Gdrb2zE5OYnTp09je3uboUByuZwlrzQYpkwN+r46nU48ePCAA/doCNvf34+1tTXYbDa0t7dja2uLFT606aYNWTabxdbWFra3t7nZVSqVmJ+fR2trK1paWjA7O4uzZ8/i5z//Ob74xS/iy1/+8i/0/H2iZuOtt97C4uIi/H4/GhoaMDQ0hNnZWU6VJbY6mWTI4a5QKGAymXhyQsYrMuCQpOXixYvIZDI4c+YMY+3oIifE4uPFVENDA4rFIjY2NrCzswOz2YzXXnsNN27cQCAQQENDA3/Ig4ODKBaLuH79Onp7e2G1WrG/v8+Mbyr2isUi9Ho9f0AikQgnTpzA/Pw8TCYTtra2cOXKFdy4cQNDQ0Os1c58jMklmVOlUoHD4WDzdn9/P3PNDQYDVldX0dvby4beN954A6dPn4ZEIoHH44HT6UQymcSZM2fY8CiXy7G5ucnoYco32Nzc5OlfW1sbDg4OeAX7mc98hi+Gt99+G8888wxaWlowPz+PhYUFzu+QSqVcxJBRkw7Mx5Od6+vr2ZQ3PDyMZ5999sgOum9+85u8WaPnQalUwufz8bSWCGdutxsHBwdobW1l059Wq8XKygobbynExuPx8HSYeNUED7BYLLDZbMx/X1tbQzQaZc7/0NAQ4vE47t+/D6lUygY2mnjRBIY2K7VaDaurqxAKhVAqlRgdHeUNF712d3eh1WoZqatUKvHWW2/h1VdfhcvlgtFoxOTkJM6cOcNTJavViqWlJTgcDkYqE39cpVKxHp6ak0AgwJ95qVTCqVOnYLFY8JOf/AQHBwdMznI4HPj5z3+OSqWC48ePQy6XIxwOswGTAq18Ph/Gx8dRLBbR39+PnZ0dRv796Z/+Kbq6uqDRaNDf38+TS2qqSfOdSqWwubmJarWKwcFB7O/vY2NjA4VCAVqtFl1dXfzZSKVSzM3N4aOPPjrSYu9XfuVXoFKpsLW1BY1Gg2g0CqvVCq1Wy9Kj1dVVFAoFNDc387R1YWGBUb+PBzt6vV48/fTTTN85e/Yse33IcBuJRBAOh2EwGGC1WhkwEIvFEAqFGKfd2dmJQCCAs2fP8hT/7bffRrlcxuXLl9HV1YUf/ehHnL8wNjYGo9GIlZUV+P1+qD8OkSKGfTabxfj4ODweD86fP4+pqSkmm4jFYm48lUolYrEYWlpaYLfbsb+/z3IFkpmQnGtgYABKpRICgYA/20uXLrFciYgoNJC6ePEiGxVdLhfi8ThOnjwJnU4HsViM+fl53L17F2NjY+jq6oJEIsHNmzext7cHkUiEV199lUOz3nzzTTawv/TSS/joo4+wv7+PnZ0d6HQ6dHR0wO/3s+l5ZmYGGo0GZrOZzb1er5dR0SMjI/jqV796pM/fn/3Zn7EH4aWXXmIfo1arxV/8xV/A7/fjmWeewenTp5HJZOByuThg8tatW4hGo+ju7kZjYyM8Hg8PQBYWFnD8+HGcOHGCMc4km6TCXyaToa+vjxGfuVwOm5ubTHzS6XSYmpridPK5uTn2a1BulFarxfe//3184xvfQObjoFvCDRPFippo8h/Z7Xb4fD6cOXOGCzqivQHggnJ0dBRWq5WhKQKBAPF4nEECJJ0WCARYX1/nBnZychIvv/wym4RpM0Gy7Xg8jldeeQVvvvkm35c7OzuMfifUOqUx22w2DhkklCsF4k5OTuJ3fud38K1vfQt2ux2hUAh+v58lfESOJKIWBRgShrevrw8dHR0Ih8Pw+XwQiUT41//6Xx/ZHfwbv/EbT2Rh0OSbzrVkMgmFQsGBm4TWvnbtGsvkzp8/jw8//BBOpxNyuRzj4+OcI0GEJjLHExSCsNj19fXcKFPjF41G8aMf/Qj/8l/+SwiFQty/fx/pdBqnTp3iTS2BBcLhMIrFImZnZ7lZJJoYDSzj8Tiy2SyMRiMHEnZ1dSGdTmN4eBjf/va3AQAvv/wypFIpfvazn3EzaLfbOXSXGn2qQQigRJsHyluh4j0cDuP27dv4zd/8TczMzMDtdjNmniRp9NzSRpJCAwFgf38fOp2OJeUbGxsYHx9HMBjEwMAAxGIxfvCDH3AUg9lsxosvvojFxUXcv3+f4wIikQgymQxvL2q1GntsBgYG0NTUhIWFBRSLRXR1deEP/uAP/uGbjW9+85usHR8ZGYHD4eCAJOKPR6NRLCwsQCgUwmg0srbw4OAAly9fhlwux09/+lNUKhU0NTUx658mBf39/Rx0Rnr7crkMo9GIg4MDuFwu5HI5NkoRpYamc2RYGh8fx927d3kFSqhPmUyGUCjEsiafz4fl5WVeDW5tbfGkViwWc9bEysoK+vr6UC6Xcf/+fT5QScdLh0EwGGQkK2lRt7e3US6XuUm5e/cu7HY72tvbWYP6qU99ikNgCDk6NTWFsbExxsrpdDrGfj4elmQwGJBIJOB0OiEQCGC1WrG4uMic6Pb2dvT09EAoFLJulLZBZBgkQgQARkwWCgU2TwOPNMGHh4ewWq1YXV3Fe++9h/v37x/ZQffP//k/x9bWFlpbW/HUU0+xNIKeMdp0URgXGcj6+/sBAN///vfxmc98Bj/5yU9w+fJlNmjTSreurg5er5fpS4lEgk3XlBy8t7cHt9vNhy3lEPT19TGdbGJigs2EarWa82UCgQAuXboEn8/HxbjL5WK9KLG6NzY2cHh4iM7OTpbyBQIBTuwlbPLbb7+Np59+GouLi7hz5w5+9Vd/lfMMUqkUent7UV9fD5fLBaVSib6+PkZj+v1+VCoVaLVarK2tIZPJoK2tjUOnaKtGOtFisYju7m588MEHEIvFjJ+kMCOSIvb19SGVSkEul8PtdmNnZweXLl3C3/7t32JgYAASiQSnTp3i6UkgEMDFixdZVkno2N7eXojFYqyvr3Mz0tLSwg3UtWvXYLPZ8F//63890mKP/r7JyUl88Ytf5O+YXq+HUChk82RdXR3zyTc2NlhmZ7FY4PV64fF4MDIyAplMhnfeeQfPP/88HA4H7t27B6VSiXA4DOARNer48eO8aSiVSmx+NJlMT+jbu7u74fV6MTExwaFVt27dAgCWl1LYFQ0RvF4vLly4gMbGRmxubvKQ58SJE9z0trW1we/3Y3FxEZ/61KegVqsxMzODH//4x/iN3/gN5ubTmUm0tlAoBJFIxGclSV8WFhYwNjYG4NFknUzKROghrTQ1LoRq1uv1nBtD3o5iscjp0GRqVygUuH79+hNEtMdDWsfHx1k6dnBwAK/XC4fDgYaGBqRSKd66kd6cMg6uXbuG8fFxuN1uJq797d/+7ZE+f8888wxeeuklxvSSn2B8fByFQgHAI4hBJBJheEE0GuX7bn9/H83NzXj48CG0Wi1yuRw+//nPY3l5mTHqHo8HDocDcrmcA8R8Ph9cLhcjtSlvg+4eyrSgINLZ2VmcO3eOKX9UtGUyGeh0Ojbkzs/Pc1ZPtVplCMBnPvMZlMtlbG5u4ty5c8jn89jZ2YFEIkFbWxtKpRLeeecdvPrqq5iZmYHRaORMArfbzeF7FosFEokE9+/fR6FQwMTEBPszaCo8OzsLhUKBg4MDjI+PswSH3gd6VqxWK6amplhmTRlim5ubWF9fxwsvvMBUSoPBgIWFBTz77LMcgnp4eIgTJ06gUqng29/+Ni5cuACHwwGVSgWXy4VIJPIE1AEAF5WU0VEoFCCXy+FwOHD9+nVoNBp8+9vfPrI7+L/8l/8Cr9eLZ555BtFoFDabDYuLiyyNpUA9akbpjgyHw1Cr1Sxh12g0yOfz7N2iuAKbzfaEH9fn83HdplAoUF9fz8Ad+plI+kueruvXr+PMmTPweDwsoSIFyfHjx3H79m2k02kmr+l0Os6JoxwhyjRJp9MQCoU4fvw4LBYLPvroI+j1evZhdHR0MFCClAiUYk7SptbWVvZRERWqvr4eQ0NDWFtbw9jYGEZHR/E//sf/gMfjgVarhcFgwNtvv42TJ0+iUqng8PAQX/rSl9gvOD4+jnK5DI/Hw80+SSvJE9zR0YG7d+/CZDJx+CThlOnZ7enpwXvvvcfWBZJSUcCrwWBgaAPJwubn5zkGIhKJ/MLqgk/UbHzta19DX18fG0zJEEm5GiRTWVlZgUQiwcjICDY2NuBwONDV1YX79++z+TqXy0EikWBgYAACgQCxWAyRSARdXV1oaGjA/v4+crkcNBoNtre3AYA1zEThofWPXq/H/Pw8/H4/NBoN9vf3MTQ0BLfbjaGhIcboUtq20WjE3t4empqamG5D25lQKIRsNouhoSGMjo4iFovhgw8+YK8FFf9qtRomkwnpdBp+vx+rq6t49dVXOY2yVCpxIdbU1ITd3V2srq7yqpgmouvr6xgcHEQikeDgvL29PRw/fpw3QB6PhyU3LS0tPNl1OBxIpVKor6/ncJzV1VWYTCa43W4sLS3xio7MjiSRIjLJysoKnE4n1tbW2CRNxWoikUB/fz88Hg9/6QDg2LFjrMH8T//pPx3ZQfdbv/VbAMAmwGAwyDK2UqmErq4ubkrp5yXJ0ubmJhwOBzejd+7cwZkzZ2AwGPD+++9jfHwcm5ubTDqjAoMwkiQnqlarPC0h3F0+n2fNeywWw8jICHw+H65evYoLFy4gEAigv78f0WgUJpOJpxpSqZRRljRJo4k5JfCqVCo8fPiQ+eoPHz7E66+/zrkCh4eHyOVyMBgM3CBQoUqNaKVSgdvtRj6fR2dnJ0qlEkqlEu7cuYMXXngB7733Hl555RVkMhlsbW1xsTo9PQ2TyQS1Wo179+7xz0nIvZmZGczNzaGnp4epI6Ojo1hZWeEir7u7G7lcjnNvaKu3t7eHtbU16HQ6nD59Gvfv30ddXR3MZjMaGxvR1tbGRK+dnR2EQiHWtwJg79bf/d3fHWmx9x/+w38A8EiymE6n0d3dDaPRCJfLhfX1dWbmV6tVvjRisRhT7TIfJyWTBtZmszGwgtDby8vLOHv2LN5991185Stf4WKeCkWxWIyZmRmk02k2uG5sbOCf/JN/wltar9eLtbU1lEolxo5TCnddXR1u3rzJmnZCGUskEtTX13OIKYEzenp6sLGxAYPBwBLMd999l8+5XC7HeuFTp06htbUVf/M3f4Ouri72a5CZuVgsMihjcHCQt75vvvkmhEIhTp48iY6ODvzkJz+BTCZDe3s70uk0h0yNjo5y6BYALk7C4TBvfQm7SpvOzc1NfOUrX8Hq6ioWFxdx7Ngxzk6qr69HV1cXpqenEQqF2HBKae+RSAQHBwds9Ce6240bN3BwcIC/+Zu/OdLnr6+vD7/5m7+JdDrNPzdNYYPBIN/DarWakaAdHR3I5XKYmZlBd3c3YrEYNBoN+9x+/dd/Hd/4xjdw+fJlpFIpzM3NobOzE/X19fxZZbNZ6PV6lu3SlvO9995jGYdcLkc0GsWJEyewuroKp9OJnZ0dpvsA4AFQQ0MDdDodG+91Oh28Xi8ePnzImRstLS04efIkRCIRkskkAoEAlpaWcPr0aRwcHLAklAopghwQlpUyiEjvT9LOw8NDlnonk0kYjUZYLBbcu3cPHR0dDG6Zm5vDzMwMWltboVKpeHsCPArva2lpwfLyMjKZDJ/fOp0OUqkUU1NT0Gg0eO655xAKheByuXgQ4/f7oVQqecu7v7/PaHXKLaNn8eTJkyz5qlarOH36ND744ANO7L516xauXbt2ZHfw66+/jp/+9Ke8yc7lcrBYLJyk7XK5IJPJ0NDQgPn5eZTLZYyNjUEul7O3ggZhf/d3fweDwYCxsTFsbGygoaEBEokEW1tb2NjYwPHjxxk1TvKgkydPMoGTJEqzs7NIpVJ4+eWXmdp18eJF+Hw+XL9+Hb/yK7+CmzdvoqWlBXfu3MHTTz+NfD6P5eVlrKysMOad4ESPZ6uYTCbcuXMHg4ODeP/996HRaNDb24t4PM4yLL1ej8XFRTb+02CIML6PqyyIYkaS4sbGRgwODrLh2263MyTojTfewKlTp3D//n0IBAI4nU5YrVaW5hNWnxoxGtI0NzezD5LuJvKEBINBfOlLX2IfZSKRwFNPPYWFhYUnIAihUIjlWJQfQ7I0GmDOz8+jv78ff/iHf/gP32z8x//4H7G3t4f79+/jypUrqFQqGB4exttvv42BgQHodDqoVCr+ctEEvVarIRwOo1qtoqOjA7du3YLT6cTKygqvgChYLhQKIZfLseeBdGlWq5UJJJRBkM/n8c4772BkZITRc6VSCaOjo1haWmI6UyAQwGuvvYbFxUU+hH0+H0qlEm8l6BKsVquoq6tDc3Mz9Ho9E7KIqNDU1ISHDx/C6/Uy6mx1dRWdnZ28DiWtHCWFezweJrjs7u6ipaUFZ8+ehc/nQygUgtPp5IJyZmYGdXV1+NSnPoXNzU3s7OzAYDBgfX0dVquVpVm7u7t8sBGqUiwWY3JyEvv7++jp6YHL5QIAdHR0cHM2NTWF559/Hpubm8hms8jlcujo6EBDQwMyH6NdSX52cHDAf36tVmOqBpGL7t27hw8//PDIDrrf+73f4zUoJbknk0nusikQjVb2pC0GwGvS5uZmWCwW7Ozs8JSUZBjz8/PsOyCqTUdHBxKJBCfzBgIBZmGvrq7iueeeY9Tdf/tv/w1nz57FqVOnOMWWzG4ffvghQqEQvvzlLzPRa2dnByMjI1zAUHNJWS6EgSU/Ej3zRNV644032LTY1dWFfD4PuVzOAAeSHJDPhZCq4XAYOp0OZ8+exZ07dzA9Pc3r7bt372JoaIinV0TqooOVNg/U3C4uLvIWRyaToVQqweFwYG5uDh0dHdDpdPjhD3+Inp4exGIxDoAjGQ5pdJPJJJxOJ58fNJCgfJt4PM7IWYJR9PX14V/8i39xpMXeb/7mb+Lll1/G+++/j3g8zh6bjY0NWK1WLq7lcjkaGxvZ70Kes46ODggEAshkMvzkJz9hStPa2hrW19dx8eJFAI8wyDQNzefzTCtpb29Hb28v2trasLq6img0ymb/9fV1HpqIRCJcv34d/+7f/Tvs7OzwWpxwsUtLS2hra+PU3kwmg/7+fgwPD8PtdnMoJnnTFhcX+VzI5/Po7e3lhHHykR0eHsJms/H3qqGhASKRCGtra3zOFItFpsw4nU7cunULLS0tGBwc5MKUNsF1dXU8/ZPL5TAajQxgoAKWgB7kaSHdNSE2r1y5gr/8y7/EN77xDXz00Ue8Ia6vr8crr7yCDz/8EHt7e2yMJnM0SW4oXJEGDFQ0rqyswGQy4fd+7/eO9Pl78cUXcfz4cQSDQZYyUhNAm9BKpQIATICkIcjBwQF6enogEAiYyPfMM8/g6tWrnKJN+VBisRiLi4uwWCxob2/HrVu3eJsRj8d5e0f3BCXI0xSWZGyNjY2wWCy4e/cudnd30dvbi1OnTmFubo7JjDs7O5DJZIz/JGMrEdiam5s5GHJmZgY6nQ6zs7Po7+9nDT1R7cjjRFtu8qB0dnaiVqshlUqhpaUFx44dw8LCAtbX13mAuLOzA4vFgkqlgqGhIXz729+G+uOAytOnT7MEtrW1lUEWFEBKkil61gcGBngDqFKpEIlEYLPZ8NWvfhW//du/jdHRUajVas7hItkUGdpJatnc3Ay32422tjZYLBa89dZbqK+vZ1Ld9vb2kWzX6Pk7deoUvvrVr2Jvbw+Hh4cYGxvD7du3WWpIYCCqd4BHYCGbzcab8rfeegt2ux0KhQLb29toa2tjeTkVyFqtFgcHB5ibm2P8a6lUwu7uLn8mu7u7HHJJ0qJisYif//zn+PznP49qtcrFcyAQgFKpxNWrVyEWixn24/f7OceJKIcNDQ1obW3lwZDdbsdf/uVfIh6P48qVKzh58iTefPNN7Ozs4Pz584hEIpzpQqAgj8fD4ccE96G8GoJQLCwsoLu7G6FQiMOkd3d3sb+/j4GBAWxvb8Pr9WJ+fh5msxmnTp3ijTSpWhQKBVZWVpBKpWA2m/m7t7Kygv7+ftRqNbS1tXEtnEwmsbq6yv4TkUjEBC6dTgetVotsNotarQaNRoNAIIDV1VWuGwiNHovFcOrUKfz4xz/G7du3/+GbjStXruDy5cts3HY6nZibm2MEpvrjBMT6+nouCul/azQaof44rMxms+Hu3bu8dnU4HMzz1Wq1iEQibDSj4DtCNPb396NarWJubo6DXW7fvs3rsVOnTmFhYQHxeBzt7e2oq6tDLBZjiRVNvkiOtL29zcFnbW1taGlp4RXg3Nwc6urq0N3djd3dXU6jnJqawqc+9Sn2QVitVszPz6O3t5f1zpRsTkmvbW1tnFFAkxOZTMZazh/96Ee4fPky3njjDXR3dyMajcLhcDCBa2hoCLdu3WJaEk3lHg9eogySlpYW/PjHP8Yrr7yCQCCAnp4eZLNZTvh98OABewF8Ph96e3vR0NDAMgYykZbLZTZcGgwG/NVf/RWGhobw7LPP8oryd3/3d4/soPtn/+yfAXgUjLazs4Pu7m6cOnWKw6zm5+eZv61SqaDX69mXQ9Oxy5cv4/79+zh79izEYjEWFhaQTqfx+c9/Hm+88QYbeklDS5NCwseWSiVOXTcYDOjv78etW7dQKBTQ2NiIYDCIX//1X8d3v/tdyGQySCQS9Pb2Ym1tDTs7O7zCr6urQ6VSgUAgQCAQYA1lqVSCTqfDzMwMALD2Va1WY21tDUajkYswuVyOYDCIWCyGvr4+XLt2DeFwGGfOnOGkcAopJAOcw+HAhx9+yJx2IgJJJBK43W489dRTmJqawoULFxj3vLKygl/+5V/mICuSl+l0OiQSCezs7MBms3Gw0+DgIJaXl6FUKpFOp/HKK6/A7XbD5/Oho6ODM3ckEglqtRrS6TSvmilPwuv1QqlUclbI7u4u7t+/zybn1tZW/PznP8d3v/vdIy32vvOd7+Ctt97C4OAgNjY2WE5HaF4q3ukQJ6pWU1MTlEolvv/972NwcBDHjx9npPSFCxcgk8ng9/uhUChgNBohFovx1FNPMfqTiqdSqQSpVMoFJg0ACoUCdnd3USwW4fP58NWvfhV/93d/h7GxMYYZkO7WZDLxVqK5uRnlchnb29vQaDQ8Mevo6EAymcSJEydw/fp1DvAymUzY2NhggzR50YLBIBf95XL5CXM1FcAU3kZTbJfLhbNnz/L3jLYuBB0hWYbD4cDt27dxeHiI7u5uuN1u9gjs7OygUCigoaEBVquVOf/Xr1+HXq9HX18fisUiKpUKp41fvHgRH330ESc79/b2IpVKoVarMWmNjKGUYfF4rsLh4SH/7N/4xjeO9Pn7i7/4C0xNTUEgEECn03FQ6cOHD9HT08N6epKnra6ucnIxPSsikQgqlQrRaBTpdBoqlQonTpxAIpFgLwDdJ48back0n8vlIBaLoVAo2FReq9V4Ox8MBvGpT30KYrEY165dY0kRbV1HR0d5E0oZDbVaDVqtlgP/arUaTpw4AY/Hg4aGBgwODsJoNOKNN97A/v4+pFIpFzwkP81ms3zn5vN5mM1mbG9vQy6Xo6mpCZubm2ygf9yfc/PmTRw/fhx+v58RvH6/H3a7HX6/n7G5AoGA9fc0qCNJD6VKU24SQWqINEj3yMrKCp566ikkEglMT0+jqakJiUQCJ0+e5O0vNY2EAXa5XFheXoZarYbD4cClS5ews7PDYYBHISV93CB+48YNXLlyBXK5HAaDAcFgkGsSn8/H4IKHDx8yPbJSqfDAVCaTwWKxYGlpCc888wxWV1fZoByNRvHcc89heXkZ+/v72NraYll6W1sbTCYTAoEAdnZ2mN7V39/PW9jMx7lYer2eYT/JZBK//uu/ju9///vcMK+trbHkk4bi5CEql8tMMCVp3c9+9jPUajV87nOfw/z8PFOnVldXoVarsbu7C71ej6WlJW6qq9UqDg4OYDAYYDAYEI/Hce/ePVgsFjidTm4mdDodXnnlFXz00UdIJBK4dOkS9Ho9fvKTn+BrX/sarl69yhte8qRpNBoOJTSbzQwqoPuBsLmUwXZ4eIjFxUV89rOfhc/n4y0aPVdyuZxx1CqVipHg5JcOBAJsYyAaJIXs/h/xbDz11FO4ePEi6uvrkcvlWLOt1+tZl9jY2MgOerPZjFAoxKv2EydOYHZ2FplMBuPj43j48CF+/dd/nTXnWq0WSqUSW1tbOHfuHJaXl3lyVS6Xufienp5mXR2ZxSj1NJ1O4/Lly/jrv/5rDlMjXe6nP/1pRp/6/X7YbDbUajX2j7S2tkKr1TLXfnV1FU1NTdDr9Wxa+tnPfgaz2cwr/mAwyObifD7P0woKjVGpVKyD29/fR2dnJ65fvw7gUZAPhRPevn0bTqcT2WwWXV1dmJycRD6fx6VLl1CtVrG7u8saUuKTU7YDbVAIObm5uQmr1Yqmpib8+Z//ORQKBc6fPw+lUomHDx9CqVSipaUFqVSK8wrkcjmKxSKq1So/fCQ9I+0v5Rw4HA78yZ/8CS5evHgkk73HD7rNzU20trbyNIv0tYTOy2aziMVikMvl6OvrY1lYrVZDIBDA4OAg7t27h4aGBmxubuKll15inwyRx8xmM0uwKIWcpu9ra2uwWq04d+4cFhcXsb29zZuWK1eusGFXLpdDrVYjEAigq6sL1WoViUSCvyuUgk7PhUAgYOmA3W7H6uoqDg4OmOTyuH6SmlnCgtbX1+PBgwcYHR1lLCAx6YkCFAgEGOlJtB4ytHV2duKHP/whI6alUim0Wi3+9E//FE1NTXjqqae4MQfAmSNEbxMIBGhvb8fh4SFWV1chEok4hK9YLOKrX/0qp6kSy/727dvo7u5GXV0dS4RIAiESiZBOpxnuEIvFmCDW39/P2NZcLoc/+qM/OtJi7/Of/zxaWlo4fZk+P/KviUQiJugR0YTIObTCl0gksFgscLvdiEQirP8eGBjAtWvXON9lcHAQPp+PiU0kaaEgO8r2MJvNqFar2NjY4LCwt99+G7/xG7+Bn/3sZ1AoFPB6vUwoCoVC6O7uRqFQYIpOMpnkrTLRm1ZWViAWi6FSqWAwGHD16lW43W6cOXMGDQ0NTwxV9vf3WRsMALOzs7xtViqVPMCJxWKwWq28schms0gkEmhtbeXntq6uDj/72c+4yVapVJwxROnzDQ0NiMfjCAaDaG1tZY/I0NAQgsEgFxIUOtvZ2Qm9Xo+rV6+yF0EikaCzs5NphOl0Gg6Hg59F2gIsLS1Br9ezNjudTkOr1eLmzZtHLuP7V//qX0EsFvO5VyqVkEwm0djYiO7ubjQ1NTFmk6g6vb29ePDgAQDwzzk8PIxSqcSERIfDgVu3bjGWkyROiUSCJZs0da3ValAoFGhpaeEhQktLC1wuF86fP49UKoVcLof+/n6sr6/DYDCgubkZ6+vrnBHz9ttvw+FwYHh4GFtbW8hkMhyoSJK1hYUFZDIZiEQinDp1isMdA4EAdnd38f777+PYsWMQi8UYHByERqPBysoKT8Up7ZrCbA0GA9xuN4xGIwfIkY+nra0NH3zwAUu/XS4XxsbGYLPZEI1GcevWLZZtk+E4Fotxw0Fm8c3NTUxMTMBsNsPj8bB/IR6Po7OzE9lsFul0GgqFAvF4HBqNBrOzs6irq0NPTw9/1gRn0ev1kEqluHfvHvL5PL72ta/h5s2bjEPt6OjAq6++emR38JUrV7gGITWHQqFg6ASdZel0mtUGAJjk5fF4EAgEUCgU8NJLL7EC4Stf+QquXr3K7xMAzM/P81lHWHkKAaRgSSKKPXjwAH19fSiVSrDZbFz73bhxAxMTE3j48CFn53z2s5/F5OQk7ty5w3c93bGZTAaBQIB9EF6vF5cvX+a8DPo+TE9P4+TJk4yPJjCP3+9HuVxGe3s79vb2WPKZSqX4ufR4PLBYLAiHw5w7Vy6X8cMf/hCDg4MQCoUolUrw+XwYGBhANBpFV1cXtra2eBCgUCiwv78PtVrN/iSCiFSrVSgUCszPz6NQKOCXf/mXcefOHdhsNggEAjx8+BCjo6NoaGjA7du3eXC5tLTEBEqqYYxGIx48eIDDw0McHBxgdHSU4xlsNhs8Hg/+7M/+7B++2fjCF76Af/yP/zF+9rOfsV9BLpdzQ3Hs2DGIRCLGeppMJphMJiSTSZZYCYVCLsj29vbQ39/P+EabzYZLly7hwYMHXHgQzYQIOBaLBU1NTVhZWYHP58PIyAjH25OMiogUtEWhVGSpVIp4PM6hM2+99RZqtRoHGSkUCtbjNjY2wm63Y29vD7lcDna7nbVy8/PzMBqNXKSbzWaW17S0tKCtrQ0ul4vlNzTxNZlMzOQ2mUy4e/cuGhsbWf9N24/PfOYz8Hg8WFxcZAqCRCJhxCPpUBsbGzlNmIxObrcb4+Pj2NraYvnGK6+8wg3I5OQkVCoVcrkcarUa6wsJR0dmKppyEjVILBYzFvIrX/kK1tfX8fDhQ3zzm988UvRte3s7YwE3NzchFovhdDp5Dev3+5FKpVh2R3IO+uJTYi35HbRaLdPMurq6YLVaEQqFsLW1hebmZtYjk+yHtkfkjyBqEIXcZTIZPPXUUwgEArDb7ZicnOQtCDVIYrGYp9VtbW2cGk2s8oODA6RSKVy4cAF3797lCRKRWWZmZtDX18c0mEqlgvPnz2Nvbw/JZBJKpfKJjZpIJOJNgVQqZaSsUqmERqPB22+/DZvNxmhdord99NFHPHFKpVI4ceIEfD4fbzaIvjIyMsKF6e7uLtra2njDlEql0NPTg2AwyN9lr9eLcDjM0z9CyNpsNuRyOaYYtbW1oVKp4J133mHzbn9/P37wgx9gYmICh4eH+Na3vnWkxd4f/dEfIRaLwWQywePxsHmRZFI0BaZigqat9L4S8WZhYQH7+/t4+umnGQH7+uuvw2KxMDlve3sbKpWKf3fyD5F5VSKRsASDpqB0QVBRc+HCBb5ANRoN1tfXcfbsWW4u9vb2sL29jcbGRr54idhDErC6ujo4HA723rzwwgv44IMPcOzYMczNzcFkMmFqagojIyOcvdHY2Aifz4etrS0oFAqWV1UqFZjNZiYNkilYp9PhhRdewMHBAf79v//3OHPmDM6dO4f5+XkYDAbcu3cPIpGIpawUpDk0NISuri5Eo1Hk83kmSFFm0NWrVzm35rXXXsPk5CReeOEFlpu+9tpriMfjKBQKDPcgH4FWq+UNDRUNRJKhoMovfvGLR/r8feMb32BKlMViweLiIsMdJBIJpqamuBkgGSzdS9lsliEohAb1er0YHx9HNpsFAIhEIszNzaGlpQUqlQoWiwXb29uIRqMol8ssRRUKhdx00aa3VCphYmICqVQKEokESqWSB3blchmhUAgnT55EsVhk07XX64VCoUBbWxvLOjKZDLa3t9nonslkcOnSJdaVkw+xUCiwT2p8fJzrEQrztdlsEIvFLPui5nd0dBTRaJQn7iTdI/mZ1+uFzWbjgmphYYHzPajpJboQhbYWCgUMDg5ySC81p4eHh1hfX+e7//DwEDKZjKVBEomEQ0DJP9Lc3AyFQoFcLocHDx5AqVTi3LlzMBgMyGQy+Pu//3uo1Wq8/PLLmJubw+///u8f2R38hS98AdFoFE8//TQUCgVu3ryJ/f19DA4Ocpo0ve+0dZRIJPwcUs7PsWPHcP36ddTV1eHLX/4yZmdnIRAIcPfuXRweHqKjo4OVAolEAvl8nqVrmUyGG+7d3V0YjUYeCodCIZw6dQq3b9+GRqOBUCiEy+VCZ2cnKyLEYjGflcViEel0mjfHGo2GM9BIXUA0y5MnT3JNpNPp+MwoFosYGRlhSEYsFmOYT7FY5KyMeDwOp9OJUqkEmUzGmx+iABJJkOpnUuc8jg03m83s/SVwQFdXF+RyOSwWCxMcAfAdfPr0aczOzjLRyuPxMCFxaGiIcetkGKeNR7VaRXd3NzQaDarVKgqFAuftULOey+V+YUDBJwr1EwqF2NjYwOnTp/Hhhx8y8pCKFrVaDYPBgN3dXeamR6NRZLNZRitubGxgeHiYzWS09h8eHgYAvP7663zBKhQKvgBoerawsMBFfkdHB0QiEWdQrK6uMvnA5/Ohvb0dkUiE16jAI2PnrVu3UF9fj6effprDWMiEShcaadioEahUKjhz5gzee+89HD9+HAsLCzAYDNxAUTqyRCLhHAzSiJKEgi6yvr4+XL16lQs/mUzG2sxjx47hzTffZCPQ0tISa4pp4kyIXdItU0jT7du3eV03NzcHs9kMrVbLeuulpSWmDtAXvq6uDouLi1xU6HQ6TowUCoXo6Ojgi4g69v/5P/8nBAIBLBbLJ3l8/rdftNqkw5wKcwAwmUw4PDxksz9h7err6zkvxW6345lnnsH9+/c5KX59fR3lcpklK5VKBYuLi0ygopAd0ieT/G5xcRGzs7MYHh6Gw+HAwsIC+vr64HQ6+ZlbX1+HTCZDU1MTT2Rp3Unp3+VyGd3d3SwtoSavXC4zenlgYABLS0sQiUR4++23uegnZF84HMbe3h4ymQwXuENDQ7yKJ82+UqnE5OQkS1/If9Hc3AyDwcBEucbGRty4cQOnT5+Gy+VCsVjkYE76v8lkkr0f5XKZgzRlMhlPQEnPv7W1hXK5DLPZjK2tLX5uVldXodFoYDAYGGFIhKFoNIpgMAj1x2nEwKOU3VKphGeeeQbhcJg3bUf5Im8PFfNyuZzTVCkskrCNEomEiSE2mw0WiwX19fW8raLGk3jsBI9QqVRwu924cOECZmdneRpLE3li1ZMH5vjx45iZmeFLdHZ2lgEQ9DkTArShoQFvvfUWhoaGmOJHg5bm5mYkk0k8fPgQdrsdOp2OV/ESiYRJd8FgEB0dHXj48CFr4G02G5qbm5kYNjs7C7FYDIFAgMPDQ/ZAUDaDVqvFvXv3eMNB59vf//3f49/8m3/DmF29Xo9cLocXXngB09PTnNGRTqd5UEKDJpIWUFNNDZjFYuH3+Pjx43xpVyoV9kGpVCouEAhOQhcsgUYEAgFsNhvq6+uxvLyMZDJ55M8f0eoIakEexmw2i52dHezv78Nut7Pkjs6wRCIBh8PBkgxCqXd2dqJYLGJqagpdXV3Y3d3FwcEB51Mkk0neNBYKBTZQZz5OiyafGMmC8/k8vF4v9vb2sL+/j2eeeYaL/ePHj2N1dRUGgwEWiwU+n49Tv2k4Qp/H3t4e++SSySRmZmZ4s9nc3IyFhQUIBAKmRFUqFab2HTt2DPX19dje3sbBwQHLXEi2GY1G0dLSgomJCSQSCRQKBbS3tzMOtVwuY3x8nLOF+vv7EQgEWGFAHg0CjgQCAT7j/H4/h0Du7e1hZGQEzz33HMt8crkclpaWIBaLcenSJU6yNpvNjMgtFAqcu/Hcc89BIBCwDDYYDKK/vx937tzB6uoqdnd3j/T5o8+AEPHHjh1DqVTiQZNIJILb7WaipsViYS8P+QqIWEoSse985zsQi8UQi8WQSqVPfMdJEkWEUJIOEuWOoEHFYhF3795lGIJAIOB8IJKEU4Dv0tISZx8RRIW2MI9jfdvb29nrpNFoMDU1xWZ4ap6bmprYs/TgwQO0tLQwMIN8mJS4Ho/HMT09jfPnz0OtVuPcuXM8NKUkdY/Hw76/sbExvlcIfJNKpWAymWC1WnmDSc8GKQHoGaF/FolEGD7zwgsvcA3Y2dmJQqGA+vp6jI6O8kaFQqIlEgnDFSwWC/b29jA+Pg6pVMrKgu7ubkYB/3+9PlGzQUWt2WzG6dOncfv2bV5F7uzs8BsaDAa56zs8POQDMZfLQSQSob+/HwsLC+xdoMLZ7/dDq9XinXfeQUdHB7RaLaPfNBoNr+Or1SpCoRCbhgQCAarVKo4dO/bEJadWq7GzswOtVsu5CPX19XwZ0VSQNG705yQSCS726XDXarVsjNzY2EBvby/K5TKampqQz+fR3t6OWq3GmxzKBiC9sFarZVMfSUeINT8wMMCJkTR9p4dofHwct27d4vWwVCplMyQAzjpQq9UYGRlhI9To6CiCwSBKpRIikQiGh4dx8eJFxONx9PT0sDlOoVBgaGgIkUiESQY0/c98HEtvsVggEomwubmJa9euYWRkBO3t7SwHO6oX0RPIxLi9vY39/X0sLi4yIo7Qt3T4U8CZ0WhEMpnExsYGHzyU2kyStJGREZaxra+vc2BUMBiE0WjEzs4OHj58yKg8KhZpelGpVLC9vc0HqlKp5DDIYDCIcrnM2Fyn04nR0VHWA7vdbj7saHJAPqjV1VVUq1X85Cc/wZUrV9DY2Ih4PI6DgwPk83k2yRF2z2azQafToVqtshadEL4UkkVbBjqcyQhLuRmtra2MGH08X6FWq6G+vh46nQ4ymYyldpSXU61W0djYiLm5OXg8HnR0dHASqsvlQqFQYD8Wff/r6+uxt7cHgUDA6EHSh9fV1fFE6/jx45ienobNZoPT6UQsFjvS5w8A7ty5A7FYzCn1EomEi146p8TiR8cqpVwPDw8zAaq1tRW9vb1obW3FsWPH4HK5OEX3pZdeQiAQQCAQgMPhwOTkJLq6uhghSZu2VCqF/f19HjrMzs5yMFqhUGBjYiwWg8/ng9FoZNSkXC7HqVOnuDFPJBKct+JyuSCVStHb28tyAFrVk+eNClCibI2MjEChUDDNjeSZSqUSTqfziRTucrmMdDrN2UkjIyMcDEvm2rW1NZ5qzszMsHQmn89DKpXi4cOHTzx3VPxJJBLE43E2oZLh9tSpU6irq8Mv/dIv8Xf1/v377OUIBAKQyWTI5XKMLyYaUjKZRK1Ww8WLF1EqlVCtVrmJIQLSUb8ikQjGxsYQiUSYl0+ggubmZn6fpVIpBAIBnzsU7EjG18bGRsRiMRiNRt4+UX5EXV0d7t27B6vVCpFIBIfDwc0gfb7AIwS32+1mTD3hNCnV22AwQCAQIBqNsszPYDDwvUvbomq1Cr/fz0ZfvV7PwZjk7Ugmk3j22WdhtVqxsbEBpVKJjY0NDA0N4fDwkFGkJNcymUwsJaOpNw0IRCIRN9GUSE2I+1gshubmZrz55psol8u4ePEiRCIRDg4OWM1AjUSlUuGpu9Pp5Gcxm83yuX3hwgUOn9vf34dYLMaVK1dw8+ZNTE1NYXd3lwtNKhopG4k8A/SdPjw8ZP+h3W5HLpfjKfZRvYieR9JDAAxVIKkxAPbFEhadID9kpKbhMT0HJDk+e/bsE7lplKFFg10y0ScSCbjdbg5gTiQSOHv2LPb29rC0tAShUIjvfe97GBkZQUtLC9544w0OMSalwOHhIStLIpEIisUiGhsb2e+0vb2NfD7PyFj6d7q7u6FUKtHR0QGxWIytrS0kk0luemnzJxKJGC7R3NyMtrY23g50dXUhm80yjMNms6G/v5+HGCdOnMDVq1chEAjYY5XL5Tjjh3D2VFeTmmFlZQVWq5WVK3Nzc5iYmMD4+DjfP3/1V3/Fvgyj0Qi9Xo/bt2/zQIIySQDwWej1etHT04NEIsHY/Gq1ypK3X+T1iZoN6k6/973v4amnnuJCjTjpZBwDwEUJmZgpCItMfPSL3L59m4NDSG/+uc99jtej1G3RF1mj0aC5uZn9DkajEeFwmNnnkUgEvb29UKlUjOwaHBxk3TdNFtPpNKPvTCYTRCIRgsEgAHCQjFgsRjgc5s0KpdSGw2GUy2WIRCKEw2G+7OgypQ+xrq6O13ZKpZKLNa/XyzSly5cvc7IlbYSsViubbukgJ+1mIBAAAOa/kyyDONLZbJbNmKOjo1hfX2dKzF//9V9jeHgYlUoFExMTTzRRlBMSjUbh8XiQSCRgMpl4wiwQCNDT0wONRsNkj/b29k/y+Pxvv7q6uqDX65kbr1KpIBAIWA9OFBI6xADggw8+gMPhQF9fHzY2NiCVSvmiJq0mTTzIxEjp2JSyXa1Wkc/nnzh40uk0UqkUc8MJzRqJRJDP51nGZbfbed1vMBggFovZFxEMBuFyuTicSaPRYHp6mmk5lIxOhKezZ89yY280GlEqldDe3o6+vj4sLCxgYmKCDdZEcTs8PGTPzdbWFm8eCA3c2dmJ9fV1hEIhNDY2soxsf38fwWCQAzAJhUwTSJ1Oh+bmZtRqNX5v6DAuFAocVtfY2Mj5DBTMtb6+zsn1VDBSEByZ6nZ2diAUCuHxePizJEwgFc30fT3KF3lm6HJZX1+HUChEb28vGhsbWZqk/jg5u6GhARaLBcvLyzh58iTTQugS2dzcRFtbG3u5SAKUSqXYnNvd3Y39/X2WyZVKJZbx1dXVob29HTqdDqFQiKEHRMPJ5/OsoaeE81QqhUKhgKamJrS1tfHUt66ujj9nmq7V19dzMUbPHSUC2+129kUMDg4iEAg8UXCQr4AM7/F4HOl0GplMhptMokvRGXbu3DmWVrW2tmJiYoKnjTqdDlarFdFolIsvInuRLIUm8JSeTVvyWCzGJuS2tjY+A8hMTVJdel/z+Tz74EheQ9NBAlCQP+WoX+l0mhPqjx07hqWlJRgMBjaHejwe9pcA4HwSMoqXSiW43W689NJLvKUgslxdXR0MBgOGhoY4lO3w8BD19fVPmGhJmppMJjE8PIxarYbl5WWoVCoOQ9va2uL8nf7+flQqFQ7bnZ6eRl9fH987JJsWCoUciBmLxeBwOJhARBj9SCSCxsZGDA0NcfBkNBrlIR8pw8noT0UxoUgLhQIWFhYQDAaZYlVXV8fbEBpinD59mr8npLIgXxMVvRSmS/RCks/SsxoMBjE7O8uDktbWVty6dQtqtZrpifQ9LRaLkEgkLOfe3d3l7DJK4yaanVqtxujoKNMWj+pFm9rOzk5UKhUOu6StjVKphEwmg1Qq5YEo4WQJQU/YZCLjkXTObDbzFoy8HnK5HEqlkiXcQqGQjfKFQgHJZJKR9Ovr68jlcjzEIrmq1+vF6dOnIRQK2RNC+S/JZJL/zLq6OpbyRaNRrlsTiQTkcjnS6TTHLtBwkAblhLQn1YLf72dpYKlU4k0gDQD0ej0PFs+dO4f19XXo9XqUSiWkUinMz89zfUUghoWFBc7AEgqFyGQyEAgEMJvN7H2j56pQKCAej7NPjQBN8/Pz7G0hv5/L5WK8M3ns6LsNPMrtIRXJBx98gNbWVgwPD2NmZoYHW7/I6xM1GyaTiVnwFHNuNpsZi6dQKLiw0Wq10Ov12NvbQ6lUQiKR4HyBUCjE6Dx6UBsbG3nSRPpxmUyGw8NDAGCZD60SJRIJ5HI5T7DJGFSpVNh/QNuDbDbLU3rSk9IWgzrvRCIBs9mMhoYGuFwubjCoiSJDrlKpRG9vL95//32eOk5MTLAZ1+PxIBqNoq+vj9e3YrGYJ8PZbBbNzc1QKpVs7tVqtTCZTGw2pYAtuVzOB7hAIIDJZGKdoUQiYSTv/v4+X6YNDQ0IhULQ6/VIpVKoq6uDxWLBtWvX2GRqMpm4sdvb20M0GoVarUa1WuUplNlsRnNzMwAwqi2VSnEDt7W1xdKgo3rRIUwbq6GhIezu7kIqlbIkiMg8pIVUq9Uwm81cJNHElgzTJCOj34meu8e1tKlUCnt7e1Aqlejs7OT3qaOjA1KplDGyDQ0NiEQiuHz5MnK5HJsnaXNG2yq1Ws3p011dXbDb7Ww0U6lUjDumYDG73c7ITvI8Edud9Oz0+xLCMpPJ8KVLGw7KxqFMEjpMGhsbObm2qanpicRfIsoRSYhwhnV1dazRpYbG4XBgbW0NJpMJer2eQ9kIBjExMcG0JcqL2dvbY746AIjFYkaPqtVqTp0l+g5Np1dWVjhz4yhfpBmmrB7SyhPDnxoEQq/StJRMlLQ1ojBTk8nEYZBE1XmcoNba2srgC5r0trS08PNEoXebm5v8c3R1dbH/hohCZM6PRqMcElpfX88hY1SoCgQCTumNRCIchkdNLCXTk7GaZItkGnx88ELADJoeksdsdXWVz+Hm5mbs7Oygp6cH6XSaw7QuXLjAstNischbafLN0fZLpVKxXLK+vh4AeCK8srKCF198ESqVCoVCAUKhkN8Hyp6x2+186ZNXg3T19BnTRJwKI5o8/9+Q8ZFvgjYykUgEiUQC8Xicw+BIYkGfKd0RdN4Rhcvv92Nrawt6vZ4bjoaGBqysrMBgMHAIJIEJQqEQ+2wogySZTKK+vh5qtRrxeBz5fB6Li4ssU3O5XBgfH2ekKyHm6VnV6/Wcgm61WqHX63mqTUUTySzJ65lIJJg0SUVTPp/nz57OJdq+CoVCPscJRR6JRFh6SnhmkiGaTCY89dRTuHbtGuNUGxsbn7jvSOJFIZBSqZQ9HlTfnD9/HlevXoXP54PD4eAhUnd3N8udNRoNdnZ2eIhBMkkaMtL3mIpdoo/RPUZb4qN6pdNpNDU1cf1EMnCFQsHPBhnIU6kUAyRoOEY1nN/vRzabZWrkxsYGn5nPPfcc7ty5w5J4IjTS4I6CpNVqNRKJBDQaDdMdKRj5/9feu8W2YZ9n449ESaREkSJFURIpkRSPOh+sk13ZahIncW03WJs1KNICBTZgGNoC2906oMN2sV1sF+vFMHQdim7pxbqu3dLm4DRL7NhxbMuyZVuKrSNJ8SCKpERKoijqxIOk78J53tnY9/+Q4FvUP/5/vjcBmsYH8cff732f9zlQN0H9Uj6fx/LyMrRardCuuCXjRpo5ZrTKpUU7AUpmRq2vryOdTsuQyjyykpISOU8EyAlSk3pFsxm1Wo3JyUkZzPV6vViZP//887IBIR38448/xuHhoThEsS9lj0z7aOpWOMSurKzIAoAMhHw+j5MnTyIajSIajYqNMG2CqbEBHr93HJh2dnZEcwxA9Fyftko/y0Hb/CTBtqGhQYTKbNKJXpHrrlarEQwGMT09LRdCS0sLKioq5HLS6/Uy3dpsNmkmGYSXSqUAQBxJdDqdrDtzuZw8DgMDA8IXZSkUCknjZJCdQqEQ7/Hq6mpYrVao1WpZ5SoUCln3sZni4JNIJEQsHgqF0NPTg3PnzsmDQ642xfD0oabQ6+DgQMS6sVgMq6ur8sH7/X7hydFr3mQyYXl5WQ7v0dERkskkVCqVPBh0IyGXnSs1uoPwgPDnQcG7yWSC1+tFOByWPAgG9uXzeRmCuE1SKpUwm81Ip9Oora1FPB7H2traZzpo/xNlMpnEfrCurg4+n08Qcm4ziCYDEI4xGz4AwgklKr++vo7Tp08LQkwOJ/3a6Z7EjVpdXZ3w9GtqamQjVVtbK1/WTCaD6elprK6uyqWaTqfF2YdoGgfG0tJScaYCHm8F6VAFQM470d/+/n457ysrK7KNqq6uxvT0tJwnopllZWWw2Wzo7+8XcwLgsatYNBqFTqcTDvzq6qpY41G4Pj09LY0tUV3qSqLRKPx+P6LRKHw+H3Z2dmQb6Pf7ZfhfWVkRwWc6nZbBrqKiAnq9HkqlUjjRAGR7SSckrVaLbDYrlKrW1lbYbLZjPX8AhFJBtxLeZdwWbW9vC90GgIhCSWdrbm4W7dH6+rqcGwqnObhR3Lf5SfYPQRm6wDCjZG1tDfPz8xLEqdVqhSJotVol/MvhcAiFoKSkRGh0FPyrVCo5fyqVSjZNlZWVMBgM4lzEMD1upZi7o1AoUF9fL481N4+5XA6RSARra2sAIGv7g4MDhMNhTE1NYW1tDRaLBevr65KSTGqDz+eTpnNlZQXLy8tCe+T3I5/Pi6aKJg28h/f399HR0YHKykoZ0Oizz2aCdr10Q2QjxS1eY2MjNBoNGhsboVQqoVAo0NDQgFAodOznT6lUYmJiAk6nE1arVYIbCRKRXsmzyc+UlBaG7zHPguADzy3RXoYeTk1NyUCTSqVks1ZVVQW1Wi1W9alUCrFYTN4ovu8qlUpAOb/fL1xyl8uFzc1NEZ7TtjSZTOLg4EDsSBk0Sf0MHaY0Go0YDsRiMRlKeKeHw2HRUFGHwr9DTU2N5AQ1NTXJMMqmj+5udrv9qYF2dXUV9fX1AnLMzc1JThDwmLZYXl6OpqYm7OzsyPns7OyUkFZuAzjER6NRecPYSNN1iXbtbrcbBoMBe3t7Yst6eHgoDfdxlsViEXtsglNPUtw3NzcRi8UwOzsrlGWeL7VaDYfDIX0PaXb8+zAKYG5uTiIP5ufnodVq0djYKHRSAAiHw9K3UNNCfUdjYyMymQxaWloks4ohkyqVChUVFbLxopsp33puyDi48y1mI6/X6xEMBmXjp1arUVFRIfRfahx4ZvldovEGz9LMzIzQ6zY2NqBUKsWinAGRq6uriEajCIfDACBbSPY5lAvQya1QKCAajYo9M2nQTJ0nBcvpdIpJBIE+vV4PjUYjmqGdnR056+xZ8/k83G63/FnJaPq09ZmGDYoU4/E40um0TLLUPVBPQNcVchRpk8iLjuFLwH81fyqVSqZA8twKhQKqqqrkB0FU2Gq1SqQ68y/435WVlYl6no9GKpVCNpsVdJoNA7cNiURCqAS09WQQTTqdhkKhgNVqxebmJvL5PILBIGpqaoRH7PP5pMl1Op3o7u6WtZZarZaIetKvODB4vV5xjLpz5464siiVSgwODmJvbw8Gg0EGOaJswGN6A4Xy5MvyS006B1HNjY0NOJ1O7O/vY3FxERsbG+KUwEdmdXVVgmLcbregRvF4HJlMBkdHR5Ju2dDQgJaWFtl8HFfl83no9Xpx46qpqUFZWZnQUBoaGqBQKJ5q4Bh6x6Tv8vJyoYx4PB7s7e3B4/HA4XCIpSEvcLfbLWm0JpNJ7FvZTFIkzVTUfD4vXtsMR6T2QKlUwmAwCCWLXvJMradV5+Yn4WukFlJQuLa2JhtDDizA4yFXpVKhqqoK6+vriMfj4phC9LFQKMDhcIghAakLzGXQ6XTY2dmBzWZDOBwWqhcD5erq6mRo5hnjwMwMm+HhYeRyOclG4GZmd3cX8/PzKBQKODo6wvz8vIRWUTuSyWSQTqflQubnp9Fo0NDQIIggfcQLhYJot467Dg8P4fF45Lu1srICv9+PyspKASgqKiqgUqlwcHAgIAZDujgMcJirqKgQ1xUOdxsbG/KwxeNxJJNJ8X/f398XqgEbyoqKCpSXl4sol49XPp+HzWZDS0uL3MHMwiAH2uv1YnV1FQDkwcrlcgiFQkIjUKvVWF9fx9rammRtcLinAJRUm4WFBRl0nrQgjcfjEsZntVpRUVGB1dVV5HI5NDc3Y2ZmBhqNBhUVFZLezbNQUlIi9zwBKKLSarUaNTU1iEQiCIVCAtAkk0nZtE9MTKCiokJMS7iR4XYpnU4jFotJo0DHOYPBAJPJhN3dXdFqkK6ay+WEGnGcRaTbZrNhc3NT8pP0ej2qqqoEmCDySnGry+US/cPm5qaABmx+stksLBYLNjc3cerUKbjdbqGYbm1tAXicelxbWytboKqqKtmEEojMZrOw2WxCFamsrJRNk0qlEk0hN+XBYBDhcBgKhULccnZ3d2WbTHR7bW1NBORutxuJRAKRSEQ27WwgDw8PJTmcVFGCOjabTTYiBGEikQhSqZTc50dHR9jc3MSjR49QKBRw7949AQQnJyclJJUUQADynaENMe+BTCaD0tJS0XMQvKM7JsHLiooKyUKg6xB1mWR/rKysIJFIiENcNpuFz+c7dpMCtVr91EaVlMODgwPp7TY2NsQYKJvNim6H9FkOdUdHR/K2VVVVya/D87SwsCA9GQDZtFOrkEqlcHBwAK/XK9ED+Xxe3CY5fPIzI405GAyKhTUpWUyUZ1/IO5wDXXd3t7xn8XgcCwsLYr5RVlaGUCgkfSTpddQakeIN/Ne2jT0Cv6fMI8rlcvD7/VheXhbGCUH1xsZG6cEpvifASev8QqEg1NSpqSlhRjQ3N8vAW1dXJ1of/nkJmvO7/eSdyDdqY2MDpaWlMBgMUKvVQj38tPWZho29vT1J9qa4SqlUyuFgsBQ3DAwz4ZS/trYmVCMGOXHz4PP5YDAYxC1Ap9NJkmNpaal4ricSCYTDYRk+SF3hNMnDTSrIk6E7fLC4+uQUm0qlhJrEJo+iO0611FxkMhnh8b333nvY29uTy5AfPA/D7u4uYrGYINv84FpbW2G321FVVYVCoQC73S6UncbGRhGVc2NE5GRvb094sHQ1yufz0Gq1KCsrE+FfdXW1NBDk9xEJ5zpao9GIsxCHt3w+L7xeok28zOPxOFQqlfACa2tr0dra+lmOz/91BYNBEdPRIKC8vFweTqI9XJ0SaWEju7+/D61WC4/Hg7KyMqGeBAIBueiI9K6srMjGghfo8vKyfOE4WHO9zoaY3vRqtRpdXV3yc9fr9ZIVEQ6HxfGCSCoHOrqwEWnlRUYeKR9FhUIhVAPaLXOQJWpdUlKC3d1dQSr8fr88wPSFr6iowOHhoXBOFQoF+vr6sLKygtraWjnPGo1GUEIiNsFgUIbQ5uZmQfU4zNNKtby8HK2traIlqqurg8fjESckghW8pLmBJHAAQP4dm9Dx8fHfCrLMVTgfRw6BRHKJyJaUlODo6EjMLPjocQPFIYTDJ4d90ik2NjbEt568dxoNzM7OYmtrCwaDQeiOpP8FAgHodDqsrq4iFothcXFR9GsMAOW55RaP9A2FQiFre9oPczPDRpJABt15crmcBDqSm1xaWir3MzUQ1Jjx7s3lcjAajSgvL0dtba2EgW1sbIj1NjUHmUxGEohbWlrQ1tYmWqpUKoVoNCr2q9wU6nQ68fb/8MMPxbBDqVRieXkZFRUVMvDyvmCCOL8b/B5Rl0gtnt1ulxC3466KigqcOHFCtgx03iP4RZ0ZqXFM+CZNcn9/H/v7+zh16pSwBQYHB7H5iY0mv7fNzc2ih+Fny+aaTTLPDH8dh8MhNNPFxUUBX8il1+v1YtVNQILbJN4D3Nbv7OwITYTvOKnGOzs7cj+yGctmswiFQnJWSNvhZof6uerqaiwuLoq2bHNzUzZ+BLNIHWVfsL+/j5qaGtm08Pfu7e2Fw+EQYNNisQj4Sro3LV+z2axs/fr7+8VmnsAWc0uoI9re3hZAsby8XL4LNMShYx/F+sdVpIVTD0ijBNL7LBYL6uvrYTabYbPZUFlZKZkQ2WxWmBZ8Swm8sBehixUHZ0YsEAze2dkRx7Xm5mYAEA0u37nt7W0ZipubmwXAYBBgPB6XTXtVVZXkJT2ZOE5Xplwu91ToKM8Rs91IAyZQzjuDwI9arYZOpxM6/97enrAjLBaLbCd4RyYSCczOzkrWDLUdHOYLhQL8fr8A57SxNxqNcLvdaG9vx+HhIZaWlmR4b2xslA0EwSq1Wg2PxwOz2fxU/AG/m/x8Dw4O5O9HpgRdUQ0GA6LR6Kc+O59p2Hj06JE47JAHzsmNYVy6T0LtOMXTd5jT/+zsLPx+v1ArysvL5YtDe0wAEu5EugYvDa7g+MC2tbUJIk2hEYWjFOKqVCqxJ+OGgytcUj7q6upkdZXL5bC6ugq/3w+dTifWf7wEafN3eHiImpoalJeX49GjRxL6FgwG4XQ6YTAY5Nfj40l+PMOoiF7U1tZiaGgIKysriEajePToERobG2U44JePDevGxgb8fj9isZhwXxnmcnh4KFSFra0t4fHn83n09PSgtrYWBwcHaGpqQm1trVBVyEH1+XxyidlsNkkH5eqXa3Wm6h5XbW1tYWdnRzia8Xgc6+vruHXrFrxer+h7iH7yy8xGniiFw+GQrJadnR0Eg0G5+DY2NmRFmEgkpDHnA0eNRlVVlWxWiKqVlpYiGAyiUCjIIM7NXGVlpYggOQjR6YF/BrqYMASTWxh+5tygUCBN/3qmsnKjR0ErecS0x2UjaDAYpNlbX18XfuvDhw+F+55IJIROsLCwINtMbnCIaqjVagAQh4pAICBr3Y2NDRweHqK7uxtutxv7+/tP0Qo50HLLubm5ibW1NflucjvHRoQiaW5lflubDXqQe71eQY4oDN/f35fHkXQSPkzUMSiVSuH6KhQKCRxbW1sTzQ43CwaDAbW1tWhpaYFerxcqEwe3iooKVFdXy3aBjRHFg6S3UVDIrWY2+zjFvrW1VfJB2DhSO8RznUqlBJkzm80Ih8NC6SBdhcYNpMqyEaXuyOPxiNaKCetarVboTxw8ntzcHBwcCJWrtLQUNTU16OzslCGJm5+5uTkZes1mMw4PD+FyuYTu2NbWho2NDdhsNhnOm5ub5ftQXV0Ns9ksQz6bXmoajo6OUFFRIW8bqRM8t8dZ6XRagCEO9vwsCagBEMqmVqsVp69AICB22GazWYZm0juuX78uwlDS1eiQyM+UwBkAeZP4c3M4HGJ9rNPpJLSMIbzU+jCjo66uDu3t7RKItrCwIBo3q9UKi8UioXkKhQIAhCra1NSEqqoqSWBWKpVYXFwUuio/I+aNxONxecM5VBMU4jtBpz5u8+x2O/r7+6XBbGtrk+GLwAypnhaLRVyRCKySFsh7m2GgRqMRvb29YmHNvyMpQXt7e2IqQ/SdtFE2enV1dTLYHWelUqmnXNvYPHMA4VCmVquh0WhQX18vCD7B1LW1NdkefPGLXxT9aGtrKzwejzjgcZAk4MEmmIYk1A7TeZE6YN6529vbklmUz+dFd0RnyidpSHzXSCunBo/bL261GhsbYTab8fzzz4vLJXVBZBwolUrs7e3Jfcrhk2nmpPXr9Xqx32Z/cXR0hLKyMunNONw9uUEgkEg9G7fDtCNm3zg6OorDw0PEYjGh+PJst7e3y9BGLRz1N+xJ2asyh4NbE36X0+m0bD0/TX2mYcPlcmFxcVHU8ZWVlQAe85grKipgNptlVZXJZGTdxg+OHEpeaE96sNvtdoRCIRFN+nw+QXyJOvh8PlRVVaGjo0OQ4eXlZSwtLckDTl1CT0+PIDIcPqqqqtDT0yMrIA4B3DJwfZvP5zE4OCgfJC9por3UpZBCQE1JMplEMplEIBCQqbi+vl5cYGgBt7W1hampKeHIE6WMRqPY3t4WdwUAYqna0NAAt9uNoaEhdHR0SIIzHwomd3JKLhQKEgaoUqkQDodhMpmg1WpFvF5TUyMUIyKDtKbTarUwGAwAHm+oyE2vr6+XL8SjR48+y/H5vy4iswyEIyWOw8WTTj60FKRgkAJjJolXVFSgt7dX3I+4um5pacHBwQE8Hg9aWlqwuLiIWCwmXF6iNAAkaZNDHR1DmpqaoFar4fV6RXR2dHSEYDAIn88n2xKlUvkULYMpnZWVlWhsbBSrZKPRKBqPVColaD/RHHKW8/k80um0oOSRSARarVboYBTBkXO+uLgozjTkm9LajrzXw8NDaDQa2QJS+KbVajEwMCDUCzpnTU5OCrIVi8Wwvr4ufuU7OzvCCSe6TYoRBehPIqg+n09W9dzsJJNJHB4e4sSJE+jo6DjW8wc8BjBqa2sRiUQkfEqv1wvwkk6npVnm94lUsN3dXdGAPbmx0mq1QnMiVYk8dw68T2oJ2PhqtVrZIhOVJ3hz4sQJ6PV6SYxfWFgQRxIKNCORiIgvSV/g3UYzCXKK2agRLXQ4HCgpKZFNgNFolLPBh2pvbw9ra2vyfeFwya01jQr4GEejUdFl5fN5WK1W2O121NXV4d69e5J/wTwJbk5IyQD+K91+bW0NH3/8MUwmE9xut/y3pESWlZUJkPTk9pfbEdJW9/b2hHLDAZpizM+C6v1P1d7enjRDdHeicUB5ebl8rqQg2Ww2sUvOZrMyGPC7HwwG8dZbb6G7uxt6vR6Li4tQKBRIJBJi3007WjZO/BmRerGwsIDFxcWnNkvcZFF83tTUJGAKdZJkBBAI4/BGFgF1i9TqhEIhHBwcoLW1FYeHh5iamhJOv91uf0qPQmDHaDRKwjJTqHt7e+X34gDE0Fe6FPFeJ4UwEAhIHggbLWY88M9O3n4gEEA0GhWzCAr5FQqF9EX8DLhNWlpaEqCKvVUymUQsFkMwGEQwGBSU3Wg0wul0imPTcRY35bwfvF4vDg8Ppfeg+JpMDm77n6QmKpVKDA0NyQb0yWyRJ6MMzGYzFAqF0MuYi1FWViY22YVCQbYLBLnY/6jVauj1evl1+X3RarVwOBzQarU4OjqSDI/S0lLEYjEZJPneA0B3d7ds1sPhsIA3Go1GGnJufwmUcFvIjQvNJ2iqEAqFcHh4KGwKbgwtFovQ92loUV1dDYfDga6uLvT394vpjN1ul2yPcDiM+fl5uVe3trZw7949OJ1OpNNpEY6T1TI5OYmxsTEAEJc25o8xY4MmEBTJM8SQ8oPP4sj3mYYNUge4juJqS6fTIRqNYmNjQ6Yo2sDSWQGAoDEUQPf398uXurKyEiaTCeXl5VhZWRE0CXjMU62trRW+mtfrldRbrirj8TjUajWsVivMZrM0nh6PB83NzWhraxPaRmVlJZqbm/Hcc8/hS1/6kqzcuK1YX1+XCZA/cDqr1NXVSaYAnWnW19fR3NwsF7Fer0cgEEAmk5FJV6fToa2tDW1tbTAajcITpLtMeXk5Hjx4IK4vtJCsqKiQZpHhiHQ0aGpqkpRM0oDoGx4KhYRCtrm5ic7OTnR3d8twVygU5LA8GcRWWVkpa+uKigrcvXtXrAYplOS/O25kj3Q2q9WK5557ThxpBgcH0dbW9hS6QeEZm1NmDfCSLC0txdLSkogYuUEgYs98ksrKSvE6p53e5OQkYrGYoGB8zAqFgiByiURCVvu5XA7BYBDl5eUoFApYXV0VJJK8eqJmuVwOra2tQpEiz723txcWiwWFQgEjIyOIRqOiW5ifn5f0WV5qpB+wObVarWLXyd/34cOHsFqtkiZNxJEc4ps3b0q4JYV55IfzZ1xdXY3y8nKh99lsNtTX14sFJPDYSrqxsRGLi4syiHg8HkmadTgccLlcMJvNMJlMcpGyIQ2FQlhdXUVPTw/0ej3q6uokbfy4i3xv0vGYvzA8PIzm5mYJWuQlTAF/KBTC9vY2bDabhH2Wl5eLbbdKpcKFCxeQyWTw5S9/Wf5+dBDhZoqiXGp8VCoVotGoZAIBj+9pOvhQb+Pz+dDR0SGgB9FgblUbGxufslzmwzM/Py93DFPkiebW19ejtrZWXHMqKiokPHB9fR2hUEiay5mZGcRiMQlpY+Dc3bt3hRbIwCoOxhQAh0IheRdoMEBaGBsfisGpjZqcnMT29jZ2dnaE0qNUKvHw4UMEAgH4fD5pmMvLy2EymaDT6URgTupFTU2NvCGRSETyFkidO+6i//36+rpwso1Go2wACQoxbIx0C51Oh46ODhwdHeHUqVNiDMENWD6fR2trqwBMtG5nLhU3rnRII4++UCiI5mJychIWi0X0OI2NjZiampJQMOZhMEtibW0NDx48EGc0tVotNMqJiQncuHFD0HEKf7VaLV544QUEAgGYzWaMjo6KCQ0bU/76ALC4uCgOPnT1mZyclPBeOhrynSQglUgkEAwGZeNFbRRBHG6v+d8Gg0GMjY2htrYW+XxeKFX8jp47d05ckmZnZ3H9+nURL5MWRUMFUlgIPlID4ff7EQgEhJ3x8ccfy+d1XOV0OgUgIYC3ubkp9z/NCtgjMYtErVajv78fDocDNTU1Yq+uUCjEYp99C4XnQ0NDcLlcwlggbZIW9AAkU4pg240bN3B4eAin0wmtVouPPvoIBoNBmv729nb5vjNUl1sYArzU7DA3pqWlBSMjI9ja2kIkEhEaL+9hrVYrVFAAoudKJpMivuYARco7LdBHRkaEoqRWq5/S3hLA5u/LoYSDDPWWTGVfWVlBPB7H7OwsYrGY9BodHR0yhJCKPz09LTl10WhUNiJ0ZiWo1tPTI+GVtHROp9Pi2PlZdGufadi4e/cuSkpKZA3t9/vFYpZrcK4bzWYz3G63bCfKy8vR3d0tUyMf3IGBAXHE0H3iN80Lvbq6GlNTU8KxpB1nJpORhtBmswka5vV64fV6xV2HYWS1tbWyFqZVGgVZVPvzwyY1hoMCrcmAxxdwIBBAKBQSKgUAWWVzIOHaf29vDwsLC5ienpYBjAMGLS+rqqpw+/ZtdHR04Ny5c0+5qtBlaGNjQx7Muro6oZgYjUYRChNJZOBXfX295BOYTCY4nU74fD7U19cjHA4/Ze1aV1cHh8MhrjpEoBlep9PpxJ6VFI+JiQl5+I6ryNGlPSYHs9u3b+PXv/61WPQS6SQSbjKZJNn24OAAsVgMV65cQVtbmyD7pDWR084vPjMMeF63t7fR2tqKjo4OcWiYnJzE2toafvnLXyIUCqGrq0vsnG02G0pKSrCwsCB6Ep6tw8ND+P1+FAoFuFwuQcmJnBFFIzWutbUVnZ2d+Oijj2Qdf3h4KMFWpCZwM9Le3i6PQlNTkwzrzDrgpf/1r39dUENSsfb396HRaBAMBuVnz4FIqXyceM8zCkBQxe7ubszPz4sY2Ww24+rVqwAeh4BNTU09hX7Nz8/j0qVLuHLlioR6mc1mNDc3Y3h4GN3d3eKyxDU8B26fz3es5w94/F1qamqSIYHUS4VCIVqTdDqNXC4n9C+u2NfW1jAzMyPo2PDwsDzWFPhxUNzd3ZWVPcPaWltbcfbsWbS2tmJzcxMzMzNIJBLw+/0Ih8NIJpNikHB0dIQHDx6Ia5vBYBBhKU0riOTyjqQIOhaLYW5uDsvLy0LF6e7ulqaUfvVswqanp2GxWMR+mY0arVS5bSBAodPphK6n1WrFFpWcZDpcUZ+1vb0tgyeRYG7KampqYLVacerUKXg8Hgn0O3/+PEwmk2jbamtrkcvl0N7eDqPRiLm5OVRUVGBubg7vvvuuONtRi0Z6I8PWNj+xx6TzEjVgx13l5eVYWloSAMBiscBgMIhQWKVSCaWCf3fSF/P5PMLhMGw2G3p6eqSZptYxk8ngC1/4AlQqFe7du4fW1lboPvHtdzgcwu8mLXl9fR3V1dWw2Ww4PDxEbW2tADQDAwNyd1CfNTg4iJKSEkFODw4O0NHRgdOnT0Ov18vny3edidNstgkk8o1rbm4WeuHy8jKWl5ext7cn6DVposyEoS0zndRos7u/vw+Xy4Xy8nKheJ44cQJLS0uYnZ1FLpcT8wPSxcjLpzbLYrHg/PnzODw8RDabRU9Pj2w4+V3kr11ZWYne3l4ZauLxOKxWq2TkXLp0CYuLixKmWFVVBafTKe/z/v6+pJ3T8eq4ymq1Spq1UqkURJ6URWabkM3BQNpMJiPbL1LenmxYq6ur0dvbi5MnT4p1O5vn1tZWQd6pr+IZ4p+BFrC6T+zSGSBIQTedR3lG5+fnkU6n0dTUBJfLJX1PWVkZUqmUAIhPZlXQjZPZQwqFAvfv38f09DTi8bjoGVwuFzo6OsTYR61Ww2aziUsUy2g04v79+6J5am9vx4ULF2AwGJDNZmG32yU3hBSwJ4eY0tJSrKysiAUvzzbPY2NjI/r6+vD+++/DbrfjxRdfRFVVlZgZ0QwnGAxCo9HA7XbLmaLGkJlZu7u70k8wY2Vrawsmk+lTn53PNGww5VCj0cgP6d69exJTv7W1JTQkCnHm5uag+8Tm8c6dO+LicOfOHZSXl6O+vl4QZbrS0NEmHo+Le0YsFhOLR+oMEokEmpqaJNWX2o+DgwNMT0+jr68PnZ2dSCQSuH//PpaXl1FWVoa7d+8iHA7jgw8+wI0bN7C/v4+joyPhMPOSnp2dlQNmNptllcrV8vb2NhKJBFwul9jgMeSMDWI2m4XL5UJPTw/S6TR+85vfyMN19uxZsZW8e/eu8DybmpowMDCAkZER0X40NjYikUhA94kbFzM3otEolpaWEI1GRXhLseDZs2eRyWSwsLCA7e1tLC0tCUf/P//zPxEOh2WYASDuRBQqMc3XarXi/fffx9zcnAjk+/r6ZNA5rmKC+JUrV3DlyhWkUilYrVbZlPX09AhthA09h1JqLW7duoWjoyNxnqAOAIAMquSX5nI50eLwIWKzc3R0BIfDIbzL5eVltLW1obOzUzI/Hjx4gHA4LK49FMNyMKf14cOHDyVw0G63w+/3o7S0FGfOnJHh8sGDB0gkEiKGZVq5y+VCoVBASUkJWlpa5LvDde2TwthYLIalpSUxXqirqxMb5AsXLuDLX/6yIJCDg4M4ODgQ2uDzzz+P1tZWWCwW+Hw+TE1NSXPJxqe+vl50B/Qapzhtb28PLS0tOHnypDi6EZmmNazX65WQKoYfpdNpvPLKK6Kz8Xg8onEgjfM4KxQKoaGhARaLRVB2Xsi8J0jvaWhoQFNTExwOhwANpOXRaCASichWYfMTJzI6KvX39wtvmfo2bsQo/IvFYiKW7O3txdzcnAh0e3t7sba2JnaFdEUJhUKCajU1NWFvbw+hUEiEk3QRpDiWf17y/x0OB5aWlsSiUalU4p133kEsFoNKpcL8/LxomUgz5eDNTSE3MwDg9/sxMzODiooKBINBTExMoLS0FP/6r/+Kq1evStja5icONeS0c4PDgMxAICAACwGu8fFxBAIBsayl9qC5uVmC+6j7Y6PKQC8alvBdI9jCMLHjRpUBSFNvNBrx4osvYn19HR9++CH0er2ck8nJSdy/f19MBphDQivlS5cuYXJyUrYC7e3t4uh47949vP/++9BoNJiYmBDEem5uDl6vVzQvTU1NaG9vRyKREGelsrIyOS/cFCSTSQDA6uqqDNLUbNIMJRKJSEYHgR4CfxqNBidOnJAha25uDrOzs0J1I9WUlMSNjQ309fXJhoUbjlQqJfS3pqYmyVzgz8zn8+E3v/kNBgcHcebMGXlnafxCrRX/m8PDQ7S3t4tLJSnhLS0t4nzI0F3q+zY3NzE6OoqGhgYAQEdHhzAO0uk0EomEmCAYjUYUCgUkk0ksLi6KO1ZjY6MYmQA4doH4rVu3kEwm8U//9E8YHh7GqVOnYLfbJYOHLAJuZNra2uBwODA8PCxhjplMRkJvr1+/DqPRiIcPH4ozHGl7PG/UDobDYcRiMVRUVMi9dffuXQk+pZ31wcEBZmZmsLi4CIPBgIGBAVy7dk10lKQ2G43Gp7QdbrcbqVQKhUIBW1tbQk1cXFzE8PCwnB2VSoVTp07h9u3bAIAzZ86gqakJSqUSU1NT8Pl8CAQCkktB8yLSuEjzbmhoQHt7u2hHJicnUVdXJ05UKpUKXV1dWF1dlcGa4XrJZFI0E9SHKBQKCUENh8Pwer3i8rq3tyd3KGldPp8P8/PzshxIJpNobm7GhQsXJEiW9G1uQRnGSNMnh8Pxqc/OZ+LBjI6OIpvNorOzE8DjdVMqlUJLSwtqamoQCAQQDAYFbamsrBSKy69+9SuxGV1ZWRER6JkzZ0TwdufOHfzu7/4uDAYDwuEwDg4eR8NTSFVSUiKajoqKCqTTaQQCAdlsdHR0YHd3F36/X5qc1157DU6nE0NDQ2hqakIikcDg4KAgQfzQOPnGYjH59cgFVCgUMmhwo7C9vQ2n0ymDjcvlQmVlJc6cOSMcVI1Gg1wuh3g8jvn5eRweHoqzgF6vl5VhT08PAMhDXFpaiomJCUF6SHXY39+Hz+cTFyY6a5EKRNTE5XJhZWUF165dEzE5vbCJGtlsNty6dQt+vx82m00GJAr86AqRTCZx/fp19PT0iJCejRBR7eMq/uwcDgeMRiMymQwSiYRsx6LRqAy6LpcLw8PDiEQiiMfj6Onpwa1bt2C322Gz2ZBMJhGPx3H69GlJ36XpAYX2RIlJGSACS9ODZDKJlpYW0V1QQEqXnsHBQUGj2CBnMhnk83lEo1HJa6irq4PZbEYqlZJ0WTZuNCtYWloSJHx5eVm2V+R1mkwmXL58GV/5ylcQj8fFuctms4mLB+0oT5w4IWjU+Pg4AGBkZAThcBhzc3Po7+8X5IZpxPQE3/wk6TWdTmNiYkIud9Km9vb2YLFY8N5778lmY2hoCPX19dIQ8ntFbiu3OkSWqAnimR4bGxMO+L1797C6uoqdnR3JUznO6uzsFMomDR34iBDtmZmZgVqthsvlEt54T08PwuEwlEqloOUcwBjkSZ3O+vo6Tpw4IWL0XC6Hzs5OHBwc4MaNG1CpVKivr0c6nRY9EO8drVaLmZkZ0UfwjrXZbLBarZLFk81mRbROGsv29jY2P0nUZi7LzMwMMpkMVldXodVqsbCwIGFc5Cz39vaKXiWdTuPixYtoamoSzYff78fCwgLsdru49uj1eszMzIgbzEsvvYTLly+jsrISX/nKV7C2tgaXyyWNKyknGo1GhNDb29vY399He3u75I6wKUylUvJQ2+12LC8vQ61W44c//CGeffZZCWiljbFOp8OJEyfg9XoxNzcHo9EIpVKJ8fFx7O3tiasOrbfdbvexN3oAEIlEYDKZxFp0c3MTbW1t0oRZLBZB9Hd2duT/+9FHH8Hj8aCrq0tc8MLhMAYHBzE7O4vm5mYEg0Fsb2/j9OnT2N7ehsPhwOzsrIAKdB3iRuzevXtoaGhAdXU1nE6npNM3NDRAqVRieHgYAwMDePvtt2GxWHD58mWcP39eAvRoNEIdZSQSEXSWIbXT09Mi9Pb7/fja176Ga9eu4aWXXnrKHvTMmTOYmZkR3vrU1JSg1TabTVyv6DaVy+Xw5ptvinX6xsaGaFIp4mX+y4kTJ3Dr1i0xDenr6xPAlJQpbpDS6TQcDgeqq6tRU1MDm82GDz/8UMwjaLZSXV0tb4her4fH44HRaBRdn06ng9PpRCqVQjqdlrR1BhIbjUa0tbXhrbfeOtbz53Q6EQ6HcfHiRflzLC8vi2sbtY9arVY+s0QiIa5kbrcbVVVVmJ2dhcPhwMTEhGgIaGSzvLwMjUaD5uZm0Ztx20ATEgJ21OZEo1HJnlhfX8fg4CDGx8dFD/zss8+KnTrvs+3tbbFcJgPH7XajtrZWMqLIRFlfX0d7ezvi8TgqKytx7do17O/v4+LFi6I/JnuABgAff/wxVlZWRC+lUqmERnZ4eIg33ngDNpsNIyMjWF1dxejoKDKZDCwWi4BK/NmQrsqUc/6TWwj2HWNjY8KasFqtePDgAcxmMzKZDK5evSpgjN1uh9FoRHd3Nzo6OrCwsCD0UWa91NfXC22X/dXKygrsdju6urrwwQcf4P333//UZ+czbTauXr0qtAelUonOzk784R/+oaCv5eXlOHnyJLq6ukQoQyeIoaEh2Gw2zMzMyKX16NEjVFZWSrBTX1+fbBPYsI2NjQmqxjUqUTI6Up05cwZtbW3IZrMSaDQ1NYWtrS2xZ+3r60MoFEIymcTNmzeFTkAnCjpsRKNRTE5OYmpqCru7u3C73dLM8mIdGBjAwsICLBYLvF6vWKlyHUcrXiIhTU1NctFzrUbhW1VVFbxerzQd4+Pj2NjYQDqdxtLSElpbW0VEW1tbi66uLnEpoBCOB46hMLxYmbo7NjaG3d1dEcpfvnwZJSUlcLlcOHnypAg2b968iVAo9JR3fqFQQE9PjzT3tIB7++23jx3Zq6yslA0Xebper1e48rQ6tFqtKBQKeOutt3Djxg2k02n8y7/8C86ePYv5+XmMjY3h/v378Pl8SKfT8Hg84sTkdrvR3NwsiFZbWxsWFxexvLwsnNvDw0OhCJaWlqKrqwtf+tKXMDQ0JO48L7/8MqqqqnD37l1cvnxZRLlE7La3t5FMJjEzMyMDUT6fR39/vww44+Pj8Hq96OjoQG9vrwjCBwcH8dxzz8Fut4txAAONHj58+BQNbGdnBzMzM7hy5YpsNWhKcP36dSwsLKCjowPXr1+Hz+fD17/+dXH06erqktCrQqEAr9eLkpISEaCeOXMGfX19MJvN6OjokEf62rVr6OjoQD6fx/e+9z3s7OzgZz/7GRYXF4Xf39HRAYvFgtbWVslu6e7uhsFgkPV3JpOByWTC+Pi4IN5bW1s4deoUXn755d8KjcXr9cJsNos7F21R+V2zWCz44he/iIGBAZhMJnGXikajqK+vx9LSEu7du4dIJCLmEwQ+CGjE43E8evQI//iP/4jFxUVsb28jGo0+FU7GYMOenh5YrVaMjY2hpKQEAwMDGB0dxbe+9S3U19fjq1/9Kh4+fCi6rHA4DIPBIIm1qVRKAqpo27m1tSUJ4g6HAzabDc8995zQv86ePYu+vj68/vrrQkHV6XQoLS3F3bt3kc1mMT8/j5WVFQQCAeRyOXR3d6O8vByrq6sS2Le2tgaTyYTR0VG89tprAB4bBDCBWqFQIBwOIxAIyH2l+8Ri2Gg0YnR0FN3d3QiHw9je3kZfX59oNwYGBjA7OyvNdiaTwX/8x3/Id6aqqkq0h6FQCFtbW7h8+bK4+zEZvb+/H6dPn4bT6UQ8HkdtbS2ee+45QdOPu86fPw+fzwebzYZQKCTI6MzMjGwZSTtraGgQJ57FxUWoVCrRAE1PT8Nut8t2h5TQF154QRBhNs9PAigMe9RqtdLAjYyMYG1tDXNzc9Dr9fjwww8RiUTg8XgwPj4Oq9WK8fFxHB0dIRAIYH9/X0Ie29raJKRRo9EI+McBXaFQyHDLn7vdbscbb7yBeDyOZ599ViicQ0ND4mJ06tQpfO1rX8PQ0JDQmldWVnDp0iWhQ508eRLnzp1DeXm56HMmJiZET+p0OmXbpVQqRdOUTCaRSCRgs9nQ29srroM2mw0ajUb6CboFvfLKKxgZGRHWg91ul0EoGAwKIj49PQ3gMahFrQnze5aXl7G/v4/5+XlsbW3B4/GIluo4a2trS1zH2Kdwg0S3rPn5eTx69Ah7e3viXJVMJnHu3DlUV1djY2MDXV1diEQiGBkZgclkgsfjEUCLbw5zvPhuAZCzx1yZkZER6Tf39vbw1a9+FdlsFu+9956Yrmi1WtlgJBIJ2O12mM1mCW2kPo1aH4Ymnz59WuIHaIrC4eoP/uAP0NfXB7VajXg8LnlRdG+cnZ2V94CmFH19fTh9+rSY7/T09EgA661btxAIBPC3f/u30Gg06OnpQSKREDrk0tISqqurn3LlooaXgaqhUEjOu81mk16hra0NFRUV6O7uFpaN0+mESqXCT3/6Uzx48AAdHR2oq6sTCu309LQwC7jNJ+Dy4MEDvPnmm/L7ftoqOXqSRPZ/OGA1NTX48Y9/jImJCfT392Nqagr9/f24f/8+TCaTcG4ZHsYMCKYXki/p9Xqh0Whgt9vh8/kwPDyM9957D06nE6WlpULfuH79OpxOJzY2NkT0RWtdJhru7u7C6XQCeJy6/M477+Bb3/oWZmdnhQ7EIKGGhgbMzs7i4sWLQh+idSgTv1dWViS8raGhAdevX0djYyOOjo5QVVUFj8cDi8WC999/H1/5yleE0pVKpbC1tYX6+nr4/X5Z86XTaRkouP4kb5rCmi984QuYm5vDyMgIPvjgA+Fmr6+vY2xsDOfPn0cwGITBYBC9QTabRUtLiyAjX/ziF7G4uCifgdvtFvEsHQsmJiYkvI7bHgreKJbzer1YX19HQ0MD7HY76uvrn3p8T58+jVu3bgkSptfr8b3vfQ/pdFp8wD+P4vn7q7/6KywuLkKn08mqMJ/Pw+l0wuVyYWlpSQR2dHzo7u4WUeri4iI2Pwn0amlpkRCnxsZGSTBlcB6FvUajEaWlpQiFQigpKUFzc7PwigcGBvDRRx9hZ2cHLS0tMJlMWFtbw8DAAMbHx7GysgKbzSaDeFtbG27cuCH+7GwCudVIpVKCzFDMRk799va2DIG7u7toaGhANBqFwWDAxMQEDAYDUqmUCOAACNKsUCiE00oRt06nk7VtS0sLdnd3JZSIFyD9ultaWkSIyiHZZDJJcGIulxODiNOnT8NoNOL69esiiCOauLOzg1OnTklWTk9Pj7h60P6Q7jXcgFBIR31NXV2d0HTMZjP+/M///HM/f0+ewR//+MfQ6XSYn58XcePrr78u6CyTiKnViMVi0pjo9Xrcv38fvb290nA1NzejqqoKBoMBly5dgsvlQnd3NyorK4WOp1ar5f6Lx+OCZM3NzaGyshJLS0s4f/68UFk2NjYwPz+P73//+/j5z3+Oqakp9PX1YXh4GPfv3xfnPQoNPR6PBLtRI8FQwPLyctEplZWV4a233pKV/vT0NLa3t2UNz3sqFAoJiqdSqTA7OytZM7FYDM3NzWhtbUU2m8WVK1fwl3/5l/jBD34gm9eamhqhlfAsc4PJP+vq6irC4bDokzY2NsSrnq5AGxsb8Hg8cLlcuHr1Kl555RWMjY1hYGAAN2/exLVr1/Dqq68iGAwK33xjY0OsUevr61FRUYGbN29ic3MTFotF9HsEh477/P393/89VCoVbt68CYfDgY8//ljobdx+USzLVGW+HbSNp5bn9OnTkgcwNzcHt9uN6upqPHr0SFBWOvmUlpaKNoPiU240SE1Wq9VYXV3F+fPnMT8/j3A4jNHRUdy7d0/uDr1ej3fffRcXL16UAD9aoxqNRkk85v+2tLQkwlWmji8vL6O2thYffvghvvnNb+Lf/u3fYDabUVZWJgYsc3NzkrdCEIrDPXVlKpUKIyMjmJ6eRiAQwIsvvii2vdFoFLOzs+jv75dwVZ1OhwcPHmBvb0+sd5eXl2XwJzJMpLtQKMj3ZGBgQOi4ZCqsra0hk8lgdnYWjY2N4rJFAwre1xsbG2KyUFtbiwsXLuCDDz6AxWJBJpPB97///WN7g7/73e/CYrGIlpNgcl1dHQCI0QwZGgRHSM2kNoXbqQcPHmBtbQ1ra2s4efKkaB/IdiGrwGg0IhaL4fDwEHV1dfJWmkwmhEIhMbx4/vnncfnyZUSjUWHBDA0N4ebNm6ipqZGsKrfbLfbe1NIwifzg4ACBQAD19fUIBAJQq9UYHx/HCy+8AKfTiYcPH+Lo6AgdHR1iKERAg/lu7D2dTieOjo7EypxZJM888wxef/11GAwGoVsxKJaAJgcw6nGDwSA8Hg92d3extLQkPwu+kT09PZienhaQiKHT1dXVwqLp6uqSrCuz2Yx3330XlZWV6OnpEU3XwcEBGhsbRQe9u7sLk8mE/f19nDhxAsFgEIFAAKOjo4hGo/ibv/mbT3X+PtOw8ZOf/ETScoHHFCRuDhhcxR80J26lUil8TI/Hg/X1dRGz8kK7dOkS7HY7zp49i2vXrmFgYEAsN+/duyeTHNPI6XTCLy2bqVgshv7+fphMJkxNTaG9vV18jDc3NwURamhoQCqVwtHRkSRf0iqW6cgajQYej0em6r29PayuruLkyZMiwmGwVTqdxsjICPx+v4R6dXV1SagWU7odDgdSqRRqamqwtLSEvr4+/Pu//zvm5+dx8eJFGI1G+TDT6TRmZmbEpjaVSgnPmzzukpISQfGvXr2KfD4viJzNZsPS0pK4DfX29mJ5eRlXrlxBQ0MDHA6HHNCHDx8iFArJpE8nCYr06eP+85//HN3d3XA6neIM89prrx3bRfdnf/ZngqAmk0l0d3cjl8vhwYMHskWiHWMwGMTBwQEsFot8yYlc7OzswGKx4NKlS+js7MTU1BRUKpWsWSORiNjEEk0uLS0VQwDmDnR2dmJsbEyySwKBgOgnnnnmGcmj+MlPfiIIgFqtFg4qbXep+aAvezKZlEBMJp9ScPzGG28IxYYWqaTXtbS0wGAw4P79+2hoaJAHi/+kFoD0FBZzC+rq6rCysiI6FG7QFAqFPLL19fVoa2sTfRT/HNvb2xgZGREKSmNjI+7evYvnnntOtlEajQaFQgEbGxsYGhqSrAqtVou+vj5MTk7KcF5XV4ehoSGhnGUyGcRiMTgcDnz00UdCKfvOd75zrM3eK6+8gu985zv44Q9/iBMnTkClUsnGMJFISEBmVVUVIpGI3GcdHR1ifU2OLlFbNhUXLlzAlStXMDo6io8//hirq6sYGRmB1+uFQqGA0WgUehld/ujw19jYiFu3bkkQKbeQAwMDePDgAZ599lncuHEDQ0NDmJmZwdHRkVh2UghM4wCKPzc3N/Hw4UPZSnOrRRpDS0sLXnvtNZw9e1ZstBlGNT4+LqGgDNdLJpPweDzy87RYLNjd3cX7778Pp9MJjUaDixcv4gc/+IFQS6mdIkefwW7xeBzLy8uorq6WLQi/9zzf2WwWZWVl+MIXvoCf/OQnOHv2LMxmM6anp3H16lU8//zzopehJuGFF16Aw+HAzZs3xbZ5dnYW0WgUL7/8MpaWlkSbZLVa8Y1vfONYz9+3v/1t1NTUwOl04ubNm1CpVOjr65PAzsbGRqEkrq6uCsXTaDTCaDTC6/WK5abRaBQ6kkKhwO7uLu7evSsBnRT9bm5uCtBHiiNdu0wmE37+85/DarVidHQUb7zxBs6cOQO3242f/exnePbZZ3Hv3j1sb28jlUrhm9/8JjY/scqmLohulSaTSQJb19bWRP9ECk5PTw9++tOfCkNgZmZGNjDUsvT19Ykuh3oTituZZL+3t4fZ2VkMDAwgm83iwoULOHHiBP7kT/4EFosFSqVSaINWqxXV1dXQaDRYWlp6qnEmlbO+vl4MFVpbW7GwsID6+nr09/cjGAxKMNvly5cxOjoqgFJLSwuSyaRo42g1zHwHIs0c2pkVotVqkc1mUVpainfeeQd37tw5tjf4H/7hH4QyydgAo9GI27dvY3V1Vd7KhoYGGfQIurrdbqE6MSD4+vXr0Ov1OHPmDGZnZ8W+ub+/H62trVhcXMTS0hLsdjsUCoVY4NIkh45RGo0GL774Inw+H+bm5lBXV4dHjx6Jk6dWq4XP58MzzzwjQc7sH/P5vJhX+P1+AZF3dnbgcrnEEdFms4ntttVqhdPpFDDynXfeERdKbuIo8KaujSY1zB3q6urCwsICIpEIXC4XZmdn4fP58NJLL8HtduPXv/619F+9vb2ik6OLYVtbG8rKymTbPjU1BYPBgJqaGjx69AgGgwFutxuJRAJtbW3Y2dkRNyv2rQaDAXa7Hffv30dLSwu2trbkbojFYggEArBYLHC5XLLJyuVyQvHKZDL453/+5/+5YYP+2H/8x38Mq9WK/f19jI2Nobq6GhcuXBB+I1Hhzc1NhEIhoTm0t7fD7/fjxRdfxPT0NLxeL9bW1vCNb3wDb731Fp599lmZ/qenp6FUKuFyuUQQzYdxd3cX8/PziEajcLvd6O3thVqtRiAQeCoxW6FQoLW1FZlMRlbytN7s6ekRK8mBgQEcHBxgampKuP4UKJHLmUgkxMubMe+dnZ3ygJ46dQo7Ozt48803cf78eTx8+BAqlUrSoHU6HZaWloQzDECsB3O5HD744AOZ6F9++WX86Ec/Qltbm1ip0V+Z1pN00aqpqZELv7y8HH6/Hy6XC/l8XhrdX/7ylzhx4oREz3d0dAgVgKjf3t4eHj58KDxquoVtbm4iGo3C6XQK2mkymXD79m3EYjG0t7cjFArhV7/6lTgbfV7F8/dHf/RH6OjogM/nk9RlWhOSz8i05draWjQ1Ncnma3p6GvPz8+jq6pLsF7VajaamJrz55psoKSlBe3s7NjY2cPfuXbz66qtC76MHPR/wTCaDtrY2nDp1CgsLC7h9+zay2aygXaWlpZJ8Sm5yJBIRa0Ym5pIfSWcnv98vFJH5+Xk4nU5ks1mMjY3hlVdeEY3O1atX8d3vflfE6mwwuWpWKpWy3aOD1/b2NmZmZmC1WoVzTCqP1WoVwXZ7ezvm5uZgtVrFYjkcDst6fGBgQKxFNzc3JcSNWScUA8/NzcmgQ2cQXmQ1NTV4++230dzcLAjL7OwsRkdHUSgUcOvWLdTV1cHpdMqmgKJeBq0NDw9Dp9Ph93//9z/38/fkGfzRj34kacglJSVIJpMSmkfe8MDAAI6OjrC8vCzCwUePHqGjowO1tbWYmJhAY2Mj3G43fvGLX0iewODgIO7evYvh4WE0NjYKGsU7bXNzE+l0GvX19dDpdFhZWUFJSYm4eMXjcbEq9Xq9OHv2LMbGxvB7v/d7uH//vmw3d3d3Re+ztLQkQVxEsSloj0QiGBgYgNfrhcvlQiqVwjvvvCPbwlQqBYvFAr/fj62tLbS3t6O2thabn9iB02GQWh/S+/x+PxoaGrC6uopz586JLSPtZjnwmkwmoZkxpI6+9EajEWfOnEEul8Pt27eRy+Vgt9uRz+dFJP2nf/qneO+998TedmtrCyUlJXC73Xj33XfFEWhrawvNzc2y5d3f3xfr5VwuJ4nup06dkjBTop1Xr1491vP3d3/3d5iZmYHdbsf+/j6WlpaQTCbhcDhQKBSgUqkkAZubMN7rdrsd2WwWc3NzotcZHh6G2WzGX//1X+PVV18Vui7f+Zs3b+Lw8BB2ux17e3uSLcEtmFKphMfjEWaBx+NBZWUlzGazaLrm5+fR0dEhmxi73Y5IJILOzk4JWyWtlIj5zs4Ozp07J5uY3d1d2RKazWZYrVbZqPb19QmoaLVaMT09LecuEolgd3cXZrNZNmbc1BEdJl+f+hc6BNbU1GBgYAA+nw/V1dVIp9P46KOPJEtsb29P7KP5tnMze+fOHQwODorVNDWkU1NT/y2jzOfzCUVQq9UiEolgZWVFhvW2tjZx1VpeXhbEvqOjA+Pj4/jRj350bG/wK6+8ApfLhUgkgpMnTyIYDKKrqwslJSV4++23kclk0N7eDo1GI+HLDocD8XgcXq8XNptNAFcK3uvq6vD666/D5XKJtrWmpkaG562tLZw8eVIMDNjfMVvj7t27+J3f+R384he/QHt7O6qrqxEIBNDU1ITLly+jtbVV7Ftv3ryJl156CdlsVu4VmqAsLS0hHA5Dr9fD7XaLYJ0N/507d9Dc3Ayn0wm9Xo9Lly6hr68P1dXV0t89fPgQDQ0NcDqd4vJG99XFxUWUl5fj1VdfxZUrVzAwMIDLly+LS9bMzIyIvAmw0ayG2y4CgqurqzAYDLJtzefzwgLKZDIwGo0yIB4cHCAYDMJqtWJ3dxd9fX2Ix+Nwu92S0cX+mEYLBJqprd7Z2cG3v/1tkTkwlLu9vR1/8Rd/8anO36caNpaXl2GxWP7HDm6x/r9VkUhEkt8/jyqev2L9n+rzPn9A8QwW6/+5iuevWL/tKr7Bxfpt1qc5f59q2CBP87fh61ys//cWMyPMZvPnKlQrnr9i/e/quM4fUDyDxfrvVTx/xfptV/ENLtZvsz7L+ftUw0axilWsYhWrWMUqVrGKVaxifdY6Xt+0YhWrWMUqVrGKVaxiFatY/7+p4rBRrGIVq1jFKlaxilWsYhXrc6nisFGsYhWrWMUqVrGKVaxiFetzqeKwUaxiFatYxSpWsYpVrGIV63Op4rBRrGIVq1jFKlaxilWsYhXrc6nisFGsYhWrWMUqVrGKVaxiFetzqeKwUaxiFatYxSpWsYpVrGIV63Op/wX3V4IDMrK6bAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(4, 5, figsize=(10, 8))\n", + "for idx, ax in enumerate(axes.reshape(-1)):\n", + " ax.imshow(images[idx], vmax=4, vmin=-4, cmap=\"binary\")\n", + " ax.set_yticks([])\n", + " ax.set_xticks([])\n", + " ax.text(10, 20, str(int(indices[idx].item())))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot true index values against posterior predicted values" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(4, 5, figsize=(10, 8), sharex=True)\n", + "for idx, ax in enumerate(axes.reshape(1, -1)[0]):\n", + " ax.hist(\n", + " posterior_samples[:, idx].flatten().numpy(),\n", + " bins=np.arange(0, 100, 1),\n", + " histtype=\"step\",\n", + " color=\"blue\",\n", + " label=\"all\",\n", + " )\n", + " ax.set_yticks([])\n", + " ax.set_yticks([])\n", + " ax.set_xticks(range(0, 100, 20))\n", + " ax.axvline(indices[idx], color=\"red\")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Now let's look at experimental images" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "#with mrcfile.open(\"../particles/particles.mrcs\") as mrc:\n", + "# data = mrc.data\n", + "#\n", + "#imgs_src = ArrayImageSource(data)\n", + "#\n", + "#imgs_src = ArrayImageSource(data)\n", + "#\n", + "#images = imgs_src.images[:].asnumpy()\n", + "#\n", + "#np.save(\"whitend_particles.npy\", images)\n", + "#\n", + "# We use parts of the torchvision module to take care of imigae processing\n", + "# We can build a transformation which modify our images in a predefined pipline\n", + "transform_nowhiten = transforms.Compose(\n", + " [\n", + " MRCtoTensor(), # Load mrc file (str) and construct pytorch tensor\n", + " transforms.Resize(size=(128, 128)), # Resize image to given size\n", + " NormalizeIndividual(), # Normalize image\n", + " ]\n", + ")\n", + "\n", + "transform = transforms.Compose(\n", + " [\n", + " FourierDownSample(256, 128),\n", + " NormalizeIndividual(),\n", + " Mask(128, 60),\n", + " ]\n", + ")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can download the particles directly here : https://www.ebi.ac.uk/empiar/EMPIAR-10532/" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/mnt/ceph/users/levans/cryo_em_SBI/src/cryo_sbi/utils/image_utils.py:219: UserWarning: The given NumPy array is not writable, and PyTorch does not support non-writable tensors. This means writing to this tensor will result in undefined behavior. You may want to copy the array to protect its data or make it writable before converting it to a tensor. This type of warning will be suppressed for the rest of this program. (Triggered internally at ../torch/csrc/utils/tensor_numpy.cpp:206.)\n", + " return torch.from_numpy(image)\n", + "/mnt/home/levans/ceph/cryo_em_SBI/.venv/lib/python3.9/site-packages/torchvision/transforms/functional.py:1603: UserWarning: The default value of the antialias parameter of all the resizing transforms (Resize(), RandomResizedCrop(), etc.) will change from None to True in v0.17, in order to be consistent across the PIL and Tensor backends. To suppress this warning, directly pass antialias=True (recommended, future default), antialias=None (current default, which means False for Tensors and True for PIL), or antialias=False (only works on Tensors - PIL will still use antialiasing). This also applies if you are using the inference transforms from the models weights: update the call to weights.transforms(antialias=True).\n", + " warnings.warn(\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1\n", + "2\n", + "3\n", + "4\n", + "5\n", + "6\n", + "7\n", + "8\n", + "9\n", + "10\n", + "11\n", + "12\n", + "13\n", + "14\n", + "15\n", + "16\n" + ] + } + ], + "source": [ + "WHITEN = False\n", + "experimental_images = []\n", + "for i in range(1, 17):\n", + " if i < 10:\n", + " img_file = f\"../../hemagglutinin/particles/particles/particles_0{i}.mrc\"\n", + "\n", + " else:\n", + " img_file = f\"../../hemagglutinin/particles/particles/particles_{i}.mrc\"\n", + " if WHITEN:\n", + " with mrcfile.open(img_file) as mrc:\n", + " data = mrc.data\n", + " imgs_src = ArrayImageSource(data)\n", + " noise_estimator = AnisotropicNoiseEstimator(imgs_src)\n", + " imgs_src = imgs_src.whiten(noise_estimator)\n", + " images = torch.tensor(imgs_src.images[:].asnumpy())\n", + " tmp_images = transform(images)\n", + " else:\n", + " tmp_images = transform_nowhiten(img_file)\n", + " experimental_images.append(tmp_images)\n", + " print(i)\n", + "experimental_images = torch.cat(experimental_images, dim=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(4, 5, figsize=(10, 8))\n", + "for idx, ax in enumerate(axes.reshape(-1)):\n", + " ax.imshow(experimental_images[idx], vmax=4, vmin=-4, cmap=\"binary\")\n", + " ax.set_yticks([])\n", + " ax.set_xticks([])" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Finally we test the posterior on the real images" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "theta_samples = []\n", + "with torch.no_grad():\n", + " for batched_images in torch.split(\n", + " experimental_images, split_size_or_sections=batch_size_sampling, dim=0\n", + " ):\n", + " samples = estimator.sample(\n", + " batched_images.cuda(non_blocking=True), shape=(num_samples_posterior,)\n", + " ).cpu()\n", + " theta_samples.append(samples)\n", + " posterior_samples_exp = torch.cat(theta_samples, dim=1)\n", + "fname=\"posterior_samples_exp.npz\"\n", + "np.savez(fname, posterior_samples_exp=posterior_samples_exp.numpy(), num_samples_posterior=num_samples_posterior)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(4, 5, figsize=(10, 8), sharex=True)\n", + "for idx, ax in enumerate(axes.reshape(1, -1)[0]):\n", + " ax.hist(\n", + " posterior_samples_exp[:, idx].flatten().numpy(),\n", + " bins=np.arange(0, 100, 1),\n", + " histtype=\"step\",\n", + " color=\"blue\",\n", + " label=\"all\",\n", + " )\n", + " ax.set_yticks([])\n", + " ax.set_yticks([])\n", + " ax.set_xticks(range(0, 100, 20))" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "##### Since we can look at all posteriors, lets look at all the posterior means" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([1387])\n" + ] + } + ], + "source": [ + "posterior_mean = posterior_samples_exp.mean(axis=0)\n", + "posterior_std_of_means = posterior_mean.std()\n", + "\n", + "my_bool = (posterior_mean - posterior_std_of_means).abs() < 2*posterior_std_of_means\n", + "posterior_mean_two_dev = posterior_mean[my_bool]\n", + "print(posterior_mean_two_dev.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAikAAAGdCAYAAADXIOPgAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAlnklEQVR4nO3df3TU1Z3/8VfCkB8CMzHxZIasiWRd1oBSRKIxwOmq5GyALIJk2+JJWUo5sLYJGuKqZG3odismUNcfUCTVY8GehbLlrFCBbVw2KCmnIUAQWxUDrEGy4iTbzWaGxBIic79/9Pj57khaCcw4N+H5OOdzDnPvnTvvueGQF3c+n/nEGWOMAAAALBMf6wIAAAD6Q0gBAABWIqQAAAArEVIAAICVCCkAAMBKhBQAAGAlQgoAALASIQUAAFjJFesCLkcoFNKZM2c0atQoxcXFxbocAABwCYwxOnv2rDIyMhQf//n7JIMypJw5c0aZmZmxLgMAAFyGtrY2XX/99Z87blCGlFGjRkn6/Zt0u90xrgYAAFyKYDCozMxM5/f45xmUIeXTj3jcbjchBQCAQeZST9XgxFkAAGAlQgoAALASIQUAAFiJkAIAAKxESAEAAFYipAAAACsRUgAAgJUIKQAAwEqEFAAAYCVCCgAAsBIhBQAAWImQAgAArERIAQAAViKkAAAAK7liXQAwmIxZsTtqc5+qKYra3AAwGLGTAgAArERIAQAAViKkAAAAKxFSAACAlQgpAADASoQUAABgJUIKAACwEiEFAABYiS9z60e0vrCLL+sCAODSsZMCAACsREgBAABWIqQAAAArEVIAAICVCCkAAMBKhBQAAGAlQgoAALDSgENKQ0ODZs+erYyMDMXFxWnHjh0XjTl27JjuvfdeeTwejRgxQrfffrtOnz7t9J87d06lpaVKS0vTyJEjVVxcrPb29it6IwAAYGgZcEjp6enRxIkTtX79+n77//M//1PTpk1TTk6O3njjDf36179WVVWVkpKSnDHLly/Xzp07tW3bNu3bt09nzpzRvHnzLv9dAACAIWfA3zg7c+ZMzZw58w/2P/7445o1a5bWrFnjtN14443OnwOBgF566SVt2bJF99xzjyRp48aNGjdunA4cOKA777xzoCUBAIAhKKLnpIRCIe3evVt//ud/rsLCQqWnpysvLy/sI6Hm5mb19fWpoKDAacvJyVFWVpYaGxv7nbe3t1fBYDDsAAAAQ1tEQ0pHR4e6u7tVU1OjGTNm6N///d913333ad68edq3b58kye/3KyEhQSkpKWHP9Xq98vv9/c5bXV0tj8fjHJmZmZEsGwAAWCjiOymSNGfOHC1fvly33nqrVqxYob/6q79SbW3tZc9bWVmpQCDgHG1tbZEqGQAAWCqid0G+7rrr5HK5NH78+LD2cePGaf/+/ZIkn8+n8+fPq6urK2w3pb29XT6fr995ExMTlZiYGMlSAQCA5SK6k5KQkKDbb79dLS0tYe3Hjx/XDTfcIEmaPHmyhg8frvr6eqe/paVFp0+fVn5+fiTLAQAAg9iAd1K6u7t18uRJ53Fra6uOHj2q1NRUZWVl6ZFHHtHXvvY1ffnLX9bdd9+turo67dy5U2+88YYkyePxaPHixaqoqFBqaqrcbreWLVum/Px8ruwBAACOAYeUw4cP6+6773YeV1RUSJIWLlyoTZs26b777lNtba2qq6v14IMP6qabbtK//uu/atq0ac5znnnmGcXHx6u4uFi9vb0qLCzU888/H4G3AwAAhoo4Y4yJdREDFQwG5fF4FAgE5Ha7Iz7/mBW7Iz6nJJ2qKYrKvPjiROvvhsTfDwBD30B/f3PvHgAAYCVCCgAAsBIhBQAAWImQAgAArERIAQAAViKkAAAAKxFSAACAlQgpAADASoQUAABgJUIKAACwEiEFAABYiZACAACsREgBAABWIqQAAAArEVIAAICVCCkAAMBKhBQAAGAlQgoAALASIQUAAFiJkAIAAKxESAEAAFYipAAAACsRUgAAgJUIKQAAwEqEFAAAYCVCCgAAsBIhBQAAWImQAgAArERIAQAAViKkAAAAK7kG+oSGhgb94Ac/UHNzsz766CNt375dc+fO7XfsAw88oB/96Ed65plnVF5e7rR3dnZq2bJl2rlzp+Lj41VcXKznnntOI0eOvNz3MSiMWbE7anOfqimK2twAAMTCgHdSenp6NHHiRK1fv/6Pjtu+fbsOHDigjIyMi/pKSkr0zjvvaM+ePdq1a5caGhq0dOnSgZYCAACGsAHvpMycOVMzZ878o2M+/PBDLVu2TK+99pqKisL/h3/s2DHV1dXp0KFDys3NlSStW7dOs2bN0lNPPdVvqAEAAFefiJ+TEgqFtGDBAj3yyCO6+eabL+pvbGxUSkqKE1AkqaCgQPHx8Wpqaup3zt7eXgWDwbADAAAMbREPKatXr5bL5dKDDz7Yb7/f71d6enpYm8vlUmpqqvx+f7/Pqa6ulsfjcY7MzMxIlw0AACwT0ZDS3Nys5557Tps2bVJcXFzE5q2srFQgEHCOtra2iM0NAADsFNGQ8stf/lIdHR3KysqSy+WSy+XSBx98oIcfflhjxoyRJPl8PnV0dIQ975NPPlFnZ6d8Pl+/8yYmJsrtdocdAABgaBvwibN/zIIFC1RQUBDWVlhYqAULFmjRokWSpPz8fHV1dam5uVmTJ0+WJO3du1ehUEh5eXmRLAcAAAxiAw4p3d3dOnnypPO4tbVVR48eVWpqqrKyspSWlhY2fvjw4fL5fLrpppskSePGjdOMGTO0ZMkS1dbWqq+vT2VlZZo/fz5X9gAAAMeAP+45fPiwJk2apEmTJkmSKioqNGnSJK1cufKS59i8ebNycnI0ffp0zZo1S9OmTdMLL7ww0FIAAMAQNuCdlLvuukvGmEsef+rUqYvaUlNTtWXLloG+NAAAuIpw7x4AAGAlQgoAALASIQUAAFiJkAIAAKxESAEAAFYipAAAACsRUgAAgJUIKQAAwEoRvXcPgMs3ZsXuqMx7qqYoKvMCQLSxkwIAAKxESAEAAFYipAAAACsRUgAAgJUIKQAAwEqEFAAAYCVCCgAAsBIhBQAAWImQAgAArERIAQAAViKkAAAAKxFSAACAlQgpAADASoQUAABgJUIKAACwEiEFAABYiZACAACsREgBAABWIqQAAAArEVIAAICVXLEuAFevMSt2R2XeUzVFUZkXAPDFYicFAABYacAhpaGhQbNnz1ZGRobi4uK0Y8cOp6+vr0+PPfaYJkyYoBEjRigjI0N/8zd/ozNnzoTN0dnZqZKSErndbqWkpGjx4sXq7u6+4jcDAACGjgGHlJ6eHk2cOFHr16+/qO/jjz/WkSNHVFVVpSNHjuiVV15RS0uL7r333rBxJSUleuedd7Rnzx7t2rVLDQ0NWrp06eW/CwAAMOQM+JyUmTNnaubMmf32eTwe7dmzJ6zthz/8oe644w6dPn1aWVlZOnbsmOrq6nTo0CHl5uZKktatW6dZs2bpqaeeUkZGxmW8DeD/i9a5LgCAL1bUz0kJBAKKi4tTSkqKJKmxsVEpKSlOQJGkgoICxcfHq6mpqd85ent7FQwGww4AADC0RTWknDt3To899pjuv/9+ud1uSZLf71d6enrYOJfLpdTUVPn9/n7nqa6ulsfjcY7MzMxolg0AACwQtZDS19enr371qzLGaMOGDVc0V2VlpQKBgHO0tbVFqEoAAGCrqHxPyqcB5YMPPtDevXudXRRJ8vl86ujoCBv/ySefqLOzUz6fr9/5EhMTlZiYGI1SAQCApSK+k/JpQDlx4oT+4z/+Q2lpaWH9+fn56urqUnNzs9O2d+9ehUIh5eXlRbocAAAwSA14J6W7u1snT550Hre2turo0aNKTU3V6NGj9dd//dc6cuSIdu3apQsXLjjnmaSmpiohIUHjxo3TjBkztGTJEtXW1qqvr09lZWWaP38+V/YAAADHgEPK4cOHdffddzuPKyoqJEkLFy7UP/zDP+jVV1+VJN16661hz3v99dd11113SZI2b96ssrIyTZ8+XfHx8SouLtbatWsv8y0AAIChaMAh5a677pIx5g/2/7G+T6WmpmrLli0DfWkAAHAV4d49AADASoQUAABgJUIKAACwEiEFAABYiZACAACsREgBAABWIqQAAAArReXePQDsMWbF7qjNfaqmKGpzAwA7KQAAwEqEFAAAYCVCCgAAsBLnpAwR0TrvgHMOAACxwk4KAACwEiEFAABYiZACAACsREgBAABWIqQAAAArEVIAAICVCCkAAMBKhBQAAGAlQgoAALASIQUAAFiJkAIAAKxESAEAAFYipAAAACsRUgAAgJUIKQAAwEqEFAAAYCVCCgAAsBIhBQAAWGnAIaWhoUGzZ89WRkaG4uLitGPHjrB+Y4xWrlyp0aNHKzk5WQUFBTpx4kTYmM7OTpWUlMjtdislJUWLFy9Wd3f3Fb0RAAAwtAw4pPT09GjixIlav359v/1r1qzR2rVrVVtbq6amJo0YMUKFhYU6d+6cM6akpETvvPOO9uzZo127dqmhoUFLly69/HcBAACGnDhjjLnsJ8fFafv27Zo7d66k3++iZGRk6OGHH9bf/d3fSZICgYC8Xq82bdqk+fPn69ixYxo/frwOHTqk3NxcSVJdXZ1mzZql//qv/1JGRsbnvm4wGJTH41EgEJDb7b7c8v+gMSt2R3xOYCg6VVMU6xIADCID/f0d0XNSWltb5ff7VVBQ4LR5PB7l5eWpsbFRktTY2KiUlBQnoEhSQUGB4uPj1dTU1O+8vb29CgaDYQcAABjaIhpS/H6/JMnr9Ya1e71ep8/v9ys9PT2s3+VyKTU11RnzWdXV1fJ4PM6RmZkZybIBAICFBsXVPZWVlQoEAs7R1tYW65IAAECURTSk+Hw+SVJ7e3tYe3t7u9Pn8/nU0dER1v/JJ5+os7PTGfNZiYmJcrvdYQcAABjaIhpSsrOz5fP5VF9f77QFg0E1NTUpPz9fkpSfn6+uri41Nzc7Y/bu3atQKKS8vLxIlgMAAAYx10Cf0N3drZMnTzqPW1tbdfToUaWmpiorK0vl5eV64oknNHbsWGVnZ6uqqkoZGRnOFUDjxo3TjBkztGTJEtXW1qqvr09lZWWaP3/+JV3ZAwAArg4DDimHDx/W3Xff7TyuqKiQJC1cuFCbNm3So48+qp6eHi1dulRdXV2aNm2a6urqlJSU5Dxn8+bNKisr0/Tp0xUfH6/i4mKtXbs2Am8HAAAMFVf0PSmxwvekAHbge1IADERMvycFAAAgUggpAADASoQUAABgJUIKAACwEiEFAABYiZACAACsREgBAABWIqQAAAArEVIAAICVCCkAAMBKhBQAAGAlQgoAALASIQUAAFiJkAIAAKxESAEAAFYipAAAACu5Yl0AgMFrzIrdUZn3VE1RVOYFMLiwkwIAAKxESAEAAFYipAAAACsRUgAAgJUIKQAAwEqEFAAAYCVCCgAAsBIhBQAAWImQAgAArERIAQAAViKkAAAAKxFSAACAlQgpAADAShEPKRcuXFBVVZWys7OVnJysG2+8Ud///vdljHHGGGO0cuVKjR49WsnJySooKNCJEyciXQoAABjEIh5SVq9erQ0bNuiHP/yhjh07ptWrV2vNmjVat26dM2bNmjVau3atamtr1dTUpBEjRqiwsFDnzp2LdDkAAGCQckV6wl/96leaM2eOioqKJEljxozRT3/6Ux08eFDS73dRnn32WX3nO9/RnDlzJEk/+clP5PV6tWPHDs2fPz/SJQEAgEEo4jspU6ZMUX19vY4fPy5Jeuutt7R//37NnDlTktTa2iq/36+CggLnOR6PR3l5eWpsbIx0OQAAYJCK+E7KihUrFAwGlZOTo2HDhunChQtatWqVSkpKJEl+v1+S5PV6w57n9Xqdvs/q7e1Vb2+v8zgYDEa6bAAAYJmI76T87Gc/0+bNm7VlyxYdOXJEL7/8sp566im9/PLLlz1ndXW1PB6Pc2RmZkawYgAAYKOIh5RHHnlEK1as0Pz58zVhwgQtWLBAy5cvV3V1tSTJ5/NJktrb28Oe197e7vR9VmVlpQKBgHO0tbVFumwAAGCZiIeUjz/+WPHx4dMOGzZMoVBIkpSdnS2fz6f6+nqnPxgMqqmpSfn5+f3OmZiYKLfbHXYAAIChLeLnpMyePVurVq1SVlaWbr75Zr355pt6+umn9c1vflOSFBcXp/Lycj3xxBMaO3assrOzVVVVpYyMDM2dOzfS5QAAgEEq4iFl3bp1qqqq0re//W11dHQoIyNDf/u3f6uVK1c6Yx599FH19PRo6dKl6urq0rRp01RXV6ekpKRIlwMAAAapOPN/vwp2kAgGg/J4PAoEAlH56GfMit0RnxPApTtVUxTrEgBEwUB/f3PvHgAAYCVCCgAAsBIhBQAAWImQAgAArERIAQAAViKkAAAAKxFSAACAlQgpAADASoQUAABgJUIKAACwEiEFAABYiZACAACsREgBAABWIqQAAAArEVIAAICVCCkAAMBKhBQAAGAlQgoAALASIQUAAFiJkAIAAKxESAEAAFYipAAAACsRUgAAgJUIKQAAwEqEFAAAYCVCCgAAsBIhBQAAWImQAgAArERIAQAAVnLFugAA+KwxK3ZHbe5TNUVRmxtAZLGTAgAArBSVkPLhhx/q61//utLS0pScnKwJEybo8OHDTr8xRitXrtTo0aOVnJysgoICnThxIhqlAACAQSriIeV///d/NXXqVA0fPly/+MUv9O677+qf/umfdO211zpj1qxZo7Vr16q2tlZNTU0aMWKECgsLde7cuUiXAwAABqmIn5OyevVqZWZmauPGjU5bdna282djjJ599ll95zvf0Zw5cyRJP/nJT+T1erVjxw7Nnz8/0iUBAIBBKOI7Ka+++qpyc3P1la98Renp6Zo0aZJefPFFp7+1tVV+v18FBQVOm8fjUV5enhobG/uds7e3V8FgMOwAAABDW8RDyvvvv68NGzZo7Nixeu211/Stb31LDz74oF5++WVJkt/vlyR5vd6w53m9Xqfvs6qrq+XxeJwjMzMz0mUDAADLRDykhEIh3XbbbXryySc1adIkLV26VEuWLFFtbe1lz1lZWalAIOAcbW1tEawYAADYKOIhZfTo0Ro/fnxY27hx43T69GlJks/nkyS1t7eHjWlvb3f6PisxMVFutzvsAAAAQ1vEQ8rUqVPV0tIS1nb8+HHdcMMNkn5/Eq3P51N9fb3THwwG1dTUpPz8/EiXAwAABqmIX92zfPlyTZkyRU8++aS++tWv6uDBg3rhhRf0wgsvSJLi4uJUXl6uJ554QmPHjlV2draqqqqUkZGhuXPnRrocAAAwSEU8pNx+++3avn27Kisr9Y//+I/Kzs7Ws88+q5KSEmfMo48+qp6eHi1dulRdXV2aNm2a6urqlJSUFOlyAADAIBVnjDGxLmKggsGgPB6PAoFAVM5PieZ9QwDEFvfuAWJnoL+/uXcPAACwEiEFAABYiZACAACsREgBAABWIqQAAAArEVIAAICVCCkAAMBKhBQAAGAlQgoAALASIQUAAFiJkAIAAKxESAEAAFYipAAAACsRUgAAgJUIKQAAwEqEFAAAYCVCCgAAsBIhBQAAWImQAgAArERIAQAAViKkAAAAKxFSAACAlQgpAADASoQUAABgJUIKAACwEiEFAABYiZACAACsREgBAABWIqQAAAArEVIAAICVoh5SampqFBcXp/Lycqft3LlzKi0tVVpamkaOHKni4mK1t7dHuxQAADCIRDWkHDp0SD/60Y/0pS99Kax9+fLl2rlzp7Zt26Z9+/bpzJkzmjdvXjRLAQAAg0zUQkp3d7dKSkr04osv6tprr3XaA4GAXnrpJT399NO65557NHnyZG3cuFG/+tWvdODAgWiVAwAABpmohZTS0lIVFRWpoKAgrL25uVl9fX1h7Tk5OcrKylJjY2O/c/X29ioYDIYdAABgaHNFY9KtW7fqyJEjOnTo0EV9fr9fCQkJSklJCWv3er3y+/39zlddXa3vfe970SgVAABYKuI7KW1tbXrooYe0efNmJSUlRWTOyspKBQIB52hra4vIvAAAwF4RDynNzc3q6OjQbbfdJpfLJZfLpX379mnt2rVyuVzyer06f/68urq6wp7X3t4un8/X75yJiYlyu91hBwAAGNoi/nHP9OnT9Zvf/CasbdGiRcrJydFjjz2mzMxMDR8+XPX19SouLpYktbS06PTp08rPz490OQAAYJCKeEgZNWqUbrnllrC2ESNGKC0tzWlfvHixKioqlJqaKrfbrWXLlik/P1933nlnpMsBAACDVFROnP08zzzzjOLj41VcXKze3l4VFhbq+eefj0UpAADAUnHGGBPrIgYqGAzK4/EoEAhE5fyUMSt2R3xOAHY4VVMU6xKAq9ZAf39z7x4AAGAlQgoAALASIQUAAFiJkAIAAKxESAEAAFYipAAAACsRUgAAgJUIKQAAwEqEFAAAYCVCCgAAsFJM7t0DAENNNG+nwVf542rFTgoAALASIQUAAFiJkAIAAKxESAEAAFYipAAAACtxdQ8AXKW4Igm2YycFAABYiZACAACsREgBAABWIqQAAAArEVIAAICVCCkAAMBKhBQAAGAlQgoAALASIQUAAFiJkAIAAKzE1+IDuKpE86vgAUQWOykAAMBKhBQAAGAlQgoAALBSxM9Jqa6u1iuvvKL33ntPycnJmjJlilavXq2bbrrJGXPu3Dk9/PDD2rp1q3p7e1VYWKjnn39eXq830uUAwKA3GM+jiVbNp2qKojIv7BTxnZR9+/aptLRUBw4c0J49e9TX16e//Mu/VE9PjzNm+fLl2rlzp7Zt26Z9+/bpzJkzmjdvXqRLAQAAg1jEd1Lq6urCHm/atEnp6elqbm7Wl7/8ZQUCAb300kvasmWL7rnnHknSxo0bNW7cOB04cEB33nlnpEsCACCm2Fm6PFE/JyUQCEiSUlNTJUnNzc3q6+tTQUGBMyYnJ0dZWVlqbGzsd47e3l4Fg8GwAwAADG1RDSmhUEjl5eWaOnWqbrnlFkmS3+9XQkKCUlJSwsZ6vV75/f5+56murpbH43GOzMzMaJYNAAAsENWQUlpaqrfffltbt269onkqKysVCASco62tLUIVAgAAW0XtG2fLysq0a9cuNTQ06Prrr3fafT6fzp8/r66urrDdlPb2dvl8vn7nSkxMVGJiYrRKBQAAFor4TooxRmVlZdq+fbv27t2r7OzssP7Jkydr+PDhqq+vd9paWlp0+vRp5efnR7ocAAAwSEV8J6W0tFRbtmzRz3/+c40aNco5z8Tj8Sg5OVkej0eLFy9WRUWFUlNT5Xa7tWzZMuXn53NlDwAAcEQ8pGzYsEGSdNddd4W1b9y4Ud/4xjckSc8884zi4+NVXFwc9mVuAAAAn4p4SDHGfO6YpKQkrV+/XuvXr4/0ywMAgCGCe/cAAAArRe3qHgAABpPBeI+koY6dFAAAYCVCCgAAsBIhBQAAWImQAgAArERIAQAAVuLqHgDAoMEVOOGiuR6naoqiNvelYicFAABYiZACAACsREgBAABWIqQAAAArEVIAAICVCCkAAMBKhBQAAGAlQgoAALASIQUAAFiJkAIAAKxESAEAAFYipAAAACsRUgAAgJUIKQAAwEqEFAAAYCVCCgAAsBIhBQAAWImQAgAArERIAQAAViKkAAAAKxFSAACAlQgpAADASjENKevXr9eYMWOUlJSkvLw8HTx4MJblAAAAi8QspPzLv/yLKioq9N3vfldHjhzRxIkTVVhYqI6OjliVBAAALBKzkPL0009ryZIlWrRokcaPH6/a2lpdc801+vGPfxyrkgAAgEVcsXjR8+fPq7m5WZWVlU5bfHy8CgoK1NjYeNH43t5e9fb2Oo8DgYAkKRgMRqW+UO/HUZkXAIDBIhq/Yz+d0xhzSeNjElJ++9vf6sKFC/J6vWHtXq9X77333kXjq6ur9b3vfe+i9szMzKjVCADA1czzbPTmPnv2rDwez+eOi0lIGajKykpVVFQ4j0OhkDo7O5WWlqa4uLhLnicYDCozM1NtbW1yu93RKBX9YN1jg3WPDdY9Nlj32BjouhtjdPbsWWVkZFzS/DEJKdddd52GDRum9vb2sPb29nb5fL6LxicmJioxMTGsLSUl5bJf3+1285c4Blj32GDdY4N1jw3WPTYGsu6XsoPyqZicOJuQkKDJkyervr7eaQuFQqqvr1d+fn4sSgIAAJaJ2cc9FRUVWrhwoXJzc3XHHXfo2WefVU9PjxYtWhSrkgAAgEViFlK+9rWv6b//+7+1cuVK+f1+3Xrrraqrq7voZNpISkxM1He/+92LPjpCdLHuscG6xwbrHhuse2xEe93jzKVeBwQAAPAF4t49AADASoQUAABgJUIKAACwEiEFAABY6aoKKevXr9eYMWOUlJSkvLw8HTx4MNYlDRnV1dW6/fbbNWrUKKWnp2vu3LlqaWkJG3Pu3DmVlpYqLS1NI0eOVHFx8UVf6IcrU1NTo7i4OJWXlzttrHt0fPjhh/r617+utLQ0JScna8KECTp8+LDTb4zRypUrNXr0aCUnJ6ugoEAnTpyIYcWD34ULF1RVVaXs7GwlJyfrxhtv1Pe///2w+8Cw7leuoaFBs2fPVkZGhuLi4rRjx46w/ktZ487OTpWUlMjtdislJUWLFy9Wd3f3wIsxV4mtW7eahIQE8+Mf/9i88847ZsmSJSYlJcW0t7fHurQhobCw0GzcuNG8/fbb5ujRo2bWrFkmKyvLdHd3O2MeeOABk5mZaerr683hw4fNnXfeaaZMmRLDqoeWgwcPmjFjxpgvfelL5qGHHnLaWffI6+zsNDfccIP5xje+YZqamsz7779vXnvtNXPy5ElnTE1NjfF4PGbHjh3mrbfeMvfee6/Jzs42v/vd72JY+eC2atUqk5aWZnbt2mVaW1vNtm3bzMiRI81zzz3njGHdr9y//du/mccff9y88sorRpLZvn17WP+lrPGMGTPMxIkTzYEDB8wvf/lL82d/9mfm/vvvH3AtV01IueOOO0xpaanz+MKFCyYjI8NUV1fHsKqhq6Ojw0gy+/btM8YY09XVZYYPH262bdvmjDl27JiRZBobG2NV5pBx9uxZM3bsWLNnzx7zF3/xF05IYd2j47HHHjPTpk37g/2hUMj4fD7zgx/8wGnr6uoyiYmJ5qc//ekXUeKQVFRUZL75zW+Gtc2bN8+UlJQYY1j3aPhsSLmUNX733XeNJHPo0CFnzC9+8QsTFxdnPvzwwwG9/lXxcc/58+fV3NysgoICpy0+Pl4FBQVqbGyMYWVDVyAQkCSlpqZKkpqbm9XX1xf2M8jJyVFWVhY/gwgoLS1VUVFR2PpKrHu0vPrqq8rNzdVXvvIVpaena9KkSXrxxRed/tbWVvn9/rB193g8ysvLY92vwJQpU1RfX6/jx49Lkt566y3t379fM2fOlMS6fxEuZY0bGxuVkpKi3NxcZ0xBQYHi4+PV1NQ0oNcbFHdBvlK//e1vdeHChYu+zdbr9eq9996LUVVDVygUUnl5uaZOnapbbrlFkuT3+5WQkHDRjSG9Xq/8fn8Mqhw6tm7dqiNHjujQoUMX9bHu0fH+++9rw4YNqqio0N///d/r0KFDevDBB5WQkKCFCxc6a9vfvzms++VbsWKFgsGgcnJyNGzYMF24cEGrVq1SSUmJJLHuX4BLWWO/36/09PSwfpfLpdTU1AH/HK6KkIIvVmlpqd5++23t378/1qUMeW1tbXrooYe0Z88eJSUlxbqcq0YoFFJubq6efPJJSdKkSZP09ttvq7a2VgsXLoxxdUPXz372M23evFlbtmzRzTffrKNHj6q8vFwZGRms+xB1VXzcc91112nYsGEXXdHQ3t4un88Xo6qGprKyMu3atUuvv/66rr/+eqfd5/Pp/Pnz6urqChvPz+DKNDc3q6OjQ7fddptcLpdcLpf27duntWvXyuVyyev1su5RMHr0aI0fPz6sbdy4cTp9+rQkOWvLvzmR9cgjj2jFihWaP3++JkyYoAULFmj58uWqrq6WxLp/ES5ljX0+nzo6OsL6P/nkE3V2dg7453BVhJSEhARNnjxZ9fX1TlsoFFJ9fb3y8/NjWNnQYYxRWVmZtm/frr179yo7Ozusf/LkyRo+fHjYz6ClpUWnT5/mZ3AFpk+frt/85jc6evSoc+Tm5qqkpMT5M+seeVOnTr3oEvvjx4/rhhtukCRlZ2fL5/OFrXswGFRTUxPrfgU+/vhjxceH/9oaNmyYQqGQJNb9i3Apa5yfn6+uri41Nzc7Y/bu3atQKKS8vLyBveAVnfY7iGzdutUkJiaaTZs2mXfffdcsXbrUpKSkGL/fH+vShoRvfetbxuPxmDfeeMN89NFHzvHxxx87Yx544AGTlZVl9u7daw4fPmzy8/NNfn5+DKsemv7v1T3GsO7RcPDgQeNyucyqVavMiRMnzObNm80111xj/vmf/9kZU1NTY1JSUszPf/5z8+tf/9rMmTOHS2Gv0MKFC82f/MmfOJcgv/LKK+a6664zjz76qDOGdb9yZ8+eNW+++aZ58803jSTz9NNPmzfffNN88MEHxphLW+MZM2aYSZMmmaamJrN//34zduxYLkH+POvWrTNZWVkmISHB3HHHHebAgQOxLmnIkNTvsXHjRmfM7373O/Ptb3/bXHvtteaaa64x9913n/noo49iV/QQ9dmQwrpHx86dO80tt9xiEhMTTU5OjnnhhRfC+kOhkKmqqjJer9ckJiaa6dOnm5aWlhhVOzQEg0Hz0EMPmaysLJOUlGT+9E//1Dz++OOmt7fXGcO6X7nXX3+933/PFy5caIy5tDX+n//5H3P//febkSNHGrfbbRYtWmTOnj074FrijPk/X9UHAABgiavinBQAADD4EFIAAICVCCkAAMBKhBQAAGAlQgoAALASIQUAAFiJkAIAAKxESAEAAFYipAAAACsRUgAAgJUIKQAAwEqEFAAAYKX/BwmLXsyIoFrZAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_ = plt.hist(posterior_mean.flatten(), bins=20)\n", + "plt.title(\"posterior means\")\n", + "#plt.vlines(posterior_mean.mean() - posterior_std_of_means, ymin=0, ymax=200, linestyles=\"dotted\", color=\"red\")\n", + "#plt.vlines(posterior_mean.mean() + posterior_std_of_means, ymin=0, ymax=200, linestyles=\"dotted\", color=\"red\")\n", + "#print(posterior_mean.mean())" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.9.15 ('.venv': venv)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + }, + "vscode": { + "interpreter": { + "hash": "67b7023408d2dbdcdda6c9047d90ec2f795752889b34f6f4e95aae83166bde6a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Lukes_folder/6wxb/6wxb_loss b/Lukes_folder/6wxb/6wxb_loss new file mode 100644 index 0000000..7cb9129 Binary files /dev/null and b/Lukes_folder/6wxb/6wxb_loss differ diff --git a/Lukes_folder/6wxb/6wxb_no_fft_loss b/Lukes_folder/6wxb/6wxb_no_fft_loss new file mode 100644 index 0000000..b874da7 Binary files /dev/null and b/Lukes_folder/6wxb/6wxb_no_fft_loss differ diff --git a/Lukes_folder/image_params_mixed_training.json b/Lukes_folder/6wxb/6wxb_params/image_params_mixed_training.json similarity index 59% rename from Lukes_folder/image_params_mixed_training.json rename to Lukes_folder/6wxb/6wxb_params/image_params_mixed_training.json index 11996e8..269ebb5 100644 --- a/Lukes_folder/image_params_mixed_training.json +++ b/Lukes_folder/6wxb/6wxb_params/image_params_mixed_training.json @@ -3,9 +3,11 @@ "PIXEL_SIZE": 2.06, "SIGMA": [0.5, 5.0], "MODEL_FILE": "../data/protein_models/6wxb_mixed_models.npy", - "SHIFT": 40, + "SHIFT": true, "DEFOCUS": [0.5, 5.0], - "SNR": [0.01,1.0], + "SNR": [0.001, 0.1], + "RADIUS_MASK": 100, "AMP": 0.1, - "B_FACTOR": [1.0, 100.0] + "B_FACTOR": [1.0, 100.0], + "ELECWAVE": 0.019866 } diff --git a/Lukes_folder/6wxb/6wxb_params/resnet18_encoder.json b/Lukes_folder/6wxb/6wxb_params/resnet18_encoder.json new file mode 100644 index 0000000..207c7e5 --- /dev/null +++ b/Lukes_folder/6wxb/6wxb_params/resnet18_encoder.json @@ -0,0 +1,12 @@ +{"EMBEDDING": "RESNET18", +"OUT_DIM": 256, +"NUM_TRANSFORM": 5, +"NUM_HIDDEN_FLOW": 10, +"HIDDEN_DIM_FLOW": 256, +"MODEL": "NSF", +"LEARNING_RATE": 0.0005, +"CLIP_GRADIENT": 5.0, +"THETA_SHIFT": 9.5, +"THETA_SCALE": 9.5, +"BATCH_SIZE": 256 +} diff --git a/Lukes_folder/6wxb/6wxb_params/resnet18_fft_encoder.json b/Lukes_folder/6wxb/6wxb_params/resnet18_fft_encoder.json new file mode 100644 index 0000000..dfe484d --- /dev/null +++ b/Lukes_folder/6wxb/6wxb_params/resnet18_fft_encoder.json @@ -0,0 +1,12 @@ +{"EMBEDDING": "RESNET18_FFT_FILTER", +"OUT_DIM": 256, +"NUM_TRANSFORM": 5, +"NUM_HIDDEN_FLOW": 10, +"HIDDEN_DIM_FLOW": 256, +"MODEL": "NSF", +"LEARNING_RATE": 0.0003, +"CLIP_GRADIENT": 5.0, +"THETA_SHIFT": 50, +"THETA_SCALE": 50, +"BATCH_SIZE": 256 +} diff --git a/Lukes_folder/6wxb/6wxb_prior_to_posterior.ipynb b/Lukes_folder/6wxb/6wxb_prior_to_posterior.ipynb new file mode 100644 index 0000000..bd63993 --- /dev/null +++ b/Lukes_folder/6wxb/6wxb_prior_to_posterior.ipynb @@ -0,0 +1,409 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import torch\n", + "import json\n", + "\n", + "from cryo_sbi.inference.models import build_models\n", + "from cryo_sbi import CryoEmSimulator\n", + "from cryo_sbi.inference import priors\n", + "\n", + "from MMD import MMD_gaussian\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "batch_size_sampling = 100 # Batch size for sampling posterior\n", + "batch_size_latent = 1000 # Batch size for calculating latent representation\n", + "device = \"cuda\" # Device for computations\n", + "save_figures = False\n", + "\n", + "# empty cache just in case\n", + "torch.cuda.empty_cache()\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load posterior surrogate" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "train_config = json.load(open(\"../experiments/6wxb/resnet18_fft_encoder.json\"))\n", + "estimator = build_models.build_npe_flow_model(train_config)\n", + "estimator.load_state_dict(torch.load(\"../Lukes_folder/estimator_6wxb.estimator\"))\n", + "#estimator.load_state_dict(torch.load(\"../experiments/6wxb/posterior_6wxb_mixed.estimator\")) # \"PATH_TO_NN_WEIGHTS\"\n", + "estimator.cuda()\n", + "estimator.eval();" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define a simulator" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "image_config_file = \"../experiments/6wxb/image_params_mixed_training.json\"\n", + "sim = CryoEmSimulator(image_config_file, device)\n", + "sim._config[\"SNR\"] = [0.01, 0.01] # Fixing the SNR, set range with [lower, upper]\n", + "sim._config[\"sigma\"] = [1, 1] # Fixing the SNR, set range with [lower, upper]\n", + "sim._priors = priors.get_image_priors(sim.max_index, sim._config, device=device)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1) Draw $\\theta_i \\sim q(\\theta)$ $i =1,\\ldots, M,$ where $q(\\theta)$ is some distribution not necessarily the prior $p(\\theta)$\n", + "\n", + "## 2) Simulate $y_i \\sim p(y | \\theta_i \\mid \\mathcal{M})$ for $i=1,\\ldots,M$ where $\\mathcal{M}$ consists of all of our model assumptions going into the simulator " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, '$\\\\theta$')" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAHICAYAAABkoRGaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAA620lEQVR4nO3de1yUZeL//zcHGRAcEBXIA3ioTVHMDTdFLU1JUqxMynJdT5maYWlulrZ5rMQO37JcU2tL3bLVcDtpqZmVleKJskzTtCxMBTQDPCQoc/3+6Md8HMEExZ1Lej0fj3noXPd1X/d1X3PPzHvuEz7GGCMAAACL+Hq7AwAAAKcjoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAJVs3rx58vHx0Q8//ODtrpTpyJEjuvPOOxUVFSUfHx+NGjXKq/354Ycf5OPjo3nz5nll+Z06dVKnTp28suwz+V9vQ08++aQaN24sPz8/tWrV6n+yzItNw4YNNXDgQG934w+FgAKrbNu2TZMmTbL2y70qmDp1qubNm6fhw4frlVdeUb9+/bzdpYvSsWPHNGnSJH388cfe7sp5ef/99/XAAw+offv2mjt3rqZOnertLlUp+/bt06RJk7R582Zvd+Wi4+/tDgCn2rZtmyZPnqxOnTqpYcOG3u5OlfThhx+qbdu2mjhxore7IkmKiYnRr7/+qmrVqnm7KxVy7NgxTZ48WZKs2wNTER9++KF8fX310ksvKSAgwNvdqXL27dunyZMnq2HDhuydqiD2oPwBGWP066+/ersb/1NHjx71dheskZubq7CwsEpr7+TJkyoqKjrn+X18fBQYGCg/P79K69MfWUW39dzcXAUFBVVqODl27FiltYU/LgKKZSZNmiQfHx9t375dvXv3ltPpVK1atTRy5EgdP37co+7cuXPVuXNnRUREyOFwKDY2VrNmzSrVZsOGDdWjRw+tWLFCrVu3VlBQkObMmXNObXz88cfuNuLi4ty7t9944w3FxcUpMDBQ8fHx+uKLL0q1sX37dt1yyy0KDw9XYGCgWrdurXfeecc9fd68ebr11lslSddee618fHzk4+PjsQt92bJluvrqqxUcHKwaNWooOTlZW7du9VjOwIEDFRISou+++07du3dXjRo11Ldv3zLHe/HixfLx8dHq1atLTZszZ458fHz09ddfS5K++uorDRw4UI0bN1ZgYKCioqJ0xx136Oeffy6z7VP5+Pho0qRJpcrLOq6dl5enUaNGqUGDBnI4HLr00kv1+OOPy+VyedRbuHCh4uPjVaNGDTmdTsXFxenZZ589Yx8+/vhj+fj4aPfu3Xr33Xfd41tyOC03N1eDBw9WZGSkAgMDdcUVV2j+/PkebZScL/LUU09p+vTpatKkiRwOh7Zt23bG5a5cuVIdOnRQWFiYQkJCdPnll+uhhx4q1eap56CUvIZZWVnq0aOHQkJCVK9ePc2cOVOStGXLFnXu3FnBwcGKiYnRa6+95rHMkvfR6cpzbkdRUZEmTJig+Ph4hYaGKjg4WFdffbU++ugjjz7XqVNHkjR58mT3WJ76Gp9tey+xdetWde7cWUFBQapfv74effTRUq/1mfzetu5yuTR9+nQ1b95cgYGBioyM1LBhw/TLL7+45/fx8dHcuXN19OhR9zqc+jq8+uqrio+PV1BQkMLDw3X77bdrz549Hn3o1KmTWrRooczMTF1zzTWqXr26+/UtLCzUxIkTdemll8rhcKhBgwZ64IEHVFhY6NGGj4+PRowYobfeekstWrSQw+FQ8+bNtXz58lLrvHfvXg0ePFh169aVw+FQo0aNNHz4cI+QXN73UFmMMXr00UdVv359Va9eXddee22pzxhJOnTokO6//37FxcUpJCRETqdT3bp105dffumu8/HHH+svf/mLJGnQoEGlxvjTTz/VrbfequjoaPf43HfffX+4H5BnwiEeS/Xu3VsNGzZUWlqa1q1bp+eee06//PKL/v3vf7vrzJo1S82bN9eNN94of39/LVmyRHfffbdcLpdSU1M92tuxY4f69OmjYcOGaciQIbr88ssr3MauXbv017/+VcOGDdPf/vY3PfXUU7rhhhs0e/ZsPfTQQ7r77rslSWlpaerdu7d27NghX9/fMvDWrVvVvn171atXT2PHjlVwcLBef/119ezZU//97391880365prrtG9996r5557Tg899JCaNWsmSe5/X3nlFQ0YMEBJSUl6/PHHdezYMc2aNUsdOnTQF1984XFI6OTJk0pKSlKHDh301FNPqXr16mWOc3JyskJCQvT666+rY8eOHtMWLVqk5s2bq0WLFpJ++6L9/vvvNWjQIEVFRWnr1q164YUXtHXrVq1bt67ML8SKOnbsmDp27Ki9e/dq2LBhio6O1tq1azVu3Djt379f06dPd/elT58+6tKlix5//HFJ0jfffKM1a9Zo5MiRZbbdrFkzvfLKK7rvvvtUv359/f3vf5ck1alTR7/++qs6deqkXbt2acSIEWrUqJHS09M1cOBA5eXllWpz7ty5On78uIYOHSqHw6Hw8PAyl7l161b16NFDLVu21JQpU+RwOLRr1y6tWbPmrGNRXFysbt266ZprrtETTzyhBQsWaMSIEQoODtY//vEP9e3bV7169dLs2bPVv39/JSQkqFGjRuUd6jMqKCjQv/71L/Xp00dDhgzR4cOH9dJLLykpKUkbNmxQq1atVKdOHc2aNUvDhw/XzTffrF69ekmSWrZs6V7vs23vkpSdna1rr71WJ0+edNd74YUXFBQUVO7+nmlbHzZsmObNm6dBgwbp3nvv1e7du/XPf/5TX3zxhdasWaNq1arplVde0QsvvKANGzboX//6lySpXbt2kqTHHntM48ePV+/evXXnnXfqwIEDmjFjhq655hp98cUXHnvhfv75Z3Xr1k233367/va3vykyMlIul0s33nijPvvsMw0dOlTNmjXTli1b9Mwzz+jbb7/VW2+95bEen332md544w3dfffdqlGjhp577jmlpKQoKytLtWrVkvTb4ZKrrrpKeXl5Gjp0qJo2baq9e/dq8eLFOnbsmAICAsr9HjqTCRMm6NFHH1X37t3VvXt3ff755+ratWupvYTff/+93nrrLd16661q1KiRcnJyNGfOHHXs2FHbtm1T3bp11axZM02ZMkUTJkzQ0KFDdfXVV3uMcXp6uo4dO6bhw4erVq1a2rBhg2bMmKGffvpJ6enp5d4GqiwDq0ycONFIMjfeeKNH+d13320kmS+//NJdduzYsVLzJyUlmcaNG3uUxcTEGElm+fLlpepXtI21a9e6y1asWGEkmaCgIPPjjz+6y+fMmWMkmY8++shd1qVLFxMXF2eOHz/uLnO5XKZdu3bmsssuc5elp6eXmtcYYw4fPmzCwsLMkCFDPMqzs7NNaGioR/mAAQOMJDN27NhS61aWPn36mIiICHPy5El32f79+42vr6+ZMmWKu6yssfrPf/5jJJlPPvnEXTZ37lwjyezevdtdJslMnDix1PwxMTFmwIAB7uePPPKICQ4ONt9++61HvbFjxxo/Pz+TlZVljDFm5MiRxul0evS5vGJiYkxycrJH2fTp040k8+qrr7rLioqKTEJCggkJCTEFBQXGGGN2795tJBmn02lyc3PPuqxnnnnGSDIHDhw4Y52SNufOnesuK3kNp06d6i775ZdfTFBQkPHx8TELFy50l2/fvr3U+Ja8j05X1mvTsWNH07FjR/fzkydPmsLCQo/5fvnlFxMZGWnuuOMOd9mBAwfO+LqWd3sfNWqUkWTWr1/vLsvNzTWhoaGl+lmWM23rn376qZFkFixY4FG+fPnyUuUDBgwwwcHBHvV++OEH4+fnZx577DGP8i1bthh/f3+P8o4dOxpJZvbs2R51X3nlFePr62s+/fRTj/LZs2cbSWbNmjXuMkkmICDA7Nq1y1325ZdfGklmxowZ7rL+/fsbX19fs3HjxlJj4XK5jDHlfw+VJTc31wQEBJjk5GR3e8YY89BDDxlJHu/V48ePm+LiYo/5d+/ebRwOh8fnxsaNG0tt3yXK+kxJS0szPj4+Hp+pf1Qc4rHU6Xsv7rnnHknSe++95y479VdWfn6+Dh48qI4dO+r7779Xfn6+x/yNGjVSUlJSqeVUpI3Y2FglJCS4n7dp00aS1LlzZ0VHR5cq//777yX9tiv0ww8/VO/evXX48GEdPHhQBw8e1M8//6ykpCTt3LlTe/fu/d3xWLlypfLy8tSnTx/3/AcPHpSfn5/atGnjsfu9xPDhw3+3zRK33XabcnNzPQ4lLV68WC6XS7fddpu77NSxOn78uA4ePKi2bdtKkj7//PNyLets0tPTdfXVV6tmzZoe65mYmKji4mJ98sknkqSwsDAdPXpUK1eurJTlvvfee4qKilKfPn3cZdWqVdO9996rI0eOlDoElpKS4j7E8XtKfmW//fbb5T5scao777zTo63LL79cwcHB6t27t7v88ssvV1hYmHt7O19+fn7u8zFcLpcOHTqkkydPqnXr1uV6nSuyvb/33ntq27atrrrqKvf8derUOeMhyTM5fVtPT09XaGiorrvuOo/tKD4+XiEhIWW+X071xhtvyOVyqXfv3h7zR0VF6bLLLis1v8Ph0KBBg0r1oVmzZmratKlHG507d5akUm0kJiaqSZMm7uctW7aU0+l0v64ul0tvvfWWbrjhBrVu3bpUn0v2YJb3PVSWDz74QEVFRbrnnns89oiWdSm+w+Fw7yEuLi7Wzz//7D6EWd7Pg1M/U44ePaqDBw+qXbt2MsaUeZj8j4ZDPJa67LLLPJ43adJEvr6+HsfO16xZo4kTJyojI6PUSWn5+fkKDQ11Pz/Tru+KtHFqCJHkntagQYMyy0uOde/atUvGGI0fP17jx48vsx+5ubmqV69emdMkaefOnZLk/nA7ndPp9Hju7++v+vXrn7G9U11//fUKDQ3VokWL1KVLF0m/Hd5p1aqV/vSnP7nrHTp0SJMnT9bChQuVm5vr0cbpYe5c7dy5U1999dUZv/xLlnv33Xfr9ddfV7du3VSvXj117dpVvXv31vXXX39Oy/3xxx912WWXuT9wS5QcXvvxxx89yst7KOW2227Tv/71L915550aO3asunTpol69eumWW24ptazTBQYGlhqH0NBQ1a9fv9ThtNDQUI9zK87X/Pnz9f/+3//T9u3bdeLECXd5eda7Itv7jz/+6A70pyo5BFseZW3rO3fuVH5+viIiIs64/N+zc+dOGWNKfQ6VOP2Kq3r16pU6yXbnzp365ptvzrotlzj980WSatas6X5dDxw4oIKCAvch19/re3neQ2Up2c5PX+86deqoZs2aHmUul0vPPvusnn/+ee3evVvFxcXuaSWHpM4mKytLEyZM0DvvvFNq+62sz5SLGQHlInH6B/J3332nLl26qGnTpnr66afVoEEDBQQE6L333tMzzzxT6tdqWce0K9rGma6yOFO5MUaS3O3cf//9Ze7FkaRLL720zPISJW288sorioqKKjXd399zUz71183ZOBwO9ezZU2+++aaef/555eTkaM2aNaXuB9G7d2+tXbtWY8aMUatWrRQSEiKXy6Xrr7/+nPYOSPL4UJN+W8/rrrtODzzwQJn1SwJTRESENm/erBUrVmjZsmVatmyZ5s6dq/79+5c6sfVCKO85EkFBQfrkk0/00Ucf6d1339Xy5cu1aNEide7cWe+///7vXrlzrtubVPr9UuL08S7Lq6++qoEDB6pnz54aM2aMIiIi5Ofnp7S0NH333Xdnnb8ytveKKGtbd7lcioiI0IIFC8qc52x7v1wul3x8fLRs2bIyxzskJMTjeVnbg8vlUlxcnJ5++ukyl3H6D5vyvK7lUd730PmaOnWqxo8frzvuuEOPPPKIwsPD5evrq1GjRpXr86C4uFjXXXedDh06pAcffFBNmzZVcHCw9u7dq4EDB57zZ0pVQkCx1M6dOz1+re3atUsul8t9IuiSJUtUWFiod955x+OXx9l23Z6qMtooj8aNG0v67VdXYmLi79Y90xdLya7fiIiIs7ZxLm677TbNnz9fq1at0jfffCNjjMfhnV9++UWrVq3S5MmTNWHCBHd5yZ6ds6lZs6by8vI8yoqKirR//36PsiZNmujIkSPlWseAgADdcMMNuuGGG+RyuXT33Xdrzpw5Gj9+fIW/AGNiYvTVV1/J5XJ5fNlt377dPf1c+fr6qkuXLurSpYuefvppTZ06Vf/4xz/00UcfXZDXUpL7125eXp7HyZyn7wkqy+LFi9W4cWO98cYbHtvj6feNOdO2WpHtPSYmpsxtaMeOHWft5+9p0qSJPvjgA7Vv375CJ9yeOr8xRo0aNTrnL/QmTZroyy+/VJcuXSrlBPI6derI6XS6r6r7veWW9z10upLtfOfOne7XUfpt783pezgWL16sa6+9Vi+99JJHeV5enmrXru1+fqZ137Jli7799lvNnz9f/fv3d5dX1mHbqoBzUCxVcjlliRkzZkiSunXrJun/fm2c+usiPz9fc+fOLfcyKqON8oiIiFCnTp00Z86cUl/I0m9v/hLBwcGSVOrLPCkpSU6nU1OnTvXY5V5WG+ciMTFR4eHhWrRokRYtWqSrrrrKIyCWNVaSznpFQIkmTZqUOvb9wgsvlPpF37t3b2VkZGjFihWl2sjLy9PJkyclqdSlzb6+vu4rSE6/hLM8unfvruzsbC1atMhddvLkSc2YMUMhISGlrnAqr0OHDpUqK7lZ1bn0s7xKAu2pY3706NFy7V0q67Vev369MjIyPOqVXC1z+rZake29e/fuWrdunTZs2OAx/Ux7Psqrd+/eKi4u1iOPPFJq2smTJ0v1+XS9evWSn5+fJk+eXGqbN8aU69L63r17a+/evXrxxRdLTfv1118rfL8WX19f9ezZU0uWLNGmTZtKTS/pZ3nfQ2VJTExUtWrVNGPGDI/1Lut97ufnV2ps0tPTS51Pd6bPtLK2M2PM794q4I+GPSiW2r17t2688UZdf/31ysjI0Kuvvqq//vWvuuKKKyRJXbt2df+CHjZsmI4cOaIXX3xRERERZX4olqUy2iivmTNnqkOHDoqLi9OQIUPUuHFj5eTkKCMjQz/99JP73gGtWrWSn5+fHn/8ceXn58vhcLjv0zJr1iz169dPV155pW6//XbVqVNHWVlZevfdd9W+fXv985//POf+VatWTb169dLChQt19OhRPfXUUx7TnU6n+3LXEydOqF69enr//fe1e/fucrV/55136q677lJKSoquu+46ffnll1qxYoXHLy1JGjNmjN555x316NFDAwcOVHx8vI4ePaotW7Zo8eLF+uGHH1S7dm3deeedOnTokDp37qz69evrxx9/1IwZM9SqVSv3eSMVMXToUM2ZM0cDBw5UZmamGjZsqMWLF2vNmjWaPn26atSoUeE2JWnKlCn65JNPlJycrJiYGOXm5ur5559X/fr11aFDh3Nqszy6du2q6OhoDR48WGPGjJGfn59efvll9zbze3r06KE33nhDN998s5KTk7V7927Nnj1bsbGxOnLkiLteUFCQYmNjtWjRIv3pT39SeHi4WrRooRYtWpR7e3/ggQf0yiuv6Prrr9fIkSPdlxmX7NE6Vx07dtSwYcOUlpamzZs3q2vXrqpWrZp27typ9PR0Pfvss7rlllvOOH+TJk306KOPaty4cfrhhx/Us2dP1ahRQ7t379abb76poUOH6v777//dPvTr10+vv/667rrrLn300Udq3769iouLtX37dr3++uvu+zJVxNSpU/X++++rY8eO7kuX9+/fr/T0dH322WcKCwsr93uoLHXq1NH999+vtLQ09ejRQ927d9cXX3yhZcuWlZqnR48emjJligYNGqR27dppy5YtWrBggceel5KxDAsL0+zZs1WjRg0FBwerTZs2atq0qZo0aaL7779fe/fuldPp1H//+99KPZfqove/vWgIZ1NyeeS2bdvMLbfcYmrUqGFq1qxpRowYYX799VePuu+8845p2bKlCQwMNA0bNjSPP/64efnll0tdnljWZaWV1YYkk5qa6lFWctnok08+6VH+3Xffmf79+5uoqChTrVo1U69ePdOjRw+zePFij3ovvviiady4sfHz8yt1yfFHH31kkpKSTGhoqAkMDDRNmjQxAwcONJs2bXLXKeuyyfJYuXKlkWR8fHzMnj17Sk3/6aefzM0332zCwsJMaGioufXWW82+fftKXWpa1qWsxcXF5sEHHzS1a9c21atXN0lJSWbXrl2lLjM25rdLqseNG2cuvfRSExAQYGrXrm3atWtnnnrqKVNUVGSMMWbx4sWma9euJiIiwgQEBJjo6GgzbNgws3///rOu55ley5ycHDNo0CBTu3ZtExAQYOLi4kpdGnmm1/ZMVq1aZW666SZTt25dExAQYOrWrWv69OnjcQnomS4zLus17Nixo2nevHm51ikzM9O0adPGPT5PP/10uS4zdrlcZurUqSYmJsY4HA7z5z//2SxdutQMGDDAxMTEeCxj7dq1Jj4+3gQEBJTaDsq7vX/11VemY8eOJjAw0NSrV8888sgj5qWXXir3Zca/t62/8MILJj4+3gQFBZkaNWqYuLg488ADD5h9+/aVq43//ve/pkOHDiY4ONgEBwebpk2bmtTUVLNjxw6P8SvrNTHmt0vVH3/8cdO8eXPjcDhMzZo1TXx8vJk8ebLJz8931yvrc8SY0pfhG2PMjz/+aPr372/q1KljHA6Hady4sUlNTfW4NLw876EzKS4uNpMnTzaXXHKJCQoKMp06dTJff/11qb4cP37c/P3vf3fXa9++vcnIyCi1PRljzNtvv21iY2ONv7+/x7a+bds2k5iYaEJCQkzt2rXNkCFD3JdXl3VZ8h+NjzEVPAMJF9SkSZM0efJkHThw4IwpHwCAqo5zUAAAgHUIKAAAwDoEFAAAYB3OQQEAANZhDwoAALAOAQUAAFjnorxRm8vl0r59+1SjRo1KuYUyAAC48IwxOnz4sOrWrXvWv5d2UQaUffv2lfpDUwAA4OKwZ8+es/7F+YsyoJTcdnvPnj1yOp1e7g0AACiPgoICNWjQoFx/PuOiDCglh3WcTicBBQCAi0x5Ts/gJFkAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdfy93YE/moZj372g7f8wLfmCtg8AsENV/z5hDwoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANbx93YHgFM1HPvuBWv7h2nJF6xtAEDlIqAAAM7ZhfxRIfHD4o+MQzwAAMA6BBQAAGAdDvEAgBdxiAQoGwGlDBf6AwPewRcBAFw8CCgAAFwA/Ng9PxU6B2XSpEny8fHxeDRt2tQ9/fjx40pNTVWtWrUUEhKilJQU5eTkeLSRlZWl5ORkVa9eXRERERozZoxOnjxZOWsDAACqhArvQWnevLk++OCD/2vA//+auO+++/Tuu+8qPT1doaGhGjFihHr16qU1a9ZIkoqLi5WcnKyoqCitXbtW+/fvV//+/VWtWjVNnTq1ElYHAABUBRUOKP7+/oqKiipVnp+fr5deekmvvfaaOnfuLEmaO3eumjVrpnXr1qlt27Z6//33tW3bNn3wwQeKjIxUq1at9Mgjj+jBBx/UpEmTFBAQcP5rBAAALnoVvsx4586dqlu3rho3bqy+ffsqKytLkpSZmakTJ04oMTHRXbdp06aKjo5WRkaGJCkjI0NxcXGKjIx010lKSlJBQYG2bt16vusCAACqiArtQWnTpo3mzZunyy+/XPv379fkyZN19dVX6+uvv1Z2drYCAgIUFhbmMU9kZKSys7MlSdnZ2R7hpGR6ybQzKSwsVGFhoft5QUFBRboNAAAuMhUKKN26dXP/v2XLlmrTpo1iYmL0+uuvKygoqNI7VyItLU2TJ0++YO0DuLC4xBtARZ3XnWTDwsL0pz/9Sbt27VJUVJSKioqUl5fnUScnJ8d9zkpUVFSpq3pKnpd1XkuJcePGKT8/3/3Ys2fP+XQbAABY7rzug3LkyBF999136tevn+Lj41WtWjWtWrVKKSkpkqQdO3YoKytLCQkJkqSEhAQ99thjys3NVUREhCRp5cqVcjqdio2NPeNyHA6HHA7H+XQVQBXGHhqg6qlQQLn//vt1ww03KCYmRvv27dPEiRPl5+enPn36KDQ0VIMHD9bo0aMVHh4up9Ope+65RwkJCWrbtq0kqWvXroqNjVW/fv30xBNPKDs7Ww8//LBSU1MJIAAAwK1CAeWnn35Snz599PPPP6tOnTrq0KGD1q1bpzp16kiSnnnmGfn6+iolJUWFhYVKSkrS888/757fz89PS5cu1fDhw5WQkKDg4GANGDBAU6ZMqdy1AgAAF7UKBZSFCxf+7vTAwEDNnDlTM2fOPGOdmJgYvffeexVZLIALjFty44+I7d5u53WSLAAAwIVAQAEAANbhrxmjQtglClxceM/iYsUeFAAAYB0CCgAAsA4BBQAAWIdzUKoYjjcDlY/3FfC/xx4UAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADW4Soe4CLBlSQA/kjYgwIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1uFW90Al4Vb0AFB52IMCAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAO90EBAFiL+wv9cbEHBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOucV0CZNm2afHx8NGrUKHfZ8ePHlZqaqlq1aikkJEQpKSnKycnxmC8rK0vJycmqXr26IiIiNGbMGJ08efJ8ugIAAKqQcw4oGzdu1Jw5c9SyZUuP8vvuu09LlixRenq6Vq9erX379qlXr17u6cXFxUpOTlZRUZHWrl2r+fPna968eZowYcK5rwUAAKhSzimgHDlyRH379tWLL76omjVrusvz8/P10ksv6emnn1bnzp0VHx+vuXPnau3atVq3bp0k6f3339e2bdv06quvqlWrVurWrZseeeQRzZw5U0VFRZWzVgAA4KJ2TgElNTVVycnJSkxM9CjPzMzUiRMnPMqbNm2q6OhoZWRkSJIyMjIUFxenyMhId52kpCQVFBRo69atZS6vsLBQBQUFHg8AAFB1+Vd0hoULF+rzzz/Xxo0bS03Lzs5WQECAwsLCPMojIyOVnZ3trnNqOCmZXjKtLGlpaZo8eXJFuwoAAC5SFdqDsmfPHo0cOVILFixQYGDghepTKePGjVN+fr77sWfPnv/ZsgEAwP9ehQJKZmamcnNzdeWVV8rf31/+/v5avXq1nnvuOfn7+ysyMlJFRUXKy8vzmC8nJ0dRUVGSpKioqFJX9ZQ8L6lzOofDIafT6fEAAABVV4UCSpcuXbRlyxZt3rzZ/WjdurX69u3r/n+1atW0atUq9zw7duxQVlaWEhISJEkJCQnasmWLcnNz3XVWrlwpp9Op2NjYSlotAABwMavQOSg1atRQixYtPMqCg4NVq1Ytd/ngwYM1evRohYeHy+l06p577lFCQoLatm0rSeratatiY2PVr18/PfHEE8rOztbDDz+s1NRUORyOSlotAABwMavwSbJn88wzz8jX11cpKSkqLCxUUlKSnn/+efd0Pz8/LV26VMOHD1dCQoKCg4M1YMAATZkypbK7AgAALlI+xhjj7U5UVEFBgUJDQ5Wfn39BzkdpOPbdSm8TAICLyQ/Tkiu9zYp8f/O3eAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYJ0KBZRZs2apZcuWcjqdcjqdSkhI0LJly9zTjx8/rtTUVNWqVUshISFKSUlRTk6ORxtZWVlKTk5W9erVFRERoTFjxujkyZOVszYAAKBKqFBAqV+/vqZNm6bMzExt2rRJnTt31k033aStW7dKku677z4tWbJE6enpWr16tfbt26devXq55y8uLlZycrKKioq0du1azZ8/X/PmzdOECRMqd60AAMBFzccYY86ngfDwcD355JO65ZZbVKdOHb322mu65ZZbJEnbt29Xs2bNlJGRobZt22rZsmXq0aOH9u3bp8jISEnS7Nmz9eCDD+rAgQMKCAgo1zILCgoUGhqq/Px8OZ3O8+l+mRqOfbfS2wQA4GLyw7TkSm+zIt/f53wOSnFxsRYuXKijR48qISFBmZmZOnHihBITE911mjZtqujoaGVkZEiSMjIyFBcX5w4nkpSUlKSCggL3XpiyFBYWqqCgwOMBAACqrgoHlC1btigkJEQOh0N33XWX3nzzTcXGxio7O1sBAQEKCwvzqB8ZGans7GxJUnZ2tkc4KZleMu1M0tLSFBoa6n40aNCgot0GAAAXkQoHlMsvv1ybN2/W+vXrNXz4cA0YMEDbtm27EH1zGzdunPLz892PPXv2XNDlAQAA7/Kv6AwBAQG69NJLJUnx8fHauHGjnn32Wd12220qKipSXl6ex16UnJwcRUVFSZKioqK0YcMGj/ZKrvIpqVMWh8Mhh8NR0a4CAICL1HnfB8XlcqmwsFDx8fGqVq2aVq1a5Z62Y8cOZWVlKSEhQZKUkJCgLVu2KDc3111n5cqVcjqdio2NPd+uAACAKqJCe1DGjRunbt26KTo6WocPH9Zrr72mjz/+WCtWrFBoaKgGDx6s0aNHKzw8XE6nU/fcc48SEhLUtm1bSVLXrl0VGxurfv366YknnlB2drYefvhhpaamsocEAAC4VSig5Obmqn///tq/f79CQ0PVsmVLrVixQtddd50k6ZlnnpGvr69SUlJUWFiopKQkPf/88+75/fz8tHTpUg0fPlwJCQkKDg7WgAEDNGXKlMpdKwAAcFE77/ugeAP3QQEA4MK6aO+DAgAAcKEQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoVCihpaWn6y1/+oho1aigiIkI9e/bUjh07POocP35cqampqlWrlkJCQpSSkqKcnByPOllZWUpOTlb16tUVERGhMWPG6OTJk+e/NgAAoEqoUEBZvXq1UlNTtW7dOq1cuVInTpxQ165ddfToUXed++67T0uWLFF6erpWr16tffv2qVevXu7pxcXFSk5OVlFRkdauXav58+dr3rx5mjBhQuWtFQAAuKj5GGPMuc584MABRUREaPXq1brmmmuUn5+vOnXq6LXXXtMtt9wiSdq+fbuaNWumjIwMtW3bVsuWLVOPHj20b98+RUZGSpJmz56tBx98UAcOHFBAQMBZl1tQUKDQ0FDl5+fL6XSea/fPqOHYdyu9TQAALiY/TEuu9DYr8v19Xueg5OfnS5LCw8MlSZmZmTpx4oQSExPddZo2baro6GhlZGRIkjIyMhQXF+cOJ5KUlJSkgoICbd26tczlFBYWqqCgwOMBAACqrnMOKC6XS6NGjVL79u3VokULSVJ2drYCAgIUFhbmUTcyMlLZ2dnuOqeGk5LpJdPKkpaWptDQUPejQYMG59ptAABwETjngJKamqqvv/5aCxcurMz+lGncuHHKz893P/bs2XPBlwkAALzH/1xmGjFihJYuXapPPvlE9evXd5dHRUWpqKhIeXl5HntRcnJyFBUV5a6zYcMGj/ZKrvIpqXM6h8Mhh8NxLl0FAAAXoQrtQTHGaMSIEXrzzTf14YcfqlGjRh7T4+PjVa1aNa1atcpdtmPHDmVlZSkhIUGSlJCQoC1btig3N9ddZ+XKlXI6nYqNjT2fdQEAAFVEhfagpKam6rXXXtPbb7+tGjVquM8ZCQ0NVVBQkEJDQzV48GCNHj1a4eHhcjqduueee5SQkKC2bdtKkrp27arY2Fj169dPTzzxhLKzs/Xwww8rNTWVvSQAAEBSBQPKrFmzJEmdOnXyKJ87d64GDhwoSXrmmWfk6+urlJQUFRYWKikpSc8//7y7rp+fn5YuXarhw4crISFBwcHBGjBggKZMmXJ+awIAAKqM87oPirdwHxQAAC6si/o+KAAAABcCAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxT4YDyySef6IYbblDdunXl4+Ojt956y2O6MUYTJkzQJZdcoqCgICUmJmrnzp0edQ4dOqS+ffvK6XQqLCxMgwcP1pEjR85rRQAAQNVR4YBy9OhRXXHFFZo5c2aZ05944gk999xzmj17ttavX6/g4GAlJSXp+PHj7jp9+/bV1q1btXLlSi1dulSffPKJhg4deu5rAQAAqhT/is7QrVs3devWrcxpxhhNnz5dDz/8sG666SZJ0r///W9FRkbqrbfe0u23365vvvlGy5cv18aNG9W6dWtJ0owZM9S9e3c99dRTqlu37nmsDgAAqAoq9RyU3bt3Kzs7W4mJie6y0NBQtWnTRhkZGZKkjIwMhYWFucOJJCUmJsrX11fr16+vzO4AAICLVIX3oPye7OxsSVJkZKRHeWRkpHtadna2IiIiPDvh76/w8HB3ndMVFhaqsLDQ/bygoKAyuw0AACxzUVzFk5aWptDQUPejQYMG3u4SAAC4gCo1oERFRUmScnJyPMpzcnLc06KiopSbm+sx/eTJkzp06JC7zunGjRun/Px892PPnj2V2W0AAGCZSg0ojRo1UlRUlFatWuUuKygo0Pr165WQkCBJSkhIUF5enjIzM911PvzwQ7lcLrVp06bMdh0Oh5xOp8cDAABUXRU+B+XIkSPatWuX+/nu3bu1efNmhYeHKzo6WqNGjdKjjz6qyy67TI0aNdL48eNVt25d9ezZU5LUrFkzXX/99RoyZIhmz56tEydOaMSIEbr99tu5ggcAAEg6h4CyadMmXXvtte7no0ePliQNGDBA8+bN0wMPPKCjR49q6NChysvLU4cOHbR8+XIFBga651mwYIFGjBihLl26yNfXVykpKXruuecqYXUAAEBV4GOMMd7uREUVFBQoNDRU+fn5F+RwT8Ox71Z6mwAAXEx+mJZc6W1W5Pv7oriKBwAA/LEQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDoEFAAAYB0CCgAAsA4BBQAAWIeAAgAArENAAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAEAANYhoAAAAOsQUAAAgHUIKAAAwDpeDSgzZ85Uw4YNFRgYqDZt2mjDhg3e7A4AALCE1wLKokWLNHr0aE2cOFGff/65rrjiCiUlJSk3N9dbXQIAAJbwWkB5+umnNWTIEA0aNEixsbGaPXu2qlevrpdfftlbXQIAAJbwSkApKipSZmamEhMT/68jvr5KTExURkaGN7oEAAAs4u+NhR48eFDFxcWKjIz0KI+MjNT27dtL1S8sLFRhYaH7eX5+viSpoKDggvTPVXjsgrQLAMDF4kJ8x5a0aYw5a12vBJSKSktL0+TJk0uVN2jQwAu9AQCg6gudfuHaPnz4sEJDQ3+3jlcCSu3ateXn56ecnByP8pycHEVFRZWqP27cOI0ePdr93OVy6dChQ6pVq5Z8fHwqtW8FBQVq0KCB9uzZI6fTWalt4/cx9t7BuHsPY+89jL13GGN0+PBh1a1b96x1vRJQAgICFB8fr1WrVqlnz56Sfgsdq1at0ogRI0rVdzgccjgcHmVhYWEXtI9Op5ON1ksYe+9g3L2Hsfcexv5/72x7Tkp47RDP6NGjNWDAALVu3VpXXXWVpk+frqNHj2rQoEHe6hIAALCE1wLKbbfdpgMHDmjChAnKzs5Wq1attHz58lInzgIAgD8er54kO2LEiDIP6XiTw+HQxIkTSx1SwoXH2HsH4+49jL33MPb28zHludYHAADgf4g/FggAAKxDQAEAANYhoAAAAOsQUAAAgHUIKKeYOXOmGjZsqMDAQLVp00YbNmzwdpeqnLS0NP3lL39RjRo1FBERoZ49e2rHjh0edY4fP67U1FTVqlVLISEhSklJKXXXYZyfadOmycfHR6NGjXKXMe4X1t69e/W3v/1NtWrVUlBQkOLi4rRp0yb3dGOMJkyYoEsuuURBQUFKTEzUzp07vdjjqqG4uFjjx49Xo0aNFBQUpCZNmuiRRx7x+FswjL2lDIwxxixcuNAEBASYl19+2WzdutUMGTLEhIWFmZycHG93rUpJSkoyc+fONV9//bXZvHmz6d69u4mOjjZHjhxx17nrrrtMgwYNzKpVq8ymTZtM27ZtTbt27bzY66plw4YNpmHDhqZly5Zm5MiR7nLG/cI5dOiQiYmJMQMHDjTr168333//vVmxYoXZtWuXu860adNMaGioeeutt8yXX35pbrzxRtOoUSPz66+/erHnF7/HHnvM1KpVyyxdutTs3r3bpKenm5CQEPPss8+66zD2diKg/P+uuuoqk5qa6n5eXFxs6tata9LS0rzYq6ovNzfXSDKrV682xhiTl5dnqlWrZtLT0911vvnmGyPJZGRkeKubVcbhw4fNZZddZlauXGk6duzoDiiM+4X14IMPmg4dOpxxusvlMlFRUebJJ590l+Xl5RmHw2H+85///C+6WGUlJyebO+64w6OsV69epm/fvsYYxt5mHOKRVFRUpMzMTCUmJrrLfH19lZiYqIyMDC/2rOrLz8+XJIWHh0uSMjMzdeLECY/XomnTpoqOjua1qASpqalKTk72GF+Jcb/Q3nnnHbVu3Vq33nqrIiIi9Oc//1kvvviie/ru3buVnZ3tMf6hoaFq06YN43+e2rVrp1WrVunbb7+VJH355Zf67LPP1K1bN0mMvc28eidZWxw8eFDFxcWlbrMfGRmp7du3e6lXVZ/L5dKoUaPUvn17tWjRQpKUnZ2tgICAUn8MMjIyUtnZ2V7oZdWxcOFCff7559q4cWOpaYz7hfX9999r1qxZGj16tB566CFt3LhR9957rwICAjRgwAD3GJf1GcT4n5+xY8eqoKBATZs2lZ+fn4qLi/XYY4+pb9++ksTYW4yAAq9JTU3V119/rc8++8zbXany9uzZo5EjR2rlypUKDAz0dnf+cFwul1q3bq2pU6dKkv785z/r66+/1uzZszVgwAAv965qe/3117VgwQK99tprat68uTZv3qxRo0apbt26jL3lOMQjqXbt2vLz8yt1xUJOTo6ioqK81KuqbcSIEVq6dKk++ugj1a9f310eFRWloqIi5eXledTntTg/mZmZys3N1ZVXXil/f3/5+/tr9erVeu655+Tv76/IyEjG/QK65JJLFBsb61HWrFkzZWVlSZJ7jPkMqnxjxozR2LFjdfvttysuLk79+vXTfffdp7S0NEmMvc0IKJICAgIUHx+vVatWuctcLpdWrVqlhIQEL/as6jHGaMSIEXrzzTf14YcfqlGjRh7T4+PjVa1aNY/XYseOHcrKyuK1OA9dunTRli1btHnzZvejdevW6tu3r/v/jPuF0759+1KX03/77beKiYmRJDVq1EhRUVEe419QUKD169cz/ufp2LFj8vX1/Krz8/OTy+WSxNhbzdtn6dpi4cKFxuFwmHnz5plt27aZoUOHmrCwMJOdne3trlUpw4cPN6Ghoebjjz82+/fvdz+OHTvmrnPXXXeZ6Oho8+GHH5pNmzaZhIQEk5CQ4MVeV02nXsVjDON+IW3YsMH4+/ubxx57zOzcudMsWLDAVK9e3bz66qvuOtOmTTNhYWHm7bffNl999ZW56aabuNS1EgwYMMDUq1fPfZnxG2+8YWrXrm0eeOABdx3G3k4ElFPMmDHDREdHm4CAAHPVVVeZdevWebtLVY6kMh9z58511/n111/N3XffbWrWrGmqV69ubr75ZrN//37vdbqKOj2gMO4X1pIlS0yLFi2Mw+EwTZs2NS+88ILHdJfLZcaPH28iIyONw+EwXbp0MTt27PBSb6uOgoICM3LkSBMdHW0CAwNN48aNzT/+8Q9TWFjorsPY28nHmFNupwcAAGABzkEBAADWIaAAAADrEFAAAIB1CCgAAMA6BBQAAGAdAgoAALAOAQUAAFiHgAIAAKxDQAFgDWOMnn76aTVq1EjVq1dXz549lZ+f7+1uAfACAgoAa4wZM0azZs3S/Pnz9emnnyozM1OTJk3ydrcAeAG3ugdghZK/Hrtp0yZdeeWVkqQpU6ZowYIFpf4SMICqjz0oAKzw1FNPqUuXLu5wIkmRkZE6ePCgF3sFwFsIKAC8rrCwUO+++65uvvlmj/Ljx48rNDTUS70C4E0c4gHgdRkZGWrXrp0CAwPl5+fnLj9x4oSuvfZaLV++3Iu9A+AN/t7uAAB8++23Cg4O1ubNmz3Kk5OT1b59e+90CoBXEVAAeF1BQYFq166tSy+91F32448/aufOnUpJSfFizwB4C+egAPC62rVrKz8/X6cecX7sscfUvXt3xcbGerFnALyFPSgAvK5z5846fvy4pk2bpttvv10LFizQkiVLtGHDBm93DYCXsAcFgNdFRkZq3rx5mjVrlpo3b65169bps88+U4MGDbzdNQBewlU8AADAOuxBAQAA1iGgAAAA6xBQAACAdQgoAADAOgQUAABgHQIKAACwDgEFAABYh4ACAACsQ0ABAADWIaAAAADrEFAAAIB1CCgAAMA6/x89zcamIL6uPwAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Simulate dataset with some prior\n", + "num_sim = 10000\n", + "#indices_A = torch.tensor([5.0], dtype=torch.float32).repeat(num_sim // 2)\n", + "#indices_B = torch.tensor([80.0], dtype=torch.float32).repeat(num_sim // 2)\n", + "#indices = torch.cat((indices_A, indices_B), dim=0)\n", + "#indices = indices.reshape(num_sim, 1)\n", + "#reference_images, parameters = sim.simulate(num_sim=num_sim, indices=indices, return_parameters=True)\n", + "reference_images, parameters = sim.simulate(num_sim=num_sim, return_parameters=True)\n", + "indices = parameters[0].cpu().detach().flatten()\n", + "plt.hist(indices, bins=np.arange(0, 100, 5))\n", + "plt.title(\"parameter values for simulated reference data\")\n", + "plt.xlabel(r\"$\\theta$\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# For each image $y_i:$\n", + "\n", + "## -Sample $\\tilde{\\theta}_i^{(j)} \\sim q_{\\psi}(\\theta \\mid y_i),$ $j = 1,...N$\n", + "\n", + "## -Approximate $q_{\\psi}(\\theta \\mid y_i)$ via histogramming $\\{\\tilde{\\theta}_i^{(j)}\\}_{j=1}^N$\n", + "\n", + "# Look at various quantities from there" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "num_samples_posterior=1000\n", + "theta_samples = []\n", + "with torch.no_grad():\n", + " for batched_images in torch.split(\n", + " reference_images, split_size_or_sections=batch_size_sampling, dim=0\n", + " ):\n", + " samples = estimator.sample(\n", + " batched_images.cuda(non_blocking=True), shape=(num_samples_posterior,)\n", + " ).cpu()\n", + " theta_samples.append(samples)\n", + " posterior_samples = torch.cat(theta_samples, dim=1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Check posterior means, posterior max" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([10000, 1])\n", + "tensor([76, 73, 13, ..., 52, 86, 46], dtype=torch.int32)\n", + "torch.Size([10000, 1])\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'histogram of the maximums of the posterior distributions (as obtained by sampling')" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "posterior_means = posterior_samples.mean(axis=0)\n", + "print(posterior_means.shape)\n", + "plt.figure()\n", + "plt.hist(posterior_means.flatten(), bins=np.arange(0, 100, 5), density=True);\n", + "plt.xlim([0, 100])\n", + "plt.title(\"histogram of means of the posterior distributions (as obtained by sampling)\")\n", + "\n", + "posterior_max = posterior_samples.int().mode(axis=0)[0]\n", + "print(posterior_max.flatten())\n", + "print(posterior_max.shape)\n", + "plt.figure()\n", + "plt.hist(posterior_max.flatten(), bins=np.arange(0, 100, 5), density=True);\n", + "plt.xlim([0, 100])\n", + "plt.title(\"histogram of the maximums of the posterior distributions (as obtained by sampling\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Same stuff but doing with the analytical posterior values" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Evaluate the log posterior of the flow conditioned on the synthetic image, log q(\\cdot | x) for fixed x\n", + "test_indices = torch.arange(0, sim.max_index + 1, 1, dtype=torch.float32).reshape(-1, 1).to(device)\n", + "norm_indices = estimator.standardize(test_indices)\n", + "max_posteriors = []\n", + "mean_posteriors = []\n", + "with torch.no_grad():\n", + " for image in reference_images:\n", + " flow_at_image = estimator.flow(image.reshape(1, 128, 128).cuda(non_blocking=True))\n", + " logprobs = flow_at_image.log_prob(norm_indices).to(device)\n", + " probs = torch.exp(logprobs) / 50\n", + " max_val = norm_indices[int(torch.argmax(probs))]\n", + " mean_val = int(torch.sum(test_indices.flatten()*probs.flatten()))\n", + " max_posteriors.append(max_val)\n", + " mean_posteriors.append(mean_val)\n", + "max_posteriors = torch.tensor(max_posteriors)*50 + 50\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'histogram of the means of the posterior distributions (obtained from posterior function)')" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.hist(max_posteriors, bins=np.arange(0, 100, 5));\n", + "plt.title(\"histogram of the maximums of the posterior distributions (obtained from posterior function)\")\n", + "plt.figure()\n", + "plt.hist(mean_posteriors, bins=np.arange(0, 100, 5));\n", + "plt.title(\"histogram of the means of the posterior distributions (obtained from posterior function)\")" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "posterior_quantiles = np.quantile(posterior_samples.numpy(), [0.025, 0.975], axis=0)\n", + "confidence_widths = (posterior_quantiles[1] - posterior_quantiles[0]).flatten()\n", + "condition = (\n", + " confidence_widths < 50\n", + ") # Select posterior with a 95% confidence intervall less the 50 indices\n", + "posterior_idx = np.where(condition)[0]\n", + "posterior_samples_new = posterior_samples[:, posterior_idx]" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "# Evaluate the log posterior of the flow conditioned on the synthetic image, log q(\\cdot | x) for fixed x\n", + "test_indices = torch.arange(0, sim.max_index + 1, 1, dtype=torch.float32).reshape(-1, 1).to(device)\n", + "norm_indices = estimator.standardize(test_indices)\n", + "max_posteriors = []\n", + "mean_posteriors = []\n", + "with torch.no_grad():\n", + " for image in reference_images[posterior_idx, :]:\n", + " flow_at_image = estimator.flow(image.reshape(1, 128, 128).cuda(non_blocking=True))\n", + " logprobs = flow_at_image.log_prob(norm_indices).to(device)\n", + " probs = torch.exp(logprobs) / 50\n", + " max_val = norm_indices[int(torch.argmax(probs))]\n", + " mean_val = int(torch.sum(test_indices.flatten()*probs.flatten()))\n", + " max_posteriors.append(max_val)\n", + " mean_posteriors.append(mean_val)\n", + "max_posteriors = torch.tensor(max_posteriors)*50 + 50\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.hist(max_posteriors, bins=np.arange(0, 100, 5));\n", + "\n", + "plt.figure()\n", + "plt.hist(mean_posteriors, bins=np.arange(0, 100, 5));\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.9.15 ('.venv': venv)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + }, + "vscode": { + "interpreter": { + "hash": "67b7023408d2dbdcdda6c9047d90ec2f795752889b34f6f4e95aae83166bde6a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Lukes_folder/6wxb/distance_boot.npz b/Lukes_folder/6wxb/distance_boot.npz new file mode 100644 index 0000000..41edc52 Binary files /dev/null and b/Lukes_folder/6wxb/distance_boot.npz differ diff --git a/Lukes_folder/6wxb/distances_boot.npz b/Lukes_folder/6wxb/distances_boot.npz new file mode 100644 index 0000000..3a69864 Binary files /dev/null and b/Lukes_folder/6wxb/distances_boot.npz differ diff --git a/Lukes_folder/6wxb/distances_boot_nonrandom_params.npz b/Lukes_folder/6wxb/distances_boot_nonrandom_params.npz new file mode 100644 index 0000000..31f6b99 Binary files /dev/null and b/Lukes_folder/6wxb/distances_boot_nonrandom_params.npz differ diff --git a/Lukes_folder/6wxb/posterior_samples_exp.npz b/Lukes_folder/6wxb/posterior_samples_exp.npz new file mode 100644 index 0000000..54d83a5 Binary files /dev/null and b/Lukes_folder/6wxb/posterior_samples_exp.npz differ diff --git a/Lukes_folder/6wxb/test_log_posteriors.ipynb b/Lukes_folder/6wxb/test_log_posteriors.ipynb new file mode 100644 index 0000000..f1e63dd --- /dev/null +++ b/Lukes_folder/6wxb/test_log_posteriors.ipynb @@ -0,0 +1,194 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import torch\n", + "import torchvision.transforms as transforms\n", + "import json\n", + "import mrcfile\n", + "\n", + "from cryo_sbi.inference.models import build_models\n", + "from cryo_sbi import CryoEmSimulator\n", + "from cryo_sbi.inference import priors\n", + "import cryo_sbi.utils.estimator_utils as est_utils\n", + "from cryo_sbi.utils.image_utils import (\n", + " LowPassFilter,\n", + " NormalizeIndividual,\n", + " MRCtoTensor,\n", + " FourierDownSample,\n", + " Mask,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "num_samples_posterior = 10000 # Number of samples to draw from posterior\n", + "\n", + "device = \"cuda\" # Device for computations\n", + "save_figures = False\n", + "\n", + "# empty cache just in case\n", + "torch.cuda.empty_cache()\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load posterior surrogate" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "train_config = json.load(open(\"../experiments/6wxb/resnet18_fft_encoder.json\"))\n", + "estimator = build_models.build_npe_flow_model(train_config)\n", + "estimator.load_state_dict(torch.load(\"../Lukes_folder/estimator_6wxb.estimator\"))\n", + "#estimator.load_state_dict(torch.load(\"../experiments/6wxb/posterior_6wxb_mixed.estimator\")) # \"PATH_TO_NN_WEIGHTS\"\n", + "estimator.cuda()\n", + "estimator.eval();" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test posterior with simulated images" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "image_config_file = \"../experiments/6wxb/image_params_mixed_training.json\"\n", + "sim = CryoEmSimulator(image_config_file, device=device)\n", + "sim._config[\"SNR\"] = [0.01, 0.01] # Fixing the SNR, set range with [lower, upper]\n", + "sim._config[\"SIGMA\"] = [1.0, 1.0] # Fixing the Sigma, set range with [lower, upper]\n", + "sim._priors = priors.get_image_priors(sim.max_index, sim._config, device=device)\n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1) Simulate a single image $x$ and infer the conformation from posterior samples $\\theta \\sim q_{\\phi}(\\theta | x)$ \n", + "## 2) Return the function $\\log q_{\\phi}(\\cdot | x)$ and evaluate for appropriate range of $\\theta$ (in this case, normalized to $-1 \\le \\theta \\le 1)$ " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([1, 128, 128])\n", + "approx integral of posterior with respect to theta:0.9997497797012329\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Pick and index and sample from the posterior\n", + "num_sim = 1\n", + "num_posterior_samples = 10000\n", + "indices = torch.tensor([[42.0]])\n", + "synthetic_image, parameters = sim.simulate(num_sim=num_sim, indices=indices, return_parameters=True)\n", + "\n", + "# Sample from posterior at the image\n", + "posterior_samples = estimator.sample(synthetic_image.cuda(non_blocking=True),\n", + " shape=(num_posterior_samples,)).cpu()\n", + "\n", + "# Plot the posterior samples\n", + "fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n", + "_ = ax[0].imshow(synthetic_image[0])\n", + "_ = ax[1].hist(posterior_samples.flatten(), bins=np.linspace(0, sim.max_index, 100))\n", + "\n", + "# Evaluate the log posterior of the flow conditioned on the synthetic image, log q(\\cdot | x) for fixed x\n", + "test_indices = torch.arange(0, sim.max_index + 1, 1, dtype=torch.float32).reshape(-1, 1).to(device)\n", + "print(synthetic_image.shape)\n", + "flow_at_image = estimator.flow(synthetic_image.cuda(non_blocking=True))\n", + "norm_indices = estimator.standardize(test_indices)\n", + "logprobs = flow_at_image.log_prob(norm_indices).to(device)\n", + "probs = torch.exp(logprobs) / 50 # the 50 factor comes from the \"standardization\" of the indices\n", + "\n", + "#plt.figure()\n", + "#plt.plot(test_indices.cpu(), logprobs.detach().cpu())\n", + "#plt.xlabel(r\"$\\theta$\")\n", + "#plt.ylabel(r\"$\\log q_{\\phi}(\\theta \\mid x)$\")\n", + "plt.figure()\n", + "plt.plot(test_indices.cpu(), probs.detach().cpu())\n", + "plt.xlabel(r\"$\\theta$\")\n", + "plt.ylabel(r\"$q_{\\phi}(\\theta \\mid x)$\")\n", + "print(f\"approx integral of posterior with respect to theta:{probs.sum().item()}\")\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.9.15 ('.venv': venv)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + }, + "vscode": { + "interpreter": { + "hash": "67b7023408d2dbdcdda6c9047d90ec2f795752889b34f6f4e95aae83166bde6a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Lukes_folder/6wxb/train_6xwb.ipynb b/Lukes_folder/6wxb/train_6xwb.ipynb new file mode 100644 index 0000000..4960ae4 --- /dev/null +++ b/Lukes_folder/6wxb/train_6xwb.ipynb @@ -0,0 +1,123 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from cryo_sbi import CryoEmSimulator\n", + "#from cryo_sbi import gen_training_set\n", + "from cryo_sbi.inference.train_npe_model import npe_train_no_saving\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating particles and then training with them" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training neural network:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 5%|▍ | 28/600 [10:54<3:41:57, 23.28s/epoch, loss=-.243] " + ] + } + ], + "source": [ + "#torch.cuda.empty_cache()\n", + "#npe_train_no_saving(\n", + "# image_config=\"6wxb/image_params_mixed_training.json\",\n", + "# train_config=\"6wxb/resnet18_fft_encoder.json\",\n", + "# epochs=600,\n", + "# estimator_file=\"estimator_6wxb.estimator\",\n", + "# loss_file=\"6wxb_loss\",\n", + "# device=\"cuda\",\n", + "# simulation_batch_size=1024\n", + "#)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training neural network:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " 0%| | 0/600 [00:00" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Simulate dataset with some prior\n", - "num_sim = 10000\n", - "#indices_A = torch.tensor([5.0], dtype=torch.float32).repeat(num_sim // 2)\n", - "#indices_B = torch.tensor([80.0], dtype=torch.float32).repeat(num_sim // 2)\n", - "#indices = torch.cat((indices_A, indices_B), dim=0)\n", - "#indices = indices.reshape(num_sim, 1)\n", - "#reference_images, parameters = sim.simulate(num_sim=num_sim, indices=indices, return_parameters=True)\n", - "reference_images, parameters = sim.simulate(num_sim=num_sim, return_parameters=True)\n", - "indices = parameters[0].cpu().detach().flatten()\n", - "plt.hist(indices, bins=np.arange(0, 100, 5))\n", - "plt.title(\"parameter values for simulated reference data\")\n", - "plt.xlabel(r\"$\\theta$\")\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# For each image $y_i:$\n", - "\n", - "## -Sample $\\tilde{\\theta}_i^{(j)} \\sim q_{\\psi}(\\theta \\mid y_i),$ $j = 1,...N$\n", - "\n", - "## -Approximate $q_{\\psi}(\\theta \\mid y_i)$ via histogramming $\\{\\tilde{\\theta_i^{(j)}}\\}_{j=1}^N$\n", - "\n", - "# Look at various quantities from there" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/mnt/home/levans/ceph/cryo_em_SBI/.venv/lib/python3.9/site-packages/torch/nn/modules/conv.py:459: UserWarning: Applied workaround for CuDNN issue, install nvrtc.so (Triggered internally at ../aten/src/ATen/native/cudnn/Conv_v8.cpp:80.)\n", - " return F.conv2d(input, weight, bias, self.stride,\n" - ] - } - ], - "source": [ - "num_samples_posterior=1000\n", - "theta_samples = []\n", - "with torch.no_grad():\n", - " for batched_images in torch.split(\n", - " reference_images, split_size_or_sections=batch_size_sampling, dim=0\n", - " ):\n", - " samples = estimator.sample(\n", - " batched_images.cuda(non_blocking=True), shape=(num_samples_posterior,)\n", - " ).cpu()\n", - " theta_samples.append(samples)\n", - " posterior_samples = torch.cat(theta_samples, dim=1)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Check posterior means, posterior max" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "torch.Size([10000, 1])\n", - "tensor([25, 24, 33, ..., 46, 34, 43], dtype=torch.int32)\n", - "torch.Size([10000, 1])\n" - ] - }, - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'histogram of the maximums of the posterior distributions (as obtained by sampling')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "posterior_means = posterior_samples.mean(axis=0)\n", - "print(posterior_means.shape)\n", - "plt.figure()\n", - "plt.hist(posterior_means.flatten(), bins=np.arange(0, 100, 5), density=True);\n", - "plt.xlim([0, 100])\n", - "plt.title(\"histogram of means of the posterior distributions (as obtained by sampling)\")\n", - "\n", - "posterior_max = posterior_samples.int().mode(axis=0)[0]\n", - "print(posterior_max.flatten())\n", - "print(posterior_max.shape)\n", - "plt.figure()\n", - "plt.hist(posterior_max.flatten(), bins=np.arange(0, 100, 5), density=True);\n", - "plt.xlim([0, 100])\n", - "plt.title(\"histogram of the maximums of the posterior distributions (as obtained by sampling\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Same stuff but doing with the analytical posterior values" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "# Evaluate the log posterior of the flow conditioned on the synthetic image, log q(\\cdot | x) for fixed x\n", - "test_indices = torch.arange(0, sim.max_index + 1, 1, dtype=torch.float32).reshape(-1, 1).to(device)\n", - "norm_indices = estimator.standardize(test_indices)\n", - "max_posteriors = []\n", - "mean_posteriors = []\n", - "with torch.no_grad():\n", - " for image in reference_images:\n", - " flow_at_image = estimator.flow(image.reshape(1, 128, 128).cuda(non_blocking=True))\n", - " logprobs = flow_at_image.log_prob(norm_indices).to(device)\n", - " probs = torch.exp(logprobs) / 50\n", - " max_val = norm_indices[int(torch.argmax(probs))]\n", - " mean_val = int(torch.sum(test_indices.flatten()*probs.flatten()))\n", - " max_posteriors.append(max_val)\n", - " mean_posteriors.append(mean_val)\n", - "max_posteriors = torch.tensor(max_posteriors)*50 + 50\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'histogram of the means of the posterior distributions (obtained from posterior function)')" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxIAAAGzCAYAAAC7GyGpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAABO6ElEQVR4nO3de3yP9eP/8efOm802YweLsZRYlBrNUhTL0tLBKb7SSJFGoRQf5VSZpPgoh3TAp9JBfToghERlzh99JETRFNuIbQ7Z2F6/P/rt+njvfGGbN4/77fa+set6va/rdb3e79d1vZ/X0cUYYwQAAAAANrhWdQUAAAAAOB+CBAAAAADbCBIAAAAAbCNIAAAAALCNIAEAAADANoIEAAAAANsIEgAAAABsI0gAAAAAsI0gAQAAAMA2W0FizJgxcnFx0aFDh8osW79+ffXu3fts64Vyeumll3T55ZfLzc1NzZo1s/3+b775Ri4uLvr444/Pf+UucHxHS5eenq4uXbqoZs2acnFx0ZQpU2xPo3fv3vLz8zv/lbsEFKxvq9Itt9yiW265xfp77969cnFx0Zw5cyp83nPmzJGLi4v27t1rDatfv77uvPPOCp+39L914zfffFMp8zsb+/btk7e3t77//nvb763MvlncZ1lZ7Hxnd+3apfbt2ysgIEAuLi767LPPKrx++J/K7nMbNmzQjTfeKF9fX7m4uGjLli2VMl+7KuO3Svfu3dWtW7ezeu8FdUTiyy+/1JgxY6q6Gk7jq6++0lNPPaVWrVpp9uzZGj9+fIll582bd1Y/BHHpGjJkiJYuXaoRI0bonXfe0e23315suRMnTmjMmDEX9A+uirB//36NGTPmgt34XEimT59eKeHjbFzIdSvLuHHjFBMTo1atWlXYPC6l/p2YmKitW7fqhRde0DvvvKPmzZtXdZUuOOPHj78oAtapU6fUtWtXHT58WJMnT9Y777yjevXqVVl91qxZozFjxigzM7NK5v/000/rk08+0Q8//GD/zcaG0aNHG0nm4MGDZZY9efKkyc3NtTN5k5SUZGxW6ZL29NNPG1dXV5OTk1Nm2YSEBFOvXr0iw1euXGkkmfnz51dADS9sZ/MdvZSEhoaanj17llnu4MGDRpIZPXp0kXGJiYnG19e3AmpX9TZs2GAkmdmzZ1fI9E+dOmX++uuvCpl2ebVp08a0adPG+js/P9/89ddf5vTp07amc/XVVztMpzxOnz5t/vrrL5Ofn28Nq1evnklISLA1nbOtW15envnrr79MXl7eeZ3f+ZKRkWE8PDzMvHnzzur95e2bpfXv8irus6wse/bsKVc/PXHihJFkRo4cWTkVc1K+vr4mMTGxQqZdmX1u+/btRpJ54403Knxe5fHSSy8ZSWbPnj1FxlXWb5UbbrjB9OrVy/b7KuyIhJeXlzw8PCpq8hXi+PHjVV0FWzIyMuTj4yNPT8+qropTcsbvaGXKyMhQYGBgVVfjklOwHnJ3d5e3t/d5maYxRn/99dc5T8fFxUXe3t5yc3M7D7UqXsHyu7m5ydvbu8pO73J1dZW3t7dcXS+oA/eWd999V+7u7urYsWNVV6VMVf1ZlsfBgwclqVzrPGf7rXChO3nypPLz8897nyvtc8rIyJBUvs+7qlXWb5Vu3brp3//+t44dO2bvjXZSR8ERiV27dpnExEQTEBBg/P39Te/evc3x48cdytarV88htebm5poxY8aYK664wnh5eZmgoCDTqlUr89VXXxlj/t47IqnIq8CxY8fM0KFDTZ06dYynp6dp2LCheemll4rs4Thx4oQZNGiQqVmzpvHz8zMdO3Y0v//+e5E9KgXLsm3bNtOjRw8TGBhomjVrZowx5ocffjCJiYkmMjLSeHl5mdDQUNOnTx9z6NChYttj586dpmfPnsbf39/UqlXLPPPMMyY/P9+kpqaau+66y1SvXt2EhoaaSZMmlaudT506ZcaNG2cuv/xy4+npaerVq2dGjBhhTp48aZUprq1K2uPSpk2bImULjk4UHJH48MMPzfPPP28uu+wy4+XlZdq2bWt27dpVZFpr16418fHxxt/f3/j4+JjWrVub7777rsxlOnM+Y8aMMeHh4cbPz8907tzZZGZmmpMnT5rHH3/cBAcHG19fX9O7d2+H5TXGmLffftvceuutJjg42Hh6eprGjRub6dOnO5RZsWKFcXFxMc8++6zD8Pfee89Icihf+Ds6e/ZsI8l8++23ZtCgQaZWrVomICDA9OvXz+Tk5JgjR46YXr16mcDAQBMYGGiGDRvm8P0rWMaVK1c6zLu4PWIFewN/++03k5CQYHx9fU14eLh57bXXjDHG/Pe//zW33nqrqVatmomIiDDvvfeewzTL6k+l+eWXX0yXLl1MjRo1jI+Pj4mJiTELFy4s0g4l9cXilq3wq6CvFSzn77//bu6++27j6+tratWqZZ544okie7Xz8vLM5MmTTVRUlPHy8jIhISGmX79+5vDhw2UuU8F8fvnlF9O+fXtTrVo1U7t2bTN27Ngi64jyrku++uor06pVKxMQEGB8fX1Nw4YNzYgRI4wx//usS+uD5ekrpa2HCsadqTzrBmP+t+d+yZIlJjo62nh5eZnJkyeX2oavv/66ufzyy423t7dp0aKFWb16dZEjEsV9lw8cOGB69+5tLrvsMuPp6WnCwsLMXXfdZe1Zq1evXpF2KphmwXftm2++MQMGDDDBwcEmMDDQYdyZe+gKlmvp0qXm2muvNV5eXqZx48bmk08+KbZdCys8zdLqVlJ//uijj8z1119vvL29Tc2aNU3Pnj3N77//7lDGzvf+/fffN9dff73x8/Mz1atXN02aNDFTpkwp5ZP6W+vWrc0tt9xS7Dg7dSytz5TVv8u7rSzts/z2229NixYtjJeXl4mMjDRz584tsjxHjhwxjz/+uNVnGzRoYCZMmFBkz/WRI0dMYmKi8ff3NwEBAeaBBx4w//nPf8o8IlHwfSluG1laH7XbH1euXGmio6ONt7e3adKkifXd+uSTT0yTJk2Ml5eXuf76683mzZtLrGvhNl21apXp16+fCQoKMtWrVze9evUqdp05bdo0ExUVZTw9PU3t2rXNo48+ao4cOeJQ5ueffzadOnUyoaGhxsvLy1x22WXmvvvuM5mZmcaY4n93nLkN/f33302fPn1MSEiI8fT0NFFRUeatt95ymEdBv3r//ffNyJEjTXh4uHFxcTFHjhw5L31u9+7dpkOHDsbPz8/cfffdxbZdcb83C/p94XXeme8586yOgr7x0ksvWetOT09P07x5c7N+/foi79++fbvp2rWrqVWrlvH29jYNGzY0//jHP4wxxX//Cq+nCh8FKms7fmZbl/f33Q8//GAkmX//+9/FtltJ3G1kDku3bt0UGRmp5ORkbd68WW+++aZCQkL04osvlvieMWPGKDk5WQ899JBuuOEGZWdna+PGjdq8ebNuu+029e/fX/v379eyZcv0zjvvOLzXGKO77rpLK1euVN++fdWsWTMtXbpUw4YN0x9//KHJkydbZXv37q2PPvpIvXr1UsuWLbVq1SolJCSUWK+uXbvqyiuv1Pjx42WMkSQtW7ZMv/76q/r06aOwsDBt27ZNs2bN0rZt27R27doie1Xuu+8+NW7cWBMmTNCiRYv0/PPPKygoSK+//rratm2rF198Ue+9956efPJJtWjRQq1bty61fR966CHNnTtXXbp00RNPPKF169YpOTlZ27dv16effipJeueddzRr1iytX79eb775piTpxhtvLHZ6I0eOVFZWln7//XerrQpfZDdhwgS5urrqySefVFZWliZOnKiePXtq3bp1Vpmvv/5aHTp0UHR0tEaPHi1XV1fNnj1bbdu21bfffqsbbrih1OWSpOTkZPn4+Gj48OHavXu3Xn31VXl4eMjV1VVHjhzRmDFjtHbtWs2ZM0eRkZEaNWqU9d4ZM2bo6quv1l133SV3d3ctWLBAjz76qPLz85WUlCRJatu2rR599FElJyfrnnvu0fXXX68DBw5o0KBBiouL0yOPPFJmHQcNGqSwsDCNHTtWa9eu1axZsxQYGKg1a9YoIiJC48eP15dffqmXXnpJTZo00QMPPFDmNIuTl5enDh06qHXr1po4caLee+89DRw4UL6+vho5cqR69uypTp06aebMmXrggQcUGxuryMhISWX3p5Kkp6frxhtv1IkTJ/TYY4+pZs2amjt3ru666y59/PHHuvfee9W6dWu988476tWrl2677bZSly84OFgzZszQgAEDdO+996pTp06SpGuuucZhOePj4xUTE6NJkyZp+fLlevnll9WgQQMNGDDAKte/f3/NmTNHffr00WOPPaY9e/botdde03/+8x99//33Ze6RycvL0+23366WLVtq4sSJWrJkiUaPHq3Tp09r3Lhxksq/Ltm2bZvuvPNOXXPNNRo3bpy8vLy0e/du66LWxo0ba9y4cRo1apT69eunm2++WdL/+qDdvlLceqg45Vk3FNi5c6d69Oih/v376+GHH9ZVV11V4nTfeust9e/fXzfeeKMGDx6sX3/9VXfddZeCgoJUt27dUtu9c+fO2rZtmwYNGqT69esrIyNDy5YtU2pqqurXr68pU6Zo0KBB8vPz08iRIyVJoaGhDtN49NFHFRwcrFGjRpW5t3fXrl2677779MgjjygxMVGzZ89W165dtWTJklK/+8UpT93OVPD9bNGihZKTk5Wenq5//vOf+v777/Wf//zHYe9meb73y5YtU48ePdSuXTtr+7l9+3Z9//33evzxx0usx6lTp7RhwwaH/nO2dSytz5TVv+1uKwvbvXu3unTpor59+yoxMVFvv/22evfurejoaF199dWS/r5Go02bNvrjjz/Uv39/RUREaM2aNRoxYoQOHDhgXftnjNHdd9+t7777To888ogaN26sTz/9VImJiaXWQZI6deqkwMBADRkyRD169NAdd9xRZBtZXB+10x93796t//u//1P//v11//33a9KkSerYsaNmzpypf/zjH3r00Ucl/b2N7Natm3bu3FmuPfMDBw5UYGCgxowZo507d2rGjBn67bffrAuXpb+3F2PHjlVcXJwGDBhglduwYYO1bs3NzVV8fLxycnKsbeAff/yhhQsXKjMzUwEBAXrnnXesbU6/fv0kSQ0aNJD097alZcuWcnFx0cCBAxUcHKzFixerb9++ys7O1uDBgx3q/dxzz8nT01NPPvmkcnJySjyzws73+fTp04qPj9dNN92kSZMmqVq1asVOs3///rrssss0fvx4PfbYY2rRokWp/b408+bN09GjR9W/f3+5uLho4sSJ6tSpk3799Vdrm/Xf//5XN998szw8PNSvXz/Vr19fv/zyixYsWKAXXnhBnTp10s8//6z3339fkydPVq1atST9vX0tTnm242cqz+87SYqKipKPj4++//77ItMolZ3UUZCaHnzwQYfh9957r6lZs6bDsMIJ6tprry3z3NaSrpH47LPPjCTz/PPPOwzv0qWLcXFxMbt37zbGGLNp0yYjyQwePNihXO/evUs8ItGjR48i8ztx4kSRYe+//76RZFavXl1kGv369bOGnT592tSpU8e4uLiYCRMmWMOPHDlifHx8yjy3cMuWLUaSeeihhxyGP/nkk0aS+frrr61hds4/L+saicaNGztca/HPf/7TSDJbt241xvx9bvSVV15p4uPjHfbcnjhxwkRGRprbbrut1PkXzKdJkyYO5/r16NHDuLi4mA4dOjiUj42NLVLf4j6X+Ph4c/nllzsMO378uLniiivM1VdfbU6ePGkSEhKMv7+/+e233xzKlXREovAyxsbGGhcXF/PII49Ywwo+5zP3XNg9IiHJjB8/3hpW8B1xcXExH3zwgTV8x44dRb6/5elPxRk8eLB11KXA0aNHTWRkpKlfv77DHj5JJikpqcxplnWNhCQzbtw4h+HXXXediY6Otv7+9ttvjaQiR16WLFlS7PCS5jNo0CBrWH5+vklISDCenp7WdV3lXZdMnjzZSKVfD1bSNRJ2+kpp66HCe9XtrBsK9rQvWbKkxPoXyM3NNSEhIaZZs2YO64BZs2Y57Kkzpuh3+ciRI9ZeudKUdB1CQZ+76aabiuypL2kvtiSHIxBZWVmmdu3a5rrrrrOGlfeIRGl1K9yfC9qpSZMmDteuLFy40Egyo0aNsoaV93v/+OOPG39/f9vXnOzevdtIMq+++qrD8LOpY1l9prT+Xd5tZWmf5ZnlMjIyjJeXl3niiSesYc8995zx9fU1P//8s8N8hg8fbtzc3Exqaqox5n99e+LEiVaZ06dPm5tvvrnMIxLGOO5hPlNJffRs+uOaNWusYUuXLjWSjI+Pj8O26fXXXy92O1JYQZtGR0c7bFMnTpxoJJnPP//cGPN3m3p6epr27ds7rN9fe+01I8m8/fbbxhhjHbkp63rJkq6R6Nu3r6ldu3aRo1Hdu3c3AQEB1neloF9dfvnlRb4/56PPDR8+vNT6F55X4eW1e0SiZs2aDkeAPv/8cyPJLFiwwBrWunVrU7169SK/Qc7cPpR2jUTh3yrl3Y6X9/fdmRo2bFjk91hZzupEtMJ7dW+++Wb9+eefys7OLvE9gYGB2rZtm3bt2mV7fl9++aXc3Nz02GOPOQx/4oknZIzR4sWLJUlLliyRJCvZFxg0aFCJ0y5uD7WPj4/1/5MnT+rQoUNq2bKlJGnz5s1Fyj/00EPW/93c3NS8eXMZY9S3b19reGBgoK666ir9+uuvJdZF+ntZJWno0KEOw5944glJ0qJFi0p9/9nq06ePwx6Bgj2sBfXdsmWLdu3apf/7v//Tn3/+qUOHDunQoUM6fvy42rVrp9WrVys/P7/M+TzwwAMOe5ZjYmJkjNGDDz7oUC4mJkb79u3T6dOnrWFnfi5ZWVk6dOiQ2rRpo19//VVZWVnWuGrVqmnOnDnavn27WrdurUWLFmny5MmKiIgoV1v07dvXYU9aQR3P/DwLPueyPs+ynPndKfiO+Pr6OtyG7aqrrlJgYKDDvM62P3355Ze64YYbdNNNN1nD/Pz81K9fP+3du1c//fTTOSxNyYpbZ5y5PPPnz1dAQIBuu+0267t16NAhRUdHy8/PTytXrizXfAYOHGj9v2DPWG5urpYvXy6p/OuSgr1cn3/+ebm+12c6m75SniNldtcNkZGRio+PL3O6GzduVEZGhh555BGHdUDv3r0VEBBQ6nsLrtH65ptvdOTIkTLnVZKHH3643NddhIeHO+wt8/f31wMPPKD//Oc/SktLO+s6lKWgnR599FGHa1cSEhLUqFGjYtfNZX3vAwMDdfz4cS1btsxWXf78809JUo0aNc65jmX1mdLY3VYWFhUVZW1rpL/3wBbeTs6fP18333yzatSo4bBuiIuLU15enlavXi3p7/7h7u7ucJTGzc2t1O2/HYU/S7v9MSoqSrGxsdbfMTExkv4+in7mtqlgeHm3Lf369XPYpg4YMEDu7u5W/ZYvX67c3FwNHjzY4QjHww8/LH9/f6ueBX196dKlOnHiRLnmXcAYo08++UQdO3aUMcbhc4qPj1dWVlaR70NiYqLD96c4Z/N9Lu4oXUW67777HPph4d9OBw8e1OrVq/Xggw8W+Q1yttcM2d2Ol/X77kwF/cyOswoShRujoBFL25CMGzdOmZmZatiwoZo2baphw4bpv//9b7nm99tvvyk8PFzVq1d3GN64cWNrfMG/rq6u1ukfBa644ooSp124rCQdPnxYjz/+uEJDQ+Xj46Pg4GCr3Jk/WAsUbo+AgAB5e3tbh6fOHF7WxrZgGQrXOSwsTIGBgdaynm9lfaYFP1gTExMVHBzs8HrzzTeVk5NTbNuUNZ+ClVfh0ycCAgKUn5/vMM3vv/9ecXFx8vX1VWBgoIKDg/WPf/xDUtHPpVWrVhowYIDWr1+v+Pj4IkHlfNXxXH48eXt7Fzl0GRAQoDp16hRZwRSe19n2p99++63YU1wK96XzqbjlrFGjhsPy7Nq1S1lZWQoJCSny/Tp27Jh1YVxpXF1ddfnllzsMa9iwoSRZ968v77rkvvvuU6tWrfTQQw8pNDRU3bt310cffVSuUHE2faW49VBhdtcN5ZlmwXQl6corr3QY7uHhUaQ9C/Py8tKLL76oxYsXKzQ01DpNz+4P+vLWVfp7fV64fxT+nCtCQTsV138aNWpUpP3L871/9NFH1bBhQ3Xo0EF16tTRgw8+aO0QKw9T6DQ4u3UsT58pjd1tZWHF7dwpbt2wZMmSIn0pLi5O0v8umv3tt99Uu3btIqcklXZKnx2Fv6N2+6Od7YpU+u+pMxXut35+fqpdu7bDOk8q2g6enp66/PLLrfGRkZEaOnSo3nzzTdWqVUvx8fGaNm1auT7HgwcPKjMzU7NmzSryOfXp00eSiqzDy7vOK67uUvHfZ3d3d9WpU6fM6Z5PZf12Kvix3qRJk/M2T7vbcTu/2Y0xtgPOWV0jUdKeo8IrtTO1bt1av/zyiz7//HN99dVXevPNNzV58mTNnDnTYa9sZSsuEXfr1k1r1qzRsGHD1KxZM/n5+Sk/P1+33357sT8kimuPs2mjM1X23S3Kqm/Bcr/00kslPviuPA83Kmk+Zc3/l19+Ubt27dSoUSO98sorqlu3rjw9PfXll19q8uTJRT6XnJwc677nv/zyi06cOFHi+ZLnUsczP8+SPrO8vLxznk/heV2o/ak45dnTnJ+fr5CQEL333nvFji/pXNGK4uPjo9WrV2vlypVatGiRlixZog8//FBt27bVV199VeoynU1fKWvP3JnKu26wM81zMXjwYHXs2FGfffaZli5dqmeffVbJycn6+uuvdd1115VrGue7rnb7YkUoz/c+JCREW7Zs0dKlS7V48WItXrxYs2fP1gMPPKC5c+eW+L6aNWtKKv+PzYpid1tZWHnWdfn5+brtttv01FNPFVu2IPhUtJK+o+Xtj+eyvq8sL7/8snr37m1tVx577DElJydr7dq1pf5AL/is77///hKvSTnzujmpYtZPXl5e53zHJxcXl2Lb3u52vCo+v5LYqeORI0eKhNOynFWQOFtBQUHq06eP+vTpo2PHjql169YaM2aM9cOnpA5Zr149LV++XEePHnXYk7hjxw5rfMG/+fn52rNnj0ND7N69u9x1PHLkiFasWKGxY8c6XOh7NqdknY2CZdi1a5eVLqW/L67JzMw86wemnGswKbigyt/f39oTVJkWLFignJwcffHFFw7puqRTXkaPHq3t27dr0qRJevrppzV8+HBNnTq1QutYkPILP1Cmoo4ildWfilOvXj3t3LmzyPDCfcmO8xF6GzRooOXLl6tVq1ZnvYHJz8/Xr7/+6vDD4ueff5b095NBpfKvS6S/99a2a9dO7dq10yuvvKLx48dr5MiRWrlypeLi4kpc7orqKxW1bih4365du9S2bVtr+KlTp7Rnzx5de+21ZU6jQYMGeuKJJ/TEE09o165datasmV5++WW9++67ks7vjpHdu3cX2WtW+HM+sy+eeTFmcX2xvHUraKedO3c6tFPBsLNtf09PT3Xs2FEdO3ZUfn6+Hn30Ub3++ut69tlnSzyaHhERIR8fH+3Zs+ec6liePlNS+1TWtrJBgwY6duxYmX2pXr16WrFihY4dO+YQ1Itb350PFdUf7dq1a5duvfVW6+9jx47pwIEDuuOOO6x6Sn+3w5lHn3Jzc7Vnz54i7dq0aVM1bdpUzzzzjNasWaNWrVpp5syZev755yUV/30IDg5W9erVlZeXd97XeQV1P599rjQ1atQo9pSfs92OF7T5jz/+WGo5O+vIitiOS39frL5v3z7dddddtt5XaTfILjins4Cfn5+uuOIK5eTkWMN8fX0lFf0hdscddygvL0+vvfaaw/DJkyfLxcVFHTp0kCTrfODp06c7lHv11VfLXc+C5FY4qVXWU6ELOn/h+b3yyiuSVOodqErj6+tbrkOUJYmOjlaDBg00adKkYu8xXHAP7opS3OeSlZWl2bNnFym7bt06TZo0SYMHD9YTTzyhYcOG6bXXXtOqVasqtI716tWTm5ubdc5ugcLfx/OhPP2pOHfccYfWr1+vlJQUa9jx48c1a9Ys1a9fX1FRUbbrUnCk51yeyNmtWzfl5eXpueeeKzLu9OnT5Z72mesIY4xee+01eXh4qF27dpLKvy45fPhwkWkXHF0oaOOS1lcV1Vcqat3QvHlzBQcHa+bMmcrNzbWGz5kzp8x2P3HihE6ePOkwrEGDBqpevXqRdfv5emLr/v37He6Ik52drX/9619q1qyZwsLCrDpIcuiLx48fL3Yvf3nr1rx5c4WEhGjmzJkOy7Z48WJt3779rNq/cD92dXW19tyW1pc9PDzUvHlzbdy48ZzrWFafKal/V9a2slu3bkpJSdHSpUuLjMvMzLSuo7vjjjt0+vRpzZgxwxqfl5dna/tvR0X1R7tmzZqlU6dOWX/PmDFDp0+fttZlcXFx8vT01NSpUx0+q7feektZWVlWPbOzsx2uSZT+DhWurq5l9mU3Nzd17txZn3zySbE/mM92nVcRfa4sDRo00I4dOxzq/MMPP1h37LMrODhYrVu31ttvv63U1FSHcWd+HiVtT4pTEdtxSfrpp5908uTJEu8AWpJKOyIRFRWlW265RdHR0QoKCtLGjRv18ccfO1zoFR0dLUl67LHHFB8fLzc3N3Xv3l0dO3bUrbfeqpEjR2rv3r269tpr9dVXX+nzzz/X4MGDrY1GdHS0OnfurClTpujPP/+0bv9asIelPInP39/fOs/31KlTuuyyy/TVV18V2fNTUa699lolJiZq1qxZyszMVJs2bbR+/XrNnTtX99xzj8OeBzuio6P14YcfaujQoWrRooX8/PxsPcjI1dVVb775pjp06KCrr75affr00WWXXaY//vhDK1eulL+/vxYsWHBWdSuP9u3bW3vu+vfvr2PHjumNN95QSEiIDhw4YJU7efKkEhMTdeWVV+qFF16QJI0dO1YLFixQnz59tHXrVqvDnm8BAQHq2rWrXn31Vbm4uKhBgwZauHBhuc7vt6s8/ak4w4cP1/vvv68OHTroscceU1BQkObOnas9e/bok08+OavDwj4+PoqKitKHH36ohg0bKigoSE2aNLF1TmibNm3Uv39/JScna8uWLWrfvr08PDy0a9cuzZ8/X//85z/VpUuXUqfh7e2tJUuWKDExUTExMVq8eLEWLVqkf/zjH9apUeVdl4wbN06rV69WQkKC6tWrp4yMDE2fPl116tSxLnBr0KCBAgMDNXPmTFWvXl2+vr6KiYlRZGRkhfSVilo3eHh46Pnnn1f//v3Vtm1b3XfffdqzZ49mz55d5jUSP//8s9q1a6du3bopKipK7u7u+vTTT5Wenq7u3btb5aKjozVjxgw9//zzuuKKKxQSElJkD2N5NWzYUH379tWGDRsUGhqqt99+W+np6Q47Fdq3b6+IiAj17dtXw4YNk5ubm95++20FBwcX2ZiXt24eHh568cUX1adPH7Vp00Y9evSwbkVZv359DRkyxPayPPTQQzp8+LDatm2rOnXq6LffftOrr76qZs2aOezlLs7dd9+tkSNHKjs7W/7+/mdVx/L0mdL6d2VsK4cNG6YvvvhCd955p3Vr2OPHj2vr1q36+OOPtXfvXtWqVUsdO3ZUq1atNHz4cO3du1dRUVH697//fU470EpTUf3RrtzcXKsP7ty5U9OnT9dNN91k7VUODg7WiBEjNHbsWN1+++266667rHItWrTQ/fffL+nvW1YPHDhQXbt2VcOGDXX69Gm98847VkgoEB0dreXLl+uVV15ReHi4IiMjFRMTowkTJmjlypWKiYnRww8/rKioKB0+fFibN2/W8uXLi905U5aK6HNlefDBB/XKK68oPj5effv2VUZGhmbOnKmrr7661BsKlWbq1Km66aabdP3116tfv36KjIzU3r17tWjRIm3ZskXS/37/jhw5Ut27d5eHh4c6duxY7O+VitiOS3/fzrlatWq2b6N9Vrd/LXxLxJJu7Xbm7aqef/55c8MNN5jAwEDj4+NjGjVqZF544QWH25adPn3aDBo0yAQHBxsXFxeH2/cdPXrUDBkyxISHhxsPDw9z5ZVXFvsQqePHj5ukpCQTFBRk/Pz8zD333GN27txpJDncjrWkZTHm74eq3HvvvSYwMNAEBASYrl27mv379xe5BV5J0yjptqxt2rQxV199dfGNe4ZTp06ZsWPHmsjISOPh4WHq1q1b7ENu7Nz+9dixY+b//u//TGBgoJGKPpCu8C3QirtlqTF/3yKuU6dOpmbNmsbLy8vUq1fPdOvWzaxYsaLU+Zc0n4LvzoYNGxyGF9e2X3zxhbnmmmuMt7e3qV+/vnnxxRfN22+/7fDdGzJkiHFzczPr1q1zmN7GjRuNu7u7GTBggDWspNu/lqcuxhTf/gcPHjSdO3c21apVMzVq1DD9+/c3P/74Y5G2tPsdKXigUYHy9KeSFDzIJjAw0Hh7e5sbbrihyINsjCn/7V+NMWbNmjUmOjraeHp6OvSTkpazpNtzzpo1y0RHRxsfHx9TvXp107RpU/PUU0+Z/fv3lzr/4h6uFRoaakaPHl3koVXlWZesWLHC3H333SY8PNx4enqa8PBw06NHjyK3oPz8889NVFSUcXd3L/IZl6evlLYeKumBdOVZNxT+vpTH9OnTrQeLNW/evFwPpDt06JBJSkoyjRo1Mr6+viYgIMDExMSYjz76yGHaaWlpJiEhwVSvXt3hlrIl9bkzx5X0QLprrrnGeHl5mUaNGhV7y8pNmzaZmJgY4+npaSIiIswrr7xS7DRLqltJt3P+8MMPzXXXXWc9CLK0h2MVVvgz/fjjj0379u2tB3hFRESY/v37mwMHDhR5b2Hp6enG3d3dvPPOO0XG2aljefpMSf27vNvK0j7Lwoq7/ebRo0fNiBEjzBVXXGE8PT1NrVq1zI033mgmTZrksM77888/Ta9evawH0vXq1atcD6QzpuzbvxbXR8+1Pxa3ji2pHoUVfiBdjRo1jJ+fn+nZs6f5888/i5R/7bXXTKNGjYyHh4cJDQ01AwYMcHgg3a+//moefPBB06BBA+Pt7W2CgoLMrbfeapYvX+4wnR07dpjWrVsbHx8fIzk+kC49Pd0kJSWZunXrGg8PDxMWFmbatWtnZs2aZZUp6bfAmePOZ58rSWn1ePfdd60HzDVr1swsXbq01AfSFVb4+2+MMT/++KPVV7y9vc1VV11V5MG5zz33nLnsssuMq6urQ38p7YF0pW3H7f6+i4mJMffff38xrVU6l/+/0Be1LVu26LrrrtO7776rnj17VnV1AJxnvXv31scff1zsqUTAxapv3776+eef9e2331Z1VVDJCh7UtmHDBjVv3ryqqwMnt2XLFl1//fXavHlziTcJKUmlXSNRWf76668iw6ZMmSJXV9cynygNAICzGD16tPV0YgA4WxMmTFCXLl1shwipku/aVBkmTpyoTZs26dZbb5W7u7t1S71+/foVuV8zAADOKiIiosjF7gBg1wcffHDW773ogsSNN96oZcuW6bnnntOxY8cUERGhMWPGaOTIkVVdNQAAAOCicUlcIwEAAADg/LrorpEAAAAAUPEIEgAAAABsu+iukUDlys/P1/79+1W9enVbj3gHAABVxxijo0ePKjw8/KwfYgYQJHBO9u/fz92wAABwUvv27VOdOnWquhpwUgQJnJPq1atL+ntF5O/vX8W1AQAA5ZGdna26deta23HgbBAkcE4KTmfy9/cnSAAA4GQ4LRnngpPiAAAAANhGkAAAAABgG0ECAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGAbQQIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYBtBAgAAAIBtBAkAAAAAthEkAAAAANhGkAAAAABgm3tVVwAoTf3hiyps2nsnJFTYtAEAAC52HJEAAAAAYBtBAgAAAIBtBAkAAAAAthEkAAAAANhGkAAAAABgG0ECAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGAbQcJJ1a9fXy4uLkVeSUlJkqSTJ08qKSlJNWvWlJ+fnzp37qz09HSHaaSmpiohIUHVqlVTSEiIhg0bptOnT1fF4gAAAMDJECSc1IYNG3TgwAHrtWzZMklS165dJUlDhgzRggULNH/+fK1atUr79+9Xp06drPfn5eUpISFBubm5WrNmjebOnas5c+Zo1KhRVbI8AAAAcC4uxhhT1ZXAuRs8eLAWLlyoXbt2KTs7W8HBwZo3b566dOkiSdqxY4caN26slJQUtWzZUosXL9add96p/fv3KzQ0VJI0c+ZMPf300zp48KA8PT2LnU9OTo5ycnKsv7Ozs1W3bl1lZWXJ39//vC9X/eGLzvs0C+ydkFBh0wYA4EKWnZ2tgICACtt+49LAEYmLQG5urt599109+OCDcnFx0aZNm3Tq1CnFxcVZZRo1aqSIiAilpKRIklJSUtS0aVMrREhSfHy8srOztW3bthLnlZycrICAAOtVt27dilswAAAAXLAIEheBzz77TJmZmerdu7ckKS0tTZ6engoMDHQoFxoaqrS0NKvMmSGiYHzBuJKMGDFCWVlZ1mvfvn3nb0EAAADgNNyrugI4d2+99ZY6dOig8PDwCp+Xl5eXvLy8Knw+AAAAuLBxRMLJ/fbbb1q+fLkeeugha1hYWJhyc3OVmZnpUDY9PV1hYWFWmcJ3cSr4u6AMAAAAUBKChJObPXu2QkJClJDwvwuHo6Oj5eHhoRUrVljDdu7cqdTUVMXGxkqSYmNjtXXrVmVkZFhlli1bJn9/f0VFRVXeAgAAAMApcWqTE8vPz9fs2bOVmJgod/f/fZQBAQHq27evhg4dqqCgIPn7+2vQoEGKjY1Vy5YtJUnt27dXVFSUevXqpYkTJyotLU3PPPOMkpKSOHUJAAAAZSJIOLHly5crNTVVDz74YJFxkydPlqurqzp37qycnBzFx8dr+vTp1ng3NzctXLhQAwYMUGxsrHx9fZWYmKhx48ZV5iIAAADASfEcCZyTir4PNc+RAADg/OM5EjgfuEYCAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGAbQQIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYBtBAgAAAIBtBAkAAAAAthEkAAAAANhGkAAAAABgG0ECAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGAbQQIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYBtBAgAAAIBtBAkAAAAAthEkAAAAANhGkAAAAABgG0ECAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGAbQQIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYJt7VVcAAFB56g9fVKHT3zshoUKnDwC4cBAkACfFD0IAAFCVOLUJAAAAgG0ECQAAAAC2ESQAAAAA2EaQcGJ//PGH7r//ftWsWVM+Pj5q2rSpNm7caI03xmjUqFGqXbu2fHx8FBcXp127djlM4/Dhw+rZs6f8/f0VGBiovn376tixY5W9KAAAAHAyBAkndeTIEbVq1UoeHh5avHixfvrpJ7388suqUaOGVWbixImaOnWqZs6cqXXr1snX11fx8fE6efKkVaZnz57atm2bli1bpoULF2r16tXq169fVSwSAAAAnAh3bXJSL774ourWravZs2dbwyIjI63/G2M0ZcoUPfPMM7r77rslSf/6178UGhqqzz77TN27d9f27du1ZMkSbdiwQc2bN5ckvfrqq7rjjjs0adIkhYeHV+5CAQAAwGlwRMJJffHFF2revLm6du2qkJAQXXfddXrjjTes8Xv27FFaWpri4uKsYQEBAYqJiVFKSookKSUlRYGBgVaIkKS4uDi5urpq3bp1xc43JydH2dnZDi8AAABceggSTurXX3/VjBkzdOWVV2rp0qUaMGCAHnvsMc2dO1eSlJaWJkkKDQ11eF9oaKg1Li0tTSEhIQ7j3d3dFRQUZJUpLDk5WQEBAdarbt2653vRAAAA4AQIEk4qPz9f119/vcaPH6/rrrtO/fr108MPP6yZM2dW6HxHjBihrKws67Vv374KnR8AAAAuTAQJJ1W7dm1FRUU5DGvcuLFSU1MlSWFhYZKk9PR0hzLp6enWuLCwMGVkZDiMP336tA4fPmyVKczLy0v+/v4OLwAAAFx6CBJOqlWrVtq5c6fDsJ9//ln16tWT9PeF12FhYVqxYoU1Pjs7W+vWrVNsbKwkKTY2VpmZmdq0aZNV5uuvv1Z+fr5iYmIqYSkAAADgrLhrk5MaMmSIbrzxRo0fP17dunXT+vXrNWvWLM2aNUuS5OLiosGDB+v555/XlVdeqcjISD377LMKDw/XPffcI+nvIxi33367dUrUqVOnNHDgQHXv3p07NgEAAKBUBAkn1aJFC3366acaMWKExo0bp8jISE2ZMkU9e/a0yjz11FM6fvy4+vXrp8zMTN10001asmSJvL29rTLvvfeeBg4cqHbt2snV1VWdO3fW1KlTq2KRAAAA4EQIEk7szjvv1J133lnieBcXF40bN07jxo0rsUxQUJDmzZtXEdUDAADARYxrJAAAAADYRpAAAAAAYBtBAgAAAIBtBAkAAAAAthEkAAAAANhGkAAAAABgG0ECAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGCbe1VXAACAS0H94YsqdPp7JyRU6PQBoDCOSAAAAACwjSABAAAAwDaCBAAAAADbuEYCAABV/DUMAHCx4YgEAAAAANsIEgAAAABsI0gAAAAAsI0gAQAAAMA2ggQAAAAA2wgSAAAAAGwjSAAAAACwjSABAAAAwDaCBAAAAADbCBIAAAAAbCNIAAAAALCNIAEAAADANoIEAAAAANvcq7oCAICLR/3hiyp0+nsnJFTo9AEA5ccRCQAAAAC2ESQAAAAA2EaQAAAAAGAbQQIAAACAbVxsDeCiwwW/AABUPI5IAAAAALCNIAEAAADANoIEAAAAANu4RsJJjRkzRmPHjnUYdtVVV2nHjh2SpJMnT+qJJ57QBx98oJycHMXHx2v69OkKDQ21yqempmrAgAFauXKl/Pz8lJiYqOTkZLm787VAxaroaxgAAEDF4xejE7v66qu1fPly6+8zA8CQIUO0aNEizZ8/XwEBARo4cKA6deqk77//XpKUl5enhIQEhYWFac2aNTpw4IAeeOABeXh4aPz48ZW+LAAAAHAuBAkn5u7urrCwsCLDs7Ky9NZbb2nevHlq27atJGn27Nlq3Lix1q5dq5YtW+qrr77STz/9pOXLlys0NFTNmjXTc889p6efflpjxoyRp6dnZS8OAAAAnAjXSDixXbt2KTw8XJdffrl69uyp1NRUSdKmTZt06tQpxcXFWWUbNWqkiIgIpaSkSJJSUlLUtGlTh1Od4uPjlZ2drW3btpU4z5ycHGVnZzu8AAAAcOkhSDipmJgYzZkzR0uWLNGMGTO0Z88e3XzzzTp69KjS0tLk6empwMBAh/eEhoYqLS1NkpSWluYQIgrGF4wrSXJysgICAqxX3bp1z++CAQAAwClwapOT6tChg/X/a665RjExMapXr54++ugj+fj4VNh8R4wYoaFDh1p/Z2dnEyYAAAAuQRyRuEgEBgaqYcOG2r17t8LCwpSbm6vMzEyHMunp6dY1FWFhYUpPTy8yvmBcSby8vOTv7+/wAgAAwKWHIHGROHbsmH755RfVrl1b0dHR8vDw0IoVK6zxO3fuVGpqqmJjYyVJsbGx2rp1qzIyMqwyy5Ytk7+/v6Kioiq9/gAAAHAunNrkpJ588kl17NhR9erV0/79+zV69Gi5ubmpR48eCggIUN++fTV06FAFBQXJ399fgwYNUmxsrFq2bClJat++vaKiotSrVy9NnDhRaWlpeuaZZ5SUlCQvL68qXjoAAABc6AgSTur3339Xjx499Oeffyo4OFg33XST1q5dq+DgYEnS5MmT5erqqs6dOzs8kK6Am5ubFi5cqAEDBig2Nla+vr5KTEzUuHHjqmqRAAAA4EQIEk7qgw8+KHW8t7e3pk2bpmnTppVYpl69evryyy/Pd9UAABehinwi/d4JCRU2bQAVh2skAAAAANjGEQkAgNOoyL3iAAB7OCIBAAAAwDaOSAAAgCpV0UeauAYDqBgckQAAAABgG0ECAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGAbQQIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYBtPtgYAm3gKLwAAHJEAAAAAcBYIEgAAAABsI0gAAAAAsI0gAQAAAMA2ggQAAAAA2wgSAAAAAGwjSAAAAACwjedIAABwEajo55sAQGEckQAAAABgG0ckgArC3kEAAHAx44gEAAAAANsIEgAAAABsI0gAAAAAsI0gAQAAAMA2ggQAAAAA27hrEwAAwDmo6Lv07Z2QUKHTB84WRyQAAAAA2EaQAAAAAGAbQQIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYBtBAgAAAIBtBAkAAAAAthEkLhITJkyQi4uLBg8ebA07efKkkpKSVLNmTfn5+alz585KT093eF9qaqoSEhJUrVo1hYSEaNiwYTp9+nQl1x4AAADOhiBxEdiwYYNef/11XXPNNQ7DhwwZogULFmj+/PlatWqV9u/fr06dOlnj8/LylJCQoNzcXK1Zs0Zz587VnDlzNGrUqMpeBAAAADgZgoSTO3bsmHr27Kk33nhDNWrUsIZnZWXprbfe0iuvvKK2bdsqOjpas2fP1po1a7R27VpJ0ldffaWffvpJ7777rpo1a6YOHTroueee07Rp05Sbm1tViwQAAAAnQJBwcklJSUpISFBcXJzD8E2bNunUqVMOwxs1aqSIiAilpKRIklJSUtS0aVOFhoZaZeLj45Wdna1t27YVO7+cnBxlZ2c7vAAAAHDpca/qCuDsffDBB9q8ebM2bNhQZFxaWpo8PT0VGBjoMDw0NFRpaWlWmTNDRMH4gnHFSU5O1tixY89D7QEAqBz1hy+q6ioAFyWChJPat2+fHn/8cS1btkze3t6VNt8RI0Zo6NCh1t/Z2dmqW7dupc0fuBTwowcA4Aw4tclJbdq0SRkZGbr++uvl7u4ud3d3rVq1SlOnTpW7u7tCQ0OVm5urzMxMh/elp6crLCxMkhQWFlbkLk4FfxeUKczLy0v+/v4OLwAAAFx6CBJOql27dtq6dau2bNlivZo3b66ePXta//fw8NCKFSus9+zcuVOpqamKjY2VJMXGxmrr1q3KyMiwyixbtkz+/v6Kioqq9GUCAACA8+DUJidVvXp1NWnSxGGYr6+vatasaQ3v27evhg4dqqCgIPn7+2vQoEGKjY1Vy5YtJUnt27dXVFSUevXqpYkTJyotLU3PPPOMkpKS5OXlVenLBAAAAOdBkLiITZ48Wa6ururcubNycnIUHx+v6dOnW+Pd3Ny0cOFCDRgwQLGxsfL19VViYqLGjRtXhbUGAACAMyBIXES++eYbh7+9vb01bdo0TZs2rcT31KtXT19++WUF1wwAAAAXG66RAAAAAGAbRyQAFItbkAIAgNJwRAIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYBtBAgAAAIBtBAkAAAAAthEkAAAAANhGkAAAAABgG0ECAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGAbQQIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYBtBAgAAAIBtBAkAAAAAthEkAAAAANhGkAAAAABgG0ECAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGAbQQIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYBtBAgAAAIBtBAkAAAAAthEkAAAAANhGkAAAAABgG0ECAAAAgG0ECQAAAAC2ESQAAAAA2EaQcFIzZszQNddcI39/f/n7+ys2NlaLFy+2xp88eVJJSUmqWbOm/Pz81LlzZ6WnpztMIzU1VQkJCapWrZpCQkI0bNgwnT59urIXBQAAAE6IIOGk6tSpowkTJmjTpk3auHGj2rZtq7vvvlvbtm2TJA0ZMkQLFizQ/PnztWrVKu3fv1+dOnWy3p+Xl6eEhATl5uZqzZo1mjt3rubMmaNRo0ZV1SIBAADAibgYY0xVVwLnR1BQkF566SV16dJFwcHBmjdvnrp06SJJ2rFjhxo3bqyUlBS1bNlSixcv1p133qn9+/crNDRUkjRz5kw9/fTTOnjwoDw9Pcs1z+zsbAUEBCgrK0v+/v7nfZnqD1903qdZYO+EhAqbtlSxdQcAXDoqYntV0dtvXBo4InERyMvL0wcffKDjx48rNjZWmzZt0qlTpxQXF2eVadSokSIiIpSSkiJJSklJUdOmTa0QIUnx8fHKzs62jmoUJycnR9nZ2Q4vAAAAXHoIEk5s69at8vPzk5eXlx555BF9+umnioqKUlpamjw9PRUYGOhQPjQ0VGlpaZKktLQ0hxBRML5gXEmSk5MVEBBgverWrXt+FwoAAABOgSDhxK666ipt2bJF69at04ABA5SYmKiffvqpQuc5YsQIZWVlWa99+/ZV6PwAAABwYXKv6grg7Hl6euqKK66QJEVHR2vDhg365z//qfvuu0+5ubnKzMx0OCqRnp6usLAwSVJYWJjWr1/vML2CuzoVlCmOl5eXvLy8zvOSAAAAwNlwROIikp+fr5ycHEVHR8vDw0MrVqywxu3cuVOpqamKjY2VJMXGxmrr1q3KyMiwyixbtkz+/v6Kioqq9LoDAADAuXBEwkmNGDFCHTp0UEREhI4ePap58+bpm2++0dKlSxUQEKC+fftq6NChCgoKkr+/vwYNGqTY2Fi1bNlSktS+fXtFRUWpV69emjhxotLS0vTMM88oKSmJIw4AAAAoE0HCSWVkZOiBBx7QgQMHFBAQoGuuuUZLly7VbbfdJkmaPHmyXF1d1blzZ+Xk5Cg+Pl7Tp0+33u/m5qaFCxdqwIABio2Nla+vrxITEzVu3LiqWiQAAAA4EZ4jgXPCcyRKxnMkAADnA8+RwIWKayQAAAAA2EaQAAAAAGAbQQIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYBtBAgAAAIBtBAkAAAAAthEkAAAAANhGkAAAAABgG0ECAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGCbe1VXAKgq9YcvquoqAAAAOC2OSAAAAACwjSABAAAAwDaCBAAAAADbCBIAAAAAbCNIAAAAALCNIAEAAADANoIEAAAAANsIEgAAAABsI0gAAAAAsI0gAQAAAMA2ggQAAAAA2wgSAAAAAGwjSAAAAACwjSABAAAAwDaCBAAAAADbCBIAAAAAbCNIAAAAALCNIAEAAADANoIEAAAAANsIEgAAAABsI0gAAAAAsI0gAQAAAMA2ggQAAAAA2wgSTio5OVktWrRQ9erVFRISonvuuUc7d+50KHPy5EklJSWpZs2a8vPzU+fOnZWenu5QJjU1VQkJCapWrZpCQkI0bNgwnT59ujIXBQAAAE6IIOGkVq1apaSkJK1du1bLli3TqVOn1L59ex0/ftwqM2TIEC1YsEDz58/XqlWrtH//fnXq1Mkan5eXp4SEBOXm5mrNmjWaO3eu5syZo1GjRlXFIgEAAMCJuBhjTFVXAufu4MGDCgkJ0apVq9S6dWtlZWUpODhY8+bNU5cuXSRJO3bsUOPGjZWSkqKWLVtq8eLFuvPOO7V//36FhoZKkmbOnKmnn35aBw8elKenZ5H55OTkKCcnx/o7OztbdevWVVZWlvz9/c/7ctUfvui8TxMAAGeyd0LCeZ9mdna2AgICKmz7jUsDRyQuEllZWZKkoKAgSdKmTZt06tQpxcXFWWUaNWqkiIgIpaSkSJJSUlLUtGlTK0RIUnx8vLKzs7Vt27Zi55OcnKyAgADrVbdu3YpaJAAAAFzACBIXgfz8fA0ePFitWrVSkyZNJElpaWny9PRUYGCgQ9nQ0FClpaVZZc4MEQXjC8YVZ8SIEcrKyrJe+/btO89LAwAAAGfgXtUVwLlLSkrSjz/+qO+++67C5+Xl5SUvL68Knw8AAAAubByRcHIDBw7UwoULtXLlStWpU8caHhYWptzcXGVmZjqUT09PV1hYmFWm8F2cCv4uKAMAAAAUhyDhpIwxGjhwoD799FN9/fXXioyMdBgfHR0tDw8PrVixwhq2c+dOpaamKjY2VpIUGxurrVu3KiMjwyqzbNky+fv7KyoqqnIWBAAAAE6JU5ucVFJSkubNm6fPP/9c1atXt65pCAgIkI+PjwICAtS3b18NHTpUQUFB8vf316BBgxQbG6uWLVtKktq3b6+oqCj16tVLEydOVFpamp555hklJSVx+hIAAABKRZBwUjNmzJAk3XLLLQ7DZ8+erd69e0uSJk+eLFdXV3Xu3Fk5OTmKj4/X9OnTrbJubm5auHChBgwYoNjYWPn6+ioxMVHjxo2rrMUAAACAk+I5EjgnFX0fap4jAQC41PEcCVyouEYCAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGAbQQIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYBtBAgAAAIBtBAkAAAAAthEkAAAAANhGkAAAAABgG0ECAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGAbQQIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYBtBAgAAAIBtBAkAAAAAthEkAAAAANhGkAAAAABgG0ECAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGAbQQIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYBtBAgAAAIBtBAkAAAAAthEkAAAAANhGkAAAAABgG0ECAAAAgG0ECSe2evVqdezYUeHh4XJxcdFnn33mMN4Yo1GjRql27dry8fFRXFycdu3a5VDm8OHD6tmzp/z9/RUYGKi+ffvq2LFjlbgUAAAAcEYECSd2/PhxXXvttZo2bVqx4ydOnKipU6dq5syZWrdunXx9fRUfH6+TJ09aZXr27Klt27Zp2bJlWrhwoVavXq1+/fpV1iIAAADASblXdQVw9jp06KAOHToUO84YoylTpuiZZ57R3XffLUn617/+pdDQUH322Wfq3r27tm/friVLlmjDhg1q3ry5JOnVV1/VHXfcoUmTJik8PLzSlgUAAADOhSMSF6k9e/YoLS1NcXFx1rCAgADFxMQoJSVFkpSSkqLAwEArREhSXFycXF1dtW7dumKnm5OTo+zsbIcXAAAALj0EiYtUWlqaJCk0NNRheGhoqDUuLS1NISEhDuPd3d0VFBRklSksOTlZAQEB1qtu3boVUHsAAABc6AgSsGXEiBHKysqyXvv27avqKgEAAKAKECQuUmFhYZKk9PR0h+Hp6enWuLCwMGVkZDiMP336tA4fPmyVKczLy0v+/v4OLwAAAFx6CBIXqcjISIWFhWnFihXWsOzsbK1bt06xsbGSpNjYWGVmZmrTpk1Wma+//lr5+fmKiYmp9DoDAADAeXDXJid27Ngx7d692/p7z5492rJli4KCghQREaHBgwfr+eef15VXXqnIyEg9++yzCg8P1z333CNJaty4sW6//XY9/PDDmjlzpk6dOqWBAweqe/fu3LEJAAAApSJIOLGNGzfq1ltvtf4eOnSoJCkxMVFz5szRU089pePHj6tfv37KzMzUTTfdpCVLlsjb29t6z3vvvaeBAweqXbt2cnV1VefOnTV16tRKXxYAAAA4FxdjjKnqSsB5ZWdnKyAgQFlZWRVyvUT94YvO+zQBAHAmeycknPdpVvT2G5cGrpEAAAAAYBtBAgAAAIBtBAkAAAAAthEkAAAAANhGkAAAAABgG0ECAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGAbQQIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYBtBAgAAAIBtBAkAAAAAthEkAAAAANhGkAAAAABgG0ECAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGAbQQIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYBtBAgAAAIBtBAkAAAAAthEkAAAAANhGkAAAAABgG0ECAAAAgG0ECQAAAAC2ESQAAAAA2EaQAAAAAGAbQQIAAACAbQQJAAAAALYRJAAAAADYRpAAAAAAYBtBApKkadOmqX79+vL29lZMTIzWr19f1VUCAADABYwgAX344YcaOnSoRo8erc2bN+vaa69VfHy8MjIyqrpqAAAAuEARJKBXXnlFDz/8sPr06aOoqCjNnDlT1apV09tvv13VVQMAAMAFyr2qK4CqlZubq02bNmnEiBHWMFdXV8XFxSklJaVI+ZycHOXk5Fh/Z2VlSZKys7MrpH75OScqZLoAADiLitjGFkzTGHPep41LB0HiEnfo0CHl5eUpNDTUYXhoaKh27NhRpHxycrLGjh1bZHjdunUrrI4AAFzKAqZU3LSPHj2qgICAipsBLmoECdgyYsQIDR061Po7Pz9fhw8fVs2aNeXi4nJe55Wdna26detq37598vf3P6/TRulo+6pD21cN2r3q0PZVwxijo0ePKjw8vKqrAidGkLjE1apVS25ubkpPT3cYnp6errCwsCLlvby85OXl5TAsMDCwIqsof39/Ni5VhLavOrR91aDdqw5tX/k4EoFzxcXWlzhPT09FR0drxYoV1rD8/HytWLFCsbGxVVgzAAAAXMg4IgENHTpUiYmJat68uW644QZNmTJFx48fV58+faq6agAAALhAESSg++67TwcPHtSoUaOUlpamZs2aacmSJUUuwK5sXl5eGj16dJFTqVDxaPuqQ9tXDdq96tD2gPNyMdz3CwAAAIBNXCMBAAAAwDaCBAAAAADbCBIAAAAAbCNIAAAAALCNIAEAAADANoIELkjTpk1T/fr15e3trZiYGK1fv76qq3TRSU5OVosWLVS9enWFhITonnvu0c6dOx3KnDx5UklJSapZs6b8/PzUuXPnIk9Bx7mZMGGCXFxcNHjwYGsY7V6x/vjjD91///2qWbOmfHx81LRpU23cuNEab4zRqFGjVLt2bfn4+CguLk67du2qwhpfHPLy8vTss88qMjJSPj4+atCggZ577jmdefNI2h5wLgQJXHA+/PBDDR06VKNHj9bmzZt17bXXKj4+XhkZGVVdtYvKqlWrlJSUpLVr12rZsmU6deqU2rdvr+PHj1tlhgwZogULFmj+/PlatWqV9u/fr06dOlVhrS8uGzZs0Ouvv65rrrnGYTjtXnGOHDmiVq1aycPDQ4sXL9ZPP/2kl19+WTVq1LDKTJw4UVOnTtXMmTO1bt06+fr6Kj4+XidPnqzCmju/F198UTNmzNBrr72m7du368UXX9TEiRP16quvWmVoe8DJGOACc8MNN5ikpCTr77y8PBMeHm6Sk5OrsFYXv4yMDCPJrFq1yhhjTGZmpvHw8DDz58+3ymzfvt1IMikpKVVVzYvG0aNHzZVXXmmWLVtm2rRpYx5//HFjDO1e0Z5++mlz0003lTg+Pz/fhIWFmZdeeskalpmZaby8vMz7779fGVW8aCUkJJgHH3zQYVinTp1Mz549jTG0PeCMOCKBC0pubq42bdqkuLg4a5irq6vi4uKUkpJShTW7+GVlZUmSgoKCJEmbNm3SqVOnHD6LRo0aKSIigs/iPEhKSlJCQoJD+0q0e0X74osv1Lx5c3Xt2lUhISG67rrr9MYbb1jj9+zZo7S0NIf2DwgIUExMDO1/jm688UatWLFCP//8syTphx9+0HfffacOHTpIou0BZ+Re1RUAznTo0CHl5eUpNDTUYXhoaKh27NhRRbW6+OXn52vw4MFq1aqVmjRpIklKS0uTp6enAgMDHcqGhoYqLS2tCmp58fjggw+0efNmbdiwocg42r1i/frrr5oxY4aGDh2qf/zjH9qwYYMee+wxeXp6KjEx0Wrj4tZBtP+5GT58uLKzs9WoUSO5ubkpLy9PL7zwgnr27ClJtD3ghAgSAJSUlKQff/xR3333XVVX5aK3b98+Pf7441q2bJm8vb2rujqXnPz8fDVv3lzjx4+XJF133XX68ccfNXPmTCUmJlZx7S5uH330kd577z3NmzdPV199tbZs2aLBgwcrPDyctgecFKc24YJSq1Ytubm5FblDTXp6usLCwqqoVhe3gQMHauHChVq5cqXq1KljDQ8LC1Nubq4yMzMdyvNZnJtNmzYpIyND119/vdzd3eXu7q5Vq1Zp6tSpcnd3V2hoKO1egWrXrq2oqCiHYY0bN1ZqaqokWW3MOuj8GzZsmIYPH67u3buradOm6tWrl4YMGaLk5GRJtD3gjAgSuKB4enoqOjpaK1assIbl5+drxYoVio2NrcKaXXyMMRo4cKA+/fRTff3114qMjHQYHx0dLQ8PD4fPYufOnUpNTeWzOAft2rXT1q1btWXLFuvVvHlz9ezZ0/o/7V5xWrVqVeQ2xz///LPq1asnSYqMjFRYWJhD+2dnZ2vdunW0/zk6ceKEXF0df3a4ubkpPz9fEm0POKWqvtobKOyDDz4wXl5eZs6cOeann34y/fr1M4GBgSYtLa2qq3ZRGTBggAkICDDffPONOXDggPU6ceKEVeaRRx4xERER5uuvvzYbN240sbGxJjY2tgprfXE6865NxtDuFWn9+vXG3d3dvPDCC2bXrl3mvffeM9WqVTPvvvuuVWbChAkmMDDQfP755+a///2vufvuu01kZKT566+/qrDmzi8xMdFcdtllZuHChWbPnj3m3//+t6lVq5Z56qmnrDK0PeBcCBK4IL366qsmIiLCeHp6mhtuuMGsXbu2qqt00ZFU7Gv27NlWmb/++ss8+uijpkaNGqZatWrm3nvvNQcOHKi6Sl+kCgcJ2r1iLViwwDRp0sR4eXmZRo0amVmzZjmMz8/PN88++6wJDQ01Xl5epl27dmbnzp1VVNuLR3Z2tnn88cdNRESE8fb2NpdffrkZOXKkycnJscrQ9oBzcTHmjEdKAgAAAEA5cI0EAAAAANsIEgAAAABsI0gAAAAAsI0gAQAAAMA2ggQAAAAA2wgSAAAAAGwjSAAAAACwjSABAAAAwDaCBAAAAADbCBIAAAAAbCNIAAAAALDt/wFJZrobwZcPjwAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "plt.hist(max_posteriors, bins=np.arange(0, 100, 5));\n", - "plt.title(\"histogram of the maximums of the posterior distributions (obtained from posterior function)\")\n", - "plt.figure()\n", - "plt.hist(mean_posteriors, bins=np.arange(0, 100, 5));\n", - "plt.title(\"histogram of the means of the posterior distributions (obtained from posterior function)\")" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "posterior_quantiles = np.quantile(posterior_samples.numpy(), [0.025, 0.975], axis=0)\n", - "confidence_widths = (posterior_quantiles[1] - posterior_quantiles[0]).flatten()\n", - "condition = (\n", - " confidence_widths < 50\n", - ") # Select posterior with a 95% confidence intervall less the 50 indices\n", - "posterior_idx = np.where(condition)[0]\n", - "posterior_samples_new = posterior_samples[:, posterior_idx]" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "# Evaluate the log posterior of the flow conditioned on the synthetic image, log q(\\cdot | x) for fixed x\n", - "test_indices = torch.arange(0, sim.max_index + 1, 1, dtype=torch.float32).reshape(-1, 1).to(device)\n", - "norm_indices = estimator.standardize(test_indices)\n", - "max_posteriors = []\n", - "mean_posteriors = []\n", - "with torch.no_grad():\n", - " for image in reference_images[posterior_idx, :]:\n", - " flow_at_image = estimator.flow(image.reshape(1, 128, 128).cuda(non_blocking=True))\n", - " logprobs = flow_at_image.log_prob(norm_indices).to(device)\n", - " probs = torch.exp(logprobs) / 50\n", - " max_val = norm_indices[int(torch.argmax(probs))]\n", - " mean_val = int(torch.sum(test_indices.flatten()*probs.flatten()))\n", - " max_posteriors.append(max_val)\n", - " mean_posteriors.append(mean_val)\n", - "max_posteriors = torch.tensor(max_posteriors)*50 + 50\n", - " " - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.figure()\n", - "plt.hist(max_posteriors, bins=np.arange(0, 100, 5));\n", - "\n", - "plt.figure()\n", - "plt.hist(mean_posteriors, bins=np.arange(0, 100, 5));\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3.9.15 ('.venv': venv)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.15" - }, - "vscode": { - "interpreter": { - "hash": "67b7023408d2dbdcdda6c9047d90ec2f795752889b34f6f4e95aae83166bde6a" - } - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/Lukes_folder/comparing_estimator_posteriors.ipynb b/Lukes_folder/comparing_estimator_posteriors.ipynb index 09a21b7..9673d31 100644 --- a/Lukes_folder/comparing_estimator_posteriors.ipynb +++ b/Lukes_folder/comparing_estimator_posteriors.ipynb @@ -244,7 +244,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3.9.15 64-bit", "language": "python", "name": "python3" }, @@ -260,7 +260,12 @@ "pygments_lexer": "ipython3", "version": "3.9.15" }, - "orig_nbformat": 4 + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "7b7fbdd20bcc2083504065e64dd68e11295ac29c39a09e225403f090756a3e6a" + } + } }, "nbformat": 4, "nbformat_minor": 2 diff --git a/Lukes_folder/hsp90_posterior_mat.npz b/Lukes_folder/hsp90_posterior_mat.npz new file mode 100644 index 0000000..258421f Binary files /dev/null and b/Lukes_folder/hsp90_posterior_mat.npz differ diff --git a/Lukes_folder/hsp90_prior_to_posterior.ipynb b/Lukes_folder/hsp90_prior_to_posterior.ipynb new file mode 100644 index 0000000..15ce482 --- /dev/null +++ b/Lukes_folder/hsp90_prior_to_posterior.ipynb @@ -0,0 +1,333 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import torch\n", + "import json\n", + "\n", + "from cryo_sbi.inference.models import build_models\n", + "from cryo_sbi import CryoEmSimulator\n", + "from cryo_sbi.inference import priors\n", + "\n", + "from MMD import MMD_gaussian\n", + "\n", + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "batch_size_sampling = 100 # Batch size for sampling posterior\n", + "batch_size_latent = 1000 # Batch size for calculating latent representation\n", + "device = \"cuda\" # Device for computations\n", + "save_figures = False\n", + "\n", + "# empty cache just in case\n", + "torch.cuda.empty_cache()\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load posterior surrogate" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "train_config = json.load(open(\"Lars_hsp90/resnet18_encoder.json\"))\n", + "estimator = build_models.build_npe_flow_model(train_config)\n", + "estimator.load_state_dict(torch.load(\"Lars_hsp90/hsp90_posterior.estimator\"))\n", + "estimator.cuda()\n", + "estimator.eval();\n", + "\n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Define a simulator" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "image_config_file = \"Lars_hsp90/image_params_train.json\"\n", + "sim = CryoEmSimulator(image_config_file, device)\n", + "sim._config[\"SNR\"] = [0.1, 0.1] # Fixing the SNR, set range with [lower, upper]\n", + "#sim._config[\"SNR\"] = [0.01, 0.01] # Fixing the SNR, set range with [lower, upper]\n", + "sim._config[\"sigma\"] = [1, 1] # Fixing the SNR, set range with [lower, upper]\n", + "sim._priors = priors.get_image_priors(sim.max_index, sim._config, device=device)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1) Draw $\\theta_i \\sim q(\\theta)$ $i =1,\\ldots, M,$ where $q(\\theta)$ is some distribution not necessarily the prior $p(\\theta)$\n", + "\n", + "## 2) Simulate $y_i \\sim p(y | \\theta_i \\mid \\mathcal{M})$ for $i=1,\\ldots,M$ where $\\mathcal{M}$ consists of all of our model assumptions going into the simulator " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, '$\\\\theta$')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Simulate dataset with some prior\n", + "num_sim = 10000\n", + "reference_images, parameters = sim.simulate(num_sim=num_sim, return_parameters=True)\n", + "indices = parameters[0].cpu().detach().flatten()\n", + "plt.hist(indices, bins=np.arange(0, 20, 1))\n", + "plt.title(\"parameter values for simulated reference data\")\n", + "plt.xlabel(r\"$\\theta$\")\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# For each image $y_i:$\n", + "\n", + "## -Sample $\\tilde{\\theta}_i^{(j)} \\sim q_{\\psi}(\\theta \\mid y_i),$ $j = 1,...N$\n", + "\n", + "## -Approximate $q_{\\psi}(\\theta \\mid y_i)$ via histogramming $\\{\\tilde{\\theta}_i^{(j)}\\}_{j=1}^N$\n", + "\n", + "# Look at various quantities from there" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "num_samples_posterior=1000\n", + "theta_samples = []\n", + "with torch.no_grad():\n", + " for batched_images in torch.split(\n", + " reference_images, split_size_or_sections=batch_size_sampling, dim=0\n", + " ):\n", + " samples = estimator.sample(\n", + " batched_images.cuda(non_blocking=True), shape=(num_samples_posterior,)\n", + " ).cpu()\n", + " theta_samples.append(samples)\n", + " posterior_samples = torch.cat(theta_samples, dim=1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Check posterior means, posterior max" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([10000, 1])\n", + "tensor([17, 9, 7, ..., 0, 6, 5], dtype=torch.int32)\n", + "torch.Size([10000, 1])\n" + ] + }, + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'histogram of the maximums of the posterior distributions (as obtained by sampling')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "posterior_means = posterior_samples.mean(axis=0)\n", + "print(posterior_means.shape)\n", + "plt.figure()\n", + "plt.hist(posterior_means.flatten(), bins=np.arange(0, 20, 1), density=True);\n", + "plt.xlim([0, 20])\n", + "plt.title(\"histogram of means of the posterior distributions (as obtained by sampling)\")\n", + "\n", + "posterior_max = posterior_samples.int().mode(axis=0)[0]\n", + "print(posterior_max.flatten())\n", + "print(posterior_max.shape)\n", + "plt.figure()\n", + "plt.hist(posterior_max.flatten(), bins=np.arange(0, 20, 1), density=True);\n", + "plt.xlim([0, 20])\n", + "plt.title(\"histogram of the maximums of the posterior distributions (as obtained by sampling\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Same stuff but doing with the analytical posterior values" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# Evaluate the log posterior of the flow conditioned on the synthetic image, log q(\\cdot | x) for fixed x\n", + "test_indices = torch.arange(0, sim.max_index + 1, 1, dtype=torch.float32).reshape(-1, 1).to(device)\n", + "norm_indices = estimator.standardize(test_indices)\n", + "max_posteriors = []\n", + "mean_posteriors = []\n", + "with torch.no_grad():\n", + " for image in reference_images:\n", + " flow_at_image = estimator.flow(image.reshape(1, 128, 128).cuda(non_blocking=True))\n", + " logprobs = flow_at_image.log_prob(norm_indices).to(device)\n", + " probs = torch.exp(logprobs) / 10\n", + " max_val = norm_indices[int(torch.argmax(probs))]\n", + " mean_val = int(torch.sum(test_indices.flatten()*probs.flatten()))\n", + " max_posteriors.append(max_val)\n", + " mean_posteriors.append(mean_val)\n", + "max_posteriors = torch.tensor(max_posteriors)*10 + 10\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'histogram of the means of the posterior distributions (obtained from posterior function)')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.hist(max_posteriors, bins=np.arange(0, 20, 1));\n", + "plt.title(\"histogram of the maximums of the posterior distributions (obtained from posterior function)\")\n", + "plt.figure()\n", + "plt.hist(mean_posteriors, bins=np.arange(0, 20, 1));\n", + "plt.title(\"histogram of the means of the posterior distributions (obtained from posterior function)\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.9.15 ('.venv': venv)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + }, + "vscode": { + "interpreter": { + "hash": "67b7023408d2dbdcdda6c9047d90ec2f795752889b34f6f4e95aae83166bde6a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Lukes_folder/hsp90_test_log_posteriors copy.ipynb b/Lukes_folder/hsp90_test_log_posteriors copy.ipynb new file mode 100644 index 0000000..e32cd2e --- /dev/null +++ b/Lukes_folder/hsp90_test_log_posteriors copy.ipynb @@ -0,0 +1,225 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import torch\n", + "import torchvision.transforms as transforms\n", + "import json\n", + "import mrcfile\n", + "\n", + "from cryo_sbi.inference.models import build_models\n", + "from cryo_sbi import CryoEmSimulator\n", + "from cryo_sbi.inference import priors\n", + "import cryo_sbi.utils.estimator_utils as est_utils\n", + "from cryo_sbi.utils.image_utils import (\n", + " LowPassFilter,\n", + " NormalizeIndividual,\n", + " MRCtoTensor,\n", + " FourierDownSample,\n", + " Mask,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "num_samples_posterior = 10000 # Number of samples to draw from posterior\n", + "\n", + "device = \"cuda\" # Device for computations\n", + "save_figures = False\n", + "\n", + "# empty cache just in case\n", + "torch.cuda.empty_cache()\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load posterior surrogate" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "train_config = json.load(open(\"Lars_hsp90/resnet18_encoder.json\"))\n", + "estimator = build_models.build_npe_flow_model(train_config)\n", + "estimator.load_state_dict(torch.load(\"Lars_hsp90/hsp90_posterior.estimator\"))\n", + "estimator.cuda()\n", + "estimator.eval();" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load simulator" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using CryoBife reference prior\n" + ] + } + ], + "source": [ + "image_config_file = \"Lars_hsp90/image_params_train.json\"\n", + "sim = CryoEmSimulator(image_config_file, device)\n", + "sim._config[\"CRYOBIFE_INDEX_PRIOR\"] = True\n", + "sim._priors = priors.get_image_priors(sim.max_index, sim._config, device=device)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Simulator some images from the `ground truth' free energy in $\\theta$" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Pick and index and sample from the posterior\n", + "num_sim = 10000\n", + "images, parameters = sim.simulate(num_sim=num_sim, return_parameters=True)\n", + "indices = parameters[0].round().long().flatten().detach().cpu()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Double check this is the free energy in the prior theta we wanted" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, '$\\\\theta$')" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjAAAAGxCAYAAAB89YyPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAmlUlEQVR4nO3df1SVdYLH8Q+iXNTxXsaIe2ElpNpUTKms6PbDreSAypRu7k6WkzZDunVgzhpl6tlGndpdHPs1U+vgzJmM5mSNdk7aJLsYYmoZamGsSsWqi5JHL5QO9/ojAeHZP+bwrDcBvQRcvvh+nXPP8T7P9z58vz7d47uHh0uEZVmWAAAADNIv3BMAAAAIFQEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOP0D/cEuktLS4uOHDmiIUOGKCIiItzTAQAAF8GyLJ04cUIJCQnq16/96yx9NmCOHDmixMTEcE8DAAB0wldffaVhw4a1u7/PBsyQIUMk/fUvwOl0hnk2AADgYgQCASUmJtr/jrenzwZM67eNnE4nAQMAgGEudPsHN/ECAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADBO/3BPAOhrhi8oCvcUQnZwaVa4pwAAIeEKDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIwTUsDk5+frpptu0pAhQxQXF6epU6eqqqoqaMydd96piIiIoMejjz4aNKampkZZWVkaNGiQ4uLiNG/ePJ09ezZozObNm3XDDTfI4XDo6quvVmFhYedWCAAA+pyQAmbLli3KycnR9u3bVVJSoqamJmVkZOjUqVNB42bPnq2jR4/aj2XLltn7mpublZWVpcbGRn388cd6/fXXVVhYqEWLFtljqqurlZWVpbvuuksVFRWaO3euHnnkEW3YsOF7LhcAAPQF/UMZXFxcHPS8sLBQcXFxKi8v1/jx4+3tgwYNksfjafMY77//vj7//HNt3LhRbrdb1113nZ599lnNnz9fS5YsUVRUlFasWKHk5GS98MILkqRRo0bpo48+0ksvvaTMzMw2j9vQ0KCGhgb7eSAQCGVpAADAIN/rHhi/3y9JGjp0aND2VatWKTY2Vtdee60WLlyo06dP2/vKyso0ZswYud1ue1tmZqYCgYAqKyvtMenp6UHHzMzMVFlZWbtzyc/Pl8vlsh+JiYnfZ2kAAKAXC+kKzLlaWlo0d+5c3Xbbbbr22mvt7Q8++KCSkpKUkJCg3bt3a/78+aqqqtI777wjSfL5fEHxIsl+7vP5OhwTCAT07bffauDAgefNZ+HChcrLy7OfBwIBIgYAgD6q0wGTk5OjvXv36qOPPgraPmfOHPvPY8aMUXx8vCZMmKADBw7oqquu6vxML8DhcMjhcHTb8QEAQO/RqW8h5ebmav369frggw80bNiwDsempaVJkvbv3y9J8ng8qq2tDRrT+rz1vpn2xjidzjavvgAAgEtLSAFjWZZyc3O1du1abdq0ScnJyRd8TUVFhSQpPj5ekuT1erVnzx7V1dXZY0pKSuR0OpWSkmKPKS0tDTpOSUmJvF5vKNMFAAB9VEgBk5OTozfeeENvvvmmhgwZIp/PJ5/Pp2+//VaSdODAAT377LMqLy/XwYMH9ec//1kzZ87U+PHjNXbsWElSRkaGUlJS9NBDD+m///u/tWHDBj399NPKycmxvwX06KOP6n//93/11FNP6csvv9Rvf/tbrVmzRo8//ngXLx8AAJgopIApKCiQ3+/XnXfeqfj4ePuxevVqSVJUVJQ2btyojIwMjRw5Uk888YSmTZum9957zz5GZGSk1q9fr8jISHm9Xv3kJz/RzJkz9cwzz9hjkpOTVVRUpJKSEqWmpuqFF17QH/7wh3Z/hBoAAFxaIizLssI9ie4QCATkcrnk9/vldDrDPR1cQoYvKAr3FEJ2cGlWuKcAAJIu/t9vfhcSAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADj9A/3BICODF9QFO4pAAB6Ia7AAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAME5IAZOfn6+bbrpJQ4YMUVxcnKZOnaqqqqqgMWfOnFFOTo4uu+wy/eAHP9C0adNUW1sbNKampkZZWVkaNGiQ4uLiNG/ePJ09ezZozObNm3XDDTfI4XDo6quvVmFhYedWCAAA+pyQAmbLli3KycnR9u3bVVJSoqamJmVkZOjUqVP2mMcff1zvvfee3n77bW3ZskVHjhzRfffdZ+9vbm5WVlaWGhsb9fHHH+v1119XYWGhFi1aZI+prq5WVlaW7rrrLlVUVGju3Ll65JFHtGHDhi5YMgAAMF2EZVlWZ1/89ddfKy4uTlu2bNH48ePl9/t1+eWX680339Q//MM/SJK+/PJLjRo1SmVlZbrlllv0X//1X/rRj36kI0eOyO12S5JWrFih+fPn6+uvv1ZUVJTmz5+voqIi7d271/5a06dPV319vYqLiy9qboFAQC6XS36/X06ns7NLRJgNX1AU7ilcEg4uzQr3FABA0sX/+/297oHx+/2SpKFDh0qSysvL1dTUpPT0dHvMyJEjdcUVV6isrEySVFZWpjFjxtjxIkmZmZkKBAKqrKy0x5x7jNYxrcdoS0NDgwKBQNADAAD0TZ0OmJaWFs2dO1e33Xabrr32WkmSz+dTVFSUYmJigsa63W75fD57zLnx0rq/dV9HYwKBgL799ts255Ofny+Xy2U/EhMTO7s0AADQy3U6YHJycrR371796U9/6sr5dNrChQvl9/vtx1dffRXuKQEAgG7SvzMvys3N1fr167V161YNGzbM3u7xeNTY2Kj6+vqgqzC1tbXyeDz2mJ07dwYdr/WnlM4d892fXKqtrZXT6dTAgQPbnJPD4ZDD4ejMcgAAgGFCugJjWZZyc3O1du1abdq0ScnJyUH7x40bpwEDBqi0tNTeVlVVpZqaGnm9XkmS1+vVnj17VFdXZ48pKSmR0+lUSkqKPebcY7SOaT0GAAC4tIV0BSYnJ0dvvvmm3n33XQ0ZMsS+Z8XlcmngwIFyuVzKzs5WXl6ehg4dKqfTqZ///Ofyer265ZZbJEkZGRlKSUnRQw89pGXLlsnn8+npp59WTk6OfQXl0Ucf1X/8x3/oqaee0s9+9jNt2rRJa9asUVERP5ECAABCvAJTUFAgv9+vO++8U/Hx8fZj9erV9piXXnpJP/rRjzRt2jSNHz9eHo9H77zzjr0/MjJS69evV2RkpLxer37yk59o5syZeuaZZ+wxycnJKioqUklJiVJTU/XCCy/oD3/4gzIzM7tgyQAAwHTf63NgejM+B6Zv4HNgegafAwOgt+iRz4EBAAAIBwIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxQg6YrVu36p577lFCQoIiIiK0bt26oP0PP/ywIiIigh4TJ04MGnP8+HHNmDFDTqdTMTExys7O1smTJ4PG7N69W3fccYeio6OVmJioZcuWhb46AADQJ4UcMKdOnVJqaqqWL1/e7piJEyfq6NGj9uOtt94K2j9jxgxVVlaqpKRE69ev19atWzVnzhx7fyAQUEZGhpKSklReXq7nnntOS5Ys0e9///tQpwsAAPqg/qG+YNKkSZo0aVKHYxwOhzweT5v7vvjiCxUXF+uTTz7RjTfeKEl65ZVXNHnyZD3//PNKSEjQqlWr1NjYqJUrVyoqKkqjR49WRUWFXnzxxaDQAQAAl6ZuuQdm8+bNiouL04gRI/TYY4/p2LFj9r6ysjLFxMTY8SJJ6enp6tevn3bs2GGPGT9+vKKiouwxmZmZqqqq0l/+8pc2v2ZDQ4MCgUDQAwAA9E1dHjATJ07UH//4R5WWlupXv/qVtmzZokmTJqm5uVmS5PP5FBcXF/Sa/v37a+jQofL5fPYYt9sdNKb1eeuY78rPz5fL5bIfiYmJXb00AADQS4T8LaQLmT59uv3nMWPGaOzYsbrqqqu0efNmTZgwoau/nG3hwoXKy8uznwcCASIGAIA+qssD5ruuvPJKxcbGav/+/ZowYYI8Ho/q6uqCxpw9e1bHjx+375vxeDyqra0NGtP6vL17axwOhxwORzesAOj7hi8oCvcUQnZwaVa4pwAgjLr9c2AOHz6sY8eOKT4+XpLk9XpVX1+v8vJye8ymTZvU0tKitLQ0e8zWrVvV1NRkjykpKdGIESP0wx/+sLunDAAAermQA+bkyZOqqKhQRUWFJKm6uloVFRWqqanRyZMnNW/ePG3fvl0HDx5UaWmppkyZoquvvlqZmZmSpFGjRmnixImaPXu2du7cqW3btik3N1fTp09XQkKCJOnBBx9UVFSUsrOzVVlZqdWrV+s3v/lN0LeIAADApSvkgPn00091/fXX6/rrr5ck5eXl6frrr9eiRYsUGRmp3bt3695779U111yj7OxsjRs3Th9++GHQt3dWrVqlkSNHasKECZo8ebJuv/32oM94cblcev/991VdXa1x48bpiSee0KJFi/gRagAAIEmKsCzLCvckukMgEJDL5ZLf75fT6Qz3dNBJJt6bgZ7BPTBA33Sx/37zu5AAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADGIWAAAIBxCBgAAGAcAgYAABiHgAEAAMYJOWC2bt2qe+65RwkJCYqIiNC6deuC9luWpUWLFik+Pl4DBw5Uenq69u3bFzTm+PHjmjFjhpxOp2JiYpSdna2TJ08Gjdm9e7fuuOMORUdHKzExUcuWLQt9dQAAoE8KOWBOnTql1NRULV++vM39y5Yt08svv6wVK1Zox44dGjx4sDIzM3XmzBl7zIwZM1RZWamSkhKtX79eW7du1Zw5c+z9gUBAGRkZSkpKUnl5uZ577jktWbJEv//97zuxRAAA0NdEWJZldfrFERFau3atpk6dKumvV18SEhL0xBNP6Mknn5Qk+f1+ud1uFRYWavr06friiy+UkpKiTz75RDfeeKMkqbi4WJMnT9bhw4eVkJCggoIC/cu//It8Pp+ioqIkSQsWLNC6dev05ZdftjmXhoYGNTQ02M8DgYASExPl9/vldDo7u0SE2fAFReGeAnqpg0uzwj0FAN0gEAjI5XJd8N/vLr0Hprq6Wj6fT+np6fY2l8ultLQ0lZWVSZLKysoUExNjx4skpaenq1+/ftqxY4c9Zvz48Xa8SFJmZqaqqqr0l7/8pc2vnZ+fL5fLZT8SExO7cmkAAKAX6dKA8fl8kiS32x203e122/t8Pp/i4uKC9vfv319Dhw4NGtPWMc79Gt+1cOFC+f1++/HVV199/wUBAIBeqX+4J9BVHA6HHA5HuKcBAAB6QJdegfF4PJKk2traoO21tbX2Po/Ho7q6uqD9Z8+e1fHjx4PGtHWMc78GAAC4dHVpwCQnJ8vj8ai0tNTeFggEtGPHDnm9XkmS1+tVfX29ysvL7TGbNm1SS0uL0tLS7DFbt25VU1OTPaakpEQjRozQD3/4w66cMgAAMFDIAXPy5ElVVFSooqJC0l9v3K2oqFBNTY0iIiI0d+5c/eu//qv+/Oc/a8+ePZo5c6YSEhLsn1QaNWqUJk6cqNmzZ2vnzp3atm2bcnNzNX36dCUkJEiSHnzwQUVFRSk7O1uVlZVavXq1fvOb3ygvL6/LFg4AAMwV8j0wn376qe666y77eWtUzJo1S4WFhXrqqad06tQpzZkzR/X19br99ttVXFys6Oho+zWrVq1Sbm6uJkyYoH79+mnatGl6+eWX7f0ul0vvv/++cnJyNG7cOMXGxmrRokVBnxUDAAAuXd/rc2B6s4v9OXL0bnwODNrD58AAfVNYPgcGAACgJxAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAME7/cE8AANB7DV9QFO4phOzg0qxwTwE9gCswAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIzD58BcIkz8LAcAANrDFRgAAGAcAgYAABiHgAEAAMYhYAAAgHEIGAAAYBwCBgAAGIeAAQAAxiFgAACAcQgYAABgHAIGAAAYh4ABAADG4XchAQD6FBN/99vBpVnhnoJxuAIDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDhdHjBLlixRRERE0GPkyJH2/jNnzignJ0eXXXaZfvCDH2jatGmqra0NOkZNTY2ysrI0aNAgxcXFad68eTp79mxXTxUAABiqWz7IbvTo0dq4ceP/f5H+//9lHn/8cRUVFentt9+Wy+VSbm6u7rvvPm3btk2S1NzcrKysLHk8Hn388cc6evSoZs6cqQEDBujf//3fu2O6AAzEh5UBl7ZuCZj+/fvL4/Gct93v9+vVV1/Vm2++qbvvvluS9Nprr2nUqFHavn27brnlFr3//vv6/PPPtXHjRrndbl133XV69tlnNX/+fC1ZskRRUVHdMWUA6HYmRhfQW3XLPTD79u1TQkKCrrzySs2YMUM1NTWSpPLycjU1NSk9Pd0eO3LkSF1xxRUqKyuTJJWVlWnMmDFyu932mMzMTAUCAVVWVrb7NRsaGhQIBIIeAACgb+rygElLS1NhYaGKi4tVUFCg6upq3XHHHTpx4oR8Pp+ioqIUExMT9Bq32y2fzydJ8vl8QfHSur91X3vy8/PlcrnsR2JiYtcuDAAA9Bpd/i2kSZMm2X8eO3as0tLSlJSUpDVr1mjgwIFd/eVsCxcuVF5env08EAgQMQAA9FHd/mPUMTExuuaaa7R//355PB41Njaqvr4+aExtba19z4zH4znvp5Jan7d1X00rh8Mhp9MZ9AAAAH1TtwfMyZMndeDAAcXHx2vcuHEaMGCASktL7f1VVVWqqamR1+uVJHm9Xu3Zs0d1dXX2mJKSEjmdTqWkpHT3dAEAgAG6/FtITz75pO655x4lJSXpyJEjWrx4sSIjI/XAAw/I5XIpOztbeXl5Gjp0qJxOp37+85/L6/XqlltukSRlZGQoJSVFDz30kJYtWyafz6enn35aOTk5cjgcXT1dAABgoC4PmMOHD+uBBx7QsWPHdPnll+v222/X9u3bdfnll0uSXnrpJfXr10/Tpk1TQ0ODMjMz9dvf/tZ+fWRkpNavX6/HHntMXq9XgwcP1qxZs/TMM8909VQBAIChIizLssI9ie4QCATkcrnk9/u5H0Z8/gQA9GZ8yOH/u9h/v/ldSAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOP3DPQEAAC51wxcUhXsKITu4NCusX58rMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADjEDAAAMA4BAwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjNM/3BMw0fAFReGeAgAAlzSuwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOL06YJYvX67hw4crOjpaaWlp2rlzZ7inBAAAeoFeGzCrV69WXl6eFi9erF27dik1NVWZmZmqq6sL99QAAECY9dqAefHFFzV79mz99Kc/VUpKilasWKFBgwZp5cqV4Z4aAAAIs175SbyNjY0qLy/XwoUL7W39+vVTenq6ysrK2nxNQ0ODGhoa7Od+v1+SFAgEunx+LQ2nu/yYAACYpDv+fT33uJZldTiuVwbMN998o+bmZrnd7qDtbrdbX375ZZuvyc/P1y9/+cvzticmJnbLHAEAuJS5ft29xz9x4oRcLle7+3tlwHTGwoULlZeXZz9vaWnR8ePHddlllykiIqLLvk4gEFBiYqK++uorOZ3OLjtub3UprZe19l2X0npZa991qazXsiydOHFCCQkJHY7rlQETGxuryMhI1dbWBm2vra2Vx+Np8zUOh0MOhyNoW0xMTHdNUU6ns0//B/Rdl9J6WWvfdSmtl7X2XZfCeju68tKqV97EGxUVpXHjxqm0tNTe1tLSotLSUnm93jDODAAA9Aa98gqMJOXl5WnWrFm68cYbdfPNN+vXv/61Tp06pZ/+9KfhnhoAAAizXhsw999/v77++mstWrRIPp9P1113nYqLi8+7sbenORwOLV68+LxvV/VVl9J6WWvfdSmtl7X2XZfaei8kwrrQzykBAAD0Mr3yHhgAAICOEDAAAMA4BAwAADAOAQMAAIxDwLRh+fLlGj58uKKjo5WWlqadO3d2OP7tt9/WyJEjFR0drTFjxug///M/e2im309+fr5uuukmDRkyRHFxcZo6daqqqqo6fE1hYaEiIiKCHtHR0T00485bsmTJefMeOXJkh68x9bxK0vDhw89bb0REhHJyctocb9J53bp1q+655x4lJCQoIiJC69atC9pvWZYWLVqk+Ph4DRw4UOnp6dq3b98Fjxvq+74ndLTWpqYmzZ8/X2PGjNHgwYOVkJCgmTNn6siRIx0eszPvhZ5yoXP78MMPnzf3iRMnXvC4pp1bSW2+fyMiIvTcc8+1e8zefG67AwHzHatXr1ZeXp4WL16sXbt2KTU1VZmZmaqrq2tz/Mcff6wHHnhA2dnZ+uyzzzR16lRNnTpVe/fu7eGZh27Lli3KycnR9u3bVVJSoqamJmVkZOjUqVMdvs7pdOro0aP249ChQz004+9n9OjRQfP+6KOP2h1r8nmVpE8++SRorSUlJZKkf/zHf2z3Naac11OnTik1NVXLly9vc/+yZcv08ssva8WKFdqxY4cGDx6szMxMnTlzpt1jhvq+7ykdrfX06dPatWuXfvGLX2jXrl165513VFVVpXvvvfeCxw3lvdCTLnRuJWnixIlBc3/rrbc6PKaJ51ZS0BqPHj2qlStXKiIiQtOmTevwuL313HYLC0FuvvlmKycnx37e3NxsJSQkWPn5+W2O//GPf2xlZWUFbUtLS7P+6Z/+qVvn2R3q6uosSdaWLVvaHfPaa69ZLper5ybVRRYvXmylpqZe9Pi+dF4ty7L++Z//2brqqquslpaWNvebel4lWWvXrrWft7S0WB6Px3ruuefsbfX19ZbD4bDeeuutdo8T6vs+HL671rbs3LnTkmQdOnSo3TGhvhfCpa31zpo1y5oyZUpIx+kr53bKlCnW3Xff3eEYU85tV+EKzDkaGxtVXl6u9PR0e1u/fv2Unp6usrKyNl9TVlYWNF6SMjMz2x3fm/n9fknS0KFDOxx38uRJJSUlKTExUVOmTFFlZWVPTO9727dvnxISEnTllVdqxowZqqmpaXdsXzqvjY2NeuONN/Szn/2sw19saup5PVd1dbV8Pl/QuXO5XEpLS2v33HXmfd9b+f1+RUREXPD3wIXyXuhtNm/erLi4OI0YMUKPPfaYjh071u7YvnJua2trVVRUpOzs7AuONfnchoqAOcc333yj5ubm8z7t1+12y+fztfkan88X0vjeqqWlRXPnztVtt92ma6+9tt1xI0aM0MqVK/Xuu+/qjTfeUEtLi2699VYdPny4B2cburS0NBUWFqq4uFgFBQWqrq7WHXfcoRMnTrQ5vq+cV0lat26d6uvr9fDDD7c7xtTz+l2t5yeUc9eZ931vdObMGc2fP18PPPBAh7/oL9T3Qm8yceJE/fGPf1Rpaal+9atfacuWLZo0aZKam5vbHN9Xzu3rr7+uIUOG6L777utwnMnntjN67a8SQM/KycnR3r17L/j9Uq/XG/QLNW+99VaNGjVKv/vd7/Tss8929zQ7bdKkSfafx44dq7S0NCUlJWnNmjUX9X81Jnv11Vc1adKkDn81vannFX/V1NSkH//4x7IsSwUFBR2ONfm9MH36dPvPY8aM0dixY3XVVVdp8+bNmjBhQhhn1r1WrlypGTNmXPDGepPPbWdwBeYcsbGxioyMVG1tbdD22tpaeTyeNl/j8XhCGt8b5ebmav369frggw80bNiwkF47YMAAXX/99dq/f383za57xMTE6Jprrml33n3hvErSoUOHtHHjRj3yyCMhvc7U89p6fkI5d5153/cmrfFy6NAhlZSUdHj1pS0Xei/0ZldeeaViY2Pbnbvp51aSPvzwQ1VVVYX8HpbMPrcXg4A5R1RUlMaNG6fS0lJ7W0tLi0pLS4P+7/RcXq83aLwklZSUtDu+N7EsS7m5uVq7dq02bdqk5OTkkI/R3NysPXv2KD4+vhtm2H1OnjypAwcOtDtvk8/ruV577TXFxcUpKysrpNeZel6Tk5Pl8XiCzl0gENCOHTvaPXeded/3Fq3xsm/fPm3cuFGXXXZZyMe40HuhNzt8+LCOHTvW7txNPretXn31VY0bN06pqakhv9bkc3tRwn0XcW/zpz/9yXI4HFZhYaH1+eefW3PmzLFiYmIsn89nWZZlPfTQQ9aCBQvs8du2bbP69+9vPf/889YXX3xhLV682BowYIC1Z8+ecC3hoj322GOWy+WyNm/ebB09etR+nD592h7z3fX+8pe/tDZs2GAdOHDAKi8vt6ZPn25FR0dblZWV4VjCRXviiSeszZs3W9XV1da2bdus9PR0KzY21qqrq7Msq2+d11bNzc3WFVdcYc2fP/+8fSaf1xMnTlifffaZ9dlnn1mSrBdffNH67LPP7J+8Wbp0qRUTE2O9++671u7du60pU6ZYycnJ1rfffmsf4+6777ZeeeUV+/mF3vfh0tFaGxsbrXvvvdcaNmyYVVFREfQebmhosI/x3bVe6L0QTh2t98SJE9aTTz5plZWVWdXV1dbGjRutG264wfrbv/1b68yZM/Yx+sK5beX3+61BgwZZBQUFbR7DpHPbHQiYNrzyyivWFVdcYUVFRVk333yztX37dnvf3/3d31mzZs0KGr9mzRrrmmuusaKioqzRo0dbRUVFPTzjzpHU5uO1116zx3x3vXPnzrX/btxutzV58mRr165dPT/5EN1///1WfHy8FRUVZf3N3/yNdf/991v79++39/el89pqw4YNliSrqqrqvH0mn9cPPvigzf9uW9fT0tJi/eIXv7DcbrflcDisCRMmnPd3kJSUZC1evDhoW0fv+3DpaK3V1dXtvoc/+OAD+xjfXeuF3gvh1NF6T58+bWVkZFiXX365NWDAACspKcmaPXv2eSHSF85tq9/97nfWwIEDrfr6+jaPYdK57Q4RlmVZ3XqJBwAAoItxDwwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDwCiWZenFF19UcnKyBg0apKlTp8rv94d7WgB6GAEDwCjz5s1TQUGBXn/9dX344YcqLy/XkiVLwj0tAD2M34UEwBg7duyQ1+vVp59+qhtuuEGS9Mwzz2jVqlWqqqoK8+wA9CSuwAAwxvPPP68JEybY8SJJbrdb33zzTRhnBSAcCBgARmhoaFBRUZH+/u//Pmj7mTNn5HK5wjQrAOHCt5AAGKGsrEy33nqroqOjFRkZaW9vamrSXXfdpeLi4jDODkBP6x/uCQDAxfif//kfDR48WBUVFUHbs7KydNttt4VnUgDChoABYIRAIKDY2FhdffXV9rZDhw5p3759mjZtWhhnBiAcuAcGgBFiY2Pl9/t17ne9/+3f/k2TJ09WSkpKGGcGIBy4AgPACHfffbfOnDmjpUuXavr06Vq1apXee+897dy5M9xTAxAGXIEBYAS3263CwkIVFBRo9OjR2r59uz766CMlJiaGe2oAwoCfQgIAAMbhCgwAADAOAQMAAIxDwAAAAOMQMAAAwDgEDAAAMA4BAwAAjEPAAAAA4xAwAADAOAQMAAAwDgEDAACMQ8AAAADj/B/8HbCF2QHu5QAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(indices)\n", + "plt.xlabel(r\"$\\theta$\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Compute posterior at each index, at each image, store in a matrix\n", + "\n", + "$Q_{im} = q_{\\psi}(\\theta_m \\mid y_i)$" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "indices = torch.arange(0, sim.max_index + 1, 1, dtype=torch.float32).reshape(-1, 1).to(device)\n", + "norm_indices = estimator.standardize(indices)\n", + "posterior_mat = np.zeros((num_sim, indices.shape[0]))\n", + "with torch.no_grad():\n", + " for i in range(num_sim):\n", + " # Evaluate the posterior of the flow conditioned on the synthetic image, q(\\cdot | y) for fixed image y\n", + " image = images[i, :]\n", + " flow_at_image = estimator.flow(image.reshape(1, 128, 128).cuda(non_blocking=True))\n", + " logprobs = flow_at_image.log_prob(norm_indices).to(device)\n", + " probs = torch.exp(logprobs) / 10\n", + " posterior_mat[i, :] = probs.detach().cpu().numpy()\n", + "fname = \"hsp90_posterior_mat.npz\" \n", + "np.savez(fname, posterior_mat=posterior_mat) " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.94847241 0.95781448 0.94858524 ... 0.95188757 0.95072114 0.94971349]\n" + ] + } + ], + "source": [ + "print(np.sum(posterior_mat, axis=1))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.9.15 ('.venv': venv)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + }, + "vscode": { + "interpreter": { + "hash": "67b7023408d2dbdcdda6c9047d90ec2f795752889b34f6f4e95aae83166bde6a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Lukes_folder/hsp90_test_log_posteriors.ipynb b/Lukes_folder/hsp90_test_log_posteriors.ipynb new file mode 100644 index 0000000..dbc6420 --- /dev/null +++ b/Lukes_folder/hsp90_test_log_posteriors.ipynb @@ -0,0 +1,189 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import torch\n", + "import torchvision.transforms as transforms\n", + "import json\n", + "import mrcfile\n", + "\n", + "from cryo_sbi.inference.models import build_models\n", + "from cryo_sbi import CryoEmSimulator\n", + "from cryo_sbi.inference import priors\n", + "import cryo_sbi.utils.estimator_utils as est_utils\n", + "from cryo_sbi.utils.image_utils import (\n", + " LowPassFilter,\n", + " NormalizeIndividual,\n", + " MRCtoTensor,\n", + " FourierDownSample,\n", + " Mask,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "num_samples_posterior = 10000 # Number of samples to draw from posterior\n", + "\n", + "device = \"cuda\" # Device for computations\n", + "save_figures = False\n", + "\n", + "# empty cache just in case\n", + "torch.cuda.empty_cache()\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load posterior surrogate" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "train_config = json.load(open(\"Lars_hsp90/resnet18_encoder.json\"))\n", + "estimator = build_models.build_npe_flow_model(train_config)\n", + "estimator.load_state_dict(torch.load(\"Lars_hsp90/hsp90_posterior.estimator\"))\n", + "estimator.cuda()\n", + "estimator.eval();" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load simulator" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "image_config_file = \"Lars_hsp90/image_params_train.json\"\n", + "sim = CryoEmSimulator(image_config_file, device)\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1) Simulate a single image $x$ and infer the conformation from posterior samples $\\theta \\sim q_{\\phi}(\\theta | x)$ \n", + "## 2) Return the function $\\log q_{\\phi}(\\cdot | x)$ and evaluate for appropriate range of $\\theta$ (in this case, normalized to $-1 \\le \\theta \\le 1)$ " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "torch.Size([1, 128, 128])\n", + "approx integral of posterior with respect to theta:0.9501451253890991\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Pick and index and sample from the posterior\n", + "num_sim = 1\n", + "num_posterior_samples = 10000\n", + "indices = torch.tensor([[17.0]])\n", + "synthetic_image, parameters = sim.simulate(num_sim=num_sim, indices=indices, return_parameters=True)\n", + "\n", + "# Sample from posterior at the image\n", + "posterior_samples = estimator.sample(synthetic_image.cuda(non_blocking=True),\n", + " shape=(num_posterior_samples,)).cpu()\n", + "\n", + "# Plot the posterior samples\n", + "fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n", + "_ = ax[0].imshow(synthetic_image[0])\n", + "_ = ax[1].hist(posterior_samples.flatten(), bins=np.linspace(0, sim.max_index, 100))\n", + "\n", + "# Evaluate the log posterior of the flow conditioned on the synthetic image, log q(\\cdot | x) for fixed x\n", + "test_indices = torch.arange(0, sim.max_index + 1, 1, dtype=torch.float32).reshape(-1, 1).to(device)\n", + "print(synthetic_image.shape)\n", + "flow_at_image = estimator.flow(synthetic_image.cuda(non_blocking=True))\n", + "norm_indices = estimator.standardize(test_indices)\n", + "logprobs = flow_at_image.log_prob(norm_indices).to(device)\n", + "probs = torch.exp(logprobs) / 10 # the 50 factor comes from the \"standardization\" of the indices\n", + "\n", + "#plt.figure()\n", + "#plt.plot(test_indices.cpu(), logprobs.detach().cpu())\n", + "#plt.xlabel(r\"$\\theta$\")\n", + "#plt.ylabel(r\"$\\log q_{\\phi}(\\theta \\mid x)$\")\n", + "plt.figure()\n", + "plt.plot(test_indices.cpu(), probs.detach().cpu())\n", + "plt.xlabel(r\"$\\theta$\")\n", + "plt.ylabel(r\"$q_{\\phi}(\\theta \\mid x)$\")\n", + "print(f\"approx integral of posterior with respect to theta:{probs.sum().item()}\")\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.9.15 ('.venv': venv)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.15" + }, + "vscode": { + "interpreter": { + "hash": "67b7023408d2dbdcdda6c9047d90ec2f795752889b34f6f4e95aae83166bde6a" + } + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Lukes_folder/jupyter_ASPIRE_config.yaml b/Lukes_folder/jupyter_ASPIRE_config.yaml deleted file mode 100644 index 1774292..0000000 --- a/Lukes_folder/jupyter_ASPIRE_config.yaml +++ /dev/null @@ -1,37 +0,0 @@ -version: 0.11.1 -common: - # numeric module to use - one of numpy/cupy - numeric: numpy - # fft backend to use - one of pyfftw/scipy/cupy/mkl - fft: pyfftw - -logging: - # Set log_dir to a relative or absolute directory - # Default is a subfolder `logs` in your current working directory. - log_dir: logs - log_exceptions: 1 - # tqdm_disable=True disables progress bars. - tqdm_disable: True - - # set Python logging level: DEBUG, INFO, WARNING, ERROR, CRITICAL - # logging level for console output: - console_level: NOTSET - # logging level for log file output: - log_file_level: NOTSET - - # custom log file name prefix can be set using 'log_prefix' - # will appear as '[log_dir]/[log_prefix]-{timestamp}.log' - log_prefix: aspire - -nufft: - # NUFFT backends should be one of finufft, cufinufft, pynfft. - # They will be attempted in order from left to right. - backends: [cufinufft, finufft, pynfft] - -ray: - # Ray will default to a OS specific tmp dir. - # By default on linux this is `/tmp/ray`. - # If you find your machine has a very small /tmp, - # try setting `temp_dir` to `/dev/shm` - # or some other fast scratch dir. - temp_dir: /tmp/ray \ No newline at end of file