{ "cells": [ { "cell_type": "markdown", "id": "9c1714be", "metadata": {}, "source": [ "# Parameter sensitivity analysis\n", "\n", "[The cluster selection strategies notebook](./demo_selection_strategies.ipynb)\n", "demonstrates PLSCAN is less sensitive to the ``min_samples`` parameter ($k$)\n", "than HDBSCAN*. This notebook runs a more comprehensive parameter sensitivity\n", "analysis to determine whether that pattern holds on other datasets. This\n", "parameter sensitivity analysis tells us how the clustering quality changes as a\n", "result of changing $k$. The resulting value is independent of $k$ itself.\n", "Instead they relate to a change in $k$: $\\Delta k$!\n", "\n", "We apply the analysis [Peng et al.\n", "2022](https://www.nature.com/articles/s41467-022-33136-9#Sec18) used to evaluate\n", "their clustering algorithm. They modified a \"Latin-Hypercube\n", "One-factor-At-a-Time (LH-OAT)\" analysis. This sounds more complicated than it\n", "is, especially for algorithms with a single parameter. The steps are as follows:\n", "\n", "- Choose a parameter $k$ and divided its value-space in regularly sized\n", " segments.\n", "- Choose a constant perturbation $\\Delta v$ to evaluate.\n", "- Sample values $v$ in each segment. We denote the set of sampled values with\n", " $V$. \n", "- Perturb the sampled values with $\\pm \\Delta v$, randomly choosing the positive\n", " or negative direction.\n", "- Compute the algorithm's clustering quality scores at $v$ and $v \\pm \\Delta v$.\n", " For example, using the\n", " [ARI](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.adjusted_rand_score.html).\n", " We denote this score as $ARI(k=v)$, indicating a score at parameter value\n", " $k=v$.\n", "- Compute the sensitivity at $\\Delta v$ using: \n", "$$\n", " s_{\\Delta v} = \\frac{1}{|V|} \\sum_{v \\in V} \\left|\\frac{ARI(k=v \\pm \\Delta v) - ARI(k=v)} {ARI(k=v \\pm\\Delta v) + ARI(k=v)}\\right|. \n", "$$\n", "\n", "We want to evaluate the sensitivity for multiple perturbation sizes $\\Delta v$,\n", "algorithm configurations, and datasets. Our implementation splits the work in\n", "three stages and considers several clustering quality measures:\n", "\n", "1. Sample the parameter and perturbations, collecting all parameter values to\n", " evaluate.\n", "2. Compute the algorithms' clustering quality measures values on all datasets\n", " with the collected parameter values. Store these values!\n", "3. Use the computed quality measures values to compute average sensitivities for\n", " each perturbation size." ] }, { "cell_type": "code", "execution_count": 1, "id": "ef96a020", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "\n", "import os\n", "import time\n", "import numpy as np\n", "import pandas as pd\n", "from tqdm import tqdm\n", "from itertools import product\n", "from scipy.stats import rankdata\n", "from collections import defaultdict\n", "from sklearn.datasets import fetch_openml, load_iris as sk_load_iris\n", "\n", "from umap import UMAP\n", "from lensed_umap import embed_graph\n", "\n", "from hdbscan import HDBSCAN\n", "from fast_plscan import PLSCAN\n", "from sklearn.metrics import adjusted_rand_score, homogeneity_score, completeness_score\n", "\n", "from lib.plotting import sns, plt, mpl, lighten, frame_off\n", "from lib.drawing import regplot_lowess_ci\n", "\n", "\n", "plt.rcParams[\"figure.dpi\"] = 150\n", "plt.rcParams[\"figure.figsize\"] = (2.75, 0.618 * 2.75)" ] }, { "cell_type": "markdown", "id": "14da5365", "metadata": {}, "source": [ "## 1. Sample parameter values and perturbations\n", "\n", "This cell performs the parameter value sampling and applies perturbations at\n", "multiple sizes. The process is repeated five times (vectorized) and all unique\n", "parameter values required for the sensitivity computation are collected.\n", "\n", "Perturbations that create invalid values (<2) are ignored!" ] }, { "cell_type": "code", "execution_count": 2, "id": "888a711f", "metadata": {}, "outputs": [], "source": [ "# configuration\n", "repeats = 5\n", "num_segments = 10\n", "min_sample_range = (2, 50)\n", "deltas = np.array([[2], [5], [10]])\n", "\n", "# sampled values\n", "segments = np.linspace(*min_sample_range, num_segments + 1, dtype=int)\n", "samples = np.random.uniform(segments[:-1], segments[1:], size=(repeats, num_segments))\n", "min_sample_sizes = np.round(samples).astype(int).T\n", "\n", "# perturbed values\n", "directions = np.random.choice((-1, 1), size=(deltas.shape[0], num_segments, repeats))\n", "perturbations = directions * deltas[:, :, np.newaxis]\n", "new_values = min_sample_sizes[np.newaxis, :, :] + perturbations\n", "\n", "# all values to evaluate\n", "all_values = np.concatenate((min_sample_sizes.flatten(), new_values.flatten()))\n", "all_values = np.unique(all_values)\n", "all_values = all_values[(all_values >= 2)]\n", "\n", "np.save(\"data/generated/benchmark_sensitivity_deltas.npy\", deltas)\n", "np.save(\"data/generated/benchmark_sensitivity_min_sizes.npy\", min_sample_sizes)\n", "np.save(\"data/generated/benchmark_sensitivity_perturbed_values.npy\", new_values)" ] }, { "cell_type": "markdown", "id": "caff3c84", "metadata": {}, "source": [ "## 2. Compute quality measures\n", "\n", "This stage computes clustering quality measures at the sampled parameter values.\n", "\n", "First, we configure the datasets. This step assumes all dataset have been\n", "downloaded and pre-processed before running this notebook. See instructions at\n", "`docs/data/[data-set]/README.md`!" ] }, { "cell_type": "code", "execution_count": 3, "id": "4956426e", "metadata": {}, "outputs": [], "source": [ "def load_iris():\n", " X, y = sk_load_iris(return_X_y=True)\n", " return X, y.astype(np.intp)\n", "\n", "\n", "def load_mnist():\n", " X, y = fetch_openml(\"mnist_784\", version=1, return_X_y=True)\n", " return X, y.cat.codes.to_numpy().astype(np.intp)\n", "\n", "\n", "def load_fashion_mnist():\n", " X, y = fetch_openml(\"Fashion-MNIST\", version=1, return_X_y=True)\n", " return X, y.cat.codes.to_numpy().astype(np.intp)\n", "\n", "\n", "def local_data_loader(folder):\n", " \"\"\"Load data from a specified folder in the data directory.\n", "\n", " See `data/[data-set]/README.md` for processing details.\n", " \"\"\"\n", " X_path = f\"data/{folder}/generated/X.npy\"\n", " y_path = f\"data/{folder}/generated/y.npy\"\n", " if not (os.path.exists(X_path) or os.path.exists(y_path)):\n", " raise FileNotFoundError(f\"Data not found in folder: {folder}\")\n", "\n", " def load_data():\n", " X = np.load(X_path)\n", " y = np.load(y_path)\n", " return X, y.astype(np.intp)\n", "\n", " return load_data\n", "\n", "\n", "data_configs = dict(\n", " iris=load_iris,\n", " mnist=load_mnist,\n", " fashion_mnist=load_fashion_mnist,\n", ")\n", "\n", "for folder in os.listdir(\"data\"):\n", " if folder in [\"generated\", \"clusterable\"]:\n", " continue\n", " if not os.path.isdir(os.path.join(\"data\", folder)):\n", " continue\n", "\n", " try:\n", " loader = local_data_loader(folder)\n", " data_configs[folder] = loader\n", " except FileNotFoundError:\n", " warnings.warn(\n", " f\"Skipping {folder}. See \"\n", " f\"`data/{folder}/README.md` for download instructions.\"\n", " )" ] }, { "cell_type": "markdown", "id": "856c0eaf", "metadata": {}, "source": [ "Next, we implement the clustering quality measures:" ] }, { "cell_type": "code", "execution_count": 4, "id": "eb7802ac", "metadata": {}, "outputs": [], "source": [ "def compute_quality(true_labels, predicted_labels):\n", " non_noise = predicted_labels != -1\n", "\n", " ari = adjusted_rand_score(true_labels[non_noise], predicted_labels[non_noise])\n", " homogeneity = homogeneity_score(true_labels[non_noise], predicted_labels[non_noise])\n", " completeness = completeness_score(\n", " true_labels[non_noise], predicted_labels[non_noise]\n", " )\n", " mutual_info = 2.0 * homogeneity * completeness / (homogeneity + completeness)\n", " noise_fraction = 1 - non_noise.sum() / len(predicted_labels)\n", " return ari, homogeneity, completeness, mutual_info, noise_fraction" ] }, { "cell_type": "markdown", "id": "3acd3e66", "metadata": {}, "source": [ "Then, we create functions that evaluate the algorithms. These functions return\n", "one or more records identifying the dataset, algorithm configuration, and\n", "resulting quality scores. For PLSCAN, we compute scores for its top-$n$\n", "layers:" ] }, { "cell_type": "code", "execution_count": 5, "id": "50abf832", "metadata": {}, "outputs": [], "source": [ "def evaluate_hdbscan(X, y, data_name, k, alg_name, params, post_params):\n", " with warnings.catch_warnings():\n", " warnings.simplefilter(\"ignore\")\n", " start = time.perf_counter()\n", " labels = HDBSCAN(min_samples=k, min_cluster_size=k, **params).fit_predict(X)\n", " duration = time.perf_counter() - start\n", " ari, homogeneity, completeness, mutual_info, noise_fraction = compute_quality(\n", " y, labels\n", " )\n", " return [\n", " dict(\n", " ari=ari,\n", " homogeneity=homogeneity,\n", " completeness=completeness,\n", " mutual_info=mutual_info,\n", " noise_fraction=noise_fraction,\n", " data_set=data_name,\n", " compute_time=duration,\n", " k=k,\n", " alg_id=\"_\".join([alg_name] + [f\"{v}\" for v in params.values()]),\n", " alg_config={\"algorithm\": alg_name, **params},\n", " )\n", " ]" ] }, { "cell_type": "code", "execution_count": 6, "id": "66c44b8a", "metadata": {}, "outputs": [], "source": [ "def evaluate_plscan(X, y, data_name, k, alg_name, params, post_params):\n", " # Compute PLSCAN layers\n", " start = time.perf_counter()\n", " c = PLSCAN(min_samples=k, min_cluster_size=k, **params).fit(X)\n", " duration = time.perf_counter() - start\n", " layers = c.cluster_layers(**post_params) or [(k, c.labels_, c.probabilities_)]\n", "\n", " # Rank layers by their persistence score\n", " sizes, pers = c._persistence_trace\n", " sizes = sizes if sizes.shape[0] > 0 else np.array([k], dtype=np.float32)\n", " pers = pers if pers.shape[0] > 0 else np.array([0.0], dtype=np.float32)\n", " s = [s for s, _, _ in layers]\n", " ranks = rankdata(-pers[np.searchsorted(sizes, s)], method=\"ordinal\")\n", " records = []\n", "\n", " # Create a record and compute quality for each layer\n", " for peak, (size, labels, _) in zip(ranks, layers):\n", " ari, homogeneity, completeness, mutual_info, noise_fraction = compute_quality(\n", " y, labels\n", " )\n", " records.append(\n", " dict(\n", " ari=ari,\n", " homogeneity=homogeneity,\n", " completeness=completeness,\n", " mutual_info=mutual_info,\n", " noise_fraction=noise_fraction,\n", " compute_time=duration,\n", " data_set=data_name,\n", " k=k,\n", " alg_id=\"_\".join(\n", " [alg_name] + [f\"{v}\" for v in params.values()] + [f\"{peak}\"]\n", " ),\n", " alg_config={\n", " \"algorithm\": alg_name,\n", " **params,\n", " \"peak\": peak,\n", " \"birth_size\": size,\n", " },\n", " )\n", " )\n", " return records" ] }, { "cell_type": "markdown", "id": "2583072c", "metadata": {}, "source": [ "Next, we specify the algorithm--parameter configurations. We want to evaluate\n", "all parameter-value combinations. In this case, only the cluster selection\n", "strategies vary." ] }, { "cell_type": "code", "execution_count": 7, "id": "d67490c9", "metadata": {}, "outputs": [], "source": [ "# Configurations\n", "algorithms = dict(plscan=evaluate_plscan, hdbscan=evaluate_hdbscan)\n", "in_params = defaultdict(\n", " dict,\n", " plscan=dict(\n", " persistence_measure=[\n", " \"size\",\n", " \"distance\",\n", " \"density\",\n", " \"size-distance\",\n", " \"size-density\",\n", " ]\n", " ),\n", " hdbscan=dict(cluster_selection_method=[\"leaf\", \"eom\"]),\n", ")\n", "post_params = defaultdict(dict, plscan=dict(max_peaks=[5]))\n", "algorithm_configs = [\n", " (\n", " fun,\n", " name,\n", " {param: value for param, value in zip(in_params[name].keys(), param_values)},\n", " {\n", " param: value\n", " for param, value in zip(post_params[name].keys(), post_param_values)\n", " },\n", " )\n", " for name, fun in algorithms.items()\n", " for param_values in product(*in_params[name].values())\n", " for post_param_values in product(*post_params[name].values())\n", "]" ] }, { "cell_type": "markdown", "id": "f058a89e", "metadata": {}, "source": [ "Finally, run all algorithm--dataset--$k$ combinations (takes about 3 hours). \n", "\n", "We project all datasets down to 50 dimension using UMAP. We slowly increase\n", "UMAP's repulsion strength parameter to avoid self-intersections in the layout.\n", "The `set_op_mix_ratio` parameter increases cluster separation in the layout.\n", "This step could be tuned for each dataset to increase performance. We are mostly\n", "interested in parameter stability, though, so these settings are good enough." ] }, { "cell_type": "code", "execution_count": 8, "id": "fdb16e9e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 6307/6307 [38:22<00:00, 261.05it/s] " ] }, { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
arihomogeneitycompletenessmutual_infonoise_fractioncompute_timedata_setkalg_idalg_config
00.2698210.9403100.4013530.5625800.0466670.000891iris2plscan_size_3{'algorithm': 'plscan', 'persistence_measure':...
10.3327610.8965050.4341250.5849790.0066670.000891iris2plscan_size_2{'algorithm': 'plscan', 'persistence_measure':...
20.8834280.8673580.8654200.8663880.0533330.000891iris2plscan_size_1{'algorithm': 'plscan', 'persistence_measure':...
30.1279320.9643150.3260400.4873150.1533330.000742iris2plscan_distance_2{'algorithm': 'plscan', 'persistence_measure':...
40.3327610.8965050.4341250.5849790.0066670.000742iris2plscan_distance_3{'algorithm': 'plscan', 'persistence_measure':...
\n", "
" ], "text/plain": [ " ari homogeneity completeness mutual_info noise_fraction \\\n", "0 0.269821 0.940310 0.401353 0.562580 0.046667 \n", "1 0.332761 0.896505 0.434125 0.584979 0.006667 \n", "2 0.883428 0.867358 0.865420 0.866388 0.053333 \n", "3 0.127932 0.964315 0.326040 0.487315 0.153333 \n", "4 0.332761 0.896505 0.434125 0.584979 0.006667 \n", "\n", " compute_time data_set k alg_id \\\n", "0 0.000891 iris 2 plscan_size_3 \n", "1 0.000891 iris 2 plscan_size_2 \n", "2 0.000891 iris 2 plscan_size_1 \n", "3 0.000742 iris 2 plscan_distance_2 \n", "4 0.000742 iris 2 plscan_distance_3 \n", "\n", " alg_config \n", "0 {'algorithm': 'plscan', 'persistence_measure':... \n", "1 {'algorithm': 'plscan', 'persistence_measure':... \n", "2 {'algorithm': 'plscan', 'persistence_measure':... \n", "3 {'algorithm': 'plscan', 'persistence_measure':... \n", "4 {'algorithm': 'plscan', 'persistence_measure':... " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "records = []\n", "\n", "pbar = tqdm(total=len(data_configs) * len(all_values) * len(algorithm_configs))\n", "for data_name, loader in data_configs.items():\n", " # Load the data\n", " X, y = loader()\n", "\n", " # Project down to 50 dimensions with UMAP.\n", " # Repeats the layout procedure with increasing repulsion to avoid overlaps\n", " with warnings.catch_warnings():\n", " warnings.simplefilter(\"ignore\")\n", " p = UMAP(\n", " n_components=min(50, X.shape[1]),\n", " n_neighbors=min(250, X.shape[0] - 1),\n", " metric=\"cosine\",\n", " set_op_mix_ratio=0.1,\n", " transform_mode=\"graph\",\n", " ).fit(X)\n", " p = embed_graph(p, repulsion_strengths=[0.001, 0.01, 0.1, 1])\n", " np.save(\n", " f\"data/generated/benchmark_sensitivity_{data_name}_embedding.npy\", p.embedding_\n", " )\n", "\n", " # Evaluate the algorithms\n", " for k, (evaluator, alg_name, params, post_params) in product(\n", " all_values, algorithm_configs\n", " ):\n", " if k < X.shape[0] - 1:\n", " records.extend(\n", " evaluator(p.embedding_, y, data_name, k, alg_name, params, post_params)\n", " )\n", " pbar.update()\n", "\n", "\n", "df = pd.DataFrame.from_records(records)\n", "df.to_parquet(\"data/generated/benchmark_sensitivity.parquet\")\n", "df.head()" ] }, { "cell_type": "markdown", "id": "13cb4d04", "metadata": {}, "source": [ "## 2.5 Plot the results\n", "\n", "This section plots the $k$--quality curves for all evaluated algorithms\n", "configurations and datasets.\n", "\n", "First, we load the data generated by the previous steps." ] }, { "cell_type": "code", "execution_count": 9, "id": "27bf03a8", "metadata": {}, "outputs": [], "source": [ "df = pd.read_parquet(\"data/generated/benchmark_sensitivity.parquet\")\n", "deltas = np.load(\"data/generated/benchmark_sensitivity_deltas.npy\")\n", "min_sample_sizes = np.load(\"data/generated/benchmark_sensitivity_min_sizes.npy\")\n", "new_values = np.load(\"data/generated/benchmark_sensitivity_perturbed_values.npy\")" ] }, { "cell_type": "markdown", "id": "a031925e", "metadata": {}, "source": [ "Then, we configure display names for the variables and values." ] }, { "cell_type": "code", "execution_count": 10, "id": "dbcb6cc6", "metadata": {}, "outputs": [], "source": [ "def to_display_name(input):\n", " parts = input.split(\"_\")\n", " name = parts[0].upper()\n", " if name == \"HDBSCAN\":\n", " name = \"HDBSCAN*\"\n", " return f\"{name} ({' '.join(parts[1:])})\"\n", " if name == \"PLSCAN\":\n", " params = [\n", " p.replace(\"-\", \"–\").replace(\"density\", \"λ\").replace(\"distance\", \"d\")\n", " for p in parts[1:]\n", " ]\n", " return f\"{name} ({' '.join(params)})\"\n", " return input\n", "\n", "\n", "def dataset_name(input):\n", " names = dict(\n", " iris=\"Iris\",\n", " mnist=\"MNIST\",\n", " fashion_mnist=\"Fashion-MNIST\",\n", " articles_1442_5=\"Articles-1442-5\",\n", " articles_1442_80=\"Articles-1442-80\",\n", " audioset=\"AudioSet (music)\",\n", " authorship=\"Authorship\",\n", " cardiotocography=\"CTG\",\n", " cell_cycle_237=\"CellCycle-237\",\n", " cifar_10=\"CIFAR-10\",\n", " ecoli=\"E. coli\",\n", " elegans=\"C. elegans\",\n", " mfeat_factors=\"Mfeat-Factors\",\n", " mfeat_karhunen=\"Mfeat-Karhunen\",\n", " newsgroups=\"20 Newsgroups\",\n", " semeion=\"Semeion Digits\",\n", " yeast_galactose=\"YeastGalactose\",\n", " )\n", " return names.get(input, input)" ] }, { "cell_type": "markdown", "id": "76bc0d8b", "metadata": {}, "source": [ "Next, we summarize PLSCAN's layers into the default (most-persistent) layer, and\n", "the optimal layer at each $k$. The latter strategy mimics a workflow that\n", "manually inspects and selects a cluster layer when tuning the algorithm." ] }, { "cell_type": "code", "execution_count": 11, "id": "2b4c7744", "metadata": {}, "outputs": [], "source": [ "# Create new data frame without the rows for non-default plscan layers\n", "def digit_higher_than_one(char):\n", " return char.isdigit() and int(char) > 1\n", "\n", "\n", "mask = df.alg_id.apply(lambda x: not digit_higher_than_one(x.split(\"_\")[-1]))\n", "df_default = df[mask].copy()\n", "df_default.alg_id = df_default.alg_id.apply(\n", " lambda x: x if \"plscan\" not in x else \"_\".join(x.split(\"_\")[:-1])\n", ")" ] }, { "cell_type": "code", "execution_count": 12, "id": "570ec4a1", "metadata": {}, "outputs": [], "source": [ "# Select rows with the best plscan layer at each dataset--k\n", "plscan_df = df.query(\"alg_id.str.startswith('plscan')\", engine=\"python\").copy()\n", "plscan_df[\"persistence\"] = plscan_df.alg_id.apply(lambda x: x.split(\"_\")[1])\n", "plscan_df[\"layer\"] = plscan_df.alg_id.apply(lambda x: x.split(\"_\")[-1])\n", "best_layer = (\n", " plscan_df.groupby([\"data_set\", \"persistence\", \"k\"])\n", " .apply(lambda g: g.loc[g.ari.idxmax()], include_groups=False)\n", " .reset_index()\n", ")\n", "best_layer.alg_id = best_layer.alg_id.apply(\n", " lambda x: \"_\".join(x.split(\"_\")[:-1] + [\"top\"])\n", ")\n", "best_layer = best_layer.drop(columns=[\"layer\", \"persistence\"])" ] }, { "cell_type": "markdown", "id": "6c4bfbf1", "metadata": {}, "source": [ "Maximum observed mutual information per dataset and algorithm:" ] }, { "cell_type": "code", "execution_count": 13, "id": "ff42f448", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
mutual_info
data_setarticles_1442_5articles_1442_80audiosetauthorshipcardiotocographycell_cycle_237cifar_10ecolielegansfashion_mnistirismfeat_factorsmfeat_karhunenmnistnewsgroupssemeionyeast_galactose
alg_id
hdbscan_eom0.9871.00.4980.9700.9830.5460.8830.5610.7680.6481.00.8280.8670.9130.7250.6570.882
hdbscan_leaf0.9871.00.5250.8420.9200.5650.7330.7930.8130.5581.00.9010.9230.7020.7790.8460.850
plscan_density0.9871.00.5420.9700.9360.5530.7350.6830.8180.5751.00.8610.9010.8350.7840.8240.834
plscan_density_top0.9871.00.5450.9700.9970.5580.9070.7000.8180.6441.00.8920.9320.9480.7850.8380.834
plscan_distance0.9871.00.5420.9700.9200.3030.7350.4100.8180.5521.00.7230.8750.8350.7840.7370.834
plscan_distance_top0.9871.00.5450.9700.9970.5580.9070.7090.8180.5861.00.8750.9270.9490.7850.8380.834
plscan_size0.9871.00.4950.9700.9220.5570.9070.6830.7660.6961.00.9100.9340.9490.7650.8390.731
plscan_size-density0.9871.00.4950.9700.9220.5460.4150.6830.7170.4141.00.8000.8990.4360.5570.7080.731
plscan_size-density_top0.9871.00.5430.9700.9710.5580.9070.6830.8180.7171.00.9100.9320.9490.7760.8390.731
plscan_size-distance0.9871.00.4950.9700.9220.3030.4150.4100.7170.4141.00.6580.8750.4360.5830.7080.731
plscan_size-distance_top0.9871.00.5430.9700.9710.5580.9070.7090.8180.7171.00.8640.9210.9490.7760.8390.775
plscan_size_top0.9871.00.5380.9700.9710.5580.9070.6830.8140.7171.00.9100.9340.9490.7830.8390.731
\n", "
" ], "text/plain": [ " mutual_info \\\n", "data_set articles_1442_5 articles_1442_80 audioset authorship \n", "alg_id \n", "hdbscan_eom 0.987 1.0 0.498 0.970 \n", "hdbscan_leaf 0.987 1.0 0.525 0.842 \n", "plscan_density 0.987 1.0 0.542 0.970 \n", "plscan_density_top 0.987 1.0 0.545 0.970 \n", "plscan_distance 0.987 1.0 0.542 0.970 \n", "plscan_distance_top 0.987 1.0 0.545 0.970 \n", "plscan_size 0.987 1.0 0.495 0.970 \n", "plscan_size-density 0.987 1.0 0.495 0.970 \n", "plscan_size-density_top 0.987 1.0 0.543 0.970 \n", "plscan_size-distance 0.987 1.0 0.495 0.970 \n", "plscan_size-distance_top 0.987 1.0 0.543 0.970 \n", "plscan_size_top 0.987 1.0 0.538 0.970 \n", "\n", " \\\n", "data_set cardiotocography cell_cycle_237 cifar_10 ecoli \n", "alg_id \n", "hdbscan_eom 0.983 0.546 0.883 0.561 \n", "hdbscan_leaf 0.920 0.565 0.733 0.793 \n", "plscan_density 0.936 0.553 0.735 0.683 \n", "plscan_density_top 0.997 0.558 0.907 0.700 \n", "plscan_distance 0.920 0.303 0.735 0.410 \n", "plscan_distance_top 0.997 0.558 0.907 0.709 \n", "plscan_size 0.922 0.557 0.907 0.683 \n", "plscan_size-density 0.922 0.546 0.415 0.683 \n", "plscan_size-density_top 0.971 0.558 0.907 0.683 \n", "plscan_size-distance 0.922 0.303 0.415 0.410 \n", "plscan_size-distance_top 0.971 0.558 0.907 0.709 \n", "plscan_size_top 0.971 0.558 0.907 0.683 \n", "\n", " \\\n", "data_set elegans fashion_mnist iris mfeat_factors \n", "alg_id \n", "hdbscan_eom 0.768 0.648 1.0 0.828 \n", "hdbscan_leaf 0.813 0.558 1.0 0.901 \n", "plscan_density 0.818 0.575 1.0 0.861 \n", "plscan_density_top 0.818 0.644 1.0 0.892 \n", "plscan_distance 0.818 0.552 1.0 0.723 \n", "plscan_distance_top 0.818 0.586 1.0 0.875 \n", "plscan_size 0.766 0.696 1.0 0.910 \n", "plscan_size-density 0.717 0.414 1.0 0.800 \n", "plscan_size-density_top 0.818 0.717 1.0 0.910 \n", "plscan_size-distance 0.717 0.414 1.0 0.658 \n", "plscan_size-distance_top 0.818 0.717 1.0 0.864 \n", "plscan_size_top 0.814 0.717 1.0 0.910 \n", "\n", " \\\n", "data_set mfeat_karhunen mnist newsgroups semeion \n", "alg_id \n", "hdbscan_eom 0.867 0.913 0.725 0.657 \n", "hdbscan_leaf 0.923 0.702 0.779 0.846 \n", "plscan_density 0.901 0.835 0.784 0.824 \n", "plscan_density_top 0.932 0.948 0.785 0.838 \n", "plscan_distance 0.875 0.835 0.784 0.737 \n", "plscan_distance_top 0.927 0.949 0.785 0.838 \n", "plscan_size 0.934 0.949 0.765 0.839 \n", "plscan_size-density 0.899 0.436 0.557 0.708 \n", "plscan_size-density_top 0.932 0.949 0.776 0.839 \n", "plscan_size-distance 0.875 0.436 0.583 0.708 \n", "plscan_size-distance_top 0.921 0.949 0.776 0.839 \n", "plscan_size_top 0.934 0.949 0.783 0.839 \n", "\n", " \n", "data_set yeast_galactose \n", "alg_id \n", "hdbscan_eom 0.882 \n", "hdbscan_leaf 0.850 \n", "plscan_density 0.834 \n", "plscan_density_top 0.834 \n", "plscan_distance 0.834 \n", "plscan_distance_top 0.834 \n", "plscan_size 0.731 \n", "plscan_size-density 0.731 \n", "plscan_size-density_top 0.731 \n", "plscan_size-distance 0.731 \n", "plscan_size-distance_top 0.775 \n", "plscan_size_top 0.731 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Combine these dataframes\n", "df_top = pd.concat((df_default, best_layer), ignore_index=True)\n", "df_top.groupby([\"data_set\", \"alg_id\"]).apply(\n", " lambda g: g.loc[g.mutual_info.idxmax(), [\"mutual_info\"]],\n", " include_groups=False,\n", ").reset_index().round(3).pivot(\n", " index=\"alg_id\", columns=\"data_set\", values=[\"mutual_info\"]\n", ")" ] }, { "cell_type": "markdown", "id": "8558e1d0", "metadata": {}, "source": [ "ARI values at $k=4$ for the default layers:" ] }, { "cell_type": "code", "execution_count": 14, "id": "f4655c37", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ari
alg_idhdbscan_eomhdbscan_leafplscan_sizeplscan_size-distanceplscan_size-densityplscan_distanceplscan_density
data_set
articles_1442_50.960.560.840.990.990.990.99
articles_1442_800.960.420.920.990.990.990.99
audioset-0.000.020.090.140.140.030.03
authorship0.980.150.880.980.980.980.98
cardiotocography0.150.070.370.680.860.590.08
cell_cycle_2370.500.190.500.200.500.200.50
cifar_100.590.010.890.170.170.020.02
ecoli0.350.260.480.350.650.350.25
elegans0.550.090.520.380.380.650.65
fashion_mnist0.340.010.520.150.150.010.01
iris0.570.290.880.570.880.570.30
mfeat_factors0.710.150.850.410.410.410.15
mfeat_karhunen0.690.150.910.630.630.630.17
mnist0.660.010.960.210.210.010.01
newsgroups0.160.060.250.250.090.070.07
semeion0.150.190.700.320.320.320.20
yeast_galactose0.900.270.750.750.750.750.28
\n", "
" ], "text/plain": [ " ari \\\n", "alg_id hdbscan_eom hdbscan_leaf plscan_size plscan_size-distance \n", "data_set \n", "articles_1442_5 0.96 0.56 0.84 0.99 \n", "articles_1442_80 0.96 0.42 0.92 0.99 \n", "audioset -0.00 0.02 0.09 0.14 \n", "authorship 0.98 0.15 0.88 0.98 \n", "cardiotocography 0.15 0.07 0.37 0.68 \n", "cell_cycle_237 0.50 0.19 0.50 0.20 \n", "cifar_10 0.59 0.01 0.89 0.17 \n", "ecoli 0.35 0.26 0.48 0.35 \n", "elegans 0.55 0.09 0.52 0.38 \n", "fashion_mnist 0.34 0.01 0.52 0.15 \n", "iris 0.57 0.29 0.88 0.57 \n", "mfeat_factors 0.71 0.15 0.85 0.41 \n", "mfeat_karhunen 0.69 0.15 0.91 0.63 \n", "mnist 0.66 0.01 0.96 0.21 \n", "newsgroups 0.16 0.06 0.25 0.25 \n", "semeion 0.15 0.19 0.70 0.32 \n", "yeast_galactose 0.90 0.27 0.75 0.75 \n", "\n", " \n", "alg_id plscan_size-density plscan_distance plscan_density \n", "data_set \n", "articles_1442_5 0.99 0.99 0.99 \n", "articles_1442_80 0.99 0.99 0.99 \n", "audioset 0.14 0.03 0.03 \n", "authorship 0.98 0.98 0.98 \n", "cardiotocography 0.86 0.59 0.08 \n", "cell_cycle_237 0.50 0.20 0.50 \n", "cifar_10 0.17 0.02 0.02 \n", "ecoli 0.65 0.35 0.25 \n", "elegans 0.38 0.65 0.65 \n", "fashion_mnist 0.15 0.01 0.01 \n", "iris 0.88 0.57 0.30 \n", "mfeat_factors 0.41 0.41 0.15 \n", "mfeat_karhunen 0.63 0.63 0.17 \n", "mnist 0.21 0.01 0.01 \n", "newsgroups 0.09 0.07 0.07 \n", "semeion 0.32 0.32 0.20 \n", "yeast_galactose 0.75 0.75 0.28 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tab = (\n", " df_top.query(\"k==4\")\n", " .pivot(index=\"data_set\", columns=\"alg_id\", values=[\"ari\"])\n", " .round(2)\n", ")\n", "columns = [\n", " \"hdbscan_eom\",\n", " \"hdbscan_leaf\",\n", " \"plscan_size\",\n", " \"plscan_size-distance\",\n", " \"plscan_size-density\",\n", " \"plscan_distance\",\n", " \"plscan_density\",\n", "]\n", "tab[[(\"ari\", c) for c in columns]]" ] }, { "cell_type": "markdown", "id": "ac3971d4", "metadata": {}, "source": [ "Compute times for the datasets (only default PLSCAN computation, not the layer extraction!)" ] }, { "cell_type": "code", "execution_count": 15, "id": "f5385764", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
compute_time
alg_idhdbscan_eomhdbscan_leafplscan_sizeplscan_size-distanceplscan_size-densityplscan_distanceplscan_density
data_set
articles_1442_50.00720.00630.00090.00090.00090.00090.0010
articles_1442_800.00680.00660.00090.00090.00090.00120.0009
audioset2.28312.29160.18090.21820.21660.21860.2144
authorship0.02950.02800.00390.00410.00390.00410.0039
cardiotocography0.06040.06800.01020.01130.01190.01100.0114
cell_cycle_2370.00660.00560.00070.00070.00080.00070.0008
cifar_103.25193.24740.36130.39790.38410.39030.3957
ecoli0.00530.00440.00050.00050.00050.00050.0006
elegans0.20410.22620.03140.04060.04080.04010.0399
fashion_mnist4.84894.81770.68670.71350.69830.74190.7171
iris0.00270.00200.00040.00040.00040.00040.0004
mfeat_factors0.06000.06760.01000.01150.01160.01150.0118
mfeat_karhunen0.05620.06740.00950.01150.01160.01180.0119
mnist4.23474.27640.58670.60800.60410.60700.8672
newsgroups0.87280.88770.08180.10740.09270.11100.1113
semeion0.05830.06690.00600.00760.00760.00770.0076
yeast_galactose0.00520.00460.00080.00070.00070.00070.0007
\n", "
" ], "text/plain": [ " compute_time \\\n", "alg_id hdbscan_eom hdbscan_leaf plscan_size plscan_size-distance \n", "data_set \n", "articles_1442_5 0.0072 0.0063 0.0009 0.0009 \n", "articles_1442_80 0.0068 0.0066 0.0009 0.0009 \n", "audioset 2.2831 2.2916 0.1809 0.2182 \n", "authorship 0.0295 0.0280 0.0039 0.0041 \n", "cardiotocography 0.0604 0.0680 0.0102 0.0113 \n", "cell_cycle_237 0.0066 0.0056 0.0007 0.0007 \n", "cifar_10 3.2519 3.2474 0.3613 0.3979 \n", "ecoli 0.0053 0.0044 0.0005 0.0005 \n", "elegans 0.2041 0.2262 0.0314 0.0406 \n", "fashion_mnist 4.8489 4.8177 0.6867 0.7135 \n", "iris 0.0027 0.0020 0.0004 0.0004 \n", "mfeat_factors 0.0600 0.0676 0.0100 0.0115 \n", "mfeat_karhunen 0.0562 0.0674 0.0095 0.0115 \n", "mnist 4.2347 4.2764 0.5867 0.6080 \n", "newsgroups 0.8728 0.8877 0.0818 0.1074 \n", "semeion 0.0583 0.0669 0.0060 0.0076 \n", "yeast_galactose 0.0052 0.0046 0.0008 0.0007 \n", "\n", " \n", "alg_id plscan_size-density plscan_distance plscan_density \n", "data_set \n", "articles_1442_5 0.0009 0.0009 0.0010 \n", "articles_1442_80 0.0009 0.0012 0.0009 \n", "audioset 0.2166 0.2186 0.2144 \n", "authorship 0.0039 0.0041 0.0039 \n", "cardiotocography 0.0119 0.0110 0.0114 \n", "cell_cycle_237 0.0008 0.0007 0.0008 \n", "cifar_10 0.3841 0.3903 0.3957 \n", "ecoli 0.0005 0.0005 0.0006 \n", "elegans 0.0408 0.0401 0.0399 \n", "fashion_mnist 0.6983 0.7419 0.7171 \n", "iris 0.0004 0.0004 0.0004 \n", "mfeat_factors 0.0116 0.0115 0.0118 \n", "mfeat_karhunen 0.0116 0.0118 0.0119 \n", "mnist 0.6041 0.6070 0.8672 \n", "newsgroups 0.0927 0.1110 0.1113 \n", "semeion 0.0076 0.0077 0.0076 \n", "yeast_galactose 0.0007 0.0007 0.0007 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tab = (\n", " df_top.query(\"k==4\")\n", " .pivot(index=\"data_set\", columns=\"alg_id\", values=[\"compute_time\"])\n", " .round(4)\n", ")\n", "tab[[(\"compute_time\", c) for c in columns]]" ] }, { "cell_type": "markdown", "id": "077c613a", "metadata": {}, "source": [ "Next, we configure the colors, titles, and plotting orders:" ] }, { "cell_type": "code", "execution_count": 16, "id": "191743da", "metadata": {}, "outputs": [], "source": [ "# Configure plotting order, colors and titles\n", "plot_df = df_top.copy()\n", "data_sets = sorted(plot_df.data_set.unique())\n", "alg_ids = [\n", " \"hdbscan_eom\",\n", " \"hdbscan_leaf\",\n", " \"plscan_size_top\",\n", " \"plscan_size\",\n", " \"plscan_size-distance_top\",\n", " \"plscan_size-distance\",\n", " \"plscan_size-density_top\",\n", " \"plscan_size-density\",\n", " \"plscan_distance_top\",\n", " \"plscan_distance\",\n", " \"plscan_density_top\",\n", " \"plscan_density\",\n", "]\n", "palette = [\n", " mpl.colors.to_rgb(\"C0\"),\n", " mpl.colors.to_rgb(\"C1\"),\n", " lighten(\"C2\"),\n", " mpl.colors.to_rgb(\"C2\"),\n", " lighten(\"C3\"),\n", " mpl.colors.to_rgb(\"C3\"),\n", " lighten(\"C4\"),\n", " mpl.colors.to_rgb(\"C4\"),\n", " lighten(\"C5\"),\n", " mpl.colors.to_rgb(\"C5\"),\n", " lighten(\"C6\"),\n", " mpl.colors.to_rgb(\"C6\"),\n", "]\n", "titles = [\n", " \"HDBSCAN*\\nEOM/leaf\",\n", " \"PLSCAN\\nsize\",\n", " \"PLSCAN\\nsize–d\",\n", " \"PLSCAN\\nsize–λ\",\n", " \"PLSCAN\\nd\",\n", " \"PLSCAN\\nλ\",\n", "]" ] }, { "cell_type": "markdown", "id": "56f10ef1", "metadata": {}, "source": [ "Now, we plot the ARI as a curve over $k$. We interested in the range of $k$\n", "values for which the algorithms produce high quality clusterings." ] }, { "cell_type": "code", "execution_count": 17, "id": "4f5f29b4", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create the plots\n", "plt.figure(figsize=(2.75 * 3, 0.6))\n", "max_x = plot_df.k.max()\n", "ticks = [0, 0.5, 1]\n", "alg_idxs = [[0, 1], [2, 3], [4, 5], [6, 7], [8, 9], [10, 11]]\n", "for j, ids in enumerate(alg_idxs):\n", " plt.subplot(1, 6, j + 1)\n", " plt.title(titles[j], y=0)\n", " plt.xlim(0, max_x)\n", " plt.xticks([0, 25, 50])\n", " plt.yticks([])\n", " plt.ylim(0, 1)\n", " if j == 0:\n", " plt.ylabel(f\"{dataset_name(data_sets[0])}\\nARI.\", labelpad=0, color=\"w\")\n", " plt.tick_params(axis=\"x\", colors=\"white\")\n", " plt.tick_params(axis=\"y\", colors=\"white\")\n", " plt.suptitle(\"Per dataset curves\", y=1)\n", " plt.subplots_adjust(bottom=0, right=1, top=1, left=0.08, wspace=0.01)\n", " frame_off()" ] }, { "cell_type": "code", "execution_count": 18, "id": "496bd759", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABOsAAAERCAYAAAAqrSOcAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAXEgAAFxIBZ5/SUgAAjJpJREFUeJzt3Qd4W9XZB/C/tix575m9N9mDDMJKgEAIG9oyArSFFigto1/LKKulzJZZKCQFwoYAYYWZQUL23tPxiPe2bG19zz2yNRwncWxZsu/9/55H8dXxsXR89UaWXp1zXpXH4/GAiIiIiIiIiIiIIk4d6QEQERERERERERGRF5N1REREREREREREXQSTdURERERERERERF0Ek3VERERERERERERdBJN1REREREREREREXQSTdURERERERERERF0Ek3VERERERERERERdBJN1REREREREREREXQSTdURERERERERERF0Ek3VERERERERERERdBJN1REREREREREREXQSTdURERERERERERF2ENtIDoJNLT0+HxWJBjx49eLpI9vLy8mA2m8Ux456UgnFPSsS4JyVi3JMSMe5JyXFfXFzcrp9nsq4bkBIWDocj0sMgCgsp1qWYbz4mUgLGPSkR456UiHFPSsS4J6XHfXswWdcNNM+o27lzZ6SHQtTphg4dGnSdcU9KwLgnJWLckxIx7kmJGPekRENbvK89VYrcs27jxo34xz/+gXnz5iE7OxsqlUpc2quqqgq33347evbsCYPBIL7ecccdqK6uDum4iYiIiIiIiIhI3hQ5s+7hhx/Gp59+GpLbKi8vx6RJk3DgwAH06dMHc+fOFTOB/vWvf+Grr77Czz//jMTExJDcFxERERERERERyZsiZ9ZJybX77rsPn332GYqKisRsuPaSZtBJiTpplt7evXvx3nvvYceOHfj973+Pffv24c477wzp2ImIiIiIiIiISL4UObPunnvuCcntSIm+d955B3q9Hi+++CK0Wv/pfOKJJ/Duu+/irbfewj//+U+kpqaG5D6JiIiIiIiIiEi+FDmzLlS+/vpruN1uTJ06FWlpaUHfk2brzZkzBy6XC19++WXExkhERERERERERN0Hk3UdsHXrVvF19OjRrX6/uX3btm0duRsiIiIiIiIiIlIIRS6DDZW8vDzxVaoo25rm9iNHjnSotO/BgwfRt2/fdo+TqCtrGfdSvDdj3JNcMe5JiRj3pESMe1Iixj1RxzFZ1wH19fXiq8lkavX7ZrNZfK2rq0N34/F4UGt1hvZGXXbA0Rja25Q5g8EIoyk60sOQpUpbJVxuV6SH0W0lGZKgVnNydlfgdrngqqyM9DC6BLXJBE3T316SN2kbksY6R6SHoQhR0TqoNXy+7yosVXy+7+7UGi2iYmMjPYxuxVVvB9yRHgV1iBrQROt5Ek8Bk3VdyM6dO09pxl1nKahqwC/+uxa5FQ0hu80L1avxd92rMKtsIbtNJXB61NgUMxU9rn4OyZk9oYS47+x4t7vsuPTLS3G48nCn3o/cJZoT8dbst5Bjzon0UKD0uHeVluLAGTNDMCoZ0GqR+MtfIu2euyM9EurkuPd4gIX3rOJ5DgODSYvZvx2OrP4JPN9d4HXOq7+7AS5niD9Qp7CLS07BzBt+gz5jJsjy7Ic67ouf3ACPlR+yd3fqWD3iz+8N00gW32wLfkzWAdHR3hlPDQ2tJ7UsFov4GhMTg3B8wixdmo+lmXESqcCFdCxdpOO29H3k810hTdRp4MJfdW8xUdcOWpUbo+uXQ//KRKz96Bk4Hd5ZBNLjFPgYhuqxb2/f443nZH1D4VR/p89yP2OiLgQqLZVYuHthyGOivX27Q+yHUtAYm8ZH0iccTlS99163iAfGfQfjPoR/R+jEbA1ObPnWu/UL4z7Cz/eMe9moKS/D4n8+jCVPPIzGulq+zmmBcS9P7lo7Kt/Zi7LXd8BZZ2PcnwSTdR3Qo0cP8bWgoKDV7ze39+zZ+TOiVqxYge+++04cv/XWW9i3b584fuyxx2Cz2VBYWIhXXnlFtP3888/46quvxPF7773n++TjiSeewPJdBfh6Z0lIxzZVvQ2pquqQ3qbSxKIBE7Y/iK8eusi3r9v//vc/cfzjjz+Ki0Rqa97z7ZFHHoHD4RB7K7722mui7aeffsI333wjjt9++23s3r1bHD/++OMi6VxUVISXXnpJtK1btw6ff/65OP7www99hVKefvpp1NTUoKKiAv/+979F26ZNm/DJJ5+I408//VRclzz33HMoKytDbW0tnnrqKdG2fft2Ea+Riv1VezkTI1SOVHj345TiQIoHKS6k+JBI8SLFjUSKIymeJFJ8SXEmxZsUdxIpDqV4lEjxKcWpRIpbKX6lOJbiubvHfigFxr10v+TnaWjAojfewN69e8X1v//972hsbMTRo0fxn//8R7StWbPGV6n9/fffF89LEumxkh4z6bGTHsPmx7j5HEuPdfNjzLiPbNw3P2dQeNRUeD+AZtxHNu6l1zkkL/s2rMUbd92KRx9+SFzn6xwvxr282fZVofSZTXjqsSfEdcZ961Se5o+IFcxoNIo39ad6KhYsWIAbbrgBZ555pu+PaKD58+fj9ddfF/2uu+66do+vedrw8ZbJBn7SJu0hJR2rVCpxkT7ha95XSmrXaDTH7et0OnHpf9ZiS743sTYyJx4LrxsLlRQoajU8TX2hUok9kgJvV63RiDUp0jls7iuRjqMW3wD9vs/EdXu/WWg8/wXv+hXpIt1G86eE0s+5XOJnJOL+mm63tb7iWBpPc9/m/bNO1Felav0+OqtvB35PDzzY9+MiDN7+T8SovHv9NXr0MD5Q4r0/j8f3GHb0se9o3+ZPlFuO52R9TxTvzU4U9+2J/T/9/Cd8e+Bbb4xnjMQzU58Re9epVU19PW5o1BrxVdyuSi2OVWi63Vb6it8JHl/f5p/rrL7N42nu2/xzJ+p7vLGfat+HNjyEFYe9ydZxOePw+szXQxoT7e3bHWL/RDoS99KMW3dVtXgqcknPx0GPm/S4ev+2qaXnbuk5WjzGHe8rnrJEzKmCfq6z+jaPp7W491RV4fBFc33np8+yH6FPS+vS8cC472DcO52w1jubHgs31Oqm2HB7oNFI578pdtQqcez9U93xvt7Hzd+3+ec6q2/zeJr7Nv/cifqG6pxs+SYP2370fvCcmGHGVQ9MYNxH+PleOm6obnq+F49b4P229hirQtLX+xLVc5xYDn3f5vE0923+uRP17U7npGDXNix741U01Nb6HucL7/wz+k+Ywtc5x4l7t8UBlUcZf9Nbj/vu97q3ZV97QR1qPjskZtc1i7u4L2ImZMo+7nee5Hn+eLhnXQfMmjVLPFgrV65EaWkpUlP9a6+l5N+SJUvEA3jeeeehswUmPgKPAwOo+fh4fb/eVepL1En+ct5gJJgNx7lHXdsG1lAJHPzad1U/7jroE5Lb9rOE8ZfeifyRZyJm0TRxNqJUdtTX1yA6NsH3ZB6Kx76jfZuf7E61byic6u9U1lDma8+IyUBKVErIxqIEyVH+/78N9oaQx0R7+3aH2A+lwPvS6nRAasqpPDN3y74n4k4I3kvLI72ZTU/v0vHAuO9g3Gu1iI7ny9jOFJ3ofw3osHmXdzLuI/t8Lx1HJyaG/D4ovAZPPQN9x07Af383H4313kKEDU2FQ/g6p/W4V8d4n49a+x+macNxe/qim/TtLudEF29E1MBEFD+xwZewc9d7t3hi3LeOr3La4PnnnxeXiy++WCynaZaRkYGrrroKixYtwi233IJ3331XvHiU3H333WJK/LXXXhuUxAuXQ2X1eOCzU8vg7jzq/3TnnCFpGN87BC8GdnzkrQIrMacA/c7q+G0qTGbvoXB7VFCrvJ/a1ZQfFck6ap+KxgrfcYYpg6fxFMXq/dXLLA7vsiiiSFPrdFDp9fDYvX9vWB2XqOOM0f50usPOjd2JQkkfZYIpNtaXrKuvZpVfkj+1TgNNrN6frKvzz7KjYykyWffFF1/g4Ycf9l23N724nzhxoq/tvvvuw/nnny+Oy8vLxd430p5GLT377LNi75uPPvoIgwYNwtixY8U0xx07dqB///6+/ZvCrd7mxMr95e36Wa1ahXtnDwrNQLYE7Ckz4gpAE6p5FMqh0WpRqYpBIrzJ1LrKYqBPeCsEy0lNY43vODs6O6Jj6Y7i9fG+40aHd3k2UVegMhp9yTpnZVWkh0PU7RnNet+xk8k6ok74P+YtVihprPa/PiWSM7XJn4JyW1jZ+kQUmayTZrytXbv2mPbANqlPWyQnJ4vNyB988EGx8fTixYuRlpaG2267DX/7298QH+9/Y9td3HB6b/RJ8f/xaBdpc4ajm4Gj3s13hZFXdXhsSlWrjkOi25uss1aFtgCIkkh7C9Tb6n3Xe8X0iuh4uqMEg39WZ6OTyTrqOtRGI9xN+/+4qlnUiKijTDEByTqHtyLp8fabJaJTZ4yO8R031PLvFimD2uSfvCPtRUjHp8hknVTs4VQKPkiJOOlyPImJiaI6VnN1wK4gKz4Kj108/JR/LiXGgJmDOrBst3g78MktQNke//JXScZIIH1Y+29X4SzaBMCeL47ttaWRHk63VdhY6CuoIOkd0zui4+mO4o3+DyBsDltEx0IUSG0y+Y5dNZyhQNRRUbEBqyE8gK3BiahofwKPiDpGWgbbzNq0HJZI7tQBWyy4GzmzLiLJOqnAgjRTTVo6ajabMXr0aGRmZnbW3VELSdEGXD2hR/jPy+d/AIq3Hds+6prwj0VGbHopWec9dtUzWddeh2sP+461Gi2SDEmheHgUJfCc2Z12zrSgLpmsczNZR9RhUbHBibmGWjuTdUQhZIoN2Fqk3r/yg0jONAEf+jBZ10nJum+++QZZWVnHlB+XPPfcc2ImWnWLZSgXXXQRXnnlFbF0lGSocBNQsD64TaMH+p0NjL42UqOSBYcxCWj6G65q8BdIoFNzpO6I7zjGEMPlPO2QbPQ/f3vgQbWjGokGVqajyFObzb5jV9NyWCJqP51OA7VGBbfLW+CqsY7LlYhCyRxQydzWyKJdpAyauIBkXVOlcQpxsm7WrFm4/vrr8dprrwW1P/LII3jggQfg8XhEsQWpyEJVVRVWrlwp9nQ7ePCg2OPNYPCXgyeZWPeK/zh7HHD1+0BUglSLOZKjkgW3yZ8g0Ta2r3AIAUctR32nIUGKTTplLWcjllnLmKyjrpes43IiopDQ6tWwN3rfTDWyah9RSJkT/K+pbI3cB5iUQRPjzwN5mKw7oQ7tEisl5ALl5+eLKqtRUVFYunSpSMotWrQIX375JQ4dOoTJkyeLKqkvv/xyR+6WuqL6MmDHR/7rE34DmBKZqAsRdXSK71hvZ5XD9iqy+Cs6J0ZxNlh7GLVGaNX+z3kqrZXtfjyIQkkd49+o213H5UREoaDVa3zH1nrOrCMKpZgk/4fxDqtVbC1CJHea+IBJW24PXI3823I8IS3pJM2cczgc+Otf/4qzzz476HspKSl46623xIy6999/P5R3S13BxoX+ghLR6cCQiyI9IlnRxfiTdWYHk3XtVdbgr/KcaupAIRWFM+j8f2SrbIxH6ho0ARt1uxsaIjoWIrnQGQKSdQ18Q0UUSjHJqUGTYBpq+JqK5E8TF7zC0lVljdhYFJWs27dvH1QqFS699NJWv9+rVy+MGTMGu3fvDuXdUqS5HMCGgOXQY28ANAEVxKjDjPHpvuMYF0u7t1dlo38WWGY0C960Ox61Rt8xk3XUJZN1Fu79QxTqZJ3Nwqp9RKFkig/eLqiujEXkSP7UOjVUOn8aylndNOGHjj1XoTwnzVN3c3JyjtunZ8+esPBFtDxIy6Dz1gKf3grUNS0vVOuAsddHemSyY05I8x3He2rg4TT5dqmx1viOc8zHf56iEzPq/Mm6ahuTx9Q1qOPifMecWUcUGnpjQLKOM+uIQkqt0UBv8L+mqq9kETlSBlXAB0HuWltExyLLAhOS+vp65OXl+a4nJXk3ySwqKhKz6FojVYhNCKh8Q90sObdvKXBoGVC+FyjZBdQXB/cZNg+I5vLCUItL9s8C06tcqKmpRFwCqyqfCpfbBYvNP9umR0yPkD5GSmLSmXzHNXZ/ApQokjTx8b5jj5VLKohCQR/lXylha+TMOqJQM0RFwW71Fpdgso6UQm3UwN20D6qLlcY7J1n30UcfiUtLq1evbjVZJ82827Rp0wln3lEXJhWQ+Gj+8b8vVdec+qdwjkgxYhNS4PSooVV5Z6/WVhQxWXeK8i35cHv8G/f2ie0T2gdJQcw6f9XNWnttRMdC1EyT4E/WuZmsIwoJfZT/rUJzVVgiCh2DyYS6Ku82LQ3V3LOOlEElPgjyfrDqrucy2JAn66ZNmyb2pzve3nWtWbJkCYqLizFv3rz23i1F0qEfW2lUAb2nASMuBwbPAYz+ZUgU2mnylapYJMO75NBSUQT0G85TfApy63J9x3qNHokGVoNtL7Pen6yrs9cxDqlL0Cb6/097bDbxAaFaHdLdPogUx2AKTNZxZh1RqBnN0b5jC5N1pBDqgA+CXKw0Hvpk3bJly075Z1JTU7FgwQJMmDChvXdLkVRT4D8efhkw4gogYySXvYZJnToOyW5vsq6xhhvQnqoj9Ud8xzHGmJA+NkoTq/dv5F9vr4/oWIiaaZq24hA8HrhraqDmthtEHWI0+98qOGycWUcUalEx/tdUjXVcrUDKoI72b7HgbuAHQZ2yDPZUTZo0SVyom6rO9x8PuxTof3YkR6M4Fl0CYPMmnOw1JZEeTrdTWF/oO46P8i+Xo1MXo/cnOy0OVt2krjezTuIsr4CWyTqiDjGY/G+omKwj6uRkXT2TdaQMGnNAsq7Ru3cdHYvrQ6jtxSUCZ9bFZfPMhZlN7y/M4raU8fyfomKLvxhKUlTADBw6ZXF6/3L3BkcDzyB1CWqjEdAGLKvgciKiDosKmP3gtHNmHVGomeL8HyDb6vkBKCmDJkbvO/ZY+bclIsm666+/HtqAF87UjVnKAVdAWWUm68LOafQnmFTS40GnpLzRf87STGk8ex0Qb/C/sGx0eCuYEXWZhF0TV6V3w24iaj9jDJN1RJ3JFDAD3NrAZB0pgzogWee2chlsxGbWeaQZWdT91QQsgTXEAlxGGHZuU7LvWGvlm9BTVdngP2cZ0Rkhe1yUKMEQ8MLS4a3kRNTlknVVrKpH1FGmgDdULqcHLpe/qjoRdVxMgv/DeLuVH4CSMmjiA2bW2V2iKBgdi8tg6dSTdZxVFxHq6BTfsdFeEZlBdGM11hrfcY/oHhEdi5ySdTZnwIxboghTRUX5jl3V/v/zRNQ+UQHJOkljrZ2nkiiEopP9r+/tUiVzF5cEkvxp4v0frsINeFhkolVM1lHbcL+6iNPH+v+YmxzeqrDUNg6XAxabf2kBk3Udk2RICjq3dhffvFHXoDaZfMeuGibriEK5Z52koY7P90ShFJOUErRHuKWKq2dI/jSxwR8Euar54X9rmKyjtmGyLuKM8em+41g3k3WnYmvlVnjgX5LfN7ZvSB8bpUk2+pdkSyptfGFJXYPabPYdu+vqIjoWIjlQa9TQ6PxvF6z1rNpHFEpRcfFQqfz/x2rLS3mCSRF/W1R6f9w7a5isa02nVn+YO3cuevXq1Zl3QRFZBpvD8x4B5gR/UYQ4T52YJq/WaPhYnMDemr14evPTWJO3xtdm0BoQq4/leeuARENi0PVyaznSTf5kMlGkqKOjfccuJuuIQkKrU8Pl8O4n1FDHZB1RKKnVauiNBtgavfvVWSq51Q0pg8qggcfu/dvi4hYL4U/WXXTRReJCMlDNZF2kxSVn+Y51KhdqqssRl8Sqpq2RZno9uuFRfHfwO7g9wRuWDk4d3OmPldxp1BrotXrYnd7lUJxZR12FJiBZx5l1RKGhM2hga9pPyMaZdUQhp48y+ZJ19UzWkUKojVq4mz4AcnOLhfAn60hGuAw24mLjk+DwaESiTlJdXsRkXQvS/mkv7HwBb+98G4324IpaJr0JcwbMwZ0j7wzfgyZj0gzF5mRdlY1VN6lrUMfG+I5dFv8+lUTUflqDfxa/1cKZdUShZjCZUNeUpLNUc2sRUgZ1lD8V5eKs7c5J1rlcLqxevRpHjx5Feno6Jk+eDJ0ueDPaQFLfAwcO4Fe/+lVH75rCxdEINJT7r7MabESo1GpUq2KRAm9ixFJVHJmBdGEPrH8AS/YuOSZJd+ngS3HL0Ftg1vn3s6KOMWqNqIN3TzDOrKOuQhMb5zv2NDREdCxEcqFnso6oU0VF+z9oamBxJFIIlcmfM3JbWLwo5AUmpMRbv379MGPGDFx99dWYOXMmcnJy8Oqrrx73Z6TvXX/99R25Wwq3mkL/sUoDxGTwMYiQWk2879hazWRdS78d/lvoNDrfUs3zBpyHpfOW4q5RdzFRF2Imnb/qZo2NVTepa9DE+ZN1bibriEJCHzD7wd7oXQ5LRKFjDEjWNdbyNRUpg8bs/9vibtpqgUI0sy43NxezZ89GXV0d4uLiMGDAABw5cgSlpaX4zW9+g6VLl2LRokUwGAztvQvqKmry/MexmYCGq6cjpUEbD3hXwcJRWxaxcXRVOeYczB00FweqD+D+8fejX2y/SA9JtqQZi81q7bURHQtRM018QLKuaf8fIgpdss7GZB1RyJkCZoVb61nJnJRBHa33Hbv5tyW0M+sef/xxkaiTZskVFRVh7dq14uubb76JpKQkLF68GOeeey5qa/kmrtvjfnVdhs2Q5Dt21zNZ15q/jv4r3jjrDSbqOhln1lFXpIlP8B0zWUcUGpxZR9S5THH+lTONlnqeblIETXTAMlgm60KbrPv222+RnZ2Nl19+GUajUbSpVCpcc8012LhxI0aPHo0VK1aIpbHl5QH7nVH3w2Rdl+E0JvqO1YH7CJL/vKg7tLqf2ihG71+yUe/gC0vqGjQJ/mSdx2aD2x1cDZqITp0xYF8hu7Vpej8RhYw5wf/63s4tHEghNHH+FZgeG/+2tKbd72oLCgowfvz4VotJSPvWLV++HLNmzcKmTZswbdo0FBYG7HtG3QuTdV2HKcV3qLV6q0YRRUKMzp+ss9hZdZO6Bm2S/w0P3G4WmSAKAUPAvkIOvqEiCrnoRP/KGZuVWziQApN1dhc/YA1lsk6v14tKsMdjMpnw2Wef4corr8SePXswdepUHDx4sL13R5FUHbBnXVxOJEeieOroZN85MNq9VWGJIiFWH+s7tjg6L1lX3FCM3LpccalggppOQpPsf46UuMq754cajrIy2HOPiIt0TBRJRrMuLMm6xlo7qkss4lJfZe20+yHqamIS/X+7HDYbXE5HRMdDFA6aOP+edfAAnnoWmWip3ZUCpIIS69atO2EfrVYrikwkJCTgpZdeEjPsevXq1d67pC4xs47JukjSxab6js1OJusocuKM/s2QGxwNIb/9I3VHcNvy23Co4pCvTQUVzu1/Lp6Y/ETI74/kQWM2S2vhxaw6ibOyAvpePdFdOIqKUHDb7bBu3x7UHj1jBnJefili4yJli4rxJ+uc9tAn6xrr7fjq5e0oOhBcBTNzQDwuumMUt7cg2YtJSQu6Xl9ZgbjU9IiNhygc1DF66cW9SNRJnNVWaGIDEnjU/pl10l50xcXFYrnriUj72L3wwgv4v//7P1GAYs2aNTzt3Yn0hqc2YAlzXHYkR6N4psRM3zlIdxWhoZ7l3Sky4vUBmyE7Qrtk4+v8r3H555cHJeokHniwdP9SFFq4rQIdn6ppH12Js7Ky25yq+pUrceiiucck6sT3li1D465dERkXkTFgE3CXI7T7QB49UI13/rb2mESd+N6+ahTs4QeTJH+G6GioNRrf9aO7d0Z0PEThoNaoodL7496ex8KkIUvWXXjhhfB4PPj73//epv6PPPIInnrqqfbeHUWKpQxw2f3XmayLqN7DJ6MWJnFsVDmwe8WHkR0QKVaCwb+Rv9UZuuVK/9r+L9z9491osLc+W09K2L174N2Q3R/JjzogWeeu7h4faFS8vgD5v/kt3LXHf6Fa/f77YR0TUTNTtH+mg9vlgSNERSZ2rizEp89sRmPd8Zf87V5dxAeCFFEcLSW7h+/6nlUnngxDJBe6DLPvuHE7iyeGLFk3ZcoU7N+/Hy+++GKbf+YPf/iDKDjxww8/tPduKdxq8v3HhjjA6N+nisJPbzBib9w033XVrk/4MFBEJAZUJrY7AxL6HbC5fDNe2/ya+CBIolap8auRv8Laa9bi9F6n+/oty1sWkvsjeVJHRfmOXdVdf1aO9eBBlD79NNC8D7BKhfgrr8SAjRsQe+GFvn6WFSsiN0hStKj44GVJDXUdf86vq7Ji5fv7RfKv2YAJabjpmakYfoZ/FUfB7ipuOk6K0H/8JN9x/p6dcDm4bx3JX9QIf/FEe0E9XI2M+5Ak66TlrX379kWfPn1O6edGjhyJ6dOnt/duKZLJunjuV9cV6Ede4jseXLcGlrrqiI6HlCnZ4N8M2eV2haTIxKPrH/Ul6qL0UXhq5lO4a9RdMGlNuLjvxb5+RyqPIN8S8NxEFEBt8s4+ljhruv6SipK/PQQ4vZsqqwwGZDz+ODIefEDsvxd/xeW+fo6jRWjcyaVRFH56g0bKIfs01tk6fJsr3tnnW1Kr1qgw7eqBOPv6odBH6TB8Wpavn9Xi4FJYUoRhZ86CSqX2FZnYt5of0JD8mUenAZqmPzAuDxo2lkR6SPJI1rVVaWkp8vICqolSNy4uwf3quoLBUy5ELbxThqNUduzhUliKgCRDUtD1cmvHpq4vObIEe0v3+q7/dvRvcVb2Wb7rZ2aeCbPB7FsK+/4BLgmkkyfr3DU1XX6fuoaAYl2J112H+Avn+K6bx4yBNsX/qXP1e4x7iswSPY3e/5bhRMtW26L4cA2OBCx3GjIlIyhBl5BhRlyKf4bs7lVcCkvyZ05IRGpPf0Gk3T/9GNHxEIWD2qiBvkeM73rjNi6FDWuy7oorrjjl2XfUhdQGvECK9Rc3oAgvhY3nUliKrBhdjJhh3azCVtHu25Jm5j278Vnf9ay4LFzb/9qgPhq1BmMyx/iu/5jHF7HUOnV0tO/YXV/fZU+T2+1GyWP+fX+1qSlI/t2tx/QzTz09KLlHFAlanX8T8Mb6jiXrVr67D02TqGEwaTFpXt9j+vQa4Z+9nb+nkkthSRH6j/MvhS3Yu5tLYUkRuBT2+LQIg+ZlTdQN1QdMRY1mCfEutRR2+VfieEi9dymsOcZfnZMoHDMtDFoDrA5vcYl9NfvwTd437UralVpKUVpX6rv+p7F/Erff0tw+c7HisHdZSF5lHvLq89Aj2r8hM5GIzRh/ss5VV9epJ8VRWYnK1xfAWXLqyzak/fTshw/7rqfcfjvUOn/VzWbxl16Kmo8Xi2NnUREat29H1PDhHRw50anRGTSwNiXp6iqsWPPZIdRVnHolcKk4RekR///L0ef2hN54bNwPPT0TW7/3bndgsziRt6sSvYb5E3hEcl0Ku+qjd+Fxu5uWwi7H4On+VQZEcmQ+LQ01XxwCnB7A7UHDhhLETOWKvg4l6wYMGNCmfoWFhcf0l2Zj7N3rX+5E3SVZlxrJkVCAwZPnoGa5GXGwiKqwP7//MEy9J7TpHCX1GILsfsN4PqnDApN1j/30mFie2lHDM4YHLX8NNDNzJqIN0ai31Yv7enLzk5iSOQVGjRGnJZ/WauJOqlS7oXwD1FBjcvrkDo+Puj5NdEynz6xzOxwof/4FVL75JjwNrVcuPhWGAQMQf4l/P9JAptGjxaw7Z2mZuF72738j5uyzodLpEDVqFAy9ex87PqsVjVu2wONwwDRlSqvJb6JTTdY12/BVrrQfQYfFJBsx6uzW90MWS2FTo1BT6k0Ibvr6CCxVNqi1KqT2jEVCuumYuHY5XCjOrYW90YWewxIZ99Qtl8Km9eiF4txD4vrmr5eI2XUqtQapffohqUevY+Pe6UDpwf2w1FSj9+hx0GiPTX4TdfmlsDmxsB/2bl1i2VACldgrVSWqxWozzcfEvdvlhuNoPVw1NhgHJkIdMPtbTtqdrDtw4IA4gW2dNSf1bxa4dIq6UbIuhjPrutJS2C3x0zG++ktxfVL+fwHp0kYbxz+LMedd34kjJCWI0kWhptH7hzUUiTppqetfx/31hN8fmzUWyw55q8H+eOhHcWkm7WmXak4V/SS1tlqU15fD7fFuYv6LEb/APafd0+FxUtemjvVXLXdbOl74RFL7zbeoePllOMu9CTN3oxXuUM3aU6uR9pf/O2EX8+lTUfPxx+LYsvIncfH9uNkMbXo6VFqtL0HpKC72VZeNu+QSZD76SGjGSoqlNwa8EQrRgpkpl/Q7YUKt94gUbPnOu+910YEacWmmNagRnWCERuP9ebvNKZJ5zdVl+5yWgtm/5gxU6n76T5jsS9YVHTqIokMv+L6n1esRm5QMbdMsbGn2XW15OVwub5GiXkNH4JL7H4vQyInazzQy2Zesc5Y0oPpjf+4IWhW08QaodN7ne4/dDWeNzTsTT/owKTsaab87TZanv93JuuTkZFRWVuLmm2/Gn/70J2ibXiS2dOWVV2LdunU4dMj7pEPdDGfWdVlRoy8HfvAm606Vdvs7AJN11EEmnX8jf4lOo8Ow9GHQqE790y2dWod5/eZhSMKQE/a7pO8lvmRdSxabBYdt/mWFLUn73DFZJ3+auDjfsaumBpb169t9W1JCrvw/r8C6devxO2m1MI0aCej0p3z7Kq0GsedfAPOEE8+Mjr/8Ml+y7pgxWiywHzx43J+1rGBFQeo4fVTw63ypaGVa7zhom948nQqVWoXeo1LQ97QTr9gYOjUDW7/P8+1vF8hpc6O6+PizWgt2V57yuIi6zFLYD9+Bu+kDl0BOux2VRUeP+7P5e3aJ/R05m5q6G9PoNFR/cRhoqhIexOmBs9y7kqc1joJ6uO0uqPXym13X7mTdnj17cOedd+I///kPVq1ahZdffhmTJx+7xMhoNIqvPQOq21A34WgErAGV9KLTIjkaamHY6Rfh5/03Ir3wW6jRyhNbCwa3FenwzgqJt3mXpxN1xBk9zsChCu8HMeNzxuOB8Q90+h5yMzJn4JIhl2B53nJRmEIiLcVtlJ6vTqKygW/elEAT79+/U9pLLu+Xv+q0+zKNHYu0vz0IY99jN8gP6f2MGoXE+fNR+8UX8Di9Myg8jY1tmjnorKrimzfqsL6jU5G30/scmtorBtOvHojUHv5ZrJ0hPs2McRf0xq5VR+FqmkHhcrhhb/T+HzgRu9UFe6MD+iguCaTuxRQXj+lXX4dNX30Gp8O7T6S0FNbacPLne2mGXW1JMeIzWBSQuhcp0RY/pw/qluWLmXMSj8sDTxue7yWOIgsMPTv3b1K3StYlJiZi4cKF+OUvf4lf//rXmDZtGm644QY8/vjjSEhICO0oKTLq/Ru+C2buWdeVqNRqTJr/VJv7H9y+BvjoXHGc7ioRn9ipNfL7BILC544Rd4h94BKNiegX2y9s9/vguAeBccFth2oPYU3pGhTW+xPRRq0RqVGpeOQn7xLARnsjamw1iDP4Z16R/Oh7dk7CWJeVhYSrroTK7C1gETV0KKJGhG+ZXdpdfxKXQPb8fFjWrIX9yBGpmpdoUxsNMPTti8I7/+jt5HTCceRIq3vbEbXVkCmZSM72xr60Z1y4jDu/t7gEqqu0onBvFSqL/MkLjVaNlB4x+Po/230z8coK6pHVn+9JqPsZfcHF4hKovqoC+Tu2oiIv17cNlVqrRVqf/vjiuSfFrDtJ+ZFDTNZRtxQ9PkNcArnq7bAdrBbJuKZdbcTMbl1mNKoWH/Al8xzFTNa16swzz8SOHTvw4IMP4umnn8ann36KJ598UiTxSEbJuqhEaaOESI6GOiit50DfsUHlQPHRw0jPCV+CheRpfOp4dAV9YvuIS0sOlwOPrXrMt2/d7prdmJg6MQIjpHAxT5yI6JkzYVm1SlTU6yhtQjwSrvkFEm+c3+U+4NDn5IhLa47+31/gsXqXjdj27GWyjjosnEm6E4lJNGLQpOA3dM0MZp2vam1loYXJOpKN6IQkDJ46s9XvmWPjUNO0p2pFQR746p7kQhOth2lkKjDy2O/Vfp8HZ3Oyrqzjxb5kNbOu5VLXf/zjH7j66qtx44034rrrrhOz7l566aVQ3Dx1if3quAS2u4uOTUA54pGManG9Im8vk3Uke9I+erFRsahu8Mb9/ur9TNYpQM6L/g25lUqbnAxHQYE4th06/p52RHJijtP7knXVJfJ880bUUnRioi9ZV118/D3tiOREE2cQxSgkrorj72nXnZ36rrAnMGLECKxdu1bMsFu/fj1GjhyJbdu2hfIuKJzqi/3HMUzWyUG5zr+HhaV4f0THQhQuyaZk3/Hh2uMXoCCSE22a/++2PfdIRMdCFC7Rid69siU15Sffy5RIDuJS/M/3NWUttjEikiltkv/53iVVh5WhkCbrJCqVCrfffrtYGnvWWWehqqoq1HdBkVgGy5l1slBnyvYdu5oKAxDJXXp0uu+4oM4704hI7qQ99po5CllUiJQhLjnKd1xfKc+ZFkQtxaf7P4yvq6zgCSJF0AY837tqvXs2yk3Ik3XNevTogSVLlogKZK5WSk9Td1sGy+IScuCM6+U71tdypgUpQ06Mf0+vEkvA8xqRjOl79gyqikukBPFpJt+xpUaeb96IWkrK9hdWstR4t/0gkjtdmtl37LY44HZ1fJ9ixSTrSAbqApN1/pkp1H3pkv0b8Mc2coYRKUPvWH8lwXJLeUTHQhQuhn59fcfOCs60IGVIzPK/ebNZHHDJ8M0bUUvJPf2vcxw2Gxpra3mSSPZ0Gf7ne3gAZ5n8tj7o9GTdVVddhb59/S8YqRthgQnZic7o7ztOcxVFdCxE4TIgboDvuM5aB6uLS6NI/owDB/mOpaqwjjLv5uNEcpaSHe079niAqiJLRMdDFK5lsGq1v1p5We4BnniSPY1ZB5Xen85yyPD5vtOTdcXFxcjNze3su6FO37OOy2DlIKWH/81bLCyoqeDSKJK/QfEBSQt4cKCGL2JJ/rQ9cgCt1nfdtmdPRMdDFA76KB30Rn/SorxQfm/eiFpSazQwxcT4rlfkc6sbUgZ1jN537CyTXwVw/6u4U3TzzTe3qd/evXuP6S8VofjPf/7T3rumcJA+jgycWRfDZbBykJiSCYvHCLPKO7Oo5MgexCWx0i/Jm1lnhtlghsXmfdO2r3ofhiUOi/SwiDqVWq2GNjERzlLvB2+2/QcQPXUqzzrJXlSsHnardzlUtQxnWhC1JjohEfVN+9VVHmVRIVIGbZwBrgrv+1pnhfyWwbY7Wfff//5XJN08UlLnJKR+Uv/A60zWdXGNVYDb4b/OmXWyoFKrUazNQF/XYXG99uheYPT0SA+LqNMlmhJ9ybqDtQd5xkkRtKmpvmSdPdf7vE8kd9EJRtSUNiXrmr4SyV1McgqKcw+J45qS4kgPhygsNAkG37Gryia7s97uZF1z0u3GG2/E5MmTj9vnH//4B/bt24cFCxZ05K4o3AJn1Wn0gDGej4FM1BizAYv3TZujjEkLUoY0cxryq/LFcX6d9yuR3OkyM2HdsUMc2ws404KUITbZiELvwh7UVTJZR8oQn5bhO66rYDEtUgZtcpTv2FUrvwrg7U7WLVu2TCxtfe2110TSTkrKxccfm9BZuHChSNZde+21HR0rhVNdwCcy0WlSZpbnXyZssT0By0pxrK3hnhakDFkxWdiADeK4qJ7FVUgZdD16+I6dRYx7Uob4VJPv2FItvzdvRK1JzMr2HdfXVPEkkSJo0/wVYV31drjdbrENiFy0+zeZNm0atm3bhj//+c8iITdo0CC8/fbboR0ddZHiEtzTTE7UiX18x2YLZxiRMvSO7e07LrOwKiYpg6GP//neWc6ZFqQMiZn+N2+Ndd43b0Ryl9zT/zrHarHAYfPu40UkZ7oM//M9nB64auT1AU2H0o56vR4PP/wwNm7ciL59++KXv/wlzj77bBw4wEp7sloGy2SdrJjT+/mOkx1HIzoWonDpH9ffd1zTWMM3b6QIhoEDfMfuujq4LNxsn+QvOTvad+x2eVBfKb99jIhaSsrpGXS94kguTxLJniZOD2j8KwAdMisqFJI5gkOHDsWqVavw3HPPYf369Rg+fDgeeughOBwBBQqoGyfrUiM5EgqxxJxBvuNUVMLaUM9zTLI3OH6w79jpdiLPkhfR8RCFg6F/f6ksrO+6bW/TRl5EMi8wodH54768gK9zSP50BiOMZn+iujyfyTqSP7VaDU203nfdWdoAOQnpgt5bbrkFu3btwqxZs/Dggw+KpN2RI9wTq9sn62LSIzkSCrG07L6wezS+68VH9vAck+ylRKXAoPVXjNpTzbgn+VPr9dDExfmu2/bti+h4iMIlKkbnO66U2UwLouOJDtg/vrKwgCeKFEEdG5CsK2ey7oQyMzOxePFifPjhh6ivr0duLrP63RJn1smWRqtFidq/D2F1Ad+8kTIkmBJ8xwdrWAmZlEGbnOw7th/yVgInkrvoeP+HMzUym2lBdDwxSf7n++oSFhUiZdAm+J/vXTLb9qDd1WBPZt68eWL/uk2bNnXWXVBnYoEJWasyZCHH6t2vLm3V/di/9umwjyH510uQkOIvM0/U2VLMKSiu9Va6Xpa/DONSx2Fs8thWq0ZV2iqxq2oX9tfsF4m9groClFpKYXe1vnGtSWtCnDEOSVFJ4pJuSheXTFMmekT3QJIhSVbVqaj70GZkwLZ/vzi2/Pwz6letgmnSpFbj0VVTA+vu3bDu3Qv74cOw5+WLKrIeW+svflVRUdAmxEOTmARtSgq0qanQpqdDl50FfXY2NCkpjHuKiJgkI4oP1YrjogM1OLytHD2HJkKtOTbu7Y0OlOXXi+Wy1SUNqClrRF2lFS5764UpNHo1jGYdTLF6cTHHGxCdYEBMohGxKVEwx+kZ9xQRcan+1VAlhw/gwLrV6D16HDRa/0zTZvbGBpTlHkZ53mFUFuShuqQYteWlcBzn+V6j08EUE4uo2DiY4xMQnZCImKQUxKamISYlTSQK1Rr/yh2icNEmRfmOHSUNaNhaCuOQJKh1x8aj2+4S+9o5iurhKGuEs6IRriobPDZXq7et0qqhNmmhjtZBE6OHOkYPbbwBGumSaIQmztDq35WQ/W6d+ocyJgbTp0/vzLugzlLnfUMrRHMZrNw0RucA1vXiOANlgDP81THLHfKq1kNdX1Z0FrZjuzjeU7oH87+aD41aA5XKvzGt4PHuaxdK0v2Y9CY8NOUhnJV9Vkhvm+hE9Dk5aF4EKCXt8uffCGg0ULVI1nmkf9qx1/AJn8nVaqijo5H253sRf/HFfKAobOJSTL5jKfn25YvboFKr0PLpvrkIRShJ96EzajF+Tm+MnJkT0tsmOpHEzCzfcW1FBT596jGROG75fC9xOU/9dU5l0fEL00mvpfTGKIw570JMuvwXfKAobLSp/mSd2+JA5Tt7Aem5Xt3KE36In++l+1HpNTCNS0PCBX279p51JBNOG2Ct9l9ngQnZiRt3VaSHQBR25/c6/5jEnMvtgtPlDL6EOFHXfD911jqYdQEl5onCIHbOBSI5FxyQLngcjqBLexJ1J+V2w11bC7XRGPrbJjqBAePSoA6oECjxuD0iMdfyEmoejzRryQl1a28UiTpR/4lTodX79++SuN1ukZhreQk1j8cDW2MDZ5VS2BkHJUJlaPE6R3pql57fW15CzQPvrLxOuOlOn1l3vOWxW7duxcGD3C+oWyyBlTBZJzuDJpyDwpTVKN6zLmJjGBqfFLH7JmWakTkDC2YvwPsH3sfG4o0oqQ0opHOc2XDxUfFi+WxWTBZ6xPRAgtG/713gC2Fp2Wx5Y7m4VFurUWurRZ2tDg32BvECtll2dHan/G5Ex2MaNQq93n0HVe+8i4b16+HIzz/xyZIqqyUmQpeWBm1mJvS9ekGbkOCdLhTI44GruhqO0hK4KirgqqwS1111dXDX14tEXTNdZiYfIAqrhAwzLv/LOGz7sQCFe6vE7LoTvZmSwtsYrRNLWqUltPGpJlGkouUHPCIhYXHCUmNDQ50D1jo7rBYHbA1O2K0ukRBsFp3IJDWFV3RSMq7953PY/OWnyNuxDRVFR+HxtL6cW1CpYIqOFkta41LSEJ+eAXNCIlRiWpKfB1LcW1BfWYGGmmo01NWisa4WtgYLbA2NcLv9SwijE/375hGFgyZKh9Q7RqP+p0LYDlZ7K8KeIOwlYmlrrB6aeCO0SUZo4wze2XiBPIDb6oSrzg53nQMuiwPuBgc8jU64rS4g4PleG1Dkolsn64qKilh0ojsVl4hKAAIqKJJ8ZPUZKi5ESjImZYy4SI5ajiLPktdqP2mPuT4xfUTCrqMz6koaS1BgKcDRhqPIjGLSgsIvavhwcZE4SkpgP07xL018PPR9+kCtO3Z/o1MhZnKUlcFeUABHQSH0AwZ06PaI2iMpMxpnXDNIHFtq7ag6TlVYo0mLhHQTNK3sb3Sqcd9Y50Bt0553GX1jO3R7RO0Rn5GFM+bfIo4ba2tRkd/68720ZDUxp+cxM/HaE/fW2hrUlBajtrQEWUO9f2uIwkmXYETCHO8yVFejQ+xL1xqVTg1dmhlqfcef76WknbPCCle1DbrsaMgiWdcWN9xwQ7t/VvoE7LXXXgvpeJRdCdZfNZSISE4yzZni0pmkZF847oeoraQZc9KlM0l7JKmb72eMNzlOFElmqRBEJ818CIx7c5xBXFg+i7qCqNhYZA8d0elxb4pPEJeMAYM79b6I2jrTTtMnHp1JFOky66Ex64EenXc/7U7WPfTQQ+36uYKCgpP2WbhwIdqLyboQKNvrP+YSWCIiIiIiIiKisGl3su7BBx8UibHAvXhOprn/MZX3WliwYEF7h0UdVb4fWPGk/3oKPyEhIiIiIiIiIuryyTq9Xg+HwyFm2OlOYW+TF1988aSz66699tr2Dos6WgX2w+sBR9Mab2M8MPn3PKdERERERERERF09WTdq1CisX78eF1xwgThuq08++aRNS2GpE1nKgYqDQNYYQBMQAt/eDxRv91+/6AUgPocPBRERERERERFRmKjb+4Pjx48XXzds2ICu4rPPPsPEiRMjPYyuraES+PdpwOvnAN894G/PWwOsfdl/fdxNwOALIjJEIiIiIiIiIiKl6lCyTtp/bt26daf0c+np6ejRI3QlM6QxvPvuuxg5ciQuvvhiMduPTuDwcsBW6z1e/1/AWuM93vg/f5+0YcA5j/A0EhERERERERF1l2TdvHnzsHnzZtx7772n9HOLFy/G4cOHT9qvqKgIN998M3r27ImoqCjx9Te/+Q1KSkp8fT7++GMMHjwY11xzDbZv3y4Sgf/617/a9fsoaglsM6cV2PUpYG8Adn/mb5/6R0BnjMjwiIiIiIiIiIiUrN171plMJjGbrTOUl5djwoQJKCws9FWbzc/PxyuvvIJly5aJpbe33XYb/ve//4nvS0k6KWn461//GgaDoVPGJMtknWTre4DOBNjrvdcNscDA2REZGhERERERERGR0rU7WdeZ/vGPf4giFNKsuQceeABDhw5FXV0dvvrqKzzxxBM444wzsHHjRhiNRtx///244447xDG1QUOLZN2Rn/zLYiVDLgR0UTyVRERERERERERyS9Z9+umn2Lp1q0ionQopKRcXF4cffvgBaWlpvnapeERKSoqYVadWq/HNN9/g9NNPb9fYGhsb8fe//13sd5eXl4fExETMmjULDz/8MLKystp8O7169cKRI0eO+/3du3dj0KBB6LIz6yTF2/zHI64I63CIiIiIiIiIiChMybpPPvkEb7zxxikn66Tk19SpU4MSdc0uvfRSkaybPHlyuxN1VqsVM2fOxJo1a5CRkYGLLroIubm5WLBgAT7//HPR3qdPn1O6zWuvvbbVdinp2KW0lqxrFpsF9GzfOSUiIiIiIiIiIpkug21oaBBJtNZI+9NJevfu3e7bf+SRR0RCbtKkSWJ2XnR0tGh/+umn8cc//hE33HCD2BvvVCxcuBDdchlsoOGXAep21xwhIiIiIiIiIqIO6raZGY1G066fs9vteP7558XxCy+84EvUSe68806MGDECy5cvF3viyVLgzDpDi1l/XAJLRERERERERBRRXXJmnaS4uBgrVqxo1/enTZt23J9btWoVampq0LdvX5x22mmtLrPdtm0blixZgjFjxkBW3G6gsdJ/fez1wKpnvcfpw4G0IREbGhERERERERERdXKyzuPxiEt7LF26VFxO9fsqlQpOp/O4PycVvJCMHj261e83t0sJu1MhVak9ePAgDAaDqF578cUXi2IYXUpjFeBx+69PuR2oLwHK9gDnPRnJkRERERERERERUWcn66R93Nqzl5s0M05KunUGqfKrJDs7u9XvN7efqMJra+6+++6g63/4wx/w3HPPif3v2kpK8rVGSgJKMwE7zFLmP9bogagE4OKXO367RB3QMu6leG8Wkrgn6oIY96REjHtSIsY9KRHjnkimy2BPtbhDILe01PME6uvrxVeTydTq981ms/haV1fXpvu78MILccYZZ4gls9JMukOHDuH111/Hv/71L9x4441ISkoS1Wa7XHEJU7I0DTGSoyEiIiIiIiIios5K1u3fvx8///wzpk6dGlSpVaq6escdd2DHjh3o0aOHqMQ6b948hNrmzZvx5ptv4t1338XRo0cRLv/+97+P+RThqaeewqBBg3DzzTfjnnvuaXOybufOnac0465DxSXMSaG5TaIOahn3IYt3oi6McU9KxLgnJWLckxIx7om6UDVYKUElLfnU6XS+tpKSEpx77rlYt24dGhsbsWfPHlxxxRXYtGlTSO4zPz8f//jHPzBs2DCMHTsWzz77rLjPE2mu/trQ0NDq9y0Wi/gaExPTobHNnz8fqamp2Lt3L3Jzc9ElZ9YREREREREREZE8k3U//fQTRo0aFbQXnLQcVFpOeuedd4pk3ccffyyWqT799NPtvh/p9qTbnTlzppjB95e//AW7du1CZmamuB8pMXgi0uw+SUFBQavfb27v2bMnOkKtVvv22yoqKkKXEDSzjsk6IiIiIiIiIiLZLoOVElIzZswIavv6669FddQHH3wQer0ec+fOxYQJE7B27dpTum2XyyVuS1rmumTJElitVl+VWakQhbTHnbT8ti1FKUaOHCm+Hm92X3P7iBEj0FFVVVVB++B1rWRdF6tUS0REREREREREoZtZJyXQNBqN77rNZsP69etFcq556alEmg3X1j3lpJ+/7bbbxKw5qZDD+++/D6fTKY4/+OADjBs37pSrx06ZMgVxcXGi4uSWLVuO+f6HH34ovs6ZMwcdXacvLYGVCllI+9d1vWWw3LOOiIiIiIiIiEi2yTpp+eu2bdt817/77juRwJOWqwaSlsOebKaZVIRi8ODBmDhxIp5//nmUlZVh0qRJePHFF8UMvsWLF+OSSy4Rs/VOlfQzv/vd78Txrbfe6tujTiItz5V+h+nTp4vqrs2kMUgJtz//+c9Bt/Xll1/ihx9+OOY+pNu47LLLxOw/qSJse8bZKbgMloiIiIiIiIhIGctgpaTcK6+8Iiq/nnnmmSKxJc12a1kJdfv27cjJyTnhbd1///3iZ9PT03HLLbfgmmuuQa9evUI1VPz1r38VycTVq1ejf//+YgntkSNHxPLclJQUsSdeoPLycjFLruXec9L+eH/729/E/nbS8lppFt2hQ4fEUlppBqC0LFgqgNFlBCbrWGCCiIiIiIiIiEi+M+uk5Fx8fDyee+45sTedVPTh8ssv9+0R17w0VFp+Ki1FPRlpVlpxcTGWLl2Kb7/9FtXV1aEaKoxGI3788Ufcd999IsH2ySefiGTdddddJxJtffr0adPtSJVupQq4sbGxWLVqlVhCe+DAAZx++ul49dVXRUIwKioKXUbgMljuWUdEREREREREJN+ZdVKV1a1bt+K///2vWLYqLSOVkl+BNm/eLGbaSUm8E5FmuL3xxht47733RJVZKREm7V133nnniVl20n5yOp2uQ+OVkmgPPfSQuJyMVCBDurQkLc2VLt2C2w00VPqvsxosEREREREREZF8k3XN+9a1ltRq9otf/EJcTkYqHCFdnnnmGXz11Vd46623RBVYaa86aRZcQkKC2LOupKQklMOXN2s14HH5r7PABBERERERERGRfJfBdgatVitm0Ukz7KQlsdLSUml/uaqqKnEsLamV3Hvvva1WdqUAljL/sVoHGON4eoiIiIiIiIiI5J6s++abb3DxxRcjKysLBoMB8+fP931P2n/uzjvvxNGjR0/5dqV94aTbWrZsGXJzc/Hoo4+KCq3S3nZPPPGEWHYrVZB9+OGHQ/wbyURQcYkkQKU6ft/CTcAXfwIOfBeWoRERERERERERUSck626//XbMnj0bn376Kerq6uBwOEQyrVlGRgaeffZZMVOuI6RqslJBC6lgxYYNG8R+dqmpqaJi64mW4SraqRSX2Pc1sP5VYPFvvIk7IiIiIiIiIiLqXsk6qSCEVAlWmuEmVVStra09ps+IESNEok3afy5URo8eLfa2KywsxBdffIErr7wyZLct25l15qQT9+09velnyoCfX+jccRERERERERERUeiTdS+99BLi4+NFwmzUqFHH7Scl7A4dOoRQU6vVYlbfokWLQn7b8lsGm3zivr2mAFd/ACT2AaJTO31oREREREREREQU4mqwO3bswPTp05GScuIllnFxcaziGvFlsCdJ1kkGnOO9EBERERERERFR99yzTnWiogVNpOISUVFRobxbCuXMuoKNQOVhIGCvQSIiIiIiIiIi6mbJuv79+4u96qSiEscjFZ3YsmULhg4dGqq7pVDPrPviTuDfo4Bdn/DcEhERERERERF112TdZZddhqKiItx7773H7SNVcK2pqWERiEiwVJw8WedyAvpoQK0DciZ6i0u8OAlY+5+wDZOIiIiIiIiISMlCtmfdHXfcgXfffRfPPvssVq9ejYsuuki0Hzx4UFRrXbx4MX766SdRvfWmm24K1d1SW0mVXU+2DFajBa7/ArA3AHoT0FgNlO4CirfzPMvYXxZvh6exGvepFyLKoAcufgmrD5Tjg40FuFi1HNO0O4FBFwBDLsTfluxEQ30t7serMBu0wEUvYn1+Ld5em4fzVKtxtnYL0P8cYPil+PtXu1FeY8ED7hcQa9QBFzyDrSUOHKlswIUjMyP9a5NCLdy7EN/nfY9rBl2DWTmzRNvuqt14bMNjiNHH4MXpL/r6PrbpMeyu2I1L+1+Ki3p5/6bl1uXivjX3wag14tUzXvX1fWrrU9hSugUX9LkAV/S9QrQVNRTh7lV3Q6PSYOFZC8P+uxIFKvnnE7Bu24a4efMQP+9i0WbPz0fRn/8PKr0ePV5/zde39Jln0bhxI2LOPx+JV10p2hxlZTj6hzulPU/Q8803fH3LXnwJDatXI/rss5B07bWizVVfj4Lf/BbGYcOQdu89fCAooj5/fiscNiemXTUQSZnRom3fumLsXFmIpOwYTLtigK/vly9vg83iwJRL+yO1Z6xoO7SlDFu/z0N8uhlnXDPI13fpf3egocaG8Rf2QVb/BNGWt6sChzaXYUZAP6JwOrRhDY5s3YQz5t/ia/vi2b/DUlWFKVddi6xB3hVuuZs3YN0n7yMuNR3n3nqnr+/S559ETVkpJl5yJXqMGC3aCnZuw+r330JMYjJm3363r++3Lz+LqqKjGDtnHvqMnRjW35MokPVAFRq2liHxEv/zeeUHe+GstCJmRjaiBiZ5++XWonbpYWii9Ui6ZrCvb9Xi/XCUNiB6SiZMw7w1GOyFdaj+/BDUUVok/8q/MrRqyUE4jtbDPD4D5tNSu0eyTtqH7rvvvsN1112Hr776CuvWrRPtK1euFBfJ2Wefjbfeegt6vT5Ud0tt4XYDDW2YWddMStRJhl8GZI8D0rhsWZYxYa8DDLH4YnsR9A2leMz4IaDWimTd4QoLFm8uxEWpG4Daz4CE3iJZt3RHMeprKvC48SPv7Vz4PPIrG0Tfs1I2AXUfeCsID78U3+0qwZGyGjxl/Njbd/Y/UVTTiJ1Ha5iso4h5bsNzsDvtGJYyzJesK7eWY8vRLTAbzEF9peTb7pLdGJEywtdWZasSffXa4L9jW8u2ivb+Cf19bfWOetGmVoV0e1iidmncvFlcpARaM1dtLRo2bBDJuqC+W7eKdn2fPr42T0ODaJOSdYGkBKDUrs30fwjjtttFm+cEW6MQhcvR/dVw2Fyw1vvjsbK4AUf318Bucx/T12ZxwlJtA3p626pLvH0bA36+uW9DjR31lTZfW01pI4oO1nT2r0R0XCsXLYTb40ZlQR4Ss3uItoJdO1FfU436cv/kjerio8jfswt1lQHvEQHk796JmvIyDC4p9rXVlpWKvjGJiUF9C/bsQmXRUfQdO4GPCEVUzde5cNc5YC+yQJ/hfT1vy62Fq8IK5zArMNDbz11jhf1wLdTRuqCfl/o6SxrgHOD94EXiqrWLvqooTVBf+5FaOArqYWj6QKdbJOskUiXYL774Alu3bsU333yD3NxcuN1uZGdni0Td+PHjQ3l31FbWasDjOnmyTioqEfgiPGWA90LyU18CPD0I0Jnwx7NWwWXLRIPqIZgM3ieu0T0S8NfzByPGOQ8wTAByvP93f39mf1gbMlHv+RuipZl1ag2GZ8WJvkkOF2AcBWSeJvr+Znpf1DZYUet80DuzTmvEwHQdEkxM1lNkSH+PXjj7Bby15y1MSZ/ia+8Z0xOXD7scZm1wsu6ivhdheMrwoL4ZpgzR16gxBvW9oPcFIlE3LXOary3JmCT6SjPriCItbu5cGIcOgXnq6b42bWoqEn5xDVS64OfluDkXwNCvL8xT/H018fGiL1okn2POOw+67CyYJvjfrKmjokRfQ79+nfo7EbXF8BlZcNjdiE32F7jLHpgAe6MT8anBRe+GT8+GrdGJhHST/3m/fxyGn5GN2KTg5/1h07JEAi85xztbT5LWOxZuF4u0UeQ0WuphqalG2ZHDvmTdqHPOQ0NtDZJ79vb1S+8/CKPPPV/Mlgs08qzZqK+qQFo//3vAlN59RV9znD+RIRlx5rkikZc5cEin/15EJ+JucMJVY4PtcI0vWRc9Ph3OGjv0PWJ8/XTpZpgnZ0JtCk6DmcelwVlpg753vK9Nm2Ly9jUEv443jUmDs0csDP2C/z90BpXHw7KfXV1zQY6dO3e27wbK9wPPj/UeSzOn7is/5pNxWGuB50YDGSOBK98GtIaODpu6sLojmxGzYAZcplRo7t6PrqRlAZp2xz1RN8K4JyVi3FNnfjgjzXozxemhVnet2c2Me+pMbpcLlqpKGKJjoDcGJ5gjiXFPncntcsNTb4fKoIFamiQikzxOSGfWUXfYry7p2ESdpGiLt1/ZvuBE3dHNQNFWoNdUIKlveMZLnW6zLRs3WRdiTKwKb/N8ExHJlqOoCNUffgRdVpZvrzoiuauvsuHNv/wsJoL++l/TodFxhjMpg1qjQUyyd88tIqVQa9RAXNdJTodKu5N1K1as6NAdT5vmXypEnay+1H9sPs4miDkTgBt/ABorg9t/fAzY/40oDsBknXy4PR6kJ8XDnOyfFkwkd9srt2PZ0WUYEDcA5+acG+nhEIVF47ZtKH/hBWgSEpisI0Ul6yQarZqJOiIiUlaybsaMGVC1NkOrjVyugD3UKHzJOmnz/9ZIs+myxxzb3mOSNK8UMPMTGjmZMTAVy+/q3Oo1RF3Nj4U/4tVNr6Jfcj8m60gx1CYTDAMHimQdkVJk9ovHzc9OR0OdPdJDIQqbssMH8fMHi5CQkYmpv7yRZ54UwVHRiJrPD0ETp0fCXH+hN0Un6371q191KFlHYS4m0OxUqxJOvdN7IXnZ9al3eXPfM4Fe/s3zieQsJSoFfZP7YkAiC+eQckRPnSouREqjM2oQZwwuIEEkZ6WHD2L/xnWiaiuTdaQUjpIGWHdXiqqtTNY1WbhwYWQfFWq7On/pbTgaj/1+QyWw/r9A1hig35k8s0qwbymwZRGgNzNZR4pxVb+rxIWIiIhIbuIzsjBo0hRExcRFeihEYaON0yNqZDJUuq5VTCgUWGBCaQUmBp1/7PcLNgA/PgokDwB+tz6sQ6PIWFw7EHGxc5GpHYhBfBCIiIhIRrb+kI/iQzXoNTwZAyekR3o4RGGRNXiouBApiT4rBklXDYYcqUNZIr22thYOh+O4faTvSX2kvhShZbAxacd+35QIDL8cGHRB6z//6kzgHz2A8v2dN0YKqwW1Y3BD6eUoiBvHM09EJGNHbpiPfVNOR8X//hfpoRCFzZEdFTiwoRQFe1oUTiMiIlJasu6ZZ55BQkICli9fftw+0vekPs8991yo7pZOxOMBPr8TqM73t0W3kqzLHgtc8ipw1gOt3461xnsJTPpRt/bHcwbi0YuHYWhWbKSHQhQ2F3x2AaZ/OB0/HP2BZ50Uw1lUBFdFBeBkYS9Sjh5DEtF7ZDKyBrKwCimHpaoSDps10sMgCitXvR1uuzxf44RsGezixYuRk5ODs84667h9pO9lZ2fjo48+wu233x6qu6YT7Uu24bXgtmX/AM5/Gkg5hQ3WL30d0BqB+J4813Lg8WB6jhbo3wNgkRhSkFJLKRrtjdCr9ZEeClHYZD7+OOx5RxA1ciTPOinGqLN6iAuRknz82H0ozTuC0y+7GhMuvTrSwyEKi4q3dsOeWwvz6ZlIuKCvrM56yJJ1+/fvx9ixY0/ab9iwYdi0aVOo7pZOJPM0YPS1wKaApS+5K71VQJuTdfYGwGUHouKPfzsZfIEvK/Z64PFegFoH/Dkf0LFSGinD82c9jyJLEYYnDI/0UIjCJmrEcHEhIiJ5szU0iK9RsSd4X0ckM+5Gp/iqMesgNyFL1tXU1CAu7uSVZ6Q+VVVVobpbOhFpf7oJv/En66TkzKy/e5e9Ntv/DfDBtd796q5cxPOpAJaqEpilJzaNDmom6khBxqeMB1IiPQoiIupsdVVWmGP1UGvkVx2Q6Hhu+Pd/0VBdBb3JxJNEipF6+2nw1DsAVoM9voyMDGzbtu2kJ1Pqk5qaGtIHiE4gcJ+52Axg/E3B36886P1qTj7+bVQcBI6sAsypwMBZPN3d3B5bEq62LsRgowufRHowRETUaRyVlahetAjatDQkXH45zzQpgr3RgTf+vBpQATc8fjqiYrn1ASmDWqNBdNIJ3tMRyZBarQZiDZCjkH3cNHPmTOzevRvvvffecfu8//772LVrF84444xQ3S2dSrKuteISU/8I3H0YmH7P8W9DStR99vtj97+jbsnpciMjKR7m5OxID4UobPbW7MVz25/DF0e+4FknxbDv3YfyF15EyT8ej/RQiMKmrsomvkrb8hqiQ7aIiIiIKKxC9hfsrrvuwttvv41f/epXWLlyJW6++Wb07evd4O/gwYN45ZVX8Oqrr0Kv14u+FKFkXV0xULIT6DEJ0DdNkTYlnvg2kvoD/c8Bssd17lgpLCb0ScKyu5gwJ2VZXbwar2x6Bdnx2Ti/5/mRHg5ReGg1MAwcCHUU9yYl5UjKjMbN/54OS7XNO+OCSAGqiwqx4s3XEJOcgjNu+G2kh0MUtkqwVR/thzpah/iL+8nuOT9kybpBgwbhjTfewLXXXouXXnpJXAJ5PB4YjUYsWLBAFJmgMKkv9R9HpwL/meZN4N34PZA1pm3VQHtOAnp+0KnDpDDa+zWQvxboPQ3oy6QdKUOCIQH9kvuhZxyrWpNymMeNQ59PueEBKY9Or0F8KvftIuUozz+C/RvXISo6hsk6UgxHWQOsuyuh0qmReElTAU0ZCenc8MsuuwynnXYann76aXz//ffIz88X7Tk5OTjrrLNwxx13oH///qG8SzrVmXVpwwBDrLci6H/P9M6aO/N+IC6L51IpDv4ArPuP95jJOlKIub3migsRERGR3MQmpWDwpNOhMxojPRSisNGYdIgamSL2KJWjkG/k0K9fP7z44ouhvlkKSbIuFbjmQ2kXRqBoG1C40bskdjb3slGST2v6IDp2LtK1QzA00oMhIiIiCqGdKwtRsKcKOUMSMWRKJs8tKUJq3/447457Iz0MorDSpZmRdNUg2Z51eS3qpZMsg03zJuok6cOB+d8B5z0BRMWf/Mz99yzg7z2Akl08y93cu3WjML/0chyInxzpoRARUSfKv/V32DfldJS9GLw1CZGc5e2qxIGNpcjbWRnpoRAREbUbSyQptRqstFddzjjvpS1sdYCtBrBIyb8hoR8nhc3vZ/bDnJGZOC0ngWedFGPel/NQbinHXePvwpyecyI9HKKwcBw9CldFBeCw84yTYmQPThR7ZecM5uscUo6G6ipojVHQcxksKazAhEqrgdqogRy1O1nXp08fqFQqfPfdd+jdu7e43lbSz0kVYqmTOW1AY1Vwss7tBj68HijdBVz/NWBOatttzXsV0BqB+B6dNlwKj8lZWkzum9O24iJEMlFaX4qaxhpoVPL8Y07UmoxHH4H90GEYhgzmCSLFGD4tS1yIlOSzJx9B4f69GD/nYkz9xfxID4coLCrf3wvbvmqYxqUj8RL51UZod7IuNzdXfHU4HEHXqQuxlAVfl/ask5bB7mqqDFe+FzC3cSlkxojQj4/Cz+0CHu8FqDXAnXuA6BQ+CqQI/575bxRaCjE+dXykh0IUNlFDhogLERHJm81iEV+jYmIjPRSisHE3OMVXtUmeC0bb/Vu5pRlaJ7hOXWwJrDEe0Bq8x7OfALZ/ACS2fTYkyYO1tgxGeOBxu6CK4vIQUo7RyaPFhYiI5K2+ygpTrB5qDbfmJuX45VMvoqGmCjo9q8GScqTcMhKeeiegkeeKMXmmIKn14hLNJtzsvZyKioNA7krAnAIMOp9nuJvKtZpwofV/6G2yYqmG//2JiOTKZbGg8r+vQZOaivgrLoe6ucAUkYy5XW688X+r4QFw9YMTkJBmjvSQiMJCeo6PTmjj9kZEMqGWXtvE6iFXIXvl9tBDD+Gzzz47ab8lS5aIvhTu4hKpHbutvDXAktuB9a91eFgUOXanG1nJ8TAl5/BhIMXIrcvFv7f/G5/mfhrpoRCFjf3IEZS/9BJKHn2UiTpSjMY6OzxSps4DRMdxhhEREXVfIZta8+CDD+K6667DhRdeeMJ+UkLv9ddfx/333x+qu6ZTnVnXHsn9gQGzgEwuI+vORmTH48c/zYj0MIjCakPZBry66VWkRKfgol4X8eyTMng8MAwaBBVn1JGCmOONuPm56bBUWqGTaXVAopbqK8rx/X9fgDk+AWf9+jaeIFIEt92Fyrf3QB2tRfxF/aDWye85P+zr4FwuFz/hjcjMug4m63LGA1e/1+EhUYQd/BE4vBzoMRkYcE6kR0MUFjG6GPRL7oe0jj4PEnUjUUOHos8niyM9DKKw0+k0iOfyV1KQqqICHNi0HjqDgck6UgxXlRXWPZWACoifJ79KsBFJ1u3cuRMJCdzYvtstgyV5kPYd/OkZYHwDk3WkGOfmnCsuRERERHJjikvAkMnTOJOalEWvQdSoFMDlke1ksA4l62644Yag6z/99NMxbc2cTif27t2LDRs2YO7cuR25W4rEMliShc+rcmCMuRgp2uEYGenBEBEREYXQ3rXFOLy1HFkD4jF8RjbPLSlCUk5PzL797kgPgyisdAlGJF05SNZnvUPJuoULF/qOVSoVDhw4IC4nMmLECDzxxBMduVuK1My6184BSncD138JpA/n49ANfWIZju/KUvFYHJN1RERyVvinP8Hy8xrEzZuHtD/eGenhEIVF/u5KHNxUCofNyWQdEREpN1n3448/iq8ejwczZ87ErFmzcM8997TaV6/XIzMzEz179uzIXVJbSaWwQj2zzlYP2GqDb5e6lZun9cFZg1MxrndipIdCFDZXLb0KBbUF+N3o3+GKvlfwzJMiOAqPwlVRAY/VGumhEIVN1sB42K1OZPXnljukHA011dDq9dBHmSI9FKKwcVnsUGlUUBt1sj3rHUrWTZ8+3Xd87bXXYurUqUFtFEH2esDRENpk3bxXAK0BiMvp+G1RaFQeBnZ+DKQMBgadhw825KOoxoqrnR8j2agCxt2IApsRH28qRD/nPpxn3o/xk28DZLqun5Tl40MfY0PpBkxIn+Cr8mp1WfHQ+ofE8V/H/hUmrQmlllJUN1TDA0+ER0wUGrVffon6n1YhatRIJFx+ua+96K/3weN2I+VPf0T6A/fDfugQ9H378rSTbKz/8jBqy60YPDkDmf3iRVvF0Xps+S4fRrMOUy7ph8GTMiM9TKIOqy46inWL34M+Kgozrv+Nr33T54tRnpeL/pNOR+/Txom2T//5EI4e2IdRZ83CmTf9jmefui1XrQ013+RCpVEj4WJ/0Yj6NUdhL6iDcWAiTMNTRFvlB/tg21OFqJHJSLpqMOQoZO/Yt2zZgi+//DJUN0cdVRewBFalAUxJHT+n6cOA5P6Aztjx26KQcH95F/D9Q8CWReL6e+vz8fS3+xC3/t/Aj48CjVUorGoUbQc2LQO+ewB4JAWoKeQjQN3eDwU/YMneJVheuNzX5nA5RJt0kRJ3kqenP43HZjyG6Rn8MInkoX7FStR8/DHqvvs+qL36449Fu6u6GsZBgxB73nkwDhwYsXEShdq+tSXYs7oIJYdrfG3VJQ2ibc/PRTzhJBs1pcXYvvx77Fj+Q1D73tUrRHvBzm2+tlGzLhBfoxO4coa6N1e9HQ0bSmFZH5DLANC4o0K0W/dV+9piJns/mFFH6yFXIasGu2/fPgweLM+MZrfUcr86zqSSpd8WzsLp0OEs8yBkADhrSBr6p8WgxnUZko0ewBCLlBgDrhrfAxmu0wDjdUD6CCAuK9JDJ+qwMWljREJuVMooX5tOrcOEHhPEsUFtEF9HJo0UF6LuzLpnD9SxsdCmpYkZdc7ycpjGjgnqYz79dMDthiY6OmLjJAqlL1/ahoqjFow6uweGT8tCzuBExCQZkZBh9vWJSTQiZ0giomLkuxSKlEdKvPUeMQoGkz/WJT2GjYTBbEZqL/+s6cwBgzFkyjSMnDUnAiMlCh1VlA6GAfHHVDbW94kT08z0OTG+Nl1mNKJGJCN2unyLCak80oZzITBq1CikpaVh6dKlobg5CjB06FDxdefOnW0/L0XbgJ+eASxlQFQ8cMVbHT+nFQeBwysAczIwuMUfg63vAvpoYLD3kx0Kj2EPLEW9zYnv/zgdfVOiZRXvzU4p7kkRNpdvRropHWnGNNmUamfc08nsnz4DzpISZDzyCOIvvUQWJ4xxTyez6IE1YubcpIv7YvS58tj3mnFPSsS4JyUa2p48TmfMrJs/fz7uuusu7NmzB4MGybuEbreQMQK4bEFob7NgA/D5HUDv6cHJOpcDsNYCn90G3JML6Lm5abisumcmSuusyEngOSdlcLvduO7L6+D2uPHh3A8xMI5L/EgZPE6n+KrL4sxoUo6pV/RHVXEDegzm8j5Sjh3ffw2NVoeeo8bAFOfdm5FI7iwbpZWBHhj7xUMTx223JCGbkvD73/8e1113nSgw8cwzz+DAgQOw2+2hunnqCpL6AQNmAz0mAeteBfLWetvVWmDNC4DLBhRuiPQolaOxGnFHlqK/6wD0WnnMLiI6mUp7JXQa71KnHDOL3ZByDFj1EwZu3oyoFktfieSsx5AkjJyZE7TslUjulr+1AF+++AyK9++J9FCIwqZmaS6qPtgP637/vnRKF7KZdRqNRnyVVtX+6U9/EpfjUalUcDZ9QkzdSPYY4Op3gTUvAV/+CYjrAfx2FWCMBS583rsPWkLvSI9SOUp3A+9d4z3nt2+J9GiIwiLZmIwN12yA1WmFUctP3UhZ1FGMeSIiuYtNToamRof4dFY2JuXQxhvg9HigSeJrnZAn63JyckQS7mSkZF5b+lEXNuoaYMPrwJjrvPvUSXpPjfSoFOdgRQPMMUOhNmcjNdKDIQozJuqIiOTNUm3FgY1liE2JQu8RyZEeDlHY/PKJF3i2SXFSb/EXjKMQJ+tyc3NPac8h6sakmXS/XQ00LUWjyFjZ2AcPlv0F56Wn40U+CEREslX3/Q+o/N//YBw2DGl33xXp4RCFRdGhWvz0wX4Yo3WY/yQ/FCYiImUJ60ZXmzdvxp133onsbPmW11WM1hJ1h5YBX94FHF4ZiREpTt/UaFw+NhuT+/LTZlKOBXsX4NrvrsVre16L9FCIwqZx2zY0rFsHy88/86yTYkgLcaRZdfGpUZEeChERUfedWXc8+fn5WLRoEd566y3s3r2by2DlbOcnwMYFgErDZbFhMLV/irgQKcnGko3YVLgJCcaESA+FKGzMEyfCVVMNPT/sJAXpe1qquBApyeYvFmP954uRPWgozrv9nkgPhygsLBuLUbP0CPRZ0Ui+dijPemcm6+rq6vDBBx+IBN2KFStEgk66ZGVl4YorrsBVV13VGXdLkTZ4jrcy7MBZkR6JMnz6O6B8P3DG/wF9pkd6NERhMbvnbCQaEzEubRzPOCmGedJEcSEiInmrPFqIuspK1FdWRHooRGHjLGuEu9YOV7SNZ70zknUulwtff/013nzzTSxZsgRWq1Uk6CRSQYlly5Zh6tSpLC4hZ/3O9F4oLNxHN0NdsgNw2XnGSTHO73m+uBARERHJzWmzL0Ran34wxydGeihEYWMamwZtchRURg3PeiiTdevXrxcJuvfeew/l5eUiQafT6XDhhRfiF7/4Bf75z39iw4YNmDZtWkfviogCXF9+DZJRit/p+qE3zwwRkWw1bt8OTWIStOlpUGv4QpaU4ZNnN6OuvBHj5/TBwAnpkR4OUVgkZvcQFyIl0SWbxIVCVGDikUceweDBgzFx4kQ8//zzKCsrw6RJk/Diiy+iqKgIixcvxiWXXAK9Xt/eu6DuqvIQsPLpSI9C1pwuN1Y09MRH1nGITsqM9HCIwmZd2ToctRxlVXFSlLz5N+LgmWfCsnx5pIdCFDbVxQ2oLbfC5XTzrBMRkeK0e2bd/fffL5a0pqen45ZbbsE111yDXr16hXZ01P0c+B54a573eOqdkR6NbGnUKmy5/xyU1VmRZGZCnJSh1l6L+V/OF8c/XvEjko2shEzy53a7gaZtRXRZWZEeDlHYnPGLQagubUD2IBYUIuXY+vUS6KNM6D1mPIzRMZEeDlFY1K8rgkqjgnFgIjTRfG8bkmWw0pLX4uJiLF26FKmpqbjssssQHx/fkZuk7q7X6d5CE9V5kR6JrKks5YjLX4u4+BxAPTLSwyEKi1JrKQxaA5xuJxL13MuFlEGtVmPg+nVwW62AThfp4RCFTc9hSeiJJJ5xUpQf33wNLqcTVz/8BDIGDI70cIjCouarw/A0upD4qyEwDeHzfoeXwa5duxa33norkpKS8NNPP+E3v/kNMjIyxNLXjz/+GA6Ho703Td2Z1gBc8Rbw6xXe6yueAN68GCjZFemRycvRTcB71wCf/T7SIyEKm36x/bDhmg1Yc/UakcAgUhK10cj96oiIZMxptyMhLR3RcfGIS8uI9HCIwkabYIQ6Rg9dkpFnPRQz68aNGycuzzzzDL766iu89dZbogqstFfdJ598goSEBJG4Kykpae9dkBwcWg7krgSObgbShkR6NLKxr9yK2JhhQFR/cMtlUhqjhn/IiYjkrKasEbnbyhGXFoVew7jlASmDVq/HtU+/HOlhEIVd2m2jedZb0eGpCVqtFnPmzBHVYKUlsa+++iqmTp2KqqoqcXzw4EHR795778WWLVs6enfU3Yy7EbjgGaDXlEiPRFa+bhyCiWX/h2fNt0d6KERE1ImqP/0MR375K5Q+8yzPMylG/u5K/PTBfix/e2+kh0JERBQRIV1HFBsbi/nz52PZsmXIzc3Fo48+ikGDBom97Z544gmMGTNGVJB9+OGHQ3m31JUNnQuMvQFIYPGRUBqSEYsrxuZgQh/u29WuzdqpW3phxwu49rtrsWj/okgPhShsGrdsQcP69WjcuIFnnRRDq1cjNiUKCWmmSA+FiIio+xWYOJGcnBz8+c9/FpdNmzbhzTffxLvvvou9e/fiwQcfxH333ddZd00ke2cNSRMXOrklR5bg88Of4xcDf4EnNz4Jt8eNJXOW8NR1Q+tL1mNT4SbkxOREeihEYRM9Y7qoBmsYMIBnnRRj0MQMcSFSkp/ffwvbf/gGvUeOxtm/vSPSwyEKi7qfClC3ohCGXrFIuppFVcKSrAs0evRocXnqqadE5VhpfztSkNqjQPF2IHscYOJMsJB4/1qgrhg491Ege2xoblOGKm2VeGjVQ7A6rCJJd6jiEFRQocJagSQjKw11N3P7zkWPmB6Yljkt0kMhCpuY6dPFhYiI5K266CjqqirRUFsd6aEQhY2zvBHuWjtcdXae9Ugk65pJ1ftmz54tLqQg71wJFG0FLn8TGHJhpEcjC57CjVDV5AMeLuk8kURDIu4cfyfe2f0Onp7yNF5Pfh2T0iYhQZ8QtseKQmdur7niQkRERCQ34y++HD2Gj0Jsamqkh0IUNtGTM6HPjoE6RsezHslkHSlU5mlSLXLA44r0SGRB2gPyioqbka2twt36HqwGexJX9bsKV/S5QnxYcPtwFuQgou6lYdNmaFNToM3IgFqjifRwiMLig3+sh7XegdMv64/eI1N41kkRknr0EhciJdGlmsWFjsVkHXW+C54FVCqe6RCptTqxztkX65zAY4l8AduarRVbkROdI2bWSaREHXVvDpcDG8o3oEd0D2REZfAxJcXIu/56eGw29Hz7bZhGnxbp4RCFRU1pI2wNTp5tIiJSLCbrqPMxURdSsUYttj5wDsrrbTDqOMuipRpbDW79/lYxA/GZmc9gfMr4oO9/fOhjrDi6AnefdjcyzZmhfXCo0xQ2FOLmr28Wew5u/MVGqENbzJyoS3I3WqVPG8SxLic70sMhCpszrxuC2vJGpPaO41knxdjw2Ycwxcaj3/hJ0Js404iUoW5VIdQGDYyDk6AxcylsICbriLoZVe1RxBVuRFxibwDDIz2cLudA7QG43C544EEv87FLCf696d+osFRgZMpIXD/w+oiMkU6dVBTEqDNCrVJDp+EfclIGdZQRgzZvgttqBfT6SA+HKGx6j0jm2SZFcTkcWL5ooTieP3AIk3WkGDVfHQacHqT81sRkXQtM1lF4fHUPsG8pMOdfQB9WteuQI6uAj28Cek0Frvs8VI+QbIxJGYMlc5dgX/U+pJqO3aD39B6no7CuED2je0ZkfNT+x3X91evFclgipVEbjZEeAhERdSKbpR7JWTmwNVgQk8JtbkgZ3A43tElRcDc6oU3ia52WFLuOqLGxEffffz8GDBgAo9GIzMxM3HDDDSgsLDzl26qqqsLtt9+Onj17wmAwiK933HEHqqtZdtun9ihQdRgo3hbaB1KBdle4UBQzHEeN/SI9lC4r2ZiMyemTW/3eI+MfwYIzF2Bm1sywj4s6jrPqiIjkreJoPbZ8l4e8XRWRHgpR2JjiE3Dt0y/h5pffgEbLFQSkDGqdGul/GIPM/5sATTRXELSkyJl1VqsVM2fOxJo1a5CRkYGLLroIubm5WLBgAT7//HPR3qdPnzbdVnl5OSZNmoQDBw6In5k7dy527tyJf/3rX/jqq6/w888/IzHRu8l9d/LV9iIs31eGO84agPQ4b5Z77aEKLN5ciCGZsfjVJP/ywn98tQfVDXbcekY/5CSaRNvmvCq8tz4f/VKjcePUPsDk24BxN+KFvWYUfLgFf3b/R+y9hnP/jh3lLry15gimejbgfP1moOcUYOSVeP6H/SioasQ9rv8gwagGzvob9tfp8NpPhzHBvRUXG9YB2eOA0b/Cf5YfxOFyC/7oXoAUgxM44y/ItcXg5eUHMdK1A1cZfwYyRooxLFh1GHuL63CH502k663AtLtQiBQ89/1+DHLuxnVRPwEpg4FJt2DR2iPYXlCDW/EucnR1wJQ7UKbPxlPf7EVvx3782rQMSOwDnP4HvL8hH5uOVOHX+BC9dVXAhN+iJrY//v7lbmTYDuP26O+AuBxg+t34ZHMh1hyqwHx8iv66UmDsDWhMHoG/LdmJJFs+/mj+GuqYNGDmX3G0uhE2pxu9kkxQqVT4uGEkXi37M24a1Bt/iViEdH+7qnbhqc1PIdYQi2emPONrf3zz49hXtQ+X9r8Us3Nmi7ZDtYfw6IZHEaWNwvPTnvf1fWbrM9hRsQNz+szB3F5zRdtRy1Hct/Y+6NQ6vDzjZV/fF3a8gE2lm3BOz3NwRd8rfEs77159tzh+beZrvr6v7n4Va4rWYEb2DPxywC9Fm8VhwW0rbxPHz017Diat9//a//b9DysKVmByxmTMHzxftLndbty07CZx/MSUJ3yFNt458A6+y/sOo1NH49Zht/ru79fLfg2n24lHJj6CDFOGaPv48Mf44vAXGJ48HHeMuMPX99YVt8LqtAbdH3UNlW8tQv0PP8A8aRKSbrrR1543/0apjDQy/vk4dMnepWVVH3yIuq++QtSY0Ui51R8L+b/+DTwOB9Iffhj6LO+ejtWffobaTz+FcfgwpP7hD/6+v78NHosFqX/5Pxj79hVttUuXovq992EYOBBp93hjW1J45x/hqq5Gyp/+iKghQ0Rb3Y/LUPXmm9D37o30+/7q73vvvXCVliH5d7/zFVSwrF6Niv++Bl1WFjIefsjXt+i+++EoLETSTTfBPGki5Kby7XdQ9+WXME2ZgpTf/ibSw+mSdv98FPvXlSCtdxwmXOh/7fblS9vgtLsw7coBiE/z7v20f0Mxdq8qQnJODCbP83/g9fUrO2BvdGDyJf2QnB0j2g5tKcOO5QVIyDBj6uUDfH2/XbATjbV2TLiwL9J6x4q2IzsqsPX7PMQmR2HGNYN8fb9/YzcsVVaMmd0LWQMSRFvhvips/CoX5gQjzvzVYF/fZYv2iD3aRp7ZAz2HJYm2ksO1WPvZQUTF6nH29UN9fVe+vw9VRRYMm56NPqO8M3DKC+qw+qMD0EfpMOvmYb6+qz8+gPL8OgyekoH+Y9NFW3WJBSve3QetXoPzfjvC13ftZ4dQcrgG/cenYfAk7///+iortv5QgCmXhO8DwsNby7H200NISDfh6ge954KC7V/zE7Z/9xWSe/TCtF95/95LvvzX47DW1eL0a65Ham/vY3Zo41ps+eozxGdkYeb8W3x9lz7/FCzVlZhw6dXIGuSNr7ztW7Dh0w8Qm5yGs37jfc0h+e7lf6O2vARjL7wEPUaMFm1Fe3fh5w8WwRyfiHN/90df3x9fexFVRYUYNftC9BkzQbSVHj6AnxYtgDE6Bufdca+v74o3/ovyvMMYftZs9J94umirLMjDsoX/gc4YhTl/8v9tWPX2QpQc2o/BU2di8PQzRVtNaQm+f+XfUGt1mHvvg76+az5YhKN7d2HApKkYduYs0dZQXYWvn39S2lAG8/76iK/vhk8+QN6OLWKs0pgl9sYGfP7Uo+L4wrsfgLZpG4LNXyzG4c0b0HPkaIyZc4loc7tc+OTv94vj2bffg6gY7/PCtm++xIF1q5A9eDjGX3Kl7/4WP3Y/PG43Jl12NTIGev8eUttY91WibkWhmIGVcHF/X3vlh3vhqrYjZmYOjH3ivX0PV6Pu+3xo4vVIvHSgr2/V4v1wVlgRMzULxoHe18e2/FrULj0CdbQOSVf6n8OrlhyEs6QB5kkZMA31vn6yF1lQ88UhqKO0SLrG/xxe/dVhOArrYRqbBvMo78oeR3kjqj85AJVOjeRr/c/hNd/kwp5XB9OoFJibnpddNVZUfrAfUKuQcoP/Obz2xzzYDtYgalgSoid6n5ddjQ5ULtojjpOuHwq1xjv/qm5FAaz7qmAclICY07373LodLlT8b5e37y8GQW30JoLrVh+FdVcFDP3iETsjx3d/Za9tBzxA4uUDoYn1xn39umI0biuDvlcs4s7yr0wqX7gTHqcb8fP6QZcYJdosm0vQsLEU+uxoxM2StmzyqnhrF9xWF2KmZcPY9PeQTk6RM+seeeQRkZCTkmz79u3De++9h7Vr1+Kpp55CWVmZmGHXVtIMOilRN2/ePOzdu1fc1o4dO/D73/9e3Padd96J7kZKDv3+nc14d30+ahr9S84OlVtE28r95UH9l2w9KtorLHZfW15lg2hbtrfM25AzTix//WS3Be9tyEfsrreBTW8ALjsKqxtF39rDG71teWvEj3y7q0S0x+5539vuaEBxrVW0lR/a5G3L/Un0/WFPqWiP2/+Rt91aiwqLTbQVHdjqbTu0TPRdsa/Me7sHPvW2N1SIZKPUdnjfdm/bge9E39UHKrx9D33hba8vQb3NKdr27NnhbZOW94pkZqVojz681NteexRWh0u0bd2509u2x7tsdeORKtFuOvKdt706D3aXW7St274H6s1vADs/EX3fXHMEZzy5DHtfvQF4ahDONO7FFWNzMKYnn+g6orixGOvy12Ftwdqg9vXF60X73qq9vrZya3mrfTeUbBDtuyq9fwQl1fZqb9/84L4bSzaK9u0V231tDa4G0SZdAm0u3SzatpX7Z6I63A5fXymx1mxb2TbRtqlsU9BtNPeVEmvNpMSi6Fsa3Fcaq9Rea6/1tUm/k9Qmjbtl361FWzutGquUaFxetBw/HP0hqH34/4bj4i8uxoeHPuyU+5WDxq1bRVKrYVPw42tZtUq0S4m1Ztbt2719NwQ/vlKbdHHV+GeG23bv8vZdtz6ob0PT7brK/X8TbHv2evuuXdvq7TqLin1t9oMHvO1r1gTfblNfe0GB/3Zzj3j7/vxz8O3+/LNot+Xmortr3LULxY8+hrIXX/K1OUtK0LBlC6xbtkR0bF1Z2ZF65O+uwtH9VUHt+bsqRXujxf86pjzf21dKmAX13e3ta6n2v46pPNrUd2/rt1tX6X9urS5pEG0FLfoW7PH2rSlr9LVJx6LvnsrgvnurRLt0W82k+5DapPsMJI1JapfG2Ewau+i7u0Xffd6+0u/eTDonrd2udA6ldumcNrM1OrHl2zxsWnoEnUW67Q8f3yASrxJDlBZxKVEiUUqtK8/LxeHtW5G3M3jFSu62LaK9rrzp9XdT8kv03bE1qO+RHVtFe22J/3m5uqhQtB3ZEfycI12X2quKjvr7lhaLttztwX3zdmwT7dL9NpPG01rf/J3evuVHDvnaGmqqW++7e7toL8096GuzWepa7Vu4e6doLzm439dmb2wUbYdb9t27S7QX7fe/7nM5nE19t8Lt8r/mOrp/j2iTEoGBmvs6bTZfW/GBvaKtcO/OoL7SWKUxBBaQkJKhz193GZa+8HRQXwrmKGuE7UC1uASyHagRbc5y//Oyq8Lq7bu/JrjvQe/PO8r8z7WuKltT3+rW+xb7Xz+567x9rS3+5vj6FgX0tTi8fVuO93CtaLcX+p9rpUSWdwxVrffNr/M32pv6trzdI019jwT09cDX1+P0+G8iv87bN7c2+Db2e/u67f64dxQ29T0cfC6lcyBuN6Byt5SwFPd3qGXfpvFqVb626i8OofCB1Sh/M/j/Eyl4Zp3dbsfzz3tnxrzwwguIjo72fU9KrP3vf//D8uXLsXHjRowZM+aEt1VUVIR33nkHer0eL774IrRa/+l84okn8O677+Ktt97CP//5T6SmHrt3VleVGR+FhdePx5Pf7EVywHTU4VlxuOvcgeidHPzi6dfT+6DO6kRG0ww8yeCMWNE3O8GbZW92/ZTeqLJYUeO4F3FROkBrRL9Uveib7nACxt7eGXAArpnYE+fU2VBj/xMSozSAIRa9krSib0+HBzBmAaneT6SuHJ+DaQNSUOO8AykGN2BKQqY+SvTtZVcDUSlAsvcTmHmjszG2VyJqnbfCZHAAMRlIhVH0zbLppHnoQIJ35uCckRliJmG982bEGRrFzLgEvU70TbEaAbMZiPN+cjF7WDr6pJhhcd6AFEMdkNQHZoN3vHFWE2C+D4hOE33PHJwqZixaXb8E9HPETD6DVi36Rltj4TbdB7XZ+2lPvdUJvUaFnPIVgL0cE3vEYOKZ/k/CqX16RffCRYMvQozeO4ui2fl9zsegpEEYlzrO15ZlzhJ9ozTB8Tyr1yz0ju8dtOQ2xZgi+upUwUsYzul1DjJjMjE1Y6qvLVYbK/q2dFbOWUiMSsSktEm+NqPG6Our1/j/X0qz76J0URid4v2ku1lz32id/zluauZUMTtzeFJwYZK5g+bC6XEiyeifwSDNnLO6rBiUMOiYvlLbpX0uRWe46+e78M2Bb9A/pT9mZvqXKpv0JhwoPwCby/9CmILFnDFD7G0WdZp3Nlqz+MsuE181cf6qiuapp4vZdsZh/k9vJXFSX4cD2qYZeOLcT5wEt6UBhgH9g2/30kvhbmwUs918fceNRXz5ZdC3mJ0ed8klcNfWQtfbPyvbeNppYmy67OAqp3EXz4OrshLGgPuLGjpE9NWmp7XoOxfO4hJEDfV+Ym09eBDFf70PiTdcj9izz+5WIWJZsVLMNJTOZ8otvxVtybffhuqPPoJx1KhID6/LyhmcAJfTjeRs/3OdZMjpmXA63IiO9782yRqYAKvFicQWSSBp1pnD6kJcir9vet94cRtS0ii4byas9Q4kZHhnN0tSe8eIvjGJhqC+gyZloKHGHjQ26Vjqa4oLXu4zaGI66ipt4raaSfch9TVGB/89GTA+XST9pDE2k8Yu9dUZg6vEDxiXLmYLSr97M+mcSH21uuAPXfqNSROzEKVz2ix3mzcZv39jKUaf2zl7vUoJRWkWoXROpBl9w2dkiwsdX9bgYRh5xjlICHj+lQw/4yzY6i1IyPSfv4wBQ0Tf2LTg58+hM85EY3UNknv6Z7+k9ukn+kYnBc9oHDr9TNRXVCCtabaeJDmnl+gbFR9csXfwtDNQW1Ii7reZNB6pryG6xf+902eI25R+n2YxKamir67FXp0DJ09DclZP9Bg2KmjpqNRXrQt+Sztg0umIS01Hz1H+93KG6GjRt6X+4yfDHJeAnOHe9x8SjV7v6xu4JLXfmIkwGM3IGhwwI06l8vXVR/mfF3qPHge1WoP0/v6ZuZIRM88Rr8WScvz/n2xWC2yNjWJGHx2fPjsGpnHp0CQEP9eaxqTBVWuHPtMfX7oMs7dvTPDzZ9ToNJGc0+d4Z0BKtKkmb19zcByZT0uFo9wKQ0BVak1ilOirNgQ/f0qz5BwZ0TD2Cegbpxd9pZl1QWMYkQxtchQM/f3PtWqzztu3xWfhpuHJ0MQZYOzvf75XGTSib0tRQ5KgNulg6BMbFJ/NfVV6/9+HqMGJUGnVMPQMfh9kHp8uvTyEWnqf3sQwIAEeN6DPMh/b1+nxzcATffvHw21zQ5duCv49xqbBY3dB39M/Num6x+aCx+pP9lEwlccjPRzK8eOPP4olsH379hUz4lp6+OGHxV52DzzwAB580D+dujXSsllpFt6ZZ56J777zzsQKNH/+fLz++uui33XXXdfuMQ9tehMiLa8lZbLanbAVbkOc9CI8oTdgDHgSlpnmeG/GuO/a7C57UPJQKgBhcVqgggpxBv8Lljp7HVweF4xao0g8SqSqvXUO76d/8YZ43/Lka7+6FoNTB+ONs97w/fy60nWI0cVgcIJ/yYGcMO5DI++mm2FZuRK6zEz0+e7bTpsB2hppKZSnzhvPmnj/i2qXNKPR4YDKYBTVXYP66nTQSB/6iE+dD+DoXXfBNGZM0LJgKQHZvMxYbhj3XZ/D4cKmr49g7Hm9oGlaatVaH5fdBbVaJZbhNrOKWY0e6Ixa389KfQt2VyGjbyyMZu/fjn3risVswb5jUtFjiPyXvTLuqaXKwnwx+zAmOQWJWf4liXLCuKeWHBWNYgakOkYPvUxnUg/tYB5Hcctgt271TgEfPTp4Fkqz5vZt27aF9ba6AmnJZkPAlFfqOox6LeJ6j/bOOpRxoo66lxVFKzD9g+l4aad/2d7q0tWY+u5UzFrs3SOm2Q3f3yDapb37mm2p2CLazvrwLF/bkIQh+O6S74ISdZLxqeNlm6ij0El/4H6xX1763/4W0kSd2+5fHimpW74chXffg/qV3q0YJLadu7Bv4iTsnz4jqG/Bb28R7SWPP+5rc+TlibYjV14lln5LjP37oc8ni4MSdaJdpok66h50Og0mzOkjkm0uhwvf/28X3nlobVMizmvjF7l47Y8/4ZNngpcXvnXfz6I9cLnt1u/y8eWL27D01Z1BMwXP+OVgRSTqiFojJeikffDkmqgjao0uKUrsXyfXRF0oKG4ZbF6ed/+E7BbLbpo1tx85ciSst9XaJw7N9uzZA51Od9zvn4i055yUhIs26mBumvrqcntQXu9dSpYW659iXlxjRaPDhdQYg1i+SRQOBw/69x5pXqouLQ+QtDfuKTyKG4phsVtwyHgIzxu92ws0OBtQVF8EtUqNoQ/7H7uC+gLYnDY8YXwCrxtfF23SMtvCukLxeA99TFmPM+O+k/3m1+KLq6oK7oYGqKOj/cuA3W44iorEoTQDT1oiIvpWV8NtsUBtMkGT0LQ0xeOBXfpb73JD38e/VEz6eamv5vXXoU3zbnPhsdpgL8gXt2cIeN6SCmBIy4U1L74A7Qfve/s6HLBLrw0OH4KuZy+oY4OXocgV4777qypugLQo576FBrG3nKSxzo7GeodYVvu3RVHH9P3Xd0boDN7XoFI/qb/U98+vRDX/95M1xj0pEeOeCOL/gfR+tr0Ul5Gpr/du5GgyBa+jbmZuWo5S17SUJVy3dSLSG9kTPcjNT4bS0t6WpH3hxN5wATRqVVCSrllz1Ve5OtF5oq5znqR4D0zWdeWxdgedeY7STelAi6c/qUpt3/hj7ys7+tgPNaTlsK31jYRIxxLjvvMeT1/irZlaHbTPXjNp6Wrg8tWmBwb6nsfu06XL8FZNDupqNMDQ79iKma3dl0qna7VvuDHu5SUcj6dUobWlqBi9uLSpb7ROXCKJcS8vkX48u4tInye+zpHfY9odHIzwOZLeyzbnhNpDccm6rqy9a5m5px3PUyh1p3jqTmONFJ4j+Z2n7jTWSOE5kt956k5jjRSeI/mdp+401kjhOZLfeepOY40knif5nyPF7VnXXP21oaH1ajsWaSNoqRJRTExYb4uIiIiIiIiIiEhxyboePXqIrwUFBa1+v7m9ZyvLXjrztoiIiIiIiIiIiBSXrBs5cqT4umnTpla/39w+YsSIsN4WERERERERERGR4pJ1U6ZMQVxcnNhscMuW4BLzkg8//FB8nTNnzklva9asWVCr1Vi5ciVKS0uDvmez2bBkyRJoNBqcd955IfwNiIiIiIiIiIhIrhSXrNPr9fjd734njm+99VbfvnKSp59+Gtu2bcP06dMxZswYX/vzzz+PQYMG4c9//nPQbWVkZOCqq66C3W7HLbfcAqfT6fve3XffjbKyMvziF79AampqWH43IiIiIiIiIiLq3lQej8cDhbFarZgxYwbWrl0rEm5Tp07FkSNHxPWUlBSsWbMGffr08fV/8MEH8be//Q3XXnstFi5cGHRb5eXlmDhxopipJ5UEHjt2rKg2smPHDvTv31/cVmJiYgR+SyIiIiIiIiIi6m4UN7NOYjQa8eOPP+K+++6DyWTCJ598IpJ11113ndhnLjBRdzLJyclYt24dfv/734sZdosXL0ZNTQ1uu+020c5EHRERERERERERtZUiZ9YRERERERERERF1RYqcWUdERERERERERNQVMVlHRERERERERETURTBZR0RERERERERE1EUwWUdERERERERERNRFMFlHRERERERERETURTBZR0RERERERERE1EUwWdeNNTY24v7778eAAQNgNBqRmZmJG264AYWFhVCKhoYGfPLJJ5g/fz4GDhwozoPZbMbIkSPx0EMPob6+/pifefDBB6FSqY57uffeeyFHM2bMOOHv/fXXX7f6cwsXLsT48eMRHR2NxMREnHfeeVi9ejUihXHvxdhvG8a9vDDu24ZxLy+Me2XFPl/neDHulRX3EsY+416JcX8i2hN+l7osq9WKmTNnYs2aNcjIyMBFF12E3NxcLFiwAJ9//rlo79OnD+Tu7bffxk033SSOBw8ejAsvvBC1tbXiP9wDDzyAd955B8uXL0dqauoxPztlyhT069fvmPYxY8ZAzi655BLx5NRSVlbWMW133HEH/vWvfyEqKgrnnHOOiLtvv/0W33zzDT788EPMnTsX4cS492PsnxrGvTww7k8N414eGPfKiX2+zvFj3Csn7iWMfS/GvbLi/qQ81C395S9/8UgP36RJkzx1dXW+9qeeekq0T58+3aMECxcu9Nx8882eXbt2BbUfPXrUc9ppp4lzcdVVVwV974EHHhDtCxYs8CiJFBPS73348OE29f/2229F/6SkJM++fft87atXr/bo9XpPfHy8p6qqyhNOjHs/xn7bMO7lhXHfNox7eWHcKyf2+TrHj3GvnLiXMPa9GPfKivuTYbKuG7LZbJ64uDgRbJs2bTrm+yNGjBDf27Bhg0fJpP940nkwGAzinDVjsq5tT2izZ88W5++ZZ5455nu33Xab+N6TTz7pCRfGfdsx9tv/h5xx330x7v0Y98rBuJdP7PN1Ttsx7uUT9xLGftsw7uUV923BPeu6oVWrVqGmpgZ9+/bFaaeddsz3L730UvF1yZIlUDJp3zqJzWZDRUVFpIfTrUh7Rvzwww9B8RTpGGPctx1jv30Y990b4759GPfdG+NePrHP1zltx7iXT9xLGPttw7iXV9y3Bfes64a2bt0qvo4ePbrV7ze3b9u2DUp26NAh8VWn04nNI1uS/sNu2bJFrFXPzs7G7NmzZb9fneS1114TyUu1Wi2Kk0hr83v06BHUZ+/evSLJmZKSIs5NV4gxxn3bMfaPxbiXP8b9sRj38se4l0/s83VO2zHu5RP3EsZ+2zDu5RX3bRLpqX106v7whz+IaZrS19Zs2bJFfH/06NGKPr033nijOA9z5swJam9eBtva5ZJLLgnaA1COU4VbXnQ6neehhx4K6vvpp5+K70n7/h2PtK5f6lNbWxuG0TPuTwVj349xrxyMez/GvXIw7uUT+3x933aMe/nEvYSx3zaMe3nFfVtwGWw3VF9fL76aTKZWv282m8XXuro6KNWXX34psuzSrLqHH3446HtSBdgnn3wSO3fuFOcyPz8fixYtEhVjPvroI/zyl7+EHE2bNg1vvvkmDh48iIaGBvEJw6OPPgqtVov7779fVMZpa4xFIs4Y923D2A/GuFcGxn0wxr0yMO7lFft8ndM2jHt5xX1bxsT3tox7OcZ9m0Q6W0in7qabbhJZX6lqTmv2798vvt+/f39Fnt7du3d7EhISxDl49tln2/xzUgVZqTqM9HM///yzRymWLl0qfmfp04SGhgbRtmjRItE2ZcqU4/5cVlaW6FNYWBiWcTLuT46x33aMe/lg3Lcd414+GPfyi32+zjk5xr384l7C2D8xxr08474tOLOuG4qOjhZfpQxyaywWi/gaExMDpSksLMSsWbNQVVWFO++8E7fffnubfzYjIwPXX3+9OP7666+hFOeccw7Gjh2L6upqrF27tk0xFok4Y9yfGGP/1DDu5YFxf2oY9/LAuJdn7PN1zokx7uUZ920ZE9/b8r2tHOO+LZis64aaN0wsKCho9fvN7T179oSSVFZWiv+cR44cEUk3aanrqerfv7/4WlRUBCVp+XufLMakJzPpCTAhISFsT2iM++Nj7LcP4757Y9y3D+O+e2Pcyzf2+Trn+Bj38o37toyJ72353laOcd8WTNZ147LNmzZtavX7ze0jRoyAUkjr0KVqrrt27cK8efPw6quvQqVSnfLtSDPyAtesK0XL33vgwIEwGAwoKysTn2R2hRhj3LeOsd9+jPvui3Hffoz77otxL+/Y5+uc1jHu5R33Esb+sRj3HdMd4r5NIr0Ol06dzWbzxMXFiTXVmzdvPub7I0aMEN/bsGGDIk6v1Wr1zJw5U/zO5557rjg/7eF2uz0TJkwQt/Pmm296lKK0tNRjNpvF752fn+9rnz17tmh75plnjvmZ2267TXzvySefDNs4GffHYuy3H+O++2Lctx/jvvti3Ms/9vk651iMe/nHvYSxH4xxr4y4bwsm67opqbiEFFCTJ0/21NfX+9qfeuop0S6VMlYCp9Ppufjii8XvPHXqVI/FYjnpf97nn3/+mJLMdXV1nl//+tfidtLT0096O93NqlWrPIsXLxbnK9Dhw4fFRpvS733hhRcGfe/bb78V7VLRjX379vnaV69e7TEYDGLTzqqqKk84Me79GPsnx7iXH8b9yTHu5Ydxr5zY5+scP8a9cuJewtj3YtwrK+5PRiX9E+nZfXTqrFYrZsyYITZNlAojTJ06VezVJl1PSUnBmjVr0KdPH9mfWqkk8x133CGOL774YsTGxrbaT9q/Ljk5Gbm5uejdu7fYZHLcuHHi3EnTYaWprxUVFYiPj8fnn3+OKVOmQE4WLlwo9vFLT0/H6NGjxe8pxcvGjRtFLA0dOhQ//PADUlNTg35OOrfSOZbKXJ999tmw2+349ttvpSQ/PvzwQ8ydOzesvwfj3o+xf3KMe/lh3J8c415+GPfKiX2+zvFj3Csn7iWMfS/GvbLi/qROms6jLksqRXzfffd5+vbt69Hr9WJG2HXXXRc03VPuHnjgAZEhP9lFyrJLpBl199xzj5h5KJVnlrLoJpPJM3ToUM8f//hHT0FBgUeOdu3a5fntb3/rGT16tCclJcWj1WrFUuqJEyeK2ZjNZa1bs2DBAs+YMWPEeZI+cZg1a5b4NCNSGPdejP2TY9zLD+P+5Bj38sO4V1bs83WOF+NeWXEvYewz7pUY9yfCmXVERERERERERERdBKvBEhERERERERERdRFM1hEREREREREREXURTNYRERERERERERF1EUzWEbUgVYRRqVS4+eabeW5IMRj3pESMe1Iixj0pEeOelIhx370xWUfUwubNm8XXMWPG8NyQYjDuSYkY96REjHtSIsY9KRHjvntjso6ohU2bNomvTNaRkjDuSYkY96REjHtSIsY9KRHjvntTeTweT6QHQdSVDBw4EIcPH0ZdXR0MBkOkh0MUFox7UiLGPSkR456UiHFPSsS47944s44oQH19Pfbv349hw4Ydk6h77733EB0djfT0dPz00088byQbjHtSIsY9KRHjnpSIcU9KxLjv/pisIwqwZcsWSJNNA5fAOp1O3HnnnbjyyisxdOhQbNy4EaeffjrPG8kG456UiHFPSsS4JyVi3JMSMe67P22kB0DUFdf1jx49WnwtKSnB5ZdfjhUrVuD666/HSy+9xKWxJDuMe1Iixj0pEeOelIhxT0rEuO/+OLOO6DgVc37++WeRtJO+Pv/883j99deZqCNZYtyTEjHuSYkY96REjHtSIsZ998dkHVEA6RMIrVaLlStXYvr06WIJ7Pfff49bb72V54lki3FPSsS4JyVi3JMSMe5JiRj33R+rwRI1sdlsooCElKCT9OvXDz/++COys7N5jki2GPekRIx7UiLGPSkR456UiHEvD5xZR9Rk+/btIlF37rnnioqveXl5OHToEM8PyRrjnpSIcU9KxLgnJWLckxIx7uWByTqiFuv6Z8+ejU8//RRqtRrz5s3DwYMHeY5Ithj3pESMe1Iixj0pEeOelIhxLw9M1hG1qJgzcuRIjB8/Hq+99hoqKiowZ84c1NTU8DyRLDHuSYkY96REjHtSIsY9KRHjXh6YrCNq8QmElKyTXH311fjLX/6C3bt34/LLL4fL5eK5Itlh3JMSMe5JiRj3pESMe1Iixr08sMAEESAScTExMUhOThZ71TXzeDy45JJLsHjxYlER9vnnn+f5Itlg3JMSMe5JiRj3pESMe1Iixr18cGYdEYA9e/agsbHRN6uumUqlwptvvolRo0bhhRdeYLKOZIVxT0rEuCclYtyTEjHuSYkY9/LBmXVERERERERERERdBGfWERERERERERERdRFM1hEREREREREREXURTNYRERERERERERF1EUzWERERERERERERdRFM1hEREREREREREXURTNYRERERERERERF1EUzWERERERERERERdRFM1hEREREREREREXURTNYRERERERERERF1EUzWERERERERERERdRFM1hEREREREREREXURTNYRERERERERERF1EUzWERERERERERERdRFM1hEREREREREREXURTNYRERERERERERF1EUzWERERERERERERdRFM1hEREREREREREaFr+H93/C9mEMR0RQAAAABJRU5ErkJggg==", "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": "iVBORw0KGgoAAAANSUhEUgAABOsAAAERCAYAAAAqrSOcAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAXEgAAFxIBZ5/SUgAAmiBJREFUeJzt3QecY2XZPv4rvU/vM9v7zrJ9qbuwoPReRLBRVHgFC+j7V9EXAUFREBRF/CkKSBOkC9I7LCzL9t7L7Ozs9J7e/p/nySQ5mcnUnZlkcq4vnzAnJyfJycmzKXfu57414XA4DCIiIiIiIiIiIko5bap3gIiIiIiIiIiIiCIYrCMiIiIiIiIiIkoTDNYRERERERERERGlCQbriIiIiIiIiIiI0gSDdURERERERERERGmCwToiIiIiIiIiIqI0wWAdERERERERERFRmmCwjoiIiIiIiIiIKE0wWEdERERERERERJQmGKwjIiIiIiIiIiJKEwzWERERERERERERpQkG64iIiIiIiIiIiNKEPtU7QP0rKSmB0+nE+PHjebgo41VVVcFms8lljntSC457UiOOe1IjjntSI457UvO4r62tHdL1GawbA0TAwu/3p3o3iEaFGOtizEeXidSA457UiOOe1IjjntSI457UPu6HgsG6MSCaUbdly5ZU7wrRiKusrEw4z3FPasBxT2rEcU9qxHFPasRxT2pU2e177WCpsmbdmjVr8Jvf/AYXXXQRKioqoNFo5GmoWlpa8IMf/AATJkyAyWSSf2+44Qa0trYO634TEREREREREVFmU2Vm3e23346XXnppWG6rsbERxx13HHbv3o3JkyfjggsukJlA9913H1577TV8+umnyMvLG5b7IiIiIiIiIiKizKbKzDoRXLv55pvxn//8B4cPH5bZcEMlMuhEoE5k6e3YsQNPP/00Nm/ejO9973vYuXMnfvjDHw7rvhMRERERERERUeZSZWbdT37yk2G5HRHo+9e//gWj0YgHHngAen38cN5999146qmn8Pjjj+Ouu+5CUVHRsNwnERERERERERFlLlVm1g2X119/HaFQCMuWLUNxcXHCZSJb79xzz0UwGMSrr76asn0kIiIiIiIiIqKxg8G6I7Bhwwb5d+HChUkvj67fuHHjkdwNERERERERERGphCqnwQ6Xqqoq+Vd0lE0muv7AgQNH1Np3z549mDJlypD3kyiddR/3YrxHcdxTpuK4JzXiuCc14rgnNeK4JzpyzKw7Ap2dnfKv1WpNernNZpN/Ozo6juRuiIiIiIiIiIhIJZhZl0a2bNkyqIw7okwc9xzvpAYc96RGHPekRhz3pEYc90RHjpl1R8But8u/Lpcr6eVOp1P+dTgcR3I3RERERERERESkEgzWHYHx48fLv9XV1Ukvj66fMGHCkdwNERERERERERGpBIN1R2DevHny79q1a5NeHl0/d+7cI7kbIiIiIiIiIiJSCQbrjsAZZ5wBrVaLjz76CPX19QmXeb1evPzyy9DpdDjrrLOO9HkiIiIiIiIiIiIVYLBuAO6//37MnDkTN910U8L60tJSXH755fD5fLjuuusQCARil/34xz9GQ0MDvva1r6GoqGj4nzkiIiIiIiIiIso4quwG+9///he333577LwItgnHHntsbN3NN9+Ms88+Wy43NjZix44dOHz4cI/b+sMf/oCVK1fiueeekwG9xYsXy+43mzdvxrRp03DvvfeOymMiIiIiIiIiIqKxT5XBOpHx9tlnn/VYr1wnthmIgoICrFq1CrfeeitefPFFvPDCCyguLsb3v/993HbbbcjJyRnWfSciIiIiIiIiosylCYfD4VTvBPWtsrJS/hUZe0RqGe9RHPekBhz3pEYc96RGHPekRhz3pEaVRxjHYc06IiIiIiIiIiKiNMFgHRERERERERERUZpgsI6IiIiIiIiIiChNMFhHRERERERERESUJhisIyIiIiIiIiIiShMM1hEREREREREREaUJBuuIiIiIiIiIiIjSBIN1REREREREREREaYLBOiIiIiIiIiIiojTBYB0REREREREREVGaYLCOiIiIiIiIiIgoTTBYR0RERERERERElCYYrCMiIiIiIiIiIkoTDNZR6nU2AOFwqveCiIiIiIiIiCjlGKzLEKFQSJ6iy+Gu4FcwGJTL4iSWR3JbsazcNrrc57bv/xb43VSEHzwFCAYGdbvR/YluG13ua9sxcUyOYNux9jiHg5qfZ479sfXcDyeOe77mc9yn/795vt6r97POcBprj53jnuOe456f74f7tSCdX/NGEoN1GeLDDz/E22+/LZcff/xx7Ny5Uy7/+te/htfrxaFDh/C3v/1Nrvv000/x2muvyeWnn34aW7Zskct33303Ojo6UF9fjz//+c9y3erVq/Gf//xHLj///PNYt26dXL7vvvvQ3NyMlpYW/P73v5frNmzYgOeee04uv/zyy/j888/l8gMPPIC6ujo4nU7cddddct3WrVvx1FNPAZ//XZ7X1KwF9n+IBx98EAcPHoTP58OvfvUredmuXbvw6KOPyuV3330X77//vlx+5JFHsHfvXvmP5Y477pD/YA4cOIB//OMf8vKPPvoIb731llx+4oknsGPHDrl85513wu12o6amBn/961/lupUrV+LVV1+Vy//+97+xadMmuXzPPfegvb0dDQ0N+NOf/iTXrV27Fi+99JJcfvHFF+V54Y9//COamprQ1taGe++9V67buHEjnn32Wbn8yiuvYNWqVXL5L3/5Cw4fPgyXy4Xf/va3ct22bdvw5JNPyuU333wTH3/8sVwWj6eqqgp+v18+TmHPnj345z//KZffe+89eRLEOnGZILYV1xHXjR4TcZvitgVxX+I+BbEPYl/EPol9E8S+in0WxGMQj0UQj008RvFYxWOOHhNxLARxbKLHRBwzcezEMRTHUhDHVoxXqH3sA3j99dfxySefyGWO/cwf+8OJ456v+Rz3fL0X+FmHr/f8nMPP+Pycw8/3/G6LjPh8350mHA0pUtqqrKyUf6OBhWSi0V6tViuXNRqNPIkAllgX3Uan043YttEoc3Tb6PV63TYUgvZXRUAoEHkQX7gFweN/MODbje5PdNvo9fraNu2PyRFuO9YeZ1/jPaqvcT9mx/4wPc8c+2Prue8Lxz3H/ZG8FnDcp+e/eb7eq/ezDl/v+TmH456fc/j5nq/3lQOI4/SFwbox4Eif5LTlcwK/Loufn30+cGkkg47Ua7BBC6JMwHFPasRxT2rEcU9qxHFPalR5hHEcToOl1PG0J56vWZ+qPSEiIiIiIiIiSgsM1lHqeLsF61oPAK7mVO0NEREREREREVHKMVhH6ZNZJ9RGCj0SEREREREREakRg3WUOt62nus4FZaIiIiIiIiIVIzBOkodT5Jg3WHWrSMiIiIiIiIi9WKwjtJrGiwz64iIiIiIiIhIxRiso/RpMCG07APcranYGyIiIiIiIiKilGOwjtIrs05gkwkiIiIiIiIiUikG6yi9MusEToUlIiIiIiIiIpVisI7So8GERhdfZpMJIiIiIiIiIlIpBusoPabBli+MLzOzjoiIiIiIiIhUisE6So9psJNOjC8370nMuiMiIiIiIiIiUgkG6yg9MutK5wGm7Pj5wxtTsktERERERERERKnEYB2ljleRPWfOBsrmx8/XrE3JLhERERERERERpRKDdZQ6yqmupiygbEH8/CEG64iIiIiIiIhIfRiso9QIhwFvR2JmXUKTiXUp2S0iIiIiIiIiolRisI5Sw9cJhEPdpsEqgnWtBwBnU0p2jYiIiIiIiIgoVRiso9Q3l4hOg82uAKwF8XXMrqNR0Oxvxh7XHoSUwWMiIiIiIiKiFGGwjlJfr05vBvRGQKPpNhWWdetoZLX6W/H36r/jmbpn8HbT2zzcRERERERElHIM1lFqeNsTs+qilFNhmVlHI2yPew9CiGTUretYhza/IohMRERERERElAIM1lHqp8GKenVRysw6doSlEdbga4gthxHGqvZVPOZERERERESUUgzWUeoz68zKzLoF8eXOWqC9ZnT3i1Sl0deYcH5Dxwa4gq6U7Q8RERERERERg3WU+pp1ymmw9iIgqyJ+nlNhaYSEw2E0+OOZdUIgHMCa9jU85kRERERERJQy+tTdNamaMlinzKwTyhcA7dXxqbAzzx7dfSNV6Ah2wBvy9gjgfVj/ITReDRo9jej0d8Yuq7BV4MSSE6HVRn7jCIaCePvQ2zDpTAnrlTxBD14/+DrG28djYYFiivcgHXYdxoraFSixlsjbseqtQ74tIiICQqEQ2hs96Gzxwtnqhc/tjx0Wi8OESfMLoNPFX9ertjbB6/JjyoIiaBXro0LBEPaub4TBpMOEOflDPsQepw/7NzbBZNWjdHoOzBYDny4iolHkr3PCX+eCeVYetAZd0vcP365WhLxBmOfkJ/0OMBAhXxDuLU3Q6DQwTc6Gzm4chr2nTMJgHaVXg4noVNhtL/feETYcjgTxNj4NNGwHFl0BzLl4hHeYMrlenVVrhdvvxqvrX0WLswVP4amk1ymwF+CiGRdBCy2e2f4MmpxNcv2EvAn430X/i+Vly+X5Zm8zHtj8AP6767/o9EYCfnNK5uCmxTdhbv7cAe/j1pat+OOGP2LlwZUyOChoNBrk2/IxJW8KFhUvwinlp2BG9owjOhZERGoiAmLP/GYN2hvcvW5jsukx45gSZOVbsPH96ti29rw9OObcyZh5XKk87/cEsfatA9jyUQ3c7T65Lq/MhhMumYrxswcetGutd2HVy/uwd30Dgv5I4yPB4jAgt9SG0qk5mHhUPkomKer8EhHRsPI3uFB33zogFIbWpofjxArYlpbLH2nEjzLOT2vQuaIGwZbID/66XBOyTpsA24LiAd9HsNOH9rcOwLW+AWFv5PO9oLHqYSi0wDghC+bpeTBOzhpyIJAygyYsUkkorVVWVsq/W7ZsQcZ45YfA6n9Elo/7LnD6r+KX7XkPeOyC+HmNeJHSANY8wFYI+F1Ay/7E21vybeD0XwN6/iKRKeM9aqTG/Wetn+G9lvfk8mTLZOyt3YsnNjxxRLeZa82FL+iD2+dGKBz/shUlAm2lWaXyr5J4GRbBQo/fA0/AI7pdRNZHF/pxypRT8Pvjf8839DFstMY9UTpJ1bh/9S8bsW9DYs3SwTLbDQgFw/B7gwiHkr9WO/LN0Gq7vd6Lkgu+oLye+JvkraJPJVOyccEN86FLku1BYwNf70mNxsq4b3+3Cu1vHkhYp7FE8ptkYK2X13ttlhEaQ8/AWtgfQli81vtCvV63N/pCCwr/Zy50Nn6/VWsch5l1lAYNJrr9SqxsMiFEP8k6GyKnZD5/EDi8Hrj0USCrbHD70rQHCHiBwpkAf71QjXp/fWy50FiIZk1z7LxWo4XdZIexK/grAm/NzvjlvWlxtfR5uQjK1bQNrWmKUWdEIBRIGgR8d8+7+L3j9/jRvB8N+Pa2tWxDq68ViwsWw6DjNCsiUod9GxoSAnVanUZOXdWLL1kajXyddokMuX6+U3k649Nme9PR5BnSPop9EkQwsLvaPW14+5FtOP3bc4Z020RE1LuQq+dre9gd6PeQhboyqwdNvNyL1/xAz9f7QIMbTf/cioL/mTvgH+QDrR4E6lwwVDigs/Hz/VjHYB2lhqePabCWHOCY7wCf/aXv25iwNBL0q90YOV/9OfDo+cC33wVMjp7btx6MTKuVyaRhoHZTZLpt487I5faSSH28yguBiUvlh/ZRt/d9YPNzgL9rao7RBsy9DJhw3Ojvi4o6wRYYCrAusC52/qJpF+GW425J2H51w2r8ZdNfsLp6tTy/sHwhvjv3uzjQcQD3r7sfDZ2JgWQRAFs2cRm+e9R38e6hd/HopkfRrhz3A5RtycaFMy7ENbOukbe5sWkjPqv7DGvq12B7w3Y4vU653aMbHsXiosU4qfQkeV5Mmz3QeQDbW7ejzl0Xu73tzduxqmYVGjsjj99sMGNuyVwcXXK0DAgKoibeJMckTMmagg3NG/DyvpexsW4jdFodThx3Iq6eeTXKbJGguNPvRDAchE1vk5f3RdTwcwVc8suwIDrvrmlYg3UN67CvbZ+sASKIDyTjHeMxv3A+lhQugd1gl+t1Gh2yDJwSQERD4/cH8cGTOxKmmH7t9mNhNCd+oWms7sDn/92PA5saEQyEUTwpC4vOnCgv++T53WitTewaLiYAVMzMw9HnTERTjROfv7Jf1sEbLINZhxlHF2PxOZNhtunRUNWBQztaULO7DfX722MBwt1r6lE27SCOWj5uiEeCiIiSCXkUgTkRREvyo4lxggNZp4xHKBBC+2v7EWjsvaRCr/RaWCrzkXXqBOjyTDLA5t3TCu++dvgOdsSCf76qDrS9ug+550yJXTXY5oGvxolAsyeWrRds88Kzo0UG+CStBoZSG8wzcqHtygyETgtDvhm6IivCLj+cq+vg3dWCkC8E04Qs2JeWy7/yOHRlBGrMuqR1WhOOWTCybexYhcLwVnfCt78d/noXjCVWOE6bkBBwFNfp73aJ02DHhIycBvuP04GDKyPLF/wFmP+Vntt01gO+rgL/ol6XqzmSWScCWeOPBXLGiWIxwKv/C6x7LH692RcAX3okHmwL+IAP7wI+uhcIx+sC9GncMcAXfhEJ2imJ+z60BjDagdJ5PQN6oobZp38CNjwVb6IhPsWL/V1+E1CxOPn9icfx1i+AVX9NcqEGWHojcPLPAGUGVOMu4PO/R/6KAOPcSwG9CQPWXgO0H45MHdaZxE/58cdjdAC2gpQELEcjTV5kp91z4B4ZZBKuLLsS/2/N/8Nzu56T578555u4YdENSa/b5m2T01NzTDmxdSIw9uahN1HvrkeBqQCFlkLMypkFhziOXcT01pcOvCTr2SWTbcxGgblAnozaSNBMBOemOab1+mva/o79uPSVS+W0W8FhdmBR2SLsaNqB+o76WJ274SYyD8V9ifsV036V68uyy/Dto76NCyZeIJt0/Hbdb/FR1Ufw+DwDntbbFxEQtBqtMOvN8Aa88rjqtXqcOPFE/GLRLxKOeX9E4FBkK2YZu/1gkAJjZXoI0Vge9+89vh1bP45nN4vstKmLinrdXtSj83kDsGXH31vFjwpVW5tlwM6aZYQ124T8chssisLg4kvIrtX16BBfpJIwWXSwZJnk9WVGn/yRQoPcMltCUwslj9OPf/3yM7jaIq+5Or0Wk+YVoLG6U142e2kZjrsg/mWO0hdf70mNxsq4b3xsKzxbIjWpTdNz4Ti5Av7qTmitBuiyjDAUWaDLNie8J3i2tyBQF/nxvDuNUQed3QCtwwitMf6jtr7ImnBeSbyH1N+3DoH6rh+GNIBlToEMfMkAnaKu6XATdfoiU3cV96GBfPy2JcVwfGG8XNHxXhWcq2oRcvr7zUQXcr88A7YFkffb9vcPov3tKnksC6+fn9FBu0pOg6WMmwYbZRf/oHv/EC0ZzMD590cCSx//PrJu64vAygeAxd8EDn4GvPEzoG5z37cjAmrK6YXieo+cDVQcDRTOALIrgLotwO53AH/Xi3H+VGD+V4HiSqCjFqjfCqx9LH650u63I6eZ50QCgCLoJ6beRl/dtr8K1G3qZefCwMf3Avs+AKZ+MbJKBAzF7UXteQd49w5gybeAolmRY2fJ7cqtVt5UCDjwMbDh6XiwtDd6M5BVHqkVKIJ50aCevuuk0fV9POVda7qWNT2XT/m/SBZlCrQGWmOBOg00yDfkyyBcVLap9wLeyS4TAaQzx53Z532K4NKXp3wZw2miYyJuOf4W3PT+TTIQ1uHpwPsiO3OAxGMfSgBNBDvb3G1J11e3VuOWj27BXzf+FY3ORvhEsHwYiQCkeJzivygffHh95+v45OAnuH7h9ajMTfxAKBi0BuSacuXpreq38PSOp7GpdpN87u486U6cPu50uV2Nswb/t/L/UN1RLYOA4iSuK086A44uPRrXz76e9QGJxpimmk5s++Rw7Py42Xl9BuqimW7ipCR+PJk4pwDoYxaq+OIhmlMMJ7PNgDOvnYMX7lknp8cGAyGZYRe1/u0qHHPupIz+0kNENNLCisw6rVkH86QceeqNeE+wimZCg2go1B/xOp5/5WwZsJN18sKAe9OR1VkdqJAzyZTfsFjvR8f71TJAJ77LySDdICiDmZ2f1ACBEPw1ThkYtc4tHI5dz0hDngb76KOPyr8XXnghHA5H7PxAfeMb3xjqXVOmT4MdilNujnSIFQEt4c3/A96+FVBk/Ui2onhNOxEomnZaJIAmps3ueA3Y9O/IVNSo6lWRUzJNu4F3bhvcfm5/JXLqS/EcoPKCSBxv41OR+4kG6MSpN521wHt3YNiIRgfNeyKnkXDi/yIdOsHmGnJlIKbNN7BgXbo5e8LZWDV7FZ7f+nzSy8U0V4fJIbPe5Hm9GYtLF+OiyReh1FqK5/c9j/eq3kOjK/4hwB1wo9PTKYNvIqBXkVuBE8pPQJOnCSuqVsDlS5wClsxAa/OZ9CaUZ5djcu5kOZU2ev97W/fiUNsh2XhjoNrd7bhzxZ0YDPHr5b93/TsWrLtv4334XEyp78X6mvUYbx+P8yeeP6j7IaLU+vSFPbFGECIA94UrZo25p6Rkcg6OvWAyPnmu5/tyKBCG1x1IyPAjIqKBE2VaQmI6Z5fY9NEUMORZkPulaWh+YnvyzDWdRma7abpqnEILGMsdsMwvhHlaLtwbG+Da2BCZFhttXBcMIeQKxKarah0GmKbmyNsRwcCB1N2T1x8I0VxJ7FrXfYUUXW+VHXCD7YMvGaEmQx6BV155pexoeOyxx8pgXfT8QP4RiO0YrFO5hMy6YQjWiSmclzwE/PVEoP1QJIOse6BOZJ198TbAFKl/1cOCr0ZOBz4B3vklUPVp8u0M1khH2t5Y8yMdbqefEckiazkAfPAboCZeE61XR18LnPrLSMagcOx3gNd/Aqx7PPn2RbOBkrnAlheA4BBe7ERQSmSYiSy/6BThaE2/EZeCmoBJgnWiXp2QkFlnHDvBOkFM/+zwdWBd7TqU2Eswt3Aujis5DkflHYV8c9+/9F07+1p5SpbBVu2shs1gk1Nzo3zH+mRmWru/HeW2clm7TkzbFbXrdrfvlhl1B5rjXbRENtpZ087Cl6Z+Sd6WVWeNBQ5FDbp8U36vWWpiakGzr1lOVZX3HfKhxlUjs99EcFU8T2I68kt7X8J7e94b8jTbzuh0exGf76jud/vP6z9nsI5oDGlrcKNqS7wEQeWy8oSprWPJglMnwNnqk1l1liwjGqviWcZep5/BOiKioQqEEqaYRrvApop1TiGCZ3rRueKQ3BdjhR2mKTkwTsiCLsfU5ywP2+ISeUr22Trc6Zc16Qz5ltj67LMnwbc3UmNOl22EPtcEjVkvp8OGOn3o+KAa3t2tCV8RTVOz4ThpnJziqzFqY82RBI3diKZ/bIZ3b1vPYJ04ztH98YxMyZ5MMeQR+Itf/EIG3QoKChLOE/VL1NHyDnNmnSCmwopusA+fFQ9ciamcFUsiWVyTlw/sdiYcD1z1WmQqrGhC0XoAaKuOTCsVAbhJJwGddcCGf0UaVIhAl70YsBcC444FFnwtMSAopqVOPx3Y9h9g8/OR7UUwTuxbV9BCTisVtfYmR5oDxI+NHTj/z8Cs84Ed/wWC/njAcNa5wKQTIwFBEeAT9evE1FbR6EDsn7ej9+M0+3xg7pcjnXe7/7sVwTpRb088ZnEStyOOZ6DrJJdFp7ze6iWEI7chL+9tWdTFsyIdgnWiE2z3YF3WcI3JUSKmct57wr3DfpsTHBN6rBdNKEQ2XzKzcmfh3Ann4qX9L+GZnc+g3FGOG+fdiBLr0KaDiQ8hykChILLaujul7BR8MvUT/Obz3+CACI4n0b2Lrqi5J6bTCqLuXZTI6ouaVzoPC4oXwBv04uPqj3Gw5aBcr8xCJKL0t/LFxKy6JWf1fG0bS5Z+aZo8iS9df7n+/diXJ89AMx6IiKgHETgKKxpKpDKzLspxYoU8DRcZ4MsyQZdkvXlqjjz1ZIN5ai68Ve1of6dKvuc4ThkP88R+vi8ZtT2y6cSMFmXTDuW0Y+ppyCPw1ltv7fM8Ua+6B5F6q1k3FKKBw7UfRrq+ilpzxUdFaq0NlghgiaYQ4pRM7gRg+U8jp4HengiQidNQTD8tcuqNoxg45ecYFmJfxRRhcSrpoyjPGNbob+wRrGv3tY/JabDpSEwRHe1poseXHI//nPufXi8XmYKtvlbZ4CPbkI3n9j+HBz5/QF4mGlVEKQN3x5Qeg+8d9T25fGvw1liwrtmTvEkIEaWfzhYP9q6P/0AjaskZLYndX8cq8eVKNJoIdmWCeJPVGiIiogEJeQOJwTpT6oN16cQ0PguFVw38u6GygYbsFpskOJfQyIJ64Aik0afMqhOGO4upaGbkRKSw17UXe917Ydaa0eyPB1sKDYWyo6kyo2qsTYOlgWUKiinB0WnBdn08+1VkzsWWFYE7u+j63KXYVhxbbvW08pATpSm/L4jNH1Tj8J42GEx6tDe4ZEMGQXRePea8ScgkymCdzzO4gt9ERGOZKK8VaPIgKDqkih52Rh20Zj30+ZZ4LbfB3J6Ykikyv7poTH0006N+KY9fNCjXveadCJBS7xiso9Q2lzDYxCdNPgs0otr8bfh33b97rNdBJxtMdM+UGmvTYGnwsoxZSQN0ymWHwRFbLrN2NaYBYtNniSh9tDe6ZROJ/ZsbEfAm/6V+6pJimG2Z1YBBZ9ACXb81eV2s/UNEmcl3uDNh+qSogeY/3BkJsHWjzTLCtqRk0CW6Qp5umXWKaZw0eCJ4GhX2B5MG68K9vF9TxJCjJL/85S+HelX5D+fmm28e8vVpjBvu5hJE/ajz1SVdX2oqlc0OlPXqRLMEs66rwQdlLIcxHojziRqM0WVFYxplsG6cfVxs2elzymm1IluPiFJP1MB59q41cPfRyU6r1+DYDMuqi2YLRvnczFAgoswkmhsou4j2RXQ1FUG8wTaIENdRBuuUwSYaPJHlGDu2XRngPabBdgXxaARq1omgm0g/HSwG61RONC+IYgYTjYKOYDwTyqazyQ6wIii3NGdpz06wpmw2y1EBUbcuyh9t3CKWA/6k2XcT7PGC9OJ9r8Zdg3G2eACPiFKntd6dEKjTaDUonuiAVqeFx+mXxbDnnzYOthxzZgfrWKibiNRGg8i0V4MW/jonEFLUSBtksE5k1iVMg2Ww7oholdNgu4J1wW4/KoVYs25kgnUPP/zwUK9KaqecBjuczSWIetEeiI+5KZYpOKvwrITLuwfrKPMpn2fRKVY0ljBoDQiEAklrF+Yac6HX6mOXV3VUMVhHlCba6l0JNdy+dvuxsOdmXmAuGb3iy6QvyXQwIqJMoM81I6TIwhLJP7psEwxltlgjiGCbNzbNMuQL9uh42h8xtTaxwQQz646ERplZF2Bm3agG66644oqhXpXUjtNgaZR1BOKZdQ59fGpjVJuvLWk2FWWuHGNia/oWX4vMtuxtG9F10Wayoc0dGSuHnIdGaU+JqD/tjfEuziabXjWBOsFgimfW+ZlZR0QZyjKnoN9tZCZcV7BusF1GxayJkNufUBePmXVHRmvumVkX6vajUnQ9JceqiTT6OA2WUphZl6XvGYxjZp26p8EK7b72hKCtkGNKDOhlKWpsHnYdHuE9JKKB6hCdALtY7AZVHThlZp1/gPWciIgyvqGBmAY7CDK4F0gs76Vhg4kjolVMQw4He6tZx2BdX0akDeehQ4ewYsUK+VcoLy/HCSecIP8SMbOOUlmzzqHrmVknAjVRnAarDgadQTaIEI0iBBGoE9Nco0TjEavemnCdHHMODuKgXK5zJm9aQkSjz9ka7+JscWRWt9f+GLqmfwmcBktEaqYMrg06WOdN7AQbuT1Ogx2uYJ0IhIZCITnVOOG4d02PpVEI1jU0NOD666/HCy+8IJ8MJTGv/OKLL8b999+PwsLC4bxbGsuZdaxZRyNMpLX3Ow1WUbOO02DVw6gzwh1yx4J1omadMpjXXb4lP7bc6G4cpb0kov442+LBOlu2SVUHzKCYZhQY5JdTIqJMolUE15T17QZCTs9UNJcQjStE0woauu7deEU33x5BVGbWjU6wrq2tDSeeeCJ27NgBi8WC0047DRMnTpRBuv379+ONN97AM888g40bN2LlypXIzmYRd1U58Cnw+k+AwplApyIjhd1gaYS5Qi6Eoq2hepkG266oo8jMOvUw6A1w+yPBug5fh8y0izLqe2bnFFriPzQ1e5pHaS+JqD/ujngXZ3ueuoJ1RkUB9AC76hGRiiVOgw0NuhOsMrNO3JaIY9DQaa2JoSbR/EME7JSi02NphIN1v/nNb2Sg7ktf+lLS7LnGxkZ897vfxb///W/89re/xa9//evhumsaC964CTi8IXJSYmYdjTBlVp1RY4RJ2/OLnLJWmbIDKGU2ky4+Ftr97QnTYEXWXXelttLYcqundRT2kIgGwuOMB+sceeppLiEYFJkLfmbWEZGKHVHNum6dYDkFdhiej27ddMPugOzSmyAUyYLUGjjleESDdWLq67hx4/D444/DYOg5faigoACPPfYYPv30Uzz33HN9BuuuvvrqIe+HiID/4x//GPL1aQT4nMDhjckvY2Ydpbi5hMAGE+pk0seDdR3+joRgnfKyqDJrWXx7TzwIrHZiqrlv12641q6F1miE48wzoLVYUr1bpBKi7Iq3q/ufkF2orrFnssS/4ASZWUejoL22BjWb1yMcCmLSsSfCnMUfOWns16wTmXXKabDaboEmGjytVgvoNLEOuyF3IGnGowjigcG6kQ3WHThwABdeeGHSQF2UuEw0mhCBvb488sgjQ94PBuvSkAjUhXt5wVR0VyQa8eYSSerV9ahZxwCyapj18Qwcl9+VEKxTXhY1zj4utuz2ueEP+pPWtlOTYFs7Ot9/H/6qqsh5AN7t22FZsCDVu0Yq4WrzIRyKZ0NkFyc2hsl0RnP8dSvAQt00gvweD6rXf47m/Xti6+p3bcP4RcfyuFNaToMVPyYOdCpr2NMts4716obnOdFrEQ4G41ONkwRRg64AdFnqKmEx6sE6UadOTHXtj9hGbNuXhx9+eLh2i9LBoTXx5bzJgLcDcDYAoph7Gb/Q0ehl1iXrBNtjGqyJvxCrhTIg5/Q7odPo+gzWjbePjy2HEcYh1yFMdEyEWvlra9H2wosiQpCwPtjZmbJ9IvVprY/UnRQ0Wg1s2erqBmtUTIMNDrKgOtFAeTs7sP2t/yLg9SSs97mcPIiUlg0mhLA/NODprDKQpPjBo/sUTjqCYF1XnbqQOyifkx7H3h0vZUEjFKxbtGgRPvjgA6xevRqLFy9Ous2aNWvw/vvvY/ny5X3e1hVXXDFcu0XpFqybeQ5w/PeALS8A5YsBR0kq94xUoL9OsMFQEJ2+eHCBNevUw6K3JAbrtH0H63JMOTKTTmTUCVWdVaoO1nk2b+kRqBPCnsQvc0Qjqa3BFVs2WfSRaTcqYlIU8A6yqx6NkOb9e3sE6uSY8/l4zCl9iCmX4i2gKx4ks7gGEKwT2dkyoMSadcNOmaEY9gZ6Cdbxh6beDNsnmhtvvBF+vx9f+MIXcPPNN2Pbtm1wu93ytH37dtxyyy344he/iGAwKLcllQbryhcB9iLgmGuBikWp3CtSif5q1nX6O2WWVGwbToNVDYtBEawLOGXALtllSnaTPbZ8yHkIasqi8x04IKeURAUaGmLLupyc2HLI4x31/SP16miOjzezXX3T0k2W+GMOBsKyhh/RkXC3taC1ugqhrqlrgrMlPnvK5Ih/lgr4+HpP6UNMeR1Kk4nodsppsKxZN0zPiT4ebgqJqcZJyjWIIB6NcLDurLPOwq9+9Ss4nU7ZPGLOnDmw2+3yVFlZiTvuuAMdHR3y75lnnomR8J///AfHHsu6CWnF2Qi0HkgM1hGlqmZdkmmwynp1Wo0WdkM8GEOZzWawxZbdfrc8xS7Txy9TUgZzDzsPQw181dVoe+ZZtP/nZXg2bZLrwoEAgs3NsW2MkybFlsNefnmj0eNs8ag7WGdLnCTj65puRDQUno52bHvjZez5+F3UbFwbW+9uib/e55TH67cys47SvW7dgJtLyGCdYhrsAKfPUn/PhyJYJzLrkgTrmFnXu2GdK3DTTTdh5cqV+NrXvoaJEyfCaDTKk1j++te/LjvBim2Gk/iV/6mnnsK8efNkg4vPP/98WG+fjtCh+Bs9bEVAdgUPKY0a8frQ3zTYhOYSxiwZsCN1UAbk3AG3PCUL5CnlWnJjy3WuOqiBb3e8mLh3x075N9DUJNpwRlbqdNCXlsa24TRYGk3O1nhwWG316gSzLTFA6e1khgINXeuhKoS7XtubDuyVn6PE9FdlbTpHcbwzOjPrKJ3r1oUGmFkXcna9biZMg+X3geGfBps8sy4aLKURrFkXJerV/fOf/zzi2zl8+LCcOvvGG2+gvr4eRUVFMiPvtttuQ3Fxsdzm+eefx89+9jPs2rVLvpmUlpYOezCQhnkK7AA78hANB1fIhVC0cEUv02DZXEK97MZ4FqUn4EloMNFbsC7fkh9bbnT331QpEwQUzaMC9fWRrLqG+Dp9QQG01vi04RAz62gUudrjhaltOerrJme0JGZ/eF3iePTdyI2oN8oMuoDHDV9nB7zOeF1fvckMS078RyvR5TEUCECrH/avlERHHhwaaLCu09dzGiwz64Y/01FkfgfixzhhPSWVlq+somPsMcccg0OHDsXq4xw8eBB/+9vfZIMK0cTi+9//vgwKistLSkrw05/+FNdeey1MJvV9UEtrh1bHl1mjjlJYr86oMcKkNfWZWcfmEupiNVhjy96ANyGrsrfp0IWWwthyi6cFmU68xwaVnd5DIQTq6hLq1ekLC6BRvPeKzDpxPVE7hmikeZzxYJ0jr2djmEwnGmpo9RqEur4AeWSwjmhoXIpgndDZWA+/J551bs3Ng96YmMEqsuuMDNZRmlB2cR3oNNhgRzRYx2mww/58KDMdFe/XSmFm1vVq2PI7165dix/+8Id9TkNdtWqV3Gb9+vV93tZvfvMbVFdXY+bMmXKK66ZNm/DJJ5/IxhVVVVU4+eST8cgjj8jAnKiPt3fvXhm8Y6AuzYhAa/fMOqJRpJwCmyyrrsc0WDaXUBWHwZEQrBOnZFl3SiW2eAfrNk987GSqUGsrwv7ED1f+mppuwbpCaM2KIImYQpWkSyzRSPAqPvxnFagzo0yvKODtczFDgYZGZMh5OhLf1zoa6uBqboqdt+bmQ6vTQ6OLfwFn3TpKJxrD4BpMyB8luzLrlFlfyqAfHcHzoTiOwV6CdQOdrqxGw5ZZd//99+PJJ5/scxrqpEmT8MADD8hGEw8++GCv27322mvIzs7Gu+++G5vyKojmEYWFhTIwJ35JfPPNN7F06dIh7a/oUnvnnXfKYKAIAObl5eGMM87A7bffjvLy8gHfjqjHd+CAooFCN6Irrgg6qlLLPpFPHz9ftiCVe0Mqz6xLVq9ObuOLb5Ntyh6V/aL0C9b5gj5ooEl6mVK5Lf7+0OGNB4MzVUAx3TXKX30oYWqsrrAwIbNOCHk80BnUV+yfRpfP7UfAH8+EyC5SZ7BOJ6Z9eSJfdrxuZtbR0LvAyh/aFTobEmuzimCdoDea4He75DLr1lE6UXZxHUgQKCxeO7uCdNF6jfJ2OA12+J8PV/IfcjkNdhSCdR999BEWLlwog2m9EZeJbT744IM+b0sEv5YtW5YQqIu65JJLZLDu+OOPH3KgzuPx4JRTTpHNMESdu/PPPx/79+/Hww8/jFdeeUWunzx58qBu84orrki6XgQdVUvZXCJ/KqAozE6UDp1gBU6DVS/ltGdfwJcwbTPLkDwTc7x9fGzZ7XPDE/TArMvcqXeBxngGXZS/ujp+RquFPj9fZlloDIZYFl7Y4wUcyf/NEQ2X1vr49Dwhq1DFwbouPjezWml4psAK3o74D5rRabDdg3VBHzuA09itWRedAispZs2ywcTwB+t6m+460OnKajRswTpRX27JkiX9bjdhwgRs3Lixz21cLpcMoiUj6tNFs/SG6o477pABueOOO05m59ntkelO9957L370ox/h6quvlrXxBkNMy1WdUFDkzItqsz0vC/iA7a/Ez3MKLKVAf51gu2fWcRqsuojuv1H+oD8xWNfLlOhxtnEJ56ud1ZiaNRVqyqxT0uXmQtNVq0hk10WDdSGvZ1T2j9StrSESLBAMZh0MiulPaqJXZID43JxOREPjaolPd01GazDAaI98ltIp6tYFfIpgB1E6NTTwhfqtoRttLhG5grIbrDrfT1JRQzDs5/vWiNesE/XiWltb+92uvb0dOkWdg6Ea6m34fD45ZVf485//HAvUCaKe3ty5c2Xm35o1ilpr1JOoRfebCcB984CDqxIv2/km8JfjgC0vxNeVLeRRpJROgx1IzTo2mFCXHGNObDkUDiEofoDoZyw4jA4Y9fEvKVWdVchU4gOusjadyKLrTl8Uz6bXKOrWycw6ohHW3hgPCput6p12rVdm1rFQNw2RuzWeWadJ8npvzcmLBT1EZl0UM+sonSQE2UJhQNHhtb/MOmU3WNasG6bnw9R/bhgz60Yhs66yshIff/wxmpubZf23ZMRlH374IebMmdPv7dXW1spth3L5iSee2Ov1VqxYgba2NkyZMgULFixIOs1WZP69/PLLWLSIDRF69dYtgK8jcnrqK8A17wOOMuDNnwMrH0jc1lYIzD6/99siSpdpsKxZp9rMuu5yDb1P27eb7GgORL7UHOo8hEwVdrkQdsenGZqmTYN3x46EbURziSit2YRouDPMzDoaBZ3NimCdXcXBOsWXU7+XGQo0eKJWl6s1Xmc6d/wkNO/fk7CNNS9Sr07QKYJ1zKyjdJ0GG50Kq1E04eku2OlPGqxjzbrhobX0n2DFzLpRCNZ97Wtfw3XXXSeDXY8++igqKip6TJMVdd3EFNevfvWr/d7eG2+8IU+DvVz84hPoowvdhg0b5F9ROy+Z6Pr+pup2d/fdd2PPnj0yw1AELi+88MI+6/eNac37gP0fxc87GyIBu8JZwMan4us1WmDRlcDJPwdsBSnZVVIvkRUkpsGKjCmtRtt7Zp2PwTq1yjb0XlO0rynRIqjb7IwE62pdtchUyqw6rc0G45QpSYJ1RbFlZZOJkJeZdTTyOlvjGRHWrHjGq9oYFNOM/F2NJogGw9PRjnCwa+xoNCicOqNnsK6ruYSgV0yDZWYdpRONViMDduGu5kOiyYS2l8zrcCCEsKLOpzJoxMy64aE1DyCzzt939qOaDVuw7lvf+hb+9a9/yVpv06dPl51VRfaaIIJYIrAmOrCecMIJ+J//+Z8+b0tkxvU1t/xIiM6vQvdgYlR0fV8dXpP58Y9/nHD+xhtvxJ/+9CdZ/26gRJAvGXH8oscyLax/oue6wxsip6iSucAFDwAlR43qrtHY033ci/EedSTjvs5bh3c3v4ua5hrMGT8Hjgn9Z9b1lWlFmcegM0Cv1SMgam8qiOBuX00jcizx6bP17vq0GvcjVa9OV1gAQ1nPWrL6gviXN41JOQ2WNeto5Me9qz0erLPlJqmfq8ZgHTPr0s5YeL13K5pLmLOyYcsrkDXqQl11SJXNJXpm1vHHGUqvcS+mwkaDdX1NsUyYAiuS77q6wkZuY9iqhamaxtJL1rs4vF1PTTjAH5lGPFin1+vx2muvyU6t//znP/Hiiy/2qDF31VVX4b777pPb9mWwzR2UQoqWy8l0dnbKv1arNenlNptN/u3oiE+f68t5552Hk08+WU6ZFZl0e/fuxUMPPSQfpwhg5ufny26zGUPUdFr/ZPx87kSgZX/iNhOWApf/S7zbj/ruEQl7XXtx14a7cKg5MkVxU9UmvL73dZw/9fwe2XfKBhOcBqs+Br0BAV9isE5Zky6ZAks8U7jR1XcDhkzJrNMXFEJrsciGEsGWyFQpXU4ONIrsCi1r1tEocysKg9sZrJMYrKOhcLU2Jdam02phLyhC++HI5yjR8dvsiGej602KBhNeNpigNKxb5/T32xE2pAjW6SyJ8QlOgx0eul6mwYpadtGsxmhglUYwWBcNgP3973/H7bffLgNuBw8elOvHjRuH5cuX99rhdTisW7cOjz32GJ566inU1NRgtPzxj3/s8SvCPffcg5kzZ+Kaa67BT37ykwEH67Zs2TKojLuU2PMe0N5Vo0mrB656DXjhWmBfV/3A6WcCX3oYMFhSups0dnQf90cy3kXw7ZPWT/Be03tYu39twmW3r7wdM/NmYkbejNg6d8CdkFXFYJ36GHVGuOHusa4vRZb41M8WT7zGT6rG/UgJNMYDkfrCSIBSX1oaD9Z1K/WgMSunwTKzjkZ+3Hud8ddvR756P3cYFdOMAn18MaXUGAuv9y5FZl00g04ZrLPm5CY0nVBm1nEaLKXbuFdmxfUVrFPWq+veCIHdYIeHtpfMOq1Fj2A0WNdPExA1G9ZgXZQIyl1++eUYaSIY+MQTT+Dxxx/Htm3b+m3NLES7v4raeck4nU751+FIPmVuoL75zW/i//7v/7Bjxw7s378fEydOREZY92h8efoZQFYZcNmTwKcPRDLplnwL0Km3yDOl1ketH8lg3a7Du+D2JQZgvEEvbnz/RnxzzjfR4m2BUWvE3MK5PTp9krqY9D2nzvWXWVdiK4ktt3ni06jThXgvDDmdcipq2OuT9eNEo4iQaBah1cA0ZSp02X1nPovrhNraejSSsMydC+/OneJOYDkqscyBVlGzjt1gaaQFg6GEzqc5hb1PXc90RnM8cyHQx5Qvykx+jxsBjwdBfyRLyJZfmLSba1/vGcpgnaWrNl3+5Gmo37lVNpAomjY74TrKbrBsMEHpRpkVFxrgNNiE4JxO02dTCho4TbeMxdhzZDMgGG0SFQwjFAxBq+MxH5Vg3UgS01OfeeYZGaAT3WDFG4w4lZeX48tf/nK/QcLx48fLv9XV1Ukvj66fMGHCEe2nVquV8/Hr6+tx+PDhzAjWOZuA7a/Gzy/4WuSvyQEs/0nKdosoaqFjIT5v+RxbquK/5h1dcjQ+r/0cYYRxsOMgbv301thlOk38jdlmsMGgZaBZbZJl0SUL4CmV28pjy53eSGmFdOE7WA3nihUIKqawduda+RksCxbAumhhwjTWkM+HYGOjnP7qr453uRXbaLOyYhl2ed+8WtScSJj2KrdTnGeDCRpp7Y1uQPFjfE5x8vImamBQBOv8igLplNlczU2oXr8aHfWHE9bbC4sx/ZQz+k1g8LldaDtUBWdTY0J2nJgGKxgtVhx13qUyCGgwJ2au6thggtKYMvDWPbNONJwQQSLRTCLkjAfrtIpsPI2h/w6mNDBa0Z1XqwFCidlzOpsB8bxGRKbE2tXbKGpMB+uCwSBef/11Oc315ZdfhkdkC4QjT7h4IxJTbpctWzagphTz5s2Tf9euTZwiFxVdP3duYsbNULR0TRWK1sEb8zY9A4S6/lnZi4Gpp6Z6j4gS2PV2+Jp98AYiHzqteivuPuluPLPjGdy//v4eRysYjr+BZxt77wxKmcusNw9ondJ4e+RHH8Hj98AVcMmxlkqB5ha4PlkB375uNUSTCQbhXr0ani1boBNZ5FqNzIQLtrYm3VxXUJDw/qpVfElTYoMJGk22bCNOv2YOOprc6GzxwmxT74d8o6LTYZCZdRnP53KiZuNaNHXr1hrV2VAHT3sbLNk5vd+G24Wtr73UYwqr0WqDXpElrdXpoNX1nGKuzKwTwbxwKDSobD6iVEyDFQE652eHEe7eiEd8xFGMX62JY3lYnw+dBuFuwTqtI/E9O+QOQMdg3dgK1n3++ecyQPf000+jsbFRBugMBoNs6vC1r30Nd911F1avXi27xw6U6EabnZ0tO9KsX78e8+fPT7j82WeflX/PPffcI56nL6bAijp+on5dRtj+Snx57pcBXVoPH1IhUT/sxR3x5jbfqPwG8sx5+Pbcb8v6dCtqVsBusCPXnIs1dWvQ7IlP+2C9OnWyJKmv2V+wbpx9XML5g50HMSMnXgtxtHm2b0fn2+/IqakJDAYZWNOYTDLrTTSICNTWyimygpgaGxBTY/ui0cBy1JwB7YdWUbMu7GV3QBpZRrMBUxfG60eqmUmRWRcMcBpsJmuvrcHuj95BOJgYbBANIETALPo+4Gxq6DNYV7dtc9Jac4XTBvadRZlZJwT9/oQgH1E6Ztb5Dnb0DNTJhllmhBWvnaxXN8xEdl23JhI6mz4SJO366BpyJTZ7o4i0jLbccccdshbdzp07Yxl0xx9/vAzQXXrppcjLi6Rn/+EPfxj0bRuNRnz3u9/Fr371K1x//fV48803Y5lv9957LzZu3IiTTjpJdneNuv/+++XpwgsvxJ133hlb/+qrr8JsNuOUU05JuA9xG5dddpncd9ERVtznmOduBao+jZ+fdWTBTKKR8MzOZ2SWUzT49o3Z35DLWo0WNyy6QZ6iRBfYv6z/C57a/hQC4QC+OOGLfFJUyKK3DGidksiiE1NloxmcVZ1VKQ3WGcrKIr8Id31505eWwLZ0KQwl8dp6UWGfD641a+Beu05OZe1OYzDIxhH6okJZp85QWtZvfbvYdZU163w++WVSfIEkopFltCoaTLCrXkYT9eh0BgMCXa/35uwcVMxfjOzSCuxftQJNe3fFgnUFk6fJ5baag2itPoiCqdNhyyuQNe4a9uyI3WZO+Xhkl1XAVlDUZ4BPSWcwyh9zosHBgM/LYB2lZ7Cu6zVRBOO8VR0JmV1iKqbGrIOxwgHPznjDMI2Jn12G9fnQa5VVKyLrRGMkURcw+vwoatBSmgfrfvGLX8gpNyUlJbjuuuvw1a9+dVhrvonGD2+//TY++eQTTJs2TU6hPXDgAD777DMUFhbioYceStheZPWJLDlRe05p1apVuO2222R9OzG9VmTR7d27V06lDQQCsgPub37zG2SEPe8A0a6Z1gKgPB7MJEoXV8+5GoWWQjyw4QF8ZeZX+mwYkWXMwk+O/om8Tr27HrPzEosnkzokC8xZDf1PaXWYHfB2RoJ1h5zx+m6poMvKgmX+fHh37YLthONhnDKl17IQov6c7bjjZKMIf10dEAwhHIoE1fQFBdBmZw+opETS2+5Ww04E7DQW9XboJBotZkWwLhQIISRqSnJKYkYSgbqyOQtQs2kdyo5aIANy0emn9vxCRbCuMTZlds+K9+WPJ80H9mL6F85A68EDscw8vcmMScedCK1+cF8JxfuECNhFs/PYEZbStcGECNYFmj0ItnuBaPacTgPbwqKE2nTKDDzl9enIaURmXffnyKyLTI/tqrAV7QxLYyBYJ4istNraWrzxxhsoKirCl770JeTkDOzXnv6IbLj33ntPZsk9+eSTePHFF2W23pVXXonbb78dFRUVA7qd008/XXakFdN1V6xYgba2NmRlZWHp0qUywHjVVVdBlylZBTtejy9PO00UsUjl3hAlpdfqceG0C3HW5LMGfIQKrYXyROokGosMJViXZcpCY2fky1Cdqw6pZl2yGNZjjh5wJpvWZoNp8uRh3QeRlScz/Loy9kQ3WjBYRzTiTLZ4zTqR6BT0haFVb3PcjCcCdHkTJsvAXfesuyh3WwuCAT/aaqpjgblQMIDdH76DUCD+pbh4ZuWgA3VRYtprNEjHjrCUTkS2nOhCKpsWiGYsGxtkImiUcZyjRxMJ5fRYToMd5ucjSWddkVkngnhhT+S4M7NuDAXrRIbbo48+KmvVffzxxzIQ9v3vfx9nnXWWDIKJenKidt2RsFgs+OUvfylP/bn11lvlqbvjjjtOnjJeMADsfit+fsYZqdwbon6ZdKybQgOTrDGETd9/U6BcS25sud5Vn/LDLQNlqd4HjUZOhRW18KIdYfmzDtHIM1sS//17XP6EDrGUWUQmnS5J5qQ5K1sG3mQwLhyW3WJFsE4p4InXKdUZTSicOvS62nIqbBdm1lE6EZ9HLHMK4FpTF+lCGgjFp2FqNTCO71neI6RozqNsUEHD8HwkyVTUWnQJQbxQV9COEqXlSFyyZAn+9Kc/oaamBi+99BIuueQS+Y/uhRdekBl2paWluPbaa1EnpvDQ8BM/y656EHjvTtEXHqj+HHB3zePXGoDJJ/OoE1FGsBvtA8q2605Mt45qdEcy7Eh0UFPUrROZdUQ04kyiULeC19k1r4hUF8QTNemiOuvr0FGXWMJHqXj67B7ZeYOhbCghatYRpRN9tgmWyvwe640V9qTTXJXTYJlZN7y0SYKfWrMhcRoya9alPrPugQcekPXfonXp+qPX62UWnTi1t7fjmWeekd1hP/roIzz44IOxujo//elPZUOH7p1daYi2/xd49X+7ll9JrE838QTx0x0PLRFlBNEdeCABvO6KrEUJXYipZ926kIdf3ohGg1anhVanQSgYyR3xsKueaompsB31tXK5ftc2OfVVEBl3BVOmo37H1q7zBhROH3pWnaA3xoN1Qa/viG6LaCQYim0IuQPw7m6NrNACxgnJv8cm1Kxjg4lh1X3KsTzGVn1CBmMoSZdeGuXMOpEtJ6aTiqYMgyVqwX3zm9/E+++/j/3798turjNnzpS17e6++27ZvXXWrFmy5hwdof0fx5frNgNr/xk/P/1MHl4iyuxgnb7/YF2JNd5ptd3TPuz7NVYldIT1MrOOaLToFNOJvC5m1qmVLT+eWRdQvAZnFZehYv4SlFbOkwG9yceflBBsGwqdMT4NNuDnjzOUnkRwzjQ1B7osIyyVBdCakucqKYNFzKwbXhpTksw6i77XBh+UomDdhRdeiCuuuALf+MY3juh2xo0bh5tuuglbtmzB6tWrZT070YRCdGxNVluOBqlxZ++XTT+dh5OIMoboCjyQdd2V28tjyx3ejmHfr7FKq8isCzOzjmjU6BTd9rzMrFMtZZMJpeyyCjkjSXSQnXnq2fL8kUrMrGOwjtKTGPemidmwHV0qM+16w2mwI/gcGHsGSEUDEGVmnbLBB6VoGuyvf/3rYb/NhQsXytM999wjO8c+/vjjw34fqtMUafveQ+FMIG/SaO8NEdGISRaYcxgd/V5vnG1cbNkX8KHD1zGg62U6jTn+5S3EzDqiUaNXBOv8LNStWgaLFUarDT6XM2F91jAE5/rMrPNxGiyNbWFFg4lkNdZo6LTdM+u0mkj5BkXtwBAz65LKmJGo1Wpx5pln4oknnkj1roxtfjfQejB+fuqp8eW5Xx7cbYVCwOqHgIOfD9/+ERENI4ehZ4At25Dd7/XG2ePBOuGgU/G6qWIJ02CZWUeUmsw6d6ROGalT9+w6S24ejJaenc+HNbOODSZojEuYBsuadcNKY07MD9PoNT2OszJYSinKrKMxoGmP+OcSWdYZgcv/BWx9CfA5gflfHdxtiVp3r9wIlM4Hrnlf5CGPyC4TEQ1VjjGnx7psU//BOrPODIvBArf4gQNAVWcVZufOVv0ToZwGy8w6otGjV2Qo+NhVD2oP1rUc3B87n106/Fl1gk4RrGNmHY11YT9r1o2U7g07NF0/LiUG6zgNdlgz666++mo89NBDSS/7z3/+g/Xr1ye97JZbbpHNIGgM1KvLmyJ+qgWOugRYdIWoXjy42zJ21QWYczEDdUSUlrKN2QMK4CVjN8UbURxyHhrW/RqrNCbWrCNKBYMiWOdn7R9VUzaZEIajPl0y+oRpsKxZR2ObsmYaM+uGl7ZHZp22RxAv7Gdm3bAG6x555BF8/LGia6jCBRdcgD/+8Y9JL6uqquo1kEdpoFFRr65g2pHd1txLgZsOAcf8T+L6cBioWgm4u9poExGlU2bdAKbByu3M8e1qnbXDul9jlVZRsy7sYTdYotGiV9RY8jOzTtWseQWybp1gzsqGLS8xeDcSmXViGmxYfL4nGqOUmV1aRZdSOnIaS/LMOmUQj8G6DK9ZR4PgaQc2PJ24TtSVO/BJYnOJIw3WCSLzRG+MBOhaDkTWffQ74KHTgZd/wKeNiFJKp9VBr41/WBDLBpFRPAB5lrzYcoO7YUT2byzXrAuxOyDRqDGYldNgOZ1IzbQ6HaafcgbGLz4W05afBo1WO+KZdeFQCOEgxx2NXSFvPLOLmXUjnFkXnQareN8KB5hZlwxr1qnRs1cDu98CSucCRbMijSD+eyNQuwnIVqTKF0wf2u1/cj9QvgiYcFzkfEct8NRXgeY9wA82AsVHRdZ72obhwRARHRmD3oCALxBbHqgCSzxbocndxKdBfvBSTIP1RjItNKxXSjTiDKb4R/oAC3WrnsnuQOHUmSN6HJSZdZFx54VRz6+WNPYz6zTsBjustJbuwTpdz8w6BuuS4iuq2ojAXDgYn/IqgnUBN1CxBGirBpzN8W3zh5BZ17wPeOsXkfu47jOgaCZgK4wE5vwe4NAaYMYZwM1Ng6+BR0Q0Aow6I9xwx5YHqshaFFtu8bTwuZEfvMwJ7zdhvx8aRfYFEY0Mo0kxDZY162iUMvi0ej1CgUA8WNc1/ZZoLJGBolC414YIdGQ03YN1XTVWlUE8BuuSY7REbUQq/NdfALydkSmq0UYQ5/weOPp/gAeOjm9bMHXwt6/RAgu/DriaI4E6eZ864OIHgaxywN715ZaBOiJKEya9Kelyf0ptpbHldlFegHoE5kR2HRisIxpxBkWGQoBd9WiU6AzGWLAu6PPxuFPKhLwBtL22H47l46DPGfhnuWSdSKPBJBoeOmv3YF1XzTplEC8QRigUgnaEpu2PVQzWqZWii2FM5+H4sr0YUBRPj9n9DhAKANNPT367uROAc+/rub5swZHsLRFR2gXrym3lseVO8QNIBvDX1sK7cxdsy5YOafqqRqeDxmCQGXWxJhMOxwjsKREpGRVfegLsqkcD5GxqRPX6z6EzGjF12RcGfdz0JhP8bldk3LEjLKVQy/O74d7QgEC9CwXfPqrXzzAhdwD+w53Q5Zihz4vMBggxWDeyugU/ozUBu2fcyY68FgbrlHg01CYY+QKVVM36vuvVtR8GnvgS8OSlQN2WI9uPN28G/npiJPhHRJRCZr056XJ/xtnGxZb9QT9avWO7w7WoL9fx+hvwbNiAUEfHsNStC3m8w7R3RNQXo6JQd5CZdTRAovlEZ0MdOutrh9TNNaEjLJsKUQplnzYBujwztFa9DNqFg8kbFnh2t8C7tw2B5kj5k1iQKEqvhUY7+B8rqXcyW04fP6ba6DTYbhl3IVckS5eGKbPun//8pzx1JyLZvV1GKdSyH/jLUnjGn4gP5v8OYSS+EC3Y+gGKu5artGXYulmRaScyTtx1OLmr3t3rDXlAQ+LlpVUvo6VgMTzW+NSw3szfvw0lhzdg6+Z1qPLMPuKHRmPP8hlFMLM1Oo3hYF2FrQIaaBBG5AvOg9seTKhjl8w5489Bvjkfw0l8wTqS4FrsdgIBGMaNg3fXLgQ7OuDdvgP+Q4dgnDYVxvHjB7c/XV/avNu3I9DE5htqZygrhb6wkM1GRpDRakjoBrvh3YMjeXc0ABPm5COnyDrsx0q8xnpdzuG5Mb0e5fOXwJyVDY+zc9D/RkPhMPxd01+bDx5AgB1hVc+Wmw97wei/3otMuZA/CPfmJnnSvboPtuPLYCiwJGwnAnNimmug0Q13V+dsf2M8cKdV1P+k4aPRaxEORI63pqshUveuu85VtdBljc06x6YJWTBWONIrWDeUX2AEdoZLkX0fAr4ObN29G9duXtfj4qcNh1Dc9W/mkR1GPLR1bZIbeTLy5/HEy0rQhBWmH8vl47z3ox65fe7KYs1xyNLMw5aVxahbmex+KNOt+tkXGKyjtGDRW5Iu90c0o7AYLXD5IlOAHt3waL/XqcytHPZgnQjU7Tz6mGG9zYY//AH25cthqaxE6wsvwLVq1bDePqnP9FWfQZeVlerdyFgmxXQi0WDi43/vSun+EKA3aEckWCcCdX+++rJhv13x/Uyn1yPQVcaAaKiuf+gpmG1JSi4Ns5DLj0CbD8ZSGwItHoQ74mM32O5D++v7+7y+odQG09QcBJo9sXWsVzeCwTp0Beu6MsFjGXeBSEyp84NqjFX2E8vTK1gnCgDS2BKa91X85GNg7+HGpJeXa+PZD3vD/WfHmeDD0drtWBGag2yNE6tCs+T6/gJ1wurwTHQloxARpdR4x3isQiQYNc4Rn9o6EMWOYuxr2odM5N25E4GGBlnHrkcTCa02Uo+OiNJCXqkNIpFliL+jk8pk5xegbNJkNNfXoa7qAPJLSjHnmOPQ1tyM9R+9n9DxVa83wOdNfL0fP30GdHoD9m3dnIK9J4pwrqtH28t7YV1QBMvcgkEflnAwLDu/ai3xDC99/sB/tKWBExlzoc5IMNVQHP8RQ2c3ItjKkim9YYMJFXnss4N4pkZkdESyOmaWOKDrmpNvCntQ0RIP4mkLp6NSF/8FfLZ/Czq0WTioi3yRLQzW4/aOX2BcqBq/tN+Mz4zH4A7cBUPYh0rN2ExfpdEVHXtEqXbdnOtQ1VEls8Wvq7xuUNe9aclNuHvN3WjztA1oe6t++LMshoVWC112NoItLbFV/poaeUqg0SD30ksRDoXQ8tRT4pc7udo0YwYMpaUyAy/kimQaEtHoyS60YNFZE7Hzs1qEgozYpQOTLT41OR2DdcXjIuUNRLDO5/XK+nUmS2IpiHFTp6OoogLb1nyOztZIXVaRfTe58ii5fGjvbvj4ww2lSEhk0uk0MI5zINAQn8qqL7HBMisP3t2tCbXrNAYtRBWosK9rnU4Dz95Wed5QZoMuy4SsUyek4qFkvOxzJqPt1X0wlFhhnpUXX3/uZLS/dQBhd2JH3rFGN0Kv95rwUOey0qiprKyUf7dsGXpTh+oWF077/YdwdRUdPmduKe6/bB7w8veB/SsinV8PdzWY0JmAn9WId+P4Dfy/pUDtJuCSh4A5F4uWT8BL1wHbXgG+uwrIGXg9I8nvAQ6tAVxNwOzzhvy4KHPHe9SRjHsiNYz74ahZJ4JynW+9DV1hAbLOOqvX7UQtu/bnX5B1jnIuv0x+uQsHg2h77nmE3W5YFi+GuZJ1SKknrcPRowwKX+9JjY503A9HzTp3aws6G2phcmQjq6QMoWAQQZ8XerMl4d9p84G9aNi5DXqTGZOXnRK77ND61fC0tWLCsUvlZURKJqtt1F7vxVRYEXRr++8+WfNMsJ9Qhpxzp/Qc99ua4D/UCeOkbJin5PBJo7SP4zCzTgXEm/rrj92N74T24j+a49FgmYRbz6sEtr4IrHs8yRVCwBs/A866K3Le7wayyoGmPcDkkyPr9Ebg4r8DoaBoJTX4nXI3A4+cBWh0wM0NIs/+CB8lEZE6yTpDR1gLzF9VBYjpTgUFsduSQcD2dgTb22EoK4NGp4PGYIDtxBMRFl/qcuIfdLPOOhPuDRthPXqJ3I6IiEbuNf9I64GJ6+eW91/2oXDyNDTt3oHCKdNhFgEYUWMKwJQTlh/R/RMNF21Xcx1/fTyrX1/YyyyGUBjQakYsC4pouDFYpwIbq5pxSuOTmKyvxcFwIY4792wU2E3Avo+SXyHkBxp3xs8bLMBXngZ8TsBoS9x2qEE2ezGQPw1wlAC+zkhmHxERpYR5zhyYZs5EuKurX1TLv54C/H7kfu2r0OXmQmuxwDJvbuzyQH29XC+Ced49e9D5zruwLT0BWmuaTvclIqIBM5gtmHPOxTJIFwoG0Lx/H/LGT4oF7YhSIRwKI+wJxAJ1gujumpBtl4SlsgDmWYmTCgNNbgQ7fNAXWGT9NKJ0wmCdCqyuasMHgStwle51HCg+Db+dXx654KCiu9/8rwL2osgU2IrFQOn8njfUPVB3JESQ73urh+/2iIjoiGj0enmKnddooM/NRdjvl6fuXJ+tkjXqLEsWw3bssfDu2BmZCrtoIYN1RERpyu9xw+fshDk7RzaJiGo9dBAddYeRVVqO7NJy1G7bJKfBFk6dgcKpM1G/czsObVgt10076dSUPgZSN1GLrvGfW2BbVIzci6Yh5A7EmhcIogaa4+RxPabiCppuNbN91R2y3p1Gp2GwjtIOg3UqsKG6DR+G5snTt6dURF643K1A/db4RifcABRO73nlzgZAbwLMRzbFioiIxp7sS7+U8GHXX1cHnd0OjdUKXX6kWZFGp5dTZq2LF8vGEyL7joiI0lNrdRWqVn8qa9VNW35abH17bQ0adm2DRqeVwTpXS5OsbRf0B+Tl1tw8mOwOmVm3Z8V7aD98CBOWHI+8CZNT+GhIjbx7WwHRSEcX+Xzib1A0ttIAhgpHZMpr1+V90edZ5JjXWjg1ltIPg3UqsKE60r1JmDeuq8ZQtchq60oDtuQC+VOTX/nDu4G1/wROvR045prR2F0iIhpFHW+/Izu4Wpcslh1dlZSBOhGQa3/hRZlll/OVy2GcMllOeRWZ0mI7y/x5fN6IiNKc+FFFbzbDkhPvyCiI4J1Wq0VWUeR9oGLeYuRNmAJzVqRUjd/tRt7EKTI411J9AKFAAMFAJJBHNJqyz5gE86x86HJM8ryyE6yh3I7i63vOEPMeaEeg2Q1juQOGonipDtFJFuJElIYYrMtkwQD8j12Co1un4RCWIgA95lV0BesOroxvN+4YQFl7ouqzSKfWCccDdZuBgAfImzT8+7f+X8BnfwGmnQ6c8vPhv30iIupTyOOBb+9ehL1eYMniPrcV22hsVoQ7OqHLyYkE6BYs4BEmIhpDiqbPkicRtFPKKR8nT1FGm12eovInxbtrjl94DMILjpZBP6JUME2Iz/pKCNYVJM/uD7Z4EGzyINzL5UTpiMG6TLbleRj2v4eb9J/jv8FjkW2zoiK36wWqqluwTmn1P4CNTwNf+AVw5X+BmnVASbyg+LARjSUObwCy++9GRUREw09rNiPnsi/Du3t3j6w6IdDYCNfKldAYjHCcfhryvv51hIPBpB1fQz6fbFChMRqhNbJIMxFROjuSJhHKIB7RaAm0eqGz6aExJH4GCTT03wnWNDk70kQiN3mAOSym1WoTZxQQpRqDdZls5tn4cOINeGNXO1ww49hxkUwIBP2RzLmo8ccmXk9k1PndkamxYvvyhSOzf9NOBS5/uvcpuEQjyOV3YXfrbhxVcBTfmEnVdFlZsC7s5XU+HIZv335oFHXokgXqhM6334Zvz17Ylp8Ey1FHjdTuEhHRCBHZdj63C0GfF66WZljz8mHtNl2WKFVa/r1D1qfL+/JMmKd2zRYTU7QVnWA9O1vg3t6MvIunwVASb46oyzLJU7LOsp0rDiHsDcJ+YgU0xuSfcYhSgcG6TGa04RGcg3eD9fJsbAps7SbA3/ULhNYAlHWbxrToykh3WO0ID4/ciZETUQq8U/UOfvbxz7C0fCn+8sW/8Dkg1RC151oefRS2Zctgmtx3YXAx3VUE30RAT1yvr1+cRfadLKkQTJxaRURE6aGtpho1m9cjp3w8Sit7zprZ+NK/EfB6ZF060fU1d/wkTD7+pB7bieYTnQ31MDkcyC6tGKW9JzULdvoQaPYg5ArIDDllsC2gCNYF232RKa9OPwbSMkLZHTbsDgAM1lEaYbAug4kvVhsOKptLRArE4uBn8Y3K5gOGJHP31z0GfPwHYOmNwOKrRmN3iUZVo7sRZp0ZcwtHYIo3UZrx7twFfVmp7OQaqKtDqL0DHa+/Ac2558I4rvcvWhqDIZYlJxpRiOYSohGFvqCgx7b2L5wCx6lfHNHHQUREQ+dsboSruRGWrqYR3RmsVgT9PjlF1lFcCntBUdLt2usO49D61bLhBIN1NBp0diNK/ncxfAc7oO9qLCGIwJzsDCtogOxzJskfFpVZdcF2L0K+EHRZokxHz8w568JiaAxaeSJKJwzWZbDqFjeanL7Y+Xhzic96r1cXVbMe8LQC3vaR3UnRzKJlf2RKrJVp9jSy9rbtRZYxCwWWAlw15ypcOuNSBMNBHnbKaIHmZnS89Zacviq6uOrz82X9uWBnJwylJQO+Hd++fQh7PLAuWjjs9Y+IiGjkFUyaJru7Gi3J63pNX346dAZDv6/nlqwc5I6bCFt+zx9uiEaKRq+FaVJioNmvaC6hyzbBWtlzTHp2tyLY7IFxUjbMU+LTZ2PXsw0kB49o9DFYl8E2VrfFlifkW5FrM8r6QzJA1l+wTtS1M9iAeZeP7E6+dD3QtAu44mVg0okje1+kaoFQAD/98Keo7qjGPcvvwXFlx8EmxjiRCuiLCqG1WOV0VsE0ffqArxtyOmXAz7JokSxjqsvNHcE9JSKikWK02ZBnm9Tr5XpTz5peyWSXVcgTUaopO8HqCy1JZ5rp88wIdfhgLOXnfhpbGKzLYBuqW3tm1bUdBDpqem8uEXXeH4GABzA5RnYnxx0NOEoitfOIRlCLpyVSb0sDTM+NByqe2v4U3jzwJs6ZfA4umnYRnwPKOPq8PGRfcons1DoU7nXr4F63Hub582BftqzX7fw1NXK6rS4/jw0miIhS3ChCmR0nzg80A1puq9Gw+RaNCYHGeCdYQ6FVNpsItnqgz7PIIJ347G+amA3juCxodMnr7obcAfjrnIBWA9P4yI+aROmAwboMtj6hXl1XsK5mXXwD0dzBnrwWBXSGyGmkXfDAyN8HEYBCayGePOtJ7Gvbh3xLfuyY1HTW4PPazzErbxaPE2Us8WFVM8CMiWRNJsRJ28/1gy0t8GzaBOOkiQzWERGlUNWalfC0t6F87kLYC4vRsHsHGvfsRMXCo5FVXNrr9bzOTuz+8G142lqRO34iJh+/fFT3m2iw/PWJmXUd7x2Ea00dss6YiKzl42KX9RaoE0KeALy7W6Gx6Bmso7TCYF2GCgRD2KSYBjs/2lyiaXd8o6LZSBsiiNheE+lMm1WW6r2hDKXT6jA1d2rCujMmnYFZ+bMwNSdxPdFY56+tRbC5WU551eiH/nZvnjMHuvx8WUYh5PNBazQm3U5fVATLkiUyk4+IiEaPp6MdbTUHZU06rV6PloMHEPR5EfT75TTA+p1b4e3sgLejHegjWBcKBGSgLtplszeulmbs/uAt6EwmVJ55wYg8JqLBZtaJYF3I6Ye+2AqtUQv3lkYYJ2TJ5hR90VoN0JdYobNyphelFwbrMtTuhk64/ZHC+TqtBpVl0WDd3vhG+VOQNtY+Cqx+CDjhBuDU21K9N6Qis/NnyxNRpnGvXiObQoiAnW3p0iO6Lddnq+A/eBD2U06BuTL5vxd9YaE8ERHR6GrYtQ31O7ehs6EeU5aejNmnn4fWmipklZbLzOqZp54js+sKJk/r83ZMNjsKp4mZBmEUTpnR63YarQZ+jxvhcGR6LVEqBJ1+hDr8CdNgzVNzkfXFCfBVtcOzswWBFg/sJ0T+HfRGa9LBOoefXyj9MFiXoTYopsDOLHHAbOhqU928J75RXhoF60Q2XclRQNn8VO8JZaBVh1fh/1b8H44vOx63Hn9rqneHaMTJgsplZQg0NcI0u/KIb09rs0HrcECXx+YSRETpxpqbD3N2DgqmTI81kiiSQbd444jSyrn93o7Iyhu/qJfmcwomuwOzTj8XOj0zkSh1/Ic7Y8taqx7arHgGnZjSahzngC7HxPqLNGYxWJehLlxQgdml2Vhf3QpLNFAnNO1Jz8y6E/+/yIloBOxp24PDzsNo8jT1uMwdcGN3y274Qj4sKl7E408ZQfyCbF24AJYF84flQ6rj1C8OKEAY9vuBQABaq/WI75OIiAYmf9JU5E0cvc/1Wp1eBgiJUsl/2BlbNpTZEz7viCw7cRoMOfU7HIZG138jFqLRwGBdhjLqtTiqIlueYjztgLM+PTPriEaQ6PQ6I3cGDEm6Dle1V+Err34F+eZ8vP/l9/k8UEYZjkDdQAVbW9H6+BOykUX+Nd8etfslIqLRfb0nSgf+GkWwrsQm/4qprx0fVsNYbkf2mZMGfFvurU3w13TCNC0XpgnsCEvpgcE6NVFOgdVbAEfvBWZToqMOeO6bgN8FfPvdVO8NZRCH0YGFxQuTXpZjykGprVQG64gyga+6GhqtDvrSklH98qYxRILh4UBAZtnxiyMR0chytTTB73bHatONpqb9exD0+5A/cQp0hr4L+BONfGZdJFgnGkyIzq4iQ24wn0Wi3WLDvkjNd6J0wGCdmnSfAqtNsxRfvRHY/1Fk2e8BDOZU7xGpQLGtGG9e8maqd4No2LjXrYd//37Yli+H5ag5o3ZkRV27/O/8D6DTMVBHRDQKGvfuQsOu7SieOQcV8xeP6jE/uPYzBH0+ZBWXMlhHoy4cCMFfH+8EayyzR/5OyELel2fAe6ANHe9WwXZ0KXSO/oPJxknZ8qQxpNn3Y1I1BuvUpFnRCTZvMtKOOQe4+B+ArUAUw0j13lCG6PB14Pldz2Ny9mQsq1iW6t0hGnFaixkasxn6otHtbCZ/vdbzYwUR0WgRDR4MFitseQWjftCzy8YhFAzITG6i0eavcwGixpyg00BfaJGL+jyzPAVa3EAI0OgHFnzTGjmOKf3wU7WapGtziSjxRe+oS1K9F5Rhdrfuxu9W/w7F1mK8/aW3U707RCPO8cUvyqkfRESU2crnLULZ3ORlPkbapGP5AyilyRTYYmuPphCOk8bJ7DsNg3A0hjFYpyZNu+PLbC5BKmHSmXDahNOQbVI0W+nmrs/vwrambbhh0Q2YVzhvVPePaCSkql6c6/PVCLmcsCxaBJ09MiWFiIhGDuuDkhr5D3fGlg2l8c8bYX8I/lonwsEQTBN7/+zfXcgXhP9Qp+wIa56SM+z7SzQUDNaptcFE/lSkpcZdQPM+oGBqek7VpTFndv5s3LP8nj632dq0FWvq1uCw8zCDdTSmhUMhaFJYj9SzdStC7e0wTZ/OYB0RUQa/3hOlTWZdaaS5hBBs86L+z+tlRl35L48f+A0GQ/DuaQW0GpgmZzMITmmBwTq1cDUD7pb0ngYrvP8bYPOzwGm/Ao7/bqr3hlTim3O+iS/P+DLmF85P9a4QDZmY+try2GPQWqxwnH46dNlZo340zXPmIOz3yWYTREQ0cna+94bsxjphyfGw5Y9ujVKhavWnaD10EOVzFyJ/UpomAVDGft7x1cSDdcauTrCCxqSDNssou7t6D3XAVO4Y0G2K4J4I+slps6KSSGomKBAlYLBOLZTNJYwOwDb6b+oDUjAdKJkLmAeetkzUF1/QB6Ou7y5QbDxBmSDU3hE5dTqhtVlTsg/WRampnUREpCaisYOzqUFm1+mNppTsQ9Dvh9/tQsDnTcn9k3qJ7LmwJxA7byiJB+tE59fCb86Be1MjAjXOgQfrdFpYKke/UQtRXxisU2VzicmRZg7paPlPIieiYeDyu3D8v45Hub0cz5z7DKyG1AQwiEaDNsuB3Cu+gWBzMzTsykpElLG0Oj2OOvcSdDY2wGgfWDBiuJXOmY/iGZUwMpOaRplfkVWnyzFBazUkXK616GEc54DGzFAHjW0cwWpsLpGu9eqIhtn+9v0IhoPo9Hf2Gahr87bhQPsB2YxiRt4MPg80ZouM67Ky5ClVZBdavx/QahkwJCIaQQaLFbnjJqTsGJsdqXuvIXXz1yibS/Qsu6HLMsnTUIgGE4JGm6aJLaQqDNapsbkEO8GSSszKm4X3Ln0P9a76Prd768BbuO3T27C8Yjn+9IU/jdr+EWWazrffhnf7DlhPOB7WhZwSS0RERCPYXKKsZ+f55md2ItjuRe4FU6HPtwz4dl2bGhCoc8E8Kw/GAU6fJRpJbCGkymmwadpcItoN9uGzgccvTvWe0BjnD/oRRhgFlgLZEbYvYpsyWxmyTayVSGNTyOVC5/sfwLtLkUWdAhpDpD5k2OdP6X4QEWUqUafuwOefoGnfboSCwZTth6ejXe5De21NyvaB1MmnCNYZk2TWia6u3l2tCDoH91lENKUQwr7QMOwl0ZFjZp0aiGlJygYTaZ1ZpwEOfBxpgkE0RH9c+0c8s/MZ/OjYH+Hs8WfDoE2sZdHd8nHL5YlorPIfqoFn0yb4Dx+GaVrqSh3YTjhensCaeUREI8LV0ozGPTvRUrUfeRNT95m+o7YGVWtWIqdiPLJKylK2H6QuIV8QwWZPn9NgzbPzEGzzIewbXDDbNDUX5mm5gJ75TJQeGKxTA2cD4G0fG5l12eXAxf8AbAWRIGO6NsKgtNbsaUartxWP7XoM+zX7cd2462DU9t0Rlmgs0+VkwzxvHrT2ntNBRpPG0HdgnIiIjozeaETxrDmA/Jicus/JJrtDBuksOXkp2wdSn0C9K7asMWihyzX32MZYZkfQ6oXOPrjP/lqjblj2kWi4MFintuYS5hzAmsZvqgYLcNQlqd4LGuO+PvvrmFs6F4e1h1FkKmKgjjKevrAQ9sLCVO8GERGNMJMjCxXzFqf8OGeVlssT0Wjy18WDdfoia9JGENYFxQgHgtDomCFHYxtHsBrUb4svF85M5Z4QjYopOVNw0aSLcHnZ5bDr7VjRsqLP7f0hP2547wZc9fpVcPnjHwKIaHACDY1wfvopPJu38NARERHRiAXrDEXWpNsEO30INLgRcgcGddshTwDefW3w7m874v0kGg4M1qlB/db4ctEspL26rcDON4C2Q6neExrjXEEXNnRswIbODX1up9fo8VH1R1hdt1pOnyWioQm2NMO9eg28u3byEBIREdGwCtTFm0voi5MH69r+uxf196+Ha2PDoG477A/J5hS+KkX5KKIU4jRYNRDBr6jiSqS9N24C9r4PXPhXYN5lqd4bGoMafY3IN+Qj15CLRVmLkK3vu8urqPly83E3w6wzsyMs0RHQ5ebBPG8udLm5PI5ERBnM29GO3R+9A41Wi9lnnJ/q3SE1ZtYlCdaFg2F50toMSafI9kVj0sFQZoOGtesoTTBYl+lEk4Z6xXSkotlIe2KqrrslUr+OaJBa/a34+6G/o9BQiG+UfQOn5p86oOtdMPUCHmuiI6QvLIC98EQeRyKiTKfVwtPeBo2ORflpdIS8QQRbvbHzhuKenWDD/iCMpTYYy2ywHVs66AYTltkFw7KvRMOBwbpM13EY8LSNrWmwZ/421XtAY1idr05Oa7XqrDBo2ZmSiCiT+X1BeDr9cOT17AhIRCPHYLZg+smnQ8su4JSqTrA5pp4baTUwjnMgHA6ntFsy0XBgsC7DtR/cgv2hSZir3Qc4StO7EyzRMJhhm4EJ5glwhSJv6OLNWizroJPTXHtT76pHrbMWhZZClNoH90scEcWJf3MIBKDhFzgaYZ//dx9WvbIPReMd+NJNS3i8iUaRVqeDo5ifl2j0+LvVq0s2zVVkx5lnHNn33XAoLP8Odhot0XBjg4kM1tjpxZdf6sBXfT/Dc8FluA9fwYvr2LSBMp8IyuUZIm/U/2n4D/5U9Sds6tzU53X+vP7P+OqrX8XLe18epb0kyjzBzk403f9nNP3twUjQjmgE2fNMQBhwdfh4nImIMtxAOsEKnp0taHp8K9rfPzjo+3Ctq0fHu1UJWXxEqcLMugxmN+nhCHfCBB3Whabi8YZFOHn9IVywoBxp7dAa4M2bI5mAl/wj1XtDY5xdZ5d/PSFP0svrvHWyY6xX60WZrQwmXZKUeiIakFg2XSgUObGWEY2gKfMLUTI5G9mFrHFLlAptNdUI+LzILquA3sjPTzSazSV61quLZsUFWjxwb26SjSYGTRfJpgv7gkPfUaJhwmBdBjMbdHgw51G0eQ+gHVZ4x5+EBbNLkPaCfuDACiB3Yqr3hDLA0tylWJ63HDpNzwLIoXAIrYFWrO1Yi4nlE3HnMXeyvgXREdAYjci7+qpI0E7L5H0aWUaLQZ6IKDUOfP4J/G4XZp52DvQi05VoBAUUwToxDTYZX1U7/IedsB1TAkvl4JtFmGfmQTMrD9DzMwylHoN1mSwYQHbzRmRrI11z7j53ElA2HmmvcAZwyUOAfQwEFintmbS9f3jc5tyG/zb8Vy5/Mf+Lo7hXRJlJFHPW2JL/2k1ERJnFXliMgNcr69cRjaSQJ4Bgm7ITbPJgXdgfgs5ugHG8A+bpuYO+H1HzjihdMFiXyZr3AsGuFzWNNhIEGwssucCci1O9F6QCDb4GhBDCAscCTLVOTfXuEBHRIG1dUYO96xswbmYe5n1hHI8f0SiafPxJPN40KvzKTrBGLXTZyX+MN03JkYE6sBMsZQAG6zJZ/Zb4ct4UwGBBu8cPnUYDm4lPPamDP+THitYV6Ah04OzCs6EVgesuS3OWYqZtJoxaI/a17cN9a++DVW/Fr5f9OqX7TDSWuTdvRqijE+bK2dBlZaV6dyjDHdrZggObmhAKhhmsIyJSwxTYouSdYAW5XqeVdeuCoXCvte16E3L75TRacRumCfwMQ6nFiE0mq98WXy6eje8+uRavbDyMOy86CpcfnebTYQ9vBNprgIolgC0facPZBGx5HrAXAdPPAPQjVJ+jaU/kfgxWYMHXATPfLIZK1Kpb1bZKZtCdlHcSsvTxY6nX6lFiiky33uvdi3eq3kGe+cjavWei6o5qrDi0AgFtABdNvggW/cgUc19TtwafHP4ErcFWfPeo7yLXOPjpC5R6no2bEGxqgqG8nME6GnETj8pHKBBGxSy+XhARqbm5RFSg0Y26P6yF1mZA2c3HDup+Qt4gvHvboLXoMzpYFw6EEGiNzMALewLQF1qgHeZkHjEl2b21CYZSW5/de6l3DNZlsjpFZl3RbOS3GeVibVvyrphp5cXrgLpNwFefA6alsJZYOBxpeKGPHDv4OoFX/zcyrfiH2wFHcWS9pw0wOhILqouA2973ANHYYNZ5fQcd3S2A3iyzHyPX3Q28e0ckI/Loa/rex1UPAlUrgWU/kkFZSiQy6Y7NORYmjQkGTe+FyFc4V2DJ1CU4qYBTOoS9rr2w6qwymLm1aSvu+OwOOMwO1BpqcXXF1cg15KLeVY8CS4Fs1CFqlYnA6Pr69djQuAEWiwWnVZyGHENOr8e8zdeGDc4NmG2bjQJjAVbVrsLfNvwNE4sm4pGaR3Dd+OuS1hz0B/14fNvj+LjuYxwz7RiUW8pl1iSlB9O0aQiVl0NrZ+06GnnTFpfIExGNvkMb16K1ugrFMytRMHkanwIalWmwvdWrE7xV7bK2ncakg8Y8+PpzWrMehjI7tEO47lggAmiePa1oenQrNAYtci+djsBhJwztdnl5yOmHaVoOdFkmmaUYbPfBe6ANGp0W+jyzDPJp7Uboc3pPWAmHw/J2nKtq0f7mAeiLLCj54eJRfJSZg8G6TFa/Nb5cNBs3LJmO/z19BhzmMdA5TQSdtDpAN8xD1OcCdr4mkqSBORfF13/+j0jAa+6X48HBjjrgmSuBcUuAU38ZWZczHphxNmDNiwfqhGeuAqo+Ba79ECjo+rByeD3w3x8BRZXAvMvj24ZCiUG9jf8GXvousPwnkYCbkFUOLPwGMOt8QNf1fDXsAB6/JBL0u+b9+PW3vQzs+wCYvDwerGvZD+x6K7Iuuj8+J7DzdcCUDUw6MR6A7GyIBEZzJwF5k5CJTsw9MWm9uh3OHSg3lWOSdRIqsyqRb8rH8TnHI9PUOetk1lpHuAOVRZWY45gj19+x8g7UuGpw0uSTcErZKSg0FsrpwD9d8VMUFhXiuPLj8JWSr2BW/iwsLlkMa5YVdr0dOfoc+UZ88X8uhi/kw4XHXojLSy/HBMsEvFv1Lh7e8jBmVczCIe0hfGfcd2DWmmVATxxvMe1YBPb+sOYPeHTro1h+1HLUl9bjkuJLMDtvNs6dci6Kiosw1zFXBure2P8Gfrf6d8jJysHZlWfjyvIrZUbkg5seRIevAwVFBTi3+Fz5eD6s/hCbmzdjUfkiTHJMQpGxCLXOWqytWwsXXDh1/KnI0mXJ+2/xtODTuk9RbC3GosJFKX6GMot1CT+QERGpQcDjgae9VXaEJRrRsVbn7LcTrODb346wL4iSHy2GLqvru84gg3WW2Wk0q6ufoJuxzIaQKwBdjgnONXXwbGuGaUq2DKyJzEKR1ebd3SamGkGj10Q65S4pkduH3AForQZos4xyu6YntsFf3Ymc8yfL2xQZjEGnH60v7IZpag4slfkyCCc65noaXDBNzILGoEM4GEbrK3vkfYvLRDBVNASxzCuUwTrLvCKEfMFY8w6x7N7cCEOJDcaySJCQkmOwLlOJwEzzvvj54krk2gb/gpUyF/2t78trN0Uy1yovGNztelqBZ68GtPrEYN3ud4Ad/wXKF8WDdWLbqk8iQc+TfgIYbZFipZc/2fN2G3cBfhdQuzEeHBMBN5FRd9z1gMEcWXdwFfDC/wCXPwUUTo9n64lGICK4tvSHkfsomQOc96fE+xAZfm1V8aYhUQu+FgnKVSi+IL/zS2Dzc8Dpd8b3x9kYeewi0+9nNfFtn/4qcPAz4Lz748E6VzPwyDnAnAsj+yQCp0eSnRgt8tpZD/jdQO4EpFqVpwoft36MKZYpMlj3hbwvyCDOxoaNeLPxTRQ5ijDONg75xny0elpR3VmNidkTYTek7k1lc9NmrG1bC4PFgDMLzuwza00IhoMy201kxv3ko58g35GPMxacgem26bJO33tV76HeXQ9LngUV2RUyWLe5cTO2NmxFnjsP5088H0EEMc4xDg+f/rAM0HUGO+VxavY0wx1wwxv0osPTgUZ/owzWTcudhmXjlsHisOCEnBNkoG5N7RrcvOpmnFB5As4vOl8GC1u9rbKe4IHaA7h22rVyf08ad5I8yV/kEJLrXH6XDLhpTVrU+mrhDXllEO+rs74Kd8iNpaVLkW/Ihy/ow68/+zUOdR7CqaFTccH4C1CUV4RNjZvkY8+15WK3ZjeuH3c9rForTnv2NHl8yvLK8ORpTyLLEJ/qIO5vR9sOzMmfgxxjjjyGRJS+gv4gGqudsOcaYcvper/th8fpx4HNTZgwJx9mW+RHsaaaTjQc6IDFYZTrUykUCkGr+GGv+bATeaXMVqX0UjRjFvImTILJnrnTBSn1xNTUYIdvQJl1IugU9gZlZt1YIYJX/lonDIXWWAahaJIhPm8nE2j2oOnRLfA3upH/1VnwH+qUwTR/jRPe3a0yYBZocAPNHmjtBjT/a7sM3GWfOVF8OZDXL/7BAmiMush9TMpGOBSGZWaeDL5pHSaEnJHuu8YJWTBU2GVgTp9vRjjXLLdtfHgL9AVm2E8ol1mI4rrOTw/LYJ7IvhN5MeKmcy6eilCbD8EWD7Rd05e9e1sRbPbIE4N1fWOwLlOJLCyEI8uivlTuRIxJ6x4HNj0DzDwHOPrbkXVVnwEPnQaYsyN146KBMDEdVHS8FVljUZ524PAGYNKyyHmdEZi4rGfw6dj/AcoXAJMVUyDFlNQl34oEq0Sgri/fXxvpvitq2UWNPzZyUhIB1OY9wIo/ABc8EFk389xIbb6i2X13LsqbDHz7XUDbLTNy7qU9g2MFXcchqyy+XkyzFY/dlBU/ZkLpPMDVBDgU04hEoE80KNmqA078/+LrHzoD6KgFLnowknEo7P0A+PheoGQucNrt8W3/thyo2wpc9Wo8kLjvw0jw8wu/wGgSwR9XyCWzuxx6h1wnAjxH2Y9CqalUno++IYqAz5amLVheuRznTToPp+afiq3NW3HtW9fCbrLjqqVX4aqyq2DQGmRm2paWLVg8aTFOLjsZC7MWYkvjFvxh7R/g0/lw5uwzcUHRBTDrzLjr87uwvnE95o+fj+UVy3F09tHY1bJLrndr3Dhnzjk4p/AcmbkmGl2sqluFynGVOLniZByXcxye2/kcbv30VhRnF+P8hefHau/d9ultWFqxFCeXnxz7Ytfh78Crta9Ca9DKjLVccy6WlCxB0BCUwUlPyCOnBN96/K34sO5DTCuahmxDduS4WPJx8bSL8Y3Kb2By9uSE4yiOUfT4idp+K7+yEptbNqPUVooiU2Tsi8w4cRLHPOrFPS/iYMtB7Du8D+GiyPpvz/02Lpt5mbwPo/h32e1+dIj8GxXBu8fPehw++DA+azz0msjb1vXzr0+4jggaXjL9Erx18C2Mt46PPZ5cUy4WFy+GzqKDXWeXJ3H703Onw6VzYfG0xTLQGA3WtXnbcOFLF8Lpd+KyZZfhspLLMNk6Gf/Y9A+8WfUmTpxwIq6fk3jflPzfnHgt0iiziIlGyNO//hwth1045rxJWHxW/xniLXVOPPfbNfC6Arj4xwtRMjnyw8eOlbVY92YVckutCcG6f//6cwT9IZx+zZxYwGzT+9XY/MEhFE3Kwhe+MSu27XN3rYHPHcAXrpyFoq56R6Jj7Ya3DyK/wo7TvlkZ2/bFe9fC3eHHiZdPR/n0SM29Xatr8enze1EyJTu2rbvTh6fvWCWDiGd956jY7RKlmiU7F4i83RKNGK1Jh/LbTpDBqUC9s9dOsIJ52vDUL/U3uOA70C6z7Jqe3C7XZZ8+Ua4XGWe+qna4tzTBMrcAGn3ks47c9vFIzfis0ybI2nkyAFfrhGtDAyxz8mWATG47p0BORdU5jHLaqQhcIRBC+7sHZcAt64yJME/OhqHCEWumIT5bicw4ncOAkC8kM9U0Fj10uZHjYV1YJOvsGadkI+zyy4w3rVEP0+RsuZ15Rp4MpOlze/6oJe4j64sTkPXFyP2Ep+bIoJzOakDxdxckbCsy+rRWPfQFFgTbvQh1amA7rgyF182T24tAqaj5J46Lrt6FUIdfBlBjgmHo8kRmX1BeX0y5peQYrMtUInAUJQJYWp38h/fA+3uwv9GJn501a2xk2ong1t73gcKZ8XUisCWmbIrsM5H9ZiiJZJ29f2ck6PSVZ4Dpp0Wyw/5wFBAKAtd+EDkOtgLgyld63o8IbCmDfNEpr2ffM7D9FFNVxe33RezHtv8Ay38WybaLshdGTv0xWiOZf/0RQScxpRbipCCm7SZ77Gfe1TNIKKYDi2ClCOx1H1eddfEptIKzIfIcKYIzknhORBagqOcX24eSyBTdUbamfQ3ebn4bM6wzcGHxhXLdRMtEeepOBITa/e0oMBfIwI4gOsTmmHJgtVnR7G9GuCsQLrK2RNaamIop1gsiY2zl4ZXItediv2d/LENMBPE21W9CTn4OmnxNcp2Yxim2zbJkyW0D4YBcv615GzbWb4Qt1yan6wrHlx0vA4RF5iKcnHuyrMW3t20vnt35rAzkXbv0Wlw+/nIcaj2Ea966BnqjHqfPPx3VOdWYXzQfD53+UI/HuqximTwpifsRp4EQ01Hn589Pelk0+CmCX6K23VVzrsLXZ38dhZbIWC+3lw/oPkRQcCBNP0w6E7511LfkSUlM3334jIflcrS2nvDImY+gLdAmg6Mi+y+qydMkA3lr69fK7ENRt0/Y2bITWxu3wqvzymDkeEuaN+lJoc6PPoJnw0ZYliyG7ZhjUr07pAKOPDNa69xwd/oHtH12oQWOAgv8NZ3Qd31xEiwOA2w5JpROScxabq5xIhgIweeJvEYLHc0eme1m6FbXqLmmEz5PEB5XfF86W7xy2+7dC5tqnPB0+mWWX5Sz1SdvW9xXNLuuakuz/NIkPsfll0WChY0HO7DqlX3yrffs6+YO+FgREY1For6asdQmTwPR8uJumeWVc94UGRAbKBHg6vz0EMKeYOy8CJ4JoWV+GVQT02tF5ppYb6ywx4J14nU6tu3Sssi2NgMCTZFtRUagCGLJbcPxbc2z8+RUVBl4yzbJgJ6hyALPzhaZaSey29wbGmAY54D/YAf0hVbkf30WdHZj5LFNVETMp3T9zY83gyu8ZnDvEeKzssbce5jIPCUHxT9YKB93oNkNXa5ZBul04w1JtxU1AGWmX1dji+andshpvPK+9FrYj4kkTlBPDNZlqqMuAaZ+MdIRNuiL/cN7fOUBHG7z4LKjx2PRWAjWiWmuIlBXMDW+TmRqfPfzeC03QTzGORcDBz4FppwSWSfqyhVXRgJ43g6knMjmu+wJpJ1k2Xyi+6yYXtvdVa9FgnX50xKDpxf9vWfA8dJHI8+RXVHbb+LSyGmURbPBosGwvtx14l091olg10eXfYQmbxPag+2x7K7vLfgeqjqrMC5vHKbZI8dEBHp+s+w3aAm1YEHhAhg1kX9n1867Vm5bmlOKaY7IthOyJshtmwPNWFi4MBYYurryapw8/mQUZhVielZkunSpvRQffPkDOEQjky55pjx8eeaXsb59Pdw6t8yWm5o7VQaldCEdjrcdj3HmcUilbFM2/nrqX5EORIAzSgQ+RVMLwRPwyGCfeI0UmX7/PPOfcopu9HkWRBCwOL8YAWsATf4mBuv6oBGvdeJXWd/AAidER+rUqythNOug1Q0sk1MEwM7+zlHQ6bSwKGoaLTh1gjx1d+wFk2WwLlvx5WfygkKYrHpkFyZOxzr6vMkI+ILIV3yhnDg3Hzq9RgYVu2/rc/lROD7+uj5udh6Ou3AKJhyVH8uWnnFMCcqn56Cz1QudIRIc7GzzYt+GRhkAdLf7Eh4H0WjxuZxwtTRBZzDBUaT4vEeUAtFZHeLznHtTowzWZX1h/KCCdd59bWh7ZZ+chpp70TQ5xTPvshmxKbYimCamlIradmIb0UVVNF+Q92vQKra1Q59jlhloWodR1mcTmWjRwJ64TnRbeTvZkfeHvC9NR/iCqTIIJjPzSm3o/KRGTjHNvWSarD2ny47cXm/TZEdD9Jgay+PvX8kEXQHU3rlKfAhH+W3HyYYVIrgXqHfJYyfWU+80YeVcJRVxu92488478dRTT6Gqqgp5eXk444wzcPvtt6O8fGAZH1EtLS249dZb8eKLL6K2thYlJSW48MIL5bqcnL5rSg1EZWVkGsSWLYrurkP0wPu7EQiGceGCcozLy8AWyiKbSxnEczZFgnYpfDGjoY33qOEY96I2mRCtPSYCMSJwZ9HFv3iNZW3+Nhz2HZbNGwTRJEIEApXBKepJvP3d+P6N+PjQx3jirCcwJXcK9rv3Y4J5ggzmdecOumXNPlHbbyyM+1QJeTxAMAiN0QiNYQw0NKKUGc1xv+n9g2hr8OD4i6YMOKiXzkTW3et/3YzxlfmYcVwJDF1BPEp/mfR637RvD/Z/9hGySsowbflpqd4dUvm4F7XYXGvrZEAtHAzJ6ZaiyYHIQBuojo8Poe3VvbAuLEbeJV31xVNEZKGF/EE0/GUD9HkW2E+qgEnUshtD72His3btb1bJTL2Cr8+WwUZRz07w7WuTwTz78WUpDTyOpCON46gys87j8eCUU07BypUrUVpaivPPPx/79+/Hww8/jFdeeUWunzw5sVZTbxobG3Hcccdh9+7d8joXXHCBfDLuu+8+vPbaa/j0009lIDBdXLdckaGWiZSBOkF0TiXV694gYJ97H56vfx6TLJPw5ZIvj/njI+qzRWu0CZOyM7Or73ATHwxafa2y3t2LB17EGdoz8ErTKzLj7pqKa3p8cBDBXXHq9HXij+v+KGv7zcjrZ/q7CmnNAyvwTzRaOlo8+OT5PQj4QtAbtTj2/Og8obFLZN2d9Z3I1Kaa3a3Y8M5BWU/vmPMG9vmVaDgYLBbY8gtgzmLhOkq9sL+rLpoGsB+rqNs9CI6l5bAuKIpN00wlWfNNr0XJDxVNBMcY8Vk6/xuz5XTeoMuPQJ1LNq6QTTBavTKgGur0Dyr7UU3GTlh2GN1xxx0yICeCbDt37sTTTz+Nzz77DPfccw8aGhpw9dVXD/i2brjhBhmou+iii7Bjxw55W5s3b8b3vvc9eds//OEPR/SxENHgiVplQnTaKanXOTPPwdmLzsb44vF4dNOjeP7T51HbUNvnL3z3rrkX/9r+L9z44Y0IhPqfWk1EI++Nv2/GU7evkh1du7NlG3HU8gpkFVqwSHTDyzAHNjVi77oGbF95ONW7QiojMupmnnoOxi1kfVJKPVHLzb6sQjZvOBKizpw+h00Phouo+xds8shpvTBp5XRh0VnWUlkA69ElgFGVIakBUd2R8fl8uP/+++Xyn//8Z9jtkQLyggiszZ07Fx988AHWrFnT720dPnwY//rXv2A0GvHAAw9Ar48nKt59990oLCzE448/jvr6eqQTpzcgm0wQqclnbZ/h/x38f6j31WNJ9hLcOOFG2aiB1O2LZV/EOeXnYHn+chxqOwRf0IdlhYlNN7q7Zu41KHQUYvr46bJ5CSUKtrbCtWYtPFu38tDQqKnZ1YqmQ52o3dsGn8eP9W9X4d3HtsWaNBx/0VR89dZjYFA0lMgUlSeWo2RyFuZ/cbx8vEREaiE7pNa74N3bKjqJyc6xop5cSGRxNbkRcg/8R1WVVgcbcaJWn3lGrsx4bH91P0KeILQWA4KtXjQ8sAEtXd12qSfVBetWrFiBtrY2TJkyBQsWJLYhFi655BL59+WXX+73tl5//XX5oWjZsmUoLk4sqmoymXDuueciGAzi1VdfRbrYWtOOylvewCX/75NU7wrRqNrt2o3WQKtsviCYtCbZCZTULceQg6W5S1FqKsWTZz+Jx896HCeUndDndUpsJbj3i/diUckiTLGO/el0wy3Y0gLXJ5/As3ns1mGisadyWTkWnTEBJZOzxfc1rHh2N7atOIz2Rk9sm0yoVZdMVr4FF/94MeadMi7WlIKIKNOImnTOz2vh3tYUWydmQni2N8O7tw1BRWft5n/vRO3dq2WjiYEG6ur+sBZNT25DsN07IvuvVqJTrHNVHVqe3ikDdGLaq6C1RwJ23qoO2UmXelJdzboNGzbIvwsXLkx6eXT9xo0bh+W2HnrooQHd1mipyIsU1Bf/Hjz+IMwsSEwqcVz2cbJbKqe+Une7Wnbh+d3Po8RagisqrxjQAZrnmIe5jrmyiYfT74RFb0l5Q4+QyyX/aiyW2DTesM+HcCAA6PXQGo09tzWboen6ch/2++UJOh20JtPQtnW7AYMBxunToO+q1yruX+yH6OStrGcntw2HoTGZoNHp+t5WNK0IhSJNK7qy2MPBIMJe7+C21WigtcQby4TEOtEMw2CINcMY1LahEMLi/sSHTmt8Wn1IPIZAQN6/2I9Bbyu66Yrj08vzOZhtB/TcD8c4SfZ8+v2j1mTk6HMSa3UWT8qSHWJFF1eiTOTvej3Ri39zXf/ugwE/QoGg/DeoV/zbi20rXhe7/i0HAwGExOuJVivXD2VbV1sr9q54H1qNBrPPPF+uCwWDCIrXCK0GBmP8NcLv9QBhQGc0QCu6hve1rc8rv6zoDAZou15PQqEggr5BbqsBDKb4+0NAvNaJbFu9Hrqu94fBbCvOi/WCQfG+ExCvi8EgtHoddHrD4LcNhxEQ7zG9PJ+D2XZgz/0wjJMkz+doNFwQ9c6iDQqi9EVWIBiS3bGjNGYdNEbtgLPl/DXOSD21Zg80KW4skYn8YgqsqP98VAFsx5bKZdHRNvfS6dBa9JG6dexq3oPqgnWi86tQUVGR9PLo+gMHDozqbSXrkhO1fft2GAyGXi8fLEs4DK9Gg0VPAc1OH/zBELItRpgNkRdlcV6s12k1KLDH3wxbXH74AkFkWQywdAX5AqEwmjq98k260BHfttXth9cfhMNsgLVrykkwFEZjp1e+qRQptm1z+2Xg0G4ywGbqepMNh9HQEXkjKs6Kv8G1ewJw+wKwmfSwm7reOMNAfYenx7YdngBcvgCsRj0c5vhQr2uPbFvkMMeaxHZ6A3J6sMWoR1aSbcVjE49RcHqD6PT6ZaAz2xJ/g6vv8Mo3BHHMxLETXL4gOjx+mAw65Ci2FY9NPMZ8uwn6rm3d/iDa3X4Y9TrkWuPbimMmjl2ezQhDV1aAxx9Cm9snz4v1UU2dPgRCIeRajTB2tQb3BkJodfmg12mRr9g2+tznWI0wdW3rC4bQkvS598EXEOPEEAvw+oNhNDu9PbZtdfnhFePEbIDF2Pc4Efbs2dNjqnr0g8dwjvuo23DbsN4ejX2d/k7UOetkRsqvHb+GXjPwt0ZXwIV6Vz1MehOyTdmxYLBYJ7oQ20w2ua77bY7EuPfu3i3/miZNkoGUaJZboKkJuqws6IuK4tvu3SsDWsaJE2MBLTF9NdDYCJ3DAb0iW9y3b5/8YmEcPz4WIAq2tyNQXw+tzQZDaWl82/0HEA74YRw3TgZtRLAm2NYmb1sEqAxlkYLPIacTgYYGGSAylJfLoJjYNiRut6VFBt8MXe+hIacLgcYGebm4L3Gf4npy2+ZmGTAyjBsX2dYltm2UwSdDSQm0dntk244OeRxE4Mg4YUJs22BTkwzCGYqKoc1yyGBcUGzb2CiPizg+clu3O7KtxwN9YSF02dmRbTs75eMQX2KMXY2pROBM7Je4jr6gADrRFT4YlI/ZL8piaDQwTYlkZIrgndzW5ZLBTZ0IcIZCkW3r6iLPp9hWo4ls29IiL9Pl5EJfkB/Z1uWCv7Y2sq3YB61WBhvFcy/2T+yr2GfxZim3PSy2Dceee7lta6t83DpHFvTFRfFtxT6IcTJhgjx24rjKbdvbobPboS8piT+f9fWRcRJ97n0+hMT9K5psjfbrvfQ3qEYoGIar3Sc/izjy4p+HnCKTQXRFdBig73pf9nuD8HT6odVpYFPUZopua7YbYOj6TCYac7g7fNDoNLArtnW1eREMhGG2GWAwd73m+ENyH8SXZnuuYtt2n7zMZNXDaOl6zQmE4GoTYwCwK/Y3uq3Rqoepa1uxT2LfxJd05WNzd/gR8AXlbYrbltuGwnC2RD5DOvIV23b6EfAG5b6KfRbEsepsjmwr9iH6udDj9MPvCcpjII5FVEdT5HOheGzRwIDXGYDPE5DHVhzj7kZq3DdVR76H5JVVxAIr7vZ2uNpbYbLZYc+N/9trPnRQPtbc0jJodZHj5OnsgLO1BSarDfa8eEO25ppqGWjKKS6VAbDI8eiEs6UZRosFjvx4R/SWwzUIBQMw22yw5f6sax/a4Gpvg95oQnZR5L1E3Hdrrdg2iKzColhQzNPRDmdbK/QGI7KLI68n4vWnte6wDBJlFRTCYLYk7K8IWuWUlMa3ra+VAT9HfgGMlsh7sNfpRGdLk3ys4jFHtdXVIuD3yWMjjpF8PtwudDQ1yoBTbll5fNv6OgR8XthycmG2O2LBrPbGevn85ZVH3neE9oZ6GbyyZuXAkpUl14mAWltD5HU8v2J8bNuOxgb4PG5YHFmwZufIdWL/xWPusW1To9w/cf9iPwQROGuprenx3Hc2N8HrcsJks8GeG3k+xWty8+FDcjm3tDwWzBTPpXhOxfESx01uGwrK51M8VzklZbEApau1Be7ODhjNFjgKIs+9GB9iH7qPkxEf92Fx3+FIrE50FR2I58R7bRAhXxBao04G8aKC7ZFgqmxuoBE/MIVkfTXt85lXLiHVwt4gQt6gfN0UGXXK9SIIKzrciudIXK4R7z3ieTZo5TRm+ZyI503EXUUzWZ1WZlEmbKvXytsXtyWmQktiW70WwU6/fG3XiPeTYNe2vqB8vmPbis0NkW3F9bRd20KvRTjZtkYdguJ9sdvjSfbvQIz3odKEVTY5+5prrsGDDz6In//857LRRHeiWcS0adPkSTSI6Mtpp52Gt956S97et771rR6Xv/322zj11FPl6c033+x333p70RKNKywWC8aPj794J3sxFFN7qXc8Tul5nLq/mftFJkbXm3lf4155XY79/o8vj9HAxiHHfWbguE/P48TX+9E5vny9T6/jxHE/OseX4z69jhPH/egdY4799D1GIrnLZrOhtutH1cFSXWZdOtuyZWj1faJBvqFeXy14nDLvOI2lfU0VHqPMO05jaV9Thcco847TWNrXVOExyrzjNJb2NVV4jDLvOI2lfU0lHqfMP0aqq0Ib7f7q6qrD0p3TGemS6nA4RvW2iIiIiIiIiIiIVBesi06pq66uTnp5dP2Erpo2o3VbREREREREREREqgvWzZs3T/5du3Zt0suj6+fOnTuqt0VERERERERERKS6YN0JJ5yA7OxsWWxw/fr1PS5/9tln5d9zzz2339s644wzZPfAjz76CPWiw5uC1+vFyy+/DJ1Oh7POOmsYHwEREREREREREWUq1QXrjEYjvvvd78rl66+/PlZXTrj33nuxceNGnHTSSVi0aFFs/f3334+ZM2fipptuSrit0tJSXH755bIV9XXXXYdAIBC77Mc//jEaGhrwta99DUVFRaPy2IiIiIiIiIiIaGzThMPhMFTG4/Fg+fLl+Oyzz2TAbdmyZThw4IA8X1hYiJUrV2Ly5Mmx7W+99VbcdtttuOKKK/DII48k3FZjYyOOPfZYmaknWgIvXrxYdhvZvHkzpk2bJm8rLy8vBY+SiIiIiIiIiIjGGtVl1glmsxnvvfcebr75ZlitVrz44osyWHfllVfKOnPKQF1/CgoKsGrVKnzve9+TGXYvvPAC2tra8P3vf1+uZ6COiIiIiIiIiIgGSpWZdUREREREREREROlIlZl1RERERERERERE6YjBOiIiIiIiIiIiojTBYB0REREREREREVGaYLCOiIiIiIiIiIgoTTBYR0RERERERERElCYYrCMiIiIiIiIiIkoTDNaNYW63G7/4xS8wffp0mM1mlJWV4eqrr8ahQ4egFi6XCy+++CK++c1vYsaMGfI42Gw2zJs3D7/85S/R2dnZ4zq33norNBpNr6ef/vSnyETLly/v83G//vrrSa/3yCOP4Oijj4bdbkdeXh7OOussfPLJJ0gVjvsIjv2B4bjPLBz3A8Nxn1k47tU19vk5J4LjXl3jXuDY57hX47jvi77PSylteTwenHLKKVi5ciVKS0tx/vnnY//+/Xj44YfxyiuvyPWTJ09GpnvyySfx7W9/Wy7PmjUL5513Htrb2+U/uFtuuQX/+te/8MEHH6CoqKjHdU844QRMnTq1x/pFixYhk1188cXyxam78vLyHutuuOEG3HfffbBYLDjttNPkuHvrrbfw5ptv4tlnn8UFF1yA0cRxH8exPzgc95mB435wOO4zA8e9esY+P+fEcdyrZ9wLHPsRHPfqGvf9CtOY9POf/zwsnr7jjjsu3NHREVt/zz33yPUnnXRSWA0eeeSR8DXXXBPeunVrwvqamprwggUL5LG4/PLLEy675ZZb5PqHH344rCZiTIjHvW/fvgFt/9Zbb8nt8/Pzwzt37oyt/+STT8JGozGck5MTbmlpCY8mjvs4jv2B4bjPLBz3A8Nxn1k47tUz9vk5J47jXj3jXuDYj+C4V9e47w+DdWOQ1+sNZ2dny8G2du3aHpfPnTtXXrZ69eqwmol/eOI4mEwmecyiGKwb2AvamWeeKY/f73//+x6Xff/735eX/e53vwuPFo77gePYH/obOcf92MVxH8dxrx4c95kz9vk5Z+A47jNn3Asc+wPDcZ9Z434gWLNuDFqxYgXa2towZcoULFiwoMfll1xyifz78ssvQ81E3TrB6/Wiqakp1bszpoiaEe+++27CeEr1GOO4HziO/aHhuB/bOO6HhuN+bOO4z5yxz885A8dxnznjXuDYHxiO+8wa9wPBmnVj0IYNG+TfhQsXJr08un7jxo1Qs71798q/BoNBFo/sTvyDXb9+vZyrXlFRgTPPPDPj69UJ//jHP2TwUqvVyuYkYm7++PHjE7bZsWOHDHIWFhbKY5MOY4zjfuA49nviuM98HPc9cdxnPo77zBn7/JwzcBz3mTPuBY79geG4z6xxPyCpTu2jwbvxxhtlmqb4m8z69evl5QsXLlT14f3Wt74lj8O5556bsD46DTbZ6eKLL06oAZiJqcLdTwaDIfzLX/4yYduXXnpJXibq/vVGzOsX27S3t4/C3nPcDwbHfhzHvXpw3Mdx3KsHx33mjH1+vh84jvvMGfcCx/7AcNxn1rgfCE6DHYM6OzvlX6vVmvRym80m/3Z0dECtXn31VRllF1l1t99+e8JlogPs7373O2zZskUey4MHD+KJJ56QHWOee+45fP3rX0cmOvHEE/HYY49hz549cLlc8heGX/3qV9Dr9fjFL34hO+MMdIylYpxx3A8Mx34ijnt14LhPxHGvDhz3mTX2+TlnYDjuM2vcD2Sf+N2W4z4Tx/2ApDpaSIP37W9/W0Z9RdecZHbt2iUvnzZtmioP77Zt28K5ubnyGPzhD38Y8PVEB1nRHUZc79NPPw2rxRtvvCEfs/g1weVyyXVPPPGEXHfCCSf0er3y8nK5zaFDh0ZlPznu+8exP3Ac95mD437gOO4zB8d95o19fs7pH8d95o17gWO/bxz3mTnuB4KZdWOQ3W6Xf0UEORmn0yn/OhwOqM2hQ4dwxhlnoKWlBT/84Q/xgx/8YMDXLS0txVVXXSWXX3/9dajFaaedhsWLF6O1tRWfffbZgMZYKsYZx33fOPYHh+M+M3DcDw7HfWbguM/Msc/POX3juM/McT+QfeJ3W363zcRxPxAM1o1B0YKJ1dXVSS+Prp8wYQLUpLm5Wf7jPHDggAy6iamugzVt2jT59/Dhw1CT7o+7vzEmXszEC2Bubu6ovaBx3PeOY39oOO7HNo77oeG4H9s47jN37PNzTu847jN33A9kn/jdlt9tM3HcDwSDdWO4bfPatWuTXh5dP3fuXKiFmIcuurlu3boVF110ER588EFoNJpB347IyFPOWVeL7o97xowZMJlMaGhokL9kpsMY47hPjmN/6Djuxy6O+6HjuB+7OO4ze+zzc05yHPeZPe4Fjv2eOO6PzFgY9wOS6nm4NHherzecnZ0t51SvW7eux+Vz586Vl61evVoVh9fj8YRPOeUU+ZhPP/10eXyGIhQKhY855hh5O4899lhYLerr68M2m00+7oMHD8bWn3nmmXLd73//+x7X+f73vy8v+93vfjdq+8lx3xPH/tBx3I9dHPdDx3E/dnHcZ/7Y5+ecnjjuM3/cCxz7iTju1THuB4LBujFKNJcQA+r4448Pd3Z2xtbfc889cr1oZawGgUAgfOGFF8rHvGzZsrDT6ez3H+/999/foyVzR0dH+Nprr5W3U1JS0u/tjDUrVqwIv/DCC/J4Ke3bt08W2hSP+7zzzku47K233pLrRdONnTt3xtZ/8sknYZPJJIt2trS0hEcTx30cx37/OO4zD8d9/zjuMw/HvXrGPj/nxHHcq2fcCxz7ERz36hr3/dGI/6U6u48Gz+PxYPny5bJoomiMsGzZMlmrTZwvLCzEypUrMXny5Iw/tKIl8w033CCXL7zwQmRlZSXdTtSvKygowP79+zFp0iRZZHLJkiXy2Il0WJH62tTUhJycHLzyyis44YQTkEkeeeQRWcevpKQECxculI9TjJc1a9bIsVRZWYl3330XRUVFCdcTx1YcY9Hm+tRTT4XP58Nbb70lgvx49tlnccEFF4zq4+C4j+PY7x/HfebhuO8fx33m4bhXz9jn55w4jnv1jHuBYz+C415d475f/YbzKG2JVsQ333xzeMqUKWGj0Sgzwq688sqEdM9Md8stt8gIeX8nEWUXREbdT37yE5l5KNoziyi61WoNV1ZWhn/0ox+Fq6urw5lo69at4e985zvhhQsXhgsLC8N6vV5OpT722GNlNma0rXUyDz/8cHjRokXyOIlfHM444wz5a0aqcNxHcOz3j+M+83Dc94/jPvNw3Ktr7PNzTgTHvbrGvcCxz3GvxnHfF2bWERERERERERERpQl2gyUiIiIiIiIiIkoTDNYRERERERERERGlCQbriIiIiIiIiIiI0gSDdUTdiI4wGo0G11xzDY8NqQbHPakRxz2pEcc9qRHHPakRx/3YxmAdUTfr1q2TfxctWsRjQ6rBcU9qxHFPasRxT2rEcU9qxHE/tjFYR9TN2rVr5V8G60hNOO5JjTjuSY047kmNOO5JjTjuxzZNOBwOp3oniNLJjBkzsG/fPnR0dMBkMqV6d4hGBcc9qRHHPakRxz2pEcc9qRHH/djGzDoihc7OTuzatQtz5szpEah7+umnYbfbUVJSgo8//pjHjTIGxz2pEcc9qRHHPakRxz2pEcf92MdgHZHC+vXrIZJNlVNgA4EAfvjDH+Kyyy5DZWUl1qxZg6VLl/K4UcbguCc14rgnNeK4JzXiuCc14rgf+/Sp3gGidJzXv3DhQvm3rq4Ol156KT788ENcddVV+Mtf/sKpsZRxOO5JjTjuSY047kmNOO5JjTjuxz5m1hH10jHn008/lUE78ff+++/HQw89xEAdZSSOe1IjjntSI457UiOOe1Ijjvuxj8E6IgXxC4Rer8dHH32Ek046SU6Bfeedd3D99dfzOFHG4rgnNeK4JzXiuCc14rgnNeK4H/vYDZaoi9frlQ0kRIBOmDp1Kt577z1UVFTwGFHG4rgnNeK4JzXiuCc14rgnNeK4zwzMrCPqsmnTJhmoO/3002XH16qqKuzdu5fHhzIaxz2pEcc9qRHHPakRxz2pEcd9ZmCwjqjbvP4zzzwTL730ErRaLS666CLs2bOHx4gyFsc9qRHHPakRxz2pEcc9qRHHfWZgsI6oW8ecefPm4eijj8Y//vEPNDU14dxzz0VbWxuPE2UkjntSI457UiOOe1IjjntSI477zMBgHVG3XyBEsE74yle+gp///OfYtm0bLr30UgSDQR4ryjgc96RGHPekRhz3pEYc96RGHPeZgQ0miAAZiHM4HCgoKJC16qLC4TAuvvhivPDCC7Ij7P3338/jRRmD457UiOOe1IjjntSI457UiOM+czCzjgjA9u3b4Xa7Y1l1URqNBo899hjmz5+PP//5zwzWUUbhuCc14rgnNeK4JzXiuCc14rjPHMysIyIiIiIiIiIiShPMrCMiIiIiIiIiIkoTDNYRERERERERERGlCQbriIiIiIiIiIiI0gSDdURERERERERERGmCwToiIiIiIiIiIqI0wWAdERERERERERFRmmCwjoiIiIiIiIiIKE0wWEdERERERERERJQmGKwjIiIiIiIiIiJKEwzWERERERERERERpQkG64iIiIiIiIiIiNIEg3VERERERERERERpgsE6IiIiIiIiIiKiNMFgHRERERERERERUZpgsI6IiIiIiIiIiChNMFhHRERERERERESUJhisIyIiIiIiIiIiQnr4/wEDidT5XffNhAAAAABJRU5ErkJggg==", "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": [ "for i, data_name in enumerate(data_sets):\n", " plt.figure(figsize=(2.75 * 3, 1.75))\n", " ddf = plot_df.query(f'data_set == \"{data_name}\"')\n", " max_x = ddf.k.max()\n", " max_y = ddf.ari.max()\n", " for j, ids in enumerate(alg_idxs):\n", " plt.subplot(1, 6, j + 1)\n", " # frame_off()\n", " plt.hlines(\n", " max_y,\n", " 0,\n", " max_x,\n", " colors=lighten(\"k\"),\n", " linestyles=\":\",\n", " linewidth=0.5,\n", " )\n", " sns.lineplot(\n", " data=ddf,\n", " x=\"k\",\n", " y=\"ari\",\n", " hue=\"alg_id\",\n", " hue_order=[alg_ids[idx] for idx in ids],\n", " errorbar=None,\n", " palette=[palette[idx] for idx in ids],\n", " legend=False,\n", " )\n", " sns.lineplot(\n", " data=ddf,\n", " x=\"k\",\n", " y=\"noise_fraction\",\n", " hue=\"alg_id\",\n", " hue_order=[alg_ids[idx] for idx in ids],\n", " errorbar=None,\n", " palette=[palette[idx] for idx in ids],\n", " linestyle=\":\",\n", " linewidth=1,\n", " legend=False,\n", " )\n", " plt.xlabel(\"$k$\", labelpad=0)\n", " plt.xticks([0, 25, 50])\n", " plt.ylim(0, 1.05)\n", " plt.yticks(ticks)\n", " if j == 0:\n", " plt.ylabel(f\"{dataset_name(data_name)}\\nARI\", labelpad=0)\n", " else:\n", " plt.ylabel(\"\")\n", " plt.gca().set_yticklabels([\"\" for t in ticks])\n", " plt.subplots_adjust(bottom=0.26, right=1, left=0.08, wspace=0.01, top=0.98)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "8086b555", "metadata": {}, "source": [ "Next, we summarize the shape of the curves over all datasets by Lowess\n", "interpolation. We scaled the ARI scores by the maximum value achieved on each\n", "dataset to compare the curves, rather than the exact values. Still, this\n", "interpolation has issues because some datasets need other $k$ values to get good\n", "clusters." ] }, { "cell_type": "code", "execution_count": 19, "id": "1e4ce7a0", "metadata": {}, "outputs": [], "source": [ "def scale_quality(group):\n", " max_q = group.ari.max()\n", " group[\"scaled_quality\"] = group.ari / max_q\n", " return group\n", "\n", "\n", "plot_df = (\n", " plot_df.groupby([\"data_set\"])\n", " .apply(scale_quality, include_groups=False)\n", " .reset_index()\n", ")" ] }, { "cell_type": "code", "execution_count": 20, "id": "152c128b", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 6307/6307 [38:33<00:00, 261.05it/s]" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(2.75 * 3, 2))\n", "max_y = plot_df.scaled_quality.max()\n", "for j, ids in enumerate(alg_idxs):\n", " plt.subplot(1, 6, j + 1)\n", " for i, idx in enumerate(ids):\n", " alg_id = alg_ids[idx]\n", " plt.hlines(max_y, 0, max_x, colors=\"k\", linestyles=\":\", linewidth=0.5)\n", " regplot_lowess_ci(\n", " plot_df.query(f'alg_id == \"{alg_id}\"'),\n", " x=\"k\",\n", " y=\"scaled_quality\",\n", " ci_level=95,\n", " n_boot=100,\n", " lowess_frac=0.05,\n", " color=palette[idx],\n", " scatter=False,\n", " )\n", " plt.title(titles[j])\n", " plt.xlabel(\"k\", labelpad=0)\n", " plt.ylim(0, 1)\n", " plt.yticks([])\n", " plt.xticks([0, 25, 50])\n", " if j == 0:\n", " plt.ylabel(\"Scaled ARI\", labelpad=0)\n", " else:\n", " plt.ylabel(\"\")\n", "plt.suptitle(\"Interpolated ARI curves\", y=1)\n", "plt.subplots_adjust(bottom=0.22, right=1, left=0.02, wspace=0.02, top=0.68)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "21b3f41e", "metadata": {}, "source": [ "## 3. Compute sensitivity\n", "\n", "Now, we actually compute and compare the sensitivity measure. The measure\n", "describes how much quality scores change when the $k$ parameter changes. So, it\n", "already takes into account absolute quality differences between datasets." ] }, { "cell_type": "code", "execution_count": 21, "id": "afcd52c1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
data_setalg_idperturbationsensitivity
0irisplscan_size20.013380
1irisplscan_size50.034243
2irisplscan_size100.093711
3irisplscan_distance20.005508
4irisplscan_distance50.018361
\n", "
" ], "text/plain": [ " data_set alg_id perturbation sensitivity\n", "0 iris plscan_size 2 0.013380\n", "1 iris plscan_size 5 0.034243\n", "2 iris plscan_size 10 0.093711\n", "3 iris plscan_distance 2 0.005508\n", "4 iris plscan_distance 5 0.018361" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sensitivity_records = []\n", "for data_set, alg_id in product(df_top.data_set.unique(), df_top.alg_id.unique()):\n", " sub_df = df_top.query(f\"data_set == '{data_set}' & alg_id == '{alg_id}'\")\n", " vals = defaultdict(lambda: np.nan, {k: v for k, v in zip(sub_df.k, sub_df.ari)})\n", " lookup_fun = np.vectorize(lambda x: vals[x])\n", " initial_val = lookup_fun(min_sample_sizes)[np.newaxis, :, :]\n", " perturbed_val = lookup_fun(new_values)\n", " with np.errstate(divide=\"ignore\", invalid=\"ignore\"):\n", " diff = np.abs((perturbed_val - initial_val) / (perturbed_val + initial_val))\n", " with warnings.catch_warnings():\n", " warnings.simplefilter(\"ignore\", category=RuntimeWarning)\n", " sensitivity = np.nanmean(diff, axis=(1, 2))\n", " for delta, sensitivity in zip(deltas[:, 0], sensitivity):\n", " sensitivity_records.append(\n", " {\n", " \"data_set\": data_set,\n", " \"alg_id\": alg_id,\n", " \"perturbation\": delta,\n", " \"sensitivity\": sensitivity,\n", " }\n", " )\n", "\n", "# Convert to pandas\n", "df_sens = pd.DataFrame.from_records(sensitivity_records)\n", "df_sens.head()" ] }, { "cell_type": "markdown", "id": "3f9d92a4", "metadata": {}, "source": [ "On these datasets, PLSCAN has a lower sensitivity to $k$ than HDBSCAN*. However,\n", "Peng et al. classify all values below 0.25 as insensitive. " ] }, { "cell_type": "code", "execution_count": 22, "id": "d202e660", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(2.8 * 3, 2))\n", "\n", "plot_df = df_sens.copy()\n", "plot_df.alg_id = plot_df.alg_id.apply(to_display_name)\n", "\n", "alg_order = [0, 1, 3, 2, 5, 4, 7, 6, 9, 8, 11, 10]\n", "hue_order = [to_display_name(alg_ids[x]) for x in alg_order]\n", "alg_palette = [palette[x] for x in alg_order]\n", "ax = sns.violinplot(\n", " data=plot_df,\n", " y=plot_df.sensitivity,\n", " x=pd.Categorical(plot_df.perturbation),\n", " hue=plot_df.alg_id,\n", " hue_order=hue_order,\n", " density_norm=\"count\",\n", " palette=alg_palette,\n", " legend=True,\n", " inner=\"quartiles\",\n", " linewidth=0.5,\n", " cut=0,\n", ")\n", "max_y = 0.3\n", "plt.ylim(-0.005, max_y)\n", "plt.legend(ncol=4, title=\"\", loc=\"upper left\")\n", "plt.xlabel(\"Perturbation of $k$\")\n", "plt.ylabel(\"Avg.~sensitivity\")\n", "plt.title(\"Parameter sensitivity distributions\")\n", "plt.subplots_adjust(left=0.075, right=1, bottom=0.21, top=0.9)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "00e54291", "metadata": {}, "source": [ "## 4. Explore specific datasets" ] }, { "cell_type": "code", "execution_count": 23, "id": "23bad583", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X = np.load(\"data/generated/benchmark_sensitivity_yeast_galactose_embedding.npy\")\n", "c = PLSCAN().fit(X)\n", "c.leaf_tree_.plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "id": "91f54377", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "[ 'iris', 'mnist', 'fashion_mnist',\n", " 'articles_1442_5', 'articles_1442_80', 'audioset',\n", " 'authorship', 'cardiotocography', 'cell_cycle_237',\n", " 'cifar_10', 'ecoli', 'elegans',\n", " 'mfeat_factors', 'mfeat_karhunen', 'newsgroups',\n", " 'semeion', 'yeast_galactose']\n", "Length: 17, dtype: str" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.data_set.unique()" ] }, { "cell_type": "code", "execution_count": 25, "id": "f573f8a0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([143, 77, 2, 2, 35, 20, 5, 52])" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = np.load(\"data/ecoli/generated/y.npy\")\n", "u, c = np.unique(y, return_counts=True)\n", "c" ] }, { "cell_type": "code", "execution_count": 26, "id": "ca83b9ba", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "X = np.load(\"data/generated/benchmark_sensitivity_ecoli_embedding.npy\")\n", "c = PLSCAN().fit(X)\n", "c.leaf_tree_.plot()\n", "plt.show()" ] } ], "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": "3.14.3" } }, "nbformat": 4, "nbformat_minor": 5 }