{ "cells": [ { "cell_type": "markdown", "id": "md_13731", "metadata": {}, "source": [ "# scCS Tutorial — Pairwise Condition Comparison\n", "## Multi-Condition Commitment Score Analysis with `PairScorer`\n", "\n", "This notebook demonstrates the **multi-condition analysis** workflow in scCS v0.7.0.\n", "\n", "We artificially split the pancreas dataset into two groups:\n", "- **\"high_velocity\"** — cells with above-median RNA velocity magnitude (stronger commitment signal)\n", "- **\"low_velocity\"** — cells with below-median RNA velocity magnitude (weaker commitment signal)\n", "\n", "This simulates a treatment effect where one condition drives stronger fate commitment.\n", "\n", "### Three-tier analysis framework\n", "\n", "| Tier | What it answers | Key functions |\n", "|------|----------------|---------------|\n", "| **Tier 1** | What are the commitment scores per condition? | `score_all_conditions()`, `plot_star_grid()` |\n", "| **Tier 2** | Is the difference statistically significant? | `compute_delta_CS()`, `compare_conditions()`, `plot_affinity_distributions()` |\n", "| **Tier 3** | Does the trajectory shift between conditions? | `fit_mixed_model()`, `trajectory_shift()`, `plot_trajectory_shift()` |\n", "\n", "### Reference\n", "Kriukov et al. (2025) *Single-cell transcriptome of myeloid cells in response to transplantation of human retinal neurons reveals reversibility of microglial activation*\n" ] }, { "cell_type": "markdown", "id": "md_25591", "metadata": {}, "source": [ "## 1. Setup and data loading" ] }, { "cell_type": "code", "execution_count": 1, "id": "e2aa452d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "scCS version: 0.7.4\n" ] } ], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import scanpy as sc\n", "import scvelo as scv\n", "\n", "import warnings\n", "warnings.filterwarnings(\"ignore\", category=DeprecationWarning)\n", "warnings.filterwarnings(\"ignore\", category=FutureWarning)\n", "try:\n", " from statsmodels.tools.sm_exceptions import ConvergenceWarning\n", " warnings.filterwarnings(\"ignore\", category=ConvergenceWarning)\n", "except ImportError:\n", " pass\n", "\n", "import scCS\n", "\n", "print(f\"scCS version: {scCS.__version__}\")\n", "\n", "sc.settings.verbosity = 1\n", "scv.settings.verbosity = 1\n", "\n", "# --- Tutorial display helpers (compact tables instead of per-fate loops) ---\n", "pd.set_option(\"display.max_rows\", 25)\n", "pd.set_option(\"display.max_columns\", 15)\n", "pd.set_option(\"display.width\", 160)\n", "\n", "\n", "def _stack_drivers_by_condition(driver_dicts, n_per_fate=5, cols=None):\n", " \"\"\"Stack {condition: {fate: DataFrame}} into one tidy long-form table.\n", "\n", " Adds ``condition`` and ``fate`` columns at the front; shows top\n", " ``n_per_fate`` rows per (condition, fate) group.\n", " \"\"\"\n", " out = []\n", " for cond, fate_dict in driver_dicts.items():\n", " for fate, df in fate_dict.items():\n", " if df is None or len(df) == 0:\n", " continue\n", " block = df.head(n_per_fate).copy()\n", " block.insert(0, \"fate\", fate)\n", " block.insert(0, \"condition\", cond)\n", " out.append(block)\n", " if not out:\n", " return pd.DataFrame()\n", " big = pd.concat(out, ignore_index=True)\n", " if cols is not None:\n", " keep = [\"condition\", \"fate\"] + [c for c in cols if c in big.columns]\n", " big = big[keep]\n", " return big\n", "\n", "\n", "def _stack_enrichment_by_condition(enrichment_dicts, n_per_group=3):\n", " \"\"\"Flatten {condition: {fate: {direction: df}}} into one tidy table.\"\"\"\n", " rows = []\n", " for cond, fate_results in enrichment_dicts.items():\n", " for fate, dir_results in fate_results.items():\n", " for direction in (\"up\", \"down\"):\n", " df = dir_results.get(direction, None)\n", " if df is None or df.empty:\n", " continue\n", " top = df.head(n_per_group).copy()\n", " top.insert(0, \"direction\", direction)\n", " top.insert(0, \"fate\", fate)\n", " top.insert(0, \"condition\", cond)\n", " rows.append(top)\n", " if not rows:\n", " return pd.DataFrame()\n", " return pd.concat(rows, ignore_index=True)\n", "\n", "\n", "def _driver_overlap(per_cond_drivers, n_top=10, gene_col=\"gene\"):\n", " \"\"\"Build a fate x gene x condition presence matrix from {cond: {fate: df}}.\"\"\"\n", " rows = []\n", " conds = list(per_cond_drivers.keys())\n", " if not conds:\n", " return pd.DataFrame()\n", " fates = list(next(iter(per_cond_drivers.values())).keys())\n", " for fate in fates:\n", " sets = {}\n", " for cond in conds:\n", " df = per_cond_drivers[cond].get(fate)\n", " if df is None or len(df) == 0 or gene_col not in df.columns:\n", " sets[cond] = set()\n", " else:\n", " sets[cond] = set(df.head(n_top)[gene_col].astype(str))\n", " all_genes = sorted(set.union(*sets.values())) if sets else []\n", " for g in all_genes:\n", " row = {\"fate\": fate, \"gene\": g}\n", " for cond in conds:\n", " row[cond] = g in sets[cond]\n", " row[\"n_conds\"] = sum(row[c] for c in conds)\n", " row[\"shared_all\"] = row[\"n_conds\"] == len(conds)\n", " rows.append(row)\n", " return pd.DataFrame(rows)\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "cd_98678", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AnnData object with n_obs × n_vars = 3696 × 2000\n", " obs: 'clusters_coarse', 'clusters', 'S_score', 'G2M_score', 'initial_size_unspliced', 'initial_size_spliced', 'initial_size', 'n_counts'\n", " var: 'highly_variable_genes', 'gene_count_corr', 'highly_variable', 'means', 'dispersions', 'dispersions_norm'\n", " uns: 'clusters_coarse_colors', 'clusters_colors', 'day_colors', 'neighbors', 'pca', 'hvg'\n", " obsm: 'X_pca', 'X_umap'\n", " layers: 'spliced', 'unspliced', 'Ms', 'Mu'\n", " obsp: 'distances', 'connectivities'\n" ] } ], "source": [ "# Load the pancreas dataset\n", "adata = scv.datasets.pancreas()\n", "\n", "# Standard preprocessing\n", "import inspect as _inspect\n", "_fn_sig = _inspect.signature(scv.pp.filter_and_normalize).parameters\n", "if \"n_top_genes\" in _fn_sig:\n", " scv.pp.filter_and_normalize(adata, min_shared_counts=20, n_top_genes=2000)\n", "else:\n", " # scvelo builds without n_top_genes: do filter_and_normalize then HVG.\n", " # Use flavor=\"cell_ranger\" not the default \"seurat\": seurat passes\n", " # int n_bins to pd.cut on log-dispersions which contain +/-inf for\n", " # low-mean genes — pandas >= 2.2 rejects this with ValueError.\n", " # cell_ranger uses explicit bin edges including +/-inf and is\n", " # robust across pandas/py versions (scCS changelog v0.7.4).\n", " scv.pp.filter_and_normalize(adata, min_shared_counts=20)\n", " sc.pp.highly_variable_genes(\n", " adata, n_top_genes=2000, subset=True, flavor=\"cell_ranger\"\n", " )\n", "sc.pp.neighbors(adata)\n", "scv.pp.moments(adata, n_pcs=None, n_neighbors=None)\n", "\n", "print(adata)" ] }, { "cell_type": "code", "execution_count": 3, "id": "cd_40134", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9b22d779faa34fe7940ad967b525d730", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1163 [00:00 In a real experiment, `condition_obs_key` would point to a column like `'treatment'`,\n", "> `'genotype'`, or `'time_point'` already present in `adata.obs`.\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "cd_34846", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Condition distribution:\n", "condition\n", "high_velocity 1848\n", "low_velocity 1848\n", "Name: count, dtype: int64\n", "\n", "Sample distribution:\n", "sample\n", "rep1 1282\n", "rep2 1224\n", "rep3 1190\n", "Name: count, dtype: int64\n" ] } ], "source": [ "# Compute per-cell velocity magnitude from the velocity layer\n", "velocity_matrix = adata.layers[\"velocity\"] # shape: (n_cells, n_genes)\n", "# Use RMS across genes as a per-cell magnitude proxy\n", "vel_magnitude = np.sqrt(np.nanmean(velocity_matrix ** 2, axis=1))\n", "\n", "# Split at the median\n", "median_mag = np.median(vel_magnitude)\n", "adata.obs[\"condition\"] = np.where(\n", " vel_magnitude >= median_mag, \"high_velocity\", \"low_velocity\"\n", ")\n", "\n", "# Also create a fake replicate column (for mixed model demo)\n", "# In practice this would be biological replicates / samples\n", "np.random.seed(42)\n", "adata.obs[\"sample\"] = np.random.choice(\n", " [\"rep1\", \"rep2\", \"rep3\"], size=adata.n_obs\n", ")\n", "\n", "print(\"Condition distribution:\")\n", "print(adata.obs[\"condition\"].value_counts())\n", "print(\"\\nSample distribution:\")\n", "print(adata.obs[\"sample\"].value_counts())" ] }, { "cell_type": "code", "execution_count": 5, "id": "cd_12214", "metadata": {}, "outputs": [ { "data": { "image/png": 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QkEBzc3OH5fvPooYf7jMc6Bl/X7/NYrEcdR8mPz+fO+64gzvuuIOioiIGDRrE448/zhtvvHFUxxVCCHF8kTRKQhwGl8vF3LlzmT59OjNnzuzw3+9+9ztsNhuffPLJDx4rJiYGoNMHyCOVkpLChAkTeOmll9i7d2/EuoONot832qX9Nl6vl6effvqI2nHKKadgNpt55JFHcLvdnbZj2LBhpKam8uyzz+LxeMLrv/jiC7Zt28a0adMO+7xnnHEGfr+fZ555JrwsEAjwn//855D2j4mJOaS/j6lTp2IwGPj3v/8dcc9efPFFrFbrEbW9M42NjR2W7Rtx1P6eAbz22msR08Xff/99qqqqOP300w/rnD/Fv0shhBBCCCF+Lr///e+JiYnh6quvpqampsP63bt38+STTwJw3nnnodVquf/++zv0l1RVpaGh4ajbM2PGDOrr63nqqac6rDtYHy0/Px+r1cqmTZvCy6qqqvjwww8jtjuUPsOBnvGHDh1Kfn4+//jHP7Db7R2OU1dXd8D27eN0Ojv0+fLz8zGbzR36LEIIIU58MrNBiMPwySefYLPZOOusszpdP2rUKFJSUpgzZw4XXnjhQY+Vn59PfHw8zz77LGazmZiYGEaOHHnU9R3+/e9/M27cOIYMGcK1115LXl4eJSUlfPbZZ2zcuLHTfcaMGUNCQgKzZs3i5ptvRlEUXn/99R9M83MgFouFJ554gquvvprhw4dzySWXkJCQwPfff4/T6eTVV19Fr9fz6KOPcuWVVzJx4kQuvvhiampqePLJJ8nNzeW222477POeeeaZjB07lrvvvpuSkhL69OnD3LlzD7nmxNChQ/n666/55z//SWZmJnl5eYwcObLDdikpKdxzzz3cf//9nHbaaZx11lns2LGDp59+muHDh0cUgz4aDzzwAEuXLmXatGl07dqV2tpann76abKyshg3blzEtomJiYwbN44rr7ySmpoa/vWvf1FQUMA111xzWOccOnQoAH/84x+56KKL0Ov1nHnmmeEOihBCCCGEEL9k+fn5vPnmm1x44YX07t2bK664gn79+uH1elm+fDnvvfces2fPDm/74IMPcs8991BSUsI555yD2WymuLiYDz/8kGuvvZb/+7//O6r2XHHFFbz22mvcfvvtrF69mvHjx+NwOPj666/57W9/y9lnn93pfhdddBF33XUX5557LjfffDNOp5NnnnmGHj16sH79+vB2h9JnOFjf84UXXuD000+nb9++XHnllXTp0oWKigoWL16MxWLh008/Pej17dy5k5NOOokLLriAPn36oNPp+PDDD6mpqeGiiy46qnsnhBDi+CPBBiEOw5w5czCZTJx88smdrtdoNEybNo05c+b84CgYvV7Pq6++yj333MP111+P3+/n5ZdfPupgw8CBA1m5ciV//vOfeeaZZ3C73XTt2pULLrjggPskJSUxb9487rjjDv70pz+RkJDAZZddxkknncSpp556RO246qqrSE1N5W9/+xt//etf0ev19OrVKyKIMHv2bKKjo/nb3/7GXXfdRUxMDOeeey6PPvoo8fHxh31OjUbDJ598wq233sobb7yBoiicddZZPP7444eUK/Sf//wn1157LX/6059wuVzMmjWr02ADwH333UdKSgpPPfUUt912G4mJiVx77bU8/PDDhzU9+mDOOussSkpKeOmll6ivryc5OZmJEydy//33ExcXF7HtH/7wBzZt2sQjjzyCzWbjpJNO4umnnyY6Ovqwzjl8+HD++te/8uyzzzJ//nyCwSDFxcUSbBBCCCGEEMeNs846i02bNvHYY4/x8ccf88wzz2A0GhkwYACPP/54xICcu+++mx49evDEE09w//33A5Cdnc0pp5xywEFmh0Or1fL555/z0EMP8eabb/LBBx+QlJTEuHHj6N+//wH3S0pK4sMPP+T222/n97//PXl5eTzyyCMUFRVFBBsOpc9wsL7npEmTWLFiBX/961956qmnsNvtpKenM3LkSK677rofvL7s7GwuvvhiFi5cyOuvv45Op6NXr168++67zJgx46jvnxBCiOOLoh7p0GUhhBDH3JIlS5g8eTLvvfceM2fOPNbNEUIIIYQQQgghhBC/UlKzQQghhBBCCCGEEEIIIYQQR0WCDUIIIYQQQgghhBBCCCGEOCoSbBBCCCGEEEIIIYQQQgghxFGRmg1CCCGEEEIIIYQQQgghhDgqMrNBCCGEEEIIIYQQQgghhBBHRYINQgghhBBCCCGEEEIIIYQ4KrpjcdJgMEhlZSVmsxlFUY5FE4QQQghxglNVFZvNRmZmJhqNjK8QQhwb0vcRQgghxE9N+j7il+KYBBsqKyvJzs4+FqcWQgghxK9MWVkZWVlZx7oZQohfKen7CCGEEOLnIn0fcawdk2CD2WwGQv8DsFgsx6IJQgghhDjBtbS0kJ2dHX7uEEKIY0H6PkIIIYT4qUnfR/xSHJNgw77pwxaLRR64hRBCCPGTkrQlQohjSfo+QgghhPi5SN9HHGuSxEsIIYQQQgghhBBCCCGEEEdFgg1CCCGEEEIIIYQQQgghhDgqEmwQQgghhBBCCCGEEEIIIcRRkWCDEEIIIYQQQgghhBBCCCGOigQbhBBCCCGEEEIIIYQQQghxVCTYIIQQQgghhBBCCCGEEEKIoyLBBiGEEEIIIYQQQgghhBBCHBUJNgghhBBCCCGEEEIIIYQQ4qhIsEEIIYQQQgghhBBCCCGEEEdFgg1CCCGEEEIIIYQQQgghhDgqEmwQQgghhBBCCCGEEEIIIcRRkWCDEEL8Sjg8foJBNfy5zubh6601VDa7jmGrhBBCCCGEEOLH5Q96UdW2vo8n4KTauQunz3oMWyWEECc+3bFugBBCiJ+Wqqrc8d73zF1fQUaciTeuHolJr+Xsp76j3u7FbNTxwW/H0CPNfKybKoQQQgghhBBHZVP9V5Tav8eojWFU2vkYNFF8W/U67oAdraJnTPrFxBvTjnUzhRDihCQzG4QQ4gS3sayZuesrAKiyunlmyW6+2VFHvd0LgM3j56vC6mPZRCGEEEIIIYQ4ai3eOkrt3wPgCTgoal5BvbsUd8AOQED1UeXccSybKIQQJzQJNgghxAnO5vZFfDabdPRMN6NR2pb1zrD8zK0SQgghhBBCiB+XP+CN+KzTGDHrk1Fo6/xYDKk/d7OEEOJXQ9IoCSHECais0cnCbTXkp8Zy1webw8tzEqO5dWoP4qL0PHnRYJbtqmd0fhLRBh3PLNnNpJ4pEngQQgghhBBCHDdc/haqnbuI0SWwuXFBeLlJa6ZXwniM2miGpJxFnWsPiaYsTNpYdllXkWzKlXRKQgjxI5NggxBCnGBqbW7O/u8yGh3eDutSzEa2VFj5z8IiVhU3otdpSI41cus7G1FV+PfCIt6/YTR5yTFEG+QnQgghhBBCCPHL5Q24+LbqDTwBR4d1Bo0Ju6+RdXXzaHDvRUHBqI1hY/18QEXDMsakX4zZkIROY/j5Gy+EECcgeZMkhBAnmC0V1ohAQ5rFSE2LB4CcxCgufWFVeJ3XH+T1laWoauizyxfgzP98h1aj8OiMAZw3JOtnbbsQQgghhBBCHKoWb11EoMGkjQ3XZzDrU1he/VZ4nYpKcct6INT5CRJgWfUcAPonnUxX88Cfr+FCCHGCkpoNQghxgumbGUdclD78uWtiNDefVMBHN45lU7m1w/YpZiPadgUcgir4AioPf779Z2mvEEIIIYQQQhwJsyEZgyY6/DlKa6HAMpKx6Zdg89V12N6gjUZp9ypMbf2/rY1Lfo7mCiHECU9mNgghxAkm1qgjI86E1RUqDL26pIl1e5tJNZvYUxc5vThKr+WZS4dg8/jZXG7l2W92U2V1AxAfre9wbCGEEEIIIYT4pdApBqJ0FrxeJwBN3kqavJVE6Sy0+OojttWgZWjKmaHtPJXsaVmH098MgF5j+lnbLYQQJyoJNgghxAlm/pZqtlfbIpYFgirzt1S3Thhu4/IFKG1wMrVPGkNyEhicE88Dn25Foyjcd1bfn6/RQgghhBBCCHGYaly7sXqrOyyvdhbBfr2fIAEcvia6xPYm3phOkimLzQ0LUQnSL3HKz9RiIYQ4sUmw4RhaV9rI79/fRCCo8tdz+jG+e8qxbpIQ4gSQGNuxuFl2YhRTeqfy3a76DutijG0/BQOy4nn/hjE/afuEEEII8etT01LDV1u/whfwMannJLoldzvWTRJCnACM2ugOy0xaM+nRBdS5Szqs02mM4T9bDKmMzbj4p2yeEEL86kjNhmOkyeHl8hdXs7vOQUmDk9ve2XismySEOEFM7pnKnaf2JNXc9iDdPzOO34zN458XDOSUPmlkxplIsxi5bWoPRucnUWfzcMvbG7j8xVWsKWk8hq0XQgghxInG4/fwwYYPaHA00OJuYf6W+ajq/vMthRDi8CWZsumTMAmTNja8zKxPJtcymCEpZ5IR3YMorQWjJoaCuJGkRXfDG3Cxoe4zVlS/S72r9Ng1XgghTkAys+HnpKqw4iko/JBP6wpwes8Or3L7AsewYUKIE80Vo7vyjy93hD9/vqWaWpub84Zkcd6QLLZWtvDkwp2UNjqotbn504db+GprDQAby5pZ+6epGHXaY9V8IYQQQpwANpZtZHv1dqwuK16/N7zcH/Qfw1YJIU40eZYhbG1aEv5c5y7G4WumS0wvusT0wuatZ0fzMlz+Flx+G9uavqHCsQ0I1W44OfsG9O1mPAghhDhyEmz4GTyzZDdfbKni6qglnFX2GACXqut5UxnMdjUHgOsn5R/LJgohTiB1Ng9//HBzRIZSjRKq2wAQDAa54qVV1NtDnf71pU3sbXSGt7W5/TzwaSEPnTsAh8fP+r1N5CRG0zUp5ue8DCGEEEIchzbs3cD26u3otXrKm8s73WZw9mAURfmZWyaEOBF5Ay42NyzosHzf7ClVVVlV8z6uQKimXZOnEpe/JbxdQPWxqX4BQ1On4w/6aPJUEKWLI1af8PNcgBBCnGAk2PBTstfS9OY1TC7fzQ7/mdRqisN3XKuodFWqw8GG+CgDrywr5ukluzHoNDx4Tl8m9Uw7ho0XQhyP3lhZypNfF1Fn90QsD6ow4e+LuXhEDm+t3osv0BaKKGlw7n8Y5qwq4+xBXfjD3C3sqrOjKHDP6b24doIERoUQQgjRkcvnYt6meVQ0V/zgttGGaLZUbGHFnhVoFA0Te0ykILXgZ2ilEOJEste2mR3N3+EO2DusW1L5Il3Ng9hr30RQbcsk4fRbO2xb6dxGlrMP25u+pcVXC0CPuDH0TBj70zVeCCFOUFKz4af01Z9JqFxCL00Z/9A/y5LAQDza0MjgFjWaFcG+4U2bnF7u+3QrtTYP5U0uZr+8lk3lzceo4UKI49F3RfX86aMtHQIN+/gCKq+tKI0INBzMF5ur2FUXenBXVXh0/g5sbt+P1l4hhBBCnDiW717eIdCgVTpPyegL+Ph6+9c4vA5sHhvzNs+jvKnzWRBCCNGZRnc53zfM7zTQAKCiUmLbEBFoOJgaZ1E40ACw07oCT6DjoCwhhBAHJ8GGn5KnbWqeTgkSjMvGetVKuPxjtFfMJTrGDECMQUt+csf0JM9+s5u9nYw4FkKIzpQ3dfy+GJ2feMTHe2V5ZLG0QFDF5pYcy0IIIYToyOOPHOwQpY/i/KHnc97g85gxeAYxhlB/R6fRkRSThC4YYKC9hsH2GvTBAGtL1tLsbD4GLRdCHI9cfluHZUnG7CM+Xql9035LVHxB9xEfTwghfq0k2PBTmngXwehkAF7yn0altguf7Qkw/XMtV3ylUu0IAuDwBviqsLrD7l9uqWHCY4u5Z+7mn7XZQojj02n90tG2S38ca9Ty4qzhxBp1Ecsy4030zbQwrntyh2OML2hbtv/8hwuHZZEZH/VjN1sIIYQQJ4ARuSOINkSHP+u1empsNXy36ztW7FmBw+sAQsWhd9buZIp1L9FBP4XRyWjUIKVNpbyy4hXmF84/VpcghDiOpEZ3Q2n3SktBw4i0Geg1pvAyraIjSmvBrE8hJSq3wzGSjTkHPH5mdC9i9Uc+cEsIIX6tJNjwU8ocxKujv6S3+yUe8F9BSYOT++dtZUtFC+tKmyI2/ej7qg67B1oLGr21ei+1NomoCyEOLj7aQHZSWyc/McZItEHHynumcNW4PGaPyeW5K4aRZjHh8gbw+YMdjvHtrvpOj31q3zQenTnwJ2u7EEIIIY5vybHJjMobFf7c4m5h8Y7F1NpqqbRWRmxbVFuEJeBlhTkTr0aLR6sPF3PdXr0dq6tjTnUhhGhPrzESq08KfzZoo9Bp9Eztch35luHkmQczIvU8TDozQdVPMNgxnVK9Z2+nx04x5TE09cyfrO1CCHEikwLRP4HnFm9nReEuCvK6MSg7HhemH97pIGKNOsxG/Y/UOiHEieypi4dw3yeFBFWVv5zZB18gyL8X7WJbVQtmk47fzllPszNUd6GsyYlWgYOVcOiVbua3kws4tU8aLy8rpsHu5dJROWTEyQwHIYQQQsC60nXsqNlBhiWDnKQDjxLeX6nBjELHmZQ6jQ6D1vCjtlEIcWIamjKdTQ0LCKoB+iRMRFWDFLWsxOqtQacxsq5uHt5gKNVsqDC0Bug44GqfWF0i3eNHkxHdnZKWDbgCdrrGDiBaH/fzXJAQQpwAFHXfEJKfUUtLC3FxcVitViwWy899+p/U2jXLyZl3MalKM/MDw6k/43m2Vtt4c1XZfluqgHLQZTHaAOmJFkoaHMRHGfjf5UMZlivT+IQQnQsEVertHmqsbq59fR31dg9j8pNYWtT5bAUFSDEbqbVF5lg+tW8aC7bWkBhj5JUrh9OvSxz3fVLIK8tLAMhJjObTm8byycZKTHot5w3JQqvZ//tMiGPvRH7eEEIcP07k76Id1Tv4ovCL8OfxBeOxe+xsKNvwwzurKgl+N1adkSAKiqIhPjoeq9OKXqdnev/pZCceef51IcSJTVVVPAEHnoCTNbUf4g7YSDZ1pc5dcsB9TFoz7kBkrYf06O5UO3dh0JgYnnouiaYubGtayi7rqvA+EzJnUeXcgQYNWbF90Sjan/LShDgiJ/Lzhji+yMyGo1W/C9a/CvE5MOw3JG9+nlSlGYDTtGt4t3I19549k53VdtaWNnGv7lXO0S7Dr2q43HsP2+kaPtRFw7LZuHUr252hL4VT+6bx0eZ6gio0OLw8/Pk25v527LG4SiHEL5zd4+eS51eyqdxKlF6DyxcasXOgQAOEwpv7BxqSYw1oNQpPXzKEUd2SuO/TQsqaXNTb27bb2+jkshdWs7kilOJgXWkTf5sx4Me/KCGEEEL8olhdVjZXbCbGEMPArIFsq94Wsb6qpYoz+p5Bvb2esqb9B1tF6pHWk7KmMoI+FwB5yXmUNJQQJIjH7+Gbom+4bORlP9m1CCGOX4GgjxU179HkqUCDliChFEkHCzQAHQINeo0JBYUhydNIjerGlsaFbG1agi/oidhnTe1cmjyhdHD17r0MSZn+416QEEKcQCTYcDTcLfDy6eCoDX121NElswu0pv0LojBlSC+MOi1vXjOKXTu30OfdL0MrFeinKWF7sC3YoNdpmXP7ecxZtRezScd5g7OYt/VrvK151U16iZ4LITr3wrd72FQeevm/L9AAoFEgIdpAg8Mbsf2B0ifV2718vrmarwprOK1fOvM2VYWPs09ilC4caAB4b105J/VO4+Q+aT/iFQkhhBDil8Qf8PPeuvewe+wA2Dw2Us2plDSUhLfpnd4bjUbDOYPOoayxjI++/+iAx9NpdcwaPYtN5ZvQaXX0y+jH88ueJxgIPcfoNNJVFUJ0rsS2gSZPBUA40LCPURuDJ+CIWKagQe0kfZIv6KbKuZMqZxFdYnpT4dga3mMfnWIKBxoAKhzbSY/uTmZMzx/paoQQ4sQiBaKPhrW8LdAAULEe/eS7CQ68GG/aIILT/0VyXqigqkGnIT05iYDSVnthWl5kIqXXV5ayqcLKzSd158qxecQ5S/lXrx3kxvgZlB3HX8/p9zNdmBDieFLW6OSpRUWdrhuYHc/COyby5a3j6ZthBkCnUeiZbg5vk24xdtjPH1SpsrYVpg+qbQGHRpc/YttAUOV3b67H4YlcLoQQQogTh8PrCAcaAGpaahiRO4K+GX1Jjk1mQvcJ5KfkA6DVaEmMSUSjtHU30y3pKO16P1urtlLeVM6IvBEMyRmCzt3MyVFm4nUGUs2pTO099ee7OCHEccPlt7Gt6dtO11n0qUzMvJKJmVcSb8hoXapg0aeEtzFoojvZU8Xlb4n4rLS+LvOr7g7bbqj7DG/AdcTXIIQQJzIJNhyNpIJQ+qR9up8Mxlg05z5L82Vf8mDlcP46byuNDi+1NjeTnt7CjZ4b2RTMY41xFJMuuoOrxudFHHJDaVPoD24rvHwaZ+y6lyWBK3i+6yLyU2J/xosTQhwvNldY8R+gztmGvc18saWanukW7ju7HxlxJhJiDMwak0tmfKh4vaIo3HlqDy4dmUO0vu1n4fvyZrSt7wQm90wh2G4mxP4VGjz+IB5fACGEEEKcmMwmMwnRCeHPuUm56LQ6Tu5zMjMGz8DmtrFkxxIcHgcun4s317xJUA09oBi0Bs7ofwYjckdEHLPSGhotrPo9uBf8jS67FnN++RpOV30kxyb/fBcnhDhutHjrOp2lANDiq6XCsRWLIZl+SScRpbNg0ETR1TyQaF08EOr79IqfQNfYQWhpGwwamr0Q6uUkm3IPeA4IzabwB70HXC+EEL9mMjf1aDjqoKVtOh01W8J/vObVtXzfmtJka2ULU3un0uL2M58RzPeOAC+sDMYxa7SZd9eU0eL2Y9BqmNgzNXSA5r2h47fatGoR/9g9iZumdOeM/hkIIcQ+Q3IS0CiEgwHt/wzgbg0C3PvJlvBshT9/VIi3NU1BldXNY1/uBCDNbMTpC+Uo9bfmWTpvSBf+MXMg176+jq+31WA26vjT9N4s393AV4U1uP0BshOiGfbQ14zrnsJzlw+VtG9CCCHECcbj82B1taVRrLe31YWat3keFc2hlCZVLVX0zeiL29c2Gtgb8BIIBujfpT+bKjbh8rnQKBrykkIDr1RnE6qrqe3Ye9cyT9UwPHc4vdJ7/dSXJoQ4jsQb0w6YFgkgEAzNti5sWBSerbC58evw9p6Ag+3NSwEwamIIBH0A4fUZUT0YmnoW6+vmUencjlbR0zdhMo2ecqqcRQRUH9G6OBZVPE+iKZsRqeei0xh+0msWQojjiQQbjoDd4+fWtzdiL9vE28G2tCEBRwNr9jRQ1uhkR3Vb4aH1e5tYsach4hhmk474aD0mvZbPbh7Pyj0NDMiKb0ttktyDQGpftLWFBFWFzwMj2VZl43dvrmfeTePpkymV5YUQIelxJl6ePZxb3tlIs9OHUaele1osmyusjMhN5IJh2QAU1zvD++wLNOyvZr+C0ftoNArPXT6U0kYniTEG4qL0zByazQPzCvlySzV7G0PHXrqzjrnrK7hkZE6nxxFCCCHE8cUf8PPl1i8pby4Pz1QAcHqdVDZX0uRsigg81LbUUtNSE3EMvVZPtCEao87IJSMuYW/jXlLMKaSaQwOtlNgUlMQ81MZiAPaY4mhwNDC/cD5xUXFkxMlgKyFEiFEbw6i081lX9wneoAsNWuIMqTR5q0gwZpJrDqWytvna3sEcKDDhCTo6LlRCsx+GpEynl38cek0UBq2JHHUAhsYlVDp24PSHAq8N7r3stW2iW9ywH/9ChRDiOCXBhiPw4rfFfL2tBkjjXd1ELtB9Q5May32VJ/HxcysBMLVLReJpl98kxqClX5c4HjynX3jkb3ZiNNmJ++UN1Bmpm/kRTz33LFsccWxUC4DQaOWyJqcEG4QQEfpnxdPsDI3KcfkCFFa28JdpfbhyXGjEYLPTi8sbmeZoQvckmpx+9jY4sLpDgVMFyEqIpsrqwh9UyU6M4uYp3YFQwCEvOSa8/1ur9/Lq8tIObVm0vVaCDUIIIcQJ4vvy7ymq7Vgbyuqy8u66dwHQKm0zGlXaplfqNDpSzalM6jkJoy5UI8psMtM3s2/EsRSNFnXC71ix7AXqAj5qDG3PG1aXVYINQogI8cZ0vMFQzYQgAZq81fSKn0D3+JFAaHaDX40cRJVsysEX9OL0N+MLts28itbF4/K3oBLEpDHTM34sEAo4xOjbUseVO7ayx7a2Q1tqXHvIswxFUfZPNCuEEL9OUrPhCMwvrAr/+ff+6xjifpZRnqf4tD49vNztCzIkJ54HzuqLQdt2m6f2SeOd60bTPc3MgQSDKjfOWc+of67h08AooruNxKALHaNXupmxBZK/VAjRJhhUmbu+PGJZIKhy/7ytzN9SDYDFpCcxJnJ677e7GjBolXCgAUAlFND0B1Wm9k7l299PIbddgKG9JkfneUq/3lbDF5urOl0nhBBCiONLZ4EGgBZ3WzHVgBogJTaFk3qehE7TNp4tJzGHC4ZdEJ7BcCBfFn7J8ytfY6chFkNaL7SaUPAiITqB3KTco78IIcQJQ1VVyu1b91/K9uallNsLAdBqdJi0kTUv69170aCLCDQAOP3NqARJNnXl5JzrMRs6f99yoILQ9e5Syh37t0cIIX69ZGbDYSqqsbGtyhaxrJHQLIOC5Bh21bVNw9tS0cL6vc3hz1qNQnmTE6vTR1y0ngPZVGHls9YXdVaXj1SzkRV3T6GsyUWvdPOBc6FvfAu+uAuMsTDzZcgZeYRXKYQ4nvxn0S6e+Hpnp+v2Njooa3RyzWtrsbm8xBq12D2hGQ6qCuvafUftb2eNvcMyq8vHHz/cTGmDkxlDutAtJYY9dQ66xJuoaG57cG84QCBCCCGEEMcPq8tKdUt1p+vio+JpdjWHP9c76lm4Y2H4s6IoODwOnF4n0YboTo7Qup+9nm3V24BQbQeDzsA1466h2dlMUmwSem3n/aadNTtZuH0hOo2O0/qeRnZi9hFcoRDieLOnZQ1bm77pdJ3Tb8Xlt7Gm9kPcAQc6xYBfbeuXNHnLO90PwOar77DMH/SyqeEr7L5GusT0waxPxuarx6Q14w60vRfyBpwd9hVCiF8rmdlwmMwmPTpNx+lx/bpYmPvbsfRsN2Nh/5zogaDKutJmXvxuz0HPkRCtR9vuHIkxRpJijQzKjj9woCHgg09vBo8VWirgizsP46qEEMez78ubO12eEmvgzIGZPLmwiO3VNnxBsHsCRB3ge8Ri0pEZZwp/rmlxU1hpjdjmH1/uYN6mKjZXWPnrZ9t48YrhrPnjVD753bjw91+/LhbOGpT541ycEEIIIY4Zg84QnmXQXlJMEhcOu5A0c1p4maqqEduoqkqNrYa1pR3TjrRn0pnQKG3d0ih9FCa9ifS49AMGGlRVZcG2BXj8HhxeB4t2LDqcyxJCHMeaPJ0HQA2aKLrE9GGXdSVWbw2g4le9aJXOizfrFANR2rb01L6AmyZPZcQ2O5uXU+HYhtVbw9amxQxJnsYp2b9lYuZsLIbQjC2zPpns2H4/zsUJIcQJQGY2HKb0OBOPnNefO9/fFLF8S0ULj3+1g49uHMs7a/ayucLKB+srjugcCgq90s3sbXQyPDeR20/p0WGberuHr7fWkJscw6huSa07tosdKQcISgghTjhn9M9g0fZaAHqkxXLnKT0x6rUMzonHbNKj3S9/6H8uHkRJg5PviupZsrMOgJzEaBbfMZHznllOpTU0Q8HjD/L+unL6Zsbh9Pr519dFLNpRGz5OIKji8PrJSwmlWfr8lvE0ODwkxxjRdBKUFUIIIcTxJUofxWl9TuOzLZ9FLG9wNPDtrm85f9j5FFYWUttSS2FV4RGdQ0Ul1ZxKo7ORdEs64wrGddjG5XOxu243FpOFnMRQXSiFtmeN9sEKIcSJLTOmJ1XOHQDE6BLonTAJraIlwZiBXmtC2W9M7aDk03D5W2hwl1Pj2gWASWtmSperWVXzPq5AKCVckAB7bZtJMGYSCPrYaV1BlTMyjZxP9WLRhoIMEzKuwBNwYNRGo8h3kBBChEmw4XDsXgQeO+cPPp3yJhdPLoz84XlnbRl/ObMvs8fm4W4t0Lq9OjLl0pj8JK4a3+2gp7nt3Y0UVoZ+8LZWthBrjPxrsnv8nPv0MsoaQzkD/3H+AGYOzYZzn4X594DRDNMeP9qrFUL8Qjm9fu58bxObKpo5a2Amd57ai/yUGCqaXUzskUJlsxt/MIjZFBoNePspPdhdZ6ekwcmVY3OZ2idUX+ayUV15eVkJLW4fs0bnsqPGzvflkTMZ9hWEfuDTrby9pixinQIRM720GgW9RkPkuEYhhBBCHI/KGstw+9zkpeQxNn8sy3Yvi1i/o3oHU3pOYWDWQALBAA2Ohg4pl7rEd2FY12EHPc+CbQvC+9XaasOFpPfxB/y8u/ZdmpxNAEzuOZmBWQM5re9pLNqxCJ1Gx0m9TjrayxVC/EIFgn6+b5hPk6eS9Oju9E2cTLTucpz+ZlJMubgDDgKqD702NEO7e/xoWnx12LwNdDUPJDOmJwB5liEUt6zHE3CSaxmEO2CjwRPZv4nRxwOwrWkpxbb1HdqiaRfIUBQFjaJFBWSYlRBCtJFgw6Fa9CAsfSz05+6nctul7zJ7TC5j/rYIly+U/9ztC+Lw+rGY9Jj0Wt68eiRDHvw6fIg+mRbevGbUD56q1taW97ze7iEYVAmoKkt21BEXFUqxtC/QAHDne5v431ff87LuMbKiLHDec5A56Me5biHEL86L3xaH67r8d/FuxuYnM6YgmcE5Cfx38S4e+zI00uea8XlM6plKeZOTf100iKyEyHzJJr2WXulmPv2+knmbKpk+IAODToPXH0oBNyQnnstGdgVgT72D/alAUa2dXhkWvP4gv3llDd/tqqdrUjRvXzuKjLion/AuCCGEEOKnsrpkNct3LwcgOyGbGUNmMKDLAF5c9iLeQCj/eUAN4PF70Gl1aDVazht8Hk9/83T4GAnRCZw/9PwfPJfD0/aM4fa5CQQDaDQaShpK0Gv0mPSmcKABYPGOxawuXg2E0jyd3OdkMuMkfaMQJ6oS2wYqHKG6Lnta1pJsyiEtOp94Yzp7rGspbFoMQK55EBnRvXD4mxiUdBrRrYGDfTSKFoshhXL7Viod28mO6Y9W0RNQfQDEGVLpZhkOgN3fRGdsvgYSTJkE1SBraz+ixrWbKK2FMekXdjifEEL8Wkmw4QdUW92sLW2kz8alhOcjFH0JPhd76t0MyIpjVXEjAOcO7oLF1JZXNDHWyFMXD+bR+dtJjDXw1MVDQivcVrCWQ1J30HXMH3jLST24+4NN+IMqt07tjkaj8JuX17BkRyjdyU1TCkiONVBvDz3oq0CRVeG/2tE84ngBPrsdrpG8pUKcqPYFOPexuf00ObwkxBh4eVlJePkL3xXz/LfFAGgUOK1fOpN6pnLBsFABxaIaG9e8thZ/UGXuhgqMei3PXjaEV5aXkp0QxR/O6B1Oh3TZqK6sK20iEFTRKBBUQyN41u9t5MyBmSzeUct3u0JF1UobnNz7cSHPXXHwkYzi5+HyBrj93Y2s39vE6f0yuPfMPiiKjL8SQgjRkcPjoKK5gm1V28LLyprKcPlctLhaSDOnUdYcGglckFJAjDEmvJ1BZ+DMAWfyzc5vMOlNnN7vdAC8fi8t7hbio+PRaTp2P0fmjeTLwi8JqAFG5I5Ap9Uxb9M8dtWF0p0MyxlGrDEWu8fe1k6vI/z/F25byOWjLv/xb4YQ4hchoPojPvuCHrwBFwZtVMTsgxLbRkpsG1s/KaRHFZAanUdO7IBQwXpfE6tr5hIkAA5Q0DA89Rx2t6wlSmumT+KkcEq2rrEDqXeVohIk1OsJzd1u8lSQY+5PvbuUGtduAFyBFjY1LGBU+g8HV8VPz+MPcOf7m1hV3MCUnqk8dE5/SfErxM9Mgg0HUdns4oJ/L+Cvvn+QqNlFA2aq1QR2xw6joM7LpS+sxO0LjQC+YWI+vz+tZ4djTB+YyfSB7Uba1G6HV84AZwNkDIIrPwdDTMQ+M4dmcVKvVHyBIKkWE9aG2nCgAWDB1ho+uGEML3xbzOsrS8PLDYQi8gR8nV9QMABBP+w3NVkIcXy5cmwei7bXsr3axoTuyfz54y3U2jxM6pmCy9v2MN6+TmNQhc83V/P55mrcvgBXjM6luN6BP9i20e5aO5eP6sqUXmns76yBmfRKN1NS7+DD9eV8UViDCry8rJQLhuUQFxVZwHHBthp21dooSDUf8DrWlTZh9/gZV5CMVh4Af1Tbq1u4+4PNuH0BBmXH88WWUHqKV5aXMK4gmal9Ov4dCyGE+HVzeBzMWTUHp88ZsTxKH4Xdbef99e/ja+1nDMoexMTuEzscIz8ln/yU/PDnZmcz7657F6fXSXJsMucPPb9DmqQeaT3ISczBH/QTa4zF6XWGAw0ARXVFXDD0AjaUbWBD2YYO5wyqwU6vJ6gGCarBTgMcQojjR655ENXOXVi91SQas9netJQN9Z+RbMrB63cfYC+ValcR1a4ifEEPBXEjcPqtoUBDK7uvgfy44aRE5XbYOyOmOxP1s7H7Gqh07KTSGQrA7rVvJid2AAaNKWL7OncJVk8NccYDP2M3earwBlykRHVFIzU2f1S76+z8/oNN2Nw+RuQm8sn3oULfb60pY0xBMmcOkNlvQvyc5MnrIJbtqudMz2dM1n8fXnaP7yq+ahxB6strwoEGAKvb12GkaCCoUmfzkBxrQKdtze23/tVQoAGgaiPsXgy9p3c4d0JM24wH8xc3MlgZy936t+imVLFeP4OuSRP46zn9SI8z8cayXeQ7v+dm3dzQDiNv6HgxuxbCu7PA54Dxd8CYm8AUd2Q3RghxTKWYjcy/dQK+QJA/zN3M0qLQjIL2QUkFSI41Umf3dNh/U2tdhlSLEUVpC0qMzk8Kb/N9WTMLttaQlRDFBcOy2V1n55LnV1Fv95BuiXy4VpRQyrfshCjKmkIp3lQVqqxu9FoN/1u6B7NRx41TCsKzv55esou/zw+lezqtbzrPXj70x7k5AoDfv78p/PdcvF8KrPImZ2e7CCGE+JWraK7oEGiAUHHmuRvmhgMNAB6fp0PfR1VVHB4HUYYotJrQi7StVVtxekPHrLfXU1xfTK/0Xh3OYdK3PVss3rE4Yp1G0WCJsjCxx0TMJjNrS9eGjwkwMGtgh+OVN5Xz6aZP8fg9DM0ZyvDc4RHnEEIcPwzaKCZkXk5QDVDYuJjG1joL9e69EduZtGbcAVuH/Zs9oUE3Bk007WcpJJpy2m1TQ7VzJyatmRzzAFx+Kytr3sUdsGPSxkYcTwVc/hZidAk42qVbcgVa0Puj2GVdhVbR0j1uNAZtKK3snpZ1FDaGsk+kROUxMnWGzDT+Ed3z4WbWlYb+Lvbv+5Q1SN9HiJ+bBBsOom9mHKVKZKnTfT8HtTYPqWYjtTYPOo3CgC6RL+7tHj8XP7eSzRVW8lNieOe60STHGiE+J/JocVk/2A5N3XbeMHxDjBJ6aXhq3UtQ/RtI78+Nkwu40fAZLHi4bQdvxx9YFtzbtnzpY7Diabj0Xcgd94PnF0L8Mum1GuKj9Z2vVODlK4fzxIKdFNc7qLd7aHH70WoUJvVM4dXlJXy+uTJi9kNlcyhQ8Ie5m3hzdVuxtD99tIX+XeKobw1cVLe4KUiNpcHuYfaYPN5atZdXV4RmWWk1CoGgytCuCaCqTP3nN/gCoZPsbXTyzGWhoMLc9RXh488vrMbp9RNtkJ+kH4vd0zbDxR+IHPG5rbrl526OEEKI40BybDKKoqCqaod1Lp8rnMpIURTSLJGjd30BH3M3zKXKWkVcVBznDzmfWFMsZlPkDEeLyfKD7WiwN0R8bnI2UWmtJDMukyE5Q9AqWhbvbAtI+DqZ1b1s9zI8/tBzy7q969hYtpEzB55JblLuD55fCPHLpFG0HWYUtDcs5Wx2WVdi8zXiCTjxq25AIS06n+KWjVQ5d7Iv0ADg9oeeibc0LKLYti68fEvjQuKN6bgDodRt7oAdsz4Jd8BJV/MAapxF7GoJ1Y1R0KASJM6Qhk4xsrj8hfDsCbuvkZFpMwEotxeGj1/nKsYbdGHURtbTE0fO0a7vs6/vuc926fsI8bOTNzsH0SfTgv3SP1D8+W4yHYXM8w3lq2AoB3mMUcub14zkkS+2s3BbLXfP3UyDw8uNkwsA+GxTJZsrQqNKd9c5eHBeISa9jtF50zl7QgNUfQ/9Zh5aIedhs4lZ+EDEIr/f1/aXlz0KFC2oAdDoIXtE5P7FS8FaFrnM54Bl/5ZggxDHuZtP6k6tzcPuOjtj8pN5b20ZLW4/s8fk4g+qvDg7VOSs2enlu131mHRabnl7Aw5voMOx/IEgf/poc0SgAcAfVNlQ1hz+rCjw30uG0DM99AJhwt/bOvyBoMonvxtL7wwLYx5ZGPGwV1QbemD/tqgObbuRPMmxBqb/5zsy4kw8fv4g0uNk5OHR+tO03vzuzQ14/UGun5jPU4vb0lHERXWsFSSEEEIkxiRy7qBz+Xrb19g99oj0RDqNjnMGncOq4lUU1RaxZOcSXF4Xo/NHA7C7bjdV1ioArC4r3xR9g1FnJCMug1F5o6huqaYgtYDM+B9OZdGvSz+WFi2NWBYItD23pMelo1E0BNUgiqJ0OGagroiRFetp8vtYacnEo9ERUAOsLVkrwQYhjnP5cSNx+lto8dWRbMqhwr4VT9BFrnkgoDIs9RwURcEX9FDnKkGj6NhQ9xl+teNs70DrTIn2gQYAlSBNnsqIZQOTTyfBmAHAkoqXI7Ydm34J8cZ0FpW/GJGmyeYNBU7rXXtpH+TQK1Esq3oLky6GQUmnE62XjBNH657Te3PDG+tw+gJcN6Ebz3yzOzyoLi5a+j5C/Nwk2HAQ/kCQxKRkkm+cj9GkR7+xgskbK0iIMfCbsXnkp8SydGdb2pLXVpSEgw1JMZG5SAds+RtzA+N5e003LFdey+QpqYfekPF3QFo/mH83WCtYnngul/23ipmWx3hE/TdaNQATfw9aPeRNhMzBbfu6muHNi0LBhf2Z0w/ndgghfoHMJj1PXjSYFrePXbV2bpycz7trynjo8+28+F0xFw3P5m8zBhAfbWD6gEz+Pn97p4EGCM1seGPl3k7X7ZMZZ+LWk3uEAw0AI/MS2dsYmp46JCeeAVnxABGp5gAuGp7Nkh21XPnKGlS1tWh133S+LKyh3u5lT52Dhz7fxn8uHozoqKzRSZPTS7/MuIgiZ8GgytaqFhJj9LS4/JQ1udAqcMtJ3bG5/XywvpyMOCMGnZa+mRZumlIQynP1xV2wfV4oQH3OsyDpJYQQ4lctqAaJNcZy6chLMeqM7KrdRWFVIUadkUHZg0iOTaa0oa1e3MbyjeFgQ7QhcoRuUW0RAFsqtzCt/zRGdRt1yO0YkjOE5JhkFu9cTIu7hcToROZumItJbyKgBggGgwzrOgydVkeX+C50ie8S3lf1e3EvfoIUn4sUQEeQhfG5ABHFrIUQxyedRs/glDPwBT3YvQ10jxtNpWMbmxu/psS2kS4xvRmSMh29xkhmTE92Nq/oNNAA4A96KbatPej5jNpYesSNCgcaAJJM2dh8oTS2FkMqiabQd1CQyELWOeYB1LvLWFHzLqFgg0J6VHdqXLvw+V04/I1saVzEiLRzj/yGnMDKm5w02L306xIXUd9PVUN9n/hoAw6Pn5IGBwathpumFGDz+Jm7voI0iwmjTkPPNDN3nNwDgIc/38anmyoZkBXHP88fRIxRXocK8VOR/3UdgMcf4LIXVrGmpAmDVuHsQV2476y+nDWoS8R2l1s2MsT+Dd8Hu7El6Yrw8ql90rhjXAqLli1nhGY7s7VfkaPUcrXvTnZW25jc8zCCDQA9ToUep1JYaeWSf38HwM3uZ9EqLdhVE28v2YHx1Hu5MD2HiLituzky0JCQG0rlFJcNJ0fOlhBCHJ8qm12c+/Qyalo8ZMaZIh7G3l5ThkmvpVe6mQuHZ5MZH9XpMab2TmXPfvktsxOiCKpQZXWxr450rc3D+UMj0789fF5/ClJDuUxP6p2K3eNn4bYaks1G7B4/eq3C70/rydXju/GPL3eER5kEVRiYE8/nrcWLAUobHKiqKjlM9/Pxxgp+/+46RrOZXvl53H3VJQD8Z1ERTy3ahcffeXHM9obkxHPZqK7EGHSw43NY/b/QisIPocswGPO7n/IShBBC/IIFggE+/v5j9jbuRaNo6JHag8m9JlOQWhCxXZQhCq/LC0B8VHx4eU5iDiNyR7C6ZHWHYzfYG+ie2v2w2pOTlMOs0bNocjbx6opXgVAqp33WlK5hfMF40sz7FWP1uUL/7TuOVk92QjYxxhgm9uhY0FoIcfxx++18VzUHV6AFozYGvdI20LPCsQ2dxohFn0xX8yCidOZOj5FsysXZrt4CQJTWDCi4Ajb2zUTwBOxkx/aP2K5f4hSidXEE1QBp0QX4gh7qXaXoNUY8ASeg0Ct+LN3jR1HUvJK2WQ0q8cY0ql07w8dy+pul79OJLwurufHNdfiDMDQngfeuG41Go/D8t3t4/KsduA+h79M3w8LsMbmYTXq+LarjuW/3AKG6gi9lFnPTlMP7XRJCHDoJNhzAyj2NrCkJ/fh4AyrvrSvH6vLx6IwBbcWbKzfwZ/djKNog07UrsfUbBowOH+OmiTnMXncumqAPjaJiJ4r4aD2n9D3yGQUmvTb8Z4+qBwVmeO9jh5oDHxeydtVSnuy1PVQA2pIRCi50mwx7WtOcNO+F857vmGpJCHHc+nxzFTUtoRE7lVY3PVLbipgpwCvLSwBw+wJcMTqXskYn/1u6J7yN2aRjyY5a/MHQbIOgGnox/da1ozDqtMx8ZjlrWwtupceZ2FrVwk1vbqDR6eXOU3qyaHstC7fXEqXX8sgX24nSa/D4g+EAxawxeVw9Ph+AiT1TePab3fiDKmaTjtP7ZtDk8PHsN7uBUPHqe+Zu5m8zBvzEd+348vryEp7TPsZE7SYog5ZvminvfhmPf7Xzh3dutX5vM5c8v4rpAzJ4aoA7Yp3P4+I/X+2g0enlqnHdyEuW0Z9CCPFrUm2tZm9jaHZjUA2yvWY7Lp+LU/ueGp610GBvoMXVlvs6Lzkv4hhDcoawtmQtQdpeAhl0hsMONLSn1WhRUFCJzMGtqipLi5ayqXwTucm5DM0ZitlkRomKQ5s1mED5BgB0jnrOyeyNNr3PEbdBCPHLUu3chSsQ+i7yBBwY9JEzq0ptGwHwq17yLSNw+lrYaV0WXq9V9DS496ISZF/B6DhDGmPSL0an0bOi+l3q3aFZXEZNNA5fE+vqP8UTcNAjbgyNnnKqnDvRomN787coaIFg+Huqa+wAuseHZnOlROWys3k5QQJoFT3p0d0JEmBn83IAbL56NtR/xpCU6T/dDTsOvbGylH3xhHV7m3j0y+1cOCybhz7fdsjHKKxq4ZIXVjG1dxoXDc+OWOfw+HlyYRG1NjezR+fSPa3zoJQQ4shojnUDfmnsHj+vrSjhq8Jq9o8tf7W1hlGPLGTJjtrQgsZilHa5TM2OkojtX9viZqD7fwzyvMD7ideSOvNxvrptwqG9xAkGYMFf4JXpsOaF8OL8lFj+PL0POYnRvJ5+N19EnRUKNAB9lRKS6lbDyv/CkwPh49+B3wv5U9qOqwahYv3h3BIhxC9c16TI75SbT+rO7DG5TOyREtE131zRgkajcM8ZvZnUMyW8PDshOvwwty9A0OjwhtMgPXnxYKYNyODkPmm8OGs4D3y6lT31DpqdPv700RYWbg99J7p8gdb/3xZoAMKFpQGG5yby0Y1jefjc/sy7aRw5SdHcfXovYo1tgdR5m6qO9paccPrFe0KBhlaxO97DF/jhET2dmbepCmf+GdBrOqqiYaehD2es6Mm/F+3ijZV7ueT5lUd8bCGEEMcXX8DHpvJN7Kjd0WFdaWMpL373IrtqQ3V/rG5rxEv/9jMNIFS3Yd/6hKgETulzCleMvIKk2KQfbIeqqizfvZz3173P+r1tfRWLycLknpOJi4oj1ZyK2Rj5QqjZ1Yxn+wJsn9yDZ/nzqH4v2ox+EdsE6vcghDhxxOjjIz7nxw0nzzKUVFO3iOXNnhoURaFnwhgyonu02z+hNdAAbTMYXATUULH5wcln0CWmN2lR+YxMm8m25qXYfQ34gm4Kmxa1FpqGQGvaJJVAxHejJ+gM/znemM74zMsZkHQKEzKvwGxIomf8WAyatgBJpWMHqhoZUP21y9ivht/C7bX4g0d2j77eVsOArDjOHJCJRoFYo44PN1TwxNc7mbNqLxe/sArXAdIMCyGOjMxsaCcQVLnofyvYUhmKkoe+iLTY3G1fPB5/kPs+KeTV38TQNX8KJPeA+p1gioOBF0Uc75HPtxNUFYJoedxxGisGHsaImjUvwrInQ38u+TZUs8HVDIsf5CpTPFeddjl0Gc+9y4bB8lLGajbzqv5RdErrj2bAAxteh92L4OynQR8NPicYYiF/8tHcJiHEL8zJfdJ48Jx+fLG5iha3n7WlTdxxSuiB+qynllFc70CnUZg2oG1W1fNXDGPhtlosJh2rSxrZWtUSccySBifnP7scnz9IitnEg+f2o8dhjPiIi9JhdfmJi9Jz1bjIkY/9usTRr0tkIbRB2Ql8tyuU+3RAlhRJ29//nTMK6xNpxPlqAND43Qz88nyeLRjNDbtH8kP9k5RYI3WtQZ+cxGiiTCa4aA4jH/yK2hZfxLZVVjdWl4/kWGNnhxJCCHECmbthbriwM4BBa8Ab8IY/B9QA3xR9Q2JMIlnxWSTHJlNvr8egNdAnI7Jv8+2ub8Mv3Fw+V4f1B7O1ams4BVN5czlJMaEAxbLdy9Br9IzIHUFGXAaFlYWs2xtZzHVPVAJd3S2sbKrE/+3/mNr3dIz6qFA6Ja0BbabMlhTiRJISlcvApNOocGzDF3TT7KmkZ/x4NIqW76reaK2noJAZ0zO8z9CUM6lx7Uar6Gnx1rHVWxtxTHegheVVb6MSxKCNon/iVOKM+6VpOwi9xogv6EGnGCiwRGaRsBhSsBhSIpYlGDOpcYUCufHGNEmjtJ/7zuzL/MJqWtxtdTDunruJkXmJrClp5IfiDsmxBurtod+yjDgTCdEG/nPxYDaWNVHW5MLuaTtuvd1DvcND9n61h4QQR06CDe3U2z3hQAOASXUzMFDKd4R+pBQCqGgpaXBy1lPLmH/reDKuXQI1hZDYDWKSI44XH63HZQ20/jmiksIPs1VGfm4shnm3gb91BFHJt/jRUeq9DTM9uVL7RVugob2WCvjiTrj+OyhbHUqflJR/eG0RQvzizRiSxT++2kGz08fmCis2t5/HLxjIR78dy/Ld9WQlRrGnzsGXhdWc0icNvVbDaf3SKaqx8eK3xZ0ec2eNHYDiBie3v7uReTeNp7LZ1frApkcFBmbF8c3O+vA+PdPMBFEpat032qAN13M4mKcvG8JL3xXT4vSxvqyJsX9bxAXDsrll6q8gl2btNtjyAST3hAHnA9Dk8PK/pXtQUbl+Qj4JMdFww3xY9T9o3ANFXwFwGqtJV/9NFe1/f4K0n7g4c2gW95zeixe+K8bu9nPthG6s2NPAnjoHDY7IQAOE6ndIoEEIIU58bp87ItAAodoN+7O5bby95m0uGXEJFw27iFp7LXGmuA4Fl6P0Ubh9oTR9Jr2pw3EOxu6xdzjn0qKl4cBHhbUiYr2iBunisYMC5UYLS+JzcGv1EAzwYdE3XHn6fQTqdqFNzkNjyUAIcWLJiu3L9qaleIJOrN4aPAEXw1LPYmzGJdS7SonSmnEErFQ6dpAR3QNF0ZAe3T2UEqnu006Pafc3AODwN7G+fh6Tu1yF22/HqInGoIlCRSXekEGdu63vZNYnAUq4YLRG0RFr+OHZXENSprGnZR3egItmbxULyp4lK7YPvRMmHP3N+YXbU2fno40VdE2KYcaQUC3AFreP/32zG19A5Zrx3UgxG/nilgm88O0e9jY6wzPpD8VZAzO5d3ofXlleQqPTy9XjurFhbzO76uzhwVftjS9Ipktc53UNhRBHRoIN7STFGMhOjKKsMfRC/1bt+zzsuyy8XotKgCAXaxeT6mti+/ZkMkYOOWD9g2cvG8oD87bi8Qf447Teh9eYobPh+3dCQYcuQyFvQlugYV97VD99lWL+bHiDfM1B0o7YakIBBgkyCHHCsrp8NDvbXhyXNISKPcdF6zm9fwZXvbIm/JDWPTWWGKOOS0bmUNboxNZuZMfBjq+qKpc8v5KShtDU4HMGZXLvmX258c31bKtq4cyBmTxwdj8ufm4lRYReGlRZ3VRZ3QdMH+f0+nl5WQkeX4CzBmVy7n+Xh9vzxNc7Gdc9iaFdE8Pbv76ylDkrS8lPjeWR8/pjMemP4G79gthq4KVTwW0NffZYYfjVXPriSrZW2jhJs4669Z+RMGoaTPkznP4oLLg3HGwAKFAqqFJDHR2ABMVFkxq634Oy43ls5gAUReGu03oB8MG6cu5473sALCYdLe5QEe9bTurO4JwERnX74Q6SEEKI459RZyQhOoEmZ1uR1IDaeSoJb8DL7rrdDO06lMy4zE63OaPfGSzZuQSv38u4gnGH1ZY+GX0orCykxd1Ccmwy3ZK78fX2rztsl+W2UmuIxavRUmmMZZy1nDp9NG5NW7fW5XWhMaeiMaceVhuEEMcPf9Abka7I0VrsWa8xkhHTg3W1n1DpDKWHi9ElotcYyY7tiy/oxRd0d3rM9nyB0DYra94LBxLSo7szKPl01tV+gtVbQ1p0AYOST2N1zdzwNt6gE6ffSpyh8++fQNBPsW0d/qCXLjF9WVY9J9yeXdZVJJtySInKDW+/17aZ4pZ1ROvjGZh0Kgbt8f1SvNnpZeb/VtDoCAWSGx1erhnfjdkvr2b93mYAXltRwhWjc7nrtF7ce2Zfnly486DBBg2Ek2L1ybDwrwsGodEo3HFKaNDwZ5ur+N1b61FVMBt1uAmi1SjcNLmAYbmJjMxLRKORmSVC/Jgk2LBP8VJ09UV8ePnJPLa8meJ6B6cG3HxSVswWNZQCxIKDa3Sfc4MuFAn3L1sDQ9bCAUbu9Ew34w+qbKlo4epX1vLaVSMZqi+FZf+C6GQ46c+h9EudSciFm9eDrQricqByPRjN4LGFN7nXP5u9aip3at4/+LWNuBpUFcpWgdECaVIgTYgTTXqciWn9M/hscxVajcKsMbnhdaWNjogHtKLaUCDg+/Jm7m59Ab2PQavgDagdlv3h9N44vIFwoAGgsLKFhBgDd53Wi1kvr+a1FaW8tXoviTFtM7l6pZvpEn/gh+Lb3/me+YXVAHy4oaJD4MPZLn/mzhobf/l4C6oK26ttZFhM/Gn6cf59Vr+jLdAAULaG0m4Xs7Uy9F2/MDiUk1wb6PHt45DSCwZcAPVF4c0dqpHVam8Gspvp2hXM1n1FlZrINb472KHmUNsSSon05MIi3L4Av51UwKIdbf8WWtx+Xpw1jKFdE4jX+WHbp7A7CbpP/dlugRBCiJ9fRVMF9Y56Tu93OpsrNtNgb8Af8FNrP/ALnbWla+nfpT8GXeczthNjQoMD6ux1fLrpU84eeDZRhihWF6/GqDcyJn8MUfrOnwnMJjNXjLoCu8eO2WSm3l6PUWfE428bhTrCVkmq18m81v5TUNGwITYNjyayS9svM1SzIVC3C3QGtAk5h35jhBDHBYPWRFZMX8odhYBCnnlIeJ3bbw/XVQBw+BsBaG6sonfCpIjjKGja1W9oW9YncTJBNRgOIgBYvbXoNUZ6J05kZfV7lNk3U24vjAgAxOoTidUlHLDdmxq+pNyxFYAye2GHwMe+uhEADl8z3zd8Cai0+OowaqMZkHTKQe/LL11JgzMcaABYV9rE9AEuNrQGGgDc/iDPfbuHvOQYLh6RQ3Gd46DHbP+3V2V1Yff6+ffCImxuP9dPzGfxjtpwylmbx8/TlwxhdLckogxa5m+pZunOOk7qfegps4QQP0yCDQCb3oO5VwOQbM7k0d8uD9U4+CSV12of5VXfydSpFt4MnsQQTdtLHl1LWSgYkJjX6WHXlzbxfVkzAA5vgHdWFTO0eAa4Qj92uK0w4/kDt0sfFUrPBPDF79sFGhRA5bPASGIUNx5Vj1HpmAoDgLP/C4Mvgw+uhs3vhZad/hiMvPYQbowQ4njy1CWDub4in/hoPdmJoZyTdo+fC59d2en2qgr5KTH89ey+rCttYmjXBE7tm86fPy5k8fZavIEguUlRvHXNaDJaAwYn90ljwdZQ3YBUi5GaFjcPf74tPKvCF1CpafEwMi+RmUOzOLVfOgadptPzA2wqbw7/ubwpcvbWkJx4xua3pQeyuX0RtQla3Af43jueZAyE+Bxo3gso0OsMdtdFppLYqnYN/WHfC6CaLeF1MYqHjIQYztVXMLvlCwBylDru0r3Nb3y/p1+XOC7434pwSqyvCmsiioMnxxpIijHw3De7yd72HBdZX0JRgCl/ggl3/mSXLYQQ4tjZVbuLeZvnARCtj+ayUZdh1BlZvGPxQYMNLp8rPPOgM7W2WiqaQ+mO/EE/mys2U95cjtMbGqjg9Do5c8CZBzy+TqsjPjoegKVFSyMCDYoapMDVhIqCLhjAr9GG2h/wYdO1pf6b1H0Sg3IG4Vn5Mv7dSwHQD74AQ5/Tf+i2CCGOM4NTziDPMhS9xkCMPvSCPxD0saz6zYiCze2ZtDEMSDqVBncZ8cZ0MqN7Udi4iGpnEUECmDQWxmRcGC5C3SWmNxWObQBEac04/S1sb/oWb+usCpUgnoCDBEMmXc0DSYvOR6s58MzrJk91+M/ugC1iXZwhldSotmwU/qAH2l2HL9AxBdDxpkdaLN2SY9hTHwognNo3jeJ6R6d/W/WtKY+2VkfWFsyKj0KrUShtdHbYp3+XOC59YRWbK0KDueYXVnNqn7ZZJvFRejLiTLzw3R6+2FIdbseNk/K589ReHY4nhDgyEmyo3gJLHmn7bKsM1WAoXgqb3iYRuFk/l1M8jwIaFgaHMlKzPbRtxiCIyz7goTPjo9BrFXyto4S7WjTgamRXMJP3AxPILo7iElU9pGJA3qDC/mOIRmu2Mi84msu9d3NV1GJO7RYFXifsXda2kUYH7pa2QAPAupcl2CDECUhRFPrvV1y5pN5BdUvbiJmuSdFUNrnwtVbV+vfCIj65aTyXj84NbzO+ezJfts42KGlwMW9TFddMCAU+n71sKDe8sY6vttawbFcDkx5bgraTWEKqxcT5w0Lfj+tKG3lmyW6SYozcc0Yvtla2sLfRyaDseEbnJ/HB+tCLiTP6Z3Du4C58tbWaAVnxXDaqa8Qxh+QkcNbATD75vpJ0i4nrJh7nqeGqvod1r8KAiyGhK6T0hKxhDHX66JoUTWmDEz1+zlBW8rjhelZtHMBI+w6s2pvx+bZxo+4jsnoMZcmlp0BzH/jX/8KHzk2xcNeAnryzpiw8G2W2dj7fOAfywXovGXEm4qP03DK1gKteXUuDwwtMpVHXQLZSy4pvfUxIqOL0/pLnWgghTiSNjkaW714e/uz0OalpqaHeXs+Wyi0H2ROSYpLCwYDOxBpj0Wq04boPZpM5HGgAqLZWE1SDaJQDD0LYJ6hGjjRWUdCoKlGqnzOa9lAUk0piUh4xhii+8jihtT+l0WhQg378u78N7+svWizBBiFOUPH7FXF2BWw4/W2zhqO0ZtwBJyqh76Wi5pVMzvoNXc1theNTo/OodIbe8biDLVQ4ttIjfgwAg5OnoaJS6dhOo6ecxRUvolW1Hdph0EaTbQ7Nqmr2VLOzeQV6jZE+iROx+5qw+xqJN6STZMrCYQ8NPk2N6kaeZQiVjh3E6VPIixsaccw4YxrZsf0ps2/GqImme/yoo71dx9SOahtvrCplWv8MshOjyE+JZWjXRBwePwWpseyqbRtwFR+lZ+H2WpzeAFH6tvs9ulsSb10ziiaHhyEPfh0OUuQkRnPR8Gw+3FARnsUPoVTA766rIM1iJCHawO+mFHD9nHXUtEQGbl5fWUqPNDNnD+ryk94DIX4tft3BBlczvDodXG15SjHGwWd34LHW8Kl/PHGKg5O16zk5R8NUxybucrwdDi6/HTyJRx9aRHKskf9eOoQeaeaIw+cmx/Dc5cN4f1056RYT3+618mbwedJ8FVyt+5ytTV352+eFtHiC6DQabpnanWTFBju/hKQCyBkJwMcbK3ixbCaPa2vI1dSgJ5Rm5EHTG2iicpjf1JM/aweSPH4oQxu/iAw2xOeAIRYsWdBSHlqW3OOnuqNCiF+Ybikx5CZFh184XzayK89/u5taW2j6amGVDXW/oOf+xYGTzQaaHF5sbj85SdFUWttmILh8AUz6yJcGWkVhSs8Umhxe/rt4Fy8tK6Y1tsGOahsb281mABiRl8hV4/KINei45Z0NuLwBRuZ1rBugKAr/vngwD57bjxiDDu1xnFvTba1D/8qZaD2tnaEJv4fBlwKhOhuf3DiO1SWN5CeZ2FDUjf/M2wstNlbvtQEZQAbrYifx/jlTeO7LHXj8AW4bci3R658HVDJ6jSan3d87wPJgX0ZrCokNuhho382yln7c9UEozdI+CwKD2aj2AB+8/eZ63rpmlNRwEEKIE4Qv4OP99e9HBAD0Wj3f7foOmztyhG26JR2nz4nNZQuPENYoGl787kVMehOn9zud1P1qIphNZs4eeDabKzYTY4yh1laLXqvHFwj9zji8DpbsWBI+3si8keg0OvbU78FispCVECoUuqtuF9XW6ohjoyi8k9aPi521qB47gzxWkvNGsBsNbPk8vFlcVByKRodiTkW1hWZiaiyd15gQQpx4onQWYvVJ2H2hYs/Z5v6U27biDDQDoSLQgaAfbbv0a0ZtZG05ozYGb8CNL+giRp+A29/28jqo+lHYvw+ikBqdhy/gpsi6ij0ta8Lfcy3eelp8NRFbxxsyyI8bgUETxYb6efiCHuIT0zu9nkHJp9E3cTI6RY9yCIHaX6p6u4cLnlsR7ndcMz6PC4aFUtzFGHXMvWEMq/Y0kpMYzbrSRv7w0RY2ljWzsTVTCIRqrP734sH8c8FOHB4/l4/uyusrSlGBKb1S6ZFmjgg0tFfT4qGmxcPdH2zG3km9wha3n1ve2YglSs/knlLvR4ij9esONtiqIgMNSQXgbIC67RiBgZo9nOx9jPviF3P3tbPh8V7QWjQtqCr8oXQwQXw0OX38dd5WXr9qZIdTTO6VyuReqdz69gZW7mkEYqiigIGa3ZyhXc3fVsfwlieUd89XvoG/Nd0GrQ/kzHgR+s/kpWUlbArkcnLgMXYYr9hXAxSN382nDZmoKNTavNzx7vcs+b9LwFELe1dB7+nQNRSRZ9Yn8N0ToRoRE3//09xPIcQvTrRBx92n9eLGN9cTUOHVFSWc2jed11fuBWBa/4wOs6tMeg19Miy0uH2cPTCTOJOeUY8sxOMPcuGwbMbmJ7Olom06a0FKDHvqHDh9oVGIAVXl7rmbiTHqInJyAuypi3yZAbC6uJFYo5aVexrDNRrunruJZbvrKWt0MmtMLtMHtL0oON6LQlc2u/jD0x/zirdt1FXJ1tU05IdSWQHEmbSc7Pwcqsr50ntqp8cptmu55d1CFu+oA+CSmK/IQ6VetTBjcTql6ga0CuwrwbFTzSY+aGeu4V70SgCbGsUZrofx6NNx+0IbZaWlsrH1/Y6qhoJDEmwQQogTg9PrjAg0WEwW/EE/DY6GiO1iDDHMHDKTV1e+GpGKpM4e+r1x+Vws2bGEC4Zd0OEcOYk55CTm8PW2rylrKuuwvrCyMFyE2tZQytDKDaT5XHwfm4p12KX0zezLxrKNnaZA8QGf62Opj05FqwY5bc2b9Jj+AHaPnfKmcnKTcumaFJoVaZpyB77Cz0BnxNDvwKmbhBAnFq2io2/CZFbXfoCKyl7bJjKie1JsWwdAWlRBRKABQIOGOEMq3oCLjOieRGvj+br8WQKqjy4xvUk2daXRUx7ePkoXhztgw6/uGx2vsqVhITublkUUrYa2wtXtNXurKLNvptFdjl8N9ZU2NyygyV2Jw99MV/NAsmP7hrfXa4wdjnE8qbW5Oee/yyIGOH29rZaTe6czIi9U68ds1NHk9LKxrAk6BHNCGhxe/vDRlnC9P6NOE/6leGV5Ca8sL4no+3TG7vETpdfgau239kqLZXtNW4BiR7VNgg1C/AiO39DojyGpALJbAwSKBibdE1GA2aKE8rc92DCZKrs/VEOh1UG+vzrl9rVNBQ6iwauGXpZlBivDyy9s+G9boAFgywdAaErYPt8F+oX/vE7tjtrui9jq8oWmEI+7DS55O1SrIXyt+XD2U3DqQwcuSi2EOCF9sKE8/NBV3uRiUs9U3rhqJC/NHsa/LhwUse2uWjvXvLaWrVUtlDe5SIsz8b+le/D4Q99h76wto1eGOfzNowB3n9GbTfeeSoyxbYqrxx/sEGgA8Hfy5anVKCzaXhdRDFpVYe76CtaUNHHr2xspb+qYk/N49f66crBXU6uGvov9qoa/VQ7i/GeXs6aktabP0sdg3q3w7T+YsfkGchNNQKjGwj6XjuzKtqq236wGX6gjsjzQh0ylHi0BAiqcn1xKJqHiduO0m9ErrektFBda1HCgYVB2PHdcdg5xUaHfp6QYA1N6ycO2EEKcKCwmC9kJbSlgR+aNxOvv+Fvt8Dqwe+zoNEc+Lm1fKqX9tU+P1K1mC4leOyY1wEhbFRUVm4DQ7IQDqdeH+kUBRcOO1r7ZkJwhnDXwLAZktaVF0cSmYBw5G+PQi1GMsUd8HUKI40+ZfUs4YOkO2Ek0ZTI67UKGp57LsNSzI7Z1+qysqvkAq7cWV8CGURfDHtuacKHmCsc2YvSR30m9EsdzWs5NGDTt3w8FOwQaQiuCHRYpKNS69oQDDfuWljsKafJUsLH+C+y+xiO8+l+ejzdWUmmNLIRdXO/gwudW8G1RKIj9/Ld7+P0Hm/jvkt28saqEbsmh2SZJMW19nwuHZbOzpq3vs69/2l5AheyEqA7L2wsHGtLNvDBrePgccVF6TukjhaKF+DH8uoMNWj1c8Qlc+gFcvwz6z4Tup6Kq4FV1POQLpbQwB1vYUdkI5z0HhlCqJK0C9w/1YDHp6JYSwx+n9T7oqW4/pQdd4qPQauA6ywryNNX4DWZcfS8Ob5MYHx+5U+ZgAB48px+Xjcphau9UHoj+A1uDoelmKUoLGtq+YM8eJFOEhRCRqq1ulrSOfAfQakIBhbfW7KWiyUWtzcP6vU14/UFeXV7Cbe9sCNeZASiqsZMeZwp/jjFoWbqzPhxwVYENpc0oGoX/XDw44mV4Z9oHFIbmxHNq3zRyk6IjtsmMNzEwOz782R9UufXtjVTv95B6vOob3M6L+n+Qqlj5m+8iTvP+jfnBEQRVWLm7dXRp+Zrw9qnOXXx5aTrf3TKM1QWv8nnqf/l43F7uO6sv5w1pyys6r+vdkNiNM3UrecvwEC/pH0MhyNyGrhiTQqkp3g9MpEEN/Y55VR1ltBWL3lTeTG5SNAtum8DLVw5n/q0TwoXGhRBCHP8UReGcQedwzqBzuHREaBZBfkrn9Y+qrFWc2udUjO2KL/dK74VJZyIuKo6JPSYe9Fwj8kaEUhqhENUaFNBpdPRM7xneJmG/oEJqbOg3aWL3iQzKGkS35G5YTJbIa1DbnlGSMgcghBDteQJOql272i1RcPpaKLVtxOlrxhtw0uSuJBD0U2rbxLq6TwjS1j+x+xowadvSY2sUHfXuyFlazZ5KVIIMSZmOUXPwYGaAtpQ98YYM0qMLMOuTI7YxaWNJMma1W6Kyoe6ziNoTxzN/sGNQAEL9yOW7QwOiNrRLl2R1+Xl0xgC+vGUCI/OS6BIXxUXDs3l0xgDOHdzW9xmRm0h+Sgz7q2hykZf0w32Y7dU2kmONzL9lAi/PHs5Xt06gW4oEp4X4Mfyq0yjVtLi5cc56ShpUrhxr4MZUFbtqIFaBqmACJWooqtmEhfqv/gmzbwfvvkiqyuW2F7j8vvmHdK4eaWaW3T2FQFBFGzgJas5Fl9CV62KSGTW2Gb1WQ1d9d3jzAmipgD5nh9MdxUXpefCc/gD4A0F2VX/Dh4XriV/7FC+pf+fDwHh6aiu5btpLP/o9EkIc3yqaXRHBg17pFh75IlQA7bNNVTwwbyu+gEpWQhTlTa6IfaMNWs4d0oW8pBi0GoU6m4cbJuVTVGPnww0V4e0eX7CTb4vqeff60Sy7ewpXvryG5bsbSI410Ojwhus17O+GSQVM7ZPGl4XV3PTWBrz+IFeOzeXeM/vyfVkzl7+4ihZ36AF9bWkT939ayDOXDe38YMeRKZYqFCV0Uz4JjKGStg7H6PzQVOKWgjP5YLsGi+Lk3KQKjGkFZC1+GLZ/Sh+Atcuo6zGY3XU6NAoEVXi3NJq7s1IwsQeAidpNXB38nFSlmacazgFi2aumcb7vfhYZbseg+JkUV8tCa6gIdP+sOGweP6kWE6kWE0IIIU4sTq+TzzZ/RpOjiX5d+pFiTuk0XRHAit0ruHjExXj8bUU0GxwNXD/x+kM6V0J0AleOuZJgMEiQIPX2esxGMzHGGIZkDwEgWQHnkn8RdNTT0nUkg3pPBcCgMzCp5yQgNBOi0d7I9prtbK3citPXNnJ4WO9TjuQ2CCFOYJ6AnaDa9oLfrE9iW/M3AFQ6d7CtaSlBApi0ZtyByPSuGkVHVmw/4gypqKi4/C3kW4bjDtgps28Ob7fLuoo6VykTMi9nava1rKn9kFpXMXolCp/q5kB5MLrFDaNLTC9qncWsqfuIoOonJ3YAA5NPxeqtZUXVu/jUUH+s2VvN5oYFjEyb+SPfoZ9fUsyB00Dtq9M3qXsyX2wJpUdKtxjpm2nh+W+L+XxLFQBvryljcs8UdlS3hPs+myqa6ZcZBzgijhkEitvVrVNo+xtJsxjDxaF7pZvx+IOkmI2SOkmIH9mvOtjwz692srY0lEPvsS93cEpKM913fghAV00d1+nmcaPvVgA8dXsgGICohLY6D+ZMaNgNid1C6Yv2CfhB2/mt1WoU0Jggq+2FWdsIXgvcsvGgbdZpNfTqkkiv5JFQ/Feo2sQk7aZQAWjtr3uiihCio35dLAzOiWfD3mYMOg3DcxMprGyrt7AvELF/oCEjzsQHN4wmMz40KuSfFwwKrxvdLYkmp5d/fV0UXra6pBGPP4BRp2XO1SN5fukeHm4NauzPpNdw1bg8prZOUz21bzqr/3ASDm+ALvFRWJ0+BmTF8envxjHxH0vC+1ldPuZvqWbZrnrGFiRzWr/OC6n90indp8LiOHBb+Y1xEQ96Qjmvz85yMkxfCiRx6eJYNvtnAbCl7gvu/dcAyBkVcZzHPl7Hlw254c9Ob4BFDYmc0frZrpr4o/5NAF72n4aV0EidPcF0/KoGnRLkWf0TvHHmPJ5Zspvvy6xM+ccS3r1uNCa9lr99sR1fIMgdp/SkIFVG+QghxPFudfFqKppDgwVWl6wmOTaZnTU72zZQ1XCfpsXTgtvnJlofHX7BbzaaaXI2ER8VH1HvKRgMotF03g/RaDRo0JBuafvNTrW0vdSJPfNhACwd9mzdX9GQbE5mRNQIKpsrcVpDbYnSR6E7QH9LCPHrFatPJsmUTYO7DAUNyaau2Hz14fX7ZjHsH2gwaKIZl3EJMfpQ/bRByadFrPcEnGxvXhr+bPVW4w24MWhNjEybSXHLBrY0ft1pmzRoybUMJjM6NLMrNTqPU7JuwKd6iNbF4Q24sehTmNRlFgvKnw3v5w24qXHupta1hyRTNpkxvY7izhw74wqSSYwJDULTaRQCwVCYu1e6GUtr+tanv9kT3r66xcP4vy9mXEHkDJBH5+9gT31bYMHtC1JU27Ee4P7ah35c3gAPntOP/y4qYnu1jYmPLeada0eTEK3nkS+24/T5uW1qD3qlH+hXSQhxKH7VT2j+/Ybbbq71UEBbOZoCJVRPYYSyjXO1y+B/48BogYxBoI+GnZ9D4QfQ91yY+XLo4Xze7bD2JUjMg8s+CAUijlTzXqjdBlnDITqxbfm820LnMMZB1kjQm+CUvx75eYQQJyyjTsvb147i+zIrmfEmDDoNC7bWUNHsOuh+VVY3QRUKK628vKyENIuRm6Z0x6TXUlRr53/tHggB9FoFu9vPupomuiZG8/cvdxzw2P++aDCn9I0MFMRHGzDpA1z4vxWsKm6ke2osb107iusmdON/S/dgMemY2juN698IFXd7fWUpb14zkjH5yZ2d4pctsVsodV/5Gq7OHMyUBjfet2fRq34HvKij5cKP2Wxtm1mwLNgP7K8TrNqMJrEbNO5hS+IpvFvZtcOhb7NeyGmn9Edjr8FTW0FseajTM027kucD0wEYpRSiU0LTmfUZfUmMMVBrC43wqbd7+WB9Oav2NIaD8duqWlhy5+Sf9JYIIYT46QX3yx3eaG9Eo6oEWwMH6V4H1e3qG7y99m30Wj05iTnoNXr2Nu3l1RWv0i25G2cOOBNFUVhatJQNezcQa4rl3EHnkhiTyJEKOhoINpejTcpDaZc+aWnRUtbvXY9eqyfDkoFWq2Vs/tiIgIcQQkAoQDkq7XyaPFVEaWPRaYzUunbj8DcfdD9v0ElQDWLz1rO7ZS0GTRQ94kej0xhw+JrYZV0Zsb2CgqoGqXftJUafwNbGxQc89qDk0+kSG5l2W681oVX1rKx+jzp3CTG6BEanX0iPuDHstC5Hq+jpEtOb1bUfAiolto1oFT1p0Z2nvvsly4yP4vObxrO2tJG+mXHU2dz85tW1bK+2MfPZ5Tx/xTBKGyPrXTQ4vKwuaaQgNZZdtXa6JcdEBBr2sbr8/G5yAfV2D6X1DlYUH7zWRd/MOFLNRqpaZzc0u3y8s7aMohob3+4KBaW+L7Oy8p6TfqSrF+LX6VcdbLh1ancKt2yk2GvhN9ovaFnUhNLujujxs904C5PSWrTZ7QG3le9bYkhKTCLL1/qyrvBDyBkTCgisfTG0rHEPLH0czvnvkTWuYj28Mh18jtCshWuXQGxKKPiwtjVdkscK9Tvgju0RxasBqNsJn90OfjfBqQ8wz5qLy+vn7EFdMOm1HU4nhDhxGXVaRuS1df7n3zqeLRVWLn5+1QH3SYwxYNRpuOyFVTQ5Q9+Be+oceP1B6mweXL623KZ6rcKfpvXmlCeW0uDwkhJr7BDMBTBoISHGyLtryxnZLSlciHif11aUsKr1AbGo1s6bq/Zyzxm9+d2UAkx6La8uL4nYfluV7fgMNgDEZ4f+A7rtfBYCrcGZoJ/G7z/DzGBshHKQTtCECmY2N9Yyf9oyGprtPL6opNPD9sxKQTPh/0BnJKbwCwLvLkSrqFynm8fHmqlgimN039GoUTeh6Iww9mayaiKLeGYlRPNBU1uarMrmE6NWhhBC/NqNyB3Btupt+AKh3/XVxcuZ3LyXTTGpxAa99HHU85mxILy9x+/B4/fg9DpJiE4I77enfg/r964nLiqO9XvXA2Bz21ixZwXT+k87orYFm8txffUw+FwopjhMp9+LJjoBq8saPocv4KPeUc81467BoIusERW01eJZ/Sr4XOgHzqBYY8Dtd9MzrWeHbYUQJzaNoiXJ1FYDYULmLKyeWpbXvHXAffQaI3qNkaWVr4YLPdt9DYCCJ2CPKOasoKF3wkS+qXoFT8CBQRMVUfehPaM2lnJHIclRXTFqI+sI7LVtos5dAoDD30SJbQO9EyaQHzccRdFQZt9C+3H5Vm/tcRlsAEiPMzF9QKjG6OriBuyeUKqroAofrCvvdJ8qq5sHzuqL1eXj8QU7O92me2osN00pwKjTsnRnHSuKV4fXmXQKligDk3umEhelR6tRuG5CNyqaXShKaDIfQFZCFIu314b3q7G58fqDGHSSOUSII/WrDjZkR3mZr7kZWgeQqioEVQVNay7t1wKn0ENfy8wsG4aKFdA6GsgfCPBtrYGLw+/sFfjiTvavt73MnskTzywnIcbAg6fnkabWhUa0HsoD79aPQoEGgJZyKP4mVMDaEENE1jl3M5Stgm6TIvf/6HqoCI0Avv/lj3jVEyri9tGGSt66NjIVhxDi18Vs0jM6P5mLhmfz9poyFCDGqCM+Ss+gnDhMeh2/GZuHyxsMBxoAFmytCQcR9n0LaRR465pRrC1tosERegivs3sYnZ/Iit2RI0u8Aahp8VDTUsP1b6yjf5c4LhyeTX5rIa65+z1oxhi14fYCTO2dxn8W7cLq8hEXpeekXh1za1Y2u3jws624vAHuOKUn/brEddjmF6emMOLjh1ubsBFDFjXcrns/NLMOeNp/Ji/M3XLAw5w3MJU/2x+CBxdDzmiCpz5BAC1a/CQrLZwS+IY3bKfyWbGB3978AHpPMyx+mKE+J4+d/hu+LPEzKDuei4Zn4/UHue/TQlQVrp90fHZqhBBCRIoyRIUDBgBBRcM3cdmMslXS29XISnMGGkVDmiWN6pZq1NY3MUE1SIOjIeJY3+76tsPxvQEv7617D4PWwNiCsSgoxEXHodP8cJfTX7YOWgdyqW4rgcrNaAomoNPoQiOIW/s+voCP8qZyuqVEzh73rHqZYE0ofePSde+wKSo0yKKwspALh10osyCE+BXTaQwkRWWRZx5KsS30jkSnGNApRhJMmWgVHXmWwQDhQANArasYlY7FjUemzcDua8QTCL2v8QZdJBlzaPDs7bCtJ2Cn1mVnbe3HxBvTyYntj9kQGixVZovsA2haR77qNKH3RalR3TBoovEGnegUAxnR3Tsc3+23U9i0GF/QQ8/4MSQYMw/7/vzcdtREpj5a2O5F//7+8knhAded0S+dOpuHnn+ez8CseP4xc0DEerdfxW3zsLqkkS9uHo83EOTJr4uweXz84fTerCpuoG9mHLNG5xJj0HLPh5sJqnD1uDwJNAhxlH7VwQZMcZDWD2pCL28UhdCjrKJhfc/bydiyg9FsxlBwBTircTRW0BA0c59vFsVqOmf0yyDOuh0q17ceMAgZA8HVjDuxF9fuHILD20SOUoOxeAaozZDeH678Aozmg7ctrV/bnzU6SGnNzxefA73Pgm0fhz4rOojL7ri/qzn8xyXettx+K/Y0hPOqCyF+3f42YwCXjMwhxqgLv/BvLxhUmdgjhW921qEQmXqua1I05w3JYmReIsNyE2luF5QAWF/aHPH59H7p4aJfACt2N7BidwNz11ew5M5JxBp1VNs8EfvMGJIV8Tk3OYYvb53A5gor/bvEkR7XsYjx7e9uZOWeUJCjsLKF1X+cekj34sfi9Qeps3tIt5hCNXoOhTkt4uMqb+jlfjlpzI+ejuLRUexL4cXAwUeLLt5aRXVgNP/Sryd17wqiC98EJTRqyKtqeUD/Gma/h9drplJc56DHwuuh6EsAzk/8jvNv3hA+1qwxuZzUOxV/QCU3OeZQL18IIcQvmFajJd2STnVL2++xX6NlWVw2gdzRbGmqQFWDZCVk4fa5aXI2RexfkFKA3WOP2D85NhlfwIfZaKaquQpvIDTwYG9jCQFVJTEmkQuGXoBJ3/E3uz1NfLv+jKKgie8CQIwxhl7pvdhWvS282hLVSS5tb1t6jXJd24zv6pZqPH7PD55fCHHi65c0hazYvmgVbfiF//7Sowuodu4CiAg0mLRmupoHkGDsQkpUV9qSb4c0eiIHTaVFFVDj2hWxvtFTTpl9C1O6XI1BG4Ur2BKxT05s/4jP0ToLEzNn0eytxmJIJVrX8bvv+4YvqXWF0ts2e6o4JftGNMrP96LcFwhSa/OQZjaiO8QaokmxkQWjPf62+5wUo8fq8nc6S35/i3fW4fKGZpR8X97MO2vLOt2uuN7B1korLy4r4bPNoYLTGXEmlv1+CprW/tqFw3MY3z0Fty9At076xUKIw/PrDdcFA/D922zIuoyrNA9yh/c6GtRQAEDRaBm6539cp/uUPCpgyd+gcTfVwQQuC9zLViWfSyf0I+7CZ+CiN8HQLnDQ/wK4dRPumW/g8Ia+NC/QLiFebQ6tr94MO7/84fYNuADO/i8M+w1c8g6ktws+zHwJJt0Dfc6Bi9+EpE5GnU69F7RGVEWDWecPLx6YHSeBBiFE2ICseMxGHbUtHVPlaDQKF4/IRq9VIgpraYDhuYkMyUlgZLckAKb2SYso4tX+oRFg2oAMpvQMzURo/w6+3u6h2urCFwhGBCzio/XER3ecBZYeZ+LkPmmdBhoAqq1t11Fv9+ALdByN9FOpaXFz8hPfMPZvizjnv8vC04Mj7F0F/+wDj2TDxlDxZsbcDN1PQY1N58XgmawM9gGga2I0/77zOlIvf4nlWVeFi3UDJEYbmNo7NeJeNvm0LA/24wn/+aEFyT3Ds94MSgCNonKn7h0Agqv+F0rDt0/jHrDXRTQ1KyFaAg1CCHGCUFWV7dXbSbekY9Lt/xuqsNHeEJ49sKZkTTjQoFE0KIrCwKyBTB8wnbMHno1R1/aiqHtqd64ccyXnDDonHGgACLTOimh0NLK7bvcPtk+XPQTjmGvRdZ+MccLNaJPb+jen9DmFMflj6J7anen9p5Mc2/EloX7gDNAaAAVDuxdtybHJEe0VQvy6xRvTQi/6/Z0XFs6JHRieYdBekimbOEN6a6ABUqK6khbV9j21/wyIjOjuZET3aP3U9sDuC7px+q0AeANtNfS0ip4oXccBqSZdLOnRBZ0GGgDc7a7DF3QTVDvpf/xEGh1eTv/3t4x9dBHTn/oOq8vXYZvNFVbGPrqIfvd9yRurSgG4ckwup/RJI9VsxNAuQJFuMbLsrpN48+pRDM9NIDuhLXBsMek4o196RN9nX6Bhn5yk6E5nvgO8vLyEXbX28Ocqq7tDDcPM+CgJNAjxI/n1Bhs+vxPPh79j9rJEFjq78UFwIn/0XQU6E5zzbGu6on1CD8v5miqWmv9M0Z/GcM8ZrQV+LBkw6xMYeQNM+yeMvhEIFTu9bmJoem+9ut8PQ1zkaN0DGnwZTH8CcsdDw27wtb5E0+pg0t1wwavQ41So+h7qiyL37XM23F3Kv4d9SbUvFqX1x++yUR0Ligohfr1e+q6YkY8sZOQjC3npu+IO6//1dRG+QOTIEr1Ow3vryrnsxVW8u6ZtBMllo3LCf442aDmtXzo5idHMHpPLtP4ZFFaFHqzbD1Tp38XC41/tpO9fviRK3/aTlJcUw+UvruLPH23B6T30h+bfTekenlFw4+QC9Ic4wubH8N7aMkobQlOvN1dY+aJ15EyEz/8PWirA0wKf3Ax+L5gscOl7KP+3g9QZfycuSk+6xcSjMwdg0msprLQSVFWm9k7lhkn5nD80i+smduPrbbV0NujHY0gIBaoHXQyXfgBdhoXXuTGQRAs51QtC27T3wkngtv6Yt0QIIcQvxLe7vmV+4Xw2lm/E7W8LzGsVLVN7Tz1gXQONouHacdcyuedkIJSKaeaQmQzKHsSkHpMYkTsCAJ1Wx6i81lStauSPU6zx0F7e6PJGYxxxBdqMfgRbqlH9oeCFoiiMyB3BtP7TKEgtINC0l6C1InLfLgOJPv8ptg2/EquiCbehX2Y/SaEkhAgrtX3PV2XP8HX5sxQ1d6xft7N5eYcX9hq0VDi2srr2A4pb1oeXdzUPitgmM7on0bo4cmIHkBXbhxbvvvRAbd+Jsbok9ljX8lnJP9EobYNAY/WJrKx+j+/rv8QXjJztfTAF8aNQWl/rdbMMC6dg+jnM3VAefoG/vdrGJxsrOmxz/6dbqGh2Yff4ufeTQuweP9EGHc9dPozVf5jKfy4eTGKMgeRYI3+fMRCTXsvWKiuBoMqE7incOKmAmUOzuGVKdz7fUt1p3yfaoOWCYVlcPDyH5y8fxqh2tQr32V5t47KRORHLzv9/9s46Oo7r7MPPzPKuVswsWZZtycwcc5gdZmjSNpzma9okDbRNGZI0bahpmNlxyElMMbNlkMXMvKvl3Znvj5F2tZIMoTZx5jlH5wzcuTOz9pmZe3/v+/6e2Ey30zukrYqKytfnhys2VK7BhYEeQh+/jXIcpE5WvBFGLBz+OHcX4uNzwDZgEil5PCSMgvJP4aOfQ1c1AL88eQw7bi4IRpICoI+AzC/hmeDshMfnwT8mw79mgr0lfP8Hd8AT8+HRqbDl8fB9XgeXH7yeHcaf8I7+Psy4yYgJNyVSUVH5YfPw52XIsjImf+izocZb0WbdkG0DsxbWloZqbJ40NoX/XDmV2SPiyEuIYEJ6NB/fOo9zJqdR3+2ibUCZpP5hf6xFz0f7m/EGJFw+iSlZMVw+K4t9Dd18UdbOC1tquH/FAdy+4U3XBrN8SjpbfrmYjb9YxM+WjTrGX+GbIX5QSnCCdVAk5banlOy2gay4CTY+rGTbAadPSGXvfcvYcscsZmrL2b/+HaZ+dj73Nt/E3i2fkxJl5M/nTSC5e1dYN9PTDGhEgZxYIzcnH4C9r8HK20DUwLlPIWfNoVuI5lNpMi8Zfoc5eyrUbgm/lu4a+OgX38hvoaKioqLy3aK2c2gtcYC4iDgKUwvJicsZdr9f8vPC1hfocYXE6PiIeOIt8dR21rK2dG0wC2Jm7kyum34xGjn0naAXRLLijj3YSfa5cH/yG1zv/xLX+3chDfKK8O56HfeH9+FaeQ/eAx+EHxzwkXvwfS5tO8jZHaXopQBRpu+Bd5OKisp/jdLuTfRP/pd2bxyyX68xDdk20Py51RUKzkoy5zIjaTkJxiys+nis+nhOSL2KLOsEXP7eYbMnjNoIGpzFSAQIyD6i9SlkWydh87bT5q6mtreIoo5P8UtDswSGI80ymqUZP2Fx2nUUxh5mDutbIuEoY5/Xd9Sxq7Z7wBaZu9/Zxz/XlOPvyz4/sTCZXfcsZcPPF2IxaHh2UxX3v3+QXbXdvLStlkiTlr8sn0Brb7gAU5hiRSsKpEWbGJ1sZWVRE3e+VQTAX8+fyJwRcWgHpEHMzI1ja3W4n2Czzc3d7x7eD09FReWr88P1bMhdSHTn01yi+YyXAkvQ4ed67UqQ+j6OLYPSrzJnQ+0mZdlWD8Xvw4zrlPUPboNdz4falnwMN+8CjY741ByYdwNseEjJSDjnyS93nQfeCZW66KqColdhzi3KesAH2/8darv1cZj549D67heIcSj1+yaKFTw+qYaZfSVPVFRUVACSI43BlNfBpYne29NArEXP6GQrMsoHpV+SKKrvwdmXtjr4meLwBNhUoUwMFDX08J+NlbTZvQhCeKBj/+K60vaw408em8z0nFie31wT3Pb6jnq2VHby0IUT+NnrRfS4fNy8eCRXzs4e9p4Gf+j++4tK3tndwNjUKB44sxCj7tspJXf+1AyqOhzsrO5i8ZgkFowa8B7xOuGjOwneuahVlote7WsgwJyblUWPHZ5eBq0HKURAEJVjHtU/wuu9J1Pe2ss07zZOFY18Jk1mmljCE/NGYRp/FuLaB2H9hzhkAy9ta0f0fsil+QGMC35JdFcNZzbuhIyrwN4Emx8dehPdNUO3qaioqKh878mMzaS9t33IdqlPGDDpwifYUqNSaexpBMDpdVLWWsbULCVTbl3pOvbU7wm2LW8t58rZV6LT6DBbE1mYM4PVNTsQEFhccOKXuk5/3S6kLkUYkZ0d+Cu+QD/+rOB+X8mnobYln6EvDPkZ+as2YXAoJQHj/W6WRcSQEz+8iKKiovLDxKix4g4o0fhGbXjWVaOjBK2gI1KXgIyMQTQjI9PjbcEvKxHwccZwv0xJDtDmVr6fe7wtVNv34gn0cjja3eHf2knmXFLM+VTbQ95pjY5iOt31TEk4nT3tH+OTXIyImk5e1PRh+zRozDBgeFNt201t7z6sunjGxS351rIdzpiQSkVbLxsrOpg/MoGTxqYE9/kDEve8uz+YiaARBDSCwHt7lfeKX5K5ZbFieO32BTjvic3sa+hhcB5aR6+XqnYHHYPEhgumZXLpjCweW1/Bnz9R5sve3t2AJMssGJXIDQvzOHeyi5213UzMiMbh9nP/yqHjnLpO55BtKioqX58frNggn/wndst5nOawcUlkHfE7/06iWYATX1AaFJwBW/4Jkl8prVR4VkhsAIjLDS1Xrg3vvKdWyUjoN/1ccj+c8AslwlQzNEr4iESmDlpPCy1rdIphdP/k0GDvBnP4JOD8CaEoX48/wIFGG2nRJpIiVcM0FZUfKv+6dDK//1AxXQyWhwPWl7Zxy6t7gusvXjODV7fXsrIoZKp13+kFYR+VoPgWDKTNrnyYDxQaDFoxmB2hEeCsSWmsK21jcmYMl87MQqcRWTw6kc8PhbImajudXP3MDrr7hJH7Vxzg5LHJR31+7azp4rcfKPd3oNFGZpyZGxbmHfV3+SqIosAvTx4TvtFtg/1v4daY0aJB2x8ZFZ8PrQeDzVyNB/jtKxtY2Po8s6xtWPr2DXTLiBJcGLQCS/++jgI5kzixl2h6Ga+tw7JrLfi76c8Z+bHvNr6QxsMO2LprN0/p/xa6pqovFPF6yA3oYMaPh25XUVFRUfneMy9vHpIk0evpJdIUSVF9EXqtngX5CwDITchlW/U2AnIAURDJT8oPig0A0abo4HJdV7gJp8PrwOFxEG1W2ozNm8vonJkggFb8csNN0RwTti6Yw8thCNZE5L7rEvrHWv37BpVryk4pCC7LAT9SVw2COQbRPLTEhoqKyg+DyQmncbBrDZIsMSZmfnB7h7uenW0rguvTEs+m2VlGXa8S+W7QWCiMXUSaZXRYf+5BwsJwQoOABjmYHSGQETGWFmcF0YZkciOnohF0pJhH0eQM+am5A3a2tb6DT1J8BYq71pFsziNCd+TnV4+nhX2dnynL3hZMWiujY+Yd5Vf5agiCwO1LR3H70tA2p9fPir2NaEUh6AMEkB1vpqLNEVzf39jDba/vZm9dDwlWA/salOy5wVWS4iw6Fv9tLZKsjHJkQCsKrNjbiCTLQ8SJd/c08u6exrBtmys6qBlGVNCKAtfMVQVpFZVvgx+s2PDnT8v510YlpXd0spUP7j4U7lqaPhWu/QzqtkH2XEgqVCJRq9bBiMWQt0Rp5+iAwY+4nBMgYlBmhO4rTuiPOhmW/hrKP1O8G8YtD99/6duw/s+gN8PCu8P3TbwU2kqgZiOMPBFGK5E/bl+AC57cwt66bkw6Dc9fM51p2epHt4rKD5ERCRH8+4ppYdskSaaoPrx2f2mLnV01XcH1ZpubZQXJQ/o7a1IaL26pobrDSWq0kcbuocbT0oBim5EmHX89f+KQNk9dPpVXt9dy1zuh1Fa3P7yUUlO366hiw+A6nF2O/2JdTkmC58+Axt0YgQ8D0xgrVOMQrRzK/AWFrb8inxrcso77asazrOcelmh2Q1d4NzICCCKm0/7Ee+sbkWU4QC79PnT/8p5CYeVDnFp7K1z4KuQuYPvB0EBohzSonFTHII8fAI0Jrnh3aJm/ziolcy8yVfF4EL+drBAVFRUVlW+X7dXbg9kIMeYYfnLCT9AMeKYnWBO4cNqFNHQ3kBqdSqI1EZ1GR3VHNekx6eQlKkK97HGwoKsSv72F/eYEKkwxpEalEmkM96jTar7aMFOTXIB+6iX463ahSchDO2Ju2H7jglvx7VsBogbdgIwHAE3WDHRddQSaD6JJLkCTNUO5ZsmP+/M/I7WVgkaH8YRb0KQUfqXrU1FR+X5j0UUzLfHssG2yLNPtaQ7bZve20+UJTVp7Ag6STLkMJtU8iirbLnp9HRg1EUPEB1Am5eVghL+WifEnDWkzJeF06ntHsKfjw+C2wd4RTl/3UcUGnxQ+9vJKrsO0/Ha44pltbK8OH8yIAszPi6e2w4mvbxxY3mqnql0RACrbHWHthb6/X51ewLu7G4LZEf0jSL8ks6Omix01XTx2ySQW5CewrrRtiFDRz+D+AXQaePbKaczJSwjb3tDt4uWtNcRFGLh8Zhba/6L/n4rK8cQPVmzYUB5KIz7UbKej10Nizz6o3Qw58yF1IqROUv5ai2H/2zDmDJh2TXhHq+4OZRYIGsUkeuLFMNCITJZh9W+UDIgRi2DRPV/uYufcEiqdNJj4PDjnieH3iSKc+KCy3FmN9OJyxJ5adiVdzN46JWXN5Qvw2vY6VWxQUVEBoLHbxUVPbaGmw4lOI+ALyMRZ9CwtSKKuy8kzG6sBWDImCVEcHEui+BZ8fOt8mnrcpEYbeW93A3/4uITOvkn+MyemsrWyk+a+DIghvgZ9iKLAxTOycHgCrClpZUZOHC6vj8fXKxH5CRE6ClOPXod5fn4C8/MTWF/aRkasiSsOU3rpcAQkGVHgq5lLOtuhMZQSnS60M9/7sLKyAYzcz0SxgjopgU45mZuE+mBbGQEhYzrUbVWyGwQRra2enJ4mSikYfCYihb5onTevhIteZbE2ig/6slAWa3YNaT/0Rl3QvD9cbOgoh6cWhUyjNz2ilBhc+oAiwquoqKiofG+o6QyVj+hydmF32/H4PdR31ZManUpKVAoJ1gQSrAl0OjopaSkhOy6bwtTwSXnv3reI7awGYGFPHWPGnkp2xmREMXxCZkvlFqo6qkiPSWfuiLlf6j2qG7UE3aglw+4TIxIwzLpm2H2CIKCfdB4AAUcH7nUPI9tbEWOzFaEBIODDV75OFRtUVFQAcPt72dzyGr2+TgREZCR0opEUSz5+2Ut5j2IiHW/MGrYckV5jYn7q5bj8dkwaK03OUg52rsEjKd/myaZ87L42HP6uvvbDe2gKgkCGtRC/7KHJWUasIRVBFim1KdU1NBiINWYOe+xA4owZJJnyaHGVY9RYyY2cdtRjBtIfFDbcOO9oODz+IUIDgCTDMwNK5AK02oaaYE/LjmF7dRcyynSa3eWjou3wJakAbn51D09cOoV4q4E3d9Yfse1AfAHY32gLExsau12c9o8v6HIqmfRPb6giPsLAHcvymTcy4XBdqaioDIMgy/LhBMBvDZvNRlRUFD09PURGRh79gG8YSZI5+eH1lLQoD66RiRF8fK4BzbOngBwAjQF+9Dkkj4PKdfDiuSD5IDIdzzWf886Lj+FtLaFZk87PeB6NNOBBedOuoeWMit6At68NrZ/3LBSGq+lfmZpN8PmvwRAJp/5FKas0iG179rLqjSe4R/cSALVSIkv8D+Hti4q9Y1k+Ny4aOXz/DbuU7I6ceUp2h4qKynHN7z4s5sn1lcH1C6dlsLWqE69f4r7TCxAFAbc/wImFyeg0Io3dLvwBmcy4w5vPe/wB1pW0ERehZ0pWLJsr27nnnf2Y9Vp+f844xqYposFr22v566pSEqwGHrloEiMSwssh/HblQf69IVT+R68VePiCSZw8LryU03B0OrxEGrVHjE7ZUd3Jir2N5CdZuWRGJm/srOeed/ej14j846JJLBydeNhjh0UKwONzg+WSnvKfyoP+S8iIMVHXFR5ldEJ+AuMqn+IO7evKBksCRCRBS7hpmVfW8GlgCp26FPZ6k3krMI8Y7Owy/iTYxhY/mbbzV7C/0YbG2cbJvW+j0ZugYTeUrWJognIfxmil/F7cCCWj7tlTwdkxfLufVymC9nec//X3hoqKigp8N55Fr2x7hRZ7CwBRxihOGnsSb+58M1g26bwp55ESlUJjdyNv7X6LgBTArDdz4ZQLqNzxIp7OOqosCYyzN5HtCr0bjKc8gCYmfPxR3lbOyqKVwfVlBcsoSBkqlH8VAu0VeHe/gaDRo592CeKgUkoAjc3F7N/+EnNsDaGNolYpjwvoCk9DP/Hc4fvvrEVqLUFMzEcTe+zG1ioqKt9PSro2UtoTKpedETGWLncjftlHYexCNIIOv+Qh2TISjaDF5bcjyX4supjD9inJAVpdVehEA3HGDDrdDRR1fIKAyPj4ZcQYlFLZ9b0HKe5ah040MjnhNCL14RPaJV0bKO3ZHFwXEJkYfzLpEUd/nnoDLrSiAVE4/Pf6nrpu3t5VT26ChctnZvN+USN3vl2EKAj87fyJnFQ4NIv9aJz+6IZgSaT+skfpMSbqB4195o+M54uy9uCoJMasIyXKxMEmW7BN//EAJp2IyycNe86sWDNPXzGNQ8022ns9NPa4Mek0FDfa+OxQC9Jhhj4RBg3xEQYyYszce3oBlz69lZZhRBCLXsOuXy3FoP3uZ3h/F743VFTgB5rZ8EV5e1BoAJibF4+m9mNFaAAIeKB2iyI2FK9QhAYAWz0Nr97GhW0fggAdASufSBM4RbNN2T9iMXJnFQGvC23K2NAJnYPM2BxDzdm+EgE/vHJhKOp0hQcuf29Is999Us5MQuVHmoglQithD2hYWpDEj0/oE0cq1ypZGLkLFCm5bjs8c1LIt+JHayDpmxkoqKiofDeJMoX7ymyp7KC6Q4nMue21Pex/4MRgdOKLW2r41bv7kYGLp2fwu3PGD9unQathWd/Hqscf4E8fHaKizYEA/O3TUp68bAp2t5+73tlPQJJptXv47cqDPHNVuAnaO3sawta9fplfrzyIIAh0Ob2cPiGVCMPwr7VYy+GN0WRZ5i+rSnhsbUXwYzQgSfzuw0N4/RJev8SvVx48ZrHhte21PLa2grQYE38/9y0SK94CcxyLUk+j0O7F4fZzwyu78folLHoNF8/I5P9OHE2LbSxNJUtIWfVjcLQpf6JGES30EeDtRS8EOFW7DWS4TAc/TjiA/aSH4U0j+JVska0tAj/++xf856ppRMdl83DxJUyggcVlfzjyhbu7lb/OCvC5hhcaADw25b3wLZnNqaioqKh8szR0NQSFBoCM2Ayabc0E+sY+kizR0N1ASlQKFW0VBCRlu9PrpG7b84xsUDLkRjrb+DAml2R3N0Y5QG/yONoCEmZbM4mRoUkplzd8Usnp/eYMON3rHlH8kADPpn9jOvHuIW02lm8genA8nagFZMSUcejGnQlAoLkYWfKjSSlEEEQCnbW4P/lN3ztOi3HZ3Wjisr+xa1dRUfnuodOEl2Tt8jTR6+8EYHfbB5yUdTMaQRlf1Nn3s6fjIwDSLGOYnHDasH2KgoZks1J6TpIlDnVvwO5TvqsPdW1gRtK5SHKAPe0fISPhDvSyv/NzZidfGNZPbW940JGMxP7Oz9GKejwBB6nmUUOuvx+9xnTE+y5q3cp7JUXsaY7g+S2ReP0S/1xbgbtvQv++FfuPWWx4d3cDj6wuI8Fq4E/njmNjRQdWg5YpWbG02Nz4AxLXv7QTt0/CpNNw/tQMfnnyaNp7PawtaeW+FQfpcvrocvrQigJ+Scas1+D0huaw+oWGtGgjD541lhte3o2jb39Np5NlD63jsUumMC07lk8OtGDSafj0UAtHCq3u9QTo9Tip7nByz7v7hxUaABzeAF6/9L0QG1RUviv8IMUGXV9K2EihHj8arMY8xWdB1CnCgtYIWXOUxqmTQwdqTRjcocmXOMGOHl9w3dbRRORL5yLIAuvGPcgJy29QPoatyRCToxhyitrhjTm/CgFvSGiAw4oYRpOF17oWcLZmA6PEeu6RfkKnXwRk1hxqQxQE+PD/YNuTygFTr4bT/g7V64MRQPjdiveDKjaoqBzXXDM3h+p2B/saejhzYhpv7wqlo/olGVkOVYl75POyYLTJy9vquGh6JlaTjp+9vheXN8DPluWzeEwSpS12WmxupufEUlTfw+66kAHY6kOtvLmznqUFSUgDvgb9w4Sg5Cda2dwbPgHu9gX48Ys7AXhlWy3v/nTOl077fXFLDf9cUxG27VCzHaNOEzSyNuqUj8uGbhc7qjsZmxYVzLx4fXsdT2+oIjPOzO1L8/nl2/uQZKjucHL5K17SomeSFWdhntHNjS/vwuENcPH0TJYWJDElO4ZIoyLwZMSaIT0HZOWc7wVmszdiMSdNymW6WALrhooFmV2b2VC+HdsZz1D/7r00+SL4le9KAsg888E6NndYgvfwpG4KyzTKb0VEEvS2DOkvyHD7NHoI+GDJ/aBVhQYVFRWV7wv9JY6i+kRpvVZPenQ6GlFDQAqgETRkxGQAkBQZyhTQCBqiB4w1DLKEBngpsQCdFCDKGEXr3ndBllkQlcTEaRcj+z2MkPzsNUXT7upGQKDHFe4D9VWRJQk8odrbssc2bDut3kKZKZZ8Vxfxfpcy/uq7d6lpHyDj3f06voPKpKE2ZzaG2T9Caj0UGvtIfqSWYlVsUFE5zsm2TsTubafb00SyZSStzlCGt4ysBGP2DS0GZkA0OIrJjBiPRRfDrrb38UteRkbPItUyCru3A1fARpwhHbuvkw53bfC4dncN1fY9ZEaMY2C2sSQPjdqP1CfgdtnDtsmyzPbWdwCosu1ifurliMKXmwSvs++nxrmeyXkwMbebP7+Tw8EmGyadhh6XMr9l1ilThc09brZWdVCQEsnIJCsA7+1p4LF1FaREGfnlyaO54829+CWZynYHN76ym+w4C+kxJlKiTdzw8i7sbj/nTkrjtPGpTM6KCQa3pceYmZwVS2DAGDAp0sDZk9Ix6zX86ZMSBtPQ7WbVwRb+snwCt72xJyiOSDI8+OFB2nu9YSJFPwkRetp6D+/d12YfKjQYtCIev8RtS/KxGnXDHKWionI4fpBiw+y8eF7O+YjZTS8A4DY8AOm3wjWrlIyGnPmhSfVJl4BGB81FMOZM4tsrkN7bhohMnRTPfH0Z6KJg5IlE7lPKX2gEGaHoFdwnXozxuWXQXgr0pa9Jftj8Tyg4GzK+XP28IejNMPMG2PJPRSBZeNewzX574Rx+9vx6ftx7H/dMlRHLkqEvs0OpRQ7sfS10QNEbitiQNVfxoegvLZU56+tdr4qKynceo07Dn8+bEFyfkBHFza/swe0L8OszC3lvTwO/eHsfAGZd+IftutI2Hl1djrtvcvv6F3bywJmF/Ord/UgyTM+O5c/nj0cjCgQGiAkOb4C4CAN3nzKGv6wqIcFq4JcnjxlybU9cPoV7393P/gYbbl+AGIsep9cfrKtZVN9Dp9NLfMTwPhCHo7w1vBaoVhQ4fXwqp45L5f73D2DUifzhnPHUdTo57R8b6HH5MOpE3rh+NtFmHb94uwhJhpIWOwatGJaqe6jZzqFmZZDwwb5Gzg58zCRdOR/vmMb4Zb8ICg0AdFTw7uYDWAMT6cXELb4boR1eXC3y4VXnkmf5DzhaQ89l4OnAKfxxQyRRJg3R5j9T4wxFj5pa9+CRQ8/tneI4ltEnNsTkgDFKERXSp0J0Nux8DoJGdMMINtN/BCf8AoxqSq6KiorK94mUqBRO1+pIbt4LgJCUj9mawAVTL6C+q5706HQSI5XsvfykfACabc2MiB9BvK0B34bHEIBujYFunQWdzkBmbCZlrWXKCQSB4vYqxjs68ax9CLm7jtMFkY+js2kyWNnXsI+RiSPJjD16vfEjIYgi2oKT8B/4EEQN+vHnDNtu4dhT+HjP23yuGc3suEyymvYhdfRPICrWo/6qUGkSf/UW9LOuRUzMD2UUihrExFFf63pVVFS++4iChgnxJwbXE4zZ7GxbgU/yUBi7kBZXFbvbPgDkIZ4Nba4atrW+TUBWxiK72t7HF/Cwr3MVMjLR+hSmJp6BgAZ5QKUJv+RFK+oZG7uEg11r0YlGxsYuHHJtUxJOZ3/HZ3R5mgnIPnQaI7IsY/e1AWD3teP22zHror/UPfdnWYBSFTUl2scZE1K5aHom9753AEGA3589juYeN6f+4ws6HF70GpGXr51BZqyZn72hiAuHmu3otWJYkFhFm4OKNkUUXnWwBbtbGVu8tbuB25bmh2XR13U6eWZjSNwBRUx4fF0Fz1wxjZQoI009bkSBsPHVy9vqWLG3iYwYM2UDxnG1neFZdUatGByXpkQZibHoaepxMz49itz4CF7dVhs0rBaEoYFuy6ekc+dJo8PHayoqKsfED1JsAJjdGppcN+54DKyxsOMZxcwzqRAufUvJSAAYf77yBxgypkFiPnTXkOHuhZW3gtsP9duxCZFEykqETRlZzGzY0Sc0AAxSqiUfX5v3b4Gdz4LWDOf9B0adPGyzvEQr791xanA9uqaT2/sij3995lh21HQxKqaAyOa+j+6UvlIomTPg6o9DAkzy2GF6V1FROZ6ZPSKeHfeETBrz7vow+EHp8UvBWpqCAIeabcEPOlCyE97d3Rj8ONxW3cmiv6wjPymC5h43XU4fEzKiOH9qOgAXTs/k6jk5h81MiDTqeOjCSWHbHvzgIBVtSrZYflIEMeYvH3F/9uR03txZj8MbICXKyJOXTWFcejQAn91+QrDdq9tqg9E+bp/E58Ut6AaJCzKQGWumtnNoyYilvnX8VvcMAGeJG/C2nwoRU5WdVevhxeWcFfBQLqRyrve+4HHegESJ00reDVuh5YAy2f/8Wayw5/NH/0UA9Lj89Lr9JOvd9HolThS3c4v2LbaIs+lyy2hFgUUxbdDd12ndltCFVayF2NwBQgMwXH3XzFmq0KCioqLyPSW55UBwWS79nIOJo9nXuI/mnmZizDGcNeksIvue8flJ+UHRgZg0tNZkJHsLbo0JX+lqJL+Hpp4mTMi4+sTpWL8HqbseqbsOAK0sMcrVRZNBiYQdLmr3y+LZ+Qr+Q6tA1KGffS3arOnDtos2R3Ph7KuD64H0iXg2PgE+J/opFyF1ViFY4pBd3QCIMZkIgoAmNhvjsrsJtBxCkzgKTXzu175mFRWV7xexxjSWZoS80D6o+TsSyjeyVwqfzHYH7EGhAZRMiAZnsZIRAXR7m/i8/kkidHF4/E68spNIfSLZ1okApEcUkGUdj3AYXwWtqGdiwilh2w51bcDeo4gNFm0MBm3EcIcekfSIMdTY9+CXvQiSld+ctoTRSYpfxCe3zg+2e29PAx0OJRvAG5D4tLiFRKshTFzwB2RGJkaETfr3Y3OFz3mVNNtJj1F8/nbWdHHJ01uCmQkD8UsyzXY3H98yn4NNNmJMOi59eivtjlBmQq/HT0VrLxa9JlhOCSDSqMXm9qMRBTJiQ2JEUUMoE25TeQdtdk9QaDgc07JiVaFBReUr8oMVG4jJDgkBkgQrbgrta9kPm/4BJz4Ydki308sfPjpEh0PipwsWMKn8ntDkTFcV3fP/xsZtn1MvxZJz+p3oHZ+HRaASmaqUOpp0KWTN/nrX312rCA0AfqciPHTXKZGnwpFLiEzJimXd/ynK+b3v7ef5zTVEchWP545idm4MzL451DhjuvKnoqLyg6LT4eXGl3dR1trLRdMzuX2pMukgDyp82b8my3CgIbycwcjECCZmRLG9ujO4LSDJFDfZue/0Ai6anolRp6Ghy8miv6yjrddDtEnHWz+dPcQc+nD88uQxjEyy0u30ct6UDDRfsoQSwMSMaD7/2QKqOxyMS4vCchjfh7FpUcE6ogBFDd2sPtQW3J9gNXDTojy+KG3nwQ+Lhxw/QqgP/mAaQcZkqwT6xIZ9byh+QUCe2Ei20EyRbEVGSSeenhMLZgPkzFPa37gd/foNsC7Uf0CGxWOSuaruHhIdxUQWLGHl0hPYVNlJYWoUe9/fy/OtI5gr7uMi4ybw96ULywHoKAt1JOpg7q2w5kHlXaM1KYbREUnQWQWxOV/2J1ZRUVFR+R8jWhOROmsAcOiMrCpeFdzX6exkR/UOFo1eFHaMx+9hQ/kGHB4HUzKnUNtaGhQNej29LM6cTFP1Nsx+D1PHnkotAi0RyWS7OokMePFFxKMRNIxKHkXW1zRblt12RWgAkHx4t78Izi60o5cedqKuH01cNuYzfg+glE/a+AQAQlwO2qTR6MacNKBtDpo49T2novJDwxdws7PtfWzeVtIjCimIXaDsOELR/y5PU9i6SRNFjD41rGySjIzd187o6PnkRk5BI2px+3v5tO4x3IFetIKeOSkXEak/Nm+4UdFziNDF4A70khExNugn8WWI1CeyMO0aev1dROkT0YnDZ4UXpESi14h4A8pzv6KtlyfWhzIRYi16blk8kv2NNu56Z9+Q4wODJvNbB5QqWlnUOERo6A9ii7PomTMiniiTjlm5cYASAPbkF5X8a22o9K0EzM9PYHdtF802DwtHJfCbM8eyubKD0cmR/P6j4qDYMPA+ZKB0gIerRoDr5o3g8XWVVHU4MGhF7liWT2acmap2BznxliP/oCoqKkP44YoNF70Ka/+g1KAu/2zoft1QQ5173t3PyiLlhbKtqpOtyyZi5MW+9mYyJy8jc9E1yvrOZxUBAJSJmgV3wpxbjyoEHDMGq9Kvv09d722Bj/4PtAaYcgV0VUP1BkidpGRqHIbXdyjRRzYiuLHlNHZdt/SbuT4VFZXvNY98Xsamio7g8tqSVtrtHqbnxLK5snPYYwZ+LkYatbz5k1mYdFqiTDo2VnSwuSKUsqvTiLTZPTy6ppz3djcEMyK6XT5ue20PK26cO6T/3bVdyMDkzJjgNlEUOH9qxte+3+QoI8lRwxus9TM2LYoXr53B2pI2pmXH8MD7B8P2r7n9BO58ex8f7Gsa9viPmc1Vhs8Ug+XoTBgRmtRpNIwgtW85gMglJ4zn/jGTaLa5mZodi04j8Iu3iuhweLlufi7TEkUWpkmMFOopk9OD/UQcep0rvZdjN6Ty0tyZjI21cF6shdWHWvhllZK19oE0k+Tp17Bw69WK989gLn0Lck+AUadAazHEjYB3rlfeMaIWzn0aCs86+o+qoqKiovKdwTDvRnxFSp3vdX4JfOERuhpxaM3vdaXrONikvOvqu+qZPWJ2WPv0tPGMG6lkAB5qPsTHBz6GiCT2RiRzUVIeUwtPZtpRhIBjRqtXysb2eS/gsePd9SoIArrRy5AcHQSaDyLGZKI5grDhq/giuCx3N6A/6d5v5vpUVFS+15TbttHmrgagwraddncdnoCDGEMaHZ7aYY+RBmQFawQ981IuQacxodPoaXPV0O6uCe4XBRGv5KKsczP1jgME+o71y152tX3AgrSrhvTf7WlGkv3EGkPf+oIgkB5x+PmdY8WojcB4lKyIkUlWXvnRDD4tbmViehR//6wsbP+nt8zn9x8f4s0BHn8DkYFok45ul4/kSCOLRocElWhzeMbANbOzOHV8Gs02N1OyYjDrNdz97j5abB6unpNNYWoUBSmRQUGin9WHWvH4JSIMWm5cOJL0GDPnTTGzqaI9OJYFuGJ2Fs9vrgl62Q3kicumsmRMEqeNT+VQs42sWDN3v7efBz88hCjAX5ZP4JzJ6UOOU1FROTw/XLEhbgSc+5Sy/O4NsOfF8P1NRUrGgygqwkHZZ/y2bB0PGXp5OzCPn7uux154GUadFtoOwdjlEJ0Bfi98eq8SpdqP3wUZM785oQHAFAMXvAir7lbO309bCXTVwBPzFfNojR6u/CCUndBWAq9fAb3NsOAuRiUVsLdeMW0b1Wf4MyySpPhNqKagKio/CPxS+IdYUd9zorHHzVOXTWF9aRtv72nA4QmlrZ49KY3pObFUtztZUpBIlEl5Xty4aCQ/WZDHnW8Vsa60jZm5cZw/NYMTH1pPVbuDwRTV97CtqlOJ5u/j9x8V88Q6JZLm2rk53HPa/8asfmJGNAcbbVS2OZieExssl5SXYGHqg5+FlZECsBq0uHzKb7T8lJPAnIz82b3YBSv1ZWUUTIwH4PXmJG7tO0aDxAzfNrKyQmLEjS/vCordWw9WsNp8F/FSOx/oNVzr+xnJdDFRrOBiYTUnaAu42H0PL2yu4Y/LFYGhqj28rFOVeSwLM2dB1bqw7YxdrggNoJRMypwBHRUhUV7yw85nVLFBRUVF5XuGGBGPYfaPAIgvWUND/d6w/W29bYpZtKjhYNNBKtsqqWgPRZB6A15y4nPQaXS02dsYmTiSGHMMshTAt+dNIut2MUbUUWyOx41Md8pYor4poQEQtAaMJ9yMZ8fLyD2hiS2ppxHJ2YXrowfAYwdBg3HR7WiSle8Eyd6K54tHkRyd6AtPRYxKQ2pVTEfF6MNPHsmyDFIAQfPDHS6rqPyQkAeVeuvxNgNKqaQpCWfS4a6lwXEQnxSKzk+1jCLJnEevr4NEUy4GrRIBnxc1gxGR09nX+SnNznJiDKlkWyeyoeklbL42BmP3tdPqqiLRFMqqKuneSGm3YkidZZ3A+Lhl3/g9HwuTMmJIl0AKyMzKiaWkRfGiy44zM+/Pa3D6ws2YTToNAUkmIMvcc2oBadFGfvtBMTKwpqSVC6cp3j0Vg8oudTh9TM4KBZT9/K29vL5DedZ/VtyCTiPgCwzNMukXD3o9fp7bXM2Uvj6qO8LHPtFmPXPz4vn8UGvY9iVjElkyJgkAi0HLlKxYmnvcfHKgBVC8Il7aVquKDSoqX5If7NdTj9PH3vpu8pOsJJ/+MGTNUswx67cpDco+gbJVSlmLvgyFaAABlmvWszbuAp7eWEVpSyGSXMgd4/MZC7D5Udj6WPjJrKmQONTs9GszcgmkT4GnFkFnJegsMO5cqNmoCA2gRK2WrQqJDavugba+8h4f38m/f1zEP7fa0IoCP12YN/x5arfAKxeBuxsW3QPzfvbN34uKisp3ihsXjmRXTTflrb1kxJqCRl8Af15VEkw9jbXoMes1LJ+Sxq1L8nlvTwPPbarig6JGThmXwozcWPISrWhEgb8MMJ72+qVhhYZ+6rucTM+JZVN5O794ex/1XaEPxhe21PzPxIbbXtvDR/uVwcfsEbH86dzxVLT18sLm6iFCAyiRN0X3K4MDs14Lf1qA4GwnEpDe/jF/b3uDWxaPpL0pPGIq2tcStl7fFYpAnSyWES+1A6AXApwibuN8zTrEPmOzGEEZBBzYu5X38uI4c2Iap4xL5qn1lTTb3CRHGjl5XDLkPoDj2eXoPV18LM1gycQ8TGc/PPSmLfGKmXT/eyVu5Jf+3VRUVFRU/rd4/B7Fn8ESw4L8BSRHJrO/cT8N3Q2AkrlQ0VaBTqNj1cFVQ46PMkaxr2Efnb2dBOQAoqgICf7S1fiKPyYKmAt0ak3YLQkkWBO+8XvQJI/BdOJduD75LXJPI2j0aHNmI7WVK0IDgBzA31AUFBu8e95A6lIyub27X8d40v34qzeBLKMvPHXY8wQ6qnCvfQjcdnRjT0M/YXgjahUVleOHEVHT6HDXYfO2YdZF0esLZXKX9WzB5lW+zXWiCa2gI9UyhjEx82h2llHVs4sGRzEp5lHEGdOJ1CcgCALj45aFiQQDjZkH4/Qr39md7nr2tH+M098d3FdjL2JszJLgc/e/SfXeJjr6gs6Wx1oYd94Eylp6eWVbzRChAZSAtb2/WoaMMnk/54+raehWxjG/eHsfVe0OfnnyGPbUdYcd5xrU18CxDzCs0DCYj/Y38cbOeM6bksHSMUn8a2059V0u4iMMnD4+lcWjE9le3YnN7UcAThqbzKMXTR7ST7RZR6xFT2efR0SuWkZJReVL84MUG9p7PZz5jy9o6PEQYdDw+vWzKZh0KbSXBcUGWQb5lYvYqpnErEHH/95/ER+2RENLqF7dwUYb2+5eopQzGsiUq2D+/4Ep+tu5GVMMXLcOGncpE0BRaUp5JY0+VB4j/fCeCwkWI/efcZQSJJ89AK6+l+3nv4a20j4BYwYsfxr06sNXReV4IznKyIe3KP4ANR0OrnpmOzWdTi6dkcXzW6qD7bocXjod8K81lWTHRXDra3sAKGnpZWNFBzqNwMvXzmBajlJv8709DZS22Dm5MIVzJ6fx1i5lkkMAtH0RKyMTI1jcF2Fyxxt7aexxh12bxy/x7y8quXbef9+4caD/xI7qbv5wzgTuW3EA1zDmZgCjkiMUkQFAlpG9vfTnuFlx8ubOek4el8wb3fmcrc9jilgOQFTdGuhtgwhlsua68VpurgvgR8NIoSHsHLlCE0/4T+Mnuvdxyzr+6j+fE4Wt/FH8N53v/BW//5ekZM7gk5tmUt7pZWRSBJFGHbt7sjnb9ggCEjIit0aN5NbhBjHGKLjsHdjyuOI9tOAXX+9HVFFRUVH5r+L2uXll+yv0uHrQilrOnXwuY1LGYHPbgmIDwIf7P0QrDj887HH3sKNmR3C9xd7CdXOvC5os9zMtKZ+EMcsw683fyr0IOhOmE3+F1FGJEJGIGBGPZG8JG/toEg4TQAUIBguGKRcd8Ry+vW+DW/Gh8u1/H8nZRaBhD5rYbAzzfoowTLldFRWV7zcGjYV5qZcB4PLb2NryFnZfB5kR46h3hEqn+iQXPlxU2rYTpUtgV8dKZYcfOtx1gMCMxOUkmrMBaHSU0ONtIdmUR6Z1HDX2UFaZgIiMhEUbTYpZ8cfb0/4JDn/XoKuTKbdtJT968MzUt499QIaAq9vNrHFJ3L/iAHaPf9j2+UlWzAP87+zucJPoN3bWc/H0TGoHiQlF9T0097iDZW1PGZvM5ooOji4xhPAFZP7vzSK6nV4W5Cfy3k/nUNPpZERCBFEmHYeabdjcynXLQGaseVi/P6NOw4vXzOCp9ZXEW/Xcujj/S1yFiooK/EDFhg17imnoUdLfej0BPthZQUHqJDjh5+Bog6LXESQfAhJT/HvowkKMEIrA3SYNzVJo7/XgD0hop10LB95RRIesuXDyHxUfhW8TYyTkLgitJxXAlR+GMhpGDvBhWPobxfDT3gwL7w5OZB2RgYMFUQdFryrLpR8p4sPJf/xGbkNFReW7SVachdV3LECSZERRoLHHxacHFWG1/wPQG5B4ekPlkGN9AZmrn93BypvnsqWygzvfUszD/rmmAhG4anY2505JZ2xaFHa3j7pOF7kJFow6pXa0Txr+E3NbVef/RGxYNDoxmNK7eEwiBxp7wiJxBtcRHZ8WHVoRBIQTf0fggzvwylp+57+E0clWYi16ZK2R1wMLgmIDXVWw+wWYdzsAp+y/nSmGemyyhZGiMjEk951vuqYEj2DgqakfsHXzGqKx8aD+aQxCgGgcyCtvBiAqeTxTrvoIDEqN1NDHtiIw9LjCBwNhpE0JlR5UUVFRUfleUd5aTo9LiUz1S34ONB4gJSqFKZlTsLvtFDcVE5CVd5k/0PcuOEr5V7fPjV/yox25AH/1ZmRnF2JcLiPGn4HwLY99BJ0xmLkAIFqTMC79JYGG3Yix2WjTJwX36Scux2NrQXJ2oCs8DTEi/ugnGHj9gkigcgMAgab9eHa8jHHWNd/YvaioqHz3MGkjWZB2FbIsIwgCAdlHg6M4rI2MRKV9xzBHy+xoe5d5KZdi87axq10RI8p7tgJKSaTMiPFEG5LxS14c/m4s2hi0oq7v6KHZAqBkPPwviE6OoLVKET+iEiyUtPSGCQ2Dxz4FKZFhx997WiH/9+beYJtRSVaizXpMOk3YGKqpx83L22q4fekoAN7e3XBUoeFHc3P4z8YqBic9PPjhIR788BD5SRG8cf1sokx9Yx9XuEBiO8LYpyAlkr9fMPEoV6CionI4fpBiQ17nF4hkI/VNsOT7S4BJyDozwln/Qmrcg9h6AFBKVDRJZkrm/J2Zh/4AnZUs0uxir39EWJ/Xx+5mw2YrbcYcTrpuB1Z/h2IAOozZ2n+FjGnK32ASR8MNW79cX6f8Bd79KTjbIXcRbHs8tK/4fVVsUFH5gSD2RX7865LJfHKgmdYeD7//uBhfQEYUIC8hgn0NtiHH2T1+Hl9XMWS7BDy/pYY7Tx4NgNWooyA13Czs92eP44439yLLMnqthja7IhQvGJXAzpoukiINpMd8O9GTw/GHc8YzPz8Bf0Dm1PEpdDm8xFn0dDi8aESBeXnxrC1VarEmRBi4demgSJhp19CWey5PbqghR2/gJwtGEGXS8cSlU9jyUTH0hJp6DbEEXXJsjSQJ3SQJ3UiywGfWs1ja+y79n/fTo3uYduIsPqlw8lmTj3OlDczSKFFYArAqMJnIRiczy1YpAnTzfuYmj2BpQRKfHmwhM9bMNXNzUFFRUVE5/uhyhkfJevszAESRJWOW0N7bTrNNKRFokvyc1FlJ3cTzqOpuoMMxqOyHLIMgMF720VC9Dac5htyT7sfodyNY4hD+R2MfTVw2mrjsIdtFaxKmU3/9pfrST7kIj9eB7OpGkzoB/6FPgvv8jUVf91JVVFS+Jwh9ouuk+FNINo/E7XdQ3L0uaAwdoYuju8/bYSAB2UdZzxb04tAxSo19L2Oi5wOgFfVE6RPD9o+LW8rutg+RZD9aUY87oJSuTTTl0OVuRK8xY9FFf5O3eUQyC5OwxpqRAjKxqVbi3X6SIg202DyIAiwYlcjqPh+EGLOOX54cHpi7fEo6s3LjeOqLSnRagZ+ekEeUSce/L5/KA+8foHSAd4NlQEZEw6DMh7RoI802D4G+QLQYs46fnzSabdWdQQ/SwZS29LLqYDOnjkvhQKONzDgTp49P5f2iRlKjjFw3f8Swx6moqHx9fpBiw9jsZJ7a/ldWSVOZKJSTaT6HqQ98hN0H959RyKzp95H1/vnBgJ4ssY3UgjEw/gVYcSO3eA9QMPpCblorsyiwgTGaOsRumStXTgKKeDY1kvdumIP2f1BT71shNgeu/khZdtth2xME9WtbIzw+Fy55E6zJ/7NLVFFR+e+h04icNj4VgHEZkfzxo0O02j3IwAn5CZS12ilIjuSzAQZcEQYts0fE8/qO+uBHIoBBKw6bvtrPkoIk9ty7jLIWO+12DzWdTtJiTDy2toK73tmPXiPy+GWTSYgw8p+NVSRFGrll8UhM+mOf7Hh9Rx1v7qhnVLKVu08dE8yqGA5RFIL3DpAYaeT9m+ayoaydMSmRFKRGsrKoEa9f4oyJqRi0ob721HWjFQXGmru51/0XcPrBfh+YRrNwdCLrSk/kb1sPsEizi23SGEZEnMji/oNHLIL9bxKQBe72X8Or7Yt4Ml5iWe97gIBhzg2sq+pkR5MSofMH/4W8pPsLFsnG+/6Z3OxXshvuKdNw7er50FmJxhjNU1d/jO38ZUTotUExSUVFRUXl+CIlOgUGWANliRrsb92C6HWin3Q+89PG8XlHJXpZYrq9ifiAm+ToNAoyJrLq4Co8fg8jE0eiP/gRLr8HWRDQyRLv9ZVVirXEcvH0i9H+r4KsvmFESxymJXcCIAUC+EtWgSyzyZrKQXM8sVte4MwJZxJpijxKTyoqKscDgiCSalEi7mMMyRzsWofLb0eS/SSacrF724jUJ9LiCgVXaUU9yeYRVNt3IxMqtyqiQRAOP0+UaMrhxMwbsHs78AQcOP3dGDVWquy7ONC1BgGRyQmnEaGLoaJnB3qNiVHRc9CK+sP2OZiO+h5aa7owRRjIKExCoz389QiCQGxq6FkXa9Gz4oa5rCttY2RiBBMzovlgXxNOb4AzJqSGjaP2NfQgyzLxEQbaej24fQGabG5iLHrm5MWzaExSmNiQHGkMLi8ancgr2+uC6w3dblIijTTZlPK6188fwZ667jChYTgT6Y3l7Ty5vpKy1l6sBi2v/Ggmvzt7LBZ17KOi8q3ygxQbGH8ei3ubWVz6CTTshM1reFQaw2X+X3Lve/vZfmV0WOawT9agq98IM38C160FYJ4vgPuzj/mQ2Xzoh2jswfYHGm009bjJiP3vRdv+1zBa4azH4KOfg8cGyNC8DzY8BCf/4X99dSoqKv9lvihtZ0dNNwC1nS6yYk1svHMRgiDw9IYqXtlWy8jECG5aPJL9DT1Mz47BF5BxeP34AjJ3nTIanWb4D9yVRY38bVUpHn+Ahm7lw/LauTlMyIhmU4USaekNSDy/uYbdtd3BMkB2t5cHzx5/TNd/qNnGnW8VIcuwrbqT+AgDtyw5ugFym91Dt9NLXmIEqdEmzp8W8r45c2LakPYPvH+AZzZWA3BbzEZuca3o6+gQ3LwbgPQYE78NnMMjgXMQBVgZPcAP59S/QutBVjZF0SVHAHBd+wUU/fg2IjV+MFjR20Ivrr1yHs95T+AG7fvM0hwk0t+LjQhWlHm51tlX7srdDUWvE7nkPiVS9YM7YO+roDPCwrtg6tXH9BuqqKioqHy3yUvIY0H+Aspby2mxt/BpUzGJ5kROdVfArlfQL72HDI+dab1KhK5L0FDv6GBi8igunHYhALIssfLQKioiFcHdIIXKUXQ6Oulx9hAXEfffv7lvGVGjwTD7eur3vMkBi1J+tsPRwbbqbSwZs+R/fHUqKir/bTo8dXR6lJJGLmcPRo2Vxek/QhQ0VNv3UGXbhUUbw+joefT6Oog1piPJfiTZj1/yMyZm3mGFgWZnGcVd6wlIflwBJVs8K2I8I6IyaHUp3+8yEtW23dh9HXglxU/B43cyOXF4w/vBuHu9VO5pBBl6O11o9BoyxiQe9biOXg8dDi95CREkRRo5f2po7DMwEKufP31yiH+tVcSX1Chj0INvf2MPW3+pPDvTY8L9bwbOn91zagH7GrrZ3xiaZ2uyuXnxmumY9VoiDFqcXn9YGafhTKS3VnXS1Hduu8fPW7vque/0QgAe/PAgr2yrQ68VuXHBCK6e+98v0auicrzywxQbAGbfpBhCV38BwEyxmGniIdo0KUS9/3/BZgEZNARg25Ow4xmYfBnMvgmjToNBK+LxKyq1g5AKmxlrJjHyW/Zp+F8y8SKIzYX/LAtt0x67kq6ionL8UN8dnuJa0+misdtFWoxSlqe/NE97r4drnt0RrM159Zwc7j29YEh//djcPm57dc8Qz4anN1Rx6cxMLHoNDq/SV5LVEOY38NH+Zn5z5rhjilZpt3uRB5ziifUVrC9r46HzJ9JidxNt1pOXGBF2zJpDrVz/4k68folTx6fw6EWTgmnWh+OlLUpIqRk3AXtL6O1rawy2uXJ2No3dLrZVdXL25DQKBkQR0VYCrcWcqZE5U7OZy713UhsziwhfB7x4CfjdPK3/M6AIHSdqdnCd5kMAEgQbOUIze+U8ymwaHpXPpECsYZFmD8T3CSuHVsL2Pk8Grx1W3gYVa+CCF476G6qoqKiofPeZmDGRblc39d3KJFmr3kKDwUqW14F542NMc7TTpTFQYYymzBSDpqWEva1ljEkew/Sc6QiCSJM5DiTl3esRQtGrVoP1uI7y12bPwBKXC9teCm7THCdZHCoqKl8Opz+8ZI87YKfX10mkPoFs60SyrRMB8AXcbG15C7+slK3LjBjPhPgTD9tvQPKzo/X9IZ4NNb1F5ERORSca8ElKOVmTNpIOTyjqv8VVgSRLiEfImOjH5/UHZ+dd0XUc0K+hujGSSfGnUNIEkUYdI5OsYcdsLG/n2ueVcdySMYk8eenUo46zXtxSE1zuFxpACdjyByS0GpGLp2VS2+FgU0UHp4xLYXJmTLBdVYeD4ubesD7TohVx4tKnt+L0Bki0GoJCw2DviH7aez1h+3ITlHHdutI2nvqiStnogV9/UMy6sjaevXL6Ucd1KioqR+c4qfPzFYlKDy4GENBGpfDv0bsQbCHzHY0AokYHnZXQXgKr7oGmvQAsLUgKtluaH8Ofzh3PHcvyeePHs8JKZ3yn8TqgYRe4uo7ediCZM2DeHWBNgbwlMPe2b+f6VFRUvtNcNjOLwZ9j3cOYbbXZPWEmYLWdzuD2XTVdXPXMNk748xqe3qB89P3ho0PDmkPLwObKTp67ejpnTkzlhoUjuP+MQhKtIYG30+Fjf+PwtTsHMyM3lrl5IbNIpzfAzpoulj+xieWPb2bZ39fxxo66sGP+vaESb5/Q/EFRU/BejkRugpKl8KTur9yufTO0I3se/WpHe6+XFXub2N9o4y+flLK/YcA9NBcx8BP66hF2XrluJuLWx8CvfMA32b3B/RbZiU5Qfu9mKYYyWXnfufzwl8AFXO37OW8W/AMmXqwc4B3mHopXKJlrKioqKirHBVaDFZ0UINbnQiMFiDBY0KRPRHa0AxAT8NCjNeDQGelx9dDl7GJT5SYauxVhPDtpVLCvrKgUlo1ZxqzcWZw39Tx0Gt2w5/yuIfu9BDqqkD29R288gARrArNzZxNhiCAjJoMZOTO+pStUUVH5LpMVMQEGjX76RYCBeCVXUGgAcPq7AfAEnHR5mtja/Daf1z9FWbfip1nSveGw5tBtripmJp1HmmUMIyKnMy5uKSZNSBDwyx66PA3HdP0RMSaikiKQNF560ovwaRx0e5t4/cB7nPv4ZpY9vJ4XBggFAM9sqg6O4z4rbqW01T5c12GMSIgYdvvMnDjEvsn8TqeX94uUsc9Dn5exs6Yz2K64yRZWendyZjSvXjeTF7fU4uwLOGu1h373w5lJ+wJycN+JBUlcOiMTAJfXP6TtutJ2dtV+yXkxFRWVYfnhZjY07ARbM2j0EPCiiUrn+Z+cBdvboXRAu5P/BA07se1dQZMcR47QhN6jPFz/fsFEFoxKRJZlzpqUdthSIN9ZnJ3w9FLoKAdLAlz9CcQNNclx+wKsOthCjFnHvJEJoR2Lf6X8qaio/GCZlBlDtFlHl1MRGIxakdz4oR+X+UlWFoxKYG1JGwatyOWzsvjsYAs/fnEn/gEfkr9ZeZAJ6VG8vLV2SB/9JFoNxFr0TM6MZtaIeEx6LaeOTwmWKdJpBOIiji27TKcRef7q6eys7eS8x7cEt7fYlI9XSYZXttVy3tQMDjbauOmVXVS1O4LtLHoN0eajZ3b958J8Ht3Ywsz9JeFfw+Wfwo7/wLRr2FDeTnuvcl6XL8AnB5oZG+mC5v2QOhFMMYowrLey4PTLIcoEUaEU5p8aPuZW70/xSTKRMy+HhEz4/Des90zAOSD7rp9N8niW968UnqVkNtRvH9BCAMPxG6mqoqKi8kMi0FlLYesh8jrK0AY8+MyxRJ3yAP6qzQTqdgbbTRu1CLPfx/7G/cFtHr/ybloyZgkZMRlIssSo5FFoxe/XUFL2uXB98iByTwPoLZiW/hIxemjpw4AUoKKtAr1WT/YA0+npOdOZnjP9v3jFKioq3zWiDEkYNZagcbOASKQ+YUg7szaaZPNImp1liGjIiZxCm6uabS1vIw0QFQ51ryfWkEaFbfuQPvoxaiPQiyZiDKnEGtLRijrSLAWU27b2XYOAQWM57PEDEQSBkdPSsTsiaW0PDUo6HEq2uizDy9tquWxmFuWtdm54eTflA8QFo04kznL0cdafl0/gmU1VvL6jLqy80abKDv6zsYpr5+WGlTjy+iU+2t9MZqyFA409jE6yEh+hp73Xi0mn4ddnjCUjxhzMbgDQigKiIOANSFw4LYOxqVE8+GFxWIDbQERRCGYtLB6TxIycWLZWdYa1iTJ9P4RzFZXvOt+vL8RviA2bNzLr07PQSCGlmZ46KP8MZt2gLDfthXHnw4zrKSs7xAU7ltApWZhg7uSVlBmYUSaplk9JP+x5jhWHx8+v3ttPeWsvF07L5OI+tfVbp/QTRWgAcLRB0WtKne4ByLLM5f/Zxra+h/D/nTiKGxbmHb5PvwcOvAvRGZA1+1u6cBUVle8KkiRjc4ciQ6LNekx6DXvrurnjjb24/QEeOKOQRaOTePqKaRxqtpEQYSAx0sjJD68PExr6kWXFULrXMzTiZFxaJL6AxOK/rkNGiSv616WTuWPZKNw+iZoOB5fPygr7ED0aoigwLTuOW5eM5J9rykm0GnF4fHS7lPP3p9vet2I/FW2OsGPvPHn0kT9KJQnevJLUg+/xu8g0yJkHlWvCmlR/+hgfds9gVHoCGlEIRvEUWh3wz2WKtwIoE/+LfgXjz4fovvfEonuU566rk1Nn/pQZiTNxegJkxpmBQpjxE86X/CRX9lDabOfx9RW09yrvvvn5AwZGWgNc+xl0VMJHd4K9CWb9FGKyjvl3VFFRUVH5blJTu5PYjY8jSv7g4E/n7MRfvwdt/iKk3lak9ko0mVNJGXkCUlcDBxoPICOj1+hJjkoGQBRExqSM+drX4w/4WVO6hnZ7O2NSxjAxY+LX7vNYCDTtV4QGAK8Df+UG9JMvGNJuxd4V1HQqkb3Ts6cze8ThxzQBKUBZaxkWvYWM2IzDtlNRUTl+GJjJoBH06EQDPd5Wdrd9gF/yUhC7gFTLKKYmnInN24peY8aktbKh6aUwoaEfmQA60YhPcg/ZF6GLQyPo+bzh3/RHLE2KO4X86Fn4ZQ92XydZEeOJ0MUe8/ULgkBkRBRjAvMp6dqIXmNm4/6Q8JobrwgXD6w8SElLeBbDrYvzSbAeXmyQZZmfvbGXt3c3kGA1MC8vgdUlrWFt/vZZKd0uH1OzYsJMnZOjjJz08Ho6HMpYxazXcOvikZwzOZ3MPj+HmxeNpNftp63Xw2WzshifFoXd7Se775ovmZGJLyCzo6aT4iYbT31RRXOfqfQJA8Y+Oo3Ia9fNor7Lyf3vH6Cx28UlM7LISwwvIaWiovLV+MGJDX/7tJQx6+5Do/UO2iMokzdaA5z297A9Lx8K0CkpD6+9zlg2lHewrDB5aOdtJUrJiex5YFVKLLm8AX7/UTFV7Q4umZHJSWNThhz26Jpy3t6lfPjua9jHlKwYRiX/Fx5yMdmD1nOGNOlweINCA8BH+5uGFxtqtyrlmFb/Gnx95TgW3wvzfvYNXrCKisp3DVEUuGJWNv/ZqJQ/6vdouPOtIspalYifW17Zw0MXTqC918sp41KwGpXJ+eHKzV00PZNpObE8dflUHvm8DLvbx/5GW3B/t9PHU+urgskBMvD42gpOHpvC788Zd9Tr9QUkPtzXhEYUOGVsSli90VuX5HPL4pEIgkBJs52nvqgkLkLPzYsUX4PAMMJITvxRoojqtsDB95RlWwPkLoTTHoJP7wWPDa+s4Sb7Fez7vIb4iGb+efEktlR2MjlFz0ltT4SEBgCPDUo+gvl3KOstB+G508DZAQVnQfY84kURBiaWiCKIeubnJzA/P4FTxqfwt09L8Qck8pOGec/E5cKlbxz1d1RRUVFR+X6wvXo72p2vEC8NFfBFSxyCqMEw9ZKw7dUd1fQXnvAGvNR01DA6efSQ47ucXbTaWkmNTsVqVN4pfsnPxvKNdDg6KEgpGPa4nbU7OdB4AIAWewvJUckkRw4ztvqGESwJDKzsLUQMNUX1+r1BoQGgrLVsWLEh0F6Jr6Oa1+qL6C+6MS1rGnPy5nwLV66iovJdIidyCuU9Skb0iKipAOzrWIXdp5Sk293+IaKgxRNwkGIeiV6jBEGJwtCxT7qlgDhjJtMTz6GkewM+yUOPtyW43xdwU2nbwcDU6LKeraRbCxkXt/So1yrLEo3OUpBlUiyjwnwd8qJmMCJS8SjIPbeXx9dVEGXScctiZewjDTP26S8Nezj2N9p4e7cyt9Vm9xBh1PDn5eN58IPiYKldpzfAo2vKiTbp+MeFk9lS1UFeYgS1Hc6g0NDf7uMDzdy6JB+AyrZeLnhyC229HhaPTmT+SCVQa2BGuyAI6LUCs0fEM3tEPKeNT+Xvn5Xi9PgpTI0acr3pMWb+ffm0o/6OKioqX44fnNiwtriZmzQ7+bvvXDZIhdyufYvZWWaEvKWKWGBNDvNyAMIiZAUBUoeLmK3ZDM+fAQEvRCTB9V+woVnDj54PGaJuruhgzR1RZPSpsv10DXigyjJ0OwcLIbChrJ2nN1SSEm3ilyePDk7WfS2yZsFZj8GhDyBjhmL8PIgYs56ceEuwbMikjJghbTi4Al6/nCGV8rY/o4oNKio/AO49vYBzp6Rh0IrBaBBfQArud/kCXPOcUqLhuU01rLhxDlqNyJ+Xj+f0Rzfg9klE6DXMy09gU0U797+3n/vPHMusEXH0OL1M+e1nwQyIcWlRWI1adg6op1nZHp5tcCSueXY768uUgcAFU9v54/LxYfv7U2tHJVv5y3kTBt1nIT9+cSctNjeyDKeNT2HOiHiOiHHQR60lDqZeBRodvHcD9/uuYJ+cCygGZglWI/fPNsB/TgRn+9D+dAPePytuUoQGgIPvQsMNkHGE8g7dtWz8+HPe3KNMrnxW3Mqq2+YP/05TUVFRUTkuqO6oZom7mz2WRGr0ViY7Wsm0xuNJn0y1JJHu6iHKFP6u6hcO+ok0Di2p12Jr4fWdrxOQAph0Ji6afhF2l513976LL6BMKNV11pFoTSTWEh5x6/K5wte94esADV0N7KjZgdlgZl7ePIy6oeUAvyyauGwMc67HX7sNMTYH7cgThrTRa/XEWeLocCjv15SooYFi/oYiPOseAlnmTEFkRUwuAVFDceM+VWxQUfkBMCZmHmmW0QgIWPXKWECSQ2MfSQ6wvfVtACptO5ifejkaQcuEuBNZ1/gcAdmHiJYkcy5dnkaKOlYxPm4Zs5IvICD5+aj2YWSU/iL1iUToYml3h0TQwSbVR2JH63s0u5RqFmmuCiYnnBa2v3/sMyIhgj8vDx/73H1qAT96fgdNPS4kWfEsXTRqqEg7EKtBiygopWhBmU86b0oGJp2GG1/ZHda22+XDatRyzdwczn1sU5gHQz8Dg9PuencfbX0lZz8/1MqWyg7m5B1+LNbc4+aPnxzinT7xY1VxCx/fPD+YBaGiovLt8YMTG6bnxvNa60IeDpwLwCW+u3k4y8iZ684DOaBMAF27GlJCE1BXzcmh26kYjp45MZWxaUMVUQ6tVIQGgN4WqNnIrz6ODasX55dk2no9Q8SGa+flsqaklRabh2UFSUzLDv8g73R4w0QLWeaYIniPiYkXhwxCh0EjCrx23Uxe3FpLjFnHpTOHKalR+gnDWvI4W8HdM3SyTUVF5bhjcKTIr88cy02v7MbjC5BoNVDVoWQ8HWyy0Wxzkx5jZmSSlc2/WMzBJhs7a7r426eKYc6zm2vwyzK/PWscUWY9L1wzg3+sLsPjl1g4KpFTx6fwzu4GvH0pt1pxsEX18Nz9zr6g0ADw+aGWI7QOx+n1s62qg2vm5HDJzEw0ojBsZsYQkgrhlL/ArucgYTTM/z9l+8RLoOUgk4raebkveSwt2ki+1Qu7XxlGaBAgfiSc+rfQpvaS8CbD+Cs0drsoabEzKR6in1nCrq7TgUUA9Hr8lLTYVbFBRUVF5TgmLTqNclMM263KpPnHhgimZk1lV+0upJZyREFk+eTlpEanBo8ZlzYOp9dJs62ZvMS8sH39VLZVEpCUsYnL56Kus47ddbuDQgOAjIzD4xgiNkzKmERFWwV2t52suCyyYsPHF16/l/f2voe3b2wVkAKcVHjSN/J7aLNnoM0+srnzuZPPZW/9XgxaA+PTxw/ZH2jcqwzIAI0scWZnBVpkbDoTsqcXwTC8MaqKisrxw2CfhsLYRexsW4Ff8mLSRNLrVwTLXl8HTl8PVn0cFl0MS9J/TI+3hR5vC8Vd6wBw9HYTkP1MTjgVjahldvKFlHZvxC97SbGMJM1SQG1vEQFZeb4Kxzb04UDnmqDQANDsLD9C63ACkg+DuZTnfhxBtnUu/oAGo+7oY5/seAt/OGc8z26qJifewu1LRwFw2vhUDjTaeGd3Pc193niJVgMpUUbe29MwRGgQgMxYM38YMO9VOqikk0k/1DO1xebmYJONEQkWLnpqKw3dITHb7ZM42GRTxQYVlf8CPzix4a5TxnBX+/VwKJRK3F5ZpAgNAAEffPAzuPbT4H6NKHDHiaOO3HHalNCyxgBJY9GITWFNTDoNn+xvZnJmeHZAXmIEG+5chM3lG9bUtMvpDRMtGgc8MJt6XOg0IvHHaIb6VUiMNHL70vzgem2HkzvfKqLL6eX2pfksy5oFe14ceqDfA6vuhTMe/tauTUVF5bvJnLx4dv1KSe3908eH+NfaCgCy48wkWkPRiTEWPXPy4lm1vzns+Je31nLdvBFkxpmZNSKOf60tZ2dNFztrujjQZONPyyfw8zeLALjv9MLDXkdxkw2LXovFoOGlQabTU7OOXtv0YKONmg4HL26tYWO5MmjYXNnBf678Eum203+k/A1EEOCk33HeSZBa3k51fQNLd92A9ZF9ED/c+0ZWDKITQs9iksdBzSZl2RQLieGlKg422jj/ic30evycaK3iCV8LS8UdvBZYgIRIcqSRCenRx34fKioqKirfO2blzmKNvRXaq4IzVI3djcEoXEmWWFOyhktmhEopCYLAzNyZR+w3KTIpuCwKIgnWhLDyHABaUUt5WznpMenB6FmAKFMUV866Eo/fg0lnCtsHiiF1v9AAYHeHJph63b0IgoDF8O1NFpn1Zmblzgo7/6fFn+LwOJiRM4PchHy8patZE5VFpSmaGJ+LU7oqifS5qNn7DtnTL/vWrk1FReW7SZwxnWUZPwWgtHszJd0bADBpIjFpQwFBeo2RBFMWHe7wcUmD4yD50bOI0MUSa0xDI+poc9bQ5Wmi29PMxPiT2d3+IbIsMTZ28WGvw+ZtQyNoMWgsfeWXQsQaj+43avO20evrpK53P62uSgBaXVXMTh7qb3M4zp+awflTh3rY3HnSaO48aTRbKjvYU9fNK9tqWPS3dYwYZvJfBswGLWNSQr/d+LRo1pa2AWAxaJmYHj6vVt7ayzmPbcTm9hNt0gXLNvUTH6FnatYwlTpUVFS+cX44YoPbBnte4tPWaD6qCU0wjUiwcE5hFAzUBQQBnJ3QXQMJY+BY0nbHnqMcV7dNMVte/Rv+OftCfrLBQnuvB5vbj8sX4In1lczIjWXR6KSww3UacVihARSDnlPHpfDBviaMOpFr5yk10f+2qoRHVpejFQX+fN54zp709c2qj4VfvbefzZXKpNtNr+xm970XYt71nHLvg2krBleXMkmmoqLyg+SOZaPIibfQ1uthXFoU/95QyaSMGGaNiAu2mT0ynue2hNKDJRlOeWQ9M3LjuHFhHl8MyEhYfaiV+88o5JRxSpSmXqtMbgQkmW6nl1iLHkEQuOudfby8tRZRgAfOKMRq1GLvM7Mek2LloQsnHvG6Vx1o5icv7Rri1bCjuvMwR3wFajYxx9vGHM82sO1TtrWXwPgLlMyw8s9B6vtQNgzyWFj+DHz2gOKTs/Cu4OadNV2UttgpabYHTbY32xNxRiezyL2Hd4VfUTrxLuYvWUysRf/N3YuKioqKyncGX8DHgcYD2Byd5NRsZlpvKy06C1tSJzIqaRSNPY1h7d0+Nz2uHmItseg0Ry/XmpuQy2njT6OhqwGn18m2qm0UpBTgD/hxeB14/B78kp+99XtJi04jPyk/7HiNqMGsNw/bt9VoZUzyGIqbi9GIGqZkKkFd26u3s7FiIwICi0YvYlzaN5TpfRTWla6jtlOZGPzkwCf8aN6PaMqcTqVXicTt0pnYZ05gRm8T9Z5eknwuTDo1a1BF5YfKyKiZmLWRuPx2og3JVNl2EW1IIsGUHWwTZ8ikjC1hx61vfJ44Ywb5UbNocVYGt7e4KpgQfyLJ5jxkZDSCMo0nyzJ+bwCtXoMgCBzoXE2lTSldWxizCL1owispgaoR2limJpxxxOtudVWxreVtZCRq20x4fGZGpDjpcjd8Ez8LoIxTOh1eej1+ajqVa6tod3DWhFR6vX7Wl7Xj9StiuNUYPl351/Mm8MdPDmF3+7lp0cig997eum4ONNmo7nBg6xvrdbt8xJh1dDmVcdTZE9P4+UmjSIz8+iX5VFRUjs7xJzY4OhSTYrdNKVeRVKBsf/FcWutKuMHzD/yEshquyHUQM/dqqF0FpR+B3gJTr4F/TAFXJyQWwtUfwzC1SodQeDbU74B9irnmqPLPWH3zHh7ZZguWBwHo9QQO18OwCILAoxdP4ra2fGItemItenwBiUfXKGlwfknmkc/L/2tiQ//kFYDHL+HzyzD/5/DS8qGN67bC4/Pg2s+DptkqKirHFxVtvRi0Iukxw08aiKLAeVMzKG+1c+ojG/D0fUBOzozmicumkmA1sGBUAqOTIzjU3Bs8rtcT4PPiVvbUdjMhPYq99Up90v5ScwebbLh9AWo7nTg9fp7bXENVu4PpObE8celkXu7LZJBkeH5zDc9cOY1/rC4nzqLn7lPHHDUV+IN9TcOaQi8p+OrPsoAkc/vre1h1oIWp1k4ed9yKRfBA1KDon8lXQPYcOPQhrLpbKUd36l/D21iT4ezHwjZ9erCF617YgSyD1RC6v17BQs3ZKxjTvY7xcSMYn3f4iCgVFRUVle8Pbp+bTRWbcPlcTMuaRmKkUk97xd4V1HXVMdLVSWJvKwApPgcL9QbSMiZQ311PWWsZWlHL5MzJPL/leZxeJzHmGC6YesExeSTkJeTRZmtjd4tSh7uqo4orZl5BWWsZX5R/EWw3sLTSsXJi4YlMy56GUWcMihJbqpSJORmZrVVb/2tiw8Asi4AcwB/wYx57Oux6M7jdKWrZYk1hn9fDwS0vcNG0i4Z4X6ioqBwf9Pq6EBEw66KH3S8IAukRhTh83axrfDZY/ihKn8S0xLMxaa3EmdKJ1iXT7QtldwdkH62uSro8DcQYUun01AMQa1DmeWzedvySB1fAhuQB2z4TbrsXS7SR/JkZVNp2BfuqtO9kRtJySro3ohMNFMQsQCseOcioyVGKjMRne+J4b6sy3pk8ooe7zvjqmWSSJHPn20WsLGoiLkJPfZciMKRGhb9jzpqUxoJRiawvbeO+9w9g1mv4w9nhz/i4CAN/OjfcV+KLsjaufHY7AUnGrA+NfQQB/nTueJp63KTHmIYE+6qoqHy7HH9iw4oboeRDZbn8Mxh/fp8IsA1BjuQ2zZv8OXBhsLlx15MwIxUufhVc3aAzK2KFqy9ytfUAVKyGwrOO7fxd1aFlnxN6W7hs5mg+2t9McZON+fkJnFSY/KVvSxAE8hJD9T+1okBchIG2vtp2SZHDZ0WUtdipbHcwMzeOKNM3YCoN/N+Jo7ju+R3YPX5+tjSfKKEXYnNh9i1Q/B4kjVXqmJZ8oBzQUwfln8KkS7+R86uoqHx3+P2HxTyxvhJRgN+cNZZLZgzj69LHrtruoNDQv/77D4v52wUTMWg1rLhxHqc+vJ6ytnDD5w6Hl1uW5HHKuBTMeg2nTUjljx8d4rF1FcOeZ1tVJ+tL20m0GoL1P7PizEzNjuW5q49goDyIcWlRvLcnPPJTFOCP5wyt33ysfLS/KdjnF51RvKhdyvXalcpzEkDUwZybFKEBoPoL6OyLbFrzOzjnyWH7/fcXlbyzu4HaDkd/GWnsngBXj9PjMiWxNKGHMfv+CFHpMFkt76CioqJyvLC6ZDWlLUpQU3VHNaOTRzMqcRT1XcokVYDwEkUHmkugq4FTx52Kx+9BI2rYXr0dp1fxVupydlHZXklBSsExnb/b1R1cDkgBej29jE0bS2lrKS22FtKj0xmVdJRytIdhsNeDRW/B5rYpy4cpo9Tp6KTT2UladNo3ll0wK3cWrfZW3D4307KnodPqsBgsTM+eTklLCXGWOARhJPvaygBwep1UtlUyIWPCUXpWUVH5vlHStZHSHqWMaWHsInIjpxy2bbe3OSg0APR4WzjQuZqpiWciChrmpF7MF40vYPO1hR3nkzwkmnJJNuchChpSLaMp7dpESc/GYBtTZzr+BAckSnibCulqisGsjQyaR1u0UUQbkpmRdO4x31uUIQl6YXNJdHDbroooCqKXHXMfg1lT0sobO5X3Ub/QANDY4waUea0rZmWzoM94emtVB1Xtyljwz6tKeOyS4X/fFzZX89qOOmo6ncHgMKc3wNIxScRbDWTHmXm/qImECAPnTv7vBOWqqKiEOP7Ehs6q0LLHBtv/jbT7JWpII0ds4HphJVWksCEwlnmafZwjrof2MkidBKZo5biY7AEdChBz+MmzIUy7RhE5/G7IXQiJBcRotHx0yzxc3gAm/TEYih4DgiDwnyum8ZdVJZj1Gu45TRkQvLu7gfWlbcwcEUdSpJFrnt2OX5LJibew4sY5WI2HFxxabMoDP+koqWUzc+PYfe8yfAEJY8MW+PsC8PbCmDPg5j2KjLz/rZDYgHCYGuQqKirfZ/wBiae+UCbCJRmeXF95RLFhenYsJp0mzIOmp6+Wpt3t48pntg8RGvq5b8VB9t9/In//tJRJv/500NTJUCLNuqCxtNWo4/+O5rszDNfMzcFi0PKvNeXU9X0c5ydZ0WmHmpEdK+KgutQCgzInJB9YBxhxbn86tFz0GiQWwNxbYccz8Om9YIph9dTH+e0HXUPOZcXJj+T3STnpd/DQKeDtq3ntc8Mpf/rK96CioqKi8t2hx9UTXPYFfOxr2MfBxoMICMjIVBqjSfU6yPDYaNZbOGSOJcXZSVpMGgatEqwUZYoK6zPKGL5+JMaljaOirQK/5CctOo2kyCQ0ooaLpl2EP+BHq/nmhptnTDiDDeUbEAWR+SPnA1DWUkZleyUpUSnEWmJ5Z/c7BOQAVqOVi6dffETBweFxIMsyEcYjGzqnRKVw/bzrCUgB2nrbeHrj03j9XnLicrhi1hWIgkhleyVlfWIDDBVKVFRUjg/KbaHS0eU9W48oNsQYUtEKevxyKDvKKylzLn7Jx7bWt4YIDf0c6l7P0vSfUm3fxaq6fw7Z745sQdYq46juzJ2IukJmxC+ntHsTGkHLqOi5X/resq0T0aBlZGI9rd3KeC0r1oxZ/9WDVgePfQbjl2QSBwTOvjCgrO5H+5v526el3L40n7d31XP/+weIMGi5bn4u979/cNj+7G4fD10wkdl/XB0cZ/Z6/Pzx3K8eLKaicjTuv/9+3n33Xfbs2fO/vpTvDMef2DDzJ7DyVpBD0bOi38V7vuncqnsHrSDxF90TuPVm6gPR+KJy0OYuDO9jytXg6mJveS1vyosZURXN5clysCbcERmxSJlw722GpHEw4APbpNfQ3OPm4/1N5CZEMD8/4Wvd6ri0yLAo3U3l7dz62h4A3t7dwJwRcfj7VN6qdgd763qYOzJ+2L6e3lDFbz9QHtj3nFrANXNzjnhujSigETWw+Z+K0ABQvAJaD0JSIRijIWG0Yrg9/+eQ8SXMVFVUVL4XaDWKyXB/ZEp6zJEjCLPjLay8eS53vb2PrVWdxJh13Lx4JACvba9jZ01owjzWosfm8gWfYbIMqw+18O8NiqA8tLhROLtruli4LJFHL54MKCm8bXYPsRY9GlGg1+On1+0nOerw4qogCFw0PZNTxqbwr7XluH0BfrxgxFHOPJTGbheRJh0RBi0nFSazfEo6n+6pZKq8n8s0n4LGAAFP6IDYAc/fmCxoD5Xho+RDmHYtfPAzkAPgsdG47W0g/D2WJ9TzL93DpCSeA72tIaEBQpkSKioqKirfeyZlTOKTg58gy6E3Y0AeULJVENgQlY6IiISEWW8mJy78O78gpQCn10lVexWiINJibyElOmWI4fNwpMekc9Xsq+j19BIfEa+MD/rQarQ4PA7KWsuIMkWRE3/k8cXRiLPEcdbEs4LrjT2NfLBfCW4qbi4mMzYzeO92t53G7kZGJAz/3i6qL2JNyRpkZGaPmM307CNnPgqCgFajZU/dHrx+ZeKwqqOKFlsLKVEp6DV64ixx+CU/U7OmkhE71BxVRUXl+49JE4nDr1TBMGuPLMyatZHMT72coo5PaXfXoBMNjIpWspfrHQfocNcF2+pEE37Jg0xoHqvVVUlZz5Yh/QLImlDGhKT10mzYTaFuIZMTTlP2yzKegAOdaEIURPySF5/kwaQ9cnm3DOtYHr9oFP9aW0Gvx89183OP2H44mnpcWAxaIo06FoxK4JIZmbyxox5vQLk3nUbAFwi9s7LiQplq2fEWiupDIvqnxS3ctCiPX7y9D29Awub2B4PdhiMvMYJOpzcoNABUdwwfzKby/eHKK6/kueeeA0Cr1RIbG8v48eO56KKLuPLKKxHFrx4MOPg83d3dvPvuu99Ifz9kjj+xYcoVkDNfKX300Z0g+eixZPOfjpMpFGtZqtlJU0QhJ/f8gm6fBkMHrOg1MGpgQIso0jrxJi7+bC0ObwDKDuLxS1x/wtEnmT4vbqHXI3HS2PEYNOFZDD0uHz999C1+6n4KDV4+PeEeli455SvdZsvK3xK/6yGISEFzyauQVEh5W29Ym4E168x6DbkJh6+19/BnpcHSG498XnZUsSFIZEpoWWMAc7zim/HKRaHJs9pNMPHC4Y9XUVH5XvPs1dP5+6elmPQafnHS6CO27XZ6qWxz8Kfl44m16DHpNGg1yoeBWR/+Orr/jELWlrTy9i7FkEwjCOQmRIR9nObEW5iVG0tylJG/fVoWdvwLW2q4/oQRWAxanF4/l/57K7tquxmRYOFnS0dxx5t7cXoDXDIjkwfPPnLN5yizjl+eMuZL/S79/Oz1vby1q54Ig5anr5jKjNw4/nLeBDg9B9btAOe5MPtm5TlZtR7ylih//Vz0Ojw5Dzx9YkHGdCV7TBAVsQE4tfct/i0WUi0p6ccmDTyYtZ/8zDNh4d2g0St9ln+mlGmaevVXuhcVFRUVle8eo5NHkxqVSm1nLWtK1xCQAph0Jly+ULkKs86MzuekB5A9vfhcPTAomr8wtZDt1dvx+D3UddXh8XuYlTvrqOevaq/C4/eQl5AXJjSAkmnxyvZX6PUoY5RJGZM4If+Er3Sf68vWs6duDyadiTMmnEFSZBJdjvCsPq0Y+pbQiBriLHGH7W9b9TbkvtCFrVVbjyo29BNhCP1uoiBi1pvx+D2s2vUGub2tOEUdDZHJ/zU/CRUVlf8u05POpqRrA4IgMjpm/hHb+gJu7L4OxsUtwaCxoBG0iILynNQK4dkCBTEn0O1poqZ3b98WgSh9IqKgRZIVz0yzNpp4YyYmbSQl3RsJhl8JMrX2feRHzUKnMRKQ/WxteZMOdx1mbTRjYk5gb/tH+GUv6ZZCJiUceQ7KatRx51HGdYfjnnf38eLWWkw6DU9cOoX5+Qk8eNY47j5lDA9/Xkab3cPVc3M42GhjXWkbM3Niw8qMP3nJFE58ZD09LuWep2bFKLc4IO631eZBFJTMeuW3hHHpUYxLi+bOk0Zj1mtYVpDEqoMtaEWBy2Z+iUolKkdFkiUauhtweBxYDBbSotOOKTjh63LSSSfxzDPPEAgEaGlp4eOPP+aWW27hzTffZMWKFWi1x9/09veZ4/NfIzYHjGdD8QrkzmqK8/+PRbZ8nuj6LfVjoijpCNC9XVGRPQH47QfFvHDNjLAuajqditDQx8Em21FP+8ePD/HYWqWG+Ny8eF68Vumzo9dDSYsdjy/ALz0PMU2jRKn2bL4Blgwo+yTL4U/Rw7B5115m7fizsmKrxbvqfvSXvcHSgiQeXV1Oq91DnEXPPacVsHB0EmWtds6YkEpq9OGjjpOjjNjcykAg+ShllMJYcr+SvdBdq2SVWJOgqSg8Srd6w7H3p6Ki8r0iP8nKY5cePn3Y6fGzs7aTJKuJq5/bTn2XC4NW5KVrZzA1O1Ri4Pyp6eyp62JLZScLRiVw2rgUlhUkER9hoLLNwcUzMihMjeKhCybxzzXlJEcZ+cM540jse149s6GKLlfIvL7L6eP1HXVcNSeHj/Y1s6u2G4CKNge//6gYZ9/z/aWttfx0YR5pR3g+DsczG6vYUd3FotGJnDtl+DqgVe0O3tql1Cjt9fh5bF0FM3L7Jj6MkXDig6HGSQVKxsJg4nLghu2w63mISFSMo0URzvgHfHYfuHuI8XcSLfUAitiwZGwKMy76R3g/F70GTXuUPqIzv9S9qqioqKh8t4k0RTIyaSTlreV0ujrJicvB6/fS7eomMzaTaHcPnzQdAsAliOwrXsX82VeF9WF32fH4Q9/v7b3tRz3v1qqtbK7cDEBqVCrnTTkPQRBw+Vy029uRkYNCA8De+r3MGzkvbFJClmWEo4x/Ktoq2FWrGJ86vA7Wlq7lgqkXkB2XjdVoxe62Y9AamJs3lxEJI2iztzEyaSTR5ujD9mkxWILXNlBAOBozc2fiC/jodnUzPm08UaYo7M4uTmo7RFSfkXR5vR7GnnzMfaqoqHx/iNDFMiXxjMPu90s+Ot0NmLQRbG99F4e/CxEN05POJcEUmvROsxTQ6WmgzVVNvDGLjIhC0iMK0GmM2L0dZEQUEmVIYkrC6ZR0b8QgmpkQfyImbSQA1T178Mih56tf9lBt38vI6Bm0OCuCWRNOfzfFXeuCpZzqHQfIi5qBVX94MXY4Xtxaw+aKDuaNjOfCacOPJZp73Ly4tRYAly/AP9eWB6t5mPVafnlyKHhrbGoU508dmgGWHG3i89sX8Mq2WqJNOi6anolWI/K38yfywPsHsLl8uAd4AAIsHJ3EU5dPDdv2+CVTKGroIc6iJyPW/KXuVeXwlLeWs7Z0bdi7PcIQwYL8BeQl5n2r5zYYDCQnK8JUWloakydPZubMmSxevJhnn32WJUuWkJOTw+7du5k4cSIA3d3dxMTEsGbNGhYsWADAgQMHuPPOO1m/fj2yLDNx4kSeffZZXnjhhWD2RP93Sf9xd955J++88w719fUkJydzySWXcO+996LTfTO+uMcjx6fYAMokTOVafu67jjeaY4BGfjY7mquidvM3W35Y0ziLfsjhY1OjGJVkpaTFjlYUODMH2PMyZMyAuOEzHD450Bxc3lDejtPrp83u4ex/baLT4SXBauCxAR/TVqkHpAAuPxjL3kd470ZFbDjrMRhzWrDdMxur2FzRwYJRiVw8I5O15Z1MlwU0giLldnuUKaaUKBOrbpvPutI2/vDRIU5++AtOGZfCFbOyyE8+crrcY5dO4fcfKoOQX57yJVRsgxXOeAQCfsUc29MLGt3QNioqKj84DjbaOPOfG/AF5LDoE49f4oN9TWFig1Yj8qfl4UaKRlHDXX0ZBfsbenhyfQXTsmP58JZ5Q8511uR0ntlYHbbN0OetEDvoGR9j1gc9GEw6DRGG4V+FO6o7ueudfcgy/Passczw74SajWxkAg98rtQW/WBfE2kxJmbmDv1gjzRq0WtFvH0fxIlWw5A2x0RkCiy4M3zbxIuUvycX4GsoYg8jg7v21HUP7UOjhfSpQ7erqKioqBwXbK7cTHVnNaBM6gNMTR7NVNlPkxQIaxuhGzr2iY2IJdGaSKu9FQGB9Jh0DjYdJDky+bD+AxVtFcHlxp5GXD4XASnAK9tfwel1YtKZgt4RoERDBqQAAQLUdtYGyz8tGbMkzES6qL6Ims4aMmIymJgxkeqO6rDz+gNKcIHFYOGS6ZdQ21nLhvINvLLtFXLjc5mcNfmIWQ0Ap4w9hfVl65EkiTl5c47YdiA6jY5FoxchyRI9rh48fg8WKYAYCNVkzxywrKKi8sPB7utgfcNzSIQ/cyUCNDoOhYkNgiAwPi7ceFkAxvRlS9i8bVT0bCPakMoJqVcMOVdm5NghJZZEQYMsy+jF8CAqvWjCSbfSBg16zfDBpd2eJva2f0JADjAubjEA7a4aalojuefdRkAZ+yRHGoOGzgOxGDSY9ZpgUFfCVxz7xEcYuGnRyLBtp45L4dRxKZz/5Ga2VXWG7ds9zNhHFAUmZkR/pfOrDE95azkr960csr3X08vKfSs5bdxp37rgMJhFixYxYcIE3n77bZYsWXLU9g0NDcyfP58FCxawevVqIiMj2bhxI36/nzvuuIPi4mJsNhvPPPMMALGxyveP1Wrl2WefJTU1lX379vGjH/0Iq9XKz3/+82/1/r7PHL9ig6sLvyzyZiCU2vbPTS08gZ7JmjVMSZvG/hYP6TEmLpiWgS8godOEomxMeg1v/XQ2Wys7yJLqyHvnZPC7QG+F69ZA/Mghp5yaFUNln7np6GQrZr2WD/fV0OlQPjjb7B62j7+DSWU/QSP7ERbcxW1v7OOd3Q3sNt5EDH1lMj74WVBs+HBfEw/0md+sOthCeoyJETl53L33Gm7Wvk0rcSQt+U3wGqLNeh5dXUZTXw31N3fW8+bOeqJNOjbcuZCIwxhEj0iI4N9XTMXtC/DqtlrWHGrl4hmZQ0qbDIvPDc+fCXVbwJIAl74Nphhw9aU25361dGkVFZXvN3/4+FCw5JHUl7jVX65tTErkMfdT3GTjnMc24fVLaEWB166fxZS+lFoAm9tHtCn82ZYabeTeFQf466pSnrhsCrctyeez4hamZMXw0wUj+PXKg7TaPdywMI8o0/DPxdte30NdpyJK3PbSVjYFLgJgFhrGC/dTJCvCc22Hc1ixIS7CwOOXTuaJdZWkRpuCwglwzJlsA1lzqJUvytqZPSKOJQVJysZT/4rurWuZ13aIL3yKULxwmI9/FRUVFZXjG4/PM2TbrqaDFMkS8X43cyxx1Lh6iNcZScqZQ0AKhPsriFrOm3Ie9V31BKQAnxz8BF/Ah1bUcsHUC0iwDvWaS4lKodXeCkCMOQajzkhRfRFOrxMAl89FXkIeFe0VyLLM9OzprCtdx/7G/WEixOeHPg+KDVXtVawuWQ0oYkaEIYL0mHT2NewLnnegOGDUGdlZsxObW8lCL2ktoaS1BL1Gz1VzrjqsQXSUKYrTx59OQAqwv3E/NR01jE0bGzTNPhIBKcC7e96lrqsOo9bIuRPPQjDHYXJ2ACAlFx61DxUVleOPQ10bBgkNAv2ljiL1x+7X2evrZEPTSwRkHyAwK+k84gcIFT7Jg1YIf1YZxQiKu9ZR1rOZqQlnMCZmPo2OEqINKeRHzeZg11pcfhsjoqZi0AxfXntP+8fYfUpW247W9/DLPkBGNsCI5CwqmpXjDueBYDXqePKyqTy6poyECCP3n15wzPc8HBvK21l9qJXp2TGcNFYp333/6YXc+Mou6jqdwXHmwlFfzwtV5ehIssTa0rVHbLO2dC25Cbn/lZJKAxk9ejRFRUXH1Paf//wnUVFRvPrqq8GshPz8UDC6yWTC4/EEMyj6ueeee4LL2dnZ3HHHHbz66quq2HAEjl+xYd4daGs2McLbSLmslLiw4uIB3bPECz281uXn+guv4cZXdnPRU1uZPSKO56+eHqwfDhBh0LJ4TBJ88aIiNIBislm5dlix4bdnjWNMSiS9bj+X9NWFy0sMT8udMGMRmrPLIeBnZ7uGdz5SUo9dspaY/nknTSjaqLbTGXb8wSYbPz5hBAbd7bzQ/CNOGZtCSnq4MVGrbWg0TbfLx9MbqrhlSf6QfUEcHdz+ahEflinnXFvSFiwFdUQq1ypCA4CjDbb8KyQ0ALQeOnofKioqxx3JkeEfwSePTSY+wjBs2myvx49Frxm2lMKO6s5gdoBfkllzqBWNKCDLMiv2NvLMxmoijVpy4s1UtTuxGjQ0diuCa4fDy+8+LObtn87hliWh53a/cfSjq8v4w0eHmJgRzQNnFKLXht4BHl8oRdft80HfLpEAs0y1FDlHkBJlJDPu8CWYFo1OYtHopPCN256CVfeAMQoueFHxYTgK26o6uerZ7QD8Z2MVL149nbn5CZA2BW7ezVO+AO/vbcSs13Ly2OSj9KaioqKicrwxNWsqNZ01wYl+AEkQ8QoijfoIOgN+Tpx8ASv3r2TP3ndJiUph+eTlYYKDTqMjJz6H3XW78QUUc02/5Kems2ZYseGEkScQa4nF5XUxLm0coiAOyYIoTC1kacFS/AE/Dq+Dl7e9DBAUGgA0Qugaelw9Yce32duYNWIWAgKt9lZGJIwgJSolrI2939doAN6Al+1V25mff/ia6m6fm1UHV1HZrpiNlreVc8HUCw7bvp/G7kbqupQSJW6/m+11u6iKSCFVF0GvVo9J0LD8qL2oqKgcbxg14XM/SaZcTNpIrPp4siLCM7j9kheNoBt27NPlbuwTGgBkmp0VaEUDkhygxVVBec9WtIKeCG0svf5OtIIet6SUtfFJbg50ruGEtCvJiwrN5UxOOBWAip7trGt4lihDEuNil6IZ4HUTkEMlaSU5QL9QIghQmOGnohmSo/TMHnn4acS5efHMzYsP2/b6jjruW3EAs17DoxdPZtYwQVqDKarv5vL/bEWSlbHPk5dNZllBCgUpkay+fQFev8TKoka0GpFTx6UctT+Vr0dDd0NY6aTh6PX00tDdQEbM0PJY3ybHUo6xnz179jBv3rwvXf7otdde45FHHqGiooLe3l78fj+RkccePPlD5PgVG1Inws9KeP71O3hkXwk7pXxu073FKZptAIwNPMx162bgDSiTSZsqOiht6aUgdZj/MOnTCKrSolaZ3BkGvVbkqjnhxspLC5L40/LxbKns4IT8BGaPCD14LfaQD8Ttvp/yqO4R4gUb5IRKhJw+IZW/rioJqrYrixqJMevIjLVw5sS0sHM1drsoqu9hem4Mnx5sHfqTHKkmec1meGk5W21/BhTxYnB62mGJTGGgak9kWvh64y6QAjDINE5FReX45p7TCqhqd3Co2c70nFj+cdFkNGL4h0BAkrnhpV18fKCZzFgzL/9oBukxobqavoBEhFGLRhQI9NVhenZTFY+uKQ/rx+b2MykzhlsW53Pra3vC9hl1GvbUdXPve/uRZXjgzEImZ8awoaydv6xSPHSKm2yMSLBw7bzc4HG/PnMst7++B69fYlayjNRpRPS7wRDFDZdfS+82Hy9treXCJ7fy4xNG8IuThylB11QE+96AhNEw6RLwOuCjn4MsQa8bPrkLrv3sqL9lUX132PrDq8sUsQHA78G4+tec11EOU64EUa0TraKiovJDIy4ijmvnXMuqg6s41HIIUZaQBkQXuqUA26q3EegrqdTU00SLvYXUqNQhfSVHJiMIiqgvIJASOfxEjiiKTEgPn0DLjM3kpMKTqOmoIT0mnZx4ZWxk0BrwHqa8UHpMyPtoZOJIvij/InidZa1lWE1WIo2RzM2bG3Zcr6eX5p5m0qPTKW0tHdKv1Xj4Uq4tthbe2v0WXn/ompp6mpAkCVE8clSmxWAJy8ywGqz4RS01pmjlXu1tQzJHVFRUjn/GxMyj19dOt6eFaEMyUxPPGhLlLcsyu9s/oMFRjFFjZVbyBUToYgbsl9CIWgREZJS5qtreIqrsO8P68cte9BozU2PmsaPtvbB9GlFLj6eFoo5PkQgwNnYRccYMOt0NHOxaC4DN14ZZG01+9KzgcWNjF7Or7X0Csh+rPoFeXzsB2Y9G0PGLpYtYOroKl2YTJY49eMXJjO0rtTSQ0hY7b+2qJzvOwoXTMghIMve8ux9vQMLlC/DA+wf4+JYjG2sDHGjsCZbgBfjH6gqWFSjvIl9A4u+flVLaYmf5lPQh40uVbx6HZ/hslq/a7pukuLiYnJyc4LtblkP/cXw+X1hbk+nL+TQCbN68mUsuuYQHHniAE088MZgZ8de//vXrXfhxzvErNgDUbye15Fn+oAe7bKJMDk3OmwUPhQlaNtQpKccWvYakSAM4O8HvhsgBH9458+Gyt6FmE+QuhLTJX+oyzp+aMaz5zZiUSH51WgEvf1FMtL0XHYqS7NDF0J/YlhZtQisKQbHhYKONO99S0oj/ct4ElvcZk1a29XLWPzdic/uJMGjIjDVT2+lErxURkFk0Oonzpmbw2cEWHltXQXKkkV+fWUhcRF/k8bYnwdvLPLGIdyVF7Fg4+hjT0VImwJn/hKLXIGU8LPgFFL8P7SXKfkeb4udwGK8LFRWV45NIo443fjz7iG02VbTzcZ/fTW2nk39/UcX9ZyjlB/wBicuf3sbmyo6wY3o9gSH9AESZdKREhdcgTYs28ZuzxnL1s9up6VCiPc9/fDOPXzoFzyBzsR5X+MfISWOTWVmUyMqiJj6o1dEe+VdeOVuPmDmDyJgsPjkQEgme2Vg1VGywNcEzpygZcUB9azuOwgsZJeog0FfuQmOgucfNw58rkyS3LM4nOWpoHdUJg2qO2t2hyCPW/Qk2P6osl38ON+2EmL5U67rtIIiQfngTbxUVFRWV44P23nYOtSgZxZIgDinZF2WOosnWBIBG1GA1WHH73PgCvrCJ+ZSoFM6ZdA51nXWkx6STFhMe4HQ0RiePZnTyUAE+xhzDolGL2F6zHbs7lI2gG+D3ZjFY0It6XJKSVd7p7OSzYuV9u2jUIsanjweUDIhXt7+Ky+dCJ+qINkXT7eoOZklkxGYwKXMSNR01bK3aiklvYtGoRVgMyihrb/3eMKEBICs266hCA0CsJZYTC0/kYNNBYi2xzBoxi9quWtrsbQB4/B46HZ3DZoOoqKgcv2hFPbOSj5wd1eVpoMFRDIA7YKeiZysT4k8ClEnSba3v0OqqDDsmlOUQjk40YtKGi6pGTQTj405kV9vKYEmkzc2vMTnhdDRC+PSfT3KHrSeZc0k251Pv2E+Ptxm9aGJs7BLijOlYdDEUR66AvvFTlX03BbELw8SUToeX857YHBxTlTTbOGdyOlqNQJ+NA3qNSJvdw0Ofl+IPyNy0KC8s0KyfwX4LNnfoN3hyfSWPrVM8g9aWtvHJLdZgRZG9dd34JTms5K7K16f/3flNtfumWL16Nfv27eO2224jIUF55zY1NTFp0iRAyWQYyPjx43nuuefw+XzDZjfo9XoCgfC5hk2bNpGVlcXdd98d3FZTU/MN38nxx/EtNgwo5WMVXIyiDq9oRC+5aRlzFbefMw9tVBn1XS4unZlFXNX78M6PQfLBvDtg8a9CfY1YpPx9w1wzN4drZmex+g9PYfG42Svl8lD1HJ4Z0OaCaZk8u6kaIEzdXX2oJSg2rD7Uiq1v8qnXE+CWJVmcOTGVeIsBsU/p7XJ4+enLu4LlSPSuFv5+bV8EbHQmW6TRfCYpBqLTMyzBMiPHxKRLlL8+urJO4tqGC9kv53CmYRd/tCSi6s0qKiqDsQ7ykYk0hl5LJS32IULDYERBEW5Toozcc9oYDBoNp4xL5lCTnRNGJXD3KWPQakQcntDkvF+Sue6FHSRYDWTHmanucJIbb+GymVlD+i9vDaWLbrXF4Bi1LHjN2XFm2ns9fcvDfFi1lwaFBoAtGz7jjjV5PDXlAZbW/wtMUXDqX7j+hR3srVfKRhQ32Xn3hqFGlVMyYxibFsn+BiUjLiyzrbs2tCz5wN6siA2f3B0SIebeBkvuP+JvqaKioqLy/cblc4VvEAREQUSSJbLjslk65v/ZO8/oOMqzDV+zvUmr3rusYsu9926w6YReTA0BAgklIQkJEEJCqAkfLUBoJnTTTHPFvfciy7ZkSVbvZYu0fXe+HyPtai3ZGAhJMHOd4xPNzLszs5tkyns/z33Pw6w3Y3FYGJoylGZ7M8sOLsMf8DMqfRQz8kM5a+nR6d+LFcLwtOEMTxvOPzf+M2j51GRtChtTlFrErupd/T5b2VYZFBuq26uD39cb8DI4aTBDU4ei1+iDk18en4fPD3yOLyA9Azg8jqBNUqQuvJs9zhTHOcPPOeXvcbygkh6dHhQbFILiPz7hIiMj88NApdCecLnb19lPaBgIsyYBrdLIsNi5qBQaUg2DsXiaiNNnUhQzC6Wg6slbkBAR2d36GTqlKWi9ZFCZyY7sP9/T5Q29e3kCThL02ehU0kS+QRWFw2ft+TuyX9dGVXt3WPHWoq3VLNpazbnDk9lXa8GoVfHXnwzj9nf3sL3HRWNfrYUVd/bvdBicbGZMRjS7a6Q5vfNHhN596jpDdoH+gEiTzcWgBBN/W1nKsz3d79dNzuLBc+X8nH8XqVGpmLSmk1opmbQmUqO+WXHCN8HtdtPU1ITf76e5uZnly5fzyCOPcM4553DNNdegVCqZOHEijz76KNnZ2bS0tIRlLQDcfvvtPPvss1x++eXce++9mM1mtm3bxvjx4ykoKCArK4sVK1ZQWlpKbGwsZrOZvLw8ampqeO+99xg3bhxffvkln3zyyff2PU8XTm+xYdA8yJ4Bx9YDYBTcYEqFaz8nsafK/p4z+1TdPP+ENFEDsPFvMP0eUOukbod3r5DsgIp+Ahe8AKdQ9XLKKBT8wnUz3Z4bAYGo9vD/Wh48r4izhyfj8Pj41eL9tHVJVTjjskKeqO3d4aFwQ5IjSYgIVcfWdjh4e3t1UGgAaKvcBxVaGuMm8dMDU3B5U+lCaivaUdvNrz/Yj0mr4hez8wastD0Zr6guZ7d4DIDF7omcVe1kZsGJW5llZGR+nIxMj+L3ZxXy4e46BidHcsvMUAdUYqQOg0aJwzNwJwNIAuwbN4wnzqTF4wtw7rObKG2WJvgvGZuOSqngiwMNDE6OZOPRtrDPNdvcCAIs/eVUCpMig8JsXy4fl86Dnx8C4OzhyUTo1BxqsLGloo2fz8plZUkzXr/InXP75/iQMhKis6CzCp+oYJl/HAAPHStg3m+Ksbu83L/kIMX1IX/qipb+vtMACoXABzdPZuWhJmKNWqbmxUldDGv+IlWtqo3g7ZY68Xq773b1ka13L5LFBhkZGZnTnPTodLJjsznWfiy4TqvScvHoi4k1SR7Zk3JClhnv7ng3aFe0t3YvE7InoFPrcPvcfH7gcxotjeTE57CgaMEpVfx/I/oUUFld4TkNUwdNJSc+B6/Xy6ojq4KTGylRoc5zlze8IjcuIi5sgt/uslNcXxwUGkCySaporSApMomjLUfDPt/W1cZXh75CrVIzPms8kfpv5sWsVYYmDANigHpLPXkJAzwbyMjI/KiJ1MQzNGYO1fb9mNSx5EeFusC1SiMqQYtPdJ9kDzA2/nwM6ihEUWRj45tYPc0ApCoKUQoqGrvLiFDF4PSFX1tdfulaOiXpKqK1SQgDBPlmRgzH0i51wCXqc9Eqjdg9bbQ4q8iJHI1RFYVP9Iaddy+FSRHkxhupaA230tla2c6uP8zD4fHxwGcl7K4OFQVXtp548vrtn05gRUkTZr2amQUJbKts59HlRxBFEaNGSbfHz9jMaMZlSV0M7+4MFWC9u6NGFhv+jSgEBTPzZ/JF8RcnHDMzf+b3Gg69fPlykpOTUalUREdHM2LECJ555hmuvfba4DPKa6+9xo033siYMWMoKCjg8ccf54wzzgjuIzY2ljVr1nDPPfcwY8YMlEolI0eOZMoUqdjvpptuYt26dYwdO5auri7Wrl3Leeedx1133cXtt9+O2+3m7LPP5v777+fBBx/83r7r6cDpLTaoNHDNp/D2JVC+Slpnq4fjHmgJBGDNnyXLi14MMaGg5u0vhgKQD7wHRRdAwb/XE/vqSZm8tF5SscOqa1f9EXa+yri4PLj8HT66dTKf7WsgK87IuSNS2FXVQVuXh20V4fkKmbGhVrTObg8X/mNzUKQA0OHmdtUSqBV4qSSRklYvEFIhBQE+3dcAQHG9lc9uD/dI7SUQEFlb2oIoipQ1d63p9hUAAQAASURBVFFTfpD1tT5aPDro08ug/OoBSPidNPEmIyMj04efTc9Fr1Hxt5WlnP/cZv5x1WjyEiOIM2lZdP143tpWTUAUqet00GJ30+XyBTu5TFoVUXqp02BlSVNQaABYV9pCpF7FHz45GFynUUq2dL1zHKIIBo0Ku9tHo9VJTpwpLCT6uinZTMiJxeb0Mi4rhtImOxf+YzNuXwCVQuD9myeduE1XZ4ab1kLlWm750srqTikoOidOqg76+6oylvRcZ3W4caHB5fHyVUkjc4v6+2PrNcpQR4PXBe8vlAQGgKxpsOAxiCsAZc+tPaEQ6nv8XeMHyJOQkZGRkTmtUCgUnD/yfD4/8DkVrZLFhNPr7NfxIIoi245tCwtj1qg0qHruH8X1xdR11gFSZsKghEEUJBb8W891eNpwth2T3q/65j5sq9zGnpo9mA1mzhl2DpeOuZQjTUeI0EUwOHkwjdZGut3d1HTWhO0v2hC6F7t9bt7f9f6AFZgNlgYarY20d/fvnCxtkSxgG6wNXDPxmgHPWxRFqtqrCIgBLA4L1e3VNNoag4HavWyt3EqcKS7svGRkZGQAsiNHoxTUHOpcz8aGNxkTfy5mbSJqhZaJSRdzzLYHUQzg9Nlw+rrw4w1aHikFNVqlJKy2Oo8FhQaAFucxDOpo9rUtDa7rm/3Qi0ohdT44vTaM6ugwe6WMiOFEa1NwB5zEalPp9lnY2PhWj5WTwKTES4jT9+8GB+md6uNbp7DxaCtPriyjql16T8mJl959nltbzoe768I+4xNFPt1X3y+PFKTcvd71gZ7O9N53wFHpUTzyk2HkxptQK6V3t0EJJtq6pHmxvARTv/3JfDcGJQzinGHnsK5sXdj91aQ1MTN/JoMSBn1vx160aBGLFi362nGDBw9my5YtYev6ZjiAZKW0YsWKAT8fHx/PypUr+61//PHHefzxx8PW3XnnncG/H3zwQVl8OI7TW2wAadY8/8yQ2KCLkroW8s6AMddK6/a+CZv+HvpM0gg45++h7gXFcT+T4psll58Iu8vL6sMtJJt13LtgMOcMS0EQYGiqGbfXzx9feotH2/5PGtywBzY8TuY5T/GLOVKVzOubj/GnnopbVZ+KXJ1KgbmPNcnRlq4woQHAhRZRoYZBc9EVh4eXDUmJpLq9m+4eX/SKlhOrzb/96AAf9NwwIuliiFBDozikZ6tIFF1coNzMtNZ34cs2uPrDb/w7ycjInN50dHv446cHCYhgcXj5y5eHeeOG8QCMz47hQJ2Fv3wpeZuOzojizbvG8+Dnh3C6ffx2gWSTBPDg5yVh+63pcLD8YLg1gy8g8sYN47j/0xIaLE5umZGL2xdg5hNr6XR4GZFm5r2fTUKvCV0XByeHqht3VHUEsx58AZFtle2MyYzG6vTy+4+LqWjtYuGkTK6a0PMQboiBoRfxxxQHsWvK0akV3DE3H5CEYAkRN2pAwCsKPPHRBuYWndzvFb8nJDQAeLog8bjqncvfgQ1PSpkNk38JtTvAnA4nCPqUkZGRkTk9yInLCYoNGqWGPTV7aO9uD07qlzaXsv3Y9uD4WGMsswtmo+p55zm+MrE3B+G74vV7qWitwKgxMjFnIjnxOYiiSGJkIv6Anw/2fBC0VGq1t7KtchtnFp3J+GzpmeBg/UG+OiLlNygInaNCUKBThbqwLQ7LgEKDgEBWXBb1nfVh6+OMcXS5u3D5pMm8TkenFI4t9O94XFe2jv11+7/2u3Z0S1kTl4y55GvHysjI/LjwBTwcaF+JSABvwMnBjjVMSb4CgGhtClZtC8Ud0vyVWZPI5KTLKelYizfgYnD0dJQ981EH2leF7dfps9PQdSRsnUiAcfEXcdiylm6vhezI0SgENWvrXsEdcBCpjmdy8hWo+9g5RWji6PWk6HTX98mMEGlz1RCnz6Tb7eP3nxRT2mzn0rHp3DAlWzpfvZpzhqcwOiOaZ9ccRakQuGPO8e8+fc5PhN8vKR5QbAj/zUS6+tjidrl9FCaFd6A9f8Vonl1bjj8gcsv0HPbUdJJs1pFs/uahwDIDMyhhEDnxOdRb6ul2d2PUGkmNSv1eOxpkfpic/mIDwKC5UgaDpQaKF8ORL6R/XidMvAW6msPHT7wF0sb2Wb4V6naFbJQGzfnOp+TxBbj0pW0cbpT8t/9ywVCu7tPRcOlLW/HV2yHM0i/8gfez/Q3Bv319whw8/gAj/7yKG6Zk4fT60amUJERoabGHt+MdnfwEE9PG8vM4L+UtXRxpsnHp2HR+OSePJ1eU8lyP391VveflskLHMYjLB43UOfHFgVA3SLrQhl5wB9uilQRYpbmHP/mupcj1KhMqm3je4w+bxJORkfnxYnN52VdjIcaoCVtvd/vo7Pbwp89LONJkD3uw3FNjwer08cTFI8I+I4rhD6AAjVYXjdZwm4WACDe+sYtnrxjNmUWJCILAg5+V0OmQHqL311nZXN7G3CGJA57zuKxoNCoFnp7Ohok5kp3d/31VxpfF0vXwviUHmZAdGwwqA0iPMfDIT4bx9vZqXlhXzqVj07l5Ri6byttwd3UAAnakKqUo/8lzKgDQRcLM38O6v0oWSrPv6z8mIgnOflLqglh0NtTvArUBrvoQsvrnQsjIyMjInB6kRacxPms8dpedw02HqWyrpLKtErfPzfis8cGshF6Gpw0PC4Eenjqcekt90EYpNz73+EN8YwJigA/3fEizTXrvmp43ndEZIb/wj/d+3C+74XhKm0tD++tTqRsQA7y86WVGpI0gIAaC4dd2d7g14cj0kaRHp5MYkUhbVxst9hYKkgqYkjuFHVU72FIhVUMOSxmGIAh4fB4sDgvRxuhgiHVZc9kpf+cWewsenweNSvP1g2VkZE57/L4AXR0OVIbweR1fwIPH5+SQZR0WdxMBMfROY/U04/J3MSLuzH7784nhk/fuQDctrv6ZD7taP2Zk3FmkGgcjCAKHOzfgDkj3AZu3lRbnMVKNA3dBR2tTUArqYGdDrC4DgOfXlfNpz3zUQ18cYnx2DENTzMHPpUTp+euFw3h3Zy0vbajgJ6PTuHFqDmtKW2i2hc9LeX3hlecDoVEp+O38Qh5dfgStSsFvzux/vrEmLQ+eW4TXH+CqV7ez41gHGpWCVxaOZXp+/NceQ+bUUAiK7yXTSeb04vQXG+p2S5MsPidoj/PeXP0nGPdTGHU17H0LLNWQPAIGnxs+ThsBVy3+t55WTUd3UGgAWFHSFBQbWuyunrDQbJ7znc/Vyq9wR+WSOOM3YfsYnmpmb40FAHWPNQj0hEiLIi9vDPm1zi9KIj8pglc3VdLt9hMfoWXO+JEAROrUvHLt2LB9//rMAuYPTSIgigxPi4KOSnhtviTMxObBjSvBEMPwNHMw3KdcTOUO1Ue0iWZaRTN3qz5kkziMLwKSN+waRzbv7azh+h7VW0ZG5seL1enlguc3c6ytG51awQ1Ts3lvRy0Oj4891Z2M/vMqBnrsTIvWE2fS9lsvCAK3zxrEkyv7TwLMLUygyebiYIN0zfX6Rd7aVs38oUnBffaiECA5SofN5SVCq+pX1ViYFMknP5/M1gqpo2FURnTw+/QiilLnWi8f76lj09E2At3tjKh8CRMGrtn1E5bfs4DNv5uN3eXj6Ou38HjDCEyCk7+MCT/mzh2bKTlyhKjBs7hgXE5ow8zfSuK4UivlC52I+l3SPwCvQ+rmk8UGGRkZmdOSVnsri3cvxuv3BifIe9l+bDuj0kdRmFRIcX0xnY5OYo2x/SySVEoV5w4/7n3oO9Ll6goKDQDlLeVBscHtc1NvCe82MGlNTMqdFLYuITKB2s5agGDwdS8iIvvq9gWXs2KzGJoylD01e3D73ejV+mBnh0al6RcGPT5rPNmx2fgDfpLMSdhd9qAVk1lv5tIxl2LUGkmMTKSqveqUvrPX72V/3X7GZY07pfEyMjKnL35fgMObqnDa3QgKgcJhZ3JUXI1f9GLztrCi7rkBP6dTmtApB7YEyjdPoqRzbb/1Cdps3AEnVq8k4IqIVNn3kmaSHCj0qvB5Mb0yAm/AjUrQ9Hv3MaljmJp8Fa3OKqK1ycTo0gCwOcOt4/ouf36ggbVHWrA4Paw50grAeztrWPurWWy8ZzY2l5cbFu3kQE9u3dnDksL29cHuWpYVNzKrIIGFk7KC62+ensuV4zNQKxXo1CcuYD3UYGNHzxyVxxfgvZ01stggI/Mf5vQXG4o/kIQGALdNspPofTD1OiQbisgUuH0n2JsgMjXkd/09khKlJylSR5NNqrrtnbACafI/1qihvdvDk77LeNd0LatvnwnHXVDvO2cIadEG2rrcXDQ6jT01nfxrazWH+ogYvdR0OHhx4RgWTsyktMnOkJTIftXExzM0NaRMs//9UAdI+1EoWw4jr+Sf14zltU3HUAgCcwcnYLON4iPfXjS7XobqTSxRzIU+96H+zcgyMjI/RnYc6+BYm2QD5PIG8PlFrpqQwUsbpGqc44WGaydlEqFTc+WEDEqb7Hy0p47sOCMLJ2YGg51z4wd+EP/qSAs6tQK9WoHTK13/s+JCuTbXTc7C4vBS0mDlnBEpPL68lPVlreTEG3nvpokkRIZP5BelmCnqU7kD8POZuWwpb6fJ5uLCUamMTI8CYH1ZK3cvDtktXKBuZKbyAJm+Zmo7ZzA01YzWpCTu5uf45ODHoI/Cmjkfl9ePrrWY2jduZLSrgnGCyI7yApaqP+KskX0qSXTSedR2OHhrWzWxJg3XTc4Oy53AnC4JEv6eKqLoPoKFjIyMjMxpRWlzKV6fhzxXJ9qAnxJjAr1JRf6AH4/Pg1Fr5OoJV9Pl7sKkNaFUfP9dxwatgUhdJDaX9J6SbA5Z+qmVakxaU9D6yKgxcu2ka/uJJVNypmDSSOMGJw2m2d7MgfoDYSJGLxaHhQtGXsCwtGG02luJj4jHoDH0G9eX+IjQZFRpc2nwfKxOK+Wt5YxIG8FZQ89ib+1eAmKA3PhcutxduL1uDjUdorajVvJCD/hOdAgZGZkfKV2dTpw9ThNiQETZGUNOxljKrFsGHJ8ZMRK1QkemaRgOn4UaezEGlZnsyNHBYGejOmbAz7a4j6EQlCgFDf6e7gejKjTflGkagdvfjcXdRLIhjwrbDpoc5RhUZiYlXYZBFf6eE6mJJ1ITPll/07Qc1pa2Um9xsmBoEhOzYwHYfqydX7y7t//3d/upbu9mbFYMcSYti2+exOcHGjBqVEzOjcXl9VPd7uCKl7fR4ZDOeU1pK2qlgsvHZwT3E9FjF95odbJoSxVmvZobpmSHiQ/JZh16tRKnV7IF75tnKiMj85/h9BYb1j8hhTv3RWMCTzeIfhh7Y3CiBpUWonvsgrrboPUIJA4FfdTA+26vkOwovoX3dW2Hg8W7arlqQgYen5+UaAOXjU2HrlbwOtBFZ/LWTyfw8sZKog0a/AGRm/61i4tGp3HBKKnF2R8QUSsV3DQ9NGmUnxTBpNxYfrV4P+3dHiJ0Kg7USWrxpWMlBTo+Qkt8RP+q4L74/AEeXXaE4nor545IkTouojPDxli0KUQhefLdNU/y4At0HEPRsRtSR8PQL8BSzTnaGNZ+VsHaIy2Mz44Nu1HIyMj8eMmJN4Z1ZMUaNUSdQAA9syiRB84tQqkQaLG7uOLlbUHLpM/21XP3GQVMGRTHyIwozHo1VqcXQYDZBQmsOdKCiCRoZMcZGZpqJilSy93zQlWcKqWCX59ZwNvbqllZ0sT6MqkCp7K1m0VbqvjN/K8PVx6UEMHm382m2+Mjsk9mzhd97O5A6gCbyQFGqOtJ7htcpjHC6IU8suwwL72xEpNWxcsJH5LtakMpSL/ReEUprx87CCPD21Y9vgCX/3Mb9RZJWK/vdPKn84dKG20NsHghIEqZRS4L7HoFCuZD8vCv/V4yMjIyMj8cdlfvZlf1LhSI5DotpHvsxAIbjQkEEBmSPASjVrLsUyqUmPXSe5DT66S9q51YUyx69cDe1lanFYWgIEIXMeD2k2F32TlYf5CilCL8AT9GrZFhqcNwepx4/B7MejM/GfUTdlbvRKvSIiDw+YHPKUgsoChFyiMKiAEUCgWjMkYF9xsXEUd6TDorSlbQ7e5Gp9bRZJMqeYemSvdBg8ZAZuzAYaa9iKLI5orNNFobGRQ/iFEZo4jUhVf+RvbkWWhUGiZkTwj+Jh3dHSSZkxicPBir04pWpWXD0Q1UtFaQZE4KC7+WkZH58aIzqhEUAmKP/bVKo0KlNg84NkGfzdCY2SgEJR6/kw31bwYDouu6D1MQNYVEQw5R2kQ0CgOeHkukBF0Ora5jiIgERD96pZEYXS4ahYHC6KnB/QuCQEHUFGrs+2lxVNHklOyzHT4rldbdDI2d/bXfJzPWyMZ7ZtF13LvP3vqqAcerFEJYDp5OreSSMek89VUZP39nDwaNktx4U1Bo6GVLRXu/OaRAQOSKl7dR1S5976r2bh6/SLrWtnW5+dlbu/EFAkTqVNhcPt7bWcsZQ5LCCnxlZGS+X05PsaFiDbSVwdq/9N/mtsH1y8EYB3F5/be3V8Arc8HZIXU53LRG8r3uJRCAl2dC435AgAtfghFfE+TZB4fHxyUvbg12NNw+axBXjM+A4g/hk5sh4INJt5M758+YtCqWFTfS0OM5vuloGxkxBp5efZQNR1sZlxnDa9ePw+LwYHd5cXoDDEmO5MNbJwOSILG9sp1IvTq8S6EP/oDIipImBODMoiQUCoFFW6p4ZZNkwbT9WAdDUiIZPfJKfLZm9m5ezuKu4Sx918UbN3QwNktS0//x5Xae2thEDE5eMVzJsJtfg8QhqICnx3ZA7W3Q5IPyZ/vbVMnIyPzoyI038dRlI7nngwM4vX6eWX2UW2fmsHBiBp/tb8Th8XHx6DR+u6CQKENIhKhud4RlM+yusXDtazv4/BdTGZwcyWe3T2F9WStFKZEMT4ti1EOrguOTzTqevWJUv3MBuOXN3Swv6e8VHalXDzB6YJQKgUidJHaolQICAh/urgvtS3BwpmInACkzb0B7XLdai93FS+ulzo4ut4+n2sbxLh8Et9tFPRNGDu133PZud1BoAKiurYKSo5BQBDte6rlfIYVKg9Sltu4RuOLdU/5uMjIyMjL/u9R21NLR3cGm8k0ABAQFX0VlIgoCWS4r1w47C78xlhhj/ypYm9PGe7vew+FxYNAYuHzs5UTqQxNCoiiyePdiGq1SLtGcwjkMSx12yufmD/j5YPcHwY6GUemjGJE2gorWCpYeXIo/4Gd46nBm5s9Ep9JR0VoRHFvTUUOkNpK9dXupbKskKTKJC0ZegNfvxe1z4/F7iDfFB0OYRVGkzlKHRqkhMXLg7CVRFKlorSAgBhgUPwiFQkFxfTG7qiW7wXpLPXGmOPIT87G77NSWbyDVWk/Chmfwz7wDZZJkQ7KlYgs7qnYAUoD2pWMvDR5zTmwGU48sQ2w5iCIqGbImnvLvJSMjc3qiNWjIHZNK5Z56An6RpvJ2oo2QFTGa+u5D+AJeUo0FFEXPRqMKib4Ony0oNABYPU3saPmYqclXEa1NZlrK1bQ4KonQxBGjTWNF7fN4A9J7gU5lZHT8Of3OBWBP65fUdx/qt75vUPTXoeh597G5vCgFAa1KwZfFFYABEFApRHwBqQP9pmk5GLXh0492l5enVx+VvqfHT1VP13tfLhiV0m+d3e0LCg0Ae2ssLC1uZFCCiY/21LGv1gKA1y+9A3Y6vPxtVRlv3TjhlL+bjIzMd+P0Exu2/xOW3dOzINDfjANJSMic1H89QMnH0nYAW71kFzTmutD2Xa+EJm4QYfVDpyQ2bDzaSlVbN4VJEUGhAWBvbaf0x6anJKEBYOtzvKG8nH9trQnbhwj88r291HVKN48dVR3c/K9dbK4IhYkOSzWz+OZJ6DVKlAqByYPiONps519bq5iUE0teYng10j0f7OfjvZJH6kWj0/jbpSP6BUm39AT47Mu4lkuWSl0M+P28vb2GsVkxtNrdPL6xDVDRTAyPuS7grYMfQuID0tgv7oRuqVKYT2+XxQYZmR8hVW3drD7SwuCkCDodXsqa7Zi0qmB7qzcg8syaCvRqBfefM4Qog4bXNh3joc8P8eD5RejVStRKBUUpkeQnmihr7gru2xcQ2VDWyuDkSDJjjVwzyRjc9tLCMTy+/AiRejUPXzDw5Ijb5+erw+EWDFmxBsZlxXDd5Kxv9D1fXF/BY8uPoFEquHx8etgdSGOIJP2Kf4IuCm3amH6f1auVaFUK3D7J6ik6Jh5le2gPytwZDMnuH8aVGKFjQnYMvqqt3KT6krntB+ADD6A48b1O+80rU2VkZGRk/vcoaShh1eFV/db7eqyRKvTRFPh95A8gNACUt5YHA6MdHgcVrRVh3QNHmo4EhQaQJtlPRWzoFUASIxOD4gEQ7DzYWbUTf0B6BjhQfwCT1sTe2v7WGysOrwjaGTXZmlhavJSaztA7UpwpjkvHXIpGJXmNp0en09Hdwf66/aSYU8KskQDWlK6huL4YgLyEPM4edjbdnvAJrt7lkRFxFDYdCK73lq1BmTQEt88dFBoA/KKfQ42HgmKDe+ebiE6L9Pe211Fmjg/ansjIyPw4cDs8dDZ1oTdpcBgbsXmaMfkyCfhDz/b1tbV0pR5mcMwMDCozFdadHOxczdCYOagUGhSCkghNLGZNIlZP33cVkWZHBdHaZAwqM1mRoWv2uIQLONSxDpVCzbDYeQOeW0D009hdGrZOr4wkRpdKrvmbZcws2nKMh744hFIhcM3ETIprQu9hc4d3cfWYuejVSsZk9u8q0KgUGDVKuj3SvSAtWs/hJntw+9jMaGYX9heOzXo10/Pi2XBUmmM61tbNz9/ZgwBMyB74XmfSnn5TnzIy/8ucfv+PK1vWZ0GUwoz9Hin8uRfVSdTauPywxV+t6UZTfYCHzh+KWqkA13F5CMe12Paj4xiL33ud39RIKmqKWcfg5AgON0oX0flDe2yYIpKh+aD0tz6GZudAOyMoNPSypY/QAFBcb2V3dSdT8+KwubysPtzM3e/vR0SSXl6+dgxzB4c6NVb0qeRdeagJGMFVEzL4dF89zTY3YzKjmVkgPaQnRurCbE/Se0JV1UoBlRDAJ0oP0To8khVVD17UBGuD/wOesDIyMv9bNNtcnP/85rAQZQCDRolKIeALhB66nd4Av//kIApBCrvfVd3JrupOajocFCZF8OaNE/jo1sn86fMSPtwdCpM8NkAlzCsbK/loTz2DkyN4+IJh6DX9rz9un5/L/7kt7BxUCoHld04fMHjsg121PL36KPERWp6+bBQZfTxAvf4Ajy8/giiC2xdg+cHwTolzRqTBoKJ++zzabKe928O4rBj+cdVonll9lFiTlj/NMMK/lJLtH2BIHgxfPQhuO0z+BURnAVJV0b8uz0H57E9Q+Rx9NPYAVG+G5JGSeJ46FjoqwZwG8x5CFMV+IXAyMjIyMj8sKtsqw5ajDdH4A/6wCX6F8sRdetGG8AmgPTV7aOlqYU7BHFRKFS6vK2y7RnXyzDe7y86XxV8GRQW9Wk9iRCLNdmmibFD8IAAidBHBMRqVBo/PM+D+eoWGXmottWHLbV1t1HbWkhufi8fn4VjbMZaXLA/mVMwvmk9hUsgOsaK1ot/fRSlFHGo8hN1lJyEigZw4yaZW0JtBqQa/9PwimOIAKZxaQAgeA8DlCf1OYt+UOkGBnFonI/Pjwuv2cWhjFb6eSXRL6l5c0fWovSXEKaaHIkT1NgL4KelYg4ACkQC4odPdgMNnxaSOZWLiJUxOupxDHeup7toXPEa3t7PfcY/Z9lBjP0CEJo7hsWegUvS/XgfEANuaPyCAv89agZmp1w84/rP9DTyx4ggxRg1/u2Qkg/rYwIqiyCPLjhAQIeAXWbIv3D52UGwuUwfF9dtnRWsXLXY3YzOjefHqMTy5sowog5pfzBrEFa9sC843DUs18+TKUjodHm6ckk1On3y+/7tsBFMfX4vD4w++x4nAtmMdDE81U29xMiI9itoOBwkRWh44Z4j87iMj8x/k9BMbMidLNkrAVt10XLOeZ3quGeVHN0DDXkge0fPQdwKGnA/n/B9NxWv569F0PnNlQXstBYkRXDclG0ZfC9tfgu4WPEojj0X/FdXSw9w2e1CYV12QD69nfd204GKD1cUTl4ygrctNUqSOCTlSkA7nPwcrfg8uK8z8PQv1OXx5sIVGq4s4k4a2rv4P4LFGNYIghG1TKwVSo/XUW5z85B+babaFuhRE4OmvysPEhjFZMWzo8SfvVZszY42sv2cWLTY3qdF6lD3hq+kxBl5aOIZ3d9SSE2/k9tmSDVWUQcNj07U8taGeeKzcr3oTch/H6fFz4xs72dL0Z8apq1gU9SrG8x4/8W8vIyNzWlJcZ+0nNIDULnvvgkK2VLQHcxJ66TP3T02HVHF5pMnOa5uP8dv5hVw3OTtMbOjt2rK5vDy/tpzaDgdLi6VJjMONNjJiDNw5N1xMBjhQZ2VvjSW4HKFT8eo1YwcUGjq6Pfzu42L8AZG6TicPfVHCK9eGqn+UgkBEj40SQHq0gbmDE1l9uIXx2THce1YhdFbD8t9J2UFzHmBxUyK//egAoghzByfw8jVjmTO4TwXPRS/DnjchvhA6KuDwZ9L68q/gl/ug54FZ62wBX6idOIzR18C4G4OL+2st3Pzsbjode/ndgkKun5I98OdkZGRkZP7nSY1KDU6aa1VaJmZPJCs2ixWHVtBobSBbH0mm9wT3ByA7LpszhpzB4cbD1HbWYnfbOdx4mBhDDOOyxjE4eTC7a3bT5e5CIShIMCWw4egGxmWNGzDfYXnJ8qCIAFIexLwh86Rgao2R9BipQ29WwSyUCiVOj5Px2eOJ1EVS1lKGzWVDr9bj9PavvNKqtGhUGuyuUOWrIAiY9Wa63d28t+u9sG0AO6p2hIkNyebk4O/VG1IdqYvk2onX0uXuIlIXiUIhvSsq9FHoZtyBt2w1gikBzfCfAFKg9YTsCWw7ti2438y4TES/F/eGZ8FaDwo1aAxox18jT27JyPzIcNrcQaEBwFw/AnPDcKxp+4gfpcTRLFIv7sUZExJPRQLBvx0+KXezy9tOhXUHQ2PnkB05Kkxs6A1s9gU8HLVuw+G10OCQuhVs3lZ0ygiGxMzod252TyvtrtBxlYKacQnnDyg0dLt9/PqD/Xj8AWo7nfzxs4O8/dOQLZwgCETp1TT3OGMkmXWcPzKVZQcbGZkexW3TR+L02TnYsRpvwE1B1BQ2lyq48/29BESYOiiON64fz6e3hTrQnrtiNG9tqyYrzkinw8PrW6oAWHOkhQ33zJIKgAGb04fD01cwCXHuiBRumhbKNj3caOOSl7bS2uXmrrn53Dojd8DPycjI/Ps4/cSGab8Gczp/3+nimfJ4eKuYs+Oaed61BZRKSYioWAOz74Pp9wy8j7HXs111Bp+V7guusrl6LI5Ev1RVClzr+CVnlTyHGzX3N/+Mp68fIEjHWs9ExSG+DEgX5fgILUNTzJgNxwkTEUlw8WvBxUxg3T0z6ej2YNapeWXTMZptLj7YXYvHJ83CTcyJ45YZuTy5spRGq5P0aANXT8wkO87IPzdUhAkNvaRE6cKWX7hqNG9uq0YAFk4Khafp1Mqwit1eZhcmDtjKdtGCM7go/nUo3wmZd0HRhSzZURPsvNjpzWLxxI+4Pk+e1JKR+bHQ3uWmxe5mcEpEMLi5L0pB4LJx6dw8I5fFO2t48PNDODx+FAIUpURSXG/DqFXS7Q49SBp6RIChqWaeumwEn+5rYGiKmasmZHDPB/v54kBj0JqpL8197Ou63T4aLE4yYg2kRunDrItunJrN+JxYWuwufvav3ZQ127l8XAYPnDsEXyCAv48KYnf5wo7R4fCgVyuwOkGnUnDvWYWMyYzh4Qv7DFryc6iWPLV55zI+0z9PNg0cI4mvDrfQbHOTZA5dp92FF6AdepG08Nz40H46q6TJjK5m2PgktJaCxgSe8ApQtJGQMzNs1cNLDwft/P78xSF+Miqt/z1JRkZGRuYHweiM0Rg0Bg41HqKmo4ZlJcuI1EXi9Do5q/MYCY52PGWrEIvOQTPyogH3MSR5CBqVhtrO0ASU2xd6j3B7pb8DYoCjrZK/drOtOZiV0JfjJ/t1ah1JkUkYNOHvFQaNgflF88PWXTvpWhweB3q1nj21e+hydXG48TDegPT8kGJOYcqgKWwu34zNZSNCF8HQ1KHEmeLYX7e/37EBIo6zDZxfNJ8DdQcIiAGGpw0PrlcpVUQZovp9XplchDK5f1fixJyJROojKW8pJyUqhSHJQ/Ad24q/QbJoIuBFXTgPVfrofp+VkZE5PfF5fHhcPnQmDSqNMig4CChAhMjGYSQNS0WbYiSiy09xezM+USocjdIkY/E0ohTU+MXQO5NSIT2jR2jiGBN/LrVdB4lQx5MTOYYDbSup6z4UNr4Xly90PfQFvDh9VgwqMzqVKewYWRGjiNdn4/Y72NWyBKunhTTTEIbFzMMvivgCIRGkb24egMfv5KYzG3hnkx6NUsGjPxnNsJRkHjhnSHDM9uYVtDilPNAdzc28s31MsKhsU3kbNR0OsuNC1kszC+I5s0gqjj33uU3B9Y1WF3WdDrrdfp5fe5QjTZIl7/HnZNAomZ4Xbp/36PIjwXy7x5Yf4aJRqSREhs+Lych8F6677josFgtLliz5b5/K/wynn9ggCDDicj5ZsQaQLihftiXyf1oXal/oQsn2lyBlFAyaO+BuzixKYlJOLFsr28lPNHHVhAxpg70RfE48opI/qf9FvkKqrN1e1wwMIDZM+xULl/+OeMFCde7VnHXeZf0ndUQRfG5Qhy54Lq8fQYBks1Qx9Ms5UhfB3CGJPL+mnDiTlgfPKyI+QssbN4zneDJjjWHLWpWCvAQTj/xkeNh6o1bFLd9E2XV2QlcrxOaCQsnHe+o40mTn7GHJjBh7PYy9Xhrn6UZ/XGWwYQALExkZmdOTnVUdXPvaDhweP1MHxfHRrZNYV9rKM6uPBsXblGgdv/3oAAERfju/kNV3z+DKV7ZzrK2b4nob9y4oZOGkTJ5fW85n+xsYlmrmxmnZVLR2oVEquHBUGheOSgPgzW3VfNAnjPl4Klolm6W6TgcXv7iVJquLvAQTH946mdeuG8f7O6WOrdtmSfYO/1hbEQwXe23zMc4ensSYzBhumJLFa5urAChrttNodQav01/sb6CpR+R1+QLsrbEwJrPHN7TpIKy6Hxr2hE7K0c4rrhvQabtZ6x/BbzV/IKrn/uD0+Ll+0Q62VXYwJjOaN24Yj2nU1dI+ABKGwP8VccJsIpCEhls2Bu2WetEoQ919SoWAQraRlpGRkflBU5hUyM6qncFlm8uGKuAnwRGyW7VVbMSWNipoEXQ82bHZZMVmUdVeRbQhmpHpIwEpx6F3sr8vfXMc+jIuaxxrjqxBRCQ9Op05hXP6CQ0APr8PlTL0Kurrya6L0EniwPgs6f0mLyGPrZVb0al1zCqYRYQugvNHnt9vf1H6qLBlpUJJlD6KM4acEbZerVQzJrN/btKJcPvcdLu7idJHoVAoKG0updnWzKD4QQxJHsKQZGlSzev3IhxnMSWczLpXRkbmtKLL4qRsaw1+XwBTjJ7CKZlYW7ppLG/D11M4pVHqqN3bSSDQQVphDrNSb2Rr82K6vO1YPI0URE0hJ3Islbbd1HYVE6GOZ5B5Al3eTgQgxVhIilHq1KrtOkh11/4Tn49PyiF1+brY3PQODp8VgyqKqclXMSHxYqrt+zCozORFSfluldaddLilua1q+36SDfnE67O4dcYgnl9XDki2tTUdDjJipGt6k+MoibHN3NVzSdYaUgCpY6y8xc5fvjxMh0vJ2RO0pMS4OdYqsKfWGjxHs05FfIR0nXT7/Nz0r91sONrK8FQzb944gUvHpFFcL43PSzAx++/rEU/w2gOgUyv4/Pap5PaxWwKC3RAgvfv0OnfI/DC47rrreOONN3jkkUf43e9+F1y/ZMkSLrzwQsST/Y/iW/DCCy/wwgsvUFVVBUBRUREPPPAACxYs+Lce57uwaNEirr/++n7rtVotLpdUVNj7uwGo1WoyMjK45ppr+P3vf49K9f1LAaef2NDDsFQztR2S2FAg1KAWAuEDulvhrYvhhhWQ0T+VXqdW8u7PJmJzeYnQqkLtr4lDIWsamqqNDCLkSTdE1dBvHwBMvAUGn8t80Q9RGf23t5bCmz8BWx2MvRHO+Tvv76zhD58cRKEQ+NslIzh3REpw+KyCBGYVJHzt9z+zKIk/XzCUpcWN7DzWgdsXoMnmoqqti+teP0R1u4ObpmUHrZBOibrd8OaF4LZC7mwW5z/Fbz4pAeDNrdWsvGs66ToX/Ot8aDrAeVkz2DnuITZUdDA5J46LRqed+rFkZGR+MFgcHrZUtJMTb6QwKZLd1Z3c98nBYGvrpvI27C4fP52Ww5CUSP702SHUKgGHx8+KEsnDubK1i1evHReWvfDxnnpunpHLPWcWcs+Z0oP1Y8uP8MK6CgQB/nReEddMygLA6Qmvajmehp5qlvd21NBklW7AR1u6eG9HDTfPyGXKcX6ixzse9N4Doo2hiYROh5e1R1q5skeMTo4Kt5NI7bv8zmXSdb4vKi06n/R9Zyn38+H5+qB905J99Wyr7CBNaMVSU8/incncMPWXkD1dysR5u7c69SQPV24b1O/tJzY8eF4Rd72/j45uD/ecWUDEQBaAMjIyMjI/KBIiEmjvDokLPoWSDpWOGJ8LEQh4ulm/ezGqcVeSEdP/nUSpUHLByAtw+9xolJrQfc8QHRQh+qI4gS3tsNRhZMdl4w/4MevN/bZbnVY+3vsxVqeVwcmDOWPwGZQ2l7Lq0CpEROYUzqEoJdRJkB6THrReOhmZsZnMHTyXsqYy6ix1+AN+utxd2Fw2Pj/wOZ2OTkakjWBy7uSv3VcvrfZWPtrzES6fi9SoVIpSilh5aCUA++v2c9X4qzBqjXyy9xOabE2kRCZzbv4cxIYDKOPzUA2aecrHkpGR+eHg8/qxtXajNWowmnV0W5xUH2jC31Pc2tXhxOvykZQTgzFKR3WPtSsidPZkdzptLgpmJtPlDV23661HyY+aTH7UJPJ7RIAyyxZKLZsBGBw9g0FmSYj1DyAC98XZ09lQ21UStGVy+CxU2fZSED2FWN1xczPHvfwI9L77hN4TbC4fqw41c+NUya1CrwrPL+27/LM3d1PZ1g1oaLSk8cAVFSzZmhZ06QD47YLCYHDzsuKmYODzgXorb22v5raZgxiTFUN7l5vrXt9xUqEBwOUNsLuqs5/YcP/Zg2m1u2m1u7hjTh6xJlkI/i6IgQCB1jJEpwVBH4UiPh/he65e0+l0PPbYY9x8881ER/cPG/93kpaWxqOPPkpeXh6iKPLGG29w/vnns3fvXoqK+nc6/reIjIyktDQ86P1428b58+fz+uuv43a7Wbp0KbfddhtqtZp77733ez+/01ZsePKSERQkRuLw+rjRvQWOREkhzK2H+4wSCTQeYKMrB4NGybis/sn1/XIYlGpY+Ak07kfY9gIc/BCAiMk/PfHJmFNPvG3DE6EJqF2vwpjr+PMXjVLITUDk4S8PB8UGt8+PVnXq3QELJ2bSZHWytcfKqK3Lw1+XHuFAnXSzeXJlGQuGJbO/1sJHe+rIT4zg3gWD0agU/H1lKa9vriI73shLC8dIlbs7XpKEBoCKNewTQwFrTq+f8pYu0lvfhKYDACiq1vPwhaVw0WWnfM4yMjI/LGwuL+c/v5nqdskPOlKnotvtw9/nYVAAfD0rJufGseKu6QCM+fOq4Jgmq4uESG2Y3VJps52dVR3Ba3MgIPLyBikIUxThpfWVQbHh8vEZLC1uCnYjHM/CiZJNXKcj/MH8UKN1oOHcNmsQJfU2ylrsXDYundEZ0kNN5XFB1OkxIUHhzKIkfr+gkBWHmpmcG8uCYcl9fqhQvgRKLShU4O2zL4WajIys4GKUaOMN9SNMVxQjCFBacQ1MfRZSRoLfBzqzlPHzdXxyM2RMhMjQuQxKMPH5L6Z+/WdlZGRkZH4wzCmcQ7QxGrfXjcfn4WjLUbakj8fS1Y5HoWC8vZFZlhqabc2IoohSoSQtun8hkPa4anxBEDhvxHm02Foori+mpFEqNBqVPuqE52LSmk64bWfVTqxO6f51uPEww1KGseHoBvyiVKCw4eiGoNhwfPfD1zE0ZSgOt4OazhpA6krYWL4xmCGxo2oHgxIGYXFYKK4vJtoQzfS86aiUKnZU7WBX9S7MOjPnDD8Hs97M/rr9uHxSgUK9pT4so8If8NPW1UZ1R3Vw/w22RsoL5zBs3NWnfM4yMjI/LPy+AIc3VeHqyc1UqBQE/IF+9T+BnnefiBgDQ2dIHWX7vyoPbve6fKgVOrSCCbco2aD62/RYDV2Y+0yWl1t3BP+usO4Mig1ppiLqu4/Q4R64szs7UrpGewPh+TdWT/OA43Mjx2NxN0o2SsYhxOmld6fq9vB3n7TokBtHvD6LoujZ7K49Rpo5mTRjyD6puiOUFdTRpeOxD4ZQ1xHaj1IhMCE7NrgcOE5JWHOkhdtmDmJIsiRgRBsHzjE9nt8vKWZSbixp0frgxGtmrJFPb5vytZ+V+Xp8Nbvw7H4H0REKKBcM0WjGXIkqY+z3dty5c+dSXl7OI488wuOPnzgH9uWXX+ahhx6ivb2dM888k2nTpvHQQw9hsVgAePDBB1myZAm/+tWvuP/+++ns7GTBggW8/PLLRERInZXnnntu2D4ffvhhXnjhBbZt23bKYoPb7eaee+7hvffew2azMXbsWJ566inGjZPyHseOHcvll1/Or3/9awAuuOACvvzySzo7OzGZTNTV1ZGens7Ro0cZNGjQgMcQBIGkpKQBt/Wi1WqDY2699VY++eQTPvvss/+I2HDamicYNCrumJvHvXMySahZKk3KdJT3G/f6rhZ+99oyLnlxK09/dTS0QRRh01Pw/kIo+ST8Q0o1pI1FuPhVqTPiZ+thxgnyH74OTd+HcQE0RiJ0oYfqCJ2K6vZupj2+hoL7lnPPB/u/UZvQsNSo4N8qhUCkPlw8qWjp4lcf7GdzeTuvb67ipfUVHGmy8cyacuxuHwfqrPzfqp7fJbKPaKJQsWBoAqqeFrTUKD0j06OwEEltoE+F8EleNmRkZH74FNdZg0IDSBUv/uMuUSJw81u7WLJXmnBvsblosbv4xexBCIJUSPPLOXkYNCouGRs+8XGkSarK6ez24PYFSO6TO2NxeLhvSTFfHmjgq0PNvHrtWJ67chTjssKrHYamRPLB7jqG/nEFx78JBG2OAuE5D3EGNYvTFrMv4lfc63oGdr4Cn95ORtvm8HFKJ3x6G7x/NWLDPnZVd7K7upN/rj/KumWLweMArzP8uBoj9A3r1JjgkkVh3W/zi+9mhrI4WGSUX/UW+HuEEqUKrngPMiZB3plw3Zdw2w5I79+lh98Nfy+EZ8fA2kfh2Mb+Y2RkZGRkfvColCrGZ41ncs5k6i31uHwuml12nEoVfkHBtogUPIKS8pZyPtn3CR/u+ZBN5ZvC9rGnZg9fHPiCI01HwtYrBAVJ5iTmDZnHZWMv4/KxlzNl0LebuFEr1f2W+wocWpUWm8vGG1vf4Ll1z7H04NJv9O6TEBnqABcQ0KnCfbntTjvLSpZR21nLgfoDbD+2HYvDwpaKLXh8Hlq7WtlSsQUIWTr17isnLgelIBV+GTVGUqNSg9W/J/p+MjIypxdOmysoNAAEfP2FBoDKvfW01lgASVjwuLyk5IUm15Pz4lAqVBT6z8LQlo2pqZDIxiE4eyxZPX4XvoAHgyrUIeYXPexvW0FDVymNjjLGxJ/HmPjziNNmhh3bpI6lobuUpdX/hzcQnuMZo5PmdEQx3PlDrdASoY5HJWjwBJxU2/ezv205Kk24g4dBo+LeT4r52Zu72FvTyf8tU3DP23quftHKnz4/RJfbhyiKYddtvVpBk0Xos6zk/y4bGdaB8NHecNFkd3VnWB7DywvHMj47hul58bzz0wmsvmsak3NjOR5fQGTaE2uZ8eQ6/r6qlI093RIy3x1fzS7cG58PExoAREcn7o3P46vZ9b0dW6lU8te//pVnn32WurqBBbbNmzdzyy23cMcdd7Bv3z7mzZvHww8/3G9cRUUFS5Ys4YsvvuCLL75g/fr1PProowPu0+/3895779Hd3c2kSZNO+Xx/85vf8NFHH/HGG2+wZ88eBg0axJlnnklHh6S4zZgxg3Xr1gEgiiIbN24kKiqKTZuk57L169eTmpp6QqHh26LX6/F4vl60+3dw2nY2BPniTuiQKmGDEzU9iMCNrY9zkdbIeZ6/8MleA3fMlWyF3v/gXYr3V3O24iiTjtwA0dlSRenxZEz8buc3+z6wNUjnOOFmiM3luStjeOjDbSi7m/lz+h7+sToiaAn1we46Lh+fwZjMU2sdmj80iX9cNZo91Z3MGZxIWrSeJquL2g4HN07LRq9RhrWjNfYJUe3HjN9KE2RtR2Hs9UwbPIwvUjIpb+liUk4s+2ot3LIiDbfvGa407OSvE/1QeLb0WZ9b+qeLPPH+ZWRkfnDkxBsxapR0e/qHMvelo9vL3Yv3Udps58X1FQhINkjb7p1DQBSDuQeXj8vg/Z212F0+Yo0aZubH88SKIzy/tgK9WskD5w7m8eWldDq8dHv8vLWthre2SRWMfc9DpRCkDjFApVRQ3mAD4O3ttdw1N4/NFe2MSo/iqlFxsOgcqNooWRRd8T5oDFDyMex6TTr5/e9I/4A7BCUrhb9wWMwkO85I9tY/wNHPAKg4VslKyx8AcPsFFm08ysz68+HGlTD04mAnHM4O0EWBywJqI1zyBuT15AeJIggCQk+HWC9CZKokdPeSORluWC51OXx4PRz+AjjOLrAv7eWw/hFYL8CViyH/jBOPlZGRkZH5wbL+6Ho6HNLLbKDPZJKAyLKYHER7qKr1cONhpg6SOt2q9yzGX7UDp87M8tZyInWRpESlcDzJ5uR+674JE7InYHVa6XR0Mix1GPER8cwvms+KQyvodneTEJHAzqqddPZMZpQ1lzE0ZeiA1k8DkRWbxbnDz6XeUk9mTCaxxli6Pd10dncyPG04eo0+bBKsy911wn2NzRyL2+emrauNouQiCpIKSDIn0dbVRmpUKh3dHWyukIoQNEoNQ5KHUJBYAIDo90LAh6DWn3D/MjIyPzy0Rg1KtQK/9yTP3YDfG6BqfyNuh4fGo5LTRNqQBEbOyyMQENH25LQlJCbTXjYcn9ePUq0gKtFEmWUrpZZNKAQVRdGzKLNsxh1w4Bd91HQdoKZLek/oG/QsoEDseRdQC1o6PZJIUNN1gIKoKbQ6qzFrEsmMGMm2pg9odVURrU1lQuJFqBVamp3lHLPvBqC+20Z9t+QIMqoQ1hzJorrFQGqUnnd31LD0oNTNtbWiHXuPIOAPiCzaWsWu6g6W/HwKl4xJ5/1dtQB0uf1E6lTYXT40KgX/d9nIYAh0ICCiUAgc6nlX6yXOpAnLAB2VEc3in00iEBC5+4N9fL6/oV+BW19qOhw8s0YqNn7hqtEsGPrd7l0/dsRAAM/ud046xrP7XZRpo783S6ULL7yQkSNH8sc//pFXX3213/Znn32WBQsWBLsF8vPz2bJlC1988UXYuEAgwKJFi4KdDAsXLmT16tVhwkRxcTGTJk3C5XJhMpn45JNPGDJkCKdCd3c3L7zwAosWLQrmPLz88susWrWKV199lXvuuYeZM2fy6quv4vf7OXjwIBqNhssuu4x169Yxf/581q1bx4wZM056HKvViskUXtw9bdo0li1b1m+sKIqsXr2aFStW8Itf/OKUvsd35fQXGzzhbV8o1BDovSBLRAndTFMU0xA3FIDFu2r57R4zMI/F/pksFe5lkKV6YLHhu2KMg6sWh60aE+vlU+f1EHBCCRhjE4FQV4HH56e2w0F6TP+wteNptbvZVdWJQoD8RBOxJi1L75jWZ18BJubEsK2ygxijhmsnZVGQFMEvZw9i0ZYqsuOM3DmvJ9dBrYMFj4XtvzApksIkSUD4x7py3D0+he84xnFHViKJAOVfwfvXSJYhs+779l0gMjIy/3Mkm/W897NJPPVVGbuqOlArFbR3S2q5AKiUAt6eJ8GACIs2VyGKktj71FdHWdhjg9TLoAQTK++azqEGG8PSzGhVSp5fK1m2Ob1+3ttZd8JQr76CR4xRjdXhQ6kU+uUvTM6N4465+dLCzlckoQHg2AbY/y6Mu7GnG6E/CtHP/RNV3LxXxbG2bjq8JfROxcQ6qzEIXhyi9PKQJrRC3Q4pY+G8Z6ClBFp6rPxcFph8B8z+A6i0ULkePrhWOu6Cx2HEZbB7Uc+XyYXLT/Bwd/gz6d9AaIz974GIULVBFhtkZGRkTlM8/vCKNYWgIBDwS/fe4+6fUYYoAHxV24k7vIw4oNDZziex+Vid1gHFhu+KTq3jvBHnha0z6810ubrw+D2Ut5YTb4oP2x4IBLA6rQNmQByP0+uk3lJPQAwQZ4rDqDVyxbgrwvaVGZtJdXs1WpWWkekjiTJEMTl3MrurdxOpjwzmOigVSqbnTQ/bf4wxhhij1BW58tBKvD3FbB6/h9ToVARBwN98BNf6Z8DrRF10NpqRF3/zH0pGRuZ/ErVWReHkTOqPtGJrdyAIhAkPgiCECZotVaEq8IbSVpKPq8bXGTUUzczGYXVhiNSh1AqU1kjVzQHRR5V9LwqFesCaol6hAaTOBJ/oBbG/b3uUJon8KOm6Vtt1kFZXFQCd7npq7AfINY/DHxg4/04Q4O4zE/njhy7qLU4cfXLy7G5fWIEXwMEGG402Fw+dV0RJg5WDPSKCzeXj2kmZ3LtgMDq1kl1VHdzy9m5sTh9/OGswF45K47XNxwBIj9bz4tVjBnznW1vawpJ9A+elqvu8d/Zlc3mbLDZ8RwKtZf06Go5HdHQQaC1DmVj4vZ3HY489xuzZs4OCQl9KS0u58MILw9aNHz++n9iQlZUVFBoAkpOTaWlpCRtTUFDAvn37sFqtfPjhh1x77bWsX7/+lASHiooKvF4vU6aEOkDVajXjx4/n8GFpLmDatGnY7Xb27t3Lli1bmDFjBjNnzgx2WKxfv5577jn5vGlERAR79uwJW6fXhxc4fPHFF5hMJrxeL4FAgCuvvJIHH3zwa7/Dv4PTX2w442GoXAeeLjDEwPwnYMnN0Odi6hcFSgJZ3DdLalE53BhSVT2oKY8Yz6Ccmf+5c+5uBV9oouuOqM3Umn9BRUsXw9PMLHx1B76AyM+m5/D7swYDUp7DkUY7yWYdCZGhduGb/rUr6GH+2b56RmREUdHaTZxRy5OXjCAj1sDbP51ITYeD+AhtMKDn7jMKuPuMgq8/15X3w+43IL4ADQ8EVxtxYnr7LJhwHdRuD3mTr/2LFJqtjRh4fzIyMj84hqWZee06yX/wgU8P8q+t1YAkKNx31hCeXnOUjm4Pcwcncqyti4pW6XqQGKkbcH/JZn2w08Hl9Yd1LMQY1MwbnMWTK8tOek4d3V7pwdcPdZ1OjFol3W5pH3ct3sem386WBqqOqzjsrUAcdgmV698kx7qdKlUumUITgrcbojL4wp6H3SXZID1pn8fftFUIop/ocZfyavtOXi3VkCq08xvVe9K+Dn4kXddbDocfKypdEhoAlv8OnD0PcF/cCdN/Az95GSKSpI6LE6HUhC+rdNDjL03iMMicBIc+BUutJLQLCvhP3s9kZGRkZP6jTM2dSmVbJR6fB61Ky5zCOawoWRHMROjL+CzJ+ztgqQ2uUwBpCgVZcVn/oTMGl9cVJpJo1VryEvJotbeSGJnI5wc+xy/6GZ46nNmF0v3bH/DT2tWKSWPCpAtV9i0tXkptp/R9ShtLmWAwkddUgkJjRDvpBhSRyVww4gKsTit6jT5o4TQ+a3zw9zgZngOf4D2yCkVkEoa4/LBtXxZ/SVFKEVNrdwWLFrwlX6IuPANB7u6WkTltMETqyBsvBdfXHmqmqSIURpBaGEdTZQc+t5/IOCM+jw+HV7IyUh+fB9qDRqdG07NNFAOoFdqg/ZFGqSddP4xDnWtPek7egDvY2WDztKEStPhEaR/72pczT38rgiCgFMKnAHuXk435GC3RdPs6UaJCEBT4RA86pYkN5Xoszh5rW4cXpULAHxD5yahUutw+Vh4Kz4H4bF89AZGg0NBLslmPrqdb4S9LDwczGP74eQm3zRzEU5eOID5Cx5Tc2H6CSS9qZXjVvF6txOmV7m/5iRHMG5zIp/vqqbe48PgDCAJMy4sfaFcy3wDRafm3jvu2TJ8+nTPPPJN7772X66677lvtQ60O//+hIAgEAuFqnkajCVoYjRkzhp07d/L000/z0ksvfatjHk9UVBQjRoxg3bp1bN26lXnz5jF9+nQuu+wyysrKOHr06Nd2NigUiq+1WZo1axYvvPACGo2GlJQUVKr/nARw+osNMVnw2ypwdIApQZJmk4dDZxWVDS1sXLecr7xFZAyfHrQmOntYMu9sr8HtC5AWoWTCTc9IYZz/KeIHSz7cR1eASo958nW8nCuFrZz51IagcvzPDZXcOTcPhSBw2Utb2d8T/Bxv0vLmT8dTmBRJWbN0UzDgpKULVh2SFLvK1m4e+Owgi64fj1IhkB1n/ObnWbcLtjwDwO6aTrZ4rIDAOOEId6k+xCi4pdDrzD6erhpT/8kxGRmZHwQtNhflrV0MSzUTcYKH5YvHpPH+ztpgl9Mne+tYddd0KW/BrKO8pYtHlx1BEAQuGZPGjCfWYnF4uXdBIZeP72+RoFMreWnhWJ5YeQSH209BUgQLJ2VxRlESXx1q5u+rysKqaXpRKqDnFNCrlQgQFBvqOp00WBykRBlg+GVQs1XqLMidiTjsUgRgV72Di5vvQIkfP0p+PdHI7UP9kDoa5Yp6QBJUlojTufvaG0kzBCChkEnd7Uz613nQfDB0Mst/2/+6V3AWjLk+tNw3kFMMwPpHQR8Nt+/u/yO3lUu2SJmTJKu6cT+la98SdgXyWJ16Ow/ErkatUsH0e6T73twHJfu78tVSh953tf+TkZGRkfmfxaQzccu0W3B6nRg0BgRBID4iHovDQnt3O9sqt+EL+MiNzw1aEynTx+I9sgr8HgK6SKZMugHtf9D+x6w3k5eQx9GWoygVSkZnjCYnTgpUfW/ne0Gh5ED9ASbmTESr0vLRno9osErVrTq1jgtHXkhiZCJtXW3B/bq93WQd3QFigADg3v4G+nm/QxCEYFfHNyHQWYu3WOomDLQfY1hnPUfj8vEpQlYfJQ0lTNLoQ0kOSk24DaKMjMwPBq/bh9PuxmDWoepj6dOX2DQzLVWdwUDo9nobRdOzEQOg0atwd3upPdSMKEJchpniNRV43T5SC+NJzI7ptz9BUDAu4UIOd27AG3ATqU4k3VREgj6bFmcFRzo3EaC/eNzXRkkpKFEqNPh8ktjg9ndj97YTqYkj2VBAVkQtzY5KYnVppJuGAWD3tNHtkwqf/PhIMwwl1VRIlCaJncVVQKjy+43rx5EQoSM/MQKr00vTq9s4UB8SFp5YWYZaGS4WTBsUxw1TsoPLGlW4aPD8unJMWhWr757RT2iobu/maEsX47JimJ4fz0+nZvPezhr8ARidGUVmjBGFALfPyiPJrOPOuflUt3ez5kgLg5MjmZjTP9tB5psh6KP+reO+C48++igjR46koCC8OLqgoICdO3eGrTt++dsSCARwu91fPxDIzc1Fo9GwefNmMjOlPBWv18vOnTu58847g+NmzJjB2rVr2bFjBw8//DAxMTEMHjyYhx9+mOTkZPLz809whFPHaDT+23MfTpXTX2wAqbJk16tSteek28HeCAoFOTOuInnyFZzp9JJk7qmw3fIsY7f+g5XpIzg69kHGDs4hyvAfnhxXKKTwz9bDYIyXJot6SDLrKO0REGKMGrQqJVsr2oNCA0Brl5snV5Ty8jVjGZcVw4ayJhz0f2Hodg/cKvdt2BYYgtjzWH2H6iMmKw9JG2JyJfuQz++UbEPmPBA+qSYjI/OD4FCDjcte2ord7SMz1sCSn08h2ihdG60OL3a3l7RoA6sONQeFBoB9dVZWHWoOCgl5iRG82tMFcemLW4Ph0n9YchCby8tXh1sYlR7Fb+YXBltnp+bF8d5OA18caORoSxc7qzr56NbJrD3SMqDQADCzIIEt5e3oNUqevGQET60qpcUeekDYVW3hvCiDFLZ8/nOUNdu58Y2dNG9fxe2zBzG+5+Hfj/Ri0alKgEFS2+SvzjDSandT1d7NdZOzSMsKiSQbGwIs0T1IorCMOG8dIHC5ci0Gvxs0EeCxQ/4CuPRN6di9nPsMLF4InVWhdc5OPPX7+FdzNjaXj4UTM4lv3QpvXwJ+D0+rf8rmmAvIjr+W9+09nRqlEDf358H8oSBxedI/GRkZGZnTHr/op7i+GK/fy6j0UXS7pY7C0RmjGZk2EpfXhVFrRBAE9tftZ2fVThIyJzIzsYCIlKH/8Sp8QRA4a+hZtHe3o1frMWpDRVAmbahrQavSolFqaLY1B4UGkDojNpVv4qLRF5FiTqGiTbJfFABl3xBU30my6b4FVpU2TGgAKVTaMOpCPNsXIbpsqIddIOc2yMj8AHHa3RzeXIXfG0CjUzFkWjZqnfTs7vP68Xv9aA0aLM1dQaEBwGlz09lgJzFHepfQmTTBLojSbTW4euxmaw4244iso8FTglmbyJDoGSh6AuhjdemY1LHUdhXT5W2n3VXNjNTraHNVDyg0AMTrs2h31aIUlIyKP4dK6y4cPktwu8XdSKQmDkEQGBY7j+zITnY0f8SymqfJNY8j2RD+nqAUlCToJXHgF7MHUW9xUt7SxZXjM5g6KNQpcLjRRqxJS4RGib2Ppa3XL2LSquhy+5g2KI5Xrx0XJjA8fP5Qbn5rN5VtIcvXLrePvTWdNFpddDo8XDUhk9oOB1e9uh23L4BZr2JQvIlBCRF09RSRbS5vZ9iMKH43P9y6JzPWyPV9xA2Z74YiPh/BEH1SKyXBEIMi/rtPkH8dw4YN46qrruKZZ54JW/+LX/yC6dOn8/e//51zzz2XNWvWsGzZshN2yZyIe++9lwULFpCRkYHdbuedd95h3bp1rFix4pQ+bzQaufXWW7nnnnuIiYkhIyODxx9/HIfDwY033hgcN3PmTJ599lni4+MpLCwMrnvuuee45JJLvvY4oijS1NTUb31CQgKK7yk345vw4xAbPv4ZlPWEZOx7R7KzABhxJfqzHkev8QE6qVp05X0AZNobyKyLhTHPf/vjrvojHHgfkobBRa+cendEIADVm6XxfYQGgCcuHs5fvjyM3eXlzrn5KBUCqWITSoGwgBwtXh568gnWtxcBSmKw0UEEZyu2sSwwgUjByW8nZ36rr1XWbOe+JQdx+wLcP+T3jK14nklxIsp66Rzu8N7OneJHzMw1k37BAxCdBdcs+VbHkpGR+e9T3d7Ns2uOBgPAqtsd3L14HyPSo9he2cHOqg58AZGrJmRgc/UXMc16qaJv7ZEW9tdZmDs4kaGp5lBwTg9/XXoEgB3HOkiJ0nPt5Kzgtj3VoQebPTWdBAIiWQN0ZKVG6bhsXAZPfVWGKEpeog6Pj6snZrG1Umpx1igVDE4Kt3J7fHkptR2S5cHfV5Wx6bezuHJCBh/uqqMwOYKbZ+QEx0YZNLy4cEy/Y9d3duN480r+pthBbSCeK/x/oE5MYG1gJG9qHoXR10DWFDCnw5d3S1kRg+bB/Eeljrv5j8G7l4V2qDby191KFu2X7Jc+2FXLI8p/MtPv4TP/JJ5yzQa7jR3V4S3Kva3EYWx7EfZIlnec+wzIdg4yMjIypy2rDq+irFmyGyxpKMHVM8mel5DHvMHzUClVCIKA3WVnbalkzdEFqBwWzvoO94dtlds42HCQGGMMC4YuQH+Kk+yiKFJvqUetVIcJDQCzC2ejUqpwep1MyJqASqnCL/qlLIq+AdiCwOtbXsfqDBVg+QUF2yNSmGBvwCcoYfCCAcqvvp5ORyerj6zG6/MyIX8eicc2IeijiHFYUAf8eHsEhxRzCvOGzENhiEY36+5vcSQZGZn/BdwODw1H24JZDB6Xj8q9DZhi9XS1ObB3OhEDIrFp5n7ZcABKtTTRZ23toqvDiTnBhClaf/yrDyWdaxBVXjrcdeiURgaZJwS3dbjqg3/bvK34Al6M6uh+x9IqjGRFjqLMshkREZ8IvoCbrMiRtLgqAanrwawJn1cqtWwKdjKUW7eTZiwiO3IM1bZ9mNQx5EVNCo6N0Kl5/srR/Y7dYnNx1Svb8YsDF39dOCqFmfkJJJp1/OXLQ2w42sqk3Dj+cv5Q8hIj+MsFQ7nyle2h76JSsOpQMx/tlb77eztrUQgEC9msTh+7ayzsrrGEHcfp6f/++c6OGt7oySB97KLhwfdRmW+HoFCgGXMl7o0nnh/VjLniewuHPp6HHnqI999/P2zdlClTePHFF/nTn/7Efffdx5lnnsldd93Fc88994323dLSwjXXXENjYyNms5nhw4ezYsUK5s2bd8r7ePTRRwkEAixcuBC73c7YsWNZsWIF0dGh/w9PmzaNQCAQZpc0c+ZMnn76aWbOnPm1x7DZbCQn988iaWxsJCkp6ZTP9ftCEMUTXBm+R2w2G2azGavVSmTk9zzhUbYS3r0cBvAppUc5RvRDRAqc9QS8f1Vo+7BL4aKXv91xqzbBorNDy9N+DXPuP7XPvr8wFPi54HGYcPOJx276P/jqj3zlH80/tdfR4DWSpPPzNI+y0PZzKsVQsNsSzf2MVFTgEZWo8SOMvQ7Offobf7Vznt3IwZ42uTiTll33zQVgf62Fz/c30OX2MaswgTOL/vv/A5eRkflu7Kzq4OpXtod1K5yM568axa8W78flDaBXK7lqYgZ/OGswKw81c/ObkiWQXq1k2R3TcHj83P7uHiwOL2cNS+KtbTXB/ZwxJIFmm5u0GAMPXzCUp1aV8UZPFsTcwYm8fM0YGqwu/vrlYb4sbgx+Lsao4a65edz/aUlw3fWTszAb1LTY3cR6GliQrWLI2JmgUOLw+HhpfSWf7a/nWJvUZaEQYOu9c06YKXEiyrZ+Tv6Kq4PLb/jm8Uff9WgEP2UTlkPTAWgqRlJZ+tx6L34Nhl4EH94g5Tv0cvl7zF1qoLylK7jqSsVX/FXzGq/4FvAX38Lg+iEpERxqsFOYFMG/bhxPQkSfc28qhhenhpan3AHzHvpG3+2Hyn/0eUNGRkbmBPwnr0W1HbV8su+TsIn4vggIiIgYNAbmFs7lswOfBbflxudy7vBzv9Vxm2xNvLfzveDyqPRRzMg/ud9wLytKVnC4SRLWpw6aytjMsSccu692H+vK1gGgU+nwB/xECwIRHjsVyoG7pxVigAAChcmDmV80/xS/UYgPdn9AvUWa/NKoNNw6XfI+93dU01y3n0qFioT4QeQnfv8VnTIyMt8vXRYnpVuqw7oVTkbO6BSq9jcS8IsICoH4dDMZw5KwtXZTtl3KjxEUAkXTpSr7it31eF0+InLgsObT4H4S9Dl4/E50KhPDY+dRad1FuW0HAHG6TCYlXYrTZ6O0czO13SG7VpWgZWjMbPa1LwuuyzSNQKcy4fJ14wu4idamkBk5EoWgwB/wUmHbRX33Ibq8oayJ2ak/HVDMOBkf7q7l1x8eGHDbBSOTOdbqYH+9td+2xy8azqVj0/nNR/tZvKsuuP7py0by6qZjHBjgM8dTlBJJSYON3Hgjb94wgZSokJRc2drFnKfW0zvTec3ETB46f+g3+m4/VL7v5w1fzS48u98J63AQDDFoxlyBKuPE9+7/FjfddBNHjhxh48aN/+1T+dFxenc2dBzrLzQY4sDR4+WpUEJvGJm9AbY+B5N/CdtekKrxZ/7u2x+7T8iZtHxq/l44O0NCA8CeN08uNmx7AYC5yj3M9e2R5rB6DjVRcYhKvyQ2jBAqGKmQWoo1Qs/voT3xxWdbZTvLihsZmmrmkrHpYdusTm/wb5vLiyiKCILAiPQoRqRHndr3lJGR+Z/l0331/OGTg2hUCkZnRIUJDYmRWpptA1/PjBolM/MTWPfrWXyyp44ut4+zh6cgCAK7qkIPs06vn4MNVs4ZnsKaX80EwOHxUVxvY3+thcQILauPtOIPiOyvsxKpU/HXC4cxeVAcLq+fBUOTuP3dvXx5oBGDOrx6wh8QmVmQQIxRCqVWKwXe3FaFLwALFNv5k/o51If9UD4fLn+Xez48wJcHJLFCq1IQY9Rwy4zcbyw0AGSnpYYtW5GqM6/IcUHxh33uA8e9vHh62oe1fbotBAUkFHLWUA/PrCkPrn4nMAeFV2RCjIMcr4JKS4C8SD/vTG5FWbcdsXwV3i8nw6XPSPc4j0PqsuuL6+sf4GVkZGRkfnh0ubr6CQ16tR5nT1ixUlAG8w8cHgdbj21lQvYEdlbtJEIXwZTcKQPu91Q4PlzRHxjY6uN4fAFfUGgAOFh/8GvFhl56OzbaxABWYWA/dYCAID0raE9i5dpgbaCsqYxYUyzDUoeFbXN5Q/ZLXp8Xv+hHJahQxmSSEpNJyvE7k5GR+UHR2Wjj2H7pfSAi1hAmNKh1KrwDdG4DKBQC5ngjw2bn0l5nxe8JEJ0SgSAIdPV0TAOIAZFui5O49CiGzpS6pf2ij+amNDrcdWgUBlqdVVLmgkcKbR4dfw7RulR8AQ/Jxnz2tS2jtusgiuOm8EQCxOuz0CqNuP3dCCio6SoO5jcA1DsO0+QsZ0LixRR3fEVtlyRWKFCiUerJjhzzjYUGkCb8B2JMehQrSloG7rZGeu8DMGnDuw0GJ0cyf2jSgGJDilmHUiFQ2+kkzqTh8nHplDbZWXmomfs/PcgLV41Bo1Lg9vl5ZPkR+pZU21zefvuT+XaoMsaiTBtNoLUM0WlB0EdJFkv/A7Y9AE8++STz5s3DaDSybNky3njjDf7xj3/8t0/rR8npLTa0V/TvaLjgRajbIYkBR1dBS6j6FU8XnPFnqeLzG/p69SNnFoy8Cva/J9koTf7lqX1OGwmRaWCTFF4xvpD3dtRwrLGNSzId5BUOA52Z7ZXtLC1upEh5Npfy6oC7eki1iBFCJXb0XKZcJ01e9b58xA+WwkMHoLyli2te3YHHL40VBIGLx6QFt9+7YDB3vr8Pnz/AfWcP/sYeaDIyMv+7lDbZ+PUH+/H6RXDD3j5tqhqVgt/OL+S3Hx3A6xePr8/nrnn5GLUqVh5q4rEVpQAs2lLFyrtnMLMggdc2V+EPiEQb1IzJlB5oW+1uut0+suKMfHTLJBosLixOD+c9tzm43/pOJzaXL9gtdbjRFhQIHN4AOpUCV48gMizVTHqMgSW3Teb85zbT6Qg9XF6t/Ap1r9hathwsVRxqCFkQuX0BAqLIg5+XUNvh4L5zhvRk4liYVZBAwXHWS8ejTh+Nb/yteLdL1+QcoYG/DavjQt/S/oKzMQG6WyBrGgzr8WSc/QB0tUhC+cRbISabu8+AsVkxWJ1ePt5Tx9rSVj5VL+Anl4xneYqZptevJqluOe7P1UQIPZMhRyo5smwwhWffDluegYrV4cc91fuRjIyMjMwPCovT0q+jYXbBbNq72/H6vdR11tFsbw5u8/q8TMqZxMTsid/5eT4lKoVhqcMoaSghxhjDuKxxp/Q5lUJFlD4Ki9MCQKwplpKGElpsLSREJpAbn4tOraPR2khpU+mAPsQBQYFbUKAM+PH3yVDo7eIAiNJHMSlnUr/PAlidVj7e8zG+gDQBFhADjEgbEdw+ZdAUlhYvxRfwMXXQVFSK0/sVWkbmx4Szy03l3oagwGDvyZMDaUoorTCeqgNNiAPkxCXnxaLSqOhotFF3WLLqbj7WQdGMHCITjDSWtyGKoFQpMMUYAGjvcmNz+ciOMzI56TKcPhs+0cf6htdD5+Sz4/E7STJIwa7d3s6gQBDAh1JQ4Rel61WkJh6dysS05GvY0PAGnoCDgWhzVdPlbcfqDt0DpPwHgcOd63H4LAyPPYN2Vx2d7nridVmYtYkn/e0GJ5u5bWYuz6+rCK6bWRCPQhD6CQ3xJi2tXW7GZEZz8RipmPWOOXk0WJxUtnVx1fhM8hMjyE+MYERaFB3dbr4sbmJ5SRNGjZK/XzqSMZnRXPvaDrZUtod1sa8+0sIflhTzxMUjWLSlilWHQt8x2qDmtpn/nYDc0xVBoUCZWPj1A/8L7Nixg8cffxy73U5OTg7PPPMMP/3pT//bp/Wj5PR+UkofD1GZYJGsN8ieAXlzIX+eFMLZUSFN6vdWeTYVw8r7JcHhuyIIcME/4Pznv5lwoVDCtZ/BlmdBH80i9WU8/fEWPtI8SO7eRvz6OHyGBNLaWnD4fsJv/HMgN55LLa+Gsih6UBmiueziu2Dtw+AbBDN+B5YaiEyBogtOeArlLfag0ABQ0mCVxIaOSnh/IWdZapg37ToUDXtR7mkD870w5HxpsNcJDfsgKgPMqQMfQEZG5n+S2g4HP/nHFklo6CHWpGFGQTzrSlspSIxgzuBElv5yGkdbuqhud/DY8iPBsZaeif1dVaG2ym6PnyONNuYMTmTJz6dwqNHKlEFxJJv1LC1u5I739uL1iyycmMmfLxhKRqyBDAxcPCaND3fXoVEp2HC0jQl//YqXFo5lRn480QYNaqUQPM8Fw5IQBAGdWsnd8yQLAwEhTGgAOCYmMYWeB1OdmW5VFAIh66aECE2wa+OVTcdIjdLz0JeHEEV4ZvVRlv5y2oA5EX1R5c1FtUPqODtHuQNiRkPTcdU0eWfAZW+BKIK6TweFMRaueLffPqfnSyFsZw9LpqbDQYxJQ6RODT43GfVfggDlgVSGCKHvUlnfSCFAzfbwnU29C2JzT/odZGRkZGR+mCRGJhJtiKazx94g2ZxMbkIueUIedpcdu8uOxWnB7ZPudRanhTVH1jC7cPa/5fhzCucwu2D2NxYuLhx1Iburd6NWqjHpTKw6vEraUA8bjm7AqDXS0R3qkEw2J2Nz2uj2dIftJ9/vZtTIy1lXvQuP38OErAl0ebowqA3kJ+af8Lw6HZ1BoQGg1S69U9lcNr448AUWh4XxSfkMbdgPxR/jC3hQZUvChS/go9nWTIQugkg5D0lG5geFx+nl8KaqsE4GlVpJTHIknU12dEYNUYkmimZk47S58bq81JS0BMf6ejId+nYxBAIiDpuLmJRIhkzLptvqIiLWgM6oYfXhZm59Zw8eX4CLx6Tx5MUjMKijAMiMGEm1fR8CSjrcdayqfYHR8eeSbMxDpdCiEFQEegSGBH0OKoUGAQUFUVJHmkIQTig0AKgEDdqAkjFr/4WqbifNGUMonXINLr8dgGr7foyqaA51rgdESoUtTE9eSIQm7qS/4Yz8hDCxITFCR7PdFTZmYnYMr183HkEAnTokCJv1al68un8O3pRB0jHPGZ5CTYeDKIMGs16NKIps79Mt35eDDdKc3p6a8ADj6ydlk5d48oIxmdOHxYsX/7dPQaaH01ts0EXCLRuhZpuUyWCMg/eukiblrXWSddLxbPvHv0ds6OXbVAmZ06Vz0EZQvHgf85S7yVVIVbxKZxtKZxupAjyieoU4LHQbZsDFX8HSeyTBxGWFuHxJaNn+Ipz1OKSMOuXDj8+OJTVKT73FiUal4OxhPaEjX/0JmiVFXb21T/L7RzdBzkxQqOG1MyVfcrUBrv4YMgeuIJKRkfnf40CdlW5PqArFrFdx19x8fv72HkRga2U7jy49zCMXDScvMYKK1i6eWX0Up9ePQoBJubEAzB2SyHs7a/EHRBIitIzssVcblmZmWJo5uP8X11cEBYM3t1XzqzPyiTJoAEg26zBpVXT1hFK7vAGeX1vOjPx4ksw6nr1iNK9vPkZ6jIE/njuECF2oDdfq8PKXLw+hVyuDVTUz8+P40nkbib44piR4+Ux/Pvc9ug1fnyqlaIOGFnvIAu8f6yqCLbgOj59965eQ5V0K2dNPbG+XM1MSE46ulK7lxnhoCQkyRKbCxa/DSawcToRCIYSLHSotpI6F+l0kCe00idEkCZ0UBzIJjOzJH4rOCN+J/pu3SMvIyMjI/DBQK9VcMe4K6i31GDQGInQRLDu4DLvLjsPjwOay9fvMgfoD/zaxAfhWHRImrYkpg6agVWlZfWR12Da3zx0UR3rRqDRcPu5y1paupcXegtvrJlofic8wiK0NxUzNm0qK+dTNjZIikzDrzVidVhSCIpi9sK1yGy12aWJRd2gZossindPWV1EmDcGvNfLh7g9psjWhVCg5f8T5ZMRknOgwMjIy/2M4bK5gCDSAQqUgbUgCFbukjJYuj5Pq4iZyx6ShN2lxOzzUlbYR6OmojoyTuhWiEk20HOtAFEGlUWKKlvIDDGYdBnOosOiljZV4ej774e46fjUvn2SzNDauYxS+inScqk4sGbsIaFwctW4j2ZiHVmlgbPz5VFh3oFNFMDRmNhplKKPAF/BwsH01SkGNX5SKnOJ0WfgCHrwBJyZ1DHpVBKsbXkU3bCzj2g6RWbaDxvELae0zI1hu3UFv33pA9FFu3YFPdBOjTSPXPHC32tjMaOYXJbG8pInESC1ZsUZWH24OdsDHm7S8tHAses2Jre5OhCAIZMYaw5YnZMewpaK939gLR0qFrhnRhrD10SY5GFpG5r/B6S02AOjMkH+m9Pd7V0HplycfH/BLIZ3nPQcaw8nHfh8c2wjvXQluG4y9kRuihvISA3uHKwnwW/VixKMfQPM7cNUHUoZDzVapC+FwT+BQ3U74dZnUNXEKxBg1fP6Lqeyq6iAvMYLs3smtE708+N3g80DLXkloAPA6YO+bstggI/MDYlRGFJE6FTaXD4UAz1wxmvYud5hV0rZjoWqS3HgTH/98MhvKWhmVEc347BgAZhUk8MnPJ1PaZKety83Vr24nLyGCP58/FLMh9MCXFKnjAFIVilIhcMZTG7h5Ri4TsmN4tk9OQS+tdhe3v7OHn03PYf7QJOYPHTiE/u+rSllRIrXPCsAzV4zk3BG9nVZzqG7v5ndPrOP47IRJubGUNofCmFu7QpMbJjWM3f8AKNrgyBdSh9jgAUI0lSrJoi5jMmRMgkULQvZ16RPh6o9AaxrwvPshiuBolwSCE12/F34MX/6amOLFQDciMExRzbCjD8Lot6Bhb2isLkoSQmRkZGRkTls0Kg3ZcVIQ6fKS5RxtOfq1n/niwBfMGzLvpJkG3xcN1gY+3fcpbp+bouQijNqTdxACVLdX02Bp4LwR57G/bj91nXVYnVaOtkrPDg2WBm6aehMq5am96urUuqBIE22IJsYY02+Mum8GhehH9HtpsbfQYm0g12UlIAgcrC+WxQYZmR8Qxig9Ko0SX0+xVc7I5OOT1ejqDHUtaA0ahkzNwtLShdGsI7JnniQyzsiQadk4bC68Hh9l22vRGdVkDk9GrQ1dh5J7MuEi9D5+ekY9B6yv0yWOIU01kvojUkeVxhtFRHMB1vT9eANOdrd8RnbkGBINOSQacgb8HmWWrTQ4SoPLI2LnkxERyp5x+bpYVfcCKKDbHM+2eTcy58NHyfAaaFWFvl/fzggFSiqth6hp0RMbWYVWaSTNNKTfsRUKgZ/PzGVEmpkJOTFc+lKomGtoSiTv3jQxrCjs62jvcmPWq1EpB84AeHnhWB78vIQPdteFrV9f1so1k7LY08cC2KRVcuaQgd8XZWRkvl9Of7GhL47+CiggTb5UbZQsgBDh4EdQtUkK1px4C8y+7z93jmsfloQGgF2vMhT4u9FMaf7d5LgOo47LgkOfI3Y1IfS0+wqIULFGypxYPkCotaNN+m6nOsGFJDicUXTchXnOH6G9HCy1MPQiKPkYnBYpSNsUD54M6Ovi3nHsG355GRmZ/yYpUXo+u30qG462UpQSyZjMGKY8uiZsTIxRQyAgsrWyHYNGyaiMaAYn97cNGJ4WRWmTnceWSw++hxvtCMDTV4S6rP76k2GYtCo2V7TRbHPTYnfzly8P8c+F4cGQiZFaNEoFx9ocHGtzsPFoG1vvnY1BE34Lq27v5kijLazaRYSwihiQ2oyPZ0xGFPefPQR/QOqy6KW3u2O6fRlp29pCH6jcMLDYsP4JWPsX6W9tREhoAPA5wVoLH/8MXBYpH6jowv77APC64O2LpXtTTC5c1yNwHI/ODIbY4GLwmx1dIYVSN+4PjTWnS1ZNMjIyMjI/ChyegS01smKyqLfW4/VLFbDlreU0bm3E4/cwLHUY0/Om/8fOcXvl9mDnQkmjZHWoUqgYlDAIl9dFlD6KyrZK7G47Yp/Ez+qOapRKJWtL1/bbZ283xKmKDSAJDrnx4TaDk3Im0d7djsVhwVMwD8pWgduOesgCFKY4Ilx25llryOix5G3XGmDY2d/4N5CRkfnvoNaqGDItC0tzF4ZIHRGxBorXVISNUaqViKKIvd2BoBCIiDGgj+gvzBrMOlzdHuoOSaKB0+5GFBvJG58eHPOn84rQqBSkJReTk9SNJwBHLBuIjswM25dWacKgisLhs+DwWWlxHmNO2s1olOFFqA6vBau3jVZnVfi59FgznQiXMYqa6TeTlX8NndYNVNp2B7cpUDIkZiZdLic/f7OR2jY9alUAwyWtXDy8/75e2VjJw0sPIwIGjTKsa9zlC9BqlwrP2ro8/GpePj8ZndZ/J4DXH+Cn/9rF+rJW0qL1vHvTRNKj+xf/GrUq4gf4/TdXtPPpvnp297FRio/QkRA5cOGujIzM98uPR2wQRdD0mWwfcwOMuQZUOkgYDBuehDV97JO6ekJlNjwhTeaMuyncW7sHq8OLUas8ofL6jdFF9Vul9lhJSkpBPfWP0or5jyJY6uCFyeDuyZvImQHNJeEf7A2EHn/zNxIaTkhMNtyyKbR81pNS0Hbv7xKRTFilcHcLMjIyPxy2VrTT2uVmYk4Mf/r8EB1dHuotzrAxl41N44739/H5fsmG7p4zC7ht1iD211pYfaSFURlRzCpIAGBpcWPYZyvbusKW40xa/n7ZSG57Z08w8FkUITfeyC0zcnlrWzU58Ub+uXAst72zh9qeyiKr04vF4cWgUSGKIoIgsOpQM7e8uQv/ceVICRFaPt1XT1Jk6GEzPcbAmUMSWdEnPOySsekolQr+fMFQAqLI29ul/IMrJ2Ry3ZRs2B9e5bi2RcfelaXMKkxgVEaPNZGtEdb+NTTIbYe8M6WJf5Am/hdfA21l0vLHN0P+fFDr4chSWHU/ODoga4rUkVe1URrXUQE7X4U59w/8X9zgc2DnKxA4LhsiMhliB0kiMcidZjIyMjI/MjRKTfDvwqRCRmeMRkAgPiKefbX7WFe2Lri9N/9gT80edCodozJGoVb2r0Z1eV1olJoBg5q/DVp1/0kjX8BHpC6S+UXzAZhZMJMuVxdv73gbp1d6FsiIycDqsIZ9rjcQuijl1Dokvo4IXQRXjLsiuCwOOxv8PgSV9LuatCbS+1hTxdqavvMxZWRk/nPY2x14nF4i4wzUlLTgPejD1e0JGxOfbqZqfyNttdL1JjkvlrTCBLqtLixNdgxmHdFJUiZAR2O4Vd3x+4oyaHji4hHsa2ugtiv0nqQ2CqTkx9FU2YHWoCZv5Fj22upw+CwA+EQPnoADjVIXFF1bXVXsaP4YkUDYMbQKAw3dpRhVZvQqqSBMpzKRahxMfffh4LjAmBtBqaIoZjYgUGnbBUBmxAiyI0ezvrme2jbp+F6fgkMNLo6kbyJen0WsThIMOrs9PLLscHAGyOHxM6cgntWlkuBS3tLFLW/vpqync/w3Hx1gzuBEzHo168taeeiLEtq7PYzJiObc4cmsL5M+V9fpZNHmKu4/p38nBcC8wYm8sulY0JKql1iTlsKkCI40STkU47Jk+1gZmf8WPx6x4dh6KF8VWtYYQjkGfi9s/Ftom6AEsU+r7Mr7pImg65cGrYREUeSO9/bx2f4GEiO1vP3TCQxqWQVdLTD8UjD0b789Jc5+EgJe2muOEOuRWsM8ASXPVacT7Svn0rHpxJm0EJUGN62GsuWQOBRyZ0HCENjxstTJEJ0Nl78jeXofHwYqilIXhPY7BuUoFKDoI8Co9ZA8IlRJmzHxu+1fRkbmP8brm4/xp88PARChVWF3+/qNSTbrOHdECr/5qDi47rk15by+qZIOh5feQpZXrx3LnMGJTMqNZW1pKLj+cKONX7y7l6cuHREm0P5qXj6HG2zUdTr52fQccuJN/G5BIb9bUAhIIkhJfWhCQQDWlbagVSn5w5JiVAoFbq+/n9AA0GJ38+qmKl7dVMUfzhrMTdOl9uOfzxrEV0da8AdEtCoF0/JD4WcPXziM80akoFIqGJPZ85CaMlrKpQl4WeMfyQ2lE6G0nBfXV/LlL6dKwWPdrXDcAz+Vx1VcOi2hvwM+SRB2dMDiayHQ80Jy+HM4LvTypPeUrKmSENy4D0qXQcshKPqJdF+4binsfl3qfhhz/Yn3ISMjIyNzWtFobaS8NWRJqFFqSIiQigFEUWRrxZbgtt5J+l62VG6hoq2Cy8ZcFiYqrDq0ipLGEgxqAxeOuhCr04rdZSc/Mf9bT+7PyJuB1++lwdIQls3Qam9lR9UOhiQPwaQ1YdKZuGzsZVS0VhBriiUrNguby8ae2j10u7uJ0EVw3vDzUCqUA9ogeXweNCpNv/XfBEFQQJ99CIKAMj6PQKtURKBMyPtO+5eRkfnP0VrdSdUBSSBUqBTBHIa+qLRK4rOi2b00ZFHUVNFBa7UFn9cfrLPMHZNKTEokkbEGOhvswbGuLg9Hd9aROyYVhSLUWZ1vnkSnuxGH10JW5CjM2kTMBZBaEA9Ah6ueDncDAREUApTUmGirt3DmyBb2tS0HICAG+gkNAO6Ag2r7XqrteymImkp+lFRslGueQEN3KSIBFChJ0GUHP1MUM4tkQx4iBIWEnLhoNCoFHl+A/JRuRhZUc9QK5dbtTE2+mihtIp0OT7/3rw3lbWHLnY5QMZRfFPEHRJweP7e8tQtnT17G6iMtwZy9XqKNJ7ZeGpURzbJfTuNAnYW1pa2UNFiZNySJuYMTGZUexdvbazDpVFw9IfOE+5CRkfl++fGIDYrjLlZ9K3V8biljoBe1HuILJa/rXtGhZoskJEQkArCnxsJnPZW9zTY3L77/KU+23yaN3fUa3Lo5/BinijkNrv6InQeb+PCdfzJecYS3xPnUFPuhuJSPdtex4s7p0kRdXJ7k473lOakCdurdcPtOKa8hvnDgbgZbI7xxLrQflSpqL3tb8hg/FVpLYd0joNLD3D9CxAD+d9d8Crtel4SMMdd98+8vIyPzX2HZwVA13kBCA8BjFw9Hr1GRE2eksk2aDHd6/f0eDndXdzJncCI3TcshUqfm3R017K+z4gvA5/sbOGNIIueOCFkC5cSbWPPrmSc8t6e+KsPV5wVABP74WQlKhYDLG6DfBP9xJNDBK+onyVvdAN03woJH+epwM/6AyGhKGS+WcmS3QOqc+cHPTMg5zm4oPp8dE5+nfuO/eMM3L7ja4w9QXG+VxIbEoZA0PJRdA1L3l0IlCQuCEqb8ErY8Cy4rnPEX0BglsSEQXvkEAsx5AA59CqljpO66k37JQunfiMvD10ckSlZ3Hgd89UfJxmnCrXKXg4yMjMxpjkJQnHA5IAbw+NzBIqoIApjMqTTaGoNVs822ZmwuG1GGKECa/O+1OXJ4Haw4tIK2LmlSaV/dPhZOWPiNbIt6MWqNnD/ifKraq1iyb0lw/bH2YxxrP0ZJQwkLJy5EpVARZYhiVGwm3sPL8NTsIKLoHBZOWEino5MYY8yAmRMOj4OP9nxEe3c7GTEZnDfiPFSKUzvPTkcnWyu3ohAUTM6dTKSuv22kbtadeI+uQ1CoUOXN/MbfX0ZG5r9DZ2NIFBhIaADIHJqEQqFAH6HFaZPEUDEgBjMeeunqcBCTEklCVgwKpYLW6k66Ol0AWJrstNdZic+ICo43qKOYlXrDCc+tzLoVv+jlxWXpdDlV1LXrUAhHSE6rCAZAnwyvT0ClFCm1bMLpszI89kxaHBVBcSKAn2r7AYpiZwY/E6MLtzdKjzbw98tTeWP7QSYVdgTjO0UCWNyNRGkTyY4zMiYjOsy6yOsXUSkEfAERQYCfTslm0dYq2rs93HNGATFGDZ3dnqDQEPpcgPvOHsySvfUUpZj56dSB8yl6yY03kRtv4sJR4ecda9Lyyzl5uLx+/raqlJoOB1dPyGTKoLgT7ElGRub74McjNhjjQ7ZCACVLpP+ceBtsfjp8rFIDpkTJH9taK62Lzgr5Yvu9mKtXIWBA7HHIjnJUhT7fVgq2Boj+GiU14IeGfWBKgKj0sE3zhyZhuO5WShps6PfWQ7N0M6xo7abDYiFB7ZLO8Y3zQudoqYWLXg5VwPo8UvWNtR5qt0HSCCm0ub0nKK5sORxdCYVnfe3PB8BbF4NVshbBVg/XftZ/jD4apt19avuTkZH5n2FUehQ7esKfVQoBtVLRT0T4ZE8du6s6efmasSzaUsWSvXXY3eFj1EqBmT02So1WF2qlgvHZMeyvC3UmDJSZcDIitP1vVb0WSi7vyYUGgBZiuNV7F29qHiFn+wu80D6CLfYMxgilvK/5MyohQGDzxzBkNST3NyNttbvZWtnOO1UZbPP+PGybmS7GN7wNo38rTdr8dA08nBjeHRedDVPvkiz7UkfD5F+A3w8r7oWnR0qdCeNugp0vS+NVeml89jSY9qsTfq+Obg8Wh4fsOCPC1/2mqx4I7b9sBdx9+Nt34MnIyMjI/M+jU+sQBCEoHlS0VaAQFEzNGIWr7CvS3HZqtREoEBnubKcpPo8IbQS2Hlsgk9aEqadwKSAGqO2sDdu/y+sK/m11WrE6rcSaTp4LJIoizfZm9Go9Zr05bFtWbBYXjbqIJlsTR1uO0mJvCe7b0m1Bp9Zh1BpxrXkS0S7ZIAbszeim/4JkczIA/oAfpUJJt7ubOksd8aZ4yprLaO+WspxqOmqoaKmgIKnglH7Dz/d/TodDejayOCxcPu7yfmMEtR7NkAWntD8ZGZn/HYzReqytoU5ihVIgcFyZfmejDYfNRe6YVFqOddJeb8V//LuHAOZE6VrpcUlCQESsMSg2QFDXPWXUgtRB5fMrqG3TA6BVK1AoVOA/2Sfhg01JbCiJwWzw8vOza4Bi3H4H3oA7bNwx+y5SjPlE6/pnwrn9DtpcNcTFlnLN7PqwbU6PgsXbPfymp/Zq8c8mUvjH5Xj7/HaJkTrunJtHbryJ0RnR3DwjF1EUeWTZEWY8sZYxmdH8bFo2/9woZXxqVApun5XHjPz4k4oMFoeH9m4POafw7vPUV2W8tKESgNWHW9j0m1lyfoPM98Z1112HxWJhyZIlJxyTlZXFnXfeyZ133nlK+6yqqiI7O5u9e/cycuTIf8t5/if58YgNH/8sPKiz8xhsegq2PifZKIUhQumX0p9KDSSPhAteCHUAfPwzBpV8zMOq2bylvpjc/CHcEX8IeuMM4gsHDvLsSyAA71wmWTsp1HDpv/pN+k/Pj2d6fjweX4Cpbe8xXVGM1ZhN/Cu3g7MDCs4KCQ0ALT0efD4PvH+VJCQkDJGED5dFmsAaeWX4eQxQoTMgfh/Y6kLLluoTj5WRkflBsaemkwi9igidCrvLhy8gkh6jZVCCiVWHQtkrn+yVurleXF+B2xdA2ecZT6MUuHteAdPz4xmSEkmj1ck5z26io9uDWikwNjOaitYu5g5OZMHQAbqiTkCzzcXhJmniQ60Q0KoVaFRKfn1GPstLmtlX00mETo1KIVkmmfUaZuTHs3hXbd8EGeqJ53nf+fxN8xJLS9ooFiMpUJiY5H6Wmcr9PKp6GWq39xMb2rvcnPvsJppsLvp0P2PCwT2q95mt2EvarjZoWgX1e6BgAagN4AlVS3Hu01IOQ18OL4EdL0l/dx6Dc/4P7qmUrtWmhK+1udtQ1srP3tyFyxvAoFGiUyl44NwiLhiVOvAHevMfAHwuqNkOhfLkiIyMjMzpysqSlWGBynaXnT21eyir2UWkp5uGnneAFLedw6Yk2nsslxSCgnhTPPOGzAt2Knx1+CsONUpWixqlhoyYDOJMcWw7tg0As97cTzw4HlEU+aL4CypaJdFjftF88hPzw8akx6STHpOOQlAExQadSsdHez/C6XWSHZvFbHszvT0aAYv0bhIIBPjy4JdUtFYQY4jB6XXi9DpRCkqGpg4NO8Y3sVKyukKFErY+2QwyMjI/bLotTgQBVGqlZIeEZKUUlWikoyH0//WOHkukpooOxEB/v9aUgjiiEkwYo/R43T4ObajC6/aBAKYYPS67h8gEI7GpJ78+9sXtd2DxSILq7WfXcaQ2GodLzdTMsURquul0eVEpNAiocPntqBVa4vVZ1HWX0NihZUOJVExkdahZvjuOG+bV0+zsDb0W6PV+EhHpcNf1Exu8fhcbG9/C6QvPxHF5BL7YmUBJTQRttlZ2VGxhb62F6XlxmHVq2vrkU/z1wqHMyE8I+/zqIy38c6M0+V/d4eD+s4ew9755WJ1eYkwaInUndwXZfqydGxbtpNvjx6BRolEK/G7BYC4flzHg+K2V7cG/Pf4AWyraT/yeJPM/zXXXXccbb7zBI488wu9+97vg+iVLlnDhhReGPev8O3jhhRd44YUXqKqqAqCoqIgHHniABQu+27vzzp07MRq/e57U15GVlUV1df/52t7fr1fE6CUmJoYxY8bw2GOPMWrUqH/befw4xIbudmjcO/C2fkID4Ozss90DdTtgyzNw3jPSuqMrAbhStYYrNbvhihpgFCTnScHSwy75egul9vJQhkTAC7tePWGHwR2ppaB+W1pw9bHnKF0KmVOhukflGHW19J+HPwueIy2HQuN9TinsevjlkkXUsP9n77zDo6jWP/6Z7dlseu8JSSAkECCE3hGkCKgoqNjA3svPfu167b03FLFgFy4iilTpvZcEkhDSe9uU7fP74yS72SQ0y5Wr+3keHqecOTM7yMyc877v93uhyKg9FZQqIc+xe4FYH3rrqR3nwYOHM5rdhXXMfHcTtg4f0EaTjW7BBqCz0bu5tdTYLkNsgBd3ju/OWT1D8fVyDeC3Hq2hpvWj02qXyYwP5Nsbh3bRlx27Q0av6fp19O2OIkrqRGaQ1SFjNdvBbOffPx6iubWEucFkI9xPR4vVQYvVxFfbC5mYFs7PB9yNGn3U8Jl6BvtMImMm2yE+OL+xj2a4Yj899m0lvt9V6NRK5zE7jtVS1iDO75Chv08tqc3buFi5mjRF20tcgqJtYjFrCQy8DnbMF+uj74fALjJ0LM3u69Zm8A4Sf06BD9blOas6mi12mi127v12L5N7R6BRdWHaGZAAlVmudblrqSwPHjx48PC/j9Vupbi+uMt9jZKCZo1rsFuk8RHV1q04ZAflxnK2H9vuNGjOr8537rc5bExJnwJAsE+w8GwI7X5SCSWj2UhuZa7zHHuK9nQKNrQRbHDJXZhsruzgo9X5VMYOIKxAvHNViSNbtx919t1WiQBgl+0oJAVpEWmU1peSGJpIQrBrgH0yhoYm0XzkVxpUGsKTRpzycR48eDhzaW4wcWjDsU7BA4dNRmfoOhjZvq1KqyAmNRy/UG/U7cYvjTUtItAAIIPeV0fPYfGd+nLIdhyyHZWi63MVNx1yGkMrFHZS44RcnVVaRkVL29jKjE5pwIENs8NGUdMBIvQ9qDbmIUkysiwypPQaBRqFFxZHS9svcTtXSVM2cT593a6lzlLmFmhobPJjZ76CLdn+FFSKKgsJ2H5MzJmtzq7kisFxfL29ELssc8voJJJDOydNNXeQnmq22Ajw1hDgfWoB4A/XH6WptY9mi51m4MFF+5mSHomhiyr4uEA9e9tV1jv+4AnpfzKy7IC6XLA0gMYX/BOFp9GfiE6n47nnnuP6668nIODPNf6Ojo7m2WefJTk5GVmWmT9/Pueeey67du0iLS3tN/cbEhLyB17liXniiSe49lp3GWYfH/d/lytWrCAtLY2ioiJuu+02Jk2aRFZWFv7+/n/INfy5/0ecKej8wK+dTJHqBOVTx/tHUnXYtRzXLkO1fbZq2nkw6PpTk6YwhIjs1zYCE4/ftqHrwQJIMO0NuPhLURkx4BqxWdMhWtb+N0VlwvT34JatMOrek19nG8ZyyPrR/dwePHj4n2d7fo1boEEhCSmkB8/pyR3junPlkDiCjvPhDVDbYuX8jGi3QANAWqSv26R3v3Y6pW2sPFRO38eXk/boMt5fm9tpP0D4ccpdO36wltWb3NbHpoSy+u7R3DQ6kcQQb8b1DOOO+/6NaeS/uuzPipJuBd9x46fb3bb3CPdBp3b9jllJVp5Uf9wu0AD4d5DMy98o5OT6zoKVj8OrvWDvN+5tel8ICWKShOgB0O/yLq/reET4dX1fZI7zIT3yblHdBuJ9E++ZNPHgwYOHvytqpRp/L3/nekePgkBbe3mPrsc+NU2uSfsof1c2aHSASx87KSSJfjH9Tskc2kvthUbp+lZo84LoCqPZeNx9vv1mohhzF82j70TZUwRD1B2SvNrLa4T5hjE+dTxXDLmCYYkdqgxPgGxuJOXQT2Q0lTO6vpD05spTPtaDBw9nLo01Le6BBknIHMWmhRKRFERYt0DUWuVxj7dbZYKifN0CDQBevloU7cq+DQFenY6tbMnn54I3+KngNQ7Xbeyyf52yC99NwC67+7uZ7I1u60G6aGakXMkjUxNICjUwpkcIr11wPj38j//cq7OUsaX8O7dtBnUQSsn1TFXaE/lmfYQz0AAQ6e8ah/jqrUSGH2DhnQauGBzHKyuPMPz5VXy1rcCt34lp4YzuLiZbe0X6cvng0zNvPu7Y5zhBhBtHJ6HXiL/HKH+dU+bXw+9DrtyDvPkJ5D1vIR/6VPx38xPIlXv+1POOGzeO8PBwnnnmmRO2++CDD4iJiUGv13P++efz8ssvu02eP/bYY/Tt25dPP/2U+Ph4/Pz8uPjiizEaXd8dU6dOZfLkySQnJ9O9e3eeeuopDAYDmzdvPul1vvjii0RERBAUFMTNN9+M1epKbo+Pj+fVV191rmdlZTF8+HB0Oh2pqamsWLECSZI6STHl5eUxZswY9Ho9ffr0YdOmTSe9Dh8fH8LDw93+dKyqCAoKIjw8nMzMTF588UXKy8vZsmXLSfs+Vf4ZlQ1KlfAX2PS2CAQMuhGW/QsKNkPCcIgfCTkrhN+A2Qi7P3M/XlK4mx3PnC+yViUJMq74bddkaXJfj+hz/LZp02HzO0Jqoz1+0UIOY/HN0FwNMYPgisVCxmPILSLDNmaQqGTY9Abk/QoLrwPFh9BjYtfnOh5V2cLQtI3CrTDg6tPrw4MHD2ccGpXCWVCrVkp8df1gUiP8nNn9j5/bi0W7S1ztlRIOGWeAwmiyUdNkIbBDVkpSqA9fXjeYlYfK6RPtz9lpnaWTnvzhoNMX4tmfsrhyaDxalfvH/fSMKI5VN/HWmlzs7QYGyaEGjlS4f2S3odcoGdszlGCDlnsnpnDvxBRMVju5lY2synJVavjRSBM6Rit2M02xkRp82ZjnmlzJLjNyx1e78dGqGZbox7S+kZybHkHpT+UYin7Fx1oJgUkw8RmYe5Z4DgNU7Bd/2nDYYONrkD7DtU3tBVf+ADYztBlaVh4WFWgneh+08tCUVBSSxOFyI0W1LdgcMg9P6el2/+qaLfjo1CgVEkRnwq3bRVVdZMapS+h58ODBg4f/Sab3m87Ogp2oVWr6x/ZnXc46imqKiPSPZKQhgIO1JTTo/JCR2Vu8t9PxvaN6O5cnpE0g2j8au2x32346WGzuE2WhPsef+EkKSWLnsZ1uVQoAeo0epULJp7kbabY0E1q8nxn9ZxAbGMvA+IFkl2cT5hNGr6he7CzYybGaY6w4tAKlpCQ5LPm0rtdhLBfjwlbslbmoe55WFx48eDgDkRTuSZM9hsRh8NehUIrAa2xamJuUUtsxbQEK2SFjabGh1bsHOXXeGlKGxlFbZkTvqyMwsvO3dnbJdrS1UVj0tWSzgQTf/qgV7sb2kd49aLKOILtug9PQGUQQoNFa3bFLABQoCdcn46XyYc6QAOYMAbtso9FSTXld3gnvR425CFl2IEkKGq017KxcglJSE6SNJtKQQnRcGhU1+1h3uJZKo0xckJ5HpqRx0fubqDCaaWhW8+5yCA3azEcbUgFRDf7e2jwuaidxpFEp+HjOQMw2u3O8crSqiUazjd6nIDN174QUbA6ZQ6UNlNS1YLI6uH9SCj7t5Jfqmi0YtCpUSgWpEb6svms0ORWN9Iryw8/rJMojHk6KXLkH+cC8zjvMdWJ72hykkJOPY38LSqWSp59+mlmzZnHbbbcRHR3dqc2GDRu44YYbeO6555g2bRorVqzg4Ycf7tQuNzeXRYsWsWTJEmpra5k5cybPPvssTz31VKe2drudb775hqamJoYMGXLCa1y9ejURERGsXr2anJwcLrroIvr27dupwqCt3/POO4/Y2Fi2bNmC0Wjkrru69mp88MEHefHFF0lOTubBBx/kkksuIScnB5Xqj5vO9/ISwUSLxXKSlqfOPyPYAELG4pwXxfLBxUIqKe08GPMvIXnUNglkt8KB78DaWmqm0sINGyC43Qeq2gsG3/D7rqdsv5DNaKN4B/S7tOu2hhC4aRNU58Gi66Fsn9jeazps/8g1wVW4BY6uhe5nw4SnxB8QBtH564VhqaVRmJKearChrhAW3Qh1BaBQiUkzgJRzTv83e/Dg4YyiwWTlmaVZzlz4AL2G6kYrOrUSu0MWk9TAqO4hLN4jAg6je4Syo6CW6kbxIor00+Gr6/pVkhEbQEZs12WOWWUNHKt1PQN1aiVqRefsSkmSuGVsMm+uznHbnlPZyM2jE6ltsbLtaI1b4EGWIdjg+nBvMFm54K2NHKl0D05YUfGB6iW2ySnslpNIlooYk+y63kf+s59DpWKwse5IFW9dmsHLK3N4fV1v+kpe3NStgrO1ZbD2BeG90xGVTgSEAfy61hN1Bho2vwM/t2pQDrwOJr/QdftWfHVqnr2gnb9E1lI4/BxIQ7D1vpgbPtvBikMVRPl78eV1g4kJ1IsAtV/nDzMPHjx48PD3w9fLl9E9RgNwtOooLZYWkkKTGJI4BJVCRf/WpFKH7CC7PBuzzWUeetnAywj2cUkZqRQq+sT8vgmEmqYaLHbXILasoYw+dN2nTq1j1sBZ1LfU88uhXyhvEPrlyaHJ7C/ZT3OrFGGFsYL8qnySw5IZmjiUoYlCrrHJ3ERxbTGyLGOTbaw5suaUgw1N5iaWHVxGY1MNZ6u98GkdE6pi/jgdYw8ePPw1OOwOCg6UO9dVGiU2sw2FUoEsy86qKL9QA1UFdQD4hnjTYjRjNYl5ELVWedzKB29/L7z9O1c0AJgazWiyUtA6lMg4qE/choKu+0nyG8Thuo1u9cqN1mq6+Q7AIduobinCaHOvtvJSuSRSbA4La4q+5PWf1OSW6ekdF8Elo0pRdCFOEaSNcVa4HahZRX2rX0Sl6Rj9QqaQ27CVuPi1xMWDlxTFxgOJvLHqCNp2Fex1TWpkWSLAADWtw62o49yHtkDDgq0FPLhoH7IMMzOjef6CE79jvLUqnjrPFexek13BzwfKkGW4KDOGW7/cxY/7Sgn31fH5NYNIDDEQ5qsjzGMK/Ycgyw7knIUnbpOzEIJ7/2mSSueffz59+/bl0Ucf5cMPP+y0/4033mDSpEncfffdAHTv3p2NGzeyZMkSt3YOh4OPP/7YKSt0+eWXs3LlSrdgw759+xgyZAgmkwmDwcDChQtJTU094fUFBATw5ptvolQqSUlJ4ZxzzmHlypVdBhuWL19Obm4ua9asITxcJGU+9dRTjB8/vlPbu+++m3POEfOvjz/+OGlpaeTk5JCSknLca7nvvvt46KGH3Lb99NNPjBjRWd2grq6OJ598EoPBwMCBA0/4G0+Hf06woY3Kw/DNbDHxfvgn0BpgRLsIklItKgl2t3okOOyw5hk4/32XQfQfQVQGeIdAU6WonEju/D+VG2ovCE+D2T/C3q9FFUavC2DDq642kgIay0QwpfsEMYlVtAPmTxXeE210lFk6ET/f724s2kZ7A2y7Dba8C8ZSyLwKgk4gCeXBg4czhmaz3VlZAMJg+YbPdnBRZjRfbS8izEfLh7MH8PLMPozuEYJDFvqavxx0faTPyIxGpTz9D4rNudW0r3o9t28kiq6+gBGZMPdOTOG5n1yBEVmG3UV1fH7NYOqaLPR7crlzX5ive4bQmuzKToEGgN5SLnNs9wHwvv0cFmke5vXpLv1oq92VTWSXZewOmc83H2O0YjcfqZ9HUQy0qdx5h9LedA2tLwTEQ9lesTz2wRPfkC3vupa3zRWySnu/EmbR/S53yfNZW+CXh4S0X8aV0H0ifHOlqM4D2PkJ2dUOVhwSQZPiuhY+XH+Ux6b9dn1JDx48ePDwv0t9Sz1L9i7BLov3vVKhdE7KgzCE7hHWw1ndICGx+ehmJvWahFJxfCmR0yXEJwSD1kCjWbyPE4JO7J2gUqoIMgRxQb8LOFR2CK1KS4+wHuwpcpdqaLG2cKTiCAlBCaiUKiqNlXyz4xusDpd0QXv5ppOxLmcdBTVC/mNhQDdizA00KLWM8IuhTZS3zXOioaWBXpG9CDKcmt+SBw8e/locdhmHzfV9b7PYyd1RTENVE1UFdag0KpIHRhOfHo5vkB6HQwYZ8itLnccERvk6qyBOB2NNC5JDPFMlFMQ5hqJUdD2/JEkSqYGj2V+zivY+C7XmYoZHXIrNYeGngted+zRKvdvxVaYClu62sjdfPJs2ZwfQM6aJft0aWvsX1QeyA9KDznbdH9k1LpRxIOMg3yieuTtyfFm4SY9GXYzJokAp6VG09jMyrQadSk1yqA9bGo14a5TcfXbXnjxtzN+Y7xwLfr29iCsGx/OfPcUE6DVcPCDWWTVvsTl45qdDZJUZuSAjminpEdz6xU6WHxLV6l9uK6SkroUf94m/o7IGE++vzeO59klZHn4/dblgrjtxG3OdaBdwepWEp8Nzzz3H2LFjnQGF9mRnZ3P++ee7bRs4cGCnYEN8fLybf0FERAQVFe4+lT169GD37t3U19fz7bffcuWVV/Lrr7+eMOCQlpaGUun6boqIiGDfvn1dts3OziYmJsYZaGi71q5IT3f9vxwREQFARUXFCYMN99xzD7Nnz3bbFhXlbpA+dOhQFAoFTU1NdOvWja+++oqwsLDj9nm6/POCDQ1FItDQRu2x1snyd0QWf//ZwgdBtsOeL0Um//7voPskiBsisvyN5cLvoPeFv/06DKFw7WoxQRSWBjGnGEHS+cHAdpGxIbdAcw2U7wedPyxuNW5OGCWko/Z+CdZ2kk0B8XDeO6d+nR3lnrpixaOw6U2xvO9buG0XaPQnPsaDBw9/KQdK6vnX9/vw16upa3YNyO0OmQVbCwEoqTfx0i/ZzL1yANMzREb8f3a7e8hEB3T+ty7LMj/sLaWhxcp5/aK6NO3KjA9ErZSw2mVUCokZmTGd2rTnhlGJnN83ismvr6O61Xi6V6QoufXXq3mr7zGeP+hPgEHP+zcMZtmBMhpNNs5Jj6CoprmLHmW2yK6PBRsq9geMo5fNCMteAi9/3gvIo6liDb86+qCY+AzeWhWJoQbGFW7vnBnUVAFzfgKNQbw/KrNh4fVin7lBBInHPw4FW4SsnXcYjHvUJWcU2A1q88WyXzR8Mk1U4AEsfxSmvgb9rxRVFNvmiu35G4SUX1ugoZWgxhxggHPdL+8HKLNDfYkIBgf/eR+AHjx48ODhzKLJ3OQMNAA0mBqQZZndhbupb6knNTKVMT3GICOzr3gfMjI5lTkcKj1EQnACvxz8hQZTA5lxmaRF/vbAtU6t4+IBF3O06iiB+kCiAqJOfhCgUWnoE+3KeE2PTqfZ0kxZQxleai9WZa8CINIvkgv7X0hWeZZbBYVBa2BC6oRTvs72ck9mhYocr85efFvytrAlX+gaZ5VlceWQK9GpPdmzHjycybQYzRzdUyqqGTp4v1UeqwPAarZRdKiCHkPiCIoW44zaMncPGd1xDI1rShqwWWwERvmhUncO1BoCvNzkmMLDT/wMTPDNINI7hV+L52N2iCCtn0bIz6kUGqL0qZQ1Z6NWejE8YhZlzTlY7SYivLvTYm2gg/81DocIMrShkKC4JhRjsBevrziEQaPk6paVkLOYqvBEbBNfQqvU46MOpNFcz2drIrHZRZBFr7VhNFv5/OqBBHqriQg0sTPfxpY8EZhosthZuKuEPjEB7C2q451fc/H3UnP/pJ5OOaO4ID3Z5eLehvpouXLeVucY7/ll2Tw2NZXZQxN4f10u8zbmA7D5aDV7i+ucgYY2yhtMSBLO4MXmvGr2F9dT3mAiNlBPclhnw2oPp4ml4eRtTqfdb2TkyJFMmDCBBx54oNNk+qmiVnf2eXI4HG7bNBoNSUlJAPTv359t27bx2muv8d577/2ufn/v9bZVX52s3+DgYOf1H4+vvvqK1NRUgoKC/jBT6Pb884INsUMheiAUbQWtH2TOgdVPwfqXxf79rZPlwT3cj5MkkeV/dK1YX3gDdBsD3r8jk8U/Rpz/96BUw9lPiuV325XEHP0VmqqhYyZPtzEQfhpaq2MfFrJNzdXgEwHmRvCPhlVPwuCbhWRTabsMo8YyUeHgqW7w4OGM5u5v9jolggxaFTIyTWY7sYF6CmuanTk02g4fy1PTI9lTWM/aI5UMTQxyBiHa8/TSQ3ywTnjMvLbyCCvvGoWvzv3l2yvKj29vGMqmvGoGJgSSERtAYU0z93+/l5omK3eN7864VPfIepifjoenpPLkkoPo1EqmpIvIPrs+ZXLWA0xWAM3wzJLveG+PkIP4ZkchBzrormpVCszOrCYZkPCliaG9U+DjKVAvMhoP29O4y/oAdhQ8W78LSOCd8+MoWQDUdXFTS3bBkJvF8uYOQV2dL5ga4NPzXBJ6ZXvgmtZAwfQPxLvI0gw9p8BXl7U7WBZG0/2vhIbSdpvt0FiOG2o94YNn8nCQF9/9vIKejiPcUDsP5r4s/CEUarj0a0gc28UP8ODBgwcPfzfCfMOIDoimqLYItVJNelQ6W/O3silPGAweLDvI7CGzCeo4ppFgfc56jtUcA2BF1gpiA2Px0f32SRuD1vCbPR/aUEgKZ2XG19u/dm4vqS+h0dyIuoOsYZR/FOF+nX2jjseQbkMobyinydKEQWvAbDPjq/Nla/5WzDYzSaFJlBvLUcgOHJKCFmsLRpPRE2zw4OEM5+ieUppqW6WyFaBUKLDbHGi81FhaXIlXUoeqhYBwH8KTgqgrM+ITqCe4C4nY4qxKSo5UieXsKnqNTkCtdX8WefloSR0eT31lE4YAL3yC9LTYjOyp+hmzvYlk/yFEervPQWmVenoHncW+6uVIkpIob5EoVdx4iOLmAwDY7UYO1ayluPkQAMcad9NkrWd4aguHi73JK9PTK9ZMv0QxHpJlMbVlsihQWHpz6dwt5FU1MUWxFlPUcnaNn4NdqaZ30S4IGEw377NZvH01docrUmGxinu0q7COW8aIJKZVh9wzuH10KkxWO5d+uAVjqwTVnqJ6lt4m5qyevyCdcN/DNJisTE2P4OpPdrgd/9zP2cwemkBZvcm5TZZFYMHtHqkUXD4knvQYf55cchCzzcGxmmamv7sRi82BUiHx7qX9GZ/6x2Vs/yPRnKLf36m2+x08++yz9O3blx493P+99OjRg23btrlt67j+W3E4HJjN5pM3PEV69OhBYWEh5eXlzmqCP+paT5WYmBgSE/+8edt/XrBBUkB0f1Ez1vcSiOwHq9oZgTRXQ0MJ5K1xbdP5Qep5LmklAIfVpcX938LhgIoDoA9ylzFqIypDSHYABCSAlz+Y3CPxqE7zQzi6P9yTI7wsVBr44Q7YMQ8qDsKxTXDHfpdnBEB4H/CPO71zePDg4b9Os8XmXLY5HPx692iOVjfTK8qPH/eW8ObqHCL8vHhwsrsbokIhMa1vJLGBXgxPDnb6OrRn7WGXhmil0cz/fbWbuVcO6NSuT4w/fWL8nesP/2c/G3LE8+TmBTvZ+fB4vDtURfz7x0POrJd7vt3Lz3eMFFVp7VhxtAUQH8Gb82owtNNVlYAgbw0lrR+ugTTwkPpzBkTqiMl4Adbf42x7n+1ayhCTL/dscrDzbBtBX59HUF02sgxv289lpyOZCYptzFT9KqoT2jj0g2tZqRXB2cZyd6+eom2iekzjDd7BMOUVsd1qgrBeomKtDX2rdvag64UEYEstJI1jZ8/7eezAKHztNTwZs52EWa+DfzRXh8HVax5yvafa/rodVtj3nSfY4MGDBw//ECQkwnzCsNltdA/rTqR/JDsLdjr3W2wWGkwN5FfnO7epFWp6hvfkaNVR5zZZlrE5bPw3kWWZqsYqdGpdl0GOMN8wSuqFp5SP1ge9Wt/JiFqtPD1T0BCfEK4Zfg122Y5KoeLXw7+yq3AX1U3VFNcVM3vobAZXZDG+MhujQs2WmAEEeHftT+XBg4czh/bySciQNrob5iYLej8d9eWNFGdXotaqiE3rPCkdGOGDRqfCJ0jfpexrfTu51jZpppSh8Z3a6f106P1c8zEHalZRacoHYFfljwTrYtEo3b0ODtauwewQ44fdVUsZG30tzTb3RKoac5FzudZcikahR6uWuXGyGCPpVf40tz6+WywS326IQEMoz0/vydNLRHWYgWb2DplOi0FUc+12NBLucHDlR3s4WCrGY+P6VpEY3sSBAh/WHwwkLsglz710f5lzWSlJ3DAqkUazzRloADhY2kBNk4VAbw3+eg1PnNsLENK1faL92FNU77rnrRUkVwyJ5+cDZVQ1WhjcLZDp/aJZnVWBxS6TGOzNvNkDiA3ypneUHy8sy3YmlFla/2t3yPxnT7En2PB78U8Erf+JpZS0/qLdn0zv3r259NJLef31192233rrrYwcOZKXX36ZqVOnsmrVKn766SdnNcCp8sADDzBp0iRiY2MxGo0sWLCANWvWsGzZsj/sN4wfP57ExESuvPJKnn/+eYxGo9Nj4XSvtyuMRiNlZWVu2/R6Pb6+f34wqI1/XrBh0xuujNPi7cL0OH1mqwyFDFGZIrjQ3qfA1CDCv2MegtK9YnJ95N3gd2rlv38IDge8lg71hYAE570NfWe5txl0E5QfFLNp574tZDx2zXft1/nD0FtP/9ySJAINIKoW2rCbRYVDxUHXtog+f6y3hQcPHv4Qth6t4ZYFO2ky23h0ahoPn5PKbV/uwmp3cOe47ny0MR9fnZq+Mf5cNCCWjNgAmix2IjuYe23Jq2bW3C3YHTLeGiVLbhtBQrC7D8zAhECyy10f3fnVXckYdab9x6jZ5sBic+Dtbr9Ak9nWuX2/S2HXp+L5FJrGwOAIcneKjP/UCF9uGZvETZ+LiRUZKG2XIdOiDiTxqrnEJESIdJluYyBvdadrk1RqIZVUlQ3AN/ZRvGC7CICVjgwShl3AgB6TXAcEJIjgMEBEOqh14B8rgsVtAVqFWgTAO6LWwVU/w475otpO6wsTnxX7IvvCHfugqZIGXRQ3vLKOClsMEMPVLUNZ5d+u0mTkPeIZLSlAUopAA5xedZsHDx48ePifZk/RHnYUiIzRsgYx8EwJTyG3KhdZlgk2BGPQGJw+BQBWhxWH7GBwwmDK6stosjSREZtBgP6/O6k+f9N86lrqABjTY4ybnBJA3+i+lDeU45AdnJVyFo3mRnYWugIpGqWGAfGdkx1OhiRJqCQxnmnzmADh1dB84Gd8KsW3gI/DynhEUMKDBw9nFo21LeRsL8JutRPdM5SY1FBydxTjsDuI7B5MRX4tSqWEt78XQdF+6P112K0OtHp1p36yNgh/AYVCoueIePQdTId9gr1pqnONL0xNVk4Fq8OVKe3Ajl3uHNC1OiydlqMNqRwz7qbF3oC3KpAgXQwFjUJtwqAOoqffKLZVfe88rtlW51w2aBW8MmME0T6xAIzrGcaKQ+XsCR7IOFW7eR2FigaTjYOtlfAZifWcO0jIF/WKa2JCzySmprsSYGMD9dS0JoQlhxnw1qrw1qoI89VS3iB+p0Kiy0Q1tVLBl9cO4avtBSzaVYxOo+ShyaKKo3uYD7/ePYZKo5kAbw1T3liHxS5q8FusdmLbBTxuG5vMv5ceBFn0aWn130uN+O9NsP5dkSQFJJ2PfGDe8dsknf+nmUN35IknnuCrr75y2zZs2DDeffddHn/8cR566CEmTJjAnXfeyZtvvnlafVdUVHDFFVdQWlqKn58f6enpLFu2rEvz5t+KUqlk0aJFXHPNNQwYMIBu3brxwgsvMHXqVHS6318p+cgjj/DII4+4bbv++ut59913j3PEH48ky+0tOv87NDQ04OfnR319/X81soLDISQsjv7qvj0oGc56REgOdRslqhq+uNi1X+cHt+wAQ4iYjLJbhPnyqWJpgv3ft1ZITPtt1757gfCLaMMvGu484Fp32OG1Pq3BCKD3TBh0A8xtl73a7zI4963fdv42jq4T98bSCGnnQ1UOlLcrmet3OZx7ev+YPXjw8OdzzuvrnHJCErD8zpEkhBiwOxxMeHUdR6uEP8sFGdH0ivLl8R/Ex+bFA2J4tp3B1hM/HOCjDfnO9RcuTO/kt+BwyMx4dxM7CoTnwKNTU5kz7MRGkCD0Na/9ZDtGk407xiVzx7jOxmJfbC3g4UX7USokXr2oL5N6t0opmRvF8y+wGzZJzRfbCmk02bhkYAy+OjWpj/yMqX1GUysqhcTlQ+IorGnmiiHxjOzmJ7xvspawoSWOu603CBmlsb6MHXcOvD8ayvbyknUGb9hdBlSvXNQHCYm5vx4m2kfBM5OiCNj8gpjoH/uQKzhduk8YOtta4OynoNf0tpsm/HW0pyZPcai0gUs+2OzmtxHio2Xbg+PcG9YXiaB6XYHwjQhNgcyr3UVb/8b8Zd8bHjx48NCOv+pZJMsyi/cs5mi1qFCINjcwuKEEgz4AS/9ZNGq8iQ6IpqyhjO93uSam1Eo1Vw65EoPWgCzL2B12VKeRTGSz28guz0atVJMcmvybsvRyK3P5Ya+rSlCv1nPdyOvc2szfNJ/aZvGtkRiSyJBuQ/hsy2fO/d3DujO51+TTPnd7SutLWbh7IRabhW7B3RhRfhBNa7ABQBk7AN2Im37XOTx48PDHc2h9Po1tsklA6oh49H46ZBkOrj1Ki1FMgAdE+OAX4k3+XhGMDYzyJTHDlVRaeqCAojyXj2Vc7zBC4929XGRZJntTAcbWBKvolBAikoNPeo01pmK2VnyP1WEiyXcgPQNHdWpT2HiAvVUio7pP8ESiDWIS3uaw0GJrQK/yRyEpKGjch8XeQqxPOlqlnp+OvYZNtnTqDyDBpz/NtjrifPoQpE1gZd6vWNX7kDE7dZbiffrRO2gc57+9gV2FdYzvW8W0QS6vhPSgs1ErdGTVbkaS9SQaxvLaiiJkWebOcd2JCRS+fjkVRq7/bAeNJhv3TkzhglYJXlmWabLYu/T264qcikYu/mATVY2u3+SjVbHvMXdPnjbZpQqjiW93FJEQ7M2VQ+K7rEj5O/Jnf2/IlXuQcxa6Vzho/UWgIaTPcY/7q7j22mvJyspi3bp1J2/8F7NhwwaGDx9OTk7Onypv9N/in5WGsfD6zoEGgOojsPltkUkKQr5CYwBLIw5Z4kXjRLa+uIixo8dw0+gkV6DBbgVri8vg83h8Oh0KN4vl4XfCuMdO/9o7mpN5dcgsMhtdgQYQ1QbR/aH/HNjxMQQmwIjOju2nTcIIEeRoqRGZu291MLYecG3Xx3nw4OGMQQYeWXyAB8/pSaS/lzPQALC/uJ5drUECgC+3FfLYtDR0rd4NO47VuvXVN9q/U/8KhcS3Nw5hx7FaDDoVKeGuZ6QsyzjkrrNaBncLYtfD47HYHFQ2mmkwWTt5PVwyMJbpGVEoJAl1e01VrQFCheSTCrh8sLuc221nJfP8smy6Yl5r8GTdkSrWXeZP6N4vARimPMAm5a2g1kPmBlAoYfYS2P89F9pD+HK5hspGC8naOlLth5n8XTN2WWJ/Gfg3rOTZOzsYSJXsgs8uhOYqGHi9K9BQkwfzzxVeEbFDYeB1wrfhBNIPn20+5hZoUCkkHpmS2rmhX2ulg084xAzsvN+DBw8ePPxtWZm10hloQJYZXVeAl2wHYxnavd8ROukxAIK8g9CqtJhtYvLNarcyf9N8+sf2Z3C3wc5Ag91hx+awoT1J0tXivYudlRJ9o/syusfo0752XQfpV63a/Zw2h80ZaACobqwm2BBMv5h+7C7cjY/Oh8EJg0/7vB2J8Ivg6mFX02Jpwc/Lj182VqAwGUltrqZBqSEyZQIetwYPHs5AOgw1ju0vJ753OFpvjTPQANBcb8Lc5JrAriluIK5XOCqNGPsYDr0KmjkgqZAcFgw+nc2fJUkiZWgcjTXNKJQKN6mkttzeroKugboozo65GbvDSkmdjfoWq9NAuY0YQxqR3j2QkFBIrnOrFBp8NK6ARpyP+0RvSsAI9tes7OK2SBw1imq3ypZ8MkPOxaLe3v7HoEBJvE9fAD67ehCL95Tgq7egUS7HZG9EKamRZdhRsQQkkcz1S95SXppxudu5ssoauPyjrVQazVw8IMYZaCipa2HW3M3kVzfTL9afOUMTmJAWhlbV+d628dX2ArdAg1IBj05N69QuvPXeh/vpSO9inOrh9yGF9IHg3lCXK8ygNb7gn/hfq2g4GS+++CLjx4/H29ubn376ifnz5/P222//1ZfVJQsXLsRgMJCcnExOTg633347w4YN+1sEGuCfFGzI3wD7vj7+fotrsg3/GBF4eH8s31qG8Lb9XLDD9p+zWby7hE+vHkRI3R74fAaY6oQW98Snu+63pc4VaAA4/MupBRvsNqg7JkyZNXroMRF6z4CDi8EQCpe4lwzh5Q8pUyBriVjv12ouOvVVmPyiS9rI0iT+GELFusMOuatFNm3soJNfV9u5vPzFckA8VB127TtZ4MWDBw9/CfdPSuHyD7c61zfnVXPO6+sZ0yOE0d2DWXNYmJpN6xvJroJa8loDENEBXs5AA4DJ6l4dEN2atdLGF1sLWLqvlL4x/tw5rrtbFsm6I5Xc9NkOmix2ekX58dwF6fTsUNaqkCRu+3I3Kw6V46NTMf+qgWR0MGJr+xC12R0889MhNuRUM6p7CPdNTDlu1sqQxCAuHRTL+iOVFNWasLd++NscruI+s81BZb2RULcjJVER1ubHoPODzDnEASvL76dw+1ISKSF3SQx2+d/Oo+oqS6CpGtobbv5whwg0AGx9T/gvBCXChtedptQUbBR/EkbBlYvdrqS2ycKvhytJCPZ2k7dSSPCfW4aRFunX5W/34MGDBw//PMrqy9hf0s77R5IwS0oRbABkm2uyzVvrzcz+M/li2xdOXwar3crmo5sx5K4lddg1VNlsLNy9kBZrC72jenNWylldntfusLtJMh2tPspoRp/0eh2yg4aWBvQaPRqVhqiAKNIi08gqy8JL7cW5fc51a69SqEgJTyGrLAuA1EgRcB/VfRQjkkagUCicv8Nis+CtFVIbsixTUFOASqEiKuDUJHG1Kq0zwGLzjeCIqZED3iEAXOblefd68HAmEpMaxqH1+c71ptoWDqw9ik+wHv9wA3VlQiItMMoXc5OV5lapH7VWhVLlmjj1qd1ASt1qGg0Z+Bq3oB/nLrdaVVhHdXEDej8d0T1CkNqNRYzVzezbVMDneZVY9Gpum9ST3lHuzwwJiTu/PsCSvaV4a5R8eOUABncLcmujbJV1k2WZrNq1lLfkEayLJS1wzHEneQO0kcT79KO8+SgmewMyYgwn4xr7OLDTbHf3f/CtLiY9dJozkOGtVXHJQCG5tL+6gKPGHdhlK/tqfnEL6FQ3GymuayGq3Rjl4UX7qWwN7Hy5rZDLB8eRFunHh+uPOmV2dxXUsatgF/1j/fnuxmFu11LfYmVNdgXRAXoi/Fz9ShJ8fd1Q+sd5/HL+CiRJAQHJf/VldMnWrVudHgjdunXj9ddf55prrvmrL6tLjEYj9913HwUFBQQHBzNu3Dheeumlv/qy/jD+OcGG3A5RXZ9IiBsGBxeKifYJHYIF4b1h4DVUrXc3Hs0qM/Ly8myeaXpGBBoANr8Fg28Qetwd0fm5G33GDT3hZcqyTIPRiN83F0LhFjCEw+wfISAOLpgLF5zg4JmfCK8Jnb/Q9W6jLdBwdC18cYmQQBp4HUx+Qch5tBmZnvUIjLjrhNfXiTH/guKdYgJtyC2igsKDBw9nHCOSQ7h3Yg9eWX4YSZKcplmrsyv58bbhXDrYhJ+XmoEJgdQ1W3h1xREazTZuHpPk1s/1o7pxz7d7sTtk5gyLx0vjCkRsz6/hge+FrNq6I1WE+urcKgyeXHIQo1lMcuwtqufyD7ew6YGz3CoU9pfUs+KQ8Fswmmx8uP4oGbMCqG+x8snGfNQqBVcOEed96ZfDfNg6iMgqM6KQ4L5JPVl3pJJlB8oYnxrGqO6hvLriMK+uOOL2O/rG+JMcauCbHS5DtaRQAyn9h8HO9ubMspAiQjyfj1Y1EeStxU+vxteYR5riGABp5BGjqKLQIT7Mg1QmUW3RxrFNULrbtS4pRMUEdB2kPforLH8Uxj8OQKPZxvlvbyC/uhlJgldn9uX6kd04VGbkgowoZ6DhaFUTh0obyIwLINTXk2vpwYMHD/9UCmoL3Nb1aj2WpNHIOauQlGo0/d2934IMQWTEZrA1f6vb9qbGSiy7vmGLTyQtViFJsq94H/1i+hHo3aHyGlAqlIT7hjv9IaL8TzyhL8syzZZmftr/E0V1RXipvbig3wUEeAcwvud4xvc8vkbyhNQJpEWkoVaqCfcLd25vCzSU1JWwaM8iLDYLaRFpjE8dz7KDy5wBioHxAxmaeOKxWUcGJQyipK6EJksT6VHpBBtOLpXiwYOH/z6GAC9i0sIoOiSkf+TWBCNjVTMpw+IIifVHoVTgG+yNzWpHrVVhs9qJSApyCxgw9B58vpuFT9NuyLgWWgONAE11LRzdLTwtGyqbUGuUhCe6AgWFB8v54Eg5qytEYGPbh1vYeP9Y9BrXNFxuZSNL9oo+mix23l+bx+BuQTSabczflA/AlUPiMWhVHKnfTE6DeEYbrVU4kEkPGsemvGpWHCpmZHIIo7pHkFu/lYO17ooefppQ/DThFDTudW7Tq/yJNfSmtvRXirVW9MZqMld/indmIMSMFVJHtjo0Ch0apRcme6Nbn/VNavy8RaW1yazGV+f6XXuL6tjeriJeAnxaK9Z9dJ2nIXcU1PHgwn08db7wljNZ7Vz47kaOtN67Fy5M5+bRiewrbmBqnwhnoKGgppn9xfX0i/V3C0h4+Gfy9dcnSDA/w7jiiiu44oor/urL+NP45wQb4obCupcBWehXX/w5RGWA471W88wusmEnPkOI+T9oN1kwo3FuFpm97dtLwuizKyQJrvxBmJfq/ISnwXGoabJww3vLuLn2eXoqCghAibqxDN4ZCg6bmHQ6kcGzQgndRh9//6onRaABYOv7MPBaV6ABYM9Xpx9siOwHdx8RZtFqz8Pdg4czmZtGJzGuZxhP/HCA9TnCpFipkJgzbxsTe4Xz+DRRiuqv1/DYtM5lqQDTM6IZlhRMi8VOfAdj6JJ2xssApXUtbuvtKyQAqhotNJlt+Otdz9cggxa1UsLaavwV3jphfu387WzNrwFg57Fa3r8ik33F9W797SioY012BbPnbQPgs80FXDM8np/2l3f6HXaHzN0TerAxt5riuhbC/XS8elFfFmwroluf5xj2yxRAFu8HQzjG14Zgrq/gDdMMlqvHMG/OAAYMuh7T4VXoJCvL7RkUOlyDixXq0TzVXmaiqoOEU8+p4NvqNzHibuGpkLMSzO2yiza+IYLACiWHShvIr25GiwW7rGBlVgWvX9LPrcs9hXVc9P4mTFYHwQYNP9w6XHx0H10rgsLJ4yGs679XDx48ePDw9yLSLxIJCRkZCYnJvScTHRCN3P8ikKQuJT2GJg7FZrexq2A7sqTA32oiqaVWSMd2QOqoUdKO8/udz/7i/aiVatIij//eMVlNfLvzW6oaq5zbWqwtfLH9CxwOB4O7DWZQwvErryVJIiYw5rj7N+VtwmITshsHSg+QEZvhDDQAHCo7dNrBhmBDMNcMvwabw4b6BHKHHjx4+OsJ7xaIX4g3hQfLqa9wKVnkbC/CP8yH+HQRpFSplcT2Cuu6k7QLIW4EmOoh2N1PzmpyN3S2tLg/KxVKBaUtrjZ1LVbqmq1uwQY/Lw1alQJzayJYmwzQTZ/vZO2RSkBUpH961SDqzGVu/deaSth6tJpLPhBKGh+uL+DBqUEkxR2kI3bZTkrACKpNBTTZ6tAqvckInkJh4z6iDWmkf3wuSmsLEhJNMRlsKfqQZlsdMg6UkpoBoeeR4NuP0mbXmMZX7/q9/RObncEEgLzKpnY1FDC6ewixrRXx149MJL+6iVVZFTS0u4efby3goXNS8dIoyalodAYaAH45WM4Hl2e6/aassgYueGcjTRY7/l5qFt8ynNhAPdvya9hxrJbhycH08lR+e/Dwl/DPCTYkjYMrFkHRNkgaLzL/Lc3C68AnTBjh2Myg7qAPGj8A86ZdzvVgg4bbz0qGte2zWGSoPOSaOOqIPhCG3d5p866CWp5ZmoVGpeDxc9NYdqCMKTXzGaXa697Q3lrm/MvD0H/2KRuIulF5GIpdvwOVTkTlDeHQ2PrSOt4Hs80MK58QckkZV4hJsvYoFKDwBBo8eDiTcThkluwr4Z5v9mK2OVApJGIC9RytaqLCaOaTTccYmhjExF7HeY61I+w4GfNjU0JJi/TlQEkDoT5aLhrgPgHw7PR0rvtkO0WtQYjz+0W5BRoAovy9eHlmX15ZfphAbw03jxGahbsKXZkxuwrrALhscCzrc1wTFFN6h7NwV7Fbfx+uz2d4UjDFHQIf43qGsnRfKcOTgxmUEMjQpCCmv7XRGTB5Mf0FLgwrg4QRHF30FAkNB/EBnle/Tz9zf95ancPHc87ipdRvWbv7EIflaAL1GmpafRQSwzuU9SZPEBV1xhLhuTP2Ydc+nS/M+BisJuGDUyeqJfCNEkFkICHYm1t0P3On/CktaNng9RI40qHqiHivRWfyy0HJKXNV1WhhY041F/geEpJ/yPDr83DDOiHd5MGDBw8e/tZEB0RzQcYFlNSVEBMYQ4RfBDa7DbPNjLfW+7jGz1EBUews3EnvxgoyG0uRtb5o+pyPvjTLrV1Ncw0B3l1LWGhVWvrH9e+0vaKhgl+P/IokSYzuPprC2kK3QEMbdoeogtyUt4neUb3Ra/Sd2pyM+pZ6SupKnOsKSYFOrcNX50uDSQT2lVLX+uB2h51NeZuoaqyiZ3hPeoT3cNsvSZIn0ODBwxmOLMvUlRnJ21WCozWJSeutxtxkxWa2U1VQh0+QnuDoU5iMNoSJPx3wDfHGO8CLptoWVBolIR1kfeJ6h3NuYS2H9xTjkGFSr3Ai/NzHUSE+Wt64pB/P/ZyFr07N7WeJqvL2Hnq7C+oAiPfpS3lLjnN7lHcPPttZ0q43iU82FfNSYgCN1hq384R5JVLalE2QLpYk7WBCvRLYULaAZptI3kqY+Sq9CgogdjhbtcU02VzH22UrR+o2MzTiYmK90yloEvNVWqUei0PIIfnr3KWfRiQHExPgRWFtCz5aFfdOTHHu89IoefWiflhsDia+ttYp3xts0KJtlbCKCdTjrVHSZBHvA2+tEodDJr+6ie3HaukV5cfqrArn/roWK2uPVJIUYmDW3M04ZNCsULDkluF0D/sN82cePHj4Xfxzgg0gsv7bMv+PbYQFF4ks0p7ToHCrmHQffBNMfMZ5yNT0CHYX1LEtO5+LgnK5JDMaZdb7ojrCiSS0uU+T6z7d4dSwu+vrPczIjEaNxb2Rdyg0idI/VNrOFRQ2M9QcFT4TGm+wWeDX56A6BzLnuH7v4Z/A0S7S3ucSMeGl83UFG8r3Q00+BMa7n2PdS7DpTbGcuwrGPyG2aQxwwYcQM+C0f7sHDx7+e8iyzA2f7eCXg64Mf5tDJinU280cui2jpiOVRjMPL9pPhdHELWOTGJvSdeaPQati4U3DKKhpIsLPC2+teE4W17XwxsojKBQS3980lBarnYYWG72iuvZ4+WFPCXlVTeRVNXHPN3v5cPYAJqSFO0uMJ6aJLKSJvSJ4cUY693+3D5tD5uONx7h6eAL/2e366JaB6RlRpEb60mS20S3Em4QQA0fKjTz+w0Hn+V6Z2cetMuOtfRKDBl5ATLdU6hr/5dyuwIECBwdKxIf5v2aOYlRGL5Q4iA3x4c1VOWiUEred1UHH0jcCbtwAZXshNFU8f7+ZDTmrIGEEnP0ULJghAg2+USJzqtsoYR4d2I1grcxd0mdIyBgwMSH/eXjmHrCKD3yLQo8xaYHzdCqFJPwwDqxvvQuAtUlUOHiCDR48ePDwjyA6IJroAGHIWVZfxsLdCzHbzHQL7kalsRKj2UivyF6M6znOeUxiSCL94/qTW5FLXXQGaVG9yKkrdZqcttFsaT7t61myb4lzov+n/T+RGZfZqY1eo3f2rZSUKDrokdsdduqa6/DR+aBRaXA4HGzN30p1UzWpEakkBAtJ1/yqfOyt/hQA3UO74631RqfWOa+hrqWOqsaqTlJIuwp3sf2YMEw9Vn2MkIYStPsWISlUaIdeizIsBQ8ePJzZ5O0qoabY3Y/Ay6DF3OSaE5HtXY99bBYb+fvKsDRbCU8KIjCi6zGLQqkgZWgc5iYLGp0KZWsVt8VkpSS7Chm4aloaU8Z3p7bZQq9Ivy6ryn7cW0pupRiT3fn1HhZcM5iJvcKdcq8TeomxT6g+gf5BU9lZ/SMyDvIb9zCk2wQ+3ijTprwR6m8m3CsdH00wVrsJb3Ug3mp/TDYj+2pWAFDUdJD+wVOdgQaAo+p6ggZfSYR3Mi3HXu10jQ0WUWXRJ2QCUYaeOGQ7vpoQDtdvAqC73xC39kEGLUtuHcGBknoSQwwEG7T839e7WX6onMy4AJ48txfXfLKdvKomwny1JIYYGJIYRH51E91CDPhoVVja/f1syq0m/YlfaDSLSgiVAia1S5JTSJAW4cvaI1W0WfJZbA52FtR6gg0ePPwFnHawoaWlhR07dhAYGEhqaqrbPpPJxNdff/2/oTu19kWXXMWhdiacm9+GzKsgWEwUSZLEIxPioeAqOHYIjrXrI7IflOwCZPjPzaJaIjhZTPhveQeaKmHANcJEuQMOq4W6xmZAvJBqGk1clBnD6/k3UZx9mAhHOT/EPcBPjkH0k37mOu1KpNH3gt3iqr4w1cNHk6DigMiYvepnIde07kWx//DPcOtO8IuC8HT3C+jVav7gHeJu8Px6Hxj3OAy/w7Wtrp1vhcMmdMQdVmiuhh//T2TKevDg4Ywlv7rZLdAArfJJQxOobbKys6CWsSlhTO7ddVXDYz8c4OcDIih542c72frgOPy8us7o06gUJIW6f9BdO387B0vF8/ZIuZFvbjixZMGmPFfwdnPr8msX9+Oc3hGolArG9XRZOO8rqneaPOdVNRHqq6NfrD+7WjOAVAqIC/Jmb3E9SDCpdwQRfl4sbheQaLbYUSkVBKvNVFmF9NFROYIpnxzFIh8jVbqM16UXCcTIc7aLacBAYGuGlCRJDC94B9a/Aj4RPHPpNxDm/m50og90BYB3fQYHForlrCWQu1oEAwAaiqG5BvJWw+pnIP0iGHILktobLEbRprECbK5qjZtNN7B8r5icSQox8MR5aaRG+oJpDGx8HWQHaH09wWEPHjx4OE3+LmOfbce2YW41hc6rynNu31+yn/TodEJ9XO/WId2GUFhTSGFdEYV1Lm+jMN8wyhvE98Tq7NWE+YYR6hOKw+Fgd9FuGs2N9I7qTYC+c8WDQ3bQaHZJYjRbmkkJT6Gotoissizssp1o/2iUCiW1zbUoJAUD4t3fWVa7lW92fEOFsQK9Rs+M/jM4UnGEzUeFhEhuZS5XDL4Cf70/IT5CV10pO9DbraSECfkTL417NfZnWz5jUMIghnRzTZQ1tLgmKGVk1Lu+ApsZGTBvnY9+6jN48ODhzMVisnYKNACExgdgtzkwVjfjG+JN0HGqGgoPVlBbIr6583aW4HOWHnUXPgMACoWEl4/WbVvu9mIaa8V3enO9ibSRCcQEHr9Ca/NR19hny9EaZFnmuenpjOsZhgyc3dOV6FVvLXeaPbfY6smIa+bqUV4s2tlARKCZi4eX460JwNgsqsYi9Eno1f7sqVrm7MMh25zySHbZFXzZVbWEnZUA7sFlALvskjuqMRdzuG4jWqWeAaHT8dd2nYjm56VmaKII5v6wt4TvWyvQV2dXcvara2lurUoobzDT0GJjY241r608wnl9orh+ZDcMWhW1rVXj9S1WZwU3gM0BP7QmosUH6Xl8Wi/6xQbgkGXeWCVhc8h4qZVkxnX2FvLgwcOfT9fW9cfh8OHD9OzZk5EjR9K7d29GjRpFaWmpc399fT1z5sz5wy/yT6GdsQ/tM2Ykpcu0s43yA0ImqSPtn8F2s8hYBVj2ACx/ROhtfzxFBB86oDj4PfcpFyDhQIOVm+KK+XxLAT1T+xD1SBZ75uRwx+E0fj7SyDNVw/km6l5YeD08Fwfb5opOspaKQAMIaY7dC0QWbBs2EzS0TqgljoHJL4K6VWN91ZNgbYFpb4jJr/aVGmueFf/d9LYwlPYOAW3riziin/v9qjwET4bC0ns73x8PHjycEQR6azBoXf/G0yJ9WXDNIIYmBfPtjUPJeWoyc6/MdDNqbk9tk+sZZrY5aLbYumx3PPKqXJMLeZVNJ2gpGN3DNeFhsjmY+e4mGlqsTOodwfjUMCRJotFsY39xvZtvhFopkRDszcKbhvHU+b24dFAsn1w9iJeXH2behnw+21zAnFY/h2l9I1G1mr+F+mjZW1TPe9PCCZNcJcv1FmixOthhiWOW4UOuDPuOBlnPDOUarh0eKxrVHBUBXtkODUWw6t/uP6ZoBxz+pfN7oEOGqDPQ0EZbIMFuhl2fwMfnwPnvQnhviBvWqQLtV0cf53Jds4Whex+GJ4Jh0c0i0CAphDdEF8FvDx48ePDQNX+nsc+JpIg6SgLVNtVSYazo1K59dYNDdlBpFJmuG3I3sPbIWnYW7OSbHd9g7cLjIa8yD4fsmigK9w1nb9FeYoNiuWXMLcwaMIviumKO1RyjwdRApH8kq7JW8e7ad9lZsBOA/Op853U1W5rZX7yf+mZXZq5DdmA0iQnCSP9Izus+iktr87i4Kouw7Z8iW02c1eMs4gLj3CSUtuZvxSE72FO0h8V7FqNWqtGpdCDLJGu9UbRmDJeqvflCF8Qbq95gxaEVnao9PHjwcGagVClRql3jGi8fDT0Gx+IXaiBlaByZU1LoMTgWxXHGPlaLqypKdsjYbPYu2x0PU6Ol3bL5pO1HdRdzUw8pP2C/ZgbSh0NRNFcwIS2ciWnhKBQSTa1jH4XsmjyXkDCoA3l44lksvDWJpy8MZFTs+eTWbyOvYTvHGvewufxbAKK8e6JoTXTVKPTUWcrpFTTO7Trssg0HNhzY8VL6EKiNdu7r5iuk8Uy2RrLr1iPjwGRv5FAHI+r9xfWsPFSOucM96/i4bLa472+xinWbXebbnUVc+O5Gnr8gnV6RvmTGBZAUajju/aswmvnlYBnJDy3lli92YXfISBJcN7LbCY/z4MHDn8dpBRvuu+8+evXqRUVFBdnZ2fj4+DBs2DAKCgr+rOv785jwNKSdDzGDYNpbIvNfqRVSRP+5RehgtxGYIMyd22FHSWH8+chtskb6YIgdKrJRc1a6GtYXQnNnLVIkBdeofmK39nq2am7kw1xfHl18gBs/38mI51fx+qpctwdy/r4NoqpAdojKAhAVC+3xixaeDqrWjJ3YoSLDdtPbsOJxETRpm9Aq3AKLbwWdP1zxHwjr5erHNwIOLBJBk+ylsPE1mPIyRA+E0lbfh7aghd0qJsO2vgcFW0521z148PAX4Oel5uM5A5iYFs7sofF8ff0QBhkqoFIYfCkUxzd5BLh1bLIzWDF7aLwwHT4NrhwS71y+fEjcSdu/cGE6PcNFdYTdIbM1v4b317kCqSV1LYx76VemvLGeeRvyuWdCD2ZmRvPhlQOcH5SXDorjqfN7MzQxmCMVRuexuZUi8DGmRyj/uXkYQQYNFUYzr608wnU/N3HF6HbPwnbEBur52udVXta8ywvq97mx/jWxQ6lxD8Cq292bLe/D3LFCHmnBDKjOFVV1BxeLaoUek91Pog+GoGTod4V7nwDNlSJQcMN6uPhz4bsjKYScXe+LGBztyqgaFGqDPQtEBVpDa0aq7IBtH5zs1nvw4MGDh3b8ncY+wxKH0SOsBxF+EYzrOY5w33CUkhKNUsPKrJVu3gm+Xr54qTu/66MCopyT9FqVluiAaExWE0erjjrbNFua3SoYjkeFsYLVh1fz0/6f+GjjR2zK24TcLpMrpyLHKYO0Pmc9DtmBQes+aeSj8yEtMs0ZLAnzDSPMN4zdhbtZn7Me76octJYmHMD+FiOb9y1BqVByfr/zCfcLd/aj1+g5Vn2M1dmryavKY0fBDkYkD+cqycboYxvBYaNO58eSwESMChV22c7+kv0U1hbiwYOHMw+lSkH3wbEERPgQGh9AyrB41DoVzQ1CMrUrKaP2RCYFOYMVwbF+eBm0J2zfkdAEV3VXaPzJM+ufPq83711UQvxFPckaNgVHyTZY97Rzf4XRxITX1jLlzfXM+aCCMPVYYgy9GRB6Pn6tVQWxPr1JDz6bUK8EGq2u53mTrRaHbCfYK5YRkZejVRiwOJrJqd/MwZrVdPfruuLcS+WLRunVrp86ABSSEqndNKJScgWrv95eyNS31nP1J9u57MMtHKtu4q01OSzZW8I5vSOYmu5eRe/vpaZbiDcz+kej7DAerTfZ8NdrWHLrCD6eMxCtSolCAr1GydT0CDJi/Z1tU8J9+HxLAVa7TGm9CRkR3Ph08zE8ePDw13BaMkobN25kxYoVBAcHExwczA8//MBNN93EiBEjWL16Nd7e3ifv5EzBO0gYcoLwW1hyh5g0t5shb5XI6J/zExhCwDsYZi+FPV+A1gerNpArt8ezcbWVfrpneHWUirj+E0BrgPdGQq3rg5v4EcKEuSOp58GR5fgd+YXCiAkcOeR6SBfWtDC4bimJUg9y5UgCVBam+x+BtoRbr0DhMVFXAGc9CvnrRdCk32UgSXDbTmgoFRmwvzwkAgEgNMLbs+8bqDgkdMQv/EgYUDts0Odi2Pe1e9vSvVC0VSzbzeAb6f47oYOPhQcPHs4kMuMDyWz72F31b1j7glge+xCMvOeExw5JDGLbg+NostgIbvvYNtXDyiehsRyG3Q7RnXWX23hgck+m9olE2eYjcBJ+3FvKoTKj27b2n5+L95RQ1jpYKKhpxs9LzfMX9uF4XDIwlldXiADyxQNindsrGs1Ut8s8qm6yMDjGm0U3D6Ou2UJpvYmXlx8m2KDl0Sk94d01rk5zV4n/+kXBlFdg3cvgFyM8bdrY+5VrOW8NzD0LWlof5FNfg0u+gC3viQCyPhAu+hSiWg01086DL2eJCrU2TK3Zm5vebpXwAyyNkD6D96aO5attBSiVCmYG5cHnXdwI7+AuNnr4X2P06NH07duXV199tcv9kiSxcOFCzjvvvFPqb82aNYwZM4ba2lr8/f3/sOs8HU72m/7q/jz8c/k7jX10ah2Tek0CwGKzsCZ7DXbZjt1up6i2iMW7FzG7/wwUXn5oVVpm9J/B/pL9qJVqtCoth8sPs6tgFyqFioGxA+kV1Qu9Rs+CbQuoaXYZiYb7huOn6yxN0i24G2mRaeRU5BDqE+o2UW80GZ0VCSDMnA06AzVNol+dSkeFsYKaphpGJI2goKaAMN8w0qPTUUgKZg+ZTYOpgRCfEDbnbXb6LRxSqpmJxBafSA56B0NtEYd3fsvlgy9nQuoE1h5Zi81ho2d4Tw6WHnS73paGcpRlYptJlmn2CsTbYaVJqXG2kTjxhKUHDx7+Ogz+XiRlisz8kiNVFGeJSqyI5CCiU0JPdCiGQD19xydjtzlQtyZc2W0OirIqsLbYCOsWiE/Q8avFonqEEBDugwx4dzCE7ooK0xEs/nVAIEU+gfhXFZLQ7vny074yilplmUrqTezNC+CaEf2P21+sTzqHatcCEGPohaI1SGxxmDA7XMFgq8OEXu3PiIjLMdubsdhbyKpbi1qho3fQONaXuvzgKlvyAdAovegTPJHDdRvQKg30ChzjbLNwV7EzYXZbfi3T39lIdWuF/CNTzLxxSQbDkgp4/IeDGHQq3p6VwYDW8en0jGiunr/NreKhtlkc++nmY+w4JsZQzRY7k3pFMDYllG+2F+KQITnMwKy5nRNfg7w1nbZ58PBX8Nhjj7Fo0SJ27979p57nTBoDndbscEtLCyqV6xBJknjnnXe45ZZbGDVqFAsWLDjB0WcwFqOYQG9P9RF4qQdMe11M4of3gvCnANiZV83GYqENajQ7UG1+E3Y+D/0ud5cxihkEl30HinYZqmX7YMHFwpR55L1wwQeE2RwkvrbWaQqkxsqz6rmY0XBYjiZOKicg6RKoBBx26DEJPjwbkIWR6A3rxUQViBBuVY7IdlVpoHiH69wttRDS010Sqnw/FG4TGa8B8ZB0FiyYKYIOSOIcAfHQazpsedd1nzoGGrS+EH38F54HDx7OIDa97Vre/I4r2OCwC9P5LqQWvDRKvDStkgNVR+CH2+HYBrF+9Ff4v0OiMuw49IrqWhO1K9rKaNtICPLmupHdnOsxAe7XdyINVIA7xnVnbEoov2ZXsvloNVd9vJWrh3cj2t+LUGqpQARiQ6klKfs9vKY+zzc7CnE4ZNbdOwZdq9kbCSOFjwJA7GDXCfrPhv6zabHY0akVrqFBeG8oFhMe6ENEdUIb+RvEcYOuF386knSWqDxrLHNtW3QzhPUUQQ03JLw0SmYPS2hdj4PBN4uAcmA3qC8Qknr1xVC2X7zPPPxh2B0yW4/WUGE0EeqjY2BCYKfsrP8mpaWlBAR01kv/J/H999+jVruSOOLj47njjju44447/rqL8vA/yd917GO1W7E53CURm0wNtCy8E03mZai7jyXQO5CRySMBKG8oZ+0RMXFlc9jYU7yHA2UHSItIcwYEAEJ9Qrkw40IU7cY+NU01LNq9CKPZSP/Y/tw46kZkWebzrZ+7VVO0xyE7iPSLxKA1YLPbSApN4qttXyEjo9fouXTgpXhrXd8cjY2VaBVKVAoVZQ2u92aT3cqx8F4Ut5MyrG2upay+jH3F+zBoDSSGJLJo9yI3M2kfrQ/dI1JBqSFfpWOVfxx2SUFCSy0WhZlqlY5EazMxgR3fxx48eDgTKc+rcVtuCzbIsozDLqNUdRb8UCgVTpklU5OF/L2lGKuEP1p9ZRN9xiWh0ig7HdeG/hSCDG20900AsAd3h8H/cq7HdhjrRJ9k7JPkN4gQXTwVLUepajnG5vJvSfDJwKDuXGVR1pxDVEhPihr3Y5dtjIm6GpVCTNKHeMVR1pwDQKDWpaoRY0gjxpCG3WFFIbnekakRvk7vPX+92hloANhytJqrhiVw8YBYt+SvNoZ0CyLQW0OzxeVJ98QPB/hyWyFJIe5jTIUEOrWSy9tVz988OpGvdxQR7e9FhdFMcV0LlUYzewrr6BPjf8L75eHMZ/bs2cyfPx8AtVpNbGwsV1xxBf/617/cvtP+6XQcA/2VnNbfSkpKCtu3b6dnz55u2998800Apk2b9sdd2X+TgHhhCr39I/ftsh1+fU4EG9oR5qtDpRCmM4+r5hNlzqHWZODNlcU4FLO5UbGQUKleVC+oWrOAS/fC1vfh2EaXrMWap6HfpWjUer5RP85CVSgoNbxnPhuHpECPmb5SrmhrbhCBi6NrYfs8nIYRDcVQukd4MgDMHeea3Oo9U2THtq1DZ++JoCT44mKX1NPuz1oDDYhz6PxhxicQ2UdId3w7B8zuGceAaNeGpQkUahHs8ODBw5lHYIIINIKYjAYo2g6fz4CWGhj+fzDu0a6PLdwm/APaB2hN9dBSd8Jgw+lwQUY0S/aWsDmvhoEJgXw8ZwB6jet1dU56BGUNqWzOq2ZU9xCnzumJqDSaeWn5Yef6r4crefOSDOqVAWAHHWbe0ryGn2oot3y9myWthmOrNm9n3jXDwSdcVCIsexB2fgIHF4nlCSIIfd+3e/lqeyGRfjo+uXqQkHOa9JyQt2uuFrJJX84Sz2yA5LNPfMGrnnIPNADUHRV/IjOg2xhR3dDrAhGY6MjEp0XFSUs1vN1qetlUAaufhkv+NyfHzkR+3l/K4z8cpLTeVYES4afj0ampTOzVteH6n014eBfVlP8wAgM9ZoAe/hj+rmMfb603GbEZTi8EgIzGMpBlLPv+g7r7WLf2eo0epUKJ3SEm5M02M2abma35W5GQnPJHSaFJqJTife2oK8aa9QsbrBYaWiePth/bTmpEqlugQCEp3Lwc2jBZTZzb51wKaws5UHLAeY5mSzNlDWUkhiQCsHzr5xwwVoIsM9IvjOSINIpqXabWq1AI6cFWfHW+/LjvR5osIsnrYOlBt0CDWqlmUq9J+PpFYB99O3sP/ELb3qNeAVxacQC9wwZaH+cxss0MkgJJeWYM8D148OCO1luDrfU5pG3Ndm+qN3F4cwE2i52whABie3X9/dRUbyJrQz4OezvPGrsDq8V2wmDD6RDpnUJx4yEqTfkEaCOIG3sbKFzSTWNSQnlyWhq/HqliWGIQE9NO/q1ndZjIqlvnXK9sOUr/4GkoUOLA9cxTSkr2Vi+jsFGMDfMadjA0/CK8VL5khEzlUM1ajhl3U2HKY2/1ctKDxgOwv3olR4070Sq9GRx2Ib6aUO6flEKIj5ayBhMXZkRz04KdFNSIAM2YHieuJnl7TY6zeqONojqT+FNjYEyPEHYcq2VCWjhnp3b+/fdMSGH20ARaLDZGvrgGgLoWKy/+ks2nVw866f3ycBo47HBsHTSWgiEC4kaA4o/5t3AiJk6cyLx58zCbzSxdupSbb74ZtVrNAw884NbOYrGg0fyz5iLbfvOZNAY6Lc+G888/ny+++KLLfW+++SaXXHLJ/65R1pRX4O4cuG2Pu+yRT2SnpvHB3rw5K4MxPUKI9hMflddb7uRD+2TmWc/mGsvdNI95AobcJA4wNcAn02DXp1CT6+pIUgq97z1fElizk6tVP3O1tJilExpwTH1D7APhJdFnFnw0ET6/ELJ/dPWh84PQ1gFQS617YGH/tzD0Vpj9Ixi6eLgHJIiM5vaeEm0yHc71Olj/klhOHg+xQ1z7NAbQ+ApZpymviG0b34Cno4SR9eFlnc/pwYOHv56LF0CfS6DvZTBDZAiw6t8i0ACw/mWRBd8VWT90rgRLm97ZQ6YdFUYT/9ldTHZZF4HKVmRZJq+ykdomC14aJRdkRJMY4o1eo6TJ3NmU7erhCXxwRSaXDT65BwTA/uIGt3W7Q8g1tXVtQkuO7xAYdR8bc6ud7TaUK+HD8SKIqvaC0t3CCwFg05uw5C72FdXz1XYhB1FSb+KZpa1BXZUWRt4NE5+ByL5wzUqY8ipcuQTSZxz/Yu1WYTp9PJoq4YpFcP8x4afTle7s99fDS93Fe6O9zMMJDEI9nB4/7y/lxs92ugUaAMrqTdz42U5+3l96nCN/Pw6Hg3vvvZfAwEDCw8N57LHHnPskSWLRokXO9Y0bN9K3b190Oh2ZmZksWrQISZI6lfHu2LGDzMxM9Ho9Q4cOJTs7+6TXcfjwYSRJIisry237K6+8QmJionN9//79TJo0CYPBQFhYGJdffjlVVV1nNAPU1tZyxRVXEBAQgF6vZ9KkSRw5csStzYYNGxg9ejR6vZ6AgAAmTJhAba0osR89erSzimH06NEcO3aMO++8E0mSkCSJpqYmfH19+fbbb936XLRoEd7e3hiNx39Wefhn8Xce+4xMHsl1I65jzpA5XNpcSd8mUX2n8PLv1NZH58OU3lOID4rHp90kO+AMAgyIG8CAuAFim92KaeXz2HLXInX4nlAqlBwuP+ysanDIDjLjMjm759lOPwiFpCAtMo2ftn9Fxdo3CclZjVer6bRaqSbEIJIMbHabCDQASBJ7agpJj0pnZv+Zna4TRMXC0G5DnYEGAIvd4tbGareyNV9IxyrDU/ENTXbu0yiUaFQ60OjRDpot2h9eRfPXN9H8zc3YCrbjwYOHM4+k/lEEx/gRFO1H8oBWaaXsSmytkj3lR2uPa+RcV2Z0CzQA+IcZ0J1IoqepCvZ9CWV7Tnxh1UegqRKlpGJwpZ1zls5n+PJPUBsrOzW9fEg8c6/IZI6zkvnE1FvKO20rbT7sFmjQKg2k+A+nqsXlQ9Rsq2NdyWdY7SaUkooGa6XzmGPG3eys/BGjpZqjRhGsNtub2F8jKr/VSgU3jErksalp9Iry4/sbh/L0+b357OpBXVYztOfVla7vvI4jm8pGM/NmD2TvoxN44cI+XfoN/mvhPgY8vYLJb6xH2W631x8UEPLQysHv4dV4mD8Gvpsl/vtqvNj+J6PVagkPDycuLo4bb7yRcePGsXjxYmbPns15553HU089RWRkJD169ACgsLCQmTNn4u/vT2BgIOeeey75+fknPIfD4eCZZ54hISEBLy8v+vTp4zZeWLNmDZIksXLlyhOOm5599lnCwsLw8fHh6quvxmQydTrPE088QXR0NFqtlr59+/Lzzz+7tSkqKuKSSy4hMDAQb29vMjMz2bJFyIU99thj9O3bl7lz55KQkIBOJ5Iq2o+BQFR3P/3001x11VX4+PgQGxvL+++/73ae33KfToXTCjY88MADLF269Lj73377bRyOzpkp/zMYQiAwHi79BpLGQ8+pMP39LptO7BXOvDkDibvkFfCLIUt2PTwPy9FsrhEGZtvza9h5MNul0w0iQOAfKzS7DaHsqHZ/AAaHRqHtfyk8UARXL4fbd4uJvBJX9hEabxj9AFz1i8i4BTH5L7XrS906qRQ/HOJHuraH9YL7C0Vm7cIu5Ds6fpyX7YM9rdrj096A3jPE/bliMfyrEO47CsnjhPzK8kcAGazNsOKxLu+dBw8e/mIC4uD8d+G8t1xBgvb/7hVqd6Pj9kRmtGungpmfCM+X41DVaGbqG+u5/cvdTHljHRtz3ScYjSYr5Q0t3PLFLsa+9CtDn13F4t3F3P/9PnIrm1iTXcmzP2V12bfZZsfhcH38W+0O6putLNhSwM0LdvLIf/bzwrIsdhfWcXZaGDq1+yuvvXG0UiGRdvET4BvJyGSXt8FIxV7hj1PdGig2hLlfxPa5mPe4T1geKnMPbDjxjYDMOZAwouv9bShU4N2uWsOrfYaCBKPuPfHx5Qdh75di2VQPEekQmAgJo2D8kyc+1sMpYXfIPP7DQbqaYmzb9vgPB7E7/pxJyPnz5+Pt7c2WLVt4/vnneeKJJ1i+fHmndg0NDUydOpXevXuzc+dOnnzySe67774u+3zwwQd56aWX2L59OyqViquuuuqk19G9e3cyMzP5/HN3k5DPP/+cWbNmAVBXV8fYsWPp168f27dv5+eff6a8vJyZM2cet9/Zs2ezfft2Fi9ezKZNm5BlmcmTJ2O1isnG3bt3c9ZZZ5GamsqmTZtYv349U6dOxW7vHJj8/vvviY6O5oknnqC0tJTS0lK8vb25+OKLmTdvnlvbefPmceGFF+Lj03mS0sM/k7/72Eev0eOn9yNo5E0oo/qgjO6LdviNXbZNCE7gvL7nMa3PNPy8Oksj1jbXIkkS9qpc7AU7kE3iXTjQWEqkw46vzpcx3cfg5+VHXXOd27GB3oGkRqZy0+ibuCjzIuYMnUOwIZi0/PWkNVeT1lzNRGMxgxIGMbP/THy9hP+TUqHE0K4qwk92IEkSkf6RxAW5khEC9AHcMPIGeoT34OeD7oN5AFUH37maphoOlBwAYEyPMfQM70lcUBzn9puO34w38J7xFqqYDGRZxrLjC5AdYLdi2fV1p749ePDw16PxUpPQN5Ju/SLR6kWQQKluN28i4ZRM6oi3v5dbu279IkkaEH18k+mWWvhgAHx3CbzXHw53eIeYjWAshYWz4Y3u8Eos7F0AC69AUXEA8pbDsju77Noh290C3A7ZjsVugl0fwzcX0bDh3xyqXUeNqYgwfZKbeTNAg6XCbb1/yFT0an9CvOLdL9HRhNEqkq+0SvdEpeKmgxw17nLb1mippiuCDVpmDYxleNLJfePCfFyVHH5e7td9x1ndT3hsQU0zC7aKgEmj2UZymA/dgr0ZlBDII1NST3puD6fIwe/h6wtdSi1tNBSL7f+FgEN7vLy8sFhEwsDKlSvJzs5m+fLlLFmyBKvVyoQJE/Dx8WHdunVs2LABg8HAxIkTncd0xTPPPMMnn3zCu+++y4EDB7jzzju57LLL+PXXX93anWjc9PXXX/PYY4/x9NNPs337diIiInj77bfdjn/ttdd46aWXePHFF9m7dy8TJkxg2rRpzuSqxsZGRo0aRXFxMYsXL2bPnj3ce++9bt+cOTk5fPfdd3z//fcn9IJ46aWXyMzMZNeuXdx0003ceOONzuDIb71Pp8Jpi1vl5+ezfPlyLBYLo0aNolevv6H2c0Q6XPbtydsBRGXAnfsZ/fb3LG4NCE9TbMQReRkvLMvirdW5KHCwLKg/yU07QFLAOS9D7wsB+GRTPo+sj+Ie1TRGqg6SNORcvNLOEx2ptBAzUCybupq8kkS1xOAbhVSHUi0m/n78PzFZeOFcV9Nz3xQ63ZYmGHg96HzFsV0RkCCko9a+IDJoa/Jg4XUiwNFzClwwt+vjFCrQ+IC5tTqiC3M4Dx48nKEkjhVm8yDkf/SBwgOm44d02nkgzxN+MD0mQ/ywE3a7Pb+W8gaRKWS1y/xyoJyhieKDc3VWBTd+vgOT1fXSbLHa+WxLgdskbaPZXccU4PWVR3h1xWF8vdTMvSITtVLB7HlbqW3u3PaDdUd599IMYgK9OFLuymbMLm9kUEIgaZG+nNUzjPRofwBenNGHYdI+HPu+4zzlehEcDmrN0j7nZSjc6lYRllS3EYnpzknm7mG/c6JSkjh09mf8tPwXehqamDRqJOQsF4GOvpeCf/SJj9f5iedxmyReZAZMffX3XZMHN7YerelU0dAeGSitN7H1aA1DEoP+8POnp6fz6KNC6iw5OZk333yTlStXMn78eLd2CxYsQJIkPvjgA3Q6HampqRQXF3Pttdd26vOpp55i1KhRANx///2cc845mEwmZ6bM8bj00kt58803efJJEcg6fPgwO3bs4LPPPgNE9ne/fv14+umnncd89NFHxMTEcPjwYbp3dx9AHjlyhMWLF7NhwwaGDh0KiOBFTEwMixYtYsaMGTz//PNkZma6fbinpaV1eX2BgYEolUp8fHzcJKauueYahg4dSmlpKREREVRUVLB06VJWrFhxwt/r4Z/HP2Hso/CLQjf6jlNqG+ITwpyhc/h257duckXhfuFY9i/Buuc7scHLH1rq8HbYOb/bQNSJItB+oOQAOwqEp5yERO/o3vQMF1XaSoWSCD8hQWez2wiwuTKN/awtlCuUHCw9SF9VX/y8/JAkifN6T2HL/h9R42BoxnRn+9E9RhOgD8BkM9Enug86tc4ZQOiIr86XjNgMNuRuoMXaQoOpgeWHlqNUKEkJT2FC2oQuj5MkSVQMto7TJE/1oAcP/zP4huipr2hElmWie4ai8VIjy3KnIIJ/mIGkzGiMNc34hxrw7eAf0InirVCXL5ZlOxz6HrpPFut5q+DLc8HiMmnGZoKtb7gqp0FIaHcgt34bh2p/RSlpGBB6Hhqljk1l3+BbtIchv3wgftOBr8m2XUFuXDr9Q85Fr/LHaHVVSTTaagjQRuGvCSPUqxtBOjGmSA8aj4xMYeM+AHRKAz5q8f3aK/Asqk1FmO2ua26yVOP09wS81b/fK+yhc3ryzE9Z+OjU3D42ibVHqgjQa7igfxSxgSe+5watCo1KgcUmxpSpEb68PLPv774mD+1w2OHn2+G4qVYS/HwHpJz7p0sqybLMypUrWbZsGbfeeiuVlZV4e3szd+5cp3zSZ599hsPhYO7cuc5/0/PmzcPf3581a9Zw9tmdJY3NZjNPP/00K1asYMgQoejSrVs31q9fz3vvveccJ8GJx02vvvoqV199NVdffTUA//73v1mxYoVbdcOLL77Ifffdx8UXXwzAc889x+rVq3n11Vd56623WLBgAZWVlWzbts0pjZSUlOR2vRaLhU8++YSQkBNLSk+ePJmbbhKqO/fddx+vvPIKq1evpkePHnz11VenfZ9OldMKNqxevZopU6bQ0iK01FQqFR999BGXXXbZSY78+/P6TdOJ+vg7GksPk9B7MuNSw/nmtW/wIpIWdEytvYND1/gh6fxEWV11LgQlsi2/FpB4wXYxL9jg2x5DyGysEJrg+kDIuFL8Y9X5CqmSA63RQr9o4fkAkP2TqDL44VYwlgnJjl4XuF+g2guGd4iQ6/xEBQLQ/mVB0jhhWKrWw+JbXO3L94tgw/FQKOGiT0V1g9ZHyIV48ODhzKc6F5be7ZqcLtwq/Gpqj8HQW2DcY86m+VVNfH4shVCfvsyOiact76S2ycJtX+7iSHkjFw+M4Y5xYgIxJdwHrUqBufXjr287g67XVh5xCzS0kRhiIDXCl4835hPio+X2DtksNU0WXm71X6hrtvL8smx8deouAw0AFpuDq+Z3LW2w5WgN+4vr+XTzMab0DueliSGo1N7M0GyEiDKaw2ZypN//kaTWi5LevDXtnpsC/9xFLE+WuaxsFmF+Oh6f1vWkZ5c4HEIyqXQP9JoOvS6gpK6FC7+tocnSjynVm5j45SwkHBDZD4bfcfI+/aJEVd7md8A/7vj+Gx5+MxXG4wcafku70yU9Pd1tvW2yvCPZ2dmkp6e7BQwGDhx40j4jIsRkX0VFBbGxJy57v/jii7n77rvZvHkzgwcP5vPPPycjI4OUlBQA9uzZw+rVqzEYDJ2Ozc3N7RRsOHToECqVikGDXPq6QUFB9OjRg0OHhETZ7t27mTHjBFJkp8DAgQNJS0tj/vz53H///Xz22WfExcUxcuTIkx/s4R+DZ+xzfC7MuJAf9v5AWV0ZCSEJpISlULjvPwRKCjSyA1rq0I65C4fOh2JZxrephkDvQErqSpx9yMgkBidispnYV7wPrVJLr6heKBVKVEoVUuIIyBHZhOWBCVTv+wGzQsW3lTnMzJjJyuyVGE1G+qdOIDXCPXtVpVDRP66/2zaNSkOL1V0THCA2KJZeUb1QK9X8dOAn5/bKxkpSSDnhfdCNuBnLzi9BoUY78IrTvo8ePHj472NusZK/pwy5Nbmpua6F/a1SSqHx7v4N5mYrjbXNqLVKDIGuKgeb1U7ezmKaG8wERfsR07NVtjokVShOtAUUotp9d617yj3Q0EZgEsSPhvXPgj4YxrhXItscFg7WrhHLspmDtb/irfbH4mhGctipDksgqPwoAN4Nlcg42F65sMvfXmsupsFSQb5xN2H6JFIDRqFWaJEAgyoIH00wsT69UbV6RlSbCrB1kJurNhcRoI2g2dqAVqUnPejUJyRlWebdtXnsKhD+CxdkRFNpNHPvd/uobxFjues+24FDFuPIG0YlnqRHCPTW8OYl/Xj311wi/Lx4cHLPkx7j4TQ5tq5zRYMbMjQUinYJo/+US1iyZAkGgwGr1YrD4WDWrFk89thj3HzzzfTu3dvNp2HPnj3k5OR0qlY2mUzk5uaybt06Jk2a5Nz+3nvv0bdvX5qbmzslb1ksFvr16+e27UTjpkOHDnHDDTe4tR8yZAirVwu5sYaGBkpKShg2zD1pc9iwYezZI6TXdu/eTb9+/U7owRAXF3fSQEPHa5UkifDwcOe48WT36fdwWsGGhx9+mPHjx/POO++g0+l46KGHuPfee/9+H9x7v4YDC0XVwvC7QHFqalP3zb5ARPw+vxBeWsV7QKnGn7n2c9gTei5S9ABh4FxxQFQezPqScT178sMe8dEd7auiR8semHeP0O8DqDwMk54VyzPmiSoGSQHzJrtOXJMLr7ab3PruOshdA3aLCDD4x0J9oTDCbjOsrs4V5XttRGWCT5gwi+0/Rxif2sxCyqOpUlQs9Jx68pvQbRRc/+vJ23nw4OGvpSoHqnMgboh4FjiN4YEjv0DdMbG8/hXocwk7mkN44oeDHCxtwNqqW1rWYOLh1tLUN1blsO6IyPZ/dcURxqaEkh7tj9Xu4IohcVQ3WRjdI5RpfVw+OMEGV7msVqVgYEIg0QFe/GtyCj46NfdPSkGjVHTS5VQrJWf2SrRUwRD7UQrVA07pZydJRfSWjrLQ4ZIyamrVa124u5QpB/6Pswz5Tum7haWRPLr9IL7eR3l6agoTfrgNqe2DW60XgQeHjaTC79h8+eWQOPyUrsPJtrmwWphMk70UgpLIqg93XtO5yg0i0ADCELrqMIT3Pnm/vS7oHHT28IcR6nPibP/TbXe6qNXu5eWSJP1uKZf2fbZltpxKn+Hh4YwdO5YFCxYwePBgFixYwI03umRYGhsbmTp1Ks8991ynY9s+zk8XL6/jyLydJtdccw1vvfUW999/P/PmzWPOnDnHl0Xw8I/knzL2OVx+mKyyLEJ8QhiUMAiFdGpjn6npU5FlmR/2/sDcDXPBKwidxpf0pkp6qlRow1P4bsc3lDeUo5AUTO49mYSQBA6UigoDvUaP1W7lux3fUdUkviEqGysZ13McAH6DZmNPHIGMhPea1xhpbsAiKfhO5cWHGz90XseaAz8TW7ANlc2EOnUSsm8kDaYGfHW+TsPqRlMj9S0ub7oQQwi+Xr746nzpF9OPdUfWYbVbMWgNNJobUSlUdA89sXQHgDK0O14THzm1G+3Bg4e/DFOTBZPRjCFQj9VscwYaAOqrmrG0Ji2VH60lKFooNBzbX05zvcnZ1txkJb6P+HYpy6mmvqLJuewfasAnSA/WFhhwMxhLIHE89LncdRHe7Xw0lRqIGwm+MXD2iyLRdNQjwq+zw/yTJClQSCocsg2vxlqCm6qxtVaXV0anUBmdQsqOn4g5sp3i+L4nvRd2WfzWsubDlDUfRq3QYXWIBJlGWzWlzdmoJS1pAWexr3Y5dkR7BSoc2JBxUGsuYUDo+YTrk457nq74ZkcRz/0sJHJ/OVhOfJAes83hDDQAtP3VZJUZOVhaT/+4k5venp3atXG0hz+IxlP0ojvVdr+BMWPG8M4776DRaIiMjESlck1ne3u7V780NjbSv3//TlKvACEhIWg0GjfpobCwMA4ePAjAjz/+SFSUux+lVqt1W/+t46ZT5VTGOh1/8/E40bjxZPfp93BawYb9+/ezceNG5+DwhRde4L333qO6upqgoD9eJuAvoWgHfH8dIIuJH30QZJ5ct9jJ4Z8hd5VzNUJRx8OKz7Fq9kPx0yLQAKJMbu/XnDv9fSL9vTi6Zy1jd92Mz1e17v0d2+C+HjNQ6Id3NGhtj2yDXZ+I5dxV4oXVUAjBPeCqn8WLrC2Y0UZgvEse6d3hwqcBhMb3kJtFEGLvV7D1fRh8E4T0OPV74sGDhzOLvF9FUNRugaAkmLMM4kdA/jpR8RSS4go2AChUXP/pTqo6GKftK3YN2q1295erxeYgp8LItDc30GK1o1ZKncycnzq/F0oF1DZZuWNcMkPb6XnuOFbDF1sLiQ/Sc/2oRNTtdFR9dGpevagvP/+0mBdaHkZbYSaraRDfc7uzjUGrYv5VA8gqNfLU0kM0t07e95LyeUXzDmZlGEubOk8iqLE5Aw25jggesl2FjIKaJis3frmHw144qznQ+rhXOSjVnfo7KbX5rmXZAXUF9IlJIdRHS4XRzCE5jvEIv56vFZN499MKwv038/LMvoT7ncZEdvlBEayIHyYCzx5+FwMTAonw01FWb+qymFgCwv10DEw4+eDoz6RHjx589tlnmM1m50fytm3b/vDzXHrppdx7771ccskl5OXlOUuCATIyMvjuu++Ij493GxQcj549e2Kz2diyZYtTRqm6uprs7GxSU0VwMz09nZUrV/L444+f0vVpNJou/Rwuu+wy7r33Xl5//XUOHjzIlVdeeUr9efjn8E8Y+1Q1VvHT/p+QkcmrykOr0pIRm3HyA1spqCkgryrPuW5SqtnqG0mulz/jGiopbxAmpQ7ZQVZpFlPSp3BR5kVklWWxt2gvS/YtceuvuLaDoXRwIrKpgYBWWZFD+iAaVe7GrEPri5DK92EH7KX7+S6iHzWmBvy9/JmZORO9Rk9Nc43bMT46H6ami0Sqr7d/TUm9SP4K9w3nrJSz8PPy43D5YfYV76NPdB9CfH7foNuDBw9/HcaaZrI3FSA7ZDRealJHxOMX6k19RRMKpQK9j9YZbACQFBI524owd6iabmonodneOwFaJxpr8oRfg7lBeGn2m+N+IRNfE9/7xhIY8S9IdmVWU7wdtr0NfrEw4gFXkiiglFRkhkyj8Min9FvyCkqriaawnhyb5Oo/t+9Ewse9T3dFEwdr1mCT3asRVAotNkfXc0htgQa3bbKZ3TVLkdrZvKoUaiztEtSk07OABYS/QnsKa1oYkxJKlL8XxXXulWc6lYI7v95DuJ+Ol2b0ISbg1KXqcioa2VVYS2ZcIAnBpzYp6+EEGE4xQehU2/0GvL29O0kJHY+MjAy++uorQkND8fX17bJNx75SU1PRarUUFBS4SSadLj179mTLli1ccYWr2nHz5s3OZV9fXyIjI9mwYYPbeTZs2OCsQE9PT2fu3LnU1NScsLrh93Iq9+m3clpPh4aGBoKDXZNBer0eLy8v6uvrT3DU/xh1x3DTIas9Jv7MOwfeHCAqHk6EouvJJnX5HqxqXx6yX8tU87952zYVQsWgeUB8IDMb5hNMbecDy/YJKYz2GMKFjNLx0Lcb/DRViEADQFU2HFoMP9wBCy4CJFGxEJUJZ7Vm5MiymJRqozILovrDxteFh8OOj2H+VFH1YGqAqiOimsODBw9nBJtyq5n25nouem8TORVdlOkC7P9OBBpAVDeU7YbLF8FNW+D2PTD1VSxRg7EbImDC08iB3TCaOksUta9SuGlMIinhPqgUEpcOiiUzPpAtR2tosYrng9UuszHH3Rw6zFfHe5dn8vUNQ9wCDZVGM1d8uJVvdxTx4i+HeWNlh+AoMLl3BK/3PopWFh/NiY3b8cL1AW13OOgfF8ilg+P4aPYARoY0cqHyVx5Tzwfgyh427hiXzJxh8QxNDCJE5+Aq5VJGKlsDrWov6vFGbvealFFwn+MW8ImE4O4iQJt4lqgAG3orxLuqGhZsKWD62xt44Pt9mKwneEb2uxS8WnVOw3pDtzEEGbT8cOtwXrgwndHXvQQTnqaiz6080HI5edUmNuZW8/TSQ8fvsyNF2+H9UfCfm+DdkVBz9NSP9dAlSoXEo1PFO7xjHnzb+qNTU1Eq/tos+VmzZuFwOLjuuus4dOgQy5Yt48UXXwT4QzP4p0+fjtFo5MYbb2TMmDFERrqeDTfffDM1NTVccsklbNu2jdzcXJYtW8acOXO6DAAkJydz7rnncu2117J+/Xr27NnDZZddRlRUFOeeey4gTHu3bdvGTTfdxN69e8nKyuKdd96hqqqqU38A8fHxrF27luLiYrc2AQEBTJ8+nXvuuYezzz6b6OiT+KF4+MfxTxj7NJgakNuNfepb6jGajHy38zvmb5rPodITv2+Ux9Fmrm6pQyHBMGMZ51UdJqOxjCCDGKNE+EXQaG50O28btS21bM3f6r5Ra8DhKzJWlXLnYyKU7a7B3EhLkzArrWupI7ssm18P/8r3u4QUrVqpJtQnlJHJLsm0ykaXpnltcy2hPqHsLdrL5qOb2V+yn+92fYfFZsFis1DTVPM/bQruwcPfDWNNMwfXHeXQhnyaG7qWr6wtaXBWJ1harBhrmkkeGEOv0d3oMy6J+D4RGAK9UGtVRKWEoPfVYevi+z0oyjUZF54YhN5PBxIEx/jhG+wNhRtcfguyHXKXu3dgCIUZX8FV69wDDS218Mk42D0Pfn0cVj7Y6dxh+kQyKy0oreI36ssPobK4xj42pRIfvyTifPowKOxCDGr3CcpgbRw9/IeT4NOfEF08aoV7pnZHM+k2ZGR0Sh+8Vf5kBE8hzCsRjUJPvE8/Qr0SnO0KG/ezvvRzdlf9hM1xfGPZ6f2iCPIWAeOkUANjUkLx81Lzn5uH8eKFffj2hiE8NjWVizOjsTlkCmqa2Xq0hsd/OHjcPjtyoKSeKW+u455v9zLljXXkVBhP+VgPxyFuBPhG03nk04YkqnTiRhxn/3+XSy+9lODgYM4991zWrVvH0aNHWbNmDbfddhtFRV3LQfn4+HD33Xdz5513Mn/+fHJzc9m5cydvvPEG8+fPP+Vz33777Xz00UfMmzePw4cP8+ijj3LggLtn1D333MNzzz3HV199RXZ2Nvfffz+7d+/m9ttF8uQll1xCeHg45513Hhs2bCAvL4/vvvuOTZs2/fab0gW/5T6dKqdtEL1s2TL8/FzGvw6Hg5UrV7J//37ntmnTpv2ui/pLSRoHoWmiAkEfBH1nwU/3wrFW49TvrxNGqh3Nj5uq4YfbRGAicSxy4TZaLBb0rZNfDiQ+2dPAZ9YxAOyzdaNv2ECGth0f0tOtIsKFLCSNBlzjyppVaYR/w8bXXc10/tDnEhE02PsVLLlTHBs7BAra/Q/pHQI75rn69o2Ea1e69kuS0AUvbtU3byyHF7sLKaY2GsshfwN8d5V4MSaMhMu+/21ZvR48ePjDkGWZGz7b4SxDvffbPXx/UxcGzu1leFQ6Ud2gVEGo0CWeu72Wp/JuQwIel3pxuSTx0Dk9eXTxAVRKBbOHxjOpVzj9Yl1mYBF+Xvx8x0g3Y7X+cQFolAosdgcKSQRWT4WSuhanjBDAkeMFTcJc8nEykKgzst8kPpynpLsmOwd3C2LwnIHw4YPQ1ESxHMQtOyPQBhTx6sy+HCxpICEimOmhCVAzSLwHBt9I97oq4j/JJ7/alYFTFj0Brm3ngZDQWd/9QEk9Dy7ahyzDzoI6wny1Tg+LLn/DrTtFoDukJ6hFtUKYr44ZmTGiTezNmGuasW9Z7Tys2WLrqjcXKx6HnfNFlUpkP1dwyVwvKuYCE058vIeTMrFXBO9clsHjPxx0M4sO99Px6NRUJvb68zJ7ThVfX19++OEHbrzxRvr27Uvv3r155JFHmDVr1kmNn08HHx8fpk6dytdff81HH33ktq8tc+e+++7j7LPPxmw2ExcXx8SJE1EcR6Zy3rx53H777UyZMgWLxcLIkSNZunSpswy4e/fu/PLLL/zrX/9i4MCBeHl5MWjQIC655JIu+3viiSe4/vrrSUxMxGw2u2UjXn311SxYsICrrjqNKlYP/yj+7mOfmIAYQn1CqTBWoFVpSYtMY92RdRTWimSl5YeWExsYi7fWPTPUZDWxMmsldS11xAfFU1JXgqWDrrcifwupTaKyIaSxBY3a9dwJ8g4it7JrPeCNuRvpG90XTWsFgyQpyOl5DrUHl9IsqUCW0ap1dA/rzoikEUgF27FsnguyTEtYT1raTZoZtAbW5qx1ruvUOmYNnOV2vjDfMKfZtdlmZu76ufjr/d1+a0l9Cb8c+IVmazMRfhFc0O8Cp0STBw8e/jpytxdjNYvv4rxdJfQa1a1TGy9f17NHUkh4GbRIkoSXjxg3VOTX0lgjsurb5FtjUsM4tldIwoTEBxAY6YtPoCuzXq1VkTYywd1UOmqQS2YVCeJPMTvaWCK+0duoPM7EephLe93hUCAfMkEf8Rsi9MnOfYG6KAaHzWB96eeYWo2dy1oOU2cpoX/INLLr1mNQB+OjDsJorSJYF0ui70BM9ka2V/yHRlu1s68AbTjDI1zSgSH6+E6X1WitYXfVz4BMrbkEjUJPamDXv71biIFVd42moKaZpBADXhoRLA42aLmwv0j6yIwLpMJo4svtrsnOlpOMfV5feYSPN+UTH6RnSLcgpy9gk8XOhpxqkkJ9Tni8h5OgUIrKnK8vxM3vFXAGICa++qebQ58qer2etWvXct999zmToqKiojjrrLNOmMH/5JNPEhISwjPPPENeXh7+/v5kZGTwr3/965TPfdFFF5Gbm8u9996LyWTiggsu4MYbb2TZsmXONrfddhv19fXcddddVFRUkJqayuLFi0lOFv+ONRoNv/zyC3fddReTJ0/GZrORmprKW2+99dtvShf81vt0Kkhyx/qvE3C8QaFbh5LUZaZaexoaGvDz86O+vv4PL9X4Q7CaRBWAf6zIOP14ipAXaaNfq+7eyLtdchSLbobdn4llhYraa3fw+Bvv8qrGVZXwYuCjvFnikh96a1YG56S3TkbYzPDLQ0KmqCNaP7gvX2j3mRvFP+D5U6GoTQpBIQIGUe1KnqtyxAsrMkOYjx7bCMkThPHzK2nQ0Fqi3H0SzPrS/XzPxTtlRJwotS7ppuSzwRAGuz517b9isfBr8ODBw1+Gze4g5eGfsbVm7iSGeLPyrtGdG8oybP8IKg5CrwuFb0M7ej26jMbWj/Zgg4btDwmTpGaLDYUkoVOf+kfEvqJ61udUkRkfcMrBBovNwUXvb2JXQR1qpcR7l/dnbEpYl20ffuguepLHj45BHNJl8NCUVNRKBef0jujk9UBzDS9/8QMfH/GiATFpEqWspdgugibxQXrW3DPG7ZDqRjMXvLOR/OpmIv10fH/zMMJ9TzxJu+5IJZd/6MrKvGxwLP8+7wQ+C/XFsPJx8R4Y8yCEdB2YeG7pQd5dd5QQg5aP5wwkNcwLFCoRJG5P0Q6YO9a13uMcyP5RLCvUwlenXaDm78x/43vD7pDZerSGCqOJUB8hnfRXVzSciM8//5w5c+ZQX1//h3kf/C/z6aefcuedd1JSUuJmLOfBA/xzxj42h42aphp8db7o1DoW7V5EfnW+c3/PiJ5ISGTGZRLoLd7lq7NXs6dIGBlKSMwaOIvPt7pr/p6FnW5lrqCMZvDVqFu9jewOOxtzN7KjYEen61Er1Vw/8npUChUWmwWlQsn3u76nuM4lsTQjYwZRAS5NZYexHNnchCIogR0FOyioKSA2MJbMuEw+3vgxdS11gAiuXJDh7mn04foPMZrdM18VkgKH7HAeE6gPZE/xHuf+aX2m0S2486SmBw8e/rvsWJqFo9VPTuOlos+45C7bVRbU0VxvIiDCR1QhtGPXL4exmcVzXKGU6D9ZJGDZbQ4kCRTK0xAEKdsDOT8LY+iEMSdvL04En46H/DXi2/7CLyG1a++1r664hmj9YbLM6Rwsz+DOrwcDEOmd0slvx2I3satqCRUtrqpmCQVyqx+cVunN2TE3uR1jtZvYULoAo60ardKb4eGXold3SLTtQI2piA1lXzjXo73T6Bcy+bjtK4wmnl+WTZPZxu1nJZMS3vV78ZXl2byxOodAbw1zrxhAr0hflAqpU3VudpmRCa+5gspjU0JYk12JQxbVyN/dMJS+Mf4n/A1/F/70742D38PPt7ubRfvGiEBD6vQ//nwe/mc5rXSMv33JaN4aMBuh+0SI6OPaftYjQnbIVCeCC22T7AWb4NbWD+T2k/MOGwEqM+XaeGwOBSpJ3LfLql9nieoJIhxlTA4qZ1xIAtAabFBpYfILIpiwZwGovWn2CkfZXIE9MAV9+T5RrVC8A/xihOFzGyP+zz3QYGmCgDhXpcHIe1z77FYY+zAcXCSqGsY+3Pk++ER0Dja0BRoCEiAw0T1iKSnFMR48ePhLUSkVPDC5J0/9eBCNSsEDk3p23VCSYMDVztVt+TVUGs2MTQlFp1YS6qOl0WwjiHqmaouhNhkC4tFrTj+Dr3e0H72j3T9QK4wmzFYHMYFd625qVAq+uHYwuwrqiPTXERfkPiBYe7iSvMpGJvQKpzjpYj7NqgAgXq/mvL5RnYIMDocstukDCU4dRcMRUcYYpDLRbHM9y2oaTfxndzG/ZleSHu3HZYPj+HJbobOyoaTexM/7Spk97MRVAYO7BTGyewhrD1cS5qtlzkna8901ULBRLJfthdt2dW6z8knu2/YydwZFobnsS9j/Crz/ijCXO/896HW+q63cYdLLLwou/Q4Kt0Dy+H9MoOG/hVIhMSTxzNVu/+STT+jWrRtRUVHs2bOH++67j5kzZ/7jAw3Nzc2Ulpby7LPPcv3113sCDR665O8+9imqLaLF2kJCcAKhPi7j0qHdhlJhrKDZ0oy/l79TSqmwppCrhl2FJEmYrO20y5GxO+x4qb1osbo0tzfYHQSp9fhZm5H0QSj8XFWHSoWSEckjsNgt7Cveh0qhwkvtRbO1GT+dH9WN1aw9spbiumKnaXMb/WL6uQUarHYrCu9glD4iMSEzLpPMuExAeEUM7jaY7PJsvDXeDOnmnmABoNfqncEGL7sVi0KJHVDIDvoik2k3cURyz88zaA2nfb89ePDwxxOTGsax/WVIkkRMatfJSQAhsf7O5caaZiwmG36hBpQqBRqtyhVsUCkxNVnQeWtQqk7fk4DwPuJPexorwGIU8yhdoVTBZcugcCP4RkGQe8CkquUYRms1YV6JKM+aQXnmPkK9ZYLK7ER5pyB1CDK0VVtolDoi9D2cwYb2gQYQwYiSxmzKmnPw04aS4JtBYdMBjK2VDWZ7E8VNWST7DzrhTw7QRhHmlUR5Sw4ahZ5EvwEnbH/3N3tZe0TI1+0sqGXz/Wd1CiC8ufoIb67JJUCvYe7lmaw7Usn5b29ApZR4+rzergpwwN4hfzrIW8unVw1iy9FqhiUF/2MCDf8VUqdDyrlwbJ0wgzZECOmkM6SiwcOZw2lVNpwMh8PB0qVLmTJlygnbnZHZPWuehTXPiOWk8XDZt+77ZVlM1L/ZXxg0AyDBI9XiH1bxTizzp6Ox1LLANpYd6Y/x6+EKejdv4V7Vl/RUiOCAXZZQSCAhC7+EGzeIwEB7avLZnXUE759vJ1khMnhs3uGomsq6vvZzXhG660oVSApY/6owLr34c3eJD4cdPpsugiqSEqa/D70v7Nxf5WH4YKx4IR6PoGQxaVVxCPpd1nU/Hjx4+EtosdhRKECrOvlL/+MNR3msVQOzf1wAX18/hNzKRt5ZvI5Hy27G314Dam+YsxQi+/7ua/vP7mLu+noPNofMdSO78a/JxwmIHIdvthdyz7d7AQjz1ZIW6cuqLJfW8tLbRpAaKd4r9S1W5szbyq7COs5KCeOdyzLYnl/LxtwqJOCXjdvIMvkD4pl81YAwPtzm6ivUR8uVQ+N5YVm2c1ugXsOqu0fhrz/xxOT/s3fe4VGUexu+Z/um915JgNB770URQbBgxXNEPajYu8fee/ezVyygYqEoitJ7r4GEQAgppPdkN9k+3x/vZjebBBRFj8rc15WL3Zl3ym7IzLy/8jyyLFNeU09E1lw0TgsMmi0k7ra8KZLWF3wA7qAIL3X3dpuptPBgpW+3Qm0+vNpq0pI2AY60kr9T6+HBCt8T+PG/QkZJYxDX+7RxcO6bp53c3V/yeeNP5rnnnuPNN9+krKyM2NhYzj33XJ588kn8/H6dyV6PHj0oKCjocN0777zDzJkzT+Xp/mk88sgjPPnkk4wePZrFixcTEKAEDhVOnr/z3GdHwQ425AqZ2ITQBC7od4FPsEeWZZyyk/nb5lNj9por3zD2BrRqLVWmKr7a+RVWhyhISo9Mp7yhvF2HQLylgcl1+WLuo9ZhPPsRVEG+RUoNzQ0crT7K6hyvXKBBY8Di6Fh/fUznMR7PB61ay9ajW9GqtZzd82xSI7wJflmWWbJvCUerjiIhMbHbRHrEtU+41zXVsXfN/xHRVEWw3cLXUeLZZExdIV0sogBL8o9gZ/dzqDRXkRGTQffY7r/8JSsoKPwpuJwigP5rOhAqC+vI3yvkkfyCDXQbmYKtyU7B/jIaq5uQXTKSSqLrsCQf2aTfTNa38M2lQtJ00PUw5eRkUErMB9lZ+R0AOpUfYYZ4ypq8fnYjYi4jzCCSrw6XjW0V31JtKSLSkMKgqPOos5VR2ZwPSOQ37MIue6+rCf49OGb2asnrVH6kBw8mq3aNZ5lGpWdc3FUYNCd+TpJlmUZrIwu2V9BgcXH50CR+zirnrTVHiA8x8srFfYkLEYUu419aQ16lGRBTnoOPneUzb61stDLoqRWe90NShReg95wkDj0+2afA7NllB5m7KR+DVoVKkhjaKZwXL+xzUh35/wT+is8bCqcnp0RoMjc3lw8//JC5c+dSWVmJ3d7eSPQvz74F3te5y0WHQeuKFUnyeiVsfMW9UIasJVB9BNa/wFXWu2lywCXqNaTve57kEXfy8rp+RDtreUb1PgDq1lUxtkYo2SW6GhZeJ5IYw26AvV/Q99g25NbJXUsbI7rIDGHymXG2MG0u2+u73toAX10JfS6BMfeAIUiMz1vjPnUnrHhEaJMbQwBR/VveaCHCYkJ7okQDQPVhOP8dYR6toKDwl6JF+7ItVSYr763PQ69Rc83oTgToNSzNLPWs31lQy6Ldx0iPCuTlQfWwyP1QZzdD9nenJNnw5uojHpmnd9flcdvELj7ne6y2iW92FhMbYuDCAQntqlzWH/aau5Y3WOmX6J1U6DQqwgO8SYB5WwvYVVgHwIrscq75ZAerc0QyYUByCActXs8JFWDGVx6potGKxe6kc1SAxzeipsnG7qI6xnWNguY6cf3V+UP/K8Q9wo0kScSsuQsy3feW/d9A1SHxur4IVj0O018X70fcAj/eA8gw4ub2skhqvUgku+Uc0LaZ+DitkLMMlv1XJBfOfQMmPyM69BZdJ8ZkLoCUETBgFgqnF3fffTd33333b97+hx9+OO5zXXT08SsI/+o88sgjPPLII//r01D4m/JPmPscLDvoed3S4eCn895fJElCI2noGtWVzUe9/m+Hyw/TZG9i69GtOF3eTrrcylwGJg9kZ8FOH+PnGLtZJBoAnDaclUewGIL5Oetn6prq6JPQhyOVRzhW52tE2JLEaCHcP5y65jqSw5I5XHGYkvoSn/V2p51lB5bRPbY7Q1KHYNAaMFvNHK0SFb0yMpuObKJTZCeMWhHwkmUZs9WMn7WegbV5nn2lWOrIN4QQ7mjmkCGULUFx6FxOzg5PYlSX9l5NCgoK/1uOl2Rw2ByUHakBCWI6haPRqakpafCsb6q3UFVUh1+QgcikEBrcAXDZJVNb2nhqkg0bn/V6p21/E8Y+Cv4R3vUNJbD7AwiIgX5XC+nsVohEgcDmakJqZdArocKg9naAF5oyqbaIItdKSz47KhdT0SyubSG6WJ9EA4BG5Vs8ZXM1YXGaCdJF0WAThUwOl5UaazFxmq44XDYKGvciSSqSA/qgVnnDiZIk8fQP+Xy+XRx/8Z5iCmuakIHiumaeWXaQ1y7pB8A1ozpx38JMXDJcOTy1XYGcVi2hUUmeOaOfTu3jEuBwyazOqeDJH7KRJHjm/N7cc1YGvROCmTNvFwBLM0sZkBzKVb/UYa6goPCH8JuTDc3NzXz11Ve8//77bNy4kVGjRvHQQw9x3nnn/fLGfzWW3Qc1rQzKIrr6JhpaE9vb9/3C2aLjAYhzlnCX7ksiJXEDszU734c6AAEAAElEQVQHccE9L+JyjoWcFCjZDSHJsOFlQBZeDPED4eurhGEnwNI7aLmMtsSbXLJEw5A7CXOUi2RB2gSY9JT3RvR4ZMfn2lQFm1+HxjKY8QEERAkPihaJpPoiWHgtXPYlFruTf3+wjW35NVwbsJF7O9xhGyOY5Q/DrO+97wu3woqHRSDs7Och/DhtggoKCv8TZn20jf3F4vqUVdLA+1cMJDXCn+35Xtm0O74SXQMPjk7k6tYB7uZa+PxScQ2b8BDoftvDd0ywgZxykcwM99eh16j4IbOUJXtK6BoTyILthZQ2iABDaZ2FW9roro5ID2fJXhFgiAzU8+DU7oT66ymuaeSqwTFEt/JT0LWZeOxo9Tn3uJMQHlQSX24voi2RgXpmj+rE3d+I78VPp6ZLtNtg7LPzhbQdiOv7uW/6buzx1cGbaGihdRBlyLXQZZLQa41I9x1Xkyd8hM55Dda/KFqrJz8jutf2zhdjel8KC6/xJqUX3wTXb/JObDzHbPNeQeFXkJyc/MuDFBROA/5Jc59NRzZRZfIm74ONwRg0HfsRRQb6zjNWHFzh8TJoS425hqtHXI1TdnK06igldSUkxHWH3V+K5wmNHnVkOmsyvye/TtzL1x5e2+G+esX3QqPWkF+VT3xoPOO6jvPokb+19q0Ot7E6rOwu2k19cz3T+kzDoDXgp/WjyS7kEM02Mz9k/sAF/S/A6XKyeO9iCmsK6eFoZnir/UyoK6BYV4NKhvXBCbgkFVaVhrV5W7gkPMUzzll9FNuuL0GlRj9wpo9MlIKCwv+ew9uPeYyfzbXNdB2WjCFAS4O3kZmCfUI9Iio11Cfc4bQ7ObytCJ1RS0K3SNS/omO8Q4ISoNjt5WYIAV0A5HwHez6GiAzInA91bk+FmiNwxjM+m0cYkik0ZQKgVRnpFjoGvdofk7WKFGMX/LQhnrFqyTe8V2vxFpXV2UppS37jnnbL9Go/0oMGs6tKxHlUkoYgnbgPbKtYSLVFqHzUWIoZGDXNZ9vdRXWe1wU1TT7rLHZvcvqSQUmM6hxJs81JepRv3K2opgmT1cELM/rwyspDRAToeWxaT95dn8enW0Sn7eSeMdy7MJOKRjGfuvOrvay9axw2h++9qe17BQWFP4+TTjZs376d999/ny+++IK0tDRmzpzJpk2bePPNN+ne/W/YTmqqgC2tWtmC4lk95H0qthcytXcc/vo2X1Hi0FYBe8mTaAC4X/sZwZJXp1R3YAHxjceEXMbwm8TC2nwhm2Q1iaBdfZE30QCIu5v3LmdX6aka/zKxI1vJFFRkQ/ZiSBkljJ9bK2F1nw5Vh4XxawstQS5DEMz8Ft5vZVRUtg8+v4zV5SFsK5sCwBJTBjcHhODvqBMSUZ6qJdm3utbUSrZDluGLS6FJ6Pux6Hq42uu2rqCg8L9FlmWyWlXy7C6s5f31efSOD2bBjmPtxn992MXVGgO4J+js/Mj7ty9JcNbTv+k8np/RmyeWZtNosXPbGV04WNbIjfN34ZJh2QFfqbgdBTXttr94UBIRAXryKs1M7hVDfKgfTw+xwbzL4dtqKLkBznoKgMuHJrP3WD0782s4o3s0RypNbMgV1yinjKcuSK+RGNopgjWHKn2ONbFbFJcNTkKjVqHTqDhY1siUHpHEhxhF4L4l0QBtruNuuk/3dsJ1ngQRnWHLWxCSBGP/6zs2NKX99lvfhR/vBmQYej3csse77ry3YPSdYK6Ekr1w4BvvuhaPnd4Xi46UI6sgdZSQvFNQUFBQOCn+aXMfm8PGtvxtnvd+Oj8GJw/mQOkBukR3Qa/R+4yPDorGT+dHk008Dxwv0QBQV34QdUUWfiOupW9iX/om9qXB0oDZGEJQcw2NwfG4HDasZVki6OZGQvJ0Q0hIDO00lCGpQiN8dOfRuOpLcRXugKiuFJhrcDgdnm3TItJosDRQafLew2ubRHGBRq3h/P7nM2/rPM/+G+tLsax7gwJLA4Vq0eGQJ2kYqDWiszeDpEIlu0i0NeJEEnMfNy3fQQvWda8jN4lnFevGdzCe/eiJvnoFBYU/maZ6byW/qdZC2ZFq/AI7TqzWV5hRqVW43AHqqiKvsoTskknp8xs9Kqe+LYoxm6ph9ANQXwBfng8uR/uxRe3nE/EB3dCqDDTaK4nx64y/NoRe9igx9zGXw4Br4Zy3AUgM6EmNpZgqSyFRxlQsDjMVliPt9imhJtKQTIUlz2d5pCGFTkEDUElqJElFnbWMaL80ArRhgDCCbqHG2n7+OLlnLAfLRFHZ8LRw+ieF8vbaI0QHGbjzzK6+nyukvXfYgh1F/PfbfbhkuHRwEmvu9MatHp/ek/+MTKWy0UpWaQNrW83bbG4ZrbN7xbI0s5SVBysYkBTKzCFJ7Y6hoKDw53BSng29e/emoaGByy67jJkzZ9Kjh9C81Gq17N2791c/cP+ldMSsJnihsyeg9mLwffxfeU8A+iSGsOj64e1kPKgtEB0G2d9D7s/e5WFp4LB4tbdbGHg1TH0J9n8L384WNxa/cHHD0RjENh4kEYiqa6WPrA+C/xaKAN/hFTD/IiGDFBQvtm0J8Gv94H53xvqrWXBgodjf1Jdg4FXe/S26HvbME681RnA0s83VhYtsj3iGPBn2IzOnnCGOs/gG8f3E9BJ+Fhte8u7rgg+EX4PTDk9Ee41JgxNh6svCcDtjqo+8iIKCwv+G277cw8Ld4vrUktI0aFREBRkobFN90jchiIJjxURJtbynfZEkVatAfNcpcOl8n/GVjVaCjVp0rYzUmm1Onvkxm/zqJv41NJmJHZi2/XSgjGs/9QbtQ/201DbZAZn5Aw4zPKQWel8C0W3uLz/dD7s+EZJyWiMcbVUZefMeCGvfMlvfbOftNbm8sy4Pd1cuscF6LHYXtU32tr1bzBqewiPT3NrOLpeQJNq3ACK6wL8WwpIbRSAfYMgc0XHQimO1TThzfiYpEKSMKcIvweVq1x59XF7tIxLUIIIdD1QKb54WZBneHQule8R7lVZ0PMz4ANLG+45rex87TfhLPW8oKCj87fgnzn2cLifvrHsHm7v7LcQYQl1zHQARARFcNugyVG3uU42WRgqqCzhafZQjld7AVbAhGFmSaWhuAFlmREMx3Zur0XQagX7Yf8irzOP7zO9xyS4MWgMWuwW1pGJ4bT67A2MwqbTE20xYQhKobvYG9jQqDXPGzEGtUmOryOHI+rcxOG1EqTV8Ed2LRrdZtEpScfP4mwH4OetnskpFsdXozqPpn9Tfs79VB1exr1h0KEY47UyqysGs0rIo0hv8CldruSR1MEgSts0fgMOCFBzHge5T2Xh0q2fcxG4T6Rkn5ormL671dhEagjAMvwbZakKd2B/pNPNIUlD4K5K/t5TKtt3MEhj8dFjMvh2/fsF6mup95dtaCIrwp+uwNoFrU7lImrZO0DqssOJeqMoWkkg9OvC1zP0ZPpvkfW+MgGZ3p1mPi0VBas9LILaf73arHoStr0F4F/CPhsNLvevmZEJ0z3aHcrhs5NZvI7d+GzIiTqOTDEgqNVanud34pIBe9Ik4y/N+b9VPFJr24a8JZWj0DA7UrqasKdc9tjd9Iib57qC+iPXZx6g3JnFGjxj0GjUul+zjrXAiJr2yztMBD3DgkUntin9nvL2JHQUioaxVSxi1al66qC8Tu3nnmS0G2acjf6XnDYXTm5PqbMjJyeHiiy9m3Lhxf8tKng7RB8DFn8La58A/klWlgwDRnbC3qI4as43wAD2UHxCJgfA00Zkw4ArImCJkj4q2QWMJ1B4ViYG2OK0UVjfx2KISrJY7eUQzl7QmdwWvw+IJ+AvkVgbUbqwN8PZIGP8QfHezN6DfUCyCSy3Ym+DQz+I8agsgaSgMuwm6TYWKg0L2JCRJaIu3JBvcxx2sOsQjmo9Y4hxBb1UeF5nnQ1M/GHQ1JA4R5xTXF3Z86Htu5ftFskGtFd0bLVW89UUwz31zTZ8Il3+DgoLC/5YXL+zDuf3iWbKnmG92iaSDxeHiPyNTSI4IQK9WsexAGVq1xPvrjyITSK0cyCOuq/gwYTn1xTnslHqS1u0/tAirOF0y1322k+VZ5UQF6pk/ewjpUUJm6OUVh/h4s0icbj5Szeq7xrarYhmRHkFGTCAHyxoJMmh4518DKag2M7D0c1J3PikG7ZwLN+6EALeUQ9F2IREHcGwbP/tNpcE5iqmqLRjUsvBQcNNgsfP+ujyO1TVTbbIRF2Ik3F9PpUlMJiRJRW2TeC2Djz7onqI6Gi12Ag1ayF8vDJ4BqnJE0jd5BI7Ok9lYquKQ3zguaRmL0Cm9fcFenC4t0/vG8WoPreiG+P5WKNoqkrBn/EIFZGiKN9kQnOCbaADhw9OSaAAxOQlNgk2vQ2AcRGXg/pAnPo6CgoKCQof8E+c+apWac/qcw+Yjm4Wvgc3cMvWhylSFyWoiyBhEtakaSZII8w8j0BBIz/iepEelo1FpKKkrodHaSL2lHoPGgL/Dyll1RwlzSwTKTgcNlgYfySWLXRRXOWUXRwOiubQym2ZJzZ6AKGzVR6n2E5WzyDIOl4P52+YzrNMw9mavpChEPHUMayjG7k40gOiyOFR+CIvdQo25htjgWPom9qVrdFdqzDWoVWqCjcH0iu/FvuJ96FwORtfm4Sc78XM6GVVXyEa3TFK1084+VAxIGoA6Mh25sQJVWDIhJa26xYGqRq/8lLbHFOz7Foo3lgYsq14AQBXVFcPEe07bYJeCwl+F5N4xhMYFUlPSSFVL0kGGiKQQ/IL0SCoVdWUNSCpJeDu0wj/UiLm2GSQIjW0l9SPL8M1lsP8L8IuEfy+HmD5i3fqnYMvL4vWR5RCTDeG+krAkj4K4gVCyA3SBcNECqC8UXp7bXhNjtr8JN2SL538QahTrnhCvS3ZQ3m0CtvQBxOZnonE6RLGRG4fLRl7DDsz2OqyuJgzqAAxqf5qdosNdUmmwOr3XUQkVMuI6XWetwOZsRqc2UmspodAkkrRmRy3bKhYSbkike+h4Gu2V+GlCsDkt6NTuTpHshfDVxYxy2SHjPOj9DQ6niweXHGBrXjVju0bx4JRuJ7wuJoX7eZINkYF6jG3MnSsaLJ5EA0BUoJ7OUYF8vCmfuBAj3WNFLE659ioo/O85qWRDXl4ec+fOZc6cOTQ3N3PppZcyc+bMv/8fc/pE8QMM+S6LA+VCM69rdCChfjr48b+w9S1AgrOegaFuw03/CLhwLjwRJd7LLqGt3ZqIrjD6Lm75fDe7TaLS9nbb9Sw2POQdkzFFmIe6G3wln9paN+X74fOL2i93tTGkW/Av306JqsOi8nbHB6Iy9pxXRQdGB8zy38os63LvgpYOjeB48ZO3BpY/4l2vNQqZkBaijjMJy10BtqbfrPGuoKBwalCpJMZ0iUSvUbFoTwlOl4xBq2J4eoQnQTA0LZzKRivvbzjqKfN3dZpA3UW3Me3/1lFY70D/tZV5ITUMTAljR34Ny7PKAWGo/P76ozxzgfC2Ka7zysrZnC6qGq3tkg0Beg2LbhhBTlkjiWF+hPnrGJwaBl9lewdZ6oWGaUuyoRXP2S/mzRpxHVqgn8KC8yKFP42bG+fvZl0beaRBKaFEBelRqyTqm32vodeO6cQbq0XV5p6iOt5cc4R7zsrApjKS5UojTqomSqoT1+Ty/RzxH8gV1bcDB1mWVc43c4Tq80cb83G6kxaL95TwwJTuRO7/wJvo3fgKJA8XXg3H47x3hZG0vQnGtJFdKtgM8y70XdZUBTWi2oivZsENW46/bwUFBQWFX+SfOvdJDE0kcWAiABuPbKS8QdzHQ4wh+Ov92XhkI9vzhe/QiLQRDEoZBIBBa2Byz8m8udbrUWRz2HBp9BTqgwhxVKEOjETXezpLs5a3kx1qwS+uJ4uQaZTUjKkvIsreRLXGQLXOz5MgrzZX833m9z7b5RpCCbKasLTy1vvpwE84WwqxgGpTNWX1Zewu2g3A2C5jiQ0W8iedm2sJbzVPipLA1UomydTSMWEMAWMIzorDhG1+l8CQFBo1etQqNV2iu3jGH8+jwVWRI7rnDYEdrldQUPhzkCSJ4MgA1Bo11UV1otlXJREc6Y9fsAiSB0X44bQ7Kcur8cx9AsKMdB6cwIF1+dia7BQeqEDvryc40h9KdopEA0BTJWx4Fma4O77rW/m/yU5RkNo22aA1wlUboHwfBCd75y0F67xjbCbRHdGSbGjFod7jyekv5g/5PScwUu6KFOL119pd9QNlTYd9tgnRxaJzy8bZ23i6pQcP5nC9mDM02Ms5VLeJnuETfCTkABrtVTTaq9Cr/LC6xLW9pOkgY+KuEAO2/p83NnVwIdQe5atcDZ9vE4W0eVVHGZAcypRex5ejevb83kQE5NDQbOem8ek+HRH7jtVx+QdbfcY325weGdz8T3ew/u7xKCgo/DX4lVoOgvj4eO6//35yc3P59NNPKSsrY8SIETgcDubOncuhQ4d+eSd/cR6Y0o3nLujNfydn8MU1Q1HJTtj2jnutDBtehNcHC+mKsv3Cu8EY4t1B64fK5JFw4zYITaGiwduSlyV1wjXpGVHZOuIWmPY6RPekRA5jjbPPyZ2wpBZtdC042iQ7mqpFogFEMmTT65AyQsgqSW1MjiY9JaSSAAJjod+/fNfv/QJcrW5O096AuFbtfXH9RPdHW6J6KIkGBYW/EEM7hbPg2qE8MKUbC68f4Uk0tBAZqOfhqd0JNGhIi/Tn/ind2VZQT2G90Ba1Olx85zZpLqlv9tk2zN8rmXbl8BQC3K2vY7tG0jM+2LOu0WLnYFkDVocTg1ZNn8QQn23pPt37kBsYI+SSWkgcJDqpDMGsVI/wLN5mTaKhc6sEKLC/uJ62bM+v5UBJA1klDRRUi4flUD8t8SFGVmRV+IzNKqmnx8PL6PZuFefaHmeU9VU2u7p5P6/ZKyexs6AWh1szNDnce80L9dMSaNCIiUNrrI2ckMBomP46zPgQIrv4rtv6NthabT/uAa+nBojWbgUFBQWF38XpMPcZ3mk4Z3Y/kxFpI7hwwIWoVWp2Fe7yrN9dsJ2m7x+g+YeHcVbnY3VY0au9siE6t1Tq9sA4lnY+A79pz6IKihUdE60YlT6KtMg0+iX244zuZ6IKS8ai1tKo0WGQncTY20t6AKha3dvCHc30bK4hQOdNNrRONADYnDZPogFgZ+FOooOi6ZfYD5vaV9Y1tNd0YoJiAOFd0Su+l896R/5mDA4L51UfZlJtHpelDCIuxJtgUIUl+0qouJECY3y6LBUUFP63BIQayRiZQmL3KLqNSPYkGlpQa9Wk9IpBrVWh99eS3DMGc50VW5MInssumRr3nMJsMyK3DsT7tyqGGnyD148mZRwktrKet5qgPBPszeK6ET/Ip0CKbud74zN+kRDdKi4U0xtGPwiGEMrTBnkW14VEYO3lW5Bab20/B6izlVJvK6fRVkWT0+1pozJgVAd5ZJFaaLRX8WPha2ws/azdfgBPogGgwVaBoyU+1LqgVR8MfhGYrb6+FCZLm0LZNoT563j6vF68cVl/MmJ8FUM+3lxAg8W7vxvHpqFVe38PLV3rCgoKfw1O2iC6hfHjxzN+/Hjq6+uZN28eH374IS+88AI9e/Zk3759p/Ic/1RUKomLBiX6LgxO9HoomKu9xsiL5ohkg6lCGCmnjIHKVtW4BRtFx0L387hlYmfu/TYTp0vm1jO7oRp2Dgybw8rscn74ZDUvlmfSKMfTS5WHSTaQ74qmi7oUHTZopyTeisgMiEiHrMXH/1BqvdcwNNSd9Z76Mpz9Iix/UFTaNtfCj/fAJZ+JzxsU1/4huXWwT2OExMFt1neBK3+Ewz+LVsKaIyK4Nug/xz83BQWFU4u5SrTSdjD5bc2A5DAGxOjg5/uFVM+Q66DrZM/6WSNSmTXC7Xuw90si8nczQJPATodY1s2vgQ2Hq7hjwV4AVBJM6hHDjePTPfsYmBLGhnvGUWWy0ikiwFOdkl9l5sJ3NlPZaCUjJpCvrhvmkR/y0ONcOLgUMhdAY5nwR7i41UPvmU/AmU8wcGEmOVtFxUxGTCCBrXQ9c8oaPcH/jmiRSwLh51DrnlCE+WupMdtJCfdjV2EdZqs3kGFFyzP2S1msF91pXzi9xmWju0SicT/0Pja9J8FGLdVmG9eNTsOgVYtrYdYSMdFImwDdph333MhaAlvfEVJKk5/xaY8GfCud1Droc6noIitydzOMuh1MlXDwO7GPNKXS55/C2LFj6du3L6+88sr/+lROijVr1jBu3Dhqa2sJCQn5y+1PQeGX+KfOfSRJonusb3dyiDGEarPwhAu0NCDXFyMDDZs/YHFYGo3WRiQk4kPjabQ0YnEXO5U1lnOg5ADdYrsxJGUIP2X9hEt2MThlMAOSBzCAARRUF/Ddvu883RTbAmJxIRHgtKEC2t61/Zx2UqwNGFwOepkryYrtTVxIHIcqjp/o0UgaHLIISgUbRKHDmC5jkDuPxr73G2qPbuGwpGZP0T7O7jWFUP9Q/HX+nsRJCy2dC3rZSZK9GWN4iu/6gEgMZ9yH89gupJBEaKpBtpnQdB6H9Gv9mRQUFH4XDpsDlVqFSn3iv7mAECN+gXqKsio4ll1BZHIoYXHegHZkciiRyaEA1JQ0UF9pRpKEahKIhERjTRMHD6gIT36K6Mr56JO6oxn3uPcgcQPglqOioyGiq4gRgZCk/nAENByDiAy4aiO0SMe10GUK9LsKdr0nOiYW/hv+tcy7fvxjMP4xwmpWU9ewAwB/TRg6tbfAyWSvwSkfP6DvwjuncbisOLCAE7QqA3aXBaMmmEZbFQ7Xrwvch+kT0Kjc181JL4PWHxqLYdgdYAjiokFGvttXwt5j9QztFMb0vvHH3deqg+W8uz6PuGAjD5/Tg2Cj79wwrlWCSKOSmDEgkd1FdZQ3inOdMyaNuiYbP+wvIzbYwLiuUSgoKPzv+M3JhhaCg4O5/vrruf7669mzZw8ffvjhL2/0d+Pyb2HtM6Jqf8/n3uXmSmh0GzK7nEIfOzAG9rYYp8rw9VUwcCMXTX2Jid2icThdRLkqoDKHInUib8/7gldVr+CSoKvKayz9k2sQLzmSGa/Zz8xJI5H2fQ4NJdDzfAjrBDs+EudTcUD8nAhnq5tF8ijva5UKBlzp1T63m2Hts+AXIfZ9xmNCPqmF4TeJSuOqHOhzGYS0ScoAxPcXPwoKCn8+S26GXR+DMRRmfgMJA048ftXjwg8BoGAT3LJXJBpbs/szWHwDocACvZGXA68hrjGTSzau4pmid3DJIgjukkWywU/ne1sJ0Gvw02l82mAX7Cii0v1geLCskdU5lUxLsonrS0gr87XCzd7X2d+L66zKtyOrT0II87cVIsvQOz7YR9ri6R+zPRUwEvD57CG8vS6PNTmVnnMzWR3oNRJ2pzfxEBlgYNN/J2DQqhn4xHLa9h/sldOZYX0IOxr2yiK5olVLnNU9ip0FNQxIDiPYqOWx6W2M2vzCYM6GdrJyJXXNfLvrGPGhRs7rlwD1xeLe4bJDwQYx9uznffc17j5hQleTB4Nni+tyUSvZJHMlfHCG8PABmPoKDLwShT8Al1P8/ZjKISBayGO1+X+qcOoZPnw4paWlBAeLQOLcuXO59dZbqaur+9+emMI/ntNh7jOtzzS25G1BkiT6HljiWV4KHjNpGZlQv1DC/MI85ssAy7OXc6z2GJN6TCIpPAmny4ksy1SbqjFoDSzeu9jj4wDgUKnZEuQbgBqZNpKc8hwaLA0kxXZntFqNI2c5R2J6slUGTpBoADyJBsCnE0GSJKwZk/i8+phYIDvZcXQz0yy1uCQVrn4Xomol2ajpMgFkF666Y2iSh6Byd0G0Rh2WhDosqd1yBQWFP56C/WVUHK1FrVHReXAigeEnVlMoPlRFRb6o7G+sbsIv2IDB3zfJWF3cQJ7b206SQGvQYLc4KM+robnRCjJUh0+jOnwaKb1jiDS08ezUB4I23fdZcO8nItEAUHVQyAylTgBkCE31jitc73195CfRDdFKNg6ge2klAXsXYtMbSNJ3QpVwtWfdwdr12FzervMhkRdQYN7nkVVSS1qcsh3JLXAiuwtatSo9ZyTMQa3SsPLYu+2zvh0goSLWrwvVlmOEGxLEeU5+xWdMkEHL4htGYrGLTvYWKhosfLXrGFGBemb0T6DGbGPOvF1YHeLAGrXEcxf4Kn7cMC4ds81JboWJSwcnUmmysvFItWd9jdnGjHc2k1shOskfnNKdq0emonDqkWUX1ZZjWJ1m9Gp/wg0JSNIfm2CfNWsWH3/8sed9WFgYgwYN4rnnnqN3796/eh91dXUsWrToDzpLhdb87mRDa/r27ctrr712Knf51yAiHS54X7yO7y86ADQGsDT4jtvyFkx5SVT8f3+rd/mhZcBLQiJk51z4/jaQXei6X0l32clY28uE0cC7upforTrKOmcv/s95PgCr7APQL3ubCzVZ0Pti0ZEAIvD/w10dJxoCYoT8Rule8AsXUkotrHkCRtzkNQw1horP0iK/VJopkg4gEilX/uDdVqWGYTeKJIWCgsJfi6rDItEAolNp3fNw2Rfthm3Pr2F/cT1ju0aR2uBNcOK0ia6IoDgsdidP/5BNXpWZJzXraZlCq53N3Nn8qufOMaz+R96RLkKWwU+npl9SiM+xfj5Qxi1f7MHhcvH49J5cMljsKT7U17dhQP67sPBlhC/O0zB0jlgRP8CrfRrXt8MA7ocbj3oqjhbsPMbD03rgcMrotSpUrRIPkgSdowN59eJ+vLziEA0WO9ePTSciQIdOo+KLbUU8sTQLo1bNvWdneB6IR6ZHsGiPkIxSq0CvVtFkd7FDzvA5D7tT5r5F4nr8/IzeXDiwg2RsC60SDU02BzPe2kRJvbgGl9RZuCGjydePp7HMZ/M9RXVUNloZPelZ9Br3d5K70vcYTbXeRAPA4eVKsuGPIGsJLLtHFAO0EBQHZz0L3U/QuaLwu9HpdMTEtA/8KSj8mfxT5z7BxmAm9RCa4HaDH7atH4NKg8ZhRSW7PD4HmcWZjOk8hjO6ncHKgys9SYSjVeL+Y9QayS7N5ufsn5FlmfTIdJ9Ew/HYcGQDAGmRaZzZ/UwAdF0nUJ+7AQp2tBtv1BgJ8guivKEcg9bgMaMG2JG/gyGpQ1C7nyH0Gj1atRa7U9xnjbVFOKtyALCaKjFOftizrSRJaLpO/MODKAoKCiePtdlOxVGROHA6XJQcqqTrsOR240y1zZhrmwmK9MfeyqtNlsFusWPw1+Fyujh2sJLmBquPVYEY401eWkxWj+iEpJIICGuT3Di8DL66UEglnfUKDLlRLA9pc17F22CJW/1hwlMw6l7xOn6ISEYARHZvl2gAkDa9RHJxi3fBahj7lOhy1ugRJ+clQB9BP+PZ5NRtxOZsIi14EAZ1ECpJRbE5m8zqFUiSiu6h41CrxAQvwpBCoWlvy9FQo8FJ+24JGRcHalcB0CtsIilB/dqNaaF1osHqcHLhO5spqBFyTIXVTZzfP8GTaAB8JMgBMovrKa1v5q4zu2LUiX1tz/c19DZbHZ5EA8CanAol2fAHUGo+xP6alVhamYwb1AH0DJtArH+XE2z5+znrrLP46KOPACgrK+OBBx5g6tSpFBYW/qHHVfhtnNSTU0v78Il+JkyY8Eed61+DgVfB/WVCQ7uNtuh6Zw+Gfatl6M9JrA6/xLsiuZVW36b/8+hqR2XN5QvneGxoKSOcZxyXYtJFU6bzvRmV4W6xy1oiEgefno/9he7syC3BrnJLpYSmwIjbIbqX6DgYegPcfRQu+Ryfm47DCntbdWf4h8PF86DTWOg7U9wYW2htcATw3S3weLjwrKhrs05BQeF/iz4QVK3aTf3C2w1ZfeAYF729iUe/y2LaSz/xvX4qJlkE/pc5B/HRESGd9urKw3y8uYD1h6t48FAqsvvhk+AEkcx0MybVny9mD+X+s7ux6IYRJIf7Sq89vjSLZrsTu1Pmke8OILuzApcOSuLWiZ0Z2zWSZy/oRXzm2+4tZGxrXuCidzbzn493UDLuZZj4qDBHvvzbDj92QqvERUSAjpdXHKLPYz/T4+GfsDmcZMQEEu6v47HpPSmua2b2pzvIrTBx/dg00qMCCPHT4afTcNXIVLKu9GNv7JOM3XA5VAhJvMZWEwynCya3MjXTqTs2CP3pQFmHyzuiqKbZk2gA2Ha0RnjndHd7T+iDYfjNnvWfbSng3Dc2MvuTHfzrg20eE2rSxsPAq8X41NEw5m7hvdNCitfbQuEUkbUEFvzbN9EA0FAqlmct6Xi7U0htbS3//ve/CQ0Nxc/Pj8mTJ3P4sKhek2WZyMhIvv76a8/4vn37Ehvr/X+xYcMG9Ho9TU0dm7i2cNlll3HxxRf7LLPb7URERPDJJ58A4HK5ePrpp0lNTcVoNNKnTx+fY3fEN998Q48ePdDr9aSkpPDiiy/6rLdardxzzz0kJiai1+tJT0/ngw+ED9WaNWuQJIm6ujrWrFnDlVdeSX19PZIkIUkSjzzyCI899hg9e/Zsd9y+ffvy4IMPnvDcFBRAmfsAaDuNxO/id9CPvRWH3YLO5UTncpBoEfrlaw+vZeORjYT5eyVB4kO9nQq7Cnd57v+5lb7a4AB6tQj+d0ReZR4Wm4XFexbz3vr3OFJ5BJU7EhioD2RQ8iAiAyIJ9gumd3xvrht9Hef1PQ+p1dzHJTux5a7xvNdpdEzrPY2ksCS6xXRjeJ03SOFq8g1eWXfMp+nz2TQtuQdXo+KFpKDwV0KtViG16pzW6NrX0dZXmMjekE/hgXL2r8lD0vg+uze4vdvKjlRTnldDQ5WZ+gqzpy5Tq1ejM3r36x9qJGN4Mgndo+g+MgVjYBvZ2uV3CRlp2QnLbgWH28+gz79EUiF9Mpz9BmR9491m3RMwdxzMmwoj74EzXxD+DFes6viDh6R4XxtCYcur8GwoPBVIt3WfEKyNRKcy0j10HA6XhW0VC6m3VZAWPIggXRQ6tQGNSkdyYB+GRM8gQBNGbv1Wj9eDr4SSTJx/V887FR137pY2/Xr/ovIGqyfRALA1v4bUCH/O7yfuG/46NdeN8fo/fL3zGNPe2MA1n+7kkve2YHdL5A5KCePqEakEGjQMSgnl1oldfOaFQzq1kalS+N2Umg+xo3KxT6IBwOI0saNyMaXmP9bHSq/XExMTQ0xMDH379uW///0vRUVFVFYK1YKioiIuuugiQkJCCAsLY/r06eTn5wPwyCOP8PHHH7N48WLPXGHNmjUA3HPPPXTp0gU/Pz86derEgw8+iN1+Yn8RhV/mpDob1qxZQ3JyMlOmTEGr7fih8LRApRaeBW24x34NpYRBg4V7XDPYdkYP0Bqh/xViwJE1YPGalTr8o3HadJ42NT12DLYqBk+/moyFhRy0RRJPJTPU68SAsE7wYldw2tECAylmtvV2xnSP5/IZM0RnRXmmGHtsB9ywFZKGwOi7YN1z3hP9+UHRJWEzQek+Edj6t9vzITAW1r8g5ExG3ubdpmibV26lKgfWvwjnvPJ7v0kFBYVTRWAMXPAebHxNJBzPfLzdkPWbNyEjEgKNLj3ztx3mPtdrhEqNFMjRTD8murXKWgW/1zp7kXXOd/TQlkLqGHEN2/yGSGaMvI0hOj+GdGqf2ADwb/XQ76/TeCSOVCqJWye2qnzYkgDVIkB60BIiAu6Azenik6tuPeHHfuaC3jzz40Eamu1cPjSZf3+4DQCnS2ZDbjW3n9GFmyd0BmDY0yspdX+2W95axNKe63BNfJRPD9goqjZzb+YVqG3ua/TiG2D2Kqb3i2fVwQpkICnMjxXZ3mCDzSnTPymEXYV1PufUNzEEgB8yS1m2v4z+SSFe/4s2JIf7kRbpz5FKkbye0C1KtGFc+LFI+BpDffwaFu/xdqNsO1pDaX0zCaF+YptRt8OwGyDc/YB+9c+Q+bVIRvc8/4Tfo8JJ4nKKjoYO/ZRkQIJl/4WMKX+opNKsWbM4fPgwS5YsISgoiHvuuYezzz6brKwstFoto0ePZs2aNcyYMYPa2lqys7MxGo0cPHiQjIwM1q5dy6BBg/DzO7HswMyZM7nwwgsxmUwEBIgqu59++ommpibOO+88AJ5++mk+++wz3n77bTp37sy6deu4/PLLiYyMZMyYMe32uXPnTi666CIeeeQRLr74YjZt2sT1119PeHg4s2bNAuDf//43mzdv5rXXXqNPnz4cPXqUqqqqdvsaPnw4r7zyCg899BA5OaJCOSAggLq6Oh599FG2b9/OoEHCUHH37t3s27ePb7/tOIGpoNAaZe4jkFQqnDojy0NTkd338kpt6y69JhxOB6M7j0ZC8hgtO8pzCDBXUekeZ9AYsDqsHukOAKvTyviM8aw/vN7TbdBCiF8I7218D6dL6Iy3mE4nhyUzuedk9pfsp9Ik9l7WUEZEQATRQdGMTB/B+sPrQZJQIbPpyGbGpo9F5bThqikgPjCaxH7ivmiT7dj3fgNI6HpM8RzbWVuII2c5AHJjBfbMJeiHzz5F36iCgsLvRaNTkzYgntLDVWgNGpJ6RLcbU+6WTGqhqqDe531TnZgX2Jp9jYyTesWi1qgICvfD5XJRdqQGtUZFbOdw1Bo1gW07GlpoZV6Pzh9UrcJto+71djDseh+a3eoTDivkrxGvrfVwVSsppY6Y8qaYG5grYchN8MlEsVx24r//G0aHdIaJTwOw6tgHmB1iXrWhdD7Rfml0CxlNRfNRzI4ajpmyPLJLu6t+YGz8lcQHZFDSlAPIGNSBlDcf8RzahZMwfQI11mM+pxSid8vVHVwC+78Q3hXDbveqabQiNthAt9ggskvFvHNChvBWeOmivtxxZleCDBofL7/Fe4s9Xex7j9VRUG0mPUrMjf4zKpXLhiSRFim+96+vHc7CPcXEBhk4t9/x/SEUTh5ZdrG/ZuUJx+yvWUWMX/qf0g1oMpn47LPPSE9PJzw8HLvdzqRJkxg2bBjr169Ho9HwxBNPcNZZZ7Fv3z7uvPNOsrOzaWho8HRHhIWJhFRgYCBz584lLi6OzMxMZs+eTWBgIHffffcf/jn+yZxUsuHZZ5/lo48+4quvvmLmzJlcddVVHVaMnRaYStstkiXJE3eQJQlGeKtRyV0Fn4kJeaErkgNyCi/XzGBcRhS7co+R4CjkYc0naHBSv/c7loStpbjGTKxUjUGyQ5+ZULgJ2jyE1+PPd7VJXP7WcI/UhkXWsNeVRmzmRpLGdwVLne+JNlXBq33BVCakUwzBcOUyiO4OEx6EfjOFqbS9SUhGBURDyijffWjbJ1t+K5WNVn7cX0pCqJHxGe0fEhQUFH4l6ROFn8uhn+CHO+H893wCncOj7HzoLioMoIkQTDTgT4PsjwSkRohExBXDU/jpQBlNNicGrYr6wC6Q7u7Q8o+AqS/9qtN58aI+3LdwPzaHi4fP6X78gZd+Disfw4Ga6/eM9Syuavxlc7KIAD0vXCg0PRssdrRqX/+FsgZv4qTabPO8rmmWIXMBRUUFPFx2C2qc3GMweet1rMKpweZwekIihTW+1d8ZMYF8evVgNuZW02Cxk1/VREKokYsHJbKnqI4b5u9ClmHJ3hKCjFrO759AWwxaNSPSI6gy2egSHcCFA9zyS5Lk61/hpkdcMNvza5mu2sC9ugVEfREnkkzL7oG8NWLQ8JtFsikkSSQgFE49BZvadzT4IENDsRiXOuoE4347LUmGjRs3Mny4+PucN28eiYmJLFq0iAsvvJCxY8fyzjvvALBu3Tr69etHTEwMa9asISMjgzVr1nSYCGjLpEmT8Pf3Z+HChfzrX/8CYP78+UybNo3AwECsVitPPfUUK1asYNiwYQB06tSJDRs28M4773R4jJdeeokJEyZ4Ogy6dOlCVlYWzz//PLNmzeLQoUMsWLCA5cuXM3HiRM8+O0Kn0xEcLDxbWksrBQQEMGnSJD766CNPsuGjjz5izJgxx92XgkJrlLmPl2Knw5NoALB00I3QP8nr2+aoOIR1xTMMkTTUhKVRr9VjcVhIDU/lWN0xn8RCdmk2QYYgjyk1QNforlSaKj2JhtY0WhuZv20+jRZfV6WDZQeJDoqm2W7xBLlckopMXQCV69/lnJJd4HKAxoBh4j2ow1PQ9ZyKJmUISCoaJDV7Dq3BqDXSr5XXAwDH6b74LciWRhyF25GMIWgSFa87BYXfSlCEP5UFtdRXmMnPLCNtQLyPT5wxQE99uem42xsCRGdCVEooNSUNOB0uJJWEzqAhJNqbOEju9StlG6d9AN/NFvOIM184vvz0RV/DynvF9Sh7kXe5ueKXj+EXBtPeE6/tFlEE62ilTtFKJtfaqgLdKdspMR+k1lJCs7ONHDjgcIl5kuxy0hLUsjgafUQy/DWhDI66gGprIXZnM2ZHHQZ1IMmBfaBsH3x5vujq2P+5MIsedF2742jVKp651EV+Qz5awjkj1Ts/ig9pH2PqGRfM+sOi0EQlwZx5u3jtkn688HMOKw+K7+vyIUk8cW4vYoINzGnVFaFw6qi2HGvX0dAWi7ORassxIox/jI/R999/7yl6MpvNxMbG8v3336NSqZg/fz4ul4v333/fU+D40UcfERISwpo1azjzzDMxGo1YrdZ2MqwPPPCA53VKSgp33nknX3zxhZJs+J2cVMrprrvuIisri0WLFtHY2MiIESMYPHgwb7/9Ng0N7S9Y/2jCOtFWE+9ZzbtEU0OUVMdzPYrA5L5ZuJzwnTfx8JVzDHPst3FITmTFwQpeDviUL3WPk6ISFbNS0lB0I28kVVUuEg1qPeydB3UFYneyxEFXAu/bJzFWvYdX628WNxXZiUXWUCmHMESdQ/Ga91ibVQSRXWlHfaFINICoVN7fqpUvrBMYQ9n+3o3cuF7Ls8sOYtm3EMY/CMGJIqA58Cqoat8KfbI02Rxc8NYmHlp8gKvm7uCTzfm/e58KCqct29+Ho2uFB8v+byDbV8Zl4tkXMr/zGu7Ufs3Nmm/52TUQf50ajUpCBl5ZcZj5WwvpmxiCXiNuDxa7i3s/XQXVRzo44InpERfM4htG8OMtoxjq7n5osjl4ePF+rpq7nbWH3LWOEZ3h4k/RXDyX6WOHAqDXqLh1YueTOp7V7uLZC3rjrxcpg1CjliuGpQDwxupcbA4XIKPFwd1a4WehM4kHcidqHrP/C1lSi4fjM58AYN6WguMe763L++Ov13JmjxhmDEjkzklduWRwEpIkcbTK5KnCAcirNHe4j7WHKvlkcwH1zXa259fy4caj7cZ8t7eEgU+sYOzzqzmnTywPnZHAS/p3iaEKVfk++HqWN9EAQq7PqbR+/qGYfqWcxq8d9xvIzs5Go9EwZMgQz7Lw8HC6du1KdraQARszZgxZWVlUVlaydu1axo4dy9ixY1mzZg12u51NmzYxduzYXzyWRqPhoosuYt68eYB4wF+8eDEzZ84EIDc3l6amJs444wwCAgI8P5988glHjnR87cjOzmbECF95rxEjRnD48GGcTid79uxBrVb/qmTIiZg9ezaff/45FosFm83G/Pnzueqqq37XPhVOH5S5j5egtiaobUiLTMNkEYEIWZaxbRHG2YGygwRbIy3zpqPVRxli9a0ujg2KZUDyAE+AQK1Sk1OeQ63ZtyoZWWZAYxkjivcQV3PUp0MCYHfRbnLKc3wknVooc1gpbOlMd1hw5G/2rFMFRCIbQ1i9eS6hmYtx7fmGDcUH0PW/BMk/HFVMd7Rdz8TVUOqRhPqtyE47zcufxrb9U6zr/g/bgR9+eSMFBYUOqSqqo77CjOySqStrpKbY99qSkBFJUIRvF4KkwhPGKTtSTVleDX7BBlTuuY/skjmy45gwgz5ZorrD1Rvh+n2QLvxmsFtg2e0wbwrkfCeWhXWCC7+Ei7+B8Y+JZWodjHvs5I5na4Tpc4WMKoh/h94CQF7DThyyrd0mVqfvnERChUrS0D1sLAD1eUtar/RhQOQ5aNU6YvzSSQzsRUboKFKC+oprd02uSDS0UJ3T4SlXW45RaN6GSt2EU13Ekfrt7QcdXAwvxMErnbijawX3Ts5ArZJwyXC4wsSNn+/yJBoAPttaiNnqaL8fhVNG2/83v3fcb2HcuHHs2bOHPXv2sG3bNiZNmsTkyZMpKChg79695ObmEhgY6JmHhIWFYbFYjjsXaeHLL79kxIgRxMTEEBAQwAMPPKD4QJwCfpNB9LBhwxg2bBivvvoqX331FW+88QZ33nknJSUlBAWd+EH0H0P8ADj3LRHQM1dC6R5GqzPZqnabAO0BMu8Rhs7Jw338Dyart7HK1Z+3tS8ToWpA32TjJ+cAXKjxV9sZW7IAej4Jt+6D9S/BTtHmg+xClmGO/RZ+cg1Gh513tS8S4/R2WdQQRKJKZH6HqbL4YP0CxlxzO1gaYe0zXiPotrQkJJwO+PY/yNnf4bKns8bVBxN+2Pfv4YF77oTRd8Khn+HtkWJfvS+G89/9zV/j0SqzT7XwmoMVmK1OMovrmNIrjim9Y0+wtYKCQgsWuxO1S8Kn7q5tC6NGx/Crn6evzcFHG/PptKeYQ22qfX7OKuOyIUm4Ws2lnTYzfHY+3LKX38vzP+Xw8WYRwN+YW8X6e8YRFWjwrL9rUgazhqdi0Kp8WmgBHE4XGnXHOfI31+Ty3LIcNCqJp8/vxaCUMCID9fjrxW3um50t7b4SN6m/4Tz1RpBULA64ENxfwafOM7nkyvvoER9OkxNqapsoatPNEGLU0mh1cMuEzqRGiMoKWZa5b+F+Fu0upkdcEO/9eyBju0SRHO5HQXUTwUYt0/u2qZB0Y7U7T/je7nRx51d7sTpcVJng0e+yWHJ1T9jQymDT4TsZOqTuTJdTWIGp0AEBv7IL79eO+4Po1asXYWFhrF27lrVr1/Lkk08SExPDs88+y/bt27Hb7Z6uiF9i5syZjBkzhoqKCpYvX47RaOSss84CRCszwNKlS4mP921b1+v17fb1azAaT00H5TnnnINer2fhwoXodDrsdjszZsw4JftWOH1Q5j4QERDB5J6TyS7NptnWTHkbD4PssmxyynMY22UsPcOTkVutT7fUUqIL5Iy6o/i7HKiAZr8IjhhCiLJbqDJX0S22G1cNv4pdhbvYXbQboF0yQQLCHM3EWBuIsdRSp9FT1lq2BGEIPXPITCw2C5vyNuFweQNQNsnb7akKEnMMWZb5OetncspzCLeZSbA2YpCd5OdvRDv1cbTdJuEsy6J52aPgtKFOHIh+1PWexMjJIpurkRu8czdn6X7sKjXOqlw0Cf3RpA77TftVUDjdcDldyK62yT/fv0tJJdF1WDIup4vyo7VUF9fT3MZ8uK60kZg2+v4ul0zOlkL6TEz/zX/rHtY+BlteFq+PLIebDgmJ0xZG3w8DrhHee8YQ322dDlAfJ2S35VVYdpvo4jr7DUg7A/yjPPKrRab9HW7mpw3BZPd2kQ2OOp8IYxIquxXqCvDL34K62wCcWh3aZhMqQyhWyUF68GCC9d7n2v3VKyk0ZRKojWBQ1LkYOk2AiG5QlQ36IOj9rw6P75J9kwJOuU2BlCzDwn+DVST0NUuv44prM3n+J2/ywmp3+Wyi06h8TKgVTj16tf8vDzqJcb8Ff39/0tPTPe/ff/99goODee+99zCZTAwYMMBTGNWayMjI4+5z8+bNzJw5k0cffZRJkyYRHBzMF1980c5HTuHk+V1iWrt27WLt2rVkZ2fTs2fP00PL1GqCnGXCPLTvpXD513DpF75GnC04rbD4eqFF3irgkCSV86L2LRJVlRixopJkJmt2MEWzlbHSLshdAZ9dILoIknwfOKvkIAKwIOHChpaPnGd5V+pDCJR8kwlhJevg+1th1G1w4w5fHUEQ7yc8BL0vEu+zl8CBhUguB0PUB/mXegUA+dZA2PAKuFyw6TVv0mLfl1B7/MrfXyIl3N+nXc6gU/PssoP8kFnGjZ/vYk9h7Qm2VlBQAKHj3/uRZfT7MZHiiJFgDIN+l0PGOR2O99NpuGFcOnEdtKqmhPtTZbLy7AW9CZGaCKeeJzUfir9zR/vqmJPlWK23zdfqcFHV2H6fkYF6n0SDw+lizmc7Sb//R85+dT1VJt9Jgssl8/JyYUjlcMm8tuowKRH+nkQDQEas1/dgUehV1P1nO+8PX8Uqw5k++1LrjGSWmhn+zCpGPruaKrP3AVivkdh6/wQOPTHZ4wMBsCG3is+3FdJsd7KjoJb31ucR6q/j+5tGsuDaYay8YwydowPpiAndopnSKxZJgt4JwVzZgbdD6yJKlyyDMQTzuMdxqvTY/GPhnFepDMgAYJ8rlYua7ya3orHdfhROIcnDISiOdiVfHiQIihfj/iC6deuGw+Fg69atnmXV1dXk5OTQvbuQLZMkiVGjRrF48WIOHDjAyJEj6d27N1arlXfeeYeBAwfi7//rJgXDhw8nMTGRL7/8knnz5nHhhRd6nvu6d++OXq+nsLCQ9PR0n5/ExMTjnv/GjRt9lm3cuJEuXbqgVqvp1asXLpeLtWvX/qrz0+l0OJ3t5VY0Gg1XXHEFH330ER999BGXXHLJKUtkKJx+nI5zH4fTQV5VHpWNlXSN7sq5fc9let/pHXY6uGQXq3JWkd9QgeTnDd5Va4wMMpUS7LShkV2oZBepzXVcWH2IYGczhTWFfLv7WwL0AcSHeBOWGpeT7uYqujRVI8kysiSR6e8NGoR2cA3W1eSTtetr+iX1Y9bwWeg0Os+6/f4RoNGj7TUdTbromjpafZTssmxcsotKnb8YAyQ01WDb/z2yy4U9+2dPR7izaAfyCWX0TozkH44UGOV9r/PDtusLnIU7sG56F0f5wd+8bwWF04Wa0gZ2LTtEUVYFhgAdGq2asPggwuM7Tv6q1Cpi08Mx+OvardMH6LBbHKT0jvV5rLNbHDgdrnbjT5r6VrESl71DOW78I30TDS4XfHM5PK6DN3p2LN256kFABtkFax6GsDQfn7cgrfdaaVQHMTDsCkqKprLncDyuVh9Lq9ajqsiGV1LglRQCC3cw6rtXGbjqYwau+4Iz469havLtdAsd7dmmxnKMo427cMp26myl5NZvFdLcs7fBlevgxhyI61giLsKQTLx/d0AiSBtJWtCg9oPk1t+7jEGr5t7JGejUKkL8tDx7fi8SW5lB2x0usstOr27DP5twQwIGdcAJxxjUgYQb2ssG/1FIkoRKpaK5uZn+/ftz+PBhoqKi2s1FgoNF509Hc4VNmzaRnJzM/fffz8CBA+ncuTMFBb89vqng5aQ7G0pKSpg7dy5z586loaGByy+/nK1bt3omtv9o7M3w4VnChFlSw0UfQ7dzICgWwtOhsYMbB8Dqp2DWUiFxojES4LCRsfXN9uMkDbRkehuOwbJ7YfIzIqt7bAcc20ZkTR4v6t6mt+MIDzuuJAJ3q6DWD65ZTeD/9aNCDsaBmiJXJOeo1sHONRCaRsnWrzjYnE6qVEqqW7KJS7+E1JHec1D5/pewo0aHnZn2b2DFHtHeF9zqAqILgINLYdcnwpR0+uvC0PRX4q/X8M2c4Xy3t4TEMCM7C7zJBVmGe77dx483j/bRXlRQUHBjqYfPL+XJQ5dhk0OxYeCs4ivJfGCs8Fb4BW6b2IXMY/VUm230Tw4BGeZuymf+tkLevKw/e6ZVwE/3icH9/w2a9g/oJ8uVI1LYcLiKZruTCRlRZMR0HIRvzaqDFfy4X3jSZJU2MHdjPtP6xvF/q3IJ0Gu4a1JXwvx1lLsrlSID2ldSXzUilVA/LVq1mqtGpvLjO7cwsnkzBlcX8v2uweyAK0ekkhETxDn/t4G6pvYyRGO7RqHXiKqZHfk1vPjzIbRqiXP7+lZyq9wVUIEGLYNT20s5tEatknhjZn9cLrnD65xWreLZGb149Lsszldv4NoYM+YjGs7a0p2ipo+QmuENU2e2dP6ARZuzaMAPkCiobvKYpyn8AajUcNazsODfiJlp68o69+/xrGf+UHPozp07M336dGbPns0777xDYGAg//3vf4mPj2f69OmecWPHjuWOO+5g4MCBHp3T0aNHM2/ePO66666TOuZll13G22+/zaFDh1i9erVneWBgIHfeeSe33XYbLpeLkSNHUl9fz8aNGwkKCuKKK65ot6877riDQYMG8fjjj3PxxRezefNmXn/9dd58UzwfpaSkcMUVV3DVVVd5DKILCgqoqKjgoosuare/lJQUTCYTK1eupE+fPvj5+XmMr//zn//QrVs3gHYJDgWFX+J0nvs4XU6+2vUV5Q3lSEhM6jGJjJgM/HR+hAeE02DpOLiz4ehmLp94D/acFdg1eqx+4fhlLvKsdwFLw9ORVGqa3F2YzfZmVh5cycRuE5mYMZHiumIG5m/C0CjkDmPsZtYFJ2F0ywTW6QIYPfoGsrfM9exX43IyqeYIrto8doTEk1ecSbSpknq1ngatgUqdPxXj7yY10uvZomrTBaqSRT+Fxt6Efe83yLKM1FqWSa3jUF0J27NXEWQM4oxuZ+CnO45ZbAdIai3GM+7Dkb8ZyRiKq74EZ9FOz3rb1rmopz6BpPpNAgQKCv9onA4XuduP0VDllWqxmGz0npiG3vjL85S4LhGYapqxWx1COkktUVVYR3VRHZ36x5PcM4aCTDHnCIsPQnMqquUH3yjkk2yN0GkixHUQXG/L0VWQ6a7QrjwAm56HgXNg7aOgMcD4J0Uxa427uCigvadEcmBfNJIWJIlOQQN5btUy4iIqqKgwkr01lXOHHyM5sA+h+jhYegk0CXnb0KoidoyZidUYiDZxFBE6P/FkW7wdVtwLSDDpUZ9jebo/9AGQfGKvMkmS6B85hX4RZ3fcNSJJMP0jWDqHJY4R7Aubw+jDlczbVojN6cLW5KKs0crZvWJ5Z10eIJ7C86vM9IwL/uXvVuE3IUkqeoZNYEfl4uOO6Rk2/g81h7ZarZSVib/P2tpaXn/9dUwmE+eccw6DBw/m+eefZ/r06Tz22GMkJCRQUFDAt99+y913301CQgIpKSn89NNP5OTkEB4eTnBwMJ07d6awsJAvvviCQYMGsXTpUhYuXPiHfYbTiZN6ijn77LNZvXo1Z555Js8//zxTpkxBozmNHoTK9otEAwg9usyvhExJRZYIwrcgqX316pCEJvnkZ8XbvV8AbVv+8CYaWsj+TiQbBs+GPpfC096A1pnqHRyR44mhiiJXBIn2KgiIgs5nEnX4ZwDi1DWe8aW7f2BNbQSXaVYBiG1UVZC5wDfZkDEVBsyCg0txJQxmavxkrlx5C/GSu9Vu/YtwzWqRlGgsg54zYNF14vNUZosOjykv/PrvFIgJNjB7tHjoT4nw58ON+TjdLZE5ZSaK65pJDPv1D/EKCqcN296Dgo0EMZ0KRJIvSDZB0TbIOFt0Ymn0xzU17JMYwvb7J2Jzuqgx2xj+jLg+2Bwu3lufx8Rrb4BO44RZfMLA33SKFruTkrpmEkL90GlUDE+LYON/x1NtspIWGfCrEolGne+Dvl6r4l8fbPUkF7YdrWZ0l0gKqpsIMmh4cKpvAOj+hZnM21qIJMFj03oQXLCcS60LQAUZqiIajF25/q6ncblk7vl6H5mt9F5VEpzdK5bYYAM3ubsZHE4XV3+8g/pmEfDYerSGCwcksOxAGbIskiMTukXRL+nXJ15P9D2c1y+B81gDi1+FA+A8+Bk0PQ1EI8vw84EyZo1IFVJRNiddogMY4vbIUPgD6T4NLvpEmHO3rjgLihOJhu7T/vBT+Oijj7jllluYOnUqNpuN0aNH88MPP/hUW48ZMwan0+njzTB27FgWL178q/waWjNz5kyefPJJkpOT2/ktPP7440RGRvL000+Tl5dHSEgI/fv357777utwX/3792fBggU89NBDPP7448TGxvLYY48xa9Ysz5i33nqL++67j+uvv57q6mqSkpKOu7/hw4dz3XXXcfHFF1NdXc3DDz/MI488AojEzPDhw6mpqfHxuFBQ+CVO97lPjbmG8gZRoCQjc7DsIHqNnorGCqTjdnYBMqgCo9APvAw9EF2Ry9qAWPwcNvxcdnYHRNPcwbNJbmUuE7tNpGd8T3rEdqdpzxeedUmWBjK0VQTbrXwV0ZUGtY7/aHWkR6aTWyl85AaZylAjo5ZlCkuyCK0tIMvdCRHosNKo0ZNTccgn2ZASnkLfhL4cqjhEVGAU/eN7wk6vDIPj4DKMkx8FWUY2V2NPG8lPRzYhyzLV5mo25G7gzO6+XZK/hGQMRttNdKe7GsqwZy0VHn+A3FiO3FCGFPLnVYcqKPxdqCys80k0tGCqaUYfr/MYPB/vudovyECfM9KRXTIup4vdPx0GRJFj2ZFquo9KJTDcD6fdiX/ob+yCtFuEP2ZIspiHJQ6DW/NFR0NExq8rRNG2iX1o/WHe2VDr1p4vWAfJoyEwXoyd9JLP8AM1q8lr2AFA99CxVDfXMLCrkPWOC7eyLjOQs5NvFdexHS8SXrjes62MRED8GAzhaXQJaaWy8fk0MLkTMe+tI+3qLym05RNUU0L6yvtgwnOQ4u1++CVOKE/VYwbfO4dz8+e7IdPB3APbcbSSzPo5q4xbJ3Rh/rZCGi0OUsP9GdX5+FI5CqeGWP8uDGQ6+2tW+phFG9SB9AwbT6x/lz/0+MuWLSM2VijKBAYGkpGRwVdffeWZz6xbt4577rmH888/n8bGRuLj45kwYYJH7nL27NmsWbOGgQMHYjKZWL16NdOmTeO2227jxhtvxGq1MmXKFB588EHPHELhtyPJJ+FypVKpiI2NJSoq6oQXh127dp1wPw0NDQQHB1NfX//30Dkt2QufngvNdSJo53RLeHSfDlnuzJ5KByFJonWty1mw9llE3Y5KSC2lT/Dur3g3rvfGoUJGlkXy1kNYGtS4byI9zoML53rXvZjRrnviqCtadCnED4TZK4XMyfIHoXw/5G8Qg/SBLAq7inNKXkMtiV93vexHsNQEk56CYTfAjg9h5WPgFyE6NqJ7iG2tJvi/gb7tfmc9C0Ovc383u+Hdsd51vS6CC947qa+3Lfd8vZcvdwh99YgAHevuHoef7vSZ2Cko/Go2vgrLHyLLlcRD9itxouJhw5f0vWk+7P1cXIf0QXDp55Ay8oS7MlkdDH1qJSa3udb5/eJ56eK+v+v0SuubmfHWZorrmukaHciC64YRbDw5yQmL3clzy3JYnlVGs93JkNRwHp/ek/5PLG83tnNUAMtvH9Nu+4wHl3nehxi1vNb9IKMPPOhZti5xDtsTr2TBjiJPAqOFq0em8uDU7pTUNbM8q5z0qAD6JYXQ/aGffMZdPzaNpZmlFFQLj4fEMCPr7x5/Up/1hCy9Q3THubmZe1hi6QPA49N78K9hKZQ3WCiobqJnfJByzXTzpzxvuJxQsEmYQQdEC+mkP7CjQeHkkWWZzp07c/3113P77bf/r09H4W/E6Tr3qTZV8/Wur2m2N6NWqXG6A+FpkWnUlWQSZrdQaghCExCBVq0lLSKNLUe3eLaf2msq6VFeXeVqczWfbvm0w2NF+oVS2SQ6m1PDU5ne19uZZV58N5gqfcYfNoSyJiSJCP8IZg6ZiSzLVGUuQVVzFE3JfrS42BuUiC48mS3mOhzu67HG5cShUjO803AGpw4mqzSL9YfXo9fomdxzMtFBQvJWdtho/v5+ZHOV55javjPQ9ZgCiATMJ1s+8axLi0zjnN4dy1b+WqzbP8NxaKV4o/PHb/pzSCfRLaGgcLpQfrSGwv2+fjFI0HNMJ+rKGjl2sBKVWiJ9YALBUSeWfHE5XexZfhinW/8/NDaQ9IG/M8lnKocPRwqz5PCucNWGX9Vt7oPTDivvh+xvwdookhXnzoXnItoUtAJh6XDjQZ/nTlmWWbPvXgas/hhDUz1H+55F8+DZPh4OZRXpjOkSTUHjPpK3f02XfSu9++w/G6a9Kwppsr8Vx+g0EflxHVLrgtkht4gOjAp3Ma5/NNxVdnKf9QQ89UM2767P87wP1KtptIrPf+/kDK4dnUZFo4X8qia6xwURoFfmPvDnPG/IsotqyzGsTjN6tT/hhoQ/tKNB4e/JSf1FPvTQQ7/fIOfvyOeXQLO7S8Bpha5TIXUU5PzgHeOyiZtKt3OgKgeRaED8q28jZWEqR+W+UEsSmGU9BoMf6qBoqDwouiRiekOnsXiyEfkboam9f0Gqqhx0ARw561M+XryfqVUfMrjoA7FSFyD0RfXB9O+eQWFxFKmSuDnbDeHkZtxIVdRFDG2uFYEs2QXNtUK+6cK5sOn/ROfGqNvhx1ZSC4ZW7Wlx/aDv5bDnM9HVMOqO3/w1t/DYuT2JC/GjotHCFcNTlKCZgsLxGDQbirbRvWgrX0ethdg+0ON1kWBY6+6ksjbAqifgqmUn3FWAXsOHswbx9tojRAXquXdyt999et/sPEZxnfBoyClv5Kf9ZVw0qGP99uPxxupcPtx4FACNSuLus7oSFqBj5pAk5m0t9Bl7uMKExe70MQjTa1ToNSqsbs3VumY7s3cm8pkug0GqgzQEdaY641LmfrcPDQ7A+1CWGGrkxnHp1JptTH9jI5WNIhFxzehOtGVtTiUmi7c7rfXr30KDxU52SQNpUQFEBOih2zTY+bHQeg1O5JbzLyclp5m0qACmu2WcooMMRAcZfmHPCqcclVo8Eyj8JamsrOSLL76grKyMK6+88n99Ogp/M07Xuc+SfUtotov7t9PlJDU8lYTQBCg/yNjqw6iAJpOGb2WZ4Kj0dnJKujayi03WpnbH0Kl1TLfU4Hc0k92BcdRGdSUlIkXIFkkSpfWlLPePYbKpGgMuVIBFUrMnIAqNSsP4ruNZe2gtCRVZxBZuByA7MI7NATEYtAZGxfQg6NBqalSiOtlPrSE+JoPooGgcTgcrslfgkl0025tZc2gNF/U+B3vWjyC70PScin3rXM+5Sq2qjMP8w+gd35t9xfvw0/oxJPX3d0vpBlyCZAxBNlej6TxOSTQoKByHyKQQGmuaaKxuwhigxy/YQGhsIDqjlmMHRWLS5ZQ5drDyF5MNKrWKLkOSKDlchVanJqFb1AnH/yoy54uYEEB1Duz/AobceHL72PSCkE0CEYuZ8KTwcxh6K2xuY1pbkwuWOvDzdjRLkkSPXT8TVCcC/122LWJ5cjdcxlBUKhnZGcTErsnsrxUJhpLU3qRmb0RrtyAHJSCNfxwsDfDBMNGhATSe9QyqgFD8TV7lDI4sB7u3uh3b7/OLM1sd7C+pJzXCn6hAA5N6xDB3cz42h4vIQD1vXdafdYcrSQrzZ8YAkRSKCjQQFajMff5sJElFhDHpf30aCn9xTiqKe9q2kljaBPmPrIDRt0PO0vZjj+0QMkQtqPWiwlhSiUDgljehIhtZY0BymywXD7iLLtlviUQDiARB8Q7x01wLncbh/Hg6arm9hjiAVRfKZW+spJwwJmq3QUuczea++DccI2nVDRwiBrusQiu5MMlGzt7aA9vWbdw9JprrW7VCuxrKUL3cE+zuFsXk4dDrYijdC2ljoffF3oObq0TwK3UMjL4LojJ+3Xd6AvQaNbdM7PzLAxUUTnd0fhzqey+P5azFdcTB/Snx9IgfIKpgNAaPkXthk5YYhwud5sQVB4NTw37RY+BkiAk2tnl/8g+Dxa0MpR0umYpGK8nh/jx5Xi8uH5rMu+vyWLhb6DlPyIjySTQ4XTIv/Jzjk2wAsKLjQttDnNctgAfOH4Lh+/fZqX8IneTkWfslvOWcRueoAL6eM5xgo5ZNR6o8iQaAD1pV2bRwoLSBIalhNBbVgQwPn9PjFz9bVkkDLlmmZ7yvvmi1ycq5b26kqKaZED8tX183jPROY+C6DeI+kTKSNP8Ibk/2bnOwrIG31hwh2KjljjO7nnQHicLpzbx587j22ms7XJecnMyBAwf+5DM6dURFRREREcG7775LaOivlzZTUIDTd+7TbGv2eV9QU8DA5IHoCrfS8iTh53IQZW+irL6MwSmDPWNVkopD5YdQq9TEBsWy59geqhqr0EgaHG7J2G4x3SivymO700EPjZEj+kDMpiqKclbTZGuiS1QXvtr5FS5JxSG/cPq6tcS1shOHpEKv0bNg1wIAImtFQYJdUrHRLwJZdmK2mfnp6FaCkJBkF7KkwqLSkl2aTXZpNv0S+/l8PrPVTP7Sh4hqErKxtoh0mrueQVBZFtqoLmjSvdIgstXMiNo8hso2tOkT0Ab+/gClpNKg6zn1d+9HQeGfjkqtIio5hIYKM6baJgLCjASG+QnvM7WEyykKOp12Jy6nC5X6xHOfgFAjXQafXCHUCQlKOPH7X0NdK3Na2SW8PKN6wKQXoO8s2PIK7HYXl6ZO8Ek0yLLMobqNhEu+YT4JUKlkIg3J9AmfTE7dBs+6xtBY1px7B9FmK716/lfs79hWT6IBQLfuGeS2XRVVWZA4AsyV4HLA5Nd++bOVZ4r5abyvb0V9s53z3txIXpWZQL2GL64ZyoDkUH68eRQ5ZY0MTAklKtDAwBTvPDW3wsTrqw/jr9dwxxnCv09BQeGvw0klG0JDQzus7gkODqZLly7ceeednHHGGafs5P4y9Dgf9ni1O3FYhClyrwvh6DoAGmUj+1ypjOg2EkbdKTwNcldC4SYhUbRnPvQ8X/wLuGSJn7QTGTH5UrrsfAOaqzs+dsEm6g4sJ+Q4iQaA+sZ6yhEX3mWuwYxWZ7YfJLvoovJqSqfYDjFatZccOZFvMnVcO/l57D/ei95lRVWd4yvvVLDJvdEoOPMJULW6aS+9A7IWidclu+GOHFCqcRQU/jRu/Hw3h6wpANywrIxl/WspsWhJPP9DCr55gBKbP/89NoORizJ5boaQ3Vm2v5R7v81Eo1bx8kV9Gdn5JNt7fyUX9I+nqKaJHQU1TMiIZnSXk9fS/PfwFJZnl9NocTA8LZy+iSGede+sPcKiPSXo1CquG9uJm8f7Jik/3pTPW2uOEEIjd2mWolJreMt2Ng2yuEYtzDax990t/KT+AK0kHqDv1C4gYuhFXDK2H/7ugH1OmW+ljvM44oPb82v4ds5wesQHo/2Fyc0rKw7xygqhE3vN6E7cd7a3k2R1TiVFNSLQU9dk5/p5u3h/sj9Jmx8Ch1V0kbVqybY7XVz+/jaqTCIhUm2y8cbM/ic8voJCa6ZNm3ZcL4PW/g9/R05CLVRBoR2n69wnIyaDfcX7PO9dsovcylxGJA7A6u4isEsqajQG0iPT6ZfUDxmZ/Op8jtUeY3/JfrJLs+kW2439JV7pDq1Ky4j0ERyuOEyNw0qNIYRiXSD2VhIgJXUlFNUU4ZJFkUCAyzsHMqt1qF0u6m1ezfajhmBSrA1IsoyE1xVPRqZe6y1ysDltntc55TlMyJjAiuwVyMg0WBrYpQvkrKZqqjRGlqoM2OoriI3pxQX9LkBqdX62XZ/jyBNG87aqI2jOewlJ7/87vm0FBYWTIXdHMU53EVHp4Woik0KQXTKd+seTt6sYl1PG2mTn6J5S0gaI7t+6chNH94hYSGrfWEKiA4+7/99Fjwuh5inIWwFpk6DbuSe/j0FzIOsroayROAKSW0nEbn1NJBpUWhh2O4x7zGfTQtM+DtVvJqjnMIaUZaOz2zjcezwW/xAAKi0FbCr/HJXkK/cZFTWKzqHDkTTie5GrDmLX+6Fzd6Xpm+oAcEkSqtbPVUWbYNZqSBgGml8I9m94Dlbc4/6M18OUN7yrcqvIc3txNFod3PT5bv47OYOPNubTZHMQ4pfRroPhio+2eTroS+ssfDjrVxhvKygo/GmcVLLhlVde6XB5XV0dO3fuZOrUqXz99decc87v0638yzH9DYjuCT8/4NXJi+uHJf1s7vzmMHFUssA5FkkfyIpREwhXa2DItbD/G88uGuwS9fs30ZI3V0syXWwHeK+qF3c2t+mcUOu9vhC1hYRUHfSscrmTAK2nPZE0cJVqKR+6pvC5cxzjeqZwRpoRfrjzuB9JBp7UvE+0qoFSexK7q+/C3xlFN5UwDuqwYzx/vejcSG5lFNTaQ8LaICqqlWSDgsIfj9MB5krqHN4HuxI5jNGvbqfCZKdrdAA55ic863YWeK8zd3+9jwa3zM99CzNZd/e4P+QUJUnitjN+n1FU38QQNtw9nkqThdSIANRuw7eimiYWuScNNqeLnQW1aNoE+Lfli1bf93QvMkh1CIAxoYWcXePVbM+rNONMDUdbJ7oVVMhcvfN8KMyAq34CYwiL9xQf9/xCjBrqmsV36ZJhX3E9fY9jDC3LMiuyK2i2O/l4U75n+Seb87l0cBI/Hyija0wgqRH+SJJQ0QM4VG7C/MUtgKje5MvL4a7DbP3pC5Zu2kN3Yw3h5n5UIdpZ86vbG+cpKJyIwMBAAgP/oIm3gsLfmNN17jM+YzwRgRGsyVnjCfpHB0Wjju7KyqyfCbQ1keMXhkNrZFinYagkFX0S+nCo/JBnH5LTRnlJJq1nLXaXnfrmeix2i3eZSk2g7KLRrffcZGui2uwtwsryiyDZ2kCdWs934ek42+hC5xrDiIjuRu+wBKS87ceZxPhic9gwmWuQW+mPFxmCaVJpyPYLw+ZOLpTWl1JcV0xyuLeV0NVa1tZpQ7aZlWSDgsKfgCzL2K0OT6KhhewN+ditTgwBOk9nA4Cp1ivflr+vFIdNxHHy95bS98w/8Jln1L3i57cS0wduPgKNJRDeWXiGgvCD2OX2xnTZhUl0mwC/pSoTJOi+60cMFqFyEV9WxKE+3jFNjnpC9LE+2xWa91FtLWJE7GXo1X6Y8pex9ZxbiMvbTfddXilec1AkzoAYQjzJaFl0QaT4eub5cGgpWOphuze5wI63YehtcHAhRHQjJXwUKknMpQDyqszM+Wynp8Drus92sufBM3l9TS5vrcnFT6eh2uxNICtzHwWFvx4nlWy44oorTri+b9++PP300/+4B24kCYZdDzE9IWcZcvxAfrAPxLSnmNXqEZjdNy6scP383Xx57TBY/jBUZAHionml416GOTK5U5vv2W26qpQM8zYYey8svBaQITwNrlxGU/bPvLLDwuJCAzNUa7lLu4BmWcc9mrt50f9TtA0FPqf3gHYeY1yZhEt19DxSCaFXgdbfK4UkqUQbXss2QLRK6KvG2guJ3XoTNZJX19AkGwiQrJA4GIq2ioUqLdjMQjc8eQREpMPI22DBFSI5MuBKCIw+5V+/goJCG8zVMPdsqDzITyFpjK2+h3r8saGjwiQqAHPKTXSOCuBwhXjQPLNHjGdzlco7EVf9DaSog/20BPv5VlcHGbX46dQ0ua+/sW0km2rNNlZmC4+aXtJRz/LYpkM+4zoFgzT0etj/OZQfQGpwJxYqD0LuCug1g57xwdQdO8i16u8xYeQ1x/k04ke/pBAeOLs7l7y7GbtLRpKEx0SwUcv0vvHsL65naWYpGTGBTO8bzxNLs/lggziX1jJHSWF+nPvGRuqbxe/utUv78dol/bjzqz1YHeIpO8BlwqNdYW0g71gZ/1ptwMYosMKd/j+QY05CJcEVw1J++5etoKCgoODhtJ37AL3jexPhH8HhisNEB0WjUWnIKs2ixD8Si96dLHA5+C7zOy4ddClb8rZQ0Vjh2T7YaUdyOMR8pFUCwGQ1MazTMJZmLkVGJsgQxCUDLyG3Mpfs0mxKG0p9zqPWGMqywGHUNdW2SzS0sL2xCmtwHNHISNZGinUBqCQJV4ejweFysLlwJ76t3LA6JJmg0GTxnIUomnDKTjKLM4kLjiM8IBxd97OxVOaC04YmdTiqUyCjpKCgcGIcdicHNxXQ3GBFo1N7EgcAdrdpsMVkwxiop9ktfRoS400o+Ex3/g4+PMYQ8dMaXSDog8FaL94Ht5F/sppIXPJfCideQXC1t1DKWOE799Gr/EgJ6E+p6iANtkqanSImZHbUUt50hKTAXuhDu6CxNeBvqqU+LI7gmhJckorKAReT1PVqeHcoOC2ABFteBv9I6HcllO+HzHkQkQF9r4BVD8I6d/GbsZVUb0gqfDgCzOKe0WPaB7w182xu+3IPTXbx+2zdSW62OcmtMPHScvFZmu02/HVqzDYnkgSzhqec7DesoKDwByPJp7C//NChQwwdOpSampoTjvszHNL/SB5ZcoC57qrUnnFBZJU2eLKwIVoHm4IeoMnmJMLuvchPtD5HrpzAAu2jDFbneJY70yehbiyB+P4w+BqR0ACeXXaQt9Yc8Yz7WvcI6Rl9UJ//FoH5P8OXV4BbWkmWoYZAwqXjmPIERIGpouN1bVjn7ImfZKO3dASdzgj/WQ5750NVLqSMgJWPi8SCLgCuWQMRnaGpRnQ1hKb8ui9QQUHht7NvAfx4j9e0HliSeCc3H24vmzP3ykHUN9vx12k4Umkiv7qJiwYmUNdk5/6FQkbp+Rm9GdIpvN22fwc25Vbx9ro8wvx0PDClGxGBes+6wuomRj+/GoBnNO9yiWYNANv8x3FR9WwA4rUmlqjuENfOCQ8JjdLvbnHvQYL/rISEAdgdDkzPdifULpIXDZ2m0Hzuhx4z5uzSBm6Yv4u8SpHc1alV/HDLSKa/vtGTjH7m/F68vjqXY608KC4bnIhLhoEpodz5lVeu4tJ+EVwxuhuTX1vv6W44W7WFV3RvoZOcWM94hkeP9WX+rirPNleE7GXG5TcQZNSQHK5UWLbwd3/eUFBQ+Gtzusx9NuRuYEfBDgDC/cOpaarxSJSpJBUGrQGH0+EjVdSCzmnHpvYm2JPDkjHbzEQFRtE3sS+RAZFIksTWo1vZnLfZZ9uksCSm9JpCaX0pS/Yu8XRZHA9JlglyWkmTnezS+jOwsZRAp401wUnIxwkw6px2DLLM6Lp8ImQX/mfey7aaY1SZq0gISWBz3mYcLgcalYaLB15MZGAkstWMbDMriQYFhT+BmpIGCjJLcdi8f/+BYX401rQ3nk8bGI/sEqrPliY7VpON8IRgZJfM0b0ikZnSJ4bgyBObR/9lKdgA658CQwic+QIExXnXNZbBi7E4NFpcKg06t/dOecZ4tg09CwCVpMblVuroHDyUAG04u6u8PqTDYi4hwpAILifOF2NRm4Vfjpw8Gun8eRDs9qCoyIKvL4EKt3y3pIY5+0QCwVInlp31Kux8Fypb+X71ny2UQjqdAd9c6llclzGLmgn/x8SX13riauDNC915RleK65qYv63Isy7UT8unVw/BT6um09/19/kH8Hd/3lD453BSnQ2/hNVqRaf75xuzrDroDdzvL2ng393UfJItLtozXMu4t3YqyVI5t2i+RS3JLHMOJF8WFf/X22/lS9XjpEklENEVde5PYkflmaJbwJ1ssLdpD7R2OpOQgaPBoBXGr2c9DUfXUJa9iXttV7Na7sfF2vU8q34baJM/MlVAQCyYfCuFAOEt4XJ43o5We3VVsZugYKPwaQBY94JX3slmEn4VEZ3BL0z8KCgo/LE018KiOTicTjSt5syrivDoFOvUEr0SQjindyxju4pJ8GsrD3sqQZbsKWb1XWPZdO+EP//8TzHD0yP4cX8Zn24pYM2hCj6aNYh+bgmjpHA/hqeFs+lINQ85rqS36ijdVQUMsmzk2RGzKdEmc/ami9jp6kIv1VFi934BN2wTydPindD9XEgYAEBpZQ1J7kQDQFBjHkFBXt3QbrFBhPvrPMkGh8slpI9aVV3tKapjYHKoJ9nQJyGYp87vDUBlo5Vwfx21Zguvaf+PqdlbOXIglmj5PsoQiaB8OQaTMY6wbuP4974ebM2vwp9mzBjRYWfKhAn0SvA1mlZQUFBQ+GM5XeY+R6u8HYLV5mo6RXQir0rID7pkF022JqJsZmo0Rhwq3+4DDTJ6p41GtY5Qv1AKakR3dpWpitjgWKLcAXuny9d8ND4knt4JvdFr9CTam7gmoSdrLWayK73FWJIk+fiyyJJEvcbAblkmQutHj6YqjhqCfRINEpJHPkkluzivJpeg1kmSsixGdJ8MwK7CXTjc8ySHy0FRbRGRgZFIen9FOklB4U/A5XSRt7sE2eUb3zDVeYt3JAn8QoyExgYSFiuCq2VHqjmWJWI21cfq6TkujT4T0/+8Ez/VtHRhJY+EnB6w6QU4vBQu/Q5S3Ab2gTHQZSqaQ9/jUrnI7jeZ+og4quIySAnsg1Zl4HD9Fs8uj5mymJh4LVanmRprMdHGNJFoAKg5grrJK2cn1Rd5Ew0AUd2Fh1xLskF2QvUhb6IBoHgrJA73JhuiesI574jP0VQDgXHIDSVcan+SLXv7wN617T52sEHDxG7RbDlazfrDVT7rbhrXmZ5xytxHQeGvyilNNnzwwQf07dv3VO7yr0FDCWx6HbRGGHELQ1LDKHRn0vtJh3ks/zHO0XVGhZMBqsNYZQ0qXKglcVOcoN7NAdXV3G2/hsWukUy0PkeszsLGQXVIP7byVWjl3XDNmE5szqsmp6yRaZrNDD/6OuS/Tl3caEJKhCk1gXHckziPtbliuy/to5gzqR8pK9ySTK25cil8cCY0+V6kSR0DKjUc/lm8TxoKhVvF9pIa4gd4xyYO8coxqbSQMPD3frMKCgong9MBLgcfOydhQ8dQVTZrXb1Z5OhPVKCea0Z3YmzXKNKjvNUdsiyz71id573Z5uRYbXM7k62/A8uzyrl9wR6Q4bkZvekWG8SnW0TQoq7Jzv+tyvUxB8ssFm3GNrTcYL+Z1fo7kJw2Lo46Rn7aWM5d+yh1sh9BmFkUspFOkgSjbvc55r3f7uPzbUW8qhvBdJUwhFwXNIXRbc7tvrO7ce2nO6lrtnPv5AyGp4UTH2KkuK4ZtUrizB7RjEiPoGd8MBa7k8uHevWfIwP1LLphBAc3LOKMXUK2Lk1VymzNDzzu+BcBGifPqd4lrLkAds0lya5jK2MxYyTMX8c3c8aSGqEEPRQUFBT+bP6pcx+z1cyuwl1IksTA5IEkhCb4+Ci0JBo8yDJDGkoIdVo5bAhlc3C8Z5VNUuNQqVGhol9iP1blrPKsa+3d0C+xH4U1hZQ3lKOWJIrriimuK2akRktWcwNOSWKErRFb4iCOVOe7DyszMn0kG3M3+vgvyJLE5P4XQM0h/FsdAyAlMIootYaqsgN0bqohOCQBufooYu4joYpI84yNDY71JDQkSSImOAYFBYU/D1mW2yUaAGSXjFqrIq5zBEGR/vi1KgKSZRlzq2SEyyVjbbKhbyPJ+rcg9yf45jJw2mDqO5AyViQaQChLrHkEZnmvqZTsBEDlcpKSs4kVfe4HZIyaIOL9u5Fbv9VzrTRqRKA+LXgQabQyV/7xVtj6Kj7iU6Gp7c9t4rNQmQ3mchj7KHSaAKFpUHtExIy6nQ9dp4kkg7UeBl7nbVXwC4P/bGHHxp/Ysj623a61agm7U6au2cHXu4o9nn0AgXoNC68f4TPfVVBQ+OtxUsmG22+/vcPl9fX17Nq1i0OHDrFu3bpTcmJ/KT49X1xIASoP8tSFn9K7aQvNh9dyiXoVyE4GqbwmznrJ4bO5FidI8KjuMxZbRiKjolb2R07KQIruAeUHRPC+aBv0PB8CoogKNLD05lFY8jZi+OQ1z74CS9Z7d9xYQkSEtxJHr4Ho6m2i88HhvcEy7CbhBZEyGrK+9f1sQfEw8WGRcGiuhbBOkLsSCjZB2ngh79RC6ij492Io2Axp4yC2DwoKCn8iAZEw4SFqf8rhdcd0n1V+OjX/GdXJZ1lpfTO3fL7HY5QM0Cs+mO6x3pbK+iY713y6g/3F9UzvF8+T5/ZE+otqmT6wKJNGt7H1/Yv2s+zWUZ6HUYAQ44kmEd7P1LhnIT+Yx1EnCzP7BvxZGT+HTm22qGi08Lm7XfcW2/V8LJ2BCSOHDiTy0cEKksL9CDZqiQjQ0y8plG33T/QEJAAW3ziCnw+UYbY6SY0IQK9p/ztqITHMj8S+abDLu8yl9WfbPRMIyvocw4/5nuWRWiu4C0D7J4UoiQYFBQWFP4jTde6zZN8SyhtER19FYwXn9j0Xs9VMbmVuxxtIEpU6P2KamsgMiPRZ5XCbLSNBul8oB4KiKW8oRyWpKGsow2Q1EaAPwKgzcsmgSyivK+PznV94tt9rMdGoFb5MK1UaurRKKkhI1DXVoVapcThsqAGnSkX/uB6EB4SzMW0c+sOriLE2UqYLwOCyE6vV06P7JPx6TUG2mpACInGVH8RZloU6OgN1VBfP/mODY5nRbwZFtUUkhCYQF9xKskRBQeEPR61Rk9gjmqID5e3WqdQqYtJ8pWBtFjtH95TQUOmVWDIG6vEP8Xq7OR1OcrcXY6ptJjQ2kNS+sX/ZuQ8/3OiVzv3uGrityB3rcSdRjb+sLiE5HQSveobSsf/1ScqGGeLbD7Y0uBMN4FO8enQVHPgaonuDPkh0UcT2hdsLfb1vZm8V8SZrPUT2EObWQ2/u+MSCE/HvdxGs98a3tGqJ9XeNZ+2hCu75NtOzXKdW0ezufuuVEKwkGhQU/gacVLJh9+7dHS4PCgrijDPO4NtvvyU1tYOs598Zp0MYhbZQlolWreJfZw6DY4+CvbndJi5JxyH//mSYtiC7m3UBDAHBxBuMNDc18pj8Bqp3toLa3XrtssOBb6B4h5Dy0IrsvBSZQYUcSpQkuhfa3gYfmNYHm3ktpVXVvBj4Bcbd23wHhKbApCcg58f2iQaA3Z/A0bVw/WaRaABInyB+OiJ1tPhRUFD43zDqDmb2NLPkvW0U1jShU0tEBel55oLePsPuX5jJvK2FPsum9o7l+Rl9MGjVnmXvrc9j61HxEDt/ayGTesQwpotvoOCvglbtlWbQqVVEBRp4+eK+vLM2j9hgA/dN6eYz/sUL+3Dfwv3o1BJPxRwG0QRBQMlm5hbsArzGcd0TI9odL1CvJVCvodHqACR2yd4AxP+tymVXYS06jYq3ZvZnQjchldd6sqKSJN5YfYTiumZe+DmHrtGBVJqsXD40mRvGddDKnTSE6iF3Y905n6PqTgy88FHRgdLvImFgXbQVc0RvPj02yrOJsdXvUkFBQUHh1HJazn2AqkZvJ3SVqQqVpGJ42nAKawo79GUA0BtDoakKXStfBYPGgE6jw2o1M6z2KPmrnqcmTHQOuGQXRyqPUNZQxhVDr0CnEXOiEP8QApx2TG6fB7PaK1Nll1QMTx9DtWMFVeYqjBoj+0vcErAqFU7AT+fH6G5nUFRTxPaKwz4mqha1jk01hezb/jmXD7kcg1vCSR3TDXWM7zNEC/Gh8cSHdhCUU1BQ+FOI6RRGWFwgOZsKsZhtSJKERq8itY9vRXzhgXLK83z9c0KiA+jUPx61xjuHKD9aS0OVkD6tPlZPaEwAoa0Ksf5SqPWtXuvALxRmfAnrHoeAGJj8mu/46R/CkqsBCVf6OHpsW0JYeT4h1cfY06Un+Hs/Z6i+fUcBWqNIYDTXtF+39VUo3CCKZC+YDz1miOWtEzWSGjY9BzW5sPI+iOkrpLz7XgnjH2u3y+6xQVw/No2PNuaj06h46cI+xAQbmN43nkV7SticV01qhD9H3b8vAKNOmfso+LJmzRrGjRtHbW0tISEhv2qbRx55hEWLFrFnz54/9NxOZ04q2bB69eo/6jz+uqg10GsGZH4l3ve9DDa/CXvmi+r+HufBouu9XgaASraRYcuECz5ACoiG5Q8BMoazX2BjwkB4Kl54HgA4bdTKAax29SVVKqVf3RGoPwYRIhClDwzn4Jmf0rjieuLkCoy0agXudSGhliL+r+IK8b6+/emvs3RizkPLeCQ5kwuP9xnrCmDnJzBsjnfZkTXwzdWiPW/8gzDiOBlpBQWFP51Yo4PXR1h4ZodEqd3ItD7xDErxVrYUVje1SzQA9E4IbveA1raQ539R11PXZGPtoUpSI/zpnRDis25XYS17CusY1TmCly7qy73f7kOW4YnzhL/N1N5xTO3dcaXhmT1iOLOHW/JgzQ4oEMU319tvpsLlTTSMz4hiRHqEuPbmroCoHpA4CKNOzQezBvHG6lz89WoOFDdQUNNE99ggdhWKBLDN4eK99XmeZENrtuZVU+xu47Y6XOxzyzo9/1MO4zOi6NbBxCZ88v0w+X58PpHOH67+GayNVJvVmJ9f7Sk2imtVqaWgoKCgcGo5Lec+QLfYbp4gfreYbuw9tpf9xftJCE2gS1QXVh5cid1l99lmoz6IoDG3cpZ/GKtyN+KUnYztPJb40HjM39yCy9LAx1E9cci+kihmq5m65jqPd4Nea2BGp+GYd32OwWkjxxjCtkBxV+wc0YlmCUrqSwCwOdonPmRZ5o01b3j21xEmq4k9RXsY2mmoZ1l1TSE7dy6gFJmM9NEMSR3yG745BQWFPwK1RkVUSghVRfU4HS7C4gIJbNXZa7c62iUaAPxCDD6Jho75H8x+LPVw+EchT5TQ5lpTslME9VPGwfQPYPHVItZ09utifcY08dMRnc+CO4oB8N/4Ap2WfwbA7hEXYmmVaAjXJxHjl47FYaK8OY8AbRjhhgTRiTDzRyHPpPUTfgtVB4UUUuEGsbHLDpue9yYbWnNss0g0tIwr2S5er3scOk+GxGHtNrl7UgZ3T8rwWWbQqvl89lBMVgdNVgfDnlmF033viA36+0kB/9NwumS25ddQ0WAhKsjA4JQwH6mrP4rNmzczcuRIzjrrLJYuXfrLGyj8Tzmlng3/WM57VyQZtP4i+fDeeLG8PBOie8K/FsJXs8DsNY7GZoYNr8CcDXBNm4lKSBJUZAFgkg2ca3uMAjkGCRf/F/o1U0MSfYaPtq0HuX3gkG7TIPs7nLLk8YdozZ7I6fyn6HxsOHngcGfOiutJYM3+9vsB+Om/kLMULv0cbE0w/0KhDQiw/EHoc6mQcMldAd/fJoylp78BycN/xRd4CnHaoaEYAuNA88835FNQaIu9vhTbW+PobSnlVTmIC2yP8urKJnQaladaPsCgQadRYXMbzQcbtUztHcus4e2rL/8zqhM7C2rJLK5net84RnVuX+H/R2KyOjjvzU0crTKjkuCNy/ozuZeotNmSV83M97fidMn46dR8f9NIVt4x9rcdaPhNVBXsZ8lhGz+6vMGFGKqZbN8Hb9wE1bniwRhg3IMw5k4Gp4YxOHUwAA6nixqzjZzyBv7z8U6s7u93e34to55bxTuXD6R7nPdBvnN0IDq1CpvTW+XZQsvv5qTQB3LgUCmtpWsD9MptXEFBQUHh1DIhYwJdo7uiklTotXo+2yoCVpWmSkL9Qrmg/wV8t+87zDZvtanD5WB94W5mDZ/FJYMu8dmfyj8Cp6URp9Q+6GfQGAj1C/VZ5metQ2sX++5jrqREF8AxfRAp0V050sogui0RARFUmURXRnFdMaF+odQ21bYbJ8kyKVs+wJy7Cr8xtwAyrHiGEfZmnEj84LCSEZNBsDEYZ/lBrFs+AmT0g69AHdvjV32HpwrZ5URuqkEyhiCp/4aa8woKvxO7xcH+tXk4bF4T+dLcGpAkEjJEUlGlllCpJVxuaVW1RkVoXCCxbWSWAKJTQ2msbsLsllEKifmTJXnszfDBCLdxsgTnfQJ9Lhfrjm2FD0eJ+YjGALO3wQ3Hid/8EkNuwla2nRJLPsc6ez0Z9E0NxBVtw7XoKZqkZmo79cHeUAUZlxHeczYkDIbLfxCDXU4wlUPNEZh3Ftjd8lQlO+HlZLjoa4hv5fcQkQEao6+kdwsOa/tlv0CAXsP2/BpPogEg0KBcB/+XLNtfyqPfZ1Fa7y2Cjg028PDU7pzVs4NumVPIBx98wE033cQHH3xASUkJcXGKtOFfmV9K8yoAqFTCvyBpCDTX+a5rroXGUmgSpmmyDB/bz6BSDsZVvh8WXAFb3wFTq0TExZ+JjoiYXhyUUyiQReWtjIqf4uaAxt0uZzNDYzk0tcnSB0RBeGfY/Slse7ddosHVeRJcs44V6fdjQ1yMrejYO3kx3FMAt2X5tuS1kL8efrhT/OvTIi0JTweAb6+FukKoyYPFN57Mt/j7aa6Dd8fCq33gzaHiu1FQOM34/JO38beUAhApNTBVtRmA3AqTZ0yYv44nzu2JVi0qDDQqiTlj09B1UNkTbNQyf/ZQMh+ZxBPn9jplmqW7C2t5c02upwPgeGSVNHhaY10y/Li/zLNuU24VTndkvcnmZHNeNd/uOsbPB8o63NcJ0fkRccWn5PS737MoXTrGCsM9XFj8jPDlaV2lufoJGvO2YbY6KKlr5q6v9nLvN/so++lFqj65khGuHWjcFRxOl0xRTTNP/ZDt3d5qIj1MyycXp3DFoGjuOzuDzlEBaFQSVwxLpk9iyMl/Bmj3+3G1qRAtrW9mb1Edjg4SHAoKCgoKCr8GSZJIDEskPjQea5sAkcVhwWQ10dyBlGxdcx3f7f2OPUV7MFm9zyX6kXPQJQ9mpKZ9gjw6KBqtO4hud9oxW83YbU0+Y8LUWi6wNZCS/QPFeRvb7SMxNJFLBl5Cl+guPstHpo/kutHXMXvEbPQqb2dnnK2Rr6K68aHKQNbehTgrDmFwfx41Mp0s9ajciRHr5veRTRXIpkqsm98/4fd2qpHtFiw/PUHz4rtp/u4+XK1MuhUUThcOby/ySTS0YGn0xivUGjUpfWKRWqqrJYhNi0Clbj/3UWvUdB2aRP/JXUntG3fq/BpKdsL6Z6Bgw4nHVWa7Ew0AMmR97V13dLV3PuKwCK+EffMg6xsRaDoZNHp0F3yJ6aynPYv8GqoZt/hlUla+hKp8H2Flh+mz6WvS968h7OtrRbeFtVHEt5bMhsVXCTmkuWNEokHSABLITqgvhGW3eo9nM0NArJBY6nc1THwOovsIaaV+V0PKmJM7fzeqNr8fuc33UFdlJj+rAudvKeRSOCmW7S9lzrxdPokGgLJ6C3Pm7WLZ/tI/7Ngmk4kvv/ySOXPmMGXKFObOnXvcsXPnziUkJIRFixbRuXNnDAYDkyZNoqioqN3YTz/9lJSUFIKDg7nkkktobGz0rFu2bBkjR44kJCSE8PBwpk6dypEjxy94UPBFKYk8WaoOeV9rDDB0Dnx7DUecUVQTRL4rmmhVHZGSW9Moa5H42fImzNkMOj9h1nzhXNj2HqllTxCCiTpERr2ffzUcXAq6QPjiUq/cEhIe3QxThfipPgwdVAhJjWVU+HemrOEwUYF6mmwO7kovZmTDUpDPgeB4OOdVWDQHH+MfgH0L4OgGcVOQ3Tf1AbPAzy3R4mplft2mfRoQ5tFfzRI3m8nPQr+Zv/ab/WWyFkG5O7NfcwT2zoeRt526/Sso/MVxumR+KA3g/9k77/AqqvSPf+bW9N57I4EQeu+9ir137L23ddVdddfVdVf96eq6dqzYKQIigvTeCRBCSCO99+T2+f1xbm5JIYBI0fk8Tx7uzJyZOXNDZuac7/u+3xtcknry5Ug0KonLh8S4tTWYrQ7j5JoWE0v3lXHHhOTT0s+9RfVc/r/NWGwyGpXEt3eNZmA3k+uJId74eWhotBs/u07Cj0wK5s3VR7DJ4KFV8e3OYnYfrQfgjvFJPDm76/rKx+K5C/pSUtfGhiPVzA3MxKe1tct28yzTeP7dStTqFUT4e1BU28Y16lX0135AfzWcr9rEbNOLHJFiHZkGjvTRDa/ByudApWGkzcxIlRYu/h+3P3yZm4H0ibCjoBaNWsXAOH9UEo5zljU4J3tWZ1dyx6c7MVlsjOsVwrybhp+WlFYFBQUFhd8vtc3OoCeVpGJw7GDWHF6DTe56Yie3Opfc6lx2Fu7kupHXodfoUfmE4DH2TjxKDyBlrXQzKfXSeXGk8gieOk8W7V2EyWJCb7MwVeeDSrbRpNKSqfbAZmwmqDaf8SoNhaHpyC7P0hZjCz56HxrbGvHWe2O2mIkMiKTV2IpNtuHt4c0lvSezede3GCUVNRpPR5bF6sZKDrY1MkulRrIbkIbEDMLXw15u0ea8TtnWecKzvKGcpZlLMVgMjEsZR/+Y/p3anCzW4t3YagvEuVuqseSuQ9f/4lN2fAWFc4GWDhOb7YTE+bstyzYZ2f6CbDXbqClpIDrtNPnQVWSKbAWrUczP3LgaErrxuQxMBK8QaLV740QPd25LmCAqSNgsIjg063soXCe2DbsHznvzhLuWHjSBVks9FW25xJceRWtscdsuOf6V4Ys5ov8BiVCb0/lgssV9nkhln07c8gb89JDY12Zvc8H7cNcedwPpE2DX0TpkGQbE+KNWSY4AtFKX/w+Hd5Xy3yeWYzZaSe4fwf2vzUaj+Nn9JlhtMs8tOdhx9hAQM4oS8NySg0xLj/hNxp9ff/01vXv3Ji0tjeuuu44HH3yQJ598sttxdWtrKy+88AKffPIJOp2Ou+++m6uuuoqNG50BC7m5uSxcuJAlS5ZQV1fHFVdcwUsvvcQLL7wAQEtLCw8//DD9+/enubmZv/zlL1x88cXs2bMHlUqJ2+8JRWw4UfZ97fxsMUDm1yy0jeVh02BsqEiSSrhfvcDRxCaDSgLqCkQ2QISoM07WEuRljxGMzLe6v/KNZg6pUUFcuu+fsA9h+GNqdjlx10q2DNQRgFW2ocOMv9SGVL6Xez/bzrYisf/jgWu5MfcdyAV+fALGPgi1+c5jtj/QAGQbNBaDhz8MuAaih0B/F7eHC/4Di+8T+8x5rXOHfnwMmu1Rx4vvg74XiXrjpwKfDjXRfSJOzXEVFM4R1CoJQ/RoHiy5m8nq3dSGDOXCKXfxVLQ/MYFebm0Tgt3/7hJCTtHf4XGwvaAWi/2F0GKT2VFQ263YEOqr5+s7R7FwdylJod5cMdRZRm50Sghf3j6K9TlVVDS08fXOEse2lVkVJyU2eBSt57OBeRgvm4m+XIIvP3VuVGlAlllmGcLfLNdjQ6RjF9eKCf0UyXl+jWQjTVvFxZOn8uHGAkJ99DwzJ12UoVv5HCA7BVmbGda/Av0u61FoOFrbwhPfZrK/tIEh8YG8dc1g/rn8EJ9sFu7WVw+PdSujVN3sFH0/31LoKM+0PqeawxVNXfpCKCgoKCgoHC+HKg45PttkG1nlWcdo7aTJ2ERtSy2R/qKsQkFNAStdhAatpCYiIIqs8iyyyrPw1nk7PBiMKg1Lg9wDJA54hTCyqRS9zYIWcM3Brm2tZdn+ZQ4vB0+tJ4U1hRTWFLImZw2DYgcxrCaXafUFAHwVnuFwwbMgUWIx8WNQLy4IjkEVFE9S0ljHsXUjbhQZDbKMfsTcTte5NmctrYYG0lprqdj9NcbQZPT6U/POJXm6T6ZKHgGn5LgKCucSvsFeNFWL4CCdl5bYPmF4+Xvg4e1eUlnv5b7ccftvStFmp4enbBMCQXdig2cg3LQe9n4sJvWH3ObcFjtKbDuyHBpLYbdLNtXhH05KbFAVbmR4VSXW1CtQpw6BLfMd22SVFptKQt3ufyPbxE9dN9HbKi1M+QdseU0YSc9+U5RaWvGoc18QYsTa52HQ3B6FhtL6Vp74PpM9RfX0j/bnv9cO4b9rjvDOujwArhgS4xAaAGqandl2G344hNkohI/cfeUUHa4msW9nHz2FX8+2gtpOGQ2uyEBZg4FtBbWMSupcvuzX8sEHH3DddaLc2MyZM2loaGDt2rVMnDixy/Zms5k333yTESOEJ8rHH39Mnz592LZtG8OHC4HPZrMxb948fH1FcMH111/PqlWrHGLDpZde6nbMDz/8kNDQUA4ePEhGRsYpv8bfG4rYcKJE9IPSXc7l1f/gC493sKFCh5mjcjgfyOcTaaslVlWNJFuIlOrBPxYC4+HQMmipgaUPCfUYSFGVcZn1R5IrXByem4+vRNC+0PO58OiVvKJ9m0vV6x3r82rE5Fgo9VzQ+r1Tsra0wZoX3Q8SEG83AMpyig4WC8x6qfMJ0y8QP92hcvkvJVuF4HDZh8d1LT2SNgum/BVyfoaEMTDgqp73UVD4nfHxTcP5bGs4VVo1146Iw6Ob6I3xqaG8fGl/1uZUMSopmBl9T584Nyo52OEZodOoGNnDC0fvCD/+NMt9Ury8wUBZQxv9Y/x54rt9jlJL7QyND+KE2f05LLobAL33i0IEkNTUBQ/kK9UsfjAMQquGPWXuJSNi9a0s5EFWWwbSJHviK7VxxBZF+ujzWLSnlFAfPS9e0o+UMB/hK6PzAVOT+7l9e65hmV/dwqzX12Ewixf1NdlVfLy5gC+3O1M+fz5YwXn9IlmaWYa3Ts1t45w+HPEuApOXTk2Ybxfl8hQUFBQUFE6AUN9QSuqdYvuOwh34efQsZHvrvAn0CsRSvIdWcxs/FOxwy2jwMLdS01TlWHb1f+gKf6sRCSgPT8fUxeRVQ5tzHOVa4slqs4o+1xfSLl9MNtSzKawP1c3V2BDP3FKNB7oh13QKCtBED0Bz2X+67ZdKUjGlvpB4Y6M43+b3YOKDx7yW40UdkY5u8FVYinahDk1Gk3JyZUgUFM5leg2NobKwDiSJsPjAbg2ffYO9SBoURV1FE76BXgTH+HfZ7jchfryYTzG3ign5pCnHbh/aG6Z2mJNpKhOliSIHwQ+3QWUHr4bYMSfer/1fw7dXAqBeHQJIIvsgOBW0XkjmNtRqPVTscd9P69Uh8NXOiPsh83ORmTH7LQjvJzIX9H7Q1qHMm190j90rrmtl5uvraLYLBhtza/hgQ57b2GfZ/nIuGRTN97tL8NSqudMlUz802vks0urUBISevuC6PxqVjd0LDSfT7kTIzs5m27ZtLFgggro1Gg1XXnklH3zwQbdig0ajYdgwp59I7969CQgIICsryyE2JCQkOIQGgMjISCorneXvc3Jy+Mtf/sLWrVuprq7GZs90PHr0qCI2HAeK2HCizHpZTKLv/syxKkVbQ5J6O3/TfIQFFZlhF3Jl0TPISARqTCxXP0F4Ywm8M0GU/+mCFIrBrSqRLIykNR5YmypRG+udm3rNgOG3gc6HH9aIPwYtFteduaa/H29sqWOe7p/ESFV0QqUDm13BjugHV3wM/4h2PlRsJqjKgW3viOXxj4HvcajEc14TvgrtFHSuq/qrGPew+FFQ+IPi76V1GEH3xBXDYrliWGzPDU8xfaP8WXTPGLYX1DI0PsjNNPl4WLy3hIe+3IPVnjrrKjSE++m5Z1IKVw+PO/GO5axwfm5xvkj4Vu3mNeN9GOlsXJYa6sl/Gh4nSNXMEaL5p/FqEqVyMuVENFuraGwT996Hvt7DL49MBLUWrvwUVj0HSMKDxyccZr7Y6dgdWZtd6RAa2qlqMrqZK6WG+/LmNYN4vDaNAC8d/p5Ok7THZqShUUsU17Vxw8h4gn0UsUFBQUFB4dcxLmUcNpuNfSX7HOs6TsgHeQVRa/eYa/c6aDG1cHTVK0TXHKFRrcca2tttnya1TmSJu+Cj90Gn1tFianHziogLimNiVDp6ILsqDyoO05Hk0GS3PnbkgE84yYZ6ACK8g7lm+DW8s+4dN2GitbkKTfbPYLOi7XseKu+eozMnpU1Ck/2TY1muyO5xnxNB22cG2j4zTukxFRTOJdRaNZEpIcfVNjjG//SKDO2E9obbtkPBaogZBVGDT2z/rEXwzeUiECp8kLvQ4BUC45+BoXeceL9yljk/t5dtAqg+1LltO0G9oPZI19v2fgKt9rml766Bh4+KzIUrvxfZDcjCINo7FGa82mP3Nh6pdggN7dS2mDC7eM/1CvPh1SsG8uDUVPw8NAS4ZLDMunEQyDIVxQ2MPb8PgWGn2ez7D0SYn8cpbXcifPDBB1gsFjdDaFmW0ev1vPnmiWf7tKPVupuNS5LkEBQAzj//fOLj43nvvfeIiorCZrORkZGByWTqeCiFLlDEhhNBloX3QmuNUGobS0Ct45nZqWi+eQ6tzYoWKynVK5G5BIA6i469UgzT1RXuQoNr6SK6yS6LGkRTv7l4fSXSd6yyRHa/h0lPjIMvrgDZxhWDnuI7TS9etVzGYHUu0ao6cvo/xueZLYBMb1VnExSAKqsHZYnX0ztEi27Kk+LaXF/4bWaYf4Uo/QSQ+TXcs71nwSFqkHi4tmd/6LyO3V5BQeFXU1jTwtrDVfSN8mdIfOCZ7g4AfSL9TqqEjyzL/Om7TOx2E+wtbiAj2o/9JSJi8IZRCZzXL5JWkxV/zxOolWi1QFgf4f0CIurIXubIjAary5S+Chs2VIT46Pnsuj4Evy3KMsxSb+MD6yy2yn0I99PTbHTew9tcjeuSJ4mfE6RfjL+rOw99o/zYV9yAwV4aSSXBK5cPQJIktyyGdjy0ap6cdeKlpRQUFBQUFLpjb/Femo3N+Hn40WhoRCWpGJM8hp8O/oTV7mFQ11rnaO/q5RBYVwBAgNVIoqGBfA+XScAuBj8hPiEMihvEgt3OkrRJIUnM9gvBuOrfGGUrQ3tNJleldpxbJalIC08jt+rYpo0NKg2WyH7ovQLRDxIlYs1WZ6SXjEz2tk9IKxfGrZb8zXie/wIqr2NnUob4hNAWmoytUgggks7rpP2ZFBQUjg9jq4mGymY8fT3wDT5L5hvC0sXPybBorrP8asVu4eNQsk0sD7kD+l0jsiY0JxBIZLNCqEt/Osw/dYlnMFy1CP7bt/M27zD3yt6umQ8J4+H2bcffNzt9o/1RSzjGfanhPuRVt9BqH1dJwL8vHwBAXFDn37NGq+b824Z1Wq9w6hmeEESkvwflDYYuC7xLQIS/B8MTTqL6wDGwWCx88sknvPLKK0yfPt1t20UXXcT8+fPp3bt3l/vt2LHDkcWQnZ1NfX09ffoc31i5pqaG7Oxs3nvvPcaNGwfAhg09mL8ruKGIDSfCjg/t0aoAkshySJmKp28kePhCq4jAqbd5OnbxoZW+qoLOx0oYB30vRv7hAUc5JTf8omHik9RtmI+vPb1XLcnsr1WTXvyqox5e6p6XWPNkKfV7lxJZPBYpoi8fV0+npqUIkFhgHctl6nVuh95p68X1pidpPeTB4LgA5mt90UsSZFwK+75yNmx0cZM3NMCKp+HS93r+njQuamZtHjQUg39M9+0VFBROmpL6Ns7/zwYaDRZUEsy7aTjjU0+NGZrZauPzLYU0tFm4ZkQcoT2U5WkzWXn0273sOVrPef0j+fNJeCo0Gy2OF8x23rx6EJkljQR66dhbXM+Qv69Eq5b49+UDuHBg1ym6FrMJzdENIhooOBk+vgBKdoj6ooOuh6Tx8MvfsbQ28HTjZVjsj0MtFp7XfIhH8hjGXHo/YX4ePKF7ktCWwwxS5RBFDVfPmsRlQ2J4a80RPtmUj4dK5q/nn+TgwoUh8UF8fPNwNhypZmRSEIkhPsx+fb1bGz9PbTd7KygoKCgonFoOlh1kXY5zHDE+ZTwJIQn4evjipfOiySBKBsrdeMtVar1IMDYiAdO0WgrTZ7Di4Iou23vpvBidPJr9pe6lQ5oMTZiKtjkMSb1zfuG2S18nuyqf4vpigryCMFlNxyzDFGJu5bzaXDSyDTkoXmQhAn0i+5BZkulo5+dS1gmLAdOOz/EYf9+xvyQAtTPSVm6tRW4qR/LruXyigoLCiWM2WDi4vgCLfbyQMjSGwEjfHvY6PmRZpqqwHrPRQmhcALqe3rstJlh8CxSuh7QLYNbrJ26GbLWAPevKwfnvQs1hUZ6oKgv+FSbKH13wHgy6qevDmMyoi9eBRwCEZcCn04V3hEcgDLwJUmbAmr8Kf01DIxhq3Q8QOxYu+0KU//aPFSWd2pn4HAy5Hba+ARv/Ja5x9slHlLeTEeXPp7eMYE12FUPiA+kb5cdM17GPBIFep9F7Q6Fb1CqJv85J567Pd7kFx4GzYvtf56SfcnPodvPmW265BX9/96ylSy+9lA8++IB//etfnfbTarXcd999vPHGG2g0Gu69915GjhzpEB96IjAwkODgYN59910iIyM5evQof/rTn07JNf1RUMSGE6E9yh8AWZTG2Pwm7PiQIl0yDTYfTGj4s/lWpqp2MEh1hGmqnWTaErnF8hjBUiP/9P2WmDFXwog7oHATUvpFkLfa+YDReMCTxY6XYN/0qZj3vYkWKy2yjsQQH6gJhXphFopvJP6tR/FfebtQqg9+z1P8myt1EdxtfoDHLHcwfPZc4jY9DU0iOvcLZtGKEAR2Ha1n98ePM7JuifBEmPAklO4Wxs5FW2DnPOcld3wIdkdALLQ/m3S+wmxaQUHhN2H30ToaDSJKxSbD+pyqUyY2PLv4AJ9vFX/MP+wrZcWD41Ed4wVi3qYClu4TIuW76/IYnRzMxLSw4z6fwWzltk92dFof6uvB+QN8sFht3PiRiJoxW2VeXXG4k9hQ02zkhg+28lj100xU70VGQhp8gxAaANpqQa2BlKmQMhUN8GSzkam5lVT/9DITmpcT7adGfcGr4OfB4r2lfNXYF+gLVgjy0nLNiDhWHKggc+NytutexU9qoa38Kch47LivtTvGp4Y6fn+3frydNrNTeLl+VDze+pN7bBvMVlYfqiTYR8/wxFMbcaKgoKCg8PvE1QcBwEPnQWZJJruLdqNV9Sx+/xyQwABTM2Ni+qNNm4pXczW9wnpxtPYoBntGtUpScef4O9FpxIRSr9Be7CsW5ZB0Ngv91BokvY9zYkPvi8FmZV3OOqxye/Sr+7vJ+F7j2X10N01GIYakGxrQ2QO1bLWFGFa/htxUwdjIDPyTRlPSUEZSaBKx5QewHHIpiWRqPa7vSeUdjCOfQ61D0imlPBQUfitaGtocQgNAQ1XzKRMbig5WUpEnJuFrihvImJR8zLEPO9+Bffby2tv+AwkTIf2S4z+hxQTzu/DD9ImACBHRz1eXALIQXFf9uZPY0Npk5K3HljNN9RwDw3aLlYNuFUIDgKFO7JsyXfyAqNRRsAZ+ehQaCsArFOa8LUSGQ4vchQZ9IAy7W7TfYC8LKwMlW6H/Ncd/rd0wOjmE0cmiTNa983e5ZY5fOiiaoJM0+raYrezfdBQvPz2pg6J63kGhR2ZmRPL2tYN5bslBN7PoCH8P/jonnZkZp15k/+CDD5g6dWonoQGE2PDyyy+zb1/nEopeXl488cQTXHPNNZSUlDBu3Dg++OCD4z6vSqXiyy+/5P777ycjI4O0tDTeeOONbj0iFDqjiA3Hw/YP4NASCEwSSrGhHkL7CMPPHR9ikLXc2XQzB2SnUWeGKp+71YtplL2YY/4HJrQgw7NNRt7vexFk/wjf3w4dI3ssBvhgOlz1OfhFEdh7PMWXL6Fo+w8MLvuKYfv+IqJnPIPFv8NugboCt5Q4L9ror8rnBe1HvBP7MpHDh8PAKVC4CYKTid+ngp9Fqq9OJRNVuBhUlbDzI7j0Q6jLh7UvQUgatOuWaj1MPE4lb9Y/hVjSXAljHgT9qXn4KygodGZATADeOjUt9pfuEYk91xc+XnYWOssiHKlsptFgdquT2RGD2dph2dZNy65ZvLeULXnuUTYXD4p2TLBbZZkATy01LaJOYlmjgYpGA+EutSE/3lRAVdlRJnrsBRCZY0Vb3U/k426WHeKjZ9aAWOj/BpaGMvJa9YR5+eEPbM1zmp1NVe3kXz5L8f06kmzN3cxSb2WeZQbj1fsYvOEFGHMbeAb0eJ0tRgsHShtJCPEizLf7upYNbW5GPhTXtnXT8thYbTLXvb+VHfbf51/mpHPz2MQe9lJQUFBQ+KNyoPQA2RXZ+Hv646n1pM3cRoBnAEFeQaw4KPyPzDZzD0cBJIm9el8yEkfT0FDG0sylnbIabLKNb3Z8w5wBc/D39Cc2KJYLB1xIVuF2RuVvRFd5ALNKw+7gFKIsbcTFDqXW2OwQGsA9syLKP4r+0f3JiMqguK4Yf09//Iq2Y9rVnr0tYasUvgqWvA0MCEujn6EG646NNAbEkeMdxoCWSsxqLb79Lz6u70s3WBiwyi21aPvMQPJQxj4KCr8VXn4eqLUqrPZxhm8XpUVPluY657u2sdWM2WhBf6zsBnOHd3Pz8QmUDg4thNyf3Nf1uVQEtQJYjEIIaLAHmrbWiLmfwARH8w2Lsqg4XMDA8budxyhc635M3w6T7V7BkH4p9LlElAZvrXa2KXTPqkbvDd9cAX4dfAC3vgFj/yTmxHrC1Aplu8R8ml/3E/9NHcc+dSc39gH47+PLyd4pgm0vvH0Y068beNLHUnAyMyOSaekRbCuopbLRQJifKJ10qjMa2vnhhx+63TZ8+HBkWTz/77///k7bL7nkEi65pGvx79lnn+XZZ591W/fggw/y4IMPOpanTp3KwYMH3dq0n0+hZxSxoSfy18PSdkPiX2DGixA3QogNzRUgqVhpHewmNPhKbQyUculvfB8zGiE02GmUfGHe+Y4sgy4p3QWrX4AL3wIgpu9oYoy5UGCf9LKaoM3+edVzcN4rEN4PKjLdDjNAOsKm3Bo+3VwoJpZ6zwbgrok2zFYbORXNXOm1k7hMp1EqOT/Dvi/FZ3udVXFOIxxZBdFDev7OqnOg4oBICaw5IvbRnnqjGAUFBYgN8uL7u8fwy6FK+kX7M7bX8RmoHQ8z+kZwqFxEBY5IDDqm0ABw4+gEfjlUyf7SBmakRzC1z/FnNQD4dIjav2NCEn+a2ZtGg5kbPtjGnqJ6YgI9wF4pwWSx8c2OIu6d3Muxj16rph4fyuVAIiS7WBI3EobeDAcXQfRgIdK2Y7NB1SEwNGBa+yo3FExnS2sUfh4avrhtJJPSwvhi21G85Dbe1L6BR6MZGg9xVaCZKZa7kJF4y3ohCzz/Tj91z5E3DW1mLv7vRvKqWvDVa/jyjpH0jXKP1JBlGbNV5r7JKdzw4XbH+nB/cR9tNVl4eXk2xXVt3Dw2wREN1B0VjQaH0ACwNLPsmGKDwWxFq1b9Zi+NCgoKCgpnL2UNZfyc9bNjeUzyGGIDYwn2CcZoMSJJ0gkPthfvW+woudQVVS1VbMzdyOwMMVZJDEkktrkS46EfAVDbLGgNDSz3ieDyrGWE6L0J9wunorGi07FKG0rZVbSL4QnDSQpNAkBOm45sMWKrK0LSeWPJdZaGslZkYc3fBIBXcxU1/nF8FJaBVVIxuKGCcWGpPV6frbECW10RstWErbkSlSUF6URqqysoKBw3Ok8tfcYmUF/ehJefB/6n0BQ4MMKXFvsEt3eABzqPHqbLht4hBIPiLdBrFvS94sRO2DEoc/h9MPP/wNQCn82Co+vBP9653WaGXe/BlBccq7QeGgwWD2raggn2tM8RxYyAMY+JrIuIQTDyQecxZFmUZjI0wLq/iwyFthpRkeK65ZAyE7b8n6N0HY3F4ifIOd4CQFKLgNSeMDbDB6OhMhN0PnDDStG/DpgsNu6d3Iu1OU4j60h/UZ7cbLSw+L0dVJU0Mu6iPvQdEdtpf1eaGwwOoQFg5+q8Y4oNZqMFtUaFSn0CfoB/YNQqiVFJpy7AUeH3iSI29ERjifuyocE54R6UCHNeI3DNcnAp8fmg6hv+Z51DE8LERivJWGQZX9p4LHwX1HYQGvR+MOJOWPeyc13Hl/jQzqYnDoq2Q98Loc/5sOcLqC8A4EPLTADqWt3d0rX1+TwStBH6DYHAq6BxoYj8TZ0JwUndn2f/ApjwePfb2/lmrvN7++F+2PUxzF2mCA4KCr+S7QW1fLH1KPHBXtwzKQWt/YUoLcKXtIhTH0X30LRUBsYF0NhmZkbfiB7bB3nr+OG+sVisNjRdvKztOlqHBAyK69rEelZGBLeOTWTVoUpaTRbeX5fHkYpmhsYHsqeoHoDiOoPbPmF+7veVm8ckcrCskYcK/8aj/qsZkp4qMqy0HqJ8nSs2G3x+BeSKSZUd1nS2mEW0TaPBwiebC3j5sgG8eHE//r1wEx6SM9rGw9yAbC/bYEHD3gF/oZ+uZ4O6jUeqyasSakmT0cLC3SX0jfKnxWjhmUX7ySxuoLzBQLPJwp0Tknnl8gF8uDGfuCAvHp+RBsA/fzzEx5sLHcfb8MQkgn26f9kP9tERHeBJSb0YPPWP6b603f+tPMzrq3Lw99TywY1DGRKvlFxSUFBQ+CPRbGx2WzaYDUT4i3cArVrL9D7T2ZS36ZjigYTkyDYI8AqgvrXebbtWrWVI3BC25G9xrOsoYHT0PDBKKqySiia1Dn1tPslRA0kITuBw+WHq2urc2hrM7u8KcmsNkocf2r6zUflHY2upxlZxCHVkBqqAGFzzMlNba8j38EeWJHIqcxjXa1y31+no26Z3kBvLATBt+wRLzmo8pj+lCA4KCr+S5ro2KvNr0XlpieoV4pgM9vTR45ly6v++IlOC8fLXYzZaCYzw7dno3cMfbt0kgizVXUytlWwHqxniRne9f69ZMPZJyPpOCAzb/wvVhyD1PCE0gDOroZ0OWQpjL+hDYVYVnxx6mvMz1pM8vA/SuCdB5w1Dbut8zq8vg6zvO683NYlSUJfNh4vmwcKbQHYxlDa5PxvIuBq8jmOcULhOCA3tx9jzsRAbzG2w7D4OF5VyQ80dVBg1zB2VwFvXDObtNUeIDPDkqfOE/9/SD3fyy9fiGFnbi3n2iysIPIbI5OWjIzTaj6qSRgDie3dfYvjnL/ay6N3teHhpue1vU0kb0rUfoIKCwomhiA09kTYLwvpC5QFxYx8o6tJVNhq454td5FVFc/2o53lMreLHDdsYaNjGDZqfmW+a7DiEP02s19+PDjPqug4PrP5XQkgqDJkr1OMt/4OgJPeSReX74cCCbjoowZGVzmyECU9gLctkV2EtvxgHcn5APtcPGOxsXpsH70wQDxOVBuYuhZuWCXFDkoQp9OoXuj6Vf7ToX8oUCOnVdRsAY4fBR8lO4QMRP6r7fX4L8tbC0c2QPBlij88IRkHhbKWyycCNH25zmCdbrDKP2ieff0smnYDnQjtdCQ1/X3KQ9zfkAyJj4clZfbBYbaw6VImPXsOYlBAkSeLpOelEB3ry3A8iZXHVocpOpsiXDI6mpK6NYQlBXD7E3XzeU6fmrWsGA4OB6zt3LusHqC+C3F8g7xewWSm2BeMjGQiX6lBjxYoagKgAEU1T3mig2ubL65ZLeEDzPY2yF1lt/ugwYUKHFwbW1IQytcFAhP+xRdWEYG9UkvDXAEgKFS/K//nlCN/vche3316Ty/rHJ3Fph2ssckkpbjNbqW0xHVNs0GvUfHXHSD7bcpRQXz03jorvsl11s5H/W5kDQH2rmZeXZ/PVHcd/3+5OZFJQUFBQOHdICE4g3DeciqYKvHReZERnANBmamPp/qXUNNfQN6ovXjovthdsp61jGRHcyxp1FBpSw1IJ9gkmIyoDSZLYUbgDXw9fRic7J+NqmmvIr84jQOtNpFkI9DZUeFjNGCUNCy0yDbkiG2FI/BDqW+opaSjBYDbgpfMiLdz5fmRrqaHtx+fERJ6kwmPyI3hOeQxZlpEkCZupFfPurx3tY8wt3FB5gJUB8YT5BGM+9DPqiHRUAceYgOogbtjqirBW5aCJzOjh2z61yPW5UJ8DAb2QApJP67kVFE41FpOVw1uOYrXY/VasMnF9w3/z8/qHnkSmRFdCwy/PiMwBgOH3wuz/gM0Kh5eCRi8MmwGm/gOCkmHxrWI572dnGaV2+l8HDUVikn7onW6btDo1c5+ZBEwCHuzcj0OLoS4PClZDzjK38tud8I8T/zaXuQsN0HmOp/Fop5JOXRKULOad2s8bYr8/b/wX7P6A181PUG4T399Hmwq4ZngcS+5zF3mry53ntpisNNa0HVNsUKlVPPjGHNYuOIi3r56Jl/Xtsp2h1cSid7Yhy9DWbGLRO9t5/N3jFxusFhtqjTL2OduYO3cuc+fOPdPd+MOjiA094eEPt6+G2nxhfKzzhoYS/u+TFWwvEZNw/7cyh2X3j+Mejzr46SMA/qV9hyc9/0KLyo8MQxYrzEO4QL3ZmbEQlAyRA2CfvX7o7s/grk0w5S/u59/yNqx4uvuHgqQSNfba2fg6aouBYcAPHtuQDDb49D9w60pRT69wkxAaQBzzyCpRYqRdtfeLFA+A6mz383iHQu4qOPKzyMS4c73wjNj+gaj5N/w2h6k1M1+CxfeC3YgNjYf47k4n+evgkwsBGdb9G25bJb5vBYVzlLJ6g0NoAMirbj5G67OPL7cXOT7P33qUJ2f14c7PdrEyS5RAuHdSMjeNSSTQS+fI2GhnVVYFWrWEv6eW8wdE8Zc56T1HGnXFhv+DlX/ttHqXrRdb5XSe13zE/2ne5HP/WxmQlspdg/RgszIkXmRivGa5jP9Z5mBGw5fy31mie4o9thSGqbK5LOevPPatnk9v6ZwWDEIsenrBfqqajdw9MYWiulb6Rftz1TBxb6xrMXW5387COmKD3DMm5o5OYOORaowWG1P7hJF8HIOimEAv/jTrGBlygE6jQqdRYbIP6nx7Sh23c6C0gZvnbaeqycg9k1J4ZPpvL4IpKCgoKPw2aNVarhh6BQ1tDfjofdBpdLQYW1i8b7GjbNGOwh1cMfQKxqSMYWXWSse+3jpv1Co1RrMRo9Xodlx/T3/CfcM5XHkYKmF/yX6uG3kdIxLdn5uZxZmsPrwam2yDoGRm1uVjkyDTR4y7VgUmoDU2cV5dAaGWNgqbStnpEwmShIREq6mVhXsWcuXQK/H38MVWdUQIDQCyDUvpPtQRzvcIlc4LVVACttoC53cg25jcVos+txCTbAO1Ds9ZzyLpvDAf/gVJ64EmbSqSfeyjG3wVxk3vOsc+Kg0q71NX1vJ4kBsKkPe8BdiAFTDoPiR/xZ9J4dzFbLQ4hAYAQ7PxGK3PQna+5/y8410hNnx/Hey3B4mOfAjGPQmeQaDq4AuRs0ys8wgQ3gqz3wSV+sT7sPVN+PG+ntv5x0GvOTDoFpGlETNKzDPJLv575g5jz8J1sOB6uLmDx0M7LdWw9C4hkox5XFTfCB8gSkWBYw7LhvuYbmtBLb3C3TP2J1zclwNbijC1Weg9NJqYXj2X8AkI9ebC24cds41arUKr12AyiLk2D+9j+HO4UFZQx1uPLae+qoVJl2Vw6b0jj2s/BYU/EorYcDxo9BBmn6SxWWHeedgqpwCTuUH9E4NVOfhkV0L9fscug1S5fDaylElrPdloiOPv+v24zY31mgaHljmX6/Kh+jBEDXSu2/EhLO9gyqz1dDcikq2g9XKaEVmckTVS+8OhuRwW3Q0FG4TBkFonfB8ANrwKLZVw/uvOY964GDa8DtvfdYocOl9osdeKMjZC4RZY90+RKQFCnEibDf4xMOhaskMmE7n/Pfxai2DQdWK941oLYdcn4Bsh6qifzIOzJ4q24jDftplFdoUiNiicw6S37WSp74vkGbz5u/Um+kalUtbQ5qhlebZyoLQBrVpFcqg3e4sbADBbZcoa2hxCA8B76/N5c3UuvcJ8+PSW4WzLj2JLXg1Gi81hlNzQZuap2X06CQ2tJgvrc6qJ8vek3zFKBJH7S9frJfjcMpVl1uFIwHcXZZC45ArYVQSxIxl3w0IenpbKe+vzaDKIzIW3rBfygcd/SLWW8I1lPBJQ3mDo+vjAs4sOsOKguN6sska2PTUVPw/nC+2MjHC+21WMxeZeRuJwRecyFeNTQ1n/xCRqmk2khfuiOg5vhZpmI7d+soOsskYuHRzDCxf3c2z7YEM+3+woIsLPg/RIP/KqmkmL8OXZC7qOAurIKysOU9EoBoD/+eUIVw6LJSaw55JSCgoKCgpnJ2qVmiBvZ3mM73Z/R21LrVubvKo8jGb3yb/0yHT2l+7vJDQAxATEUFLvzOBrMjZR1VRFTKBzjJBVlsWq7FXOnSSJYu9gjFZXM2gYbGggyp7xkNJSxRGdD0V6P0dGRZu5jYP7FjEgb50IFFNrRSkT4MfyHDwP/MT09OmO9wmPSQ9hOvgTluwVjrGPh1qL3D6WspqwVh3GfGgFcoMoh2utL0YTPwLJ0x9NwggaAuPQ5m5A11aLJnE0Kj9n+Ulbay2WnDVIel80qZORfouxT2MBQmhA/NtYCIrYoHAOYzZa3IygvQM8MLaa0Xsd34TwGaPdRzO0D7TYxzqSCprK4MA3znbb34ItrwkvhBtWwoAbhVm01ez052yrhemvdJ4vMbdB7grwiYSYY1RwyF1xfH2e8w4suwd2/BeihsKNq2HqP2H9P8DgUqZO4wkWl7moxuLuj/nTI3DwW/G5fDc8dNQ9Y6P3RbDjf7yqeZVgSyOf2YRnT25l54C6XgMjef7Lq2isbSUiPvC4sglam4y88+cVFB6qYsjkZK59YrxjzLR+0UHWLcjCP9ST6JQgygvqCY8L4KpHxvZ4XIClH+2krkL085evMxkzJ42IhK7LBCso/FFRxIYTpa0O6vK5X/M9QTTyuNaedrt2k3u7uFEcjb2QJsMe+kpVBEsuE0YqDXgGQMNR9332zAdDPRxcDIeWds5mkFSQMg2yFrscSwt9L4E9nx273/nCCG19YwiFQRcywyuH0LLV4hw750HGZZBoT1fzjYBZL0L0IJGhYDHaxQkJkEHrDSHJTqEBhHiwcx5IKj6Lfoanj6ShUQ3llStu4cIkl1Q0cxt8NNv5YGoohmnPHbvvJ0PyZFj7sui3zgcSxp/6cygonC4MjWi/uZ6+5hb6qsFTq+HWn3z57+pcvrpjFBnRx5hgP4P8Y1kW764T94kpLrUy28xWFuwuIS3cl2z7ZLrRHrmUU9nMd7tKeOPqQQAM+7szYtJslWloM7uVDDJZbFz5zhYySxqQJHj1igFcPMi97JCDpImQv9Z9nUrDqKRoBlXaOFAfQICXFsu2D0QUDkDRFhr2LeX1VV5Y7UKAv6eW2efdiCrjPnZ9+ACXVy7gIvVG9vZ6EZjQ5am35Nc4PhvMNlqNVvw8tLSZrOw6Wsfba3I7CQ0SMK5X1zVGw3w9CPM9fh+cd9blsftoPQCfbz3Kef0iaTNbya9u4e9LswAcZuAgzLp7Egx2H63jo40FFFS3ONapVRI6JZ1YQUFB4XeD2WruJDSAyG5wJdwvnITgBLYXbu/UVkLCz9OPA2UH3NZnlWUhyzK51bnkVOSIbIYOGGOHklOZ43astMg+bpNcXdlV+xbvFlG5xibwDqHCP4pdbU0U632hPIvU8FQSQ8RkvOThh37w5ahDkzBufAesZmSbBcfYR61FFRDrEBoArPmb7cbSEnnxI1llbEVCYmqfqfSNcor1ss2C4eeXkJtF0JatuRL90Gu76PGvJDBVjAttZvFvYM/G1goKZys2q40j24sdmQ0qtUTp4RrKc2tJHRmHb9BZGtSy+q+w9nnxOXWOc73VANvfhsjBUGq/R7YHf9bmwM534eJ5Yvm1BKfYIFtFYKguweVYFvhkKhTZ55/Of7drbwaApKlw+Af3dZIGEqdAQ4HINvAMFOevs8/tlO6AfZ/CL085+6j3h2n/FD4Nn86AErvfTsLE7r+LfBfh2GoSAas+4aLsXNEm2PAi2Mx4SvC89r/cbFvEKnk4Kb3e7vJwvoGe+AYef5DdL9/s58he4aWz5cfDDJqYiCRJVJU08O0bm5FlKHWZztLq1YQdK2gNKDpczcov91GW5xRgJAm0emVaVUGhI8pfxYniFQyJE4jKX+sUGrpqc/Ny+pispIXoOVIdxSFbLL1VRdhkqB/3PEF6iSZZj6/kEvmz5zPY9r+uj9n+8pjzk4uiLMEl70PSeKjJgapsGHgtDL5BpAtXHoS81RA5EFb+lSdNc5lvnQoV8Kp2DOtUm/GR7JG46i4iBJorhdAA4oU+cSKkTBaCR1gfiB8LhRvE9vbBgWwjqnAR8DgWm8yHG/K5cKCL2NBY6q6Al+wUJq1NZaJUk0Z3zK//uIkeArevhZIdED8GgpW6pQrnMKZmMDsndH0tIu20xWTlm51FZ63YMG9jgePzjgJ380Y/Dy2f3TqCeZvyKWswuPkVBLhELCWEeFPlkjZd3mhwExtyq5rJLBEZE7IMi/eUdi82jHtY3Au+v92ZBWazEJr3HSlSElXWaMoag/n6kJGn7AFEebYIPtrvjdXmnACx2mQuHxoLplYGVwo/Ha1kZWjRPKCDCTXC46e2xWkuHeqrJ8LfA4PZyhXvbBZCSRfdlYE28zHqqp4Aqg7ZIB9uzGdlVmW37V19Ibqi0WDmhg+30WRPOw730+OpVXPPpJQTEkEUFBQUFM5utGotiSGJ5Ffnd9tGo9Jw9bCrsdgshHiHUN1S7bZ9UNwgvHSdJwcPVx7uJEC0o5JU2GQbuVW5aFQaLPYgrCm9pxAQmkRrfTHUFaKJH8Hk9PMwWk3Ut9aTX5NPtHcwSZudGee0VBNsaKQquJfb8TsitzUiW83s8gmnQutNRkgvkkMSUUf0RR0UhzoyA2tZ+3Flx78eZfsgKAUZmV1Hd7mLDYYmh9AAYKvOQ5Zl5LZ6JL2PoxTTr0XyiYIhj0BDPvgnInlH9LyTgsJZis0mu5VQslllx781BZX4BiWcoZ71wBaXahH5HTKqPQLg2mWw9XURcLl3nnObl0tZoJDe7qbQTaXuvggNhU6hASDzi+7FhpH3Q0C8KN/UbvAsWyDvJ1G5wmoUVTAOLXTf78hPTqEBRLuhd4gqH6UugnLhuq7Pa2iAJhcvOs8gCO4lsjY+mWLvv3NsogKSVCUksQAsVwFXdH3cE6Bj5vemJdnsXV/Qbfuass7Z5K6YDBb+88gyWhrEuNQ/2Auth4YpV/YjONL3mPsqKPwRUcIPTxRJgmu/gSs+hYv+Jx4aIMobtZM0ERBGpd+OzOd17Zu0v5B+YZ2KeuTt1CRfxH2WhzlgczHqNHVOGQNJ+DjY7BNVFqPIOLj2exh9L+SvhsX3Q/F2cVP3ixQln2KGwODr4bIPWc0QdgTMYoO1v+OotWYtOZEXkOuRzrdxz1Do3a/zqb07RNTmrxET9+Hp4nu47jvn9bs2UztTdmNcow4KN8EPDwgfDNfv6uM58Fo6/GcI1HfI9vg1hKcL4UURGhTOdfyiYOgtANg0nrxlucixadm+MpoM5m52PLMkhDj//v29dEztE0ZauA/XjojjqmGxhPrqeWxGb169YiAPTOlFRrQfc0cncNWwOMd+N46Op/1dsX+MP73C3F/mogM9CfJ2ipT9ehJe0i8Er851lJ+zvc4G/YN8q3uO+ebxNAy4jdroSVzGv/g0yz3SUtPeIY3efXCg0kD2cqc3jx0/Ty3BLn0cb89W2F/S4BRKAC+d2nlsOzXNJhbtKWF1dvfCAIjJ/5pj1LK9c0ISY1KCCfTScuvYRHYUOsWfrqow3Tr22KUXqpuMDqEBIDXclzevGUyz0cLB0ka3tmuyKxn2wkqG/v1nVtpLSVltXcWhKigoKCicjczpN4c5/ecwI30GnvYxj0bljFmLC4pzrOsf07/T/kPihhAfGE/H4kFma9fvL6OTRzuyHGyyjSDvIC4acBFD44dS3ljOsuzVvC/peS+oF3tC0wjyCSbSP5I+kX2YnTEbtB4six9Fg9oZnKCxmkj38sdDoyfOPxJfj86TQ5KHL9meQezyiaBE78tPZhMVERmo7denn/AAePh12q9R7zyWn6dzu7U6D8Om90QpJzuqyL4YfnmFtgUP07bocWyN5V1+ByeD5B2BFDVKERoUznk0WjURyaKUm6SyZxjZ8dzzCrTWdLPnGSbYJaPIM1iUCgrLEF4Iw+8B7xCY/De4+COY8g+R6TD0TmEg3c7we8SYAiCsH0QMdD+HT6T4aSdyyLH71PtC8InqvN7kOrkuw8C5ED1CiBDZi9zbtntKqNTg43J/0XjAoUUieNQVnQ/4upwzcYr4t3K/i1Bir5ihco9/trTWsXhvqVu53a5oazHRdIzgqEmXZ5A+IgZvfz3jL0qn4BhBVgBTruxiPsyFlkaDQ2gACI7y5fa/T8NqsXE0u8qt7eFdpfz5ks95/PxP2LVGpE+4imcKCn8EJFmWT/uIv7GxEX9/fxoaGvDz6/zCdk7RXCX8ClRaKNomXkAHXuPMFCjcjPzRTIduu59kMp5cR91rIwk0FFEt+/KuZQ7J6UO5svCvnQUHvS9M+zuseMq5bcDVoqTSns8790frBU+VORY/W7Wdi9adh49kZL5lIk9abgfE5NL86TZu/MmMAT0+aguLHpzibjQqy/D+ZCjZ5Vx3xSdisq6d/d/DwruEyh0/BlImkxl7Hf9dV0CEzsADswYS4OsNFhP8KwWMDe79DUwUfhXtjHkApj1/HF+8gsIfkMZS0PlwwxdZrDvsjBr8+ObhTEjtutzOmaSotpXXVh5mZVYFjW1iYvreSSk8OuPEDIQPlTdSWt/GqKQQPHWd6xznVDTx5fYiogM8uXF0AuqePAzK98Pnl4mMqi7I9h1JSssu1mjHcUvDLZ22JwR7seaxSWJh2eOw/T1AEqnOQP2ge/A7/wW3iJqsskbeW5dHsI+OB6em4q3XUN5gYNK/19BmFvs9Oj2Vq4fHcc17W8muaGJUpAqr1ottR8W9/4EpvXhoWueyCD/sLeWRr/distp4bEYa90xKAeCNVTmsOlTJiMQg/jSzt1t/5n60jTX2F+Ngbx33Tk7m38uzkVQSUf6eDIwLYO7oBHpHiGf0L4cqKW8wMCo5iOQwX2w2mVs+3s7q7Cq0aonHpqfx7xWHMVlt6DQqFtw9mr5RQvgZ/eIqSu1+FgGeWrQaiZpmE3dMSOKJmX2O/bv6lfyu3jcUFBTOWX5P96I2Uxu1LbVIkkR5QzkatYb0qHSH+FDRWMH87fPd9rl7wt18sfED6i3OiZqEoATKGsswWtyFco1Kw/he49mYu9GxLSU0BS+dF/tK9nXqjyRJ3DfpPkemws6CnazPFYalya21TG4sam9J69Dr+ProbswqNRrgyuHXEurr/v60ceMHFDRW0KzW0qbWMiN9Bn0inc8qS/FujBv+BzYrqrBeqCP60hA7hG1Hd+EJjOg1Dm8PP2TZRut3D4DRfWwneQcjtzgnSjWpU9APu66Hb11B4Y+JyWBGpVbRsuJVaitNeLZlE175KdKV30Ofi8909zrTUCxKKWUvcpZCGvkgzHztxI5TeVCUNUqYIOaDOlKTI8oy+UXDiPu7rlLhStUhUf6osZvATt8Y4S+h93P22xWfKHjUnqmw8knY+DKuYx/6XQcXfwwql1jmqizY8E8RnDrxWVFGvKUa3kgWJZUAxv0ZRj8msh3KdkFoOrdrXmVFgRg33j4uiT/P7jxW2LehkA+fXYXZZGXm9QM5/zZhBP3z/L3sXpNPYnoYl9wz0s3b4b1nVrJnrZh38vLRcf7tw1j0zjZkm0xguA/xvUOZcGlfYlOCkVQSB7YUUVvRTMqACKISg5Blmff/soo9a/NRqSXOv20oyz7ahdloRa1R8dB/5pDYV3hSPH/d11QcFfNeOg8Nnt5aGmrbmHhJXy5/YPSxf1e/kt/T+8ZvwbPPPsvChQvZs2fPme7K7x6ljNKvxTsElj0CBxcJZfaaL91v9vGjkML6QqVIEc6I9IXcVQQaxItviNREiNSIvtcEGL8Qds0TKnDeGijeJuqMLnkAZr0MOT+DbzhM/zvMO7/r/ria7gB9dj6Hj71U09WaNRSq4/hedyHPXdiXNT+8iQFxs2u2athwsJjkCb2dO5uawSAeBE2yB59rL+e2pKnuUUkZl0DKVPj5L1CbCwHx9IsL5m3fv8Duz6AgBK5fAIHxnYUGcBcaALzDjvFlKyj8wfGLwmqTmdI73CE26DUqkkK8e9jxzBAb5MVjM9LcSiQtzSwjKsCTCwZG4XOc9S17R/g5Jr27ole4L8/MST/+jkVkwD1b4Z+JzpdkF9KaRB3S4YZNBEtXUCO7v+SfP8AeqdNcCdvepT3ayihrmGt+gs2b+5J8ZC3zbx/pKCnUJ9KPV68c6N4Nfw8+vWU4X+8oIinUh9vGJaFWSSy/KZHmd2djq61hgPE9R/ufDpR3KTa89rOY5Ad49efD3D4+ibXZVbz682EA9hbV46FV0dBqJj7Ym7mjE7htXJJDbKhpMbG9oA4bEm1GK4crmzlc2czXO4qZ3DsMf08tC3Y7f4dPzurNHROSef/GYewrrifER8/y/eWOPpgsNrbk1eLnoeVwRROuSQxNRjNWexDS22vymJURSf+YgO5+UwoKCgoKZxmeOk/25+wnqzwLtUrNnH5z3LIcwv3CCfcNp6JJRKUGeQVR2lDqJjQAJAVGMTp5NHtL9uKl9aKsvozihmIsNgu/ZP/ChNQJFNYU4qn1ZHyv8SzeJzzrJNluA20vD+il9XIribS3ZK/jc65XEP7YGGpqRjvoSg4f/oUwm41qrSdGlYaCimw3sUG2GBlQX8jA+iJsQLlXKLHBLlnogCZmEKpLX8e851tsDaWovIMJ9Y9kqqEWy+Ff4NCPWCc9hCowDowtdMRVaADhF6GgoNA1Og8tsizjHxmM/3Z7AJBKK0oNnY34x8D0f8GeD53rDi0U/e17pZhwPx7C0sVPdwT3gpmvHn+/QnvD/YfhH77OihmuNNnLXLfV4PCqcSXjSvGvoUEIDR39dTI/g+LNMHc1+Mfaz9nH6UPRjncIXP+z8IgITIQxj4u5s2uWwrtDMVYeZoXJmTn904HyLsWGpR/txGwSY7jln+5h2rUDKciqZOHb2wAozKpC56nB2GomKNyXSZdnMO3q/g6xobXZxKHtJcLWp81CeUE95QX1bF2eQ9qQKEKj/diw+JDjfLNvGsx5Nw3hluemcPRQFT4BHhzcVozZKPpgtdjI3lVKQIg3xbk1jrJfAGaTBZM9G3zNdwfoPy6etMEuZcYVjou5c+fy8ccfA6DRaAgKCqJ///5cffXVzJ07F5Xq5Ir2zJ07l/r6ehYuXHgKe6sAitjw66nKFkIDiJrqm9+CxA5mxDf+AOv+JcyYxz0i6u65MFhbxNChyUIJjh0GrbWw6XX3Y+j94LpvRbaBJEHv86Ai071NaBpcNs9tVZLKPTX3odkD+dOIqRwsbeThxmGO9SqsDIjvUFokby3UHAHAVzKgM1Tx1apNXDNlhHsK8bp/wc6PxOeCjaKk1G67YXVrNax/Ba74GEbfD5veAEntnOCLHwN9zhcZElGDYETneucnjM0mvhuvEPBXbuQKvx9e/DGL99fnE+Gn577JKdS2mLhwYDSxZ6tJGhDqo6d3hK/DfDi/uoU/L8jkq+1HWXjPGCSphyyE3wqdryhP1VCELMMC6xiiVTXssSVzh2YpAL5SG7eofuAzn5spbTCgVUs8Mj2NOyfYS7NJapFlZr+frbANZbNN1GnOrWrhsy1HebgLccCVoQlBDE0Iclsn5azAt/UoMtBLKiZHFh4Ug+MDuzxGsI+OPLtJc4CnFo1KoqbFfVLn7TW5mO0vvq0mC6G+erftKw5UdDKoBpHR0LG00xurcrh4UDRhfh4MihN9GpYYhEYlYbHJaNUS/h4apr66FqPF5lamydphbPLUgkxevmwAfSKVyRYFBQWFc4HGtkayyrMAsNqs7Dy602G03M7Fgy5mW8E2LFYLQxOGYrKY3KavYkwtZMQMRKXRMc1vGiaLiXfXv+t2DLWk5qKBFyHLMpIkkRKaQll9KbL9vUFns+DtHcKsjNlu+3V8r9Clz8EreSS2hjJSavNJla20qDQsDOpFhL97aRFrVQ5SvQgIUwFRrVVIe75FHngZkovnhCXrRyyHhfmpsSILdN5CaAAwtWDO/AGPSQ+i7Xc+5szFYuxmLyagCk5EnTgWa8EmVIFxaNNnHf+X3w2yLENzCWi9kTy6fldQUDgXKcmuojSnGq1+HH2m/Rd93T5Iv1xMZJ+teAZC1DCnt0F9ASy5E7a9BXfs7DkL4bdCo4eARKg93ENDGQISRL9VGhj/DEz8i9gkqexzOV2UBKrLha1vCLHlWMQMFz+u5K6AphL0EmRIR9gviyztId2MfXwDnP5wnj46tDo1zfUGtza/fJWJxSz62dpsJCbFfby1f3MhVkvnsU/2zlLy9ruXcFrx2R5GzU4jKNyHhHQRHJvcLxyNTo3FZEWllggI8eb5677BZLTgagnU8av69o0tXP/keOLSzr6qBMeLzWrjyL5yGmta8Qv2IqV/BCr1b1+hf+bMmXz00UdYrVYqKipYvnw5DzzwAN9++y2LFy9Go1Gmt88mlN/GydBSLcoVZS8T4oKkct5F/MRL66ebC9iUVcSwxEBunpQBs15y7u8XCee9Bhteg9Yqhpr3wX8GCw+E4GSozHIaM4M4V8o0YWqa+S1E9hellda6HBPES2yHyfXAwRcJMQCw+sWjT50CdYUsWbaeNtl58757iA8DE5xig80m888tBh6XJdSSuAnnyxFEbv4Ych+H234RD9L1rwoBwdEHK1QccBcUPO3nmf43GHk3LHkIDv/o3DbyLvFzKpBl+Pp6OLQE1Dq4fJ4QZhQUznGOVDbzzlpR87Gk3kBeVQtvXTv4DPfKnbdWH+GjjfnEB3vz32sHE+7ngUqSSArx5lB5k2MyGmBvcQN1rWY3v4XTysGF0CAmFCQJ/mG5jmpE2R+1zpsLrcvJlaPZFHY1K++cwMGyRqIDPYn0d/Hn8Q6GOa/BmhfBKxh/v0ngogEHeJ7YYKKhzSxEgbp47pADCJPqma/7O1+kv4N/bDrXjIjrcr9XLh/Isz8coNVk4fGZvZEkifP6R/H51qPsK24gxEdHdbPT5G1bfi1je7mLy10JDQAaFVg7VFtsMVk57431vHhpPyxWCPLWMTwxiG/uHMW2/FqGJwZx3/zdGC3t9ba7v+bMkkaue38rG56Y3GWJLAUFBQWFM0+bqQ2NWkNhTSE7CncgIWHPL8DXXuJjf+l+cipziPCLYGTiSMb3cg++mtFnKgdy1tFgMVGs82belk+5YMCFhPiGUNda5zCABlCr1CSFJGHc8hGWvA2oAqJJGnkr612EhGCzgTmVB/DSX+Z2nr5RfdmUuwm1bCNRkhgalkiToYmafYsItY9NvG0WzvcNIjI0ybGfLMtYDq/pdO2WnNVYS/fhOfMvSB5+mA+twJz5g1sbW02eqGVuE8eX9CLjVNf/YjS9JmHa8QXWo/aJR60XurTJkDb5uL//npCzPoPKnWJM2uc6pLCz6/1QQeFkMLaZKbVncpsNFgr95pA65xTNGZwqNv8fbHhRTM5f9pUwcpYkkclQuh0kLcj2TILKTBF0GhB/jAP+hhxe2r3QoPN1ejgEp8HtO6FiD/jFQoDL+EPvCxd+CCv/BB6BImPi4LfO7ScqdhqbYMNLomSUXZL+VPsMn/Weh1fsIK4b2fXY59rHx/PV/22irdnInFuGotao6D82nqSMcPL2V+AT4OEmPhzZU0ZAqHtwXldCA4jbaLtI0Y7FbOOlWxdwzWNjkSQJT28dqYOjeOStC8jeVUJyvwg+e2ktJqN4jnWlxbRTmlfLGw8t4/mvrsKrQ/DXucCetfl888Zm6qucmXsBod5cfv8oBk44tuffr0Wv1xMRITxDoqOjGTx4MCNHjmTKlCnMmzePW2+9lfr6eh599FEWLVqE0Whk6NChvPbaawwYMKDT8Z599llHtkR7oMLq1auZOHEiTzzxBAsWLKC4uJiIiAiuvfZa/vKXv6DVniGx8BxEERtOlGWPibIZWm+RydCOZxCkXwBTn2NNdiU7fniH17XvoCqU2dv4LAMufMD9OMNuhto82PwfsVyXD2+PEZPjC+90aSjBnP+Dst2w7yuxqnQ3fHF5575VH4YjKyHjUue6yU9DeF/46WnUjYXw1nDQeJLa0he4BxD+DTNHuxsLbThSzTvZnhSqHuB89SYO2BLZZktjvu4fUNsE+esgbjSseq5zP0p2woVvwZb/igfulL84t/lFQsEG53L+us77/xrq8oXQAGA1wdZ3FLFB4XeBXqNyDYxDr/3towdOhCOVTfzrp2wAqptNvLIim5cvG8DmvBqW7RcZVq4T2r0jfE94Mv6UYm51W3wv8GNeCniWZqOF5vTHWBf4FwwWG28PiMJLr+mUfeBgyI3iBxgPPLQyhx/3lzEoLpDrR53YYOL++btZe1iUNtoa9BZL0pYTkjCW+wfMPuZ+ccFefDh3mNu6D9bnYzRbuXBgFKE+Ot7fUODYlhDiTUYXRtoqyV0YiPLXU9pg7NQOoKrZxK0f73QsP31eH24dl8SguEAKapopPoZhW0dqWkzUtpqI1nn23FhBQUFB4bSy4cgGdhTuQKPSuAkCeo2e5NBkxvcaT3FdMSuzVgJQWFNIfWs9szLcI/Z7R2UgNVfzY9EeABqNTXyx/QvO738+Kw6ucGs7MXUing3FGHLFOKGloYwFexY6tmtsVoY0l4O5BUvxbrTJ4xzbhicMJ9QrEP8tH6JvKse45CDrQlIxmVqZ7mglEZYywe2ctqocrMU76Qq5pQZL6X40sYMw7fqSjiVGrFVH0I++HfPBZUheQegGX+nYpvIMwFbpnOCzVRziVCIbG4TQACDbkIvXKWKDwu8ClSS5VfRRqc9QNnR31BXATw8DMrRUwqon4bL5ULQF9n0q2sguJYuC09yNnU83pg5l3TwChEF1ay2kzRHm1qYWUTJJ7w1xY7o+zoDrxE87G/4JmV8Io+pRD59YnxbOhazvxWe/GEieTmDsaO4bfMkxdwsM9+HOF6e7rVvz7X4MrSYGT04iNMaPnz7Z49gWEu1HTEqHKh4I83HZZfATFO5DbUUzncpIAS0NBt57eqVjec4tQ5h142Di0kJoqG11eDQcD23NJhpr2845sWHP2nzee2Zlp/X1VS2898xKbvvb1N9ccOjI5MmTGTBgAN9//z233norl19+OZ6envz444/4+/vzzjvvMGXKFA4fPkxQkPt4/tFHHyUrK4vGxkY++khUamlv4+vry7x584iKiiIzM5PbbrsNX19fHn/88dN6fecyithwIjQU2+tz4y40AFja4PzXoaUaQ94WntJ+jk4S0S29970MHcUGgLI9nY+x8f+grc65bvoLMOBK4eHgSoeJMoHUtVLuGQSN9jp8FiNYjFyk3kirrGdPwDSmz76008RTe4TpcttwltuGc1tqKz8W3oZKkgGVMHw+sMA9q6MdnzAYeLX4KdwkBJrowTDiThH1kzTBKQi0l5wq3iGMi1Kmgm9EF9d2nHgFi5JT7aZDgQknfywFhbOI2CAvnrugL++uyyM20IsnZvaG7B8hfz0kT4ZeU89o/zqWx2kXFjpGq0/uHcqopBAuHxrjZlh82sm4DHZ/Cke3gFcIg67+OyMWrOeN0jQOlDbSJ9KPJfeN7dlsGiBricjYUut44JJ3eGDq+J736eowZY2Oz4fqVXDhmyd1nHWHq3htpZjYyK5o5vpR8Y6xmkqCxXtKKaptxUenptnk9KxwFRo8NKpuhYau+HZnMbeOExGiJbWGHlq7M7l3GFH+Hj03VFBQUFA4rbSZ29hRuAPATWgAMFvNTE+fTpu5jaLaIrdthysOM7PvzE4ljVTVR9yWbbKN7QXbaTM7BerRSaPpF90Pa5Wzba7enxaX8YaP1USkfSym8ulciiJOpcLQZC8la7MQ21jCLwEJrPGLJVWtIjFjDuqwXu47adwzLVXh6dgqDjpXyFayK3Ko9IkgpaUGf5szY1Dl6Y8mfjia+OGUNZSx98gmQnxCGBQ3CLVKjSqiD9YC4QeljhC15q01Bdjqj6KO6IvKO7jTNRw3Gk/QeIHFPjb0+BXHUlA4i9B6aEjoH0lZTjVaDw2x6eGQs1yU3EmcBGndeFieLmQbbpPS7fdIbYfytskzIGkqDLyx033mtNLnYtGPvJVifujKhfDTQyKDoWKPyMa4c48ot9QTOT/ColtEFseFH8HYJ06uTxX7nJ8bi+G8t0/qOzqyr5xF74jssdK8OsZe0McxTSVJkLnxKA01rXj66mhrct67XYUGtUayCw3Hx9afcph1oxB26ys7+/MAXdpfAKQOjiIs5twqIWuz2vjmjc3HbPPtfzbTf2z8aSmp5Erv3r3Zt28fGzZsYNu2bVRWVqLXi//H//73v1m4cCHffvstt99+u9t+Pj4+eHp6YjQaHRkT7Tz99NOOzwkJCTz66KN8+eWXithwAihiw4mg8waNB1jaJ1Jc7h6BSaJ80EezmGlowCQ5v1qNWgWrnoeB10JDiYjm9w2HXjOhYL37OVxfagHU9uMkTYTR94kySp5BDsNpQEywx46A9AshZmjnfgfGg1oPVvvEkT0r4xrNL1wz9QpID++0y7CEIB6c2osFu0voE6zhgUlhqCpegpwVULAOvr/V2VhSCZHDMwBC0mDKX4XXw6q/iVIlAPu/Fdc+5RlhdmRshITxMOZ+OLQUvrpOPA18o+CujeDVTRRxT3j4w7XfwuY3RUmryc+c3HEUFM4ydhTU0mSw8OY1gxkYGwC5q2H+VWLj1rfhph8hbuQZ619ahC93T0zmw435JAR789BU4VUwOC6QR6en8s3OYvpE+PGvy/vj63EWpB9qPeDmn8BiQlZrafz6btaWOc3mssoaqW42Eu7XYRK8qQLy10JYH4joJ9YtvMspcP7wANzXdWTksTCYrQyMDWDFQVEj9NLBMSd1WSDKMbkS5KXjmztH8fWOIr7eUUx9m5nVdnPo7hiRFMRae+p6O2qVxJ3jE/lmZwmVTe5CRKPBec7YIK9OWRKAWxktgMFxATw2ozfDE4POnHeHgoKCgkK3aFQatGotZmtnQ1FfD1/qWuv4esfXbmIBiDJIG3M30jeyLy2mFo7WHsVT60l6SDKhuZuo0nk72tY1uz+PIuzRt+rQFLQZ52PJ3YB3R28FD1/UMQNRRw9CHd7ZKFbyDhYTZvaytCb7+XK8gohNm4wmpn+nfdRBCWgHXo7lyFpsvmE09L+EwNp85JI9WMsPsWfvIjb6x4B3GAe8Qri6tQq91gPJNxzdkKuxNVdTvX8JW2sKKPAIgApoaGtgQtoE9kYOoEXrQz/vQELSpmIp249x9Wti7OPhh+fs51Adr3Fsx2tV66D/nchFq0Dri5SkZHQr/E4o3kZo4SpCe40XUfZHN8LnswEZtrwGN6yEpClnrn9BSTDpeVEGyD8eJr8g1kf0h+n/hh3/ExP4F3188nMbpxK1Fm74WQSNanTw/Q1Q5jJmqT4EDUeF+bQrLVVC4AnpDVH2ahiLboZmu6C7+BZ42F1wPi4sJogcCrV2YTnj6pMWY9o6jEs8vLU88t8L2bIsmw2LD9HaZOTQ9pJjHiN1cBRZ29zbSCqJKVf2Y+eqXOo6CAqGVqdo4R/ihUotuRlDA6jVKqwWp1Ae0yuIi+8aSa+Bkad9Qv7XcmRfuVvppK6oq2zhyL5yUgdFHbPdqabd22nv3r00NzcTHOwuure1tZGbm3tCx/zqq6944403yM3Npbm5GYvFgp/fuSUQnWkUseFE8AyEyz+G9f8GcxtU7HduS78A9s4Hg0if0mHBGJCMtrUCtalRmCRveM09C2D4nRA9RJQdasfYIf1KUkPRdnHjjR4CkQMhcQK8PVqk6yHB7Fch46LO/bXa1fW6Aogd7hQ2fMKFEXNoqoiI7oYHp6byYNge4RXxsQwxI0TWQccBh2yDyz8SBs8AZZnw7vjOGQ/560T079759n4VCsPs7B+dbZtKRZmolF/x4hA3QvwoKPxO2FlYy5XvbMEqy/zfysMsuHsMGWV7nQ1kG5TtO6NiA8DjM8XE8e6j9dS2mBzG1fdO7sW9k3v1sPcZQqNj/v/+waSyHxmjsrLXKgzJ0kJ0BHvroOIg1v0LqNi3EpNNQt9WRaTlqDBMu/Yb+z30102U22wy13+wle0FIqttVGIQz1/Y96SPNy09nFFJwWzOqyE51JtrR8YR5utBdbOJr3cUd7tfu3w+rlcIc0cnOsQGlQSPzUhlTv9oHv5qD5VNRnRqCZPLC7XFKrOjoJYh8YHEBXvx32uH8Oyi/ZS7vPy7Cg2jk4P59JYRx5c5oqCgoKBwRtCqtczpN4ct+VuwWC1UuQgDKaEpHCo/5CY0+Hr4YjAbMFvN7Cjc4ciKaKcmKoOwoHiqmp1idpvLuCLW0EikzUR5QzkSEo2R/bCGp5MYGIvP9vk0G0XU6ajUyXhEpXfqr81mE8+yhjJUoanYyoSRUh+LEU3KOPy9gzqZWbui6zubktBelG/6AN81r3M4vDfD9L5gM1PuIpAYJRUt4+4lIFB45VkbyzEseQpv2cY0YJuPib0+YRTVFbH28FoyS0Q/8kxtzFWpsJbsdY59DI3YqnNRxQ7p2J3jRvKLQ+p700nvr6Bw1lG6Cz4cCzazmA+5aZ0oK+0aJl6688yKDQATnoHY0VC4HlqrARFsxehHxM/ZiEYH8yZDwWr39f5x4qfqEGTOh8zPRVlqUxMY6kWA6ZULoPcFp6YfX8yBvJ/F55jRcMH7J32o9BGxpI+I4eDWYkKi/Zh4SV8Cw31oazayYXH3pevaSxQn949g2tUDyNpe4vgvNvumwYyY2YsvXl5PXWULaq0Kq4uXg80qc2RvGUn9IggI8eaOf0znq9c2UFvunJB3FRoS+4bx0H/OR605t0SGdhpruqqscvLtTiVZWVkkJibS3NxMZGQka9as6dQmICDguI+3efNmrr32Wp577jlmzJiBv78/X375Ja+88sqp6/QfAEVsOFHSZoqf1f9wFxvWvOjmlWBDxar0fzB789XONh0n3wvWiQn6km6iYCU1FG6EZR0fVK75WDK0VLhvbq6ETy8WmRY+YdDcYXtdnsiUCOscCdSJlc86z1W8Ffpf3blNcAqEpDqXt77dtStOwhjY/51zub4QFt8LBxc51+n9ROZDd7TVw3e3QHkm9L9SmE4rKPzOeXtNrsOk12yV2XW0jozUmbDu3+IF0MP/1wl0p4j52wp58ntxX3xz9RF+enAcKWG+Z7hXx6Z6749cU/5PkOAxzVekqoqpiRzPpXMfRlO5Hz6YRq1ZR5QkMhcKbWG0STo8bSY4tAyCkiFlsvDL8fAX5fS6oaHNTEF1CylhPnjrnY/fqmajQ2gA2Jxfy73zd/PeDV1kqh0HHlo1828fSUOrGV8PjaNc1bT0cC4YEMXy/eUMjA1gZkYEKw6W27dFMCE1hPpWMwNjA9CoVVw5LJavthdhk4WRc6PByvZC0U9Th8idyiYjl/1vM5cMiubVKwcyMyOCJftKWbKvrMs+empVitCgoKCgcA4QHxxPfHA8Owp3UHXEKTbsPLqT1LBUt7YpoSnsLd7b8RAOiuuKiQuKg+bqLrdX6rxZZ7WRuePLY/appUPt8TZzGwt3L6SiqYIESWJK2R7cpnNaa0j2DcU3qGuzUbdj7/6W/vaxVezRbTSkTMQXiDc2kusRAJKEn4cfIb7O+t+Ww7+4jX2iTU3sJYxE/wj88jfRx2LkkGcwzcZmGnd+iT5vo/OEGj2qwO77JVuMyFmfQmMhhA1ESrlEyQZU+P2z6V9CaACQrXB0A/S5RPgMGOqFoXHqnDPZQ8G++fD9NeLzur/B7TsgctCZ7VNPZP/QWWgI6wfXrxDzRO8O61wyHMQ97tBCkd2QMBlyloLOBy74oPtzGRqhJlv4VXi4RIW31TuFBoDiTfDlRXDDio5HOC7UGhX3/GsWrU1GPLx1jrFPn2ExjJydyo6VucT2CmbYtBT2rM3HZpPJGB1Hv9FxNDcYSegTikarZuKlfVnzraggUphVhUajJntnKYCb0ADQ0mDktfuWMHBCIrf9bSoZo+LYszaazcu6NuHW6tXnrNAA4Bfs1XOjE2h3qvjll1/IzMzkoYceIiYmhvLycjQaDQkJCce1v06nw2q1uq3btGkT8fHxPPXUU451hYWFp7LbfwgUseFkGXIT7P1STJi3U1dI0dA/sXfrGpZZh7PsFyu5HjLq7o5RfRgqD3a3FeLHwoHvu9jQoTbFun/DL3+HMQ/A+Edh81tOIaSj0NDOlrfhgu4nxRxIHW6I5ftg9P3QUATRw0TppLRZosRUO+EZXR9r50eOdGZAmADt+dy57B0K578hTKS7Y9MbYlKv/XPqDEgY2/N1KCicw+worHNbHpEYDGG+ouRY6W5RPs3/5MvunCreW5/v+Gy1yaw9XHX6xIbafFj5V7BZYeqzEHJ8mRS+VbsdnyUJPMOTuOXuP4kVe9aCxYDOZcoiUGom1xZJhrpQlFH6aBY02lNuR9zZ7f2oqLaVS9/eRGWTkfhgL76/azTBPqKWZJC3jtggT4pqndGha3soc3Q8+Hu5l6tSqyTeuNp9AHTz2O4jPHcU1Do+L8ssZ2RSzyng3+8u4YWL++GpUxMX1P3Lpkp17r5sKygoKPwR6RvZl/2l+6lvrXesq22tZVDsIHYXiWdp+7+uRJiaUckypTofGg2N7CvZ16lNO8EB0eyv6HqixpW27JW0bP0ITdoU9AMvZW/RXiqaxJinQJYp0PsTZWrGQxYTCFUaT7JLDzDjOMQGP5sz00KDzO62JsZnzCG1sYLAiAwavYNJDElE71LXXApwfwdrU6kZ3lTKgKqDYDWTCviYDWi8g9EdXoUBFdv8YjB7BjC89zS8u/CdcFCyDmrs47qS9RDUB4KPEZiloPB74OgG9+WECSLA8a59IgAyaujZ4c248Z/Oz7JNTOSfLrGhoQhWPCZKfE/+e/dzMB1xDZgFCOwFd+0VA6FDC7oWGtqJHAIfjReiBMDgWyBletdtG0vg/VHQWCQyJm7ZLMpcgwjQCk4TQkQ7eT+Lyhzqk5+i7Gi4LEkS1/9pAtf/aYJj3YRLus8ez93nnDs7sKUIa0dTwi7Yszaf5noDPgEehMb4d9vuXB/7pPSPICDU+5illALDvEnp/yv8V3vAaDRSXl6O1WqloqKC5cuX8+KLLzJnzhxuuOEGVCoVo0aN4qKLLuLll18mNTWV0tJSli5dysUXX8zQoZ0D+RISEvjpp5/Izs4mODgYf39/evXqxdGjR/nyyy8ZNmwYS5cuZcGCBb/Zdf1eObf/x59J/CLhnq3uZsaR/dkUfi33mu9nmU2UM2mSXSZbXHwcijx7O02EQJTkcGXUPWLCzLubl0+1/Uaq9RLllIyN8MvfoDKrsylRV8iWntsAzHoZtxIhlQfAPxYay2DT66KG37Z34R8x8L+xojTSiDuFt0VHLO619Bym1e20VAkzaVOr+OmKjiWcuqghq6DweyPeZdI2JsCTtAj7BH5gPPS96IwJDbIs8781R7j4rY088vUe6lvd/x4HxAScvs58M1dkSR1aAl9ee3z7VGah3/omJllIwiZJx+iZLvsGJQPwtWUCVll4EMy3TOaoHCYMGcMznEIDQNG2bk+1aI/T56CwptXhzQCgVav46vZRJIc6RdsRxzGx/1vTJ9K9LuUOl+wLnVrFvy/rXPM6NsgTD614tRgQG+C2LSXMmyAvLX2j/Hhqdp9T32EFBQUFhd8MT50n14+4Hl8PZxBBiE8I4X6dvd/a0csy59fmcl5dHv0trdhcov9VHQKaBkQPYELaJHz0Pl0eSy2JZ3UAMuk1uWBpw3JgCdbqXLRqd3Fdgw2DSsOywCTW+MeyJCgZa1cunV0QMfAyLPZzlWq9OWwxkecfh2xoJHjfd/SqOcLBsoP8d81/+XTLp9S11qFNHifeC+ykGBoY0FLlNk4Z0FZDRvVhJMCk1pDtFUyepGZx3hasJgNyx3GSHbmDMTeytct2Cgq/KwKTnZ+9w0Q5ZxDzEH0vO7NCw+bXxST69zfYy1q7ED389PXju2vhwFeQvUiUJDoeao64CySSCqa/LIQGEAJAd6h0EDfaKTQAFB3DMPjAN0JoAOEFcfAbl/NKMHc1hLuMJWLH/Cqh4VQQneI+/jq8s8QxFabWqLjhzxPomFgWEOqNp4/wmohLDXHbFh7nj0+gB1FJQVx2/6jfrN+nA5VaxeU9XMNl9436Tb0oli9fTmRkJAkJCcycOZPVq1fzxhtvsGjRItRqNZIksWzZMsaPH89NN91EamoqV111FYWFhYSHd/2uctttt5GWlsbQoUMJDQ1l48aNXHDBBTz00EPce++9DBw4kE2bNvHMM4oX7ImiZDb8GrSeMOMl+P42keZXV8jkcSFEB3hSUt9GAE00yZ4ESC0Qlo6l7igas6g1GtKai1WlQd0+6e/6IunhL9T7D6eL46q1XUyy219IOxiyUZMrhIqK/VC2B5LtpVV8wjA116HZ/REW/wR0lVnwtzAxUXnxO7jdNWVZKPMqNfSeDZOehtUu5Yqyl0HRFvF55V+d68szRXmpS94RJtE//ZlOWRg90VgML8WJ/ea8BoNvcN8++n5RWqo8E/pfIcpBKSj8znnzmsG89OMhzFYbj888jvJnp4l5mwp4abmISNldVO+27c7xSQxNOI0T5g3FXX8+FtnLwNyCzn7708kmdJ+fJzK1pj0HgSLqf7J6N2p7m5s1yzCiFeLp19cLo+jKLLGxz/ndniou2NttOb5D1H9xXRuVjQYAxqWE8M71J1+7+VTxz0v702y0sMaeZWGxyVwzIo6+UX5MSA0lJtCLnUfrmL9NDCSGxAfy6hUDHOUdJqaFOrwjYgI9mXfTcGICT29qrYKCgoLCqUOtUjMpdRJLM5dila00GZqICYzB39OfhjZ337lAr0DGVxxwLKc0FJEZ0gfZPjZwFR60ai2JoYl8vfNrrDYrKknlth3Aap9kN9qsqF3GF7aGUgYkjKKiqYLyhnKSA6JI8g1C0nkT4RnE7pJMfPQ+NBma+HDlq8SEpjC1/xw3sUOWZZBlJJUKXWQ6uaNvZ8ehldRqPJElCU3pXmyV4n2ndv9SNthLvta01LDxyEbm9J+DbvDlmLZ/KsZRXeA6P+VnNaG1WTGr1IQ3lWL47j6QreiGXIM2bar7fjETkOsOQ9NRCB0IwSfv6aSgcM5wyWfw82NgboVJZ1HZ5J3vw08Pis/FW9y3Dbsbes08fX1pn8gHaCoBmw16ip7PWeruESrb4OvLxNhn0vMQNaz7fW0mYdAdORjKdol1fS7uvn1QsvtyYIflhiLnmC1+Aly9+Nh9Pw1c+dAY2pqM7F0vqpfYbDBqVirx6WH0GRZNSJQfRTk1rP5GZIfE9w7lhqcmOsojpQ6OIn1ELAe3FhEQ6s2dL84gLLb7bIdzjfaSUd+8sdktwyEwzJvL7hvFwAndZ8z/WubNm8e8efN6bOfr68sbb7zBG2+80eX2Z599lmeffdaxHBoayooVnct3vfzyy7z88stu6x588MET6fIfHkVs+LVkLXbWE8xdRWjTAX68OYWsgmKSVz5OiKla+DLMXUbjexcRVLUVgP1yItnJd3LdkYedx9L5iPTA6X+DHR86j2s1C2Posj1ddMD1hVYSk/A+4XDlp26tWowWLnprIzmtE9G12digvYcwlRH2fSWic8fcLxoeWQXf3iREjNn/giFzYeyD0FwmDJ7D0rv2Y3B0wf4qPepuMfFmahGloLa9C211Xe8TkiZKSiGLjAiLmHBjxdOdxQafULjtl+7Pr6DwOyQ2yItp6eH8b20u/1iWxT8v7U9ohzTRM8GeDgKDK+M7RHb85ox7xClwjj9OQ7aIAZ3XyVaRKbbkIUibDf4xJNU7xQutZMPSHlXYWCJEz2G3Q12+07vG0Ci2BSULEzbgggFRVDUZ2ZZfw+TeYYxOCWFrXg3NRgsTUkN5ZUU2TUZx3PVHqmkxWvHSndlHtLdewyPT0tiQU43FJiNJMKd/JKOTnb/bFy/pzzXD4/HSq0kOdY9G1WvUfHHbCKqajQR66dD+hpEuCgoKCgqnhyNVRxwT/yX1JdS21HLBgAsoqy9jw5ENGCwGQnxCuHzI5bT+8qrIXAZkVCQEJ5Bf4yy5qFFpCPQOZEzyGA5XHMZqE8e1yTYi/CIobyzvdP42lYYWlRad1UiNxpMKWSKqsYLZGbPd2lmsFo7u/AqbbKPJ0ET/igP0aavFXHmAIp0H8X1E6Q9rxSEM698Ccxu6QVei7T2N3vHDqDS14Vt5mFStB4nmFrrLJ2gX2LW9JqGOHoBsNmA9ugNz9kowNnW5j8E/GotKA8iMaa12BJ2Zdn2FJnWKmyeDpPVCGvxAD78VBYXfGf4xkH4ZrH0efn5cmAefBSVjKdne/bbE0+yfN/ZJWHqXmJsZ+6eehQaAiEG4+3/iHPssfxBSZgtRoC636/2by6HvlTDkTlECKdw+ljI2Q0MhBKVAe4m5tPNh9luQtxKSp0HaHDi6EVprIGUmrHkWDPaSrYVroa3G3dfhDKDTa5hz61AObCnCYvdoGDgxkYxRzhJ8l903ihEzeqHRqYlMCHTbX61RcffLM2iqa8PLV49G221B9XOWgRMS6T82niP7ymmsacUv2IuU/hG/aUaDwrmJJMvdhF/8hjQ2NuLv709DQwN+fmf2hvKrWfE0bPqP+CxpIKIvlO0VqX1XfSHqh4f2Bo2OtoZqlv3vT1Q1tfGN/hLeuWM6KYsudBpET/ubSGWzWcQNf73d7VzrDbeuhK+uhdq8Lrshzq8SDxtJDTctEyWePIPAw48jS/+PkG3/pEn24m/ma3lX7+LXED0UblslPr8+UEyaAah18Ocykc52dCt8PAesJnFMzyCRhTDybtB5waY3ISgJrvgEAmI7923NS8JEGyBuFLTWiUiFgVcLo6efnnS/BhAlpG75GYJ+O4VUQeFcoKLRwJiXfsFiE7frdhPeM8mOglqufX8rRkvX4uNzF/TlxtEJjuWDpY1sy69heGIw6VG/0X2/vkjcPwLjj3+fg4tg/avdiLmAdzgtzfV4SyKbzCKr+MA6kzs0y8T2SU8J0bbmiHN527ticiVyIMxdCl2UhHhjVQ6v/izqUk9LD0eWYWWWKK2k06jY+fRUfD20nfY7E2zLr2VDThXDEoMY1+sYdaXPQn5X7xsKCgrnLL+ne9HmvM1szd/qWG4XBXz1vpzf/3yQIMgrCI1ag9nQyME1b9Da1ki2fwznDbua3MwfCCjZQ5Nah3rAxfQztyBbzezzDGKD/bhqlZorh17J8v3LqW2tdTt/iLmVC2tyaFTrWRCShkWSkJC4ZNAl+Hn64aH1QK/RU7F/CTk56zCqNFRoPRnfWIKv1YQGGWNQAkGzRHZ22Y9/o6WpgnBzCypJwuuKt5E0eqy1BRhWvCjGPlovJE9/5OYqNKmT2R+SyvaC7fh6+HJev/MI8Aro9D2ZDv6IeffXAKiCk5AtJrC0oU4YSUlgAof3LaJRrWNkcznBZnv5WJ0XXuf9Fckr7Df4zSkonEO01sIrkeLvD6DPpXDlt2e2TyU7YN7E7j0Npr4EY59wLlfsF0bMsaOFqfJvQUOx+I6Cko5/n+wfYN0/oGRL19t9o6CptPv9x/4ZDv8AlZliefwzsPsDsU9YP7h5vajU0ZFNr8CKR8XnpGngGQwHvhTLKi08XAw+Z8e9L/9ABfs3F5HYN8xNaDgX+D29byic2yiZDb+WiX8GiwlqcyG0D2y2Cw91BXBgAUx+2tHU0z+ECx59l8KaFq7z98SntUQIE+3snCeOA5AwTkTqHloCIX3EJPy9O0QmRXOVeKCYW0XEzKb/iAm2arvBjmyFHx6AqkOg94dL3yd5+1+RJAiQWnlb1yGlSOctcsT2fekUGkD4QkgqzFYbX63ajtE4mavUq/Fuq4VB10P6BRA1WKjo4x8T+xTvgI9mi/S8aX8ThtKle6GpzHnclKnCyBrA0ACvuJSFkW0Q3Et8fy1V8PZoIZxEnSajJQWFs5BWk9UhNAA0Gs68V8nXO4rchIaLB0bz4/5SDBYZXw8N41Odk9L7Sxq45O1NmCw2dBoVC+4eTd+o3yCltCuh0xVDA6x+EdpqRTZCfQF4h8Ada2H3Z7D4/s61kFsq2GNLx4SWQKmJv5uvY2ScN7TtheghkDgBVr/gbL/nC0cUJ2V7IHcVpF/YqSsL9zi9Hn4+WMGqhydgstqoajLy0NReZ43QADA8MYjhiWfeQ0JBQUFB4cwzLGEYJouJ2pZaQnxC2HlUBE01GZs4VHGI8b3GO9pqPfzoN/3P1LfVM1jvjdbchlfhZkckv3RgCaYmkb2QHpKMNnkSXvnrCdQF4GGzct2I68irzqPZ2EygVyAmq4mY1lrk/a1UegZgsRcnkpFZc3gNNS01aNVaLkyfwd6C7eTYzUgDzW18G9obH4uRQS0V6L1CCLDZOFJ1hB+1PsjBvkQbm5jVWAySCpvNRmbOetr0fvRuq0VnbkWVNAZN/DDUIckMkVQMiReTh9baQlp//geysRntgEuRmyqw1eRhcykrpYpIRz/wUtFXixH/hY8xzp71sNM7HF/vIPRtlWh9JeTtL8PAe5D8lWArhT8wljan0ABgqD9jXXGw92N3oSHjKji8FExNokJFr/Oc2yoPwnvDxXWotHDTOogdeer71FO2h7FZZBA0l8Gwe0TpJY9AuG0zZH4JC653L+cN7vM27UQNF8eIGAjpl8CGfzi37fvMKU5UZkL2YhhwfedjZH7h/Jz3M9yVKb67xiIY9+ezRmgASOwbTmLf7v2IFBQUekYRG34tOi+Yba/llbfWKTaAMDPqgFatIiXURzwwmyvcb+6udcaLtgkxoSpb/GQtFCWWrvhMlEkK7+tUjAddC2WZ8O4EMVEmqYTQAGLSf/v7bnVC1VKHZJb8tbD4XqjOcV9/3iugUvHEV3v4PjsRSGSFdShf6f8uzKE3vS4m227+SfhKgDB4bjgqPi95sOuSS/u/ExkRC++Cwk3iOh2d08Pw2+DHx8WyuRUOLVXEBoU/NIkh3swdncC8TQUEe+t4YErqme4SSS4lc3RqFQ9O68XD01PZU1TPoLgAt9r8W/JqMNmFCZPFxpa82t9GbOiJJQ9jyFxEI16E7f/Oef+d9jyMeQBiR0DlISG8Hloi7uG+kYwq28ej5jv5QR5DRmwQt6RsgY2lYGgSYoN3OLTYDZ/D+riItlK3g4B+0f7k2WtdJoV6kxzmwyc3n0ZTOQUFBQUFhZNAo9IwIXUCAGUNZQ6xAcBL19mXR6VSEeQdhMFsQG5rdBv7yK01zs/VeaSqNJgrD/NTYCIlO77Cz8OP8/ufj6fWk2CfYDy0HqJxwgjiW2pRbf3M4e1Q0yKOZbaa2XN0F2U6p1dSnUbs16zRs94/DixmCg/8iNFiRLaXLCrR+2IYdgM+ai2/HFpFZnMN+EWT5xHIRbU5WLN/xpr9M1JALJ4zn0Gyj31MO+cjN4sgA/OOz+nKr85SuBVdvwswbvkQa3kWHi7llcKsJjyGXYQ+xx7hK1uQq/YoYoPCHxu/aFEaaMNLYnJ80vNnukfu5smSGsY/DVP/Kbwbooa6ZxcUrhNCA4jS2Pm//DZiQ08sf1BkHQAc+Np5/534LEz8q+h3ZSbs/1pkGXgGQ3AqFNuNnyWVKL2UMgPW/V0EbCVPB784aLTP+YRlQL1LwKp/N5kArl4PAYkQ0huuXXKqr1hBQeEsQREbTiVJE0Q0f9ZiiBkGQ2/u3MbYBJ9cJNLwwvuJiar8tSIDIWE0ZP8o2qXNgpyf3fetOQLvTRIPLv9YuHUV+IaD1QLF25wRue3mzva6p/hGiHNVZHbf90NLoc8ccRwQJYzs0bhb8pwDgW1yH2yyhKpdsCjZCQXrIXmyWHYxW+sWSQ0bXoODCztvm/C46Kv7Dp3btVTDF1eKzIn+V8IF/3E3uVZQ+J3x7AV9eWxGGh5aNWrVmf+/ftu4JCxWG4crmrl0SAzxdgPk2KDOEw3DEoLQqCQsNhmtWmJYh/qWp4t9pc3cYHyTeny5RLWeV3Vviw1ZPwixIaSX+PENh4YSISZPfZbKvEyuNfvw4viZ/G/FbgI32gc8pkZY9ogolTf4BghNhYxLRcm40j3Q92IhyHbB3y7MoL7VTEObmal9wpj4r9UEeut45fIBbkKOgoKCgoLC2UqkfyQTUydyqPwQYb5hDIrtHBxksVpYsGcBJfUlBHsFcUnUAJH1rPFAHdkXa5EQK9RR/bHW5FGs96VE7wtAo6GRr3d8jdlmxlvvzVVDr8LXwxfZZqW8sdzNRNrVVFrt4Uu8bxgHW+sB0Mo2zJJ77ey8qjwyojM4WismzPQaPb7xQwEornMGgFXpvLAgobGLCHJ9EdbSTDSxg0WD4xh/SJIa86EVWAs6ly2JShmP3jfKfWUXRY5lcyvy/vehsRBCByL1uRbpeMZdCgrnKlNfhHFPCU9H9VkwbTXsbhEIWb4bMq6GMLtZe0AXk+uxo0UQpdUo5j7ix3duczoo3+387BrkmvW9EBuCU8SPX5wIltLoYMoLcHSTCFod+yRs+hess5t0m1vgx/sgKFX8boJSYMANQogo3gy9L4KECV33ZebrwvOhuQLSLoT/9gW9H1w0z/ldKigo/G44C+7avzPG3O80W+6KzG+E0ABi8n/6CyKDwDtU3GyzFosHQfpFwg9i69vu+7cr5A1FsOsT2PMZ1B+FmKHu7QZeJ+qIWwywfwHM/QEqs4QQ0VgqHiD1RVBjz2aIHQGzXgavEFECZNQ9YI8empAWxvxt4kV8fIIXqgoJHFYfkuh7O+e9At/dKjwnek0XJUU6liUZcBVkdqi52GsGDLpOlGY6ssp9m2sqn8UEK58V31NDkVi3+1PIuMQpeCgo/E4wWWzM33aUVpOVa0bE4e959pTWUask7p3c67jaDogN4Js7R7E1v5aRScH0jwn4bTvXDW+rrqIeYdj8vW0ct9mW0EdVJMRhOzVZ6wn66gIkxITFlvn/YG7THRjMNtL2b6Z35Y9YtZJ7hljVIZjwhLgPAftS7+X57IOotkk8F9FIn8jO9TL/vSKbtYdFJGS70XZBTSt/XXyAT28Z8VtcvoKCgoKCwilnYOxABsYO7HZ7TmUOJfWidGBNay0HkkYxdMhVSHof0HljLd4FFhPquGGYMxeiP7zabX+zTZSObDG2kFO8l95ZS5EbKwiISMd1KNsnsg/Z5dlYbBZyq3K5dNClxBkasNgsGEwGjtYdpdnYTG2L8ICIDIhkXMo49Bo9TcYmBsUMQm83Nk0ITqCutQ6AKN8wNG5jH5A8ndmZ+iHXYNj4DrKxCXX0QKx5GzpldmsSR2It3ee2ThXRB23yBDQJI5Dr89z1BbMz80G2WZHzl0LVHqeZauVOCBsIIR0DtBQUznGsFtj1nih9OuQ28Ao+0z1yolLB2MePr21Ef7hlI+Stgrgx4udMoOsmgCnGJcviyE/w+WznfWv+RWAzgakZshdB1cHO+9cehqBkGDRXLPe+CPJXwd5PIXKI8ATtyNrn4LA9k6F0Bw5V9Yc74JYNJ35tCgoKZzWK2HC68QhwX/YKEpG07fS9yPl51ksiMnbvl1C6Szxsc10m4gs3CW8DEGWXglNE9kP8WIgbCbs+FttMjcI/Ytpz7uc2NsP290U2wrBbRRRvxzbACxdlMDIpCKPFxoUDoyDnU1j5V7CYhXDg6VLLO2og3LdDvJC/FOcUGvyihSAS0Q9G3iVqmZe5KO3jH4NY+4RfSCpovZzllXJWQF0BS4p0+G9/g3FFHQQYELUQFRR+Z/zp+318v0sM0JcfKGfRPWfoRbUHmgxmPLVqNOruI+wGxQUyKO7MZDS0ExSdAsVCONVINvxj+kK/u2D4HfDjkzQcXEF1g4FglXOSYENTOAazWG4oL+Df+nc6l6IDUS6pdA8svhf/ilq8jdex1jaA++fv5ueH3SN8ZFlmyb4u6qECBrO1y/UKCgoKCgrnInqtvsOyByq/CMeyJtaZAagbeBkJMYMYU3GEnJYaPLWeFNYWOrb7VhxCbhQeD/7lB+gdO5xDZiMRfhHEBcZxoPQAABabheyKbCamTXTsOzRhKBarhX0l+7DarAyIGYBGrWF08uhOfR7fazyR/pGYrCbSwtOQojMw7foSrGbU8cORPAMcbVWBsXjN+TsArd896Jyw0/uhDk9F5R+Ftu8cbC11UHnYsZ82fQ6ayHSx4BkCag+wGsRybTZyawW0VCCXbIB6534OOmRqKCj8LvjxfthhH+tnfgF37T07qxcYm+wZF8eYg4ga8tsZQx8vUUNFSScAJLGcfimMfAh+fhIyP4fGYtzSqQx1zuWuhIZ2/OOFCfbCuaIUU7vHxjeXw4P5ndvv+9xlweV87cG0CgoKvysUseF00/diMdF+ZJUwge5/1bHbx40QP+1s/0CIDKkzoHCje9urvxQlk/S+YtJLUjlfeEO6qPGu94GxD/bYZZVK4sKB0c4VfeaARg/rXoZ1/4QNr8Kl74tyIb4Rzoeua1SPWgujHxDeCyoVTHpK9LEmF4bfCn5R8OFMkaWRNEmYSGctFvs2V1Dw3TPce+Qq/qbJYZzr/1oPf2FWnTiu6843lsGSh0S2xoTHxfemoHCOsKOgzvF5b1G9w2D5TNHQaua1nw+zJLOMPpG+vHn1YF79OZuPNxcS6KVl3k3DGRAbcMb61xOPz+xNk8HM0YPbuIUFRJVugWBfIbpu/S/+gL/L1ysDF/hmU16/hmLCMKs80EpOMcCMhkOegwgYejmxscPhf+OgPBO1HMJT6s+4Tb0EU5MPNKSAv/Meui2/ltoWp+mdTi1hkyHAS8ufZvU5Dd+EgoKCgoLC6SEpJInhCcPJq84jyj+KflHHjsZXhyQzLCSZ9pzDA6UHOFp7lLigOOLK9uFqZTot4zwm+0Wg0+ioaa5xK6UU6N05wEGj1jA4bnCPfZYkidRwl7FTdH8klRrT/h+wHFyGJWs52pG3YIzqh5fOC7VKTPzLLmMfSZLQ9pmJKigBSaVG1/8CDNVHkBtK0CSPQ+UfRdvKfyI3VaAO7wPaJNSGTFRaNVhakLO+gKbCjl0TokT4UAjq+n1BNjUhH/4GjPVIcVOQQgf0eL0KCmcNR9c7P1dmimoJHv7dt/+tMTTA2r8JE+TQdLj8K9j0b9j4sggivfoHEeh5tjLxWWithoPfikDO0u0iCHTf57Dxpa738Q5zetGhBlwDoSRRCWPADZA0GT4YC2U73fdvKBYlmQJdfGdKdkBTiXNZLTLN0fnC9Fd+3TUqKCiclUiyLHcRovnb0tjYiL+/Pw0NDfj5dS4voQCYWqBsr7hJ+0V23aa5Cr6/DWrzYMSdMOpu9+1ZS0Qt8ughMOL2U9e3n56CzW+6r2uvSegVDHdtEqLD/u+FSbTFKMo5AfSeA1d+Bm11sPQRUQppzANwcJEoMdUN24PmcHnpNaRKRXyhe4EQqRFC0mDIXNj8FngGwCXvCuNsV766TnwHABpPePQweCj/5xTOfmqajdz1+U625QvBYXxq6Bk1EP52ZzFPfLsXq8sT45rhcXxhL7EGMKV3GB/MHdbF3mcRxmZ40UU8DUkT940D3ztWbbemEiA100tVCgjRQQIa/fvg0ZiHTjYCYJEl3rJeRJsmgEcefBztZxfyVXkUT1tuYrv+bgIkYQBN8hS43nn83UfruPi/m9y69c51Q5iREYHCqUV531BQUDgbUO5FPSNbTNhqC5B8QlB5BXXdxtiMcdN72BpK0fSaiK7veW7b86vzOVxxmFDfUAbFDkI6RRHRpr0LMO9f7LauUetFjUqL2cOX1MkP4+0ViKV4N8YtH4LZKExhAXVkP/QTHwSLAeP2T5GbKtH2noa14hCWI2vdTySBR7gvkloFnmHQVum+3SMEosdB8RpQ64Vvg2+sWxNb1mdQYS/ZK6mRRj2H1F0pFQWFs4nWWvj2SshbKZbjxsHN6469z2/J/q/h+2vdvQ4G3eI0XAZInAw3ruq879mEzQrPa3FkE/jHQ9JU9+voDr9Y4bNgv585UOvhrn3w3dVO02dXOv7uKjLh7f7ubS75HPpfc0KXotAzyvuGwtmC4ip1NmJsgvemwEez4M2hULyz63Y+oXDDQnhwX2ehAUQGwiXvnFqhAURJpo5YxeQbrTWw6B7xOeMSmPJXp9AAcGiJULtXPCMm94q3w7c3i2vuCs9AiBuNadyfUKskDsuxPKp9ClnrBdXZ8NOTIvWvYj8sfbTz/q21zs+WNjCfZJre3q9g2WOQt8Z+HUth0b2w69OTO56CwjEwWWxc/s5mh9AwKyOC924YgizLPLNwP4P/9jM3fbSNZqOlhyOdOl5Zke0mNIDIata4mFWfTZ4S3aL3EaJnO/2vgOG30W5EX2QL4Xbzw6y1OSMB26/QryGLr0zO6CUTWh7QLOBPfIT2//pAaBrv2s5Hg9UpNIAwQgMOlDbw/vo8JEliXK8Qt25VNBlQUFBQUFD4IyJbTBh+/geGn1+kbfGTWCuyu2wn6X3wmPQQXhf9q5PQAJAYksiMvjMYHDf4lAkNAJbCbZ3W+ZhbSTQ2kNpQTPXWTwDQxAxCN/hqt4k5a1kmclM5pr3fYS3Ygq0mD+Om95GNzc4XjHZksMl68IuHhJkiSx1A7Skm9wzVkLsAjHXQWo6c/XXnzpqbXY5ndZZmOkHkyt3Ycr5DrskSyzUHsR36Erl0Yw97KiicBDYrzJvoFBp6nQfX/yQ+//QIvBwGn0wXAYuni9XPuAsNAMjib7EdjzNbIva4UKmh39XO5f7XCbPrTjegLmgs6iw0gJj7eTMN/GK6LunWbC8XW7EfNr0q5np6X+TexjXTQUHhDCNJEgsXLgSgoKAASZLYs2fPGe3TuY5SRulspGAjVIkXO0zNsHc+xJzhen+uRA+GRvvDwSMAgpKEp0Q7JpdJtvwO0QhaL+FT0VLlXGc1ufs+tOMfC3duAM8AxgCLwuI4XNHEzKJfkHa3dm7f1YNw4p9g/jVgaoLR94Fv+PFepZPMb2GBXbDZ8SFc9D+xLNuEObXeR5THUlA4RZQ1tJFX5fw7qm0xodeo+eVQBZ9uESn1q7OrmLcx/7hNmn8twT46yhqcA9YBMf48ODWV4YlBvLM2j6gAT/583jlSAuiKTyD3F1FyLs5ukHbLT3BwMXfvGYHa1EyeHIlFVqGRnCURDLKW/1kv4GPrdFJUpfxP97r7cbN+ID3xenJzLfzXcgF3axYjq3VI4x8jq6yRi9/ahMlqQ6OSeOeGIRTWtHK0tpWkEG/m9I86jV+AgoKCgoLC2YOt+gi2dm8GqwlL3gbU4WlntlMuqIITsTYJrwg0HrQFJeBZecix3dPsfGezVmR12FmL5OGHbHAJrJKtaAID0Vr9sRpMmGtFMJTkGYBm7DNI9ixs2TsCmkuQGwugq0l+2dpplRQ/A7mxUARZRY1F8gzpvF8PyNX7kQ8K7z+5ZANy7+vg0OeADbl8i7imiDOXbavwO6SlUpRNcl3WekL+atj8qliX9zNs/BdM/cfp6ZN3GNS4+KVEDISJz0HqHFFayTcSZr3e7e5nFRd/KkofaTwhYbxYd9t22D8fDv/gfp0nQvZiSJ4Jucud61QamPBXERj6/ghRvklSwRXfizmummwISIR+1/7661L4wzB37lw+/vjjTutnzJjB8uXLu9jjxCgrKyMw8BwQD88hFLHhbCQoUdyk25X0kNMzmdiJtnpRXy8kDQJcUnQvfgciB4rySCPuFBN2/xkkMhbUOpj6rLNtS4f03/NeAZ03jHsEjm4BYwMMuAb2fels4x8LE54Q/gouBmwZ0f5kGHbC4g9dDiiJc3oFw4wXO19D4nh4LEdkNHSTkt0j5fucn20W4ZXh6kdReQj6dt5NQeFkifT3JDnUm1y74DA+NRQAq829ncV2+qrgvX7VIJ7/4SBmq40/z+5DRrSon3rhwGh3T5dzAZUaek1zXxc7AmJHcEnrj1yy5xH8pVZMaAEb66z9qCKAb63jKSEUP5oZ61ONbOzgWafx4C8X9MNjXRWZxgc5MvJpUqJCwSuINz/ficn+C7TYZLLLm1jx0HiK61qJCfTCQ6sYPSooKCgo/DGRfELdxj6S35kpKyib27BW56LyDUflE+pYrx95E+aAGDC3oU2bipfeh8plz+LTUIxNpSao34XOYxga3I6pHXQ5kt4HbfpsIUQYm1HHDUdVuxsk0HjqUEUFIMfORB3VzyE0AEg+UciWNjg0372jKi1oPJF6XdrpGiT/RBj1PFiNJ18+qbnY9VuBhlzA+RIqt5QfT0y0gsLx4x0G4QOgYq9YTra/p9s6CGpdCGy/GRd9LAyrTc0w9SWItQco+cdAn3Ms0FClgpQO3pXRQ8SPLEPNqz0fwzsSWsrc16n1MO2f4jtpq4UhtwsTaq9gWHiTEBpAzJ2U7YQ790B9AQTECzFJ4ZxElmWaalr/n73zDo+iXPvwPdvSe68QCC30XqUpRUBFwY6KBXvv/ViP53hsn70r2ABBUREUkN57J0BCQnrvdbO78/3xbLK7SehBKXNf115Meeedmc0u+877PM/vR12tBaObAZ8gzxatJjwSY8eO5auvvnLZ5ubmdoTWJ0Z4uCZn3NJowYYzkZAOcM0P4mEQ3hX6Tvv7r6GqCD4bAcWpUo1w03xHdYXJC4Y2kiy6fzvk7QWfSJF3qie4vRhaA+hMYvwMYnr9SKKU1HmFwIGFjrJIvxjodYMsq6rrbN6BRTgPdrngUbjw2aPfi9Hj1H7MOl0GGz6VDCGfCOh7GxxcJNUdbr6QcNmx+9DQOAFMBh1z7hzErzuy8HE3cFGCVORc2DGUK3pG8fuubLrH+HPz4Lhj9NRytA3xZvo/6BlxulFVlW/WH6Z17p/4KTIwNlEHehNpllCetdwKgILKd6bX6FKX7hpoUPRgqSHkx8v4362LRALOiaWJ+S7rA9sE4W7UEx/qc1rvS0NDQ0ND40xH5x2C+/AHqTu0Bp1fJMZOF//t16DWVVP9x8uoZdmgN+I+8lH0oWISreiNmDqPc2kfOu4FbCUZKB7+6DwcBrY63whsWfYMbUWHIUYMqfVBrfGc+CZqXRU6D39sa/8FZglM6HyC0MVLtrGqqi6TNmrRPlyefaKGoWt39IlORW8E/SlIWwZ3g/RlIpVi9IaowVC8H2oKxSsitOfJ962h0Rw6PUxdDru+A6MXdLA/X7e5EHpNg53fSGXBoGZkk08XgW3g+vl/3/n+CTZ/ChnrXLfVe3E2ptr1WQZFL+1mXQG3rgXvUNf9+39zXY8bCUZ3COl46tet8Y9RlF1G2u5c6mocEmNGdwOxXcIIjDi9HhFubm5HDAooisKHH37Ir7/+yvLly4mIiOD1119n8uTJAJjNZh5++GHmzp1LcXExYWFh3HnnnTz11FMNx//8889MnDix2f5XrFjBY489xo4dOwgMDOSmm27ilVdewWCQKfXhw4fTrVs33N3d+fzzzzGZTNx555288MILLf4+nC1owYYzlfaj5fVPkbpKAg0gEendc48h5aRARPemm0e9BNY6KEmDgfe6/giZPOUFcO1MWPIC1JZJ8GHrDNjyNWRtl8n8SZ/LICTK6RqMXtDzbyi/i+4Nd6+TYEpMf/AKFnmnrG0Q2gl8NfkTjZYnwMuEm0HHY3OksuaViV24tl8sb13dg7eu7nFaz62qKkl5Ffh5Ggn1cT+t5zpT+HxVCq8u2MclOi9GmOq3KnDtLK4PakvZjjp27d3LuOwP6KpLafBYa6A+06rggARFu1/tsjvU143DhRLEaBXkSc9YrUxTQ0NDQ0OjHn1EZ/QR/1ypsDU/SQINANY6LCnrGoINR0If2KrJNlO3y8FSi608F2P7C9F5BTXsUwwmFIMMMpQut6Im/wKWKnD3x5a1FnI2QVkqanAXlISpKDo9+DidQzGgRA489Zs9Bop3JPR5HCqzwKcVipsvau9HoDwNPMNQzgadeo2zDw9/kWiedzP8eiuMeRsG3A+Xfiqv003+PnDzO3+e7Td9DL/f1XT7VXMgtAvsmwt75zqCEY39K+qffYqTIfFn6HOH636fSKgutC9HQdzwlrx6jX+Aouwykjc39dqoq7HI9j6c9oDD0Xjuuef4z3/+w//93//xzTffcM0117Br1y46derEu+++y6+//srs2bOJjY0lPT2d9PT04+o3MzOTcePGMXXqVGbMmEFiYiLTpk3D3d3dJZgwffp0Hn74YTZs2MC6deuYOnUqgwcPZtSoUUfu/BxGCzZoNE9QO1cpp9AjaLFXF8O3k0Vuqf3FcPU3rpk07n5ivjrnFvjlRpMBAAAA88RJREFUbhjzb+h+jeyz1EJlgVQLxA6AwQ/CD1dD7h7Y94ujjz0/QdcrJdCw3K7R6BUCV04XyanGbPhEjJtDO8GEt8VToZ7MrbD4eTC4w8X/haC2x/d+BMa5nsszEOIvPL5jz2bWvAvLXpUg0TU/QHiXf/qKziv++0ciVrtU0ku/7WFZYh5D2gVz48DWp/W8D8zczq87sjAZdHx4Xa+Gyopzjf055UybsZncshriQ+X/id9sg/Cpq+ahDsWE9JkI8SNRgLuHA57LYcF61070bvJ/wf4Fjm0BTScfPry+F6/+vg+9TuH5CQmn6Y40NDQ0NDQ0TgadT6jLs4/Ov3mJSLWumppl72DLP4A+ojNuwx6QSgI7itEdY/sLqVn9EbUbp6OaKzHGD5NjbRbxkXPzQ/GNhdZjUHd8KNIkBU569QW7IH8HamAHSPldthm9oOMNKF5NszrVrLWomavBMxSlw9UoBkdFt1qRKUENFJT4y5s9vjkUjyDwcAqUGD0h8NzPSK7b/xfmbbNR3LxxG3ov+qC/r4pYA1jylMOHcdEjkLoMYi+AQQ+f3vP+chts+0IkyiZ9B52vPL3n+6coOAA/XAIlhyWg4EzchdDrVugwQdYHPQLekc1UPpggfqz4NdQT0KbpuSbPhD8elKDE6Ddb9DY0/n5UVSVtd+5R26TvziUg3Oe0SSrNnz8fb29XecCnn36ap59+GoArr7yS2267DYCXX36ZxYsX89577/Hhhx+SlpZGu3btGDJkCIqi0KpV0+f1I/Hhhx8SExPD+++/j6IodOzYkaysLJ544gmef/55dDodAN26deNf//oXAO3ateP999/nr7/+0oINGhouhCXAdbNgzzyI7OGQNWrMpi8k0AAihbT3F+g62bXNgseg6JAs/3KvmCmXZsDXE6A8C+KGwfVz4MBRjF0MJjHKru+nMl8qDda+C0l/QdwFcPV3UHgQFj4ubXJ3SbteN0AXu6bpzOug3J619FMRTFt6ou/M+UN5rgRmUKUyZd5d4sdxAkGWoopa7vl+G0WVZu4d2ZZLup9l2v7/MAFeJoqrZMBdXWdj0d5cFu3NJdzXndGdW15X8I/dOfy4OZ2/EsVrxWyx8cXqlHM22PDfPxJJK5Jqgz1ZZegVsKrws240ndp15IaE1q4H1JtJO3PVDPGXWfMOuYd2o8ZfRLhzO5sNdDo6R/rx/bRmjtfQ0NDQ0ND4x9H5hOE+4mEsqevR+UdjaN/8eNeSvApbvpipWrP3YEldh7HtUJc2tVt+aKiSMG+cgSG2L9hqULe9B7XF4NcGut2JWrivSf+OCzJA7laoshtT11VCZTa27HVQuBv84lC63Aa1pagHfgRUqMxCNVdA5AAI7Y2iKKh7voLqAgDUvdNR+j5xam/UOYxqrsK85TtQVdSqImrXfY6p51XoI7sd9+SZra4K9k4XX8KYEegi+p/mqz7H8AyGMnu2sc0CifPk5R0O3a5r+fMd+B22fiGZ+SCBjrVvnLvBhmXPOcygs7dIcMVWJ8bR8WOh67Wu7aP6NO3jim/l/Vn3NiT9Ca2HOzw2oOHZh9AEuHHRabsVjb+X8sIqF+mk5jDXWCgvrMI32Ou0XMOIESP46KOPXLYFBjp8WQcOdK38GzhwINu3bwfEYHrUqFF06NCBsWPHMmHCBEaPPj4lmX379jFw4ECX34HBgwdTUVFBRkYGsbGxgAQbnImIiCAvr5GH7XmEFmzQODLxFzk8Fo5EYy+ErO3i8dDhYofXgtpIb0RVYeOnEmgASFkBh5aLibMzOpNIFnW5Qq6jssB1f8FBR4AieSl8OAC6N/qBPLRMXnmJMPwpqCp07KtspDt4oiQtkeBKZC/oc/Op9XUmotODonOUSObshG+vgMEPiDzWUUgtqOSF3/awNqkAs1X+/vf9sB2DXseiPbmE+LjxwIXt8HLT/gs6GvePbMeDs7Y32V4/Qd6S7Mkq5e7vttDYczoq4Bw177LWYcjaBEhWg06Bq/pGM3NjGq3rUpj+Wxo9Y69uMMIGwC9K/k+qLAAU6H8XdBgLwHTd5bywrz3sg6cth5gWnQ4/3gTmKqmiOhf/j9DQ0NDQ0DiH0Id3Qh9+hGruhkauXghKTQ5q/k4I7oKi6OxbG2stgpq1RgINAKWHoHCvI4O7AR2YfCC4q7wKdrruri2CAruBbkkS6qb/Qnh/1/OVJqGWJkF5Jkr8ZVJJUY/z8kmgFh9EzduK4hUJUUP+FkPQvxVF5/Lso5ZmUbv8HQztR+LW9wiJd3bUmiLUg3OhaD+o9gm5/T9g05ugcA8YvVBaj3WpOtFohuH/gpkTm24vPtTy58pPlHM1lgfyO/6M57MKmxXSnasUFDF03vSBeFMufgxiBkLsYEcT73CRQCrPlPa9pjkCMSYfOLQYkv+U/8viRsLMyyXQNup/IoGlcc5QV3v0QMOJtjsZvLy8iI+PP6lje/XqRUpKCgsXLmTJkiVcddVVXHTRRcyZM6fFrs9obDQ+UBRsNtsRWp/7aDN9GqdGn1tFmih9owQX1r0nr6i+cN1MmZgb9zrMuRVqSkVGyeguMkjOeAVLxvzOmY5tQx+B4U861rtdDYXJcHgNtBslP37OlByGlW9IsKOu0WTsoWUw8hkY+Sws/pdkC404hrH00cjdA99fLYOTrTPA4AY9TkO2xT+JVzBc8g4s+7ejGgRg98/HDDY8PHs7W9NKmmy/57utDZPZpVV1/HdytyZtNBz4uDf9LzrCz53x3SJa/FypBVUugYbYQA8Gx4fw1LhztGR+/wKeqXmbHOU+ctRAHogv5KIDz/Fvt+SGOGnd9FfA3Vv+3+hxHeyb7xT0VGHDh1J1tfsnLi6tYJVyM0tsvfm/vw4yLfwlh+n9gseg55RTM2vU0NDQ0NDQ+McxtL0AW0Ey1txETEHe6PLXouavBe9o6DoNxc0Pt97XUbPqQ9Tackw9JqOYPMHo4xqCMPmgBLRHzVrt2BY9DF38ZY71kO7Qehxq8X6UgHbgFYGaucqxv7YYDv/ZvKFr8X4AlLgJqEk/AQpK3PiTvm+1Kh9158egWlGRSRSihpx0f2ciitEdtwG3Yt7+I2pVccN2y+FNxw42JM6EkgNNd+z9hnqDb9VcjpJwY0te8rmHyafpNu9w6HoanrOLD7kGGvxby4T5qNdb/lxnAsmLHFUjADGDYG+jidZvxohvxrDnxIPh4AJ7oAFAha2fgpuPVIKUpIJqn0hd8TIcWABV9mTOPx+Cnre4yllrnNUYjzNJ9HjbnQ7Wr1/PjTfe6LLes2fPhnVfX1+uvvpqrr76aiZPnszYsWMpKipyqY5ojk6dOjF37lxUVW0Isq9ZswYfHx+io6NPz82cA2jBBo1Tw+gOk78QE+iXgx3bMzfBjIlw12rxWrjiMzGZrv9BH3SfTGDn7IJuV0FULwjrIgGJzK3QfqxIk1TkOUylFUUCBvVYLZCyEnbPAatZtqkWqGsmmtpmhPw7+AEIjBcJJmez6ROl4IDr4CR3z8n3dSbT60Z5fTIMsrfLtqieRz2kps5KQYW52X3Ok9kpBZUtdJHnHisO5FNUWcuIDqEMahvE2uRCwnzdeOmyzgxqG4yPe8tPWgd5m/A06akyW/Fy0/PxlD4kRP5zBk+nHZMXrXR5/Or2nKyXxUBNOjgl6RnNpWAuhXl3Q3Rf8GtmMLHxU6irIhR40/gRl5lfpp9nuWtgQW+STDkNDQ0NDQ2NsxpFZ8BtoGhC21Y84thRkYG6/QPo9yS6gBg8RtyNmrsZxdOIqqoQdQHUFEF5GkpIDxT/tqg2C2qbyVB5GCWwI0pId9TaMhQ3x/hLaT0apbVIPaiqDSIGipF0ffY8atNAA0BABzk++gJUj0CZMPQ7Bf+B6nxHtTOgVmZxjtU1AGCIG4ghbiDVi15rkMs6lm+Daq2DuiNVjThltVadv3Iax+TQX6J60G48tBsnk9xeoTDufWgzSsyjWxrPEHDzhdoySVacPAui+7X8ec4UGgdyytKhspEGf12lvObfCVH9wTemaT9bPgFzhes2d39JwKpHZxSVBI1zBp8gT4zuhqNKKZncDfgEeZ62a6itrSUnJ8dlm8FgIDhY5iF//PFH+vTpw5AhQ/juu+/YuHEjX3zxBQBvvfUWERER9OzZE51Ox48//kh4eDj+/v7HPO/dd9/NO++8w3333ce9997L/v37+de//sXDDz/c4Neg0RQt2KDRMuiNIieUtdWxLXeXmECXZ8P0S6Q8D2SSvs/NMN7JKKgkDb4aD6VpEDMAvMPgrY6SGdztarj8E4csU8M5DXD5R1T5t8dzxQsNm606E3qbTHZvCL2K/kPHOjwb9i+EWdcDKqx9D+5aA/7N/Igei7hh4N9KqimMXiL1dC4z5SfY8JHIZvW/64jNPlyexP/+3I9Jp6DQXBG5oFPg+gGxp+VSz3Y+XJ7E639INlr3GD/m3jGIgkozAV5G3AxNB23OEfaTxWK1ce/3W6kyy0Nkn1aB53agAUSabcjD4vtis0Bp+lEaq1CeA21HiOl9Taljl8G9oZLKXWdjidsTGKot4NUewruBuVIqurQBt4aGhoaGxrmFb2soTXasV+eBpQbVVoe6/X2w1koVgLUOJWY4SjvH84KtuoSaxa+hluehC4rDLWIw6roXoK4CNbg7SuebnGSZBEXRoXS4GptnGCTPc9qjo2FS2zMcpdUoCO0FgFq0H3Z9Dqio6X9B70dRPBtVmB8PfnHgESJBB50RJfQUkrbOAtyH3U/d/sWg6DB2PLK5p5qxAjVpnn2cd7SnHwXlHKsEaTHWvwt/PCDLYd1h2kaoKgCPQElsbIyqNp0XOBlmT5JAA0BE73M70ADQagiMeAlWviKJmqVpR29fngXtx4FXmGtQwujpCDYoOvl7VOVDmZ+8jzUlMOq/TeW2Nc5qFEUhtksYyZszj9gmpkvYaZXX++OPP4iIcFV46NChA4mJiQC8+OKLzJw5k7vvvpuIiAh++OEHEhISAPDx8eH111/n4MGD6PV6+vbty4IFC44rWBAVFcWCBQt47LHH6N69O4GBgdx66608++wpKKWcB2jBBo2W44afxID58FpZbz9W5IUKDjoCDeDIkHdm0xeOH7z09TDnZocEyc5Z0OkSexCi6eB43eFSnC3c5iijqLJYOKhG82PmhezrdLHjg751Bg2DwNpSCY6cTLDBMxDuWAGZWyC4Pfif4xPnXkEiJXMUKmot/O/P/agq1FqPNNCGhHBf3rm2B+3DmimT1eCP3Y5o/Y70UnZlltKzVQCqqvLL9kxKq+uY2DMKd4Oeu7/bwtLEPHq3CuDLqX1PuuKhulE1Sm5ZzSnfx1nBoPtg9VuOdaOnBBM8gsTfpcIuHxba2WEO7fzRdveDK7+Gn+8Eqxm34HhIWy/7Cg7ArYsh5hx/cNHQ0NDQ0DhPUbpOQ939pUM+x78ditETtSTJpdpArchoUgVgSVqBWi6Z7rbCFCybP8FgsD8vFexAzdsm/bk1k/xRkuS6rjeB1T52q8qx+0fIGdWcDTQMXqy1UJYqGd0neq8GD+j9sBzvEYLiEXzMY85mFDcvTN0mHrWNarOgJv0CqE11/53xDINON6D4aHIbzbLvJ8dy7g5IXQ7xduPWPT9CRQ50vV7G3XOuhX1zIbIPXL8APINO7pzWOijLcKxXZB+57bnEoMdg2fOOdb2HzGu4B8jcSL3MUlAHkZQC1+psgwdcNRd+ul4SqsK6yt8LoDgJblgMbY/h+alx1hIY4Qt9IG13rkuFg8ndQEyXMNl/mvj666/5+uuvj9omMjKSRYuaNyWfNm0a06ZNO+KxqpPPbOvWrV3WAYYNG8bGjRuPePzy5cubbJs3b95Rr/dcRws2aLQcHgFw80IxTjZXQodxsj26DwS0huJUKalLmNj02MYeDvXm0YCKgjJrCnWKG/njPiOyr5OW6aHlJBk60EENJlopIEMN5if3SWyolCwIH3cDep3CuuRCft2RyUWHqhjpnAwR3uPE7vGvl+DAnzLxOPa/xzbQPlcpOAhbvgbfKOh3O+gN5JRWY9QpDYbQzijAE2M7cFnPKMJ83NHpzsXC65YhyMvksr5wTw49WwXwnz8S+WSFmKN9vuoQF7QLYck+eUjdlFrM9xvSuGNY2+M6x/cb0vhtRxbdYvx4bHQHfNyNTBkQy7fr09DrFG4dEseerFICvUxE+J27WSmqRwCZXp2JrhQZNNVSi3LdLIjoDjabGDzv+xWKkuHgYug4Dsb+G357UAbeE96GNsPgkX3S4cr/OYINRq9zPwipoaGhoaFxHqMY3FF63C3VA5ZqCO4iO7xjwDPULpujQwlpKkHaOIigWMrA4JQ0su8bVBTUtpehixnesFktPijPU86YfKDaHmzQGUHRo5YeQs3Z1ODd0HC8d+QJyR+pqX+i5u8A31iUdpNRAo9hoH2OYivPo+7gUnTufhg6jkLRGVBrS8QH0Na8fCytL0YJ7w9uvk2qVDSc8A5zXd//iwQblr8Iy1+QbWvegA6XwN4fZT1zI2x4D0a8cHzn2D4ddsyAsG5w0X9F8mfgw7DuTRnTD3wUcnaIHJD/OWoQDVIp4tcKSg/LurUGrvpRjKFVFX66AXZ9DyUpsP9X6HIVjHkL5k0Vf4bxH0qFxEP249e97Qg2GNwh8PieRTXOXgIjfAkI96G8sIq6WgtGN5FOOp0VDRpnJ1qwQaPlaTwB7xEA05ZB6mqpAgh1MpzdMl0Mn9uMEFOmklTZrjNC+4uh+BBK7m5KVC+KbT7kzv8fXkotfqtfhroaqMzjWtWDR91fpLJOpXPXXrw0sBNPzN1JtdnKM+M7cbiwipu+2ojZYuMHbudTYxmj9Vvtk4ExUkGRtw9COkpk/0gkLoBVdumn3N0Q1hn63NKS79zZQW05fHUxVNoNoCrzmR86jQdnbsdiU/F2M9Ap3BtfTxPLE/Px8TBw8+DW3Dk8/p+97jOYn7ZmsPlwMaM6hXHHsLYs25/fsC/KXyb7Vx0oaNiWVlTNdxtcS19NhuYfYspr6vj3gkQyS6q5bUgc3u4Gnv55FwDrDhUS7uvOzYPjeGViV24a2BpPk55Xft/HY3N2YtQrvHdtL8Z2CW+277OBOquN6WtTya+oZUr/VsQEOnQkf9+VTWJJAo8aJdigqFZY8iJM+hyW/0cCDQCWGvjrRQk29JwCXa8EFFdtUpsVul0DikEM53reAD5n7/umoaGhoaGhcXwogR1c1w1u0PNBqUDwCEbxjmzYp+ZsQi3ej96vLYbQGKzFWeg9DOjd3SC4K1QXQmV9xrUKyb9g07tB2hKRPqn3BjD6gmqGoK4QexHsnwmWapQ2E8Bcjrrj46aT4IoBxTMM1VINFVngGYZiOrKBq1q0HzV1oaxUZoFnODgFPs4XVGsdNUv+02AabasqwtS6O+z5Snws9G7gGSHGuQV7ZNI1chBKq9HaBNyR2D0LUpZB/FgY9Cjsme3Y52ef7E9e7NhWlgabPnDtw+DWfN/mSlj8uCQL9bsX/GJg3s2ACilLxQvigqdgzBvQ6zaR+1n6LPx+Jyh6uHwGdDsNhtR/FzYrbPxAKjd6T4Ogdo59++c7Ag0AqPDX0+JXseH/YNd3stlqhiVPSrCh6zXQ6Qpp6/ye26yQMFmCEAWJ0G0KBJyCL4zGWYOiKPgGe/3Tl6FxhqMFGzT+HjwDIeFS12375sNv98vyzlkw6QvJlq/IhWFPQNfJUF3Cstcu527zvVTjTncliZd/e51uimOi1Vep5kXL/5F53V903fsGbgsTmTfkRjGY/uNJirOSGWIbylJEu3SFxyhG+9fA6FekguLzi8RXwjsMblty5GzkmhLX9eqS5lo5KM+VTGdUGPrYuTPxWJblCDQAZG/nm+TDWOzuzxW1Ft66uicZxdX8tS+Pkqo63l58kLhgby7tHnmETs9fFuzK5uHZOwCYuTGNefcMZtrQOH7cnEGojxvjuoou4ZB2wezNLmtyfLifO31bB3Jd/+Y/t68tTOSHjfJ92ZhSyEuXdnbZn1PqkExqF+ZDelEVC+1STnVWla/XppzVwYZ/L9jHV2tSAZi/I5uljw5r8L4or7GQbguiRjXirtTJAcl/wRejoLCRREH+fjG9v/xjbF5hbEsvJsDTRJsQb/Fw+Hq8GN4Hd5AKL6+TLOvW0NDQ0NDQOOtRjJ4Q0s1lm1qUiJpon8zL3Yyx6/UYczdDTTFKq4tQwvuhWs2oq57EYSyswoEfcTEaBqgrg253Q8EOODAbJbwfhPYU/4CUBa6BBqM3GL0lEFFXhbr1bagtlsSrng8e2cPBWQYXUC1VR62KUM0VqIcXgWpBiR2F4h5wjHfp7ECtLm0INADYig6jmiochtnWWpSO14C1BrVgN1iqJDjkEQwRA/6hqz6DObgQ5lwjy1s+hZtXwNDnYNOHIvHV5VrZ1+YiSF/T9HifKIjuD/0faL7/pfa+AFKXwaXiWdJAmZPmfEhHqMiDnd/KumqVSfezOdiw9DlY/Zos7/wG7jsIbvagYm1p0/apy+HzAeKh6UxJCnw9QoIvvtGQsUGkrEI6QW0FzLhQKkwC4+HmleAT0bRvDY2/icayRxr/PFqwQeOfo+CA63pNKUyd77rNw5/X3B+g2izlwjvUeAy2WnDyWl1n7cTU2qeo/Xwr3ZVYZpmm4354jWilp28gAPjYtI1BNe9Sbgjg0mvugDZPw+658NkIGWCABDn2/SZm0ouek6yIEU9BeFfZX1komu51VTIw6T316Pc3+wZI3yDLWdth2l8n8y6deQS2gaje4leBAl0mEbTXkeHt52Ek0MvE2uQCl8MOF1T+zRd6dpDoFECwqbA7s5RZG9Mpq7FQUlXH87/s5qMpvXnq4o4kRPjy5ZoUdmbIQLF7tB+/3Ht0s7nsEseDYk2djc6RfvSI8Wd7eglhvm5c2881SOHvacTH3UC5XYexVeCpZy2sTSrgm/WHiQ3y5KGL2uNuPD1myTV1Vh6atZ31hwoZ0SGU1yd3a3ivADJLqimsMBNprxYJ8XHjd4bwW+0QnjT8wO2G36Vh40ADACocWga/3kd26gGizCX813Idq42DGGddyot6qRahYD/s+F78IDQ0NDQ0NDQ06qnKdVlV6ipQut/luk1vQnXzh9oip62NAg3SEnZ+2LCmliZD7iYoPdSomR6l0xSUwI6oBbtQt7wBZvvYs64S8rahRg5CTf4FLFUorcag+MrYUK2rkKx9ay24B6NEDj7q7an7ZkDxAfv1pKD0feKo7c8WFK9AdKEdsOWJJJWhVX+wOTzW0LuJlFVRJs6T2mp1wQlJVp035O50WlFFvmjTR1LVU10I8++AKQtEIimkE2x4F9LtnpChXeCunUc3iK73HQDJ0A+Mh1ZD4fBKqWroe7dr+3q/tupCWQ9oASmgw6slaOEXCyNeBpPnsY85Gax1InGU9Ce0uRAu/wayNjn2V+RAeSa42auvvMKkeqM+UFZPSUrz/acuh19ugczNUFsi29z8ZJ5EtWv2FyXB1s9h2HMteGMaGhpnO1qwQeOfI+EyWPe+GLH6RDo8HpzYmlbMwTKHLqlJryN8xB2w5kWRZ4q/iNmp/anNkY/yDjWenWob+in7HRP9gIk6PpzUhvA23YgN8oSqIvjpDrDVuZ4wqJ2YvR5aJuuZW+CRRMjZCYudDJI7Tji65BJAfqLT8v4jtzvb0BvhpvmQvBR8I9mptmHJXhkAGnQKb0zuhpebgYs6hREbmExaURXB3iYu7aFVNTRHqyDXyXwvNz1lToZLuzNlslxRFCb2jGJc1wi+23CY6jor1/c7tqboBe1CGmSZIv3cSYj0Zc6dA8koribM1x0Pk+vEv4+7kem39OPzVYcI9XHn0TEdmuv2uMkrq+GW6ZuoqXM8KD918enR+529Ob2hKuOnbZnEBHriYXTIS/VtHUCYr3vD+jtLDmBRZf9rlmu5Qb8YD8XMFls7ClQ/hhv34marcjmH7fA6ourKQYE3DB/RtaYPOTpflwAoXqGie6qVzmtoaGhoaGjUE9wN0v6SyX6jj6w3Qi3PkKqDehQdtB4LqYvsmugJUJEhskaNaRxoiL8CJbATimeIVEzsndH02cczFHX/TCjcLecvTYVBL0F1ARycS8PkeXBnFDe/o99fpVMwpSoXVVXPCRkhRdHhPvIRrFm7UDz80Ll7oG75w75TB+2uQjF6oQZ2cnh1GLxQwvr8sxd+phLYznXd3V8+b/XkbHcsd7kaOk2SCoiaEuh9+7HH123HwN45suwdDhF94KalUJwi2femRolUBje4YRGs/o/4SI589SRvzE5VIXx3MZgrZN1qhnHvnVqfR2Lnt+KxACJFFdDW1dMlsg8EtHGsr3ixaaDBGZ2x6f8RGRvAXO5Yb646Qnv20dDQaITmVKTxzxHUFu7ZCFN/h7vXgm/T0rsd6SXORY9c3jOKwJH3wjO58OgB6DCOOF/Hj5obZqKVvKbn6nY1/foOkEADgKXW9YfUKxQufQ/aj4ZSp2yIilwZIDSWTGosqdQczn4OfW4+dvuzCZMndJoAUb1YmpjXYAptsakk5ki2VFGlma7RfoztHMbcOwc1mVTXEPIral3W9+dUuKz7eriaAJoMOkJ83FibVMhbi/dTU3eUASOwNrmwYTmrtIakvAoMeh3FVWa+35jG/pzyJsf0ig3gw+t788KlnfF2O7WYdG5ZrUugIa2w6iitTw2rzbV88oNlSaxOkvu/fWgc39zaH72TObnzvXmYjOiv/JKvlYlMMr/IHXUPc6PyCrYbf4P4UdLIMxhFddyLXlG5XreIdbbOvF03CXN4b+hzK6x+C14OgT+ePm33qqGhoaGhoXF2obgHoPR9AqX7PSj9nkTxaEZysSIDF8mXkB7oWo1GGfo/dINfQQntDm7+xz5ZcDeUqCEOiSSbRV71GLzE8Dm0hyNjGcBSKZUMlmrX62gkqdTs/UUOcqxEDDonAg31KHojhphe6IPbQlEiqPbnSNUGlXZZnrpK8I4Wo/Ce96N4nb0ypKeV8kaBstxdruvujYJaegP4Rokk0tJnJav+aKQ4qQlU5EDuDtDpZZJ8y2eQva3pMZG94KrZMP4D8PA/7ltplso8R6ABJPP/dGFr9By47k1Isvus9LsPpi6XRMF6nI3p9W7i1eDs22L0gJuWQYfLZN0jUN67IxHWHXrdLpUpL5tg/l1HbquhoXFeoQUbNP5ZvIKh9RCpUmiGC9qF4GXPvPYw6pk6uLVj55djYNb13H34AR7yWMhlXYP58qa+RI5+RMoD6+l8OVzxqWvHvhHio4AiP6LX/gC9bpR9Qx52HD/oXsl2aD1EqhkA/KIhYSLUHWPQfdELYow9bSmMfvl43o2zkhBvV3Oun7dlYrOpTPliA7/vzOaPPbm8smDfP3R1Zz6D2gZh0st/xUa9Qq9Yf4K8HLJUF3YMdWmfUlDJAzO3szqpgOnrDvP+0qMPYEN8HH8fk16Hn6eRjSlFTP54HS/P38tlH6wmKa9pwKGl6BThw+B4eZh2N+q4vv+xqzFOlmv6xjKsfQjuRh3dov0afEQAFBSRb6oth9XvwNr3eO3S9vQL19HRkM0HPl9j8gnmV/8bGo7ZUBlOblBfmDKHLVMSucxzOhtw9bx4xjSTn03PEzTsdky3L4aiQ1LVZKuD9R9A9o7Tdr8aGhoaGhoaZxeK0QsloB2K8QhJOP7xYPCwNzagRA9v2GXb/iHqrs+gaC8oRjGU7nwzxE+SDPt6gjqjdL4ZxWmbYvREiRsHKGDwQOlyM0qUSHEqMSMdx0cOEb8J31YQ2lO2mXwhtBeqtZHhdON7az0GpfcjKD0fRNd+8om8LWcVauNgT+5W2b7zY8jbCgW7Iemnv//CzhZaD5cqHQCdAaL7icpBPe3Gu7YvTYfZV8KhJbDlE/EkOBreTkEenQE8g0UG6POB8OdD4k+Qvb0l7qR5gjo47kFvgr73nL5zdb9BAgMGd6ngcP6Oqjap4jBXwpo3YM3/4KLXIbynXJd7gMyDhHZ1HFNbJn+La+fBzaulCuVIUvj974c7t0FFtgR0bBbY/DGkNeOzoaGhcd6hyShpnNHEh3qz4IEL2JxaTM9YfzFjBdjzE6StB8Cg2HhA/Qb8TLB+PxxeQ8Ovon8sXP5J852PfBYueFR+bHVOA/Se10PbERJMCLJrNur0cM13UJYNs6bA9Aly3Pi3oNcNzfcPENWr+e2qKj/8bt7N7z+L8Pd0zbyvrrNRY7GSW+bI2D9cqPk1HIlu0f58ObUP93y3ldIaCw/N3sFbV/VgY0ohUf4e3DCwtUv7/PJalwz+v/blcs+I+CZySPU8eXFHauusZJRUc9uQOEJ93Pl+Q1pDHzV1NjalFhMf6nNa7s+g1zH95n7szS4jzNfdRcaopfEw6Zl+Sz9AjK8nvLeKggozJr2OixLCpNHM6yBlJQBxHdczu24jGPKgEpiXSNfW37I1+zAAUd4QaA/83DN7LzllNTzMFD7wqqGnLlky2IC2umzadveBmdc7JNjq0bl+PzQ0NDQ0NDQ0joTiEQy9HxVJJJ8YR3Z84R4ocfK7U+vE+DlzDZQcpOHZx+SLknBTs1UFSqtREDMCFJ1rICKsF/i3FaNjT0lyURQFJeEmbG0vhz3TYefHqIoete1EdNEXHPn6fWKOuE+11KIY3I64/6zB2Eh/X7Wg2qxQ4+Sz4SwLpOFKWBe4YTHMvFzep3lT4YpvIW21THT3a+R7VpnnqkiQ9AfUvghuR3h2GfGyTJoXJclEf0BrkVWq78NqhsMrIKLHabg5ZF7h2l9EDsorTBIVTxcGNwkMAFTmw8c9pHJEZ4CO9uqEOdfAAbsv5qElotBgNUNlDvx8I3S/ETLWyX73AKkiAfjlZig6aD+Ph/TpLKfU5VqYez0c+M31mvQmNDQ0NLTKBo0znlZBXkzqHe0INIDIIDmjN8HmL8SMyTn87hMhP8JHwujuEmgorjTz8vy9vLC8mDxjVNP2WVslMwLkR3r+g1B5goPJkjR4tye8FgWzbgBbc6ZvZw+D2ga7yNHcOiACz9S/uLqzDMQVBaYOivunLu+MxmZTWXkgn/WHCim1+zSU11jYlVHCM+MTCPI28X9LDlDoJLXUK9afIfGOsvt9OeU88/OuJn3X4+dh5K2rezD7joGM7iwPrAPbBDXICbkbdfRp5agsUlX1mNJMJ4pBr6NbtP9pDTQ0JtzPnfn3XcA7V/fgt/uG0Le13WPl8FpHo7T1rg8v1jqeHRrA0+5zuV0/nzdqX2b9st+orLVQXiPtsgjmrtr7wFrjOM47HGor4cBC14voMhnCEk7THWpoaGhoaGiciygeQSjhfV1leJwlkADQQfY6ewDC6dnH5INylMk+RWdwCTSodVXYkn9FTVvSbIKEUpkNZcn2xlZI+gm1prhJu6Oh1pZi2/hv1NVPYNv5qUzMn8Uovq3A4BRwiBgIxfshpIejTdSRAzLnNaoKyUsgZakjIGOugMOrYPT/wL81rHgJyp0MuMN7QodLHesF+2DeUSSK3bzhsi/g5hXQ5SrZ1nqY4/OtN4lhtPM1HUux4ETR6SGy9+kNNDTGKwRu3yKBm9s3Q1u7DGyKUyLU4dWNnn3MMOABqK+0qimGZf+CmjJXbwabxVVKzTNY3s/dP7heQ4fLIKpvy96XhobGWYlW2aBxdtJ1Muz9BZIWQ0AcoDTVQzR5gXcYfDIUOl0KQx9tvi9zFcy5BdLWco/tJdaWibbp1rRifr13iGtb7zDXdZtFTKC8go//2td9IAZVAPt+hZTl0Hbk8R9/hhHgZeLPO7uxaF8+7aJCGbL6Rlixgf+icMOYj/HuegmtgzW/hsaUVtfx5NydDYbGzsSH+fD0z7v4fkMaAJ+tTmHj0xfiaTLw9M+7mvgs7M0uO6Fz928TxOw7BrItrZjB8cG0C5PMoD1ZpUz9ahP55bXcOiSO5yacxRPlNivhWYuZ6GmAsLGyLWub68N6cDsYcBf8cp8EHSe8jTFvF7czl9W6LtxU9yTmv4x02L2Wx8d24OX5+9CpVp5RvnDVSG0zAnbObHoNWmaPhoaGhoaGRksQ3FUMpQt2gXugTPRVNRpD6ozgEYJt8xsQlIAublyzXak2C+reb2SCXG8Sw2pALT6I0u9J18amxtnjKtRVSAb0caJmrhLTZBAJqKK9cj9nKYrBA7XH/VCwQzwaMpajpi2WnbGjUML7oHiGHb2T85GaUlhwH+z8pum+kAT481HxHABY+z94KF1kfhbcCxmbXNs7m0gfD1F94dY1cHilyDhF2CXC8vbCt2OgLAP63AkTPjrRuzpzsNkgc4MEDuqlkfL2QJ2TX15IJxjxolQ02KxwyaeQv6+hWhuQv8GB36RCZMG9IsfU2DS69XDY9W3Ta9CefTQ0NOxowQaNsxODG1w/WzIRtn8HvzSjhRg3XCbzQXTTo3qLPFIjEpd9y297fGin68L+OscPZMOEbkESzL4RyjJh2BMw4G7Y8LH88CZMhOD2J3btjUs+nY2azkZ2zSHq5zu52VYHfadB+gb7DpUu6TNhxDX/6OWdifx7wT4+XXmoyfbB8UFM6BbJpd0jeX7e7obt1WYra5MLqay1MHtzRpPjJvU68ayZ3q0C6N3K9UHx/5YcJL9cqii+WJ3C9f1jXSuKziZ+uh12z5HlvrfB+Dchu1EFSHRfSLhMXvWU54BnEPNKB2NGMqD255bTzg923x2Dsu493Pasd+1nZ6OsnnpaDWp+u4aGhoaGhobGCaDo9ChdbkFVVcjbhrpvRtNG/u0hf7ssV2Sg+sSgNDOpr6YtkYlycK3UrMqVqoPaEtQ9X0FNofg5xF4EaUsBGwR1Bu9mqr+Pdu16d1fZd/3fV+l6OlDzd8LeGaBaIGKQXcbKTkkSSpvxRz74fGXZC7DixabbW4+EhEnQ6xZ4I8Kx3VIjE95uvrC5mQBAj5tO/Bqi+jbNul/1qgQaQPwGet9x+uSVTje/3Q7bvpDlHlNh4leQtxuXyqfoAdB+PDxR6NhWVShV2hVOwcvCA/Le37oWNr4HOxr9f7N3TvPX4FwxoqGhcV6jBRs0zm4UBRIXNN3u7i9+Dc5U5MLa90WnsM+t4BtBXlkNV64Kp9w6EazgS0VDcz8PI0/O3cnLNf/GmLdHNv75NDy8F4Y9DlVFItP0+yNQcAB6T5WKi2Mx+EExkc3ZDT2ug+g+J3fvZwor/uvIdtj0uZRwVubLevjZm7V0usgrq2k20FDPtf3kc9sqyJOSDClfVYAukb6sOugq2XXDgFZM6h1Njxj/Frk2ZzksnQIGfVO937OG+kAjwN5fJdhQL4FWT6vBjuWKfFj2CtRWQFA8HSqywF684K630Wr2SNwVuxavwV0egpojIE4Cm50vh04TWu5+NDQ0NDQ0NM57FEXBVrin6Q69m4zBnWwDVHM5ZKxANVegRA5CcQ9Arau0Bw6aweiNemCWyNVWyASsmvI7Sr9nIGYk1FWiuvmhJs1DrcxCCeuLEtH/2BcdPVSqMMrTUUJ7ogS0O4k7P3NQDy+SQANA9lox0LZXh5xoIOa8oKa0+UADgKUK+t0ty0EdXCe8owdA9jbX9j1vhZ63QGwLJfQ0rtw5m73WnAMAe+dIsCF9nWubWCd5r6oiWPYcVBfJe1+ZL1JpIP4Mc691tNW7uwYmnfGPg6h+EjTqfGXL3IuGhsZZjxZs0Dj7iR0A+3+XZY8AGPoYdBgHRg84uAiKkmVSMWUVbLeX++35Ge7ZxMHUdMotDmPdMhxZ3HnltczclM4NoeV0dj6fqsp5PALgr5fEKwJECz6iBwTHH/163bxh8penfNtnDN5hEmwB8AyCm+bD5i/BL0qqQDRccDfpcTPoqLWIV4eCI98kws+jod0Ptw/g3u+3kV1SzYOj2hMV4MnEnlEs3J3D6qQC+scF8tS4jmw5XMyXq1MY3TmM6ADPpic8AZ4c15Hk/Ap2ZpRiU+HhWTv4blp/3AzNm0//YxQmS7aNd8iR20T1gTS7P0N0Hzi0AnIaVTZs+FiklYY+Cj9NczF3vlVR0BnqSIq5kssz3yRKcXp6t9RIwHLzV0AjzxWPAJj8xandn4aGhoaGhobGEVD84lDztsiK3gNajZIKBoMHamGiTOz7tIKKLNSs1QDSvt/TqGVpYDM333FdOeRsBLemEkmK0VOMkQ8vQs1cKX2WJINPNMoxJtgVvQml05STv+EzDZNTVbreHbrfBVnrUEw+YsCt4YreTaR9GqR6nJ5+fJ0MxacshLnXQfEhGPKUSP4ExsOe2WJwHDMQxrwF2Vtg/f9B+wkQ2PbUrm3kK5L9n7FOVAt+mQpTV4Dp1J6pWpyiZDB5N5V0diZ6ACT/KctR/cUHI6uR/NSWTyFvJwx7Hn65FfbPa6afgZDTSHrWWgN974ZNn9CQjVWP0ROubEZOVkND47xGUVVVPXazlqWsrAw/Pz9KS0vx9T3LJWQ0zgx2zILiVOh2JQS2cWy3WaG6WCbBPxosuoX1PJZM6a9PMX7nIDLUUBRsqM14pl8VV8Prlv9BeZbIKA10kmyad7fIONVz88LzTzqlJA3+eErMvUY+D9G9/+krOmMoqTJz2/TN7MwsZUK3CN6Y3B2dTmHJ3lzeXXqQEG83JvWOZvbmdMJ83Hl6fCf8PI6dUaOqKoqi8Mv2TB6YuR2AYG8Tfz44lCDvoxiiHwcPztzGvO1ZDetz7hxIn3pz5TOBX+6Bbd/Kg8uVX0PH5vWIqS6BjZ9KZo5POMy7y76j/gHH6UHH4CmZVc1x6Xvw+8NgbaRVev92kUTbMw+WvwZV9qqTkc9KwFPjjEAbb2hoaJwJaP8XabQ0au5WqM6D0J4u/gCqapNJXaM36tZ3oPyw46D+z0HKAqgPVBwJnxiZeK0uRIkdidJqdMMu24E5YA9gACjd7kAJ7NRSt3VWoNaWoh78CSxVKK3Hovif4oT3uURNGcycCOlroONEuOI70BsgaZFk0XsEQq9pIvfjGQJj3pTn9GOhqqJosO9nmDUJUKWvu3aBb+SpXfOvt8PWzxzrNyxymCufCSy4Dza+L1UXV3zrML1uTG05bHgPUCGgrQRunJ95FJ18r+Hozz5j/w/+esrV6wHgnr3gHSFVE8ueh4ps2X7B03Dhq6d+nxotgjbe0DhT0CobNM4Nul/d/Had3mHe7B/jGmxIXo5f1kpWmH7ksBpGOR782Pljvt3m0DA06hUmjBgK7Sc133//O2H/Qik/jL8Iovsd/ToLkmTisjQDet0AQx46gZs8Q/GPhWu+O3a785AvV6ew+XAxAD9tzWR81wgu7BTGRQnyqmdc14gjddEsiiLyRisPOGSVCirMJOaUMzj+1IINrYIcZt4mg45wvzNIV7csWwINANZaWPvukYMNHv4idwYSFGxAbfQvYKnCpkIp3gQoFRKwrCoSj5du18Dy/4hnSz2RvcDdDz4bIUFOkzeMeA6ieogx2reTRPt0zCtS6aChoaGhoaGh0YIoYb2a367oGqRhVPdA12BD8QEoTXE9ILyfVDM0dKBDaTUGJbhL8/1HDUHN3yFVEP7x4H90SSS1uhD1wGyoKYSwviitRjeMY89WFDc/lC43/9OXcWay6UNItVcK75kNnSbJ5Hj8aHnVk3DFifVb/5lJXkzDGL66CLI2g++lp3bNgU6qBDoD+LU6tf5akppSCTSAyBav/s+Rgw1uPjD0aVn+/V6aPPOoTtXYjQMNAW3l/Ww1FHrfDps+EN+GekI6g08UfD4ACvZJpcrwFyCyj5jFfzsOPIMleOR1lMpzDQ2N8wYt2KBx/tD6Ajjwh2P90DIoz0GvQBslB3wi2JX2A+AYCN01LJ6h7Y/ygxnRDR7cJVnNfrGg00lGR3mOTFjqG33F5t4K2dtleckLYK6Ckc+01B1qnGHoda6VMgZ908qZE6XKbOGOb7awIaWIjuEOndEgL5PLOsCujFK83PQnZPJ878h4bKrKofxKru4bc3LSTFu+hmX/Bq9QuPIrCD5Jbd6c3fKdqS6BUS9Bx/Ein1Rr18X1tZftFyZLtk7mFtAboeMl8l2sJzDumKfSKfBZ3XhKO1zJqzc2ymYa8TT8ch9gg5j+cP2PkLREAg0gVT01JWI4/VaCrIOUH1/xycndu4aGhoaGhobGKaD4x6PmO2nel6VCrZMspMkHipNcD4oaesRAA4DiFQ4DnhOPAvdAFEWHaqmB2hLwCEHRuUpvqonfQ2myrKQuRK2rQml3+andmMaZi67Rs6++BTwQ6mrgxysl0BDq9Nl0D4DIRhX12dvA4AEhHY+//0GPiERq3i7ofhMEtz/xa9zxDSx+QqotJn0P4d1OvA+A/ESYc7V4TY58RYywPQIlEADgZ5edKkqWGELOVqn6SJgkSZb1OAdQjkWbi+DGxa7bhr8IP00RD4fIPjDlDzi8QgININVTFbkQdyG8GSHPQSDVEFcfwTxaQ0PjvEILNmicP/S6ERJ/h7R10G4UhDYq+S3PZrT6Mx/Rk0xCCPFx48o+0cfu181bXiCTo9MvkQFB7CC4cR4Y3CRL+sebIHuH67ErX5fof//bW+QWNc4sbr0gjh0ZJezMKGFCt0iGHS1wdZx8vyGtwSh6Z0Yptw+NI9THnTGdw10klB79cQdztmSgKPDqxK5c1z/2SF26YNTreGR0h5O/wMpCmP+wDE4rckVia8pJDjoXPCaDbhD5pE6XwHWzYNVb4B0Ko1+BRc9JhYMzvafCJf/nWN/RjI6ozg1stS6bajHw3V4ztxdWulR40HMKWMxQcBD63iJVDZ6N/pYlhyX7qD7QAK7VEBoaGhoaGhoafyfhfSF/B5QclAoEnxjI2eDYby53bW/0Qok8thysojeBh1SOq1W5qNvel0oHn1jocS+K3oRqqUbd8zWUHnI9OHMFqpsfSuzIU7w5jTOSvneLhFL6WpFR6nDZqfe5Y7p4NoD4NQx4ULweOlziSDwCyebf9IEsj3kbBj54fP3r9DD8+ZO/PnOl+B/Y6kRaaOH9cPPyk+vrjwchd6csz78TOl0B1y+EFS9JtfToN2H5i7D8Bdfjul4Pk751rO+Y3rRvxQhqXdPth5ZAzk7XAEnXa8BSDTk7oPc0kbryblSJX5LiSLiqpyz9BG5WQ0PjXEYLNmicP7j7wi0LwWaTrOfactj3G6SvB59IKM8iVCnlD7cnOTh6Om17DsPP8yjZGBlb4IerobIAfMJgyk9iFl2feZC2FlJXQ/yFsOpNSFnZfD9/PCmBEKOTXE3uHmkf0w+izk4PhJo6K0/O3cn29BLGdongyYtPIMPkHMHbzcCXU/u6bKups3Iwt4KoAA8CvUwn3Kde51p63iXKn0u7u2qVVtRamLMlA5Bkl+lrU4872HDqqK5lus7mYifclZMBmWqTvlsNklf2Dvj5DjGBb8y++a7BhqrCpm0iu0tQYsMnlOenscLcnm+tozDpdXi52X8aaytg6auw92cot+uS7vwB7t0MJq9GHaoiKdb9WtjxAxjcYfADJ3/vGhoaGhoaGhqngKI3ofS4G1W1SQWC1SwSSCUHweQH5lJH47jxKJGDUIyNxzcO1PIM1F2fSlWD0Rul2x2ouVsk0ABQngZFiRDSDTV9ORTvb76fQ79BxAAxna7fVpkj7X1iUfyOXZF6JqLarKgHZkmAJagzStuJZ71k1Alj8oRrfnbdZjFL1YBf7MlJ7Ciu1TKEdoVet7hus1pEwqmeje8df7DhVFFP47OPahOZ5uvnixz0r7fBgd+bHpf4i+t6c88+YZ1h0KNirp23W4IJINUo7v6ybK6EFS/Dru8dgYPtX8Hde8Do0bRPr2Docyds/likZIc8ecK3rKGhcW6iBRs0zj/q5VXcfODWP2UAVJYpFQml6fi0G0KvARdK0KCwHILaiixSYRJEdJfjQDKtK/NluTwH/nwGWg92nEfROQyrnAcgID/MlXa9fYOba8lpXiJ8dqEMAHQGmLoAYvu3/PtwmpmxLrXBaPjjFcn0bxPIiA6h//BV/T2U19Th4940UFVltnDlx+vYk1WGr7uBb2/rz/pDhSTlVTC5dwz94o5txHxtv1g2HCpiY2oRIzuGUlpt5s5vtjC4XTA3DBCNUU+jnjBfN3LLJHO/dfBJSCGdLF7BMPY1+OtlR/XByTL2NZg9VUzeR7/smOBXVfjuSqmcaI7Gg+GLXoT5D7kO4DM2SoBv8peY3WP4/euFdCyu4K6eVoK9TPDT7bBzVtO+q4shfz9E9QL/VlLRgAIJdkmAyz8Wg2h3f/A6DsM7DQ0NDQ0NDY3TiKLIs48EH+5BtVnAXIG6/T3xUvBvhxIzAiw1qFV5KJ6hqOZyqMoF7ygUg4yr1AOzJdAAUFeBevAnlJDuTi5YCrj5y2LjZx+jjyMooehdJF/U6gLUrW+LHxcKdL8LJeAkpGz+abLXOfwvMlaAXxsI6f7PXtPfRU2ZJPY1pq4Gpo+AjPUi23XDIlnO2yXZ+G2Oo8Klx02Q8pdk4LcZJZ+tWZPEX2CAPbFHb4CAOCi2V9IEnqSE68ng5g3jP4BFj4nk0dh3Tr6v0W/CrCugMhdGvurwngT44VLH/TXG1Egy98J/wy+3SLVFPTnbYdPHMPErSbT8brz4MnSaJAlTjY2y66ktk79X3IUQ2B6K7F4One3eERM+kiCGm6/m16ChodGAFmzQ0DCYwCdCKgh8ImH407D/d5hjL4eM7AV5+2TyPygebvtLzGedJy5BBs6DHhB9+by90P06h1TTkIcgbT3k7qGgyy2UJ1xH3MoHpbpi1Muu3g5pax2ZBjaLGFBH93XVoD/DKK2uw8fNgM4p677K7Pr+VNVaGx92zlFaVcd1n69nT1YZ/VoHMv2WfniY9OSX1/LZqkNkFlezJ0se0spqLLz46162pImB9K87slj6yHAi/R0T5SsP5FNTZ+XCTmENFQ3uRj0f3yDVLksTc7nl680A/LEnh3Bfd0YlhKHTKXx7a38+WJaEr4eRR0adgizSyTDgLhhwF8sS88hMrWacj/mkqjiI6g0P7Wq63VoHFXlHPq7xd7P3TdD5cljwqGsAIWUl/HwHQcOf5KOCm2TbZiAop/lAA4hWangXKMtCLc9G/iqqawZRUNtj35uGhoaGhoaGxj+AojOgmnzAt5VMALceC8X7UXd/BaoF1TsaqvNl8t89CHo9hGLybhpAAIi6QIII5Rkoob1QfKWSVokZjlp8ECoyIKQbhPWFw4ugrgKlzQQUvUP6k9JUe6ABQEUt2AX+8Q1BkjMR1VINejfXa7SaXRtZXeU6z0lqy2HGKMjcAFH94IbFEnSoLIC1b0BpmgQXQGS7/nzIsb7zO7h7tzxf13PoL5ncbj/B4fegN8LkH2Q5ZRlMtwco9v0EXmEi+QPiK7DCnpw04qXTf+/O9LlDXkmLIGuTPC94h514P+Hd4IGk5veVZRz5uMbPPt2niIzVnw+7BhDSV8Oca2Hce5CxTrZt/RSC2jcfaACRT4rsIwEQZ5mkSqdnsUDt2UdDQ8MVLdigoVFbDh8NgZJUWf9yFIR1cWQCZG11tC1MgpQVkHAZjH8LZl4rUiu+kTD23xK4GPNq8+eoKgBrLWu27eKBDWlc0/cd/jOpGfOomAEiwWKpkfU1b0PqSrjxF0dVxRmCxWrj9m+2sDQxj1ZBnvwwbUDDZPmNA1uzaE8ue7PLGNkxlNGdT2LAdZYxc1NaQzBhY2oRv+3M4qo+Mdz89UZ2Z5Y1aW+2Oh7aaupspBdVNbx/ry3YxycrJXtlXNdwPry+qZzW4cKqRuuVDcvtwnx455qep35TJ8lXa1J48be9AHy5OoUFD1yAu1F/jKOaIXW1VPjEDnBsM5gkgLf6LQnyeQRL9l09zT2cuvvCZR9IKfLCxxwPzFWFUqngTNrGJoerKCi9boSRz4K7H3Wp6zE6PVRWZOzC++wrQNLQ0NDQ0NA4z1CtZtTNb0C1fbJw+/uovq1Btcu/VDhNatYUQtE+CO+L0m6SyChZqsHki9L+ShSdHqXNJU1PYjWDpUL6zNsGeVshtDe6Xs1ITPq2Ap0JbPZxVeYq1JJk8X8w/o3VuceBqtpQ90yHgh3gFgA97kGx+1cQMQDyt4ucVEB7CPnnxuF/GztmSKABIHOjrPe/F2ZdDmmr7Y0UqK9/sTlNiltroSjJEWxY9gKseFGW242D65uRCypKbrTuNDEf1A6umHGKN3QKbPkcfpsmy2teh7t2OXwdT4TDq6SKu/VQ1+1Dn4Nlz8lzjk+U68R/c3Jdbt5SdRDVDxbc4wiGVRVA/j7Xtumrmx4P0P1GqZLwCoFDSx0JkeAIGmloaGg0gxZs0Dh/sdmgrgq+GO0INADYLBxWonm8dgKlePOYYRYX6rfJPkXviNzHXQBPHSXDwJk1/wclaQBcplvNDOVCZm5SeGRYOCFGM/g5GVGHJcCti2HpK3DwT9mWuQV2zxWN+TOIVQcLWJooDyqHC6v4cnUKz05IACDQy8SCBy6gps56cpPMZyGNpZN83Q2oqsq+bIcBn4dRzwXtgukc6UePGD+mzdiC2WojIcKXbtH+De3m78xuWF64OwerTW3i1zCuawSfrTxEVmkNEX7ujO/WyLjrH2TZ/vyG5UMFlaQXVdEu7DiCZdXFsPlLMHpC7l7YZn9oGPwgjHrR0e6if8n3weAuGUwf9Hdk/ET1ab5vvREie0BwBxlk603Sj18jP4t9v7DN2hYfpZpWSi5GxYqCCklL4FIxo15VG0+MLYp2ukyqVRNz6wZx03G9MxoaGhoaGhoafz+qakO11sH29x2BBtkDTmJIrijgKdIoil8cypDXju9c6cugusCpfyBvC7aYkShGTxT3AMcZPEOg10OoqQuhwG6OW5kFuZsgethx39/fQkmyBBoAaotR05eitBc5GcXoidL7YVRrHYq+qZzqOYmbn+u6u309Z3vDJtXgDvFjUEK7QNxIke+xVENwJ4h1kiDe41RVfHCB+Ac09kjreBmsfk3khLzCoOt1LXs/p8LBBY7lklQoSDzyM4kzNWXieaAzyHEb35Pt/e6Dce862g17Vib/dQYxbP6gCxTbgy2RfZt0C4hcWWRvea9zd8qxo/4LEY2S2BLnNX/8gflwud1s2jnQAK6BIw0NDY1GaMEGjfOTnT/Cr/fJcuMfTpMXz9huZ4NaAcA9dfezXXc77kodjP2PSKg4kZRXzjM/76amupJnL/Cjb++mP/Zq9g6cp4kr8WC0+x6CP7lNAh69b4ZL3nE0iOgGCZc6gg0gg4rGFKWImXRMP9HHb2F2Z5aSnF/BBe1CmpXB8fVw/S/Ez6PpwPp8CTQAXNUnmj1ZpSzfn0eknweR/h4oisJl3SP5aVsmANV1ViL9PXjgItESXfzwUDKKq+kZ64+HyfFedYv2I7NEPptdIv2aBBoAwnzd+fOhoSTnV9I2xKtZn4h/igFtAll5QAIOUf4eRAccZ2bat5MkuAauFQrbv3MNNgAEtHIsXz8HvrgIzBVi/L7pC0icDzqjeD8EtYW6aqq/uYbXKsaTql7Kja1Kuajz5VDe1Puhpz6Z7ywjCdWXYMReQWL0gOLDkL8fP48OTDS/RHddModtYVwffoRBvoaGhoaGhobGP4yavwN133eAramBrc4oCRjNETcexbe1a19V+eLfUFcBkUPQRQ1uelxFMwlZigG2v4tqrUUN64Ou0xTHLu8ICO2BWh9sADA0NatWa4qgPAN8W6E0nuhuAdSKLKjMhoD2KKZmkmQMjXzBDE3Ht+dNoAFksj9rM2rOZojuDa2GyDNvtykygQ4Q1gG1x9UoHe1yR/fslYqE6P6uVftR/WSCHmRyvHGgASTD/s4dkL9XpH88/E/jzZ0gcSMg0W6O7RMplRbHw8yJkLpMlnVOn53tX7kGG0C8FeqZshA+7QO1pRLo2PihBAdQxfshNEECAt+MgSp7ElhoZ+h+A9SUAjqgGWk0Z4yeUJoOubuaftbDexzf/WloaJyXaMEGjfOT3x9pCDKo0BAIWKEfwOB7v6H8m4MNTVsrORixgt4NgtpSVGlmf045nSJ88Pc08fDsHezMKAXgzh8PsqVgnouU0uK9ucRn5RLnNFfcOj6B1+v+jZJjn8Tc8hW0Gw0dxzkadb9OvCJSV4l+Y9EhSN8EMfZJzazt8NXFEqzwDoPblzsMqVuAxXtzueObzdhUiAn04Pf7L8C30WR271aBPHlxR+ZtyyQh0pdpQ9u02PnPRgx6HaM7h/P9xjQyS2q48uN1/H7/EJ4Z36kh2ACwMaWoYblVkBetgpoOpt+6qgddolKoqbNy8+C4Zs9XUWvhzUUHyC6t5tYhbY7LYPrv4u7h8UQHeJJVUs3EHlEugZQjYq1zBBpAsm/qS37DnIJ8KSsheRm0HgLxF8q24kMSaADRLV38vGO9IhfuWAG1FbxVMYoZ1tEArE+xsHzBf4msSYYB90hAQ7WJVixwvd8uiBoKB/6QwEf7i6WCwlJNb/9YHhr9A7/uDWdYlB+3Dmn+b6ShoaGhoaGh8U+jHpzrkClyRjFC3ydh/w/N7NODZyhqXSVUZIFXBIrJG3X/TCi1y9kc/BFbeQa6jlc7zlW0D0obGdn6x8uYrlwqvcndjC2gI7pwp8zvkJ4QmwlF+8ErArW2FEoOofjL84VamY269R2R3zF4Qe+HUTyaScY6SdSiRJGJUm1idN37UfGqcH5LfKIh/nLU7A3gFY4SO6rFzn9WotOhDrwPdfv7gAo73odeD8HYd1DrcgEFAmIcnxeAgNbyasyETyAkQcbh/e5r/nx11bDseShJgX73QpsLW/6eTpb+90mQoSgJulzjqPI4Fg1yU40IczIXP7xaAgqxg6H9eNlWkiqBBgBUWPoM1JTY9x2Ge/fK+1XlqDYnZzsseABqimDQw7DtK5GOtj/74BEIrUfAvrny7JMwGT5IkGcqnyi48D+wbw6EdoUhTx7f/WloaJyXaMEGjfMTo3vDj3OBLpQ/zV1JViP5umYMKy3ePDG2A3d8s4WKWgtf+X6KvtYG1lrMs29hlPVzCivNhPm6Me9yb0rLHBI55XhiW/8J+7o8xt7scgbHB/OvX3ZzjzWBOINdFieiOx/fOgzmzIAcp2ta+LhrsEGnk6BF6lqYPkEmUHUGuHmhVDLs+00CDSCTqYdWQI9rW+wt+mN3DjZ71XN6UTW7M0oZFB/cpN2dw9py57DzzxRqX3YZ//p1DzabynMTEuge4w/AppQiVPv7VmuxsT29lEm9ougV68/WtBIARnY8dhWKh0nPPSPij9rm1d/38cNGeWhbk1TImidHNltd8k9xafcTDH7pjdD2Qkj+S9a7XwsmbzFQH/ygbMvYDDMmyvdh9dtw+acSLfSJkOyb+u+ExcmUr8JeueAdQpZfL6KK8glTitmhtqVg/Q+YlEIyddF0vG8tbh5esOxVMXrvf6dUS4A8eO6c6aiEKknjtrAkbhs58YTfFw0NDQ0NDQ2NvxXnjGlF7zCUVetQbHUQNx5112cyzjF4gKVK2uybgar3hLoyMHqjtr8Kaktc+85Zhy1yEEplFvjHox782XW/ZzhK97tR9892BBsAkn4Gp2CDoigobS7BFtwdtv0fqFZUFOh+N0pAOyjY7TBdtlRCUSI0V1VxkqgFuxyeXrUlUHYYgjs3aadED0M50+Sd/gbUylzUg3PAVofS9lIUP3uSWekhGqSyVCuUpaL4RKPGXQgl9gS+oIRjn8DoDkOeOHqbv56B9W/LctKf8GDKyRkxny4SJp34MR0uEbNrkCCFd5h8Dusn83N2iCl2vZ/kZV/JM5NfLLj5OgIF1jpHnxX2eQc3bwju6KgYAdhor5bQGeGObVItsex5eV4a8CB8OUT2qzbY8Y0jeas8U563bt904veooaFx3qEFGzTOTyZ9AQseBZ2BBUEP8q+tUhYYHeBBqK8bMYGebH9+NHVWG0WvPdpwmFpbSVFtDaAjt6yWJd99xFNKKQ9wL3XoecbwHbU+MVz2wVosNpVALxPeJj3PW6ayS40j3FTLgze+IhqUgW1cB/u15U2v02KGubc42tgscHiNBBsinLIdFL14PbQgPWL8mLtVSqB93Ay0DT0Jg6tzmAdnbmd/rvzN7v5uK2ueHAnAsA4hfLwiGYtNxcfNQL/WgSiKwre39Wf+jmz8PI2M6RzeIteQUewwiK6otVBcaT6jgg0nTE0ZlNsjcO7+0O92yQryi3YYn2VudXwfUOFXu+GZyVsMoHN2QXhXKM2Q6gZFB8OfajjFgwP9aL3kToyKla1qR2aYR7JQHUQlHnR9ewGzr4rAo7JASp9DOkpFU32Aoc4pgKEzQkiH0/6WaGhoaGhoaGicKkqnKSJ9pKrgGws5G2WHyQ/cAlC8wmHwK2CzoK551nGgzQI2+2RmXQXs+bJp50Yf2PYOqmqVQIXJ1+nEepQe94qci5u/jMvqJ/StTSstVNUGe792GeupJUkSbPB28rhDAe+Wq+gGUHxiUVkjKzoTeLXMeP1cQU38riFYpO7+EmXwK7IjoAOk/mFPjDNJFQugdJ0m5uAGdwju1jIXUexUMWOphoqcMyvYcKKYq6DUHoBz84X+94NXKPjFOJ59srY4Ag0A8++0V/d4wMSvJBgR2lmqGhbeL21GvOxo3+9eWHCvLDvPPdjq4NNeMHE6lGdDQBsI7SbJW/UVE87fUUUv59HQ0NA4DrRgg8b5SdwFcM8GAKbYVHSxaeSX1XBNv1jcKnNg0TPoayvQj3yW941TebbmTYxYeNl6I75U8b7xXTrp0qhVjUTpCtlpuAtrt2vwJIgPbNOw5MmAoKjSzNBYT9KK9cy0jiRYb+Jm1Qu/b8ZD+gYKVF9y1AA6KBkYAaqKWJlhpcps5aJOoRhK0+XHvwEF4obKYsKlEjRJ3wAdLnYNPrQANwxsjafJwMG8Ci7tHkmYr3uL9n+2U1zlGHyVVjsGgH1bBzLvnsHsyChhcNtgYoMkkOVpMnBV35gWvYapg1qz4VARZquNMZ3DaBV0nL4IZyoH/oS8PbJcUwKfjZTBdEx/mfT3j4W+t4HJB8zlMuFfPwg2V8h3ZchDsPJ/kuVz62IJ6nk5Suzbpf0IigyyeymJPMnNVCL6u7vqItn44+sM022Xxhs+hFEvwV8vSv/mMikvTrhMXqGd/qY3RkNDQ0NDQ0Pj5FH84lD6Sta4qtrANw61thglvB/YzNj2zgJLFUqrMWD0htqiY/QIhPWHeqnZLPskvaUafNtAlb2qVO8GqKi7P4PiA67H63So5nLxSLBUQ1BnqKsUiRfnaw9oL/8GdYLON0vwIbAjil/LSlgqEf1BZ0CtyEIJ6d6iEk3nBHWOJCcs1aiqDUXRofjGQu9HoCwV/NqieMnkv6I3QUT/lr2GfvdC8iL5vMSPhdAuxz7mTCZ5EWRtluXaMvjqArDUiH+FyUdkmQY+BO4BUFMsvicN1T3VItk09BlY+arIJd28EgLbuXo5pi53LDcE8exYzfDTFMf2De+KgfRfz0jAwVwuJuCdr4SOl4vZtIaGhsZxoAUbNM579DqFGwY4Gc1OvwtSVshy9g4umLCC3rM6Y7NaeWJ0PLOWX0tH5bDstyccuIW3h8ulpLPt7mzYtBUAd2ox718PDACgoMLMjowShmZsYrOtPTeZn6ASD/op+/hEfZOb/juPnbUyQLuoUxjvTe7ICveLCas6QE9dMvS6AaKcfuS7TpbXaWJS7+hjNzrHSCusorjKTNcoP3TNmDLX89S4jjw+Zyc2VZad6RLlR5eoljet+35DGp+sTCY6wIO3r+rBhZ3CWPXECAorzHQM90FRjny9ZwV+jT5v9YPp9A2ObXoD3LkS0jdKhs3Pt0uGnKKDyF7w2/2wx16+n7QUHtzp0mWBWyz1YmDlqgd5qn/DPgMWoshzNK4th9SVUjJcaC8Dry7iC9+7+XRWGjEBa3n/ul6E+2mBOA0NDQ0NDY2zA0XRQeTABs86267PoXA3AGpZGnS4FvbOALUOWl8sWev1Mjn1eIah6yTyrWrhPtT6YANA0R7HsqUKSlOgpJGHA4C1FnXDK47xXkAH6HyLVEaY7dUUob1Q/B1yrUpId5SQlk2wckYJ640Sdn5NqKrVhVK14hMjn40joLSZgLrvW1CtKG0ucWmreEe2eKUJANtnwMqXxS/g8hnQ9iJ44BBU5kqgQXccnnBnMn4xyISC/ftlqZF/Mzc6NVLhzm1weCXo3WHutY7gQFQ/qVrY/rWsH/gdHkx1PYd7wNGvwTkAUVcpJtMBbSBnm2yrLYWgjvDb7eAbDZNnNu+5oaGhoeGEoqqqeuxmLUtZWRl+fn6Ulpbi6+t77AM0NP5O3ukmpkoAKPBsLjWqAYtNxbs2D95qlM3c8RIY/wb4OEptF+/NZdesl7hIXcMeW2ueskwDwMukp3+bIHYeOISnrYI0HMeM0m1msa2PS9fdY/zYkS5ljK/1qeTaSVc6SiqdsVlh2zeiM9/rRvA8DUbBh1ZAdbFUURjcWr7/M4Bftmfy8OwdWG0qF3cJ58Pre6GqUF5rwc/DSGl1HS/8uofKWgt3DW9LXLAXZTV1xAY2NXhuaTKKqxj6+rIGH40rekXx1lU9Tvt5WxRLLeycJYGBbleL3mhjtnwtfiTVJZC5uen+uGGgN0FhksgshXaUz2ZEd4jqBd9fA/n7HO2fyhS9Ujtj3ljEpSXfEKUUMMMymq1qe/wNtfT3zmNS93BGJ70KhU6Zdz2uF4P2PyQb8HDH2xm+Y3iDL8dZ+Xc4j9DGGxoaGmcC2v9FGmcyto2vOSoRAGXwv6V6VLWCakNd87TrAYEJKO2vRHGaxFQL96Hu+Rpsta5tFQMEdoSivQ75pKPhGwdlKbIc0hMl4YZmJ8BV1SZSUHUVEN4fxeRzvLd73KglSVLZGpQgWfrnIGr+TtS9X8vfJjABpettgAKWahSjJzZLDRz8GSyVKDEjUL2iwFKB4h50+pOcKvLgzUjHZHinSXD1nNN7zpbGWgc7v5Vn9e43NP8MvX0G7P5B5GQz1jbdHz0IvIKl+rvXrRA9EJL+gLBuED0A5lwDWU4+Co/mulY2fNQDcne49qkzglcIdJoMh1dB7jbHvoQroe0o+O0OQIX2l8LB+Y7v79n4dziP0MYbGmcKWmWDhoYzvz/iFGhAJFkMbjTkLbtFQq+bYetXst7+Yrjm2ybdjEoIY1T0PshMoZsuBY+AcA50fhBVVfloxSHA2/4STIqVYtXVEyEmwKMh0ADwW3Es1x5pULfwCdj0mSzv+hHuXN18UOJkWfkGLLVrP8YNhZt+a7m+zyBmrDuM1T6bv3B3DjszSnlg5jZSC6sY2i6YPdllFFaIbM/KA/n4eBjJL69lTOcwPrq+91ErIY7Gwdxy/rMwEb1O4ZnxnWgV1DR4UWuxNQQaAKrN1iZtznh+vBn2/y7Lyctg8hdN2/SeKq/acvj1PkjbCOVZNGT8pK52PHT8+RTcvUE8Gn6aJrrCcUMdwYYuk2VQP/smkWhqNZCqmlv5n+Ual1MmtIrkk2lXyMqH/3Xs8ImAi16QAXubYVBbQZ1bJ9TtKxqa1Fn/9ni9hoaGhoaGhkaLYEv+1SXQQNRQFGO9LKckhahRwyFzuWwKaI/S9bYmAQAlqBOqbwyUJMkGky+E95Uq1MOLju9iTH6OQANATdERM+3VQ/MhfamsZG+Evk+gtGCWu5q+HDV5nqz4xkHP+46a9X+2omatdkwiF+1FLT0MB2ZCVS6qXzxU54NZnkfVokQweoG5FDWwE3S57aTfc7UqHzX5F0CVKonm/DGstY2y7quatjnTmTcVdn0vywfmw7XzmrbpcaO8zFXw2zRIW2P3cbA/Y2Sud/yN/noabt8M0f0lyGA1Q+vhNFRHdLgMPIPhpxth7xxpV1va9JwRvWDaeln+zEnqyisUxrwl1eaxQ0TW1icS3vnV0aYZrxUNDQ2Nxpx7v5gaGieLpRY2fe5Y94uFi/7VtN2l78CoVyC6H/jHYK6tIb2oCrOlUbbOVd9Azxug5xQm3vYsj4/tSLCPq9zKyLY+jE4I4+NJbbjDew1GRPs/LtCN727rR6iPI/uha4Q3TL8MXo2AL0aD1WnwddgpCyJ3N9Q0M6g4FfbMcyynrISq49BxPQtp7TTJH+Bp5JftmaQWysB25cGChkADQI3FRn65ZG/9uSeXTakn/55Mm7GZvxLzWLQ3l3u/39Zsm7Yh3tw+tA06BSL93HloVPuTPt8/RvJSx3LSYijPPXLbwmQ4sAjKM3Ep3W+sNVpXBavelEADyOfzhl/g5oUw6XP57O6dJ7qmyUv5qOMOjHrXoNCIDvbsH3MV5O117LCYHZlBoZ0gpi/xod7cM6ItJr2ONiFePHw2/h00NDQ0NDQ0zntUVYUMRwIFRh907a5o0k7XbiLETwLf1uAejGoxo1YXotaPvewonW6EiIEQ1hel5/3o2lyC4ubv2pl/PAR1gfbXiDdEPW4B0ONe+bcen2hsOz/BtvJxbFvexOZ8vpJkx3J1nlQ4tCBqvlMmeFlK8xO25wIeThnweneR06oPPpUmNQQaAFAtjvWifU09OE4Adc9Xcq7CPbLcHH4xMOx5qYj2joCRr5z0+f4xkv50Wv4DyrKO3LYkRQISpYdxffZpNMdgroTV/3VM+qcuh+t+g6nL4eq5sP9X2PmNPPukLpdKCH0jydd24+Rfmw0ynaoi6qodsrYhnSBmIPi3EsNpvRsEtIWLXjv++9fQ0Dhv0SobNDTqMbjJoKY0XdZNnvB2F/nBnfS544c3cwssflaWMzYyY0cNr5SOJT7Um9l3DCTQy15m6xcFl73vcopr+8WwLDGPDYcKGK5s5YOMtzH1uwX6vAGdv2Tl4QMUHNhI59x56Db2Zta0p/l+Uybhfh7cZJ4Fm5dLR+kb4Nd7YOxrUp4Z2cNhrBszADz8W/a9ie4NubtkObAtuLdw/2cIL17WGT8PIwUVtdw+tA3L9+cdsa2/h5ESuzG0okCA18mXV+eWOUrOs0trjtju6XGdeGxMB4z6syxOnLMbDi2DiG4O/4WaUnirI0x4WyoZGrPnZ9ENbQ69EawWOS6qF/hGugYJ/ngKrpsFS/4FRa4awV2iAtg9cQyFFbVsW7OIXjmziCgOhi29xYg6pCPkJ0rj6kI4uATaXeTSx2NjOvLYGFefDg0NDQ0NDQ2NswlFUVA9gqDKPt41uGNb9yK4+aJ0ugHFQ1yu1IpsSPoJUMUEuGAnal0FeARDj/tQ3MSnTHHzRelwtetJwvpCwW4oTgRVlcqH8H7oIgeghvZALUmGokQoPwwZy6HbnZCzAcXoLdOt9V4Q5emwdwZqh2vAVgc+MXIMgHeMmOm2JL6xjioLt4CW7/8MQWl7KareBLXFKNHDoDS1sTuHA4OHTGDXYzwFGVnnIEZtyZHbjXgRhj4nnm1nE3l7IWmhSB2lLpNt1lp4KxrGvgMD7m96zL6fxCS6OXRGSazqfiO0ugB8oyDTaf8fD8INS2Dps1CU7HpsaBeY+DVUFcD6dyB9LZSkwqZPZN4gojdk26VrzeWwdy4kTHLtY9iz8tLQ0NA4Ts6y/7U1NE4zU36Cla/L8u65kklQmg6Ln4fJX8r2inyXQ5RKWU/Kq2Detky83PT8e0Eifh5GPriuF12jHUbBniYD397WXyoT6iddN30Gwx4H71C+3VHKp9tiiFKu5Yv0/9G2tpxnRjwjgYtfs12vNXG+6N+rNtDVf5UVkX5qaS7+HwS1E8+GvreB7iyb7D5OvN0MPH9JQsN6fKg3KQVVrDtUQFaJIwjQu1UAn07pzasL95GUV8E1fWNpH3byDyH3X9iO//6RiE6BBy6MP2rbMyXQUGW2sD2thNggT6IDPI/cMH8/fH6R/eFEgQF3w4ZPGnSAWfG/psEGc6UEEI7ElTOg3SiH50OvmyQIWF1sP+de+O4KKLCbOvtGSwVEdF+oLsZt/btEdruGyJ33yaA+Hdg2QwbyHSc4gg0AVYUn+M5oaGhoaGhoaJwdKF1vR039QwIBedsAG9QWoybNs+v3A3XluGRa11cRVBdAzkZU90DUg3NB74aScCOKX5yjf70Rpdvt2HZ86MiEz9mI2moMikcQauEeyLZXaJeniVdAmwko7oGoSb+4XmzxftQ1z8o1Kk7yPbEjW1ziSGlzKbgHoprLUSIHo+jOzWkTRW9CaXtpw7rqHQ1VOVB0AGqdqrZ9YqDLNEhZAJWZKGF9UXxjT/68rcagJv0sy63HHr3xmRJoqKuG9HXg3xoC2xy5XdEh+Ly/+H0A9L8ftnxqN39WYcVLTYMN5iqp3jgSE6dLAMBgT27rcbN4LVTZ5yWKkuCHSyDPnhzoEyXni+wt6g1r3xC/h21fQHURpK+B7V9J1UjC1Y5gA0hQQkNDQ+MUOUP+59bQOEMIaS9VDEUp4n1Qj8XJ7KztCGh9AaSuwqpz40LdVrL0QXxhHUdSXgXfb0wDoLS6jhd/28OcuwY1PY93mGPZ5AMmL5LzK/hgmxkwkKqG85ZlMh9sfw8Sf4fbl0ulhTO15Y5lm4X9tmjW2RLos3kFXfb8JCWPQx89NTNnVYWSNDHsDenYJMP7jKemFObeBtk7ofvVMOIZMRc+Tj8Ld6OeZ8d3YntGCSsP5LM9vYQh8cE8PKo9iqK0mDHwXcPbMrFnJHpFIdTX/dgH/I2UVJn5aHkydVaVO4e1IdTXncpaC5M+WktiTjluBh3Tb+nHgDZBzXeQvsEpC0oFN1/JximV7wm+kbDmXZFVan0BtBkB302Sv11UHwjrAu1GS3AtbR20Hwsdxzn6X/4fWN6onNcjEAqSXLc9kQJfjHEEEw8tb5o9ZKuDvT+DR4AELmL6Q6dLTuZt09DQ0NDQ0NA441E8glE6TUGtLUXN2+LYYatzLPu1hYCOUp2g6F0kLdWaEkix+3FZqlAPzkXp82jTE5mcjEp1RjB4oNYUOwIN9eRtRS3cC70edEqmsmN1eh5zltXM2YCtcA+4+aG0GnNKZs6qqopkUv528AhGFz3spPv6J1Cttah7v5HATUgPCSQouuMOxig6A7S5FIJTUYsPQtkh8GsrASBFBx2vOXYnx3Oe6KEQ0h1Qm0pt/dPUlMHq1yRRadCjonxQVwNfXgDZW+RZ8tpfIX5M88dnbnAEGkDkh/zjoMDuKecbBRveg8R5EDMIOk6Eb8ZIRXVEb/FTaDsGkv+Uqoi4i6DbtY7+1vwPFj/uek53fwk41GOpgScKYMZoWPmSbEv+UwINzqg22PODVClVF8j5u1yLhoaGxqmiBRs0NJojMA6GPg6r35LJ0JFOZYMGN7jsQ/j9IfRJS2ity+U53be0SejNyxvNgGOAq8vdDT9/gzl9K0Wlpfyf2x0MH38tY8a/JVnZlQUw9DEweWHUVaEoMr8P4IZdl7SmBLbOgPUfAmBWFdbZutBWySJaJ1nXB2xRXGZ+mRrcMO6yMNv0Ij11s2SgMfrlE7//okPw3VVQnCIDfYs9q3/ix9DjDBqA1FZIBYpHACRc2nT/mnfhoN2Ubs3/ycsrBK6bLfI7xyCvvIZL31tDTlkN3m4GfrxzIJ0inB6WUlbBrtkQmgD97zwlU+4IP4+TPvZUKKo088zPu8gqqeaOYW0Z19U1q+a+H7ax6qBkuGxMLWT+fRewNa2YxBwJdtVabPy8NfPIwYbYgWD0lAG7ohcD54RLYcmLkp0TPwp+s2f3pKyExAUOz5HMzXDpu/L+bvhIPo8bPgKvIPneAOycTYXqzh+2vgRTyvAhQ6XSYeXrjoBhtysd/dWTu1cCFwf+aHrN5kp49KAYrJ2jVTwaGhoaGhoaGvUobn4QN16qHEw+KG0cyRaKTi/yRQfniM5+PUFdIHuNa0dVedj2fgsV6TJ5avRGib8UJf5yqY2oLUWJHYli9ES11dFgbOuMtQY1Z6PDAPpYFDkqUlVLLUr7ySdy63JcTTHqrk/Fr0DRO4It7a5EiRp8wv2dLlSrGfK2ygR2SA+Uxs8eGSsdf6PMlaiZK8HgCV2nuVScHLH/ukrULW9CTRHoTCg97kHxbeXYX5qCmrMBxSMUYoafUkVJvfzW3051Ccy/E4qTof8D0H2K6/55N0kgACB5Edy7D7K3SqABxCth+/QjBxuiB0gyoblcKgfaXAg9b4ElTwAKdLpcjKMBUpZC8mL5roCcY/wHYuy87QsJIBQlgWcgXPiqtNn5nev5+t0HvafBhndhq91/stv18m/mBke7nO2QcCXs/ZEm1BTDI1ngFaY9+2hoaLQIWrBBQ+NIjHwGhj/V9Ac3Zzd8OVYGEE5cl/8u/+FpauzBBhN1/Mv2Puw4jAkIB16ufIkeP8Qz9PlxeNTLMtmJDfLkufEJfPbnZmIsh3nMOMu+RxGfhAb0DNPvokJ1w6rq0Cs2PP2CMeeLpEwdBtbaOtNTlywyMkl/weq3wSccxv5XJmqPxfL/QqFdgsbZjO3gojMn2KCqMOMyxwTyBY/Ahc+7tsna3vS4ynxY9ipMmXuUrlUURWHVgQJyyiTQUlFrYcGubEewoSgFvp3kmmU14C75N3MLyXnlzM0NJzbQk6v7xjR9GDhD+PeCfSzcnQPAAzO30ad1AKE+7tRarGSV1JCY7fic77cHGFoFemEy6BpM0QO9jNhsKrpNn4nJenA7uOwD8PCn2rcNd3p/zPpchZGtPXg3ZqBIQV0/Wzrd7Po9QOdUFq8zSiCpqghSVzm275nXEGywhnfn2uyb2aVKOfMTa37kLvd5cPmn0O0aCQ7GXSDHdboU9vwkywmXQc8p0GY4WG2w+GlH/wY3hzG0hoaGhoaGhsZ5gNJqFMRe2GQCWa3Kha3vuOr1gxgzN8Zmhjyn5A5zCereb1EGv4yuk+ukruLmB+2vRE2aJ8c54xnGUTH5uer+11OVh1qShJr6Jxi9UOKvQHHzbdquEerhxVBpl6x1MuRVC/eeWcGGnZ9AqV2TPzoVJf5y1/3l6U0PslShHpqP0vO+I/drf/ah+KAEGgBsZtS8bQ3BBrW2BHXHR7IdUFQrtBrVcF61MgeqclHcAiByYItLW7UYS5+BPfbn7HlTIXYIBLQGi1nMmXOczMELEmW7fytH8hSAVyjYrLD9a1j3FgS0gcu+Aq9g8ImEoPYyuR/VF1oNA6M7XGuXBdvxjev1OD8jKnpJdjJXiedDPXt+dAQbInpBrtM1bvwATN5wyacSTNDpJcAB0GmSyCXVLw94EGIGS5uFTp8HnRG8w08pcU5DQ0PDGS3YoKFxNJqL7O/7tUmggS6TUbK28a7xA56puxkTVt4xfUBn3WGXZgbFhmqpxWy14YGextwyJI5bwpLhhztkAOPmA1d8Bh0uhvx9sOETTPZMG2/FMckdXb6DHoZUtlraoMdKf12iVCR0nQyzpjgGRigw6TNZ3PCJSNPE9IfhT7vea70WfmM8jyNQoarw10syOdz2Qhjx1LGPORmqilwz1Q8ukgz4w2skW77jOEhb2/yxJu9mN6uqypNzdzFnawZtgr14elxHdArY7AlXHcOdHlaKDrkGGvLspbGr3qR0yZtcVfsGhYjBcVGVmbuHH92L4e9me3oJK/bnk5TnKPOts6pU1Fgw6Mxc+fFakvMr8fNwfBYm9xaT9NggT76e2pfPVx9iTVIhH604RGJaDp9nPY5eUaFgv5QcX/wffpg5nRXZ8sC48JCZ33ZkcUWvaMeFJEyUz2J+IvhEQFiCDIAVnQRvfCPlu+DfCkrs36fiVKjIA+9Qcoa/ya6t6xig28sHxv/Dm2pY9jN0vdJF9mt3ZinGwW/TofPl9qqifPh0OKCKfNPoV6UaQmeCyV+cpnddQ0NDQ0NDQ+PMpdkJ4oJdTQMNwd1EduW4sLkmLzmfL3IQqmc47PhApJF0Juh4PbrQ7thqCiHtL1fJpHrMpU0knUCB8L6ouz4HqyQLqaoNpcstspy1FjVvG/jEOGSB6tE1fS4DZIL5OFBT/0At2gf+7VDixp+WJCPVanYEGgAK96L6tUEt2o8S0B4ltAeUJDd/sP7Isrq2g3Mhaw2qexDET5IxuD3gong5VTxXF7kEhdTKHKlLSV+OmjzPsR3AXIoS5yR7eiaQvQ32/wa5uxzbVKuoCNSUwldDIXenSBLV0/V6qcT2jYIpf4qE0aHFsOH/IHMjZKwHVPGL++tpuPRT+PkmRxVExnqZ7O97l6PPDpdBeA8JRniHQ0gX+2dZhX73OJIMgztKsAOgLEN8JP1iYMRLjgACADaRfep6HcSPdmzO2Sl+ER3s1f91lfBJT/nbRg+E8R/CX8/IZ3/i11qgQUNDo0XRgg0aGidKWGfX9et+hPajsR1cwspvFpJNMCoKa7zH0qPqA5n0tw+wD9nCuTt0N34eRynvPbhIJldBfBnqB8JjXpUs7O/kWJsKuvoxgd7Ev4cGsnzp9/TV7ae37iB0v1ECCQ2BBtidX8fCPxLpqMvgkrV2rceUlVCeC5e957iGkc/KhG7OLhmA1dPjumO/Pztni/wUQMYmeb+akzg6VTwCRM8/114qXFsOc2+V5c1fwS1/SrCm/v59o8DkJRPaY/7dbJfrDxUxa7NkBB3Mq+CV3/fx2Y19WLIvl56xAYzv5jTgjuknPhb5iWBwh25Xyfat35CmhlKIozR4e1pJS975MSmuNOPrYUSva37QeCC3nKs+WddQmeBl0lNptnJd/1jahHgzfW0qyfkSKCmtruOmga0Y2yWCgW0dwaZB8cF8vzGNWnsfy1Kq2GlqQ0/F/pBTIdlu+qytwMUNx+lWvQFVrWHIg7LBMxDuWAUr/wer3hTJMIDxb0n1AcgguNNlsO5dWTdXiPxRrxsJCfSndZAn/yqfQZDiFASs1yMDXv19L5+tSgHgsc5V3DPlavh6Ag1l+6mr4LL3YdC9x/kOa2hoaGhoaGicJ3hFuq4nTEUX2gNb8UHY+Smodskht0C7qbAOcFQH4OZ/dMmcoj2OoIHNjGI/Vhc3DjWgPer295seo+ig9ViHXwRAaE+UwE6o9kADAFX52A79DiiQZpdWLTmIWluCknCjo7tWY6SCozwDLI5nJyViwJGv246av0PkpwDKDoNnOIT3OeZxJ4qiN6H6xIofA4BqQ90jk85q9low3CXPJBYZw2P0AaOXVHi0m9T8tZcdhkx79XB1Phz8UYygC3ai+MSgRPR3NPaJBu9oqMgARY8SJveo5mxs2nHZ4abbTidVReDud+SgUWESfDnE8Vzo5ivebd1ugIgesPVLCTSAPPv2vgM6XwVxIxx9tBoC2750BN4y1rmeo0IqxV2ki0AqH6oKYZhdltndF6ZtlMDF8n/BNrv00eg3oZvTs3aXa2D5C7JsqRZpp/73SeVESIIEOJxx9phc+jystEsptx0N1y+E7yc4qnYy1sGln8GTjTwcNDQ0NFoILdigoXGiBLfHWV+0aM8SAtuP5v5Ngcw3j2xo9m7ZBdzz6F2SqfBBP2y15UQp+dzTy24AXFMGP94EmVug8xVwwcOw9FXIcx44KK5m0nZZIFXRczjhTlp5mdEVp0DfaXT0CKDjyvmOtn7R4B8j+vVbp7NNbc+k1EnYUmUyuMgwipsMi6XtthlQlExJ3DjyOt1E+7BwmDpfJmzXvS/X2OnSY/scrPgfbPnKdVtlMyXWzVFdDL/cK9JPfW+VjPfkpRDSQd7zuipXaRudDm76DbZ9C4fXwgGnUlNUyNsDV34NC5+QTPYJb0NE96NegsngOjmfnF9JTKAnr13RrWljNx+4bYkEVALbSPktQFhn4osW0U7J4KAajaLAxV3Dj+89OEXMFhu3Tt/EqoMFtA7yZObtAwn3a2o4vT29pCHQAHDToNZMu6ANAV4iAZZWVIV8vuX96BsX2BBosFhtLNmXx6sL9pJe5MhyM+oVghOGQaI92LBnLgS15ep4C+u2bqRWNXKFfhXjitbDEkRqqeN4aVuULMEGZ83ezK3yOagnqqfTHSgQJJUiJoOO2XcMRP3EA3shiRi3BTj0Zb9ak9qwPH2PhXvWfSBBsMOrZaNXqLw0NDQ0NDQ0NDRc8QzFxVshfztqSHfI3eQINADUFkP/56Q6YeO/wWofJ4bK84NqNaPunQ6lh8TvIW4cpC6EimzX8zkHJhpkgRQI6ipZ51V5KJEDwT0I1TnY4BaAYvJGjRoKmStlW1U2pDXqHyBvK7aaYghojxLSHbwi0HW/W64zYwVqaQpKUBcU/7ZNj3VCTVuKWj9ZX09defONGx9rqUHdPxMqs1HC+0N4PyjaK++3VwRYaptIQCnd74Ls9ailKVCw07XDymyUhBtRD84BFZT2k1B8Wx/9IhqbcNcUohi9UDpc3aSpojdBz/ugNBXcA1E8Q2SHVwRUZrm2DTn6M1eLYbXArCvgwG/g1wqmLoOAZrwpsre4JODR4xYY+ozIHoHIJzkTPQDa2J/rbTY4+Dv8+QgUHXS0UfSQMNkhyXTgN2nT5iKHdwKI58Ky50RqqT6YUJoGy553rczJbBS0iejtuh7UQf7V6WDqcvikN5TZvx86g1T417PuLcdy8iJY9W8I6+aQZvIIBJ+oJm+ThoaGRkuhBRs0NE6UmlKcJ0UXbdnP2pptzN/pOpCN9PeQyX6Au1aj2/Ydbn7R0MueRbPhYyqT1rDN1o5Wm34jJmWlTLqCyBWFJkC3qyGyh2yrqxavAUQjM65gOVzlJBNUniPtM7ZIUGCQXYdxzKuw5yfWVnbChqNcuJRGUkKH1+B/eA1PLMrHr9cVvD65u5RT1vfT+G2os1JbZ8PP0y6zc2ARLHvFtVFYV5GzOR6W/1dknQAWPi6Tz5X5krmkM4pk0cB75X5A9DM9A2Hw/SLb44y7v0gp+cfAnY0eAOqxWuCn22DffIjuC9f+QOdIPxIifNmbXQaAQYeLjFAT3Hyg7UjXbRM/xCPoLeZUp7I8eCAx0TH0ig04vvfgFFmamNdg5pxaWMX0dak8MbZjk3YD4oLwcTdQXmPBqFe4sFMoAdWH4ZtbyCsu48aaah53K+Qj66UsC7+VCd0ko81mU7ll+mZWHsh36a9rlB/3jIgnpss4+GCdSH4BrHwd98cP8bHhedj+retFlDk9lJTn4GoOqECnS1zbd7lCyrfT1ouxc6tBDbtCfd1hyucw726ROBvzWkNm086DqdylzKVab+Ib62jClCLI3imeEt6hcu5+08B0fGXyGhoaGhoaGhrnFZYaXMZp+dtR96hNJ7tNvug8JDlF7fs4avZ6FJMvRA6U/VlroHCPLOdukgz9qlxZN3iAdzRKSHcUP/HhUlUb6qH6RCoVKrPQdb2l4XSquRzC+4t0kE+0eE4ASttLUXM3NZV+akxZCpSloB7+E0J7NVQ6KNHDUKKHNWmu2ixgrUUxesl68UHUQ7+6NvIMh7C+Rz9vfX9pSyB/uywf+hUyVjh8KHRGsNWhRg5C1/6qhvMrBg+IGYFa0ygjXe8GQZ1RPENQej/S/PlUG2riD2Iw7R2N0nWaeGP4tnKqRFCOKh2l6N0gsIPrtvZXoboHyhjcOwLFOwbFv81xvQenTMpSmeQHCRisfwcu/r+m7WIGg0eQGDEreugwQa73u4tFGtf5/QztBj1ukmVVhdmTHIbR9YT3hMGPQ9droPgQZG2S7evegocz5e+3+WNcvjflmY7litymEmAJjapPOkyASz+Xe2w72lUiySsEpvwBP98gz0cX/ReMHrLv8GqRTHImewtc+aMEGUoPS+WGh3/T90lDQ0OjhdCCDRoaJ0pMf+gyCXbPJUsN5FPrBA7tyCLSz52sUinbDfN149MbemO22PhrXy5+Ht4MGvmMSzd/5njzaO0HlOOJCTN7y+5xfCEtZqksqGfnjyJPZDA5SiSLkmHBY9B6CKSsgl2zJRBi8pEqifrJ06oiqC2nny4R52z11R4juF+/zFUmCWit5PLJ5gyeHtcJf09Ts2/B+kOFTJu+mfJaC3cMbcNT4zpBVSPd1sH3w/BnJICgN0LHS5r3wKin0XVQaZ/QVm0Ob4R170OHcfDT7VCWCf3vhIv/A32nwY5ZYPezoN80R6DHzk9bM9hyuJhRCWEM7xAK+3+HPT/LzrS1JH96PRfl3I2Pu4Eh8cFUmS3cdkEb/D2NvP5HIunF1UzpH0v/NsfwrXD3g1Ev4gdcdvSWx6Swopb3liZhttq4d0S8BLCOQuPAiP8RAiWxQZ7Mv28I65IL6RbtT0KkL3x3B+uzzHii0E0nD34PGn6i0MthPJdSWNkk0ADw6uVdKK6q4+3FB7jVoqM+B6tO78ldsw5yfY2REc4HeIXKdwigLFuqUzwCZbBs8hZJow5jm15439vk1Rz+MXDRC1IJU/+3rymj3exhdDOWAHC1fjl/2vpA52vFBHroo833paGhoaGhoaGhAYDiE40a3g+c5XIKdoB7ENQUyrrRG6Xb7ag2qwQU9CZ0cRe79KNW5rp2XFviWLaaUbrf3eB1oOZtl4CBonNMytaWYNs/CwI7QUkS5G4WySOdCSX2QhSDvZrXUt18oMHgAegcMkPO5G1FbXMJinvzCUJqaSrqrk/FbDlyCLr2k5tO6EZeAPGXQsFumWIO6X50k+TG1+hseF3/TJO1FltIT9g/E2qKUCMGoOtwtXhdZK11vDcRAxyVBvXXnLsVtTQJJTABJbgLFCVKkAeg/DDqtnfEd0PnBgEdwFqDEnkBuAVgS1kAVfkoEQNQGgUXGqMY3FDajD9qm+OmuhhWvATmShjypFSPHw2PRn+vI/z98IuG2zfDoSUQ0RMie8PsqyBrc9O2br4O/4KyzKaBBoCxb4vs8bIXXCsmdEb4dZrdz8Qp0OARBN3sBukVebD5I/AMgap8Ce6M/wg6N5Og1+tWeTWHbxRc+G+peKivsDdXwffN/C26XAt6Awx5vPm+NDQ0NFoYLdigoXGiKApM/pLHa6YyZ3cpNnT4eRiZfks/Pl+dggI8cXFHAjxN3PDFhoZM80dHt+feke0ASCus4p4drbHYByFmTPwVdB1jcu3mzc7a8dk74KdpNAxY7JkuWGpg46fycsZcDom/Q2gnWfePhY4T6Js4n69Mb/Ge38MEBIfx/MUDIbUWSjNh149Qlkmu6s986wACvUx4mgwyYKkqlAGak2nU24sPUF4rPhSfrDzErUPiCI0dIIN4S7Vk/Pe/B366DXXvb6yydUXffjuDb/iX/RqrYPt3EoTocb0MulJWHvu91xlg5RtikgWw4SMxgo7o4RiUg9z/yGcbVn/fmc3Ds3cAMHNTOr/cM5guOteJ+JKCHLqRxI7qeKw2lZ/uHgzAawv28cnKQwD8tS+XlY+PINj7yCZrJ4Oqqszdmkl+eS2Te0cT4iP93z9zG2uS5CFu6+Fi/nhw6FH7Gdg2iMfGdOD3ndl0i/Zj6uDW2GwqhZVmAr1MLh4OrYK8aBXk1bC+p9KXKeanecv4Ed0QfwMbCtcNtJePp28kZOnb+OqvoswqQSh3g44J3SMpqjQz9St5eJnHrcx3exp36rix6kHW7S+kVIlhqJsePVbJurlxnlSlAMy7Cw4tk2XPILh/u2iZngiVhfDZcChJ4wPbZNaFXcOwrm2ZFp2GR11JQ7N2uizUCVOg45gT619DQ0NDQ0ND4zxG1/E6bDYr5NmNb/Vuou2fuUISg9pMQDH5YNv1ORSKn5oaOwqdfRJarS2V4IAzHiGi/w8QPcwRaKjMQd07A4fvgx6wgmqB7HXycsZmRs0XjwEAxeSDGtrbca0eIeARDHGXSDVDTRHkbbP7S9Sfwh0MnmLCXFcJbn4ugQL18J8OL4es1agxw1F9W8lEva1WpKNihsP+Waj19+nfDuwBFNVmgWy7ln9Ef3leKkw8jndegfSljqBO9jpsQV1QAju6ZsYX7IZ4R4KQWrgHdZ/4oKlZ66Dn/ZLR70y9wbetFizV6Ho/LKspC+Gw+FuoBbug/zNHDMKcEju/E9Pj7jfIxDmIuXJ9pULKUngg6eh9RPWFMW/BjhkiEzT4calGqMyTCX6903RXQGvo7ZS0VF3cfJ/9RE6LrC3w17Miz2q1G2Mb3KHjRECBb0Y5PBDqsdVB0gJZrjfa1ruJZ4KP3fvvt9th/y+y7O4P9x10yDkdL9Ul8Fk/kXXSGcRwuuPl4jFRW+ba9sL/QperTqx/DQ0NjVNECzZoaJwkz1wxEL3nPgorzNw9Ih6TQcfy/XnkltWyL7uM96/r2RBoAPhlexY3DmrN56tSSCusxGJTXfrL6nYPdLhDBkgh7QHILKnmlXkZVJsf41HDLLroDrsY3x4ZFVa/IxqT/tEw+WvI28MIzyBG1Gd9f3MFJP8ly72nUtbpWj7aaqVLrRv3jmiHqWAv33z6PzbWRHNhlJWJd73aIE0T4FTx4GbQ4W7Sw3onw6zacvFM2Pc7JXgRoRRyx54IRszfy3MTEmDW9eLHAJC6BgLjJHPkSBg9JWvEZnHo7Ncz/VKRQULBqirMtQ7Bw9CLCaVZKJW5ENaVfdmOQZfVpnIgt5wuPS8Ww+1Dy9lma8v1dc9Qg0zye7k5/ms8VODIWqoyW8ktq3EJNlhtKhnFVQR7u7kcdyK8sWg/HywTCa3Zm9P588GhmAw6kvIqGtok5VWgqmrDg9iRuGdEPPeMED+DiloLV328hh0ZpbQP82bW7QMbfBkas6ftNCyHCvlP3bVEKoW0dyvGY+SjdOrYGSy12L67Et+aEr7RJ/KmfgoHPXqQXVrDnC0ZpBc5MnoOE847dZNYpXbjgCqftU1qR14Nf4fne1ZD3DAIdZJ2cv67VxXCtu9g4F1NL/DwWpj/sAS9JrwDsU6GdSnLoSSN36wD+F/dFZBuZnX6PlpPjmNUfXAOsLj54xHXn992ZNEjxp+YQE06SUNDQ0NDQ0PjeFDaX4lqcIfaUpSYkWBwQy1KFK+G8nRs3e5oCDQAkLcFNfYiyFiOWl0gwQLn/kK6Q8JNoFpQvGQiVq0tRT0wBxeD6eO6OD22tKWgWsWMusO1KDEjwOCBYpd2su3+0iH9FNYHwq+xV0dUy/3UlqBufRusNSIv1OdxlHrDYaOXy7nQu0HmapmoBzG2rshEzdvhaFdyEPXAjygdrhKvioJdsr04EcW3FdQWHvl+dCawmQEVig+47tv9GapvHC4+GgZPbDUlKOYy8I6CCmcPBZGgUiIHowZ1dkhZOVNfFQJiFN1wqEUqUJyDDTYblKRIpbKbz5Hv4WisfBWW2hPDNn8M9+yVqvyCfY42xclS7W9o/tmlgYEPyQtEdvjLCyB9DQS1h6krwOcI3nntxkHKEse60Ut8HLpeK/f47cVSeQDy9/CJEAmi3TOhPLtpoKExYT2g51RoNQzCnfz/6n0WQCr7t3wGQ59qenzGRvhtmjz/jvsA4oY79qWtcvhH2CxSoZG1GSZ8Ip/NelUAoxd0ugx2z4LIPhB4dA8SDQ0NjZZCCzZoaJwkfp5GF+Pg//x/e/cdJlV5PXD8+07b3ntlWZbee1ewIAp2rNhQ1Nhj18SYRE3VJOYXu2LvomLBAggIooD03mHZwvbed2be3x/v7N6Z3QVN0KjxfJ5nH2fufW+ZWbK59573nPPxDoprzP+xb8yvDmhKC9Ds9nDDq+v53FeGJtTupcGjsNtsXDQ6k8vGZQVkDwDc/MYGVucCDGFbSzdWx/zGXOC2XfigTADA6zblZ/qeZuovLu7QO2H/56ZGfRtPqxVoANi7mMhT/8nvcjAXdeW7+fT913io4RSSVCUf56WQsmoFo8eamfW/P70/rR4vpbVNjMiK5ZM3nuCMvOcIuBTM/xrwEqPqiVH1vBl0P1M3PGuCDf5ZDHs/g5AZgeerHIE3JP7pqZ4WwIZ1E6LNxRhgV5qtujsv7BvF+of+wr325yE4mpNVT16zX025J5SkyCAm5MSb7/rsZ+HpyVxSdHd7oEEBl46zmgvPHJ3J57tKaXF7SYkK5p53NzNtUCqzJ2bT4vZyybOrWLmvgrgwF69dNYZeSf/+RfeqfdbMqv1l9ZTWNZMWHcLM0d34+8Jd7efxTYGGjj7cWMjGfJOSvau4jjfX5HH1sV1fZI4fPpiYFcspbIhnpvc+3rp0LIPSo83K1gZsvjJXg237uM37EqdVWwGDopomnHZFq0cT7oRXWqfQhJU5EmzzMOm4k6FXYHo3ABNuhveusy7YP73LlMtyhsC0h0xACODtK62MlrevML07UoaYRtCxOYCiSMcG7LqoNRQu/xgW/R6cIeSPuZ/pj6yirtlNRJCDedePp0dCh94lQgghhBCiE+UIRvWySr3oA5+YQAOYBsF5iwM38HrQO16xHvAru282vjK9FjKP71RmSO98Har9ZrPbgkzpyxa/2dpt+7E5IX6wKSGb+yltD941QMV2VL9LA8/H/yF7xQ5sfS+CmF6m9FNDCXr3OybQANBQjM77DNXN1MlXPU5He5qhqRKiupvzrAgMAui6gsCG2WCCGb3PDQwYVOxEB3ecye5/b4Mv0NC2Yw+d1OwPfF+XByvvQ+M1mebKbn1PznCINc2DVZ+Z6HUPQ2NJ4PZpVva0ShlrMhq8reCKQu+ZB/EDTE8MjxteOxX2fGJKoF68EFKHdT6/b3Lgc+t1da75SegLI34BC3xlTofM+uZAQ0fb3zWBBoDyXbD2SZj0267HDrwAvvwr1BWZ7IWLPoFuE8w6T4vf/Tbm9+HfRLpynwnQuJt8mf3NBPz+lM0ct89pnY87/g545yJz/w6w+FemrJIjCKb+E3qdYpa/ewmU+/oSzj0Ppj1mMhhie0BMjt//nvw0V8MVX8HC28z/PsbfCc+MNf9unaFmnX/gQwghvidHKCIohPh3JEcGltZJjgoOeF/Z0Mrmg1amg8fjZn/wRazr/TLDMiPZVVxHRyVl1oyXMhWD+6J5gRc+Sf3hF1/AGU/AtSvhzMcDH8y32eMLLOz4yGQ8VOdB+ihrfTdTMoiWephzIjw+jmMLn+GLoJtYEHQnr7r+QG69FZtMigxmzmUj6ZEYwbMrDnDH9myua7jKrAyKMA+Il/4p4BSiqKdfapR5499UuaECVj8J4cmQNgJOvB9+W27V9O/SN892+tzd37xoqqJ/49esdc5mTey9fBTzMIlzz4CP74aWOvjFco7Jtsr2aODKF9e0Z0NM6p3I0tsmcfn4LA5VN7E+r5oH5m9n5b5y348JFJTXt/DClwe+8by6MrlPYvvrfimRJLWVUTq+J89dNpIXLx/F708f8G/vt2PPjcNlNQDkltXz62l9efi8IXx000Qr0AAQEsO29PMAaNYOHnefFvDvfUJOPO9fO5ZFvd9nTey93O54nbYbvr72Qr64pi/HdBVoaG00jaAn/SpweU0+lO82AYY2/nVtq/PhzUvg8fFQsh1yV7Dbm0qGKiYDUw84OyGMaYNSTWAtsR/0PY1FhS7qfOW/apvdLN3Zuf+EEEIIIYT4FoKiA9+7ogLfuxug5oD1vu3BaFQ2RGdD/aHO+6wvCnw/5PrAQENwAmrkHag+M1Ej78TW7yLMfUGHzO8KU6JIl29DH/wMb30JRPlNuPG91p5W9IZH0Gv+AlUdMgharOxm5YrANuAKiMiAguUmcNEWWLC5ILqXL+DRQUS6+W+sX1avtxXyl4AzAiIyUVmnYJv0d0gZ03n7f4vv/sjdCK11VqDBGYXe9iLe3e9Aaz1q+C0Q0ydw063PoX1NolVMT9ToX0PG8aaPRG0uev98dPk2yF9pAg1geq2t6qIZ87fRy6+vQHxfiO5uXo+7FX35cryXLIIznv339xsaf+T3/sp3wgl/hrNegavXW4EGAGcwZE8JHB+dZb3uPhmuXAPZJ5p72IBAgx0uXdJ1oKG1CXJOhhP+Gri8Jg8q9sDbF1hVDPzvfepL4c0Z8PggKFxnMhs6Bhqiu5u+EN4WSOgPfc80pbqafAHB1gbY9SFCCPHfIJkNQnxHLh6bRVFNM5sLqjhlYAozR3fj4UW7aWgxFwKxoS4mx1fy/C7zkPY0+5coNFH75/PRzl7cpkbx4uWjGdvDpPo2LfoD1zd9xZ1chQc710/qgcNTHXhQd5PpzdDWnwEgezKsfT5wXFAkrH0BPrjRvF/0W8gc45sR4YXkgWb53iVwaAMADm8LwcpcOI2y7STFuQcYB5W5ps5+XTELiu6l7c/IMq9vlsSQmVBsZg65tQ2Hbx+rHCP51zn9YfnfTV3OKX+Aja+2j6WuCM5/BdJHmPdnPQO7F5kZGmAu8KoOmNeuCBOw2P6+mYmSMQryVrGqJZvXPaYV8RibXxquT3zDHmjwzZY6+BXs/BBu3MDDJydge+IdPvCMNd99q5cVe8rom2KCEKnRIYS4AuucltU10yMhHKWsa8LkyMAA07d16bgsCiobafV4+fW0vjjsNrTWXPvKOj7eYm66BqdH8cbVYwl22r9hb6YHxBd7yogOdXLjcTks2VnK6O6xzBiW3uX4P3+8gyc+N2Wc0qJDGJIRzW0n9aZ7vJUynnPZE/zpjTNYU9jC2IE5POhawN7dWylOPo7JU47BueM9yH0dgCsce9jg7cFi+wR+feHJxGd0cdxt78Pbs80N17F3QlSGCYL5a2uGDnDKQyYDwuu26qa21MLOj3ljj527Wv6CxsZxtnU8Yf8nqZd8TExTHrx4Rnsq8YAxT6BUJFqbxJaBaR1uioUQQgghxLeTPNr0P6jej4ofgEo/Fu/BhdZDUkcwRHSD8s2B21Xvheq9aGwwcDYqzsy69x741MqUAEg7tr2EazvtRoUmmTJHPiqmFzp/GQEBB0cIungtevtL5v2+D8y5tGUQhKdZ59KeJdAhYKHMPY5uqjIZGs1VgefXJmlY5zr5AMoJfS/Ge3CJmf2efQaUrLH6VLTWQr9LUTGm/Kmt9/l4y7dZwZWgGOt4NifEDYDSDYCC6B5Qvb9TaapOWuvMD0DNfnTpRtToe6DHqbBmp/WZtQdd4SvvBKigaFMmy39fLbUQnhQ4oz4i7cjHPww98hoICjHf6cDLUU5zD+Xd/nJ7bw9v+VrUsJtQ9m/XK09X7oK4LNRxD5gMh4yxMPzqrgd/fj8sudf6DOljYPLvIbG/NWbmfJNdUPg19DrV9Jbb8R4kDYYT/2yaTe9bGLhfRwic9RJkddFnb9dH8NY5ZrLVxF9BTA9TKsqfu9ncmys7nPwvkwHhabbufVobTMPqki2dds9575hJVi8cZ00+HHtr4O8rdcQRv0MhhPiuSLBBiO+I3aa46+TAWSLPXDqCe+Ztwa4UfzprICPiPYx95Ho+rckinVKqdShRqoFmHLR6NAu3FTO2RxwLthYRv/xdZth3M8m2kRYcpI5ZDu7ApsYBMzDa9D8D9PMw9zJrmc0BB5YHjju40nq96Hcw+hrTCNpX/3O3TqOvsh7+Bq36Pzj2EvjkLsg16anH6LV8jKmdP9q2w6TRTrjFBDOAB9wzmWDbzPG2DUzwrMTz925+s4AcVvoomAuhOSdCRCrMfMukn2aONsGIxH4w/e9mFnvBWtMAevt7kNAHpv7ZlNwp2kLf+fdwu+MNImhkhmvlNydAVB1k1zOzeKWyP3FUofCaGx9gbW4lsydaQy8c3Y33NhSSX9nIiG4xjO8Rj8th46EZg5m7Np8+KRFcfWwP3l2fz45DtUwblBKYHdCFouomlu0u5bkv9rO9qBaAYKed+88YwFd7y9sDDWBKc3246RAzhqfz3oYC1hyo5Li+iUzundhpv7fP3cTcteZG5sqJ3Xn/+vFHLMH0wUarrmtBVSMFVY18tOUQ6TEhPD5zOAPSonA5bNw905fWu/gPsOyvDAZ04VzU1juh3+kB+3xwejfUqCkEOQ4THFn0O6ue6LKH4KZN8I9+WDd6CnpNge0fQt/pMOAs6HcG5K2G50+2yi6lDOa1daAxae+LvcP4s/MZ1m9cz3HpWMcAxnjX8exlt/PlnjLG58Qzqntg2SUhhBBCCPHtKKVQ3U8JXDbwSvTON0BrU3IpPA29Ohdau3gYjxddthkV1w9dsR0OfBK4r9Rxvgfefr0JorI7n0dcf/SA2bDlab+lNnTV7sCBtX5lcA58jM6Y7MvO6FDCqE3Rl5BzKnrfe9BxX23C01HdTkIfXNx5nW6FlfcRcG0b8PhewcZH8boiUAOvNE2qIzJNMCIkCdVrBjSVo6sPmEyK0vWm2XXOWSi7y/TB2Pma3+4c3xx8aKlGb/iXL6DRIbhS3aE0U/IYKPra9HCIyEDH9ge7A3X2K7D2KYjvA8f+Bl2yHl2bh4ofiIrqfuTj1xbBnk/QLYeg0WQjk7cA1edCvDW5gU3E6wvN8dMmoEs3oit3o2J7o+IHdtqtd9dcKDR9/XTqBNTE1Z1KdAXY/KrfORXA9rdh+zsQmQ7nvAkZY0xz6Rm+ccv/DJ/5+ioUfg1bXjNZBP4m3wfjbjdZEV357FdWEGD5H+GWfHi4m9/9sII+p5tASf8ZJjPi7mo4tA6eHu0XMBhuAh0dbXgOek0PrHLQVGnKQ+39FDInQs6UztsJIcT3QIINQnyPxvWIZ/GtkwKWvRZ/I0urqgD4SvfjSefDLPUOBWBwhplp/c/PdnOSpz/DHLuJVzV44nub2UF1JXDyX2HNcxCeCKN9szW0hvoyCIkxF0b9TjM9HFp8M1mq82DMtbD5ra5PNCgSbDZIHQJnPglb5lLpGI172x/aMxMi3BWmTmeJlTHwsPNRljcPpI5Q0kZMg7N8F2GDzoeNr+GileNsG9pbUdj965h6O1wMt11A1eSjP7ufzw80ENJUxGhbAXQbB9GZ5qe+FIp9szlKd8BLZ5jXQ2YSOfmXzN6zEArWg7eL+qaAW4PDdz6t2Dl33ylUEQEMwI4bjy/YsGJPWcB2adEhLL51EuX1zXy1t5xRf1yEV8N9p/XnwXMGUdPYyptf53HPe+bcXvwqlwU3H9PehHh/WT03v7GBsrpmbp3Siwk5CUz/1xeU1TUHHKftuI8t2UNHoS47C7YWcdPrGwB4ZVUu7147nvL6ZirqWzllYDIhTjvvrreaLj+9fD/zNhTywqxR9EuN7LRPgP6pkRRUNQYs0xryKhp5YP42Xr9qbOAGxdZsGqXgq8Y0xnYIZgU7HfDOLGisgsm/Mpk0jZXwxsVQuMHUJW0fHAlh8b5G4L6UdZvD/Hvd/BZM+zuMvML8G+02Bi5805QG6zYOco6nZ+pGNhwywZUEKinzRvDntYq9KpMrozOh6qBpltbvDCZndR2gEUIIIYQQR0dFZaNGBTa71ZGZgY2j/cdHZJoxBxYQ8PA7OBbtDEU1VULPGeZBsiMU0ieZ8VqbGfuOUJTNji2+P157CHh817MtNRCVA4dW0iV7ENjsqLBk6HcJumg12EOgdK01xtOC1t4OzZb9JA7H1u9i8zppGLpweReD9GFe+71vqUHv+xDqCqwshIgMVGgChCaAuxGd21a6qBQ2P2m2TBiC6j4NXb4VavO+OdDQpvZg18s7BFRUUCSMvAtaatE1B2Dl79Dag+5xOpw7FzwNph+HL+Ch85fByNtN5gmgG8vR21+G5ipUtymo6N7w9Eh0TT4ce6PVq7DC15cgt0OWAIDdha7Yid76nNln4QpTWsvbYrJJEgajHMFQ/LW1TeEX6NINMPAqVGRm1581ZTiU7eiwUJtyRp/cBFeuClxVvDHwfWu9VU6qjSsS3psF9SVwzD2m1FJzrSl/lPcVuPyajLvCISzB/NfXFw+bE7a+aX6qH4Jxt5rvKHW4CRjs+hDSx5qAxN6FkP9V4PG3zzP39HG9TL8KmxP6nws9TjA/QgjxXyTBBiH+yzYUWPU/N3hzcCTkcHWPbAamRTF9UCoAceFB/L3wHPZ400lz1XLLGZdjf2IC1B6C6G4Q3wv2LIQnJ0LOiaZBckO5WTfrIxMQaAs0gLkY63USnPuiqYPfNts7KBLie5qSRm0GnweDz2McsPa5IobnmllCrok3wvK/QaU162VLxoWElcQwMD6cW6f0tvaRfSwMu5Sr13+I12vD9i16LPhbU9jIZTWmB8SN9ne4pczv4repuuuNNrwKvykzM2by/WbFhCWYAIXP/7nP5gvvQKaE7GBE6xpfoMGIcNqo8sVDBnRRYsflsJESFcJfPtlBq8fcINwzb0v7rUOYX6mlxlYPe0rq2oMNv/9gKxvyqgC4/a1NPHjOoE6BBoAJPU1t0drmwBuG6FAnf/14O3lVTe3LvBoeXbKHBdvMzKBXVuXy9i/G0Tclgi0F1gyy0tpmHl60i6cu6Tp19h/nDeGZ5ftZtb+cL/eWB6yz23w3AvlrYc2zENONht5nELTjY+xKs8GbzV/d5/Nu6PtQ5TdjbONr7Y27ObQBbt8LXz1qZdi01ELSABNEm/KAaQB37gsm40HZoGiTta/9n5tgQ5uQWNg2z5xP1b3MGn8JO4trKSsvZ5Au5Pyme6mp1PxhYS5DL/uAEWyF+N4Qn9Pl5xdCCCGEEN+TtrJBbYJiIXEoKjwFleS7NnVZ1+MoO/S9CNb+Hd1caXpBRKSb2f3r/o43tj/UHjAP5oOizcPn5ior0ADgbUFFdTcZD9teMGU7wQQZQhNR2ae2z3xXiUNQiUPMZpuaoMJX4jXzeMhbCg3F1n4js8xs8ZA4VA+rJr+K6o5OOwYKVgBdT3g6ooZiK9DQ9t5Huxu72ABTUqn3+WY7/94YzghToqmjjlnlYPpNtDWjDu9c9lTZ7BAcjd443wpm7J1nftq2t04U6g61l7jSe99vL1Gld70JqcehavJNfkflQYg1JZuI9d1Deqx7HADsoej9C6Clwm+hRucttUpzFSyDYbeYsljV+6xhrXXo/fNRg6/p/D0AnPa0aUh9YBnsW9DhQ/vu5w6th9WPmGyHPmfCltcDx4UlBDaN3v626aUAULAabisy2+/17b+lFpIGmX+DJ/wJ7E44921YcKuJOxVvsPa1f7EJNvgfa8e78PVjpvTSqOuhcI0JKnjc5vddcxCWPQDnvmPKj8X1NJ9RCCF+ABJsEOK/7JRBKby6yswoOSViL2HnPMHdSYEXAn8+ayC/fX8rxY3TmXliL5wHXjSBBjAPdNse6nrdsOtja8OqXFj9FAR3eFCe0AfCE0ypm3euspbbXXDlYtOHoa7UjPEzfNZDUHoV2OzY43rAm5cGrp96KavSu3iArRSc9n/EHXM7PNyhsXFIrOkxkTEadn0ClQd86Z4KwhPxxvXkhp1ntQ9/1zuBW0b46hltew8+9Wsm7AyzZsLH9TBZHcl+x3MEQ5/pvh4WmvrIHBbUTOIW/SIDQxv4Vd1F4Jdsccf0QRRUNaJQXDmxc5p2m6gQJ8U1JlDgP0epvsWDTZkgQFvvgzbNrVbAxaM1OQnhhLrs7T09zhmezoisWDblVzLzmZWMy4lnZ3EtTa1e7DZFVUMrVQ1+J+uzr8wKXq0/WEVZXTMXjsrk3fWm1FLb+YUHHf7PfViQg5tO6An0JK+0mg+f+yPPVgwkTtXy214NUN/TZJD46tEGDTiXs9x/JEZX8pW3H5nBTSwY9jhTkh6BQxth0Lmw7iXrAE3Vpr9IXUnggVOGwBmP0rD2De58ZzdbW5I4c8Tz3DA+CR4baxpFA+R0mI2z8DdQewivVrz30Uf81p5DTbMHcBBvD6MGa+ZQpTcE+k1DCCGEEEL8ABIGQ/7n5rUjBDVgFioiI2CI6jnDlEtqrUV1Owlq802gAUyT4vK2yUYaKvyyJJqr0Pmfo0I6NAIOjofgGGwhcXhtLivYoDW24beimyrRzTVm9r4f26Ar0Q0lgEaFJuHd/krgeXafhorp2eXHtPU8C91tCvrLewJXOEIgNMX0WSjfCk3l1sQvV4QpjVR9IPA4qeMB8JZvh11v+h3ELzgQFAN2Fyo8zbofUXZIGAJtWRauSHC3gLfZZG6o1sCH+t2ng9s0k1bpk7v8XO2foSveFtrLQ7kiA8tcBWRaaIjtCUFRaHcDbPkANeWP6MyJUFeId8NjpqdGzUGzT2U3mROeBjpp8psYVVdgAk3JowGb6cHR9m3Yj9BLzxkCx/za/FTsg5dOhEpfsKL7cSYj4cUTTBNsgH7nmPtKt++7c4XDsKshdaRpmt3vbFP+qE1Lnfmp73DvE98HznkDNrwIjw4wYwZdZHo4PD7I6uHQ46TA7RbdBdW+jJTFv4YvH7IaPyt74FhPM/Q7//CfXQgh/gsk2CDEf9kfzhjA8X0S8Xg1J/Q9BdpmjvtJjQ7haf9Z6I1Z3/4AwVHQUGECCZ4WCIqA81+Fwo3w/nXm4qrtQmnUVfDpr+GrR0yq5ZlPwMAZgftL6GW9HniueeCPNhfHMd9QlzMsHsKTTfPnNvE9TfYFwAm/hfpy2L/UZGskD8QGRD+8jCJfD4P+3TOgbAl8fBfs/Dhw/6310P9sMws+ZTDUFsPI2WZmfPE2yJ4Eb15C20VnfUwfrq98hSn2r6EOdjdbgZeL7Qu5YMVtqKgMOPsZCLX6Y+wpqePjLYfYW1KHR8PFY7rxwaZDFNc0kVseeBF8x9Q+VNa3MLFXPDFhLrYUVPP5rlKmDUpmX1kdFfUt3DalN31TIumfGsnXBypJigji1im9ee7L/byyyvTJWLm3nJykCIprmroMMrTTVrijR0IYTy/fx9PLzSyijJgQXA4baTGh3HVKn8PtIUCGLuSahie4pu36/OAJ0KtPQOO7A5uWs9NzMk2YGUm7m1xcNXcv90y7hdmnZ8PCe6Fsp7XTcTeaf4d7OtQX3fAyRGfw1KKdfOCeAbj528JdjOkRx8jZi2DHhxDb3Qo2uJth2YNQbkpM/cY9i1c8J4DbmkHm9DaTGVTHweZwjumVwKTegQE0IYQQQgjx32PLORMd09tMkorrb2bLd6CCIlEDZrW/19+2JBCYZtAtdVbPApsLBlyBri82jZ39pwalTcS7/yPIXQDYoPd5qJTRgecS6lduM3G4r4+ABpsLHZrA4bugmXMJaOwMEBSDbdiN5nX2NHRrA1TugJCE9qCLd+0/rJ4SEd3QzdXo3W9Dxa7A/XtbIGGoecgelgrNNajkUaA1ujYPYnqZTI42wXFWA+yush3yPwNXFKrvxShXePti3ViGLllnMiy0F5JHmRn5zZXQGFhqlqyTTQAjOgcVFImuKzRBldh+pgRVSzWq2xSI64V3yu9MVootCAZfgSr+2io/VbULwtLMMdxdBBnavwO/fxvBcehDK+GgrwRTULQ5T1cUKueMw+/Dn1JWoAFMdkLdpVagAWBbh1LELXXw4ZVw3APwi3Ww9PdwyK8E18jrTDPt3R3uXbe+CYkDYclvrGXL/wDdjoErvjTHic6CXr6JUp5W09+hY0PoJr9/X9pjTcDrdiz0+ZafWwghvkcSbBDiv0wpxfF9k/69jfqfacoD7V4I+z7vuianMwQGzDBZCut8F5muMDj1X2b2xWNjrVk0yg6XzIO04fBHU7oJbyss/3vnYIM/TzNWfdFa87B4/E2HH+8MgcvmwxPjrQDHoQ41LwvXmc/U0gDJpuHXi5eP4pkv9hPitHNV3h3w1RIz1h4UuK0jCIo2Q/lu81NbBLPmm8DFxjfw7PoUu7YeRDfU1xKDdaF9vn0xD7nPI4Vyfu98HlWjoaYQFv4WznmOJTtKeHr5XtYcqKLFY2UmfLqliIW3HENGTCh//Gg7H24uxGW3c+HoTD7bXszXByp5ctk+MmNCKa5totntRSnzucb3iMdmUyzcZsYBFNc289yX+8nzC1x4NOws6uKmoIM9pfX88oSelNc1s7ukntdWW0298yobmX/jBPqndi4JdViRqRAaZ8pyASQPMpkxmWPh4FeA4ktvf5oI6rTp8t1lzB6XASv+z1oYlmj6Lmx6M6CcVbuizdTrwFlldc1uiEyBUVcGjl18P3z5r/a3Cz3DO+3uHPvnnDO6D9XH3k9smKvTeiGEEEII8d+l4vr9m+P7Q88Zph9B5S6rt5s/m9NkTbgboWC5taznDPPQ+6vfW1kAAAOvRMX0QS+73bfAi85d2CnYEHAe2oNuu/fxtqAOrYSsqYcfb7PDkOvQax607rvqD6G9HivIUptnmh27G8EXbFADr0TnLTHlb2oOQp6v4bTq8LhG2aGhBBrNj26uQA2/xZQuKloF5dsCv6vWeo6ouRqaq9F755lzqNyFzl1kAhRev8lOJRtRI2+H0GT0/vkmAKNspol09R7zO8pbjDcoxhzT972rAVeYAJOyoSt3mUADgLcZnb/U/O781RfwjRpLoNsUaG2EhkNQ8AVUF6J2f25KE533Lip15Dfvp014MoSnmBJQAMlDISYbsk/wNWLu2Njbz94FJjti+R+tZcExsPN92DbXfL8dlWzuvKy5xvRjHHVd4PJlD8Dn933zZxhwHpzwF3MPp44YDhNCiP8KCTYI8VMx5hrzs+czU/t+72fWuvRRcNmH5uH7k8day1vqYe4smHS3dcEL5iI0Kt2kg4bEWjM3IlOPfA6+2qaHfQ+w+AHYuxi6HwvH32vq5A+7FFY/adbnnGiNPbQRXj3PnM+6F0xwYuAMEiOD+dUpvtJSf/W/IPOai2ztMc2wz54Dr/mliZbvMY2hX7+Qz+qzOd7u1wAtKALncXfz7JsrGaT3EaEaud7xHhNtmwEvNv+LSE8Lh6obufrltbS424IMGnxzmVo8XvIrG+kWF8Y90/txz3RzA7WvtI4/f2w1GztYaQUPtIbV+ysoqWnmjTV5RIUE/vktr2th0Q4r1TYxIoiSWut3dv3kHrzxdR6ldS10NKVfMrOeX91e2snfHz/aziuzx3RaDtDq8fLUsn3kVzYyc3Sm6VMRHGUCRGufN/9GRl9jylNd8h7krYb8NQxd+DwO3Lg7/F/I+Jw4c5EfkWyV/WqqMhk2HdkcMPZ66DaeK3Zcw2feYezTqZzUJ5ZjevqyEfJWw4J7zL/TaX8D/94dwEjbTuZ7zWfrGd7Mg9FvMyQ1CY77NbHBEmgQQgghhPipUmkTUGkT0JW7zYP4im3WyvA01NBfouxOvOv9Jrl4W2Hnq+jmkwMDDYAKikHZ7GhXhCnNBBD0DRNyOj247fwgVx9YgC7fAlE9UD1ORYXEo1MnQJ7vXi2md3ugQdcXoTc/BdqDPgQoOyplDMoVjupxqvkIX/3eb+ce2h9224Ohz0zY4VfaqcHcO+gtczpnLthckD0Ndrwe2M+iK143uqUOvfmZTt+bbwA0lqPCUlDZ0yF7ujlucxX6wEfWMP+MDkBX7UV5W/EWrDANvv21+hpMt3FFmsbebdInQ8kGaAncJ4CK7Yve/go0+bIsbE6Ur1yr/ugmmP1llx9Tay/kLUU3lqJSRqMis3yT45aafggRKTDmZhP0mfkRHFwBRRvg05u73B/djzf/jcywSiC5GwMzD9pP2mGCCX1Oh23vWJMHux9vlgEUroVPfMc/+f+6aGLtJyTOBEmSBsCJD0Jo7OHHCiHEf5kEG4T4qck53pQHeukM2L/M99D2OhNoAJMdcGiD3wbaV77GBm2NmnscD7G+mpoz58LSP0FwJJzkNyvDz4a8Ku56exOt7kheyT6b5EOLTc+FEVcEDtz6rilzA1CwFhL7waBzTLbEmjkm7XX/51Cx35THKd3JLk8ykaqBZFUJxVs7Z1YMnQkr/mleD7sMjr0DGqus8k6jrjJloABGXwWeFpobG1jkHcbx9vXWfibcTFq/sZx+ZiaXLxvEoMgGbiu8mcHNJm222hFPuLsSb2Q6zuN+Q1ltCy1uL0G08LTzb4y3bWGFdwBXtt5KXFQkw7vFAJBf2cCSHSX0TjZlkaJCnFQ3WjOBHDaF26tx2BTdYkO5be7G9spHY7PjKKxupEdCOAcrGvwCG/CXswcy63mr0fXy3WV4dOCsGgVcMaE7vZMjKOsiCAFQ23T4NPS/LdjFE5+bC+P5mwpZdsdkokNdpqfGyX8JHOwIgu4Tac0cz+t7epKe10JKXAQXH9OHwqom0mNCmDogxYyd+RYs+RO4Qs2/0briwH31OxPOfb79bfLV77J4+/s0R4YQNHSKVVrs9QuhvpRG7eLhZ16hMOYSLtMHGK52QEQqf6t5nOGeXbTgYKZzAxGzv+zcr0QIIYQQQvxkqZieEJ2D3vy0L+CgUOmTUHZfydPw9MDmwADl2wmYkR6VjQo3k6rUwCvR+z8y/Q56nN7lMXVtPnrna6aEZ2xfqMmFiExIPzZwXPlW62F77UEITYTUsajEoWbmvvZA9T50fREqLNkEB/wyD3RdYafwhUoZjT7wiXmTPBKVfZppAh2ahFIKb90xvjJQQPox5gG6f3PpNumTsCUMxquBg5+ZTPfqXPD4sh1sThOccUWisk81++gy0IApnxudY865uQrKtpjPGpXduSF128QwFISlore9TPs9aFQPE+gJjvNlQPhlT/Q+HzY/Zb2v2Nb1LP3U8aYht39gwmUFMlRX2QRtcheiD5jSRrpkHYz6tenbEd8LTn44cKzdCd0nQbeJsH8J5K2A6G4w/k6oLYSIVBhwrhl74Qfw2a9NGeOC1VC1P3BfvU6FC9+33v9ivSmZFJ4MQy83xwJ442yr6fQLx0FCf+v3FJFqjtvG2wqXLTFli4UQ4kdGgg1C/BTZ7HDRO2bmd0SyaY7cprVDjUtlg/zV1vtj7jD18794GAaeA4vvg8INpqlvRHKXh7v9rY3sLjEXsac0XsC63zwbsN7r1fx63hait6zgTv8VDb7ZJnsWWfU1m2sgdwXEdue2Ld2Y2/IgDtw8HDKH6f3PgPK9MPdy00x48t1w4n3Qe5q5aO02zuwj3K+W6kl/MOdu9z0kL9yIDS+feYayzd6NfrZcCu1ppA69mJLaJm5/axPNbi9fF9gYmX0eUwtNoCLKXcY9rbN4ueRETvy4jicujmRS7wTS9rzGMXaTXXGMfTMzvMtIGnUtwU47pbXNnP7ICsrrW1AKHp85nLevGcsNr61nZ1EtUSEOzh2ZSVpUMEMyY6hrcvu3WKChxU1ueQO55Q0EOawskVCXnYFp0bgctvYAxMb8aiKDrT/Zx/ZK4PlZI1G+i/Cbju/J3xfuwmFTnNgviU+2FhHmcnDn1MP3athVbN0Y1DS5KappIjrUxa7iWpbuLGFwejSjs+MCtnllZS4v71RAEAcaGvlFkJPZEztkxHg95vcWn2NKf719hWkS3SauQ/Pt3Z/CsgdNYaZtb8HUP0NEGo/UTOQz92BasbOlORuqYKnrd3wxM4qoHiMJfuksLm+7GWsEqgsk2CCEEEII8T9GKQUDZ0P1fnCFo0L9StJ6Omb2KqtcD0D6caasUu5CdNJI2P8R1ByAhEGHzWzQu94wfRHANK2e8CeUX0a31hq95x0o+jpww7aH/pU7rKCCtwWqdkNYsikL1X6adhOUaCxHb38RmqpQ3U5AZU2F2D6mXn90jvnsfv0UbN1PQScMMbsIT8Vbd4hOZX6UHZU6zvSH2Pmq9R1FZkGNL9jQ9qC/pQa970MYeCXEDwrMNmiTNArlCEa31qPX/qM9M0T1vQg19Eb0thfM92UPNs2aQ+JMPwoFGmsyFZ4W0/OhsSywRJTNCeFpgQ2wG4oDmzxH9UANub793kdlTUXv+8C8Dssw97yOYDjxr53P30fXH/I7l2ZoqoCgSNNrbucHkDIUso8P3GjDC7DLFyhoLDeBgbG/DBzjbobj/wAJfU0vwjdnmLFtYnsEjt+30CqPtOkVmPaECWT49zlsKIPcz00fkHPegp5T4Y0ZsPtDs765xvSakGCDEOJHSIINQvxU2Z2QNb7z8sR+wNu+MUHQ80TTaLfN7gVW5sPa56DygHm9+inofTL0OK7TLpvdXi63f8zJ9lVsdfcEz2RTWsfn4y1FVKyZy1DbLvJs8WTYynxZDeeZARmjsFKAXZA6jLK6ZuZuMsEINw6eibmZU5IG8ey/fs/ukpGcZV/O6A9+aQINmV3UUvV6zWwXpUxzaIBFv4cv/o5TwXOuB/ll6y/IDGrgzitmQXgcpYXVNPtlDxxqNbNgKnQEu3QaZd4IABZuL+addfk8e+lISpZthKXWYeOiIrh4jGmMvKWgmvJ6c0GsNSzbXcrUAcm8cfVYjv/b55TWNvPk5/sID7IDiisndmdiz3iW7y4jPtxFfqWV0tx2XoPSorhjah/iI4L4x7lDuOWNDTT7+kXUNLk5bXAK0walckLfpPaLbYAbj+/JeSMzcNptxIa5aGzx4LArnPYuSl35zBiezue7SvF4NcO7xdAjIZzc8nrOfHQF9S0elILnZ43i2F5Wk+Uqv6wNgKqGDjOgPvil+XeFglMeND012gIN4UnQ9zQ45nZrfFMNfO0XvNq3FB4bY4pWeU+lREdTgHX82hYvpdGDiLI7YciFcGA5oCFlCMTlHPazCiGEEEKIny6lbBDdo/PysBTrUbuyQdxAKPPrEVe9B13rK61a+BU0+8rHHlppmhgnDOp8MP8mxJ4WtKcV1ZZFDmbWfVufiDYhiZDiK10a2Z32ex9lM02f3c2mr0Kb4DiIzEKvfag9sKF3vwNxA0x5nw60b8aSUqo9S0MfWAD+ZYzAPMQfegMqOBrdUBoYjOmqtClA5Q7Uoa+g/yx03lLY9561zhmBasvo8DV8bj+nih3YkkbA0BvRq/8IzVVQsBTswabXReoEiBsA5VtMGSX/DIi2MkLhqaju01FBUeh+l6C3vgDad7/haYK4gajkEeZ78bv3UZnHQdJwUDaUKwJG324y/tuyBLqgkkaiyzabQFB4hglwVOfB06Ot/grnvQt9z7A28g8aQGDjaIBPboGV/zCvT3wQavKtbUIToO9ZMPl+a3xLPax+xHqftwKeGHjYc8bdCFEZJst8yCWw5yPTtDtxICQdYTshhPgBSbBBiP816SPNxYi72ZQkGnOtKWXTXANhCVDhl2Zc3aEJl9dLV/45uo6hS14CYCS7YM2zpmRR6U74+hn6F5UzzfV2+/hF/f/MCWdfZTIwAHJOgIvehvyvzeukfoS3eogOdVLVYC4m0+OjmPPFfv5wyDT0mucZz2dBt5Pu7aIM0MbXzUNtuwtmzDEBldYm+OIf7UP623JZEHQ3HP9bSDWz8/skRzI508mSg62EOBW9p1zJ0iWV3LRvJNWE4z8rKLe8gXfXF7CufDjXZ51BSvkqWrsdwy1n3tseaOnXoWzSGF8WQF5FA6V+/Rbqms3Mpn8s2s3HN00kIthBXFgQFzz9VXuwok2rx0NJrWmmPW1QCq+syuXLvdZFbre4ME7q33UGSlKkNfsnxGXvcoy/Uwam0CspnEPVTYzMisVpt7Ehr4r6FnO+WsOXe8sCgg0Xjs7kg42F7C2tZ3T3WOtcCtbBvGuhdLtvpIZVT9JUXUzbWenmWtS0h6wT8Ljh+WmBKcE+CrjO+QGzHZ8wq/V2VuoBeDVM6p1AdnyYGTTkAkjoDTUFJkjmkD4NQgghhBA/Jzqim1VqJn4QqvvJ6Krd4G4AR5iZvd6muaLj1l3vNHUc7H67fYwq/AIyj0c3lKILlkF9hxKhcQNQ/We192ZQ0T1g8LVQvRdieqEiM025I/+SQ6EJULjCyqBoOx/d+X5Ml2xA73jVTLLqMxOVMAitvejcTzufe8ZkbJFmYhQh8ab8UdUeU96o+zTI/xyqdnU+RkMxqmSdySiI6WU+Y2QWqt/FKJvvsVFYCjjD2zM4lK+0Es1V5qeNx9zLkPcZDP0lqudZ4AwzpbD8xwF4PO29GlT8AHRsL/DPAAmOQSUM7vw5AeWfmeIM6XJMwPj4/jDyTvNvIirblOIqXBvYyHn/Z4HBhqGXw8aXTGPntNHQ3zeZrmgTvHspFG+wxq76J7T4lbRqLIdpj4HNN/nL64UXTzAZCd94sr5yVFmTIckXEOt/DsTmQOV+08D6W3xmIYT4IUiwQYj/NUv/ZAINABtegRPvh6EXw8pHob4UtyPU+h9+71OgvtRkOgycYfpBeL3wyZ2mEXX3Y2Da3xga12EWTMFaMyvj+elQX0JWh1OYmOy2Ag1tco43Pz7BTjsvzBrFo0v2EBfu4s6pfXhg/vb29c24ODjsDtIjkgL3ozV8eLOZ5eFuhI9uh5s2mMBDaJxVugnM7JYRl7e/te/6mGeKZ7LHlUpcqJ345AX8NXM21ft8Db38qqbGhbm49S0zK+oVzuWqY+7i7pP7UN/i4e8fb6OktpkrJ3bnnWvHsWBrMX1SIpjc25R36pEQTk5iOHtKOtdP9Xg16TEmoyInMYINeYF1RbcX1XHLmxuJDw9iTHYcD80YzEn/XEZtk5v0mBCum/zdzt7PSYwgJzGC2qZWWj1ehmbEEB7koK7ZjU3BhByTmltR38KjS/bg1ZpXrhyNy24nJtRpzTB6/wa/QINRG5bBmpJQJtvN97g/qA8BBZRq8s2FehtnmKnf6idItXKRfSHnxRfSbeiJDJwwEpvN+j2RNsz8CCGEEEKIn5/cT6ySQKUboMfpkDoeDi4Ed31guZ7YfmZsTa7JaIgfaEoi7X3fzL6P6o7qdS4qKCYgDKFrck0T5Y2Pdn5YDhCW3B5oaKNiekJMT+u9ssGgq9G5C8ARjMo+FX2gQ7AgcRgqJLCEKYDe/VZ7eSG9ey4qYRBK2Uyz64DzUVYWAkDlLhNoANNEOTwVHdOzy2ADIYno7S9Z71MnmCCB141373umzFP6Mahhv4TSjaaHRPwAMzY4FsJSob6LCUTaiwo2zYt1aLJ1Pm0ai9E7X0c7wlBxfaH3ebD6zyZY5IpCdZ/W+VyPggpNNP0mmmuhtRHSRkJwjK+ps4LsE33nVQnL/2juqy/8EFxhEBJr9ZH48OrAQANARBoU+GWvhMRZgQYw96n5K633ztDOJZDbRGfDkEthwh0BFQVIGWp+hBDiR0yCDUL8rwmOtl47QsARROPBdbTNe3C4G9g25F769cyG3tOhodRkPLSlnG5525RUAqjYC2nDYcDZkDoMCteZ5ZteN42o60usY9kcJuU4OJqgbqNMMMIVdsRTHZwRzVOXjGh/f9agJN5fd4AW7aCPymNIry4erCtlMjfaLszaZnTYbDDzTXh2qpUiHBwNIX7fx55F2JWX3iofmoDC9QzOCLxYiwpx8swlI/hiT1nA8qeW7aNbXCgb86p4c00+AMt3l/LlXcdxzaTAlO6i6iZ+dXIfDlU38fjSveRXmXJJg9OjeHjRbtJjQrhjam+6xx/++7nyxTW4vZp7pvVl8+9OoraplYjgw6cFH41XVuVy73tbQWtGZcfRPT6M7vFhXDquG8O7mZuDa19Zy8p9ZjbYuoNVvHedXwmvsj1Q6zfDS9nZ0vt6XtSn8GFrAZd5P0Whqe92Ob/zP3BECsRkWaW8hl9mZursXYx2N7WHfk6yrcFe+TUsfgGyPoHMMd/L9yCEEEIIIX5iHFZzYJTdZDnU+DXo1W5IHI6K64+OH4hy14MzvH22vi7bDPlLzNjGUlNeJ3WsKYXUtp+yTej8ZYEP9pXNZCHYgyG2D9rdHFhqqQsqIh01wJoIpROGmOyGttBG3ICuN7Q5u3ytBl6JXvewFWyxO1F+/R10xQ5rO08T1OxHRWQE5nPYg6H/5ai6vMDlhV9ASBy6qaK9ZJSu2IYa81tUZoe+Bs1VkD0dmqogf7HpyQAQlobOW4wuWYvKPhUVEn+4XBLY/iLa60ZlT0NN+CPa3YhyfE8z9ze8AO/PNn3msiZBTA+I6Q6jroesY8yYdy6C3b4SVQeWwLWbre0r9kF1vt8OFfQ53TTS9g82dAtsKE5oHMT3hTLfBK3Bl5l78d0fdZpwReVuWHIPpI+GHid8Bx9aCCH+eyTYIMT/mlMeNA/bG8pg0t0QFM7euGMYUPgVAFu93fjAMcUEG56bCgVrTNOqWR+ZBtHNtYH7a6kHV6hpxPzcydbygjXQbQLkfmHe9zjezADxtMKzU8zF1oWvQ9aEzudYsQ/WvwJR6TDs0vYZH+PC8lnkvI2DOpFhtt2EbjkF+nZxcTXjWfjoDhN0OO1f1vK04XDO8zDvGnPNfurDgdtlTYA1c8zHckTgSh7ESVHJ/PmsgSzaXszQzJj2zIHIECdPfr6XJr8eDzsO1XCgzJp9UtXQSmVDK6Eu60/pJ1sOcf2r63F7NWOz45h/4wRW7q8gPMjO7BfWsjHfZDJ4tabF7SUqxEl4kINLx3bjqeX7KKtrwWFT7T0cHpi/nQtGZX5vgYZPthTx63e3tL//yleyaUthdUAQZVexlaWxs6jG2kFlLjw92ZTpArAHkTf5/zjn02gaW8uBYJ7wnk6PhHCeO6FDCrQjCGZ9Yn4nrY0mRbhiLwy9iNaEgWxbMIfG5lbG2v1KM5Vsl2CDEEIIIYQAQOWcgfY0Q0s1KvNElCscHZoUOIPeHgTxA2HTE+jqvWYm/pDrzYx7d3PgDj1NKJsD3fMsWPs3a3n1XojpY5o/g3nd2gB4YcMjaJsLBsxCxfbtdI66qRJ96CuUKxJSx7U3m1bOUNPboE3JWkjqnLGr+l6M3vWWed37XGt5eBoMuBy97WXQblSvcwO3i85BtwVSlB0iMlEh8dDnQnTpJghPw9bd3N/p4Gg4sAC81veh6woD+yx4mqGl1szIbxtTvg29ZY4p+RPZHYbdgqrei7YHw5ZnoN7Xj8LrNg2gHaG+Hn4TTBCjpdoEbnwBE71vPqSMQ/kd4zu16yN473KrXNUB3/dzaA2Mu9UaV2LdH1G6zWT/22xQUwhPj7R6N9icMPk++OJP1v2QsplyRyf8MfDYNjtcthS+fsz0tEsfBZtfg4EXQvoY+PRmax/+5yHBBiHET4wEG4T4XxOdARe/E7Ao7oSb+cUWJ2HNZXzGSB7rmwJb3jEBAzAPeL9+Bo67xzR13vwW5K4wF0BDZ5oxCX0gNN4qU5Q5DoZfavpBHFxJ3bJHuK/1Iv7qesasb6mFZQ92DjY018GzJ0NdEQD5eQdIP/P3Zl1kGplBdWS2+jIm4nvBgS9M8MDjhun/gN5TTX3+G9Z0/fn7TIO7Dna5anP08fy99Q76cJAFzcO5cT+cPgTOH5XJ+aMyA8b2To7g/RvGc/bjX1HbZPpGHChv4OKx3Vh3sBK3VzO1fzKpUcEB2722Og+319w0fLWvnJLaZk7qn8zOoloaWz3t41bvr2BHkbl4r25sJSM2lIU3H8vukjr+OH8bG3xBCbuCe97dzPTBqUzylWk6Ggu3FbN4RzGDM6I5VNXEE5/v7XKc1rApv4rshDA+3HiI4d2iWbjN/F7OGZ7OfR9sY21uBWdHbOcS/4vi0VezNXoSja1r2xddMjaL3w1vhs2PQsYY6D7RGu8Kg23vQVlgOrdrxBX0vH0JG9evwrP4Auwt1abBdM8pR/0dCCGEEEKI/w0qKAo16KrAZVlT0cXrwGOyi1X8AHTZJhMwAGiqQOctQ/U8AxKHQPHXULkTwtNNvwZAhSSgXVHtDZFVVDakT4LKXaasUu4ngSfibUEfWNAp2KA9rej1/wfNlSasULUX1f9SszIoygRC2po4hyaiqw+gt78M3hZUz7NRCYNR0T1Qo+7q+vPH9kVN+EPXX05ILO2NqrXHzJYPiUclj0IljwrcT2giesStsO5hU8IIoKkMlXE8unK32T62r+k14f/5Dq0y68BkTjSWoeIHQmOZCQK1qcmFBnP/h7vB9FsYeSfUH0Lv/xiqfcEhZUPveQcShlhlmo6CLt+GLtuMCktF7V0KK/7aZV8MAApWQ8ow2Pqm6c9Q7bunHHwpfHY37F8CYYmBTaKHX2nKGvnfDw25DEbd4NvPKOhxorXOFQ473oXiTeCXBIGnGW4rgk2vwMLbTZZIaDz0Pu2ovwMhhPhvk2CDED8DKVEh3HPjdXy5p5zLE130X3IZHFgeOGjZg7DpLdPIKiwRZi+GxL7wxsUm8JA1AS77CLa/B7HZpscDmObM+5fxjOcUPvGO4j79AsHKl8obFngxCkB1XnugAWDP+iUUDL6R0dlxEJlishZWPm7KNNkc8MKp7ReEze9eT9Bdezrv81vaU1rLEs8QljAEgF3FtUcc3yspksSIoPZgw/LdZTx+0XCW3DaJivoWBqZFWT0LfHISw/l8VykAEcEOEiNMMKJnYjgn9E1k0fYSgp02hmZEtwcbAGqb3MSEuRjVPZaHzh3MnW9vJr+ygeKaZuauK2DehkLm3ziR3skR//HnX5tbyVUvrUFrExTpyGlXhDjt1Pg+773vbeHNNfnszC3gesc8Lk5URJ94G5vqI7ln3hbG2zZznvMh/1YXkDWRYSnRxIcHUVbXjN2mOD65EZ49xVxEKxtcPA+yfWnFB1d2CjQAUJ1HWJCDcWPGQ79VULwVUodAWPx//PmFEEIIIcT/PuWKMA+yK3egQ5LQBz8F/5JCAAVL8ZZtMg/WnWEw5AZUZDf01ufRlTvMLP3B16JKN0BwHCrZV/o1ri+65kDXB/YrYdSupQaaK633pevRFaNMkMAZhu43yzRS9jVf1uv/SVtZJb3tZThmYHsmxL+tobR9XwC6oQh1+NHYQhPxBsdCnS/YUL0f+ndDjb7HfI6IjM7nEuo3GcoeZPofAATHQcIQ00dDOSAq2wo2ALibTPZCdA/ofR5652vmPrSlGorXoIvXwrCbUZGBE8L+Hbo2H735GcBrvoVtH6P8GzgrJwRHmuMCfHobbH8HDiw176My4bg/mGDKvMu6Pkj34yB1BESmm350ygapI+HZ8VbZ3ws/hF6+3hMFq02goaOqXFMeePhs6DUdijZA8hBTeUAIIX5iJNggxM9Eekwo544MhXUvBQYagiKtmRhVB8x/m2th8X2mNNLeRWbZnoUmyHDKXzvvfPAFtKx4jBp3OE+7T+E8x1JcwWFEn/QnKosOEhoVT1GDpqi6iaGpWdRF9Ca2dicAn3hGkpFbaYINdSUw/zZzoVawFnwXg7neRC5q/RV5TYmcO3cjf50xuPM5fAsTeyaQFh1CQVUjEUEOpg9KPfIGH91B74pQ9jISgLToEEKddsJjQ8mI7Zza6/Fqbj+pF2EuOwVVTVwythtRoab8kc2meOriEewqqSUuLAiX3cbK/RXsL6vHrghIoc5JjODta8Zx/4fbmPOFqRXr9mr2l9VR19xKUXUzk/skBJRvOhyPV1PX7CbMZWdrQTX6MIVSM2NDeHDGYDbmVfHHj83NWLNbsza3ksecT3GKfTXUAJ9tYumAuQDMsC8jqC2wBPyVy9i2IppHLnTwwQ3jWbGnnB4JYQwtfd+asaW9JsDQFmyIzTap1G19NsD0Ghn9C+t9ZIr5EUIIIYQQ4ltQwdGQMgaK1wX2LrAHm/4FAM2+GeqeJtj3ITpphGkUDVC1Gw5+hup7Yed9J41A5y22eiUA2INQPWfgrTsEQZEod5PJZghPNw/em8rbh+qqfajYvujWetj9lllXk9veBNoa2GqyHPpe9J8FHKJzICTe9FCwuVCJnUs0+fPufR/qCqwFrkhwhJj+Fm1BBP/T017oNsWUnWosQ6WONYEeMBOy+l0K9VNMMMcehK7e5ws4KLTW7YEPFZqAGnoj3n3zTWNvs3doKDH3SE0VENsX5QjudA5dnpO7yRyvLh+wshh0WDwK3ySnyEw4/Rko3w0fXef7Alogd5m1s+qDsOhOGP3Lrg/mCIE1T0D34+HKr2HvpxCTA9W5gY2fc5dbwYaY7uAINufYxu6CsbdY7yOSIWLqN35WIYT4sZJggxA/N64OD8m97q7H1ZeZh/9+5m+vZFXrFib1TuC4PknWiqJNXBG/jZrSUG6wvWeWNVfz27/9nRcaJxBKE80qGI+GUd1jmXXsSyx670Vy3bFstPXlrRzfbPU9n5lAA7QHGgAe85xOnjazZt5ck8/JA1KIbsqjV3AlYT3GW02iv0F8eBAf3TiRzQXV5CSGkxx1hAvWvNWw+kn+7AghjWJqE4Zx9UUXYrN1PR/oja8P8pt5Wwly2PjXhUO5ZUrnkkc2m6JPcmT7e6fd7Muj4d73tjJjeAZ2v/1HBgf+if7D/O3kVZp08D7JEbxz7bgjBhz2l9Uz8+mVFFY34bAp3F5NqMtOQ4un/T3AlH5J7Y26nQ4bdpvC49VtSdf0VNZNh67MpbK+gWCHjT3eNLCb5Y3axTvNwynaWcoLXx7gqmOy+WTLIRZtL6FfYhovOZKJcxeZuqY9JlsnGZ8DF74JW+ZC4gAThAhLgPAusmKEEEIIIYT4d9hdge8PN/Omta6LJr078e6ai4rphUoYZC2vyzcBhMZSq4SQpxm96o/tPQ80NsALEd2g+8mw4zXfWBsqtrfZpmqPFYToGGhoU7IOnTAY7fWAzYGK7Y2yH7kRdRvlDIXht0LNQQhNRHURMGij6wogb7G1ICQeNWB2eyPtTuOL16B3vgEo6HsRtqyTOh9fKQi3Jnfp9t+Fhn3z0KljUP6/H2dgZojeP9/KCglNRA+7GdsRmkbrpgr0hkfNd6rs5vu2B5necJUHUUXbzMCcqTDzI1DKZPTbnFbgqGOJpdpCqMkzvSbcDYHr3I2wbxF8+RBM/j3smg/b3oLYnqZ/YUutOY8efmVgo7vBRZ/CxhdMs+icqaZckmQwCCH+h0iwQYifm/5nmQfpuxdAQl/YOb/rcTY7jLkGVj0B3laWeIZwXekZUJrLyytzeesX4xjeLQaqDsK8a4nTHqbowItke0stN9vfoo4QnvZMB0yvgtX7K4BxTEmoYt6pPemfEW02SOhlUk/bLvIGnA17FhHiDAe/ikdzXn2VZ9V9uJQHd9IQHLM/Bec3z3QBiAp1MqHnkUvxbMyrojy3lQnaTqRq5NfOV6F3FOh82LLFNMaOsIItXq/mN+9tpcXjpcXj5b4Pt32r/gp2mzVDyWFTndKaWzyBF7ttgQaAHUW1jHxgEScPTOGycVkMSIsCoLS2mQXbisiKC+PDTYcorDazZtoCCw0tHnonhbPT1/D5wtGZ3H+6VQ91WGYMr8wezSurcvlg4yEAbmy9jlPsq7nK/iGvxlzDc1+Z4MPjnIZGkW07xFvuYykiDjDZFIu2FbNouwlWbStp5sWxz3Nz6jZIH2GyGfz1mBwYgBBCCCGEEOI7oOIHoDOOg7JNEJoE5VsPNxLSxkPuAtC+yVgt1VD4BbrwC1NSKaYXuqXWZBu0BRn8+TVXbp9RX5sL23PN6+B46HE6KjrHvA9JDLz3SRhqekcoFRj42P5KezBChybB8Fu+fcDBEQJtwY3D0LX56Jr9gQuje5r+CSXrICobFRQduM2uuVZT5z3vBAZjDnsydr83NvPZ/Vd7mwkIBfmXn2oogS/vxRs/BJU+HhWZZY7dUmd+t8ExJoOlLXjjFwSicCe2PQvM+8GXwmlPm+8YIHmwadq89knY+GLnc47tCav/deTPpT2wd4EJNABU7IZhsyFlOKQOh/g+geOzjjE/QgjxP0qCDUL83CgFJ//F/DTVwGNjoKag87ikARCVBlctgXUvsq1kEPgykL0ath+qMcGG5tr2i7lPPCMYZNtHtKqnUofzmXcoY2zb+YvzaRZ5h7NfB5bC2Vzqof9HZ0P2GnC4TFrpmGuhcj/0mgrDLgHglw0t5L+1kX2l9aRFh3Bu7v/hspljOoo3QNFmyBj5nXw9L6/M5Z55Jn16XOxjvMy92BJ7QfYkeGKCKfcTngy/WM6yQsXd72xGKXAoaAu1hLrsh90/QGV9C7fP3UhtUyvx4S5cdhu/O60/NptiX2kdN76+npKaZs4fmUlEkIPa5q6zT+pbPMxdm8+CrUV8fvtkHHbFmY+tIN8XlBibHdtpG5fd1h5oABNYsdsUFfUt7C+ro09yJGOy42hq9bQHG7brLLa7s3jJfQIlRdaMKC82HvOcDh5IjgwiuLGVsxKLmR1axMbW4QHHDY1KgKT+8MFNULjeXNhP+xsk9oGg/7wPhRBCCCGEEEdi63Ea9DgN7WlBf/2XgJJG7cJTsTnD0CNuQxeuMGPKt1nr6wogppd5eN1VoOHbaCqD3XPRsb3NjP7gaEibBI0lpodD2ngAtLsJveNVqD9kMigq/cpANRSbkksxvf6zc+hAF61G73gN0BAUA55WM9s/fiB6zYMmoOAMNxkSTeVmrPZaD+sBbK7D7t98nkazXUuNKc2EQuWc7iu/VI7e9gI0V0HyqK4zCNp4W6Hka3T5Jhj1K3CEmB4XjaZfHtFdfCfKjsr1KyGcvxLsTmiogLIdJrM6c5zJ9u8q2FCxu+tzCU8xTZzjepq+FU01gesj002g4ZNfQt6XkDgQpj8Jif1NnwghhPgfJsEGIX7OgiPhigXwzPFQ62vYFRoPg86DyXeb98kD4ZQHObG4lsf3f0lds5vYMBfH9vKVuUnqD0MvhvUvMSa0gCl1f2GgbT+bvdmUEM2ttjcBuGBIHDtVOqv2l7c/DM+2HTLNsBrKoLYIPedElNeNRqGGXkxZXTPXvryOXSW1nD8yk2cuHcl7GwrYvT+9vXyPxxGKPTrjO/tK3l1vBV6+rIig+O6NpESFwCe/svoK1BVB7pfcOi+c0lozgyk+3EVqjIsQp50/nz3wiMd4aMHO9ln/Clh82yS6x4cBplTSlgJzsfro0j08dfFwlu8u4/kvDxx2fzVNbgqqGmnxeNu/W4CdHRpghwc5eHDGIG6fu4k6XwDjUFUTu4pqOfepr6hqaCUrLpR3rx2P3aboFhdKbrl1sV+CCV60lWIKcdppbPVgtynuPbU/pwRvhVdvhk+9jA2N59axLzB3VytDMqKZXf4gLH3dOpmijTDnBHMzM+tjU05JCCGEEEKI74myu2Dojeh1/7T6NThCIWk4KutkMyYsGdXzbHRDKbr6gHnw7QiBuP5mfUg8Om0iFCw3D9kPV/4oYSjYHCYw0OhXmralGpqr8XrdsPYhK3CRNALd2oDe+pwJbCSNwDbgcnTpJtOw2voQJgDxHdHFa2hvIt1ciRp1Nyo0Ce/+j6zSQq11ULUbfeBTK1DjCIHQZFA2VO/zjnyMAwtM9kHbRxhxB8pXXknv+wBqD5oVBz+DfpdDzV7IX3r4HXqazXnYg61AA0BtfuA4mwvV+3zUyudNKSUw93GlO+D5Y6G+BKK6weyVZl18Xyjb3vl4rnBT4tcZanoxKBuc8GfTQPqlE2HBLaanxeibYNeHkDIUqvPg6VHWPko2w7PjICQOLlsCSUe+XxRCiJ8yCTYI8XMXlQ6zP4PP/2IuiI+9K6BEEEBZXTN/W7CTzNhQju2dwKxxWSRG+pUtOv0RmHI/p7nCOfS7K/hTq3XBuZ1sThs/hqtOPJPdxbVEBjvYsXMbPapW8EvH26Y+/9K/4C7ZgcPXP0KhaVj5LI/GZrL6gLkReOLzvXx9oIKHzxtC7Sl388GGWAaHVpB5/FXfaY3LfimRrM01KbvJkcHEhPpm6qT5NVSzB0FSf7zeA+2LXHYbi245lv1l9XyxpwyPVzMoPRqAy5//muW7S4kNc/HQjMGs2lfRvp0GLpmzkuKaFk4ZmNxe7ghMOaIrXlhDQriLV2eP4jfvbWVvaYdassCQjGh6JUXQ2OJBKasUbUV9KwPSItlSUEOQw8ZjM4cxIiuGFrc1G6uioYXXvj5IVYO5mThQ3sDrXx/kbwt2BZyLv9un9mZsdhw7DtXQ0OJhVPdYchIj4KN/WGngDWXcsPVcbkjoA5Mfgcdf73Jf1JfA2ufgpD90vV4IIYQQQojviAqKgmE3mQfnaFS3k0wzaT+6td70CwiKhpRRqLRJAWNsPc9GZ51smhB/cVdgo2gUpE3E1vMsE7AoXAHl2noo7gxDH1xomh77ZUjo/KWmF0SVbyZ9wTK8NQdQfS+CnufCoS9NE+ruJ6NCvrtgA+FpUOlrmuwMB5cpzaoiMq2SRspmxgX0M1DYRt2FbiyHiu2m4XNUFgDeLc+ZRtuOUOgz05SG8qM3P4NuqYa4Afg3cAYN2+aYhtKDroG980x2R1fnHJ7uu+lp6zIHeBogPAPq8kxGQ7+LUVE9A5sxN1fDujnmHgRMM+f1c+Dz+00QoyvH/AZ6ngLFm8z2mRNNFYCFd1n9D5sqzX7iesGk38Nj/bveV2M5fP04TH+s6/VCCPE/QIINQggTcDjt8LUo7/9wG59uLQZgT2kdV07M7jwoxJTXORjaF6qtxXFTboeJ2ZTUNnH2419S0+QGQql2DaIkZAPx9eth3fO4XbEBf5A2F1Sjdz8FWA211uZWcv2r63jv+gkw/sGj+MCHd8/0viRHBVNWZ8oY/fOz3ewvreeC0cdy7Nlz4NAG6DMd4nvy57Mjuf2tjbR6vJw/KpO8igZO+9cX1Da7sdsUL18xmoLKBhbvMBezxTXNXPrcajo+w8+rNBfA8zYUcu/0vhwor+dQVVN7z4bSuhZmPf81PRIiePuasQxIi8Jps7G3tI7C6iZGd4/F5bDhctgYlx3Pir1l7fveVVTL9ZNy8KLpkxLB+oNVtHisE4gKcdIvxUrlVcqUyfIPNEztn8T5ozLZU1JHt7gwSmubOPPRFTS2erEpePLiESbYkDkGVj9pfbCWeihYC189YjJmGnzn1TYrqP0k0o/mVyaEEEIIIcS3poKiUL3PPex6ve8DKN1g3jQUQfqkzvtwhpqxzvCA3gIq62RU1hQTsFj/T5MVACYjwREKrbVQtNpMXvJXXwQ1BwKX1R5Eb30W28i7IG3cv/kpvx3VfTo4I9DNVZAyBp23GF1fhEoeheo/C119ABXXDxWeBr3PM/0qPC2QOh7dXIVe+zdf2SMFA69Ee91QttHsvLUWNj8JdLj5acsqKdsI2adBfbHJVGgLvrTWw+anITQBhlyPiuhm+gk2lkJjBURntzeW1nH9Avtw1BVA5okmMBKeAUXrA+87XBGQ4jeJDEwwxT/Q0HMajL4BSreZzIfWepgz1mQ3oGDGaybYkDkBVvzF2q6lDg6tg2UPQEQa1Poy5h0hvoCH73uI+u6y8oUQ4sdIgg1CiC7lVTRw73tbqG/20OQ3E77F7aW0tomaxlYyYkOx26x6nVsLqnml2moO1jMhlEvHZQHwzLJ9vkCDsa0liatbL2V50HoAbEqxxtuTHFXIEu8QPI02rrXP42P3cIqxZu/s62JmP8BXe8tZtruUUd1jmXyk5swNFebiM6zrJtFBDjvXTTYlff62YCePL90LwOKdJSy9bRqpA2e0jx2ZFYPTYaOqsZW/L9xFYVVje38Fj1ezfHeplRnhc5hkgXbd48P5/PbJfLT5ENe+sq59ebNbs+1QDf9YuJuXZ48GINhpp6qhhZKaZjLjzA3PM5eO4Li/LeWQrzF0q0fzyNI9AHy8pYhnLx2By2GjxW0CGVdM6M45IzKoaXKz/mAlJ/VPZnxOPK+uOkhBVSPBThtXH9uDoZkxTOqdyPZDNVz14pr2WwavhocX7WJCTjwhA84CZwjs+Qy+ftr6UOV7oecUM4MoJguOuwe2fwhb3obUoTDqqiN/KUIIIYQQQnyPdFMVevfcwMbMANqLbq42vQyCY1E2qzebt6E4sIlxcCxkTDab5S+3Ag1gHqS3+pU49frP6Ac8TXSpsYv+EoCu3o8u34KKzELFH74kj25tAO1BubrukaZsdsg8zuQH5C5E55pGyrp8C2rkXdgSBluDI7NMJnxrHRxciG6t8+uvoE2D5rCUDkc48s2PCo5Fjf4V3srdsPFRv83cJqth33zUsJvMIpvLHK+5xgQiANXvMvTXf/brw+GFgwvN+JJ10G8Wyhlm/V5HXguDLjCZCLnLTMZCn9Nh/XOmP4M9CMbfDlnHQs5JULYLHu3nl4Wi4fP7zHa9p8PMj2HPJ7Dqn9a5V+6DnKkm2BCVCcf9AfZ+anpCJA6Esbce8TsRQoifOgk2CCG6dPvcjaz0lfsJC7ITHmSnrtnDaYNTuPDpVZTXtzAmO5YXLx+Ny2EDYOmu0oB9FNe2cPc7mxkb38hTyztfKGtXJC3ajkt5cI2/hm3Oc/i/7SWMcOznhr1XoRT0seVR7LWCDf0Sg+DTX0NNoWkgnT2JTQXVXDRnFR6v5vGle3npilFM7JnQ+UOtfxnev9EEG068D8bf2L5qQ14Vd87dRKvHy+9O688xvRIC+hW0uL3kldUQF+4iyGFuMnYU1bb3bABYvL3IP5GXkVmxjO0Rx3Nf7qewqvMNxEn9kpjcJ5GF24rZmF/FKQNTmNTbnHd4UNd/nlt92Q57Suo449EV1DW7CXPZmXfdeHomRRDisvPP84dyzctrqW12kxQRRJ6vj8P+snqCnHaenzWSeesL6JkYwRUTugP4/tu9/Tjzb5zA+oNV5CSGkxEb2r68pLa50y3D1sIabnx9PY/PHIaj98nQ+2QIjoJVT5rmz3krzU9wNJz5pMmCGXax+RFCCCGEEOIHpne9CRW+htA2F9hDwNMI8YNgyxx0S4152D742vZZ9VR2aB7cWo/e9QY6LBVyP+l8EJvTKrmUMQkVHIsu3Wge4Jdv6frEguPx7v3APExPGomK6wcNRegNj4D2mOvyAbNR8QM6f6bidegdr5gH5Vkno7JOstbV5psm1N4WVI8zUPEDTEmk9gFedEMpBMWg7E6zrKHENHJuU7Y58IBR3VHxA9EHPzPNsDuK7Wd6X1TuhOp9poxSwiDru+mK7yG/biy3sihsThh6Eyoi3Zxbv0vRW54xAYXgGGj0Hbu5EpxBcPGnsP5ZiO0J424z60Zda37aXPU1HFwB8b0htoe1vL64c0Pw0m3wxtkwcz70nGp+whJNloMrAgpWmR9XBFz/jJnkNmim+RFCiJ8B2w99AkKIH6eKeqvZWUOLh+W3T2btPScQGeKk3Ldu5b4KvtpZAAt/C+9dx4jQooB91DS5GbTxfvYumhOwPNRlx25T5DcHc2bk69RdsQKOuZ1Lxmbx4uWjuHFUOCpzDIQlcVym9dDdYYNnkuaasjxb34GXzoDHx7PzQB4ev5SBN9fkccFTK+lzz8dM/9dyimt8D/qX/Ml3sahh8QNWcwPg9rc2srO4ln1l9dz0usm20Gja8jZGq230eHEEl/z2n7zxtWli1jspgoQIKwW6pK414EG8w64Idtr58q7jufqYwNJTGbEhPHnJCM4flcljFw3jpP7JbMyr4u8Ld9HU6qGsrnPN0IggB7+e1heAz3eVtjd5rm/xcP2r61m605RrGtU9lrW/OZGd90/l/FGZ7dsPSIskKTKYcT3i+euMwVx5TDY2v8wUf9GhLib3SQwINACMyY5ldPfYTuMXbSumz28+Yc4X+82C438Dv8qHzNHWoKYqqNjX5fGEEEIIIYT4wfhnIXhbYOQdqHEPmGbMLTVmec0BdNkWvPvm493xqim/48/TDMVrYN/7gcttQWast9Xsb8gN2LKnoVLHYhv8C0gdB1E9wBkBEd38NlSmHE/eZ6as05an0av/hK7cE9jvoWg13o2P4112O96v/4puMhPG9IFPrIf1Bz5Be/222fUG1BdCYxl6+0to7aVTFsKWp9HL70AXLDfvQxNNH4uuvjNA2RwomwPbmHvA13C7nSsS26CrsKWNR/W7FBKHQX0B7HgTWupRLdV0YnOhcs40ryt3WlkU3lZzzmUmQKMiM7GNuw91zIOotInW9mEp5vvOHA+nz4GJd4H9MPNtg6Og1ymBgQaA9LHQ46TO4/cthAdCYPmfzPtjfgV3V0OPE60xLbVQ2kXDaSGE+B8nwQYhRJduObFXe8aCy25j9J8W88nWIpIiggPGxa//P1jxMKx/mdHLL+eqcWmkRJoH8CE0Mcm2kZc8J7SPjwtzMbFnfHtwYGtpK5+Vx1g7XPQ7eP1CMxM+ZRCX/uJO/nn+EG48vief/PJYIuoPBp5oyVaOb1xA76ByzrEvpZfK44ONh/hqXzlNbi9bCmp4ZLEpI0S4X7ZDeCIoxYGyen73/lZK/DIUWtxelu8u5YONh4ijkg9cv+Zl15+It9Vwo20u931gZj3FhLl499pxhLrsdCUi2JqhY1OBD/XDfNtorbnr7c28suogG/Or+dfiPRz74BIGZ0SRkxgesE1CZFB70+lB6VH4xwl2Ftdy1UtrKahqbF+mlOK6yTk8d9lI/nr2IF6/amxA2av/RJDDzqtXjmHpbZM4eYDVmFtj+jz8Yf42Glqscln0PQ3aQjZxOZDY76iOL4QQQgghxHdNZU21ZtfbnLDqfiheYxpK+ytZZ8r0FK2GffNNPwdXNO3Xux05QiGun9Vcuakc1VDSvlof+BQ2PwXVeyE0Edvwm1H9LoNuJ6FG3A7uxsD9NZaYLAeb3z1Z2SbzMN7bCvWFJsgAZmZ9G2cYKBu6sRzv7ndMGaE2Xje6ah8UreriA2j0nnlo7UU5glHDfml6EHTF7ndOHQMxNqu0rN49FwqWQW0eungl+vmJYA83jZ/9OUNRUb7M64gMAh5fNRSjtz6L9vsulbKh0o9FDboa1ft81JAbULajLOZhd8DMj+DGPTDoosB12gOf/Qrq/bI4+p5l+nMARGdB6oijO74QQvwESbBBCNGlqQNSWPebE8lJDKPZ7aXF4+W3721l1oQsYkKth+jh+V9YG9UV86vJyXz1qxO4fHx3mnDxgXcMtVgPzS8a041VvvJMbZIj/S5Mt/nNBNqzkE37izh9SBq3HJtuHr6PutK6gPOJDbbxvvNuHnQ+xQeuXzNE7QlY3/6A/ew5pndA9iQ4/xWa3R7Of2olz395gOrGVpx2RYjTzh/OHEhTq7khaMFJL5WPU5mZQNWEBQQR0mNC+cWx1gyYnMRweiaGc9fJfRiSEd2+/MpjskmLNhfmEcEO/nm+aUz263lbeHd9QcD5Ftc0s2RHKR/eMIH0GOtifmCadbMzMiuW52eNIifB+m5b3F6KqjvckACT+yRy7siMw5Zm+nfZbYqs+DD+dcFQHr1wGD39giIuhy0woDHgLLjyM/Pdz14EQeFd7FEIIYQQQogfjorrZzIZwtLNQ3vtRe99D508ElyR1kD/Js7uelTaBGzjfgeZJ3TcpZE82gQS/PllB+jSjdby6r14y3egEoegMo9DhaeiUsfT6bGNIwTUkXohmPGqz4WmbFF0T9TA2YBGb3zMPOhvrQPlAJsT1escVMdSQf7sQbQFU1RQNKrbFGtdSCKEJqOypqJierYvVqnjISTe2r7fJQB498yDQ18F7F477KjNr6GG3QwhSdaKCKuRsorIQA2+JrAnhPYGBk3axsb2RaWMaW/ifdRsNpPxcMYLcO5cSB5qrbO7zE+b3qfClavh7FfNf0Oiv5tzEEKInxDp2SCEOKzwIAdhQdaD9SCHDYWisqG1fdmcpmP4PdtRaOgzHcLNBeK9p/bj1EEp/PLxEpRfQaIRWTG8vtrKTggLsjM62/RkyK9s4PeN19HQUsbtjjdw4ubqJxfwUfSDxDQdhH6nw4zn4cb1sOSPULQJsiZCaCyqtZHHPadSrGMYZNvLBk8OdjwMt+3hgtQQ8iq6kx6bjZr5Vvuxq2qaKKqxeikMSIvinWvGoQCPx8Mp/eL4eJuXh9zncKfjdZTSvBl/PY+eMSzge7rx+J6c1D8Zr9b0TYmkK7FhLlbcdVx7Y+ZHluzhFy+v5WBFQ5fjI0OcBDvtvH3NOJ5dsZ9wl4PZEwNLMR3TK4E/njWQy55bTUOLh1HdYxmYFt3l/r4PDruNaYNS6J0cwR1zN1Ld2MpdJ/dt72nRLm24+RFCCCGEEOJHSjmC0E6/Wfs2h3kg3+LX2NndCG1d2mL6mKbQgC17Gt6EIbD2wcB9Rmej/XsbKDvE9gFAN1d1bgy9+Qm8jjBw16Pj+qP6X44a8xuTrVB7ECK7m9JAns4lV9uFpaEbyyA4DtvAK9sX69YGv0bKQGgiasTtKKXwelohYSiUrg/cV0gSqtcMlF+WtsqYDLF9wetGRaR3eQrKGYoafQ/a6wYUOu8zvNtfDjx+m8yR6Ihkk4Uw9Hp0/lKUzQnpkwP3GdMTep9vAiaeZlNyKqp75/19X2w26Hc2JA+BebOgvgSOux+CO9z/pQ4zP0II8TOltNZHCol/L2pqaoiKiqK6uprIyK4fzAkhfhx2FNVwx9xN1DW7+c20fkzuk8hlz61m6U6rGXQPVcC1I6M5+4wZ5iLMz21vbWTu2nwALh3bjd+fPoAlO0u47c2NaOAvZw/ixH4mQHHek1+xar/JegihiSBauMHxHlc4PrZ2eNE7kHM8AE2tHihYQ/CuD7j/82rmeKYCEKzcXKPe5lLnInbqDC5tuZMmgjh1cCr/d/6Q9ovllXvLuOLFNdQ3m5k895/en4tTC1nx0u9Z2pTDyJxUjt//IPa2mUPJg+AXpmZpbVMrN72+gV3FtcwcncHMMVlEBh+msZlPXbObDQereHNNHu9vLDzi2Pk3TqB/atQRx7QprW2mqLqJPikROO2SsCZEG7neEEL8GMjfIiF+OnR9sWmc7G5AZZ+KShiEd+tz4J+BAJA4DNVnJsoWOMnGu2suFPoyv5NHY+tzAbpyF3r7y+bhfK9zUYlDzNhNT1lNqQ9D9b8c5WuirL1udM1BKN8KeYuxeiwoOvVbAIgbgBpwOcpX0kjXHEBvfKI9wKGyT4PobPTGJ00z7OheULXL2j40EduoX5ltPc3obS9DXQEkj0RlTEIdrpxS23fpaYaaXHTxGlN26kifc8iNqOjsI45p329LnWn+HJZy9GWShPgfItcb4sdC/jILIY6oT3Ik718/IWDZUxeP4Onle3nwU3MxulensbA+mbN9gYY5X+zn6WX7yIgN4V8XDGPWePMgvq3Z8OTeiaz9ja95ltfDJ28+QUVZCcVV1uz3RoJpJJg6AntEeFwR2IEFW4uY8/qbvGz7HSgP2/Sv28c0aQenBa8lWtfzdOs0mgjiGNtGbtp+G82PxhJ89uOQMoirXlrbHmjoHhfGxWOz+P2fXuS5uhsAxdM74PmQkUzSvovjEZe3H+OeeVtYvMPUCP3LJ7v4yye7mNQ7gWkDU/jNe6ZZ2f2nD+CcESb9t6aplTMeXcG+0nrUYUq62hR4NQzNjKZnYkTXg7qQEBEU0KhaCCGEEEII8e9TYUmo4TcHLut7CTryC9j7rrXQ3dAeaNAFK9AHF0JQFKrvJabhs92F8pURUjG9UOPuM2O1xrv9Fag/BK1dZzj70za7CSWUb0dvmQPa3dUok4HRcV35FvTqP0Lfi1CRWejNc6xMiqBoVOZxeL/6vQk0gAk02JymjBSgUsZZR9g9D8p9GRq5n6JzP0VH9zRlona9CXihxxnY0sx9o/Y0o9c9bD7n4fpZKJsphRSeDofJkOhyM1c4uKQ0qxBC/FhJsEEI8W9zOWxcMSGbjzYXsbWwBrtNccbQVAByy+t5YP42tIaimib++ukO/n7ukMPu6+/Pv8b/7coAMshQJThtibR6Yda4LOauy+fJplPJVofoqw6ywDmZazNHAfDnT3ZwkncrTrsJFpxp+4KV3r5obIyKqcM56Q98/MEjhNEIaB5x/otI1QBlhfD+9dyT9Cg1TdYFuUdrDpY38Fx1YLmfzYN+xaSIzyGhLww+r335ruJaOlq6s5Tlu0vx+Pq/3fXO5vZgw+p9FewrrQfgcPlkfzhzIGnRIYzqHtvenFsIIYQQQgjxw1E2O6RNQJeug5pcQKESTeNf3VxtGh6jobkKve99bP1nHXZfesscKN/it3O7aTScMs5kT7jr/dY5UbF9zXb75x8m0IBpBN19Oux8rfO6xjL0jlfRcf2h1e/+xetBN9eYDAF/8YMhOAoVkohKGW0tb+giK7tqN1TvM+cPsPttdOp4k0Vek+sLNECXWRcAPc5EhcZDVDbKv++BEEKInzQJNggh/iPBTjtv/WIsX+0tJz0mlN7JZiZ+q0cHPExv9Ry5UtvSQuuhep5OZOFZTqL6HENiRDD5VY0s3ObmhtYbCXXZeXu2NbsmKsTJV95+tGo7TuXhHMfn9LMdoEQlMP68P3LLl07mu29G4aU3BwnGqmvqbWngrTX5Aefxq/FhRLx8EqfYJvGRdwwAdrwcN3oYpAbWCwWYNjCF7Yc6Bxy8Xuu1x6vxejU2m6J7QhhOu2r/Pi6fkEV6dAhzvthPQVUTJ/RN4twRGYHNlYUQQgghhBA/OGWzw+DroHK3yWBom4mvvQQ8TPceodEyQG1e4Pvu01BJw1FBUXg9TVCyziy3OWHI9e0lkHAcrtmxgt7ndy7z5M/TDIdWBS7LPA694ZHOe0ubgIrK6ryPhGG+QEsH2uv/xmRF2F2mr4RflgSpEyA0CfKXmr4NMb1RqWOlDJIQQvwPkr/sQoj/WKjLwfF9kwKW5SSGc93kHjy9bD/pMSHccmKvI+5jbM8UNq03KcS9nKVkD5yBPdiUTnronME8umQP9c1ufnFsj/YyTAAPzhjMPfNs3FX/EDf0LCcrZwAD6oogbTjFVXXM31QGgMbGTrrxhPtUrnZ8iBcb/yyfiNvjoS2lN4xGpiw+DZunkcdcm/hzawnvecbxoPNJ+ld5oS4ECtbAsEshKo3Pd5Xyf4v3AJAYEUSvpHBKa1uYPiiFHYdqmL+lCICp/ZOw+YIHCRFBnDcyg51FtZw8IIVZ47NQSnHZuO7Utbi/sd+DEEIIIYQQ4oej7C6I7x+4LDgGsk5B535qShNlTzvyTuL6waGv2nYIyaNMWSBA9ToPHRwDrQ2ojONQoQnWcXqfi971JjRVQ3Q2xPZFtdZBeLrpjXCkngitDeDtkBWx7yPQrZ3HNpaaoEf1fkgehS0kDl21B/Z/aNY7wyE8DZqrIWEQNFdZx47pY2UoOMMheSzU55neERmTUcqGTpsAnqZv7PcghBDip0saRAshvhda6/ZGzEfi9Wre+WobFeWlnHPscGKivn2vgsNp+tdYRhbcTC1hActPty0nRtXxvOfkTtusCfoF8aqm8856HAd7F5vXdifcuJFrPijiY19AAeD968czKD2a+mY3xz64lLI6k0Vx9THZ3H2KSX0+/ZEv2JhfDcBl47L43WmBNypCiO+eXG8IIX4M5G+REP/7vu29j9YaXbgC6osgYzK2kLijPrb36wehvuCo9wNAdG+o2mleKxuMvBtyP4XiNe1D1JAbUNE9TMPqVQ+YgANA6gRsvWaYc1r/L6jea5Ynj8HW5/zv5vyEEIcl1xvix0IyG4QQ34tvc7ENYLMpZoz/Dh68tzZByTaI7kawt5E5zge5pPVumjCNk8fE1HF+3RIiVCPT7au4qeU6CjCzhXqrPGLoXBKJ8CQo222997TCxlfpHn9q+6IQp53kKJOJUVTT1B5oANhSaIILtU2t7YEGgBV7yo7+8wohhBBCCCF+FL7tvY9SCuVronw0tNdteiIERQPezgOC4qC5/N/bqTMMmiv8DwKHvkKFJlqFopQDgmPM65Y6K9AAUJfv28xjBRrANJ4WQgjxsyHBBiHEj4rXqymrbyYuLOib+xc0VIC7CYKj4NmpULTJvD7uXkYt/SNLWn/HBz3vJz0uglO+uAjs1oX4p647uDnyH4xOsTEjaCf2LX5JXqlD4ZSHIC4H3r8Bqv1qq6aN4JfdeuGwKXIrGrhwVCaJESbY0C02lGGZ0aw7WIVScPrgNAAigp0MzYxm/cEqACb2tFKihRBCCCGEED9PWnvNQ3tnmOkLcaSxrQ3gaQFnGHrjI6aHgj0Isk8z2QfuJojrD2HJ5n1HQbGmBJIjGIq/tpaHJqN6nw+hCeg986Cx1FoX0Q3iB6C0RjeUoJJHoYJjffuLhOieplE0oJKGm//a7Gi/5cT0/k+/HiGEED9BUkZJCPGjUdvUygVPr2RLQQ29kyJ4/aoxxIS5uh685W1452rTdKz/mbD1XWvdqKvglAet94v/AMv+2vV+Rl0NEcnw2e/Ne2WH2YshbYh57/XC21dAyVbTs2HsdUf8DE2tHpbvLiMpMohB6dHty+ua3by7voDIYAenDU791rOfhBD/ObneEEL8GMjfIiFEV7SnGb3xcag5ACGJqCHXo4K6/huhyzajt74A2g3xg6Bsk7UyeTS2PhdYY3MXodt6LHSUMgZCU2Bv272TgiE3YIvONttqjd7ximlknTQCW7cTj/wZvG6o2AGucFRklt9nazEBDVsQJA2zGl0LIb43cr0hfiwks0EI8aPx/sZCthSYvgk7i2t5e10+sydmdz348wdNoAFg6zxMs2df7DSme+DY7sfA8odMKnBHq5+0Xif2g9MftQINhzbC3Muh9hB0nwR9T/vGzxDstHNiv6ROy8ODHFw8pts3bi+EEEIIIYT4GSjdZAINAI0lcGglZE3pcqjOXWgCDeALNNhoK5+kOvZ9iMmBA7au730OrbRehySi+lyAijL3Trr+kAloNFVAdA9U4tBv/AjK5oD4AZ2X212QOv4btxdCCPG/R4INQogfjdjQwCyG2MNlNQBEJEHpdvM6NBam/Q02z4XkQTD66sCx3SfCrE+gYA1kjDFZDPs/77zPkm2w6LcQkQqx3WHLXCjfY9btnA87P4b4nnD205Ay+Cg+qRBCCCGEEOJnzRkW+N4V1vU4AJffLGV7MPS+AErWmpJJGccHDFWRWTD0Jqjej47sBrkLoWJb5302lqD3z0e7oiAkAco2QkORWVexHb3qAXRIPKrvRQFZC0IIIcSRSBklIcSPyt8W7GTZrlLGZMdx59Q+2A7Xt6E6Hz65C5pr4bjfQPqIb3+QuhJ450rYt/Q/O8m04XDl4v9sWyHEf41cbwghfgzkb5EQ4nB07gJ02RaIzELlnHHYckO6uQa95x1orUdlTUVF9/j2x2itR29/peuAw7cRloJt5J3/2bZCiP8aud4QPxYSbBBC/DzVFsNjo6Gx8sjjbA7wugOXJQ+EX3zx/Z2bEOI7IdcbQogfA/lbJIT4oenWevTqP0Fr3TeMtMoztQtJwDb619/XqQkhviNyvSF+LKSMkhDi5ykiCWZ/Bjs+hKgMSBoAC+6B3Z+C8qtx6nVDRIrp+7DtAwiOgJMP02xaCCGEEEIIIX5klDMMht0MpRvRQZEQngH75/v6P/j1vsMLzgiI7QOlG8HuQvWc8QOeuRBCiJ8ayWwQQog2Xi9U7ANlh/evhdwvrXUz50LPE3+4cxNC/NvkekMI8WMgf4uEED9GWmtoLEVjg11vQtWu9nWq/yxUgvSoE+KnRK43xI9F1wUBhRDi58hmg/gciOsOA862ljuCIS7nhzsvIYQQQgghhPgOKaVQoYnYQuNRyX7975QdQpN+uBMTQgjxkyZllIQQoisjrgAUlGwzgYfY7j/0GQkhhBBCCCHEd04ljwLtRdfmoRIGo8KSf+hTEkII8RMlwQYhhOiKUjDyih/6LIQQQgghhBDie6dSxqBSxvzQpyGEEOInTsooCSGEEEIIIYQQQgghhBDiqEiwQQghhBBCCCGEEEIIIYQQR0WCDUIIIYQQQgghhBBCCCGEOCoSbBBCCCGEEEIIIYQQQgghxFGRYIMQQgghhBBCCCGEEEIIIY6KBBuEEEIIIYQQQgghhBBCCHFUJNgghBBCCCGEEEIIIYQQQoijIsEGIYQQQgghhBBCCCGEEEIcFQk2CCGEEEIIIYQQQgghhBDiqEiwQQghhBBCCCGEEEIIIYQQR0WCDUIIIYQQQgghhBBCCCGEOCoSbBBCCCGEEEIIIYQQQgghxFFx/BAH1VoDUFNT80McXgghhBA/A23XGW3XHUII8UOQex8hhBBCfN/k3kf8WPwgwYba2loAMjIyfojDCyGEEOJnpLa2lqioqB/6NIQQP1Ny7yOEEEKI/xa59xE/NKV/gJCX1+ulsLCQiIgIlFL/7cMLIYQQ4mdAa01tbS2pqanYbFI5Ugjxw5B7HyGEEEJ83+TeR/xY/CDBBiGEEEIIIYQQQgghhBBC/O+QUJcQQgghhBBCCCGEEEIIIY6KBBuEEEIIIYQQQgghhBBCCHFUJNgghBBCCCGEEEIIIYQQQoijIsEGIYQQQgghhBBCCCGEEEIcFQk2CCG+M5MmTeKXv/xlp+XPP/880dHRAPzud79DKcXUqVM7jXvwwQdRSjFp0qRO6/Lz83G5XAwYMKDLYyul2n+ioqIYP348ixcvbl+/bNkyTj31VFJTU1FKMW/evP/kIwohhBBCCCGE3PsIIYQQXZBggxDivy4lJYUlS5aQn58fsPzZZ58lMzOzy22ef/55zj33XGpqali1alWXY5577jkOHTrEihUriI+PZ/r06ezbtw+A+vp6Bg8ezKOPPvrdfhghhBBCCCGEOAy59xFCCPFzIsEGIcR/XWJiIlOmTOGFF15oX/bll19SVlbGtGnTOo3XWvPcc89x8cUXc+GFFzJnzpwu9xsdHU1ycjIDBgzg8ccfp7GxkYULFwJw8skn88ADD3DmmWd+Px9KCCGEEEIIITqQex8hhBA/JxJsEEL8IC6//HKef/759vfPPvssM2fOxOVydRq7ZMkSGhoaOOGEE7jooot4/fXXqa+vP+L+Q0JCAGhpaflOz1sIIYQQQggh/h1y7yOEEOLnQoINQogfxPTp06mpqWHZsmXU19fz5ptvcvnll3c5ds6cOZx//vnY7XYGDBhAdnY2b7311mH33dDQwD333IPdbufYY4/9vj6CEEIIIYQQQnwjufcRQgjxc+H4oU9ACPHz5HQ6ueiii3juuefYt28fvXr1YtCgQZ3GVVVV8c477/DFF1+0L7vooouYM2cOl112WcDYCy64ALvdTmNjIwkJCcyZM6fLfQohhBBCCCHEf4vc+wghhPi5kGCDEOI7ExkZSXV1daflVVVVREVFdVp++eWXM3r0aLZs2XLYmT2vvvoqTU1NjB49un2Z1hqv18uuXbvo1atX+/J//OMfnHDCCURFRZGQkPAdfCIhhBBCCCGE6EzufYQQQojOpIySEOI707t3b9atW9dp+bp16wIujNv079+f/v37s2XLFi688MIu9zlnzhxuvfVWNmzY0P6zceNGJk6cyLPPPhswNjk5mZycHLnYFkIIIYQQQnyv5N5HCCGE6EwyG4QQ35lrrrmGRx55hBtvvJHZs2cTFBTE/Pnzee211/jggw+63Gbx4sW0trYSHR3dad2GDRtYt24dr7zyCn369AlYd8EFF3DffffxwAMP4HB885+yuro69uzZ0/5+//79bNiwgdjYWDIzM/+9DyqEEEIIIYT4WZN7HyGEEKIzyWwQQnxnsrOzWbZsGTt27OCEE05g9OjRvPnmm7z11ltMnTq1y23CwsK6vNgGM7OnX79+nS62Ac4880xKSkr46KOPvtW5rVmzhqFDhzJ06FAAbrnlFoYOHcq999777T6cEEIIIYQQQvjIvY8QQgjRmdJa6x/6JIQQQgghhBBCCCGEEEII8dMlmQ1CCCGEEEIIIYQQQgghhDgqEmwQQgghhBBCCCGEEEIIIcRRkWCDEEIIIYQQQgghhBBCCCGOigQbhBBCCCGEEEIIIYQQQghxVCTYIIQQQgghhBBCCCGEEEKIoyLBBiGEEEIIIYQQQgghhBBCHBUJNgghhBBCCCGEEEIIIYQQ4qhIsEEIIYQQQgghhBBCCCGEEEdFgg1CCCGEEEIIIYQQQgghhDgqEmwQQgghhBBCCCGEEEIIIcRRkWCDEEIIIYQQQgghhBBCCCGOigQbhBBCCCGEEEIIIYQQQghxVP4ffOCEDpOj8bsAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize the split on UMAP\n", "sc.pl.umap(adata, color=[\"condition\", \"clusters\"], ncols=2, wspace=0.4,\n", " title=[\"Artificial condition split\", \"Cell clusters\"])" ] }, { "cell_type": "code", "execution_count": 6, "id": "cd_93301", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "high_velocity: 1848 cells\n", " Clusters: ['Alpha', 'Beta', 'Delta', 'Ductal', 'Epsilon', 'Ngn3 high EP', 'Ngn3 low EP', 'Pre-endocrine']\n", "\n", "low_velocity: 1848 cells\n", " Clusters: ['Alpha', 'Beta', 'Ductal', 'Epsilon', 'Ngn3 high EP', 'Ngn3 low EP', 'Pre-endocrine']\n" ] } ], "source": [ "# Confirm both conditions contain bifurcation + terminal fate cells\n", "for cond in [\"high_velocity\", \"low_velocity\"]:\n", " sub = adata[adata.obs[\"condition\"] == cond]\n", " clusters_present = sub.obs[\"clusters\"].unique().tolist()\n", " print(f\"\\n{cond}: {sub.n_obs} cells\")\n", " print(f\" Clusters: {sorted(clusters_present)}\")" ] }, { "cell_type": "markdown", "id": "md_08724", "metadata": {}, "source": [ "## 3. Initialize `PairScorer`\n", "\n", "`PairScorer` wraps `SingleScorer` and builds a **shared embedding**\n", "on pooled data from all conditions. This ensures that arm geometry is identical\n", "across conditions — a prerequisite for valid cross-condition comparison.\n", "\n", "Key parameters:\n", "- `condition_obs_key` — column in `adata.obs` with condition labels\n", "- All other parameters are identical to `SingleScorer`\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "cd_43053", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[scCS] PairScorer initialized.\n", " Conditions (2): ['high_velocity', 'low_velocity']\n", " Root: 'Pre-endocrine', Branches: ['Alpha', 'Beta', 'Delta', 'Epsilon']\n" ] } ], "source": [ "mscorer = scCS.PairScorer(\n", " adata,\n", " root=\"Pre-endocrine\",\n", " branches=[\"Alpha\", \"Beta\", \"Delta\", \"Epsilon\"],\n", " condition_obs_key=\"condition\", # our artificial split\n", " obs_key=\"clusters\",\n", " n_angle_bins=36,\n", " sector_method=\"centroid\",\n", ")" ] }, { "cell_type": "markdown", "id": "md_11839", "metadata": {}, "source": [ "## 4. Build the shared star embedding\n", "\n", "The embedding is built on **all cells pooled** across conditions.\n", "This guarantees that the arm directions are the same for both conditions.\n", "\n", "We then fix arm coverage using subset-local pseudotime.\n", "For multi-condition analysis, we use `scale_01=False` to preserve\n", "absolute pseudotime ordering across conditions.\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "cd_84730", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[scCS] Building SHARED embedding on pooled data (3696 cells, 2 conditions)...\n", "[scCS] Building star embedding: root='Pre-endocrine', k=4 fates, metric='pseudotime'\n", "[scCS] Subsetting: 1876 / 3696 cells kept\n", " (1820 cells from other populations excluded)\n", " Alpha: 481 cells (fate)\n", " Beta: 591 cells (fate)\n", " Delta: 70 cells (fate)\n", " Epsilon: 142 cells (fate)\n", " Pre-endocrine: 592 cells (progenitor)\n", "\n", "[scCS] Star embedding built → adata_sub.obsm[\"X_sccs\"] shape: (1876, 2)\n", " Arm angles: {'Alpha': 0.0, 'Beta': 90.0, 'Delta': 180.0, 'Epsilon': 270.0}\n", "[scCS] Star embedding stored in scorer.adata_sub.obsm['X_sccs']. (1876 cells)\n", "[scCS] Recomputing pseudotime on subset (1876 / 3696 cells)...\n", "[scCS] Used scanpy DPT (with diffmap) as pseudotime fallback.\n", "[scCS] Subset pseudotime scaled to [0, 1].\n", "[scCS] Subset pseudotime stored in adata_sub.obs['sccs_pseudotime']. Range: [0.000, 1.000]\n", "[scCS] Rebuilding star embedding with subset-local pseudotime...\n", "[scCS] Subsetting: 1876 / 3696 cells kept\n", " (1820 cells from other populations excluded)\n", " Alpha: 481 cells (fate)\n", " Beta: 591 cells (fate)\n", " Delta: 70 cells (fate)\n", " Epsilon: 142 cells (fate)\n", " Pre-endocrine: 592 cells (progenitor)\n", "\n", "[scCS] Star embedding built → adata_sub.obsm[\"X_sccs\"] shape: (1876, 2)\n", " Arm angles: {'Alpha': 0.0, 'Beta': 90.0, 'Delta': 180.0, 'Epsilon': 270.0}\n", "[scCS] Embedding rebuilt. Call fit() again to update the FateMap and velocity projection.\n", "Shared embedding built.\n", "Cells in embedding: 1876\n", "Condition distribution in embedding:\n", "condition\n", "high_velocity 1249\n", "low_velocity 627\n", "Name: count, dtype: int64\n" ] } ], "source": [ "# Build shared embedding on pooled data\n", "mscorer.build_embedding(\n", " ordering_metric=\"pseudotime\",\n", " arm_scale=10.0,\n", " jitter=0.3,\n", ")\n", "\n", "# Fix arm coverage — use scale_01=False for cross-condition comparability\n", "mscorer.refit_pseudotime(scale_01=True)\n", "\n", "print(\"Shared embedding built.\")\n", "print(f\"Cells in embedding: {mscorer.adata_sub.n_obs}\")\n", "print(\"Condition distribution in embedding:\")\n", "print(mscorer.adata_sub.obs[\"condition\"].value_counts())" ] }, { "cell_type": "markdown", "id": "md_58086", "metadata": {}, "source": [ "## 5. Fit the shared FateMap" ] }, { "cell_type": "code", "execution_count": 9, "id": "cd_86933", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[scCS] Root cluster 'Pre-endocrine': 592 cells, centroid=(-0.00, -0.00)\n", "[scCS] Fate 'Alpha': 481 cells, centroid=(3.51, -0.01)\n", "[scCS] Fate 'Beta': 591 cells, centroid=(0.03, 4.38)\n", "[scCS] Fate 'Delta': 70 cells, centroid=(-4.75, -0.05)\n", "[scCS] Fate 'Epsilon': 142 cells, centroid=(-0.02, -2.55)\n", "[scCS] FateMap built: k=4 fates\n", "[scCS] Projecting velocity via scVelo on full adata → slicing to subset...\n", "[scCS] Velocity projected. Shape: (1876, 2)\n", "FateMap (root='Pre-endocrine', k=4)\n", " Cluster key : 'clusters'\n", " Root cells : 592\n", " Root centroid: (-0.005, -0.003)\n", " Fate 0: 'Alpha' n_cells=481 centroid=(3.51, -0.01) arm_angle=0.0°\n", " Fate 1: 'Beta' n_cells=591 centroid=(0.03, 4.38) arm_angle=90.0°\n", " Fate 2: 'Delta' n_cells=70 centroid=(-4.75, -0.05) arm_angle=180.0°\n", " Fate 3: 'Epsilon' n_cells=142 centroid=(-0.02, -2.55) arm_angle=270.0°\n" ] }, { "data": { "text/plain": [ "PairScorer(root='Pre-endocrine', branches=['Alpha', 'Beta', 'Delta', 'Epsilon'], conditions=['high_velocity', 'low_velocity'], status='fitted')" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mscorer.fit()" ] }, { "cell_type": "markdown", "id": "md_04543", "metadata": {}, "source": [ "## Tier 1: Score each condition on the shared embedding\n", "\n", "`score_all_conditions()` computes commitment scores separately for each condition,\n", "using the shared embedding and FateMap. Each condition's cells are masked from\n", "the shared `adata_sub`.\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "cd_10748", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "[scCS] Scoring condition: 'high_velocity' (1249 cells)...\n", "[scCS] Computing bootstrap CI (n=200)...\n", "=== CommitmentScoreResult ===\n", " Fates (4): Alpha, Beta, Delta, Epsilon\n", " Dominant fate: Beta\n", "\n", " Entropy metrics:\n", " Population entropy: 0.6209 [aggregate velocity-mass balance]\n", " Mean cell entropy: 0.9361 [per-cell average, k-way]\n", " Per-fate cell entropy:\n", " Alpha: 0.8246\n", " Beta: 0.8608\n", " Delta: 0.7541\n", " Epsilon: 0.6399\n", " NN-smoothed entropy (k=15): mean=0.9547 [per-cell, stored in adata_sub.obs['cs_nn_entropy']]\n", "\n", " Commitment vector (normalized):\n", " Alpha: 0.1490\n", " Beta: 0.7267\n", " Delta: 0.0663\n", " Epsilon: 0.0580\n", "\n", " Pairwise nCS matrix:\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000000 0.539098 0.756585 1.443795\n", "Beta 1.854951 1.000000 1.403429 2.678169\n", "Delta 1.321728 0.712540 1.000000 1.908304\n", "Epsilon 0.692619 0.373389 0.524026 1.000000\n", "\n", " Bootstrap 95% CI on nCS (n=200):\n", " CI low:\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000 0.462 0.589 1.118\n", "Beta 1.616 1.000 1.175 2.170\n", "Delta 1.021 0.581 1.000 1.422\n", "Epsilon 0.528 0.293 0.401 1.000\n", " CI high:\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000 0.619 0.979 1.895\n", "Beta 2.163 1.000 1.722 3.416\n", "Delta 1.699 0.851 1.000 2.492\n", "Epsilon 0.894 0.461 0.703 1.000\n", "\n", "[scCS] Scoring condition: 'low_velocity' (627 cells)...\n", "[scCS] Computing bootstrap CI (n=200)...\n", "=== CommitmentScoreResult ===\n", " Fates (4): Alpha, Beta, Delta, Epsilon\n", " Dominant fate: Alpha\n", "\n", " Entropy metrics:\n", " Population entropy: 0.8152 [aggregate velocity-mass balance]\n", " Mean cell entropy: 0.9361 [per-cell average, k-way]\n", " Per-fate cell entropy:\n", " Alpha: 0.8246\n", " Beta: 0.8608\n", " Delta: 0.7541\n", " Epsilon: 0.6399\n", " NN-smoothed entropy (k=15): mean=0.9547 [per-cell, stored in adata_sub.obs['cs_nn_entropy']]\n", "\n", " Commitment vector (normalized):\n", " Alpha: 0.4481\n", " Beta: 0.3870\n", " Delta: 0.1087\n", " Epsilon: 0.0562\n", "\n", " Pairwise nCS matrix:\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000000 0.186620 0.0 0.730455\n", "Beta 5.358472 1.000000 0.0 3.914121\n", "Delta inf inf 1.0 inf\n", "Epsilon 1.369010 0.255485 0.0 1.000000\n", " (inf = fate arm has 0 cells in this subset; expected for progenitor-only subsets)\n", "\n", " Bootstrap 95% CI on nCS (n=200):\n", " CI low:\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000 0.150 0.0 0.530\n", "Beta 4.189 1.000 0.0 2.757\n", "Delta NaN NaN 1.0 NaN\n", "Epsilon 0.916 0.168 0.0 1.000\n", " CI high:\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000 0.239 0.0 1.092\n", "Beta 6.677 1.000 0.0 5.940\n", "Delta NaN NaN 1.0 NaN\n", "Epsilon 1.887 0.363 0.0 1.000\n" ] } ], "source": [ "# Score all conditions\n", "results = mscorer.score_all_conditions(\n", " cell_level=True,\n", " k_nn=15,\n", " n_bootstrap=200, # bootstrap CI per condition\n", " bootstrap_ci=0.95,\n", " verbose=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "id": "cd_87177", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== high_velocity ===\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000 0.539 0.757 1.444\n", "Beta 1.855 1.000 1.403 2.678\n", "Delta 1.322 0.713 1.000 1.908\n", "Epsilon 0.693 0.373 0.524 1.000\n", "\n", "=== low_velocity ===\n", " Alpha Beta Delta Epsilon\n", "Alpha 1.000 0.187 0.0 0.730\n", "Beta 5.358 1.000 0.0 3.914\n", "Delta inf inf 1.0 inf\n", "Epsilon 1.369 0.255 0.0 1.000\n" ] } ], "source": [ "# Compare nCS matrices side by side\n", "for cond, res in results.items():\n", " print(f\"\\n=== {cond} ===\")\n", " print(pd.DataFrame(\n", " res.pairwise_nCS,\n", " index=res.fate_names,\n", " columns=res.fate_names\n", " ).round(3))" ] }, { "cell_type": "code", "execution_count": 12, "id": "cd_81647", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Side-by-side star plots for each condition\n", "# figsize_per_panel controls the size of each individual panel\n", "fig = mscorer.plot_star_grid(\n", " results,\n", " figsize_per_panel=(7, 7),\n", ")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md_1uccwqmm", "metadata": {}, "source": [ "### Tier 1b: Per-condition rose plots\n", "\n", "`plot_rose_grid()` shows one polar rose plot per condition, all panels sharing the same\n", "radial scale for direct magnitude comparison across conditions.\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "cd_ki9nh54a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Per-condition rose plots (shared radial scale)\n", "fig = mscorer.plot_rose_grid(\n", " results,\n", " figsize_per_panel=(5, 5),\n", " title=\"Velocity mass per fate — by condition\",\n", ")\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "cd_18648", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Commitment vectors (fraction of velocity mass per fate):\n", "\n", " high_velocity:\n", " Alpha: 0.149\n", " Beta: 0.727\n", " Delta: 0.066\n", " Epsilon: 0.058\n", "\n", " low_velocity:\n", " Alpha: 0.448\n", " Beta: 0.387\n", " Delta: 0.109\n", " Epsilon: 0.056\n" ] } ], "source": [ "# Commitment vectors per condition\n", "print(\"Commitment vectors (fraction of velocity mass per fate):\")\n", "for cond, res in results.items():\n", " print(f\"\\n {cond}:\")\n", " for fate, cv in zip(res.fate_names, res.commitment_vector):\n", " print(f\" {fate}: {cv:.3f}\")" ] }, { "cell_type": "markdown", "id": "md_51070", "metadata": {}, "source": [ "## Tier 2: Statistical comparison\n", "\n", "### 2a. ΔCS with bootstrap confidence intervals\n", "\n", "`compute_delta_CS()` computes ΔnCS = nCS_A − nCS_B for each fate pair,\n", "with bootstrap CIs obtained by resampling cells within each condition.\n", "\n", "A CI that does not include 0 indicates a statistically meaningful difference.\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "cd_42369", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== ΔCS: 'high_velocity' − 'low_velocity' ===\n", " ΔnCS (point estimate):\n", " Alpha Beta Delta Epsilon\n", "Alpha 0.000 0.352 0.757 0.713\n", "Beta -3.504 0.000 1.403 -1.236\n", "Delta -inf -inf 0.000 -inf\n", "Epsilon -0.676 0.118 0.524 0.000\n", "\n", " 95% CI low:\n", " Alpha Beta Delta Epsilon\n", "Alpha 0.000 0.279 0.640 0.317\n", "Beta -4.659 0.000 1.210 -2.743\n", "Delta NaN NaN 0.000 NaN\n", "Epsilon -1.115 0.013 0.422 0.000\n", "\n", " 95% CI high:\n", " Alpha Beta Delta Epsilon\n", "Alpha 0.000 0.425 0.921 1.070\n", "Beta -2.506 0.000 1.667 -0.106\n", "Delta NaN NaN 0.000 NaN\n", "Epsilon -0.259 0.209 0.654 0.000\n" ] } ], "source": [ "# Compute ΔCS: high_velocity − low_velocity\n", "delta = mscorer.compute_delta_CS(\n", " condition_a=\"high_velocity\",\n", " condition_b=\"low_velocity\",\n", " n_bootstrap=500,\n", " ci=0.95,\n", " verbose=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "id": "cd_13515", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Visualize ΔCS as a heatmap\n", "import matplotlib.pyplot as plt\n", "import matplotlib.colors as mcolors\n", "\n", "fate_names = delta[\"fate_names\"]\n", "k = len(fate_names)\n", "delta_mat = delta[\"delta_nCS\"]\n", "ci_low = delta[\"ci_low\"]\n", "ci_high = delta[\"ci_high\"]\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(14, 4))\n", "\n", "for ax, mat, title in zip(\n", " axes,\n", " [delta_mat, ci_low, ci_high],\n", " [\"ΔnCS (point estimate)\", \"95% CI — lower bound\", \"95% CI — upper bound\"]\n", "):\n", " # Mask diagonal\n", " masked = np.where(np.eye(k, dtype=bool), np.nan, mat)\n", " vmax = np.nanmax(np.abs(masked))\n", " im = ax.imshow(masked, cmap=\"RdBu_r\", vmin=-vmax, vmax=vmax, aspect=\"auto\")\n", " ax.set_xticks(range(k)); ax.set_xticklabels(fate_names, rotation=45, ha=\"right\")\n", " ax.set_yticks(range(k)); ax.set_yticklabels(fate_names)\n", " ax.set_title(title)\n", " plt.colorbar(im, ax=ax, shrink=0.8)\n", "\n", "plt.suptitle(\"ΔnCS: high_velocity − low_velocity\", fontsize=13, y=1.02)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "id": "cd_11054", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fate pairs with significant ΔnCS (95% CI excludes 0):\n", " Alpha vs Beta: Δ=0.352 [0.279, 0.425] ↑\n", " Alpha vs Delta: Δ=0.757 [0.640, 0.921] ↑\n", " Alpha vs Epsilon: Δ=0.713 [0.317, 1.070] ↑\n", " Beta vs Delta: Δ=1.403 [1.210, 1.667] ↑\n", " Beta vs Epsilon: Δ=-1.236 [-2.743, -0.106] ↓\n" ] } ], "source": [ "# Identify fate pairs where CI excludes 0 (significant differences)\n", "print(\"Fate pairs with significant ΔnCS (95% CI excludes 0):\")\n", "for i, fi in enumerate(fate_names):\n", " for j, fj in enumerate(fate_names):\n", " if i >= j:\n", " continue\n", " lo, hi = ci_low[i, j], ci_high[i, j]\n", " if lo > 0 or hi < 0:\n", " direction = \"↑\" if delta_mat[i, j] > 0 else \"↓\"\n", " print(f\" {fi} vs {fj}: Δ={delta_mat[i,j]:.3f} [{lo:.3f}, {hi:.3f}] {direction}\")" ] }, { "cell_type": "markdown", "id": "md_35385", "metadata": {}, "source": [ "### 2b. Permutation test on per-cell fate affinities\n", "\n", "`compare_conditions()` tests whether per-cell fate affinity scores differ\n", "significantly between conditions.\n", "\n", "- **k=2 conditions**: permutation test (shuffle condition labels, recompute mean difference)\n", "- **k>2 conditions**: Kruskal-Wallis + pairwise Mann-Whitney U with Bonferroni correction\n" ] }, { "cell_type": "code", "execution_count": 18, "id": "cd_08500", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Condition comparison ===\n", " Test: auto | Significant results: 0 / 4\n", " No significant differences at pval_adj < 0.05.\n", "\n", "Statistical comparison results:\n", " fate comparison test statistic pval mean_A mean_B pval_adj significant\n", " Alpha high_velocity vs low_velocity kruskal-wallis 0.0 1.0 0.270815 0.270815 1.0 False\n", " Beta high_velocity vs low_velocity kruskal-wallis 0.0 1.0 0.312566 0.312566 1.0 False\n", " Delta high_velocity vs low_velocity kruskal-wallis 0.0 1.0 0.228806 0.228806 1.0 False\n", "Epsilon high_velocity vs low_velocity kruskal-wallis 0.0 1.0 0.187813 0.187813 1.0 False\n" ] } ], "source": [ "# Statistical comparison of per-cell fate affinities\n", "stats_df = mscorer.compare_conditions(\n", " results,\n", " test=\"auto\", # 'permutation' for k=2, 'kruskal' for k>2\n", " n_permutations=1000,\n", " pval_threshold=0.05,\n", " verbose=True,\n", ")\n", "\n", "print(\"\\nStatistical comparison results:\")\n", "print(stats_df.to_string(index=False))" ] }, { "cell_type": "code", "execution_count": 19, "id": "cd_65015", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Violin / box / strip plots of per-cell fate affinities\n", "fig = mscorer.plot_affinity_distributions(\n", " results,\n", " plot_type=\"violin\", # 'violin', 'box', or 'strip'\n", " figsize=(12, 5),\n", ")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 20, "id": "cd_92507", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Box plot version\n", "fig = mscorer.plot_affinity_distributions(\n", " results,\n", " plot_type=\"box\",\n", " figsize=(12, 5),\n", ")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "md_1vcqtudp", "metadata": {}, "source": [ "### 2c. Additional multi-condition visualizations\n", "\n", "Three new plots for comparing commitment across conditions:\n", "\n", "- **`plot_delta_cs_heatmap()`** — diverging heatmap of ΔnCS annotated with Δ ± CI\n", "- **`plot_compare_conditions_bar()`** — grouped bar chart of nCS per condition per fate pair\n", "- **`plot_commitment_vector_radar()`** — radar/spider chart of commitment vectors\n" ] }, { "cell_type": "code", "execution_count": 21, "id": "cd_c5d12v6b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ΔCS heatmap with CI annotation\n", "fig = mscorer.plot_delta_cs_heatmap(\n", " delta,\n", " title=\"ΔnCS: high_velocity − low_velocity\",\n", " figsize=(5, 4),\n", ")\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "cd_gcoqn351", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grouped bar chart: nCS per condition per fate pair\n", "fig = mscorer.plot_compare_conditions_bar(\n", " results,\n", " title=\"nCS by condition\",\n", " figsize=(10, 4),\n", ")\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 23, "id": "cd_982vcv2s", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Radar chart of commitment vectors (one polygon per condition)\n", "# Falls back to bar chart for k < 3\n", "fig = mscorer.plot_commitment_vector_radar(\n", " results,\n", " title=\"Commitment vectors by condition\",\n", " figsize=(6, 6),\n", ")\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "md_95624", "metadata": {}, "source": [ "## Tier 3: Trajectory-level analysis\n", "\n", "### 3a. Mixed linear model\n", "\n", "`fit_mixed_model()` fits a linear mixed model (via statsmodels MixedLM) for each\n", "fate arm:\n", "\n", "```\n", "affinity ~ condition (fixed effect)\n", " + (1 | sample) (random effect — accounts for replicate variation)\n", "```\n", "\n", "This is the most rigorous approach when you have biological replicates.\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "cd_42299", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Mixed-effects model results ===\n", " Significant effects: 0 / 4\n", "\n", "Mixed model results:\n", " fate condition reference coef std_err z_score pval ci_low ci_high pval_adj significant\n", " Alpha low_velocity high_velocity -3.254918e-19 0.002280 -1.427620e-16 1.0 -0.004469 0.004469 1.0 False\n", " Beta low_velocity high_velocity -1.775410e-18 0.003320 -5.346931e-16 1.0 -0.006508 0.006508 1.0 False\n", " Delta low_velocity high_velocity -1.220594e-18 0.002279 -5.354918e-16 1.0 -0.004468 0.004468 1.0 False\n", "Epsilon low_velocity high_velocity 3.030033e-16 0.003302 9.177422e-14 1.0 -0.006471 0.006471 1.0 False\n" ] } ], "source": [ "# Fit mixed model: condition fixed effect, sample random effect\n", "try:\n", " lmm_results = mscorer.fit_mixed_model(\n", " results,\n", " replicate_key=\"sample\", # replicate column\n", " verbose=True,\n", " )\n", "\n", " print(\"\\nMixed model results:\")\n", " print(lmm_results.to_string(index=False))\n", "except Exception as e:\n", " print(f\"Mixed model skipped (requires statsmodels): {e}\")" ] }, { "cell_type": "markdown", "id": "md_83085", "metadata": {}, "source": [ "### 3b. Trajectory shift analysis\n", "\n", "`trajectory_shift()` tests whether the **pseudotime distribution** along each fate arm\n", "differs between conditions using:\n", "- **Kolmogorov-Smirnov (KS) test** — detects any distributional difference\n", "- **Wasserstein distance** — quantifies the magnitude of the shift, with bootstrap CI\n", "\n", "A significant KS test + large Wasserstein distance indicates that cells in one condition\n", "are systematically further along (or earlier in) the differentiation trajectory.\n" ] }, { "cell_type": "code", "execution_count": 25, "id": "cd_36706", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Trajectory shift analysis ===\n", " Significant shifts: 3 / 3\n", " fate comparison ks_stat ks_pval_adj wasserstein delta_mean_pt\n", " Alpha high_velocity vs low_velocity 0.171245 0.005030 0.002727 -0.002664\n", " Beta high_velocity vs low_velocity 0.246261 0.034612 0.014225 0.012765\n", "Epsilon high_velocity vs low_velocity 0.481026 0.000210 0.003927 -0.003627\n", "\n", "Trajectory shift summary:\n", " fate comparison ks_stat ks_pval wasserstein wasserstein_ci_low wasserstein_ci_high significant\n", " Alpha high_velocity vs low_velocity 0.171245 0.001677 0.002727 0.001802 0.004006 True\n", " Beta high_velocity vs low_velocity 0.246261 0.011537 0.014225 0.012215 0.018473 True\n", "Epsilon high_velocity vs low_velocity 0.481026 0.000070 0.003927 0.002510 0.006638 True\n" ] } ], "source": [ "# Trajectory shift analysis\n", "# Returns a DataFrame with columns: fate, comparison, ks_stat, ks_pval,\n", "# wasserstein, wasserstein_ci_low, wasserstein_ci_high, mean_pt_A, mean_pt_B,\n", "# delta_mean_pt, significant\n", "try:\n", " shift_df = mscorer.trajectory_shift(\n", " results,\n", " n_bootstrap=500,\n", " verbose=True,\n", " )\n", "\n", " print(\"\\nTrajectory shift summary:\")\n", " print(shift_df[[\"fate\", \"comparison\", \"ks_stat\", \"ks_pval\",\n", " \"wasserstein\", \"wasserstein_ci_low\", \"wasserstein_ci_high\",\n", " \"significant\"]].to_string(index=False))\n", "except Exception as e:\n", " print(f\"Trajectory shift skipped: {e}\")\n", " shift_df = None" ] }, { "cell_type": "code", "execution_count": 26, "id": "cd_85994", "metadata": {}, "outputs": [ { "data": { "image/png": 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mzWncuHFguVq1anTp0oWvv/46kBqmT58+uN1uli9fHthu6dKleL3e037nfPrppzRo0CDfSFI48Z1Z3O/FK6+8kpiYmMByq1atAAL9+c/2x+JYuXIlTZs2DbQB/COor7nmGvbs2cPvv/8etH2/fv2C8tie3HYRERH5c5TiQERE5CyqXLlygQ9r2bJlC1OnTuXbb78NBDByFZYLFOCPP/4gNTWVdu3aFbj+yJEjAOzcuROACy+88IzavWfPHmrVqoXNFvzbbr169QDYu3dvUHlBQUubzUavXr149913Aw9HW7JkCSEhIfTo0eOUx7/++utZtmwZI0aMoHLlynTo0IErrriCiy++ON+21apVC1rODQSlpKSc/kRLUa1atfKV1a5dm2XLlgH+YNv999/P008/TYcOHWjWrBmXXnopffv2JTY2FoAdO3YA5Lt1OldkZGSx27Vnzx5iY2Pz3d5ep06doOXc9/jkcvD3g6+//pqMjAzCw8OL3QbI/77lBqiqVq2arzxvALuon4GC5J5TQe9NnTp1+N///nfKNt9///2MGTOGSy+9lEaNGnHJJZfQt29fLrjgglPul1dxUlLExcXlu761a9cG/O9jYmJikesqjjN57wv7HCYnJxMZGcmVV17JBx98wNixY3n22Wdp164d3bp1o0ePHvm+ZwpS2OcpMzOTo0ePEhsbS7169WjSpAlLlizh6quvBvzpDRITEwvcP6+dO3dy+eWXn3Kb4n4vntyXc4O1ud9Nf7Y/FsfevXtp1qxZvvK6desG1sfHxwfKz9XvVRERkb8KBWhFRETOooJGyqWkpDB48GAiIyMZNWoUNWvWJCQkhF9++YVnnnnmlKPLTNOkYsWKPPPMMwWuP13ez9JS2IjAvn37MnPmzMBDcD7++GMuvfTSoNFiBalYsSIffvghX3/9NV999RVfffUVCxcupG/fvjz99NNB2xYW3LFOerDUuWjo0KF07tyZFStW8PXXX/P888/z2muv8dZbb3HRRRcFzmHy5MmBoG1eeXP7FubkB8+dKwp7304XrCvLz8CVV15Jq1at+Oyzz1i1ahUzZ87k9ddfZ9q0aVxyySVFqqOoo2eLqrAR8WcySvXPON3nMDQ0lLlz57JmzRq+/PJL/vvf/7J06VLmzZvHG2+8UaS+XBR9+/blySefZP/+/bjdbtavX8+4ceNKpO7iKuyczofvpvP5e1VEROR8oACtiIhIGVu7di3Hjx/nxRdfpHXr1oHyk5/CXpCaNWuyevVqWrRoccpAT82aNQH/SN1TjRwrLLhTvXp1fv31V0zTDPpDPTf9wsmjqwoTHx/PRRddxJIlS6hSpQp79+5l7NixRdrX5XLRuXNnOnfujGmaPPbYY8ybN4877rjjtKPhzlRR0j8UVUFPPN+xYwfVq1cPKqtZsyY333wzN998Mzt27KBv37688cYbPPPMM4GRmRUrVqR9+/anPF5MTEyBtx+fPKqvevXqfPvtt6SnpweNot2+fXvQdrnv8cnl4O8H5cuXD4ygLMnrdjpF/QwUJPecCnpvCjrPgsTFxTFo0CAGDRrEkSNH+Mc//sH06dMDAdqSvBYHDx7MN1I1d1R1bj/KHdl48sj7glJ8FLVtxXnvi8Nms9GuXTvatWvHQw89xPTp05kyZQpr1qw5bf8u7PMUFhYWFJS/8soreeqpp/j444/JysrC6XRyxRVXnLZtNWvWZMuWLafcpqS+F3P92f5YnL5WrVq1Qt/PvG0RERGRs0M5aEVERMpY7h/2eUciud1u3nnnndPue8UVV+Dz+Xj55ZfzrfN6vYHbTzt27EhERASvvvoq2dnZQdvlPW5YWFiBKRUuvvhiDh06xNKlS4PqnzNnDuHh4UGB5dPp06cPq1at4q233qJcuXIFpik42bFjx4KWbTYbCQkJgP9alZawsDCg4Nt4Dx48yNatW/F4PEWqa8WKFUG5Sjdu3MiGDRsC55+ZmZnvvalZsyYRERGBc+zUqRORkZG8+uqrBR736NGjgfkLLriAbdu2BZVt3ryZH3/8MWifiy++GK/Xy7vvvhso8/l8vP3220HbxcXF0bBhQz788MOg6/Hbb7+xatWqoBGjudftVOk5SkpRPwMFyT2nRYsWBbV11apV+XJwnszn8+U7v4oVKxIXFxfUJwv7TJ0Jr9fLvHnzAstut5t58+ZRoUIFGjVqBJz4MSZv/lOfz8f777+fr76itq04731RHT9+PF9Zw4YNgaJ9ptetWxeUd3ffvn18/vnndOjQIWikaoUKFejUqROLFy9myZIldOzYsUijqi+//HI2b97MZ599lm9d7ndmSX4vwp/rj1C8z90ll1zCxo0bWbduXaAsIyOD999/n+rVq5d4zlsRERE5NY2gFRERKWPNmzcnJiaGMWPGMGTIEAzD4KOPPirSraNt2rThmmuu4dVXX2XTpk106NABp9PJjh07WL58Of/617/o0aMHkZGRPPTQQ4wdO5YBAwbQs2dPoqOj2bx5M1lZWYE0AY0aNWLp0qVMmjSJJk2aEB4eTufOnbnmmmuYN28eY8aM4ZdffqF69er85z//4ccff+Thhx8uVu7Tnj178u9//5vPPvuM6667DqfTedp9xo4dS3JyMm3btqVy5crs3buXt99+m4YNGwbyPZaG3KDXhAkT6NixI3a7nauuugqA5557jkWLFvH5558XKY9ozZo1ue6667juuutwu93Mnj2bcuXKMXz4cMA/+m/o0KH06NGD+vXrY7fbWbFiBYcPHw4cMzIykscee4wHH3yQfv36ceWVV1KhQgX27t3LypUradGiReD27QEDBjBr1iyGDRvGgAEDOHLkCO+99x7169cnPT090K7OnTvTokULnn32Wfbs2UP9+vX59NNPCwzyPPjgg4wYMYJrrrmGAQMGkJWVxdtvv01UVBR33XVXvus2ZcoUrrzySpxOJ5dddtkZ56c9laJ+Bgpz3333ceutt3L99dfTv39/jh8/zttvv82FF15IRkZGofulp6dzySWX0L17dxo0aEB4eDjffPMNP/30E2PGjAlsV9hn6kzExcXx+uuvs2fPHmrXrs3SpUvZtGkT48ePD3yOLrzwQhITE3nuuedITk4mJiYm8GCskxWnbUV974vqpZde4vvvv+eSSy6hevXqHDlyhHfeeYcqVarQsmXL0+4fHx/PsGHDGDJkCC6XK/ADw8iRI/Nt27dvX0aNGgXA3XffXaT2DRs2jP/85z/cfffd9O/fn0aNGpGcnMwXX3zB448/ToMGDUr0ezHXmfZHKN7n7pZbbuGTTz5hxIgRDBkyhJiYGD788EN2797NtGnTipQHWEREREqOArQiIiJlrHz58kyfPp2nn36aqVOnEh0dTe/evWnXrh3Dhg077f5PPPEEjRs35r333mPKlCnY7XaqV69O7969adGiRWC7q6++mooVK/Laa6/x8ssv43A4qFu3LkOHDg1sc/3117Np0yYWLlzIrFmzqF69Op07dyY0NJQ5c+bwzDPPsGjRItLS0qhTpw6TJk2iX79+xTrfSpUq0aFDB1auXEmfPn2KtE/v3r15//33eeedd0hJSSE2NpYrrriCkSNHlmog4fLLL2fIkCF88sknLF68GMuyAsHS4urbty82m4233nqLI0eO0LRpUx555BHi4uIAqFKlCldddRWrV69m8eLF2O126taty9SpU+nevXugnl69ehEXF8drr73GzJkzcbvdVK5cmVatWgW9F/Xq1ePpp5/mhRdeYNKkSdSvX5/Jkyfz8ccfs3bt2sB2NpuNV155hYkTJ7J48WIMw6Bz586MGTOGvn37Bp1D+/btmTFjBi+88AIvvPACDoeD1q1b88ADDwQ9GKtp06bcfffdvPfee/z3v//FNE0+//zzUgnQQtE/AwW5+OKLef7555k6dSrPPvssNWvWZNKkSXz++edB1+lkoaGhXHfddaxatYpPP/0Uy7KoWbMmjz76KNdff31gu8I+U2ciJiaGp556igkTJvD+++9TqVIlxo0bx8CBA4O2e+aZZxg3bhyvvfYa0dHRDBgwgKSkJG666aag7YrTtqK+90XVuXNn9uzZw4IFCzh27Bjly5enTZs2jBw58rQ5qQFat25NYmIiL730Env37qV+/fpMmjSJBg0a5Nv2sssuIyYmBtM06dKlS5HaFxERwdy5c5k2bRqfffYZixYtomLFirRr147KlSsDlOj3Yq4z7Y9QvM9dpUqVeO+99/j3v//N22+/TXZ2NgkJCUyfPp1LL730jNouIiIiZ86wlNldRETkvPHAAw+wfv36Am+7PZ/ceeed/Pbbb+f9eRTF7t276dKlCw8++GCRAu4iUrK8Xi+dOnXisssuY+LEiWXdHBEREZF8dO+KiIjIeeTQoUOUL1++rJvxpxw8eLBYo2dFRP6MFStWcPTo0XwjwkVERETOFUpxICIich7YvHkzK1as4Pvvvz9vR2Hu2rWLH3/8kfnz5+NwOLjmmmvKukki8he2YcMGfv31V15++WUuuugi2rRpU9ZNEhERESmQArQiIiLngc8++4y3336bK6+8kltuuaWsm3NGvvvuOx566CGqVavGU089RWxsbFk3SUT+wt59910WL15MgwYNeOqpp8q6OSIiIiKFUg5aERERERERERERkTKiHLQiIiIiIiIiIiIiZUQBWhEREREREREREZEyogCtiIiIiIiIiIiISBlRgFZERERERERERESkjChAKyIiIiIiIiIiIlJGFKAVERERERERERERKSMK0IqIiIiIiIiIiIiUEQVoRURERERERERERMqIArQiIiIiIiIiIiIiZUQBWhEREREREREREZEyogCtiIiIiIiIiIiISBlRgFZERERERERERESkjChAKyIiIiIiIiIiIlJGFKAVERERERERERERKSMK0IqIiIiIiIiIiIiUEQVoRURERERERERERMqIArQiIiIiIiIiIiIiZUQBWhEREREREREREZEyogCtiIiIiIiIiIiISBlRgFZERERERERERESkjChAKyIiIiIiIiIiIlJGFKAVERERERERERERKSMK0IqIiIiIiIiIiIiUEQVoRURERERERERERMqIArQiIiIiIiIiIiIiZUQBWhEREREREREREZEyogCtiIiIiIiIiIiISBlRgFZERERERERERESkjChAKyIiIiIiIiIiIlJGFKAVERERERERERERKSMK0IqIiIiIiIiIiIiUEQVoRURERERERERERMqIArQiIiIiIiIiIiIiZUQBWhEREREREREREZEyogCtiIiIiIiIiIiISBlRgFZERERERERERESkjChAKyIiIiIiIiIiIlJGFKAVERERERERERERKSMK0IqIiIiIiIiIiIiUEQVoRURERM6iNWvWkJCQQEpKSpH3mTZtGn369CnFVomIiIiISFlRgFZERESkhK1bt46GDRtyyy23lHVTzgnPPPMMPXr0CCrbunUrCQkJjBkzJqh84cKFNG7cmKysrDM61po1a/jHP/5B48aN6datGwsXLjztPps3b+b666+nSZMmXHLJJbz++uv5tlm2bBk9evSgSZMm9OrVi5UrVwatnzZtGj169CAxMZHWrVszdOhQNmzYUOy2nxy8P3DgAL169WLQoEGkpqYC8P7779O7d2+aN29Oq1at6Nu3L6+++mqxjlUS5s6dS+fOnWnSpAlXX301GzduPO0+p7uOlmXx/PPP07FjR5o2bcrQoUPZsWNH0DadO3cmISEh6PXaa6+d9ti7d+/O199EREREzgUK0IqIiIiUsPnz5zN48GC+++47Dhw4UNbNKXNJSUls376dQ4cOBcrWrFlD1apVWbt2bdC2a9asITExkdDQ0GIfZ9euXdx6660kJSXx0UcfceONNzJ27Fj++9//FrpPWloaw4YNo1q1aixcuJAHH3yQF198kXnz5gW2+fHHH/nnP//JgAED+PDDD+nSpQt33nknv/32W2Cb2rVrM27cOJYsWcI777xD9erVufnmmzl69GixzyPXzp07uf7666lWrRozZ84kKiqK+fPnM3HiRIYMGcKHH37Iu+++y/Dhw8nIyDjj45yJpUuXMmnSJO68804WLVpEgwYNGDZsGEeOHCl0n6Jcx9dff505c+bw2GOP8f777xMWFsawYcPIzs4OqmvUqFF8/fXXgdfgwYMLPe7ixYvZuXNnYNmyLObOnUtycvKfuAIiIiIiJUcBWhEREZESlJ6eztKlS7nuuuu49NJLWbRo0Sm3X7hwIa1atWLFihVcfvnlNGnShGHDhrFv375823744Yd07tyZli1bcu+995KWlhZY99VXX3HdddfRqlUrkpKSuPXWW4OCUmWpZcuWOJ3OoGDs2rVruf766zl+/Di7d+8OKk9KSjqj47z33nvUqFGDMWPGUK9ePQYPHkz37t2ZNWtWofssXrwYj8fDxIkTufDCC7nqqqsYMmQIb775ZmCb2bNn06lTJ4YPH069evW45557uOiii3j77bcD2/Tq1Yv27dtzwQUXcOGFF/LQQw+RlpbGr7/+ekbnkjuqNzExkZdeeikQsP7iiy+44ooruPrqq6lVqxYXXnghPXv25N577y20rtyRuV9++SW9evWiSZMmDBw4MCgwWlxvvvkmAwcOpH///tSvX5/HH3+c0NBQFixYUOg+p7uOlmUxe/Zsbr/9drp27UqDBg2YPHkyBw8eZMWKFUF1RUREEBsbG3iFh4cXetwaNWowevRo3nvvPfbv38/w4cM5cOAALpfrjM9fREREpCQpQCsiIiJSgpYtW0bdunWpW7cuvXv3ZsGCBViWdcp9srKyeOWVV3j66ad59913SUlJyRdw27lzJ59//jnTp0/n1Vdf5bvvvgu6FT8zM5ObbrqJBQsWMGvWLAzD4M4778Q0zVI5z+IIDw+ncePGrFmzJlC2du1a2rVrR4sWLQLlu3btYu/evUEB2quuuormzZsX+ho+fHhg2/Xr19OuXbugY3fs2JH169cX2rb169fTqlWroGBdx44d2b59e2CEZXHrdbvdzJs3j6ioKBISEk59cQqwbt06hgwZwuWXX84zzzyDw+EIrKtUqRLr169nz549xa538uTJjBkzhvnz51OhQgVuu+02PB4PAHv37j3ldW7evDnTp08PnN8vv/xC+/btA3XbbDbat2/PunXrCj3+6a7j7t27OXToUFC9UVFRNGvWLF+9r7/+OklJSfTt25cZM2bg9XoLPW6LFi2YPXs269evZ+3atdxwww3cd999hIWFFe3CiYiIiJQyx+k3EREREZGimj9/Pr179wagU6dOpKamnnZUqMfjYdy4cTRr1gyAp556iiuvvJKNGzfStGlTwD+6cNKkSURGRgLQu3dvVq9eHQjkdu/ePajOiRMn0q5dO37//Xfi4+NL/DyLKykpieXLlwPw+++/k52dzUUXXUTr1q1Zu3Yt/fv3Z82aNYSEhJCYmBjY77XXXjtl8C1vKoTDhw9TqVKloPWVKlUiLS2NrKysAtMmHD58mBo1auTbJ3ddTExMgfVWrFiRw4cPB5X93//9H/fddx+ZmZnExsbyxhtvUKFChVNclYLdeeedXHnllYwbNy7furvuuouRI0fSuXNnateuTfPmzbn44ovp0aMHNtupx17cdddddOjQAfD3sUsuuYTPPvuMK6+8kri4OD788MNT7h8TEwPAsWPH8Pl8VKxYMWh9xYoV2bZtW6H7n+465qbAKKjevNd6yJAhXHTRRcTExLBu3Tqee+45Dh06xEMPPVTgcTds2MDkyZNp3rw5DocjEKy97bbbCAkJOeU5i4iIiJwNCtCKiIiIlJBt27bx008/8dJLLwHgcDi48sormT9//ikDtA6HgyZNmgSW69WrR3R0NFu3bg0EaKtXrx4IzgLExcUF5fvcsWMHL7zwAhs2bODYsWOBUbv79u0rcoC2efPmRT9Z4NZbb+W2224r0rZJSUlMnz6dgwcPsmbNGlq2bIndbqd169a89957gH9UbfPmzYNGs1avXr1YbSpLSUlJfPjhhxw7doz333+fe+65hw8++CBfwPF0unTpwmeffcb3339Pq1atgtbFxcUxb948fvvtN7777jvWrVsXGBU7Y8aMUwZp8wa+y5UrR506dQIBVYfDQa1atYrVzrJy0003BeYbNGiA0+nk0Ucf5Z///GeBaQt27NjBpEmTsNlsvPjii0yaNIl33nmHzMxMBWhFRETknKAArYiIiEgJmT9/Pl6vl06dOgXKLMvC5XIxbtw4oqKizrjuvLe5560712233Ub16tWZMGECcXFxmKZJz549A7ewF8XpRlCeLHdEZVG0aNECp9PJmjVrWLNmDa1btwagSZMmHDt2jF27drF27VquueaaoP2uuuoq9u7dW2i9LVu2ZMaMGYB/5OvJo1oPHz5MZGRkoQ8dK2yf3HWFbXPkyJF8o0HDw8OpVasWtWrVIjExkcsvv5z58+dz6623Ftr+gjzxxBP8+9//ZsSIEbz22muBa5VXfHw88fHxDBo0iO+//55Bgwaxdu1a2rZtW6xj5dq7dy9XXXXVKbfJDciXL18eu92e74FgBV2TvE53HWNjYwNlcXFxQds0aNCg0HqbNWuG1+tl9+7d1K1bN9/6Pn36AARyHRuGwaBBg051qiIiIiJnlQK0IiIiIiXA6/Xy0UcfMWbMmMBt5LnuvPNOPv74Y6677rpC9/35558Do2W3bdtGSkoK9erVK9Kxjx07xvbt25kwYUJgxOX3339f7HMozRGUoaGhNGvWjLVr1/Ldd98Fcsc6nU6aNWvG/Pnz2bdvX76RxsVJcZCYmMhXX30VtP6bb74JGjl6ssTERKZOnYrH48HpdAb2qVOnTiAAnZiYyLfffsvQoUOLXC+AaZq43e5TblMQwzAYP348NpuNW265hVdffZU2bdoUun39+vUBfx7iU1m/fj3VqlUDIDk5mR07dgQCmsVJceByuWjUqBGrV6+ma9eugP9cV69ezeDBgwvd/3TXsUaNGsTGxrJ69WoaNmwIQFpaGhs2bCj0swOwadMmbDbbaUcq16hRg6eeeuqU24iIiIiUBQVoRURERErAl19+SXJyMgMGDMg3UjZ3JGVhQSan08n48eMZO3Ysdrud8ePHk5iYGAjYnk5MTAzlypVj3rx5xMbGsnfvXp599tk/fU4lLSkpiVmzZgFw0UUXBcpbt27NG2+8QXh4eFCqByheioNrr72WuXPnMnnyZPr378+3337LsmXLePXVVwPbvP3223z22We89dZbAPTq1YuXXnqJf/3rX4wYMYItW7Ywe/bsoHymN9xwA0OGDOGNN97gkksuYenSpfz888888cQTAGRkZDB9+nQ6d+5MbGwsx44dY+7cuRw4cIAePXoU+zqBP0j7+OOPBwVpk5KSePTRR4mLi6Nt27ZUqVKFQ4cO8corr1ChQoXTBoxffvllypcvT8WKFZkyZQrly5cPBFiLm+LgpptuYvTo0TRu3JimTZvy1ltvkZmZSb9+/QLbPPjgg1SuXJl//vOfwOmvo2EY3HDDDbzyyivUqlWLGjVq8PzzzxMXFxdo57p169iwYQNt27YlIiKCdevWMWnSJHr37l2sEd0iIiIi5xIFaEVERERKwPz582nfvn2BaQy6d+/OjBkz2Lx5c4H7hoaGMmLECP75z39y4MABWrVqxZNPPlnkY9tsNqZMmcKECRPo2bMnderUYezYsQwZMuSMz6c0JCUl8dJLL9GpU6eglA1t2rRh2rRpdOzYMTCK9UxccMEFvPrqq0yaNInZs2dTpUoVJkyYEJRyIjedQq6oqChmzpzJE088Qb9+/Shfvjx33HFHUKqFFi1a8MwzzzB16lSee+45ateuzUsvvRTI7Wu329m2bRuLFi3i2LFjlCtXjiZNmjB37lwuvPDCMz4fwzB49NFHsdls3HrrrUyfPp327duzYMEC3n33XY4fP0758uVp3rw5s2bNonz58qes75///CdPPvkkO3bsoGHDhrzyyisF5mwtiiuvvJKjR4/ywgsvcOjQIRo2bMiMGTOCUhzs27cvKCfu6a4jwIgRI8jMzGTcuHGkpKQEUljk5op1uVwsXbqUF198EbfbTY0aNRg6dGhQXloRERGR841h5U1eJiIiIiJn1cKFC5k4ceIZpSQQKYo1a9Zwww038N133xEdHV3WzRERERGRkxT+mFcRERERERERERERKVUK0IqIiIiIiIiIiIiUEaU4EBERERERERERESkjGkErIiIiIiIiIiIiUkYcp9/kr8+yLCxvRonXazjCMQyjxOsVERERERERERGRv4a/RYB28ODBALz99tsFrre8GRyYG1nix608KA3DGVHi9YqIiIiIiIiIiMhfw98iQLtv376yboKIiIiIiIiIiIhIPsUO0A4cOJAhQ4bQo0cPnE5nabSpTEW3fQXDHnLG+1u+bFK+vb1I2+7evZtRo0axcOHCoPIRI0Ywbdo0QkNDC903KSmJNWvWnHE7i9um0zlw4ACTJ0/m2WefZdOmTRw5coSOHTuWePtERERERETkr820LFLdFqlukxS3SabXCrwyvCYeE7ymhTdnalpgM/wvu2FgNyDEYRDuMAh1GIQ7bES6DMqH2CgXYifUoVSEInJuKXaAdtSoUbzzzjtMnjyZ/v37c91111G5cuXSaFuZMOwhGPbCA6Nnw+uvv16mxz8TlStX5tlnnwVg06ZNbNmyRQFaERERERERCbAsi3SPxeFMH0eyTA5n+jiaZXIs2+RYln8+OdskzWNhlWI7whwGFUJtVAm3UyXC/6oa4eCCKAflQvQsdRE5+4odoO3YsSMdO3Zk7969vPfee/Tv358WLVpw44030rJly9Jo41+a1+tl9OjRbNy4kYSEBKZMmUKXLl1YsmQJERERTJ06lWXLllG5cmVcLheDBg3isssuA+Dpp5/m66+/pkKFCrzyyiuEh4fnq3/lypV88sknTJ48GYAPP/yQn3/+mbFjx/Lhhx8yZ84cPB4P7dq146GHHgraNysri0ceeYTNmzcTEhLC+PHjadiwIWlpaTz++ONs3rwZwzAYN24cVapUYdSoUXzwwQe88MILZGdn880333DfffcxadIkPvjgA6KiokhLS6NPnz785z//weH4W2TYEBERERER+dvI8pocyDA5mOHjQIaPgxk+DmXmTk2yfUUPvYba/SNgQ+zgshm47AZOm4HTBrackbI2GxiAZYEFmJb/5TEt3D4Lt2nh9kGm1yTd6x91m+m12JPmY0+aL98xy4fYqB3toHa0g3rlnCSUdxKtoK2IlLIzjpClpKRw+PBhbDYbcXFxjB8/nhYtWjBu3LiSbN9f3rZt23juueeoV68eN9xwAz/88ENg3caNG/n6669ZsmQJqampXHHFFQwaNAiA48eP06lTJ0aPHs2DDz7Ip59+St++ffPV3759ex5//HHcbjcul4vly5czYsQItm7dyhdffMG8efNwOBw8+OCDfPnll9SvXz+w79y5c4mIiGDJkiWsX7+e0aNHs3jxYl5++WWqVavGv//9b0zTJD09neTkZADsdjujRo1iy5YtjB49GoD169ezbNkyBg4cyH/+8x+6deum4KyIiIiIiMh5yMpJP7A/w8eBdB/7M7wcyJk/kOEj2X36AGyYwyDKaRDpshHltBHhNHJeNiIcBmE5qQlsRsmmIrAsC7cJGR6TVI/F8Wwz3+tYtsmxQ27WHXIH9qsWYadBBScNKzhpUslF+VB7ibZLRKTYUbJPPvmEOXPmkJ6ezpAhQxg3bhyhoaH4fD66det23gdoLV/2Wd2/Tp06gaBow4YN2b17d2Ddjz/+SLdu3XC5XFSsWJGkpKTAuvDwcNq3bw9Ao0aN2LNnT4H1O51OkpKSWLVqFa1bt+b333+nRYsWzJ07l/Xr19O/f3/AP1q2UaNGQQHaH374geHDhwOQmJhIdnY2qamprF69mldeeQUAm81GVFRUIEBbkH79+jF69GgGDhzIRx99xMMPP1ysayQiIiIiIiJnj2lZHM0y2Z8TdD2Q4Quaz/SeOggbajeIdhnEhNiIduV9GUS5bDhsZZMD1jD8o3FD7HbKh0LNqOD1bp/FkSz/SN9DGT72ZfjTLuxN97E33ccXu7IAqBnloFmsi8RYFw0qOMvsfETkr6PYAdolS5YwatSoQHAwl91uZ+zYsSXWsLJS1Ad8lZS8D1qz2+2Yplmk/VwuV5H369GjB0uXLiU1NZVLL70UwzAwTZOBAwdy1113BW2bN0BcUi644ALsdjurV68mLS2NBg0alPgxREREREREpOiyfRYHc1IQ7M+Z5o6CPZjpw3uaP00jnf4AbIzLRrkQW2A+xmUj5Dx9CJfLblA1wkHViBNlWV6Lvele9qX72J3m5UCGyc5ULztTvSzZlkG4w6B5nIs2VUJIjHUR6lA6BBEpvmIHaLt27ZovODt//nwGDBhA586dS6xhAs2bN+fJJ5/k5ptvJjU1lbVr19KvX79i19O+fXueeOIJjh49ym233QZAu3btuPvuuxk0aBDly5fnyJEj+HzB+XdatmzJxx9/TIsWLdi4cSOhoaFERUXRrl073n33Xe69995AioO8IiIi8pX169ePBx54IDAiV0REREREREqPz/SPgj2Yk/816JXpv53/VGxAdIiNGNeJQGxMiD8YG12Go2DPtlCHQd0YJ3Vj/IOrMr0mO1N97Ezx8keqlwyvxaq92azam43TBs1iXXSoFkrLyiGE2P8e10hE/rxiB2jnzp3LgAEDgsreeeedfGXnE8MRTuVBaaVS75/RrFkz2rVrR8+ePalSpQoJCQlERkYWux6n00mbNm1YtWoVLVq0AODCCy/ktttuY+jQoZimicvl4qmnniIsLCyw36BBgxg7diy9evUiJCSESZMmAXDHHXfw6KOP0qtXL2w2G4888ghVqlQJ7JeUlMRrr71G3759uffee7nkkkvo3r17YB8RERERERH5c0zLn0M19+FbuQ/jOpQThD2SZXK653G5bAQFX3On0S4bUa4/nwPWwsLyZmB5UrE8qZieNPBlYvoywZfpX+fL9KcKNL1gebBML5heLNMD5A4iMoKnhg3D5sKwOcHmhMB8CDZHODjCsTkiAlPDEYHhisFwhGPw584pzGEjobyNhPJOLMufi3frcS9bkz0kuy2+P+Dm+wNuQuwGrSu76Fg9lCaVXH+bgLaInBnDsqwiPUJx48aNrFu3jjfeeINhw4YFylNTU1m2bBkff/xxqTXyz+rSpQsAn3/+eRm3pPjS09OJiIggOTmZq6++mvfee48KFSqUdbOKbc2aNcyePZuXXnqprJsiIiIiIiJyzrMsixR3ThqC3MBrpo9DGaY/EFuENAQ2A6KcNmJCDKJz0g9E5wRio102Qs8wFYFl+TCzj2JlH8V0H8N0H8fMPoblPobpPoblTsbypPgDshQtjd9ZYTiwuWKwOWP8AVtXOWyhFbGFxGILrYQtpCK2kIoYRvEfAmZZFkeyTLYc9/DrMQ8peR6WFhNio1O1EC69IIwLovTAbBHJr8jfDAcPHmTz5s1kZWWxadOmQHlERERgZKWUvH/9619s374dj8fDrbfeel4GZ1988UUWLlzIyy+/XNZNEREREREROWdkea1ACoIDGf4g7IGcEbCHMn1k+069vwFE5Tx4K8ZlIyrnQVy585FOA+MMRsFaWFjZR/BlHsDMOogv6yBW1mHMrMOY2Ycxs48CRRrr5WdzYbOHgD0UwxaCYXP5R77aXSdGwhr2nJfNHyA17GAYOWd50rEsE8vygekDywuWL2fkrQfLdIOZjeVzY5nZ4MvG9GWB6QbLi5l9BDP7yCmvqi2kArbQytjDq2ILqxJ42UPj/G0taC/DoFKYnUphdtpWCWF/ho/fjnn57biH5GyTj7dn8vH2TOrFOLj0glA6Vgsl3Kl8tSLiV+QRtLlWrlzJJZdcckYHW7hwIQ899FC+8hEjRnD//fcHlj/44ANmzJjB3r17qVOnDvfeey+XXXbZGR0Tzu8RtMXx+OOP8+OPPwaV3X///XTq1KmMWiQiIiIiIvL3ZVkWqW7/bfD7070cyAnAHkj3cSDTJPk0eWABIpxGYMRrtMvImfpfkX8iDYE/CHsUX8Y+fJn7MDP3Y2bux5e5HzPrkD/weUo2bM5IcERgc0Zg2HNSCeSmFrCHgSMMwx56RiNSS5plef0pFXLTKngzsDxpWN60PCkYUjn1iF8btvAqOMJrYAuvgT2iBraIGtjDqhZ6jj7TYkeql01HPOxI8QZqD7FD26qhdK0ZxoXlHGcUSBeRv44ij6Bdu3Ytbdq0wev1FhjozA2CFsWMGTOIiooKLFeuXDkw/8knn/DII49w22230bZtW5YuXcpdd93F3LlzSUxMLPIx/o4effTRsm6CiIiIiIjI34plWaR6LPan+9iX7s2Z+tif7mN/ho9M76nHRIXYyZd6INrlT0sQ6fzzD+OyTDe+jH2YGXvxZezBzNyLL2Mvvsz9/lGlhbJhc0VhOGMwnDHYnFEYeV8lkM/1bDIMB4YzGpzRhW5zImduCpb7OKY7Gcvjn5ru42B6MDP24s7YC6zNU7kDe0QN7BG1sEfVxhFRC1tELWyOMOw2g3oxTurFOMnwmPx6zMPPRzwcyzZZuTuLlbuzqBFpp1utMC6urlG1In9XRQ7QLl68mDZt2jBr1qx86wzDKFaAtlGjRoXeqv/CCy9w1VVXcc899wDQtm1bfvvtN1566SVef/31Ih9DREREREREpKS4fRb70n3sTfeyL813Yj7dR7rn1EHYSKdBubwP4yqBPLAnM70ZmBl78OW8cufNrEOn2MuGzRXtz8XqKu8PxrpisLli/EHY8ygAWxIMjJwRwBEQVjVonT94m46ZdRTLfTQnVcJRTPdRMD340nbgS9sBB1YG9rGFVsYRVRd7VD0cUXUJjaxD87gQEmNd7Ev38csRD1uOe9id5uPNX9J4Z3Ma7auF0q1mGPXKFZxKQUT+moocoJ0wYQIAc+bMKbXG7Nq1ix07dvDAAw8ElV955ZVMnjwZt9uNy+Uq8eNalnXa3D5nIsSOblMQERERERE5T1iWxfFskz1p/uDr3jQfe9N97E3zcjjTPGXW1dwgbN5XbiD2z46Czcv0pucEX3fjS/dPzfTdmO5jhe5j2EIxQsphc1XAFlL+REDWFY2BRmwWhT94G4ktMhKoGSi3sLDcqZjZhzCzDvlz9GYdygnmHsCddQAOrQ7UYg+vjj2qLhWiL+SySvXpVL0Gvx7z8dMRN0ezTP5vVxb/tyuLujEOutUMo3210BIL4ovIuavYjw/84osvaNOmDZGRkcycOZMNGzYwcuRILrzwwiLX0bNnT44dO0a1atUYOHAgw4cPx263s23bNgDq1KkTtH29evXweDzs2rWLevXqFVjnqUbw7tu3j6pVqxa6PtsHN/7nVL8qnpm3uscSqgc0ioiIiIiInFM8PosDGT72pHnZm+7zB2Rz5k+VkiDEDuVD7JQPsVEu1B+ELZ8TiHWWYBAWcgKx6bv9gdjc0bCnC8Q6IrC5KmCElM8TjK2AzRFWom2TEwwMDFc0Nlc0RJ2IV5i+TMzMQ1jZBzEzD+LLOoDlTc95P3fDga/8+9tCqBtVl/pRF3I4ujGbsmvyewpsS/by6k+pzNmUxsU1/KNqa0QpwCDyV1XsT/eUKVNYsmQJmzdvZvHixVx33XU8+uijvPPOO6fdNzY2lpEjR9KsWTMMw+CLL75g6tSpHDhwgHHjxpGcnAxAdHRwTpjc5dz1IiIiIiIiIqdiWRbJ2SZ7c3LC5gZg96b5H9RVWBjWAKJdNsqH+oOvgWmIjTCHUaJ3SfpHX6bkT0uQsRvTXfjfv4YjAltIRf8o2JCK2ELKYwupgGELKbG2yZ9js4dhi6wJkSdG25redMysg5iZB/wPZMs6iGVm403eBMmbiGYxSUDzsLpsC+vGr1ZDUryhLN+RyfIdmTSs4KRbzTDaVAnBadeoWpG/kmIHaB0O/y5ff/01AwcO5Nprr2XevHlF2rdTp0506tQpsNyxY0dCQkJ46623uO2224rblCAFPbgsV3Hy4w5vFPmnfvn0mBYzfkkr0ra7d+9m1KhRLFy48IyP92d17tyZJUuWEBERUaz9RowYwbRp03C73SxbtoxrrrmmlFooIiIiIiJSuDSP6X8gV85DuvblBGT3nWY0rNMG5UNsVAi1BwVhY0JKNiUBgGX5MLMO4cvYG3hIV+5DuyxveqH7GY5IbCEV/KNiQyucGBWrQOx5yeaIwBZZByL9dw1bWFjZx/Bl7sfM3IeZuR/TfQxX5jYaZL5KAgb77A35LeQydjsasemoh01HPUQ5DS69IIzOF4RSLVKjakX+Cor9Sfb5fGzYsIFPP/2USZMmAeD1es+4AVdccQVvvPEGmzZtIiYmBoDU1FRiY2MD26SkpAAE1pcmp83QL1FFkPvAtsOHDzNv3jwFaEVEREREpFSYOXlhD2T4OJjh40C6j/0Z/lGw+9N9pJ3iAV0GEOUycoKvdsrlBGIrhNoIL6XRsGbmPnyZ+/Bl5Abd9uHLPABW4X8325zRGCEVckbE+qcKxP71GRj+9zukApS7CADTl5UzwtYfsK2W+RvVMv5HulGO350d+N3VkVRPeZZsy2DJtgwaRCTTpVYMbWvG4lIsQ+S8VewA7T333MO4ceNo164d9erVY9u2bdSuXbtEGlO3bl0Atm3bFpjPXXY6nVxwwQUlcpxzTVZWFo888gibN28mJCSE8ePH07BhQ6666irmz58PQKtWrXjrrbdo1aoV/fr1Y+bMmZQvXz6ontTUVPr378+nn34KwJ49e7jjjjv46KOP+Omnn3j66afJyMggLi6Op556inLlygXt/9prr7F48WIMw2DEiBH07t0bgFdeeYWlS5cC0L9/f4YOHRoYeTtlyhS2bt1Knz596NatG3/88Qe9e/cOjJQeNGgQjz76KPHx8aV5CUVERERE5DxlWhbHskwOZfo4nJk79XEw48S8xzx1HRFOgxjXiZyweR/SVZKjYS3LxHIfxZd5ADPrIL6M/VhZB/BlHcDMPIDlyyp8Z8OBzVUOW0g5DGdOANZV3h+UtWkUpPjZ7KHYImtBZC0ALEzMrMO4MvfRMvNXmmZ8xW7qssXZkT2ORmxOj2Hz/+DNX34nKeRnLqni48KaTbBHx+uh5SLnkWL/K9C5c2c6d+4cWK5bty7Tpk074wYsXboUu93ORRddRGxsLLVr12b58uV07do1aJt27drhcrnO+Djnsrlz5xIREcGSJUtYv349o0ePZvHixTRt2pQNGzZgWRYJCQn88MMPNGjQAI/Hky84CxAVFUWdOnXYsGEDzZo14z//+Q89evTA4/Hw9NNP8+KLL1KuXDnmz5/Pq6++yujRowP7bty4keXLl7NgwQIyMzMZMGAASUlJbN68mW+//ZYFCxbgcrk4fvx40DHvvfdetm/fHkjTsHr1aubPn0+nTp3YtWsXmZmZCs6KiIiIiPxN+UyLY9kmR7NMjmX5OJplciTL5EiWjyOZJkdzynyFD4IFToyEjXH5g66503I58yV1F6Rl+bDcxzCzjmBmH/GnJcg66M8bmnUIM+swcOposc0ZheEqj+Eqh81VDsOZG5SNwkABMykeAxv20DjsoXFQvhkuLOI9qdTP+I3kjO/5zV2TLfbmZNgq8H/uDvzfTqi27WeSvK/SLuYAFSs3wxXXAWelVhh2jcgWOVcVO0Dr9Xr59NNP2blzZ1Bqg7vuuuu0+w4bNoykpCQSEhIAf97Y999/nxtuuCGQ0mDkyJHcf//91KxZk6SkJJYuXcrGjRt5++23i9vUM+IxT/M/g1LY/4cffmD48OEAJCYmkp2dTWpqKi1btuSHH37AsiyGDx/O4sWLadSoEc2aNSu0rh49erB8+XKaNWsWSEOxfft2Nm/ezI033gj401TUr18/aL8ff/yRyy+/nJCQEEJCQmjXrh0//fQT3333Hf369QsEx08edXuytm3bMn78eNLS0vjoo4/o27dvsa+HiIiIiIic27ymP+3A8WyTY1k502wfx7NMjuWUHcs2Sc42C30YV142INJlEOW0EeWyEeUyiHbZiHb5A7CRLgPbnxwNaJkeTPcxrOxjmO6jmDlTK/soZvZRf0A2+yictsW2nCBsDIYrBpszZ+qKwXBGYxgaDSulx8DAcEZji4mmYgy0A1p7t7ErbQu/ZVbiD7MWex2NWeRozEdZHhps+ZJWPz9DY88XRFRqjCu2Pa649jhj22EPr1LWpyMiOYr9L8d9993HoUOHaNq0KTabrVj71qlThwULFrB//35M06R27do8/PDDDBkyJLBNz549yczM5PXXX+e1116jTp06vPjiizRv3ry4TT0jRX3A19nQsmVLJkyYgM1mY+jQobzzzjt8//33tGjRotB9unbtyvTp07nhhhvIysqiTp06bN68mYYNGzJnzpxSb7NhGFxxxRUsW7aMpUuXnrXAuoiIiIiI/DmmZZHmORF4Tc4JvB7P9gXKcl+nyvt6MhsQ7jSIdNqIzJ26/NOonGmEs/gBWAsLy5uB5UnF8qRg5kwtdyqmJxnLnYzpPo7lOY7pTj7lw7hObrHNGeEPtjoi/cEwV7R/2RmN4YzUSFg5pzgcodQpB3XKZZJlbmFLRhS/pkdz2BfN/0K68b+QboSYaTTJXErzLR+R8MvzOPBgj6yDM64drth2OGPb4izfFMP+17xzWeRcV+wA7a+//sry5cvPKJfJ2LFji7Td1VdfzdVXX13s+s9XLVu25OOPP6ZFixZs3LiR0NBQoqKiiIqKYteuXcTGxhIZGUm9evVYtGgRs2fPLrSuqKgoateuzTPPPEP37t0BfxqK/fv38/PPP9O4cWPcbje7du2iXr16QW149NFHufnmm8nMzOTbb79l5MiROJ1O3njjDa644opAioO8o2gjIiJITw/+j07fvn25/vrradKkCRUqVCjZiyUiIiIiIsWS7bNyRrr6SM72j2wNBGFPmj9dqoG8cgOvEU6DcIc/yBqRE2yNcPjnI50GoY6Cg6+WZfpztvqysDKz8PoysbyZWL4Mf+A19+XLwPKmY3nSsLxpmN508KRietI5XbqB/OzYnOHgiPQHYe2RGM6InEBslP/lCFcAVs5boTYfTSKP0yTyOMc8IWzJjGFLZjlSieT70IF8HzqQMCuVxtnLSMxeTMK2+Ti2vePf2RaCs2ILXLFJOCsl4YxNwh5ZW7lsRc6CYgdoq1atisfj+Uvlgw2xw1vdY0ul3qIYNGgQY8eOpVevXoSEhDBp0qTAuvj4+ED6h1atWvHZZ59Rq1atU9bXo0cPxowZw/LlywFwuVxMmTKFJ598kvT0dEzT5I477ggK0DZp0oQePXrQr18/DMNg5MiRxMXFERcXx88//8w//vEPHA4H/fr1C6RKAChfvjyNGjWiV69edO/enbvuuosLLriAatWqKb2BiIiIiEgpsSyLDK+VJ72AmZNewHdS2gGTTG/x0rCF2kzC7SZhdh/hdh/hdi9hNg/hNg/htmzCjWzCjExcVhaG5QXLg2V6sDxucHvAdGOZ/qnpc5PuywYzG8uXjWVmgy8by5eFZbpL5mLYnNjsoWAPx3CEYtjD/C9HBIYjHBzh2Bzh/vX2EAVf5W+jvDObNs6DtI46yAFPGL9nlmNbZjQZZhTfhQ7ku9CBhJDFReZaGmV+RMPMT4g4tBrPodWBOoyQirgqtsJZqRXOSq1xVmyFLbyagrYiJcywLKtY/1qPGzeOX3/9la5duxISciLB9A033FDijSspXbp0Afw5b6X0paamMmDAAJYsWfKXCuSLiIiIyLnLsix/YDBvENB0g8+NZfpf/vU5U9MNpidnnScwj+n1z1snT33+dZYXy/SB5QXT6y+3vGD58myTM2+ZYPlylnPnzRPLmGD6/FPLxLJMTMsi3YoghfIkU55kKpBCBVKMCiQbFUmmEilGRVKMSniM0CJfH7vlJsxKJsxMIcxKJtRKIcxMJsxK8b/MZEKtVEKtFOz4Su19KpiBYXOCzYVhc4Hd5Q+k2lxgCzkxbw/zz9tD/Q87sodi2EIxbMr5KlJUlgX73eFszYrJCdY6A+sMTOo7dtHQXENC5lKqpn6GzfLmq8MWVgVnheY4KjbHWSERZ4Xm2KPqYhjFS4MpIicU+18yj8dD3bp12bZtW2m0R85zK1eu5NFHH2XkyJEKzoqIiIj8TVmmF8uXWcBt6hmBW9jxZp7YJnBre+4rK2d9Vs4r88St8L4sfxDWl5UzKtO/TEmNxiwl2YSTaoslxRZHqi0uaD7FVpkUWywptsqk2mMxDefpK8zhtDIIM5MJt5JzAq45r0Dw1T/vJOsU40ZtYPhfhuEEw5Uzb/eXYwebLWc7uz8IY3P4p4Y98DIMR065HXLmMRz+AKrNmTPvzNkuNyDrBJtdo1pFzhLDgKohGVQNyaBD9D4OecLYkRXFH1lRHPGGscVbiy3UgpCBRIa7uci1kwQ2UC9rJeXTV2Ol78bM3E/2nmVk71l2ol5nFI7yzXBWaIqjXBOc5ZvgKN8Emyu6DM9W5PxR7BG056O/4gjaBQsW5MtF26NHD26//fYyapGIiIiInA8sy8q5xTwnr6c3d5qO6fFPLV8G1snz+bbPCJ7Pkzf0nAiW5gQJ/QHAnEChYc8TNMwJIhr2POU584GAY+68Ld+yDyfpRjSpRJNmRZNqRZFKlH9qRZFqRZKSOzUjcVO8wQuhhpswIzuQUiDc7ibccJ+Y2txE2Dw4bOCPbRonXkbu1BZU5r8l2eZfn7NOgVERyZXidbIzO4rd2ZHsyY7AYwXnbSzvyCIh7Aj17b9T27ueKhnfYqXvwJe+CyxPgXXaI2rhKN8ER7mGOGJyXuUaYnPFnI1TEjlvFDtAm5qaypQpU9i7dy/Tp0/n999/Z/PmzfTs2bO02vin/RUDtCIiIiLy12SZHv9o0pOCnoFgaEFledflDaYWMo9V3AcrnSnDP0rSnnOrus3pvzU991b2wDr/SMpAWe5t7jYnGM6cbZw5y65A0NU/dfpHfdpODsYW7VZbywK3ZSPN5yQ955UWeDnyzDtJ9br8U5+TTLPoo1xzOQyTcFtOPle7lzCbl3C7l/CTpmE2L3bjLz+ORkTOYT4LDrjD2Z0dyV53BAfdYZgEf6+GGF7qhqVQN/Q4NW07qOH5ifKZGzEzduFL34XlPlpo/bawqv6gbXQ89ugLcURf6J+PrOP/zhf5myl2gPbee+/lwgsvZOnSpXz88cdkZWVxzTXX8NFHH5VWG/80BWhFRERE5Ez485p6gm+zD9x6f+J2/Nzb88l7q37eW/bz3MZP0HJGvnkKyPdXagxHTsA0J89nbvDUHoJhC80Jkobk2cYVtL0/mJozn5MnNO+2GM6z8iAZ04JM00GGz0FG7tTnDMynm07Sfbnrc+f9AdgM04nXOrO8iQYWITYfYTZ/UDXU5gsEWAMvu5cwm49wmxen7WwFxkVESpbHNDjoCWdvdgT73eEc9ITlG2ELEGbzUCs0jRohaVRzHKGquZXKnp8IzfwdM2Mvvow9WO7jhR/IsGGPrI09sg72yDo4ouoE5u1RdbCFxukBZfKXVOwctDt27GDKlCl8+umnAISGhlLSWRK2bt3KhAkTWLduHREREfTp04d77rlHOU1FRERE/kYCwdHAU99zn/ye5ynwBeUiDeQp9W8bnLs0K2c5+6Tl4FynecvO3mjTkxmBYOmJoGlInqCpKzhAGgiy5n2wUm7gNDeI6vI/VCk3oGrk/+P6bPNaBpk+B5mmg0zTTobPQZbpCARcM017nnkHmTlB2LzzWeaff0iUDYuQnCBriM3nnxo+QvOU5QZh85bZFCcQkb8Bp82iekg61UPSAf8PY8e9IRxwh3PAE8YRTxhHPCFkmk42Z5Rnc0Z54AIgEehPjD2bytEZVKmUQZwjmVhrFxU8Wynv/o3QrG1YmfvxZe4HMxtf6jZ8qYU898gWgj2iBvaIC7BHXIAt4gLs4RdgD6+GLbwq9rBq2MIq6+GBct4pdo91OoNv5cnKyirRAG1ycjI33ngjtWvXZtq0aRw4cICnnnqKrKwsxo0bV2LHEREREZETLMvyP1nel50T7HSfCISa7sA0sD533pedEwT1P6TJylkOBFQLC67m7pMv6Bq8DOfYbd6GE8Oe52nzgdvynae4ZT8kzy36IXlu389d58wTeD0RXPXfpn/uRf+8lkG2aSfbtJNl2nGbdjIDyw6ycspz5zMDZQ4yfTlT88TUW8AIrDPlMExchj9w6jJM/zQn0Hpi3l8eeOWscxom5+DlFhE5J9kMqODMpoIzm4YcA/xpEY57QzjsCeOoJ4Sj3lCOeUNI87lI9oWQnBnCb5nlgerARYG6Qu1eKpXPpEJsNuVsKZTjMDG+fcT4dhHh3klk1lYisn7D5j6UE8Ddii916ylaZ2ALjfMHbEMrYwuNxRYW5y8LjfMvh1QMvAxXOX9ecpEyVOwAbVJSEi+//DLZ2dl88803zJo1i8svv7zEGvTee++Rnp7Oiy++SLly5QDw+Xw8/vjj3HrrrVSuXLnEjiUi8mdZlukfWZX7wswp8wXKLArb5sSyf94qYFsrTx1WUBlY/nrIW275p7n7BS1bebYlqMwKzHNie/8JnjTPieW8QZM8P9RZJRhMCXpwSdBfzUbw1ChoOU9Zznoj38NT8u6Xp5zcB6kElxU0H/TAlbwPZDEMjELKc7c3TnpQi3+asy7PfN4HuhictH3uQ17ybh9Un3FOBnjOZ1buZ9Hy+QOaOdPAvOmfN00vPp8Xr+nDa/rw+bz4TDNn3hc077VM/9Q0MU3/unwvy8Q0TXyWhc+0MC0T07TwWf4y0/R/J5g58yYWlun/HjBzvnesnG0szJx1Od9JZs75nMTI+T4wsDAwc155li1/mQ1fztTEsHxByzbLiw1vzjzYsWMjBJvln9rxYrO8/mnOvA0fdsOL3Z67rxe75cVmWNgAhw1shoHDZmCzGThsNgzDhs3m8ucfDeQqdZ7IUZpvmhMwNRx5AqO56105T5l3nZT79Ozcrl9UlgUmBl7LwGvZ8FkGHsuGN+flMW14LQOPZceTs+yxbLgtG24zp8yy4TZtuC1/oDU7MG8j27TjtuyBYGy2aSfbsp9xOoDTcRj+oKrL5g+yOg0Tly237MQ0JKjMh8tmEpIzVd5WEZGyYzegojObis7soHK3aeO4N4Rkr4tkn4vknPncfN5ZpoPd2VHszo4CKgF1gysO8b8ibG4i7VlEkk4EKURYxwn3HSHMd4hQ72HCvPsJ9ewj1EohxJNG6PFjhFq7cFnpOMk6xSMRDQxXOX/A1lXOP++KyZmWw3DFYHNEYTijMFzRGI4obM6cZUeE/+WMwLCHK9ArZ6zYOWi9Xi8zZ85kxYoVgD+/64gRI7DbS6YTDho0iJiYGF5++eVAWUpKCm3atGHixIn069ev2HUqB+3fS3CXPk1g6eTyQrYLCnIFtrOCg1cnrbPyri8oSJYzbxW43gza18obgMudzxNss/KVn5gGAgmBOnICgXnmyRMUDAr4nTKYaOapI3fZV8A2JwKVWL48AUhfwfuZp9nG8vnbZPpyjuPLv74Ixz15e39g5aTlfPvkWZ+7TuQkueEsP6OAeSNnuxPLudtYxonl4HW5Zf6Aq2nkL8udD+xrnFxmxzLsgA3LsOUs+59KbmHLs84eWI9hy9n/xHozJxBsYfcfN2cb//FyjhXYxvDXBznL+dua206C2mrDCmo//n0tMHP3yynzf4OdOG8rJywYmFq5YcU8Zf5QYU5YMWfZsmFiD2xrYseHPafMlmfejs9wBk9xYhoOfDiCyqxz4Nbxvxs7JjbDwm7k9NycadCyQdA6/3xODzTyfOIMAr3NyAn6BX9ic3/jObGc68TWJ/5rcSLUDZZl5PRdI6ePgpnbV09a9ln+Mh8GvpwgrM8y8OGfz3/0s8eGhcMwcRomTpuJMxBUzSnLt3wi0OrMGbGaG2h1GqZSBYiI/A15TCPn4Ysu/4MaTUfggY3pgfQ3jj/9752BSQhZuKxMQqwMnFYmTisdp5mBy8rAQTZOKxuHlY2TLOyWGwduHIFpNja8OCx3zo/LHux4sVuenP8pevw/OBs27A4ndpsdu82Bze7Ebndis52Y2uwO7Hb/j8Q2uxOb3eUvtzkwcvax5fw4bLPZcx6Eacdu9z8E02ZzYBh2bDYH2Gz+emx2MBxg2HN+tLaDYc9Ztp8Y2JEzf2Jwx4mBHcZJgzxOHmhi5B2sAicNeslffi79qH0+KNYI2o0bN/LGG2+wZcsWAOLj42nfvn2JBWcBtm3bRv/+/YPKoqOjiY2NZdu2QnKQcCIIW5Ddu3djt9tPuc1fieVJxcw+VNbNEDnP5PwDVfwbC6SMZRjlyDRiyroZfyE5P0BwFh9SJCLnKY1WFRGRs+F8CvT5cl5/X1HmYVykn3IbW0glDGf0WWpR2apatSpvv/32abcrciRi3bp13HLLLVx77bX07NkTy7L46aefGD58OK+//jrNmjX7Uw3OlZKSQnR0/jcpJiaG5OTkM6rTMAwcjtIPuuzbtw/wX/wydTaf/CsiUsZMBdVFRMrI+fQHs4iIiJwNpmE//W+4BaTW+rsr8l+1M2bMYOLEiXTr1i1Q1q1bN5o2bcqrr74alJKgLJwL6QuUSkH+LtTX5e9A/Vz+LtTX5e9CfV3+DtTP5e9CfV3+aoqc4f/3338PCs7m6tq1K1u3nurpecUTHR1NampqvvLk5GRiYnQLq4iIiIiIiIiIiPx1FDlAGxoaWui6sLCwEmkMQN26dfPlmk1NTeXQoUPUrVu3kL1EREREREREREREzj9FTnHgdrv59ddfc55mHyw7O7vEGnTxxRczffr0oFy0y5cvx2az0aFDhxI7joiIiIiIiIiIiEhZK3KANjs7m9tvv73AdYZRcg8IuPbaa5kzZw533nknt956KwcOHGDy5Mlce+21VK5cucSOIyIiIiIiIiIiIlLWihyg/eKLL0qzHQExMTG89dZbjB8/njvvvJOIiAgGDBjAvffee1aOLyIiIiIiIiIiInK2FDlAezbVq1ePWbNmlXUzREREREREREREREqVYRWUVFZERERERERERERESp2trBsgIiIiIiIiIiIi8nelAK2IiIiIiIiIiIhIGVGAVkRERERERERERKSMKEArIiIiIiIiIiIiUkYUoBUREREREREREREpIwrQFmDr1q3cdNNNJCYm0qFDByZPnozb7T7tfseOHWPcuHFceumlJCYm0rNnT9599918233//fcMGTKE1q1bk5SUxPDhw9m0aVNpnIrIKZV2X1+3bh3XX389TZs2pX379owfP57MzMzSOBWRQp1pP09NTeWRRx4hKSmJZs2aMWTIkAK/q1NTU3n44Ydp06YNzZs3Z9SoURw8eLA0TkXklEqzr7vdbiZPnsygQYNITEwkISGBo0ePltapiJxSafb1jRs38tBDD9GtWzeaNWvG5ZdfzrPPPktGRkZpnY5IgUqzn+/atYtbb72Viy++mCZNmtCxY0dGjRrF9u3bS+t0RApV2v9Xz+uOO+4gISGBmTNnllTzRUqMArQnSU5O5sYbb8Tj8TBt2jTuvfde3n//fZ566qnT7nv33XfzxRdfMGrUKF555RU6derEY489xvvvvx/YZtu2bQwbNozw8HCeffZZnnzySZKTkxk6dCiHDh0qzVMTCVLafX3Pnj0MHTqUsLCwQP0ff/wxo0ePLs3TEgnyZ/r5fffdx4oVK3jggQd4/vnnsdvt3Hjjjezbty9ou3vuuYdVq1bx2GOP8cwzz7B9+3ZGjBiB1+strdMSyae0+3pWVhYffPABISEhtGzZsjRPReSUSruvL1u2jD/++IPhw4fz2muvceONN/L+++9z2223leZpiQQp7X6enp5OpUqVuO+++5gxYwZjxoxh+/bt3HDDDfrxTc6qs/F/9VwrV65kw4YNJX0KIiXHkiDTp0+3EhMTrWPHjgXK3nvvPathw4bW/v37C93v4MGDVnx8vLVgwYKg8kGDBlk33HBDYPnVV1+1mjRpYmVmZgbKdu7cacXHx1uLFi0qsfMQOZ3S7uuPPPKI1bFjRys7OztQtnz5cis+Pt765ZdfSu5ERE7hTPv5unXrrPj4eOvzzz8PlGVkZFjt2rWzxo8fHyj78ccfrfj4eOu///1voGzr1q1WQkKC9cknn5TsyYicQmn3dcuyLNM0LcuyrAULFljx8fHWkSNHSvYkRIqgtPt6Qf168eLFVnx8vPXTTz+VzEmInMbZ+E4/2fbt2634+Hhr8eLFf7r9IkV1tvp6dna21a1bN2v+/PlWfHy8NWPGjBI9D5GSoBG0J/nqq69o164d5cqVC5RdccUVmKbJqlWrCt0vd6RUVFRUUHlkZCSWZQWWPR4PLpeLkJCQQNnJ+4icDaXd1zdt2kTr1q1xuVyBso4dOwLwxRdflMQpiJzWmfbz//3vfxiGQYcOHQJlYWFhtGrViv/7v/8Lqj86Ojpou7p169KwYUO++uqrkj0ZkVMo7b4OYBhGibdbpLhKu69XqFAh374XXXQRgNLXyFlzNr7TT5Z7LI/H86faLlIcZ6uvz5w5k+joaPr161ei7RcpSQrQnmTbtm3UrVs3qCw6OprY2Fi2bdtW6H5Vq1alY8eOTJ8+nd9//520tDSWLl3KqlWrGDRoUGC7q666Cp/Px9SpUzl27BgHDhxg0qRJVK1alS5dupTaeYmcrLT7enZ2dlBwFsDpdGIYxinrFylJZ9rP3W43NpsNu90eVO50OtmzZw9ZWVmB+uvUqZMvcFW3bl31czmrSruvi5wryqKv//DDDwD5jitSWs5WPzdNE4/Hw+7duxk/fjxVq1alW7duJXciIqdxNvr63r17ee211xg7dqx+bJZzmgK0J0lJSSE6OjpfeUxMDMnJyafcd9q0aVSqVImrrrqKli1bcv/99/PQQw/RvXv3wDa1a9dm1qxZzJ8/n7Zt23LxxRfz3Xff8eabb2okrZxVZ6Ov//TTT0Gjajdu3IhlWaetX6SknGk/r1WrFj6fj//973+BMtM0+fnnn7Esi5SUlED9BX13F+VzJFKSSruvi5wrznZfP3r0KNOmTaNLly7Url37T7dfpCjOVj9/8MEHady4MV26dGHjxo36m1TOurPR1ydNmkS3bt1ITEws0baLlDQFaEuIZVk89NBD7Nixg2effZbZs2czYsQIJk6cyCeffBLYbvv27YwcOZIOHTrw5ptvMn36dKpXr86IESM4fPhwGZ6BSNEUta9fd911/P777zz77LMcPXqUzZs38/jjj+f7lVPkXNShQwdq1qzJo48+ym+//caRI0d4+umn2bVrF6BbveWvQ31d/i7OpK97PB7uu+8+AB577LGz2VyRM1Lcfn733XfzwQcf8MILLxAbG8tNN93E3r17y6LpIsVS1L7+9ddf8/XXX/PPf/6zLJsrUiQK0J4kOjqa1NTUfOXJycnExMQUut+XX37J8uXLeeGFF+jZsydJSUnce++99O3bN+gJhFOmTKFSpUpMnjyZ9u3bc9lllzF9+nRSUlKYPXt2qZyTSEFKu6+3a9eO+++/nzlz5tCuXTv+8Y9/0KpVKxo0aEBcXFypnJPIyc60n7tcLqZMmUJGRga9evWiffv2fPPNN9x44404nc5Anqzo6GjS0tKKXb9ISSvtvi5yrjhbfd2yLB5++GE2btzI66+/rv+7yFl1tvr5BRdcQNOmTenevTszZ87E5/MxY8aMkj4dkUKVdl+fMGECN9xwA2FhYaSkpARG1mZnZ+suITnnOMq6AeeagvIGpqamcujQoVPmnfr999+x2+3Ex8cHlTds2JAPPviAzMxMwsLC+P333/MNrY+IiKBmzZrs3LmzxM5D5HRKu68DjBgxgkGDBrFr1y5iY2OJjo6mbdu2DBw4sORPSKQAZ9rPARo3bszy5cv5448/sCyL2rVr88QTT9CoUSOcTmeg/tWrV2NZVtColO3bt+f7jIiUptLu6yLnirPV159++mmWLVvG66+/ToMGDUr8PEROpSy+08PCwqhXrx5//PFHiZyDSFGUdl/fvn0706dPZ/r06UH7Pv/88zz//PNs3Lgx6AHuImVJI2hPcvHFF/PNN98E/ZqyfPlybDZb0BMCT1a9enV8Ph+//vprUPkvv/xCxYoVAwGratWqsWnTpqC8nGlpafzxxx9Ur169hM9GpHCl3ddzhYeHk5CQQIUKFfjwww+xLIsrrriiZE9GpBBn2s9zGYZB7dq1qVOnDseOHWPp0qVcffXVQfUnJyezevXqQNn27dv53//+x8UXX1yyJyNyCqXd10XOFWejr7/22mvMmjWLp556inbt2pX4OYicTll8p6elpfHrr79ywQUX/On2ixRVaff12bNn53sBXHvttcyePVs/RMs5xbDyRgqF5ORkrrrqKurUqcOtt97KgQMHeOqpp+jVqxfjxo0LbHfjjTeyd+9ePvvsM8D/D1qvXr1wOp3ceeedxMXF8fXXX/PGG28wcuRI7rjjDgBWrFjBnXfeSc+ePenTpw9ut5s33niDX375hY8++kgPH5CzprT7+q5du/jwww9p2rQpAN9++y2zZ89m4sSJ9OnT5+yfsPwtnWk/B3jllVeoVasWFStWZPv27bz66qvUrVuX119/HZvtxO+bw4YNY+vWrYwePZqQkBCmTJmCzWZjwYIFOBy6UUXOjrPR11euXElmZiZr165l7ty5TJw4kYiICOrXr0/9+vXP6vnK31dp9/UlS5Zw//3307t3bwYNGhR07Jo1a1KhQoWzc6Lyt1ba/XzatGmkpqbSokULKlSowJ49e5gzZw5//PEH8+fPp06dOmf9nOXv6Wz8/+VkCQkJPPjggwwbNqxUz02kuPSX40liYmJ46623GD9+PHfeeScREREMGDCAe++9N2g70zTx+XyB5cjISGbNmsWUKVN45plnSE1NpUaNGowZM4bBgwcHtuvatStTp05l5syZ3HvvvTidTi666CJmz56t4KycVaXd151OJ2vXruWtt97C4/HQoEEDXnzxRS677LKzdo4iZ9rPwf9U2aeffpojR44QFxdH7969ueOOO/L9h2/q1KlMmjSJcePG4fV66dixI2PHjlVwVs6qs9HXH3/8cfbs2RNYfvjhhwG46667GDlyZCmdmUiw0u7rq1atAmDx4sUsXrw4aP9JkybRr1+/UjozkRNKu59fdNFFzJo1i48++oiMjAwqV65M69atef755zWCVs6qs/H/F5HzhUbQioiIiIiIiIiIiJQR/bQgIiIiIiIiIiIiUkYUoBUREREREREREREpIwrQioiIiIiIiIiIiJQRBWhFREREREREREREyogCtCIiIiIiIiIiIiJlRAFaERERERERERERkTKiAK2IiIiIiIiIiIhIGVGAVkRERETOaZ07d6Z79+706dOHK6+8krlz55b6MUeNGsXChQtPu92sWbM4dOhQYPndd99lxowZpdk0EREREfmLcZR1A0RERERETmfq1Kk0bNiQPXv20Lt3b1q2bEmDBg3KulnMnj2bpKQkYmNjAbjuuuvKuEUiIiIicr5RgFZEREREzhvVq1enTp06bN68mQceeACbzYbP5+Oee+6ha9euHDp0iAkTJrBnzx6ys7Pp3Lkz9957L+AfifvSSy/RsGFDAPr168fo0aNJSkpi69at/Otf/yI1NZVatWqRlZUVOOaRI0d49NFH+eOPP7Asi8GDB3Pttdfy4osvcvDgQe655x5CQ0N56qmnWLFiBSkpKfzrX/9i4cKFLF68mAoVKrB582aio6OZMGECU6ZMYdu2bVStWpVp06YRERGBx+Ph+eef59tvv8Xj8VC7dm2eeOIJYmJiyuQ6i4iIiMjZoxQHIiIiInLe+PXXX9m2bRuPPfYYTzzxBB999BGLFy+mTZs2AIwZM4ZBgwYxf/58Fi1axM8//8yyZctOW++DDz5I//79+eSTT7j77rtZu3ZtYN348eOpU6cOS5Ys4a233uKVV15h/fr13HXXXcTFxTF16lQ++uijQOA3r59++on777+fpUuXcsEFF3Dbbbfx+OOPs2zZMpxOJx9++CEAM2fOJCwsjPnz5/PRRx8RHx/P1KlTS+SaiYiIiMi5TSNoRUREROSclztKNSwsjIkTJ7Ju3TqefPJJunfvTseOHWnYsCEZGRmsXr2aw4cPB/bLyMhg+/btp6w7LS2NzZs3069fPwASEhJo2bJlYP3q1au5//77AahYsSLdunXjm2++ITEx8bTtTkxMpFq1agA0btwYr9dLpUqVAGjSpAk7duwAYMWKFaSmpvLpp58C4PF4qF69etEujoiIiIic1xSgFREREZFzXm4O2lw9evRgy5YtrFmzhtGjR9OrVy+uv/56AN5//31CQkLy1WG32/H5fIFlt9td6PEMwzijdSfL2w673R60nJueAcCyLB555BE6duxY5LpFRERE5K9BKQ5ERERE5LyzdetWLrzwQgYPHsx1113Hhg0biIiIICkpiddeey2w3YEDB9i/fz8ANWvWZMOGDQBs3LgxMLI2MjKShg0bBtINbNmyhR9++CFQR7t27fjggw8AOHr0KJ999hkdOnQAICIigtTU1D99Pl27dmXWrFlkZmYCkJmZyZYtW/50vSIiIiJy7tMIWhERERE570yZMoXt27fjdDoJDQ3lscceA+CZZ55h0qRJ9OzZE8MwCAsL44knnqBKlSrcc889jBkzhnnz5pGYmEj9+vUD9T399NM8/PDDvPnmm9SqVYvWrVsH1o0dO5bHHnuMXr16YVkWt912G82aNQPghhtu4JFHHgk8JOxMjRgxArfbzcCBA4PKLrzwwjOuU0RERETOD4ZlWVZZN0JERERERERERETk70gpDkRERERERERERETKiAK0IiIiIiIiIiIiImVEAVoRERERERERERGRMqIArYiIiIiIiIiIiEgZUYBWREREREREREREpIwoQCsiIiIiIiIiIiJSRhSgFRERERERERERESkjCtCKiIiIiIiIiIiIlBEFaEVERERERERERETKiAK0IiIiIiIiIiIiImVEAVoRERERERERERGRMqIArYiIiIiIiIiIiEgZUYBWREREREREREREpIwoQCsiIiIiIiIiIiJSRhSgFRERERERERERESkjCtCKiIiIiIiIiIiIlBEFaEVERERERERERETKiAK0IiIiIiIiIiIiImVEAVoRERERERERERGRMqIArYiIiIiIiIiIiEgZUYBWREREpJSMGTOGhISEwCspKYlhw4axefPmYtdzxx13lFIrS0fHjh157bXXgsqeeeYZEhISWLNmTVD5kCFDeOCBB87oOJZl8fzzz9OxY0eaNm3K0KFD2bFjx2n3mzt3Lp07d6ZJkyZcffXVbNy4MWj9vHnzGDJkCC1atCAhIYGUlJRC63K73fTp04eEhAQ2bdpUrPZPmzaNPn36BJV9//33tGrViieffBLLssjMzOTZZ5+la9euNGnShLZt2zJ48GBWrFhRrGP9WdnZ2Tz++OMkJSXRvHlzRo4cyeHDh0+5T1Hen9tuu41LL72UJk2a0LFjRx544AEOHDgQWL979+6gz1Hua/369adt88KFC1m4cOGZnK6IiIjIWaMArYiIiEgp6tSpE19//TVff/01s2bNwuFwcNttt5V1s0pdmzZt8gVi16xZQ9WqVVm7dm2gLDs7m/Xr19O2bdszOs7rr7/OnDlzeOyxx3j//fcJCwtj2LBhZGdnF7rP0qVLmTRpEnfeeSeLFi2iQYMGDBs2jCNHjgS2yczMpFOnTkV6ryZPnkxcXNwZtf9kX375JcOGDWPo0KH861//wjAMHn30UT799FMeeeQRli1bxowZM+jevTvHjx8vkWMW1cSJE/m///s/pk6dypw5czh48CB33XXXKfcpyvvTtm1bpk6dyvLly3nhhRfYtWsXd999d766Zs2aFfgsff311zRq1KjQ486aNYu0tLTAclpaGrNmzSr+SYuIiIicBQrQioiIiJQil8tFbGwssbGxNGzYkBEjRrBv3z6OHj0a2Gbfvn3cfffdtGrVijZt2nD77beze/duwD/CctGiRXz++eeBkYO5gc9///vfdO/enWbNmtGlSxemTp2Kx+Mpk/M8WVJSEj/++CNerxfwB8g2bdrEiBEjggK069atw+12k5SUVOxjWJbF7Nmzuf322+natSsNGjRg8uTJHDx48JSjS998800GDhxI//79qV+/Po8//jihoaEsWLAgsM3QoUO55ZZbaNas2SnbsHLlSlatWsXo0aOL3f6TLVmyhLvuuosHHnggKPD5xRdfcNttt3HJJZdQo0YNGjduzJAhQxgwYEChdeWOzH3vvfe45JJLaNasGXfffTepqaln1LbU1FQWLFjAmDFjaNeuHY0bN2bixImsW7eu0JGsRX1/hg4dSmJiItWrV6dFixaMGDGC9evX5+vL5cqVC3yWYmNjcTqdhbY3Ojqam2++mR9++IEffviBm2++mejo6DM6dxEREZHS5ijrBoiIiIj8XaSnp7N48WJq1apFuXLlAPB4PAwbNozExETmzp2Lw+Hg5ZdfZvjw4SxevJibb76ZrVu3kpaWxqRJkwCIiYkBICIigkmTJhEXF8dvv/3GI488QkREBCNGjCirUwxISkoiIyODn376iebNm/PDDz9Qu3ZtLr/8cp5++mmys7MJCQlhzZo1VK9enRo1agD+2/tP1/7HH3+c3r17s3v3bg4dOkT79u0D66KiomjWrBnr1q3jqquuyrev2+3ml19+4dZbbw2U2Ww22rdvz7p164p1jocPH+aRRx7hpZdeIjQ0tFj7nmzu3LlMmjSJiRMn0rt376B1lSpVYuXKlXTr1o3IyMgi17lz506WLVvG9OnTSUtL41//+hePPfYYzz77LACLFy/m0UcfPWUdr7/+Oq1ateLnn3/G4/EEXet69epRrVo11q9fT2JiYr59z+T9OX78OEuWLKF58+b5ArC333472dnZ1K5dm+HDh9OlS5dC292vXz/atm3L1VdfDcAHH3xAtWrVTnmuIiIiImVFAVoRERGRUvTll1/SvHlzADIyMoiNjeXVV1/FZvPfyLR06VJM0+TJJ5/EMAwAJk2aROvWrVm7di0dO3YkNDQUt9tNbGxsUN1589LWqFGD7du388knn5wTAdratWtTuXJl1q5dS/PmzVmzZg2tW7cmNjaWqlWrsm7dOtq2bcvatWuDRs82btyYDz/88JR1V6xYEYBDhw4FLeddX1hu1GPHjuHz+QrcZ9u2bUU+P8uyGDNmDNdeey1NmjQJjHg+E1u3buWJJ57gySefzBecBRg/fjz3338/bdu2JSEhgZYtW9K9e3datmx5ynqzs7OZPHkylStXBmDs2LHceuutjBkzhtjYWDp37nzaEcK5+x4+fBin05lvFGrFihUD78PJivP+/Pvf/2bu3LlkZmaSmJjI9OnTA+vCw8MZM2YMLVq0wDAMPv30U+68805eeumlQoO0H330EXPnzuWSSy4B4J577mHQoEH58v2KiIiInAsUoBUREREpRUlJSTz22GMAJCcn8+677zJixAg++OADqlevzubNm9m5cyctWrQI2i87O5udO3eesu6lS5cye/Zsdu3aRUZGBl6vt1gjLIsygvJkn3zySZFHIrZp04a1a9dy6623snbtWoYNGxZUnpiYyIYNGwKjHAFCQ0OpVatWsdpUFubMmUN6enrQSNwzVaVKFaKjo5k5cyYXX3xxvny2rVu3ZsWKFWzYsIEff/yRb7/9ltmzZzNy5EjuvPPOQuutWrVqIMAK0Lx5c0zTZPv27cTGxhIZGVms/lKahg0bxoABA9i7dy8vvvgio0eP5tVXX8UwDCpUqMBNN90U2LZp06YcPHiQmTNnFhqgPXr0KG+88QaffvopAA8//DAffPDBWTkXERERkeJSgFZERESkFIWFhQUFHBs1akSrVq14//33uffee8nIyKBRo0Y888wz+fatUKFCofWuW7eO+++/n5EjR9KxY0eioqL45JNPePPNN4vctqKMoDxZcR6GlZSUxMSJEzl27BibNm2iTZs2gD/gOG/ePFq3bo3H46Fdu3aBfYqT4iB3RPGRI0eC2nXkyBEaNGhQ4L7ly5fHbrcHPRAsd59KlSoV+dy+/fZb1q9fT5MmTYLK+/fvT69evXj66aeLXFdERARvvvkmN910EzfccAOzZ8/Od52dTietWrWiVatW3HLLLbz88su8/PLLjBgxApfLVeRj5VWcFAeVKlXC4/GQkpISNIr2yJEj+UZ25yrO+1OhQgUqVKhAnTp1qFevHpdccgnr168PjD4/WbNmzfjmm28KbXfegC5AZGRkvjIRERGRc4UCtCIiIiJnkWEYGIYReIp9o0aNWLZsGRUrVix0NKPT6cQ0zaCydevWUa1aNW6//fZA2d69e4vVltIeQdm2bVsyMjKYNWsWtWrVCtzq3rp1a/71r3/x1VdfBVIh5CpOioMaNWoQGxvL6tWradiwIeB/GNmGDRu47rrrCtzX5XLRqFEjVq9eTdeuXQEwTZPVq1czePDgIp/b2LFjueeeewLLBw8eZNiwYUyZMqXYQW/w5xWeNWsWN998M0OGDGH27NlB1+Vk9evXx+v14na7Cw3Q7tu3jwMHDgTqWb9+PTabjTp16gBFC9Dn7tu4cWOcTierV6+me/fuAGzbto29e/cWmH8Wzuz9AQJ93e12F7rNpk2bCg0M59WvX7/TbiMiIiJS1hSgFRERESlFbrc7kIszJSWFt99+m4yMDC677DIAevXqxcyZM7n99tu5++67qVy5Mnv37uWzzz5j+PDhVKlSherVq/P111+zbds2ypUrR1RUFLVq1WLfvn188sknNGnShC+//JIVK1aU5anmc8EFF1CtWjXmzJlDr169AuVVq1YlLi6OefPm0bNnz6B9ipPiwDAMbrjhBl555RVq1apFjRo1eP7554mLiwsEXwFuvPFGunXrFgjA3nTTTYwePZrGjRvTtGlT3nrrLTIzM4OCeYcOHeLw4cOBNBO//fYbERERVK1alXLlyuVL8xAeHg5AzZo1qVKlSjGu0gnR0dG8+eabDBs2LDCStnLlygwZMoSrrrqKxo0bU65cObZu3cpzzz1HUlLSKQPsISEhjBkzhtGjR5OWlsaECRO44oorAoHN4gToo6Ki6N+/P0899RQxMTFERkYyYcIEmjdvHhSg7dGjB//85z/p1q1bkd6fDRs28NNPP9GyZUuio6PZuXMnzz//PDVr1gyMnl20aBFOpzMQ5P3ss89YsGABEyZMOJPLLCIiInLOUYBWREREpBT997//pWPHjoD/Vva6devy/PPPBx6MFRYWxttvv80zzzzDXXfdRXp6OpUrV6Zdu3aB4NnAgQNZu3Yt/fv3JyMjg9mzZ9OlSxduvPFGnnjiCdxuN5deeim33347L774Ypmda0GSkpJYtGhR0IPAwJ+HduHChfnKi2vEiBFkZmYybtw4UlJSaNmyJTNmzCAkJCSwza5duzh27Fhg+corr+To0aO88MILHDp0iIYNGzJjxoygFAfvvfde0LUcNGgQ4H+AW2mOyoyKiuKNN95g+PDhDBkyhDlz5tCxY0c+/PBDpkyZQmZmJnFxcVx66aWnzD8L/mBxt27dGDFiBMnJyVx66aXFzjmc18MPP4zNZmPUqFG43W46duyYr77t27eTmpoaWD7d+xMaGsqnn37KtGnTAg/R69SpE3fccUfQyOCXX36ZvXv3YrfbqVu3LlOmTKFHjx5nfC4iIiIi5xLDsiyrrBshIiIiIiIlZ9q0aaxYsYKPPvqorJsiIiIiIqdhK+sGiIiIiIiIiIiIiPxdKUArIiIiIiIiIiIiUkaU4kBERERERERERESkjGgErYiIiIiIiIiIiEgZUYBWREREREREREREpIwoQCsiIiIiIiIiIiJSRhxn82DLli1j8eLF/PLLL6SkpFCrVi2GDBlC//79MQwDgCFDhrB27dp8+y5dupR69eqd0XEHDx4MwNtvv33mjRcREREREREREREpYcUO0A4cOJAhQ4bQo0cPnE5nsfadNWsW1atXZ8yYMZQvX55vvvmGRx55hP3793PXXXcFtmvRogWjR48O2rdGjRrFbWrAvn37znhfERERKVuWZZHts8jw+qfZPguvCT4TfDnPOrUZYDMMnDZw2Q3CHAahOdPcH4FFRERERETORcUO0I4aNYp33nmHyZMn079/f6677joqV65cpH1feeUVKlSoEFhu164dx48f58033+SOO+7AZvNnXIiOjiYxMbG4TRMREZHziNtncSTLx+FMkyOZPo5mmRzLNknONjmebZLqNkn1mKR7LEzrzI5hNyDSZSPGZVA+1E75EBuVwuzEhduoHG6nWoSDKJeCuCIiIiIiUnaKHaDt2LEjHTt2ZO/evbz33nv079+fFi1acOONN9KyZctT7ps3OJurYcOGvP/++2RkZBAZGVnc5oiIiMg5LNVtsi/dx4F0H/szvBzI8HEgw+RQho9j2Wax6jIApw0cNgN7zohZW05c1QJMy8JngteycPv8ZT4LkrNNkrNhZ6qvwHojnAYXRDq4IMpB7RgHdWMc1Ixy4LApaCsiIiIiIqXvjHPQpqSkcPjwYWw2G3FxcYwfP54WLVowbty4YtXzww8/ULly5aDg7Nq1a0lMTMTn89GsWTPuvvtuWrdufcp6unTpUui6ffv2UbVq1WK1S0RERIom0+sPwu5P97Ev3ce+dG/O1Ee659RDXx02iHLaiHQZRDptRDoNwh02wp3+9ARhdoMQh0GI3cBhUOSRrpblT4OQ5bPI8vrTI6R7TNI8FqlukxR3zihdj0W6x2LzMQ+bj3mC2lUn2kF8eScJ5Z00rOAiOkTPVhURERERkZJX7ADtJ598wpw5c0hPT2fIkCGMGzeO0NBQfD4f3bp1K1aA9vvvv2fp0qVB+WZbt25Nnz59qF27NgcPHmTmzJncdNNNzJkzh+bNmxe3uSIiIlICMjxmzuhXfyB2f7qPfTnzx08zEjbSaRATYqOcy0Z0iI0Yl42YEBvRLn+e2NJIL2AYBk47OO0GUa7Ct/OaFsey/SkWjmSZHMzwcTDTR7YPthz3suW4l0+2ZwJQI9JO40ouGld00aiik3CnArYiIiIiIvLnGZZlFSur22233cYNN9xA+/bt86374osv6Ny5c5Hq2b9/P1dffTX16tXjjTfeCOSfPVlGRgY9e/akXr16vP7668VpakDu6NrPP//8jPYXERH5KzMti1S3Px/skUyTw5k+Dmf6OJRpcijTx8EMH2mnGQkb5jAoF2KjfIiNcnleMSE2nOdZqgDLskh2W+zPGQm8N90fvM3LbkB8eSeJsS5aVg6hRqRdeWxFREREROSMFHsEbdeuXfMFZ+fPn8+AAQOKHJxNSUlhxIgRlCtXjmnTphUanAUIDw/nkksu4T//+U9xmyoiIvK3Y1oW2T6LTK//1v30nIdspXlMUt0WKTm39yfneRjX8WwTXxF+rg1zGMS4TgReA4FYl40Qx18nOGkYBuVCDMqFuGiQkz4/02uyJ83HrlQvO1N9JLtNNh31sOmoh3d/TSc2zEaryiG0qRJCQnkn9vMsKC0iIiIiImWn2AHauXPnMmDAgKCyd955J19ZYbKysrj11ltJTU1l3rx5REVFFbcJIiIi5wXLsnCbkOn1B02zc6Zu08Lj86/z+Cw8poXHJGfqz53qzZl68kxzt3Pn7OP2WWT78Ned88ryWhTr1pg8IhxGIBdslMtGlNMIpCSIdtlw2f++Qccwh4365WzUL+cE4Hi2yR8pXv5I9bIr1cuhTJNlOzJZtiOTKJdBq8ohtK0SQuNKLj1sTERERERETqnIAdqNGzeybt06jh49yuzZswPlqampuN3uItXh9Xq555572LZtG3PnzqVy5cqn3ScjI4Mvv/ySJk2aFLWpIiIiJc60LFLcFsez/DlXk3NGoaa6/Q+dSs0ZqZruMcnwWmR4/KNYzzRY+mfZAJfdwGWHULtBqMOf7zXMYSPMYRDuMAh3+qcRTv9Duey6Rb/IyoXYKBfrolmsC4/PYmeql20pXrYne0l1W/zfriz+b1cWEU6D1pVDaFcthMYVFawVEREREZH8ihygPXjwIJs3byYrK4tNmzYFyiMiIpg0aVKR6nj88cf5v//7P8aMGUNaWhrr168PrLvooovYuHEjM2bMoFu3blSvXp2DBw/y5ptvcujQIZ5//vmin5WIiEgxeU0r8ICogxk+DmWYHM7ycTjT5GiWj2NZRUsDUBiHDZw2A4cBDpuBw+af2g2wG/7l3Hlbnnm7AfbAdv753Drseep02g2cNgOXzR+YtRsoJ+pZ4rQb1CvnpF45J6ZlsSfNx+/JHrYe95LusfhydxZf7s4iymXQtkoo7auF0KCCE5veHxERERER4QweErZy5UouueSSMzpY586d2bNnT4HrPv/8c3w+H0888QS//vorx48fJywsjObNm3PXXXfRtGnTMzom6CFhIiLiZ1kWydkmu9N87Enzsjfdx750H/vS/LeoF+UfxPA8o09zR6OG5YxODckZqRpiPxEoddoMnDYFS/+OTMtib5qPLcc9/J7sJdN7oodVDLXRvlooHaqFUDvaof4hIiIiIvI3VuQA7dq1a2nTpk2hQc7cIOi5SAFaEZG/nyyvyc5UH3+keNmZkyd0V6qXNE/h/+w5bATyrUa7bES5jEAu1ginjQinUaqjHi0sMN1YPjeYHiwzG8t0g+kF04tlecHyYZn+KZhgWYCFP7ps5qnNBjbDP8UGhv9lGA4MmxNsDv8rZ9mwhYA9BMPmwjAKf3innBnTstiVmhOsPe7Bneetqh5pp0NOsLZKRLEfDyAiIiIiIue5Iv8VsHjxYtq0acOsWbPyrTMM45wO0IqIyF9bmsdke7KXbcketid72ZHiZX+6r9ARsTEug/KhdiqE2igfYvPnEw2xEe4w/tRIRsvyYXnSMb0pWJ5ULE8alje9gFcmli8Ty5eF5c0EX5Z/2SxaTvdSZzgw7CEY9lD/yxEG9jBs9jCwh2I4wjHs4RjOSAxHBIYjHJsjAhyR2JyRGM4oDMNe1mdxTrEZBrWiHdSKdnBpjVD+v707j4+ivv8H/pprN5tNdkNIgHAmARJRThVShGoVKK1C/dbri0X025+gtl5g8VZEpIB89QtKbQHFItarnmBB6lkVQWktgihYIOGGJCQh2WSvOT6/P2azySYBkpCb1/PxGGfmM9dn1mGy+973vmdvmYH/lOjIKzNwqNzEX/9Tgb/+pwL9klSM7h6HkWlOJMXxNSQiIiIiOhM0uMRBe8QMWiKijiNkCuSV6th93MCeSJ3PfL9Z57rxqoQUl4wUl4LOcTI6R4KyDXlQkxAmRLgUVrgEVvg4RPg4LL0UIlwaaT8OS48EZI2KpjpN2BmwKiRZBaBAkiszYZVoNqw9D0iQANQ8J2Fn5EYzbAUAC7AsAAaEZQEwAcuKZOYaTdh3QFJckLREO2CrJkJyeCFpHsgODyStalp2JEHSPGdsQDdkCuSW6vihRMcBX9WXChKAgSkaRnWPw4huTrg1ZjUTEREREXVUDQ7QfvzxxxgxYgQSEhKwYsUKbN26Fbfffjv69+/fXH08bQzQEhG1T0II5PtN/KdEx67jBnaV6NjnM2DV8ZfL45DQJV5BF5eCVJeCVJeM+FMEtYSl24HXUBGsUBFE0B5b4RKIUHEkKFsK1Ks6bRVJjoOkxtnZpoqzWvkAJyTFCchOSIoGSI5IeQEHIDsAWbMDsrIaCbq2HLu8ggkhdLukgtAhLMPO6jXDdukFS4+MwxBmELBCEKY9wApBGCEIK9io48taIiRHEiRHEmSHF5LWCbKzE2RHEmRHJ7vd2cl+rToov27hP8ftYG2+v6oGgioDQ1MdGJkWh/O6OuBSGawlIiIiIupIGhygnThxIt59913s3LkT9957L6699lqsWbMGL7/8cnP18bQxQEtE1D6Eq2UT/icylIVr/5mKVyV0jVfQza2gayQoG6fWDmhaZghWsABWsBBW6Bis4DGIyNgKFUaCr/Uh2T/rj/ycX1LiI/PxkFSXPR/9+X8cJJy5ATQBYQdvzSCEEYSwKss4BCAMf6S0QyBS5sEPYfgbtH9JddsBW2cnyI5kO2jr6ATZ2TkS0O0MyZHY4gHupnY8ZGFXiY7/HNdRFKwK1moyMDTViR+lOXFuF8cpv4QgIiIiIqK2r8FPolBVe5MNGzbgmmuuwaRJk/Daa681eceIiKjjKw9b+KFEx85iHTtLdOSW6jCs2HUUCUh1KUhz2wHZbvEKEjS7VqwQpp3x6itAKJgPM1AAESq0A7LBAli679SdkBTIakKknmqkfqqaAElzRwKykaBsOw/4tRQJUiRY7QLqkewqIOwAruGHZfgBswKictqogGVURMZ+QBgQRgVMowLwHzxJJxTIzmTIjk6QncmQnJ3tYG5cciSo29kuudCGyyokOWUM7+bE8G5OFAVM/Oe4nUV+PGThn/kh/DM/BFUGBnV2YHg3J87v6oTXyWAtEREREVF71OAArWma2Lp1K95//33Mnz8fAGAYTVu3joiIOqbioIkdxXZAdkdxGAd8tWvHulQJ3d12QDbNrSDFoUMKF8AK5MMqL4BVmI/yQH4kM/YYAKv2gaqRZCckhweymghoifZP6asPShyDr61IimQnQ40/ad6xgLDLLeh20FYY5XbgVren7cEO7kKYkSB94UmPLDuSIpm3yZCcyZGgbnLVvKMTJFlr6lNusM4uBSNdCn7UTeBYwMLuSA3mkpCFLYVhbCkM49lvfcjqpOH8rg6c28WJHgnKaT3wjoiIiIiIWk6DA7TTp0/HrFmzMHLkSPTt2xe5ublIT09vhq4REVF7JoRAYcDCjuIwvi/SsaNYr/NhXp2cMtLiBbqppegqHYVb3w8RzIdVmg8rkI9y/VRlCBT7wVMOb+ShVB77oVOVD6SSnc1zgtSiJEj2/0unE7Iz+YTrCWHapRQqg7Z6BYReDmGWw9Ij80YFACtSY7gEOEmitawlRoK1lYHbTlXTlSUWWijDWpIkpMYrSI23g7XFQQt7Su2H5RUG7Gz0H0p0vLSzAqkuGcO6ODE01YFzOjvqLAFCRERERERtQ4Nr0LZHrEFLRNT8hBA46jfxfZGO74vC2FEcWzsTACQIdNYC6CYVoqvIQ2r4OzgCuZGA2YlJchwkh9cOuGpee1rzQnJ47BIEzIClBrDLKvjtjFvdF8m8LYfQfXZJBb0CllEOiNpfKNRJdkTKKXSqVh/XfsCZXR83MlZczXZOvrCFvDIDuaU6DpWbMKu9u1MkILuThkEpDgxMcSDTq0KV+W+GiIiIiKitaHCA1jAMvP/++9i/f39MaYPbbrutyTvXVBigJSJqekIIHCq3SxZ8XxzGjiIdJaGaAVkLKeIIuuo70MXYiVRjNxwI1rk/SY2HpCVBdnghO7yRjNhIMJZZsNTCog87iwRr7WBu9VIKFXY2rlX39VwXu9xGUqS0QpI9rdlj+wsI+/qXNM9p1cfVTYED5Qb2lRnY5zNqPWgvTpFwVrKGs5I1DEjWkOnV4FAYsCUiIiIiai0NLnFw1113obCwEIMHD4Ys82EURERnCksIHCgL47sjhfi+KIAffE6UmXEx68hCR4q5F13N/6Cr8R+kmrlQoUeXS6obsqMHJM0byS6szIT1tolan0SVqj/sTEbKCdcTwoiWTYgdyqNZupbhB6wwhBWyy3cE8095fFlNtP9dOLx22Y5qY0nzREp5JNpfYqixdZQ1RUKm1w68CiFQGhbY7zNwwGfgULmJoCnwTWEY3xSGAdgZtpleFVmdNPRLsodUl8watkRERERELaTBAdoffvgB69ev55t2IqIOytIrYJbnQS/LRV5RMXaUqvhPoDN2Wf3gl7wAHJEBUEQYKWYuuhq70NXchRQzDw7VLkcgubyQHSMiWYKRrEC5wX92iNo0SVIhObyAw3vS9YSlRx9iJszIuLLMQuW0aY8BwDJ8gOED/Afr0QnVrpXr8EBSaz8IL15LxAA1EWenJkBKS0CREY/DAQWHy00crjDhNwR2HTew67gBIAAASNQkZCZpyPCoSPeqSPeo6BqvQOb7PyIiIiKiJtfgT8ppaWnQdR0Oh6M5+kNERM1MWCZM/0GYvlyY5XkwfXkwyvMQ9O1Hnt+N3VYWcrUc5GkjEJQ9VRtKgCJCSDVz0U0cQJqSj1S1Alp8YiQjdgQkbcxp/TSbqKOSZA2SIwlwJJ10Pbs+bgAw/bAiY2EEIMxAJIhrj2EEYJkBQBiAMOyHnYVL6tUXDUAfSUWGlgCoCahQu6NAyUSh1B2FVhcUWR74dBlbC8PYGsmyBQCnAvROVNArUUOvRBU9E1X0TFDQyclsWyIiIiKi09HgAG3v3r0xZcoUjB07Fk5nVU3A66+/vkk7RkREjSMsA6b/EMzyfTAr9sEs32sPvjx7XHEAEAYqpCTs1c6PBGOvwX51KIz42JIFGkLoJuWjq1qC7k4/usRJUBxuSOgOoHvrnCBRByZBgqTGA2o86lN6WViGHbQ1A5HAbjAyb49hBu1ArhGCsAIQRhCAFQnqHgfCx+HCQfTBZvSJ7NOEihK5B4qUPihWeqFE6YXjcneETAd2HTex63jsw9Nc8KObUohu6nGkOfzoFhdGmkugq1tDXFxiTCkTOVKSgYiIiIiIqjQ4QKvrOjIzM5Gbm9sc/SEiopMQQkCES2FW7IdZcSB2HAnIWv5DgIh9WJcFCQVKP+zVfoS97tuwVxuOo2p2rf27pDC6OirQ3RlEd2cFktUg7Ie9KwASW+Qciaj+JFmFJCcCWv3+fQoIIBrUDUKYIcAKQhiRsRmCagbQ1Qyhi7UbML+DCAVhmjp8UieUyD1xXOmO43IPlMrd4JO7ICDFI8/sgzyzDxAC4Ks6XpJ5EKnmXqSYnyHFzEOKuRcp4iBS5RK4HJpdT7eyrm7lA9Iqa+w6KqcTI+2J1WrveuwHCzJzl4iIiIg6AEkIIU69Wvs2ZswYAMBHH33Uyj0hIjoxIQSs0DFY/sMw/YdgVRy0SxFUHLTn/Qdhlu+HMMpPuS+f3BUHXBdiv3ME9ilDsBf9EUB8rfW8SgjdHH6kOSvQzeGHVwmD8Q4iqosQJoQZBqxQJLgbhmnpOK47UGq6cNxKQKmViFJ4UCo6QZdOnimbYB1DZ3MfOpv7kGLuRbK1PzK/H0nWYciwTro9JBmSmlAtiFs9kBuZVxNi57WESJ3ehBrLEwDFxYAvEREREbWKBmfQ+nw+LFq0CIcPH8bSpUuxe/du7Ny5ExMmTGiO/hERtXtCWLBCRbD8R2AFjsCsHAeOwPIfiQRfD8MMHAGs8Kl3CEBSEyDHpUBydka5Ix2H1MHYL2XjgOiDvXo3FJu1g7GqZCFVC6Crw4+umh/dHH64FLOOvRMR1SZJCiTVBcAVbVMBdI0MNh1AEYQoQtBSUGo6UGY4UWo4ItMaSg0HQkJDuZyCcjkF+7Tzah1LgYFOogCdxRF0tg7awVtjLzrpueis70KCKIQkLAi9DEIvO1Uot54nWBnwrRbEjc5Xje12d1V7dNoNOTrvtseqG5AdDPwSERER0Uk1OEA7a9Ys9O/fH5s3bwYA9OzZE7/73e8YoCWiM4owQ7CChZGhAGZkbAXy7SGYDzNwNDJdaD/Ip54kLRGyIxmSMxmyMxmyszNkRzJMR2cUyBk4LHrioN4JB4IJ2B9KxHHDCdTavUCSGkIXLYAujgC6an4ka0EojBEQUQuQJMClmHApAXRzBGotD1kyfKYDZYYDZaaGMsMBn+lAqeFAuanBhIpjUncck7oDciSAW+35tA7JQIpagRTVh85yKTrLxUiRipCMAiSLAritY4AVjK3JawTskg7R8g72ACtk77RawBcAmuzrK0m1yzGoVUHb6gFce4iHXG06OlbiI/Px0XnEzLvsQebDGYmIiIjaswYHaPfu3YtFixbh/fffBwDExcWhqask7NmzB3PnzsWWLVvgdrtx+eWXY/r06XA4HKfemIioAYQQgBmAFSq2s1wjYxGdL4IVPGaXHoiOC6Mf4BtC0jz2Q3IcSZAcnSA7vJAdnSA5kiE7kyLTnRAUTuSH43E4HI+jYTcOh+JxuMKN/JJ4mJDrOgt4lTBSHQGkaAF00QJI0YJwyE2SU0ZE1OScsgWnHESKFqy1zBKA39JQZmgoMx3wGQ74zKrpCktFWKg4rHtxWPcC6FlrHw7JRIoWRGctgM7xQXTWKocQktUgOmkhqJL9/lUICzAjZRusoP0gtcoAbqScAyL1eqNBXTNkr2uGquYj61euG/1iThgxgd9mITuqAraqKxLYdUUDuKicrtYmKXF2RrQSVzUfGRCddlbNy85oGyrHksrsYCJqNCGE/dwEYQLCtO/Hwoy2CViR6cgACxDCXq9yGQQQ2Y+AqJq3jxAZ6lLt3iXJiDym0/6GEZLdJskAZEiSDEhKtE2SlMi8PUiSAsgK74lEdFoaHKDVNC1mPhgMNmmAtrS0FDfccAPS09OxZMkS5OfnY8GCBQgGg5g1a1aTHYeIOgZhmRC6z/6Ja+VPXcOlEOFSWOHjEHpkXDkfPg4rXAIrVAIRLrGfYl7PsgK1SEqkpqE3+hAb+yE3XkiOqulom2zfcg0hoUR3okiPQ5Eeh0LdhcJyFwrCLuSH41FmnvjLKIdkopNaFWjorAXQWQ1BYzCWiDoIWQISFB0Jio7u8NdabgoJPlODz9DgMx2RQYsGcv2WhrBQcDjsxuGwu85jSBDwKGEka0EkayEkqSF0UkPoFJlOcoSRpIYQLxuNrsstLCMSsA3Zgdxqwdva7SEIKxzJ8LXbhBWOtkfbzDBghe1tLL3qYFYYIhyGwPHGdbbRJEBxRoK3zthp2WEHeGVHpN1ht8kOSErVNKLzmr1M1iLLtEibBkha7Lys2YEQWQPkyFhS7b+zkmq3RcZ28KSyTam2vHqARWZQ5Qxlf44V1QKAkUBftemY9uoBw2rLYwKGlW01g4sxAUezarvKgCQsCMusth8TolqwMjaAGZmPrm8CVuX6ZrVtq01bRu1llgkharRbldPV2iu3tYzItkZse83pym3r3FdVv04cPG3HIveZmPvRCe9nddwPZS16z6z7Xlr5xVnV/Tb2i7W4quW1vnxz2sFmImqTGhygzcnJwR//+EeEQiFs3LgRK1euxE9/+tMm69Crr76KiooK/OEPf0BSUhIAwDRNPProo7j55pvRtWvXk++AiNocOzspCGH47Z+aGoHItN8eR4eK6GAZ5RB6BYRRbrfpPgjdBysyFkZ5ZFzRNJ2UlFq1BuXIw2MqB1lLhKRGHjKjeeyfoEY+0AkBhIQSCRhokZ/tOnA85ERphQPHDSdKdCeKDSdKDScETv5B0CUbSFJD8EaCBsmqHTRIUHQ+xIuIzmiKJJCkhpGkhgHU/htgCgnlpn0vLq8WuK2ItFWYGkzIKDWdKDWdyKudxBulSia8Shge1R7saR2JShgJleNIMNmtGHDJBuTIPVqSIx/Q1bqDxKdLCAuwdDuoa4XtAK8VBszI2ApBWLq9zNQjbeFqYz12bIbtbN+Ydj12XBlkqepFVbaxfsKutg/RDDmlWvBWrjZflUEnQY6ZtwO8dgZeZcad3S5F1pUibZXL7Qw9qXqmXjRzD9Hl9mTVtBTThqp1ap1LHe0xCTWiVruAiF1WVwaiqGtaVAU5o5mLImZ55bSotdyqtZ6oDHrWtU5lhmRMcLRqHVG5bvXlqMy2rN1uj6l9qPnvJBJkjAQbo/+W6vtvpJbYa9a+/Ktdq9Wyd3GqqufRQHSo+t7bDtkRCdi6agd21co2V602SXFVW9eF2r+4OMWvMJS4aLIKEdVNEg1MfzUMAytWrMCHH34IABgzZgymTZsGRWma2leTJ0+G1+vFH//4x2hbWVkZRowYgXnz5uGKK65o8D7HjBkDAPjoo4+apI9Ercn+KVDNb6qNmG/G7XYj8i23YX+wqhzX9YHL0iGEHvlQpwNCr/ak7mof9MxwbAaQGYq0V//ZZ2Vdv6qaf6j2BqXZVNb4i/5s023/pFN1R37WGY/qNQCF4oZQPTCURBhyAnQpHjoUhC0FYSEjZCn2IBQETQVBS0XQUhCwVAQsFX5TRYWpwm9pKDdVlJsaDFH/+6AMCwmKjkRFR6Iahkep/uE/DCczYomImoUQQNBSUG5qqLDsIG6FqaHCVFFhavBb9jjcgHt6JQkC8YqBeFmPjO2grUsxEScbcMn22CmbVYNkwiFbcEgmNNmCQ7KgyRY0yYImmVAlAVWyooHf1hYNDFcGbC098r4jMo6+5zCqBXyNGm2x41rvaaxqGXrV399Uywisne13skzDSHCFqElUC/5JNQLw0eB7tflqQfmqbG05NuAY/Sl9jX1VfgEQE+CXq7VX/yl+9f3I1dqrfYlQq02pvc/KLx9qtVW1x8zXdcz6tFX7IuPE7VKbzPgUMSUXqmVRx2RHmwBq3qOMapnONe59tT63mVX31ei9tPr91r63Rj/HxXy+M2K+gGszIWJJtgO21UvmRLOAq03HZAs7YrOIK7ONFUfMfPTXFTG/xqjrVxda5FcVWp2/uqj964vKL+7a3nVIHU+DvsLYtm0bnn/+eezatQsAkJWVhQsuuKDJgrMAkJubiyuvvDKmzePxIDU1Fbm5uSfcrjIIW5eDBw9CUZSTrtOhWGGYwYLG/2ybqEnERYakBmwjoULqhKCU2MR9CUaG4ibeb8NIEJHBioyJiKitsnOn5Oid+0y5ayswkIgyqFL9H27ZspTI0EDRjLiqBlF7hRqTNYMadQU5xAliH/UJiJxO0KQpAy6ne203dPtTrC/Vd5+nWkeKGdVnW+kUy+0g6Kn61Rwqszv5RQPVRY0MrroXR7PYgap7VvXs9RrzLSoUGeiMIjmguFIB2dnaPWkRaWlp+Mtf/nLK9eodoN2yZQtuuukmTJo0CRMmTIAQAt9++y2mTp2KZ599FkOGDDmtDlcqKyuDx+Op1e71elFaWtqofUqSBFU9c9LprXApg7PULpnQmiE423ZUfcDnN7BERNQ2mVAREioUy9faXaEWc7oBmSYO6DR1fKgB+2sjeYZERB2bCMMKl0GOS23tnrQp9Y5aPvfcc5g3bx7GjRsXbRs3bhwGDx6MZcuWxZQkaA0sX0DUMbAkCRG1FN5viKil8H5DRC2F9xui9qneaVy7d++OCc5WGjt2LPbs2dNkHfJ4PPD5an9jX1paCq/X22THISIiIiIiIiIiImpt9Q7QxsXFnXCZy3WCWieNkJmZWavWrM/nQ2FhITIzM5vsOEREREREREREREStrd4lDsLhMH744Qf7CfI1hEJNV9T5wgsvxNKlS2Nq0a5fvx6yLGPUqFFNdhwiIiIiIiIiIiKi1lbvAG0oFMJvfvObOpdJUtM9ynLSpEl48cUXceutt+Lmm29Gfn4+Fi5ciEmTJqFr165NdhwiIiIiIiIiIiKi1lbvAO3HH3/cnP2I8nq9eOGFF/DYY4/h1ltvhdvtxlVXXYUZM2a0yPGJiIiIiIiIiIiIWkq9A7QtqW/fvli5cmVrd4OIiIiIiIiIiIioWUmirqKyRERERERERERERNTs5NbuABEREREREREREdGZigFaIiIiIiIiIiIiolbCAC0RERERERERERFRK2GAloiIiIiIiIiIiKiVMEBLRERERERERERE1EoYoCWiZrNnzx78+te/xtChQzFq1CgsXLgQ4XD4lNuVlJRg1qxZ+MlPfoKhQ4diwoQJeOWVV2LW+eqrr5CdnV1rmDFjRnOdDhG1UY291/h8Pjz88MPIycnBkCFDMGXKFOzYsaPO9R544AGMGDECw4YNwx133IGCgoLmOBUiauOa835z8ODBOt/bXHPNNc11OkTURu3btw+zZs3C5ZdfjrPPPhsTJkyo13ZCCCxfvhw/+clPMHjwYPz3f/83vvnmm1rr5efn4/bbb8ewYcMwYsQIPPjggygvL2/isyCihlBbuwNE1DGVlpbihhtuQHp6OpYsWYL8/HwsWLAAwWAQs2bNOum2d955J3Jzc3HXXXchLS0Nn332GWbPng1FUWp9SJk/fz4yMzOj8506dWqW8yGitul07jV33XUXtm/fjrvvvhspKSlYuXIlbrjhBqxevRppaWnR9aZPn47du3dj9uzZcDqdWLx4MaZNm4Y333wTqsq3UkRnipa431Sum5OTE513u93Ncj5E1Hbt2rULn376KYYMGQLLsiCEqNd2zz77LJ5++mnMnDkT2dnZeOmll/D//t//w+rVq9GrVy8AgK7rmDp1KgDgySefRDAYxOOPP47f/e53WLZsWbOdExGdgiAiagZLly4VQ4cOFSUlJdG2V199VQwYMEAcPXr0hNsVFBSIrKws8eabb8a0T548WVx//fXR+S+//FJkZWWJbdu2NXnfiaj9aOy9ZsuWLSIrK0t89NFH0Ta/3y9GjhwpHnvssWjbv//9b5GVlSU+//zzaNuePXtEdna2WLt2bdOeDBG1ac19vzlw4IDIysoS7733XrP0n4jaD9M0o9P33nuvuOyyy065TTAYFOeee6548skno22hUEhcfPHF4pFHHom2vfvuuyI7O1vs2bMn2vb555+LrKwssXXr1qY5ASJqMJY4IKJm8dlnn2HkyJFISkqKtv385z+HZVn44osvTridYRgAgMTExJj2hISEen9zTERnjsbea77//ntIkoRRo0ZF21wuF84//3x88sknMfv3eDwx62VmZmLAgAH47LPPmvZkiKhNa+77DRFRJVlueKjm3//+N8rLy/Hzn/882uZwODBu3LiY9yyfffYZsrOzY36FOGrUKCQlJeHTTz89vY4TUaMxQEtEzSI3Nzfmjz4AeDwepKamIjc394TbpaWlYfTo0Vi6dCl2796N8vJyrFu3Dl988QUmT55ca/2bbroJAwYMwIUXXojHH38cwWCwyc+FiNquxt5rwuEwZFmGoigx7Zqm4dChQ9F7SW5uLjIyMiBJUsx6mZmZJ90/EXU8zX2/qTR79mwMGDAAI0eOxEMPPYTjx4832TkQUcdVeR+qeZ/q27cvDh8+HPPepuY6kiQhIyOD722IWhELpxFRsygrK4PH46nV7vV6UVpaetJtlyxZghkzZuCyyy4DACiKgoceegjjx4+PrpOYmIipU6di+PDhcDqd+PLLL/H8888jNzeXtZOIziCNvdf06dMHpmni+++/x+DBgwEAlmVh+/btEEKgrKwMcXFxKCsrq5XRX7n/7du3N92JEFGb19z3G4fDgWuvvRajR4+Gx+PB1q1bsXTpUmzfvh2vv/46NE1rtnMjovavrKwMDocDTqczpt3j8UAIgdLS0lO+tznV5zQiaj4M0BJRmyKEwP3334+9e/fiySefRGpqKjZu3Ih58+bB6/VGg7Znn302zj777Oh2I0eORJcuXTBnzhxs27Yt+gGIiKguo0aNQu/evfHII4/g8ccfR+fOnbF8+XIcOHAAAGplzBIRNVZ97zddunTB7Nmzo9uNGDEC/fv3x80334wPPvgAl156aWt0n4iIiFoASxwQUbPweDzw+Xy12ktLS+H1ek+43T/+8Q+sX78eTz/9NCZMmICcnBzMmDED//Vf/4UFCxac9JiV9ZaY1UZ05mjsvcbhcGDRokXw+/2YOHEiLrjgAmzcuBE33HADNE2L1pj0eDwoLy9v8P6JqONp7vtNXS666CLEx8fju+++a4pTIKIOzOPxIBwOIxQKxbSXlZVBkqTofYrvbYjaJgZoiahZ1FWf0efzobCwsFbNo+p2794NRVGQlZUV0z5gwAAUFBQgEAg0S3+JqH1q7L0GAAYOHIj169fj73//O9avX481a9YgGAzinHPOif6UODMzE3l5ebUeUpiXl3fK/RNRx9Lc9xsiotNReR/Ky8uLac/NzUX37t0RFxcXXa/mvUwIwfc2RK2MAVoiahYXXnghNm7ciLKysmjb+vXrIctyzFOMa+rRowdM08QPP/wQ0/7dd9+hc+fOcLlcJ9x27dq1AIBBgwadZu+JqL1o7L2mkiRJSE9PR0ZGBkpKSrBu3TpcffXVMfsvLS3Fpk2bom15eXn4/vvvceGFFzbtyRBRm9bc95u6fPLJJ/D7/XxvQ0SndO655yIhIQHvvfdetE3Xdbz//vsx71kuvPBC7Ny5E3v37o22bdq0CcePH8dFF13Ukl0momokUTMlhIioCZSWluKyyy5DRkYGbr75ZuTn52PBggWYOHEiZs2aFV3vhhtuwOHDh/HBBx8AAMrLyzFx4kRomoZbb70VXbp0wYYNG/D888/j9ttvx29/+1sAwMyZM9GnTx+cffbZ0YeErVy5EhdddBGeeeaZVjlnImp5jb3XAMCf/vQn9OnTB507d0ZeXh6WLVuGzMxMPPvss5Dlqu+wb7zxRuzZswf33nsvnE4nFi1aBFmW8eabb0JVWc6f6EzR3PebBQsWQJIkDB06FB6PB9u2bcOyZcuQkZGB1157jfcbojNIIBDAp59+CgB46aWXcODAAdx3330A7PrUycnJdd5rli9fjiVLlmDmzJnIysrCK6+8gg0bNmD16tXo1asXADtoe8UVVwAA7rrrLgQCASxcuBDZ2dl82DJRK2KAloiazZ49e/DYY49hy5YtcLvduPzyyzFjxgw4HI7oOlOmTMGhQ4fw8ccfR9v27duHRYsW4euvv4bP50PPnj1x9dVX47rrroOiKACAZcuW4d1338WhQ4eg6zp69OiBiRMn4qabborZPxF1fI291zz++ONYt24dioqK0KVLF0ycOBG//e1vaz392OfzYf78+fjggw9gGAZGjx6Nhx56CF27dm2xcySitqE57zevv/46XnnlFezbtw/BYBBdu3bF2LFjcccddyAhIaFFz5OIWtfBgwcxZsyYOpetWrUKOTk5dd5rhBBYvnw5Xn75ZRQXF2PAgAG4//77MWzYsJh95OfnY+7cudiwYQNUVcW4cePwwAMP8F5D1IoYoCUiIiIiIiIiIiJqJaxBS0RERERERERERNRKGKAlIiIiIiIiIiIiaiUM0BIRERERERERERG1EgZoiYiIiIiIiIiIiFoJA7RERERERERERERErYQBWiIiIiIiIiIiIqJWwgAtERERERERERERUSthgJaIiIiIiIiIiIiolTBAS0RERERt2iWXXILx48fj8ssvx6WXXoqXXnqp2Y95xx134K233jrleitXrkRhYWF0/pVXXsFzzz3XnF0jIiIiog5Gbe0OEBERERGdyuLFizFgwAAcOnQIv/jFL3DeeefhrLPOau1uYdWqVcjJyUFqaioA4Nprr23lHhERERFRe8MALRERERG1Gz169EBGRgZ27tyJu+++G7IswzRNTJ8+HWPHjkVhYSHmzp2LQ4cOIRQK4ZJLLsGMGTMA2Jm4zzzzDAYMGAAAuOKKK3DvvfciJycHe/bswYMPPgifz4c+ffogGAxGj1lUVIRHHnkE+/btgxAC1113HSZNmoQ//OEPKCgowPTp0xEXF4cFCxbgww8/RFlZGR588EG89dZbWLNmDZKTk7Fz5054PB7MnTsXixYtQm5uLtLS0rBkyRK43W7ouo6nnnoKX375JXRdR3p6OubMmQOv19sqrzMRERERtRyWOCAiIiKiduOHH35Abm4uZs+ejTlz5mD16tVYs2YNRowYAQC47777MHnyZLzxxht4++23sX37drz33nun3O8999yDK6+8EmvXrsWdd96JzZs3R5c99thjyMjIwLvvvosXXngBf/rTn/DNN9/gtttuQ5cuXbB48WKsXr06Gvit7ttvv8XMmTOxbt069OrVC7fccgseffRRvPfee9A0De+88w4AYMWKFXC5XHjjjTewevVqZGVlYfHixU3ymhERERFR28YMWiIiIiJq8yqzVF0uF+bNm4ctW7bg97//PcaPH4/Ro0djwIAB8Pv92LRpE44dOxbdzu/3Iy8v76T7Li8vx86dO3HFFVcAALKzs3HeeedFl2/atAkzZ84EAHTu3Bnjxo3Dxo0bMXTo0FP2e+jQoejevTsAYODAgTAMAykpKQCAQYMGYe/evQCADz/8ED6fD++//z4AQNd19OjRo34vDhERERG1awzQEhEREVGbV1mDttLPfvYz7Nq1C1999RXuvfdeTJw4Eb/61a8AAH/961/hdDpr7UNRFJimGZ0Ph8MnPJ4kSY1aVlP1fiiKEjNfWZ4BAIQQePjhhzF69Oh675uIiIiIOgaWOCAiIiKidmfPnj3o378/rrvuOlx77bXYunUr3G43cnJysHz58uh6+fn5OHr0KACgd+/e2Lp1KwBg27Zt0czahIQEDBgwIFpuYNeuXfj666+j+xg5ciRef/11AEBxcTE++OADjBo1CgDgdrvh8/lO+3zGjh2LlStXIhAIAAACgQB27dp12vslIiIioraPGbRERERE1O4sWrQIeXl50DQNcXFxmD17NgDgiSeewPz58zFhwgRIkgSXy4U5c+agW7dumD59Ou677z689tprGDp0KPr16xfd3+OPP44HHngAf/7zn9GnTx8MHz48uuyhhx7C7NmzMXHiRAghcMstt2DIkCEAgOuvvx4PP/xw9CFhjTVt2jSEw2Fcc801MW39+/dv9D6JiIiIqH2QhBCitTtBREREREREREREdCZiiQMiIiIiIiIiIiKiVsIALREREREREREREVErYYCWiIiIiIiIiIiIqJUwQEtERERERERERETUShigJSIiIiIiIiIiImolDNASERERERERERERtRIGaImIiIiIiIiIiIhaCQO0RERERERERERERK2EAVoiIiIiIiIiIiKiVsIALREREREREREREVErYYCWiIiIiIiIiIiIqJUwQEtERERERERERETUShigJSIiIiIiIiIiImolDNASERERERERERERtRIGaImIiIiIiIiIiIhaCQO0RERERERERERERK2EAVoiIiIiIiIiIiKiVsIALREREREREREREVErYYCWiIiIiIiIiIiIqJUwQEtERETURmVnZ+PDDz8EABw8eBDZ2dnYsWNHK/eKiIiIiIiaEgO0RERERI1w3333ITs7u9Zw4403NtkxNmzYgAsvvLDJ9teWvPLKKxg2bBgMw4i2VVRU4JxzzsGUKVNi1v3qq6+QnZ2N/fv3N+pYO3fuxK9+9SsMGjQIF110EZ599tlTbnP48GHcdNNNGDJkCEaOHInHH388pq+V/frlL3+JgQMHYty4cXjrrbdOuL/ly5cjOzsbv//97xvU97oC8+Xl5ZgyZQouvfRSHD16FADwwQcf4JprrsF5552HYcOG4bLLLmvwsZrCe++9h5/97GcYNGgQJk6ciE8//fSU29TndXzppZdwySWXYNCgQbj66quxbdu2mOWhUAiPPvoocnJyMGzYMNx+++04duxYvfpc83ojIiIiamkM0BIRERE10o9//GNs2LAhZvi///u/Jtt/amoqHA5Hk+2vLcnJyYHf78f27dujbf/617+QkpKCrVu3IhQKRdu/+uordO/eHb17927wccrLy3HjjTeie/fueOutt3DPPffgD3/4A1577bUTbmOaJm6++Wbouo5XX30VCxYswNtvv42nn346us6BAwdw8803IycnB6tXr8YNN9yAhx56CJ9//nmt/W3btg2vvvoqsrOzG9z/moqLi3H99dcjEAjgpZdeQrdu3bBp0ybMmDEDP/3pT/H666/jrbfewowZM2oFlJvbv//9b/zud7/DVVddhXfeeQdjxozBrbfeiv/85z8n3KY+r+O6deswf/583HrrrXj77bdx1lln4cYbb0RRUVF0nXnz5uGTTz7B4sWL8eKLL6KgoAC33XbbCY/7ySef4LvvvotpW7t2LfLy8k7jFSAiIiJqHAZoiYiIiBrJ4XAgNTU1ZvB6vdHl2dnZePnllzF16lQMHjwYY8aMwfr166PLw+Ew5syZg9GjR2PQoEG4+OKLsWzZspjtK0sc1GXz5s246qqrMHDgQIwePRpPPPFETFBuypQpmDt3LhYuXIgRI0Zg1KhRWLJkSRO/Co2TmZmJ1NRUbN68Odq2efNmjBkzBj179sQ333wT056Tk9Oo46xZswa6rmPevHno378/LrvsMkyZMgV//vOfT7jNhg0bsHv3bvzv//4vBgwYgIsuugh33nknXnrpJYTDYQDAq6++ip49e+K+++5D3759cd1112H8+PFYuXJlzL4qKipw9913Y+7cuTHXRmMcOXIEv/rVr5CYmIgXXngBnTp1AgB8/PHHGDZsGKZOnYrMzExkZGRg7NixeOSRR064r8rM3LVr12LSpEkYNGgQJkyYEPP/o6FWrVqFH//4x5g6dSr69u2L6dOn4+yzz8Zf/vKXE25Tn9fxz3/+M6655hpceeWV6NevHx599FHExcXhzTffBAD4fD68+eabuO+++zBy5EgMHDgQ8+bNw5YtW2Kuo+p69eqF//u//8PTTz+NsrIy3Hnnnfjqq6+irykRERFRS2KAloiIiKgZPfXUUxg/fjxWr16NiRMn4q677sKePXsAAC+++CI+/vhjLF68GOvXr8f//u//okePHvXab35+Pm666SYMGjQIq1evxuzZs/HGG2/gT3/6U8x6b7/9NuLj4/HXv/4Vd999N5555hl88cUXTX6ejZGTk4OvvvoqOv/VV19hxIgRGD58eLQ9GAxi69atMQHaqVOnYtiwYSccLrvssui633zzDc4///yYTOTRo0cjLy8PpaWldfbrm2++QVZWFlJSUmK2KS8vx+7du6PrjBw5Mma70aNH1woIzpkzBxdddBEuuOCCBr46sfLy8nDttdeiX79+ePbZZ+F2u6PLUlNTsXv37pNmqp7IwoUL8etf/xrvvPMOhg4diltuuQUlJSXR5Sd7nYcNG4ZZs2ZF163va1LdqbYJh8P47rvvYl4/WZZxwQUXYMuWLQCA7du3Q9f1mHX69u2L7t27n/DY/fr1w4oVK7Bv3z7s3LkTF1xwAebMmYOkpKSTvVxEREREzUJt7Q4QERERtVf/+Mc/MGzYsJi2m2++Gbfcckt0/mc/+xmuvvpqAMD06dOxceNGvPjii5g9ezaOHDmCPn364LzzzoMkSfUOzgLAyy+/jG7dumHWrFmQJAl9+/ZFfn4+nnjiCdx6662QZft7+Ozs7OhPvdPT0/GXv/wFmzZtwqhRo0739E/bj370I8ybNw+GYSAYDGLHjh0YMWIEDMPAq6++CgDYsmULwuFwTID297//PYLB4An3q6pVb3GPHTuGnj17xiyvDLweO3aszqzWY8eOxQRnq29TWFh40nXKy8sRDAYRFxeHtWvX4vvvv8cbb7xxytfiVO655x6ce+65eOqpp6AoSsyy6667Dv/6178wceJE9OjRA0OGDMGoUaPwi1/84pQlMiZPnozx48cDAGbPno3PP/8cb7zxBqZNmwYAeOedd066fUJCQnS6rtekc+fOJ60Fe6rXsbS0FKZponPnzrX2m5ubG92HpmnweDy11qn8/1VTbm4u5s2bh0GDBuGss87Cxo0bsWPHDsyYMeO0M52JiIiIGooBWiIiIqJGysnJwezZs2PaagZ3agZwhw4dGn3g0y9/+Uv8v//3//Czn/0MP/7xj/GTn/wEo0ePrtex9+zZg2HDhkGSpGjbeeedB7/fj6NHj6J79+4AUKvuaWpqakztzlO57LLLcPjw4XqvP3HiRMyZM6de644YMQJ+vx/ffvstysrKkJ6ejuTkZAwfPhz3338/QqEQNm/ejF69ekXPBwC6du1a7/60liNHjuD3v/89nn/+eTidztPe3yWXXIKPPvoI77//Pn7+85/HLIuPj8fy5cuxf/9+fPXVV/jmm2/w+OOPY9WqVXjttdfgcrlOuN/q16eqqhg4cGA08AkAffr0Oe2+t0V79+7FjBkzcM455+Bf//oXnnrqKfztb39DcXExA7RERETU4higJSIiImokl8t1WgGsc845Bx999BE+++wzbNy4EdOnT8cFF1wQ8zCq01U9mxQAJEmCEKLe2y9fvrxBD5uqnlF5Kn369EG3bt3w1VdfobS0FMOHDwdgB2DT0tLw73//G1999RV+9KMfxWw3depUfP311yfcb/fu3bF27VoAdjZmzQzOyvmamZuVUlJSsG3btjq3SU1NPel+ExISEBcXh++++w5FRUW44oorostN08Q///lPvPTSS/j2229rZcKezG9+8xtkZ2dj5syZEELg0ksvrbVO79690bt3b1x99dW45ZZb8LOf/Qzr1q3DlVdeWe/j1FTzC4aaqgfk63pNioqKTvg6n2ib6q+jLMtQFKXWlwrV95uSkgJd11FWVhaTRVtUVBT9/1XTJZdcUqttwoQJJzlTIiIioubDAC0RERFRM/rmm2/wX//1X9H5rVu3YsCAAdH5hIQEXHrppbj00ksxfvx4TJ06FcePHz9lLcy+ffvi73//O4QQ0Szar7/+Gm63G926dWuy/jek7EJj5OTkYPPmzSgtLcWNN94YbT///PPx2WefYdu2bbj22mtjtmlIiYOhQ4di8eLF0HUdmqYBADZu3IiMjIwTZkoOHToUS5cuRVFRUfSn9Rs3bkRCQgL69esXXeezzz6L2W7jxo0YOnQoALt8w7vvvhuz/P7770dmZiamTZvWoOBspcrSFXfffTcA1BmkrdSzZ0/ExcUhEAicdJ/ffPNNNDBuGAa+++47TJ48Obq8ISUOhg4dii+//BL/8z//E22r/prU5VSvo8PhwDnnnINNmzZh7NixAADLsrBp0yZcd911AICBAwdC0zRs2rQpWq4hNzcXhw8fPumxK7344ounXIeIiIioOTFAS0RERNRI4XC4Vo1LRVGQnJwcnV+/fj0GDhyI8847D++++y62bduG3//+9wDsp9OnpqZiwIABkGUZ69evR2pqaq1amnX51a9+hRdeeAGPPfYYJk+ejLy8PCxZsgS//vWvo/Vn24OcnBzMmTMHhmFgxIgR0fYRI0Zgzpw50HU9pv4s0LASBxMnTsQzzzyDBx98ENOmTcOuXbuwatUq3H///dF1PvjgAzz55JNYv349APshVf369cM999yDu+++G4WFhVi8eDEmT54crek6adIkvPTSS1i4cCGuvPJKfPnll3jvvfewbNkyAHbgMisrK6Yv8fHxSEpKqtXeEL/5zW+gKApmzpwJy7IwYcIELFmyBIFAABdddBG6d+8On8+HF198EYZhnPLhZC+//DLS09ORmZmJF154AaWlpTEZtw3JEL/++usxZcoUPP/887jooouwbt06bN++PabkxZNPPon8/HwsXLgQwKlfRwD49a9/jXvvvRcDBw7E4MGD8cILLyAQCESzkxMTE3HllVdiwYIF8Hq9SEhIwNy5czFs2LB6BWiJiIiIWhsDtERERESN9Pnnn9eqGZuRkREN9AHA7bffjnXr1uHRRx9FamoqnnzyyWgWptvtxnPPPYd9+/ZBlmUMGjQIy5cvr1eAtWvXrli+fDkWLlyIv/71r0hKSsJVV12F3/zmN017ks0sJycHwWAQmZmZMT+FHz58OCoqKpCRkYEuXbo0ev+JiYlYsWIF5syZgyuuuAKdOnXCb3/7W/z3f/93dB2fz4e8vLzovKIoWLp0KWbPno3//u//hsvlwi9/+Uvccccd0XV69eqFZcuWYf78+Vi1ahW6deuGuXPn4sc//nGj+1pfN910EyRJwj333AMhBIYPH46XX34Z9957b/TBZwMGDMCKFSuQmZl50n397ne/w/Lly7Fjxw706dMHf/rTn2K+YGiIc889F0888QQWL16M//u//0N6ejqeeeaZmIB0YWEhjhw5Ep2vz+t46aWXori4GE8//TQKCwsxYMAAPPfcczHXywMPPABZlnHHHXcgHA5j9OjReOSRRxp1HkREREQtTRINKUJGRERERPWWnZ2NZ555JvrTbKK24uDBgxgzZgzeeeedmJIbRERERNTy2s/v34iIiIiIiIiIiIg6GAZoiYiIiIiIiIiIiFoJSxwQERERERERERERtRJm0BIRERERERERERG1EgZoiYiIiIiIiIiIiFrJGRGgve6663Dddde1djeIiIiIiIiIiIiIYjQ4QHvNNdfg3Xffha7rzdGfZnHkyBEcOXKktbtBREREREREREREFENt6AZ33HEHXn75ZSxcuBBXXnklrr32WnTt2rU5+kZERERERNQmCGHBCh6DFToGESqKTBfZQ7gUQvfZg+GDpfsgjArADENYIQgzDFghCCsMCAuIPqe5ciwBsgZJ1qqNHZBUFyQlHpLqhqTGR4YEyI4kSA5vzFh2doYclwrZ2RmS4mytl4mIiIgaocEB2tGjR2P06NE4fPgwXn31VVx55ZU499xzccMNN+C8885rjj4SERERERE1GyEERKgIRnkeTF8ezPI8mBUHYPoPw/Ifhuk/BCtwFBBGa3e1XiQt0Q7WxnWB7OoGxZUGOT4NiqsbZFd3KO6eUNy9IDk6QZKkZu2LEAIBQ8CnCwR0C37Dng8YAkFTQDcFdEtAtwDdEjCtqrB19HwAaDKgyBJUGVBlCU5FgkuREKfag0uV4NZkJGr2dHOfFxERUVNqcIC2UllZGY4dOwZZltGlSxc89thjOPfcczFr1qym7B8REREREVGTEIYfRukPMEp3xgxmeR6E7qvHHiQ7m1VLgKQmQNIS7UGNh6TERQYXJCUOUJx2JqykQpJUQNYAWYVUWWVOqtonhIAQBiBMQJgQlgkIw864NUOxWbhmAMLwVw1mZBzJ4AUEhO6Dqftg+nJPfjZqPOT4XlASekNx94GamAElIRNKYgaUhAzIcaknDHQKIVAWFigMmCgKmCgJWSgOWigJWigJmSgNCfjCFsrCFsyaEddmpkhAgsMO1iY5ZXSKk5HkVNApMp3iUpDqkuF1ypAZyCUiojZAEkI06M/l2rVr8eKLL6KiogJTpkzBL37xC8TFxcE0TYwbNw4ff/xxc/W10caMGQMA+Oijj1q5J0RERERE1NyEsGCW74VRvBV68VboJVthlGw7dcDSkWRnnUZKBcjOZEiOTpAdnSLTXkiS0kJn0XBCWNWCtWWw9DKI8HFY4ZLI+DhEqARWuLheAWmhJsLnuQDH3CNwzDEQBXI6jolUHDPcKAxKCDUg8qpKgEOxM18dCuCQJWiyBEUGFMnOjFUkCXIkXlojfg1TCFgCMAVgVsu41S2BsAmELYGQIWA04NOtKgMpcQpS42V0i1fRza3YQ7yCrvEKNIXBWyIiahkNzqB99913cccdd+CCCy6IaVcUBQ899FCTdYyIiIiIiOhUhBCwKg4gfGwz9GP/tIeiryH0sjrXl9QEyPE9oMR3hxzf3f75v6srZGcqJMXRwr1vWpIkQ9ISAC0BQNpJ1xVmCFaoGFaoCEawGPkB4FDIjcNGMo5Y3XBUzkChkgldcgFB2EPsHgAIxEtBJCgG3A4FiXHxSHA64dYkxKsyXJHSA3GqHYxtCbolEDTsIWAK+HULFYZAhS5QoVuo0O3M3nJdwLCAo34TR/0mvkXsQ7AlAF3jFfRIUNAjQUWPBAU9E1X0SlThZOCWiIiaWIMDtGPHjq0VnH3jjTdw1VVX4ZJLLmmyjhEREREREdUkzBD0oq8Rzt+AcMEX0Au/hBUsqL2ipEZqrfaG7LZ/wq+4e0F2eFq+021I0FKwP5iA/cFEHAgNwf5gAg6FEhAWkczgGp8QZVjwSGXwiGJ4rKNIMA7BrR9GgiiC2yqGgti6vLLmhezuBcXdC4q7t10+Qe0JQGuR89NkCZpDQuIpYu2mEKgIC5TpFspCFkrDFo6Hqga9WvD264JwdDsJQDe3gt6RYG26R0WGV0XnOJl1b4mIqNEaXOLgl7/8Jd5+++2YtiuuuAJvvfVWk3asKbHEARERERFR+2TpPoTzv0D46D8QLtgA/di/ACsUu5Kk2AHBhEwoiX2hJmZCju8BSW70Izc6hKClYF8wEXsDidgbTMTeoAdHw/EQqB1IVCULSWoIyWoQndQQkrUQktQQEpUwaia/CisEK1QCES6BFS6xp0NFsE6QtQzIdrA8oQ8UdzqUxHQo7nTIqqvpT7oJCCHgNwSKg5G6uiETxUELRUELgRPUUEjQpEiwVkOGV0Vfr4qu8QqDtkREVC/1fseybds2bNmyBcXFxVi1alW03efzIRwOn2TLKm+99Rbuv//+Wu3Tpk3DzJkzo/Ovv/46nnvuORw+fBgZGRmYMWMGLr744vp2lYiIiIiI2ilLL0c4/3M7IHv0H9CLvrYfnlWNpHmgerKheLOgevpDcae3+/IEp8sUEg6G3MgNeJEb8CAv6MGhkLvOYGy8rCNFC6CzFkSKFkRnLQhPHYHYE5FkJxRXN8DVLaZdWDqsUFG0dIIIHYMVPAZhhWBW7IdZsR/A59H1ZVda9MFkamIm5IR0yErc6bwMTUKSJLg1CW5NRq/E2GV+3cKxoIWigIljAQuFATt4W64LbC/Ssb2oqlSCW5WQmaQi06uhX5KGfkkqkuPabg1jIiJqPfUO0BYUFGDnzp0IBoPYsWNHtN3tdmP+/PkNOuhzzz2HxMSqv3Rdu3aNTq9duxYPP/wwbrnlFvzoRz/CunXrcNttt+Gll17C0KFDG3QcIiIiIiJq24SlQz/2T4QOf4jwkQ8RLtgEiBo/m4/rAtV7NhRvNlRvNuS4rmd8ZuJx3YE9AS/2BD3YE/AiL+CpKlNQjVvWkeoIIFWzhxQtgHjFrGOPp0+SNSiubnbwNkJAQOjlsELHIIKFsILHYAYLIQwfrMARhANHgIKNlXuwM6ET+0L19IWS2BdKfM829WC2eE1Gb01G78Sqj9KGZWfbFgZMFARMFPgtHAuYqDAEvj2m49tjVUHb5Dg5Gqztn6Shb5LGmrZERNTwEgeffvopLrrookYdrDKDdtOmTUhOTq5znfHjx2PgwIF48skno22TJk1CYmIinn322UYdlyUOiIiIiIjaDsOXi9Ch9Qgd+jvCRz+B0H0xy2VnKtSks+3BOwByXEor9bRtqMyO3eVPwu6AF7sDXhzTa5cHcEgmujgC6KL50SUSlHUrRh17bH2WEYAVLIAIFsAKFsIM5kMYFbXWk2SHHahN7AfV2x9qYn/IDm8r9LhhTEugKGihIGAiv8JEvt9EUdBCzQ/fsgT0SVSR1UlD/04asjtpSHWxni0R0Zmm3hm0mzdvxogRI2AYRp2Bzsog6Ok4cOAA9u7di7vvvjum/dJLL8XChQsRDofhcJzZP10iIiIiImpvLL0C4aOfIHTo7wgdWg/TtztmuaQmRAKyg6B2GgjF1fUEezoz+E0FewJe7AokYZffLlkQEjU/ugkkqyF0dfjtQQsgSQ2hvcT1ZNUFOaEPkNAn2mYZFbAC+bCC+bAC+TCDBRBWGEbpDhilOxA6GNk2LhWqJwuKJwuqNwtKfC9IktxKZ1I3RZbQJV5Bl3gFAzvbbbopUBCwHzx2tMIeV+gCeWUG8soM/H1fAACQ5JTRP8kO1mZ10pDpVaExy5aIqEOrd4B2zZo1GDFiBFauXFlrmSRJDQrQTpgwASUlJejevTuuueYaTJ06FYqiIDc3FwCQkZERs37fvn2h6zoOHDiAvn371rnPkx3/yJEjSEtLq3f/iIiIiIio8YQQMEp3InToPYQOvodw/meAVe25FZICxdMfWqfBUDsNhpKQ3uYCbC1FCKDIiMMuvxe7/EnYFfDiYCihVu1Yh2RGg7HdHH500QJwyFYr9bp5yKobcmImkJgJIFIeIVQCM3gUlv+oHbwNF8EKFiIcLAQKvgAASHIcFE8/qJ4sqN5sKJ5+kJW29wAyTZHQI0FFjwT7Y7gQAuW6wJFIsPZIhYnCgInjIQv/zA/hn/n2w/A0Gcj02gHb7GQ7aOtxnJn/XoiIOqp6B2jnzp0LAHjxxRcbfbDU1FTcfvvtGDJkCCRJwscff4zFixcjPz8fs2bNQmlpKQDA4/HEbFc5X7mciIiIiIjalmiW7MF1CB16D2b53pjlsjMVavJgaJ2GQE06G5Ia3zodbWWmkHAgmIBdgaqAbIlR+8FYHiWMbo4KdIsEZZPbUXZsU5EgQXImQ3YmA96zAcB+4Jg/HyJ4FGbgCMxAPoQVhHF8O4zj26NbKgl9oHqzoXoidYsdnVrvRE5AkiQkOiQkOmRkddIA2PVsC/wmjvhNHCm3xwFD4IcSHT+U6ICd04Q0t2IHbCNB2+5uhWURiIjasXoHaCt9/PHHGDFiBBISErBixQps3boVt99+O/r373/KbX/84x/jxz/+cXR+9OjRcDqdeOGFF3DLLbc0tCsxTlZftinKLxARERERUSyjbLcdkD24DqGj/wCsUNVCSYXqHQA1eQi05KGQXWlnZACpwlSxJ+DB7pOUK5Ah0FkLoFskO7abw99ma8e2Nkl2Qk3oDST0hoZIlm2wCGbgCKzAEVj+I7AMH8zyvTDL9yJ06O8AImURvNlQvWdB8WRDie8OCW3velRlCd0TVHRPUIEudpZtadjCkQoThyvsLNvioD1/pMLEPw4GAQCJmoSsahm2fb0aHCyLQETUbjQ4QLto0SK8++672LlzJ9asWYNrr70WjzzyCF5++eVGdeDnP/85nn/+eezYsQNer13s3efzITU1NbpOWVkZAESXExERERFRyxNGAKGjnyJ0aB1CB9+rXUvWmQIteSi05CFQk86BpNTODO3IhADyw67og7x2B5JwKOQ+YbmCbtFyBX5ocoOe3UwREiRIcSn2g+Q6DQIAWIYPlt/OsLX8h2GFjkXLIoTzN9jbqQmRgK2dZaskZECSG/zxuNlJkoQkp4Ikp4IBkedsBw2BIxVGNGib7zfh0wW+Lgjj6wK7lIgiAZle++Fj2ZEHkCXHKa14JkREdDIN/gukqvYmGzZswDXXXINJkybhtddea5LOZGbatYZyc3Oj05XzmqahV69eTXIcIiIiIiKqH6NsN0KH1tv1ZI98ApiBqoWSYv+EPHmonSUb3+OMypINmArygh7sDnixJ+DFnoAH5Wbthxp7lFC0VEG3M7RcQUuS1UTInkSoHvtXnnZZhKN2hm3gCMzAUQijHHrR19CLvo5s5ICa2LcqyzaxH+Q2WoYjTpWQ4dWQ4bXLIpiWQGGgKsP2SIUJvyGw67iBXccNrM2z/82mumT076QhK8kO2KZ7VKgyL0QioragwQFa0zSxdetWvP/++5g/fz4AwDAa//ObdevWQVEUnH322UhNTUV6ejrWr1+PsWPHxqwzcuRIOBy13+wQEREREVHTidaSPbQeoUPrYfr2xCyXHMl2hmzyUGhJ55wxtWQNIeFQyI28gCcajD0Srp0dq8BCqiOArpo/GpSNV8xW6jUBlWUR+gAJfQAAQpiwgoWw/IcjWbZH7Dq2pTtglO6Ibqe4e1erY5sF2ZnSWqdwUoosoZtbRTd31cPHysJVWbZHKkwUBS0UBiwUBkLYeLjq4WN9vXawtl+Siv5JGjq7mGVLRNQaGhygnT59OmbNmoWRI0eib9++yM3NRXp6er22vfHGG5GTk4Ps7GwAdt3Yv/71r7j++uujJQ1uv/12zJw5E71790ZOTg7WrVuHbdu24S9/+UtDu0pERERERKcghAW96N8IH/4AocPvI1ywEbDCVStEs2QHR7Jke3X4LFlLAEfD8dgbTERewIO8oAf7gonQRe3gVaISRhfNj66OALo6/EjRglAklitoyyRJgeLqBsXVraqObaikqiRC4AgsvQxmxX6YFfsROvwBAEB2JEP1ZkHxZEXKIvSGJLW9gKYkSfA6JXidDpwVKYsQMgXy/SaORgK2R/0GQiaws0THzhI9um0np4x+SXbAtl+ShkyvinhNbqUzISI6c0hCiBZ79zB37lx8/vnnOHr0KCzLQnp6Oq6++mpMmTIl5k3e66+/jmeffRaHDx9GRkYG7rrrLlx88cWNPm7lQ8JO9iAxIiIiIqIzgRACpi8X4aMfI3T4Q4SOfAQRKopZR3amRh7uNQSq92xIqquVetv8TCHhaDge+4KJ2BdMRF4gEftDiQhatXNZHJKJVC2ALpFgbBeN2bEdlWVU2OUQ/IdhBY7CChYCqPHROVIWQfH0hxoZZM3TKv1tKCEEjofsh43l+00c8ZsoClg1zxASgDS3gr5JGvp6VWR6NaR7VTj5ADIioibV4ACtYRh4//33sX///pjSBrfddluTd66pMEBLRERERGcys+IQQkc/QfjIxwgf+Qhmxf7YFRQX1KSzoXUaBDVpEGRXtw6ZJRswFRwMJeBAKAH7g4nYF0zAwVBCnZmxqmShsxpEqiOALpofXRwBeJUwa8eeoYSlwwzmQ/iP2Jm2gaMQ1TPNI+S4rlA9faEk9oPq6QfF3QeSrLVCjxtONwUKAnbA9qjfRH6F/fCxmiQAvRIVuw6uR0W6V0W6R4VLZaYtEVFjNbjEwV133YXCwkIMHjwYsswbMBERERFRWyKEgFmeh/DRzxDOt4eadWQhKVAS+0eDskpi3zb5BPvG0i07K/ZQKAGHQu5oUPaYXncmsCaZ6KwFkaIFkaIF0EULIEkNgc9PokqSrEGN7wnE96xRFqHy4WNHYYVLYAXzEQ7mAwUbIxuqUBP6QEnMhJLY1x67ukOS2t5naU2R0CNBRY+EqnuBX7eQ7zdREIiM/fYDyPb7TOz3mfi02vZpbgV9PCr6JKr22KOic5zcIb/sISJqag3OoB0/fjzWr1/frm6yzKAlIiIioo5KWDr04m+gF2xEuGAjwgVfwPIfqrGWBCUhA2qnc6B6z4HqzYKkxLVKf5tSyJJxJOTG4XB8ZOzGkZAbR8MuWKg7AOaWdXTWgpEhgBQtyMxYahKWGYQVKIAIHoUZzIflz4ewgrXWk+Q4KIkZUBIzoCZkQE5Ih+JKa5NB25qEEKjQ7UzbAr8ZefCYifI6Mm0BwK1J6J2ooneiil6JKnolKuiVqMLNurZERDEa/DV5WloadF2Hw+Fojv4QEREREdEJ2Nmx+6AX/RP6sX9CL/wS4WP/BMwaQSBJgZLYF6r3LKjeAVA9/SGp8a3T6dNkCAnHwnHI1+NxNByP/JA9PhqOR7Fx4iCzQzLRSQ0iWQshOTLurAURJ7NmLDUPWYmDnNAbSOhdlWUbLoMVzIcVyIcZLIAVLISwgjBKd8Ao3YFQZFtJdkBJ6AMlIR2Ku3dk3BOS7GzNU6pFkiQkOCQkOGRkeqtKN/gNC4V+C8eCJo4FLBwLmCgOWqjQBXYU69hRrMfsp5NTRs9EBT0jGbs9ExV0d6vwOKR2lQxGRNRUGhyg7d27N6ZMmYKxY8fC6az6Y3H99dc3aceIiIiIiM5klcFYo/gb6MX/tgOyx/4FK3Ss1rqSmhB9UJHi6Q81sR8kpW0Fdk5ECKDCVFGgu3BMd6Ew7EKh7kJB2IUC3YUiPQ4CJw7YxMkGOqkhJKmh6DhZC8ItG8yKpVYlQYLk8EJ2eAFPFgBAwIIIFUeCtcdgRcbCCsMo2wWjbFfMHmRXN6gJfSC7e0KJ7wXF3QtyXJc2l20br8ro45HRx1MVYjAsgeKghaKgiaKghaKAPV2uC5SELJSELHx7LDZw61YlpCXYwdo0t4I0t4JukYE1bomoI2twgFbXdWRmZiI3N7c5+kNEREREdMaxdB+M49/DOP4d9OJtkaDsNxB6ae2VJcXOsIvUtFQ9WZBdaW0268wQEkp0J4qNOBTpThTrcSiqHAx7HLRO/rFElUx4lTC8ahheNYQkNYwkNQSvGmZGLLUrEmRIzhTIzhTAa7fZmbYlsAKFsELH7MBt6BiEGYAVOIJw4AhQWG0nsgYlvgeU+B6Q43tAie8OOb47lLhubaqWtCpL6BKvoEt87EP4QqZAcdDOsK0cSkImysICFYbA7uMGdh83au3P65TRNV5B13gZXeIVdI3sO9WlIDlOhtxG74FERPXR4Bq07RFr0BIRERFRaxNCwAoWwCz7D4zSH+zh+Hcwjn8Hs2J/3RtJChR3LyjuyEOGEjKgJLSNp8JbAig3NRw3nDhuOFBqOFFiOHFct8clhhMluhNlpuOkGbCV4mUdHjWMREWHRwkjUQ1Hg7IuZsPSGcgyKuzs2lARrHAxrFARrFAxIE70pYQM2dUFiisNsqsbZFc3ezq+G2RHcpvLuq3JsASORzJrS4IWjofsoTRsIWCcPGyhSEDnOBkpLgWp8QpS4mR0jgRuO7vseZfK8glE1HY1+Os1n8+HRYsW4fDhw1i6dCl2796NnTt3YsKECc3RPyIiIiKidkMIC5b/CAzfHpi+XJi+PTDKc2GW7YZR+kPdGbERkiMJSnzPqoBsQjrk+O4tmhFnCAk+Q4PPdKDMcKDMrJouNSLjymWGA+YJHsRVkwILbkVHQrUhsXKshpGg6FClDp83QtQgsuqGnOAGEvpE2+xs21JYoSI76zZUAitsD7B0WIGjsAJHa+9MUiDHpUKJ6wI5rgtkV2QcyeaVHImQ6vFFSnNSZQkpLgUpLqXWspApUBoJ1paGLJRFxqVhC+VhAVMABQELBQELqFHvtpJTkZAcJ6OTU0anOBnJcQqSnHKtIV6TmI1LRC2uwe/2Zs2ahf79+2Pz5s0AgJ49e+J3v/sdA7RERERE1KEJYQdGTP8hWIHDMCsOwqzYD7N8X7XxAcAKnWQvkh0QiU+D7Eqzf6bs7gk5vidkLaEJ+wqEhYwKU0OFqaHcVCPj2MFnaig3HZGgrIaA1fDM3DjZgFvWEa8YcCsG4mUdbkWHW7HbExQdcbLJDFiiJmDXtU2C7EiKaRcQEEY5rFApRPg4RPg4LP24HcwNlwLCPHHwFgBkB2RnZ8hxKfbY0QmyMxmSszNkZyfIjk6QtNYL4jqVusslAIAlBCp0AV/YQllYwKdbKA9b8OkiMrYQMu0g75EKE0cqTl4WRZEAj0OGxynD65DgcchIjAz2tIQETUaCQ0KiJiPBIcOp8AZHRKenwQHavXv3YtGiRXj//fcBAHFxcWjqKgl79uzB3LlzsWXLFrjdblx++eWYPn06HA5Hkx6HiIiIiMjSK2AFC2GFCu1xIB9W4CjMSDDDCuRHg7LC8Ndjj7Id5IjrWpWlFtcVSnwaZFdXSHL93tMaQkLAVOG31FrjClOF39LgN6umK0wVftMeV1gqDFE7kFEfEgTiZBMu2YBLNhAnG3ApBuJlE/GKHm2PV+wx4xJErU+CBElNhKwmAu6eMcsEBIReDksvhdDLIMJlEHoprHAZhOGz72tWGFbgCKzAkZMcRIGseSE7kyA5OkF2eCFpXkgOT9W05oGseSCp7hYrqSBLEhIdEhIdMrqfYB3dFKgwLJTrdjC3QrenA4YVmRfwG3Yg1xSIPsSsvjQZSNDs7Fu3JsOtSnBrEuIj0y5NQrxqL49XJbhUe94VmY5TJagyb6ZEZ7IGB2g1LfZb9WAw2KQB2tLSUtxwww1IT0/HkiVLkJ+fjwULFiAYDGLWrFlNdhwiIiIi6jiEsLPH7Gwx+2e/InwcVrgEIlQSU7/RChVBhIphBQthBgsBM9CgY0mq2w5OODvZ2bBxqXbGmTMFliMFuqMLgsKBoKUiZCkIWgoCloKgoSJwXEUw2qYiaNnzAVNFwFIRsBT4I9N6IwOs1ckQcMomnLIBp2QiTq4anLIRDcTabQZcigmHZIJxAqKOQ4IESUuErCXWuVwIMxLA9UEYZYBeAcsohzAqIPRy+95qBu0s3HAxrHBx/Y6rJkSPK2mJ9r1TS7DbVTdkNQGS5oakxtuDEpluhhrbmiIhSVGQ5Dz5eoYlEDQE/IZAwLCDtoHIdNAQCJhV00FTIGQIWAB0qzKoCwCNe3ChJgNxqgSXYgds4yJjpyJH550K4FQlOJXKecmelyU4Ius7KttlwKHY8wz+ErV9DQ7Q5uTk4I9//CNCoRA2btyIlStX4qc//WmTdejVV19FRUUF/vCHPyApKQkAYJomHn30Udx8883o2rVrkx2LiIioI7CEgCUQGSLTsOdFpE1Umxeoaqucr/yuNZorImJGJyRF/2OPJACSFDuWJSk6L1drk6VIW7X5qoEfJDo6YRn2h3/DHxlXTpfbgYLIuHJe6GV28CAyWHpZJBPM/vmuMHyAOHW2kwUZOuIQluKhS3HQpR4Iqy7oUiJ0LRm6Wjl0gq4kIax4EJY90KUEhOQEhKV4hIWGoKUgZCkICQXBsIJQ0A66NjZr9WQ0yYRDsuCQ7bFTNuGQTTglMzJtRaejQ2RekyyWFiCik5IkBZLDC9nhPeE6QpjV7tf+qmkzAJh+WEYAMAOwItm4AOz7t1F+8qzcOjukQlZdgBIPSXVBUlyRAK4LkuIEFBckNQ6SHBkrcYDshKREphUnZMUZaXMCslbv0gyqLCHBISGhnj/eFUJAt1AVsK1jCEfKK9jTAmHLbrPHdv1cwA7y6mEB3ynffTWcLAEOWYJDiQRtIwFdR7UgrlZnG6DJErTINpqMWtOaXLWeHQy2j6VGjsf3dET1I4kGpr8ahoEVK1bgww8/BACMGTMG06ZNg6I0zZvRyZMnw+v14o9//GO0raysDCNGjMC8efNwxRVXNHifY8aMAQB89NFHTdJHorZOCBH5kFp9LAAIiMr5am0114G9Zsx8zHT1Nw2NzaCP+UNdx3R0uR3BqXpTFYnoVIaCJAmQ5Oi8/WRWObY9MuZTW89MIhKINC3AFPabYNMCDCHqbLOEnT1R2Va1XMCIjE0BGJXLau7Lgr1eXcuq77OuNoHoscxIYLVyuVVtefVArNnIf4LtgVItWKtIkXm52nSkXZYApVq7IklQ5JrTdgBYle3t1Mj2auV6ldtX3090unIZoFbbn92fassjyyqDzEr1/lUug30OciQwrcgSZFQFr1viQ4wQArB0CEsHrDCEFbbHZmTaDEXaQpG2kN1mhqqmrRCEGYwOMIOwDHswzTBMMwTLCMM0wzCsMExDt6dNA6apw7AMWJaAKWkwodUeQ4MhOSJjDYbkhAkHDMkJI7LMgNOelxzQEQdTckCHE4YUB12OhyG5oEsuGJITYSkOOpzQ4YDZ8PyERpFhQZMsaLI9dkSnzei0Q7IDqJWBV0ekzSFXtlvMZiWidkcIs+pvgxmw/24YAcAK2n9LzCBghmBZQcAMV/19iQR2m54ESXZCUhyA4oQkO+xSM4oDiExLcmQ62qbZgd3o2FE1L2n2wxurzUNWIEmV8yogq/Y6knrKUg+mENAjAVu9WgDXsAR0yw4A65FgrhGZrmwzItNG5H2qbtpjw7LXbQtvE2UJVYFe2X7vpUUCuFp0ulqbYr/f0mQ7YK5WG2uyBFWKbas+r0hV7Url+7xq61S+H6v5fk6RGUim1tegd6jbtm3D888/j127dgEAsrKycMEFFzRZcBYAcnNzceWVV8a0eTwepKamIjc394TbVQZh63Lw4EEoinLSdToWYWeUWHU/vbKeu2jogtPZaeyyOlc70bZ1tNcKGIo61jxZgFHETouTLDtl/4iqmNAQlDw1rpaTvBGQTrG82rK6r8BTvclo2Pan6rc4YXvtALyoMV97PSLqWCQAzshwMkZkaFjJgeZSeceyb8ei2leFIjquvk71diIiaqyaSSKomo8mmtT9Ka/jqiMHuM7PCjXfv1f/yxXzV63WX67ay2puTw1VM+YrnWhKqmudOvZ3gpXq8ynqlOs0Yp+Npcp27eUz5dNfWloa/vKXv5xyvXoHaLds2YKbbroJkyZNwoQJEyCEwLfffoupU6fi2WefxZAhQ06rw5XKysrg8XhqtXu9XpSWljZqn5IkQVVbJluiLbBCRRB6WWt3g4iqEZBRKqcxCElE1I7EhFsF799ERG0Gb8nUDtTMBRN1TNU12/EJmJb9YL/WcOSIXXYlLS2tVY5/IvWOWj733HOYN28exo0bF20bN24cBg8ejGXLlsWUJGgNLF9A9cFyF9TW8JqktojXJbU1vCapLeJ1SW0Nr0lqi3hdUlvTVq/Jeoerd+/eHROcrTR27Fjs2bOnyTrk8Xjg8/lqtZeWlsLrPXHRciIiIiIiIiIiIqL2pt4B2ri4uBMuc7lcTdIZAMjMzKxVa9bn86GwsBCZmZlNdhwiIiIiIiIiIiKi1lbvEgfhcBg//PCD/eTfGkKhUJN16MILL8TSpUtjatGuX78esixj1KhRTXYcIiIiIiIiIiIiotZW7wBtKBTCb37zmzqXSTUfTXcaJk2ahBdffBG33norbr75ZuTn52PhwoWYNGkSunbt2mTHISIiIiIiIiIiImpt9Q7Qfvzxx83Zjyiv14sXXngBjz32GG699Va43W5cddVVmDFjRoscn4iIiIiIiIiIiKil1DtA25L69u2LlStXtnY3iIiIiIiIiIiIiJqVJOoqKktEREREREREREREzU5u7Q4QERERERERERERnakYoCUiIiIiIiIiIiJqJQzQEhEREREREREREbUSBmiJiIiIiIiIiIiIWgkDtERERERERERERESthAFaapf27NmDX//61xg6dChGjRqFhQsXIhwOn3K7kpISzJo1Cz/5yU8wdOhQTJgwAa+88krMOvfddx+ys7PrHJYvX95cp0QdQHNelwDwr3/9C1OmTMHw4cORk5ODqVOnYseOHc1xKtRBNPc1uWXLFvzqV7/C4MGDccEFF+Cxxx5DIBBojlOhDqSx16XP58PDDz+MnJwcDBkyBFOmTKnzHujz+fDAAw9gxIgRGDZsGO644w4UFBQ0x6lQB9Gc12Q4HMbChQsxefJkDB06FNnZ2SguLm6uU6EOpDmvy23btuH+++/HuHHjMGTIEPz0pz/Fk08+Cb/f31ynQx1Ac16TBw4cwM0334wLL7wQgwYNwujRo3HHHXcgLy+vuU6HOojmfl9Z3W9/+1tkZ2djxYoVTdX9GGqz7JWoGZWWluKGG25Aeno6lixZgvz8fCxYsADBYBCzZs066bZ33nkncnNzcddddyEtLQ2fffYZZs+eDUVRcM011wCw/9FNmjQpZrt169bhhRdewIUXXths50XtW3Nfl7m5ubjxxhvxox/9CE8++STC4TCWLVuG//mf/8Hf/vY3pKamtsRpUjvS3NfkoUOH8D//8z84//zzsWTJEhQUFOCJJ55AYWEhnn766ZY4RWqHTue6vOuuu7B9+3bcfffdSElJwcqVK3HDDTdg9erVSEtLi643ffp07N69G7Nnz4bT6cTixYsxbdo0vPnmm1BVvvWlWM19TQaDQbz++usYNGgQzjvvPGzYsKElTovauea+Lt977z3s27cPU6dORXp6Onbv3o2nn34aW7duxapVq1riFKmdae5rsqKiAikpKdH3noWFhVi2bBmuv/56rF69GsnJyS1xmtTOtMT7ykqffvoptm7d2lynYhNE7czSpUvF0KFDRUlJSbTt1VdfFQMGDBBHjx494XYFBQUiKytLvPnmmzHtkydPFtdff/1Jj3ndddeJSy+99LT6TR1bc1+Xy5YtE4MGDRKBQCDatn//fpGVlSXefvvtJjsP6jia+5p8+OGHxejRo0UoFIq2rV+/XmRlZYnvvvuu6U6EOpTGXpdbtmwRWVlZ4qOPPoq2+f1+MXLkSPHYY49F2/7973+LrKws8fnnn0fb9uzZI7Kzs8XatWub9mSoQ2jua1IIISzLEkII8eabb4qsrCxRVFTUtCdBHU5zX5d1XYNr1qwRWVlZ4ttvv22ak6AOpSXulTXl5eWJrKwssWbNmtPuP3VMLXVdhkIhMW7cOPHGG2+IrKws8dxzzzXpeVRiiQNqdz777DOMHDkSSUlJ0baf//znsCwLX3zxxQm3MwwDAJCYmBjTnpCQACHECbfLz8/Hv/71L0ycOPH0Ok4dWnNfl7quw+FwwOl0RttqbkNUXXNfkzt27MDw4cPhcDiibaNHjwYAfPzxx01xCtQBNfa6/P777yFJEkaNGhVtc7lcOP/88/HJJ5/E7N/j8cSsl5mZiQEDBuCzzz5r2pOhDqG5r0kAkCSpyftNHVtzX5d1ZSOeffbZAMCSMFSnlrhX1lR5LF3XT6vv1HG11HW5YsUKeDweXHHFFU3a/5oYoKV2Jzc3F5mZmTFtHo8HqampyM3NPeF2aWlpGD16NJYuXYrdu3ejvLwc69atwxdffIHJkyefcLu//e1vsCwLl112WZOdA3U8zX1dXnbZZTBNE4sXL0ZJSQny8/Mxf/58pKWlYcyYMc12XtR+Nfc1GQqFYoKzAKBpGiRJOun+6czW2OsyHA5DlmUoihLTrmkaDh06hGAwGN1/RkZGrYBYZmYmr0uqU3Nfk0SN0RrX5ddffw0AtY5LBLTcNWlZFnRdx8GDB/HYY48hLS0N48aNa7oToQ6lJa7Lw4cPY/ny5XjooYea/QtXBmip3SkrK4PH46nV7vV6UVpaetJtlyxZgpSUFFx22WU477zzMHPmTNx///0YP378Cbf529/+hmHDhqFXr16n3XfquJr7ukxPT8fKlSvxxhtv4Ec/+hEuvPBC/POf/8Sf//xnZtJSnVrimvz2229jsmq3bdsGIcQp909nrsZel3369IFpmvj++++jbZZlYfv27RBCoKysLLr/uu6J9bnu6czU3NckUWO09HVZXFyMJUuWYMyYMUhPTz/t/lPH01LX5D333IOBAwdizJgx2LZtGz/r0Em1xHU5f/58jBs3DkOHDm3SvteFAVo6YwghcP/992Pv3r148sknsWrVKkybNg3z5s3D2rVr69xmz549+P777zFhwoQW7i2dKep7Xebl5eH222/HqFGj8Oc//xlLly5Fjx49MG3aNBw7dqwVz4A6mvpek9deey12796NJ598EsXFxdi5cyceffTRWt9EEzWFUaNGoXfv3njkkUfwn//8B0VFRXj88cdx4MABAPwJObU8XpPUFjXmutR1HXfddRcAYPbs2S3ZXToDNPSavPPOO/H666/j6aefRmpqKn7961/j8OHDrdF16sDqe11u2LABGzZswO9+97sW6RcDtNTueDwe+Hy+Wu2lpaXwer0n3O4f//gH1q9fj6effhoTJkxATk4OZsyYgf/6r//CggUL6tzm3XffhaqquPTSS5us/9QxNfd1uWjRIqSkpGDhwoW44IILcPHFF2Pp0qUoKyvj03apTs19TY4cORIzZ87Eiy++iJEjR+KXv/wlzj//fJx11lno0qVLs5wTtX+NvS4dDgcWLVoEv9+PiRMn4oILLsDGjRtxww03QNO0aO0xj8eD8vLyBu+fzlzNfU0SNUZLXZdCCDzwwAPYtm0bnn32Wf79phNqqWuyV69eGDx4MMaPH48VK1bANE0899xzTX061EE093U5d+5cXH/99XC5XCgrK4tm1oZCoWb5pQwDtNTu1FVHzufzobCw8KQ1k3bv3g1FUZCVlRXTPmDAABQUFCAQCNTaZu3atRg5cmSdhfSJqmvu63L37t0466yzYtZxu93o3bs39u/f30RnQR1JS9wrp02bhk2bNmHNmjX44osv8OCDD2L//v0YMmRI054MdRiNvS4BYODAgVi/fj3+/ve/Y/369VizZg2CwSDOOeccaJoW3X9eXl6th3/m5eWxriLVqbmvSaLGaKnr8vHHH8d7772HZ555ptb7TKLqWuNe6XK50LdvX+zbt69JzoE6nua+LvPy8rB06VIMHz48OgDAU089heHDhyMUCjXp+TBAS+3OhRdeiI0bN8Z8Y7F+/XrIshzzFL6aevToAdM08cMPP8S0f/fdd+jcuTNcLldM+9atW7F//36WN6B6ae7rsnv37tixY0dM0KG8vBz79u1Djx49mvhsqCNoqXtlfHw8srOzkZycjHfeeQdCCPz85z9v2pOhDqOx12UlSZKQnp6OjIwMlJSUYN26dbj66qtj9l9aWopNmzZF2/Ly8vD999/jwgsvbNqToQ6hua9JosZoiety+fLlWLlyJRYsWICRI0c2+TlQx9Ia98ry8nL88MMPfBYMnVBzX5erVq2qNQDApEmTsGrVqib/MlYSNVMMiNq40tJSXHbZZcjIyMDNN9+M/Px8LFiwABMnTsSsWbOi691www04fPgwPvjgAwD2DX7ixInQNA233norunTpgg0bNuD555/H7bffjt/+9rcxx5k7dy5ef/11bNy4EW63u0XPkdqf5r4uP/zwQ9x6662YMGECLr/8coTDYTz//PP47rvvsHr1aj7QgWpp7mvywIEDeOeddzB48GAAwJdffolVq1Zh3rx5uPzyy1v+hKldaOx1CQB/+tOf0KdPH3Tu3Bl5eXlYtmwZMjMz8eyzz0KWq3IObrzxRuzZswf33nsvnE4nFi1aBFmW8eabb0JV1RY9X2r7WuKa/PTTTxEIBLB582a89NJLmDdvHtxuN/r164d+/fq16PlS+9Dc1+W7776LmTNn4he/+AUmT54cc+zevXvz14NUS3Nfk0uWLIHP58O5556L5ORkHDp0CC+++CL27duHN954AxkZGS1+ztT2tcTf8Jqys7Nxzz334MYbb2zy8+G7VGp3vF4vXnjhBTz22GO49dZb4Xa7cdVVV2HGjBkx61mWBdM0o/MJCQlYuXIlFi1ahCeeeAI+nw89e/bEfffdh+uuuy5mW9M0sX79elx88cUMzlK9NPd1OXbsWCxevBgrVqzAjBkzoGkazj77bKxatYrBWapTc1+TmqZh8+bNeOGFF6DrOs466yz84Q9/wMUXX9xi50jtT2OvS8B+Uu/jjz+OoqIidOnSBb/4xS/w29/+ttab6MWLF2P+/PmYNWsWDMPA6NGj8dBDDzE4S3VqiWvy0UcfxaFDh6LzDzzwAADgtttuw+23395MZ0btWXNfl1988QUAYM2aNVizZk3M9vPnz8cVV1zRTGdG7VVzX5Nnn302Vq5cidWrV8Pv96Nr164YPnw4nnrqKWbQ0gm1xN/wlsQMWiIiIiIiIiIiIqJWwhq0RERERERERERERK2EAVoiIiIiIiIiIiKiVsIALREREREREREREVErYYCWiIiIiIiIiIiIqJUwQEtERERERERERETUShigJSIiIiIiIiIiImolDNASERERERERERERtRIGaImIiIiIiIiIiIhaCQO0RERERNSmXXLJJRg/fjwuv/xyXHrppXjppZea/Zh33HEH3nrrrVOut3LlShQWFkbnX3nlFTz33HPN2TUiIiIi6mDU1u4AEREREdGpLF68GAMGDMChQ4fwi1/8Aueddx7OOuus1u4WVq1ahZycHKSmpgIArr322lbuERERERG1NwzQEhEREVG70aNHD2RkZGDnzp24++67IcsyTNPE9OnTMXbsWBQWFmLu3Lk4dOgQQqEQLrnkEsyYMQOAnYn7zDPPYMCAAQCAK664Avfeey9ycnKwZ88ePPjgg/D5fOjTpw+CwWD0mEVFRXjkkUewb98+CCFw3XXXYdKkSfjDH/6AgoICTJ8+HXFxcViwYAE+/PBDlJWV4cEHH8Rbb72FNWvWIDk5GTt37oTH48HcuXOxaNEi5ObmIi0tDUuWLIHb7Yau63jqqafw5ZdfQtd1pKenY86cOfB6va3yOhMRERFRy2GJAyIiIiJqN3744Qfk5uZi9uzZmDNnDlavXo01a9ZgxIgRAID77rsPkydPxhtvvIG3334b27dvx3vvvXfK/d5zzz248sorsXbtWtx5553YvHlzdNljjz2GjIwMvPvuu3jhhRfwpz/9Cd988w1uu+02dOnSBYsXL8bq1aujgd/qvv32W8ycORPr1q1Dr169cMstt+DRRx/Fe++9B03T8M477wAAVqxYAZfLhTfeeAOrV69GVlYWFi9e3CSvGRERERG1bcygJSIiIqI2rzJL1eVyYd68ediyZQt+//vfY/z48Rg9ejQGDBgAv9+PTZs24dixY9Ht/H4/8vLyTrrv8vJy7Ny5E1dccQUAIDs7G+edd150+aZNmzBz5kwAQOfOnTFu3Dhs3LgRQ4cOPWW/hw4diu7duwMABg4cCMMwkJKSAgAYNGgQ9u7dCwD48MMP4fP58P777wMAdF1Hjx496vfiEBEREVG7xgAtEREREbV5lTVoK/3sZz/Drl278NVXX+Hee+/FxIkT8atf/QoA8Ne//hVOp7PWPhRFgWma0flwOHzC40mS1KhlNVXvh6IoMfOV5RkAQAiBhx9+GKNHj673vomIiIioY2CJAyIiIiJqd/bs2YP+/fvjuuuuw7XXXoutW7fC7XYjJycHy5cvj66Xn5+Po0ePAgB69+6NrVu3AgC2bdsWzaxNSEjAgAEDouUGdu3aha+//jq6j5EjR+L1118HABQXF+ODDz7AqFGjAAButxs+n++0z2fs2LFYuXIlAoEAACAQCGDXrl2nvV8iIiIiavuYQUtERERE7c6iRYuQl5cHTdMQFxeH2bNnAwCeeOIJzJ8/HxMmTIAkSXC5XJgzZw66deuG6dOn47777sNrr72GoUOHol+/ftH9Pf7443jggQfw5z//GX369MHw4cOjyx566CHMnj0bEydOhBACt9xyC4YMGQIAuP766/Hwww9HHxLWWNOmTUM4HMY111wT09a/f/9G75OIiIiI2gdJCCFauxNEREREREREREREZyKWOCAiIiIiIiIiIiJqJQzQEhEREREREREREbUSBmiJiIiIiIiIiIiIWgkDtERERERERERERESthAFaIiIiIiIiIiIiolbCAC0RERERERERERFRK2GAloiIiIiIiIiIiKiVMEBLRERERERERERE1EoYoCUiIiIiIiIiIiJqJQzQEhEREREREREREbWS/w85mJqIvvBx3wAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# KDE plots of pseudotime distributions per fate per condition\n", "try:\n", " if shift_df is not None:\n", " fig = mscorer.plot_trajectory_shift(\n", " shift_df,\n", " figsize=(14, 4),\n", " )\n", " plt.tight_layout()\n", " plt.show()\n", "except Exception as e:\n", " print(f\"Trajectory shift plot skipped: {e}\")" ] }, { "cell_type": "markdown", "id": "f91a9658", "metadata": {}, "source": [ "## 6. Driver genes per condition\n", "\n", "Identify fate-driving genes (velocity-based, DEG-based, velocity-fate correlation)\n", "**within each condition**. Use the shared `adata_sub` per condition, then assemble\n", "the results into one tidy table with `(condition, fate)` columns.\n", "\n", "This is the standard way to find genes whose role in commitment changes\n", "between conditions: a gene that is a top driver in `low_velocity` but not\n", "in `high_velocity` is a candidate condition-specific regulator." ] }, { "cell_type": "code", "execution_count": 27, "id": "b7c61878", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "── Velocity drivers: Alpha (top 20, sorted by delta_velocity) ──\n", " rank gene delta_velocity mean_velocity\n", " 1 Clu 2.394982 2.601254\n", " 2 Ghrl 2.230801 1.208408\n", " 3 Btbd17 1.361021 1.130396\n", " 4 Cryba2 1.165649 1.429237\n", " 5 Cpa2 0.996341 0.808371\n", " 6 Tm4sf4 0.752253 0.572645\n", " 7 Npepl1 0.701914 0.203834\n", " 8 Hn1 0.642953 0.173084\n", " 9 Pax6 0.628259 0.938433\n", " 10 Meis2 0.613610 0.691767\n", " 11 Vasp 0.563599 0.066359\n", " 12 Lurap1l 0.551248 0.355268\n", " 13 Rgs17 0.542472 0.575468\n", " 14 Celf3 0.540257 0.375474\n", " 15 Tox3 0.529739 0.308918\n", " 16 Cd200 0.518199 0.406608\n", " 17 Ppp3ca 0.514993 0.219860\n", " 18 Pax4 0.478970 0.058572\n", " 19 Cpt2 0.421590 0.253768\n", " 20 Smarcd2 0.420897 0.419561\n", "\n", "── Velocity drivers: Beta (top 20, sorted by delta_velocity) ──\n", " rank gene delta_velocity mean_velocity\n", " 1 Isl1 4.461863 1.070405\n", " 2 Ins2 3.953642 3.972451\n", " 3 Nnat 3.673498 4.141401\n", " 4 Clu 1.607484 1.813756\n", " 5 1700086L19Rik 1.450399 0.549565\n", " 6 Krt7 0.955820 0.266415\n", " 7 Igfbpl1 0.847445 0.290844\n", " 8 Tm4sf4 0.816697 0.637089\n", " 9 Pax4 0.810044 0.389647\n", " 10 Ppp1r1a 0.809831 1.533254\n", " 11 Ghrl 0.779220 -0.243173\n", " 12 Dbn1 0.643636 0.332081\n", " 13 Smarcd2 0.605017 0.603681\n", " 14 Pax6 0.562075 0.872248\n", " 15 Cpa2 0.534046 0.346076\n", " 16 Cldn6 0.472029 -0.293498\n", " 17 Glud1 0.468660 0.732603\n", " 18 Lurap1l 0.468362 0.272382\n", " 19 Ccnd2 0.465604 0.394593\n", " 20 BC023829 0.456752 0.379688\n", "\n", "── Velocity drivers: Delta (top 20, sorted by delta_velocity) ──\n", " rank gene delta_velocity mean_velocity\n", " 1 Krt8 2.332098 1.407045\n", " 2 Cpa2 2.280671 2.092702\n", " 3 Maged2 1.876646 3.380898\n", " 4 Ldha 1.703658 1.581080\n", " 5 Cryba2 1.640011 1.903599\n", " 6 Hn1 1.156748 0.686879\n", " 7 Cdkn1c 1.062967 1.007896\n", " 8 Nnat 1.012159 1.480061\n", " 9 Ambp 0.976446 0.752210\n", " 10 Ppp1r1a 0.971532 1.694955\n", " 11 Gnas 0.935484 6.604826\n", " 12 Rpl12 0.699341 -0.154604\n", " 13 Pax6 0.698164 1.008338\n", " 14 Sparc 0.694246 0.649847\n", " 15 Krt18 0.678155 -0.206350\n", " 16 Cotl1 0.649170 0.579984\n", " 17 Celf3 0.638144 0.473361\n", " 18 BC023829 0.593681 0.516617\n", " 19 Akr1c19 0.585637 1.123999\n", " 20 Foxa3 0.581431 0.411777\n", "\n", "── Velocity drivers: Epsilon (top 20, sorted by delta_velocity) ──\n", " rank gene delta_velocity mean_velocity\n", " 1 Cpa2 1.433100 1.245131\n", " 2 Cryba2 1.283010 1.546598\n", " 3 Clu 1.193620 1.399892\n", " 4 Meis2 0.974752 1.052909\n", " 5 Siva1 0.751692 0.628769\n", " 6 Btbd17 0.723855 0.493231\n", " 7 Lurap1l 0.644486 0.448505\n", " 8 Pax4 0.639611 0.219213\n", " 9 Syt13 0.626162 0.824190\n", " 10 Cdkn1c 0.600463 0.545391\n", " 11 Pax6 0.599071 0.909244\n", " 12 Rgs17 0.554066 0.587061\n", " 13 Nudt19 0.540254 0.460169\n", " 14 Arl6ip1 0.493820 -0.131398\n", " 15 Cpt2 0.455947 0.288125\n", " 16 Npepl1 0.448234 -0.049846\n", " 17 Birc5 0.410141 0.374991\n", " 18 Cdk1 0.397182 0.417446\n", " 19 Tkt 0.378253 0.332503\n", " 20 Ppp1r14b 0.371528 -0.291778\n", "\n", "── Velocity drivers: Alpha (top 20, sorted by delta_velocity) ──\n", " rank gene delta_velocity mean_velocity\n", " 1 Cpa2 1.493780 0.883649\n", " 2 Meis2 1.053937 0.645838\n", " 3 Cryba2 1.008127 1.055581\n", " 4 Pax6 0.848950 0.841338\n", " 5 Clu 0.848731 0.717436\n", " 6 Npepl1 0.757560 0.166575\n", " 7 Pax4 0.744543 0.016807\n", " 8 Krt7 0.716767 -0.259284\n", " 9 Vasp 0.652932 0.121307\n", " 10 Pdx1 0.634857 0.383033\n", " 11 Tm4sf4 0.611374 0.384856\n", " 12 Cd200 0.577635 0.271759\n", " 13 Celf3 0.529539 0.366640\n", " 14 BC023829 0.514373 0.350243\n", " 15 Tox3 0.480100 0.207980\n", " 16 Ppp3ca 0.463614 0.186181\n", " 17 Map1b 0.459361 0.640919\n", " 18 Krt8 0.457733 -0.503180\n", " 19 Psmc2 0.454385 -0.456419\n", " 20 Cpt2 0.447037 0.240750\n", "\n", "── Velocity drivers: Beta (top 20, sorted by delta_velocity) ──\n", " rank gene delta_velocity mean_velocity\n", " 1 Isl1 2.591787 1.067878\n", " 2 Nnat 2.565379 2.934238\n", " 3 Krt7 1.673100 0.697048\n", " 4 Meis2 1.406825 0.998726\n", " 5 Hadh 1.254540 1.095723\n", " 6 Ppp1r1a 0.992641 1.621375\n", " 7 Tm4sf4 0.900606 0.674089\n", " 8 BC023829 0.751555 0.587425\n", " 9 Pax6 0.649637 0.642025\n", " 10 Cpa2 0.648636 0.038504\n", " 11 Spc24 0.624380 0.625219\n", " 12 Lurap1l 0.589024 0.443184\n", " 13 Glud1 0.556597 0.805027\n", " 14 S100a10 0.545249 0.614486\n", " 15 Dlk1 0.522090 1.872635\n", " 16 Phgdh 0.512333 0.456298\n", " 17 Syt13 0.506459 0.347345\n", " 18 Map1b 0.486952 0.668510\n", " 19 Peg10 0.480236 0.988289\n", " 20 Gars 0.461482 0.495746\n", "\n", "── Velocity drivers: Epsilon (top 20, sorted by delta_velocity) ──\n", " rank gene delta_velocity mean_velocity\n", " 1 Isl1 1.954779 0.430871\n", " 2 Meis2 1.466027 1.057928\n", " 3 Pax4 1.266948 0.539212\n", " 4 Clu 1.176291 1.044996\n", " 5 Cryba2 1.061596 1.109050\n", " 6 Arl6ip1 1.010438 0.328101\n", " 7 Syt13 0.989686 0.830572\n", " 8 Pdx1 0.905458 0.653633\n", " 9 Pax6 0.798171 0.790560\n", " 10 Lurap1l 0.786681 0.640841\n", " 11 Ghrl 0.706006 0.556429\n", " 12 Runx1t1 0.666353 0.454053\n", " 13 Siva1 0.663069 0.555349\n", " 14 Cldn7 0.652394 -0.025911\n", " 15 Tkt 0.628411 0.701861\n", " 16 Nudt19 0.597660 0.495606\n", " 17 Npepl1 0.578077 -0.012909\n", " 18 Gars 0.554945 0.589210\n", " 19 Akr1c19 0.540149 0.622992\n", " 20 Nrep 0.521967 0.357101\n", "Top velocity drivers (top 5 per fate, per condition):\n" ] }, { "data": { "text/html": [ "
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conditionfategenemean_velocityrank
0high_velocityAlphaClu2.6012541
1high_velocityAlphaGhrl1.2084082
2high_velocityAlphaBtbd171.1303963
3high_velocityAlphaCryba21.4292374
4high_velocityAlphaCpa20.8083715
..................
30low_velocityEpsilonIsl10.4308711
31low_velocityEpsilonMeis21.0579282
32low_velocityEpsilonPax40.5392123
33low_velocityEpsilonClu1.0449964
34low_velocityEpsilonCryba21.1090505
\n", "

35 rows × 5 columns

\n", "
" ], "text/plain": [ " condition fate gene mean_velocity rank\n", "0 high_velocity Alpha Clu 2.601254 1\n", "1 high_velocity Alpha Ghrl 1.208408 2\n", "2 high_velocity Alpha Btbd17 1.130396 3\n", "3 high_velocity Alpha Cryba2 1.429237 4\n", "4 high_velocity Alpha Cpa2 0.808371 5\n", ".. ... ... ... ... ...\n", "30 low_velocity Epsilon Isl1 0.430871 1\n", "31 low_velocity Epsilon Meis2 1.057928 2\n", "32 low_velocity Epsilon Pax4 0.539212 3\n", "33 low_velocity Epsilon Clu 1.044996 4\n", "34 low_velocity Epsilon Cryba2 1.109050 5\n", "\n", "[35 rows x 5 columns]" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Velocity-based drivers — run per condition\n", "from scCS.drivers import get_velocity_drivers\n", "\n", "adata_sub_shared = mscorer._scorer.adata_sub\n", "fate_names = mscorer._scorer._fate_map.fate_names\n", "root_cluster = mscorer._scorer.root\n", "obs_key_used = mscorer._scorer.obs_key\n", "\n", "vel_drivers_per_cond = {}\n", "for cond in mscorer.conditions:\n", " mask = (adata_sub_shared.obs[mscorer.condition_obs_key].astype(str) == cond).values\n", " sub = adata_sub_shared[mask].copy()\n", " vel_drivers_per_cond[cond] = get_velocity_drivers(\n", " sub, fate_names=fate_names, obs_key=obs_key_used,\n", " root=root_cluster, n_top_genes=20,\n", " )\n", "\n", "# Compact long-form table\n", "print(\"Top velocity drivers (top 5 per fate, per condition):\")\n", "_stack_drivers_by_condition(\n", " vel_drivers_per_cond, n_per_fate=5,\n", " cols=[\"gene\", \"mean_velocity\", \"rank\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 28, "id": "6dbb47e5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "── DEG drivers: Alpha vs progenitor ──\n", " Significant: 531 (up: 251, down: 280)\n", " gene logfoldchange pval_adj pct_fate pct_progenitor\n", " Gcg 270.465210 1.082532e-38 0.735577 NaN\n", " Pyy 168.419342 2.504105e-31 0.961538 NaN\n", " Iapp 103.014679 1.340236e-46 0.855769 NaN\n", " Ttr 72.689537 6.161996e-51 1.000000 NaN\n", " Gnas 36.008827 8.249209e-28 1.000000 NaN\n", " Rbp4 32.906731 1.717601e-17 0.942308 NaN\n", "Slc38a5 19.159832 4.085392e-32 0.903846 NaN\n", " Tmem27 15.835037 5.708899e-60 0.971154 NaN\n", " Pcsk1n 14.708415 1.348048e-36 0.995192 NaN\n", " Gast 10.758981 8.631471e-15 0.548077 NaN\n", " Cpe 8.463097 1.488365e-23 1.000000 NaN\n", " Pcsk2 7.870811 5.754125e-33 0.841346 NaN\n", " Gpx3 7.583188 3.834793e-39 0.937500 NaN\n", " Ppy 6.445889 2.303623e-07 0.408654 NaN\n", "Ppp1r1a 5.905676 1.546018e-17 0.480769 NaN\n", " Peg10 5.882595 7.186934e-31 0.745192 NaN\n", " Meis2 5.551431 8.249209e-28 0.966346 NaN\n", "Tmsb15l 5.335431 5.589635e-34 0.725962 NaN\n", " Ssr2 5.193390 3.089435e-23 0.975962 NaN\n", "Slc30a8 5.180974 3.695947e-13 0.423077 NaN\n", "\n", "── DEG drivers: Beta vs progenitor ──\n", " Significant: 701 (up: 357, down: 344)\n", " gene logfoldchange pval_adj pct_fate pct_progenitor\n", " Iapp 198.310974 6.535262e-104 0.954296 NaN\n", " Pyy 113.021301 1.023042e-36 0.963437 NaN\n", " Ins1 106.606689 1.386384e-33 0.608775 NaN\n", " Ins2 50.743568 1.352767e-49 0.647166 NaN\n", " Nnat 45.320721 3.310466e-74 0.848263 NaN\n", " Rbp4 34.660763 4.577475e-51 0.998172 NaN\n", " Gnas 31.077551 9.071092e-51 1.000000 NaN\n", " P2ry1 27.969667 7.949997e-05 0.177331 NaN\n", " Bace2 27.218302 2.121908e-02 0.111517 NaN\n", " Ttr 23.233101 3.446132e-37 0.994516 NaN\n", " Sec61b 13.315624 3.730541e-86 1.000000 NaN\n", " Dlk1 12.743445 8.416356e-64 0.976234 NaN\n", " Npy 12.622334 4.217475e-06 0.206581 NaN\n", "Ppp1r1a 12.056191 5.953017e-69 0.744059 NaN\n", " Pcsk2 9.823764 1.333376e-91 0.990859 NaN\n", " Calr 8.645715 5.277221e-60 0.967093 NaN\n", " Hspa5 8.439935 1.700786e-68 0.972578 NaN\n", " Rpl10 8.116318 7.607530e-21 1.000000 NaN\n", " Pcsk1n 7.766905 5.758600e-34 0.994516 NaN\n", " G6pc2 7.745673 4.441791e-27 0.460695 NaN\n", "\n", "── DEG drivers: Delta vs progenitor ──\n", " Significant: 351 (up: 147, down: 204)\n", " gene logfoldchange pval_adj pct_fate pct_progenitor\n", " Pyy 458.501343 6.517585e-28 1.000000 NaN\n", " Sst 330.755005 3.134982e-26 0.871429 NaN\n", " Rbp4 187.659607 1.393899e-32 1.000000 NaN\n", " Iapp 102.244209 9.906281e-32 0.985714 NaN\n", "Ptprz1 28.902637 6.250994e-03 0.257143 NaN\n", " Cd24a 18.501904 8.042192e-25 1.000000 NaN\n", " Ppy 17.762150 2.337212e-05 0.485714 NaN\n", " Dlk1 16.546801 4.103858e-24 1.000000 NaN\n", " Hhex 14.889072 1.006595e-22 0.985714 NaN\n", " Rpl10 12.829304 1.254427e-10 1.000000 NaN\n", " Gpx3 9.945301 6.213992e-23 0.985714 NaN\n", " Ssr2 9.680505 2.257681e-20 1.000000 NaN\n", " Pcsk2 8.724628 2.377749e-20 0.928571 NaN\n", " Ttr 8.637319 3.633579e-03 0.971429 NaN\n", " Hadh 8.508456 7.194880e-25 0.971429 NaN\n", " Arg1 7.800181 9.417072e-25 0.900000 NaN\n", "Spock3 7.769428 1.303711e-04 0.342857 NaN\n", " Mest 7.046804 6.562641e-16 0.714286 NaN\n", "Igfbp7 6.177687 3.243405e-15 0.685714 NaN\n", "Stk32a 6.167919 3.549981e-02 0.214286 NaN\n", "\n", "── DEG drivers: Epsilon vs progenitor ──\n", " Significant: 418 (up: 213, down: 205)\n", " gene logfoldchange pval_adj pct_fate pct_progenitor\n", " Ghrl 475.082031 2.203349e-52 1.000000 NaN\n", " Rbp4 73.654526 1.484470e-27 0.991453 NaN\n", " Pyy 63.465481 2.267171e-07 0.880342 NaN\n", " Gcg 23.913074 6.375154e-05 0.393162 NaN\n", " Iapp 20.790907 9.597633e-18 0.769231 NaN\n", " Ttr 20.403343 3.696554e-04 0.914530 NaN\n", " Lrpprc 14.690345 1.281113e-07 0.871795 NaN\n", " Cdkn1a 12.742599 7.097317e-03 0.863248 NaN\n", " Isl1 12.671727 1.202554e-12 0.991453 NaN\n", " Maged2 11.401874 1.496087e-23 0.931624 NaN\n", " Tmem27 9.584536 2.461019e-20 0.811966 NaN\n", "Slc38a5 8.596473 4.696298e-10 0.854701 NaN\n", " Hspa5 8.034565 7.664804e-23 0.948718 NaN\n", " Ssr2 8.016420 1.174690e-27 0.991453 NaN\n", " Calr 7.737453 2.579614e-24 0.948718 NaN\n", " Rpl10 6.453340 1.565684e-05 1.000000 NaN\n", " Ccnd2 5.899344 3.823843e-20 0.692308 NaN\n", " Arg1 5.192980 2.499013e-18 0.683761 NaN\n", " Pdia6 5.182480 6.791899e-21 0.888889 NaN\n", " Acsl1 5.174711 3.383417e-03 0.230769 NaN\n", "\n", "── DEG drivers: Alpha vs progenitor ──\n", " Significant: 574 (up: 268, down: 306)\n", " gene logfoldchange pval_adj pct_fate pct_progenitor\n", " Pyy 249.362976 9.931852e-67 0.974359 NaN\n", " Gcg 163.256683 1.304384e-26 0.597070 NaN\n", " Iapp 96.747475 6.068537e-52 0.853480 NaN\n", " Ttr 63.648888 1.081201e-50 1.000000 NaN\n", " Rbp4 36.691395 3.598094e-36 0.978022 NaN\n", " Gnas 32.365688 1.523612e-23 1.000000 NaN\n", " Pou6f2 28.212460 3.469651e-03 0.164835 NaN\n", " Tmem27 18.896784 1.606955e-79 0.989011 NaN\n", "Slc38a5 12.228434 2.892680e-27 0.934066 NaN\n", " Gast 10.213935 2.636313e-18 0.531136 NaN\n", " Pcsk1n 9.659978 1.579846e-21 1.000000 NaN\n", " Rpl10 7.830467 9.942312e-13 1.000000 NaN\n", " Meis2 7.603310 2.573396e-50 0.974359 NaN\n", " Peg10 7.555929 6.845952e-35 0.666667 NaN\n", " Gpx3 7.432570 3.120716e-42 0.937729 NaN\n", " Pcsk2 7.368222 1.115644e-28 0.849817 NaN\n", " Ssr2 7.260166 2.593563e-46 0.992674 NaN\n", " Dpp4 7.053434 2.538136e-11 0.347985 NaN\n", " Isl1 6.900289 8.662467e-24 0.882784 NaN\n", "Ripply3 6.896678 7.616812e-13 0.373626 NaN\n", "\n", "── DEG drivers: Beta vs progenitor ──\n", " Significant: 203 (up: 98, down: 105)\n", " gene logfoldchange pval_adj pct_fate pct_progenitor\n", " Pyy 172.267761 1.129461e-13 0.954545 NaN\n", " Rbp4 42.132294 5.798260e-14 0.977273 NaN\n", " Ttr 29.687593 2.551584e-07 1.000000 NaN\n", " Gnas 22.671938 1.931650e-05 1.000000 NaN\n", " Iapp 20.322002 2.575326e-10 0.818182 NaN\n", "1700086L19Rik 9.403206 5.302802e-12 1.000000 NaN\n", " Lrpprc 8.379879 9.063213e-07 0.977273 NaN\n", " Pcsk1n 7.748258 5.745179e-05 1.000000 NaN\n", " Rpl10 7.554930 1.799808e-02 1.000000 NaN\n", " Sec61b 6.042389 2.968468e-07 1.000000 NaN\n", " Pcsk2 5.976448 1.866927e-09 0.909091 NaN\n", " Tmem27 5.387622 2.001496e-09 0.795455 NaN\n", " Immp1l 5.075066 9.122668e-10 0.977273 NaN\n", " Ociad2 5.014332 7.697577e-11 0.750000 NaN\n", " Dlk1 4.804500 8.567286e-05 0.840909 NaN\n", " Ssr2 4.574903 1.371557e-08 1.000000 NaN\n", " Slc38a5 4.565075 8.569488e-03 0.795455 NaN\n", " Isl1 4.369471 2.541336e-06 0.931818 NaN\n", " Ppp1r1a 4.367425 2.167165e-02 0.318182 NaN\n", " Nnat 4.217022 7.842166e-03 0.545455 NaN\n", "\n", "── DEG drivers: Epsilon vs progenitor ──\n", " Significant: 186 (up: 96, down: 90)\n", " gene logfoldchange pval_adj pct_fate pct_progenitor\n", " Ghrl 586.200867 2.348411e-13 1.00 NaN\n", " Pyy 73.462746 2.327392e-05 0.84 NaN\n", " Rbp4 54.519619 1.337757e-09 1.00 NaN\n", " Lrpprc 48.062851 6.402959e-07 0.88 NaN\n", " Cdkn1a 40.506321 1.098848e-12 1.00 NaN\n", " Maged2 30.468407 1.053974e-12 1.00 NaN\n", " Isl1 29.391127 1.125649e-12 1.00 NaN\n", " Enpp1 28.794609 3.381167e-02 0.36 NaN\n", " Arg1 15.583445 1.098848e-12 0.96 NaN\n", " Hspa5 14.280921 4.614881e-11 1.00 NaN\n", " Calr 11.404353 1.763643e-09 0.96 NaN\n", " Gch1 9.612990 2.085134e-03 1.00 NaN\n", " Fam183b 9.241714 5.915602e-08 1.00 NaN\n", " Iapp 9.183792 2.282038e-03 0.72 NaN\n", " Mboat4 8.834090 1.298473e-08 0.80 NaN\n", " Acsl1 8.229982 6.131174e-03 0.44 NaN\n", " Rpl10 8.060061 1.383082e-02 1.00 NaN\n", " Peg3 7.796899 1.263498e-03 1.00 NaN\n", " Irx2 7.542091 8.854235e-06 0.64 NaN\n", "Serpina1c 7.235207 6.218541e-07 0.84 NaN\n", "Top DEG drivers (top 5 per fate, per condition):\n" ] }, { "data": { "text/html": [ "
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conditionfategenelogfoldchangepval_adjpct_fatepct_progenitor
0high_velocityAlphaGcg270.4652101.082532e-380.735577NaN
1high_velocityAlphaPyy168.4193422.504105e-310.961538NaN
2high_velocityAlphaIapp103.0146791.340236e-460.855769NaN
3high_velocityAlphaTtr72.6895376.161996e-511.000000NaN
4high_velocityAlphaGnas36.0088278.249209e-281.000000NaN
........................
30low_velocityEpsilonGhrl586.2008672.348411e-131.000000NaN
31low_velocityEpsilonPyy73.4627462.327392e-050.840000NaN
32low_velocityEpsilonRbp454.5196191.337757e-091.000000NaN
33low_velocityEpsilonLrpprc48.0628516.402959e-070.880000NaN
34low_velocityEpsilonCdkn1a40.5063211.098848e-121.000000NaN
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35 rows × 7 columns

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" ], "text/plain": [ " condition fate gene logfoldchange pval_adj pct_fate pct_progenitor\n", "0 high_velocity Alpha Gcg 270.465210 1.082532e-38 0.735577 NaN\n", "1 high_velocity Alpha Pyy 168.419342 2.504105e-31 0.961538 NaN\n", "2 high_velocity Alpha Iapp 103.014679 1.340236e-46 0.855769 NaN\n", "3 high_velocity Alpha Ttr 72.689537 6.161996e-51 1.000000 NaN\n", "4 high_velocity Alpha Gnas 36.008827 8.249209e-28 1.000000 NaN\n", ".. ... ... ... ... ... ... ...\n", "30 low_velocity Epsilon Ghrl 586.200867 2.348411e-13 1.000000 NaN\n", "31 low_velocity Epsilon Pyy 73.462746 2.327392e-05 0.840000 NaN\n", "32 low_velocity Epsilon Rbp4 54.519619 1.337757e-09 1.000000 NaN\n", "33 low_velocity Epsilon Lrpprc 48.062851 6.402959e-07 0.880000 NaN\n", "34 low_velocity Epsilon Cdkn1a 40.506321 1.098848e-12 1.000000 NaN\n", "\n", "[35 rows x 7 columns]" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# DEG-based drivers — run per condition\n", "from scCS.drivers import get_deg_drivers\n", "\n", "deg_drivers_per_cond = {}\n", "for cond in mscorer.conditions:\n", " mask = (adata_sub_shared.obs[mscorer.condition_obs_key].astype(str) == cond).values\n", " sub = adata_sub_shared[mask].copy()\n", " deg_drivers_per_cond[cond] = get_deg_drivers(\n", " sub, fate_names=fate_names, obs_key=obs_key_used,\n", " root=root_cluster, n_top_genes=20,\n", " pval_threshold=0.05, logfc_threshold=0.25,\n", " )\n", "\n", "print(\"Top DEG drivers (top 5 per fate, per condition):\")\n", "_stack_drivers_by_condition(\n", " deg_drivers_per_cond, n_per_fate=5,\n", " cols=[\"gene\", \"logfoldchange\", \"pval_adj\", \"pct_fate\", \"pct_progenitor\"],\n", ")" ] }, { "cell_type": "code", "execution_count": 29, "id": "ca9d8b39", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top-10 velocity driver overlap (per fate, 2 conditions):\n" ] }, { "data": { "text/html": [ "
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fategenehigh_velocitylow_velocityn_condsshared_all
0AlphaBtbd17TrueFalse1False
1AlphaCluTrueTrue2True
2AlphaCpa2TrueTrue2True
3AlphaCryba2TrueTrue2True
4AlphaGhrlTrueFalse1False
5AlphaHn1TrueFalse1False
6AlphaKrt7FalseTrue1False
7AlphaMeis2TrueTrue2True
8AlphaNpepl1TrueTrue2True
9AlphaPax4FalseTrue1False
10AlphaPax6TrueTrue2True
11AlphaPdx1FalseTrue1False
12AlphaTm4sf4TrueFalse1False
13AlphaVaspFalseTrue1False
14Beta1700086L19RikTrueFalse1False
15BetaBC023829FalseTrue1False
16BetaCluTrueFalse1False
17BetaCpa2FalseTrue1False
18BetaHadhFalseTrue1False
19BetaIgfbpl1TrueFalse1False
\n", "
" ], "text/plain": [ " fate gene high_velocity low_velocity n_conds shared_all\n", "0 Alpha Btbd17 True False 1 False\n", "1 Alpha Clu True True 2 True\n", "2 Alpha Cpa2 True True 2 True\n", "3 Alpha Cryba2 True True 2 True\n", "4 Alpha Ghrl True False 1 False\n", "5 Alpha Hn1 True False 1 False\n", "6 Alpha Krt7 False True 1 False\n", "7 Alpha Meis2 True True 2 True\n", "8 Alpha Npepl1 True True 2 True\n", "9 Alpha Pax4 False True 1 False\n", "10 Alpha Pax6 True True 2 True\n", "11 Alpha Pdx1 False True 1 False\n", "12 Alpha Tm4sf4 True False 1 False\n", "13 Alpha Vasp False True 1 False\n", "14 Beta 1700086L19Rik True False 1 False\n", "15 Beta BC023829 False True 1 False\n", "16 Beta Clu True False 1 False\n", "17 Beta Cpa2 False True 1 False\n", "18 Beta Hadh False True 1 False\n", "19 Beta Igfbpl1 True False 1 False" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Driver overlap between conditions: which genes are shared vs unique per fate?\n", "def _driver_overlap(per_cond_drivers, n_top=10, gene_col=\"gene\"):\n", " \"\"\"Build a fate x gene x condition presence matrix from {cond: {fate: df}}.\n", "\n", " Defensive: missing fates / missing gene columns / empty DataFrames yield empty sets.\n", " \"\"\"\n", " rows = []\n", " conds = list(per_cond_drivers.keys())\n", " if not conds:\n", " return pd.DataFrame()\n", " # Union of fates across all conditions (don't assume identical fate sets)\n", " fates = sorted({f for d in per_cond_drivers.values() for f in d.keys()})\n", " for fate in fates:\n", " sets = {}\n", " for cond in conds:\n", " df = per_cond_drivers[cond].get(fate)\n", " if df is None or len(df) == 0 or gene_col not in df.columns:\n", " sets[cond] = set()\n", " else:\n", " sets[cond] = set(df.head(n_top)[gene_col].astype(str))\n", " all_genes = sorted(set.union(*sets.values())) if sets else []\n", " for g in all_genes:\n", " row = {\"fate\": fate, \"gene\": g}\n", " for cond in conds:\n", " row[cond] = g in sets[cond]\n", " row[\"n_conds\"] = sum(row[cond] for cond in conds)\n", " row[\"shared_all\"] = row[\"n_conds\"] == len(conds)\n", " rows.append(row)\n", " return pd.DataFrame(rows)\n", "\n", "overlap_df = _driver_overlap(vel_drivers_per_cond, n_top=10)\n", "print(f\"Top-10 velocity driver overlap (per fate, {len(mscorer.conditions)} conditions):\")\n", "overlap_df.head(20)\n" ] }, { "cell_type": "markdown", "id": "80539202", "metadata": {}, "source": [ "## 7. Pathway enrichment per condition\n", "\n", "Run `get_enrichment` per condition on the DEG drivers computed above.\n", "Display top pathways per `(condition, fate, direction)` in a single\n", "compact table.\n", "\n", "> Requires `gseapy` and internet access for the Enrichr API. Wrapped in\n", "> try/except so the notebook still builds offline." ] }, { "cell_type": "code", "execution_count": 30, "id": "69356ec5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "============================================================\n", " Pathway enrichment: Alpha\n", " Gene sets: ['KEGG_2019_Mouse', 'GO_Biological_Process_2021', 'Reactome_2022']\n", " Up-regulated genes : 251\n", " Down-regulated genes: 280\n", "============================================================\n", "\n", " [up] Significant terms: 61\n", " Gene_set Term Overlap Adjusted P-value\n", " KEGG_2019_Mouse Protein processing in endoplasmic reticulum 14/163 0.000004\n", " KEGG_2019_Mouse Thyroid hormone synthesis 9/73 0.000032\n", " KEGG_2019_Mouse Circadian entrainment 8/99 0.001974\n", " KEGG_2019_Mouse Gastric acid secretion 7/74 0.001974\n", " KEGG_2019_Mouse Lysosome 8/124 0.006893\n", "GO_Biological_Process_2021 regulation of insulin secretion (GO:0050796) 9/104 0.010186\n", " KEGG_2019_Mouse Dopaminergic synapse 8/135 0.010271\n", " KEGG_2019_Mouse Protein export 4/28 0.011122\n", " KEGG_2019_Mouse Retrograde endocannabinoid signaling 8/150 0.013541\n", " KEGG_2019_Mouse Gap junction 6/86 0.013541\n", "\n", "============================================================\n", " Pathway enrichment: Beta\n", " Gene sets: ['KEGG_2019_Mouse', 'GO_Biological_Process_2021', 'Reactome_2022']\n", " Up-regulated genes : 357\n", " Down-regulated genes: 344\n", "============================================================\n", "\n", " [up] Significant terms: 156\n", " Gene_set Term Overlap Adjusted P-value\n", " KEGG_2019_Mouse Protein processing in endoplasmic reticulum 22/163 4.044027e-11\n", "GO_Biological_Process_2021 IRE1-mediated unfolded protein response (GO:0036498) 12/53 2.514449e-07\n", " KEGG_2019_Mouse Insulin secretion 13/86 4.749228e-07\n", " Reactome_2022 IRE1alpha Activates Chaperones R-HSA-381070 10/48 7.204516e-06\n", " Reactome_2022 Unfolded Protein Response (UPR) R-HSA-381119 12/89 2.090815e-05\n", " Reactome_2022 XBP1(S) Activates Chaperone Genes R-HSA-381038 9/46 2.371736e-05\n", " KEGG_2019_Mouse Maturity onset diabetes of the young 7/27 2.784418e-05\n", " KEGG_2019_Mouse Thyroid hormone synthesis 10/73 3.894807e-05\n", " Reactome_2022 Integration Of Energy Metabolism R-HSA-163685 12/105 6.656112e-05\n", " Reactome_2022 Hemostasis R-HSA-109582 29/576 8.070363e-05\n", "\n", " [down] Significant terms: 134\n", " Gene_set Term Overlap Adjusted P-value\n", "GO_Biological_Process_2021 cotranslational protein targeting to membrane (GO:0006613) 27/94 8.616112e-23\n", "GO_Biological_Process_2021 cytoplasmic translation (GO:0002181) 27/93 8.616112e-23\n", "GO_Biological_Process_2021 SRP-dependent cotranslational protein targeting to membrane (GO:0006614) 26/90 4.000975e-22\n", " Reactome_2022 Peptide Chain Elongation R-HSA-156902 25/86 3.483571e-21\n", " Reactome_2022 Eukaryotic Translation Elongation R-HSA-156842 25/90 4.119235e-21\n", " Reactome_2022 Eukaryotic Translation Termination R-HSA-72764 25/90 4.119235e-21\n", " Reactome_2022 Nonsense Mediated Decay (NMD) Independent Of Exon Junction Complex (EJC) R-HSA-975956 25/92 5.670726e-21\n", "GO_Biological_Process_2021 nuclear-transcribed mRNA catabolic process, nonsense-mediated decay (GO:0000184) 27/113 9.923864e-21\n", "GO_Biological_Process_2021 protein targeting to ER (GO:0045047) 26/103 1.143783e-20\n", " Reactome_2022 Viral mRNA Translation R-HSA-192823 24/90 4.789000e-20\n", "\n", "============================================================\n", " Pathway enrichment: Delta\n", " Gene sets: ['KEGG_2019_Mouse', 'GO_Biological_Process_2021', 'Reactome_2022']\n", " Up-regulated genes : 147\n", " Down-regulated genes: 204\n", "============================================================\n", "\n", " [up] Significant terms: 39\n", " Gene_set Term Overlap Adjusted P-value\n", " KEGG_2019_Mouse Protein processing in endoplasmic reticulum 14/163 2.832562e-09\n", " KEGG_2019_Mouse Thyroid hormone synthesis 7/73 9.105573e-05\n", " KEGG_2019_Mouse Circadian entrainment 7/99 4.730875e-04\n", " KEGG_2019_Mouse Protein export 4/28 2.087400e-03\n", " KEGG_2019_Mouse Dopaminergic synapse 7/135 2.118750e-03\n", "GO_Biological_Process_2021 IRE1-mediated unfolded protein response (GO:0036498) 6/53 2.941985e-03\n", " KEGG_2019_Mouse Long-term potentiation 5/67 3.732861e-03\n", " KEGG_2019_Mouse Cholinergic synapse 6/113 4.481356e-03\n", " KEGG_2019_Mouse Gastric acid secretion 5/74 4.481356e-03\n", " Reactome_2022 SRP-dependent Cotranslational Protein Targeting To Membrane R-HSA-1799339 7/108 4.707509e-03\n", "\n", "============================================================\n", " Pathway enrichment: Epsilon\n", " Gene sets: ['KEGG_2019_Mouse', 'GO_Biological_Process_2021', 'Reactome_2022']\n", " Up-regulated genes : 213\n", " Down-regulated genes: 205\n", "============================================================\n", "\n", " [down] Significant terms: 398\n", " Gene_set Term Overlap Adjusted P-value\n", "GO_Biological_Process_2021 cotranslational protein targeting to membrane (GO:0006613) 26/94 1.730020e-27\n", "GO_Biological_Process_2021 cytoplasmic translation (GO:0002181) 26/93 1.730020e-27\n", "GO_Biological_Process_2021 SRP-dependent cotranslational protein targeting to membrane (GO:0006614) 25/90 1.400350e-26\n", "GO_Biological_Process_2021 nuclear-transcribed mRNA catabolic process, nonsense-mediated decay (GO:0000184) 26/113 1.771113e-25\n", " Reactome_2022 Peptide Chain Elongation R-HSA-156902 24/86 2.479010e-25\n", " Reactome_2022 Eukaryotic Translation Elongation R-HSA-156842 24/90 2.829020e-25\n", " Reactome_2022 Eukaryotic Translation Termination R-HSA-72764 24/90 2.829020e-25\n", "GO_Biological_Process_2021 protein targeting to ER (GO:0045047) 25/103 3.642322e-25\n", " Reactome_2022 Nonsense Mediated Decay (NMD) Independent Of Exon Junction Complex (EJC) R-HSA-975956 24/92 3.831354e-25\n", " Reactome_2022 Selenocysteine Synthesis R-HSA-2408557 23/90 5.502352e-24\n", "\n", "============================================================\n", " Pathway enrichment: Alpha\n", " Gene sets: ['KEGG_2019_Mouse', 'GO_Biological_Process_2021', 'Reactome_2022']\n", " Up-regulated genes : 268\n", " Down-regulated genes: 306\n", "============================================================\n", "\n", " [up] Significant terms: 69\n", " Gene_set Term Overlap Adjusted P-value\n", " KEGG_2019_Mouse Protein processing in endoplasmic reticulum 16/163 1.379291e-07\n", " KEGG_2019_Mouse Thyroid hormone synthesis 9/73 5.845004e-05\n", " KEGG_2019_Mouse Lysosome 10/124 4.694061e-04\n", " KEGG_2019_Mouse Protein export 5/28 1.660431e-03\n", "GO_Biological_Process_2021 regulation of insulin secretion (GO:0050796) 10/104 2.430781e-03\n", " KEGG_2019_Mouse Gastric acid secretion 7/74 2.509346e-03\n", " KEGG_2019_Mouse Glycosaminoglycan degradation 4/21 5.491478e-03\n", "GO_Biological_Process_2021 IRE1-mediated unfolded protein response (GO:0036498) 7/53 5.826129e-03\n", " Reactome_2022 Peptide Hormone Metabolism R-HSA-2980736 8/89 9.062283e-03\n", " Reactome_2022 Asparagine N-linked Glycosylation R-HSA-446203 13/282 9.062283e-03\n", "\n", " [down] Significant terms: 297\n", " Gene_set Term Overlap Adjusted P-value\n", "GO_Biological_Process_2021 cytoplasmic translation (GO:0002181) 23/93 1.520504e-18\n", "GO_Biological_Process_2021 cotranslational protein targeting to membrane (GO:0006613) 23/94 1.520504e-18\n", " Reactome_2022 Eukaryotic Translation Termination R-HSA-72764 22/90 3.639478e-18\n", " Reactome_2022 Peptide Chain Elongation R-HSA-156902 22/86 3.639478e-18\n", " Reactome_2022 Eukaryotic Translation Elongation R-HSA-156842 22/90 3.639478e-18\n", " Reactome_2022 Nonsense Mediated Decay (NMD) Independent Of Exon Junction Complex (EJC) R-HSA-975956 22/92 4.603451e-18\n", "GO_Biological_Process_2021 SRP-dependent cotranslational protein targeting to membrane (GO:0006614) 22/90 7.996281e-18\n", " Reactome_2022 Viral mRNA Translation R-HSA-192823 21/90 4.007504e-17\n", " Reactome_2022 Selenocysteine Synthesis R-HSA-2408557 21/90 4.007504e-17\n", "GO_Biological_Process_2021 nuclear-transcribed mRNA catabolic process, nonsense-mediated decay (GO:0000184) 23/113 6.885432e-17\n", "\n", "============================================================\n", " Pathway enrichment: Beta\n", " Gene sets: ['KEGG_2019_Mouse', 'GO_Biological_Process_2021', 'Reactome_2022']\n", " Up-regulated genes : 98\n", " Down-regulated genes: 105\n", "============================================================\n", "\n", " [up] Significant terms: 42\n", " Gene_set Term Overlap Adjusted P-value\n", " KEGG_2019_Mouse Protein processing in endoplasmic reticulum 10/163 0.000001\n", " Reactome_2022 Response To Elevated Platelet Cytosolic Ca2+ R-HSA-76005 7/130 0.000444\n", " Reactome_2022 Platelet Activation, Signaling And Aggregation R-HSA-76002 9/254 0.000444\n", " Reactome_2022 Hemostasis R-HSA-109582 13/576 0.000444\n", " Reactome_2022 Platelet Degranulation R-HSA-114608 7/125 0.000444\n", "GO_Biological_Process_2021 ATF6-mediated unfolded protein response (GO:0036500) 3/9 0.005650\n", "GO_Biological_Process_2021 regulation of insulin secretion (GO:0050796) 6/104 0.005650\n", " Reactome_2022 Insertion Of Tail-Anchored Proteins Into Endoplasmic Reticulum Membrane R-HSA-9609523 3/22 0.012446\n", "GO_Biological_Process_2021 positive regulation of peptide hormone secretion (GO:0090277) 4/43 0.017811\n", " Reactome_2022 Insulin Processing R-HSA-264876 3/27 0.019352\n", "\n", " [down] Significant terms: 72\n", " Gene_set Term Overlap Adjusted P-value\n", " Reactome_2022 Eukaryotic Translation Termination R-HSA-72764 18/90 7.313322e-22\n", " Reactome_2022 Peptide Chain Elongation R-HSA-156902 18/86 7.313322e-22\n", " Reactome_2022 Eukaryotic Translation Elongation R-HSA-156842 18/90 7.313322e-22\n", " Reactome_2022 Nonsense Mediated Decay (NMD) Independent Of Exon Junction Complex (EJC) R-HSA-975956 18/92 8.430640e-22\n", "GO_Biological_Process_2021 cytoplasmic translation (GO:0002181) 18/93 8.202504e-21\n", " Reactome_2022 Viral mRNA Translation R-HSA-192823 17/90 2.034285e-20\n", " Reactome_2022 Selenocysteine Synthesis R-HSA-2408557 17/90 2.034285e-20\n", " Reactome_2022 Nonsense Mediated Decay (NMD) Enhanced By Exon Junction Complex (EJC) R-HSA-975957 18/112 2.141716e-20\n", " Reactome_2022 Cap-dependent Translation Initiation R-HSA-72737 18/116 3.653633e-20\n", " Reactome_2022 Response Of EIF2AK4 (GCN2) To Amino Acid Deficiency R-HSA-9633012 17/98 5.775833e-20\n", "\n", "============================================================\n", " Pathway enrichment: Epsilon\n", " Gene sets: ['KEGG_2019_Mouse', 'GO_Biological_Process_2021', 'Reactome_2022']\n", " Up-regulated genes : 96\n", " Down-regulated genes: 90\n", "============================================================\n", "\n", " [down] Significant terms: 96\n", " Gene_set Term Overlap Adjusted P-value\n", "GO_Biological_Process_2021 cytoplasmic translation (GO:0002181) 29/93 2.964622e-44\n", "GO_Biological_Process_2021 SRP-dependent cotranslational protein targeting to membrane (GO:0006614) 28/90 7.196346e-43\n", "GO_Biological_Process_2021 cotranslational protein targeting to membrane (GO:0006613) 28/94 2.005921e-42\n", "GO_Biological_Process_2021 nuclear-transcribed mRNA catabolic process, nonsense-mediated decay (GO:0000184) 29/113 5.161094e-42\n", "GO_Biological_Process_2021 protein targeting to ER (GO:0045047) 28/103 2.341353e-41\n", " Reactome_2022 Peptide Chain Elongation R-HSA-156902 27/86 4.047170e-41\n", " Reactome_2022 Eukaryotic Translation Elongation R-HSA-156842 27/90 5.717472e-41\n", " Reactome_2022 Eukaryotic Translation Termination R-HSA-72764 27/90 5.717472e-41\n", " Reactome_2022 Nonsense Mediated Decay (NMD) Independent Of Exon Junction Complex (EJC) R-HSA-975956 27/92 8.577796e-41\n", " Reactome_2022 Viral mRNA Translation R-HSA-192823 26/90 3.743559e-39\n" ] }, { "data": { "text/html": [ "
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conditionfatedirectionGene_setTermOverlapAdjusted P-value
0high_velocityAlphaupKEGG_2019_MouseProtein processing in endoplasmic reticulum14/1633.822697e-06
1high_velocityAlphaupKEGG_2019_MouseThyroid hormone synthesis9/733.211278e-05
2high_velocityAlphaupKEGG_2019_MouseCircadian entrainment8/991.973558e-03
3high_velocityBetaupKEGG_2019_MouseProtein processing in endoplasmic reticulum22/1634.044027e-11
4high_velocityBetaupGO_Biological_Process_2021IRE1-mediated unfolded protein response (GO:00...12/532.514449e-07
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25low_velocityBetadownReactome_2022Peptide Chain Elongation R-HSA-15690218/867.313322e-22
26low_velocityBetadownReactome_2022Eukaryotic Translation Elongation R-HSA-15684218/907.313322e-22
27low_velocityEpsilondownGO_Biological_Process_2021cytoplasmic translation (GO:0002181)29/932.964622e-44
28low_velocityEpsilondownGO_Biological_Process_2021SRP-dependent cotranslational protein targetin...28/907.196346e-43
29low_velocityEpsilondownGO_Biological_Process_2021cotranslational protein targeting to membrane ...28/942.005921e-42
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30 rows × 7 columns

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" ], "text/plain": [ " condition fate direction Gene_set Term Overlap Adjusted P-value\n", "0 high_velocity Alpha up KEGG_2019_Mouse Protein processing in endoplasmic reticulum 14/163 3.822697e-06\n", "1 high_velocity Alpha up KEGG_2019_Mouse Thyroid hormone synthesis 9/73 3.211278e-05\n", "2 high_velocity Alpha up KEGG_2019_Mouse Circadian entrainment 8/99 1.973558e-03\n", "3 high_velocity Beta up KEGG_2019_Mouse Protein processing in endoplasmic reticulum 22/163 4.044027e-11\n", "4 high_velocity Beta up GO_Biological_Process_2021 IRE1-mediated unfolded protein response (GO:00... 12/53 2.514449e-07\n", ".. ... ... ... ... ... ... ...\n", "25 low_velocity Beta down Reactome_2022 Peptide Chain Elongation R-HSA-156902 18/86 7.313322e-22\n", "26 low_velocity Beta down Reactome_2022 Eukaryotic Translation Elongation R-HSA-156842 18/90 7.313322e-22\n", "27 low_velocity Epsilon down GO_Biological_Process_2021 cytoplasmic translation (GO:0002181) 29/93 2.964622e-44\n", "28 low_velocity Epsilon down GO_Biological_Process_2021 SRP-dependent cotranslational protein targetin... 28/90 7.196346e-43\n", "29 low_velocity Epsilon down GO_Biological_Process_2021 cotranslational protein targeting to membrane ... 28/94 2.005921e-42\n", "\n", "[30 rows x 7 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pathway enrichment — run per condition on the DEG drivers from §6\n", "from scCS.enrichment import run_enrichment_per_fate\n", "\n", "enrichment_per_cond = {}\n", "for cond in mscorer.conditions:\n", " try:\n", " enrichment_per_cond[cond] = run_enrichment_per_fate(\n", " deg_drivers=deg_drivers_per_cond[cond],\n", " fate_names=fate_names,\n", " organism=\"mouse\",\n", " pval_threshold=0.05,\n", " logfc_threshold=0.25,\n", " plot=False,\n", " n_top_pathways=10,\n", " )\n", " except ImportError:\n", " print(\"gseapy not installed. Run: pip install gseapy\")\n", " break\n", " except Exception as e:\n", " print(f\"Enrichment for '{cond}' skipped: {e}\")\n", " enrichment_per_cond[cond] = {}\n", "\n", "# Compact summary across conditions\n", "enrich_df = _stack_enrichment_by_condition(enrichment_per_cond, n_per_group=3)\n", "if not enrich_df.empty:\n", " keep = [\"condition\", \"fate\", \"direction\", \"Gene_set\", \"Term\",\n", " \"Overlap\", \"Adjusted P-value\"]\n", " keep = [c for c in keep if c in enrich_df.columns]\n", " display(enrich_df[keep])\n", "else:\n", " print(\"(No enriched terms — common with small datasets / few significant DEGs.)\")" ] }, { "cell_type": "markdown", "id": "c2f35259", "metadata": {}, "source": [ "## 8. Expression trends along fate arms — per condition\n", "\n", "`plot_expression_trends` orders cells by per-cell fate affinity (or\n", "pseudotime / radial distance) and plots smoothed expression of each gene.\n", "\n", "Run it **per condition side by side** to see whether a marker's expression\n", "trajectory differs between conditions — e.g. earlier onset, higher peak,\n", "delayed shutdown." ] }, { "cell_type": "code", "execution_count": 31, "id": "2b74799c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Expression trends, two markers, side-by-side per condition\n", "from scCS.plot import plot_expression_trends\n", "\n", "genes_of_interest = [\"Ins1\", \"Gcg\"] # Beta and Alpha markers\n", "genes_of_interest = [g for g in genes_of_interest if g in adata_sub_shared.var_names]\n", "assert genes_of_interest, \"None of the requested markers are in the pancreas var_names\"\n", "\n", "for cond in mscorer.conditions:\n", " mask = (adata_sub_shared.obs[mscorer.condition_obs_key].astype(str) == cond).values\n", " sub = adata_sub_shared[mask].copy()\n", " try:\n", " fig = plot_expression_trends(\n", " sub, results[cond],\n", " genes=genes_of_interest,\n", " x_axis=\"affinity\",\n", " figsize=(10, 4 * len(genes_of_interest)),\n", " )\n", " fig.suptitle(f\"Expression trends — {cond}\", y=1.02, fontsize=12)\n", " plt.tight_layout()\n", " plt.show()\n", " except Exception as e:\n", " print(f\"plot_expression_trends failed for '{cond}': {e}\")" ] }, { "cell_type": "markdown", "id": "md_77733", "metadata": {}, "source": [ "## 9. Transfer labels to full adata\n", "\n", "`transfer_labels()` writes per-cell scores from the shared embedding back to the\n", "full adata. This is identical to the single-condition workflow.\n" ] }, { "cell_type": "code", "execution_count": 32, "id": "cd_79911", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[scCS] Labels transferred to adata.obs for 1876 / 3696 cells. Columns: ['cs_high_velocity_Alpha', 'cs_high_velocity_Beta', 'cs_high_velocity_Delta', 'cs_high_velocity_Epsilon', 'cs_high_velocity_dominant_fate', 'cs_high_velocity_entropy']\n", "[scCS] Labels transferred to adata.obs for 1876 / 3696 cells. Columns: ['cs_low_velocity_Alpha', 'cs_low_velocity_Beta', 'cs_low_velocity_Delta', 'cs_low_velocity_Epsilon', 'cs_low_velocity_dominant_fate', 'cs_low_velocity_entropy']\n", "Columns added to adata.obs: ['cs_high_velocity_Alpha', 'cs_high_velocity_Beta', 'cs_high_velocity_Delta', 'cs_high_velocity_Epsilon', 'cs_high_velocity_dominant_fate', 'cs_high_velocity_entropy', 'cs_high_velocity_nn_entropy', 'cs_low_velocity_Alpha'] ...\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Transfer per-cell scores to full adata for all conditions\n", "# PairScorer.transfer_labels writes condition-specific columns:\n", "# e.g., cs_high_velocity_Alpha, cs_low_velocity_Alpha, etc.\n", "mscorer.transfer_labels(results, prefix=\"cs_\")\n", "\n", "# Columns added to adata.obs\n", "cs_cols = [c for c in adata.obs.columns if c.startswith(\"cs_\")]\n", "print(\"Columns added to adata.obs:\", cs_cols[:8], \"...\")\n", "\n", "# Visualize on UMAP\n", "sc.pl.umap(adata, color=[\"clusters\", \"condition\"], ncols=2, wspace=0.4)" ] }, { "cell_type": "code", "execution_count": 33, "id": "cd_68152", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "high_velocity: mean entropy = 0.936 ± 0.063\n", "low_velocity: mean entropy = 0.936 ± 0.063\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Compare entropy distributions between conditions\n", "# After transfer_labels, columns are named cs_{condition}_{fate}\n", "# For entropy, use the per-condition results directly from adata_sub\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(10, 4), sharey=True)\n", "colors = {\"high_velocity\": \"steelblue\", \"low_velocity\": \"coral\"}\n", "\n", "for ax, cond in zip(axes, [\"high_velocity\", \"low_velocity\"]):\n", " # Get entropy from the condition-specific result\n", " res = results[cond]\n", " if res.cell_scores is not None:\n", " # Compute per-cell entropy from cell_scores\n", " k = res.cell_scores.shape[1]\n", " with np.errstate(divide=\"ignore\", invalid=\"ignore\"):\n", " log_s = np.where(res.cell_scores > 0, np.log(res.cell_scores), 0.0)\n", " ent = -np.sum(res.cell_scores * log_s, axis=1) / np.log(k)\n", " ax.hist(ent, bins=30, color=colors[cond], edgecolor=\"white\", alpha=0.8)\n", " ax.set_title(f\"{cond}\\n(n={len(ent)} cells in embedding)\")\n", " ax.set_xlabel(\"Commitment entropy\")\n", " print(f\"{cond}: mean entropy = {ent.mean():.3f} ± {ent.std():.3f}\")\n", " else:\n", " ax.set_title(f\"{cond}\\n(no cell-level scores)\")\n", "\n", "axes[0].set_ylabel(\"# cells\")\n", "plt.suptitle(\"Per-cell commitment entropy by condition\", fontsize=13)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e84d9190", "metadata": {}, "source": [ "## Summary — scCS pairwise workflow\n", "\n", "```python\n", "import scCS\n", "\n", "# 1. Add condition column to adata.obs (or use existing one)\n", "adata.obs[\"condition\"] = ... # e.g., 'control', 'treated'\n", "adata.obs[\"sample\"] = ... # biological replicates\n", "\n", "# 2. Initialize PairScorer\n", "mscorer = scCS.PairScorer(\n", " adata,\n", " root=\"Ductal\",\n", " branches=[\"Alpha\", \"Beta\", \"Delta\", \"Epsilon\"],\n", " condition_obs_key=\"condition\",\n", " obs_key=\"clusters\",\n", ")\n", "\n", "# 3. Build SHARED embedding on pooled data\n", "mscorer.build_embedding(ordering_metric=\"pseudotime\")\n", "mscorer.refit_pseudotime(scale_01=False) # preserve ordering\n", "mscorer.fit()\n", "\n", "# ── Tier 1: Score each condition ──────────────────────────────────────────────\n", "results = mscorer.score_all_conditions(cell_level=True, n_bootstrap=200)\n", "mscorer.plot_star_grid(results)\n", "mscorer.plot_rose_grid(results) # per-condition rose plots\n", "\n", "# ── Tier 2: Statistical comparison ───────────────────────────────────────────\n", "delta = mscorer.compute_delta_CS(\"treated\", \"control\", n_bootstrap=500)\n", "stats = mscorer.compare_conditions(results, n_permutations=1000)\n", "mscorer.plot_affinity_distributions(results, plot_type=\"violin\")\n", "\n", "# ── Tier 3: Trajectory-level analysis ────────────────────────────────────────\n", "lmm = mscorer.fit_mixed_model(results, replicate_key=\"sample\")\n", "shift = mscorer.trajectory_shift(results, n_bootstrap=500)\n", "mscorer.plot_trajectory_shift(shift)\n", "\n", "# ── Downstream §6: Driver genes per condition ────────────────────────────────\n", "# Loop conditions: mask adata_sub per condition, call get_velocity_drivers /\n", "# get_deg_drivers, then collect into one (condition, fate, gene) table.\n", "\n", "# ── Downstream §7: Pathway enrichment per condition ──────────────────────────\n", "# Loop conditions: call run_enrichment_per_fate on the per-condition DEG\n", "# drivers, collect into one (condition, fate, direction, Term) table.\n", "\n", "# ── Downstream §8: Expression trends per condition ───────────────────────────\n", "# Loop conditions: call plot_expression_trends on the masked adata_sub plus\n", "# results[cond] for side-by-side per-condition trajectories.\n", "\n", "# ── Transfer per-cell labels back to full adata for UMAP / downstream ────────\n", "mscorer.transfer_labels(adata, results)\n", "```\n", "\n", "### Interpretation guide\n", "\n", "| Result | Interpretation |\n", "|--------|---------------|\n", "| ΔnCS > 0, CI excludes 0 | Condition A has stronger commitment toward that fate pair |\n", "| Permutation p < 0.05 | Per-cell fate affinities differ significantly between conditions |\n", "| LMM condition coefficient significant | Condition effect on fate affinity, controlling for replicate |\n", "| KS p < 0.05 + large Wasserstein | Cells in one condition are systematically further along the trajectory |\n", "| Top driver gene present in one condition only | Condition-specific regulator candidate |\n", "| Pathway enriched in one condition only | Differentially activated pathway |\n", "| Expression trend earlier/later in one condition | Shifted developmental timing for that gene |\n", "\n", "For **single-condition analysis**, see `Single Condition Analysis.ipynb`.\n", "For **3+ condition analysis**, see `Multiple Comparison Analysis.ipynb`.\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.12 lab-py312", "language": "python", "name": 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