{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "132016dd-bb23-472a-ae9c-268ce04c4c52",
   "metadata": {},
   "source": [
    "# Density Estimator for scRNA-seq Data\n",
    "\n",
    "This notebook provides a guide to applying the Mellon density estimator on single-cell RNA sequencing (scRNA-seq) data. The objective of this tutorial is to illustrate the steps needed to execute a density estimation using the Mellon package. By the end of this notebook, you should have a solid understanding of how to use Mellon in your data analysis.\n",
    "\n",
    "Before we start, ensure the following prerequisite packages, which are essential for utilizing Mellon with scRNA-seq data, are installed:\n",
    "\n",
    " 1. `scanpy`: https://scanpy.readthedocs.io/en/stable/installation.html\n",
    " 2. `palantir`: https://github.com/dpeerlab/Palantir.\n",
    " We recommend installation using `pip install git+https://github.com/dpeerlab/Palantir`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b966186-4ec9-4b97-bd4a-cb6308aa7657",
   "metadata": {},
   "source": [
    "Let's now load all the necessary libraries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8c279d2b-9918-4de1-a584-fba1ff727eff",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:15:01.801561Z",
     "iopub.status.busy": "2023-07-09T15:15:01.801285Z",
     "iopub.status.idle": "2023-07-09T15:15:06.333926Z",
     "shell.execute_reply": "2023-07-09T15:15:06.332609Z",
     "shell.execute_reply.started": "2023-07-09T15:15:01.801533Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.cluster import k_means\n",
    "import palantir\n",
    "import mellon\n",
    "import scanpy as sc\n",
    "\n",
    "import warnings\n",
    "from numba.core.errors import NumbaDeprecationWarning\n",
    "\n",
    "warnings.simplefilter(\"ignore\", category=NumbaDeprecationWarning)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "671d61c4-a33d-47d3-b7d2-fb9afa47470e",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-05-22T08:13:05.871067Z",
     "iopub.status.busy": "2023-05-22T08:13:05.870445Z",
     "iopub.status.idle": "2023-05-22T08:13:05.881558Z",
     "shell.execute_reply": "2023-05-22T08:13:05.879492Z",
     "shell.execute_reply.started": "2023-05-22T08:13:05.871021Z"
    },
    "tags": []
   },
   "source": [
    "We are also setting some plot preferences and suppressing the NumbaDeprecationWarning for a cleaner output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "975d3714-65c5-42d5-8a83-192aa26b36fa",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:15:06.336658Z",
     "iopub.status.busy": "2023-07-09T15:15:06.335919Z",
     "iopub.status.idle": "2023-07-09T15:15:06.350385Z",
     "shell.execute_reply": "2023-07-09T15:15:06.349663Z",
     "shell.execute_reply.started": "2023-07-09T15:15:06.336628Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "matplotlib.rcParams[\"figure.figsize\"] = [4, 4]\n",
    "matplotlib.rcParams[\"figure.dpi\"] = 125\n",
    "matplotlib.rcParams[\"image.cmap\"] = \"Spectral_r\"\n",
    "# no bounding boxes or axis:\n",
    "matplotlib.rcParams[\"axes.spines.bottom\"] = \"on\"\n",
    "matplotlib.rcParams[\"axes.spines.top\"] = \"off\"\n",
    "matplotlib.rcParams[\"axes.spines.left\"] = \"on\"\n",
    "matplotlib.rcParams[\"axes.spines.right\"] = \"off\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6da335f-14ff-4329-9091-097067ea5120",
   "metadata": {},
   "source": [
    "## Step 1: Reading and Displaying the Dataset\n",
    "\n",
    "We will start by loading the scRNA-seq dataset. For this demonstration, we will use the preprocessed T-cell depleted bone marrow data as described in the Mellon manuscript."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1e337a5b-6301-4bdf-b7fe-09d618814bee",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:15:06.351555Z",
     "iopub.status.busy": "2023-07-09T15:15:06.351329Z",
     "iopub.status.idle": "2023-07-09T15:15:13.935314Z",
     "shell.execute_reply": "2023-07-09T15:15:13.934232Z",
     "shell.execute_reply.started": "2023-07-09T15:15:06.351534Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 8627 × 17226\n",
       "    obs: 'sample', 'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'batch', 'DoubletScores', 'n_counts', 'leiden', 'phenograph', 'log_n_counts', 'celltype', 'palantir_pseudotime', 'selection', 'NaiveB_lineage', 'mellon_log_density', 'mellon_log_density_clipped'\n",
       "    var: 'n_cells', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'PeakCounts'\n",
       "    uns: 'DMEigenValues', 'DM_EigenValues', 'NaiveB_lineage_colors', 'celltype_colors', 'custom_branch_mask_columns', 'hvg', 'leiden', 'mellon_log_density_predictor', 'neighbors', 'pca', 'sample_colors', 'umap'\n",
       "    obsm: 'DM_EigenVectors', 'X_FDL', 'X_pca', 'X_umap', 'branch_masks', 'chromVAR_deviations', 'palantir_branch_probs', 'palantir_fate_probabilities', 'palantir_lineage_cells'\n",
       "    varm: 'PCs', 'geneXTF'\n",
       "    layers: 'Bcells_lineage_specific', 'Bcells_primed', 'MAGIC_imputed_data'\n",
       "    obsp: 'DM_Kernel', 'DM_Similarity', 'connectivities', 'distances', 'knn'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ad_url = \"https://fh-pi-setty-m-eco-public.s3.amazonaws.com/mellon-tutorial/preprocessed_t-cell-depleted-bm-rna.h5ad\"\n",
    "ad = sc.read(\"data/preprocessed_t-cell-depleted-bm-rna.h5ad\", backup_url=ad_url)\n",
    "ad"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a26e23b-91db-4395-a604-79d343f09cf7",
   "metadata": {},
   "source": [
    "Note: The annData object `ad` we loaded already has been processed from raw gene counts according to the following [notebook](https://github.com/settylab/single-cell-primers/blob/main/notebooks/PBMC-RNA-standalone.ipynb), and comes with cell-type annotations, PCA, and a UMAP representation. The anndata object also contains primed and lineage specific accessibility scores."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "30153453-89fb-4988-8daa-a4631c6d9452",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:15:13.936906Z",
     "iopub.status.busy": "2023-07-09T15:15:13.936532Z",
     "iopub.status.idle": "2023-07-09T15:15:14.350368Z",
     "shell.execute_reply": "2023-07-09T15:15:14.349597Z",
     "shell.execute_reply.started": "2023-07-09T15:15:13.936884Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 615x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.scatter(ad, basis=\"umap\", color=\"celltype\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba05cffb-7167-47ec-a5ff-bdcc6fc80427",
   "metadata": {},
   "source": [
    "## Step 2: Preprocessing\n",
    "\n",
    "We will use diffusion maps for cell-state representation as input to Mellon. Diffusion map captures the intrinsic geometry of the data by creating a reduced dimensional representation that maintains the relationships between cells. Diffusion maps can be computed using the `palantir.utils.run_diffusion_maps` function. This function uses the pre-computed `pca` by default but can be changed to utilize any `obsm` entry in the anndata object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "9ff8a63d-119b-41ad-9a14-13e1399f9909",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:15:14.351674Z",
     "iopub.status.busy": "2023-07-09T15:15:14.351327Z",
     "iopub.status.idle": "2023-07-09T15:16:44.535286Z",
     "shell.execute_reply": "2023-07-09T15:16:44.534063Z",
     "shell.execute_reply.started": "2023-07-09T15:15:14.351648Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Determing nearest neighbor graph...\n",
      "CPU times: user 1min 35s, sys: 4.27 s, total: 1min 39s\n",
      "Wall time: 1min 30s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "dm_res = palantir.utils.run_diffusion_maps(ad, pca_key=\"X_pca\", n_components=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b76b5ce9-5971-4a58-bdbc-a9562f0f0c9e",
   "metadata": {},
   "source": [
    "## Step 3: Density Calculation\n",
    "\n",
    "In this step, we will compute cell-state density using Mellon's\n",
    "[DensityEstimator](https://mellon.readthedocs.io/en/latest/model.html#mellon.model.DensityEstimator)\n",
    "class. Diffusion components computed above serve as inputs.\n",
    "\n",
    "The compute densities, `log_density` can  be visualized using UMAPs. We recommend the visualization of clipped log density. This procedure, which\n",
    "trims the very low density of outlier cells to the lower 5% percentile, provides richer visualization in 2D embeddings such as UMAPs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0dcc1a46-4660-4a96-aa47-0d97a805c7fa",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:16:44.536795Z",
     "iopub.status.busy": "2023-07-09T15:16:44.536435Z",
     "iopub.status.idle": "2023-07-09T15:17:12.947303Z",
     "shell.execute_reply": "2023-07-09T15:17:12.946352Z",
     "shell.execute_reply.started": "2023-07-09T15:16:44.536775Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2023-07-09 08:16:44,570] [INFO    ] Computing nearest neighbor distances.\n",
      "[2023-07-09 08:16:45,799] [INFO    ] Using covariance function Matern52(ls=0.007897131365355458).\n",
      "[2023-07-09 08:16:45,802] [INFO    ] Computing 5,000 landmarks with k-means clustering.\n",
      "[2023-07-09 08:16:48,405] [INFO    ] Doing low-rank Cholesky decomposition for 8,627 samples and 5,000 landmarks.\n",
      "[2023-07-09 08:16:53,261] [INFO    ] Using rank 5,000 covariance representation.\n",
      "[2023-07-09 08:16:54,303] [INFO    ] Running inference using L-BFGS-B.\n",
      "[2023-07-09 08:17:11,188] [INFO    ] Computing predictive function.\n",
      "CPU times: user 49.5 s, sys: 48.5 s, total: 1min 37s\n",
      "Wall time: 28.4 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "model = mellon.DensityEstimator()\n",
    "log_density = model.fit_predict(ad.obsm[\"DM_EigenVectors\"])\n",
    "\n",
    "predictor = model.predict\n",
    "\n",
    "ad.obs[\"mellon_log_density\"] = log_density\n",
    "ad.obs[\"mellon_log_density_clipped\"] = np.clip(\n",
    "    log_density, *np.quantile(log_density, [0.05, 1])\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0a26e758-9a6d-454d-bce8-9acf13be854c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:17:12.950424Z",
     "iopub.status.busy": "2023-07-09T15:17:12.950037Z",
     "iopub.status.idle": "2023-07-09T15:17:12.955666Z",
     "shell.execute_reply": "2023-07-09T15:17:12.954939Z",
     "shell.execute_reply.started": "2023-07-09T15:17:12.950403Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 8627 × 17226\n",
       "    obs: 'sample', 'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'batch', 'DoubletScores', 'n_counts', 'leiden', 'phenograph', 'log_n_counts', 'celltype', 'palantir_pseudotime', 'selection', 'NaiveB_lineage', 'mellon_log_density', 'mellon_log_density_clipped'\n",
       "    var: 'n_cells', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'PeakCounts'\n",
       "    uns: 'DMEigenValues', 'DM_EigenValues', 'NaiveB_lineage_colors', 'celltype_colors', 'custom_branch_mask_columns', 'hvg', 'leiden', 'mellon_log_density_predictor', 'neighbors', 'pca', 'sample_colors', 'umap'\n",
       "    obsm: 'DM_EigenVectors', 'X_FDL', 'X_pca', 'X_umap', 'branch_masks', 'chromVAR_deviations', 'palantir_branch_probs', 'palantir_fate_probabilities', 'palantir_lineage_cells'\n",
       "    varm: 'PCs', 'geneXTF'\n",
       "    layers: 'Bcells_lineage_specific', 'Bcells_primed', 'MAGIC_imputed_data'\n",
       "    obsp: 'DM_Kernel', 'DM_Similarity', 'connectivities', 'distances', 'knn'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The anndata object is updated with `obs['log_density`]` and `obs['log_density_clipped']\n",
    "ad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "60ffbecd-3fe7-4851-944e-f45b1f7c370c",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:17:12.956842Z",
     "iopub.status.busy": "2023-07-09T15:17:12.956520Z",
     "iopub.status.idle": "2023-07-09T15:17:13.260743Z",
     "shell.execute_reply": "2023-07-09T15:17:13.259863Z",
     "shell.execute_reply.started": "2023-07-09T15:17:12.956823Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1083.7x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.scatter(\n",
    "    ad, color=[\"mellon_log_density\", \"mellon_log_density_clipped\"], basis=\"umap\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e92349ec-1a26-4e62-b0fb-7bc734c52559",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Step 4: Analysis\n",
    "\n",
    "Next, we can use the calculated cell densities to analyze different cell types in the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "40c8af5e-8ccf-4eea-9b6d-2a5985caac45",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:17:13.261859Z",
     "iopub.status.busy": "2023-07-09T15:17:13.261663Z",
     "iopub.status.idle": "2023-07-09T15:17:13.770076Z",
     "shell.execute_reply": "2023-07-09T15:17:13.769033Z",
     "shell.execute_reply.started": "2023-07-09T15:17:13.261842Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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RERERkXPBBZd8Gj16NADHjx+noqKiVfu2bdsAXxIqJibGf9ztdrNnzx4ALrnkkoBzT548GYDdu3e3SlyJiIiIiIiIiIiIiIhcCC645NPUqVOZPn069fX1PPjgg2zfvp26ujrKy8tZtmwZv/jFL7BYLDz22GMtxuXl5eF0OgFIT08POHdGRgYADoeD/Pz87n0jIiIiIiIiIiIiIiIifVDrunMXgL/97W/89a9/5e233+ZrX/tai7Zp06bx3e9+l/Hjx7c4XllZ6X8dGxsbcN7mK6WqqqqCJqkazZo1K2hbQUEBKSkpbY4XERERERERERERERHpay64lU8A1dXVFBYWUl9fT2hoKMOHDycjIwOTycS2bdtYuHAhdXV1LcY4HA7/a4vFEnDe5vtANe4tJSIiIiIiIiIiIiIiciG54FY+VVRUcPvtt5Ofn88999zDo48+Snh4OAD5+fk89thjLFmyhGPHjrFw4UKMRl9+rnliyel0EhIS0mru5gmq0NDQdmNZvXp10La2VkWJiIiIiIiIiIiIiIj0VRfcyqe///3v5Ofnc9lll/HjH//Yn3gCSE1N5Y9//COxsbHs3LmTFStW+Nual9RrXoKvuaqqqoD9RURERERERERERERELhQXXPJp27ZtAEyfPj1ge0xMjH+/p927d/uPDxgwwF9uLzs7O+DYxuNWq5XU1NQui1lERERERERERERERORcccElnxr3cjIYDEH7eL1eAOx2u/+Y2Wxm7NixQFMC63SNx8eNG4fJZOqSeEVERERERERERERERM4lF1zyadCgQQCsW7cuYHtVVZV/xdPgwYNbtF133XUALF26FKfT2aLN4XCwZMkSAK6//vquDFlEREREREREREREROScccEln2bPng3Apk2bePLJJ6mvr/e35efn853vfIfKykrCwsJaJZG++tWvkpSUxMmTJ3niiSf8K6PsdjtPPPEE2dnZJCcnc/vtt/fY+xEREREREZG+wev1cji/jn05tTjdHjxeLydLGiissLc/WERERETkPGLwNtaYOwcVFBT4k0ngW31UX1+P2WwmMjLSf/z+++/ngQce8H/9i1/8gn//+98AhIaGkpGRgd1uJzc3F7fbjcVi4be//S033nhjq3Nu376d+++/n/r6emJiYkhLSyM3N5eqqirCw8N55ZVXmDBhwlm/t1mzZgGwevXqs55LRKQrOBwOPvzwQ4qLi3G73XzxxReMHz8ek8nU6mur1coNN9xAv379ejtsERGRTtH1uJwJr9dLYYWdrGPV2F2+j9hD+oVhNBo4UuB74HHswEiMgNFoIDkmhIhQlWoXERERkfOXubcDOBtut5vKyspWx10uV4vjNputRfsTTzzBzJkzeeutt/jiiy84fvw4RqOR9PR0Lr30Uu6++26GDh0a8JwXX3wxy5Yt47nnnmPDhg0cOnSIuLg45s6dy0MPPUR6enpXvkURkT7B6/Xy1FNP8dFHHwFQVFTEkSNHMJvNxMXFUV1djd1ux2q1Mm7cOEJDQ3n//fd58cUXiYuL6+XoRURERM6cw+Whwe7maFEDpdUORgyIYGBSWIs+Ho+X/HIb+3JrqbN5WrTlltmIj7T4v957spbGJz8t5lqunZCI1XzBFSMRERERkQvEOb3y6XymJy1FpC954403eP755zEYjYybfCWL/v0yJUUFAftGxcQyffqVVFeWcdFFF/HHP/4Ri8USsK+IiEhfpevxC1uD3c2a3WU4XE0fly1mA9dNSGTrkSrsTg9RYWZySm1tzALDUsKpqHPicnuprHO1aLv6ogSiws7p50FFRERERILSY1YiItKmdevW8fe//x2Aa75yN15zSNDEE0BNVSVDxkwhJDSMXbt28bvf/Q495yAiIiJ9TWm1g+1Hq8grs+FyeyissGNzuGlwuNl9sqZF4gkgNtzMZ3vLKap0UFnnCpp4spoM/tdHC+spq3ZSWecizNr08TvEbCBSZfdERERE5Dymx6xERCSoAwcO8Itf/AKv18vEqbO4+PJruO2q0e2OC4+MYfbXF/DWP37Hhx9+SFpaGnfffXcPRCwiIiICTpeH7FIbsRFmEqKsrdq9Xi+bDlbidHvJKbERHWaiqsFNqNVIqMXYapXSqLQI+sWG8Omecv8xiwmc7pbzxkaYqW1oGutplr+yO5vK8tldXsprHFjMRqLDm1aI19vd5JTaSIy2BIxbRERERORcoeSTiIgEVFhYyH//939js9kYMmI81825B4PBgNPpbHesyWQic9QErp1zDyuXvMILL7xAamoqV199dQ9ELiIiIhcyt8fLyp2lOE+tXJo2MpbyGidR4WbSEkIBKKl24HL72r1AVYMvi2RzeOC0FdtGA5TXOgmzGrGaDf4VUacnngAuHR7DnpM15JU7WrWFhxipPbUvlBFYu68SgMhQIxGhZsZmRLJ2bwVOtxejAdKTQimrdjI0JZzB/cLP9tsiIiIiItKjlHwSEZFW7HY7P/nJTygvLycpJZ05d38bo8lXGsbrCXCnpQUDl1z+JQAuvvwaKkoL2bJ2OU8++SQDBw5k2LBh3Ry9iIiIXMgqap3+xBPAlsNV/kRTcaWDuEgze7NrCVQUOCMxFJvTg62qKXnk8UJRpYOiytYJpdOtzCrDEKStMfEE4DnteK3NQWlVOafCxOOFk8W+sn67TtQwKDkMgyHYzCIiIiIifY/2fBIRkRa8Xi+//e1vOXToEGHhkdx+3w8ICW32tK2xvf0JvGxe97H/q6u+fCeZIy/Cbrfz4x//mMrKym6JW0RERC4ANhu4gz8Ic6ywns2HKv1fW80Gf+IJ4GRJAzuP1+B0B96PMjzEhMdzdntVdnb06SGZTn1at5oMlNW0v/JcRERERKQvUfJJRERaWL58OStXrsRgNDLn7keJjU9q2cHjCTywmf27d/pfG41GbrnzYeIS+lFYWMiTTz6J13t2N3VERETkArRnN/zzFVj4L6itbdFUWGFnx7Eqdp2o8ZfFA0iOCfG/bmvdkMVkYEB8CAfy6iitcRIfZcZ8hp+Ww6wdG2Ds4AIm96lLLrvLy7p9FRRU2M8sIBERERGRXqTkk4iI+JWVlfGnP/0JgBnX386gYWNa9fG0W3bPl3BqLiw8klvv+S5Gk4kNGzawevXqrglYREREzktVdU4O5ddR0+DyH3PuP+B7UVcHublNfeudfH6w0l+mrrncsqZjbT364nR7W6yQqqxtOq+pg5+aGxztP6ADMDo9omMTnmZ/Tg0ud8fOISIiIiLS25R8EhERv2effZba2lr6pw3mspk3B+wTHRff7jxfu//brY4lp2Zw+azZAPzxj3+kurr6rGIVERGR85PT7WHdvgr2Zteybl8FHq8Xh8vD/vABeIEGSxieAQP8/ffn1gady2Lu+D5JpbUt93lyncrzdHW+Z092XafGVdW7+XB7CYVaASUiIiIi5wAln0REBIDs7GzWrFkDBgM3zXsAoynw3k41Hdizacv6wCubps36Cgn9BlBZWcm77757NuGKiIjI+Sg/H9Pit5l4dBNGjxuHy4PXC14vHEvM5IMxN7Nq9PUQEekfYmijoJ7JYOh4mbv2F3f3uPCQlh/Z3R44lFfLyZIGsksaVMpYRERERPosJZ9ERASARYsWATBs1ET6DRgUtJ/B2P6fjrWrPgh43GQ2c9nMmwBYsmQJLpcrYD8RERG5QG3+HGNFOQOq8hjWUMAlQ2MwGQ2EWIxcOiyG/v2jGJkexcb95azdW0ZRpZ16e/Cskc3pwRMkP9PBLZp61eTM6FbHGhwedhytZvvRao4W1vdCVCIiIiIi7TsHLrdFRKS7ud1uVq5cCcDkK65vs6/H3X7CaNrMG4K2jZk4jfDIaIqLi9mxY8eZBSoiIiLnt/gEADwYKDJE4HA11bxLiQ/F64U9ObWU1Lgoq3GRdayayrrOPczSF3ZPsgReaO636VBVqz2nbM6myBvsbpzaB0pERERE+iAln0REhJMnT1JXV4fFGsLAoaPPej6r1Rq0zWyxMnjYWAD27dt31ucSERGRc9/JkgZ2n6yhfsrlHLvoSj4ZfhWV4XE0OFomVgrKW+531NGSeoG4+kDOxtlOqT+Hy9tqz6nGlVzxkSZyy+y8v7WE3SdrAHB7vCrFJyIiIiJ9grm3AxARkd534MABAPqnDcbYTlm90LBIbA3BN/YG8HjafgI5JSOTvVkb2b9//5kFKiIiIued0moHO45WA1BR6+SSiSMpPlFDlBGGpoS36GswAM1yK81XAfWm6DAT1Q09u2lUTb2bxrd/tKAep8tDTqkNi9nIFaPjiArTx30RERER6T1a+SQiIlRUVAAQG5/Ubt+IyIh2+xw5sLfN9tj45BbnFRERkQuXp9lKHa8XqupdlNU4qG1w4zm1zGfX8Wre31rUarVSX6k4V2vr2cQTQPO8mxc4WWLD4wW709NqhZiIiIiISE/To1AiIoLH47t7YTC0/0xCdWVlu32Gj76ozXbDqRo5KgsjIiIiyTEhXDQoitJqB8kxVnYdr8bh8uJwucgrt9PgcHOsqKG3w2yTpw9d0phNBpJjg5dAFhERERHpCUo+iYgIJpNvt2u3y9luX2cH+kyYMq3NdrfL1eK8IiIicuHyer0UVtopqnSQd9qKnegwE3lltqBj+8VYKKpq/9rkXBJevA+LrZK6pFG4wuLOaKwBiAwxEmbVNZaIiIiI9C6V3RMREVJSUgCoLC9pv7O3/fo2f/zfH7bZXllWBED//v3bP5+IiIic1+xOD0WVjoBtmw5V4W1jWdH5lniy1hYSWbKPkJp8ovK3nfF4L1BZ7ya7pG+vFBMRERGR85+STyIiQlpaGgDlJQXtlsKLiolvd75+qelttpeXFgIwYMCADkYoIiIi56vCCjsWk8H/taFZm8vtpbzO1eG5zOf4gh+PyUrjlZjXFNLpeXJKlXwSERERkd6lsnsiIkJGRgZms5mG+lqqKkqJjU8K2remqrzd+YaPnthme0HOcQAyMzPPLFARERE5r9Tb3WQdr2lxzAsYDWe+j5IBiAo1U3EGyaq+xhUWT9XA6ZhtVTTEDsIAdGY7qap6Ny63B7NJz5uKiIiISO/QlaiIiBASEsKwYcMAyDtxuM2+UTEJ7c7X1l5ODruN4oJsAMaOHXsGUYqIiMj5xmjw/e90Z5p4Al+S5lxOPDVyRPanPnEEXnNIpxJPIiIiIiJ9gZJPIiICwJgxYwDIPXGozX4dWfnUlvyco3g9HpKTk0lOTj6ruUREROTcZjYZMOpTaZezmA3UNLh7OwwRERERuYDpMl9ERAAYN24c0H7yKSGpf7tztbXyKff4oRbnExERkQtXdb0bl3IknRJWdpio/O0YHbWt2pwuL2v3lXOiuL4XIhMRERERUfJJREROGT9+PADF+Sdx2G1B+5WVFrY5T3hkDFNnXBu0Pe9UcqvxfCIiInJhcrg8bDpU2enxESEX7sdZa00BUYW7CKs4TnTetoB9PB7IOlZDTmlDD0cnIiIiIqLkk4iInJKUlERCQgJer9e/J1MgFktIm/O0lbgCKMw7CcCIESPOPEgRERE5bzQ43Nidnk6Pr7P7xpovwE+1XkOzVeaGtr8BLrd2jhIRERGRnncBXqaLiEgwQ4cOBaA4P3jyKTwios05XE47W9avDthWV1NFXU0lBoOBzMzMzgcqIiIi57QGu5tth6u6ZC6XBwxdMtO5wxmZTPWAS6hLGE71gEuC9ktPDGFgUlgPRiYiIiIi4mPu7QBERKTvyMjIYPPmzVRVlAbtY29ou3SLwWBk/OSpAduqKkoA3yqrsDDdCBEREbkQZZc0sDenFpuj86ueTnchru2xxQ5st4/JZOBoUT1D+4djMFxoKToRkc45dOgQixYtYvPmzRQWFlJXV0dERARDhgzhsssuY86cOWRkZPj7X3XVVeTl5fHkk08yd+7cdufPzc1l1qxZrY6HhISQnJzM5MmTufvuuxk9enSXvi+RzrjrrrvYsmULABMnTuQ///lP0L61tbVcfvnl2Gy+ijiPPPIICxYs6JE4u9KSJUv48Y9/3Op4eHg46enpXHHFFdxzzz0kJSX1QnTnFq18EhERv7i4OADqa6uD9jGa2n5uwev18J+X/xKwre7UvPHx8Z2MUERERM5FNQ0usksaqLO52H60OmjiyWIKeFg6wWCAE0U29pys5bM95Xx+sII6m7u3wxIR6bMcDgePP/44t9xyC//85z85dOgQsbGxjBo1iujoaHbu3Mlzzz3HDTfcwIsvvtgl5xw7diyTJk1i0qRJpKSkUFBQwNKlS7n99ttZsmRJl5xDpKtkZWVx/PjxoO3Lly/3J57OB1ar1f/zOXHiRKKjozl48CAvvfQSN998MwcOHOjtEPs8rXwSERG/qKgoABrqa4P28XTg2eKhI8cFPG6rr2txHhERETn/2RxuPt1djsvjJSa87Y+gyTEh5JXbeyiyc1eI2YDd1fY1mbdZc0WdC+rAbKzlkmEx3RydiMi5x+Px8NBDD7Fu3TrCwsJ4+OGHuf3224mNjfX3KS8v5/333+eFF14gKyurS8777LPPkpaW5v+6oKCA//7v/2bLli088cQTTJs2jf79+3fJuUTOxpAhQzh27BjvvPMO3/3udwP2eeedd1r0PdclJSWxcOHCFsd27NjBd77zHYqKivjhD3/Iu+++q9XlbdDKJxER8XM6nQCYzZagfdxOR5tzGIxmJk+bEbDNdGrexvOIiIjI+a/W5sLl8WVCqupdmIJ8CjUaCJh4Ctb/QtZe4imYMKu+mSLSjew1sOVFePVmeG4avDATln4Lsjf3dmTt+vvf/866deuwWq28+uqrPPDAAy0ST+Cr4HH33XfzwQcfcMUVV3RLHCkpKTz99NNYLBYcDgcrVqzolvNID6srhoPvwpbnYNOzsO3vcGy172fmHHHTTTdhsVh499138XpbX4fk5OSwfft2xowZw7Bhw3ohwp4xadIkfvKTnwC+Ep1a/dQ2XXmKiIhf4/Jos8UatM/UL93Q5hxej4u3Xn0uYJvFam1xHhERETn/hZxWSy89KTRgP0+QfIq767aGOm9Y6kqIPfEZEYVf+Jc4xUcGX1VmMkJKXAijMyJ7KkQRuZB4vbDmV/D7kfDhD+DEOijeC/lZsGshvHwtPD8d8nf2dqQB1dbW8vLLLwPw4IMPMmHChDb7x8TEMH/+/G6Lp1+/fgwePBiAEydOdNt5pAfYqmDHS/D5HyDnc6jOgdpCqDwBx1bB+t/AvsXg7vsP6MbGxjJjxgzy8/PZvLl1Qvmdd97B6/Uye/bsNufJycnh8ccfZ9asWYwbN45LLrmEu+66i6VLl+LxtL7oy83NZcSIEYwYMQKAzz//nHvvvZfJkyczYcIEvvrVr7JmzZo2z7lq1Sq++c1vcumllzJ27FhmzJjBD37wg04nji699FL/68YyhKfH+fHHH3PXXXcxZcoURowYwf79+/1j6urq+Pvf/86tt97KxRdfzPjx47nhhht45plnqKqq6lRMfZWSTyIi4ldYWAhAZHRs0D5VZaXtzjPvnocCHo+KjmtxHpHe4nQ6eeutt1i0aBG7du3q7XBERM5rUWEtkyInivQQSmcZ3A7weokq2IG1roSIskNY64oAqLe5go5ze6Cgwo6KwohIl/N6Ycn/g7W/A0fw8u0U7oZXb4KTn/dcbB20du1aqqurMZlM3ZpUOhONN+FVzusc1lAOW5+D8qPB+3jdkL8NdvwD3G1XmekL5syZAzSV12vk9XpZtmwZFouFm2++Oej4jRs3csstt/Dmm29SVlbGsGHDiI6OZsuWLfzoRz9iwYIFuFzBr2fefvtt7r33Xvbv309GRgZWq5WdO3fy0EMPsXz58oBjHn/8cR5++GHWr1+P1WplxIgR1NXV8d5773Hbbbfx/vvvn/H3ofnKr0A/oy+++CKPPPIIR44cISMjg6SkJH/byZMnmT17Ns888wwHDhwgPj6e9PR0cnJy/Amp/Pz8M46pr1LySURE/LKzswFISE4N2qcg72S786xf82HA4/FJKQBUVlZSXV3diQhFusb777/PV7/6VX72s5/x8MMP43ZrA3YRke6SV6ZkU1eIyttK0oF3iT3xGW5zGABeDP7XbeSeAIiLNOsmpoh0vXW/h91vdayvoxb+Mx9qi7s3pjO0fft2AIYNG0ZcXFwvRwNFRUWcPOn73D1w4MBejkY6xeOGnf8Eewfve1SdhP1LujemLjBjxgzi4uJYuXIl9fX1/uPbtm0jJyeHK6+8kvj4+IBjy8rK+O53v0t9fT0333wz69evZ8mSJaxevZqXXnqJiIgIVq1axXPPBa6kA/CrX/2Kxx9/nI0bN7JkyRI+//xz7rrrLrxeL7/5zW9arZx6++23efPNN7FYLDz99NOsW7eOxYsXs3HjRu666y6cTic/+clPOHq0jQRhAM1Xfg0aNKhV+7PPPsvjjz/Ohg0bWLRoEWvXriUzMxO73c6DDz5IdnY2X/nKV1i7di0ff/wxH3zwAWvXruWqq64iJyeHH/7wh2cUT1+m5JOIiAC+JzcaN4RM7DcgaL+xky4N2tZo0T+fD3jcGhJKdGwCwBn/cRfpSjfffDMPP/yw/8Olkk8iIt3nZHF9+52kbV4vYZW+G5HW+lLqksdSkzKRisEzcIfGAGCuLyM6dwuhFSd6MVARuaC47LAp+I3igBoqYPs/uyeeTioq8q0gTUtL6+VIoKCggB/84Ac4nU6sVivXXXddb4cknVGy37fP05ko/ML389GHWSwWbrrpJurr6/noo4/8x5cuXQrQZsm9hQsXUllZSWpqKk899RSRkU2lgK+44gq+973vAfDPf/6Turq6gHPMnj2br33taxiNvpSGyWTiv//7v0lISKCgoICDBw/6+3q9Xp5/3ndv6r777uPLX/6yv81qtfLTn/6UsWPHYrfbeemllzr8PcjKyuLJJ58EfAnrkSNHtuozb9487rzzTn+cRqMRq9XK4sWLOXr0KFOmTOGpp54iISHBPyY+Pp7f//739O/fn23btrFz584Ox9SXKfkkIiIA5OfnU11djdFkIiklPWi/44f2B21r9Ku/vhG0rX/6EIAW9W5FeprFYmHSpEn+i8FAtaVFRKTjvF4v249WsWJHCceLWiabSqr7/j4GfU1o+THiDy8nsiDLd8BgwBbtuz5zhsXjCo2lIT4TV3iif0xMzueEVmUTnb8Nk631k9YVtS6Wby+hvKbvl/URkXPE3qVQX3bm47a/6lsZ0kc03ugODw/v8XM/+uijzJ8/n/nz53P99ddz9dVXs2XLFkwmE48//jgpKSk9HpN0gdxNnRjkhbwtXR5KV2tMMDWW3rPZbKxYsYLY2FhmzpwZdNzatWsB+NrXvobFYmnVfvvttxMVFUVtbS1ZWVkB57jjjjtaHbNarYwaNQpoquYDcOzYMXJzcwH4xje+EXC+e++9F4B169YFbC8pKfH/fN5xxx3MnDmTO+64g6KiImJiYvjtb38bcFV5Y3nC061cudL/XhvvRTQXHh7OtGnTANi0qTP/hvqe4DuSiojIBaXxCZF+qQMxm1tfCDSKjIppd67De7+gf//ACazU9CEc2r21xRMpIr2tec1mERE5c5V1LrJLfOX19mTXMrhfOHU2N+DFo1+xZyyqcBcGrxtz+VFscYNxhcZSnTaFWuc4PJYwCHCjw2v0fbz3YsBgarqhYQAa/xPYnB6OFTUQH2XtgXchIue9Qys6N64617fKI3Vi18bTSREREQAtyoj1lD179vhfW61W+vfvz8UXX8zdd9/N2LFjezwe6QJuB1R0stJLyX4Y2rdXu40bN46hQ4eyefNmCgoK2Lp1K3V1ddx5551YrcGvL44fPw7A8OHDA7aHhISQkZHB3r17OXbsGNOnT2/VJ1gZysYVRM1/hhvPFx8f32KFUXONsZSUlFBbW9tiNRaAw+Fgx44d/q/Dw8MZPnw406dP55577qFfv34B583MzAx4vPE+2D/+8Q8WLlwYsE/jfk/ny17pSj6JiAjQ9Ic5OSWjzX4FeSfanautEmaN85840f48Ij1FyScRkbNjNhkwGHz7zkeGmcgrs7HlcFVvh3XOcobFYq0vw2MKwW0Ox+B2EJWfRUh1Ds6IZCoHTgdDswST24ErNBav0URd0igsEdEMSgilpMpBVX3LzaCSopV4EpEu0lDZO2O7WOMN5MZVEj1p9erVfaLcn3Qh11nsdelq6Lo4utHs2bN5+umneffdd/37H7VVcg+aVhgGSwQBJCUlteh7umCrExtXETX/XN84R2JiYsAxp7fV1dW1Sj4NGDCANWvWBB0fTLA4a2pqADhw4EC7c9hs58eeqUo+iYgI0JR8Surf9oWv3db+xZDJZAralnhq/uzsbFwuF2az/hRJ71PZPRGRzvF4fOX2iisdNH7eDzEbOaF9ns5KVcYVWOqKcYXF4jUaiT/6MWaH7yaKta4Ys60KV1icv39EyX5Cq303TS0NFdQ50sgpbcDubLoJMzg5lCEpEUSH6dpLRLqIJax3xnaxiy++mDfeeIPDhw9TXl5OfHx8b4ck5zJj8Eoy3Tq2B91yyy0888wzLFy4kKKiIoYMGcL48ePbHBMREUF1dTVlZcFLdZaUlPj7nq3GOUpLS4P2ad7WFedsT3h4ONXV1SxatIhx48Z1+/n6Au35JCIiAJSXlwMQHRf8qRCAmqr2N8DsPyD46qmYWN9TLk6n0//Uh0hv08onEZHOKa6yk1tmx+Fu+j1qNRspr3G1MUra4zWZcUSn4rGEY3I2+BNPAC5rFG5rlP/rQf1C8Zqszcb6XjdPPE0aEsVFg6OVeBKRrtW/kzdPTSGQGLj0Vm+48soriYqKwu12By2FJdJh5lAIjWu/XyBRqV0bSzfp168f06ZNo6CgAI/HE3SPo+YGDx4MwKFDhwK22+12/55NQ4YMOesYG89XXl4eNAF1+PBhwLfi6vRVT91h2LBhQPDvwflIyScREQF8ySAAUxesRPrB/cEvPAxGI0ajb2WUy6UbU9J7mm8MqpVPIiKdU+9o+fvTZITcUhuuZhs9DU0JI9Taeo8i6aDQSBpiB+ExWqiPG0J55iy8pqbrtfgIC87+I6npP4GalInUJ7S8oRsbYSY9MSzghtgiImdl0jfAELzqRVBj5kB431ldFBkZyb333gvA888/z86dO9vsX1VVpSSVBGcwQNqUzo1Nu7RrY+lGd911F1OnTmXq1Knccsst7fa/8sorAfj3v//tv//U3KJFi6ipqSEyMpJJkyaddXxDhgzxl7R87bXXAvZ55ZVXWsTW3a6//noA3njjjYDfg/ORkk8iIgI0rfzwdsFN+Gmzbgp+Ho/Ht/M1uuEvvav5aif9WxQR6RyPu+XKUbcHTl9LeqSgAZtDK0w7w2CAcYOiqBkwmdJRX6E2dRIYWz4olHWsBofbgC1hKA3xmb5BzZiNBg7uP87J7Zupr2x/BbuISIfFDICRwT/7BTXlga6P5Sx961vfYtq0aTgcDu69915eeuklqqpa7l1YWVnJv/71L2666SbWrVvXS5HKOSF1cqu/1+2KSIb4zO6JpxvMnDmTV199lVdffZX+/fu323/+/PnExsaSn5/Pj370I2pra/1tGzZs4JlnngHgnnvuCbpn0pkwGAx861vfAuDll1/m/fff97c5HA5+/etfs3v3bqxWK9/85jfP+nwdMW/ePDIzM9m3bx8PPvggJ0+ebNHudrvZtm0bjz32GEVFRT0SU3fTmnsREQEgNTWVAwcOUF5ScNZzxcQEf4qtsrwEj9uN1Wptc+NHke6m5JOIyJlrcLgxGQ1YzUbcHi/Hi8+NjbHPKR6X/4ZVhBX2nAy86XYjb7P/nzgkiqxjLcsal5dXYzi8knKvh5LDB5h8xze6IWgRuWDd+DTk74Sq7I71v+IHkDa5W0PqDJPJxN///nd++ctfsmjRIn73u9/xzDPPkJGRQVRUFFVVVeTm5uJ2u7FYLEye3Po9/O///i+/+c1vgp7j/vvv54EH+l7iTbqBNRJG3wp73qL1YzkBmKww9qvdHlZvSkhI4JlnnuGRRx7h/fffZ/Xq1WRmZlJVVUVOTg4As2bN8ieMusLtt9/O7t27efPNN/n+97/Pb3/7W5KTkzlx4gQ1NTWYzWZ+/etfk5nZM0m/0NBQXnjhBb71rW+xbt06rr32WtLT00lISKC+vp7s7GxsNhsADz74YI/E1N2UfBIREaCpHm5xQc5ZzzVy7MSgbcUFvg8lAwcOxGTqRIkGkS7idrsDvhYRkcCOF9Wz83gNZpOBK0fHgQFqbfr9ebrR6ZGcKG6g3n7m35vo3M2EVuVgj0qhKn0atXYDp9+0MridhFaewG2NxBGV0qLtQG4dESEm6pqf2+sGr+8hC9cFUuJFRHpQVD+453341+1QerDtvjN+BF/6cc/E1QlWq5Vf/epXfP3rX2fRokVs2bKFgoICcnJyiIyM5KKLLmLatGnMnTuXAQMGtBpfX19PfX190PkbbyrLBaL/BPB6Yd9i39/iYKyRcNHd58x+T2fj8ssvZ9myZbz44ots2LCBgwcPEhoayiWXXMLcuXOZPXs2RmPXFmr75S9/yRVXXMHChQvZu3cvBw4cID4+npkzZ3L//fczcuTILj1fe9LS0li8eDGLFi1ixYoVHDp0iMLCQuLi4hg+fDiTJ0/m6quvDvg75lxk8GqH7T5p1qxZAKxevbqXIxGRC8W2bdv4zne+Q1h4JN/++XOYTIGfT/jytEw8nuB7NRlNZpZ+dgCz2RKw/b2Fz7N721rmzJnD97///S6JXaQznn/+ed544w3AV1+6I6UCROTCoevx1jbur6CoygH4EizhIUa2Hanu5aj6HrPR0GLPq44yuJ0kHVjm/7p0+I14LOGYjAa8Xi/hoSbqbW4iszcRWp0LgGPEl5gwIZNP91T6x4VajNicHowGmDI8hopaF+ay43jL8+k/aiwxKefHzQwR6WNcDtj3Dmx9CXI2Nx23RsFFd8Al90Nyz97kFekTbFWQtxnytoGj2erkiGTfHk8pk8Ac2nvxiXQjrXwSEREAJkyYQFxcHBUVFRw/tJuhowKvXuqXOoCC3JMB2wA8bhculzNg8snldHBoz1YArr766q4JXKSTmq92crmCJ1RFRC50FbVO6u1u0pNDKapyYDBAdklDu6ueLCZwXoALozqTeALwmizYI/sRUluEIzwRjzkMAPep+Wx2D/1jrdQfa3py3tFQT2SYhagwEzUNvm+2zelh/KBIYsIslFQ7SIq2kpQ+Dhh3dm9MRKQtZiuMn+f7X00h1JeDOQSiU8ES1tvRifSe0BjIvBYGz/IlojwOX7IpNLa3IxPpdl27jk1ERM5ZZrPZ/5R31udrgvYrLytpd643XvhDwOP7sj7HbmsgOTmZceN0A0R6l7NZ6SGV3RMRCay81slne8rZcriK/FJf0sPr7Vi5vQsx8XQ2DC47HmMItug0qtIvA4OhRbvL4yW/wkHDgInYo1KoTxiGLSqNnBKbP/HUqKbBzebDlRzIq2PDgQrqVB5RRHpSVH/oNxoSMpV4EmlkNEF4PET2V+JJLhjn9MqnkpISNmzYwJ49e9i9ezf79+/HbrczZcoUXn/99XbHNzQ08MYbb7By5UpOnjyJ3W4nMTGRMWPG8JWvfCXoU/k5OTk899xzbNiwgfLychISErj88st58MEHSU9P7+q3KSLSY+bMmcOiRYs4vG8HZSUFJCSltOpjMra/T9PQka0TS16vl81rPwRg7ty5XV7HV+RMNV/t5NQeGCIirZTVODhWWO/fcaje4cFiNuB0eWm9E1HHRIcaqbZ5ujDK80dk6X7Cqn17Y7qtEdT1a309ZQCGZKay3xoDQEKkhYiQ1tdmx4sa/K+93qbVUyIiIiIiPeWcTj598MEHPPnkk50ae/ToUR544AHy8vIwmUwMHjyYkJAQiouL+eijjzAYDAGTT1lZWdx3333U19cTExPD8OHDycnJYfHixaxYsYJXX32V8ePHn+1bExHpFQMHDmTatGls3LiRLZ99yA23fbNVn/DwCOrragKM9hk9YQqXXdn69+fxQ7spKcghLCyMW265pUvjFumM5gknJZ9ERFqqqnOydm8FABaTgYhQE+MGRuH2eNl4oLJTiSdAiacgTAaIigrHVeb72hNg74fwEBNThsUQF2mhqMJOea2LslonNpeHjKRQskt8K9MiQkzU2X0rnaLDTAzpH050+Dn90V9EREREzkHn9BVoZGQk06ZNY9y4cYwbN459+/bx3HPPtTuuvLycb3zjG5SUlPD1r3+dBQsWEBsb62/Pz88nNze31biGhgYWLFhAfX09t956K0888QQhISHY7XZ+/vOfs2TJEhYsWMDKlSsJDdVGcSJybpo/fz4bN25k99a1XHndbURExbRoj4iOo7SkMOj4fTu3sGPTWqbNvL7F8U2fvA/ATTfdRHR0dNcHLnKGHA5HwNciIgIHcuv8r90eL6FWI6FWIwXltjZGtRRmNdLguDCTTUYDnL7Y6KJBUew6EfgBHrcX8sOHET7AjMdrwBY7yN9mqS0ipDoPZ2wGUWEJAIRYmlaQR4SYqDG4MTrr8VjCSY0PweMFkxFGpkXi8Xj54kQNBgOMSovEbDKcfnoRERERkS53TiefbrvtNm677Tb/10VFRR0a95vf/IaSkhLuuOMOfvazn7VqT01NJTU1tdXxN998k5KSEgYOHMjPf/5zrFYrACEhIfziF79g27ZtZGdn8/bbb3PXXXd18l2JiPSuCRMmMGrUKPbv38/2DR9z5fW3tWgfM2EyJ4/ub3OOSZdd2eLrovyTnDi8B6PJxFe/+tUuj1mkM5qvdlLySUSkpeYJCo8XCisceL01eL0tMyomgy9xcrpQi4EvjUvgw+3t7xV5vjEAV10Uz6qd5S2OHy2qb2eggfrYIS0PuRzEZm/A4PXgrTqJxzUMTFYq61yNQ8jOKcWRtZxEu42QweMZmTa9xX+/fTm1HC30ndtsMjAqLfLs36SIiIiISDsuuA03SkpK+OCDD7BYLHz7298+o7ErVqwAfHuiNCaeGlmtVubOnQvA8uXLuyZYEZFeYDAYuOOOOwDYuXkNHnfLDapHjZvU7hyb1q5q8fWOjb6vZ86YQUpK632kRHqDzdb09L7dbu/FSERE+o6qOgdrviglr9xGREjLj4tFlQ6Kq5oS9xGhRsKtrVfRGIGMxDC2Hq7s5mj7KAPsPl7D6QuMahvchFoDfwS3nrZtk9HrIfbEWhIPvovhVMLPaDBgMhnxer24TmX8vF4oysnFbff9TbOf2E1OThEOV9OKM5PREPC1iIiIiEh3OqdXPnXGp59+itPp5JJLLiEmJoYlS5bw2WefUVlZSVJSEtOnT+fmm2/GbG75rXG73ezZsweASy65JODckydPBmD37t243W5MptYbv4qInAuuvPJKYmJiqKqq5NjBLxg6eqK/zett/6bFoX27mHmtb18np8POvqyNANrrSfqU5smn5q9FRC5U5bVOPttT4f+6zt6UwAgxG7C7Wi5xCjEbKK9tXVbPAxwqaGeVz3nM64WiqsB7CdqClCF0uCEq1ESNzffQj7GhAmtdsa/RaKT/iNEkDhmKyWzG6/UyZXgMx4saKKiw44joh9dgxOD1gNfLwX3HOFZtYdZ4X4m+EQMiMBkNGA2Q2T+869+wiIiIiEgAF1zyqTGBlJqayte//nWysrJatL/33nu88sorvPDCC/Tr189/PC8vz1+eJz09PeDcGRkZgK90T35+ftB+IiJ9ncVi4brrruOtt95iz/b1LZJPe3dta3d85oix/tdH9mdhtzWQkpLCpEntr5oS6SkNDQ3+10o+iYhAVV3LhInFDFazCa/Xy9CUcL44UetvMwDltW6k6zQmngDcIdG4rJGYHbWYEtPInHYldqeH1V+UUdvgYsLgaC4dHktxlZ2DeXXY8/sRUluAxxSCBwPGfWvIMw5jwNgJ1Da4qGlwER9pwaiVTyIiIiLSQy645FNJia/m+IcffojL5eKhhx7ia1/7GtHR0WzatImf//znHDhwgG9/+9v85z//wWDwXZxXVlb654iNjQ04d0xMjP91VVVVu8mnWbNmBW0rKChQaSoR6VUzZ87krbfe4vih3Xg8HoxGX5mYnVs+a3ds89KkR/fvAnyrqRrnEOkL6urqAr4WEblQDUgIZV9OLY5TK5zMRiP9YqzERprJOlaD2QSuU/mRANs8SRfymiyUZ15NvNnOiOEpHDqaj8ccRnW9b6+no4X1DEwOIzkmBENtKYdqCwAwGY1EF+3C4HFzYnMx8RmD2HrcRU2Dm5xSGzERZhKirG2dWkRERESkS1xwdwHr633lH5xOJ/PmzePRRx8lKSmJkJAQZsyYwV/+8hcMBgM7d+7ks8+abrA234jcYrEEnLv5zVY9QS0i57rRo0cTGRlJQ30tBTnHmo6Pn9LmuJCQMC65/EsAeL1ejh/aDcBll13WfcGKdELjNQEo+SQiAmA1G7l+UhJRob7y4Q0OD8eKGtiXXYvX60s8Wc1ntnLmXP/AaTl946azYDDANRMSGBAf0qrNZITwECOmZt+wgf0iiUxIYOeaTyj5dCnFn72D1ev7XNo/rmmOL3LsePHFGREdSVhEBABGs4Vjpa4W5zFr5ZOIiIiI9JALbuVTSEjTRfp9993Xqn3MmDFMmTKFzZs3s27dOmbOnAm0TCw5nc4W8zRqnqAKDQ1tN5bVq1cHbWtrVZSISE8wm82MHz+ejRs3UpBzlAEDhwKwd+eWNsfZ7Q1sWruKmdfeQm11JTVV5RiNRsaPH98TYYt0iNfrpaamxv9189ciIhcyk9GA29tyXZPN2exr75mteQq8w9G5w+3p/Bqv2AgzoRYDhZW+cobjB0YSGWpmZFoEeeV2DG4HESX78RrN2JJHYXOAxwtGAwxMDmP8oCje/zyXuKpcAEzOekbFO0nKSCE8xJcg9Hi8uEpyCD21Fq2usoIhs77M8cMnKTXFU1jsJsRiZHhqBHGRZmIiAj9IKSIiIiLS1c71B9HOWHR0NOBbvdS4R9PpMjMzAcjNzfUfa15Sr3kJvuaqqqoC9hcROVc1/j4sLsjxHxuQPrDdcft3bwWgpCAb8O2VFyhpL9JbbDabfy9HgOrq6l6MRkSkb7loUDSB1scYDBDVLHlhwJcoOZ95vAT+XnRgbGyEhVpbU/otp9TOhv3lrN1bAUBE0R7Cyw4TUbKfkOKDNOa5DMBFg6KoqXcSf/wTjB4nXsAYncjAzHQO5Nbx7pZiNh2sxGCA5BhT00ndLo5+9A7uk1+A23dul9vL6PQIUuPbf0BSRERERKSrXHDJpyFDhgC+5FOwvUcab5C63U0bvg4YMMBfbi87OzvguMbjVquV1NTULotZRKS3DB48GICy4nz/scu+dFO74wrz8nzjSgpazCPSV5z+IEmwB0tERC5E/eNCmH1ZPwYlNSUrDAaYnBnTomScF0iI7vhKmogQIxHn4LMogdY+dWQ9VFm1nVpb02fK8lonxVVOnG7faFOzGnth5YfBc6qvAersbjbuLcZgq2k8xOSbb8GDidzSBswNFRSW1mBzeEjtF4/JYsFjMOK0RmHAi9HjIjp3M0nZn5GSvYa68tJOvnsRERERkc654JJPkyZNAnz7PJSWBr4Ab0wi9e/f33/MbDYzduxYALZt2xZwXOPxcePGYTKZAvYRETmXJCUlAVBXXek/tvGTD9scYzQa+eEv/wBAbVVFi3lE+oqKioo2vxYRERiQ0JR8ig4zE2o18sWJ2hZ9ymucpw8Lqs7uoc7eZeH1aSYjLVY9BZI6/uKm/m4HRpdv32C3BypqHDjcRhpiB+I2h9JvzCQsYWHkljUQnbuF+GOrSTyykrrCbI5u/Ay304nR66EhcZg/MWZ21mGoKcFRVcbJrZ9311sVEREREQmoS5NP1113HS+//DLl5eVdOW2Xmjx5sv8m6OLFi1u1FxUVsX79egCmTp3aou26664DYOnSpS1K9YBvv6clS5YAcP3113d53CIivSEhIQGA2pqmsqJHD+5pc4wXA2az5dS4SgDi4+O7J0CRTiorKwPAaDC0+FpERJokx4YwbmAUA5NCuWRY4LLi7nN9U6ezYDUHL77n9gReHWU1Gwi1QEyYifSUOKKHT8BjstIQNwRzeCRWs4HEaAvVR/eQsP9dwipPYjBbGHLJFADyyh1Y6woBMLjsHFz1Id5T+3CZrFbSPIWERka1Om9VQR6O+rqzf9MiIiIiIh3UpcmnkydP8rvf/Y4ZM2bwve99j88/73tPV5lMJr797W8D8Pzzz7NhwwZ/W3l5Of/zP/+D3W5n0KBBXHvttS3GfvWrXyUpKYmTJ0/yxBNPYLf7Htuz2+088cQTZGdnk5yczO23395zb0hEpBtFRfluXjjsDXg8vrtLAzOHtjnG63HzxgvPAGBrqAea9tsT6SuKi4sBSEv2PZBSXl6Oy+XqzZBERPqkoSnhTMqMISrMTGK0lUlDookMVZUHAIfLi8Vs8O//FGI2EBka/CN2crSFlLgQbE6oanBzpKCOQZMvpWbcbGpSJ5HZP5ybJidz6eBQKvduxeD1leEz2mr8iaOBSaHYYgfhbb7rlNeL0WIhPn0w1YX52GtrMFlb1jf0ejzY62qpKSmmvqLvPiwqIiIi0hX+/Oc/M2LECP785z93yXybN29mxIgR3HXXXWc89q677mLEiBFs3ry5S2I5l5i7crJvfetbLF26lKKiIpYvX87y5cvJyMhg3rx5zJkzp8uffC8oKGD27Nn+rx0OBwA7duzg0ksv9R+///77eeCBB/xfz5s3j927d/PWW29x3333MXDgQCIjIzl8+DAOh4OkpCT+/Oc/+/d4ahQeHs6zzz7L/fffz+LFi1m1ahVpaWnk5uZSVVVFeHg4f/7znwkLC+vS9yki0lvCw8P9rx12G6Fh4ZQUFLQ7bmDmCP+Y0+cR6Qsak08pCXHklZTi9ngoLS1tUXJXRERaG5AQQmykmX3ZtRRWOno7nF7ndDWtb7K7vNhdwXeDKq52MnKA1f/1yRIbJ4obmDw0mrhIK+EhvqSe2WLFGh7hTzglZI4kNOrUgzy5ewkvO4zRZMJoseKyNQDgcTqJTO5HydGDAKSOvYiig/tw1DWVSczZuY2K7BNgMDD6mpuISx/YJd8DEZHzwV133cWWLVva7Tdy5EiWLVvWAxGJ9A3NfzYmTpzIf/7zn6B9a2trufzyy7HZfPeCHnnkERYsWNAjcZ6LlixZwo9//ONWx8PDw0lPT+eKK67gnnvuOae3sujS5NN3vvMdvv3tb/Ppp5/y1ltvsW7dOk6ePMnTTz/NH//4R66++mrmzZvXqpxdZ7nd7oAbhLtcrhbHG//BN/e///u/TJ06lYULF3Lw4EHy8/NJTU3lS1/6Eg888ACJiYkBz3nxxRezbNkynnvuOTZs2MChQ4eIi4tj7ty5PPTQQ6Snp3fJexMR6QusVismkwm3243T4Us+XTTlSj5+999tjjt6cB/X3AROh+/3r5Ly0tcUnEqixkVFERsZSVl1Nfn5+Uo+iYi0we708MnuMhocHhKimh7UCzEbSIiyUFnnot5xdnX4EqPNXDQomm1Hq6iqc59tyL3GYgLnqfBNxqbyhOmJoSTFWDlZXE92qa+SRl6ZnQEJTddKRrOZ8bfcRlVBHrGpaVjDI/xtlXk5AHjcbrzepuRfYuZwUkePIyw6GntdHZV52SRlDqPo0H5cpz4PV2Sf8HX2eqkuLlTySUQkgJSUFFJSUoK2Dxo0qOeCEeljsrKyOH78OIMHDw7Yvnz58oD34c8HYWFhDB48uM3fD51ltVoZO3YsAF6vl4KCAg4ePMjBgwdZtGgR//znPxk5cmSXn7cndGnyCXwbzV911VVcddVVFBUV8fbbb7NkyRLy8/NZvnw5K1asID09nXnz5jF37tyzWg2VlpbGwYMHOz3+xhtv5MYbbzzjcRkZGTz11FOdPq+IyLnCYDBgtVppaGjAdWqvO6+3/dJkRqOv5IzT6bspEhIS0lZ3kR6Xl5cHQHx0FPHRUf7k06RJk3o5MhGRviuvzEbDqeRSZV3T9UB4iIn8iq5ZBRVqMbH9aPU5nXjyMdC461PzfbG8QGK0leNFDf5jdoeTY5+vxV5bw8BLphEeG0dIRCTJQ0e0mjV17ATqysswmIy4GnxzRCQkMmLmNQDEpQ0ka8l/qK/w7WWYMfkyyk8ep7akCACTxUJoVAz9ho/qhvcsIgJ2l5MthYeosNdiNZrJjE1hWFxqb4fVYbfeeqtWaki3qHFVUWIvxOV1YTWGkBKSRogptLfD6rAhQ4Zw7Ngx3nnnHb773e8G7PPOO++06Hs+GT9+PCtWrOiWuZOSkli4cGGLYzt27OA73/kORUVF/PCHP+Tdd9/FYAi+32hf1eXJp+b69evHI488wsMPP8y6det46623+PTTT8nOzub3v/89zz77LLNmzWLevHlMmzatO0MREZFOCgkJoaGhAafT93Tuxk9Xttk/Miaeu7/1fQBcp5JPVqu1rSEiPcrr9ZKT43tyvDH5BJCdnd2bYYmI9GmFFXZ2najxf23Ai9UMDlfLRNTZyi2zd9lcPS0+0kx5re974XIHLr/n8XiprHNidzYl12pzjlGQv9vX7vYw5vovBz1HwsDBOCZfxrGNnwG+ZFL6hMmnxro5vnmDP/EEEJmQRNmxI/6+E+bc0VTCT0SkC+XVlvHGvk9ZcuRzqux1LdomJWcyf+SV3DRkMkZDl24/L9Ln5TQcZ091FjkNx/DSdH1gNljIjBjJuOhJJFiTezHCjrnpppt4/vnneffdd/nOd77TKhGSk5PD9u3bGTNmDGlpaedd8qmnTZo0iZ/85Cc8+uijHDp0iAMHDjBq1Ln38FC3Jp8aGQwGrrzySq688kqKior47ne/y44dO3C5XKxcuZKVK1cycOBA7rvvPm699VZMJm1gKyLSV4SFhVFZWYnT4bsZZGu2d0Ag9oZ6/2uH3TdGez6d/yorK9m1axceT/BySy6Xi88//5ypU6diNptbfR3I6NGj6devX5fGWlJSQn19PUaDgYSYaJLiYgA4ceJEl55HROR8UlXfMsHk8gCnfuUH3+Xo/GM0gKfZG46NMJMSbyW72E5FrYv4KAsVtU68p/o0rX+CcKuRNbvLW83pMTetELd24JqpMrfpYYkB4yeRMCgTgEOffkzZiaNNsaVlEN0vhbryUgDcTuc5+cSsiPR9WwsP8/Dqv1HtaAjYvqP4KDuKj/LRiSyennEfIWZLwH7nmsb9WqZMmcIrr7zCP//5T5YtW0Z2djZms5k33niDr3zlK0RGRrJ+/fqg5eh/9atf8frrrzN37lyefPLJHn4X0p0+L/+EL6q3BWxzeZ0crN3N4dq9zEi8nuGRY3o4ujMTGxvLjBkzWLVqFZs3b+ayyy5r0f7OO+/g9XqZPXs227a1fM+vvfYa//d//8fUqVN59dVXg57jlltu4eDBg/zmN79h9uzZLdp27NjB66+/zvbt2ykvLyciIoLx48fzjW98g+nTp5/x+zlw4AAvvvgiW7du9c83btw45s+fz6xZs1r137x5M3fffTdTpkzh9ddfb9V+4sQJ/vSnP7Fx40bq6+tJT09n9uzZ3HfffWccW6NLL73U//r48eOMGjWK3Nxcf3wHDx7k448/5rXXXuPgwYNUVVXxzjvv+JNUdXV1vPHGG3z00UecOHECp9PJgAEDuOaaa/jmN79JTExMp2PrqB5JPoGvvE1jCb6SkhL/8VGjRnHo0CFOnDjBE088wVtvvcULL7xwVuX4RESk6zQmjhyn6vamZgwm98SRoP2dDhv/fulZ7nvkx9rz6QLh9Xr5n//5H/bu3Ru0j8fjITs7m7y8POLi4khKSsJgMHDw4EFGjhxJQkJCwHHJycksXLiwS0s3Nj6BFR8TjdlkIjk2tsVxERFpbVByGCXVDmobXNgcnoAJp9MTM81FhRqpsTU9oNA8KXMuGZQcRv+4EEKtRuxOD4lRVmoaXOzP8T18U17jbNF/WGo4tTY3VrORE8Utb8r2j7VSVe8iZegQ0kfEYK+tIbkD5fBSxoyjqjAfS0gISZnD/cdrTpXWaxSZkERNSREDxk+iYP8eIhMSqSsvJSQyqrNvX0Sklf1lOfzXx3+l3tX+ytWPs3fyw7Wv8OyXHjivkuFer5eHH36YTz/9lLS0NDIzMykrK2PkyJGMHz+eL774ghUrVjBnzpxWYx0OB++99x4At912W0+HLt1oa8X6oImn5jx4+LR0ORaDlcERw3ogss6bM2cOq1at4p133mmRfPJ6vSxbtgyLxcLNN9/cKvn0la98haeffppNmzaRm5tLWlpaq7n37NnDwYMHiYyM5LrrrmvR9qc//Ym//vWvAMTExDBs2DAKCwtZu3Yta9eu5dFHH+Whhx7q8Pt45513eOyxx3C5XERFRTFixAiKi4tZt24d69at48477+Txxx/v8HxffPEF99xzD3V1dYSEhDB06FCqqqp4+umn2blzZ4fnOZ3X23S1HOh35osvvsjTTz9NfHw8GRkZFBYW+ttOnjzJ/fff70+Gp6amYrVaOXnyJH//+9/58MMPee2110hN7d6yqN2afHK73axZs4Y333yTjRs34vV68Xq9xMXFMXfuXO644w7S09MpLS1l4cKFvPLKK+zdu5ff//73/N///V93hiYiIh0UEeHb5Npm891UGX3RJW0mnwCunX0HbrcLh93WYg45P23bto29e/diNhsZNCixVbvH42H79r3k5eUREmKhoqKCiooKhg0byOjRQ5k4cVjAlU95eZUUFxezfPnyVk89nY3Dhw8DkJIQB0D/U/9fWFhIdXU10dEqRyQicroQi5EB8SHsPB58bydvG9mk5okngMgwIzUNwVfL9lWJ0VYSoiyYTU1loyJCTUSEmqizuUmMtlBa3ZSAGpYagdVsxOX2kFPa4N//KcxqZOKQaEKtjVU/Ov63JzY1ncvuur/FsbwyG+HDJ+PY+Rl4vRgMBnJ3bSd313bG3HALbpeTwn27qS7MJ3PaDPqPGtvp74GISHP/t/mtDiWeGn10MotPc/fwpfRx3RhVz9qxYwfR0dH861//YvJkXylU26mHN+fNm8cXX3zB4sWLAyafVq9eTWVlJYMHD+biiy/u0bil+1Q5K9hR9XmH+3vxsr78YzLCh2Ay9N2KYDNmzCAuLo6VK1fy+OOP+x9W3rZtGzk5OcyaNSvggpKYmBiuvfZa3nvvPZYsWcK3v/3tVn0WL14M+Mr7NX+AeenSpfz1r38lMTGRX/ziF1x99dX+tpUrV/LjH/+YZ599lokTJzJ16tR238Phw4f56U9/isvl4t577+V73/uef6uIxqTUv/71L8aMGcOtt97a7nx2u53vfe971NXVMXPmTH7729/6VxR99tlnPProo7hcnStRvXnzZv/rQYMGtWp/9tlnefzxx5k/fz5GoxGPx4PL5cJut/Pggw+SnZ3NV77yFf7nf/7H/8BveXk5jz32GGvWrOGHP/wh//rXvzoVW0d1S6HVnJwcnnnmGWbMmMG3v/1t1q9fj8fjYeLEifzud7/js88+44c//CHp6ekAJCYmsmDBAl555RW8Xi9r167tjrBERKQTYk+tCqmvqwagKPdku2MeX3A3DafK8xkMBt3MP8+99tprAFx55XC+971rW/1v/Pgk9u3zJSzt9qYbcocPn2TfviNMmNAv4Lgvf/kiAP71r391+mItkIMHDwKQeuriKywkhJiIcMrKyti/f3+XnUdE5HxTFWRvp3Cr72NlXFTHyyh1Z+Kpf4yVMOuZf9SNCjUxKDn4am0DsOVwFe9tLeHT3WUczKvD5nBjNhm5alw8XxoXz7SRscRF+r4PCVEWLCbfU6pmk5H0xKZNxVsmns5OXpmNLYerOORIJGzaXJKHjWzxpKytupqq/Dz/10WH9bdORLrGoYo8thW1/WBiIP850Hfv+/3lL39hxIgRQf8XqGSY2+3m5z//uT/xBBAa6vudf+ONNxIeHs7WrVs5ebL1Z+nGG+5a9XR+2Vez84zH1LvrOFF/5j9PPclisXDTTTdRX1/PRx995D++dOlSgDYfGp03b56/7+nl+u12Ox988AHQ8mfB6XTyxz/+EYDf//73LRJPANdddx3f+c53AHjppZc69B5efvllnE4nEydO5Ec/+lGLPcpnz57N3XffDcDf/va3Ds334YcfkpOTQ2RkJE8//XSLUnYzZszgoYcewul0tjFDYFlZWf4ynMOGDWPkyJGt+sybN48777wTo9F33Ws0GrFarSxevJijR48yZcoUnnrqqRaVZuLj4/n9739P//792bZt21mtzOqILk0+rVixgvvuu4/rrruOF198kdLSUiIiIvja177Ge++9x7///W++/OUvB914/qKLLiIuLo7S0tKuDEtERM5CY/KprqYKgONHDrQ7JjwyivpaX7IqJiZGe/mdx44cOUJWVhZGo4FZswKXCnKf2nTdYgn878DtDnwDctq0TCIjQygoKGDjxo1dEzCwb98+AFKTmi7AXHY7Bw4c6PanfkREzmVDU8OJizATHd5ytard5SEixIjT6cbUg1WUTAYwGSHUYiAq1Pc3JirMREmtgwaHh8hQI/1jrZg6+KnX6faQV2YjMiTwgOYLuyrqXOzLqWXTwUrAl1yKjbBgMhq5cnQcs8YnMH1UXIsSKRcNiubizGimj4qjX2zXlZO1O5v+jjoMoYRENT30ExIZRemxwzRUNu01ZQyL4siu3Xi68MEOEbkwLTq0oVPj1uXtpbCuoouj6RopKSlMmjQp6P8C7UcbGRnJNddcE3C+iIgIbrrpJqAp0dSoqKiIjRs3Yjabu7TSg/Quj9fDwdo9nRp7oGZXF0fT9Rr/rb7zzjuAb5XfihUriI2NZebMmUHHTZkyhUGDBpGfn9/q8/3HH39MVVUVw4cPZ/z48f7ju3btorCwkIEDB7baY6pRY0Jq27ZtuN3uduNvXPTSmGQ63b333gv4FtccP368w/PNnj2bqKjWpY3nz5+PxdL2A1olJSXMnz+f+fPnc8cddzBz5kzuuOMOioqKiImJ4be//W3AsnuBVlOCb0UYwO233+5PTDUXHh7OtGnTANi0aVPbb/AsdWnZvcZMI/g2CL/jjjv48pe/fEZ7fbT3H0NERHpW48V1dUUZABFRUVRXtd4su7kfPflXqip8+/slJyd3b4DSq5YtWwbARRelExcXuLxi4wWg0xn4QtBmC1zCyWo1M3VqJh9/vI9ly5Zx5ZVXnnW8RUVFFBcXYzQYSEtqKhE4fdJFZBcV6zpERKQNkaFmZoyNZ/3+ljcM3R6oszclQIz4EjXdvaeT+9RJ3B4vNqebwcmh1Ds81DT4/t7U2jzUBvkbAzAwKRSHy0NBha+PzemL2OnueOQOl6+vzeHGaDRgNRsxGg2tEnQARqOBjKSu3wdzYHIY1Q0uGirKMe/6mHyHHXNIKB6PG0dDPfbaGt/5TWaiM0dRcWg31dlHqcjN4ZKbbuzyeETkwnGyuqT9TgF4vF5yakrpHxHXxRGdvVtvvZUFCxac0ZhBgwa1+cDlvHnzePvtt3nnnXd49NFH/X2XLFmC2+1m1qxZJCa2Ll8u5ya7x4bdY+vU2CpXZdcG0w3GjRvH0KFD2bx5MwUFBWzdupW6ujruvPPOoAtOGt122208/fTTLF68mOnTp/uPNyZmTy9z11i1pLKykvnz5wecs3G1t81mo7KyMuh+0gA1NTX+RS/Dhw8P2Cc5OZnY2FgqKys5duwYgwcPbvM9Ne4dnZmZGbA9KiqK5ORk8vLyAraDb++3HTt2+L8ODw9n+PDhTJ8+nXvuuSdg0rutczZ+3/7xj3+wcOHCgH3y8/MBWuwT1R26NPkUEhLCjTfeyPz581tkKc+ESu6JiPQt/fv3B6Cy3PfBorgw+B/MRq/86Umu//JcwPfkmJyf7Ha7f6n99OnBN0bdtavt0gELF37KnDmXB2y7/PJhfPzxPrZs2UJRUVHQi66O2rXL9yRZ/4R4rM0STYNTU0hISGDv3r243W6t1hMRCSK3zNZiTyOjATyn5Wo8gNlowNWswWKCIM8gdJm8MjuOM0gcFVc5MBvbX6oV6D0aDRAfZSEuwsKxwnp2najBbDQwfXScv+xeTzEZDUwYHM3Rgp0UnlqpHkj8oMHYw+NpfMeO4mxsNdWERqk8soh0jtvb+RKqbk83/1HoQY373gQzfvx4RowYwcGDB1m/fj0zZswAmkqVqeTe+cV7Fj8XZzO2J82ePZunn36ad999178vUUdW782dO5dnn32WVatWUVVVRUxMDPn5+WzatAmLxcItt9zSon91ta+iTlVVVYvkTDANDQ1tttfV1flft5WkSkpKorKyskX/YOrr69udLzExsc3k04ABA1izZk275zpdsN89NTW+B48OHGi/clHj/nTdpUuTT+vWrdO+HiIi55m0tDQAyop9T0X0S80gP/tYm2Me/O9fsO2zFS3Gy/lnx44d1NXVERMTxogR/dvo13byqa2l8cnJUWRmJnH0aAnr16/v0Iafbdm+fTsAQ1Jbxts/IZ5Qq4Xa2loOHz4csJ6yiIiA57QsjMcLZhO4TvtVbjaBq9n9k+5OPIFvpZXZ2PK8pzObDIAXlxsaHG3f4AkPMTIgIZTcUlurvoP7hXGiuIHSauepOcHl8VJUae+y5JOjoR6v201IZOsSLi63hwaHh6iwpo/00f1TKNy/O+BcEYlJJAzMJCI1g+0HtmOw1YLHTeH+PQyaMq1L4hWRC09CaOvfTx0eG3Zh3T+cN28e//u//8vixYuZMWOGfw+opKSkLqnwIH1HiCkUI0Y8nHkiKcwUuJpIX3PLLbfwzDPPsHDhQoqKihgyZEiHFqIkJCRw1VVXsXLlSt577z2+/vWvs2TJEjweD9deey3x8fEt+jcmV2bOnMnf//73s447IqLp+1tWVkZcXODVlyUlJa36B9MYY1lZWdA+Pb3FUHh4ONXV1SxatIhx48b16LlP16V7Pq1Zs4bly5d3uP9HH33krw8pIiJ9U+MS47qaShrqa1usFgnmnX+/TGlRbovxcv5Zv349AOPHp2Fs48nx4uLKNuepq7MFLcnnmz8d8D3kcja8Xq8/+TT4tOSTyWhkUIrv2NatW8/qPCIi56uqeic7j9e0Om4JsKlSYwm7nuR0e4kKa3vlqsvtbZUoC2bcwCgO59e3SDxZq/MZUrebZFMtjVsWer1ejAawmg2kxvs2mD9cUMfaveXklLb9BG4wVQX5bHvzNba99TolRw+1aLM7PazeVcaqXWVkHav2H08aMowJc+4gMXM4JouVsLh4+o8ci9Fioa60hINrVrD/vbew0PQNiEw6uxXFInJhu2nI5E6NGx43gGFxqV0cTd92yy23EBoaypo1aygvL/eXGZszZw5mc5euDZBeZjKYGRQevDJIW4ZGnBsPQfbr149p06ZRUFCAx+MJuvdQILfffjsAixYtwuv1trkCsLE03uHDh7sgal8JvMYSl4cOHQrYp7i4mMrKSgCGDBnS7pyNfY4ePRqwvba2luLi4k5E23nDhvn+/QV7jz2pS5NPP/rRj/j1r3/d4f5PPfUUP/nJT7oyBBER6WLh4eH+0nvF+dnEJba/h1P64OEU52cDHftj3RU8Hg9//etfeeyxx3A6ne0PkLPWmMgZN67t1W3h4aFtthcUVPDJJ8E3Vh0/fgDgK5l3Nv9tT5w4QWFhIWZTU6KpuaFpvg/AjWUDRESkpco6V6vyc+BbQXT6Iwim9qvZdYuKujNbYtU/NvgNvy2HqvyrmiwmA0ZHHTE5n1N74iDHP12OweBbaTVhcDTXTkzkhkmJRIebqbe72XOylrIaJ9uPVrdaLdaekyUNHNhzGK/bDV4v5dknWrRX1TupP5UQK6iwt2iLiE9gxMxrGHHVtdiqqyg+erDFRtMNVZW4bL6E2MhrbqS+spzCg/vOKD4RkUZXDBhDetSZ71U0f+QV3RBN3xYdHc21116L0+nk3//+NytXrgRa73Ej54cx0RPPeIzZYGZ45NhuiKZ73HXXXUydOpWpU6e2KpfXlssvv5wBAwawf/9+XnnlFXJzc0lJSeHyy1uX4r/44otJSkoiLy+PFStWdEncjSsNX3vttYDtr776KgAZGRkdepj6iit8v8+WLVtGbW1tq/aFCxf2+D2q66+/HoA33nij1++PdWnyCZo2+equ/iIi0vNGjBgBQGHucfoPGNRu/0N7dmBrqMNisfTYyqddu3bxl7/8hV//+te8//77PXLOC1l1dTW5uY2r29r+wJmREbwkX5Pg1wPJydGEh1txOp3+zTw74/PPPwdgcEoK1gBPFw5P8yW5du/e7a8tLSIiTVLjQkiKthJgoVOr3+JnsPWSXwe2X+py5TUu/+sQs5HxgyL9X3vxrZQKDzHi8XoZ3C8Mo8EXpNsDXq+vxF92aQMrdpTyyZ4KNh2s5EhBPeZT36Mwq6nN1cGnq6pzsuNoNUWWVDzmUEwWC/1GjG7RJz7SSvyp0n6Z/VvX+m9wuMnefxCv243H6cRsDQVDyxgMRiNH139Kzo4tHF3/CSXHuuaJYhG5sBgMBr498ctnNGZwTD9uyby0myLq2+bNmwfA3/72N+rr65k8eTKDBg3q3aCkW6SGppMWOuiMxoyLnkyoKax7AuoGM2fO5NVXX+XVV1/1P7DcEUajkblzfXuE//73vwd8KwCbPyzTyGq18v3vfx+AH//4x7z99tutkimlpaUsXLiQF154oUPnv++++7BYLGRlZfGb3/wGh8Phb3v33Xf9SakHH3ywQ/PdeOONDBgwgJqaGn7wgx+0uJewdu1annvuOSwdqCDUlebNm0dmZib79u3jwQcf5OTJky3a3W4327Zt47HHHqOoqKhbY+nVdZ11dXU9/s0XEZEzN2LECD777DMKco5hsbT/pyMuIY6a0pMMGTKkx37P19TUEBcXx8iRI7n55pt75JwXssZl7wkJkUREhLTZNy0tji1bgrcPHz6AK64IXofYYDCQkRHPgQOFHDhwwJ8MPVONZfuGZwwI2B4XHUVSbAwllVVs2rSJa6+9tlPnERE5X1nMRqaPjsPr9VJS5cDl8bLreA02Z9dsjn2GC4S6hKPZQim7y0NqfCjHCxuosfkaDEC93ff+jlYYmXH1DVTmZVMdmUFJnW9FVGmV7yZIdb2L6npfMmvcwEhMRgP949r+G3k6w6lElTs0GvtFtzD9okQMpyWOzCYDM8bG4/V6W7W53F4+3VOOx9CPGMMxDHix1VS1Oo/X48HZUO//2qNV4yLSSV/OnEJhXQW/3/5Ou30HRCbw4jWPEGFpuzJCb1q8eDEbN25ss8/ChQs7Nfcll1zC4MGDOX78OBC4zJicP65JvoUPCt+m2FHQbt/hkWO5JHZ6D0TVN9x2220899xzuFwuDAaDPxkVyJw5cygpKeEPf/gDP/3pT/n1r3/N4MGDMRqNlJaWUlBQ4O/XEcOGDeNXv/oVjz32GC+//DKLFi1i4MCBFBcX+xMxX/va19qMqbnQ0FCeeeYZ7r33Xj755BOuuOIKhg4dSlVVFTk5OcyaNYvq6uoeLe8fGhrKCy+8wLe+9S3WrVvHtddeS3p6OgkJCdTX15OdnY3NZgM6nmTrrF5LPmVlZVFVVaWN6EVEzgGjRo0CID/nKCMmzmi3f3lJcYtxPcVoNJKQkKAHG3pA4wVe//7tbxS8d292m+2HDuWxceM+Zs2aELRPv34xHDhQSGFh4RnF2ai0tJQ9e/YAMHpQRtB+owcP5LOsL/j000+VfBIRCcJgMJAcG8Inu8taJZ4MtFwFFWYx4PaCw9X3K16Ehxj44kQN/WLN1BT6kk8JUWZKT62OMhogPmMQ8RmDABhc5yTUamJvdg0nS2yYTQZcp5Z8xYRbSIqxnnEM0WFmLh0eQ1mNk0HJYa2SS801tjka6ik5coiopGTMcf2wOTwQ2Z+G2IGEV3RsxXDp8aNE9etPeGx8+51FRE7zwPjrSI9O4vldyzlQntuqPcRk4YbBF/ODyXNIDGv/80NvKigo8H/W6Q633norTz/9NBEREf7SWHJ+shpD+HL/r7K1cj0Ha/dg99ha9YkyxzAu+mLGRV/cCxH2nv79+3P55Zezdu1aLrvsMtLT09vs///+3//jyiuv5I033mDz5s0cOXIEs9lMv379uOqqq7jqqquYNWtWh88/e/ZsRowYwUsvvcSWLVs4cOAAERERTJ8+nfnz53P11Vef0fuZMGECixcv5k9/+hOff/45hw8fJj09ne9///t885vf5J577jmj+bpCWloaixcvZtGiRaxYsYJDhw5RWFhIXFwcw4cPZ/LkyVx99dUMGBD44dyuclbJp6VLl/o3BWtUVVXF3XffHXSM1+ulpqaGI0eOYDAYmDZt2tmEICIiPWDkSN+ml5VlxTTUt95o/HQnjuwnMT6G0aNHt9tXzk1lZWUAREe3XxYgJiYayAvanp6exLRpbf9biY4ObXHeM/XZZ5/h9XpJS04kOiIiaL8xp5JPmzZtor6+nvDw1uWMREQEGuxuKutcrY5bzAYSoiwUVPhKmDQ4va32g+qr6u1e6u1NeyiFWgxk9g+ntMZXPsXa7NOz1+tlf24dhZV2hvYP54ZJiRRWOth5rBqTEUIsna9wnxofSmp8x1cF7P/4Q2pLijAYjEy8dT4jBkSQV2YjvLrZwx8Gg69OYBCVedkc/KSOiXPu6HTcInJhu37QJK4fNIkdRUf56GQWFbZarCYLmbH9mT30MmJDgl+D9wWvv/76GY+ZO3duh1dHNCotLQXg5ptvJizs3CmxJp1jNlqYGv8lLomdzpG6A5Q4CnB6nFiNIaSHDSYjbEibD5r0BZ352fjTn/7Ubp/Gn4WOrgAcOXIkv/rVrzocw4IFC1iwYEHQ9lGjRvnL/nXEpZdeysGDB4O2DxkyhD/+8Y8B24J9DzvzOyQtLa3NOJoLCQnhzjvv5M477zyjc3Sls0o+5eXlseW0OjpOp7PVsWAGDx7MI488cjYhiIhID4iKiiI9PZ2cnBzWfvRum33NFisJ8bGA15+06mmBytBI16qq8pXwiYxsv5xQZmY/tmzZ3+q41WrG4XCRk1PS7sqnqKjQFuc9U6tWrQJg3JBBbfbrHx9HQnQ0ZdXVrF+/XqufRESCqKoPXKbN4fL6E0+N+v6ap8BsTi+xERZS40OoqHUyJqNpP6iaBjcFFb5E1eGCesZkRFJQYfftE+WBggo70eE9U2iksXye1+vB0dDA0IRoRqcncqRmOEWH9nGqsd15HA31nNiykbQJkzFbz3zVlogIwKR+mUzql9nbYfRJdrudZcuWASq5d6ExGy2MjBrHSIKXm7+Q7Nmzh3379hEbG8s111zT2+FINzqrq+EpU6a0SB795S9/ITw8nPvuuy/oGIPBQGRkJMOHD2fKlCmYTKazCUFERHrIiBEjyMnJYdCQYezdtRWzxYrL6WjVz+V0UF5WyoABAxg4cGAvRCo9wXvqJlZHNlEfNarp30FsbDiVlb6bZA6H74n5ESPSufLKti/CG3OJ3g7cPDtdYWEhu3fvxgCMHTLYf9zlcvH5rt1MvWgcZrP51HkMjBs6mE937OLjjz9W8klEJAizqWllj9VswGgwdNneT31FmNVIeKiZS4fHtjheXGXnWGE9IRYDdqeXfrFWDAYDaQkhFFXYMZsM9IvtueTNsCuvJveL7UQl9ePElvXUlhSTNHQEw2f4SsYUHdqHwWTC63a3OY+roYG83Vl48TJ4yuU9EbqIyAXlxRdfpKKigosuuojx48f3djgivcLpdPKHP/wBgNtvv52QkDPbH1POLWedfJoyZYr/68bkk1YziYicf4YPH86qVauorvSVPQuUeAIYOnIscXFRDBs2rNceMPB4PHq4oZs1rizrSC7oyJGmknuVlfVERoZSW9u83nX7kzSepzMr2lauXAnAoJT+REc0ldH7fNdunvjz3/jFgge54uKJ/uPjM33Jpy1bNlNeXk58vPa/EBE5XWK0lZEDIqiodTIiLYJ1eyt6O6TO8XqbnnAAosJM1DT4kjQDk0M5XlRPRa0To8GA0+0hr8ze4q/W5SNjSTy1t1N6YhjJMSEYjWAxdb7s3pmKSUklJiWVuvIycrJ8m1mXHDmIy26jpriQtIsuxl5fR8nhAx2az1nfgMftxqhrKRGRs7Z//35+/etfU1payrFjxzAYDPzgBz/o7bBEetySJUtYsmQJJ06coKSkhISEBL75zW/2dljSzbr0inj16tUsWrSoK6cUEZE+YsiQIQDknDjSZr/Kcl/d3kGDBnV3SEF1ZnWMnJnGp5Ps9tb7fZzuoYe+zPTpYwCIiAg5LfEEBw/m8sknu9qco3GVVGhox/fAAN+/hRUrVgAwcXjL8h9TLxrHLxY8yNSLWq66SoqNIS05Ebfbw8cff3xG5xMRuZCMSo9k2qg43G5vny6tFxdhZlhKkD38miWeDMDMsfFcMTqWWePjySuzs/N4DSdLbBwvbiD3tMQTQHS4GWOzOUIsxh5NPDUXFhNLVHJ/AGLTMqjIOYnLbqfw4F7i0jM6PE/J0YPsXfled4UpInJBqa6uZsuWLeTk5DBixAj+9Kc/tXiQX+RCkZeXx9atW6mrq2Pq1Km8/PLLxMXF9XZY0s26tAj1gAEDunI6ERHpQxqTSZWV5W32Ky0uJDE+Vsmn81zjRWJNja2dnmA2mzAafTfi6ursmEwG3O7T/xu1/d+s8TxnenG6d+9ecnJysJjNjB7Usgyk2WxuseKpuQnDMsktLuXDDz9k3rx52kNMRKQN+/PqWh0LDzHi8XixObvub7LJCFazkQbHmZX3M5sNZJfasJoNOFyB40mKtjA0JQKzyUhidAgniuv9K6BOZ8D3Vysx2kKote+sDjKaTIy7eS4uhx2v2832Rf/C43TistnAA5bQMJy2hg7NVV2Qp9VPIiJd4NJLL+XgwYO9HYZIr1uwYAELFizo7TCkh/XOI1kiInLOSU5Oxmw2k9BOCbJBg4cSFxfXqw8keDzn154TfVFjKbrq6vZvYn3yyS7Wrt3t//rmmy/zvx41Kp3f/e5+vvSlCW3OUVXlO8+ZJp8++OADAMYOGUiI1dLhceMzB2M2GTl69Kg+LIqItCPM0vpjZb3d06WJJwC3hzNOPAGUVDmxOz04XF6CPUtQUu1kf24tdXYX+3Nq2HmsJuh8o9IiuHZCItNH9b2ndevKSvhi2dvsXfkeMf1T/ccPr13d4cQTQGh0DAajbheIiIiISOd1euXTrFmzABg4cCAvv/xyi2NnwmAwsGrVqs6GISIiPcRoNJKQkMD+/fvb7FdWWkxK/yQSExN7KLLW3O1sqC1nLzXVd0OrpCT4zbkmvpuPI0akcfBgLsXF1f6Wr399Ftdee3G7MzSep/G8HVFfX++/xpg0fFiHxwGEhYQwatBAdh89zvvvv8/IkSPPaLyIyIVkdHoE+eWtS9KdicbVRN2trcXRlXUuPt1dHnR1VCOL2UhEaN9cEZS/Zxe2mlN/Z5u9Wa/nzK6NbNVVlB47QlLmmf39FBERERFp1OnkU16eb/Pwxj0fmh87EypjIyJy7oiPj8fhcARsM5ktuF1OamqqKSsrIyEhoYeja+Jytb8PkZydtLQ0wLciyWZzEhoafFXR1KmjGTNmIHv3ngR85Y++/vWrGDUqA6vVjNPpxmJp+yZeY/IpPT29wzF+8sknNDQ0EB8dxcD+yR0e1+jiEUPZffQ4q1atYsGCBS2ueUREpElkmIUrxsTx+YFKnK3Kqp7i9TLBvpp+7hMctkzmmHVCy+ZuiMvgsmOxVeAITwRjy4++UZ5ywj1VFJkGgqFphc/piae4CDO1NjfgJS7SSky4mcH9wroh2q4R1S+FkqOHAKivaLtUcnv0UV1EREREzkank09PPvkkAFFRUa2OiYjI+SksLIz4+HgqKytbtbldTv9rg8FAWFjP3phpvs+TVj51v+joaOLi4qioqKCwsIpBg4KvdHvppRX+xNOAAQmsW7eHgQNnkZV1iEWLNvLEE19n7tzLg46vrbVTXe3b8+lMkk/vv/8+ABePGNaph10Gp6YQGxlJZW0tn376Kdddd90ZzyEicqFIiLIyY0wcn+0txxngz3C0p5TBrj0AjHWsa5V86moGt5P4Y6swORtwhsVTMeQqf1uMu5gZDW9iws1x8zhyk65lUHIE245Wt5qnqt7F9ZOSOFHcwL6cWoqrHDjdHiYOienW+Nvicjg4uv4TnHYbmdNmEBYT629LGTWWqKR+GExGDn+2mrqykk6dw2AyYaut7aKIRURERORC1Onk05w5czp0TEREzh+hoaE0NDTtF5CQ1I+ykqIWfcLDw4mPj+/xVSLN93lS8qlnZGZmsm3bNvLyKtpMPt1zzzWsXp1FTk4JeXllALzxxmp/+8svr2wz+ZSXVwFASkoKERERHYrtxIkT7N69G6PBwMThmR0aczqjwcCkEUNZs30n77//vpJPIiLtOFLYEDDxBNBgjMJmCCfUW0+FsX+3x2J0NWBy+q5ZzA3lvhJ0px5EiPaUYcIXaIynmAM2D2aTIWDpP48X8spslNc0rfw+UWxjxIBIwkN6p/Re4YE9lB4/AsDJ7ZsZeVXLv0+RiUkAjLtpDrWlxeTs3EpV/plVKfG63ZzcupHo5H5E9+94yVsRERERkUbaQVRERM5IaGio//XpiSeAyMhIjEZjj5dVdTqbVl4FKw0oXWvo0KEA5ORUtNnv1Vc/JienhPR0382wefOuIC3Nl6xKSIjmlVe+3+b43NyKFufriA8//BCA4RlpRIWHd3jc6SYNH4oByMrK6lR5YRGRC0lbpfOchlDWhN3JhtDZbAybHWBw69HGDnxajXUXMtC5B7O35d9+d0g09XFDcJtDqes3rkUNuXzzUPJNQ6gxxLHPOg2b08umQ1UB47d6Gxhw9CUuLfgTA1yHAbCYDJhNvVeTLjQqOuDr5urKStm7fBn5e3eRdtElmCzBy+MGZTBgslg7G6aIiIiIXOA6vfJJREQuPB6Pp90b8I1Jp+YrkXpC84RT80SUdJ/hw4cDkJPT9p4S999/Pdu2HWLPnhOMGTOQ3btPkJtbSkZGEm+99VPCwtq+sZWd7VstNWLEiA7F5XK5WLFiBQATh3c8YRVITGQEQ9MGcDg3jw8//JAHHnjgrOYTETmfjc2IxGIyYDJ6OV5ka7V/kt0YQbGx5QpWo9fLZNsHpLqPcNw8nl2hTeXx2ruUiHKXMaPhLYx4SHUd4fPTklq1qZOoZVKrcW6Dhc1ht7Q5t8UEIRYjIww5hJQUADA5/AuSBk0iMdqK1dx7z3EmDh6K6TorLruNxMGB/86d3L6JmlMPCdWVlhCZ1J/U8RM5tHoFbmf7D+kkDh5G0rDhRCQEX9ksIiIiItKWLr1irq6uZuvWrezbt69VW1FREY888ggXX3wxU6ZM4Qc/+AFlZWVdeXoREelmLpeL1NS2S680Jp1cLldPhORnt9sDvpbuM3LkSMC3MsntDn6H8PPP97FnzwlGj85g796T7N+fQ2RkGNnZJWzc2Pqa4XTZ2b7kVkeTT1u2bKG8vJyI0FBGZKR1aExbGsv2rVixoseTqiIi5xKr2ci4gVGkxIW1SjwFE+qtZoD7CAZgiOsLjN6OXz+EeWsw4vu9HOGparOvxdx6pVJyjIVJmdEMTGpdKtjphlqbhxL6g8n3kERN2CDSE8OICuv9Zzjj0jJIyhyOIcjysLDYOP9re10tVfk57F/xbocSTwBGi5n49EFdEaqIiIiIXKC6NPm0ePFi7r77bhYvXtziuMvl4r777mP16tXU1dVRXV3NBx98wD333KPSSCIi5xC73U59fX2bfaqrfZt122y2ngjJr3nCqafPfaFKS0sjPDwcp9NNQUHwm34Oh+9G4ujRA/3HamsbGDt2ENOmjW7zHDabk+Ji37+pxmRXe5YvXw7A+KGDMQW5KWez2XnhrcXYbO0nKkcOzCDUaqGoqIisrKwOxSAiciELsxoxGztWlq7BEEml0VeWtdiUgdkcvDyc6bRf6cWmgRyxTKDMmMqukC8x0LmHVNehgGOdAZJhxVVO9mXXBv1bAZBnj6Z20nf4JPxrrKm/mC2HK9t/U33AoEumMXLW9S2SUGfC5XBwfNN6XHZdU4mIiIhI53Rp8mnjxo0A3HTTTS2Of/jhhxw9epSQkBAefvhhvv/97xMVFcWRI0d46623ujIEERHpRjabjcrKyjb7OBwOPB4PDQ0NPRPUKc0TTlr51DOMRmOHSu/t3n0CgC++OAbApZeOIi4ukj17TvD977/I8uVbcQbZoT4npxyvF5KTk4mLa/8GWl1dHRs2bABgwrDMVu0ul4uPN2zi/sd/wX8+XMkDT/yS0opKXnhrMZXVNQETUhazibFDBgHw8ccftxuDiMiFLtRqIiMptP2OgNFk4rOwr7Iq/C42hs7G4Q68YspogFaLbA0GdofMZG34PJLcOUyyr+JS24dkONtfVdvI5vRQWGEj1XWIVNcRjF4XExyfMsX2AeGeKjL7R1DnDafSmAxArS3w36u+xmAwEJmYTENl830ZT08IGk71NRIS2bR3lDUikvITR8nfu4sTWz/v/mBFRERE5LzUpcmn7OxsoGkPiEYrV67EYDDw8MMPs2DBAh544AF++ctf4vV6WblyZVeGICIi3chutzNmzBhM5uDlZrxeL2VlZT2+srV58qmnE18XssbVSI37MgWSnV0MwKFDvv3CNm/eT0VFLQAbNuzhRz96mbVrdwcZe2Yl99atW4fD4SAxJpqUhPhW7Z/v2s2TL75MfnEpJpOJvKIS7v3J4/znw5X85I9/5j8fruS1d99vNW5c5mAAPv30U+0pJiLSAWFWU5vtRgMkRVsYlhKOx2CmxpiA1xD846mnnSp+Yd5a/+vQZq87YrB9B5faPuRS2/tcbF/JYMdOBrgOc5nxc2ptLipqnQzpF0ZchJmLBkWd0dy9yRwahiW8aY8ta3g4426eS0xqGpawcGIHpNF/1FhGXn0D1oimfpFJyf7XjXt5ioiIiPSGH/3oR4wYMYIlS5b0dijSCV1arLq0tJTw8HAiIyNbHN+2bRsAt9zStKnrVVddhcFg4PDhw10ZgoiIdCO73U5tbS3udvZzqqmp6fHVR83LASr51HMaHzjJza0I2sfYrJxRTEwYVVUt//vcdtsVXHnluIBjG+ftaPJpzZo1gC9ZFOiG2dSLxjH36qtYsmoNbrfv6fW6Bhsjhwzi199ZwFsrPuLuW25uNW5Q/35EhYdRU1vLtm3bmDp1aofiERG5UA1NCcdggPJaJ/nlra8JPF4oqXZSUt01Cf191mmYvQ6cBivHLBMwGtpPWIVaDNicXkyOSv8xU7M9p8psVvLL7eSX25k+xMhFqaEQ0np/qL7KZDYz6uob+eK9ReD14qiv48DqFTgbfNdMlXn1ZPRLJT5jEB63m0OlxZgsFjImTiE6uT8uu50B4yf18rsQEekZd911F1u2bGm338iRI1m2bFm3x7N582buvvvuVsfDwsJISUnhsssu45577mHgwIEBRnePkpISNmzYwJ49e9i9ezf79+/HbrczZcoUXn/99R6LQ3pW85+NiRMn8p///Cdo39raWi6//HL/w8GPPPIICxYs6Ja4gv2MBPLXv/6Vq6++ulvikLZ1afLJbrdjsbSs0X3s2DGqqqoYOHAg/fr18x+3Wq1ER0dTW3tmT6WJiEjv8Xg8lJSUtNnHaDSRlpaGx3N6bZyu53Q6ef/997n55ptbJJ/q6uq6/dziM3ToUMCXJPJ4vBgD7PHx859/nW9843ekpSVw4EBuq/ZNm/YHnT83t7zFedpSX1/vf+BlzODgH8LGDh/KqMwhHDx+nEUfrWbE4IH89vvfITIinP8379aAY4xGI6MGZbBl30HWrl17TiafNm3axK9+9at290TzeDyUlpaSmJjYInHYlosuuojf/e53He4vIuc/o9HAsNQInG4PTlcVJdVdsyLa6HXhMbT8GDvI+QXhnhqyQq/GYQjzHWwn8QRgc/o6HbJcQrinBi8GdoXOIteVg9VbzwmL78GIVNcREr/4AIwmmHAPxLcu69oXFB3aT/b2TbgcTjImXcKAcROJSkpm1DU3sv+jDwD8iadGplOf3x31dXjdblxuN0c3fErmtBlEJCT2+HsQEeltKSkppKSkBG0fNGhQzwVzyqRJTQ8CFBcXc+LECY4dO8bSpUv5y1/+wvTp03skjg8++IAnn3yyR84lfVNWVhbHjx9n8ODBAduXL1/eK3twN/8ZCSQ2NrZnApFWujT5lJCQQHFxMSUlJSQl+TaN/fxzX43oQP8I7HY7UVHnTtkCEREBcxsl9wA8HjfV1dU9Esv777/P3LlzWbJkSYuHGZR86jkZGRlYrVbsdgdlZbUkJbX+u/7GG2vIyysjL6+pNF9SUiwOh52qqgZyc0tZtSqLG26Y3GKcy+WmoKAK6FjyacuWLTgcDuKjo0iOiw3YZ/2OnfzyuRe4bMJ4Zk6ezK3XXs3ij1axbe8+Zk6ZHHBMo9Gnkk/r16/nhz/84TmXaFm4cGGbe7Z5PB7Kysqora0lPz+fkSNHEhMTQ05ODhEREW0mozZv3szu3bu56KKLuil6ETlXWUxGpo+O49PdZVTUtb1y2mw04GpjudJFtjUMcX1BkSmDL2LnUGs3kOo6zES7b9VrrLGKjeYbCPPW0mCIgDbK+DVnM0ayKewWQjx1XFq3jFDqyLWMIiLUSI0d+ruOYcCL0+mh9IutRI6JJCqpX/sT9yCnrYEj6z6hMet2YstGrBGRJA0ZRnhsPJaw8FaJJ2gqsde8pHJNcSFfvLeIibd+jdCo6FZjRETOZ7feemu3rdTorIULF7b4+siRI3z3u9/l0KFD/Pd//zerVq0iPDy82+OIjIxk2rRpjBs3jnHjxrFv3z6ee+65bj+v9A1Dhgzh2LFjvPPOO3z3u98N2Oedd95p0bennP4zIn1Hl941GT9+PACvvvoq4Nt/480338RgMLR6QrioqAibzeZPUomISN9nMpmoqqpqt5/X6+2RG/M333wzS5Ys4eabb26RcNKq2p5jNpvJyMgAoKCgMmCf+++/nlGjfH1SU337MJWUVLYov7dv38lW44qLa/B4vISHh7dYPR3M5s2bARiRkdbuHhWbdn7BUy+9jOnUSi2328O67Vm42igpObB/P6wWMxUVFRw5cqTdePqS8vJysrKy+P/snXl4VOX99j+zZ5ksk4TsCSEQEiAhIaxhXxQQkV3qUhW1alVoq9W+bbWurdraWv2J2mqr1F2UfRGUTUD2nUBIgJB1sieTPbOe94+TmWwz2UwC6Plc11zMPOfZJsycOee5n+/9BZjfrx+3BwW1eCzt1w/3khIyMjLQ6/XcEBPDw3FxeJaVodfruXjxIkOs1jbtbg8KYqC7GGWwc+fOq/kWJSQkrnHGxvoyNELL4FAPBga7kxSlZdSglsKGIAgkRnkxOsaJ4CHYGGA5A0CQNYf+2npUSlDYmmz7NAqB8Q0bmF33XybVrwHBeRS2XLCgsxaiEFpGY6XUr8efIjypIdZ8lLgGcSNltmooFpma8yWBZF4u4+zmtTRUdXw91JfIFQoUanWLsryTxxBsNs5uXisKT62vzWQylGrRRjBw8BCix09xRELZrFZMddJmHgkJia5hLiqi5M2VZN4yj4xJk7g0fQY5Dz5I9Y4dCI2W1xI/nEGDBvHSSy8BUFZWxoEDB/pk3CVLlvDBBx/w+OOPc+ONN+Lv798n4/4o0Othx7fw2Sfw0f/gi8/g+/1Q4dq+/lrj5ptvRqVSsXHjRgSh7Wah3Nxcjh8/zrBhw4iJibkKM5S4FunRlcHbb78dQRB4//33mTNnDjNnziQjIwOdTseNN97You6hQ4eAplwREhISEhLXPp6enh3a6SmVSvz9/dvk/+sNVCoVCxcuRKVSUV1d7SiXxKe+JTo6GgC93vlC3JEj6aSl5TTWKW9zfNKkYTzyyC1tyu1RTwMGOM/f1BxBEDh69CgAg8JCXdabmJzEkpmi1/PimTfw81tu5rY5s7DZbDz75jvsP3HKZVulQsGAkGAAx1jXC9999x02m41+KhVBajVeSmWLx6XiYnY1CmozY2K4PTERX7Wawc1uKNUyWZt2XkolMY27LPfs2dMndpsSEhLXJ+5qBbFhngyL9GJ4lDdBOjcuF9ShaHZHqlDIiAhww0+r5qbkAFqc+WVyChSi3Z0RD8IbUnG31RJrFnMQCIBnXSZB1iwAAmz5uAnOxZMJ9euYWv850+o+Q94sx5OPUNqinrfKSFSgO3K/aGrH/hGTwkccy2bD3HBt5ZdUqNQk3LyQ4KHDkSsUAKg9Pck88j0me8STzQaNv6carRdx02fj7uMLgEwmI2RIPIOnzcQrMJjQ+CQUKnWHeT4lJCQkAASzmYJnnuXSjBsofestjBcvYi0pxazXU7t3H3nLV3DpxhupbVwL/LGwdu1aYmNjueuuu7BYLPz3v/9l3rx5JCUlMWrUKC5cuEBsbCwjR45sNy/xn//8Z2JjY/nDH/7Q6bETEhLw9PQE4MqVK47y2NhYYmNjycvL48iRIzz44IOMGzeOuLg4duzY4ahnMpn45JNPuOOOOxgzZgzx8fHMmDGDF154gaKiom78NSScUlEBX66GTRvg8iWoqoK6OjAYIPUsrP4cvt4KfZwzuzv4+voyZcoU9Hq9Y+Nnc9avX48gCCxYsKDNsQ8//JDY2FiWLVvW7hjz5s0jNjbWEUHVW0yfPp3Y2FgOHz7MhQsX+PWvf82ECRMYMmQIq1atYvny5cTGxrYb2VdWVkZ8fDxxcXHk5bVNLyAh0qPi0/jx4/nNb36DXC4nMzOT4uJidDodr776Ku6Nu2LtbN68GYCxY8f25BQkJCQkJHoRT09PdDpdu3V8fHwcdfuS5uJT8+cSvY89yW1xsXO7xcmTE3jllfu4445ppKQMaXNcJpOjVCralBcVVbbovz2KioooLCxELpPRP8R1lJRSqeTBpYt4fsXDPLR0EcfOnefzrdu5mN028soZA8NE/3d7FNH1wv79+wEY0Op6zE58cDBJjd720X5+GC0W3ti/n2FBQcxu3CgkdyEAhmk0qGQyysvLSUtznb9LQkJCojnZxfVU1FqwNtOsPTQKvjlVyvaTpeSUNBAV1PKcdV49jjq0aKjDo+gA8TXb8BIMAMgAFVZMiNE/hYoBNMjaboSRCxYCbPkAeAkVuAtNG1b0mqEACMgRAG93FSNkx5k4QI6PVkPM5Bn4hIQRMWI0XoHBPffH6CE8/fwZmDKJhLmL6DcoFkN+LoXnzqD29MQ7OJSosRPxCgxC6eaOLjKK9N3bOfbFhy2iuPwiokiYu4jKgnxOrfucMxu/xCYJUBISEu0gWCzkPvoohtWroZ3zhUVfQM4DD1Lz3Xd9OLu+QRAEHn30Uf72t79RW1vLwIED0Wq1xMXFMXz4cGpqati2bZvTtiaTiU2bNgFiZFFXxwWcbtTbunUr99xzDydPniQsLKxFHquysjJuv/12XnjhBU6ePIlWqyU6OpqSkhI++eQT5s+fL13X9wTlZbBhnfhve+Rkw8b114UAtXDhQoA24pAgCGzYsAGVSsXcuXPbtJs/fz4ajYZDhw65FGpSU1NJT09Hq9Uya9asHp+7M44ePcqtt97Kd999R1BQEBEREchkMm699VZAFJidRXkBbNiwAbPZTEpKCuHh4X0y3+uRHs35BPDLX/6S+fPnc/r0abRaLYmJiW3yOplMJpKSkkhMTGTq1Kk9PQUJCQkJiV7C39+/w3xKZWVlVFVVOUSovsJuB2iz2Th27BhffvklCxYsQNVoHyPRe0RERABQVORcfFKpFCgUCj79dHeLcoVChtUqsHfvWfbuPcuMGUktjtv7s/ffHufOnQMgxN8PTTv/5w0NRlat30h0eAT7T5zC2rjqOSA8gonJSYwaNrTdcSKDAh3jCYLQYUTWtUBdXR0nTpwAoL+bm9M6ZwoKOFVQAMCh7GwOZmdzurAQ4ehRlk+YQExAAEmhziPKFDIZEW5uZNbXs3//foYNG9Y7b0RCQuJHhU7bdK5WymVYBQFfTxWKqiy8rWUUlSUwIT4YpVxGSZUJQ62FRNN3eNAkFnnZyqiW+ToEKAAbCjZ5PoJF1tKCDkEg0JqNEXdK5GH42wrIVw6iVtZ4vSLY8AiIAIsKWdEpsajguBh9VXwOxi7HNywC37COf5P6irrSQiqLi9FFRLXIzZSx51vqKw2O1zJkCIJARW421UWFABRfvIBgs2Gqq6U8J4vQ+ERsNisZu7+hIi/HITjVVZRzYs1njFz68+viN09CQqLvKXnj/6jdu69zlc1m8h57nIFbNqNqJoZc75w4cQJvb28++eQTRo0S88g2NDQAsHTpUs6cOcOaNWscC/fN2blzJwaDgQEDBjBy5MhOj3nmzBnq6sTI1qioqDbHX3/9dR566CEeffRRxz2xsVHceOyxx0hNTWXSpEk8++yzjvuturo6Xn75ZVavXs2vfvUrtm7dKt1PdxerFb7+uvOCUnk57N4Js+f07rx+IFOmTEGn07F9+3aeeeYZR66xY8eOkZuby4wZM/Dz82vTzsfHh5kzZ7Jp0ybWrl3Lr371qzZ11qxZA4j2fq2DWHqLt99+mwULFvD000873ktDQwNqtZrQ0FByc3M5fPgw48aNa9N27dq1QNdF458avZKQIyQkhNmzZzNx4sQ2whOAWq3m0UcfZfny5VLOJwkJCYnriKCgoA5z77i5uREbG9snOZ8AzGYzX3zxhePivqKigq+//pqlS5f2eqi2hIj9ZqW42HXEmbWVx7ubmwqrVdxBNHXqcCZPTmjTpqSkukX/7XH+/HkAwgMD2q23av1GVm/7llf+8z4vvP0uMmDp7BvZf/wE+0+c4tMtX7fbPshPh1KhoLq6+roJrT916hRmsxkvhQJfpfN9R813c50qLHTY53m5ufHF6dOYO/Doj2wUta43O0IJCYmrR7BOw/QEPyYP0zF3dD9uGR3IUN9KJtWvIcm0m1F1W5Bf2Um8cJIJsd64q2TUt4pkUmPESzBgpElYV2FE2SqXE8Ck+q+Y0LCeaQ2f0c+WjxwbJpmHw4YuznQYv/xtUHQKW6Phn11qMTfUcKWojm9PlbLtRAnl1eY2/fcpgoDl+P84u+lLMg/u48ymNVzat5vck8ew2WwYa5p+j/2iBiKTyaguKqBSn+so99SJtqoKtcYhqFUV6CnLymwT6WSsqeLi3l198MYkJCSuN2x1dVR8/nmX2gh1dVR8/kUvzeiHs3LlSod1nbOHPc99c6xWK88995xDeALxvhhgzpw5eHh4cPToUbKduC3YF9y7soB96dIlnnrqKQD8/PwYP358mzqTJk3iN7/5TQvxSKPR8N1333H48GGio6NZuXJli3stDw8Pnn/+eeLj48nJyeGbb77p9JwkWpF5GWq66MiSnS3a8V3DqFQqbr75Zurq6lp8PtatWwfg1HLPztKlSx11W9u1G41GtmzZAnRPzGnvO9v8e9maQYMG8eKLLzqEJxC/u3K5nMWLFwNN39HmnD59mosXL+Lj49Mm1ZBES3o88klCQkJC4sdLSEiIQ+RxhaenJ8HBfWdFs3nzZm677Tbi4uLw9/dHp9MxYMAArly5gkWyiekTwsLCAKitNVJfb8LdveVuc7PZSmqqeKMVFxfJ8OFRrF69F4CYmDD+/OdlqFRtbfdKS2ta9N8edp/zkA6S3sY0WvgtumEa8YPFJKirt30LiPmg7p7X1iKgOUqFgkCdL/rSMjIzMzsljF1t7FFPYRqNy13rI8PDmRkTwzcXLwJgaRSj9jbzj1cpFIxyYScQqhET1mdkZFBdXe1085GEhIREa3w8mxbEFDJQ2GoRszeBu7EArlwGICO3lgZVMqc0MyhXhGATZLjZahlqEfMNaGjAjBoVJhTYGGHcQb4yhgaZlmJlf9xtVQ6rveZnQZkgLnz4WfWO3FFAo+meOJNyzUBS5SMpv9K0gHS5sA4/r76N8G6BqRpryUUsNjFqwFxfR1GGuAlD4+XFoEkzKEg7i19Ef8ITR5K6dT0N1WI0sUwmI+6GOejCIzE31CNXqlCqxd9td18dSrUGi8mITC5HaLYwVFdeioSEhERrKjdtxtYNy3PDmjX0e/QRZGp1x5X7mJCQkBYWda1xthlTq9W6XID29PTk5ptv5ssvv2TNmjU8/vjjjmNFRUUcOHAApVLZ7qL97bff7nheUlJCfn4+NpsNNzc3XnnllRYL53acRVkBbN++HRBz67g5cUWQy+VMmzaN1NRUDh06xM033+xyXhLtcC61e+3On4PxE3p2Lj3MggUL+Pjjj1m/fj0LFiygoaGBbdu24evr267D2ZgxY4iKiiIrK4sDBw4wceJEx7Fvv/2WyspKBg8ezPDhw7s8p+TkZJfH2ksJMX/+fBSKtmsRAIsXL+att97im2++4Zlnnmlxj2sXpObNm4f6GjyPXUtI4pOEhISERKeJjIzssE5ZWRk1NTUd1usp5s6dy//93//x2WefAeLFsqZxIVzpIspDomfx8PDA19cXg8FAaWkNEREtw+y3bz/Oxx/vBODChRwCA5sW7C5ezOfdd7fyq18taCFANTSYqakRLQpCXdi9NScrKwuAfrr2FwMnjEhk6ewbienfn4nJSQA888iDWK02FArnuada08/XB31pGVeuXGHKlCltjl+5coV///vf7SYVBnGHZFZWFqGhoRw9ehSr1YpcLken05GTk8OMGTM6ZTeg0Wi4//77iY2NdXrcnp/KLhA5QymXE93MHiGtpASAhKAgzhYVccOgQS5t9wC0CgU+CgWVVitnzpxhwoRr+4ZJQkLiGsV/MPSfDNV6ULhBSePCjWBDAGRKNTmKRKw2cLPVEGs5hgIrdTItF1RjSTaJvzVB1iyCrVkAXFEncl49HhNq1JiwooSI8ViKztPfdA6/Oj0V7rEOwQnAiBsaGiiXh3Bcu4BaY8voz/7WNPhuB3iFQuJdoOhjSyK1Fk2//kTXFVFm9sfm3o/qEjE5vFyhJGDAQPoNjHFUHzRlBqfXfYHFaMQ3vD9+kVEAqNw9WmxK0HhqSVp0O/WVFeSfPYkhL6dP35aEhMT1R+3333ernbW0lIYLF3DvxiJzb7N48WJWrFjRpTZRUVEuF7BBjPj48ssvWb9+Pb/+9a8dddeuXYvVamXGjBkEBLh2cLBvJgMxKqN///6MHTuWZcuWMWDAAKdtBg4c6LQ8PT0dgI0bN7J3716ndcrKxBxFhYWFLuck0Q5mMxQVda9tbm7Hda4yCQkJDBo0iMOHD1NQUMDRo0epra3lzjvv7FCIWbJkCX//+99Zs2ZNC/HJLubYo426in09qKu4+p6AKERPnDiRvXv3snnzZocI3NDQwNatW4Huz/enRI+vygmCwLp169iyZQvp6ekYDIY2VjvNkclkDqscCQkJCYlrm6ioKLTatsm7myOXy7npppv6aEZi2PeIESP44osviA72JrOwCp1Ox0cffdTu7jGJniUkJASDwUBZWW0b8enbb487nt9xx1RaRdjz4Yc7SEoa2CLnU1mZKGB6e3u3u1MJxFySxcXFAPj7eLdb99CZs45IJ7X6YVISRbu/i9nZrN72LROTk/jjg/fj5uZaqAloHEOv1zs9vmbNGvbv39/uPEC8qbtw4QI6nY6Kioo2x3Nzc0lKSurUTiovLy/+9Kc/tSk3mUxcvixGDgR20I+8cQHSTS6nwWYjyteX0WFhnC0qYqCfH8oOrDQD1Woq6+u5cOGCJD5JSEh0D5kcYhqvISwNkOlDnUVBdk0i2MBibRKIrEot37gvI9Z8FAVW+g+I4krpTXhXnMDf1rTgE2U6Q7pqDHs87sDfmk+RIop4jYxIk7jg5msrpbIhAAsKlIj3rVa5G/vVc6hSh2JsFJ4iAtyIDfPAJoDPyY/AXAvlF8VHv/bzBfYoVhNYzRAzh5ABDYToBmA2mdCnnkbjqcU3LIJL+3cjCAJRY8ajUCi5sONrUXgKi2DIDTdRX2UgdesGLMYGYqfNcohRABpPTzSensgVSqqLC7GaRAtDXbM6EhISEnZsP2DTobUbEVPXKs4ij5ozfPhwYmNjSU9PZ//+/Y4NbHarso5sxuyCUVdwtYmtuvHvnpmZ2WEfHbmeSLjA1Nb+t0/a9iELFizg73//Oxs3buTw4cOOso5YtGgRb7zxBjt27KCyshIfHx/0ej2HDh1CpVIxb968Xp55Szra7Ll06VL27t3LmjVrHOLTtm3bqK6uZtiwYQwZMqQvpnld06Pik8lk4sEHH+Tw4cMtcgdISEhISPw4CAgI6HAhvH///gwePLiPZiRSWipawfh5uZF6KRc3Dy9GjhzJ5s2bmTt3rpQktQ8ICgoiLS2N8vLaNseee+4u7rzzFfLzyzhx4jIXLjTt5kpJGcKiRRPa5Hyy99MZC0f7/79SIcejneie5iy8YTrnLl6ipraeV99fBUBcdBT7T5ziw42beXCp6x1M3p4eLcZtTX6+aO00Z8xkhkYOctlPg8nIp1vWkVdc4BCfokLC0Xn5cDk/m6raGoRaE0/c8UuXfVzUZ7PhwE6XQlhmZiYWiwWNTIZXO7sxLY2K4E2DB/N1RgYAWQYDOZWVAOQYDIyx2doVoPqp1Vysr+/WzbGEhISEA5sVcvaBxQjRN+ChdGO2TeDghQpKqppyLSVEeaOrycM784xYkH4Od00IGluJI4ZJBggICIJArdwXjVDHMNP3eNe3tBANtmY6hCcApaeOmNjhZBXXoy8Xo3C1CiNeag9QqBB8oygoMoJcSbBHUO8kUnZGXSkcfgus9sVAGYxYhsp/MP1HjgUg+9ghitLFzZ01pSWEJyZTWypGsxr0eVjMZkozL2GqFReMC9PPtRCf7HgHBTP2zvspTD+PXCEnMEZaXJGQkGiLrBNR+q6QdyDY/NhYunQpL774ImvWrGHKlCmOHFD9+vVj8uTJfTYPu1D2xhtvMHv27D4b9yfFD3FgUV0f7i3z5s3jtdde47PPPqOoqIjo6OhO2eX5+/szffp0tm/fzqZNm/j5z3/O2rVrsdlszJw5Ez8/vw776EumTZtGv379OHv2LBkZGQwePJi1a9cCUtRTZ+nRT/S7777LoUOHAJg4cSKzZs0iKCjIqYeohISEhMT1h0wmo6TRjgsgICiM0qL8FnXq6+s7Zc/Xk9ijXkpLyzh5OpWwsDDWrl3L008/zdq1a136XUv0HHbv84qKtuLToUNp5OeL1g3NhScAQZAxbVpSm5xPdvHJmad6a+y2ENpW9kHOmJicxPMrHubcxUus3vYtIf36ATB2eALTx4zm8uDcDvM+eTXesNnHbY39OzJ+aDJJA+Nc9rN530427RWjsCKDQskp0hPbP5rth/YSFRJOVW0NybHxTE0c47KPEL9+bDiw0/EdaI19R6O/Wt3u3+aUXs/bhw4xc9AgkoKDOdVosVFQVcUAnY6vMzKI9vdnTDs5rvwbRd7O7KKUkJCQcEneYbgk5qPA0gBx81HIZaQEllNrTccWmITKJwhPNyWUt7wG8TAWOJ5X4odBGUyhMpoGuRYEgfH161Fhgvzz4KYDqxmrZyAag3jeEoA8RQxnbNOxZhgYEqGlrLKBSPM5Yi/vhBwPiBhHfq0/2RW+AFgzMokY0X6+wS4jCND8nG3IguJzINiaCU+NMzZki3aFjSibbcKoKy8l88BeNFovjDXVePjoOPLxf/DQ+SNXKrFZLPhFtrRrEgSBi9/toCzrMsFx8QwYNxEJCQkJV7gPH07Nzp1dbifz8EATE9NxxR8R8+bN49VXX2XXrl2Ul5c7bMYWLlzYp3bxMTExpKWlkZGRIYlPvYVGA76+YDB0vW1gx/e/1wJBQUGMHz/e4fjRlTWXW2+9le3bt/PVV19x5513djoC8GqgVCpZuHAh7777Ll999RV33XUXR44cQaPRcMstt1zt6V0X9OjZbevWrchkMh599FGWL1/ek11LSEhISFwjTJ06lS+//BIAT60Xpa2sjAsLC9m3b1+fCj5FjX7KE5IGkZZVwInUi5SVlbF27Vrmzm1fSJDoGdoTn1JTswAICdFRUFDBmDFDyM8vJj+/jEOHzrN379kWlntiP3UABAYGdjh2XZ1Y103dcYSbUqlk0sgRjB42FH1xCftPnAIgPDiIl//zPs+veLhdyz0ATeM49nFb0xSJ174F4KyUySTGDOH0xTRyivT8+rb7eOyO+3n0b39iy/5d3DxxOs8+8Kt2+9A1JrwvKytDEIQ2ApM9CsunnagngKTQUGbGxPDNxYsA9PfxIbuyklqzmazGm6aOotp9Gm+ai4uLMZvNUsShhIREN2l2rrGfdxoqUZxehbdgBcNZmPR7sbzKdV4Ed2qwyGrwt+QiAAWKgSgxOUaQNVQgIMMU9zPcDv8NmWBFBmSphmOSuYMNzIVpzKneKIo+CKLVXuZOrAYdIFrCWsw/0B5HsEHpBVEM8wiAkx9AZTZE3wC6AaIV4fH/gNAYmSVXga0xAkzjC6EjW3QXOiwRwWoj+7i4KdRqNmExioJVfZUBgLqKMobNnoebtw9urX6rjDXVlFwWI2D1504TOWocCimHpoSEhAt8lyymdOVKBLO548rN8Jk7F0UHdu4/Nry9vZk5cyYbN27k008/Zft2caNFX0dPzJ49m40bN/LVV19x77334uXl1afj/2QYOgwOdCMn2tBhPT+XXuKuu+5ypNrpil3ehAkTCAsLIy0tjQ8++IC8vDxCQkKuWev2W2+9lffee4+NGzei0WgQBIGZM2fi7d3+/b6ESI9eRebl5SGTybj33nt7slsJCQkJiWuI5r7Phfq2iagTEhL6XPDR6/XYbDZy8osYHBHEidSLVFZWShFPfUiT+NRWkBkypD8APj6eFBRUcORIGgDh4QE8+ODNbSz3xH46H/lk/0yqu2BRoFQqmJicjNliJdDPD6vFzJKZNzB6WMd5O9SNooozD3Sr1UpNo/e9t0f7N9QqpYr759/Gr/7+LDNGT+CxO+5n97GDzJ14A5FBYSTHJaBSti/g2MewWCzU19e38Zu32/F5d2LhsKSZZ7+vuzux/foxJy6OVcePE+DpSWJoaLvt3eVylDIZFpuNgoKCPo+AlJCQ+JEQPk603LM2QNQ0scxmbRSAAFszscfatNhZhwce1InCEqDGhL85B39yGGg5zW63O7ChQIEoMgHIELicU4LZ72eEVHxPmTKMUkU4EeY0QCBSlt0k9DQjzNuApV8CKD2ISBrV/vvJPSiKSxEpEOAkGvbCRsg/LIpMsfPAcEUsv7ILLltApmgSngCCR0BIEqi14NmvTXcyuZzwpJG4++qoyMumpqzEYbvnFRhMVaEeDz9/vIKCUTj5jVF7eOKh86OuohzvoBBJeJKQkGgXpb8/3nNuonLDxs43ksvR3XlH703qGmbp0qVs3LiRd955B4vFwqhRo4iKiurTOUyfPp2xY8dy+PBhli1bxosvvsjQoU33QIIgcP78eTZs2MDcuXM7ZaUm4YTBsXD0CHRFmA3oB52wnb9WmDp1KlOnTu1yO7lczqJFi3jzzTf5xz/+AYiRU/IOcgxfLSIjIxkzZgyHDx/m/fffByTLva7Qo1eSnp6e2Gy2DhOD9xQlJSV8//33pKamcvbsWdLS0jAajYwZM4aPPvqoS3396le/cuw6WL58OStWrHBZNzc3l7fffpvvv/+e8vJy/P39mTBhAg8//DAR7djRSEhISPwYGDNmDJs2bQLAWO888qOvIx7y8/OpqKjglQ8O8sjPbiAuLg6dTse6deuknE99hD1CyZn4pFCIy3wXLuQxdGgk58+LomVeXilarVsby73m/XQm8snWmK+oI8u95hw8fZZX/vN+m/KE2BgmjRzRblt54zjOIoHq6+sdzz00HXvgp2VdAmDn0e/5+8fvsXL1qhbHlYp/sGDqTJftNSoVCrkcq81GTU1NG/GpvLwcAM8OIp9O6fWcLChggE6Ht0bD6cJCZg8ezLaMDE4ViDZWgwMCGNuOoCSTyfCUy6m0WqmoqJDEJwkJie4hV0D09JZlHn4wbAmUXYSwMdBggPLLogBTK0Y/F7oNJTJEh9I3XIweaoYMSG7YRp1Ch6fShMxY5RCg4go/5qR6OgfdF4BMxmjNWcLLGi2klIEte/GKAIUcpV8MAxvnaLUJpGZXY7YKDI3QolE1WzipK4X0xgVZQxZMfa6lnR5ATaNVoGATH26+4vtTqMFmEYUnz2CoFe1QMVaJZR4BLv+E1SVF5J0+jkbrxaBJM9CfPYmbtw/hiSOpyMmiqqiAuvIyvALFBS6r2Yyxpgp3Hx1yhYLhtyyhvrICD10P2wlKSEj8KAl66inqz53DdOlyp+oH/u5J3GJje3lW3WfNmjUcOHCg3TqfffZZt/oePXo0AwYM4MoVcaPB1bAZk8lkvPHGGyxfvpxjx46xcOFCgoODCQoKwmg0kpubS22tuBFwxowZLdoWFBSwYMECx2uTSdwQcuLECcaOHeso/8UvfsEDDzzQ+2/mWkajgRtuhO3boPF+tV3c3OCGG3p/XtcIS5Ys4e2338ZisSCTyVi0aNEP6u/2229v9/jixYt/0Pdt6dKlHD58GIvFQnh4OOPGjet2Xz81elR8SkhIYP/+/VRUVKDT6Xqya6ds2bKFl19++Qf3s2PHDofw1BEnT57kvvvuo66uDh8fHwYPHkxubi5r1qxh27ZtrFq1StoVICEh8aOmoKCgxWsvHx0BgaFcuXgOgAEDBvSp5VZNTQ3l5eXodDre++MdhIcEcjqvnqNHj/KPf/xDyvnUR9hFosrKeqxWGwpF0+KbolH4mDp1ONOnJ/HMMx8SFxdBcvJAxo93HmnUFfHJ3n9HtnDNSUlM4KmHfkHa5UysNhsKuYyhAweSktg2Cqs1drFL4UTQMRqNjueqTuwWj4sc5Hg+JGog//rDS6zbvY2IoDD+s+EzWthPOUEmk6FWqqg3GTE72VVXVVUFgKaDXWRJoaEOsWl6dDRRvr6YrFZ2XW5aRLB14u+rkcvBanWMKyEhIdFjhCSLD5sF9r4ElnpQukPISGwVWUQ3HIMriJFTcQvEvFGWpg0BvpSDFfHRDKWtgdENW/FzG0tV6HTCLCawp/SrLUZAjoxG273qHEi4E4LiHe2vFNVxsUD8zRIEgeSBPk2dKzRNNnlqbVvhCWDQLEjfBO7+ooVeSLIoPtWXw4X1YrnfIMhsFJ/K0qHsAkSMh1jnuQayjx6kprSYmtJifMMiGDzlBgz6PIoz0sg8uBfBZqPwwjnG3Hkvgk3g9MYvaag04B81kLgZs1GoVGgDOv79lZDobYzGUpRKTxSKjjf0SFw9FN7e9P/wQ/IefoT606ddV1QqCfrD7/G7886+m1w3KCgoaHPP25MsXryYv//973h6el61nEs6nY4PP/yQzZs3s2nTJs6dO8f58+fx8fEhKiqK4cOHc+ONNzJyZEtrV6vVisFJHiOLxdKi3JlDxE+SyP4wazbs+Lb9CChvb5g9B3x8+2xqV5vg4GAmTJjA3r17GTdu3A8O5jhx4kS7x8ePH/+D+p85cyY+Pj5UVlayePHiLm18/anTo+LTvffey759+1i1ahWPPfZYT3btFK1Wy/jx40lISCAhIYHz58/z9ttvd6mP6upqnn/+eUJCQvDz8+PcuXMu69bX17NixQrq6upYvHgxzz77LBqNBqPRyHPPPcfatWtZsWIF27dvx83N7Ye+PQkJCYlrktY/stWVFVRXVgBixNPGjRvZvHlznwk+WVlZAAR4u7N4WiJFFU0LQF9++aWU86mP0Ol0KJXKxhuPOvz9myznJk2KZ+rU4ezZc4bgYD8ALlzI5cKFXAoKKnj55ftwd1c76ttsAgZD58Unu9BpsVo7qNmWwrIyDpw8zfMrHu4w4smOfRxn4pPd81ohl3fqgnTbod2O56mZGSjkcrYf2suscVP54Jm/c/PE6e20psU8rE7ev90CUNXBXJRyOVGNG4d2ZWYCkGUwkBgcjACcKSxE0QkbBHVjnZpmFn4SEhISPUpVXpOoZKmHgDjkBcebjpech7j5oD8m1nWFTN5k5QcMlF2E6AVgmgIVmVAt5syrV/igsVaiwCZa+mma5cYov4xPZTFyIRKbTOmI9HWg8YJRD4r9BbrY3KCLhnG/Fp8bskGpAW0waLxh/BOgUIn2guZa8f1UNloeV7aT78rXj8qCfJDJcPfVYcjP5dy2lpZYNosZBIGGKgMNlQYAKnKzXP+9JCT6EIulhvz81ZjNBkBOv34zsFrrqK/PQ6Fwp1+/6SgU0prLtYTSz4/+n39G7fcHqPjsM2r27IHGa1NlUBC+t96K79JbUXXi2v5q0VUHJYBFixZ1OWLDnh927ty5uLu7FlbHjh1Lenp6l+fU2TYKhYL58+czf/78TvcdHh7erTn9pInsD3feBRcz4Nw5MFQ0HQsJgaHxMGAAdOBUcTXpznfj//7v/zqsY/8udBSR9Morr/DKK6+0Ke/udwRg165dXapfU1NDXV2dwzJQovP0qPiUkpLCE088wWuvvYZCoeAXv/hFG/uXnmTJkiUtPqD2hPNd4a9//SvFxcW8/fbbrFq1qt26X3zxBSUlJfTv35/nnnsOtVpcKNNoNDz//PMcO3aMnJwcvvzyS+66664uz0VCQkLiesB+7mtOv6AwSoryMZvN3HLLLX0q+Fy8eJGysjKGRg5i8/5UpibHUF1ZgaeXD8nJyZLlXh8hl8sJDAxEr9dTUdFSfNqz5wx79pwBIDu76bdapZKze/dpVq7cwJNP3uoor64Wo6fkcjkBAa5thezYk+TWNXQ+6fvB02f5y7//A8DY4fFYrVYsFgvKTkQr1RvFcZwlGLX7VHc2Buud3/+FBU88wKmM8yTHNi1Mbj+0h7io6E6JT+1FfNmPyTsQnyw2G1kV4o1QlK8vWY07F08XijvtZ8bEkBwW1uFc7KN0JQpNQkJCoiMEQeBwRiWFBiPj1Bm0yIag1LSs7Bkk5lnShkJtCViNOEVoZYHTUCVGS2XvE1/7Dwa5CveSc81yRCEKQKVpkPUdAP2AaboRlPuOIrJyB1wJhQHTmvr1DhcfHZHzPWRsFkeJGAe5h0DtCaN+CR7+MPBG8diZT6C+FAa6tuaJHjcR39Aw1J5avPoFUXghtU0dT/9+KFRqPPz88Q2LxKDPJTQ+qeN5Skj0AeXlBxuFJwAbJSXftjiuVuvw80vp83lJtI9MJkM7cQLaiRMQTCasVVXINBrkWq0UJdCI0Whkw4YNwNWx3JO4Smg0EJ8gPkwmsFhArYafcF7F1NRUzp8/j6+vLzfeeOPVnk6HrF+/HrPZzJQpUwi+jvJyXQv06Kf87rvvBsTcT++88w7/+c9/GDRoEFqt64TbMpmM//3vfz05jU5z6NAhvvrqK2bOnMmMGTM6FJ+2bdsGiEnQWi++qtVqFi1axOuvv87XX38tiU8SEhI/Wn7zm9+wcuXKFhZftTWixZZWq+Wjjz7qU8Fn48aNXLhwgUCtnPc+O8/yJZM5k3qeuLg4Ll++THR0dJ/N5adOUFBQo/hU26L8/Plsx/Py8iY7NrNZXPhrbYFdXi5GPQUEBHRKDPLxES2O6o0uFhhbYbFYsFqtjB0ez+EzqeQUFPHC2+8yMTmJPz54P25umnbb1zWO40x8ss/XZrM12vm1Hy3ko/Xmm5Ufs/3gXmalTG4s/Strd2/jjc/fZ9SQ4cydNKPdPixWC+BcGO6sCHRKr2dbRgYjQkIYERLCCb2eU4WFBLi7U1pfjyAIKDsR+WRfVrB1xtdcQkJCopNU11uxlGQQIdRwyezTJD4p1FBXBon3iBFPhSeh/KL4sCNTiDmSOsKzH2TtaXpddhHi5iMraeWMUXiqTUSVt6wK79ItUK2HklTwDhPFq65gj2hCgJI08V9TDZSmQ/klUfDqNwxG3Ovcvq8Ri8lIQ3UVfv2jHYu9AQNjKb1yGbOpAV1YJILFSmiCGO0rlysYNvsWBEGQFoclrhmE1uJwK2prs6iuvoC//0S02pg+mpVEV5Cp1Sg7sYnsp8Z7771HRUUFiYmJUsqOnypqtfj4CWM2m/nnP/8JwK233opG0/7999WmtLSU998X80X//Oc/v8qzuf7oUfHpyJEjLV6bTCbOnz/fbpurdYHb0NDAn/70Jzw9PXn66ac7rG+1WklNFXeMjR492mmdUaNGAXD27FmsVqtTOx4JCQmJ651bb70Vs9mMTCYjJCwSi9VGcYFo/VJTU8OuXbv6NMeSSqUiLi6O5Lhw9h47z/CYMO64eTJXys1cvHjxuthF82PBvgOorKyl+PTII7eQmVnI/v2ppKfnt2k3eHBoi9fl5WL7oKCgTo1rj44yms00mEy4dXAxf/D0WV54+11+/4v7yCsqIr+ohLCgfuw/cYoPN27mwaWL221fWSPOr1+/fm2ONbfdNZqMeLi5ttIwW8xs2b8bELh54nRUSlG0dVNr+PrAbn59233NBCnn2Gw2jI1CsLOLdrsQbO1AhGqe8+lkQQEPjRmDXC7nhF4PdF7EsjT+60wIk5CQkOgunjWXmdiwDgCDpj+i1C0DqwnSN4hRTsEJYj6o1rQWnhRuYLXnopCBewD4x0DJucZ+7ec7Aa44sWRpbeXn7gehoyHffi8sE0UxQWhXJAKg7BJk7QbfKOg/GaoLxEiuwHgxCkvtCd4RkLFJrF9yDsx1YrkTzMYGTq37AlNtDQEDY4idOhMQc0BV6sV5C2YrifOXoFC1PE9LwpPEtYSPTxLV1c5TIigUHhiNYj6e0tLvJPFJ4ponLS2Nl156idLSUjIzM5HJZDzxxBNXe1oSEn3O2rVrWbt2LVlZWZSUlODv78/9999/taflkr/85S+cPXuWjIwMamtrSUlJYfLk9u/PJdrSo+LT8uXLe7K7XuWNN94gJyeHZ555plOLW/n5+Y5d/q6SoEVGRgKi6KbX6ztMljZjhuudzAUFBYSEhHQ4LwkJCYm+5tNPPyUuLg6LxYI+L5vAEPHcp1Kp6N+/P9Ond2wT1lNYLBYuX76Mv78/P585kuSBQcwaNwQPL2/+/OF37ebxk+h57OJTeXnLfD9KpYLo6GD2709tfC06Ddj58st9zJ07DpVK3LRRVia2Dw1tKUq5wt3dHV9fXwwGA4bqGoL9/VzWtUc9Pf3QL8jIzia/qITxIxKZMGIE2fp87p7XsWWkoTGfkbPfaY1Gg0qlwmw2U9NQ1674tP3gXu594bcAfPDMP1AqFEwfnYLFanXke7ILUq6oaahzPHcWaW4vM3UQidQ851NSSAg2QeCEXk9/Hx+yKysZ1Mmdq/Zx2ot6l5CQkOgqCpPB8dzHWoQoEDUTxWv0YB7YtqHKA8xGoJkAZW2eBF2A2Llwfg2Yqlq3BqOTstY0VELq52Kk08CZ4utj74JHAIx6qEkoEmyitZ7VBP0niQLV+a/AWCnmhPIfDOMfb+o3bIyY70kmB7+BUH5ZFMlUrm3t6yrKMdWKv1GGvBxHeUVOluN5fWUFNaUl+IR0bKUqIXG1qKvLcnnMam269tFomjYCVVenY7FU4eU1FKXSE4ulhurqNGQyFT4+w5HJOo7glpDoDaqqqjhy5AgqlYrY2FiWL1/OmDFjrva0JCT6nPz8fI4ePYqHhwcpKSn8/ve/R9d4D3otcuHCBU6ePIlOp2PmzJn8v//3/672lK5LfpLi09mzZ/nf//5HYmIit99+e6faGBpzHwD4+vo6rWO3/QGorKzsUHySkJCQuB554oknsDQqB3K5guKCHNw9PKmvq+XSpUu8+OKL/P3vf++TuVy5cgWj0YiHRklUkA/RIb6YLVa+/f40Fy5cQKPRSJGofYhdjCktbRn5tGPHST78cAcTJw5l//7zLYQnrdaNc+ey2bv3LDNmJAFN4lNXvJRDQkIwGAyUVla1Kz7Zo54mJiex/8Qpls4WI+NefX8Vi2fewKr1G1m2YF671ntllVUt3m9zZDIZPj4+lJaWUllbQ6Cvv8t+ZqVM5r2n/srpi2kYzUbufeGPLF96DytX/4+Pnn+9Q+EJoKpxkdHT09Op3aVdBDJ2InLJnhfqVEEBgZ7iYml2ZSXROh3DO7khxiiJTxISEr1BSLIYCWSpR2Zpa7FqtsrJOXsJpdWbCN8q5PYgHnMduPlBQ7nzftVaOPVBOwM3j4RygT2yqiITdNGQf1h8XVcilgU15vPLPQgXt4rPLUYYPAfcfEXxSaYQ59IcVbPNCyPuA2M1aLzajaby6heEb2gElYX5hA1PBsBqNmGsrXbU0Xh54+nfckOB/txpakqKCRs+Ak8/ySZL4upRWXma0tLvEAQnUYytUCg8CA6+GYuljqKirdTXi4JrWdl+fHwSqaw85ahrMpUSEDANs7kCpdIbhUKK0JboO8aOHUt6evrVnoaExFVnxYoVrFix4mpPo9N89NFHV3sKPwp+cpnNzGYzTz31FDKZjBdeeMGRGLwjTKamJOaucpk0t5hpaGhwWqc5O3fudHmsvagoCQkJiavJqlWrSEpKIisrC5tNXHCpr2sSG+wWpH2B3dp1UKgv8saVpu2H0vjflkNERoTj4eFBdna2lPepj7BHKpWWVrcoT0294rLNnDljGD06lsmTExxlJSVdi3wCGDBgAGlpaRRXGNqtl5KYwNLZN7J627csumEaeUXFHDh5mvEjElnzzQ4A5HJ5u9Z79jEGDBjg9HhAQAClpaWUVxkgrL/LflRKFW5qDStXr2L50mUAJMYM46PnX+/Qbs9OWbXBMaYzAgMDAaixdpzvZGR4OA+NGUNWRQWWRhEpyteXzIoKNqel8bPExHbbC4JAbeM49nElJCQkegR7BBDQRgySKciqj6C4wgJ4o1IrCQ3SQI1oy4VSAxETIPd78bXGuymiSe0l5lVyhZsfNJQ1vVZ5QOgoKMsAqxnqmx1z94PM3c3mJQefyKbXzS0BbY15MxPvgqIz4B0OHq43KyCTg5uP6+ONyBUKht00r1WZEo2nFmNtDUqNhsT5tzos92x1JmqLirhyaD8A1aXFjFxyZ4fjSEj0FhUVRzolPIEYAWWx1FJeftAhPIkIVFaeaVG3quoM1dVpCIIZUBAZeRdqtevNShISEhISEhI9w08u7vi9994jPT2de++9l7i4uE63ay4s2e33WtNcoGqe80FCQkLix4SPjw+nT5/GszEyImrgEDw8xOcpKSksXtx+vpye5Ny5c5hMJvYeOsEXO05gtliZNW4IHz57F7MmJiGXyyXrvT4kLEy08Ckvr8VqbbJ5GzJEXHwLCfFr8S/A6tV7OXu2pThlF6/s/XUGuxBU1IH4pFQqiYsW6567fIUDJ08zMTmJaWPEfI7jRyS2a71XW99ATb24wSQqKsppHbvwUlzpYqd9M2alTOaj51/nD8sebrTekzMrZXKnop4Aig3iGM7yT0FT3qwaS8cLOUq5HLVSyfaLF9l5+TIANkHgxkGDmD9sWIft6202bIjinSsxTEJCQqLbxC8FnyhQtrKdU3siNzdtepD7hsPYFRA1DQJiYegiMcpo8FwYMF3MoWQnbDSEjwM3nRh9ZEfjDUo38Gq+CUIGMXMgey/UFLYUngBqi8HWLCordFRLwShiPEROBHcdVOZAVb5oyReRAj6955ghk8sJGDgYjZc34UmjyD99ggPvv036xs0Y96ajumAg0FP8vTVWVWJpdk8rIdHXeHhEASCXuxMYOAcx+tA1VmsDNme53mhrNywKTwBWamtdb4ySkJCQkJCQ6Dl6RXxqaGjg448/5sEHH2Tu3LnccMMNLY5XV1ezadMmNm/e3BvDuyQ7O5t33nmHiIiILlsENrfUa27B15zKykqn9SUkJCR+bHh7ezNx4kT8/PzIupxGXWPk04wZM9i8ebNLkb6nOXv2LOfPn+fcpVwe/usXbNh7lu2H0pg1bghDI8UdxKmpqX0yFwnw9/dHrVZjswmUlTVFw9ltD/PySgEoKBAFk/HjhwDw4Yc72Lv3LAAWi5XycrFteHh4p8eOjY0FQF9S2m49u2XkkpkzSL+SRUpiAlNGj2LCiESeX/Ewzz36ULuWe/mlYv+RkZF4eDjPu2GP2CosL+lw3iqlirmTZuDh5oFSoeDeF55g+8G9HbazYx/DlVBnL6/sQHyy2Gwcy8sjPjiYEc0s9nIqKymrq8NN2XGwvKFxjKCgIJSdqC8hISHRJWqKoTILLPVNZSpPMFYR5VNOhG8VAwLqCPKTw5GVkHcQ6srh3Jew53lRUBp4I9iaiSuCDeLmw8TfiVFIXqGgGyhGRlkaoDq/KeIqKF6MUOos1QWQuQuq9OJrhQrM9VBfAdV6uPyNWG6qhWP/hr0vQ8GpNt1UFRVQkZfdpT+VnYbqKioL88k/cwJjdRXZRw+Sf/akOJ06K7LGIDIvjS8gRrCam+USlJDoa/r1u4GIiJ/Tv/8yLJYKnNleymRN12kWSyUWS2WbOi1pvaFHhptb562dJSQkJCQkJLpPj68MpKen8/DDD1NQUIDQmF9A1sqXWqvV8q9//YvMzEzCw8NJSkrq6Wk45eLFi5hMJkpLS53a2tnFo/fff5/PP/+c4OBg1qxZA4iLN/YE4jk5OY6dxM3JyRFDvdVqdZesgiQkJCSuJ8xmM+vXr6eqqgq1Wk1c/AgupIoLGRs2bODPf/4za9euZeHChb06j6qqKk6dOkVtbZPIcfxCDv9e9z0fPH0nQyLE6BMp8qnvkMvlREREcPnyZUpKqggM9ALAZBJFCXtEU2ioHxMmDOPbb08AMHlygsN2r6ysBptNwN3dHX//diyIWjF48GAADDW11NY34OnuPALZnvPJnutJJpfzl3//h9vmzOK+RfM7FE3yS8Sd7u1FT9tzPuaVFnU4b7PFzPaDe5mVMtkRBdVZy73mY7jKM2m3nCy3WBAEoc01mZ1Tej1vHjhAcmgo940ezftHj3KyoIAonY6RYWFYbDaUHVgVlzeKzgMHDuz0/CUkJCQ6TYn997ztYrRCLhDp02ilV9Qs6tTSzAo9e5+YfyliIpRdFMv0JyBygvg8IFZ81JXC4TfBagL/GDE6Kus7UcjKPdT5+Vblio/MbyH+Z6LFX8HxZsfzYdefWtrxnVsNugGOiKmyrEwu7PwagP6jxhGeOLLtOOYGMerKN7JFcemVy6Tv3o4MkCkUCFYrMrkcodFWtby+GD+PQJRyFUU1eYCMsIRE3L19O/8eJSR6GJlMhkYjXsNXV2c4Oa5GJpNhT2VpNlcil3fkOtN6U5yAXr+BqKh7USjcnbaQkJCQkJCQ6Bl6NPLJYDDwwAMPoNfrGTp0KP/v//0/pwmnZTIZt956K4Ig8O233/bkFDpFfX09paWlbR72nfp1dXWUlpZSUVHhaKNUKomPjwfg2LFjTvu1lyckJEjJ7SUkJH60bN68maVLl3Lw4EEKCwsdwhOIEQ+ffvopc+e6ti3rKc6dO4dOpyNmQNNii00QF1QOpl7hUnY+NpuNrKwsqqurXXUj0cPYRZCioipH2Y4dosjk56fF398Lvb6cL7/ch8EgCodz5oxGpVI0tmuy3HMllDhDq9U6bPByiotd1hsRF8vE5CRumzOb2+bMctjufb51O++v3eCIjHJFbpEYaTRkyBCXdZrmoe9w3tsP7uWuZ3/D9oN7HVFQnbXcA8gtFnOa9O/vPLdU//79kcvlGG026mxtLWjsJIWGkhwaygm9ng+OHeO+0aNJDg1lalQU7x09yhenTzvyQLnCLj65yoUlISEh8YPQtopU0PjA0MXg0Q/cA1ra5jVH3nhO9Y8R/1U1W2y2OIny8QiAlMdh1EMQNw8KT0PxWTEKKv8QdhuwthJYO6R+AWnrWpaZa1sKT/ZejU2/n7UVTdZ+teWtbP5AjKJ6Zzy8ngBbn2xxyJCXA4KAIAho/cXFfJvFgqIxf7HZZiKt5ARniw5TY6oEBMISkrvyriQkehWFom2EuSCYsNnsorKcyspU6uu7HhkoCA3k5HyIXr8ek6mi4wYSEhISEhIS3aJHxadVq1ZRXFxMSkoKX375Jffee6/L3EdTpkwB4MiRIz05hXa54YYbSE9Pd/kYM2YMAMuXLyc9PZ1du3a1aD9r1iwA1q1b18ZSymQysXbtWgBmz57dB+9GQkJC4uowffr0FpENI8ZMRKfT4ePjw44dOzh16hQqVecXz7vL+fPnAUgYFMa//t/P+MW8cRxOzQLg3fUHWP7qajDVtagr0fs4E59uvHEEACqVkrKyJiFQJoNFiyYydWqio8zezpWY0h4JCWL0VE6ha/Hp0y1fs//EKVZv+4b7Fs3n+RUP88cH7+e2ObP4fOt2Dp4+67KtzWYjp0jsOzEx0WU9+/ejpLKC6rpal/WAbkU72TGaTeSVFgIQExPjtI5Go3GIQcXt5PFQyuU8NG4cI0JCOKHX8/7Ro5zQ69maIe46/ubiRU7p2xfT7P13JaemhISERKcQbJB/tGWZuz8oNDD+cZjwWxj3K0i6B9yb5cDT+MKEJ2Hcr0XLPRDzK8XcBAFDxIik5hSlwumPxZxMvlGi5V7hqdaT6d57aJ0jqhU1Vi1XTIOpPLERznwKVhPBccPwDY1A2y+QiCQnUU8FZ6BczNHHuZbiVlDsEJRubqjcPfCLjHKU6yKiWry2o1CrUblLUSAS1w5ubh25ydgarfm6h9VaS11dJvn5X3S7DwkJCQkJCYn26VHbvd27dyOTyfjd736HvANrlgEDBqBSqRxWddcDP/vZz/jvf/9LdnY2zz77LM8++ywajQaj0chzzz1HTk4OgYGB3HrrrVd7qhISEhK9xvPPP8/ly5cJDg7G29ublEnTqa8qxcfHB0EQePLJJzvupAc4d+4cFRUVHDx4gdqqCrYfvuA49ot5KaiUCvQGM8X1Ns6fP8/YsWP7ZF4/deyiUWFhk/jk5qYGIDIykPHj4cAB0TpJEGDt2v2kpMQxc6a4qFZUVNlYt6V9UGcYPnw4mzZtIqvQtd3d3fPmtvgXQKlUOF6PHjbUZduiCgNGsxl3d3eHnZ0ztFotoaGh6PV6LhfkkDTQdZSUSqliVspkh/VeV6KesgrzsQkCvr6+7VoUDhs2jMuXL1NsMjGgnYVFN6WSlP79OVlQgNVmIykkhFMFBYwICWFsZCRJ7VgKm202KhqjxoYNG9bp9yAhISHRKWRy0YquvpmlniETTmSCwg1ib4GyDPDwg2FL4OT7YDND2CjQeImP5vSfLD5AjB6yNIgRUmc/BQQoTQO/QVCZDaYa51MSa9L5GN1WKLVgEfsWBDhX4IvFWkehTGCU6RwqwYbazYdhIwaAzQgqK5xcBWoPiJ0PSg2EjYSQRCg4DaPua9G9V2AwY++8X3yLlQasFgsINrT9Armw4+s207GaTNgsFuRSzj6JawSVyrMLtRUoFO5YrfbvqxLxG2rtsKXVWofZXIlKJeXtlpCQkJCQ6Gl69MoyJycHlUrV6R2vnp6e1NQ4v5jvDAUFBSxYsMDx2tS44/bEiRMtFhl/8Ytf8MADD3R7HDseHh688cYb/OIXv2DNmjXs2LGD8PBw8vLyqKysxMPDgzfffBN3aceYhITEjxirVbyJ8/Lyorq6mr07NnPhwgUCAwMpLi7mr3/9K6+++mqvzkEQBNLS0tDpdNw5ezSfbGu5G1oml/HO2v2AGIUhRT71HXbLObuIBDBpUgLTpiXy6ae7mTQp3kmrpqU7u2jVncinESPECCt9SRlGkxmNuq2Q4+am4b5F8zl4+ixWq5UX3n6X51c8jNVq5fOt2xkc1Z+pY0Y57f+KXrS4S0xM7DA31JAhQ9Dr9WTkZbUrPkGT9d5Hz7/O3Eltc1K6IiM/C4ChQ4e2a1EYHx/Pxo0bKWwn8slOYmgo0TodZ4qKmD14MCsGDCApNLTDfE9FJhMCEBwcTEBAQKffg4SEhESnGfkgFKeKkUhVeU3l1ga4uFW0sQNRjLIaxedZeyC6nfOqIQuO/wcEa2PEVGNUk1wJcoWY68lFpFNz4Ul8LgfatydtgaUpMlZAjK4FOYLQOKI9x1XuAfFftbZJCNOGgNoTyjPhtk/EKDB1W4sygLLsK2LeKEEgZvIMMg/sdT4fuYI6QwXagH7Oj0tI9CGCYG2MfOr4eyWTKZDJPLFamzY+KZVaLBZDp8erqjqLv//E7k1WQkJCQkJCwiU9arsnCAIKhaJTORpsNhu1tbU/SKixWq0YDAbHo65OtFeyWCwtyhsaGjroqfOMHDmSDRs2sHDhQjQaDRkZGWg0GhYtWsTGjRtJSkrqsbEkJCQkrkVSUlIAuHjxIgUFBaSePkFISAheXuKu4uTk3s8XkJ+fT3V1NSqFHK27xlGeOCiU9/5wO0qF+PM2JCoYHx8f0tLSEIRu2uRIdAl7xFJVVQO1teLi34ED59m9+zTLls0kIqJJmFi6dBJTpw4nJUUUZwRBoLBQFK3sIlZXCA4OJiQkBJsgkF3kOvrp4OmzPPvmO5y7lMnS2Te2G+3UnCsFYp+d+YwPHSr2eSH3Sod1u2u9l5YjWi21l38KmkS5EpMJk4u8TRabjWN5eZzMzyezooKk4GCidLpOCU8AeqOxxVgSEhISPY6bD4SPgzon9nXqZhESdaVgj5jQhoj/ll+GvMNgNYliTto6qCsXxSehMTLC3Cw/5MAbQaEGX9c57GStn7fOSdUhTdclchkMCSwj0LOW2H5lqBVOztXNI7Cy98G5L6HgOJz5xKXwBFBVkC+GVgEllzIwubKDtVk5vfFLynM6/t2SkOgN6uqyyc7+H5cv/x+XL79BSckunIm/SqVvs1dyPD2HYrNVtajTFeEJQK2WRFcJCQkJCYneoEcjn4KCgsjJyaG0tLTDXa8nTpzAbDYzaNCgbo8XHh5Oenp6t9u35qOPPupUvcjISF555ZUeG1dCQkLiemLevHk8/vjjbN++nXPnxF259fX1FBQU8Lvf/Y4lS5b0+hzS0tIAUNoa+Pe64wBEheg4fUnPV7tP8tqvF3H4bBYnMvIY4uaDUqmksLCQkJCQXp/bTx0PDw+CgoIoKiqioKCSQYMCGT9+KHfffQNxceGMGzeEvLwywsP9kcvl7Nlzhv/8ZxuPPbaQqqoG6upMyOVyR+6orpKcnMyWLVvI1BcyOCLcaZ2UxARHjieAYTGDmJicxPMrHiYlMcFpG6vNxhV9oWOMjoiPFyO8LuRexmaztWtHrFKquhTxBI3Rf43ikz3XlStCQkIICQmhoKCAQpOJSCf5OE/p9bx54AAzG6/Lgry8+Nfhw6gUCkaFO/87Nie/UXzqC/FZQkLiJ4ypGiz1Ta+V7hAxAXL2N5Xpj4HfQFFoGrYUDNlw4r+AIEZNGbLEerXFYs6ngpNQW9JkvacNhoBGJ49BM8ErGBoqoficaMPXCgsqZNogFBpPCJgOChUUnhT7bw+5SrQGbMTXzYivm7Hzfwc7NkvT89oScWzdIPAT7WGD4oZSnnMFm8VEsL9AZaEcodVGhEifQbirPMmvyqKqqBC/SNeim4REb1FaugezuUlcbmhwnmuyubCkUGiRy9tf1lIqvdBqYzEYjjk97us7Ei+v2K5PWEJCQkJCQqJDejTyacyYMQB89dVX7dazWq28/vrryGQyxo8f35NTkJCQkJDoZbZs2cJrr73mEJ4ADAYD4eHhfRb9eeGCmN9p2sjBfPD0nTy6ZDJZBWLC4e2HLvDrf67hRIZoydPPR9wN3JObFSTapynvkxjFtG/fWT78cAe///37PP/8x+zde5ZPP93DwIGhTJkynJiYUMxmq6N+aGgoGo3GZf/tMXKkmDsqM7/AZR2lUsl9i+bzzCMP8swjD5KSmIBSqWTSyBEu7fT0pWUYzWa0Wi0xMTEdzmPw4MG4ublRVVdLTonruXSXIkMZJZUVKBSKTuVYGj16NAB5LqLBk0JDWTF+PNGNuaOidDpWjB/fbp4nOw1WKyVmc4txJCQkJHqF1lHMlnpRELI2O7cpNVB+CSpz4PK3YKzCET1hrmuqZzWB2gsCE5qO28xQlQsH/gH6E3BlN5z9DK7sgrj5EJzUZkpKuQxFTR6UpUPeAfAI6Fh4ahcZbW7TVd6uqyvUTc9Pvi/O+eT7omAGePj6MfKmGxgdeBn/qkO4q1sKTz4aP/p5hqJV+xDpG0NwbOeigSUkehqVStflNlZrFVVVJ5321a/fDfTv/xDBwbcgCK6s++TodFJeWAkJCYlrkbvuuovY2FgOHz58taci8QPo0cine+65hzVr1vDvf/+buLg4pk6d2qbOlStXePHFFzl27BhqtZo777yzJ6cgISEhIdFHJCcnU1lZSYXBQHlZGXl5edxxxx24ubmxcOHCXh3bLiTFRvhxw4hIbhwbh9liYdvBNHKKKhzW8I8umUxAYCg7Tudy4cIFp79LEj3PgAEDOHLkiENMslrFRb3Y2Ah27z5NaKgfen05O3eeYv/+VL777gzu7hoUCtGKtzuWe3bs4lNBWTm1DQ14OonyAVGAmjpmFBaLhYOnzzoEKFfYxazk5GQUCkWH81CpVMTHx3Ps2DHOXskgKiisG+/GNalXMgAxp1lnLIzHjh3Lxo0byXUhPinlckaFh9NgsXDT4MEAnbbcy2uMeho4cKCU70lCQqJ3UWvblhkabeLkKghKhIZyqMgUy4rPihZ6oaOg7CL4xUDQCLiyA6r1sPfPYsSTM7L2gKrx/GppEPNMVTvZTGBrlk/P0tBk49dd1Foxh1NtUVOUl7nKdf3gRDHiSdks15Vgg6KzkH8EvMMhJBm7wCYTxNxSdkxWI4JgQyaT4xEahMbb54fNX0Kim/j7T6K29pKLozLsn2F39/7U17eNQmyOWh2Aj89wKipOUFa2p8UxudwDm62+sT8bgmDDZCrHZCrFw2MAcnnbnKESPw3uuusujhw50mG9uLg4NmzY0OvzOXz4MHfffXebcnd3d0JCQhg3bhzLli3rVq7c7iAIAidPnmTXrl0cP36czMxMampq8PLyYujQoSxYsIBbbrmlU6lYJK4vmn83HnroIR5//HGn9Xbv3s0vf/lLwsLC2LVrV19OsVdxdW5Qq9X069eP5ORk7r77boYPH34VZnft06Pi06BBg3jiiSf429/+xsMPP8zAgQOpqhIvlJ944gkuXrxIRkaGo/5TTz1FaCd21EpISEhIXDvcfPPNzJ8/nw0bNhAaGkr/yEiqKiuxWCzMnz+fWbNm9er4NpvN8VsyKNQXs8XKnz/YzrvrDzjqLJg6nKHRwfzurhv4LlXPjtO5LX5/JHoX+w1QQYEoPikac3Clp+cCoNeXAxAa6gfAHXdMZfLkBL766niL9t3B39+f6OhoMjMzuaIvJD46qk0di8XC/hOnHK9fePtdnl/xMJNGus5XdLlRfLKLW50hOTmZY8eOcSYznVvGTet0u85wOjPdMUZnGDVqFAqFgkqrlUqLBR8XQltqYSFfN35XlAoFyWFhnNLr2xWichoFrbFjpZ3DEhISvYxCBW7+0NBozSVXNtnO2cxQmSXmfLIj2ERByNIAxkrI/R5UHk0CkSvhCaCuBAbOFEUqdz+xTa3rfIIAyJTg4SJ3jEzRuHbegThlqm5pq+cKtZcYZZWzXxTK5CoYPFfMbVVTCBe3ON5Hdpk7xYVRBPopsCgUQB3IZGi0Wuqrq7lQeorIuBH4JUV2PK6ERC9gNhuorj7v8rhcrsbNLRiNJgg/vwnk5n6CyeQ6wrC29iIlJXuorDzR5phWG0NV1WnHa4PheKMln4CHRzShoQt+yFuR+BFgt6x2xQ/ZKNddml/zFxcXk5WVRWZmJuvWrWPlypVMnDix1+dw6NAhli1b5ngdERFBWFgY+fn5fP/993z//fds2bKFN998E7Va7bojieuajz76iLvvvrtPNh2GhIQwYMCATm227AtanxsMBgN5eXls2rSJLVu28Oc//5nFixdfxRlem/So+ARw33334evryyuvvMKlS027VrZs2eJI9u7t7c0f//hHFixY0NPDS0hISEj0Mtu3b3fs9NLr9ZSVlWGxWFCr1WzYsIHt27f3auRTXl4edXV1qJVyIgK0rPvuDP9aK+Z6mDU2jsXTR3AyPZd31u4naXA4wwaJCynp6ekIgiDtxOoD7OJRUZG4AWXatEReffUX1Neb2LHjJNOmJXLlSiEmk7hgKJfLUakUFBWJYtUPvaEbOXIkmZmZZOYXOBWfDp4+ywtvvwvA0tk3Oqz3XGG2WMgtFhc4Ro0a1el5jBo1infffZczVzKw2mwoOhFF1BkEQeB0pmg92VkxzNPTk6SkJI4fP052QwPDtS2jByw2G8fz8rAJAjNjYvjm4kUul4mLu28dPMiK8eOd5n6yCYIjmmrChAk/5G1JSEhIdI7kZWJEj09/CBwG+/8KDQbxWHPhyY6mlWVdc+u91rjpRBGnrnFR22oWc0pFThCFq3aRQdLd4B0q5o2qKWx5uHVEVLN8T92itUhlM0PugTYCmdkqJy87B4C8AgtKt8YFHEEgZOhwso8dwuomRzt0ADJFj7ryS0h0CkGwkJf3OVar6++mu3sEISHzHK/Dwpai16/FbDagUvlgNLaNSnQmPCkUHqhU/mg0QRiNRSgUXhgMRx3HjUYn5xCJnxyLFy9mxYoVV3saLfjss89avL506RKPPfYYGRkZ/O53v2PHjh14eHj06hwEQSA8PJx77rmHm2++Gf9Gu26A9evX86c//Yk9e/bwxhtv8OSTT/bqXCSuDgqFgrq6Ov71r3/x9NNP9/p4f/vb33p9jK7g7NxQUVHBs88+y/bt23nxxReZMWMGvr6+V2eC1yi9cnW5aNEi9uzZwyuvvMKtt97KlClTmDBhAgsXLuTFF19k165dkvAkISEhcZ0yffp0xwJ8cHAwPj6iPYvJZOKxxx5j7ty5vTq+Pd/TgGAfFAo5JxujafoH6egf6ofJbOGdRjHqaFo2Yf4eKOUyKisrKSwsdNmvRM9hF4/Ky2tpaBAX1xQKBWq1kr17z/L++9v58MMdKJXiZUh8vFjfbtP3Q60jHHmfCpz/f48eNpSls29k8cwbWL3tW4eN3r7jJ7FYLG3q5xaVYLHaCAgIIDKy87vCY2Nj0Wq11DbUcSm/fXuYrpBTXEB5dSVqtZqEBNeiWWvseTZz6uvbHDul1/P2oUP86/BhYgICmBMby7aMDCxWK3NiY4kPDnbaZ5HJhFEQ8PLy6lTuKQkJCYkfjEcAxMwRhSeA8HFt66g8xX99+os5kGpLICAOBt8MYWNFO73+k2H4XRAxEZTuYmTS4Dkw/HYxt1P4OMjaDdnfwbkvIWI8+EY5n5MuGsauAP/GnIAxN4kilsK59atLZB3burZLM+Gp2qii3qxAIbehVjT9tgWEBxMQHcPAidMIi08i5e4HGbX0LjRarx82toREN7HZrO0ITzLc3ELx95/UolShUBMRcRvR0b/EaOwgIrEZVmsdZWW7MBqLG19XI3N87+T4+6dQXZ2OxVLbjXciYcdYKZC13UbGahuX1tkoPik4NqNL9AyDBg3ipZdeAqCsrIwDBw500OKHM3z4cLZt28bdd9/dQngCWLBgAY8++igAX331FTabqzxrP20aGoqorDxNRcVxqqrOYm7PVvcaZN48cRPA559/Tn5+/lWezbWBTqfjpZdeQi6XU19fz4kTbTc+/NTp8cgnOx4eHixYsEASmSQkJCR+ZPz5z3/m2LFjANTX11NZWYmHhwd1deJN4+bNm5k7dy4qVe/4pdvFp5hQXwCS4yIAyC6q4N11BxgQ0nQh/M6a/aTED6B/kDeXCypJS0tr10JBomfw8fHB19cXg8FASUk1aWlZPPnke0ycKC4U5uaWEBHRj1/+ci7JyTFMnpxAfb2JqioxgqYrAo8zEhMTkcvllFVWUVlTi4/Ws8Xxo+fOs3rbtzzzyIMMj32YlMQEDp4+y7NvvuPUfs8uYiUnJ3cpck6hUDBq1Cj27NnDiUvniY0Y8IPel52Tl0VbmqSkJDQaTafbTZw4kTfffJMCkwmjzYamWSRWUmgoj4wbh0wmIzksjOSwMAb6+2MTBLampzPQ399p5FN2Y9RTSkpKuzmzJCQkJHqN/pMAmRhppHIXI53CU8BUBcZqOC5GumKuhaR7xOdDFjS1DxwKMbPFyCRFo01Q/M+g9ALkHRJf28xiv8Pvgr0vtp2DIQfOfAKxt4gClP9gmPqsaNl39O3OvQ+fSBhxL1XfvEpakQ8KmcDQoFI8VG03RXREbqUXOQYfZAjEB5UQ6FlLXpW4Wags8xJBEUEEDb4RAFkPReVKSHQXhUKDVjuEmpo0J0cFAgNnoVbrXLb38hpCdfU5xLxQMhzJX9ulMQeaTEVQ0BzM5nI8PQei16/FYqlCqfSmf/97mwlTEp2h8opA+ucCuXuEFunwQMArAgbOkzFwvgy56sfjRLF27Vr+8Ic/MGbMGD744AP+97//sWHDBnJyclAqlXz88cfMnz8frVbL/v37XdqH/fnPf+ajjz5i0aJFvPzyy50aOyEhAU9PT2pra7ly5YqjPDY2FoCdO3ei1+v5z3/+w5kzZzAYDKxcuZIbbrgBEDePfvnll2zZsoVLly5RV1dHUFAQU6ZM4aGHHiIoKKjFeFqtk7yLzZg8eTL//Oc/MRgMlJeXS7lgm1FdfR6D4RRGY+vNkTI8PAag043E3T3iqsytK8THx1NTU8O3337LypUrO/1Zzc3NZfv27ezdu5fc3FxKSkpwd3cnJiaGhQsXsnjxYuROrkfsuZY+/PBDh8X7nXfeybFjx3j22We54447nI6Xn5/PjBkzUCgU7Nu3Dz8/P8exrn7uO4NWq8Xb2xuDwYDZ/AMj23+ESFeaEhISEhJdwu43PXr0aCorxUgVLy8vhgwZQnJyMosWLWLz5s29Nn5amnhjGhPmC8C8SQk8vEj0uI4K8eNKQRkjBoez8re38sHTdzJr3BCHUGVvK9H7RESIF8+i9Z54g79//znH8dzcEg4ebPL2t1v0+fv7d3hj0xFeXl7ExIi7z7MK2+6GTUlM4PkVDzMxOYlJI0egVCodZc7s97KaiU9dZfTo0QCcuHSug5pgtpjZvG8nZou5xfPWnLgo/t3GjBnTpbmEhYURFRWFAA6rPDtKuZyR4eHIG8U1pVzOqPBwksPCWDF+PElOcnQKgkBWYxRVX/jMS0hISDhFJoeoyRC/VBR/oqaAUi1GSLn7NQlKnoGu+5ArmurZCYgTI5hCRsLQRv9+lZsY0dQawQL1ZXBqFRz8J1QXwP5X4Og7gBxUWjE/Fe0suDZUgtKNgvoALDYFRquSkppGCyVF5zcaAFQ1iPUFZFSb1AR71eGhMgMCZpuCvOxSDPm5XepTQqI3CQq6ETe3MKfHcnM/xGgsaaftLKKiHiAkZCGdE57Ax2ckwcHziIy8C612IDrdaBQKdywW8XrUYqnC1lI9kegA/QGBnQ/byP6mtfAkUp0Lp94S2Ps7G+baH18UlCAIPProo/ztb3+jtraWgQMHotVqiYuLY/jw4dTU1LBt2zanbU0mE5s2bQJgyZIlXR4XcLpBbuvWrdxzzz2cPHmSsLCwFpswy8rKuP3223nhhRc4efIkWq2W6OhoSkpK+OSTT5g/f36X750bmt1fuLl1MfL3R4og2Cgq2kZR0TYnwhOAQF1dJvn5X2EwXB8RM7/5zW+Qy+Vs2LCBzMzMTrX517/+xauvvsqZM2dQqVTExcXh5eXFiRMnePrpp3nsscc6HR1pj77auHGjyzqbNm1CEAQmTpzYQnjqjc89iOKawWAAIDo6usvtf+xI4pOEhISERJdYsmQJa9eudVzgKpVKvL29SUtLQ6FQsHbt2l6z3jObzaSnpwMwOEzcAalSKhg9VLRpyyoo56ZxQzmZkceF7CLsly/2uufPu05kLNGz2KOXioqqmDQpgYiIpgTsEycO4+67b8BqtfH44/9m796zFBeLeSvsotUPJSkpCYBsJ+KTUql0iE4Wi4V9x08COMqaY7ZYySsW/f8TExO7PA/7Dq303CvU1Le1cGkuMm3Zv4u7nv0NW/bvYvvBvdz17G/YfnBvi/oNJhNnszJa9N0VJk0SbWuyWolPIFrvvXngAKf0ekDMA3VKrycpNBSlk51oBouFKqsVlUrFuHFObK8kJCQkrjZuPjBmuRjJlHh319v3nwzDlohCFoAgQNIyCB0Fw5aCl5PF8rpSOPx/YKpB3HxhA3MN2CxAOwsrkZMgcwc6RSmibCTg42YE5DDqQYh3vrvXGWE+1agVFrQaM/0869AorYwILcLXzShWkMlQ93JuEAmJriCTKQkLW0pQ0Bz8/ScjkzWJvIJgddjkuaK6OoOioq0djKJEowkhJGQR/fpNQasdhErl6ziqULjj7z8Jtdoff/9JKBTXRoL764HSswIHn7NhNXZct+QUHHjWhs364xKgTpw4wenTp/nkk0/YuXMna9ascYhNS5cuBWDNmjVO2+7cuRODwcCAAQM6nc8V4MyZMw73EWc5c19//XUeeughDhw4wJo1a9i9e7fjXuCxxx4jNTWVSZMm8c0337Br1y42btzIoUOHWLp0KRUVFfzqV7/qUhTHli1bAIiLi/vBmwl/LJSW7qa6ujNrEAKlpXuoqup4w+LVZtCgQdxyyy1YrVbeeOONTrWZOXMmn332GSdOnOCbb77hq6++YteuXXz99deMGDGCbdu2OT4/HXHTTTehVqs5efIkubnON9LYxVy7UGWnpz/3BoOB77//3mE5eeONNzo2wUo00W1/lD/84Q89MgGZTObwKZWQkJCQuD5oaGggLy8PAE9PzxZC1MKFC3tt3EuXLmEymdC6qQjzF63UzBYxgfeDC8fz7roDRIT48uiSyaz8Sly0f//pOxk5VLQ7u3DhAhaLRbIH6wPCGy3aSkqqOXDgPLm5JYSHBzBxYjwJCVE89dQq/vKXZSxbNpPx44eya5dop9hT4lNiYiJffPEF2YXtL1a0Z7cHkF9SitVmw8/Pz/GeukJwcDBRUVFkZWVx6vIFJsa3vKG0i0wfPPN3jl9IbSyVMStlMh89/zqzUia3qJ+alYHZYiEwMNDpTWZHTJw4kY8++ojchgasgoCi2S7JpNBQVowfT3xwMMfy8rDabLx96BArxo9v13IvOTm51xMcS0i05sSJE5w9exabzUZMTAzjxo3r8Nz+0ksvUVNTI917/NTw7Cc+fihFZyH1C1BrYditcPZTMLvKU9MBchUEDRfbG64AMsg/AnXFBGrBS2NELgON0irmqGowgKFzu4sBfN2M9PerpbJOidGiQK0Qo0FiA8oorvXEs18Inif+IY4bNx/Cu76ZQUKip5HJZHh5xQHg7Z2AwXCUqqpzKBTuuLu7vgYrLNxCTU16J0aw4OubjKdnlMsaOt1odLrRXZy5xKm3bNi64DRVfBzy90HE1F6b0g9i5cqVrFy50uXxP/zhDyxbtqxFmdVq5bnnnnPkRoam6J85c+bw0ksvcfToUbKzs9vkt7WLUl2Jerp06RJPPfUUAH5+fo7crs2ZNGkSv/nNb1qUaTQavvvuOw4fPkx0dDQrV65sEaXk4eHB888/z/nz50lNTeWbb77h5ptv7nA+qampfP755wA8+OCDnX4fP2aMxlIqK093qU1p6XdotbHI5df2esWKFSvYunUr27dv5/z58wwdOrTd+lOmTHFaPmDAAP76178yc+ZM1q9f36lNzN7e3kydOpVvvvmGDRs2sHz58hbHz58/z6VLl/D09GTGjBmO8p743Ls6N3h7e/Pb3/6We++9t8P5/xTp9qd53bp1yGQyp2Fxnc2HIAiCJD5JSEhIXGds3ry5hbeuv78/Pj4+DB8+nJkzZ/bq2GfPngUgLkKHTCbDbLHywn+38dZXex3We++uO8B7f7idm1KG8vXB88iAMH8tWjcVNQ1GLl68yJAhQ3p1nhItxac77xzH3XffwIcf7kCvL8MeRPPttyfYs+cMw4cPoLi4BhCt4XqChATRPq+kwkCDyYSbWu20nt1ub/Swoew7fpKUxIQWC9i5xSWO/rqS76k5Y8eOJSsri+MXz7URn+wik8VqZeXqVfz6tvu4eeI0VEoVcyfNaNPX8YvnHH12Zz5DhgzBz8+P8vJyCoxGwptddNut9o7l5fHmgQM8mpLSQoxqHQFlF5+6YrmXk5PDkSNHOrRVsFgsnDhxguTkZEeE2qFDh7h8+TIDBw7slNAgl8sZN25cj32mJK4NysvL+dWvfsXx48dblEdERPCnP/3JsaPXGVu3bqWsrEy69/gJc3jdak5t30zM2AlMv/ehrjXOPyLmhTJWis+7Kzwp1OAfCxovMZeUpTES1VLvqOIeO1WMsvIOB6sJTn/kvC+ZQpxTK+rNSi6WiDmeKhrcGNO/DKwmlAqBUO8aMF5srCnAhfVQXwEDpoGya/Z+EhK9hUKhwc9vPDU1FzGZStHr1xAZeU+bHExWq5GamkvNSlSoVD6YzaVO+zUYjuPlFduLM//pUX5BoKIz2l8rLm+wETH12sypFRIS0m6eYGc5YbRaLTfeeKPT+p6entx88818+eWXrFmzhscff9xxrKioiAMHDqBUKlmwYIHLMW+//XbH85KSEvLz87HZbLi5ufHKK6843QjmalPo9u3bATEqxJk9nlwuZ9q0aaSmpnLo0KEOxafS0lJWrFiBxWLhxhtv7JRY9VOgqqprwhOAzdZATU063t7DemFGPUdERASLFy/m888/55///Cfvvfdeh22qqqrYunUrJ0+epKSkhIaGhhb3hF2xu5s3bx7ffPMNmzZtaiM+2e34Zs2a1eLz3ROf+9bnhvr6evLz86mqqmL16tXExMQwbdq0Tr+PnwrdFp8WLFjgctFj586dVFVVodFoiI+Pd5yYi4qKOHfuHA0NDfj4+DB9+vTuDi8hISEhcZWYO3cun376KS+99BKpqak0NDSg1+vJz89n2bJlrF69GpXKST6EHuDMmTMADI30B2D7oTTeaoxwGjYghOVLJjM0OoQT6bl8ffA8y5dMZs6EYcjlMoZE+nE0o4jTp09L4lMfYF/wLyurwWKxkpMjRiDt3SsKiNOmJbJ792mWLZvJ5MkJvP76twCEOskt1B10Oh2hoaHo9XryiksYFO5cgLBb8O07ftJpBJRdfBo2rPs3AGPHjuWLL77gxKXzjo03duwik9lidkQ6qZSuvz/2fE/dtbmTy+WMHz+ezZs3k93Q0EJ8AtFqz2qz8WhKCslhYSjlcocY1TwCqt5qpcgkGvo722npij/+8Y9kZWV1WK+0tJT09HR0Oh3R0dFcuXKF8vJyx/FvvvkGf3//DvsZMmRIp26GJK4PrFYrDz30EKmpqW0EzJycHB566CEeeeSRNjehEhIAFrOZ/V98BILAyW2bSJ4zH9+g4M53EBgP5ZdFgSZsNFTlQX05KN2aBKSOUHuBqRqKzzYWOLmfVmlB7Q3hjXn9sr5z3Z82WIxaytoH9U05cWQIiBZ/MuQqNwyRS3DP3orGZhCtAqvzW/aT/Z1oF5j48869DwmJPsBmM2I2VwBgNhuoq8vFYqlEqx2MQuGOzWYiN/djQBRgFQpP1Gp/TKYyl31aLJWUlx/G1zcJuVwSW3uCrK+7Z59XcgpqCwQ8Q7q3uas3Wbx4MStWrOhSm6ioKBQK12La0qVL+fLLL1m/fj2//vWvHXXXrl2L1WplxowZBAQEuGx/4kRTPiA3Nzf69+/P2LFjWbZsGQMGDHDaZuDAgU7L7Tb2GzduZO/evU7rlJWJ36PCQmd5ipqorq7mgQceQK/XM2zYMF555ZV26/9UEAQbVVXdyzddVXXumhefAB555BHWr1/P3r17OXbsWIuov9YcPnyYX//611RUVLisY8+Z1BmmTJmCj48PWVlZnDlzhuHDhwNgs9kc9n2tLfd64nPv7Nxgs9nYuHEjTz31FI8++ijvvfceEyZM6PR7+SnQbfHJ1Qnlt7/9LdXV1Tz00EM88MADbXw+a2pqeO+993j33XcxmUz84x//6O4UJCQkJCSuAiqVittvv51hw4YxdepUPDw80Ol0BAUFsX79ejZv3twr1nuCIHDq1CkAhkaKSSOnjxrMrLFD2H44jTOZ+by77gA3jBnMjiNiThyLrSnp8LBm4tNtt93W4/OTaElwsLigV1XVwNtvb2LPnjNMnBiPXC5j1qyRzJgxggMHzjN5cgIqlYLycjEfUk+JTyAKD3q9nvySMof4ZLFYOHj6bJsIJ3sEVEpiQos+8kvEnbMdWQm0R2JiIhqNhrIqA9lFeqKC2wphriKdmlNYUUp+WREKhaJLfvCtmTBhAps3byanoYHxrcSwU3q9w2rPHuVkt+NLavZ/k9sY9RQTE+N096czqqqqHMLT8CHJOF10beRS5kXS09OpqKjg4sVLVFVVolZrMJmM+Pv1Y+K4qaiUzqPZAGw2K6npp8jIyMBoNKLRSAtMPwY2btzI2bNnUSqV/OpXv2LJkiVoNBqOHDnCG2+8wYULF3jrrbeora3l//2//3e1pytxjaFUqQgaMJCizEt49wvC09e3ax2Ej4WAODFySeUOox6C7/8uCk8qTzDXAjKQyUCwOe9D7vq85cBcAxfWgcpNtOYLHwf5R6HeyYJ6dT6kb6K135WbysrQwDIMXsnUNsC5PXtRyD0YEVKNpq4UhiyBtK9a9lXTNkeihMTVRKFwR6cbR3X1eTw9oyko2ABYqa6+QHj4zzCbq7BYKhtry9Bq46msPNxun1ZrPeXl31NefojQ0IV4eET2+vv4sVNb1P3cTbVF4Ok6wOi6oiML6uHDhxMbG0t6ejr79+932JCtW7cO6Nhyz75w3hXc3Z3nLauuFnPtZmZ2bOfa4CRPrJ3a2lp+8YtfcP78eWJiYvjvf/8r5XpqxGptQBBM3WprsVT18Gx6h6CgIO644w7ef/99Xn/9dT7++GOn9WpqahzC00033cRdd91FdHQ0Xl5eKJVKbDYbQ4YMwWKxdHpstVrN7Nmz+eKLL9i4caNDfDp06BDFxcUEBwe3yY/cU5/71sjlchYsWEBaWhqrVq3iH//4hyQ+taJHTSRXr17N1q1bWb58uSPZVmu0Wi2PPfYYarWalStXMm7cOG699daenIaEhISERC9jNpt59913qaiooKKigpiYGAYPHsynn37aKZ/e7nDlyhUMBgNqpYLBYb4AfH3wPNsPizuKjpzNBnAITwD/Wruf8QkDmDsxnoQocSfZyZMnsVqt7e5Mk/jheHl54enpSW1tLYsWTUIulxMdHcwzz3zInDljUCoVWK1Wdu8+zaRJ8VRWinZD7VlcdJXY2Fh27tyJvrRpwc5ZjidXglRNfT1VtXXIZDIGDx7c7XloNBpGjBjBoUOHOHHpnFPxqTPYo57i4+N/0I3dqFGjUKvVVJtMGCwWdM0iFeODg5kTG0t8cFM0gN2Orzk5RjGjdFeinq5cuQKAzsePOxfe325di8XMhFGT2fHddvYf3kNYSCT5BTkAlJWX0D84mmmTXNt8CoLAi6//ntr6GrKysoiNlSx2fgxs2bIFmUzGfffd1yKfwLRp05g8eTIvvvgin3/+OatWrcJqtfLHP/7xKs5W4lpk6bMvo8+4QNCAgag0bS1XOsTNp+m5ub5J9HFY5gmiXV5rNN5gMUFDmWiV5xcjRkC1jkBqzpXvIG2dmB8qaipkbHJezz4HuRIS7oCGSsjZhy44Et3QORxdLS4GWW1y6s1KNNGjIGwkmKsh/zjUN9qTDZjayT+ChETf4e8/Hn//8dTX51NZeQoQF2br6rKRy93RamOpq7uCr+/IVhGxSjw8+lNXlwWATKZCJhOw2YyNx63o9V/h7j6A0ND5yGRyJLpJ97WnH9b2OmTp0qW8+OKLrFmzhilTpjhyQPXr14/Jkyd33EEPYRfK3njjDWbPnt2tPurr63nooYc4deoUUVFRfPDBB+h0up6c5nXOT+OL8eCDD7J69WqOHj3Kvn37nNb57rvvqKioYPjw4bz22mvI5S3Pt12JeGrOvHnz+OKLL9i6dSu///3vUSqVDsu9uXPnthmnJz737ZGcnMyqVatIS0vDZDKhdmH7/1OkR39hv/rqK+RyOffcc0+Hde+55x7kcjlffvllT05BQkJCQqKXMZvNPP3007z11lt4enoSHR2NXq9ny5YtrF69utfGtef3GBqpQ6UUhaPjF3IB6OfjwalL+fh7t9xxNmvsEKaPEkWDgSE+eGiU1NTUcPHiRSR6F5lM5oh+qq+38NhjC8nIyAPgzJkrrFy5kSef/A9PPvkeX38t/t+6ubnh7e3dY3OIixOTVheUNdm1OYtwsgtSB0+fbdG+sLFdeHh4h7sZO2LMGNE+6cSl806Pmy1mNu/bidniOlvziUvnWvTVXdzd3UlKSgKaIpjspBYWsjU9ndR2LDZsgkBeY7uUlJROj5ubK35fA/w6jpRSKlXcMOUm/vzHV7lj8TLyC3JYOv/npIwU80tZrW1znDRHJpPRzz8QgLy8vE7PUeLa5sKFCwBO7zUUCgXPPfccv/3tbxEEgY8++oi//OUvfT1FiWsctZs7UcNH4O7VA7812iCImQN+g6BffPt1jdVgbTzfClYouwA1Ba0qyUShyU6NXoyqMlW7Fp5kCvAdIEZeDZoF/YZAxDiY8CTW2EUgV9B/5DjUHp74R0XjPet3MLhxk1DUVJjwWxj1Sxj3awjtfkSthERvUVV1jpKSPSiVXuh0Y3FzC8fNLRS9fg15eZ/g45NIdPRy/PxS8PNLQa3u19jSgkwmZ9CgXzNo0K8ZOPARZLK2C4H19Vcc1n4S3cPNv/u2ee4dOyj/qLDnmtm1axfl5eWsWbMGEHMzdZTLtCeJiYkBICMjo4OazjEajTzyyCMcPXqUsLAwVq1aRb9+/Tpu+BNCoXBrk6Ou822vn+gxnU7HvffeC8A///lPp3l97fdiI0eObCMIAQ53m64ycuRIwsPDKSsr4/vvv6ehoYFvvvkGgPnz57ep/0M/9x1ha3TdsdlsVFVdH9FrfUWPnt0yMzPRarWd2o1rr9eZcDcJCYkfB9XV1bzzzjuOcNeuYLVauXjxIjExMS4jVnx9fXn44Yd/8CKxRPts3ryZv/3tb0RHR5OZmUlxcTG1tbWEhISwfv161q9f3ysRrXbxKSm66cJ2ZGwEACWVYtLvsirx3wAfD0or69h+OI1dxzKYOzEehUJOQlQAh9MLOXr0qEOYkOg9AgMDuXz5ssNSb8gQu7WJjVWrvuHuu28gIWEAYWFB7NhxmcDAQJf5JLtDdHQ0ABXVNRjNZjQqFUqlkpTEhBaRTnZBavSwoew7ftJRXlRuAFz7pXcFu2B0LvsSRrMJjarlAsj2g3u569nf8NHzrzu137NarZzJTG/R1w9h3LhxHDlyhFyjkeFeXo7ypNBQHhk3DpsgYLHZHNZ7zSk2mTAJAt7e3l3Kn1ZcLOb90vn4dbqNUqniwbsfJS5mGGazkdx8McJRaMeyz47Ox5+svEzHuBLXPwaDAU9Pz3bzfT3wwANoNBpeeuklPv74Y2QymRQBJdF79J8kWvBlbOmgoiBGJtmaWcq0seYT2tjntcuAGTDwhrYj2Wyc/2YLhvwcAmPiiJk8g8AYMfrTZrViqq9D7d7sWtm3f+fHlJDoQ+rrcykuFhPEG41FhIf/DID8/DWNNQSMxmLc3cXobPEasun6oLb2cov+1Gpf6utb3ocqFF4oFJ6O11arkYqKQ8jlanS6Md1ePP4p0X+mrFt5n3Rx4BV57eV76k28vb2ZOXMmGzdu5NNPP2X7dvHzvXjx4j6dx+zZs9m4cSNfffUV9957L17N7gU6wmw2s2LFCg4cOEBQUBD/+9//etS54seCTKZAq42lutr5xsP28Pa+vvJTL1u2jI8//phz587x7bfftjnu1phjuKSkpM0xQRB4//33uzWuTCbjlltu4Z133mHjxo3U1tZSW1vLkCFDnLqW/JDPfWewr1dptVopCrAVPRr5ZLPZqK6u7lTInMFgoLq62qEMSkhI/PhZvXo1GzduZPfu3e0+du7cyVdffcXOnTsdZevWreOrr75i3bp1LtutW7fO4Zks0XvMmjWLBQsWkJmZiZ+fHzExMXh6ev6gHDQdYTabHT/mic3Ep3mTE3hwgeinmxDdZBNWWllHUkwY7/zuZ8wa13TxZheujh492mtzlWgiMFCMPDEYRFHQLhwPGxbFa689xH33zWLr1iMUFxsAenzHnK+vr2ORurjC4Ch3Fel06EzLcnsbu4j1Q+jfvz+BgYGYLRbOZ19qc3xWymQ+ev51ZqU4t9zIyM+mztiAl5fXD7IAtGP3wC4wGlvkRlPK5Sjkct46eJBTer3TtnmNlnujR4/ukn2lPcGsl2fnIw4sFjPfHxEtHF78x9McPCY+l8k6XuTw9PRqMa7E9Y9arcZk6tg//+677+bpp592REC9/PLLfTA7iZ8ktcVwfo0YoeQMhUaMTkIOQxaCe+fF93aRKVza5DXUVGPIF21Kiy9ewNaYQ8FibODkus85+ukHZB050DPzkJDoRVruoG967ueXgkrlh7t7JF5eLXNyurs35XBSKDwQBMHxMJns1wMqAgNnI5e7YbVWk5v7MXV14nemvHw/BsNxyssPOmz+JNonMEmGdzc07EHzf1rCk52lS5cC8M4771BXV8eoUaOIiorq0zlMnz6dsWPHUlRUxLJlyzh/vqVAIggC586d46WXXuLMmTOOcqvVyhNPPMF3331Hv379+N///kdERESfzv16wscnscttZDJ1m/PatY5Wq3XYYW/YsKHN8dGjRwOwbds29uzZ4yivqanhqaeeavEZ6yrz5s0DYOfOnXz++ectylrT3c99R9hsNtasWcNnn30GiFFXUoqHlvRo5FNsbCynTp3irbfe4qmnnmq37ttvv43NZuuRBRQJCYlrH5vNxtdffw3AtP5jCfEMcFn3xOWz/PfgQe6ffjuJA4ZyOus8tuBwJoSNIDFqKAp52xN5bnUh+3KP8/XXX3PHHXf0aPSEREu2b9/O+vXrefzxx9m8eTNFRUXU1tayefNmnnjiCRYsWNDjY6amplJfX4+Ph5roYJ8Wx7ILRGu0yhpx4WfyiEHsPXmJUxfzScsqRKVMdtRNHiSKG2fOnKGurk6KkutlAgLE73l5eS1ff32UrVtF0U+tVjJ+/FBuvfVFcnNLKSqqRKcL6xW7hsjISMrKyiirrCIiUOy/tfWeXYx65pEHW5SXVopJrPv3/+G7wmUyGaNGjWLr1q2cunyBEYNa3lSolCpHxJPZYmbL/t2AwM0Tp6NSqjh1WcxtNnLkyB65mI2MjCQwMJDi4mIKTCYi3JpynySFhvJoSgpWm40Gi4XUwkKSQkMdUVB2yz37jURnqa8Xc6JoNJoO69pFJ5vVwp9e+R0v/v5vPPfky2zfvZWDx/YhCB2f4zVqcZy6urouzVPi2iUiIoKMjAwuX77cYUTiz3/+cwRB4C9/+QsffvhhH81Q4ieHXAkyuZMopkY0XlBfDgolZO4UnzvDK6z9/E+uxnY2pFaLV78gqkuK0EVGIW+0cqouKcZWU0+0biiC3ohgsSFTSnluJK5dPDwi6dfvBozGEnQ6cZObzWZGqdTSv/8yp2369ZuMTAYmUwVabQyZmSuRy9WEhCzEaq1trGVGoXDHZhOvZyyWKvT6dURF3Q8tIqul+8nOkvCQnO+ftkEn95brBkPE9Gv377tmzRoOHGhfpLcvNHeV0aNHM2DAAEcu1CVLlnSrnx+CTCbjjTfeYPny5Rw7doyFCxcSHBxMUFAQRqOR3NxcamvF78uMGU2ODF9//TXbtm0DxA1B7UWW/+lPf2Lo0OtLROlp3NxC0GoHU1PTeZs3P79xyOXXX66gO++8k1WrVlFUVNTm2NChQ5k7dy6bN2/moYceIjw8HB8fHzIzM2loaOCll17iD3/4Q7fGjY6OJj4+ntTUVA4fPoxcLneZg7y7n/vmtD431NfXk5eX53B3GjlyJI8//ni33suPmR4Vn26//XZOnjzJxx9/TE1NDY888kgbFTw3N5e3336b9evXI5PJuOOOO3pyChISEtcoqampFBYW4qbQsCR2JmqFymVdY7V4IzAsMAbqbfx3p3hh98/bnuGGAc6T29eZGziYf5qsrCwuXbrk8HOV6Hnmzp3L2rVrsVgsvPbaa8TExODr64vBYCA5ORmVyvX/bXc5ePAgACMGBSKXN92obPn+HNsPi4vyOY3RM2mZYg6Ffjotj90+rUU/IX6ehOg8KKio49ixY32a2PWniF18OnPmMt9+K16kTZ06HICVKzeSmysmOR84MJLycmu7VlrdJTw8nJMnT1JW2eS7rFQqmTRyhOP16GFDuW3OLMYNT8DNrUkYKW1s01M7+kaOHMnWrVs5cyW93XrbD+7l3hd+C+Cw4bO36akIw+ZiWL7R6BCfLDabI+Lp7UOHmBMby9b0dFaMH8+o8HBMNhslZtEWatSoUV0a09zYTuFiwbQ5ew/u4ZlXnuTZJ1/hL0+9xoQxk1AqVSgUCg4e24dS0fGCqVIhjmOxWDqoKXG9EB8fT0ZGBvv27euUHeZdd90F4BCgBEGQNqdI9CzufpC0DMovQdEZaDC0PF5fIQpTVpP43IGMFgnFuyo8xdzk8pBcriB+7kJMtbVotE2WMl6BQUT6x+Kj9AXAmlOGMlrK0SFxbePjM9zx3GKpJS/vEyyWGnS6Mfj7T6SkZDeVlafRamMICpqDTCYjIEC8vi8s3IwgmLFazdTWXiIwcBZVVWfRagfj7h6BVjuEmpq0xt5tWK31+PmlIJdrkMtV+PgktZmPzWZCJlNJvyWtCE2RMepxGcdfE1xq8XZ8omHiy3IU6mv3b1hQUEBBQeu8fD3H4sWL+fvf/46npyezZ8/utXHaQ6fT8eGHH7J582Y2bdrEuXPnOH/+PD4+PkRFRTF8+HBuvPHGFvcezaPP8/Pzyc93/dvVnVQLP0YCA2djs5moq8vqsK6v7yh0uq7dX10raDQaHnnkEZ599lmnx//6178SExPDunXryM/Pp6amhlGjRnH//feTkpLSbfEJxEij1NRUQMxHbHdfcUZ3PvfNaX1uUCqVeHt7M378eObMmcOiRYukqCcn9Kj4NG/ePA4ePMi6desceT9CQkIcORyKiooc/0mCILBgwQKX4XASEhI/LuzhtUlBce0KTwAzhkzgtdueQQYkR8YzLHQw5/QZWGyuE8x7qNxI6BfDyaI09uzZI4lPvYhKpWLhwoWYzWYSEhJwc3OjtFQUEXorUap9d8nomKAW5dZGuzCtu5qaevFiuKRS3K1SUlHD3z/ZxTP3z0alFC8AZDIZI2OC2HzkCgcPHpTEp17GLib5+Pjw859Px2YTkMtlPPnkfxgyRBR07rhjOr6+/Sgvz3OIVT1JeLiYB6C8yvUN0NFz5/l863aGDIx2iFINJhN1DcYWffxQkpPFKLzL+hxq6uvQujuPvJuVMpkPnvkHIDArZTIms5kLuWKOzJ60t0xOTmbr1q0UNNroAZzS63nzwAEeGTeOFePHM6Tx4j0+WLS1LDSZEIDQ0FCCg4OddesS+/nBJrg+l9uxNeZFkckEJoyZxPdH9jFhzCQmpUxziFEd9yGeH5wltpW4Phk/fjxr1qxhzZo1LFu2rFNtmgtQ0mKhRK/gHyM++k8WRSSVFrJ2i5Z8tc1zztnFJjmdDg/Q6MBYASpPQMBqk5GnSEJWqiQ81OKIamqNXK7AzaulxalSrcFv0ECsWWUAyNx6frOQhERv0tBQgMVSA0BNTQYqlT+VlScbX6fj7z8RlarJIcHDI7ox4kCBzWbE3T0Mb++hlJTsJDPz/1AovJDL3VCpfFCr/cnN/Qil0ovw8NuoqDjClSvv4O0dT0DAFCorz1JTk0F9fTZubqHodKORyZSADJOpFC+vochkKmy2OpTKns0jcr0w4GY5nqECaZ/YKD5BC30dQO0NA26SMeQuGSrPa/P3+KOPPupym0WLFrFo0aIutbHfO8+dOxd3d3eX9caOHUt6evub1pzR2TYKhYL58+czf/78TtXvznv9qSOXKwkJWYDBcJzKytNYLFVt6mg0Qfj6jsTL69rNSd2Z78Ztt93Gbbfd5vSYUqnkl7/8Jb/85S+dHnf1me3MuHfffTd33313h/XsdPVz39l5SLimx1cJX375ZYYMGcJbb71FZWUler0efaucAT4+Pjz88MPcc889PT28hITENYpdPBgR1LnkiadyzvHhgTVMjR3HOX3nwpRHBA3hZFEaBw4c4IEHHuj2XCU6xmw2s3nzZoKDgzl//jwVFRUOIcdsNvdo9FN+fj5ZWVnI5TKHbZ4duxW8XXhqzVtf7WXssP7MnRjvKBs9WBSfDhw4gM1mkxamexE/PzG3xZUreo4fP82yZTNZteobhg3rz7lz2QCMGDGQ1NTSFvV7ErtAUllT67JOaxu+5vW9vLx6zJ6xX79+hIeHk5eXR1ruZUYPTnBaT6VUsWDqTMfrs1cyMFss+Pv796ivelJSEgClZjMmmw21XE5SaCgrxo932Owdy8tja3o6A/39GRUe7hCqRowY0U7PzrHfXBubiV2ukDdGR8nlSr4/so+n/vI4dyxexoN3P8qU8dM7NZ7RJEbRSvaaPx6mAhKWxQABAABJREFUTp1KZGQktbW1HD16tNPWj3fddRdyuZwXX3xREqAkeg+1J/g3Wsobq1sJT81xIjypPMHc+Dul9gJTNfgNhIAhcGkbuPvDyPvJO36EvLOngWyo1hM5ZWGXpqiMDUGmdUOmVKAI8em4gYTENYS7ezhqtT8mUxla7VCKi7c7jqlUfiiV2hb1vb2HYrU2UFa2h8rKk1RWnsTLazjV1WIuD6tV3JhkNJodbSyWaqqrM6isPA2AwXCcurocTKYSR52GBj0FBS3zmlRXZ2A0FgI23N0jCQvreyu1a4HAETICRyiozhXI3ydgrAS5Crz7Q/gU2TUd7dRXGI1GR16cq2G5J9H3yGRydLrR+PqOoq7uCg0NBQiCBblcjYdHFG5uIVd7ihISvUqvbFG/++67ue2229i/fz+pqamUlYm7q/z9/YmPj2fChAmd8vuXkJD4caDX68nLy0MhkzM0wLVNTp2pgbd2/Q+rzcaHB9YAEOYTTHxYLKn56U5zPTUnPkCMdrp48SLl5eW9spAtIbJ582YWLVpEcnIyHh4ehIaGctNNN7F06VLWrl3LwoVdWwxpj/379wMQH+mP1r2l/7Gq0XrLy11NtRMB6oEF45k1rqXgmRDlj7taSVlZGWlpaQwbNqzH5irREvt30M3Nk1df/QVWq41XXrmfU6cuc+5cNpMmxTNpUjwHD4re4TqdrsfnEBQkRssZGv2bLRYLB0+fJSUxwRGJ09qGD5rEp/bC9rtDYmIieXl5pF656FJ8ak1q1kVH255cOA8ODiYkJISCggKKTSbC3dxQyuWMCg/HYrNxLC+P+OBghxgFYuQTNAlXXcHLS9wJXFtf02HdySlT+ctTrzE2OYUDR/dz+8K7+XTNKkwmE4XFep5+/EW02vZ3FtfVi/+H3t7e7daTuH7w9PTkm2++6VbbO++8kzvvvLOHZyQh4QJVa9Fb1vhwEfE08hdQWyruqkltzCNSflkss1mgKkd83dy6z5Dd5WnJ5DKUET/+62Or1Ubm6QKM9Wb8gr2wmK0Y68yEDfLHw9ut4w4krkkEwYZONw43txAUCncqK49jsxmRydSEhf0MmaztvWJ5+fctXldXn8HdvT/19dnY7S9lMgXu7pEYjWKukrq6HJRKHyyWSkDeQngSaRu9aDQWYA/1qa/PobLyDN7eQxujo356eEXIiLtDEpqc8d5771FRUUFiYiLDhw/vuIHEjwaZTIanZzSentFXeyoSEn1Kr/0SqtVqpk+fzvTpndud2pxTp05hNpu7nMhaQkLi2uT0aXHnWJRPGG5K18LzO7s/4oP9qwH4+biFqBQqhobF8MmR9dw/6TZmDJnQ7jheGk/CvILIry7i9OnTTJs2rd36Et3HnvfpxRdf5OLFi8TExDBr1ixiY2NdJnjsLvv27QNgbFxbi68bx8axfMlkqmrq+XDbUUd5gI8npZW1bD+Yxh/vmYmPtsnOQKVUMDImkP3n9Ozbt08Sn3oRX1/fxmcyLBYbf/jD+9x99w18/vkeAPbtS+XAgfNUN+Z56w3B2G7lV1NXjyAIHDx9lmfffIfnVzzcRnBqTnV9PSBGK/Ukw4cPZ8uWLaTlXO50G3vdxMTEHp0LiDl0CgoKKGoUn+zY7ffmxMayOCEBpVyOVRAoaRSf4uPjXXXpEvvfsrLa0GFdpVLFlPHT+e7ALp555Ule+P2r3LF4GZ+uWQXAX/75DC//6Z/t9mGoMrQYV0JCQqLPiL4BStOaFQi08aACUGgg9hbQBosPgOIzUJwKXqHiQ39MFLO8Qgkf2Q/K0pHZzITH/LQTuTsj+3wRpflVyBUy6qvF36uq0jrH8dK8SuInRuHlJ0XEXm8IgpW8vE+xWKpQqXyIjLyXsLBbqa29jKfnQJRK59ZlMpkSQWiKbFKpfAgKuhmTqYTa2itUVh5DEEyYTOWOOvX1V1A25kZzLhg7K2v5/S4p2UFp6XfI5WpCQubj5tY1q2KJHxdpaWm89NJLlJaWkpmZiUwm44knnrja05KQkJDoE67JbRjLly+nvLyc8+fPX+2pSEhI9ABpaeLN9wDf9vOmPDztLq6U5LDrwgFGRiUwK34KZqsFzR1qpsSOQ6Xo+JQ10DeC/OoiLly4IIlPvYzFYnHYqtbW1iIIAocOHWLWrFk9ZrtXUVHBmTOiNcY4J+LTt4cvsPKrvQCMGBzOyYw83DUqShvzPuUUVbD81S/56PmWHsApcSHsP6fnu+++46GHHpJsmHoJtVqNVqulpqaG4cMH8tprD1FTIwpNt902mZEjYxk7No533/0OnU7XTKzqOezRVFabjXqjyanFHrSNiKqpE8WnnhbEEhLEcS/qszFbLKg6yJNms9lIz7vSom1PEh///9k77/A4yutt3zPbpFXv1SqWbTX3XnHFwmAb2zRD6KYHSAIhyS+EFj6SkEISigOEnoRisA0ugHuVe5eLitV7b6uybeb7Y7QrrVUs2SvbmL2vy5e1u+878660O+U85zxnKJs2baLc5Fg5ODI8nOvj4x0s96rMZiQUUfFC+mCFt1VPVdV0Z0XVmTHDxzFt4kzGj5rINZNmMDB6MNtTN/HsL35/3rlVNeUO+3VxdSFJErm5uTQ2NuLt7c3Aga4sUhdXEB5BoA+A5mrQeoLJAGp3sLTiEKS2GsFyjhXpsNuhtQ503iCoIHICuPmB1gMVED3/UTA2gFffbXqMTQY0Ordue0X9kGmqb6U4q7rHMbIMpTk1LvHpB4gkGe29UszmeiTJhE4XjCSZMJvr0GqDuryeDwtbSEXFBtRqL3x8xqDTBVNSsgKTqQqVqv1zoFQ50eFx3UWvWZbNWK1mysu/Izr6vovenosfLg0NDRw4cACNRkN8fDyPP/4448ePv9zLcuHChYtLwhV71SnLXWSGuXBxgRiNRl577TX2799PXFwcKlV7Sb7JZGLv3r08++yzLFy48DKu8uolJycHgGjvngOAeq0bf7/9BbaeScUiWdlwcgeT4sZwvPAMkweN7ZX4NMA7zGGfLvqHdevWceuttwLg5uZGWFgYb7/9Nv/+978BePXVV52yn507dyJJEoPCfAj27RwosJ0p5k1M4rt9pwn286SiVrH08nTTMC4pijefuaXTvLGDg1GrRAoLC8nNzXUFLfsRX19fDAYDBoMSXEtPLwSgpKSWX/5yBN99d4j09HSSkpL6xR5Np9Oh1+tpbm6mubUVva+PveKpo+B0bkVUU2urff3OZMCAAXh7e9PQ0EBOWSHxkbE9ji+qKqOptQU3N7d++ZwmJSmZ85VmM7Is2wM3alHkpmHDiPX3xypJWCTJXvWUmJh4QYJtbKzyXqtqKrBYzKjVPYvUFouZV/7+PLv2beOjz//NsKSRzJk+l+tm33DefbUaW6hrUOypYmJier3G2tpaXn31Verr24NQVquV3NxcBEEgJibG4RqiK0RRZMmSJcyePbvX+3XRe8xmM6+//jqfffYZTU3tvdx8fHy45557eOSRR1wJBS4uPyoNjH8cDGXgFQEtNYqYZG6CqkyozoDqTKUZSsFuqEiD4T9RhCpBBPcOiQ/e54j9Wg/lXx/J3Z9KycljuHl5M/zGW9Dori77OZWmdz08fYL6/rtzcXmQZSuVlVsxmWoJDJyOv/8UGhtP4+2djErlRlNTLqWlqwHw9R1LYOA1nbbh7h5BdPT99sdGYwUmk9Jr1GptRgmJWezP9QdWayuSZEIUtecf7OKqZMKECWRkZFzuZbhw4cLFZeGKFZ9cuHAmGzdu5JNPPiE9PZ2EhAQCAgLsr+Xl5VFcXMyTTz5JSkqKqx9ZP1BYqASbQzwCzztWo1IjA8+seAWApNDBnC7LQpIknpn38Hnnh7Xtw7ZPF87HbDZjsVj49NNP+eUvf0lJSQllZWU88cQT+Pn58cILLzhtXzt27ABgclLXwuXcCQk8eet0fnH7TDYdyOCLTYfZcigTAEOrGTed1sFyz4beTcOouCAOZpazfft2l/jUj/j6+pKXl8err37GkSNZ3HrrNAB27kxj5840hg+PIyEhgZiYGESxd4GjvuLt7U1zczMtJhOtrUY+WbOOuxfO5+Cp03bB6dyKqFajyT7XmQiCQGJiIvv37yerOP+84lNWsdLTIz4+3t6jypnExcWhVqsxWiw0Wq14d9iHWhQRBYE39u7licmTMXgoAbuEhIQL2ldwcDA+Pj7U19dTWlHCgPDoHsfv2ruNXfu2MXXCDBIGJfLsK0/xyrOvMX3y+S2di0uVc0BoaCg+Pj69XuPatWvtfeZsVFdXk56eDijv3cvLi+zsbOLi4tBquw4klZaWMmvWLJcI0g/89Kc/ZdeuXZ0S1erq6nj99dfJz8/nT3/602VanQsXHVC7gW+MUqVUtF+pcgobDS1VEDEO4hdCxhpFhGqthZLDEDNdmVueBuZmCB8DonOO/VU5Sv/A1sYGDJUV+EVGOWW7Vwpuei1qrQqLydrtGO9APSHRzu8v6aJ/MBgyaWhIA6CqahuRkUvx9R2J0qsJzOb2Hmgdf7YhyxKyLCG2fYdaW8sxm+tRq72wWBrbRln68y0AIEkt1NUdxd9/Qr/vy4ULFy5cuLjScIlPLn4U7Ny5Ez8/P65LSGCmvz8qQcAqSZyuqeG6iAg+AIJDQzl48CBTp0693Mu9qrBYLNTUKB7aAe7nDwCarRbSCtPtj0+XKTfKSRGDe7U//7Z9VFRUOGTxu3AetqqnFStWEB2tBI8jIyPx9PR0WsUTKPYEhw8fBmByYtfWMlsPZfL6ih2MTYziZHYJWw5lMmJQOMfPKnaAEUG+mC1WNOrOlQqTE8M4mFnOjh07uP/++zu97sI5+Pr6UlRURHFxMcnJ0Zw4oVjI+ft7Ul/fxLvvfouPj0+/9Huy4eXlRVlZGa1GE5+sWcfn324A4P4lN/LSE48yLjnJwXIPoKWtysfT09Pp62kXn/LOO9YmPl2o4HM+tFotAwcOJDMzk2qz2UF8AsV+74nJkxkZHs7XlUrD7fj4+Aval01427dvH3lF2ecVn+S24NLcmTdwzaQZvKLVMWX8tF7tK79YqX5NTEzs0xoPHDgAgCU0GWtbta5esjIwNB1ZkjCJIhnZx2ioqcHqGcjg2Xd0WrU2axsVFRXk5+f3qerKxfn57rvv2LlTsVqNjo7muuuuIyQkhJKSEtauXUt5eTnffPMNS5YscdnZuLgyKD4EZ1a2P644CVYTFO6FSU8p4lR1JiAoFVIAZcfh5OfKz00VSk8oJxCSkEzhkQPo/QLwCr76+s+0Npt6FJ4ArJaeX3dxZaFWtycAaTQ+NDXlUFq6FkEQCQ+/CW/vZFpairBam5AkibNnX0Ot9kSl8sDPbwLl5d8jyya02iBUKndaWgoAcHOLxGJp4fzCk0CXvdougJqafbi5haHXX12irwsXLly4cHE++ifF2IWLKwiDwcDBgwcBGIrAGEFkrCBiqq3j4/R0TheXsCgqGrVabQ9ouHAejY2NigiEgKf2/P7qOzL28WHqCmbETwTgromLeW3p88xN7myj0BVebTYkJpOJ1jbbLBfOZf78+axatQqAvXv32n/Pzq5a2bNnD1arlaggLyICuxYAUiYm8u7/3c6BU/ncv2AiIwdHYLW2NwF+b81eNuw70+Xc8fGhiKJAdnY2xcXFTl27i3b8/PyIjIwkKSmWU6fySU8vAqCmxsBLL/2X9ev3UlRUZO/N1B+4uyvVbyaLhbsXzmfp9SncvXA+arWaaWNG2SugPlj1DRaLEogwmZX/9Xrn94WwiTc5pUXnHZtdWuAwpz8YNGgQABVGI4eKirBIyneo1WJhZVoaQ0NDEQSBurbfjW38hTBy5EgAcgqyzjv2mkkzeOXZ17hm0gzUag3TJ886r1Wfjez8TIf99Qaj0cipU6cARXySAmKRAmKR/WPAJxR8QsjZ/iWSWrGq8h48mcKTB7B4hdnHSgEDkbxCAOziuQvnsWbNGgCmTJnC2rVr+cUvfsEdd9zBL3/5S9avX2+3kVy7du3lXKYLF+2UH3N8bO3QX682B2JnwpgHYcITENB2bDU2to8xNeIsokaNY+LdDzJy8W2ou6na/CFjajl/BYuxycKJnbm0NpnOO9bF5cfdPYKIiFsJDp5LUNC1GAyZgBVZNtPUdBZR1BEWthBv72G0tCjJTRaLAaOxnKqqHciy8nc2mSrtwhNAa2sRvat4cmYrCCsGg8t2zYULFy5c/PhwiU8urnr27NmDxWLBWlvLX9PPsLemBoskYZVlbouI4LPiIsy1Spn+rl277IHH/qapqYkjR444/Nu/fz+ffvopZrP5kqzhUtDc3AyAVqVBFM5/yJkeP5HX73iJP938fyybtpSfzX2A64ZO71W/JwCdqv1muqWl5cIW7aJHNBoNixcvZtGiRURGRlJTU0NWVpbTvzs266uJCd1n5za3mvjTxxt586udjL/vLxzLKuZkbpn99YcXTSFlYteVD956LUOjAhz25cL5+Pr6olarWbhwOnffPcf+/JAhSoZ3cnIMkZGRTu+t1BE3N0UsMJnNqNUqEuMGou5QDTdpxDCWXp/C599uYO9xxd7F3PZ5tglXzmTwYKWSs6CixL6frpAkidyyYoc5/UFcXBwAJ0tLeWPPHo6VKJWD35w6xbcZGXxz6hR1FgsS4OHhQUhIyAXva+zYsQBk52VisfZ8zOgoOFksZnbs2YrFcv7zo8lkJLcwG4AxY8b0em2nT5/GbDYja/TIbu2VuvU5x8j55g1AIGTc9Rhy09qeP0L5wW8pTl3psB3JR6mYOnHiRK/37aJ3nD59GkEQ+O1vf9vJ8tDT05NnnnkGWZY5ffr0ZVqhCxfnEDq6+9da23rL+Q0Erw4V3pHjFVu+oGQYNM+py1FptFetK4CXvzs6j/P0EjRbMdS2UJJdc4lW5eJicXePxNt7KKKoxtMzHkFQIQgaDIazFBV9gcViwGDonNCi1To7qelCvzcqQEQQVHh6DnHmgly4cOHChYsfBC7bPRdXPdu2bQNgtp8/1yckYJVldldX8WJ6Oi8mJPJyog8T/PzIRKnSOXLkyCWxannmmWc6BaZsfSXc3d1ZvHhxv6/hUmC1KvYWql4IT6D0fJqTNJXNp3fz/q7PSY4YglpUMT1+Yq8EKEEQUAkiVlm6ZELijxGz2czXX39NdHQ0BoOBmpoaNm7cyKOPPuqU7VssFrv91YQexKdH/vQ5OSXViAKYLEq1RqCPB1X1ShN6CblLyz0bExJCOZFXRWpqKrfddptT1u7CEZuoZDAYGTYshqSkKE6fLsAW+4qPj6K83Nqv4pOtl5/FKrH3eJq9z9O0MaMAUKvV3L/kRhLjBtp7Ppnbjl390QcwJCQET09PDAYDRVVlxIZGdjmuvK6aVpMRrVbLgAEDnL4OG7GxSt8pD19fu8UewI3Jyfb/i9tsCGNjYy8qcDlkyBD8/Pyora0lr+Asg2LPbydosZh595O3+HTlR73q+XQ2LwOr1UJoaKjdGrQ3nDx5EkCpXOrwHn0GjiR2wU8BmbBJN6IPjQEEGouU6ipkx9+H5KUcs9LS0nq9bxe9o7a2Fp1OZxdMz2Xo0KH2cS5cXHasJvAIAjc/pafTuVSehuipoDmnwlalhcQll2aNVxGCIBA/JoITO/McnxfBP9QbrwB38tLKAfDwcbsMK3RxociylYqKTRiNlYSEzKex8TRNTVlYLHXU159AFNuv1dzcovD2Hkpzcw4ajT9WqwlJMjhjFRc4z4pa7UNExK1oNF5OWIcLFy5cuHDxw8JV+eTiqqa5uZn9+/cjSRLNNTWcaWzkxfQzgMDLiUlMbLN5EgWBpLZspu3bt/f7umprazl27BjV1dX4ihH4qwfgK0YgSzLx8fGMHt1DluQPDJVKCfxbZek8Ix2xVUBJkpUnP32BrWdSezVPlmWktibktn27cD62vk+pqan2qhKz2czq1audUrl38uRJmpub8dFrGRTm2+246DClT5DU4X7QJjwB5BVXY+7B33/MoGBACRK7KuX6B5uodOJEFs888x633DKdmTNHEBSkVJZs3XoEi8XSr+KTRqNkQlutViaNGMZLTzxqF5ls2Cz4bD2fbMK5Wu38PB1BEOyCT0FFabfjCsqVCqSoqKh+WYcNm0DTKEmMjohA3Wah6aZWc9uIEbip1dS2ifl9EXO6QhRFJk+eDMDJzOO9mpN6YBefrvyIO266t1c9n2zbnTp1ap+EsvR0pd+g5BXs8LygUiOIIrlrl9OQfxLfQWMQRJGIyYsJGXc9EVMdg8SSZyAySu9BlwjiXEwmU4992Ly8vOzjXLi4rEgWOPgvOLgcpG6ui5rKoXDfpV3XVY7e2w21xvH6f8L1CcSPiyR8YABDp8YwdGoMIdG+l2eBLi6IpqZcGhtPYzJVUlW1jY5VSGZznUPlU2trARUV32EwpGM21yCKKqKi7kcQnF/J3lsslnqqq10uCy5cuHDh4seJS3xycVWzf/9+TCYT5tpa/pmRzhfFxdweEcnUgAAm+fvzcUEBz505zd6aGoa2Bah27dplDzr2F4cOHaK2tpb09HTi5bncEfY34uW5ZGRmIAgCx44d69f9X0psllVGqwmpjwKURbKSVqQEA3uba2aympHbRveHXZYLhZSUFBYuXOjw3OnTp1myZAnr1q276O0fOXIEgBEDgxDF7oPH/3fPXEYN6Vw14umu2DFtOpjRbc8ngPAAD4J83DGbzfaqBxfOxdfXF4vFQlqaEhjIzi5hwYKJ/L//dx8DBgRSV2egsLCwX8Unu6AkSZ1EJlAq7XYdPupQLWlt63vUXyJ2TEwMoFjvdUdhZZnD2P4iODgYd3d3ZKChm4rReieJTwDTp08H4GTGcSTp/OeFKeOn8cqzr/HQ3T89b88ni9XC6Uylqviaa3rXK9BGdrZi1Sd5BHZ6zWfgSAbe+AQ+A0dSd/YwOd+8QUPBSSKm34aoPSeDXqW12/adPXu2T2tw4cLFVYLJAIay9p+DkpUKqHPxCASpf+87fkyIKpExKYMJGuCDp58b8eMiEVXtIQ/vAD3eAc7v5eiif9FofFHs68BiaaCpKdP+mtJH6dzvUPudo8VST2PjaTw8Lv765WIwGssv6/5duHDhwoWLy4VLfHJxVbNr1y4Apvn4clt4BM8NiWdZTAxqUWR3dRWfFRcxxd+fcb6+xAJuKFVJtobj/cXBgwfx8/MjZcRPsEoWLJKZUeFzWDDqfvz8/Dh48GC/7v9SYstCBmg2t/Z63o6MfTz1+e/5eM9Klk1byuzEKb2aZzArPaY0Go1LfOpHNmzYwJo1a0hOTsbT0xNfX18SEhJYsWIF8+fPv+jt24SgpCj/HsetTz3F0cwibp05Ei93LT56RXQytChZ7z+9eVq3PZ9AqUCx7cMlPvUPfn5+FBYWUltbz4ABgQwZEsFTT73DwYOZPPTQ9YDSk8nPz9ne/O2cW/1yrti0+8gxXnjjX+w+cqzTXFHsn0slm4hTXNV1MMJsMbPpwC4kSXKK4NMTgiAQEaH04GpoS76wSBKHiopotVg4VFREXVslSWRk1xaBfWHcuHF4enrSaKgnt/D84oyt9xNw3r5PWTlnaGltJiAggBEjRvR6TUajkZK2XleSe+fPoqBS4zt4LIJKjdz2uZF7sHaV27aRl5fX6zW4cOHiKsLNF8LGgKgB/8FQecrRei8oCUYtg6Yq2PocHHhLsek7H7IM5WlQld7nJcmSjNxDNfjVgkolMnh0BMOvGUhAuPflXk6/YjUaqcvJQergOiDLF2oPd+Wi0wUSGXl7N6+e//22tpZdZvFHwNd35GXcvwsXLly4cHH5cPV8ctEvGI3GPo3Xap3f/NZisbB3717l5/p6vigp5uXEJLudkK1cP7WmhoN1dUwLDCReFjiOTGpqKsOHD3fqemzIssyBAwcQRZEQXSz/3PMIP5v8NipRzfSo21ld9SKHDh3CYrH0q83SpUKj0eDj40N9fT11rQ14anuXbTg9fiJ/ufVZThZmkBDWdW+HrqhtbQAgICDgqm2ofCUwf/58Vq1axeuvv263qvzFL37BqlWr7BZnF0NWllIlMzjCt8dx732j2DGu2Has02veeh0/u21Gjz2fAIZE+LEjrZjMzMwex7m4MPz8/NDrle99YWEVZ88qAf60tFy7+NPc3HxJxCdbQKarvk8A6Tm5TB09ErVabR/bX8cRWw+n4uqKLl/fsHcnK779hoSEBKcIPucjMjKSs2fP2iucjpWU8MaePVwfH8+3GRkMS0jAOyDALlJdDBqNhhkzZrBu3TqOnjpIXHTvGnCnHtjFs6881WPfp6OnlOSNWbNm9alqraysDEmSkFUa0PScuNBcUWD/3z+568QIyd0bVS0UFxf3eg0uekd1dTWJiT0nFfQ0RhAETp8+3V/Lc+GineSblX+1OVBjswUTQK2D2JnQUgv5OwEZGoqgvhD8e7jmtbTCsU+gLld5nHQzhI9BliTqSopw8/bB3duny6lyqxnj3mxoNaNODkcdFeDUt3olIcvyj+IeQLJY2P70L6nPyUFUq9H4+GBtacHS0kL4xIkMWrwIvyFDUGm1l3upFGzZSun+/cTOu47gUaPOO95orESlcket9sRqbcVoLKe5OR8ld7r7imlRdEOSOic7trTkdXgkcOH9m/qGKHoQFfUTVCp3BMFlB+/ChQsXLn6c/PAj2y6uOF588UU2b96MxWKhsLAQDw8P/P39qa2tVfrxSBI1NTUMGjQIbdvFcFJSEm+//bZTM8xPnz5NY2Mj7sACf3+CE5OY5K9UOFgkCZD59eDB7K6uZpS3khUXL8BxGfbu3cujjz7qtLV0JDc3l6qqKkRZjbc6lJ9NfhuA13Y/wM+nvItO8MBgMJCenm5vnP1DJzQ0lPr6eipbaon0Du12nNlqYUfGPqbHT0SjUqNTa/l471ewF1RLVVw3dPp591XVXGvfp4v+Q6PRMH/+fN544w0GDx5MY2Mjzz//vFOqnpqamux9UiIDe27Me9+CSfzstZUOz/l5umGyWmloNvKzv63kfy/f0+M2IgKU/iFFRUUXsWoX3eHj42M/ti9dOoOkpGjuvnsOn3yymalTkwDs1XP9RUchyWKxYLVaef6xh+x9n6aOHsnS61P4/NsNJA8exLQxo+yBq97Ywl0INhGnrLaKppYm/vKfd/nV3Q+jd1OEupRJ1zB21Gg0bjq7UNWfhIWFIUkSx4qKaNbrGREezhOTJzM0NJRof3+OdRjnDFJSUli3bh0nzhzhxmtvQaPpPjhmsZhJPbCLCaMn8cqzr3Xb96mltYVTbZZ7c+fO7dN6ysuVjGhZ6wnnCVqGT1mMIIqETbqx2zGyzsthuy6cx9WY1e/iKkWWIXOdUqVkCzwPXUplcx6byz9FI1lJEcx4AQgiNJb0KD7JZzdgrs5Ha4tht1QDcDZ1OxWZZxBVakYsuhW9b+dkDmtVI7Qq1THWotqrVnwq3rOHQ3/5K+6BgUz74x9wD+xso3o1YDUaKdyxk/qcHEARoozV1fbXS/bupaQtCVPl5kbktGkMf+hBNB4el3ytzRUVHHrtNZBlyg8fZsGXKxB6uOevqNhEQ0MagqDBx2c0dXX7e7UfX9/x+PqOJC/v3fOMvHTnEA+PGNTq7vsUunDhwoULFz8GrkjxaeTIkdTX11/uZbi4ABoaGtiyZQugBHJtFjZhYWGUljo2VT979ixJSUrg8fTp02RlZREfH++0tdis6wYhoFWJTOtw87G7uooX09OZ7OfPntoa/lNUyKMD4xiMgIBMTk4OVVVVBPbDDYttXXKjO2+mPc5TU99jWOh0boh/GIvVTLg+kVzjIQ4dOnTViE8DBgwgIyODMkMVhHQ/bkfGPp789AVev+Ml5iRNZXr8RO6bcisfpq6gt/mL5U1V9n266F/WrVvHtm3bSEhIIDo6mtOnT2M2my+68qmiQqkE8XTToNf1fJoShc43r7WG9ozH6yZ1nx1vI9hXqXKorKzsyzJd9BKtVktkZCRNTU3Exobym9+8z913z7ELUKAIjv1Z+WSrsBJFkb3H0/j98nd56YlH7dWlarWa+5fcSGLcQLsgZRPM+qsHoE3EaTG28vIHb/LOyv8C8OJDvwCUmKVO7+4wtj8JDQ2ltraWvenpbAaemDyZsW0VV4NDQzlRUYGPj4+9iu1iGTFiBKGhoZSVlXEq8wQjk8d2O7Y3FU8AaelHsFjMxMTEkJCQ0Kf1VLcF7WRt14E52Wqh7uwRQMZ30BjCJt1I6d5vCJt0Y+eeT4Cs0Tts14VzePzxxy/3Ely46D0NhVC4B4BqrYoWlUDE6a84EaimwUsHqNkTqOfaMgPbg9zJs+5laC2M9+sssEsWC2nHyzEYwgn2aGJwtBYGKJWXhkpF5JasFpprq7sUn1QBnlh0ajBaUIX59ttbvtzkrFmL1WjEUFxMyd69xC1YcLmX1C+kPvc8Vb20i7a2tpK/aRMVR48ye/lbaD37Loa0VFej0ukuaK6o0SBqNEgmE2q9vpPwJMsSDQ0nMZtrkWVoaEhre95Mff3RXu+nvv4Evr6j0GiCMJuvjGt6P78Jl3sJLly4cOHCxWXnihSf3nzzzcu9BBcXyLFjx5BlGdlLR8hj12L431bqTxfgPjOekKJAynem2cf6XDsM87ghqPYVIpYZOHz4sFPFpyNHjgAQ16ZaWCSJvTU1TPL3x9SWyR7UFiSXZBmLJKEXRcJkKGmb39fM6d5w+PBhAEaGzKW1BgYHjmPVyb+zPuMdAG4a8zi4KePuvfdep+//chAbGwtAsaHnDPDp8RN5/Y6XmDxoLJtP72Z6/ER+PncZo6KTmR4/sVf7KjJUOOzTRf9gNpsxGo0MGzYMvV5PUVER+/fvR6/X8+qrr17Utpublb5derfzi1jf7lH6s6lEsHZRoPLtnlMsnTumR+s9vU5j3++PxarlUtPa2kpxcTGnThVw552z+OSTzfzpT8t4/vk7ee+9rURHRzv0h3M2NgFJFAXGJSdx63XXYjaZHexN1Wq1gwWfqi04Yumhr8/FoNPp8Pf3p6amhjvnLcZNo+VXdz9sf72yvgYAd3d3vL37v2dFSEgIfn5+jE1KYry3N0NDQzlUVMTI8HAMbb+DkJAesgf6iCiKzJs3jw8//JBDJ/b2KD5NGT+tx4onG4dO7ANg3rx5ff4eNzY2AiCrdV2+Xp9zjNy1bwEQu+CnNJflUn7wW1prSvFPmoTvoDEIqg6X1Ro3h+26cA4u8cnFFUvFSag5C+HjwTtceU7ng1mtI0MPe4L0yILAyJoWQlssnPVSjjV5nlrWRPhQ7q5cpxyt38dYn8mILTWg81Ys+oDm+loMBqVyqbLZg8ETHgFRmRM1ZiK5+3fj4eeP/4CYLpcnuGvRTY8HixVBd/H2yFcqoePHUXniBGp3dwKHDrvcy3E6stVK7oaNVF1Af+KWqioMRUX49zE5I2/jRo7883XU7u5c8+qf8I3rvjpPksyYzXVotQEIbQlibn5+THvlFcqPHiHymms6zSkrW09TU1an5wF0uhBaWwt7tU5Zbm2rerpyqmM1mv67tnXhwoULFy5+KDhVfLJVdPQWnU6Hl5cXUVFRffLld3HlcuKEYncjBelR63UMvn8udacK8E2Own/0IDxjQ2jMLaVi5ylEnRrUKuQgDygzcLKX2Vu9wWQy2f38Y9tqZvbW1PDcmdO8nJhEdlMTAFq1mtsjIvmsuIjhPr5MCwwkFoESZE6cOOF08clqtXL8+HEATuYd4FDx90iShSOlm5k35AGGBI5lUMgIPq84yqlTpzCZTHZrwh8ygwcPBqCgobTHcRqVmjlJU9l8ejdPfvoCy6Yt5ck59zEnaWqv91XYto9BgwZd+IJdnJd169Zx++1K498hQ4ag1+uZN28ev/3tby962zabM7EXseO/PrmIM3llqNUCZws7Vxhs2J/ONzvTuHnWyG63oRLb7dVc4lP/kJSURF5eHmvW7OGOO2a0PSszYUISW7bk4ufn51Tb1XMxmZQm7hqVioOnTrPi+00AvKR17PnUEbVKdJjbHwQHB1NTU4PB2GyveLJRWV9rH3MpPpNBQUGIoohvQAATwsI4VFTEG3v28MTkyejbqtKCgoKcuk+b+HQ2N4Pa+hr8fPy7HKdWa3qseAKorC4nvygHlUpFSkpKn9diE71RdR2U9Rk4kqAxc6k8vBHJYsQ9OAqfuFHUZx+lPvsoA298At/B7QKarGoXtV24cHGV01wNJz4FZKg8Q9OkJ2i2GvBQe/JVbAAtcntFdpWHngmF1aT5e1OvVhIjyt1VeAt6GuRmwt0GIGZ8A8UHwc0Pxv8UtB7off3xCg6lsaKM4CFJUHkGJDOEjiAgOpaA6PMnXQkqUcnWuYoZvGQJoeMnoPXyROfTdf+rHyqW1lbSP/+CzBUrLmh+yNix+F7A/VFxairIMpbmZiqOHO1WfJIkM0VFn2IyVaPXxxIevtj+WkByEj7x0VitTW3WqZK9B1JLS/e9ES2WRtzdY87p2dQTV47wJAgqzOYGtNr+q+x34XzuuusuDhw4wOOPP84TTzzR7bj9+/dz9913A5CRkWF//o033rAn0+t0OlJTU3tMsLv99tvtSdPjx4/nP//5T5fr6YhKpcLHx4f4+HgWLlzIokWL+vU+yoWLvtLx+2FDpVLh4eGBt7c3gwcPZuTIkSxYsKDX/YSLiopYsWIFe/fupaioSGmx4u5OVFQU48aNY9GiRX12vnBx6XCq+HTXXXddUIBEp9MxadIkHnzwQUaPHu3MJbm4xJxqy8KSA/RIVit1pwrwToi0C1B+w2Iw5CuVKbaSezlA7zDXGZw9exaz2YwesDmaj/P15faISEZ5e2OSrNwWEcF9UdGoRZEkb297P6goQSBVlvulGXVOTg5NTU2oZB1ugmJbEOQZDcCQwLFMjFqALMu4iz60mOpJT09n+PDhTl/HpcZW0VZmqKLVYsStm8xyG9PjJ7Js2lLe3/U5IwYk9lp8ajAaqG6pQxAEhgzpXQN7FxfG/Pnz+eyzz3jllVcoLi6mtraWrKwsNm7cyC233HJR2/Zo86NvNp6/4uRfK3eTV1rj8Fx0sC/5FXX2x0czC3sUn5qNSiaxXq93Xbj3E/7+/na7NlsLpdOnCxgwQLGT689+TwBGoxEAtUrFpBHDeP6xhwDsFntdoW5LirHN7Q+CgoJIT0+nuqGu02u255wt+HRHcHAwAC2ShCTLjGzr+TQyPJyjBkO/rCU8PJzRo0dz5MgRDp/Yx5xp11/wtg4eV3pbTJgw4YIsc81m5ThgqyQ4F0GlxiN0IJVAc3khlUc2ED3vAQB8h4zBZ+DIcyc4btfFFUFGRgZfffUVzz777OVeiourivb731o1rCp+D4tsRq/ycBCevNW+jAm5DuKC8alaT31rtv21SYHX4a5yJ1AXDJltFeSttWAoA/84RJWKYfOXYDEZ0VSlQdr/lDEtNTBwNgBN1VUUHjuEh38gA0aNRZKslKefQlSpCR6SeNUn1zQ3GKkorMMnyAcvn6urz05LTQ3bfvZzWi/CynX0z55EVPc9/BMzdy6VR4+h9fYmfPKkLsdYLAas1mZMJmV9zc15DgldRmMlRUVfIMsmlBCUlZCQ6/DySiQwcCpVVdsRBA3u7pG0tJQgSUZk2YTFUofFUofyHbsYYUlEFLXIstS2hv5Hlq00NWWj1XZf2e3i6sZoNPLdd99x6623dvl6QUGBXXg6H2FhYXYbbqPRSH5+Pnv37mXv3r189913LF++/KKt71246A86xvibmpqoqqpi27ZtbNu2jX/+858sXryY3/72t3h2Y+sqyzJvvvkm77zzjv2+KjIykoiICBobG8nIyODkyZN8+OGH3HnnnTz33HOX5H256BtOt927kCbAra2tbNu2jR07dvB///d/3HXXXc5elotLgCRJnD17FgDZz526UwWc/XAjITOGU779BAPvmkVzcTXl20/gOywGn6QoZayvOzJKXwRn9VnKzMwEIALsF70H6+r4rLiIwpYWdtdU83JiEm5qNZZzmsnbdPecnBwHSyZnYBPYLA0qvs96j1FhcxjoN4LHJylWPhbJjFrUEKYbQk7LQU6dOnVViE8BAQH23h45dUUkBXZv1wBKBdSTc+5jxIDEXtvtAeTUKbYM0dHR3Z68XDgHjUaDSqWyVyx6eHjQ1NTE/v37WbRo0UVd/Np6/zQ2m2g1WXDTdv8dTBrYuRdOR+EJIDmm5345lfUtgCKQXAiyLF/Que/HJHT5+vraK0DUapF7753LRx9ttGcC+vRzdrJt31qNBrVazYzx7YGA1lYjn6xZx90L5+Pm1i6Ma9s+wy0tLf22roAAJT2i1tDQ6bXaxnqHMf2Nj48PKpUKq9VKiyThoVLZez61tNkW9kcfxBtuuIEjR45w6MQ+Zk29rss+bufDKlk5krbfvr0LoTffYaFNmNKHRBEy7nqaKwqpzz6Km3+Yo+WeiysKg8HAunXr+Oqrr+zXYS7xyYVT0fvD8J9AzVkqAgKwNClieLO1yWGYVtThrwuGhlImFBVSEIBdtzJJrUTrByr3LQMmQ/Ym8Bmg/GtDEATQiJw2nkVr8UCu1xLsUYHPQOX1rF1baKquojovG8+gYBrKSig6rth9S1YrYUlXnw0dQHOjkaKMSmrLDVgtEqXZ1YyaMwg3/Q/fPcJGzZkzduFJ5e6Oe0AAhqKiPm3j+2UP4ObjQ+Q10xi2bFmv50VMmULYyq8QVKpO/ZoAqqp2Uld3CI3GF70+hubmfHx9RyMIAq2tJZSVfd8mINlQkssqK7fh5ZWIp+cQmpvzMZsbMBgyOm1f4cKFJ0HQI8vNSFLr+Qc7EVHUodfHXNJ9urhyGDhwIDk5Oaxevbpb8Wn16tUOY3vipptucqjEslgsvP/++7z22mvs3LmTTz75hGV9+F67cHGp+Oyzzzo9V1BQwJdffsmHH37IypUrOXPmDP/73/+67C38/PPPs2LFClQqFQ8++CB33323PWkSlOv8jRs38q9//YtDhw7163txceE49U45PT2dHTt28Ktf/YrAwEDuv/9+xo8fb+8RUF5ezoEDB/jggw+oqqriz3/+M6NGjSItLY1///vf7Nu3jz/+8Y+MHTuWxMTzN4l3cWVRWlpKS0sLsiiApw7f5CgG3TcXS6tyodeYW0Hl7pP4DouhLi2PhvQi/IfHgloETy0YTOTm5joluJWXlwdASIdMxEn+/twWHsEXJcUkeHgyzNOTXVVVWGWJF9PTeTkxiWmBgfgCWsBksVBYWOjU3kG2kmwfVSgAR0s3c7R0MwsSHmNt+nJ+NvltVKKaAM8YcjhIenq60/Z9uRk2bBhlZWWcrS04r/gE7RZ8AGarhR0Z+5gePxFNDwG+s7UF9n25uHT4+fkxaNAgJk+ezN/+9jemTJnC4sWLzz+xh+35+vpSV1dHYaWBwRG+3Y7VqM8fqD6T33OvsYJKpSfLhXzXT548ydNPP01Tm5WnxWKhqKiIyMhIRFGktrYWHx8f6urqkGWZgIAARFFEpVLx85///KJ+Tz8kfHx8GDBgADExATz++I2o1SqGD49FELQcO1bR75VPNgFJq+l8/Pjo6zWs+H4TkiTxwM2L2Xs8jUkjhqFtSzzoT9s0m+BZZ+jcF6i2qcFhTH8jiiK+vr5UV1fTYrXi0cEOubktScMmDDuT6dOn89prr1FbX01u/lniYvpetZqZfZrGpgZ8fX2ZMmXKBa3Dnmgid9E8rg3fQaMZeOMTyJJE+cFvibnhEcRx1xM26cbOg9u248wEFhd94+DBg3z11Vds3LiR1tZWu8DYn/3lXPyICU6G4GRirK2omg5gRRHtQ3WR1JqrMEqtVJnKyWnKJCFzF3XWahDaP4vbqr/lYN1u4jzimRAzAyFmOnQhxm+v+o7ipmLiin0REajKbGDCeCuiSoVa52Yfp9bpMBvbg+0WY9eB95KTxyk9fQL/qFhiJ/be5vpKIvtoCY217YkistzjofwHSdDw4XiGh2MoKcHa0tJn4QlANploqawka+Uq4hYsABnSPvgArY83PrGxyFYrsddd51AdJUsSgigitiXk1GVns+fFlxAEgUkvvoDvwIEYDMr9qtlch04Xip/feDw8BpOX9z4WSwPdCUeS1EpJySqam/O7HXNhiIAGUCrXZfnS29+q1X5ERf0EUbx6BNC+UFWQx7FN35G1P5WWxgZUGg0BEVEMn5NC4tQZaDocq65WBg8ejLu7O0eOHKGgoICoqCiH12VZ5ptvvkGj0XDDDTfwxhtv9Gn7arWahx9+mCNHjrB9+3bWrFnjEp+ucGRJojo/l7L0kzRWliNZLKg1WnwjowhNHIpPaPjlXuIlIyoqiqeffppZs2Zxzz33cPr0aV599VVeeuklh3Fr1qxhxYoVCILAP/7xjy7bonh6erJkyRJuuOGGLoUuF1cGTk27Tk9P58knnyQ5OZnVq1dz0003MWDAALRaLVqtlgEDBnDTTTexevVqkpKSePLJJyktLWXKlCl89NFHTJ8+HUmS+O9//+vMZbm4RBQUKIF/PLUgCogqFf7DY2kprQNAECB01ghib5/BoPvm4pvcfgKWvZVs8/z8fKespaSkBICAc90l2h6nNxn4zZnTPHfmNKfqG7gtIoJxbcFPQRDsVn227TgLW2XY2IgUboh/mIfG/Z0b4h9mYdLjPDX1PQBe2/0AVdWKNWF2dna32/qhMWLECACyavP6NM9stfD65g958tMX2JGxr8exmTXK5+dqqBb7IbBo0SLmzJlDYGAgDQ0N/OY3v2HVqlXMnz//ordts008U1jT47jW81jzBfl68LPbpvc45lS+sg9bb7LeIssyb7zxhl14AsWLuLi4mIKCAgoKCkhPT6eoqIiMjAwyMzOprVX6+FitVt555x0aGjpXvFyN+Pj4oFarmTBhBO7u7TfiDQ0tVFdX260W+wvb30in6RwEGBIdbf9/7/E0XnjjX+w9noZbW7+9jn9fZ2MT3eqbOotPDU0GhzGXApvQ1SxJWCSJQ0VFWCTJXvnUH0KYm5sbs2crllGH03o+xnfHoRPKvJSUlAsWe9zc2gIh1q6PKbLVQt3Zw8iShE/scGIX/BRBFAmfehOitnMQRZCU7eh0PdvMunAuFRUVvPvuu6SkpHD33XezZs0aWlpa0Ov1LFiwgOXLl7Nnz57LvUwXVzE6lRsLwpYSolOCSGXGIrzV7cL9jurvOe3jRoDJikZyDLgbrA0cbzhIbnNml8ITQEt1LXGH3BDbbmoEUbTf38TPmEv02Ikkzr0Br6AQokaPJ2hQPCEJyYQPHQH1RZD2FTQpFTSyJJF7IJXWxgZKTh2npb7Oyb+NS4NK0/678gn2IMtDw+w3dvHTT49gtl4dKpTWywvRWX2ABQGrycSOX/2K4l27yF23nmNvvMnx5f/izKftgbvMr1by9cIb2f70L+3JpLnffU9rdTUtVVVkr19Na2sZHQuHDYZ0amv3U1T0KRZLPecTlZqb8847pjtEUU9Hy0uVyo+goDlERd1NZOStwOXpKS4IGkJDr/tRCk/m1la++esrfPzM4xzfuJ7m+jpkScJiNFKek8Wmd9/knUfvIXN/6uVe6iXhxhuV5KSvv/6602sHDhyguLiYGTNmXNS1/oQJE4D25GsXVyaNleUcWvEfMrZ+T31JEZLZrPTSMxmpysni5PrVHF/zFcZ+vO90BpIksXbtWpYtW8akSZMYOnQo11xzDffeey+ffvppn3sljxo1iscffxyAlStXUl7enjQsSRJvvaU4RN10001dCk8d0el03HvvvX17Qy4uGU4Vn9555x1MJhPPP/882h4ujrRaLc899xxGo5F3333X/rytjPTgwYPOXJaLS4RNqJE9HQMtEfPGEjprBJ4xwZRtPU7p5qP4Jkchdsiqts0pLS11ylpsBy2/Dheku6ur+KK4mDCtlgl+fqQbDEzx9+fL0hK+KC7mYF2dfazvOdtxBrIs28W1sppi1me8Q2ljFusz3mHN6TcZFjodq2TlhviHmRCxEIDCwkIslvP3vfkhYBOfsmsLMXcT3OuKHRn7eH/X5yybtrRHC75Wi5H8BuUzOGrUqItbrIteYbPWy8rKIiMjg61bt7J48WKn+E2PHavYoh05W9HjuG/39NwrrrKuide/2NHt61arxIncSod99pbU1FROnTqFWqvi5pfmc/urN5Ly8Ezm3DGD6x6aSXFxMcOmJHHtg9O5//d38uArd/P4e/fzk78uwT/SF4PBwP/+978+7fOHiq3SoLlZuSDduTONp556h++/3096enq/3zA1NirijrtOi8ViYfuBQ2w/cIjWViOiSuT5xx7imnGjmTRiGC898SiTRgzDTad1mNsf2OwGG5oNndfc0uQw5lLg6+uLJEkcKy7mSHExb+zZw8q0NJrbzkP9JYTNmzcPgBPpRzGa+maL09zSxJmzJx22cyHYrFoFa9c9vupzjpG7djm5a9+iIf8kgiiSu3Y59TnHut6gRdmOq8qm/7FarWzevJlHHnmEWbNm8fe//538/Hx7pdPf//539u7dy1/+8hdmzZrl6onwIyW/xchvM4v4tPTCe+b0lhBdOAPcB9ofV5nKGOKRbH980hNODhzOPJ85zAu+iVBtJEKHexZrD2U78cY4REkZq/XwJPm6hYiiCoulGUPrKQKGhOA/IEZ53V3PkOlzGDRlBirJCO/OhJXL4O3JUHwYQRTx8FdS7rR6DzTune1ufggMHh3BgIQg8ny0vJNXw99Tcympb2X9iVLe2XH1JPJZWp1kAyzAqY8+pqWystNLpg5JUWc+/RRZkqg5c4aSY9uoKt1HVd6B9sERVRQVfYrV2vkaBvpP9NPpgomKugcPjxg6CldWaz2VlVuorT1Abe0efHyGo9cPoR86TTggijo0Gj88PePx9R1DdPT9uLn1bPl9NWI2Gfnqlec4e3Bvj+OMTU2s+/urnNm9/dIs7DKyYMECNBoNX3/9dSd7Z5sgtWjRoovah9TmTnC19/T7IdNQXsbJb7/G1NTVsbIdQ2U5aetWYmq+MgWopqYmHnjgAX75y1+ye/duVCoVCQkJiKLI/v37eemll6io6Dl20xVLly5FrVZjNptJTW0XptPS0uwxAldrnh8+Tj0THzx4EE9PT2JiYs47duDAgXh5ebF//377c0OHDkWn013QB9bF5ccm1Mh6x5t6tVZD1IKJSFYrzcXVlG09jmd0iGK5Z6NtTllZmVPWUtcmJDnm0isn5FKTiRi9B7dHRBLr4UFqTQ23RUQwqUNGt2dbU9O6DoKUM9ak2DcJTBmwBC91AMNCpyPJVtamL0eSrazPeAeAIYFjUAkarFYz5eXlRERE9LzxHwAxMTH4+flRW1tLbn0RQ/xjuhx3rsXe9PiJvH7HS+e13MuqzUeSJcLCwggNDe2nd+HiXGwXuuHh4Vx//fVO2+6kSZNYvnw5x3MraWg24d2Nb/9fn1xE6okcGpq6D1h31RfKxvHcKhpbzPj4+JCUlNTr9cmyzPvvvw9A8qx4fEO9Obz5GB88/1/m3T8HjYciqKelniYt9TSP/+NBxswZaZ8/ZuFwNi3fycqVK1m6dGm/2JldSdgC8C0tivh0zTXDeO21h8nNbaC21sykSV03sHYGRqOR1raMXXedlr3H0/j9ciXxZen1KXz+7QZuve5aAKaOHsm0MaPaxip/w/4Un7y9vQEwtHS2hLGJT7YxlwIfHx9qa2vZm57OYxMncn18PN9mZJAsCPgGBPSbEDZ06FAiIyMpKiriVMZxRg+b0Ou5J84cwWq1MGjQIAYNGnTBa7C9N8Hc9bHEO3oowWOuQx8ag8/AkQDELngMWZKQrZZOPZ9s27mUlWs/NrKzs1m5ciXffPMNNTU19sDOsGHDWLRoES+//DIAM2bM6DEpzsWPg0dP53OkQTnWDnTXMdHX+b1BT+3YwoGvvyT4mmGUjzLbn5eRKWzOsz+uNVdTSzVVJis3BtxBlH4g+2t3cKxeCewXNGcT5xFPi7WJI/X78FJ7M8J7PN+Vr6TUPZdYD3fcTVriJk/HK0ixty8r+JRWqQEQiIq6B632nErV5hpoarvHbiyD966FBzYx9PrF1JcW4xUUjPoH+j3R6NRoQr343UcHkOSOtTDwbVoZj8/qW2X7lcr4X/+a7b946qK3IwgiFceP2R+7BwXhn5CAqFaTeOdPsLQ2k7F6Jda2aydEgYJ962j9uonG01UA+E0Kw2d40EWv5ULw8RmNVhuA0XhuzEgJwjc2nu5yniBokeW+ZeUDiKI7ktS98CcIKqKi7v3RB/93/vdDSjLP9GqsLEts+Nc/CB00BL+r2GrM39+fadOmsXXrVg4dOsS4ceMAxQ78+++/x8/Pj+nTp/PFF19c8D4OHFDOG9FtTg4uriysFjPpm79F6mVCudHQSOb2TQy9flH/LuwC+N3vfkdqaipBQUG8+uqrDlbnNTU1rF69usueTefD29ubIUOGcPr0aY4fP86SJUsAOHz4sP31+Ph457wJF5cNp1Y+NTQ0YDKZetW0WZIkjEZjJ8shNze3H/2J+4dKdVsTVNy6FghElYrwlDGEzBiOZLEgtdn4AMhtc2pqerbY6i0Gg5JV0NEIZ2pAAL8ZNIh4Dw8m+fvxWXERVkni9ohI7ouKRt2hgaptnjPtlmzinIfKD51Kz7jIeajFdqEuyieZG+If5vGJbzE6Yi5eqiCHeT90BEFg9OjRAKRXd99Qc0fGPp789AVe3/whZqvF3vupJ+FJ2WYuAGPGjHHeol2cl5iYGIYMGYIsy06t0ouNjWXQoEFYrDK7ThZ3O+6d1al24emu60YT6NPZvs1d2/1nZ9vxQgBmzpzZJ7uuvXv3kpWVhUanZti1So/CEdOHkXLvbL77YDOCDI/+bRkP/fk+Hv3bMkZMd+xDFjU8gsBof1pbW1mxYkWv9/tD5dzKJ41GxTXXDOP06VwaGhraLc/6AVsSgSgIuGm1TBoxjOcfe4jnH3uIuxfOZ+n1Kaz4fhO/X/4ue4+n2ed5uOkc5vcHtmqbZmPnoIahuYnq6upLatvm4+ODn58f80aNYkxkJDcNG8bjkyfj3SaO9pf4JAiC3Urh6Km+NYo9elKplj+fFcP5sPebNHV93m/IP0nF4e8R1RoElbpNbBLIXfsWdWePdBovmJXtBAQEdHrNxYXT0tLCypUruf3225k/fz4ffvgh1dXVhIaG8tBDD/Htt9/y5Zdf8pOf/ORyL9XFFYbQzc/OoM5cw6aKNWzPW0tNaRG51hzMmB3GtMidjy1mqX1MgDbE/nN+SzYf5P+DDRWrOd14jP21OznRcIjC1lwsOsia2ILHjaPxj4pRJlRmYmlQ3BXMjZC7bx81BbnUFRdyYu1KcvftRvaNgum/AbW7Mke2QnUOaq2WgOhYtPr+tb/tbz7ak4vNxbBjJGJS3A/7GCzLMvW5eZibmihJ7b1lqKjtvsJTtlqxNLUnvbRUVlKbmcG4Z36J1lvP5p89SMZ/Pre/rnLTULExj4YT7ZVSWl/H6zZPz0RE0Q2VygOtNoj2b9n5r601mt5b+up0YXh7K8liktR1pXJ3XIjwpOwzEq22+8RGq7WF/qz0+iFgbG7i1PbNfZpjtVg4vnF9P63o4nnzzTeJj4/v9t/dd9/dq+3YKptWr15tf27Dhg00Nzczf/78C67GtlgsvPPOO+zYoTh8LFiw4IK246J/qczOwtzHqtX60mKaaqr6aUUXxunTp/n2228RRZF33nmnU49df39/li1bdsEW7WFhSrKwPaZMexw0IiLCpRFcBTi18ik4OJji4mK2bdvGrFmzehy7bds2TCYTkZGR9ueMRiP19fWEh1+92Q9XM7YAndyN+ATQkF5E+fYTADQXVxN5/TjFfk+nzLH1Q7lYzGblZu7cleS3tJLR1ERgrbLW3TXVpNbUkOTtzTRb4KnDvL56lvZEZZu1gYeqvcLhUNH3rM94h1Fhc8irS+O7zH/z1NT3UIsaPFX+1FlKqKq6sk48F8Po0aPZsmUL6dW5LOwmCXF6/ESWTVvK+7s+JzliCGpRdd6qJ4CMNvHJJnC56D/MZjPr1q1j/vz5qFQqmpqaKC0t5Y9//CN/+9vfnLaf66+/ntdff53vDuVx/biYLi86fnH7THYczeJ4Vgk7j+ZQVd8e3Jk9ZghLU8Zw/ZTkTvMA6puM7D5dat9XX/j0008BSJg+GLc221C1RkV0ktLLThZg9KwRHN+RRvLkJI7vSGPE9GGoNYrdqCAIjLw+mc3/2sXq1au56667LihT6IeC7b0ZO/To2rkzjS1blF49q1evZunSpf2yb9u5Sd+W3KJWq5kxvt1i8f4lNzIkRskWnDSiXST0cFcCK846L3WF7ffS3EUj+NxCpWfYgQMH7H7u/Y2XlxeiKBIZFGRPyBgaFsbRtqpkm1jWH1x77bV88MEHnM1Nx9DUiKdHu12dxWIm9cAupoyfhlrdfpNe11BLXlE2giAwZ86ci9p/SIgS+BVMzSBJIDrmZ/kMHMnAG5/AZ+BIZKuF+pxjyJItiaZz0pVgNDhs14VzmDx5Mq2trciyjLu7O3PnzmXRokVMnDjRdWPqokeWJ0XzbmElQ73cmeDkqqdd1RspaS1EPT0Ct2hPhMze9XOsNVfRaK7HS+PDII8E3EV3sppOkWFQLIUNlvbKW3eVHo2gxdwWQM9pziDOIwEPtSfUFxKSupra5KkU5CRglXOpPpuPVq/H2GSgsaIMv6gYfGf+H8TNhA2/hYBBkLTQqb+HHmmqhu9/ozQBvu5PoL/4HoJvbM3im2PFXJccyts7uk5suy75h30MPvrGG+R9vwG3gADc+pDMIJnM5x/Ugda2e2OjsZLm4nrHF+X286HvuDDcIzwJuCaS6tRizLWtBM6MBk8rkqRcy3h4DMRksglVFmhzFGmn42ORwMAZVFXtxGxW7nk9PZPx8IiisnIHktSMp2cCGo0PktSKv/9k+1b8/adSUfFdn97nhdDSkgMo53tB0CHLjqKXj88IBOHy9Je6Uji1YwvmLq5lzztv+xamLL0bjfbK648ZFhZmD4h3hcFgIDMz87zbmTlzJr6+vnz//fc8//zzuLm5XZDl3sqVK+09K41GI/n5+faE66lTp/ZaDHNxaSk7k3b+QV1QeuYkg6bMcO5iLoKNGzcCynV4cnLXsZWLwXZP3DH53/bz1Rwj+THhVPFp1qxZfPLJJzz33HP4+/szcuTILscdPXqU559/HkEQHESqrKwsAAYMGNCr/VVWVpKamsrJkydJS0vjzJkzGI1Gxo8fz3/+858u5zQ1NbF161Z2795NWloaxcXFSJJESEgI48eP595777U3uu+OwsJCli9fTmpqKjU1NQQEBDBlyhQeffTRXq/9asRexaZtv/iSrFbqThXYezz5JkcRd88cDPkVDvZ7ctscZ9kbdRWA2FtTw2fFRdweEclPIiP5X1ERN4WGIiAw6hxbI/vlsOi84kBbANRd9KbV0syqk38n0jsBgKOlm6EUboh/GKtkwSKZcRe9HeZdDdiqknLqijBaTehUne09NCo1T865jxEDErFKVp789AWWTVvKk3Pu61aAajK3UNCgiAgu8an/WbduHUuWLGHVqlVYrVb0ej3h4eE8++yzTt3PvHnzePfdd8mvaCQtr5rhsYGdxuw6ls3xLKXXV355HQAeOhVNRitbDmdyz/wJaNRd3xB+fzgfi1UiMTGxT5Z72dnZHDt2DEEUGDqrvQTcYraSe1LJPJasEqveWMN3H2xm5MxhHNuWRsq9s7n5ZzfaBajo4ZF4B3vSUGFg48aNF+35fSXj4eGBJEnk55dgNlvtlU+TJo0mP7+Mhx9+uN/2bcug8tK725+zWCzsPZ7GpBHDOolRNrzc3R3m9wfubftoNXXO3vXx9SUhIcGpdpbnw1ahZpTaM3htP+v1elSq/guuDBgwgCFDhpCZmcmpzONMGDXV/lrqgV08+8pTvPLsa0yf3H7dmJZ+FIDhw4cTHBx8Ufv39/dHp9NhNBoRjI3I7o5VXoJKje9g5XNSl3WInG/eIHbBY3ZB6lyEVuWaqKfAhYu+09LSgiAI3HHHHTzzzDP275ALF+cj2l3Hs3HhvJJdws/rCvhdXDiBPVRG9wWt2F4Foo7xwTM2EoN8/nsaCYlvSj9lTvBCQt0iiHCPRie6kdOUhVk2McJnHK3WFrzUPgzxTCbSPYYtFesoMRZQbixhe9W3tEqteHl5M23wfKpMVRjVatRmABmdpxfGJgOCKKLzaBPcoibCg1shZwds/yMMvw2CE+1rspbUIVUbUEX5g0aNVFqHGOCJ6NtD8KfqLGx7Bc5uBr8YCE6Cqb+A1nrwjQbvUNj1N0hrq/Qu3K9UmV77Moy8ve+/cODD1Fz+tlEJ/L5Z0X1fJ5NVpqSuhYpGIyMH+F7Qvi4nZQeVauDW6mo8nGArLmq1SG3Jlf6JidScUWzSQseORbZaKdlyGI9BQTRltlvaWVuNRFwzDY+QYDxnCFistTSdNFL8RbqyTUMA3ve3J2xqNH7odCGYTDXIshmQ26qhwNd3LHp9NGVl32CxGAgOTkGvj0KSWigv/x5R1OLnNxqdLgi9PhazuR6dLrjLe3tv70Q0Gm/KytZgtbagUnlgtbZiE4qcRwe3FgfhScDLK5GgoJ6Trn8MFJ66sAB7a5OByrxcwockOHlFF89NN91k70nfFfv37++V4KPVarn++uv59NNP2bRpE2PHjmX//v0MHjyYoUOH9no9paWl9v7oKpUKLy8vJk6cyPz587npppucGrdy4RwsJhNN1ReWSN5Q2r3zy+UgO1s5z/ZXb3Wb0NQx0dHDQ6nIVlqXuPih41Tx6dFHH+W7776jsrKSO+64g3HjxjFu3Dh71md5eTkHDhzg0KFDSJJEUFAQjz76qH3+mjVrAHrd+2H9+vX88Y9/7NMaX3zxRft+3NzciI6ORpZl8vLyWLlyJWvWrOGll17ipptu6nL+0aNHuf/++2lubsbHx4chQ4ZQWFjIypUr+f777/noo48YPnx4n9Z0tdDS0lZOqm4/8dWdKuDshxsZdN9c/IfHIqpUBIyMw29YDF6xofgmK1UCaJQ5zjqwaLVaWlpaHAwvRnl7M9U/gJ9ERuKp1fLwwIG8k5PD7ppq/pQFLyYm2jO9bbn5fbHhOh82Yc1N9GTVyb+zNn05Y8Ln8vikt+xqV27tCf655xGemvoeujb7C1tGy9VAREQEwcHBVFRUkF1bQFJg1/05bFZ7ZqvFXgU1YkAic5Kmdjk+syYPGZno6Oh26yQX/cb8+fNZtWoV8+fP55133iErK8teDr169eqLshDoiJeXF/PmzWP16tWsSj3bpfg0a+wQZo0ZxNbDZ+3PNRmVm8Q54+JJmZjYaQ6A0Wxl3X4lS/aWW27p07rWrVsHQPTISDz82oMxx3eksemTrQAc2niEY9vS7MITwIaPtjB45EB77ydBFEicPoT9Xx5h3bp1V7X45ObmRm1tLenp6ezcmcbs2SMBkGXFo7w/++LYqk69OmRN7T2exgtv/IuXnniUaWNGdRKjOo6vrq5GkqR+uamz2Q1aJQmzxYKmwznHbLUQEBDQr9VG52K7yDd1EJ9MbVbKl2IdM2fOJDMzk7T0Yw7i05Tx03jl2deYMn6aw/iTbeLTzJkzL3rfoigSGRlJdnY2Qmt9J/HJhmy1IEsSMTc8DAj4DBzZqd8TgNCiZI53rPB34RxkWeazzz5j//79LFq0iIULF7oqzFz0il9nFPJluVLNWmw08eXIC+8T15EZAddxSOXFyUbFglPqgwVXk2TgcN0e5oXcRFrDYZqsjSwK+wkaUYuX2jE5Tq/yINZjMCXGAgCKWpWElyrK0Y+ZQ17zWaTQJnxLVMTHTSQuejTVeWfx8A/C3ccXmqqg7ARUnIENzwIyHP8cnlZEBMlgxNxmR2ytbEQQBeQWM4gV6GbEI+i6uLbb+5ZSSWWj7ITy70S7bRtL/g2eHfoD1eYp/2//QyfxqdVs5cvDRYR5uzEnqfvv9abTPduSR/nruW9KDIGeOmb+dTtGi4SvXsO6J6YS6ffDyaIectMS0j74EDdfX6pPKRVxiKJSoXsB2GzvRY0Gv0GDqDlzBpWbG4l33UnW119z8v0PAPCKjqIxX/mcIctUHD2GubER9wPeDH56HILc/lkQJDWBgTOprt6FSuVOXd0RrFYD3t5DaWrKQRBUhITMQ6drv46PjHT8u3t5JaLXxyAIasQ2W3qVyg2VqmdbZnf3CKKjH8RqbUKj8aG1tZyiov/ZVoZjxZWIM+3xRFFHSMh1TtveDxlTH23FnDX3h8LixYv59NNP+frrr+3J732973v88cd7FMNcXHlYzRfuomQ19616tb+xxSRtiYrOpqRESSbuaFduu7YvLi5GlmWXw8EPHKdGUvz8/Pjkk08YPHgwkiSxf/9+3nrrLZ5//nmef/553nrrLQ4cOIAkSQwePJiPP/7Yocn67NmzefPNN7n55pt7tT9PT08mT57Mww8/zJtvvsljjz3Wq3kzZszg3Xff5eDBg6xZs4a1a9eye/du5s+fj9ls5rnnnuuyhLalpYUnnniC5uZmbrrpJnbt2sWqVavYvXs3S5YsoampiSeeeMLe2PzHhl046lBlYKt0kiUJyWpFslqpOaHYo9nEqI5zzGaz3TLvYrAF0Dr+Jf5XVNQmNGVhabtg/0lkJAmenuyuqWZvh35TtnnODLbZxDmN4MbCpMeJ8x/F4ZKNaFU6psQsQqvWsT7jHcZGXMew0OloRCWb92pS+gVBsGdL2Ho09YStCur1O15ievzEbsfZLPf6KxPDhSMajYb58+ezbt06IiMjCQ8Pp7i4mN///vcsWbLELs44g6VLlyKKIofPVpBbVt/p9U370x2Ep+Fx7VUGUSG+3VY9bTlWQF2TidDQ0PPaxHbEarWyZcsWAOInD3R4bcT0YTz6t2Wk3DuLY9vSmHf/HCZcp1RKXHv3zC57Pw2aEIMgCqSnp1NYWNjrdfzQcHNzw8/Pj4SEBKZOVUr1d+5MY9++I9TW1vZrzyeb+OTt0R5smjRiGC898ajdZs8mRu0+coxdh49isVjw1LsjCAJWq9Vp/QjPpWM/J7O13ZJQkiQsbY8vZc8n2znP3KF3p7ntfHkpxKfp06cDkJOfSUuHYIRarWH65FkOlnuNhgbyi5Rj/7RpjqLUhWJr1iy2dG+1WJ9zjNy1b9FSUUju2reozznWeZDVhGhSbtJiYmKcsjYXCuvXr+e+++7D39+f7OxsXnvtNWbNmsWyZctYs2bNj/Ya3MX5KWo18VV5+3f7WKPzrq91KjemBMxmXvBNjPAeh0XoWw9Mi2Thw/x/sq92O2kNh9lZtQEvtTcN5jq2VK5jf+1OLJKyzaHeo0kJXsxQL8dKf73Kg2hdFC3eEg1DJKIGDkOt1RIyJAnPwCBobYB3roH/LG4Ti9qO84YKZEMV9fUnqG841t6qRwDZ1FbxIcnIlg5Be3MLfPdrWD7ZUXjqjqP/gck/gwWvg3dE+/MDHK/tW81WfvnlcZ77+iQPfHKILWe6Fpj+tz+fotqu/34CMCLSmw/vG8d9U2I5XliHsW3tdc1mvjlWcv71XkEMWrSIxWu+IWr27PYnL0R4sgXt2sQnyWymaNcu5anWVmpOn6a2Q/zD0uIoCJjbkihb8huQTBZCJo0k6Z67iZ03j5GPPYZW60dY2EL0+misVuX819JSQmzsI8TEPOggPHWHSuVuF576giiq0WiUhBGNxhuVSrmHdnMLIzg4Ba02GJXKC43Gt8/b7omAgK6TIn+MaN0uvAr5Yub+UBg+fDgDBw5kz549fPbZZ4ii6OrR9CNApens8tP7uRefyOtMbPeBznKq6kh9fb3dBW3EiBH2522uSQ0NDaSnpzt9vy4uLU6tfAKlSfzq1av57rvv+P777zl16pQ9aOPn50dycjIpKSlcf/31nTLj+9rT4Oabb3YQqmwNyXrit7/9rYPgZcPHx4c//elPZGRkkJWVxZdfftnJQuqLL76gsrKS6OhoXnzxRbRa5WCi0+l46aWXOHToEAUFBXz55ZfcddddfXovVwNGo1KGLqvbFWlRpUIQRXv1E+BQCWVHJThs52KrJnx9famqqqJja997oqIobGlhd001/87NJdHbC6sM6QYDt0VEMKlDczxD2w1ZV5+VC8X2+1ELOs5U7CG75igLEh5jVLjSp2JY6HTGRlzHoeLvSSvbgdpL6zDvamHUqFFs2LCBzJq8Xo23VUH1REbbtlzi06XDZr2XkpJivxgZM2aMvSLKWURERDBz5ky2bNnCil1Z/PoWR3u0czutTBgWQ01DE0WVDeSUdG2XZrFKrExVSseXLl3apwrHkydPUlNTg06vJSLJ0U5LrVExfNpQctLyeOjP9zHuWuXzqNGpSRgfz/r3vmf4tKF22z0Ady83whNCKD5dxo4dO7jzzjt7vZYfEoIgUFtbi5+fH2azla1bj3HyZB4jRiSj13vbz6f9QVlbvyJfr3bxRK1WM21M+/HCJkZZrVaHiihvvZ76pibKysr6paqy47nObDGDThHhOgpRzqgi7C09VT5dCr/tqKgooqOjyc/PJzPnNCOSxnQ7Nj37FDIy8fHxTqt6iY1VrkuE5u7FRlvvJ+/ooXiEx3VtudesBLgDAgLw8em6gsrFhREXF8evf/1rnn76abZu3cpXX31Famoqqamp7NmzhxdffJGUlBRuvPHGy71UF1cYJkl2uGYwWCRONjaT6OnOF6U1yMDSMH9UF5FZG6UfiLtKz/GGg32aV2YqcnhcbiqhsrWcbyu+olVSRJZj9fsREYnVxxPvmcxE/xkICJQZi4nVD2GEzzjEb55gaO53eDQ1ol0SB0kdvgcNxcq/c5GtGDY+RuVwRQjyHzgGL+tgVJH+yK1mrAXViEFeiB4dEiEOvg/73+79G2wohddHwJzfO65h3p9Zd6KE365KIybQg4YWM3nV7aJSRaPjPdBrmzL5/EBBp+c7cv2wMN76Sbswl5IcyhtbsyisbUEtCgR56XhjSxbDB/jw1eFigjx1/GZeAlr1lWtZVbr/AJlffaUISG3nZK23F6YGJQioDwmh+TxxkMBhw6g+dQrZ2m4hZ2yzdle56QgZN46Gova/jc/AOEJGj6E6PQ1dnIqq7YVglVHr3QmJuA5v7yRCbut8/ezuPgCNxhezuQ5v795bijkLlcqdAQPuxGisxN19AKKowds7GUkykZPzZnez6K1VnyCo0esH4uUVj6dnNw2Mf4REJiZz9uDePs/TeXgQFB3j/AVdgSxatIjXXnuNsrIypk6d6qrY/hGg1mrx8A+gqabvFu7eoeH9sKILZ/DgwWzcuJGjR486fduff/45VqsVrVbL1Kntcb9hw4bZ7wv/85//8Ic//MHp+3Zx6XC6+ARKUGfBggVXpJrfk5ig0WiYOHEiWVlZ5OZ2rsr4/vvvAaVs9txAmVarZcmSJfzjH//gu++++1GKT/ZsU5Vy8W7r9+SdEMmg++binRBJ/ekC4u6Z0263Z0MUkFGy1VpbWy86wzooKIizZ89SZ98qqEWROcHBRLi78UVxMZTAxLbPQ5zew265B1DfYTvOwlbRJQpqRoXP4amp79mFp4NF32GyGDlU/D03xD/MqPA5HDOsdZh3tWATiPLqSzBZzWhVFxdYbTK3UNyo3HB112fOhfOxWe+tX7+evLw8hgwZwvz589m2bZvT93X33XezZcsWUk+XUFRlIDKw/fhww5RkUiYksmH/GYbHhfHvr9tvfPJKqzFbrJ2qn3aeLKairhk/P78+n6f27dsHQOTQMERV50DFV69/w5b/bic6aQCjZgzHTa9lxPRhLH/6PY5uPQHArU8tdpgTPTyS4tNl7N+//6oVnzZs2EB6ejrx8fG89dY3fPrpdgBiYqLw9PR1qsXpudjFJ0+PbsfYxCiLxeJQEeXr6WEXn/riy95bRFFEpVJhtVqxdAgIWTv83J+/m3Ox9c8xWq0cKipiZHi4vQrqUjV7nTRpEvn5+WRkn+pRfMrIVuyHJk+e3O2YvhIXFweA2OQoPslWC/U5x+wWe7beT7b/z0VsrnbYngvno1armTt3LnPnzqW8vJxVq1axevVqCgoK+Prrr+3NvAFyc3P71NfPxdXJQL2OcJ2GEqNyXS0D/8wvZ6S3By9nK9UwNWYLT0RfXEAwUBvCEM+h5DefxShdeCXesfp9duHJhoREdvMZspvPMNpnIsneo5ionoEotF2PtNbhV98W5Dr0odJvKXyk8jgoAcbcC5kbYMg8SF8LTZXI2hBEcS5e1YE0+udg8jagCQ1XrPkOfYgqZgpEtYlYhkpY/wuoLeh+4foAmPJz2PsmGMqV/k8Vp5XXDn+o9JhK+wpG3wV6P/61/SQNrRZOFLVXt6tFgaXjB7BkdAR/25jBnuxqZicE8fqWrC53qRYgOcKHaYODeOpax97NPnoNu349i4yyRkQBFr65mxaz1FHHYWCQB3dOjO603S8PFbLhVDm3jx/A7MTLFygu2rHDQTQC7MITcF7hCaCxsBB9WBhNRYrQqfH0xNxmoxQ0chT6wEAGzb+ByqNHsba2knj7UvwGD8ZqbaGw8H8EXjMAa4EXCSn3oenhPl2lcicq6l5k2YIo9l9iUU+o1V6o1Y7WUKKoxdt7OA0NaSjmP1YEwYPIyMW0tlZSWbmBzjZ97Wi1Qbi5heHvPxm1+odj23ipSJ4xh91f/AdLH5Nmk6+ZjUbXf+4HVxI33ngje/cq96k/xljhj5XQxKFkp+7o87ywxGHnH3QJmTt3Lm+99RZ79uzhzJkzJCZ23dqgrxw9epS33noLUFohdIy/iqLIY489xq9//WtWrVrFjBkzmDt3brfbMhqNfPbZZ9x7771OWZsL53LlpvhcJmxVJuc2MLZarZw8eRKAcePGdTl37FglCJGWluYQOPoxIMsyprbmpbYqJlu/p5INh/FNjqL+dAHZH2+2z6k5kWv3nUYQ7POcUekTHq5kCtR0uH7cUVXFi+lnsFglnouP55bwcPbVKtnJ2c3tNVKyLFNzznacgcWiZLKrBCUQbpUs7C9cz+fH/8hrux/g24x3HcaLqBzmXS2Eh4cTGBiIVbaSW1fU41iz1cLm07sdqgDOJbu2ABmZyMhIB49YF/2LzXrv8OHDZGRkUFVVZa+GcqbtHigB3ClTpiDLsCr1bKfXb549kkeWTCHYv703QoC3nrzSWlZtP+4wVpJkvtqlBC9uvfXWPluaHTt2DICIhK6bPlcVKU1F808X8s6vP+DAhiMc2Xqco1tPMGrWcBY+ckOnORFJyrZOnTrVfhy9yrjxxhtJSEhAlmW78DRtWjJ6vR5JkvpVYLF5SPt7twciLBYL2w8cYvuBQ/ZjbFd9n2xziov7r+mrqs1+VpLbq42sHSqPbK9fCmzXPqXV1byxZw/HSkrstnvnXhf1F7Yq+MzcdGS56yCQJEmczUt3GO8MBg9WspiFlhqQ2q/j6nOOkfPNG9SdPUJtxn5qMw4gmVqpyzqE3MX5SWyqdtiei/4lJCSERx99lI0bN/Lxxx9zww032I/tsixz0003ccMNN/Dmm29y9mznc4iLHw/SOceUzVX1bKpqFz2qzBd/zS0IAjMD53Fv1BPcGHoHKcGLSPBw7AfsoTp/kp3qPPZjpxqP8Xnxe3xb/hU0VUN9EVz3R0hcCIIKcrYpFnu284kgwIJ/Kv2dFvwdnjkLU5/GHP8CKt0EfGriCLCMI9BvKvKZbzFt3UarvBTjSQNyRZsdW+o/4MxaKDsOA2dCyh8g6pxezUmLYMqT8OheWLYJ5v8DbO9lwHhY8i48X62sBZg6SKkq9tCqSAhVzrkPXTOQ/7doGBlljbyx9SyH82v5x+auhSeAn84czH8fmMAvU+IRxa4r1+JDvQj2cqPFrPw+On4U/r0rhyHPfsubW9v3UVrfwq9WnmDzmXJ++ukRNpws49nVaaT8YyfPfX2y2/PTuRzMq+G9XTlUGzrf3zYZLew5W0V9S8+JhpHTr0FUq1G5u+MTG9vlGM8BA3rchrG21m6dp/X1IbRDPKM+O5u1t9xK2aHDzFn+FikfvI9f2/lLEZPuYfDInzLspid6FJ5sCIJ42YSnnggOnkNc3M+JiXmAkJAbiI6+E50uGB+fZKKi7sPPr90GUhTdAQFB0BAQcA1RUXcRHDzHJTx1g5uHJ8nX9N7GHEBUqRkxt/N90dVKaGgoH330ER999BEzZsy43MtxcYkIiotH3Ud7ee/QcDwCrqw+5gkJCcyfPx9Jknj44YftQqqNmpoaPvjgg15b1RcWFvLaa69x1113YTQaSU5O5plnnuk0btGiRSxZsgRZlvn5z3/O3/72N7ulvo2mpia++eYbFi5cyOrVqy/8TbroV/o9nba4uJjq6moEQcDf35+IiIjzT7pMtLS02Ht52PwlbRQXF9srUAZ0c3EXFaVU85hMJkpKSroddzViMpnaL8LbqgF8k6MInTWCsq3H8eyQRWjIrwAg++PNjvZ7KhGsVqeIT7a/RWWH7KVMg3LBvbKslJF+fiR7+/BlSQlT/P25L6o9260RMKIE/Jz5ebUJkiIqjpZs5p97HrG/Fuc/iuyaowz0G8H6jHcYFDAKnV9bQPICG8peqQiCwPDhw9m6dStnawuID+j6JgpgR8Y+nvz0BV6/46VurffOtmVfDh8+vMvXXfQf69at49ixY3h4eFBTU8P+/fv51a9+RUpKitP3ddddd5GamsrW44XcMSOeQB8lEL5mVxoP/uEzHlo0mc0HM+zjvdx1VDc0s2bnCW6b026/ciCzjMIqA56enixZsqRPa7BYLGRkKPsIGdR1VeSDf7iXf//2YyRJ4ti2NI5tS+PhV+9j3v1zWPjIDbjpO9+Mewd74ealo7XRSFZWFsnJyX1a1w8BrVariM5WK7feOo0VK3YRHR3Crl1bCQ8PZ/369dx///1Ot5gzGo1UVCjnnIAO4tPe42n8frki+Nss9mx9n2yP4dKIT7bmqR2P9R0DpJeyuaqt95avnx9PTJ7MyPBwTjU1ObzW3wwfPhytVkujoZ6K6nJCAjsLvcVlhbS0tuDp6UlCQoLT9h0aGoq3tzcNDQ0IzTXInsr33Ga1J0tWctcuByBk3PWUH/yWgTc+0akCSjQoIvSQIY4Z+C76nwkTJjBhwgQMBgNr1qxh5cqVnDp1iuzsbN566y3eeustBg0axNq1ay/3Ul1cBkZ66fm+usH+uEWGffVNpAR6461W8fOLrHo6l1A35T4i2n0QJtlETrMimje19cTpiaymU10+7632RUCg3qIk0BW35rP5zK+YcGgTXnP+CNf/BdLXK4OtZrqr5ABgzvNwrABKFQHO2384qu9+i6W4HmngrwGQvYZjLjSh8TIh+ES2zx00Byb9VKmmOrsF9P4gSxDddr3uEaD8A3hsHzRVQHRbpWqH89r/XZ/I/OHhhHjrCPZ2o9Vsxa3NnjjIS4e7RkWL2Yq/h5ayhq7vEf+5NYsP9+TywoIkJsUFEu7bdbKEj17DsAgf0orr0agEHpw2kBaTlQ/35AHw142ZNJms/Pq6BNzUKtw1KppNVnRqFQ//97B9OxlljcyID8JNo2JUlC96bdchlbMVBm5/dx8WSeb7k2V89Wh7pa4sy9zy9l5OlzYQG+jB9z+fhq6bPqVhEyZww+efIYgiZ/73KfUdHVoEgYCkJMInTSTtvfe7nG/DVF8PgkDKv/9N6b79FLa5FbS0BfLSP/uMuAWdrbNFUYMoXh0WsoIgoFZ74OUV7/C8VuuHn99YrNZGLJZmAgOno9U6z37/x8D0u5ZRkZtD6dmM8w8WBOY+/AT+4VdubNCFC2eg0mhInD2PU9+vaU+87wGthydDZlx7CVbWd1566SWqq6vZu3cv9957L0FBQYSGhlJdXU1ZWRmSJDF37lz8O7QzAbj99tvtPzc3N1NZWUl1tZKoJ4oiN998M7/97W+7TXT8wx/+QHBwMO+99x7vvvsu//73vxkwYAC+vr4YDAYKCwsxm80IguCqKryC6RfxqaKignfffZf169dT1+YlbMPX15f58+fz4IMPEhwc3B+7v2D+/ve/U11djb+/v0MvKcDhffj6+nY5v6Ovf319/XnFp9kdG4eeQ2lpKWFhYd2+fqXh0OC5TXwSVSrCU8YgSzKSxYLv0BhCZgynfPsJPO6axaD75jra76lFMFmd0iza1rehownBfVHRSJJyAzau7W94e0Qk90RF4dYh6942JyIiwql9SGzZ9aKgZkT4HH42+W2sshWVoGJo6DWsOf0m4d6DeOfAU8rztPX+uMps9wCGDh3K1q1bya7r3rbDbLVglaz85dZnsUhWmk2t7Dl7iOnxE9Go2v9eOXWFgEt8uhzMnz+flJQUsrOz7dnkf/7znxk7diy33HKLU/c1dOhQRo4cybFjx1h3IJd7r1UslI6kK3//3HP6O80YO4QTWcX88ynHY/mqtl5PixYtsve36S15eXmYTCY0bhq8g726HOPh7c4jf76fVW9+Q8iAGQwcEYsMfPfBZiRJ4uafLXLo+QTKjXBglD9Fp0rJzMy8KsUnG6IoMnRoLCtW7CIxMZrAwABKSkp45JFHCA4OZvHixeffSB8oKFCOMe46Le4dqtwmjRjG8489ZP/Z9n9Hyz2AAB9vh+30B+cTly6l+GS76JcEgTHh4QiCgKVNCLtUlU86nY5hw4Zx+PBhcvIzuxSfcgqULPyRI0c6tWpOEATi4+M5ePAgYlMl1jbxyWa1J1stxC54DBDwiR2OPjQGWZKQrRYE23lJsiK02e45Uxhz0Tc8PT254447uOOOO0hPT+err75i7dq11NfXu6qffsT8JWEAu/edwWBtF/tF4M+DIwlx6/6av9FST5bhNGFuAwhzi+x2XHcIgsDUgNnkNWcicWFJZXqVJ2N9J5PoNQJZltlU+Q25zUqlTnZsAlaVQErGtzDqJ3Drx5DxPYy8A8Seq2c1yRFYPXTgrkHVkgZn1oD/QocxUoWMsSIDzaR7UHmGADIktyXwaD0gaWHnDXckcJDyrxuGRbbfQ7t1uEYK83Fn1WOTOVZYx7VJIaw8XMSxgjp2ZFXSbHIM4jW0Wnj6yxN46tR8++Q0ogK6rlD58pFJbE2vYEiIF4OCPSmqbWbFoUKa2ra35Uw5v74uAYPRQkyAB4ZWC5MH+fP5wXa3BneNime+PEFNs4kRA3xZ/ehkVh4pQq0SiPLXs/F0Odclh2KRZCxt956Z5Y5N2ptNVk6XKkJoblUT1QZTt6IZgKbN+jbh9qWYm5rIa2sHoPXy4po/v0rliRPdznVAllHr9UTNnoVX1ABMBgOH/vpXjLV1BP3I76VEUUNwcPeWTi56RqNz4+bfvcz61/9CzpHu+95p3d259sHHSZgy/RKuzoWLy4d3aDjJ824kfev3mJubux3nERBE4px56DwurgVJf+Hp6cn777/PmjVr+Prrr0lPTyc9PZ2AgAAmTpxISkpKlzH+I0eOAEocwMPDAx8fH2bOnMnIkSNZuHDhed2mBEHgF7/4BTfffDMrVqxgz549FBUVUVJSgl6vJz4+ngkTJrBkyRIGDer+WsPF5cXp4tPhw4f56U9/Sn19fZfl6LW1tfz3v/9l3bp1vPXWW4wePbqLrVx61q1bx8cffwzAyy+/3KnnUEcrpO4yszsKFc4QUH5INLcdRGWVAB3sDhrSiyjfrlwMx90zx/68IIrtFU822hq9NvdwQO4ttoNOLdAiy7gLAm5qNck+3ryYnk6yjzcqQeSz4iKO1tfx1+SheLb9/UraMgSdbZfTUXwCUIlqRobOJq1sB2pRw+DA0ZgsSkafSlDZx11ttnuAvXdKbl0xsix3GVzdkbGPX3z+e5ZNW8r7uz63/9+xCkqSJfLqFUstVz+HS4fZbGbdunXMnz+f2NhYGhoaUKvVTJw4kTff7K6Z78Vz++23c+zYMb4/lMdt1wzBXadmVLwi8i+eMZKB4YG883UqM0cP5qP1+wHYfuQsN88aCUBmUS1nCmtQq9WdEgx6Q05ODgD+Eb49CgJfL1/Lpk+2A/D4uMFY24JcGz7ayuCRcYyZM7LTHP8IX4pOlXbZb/BqQJZl+zXBtGnDeO21h7FaJaqqqgkPD+f5559n/vzO2bYXS35+PgBBvj4OfzO1Ws2M8WM7We3ZKp5sBPkqAbG8vLxuj1UXS1fXSh1301trH2fg5uaGJEnU1tbSHBTEmYoKjG0ibV8tKi+GESNGcPDgQbbu2si4EZNQqx2vu/KKcuzjnE1CQoIiPhkqsZ5TBCGo1PjFt9v8CaKKnG/ecKh+EpprEWQJLy8vp1r3urhwEhIS+N3vfsevfvUrNm3axMqVKy/3klxcJoK0Gr4cOYiFhzOxpXZJ0K1Vm41vy1dSZ65GRMXSyGV4qfteBeKu0jPUazQnGg8BoBY0WOTeJ5g1Ww0crttLtHscerUnc4MXkdV4mq3VSpWT1mJRqpAAEhco/3qBoFGhHtx2sPvrMjA2IFZ8A+G3gNrRztp8vBBr4ATU0YGIlygxIjHMm8QwJRHk4elKH7386iZ+s/IEe3Pa7X1sPZwMRgsZ5Y128aljJZUsy3x5uIjaJhOT4wK48739HMir4c7xUWzLrKSwppl7Jyv3p29uy7KLQxHVjpW/rWYrLWZFrDpeWMdD/znE5jNKlbVWJWCyyvxvXwHbnp5hn9PQaqGioZVgb2VbHjo1T84axKcHCpk/PKxH4akjGr2e0U8+QdiECZQfOkTUnNkIgkDav9/rcrygUhExbRqVx49hrK3DLz7efi1js9abs3w5hpIS/F3Vui4uEq27nsW/foHy3GyOb/qWrP17aG0yIIoqAiIiGT5nHknXzETrfuXaF/7nP//p1bgJEybYHTE68sQTT/DEE0/0aZ933nlnt31/e7seF1c23iFhjL3tbqpzcyhLP4mhshzJakXUaPCLiCI0cSi+4X1PbrnUqFQqFi9efN6E0e6+HxfDgAEDePrpp3n66aedul0Xlwanik/V1dU89thj1NfX4+3tze23386UKVMIDVWyVsvKykhNTeXzzz+ntraWRx99lG+//fay92lJTU3lN7/5DQC/+MUvmDNnTqcxHYUls9ncZRCmo0DVG3sam8VfV/RUFXUlYmhrWMo5Gf2+yVF20UmWJMq3nyD4GiWrXLJaETv0spA1KgSgsdExM+xC8Pb2JiwsjNLSUkqAaElib00NVnsMT2Ccry8Rbm6kGwz8KSuL/9dWbVDcFuhztl2OTZDUCFqOlmzmtd0PsCDhMdamL7f//7PJb/PU1PcYFT6H7Ja9DvOuJgYNGoRGo8FgbqaqpZYgvX+nMdPjJ/L6HS8xedBYRgxItP8/Pb7dj7vEUInRakKv1xMTE3MJ38GPG1tvp1WrVjk8f+ONN7Jq1ap+EREAJk2aRGRkJEVFRWxPK2Le2BhuvGYYblo100bGsXZXGgA5xVX2OSeyiu3i07oDirAze/ZsAgP77qNsq37xDfPudozFbMXclj07+47pjJiuHO8e/dsyAPvjc/ENUwJZNrHkasNmOypJEvv2neHaa5XEkxEjhqLXe3Hdddc53XIPFNEIIKibiuWurPY6EuCjiFYGg4Hq6uoL+tycD5vdnii2t+HsGNS7lOKTVqultraW9PR0vpEkNmRmcu2IEeDpeUnFp2HDhlFbW8vevXuZOn4W0ye39xGQZZmColz7OGdjq1YSDZXnGdlux+czcKT9OdFQYd/Opaxac3F+tFotN9xwAzfc8OPpMeGiM6O89awYGccDp/KoNltxFwX+kF3C3xKiuhVUjNYWACSsmKUL78040X8Gvlp/DJZGjtTvPf8EwFflT5PVgBkTTdZGKkyltOwv4eDXX6JbNATaXKsGT3gBPLq3su4Ven8wlCGFLO4kPAHQbEIqqMFUWINu7lAEUUA2WZBbzAjebpfsmBcd4MHrt49i3Cvt99IvLkhk+fYcksN9mDZYOVe/8M1JPt6bz6SBAXyybDxfHy3mua+VHs47Mys5lK9YF/5nfwFZr8xDkmREUaCioZXv0srs2546OJD9uTW0FTF1MjLc0iY8AZjabjZNVgmdRmRQsCdnKwxE+evx0Tte5zw1N56n5jrav3VFRwHNRtiE8YRNGG9/LHdj0x41ezZjfv4zWuvqqM/JJSCpc5N4nY8POp+rw1bPxZVBSGwccx96grkPPYEsSQiiq9W8CxeiqCIobjBBcYrw31+JjS5cXIk4VXz64IMPqK+vJy4ujg8//LBTyV1UVBTjx4/nzjvv5N577yUnJ4cPP/yQX/7yl85cRp84ePAgP/3pTzGbzTz00EM88sgjXY7raKlXV1dHSEhnT/D6+voux/8YsNsSah0vjEWVioCRcVhMZrI/UW4QBFHo3O8JQKfM7fh7vBgSEhIoLS2lCJmSmhqeO3OaFxMSeDkxiUn+/uytqaG4tZVwnRtT/P2xSBJqUcTW2SMxsfPF+cVgq+jSCG4khE/iqanvkRiseH8vTHqcgf6K1cGo8DmoRQ0awc1h3tWEVqslLi6O9PR08uqLuxSfNCo1c5KmYm5r5m573JG8OuWvFR8f7xC4ddG/pKSk8Ktf/YpZs2axfPly8vPzKSkpYePGjX3uo9QXRFFkyZIlvP7663x/KI95Y2PQqFWkTEzk/pf/x3d7TzMwPICcNgu+OePi+c09imdyY7OJ3aeVKrmbbrrpgvZfVKRYrviEdC8+Hd+RxtZPdwCg1qrsFnvjU3qu8vUJUWz8CgsLL2htVzq2Cs7a2lr+7/8+QK0WUalUBAUFUFRU3m/HuexsxWYxxL9r3/6urPY6olGrCPDxpqqunpycnH4Rn2zCnKqDNZLY4Wer1epUa7nusFU0+vv7k5CQwHXx8QwJDMTg7k56czMnT57EbDb3i0h4LgkJCfj5+ZGQkMCIZEdRsK6hBkNzIyqVyukVytB+7heaa8FqAVXXv3vZaqE+5xg+A0e2W+7RLlq5LPdcuLhymeTnRdqUoSTtTqPOIvFZWS2jmrYQK+UxNP4e/HziHMbPCVpAWuNhItyi8dd23fOxNwiCQKLXCHKaMns9p87aXt3jpwnELJnZdnIlRm0dbro6RJSKmWJjARH6mIsLZP3kSzjxBeivgYoexskgmy0ggzE1C0xWVAP80Qy9dP1bgrzceGR6HCsOFbJkVAT3TB7IPZMHOoz5734laWhvTjVnKwy0mtut+o4U1Np/9nJTcbywjhEDfAE4mFdLQ6ty3RLgoeX28dEsGhXJzL9ss4tLAGpRwCLJRAXocdOoyChTEiiHBHvyfzck4u2uYeUjkzlSUMvIAb4OPZ2skozqPBV3LSYrS9/dy/Giep6cPZinru0+MXL8b35N9jdrqDp1isaCAkSNhrhFN5LY1mvDzdcXt9Gdk2xcuOhvXMKTCxdd4xKeXPyYcGo0Y8eOHQiCwMsvv9xjP6egoCBefvll7rjjDrZv337ZxKejR4/y0EMP0dLSwp133tlj+V5ERAQajQaz2UxBQUGX4pMtK16r1f7orFaqqpRKA9mt/SMlWa3UpuUBYMivoP5UPr7DYoiYNxav2FDHfk+ArFPm2prPXSyJiYls27aNQllmqb+/XXRSt10ATfL35/aISD4rLuLVs1m4q1WMDQyijva+D86koUGxbtCJ7ZaOJ8t2sjZ9OYMDR6MS1by2+wGemvoe4yLn2cc5S4y70oiPjyc9PZ38+lLGhXWfvb71TCq/+Pz3/H3p86QMdfSGzm8osW/LxaVjw4YN/PnPfwZg8+bNgHKMXLCgdxYvF8N1113H22+/TU5ZA2dL6ogO9uL373/H+j2nGDE4guNZxQyPC+NEdim3zRmNvq2Hw460YswWiUGDBl2wsFxcrIid3kFd+zBbzFZMJgtzfjIDQSWw6DHl99HabOLr5euITopi3LWjOvV8UrapiE+VlZWYTCan9pu7ErBVDvn4+PDXvz6ILMNTT71DXFwM2dl5bNq0yemCP7SLT6HdiE9qtZpJI4Y5WO+dS6i/H1V1Sp+Y8ePHd7GVC8dqtdornzqKT+oOP3dXbe1sbBWNw4cPJyAgALVKxdjISLbW1FBbW8sbb7zBzJkznd6Xqyu8vLyIiopCFEXKq0vx9Wn/+xWXKQJtXFxcv/xegoKCCAgIoLq6GrGpCsm7c88pgPqcY50s9wDEJkV8clnB9g9ff/21U7azaNEip2zHxQ8XURAY6eXB9tpGvEQJdcMRGmkmM2cVE0Y94zA23D2KcPeobrbUd6LcY9GLHjRLTX2aN1A/hK1V61GlDMBdjnQIXB1rOIBZNjM1oLODR3dYqw1I5Q2ownwQ/TzAJxKmPY1KkiG3Ektmefdz86qxFtdCW7W3VHXxzhV95TfzEvjNvO6F/nlDQ1l3opTEMG9iAz0I8NCyJb2CA7k1Dj2japrM3PhWKu/cNYaU5FAmDvQnJkBPXnUz1U0mbnxrN5t+MZ0x0f7szVHuU8N83PjykUkczq9l2uAgPt2fbxefZiYEMzNeiYX46DXMTHCMi7y3K4c/fHuGYRE+/O/BiXjqug7JHC+q43iRch/43335PYpP3lFRjHricSSzmbrsbDwjI9F6Xpl9Q1y4cOHChQsXPy6cKj4VFxfj7u7eqz5Oo0ePxt3d3R7Mu9ScPHmSBx98kObmZm6++WZ+97vf9TherVYzdOhQjh49yqFDhxg3blynMYcOKR7ew4YNQ6XqHFy8mikvb7s56WAnUHeqgOyPlcB0yPRhhMwYTsS8sai1ms79njrMtW/rIrEFfjp+wixt9ns2EWpZTAySLPNFSTEgYKs5iI6OxqOtz4WzsIlqepWv3Xbv8UlvsSDhMYaFTkctauyWe7ZxHef1B5IksWHDhvbKNZQKhaNHjzJq1CjUajWCIDBp0iSio6Odum+brWFhQ2mP42z5hSeK0pmVOAVNhwxz21xnWyS66Jn58+ezatUqUlJSOHz4MGfOnCEyMvKSVER4e3szbdo0tmzZwtbjhYR7Cbz11S4A/L0V//AT2crnwmKVWLf7JCkTE9l6XPl233DDDRecZWSrfPLqRnw6viONd3/1IaDY7J3YpVi7nD2ey6ZPtgKg/Ye6y55Pbl46NG5qzK0WSkpKrjobybVr15Kens6AARFMnXoHu3ad5C9/eYDduwvQaNyYMGHC+TfSRxobGykpUQTq7iqf4PzWe6H+fpzMySMzs/eZ6r3FbG7v96HtIHxpOvzccUx/Yvtev/vuuzQ2NmJts/uTAD8/P5555pl+s9TsiiFDhlBUVERpeTHxA9uFnJJy5XvYH1VPoCSfJCQkkJqaitBUBd2IT11Z7mG1KBVTuJIi+ovf/OY3F50pKgiCS3xyAcCHw2LZWduI0FLC51kjGUQJiz0H9Pt+1aKGYRnR7Is7hdBN9Ysgw3WV09AYJI4EZVLkVcnh+j3tr3fxPShtLer83NkM9N4++AQ7HstksxXzoTyQZKxFtehmJyKolAQ9QRRQxwVjbTIiF9d1XluIF9acDtakooBqYPeJp5eLN24fxa+vSyDE2w2tWuS2d/dxvLDOYYytVxTAqZIGUpJDCfDUsfbxqQx7aSMAhTUt1Dab7H2eAErrW1l1uIgnZg9GEAQevGYgFknGbJX46cyeG55/mJqHJMPxonoO5tXYhapzSQzztotg84Z2fS46F1Gjwd9VeevChQsXLly4uIJwuo/LpexNcKFkZGSwbNkyGhsbWbBgAS+//HKvbmRTUlI4evQoq1ev5oEHHnAItJpMJnv/k+uuu67f1n6lYgvKyh7t2fq2fk+G/ArKt58g7p451J9WqsP8hsU49HsCkD2Vuc6ynRoyZAiiKNIgSWypruaP6WeY6h/A7ppqXk5MYlpgIGpR5MHYWIb6+DDJ35/tbZ9fZ2fgG41GamoU2wwvVSCjwgfws8lvk1l1iO8y3yPaNxmtWme33APwVCle6y0tLTQ0NODt3b3V14Xy7bff8qc//cn+WJIkCgoKKC4uJiEhwd6PbeXKlXz22WdOtX6yCUZFjT2LjbMTp7Bs2lLe3/U5o6KS7dZ7kizZ5w4a1PNNngvnotFomD9/PuvWrUMQBEpKSvC8hNmVc+fOZcuWLaSeKuGdJ2fz05un8dZXu1CplOP4iEHhHD9bwsmcUt76aif/fPpWskrqEEWxy55+vaG+vt7ej84n2KvLMSOmD+OhP99H7sl8B8Fp+DSln9zsO6d32/NJEAS8g7yoLqylqKjoqhOfJkyYgL+/P4WFxbz99no++mgjr732MB4ebgQEBNht+ZxJVlYWAL6enujd2itkLBaLQ6XT+az3wgOV42B/iE8mkwlJkqitrXV4XhAENGo1ZosFo9Ho9P12hUajYfHixXz88ccO4pNVlhFFkalTp14SgdnGwIED2bp1K+VVjgkK5ZXK47i4uK6mOYX4+HhSU1MRDZXYQo02mz3v6KE05J/EZ+BIh4onAKG5GgEZf39/goIu3JrLxflxWe26cAbuKpGUQB+m7i/hrKB8nwUxCOfX4XbG2NSMaWs+2mkDEDQqOOcjHdYUSHC1kgg3vjyRIi9F7BHbBupENzxUXtSaq7BiRStoGZF5krxj92MadQeDwmaxf+UX7Pnyf6g0Gpa++Cqhg7pL1ur6/l03fADWMB/M6WVgaD8XyTXNIArYmiCJwV6IAR5YzpYjBngqVVRXAIIgMMBfb39cWNNu8RvqrcPbTUNmhdK3WC0KTIhttwH3ctfwy7lD+OxAIfNHhJFb2cSxc4Sr1zZn8drmLG4eE8lfbxnBz+f0LhluTmIwH+/NJ9TbjaHh3Vv1+7hr+P7n11DZaHR4Hy5cuHDhwoULFz8knCo+RUREkJ2dba+a6ImjR4/S0tLSr8GDrsjLy+P++++nrq6OlJQUXn311V7fwN522228//775Ofn88ILL/DCCy+g0+kwGo28+OKLFBQUEBwczC233NLP7+LKw9bUXfZqD/DZ+j35DYvBKzYUWZLslVChs0YQef04BwHKNjcvL88pzff0ej1RUVHk5eUxoIPF3lT/AMb5+jpUQU1r6+NRIilhJmdnLBcWFiLLMjrRAzfRC6tsIafmBN9lvgdAds1Rvst8j59NfpuJUYpVl0bU4akKwGCtJj8/3+mN1WVZZsWKFQCoBYFgvY7i8gqKi4uJj4kiOTIMBJGy5lZKS0vZtWsXM2fOdNr+Y2NjEQSBBpOBBqMBb127eGG2WtiRsY/p8RPRqNQ8Oec+RgxIZHr8RPuY6pY6jFYTGo2GqKgLt0LJysri888/7xT8tlqtpKenI0kSKpXK/pnIyspi4MCB5OTkMHjw4C6rHJOTk7n11lsveE0/BGwWXSNGjAAurWfx+PHj8fT0pMZgILOohjEJUfz7/27HaLagEkQWThuGRqNGAD783U8wtvVPGz16NH5+3VfA9IRNFPfw06PWdn3qVGtUaLVqu+iUcu9sQGbDR8rjuOEDu7Tcs+EdrIhPV2Pfp02bNlFTU0NISBCDB0fwl788yDXXDOPEiQqqq6v7xV40IyMDgPBAx55ytkqn3z38AGcLC7l74XymjRmFxWJh1+Gjnez3wtrmFxYW0tTU5NSq2NbWVmpra0lPT2fLgVTmT5ttf02n0V5S8cmGTWCytS6X2kSoSyk8gXKOAKhoE58sFjOpB3ZRVqFUs/WnQGs73otNVfbnbDZ7IeOup/zgt53s9jqOj4+Pd/m49zMhISEsWrSIJUuWEBkZebmX4+IHTkGLyf7zPwsqGerlwYJg337d5+h5C2j6rAbT1hZaFwRSbnEU2hu1TVgEK2pZRa2uEVWDhMVNxqpR7pFapGaSvEYRLkch1JoobjrGttgQIARMR6mt01J0RqnAtprNlGRlOIhPgkaFZnQ0UnkDYpiPverpXFRB3qiCvLFWNiqVUgAdKoAARD8PTAdyodUM2ZXoZsQj6C7tOaM3vHrTcN7Zkc3kuACemhtPRlkji5en0myyYpFkPtidy5RB7b0dZyYEIwgCo6N8+cl7+7vd7leHi7hlbCQTYgN6tY6XbhzK3ZNjCPF269Zyz4abRuUSnly4cOHChQsXP2icKj5NmzaNs2fP8vzzz/PRRx/ZqybOpbq6mueffx5BELjmmmsueH+lpaUOthkmk3LjcOTIEQcLnwceeIAHH3wQgJdfftnen6i0tJQ777yzy20HBQXx+uuvOzyn1+v55z//yQMPPMDKlSvZvHkzkZGRFBUVUV9fj16v54033sDd3f2C39MPEYvFQk5ODgCyr1un10WVCv/hsUhWq70SqmzrcTyjQxzt97x0yIJAY2MjZWVlhIWFXfTaBg0aRF5eHpWiwLK2QNVnxUXsq60lo7GRz4qL7FVQALYaHGfb+dgy8AM0UQiCwNHizaxNX84N8Q8zKGAUVlm5iTtbfZSR4bNJK9vBqPA5BGiiMFirycrKcrr4dOjQIXJyclAJAtPCA8gpK2dOwkBifDyIjwhD1SbKZtY2kl3fxIoVK5wqPrm5uREREUFRURHFjeUO4tOOjH08+ekLLJu2lCfn3IdGpbZXPNkoaVQ6IUdHR19wRZbZbObFF18kPz+/02vV1dWkp6fbH9uax6enpxMeHk5JSQlDhgzpMrt9y5YtxMbGdmnPebVgs+hav349RqMRPz8/zGYz69atY/78+f0aqNZoNEyaNIlNmzbxwfpDfLJmB4/ffA1vfrUTgA3703ny1um8vmIHT946nSZB+WxdzPnGJrD7hHRd9WRjxPRhPPq3ZQCMnjUCi9lKeX4lx7aloeomsGPDN9TbYV9XE2PHjiUiIoLi4mKeffZDXnvtYTQaFeXllaSnp7Njxw6uv/56p+7zzJkzAEQEBTo8b6t0OpV1lhXfbwLgoVtv6tZ+z9PdHR9PD+oNTWRkZPTKWri3tLa24ufnx4hhw0mZ5Pj5dNPoMLQ009LS4rT99Qbbd9de+dT2vDMrX3vDgAGK9VVVTSWyLJN6YBfPvvIUSYlJ+Pn7XVTSwfmwVeYKLXVgtYBKbbfZ844eikd4nKPdXhtik2KT21+WgC7gl7/8JatXryY7O5t//etfvP3224wbN46bbrqJlJSUS9IfzcXVh14lYrK0CyrNVmsPo52DqFKj1uowNbcwRjeRrdIGWiWlMkdAxKizkj/CRFVNIZnueUiiaK80AiWJ7Ez1EZrVLaACvB0Fb4OlgXE33kxNcSGeAYEkTOl8DaQK8kIV1PN1TcexjI3BfLwAzJLDa5b00vbiKUlGtspcifL7tUkhXJvU3rc5PtSLN5aOYtkninV+TKAHDS1mVhwqJCZQzy8+P06j0YKHTtXxV98lj/znMCnJoTx7QyJebue/Bo7rxsLZhQsXLly4cOHiasOpkYRly5bx1VdfcfbsWa6//nqWLl3KpEmTCA0NRRAESktL2bt3L1988QV1dXV4e3uzbNmyC96f1Wp16FVjw2KxODzf2tpq/9kmUAGcOHGi221HRER0+fyYMWP45ptvWL58OampqWRmZuLn58eSJUt47LHH7MGSHxNZWVmYTCZkjQgdbPckq5W6UwV4J0TSkF6Eb3KUQyWUb/I5gSOViOyrQ6ht5eTJk04RnwYOHAhAhYy9x1O8lxdnGhv4oriY2yMimeSvZLUbZZm6tnm2jGtncfKkknkYrFEq/YaFTueG+IeJ9RvOyPDZHCvZwg3xD7M+4x1EQcXa9OU8NfU9gr0Gkt96lFOnTrFkyRKnrumLL74AIFyvY8fJM+w6nckd10wkaYDy2bdKEhnFpcSEBJNb30RaWhqnTp0iOTnZaWuIjY2lqKiIEkMliYHtVZDT4yfarfaSI4agFlX2KigbJQZFfLL9jS+E1atX24WnydPC0Oraq1Ks1nAy0v2RJAlRFIhPiMRksiDJjQyOD6NkTQnJwwNISnbMuE47VkV1VSv//Oc/+eijjy55wPZSYbPee+edd/Dz80MURXs11KpVq1i8eHG/7n/KlCls2rSJnFKlYqbVZCJlQiILpw1F76bl2gmKWPj6ih0kJiTgHxDA5MmTL3h/ubm5APj1YI8CSvXT+BRFnLCYrXy9fB3HtqWRcu9sRs8a0eNc3zAfh31dTTQ3NxMVFUVcXBgxMb5Mnqz08ElKiv3/7J13eBzVvf4/M1vUe++yZEuyZVtucsMNW9jYmGKDgTj0GggEQgI3/FKAJDfkhguhhtACMVyKCabYuGPccLflJqvYlmT1utKqS7s78/tjNCut1asL83keP7J25sw5q92dnTnved8vOTkVQzJZ35X4pHLbtdcgiiJ3XKfUMeoufi88wB9zXT3p6emDKj41NDQgiiIjIiIx6NsmqyxWCxUVFUh6gYaGhm6OMPio5yzV8XShnE/qdVhTcyMNjfVcMXU2Tz/+HNv3b8RgMBAYOHT1Rfz9/fH29qa6uhqhsQrZvW2RgaDTd3A8qajikxYFO3Tcd9993HfffRw7doz//Oc/bNiwgf3793PgwAH+9Kc/sWTJEgdXroZGb3glIZI7T7Z9987x6Z0gMxBOfr+Fg1//B8PscM7VO9b2WxhwPVGusQiCwGZdMVKDIvao9aFsBTVYdhYip0QhBnZ0xQgIRDnHEj1+NA/+c9WgjVkX4IEwPRZbYTVyixWpoDUytp0wo4vyQ3Q1dn6Ai5AFY4L45P7pVNQ1c0WsPzOe/476FkV8VMtxtVilbo6gUNVg4dOD+QR4OPGrhVrNPw0NDQ0NDQ0NlUGdFfX39+eNN97gkUcewWw28/bbb/P222932E+WZTw9PXnjjTfw9+98Uqg3hIeH22N1esuHH37Y7/5UIiMjHerk/NhJTU0FQPZ3U6q2tlKdlseZ9zcTPD+Jkm3HGHn3QnzHj7A7oTpD9nODqiaOHTvGVVddNeCxqWKgqfWuSC+K6ATBLjzdGx2NvtXhY2pt4+3tPej1lY4cOQJAmLMy4XqiZAffZr4FwOTQhRwu2sxjM//JE7PeZVzwXEb5T2JiaArFLRnAFxw5cmRQoghVcnJy2LdvHwAtdTXsOpXF7DFxxIeFYJMk0vMLKaioYnfGaVbOmU6IuzuFdY189tln/PGPfxyUMYDiWtq1axcl7aKN1Mi9h668naSI0dgkG7/4+BleXfmcg/upuLVNf1e/19XV8cEHHwCQsiiScRM6nosmTArg8MFckiZGcCw1n9NZxWRlFhI/OpAnn17C5ORo9HrHGLXRib68/3Yaubm5rF+/nuuuu65f47vYsVgsPP3002zatInQ0FCioqLsbqilS5cOef9TpiiTvza9C3ctmcq73yjv56gQHwrLzMybPIqnbk+hsLKOgjo9kZGRBAf3rlhzZ5w9exYA37Dex/Yd3JLKpg++AyBmXHS3kXsAvuHegPL5VETPy6emidlsRhRF3N2dWbVqKxMmxDJnzjgKC0vw8fGhvr5+UPszmUwUFxcjAGEBji7s9g6nB26+0f64Xq93cDy1JzzQn7Scc6SlpQ3qONXn7eLk6JjetHcnPxzcR0JCwoUTn1p/V8Wn4RbSnZyc8Pf3p6KiAlN1JRGhUSSMGs3Og5sJCgoa0s+HIAjExsZy+PBhxAYTNvcAe+xeZ3F7AMgyQqNyJaGJT0NPUlISSUlJ/Pa3v2Xjxo188cUXHDp0iM8++4zVq1cTGxvLjTfeyHXXXddlEoOGhsqiAC9eGx3J/xVVcm2gNyHOQy+eGFuTMgzTHRfbRbuMJNptJBbJgqmlnGnes6luqaTKWmnfR3A2YE2rQHAx4LSs9XwjyXa1REbm+8r1hLlEgSBzuHovrjo34oinpqyU4NLNiCdXQ9JPYOYjfRq36O6MGB+MLMu01LcgVzl+f4vh/Ys3vpDMiFXOEVtPldqFJ4D5rbF7N04K42cfHenVsbwvIeFNQ0NDQ0NDQ2M4GPQ796lTp/LNN99wyy234OnpiSzLDv88PT35yU9+wtq1ay/rSKofEwcOHABADnSsg+GdGMnIuxcSumgyI+9e2NHp1AnqMfbv348s95Bv0AtU95Rayt0qSdhkmWcTEhyEJ8DuehrIBHVn5Ofnk5+fj4iOUCelhPHE0BQWxylRkIeLNnNtwsNMCb+a5PDFOOtdSQ5fjF40EGKMRy8YKS8v58yZM4M2ps8//xyAIFcnkqLCWTlnOilJiehEkfT8Ij7dfYDdGaftglS0p7Kqcvv27ZSWlnZ36D4RFRUFQEl9uf0xNXJvz5lDpIyZxfzRV/Dqyucc6j0BlNSVOxyjr/znP/+hpqYGX18nEsd3PjF1+GAuLzy/nlde3MILz68nZmQA1y+fxC0rpzJtRmwH4QnA2VnPtBnK++6DDz7AYrF02OdyYN26dbz44osAFBUVUVVVhcFgYNmyZcPikPD29mbUqFGIosjJXMUFFx3iw7liE9/uSePhv63mbx9u5YvvDmM2mwfkVpFl2f75UwWi3nDuVB4AE64c16PrCcAr0AOdQUdjYyOFhYX9GuvFSnV1NVarldJSE7fdNp+ZM8ewc+cJPv10C3l5eVRWVvZ8kD5w6tQpAAJ8vHE2Ok4EJSeO4dYli0hOVBYDqLWezq/71p6IQMX5kpaWNijfTSp1dUqhczdnx8jaRTPmsHheCj4+PtTW1g5af71BrWOnik5WSaKiooIdO3YM+/ksKEiJR6quMTn8HOzv6c5QHdBCg3IFocbudRa3ByA01yJINoxGY5fueY3Bx9nZmRtuuIEPP/yQLVu28NBDDxESEsKZM2f429/+xty5c/n5z3/ebdqBhgbAimBfvpo0Chn4ZUYeh4vTqa0fuu/i0bPm4erphSW1zP6Ys+DCVYHXI8kS35R8wlfF/8fGsq8chCcA0d8F16tiuXLiTUzwmoaX3rfNptOKhMSqgjf4pvgz0mpTOVi9m1Uf/oFPfv8kmz78CEpPwubfQmMV/UEQBIzTRiAEOrrEpMq6fh3vYmBipDe+bm3XsNszy5g10o/XtvV8D+akF/nj9YncPTN6CEeooaGhoaGhoXHpMSTLRoODg3nuuefYv38/W7Zs4bPPPuOzzz5jy5Yt7N+/n2eeecY+oaBxadPQ0MCxY8cAkIIdbz5Uh5PeaLA7nnpCDnRHFpWIxs7q8PQV39ZIvXqUibS9JhPPZqSjE0QH4QmgrtUdpbYZLHbt2gVAqNNonERFXNOLBuL8JwNwTfyD3Dz+KfRixwl7vWgkwnk8ADt37hyU8dTU1LBp0yYAojzd0IkiYyLC7DWe1OyMWQkj7YKUp9GAr7MRSZL48ssvB2Uc0OZMK61vu6meGz+dV1c+x8yRU9h6ajcAKWNmOUTuAZQ2mByO0ReamprsAtz0K0IQxc4dZZOTo7l++SQO7s8meVoMyVNHcPtdV+Dcw4rY8RP9cXXTU1ZWxtatW/s8vkuBpUuXsnr1aubPn09cXBw+PsO/0lWNVYqJCAXgyZ+mcO2scUyMC+eamYm8unoHiXEx+Pj4MGHChH73U1lZqcRvCUKPsXtWi43DW49itdi44eGlLLprAVMXdx7RdT6iTrQfX60Td7lQVVVFQUEBhw+f4qOPtrFr1wlsNokFCyZRWFjIoUOHBrU/NepUFY3aczDtFJ+u38TBNEWgUp1Qe4+d6FKICvX3QxQEKisrB1WAV4Uld2fHxRsGvYGk+DGIomgXqIYL1eGkSmwllZVkZmbyu9/9jnXr1g3rWNRoPXNNtfKzttrh8aFEXdggNlYjtTRRtPsLPKPGIuj0yDYr1acPIdva3idCozK2iIgIu4CnMbyEh4fz2GOP8d133/Gvf/3LXkdu27ZtbNy48QKPTuNixybL3Jh6mt+dLuSTYhN3p5ew+8AzmKqzhqxPWZaxbD1H/cuH8EsVuTnsbr595QX+8cjtVLQo3zXV1s4XZwjTAqkpK2WazxzGeU62P24QHK9R27e31CtO2rzG1kVXXpFg7H/tIbm2CbnMcYGELauUlkM5yLaeo+ouNvzcnfjq51dg1Cn3BVYJnvnmFGlFNT22/eyB6dwxI7rLewoNDQ0NDQ0NjR8rQ57pExERYY/G+DHWQ7rc2bNnDxaLBdndCO4dJ+Qlmw3T8Ryk1sK95//eAb1odz/t2LFjwOPz8FAEMQmwAjN8ffnT6DH2Ok/taTqvzWChig8jXR2dO1PCr+aJWe9ya9LTduHJKlk4WLABq9S2unyky3T7cQZjxf369etpbm7Gw6DH16mj4DU6IoyVc6Zz1USl7smp/EJskkSUh+J+Wrt2Lc3NzQMeBygTRQBVTTU025R6bAadnpQxs9hz5hC/+PgZdmTu69CurqWBBkujwzH6wnfffYfZbMbTy8iohK5FE71ex09um861N0zk4P5sjhxSBFGr1cb+vWexWjt/H+v1IhMnK5OjX3zxRZ/Hd6mg1+uJjY0lICDggkTEjR07FkmSKKtp5F+/+ymiTuSRFz8nNasANxcj7/3up/gEBCOKImPHju13P6oQ5BXsgd7YffTYoc2pvP74OxzanIqzq5FRE2J4+6n3ObbjRK/68m2NqxlMp+PFgMlkIjw8nPnzJ/Pf/30XJ07k8uST72A0KuegwRZY7OJTUEfxKTlxDDdffRUtLRasVqu91tPEhHj++I+37UJUewx6PSF+vg7HHgxqamqQJImC4kIsVkdXkbuLm32f4cTufGr9PcDXl/j4eP76178OS6Rme9S4tJo6s8PP4YhRUyNdhSYzxXu/pvTgeor3fg1gj+AzZx+1799efNK4sDQ0NFBYWEhRUVG3jkYNjfYcqWngh+q2CLlq3JFlidLyo0PW59LH/4vYKdOYt+g2blr2K8znisjau4vmCjO2I2Ugg1TegFTVhCzLWNMqkeuU62Vbfg2BUTHkNeSw17QNvaBnrMdEbo94mKVBtzjUYVKJMIbj7ObOjFvvgeXvwn1bQNd/t7rgZIDztRZJRiqvw1Y+vK7dwSLS143HU+L63O6+VQd58MNDHMw19byzhoaGhoaGhsaPiMunoITGBeH7778HQArzdKj3pKLWfapOy+v0986QwpR6S9u2bRvw+JycnOz/t6DUfJrt7+/gerJKErsqKmiWlKk2o3HwsrrPnj1LVlYWIjpiXaZ32G6TrBwq2GgXm1KLtvLS7vtILWpzy4xwSUYvOJGfn2+PkuovkiTx1VdfARDp6WqvIWWTJLvI1DY2ia3H0vh45z4yC4sJdHXCWSdiNpvZvn37gMah4uXlhZubMsFa0VDtsE11QJ0ftwdQ3up68vf3x/m8uKresGHDBgDGJfn3aYXi6axSrFabPY7v8MHcLvcdm+SHKApkZGSQk5PT5X6XKuvWrWP58uXk5SmfZdUV19DQwJdffjks8VyjR4+mqqqK7XtTERA4ebYIgMUzRrPkikRGx4QjI+Dj4zMgt212djYAvmHePe+blmv/abXYsNkkHnrxXhJnjrE7orrDrzXWT+3zcsFkMqHX67njjoUYjQZWrdrKHXekMHZsNMCg1nyyWq2kp6cDXTufVm/cwn+/9S7/WqOICbMnT+Tjbzew+8hRZk2awIykcR3aRQQpgvJgik/V1dVUVVXxn41r2bTX0d3q6aqsRjebzYPWX29QhWQ1dg9RxN/fn0WLFg1LpGZ7VJGprkGZxKyrV34OtkO5M9SFDUJzLSHTryUoeQkhM64HOo/gE5trHdppDD8HDhzgN7/5DbNmzeIPf/gDqampeHt789Of/pSbb775Qg9P4yIn2sWIl77t/mAyyiKQyqrBrfXXnsixSdzw5O+ZtPhaALyDQ3D3Vc57Np0IAogBrlgOFFP/2100rTpJwyuHafzXCeJLoinNOcPGg6uwYcMqWzGITux4/11W3/sojR+cwFbZaO9LJ8lcO82Nn//zPcZfczOMXwEeA4swFZz0GJIiwKADDycwtrk+5fqmblpe3Dw4N5Z7r4gmwseFEE+nnhsAFXUWNqWVcstbe0nN61+UoYaGhoaGhobG5YgmPmn0m7q6Ovbs3QuAFNF5FJVnQjjB85PwTFAmY7wTI4m9MwVZkrp0P8lhnsiCwNmzZwc8aS+1E1NE2oQma7vH95pM/D79FKdNpg5tBsr69esBiHaZjIvO02FbatFWXtnzM17Z8zNWH/8bTdYGbJKVx2b+k4mhKfb9jKILsS7THI7XX44ePUpBQQE6QSDUrU20ySwstotM6fmFfLxzH6t3H2DXqSx73SdREIhodT998803AxqHiiAI9toYFQ2OKwVVB9T5cXsA5a01OEJDQ/vcZ1VVlT0qMiGx6wlM1d10YF82a79KZXLyCNZ+lcqBfdlMTo7myaeXMDk5usv2rq4GokYoLrrBcPFdbCxdupQ1a9bY3QFVVVUsX76c5557juXLlw9LPFdoaCgRERGMGjWKLQczGRMdzM9vms07/28lBr2O7BJl0j4+Pt4utPaH3NxcgB4j9wBGtIopI8ZGc3BLKm/+6j32fL2fo98f5/XH3+nRAaX2ofZ5uVBZWYnVauXrr3fR0qIIk+PGRbNo0STCwsIwGAyD5lA4c+YMzc3NuDgZ8ffu+JrNSBrHHx5+gJuvvopP12+yu5zuuG4pty5ZxP974F579Fx7VBfVYIpPZrMZHx8fHrz5dhbNmOOwzbNVmK+urh60/nqD+llRF82rjtuBfIb6ixrnWd8qOtU31Dk8PpT4+/uj1+sRZAkdEmFzb0E0Kt+bgk6P96gpCO2+n4QmZYxqrUmN4aG4uJh//OMfXHXVVdx555189dVXtLS0MHv2bF5++WV27drF7373O6Kjoy/0UDUucgKMBnZMHc3f44L5e3gZt3ocRBJFGpoq2b73aarMbY7kfabtrMp7g32m/l/fleVms+qpR/nsud9QX61c1zq7ubPg3oeVHSraFmXINc1gk1v/34It08Sxb9dy4LuvkMIUcUSWZHyqdRzb/C2SzYYtw0Tj3w7Q8PEpRpXXs6ygBkNjNdQObh0rXYg3ziljcLpiFLRbYGPLqcCSW95Ny4sXnSjw+2sT2fVf84lvFyuvE0Hfw+yJJENBVWP3O2loaGhoaGho/IjoPj+oG0aPHj0oAxAEYcBuDo0Lw/bt27G0tCB7OIFXR/eJZLNRuOEQpduP4xYRgN+EWESdDkEUOfP+ZkbevRDf8SM6HtioRw52RyiuZfPmzTz44IP9HmNDQ4P9/wbahKY/jR7DbH9/oC2KT/bxpgClHtBgYLFY7LWVRrvNc9hmlSzYJCsPTn2JzVkfsDbjH0iyjW8z3+KJWe92qP802m0emQ072bJlC4888gguLi79GpMqCIS6OTu4v+LDQlg5ZzojQ4LYdkz5PGYUFjN7TJy97hNAuLsLp6vrOHbsGHl5eXbhYSCEhISQlZVFRWtkUW+obC2O3J9JvsOHDyPLMgGBLnh6du1yU91Nk5Ojuea6CcTE+nP4oCKG6vU6ps2I7bGvmJFe5Jyt4dChQ9x11119HuvFisViYd26dSxdupTNmzcDymTwmjVrWLRoEdOnTx+WeC5BEIiLiyMtLY2PN53m400Hef93P2Xz/gxsNonvjuYjSRIjR44cUD8FBQUAeAZ2H8mpupoW3DaP7OM5lOUpky7Hdp4kMDqAxfekkDhzTLfHUPsoLi7GarV2KoJcasiyjMlkoqCggP37C/HwcOallx5kzpxx7NhxnMLCQjw8PDCZTINSy6d9vSexE8FEr9czb+oUZk2aQELMCGw2G1arFWdnJx64+cYujxvZKj6dPn2apqamfrkuz6eqqgpRFLlyykwMesfzvrebsmDBZBreCB81ds8uPp33+HDi6an8DRqalO/yhkZlMtbLq2cheKDodDoCAgIoLi5GaK5DdnJHtlkxZx/FK2aCg/AEILQowphW03ToaWlpYcuWLXzxxRfs27cPWZaRZZmoqChuvPFGrr/+eu110OgXAXoZ/6I3yPFzRw4IweITgm9eOlZrA2dy15Gc9DiNtgaO1RwE4FjNAZK8knHRuXZ73JqKcja9+TIIAlc/9Dgefv7s/3I15eeU68oT320ibsZsKvJy0LemNrRszaWpphlDgw3b8bIOx9QbnbA56xD0yrlZaLYQ21JAcOwoSs6eRhBEZFlCOlaOHhmPqcHk+wQT6BFM77w8fUMqq3WM+rNI2NJLEL3d0Hl3//e5mLltRjQ7Tlcgy3DbtCg+3t+xJrG3i4EADyOuRj2JYV4sHjswR5mGhoaGhoaGxuVEv2e1BqP2jMaljTrpLEV5dxm5V7r9eIfHz3dDdYYU6Y1YXMuWLVu4//77+11PRl0xbgT0gtCh5pNVkthrMjHD15eTAiDLVFUNTlTCnj17qK6uxlX0Icp5osO2QwUbeWXPz4j2GUdutbLqfoTPeB6Z/gaZ5QcZFzwXZ33bjVqY0xg8dUHUNJSyfft2Fi9e3Ofx1NXV2ePywj0cbwJ1osiYiDBO5ReyO+M0sxJGEu7vy+iIMLvwBOCs1xHg4kR5YzMbNmwYkDCoEhys3KCZmqp73aay0ezQti+oYndYRPcFlicnR5M8LYaD+5X4s2uum8ATT13NpClR7N97lsnJ0ej13U/GhoUrfaSnp2Oz2S6bIvRq5N6aNWvsj4miyLJlywDsP4eDmJgYe3TjQ8tnIQP3/Pn/7NsTEhKIiYkZUB9lZcqkj7uvW7f7Hdtxgrefet/hsciEMLz8vZAkiQ3/+p7Y8SOYnDKhy2O4ebsiiAI2m42qqioCAjrGxl1q1NbW0tLSQnh4OAsWjObhh6/FxcWIxWJDkmQmTRqPk5MblZWVgyI+paUpEUnhnUTutUev16PT6XjmtTd57tGHmJE0jr3HTjAjaVynop+Xmxseri7UNjSSmZlJUlLSgMeqCkve7p4dtvm0PjZY30m9xf59e9513oWo62YXn1pFJ/XnYNdm7ApVfMKiiF9qrSc1cq+9ECW0KGMbjPewRtc8++yzrF+/ntraWmRZxtXVlauvvpobb7yRyZMnX+jhaVxiyLKSdlDQdI7chjOE6YKoazEhi8q5x2Zwsos43p7KtYST6IyPwY8qSyU+Bn+cxJ4XIhz85gvyTiqu+0Nr13DlXQ8QOCKWrH27QRBw9fHlo988hqW5ibDRY+0CkrivmPY5EYJOj2xTXMLWlmYoA9v6sxhHueN/9DTS7Tdx87PXU5l3DlNxERte/1+lz+IG0gLcEb0suBX+Hz+Jvh+dMLiLWwRj59e4ltQ8dFcmDGpfw0nK6CCOP7MQURBwc9Kz52wlp8sc61RWN1ow6AS2PDHvwgxSQ0NDQ0NDQ+Mipt9XnatWrRrMcWhcYpSXl5Oamgp0HbnXPmIPFCeUqNNRk1FAybZjuEcFde58AuRQD2S9SElJCSdPnmT8+PH9GmdRkVIDRg3o0YsiM3x97YLT7soKns3I4NmEBKL9AwBZmWgaBL799lsAEtzmIgqON2Q2SbmVzK1ShKcJIfPRiTqyKg6xIetdAG6b+Af7/oIgMtptHvtrPuPbb7/tl/i0fft2WlpacDPo8DJ2/tFXHVDxYSEOolN7wtydKW9sZvPmzQMSBlXU1cmmxppet1GFqv6IT2qUY0Bg9+4xvV7HY7+6ipf/dzOHDuTw7TdHGZO4hGOp+bzw/HqefHpJj+4nH19ndHqB5uZmSkpK7BGDlzpq5F5759OFIioqCn9/f0aF+ZA8JoqF0xL41+9+itVm4411x3F192LEiM7PM71FFbFdPLt/zyTOHMOiu+ZjabGy7WOlfk9eRiFQCLth8T0pJM3tWEuoPYIo4OzuRGNN02UjPlVUVCBJEk1N9fziF7djMCjnw507T/Dkk+8wa9YUZFmksrJyUPpTxafO6j21x2q1YrPZ+MPDD9iFJ1WImj15Yof9BUEgIjCAU7l5pKWlDYr4pD5nX4+O36Oq+DRYf5feop7Tz3c+XQjxSRWWm5obHX66u3e/eGCwUGtLCS2K+NS+1lN7Ico7dhKCtRkYnkjAHzOffvqpPbL3hhtuYPHixXY3uHrN1xv6E9urcXlhrj3HgaMvYhVkCsKjkZDIQk9wcyMeVRVYXD25MuImfPxupLQiFVHUY7E2YtC7cEPITylvLiHAKRhR6Pnc6BcWYf+/b+v/3X18cfbwICByBJ5+AVialeSFwvSO0a6iXo9ktdqFp/Y07iigcQeYge0+31FXVUn8jNnkpB5sbSzg+rMJCG6Ku7ZeqKOsPJ+QwIFdG3UYo48bmf5++Juq8ZPaSWZNFppPFWJMCEG4AN8jg4GHc5sz+Z+3TebqV3ZisTku0Civa+G79FIWjNZclxoalzK33347Bw4c4JFHHuHRRx/tcr/9+/dzxx13AJCZmemwraWlhdWrV7Np0yaysrKoq6vD3d0dPz8/Ro4cSXJyMgsWLOj2WmTHjh1s2LCBI0eOUFFRQUtLC97e3iQkJDBv3jyuvfbaYUkC0NAYCAUFBSxYsMDhMVEUcXV1xdPTk5iYGMaNG8fSpUt7nVZTWVnJZ599xg8//EBubi5msxknJyfCwsKYNGkS1157rbYg7SKk3+LT1KlTB3McGpcY33//PbIsI/m5glvn0WWiToffhFhMx3McYva8EyMZefdCvBO7iWzTichhngjnqtm6dWu/xSdVaPBv91j76D1QHVsC6jRlSUkJDQ0NuLr2PyKiqqqK/fv3AzDabW6H7TpRmXxdNPJeRFEABF7Z8zMWx90PwAjfjs83wW0u+2s+4+jRo5SWlvY5UmbLli0AhLm5dKjdYZMkMguLiQ8LYUxEWKePq2JUoIszeqGG0tJSTpw4MeAJWHVyvapJcTNZbFZ2ZO5jbvz0Tus9KfvWOLTtC6qLxdOr59ARZ2cjj/96IZ99fICY2AB7jaee6j2piKKAp6eRKlMzpaWll434ZDAYhtXd1B3R0dGIokh1fQP3/Pn/WPXM7dwwdzzFlbU8t2oX4a4eRERE9HygLpAkieZmZVLZ4NT9V2banlNs+mAbi+6az7g5iZzYmUbU6AjOpecz4cpxXPeza9Abena/GZz1NNZAY+PlUTPAZDJRWVlJVlYWmzYd4vTpIn72s2uYM2ccL730IOnplZw6VTwoIktVVZV9AjoswL/bfXcfOcof//E2N199FbMmTWBG0ji7A6orVPFpMOKCbTab3fnUmfjk6+kNKK7VxsbGfset9pXzaz7ZJInKykosFsuw9N8eVXxqbm5CkiRaLC0Ojw813t7eAAjWpg6Re+2FKKzKpLEgCHa3lsbQUlhYyBtvvMEbb7zR57Za5LdGXX0xeYU7sVjqsIk6xQElgHrm864qx9PqSqTrCCpMaWRlK05vc00OE8c+hFF0Iswlqtf9TVh0DV6BQSAIjJigTIjs/nQVTbW15KcdZ+r1NzFu/kKy9v1Ac0NrvGhgED6h4Yh6PdmH9jsczzskjOrijrWbjn+3EVmSyD5ykJE/WYiu3AdbthnRxYiMEk9pOVBCY1wFDLL4BFAoGvASRZAc6/rK50w0F1SjGxeGzsWI4GJE6OGa6mIlNtCdLx+eyf2rDlNsdoxq//3XJzXxSUPjR055eTn33HMPWVlZgLKQKS4uDlmWyc/P5+zZs2zatIna2loefvjhDu3Lysp4/PHHOXz4MADOzs5ERETg5OREeXk5u3btYteuXbz66qu88sorzJgxY1ifn4ZGfxk7dixGozJ33NjYiMlkYvfu3ezevZs333yT+fPn86c//Ql//67v4T/55BP+9re/2curhISEkJCQQENDA+fOnSMzM5NPPvmEK6+8kn/+85/D8rw0esdFedX3l7/8hbq6Ov7yl79c6KFodMH3338PgBze82qL9g4oyWZDsknUnSvFMyEcsZsYMincC/FcNTt27ODxxx/v16rrjIwMAELbiS0zfH15NmE0LTYbCALPJiQwy88PvSDgJYNZlsnIyGDSpEl97k9l165d2Gw2Agwj8DF0FBzGBs9hUuhCYvySMOqMvLLnZ1yb8DDLx/6S0YHTmBia0qGNh96fUKfRFDWns2PHDm6++eZej6eystLuVAtxc4wHabFa+fyHA6QXFLNyznTGRIRhkyTS8wspqKhid8Zp++OgFOENcnWisL6JrVu3Dpr4VN2sFGvfkbmPX3z8DK+ufI658dM7FaKqWwu7d/fF1BW1tUpbF5feReAdOXSOtV+l8sRTV6PX67BabT03aoezsx5otvd7uWGz2aisrMTHx8ehFpTBYOi58SAQERGBJElU1zbxz/+6FZtNwmK18fy/t1BYWIirq+ug1OYB6Glxc9LccSy+J4UN/9rKVXdcSXB0EFEJEZzLyGfLqm0c33WSqYt6c17pGGN6KWMymeyCxscff09amlIv4Ze/XMaCBRMoLt4LDE68nHrO9/fyxMWp65puTU3NbN6zD4DVG7eQOGoksydP7NTx1B5V0EpPTx/wWKuqqrDZbIiC0GnsnquTMy5GJxpbmikvLx+UGnu94XzxqbyykoyMDHbu3Mm4cd079wYbdRGIxWqhuaVtkm+4hDjVYSVYWxydTqOmIOj0eI+aomxvrffk5uZ22cSrXsxo0d8afUGWJfIKd2Cx1mG1NlFbX0h55XHU71qdZCOwtIh6V1cCbC7EjFhObX0BI6OV2pUtLW3Xb+3/31dGTJzi8HvoqASy9v+A0dUVWZa58u4HGZ+ymK//98/o9HqW/dcz+IVHsvmt1zocq7qko8tvwT0/Y8/nH9NYW4Pz3CiKxzfiMn48o2tHERY0mu9zvqaltgHPAj1RN07o9/PojokxnjTX14K1k8UKNgnb0XxsgKwT2L/xfWry8hhz++2MvP66IRnPUDE2zJu9Ty/gvn8fZGt6Wz0u1y6iBzU0NH48/Pa3vyUrK4uwsDCef/55pk2bZt8myzInT57k22+/7dS1VF5ezs0330xxcTFhYWH8+te/JiUlxT5hD8ri6k8//ZRPPvmEzMxMTXzSuGR45ZVXCA93LL1SWlrK119/zVtvvcW2bdvIyMhg9erVnS4y/+c//8nf//53AFasWMGDDz7osMi4qamJHTt28Oabb3Lo0KGhfTIafeaiFJ/Wr19PZWWlJj5dpJjNZntBdyms+7oL1hYLRZsO4xrmR/aH2xh590JqzhZTtvMEklUietnMLtvKgW7IeiWK6fTp08THx/dpnLIs2wWXqHaTuXpRRCcIPJul2KP/NHoM+lZhKxKBEyjtBiI+7d69G4BY12mdbv8q7RWOFG3mSNFmor0SeWjqq8yMvg69aCA5vOtIvRiXqRQ1p7N79+4+iU87duxAkiS8jAZcDY4f++9PpJNeUMzo8BDiw0IAyCws5tPdBwAYHR7CyBDHVXwhbi4U1jfZhcGBTLapApK5SanfMHPkFO6dfSszR06xC1F/v/UP6EQdc+OnIwgCda31N/z8/Prcn9WqRJYojrOe9rWRmVECgM2mxEcePpjb69g9AFEnOPR7uZGXl0dGRgYJCQkOtaCGyxnl7++P2WwmPSOT3dGefLTxIO//7qdcPTuJ748XMH/+/AEdXxRFjEYjLS0tWJqsOHeT9qU36LjuZ9dQnFPKllXfkzRvHFtWbSNp7tg+9WltUd4rTk5DURJ8+KmqqsLX15dJkxI4ciSDOXPGERUVyGOPvcmf/3wXHh6KkKC6gAaCKgr15Hpa9c069h1VahLeuDClW7dTe0L9/RBQLpSrqqoGFLFWWloKgK+Hd6cxp4Ig4OfpQ0FFCWVlZcMmPkmtTidbq4PH39eXhIQErrzyymHpvz3theP6BkXgEQRh2D4bdge0zYJXzNQ2p9P52CyO+2sMGVrst0ZP2GwWLNY6nJ18kGWJHft+S0NjaSd7tomYxgYzxgYzVuB0dR4zJj2Nh7syQRISNJWaunzqG8uIj1ne4SiNTSYamyrw8RqJ0IsIPpUlv3iScacWsfuTVax5/hmCYkay8s8vcu8r77DnPx9zbOsGZq74KUEjYjnR2sbDWSZkwmylVhQgiCKyJOHs4cnu1f+HZGlh3PxFsCiEHJT0BznEmdLSHGzuAjp3N8RFPuj0Q7NAKMTHCXlGFJZTRUglZpA6F4qzD2zH1LpY5OR7711y4pPK6ysn8ctPj7I/pxI/dyfevE2L+dHQULFWNtKYVonUYAGdiCHIFZcxfgj6SzN+szeUl5ezc6cSvf4///M/JCcnO2wXBIFx48Z1uZjrqaeeori4mOjoaD7++ONO5zpGjBjB008/zfLlyyks7OiA1bi4kWUZqaIO2dyAbJMR9CKivwei1/AsrLvYCAoK4oEHHuCqq67iJz/5CUVFRTz99NO8++67DvsdOnSIV155BYCnn36au+66q8OxnJ2dWbRoESkpKbz33nvDMXyNPnBRik8aFzeHDh1ClmVkLydw7XpluWSzkf3RNqpP5OI1JpKgeePxTAinNlupqST0NPevE5ED3RCKatm/f3+fxafTp09jMpkwAKoebpUk9ppMJHt782xCAiAwo7WmA0CsACdkJcP33nvv7VN/KlartU30cu58FX2kd6L9/7nmNDadfpepkYtJLdrKuOC5nCjZwcTQFPSi481hlPNEdvNvTpw4QXNzc68n4Hbs2AFAsFtHB8iV40Y7/DyVX8jIkCBunTXV7nw6U1zqEMfn52JELwqYTCZOnjw5IPeTOnlrlW00WpvYc+Yw7+36lKSI0cyNn86rK5/DKtnsbqjJMUokoU6n61fOserIsdl6Xjl9+GAu335ztLU/5UJ5cnI0j/1qIRnpxSRNjMDZuevPAIDU2o9ef3mebiMiIggLC8PLy4tFixbx1FNPsWjRomHrXxRF+yr47w4p8QZNFisffv0Drq6ugzJh7+3tTVlZGY01TXj4d60+NTW08PZv3ufo98o00bHtrT93nCRp7lgkq4TVYus2ek+SJBprFIeHb7tz06VMdXU1oigSFRXCkSPKZNNzz30EwP/7f+8TGxuJJEmYzeYB93X69GlAEYm6447rlpJXXMKe1GPkl5by1uo13Lv8ekARpu64binOzh3Pr05GA35enlSYa8jMzGT69On9HqsqPgV4+2CxWti0dyeLZszB0G5SMMDbl4KKEvu+w8GZM2fIyMhgtJsbYz08EEURPz+/YXMztqf9Ss+GRiWKysnJqUN07FBh/46VrA5Op/MRpMtLML6Y0WK/NbqjuaWGPYf+TGNTBbFR12CxNnYhPHWNLFvZc/hPzJ3+PG6uQQiCSMLIFQBUl5bw8V9+hYzMNY8+icFTxw8Hn8VqayIidC7jEu7sdT86vZ7gmDhKs88AUJp9htqqSjJ27+Dg1/8BICf1ELNuXMEYz1JiPSqJ86zkUMQKsva1jlWSmHrDCkpzznLu2BFAuf+6IvwqWio20mRrJKPuBDIySEpdycZiE/RtTUyfEAw6jEkRNJV2/Z2uN7Sd2/XDFKM6FDgbdLx5uyY4aWi0pznHTM33+TSfrmqv8QMguhtwSw7GY1444iUavdkdBQUF9vvSMWPG9KntoUOH2LNnDwD//d//3eMi2/j4+D7Pj2lcOGRZxpZbiS2vErmhxXFjVimClwv6mAB0wRdvHa/58+dTWFjIqlWr8PLy4vXXX+fQoUM0NDQwYsQIbr75Zn7yk5/0K7FqxIgR/OEPf+CXv/wlu3bt4sSJEw4i7WuvvYYkScyYMaNT4ak9Op2OBx54oM9j0BhaLt9lBxpDxokTyoSqFNB9we+qE7lUn8jFJdwf86k8SrcfpyajgLAlyQTPTyJsSXK37QHk1j5Up1VfUFedjASQZbaXl/FOTg6/Tz/Fwepq5gUEMt3Hh/dyc2lqdaXEtzqkTp06Za8N1FdycnJobGzEKLjiZ+g8D96ocxQssquOs/r4//DS7vv449YbeWn3faQWbe3QzlsfgquoxJup8VI9UVNTw9FWMSzItePEmFGvZ9HEcRj1ejILi/l45z6+P5HO6Igwrpo4lpVzptsdUSqiIBDoohxL/Tv3FycnJ3uEUl1Lg11wUqP2UsbMYsHoK+yP1bYoE5De3t79+mJrqyHSc3ze5ORonnjqah771UJsksSe3crEdm5OBWu/SuXzTw/2eIzmJuW95eHRvUvwUsNisfDll1+Sk5NDYWEh1dXVbNq0ib/97W9s2rRp2MbR0NCAi4sLbm5uFFeYuWZmIifPFrFtfxqnT58elEl7tRisuaz7uJ1v/vktqduOkzRvHOPnKDM7EaMV0fbYjpO89V/vc2TbsW6PUVdZjyzJGI3Gfjn7LkZqapQabZMmjeKuuxayc+cJ+zZJknj//W8xmUyDKj6F+Hcv3Dk7O/Hszx9k1qQJHDh2gi82b+WDr77hL2+/x6frN7Hqm3Vdtg3283Xoq7+UlCiuykAvPzbt3cntzzzOpr2O59NAb1+HfYeDkSNHEhcXhyTLWCVp2PrtDFEU7aJXY5PieG0vSA01bYsGelisIEvn7a+hoXEhqK7JprGpAoCc/M3UN3R+7nRxDiIq/CqmTfwvBKHzz21ZpeP3dVNzFXsPP49zUhlVlWc5vP4rauvysdqUBSNV1Vm9GqMsSaTv3k7W/h9wdndnfMrVCKIOvdHI+48/SOrGtXga/AhwDqe6pJh1b7zKqZogDlSEc8p1IYKro+O2ub7eLjwBxE6eiofei6XBtxDgpFy/C6KALa2Cpi9PE5Q+TKuru1nkFTl2GlHjZ+IbHsusPzw3POPR0NAYcuoPl1L+zgmaszoKTwBSnYXa7/Mp/+dxbHUtHXe4xFHjmgGOHz/ep7Zr164FICEhgSlTOl/spHFpItskLIfPYc0o7ig8qfuYG7Gk5mHJGr57vv5y9OhRbrnlFnbv3k1oaCj+/v5kZGTwxz/+kSeffLLf8diLFi2ypyJt377d/nhFRQX79imrbm677bYBj1/jwqCJTxp9JjNTiauTfbu/eZFbJ608RgQD4DU2Co9RoZhP5eEa5of5VB6SrXsBQO2jt0KLvZ0ss2XLFgDGCgJ7TSaezcjgs6JCfhIWbnc7/Tsvj08KC/h3Xh4AnoKAKhd99913fepT5ezZswD4G6MQu4jfmBJ+NY/MeIMJwUokWKBrFM3WZgByqo8zMSSl07pPgiAQYIwGIDs7u1fj2bdvHzZJwt2gx83Q/cRYfFgIMxJGsutUFidy8sgsLCY+LKTTSKhAV8VF9cMPP/RqHN2hOphqWxrsglP7Gk/tH6tvUSYg+1vUXZ3Qr6vtJI/+PPR6HTNnjcJo1PPK/27mpb9t5MC+bFbcmsz1yyex4tbuBVRZlqmrszj0e7nw1VdfsXz5cvsEvCzLLF26lDVr1rB06dJhG8dzzz3HkSNH8PT05Mqpibz19K38+qcLiAwJJCgoiKuuumrAfcTExABQmdd9LNx1P7uGxfekMG3JFI7vVATz/HQlDkEVo9T4xq6ozFPqHkVFRV02tWNU8cnV1UhiYiS33aac9+bMGcfu3WmA8v5R9+svdXV1dpEmuBeuMavVhr+3NyMjI7hh/pXERkSw+8hRZk5M4o7run4Ph7SKT2fOnBnQeIuLFRdwoI8fi2bM4cPnXmbRjDkO+wR5K+eN4RSfdDodoijy9ZEjHC3qWFdkuFHFp+aWZoffhwN1gYMg9yDCtd5kDZcj68dMUVFRr/+ZTCZsPVxnalycWEpKqNv9A3JLF5M0FgvWigrHx2SJxsZy+++SZCEseAZGY8dVxE3NFRSW7KaodC+ybAUEjIa260oBHUUl+8jK/sr+WF7h98jOtTj7G/Cb6EbgiFgC/Mbi75uI0ejJyBHX9+q5Hfj6P6x/7X9Z+9LzHP9uI1fd/wizbr0da0sLNosF10Y3FoXdw/yQnzLGuy2evLTFiw2HG8n4YSeC2HZ9UHymTfRy9fampamBjf94mS9f/BMnNm2ERiuSqZGWLblY9xVx5cp7ejXOgSDVNHa7XRBFEudex/QVD+IVM2LIx6OhoTH0NGaaqPoiq8u4zfZYiuup+PcpZOuFXeQ02MTGxhIWpiw8/NWvfsUHH3xAfn5+r9oeOaIsItAc3pcflhMFSOW9qxlpO1uONaei5x0vIK+99hpz5sxh165drFmzhm3btvHGG2/g5OTEunXr+Pzzz/t1XJ1Ox8SJSnLUsWNtC4AOHz5s///5UZYalw7aEk2NPqNmy8oevY+XCZo3ntLtx8n+aBvmU3n2x0fevRDf8V3fdMieSh8mk4mGhoZe11M4ceIEhYWFGIDRCOh8fe0xe9N9fNhrMjHD15c7WyO57mwXzZUkCJyTZTZs2MCtt97a58kkdULRWx/S7X5GnRMPTv87v9mQQlnDOU6U7LBvC/aI7hC5p+KtD+EcqfZ+emLv3r0AdqdSZ9gkyS40qc/2RF4BmUWlrJwz3SFyTyXAxYiAYi/Py8sbULyZp6cnJSUlNFgasdis7MjcZ3c+AQ6P1VuUG9r+OolCQkJITU3FXN3c6zaTk6O59oaJrP0qFZtN4lhqPj+5bTp6fffiQFOjjZYW5aI6ODi4X+O92MnLyyMsLMweyzVctZ5UnnnmGdLT0ykpKcHH24BBr2PboSzyihXnoioGD4SxY8eyZs0aSs6Ud7ufs6uR5Y9ex5Ftx7jv+TvZt+4gJ384xfyfzGXkxBiO7zxpj2/sitKzSh+JiYnd7ncpUV+vuBUzM8/x9ttrue22+bzwwv3YbDZ27jxBcnI8ouhNQ0PDgPrJyVHqW3i6ueLi1LM7ZtU36/hq23YAgv39kGXlu+jKqcmdRu6pBPp4A5Cbmzug8arn8CAfPwx6A0tnL+iwT5CPsvqraBhFIKvViiRJXD9pEhNCQ8lodQ/2dxXbQFHFphbL8ItPUusiGrmnOi6t1wnSBXaK/RhYsKDj56Q7RFEkPj6exYsXs3LlSrv7WePixVJaytlrr0OurcWYEI9L4li8ly/DdbISb2arrSX3lltpyc7G9557CHrqSQDOnltPVvYa+3FcnP0J8p9IeMgVZGWv4Uxum6NVlm1YrY2UVaiTG3KrCKWg1zthrs3FXJuLIIh4ukfg6dGWZhA4Opw6t8M0NCUydcKv+vT8asrL2v1f+c6PGj+R3Z/8G1mW8TEG2xevBbhGQLV90ACtMX1t5+OynDP4hkVgLiuhobqajW++ArKM8bpYjFcodatavjmDVNrApCXX4+kf2Kfx9gfByQACPZpGcTUgW20Il2H8lobGjw3z+hzow2WQJb+WhuPluE0K6nnnC8Drr7/O66+/3qc2oijy17/+lZ/97GdUVlby/PPP8/zzz+Pj40NiYiKTJk3i6quvJja2Y91oNa0jPDx8UMavcXEgmRuQivuW7mE9U4ouwveirY/m4eHBCy+84FCbNyUlhfvvv5/XX3+dt99+mxUrVvRrUV5IiDKHWllZaX9M/Wx4enr2q+yGxsXBxflu1rhosdlsbUXhXXo3AVS26yRuEf54j4u2C0/OoX4EzR2HZ0IPX64GHXLrSbf9CagnVNvyOAScBAG9KDIvIJApXl48fuI4v08/xV6TCWe9ngdjYnBuF5UzHgE9irMoLS2t132qqH8fV513l/vsyvmSl3bfxz/3PY65WbnxLG/IY3Hc/VwT/yA3j/+vLtuqx7W/Dt1gs9k4cOAAAAGdRO6ppOcX8vHOfaTnFxLuqxx/XGR4p5F7KnpRxLe13tH+/ft7HEt3qBb1BmsTOzL38YuPn2FH5j779vaPNbY6xNrb2vtCRIRSAcxU2dTrNnq9jp/eMYMnn16CTifywvPrOXwwt8d2la19BAUFXXa1QG644QZWr15NSkoKkZGR/YpAHAwMBgNTpkyhpqaGNZv3sGlfOilTE0hozcFesWLFgPtQV+BU5Jloquv+fXNk2zHe/NV75GcWcPKHUwCYSkwkXzWRR16+n0nzu6+Plp+mCBKTJk0a8LgvFhobG5Ekibw85cLxo4+2ceBAOhaLlcTEKA4ezMRsNttFqv6iikGB3t692v+O65Zy08IFTE8az+4jR8kuUFYmnj53DqvV2mU7VXzKy8sbkKtCXcgR4hvQYZvFamHdru/w9/B22Hc4OHPmDFlZWYit350qF0p8UqPsLBaLw+/DQYvquuhJfGp1IXT3vtEYHGRZ7tM/m83GqVOneOmll1i+fPmARWONoaM5O4eip/8feXffg1yrrBBuycjE/MUXnLvtdppaF5M0HD5MS6v73/zNN/b2LS1t7lkXZ3+cjF5s3fUY+1NfpKB4T6d9envG2P9vsba5daw25bMvCCKnc77i8InXKK9MY/K4XxAROpdmawVV5tMOzqjeMv2mW4mdMo24GbOZfI3ilgoaEcvYKxcCcK7uJGVN+dRaTJyjY/KDLNns6RIqbl7eOLm2CquqE7PdfZrgqpw3o8ZP6PN4+4PgpEc/PqLnHWuaafnhNHKLdu7U0LiUac42Yy3t+yKy+n29W0x7IQgJCWHSpEld/ouLi+u03dSpU1m7di0//elP7fV7q6qq2L17N6+++irXXHMNv/71rzvc96i/93axtcalge1cz3N2HbBK2IqqBn8wg8RNN93kIDyp/PSnPwUgPz/fvii0r6jv//afD+2zcXmgLTPS6BPNze3cIr1U4r3GRFBztpTqE7nofdywVtXTVFRJU1ElHjEh3Tqf7P1YJZqaeicWVFdX891WpV5S8nlq+19Pnyajro4Ed3d79N75uAgC42SBVGS+/PJLxo7tW1Ve9W9kEDqekFU2n/4XAGcrj3PVyLsBEBGJ9h6HUW/s0vXU/rgOr0UXnD59GrPZjE4Q8HbqTixsXbUty4iiyK2zphEXFsyZ4u7r5fi7OFHZ1MLBgwcHNMmvfpE021ocaj6ptH9se94BhzZ9RY1QqyjvPhJExWq1cWCfMskxdbrS9smnlzA5ObrHtmofap+XEwaDgRUrVrBlyxZ27dqFj49Pz42GgHXr1vHMM88QHBxMTHQk86fEUddowc/fH51OR1DQwFfTBQQEMHLkSM6cOUPe8SLiZvb8ekaNieT+5+/k4KYj3P3cbRzbcYKkuePQG7p2y1WX1GAuqUGn011WlvKmpiYqKirYu/c0BoMOi8XG55/v5vPPdwMQHx+Bl5dXr85p3aHGWvh7dx/JabVa2XvsBMmJY4gfMQIZgd8+eB9XTExCFEU+Xb+JxFEjmT15Yqftvd3d0IkiFouFsrIy+wqtvmCz2exRep2JT2oNqLf+3/OAknXd1NTU6YX+YBMVFUVYWBgxrZnb6qq1CyU+qcK21WZ1+H04sL8nxbbLZdlmxZx9FK+YCQit7ly5dXtjY+++VzT6z/PPP9/rfRsbGyktLeXIkSMcOnSIc+fO8fDDD/PVV18Na+0wjd5R9PRvaDp2HMkgUnnnSKxeBvw+z8VY3AiyTHN6OgJQ9F+/sbdxnzvX/v+R0ddiqj5NXUMRjU0V9tpPlVVdLySzWBsRBBFZlmhv01FdUDqdM1arMqGaX7Sd0vLDjBn1E/KLlLQCd9e+u9o9fP254cnfA5B7PJWt776Bd1AISx//DedOHqOmrITviz9m9KgpTIydhpuHM2mZ3S/yyj91Ap3BQPDIOCYsWsqhtWuoXJ8NsozcaMX5tJWpN99GzMThu7bQBXrQK0nJJmMrNqOPurziqTU0fkw0pPavVnZLXi2WikYM/sNUi64P3HjjjTz66KNdbt+/fz933HFHp9vCwsL4wx/+wO9//3uys7M5efIkBw4c4Pvvv6eyspK1a9diNpt555137G3c3Nwwm80DToLQuHiQJRlbcXW/2toKq9FHXpzfi5059wB8fX3x9fXFZDKRk5PTrzkwVWhqv9BcTS3QPhuXNpr4pNEnHGqQ9DARpa7KM59qy7m1VtVj8HXH2d8blyDvnp1PYM8N7m39k3Xr1tFisRAKtF9zZ5UkZvn6UN7cxF9Hj0EvilglyR7B136F9zRBIFWW2bZtG4888sigT6yP8p9CbvUJ6iyVHCveRln9OYftj838J9Mjr+32GL2ZCDx06BAAfs5GxG5sr6MjQlk5ZzpWq5VPfzjIrbOmklVYwqe793PrrGmMjer8dfJrdT6lpqZitVr7vSJdnVBtsVns9Z3a0/6xFpvFoU1fUVcpmSqbsFgkDIbuJzIPH8zlpb9tBHovOqmUlShfkKNGjerXWC9mLBYL69atIycnh4yMDBISEi7IOJYuXcojjzxij0XYejCTmPBgKisrSUhIGLS6SfPmzePMmTNkHzrXrfg0fvZYFt2lxEJNvXoyM6+dyuGtR3n98Xd45OX7mZwyocu2OYeV88DkyZP7HSt5MWKxWOwXkhaLDWdnA088cSMuLkY+/XQHaWnnSEhwG/BqJjWaztez+7/d3mMneOa1N7l1ySI+Xb8JgBsXpnA2P5+V1yxmdGwMM5LGddleFEV8PNypMNdQUFDQL/GptLQUi8WCQa/H37Pj94taA2rh9Nl8sX8b9U0NFBYWdnmxP5jk5uZSWFhIbnAw47287FGsF1p8au8y+/LLL1m6dOmQR/DV1dUBIOvahApz9lGyv36NmOsfxXtUa0Ho1u0Dde9p9Ex/o10PHz7Mww8/TE5ODl9//fWguGI1BoeGgwepeO9fWAqVc3jd9ADqpimivGlZFMH/UNw/xb/7PTpfXySzGauPkeqrw6iu2Evdx3+j2HgGJ6srNYF9qx1oszUzfvS9FBTvpra+0ME9BdiFJ5UWSy1eniOYNvG/sFjqCArofJFCb9nz+f9hLi3BXFrC6QM/EBAZTU1ZCQa9kXkzliGKIiFBUZzNPUlTs+P5xcPPnwazGZtVuS62WSyUn8shcc58RJ2ODa+9iGXNWSZctYRZf7sDwzAsXmiPoNehSwjBltGzs8GaXoQY4IHoqonCGhqXIlZz/xeQ2czNF6X4NBgIgkBsbCyxsbFcf/311NfX89vf/pYNGzawc+dOUlNT7QkbQUFBmM1mCgoKLvCoNQYNi7VXNdA6Q27quT75haK7Wub+/v6YTKZ+3xOp9/Pt+1AXE9fU1GA2m7XovUsULXZPo084OTm1rRZt6T5uqKHQ0WJq9HVH7+OGxVRHbVYBZbtOUpPRw5erLINF6ac3k7FWq5Uvv/wSgBmC4JAzutdk4q9nzpBZX8/R1jiPvSaTPYKvPRGCQDjKpOnXX3/dY7/tUePVrHLXF2E3j3+SaB9lcrO98DTCW3nMJnX9t1WP2xvxRS1c6efS/c2cThQZExGG2BodlFduIqdcWTF6rqISWxd1LDyNegyiQGNjIxkZHaNBeov6nlKFpe6wSMo6yv7G2Pn7++Pn54csQ1kP8QBWqw2bTeLRX6Zw7Q0TSZoYweGDub2O3SstUb50L5QwM5SsW7eO5cuXIwgCCQkJF8z5ZDAY+Nvf/kZ8fDxxcXFMHxfDpv0ZZGRkDOpEsFpnpDC9hAZz1+6GtD2n2PTBd7z91Pv841fvUl/TSEuLlUV3LSBx5pgu28myzJn9uQBcddVVgzbuiwGr1UpYWBgjRigrxJuaLBgMBj766HvS0s6xfPlMfHx87LFq/cVeb8+j+0jOGUnjeO7Rh1h5zWKWp8xnRtI4JEni0/Wb+Gjtt73qy6dV4FLdS31FvbEM9vHv1Mmj1oAyGoyE+gU4tBlKLBYLVquVuLg4RgUqdUHUb9ELVc9I/ftIrd+LRUVFLF++nHXr1nXXbFCoqWmdiDa0fd96xUwg5vpH8YqZYH9M1ivbm5qaBuzg0xgaJk+ezK9//WtkWWbz5s0Xejg/OqT6espe+jtlL/2d6q+/pmb9Bk7PnceZlKs4d/sd1G/fjq1Cue7UV7Z9hvQVbf+Xm5qwtk5KlN8WS+3sYKqWRXEmKJ16XyumwJpuawwJQscFUo3NJkrLj+DrnYClpa7Ddl/vBPx82r679biRlvl/WKz16PWuZGV/SXbexlbnVN8JGRkPgE6vJzA6lsU/f4LYydOYFHM1skV5Mo1NDVisHc8rE66+lqk3OIqogiDy3mMPgCwz57Z7WPnn/+XKux4YduFJxTDCH6erxyL4uoJOACed8lPFODgLhDQ0NC4s/Sjt8qPEzc2NP//5z/Zr22PHjtm3qZHraskEjcuBAXwwLuLPVHflUCpar+X6U2PVZrNx9OhRAJKS2koVTG6t+Qlw8ODBPh9X4+JAcz5p9JnQ0FByc3MRapuR3boWNcIWT6Gp3Iw5TRFXWkxtN3WeCZH4J4/EOzGy+87qWhBkRWjoTmFX+eGHHygtLcUVpd5Te2b4+nJLWBifFRai3p3O8PXlT6PHdBrBN0MQ+FyW+eqrr7jtttt67erx9FQin5qkjjexKulle8itOmH/3d8lggjveKZGLOGtA0+gE7u+GVOPq/bTFVarlZMnTwLg69T162STJNLzCwGBuLBgZo+JY9epLPv2vRlnGBHoz5iIsA5tBUHA19lIaUMzx44d63NEoYq6et3aiehmsVnZkbmPufHTMej09n3667ISBIExY8awa9cuSorqCQvveqJadT1dv3wSa79KJWF0CEkTI7h++SSSJnafZd/SYqOyQomKHDOma9HhUmXp0qWsWbOGDRs2XHALtIuLC3FxcZhMJmobrYyMCiEhIcG+kmwwiIiIIDExkbS0NM7sz2X8wtGd7pc0dxwPvXgve77ZT+q247z7239z9Hvlsz5qQkyXzqey7ArMpbU4Ozszt12M0OVCbW0tOTltQs17722goEC5OP3224OMHTt+wM6n8tbC7V69uNi12Wys+nota7ZuA+C3D96Hk9FAbEQEz7z2Js89+lCXsXtKH64OffaVvDyl/mGYn2MspMVqYdPenSyaMQeD3mDf53ThOXuboWTdunV8++23JCQkoG91DV5o8UlFanVeRUREsGbNGpYuXTrkfaq1FeV24pOg07c5nlR0BmRBhyDbqKqqIji471FcGkPP4sWL+cMf/jCgxTIavcNSWEjFP99CMOiRmppoycmlMTW1bQedDrqomed6qprgV05h9TbgV+tP8fIoGsb74rmjGK/vle8Ra0A7MaXdrGeQZQSlxjyg47E93cIx1+U6PGazNVNSfpiS8sN0tiZTEESqzGfsv1upp6LqJBVVJx320+tciAxr++6urStAr3fFxbnziG+VeXfcR+zkqbj7+uMbGkbNgQKCGiIIaYnEnFqP0VdPUXE+etmIDSs6gwGbxULIyHgmL7mextoaUjeupalOWVRnbWmmuqSI9a/9LwBuPr7c++o7GIwXru6oIAg4TWtz7cqyjFTdgODuDA0t2ApMiP7umutJQ+MSRufd/3OMfgBtL0Xc3d3x9fWloqKirbYoyr31p59+SkZGBocOHWLKlCndHEXjksCgA50Itr7fQwnOF+934tnWGpznYzKZ7PdOI0b0UFqlEzZs2GAXtq688kr74/7+/kybNo39+/fz0UcfkZKS0o9Ra1xoNOeTRp9RY38EU/e1DfRGA6PuvoqY2+cTMGssXmMUoSlw9lhcgr3xHhuN2EMkllCl9DFixIhe1Xn4/PPPAZiKgOG8JTh6UeT+6BH8afQYpvv4sr28jN2VlR0i91TGIuCOot7v2LGjx75VvFuL3TfYzF3uMzE0hWviHwQgwDWSisZ8Uou3YhCdeGLWu0wJv7rLtupx1X66Iicnh4aGBvSCgIexa6Ems7CYT3cf4NPd+/nu+CmuGD2KhLAQlk+bxM1XJHPrrKnEh3UdK+XdKmypQld/UF/bzlaO7sjcxy8+foYdmfsAkFr3GUicmioGFRd174yZnBzNk08vYdlNk7j2hom0tFg5cugcX685wrHU/G7blhQ3IMuKTdi/tXbK5YTBYGDZsmWDFms3UFTnlbm+mZr6FiRJoqioaMBumvYsWbIEgMwfznYZQaY36Jg0P4nAKMU14hfmxwN/u5uHXryXpLldR7ll/qBcxM2bN++yK6YpCAJeXl5MnKjET44eHcnKlfPt25ubLWRkZDg4VfuK1Wq1X+x6unX/99t95Ch//Mfb/GfzdwDcfPVVXDExidGxMVwxMYnnHn2o29g9pQ9F4Bqo+BQe4ChSqLWeNu3daX8szD/Ioc1QsnTpUq655hp8fHzsopP6ulwo8en894UoiixbtmzII/eg7fWVDcrrLdusVGXupyrzALKtXTUTQUA2DkyQ1Bh63N3d8fT0xGzu+vpMY2C0nDtH/iOPcuaqhVR//jlVH3+Cec2XjsITdCk8OY1NxDkpCZdMMx77K7B46ahJCcUa6IzpphH4//pX4OSE6/HOC3iPuuJOEkbe1Om2KUmPode1fT94uIXj5qouABCIi7nBYX8/79FUVp1CklroCZm282NO3mZ2HfgDO/b9hipz5xM0KoIgEDk2Cd/QMOpTy6hZk0NEUyx6wYDULNFU3IIvIYzxngHA3S/9k1+s+g8r//tFdHo9bp4+3PPsP7jy9geYsKijIF9fZaLlIquRIAgCOh83RIMO0csFQ2IYuiAtQkdD41LGdXL/auwaR3ii97t8Ivfq6+t7rP+Zm5trn2BvP0GfnJzM9OlKzevf/va33bpLALKysti2bdsAR6wxlAiigC7Uu19tdeH9azccfPHFF50mPXz88ccAhIeH91l8ysnJ4c9//jOgzIckJiY6bH/kkUcQBIG9e/fywQcfdHssSZIc6qlpXBxclOLThaoroNE7VDeBUNa1swdAstmoTlMmy8p3n8R8Ko+geeNpNtVSuv04RZsO99iX2NpHbxwM2dnZHD16FBGY2sUkplWSOFlj5r1zuTybkcGzGem8lZPN9vIyrOdNrOkFgeTW6bc1a9b02L+KKjTU26q63EcvGrhp3K+5NuFhxofM6/WxAeqlKod+uuLUqVMAeDkZup3UjQ8LYVbCSAB+SD/N1/uPkFFYTHphMYmR4YyNikDXjfDn7WRw6K8/dCcszo2fzqsrn2Nu/HSHxwcyUa06tIoLuxef9Hod02bEknaiiLVfpfLKi5uxSVKvnE/FhXUOfWkMLaoYa65vZu+Js2RlZfHRRx8NajRXSkoKzs7OmEtqKD3b9QTzsR0n2LJqGxPnj+e7j7ZjNOoZP3ssa177hqaGjpNYLU0Wsg8p58prr+2+1ltfsFgsfPnll1gsFrKzs9m4ceMFmXQ1GAxUVVWRmnoagPT0PPbtSwfAy0uZCAwKChqQkKnGowmAaw+RnLbW1WfLU67kdw/eR0LMCPakHuOZ195k3/ETzJ48sUdnpZuz0kd//57nzimOYFVYUlk0Yw7v/+FFrDYrltY6HhGtApXaZigxGAxER0cjiqK9TqB6drZ1MVk81KjXhMOdPiHLsj1WUXZSHLLm7KPkrP0HOWvfwJx91HH/1n3U+EeNixOLxXLRLJq4XJAlCWtVFXkPPMjZRVdTt3Ur9Eas7sTB33wyjcDHfoEuQLnG9ZmZgpPRW9ndI5KA++5j5JbNTLrt7ySMvAVvzxg83CMIDphC0pgH8PSIJCZyEQvn/IPkpCdRz2BB/hNxcvJiStIvCA2aQdKY+5k97Y8kj3+cuJhlJCf9kpHRS4kMuxK9zpno8BSmTvw1Xh7K5Imzkx+C3MX7RgYQKSj+gcYmExVVyvWwJFmpqs7qvE0nSPVdL5ZRr3mLstIxOLW5vio/PEXlGycJzQojeclyhPOup72CgnHzvjCxyBoaGj8enCI9MYR1H3vdGe7TQ4dgNBeOvLw8FixYwKuvvtqpO2Tv3r38/Oc/R5ZlgoODmTXLsc71Cy+8QFBQELm5uaxYsYL169c7uKMA8vPz+Z//+R9uuummYVmYpjEwdFE9pzd1wKBDF+I96GMZLGpqanjqqafstXEBtm3bZhd87r///l7P1ZWWlvL222+zYsUKqqqqCAsL4y9/+UuH/aZOncojjzwCwPPPP8/vf/978vMdF4O3tLSwdetWbrrpJt56663+Pj2NIeKijN377W9/q2XmX8RMmzYNALGyAVujBVw6X31cnZbHmfc3EzRvPABeYyJoKqvGfCoPo78nwVcmddrOjiQhFNU69Nkda9euBSAB8DrvZGeVJPaaTJysMbfG7sEVvr78YDLxeVERnxcV8afRY5h9nqCTLAjskGWOHTvGuXPniIqK6nEcajxgQzfik1WysObk31mb8Q9G+Ch/n4khin30pd338djMfzI9svNJ6HqbstqzJ/EpMzMTUMSn7tCJIldNHEe4vx8gExsSxJq9h0gvKCazsLjTuL32eBmV41dWVlJRUdEvl499RX0nX1IGnZ6UMW0XZuouAxGpR48ejU6no67OQk1NC56e3duaJydH88RTbW60r9ccIS4+mGkzYrtsowpb56/auNyw2WxUVlZesJpPKmoMZV2ThYYm5SJ9yZIlgxrN5ebmxvz581m/fj2Zu7MJHhnY6X5Jc8fxyMv3kzhzDKnbj3P6aDaZR86yZZWyOu3mJ5Y57J998BzWZiuRkZGMHz9+0Mar1uX6/PPPefnllwGldtVzzz03aH30BicnJ4cLUD8/DwIDlZpJZrOyIlsUxV7VsesKVQRydjL26JLV6ZTtY+NGodPpeOa1N7n5aqXOVkZ2DrMmTehRfHJpnfyz1wTqI+rNYsR5zieD3oBep+P2Zx7nw+deZunsBYT7B9vbyLI8IOG9N1itiqPH7nw67/ELhfq8h2uBktlstteNk52U96tXzARGXPswIDjUfGrbp9heKFfj4qOkpISGhgYiIrpfPKLRe6TmZrJvuAFLTm6X++gDA5Al2V7TCaMRWlrQiQIed9yOtbCIuu3bwWZDMBgwRkczctMmbLW1GIKC8GquxlyTg6+PUh/JEBiIITCQGEYTE7mo8z71zgT4jebqeW9hsdbjZFSuEXy94/D1jrPv5+TkxcjotuvtsfG3Mzb+dvvv0yc9hbk2Dw/3cPKLdpJ59j8YDR40t1S3dSZAxplPsdmacXbyYWz8nZhrsjEavQgJ6vz+xVbXgunjDKQGKz4r4hCddNhqHe99bVjRoUeSbWSaD+Ls7k7k2LZ7J1mSacpU7gmsZQ3UvJnFKPdJZNUcQhBFnN09mH/3g12+LhoaGhqDifc1Iyh/7yTYened5hTjhcvYyysdRBAEKisreeONN3jjjTfw9vYmNDQUWZYpLi6muroaAF9fX1577TVcXBxdX4GBgXz++ec89thjpKam8stf/hIXFxciIiJwcnKivLzcvjDK29ub+Pj44X6KGn1E9HBGF+GLLb9zx3Zn6OODEXQXpU8EgEcffZQ33niDWbNmERsbS1VVFYWtc6yLFy/mlltu6bTdY489Zq/13tTURGVlJaWlpfbtCxYs4E9/+lOX5VYeeeQRfHx8eOGFF1i9ejWrV68mNDQUPz8/mpqaKCgosDsPL7ca2pcDF6X4pEYbaVychISEMG7cOE6cOIGYV40UH9Dpft6JkYy8eyGeCeEIokDJNqWgotHfk5aKGkq+P0bktdM7bQsgFNcitNjw8/Pr0flksVjYtGkTAMlCxxP1XpOJ36ef4vfx8dwYEkJhUxOz/PyY7x8AgoBOoNO6T16CQJwMGcC3337Lww8/3O04oJ34JFV3uU9q0VbWZvyDyaELOVy0mYkhKVwRtQybrKwsV392RmNr7J5vJ+Ntz5kzSka9ZzeReyo6UWRsVLjStySRFB1JUnREt3F7bW0F3Aw66i02Tp8+3S/xSV1RL/ZibbvY+voOZBW+s7MzsbGxZGVlUVxYh6dn139Lq9XG4YO5TJ0eg16vw2q18eTTS5icHN1lG1mW7ZF+l7vzKS8vj4yMDBISEi7oODw8lMnhukYLTS3KeyMxMXHQo7mWLl3K+vXryTl8jhm3Tsbo3PXx9QYd+Rn5bPrgO6ISI7jqjvlc97NrOuyX1Rq5t3Tp0kEVFtS6XCkpKXbxqaysbNCO31ucnJzw9vYmJWUK6ek5FBZW8p//7GH06EjS0xURpr6+fkDikyoSOBl6zseeNWkCv3vwPjKyc7h1ydXcumQRK69ZjCiKfLp+E4mjRnZb7wnAuVV0V/vt61jVaDZVWGrPohlz+PC5l1k0Yw4AYf6BiIJAXV0dlZWVQx7jqYpMsiRxqKAAWoW4CyU+qWJTWzzr8IhPqkAoGd1Ap/wNBJ0en/jOJ5NlFy+HdhoXH5988gnAoIr8P3YaT5zsUnjShYbiFBlJw4EDeC5ZjKW4mMZjx6H1XGKrNuOZkoLb1Km0FBRQs3YtrsnJGEKVlfBiawSts5M3zgH9q+Eoijq78NQfdDonfL2VyNiYyEWMiFhIQ2M5B4++RGNTJcgyBidPWlrFqKbmary9YkiZ/SoAchd1HuoPldKcrVzPl//rJHKDRS1Hq7STZfaVrcNJ74qpqYh6qxk3vS+uXt4c/24jLQ0NTFi0FPdZYdTtUiZ8aJaZ4DeflmiJSddcz4gJkzvpWUNDQ2NocIrxxu8nCVR+mgnW7t2vxmhP/G4fg6Abbl/70JKQkMA333zD7t272bdvHwUFBeTl5dHc3Iy7uztTpkxh7ty53HLLLXh5dR43GhQUxKeffsr27dtZv349qampFBQUYLFY8Pb2Zs6cOVx55ZVcd911uLv33W2mMfzox4QiW21IxT0nZujjg9FHdD/Pd6GZMGECq1ev5rXXXuPQoUM0NDQQFxfHLbfcwsqVK7ucz1DLdAiCgKurK56ensyaNYtx48Zx7bXX2su7dMdPf/pTFi1axGeffcYPP/xATk4O6enpODk5ERkZyZQpU7jhhhu0a/2LkCERn/Ly8tiwYQOZmZmYzeZua24IgsC///3voRiGxhByzTXXKOLTWRPSKH8QO55gRJ0O78RITMeykW0S0T+ZQ2NxNSELJlDy/TFCF3V/UySeVnJulyxZ0mNEyr59+6ipqcEDGNnJ9hm+vvw+PoGM2hoKGxvZV13Nvqoqpnl7E+niyr3R0Z3WfQKYLIhkyBJbtmzhwQcf7HEs6oWEVW7BKrWgFztOhk4MTeGxmf8kq0KJHgz1jOX1fT+314HSCZ33IcsyTVKdQz9d7ZebmwuAu6H7j7lNksgsLGZkSBBnikux2mys/uEgt86a1m3cXns8DHrqLTbOnTvHjBkzetWmPeo5Qi/2fErSt/5tBlrLZ+zYsYr4VNRA/Oiuv+APH8zlhefX8+TTS5g2I9Yexdcd1VXNNDXZMBqNjBo1akDjvNiJjIwkISHhgjuf1DpJTS1W+/2OW2tdnsFk3LhxREZGkpeXR86hPOJndXwvHNtxgtcff4fF96RwzX1Xk74/i9y0PBKSR+F8XkHtqmIzZTmViDqRRYs6X8HdX9S6XO1FgwsRa+vh4UFVVRX792dx881zWL1aqWfk4+PB7Nlj2bXrJO7u7gO6gVLd0sYezncAer2eM/n5rN64haKycnYfOcrIiAgkSeJ3D97XY70nAEOrINPU1NTnsarnZl8PL9xdOtanMugNLJoxh017d7JoxhwMegNBPv4Um8rJzc0dNvHpdFkZHx88yNTERGpstn4918FAdcaq4tNw1Z7KyckBQHZxPLfJNivm7KN4xUxA0LW936TW/dR2GhcPTU1NrFq1infeeQdBELj++usv9JAueawVFTRlZmLeuLHzHfR6Ap/4JcW/fhKAmnXf4jJ5sl14EpydcbviClxbF5cZw8Pxf+ihYRn7QBAEATfXQObN/KvD4zn5Wygs2UNY8EyMBuW7rGZbHjVbzmEI9yDg/nGIxrZre2NI2/WJ3EncXq2tioKGTLxcAmm0Kg5bv9AITmzbxJa3XwegrqqSeXfcT9M5M9Y85d5A7+vCjU/9cXCftIaGhkYvcRnrT+DDztTuKKDxZEUHF5TO1xn3aSG4XxGKoL84nR0ffvhhr/abNm2aPWmmPfHx8cTHx3PvvfcOaBzz5s1j3rx5AzqGxsWBIAoYkiKw+btjO1eJXNPxnkr0d0c3IgCd/6UhKCYkJPDGG2/0uF94eHinn5OB4O/vz89//nN+/vOfD+pxNYaWQRefXn/9dd58800kSerVJNdQx8doDA1XXXUVb775JmazGaHAjBzp3el+VSdyyf5QiZoKnp9E1PWKMNGd4wlAqGxArGhAp9OxbNmybvcF7MUWxyPY61S0Ry+KnKmr4/Pz4nD2V1ezv7oaURR4KKZzQSEOcEYpIn7y5EmSkrqPC2xvn7bIzejpKD7pRQM6Uc+GrHe4NuFhlo/9JfEByYwLnkt8QDITQ1M6PbaE1V7UWJ1s74zq6moaWgsMu/YQH5VZWMzHO/cxe0wcu05lccVoRSyRJIlT+YXEh4X0KEK5GfRAMwUFBd3u1xX2iWNdzy4VQ+s+A50ITUxMZM2aNZQUde9cmJwc3aPT6XxU11N8fPygO28uNnQ6XZfW6OFE/dzVN1mwWG3ExcWRktL552ggCILA4sWLeeuttzi9L6eD+GS12LDZJBbdNZ8N/9pKdGIUoyaPJDctj+jRHWM7z+xTJqqnT5s+ZH/HC13fxMPDw/5db2znxNyzJ41588bzwAPXcuJEhd291h/UPHR9L5/rHdcpcYwrr1nM/Omn2LxnH/uOHmfmxCTmJE/qsb1er/TTn4hgtXZTeEBH15PKpr07HaL3IgNDKDaVc+7cOaZMmdLnPvuCKj6NCQ7m5zNmsLmggNP5+ezatYv58+cPad+dYRefWhceDJf4pGb1S66OixPM2UfJ/vo1gpKXEDLjemrOncQrZgJy6365ublYrdYeoxs1+sfTTz/d632bm5spLS3l1KlTNDU1IcsyV155JXPmzBnCEV7+2Kqryb5hmRKj11WNPauV4qf/H4aoKCznzuF2xRW4zZpF4+HDiB4eRH/yMU4jO1sudmkyIuIqRkQ4RrzU7SkCGSz5tbTk1eI80hsAa2UjltIGRHcDUl3nC6k89b7cHPMUgiwg62RsOhv6Zj3V2W1Rr82t1/nei0ZQteY0orMevzvHDM0T1NDQ0OglxlB3/H6SgK2uhaZ0E7Z6C4JexBDoitMob23+T+NHiSAI6MN90Yf7IlU3IFU3gE0Cgw7Rzx3RrfuaxRoalzqDemf8zTff8Prrymosb29vZs2aRXBw8ICidDT6j9ls5vjx4zg7OzN27Fg2btzI0qVLB2Uy3MnJiZtvvpl33nkHXXo51givTuv1qHglRtmdTpLNRnVaHt6JkYhdTBSKp5RoqEWLFhEY2HldFRWr1crevXsBSOxmDLeEhrKjopyiTiYLrZKEVZI6dT/pBYEEWeAoMrt27epRfGpfb0Si62i4ccFz7cKTs96ViaEppBZtZWJoCnqx89eofRxfd3VN1OxUJ52IrhNXWnviw0JYOWc6I0OCCPP1RpJlbp45hSJTFbszzrByzvQe6z65tE7E9jfSSxWSeiM+OenacmIHglqLqay0AZtNsteBOR/V6WS12ti/9yyTk6PtE89doQpaY8ZokwDDhXpeSzuTz64DR0lISOiQoz1YLFy4kLfffpuS02XUmepx921bwXxk2zHe/NV73PeXO1l8Two2m8SWVdtYfE8KUxY6xgbJsszZA7kAXH311QwV7W/yLsQNn6enJ76+vtx443zGjo3mv//7LtLT88nLK2P79uPo9UZE0clet6s/qIJEX56eJEnsST3O6bw89h09DsCe1GPsPnKUeVO7F3iEXkSEdoXqfIoMUGJNLVaLg8sJOkbvRQaGsj/j+LC4alQhz6jTIQoCp/PzCQsLY/LkCxPhpL62qpgzXOJTVlYWALKbo9PMK2YCQclLKD24HoDSg+uJuf5RvEdORtYZsFgs5OTkXPau1wvFl19+2afzWPuFcAsXLuT5558fimH9qGjJL2ir39SdAG+xIDg743FVCm6zZuFzyy14pCxA5+GBztt7WMZ6IXFJ9KN+fwk6HyeMocp1gizJlL6aitxso6evEUFWdhBsAnqbcv7zbwph0pLraW6oZ9atdwDgHOtNyJPJQ/dENDQ0NPqBzt2IW3LXC600NH6siN6uiN5dLyTX0LgcGVTx6eOPPwbgyiuv5KWXXhqyiT+N3vGb3/yGEydOADB16lT+/ve/s2bNml45iXrDTTfdxGeffUZNTQ1CbjXyiI6xWz7johl590IHoak6LY8z729m5N0L8R0/okMbobwesbQOURS58847exxHWloadXV1uALdlZD+pLCQouZmpnt7Y7JYyGpXq+OL4mImePswu4s4owQBjspw4MCBHsfTPuJKL3QuplglC2tO/p21Gf+gqOYME0MWsi37Q7KrjvHErHdJDl/caTud0PaRtVgsXX7GTCaloKFTHwoV6kQRSZZZ/cNBZiaMZE/GGUaHhzAyJKjHtsbWftR++4paN0Uv6Nl6ajdz46dj0HV+enLWK+KT6uzqL2FhYXh6elJTU0N5WSPBIR0j2pqaWvj804OsuDWZI4fO8dLfNvLEU1czc1b3k4rFxcrYNPFp+FAnpmMjQ5gxJQkMrkPmPAgKCiIpKYmjR4+SfTiP8VeNBhTX05lj2QCcy8hny6ptPPTivTzy8v0kzR2H3uAoWpZlV1BnasDFxYUrrrhiSMZ6Phcidk+tT5ebW8QXX2zjjjtS+Oij77jttvncdtsCWlogP7+hxzp2g8kHX33D6o1bHB6bPmG8XYTqCXXuuz9CiCogRQYqdU1Ul9P7f3gRvU5nF6GWzl5gb6MKVapwNZSo4pMOmBAayuxx47C6uw+b6HM+ar+qg284xmG1Wu3ik+TueF0g6PSEzroRt9BYPKPG4hYai1fMBBAEJLcAdDVFZGRkaOLTEBHaWg+oNzg7O+Pj40NiYiJLlixhwoQJQzewHwEtubnk3Xc/Ul0dzpMn03T4cM9tMjNpycykdstWDKGhuM+ePQwjvTjwWTYKj9nhiJ5Ge+RezbY8RXgCpcaTDrpZpwaA6GVEbpGQG624jgvgynn3D+m4NTQ0NDQ0NDQ0NAaTQZ2Zy8rKQhAEnn32WU14ugioUFclotRlWbNmDUuXLh2047u5uXH77bfzxhtvoDtVqrifzsvuFXW6DgKTd2KkXZDqgCwjHi8B4LrrriMsrHvHDUBqaioAsV1E7qnEtdYTiXB1Y19RIcFGIyUtLUz08MRZr2NiN6vuYxEQkMnOzqaqqqrb+jZms1JIUEDAIHTu+kst2srajH8Q6zuRw0WbOVy0WenHd2KXkXugiE8GwQmL3ExNTU2XToG6OiX73dCLmk1q7N7KOdMpNFUDkF1cSqiPF+kFxZwpLu3R+aT2o/bbV9R26fmZ/O+3b/HqyudIGTOr031d9MrftL6++7i8nhAEgYSEBA4cOEBJcUOn4tPnnx7k6zVHAIgeoUxAtrRYu3VAWa0SFWWNAIwePXpAY7wUuNiiE0RRJDQ4kJKqhiEd2/z58zl69Ci57cSnYztOsGXV9wCMGBtlF53UbecLUDlH8gG44oorcOoqumiQuRCvl4+PDyaTyZ73PGZMFHfckcKqVVuZO3c8O3YcJyEhYUDiU5srpnfi2qiotgjEaePHEREcyMqlS1i9cTPTx/dc88nWKoD0x0ncJj4pgpLqcrLarA5Re+2JCLwA4pMgoBdFooOCyG5s7FfE4GBgsykzs/pWV5j6+1By5swZWlpakHVOyM4d6ysKOj3eoxR3nPoTQPIIRFdTRFpaGtdee+2Qj/PHiBqzrDH8mL9Zi6U1XtnFxxtEEfogBssDrNV5KaL3b7sfttVbqP0uz3GHLk5nTvE+SBYbtsomsEo4RXviuSgaY/Dg17LU0NDQ0NDQ0NDQGEoGtcqfIAi4u7sTFNSzU0Jj6Gm/6t9oNLJs2bJBrz+zfPlygoODERqtiFkVne4j2WyYjucgtU4YqYJUZ5F7Qr4ZsaoRFxcX7r777l6NQXV3RXUzp2qVJBAEVoSGMsrNjVvCwihpnWBLra1hb1UV/9dNvSJXQSCg9f8nT57sdjxq9JyL6G2vUXE+44Lnck38gyyIuYPFcfdz3+T/ZVJICgtH9fycXXW+Dv10huq+6iFxD2iL3YsPC2He2AR83F0pMddSVGVmdHgI8WEhPR5DFf0s/ZxYqK2tBWB23DReXfkcc+O7rgnmalDEp5qami736S2qM6m0uHMha8WtyVy/fBIrbk22x/Kdy63khefXc/hgbqdtyssakSQZb29vQkJ6/ttpDByLxcLBgwfbotdaHx9Kl49aM6Qsp5IGsyI2Js0dxwN/u5ur7phv/11v0HFsxwlef/wdju04YW8vyzJ5x5RzzuVeTDYgIMD+WtxxRwopKRMZM0ZZfLBjx3HGj4/Dx8cH/y6cp73BaFQckdZeChNzkyfxh4cf4Oarr2L/8RP8Z/N3rN64mU/Xb+Jg2qke26v9qP32loaGBkpKlAUWqvhk0Bta4/UE3v/D/9qj9toT7h+MIAhUV1dTVVXVpz77ihppqm89r6s/L7j41OqGHQ7xSb2ukDwC+5TlKLkHObTX0LiccJ0+DaH1PsLjyisJfelF9L245zOMGEHgb/4LwWCkZv165AvkorzQCHoBodUBJRi6vwVvzqzCkl2DZG5BqrfSlG6iJdc8HMPU0NDQ0NDQ0OjAtm3byMzMZNq0aRd6KBqXIIPqfIqJiSE9PZ2WlpY+T8hoDD7tV9IPVd0tJycnHnroIZ555hnEzHKkET7g4ihwqTF7wfOTCF+S3GWdJ6wSuhNKraLbb78dPz+/Xo1BjcYJ7yY8fXdlJX/KzLD//mzCaG4Jg88KCxnl6oqv0chPw8O77SccgTJksrKymN1NbIhaTN7H0HU0zNGi7/g28y0Anpj1LhNDUyiuO82b+3+BUWdkemTXK6a99SGYrcXk5uYyadKkTvdR3Q29mXvXiSJjIsKwSRI70zKpqlMi40aFBLLiiqnoeuGeUrJD+u+qUIUkbxcPRnXheFJxN7g6tBkICQkJAJQUdx7h5+xs5Pa7lDi0SVOiuH75JK69YQKiKJA0sfOQx9KSBvuxLzZX0OXKunXrePnll0lISECvi7bXQxvKeC5/f39Gjx5Neno6eScKSZg1Er1Bh9GoZ8sqZWW+7kURnU4kceYYBxcUQHVJDTXldRiNRqZOnTpk47wYCAwMxMfHh8jIcOLjw/n++2PYbG2vjaurG6Io9ljfrzvU77gWi7WHPRX0ej3zpk5h1qQJJMQo7twpiYoYnZzYc1ym2k9fHWt5ecqqd283Dzxd3e2Pb9q7k7v/+Cs+fO5le92n9jgbjQR6+1FaVUFubm637tuBIMuy3fl0sYhP6mIKvd6AJEkUFhZisVgGfTFNe44dOwaA5NFWq0C2WTFnH8UrZgJCF7GwkocyEX/u3LkeXdIaGhc9DQ3w7Tqoq4UrF+A2dSqxmzdR+c67VL7zLvqQEKytNUYFDw90np5YCws7HMb7ppswBAWRf78SF+d3+jSBjz02rE/lYkB00hPwwHiaMky4JPpR+vKRTnYCurh0ae+i0tDQ0NDQ0NDQ0LhUGFTn04oVK7Baraxfv34wD6vRT1xd24rYDWUM4vz58xk7diyCTUZ3srTDds+EcLzHRVOy7RjVaXmdHEFBzKpAaLQQFBTELbfc0qu+q6qqqKqqQgC6X3upiCMrQkP5fVw8Nlkmzt2dK3x9Od3QwP7qag6Zq7s9QnCrjpCdnd3tfqoY5mfougKVTVJWbi+Ou4+JoSmkFm21i1FnKlOxSl07iPwNkQ79dIY6EWvrg/Mjs7CYXaeyCPX1BiDQ2wudKHIqv9AeMdUV1taoq/6InE1NTfaV9m6GngsvuhuVfcxm84DFBTUWr8rUREtL96vpj6Xm8/WaI7z1xna+XnOEY6n5ne6nuqh+DJF7FwtLly7l5z//OT4+PuhEAUNr/Gd/nXi9ZebMmQAUnCy2P5Y0dxwPvXgvD714LwCvP/4OaXtOMTllgkPkXsHJIgAmTJjgcK4eai5EzaeAgADMZjN5eQX89rcf8OST75CZ2eY0bWxUxI6BOJ88PDyUY7X0TiBpamrm7dVfYLXamDd1CvOmTiE1I7PXzqfGViFG7be3qLF5aoyeihq915nrSUWt+6TG9g0F6rkYOopP7bcNJ6rTyaA3UFVVxeHDh1m3bt2Q9SfLMkePHgVA8mx7nczZR8n++jXM2Ue7bmxwRnJV3MnqMTQ0Llmys8FUCS0tcKJVkG1spOrjj2nJzaVh7177rk4jRuBz84pOD1P+wgvUfNcWl2jJ6/z66ceAMcwdzwWR6AO6uC/r4rLWEOWB80hNzNbQ0NDQ0NDQ0Lj0GFTx6eabb2b+/Pn8+c9/Zt++fYN5aI1+4ObWlgvu7u7ezZ4DQxAEfvGLXwAgnquGKiWCSo3bqz6ZS/WJXILmjkOyWqk8ehZri8Uhio9GC2JmOQAPPfRQr1eTF7ausPQCjN24TGb5+fOn0WO4NyqaM/X1/Ckzgz9lZjI/IJArfNQ6I927VPxbtxd0E88HbbF8Qcaui43rRGUSOtZ3IqlFWxkdOJNr4h9kcdx9fJv5FqlFW7tsG+Q0yqGfzvD29gag2dY7ccYmSUiSzK2zpnL3gtnMHhPHvLEJbD56ko937iM9v+NK1va0tPaj9tsXqqurAdALOlz0Pb/uqvgkSdKA3U9+fn6tkWBQVtrY7b6Tk6O5fvkkDu7P5vrlk5icHN3pfqrzKT4+fkBju9ixWCx8+eWX9olhSZL48ssvh1zw6QyDwUBiYiIAGdn5FBaXIEnSkDs1VMdSUWaJXQjVG3RMXTSJqYsmMX72WBbfk0LizI5OmsJTJQ7HuJxxcXEhKiqKUaNGccMNM/nrX+/h4Yev5a9/vYfbbpuPs7Py/RQcHNzDkbpGFYFaLNZeRe+t+mYdn67fxKpv2kSM5MQx3LpkUa+cT43NLQ799ha7+BTg+FwNegNLZy/o1PWkorZR3bVDQWfikyDLVFZW9rum30CQZdlBfPLx8WH8+PGDWr/yfLKzs6murkYW9UjuAfbHvWImEHP9o3hGjaX69CFkW+cuO1WwOnz48JCNUUNjWAgOBjXCO6w1HUDfueuv6fhxKt59r8tD1a5bh+DsjEvyFAIefWSwR3pJIUsyDaldR2d3hufc7tMZNDQ0NDQ0NDQ0NC5WBjV27/XXXychIYHDhw9z9913M2HCBJKSknoUPh555Md9EzJUtJ8UG0rxCZTaOQsXLmTz5s3ojhVjmzvCHrcXNG+8spMgkP2hsvLRa2wU5pPnGHn3QnzHj0CXVopgkxk7diwLFizopidHiosVx4F3D/vpRZFkb2/+lJnBDyYTK0LDGOXuRkZtDTN9fJCBKV4di4q3R11vqNbr6Iz6+nqyMhVHUqhT186XKeFX88Ssd7FJVl7afR/XJjzMt5lv8cj0N7g24WHGBc/tsm2IURE1cnNzMZlM+Pr6dthHrbvWZLUhy3KP8W+ZhcV8uns/t86aRk5pOSlJiaTlFfBD+unWPbpv32i1OfTbF0wmEwAeTm69iqnTi3pcDS40WBoxmUz9Erzak5CQQHl5OWUlDYRHdPycWK02Dh/MZXJyNCtuTQaUWlB6fcf4SItFwlTZZD/u5cy6detYvnw5ixYtAhQX4vLly1mzZg3Lli0b1rGoNZ9MJhN792YCyt9/qJ0a8fHxuLu7U1dXR2VeFQHRflgtNo7tOEHS3HGk7TnFhn8pQvLyR6+zO59sVhslZ5SJpylTpgzpGKEttgyGp15OZwQFBXHy5Em++moPV1yRyJ49p9DpdHz00TYSEhIIDw8f0PeUh4cHOp0Om81GfWMTXu7dF2W/47ql9p9Wq5XdR46SkZ3D6o1bGB0bw+zJE7ttX9eoiNW9jYdVUYWjiIC+14MLbxWfVAFrKGhoUMRzvSDYz8f55eVkZGRcECdPe3erwWBAFEX8/PyGNHJPFY0kj2AQ287zgk6P96gpVJ8+RPbXrxFz/aN4j+r4+U5yHOsAAQAASURBVLV5haEvSdPEJ41LH39/uHUlNDVhlSRqPvwIl4kTCXz6N5jefQ9rebnD7nJr/c6ukJua8LvzTozR0UM46Iufur1FmNd2n6JwPrb63kXKamhoaGhoaGhoaFxsDLr41FZrRiY1NbVXkxWa+DQ0tJ/I6+vq7P7wwAMP8P3332OpaEAqqcM7MZKRdy/EMyEcjxHBeCYoq/ZKtx/HfPIcwfOT8E6MBHOT4phCeS/0pU5OeeuNr1cP4gjAv/Py+KFV6BAFOFtXz+dFRfbtHxbk81BMbJftPVt/1tfX09jY2GmU4dGjR7FJNrz0QXjou46Q0osGxgXPZfXx/2HRqHsJcothcuhCbLKNtRn/YJT/JJLDF3fa1kXniZ8hikrLOY4cOUJKSkqHfYKCgjAajbS0tNBgteFm6P6jPjIkiNlj4pAkG5/uPsTKOdM5V6H8rUaFBjE6ouv6VQB1rfVPIiMju92vM1TxydNJeb9abFZ2ZO5jbvx0DF3U1fA0utFgaaSqqqrP/Z1PXFwcu3btorS087pPhw/m8sLz67l++SRiRwby9ZojxMUHM21Gx/dKeVkDsqxMSA8kQuxSYOnSpaxZs4aNGzeSlpaGj48Pa9asGVJHQlesW7eO999/n7i4OO6/aT5FFXWYmnX2ifShQq/XM378ePbs2UNxVhkB0X4c2XaMN3/1Hg+9eC+T5iex+J4UNvxrK7HjRzA5ZQIAFedMWFtseHl5ERMTM6RjhLY6QzA4tdL6Q21tLYWFhaSkTAFknnjiLV544T6eeGIFe/cWEBwcPKAaaaooUVZWRm1DQ4/ik7OzEw/cfCMAuw6n8sd/vA1AWFAA40aN7Pn5tL63+is+hfv3XahXBav8/KGLrFI/M4Z2r0V8cDCnExKIiOg6SnaoaC+cGvTGDo8NBQcPHgRA8grrdLvqgPKKmdDpdskzFBmB/Px8SkpKBuTo09AYTprS09EHB6NvX6vMzQ3c3Mi9aiGW/HzQ64n65GOs5X/t/CB6PaifUb0e0csLqaoKJAkMBpzHjx/6J3KRI9X33SFubY101tDQ0NDQ0NDQ0LjUGNTYveTkZKZMmcKUKVNITk52+L27fxpDw3A6n0CJTFqxQsl7150sQRRFfMePQG802H9GLJ1K7J0pxN6ZQviSZESdDl1aKcgwb948xo4d26c+1ci23jy7OyMjuSUsjBtDQvmssBCrLLMiNJRlIcqEXpx79wKdE21qrdrv+Rw6dAiAcKdx3R6rydrAc1uXsyHrXTadfo93D/+aw0WbyTYd5YlZ7zIxtKOg1J6I1uN3tbJap9MRG6uII+bmnm9yswpL2HUqCwSBlXOmEx8WAq21YXzd3dCJ3Z8qzC1KH6NGdR012BV28cmovIo7Mvfxi4+fYUdm19GdXq1Cldp2IMTFxQFQ3oX4pMbtfb3mCDabxPXLJ5E0sfNJ2PLW6D71mJczBoOBZcuWodN1dIANN0uXLuXGG2/Ez8+PORPjmJAQjSiKNDZ2H6U4GEyYMAGA0jPlnW6PTozioRfvJXHmGA5vPYrVYqOkdd/x48cj9vDZGgyOHGkral5YWNite3OouOKKK0hISGDmzAlceeUEXnjhPkAgOjoUURQHZYI+IECJSDPXdy86Wq1Wth84xPYDh7BarSQnjuHmq68iLjqKwtJyXvrgwx77Mtc1OPTZG6xWqz0qNsy/7883IkARrMrKyoZMWO1MfFL/P9Ribme0d+rpWyMJJUkacL2/rrBYLPZFUzbvzsUn1QEldLE4Ar0RuTWuT70m0NC42Cn583+Ts2w52YuXYGm3MAtAttkU4QnAaqU5Kwt9YKDy+/nXAK3Ck/ftt4PVilRZqQhPABYLNeu+Je/BB6n5EdcHdp/d+bmlS4R+tNHQ0NDQ0NDQ0NC4SBhU59OHH/Y8YaMxfAxXzaf23HbbbXz99dfUm+sRCmuQw72QbDaq0/LwToxE1Onwm9DOMVLViFhUiyiK3HfffX3ur7Y14sOlFwvm9aLIaA9P0mrMAHxRXMT/i4vHKIokeXkxy697p4ogCLjIUAuYzWZCQjrGJqWmpgIQ7ty9iLbm5N/JrT7R4fFTpXspr8tjdOBM3I1dxwCGO4/laN06e3+dkZiYSHp6OlXNFkLduyhsjFLvKb+yVcRpFZxskkRV6wRuT5PjLTaJeovN3mdfOd/5NDd+Oq+ufI658dO7dEF5Onk4tB0IqlBkqmzCapXQ69uerxq5t+LWZOLig7HZJL5ec4TYkYHodCKTk6Md4vfKypS/2ciRPTsnLjcuZOyewWAgMjKSkpISXJz0uDgpk9TDUaNmfOsq7tKz5ciyzKT5STzy8v0kzhzDmte+YcO/tvLIy/eTtucUrz/+Do+8fD+VZ80ObYcSWZZZf94k34YNG7j77ruHvO/2hISE4OPjw5EjWSxZMo60tDw++GAzK1cuBPoX2dlZH2lpaVT1EP2099gJu9Pp+vnzMOh1/Gfzd1w/fx7+Pt48de9dPfal9hEa2r0rtD3FxcXYbDacDAb8Pb173U7F3cUNT1d3ahrqyM/PH5K6cqrAZGx33s8pKyMjI4Pw8OGvOeLofGqL2pMkaUiE2xMnTtDY2IhscEF27ZurrT0273DEujIOHDhwQdygGhp9pX73bgBs1dU0pqVhaH9uE0UENzfkesV9U/aX54n8cBXlr7xK/Y4dnR5PbmhA5+eHrbLS4ThlL7wAskz9zl2IHh64z549ZM/pYkXnYsAQ4oall24m18lB6H2ch3hUGhoaGhoaGhoaGkPD0C+51rhgtI+Fay9EDSWenp7cfPPNAOjSy0GW7bWfqtPyOuyvy1AcACkpKUT3IwO+vvVGuDe3ZLsrK3k2I53Pi4qIa/177Kgo59mMdHSCiL4XE1lqP2q/7WloaODs2bNA9/WeAJaP/SUTgucD4O/S5qLJr0nnSPFW3tr/RLftQ5wSAIGCgoIuBZiJE5WaJZVNzd0eK7OwmB/ST3PF6FEUmcx8vHMfn/9wgKzCEkaHh3BVUveCknr8mJgYvHqom9UZ6vhVN5NBp2du/HR2ZO5jW/oPdheUxWZl66ndWGxWPI1uDm0Hgr+/P15eXsgyVFY41ghSI/eOpeYzbUYsU6fH8OTTSwB44fn1HD6Y67B/RZnitPkxik8XMnbPYrFw4sQJJEnCSS9y5lwhVquVvXv3YrH0Pd6mL8TFxWEwGGiqa6a2og69QcfklAn2ek+L70khae44kuaO45GX72f8nLGUZSuTcePGde+QHAy2b99OVlYWTno9P5t1BQCfffbZoERW9oWgoCCqqqpYt24n//znt3zwwWbuumshgYGKQyRQXUU/ANQFAVU13YuOM5LGET8iGoCvt23nP5u/s/9/0ayZuLu5dtveJkmY65TvgL44tgoKCpRx+gb2WzgJ8w90ONZgowq2xnbOp3EhISQkJHRaX3Coae98ai8+DVX0nhq5Z/MKgwHEQEreilB36NChC1ZnTUPDgZYWUBdkpJ2Ef78PWzbZXUl+99+H4OKCy8SJuM2YCYClrIzGU6ewmUwOIpFUX0/enXdhCG23CEunQ/D0tP8qWyxEf/YZunbnDY+rF9kXOSHLFP76ySF6shc/zom9F7dtpqGtX6mhoaGhoaGhoaExlGji02VM+/oZzs7Dt2JuxYoVOLu4IJibEErbaj95J55XD6i2GbFQqT9y++2396svNVbL2MN+VkkizWy2/+5jMHBLWBhPj4rjT6PHMKOXk2pO5/XbnszMTGRZxl3nh5vOp8P29jjrXXls1ltMCbuaisZ8JoWkkBJzJ4kBswh0jeSuyX/ufhyiKz56ZVVqRkZGp/tMmjQJnShSb7HRYOl6oi4+LISVc6YT4efL7ozTjA4PIb2gmNlj4rh19nSM+u4NkuUNivg0derUbvfrCnUSXI3dg7boPRnsLqj2cXyqS2owJtAFQWDEiBEAVFY4vq6Tk6N58uklTE6OBkCv1zFtRiyTpkR1iN+TZZnKSmWCYDjq+FwsyK0TSaIosmzZMgwGQw8tBp9169axdetW8vLyOHwqhw++2s7p06d57733WLdu3ZD2bTQa7XGT5TmVWC029n17iMwjp3nwf+7mmvuuZs1r32C12JicMoGm2maaapvQ6XT9iqnsC5WVlfz9738HYPmEJJaOTSTGz4+6ujpeeOEF+2s3HAQGBuLj40NychI/+9k1vPDC/SQmRlJd3WDfPlDUmnMV7c71naHX63nh148zc2IST9x1BzctXMDT993DHx5+gBlJPQuCVTW1SLKMs7Nzn2L3VMEo1K//zzXEd2jFJ3VhhaGdOOai1+Pn5zcsMZbnowo3giAgtov3Girx6cCBA0CbeHQ+ss1K9elDyLbu+5fcA5F1BmpqasjKyhr0cWpo9IrKSlj7NWzaAJ/8H/zfh3A0Ffbvg6YmyM6G0lIAvJYtI/7AfqI/+RiduxuNx45xJuUqcpffyOlZszGOGIFgbLvalmprqdm4CWNrxDM2G/p2tS5rvvmG5rNn8LrhBgD0QUEI511P6oYpleFixG1KEPpAVwSnrm/FBRc9Ol9nPOb3vZ6qhoaGhoaGhoaGxsXCkIlPLS0tbN++nddff53nnnuOP/7xj7z++uvs2LGDlpaWoepWox3txafhnBD29PTk2lb3g3jGhKjT4Tt+hMPEEYB4VnGtzJw50z7531eampTJ/p6e3V6Tic+LlQz7UCdn9ldXM9bTC3ejkdn+/r1yPbXvR+23PWoheT9DVI/HsUoW1pz8O4cKNzI5dCFHirdiaiwkrXw3ZQ15bMr6V4/H8G/tR+33fDw8PBiflARAaUPX7iedKDImIoy4sGBmj4lj+YwprJwznZSkxB5rPUmyTFmjcuyZM2f2OObOUAUkD2ObO0+N3lsw+gpSxsyyu6FUIUrdd7DcG6rrzlTp+LqqYlP7aD2AY6n5fL3mCMdS8+2P1dVasLRI6HQ6IiI6rwl1OWGxWPjyyy8vilX9S5cuJTY2lsLCQnSCwNVXjMdkMjFt2rRhcWKNHq04HctzKzm24wRv/df7bFm1nbzMfL59dyMb/rWVb/75LQAVuYrrKTY2Ficnpy6POVAaGhr4zW9+g8lkItrXl1smTUQnijx+5Tz0osjOnTt55513hqz/8wkICEAURVxdPXF2NqDTiTz55Lukp+fatw8UVXwqr+5efAJwd3Plz4/9HHdXZ/6z+TsMRj2zJk1g77ETPQob5a3iVmRkZJ8cTGq9pxDf/j9XtW3ReTVZBgvV+eTU7nmpLqjhiLE8H/W10Ik6h7/1UNR8qq6utgtFNq+O4pNss1K0+wuyv36Not1fdC9ACSKSl1KjRRW0NDSGlXO58NUaKCqC3FxFbALIzATVESwIUFZGS04Op+fMJWN8EmevuYbms2ep37dfcUsByDK1W7eCkxO0E5CkqipaWh3/AJbsbIchlP75v/H/+cOE/M9fiXznbeTGtmssnb8/7gvmI10AUftiQO/tTPATkwl77gqcxzq6oDyXjiDw0YmE/n46IU8l4zzS+8IMUkNDQ0NDQ0NDQ2MQGNSaTyqfffYZr7zySpcTwz4+Pjz++OP2eDaNoUffg3tlsFm+fDmff/45YkkttvoWcDvPm2SVEHOV98dNN93U735UIVNP9/E4M3x9+X9xcXxRWEhmfT23hIXZ3U5WSWKvycQMX98eRSj1r9hZlFdJSQkAXvqeV7UfKtjI2ox/sDjuPqySMoF1pHgrADE+47luzCM9HsOjtR+1386YM2cOqamplDQ0McKr8+hFmySRWViMJMnsOpVFhL8vYyJ6V9jY1NSCRZLx9vbud/2a6upqADyc2sZn0OlJGTPLYb/2j6nik9p2oKhiUXVV9xGFVquNA/uysdkknnjqarsjCqCqtW1ISMiwf94uBOvWrWP58uUsWrToQg8FaJukPlNQRmyEMkHv6+s7LMJ7QkICABXnTFy9bD4P/s/d5Kaf45r7rub47jQW3bWA6352jbJPniK6D0W9HpWGhgaeeuop0tPT8XBy4ndXL8Sp9T05KjCAR+bM5uXtO1i1ahVGo5E777zTYbHCUODp6UllZSU+Pj7U1zczZ844XnrpQdauTaelxTYo4pMqItc2NNLQ1Iyrc+fintVqZe+xEx1cTnuPneCZ197kuUcfYvbkiV32U2aqduivtxQXFwMQ5NN9fcHuCG5tO9TiU/vYPbX+U0tLC83NzUMqmp6P3fkkioiC2OHxweTw4cPIsozk6gvGjtGL5uyjlB5cj9fISZQeXI8sS7gGRSGIerxHTkLQOZ73bV7h6Ey5HDx4kDvvvHPQx6uh0SkNDYqzKTcH2gvpzs7Q3AyBgVDden8my7BvD9VHUrFVVADQcjab7KXX4jprFqKPD1LrvVxLdjb08XNnyc8n+4ZlWPOVhTr6dnWkbBUVVK36EEEQCXr6NwN4wpc+frcm0JhWid7PGWO4x4UejoaGhoaGhoaGhsagMujOpxdeeIFnn30Wk8mELMuEhIQwceJEJk6cSEhICLIsYzKZeOaZZ/jf//3fwe5eox3DGal0PhEREUyePBkAMa+6w3ahqAbBKhESEsKUKVP63Y8qAul62E8viuTUN5DZGik02sPTLjTtNZn4ffop9vaifpDaT2fiU9uK8Z5jRGyycgNfXJvNljMfOGzLrjrOsaLvezyGc2s/3a1GnzdvHoIgUN1sodHa+aRBen4RH+/ch9VmZfaYOEYEBXAqvxBbL1aWF9crq1jnzJnTb8HF3OoicDd0Xmelfa0nFY/WiUFzD/FavSUsLKz1eF27Mq1WG598tI+X/raRV17cjE4nOjiiaqoV8Sm0fZHuy5ilS5eyZs0au9vkQmGxWPjd737HuXPn8PHx4d/f7iO/uNK+7csvvxyWuk8AlQXV6HQi06+Zwq2/vpG0vem8/dT7xIyLxtlVEeAr85SJvKESn0wmE48++ihHjx7F1WjkT0uXEObtbd9usVppqa/n9mTlvPvuu+/y6quvDrmDbdOmTWRkZFBVVUVFRR3ff3+M5mYLTU3Ka+Pn1/v6F13h5uZmr/tU2o0rUhWZ9h47wfTx47h1ySKmJI7BZrPx2wfvw2azdet+KjEpx45V46Z6ibpQIMin++dqsVpYt+s7LNaO79sAb1+HYw02dvGpE+dT++3DhepwEkVRid5rFaCG4v2q1ntSHUvn4xUzgRHXPoxP/FQCp1xN2aGN5H77Fjlr38CcfbTj2FuPc/LkyQsSWajxIyQnB1Z/ClmZba4lleZmWHodzJoNI2IUF1MrUk2tg6MJWaZh1y6Hmk6ih6Mo4jZrFt4rV6Lz98cpqevFR6rwBGDtRDRvKSyk7O8vU/XZ6t4+y8sOQS/imhSgCU8aGhoaGhoaGhqXJYMqPh04cID33nsPWZb/P3vnHR5Fubfhe2t67wUIAZJQkxC6NCnSqwXUo8fPjoLt2D2K2LsoioK9gwVBQpWigPSQ0EOAENL7prfdnfn+mN1NNtkUYBM4Ovd15YLMvjPzZnd2yvu8v+dh0qRJbNy4kW3btvH999/z/fffs23bNjZv3syUKVMQRZHPPvuMgwcP2rMLMs1wOYSoiRMnAqBMbyoQKDNKLW0uNngdGljytKHtvzt35tqgIAZ7eFJnNGIQBAyCgFEUeT4qqk25T+b9XGrehEohbSkpZ5tlWUPR6pzuyCVt34yfnx8xMTEAZFc0N/glHRs5JWXsPJHCjuOn+H7HXrYcPt6iAGUURHJN4tO4ceMuqn+iKFJWJuV+uWicbLYxZz09suJFqupqTG0l8cm87qVizpupKG9efEo4kMaaVYeYNjO2SdUTQHm5NFAcEBBglz5d6Wg0GmbNmoVK1ZZvX/sRHx/PG2+8QUhIiEXAiAoLIDIykpycHGbPnt3uuU9dunRBo9Ggr9FTXlTZYtuiTEm46N69u937kZqayj333MOpU6dwd3Tk1elT6eThwXM/rKDKZLm0MTGJmxe/hxtw91VDAfjpp5/473//264D5FOnTmXkyJF4eXmxfXsSjz32CU899Tk6nQ6tVouzs23x+UIxC0I5hc1PJhga3ZdFC+YxNLovB46fYMX6TXy9Zi0vLF3OqXPneGHpcvYcPtrs+mbx6UKz3fJM2Sp+Hi1nAm7as4NbFj7Epj07mrzm7ykd4wUFBe1iPVdeXg5Y2+4ZRZHSoiIEQbh84pNJdFIo2098SkhIkLZtQ3wSjQaLwJS27mNcgsIJm3Ivfv2vIWzKvXiExzRdx9EdQeuKwWDg8OHDdu+vjEwTdvwhiUy2EEX4aycolXDNBLhhLpVlFRQdPER5Ribha1YTsvhd1A3y92qPn0DbrRua0FC0YWH43H8/CmdnlJ4e+D/2GJ7TpxH04gt0XbEC77vuAo1G2v4FUPHXXxQtW0buwoWU/f77JfzxMjIyMjIyl84tt9xCZGQkkZGRzJ07t8W2FRUVREdHW9ovWbLE6nXz8tZ+Xn75Zav1lixZ0qRNVFQUAwYM4LrrruPDDz+8LHbYMjJXGs19p2JjY5k6dSqvvvqq5Rlc5vJiV2+o7777DoAbbriBF154wWabzp078/bbb+Pi4sKPP/7It99+e0mVLzJto66urkOtcgBGjBiBWq3GUF4LZbXgbtq/3ogiT7pYXn311Ze0D8vAVBvbHy0rI6Wykn2lJQCcq6rih6xMXuzZq025TwoUgGhz0M/FRbKCqxVaHnwGGBA6kSmR97Du1DLctd6U1RWjUmro4taHCL8BXNf30Va3USdWAbQ6aDthwgQSExPJqqwm3MOlib1Wz04h3DRyCN2DAujk44UgilzVswc7T0jZF81lP+VX12IQRfz9/S0C14VSU1NjGUR01jjabDMqcghjooax9eQuPtj2FY9PvMfStrKyEkEQLknABMmeDaC6yoAoijYtyOIGhvHYU5OJGxjWJAMKoKpKb7UtmY5h6tSpfPfdd3zwwQcUFUkVTw4aNaIocvz4cR599NF2z31Sq9WEhYVx+vRpirN0uPtJQnL/MdHMX3wX0aP6YtAbObDxEJUlVSiVygsWLlpj3759PPvss1RVVRHs4c6zEydwIPkUd2/cyKHUcwC8cONcJsbG8N1DDzIxNgaNWo2XswvvbNvOzp07uf/++3n99dftYoHXGI1GQ3R0NAcPHuTEiXQAZswYRn6+iJeXl91s/yIiIti1axc5Rc2LT2q12mKrZxaijp46bXpVYRGmbFFbp6fIlCl1IdVr1dXVlodEX4+WzxETho7km0WLmTB0ZJPXvN08UCgUGAwGdDqdXSrGGmIRnxp8HknZ2RxLTiYqKsryekdhvj5YxCdTv+wtvOXk5JCTk4OoUCK4BzV5vTQ1idQ1S+g67X7CZyzAIzyG0tQkCg5txm3GgiaWe6bOIngEoyxI4dChQwwZMsSufZaRaYKLS322ky2KiyE3B0JCwdkZ5//8B+XRo3h07ozaywuHbt1w6NGDc9ddj2iajCBUV2PIzkafmYkhJwexqgqxCsrWraNo+XIAvG66kfI/d9RnSV0IDSY9iHImsIyMjIzMFURiYiLnzp1rNp98w4YNNrPAGxMREYGra/PuOM3lRbu6ulocNgRBICsri6NHj3L06FFWrVrFt99+a3F9kJH5J9PwOyaKIgUFBZw9e5bTp0/z66+/8tVXX1lyumUuD3atfEpMTESpVPLggw+22vbBBx9EoVBw6NAhe3ZBpgENB2eqqqo6fP+urq70798fAGVu/YCVoqAShSASEhLS7IW8Pfgi/TwplfXC0B+FBfyQlcmNIaFtqnoCLMlStirJzBf+UkPb7JC6+8QyocftlNVJg6RVBh3nS4+hq85FrWw9p6ZEL9mXmC3jmmP06NFotVoq9UZK65pWbKmUSiJDgkjOzCbpXAY//nWATj7ejOgVwc4TKZzKyrG53SxTJdWECRMuWvypNH0eChQ4qLQ222hUaib3k0TKPsE9AHBUS0KmKIp2qdZwd3c3bQ9qa23PqFerVQwe2s2m8ARQWyOt5+Hhccn9kWk7Go2GsWPHotPpLOc8lUJpGaQeNGhQh+Q+mcWkwoxiErYkUVNVx+E/jxI9qi9qjYrDfx5l+VNfotPpCA4OtlulD8DatWt5/LHHqKqqom9wEO9eO5ujqee4Y+lHHEo9R2zXMPp27ozeYECjVjMxNoaNiUnoDQZG9+jOa9On4eHkSEpKCvfccw+pjULj7YWHhwc6nY7Nmw9w223XMHv2KJRKpV2/M2ZBKKugsNW2DbOfbp89g7mTJ3D77BmMiItt1kY0p6gYEfD19b0gobnQlKfipHXA2cG20G5Go9YwYehINu3Z0cR6T61S4eEiWTOZxVZ7YhaXGtruxQQHM7B3b7y8vDpcfDJfaxVK6fusbCfxKSkpSdqfiy+omp4v3Lv0IWDgZDy69sO9Sx+yd/2CW2hPixDVHIJHsNX2ZWTala42JjUoFJIoBaDVgmd95aVCqcQpOhq1V/0yh27d6LFzJ1533IEmLAxjg5nVygYDZ4aCfMv/S9fGY8jKst7vBdwXKj098XvkEdwnT27zOjIyMjIyVz6iKFCnr8BgbDlX+UrE/Gy3evXqZtuYX2ttUuF///tffvjhh2Z/br31Vpvr9erVy9Jm5cqV7Nq1i48//hgXFxcyMzN5/vnnL+ZPk7kCMNbVUVdejtDO1vf/FBp+x1asWMHWrVuJj4+nW7dulJaWsnDhwsvdxX88dhWfdDodbm5ubZqJ6+Pjg7u7O7oWchlkLo2GeTiX630eNGgQAIr8+odXc9XToEGD2j3kviERjWabGEWRZyOj+HfnzuwpLsZwiYNZZhut3LrTCGLL20rM3sJ7u+8lpVCynfR2lAQkH6dQDmZtZF/6uhbXF0WR3Dpppn5ruSOurq6MGjUKgMwK2yLkqawcfvzrAMlZOfQMDaJnp2Cu7tuTEb0i6B7U1EauxmCkoFq6iZw0aVKL+28Js3DkoNK2eCyM7z2S929axPjeUiWARqk2VaFhF/FJq9Va7OP0dS1/dgaDkX17zmJolKFVVyf97uRk2z5Qpn3Q6/W89NJLJCcnU10tHd8ajRJPT0969OjBlClTOqQfYWFhABzfncwHD33Cbx+v44OHPuHwn5J9W/Sovsy4awpeXl6Wtvbghx9+4PXXX8coCIyNjODlaVNxd3RkYmwM902cAMCgHj24Y+lH/Lx7D8/9sII1+/dz8+L32JiYBECvoEAWXzubTp6e5Ofnc//995OcnGy3Pppxd3fHy8uLm2+ewPz506mtNViW24uoqCgACktKqWllFr05+2nXoSQOHD/B7bNn4OjYcoWwWdS60JlTxaZMQU/Xpn9rVU0Vzy9/l6oa6fjVG/S8/PkHzVrvebtKYl17iE/12YVKDILAwcxMAML8/VEqlZfNdk9hqXxSWi23F2ZxyGij6gmg7Pwx8g6sp+z8MXL2rCHvwHrSNn2KR3iM7aonE+YqqlOnTl2WSUAy/xAyM+DUKQgIkMSmhgQHg3nilasrrI+HrVso37KFklW/IhoMiAYDhgbPCUoXZ8p++w19Whqiyd5Y5etL52++xufuuwl88QUCnngC56FD0HTpgspWtawgNO1LM6K+/xOP43v3XR36TCAjIyMj034U6U5y6OhSNv5xD1t2PsDmP+ex7a/HOJMWT22dfWzz25spU6ag0Wj47bffbE48zsjIICEhgd69e9OjR48O69fVV1/N/fffD8COHTsoKSnpsH3LXBqG6mpS161jy333s2bmLOLnzGX19BnsfOppsv76C1EWouxKt27deOyxxwA4fPiwbFV5mbGr+OTi4kJlZWWbSk9ramqorKy8pNnfBQUFrF69mpdeeok5c+bQr18/IiMjueWWW1pdV6/X8+mnnzJ9+nRiYmIYNGgQt956K5s3b2513YyMDJ566ilGjhxJnz59GDVqFE8//TQZDUJ1rwRycuorVrJthPx2BGY7NkVRlVRWAiiLqqxeuxTMFTdtSbQa5evHo92642kSGfaVlHCmooIDJSU8e/IEe4qbt2kyI5r2ZCvnJioqCmdnZ2qFCvLqzrS4ndjgcUyJvMeS7aQQFeYdAHC2OKnF9Yv1GVQYi9BoNPTta9seqiFm27GcihqbIltkSBA3XDWQYZHd6RkcyO+Jx0jOyGLniRTO5DT1SM00VT3169ePzp07t7r/5qg1ZRNobcw01xsNbDmxC73RgEalZlyv4WhMg3wKhcKyTm1z+QYXiLnSQRBaPpoSDqTx5qvrSTiQZrXc/LY2VzHxd0UURYpMeTCXg/j4eD744ANCQkIIDwvj64W3MHZAFDqdjtOnT7NuXctCrr3o0qULAG7ObsxffBfT751iZbl3+M+j+Pn5olQqLW0vlTVr1vDhhx8CMKd/LP8ZczUa07lJo1bz1KyZTI2LI9q0v9X797M4fh0Hz6ZarPfMBLq78/bsmfQMCKC8vJyHH36Y9PR0u/TTjFlkqqmRqnmqquqsltsDHx8fAgICEIHsgubFGYPBgNFo5Ln77gZg4ZKPWsx5MpORXwBIMxEvBPMEEE9X60B5vUHP3a88xXsrPueNr5cBUubTeys+58G5t9u03vMwbaM9HjbNN+VapZKk7GyW7N5NUna2pRKqoyufLOKT6Xfz4LS9cyyPHJGuxbYs9wA8wmPoOu0+REEgcNBUPLr3p/TMIUsOVHOIDm4IWheMRiMnT560a59lZAA4chjWxcMf26R/RRFcXEGlkiqdOjW4R6uokKz3zpym9N13yXn6afJef53UadM5PXQYBe+/D4BQWYmxoMBqN5rAQIz5+fg/8jDu48dTsnoNtafPoD9/HqOuGJerR+P1f7fh9/BDzYpMNJeXejF2fTIyMjIyVxx1+gr2JLzGvsQ3yS04iCjWD6bX1BaRkrqK7X89SnrWH5evk23E09OTUaNGkZ2dzb59+5q8vnr1akRRZObMmR3et8GDBwPSfbK9n9dk2oe8Q4fY8O9/k/ThUsrS0upfEEUKDh9m38uv8Pu986hoXEl+BTFmzBgiIyPZt28fycnJzJ8/nyFDhtCvXz9mzJjBd99912RMaN++fURGRjJmzBhAypq+/vrr6d+/P5GRkVYZ7sXFxbzzzjtMmzaN2NhYYmJimDFjBsuXL2+TxmCLhi5Revl+87JiV/EpMjISo9HIL7/80mrbX375BYPBYJmlfDGsW7eOJ554gm+++YakpKQ2D0LX1tby73//mzfffJMzZ87QuXNnPDw82LdvHwsWLOCtt95qdt3ExESmT5/OqlWrqKmpISIigqqqKn755RdmzJhhGcC4Ejhzpl4AOX36dAst24/u3bvj4OCAQi9ARR0YBSiVThx9+vS55O2bB/qbeZy1bqtUMjEwkBE+vgCEOTlxrrKCns7O3BgSykBPz1a3Yd6PLfFJrVYzfPhwAE5VNp2t3hzhXtEU1Uqzy4tqpH+7ece0uM6pKmn7Q4YMwdGxZQsngNjYWEJCQjCIIjmVTU/cKqWSfmGdCQvwZdX+RHYlnya7uJSbRg4hMsR6ME4URYv4NG3atFb33RLmC4Baaf1+6o0G3t/yBQ98v5A/T+21EqLMmNeps3dGQCsTbxtmP13Aan9bQkNDSU5OtpugcqFMnTqVTz75hM6dO+OgVTN1eB80GlWHz6AODQ0FoLywkv5jo3F01hI3LsZiuffBQ59w8oCUo9acr/eFkJyczDvvvAPA3Lj+3DZkcJO/+e218cQnJHA8I4OHpk5hWpyUrxjdzGfl5ujIS9OmEBngT3l5OU8//bTdxF2QJqjodDp++WUbH3zwGxWm84g5L89e9O7dG6gXimyx5/BRXli6HMEokJx6jmfuuZOBvXvxx/6D/LH/IIZmBkkz8wut9tFWzEKRu7N1Be66XdtZt2sbk4aN5uGb7iB+51ZGxA7kwbm38/it96BR27CAc3ax2qa9EEWxvvJJoSAmOJgFw4YRExyMg0l8qqxsPdPQ3n0CLBUUCoX0oL1hwwa7PUCUlpZaJg8Jrv422yhUahRKFefWfkh55knCTdlPbqE9yfpzJUJd8w9EgptUPXz8+HG79FdGxoocG5PLKivghjlw620QHQPjroHBQyBQup8TgVpdCQA1yaeoOyflApb8uhp9bi6Z8xegbGSHWnPsGOf/fRu1qedInTmL/Ndew2iyExV0JVRu/4OS777HecAAwtf+RtiPK3EZKuWcNd5WY1RyVqaMjIzM/zx6QxX7Dr2BrjSlxXaCaODYqa9Jy9zaQT27eGbNmgU0td4TRZE1a9ag0WjaPVvYFpdr0qfMxZGXkMDu5xehr2j5OaoiK4s/H3ucyhzbsRdXCklJScyZM4ddu3YRHByMr68vycnJvPDCCzz22GPNThJ8/vnn+e9//0teXh7h4eF4Nhh/PXLkCFOmTGHZsmWcO3eOwMBAAgICOH36NG+//TY33XSTlVDVVo4elSaXenl54dXAZlqm47Gr+DRt2jREUeS1117jxx9/bLbdTz/9xGuvvYZCoWD69OkXvT9XV1eGDRvGPffcwwcffMB9993XpvXefPNNEhISCA0NJT4+nt9++43ff/+dpUuXotVq+eSTT9i2bVuT9aqrq1mwYAFVVVVce+217Ny5k1WrVrFr1y5mz55NZWUlCxYsuGhV1p6UlZVZiU+XK29ArVZbPHAVpTVQVotClLI//P1tD/JcCFqtlBPUFvEJYFdRIWvzpUqetOpq9paU8ODxY/yQlcmBNgzkmfdj3m9jzBZ0p6p2UCs0f3FJzN7CulPL6OYdyyMjPqN/8DUAhHn2JiZwDNHBVze7rl6o4XjlNqv9tYZSqbQIRRnlzdvURYYEccOwAQyP6sGovraF4cLqOqoNRlxdXS0zGC4Wc5i8qpH49OepvXy2cwV3jJjLqMghbDv5Fw98v5BtJ/+ytFEppHXscfMliqJFxFKpWj4tNpf9pFJLg6P2HKz/X+Dxxx/no48+4rPPPrss+9doNEycOBGlUokgiMTvOobRKODt7U1cXFyHzUYzz6rR1+iprZSOJYPeSMKWJHoP68X8xXfhZsrqMQtVF4soirz99tsYjUaGdwvn1kEDbbZ7ctZMFkyehAgsjl/HyewsvlowH0et1sp2ryHOWi3PT5qEl7MzaWlpLV7LLwS9Xs/Ro0fx8PAgNjaKL7/czJEjUraUvcUn88SG9Lzmxaeh0X157r672bb/AD9u/J2TZ8/y0Gtv8cLS5bywdLnNKqjSikpKKytRqVQXbLtnFnVcnRpXe0s35zeMm8rOxAPcsvAh7n/jWd5b8TnbDuyxuS3zNuxtHVBXV2cRdLRKJWqlkgGhoaiVystW+WSmXlhVoNPpuPfee4mPj7fLtk+cOAGA4OgBmuYnc0jVT/cjGOrQpRxAFIxkmyz4sv/6tdn1zIKWLD7JtAsDBkLDXEOFAiIiwc1dqn4C6NYNYmItvysA70kTcR09moCnn0JrsoL1mDmD4i++oGrvXoTSUlS+vla7EsrKyHr8MQy5udb7MyHW1VG2+XcKP/iQ0jW/EfjKKwQsXIg2NBSlmxtakz11QxTOzriPG2eXt0JGRkZG5vJxIuUHyiszL6D995RXtL395WDUqFF4eXmxadMmK/vkgwcPkpGRwciRIy8oA9Ze7N+/H5DGeC7FhUam/dFXVbH/tdcRm6v+bkRtSQn7X3+jnXt1aSxZsoSRI0daxsO3bdvGhx9+iIODA/Hx8fz0009N1snNzeXXX39lyZIl7Nixg59//pmdO3fi6upKUVER8+bNo7i4mNtvv529e/eyYcMGNm3axObNm4mNjeX48eO89NJLbeqfIAjk5+ezatUq3nhDei/bqhXItB92FZ9mz57NwIED0ev1LFy4kNGjR/PEE0/w7rvv8u677/LEE08wevRonnvuOfR6PQMGDGD27NkXvb/rrruOL774gkceeYTx48e3KWuqsLCQFStWAPDyyy9bhQOOHTuWO++8E4APPvigyborV66koKCALl268Pzzz+PgIGVDODg4sGjRIjp37kxubq7NL1tHs3PnTgRBQKOUBraSEhMvW+6TRXwqq0VRLg3Md+3a1S6VCeZ8HX2bjPegziRUaIB7unQh0sWFrJoahnv7tKnyyVxj05xd5IABAwgPD0cv1nCkfGOz2+kbOIpu3rGcLU7kswNP4ucSSlevfqSVHCcpdxu/nWh6/Jk5XrmVWqGC4OBgrrrqqlb7bGbKlCmo1WpK6/SU1jadMW4UBE5mZKFUqhgf24dzeQV8v2Mvp7KsZ16kl0s3XpMmTbJ8By6W5mZFjIocwvs3LeKBcf+HRqXGIEgilflfqB/vsIf4VF1dbemLg7b+tNhcvpOt5VqtNKjzT8v10Gq13HvvvZdkoWovCgoLuXXRN2xPOIVSqSQwMBCNpmnlSHvg4OCAr2mgrrywAoPeyKolv/HBQ59wfPcJ+o+JplInCb9BQbatvdrKqVOnOHnyJFqVivtGDG/2XKpRqzEKAks3biK2axhL1m/g4NmzlFVV0T+8K0MjbPuTezo7cfsQyc7h119/tYvFWXx8PG+88QalpaXExPTknXfuoXPnYKD58+nFYrYizcgvQGim7+aq2d2JhxkU3Zc9h4+RknYegGGx0QyNbmpnmp6XD0j+0Rea7WauGHJxtP5brxkyggfn3s41Q0YwYehI5t9wG+t2bWP84JHsPppgyYFqiIuDtG97i09mYUkBaBodU1rT75fLK7uh7Z6Xlxcff/yx3Waanjp1CgDB1UZuTcM+qNSASNq6ZaSt+5hza5eCQjq+nAPDml1PNIlP7ZGjJvMPx2iEwkKYMBFi+0OXLjD3Jrh6TJO8JaGmhlpThROA19w5dPr4I5x69iR87W/02LMb/wcfRNsgR9Tn/25D3eB6pdBoUDSwJnafPp3QpR/i2KcPCgcH1IGB1J07R9m6dei++45z02eQt2gRNcePI5SXo29gDaR0c0Oh0RD0ysvt8c7IyMjIyHQgdXXl5OQ3taZrGZHzWU0nfF9JaDQapkyZQlVVlVU8x6+/SpOO2jrJ8dZbbyUyMrLZnwuxZv7jjz9YunQpACNGjLCqHpG58kjfsgX9BTpH6FJSKL6Cnxvc3Nx48803cXOrt5MfN24cd911FwDLly9vMn5gNBp54IEHuOaaayzLtFotSqWSzz//nMLCQmbOnMkTTzyBq2u9U0hoaCjvvfcezs7OxMfHk5fXNBIErL9jPXv2ZMSIETz11FN4e3uzePFibr31Vnu+BTIXgV3DSZRKJR999BFPP/00mzdvJjc3l99++82qjfkgvOaaa3jllVc63Bpp27Zt6PV6wsLCGDJkSJPX586dy9KlSzl+/Djp6elWMwk2bpTEhFmzZjWpfNFqtcyePZvFixezYcOGNuVOtReiKFouiLPDazmQrya1TM3atWsvy5fOXBGgqKxrsuxSMc+Yb76Wpx6DIPCnKSxeD5QZjHwYE8tnaWmWyqcRjWZ5NsZc09bcTH2FQsEtt9zCokWLSCz/jT6u1+CkcmvSLil7K2eLEwlwCSMxZ4tleUzQGJQomd5rvs3t1wnVJJRJn+3NN99s0/6vOby8vBg9ejRbtmwhvbyKvg71NihGQWDL4ePsPCGVyZvt9hrb7lUbjORXSwKiPSpKbOV36I0G/jy1l1GRQyz2exEBYYC1PZ95UNke5xCzfZVKrUCtqRefzPlOjz01mcFDpQEZg8HID9/uZc2qQ1bLHZ3UVtu6ENLT060y2mxhMBjYtWsXw4cPr7ebtLGsJcLCwggICLjg/l3pND4Gjp3JQhDa/t2wF4GBgRQWFlKcpeOHd34mcdsRJt0+juhRfakur0EwCCiVSvxshbNfAOby8dhOoXg1I9zoDQZe/Olnlm7cBEDiuTSLAGXmgc++4PtHHrK5/sju3Xjvjz/Jz88nPz//ko+bqVOn8vzzz/PDDz9QW2tg7NgYvvzyLwRB4OjRo+j1ersJhT169MDR0ZHqmhoKdCUEeLdcYq9WKskpKCDIz5ch0f2467pZNr9P53Olm91+/fpdcJ/MorST1lqw33ZgD++t+ByAx2+9B6NJTP993w5+3wfpuVl88dxbVvZ7Tg5SdU51dVuufG3HLJBpFIom3yntZbLd0+v1FBUV4e5af71SKpVMmDDBbseLRXxyafn6DyA2mOzg1/8aQq66FrfQSDzCY5pdR3DxRURBUVERRUVFbZooJSPTJnbthORGA1ZGAaY0FWYLFr9H6YoV+AyMw3HYMFy6108+UGg0qL28MJaUUPrralTe3njf9m/KNv+OocG9iajXE/T66+i+/grH3n3wmjsHALerr0YURRQKBWk3/8vSXmhkj+I6ahQ1yck49u1DyBtvgEKB4gLuY2VkZGRkrkwycnYhCG31oqknK3cPUd2uR62+sEldHcnMmTP59ttvWb16NTNnzqSmpoaNGzfi6enJ6NGj27SNiIgIqwH1xjQ3Ee/EiRPceOONgDThNisriwJTJmNwcDDPP//8Bf0tMh1P6rr1F7fe+vV4X0JETXty3XXX2Yz+uPnmm/nggw/IyMjg3LlzVoUeUG9j2ZhNm6TxihtuuMHm6wEBAfTt25d9+/axf/9+m9Efjb9jJSUlZGVlkZqayldffUXPnj0JM1X6y1we7Co+gWSF9/7773PkyBHWr1/PsWPHKCqSQr99fHzo06cPkydPvqjBG3tgtp+Li4uz+XpAQAChoaFkZmaSlJRkEZ+MRiPHjh0DYOBA2xZHAwZIeRpHjx7FaDRekDBgT/bs2UNycjJapcjokDq8HQU+OqZm5cqVzJ49u8ULX3tgGbSs0qNQKqyXXSLmmR6VIq2G7uwqKuIvXTFDvLzo5OTEzaGh7CoqoruLC89H9WRoG0qmzcNuHi34148dO5Zvv/2Ws2fPcqDsJ0Z63d5s27zKNMaG/5ui6gwCXLvSw6c/H+y9n5P5uxkY2tRSL6HsV6qFMkJDQ5kyZUqr/W3MrFmz2LJlC9mVNUR6uaE1Wcydysph54kUokIC6RfWiciQIFRKJb06WYuE5qqnuLg4u2T8mAd4jQ3CSP88tZcHvl/I+zct4nDGST7buYLbht/A+zctYlRkvWAsiILVNi6FQlNugYuLxmrQ1Va+U8KBNNasOsSM2f2tlru4qq221VZWr17dYs6cmaKiIpKTk4mKisLHxweDwcDp06cpLi4mJCSEzp07o1S2XMyq0Wh4+eWXGTZs2AX18UpHoVAgCAKiCHfPGsbyX3fTvXt3DAaDXUWN1jBbiW5d+SeJ244QO6YfsxdMR61RUVwsnT18fX0v+Zg1CwBeLVTfbExMYnH8OmK7dsUoChxJO0/iuTQm949l/aFEAjw8ePu25icjaNVqnLVaympq7CI4aDQanJycOHXqFD4+0jWottaATqdj8eLFjBw5stkb0gtFrVbTu3dvEhISOJ+b36z4NLx/DM/ddzd1dQZCA/y5beZ0HB2br+Y8nytVPl3M/YvZjtNBYz1xZcLQkTw493aLAPXRz18DcM+sm0nLyWTdrm2s27WdmaMbzBIzHc/2tvg0f85aG+eRy1X5tHXrVpKTk3FybL/KSrNFsdiK+CQaDVTlpVl+dw3pgVLriGePAS3vQKVGdPJAUV3C6dOnZfFJ5tKprITfN0ORjfuNZq4vQk01xpoa8nf+hd+gwbjYmLhT+NlnVCcmAlC0bDlCjbXArXBw4PycOYR++AEuQ4dalteeO4fazx+Vqwu1DUO0G/TJa+5cPGbNJP32O6jYtp3KvftwHd726n0ZGRkZmSuXktIzrTeygdFYS3llFl4eTW1ZrxT69u1L9+7d2bdvHzk5ORw4cIDKykpuvvnmZqMYGvPf//6XwYMHX/C+KyoqOHToECA977q4uNC7d2/GjBnDrbfeiru7+wVvU6bj0FdWUm7Klb1Qik9euZVP3RpUyTfE29sbb29viouLm4hPXl5eNi0qq6qqLNm7r7/+erNj6Gmm+8vchtbPDbD1HausrOS9997jq6++Yu7cuaxbt05+DruM2F18MtOvX7/LJjC1hPmgbckbtXPnzmRmZnKugT1FVlaWJQuhubB48zbr6urIzs5uNVR+7Nixzb6Wk5NzUdZMtbW1vP/++wBc07kODweRYYF61pwzkl1ayqeffspDDz10wdu9FMxfcEWNAVGttFp2qZhPYG1LoZAqZbo4O/N/nbvwRfp5VmZlATDc24chXl6oWxi8N4oiZgMk3xYqpJRKJQsWLOChhx7iaMVmeruMw0drfbzFBI8l3CuaVN1hzhYfIq1EqmRQKpQ8OOxjYoOb+t+XGnJJLJcyLu6///6LGsDu168f3bt358yZM2RVVNPVwwWjIGAwGokKCSQ5K5f+3cJQ2XgfjIJIhkl8uhS7zIZYMrsa2OmZLfdGRQ5hWHdpUG/e1bfgrLWeXaE3za5q601fS5gvYm7u1ttSq1XEDQwj4UAacQPDLL+bBamGuU/ublqrbbWF5ORk3nnnHQAEN3dEx+bFBHcfP3q4ulEnCKTm5iGIUFxcjIunF1lZWbiEhOId0Pw5Q1FRjr66ioULF/L9999fcvXNlYRSqUSn05GcnIzGIOUpFRUVcebMGeLj4+0marSG+T3tN6QfvmHeTL93CmqNyY6xRBrEs8e5z7yNnLLmz3wTY2OYGhdHfEIC90+cwKhevejbubPlu73+UCIfbdrMCzfOtbl+ZW0tZab8Qnudr8eMGUNUVBR+ftL29HojXl5ePPPMM3YP6+3Xr59JfMpjUK9Im23UajUqlYrXPl3OogXzWhSeqmvryCvWWbZ9oZjvHxqftzVqDc/cPp8BPfsxZuBQYiJ6AyJTho/htx2/s2nvnxgbzSTVmqqgzDl19sJcSdXYcg9AYzpuLnempWjHileQHnjMVaeCc8sTUEpTk8g/uBGP8Fg8wmMpOvYXgqEO76ghJku+5hGcvVFWl5Cammqz6l5G5oI4lQx5pnsNR0foEobo50fF+vUUfrwMH5S4T7jGahX/hx4ChQKlszPezbggqP3qs1hFo1GqojLheeNcSn5YgQiU/PSzRXzKfelldN9+izoggKBXXsF1yBDK1q1D5e2NYDQilpaCwYDu228p27QJobQUgLK1v8nik4yMjMzfBKPx4u9JDcYrPy955syZvPXWW/z222/s27fPsqy9GTRoEN98802770emfTBcwnPTpazb3rQ0NuDr60txcXGTyavNVfc1zBM+fPhwq/u+kGdRFxcXnnrqKQ4ePMjx48f59NNPeeKJJ9q8vox9aTfx6Uql1PTQ01Llivm1sgZ2EQ2ttJrzVW24zdLS0lbFp/Zg2bJlZGZm4ukgMDNc+mKqlPDvqBpeTXDhl19+YeTIkfTv37/D+mR+X4QaPcVFRfione3mTWuuNChtQ+bTcB9f5oSEsDIri4yqanbrigGIcnVlV3ERX6Wnc0+j0tCGlCLJVxqNpsXjB6QquJEjR7Jjxw7+LPmMWX7PWw2WJWVvJVV3mK6e/ThXcsSyfEPKJ/T0H4xaaV2pIYoiO3RfIGBg4MCBDB8+vNW/1xYKhYJrr72W119/nfPlVYS5O3MqK4cf/zoAwIheEXQPCuBERpal+slMTlUNekHE39//grKmWsKcGVXb4IZVo1Izrtdwy/8fGPd/Fhs+jWmATxAF6ozSYK6tkt8LJTs7GwAPj6ZCVmPrPbVaZbHaa4iHp/S3ZJkEzbbw22+/IQgC+h49qZl8bZOMhsbU7t5B+ruvAOAzZRa+vaNx7NwVHwctDgOHUdWSICkIOK/8guq8bDZt2sS//vWv5tv+jyGKIoIgEBQUSGJKJsOjw6nV+qBSqewuarSE+UZMX13HDY9YC15VZdL5uCXhuq307t0bgJO5udTo9Tg2U9k1bUAcgijw5KyZeLi6svbAQW5e/B6f3TePiOBgnpw1s9l9JGZKx3FoaGir57u2oNfr2bNnD15eXhiN0vm6tlaPTqdjxIgRdq9Oi4mJASAtN89iB2XGYDCw5/BRhkb3ZWh0X1P1k54/9h9keP8Ym8J+el4+ItL7cTGfocEUMmtL2DejUWusKpxUSrXVv/XLJUHTaLTOortUGotPBkEgKTubmOBgy7KOzrQbO3YsUVFRBPibq6XtKz6dPy/lfIkaJ9C0fC3xCI8hYOBk8g6sp7o4m7qSPMrOJaFqQ/WT6CRV36XZqgqRkblQ/Pyk+wVRhOgYiImlau8+Mj/7AoC8V15pIj6pPD0JWrjQ8ntdRgblm3/HZdhQHHv2BMDn1lvQp6dTuW8fCkdHjEVFGEz3R0pnFxQODoh6PergYESDAYVaTfm2rQAY8vLIuOMOVAEBdPnhexy6dkWh0XB26jSLdZ/RZBWEQoHb+PHt+Q7JyMjIyHQgavXFP49rrmDLPTPTp0/nnXfe4YcffiAvL4/w8PArcqK9zJWF5hJyjS9l3fbG7Gxmi3pHIdsxJY1pKErt2bPHZnXUpaBQKIiNjeX48eMWFzSZy0PLHk1/Q8w2NS0NdJkrKRqqqg1nGDe3bsMKjLYoslu3bm3252Kqnnbu3MmPP/4IwF29qnFuMF7V18fA1SF1iKLIokWLWjxh2BuzzZ8ur4CUA4fR6XR2C5gPDpYC69vy16iVSiJMfTELT3OCQ3itZy+Ge/twc2hoi+sXN9hna/ZmAA888ACOjo5k157kVNUOm208nKwHMeOCr6Fv4Kgm7c5W7+N8TSIajYaHH374kgbexo8fj5ubG9UGIwXVtUSGBDF3+GDmDh/EuOjenMnJ4/sdezmZkc2JjCxLBkl6mTR7YdYs23koF4P5OKgz6i02eiDlPm05scuS//TA9wv589Rey+tm4anhNi6FzMxMALy8m944xw0M45HHJ2I0ChgMzQ/2enpJ4lNRUVGbB2jNYrgxMKRV4QmwWEu6DRhC0Nx/4xLZi8wP30KhVKFo7TNRKjGaKqPM+/278Pvvv5OSkkJNjXR+7xzog1arJSQkhPj4eEvVSXtjFp+qy5qe/yuKKygqKrKL8N61a1dCQkKoMxrZm3beZpuNiUncs2w56w8lsu3YcdYeOMjYvn34asF81CoVz15/Hc4tCLc7z54FuGihuzGrV6/mgQce4Pz589TWSp/HuXOZJCcn8+WXX9r9M+rduzdqtZqyyip05dZWcXsOH2Xhko/Yc/iopfrp5WWf8sLS5Xy+ao1FKGpIWo5UZRAdHX1R/bFU7Njwh920Zwe3LHyITXusrxNThl/NN4sWM2X41VbLbWXl2YPy8nIKCgrIKSy0CE9Ldu8mKTsbtWmfHV355ODggI+PDwrTNdfOf7JFfBKcPFttq1CpCR5+Lf4DJlFXkodTQBhdJtyJKBgRjS3nHIim7aenp19ql2VkoFNnuPZ6mD4DYmIB0HYKRWm6H3KIjGhxdVEUOf+vW8h/803SbrqZwmXLqD4qWYsH/vcZ1IFBpJ8bybmqh6lVdQXAWKIj9MMPQaul+NNPSb/rbgC8b7GuojLm5aH29kbl6UnNqRRcR4xosn+n/rG4jWta4S8jIyMj87+Jj3evi1pPq3HD3bV5R6IrhYCAAIYNG0ZOTg6CIHSYq4bM/zZqJye8Im07cLSGf2ysnXtjP86axgkaU1xcTHGxNGratWvXNm3Lzc2NwMBAAFJSUuzTwUYIpvHMi8lml7EfFz2CvHr1art1oiNKVs2YKy1aGugyC00NKyoaCkt6vd6yHVvrNV63Izh//jwvvfQSAJM61xLr13Qg5JbIalJKVGQVFfHcc8+xePHiDslCMb9X3p5eREb3xsvZ3W7vjzl3SAfoRdGmXVBDVA1eH+blRU93NxLKStlVXMTBUn9Gt2BFlm+acd2SZWNDAgMDue222/j444/5q+QbwpzicFRK4teA0IlMi7qPtclLAegfNI4AtzA2pHzK0dw/rfKe6oQadpZ8CcBNN93U5v03h6OjI1OmTGHFihWkl1fh7+xIny6S8GYUBARBYO7wwYDI9zv2cdPIIQT7+1FaZ0Cr0dgM+LtYGuaPVetrcNFKAycNc58a2vCZqdRLM/TVarXN7+KFYh4QNAtIZgwGIwkH0gB4542NFru9hjZ8Zhyd1Dg5qamuNpCRkUFkG240oqOj+fPPP9Em7sfQKxrRqWUhzWPgMLo8+izucYNRqNW4xw22/N4aCl0RmpNSlZ25KuTvwpQpU4iKisLNzY3BYU5MGxXLCz8cJC8vj9mzZ7Nq1aoOeUgwz9SxJT6lHDpDcnKyXQafFQoFY8aM4ZtvvmHX2bOM7tHUJ31ibAxfLZiPwWjk4NmzLFm/gWX33M3y37eQkJrKQ1On8Oz116GxIVrWGgzsM4la4+w8QJidnY23tycABoN0I7hixQpmz57N9ddfb7f9ODo6EhUVxbFjx0jLzcPb3c3y2tDovixaMI+h0X0tvz93390kp55jxfpN9OwWzog46xv+tJw8AGIv8kHAIhjZqNKdMHQk3yxazIShI62Wa9Qapo5oas9rb+s5M7t27bLc9Hvr9czo3ZsFw4YRExyMziTI2TtnqjUs75vpocHef7u5UlV0bFt1n0KlxiVIepgKHDQZhVJF6polhM9Y0GL1k+Akbd880UFG5qIQRTiwH0pLYMAgCAq2vKQJCaHrql+oSUnBdeTI5rcBYDRi1Ek2omJ1NQXvLqbwgw/p/P13OPftS5l6FAVuc6Smrp0JL7+b0l9WUb75dzAJ0FV79pB6/Q0EvbAIpbs7QkO3iF9/pXLfPmoSk6wm1ig9PFA4O+E3f7593g8ZGRkZmSuCkIChnDrzMwZjdeuNGxAaNByl8n/DjOmWW26xuA5Mnz79MvdG5n+F8KlTSDh16sLXmzK5HXpjH3755Rfmz5/fZBzu+++/BySnkLaKTwATJ07kyy+/5Msvv7S7PbkgCCSa8kwvdRxV5tK46DP9k08+aZeHf4VC0aHikzmUr6WZ/+bXGgb4NbQdKikpISAgoNn1Grdvb8rKynjiiSeorKwkytPAjRG2ZyY7quGhmCqe2+fK4cOHeeedd3j88cftPoDVGLPApVQq8fH2QVFntJvo5e3tjaenJyUlJeQBzdUuGQSBXUWFGEV4snt3dhQVM8LXl+eTk7nW9PBurvBpjhzTmGF4C9Z8jZk7dy4bN24kLS2NfaUrGeV1BwBqpYbZfR5GEI109e7H4E5TAOjpP6RJ3tPBsl+oNBYTFBTErc349F8os2bNYsWKFRRU11GlN+CskU4Fp7JyWLFrP3OHDwIUzB0+iMiQII4XSYMKV48ZYzfLRJCODWdnZ6qqqqjQV+OidUZvNGAQjLw79zmL1Z7Zhs9MZZ10Y+vh4XHJx68oihZBwNvHWhQ1W+498vhEK+GpoQ1fQ7x8HKjONJCent4m8Wn69OmsWrWKzMxMnNasoGrWzdCMmCYaDJQl7LMITxeCoqIM59U/oNDriYmJYWiDoPC/A05OTpaqo6dvm0ByhjSo1qVLFx555JEOs97z8pKstarLm56D/QL8iIqKYvTo0XbZ18iRI/nmm29IzJSqExvbuWnUamYNGczaAwdZsn4DD02dwpoDB0hITSU8IIDF8esY2L070wY2HTA/npNDrcGAv79/m47jtjBz5kzmzZvHRx99ZBGdAgP9CQ4Otthe2puYmBhJfMrJpX9EvUCnVqutxCW1Ws3oQQMY0q8vSqWSgb2tZ2/W1unJLiyybPNiMIen2rrOaNQaJgwdyaY9OxgzcCjbDuxhwtCRaNS2r5NGU0Zec4GsF0u/fv3o0aMHVcXFrD91im4+PgwwVQSrLlPlk7nK2Gg08ufubRhNFUZtqT5uC+ZjT3Rse2CzZ/c4uk67D1EQEAWBrtPuwyM8psV1RAdp+yUlJVRVVdmt+lvmH8a5VEiUgsf1aWkYhlyFU98+GEtKEPV6tGFhaMPCWt2MQq0m+O23KF75K6eSr6VaGUlg2Zvw79twGTqUmr/KwEcSn1RCqSWnSSgvB7UazGL00aOkzb0RGonSRR8vq/9FFEGtxm3cOIKeX4jKjveQMjIyMjJXBmq1I51CRnEufWOb11EptXQJubr1hlcIo0ePtttznMw/h9CRIznx1ddUm+zo2kLAwAG4XYYIl7ZSVlbG448/zssvv2yZTL5t2zY++eQTAO66664LGqO76667WLduHdu3b+fxxx/nP//5j9V4e11dHfv37+enn37ivffea/N2KyoqWLx4MSdPngSQKxYvMxctPpntzv7XCAsL49ChQxarFVuYB6LDGjzAhYSEoNFo0Ov1pKen2xSfzOtptdoOe38MBgPPPfccmZmZ+DoKPBhdhbqFMZkQF4H5fat4K9GZtWvX0q1bN6677rp27aPVAJlp1rK9Bs0UCgWRkZHs27ePTERCbVgaAewpLub55GRAstrbrStuMBlTNG+sxX1lmdr1NHnjtwW1Ws3DDz/Mgw8+yLGKzfRxGY+PVlLcj+b+ybpTy3hk+KeWjKeGFU8AJfpcksrjAXjwwQftUuUD0vE8aNAg9u/fT0ZFNZFeUlVAZEgQN40cgiCIrNglVT0JIuRUSQML7XHC9vT0pKqqivK6CgJcfPjz1F4eWfEC79+0yJLx1JiyugrLupeKTqejosK0vUaVT3EDwyyik7nKqeGyxnh7O5KdWdnm6hZHR0deffVV7r//fspys3D+9TuqZt4kBYg3oixhH+ffepHODz+NQqXCPW6wZVmXR5/FY7DtHC5FWSnOv3yDslRHcHAwixYtstvA7ZWCKIoUFRXh5eVFTZ2BPw6dwmAwkJOTw9SpUzukwhPqxafaijoEQUAwihzaJgVnVpfX4OPjY8mpu1QiIiLQarVU1dWRV15OcDMTHibGxvDdQw8ytm8fVu3dR25JKV8/MJ9Pt2xlbN8+NtdJNQktffr0sdvkBI1Gw/PPP8/27dvx8vJCEET0eiNubm689dZb7TIJJSYmhm+//dZStWQLc/5TbFQkb3z2JbsOJTWpfErPy0cQRYKCgiy2ABeK2arUlqUf1FvvxUX1JSH5KN8sWmyz6gnAYJp1ae/jWhRFVCqpOnpyZCQxwcEW+71w03HbXP/bC/Pxl1+YzzMvP0Lv3r3x9PS02z1EjimLRnRwa6Vlgz6p1CiUKs6tlSqX/QdMxLN7XMsrqbWIKgcUxlpycnLo1q1pbqCMTIuknILjxyy/1pw+Q9aHHxP82qtkP/4EotFIyFtv4j5pUpNVhepqRKOAyrXef999/HgqXMZR9owkiOe5PYBHwWYqtm7FFeikewi3+1+Fj/5bvyGl0iI8WWggPGnCwzFkZCA2dpcwGHAZNkwWnmRkZGT+xkSGz6a8IoPC4uOttlUoVMT0vgenRhEEf1deeuklK8eXxvTq1Ytnn322A3sk01GoNBqGPr+QnU8+ib6istX2bp06MfDRRzugZxfPggUL+PDDDxk+fDjdunVDp9NZ3CQmTZrEnDlzLmh7vr6+LF++nHnz5rFmzRrWrl1Lly5d8PDwoLy8nPT09FYt+ht/x0pKSsjKyrK4dtxyyy1MnDjxAv9SGXty0eLTtm3b7NmPDiMmJoZVq1Zx6NAhm6/n5eVZbFEaznBWq9X06dOHxMREDh48yMCBA5use/DgQQD69u1r9xnJzfHRRx9x8OBBHFQi/4mtxMOh9UCEWD8Dc3vU8MNpJ5a8/z7h4eH079+/3fpolUvRDlkVffr0Yd++fZwXYUgz46RDvb2ZExLCyqwsMqqruD44mJ+ys4lydaW7i3SSUrUwxloliuSb/t+r14V5GsfFxTF69Gj++OMP/ir9hul+zwAQGzyOR4Z/2qTSqSG7S79FwMigQYO46irb4sLFMn36dPbv309WRTU9PF1RKhSolEp6dQrBKAjcNHIIkSFBZFbUIIgiXbt2pXfv3nbtA0jVa9nZ2ZTWSgKQLZu9xpSZ2tojkDAjIwMAdw8t6paUWxNqtapJxZMZT29JvLoQa6WuXbvy7rvv8vDDD9cLUNf+C7TWQpjZYk8UjBbBqTXbPUVFOc4/f42yrISgoCDef/99S4XQ34lNmzaRnJxMVFQUm/ae5IXlawkJCSErK4v4+PgOm+VirsQTRZGailpO7j/FR//5DIDYgTE4a13sVjmoUqnw9PQkPz+f8poaaKXadv2hQ9z3yacAfLpla4uVT+Wm7Cx7Bn7q9Xq2bNmCm5sb6enpVFbWkJ2dx6lTp0g2TQywN/369UOlUqErr6CkogJPGw995vyn4f1j2HUoieH9Yyx2fGbOmfKeLsWu0mw1W9voxllv0FsqnqYMH8O6XduIi+rLmIHNVyfW2rAGtgfV1dUIgsDofv2Y0b07h7KyOF1YyObTp7lj4EDQajtcfDIL5b4+vrz8zDts+PNXRFGwmyiany9d2QWH5gcEbOERHoN/3ETyEzaSf3AjLkHheEW2bH8qOriiqKolPz9fFp9kLozqatguPXeJQFVWNm7dwgm/cQ4Z776DaDonlMavayI+VR85Qvr/3Y6o1xO65H1cR9XnirqHgdoJDNXgokjBZfhwjBUV1CQlEdhbR5c7nKno+iy6H1bgPPwqCt54s9kuaruF49AjgvLUVOn38HDq0tMtYlXFrp143WA/a1UZGRkZmSsLpVJNXL8HOH7qG7JydyOKtl1lHLSe9Ot1B37e9h9XuFJpLcvGXnnaMlcmnuHhjHrzTfa9+hrlLUxS9o/rz8DHHkPr1vZJcZeDmJgYfvzxR5YsWcLBgwepqqoiIiKCOXPmcNNNN13Uc1qvXr2Ij4/nhx9+YOvWraSmpkoFFr6+9O3blyFDhjB+/Phm12/8HdNoNPj5+dGvXz/mzJnDsGHDLrhPMvblH3eWGzt2LC+++CJpaWns3bu3iafkihUrAOngN+cJmZkwYQKJiYn8+uuv3HnnnVazjuvq6li1ahVAhymq27ZtY+XKlQDM61NFFzfpAq83imxOLsMomKqMlAquiXJH00BdmRpWR0aFil05Wp577jm+/PJLfH3bZ+aJ2RsXAKWi6bJLxDwgeBYRQRRR2jjZqZVK/q9zFxJ1JezW6ZihdSDK1ZXkigqE7CyGeXkzwMOz2X2cQ3rg79Kly0UNyM6bN49du3aRXnOYrJoThDj2Qq3UWCqdDIKexOwtxAaPs1RB5dWdJbV6P0qlkvnz59vdHvGqq67Cw8OD0tJS8itrKNYVExkShEqptIhQANmVksXdlClT2sWi0XzcldSUA9i02WtMSW251bqXgtl2ycOzaVVZSxZ7tvA0beNCbcQiIyN57733eOihhyjNy8Zpw69UT59jVY2nUKvxGHwVosFglfvUXMUTBj1Oa1agLCshODiYJUuW2KzY/Dswbdo0evfujaurK3V6I4/9exJ/nCjE39+fCRMmdFg/1Go1Hh4elJSUUF1WQ/Sovsx7W7LaPLY2BUEv2E3QEQSB8nLpe+Ck0TbbbmNiEjcvfo8Fk6VzTf+uXXlg8iQGdu/OxNgYm+s4aaVzkHn79iA+Pp6bb74Zb29viouL+fjjeLy9vQkJCeHTTz9l8uTJdhcJnZ2diYiI4OTJk6Tl5BHTo6nAYM5/io2KJDRwA7dOn9rkAdBcOXUp4pOTkxMA1XXWtnXrdm3j/154lE+eeZ1ZoycgCCIbdm9n24E9zVY+VddJ4qC9xafExERSUlLoFB3NsdxcPtyzx/KaebqIPa/dbaFhleaoYWPY+OeviNineloURQrNFhhal5YbA6LRQGlqEh7hMShUakJGXg8KBfkHN0AzVddW62udoaqofp8yMm2lwfGuAJwCpWu51tODwEGDSD8vTaJx7NuH4q++AqUK11EjUfv4UP777wiV0kzb0nXrrMQn12AFw+9PIvuLzfiGlxO0cDGG4mLKt23DY8oUFEolbuPG4WbK/jOWV1D86acoVCrEmhqLmwFAXXYOdefS6vvp5GRVJVWx+Xf0+flo7FT9KyMjIyNz5aFSaujX83Z6dJ1BetYf5BYkUKevQKlQ4+oSROeQqwnwjUWp7JiJ2hfDN998c8HrvP/++zaXn7qIrB+QKksWLFhwUevKXJm4d+nC+I8/Ij8pidR169GlpGCsqUHt4kxA/zjCp0zBo2vY5e5mm4mKiuLDDz9std3gwYPb/D1wc3Pj7rvv5u67725zPy72OybT8fy9vJfagK+vr6UM8JlnniHVNEMPJDHn00+lmeH3339/k3XnzJmDn58f58+fZ+HChZYSvtraWhYuXEh6ejr+/v52DU1vjtzcXF5//XUApnetYVBA/QPe1pRy7vsxgwU/Z7Lg50zu+zGD+GMlbDxZht5oDuuGO3tV08XNSElJCS+88AJCK5lHF4u5RFIEUCmtltmD3r174+TkRCWQ00K7AyUlpFRJD+BHy0pJrqggyMGBlKoqduuK+a6FapUU0wO2rYq3thASEmLJndlX9iMgCU5709eyN30t+9LX8c6uOzmYWe+TvL/0JwDGjx9/QTlTbUWj0TB2rDS4eSgtg+937OVUlvU7WKU3UFKrR6lUtjjT4FIwCyLFNc3nsDVGZ2rr5+d3yfvPy5MGlt3dmw7gN2exZzAY2bfnLAaD9UCsm2kb5m1eCD169ODNN99Eq9WiPncazfEkm+3MglNruU/afTtRFeTi6enJ4sWL/7bCE0jHcmBgIOnp6Tz4zk/U6fWUl5eTmJjIpk2bOrQvPj4+CIJAwpYkDHrp+DDqjRhqDZbX7cG5c+eorq5Gq1IR5NF8Xo3Zdu+Za2czNS6OQ+fO8cBnXzAxNgZNM8dQmI8kkB07dsxuVapTp07ll19+oWvXrnh7e/Ovf41DEEQ6d+7MJ5980m65XLGxkn1eY+s9g8HAzgQpfHREXCyuLs7cfcO1ODpai9B1ej1ZBYVW27oYzDYAVbWNM5Mk0eJQ8nHufOkJZl89kW8WLWbC0JHNbquqttpqm/aiX79+REVF0cXXl5jgYO4fOpRruktZWeZMMXtWLbcFs8gkmGbPmv+1x0SIsrIySyWXqHFqtX1pahKpa5ZQmpok9UGlJmTEdYTPWIBn99arx0WtlPNUVFR08Z2W+Wei1VpNRmloa+foJ03C0XTtilhbR96rr5H38sucvWYCZyZOxCkmBqWLCwqtFvfJ9eHVdeUix988RfqTb6I99jVlv/1K0dffkHbTTeS/+hpnp06lpsEDvbGikvJ18VBXh1hdDaKI65gxqM33YdXVYHqOENSOVDoPpU5ZLzSp/f1RXeEzeWVkZGRk7IOTow+R3a5l1JBXGD/ifcYOf4fBsY8R5D/gihaeZGTaG/+YGIY88zSTvvqSqStXMPHzz4mdf///lPAkI3Mx/E+LTzk5OQwePNjy8/bbbwNw6NAhq+Xm4DMzjz32GLGxsWRmZjJ16lRmzJjB+PHjmTdvHnV1ddx+++2MG9fUCs3Z2Zn33nsPZ2dnfvnlF0aMGMHs2bMZMWIEq1atwtnZmSVLllhmOLcXoijyyiuvUFlZSYSngeu7WQf9jo1wY+kNnVhyXSjjIqTBqXXHS7lnRTpbU+pnsmtV8EC/KhxUIocOHeKXX35pl/6aRTpUCou3XW2jcOJLQavVMmCAZB11soWBsaHe3gwxZbJUmgacOjk5cX1wMNcHh/Dvzp1trieIIsmmed9DhzZvhdQat956K2q1muzaE2RVn+THI2/w3u57eW/3vZzTHbFqW1SXzvmaQygUCm677baL3mdrmMUnlYsbc0cMJjIkyOr17IpqioqK6NevX7vZtVnEp+q2i09F1SUAF52/0pDi4mIAXFyb5qeYLfYMBiNffb6Lrb8f54vPdvDNl7t589X1JBxIs2rvatqGTqe7KDG3V69e3HXXXQBoD+62mlVsRjQYKN33F2JL9ld6PdqkA4B0vvtfzei7EHQ6nSW/5XR6AW5ubvTo0YMxY8Z0WB/0ej3FxcUUFRXxw1s/89vH6/joP5+x/Mkv0el0ODk54ezsbJd9bd68GYCY0FA0zVSB6A0GVu/bz96UFPQGA7OHDGJy//7EJyTw4k8/o2/mGOoXHIxWpSIrK4sTJ07Ypb8ajYbZs2dTW1tLcXEx+/Ylo9cbUSqVzJgxo91yuczVSmbrPDNmu709h4+2uH56XgGCKOLv709QUFCLbVvCzTToWlFl7fV9zZDhPDj3dqIjokxLWhdVyk3bsLf4pFQq8fHxQalSoVYq6R8SQndfX+4fOpRo0zmkvSaptNQnAFEQLMIT2KfyqaSkRNq2SgttGAjxCI8hfMYCPMJjLMsUKjWePQagaCafsCFmgcu8XxmZC8K9fpKBEDeAmppaBKORwv0H6tuUltD1lpvpfsf/4RgYiLGgELG2lh47d+D+/i5O7+2HLkWy6NvzvMCJ9d1J9fmSc96fked6P2i0GE1iu1BSSvpd9TNP9Rnp6M9bW8U4dO+O541zrZYp3d3JcHuL5MyHSAnYRl639wh47jnCVq5A2c7PRzIyMjIyMjIyMjIyVx4Xbbu3evVqu3XiYoPGjUajzYd4g8FgtbymxnqmsaOjI19//TVfffUVv/32G2lpaWg0GgYNGsS//vWvFm2a4uLiWLNmDUuXLuWvv/4iJSUFLy8vZs+ezX333UenTp0u6m+5EDZs2MChQ4dwUInM61NtLiayoFFJNntbU8p5fUYoT6/N4pVpIVyXUcXYCOtZh0EuAjdF1PDFSSeWL1/GqFGj8LezJYbl/VcpEdVKFDT9TC6VUaNGsXPnTo4jMlYUbc6KNggCnRyd6BTkRBcXZ946c4ar/fxwVWsY6u2NWmlbiz0PVCAN9F1KNpa/vz/jx49nw4YNrE/7kG3JvzIl8h66+8QSEzyWSL+BlvynIxUbLX9Xex5Tffr0wcvLC51OR6Cfn2V2u5mjGVkkJyczbdq0duuDWUAqqC5GbzTw56m9jIocgqaFwbyCKh3AJQ0GmyktlUQvJ6fmBx9/WnGAtasTrZbNmN2/SUWUo5PUZ6PRSGVlpWXA+UKYOXMmH3/8MZQUo6goQ3SzzvIpS9hnyXxqznJPlZeNQl+Hv78/I0c2X0Hxd8JslTY8pjvTRsfx0hebyMrK4rbbbuPHH39sN3GjIfHx8cTHxxMREUHc6Fgm3jYeQRDx9PIgfW+O3QTc6upq1q5dC8A1PaOabbd6337uWPoRAGdzc1l/KJGvFswnIjioxcwnZ62WEd26sTUlhR9//JFFixbZpd96vR6VSkVkZCT9+0ewceNpdDqdlbWavenXrx9KpZLisnLKKitxd5Hs1cx2e43znRqTlitVTMXGxl5StY0566u0ytrKcNuBPby34nO+eO5tvlm0GIPRwC0LH+KbRYubtd0rq5Iy77xMkynsheVzMIneSdnZLN27lwXDhlmuDe35WbXUJ0EUEQWxyfJLwXzuF9Wt2xc2ttxrblmLmPZjTztLmX8Qzi5gOmY1YWFoho/AoNNRuWkLAPpz51B2CsUxTqrQ9ImLpeDkKZyHDqW6wpHdi/SIOJP+ezFXve1FwWHT+UyhodJhMJUOgzn7wSNY3XE0EJsdIiJwGz+Oih07cR09GqfoaOrSz+Pg05WwlSuoPJhA9aFDVGzdSmVAnGW9guqxeN8kz3KXkZGRkZGRkZGR+ady0eLTk08+aRfbE4VCcdHiU2ho6EV7PGq1Wu666y5LlcGF0LlzZ1577bWL2u+lUlVVxUcfSYOJs8NrCHC2PQt5a0o596xI597hvmxKLmdGv0pUStuf19jQOv7K0ZBSUsPHH3/Mc889Z/c+C4JAcXEJnu5BKE3L7Mnw4cPRajTk6/XkArYkiS/On+ennGzmBIcwMSAQD42WOqORZ0+e4PmoKEb72RbdDpsG4kaMGHHJA9izZ89mw4YN1DoXMn/YBwwOnWrJeDLnP+mFGlKqdlnatycqlYohQ4awYcMGCqvr8HWqt5zSCwIOru5ERUXZtKG0FyEhUrZUQZWOP0/t5YHvF/L+TYua5D6ZhakREYMoNFU+2aOixyyEajRNB0cMBiMJB9KYdV1/sjJ1HNx/jriBYQwfGcHQq7qjVluvo1YrUSql8ZqampqLEp+cnJxwc3OjpKQERW1NE/HJPW6wJfOpORQmay8fH592yem6EunWrRtlZWX8944J/LrjGMHBwXh4eLB69Wri4+Ptnidki6lTp3LPPfewfft2Ev5IxP9LHzZ9uZXr7p+BUqm0W67e2rVrKSsrI8jdnSFhXZptl5SWZvl/sLc3n98/D4PRSK/QEBZMnsTYvn2aXXdWTD+2pqSwfft27r77bsv39FKIj4/n8OHDREREsHPnMYqKikhJSWHLli0WO1x74+rqSvfu3UlJSSEtJ49+3SULU7VazYi4WIv93tDovjbDftNMFVOXkvcE9UJRSYW18DBh6Ei+WbSYMQOHsu3AHq4ZMqJV2z1dRRlQL2jZC/O5wigIHMzMpKe/PxMjIqg1GDhw/jwFZWV2n5zSGhbbPcFo98qnigpJxEPdfGaamZIzhzi39kO6Trsfr8hBQL0NX/iMBXj2aCriNkZUSfuRxSeZVhFF2P0XZGZAWBicOQOCCN26Q1AQhEqTktReXgT+9xnO33IrAJVpafjExaIAXP/9b9z7RQNQdbocUXQABQgGJSe/1iMapeNR5QjGGmmfGV7vUFq9ic4l/8Fl5Ej8Fsy3dEmhUhG6ZInl9/S77qZy504AQj9Ygu8dt5O2RRLCvCt/otD1NlAoQYST3wr0/Nf/tNmGjIyMjIyMjIyMjMxFctHi0z/BxulKZOXKleh0OgKcjUzqUtdsu7ERbiyb25mR3VyJDXXGKIjcsyKdZXM7M7GndT6IUgG3RlXz371ubN68mRtvvJEePXrYrc8VFRXodDpOJScT4aLFT+FcP+hjJ1xdXRk6bBh//vkniaJIkI0B926mGe9hzs7sKS5mqLc3f5qCv43NuPXpRZGjJsu9a6655pL7GRUVRbdu3Th79iyeXu4W4ckg6EnM3kJs8DjOVR9EL9YQEhJySRkjbSUuLo4NGzZQXFN/PBkFgYOp6YhKLX369KFLl+YHuC8V86B2lb6amM69uGPEXIZ1bzqQZxamXr72cQyCAZVKZZccI7ONlMLGuEjCgTTefHU9jz01mUefnETCgTTiBoY1EZ0aIg3gihiNxmbbtIROp7NUbgquTbN8zJlPQk0NuSu+IuC6m1E6Ws/cF9yk9TIyMjAajXYZqL3ScXZ2xsfHh91HUln201aioqK48847CQ8Pb7c8ocZoNBrGjx/PkSNHGDHpKqbfO4Vu/bqirFORk1Rol4wyo9HIjz9KuXHXxkQ3qVZsyDPXzrZUPH26ZSuujo4sjl9neX1IRITNyieAbr6+xHXqREJGBj/99BMPPfTQJfW7qqqK3bt3M3DgQMrKynjjjRUEBgbi5eVll3NrS8TGxkriU269+GTGbL+3aME8RsRZn2/1BiOZ+dI1Ijo6+pL6YK56Ky4vRWxQnatRa5g6YizxO7e2WvFkRlcuVT/YS8w0Yz5PnC8sZNvhw8QGBZGYY50DqNW2LtS0R59EUURocE61R+WTeRKMqGrLpBKx0b+2bfhaxLQfe0++kfmbcfIEZGXB2TPS70lJ9a85OkLvPlQdPIjSwxOHbuFounRB4eiIWFNDnd4Ac+aC0YjSp/784N7DjYjIH8g/7EBov0zqIu8nz1TMbawRCfTeQm6xlOtZ5jQBpfsnhL7/XpN7i4YoGn4HlSp0p0UY/C/qjuRQ5HqT1U1V1l8iPf91ye+MjIyMjIyMjIzMZWLbtm2Xuwsy/8NctPgkH3gdT0VFBStXrgTghu61qFsYe9GoFBaRaWJPd6rqBO4d7svIbrYzIsLdBYYE1rE3V8sXX3zBK6+8Yrd+l5eX4+XlRcSgaLzCguB8abvM/J08ebIkPiFyjSiibiBAGQSB05VSTsbOoiJ264p5PqonyeXSDPIt+Xlc5e2NY6OZ7ycQqUHKJYqLi+NSUSgUjBs3jrNnz3Kmei+9XaVBxsTsLbyz604eGf4phY5SxsrYsWM7pGqlb1/JdqqsTo9RFFEpFJzKymHdvgSioqKYNGlSu+7f0dERPz8/CgoK2HjiTz7buYLoTj2bVD6NihzC+zctwt/HD3L/IiQkxGalwoVSP7O+qQIZNzCMRx6fiNEoCVSDh3ZrcVuiKFq2c7F927VLqnoz+gWAo3U+gmgwUJawD/e4weT9/B0Fa34CIOhfd1i1E3wDEB0cqaioICkpyS7H7pWKXq8nPj4eBwepaq9XtxBGDuhFrcoNV1fXDql4akhAQABKpRJvT28cnbXEjYth13f7KSoqsovtXkJCArm5ubg6ODAuKrLV9t0CA1l2z92oVSoUCvjsvnkAqFUqJsbGtLjurOh+JGRksHHjRu6///5LqvxctGgRb731FqGhoYSEhHDNNQPZvFnKKpk4cSLbt2+3Wx5WY6Kjo1m5ciVpOXlNXhsa3Zfn7rsbo9GIwWCw+t5mFRRiFAR8fHwu2f7ULDzW6uuorKnC1cnF6nVzBZS54klv0LNpzw4mDB2JRl3/vusNekoqy622aS/MwlKwjw8TIyLYmJICwLju3Ql0d2dbbq5dBP8LoaFwbjDWZ5TZQ3yyZE8qWz+uPbvHNZv31FbMIpc9My9l/macPw87/rT9mkIBwcHkv/8+RSY7VaWbG12++ZpuGzdQe/oMzoMHoWhGII5ediOiIKBQKqk4ksLp7wMQla6oDIUE9tJReaaC8lxX3Gr+RCw8S116Oo4REc12NeilFyn6/As0oSGc+zGfU6cEYAJdJwQjJppEKyUgQFUelKaKeIT/MyqxZWRkZGRkZGRkZGTqkT0Q/odYvXo1FRUVhLgYGRygv6B1d5yt4ONdhew423zF0exwaUBkx44dnD9//pL62pCysjIpyDwsGIWDNPjSHuLT4MGD8fPzowo4jrWQsKe4mJ+yswDYrStmTkgIRkHgp+xs6XWdjq/S0xtvkv0my70pU6bYLetixIgRCILA4aw/qTJI70Ns8DgeHPYxeqGOtCppOmpHZfUEBwfj5uaGCFTWSYN7kSFBDO7XFy8vLyIjWx/gvlQ6d+4MQKeATrx/0yJGRQ5p0kajUjOu13CKakqs1rlUXEwVcXW1ti0sz57J5503NvLDt3sxGFquZtLrBXNcykUPpG/cKOV9GSJ6N3nNnPdUlrCPgOtuxm/G9QRcd3PTjSiV6Hv0stre35X4+Hhmz55NVlYWRUVF7DmSyo6DJygtLbV8th2JeXC+Qldf3ZCSdIbk5GTSbZxjLpQ9e/YAMLxbOA6tCJwv/vwzS9ZvYPX+/RgFI7d/+BH7T58mKS2NCTHRaFpZPyY0BC8nJyoqKjh27Ngl9XvhwoXMmDGDzMxM0tPTGTUqlh49euDu7s7+/fvtlitli379+gFQUFJKpY28weTUc7ywdDm7DiVZLTfnPfXr1++SJwI4ODhYbPLyS3RNXjdXQAHE79zKul3buWXhQ2zas8OqXWFZiWV7Hh4ejTdzSZjFJ1GhoFsDobSbtzdZ5eVkZ2dbcpI6iobXXaNQf/61RzVnXV2deSettjULTY2znYS6GrL+XIlQ14YcS1MliGW/MjJmRBFOp8D2Zib2DR+Bfsx4Mt9bQtFHH1sWC+XllMXHU7BkCdnPPkvGvHkULluO2MwxZq5W0meko8Bks6lyJ2nndZTnuhKo/ZGQkiepUPSj+nTL1yu1nx8BTzyOQqul8FC1ZXnp3hT8yj/CqfYg7qHS8lodnFnTjMWAjIyMjIyMjIyMjMzfGll8+h/BYDCwatUqAKaF1dJMfBMAeqPIxpNl6Bt4yZlt+MZGNJ9BE+oqEOcniVo///yzfToOFBcXU1RUhKBWgFYaMGqPASy1Ws20adMA2CdaP+QO9fZmToPMkp5u7ha7qiGenlwfFMy/G4kZuaJIGqBSKu1q29WlSxdEUeRk8nG2n/9G6rtSg0qpZsnu+8gvzsHT05OIFmac2hOFQkFYWBgAFXpJfFIplXh4eaFUKunatWu798EsJBVUFzOu13A0LYS351QWWq1zqZizWCormwq6CQfSWLPqEHEDu7Jm1SH2701tcVtVpm04Ojri5OTUYltbFBYWcvjwYQD0UX2bvN4w70np6EjQv+5o1hbH0FNaf8eOHRgMBptt/g5MnTqVVatW4eDgQHJyMjV6A9PGDEYUxQ63CIN68ammvAaDXhos93T3JCoqismTJ1/y9lNTpWOwV2Bgq23Np8ENiUms2rcfgGW/b2HJ+g3cufRj9K0cFyqlkqjAAKv9XizOzs7cfLMklObk5LBu3V68vb2JiIjgP//5DwsXLryk7beEp6en5RyXnptv9dqew0f5cePvNtczt71Uyz0zgabPLE9X2GybTXt2cMvChwDRZvZTnq4IgKCgILtXxqrVaoqKiqiqrSW1qIj/69+fmMBAUouL2X76NCEhIe1qwWoLK/GpQeWTPcQnszWqaMtztY3k7FlD3oH15OxZ03pj034u1pJV5m/MkcOwbSvU2hYxxb92odwQj3DyZP2JHUChoOirryn9ZRXG3Fyq/tpNwbvvUvDxshZ35zpyFKKl4k9rOTaL1DNJDfqVcz5fceCX0Wy+w8j6m4wUJzcvHGmCgvGu/AFH/SmcnfMJ9NtFQMWHaFQVlKXX3wc5esrik4yMjIyMjIyMjMw/kXYTnwRB4MiRI2zcuJHVq1e3127+Mezdu5f8/HzcNAJDg1quetqaUs49K9LZmnLh1UUTOkvVT5s2baLGxgzxi2HPnj0kJyejyy1AdFAhCAIHDx5Er7+w6q22MH36dFQqFeeBrAYP6GqlkrvCuvJ8VBTPRkYBIkO8vLgxJJS9JSX08/RsYrm3x7T+iJEj7RqyrlAomDx5MlFRUXh4SdaIBkGPUTAwNfZ2vLy8iImJsVulVVswZ7hVmyp7RFG0/L8j8t3MA8O5lQUA6I0GtpzYhd7YdHA8uzzfap1LJSgoCIDSkqZWSHEDw3jsqckMHyVloBkFgX17zjZbAVVaIs02DgwMvKiBYXN1idEvENHNdt6Te9xgyhL2IbYiHBiDOyE6OFJZWcm5c+cuuC//K2g0GmbNmsWAAQOIiooiqmsn6gwCp06d4vjx4x3eHzc3NxxNgmBlsWT1WVVajY+PjyXf7FIwn5ed2yCsPTp9Gl1N564psf3xN1XKdPX3Jz4hgfiDCa1uw7wfe1wPpkyZQlxcHEFBQezefYSMjAwOHjzI4MGD281yz4y5+ul8Xj4Gg4E/9h9k65791NXp+e89d/LcfXczvH+Mpb0gCKTn2Vd8Mp9Lc1sQn8YMHMqDc2/nmiEjmDpirJXlHkBusXSONJ+37ElSUhLJycnsTU5mQ0oK60+dIik3l9/PnGFE9+507ty5w6sJG4pMZtFGoVDYRXi70G3YqnIKGjqDgIGTCRo645L7I/MPppUcVIUootJq8Yqun5Si8veXhCgb99IVW7fa3E5tqUDqOoF9rykR0aL1ECU7PxP6Ki11oiSSl55TUJoKlTmQ/EN9ZXhVYiLnb/03px//jLXXGfnzgyH4PvMavrFqHLv4keH2FtWzf6VMPcp650rp3lJGRkZGRkZGRkZG5p9Fu4xuf/fdd4wYMYI5c+bw8MMP89RTT1m9XlpaytSpU5k4cSIlJSXt0YW/HVu2bAFgeJAeTSuf2tgIN5beIA3Arjteit4otlmQ6uVtxM9JsITD24PQ0FCioqLw7B4KWjU6nY41a9YQHx9vl+03xNfXlzFjxgCwu8FDrkEQ2FUkzRhXKeD55GQOlJRwR1gYL/bsxVBvb6vtVIoiSSbrvuuvv97u/ezXrx9eXl4k5WzDIOhJzN7Ce7vvJbVYqnrp06eP3ffZEn5+fgiCwJnsXIyCgEEQMQ812DvU3hbm6iqzsPTnqb088P1C/jy1t0nbnIoCq3UuFXMFVVFh84PrAwd15bGnJqNSKnnz1fUkHEiz2a6oULKYudjqAPP5UHBv3k7LbL1XemA3pfv+al6EUigQTAKWTtfU5uvvhoeHBz4+PlRU11FZXUdwcDCjR4/u8H4oFIp6673iKgx6IzXlkrBpj7wc8/cxpw3Vo++v38C5/Hwm949lQ1Ii+aWlxIWH89TstudgZZeUWu33Uli3bh0JCQm4uroyduyQDhUyzOJTem4+ew4f5YWly3l52ae8vOxTNFoNowcNsMp7ytOVUKvX4+zsTHh4uF36YBYfs4vym7ymN+iJ37mVzXt38d6Kz9l2YI/NbZjXDQ0NtUufGjJ27FiioqLo16MH/YODyausJDYoiHsHD2Z0ZCRKpbLdRcLGNJyEYc58stfEDPN2FKJty9XGNK5yEo0Gys4fI3j4tSi1titQrTDtpyMnlsj8jxDbH/xbvz5ofbxxNp1HlK7WGa4iCrLdn+Ksz7fURsxFXyVy9jeBwqMiNcnJnBx/I7/NNJDwlkiO6fa+rrSpAOveBbTuENTA/bg0FUrOiGy+08iOxxWUHTzN+T/dqCmS8pxObO9H5rFuFJ9UUJ6l4uyeHlaiFsCJL+HYp7L4JCMjIyMjIyMjI/NPw+5PwC+99BIvvfQSRUVFuLi42JxZ6uHhQZ8+fTh//jzbt2+3dxf+dgiCwL59+wAYHNi2aqEj2dUs+DmT+37MYGtKeZts9wCUChjkL+1j796mA/8XQ3l5OT4+PiicNeCgwsvLi2HDhtnVyq4hc+bMAeAIIqUmAWpPcTHPJ5/k+eRkQGERnNRKJSN8fVE3Ggzah4gBiIyMtAxa2pOoqCh0Oh1/Hd3Ej0dep2/gKKZF3ceJ8wnodDqioqLsvs+WcHd3R6fTsTPxMKeyctAL0iCZo6MjDg4O7b5/s5BUWF1CrbGOUZFDbGY/lddVUlYnzRC2l/1Tjx5SVVOJrpaaGmshJ+FAGm++up6fVhwgOrYTAI88PpG4gWE2t5WbU2W1zQvFbAGo1BVZW+sAosFAye4dCPo6Oj/yNIhw/q0XyV3xlW0BymBAWVZqtd2/K3q9nlOnTiEIAkkp59l14DDZ2dkcOXLksvTHXClZqauyVD85OTnh5tby+bctmKtwdpw52+os8idnzeT+iRMQRJH1hxKJCw/np0cfwUGj4asF85k6IK7F9fPKyzmVb9/qH5AEOm9vH3x9fZk0aRIzZ86027abo29fqWIgu7CIAb1788w9d3LdNWN56q7bMRqNTawpzVVPvXv3tovFG9QL3VlFeVbL9QY9L3/+QYt2e2YyC6V120N8Mgu4aDTcP2wYC4YNY/5VVzG0SxfMtZ4dXfnUUKgRTJlP9vo8NBpTVZnQNhu8xlVOpalJpK5ZQmlqUtt2aBKfLPuVkQHIzYWjR6BzJ9uvK5UIpu+dg5cXgeOuBkCfmkqNujvnvZaQ4/YoFdphFLvcTLU2hnOZs9n/isChd0W2PySQ/vFWcnRXA02/OypnUKrNGVEife+Bq15SUpxc38ZYC4kfCJSehXJDX077/obOaRoggkKktJErq5MfDHoGnILAwbN+uS5FFp9kZGRkZGRkZGRk/mnYVXzatWsX3377Lc7OznzwwQccPHgQ70YVJWamTp2KKIpsbcYaQqaezMxMysvL0SpFurm3PkiyNaWcj3cVcvcwH5be0ImR3VwtApRG1brNTC9vaRDu5MmTl9x3aJDvpFUjOqhRKpW4uLi02wBMVFQU0dHRCMBe0+DsQE9P5oSE8GxkJMN9fBjq7c2e4mJqDAZ2FhZiEOpnPutF0bLenDlz7J6rAZJlnK+vLyEhIaxN/oijuX8yo898yYrPw4MTJ060iy1hczg7O+Pl5cXg6L5EhgRhMP39F5NbdDF4eXnh6emJiEhORQEaldpm9pO5MiooKMhuM/A9PT0tA7lZmdbWN3EDw5g2M5Y1qw6x8vv9vPPGRlQqJWp10wEcURTJypDWv9jKtdjYWDRaLariQlRpZ6xeK0vYR/q7r5Dx3usolCo8Bg3Db8b1FKz5yaYApTmWiKKuFj8/P7tVblypxMfH884776DT6Qjw86Vv755ERka2m8DdGlbiU4lUDefr62uXc8n48ePRarWcLihg//mWA+H1BgPrDyWyMTGJ/uHhJKSm8vZva/n3kg8wCkY06uaz1QC+P5CAIIoMGDDAkld0KcycOZPbb78dHx8fSkurUSqV9O3bt0MG44ODg/H29sYoCOSX6NBqNfy8eSvnsrJ4YelyPl+1hpqaWnYmJGIwGEjPkyoszaKVPTCLT5kFuVbLN+3ZwXsrPufBubczZfgYm3Z7ZjILc622ZU9cTZUUtYKAWqlkQGioZWJGremacDnFJ6NRuk7b65psub4JbcvEU2odCRk1x1Ll5BEeQ/iMBbh36UPJ6YOINmxiG6IwStf0jq4ek7mCqa2F+N8gKRESEqCZc3LDY14URBSm7+F5rw8pd7yaItfbUERPQyFKIpJbZxVVZo1bADr1R4Hte0pjFQh68/lGQdJ7daT8LFBbIi1x9AVDNRQebrCOygsUWhBq8KxZi7lU3q2zJDqNXapEqVBQnQO1JaBxlSqqet8mV/3JyMjIyMjIyMjI/NOw61PA999/j0Kh4MEHH2TcuHEtto2JiQEgOTm5xXYykG+aee7vJKBqwydmtt3rGeBIYmYVG0+Ucs+KdDYnl7Vpf4HO0lNkbm5uKy3bhsVa0UEl/QBVVVXU1dU1v9IlMnfuXAD2I1IriuzVFbMyKwuVQoFaqWRPcTHPnjzBV+npPHvyBHuKiy3rJiFSiTSAbLbwszcODg4EBwfj6urKvwY+TWzwOMqNefj4+CCKIjfffHO72BI2h1otiYJBfn6olEpL0Y26lcFpe2IWSLLKrS2pGuY/ZVdIr9nLcs9MXJxUAZJ+ztqWUq1W0SNCssIJ7+7HY09NbrbqqbiohooKPVqt9qIHrN3d3bl29mwAHH+PR1Fe/511jxtM54efpvMjT+MeNxiFWk3g3H9bBKiyhH2Wtsr8XBx2ScL+LbfcYrdKgSsRvV6PwWDghRdewMPDg+NnMnF198Tb25s9e/Z0qIhrxs/PD4DKkioqdVUIgkB5ebld+uLl5cV1110HwNKdO6ls4Tw6b/mnnDNdPwb36M5XC+ZjnneeeC6txf0cycpis+n6fMcdd1xyv0Gq+BgyZAhKpZLKSsmKsKMEboVCYRGFM/IKGBrdl0UL5nHr9KnMnTyBFes38fVv8Sxc8hF7Dh8lw1T5ZE/xyZxTV1xeSkV1lWX5hKEj+WbRYp65fb5FdDLb8OkN9cdMnV5vyXyy9zkQsFTm6UURoVFVXa1pgoa7e9MsuvakYb6T0VShZC/bOrPYpjA0zftrjGg0WAlMotFAaWoSHuExlJ0/1rYKKKO0n44W8GSuYEQRTFlmiCLYqmIWBEStVIEuGAxkb9pM982bcP6/Z9Cr63MEOz80jcEL1bh1AbUzRN+nwKePJPwc2zKIsqA7m+9HA3GrrkaNXz/pd4UKIq4DfTORVEpRT4l2CgAqB5HYB5R0GafCyVdBRW79OcQ1BMZ8qMSnt/0nc8nIyMjIyMjIyMjIXNnYVXwyWxzNNg2etoSrqyuurq4UFjYfvC0jYQ7ZVrbxmU2jUqBSKnj41yw+2V3EF3ul99gotM3uQqmQ2glC23IQWsNc+SRq1aBRWQY/y8raJoZdDFdddRWhoaHUAAmIgGnwSoSdhYUM9PTkxZ69mBMczDAvb6oNBgyCgCCK/CXWZz21p/hSU1PDqVOnqDQWo1ZqKKrLoKioiNjYWFatWnXZqjYuF2bxKbsiz0pwapj/lFkuTeXt1q2bXfc9ZIhk75d6prSJldmgIeE88vhEVEol0bGdSDiQhsHQtAIx9ax0nMfExFySVeGdd95JeHg4yqoKnH79DkWlNOqjUKvxHDYSz6EjUZiOS7MA1eXRZ3GPGywtKy7EafX3KAx6Bg0a1CGWZpeT+Ph4brjhBtzc3CgtLeXPvYfQ6XQUFRVxyy238Msvv3R4n8z5SFWl1VSVVKPT6Vi3bp3dBOXbbruNoKAg8ssreH/7n83a7310951M7t+feROu4aNNmzEYjSgUcM8144kJC0PfTF6YrqqKN7ZI4uW0adPsKsA0rvroyCoQs/iUnl9gWWYwGhEEgWfuuZNbp09l0YJ59I3oga68AoVCQc+ePe22fxcXF0tVXHp+tmW5Rq1pUu20ac8Obln4EJv27LAsyyzMRRBFXF1dJXs8O+Pm5mYRemobXf/Nv3t6etp9v61hFpsE072QvSqfPDykbD2Fvvm8PzONLfbMv5ecSUAUBLpOuw+P8JgWt2Hej3m/MjI4OkJDMdLWsa3Vohg7loKMLFK//hbHq4aj9vEh6P6b0Zi0YKUGjLUKjn6ipPw8ZP4ButMifjEK9BVgrAF9TdvuZ/WlSlLXiYx4E/reqeBsC5ctQekqKVSAk3slB98SOPCmkS3zjBz7pL6d7hTE3yBQkSXb7snIyMjIyMjIyMj807Cr+FRSUmIRldqCQqGwm8Dxd8Y8i76gWkkb9SPGRrjx/rWhjIt05UiONNv2aHY1emPrG8irUlnt91Kora2lttY0q9hBJT1Ya6Xtt6f4pFQqLdVPu0WRYd7ePB/Vk+SyMp49eYK9umJG+PqyMjub3bpiXjmdwp7iYk4DBUgDotOmTWu3/gEWS8oqo/Q+JGVvJzk5mcrKSmbNmtWhuRDmvBOzwGke/zALnx2BWXzKLM9j68m/eOD7hWw9+ZdV/lOWSXyyt43cwIEDcXR0pKysjvy86iavnz2TzztvbGTl9/t589X17N+b2qTN6VMlAIwYMeKS+uLo6Mgbb7yBv78/quJCnH7+GkVFebPtFWo1HoOvQqFWoyzMx/nnr1FWVdK9e3cWLVr0tw+3nzp1KqtWrWLatGl4eXkRERGBKIqWysqDBw92eJ88PT0pKiqiUldJdVk1Xl5e3HXXXXYTlJ2dnVm4cCEqlYodZ8/y46FEm+08XF1Z8Z+HeemmG/nuoQdJSkvjww2byCoq5o6lH7ExManJOnVGIy9v2kxRZRVhYWEsWLDALn1u2PeWfm9PevfuDUBmfgF7ko6wcMlHvPHZl/y48XfOZmTg6OjAiLhYckyVsGFhYW2+n2kr5nNXWl5Wi+3M1VANs5/O50mCVbdu3drFDlatVlv+3upG92Y1l6nyCerFJsGUmWSvc5pZJEZfbcljag6zxZ5ZYHLv0oeAgZMRDQbOrf0QUKBQtTy4r6irst6vjIxeDw3v9bo2ureJiYG5N6Hw9sHvpZfotns3wa++AoDWVcHQZ03fDT3sfVGgMqd+1Zw9gKL+nl+hAPc2FkyWnYND78DRT0QqM5tvp1Aacao7jEbIoaLAhapcSFsPOhumFoYqyE+SxScZGRkZGRkZGRmZfxp2Leswzzyvq6tDq9W22LaoqIjy8nICAgLs2YW/JV26dMHV1ZWKigpOFqvo7dM2QcBBo2TJdZ3ZfrqcxMwqlu8uIq6zCxN7tjx4dKhAOizsMdvdLDCJCkBtGjDSqqDO2K7iE8DEiRNZvnw5urIyziiVqBQKfsqRBu+Ol5UBCm4ODUUQRSJcXRnq7c03pgGoadOm2X3QsTHjx49n7969+PlIM+H9vP2Jiori6quvbtf92qKqqoqioiICnIIAUJoG+9rTGrExDW33Ih2k4G1BMFryn0RRtNju2Vt8cnR0ZOjQoWzfvp1TJ4oJCKwfEE84kMaaVYeYMbs/YV1tDxqW6GrIy6lCqVQyevToS+5PYGAg77//Pg888AD5+fk4f7sMQ7dIUCgQjEZK09Pw6ByGsoGdnsJoQH06GYVBT/fu3Xn33XctNlp/ZzQaDbNmzaKyshKNRoNSqSQ5OZlRo0Zxww03sHDhwg7v05EjR0hOTsbBxQGPAA+USiVjx461q6Dcp08fHn74Yd566y2+3LefQHd3RvXobnldbzCwet9+ktLSeOba2UyMjaGmro4Fkyfx+Izp3HhyOBNjY6y2KYgi727bzvGcXFxdXXnllVfsLg5dTvEpMjISlUpFeVU1vXp0Z9GCecRGRRIauIFbp9cLg5n5UrVwr1697N6Hbt26sXfv3lbFJ3M1VEPO5UqjwO2Z4ebl5UV5eblFbDJTbZqI4OXl1W77bg6L+CTYV3zy8vJCpVJhNBpR1FUhOjR/zVeo1Hj2GGD5veRsInkH1uMbI31GotD6fZmiVqpitcfEHpm/AQYD/PwjNLwXDgwEREg1TXCpqoYG1qSKRha6HuEKVI4ixhpw8oG6MqgzzVUpPgklZ+vbCnpJVGorlfmmoibTqUDtDFE3Q00RnN8EhhrofbsGY34AJ9cEYHYYaIhSa4pUE8DJD4IGybZ7MjIyMjIyMjIyMv807DolvkePHoiiyOHDh1tt++uvvwL1NjgyzaNSqSwZWmvTWrfz0htFXtucwz0r0tl4ohSVUsEjVwewbG5nxka0PBhdWqvgz2xJOBw/fvwl97283PQUrFFZymlEjQpBEFi3bl275rE4Ojoyffp0AHaLAkO9vXk2IpIhnp78lJ3N88knSSwrY163bowNCKBYoeAM0sDWtdde2279MhMSEoKPjw9VYgkAVWIpPj4+BAcHt/u+G7N3716Sk5PJKywCQGX6rGpqWrcjshfmAdXS2nLqTMHsSmX9QEtxTSnVhlpUKhWdO3e2+/6vueYaAE6eKEZoUGIYNzCMx56azI3/GsLQq7rz2FOTGTTEevD3xDGpUmLAgAF2G5wNDQ3lww8/JDg4GGVNNdrjSWiPJVK5aztnNm+gctd2tMcSLT+ak0dRGPT07NmT999//7IMEl9OXFxcePnll1mwYAH33nsvH374Ia+//nqHihtmZs6cSVRUFG4ubtSUSd+h9vg8Zs6cyfXXXw/AW1u3cTirXtDYmJjEHUs/Ysn6Ddz2wYfEH0zgjqUfMaBbN3acTGZibAyaRrain+/Zyx+nz6BSqXjxxRfb5Xt2OcUnR0fHepG7QBKYHB203H3DtTg61l9bza+1l/gE9UJSY2xlPZkxr9O9e/cmr9kLc0VudaOq10qDgaKiossiaDeufLJX1ZdKpSIoSJpwoahp22QYc/ZTRY40ql+tkyZEVGSfteRBNYeiRrJmDQkJabGdzD+Eigpr4UmlgqieMPQqCAgEX1+IiW1xE47eCq5+X0nM/QpGv6vkms8UeEWAykmKGNM3XzTdKgoRvCLrfw+fpqDnTSqcAxToK0E0QkESZBwMxJbwBBB1E5i9tkNGgpOfLD7JyMjIyFzZ3HLLLURGRhIZGWlx0mmOiooKoqOjLe2XLFnSQb2UkZG5Ulm1apXlnNDwp1evXgwePJhbbrmFn376qUNdpq4E7Fr5NGnSJPbv38/777/PF1980Wxezt69e1myZAkKheIfl2tzscydO5f4+HiOFMH+PDWDApof5NiaUs6ne6XB8HXHS9mSUsGyuZ1brXgC+C7FkVqjgsjISAYOHHjJ/a6srJT+o6nXOQUVZKan89///pdevXoxa9asS95Pc8yaNYvvv/+ec4JAkUKBVqVib0kJAFd5eTPUNNAGsM+UmzJs2LAOEYDMs58rjcVW/14OS56oqCiioqLo5C/1ySw+GQwGDAZDu2ZfmXF2diYoKIicnBx6hIRbrPbMmC33unTp0i6WhEOGDMHDw4PS0lLSUssI7y7lcqjVKgYPrc+Yavh/AFEULeLTxIkT7dqnoKAgli1bxubNm6muluwADQYDhw8fJjo6usnn4u7uzsSJEy+L4HIlMHz4cIYPH365u4Gvry8+Pj6IRpEKnXQObK+snPnz51NQUMAff/zBCxs28cbM6XTz9WVibAwTY2PYmJjExsQkegQF8dl98zh49ixL1m/goalTePb66ywC1Kqkw/ySJE0cefLJJ+1y/reFU4NZ/CAJQh1JVFQUp0+f5s+Dh/h142YWLZjHiLj6AV5RFMkqkER4e+Y9menRowcA53KzEAShSRWPOevpm0WLrSqfRFEk1SQ+mbfRHphF0gqDgYOZmcQEB6NWKsksKCA5OZlDhw4xePDgdtu/LcxikznbzJ6Wg507dyYzMxNFtQ48mr/ui0YDpalJCIY60tYtwzt6NADGqhIAChN/x71zlFV1lBWC0SJwdenSxW79l/kfxsNDmpRlzuzz9ZUs+DQamNn2+2KvHgq8ekjfieoiKDkrIl7Es6xLCNQUg9HkPCwKEDZOgYs/OHpD3zukfQT0V6B2EjFUQ/AwBeWZImdM0Yo9b4GCw1B4BIKHwYmvsIhPZ36BsAmipa8yMjIyMjJXOomJiZw7d46uXW371m7YsKFDJ+vKyMj876DVaq2KbWpra8nKymL//v3s37+fDRs2sHz58g4Za70SsOtfed111/H9999z8OBBbr31Vm699VZLlkx6ejopKSls2LCBjRs3YjQaiYmJsftg7d+V0NBQbrzxRr755hs+PeFEuHsFvk62vdPHRrhx5xBvPt1bzNQ+Hlzf37vViieAv3I07MrRolQqefjhh+0ywFNVJWUcoK6vYNEVFJGVlcXMmTPbXXwMCAhg+PDh7NixgwOiyERvb56NjCKlopz/69wFtWngr04USTQ9IXdE1RM0zHwqRRRFqoQSgHYJkm8NvV6Pj48PKqWCExlZ9AgOtLxWVVXVYTkf4eHh5OTkkFddzLhe1iJCe+U9mdFoNEycOJGVK1dy7EihRXxqjfS0csrL6nB1dWXUqFF275eXlxdz5syx+3Zl2g8nJyc0Gg16vZ6yfMlqq72+QyqVimeffZaSkhKSkpJ4Nn49786eSYC7O1/Ov5+Xf1mFURAsgtOS9RuYGhfH4vh1DOzenWkDB/DH6TN8snsPAPfeey+TJk1ql75CU/Gpo4XSnj17snbtWpxdXFi0YB5Do63tZYvLyqkxWQe3x7mmU6dOaLVaaupqyS7KJ9Qv0Op1W1lPAEXlJZRWlqNUKi3VU+2B+fpzMjeXDUlJLBg2jNiQEFy9vIiKiuKGG25ot303h0V8aoeM0PDwcHbv3o2yqpiWxut1KQdIW/cxfrFSFbqhvASAmoIMPLrF4hU12JIHZQtFtQ4FIq6urrLtnoxEbS0olWCe9VhUBIIgLWuB8i1bqD58BM85c9CGWlfRKRSgUEpVSSoHI8YaERRte9SrbOAEqnaG4KsUdJ2soNsM62cBz+4KJv+gxFAFlblweKl076z1lCqhhjynABSSVfIe6+eUutI2dUVGRkZGRuayEx4eTmpqKqtXr+bhhx+22Wb16tVWbWVkZGTM+Pn58cMPP1gtEwSBNWvW8PTTT/PXX3/x008/ceONN16mHnYsdrXd02g0LF++nPDwcA4dOsTDDz9Maan0pDFhwgQWLFjA+vXrMRqNREREWKqfZNrG//3f/xEREUGFXsk7SS7UNFP8pFEpePKaIJbN7czUPp5M7OmORtXy+5xapuST49Kg4K233mo3O0TzTBDRtH/BaEQQpIqOadOmtUsFS2NmzJgBQCIiokLBWH9/5oV3w7GBwnwMkVogODiYuLi4du8T1M8wFzBQI1RQK7RvhURLmD+n7IJCvt+xl5SsHIuJyuXIffrhxDpe3r2MF3d9xL2rnuXFXR+xKmWLVZv2wCyGpp4ppaLc+u82GIzs23MWg8F6iPJIkmTRNWHCBBwcWrfFlPn7o1AocHFxoaioyJJT0552ZQ4ODrz66qt069YNXVUVz63bQGVtLc6Ojjw/5wYG9+jBVwvm8+SsmXz30IN8et+9fPfQg0yMjeFYTg5vb90GwPXXX8/NN9/cbv2Eyy8+RUVFAZCnK2FIdF/0BoE/9idQXVOH3mAkI78AkOzx2mMWklqtttjmnc3JaPK6OetJo7a+Np7NltqGhYW163nGPCnC38eHBcOGERMcTLXRiFKpJCAgwPJ6R9K48slemU8AERER0jYrClpsV5WXZuqMkvAZCwi75g7cw2Pwix1H1yn34t1zKApV88eLsqLQsj/5vlcGoxFWr6oXnkDKgPprV4ur1SQnk7ngAYo++YSsBx9s8rqjt4JhLykIGgJundouPDXGUAXePqfZffNW1l+rI+Un6/seBw8FLkEK8hNFBJNDaF0JFB6F9K3g5Ktg/yuipeoJoMt4CBggH/syMjIy/xQSy6p46Ww2jySn82RKJp9nFlBm+N+xmZoyZQoajYbffvvNcg/akIyMDBISEujdu3e7uhLI/L0QjAIFGSWkHsnhTGI2547losuvsHmMyfz9UCqVzJo1yxJxs3v37svco47DruITSKLCL7/8woMPPkhwcDCiKFr9+Pv7M3/+fFasWCHP/rxAtFotL7/8Mh4eHqSVq/jgqDPGViYC640iG0+WoTc2fzIrqFbw1iEX6gQFgwcP5v/+7//s1meLcKGSDrWS4+mc2ZtITk4OiYmJdttPSwwcOBB/f39qgOOCkZ2FhRgazaA+ZDrZT5kyxa4DWy3h4OBgGUQsNeRall+OTA3z59QlwI+bRg6hR3AgxaaB89ra2g7rR79+/Sz/TyvNIjHtGDsO7SYx7ZhleXR0dLvtv2vXrvTt2xdRhONHi6wEp4QDabz56noSDqRZ2ldW6Ek9Iwns5nwxGRmA0tJSkpOT0el0QPt/r93c3HjzzTfx8/MjXafjtd+3IIgiGxOT+PeSDwDYevQYE2NjcHZ0ZNrAAeiqq3lxwyYMgsCoUaNYsGBBuw+MX27bva5du6JWq6mureOFL77jP4s/4IWly7j7xVd5/rOv+eUPafA3MjKylS1dPOZtn81OB1rOeTJjbtveD7fmyqdaUWRAaChqpZIq0/XSx8fnsgon7WG7Z871UlQWgbH59z942CwCBk4mZPi1ePYYQEVOCmWpSRQkbqHs/LFm1zOjrMiz2p/MP5zaWii1UQZ0KrnF1cTaWotNn2DD5qcsXSRlpUjOXig5Y0N4avDVUbu03MXD33cip+BqKovdObxUJH170weOLuMVuASByqSHK5TgFWmyAGyg5zoHw6CnVU3Wl5GRkZH5+7GxoJQJB08xKSGFD9Lz+T6nmC+zCnn6dBYxu4/zaHIGhXUt52ReCXh6ejJq1Ciys7PZt29fk9dXr16NKIrMnDmzxe1UVlaybNkyrr32WuLi4ujXrx+TJk3inXfesUzUt8XZs2d58MEHGTJkCNHR0UydOpXPP/8cQRAsuVSN+1VWVsbPP//M/PnzmTBhAjExMcTGxjJ9+nTee++9+jx2mQ5HMAqcP5HHwc2nOX0om9xzOvLTS8g5W8zJPekkbj1L7rniy93NFhkzZozluEtOTmb+/PkMGTKEfv36MWPGDL777jvLxFsz+/btIzIykjFjxgDw008/cf3119O/f38iIyMpa5B/WlxczDvvvMO0adOIjY0lJiaGGTNmsHz5cpv2lpmZmZY8JYDNmzdz4403EhcXR//+/bn11lv566+/bP4tS5YsITIykieffJLq6mreffddJk6caPlbGrJlyxbuuOMOBg8eTJ8+fRg1ahSPPvooyckt37e3hDkDWK9v/vnz70a7mAs6Ojoyb9485s2bR15eHvn5+QiCgK+vrxy0fIkEBQXx2muv8eCDD3KoAD4/6cSdvappPBazNaWce1akc+9wXz7eVdhs5lNZnYLXElwoqZOsfBYtWoRKZb8HRLPtIkqpg569O9NjZH8UuRX07t3bbvtpCaVSyYQJE/jmm29YW1zM1uRkXuzZixGmbKVSUeScqe2ECRM6pE96vZ74+HhcXFyora2lzCiFlru4uFwWz0/zRUKlVNGrUwgnMrI4kZxMVFRUhwbhDRkyhOXLl1NiyuUyGAz89ddfXHXVVajVary9vS2VC+3F9OnTOXr0KMcOFyFSyVuvbeCxpyYTHduJGbP7Ex3bydL2+LEiBEGkd+/e7WqFJfO/R0REBIWFhZYKx46o8PH39+e1115j3rx5HEzPYGXCIa6LjeG7hx7EYDRy8+L3+O6hB5k2cAAGo5FXNv9OWU0NERERPPvssx0ivDcWmzpafNJoNIwdO5ZNmzYBUgVqSEgIWVlZuLm54ePjg1arbRcLTTPmG+QzJkFp3a7t/N8L/+GL595m5uhrAEmQ2rRnBxOGjkSj1ljatqcoBvXiU2WD8775/5fDEhbqxSZBtL/tXkBAAP7+/uTn56Msz0PwDLXZTql1JGTUHIS6GjK3/4CTbyh+/a/BOaALoiAgGg0tVz6V5QDQt2/fZtvI/IM414w1TyuTFJyiowlc+BzVSYfxvt16opgoimyfL1DX0rhSg3lohsqWuygqG1ZYKkh6X+Tk10a6TlEQcZ10rXDrpGDy99IzQ8FhEa07eHSVvq+dx8KJr6W17fhYISMjIyNzBbMsI5/nz2TT3LTnKqPAtzlF7Cop5+eY7oQ6aju0fxfKrFmz2LJlC6tXr2bIkPosalEUWbNmDRqNhqlTp3Lw4EGb658/f54777yT9PR01Go1wcHBaLVazp8/z7Jly1i/fj1ff/11k7zxhIQE7rzzTqqqqnB0dKRbt26UlZXx+uuvk5SU1Gx/t2/fzjPPPINGo8HX15du3bpRUVFBamoqp06dYsOGDaxYseKyOO38kzEaBE7sOU95cXWzbWoq60g9kktlaQ3h0UFXtFNCUlISS5cuRaFQEB4eTklJCcnJybzwwgscOnSIt956y2b/n3/+eX744QcCAgIIDw8nI6PeBeTIkSPcc889FBcXo9Fo6NSpE4IgcPr0ad5++202btzIl19+2WyUwZdffsmrr76Kl5cXYWFhZGZmsm/fPvbt28fzzz/frLVdTU0NN998M8ePH6dr1650797dyp3rueeeY+XKlYA01hIaGsr58+dZu3YtGzdu5LXXXruoKJljx6TJi83lyf0dafdR7oCAAAICAtp7N/8o+vbty8KFC3n22WfZnqXF00Hg+u7W1SljI9xYNrczI7u5EhvqbDPzqcYAbx5yJqdKhb+/P2+++Saurq527atF+Tade5QqFT5hISj0hRw+fBi9Xt8h1nvjx4/nm2++odbLi/9G9WRoA+ugY6bbo379+hEYGNjcJuxKfHw8s2fPZuRIKdejwiBZ8ri4tDIVtR0RBIG0nDw6u4URGRJE76go3E0D5x2FQqFoMjPc/B51FGPGjOG9996jrKwCf/9QHntqMnEDw0g4kMaaVYeIiAxk8NBuiKLIscNFgFz1JNMUV1dXy2C9VqvtMFE5MjKSRx99lFdeeYVvDxwkOiQYg9GIwWjkqwXzmRgbA8CKhEOcysvH1dWVl19+ucNEoMaVT41/7wieffZZ/vOf/1h+1+v1bNiwgUmTJqHRaFCr1Wi17fcwbKl8ykk3VfOYH9HrH9U37dnBLQsf4ptFi5k6Yixnss9brdte+JomZVQ1mLVWdYWIT+1R+aRQKOjfvz8bN25EWZrVrPhkJmfPGvITNlp+94+bSH7CRsJnLMCzxwDb+6itQFlThlKlIiYmxm59l/kfpaYG9u21XqZQwJCh0IZJLF433oiXrQdoAfQNBCWFGsTWJpYrQeMMeimaEK2bSF15w++XEZCUo9oS6efwhyKFR4xo3RTEzFegdpLa+0VL/xqqRVSOoPVQYD6nOfm3+mfJyMjIyPyPszpPx8Iz2W1qm1Zdx02HU9k4IAJnVce4zlwMo0aNwsvLi02bNvHcc89ZJhMePHiQjIwMxo4d26wldW1tLfPmzSM9PZ0ZM2bwxBNPWO6li4uLeeaZZ9i2bRuPPfYY3333nWW96upq/vOf/1BVVcW4ceN49dVXLQPuu3fvZv78+c3GIkRGRrJ06VKuuuoqq2c7nU7Hu+++y8qVK3nnnXd44YUX7PL+yLSNUwczWxSeGpJ3vgSNo5rOUVfuzdOSJUu4+uqreeWVVyzuLlu2bOGRRx4hPj6ewYMHN8kJzs3N5ddff2XJkiVcc4002bKurg61Wk1RURHz5s2juLiY22+/nfvvv98yLp2Zmcmjjz5KYmIiL730Em+88YbNPr311ls88sgj3HnnnahUKgwGAx988AEfffQRL7/8MgMGDLDpILJ582ZCQkJYu3atxY7dXGX1008/sXLlSjQaDa+++irTpk2z9PuNN97gm2++4emnn6Znz55tmoheW1tLZmYmX331Ffv378fd3Z1//etfbXnL/xa025neaDSSmppKYmIiBw4caPFH5sIZNWoUjzzyCAC/pjqyNUMaKKuqE3j191z0RpGJPd1x1iptZj4ZBVhyxJmzZWrc3d1555138PfvuBNccXExH3/8sSWksb0JDw8nLCwMUanEz9cHdYMZ/idMA1pXX311h/QFpGyhVatWWbI/qoxSyXVH55+YUalU6HQ6tiYkcipLmqFtHga9HJVYlxMHBwdLBdzJ48UMHtoNtVpF3MAwixAFkJlRQWlJLc7OzpYyYhkZMw1FlY7+Xk+ePJmxY8ciiCJP/j979x0Xdf0HcPx1x14KiKK4QcVUyL1n7kQTy8y982dly5GaVpaZqWmOlruszL3QLGeO3HvhRsABMkQ2x93398d5Xw8BBUUO8/18PHwI33Xv+/K979193p/P+7N8BX1nz2Hg9z9gbWWFjbU14bF3WHbUWPZ0xIgRlChRIt9iezCpk98jn0wcHR3Vf4ULF+aNN96gcOHCODo6PtXEExh7ONna2pKYkszNmNt0aPwSSyZ8S4fG9+8jbRs0ZcmEb2nboCmx8XHExMeh0Wieetk9U/IpxWBAf++90ZSIslSp5KeZfAJjaV4Aqzvhj9y2RINXKORTQ/3dsVgZPOu8TKGy2c+Tqb1jHLVWtUoVi3YwEQXA3btwIRgeLLFR3hv8XwSnx+8AprHS4H2vSojGGkrUy8FOBnD2iDOW8jMkY2u4/xqwd4e6Y6wofG+aTet7b2PWDnB9N1zdpHBxdca+7WcWG1jzsoGNrxs48cP9dTaW+WgrhBAinyiKwtdXb+ZqnwtJKayKKNhlxmxsbOjQoQNJSUn8/fff6vI1a9YAPLTk3qpVq7h8+TJ169Zl8uTJGTpxubu7880331C8eHEOHz6cYTTTxo0buXnzJp6ennzzzTcZRno0bNiQ0aNHZ1uqq3LlyrRs2TLT9ys3Nzc+//xzihcvzoYNG/K1ss3z7m50EnciEnK1z41L0aTrCu7fyFTu33xagVatWjF48GAA5s6dm2kOK71ez7vvvqsmnsDYLqDValm4cCFRUVF07tyZjz76KMOAiFKlSjFz5kwcHR0JCgoiIiIiy5gaNWrEkCFD1Cpe1tbWvP/++9StWxedTsfChQuz3E+v1zN9+nQ18QTG9glFUfjxxx8BGDBggJp4MsU9btw4qlWrRmpqKvPnz8/y2NevX1fLAvr6+uLv78/LL7/MsmXL6NChA8uXL3+uKsPleavyrVu3mDFjBn///XeWdRkfpNFoOHv2bF6H8Vzo3Lkz0dHRLFq0iEXB9hR1MLDxWDg/7onCYFCoVcaJlpVcMiWeAH69YM+xKBtsbW2ZMmUK5cqVeyoxqiX8zO49Br0hQ23P/NK4cWNCQkI4r8C9DpokKQrX7q1v0qRJvsViY2NDYGAg27dvByDZYDwflmqItbOzw83NjWY1XsRgMHA2NFwtu/c0J7cvqAICAli1ahUXgu8QHXWG27ejKVGiKFqtlquXLgFw84axi3HLli0tMnpDFGzmr2VLvIbef/99Dhw4wN27dxnx2qv4lShBuxrV0aWnM2b5CtLS02nUqBEtW7bM17i0Wi22trZqj73n8f5ibW2Nj48P586d44cNSylS2DjC9NKGpYDxQ3DwlYsAnI8IJT7ZeK8pW7bsU09kFi5cGBsbG3Q6HUl6PS7W1hYvu/egvE4+1atXz1hyMikaTWo8il3Wpc8MaSnc3LeO8u0Gczf0NMYh3QoRhzbh5OWT7cgnqxjjp4wGDRrkadziGXPhPOzYDlqtsQ6decOPVgsL5oGrKwR0gse8L9Z814pKrypYO4BdYbi62cCJ7yE9CbT2YMjia1lcuKNx5JXGgYREY1lhawdIiYGDX0O1/uBW2Ti/U1IE3DqkELbNuK/9vcHx+jSFxBtwZYPxw35yVMbHuBv6WE9HCCHEM2JnTDxXk7MejfMwi69H0dvL4ylElHc6d+7Mr7/+ytq1a+ncuTMpKSls3rwZV1dXmjdvnu1+phLfXbt2zbK0uaOjIw0bNmT16tXs379fHR2/e/duwDgXeVZtQ506dWLixInZzsudnp7O9u3b+ffffwkPDyc5OVmtRpSQkEBSUhIhISEyZUA+eZx5nAx6hcjQO3j5FIzvXg967bXXsrw2e/bsyZw5cwgLC+Pq1at4e3tnWB8YGJjl8UyvlQdHS5l4enri5+fHgQMHOHjwYIZEkEl2I4h69uzJwYMH1dfVgypWrJhlWfQrV64QHm7slNW3b98s9+3fvz/Dhw/P9ti2trZUq3a/g6LBYODWrVtERESwfft2PDw8GDVq1HPT2T9Pn2VYWBjdu3cnOjo6U6YzOzndTmRtwIAB3Lx5k82bNzP7pCPj6hhLHFYtbs+QP0KznOvpn+s2/BVq/GL76aefZnhB5DWNRkN0dDSFi9xvnL8TdoubN2/y8ssvP3KCxrxUv359fv31Vy6iYFAUtBoNVzDmxcqVK5dvJffMmXrYpxqMvSGsrKxYs2YNAQEB+VKO0MTJyQmtVosC/LHnIF0b1aFy5cq4ubk9lz21K1asyAsvvMC5c+e4cP4GwfcScVk1vkrJPZEV8w9klkgqu7m50bNnT3766SfCU1IZV68uWo2GhTt2sG7XLipXrsxbb71lkXrS5vMKPu1RRgWVn58f586d49jlc5nWRUdHqxOYmt938mO+II1Gg7u7OxERESQZDLhwv+yeaVRUfrs/8inv53wC44TSfn5+nDhxAm1MCPoSmc+zok/n6qafiLt0FACvxq8Sd+U4LqVeePjIp/Q0tHHXAWMHGPEcC72XgTEYwKUQxN/rhOXkBJcvGUcfRUVB6DWoWCn749xj0CtcWK6gTwHfN+6Xv3Muef+e7t3BitItFML/UTg1TyE1i+STIT3zV0GtLZAMGOD0AuOykD8VHIoYE0vuVaBioIYyrbQY0hV2DDMQewHs7iWjNFowf7mWyd8+DkIIIfLZmsjYx9rvTEIK5xNT8HWyTAfcnPDz86NChQocOHCAmzdvcujQIRITE+nZs+dDv8ecP38egAULFrB06dIst7lxw1im8NatW+qykJAQgGznuba3t6dcuXLq8c1FRETw5ptvqt8jsmOaX1s8XQa9geibD5uMM3tR4XEFNvmUXeLS3d0dd3d3YmJiMiWf3NzcsixRmZSUpM799PXXX2doJzBnel2Yv1bMmSpKZbf89u3bJCQkZJpm5sEEmcnVq1fV55RdB0zTaKnsjl20aNEsX/sXLlxg1KhR/Pzzz8TFxfH1119nefz/mjxNPk2fPp2oqCjc3d0ZPnw4jRs3xsPDI9sLSDw5jUbDqFGjCA0N5ezZs8wLduazlhoUReGnN7SZ5noKT9Cy6JwxETRw4MCnOqk6GCdLDA4OppKTLa74YNDrUdIN+Pr60r1793xNsFSrVg0HBweSkpO5DXgCV+4lP2vXzrrH8tNm+sCSphhbBK5fv06XLl1YvXp1tj0DnobChQsDUMTNlSZVKlHWsxg3sMXW1tZio7EsberUqZw+fZr09HT+/fdfGjZsmKlXQtGiRZ/6HCzi2WT+ZcRSo3u6dOnCkiVLCIuN5fSNG/iXLEmyRkvlypXp2LFjgZjg8nkc+QTQr18/SpQokWWvxfT0dI4cOQJArVq11DmoWrdunS+xeXh4GJNP95JOlk4+mTzNzkrNmjXjxIkTWEVdyTL5dOfSEeIuHaWQd3UcipUh9sIhQjb+SGGfGsRdPpbtyCer2GtoFANly5YtEK83YUFVqhqTTHA/8QSQlGRMPIFxBFIOvzNdWqVwaq5xP10SVH87644ENo4arm4ykGrWLuhaCe5cMP2WeT8bZyhWHeJCIN5UHkC5P6Ip5hxY3+tgmhwFsfeOZXqMB/PEjkUL7qTZQgghntzttEdNMviwfXUFOvkExtFP06ZNY/369Rw4cEBd9jDx8cakw6MSQUCGilFJSUnAw+cCz27dmDFjCA4OpkqVKgwbNoyqVavi5uamfi/t2bMnhw8fJj398f9eIufSdQYUw+N9f0lLLbh/o4dVw/Dw8CAmJobExMQMy7Or3mF6nQCcOHHikY+dXXW17GIyX56YmJgpQZRdXKb4H/b913xdVsfOTqVKlZg8eTKvvPIK69atY8CAAc9Fm2KeJp/+/fdfNBoN06dPp379+nl5aPEQtra2fPHFF/Tr148rd+NZf9WOLj6pmUY8GRT48bQDaQYNdevWzXb4YF5q2bIlS5YswdXDHQNw50wol/49RsmSJfN9HhRra2uqVq3K4cOHCUHBEw0h9+oBWmoScNPIMI9i94dDL1++nICAgHyNw9QLIfx2NIfOXsCtUCGwsiswZZYswdXVVe2p/rAh9UJkxTz5lJ9JdnNOTk689NJLBAUF8c/Fy1Tz8mJvyDWKFCmSr8nth1EUxSKjPS2tUKFCdO3aNdv1/fr1y79gHmC676vJp3vvTdlNqPy0mUqVKIqCwWDgxo0b6HS6PL1eXnrpJWbPno1VQgSalLso9oUe2MLYeG7vXpyQjT9SrHY7AOIuH6NY7XYU9q6e5XGtoi6px7fEKENRgFhbGcvr3Xs94eRsvKwSzOYBUBTYuQNKl4FHXN/mCR7lEdMCFHlBQ/RpBY01lGoON/aCxgaUrKeMQJ8CDT6z4tQCPcHX7i+3cgB9MqDA3rEK1QYaKN8BrOxAn0X1H40VFH0RSjWTa18IIf7LtFl0ZMiPffNLp06dmD59OkuXLiUiIgJvb2/8/f0fuo+joyN3795l5cqVuapeYGoje7Dx3lxW6yIjI9m7dy/29vYsWLAgy8/tMuIpfz3JR/+C/L0hOjo623VRUcaeSjmtnmTeJrxv377H/r4ZHR2d5TzW5rHmpqKTaVvT88mK+brcVouqXLkyTk5OJCYmcvLkyeci+ZS5+OgTSEtLw97eXhJPFuDp6ckHH3wAwLqrdkQkZb5ZbQuz5cpda5ydnRk7dmyWtWfzWuHChSlSpAhavTHJU6hyKdw8Pbh+/XqGiRXzS+XKlYmOjuaa3kCaohB5b/nTLD34MJcvXyY4OJjr0SHExsayceNGrK2t870R1jSRfGE3V3o0rY9XMY8My4UQuWP+GrZkUsWUOD0UGsqVqChik5JwdHS02GjPB/3555906dKFoKAgS4ci7jF96E82GDAoCin3Gsvze+STTqdjzZo16ognvcFAbGwsBw4cyPPrxcPDg5o1awL3E0bmXCvUxPuVYXg1DFT/NyWgnEr4oLHKoi9XWhLaO8Za4fk1ak0UYPv33088ASQmGJNRD9LrM26XjQpdNFTpo6HS6xqqDXh4A4X/UA1Np2mpM0pD+HZjAknRgUc27WZ+gzQkRSjqiCY1tOSMv19ep3B8jpIp8WRlBy/9AIEbtTT7xkotCSiEEOK/qZzD45XR1gBlH3Pf/OTp6UnDhg25efMmBoMhR534KlasCBhLbOWGaS72rMrqAaSmpqolyMxdv24s8+zj45NlA35cXFyW+4mnx9rWCmubx2tztXcsuK+Ly5cvZ7k8JiaGmBjjHFc5rfjg4uKiTn+S29eKuUuXMn9/g/uxFi1aNMcjk+B+/DExMdkmoC5evPhYxzYxfceNjX28sqXPmjzNPpQqVUrmcLKg1q1bU6tWLXQGDasuZxy6nJIOqy4byxsNHjw43xqRXFzulf1LM3bLvBscTmyE8cXr4OCQ3W5PTUxMDMHBwRyNjeEWxvmeihQpYrFyQi+88AKVK1fGw90DNzc3unTpku+jngC1l0CiTs+56HhO3I4DsMg8WEI8y0wN5ua9lSw5r1H16tWxsrLidkIC2y8YPyD5+fkRFBSETpdNt/d8FBAQwOrVqy1y3xNZM70fJun1JN9rBLeyslLLs+aXoKAgunTpQmSksZuIohhwc3OjYcOGT+V6adfOmEyyun3hfhm0ezRW1rhWrI3W1l79v2STrni/MgzXCjWzPJ511CU0KFStWpUyZcrkebziGZNVj0izUiM4OkK5ctC6DeSgHKmVrYaq/bW8OFSLjfPDkzsajQbPWhruhmQcMWVlD9YPFCHQ2sLx7xU2djcQcfDhMZSob0w0PUifCok3NVjZSdJJCCGeBz29Hq9aSnN3F0raF9xGdnO9e/emQYMGNGjQIEdzPps+V/7666+5+s7VpEkTADZt2pRlee7169dnudzUthYVFZVlm+zixYul3F4+02g0FC3j+lj7epZ9vP3yw6pVq7K8Bn///XfAmBfITblx02tl8eLFjx3Tb7/9luXyX3/9Fbj/usopb29vSpUqBcAvv/yS5TaLFi0CoGnTprk6NsDZs2fVEpvPy/fEPE0+BQQEkJqayr59+/LysCKHNBoNQ4cOBWDvTRtuJ9//0vfPDVvu6rR4eXnxyiuv5FtMpsYqjV6BdAOuVctQqdoL+Pr60rFjx3yLw6Rnz55UrlwZazc3bt4ruZfdhHn5wdbWliJFimDQ6NFqtbzwwgsWGSXh6emJu7s7sbGxHDtzRs2+V6lSJd9jEeJZZmowP336tLrswbnC8pO9vb06keZf54w1x1NTUy062sg8MWdjY0NgYOBzVXKvoHNzcwOM5faS75Xec3V1zZfR0uZMiUlT5wiDwYBWq6V06dJP5Xpp1qwZDg4OaFPuoo3PejJbc6aEFMCdi4dR9GZf6BUFq0hjj9X27dvneaziGRQXl3mZohhL7LVqA736QNv2UO7pzQ1WuoUmQ7Io4iCkJ93/XWsHhjTQxQM56Evo84oW/yFaitYCp1IZ1xUqnSchCyGEeAZUcXagbuHclZ0C6FfSsvOJ5kbz5s1ZvHgxixcvzlEH3ddffx0fHx/Onj3L0KFDuXbtWob1er2ew4cP8/HHHxMREaEu79ChA15eXty8eZORI0dmmBNn3759TJ48OcvPwT4+Pri6uhIREcGsWbPQ3/sMbzAY+O233/jpp5+e27l2Lal4Obdc72NjZ4W714MlwAuOu3fvMmrUKBLMSkdv376defPmAcbBDrkpGzh48GCKFi3Kjh07GDVqVIbXAxgrrO3Zs4f33nsv22Ps2bOHefPmqVOZ6PV65syZw8GDB7G2tqZ///65eYpoNBr+97//AbBw4cIM7SZpaWlMmjSJU6dOYWtry8CBA3N17PPnzzN69GjA2Okzt4mxZ1Wetoj169ePv//+m/Hjx7No0SJKl5ZvHvmtcuXK1KpViyNHjrDzui1dK6SiKLA93NijpFu3bvnaEOrk5ISNjY2xt0dqOlpHGzxci6BRFIuUdCtdujQlSpQgLS2Ni/d6hJiGNluC1b2JpfX3Cu9b5XCi6bxmbW3NwoULOX/+PHv27KFx48a4uLhQtWpVi8QjxLPK1GAeHx/P0aNHAcu9rk3Kly/PxYsXSUpLA4wT5LZs2dJio41khHTBZko+Jev16nxPpmX5yZSY/PnnnwEwGB4xsc0TcnR0pGXLlgQFBWEVEYyhUOa64VmJu3KcK+tmG0dB3UtGaRIi0SbHYmdnR6tWrZ5m2OJZoWRTSi8xEfKpE5RrBQ2tftLwz3CFFLNy/baukHYHDFnM2/Qw9u6QcB1izhhHOxWpCtFnwKsxFPaRUU9CCPE8+aJiSQKPXSJJ/+jSsQDtPArRukjBbWB/Uvb29sydO5f//e9/7N69mzZt2lC6dGmKFClCUlISoaGhpKSkAKgdyME4gmnatGkMHDiQv/76i127duHj48Pdu3cJDQ2lTZs2xMbGcujQoQzfMW1sbBg+fDjjx4/n+++/548//sDLy4sbN24QExNDly5dCA8P5+DBRwxrFnnKwdmOkhWKcP1S9vMkPai8fwm02oL7OWrYsGF89913NG7cGB8fH2JjY9Wyj+3bt6dbt265Op6Hhwdz585l6NChrFu3jg0bNlC2bFkKFy5MfHw8oaGhjxw9OGLECL766isWLlxIyZIlCQsLU+c4Gzt2LJUqVcr18+zatSunTp1i2bJlDB8+nClTplCsWDFCQkKIj4/H2tqaSZMmZTuY4fbt23Tv3l393WAwcOvWLSIiIlAUBWdnZ2bMmJHr+aKeVXmahbCzs2PhwoWMHz+ejh070rZtW/z8/B5Z/7Bz5855GcZzr0OHDhw5coR9t2x4zSeV64lawhKssLGxoU2bNvkai0ajwc3NjcjISDSp6SjWWjT3Gh4t0Zil1WopVaoUV65c4eK9ZSVLlsz3OEweTD5ZcoSEh4cHHh4eNGrUyGIxCPGsMzWYL1++PMMyS3pw8s3SpUs/F5NaisdjPudTyr1ek487+WteMI240t9LPj3NEVgBAQHG5FPMFXTpDcH60T1EC3tXx/uVYRT2rq4us444B0CLFi0eqwa4+A96qRWcOA4hV8G8VImzMxw9AlevQOUXoOrTm4M08rjC0ekKLmXAwQPiQ8GrEVg7wJUNuTuW1tq4X+RRBb2x7Qw7N3j1by1am4LbYCKEEOLpeNHFkV/8ytP/1FXiH5GAal2kED9UKYc2F6MjnkWlSpVi1apVrFy5ks2bN3PhwgVu3bqFm5sblSpVonbt2rRq1SpTe1StWrVYtWoVs2bNYv/+/Vy8eJHSpUszYsQIBgwYwOuvvw6Q6TPm66+/TuHChZk/fz7nz5/n6tWreHt7895779GtWzf69OmTb89d3FemSjEMBoWbV2Ieup1GA94veuFRgEc9gbGs//Lly5k9ezaHDx8mKSmJSpUq0a1bN3r06JGrUU8mVapUISgoiKVLl7Jt2zauXLlCeHg4Hh4e+Pn5Ub9+/YfOoduvXz+8vLxYtGgR58+fR1EU6taty5tvvvlEI4s+//xzmjRpwtKlSzlz5gzBwcG4u7vTvHlzBg0aROXKlbPdNy0tTe2MbOLo6EilSpVo3Lgxffv2xdPT87Fje9bkeUt3eHg4t2/fJiUlhfXr17N+/fqHbq/RaCT5lMcaN26MtbU1t5LgVpKWY7eNf+batWvfn4MpHxUpUsQ4Z0NKOlgZG41cXFwsNg9K8eLFuXLlCqYCOQ82zOYnU7IpXTE2RFh6hIQQIm+YJ5It/bp+cE47S81xJ54Nrq6uAKQYDOqcT6ZllmBKNpnKKDzN5FPVqlXx8fHh8uXLWN2+iL7EoxMB5uX3AEhPwyraOLmtJcoLiwLKzQ2at4CfgjMuD71m/Aewdw9U8oWn1GHhzEID8WEQH2b28NuhSj9wLAbJ0cZ5oDQaY0XA9MRsDqSBGu/BtS0KxWqCw3pIiwfvAEk8CSHE86yxmwtb6/gyL/w2y2/FcDc9YxKquosj/UoWoWtxd6wKaOJpyZIlud5n1qxZ2a6zs7OjZ8+e9OzZM1fH9PHxYebMmZmW6/V6tYSfl5dXpvVt27albdu2WR7zcZ6beHIajYbyfsUpXNSJW1djuBOZ8QOWRqvBw6sQJXzccXZ1sFCUuVO5cmW+++67R25Xr149zp8/n6Njuri48Oabb/Lmm28+Vkxt2rTJ8WCLYcOGMWzYsBxt27p164cmvh7UpUsXunTpkuPtnxd5mnwKDg6md+/eJCcnA8be3m5ubhZveHveODo6UrVqVU6cOEFwrBVnorVER0dTvXp1i8RTpIhxAkpN8v3kkyUbP4sVK5bhd0uU/zNRFIWQkBBKlSqFtbW1xUdICCHyhnnyyZIjGgEKFSr00N/zm3lvKJ1OR1BQEAEBAXL/KyBMiaZ0RSHx3sgn0/yNlmBKNqWkphAdHZ2rCWxzS6PR0KlTJ2bMmIF1xDn0xasaW+JzwSrqIhqDnnLlyuHv7/+UIhXPLCdnSEzIclWKgz1/XztCe+862Gjz/ruTm6+GqFMPlD01wNmF93/NNuEEFK8Pdy5ChUA4Pgf0qQp2rlChC0SdgpQYBSiYjYlCCCHyR1kHOyZWLMVYby/2xMYTrUvHTquloqMdfi6Olg7vmffXX38RHx9PpUqVLP6dTuSOe3EX3Iu7kJKYRsKdZPTpBqxtrChUxBEbO8u2FwjxtOXpFT579mySkpIoXbo0X3zxBXXr1s33CaqFkSn5dOWuFfuv3iU4+AJRUVEWiUVNNCXrwEqTcZkFPFg+yJQcs4TNmzer9VHLlSsnja9C/EcUpOST+YhXOzu7AnWfCQoKokuXLqxevZrAwEBLhyMwztVoZWWFXq8nLt04RtiSySdTB6bgC2cJDg7OspdnXmrTpg3fffcdacmxaBMiMbjkohyComAdYRzZ8sorrzxW2QnxH9e9OyxaCHqzOcwcHLhcoTR9g9cStfsA3x7dwPDanengXSdPH/rFoRqK19FgW1hh32cKSbdyvq99EWjylfG1eOeSwun5xt7sqXfgzL3kVcQhhUJlFIpUleteCCGed45WWtp4WO7z47Ps6NGjhISE0L59exwc7o+E2bZtG5999hlArkdSiYLD3skWeyfLVIESwlLyNDN07NgxNBoN3377LfXr15fEkwVVrFgRgLMx1ti7FKFy5coMGDDAIrGYEk2aFB2aZOPcRpYcbfRgI5ole4x07NgRd3d3tTHNUqUIhRB5y3zEr6VH/zo6Omb4WafTsWbNmkdO3JkfAgICWL16NQEBAZYORdyj0WjU98U7BSj5VL6sN5UrV6ZcuXJP9fFcXFxo2bKl8bHvzd2UU5rE22iTorGxtc225Il4zllZw4Of9ZKT0Vy7xivproxKL44mIZ5RuxYTkxKfpw+t0WooXleDu6+WDkut6PCHhlrDNdg4kf2ApXvL0+Ih+A894f8oFPYGTXZva5J3EkIIIZ5IZGQkY8aMoVatWrRq1YquXbvSsGFD3nrrLeLi4mjTpo0675MQQjwL8jQ7lJycjIODA1WrVs3Lw4rHUKZMGQBuJlmh1WqpUqWKReZ7ArNEU3K6cd4nLDvayDzZ5OzsbNFRCZcvXyYmJob4eGMDg53doyc3F0IUfAVp5JOTk1OGn02jjYKCgvI9Fp1OR2RkpDp/j42NDYGBgQVqNJa4n2yKvzc6w5KdNEzJJ0VRKFKkSL5cK6a5mqyir0B6Wo73M416atG8uZRCEdnzfzHTovJ3UxmpeDHAUIyVuoo4W9liq3267x2Onlq8A7S8sk5L63lQsgmUbYeaQLJxAe5V6TOkwamfYN9nBk4vVHB/YH5lrQ3U+lBDkSqSfRJCCCGehL+/P/3796dixYrEx8dz9uxZ0tPTqVu3Ll999RUzZ86Ujv5CiGdKnn6rKVu2LFeuXEGv11u8p/fzrkSJEg/9PT+Zj3wyzflkyZFPzs7O6s/mjbKWUL9+fXx9fTEYDBgMBkk+CfEf8WDCac2aNRab16hcuXJ07tyZq1ev0qlTJ1566SWLjTYKCgrixIkTVK5c2aKdEMTDmb9PAhbrvAL3k086vXGkXn4kc/38/ChbtizXrl3DKvoyes8XHr2TXodV9GUAGcknHq56DahaDWJjYd0aMBgyDBgqjDULW72Ns23+TDqdnqrwz4eQdhfs3FATTrpsBl7Fhyk0mqjl/HIFKzsFazsNZdtosHeXxJMQQgjxpLy8vBg9erSlwxAig+3bt1s6hAxKlSrF+fPnLR2GyKE8TZd37tyZtLQ0tm7dmpeHFY/BxcUlQwk3Szby3Z/zKR1SdBmX5TOdTsf+/fvVXveWTj65uLig0Wi4cOECMTExnDhxokCUwhJCPBnzDhjnzp2z2EgjMJZRGzFiBN999x1t27a16GijgIAA/P39cXNzy/fHFjn3YLLpwWRUfjJdp2lpqUD+lLHUaDR06NDB+HiRF3K0j1XMVTR6HV5eXtSoUeNphif+C2xsoFgx6D8QXqwOQDoK0ei4UNWbqiUq5FsoVzcZE08AqbHZb+dZFzz8oVp/LaHbFc4vVbi0GrwaSeJJCCGEEEIIkbU8TT716dOHhg0b8sknn3DkyJG8PLTIJY1Gg6urq/q7JRv6TIkvTZoeTZIuw7L8FhQUxIcffkhsrPHbtb29vUXiMHFwcMDNzY3KlSujKArTpk2zWAO1ECLvmDeQV69eXeY1usfGxoZixYpJqYgC7sGOGZZMPplGOqXp0jL8/rS1bdsWrdYKq4QINMlxj9ze6vZFANq3b49GIw3xIoesraF+Aw61bEDvYnf4pqorFRq2ytcQiuSgWnphb2j8pZYWM60oVE5D+D/G4VFpdyHyqPKUIxRCCCGEEEI8q/L0G/z333+Pv78/p0+fplevXtSsWRN/f/9Hji5555138jIMcY+zszORkZHqz5ZSqFAhrKys0Ov1aCw851NAQAA//fQTixcvBiw/x5KDgwNarZYiRYpgMBiYMGGCNFAL8R9g3kBub29PYGCgBaMRInce/NxmyVHCavLp3sin/BqxV6RIEerWrcP+/fuxirpIeuna2W+cmog27joA7dq1y5f4xH9LnQrVWVqhukUeO+kWWDuBkg761PvL7dxBdxcM6RB3BdZ2NNB8hgb3ylq8O2iIOmVMOl1co1D6JQVbF0m6CiGEEEIIITLK0+TTnDlz1N6eiqJw5MgRjh49+sj9JPn0dJgnViw5wker1eLm5kZUVBQABoOBXbt2WaTsk42NDR07duSXX35Rf7ckB4f79fy1Wq1aEksI8WwzTz7l10iNZ4WMCin4HB0dH/p7flLL7umMreL5+Xpq06bNveTTZdJL1YJsrl2r6MtoMM4VZck5NoV4HMG/K6QnZl6edhfsCkNKtPF3fQoc/07hpdlQto2Ww9P0GHQQfw2ubFCo3EPu7UIIIYQQQoiM8vQbfJ06dfLycOIJmScxLN346e7uriafkpKS6NatG6tXr7bIaADz82I+L5YlPNib3JINfEKIvGN+z82POWqEyEvmHSMUReHPP/+kY8eOFukcYXrM1FRj8ik/37cbN26Mra0taSlxaJKiUZyynq/SOvoKAK1a5W+5NCHyQrEaGu5cUrB2gPTk+8uV9PuJJ5PUOEiKUHD01KCYVdtzKCal94QQQgghhBCZ5WlGYsmSJXl5OPGEzOfUsHRP88KFC6s/V6hQgU8//dRi5eUKUqNwQepdLoTIO+b3FkvfZwoSnU5HZGQkjo6OMu9TAWaefEpISODVV1+1eIeRlLQUIH870zg6OlKvXj12796NVXQI6Vkln1IT0SYYSxw3a9Ys32ITIq+8+JaW0i0UbF0Vtr+tkBoLWhsw6DJvmxAG/35ioNkMLVa2kG6spk3UCSgruVchhBBCCCHEA6Tl5z9Mr9erPxsMBgtGYpz3ycTNzc0iJfdMzBuuLJ2Uk+STEP9N5okVST7dFxQUxIkTJ4iNjbV0KOIhzJNPpUqVYvXq1RbrMHJ/5JNxSEZ+j1hu2rQpAFax17Jcb1petWpVPDyyHhklRG6l6XXEpMTn2+O5v6DBuYSWl+Zoqf6OhhINQWv2UtOY5XxjL8C6TgbSk8wOIN8ohRBCCCGEEFmQrwr/Yemm7ogP/GwJ5sknFxcXC0aSsSFYUSxbJkSST0L8N5nfZ2SEz30BAQG8+OKLuLm5WToU8RDmc0Y6OjpatMOIKdmUpkvL8Ht+adCgAQaDgdCzR1CiQ9AkxmT4ZxVzFTCW6BMiL9xOiqPd6s9ouHQUP53cnK+P7eylQaOF6/+AIe3+crdKGbdT7vdvo3AFqP62vM8JIYQQQgghMpNZ0P/D0tLSsvzZEswTTgUp+WRpDzbm2dvbWygSIUReMk84SfLpPhsbG4oVK0ZSUtKjNxYWY558Mv/ZEh58/PxOgrm6upKUlMT169fh77mUK1cuy+3q16+fr3GJ/64jEZe4kRADwPpLBxji3y5Pj2/QK2itMo/8vxuqcHSGAX0WXxlizkJhH4i7nHld+fYarGwtW0lACCGEEEIIUTBJi9h/mE6ny/JnS3B2ds7yZ0soSA3BD5b9y+8e3UKIp0OST9mz9IhT8WgFKfn04PuilZUVa9asydfPNV9//TUVK1bEz88PNze3TP+aN29OhQoV8i0e8d9Wp3hFSrsYSzi2LVczz46bfFthU089q9sZuLblfjluQ7rCyZ8M7B5p4PZxY6KpiB/wQD4p4cb9n63soHB5eKG3Bp+OkngSQgghhBBCZO25HvkUGxvLokWL2LFjB+Hh4eh0Otzd3alRowa9e/emdu3aWe6n0+n4+eefWb9+PaGhodja2lK5cmV69epFmzZt8vlZZK8gJZ/My8k5OTlZMJKCVXbvQZaeg0oIkTck+SSeZeYJH0t3ivD392f58uWkp6dja2vLnTt3GDJkCKtXryYwMDBfYmjbti0XLlzIl8cSoohDId6u3oExu39mwektNPSqTO3iFR/rWBFHFG4dUCjTSkNMsELivQTSoSkK7i8ouJTSEPKXwvk/Mn4evnMJeOAjsj4Z3CtDqRYaKgZq0NrIZ1YhhBBCCCHEwz23yaeQkBB69+5NZGQkWq2WkiVL4uzsTGhoKJs3b+avv/5i9OjR9OvXL8N+qamp9O/fnyNHjmBlZUWFChVITk7mwIEDHDhwgMGDBzNixAjLPKkH6PX3C7Jbes4n8+ST+UTmlmCe4JFkjxDiaZD7jHiWmSecLDXXk0njxo3ZvHkzaWlp2NnZodVqqVixIgEBARaNS4inaWfYKRQgVa9j4emtHI64RGDFBng6uma5vSFd4eS2OG463KJFQ2+Sr9pgSFfYM0bBoIOQvxRazNKgsTLO16Skw/XdCpW7a7B11mDKNNkWhrQ4Y6IpS1rwfV06VAghhBBCCCFy5rlNPn366adERkZSrlw5vvvuO7VcSmpqKt9++y0LFy5kypQpNG/ePEN9/6lTp3LkyBFKlSrFvHnz8Pb2BmDbtm28//77zJs3j5o1a/LSSy9Z4mlloCgKBoOB2NhYiyefzOcyKkjzGhW0kU9CiP8eST6JZ4219f2Ph5ZOPoHxc4P5Z4f8GvEkhKU4WN9PAG8PO8n2sJPsCDvFsoBRWW6/d2oKt/52Qa9xZHat05Q7/KKxbN69j7mGdHAppeHFtxSOzwZrB/CsZXxvKtVMQ92xGpKjAI3CqZ8ALVjZgj7FuL/WFuzdoeZ7kngSQgjx39W7d28OHjwIQI0aNfjjjz+y3TYhIYFGjRqRkmJ8s3znnXcYNmxYvsQpxPMuPDycli1bZlqu0WhwdHSkXLlyNG/enH79+lGoUCELRCjMPZfJp4SEBA4cOADAqFGjMtTpt7OzY9SoUWzfvp2QkBD27NmjJp+ioqLUN58vv/xSTTwBtGzZkkGDBvH9998zZ86cApF8qlGjBkuXLiU4OJjExESLxmLeaGTp+SPMSaOwEOJpkHtL9uTcFHzmCaeCkHwS4nlT2C5zieqIxDusvbSfl8vXwtbq/uvyVmIsJ0/GUYzSWClWOF0talxxL/FUpiV4d9SisdJQsYsVJZsoWNuBbaH79+Kyre8nlYrXVrB2MM7rFHFEwc0XCpeTpJMQQojny7Fjx7h69Srly5fPcv2ff/6pJp6EEJZTrVo1tXKHXq8nMjKSM2fOcObMGdasWcNvv/2Gl5eXhaN8vj2X3yTS0tLUES+lS5fOtF6j0VCqVCkgY7m67du3o9PpKFeuHPXr18+03xtvvAHAmTNnCA0NfRqh58r48ePZu3cvS5cu5eOPP7ZoLOYJp4I08kkIIUT+khGnBZ/5yCfzn4UQ+eOtF1+mSckqaDEmiGy0VkQk3WH07p8Zv/e3DNuuuLCXdS+u4IZ7GGfLH6NkryTu7Ya1I9QarqXoi/cTTY5FNRkSTw9yraDBuaQGBw8N5dpqJfEkhBDisaTqDMQnp5OYokdveLY+/5s6mq9duzbbbUzrzDulC/EoeoPCjTvJXL6dQGS8JC/zwsyZM1m6dClLly5l+fLl7Ny5kxUrVuDh4cGNGzeYOnWqpUN87j2X3ybc3d0pXrw4AEePHs20PjExkeDgYAD8/PzU5cePHwegVq1aWR7X09NTTVqZtrUkjUaDu7s7b7zxhsV7LheU+SN0Oh1r1qzBYDAA0ggqhBBCPEiST0JYViE7R96q3gEPB2OZEJ1Bj3JvKNO1u7czbOvnUZYwz6v8EPA15YbH8UpnX9ou1uL3poaXZmuxdpDRpkIIIfKHwaAQHp3C7jMxbDpym60novn7eBR/HrnNyZB44pMtOx1ETnXo0AEbGxvWr1+fZZtRWFgYR44coWrVqlSsWNECEYpnTeTdFGZuvUjjr7fTcPJ2Wn7zD3W/3Ea7b3fx6/5rJKY+G6+NZ4W/vz9Dhw4F4N9//7VwNOK5TD4BDB8+HI1Gw9SpU1mxYgW3b98mOTmZkydP8tZbbxEVFUWnTp0yJJpCQkIAKFOmTLbHNa27evXqU43/WVNQ5o8ICgqiS5cuxMbGAuDs7GyxWIQQQoiCyPw928rKyoKRCPF8OnTrIj02TiMyOQ6AMs4edChfmxpFvWlfvhZnou5XWGhe2o+1r4zl95dH0LeqsfZ9oTIaKnfXUthbEk9CCCHyR1Kqnh2nYjh0MY6oeF2GdTq9wuVbSWw9EU1weIKFIsw5V1dXmjVrxo0bN9QpO8ytXbsWRVHo3LnzQ48TFhbGJ598QsuWLfHz86NOnTr07t07Q4doc+Hh4fj6+uLr6wvAvn376N+/P7Vr16Z69ep069aN7du3P/Qxt27dysCBA6lXrx7VqlWjWbNmjBgxQu1gL/LfuuPXaTxlBzO2XuBmXMbRTsG34hm39jTNp+3kVHichSJ8tJdeeglfX18OHDhAcHAw77zzDvXr18ff359XXnmF3377LdM1feDAAXx9fdVpaVasWEHXrl2pWbMmvr6+3L17V902ODiY4cOH07RpU6pVq0a9evUYNGgQ27Zte+yYS5YsCRirnwnLem67s3bq1AkXFxd++OEHxo0bl2Fd0aJFmTBhAt26dcuwPC7OeCMoXLhwtsc1rTN/EWUnq8nRTG7evEmJEiUeeYxnRUHpRR0QEMDq1atJSEjg0KFDmf7GQgghxPPOPOEkI5+EyH8hdyPUkU61PSuwuN37WGutmHl0PV8dXIFWo2FBm3dp4FUZAF/3UpYMVwghxHMuVWdg99lYklL1j9z2XHgiCvBCqYLdETgwMJCtW7eydu3aDNNuKIrCunXrsLGxISAggMOHD2e5/7///svbb79NUlISDg4OVKxYkbi4OA4ePMjBgwfZunUrM2fOzPaz9ooVKxg/fjyurq6UKVOG8PBwjh8/zltvvcWMGTNo3759pn0++eQTli1bBkCxYsUoVaoU165dY8OGDWzevJnJkycTEBCQB2dH5FTQyRu8v+w4jyq6dDs+lR7z9rP8fw14oUSh/AnuMRw/fpzvv/8ejUaDt7c3d+7cITg4mM8//5yjR48ybdq0LOd4/uyzz1i6dCmenp54e3sTFhamrlu7di0ff/wx6enpuLi44OvrS2RkJLt372b37t307NmTTz75JNexnjp1CpDSmAXBczvyCSA0NJTo6Gg0Gg1eXl5UrlwZR0dHbt++zfLly9UL1SQ1NRV4+MgdU3k5mXgwo4KSfLKxsSEwMJDevXsza9YsfHx8LBaLEEI8b3Q6HZGRkVn29BMFh3nySat9rj8qCmERAd51ebl8bV4sWp4RtQOx1hpfk+diwgEwKArD/1lA8L3fhRBCCEs6cfVujhJPJsHhicQm6B69oQU1a9YMNzc3/vrrL5KSktTlhw8fJiwsjKZNm+Lu7p7lvtHR0XzwwQckJSUREBDAnj17WL16Ndu2bWP+/Pk4OTmxdetWvv/++2wff+LEiXzyySf8+++/rF69mn379tG7d28UReHrr7/O9H1qxYoVLFu2DBsbG6ZNm8bu3btZtWoV//77L71790an0zF27FguX76cNydIPFJsYhojVpx4ZOLJJD41nff+OPZ0g3pCs2fPpmnTpuzevZvVq1ezfft2vvvuO+zs7AgKCmLFihWZ9rl16xZr1qxh9uzZ7Nq1i5UrV7J7926cnZ25ePEi48aNIz09nf79+/Pvv/+yatUqdu/ezddff421tTW//fYbq1atylF8er2emzdv8vPPPzNv3jy0Wi3/+9//8vo0iFx6blsUJkyYwKRJkyhUqBAbNmxgx44drFu3joMHDzJy5EjOnDlDr169OHPmjLqPnZ0dYGw8y45pOJ+9vf0jY9i2bVu2//5Lo54gY0OWlPC5P/fUw64lIYT4rwkKCuLkyZNq6VNRMJknnOQ9W4j852Bty/TmA2noVZk3Nk6lxpL3qP/7CA7fvIC1xviajElJ4OczDy+9I4QQQjxtyWl6bsSm5nq/K7eSHr2RBdnY2NChQweSkpL4+++/1eVr1qwBeGjJvaVLl3Lnzh28vLyYPHlyhukemjRpwocffgjAzz//TGJiYpbH6Ny5Mz169FA/l1tZWTFq1CiKFCnCzZs3OX/+vLqtoij8+OOPAAwYMICOHTuq62xtbRk3bhzVqlUjNTWV+fPn5/JMiMe17HAYKbrcdbq8EJHAvsvRTymiJ+fi4sLUqVNxcXFRl7Vq1YrBgwcDMHfu3EzzpOn1et59913atGmjLrO1tUWr1bJw4UJ0Oh01atRg9OjR6oAOML4G+vTpA8APP/yQbUwtW7ZUy1VWqVKF5s2bM2nSJF544QUWLFhA69at8+S5i8f3XCafgoODWbp0KdbW1syaNSvDBIE2NjYMGjSILl26kJqayrfffquuK1TIOPTRVH4vK6Z1pm2FkTRkZWSaeyooKAhXV1dAzosQ/yU6nY7o6GgZ4fOAgIAAXnzxRdzc3CwdingI8/fsrMomCCHyx7xTxsau5PQ07qQmkpCeSrqix/SqrOUpI/iFEEJYVkhkco5HdpgLj04hLb1gf1cyJZjWrl0LGCscbd68GVdXV5o3b57tfrt27QKgR48eWVZO6tq1Ky4uLiQkJHDsWNYjXd54441My2xtbXnhhRcAYyUnkytXrhAebhwN3bdv3yyP179/fwB2796dbdwi7yiKwu8HQh+9YRZ+PXAtj6PJO6+99lqWgy169uwJGOc5u3r1aqb1gYGBWR7P9FoxJZkeZLpuszsuQLVq1ahZs6b6r2zZstjY2HDq1CkWL15MdHTBTeY9L57L5NORI0dQFIWyZctSunTpLLdp0qQJACdPnlSXlStXDoBr17K/EZjeAEzbCiNpyMrINPdUQEAAw4cPp3Tp0owZM8bSYQkh8sju3bsJDg4mNjYWR0dHS4dTYNjY2FCsWDEp5VbAmf99Huy5JoTIH9cTokk3ZC5hZKe14YeWb7Gq4xheq9TIApEJIYQQ991JTH+s/QwKxCc/3r75xc/PjwoVKnDgwAFu3rzJ33//TWJiIh06dMgwQuNBpkbySpUqZbnezs6OMmXKAMbEUVbKli2b5fIiRYoAZCgFaHo8d3d3df2DTLHcvn2bhISEbGMXeeNucjqhMY83uu/sjbt5HE3eyW7qEnd3d7UM5YNJIjc3tyxLVMbHxxMVFQVk/1opVqyY2mE/u9fKzJkzWbp0qfrv77//ZteuXbz88sv8888/9OjRQ61SJizjuWz9MQ1rzUkSxPwCrV69OgBHjx7NctuIiAi1t4FpW2Fkfq6l0fH+3FM2Nja0aNGCpUuX0q5dO0uHJYTIIz169GDs2LGMHDmSBg0aWDocIXJFOowIYXkuNg5ZLv+8YQ+al/GjqkeZfI5ICCGEyMxgePyOSvon2De/dO7cGYPBwPr169URUA8ruQf32xyzSwQBFC1aNMO2D8quA6Ppc7p5BzHTMTw8PLJ9PPN12T2myDsp6TmfA+1ByWmPv+/T9rBr2nSNPXh9ZXctm2/3JK+VrLi7uzNp0iSKFi1KSEgIy5cvz/G+Iu89l1mA8uXLAxASEkJYWFiW25iGopq2BWMdSRsbG0JCQti/f3+mff744w8AqlSpkm0vheeVNF4JIZ4nNjY2fPnllwwYMECdL1CIZ4WMfBLC8grZOdK4ZJVMy28mxVJjyXvUXPIeR25dskBkQgghxH02Vo/f1mNjVfCbJDt16oRWq2Xp0qXs27cPb29v/P39H7qPk5MTwEPLfd2+fTvDtk/CdAzTKJKsmK/Li8cUD1fIPnO5xRzv62Cdh5HkrYdd06ZrLKfXl/l2T+O1YmdnR7Vq1QA4fvx4rvYVeavg3+mfgsaNG+Ph4UF6ejrvvvsuFy9eVNfpdDrmz5/P6tWrgYw9Gjw8POjWrRsAH3/8cYYhf9u3b1cn7nv77bfz4VkIIYQQQuQ98w4j0nlECMt5w7dJht81wKyjG0hOTyMpPY1BW2ajl7kFhRBCWJCn2+N1tLO31eLqVHAb2U08PT1p2LAhN2/exGAwZDt3jTlTJ/YLFy5kuT41NVWdssPb2/uJYzQ9XkxMTLYJKFO7Z9GiRXF2dn7ixxQP52BrRX3vzKXmcuKlyp55HE3euXz5cpbLY2JiiImJATIO4ngYFxcXdbRUdq+VyMhI7ty5Azzea8U0B7fpGMIynsvkk4ODA9OmTcPR0ZGzZ8/SsWNHXnrpJTp37ky9evWYOnUqAG3atFEnTTMZOXIkNWrUIDw8nICAAF555RVat27N0KFDSUtLY8CAAbRq1coST0sIIYQo8GQkTcEn5XGFsLyw+Cg+3Lkgw7IKriUwcP8empyeRkxKfH6HJoQQQqhKFbHH1jr3nZXKF3N4Zjo59e7dmwYNGtCgQQM6der0yO2bNm0KwO+//45Op8u0fuXKlcTHx+Ps7EzNmjWfOD5vb29KlSoFwC+//JLlNosWLcoQm3j6etcvl+t9tBroWa/gllZetWoVqampmZb//vvvAJQqVSrHySe4fz1md90uXrwYgDJlyuTquADJycmcPXtW3V9YznPbutCgQQM2bNhAnz598PHxISYmhosXL2Jvb0+TJk2YPn06s2fPxsrKKsN+9vb2/PLLL4wYMQIfHx9CQkKIjY2lbt26zJo1i48++shCz0gIIYQQIm9JslCI/GdQDLz59xzSDBknYr9452aG351t7PFwKJSfoQkhhBAZWGk1+BTPek6X7NhYaShXLOu5DQui5s2bs3jxYhYvXkzx4sUfuX337t1xdXXlxo0bjB49moSEBHXd3r17mT59OgD9+vXLdj6c3NBoNPzvf/8DYOHChQQFBanr0tLSmDRpEqdOncLW1paBAwc+8eOJnGlb1RNvj9yVinvZrwSl3Z/8mnha7t69y6hRozJc09u3b2fevHkADB48OFdJ5QEDBmBjY8OxY8f4+uuvSUtLU9etX79eTUoNHTo0V3HGxMQwZswYbt++jUajeeQ8beLpKvhjXJ+iUqVK8fHHH+d6P1tbWwYPHszgwYOfQlT/TeaNV9KQJYQQQhRcz0ovVCH+q5J0qVy9G5Htei0a/DzKMr7BG/J6FUIIYXG+JZ24m5zO9ejMIyIeZKWF+r6u2NtaPXLbZ1WRIkWYPn0677zzDkFBQWzbtg0fHx/i4uLUeedbtmypJozyQteuXTl16hTLli1j+PDhTJkyhWLFihESEkJ8fDzW1tZMmjQJHx+fPHtM8XDWVloW9a/Daz/u43b8o18bL5Z2ZcprD59PzNKGDRvGd999R+PGjfHx8SE2Npbr168D0L59e3WqmpyqWLEiEydO5OOPP2bhwoWsXLmSsmXLEhkZSUSE8bNwjx496NKlS7bHeO+997C1tVV/j46O5saNG+h0OrRaLSNHjnzkPG3i6Xquk08i/0jySQghnl86nY6goCACAgKws7MjOTnZ0iGJh5Cye0JYlrOtA/2rtmLxmW0oZP7cPMS/He/VenTZHyGEECI/aDQa6lQojKNdAlduJaHPZjpCFwcravoUxt3ZJn8DtIBGjRqxbt065s2bx969ezl//jz29vbUqVOHLl260Llz5zz/zP3555/TpEkTli5dypkzZwgODsbd3Z3mzZszaNAgKleunKePJx6tbBEn1rzVkA+Xn+Dg1Zgst7HWauj4ohdfBlbD0bZgN9NXr16d5cuXM3v2bA4fPkxSUhKVKlWiW7du9OjR47E6RXXu3BlfX1/mz5/PwYMHCQ4OxsnJicaNG9O9e/dHTm1z+vTpDL/b2dlRokQJatWqRY8ePSTxVABoFMkEFEgtW7YEYNu2bRaOJG9ERETw6quvAjBr1qw8qWsrhBDi2bBmzRq6dOnC6tWrsba25uuvv6ZXr1552ttPPDlTkrBdu3a0bt0aMH4ZGDFihIUjE8IyLPV5XFEUAtZ8zuW4W2g1WtzsnIh+YG6nea3foUmpqvkalxBCCPEoaekGQm+ncCMmhVSdASutBhcHa8p7OuBRyPbRBxDiPyr41l1+3X+N42F3SErTU8jehqaVitKjbhmKF7a3dHgP9dJLL3H9+nV++eUX6tWrZ+lwxDOmYKdUxX+GjHwSQojnV0BAAKtXryYgIAAbGxsaNGhAkSJFLB2WeEBQUBBdunRh5cqV6jIp6SVE/kvR67gcdwswzv/0YOIJIFGXkt9hCSGEEI9ka62lQglHKpQouPPWCGEJlYsXYmJnP0uHIUS+k7oqIl+YJ5wMhmzGYAshhPhPsrGxITAwEBsbY4kNDw8PSWoUQOZJQhPpMCJE/nOwtqVf1ZZZrqvjWYFhNQJoU65GPkclhBBCCCGEELkjySeRLyThJIQQQhRspiSh+YStkiQUwjI+rNWZmsW8My3XGfS8Xb0DWo18jRNCCCGEEEIUbFJ2T+Q7SUQJIYQQBZcknISwrOsJ0ZyJCiVNn55pXXh8tAUiEkIIIYQQQojck+STyBfmCScp4SOEEEI8G+Q9W4j8FZkUR+C6L7mblpzleh9Xz3yOSAghhBBCPM+2b99u6RDEM0zqNYh8Yd54JQ1ZQgghxLNBRkEJkb/C46PUxJNVFl/V/D3K53dIQgghhBBCCPFYJPkk8oUkn4QQQohnj7xnC5G/qhcrz2sVG1LC0Q0DmUtVLzm3gwRdigUiE0IIIYQQQojckeSTyBeSfBJCCCGePTLySYj8pdVomdi4N9WLeZPVJ+YUvY7ENEk+CSGEEEIIIQo+ST6JfCfJJyGEEEIIIbJna5X11Ly1ivng6eSav8EIIYQQQgghxGOQ5JPId+np6axZswadTmfpUIQQQgjxENJhRIj8dzMhhv03L2S5zsXWMZ+jEUIIIYQQQojHI8knkS8cHBzUnw8fPkyXLl0ICgqyYERCCCGEeBQpuydE/pt/egsRSbFZruvxQtN8jkYIIYQQQgghHk/W9RyEyGOenp6MGzeO+Ph4OnbsiI+PDwEBAZYOSwghhBAPISOfhMhf4fFR/B1yNMt1WjRcunOLC7E36FOlBbZWNvkcnRBCCCGEEELknCSfRL5p166d+nNgYKAFIxFCCCGEEKLgWXZ+D7eT72a9UgNTDq0CIEmXyrs1O+ZjZEIIIYQQQgiRO1J2TwghhBBCCCEKAC9n92zXVXD1Un9OTk/Lj3CEEEIIIYQQ4rHJyCchhBBCCCGEsLCU9DR2hJ7Mdv2F2Ou0Llud4o5uvF395XyMTAghhBBCCCFyT0Y+CSGEEEIIIYQFXY69Sa1fP2DX9TPqshc9ymba7ljEFXpVaY6zrUN+hieEEEIIIYQQuSbJJyGEEEIIIYSwoFG7F6NXDBmWtSpbg7IuxTIsi0q5y7g9v+ZnaEIIIYQQQgjxWCT5JIQQQgghsqTRaCwdghD/ebEpCdxKjM2wrFyhYnTwrk3lIiUzbR+eEJ1foQkhhBBCCCHEY5PkkxBCCCGEEEJYyJKzO4hOiQfA6l7Ct6hjYb45vJa/Qo7xYAq4Sckq+RyhEEIIIYQQQuSeJJ+EEEIIIUSWFEWxdAhC/OeVcvFQf9bfe80dunWRjVcPA/Dgq3Dd5QOExEXmV3hCCCGEEEII8Vgk+SSEEEIIIYQQFtKlYgN+aPUWM5oPytH2qXodv53b8ZSjEkIIIYQQQognI8knIYQQQgghhLCgFqX9aF7aL8fbLzm3k6MRl59iREIIIYQQQgjxZCT5JIQQQgghhBAWlpSWkmmZs419ttsfjbz0NMMRQgghhBBCiCciySchhBBCCCGEsLAl53ZmWlbR1YvanhUyLbfVWtOuXK18iEoIIYQQQgghHo+1pQMQQgghhBBCiOdduULFMvyuAU5EXcWgKJm2fdO/LaVcPPIpMiGEEEIIIYTIPRn5JIQQQgghsqTRaCwdghDPjVcq1ONNv3Zo773uFMgy8WSl0dKjcrN8jk4IIYQQQgghckeST0IIIYQQIktKFg3fQoinQ6PR8GHtVzjddw4VXb2y3c5Ga4WtlRSwEEIIIYQQQhRsknwSQgghhBBZkpFPQuQ/rUb70OTS6Lqv4WzrkI8RCSGEEEIIIUTuSZc5IYQQQggBgE6nIygoCIPBgFYrfZSEsIQ0fTpnokOzXFe2UFECvOvkc0RCCCGEEEIIkXvSqiCEEEIIIQAICgqiS5cuxMbGAlC8eHELRyTE88fWypqaxXwyLX/BvTTrXxkvo56EEEIIIYQQzwQZ+SSEEEIIIQAICAhg9erVFC9enHPnztG5c2dLhyTEc2lR2/c4GxOGm50TG68eJiLxDoP82mBnbWPp0IQQQgghhBAiRyT5JIQQQgghALCxsSEwMBCABg0aWDgaIZ5fdtY21CjmDcDb1TtYOBohhBBCCCGEyD0puyeEEEIIIYQQQgghhBBCCCHyjCSfhBBCCCGEEEIIIYQQQgghRJ6R5JMQQgghhBBCCCGEEEIIIYTIM5J8EkIIIYQQQgghhBBCCCGEEHlGkk9CCCGEEEIIIYQQQgghhBAiz0jySQghhBBCCCGEEEIIIYQQQuQZST4JIYQQQgghhBBCCCGEEEKIPCPJJyGEEEIIIYQQQgghhBBCCJFnJPkkhBBCCCGEEEIIIYQQQggh8owkn4QQQgghhBBCCCGEEEIIIUSekeSTEEIIIYQQQgghhBBCCCGEyDOSfBJCCCGEEEIIIYQQQgghhBB5RpJPQgghhBBCCCGEEEIIIYQQIs9I8kkIIYQQQgghhBBCCCGEEELkGY2iKIqlgxCZ+fn5odfrKVGihKVDEUIIIYQQeaxEiRL8+uuvlg5DPIR8HhdCCFHQyOcHIYQQzxIZ+VRA2dnZYW1t/UTHuHnzJjdv3syjiJ5cQYpHYsmaxJK9ghSPxJK1ghQLFKx4JJasFaRYoGDFI7FkrSDFIp6+vPg8LoQQQgghhBDPKxn59B/WsmVLALZt22bhSIwKUjwSS9YkluwVpHgklqwVpFigYMUjsWStIMUCBSseiSVrBSkWIYQQQgghhBCiIJORT0IIIYQQQgghhBBCCCGEECLPSPJJCCGEEEIIIYQQQgghhBBC5BlJPgkhhBBCCCGEEEIIIYQQQog8I8knIYQQQgghhBBCCCGEEEIIkWck+SSEEEIIIYQQQgghhBBCCCHyjCSfhBBCCCGEEEIIIYQQQgghRJ7RKIqiWDoIIYQQQgghhBBC5M5LL73E9evXCQwMZPLkyQ/ddvXq1YwZMwaAbdu2UapUKQAOHDhAnz591O26devG559//tBjzZ8/n6lTp6q/f/XVV3Tp0uWh+1y+fJmXX34ZAEdHR/bs2YOTk9ND95k9ezZz5szJtNzW1hY3NzeqVKlCp06daN++PRqNJsM26enpHDp0iDNnznDmzBnOnj3LtWvXUBQlR+dLCCGEEEI8GWtLByCEEEIIIYQQQoiCYdOmTYwdOxZ7e/tst1m9enWuj7ty5Ur156SkJDZt2kTXrl1zvL+Hh4f6c3x8PBEREURERLBjxw7WrFnDd999h62trbrNrVu36NevX67jFEIIIYQQeUPK7gkhhBBCCCGEEIKSJUsSHx/Pli1bst3m+PHjXL58mRIlSmBlZZWj4+p0OtatWwdA9+7dAVi1alWuYtu7d6/67/jx4wQFBdGoUSMAdu3axcyZMzPt4+TkRK1atejTpw9ff/01L7zwQq4eUwghhBBCPD5JPgkhhBBCCCGEEILAwEDg4Ykh07rOnTvn+Lg7duwgOjqa8uXLM3LkSBwdHTl27BiXLl16rDi1Wi0VK1bkhx9+oGzZsgAsXbqU9PR0dRsvLy+OHDnC77//zscff0znzp1xcXF5rMcTQgghhBC5J8knIYQQQgghhBBC0K5dOxwdHdm/fz/Xr1/PtD45OZlNmzah0Wh49dVXc3xcU8m9wMBAnJycaN26NZD70U8PsrOzo127dgAkJiZy9epVdZ1Wq800D5QQQgghhMg/knwSQgghhBBCCCEEDg4OtGvXDkVRWLNmTab1f/31FwkJCdSpU4fSpUvn6JgRERHs2bMHrVZLp06dgPujptauXYtOp3uimD09PdWf4+Pjn+hYQgghhBAi70jySQghhBBCCCGEEADqiKY1a9agKEqGdaaRSrkZ9bR69Wr0ej316tWjRIkSANSvX58SJUoQExPDjh07nijeGzduqD8XLlz4iY4lhBBCCCHyjiSfhBBCCCGEEEIIAUDt2rUpV64c4eHhHDhwQF0eFhbGoUOHcHZ2pm3btjk6lqIorF69Gsg4R5RWq6Vjx47A/ZJ8jyMhIYENGzYA4OrqSvny5R/7WEIIIYQQIm9J8kkIIYQQQgghhBCqLl26AKiJI9PPiqLw8ssv4+DgkKPjHDhwgNDQUBwdHWnTpk2GdaZk1J49e4iIiMhVfHfv3mXfvn306dNH3bd3795otdLEIYQQQghRUMgns+fcg2UUhBBCCCGEEEI83zp37oyVlRV///03CQkJGAwG1q5dC9xPTOWEaVRTmzZtcHR0zLDOx8cHPz8/9Hp9lvNLPcjX11f9V6dOHfr168eZM2cA6NSpE0OHDs1xXEIIIYQQ4umztnQAwjJSUlKwt7dHo9EAxiSU6WchHsVgMKi9CgvKtVMQ4jCPwfwcCSGeXXFxcQVy/gi5xwghhHiaPD09adSoEbt27WLTpk2ULFmSGzdu4O3tTY0aNXJ0jPj4eLZs2QJkLLlnLjAwkFOnTrFq1SqGDBny0M/zHh4e6s+2tra4ubnxwgsv0LFjR+rXr5/zJyeEEEIIIfKFJJ+eIwkJCfz5558cPHiQqKgoihcvTqdOnfDz88PZ2dlijfcFIWnwX/Q0EkR6vR4rKyvCwsIoUaIEGo0GGxubfG8ENT3ewYMH8fT0pGzZsha9htLT07G2tubatWsULlwYNzc3aRQW/2mWvG9n99h5GVNKSgqnTp1i69atnD9/niFDhtCgQYM8OfaTOnbsGDVq1ECr1Ra498+CFk9BIudGCPG02NnZAcb3rkdJTk5Wf7a3t3/k9l26dGHXrl2sXr0aLy8vAF599dUcx7ZhwwY1rn79+j1029DQUA4ePEi9evWy3Wbv3r05fmwhhBBCCGF5knx6TsTExPDhhx+yf//+DMtPnDhB69at6d+/P66urvkel3ljTFhYGKVLl873GPJSQeiJbkoQXb9+nSJFimBnZ4eVldUTxxYfH8+iRYs4ceIER48epUqVKlSqVIn33nsPV1dX9XGftoSEBJYtW8bOnTs5dOgQLVq0oH///tStW/epP3ZW4uPj+fHHHzl16hQHDx6kXLly+Pv7M2rUqAy9M4X4rzC/byclJeHo6Jhv9z7T46SlpXHnzh2uXr2KtbU1tWrVyrOG/bi4OL788kt27NhBfHw8Dg4OrF+/Hm9vbzw9PfPkMXIrNjaWTZs2sX37dvbu3UvHjh2ZOnWqxZIZcXFxBAcHc/DgQdzc3ChdujTNmjV7ppIrqamp6HQ6Ll68iLe3NzY2Njg6Oj5xkig+Pp6QkBAOHz5MiRIl8PT0pEaNGmg0mgLxGUEI8d/j5uYGkKM5kyIjIwHQarU5GtXbsmVLXF1dOXbsGKdPn8ba2ppXXnklx7GZSu7lZvuHJZ+EEEIIIcSzRZJPz4Ho6Gh69OjBtWvXqFGjBo0aNcLa2ppff/2VK1eusGbNGpycnOjXrx+2trb5GpupgWfFihX88ccffP/99xQrVuyZasC6efMme/fu5bXXXkOr1Vq0cSkqKoqlS5dy/PhxTpw4Qbly5Shbtizjxo3Dzc3tsWOLiYnhrbfe4vjx41hZWaHX6zly5Ij6b/Hixbi7uz/15x4TE8P777/PwYMH8fDwoHHjxjRu3JiiRYs+tcd8VDz/+9//OHnypPraCQ8PJyQkhIiICEaPHs0LL7wgDY7iP8V0f54/fz579uxh8eLF+XJ9mxLccXFxTJ48mePHj3P16lXAOI9E7969qVWr1hPFEhMTQ79+/bhw4QJVqlRh6NCh+Pr6UqZMmbx6Grl248YNRo8ezcGDB3F1daV69eoULlyY4OBgKleunO/x3Lx5k/Hjx3Pq1Cni4uLQaDQoisKYMWPo27cvUPBH+URGRvLDDz9w8uRJzpw5g6+vL7Vr12bgwIF4eXk9dvy3bt3i888/5+TJk0RFRamdPz755BM6d+4s7wNCiKeiatWqHDlyhHPnzqmdQrJz5MgRwDh3ko2NzSOPbWtrS8eOHVmyZAk6nY4WLVrk+HN3cHCwOh/TypUr8fb2znbbf/75hw8++IC///6bTz75BBcXlxw9hhBCCCGEKNgk+fQfFxMTwxtvvEFYWBjdu3fn448/xtra+Gdv0aIFY8eO5cyZM2zZsoXXXnsNd3f3fI8xMjKSRYsWceXKFa5du2axnuWPIzw8nO7du3P37l1SU1Pp2bOnxRJQ4eHhvP3225w/fx4bGxt0Oh0XLlzg9OnTXL16lR9++AFPT89cj1AyXUOhoaE0btyYXr16kZKSwq5du/j333+5cOECb7/9NnPnzn2qXxRjYmLo1asXV65coXnz5owbN45ixYrle8LUPJ5u3boRFhZGs2bNGDJkCDExMeq5PnDgAFOnTmXu3Lnqa87SCsJcXVk97oPLCnLDdU5iK2jxPyyex4lVURTu3r3Lt99+S3p6Ov/88w/NmjXLi1CzZbpvxcTEMGDAAIKDg/Hw8KBcuXKEhITw999/k5KSQsmSJR87eRAXF8egQYO4cOECr776Kp9++mmm+0t+/23Dw8Pp3bs3N2/epEWLFowePRoPDw+cnJzyLQZzYWFh9O3blxs3blCtWjXq1KlDSkoKe/bs4auvvqJQoUIEBgYWqOv/QeHh4bz55ptcuXKFwoULY29vz/nz57l8+TJ37txhzJgxjzVq1fzcVKpUiXLlypGUlMTZs2cZPXo0zs7OtGrV6ik8IyHE8+7ll1/ml19+ITk5mSVLljBkyJAstzty5AiHDx8GoH379jk+fs+ePdVEVdu2bXO8n2nUk7e3N35+fg/dtmXLljg5OZGYmMiGDRvo0aNHjh9HCCGEEEIUXAWjRVQ8FTExMfTo0YOwsDD69OnDiBEjsLa2Jj09Ha1Wi6+vL59//jndu3fn1KlT7N69O1dlFPJKsWLFaNmyJVeuXOG7776jUqVKFikBmFumUTi3b9/GxsaGOXPmAFgkAXXz5k369OnDjRs3aNu2LYMHDyYxMZGwsDB+/PFHzp49y0cffcT8+fNzlQgxT7D06tWLsWPHqs+pZs2a+Pj4MH/+fM6cOcPmzZvp2rXrU2mcTUhI4L333uPKlSsZkqiKouTp4+SU+Xnp3bs3Y8eOVZ9zeno6JUuW5OOPP+bff/9l7ty5vPXWWxaJEzI2lmu1WlJSUrC3t0en02Fra5uv16l5LOfOnVPLdgHUqFGD8uXLU6dOnQLbcG0e//nz57lw4QL//vsvxYoVo3z58rz00ksUKlRIHQlSEJ6H+d83ODiY69evc/ToUYoWLYqfnx/VqlVT54rIKY1GQ+HChRk4cCDz58/nyJEjTzX5ZEo8RUdH0717d0JDQ2nfvj3jx4/H1taWU6dO8fbbb7Nr1y5WrFjBe++9l+tzn5KSwuTJkzl79iyvvPIKn332GTY2NpmS9fn5N42KiuLdd9/l5s2b9O/fn48++gjAYvc9UyeWqKgoevXqxbhx4wBj0u7HH39k0aJFLFu2jBYtWhTY93Dz59CpUyfeeecdEhMT2bhxI2vXruXff//l/PnzuU4+mR+3R48ejB07FoDLly+zYMEC1q9fz99//02TJk1y/XoTQohHqVGjBm3btuWvv/7i22+/JTExke7du1OiRAnAWA508+bNTJ06FUVRKF26ND179szx8cuXL6++B+VUWloaGzZsAHKW6LKzs+Oll15iw4YNrFy5Mk+TT/Hx8eh0OvV3089paWnExMSoy21sbGTElRBCCCFEHpPk039UUlISHTp0IDY2lvr16zNq1Cisra3R6/Vq8iE9PZ2KFSvi4+PDuXPnMnwozy+mhtFevXqxc+dOQkJCuH37Nq6urgW6VFlKSgpLlizh9OnTVKxYkQoVKrB582Zmz54N5G8C6u7du3z++efcuHGDvn37MmbMGHVdvXr1KFmyJCNHjuT06dOcOHGCWrVq5ahh3DzB0q9fPz766CM0Gg06nQ4bGxuKFStGhw4d2LRpE2fOnOHy5ctA3jfOGgwGli1bxqFDh2jcuDFjx45Vr+X8mGPqQdHR0XTr1o3w8HAGDRrE+++/n+G8WFtb07hxY5o2bcpff/3F7du38z1GE/Prb9++fWzcuJEDBw7g4uJCmTJleOutt6hUqVK+xGJ+zW3dupXPP/+cqKgoDAYDAOvWrcPJyYlBgwZl22PXkh6Mf+LEiURERGRIBDRp0oRXXnmFl19+uUDcuxRFUeMICgpi+vTpREZGkp6eDhiTka+++iodOnSgfv36uT5+zZo10ev1zJs3j1atWuHv75+n8UPGEU+mxFPv3r0ZOXIktra26HQ6GjRowNdff82wYcPU+5C5nNyHQ0JC2L17Nz4+PkyYMCHLxFN+Sk1NVTsOdOrUSW30s1RM5smVIUOG8MEHHwDGc1u4cGFeffVVli1bhpWVVZblngpCMtb8Obz55pt8+OGH6rrixYtz8+ZNNm7cyNGjR2nUqJG67lGxZ3duwFjWqmPHjqxfv57o6Ogsr8OCcG6EEM++SZMmkZaWxo4dO/jpp5/46aefcHR0xMbGhrt376qfV8qVK8f333+Ps7PzU41ny5Yt3LlzB4B27drlaJ/27duzYcMGzpw5k6elZd966y21s5O5jRs3snHjRvX3unXrsmTJkjx5TCGEEEIIYSTJp/8oW1tbmjdvzpo1a9i/fz8rVqygW7duaqOVKQmlKAqpqam4ublRtWrVfI/T1BBTqFAhqlatytq1a1m0aBGTJk0qEI232QkODmb9+vUUKVKEYcOGUaZMGRwcHFizZk2+J6C2b9/Orl27qFu3rpp4MiVCACpVqkT58uU5dOgQwcHB1KpV65ENXampqbz77ruEhYVRtmxZmjZtqu5jnrwsXrw4lSpV4syZMyQmJj6V52cwGNizZw+FCxdm3LhxFm0UTktLY+LEiYSHh+Pm5katWrWwtrbGYDCo58VgMFCoUCG15390dHS+xwkZEw9r1qzhk08+QafTUbJkSXQ6HZs3b+aff/5hwoQJtG7dGgcHh6caj+n62bZtG++88w4Affr0wdvbm2vXrhEcHMy+ffuYMWMGsbGxjB49Wn0eBaFh1hTD9u3b1fj79+9PxYoVSU5OZsOGDezbt48bN24QGhrK0KFDLR636fHXrVunJi969+5NiRIluH37Nlu2bGHt2rVcvnyZyMhIOnXqlKvjN2vWjK5du7JixQr279+Pv79/nr42FUXJlHjq378/H3zwAba2thk6U7i4uODo6Ii/vz/nz58nJiYGNzc3SpcujZOT0yPvw9u2bSMqKoqePXtib29Penq6RctlpqWlceDAAUqXLs348eMByyWeQkND6du3r5q0MSVXzOPRarW4u7tTunRpfv/9dxITE3FycsLX15cGDRqg0Wgs2qEkLCyMnj17qgmi9957DzC+j1lZWeHm5kbNmjXZu3cvlStX5tq1a+h0OpycnNSRA1kxPzf/+9//eP/99wHjudFqtWg0GooUKYKnpycVKlQgKCiI5ORkHB0dqVq1KhUrVixQIyWFEM8uZ2dnfvjhB3bt2sW6des4ceIE0dHRJCUl4eHhga+vL61btyYwMDBfRmCaSu75+PjkuKNTkyZNcHFxIT4+npUrV6ojbIUQQgghxLNLkk//UdbW1nz++ee4urqyaNEiJkyYQFpaGn379s3QYDRnzhyuXLlCnTp1cjx57OMwNTqZGlgebGhxcHCgf//+/PXXX+zbt4/Tp09TrVq1AtsgExkZSVxcHPXq1aNOnTq4ubnRp08fNBoNq1evzrcEVHp6Ohs3bkSv12doEDSfQLhIkSI0bNiQQ4cOER4eDjy6Qd/Ozo5WrVpx48YNrl27xtKlS9FoNGojonly6+bNm9ja2lKvXr0cHTu3Dh06xL59+/D29sbNzQ2DwWCx0Qi2trY0a9aMqKgoDh06xPTp09FoNDRv3hzImPSLiIjA2tpaXZff17LpsTZu3MiYMWNwcnJi9OjRapmVQYMGsWfPHj799FMSEhLo3LnzQyeozguXLl3iyy+/BGDy5Ml07txZXRcREcHGjRuZMmUKixcvxs7Ojg8++KBAvf6Dg4OZOHEiAF988QVdu3ZV17m5ufHFF19w+fLlAnXfOnz4MBMnTsTOzo5JkybRoUMHdZ2npyfTp0/n6NGjdOzYMdO+D5uLy3RPa9y4MStWrGDdunV07949T8vVaDQaEhIS6NevH9euXePFF1+kZ8+e2Nraqskh0/vZrVu3SE9P56effmL27Nmkpqbi6OiIj48PM2bMoFSpUlneh03P6eLFiwDqZOiWnqdt+/btXLx4kTZt2uDs7GzRhHufPn24desWPj4+GUonabVaNa7g4GAiIyNZu3atOucgGK+xl19+mY8++ijDZ4D8FB0dTZcuXYiPj6dt27bqe6Xpfm0wGNBoNERERKDX65k2bRoJCQkkJSXh5OTEwIEDadq0KT4+PhmOm5ycTO/evYmIiKBy5cr0798fQL02Tce9cOECsbGx/PLLL1hZWakjD/38/Hj55Zfp37+/JKCEEHlCo9HQrFmzxyqFW69ePc6fP/9Yj3v27NlMyxYtWpTr49ja2qpzUpkbNmwYw4YNe6zYABnNJIQQQghhQQV3aIl4YjY2Nnz44Ydqg8hXX33F4sWL1QasJUuW8MMPP+Dk5PTYE2znlKnB79q1a8D9hnG9Xg8YGzLLly9Pq1atuHnzJkeOHMmwXUHz4osvMnLkSD788EPc3NwAqFy5Mr1796ZLly7ExcUxe/ZsfvvtNwA1AZXXdDodpUqVomTJknh6egJkaKA0ldgwTU5vSj49LBZTo2G/fv0YOnQoHh4ebNmyhV9++YUDBw4AqAmWuXPnsn//fnx8fKhRowaQ938z0zVSrlw5ChcunOsk3q1bt/I0ns6dO9OzZ0+qV6/OxYsXmTp1Krt27QLun5d58+axc+dOvL29qVOnDmCZa/n48eNMnToVZ2dnvvjiCzXxtHjxYvbs2YODgwNpaWlMmTKFdevWPbXRa6br8Ny5c9y4cYMePXqoiae0tDTA2Eg9YMAAJkyYAMBPP/3E2rVrn0o8uWWK/9ixY9y4cYOhQ4dmSDwFBwezZMkSYmNj6dGjB2+//balQlWZYt69ezfx8fGMGDEiQ+Lp5MmTrFu3jrS0NAYPHkz37t0z7W+6Zq9fv05KSkqW13Dz5s3x9/fn8uXLLF26NM/nI1IUBS8vLxwcHAgNDWX9+vXcuHFDnb/QysqKCxcuMHnyZNLS0qhYsSJdu3aladOmuLm5cerUKTV5ldV9WFEU9Ho9sbGxwP37Z26ex9mzZzlx4kTePWlQSxWVKVPmie4dT/q+Y2try+TJk7G3t+fy5cvMnDmT06dPq4kVKysrTp48yccff0xaWhodOnRg4sSJfPzxx1SvXp3Y2Fh4Y8NtAACWxUlEQVQWLVrE5MmTAcvcB69fv66Wbtq1axfbt28HUJNkWq2WI0eOsGTJEuLj43FxcaFixYp4e3sTFRXFt99+y+LFi7ly5UqG4zo4OPD+++9jb29PcHAwX3zxBTExMRnm1jx58qTa+ad169YMHz6ct99+m2LFinH69GnmzZvHggULgIL7eUcIIYQQQgghhHhcknz6j3swATV58mR+++03lixZwpQpU9BoNPz0009UqVLlqSRHzBvwfvnlF9q1a8fw4cP5448/SEtLy1CyxzSqBIyN91nN3VFQeHp68uqrr+Lj44OiKOq5y0kCypRMyQsODg689dZb/PTTT3h5eWVab2rMMq2ztbUF7jewmv/Nk5OTAeM1Y0oIdO3alffeew8PDw927NjBokWLOHr0KAC//fYbs2fPxt7engkTJlCyZMk8b3iG+8mw6Oho0tLScn2dbtu2TU1mPo47d+6wdu1a9ZyAsXZ9v379qF69OpcvX2by5Mns27cPMCZ1Z82ahZ2dHRMnTqR06dJP5bw8SmpqKhs2bODWrVt88MEHvPzyy4AxqTN58mQcHR1ZtmwZo0aNIiUlhSlTphAUFPTUElCA2pu1fPnygDGxaLomTTp16kS/fv3QaDTqObU087meTL2KTYKDg/n00085duwYPXr04JNPPlHXxcXFWWQuPUAdobh9+3YKFy5Mq1at1Ovw+PHjjB8/nnPnzvHmm28yfPhwdb/4+Hh1f4AVK1bw2muv8f7773Pq1Cl1Ym7TqBc7OzsGDBiAvb09x44dU/fLi2veYDDg4uLC5MmTad26NbGxsSxZsoTly5erCagrV67Qp08f7ty5Q9++ffn9998ZN24c33zzDSNGjKBcuXKEh4czbtw4kpKSMiWvtVotVlZWFCtWDDBeo+b39Jy4ceMGo0eP5uTJk3nynAESEhIA4zUE5HjUk6IoXLt2jR9++AHgiUfcGgwG6tevz8KFC7G2tmbnzp3MnDlT7eV+5swZ+vbtS2pqKsOGDeObb77hlVdeoXfv3owdO5YWLVpgbW3Nnj17uHTp0hPF8rj8/f358MMPadWqFcnJyQwfPpw///wTML7fnTx5koEDB5KcnMygQYNYuXIl8+bNY9WqVbz22mukpqayfv16Dh06lOnYgYGBfPXVV1hbWxMUFJQhAXXy5En13LzzzjvMmjWL/v37M2zYML788kuqVatGTEwMe/bsUf/OQgghhBBCCCHEf4kkn54DDyagvvjiC6ZOnYqiKPz888/Url1bnZ8gL5n3nL958yZarRYbGxu2bNnCZ599Ro8ePVi+fHmGBqmAgABatmxJXFycWvohL5M1eclUlkmj0ajlhODRCSgrKysURWHDhg2EhoY+cRxFixZVG/OzY29vnyFGIMPf/NixY/Tp04evv/4aMCapskpA7dy5k4ULFzJx4kQmT56MoijMnTsXf39/tSd8XjPNRXTu3DkuXbqUq+s0JCSE6dOns3z5crUxNzeio6Pp3Lkzs2bNUhuWTY3D5gmoK1euMGnSJD777DOmTJmCoijMmzfvqZ6XR0lNTeXKlSu0bNlSHfG0bNkyfvzxRxwcHFi8eDGVKlWib9++tG/fnuTkZCZPnsy6detISkrK01hMz99U1s80AjKrBIWDgwPVq1dHURR27NjB7du38zSWnDCPy1QiC4wJAHt7e+zt7QHjNfnZZ59x4sSJDImntLQ00tPTmTVrFtOnT8+XmM2TJab4TSXFnJyccHZ2RqPRcOzYMT799FPOnz/Pm2++yYcffggYk7wJCQlMmjSJVatWAcYyidu2bcPOzo6dO3cycOBARo8ezYYNG0hNTVUTIhUqVKBIkSLs2LGDDRs2AHkzisOUsHd1dWXs2LF06tSJ2NhYli1bRlBQEIcOHaJnz57cuXOHt956K8Ocdy4uLjRp0oRu3brh4ODArVu3uHv3brbnzXQPPX78OCkpKVhZWT3yvcdgMJCens4///zD1atX8+R+brq/lStXTo0nNDQ0x8k8jUZDamoqM2fOZOrUqXkSj8FgoGbNmvzyyy9YW1uze/dufvzxRzZs2ECvXr1ISUnhww8/VEf8md47/P39eeONN7CxseHSpUuEhYU9cTy5ZTpvNWrUYMCAAbRs2ZLk5GTGjh3Lvn37CAsLUxNEI0aMYMSIEcD963fixIm0bduW1NRUFi5cmGVyvn379kydOhVra2v+/PNPpk6dyr59++jbt696bkzzxJnOTZMmTRg4cCAA+/btK9CdbYQQQgghhBBCiMclyafnhCkB1bdvX8DYAPLGG29Qu3btpzYfkanxZvny5bRo0YKaNWvy559/MmHCBCpWrMjp06f55JNP6NGjB/PmzVN7FTdt2hSdTseCBQtITk622Pw+uWWaswGyTkCZ1xsfOnQoI0eOZPPmzXky4uxR5yglJQWDwaCWcjIfdTZ+/Hh69uzJqVOn2LBhA3PmzAGyT0Bt3bqVX3/9FUVRWLJkCXXr1lVLDD0p81EipnNZt25d6tevT1paGvPmzSMqKuqRxzE1GoeFhZGYmIiVlRXOzs65iiU6OpoePXpw69YtmjdvrpYVNE/imSegLl68yB9//IGiKKxYsSJPz8vjcHBwYOjQoWqN/KtXr7J27VoURWHOnDn4+/uTmpoKwBtvvEGhQoVITk5m2rRpLF26VB0JlxdM56tMmTIAnDhxAp1Op87Z86AGDRpQqlQp0tPT1Rjzk+neFRQUxKeffkp0dDQA7u7uJCcnc/r0abWc1vHjxzMlnmxtbdHpdPzzzz/s3r37qY4mA+P5NV1nK1euZP78+SQnJ2MwGHBwcODGjRucO3eOw4cPM2HChEyJp7S0NGxsbEhMTGTz5s1s2rSJP/74g1mzZhEQEMDKlSvp1asXpUuXZteuXYwcOZIhQ4Ywa9Ys4uLiqFChgnqd7dixg8TExDwbSZtdAmrBggUMHjyY2NhY3nvvPd59913AmBAylb90dnamevXqpKWlERYWRkREBIqiZEjkmM5b+/btKVy4MMePH+eLL74AeGgCypS81+l0nDhxgooVK6rzu+WF0qVL4+LiwtWrVzl16hQajeaR59QUq+m9NK/mcMsqAbV161bGjRunJlcGDRqkxmBra6ue41q1aqmJtJSUlDyJJzfM35dr1qzJwIED1QTU//73Pzp27EhKSgrDhw/P8BxMpfPAeG1YW1tnunbMmSeg1qxZw//+9z9SUlIYOXJktuemfv36lC5dGsBiIySFEEIIIYQQQoinSZJPz7DcljWysbFhxIgR9O7dG4Bff/2VxYsXo9Vqn9rIjF27djFx4kQATp06RalSpQgMDGTp0qV88803dOrUibt37/LNN98wZMgQJkyYgJeXF0WLFuXq1ats2bIFePJ5K/LLwxJQ33//Pb/99hvDhw9n586duLm58corr+RLcuLB0mam37/55huWL1+OXq/HwcFBbdT9/vvv1e3ME1DvvvsuJUqUQKPR4OfnpyZ0TA1zjyslJYW///6buXPnqvMnmZ/LJk2aYGtry7Fjx/jrr78eOopJr9eribXFixfj4OBAx44dgZy/ZmJiYnjjjTe4du0affv2ZezYsVhZWanXoXlspgRUzZo1AShWrJjaaPmk5yUnzI9vXhrQxsaG2rVrq3OdnDhxgmPHjtGpUycaNmyIoijY2dkB4OLiQkpKCg0aNCApKYk//vjjqbzmWrZsSfHixTl16hSjR48GjA38pvNlajxPS0sjOTmZUqVKUbRo0TyPIyf27t3LiBEjWLVqFadPnwagRYsW2Nra8vPPP/PJJ59kSjylpqaqr61PPvmE8PBwXnvttTxLAmTHdP/evHmzWnLONEqwffv2gLHc4oQJEwgODs6UeDLFPH78eFJSUqhUqRKfffYZW7ZswdHREQ8PD8aNG8e8efP44osvqF69OqdOneL777+nW7duTJs2DUVRqFKlCjt37lTnV8orWSWgUlNTSUlJoVatWrz66qsAGZK9pmuqUKFCODo64ufnR+XKldFoNJne7/R6PeXLl2fgwIHY29uzevVqZs2aBWS8Ps23N91jvvzySy5cuECzZs3U11Numb/WTD/7+/vz0ksvkZ6ezscff8zp06cfOnegKSa9Xs+aNWvw9PRUS23mxT0oqwRUamoq3t7etGjRQt3uwZKuSUlJxMbGUrZsWfz8/J44jsdh/vc2T0CZrqGOHTuqCSKdTpepM4fpGihTpsxDOzGYElBWVlakpqbywgsvqHOpmeYng/vnJjU1lYSEBCpWrEjFihXz9DkLIYQQQgghhBAFgSSfnlGxsbGsXr061yWpbGxsGDVqVIY5oH7++ec8i+vBhrGgoCAURWH27Nl069YNMDaSOTs706FDB6ZMmcKPP/7IkCFD0Gg0LF26lI8//pjY2FiSkpLYv38/8OTzVjyJhzXcmdaZb/NgAqpHjx5069aNO3fuMG3aNDZu3IiXlxerV6/G09MzV2UFcxuLibOzM3Z2dhka1aZNm8a8efMoWrQoJUqUQKvV0qFDBwB+/PHHLBNQr7/+OkOGDMHDw4Njx47xzTffqH8j8+edG3fv3mXChAmMGjWKH374gX379qkjtEwlDQMCAnjhhRe4desWf/zxB1u3blVLaJlfc+YNfNOmTWPv3r00bNiQKlWqqMd7lJiYGLp160ZYWBh9+vRh5MiR6ggd81FPDyagevfuTfXq1blx4wYfffQR//zzzxOdl5wyPadly5YxZcoUdU4eyPi6CQ4OBqBixYrqKApTo7pWq8XR0ZGePXvyxRdf8PPPP+Pk5JSruB8sVZeenq5eNxqNBr1eT7FixRgzZgyFChVi48aNatLGVMLS9LebN28e0dHR1KhRI99e+6b49Xo9ycnJLFmyBGdnZyZOnKjO8VSzZk2qVavGxYsXCQ4OJiAgQH0OKSkpavJh9uzZbNiwgTp16tChQ4enltw3XfsGg4Ho6GgWLFiAh4cHU6ZMURv669WrR/Hixdm7dy8XL16kd+/eauIpOTkZW1tbDAYDX3/9Nbt27aJ58+bcvHkTJycnvvnmG1566SX18dzd3enatSszZ85k7ty5NGrUiISEBObPn8/48eO5cOECSUlJzJs3L89LN2q1WtLT09UEVKtWrbC2tubq1asZ5oAC4/Vn+nnevHncvXsXf39//vzzT3755Rc+++wzli1bps5fZ7ruGjduTLNmzbC2tmbx4sVq2TrTsUz3atP2M2fOZOXKlVSqVIlevXqpI65yy3x0n/n1/uabb1KjRg1SUlJ47733OHfuXIZ7kPk1a0qOf/bZZ5w+fZqmTZtSokQJ4PFLID6YFDO9jmvWrMnixYuxtrbm8uXLTJs2jdOnT6vxmO7DBoOBSZMmcevWLapXr46Hh8djxZFXTM+nZs2aDBgwQL22t2zZwtatWwHjZyRFUdTRT2AcvQ3GUbhAphFQ5ufJfATU2bNnGTdunDoHFNz/WymKwpQpU4iNjaVGjRq5HpkrhBBCCCGEEEI8C6wtHYDIvYSEBNq3b8+dO3cYM2YMAQEBFClSJMf7m0rwASxatIivvvoKRVHo169frmMxb/TSarVqw9mePXvw8vLi+vXrdOnShdatWwPGRhvz3r9arZbmzZvTvHlzOnfuzF9//cXOnTuJjIwEYPXq1bRt21Zt/M1v5iUJg4ODCQ8P5/jx4zg5OdGwYUNKly6Nu7u7mmAwNfKZJxyqVq2KlZUV+/bt49q1axQvXpzffvuNEiVKZOhB/7RiAWPjpvkcLVOmTGHhwoUULVqU33//nT/++IMFCxbg5ORE//79WbBgAfPmzQPgrbfeUhNQtra2vPHGG1hZWTFz5kx27typjiSoV69elo/9MDExMbz11lscP36cqlWrMmjQIPz8/HB1dc3wvD09PZkyZQq9evXi4sWL/Pjjj1y/fp3AwEC8vLzUbU0NfF9//TWLFi3C09OT0aNHU7hw4RzHY0o89e7dm1GjRqmJJ9OoAisrK27fvo21tTVubm7q823fvj0ajYbFixdz/PhxpkyZgkajoWnTprk+LzlhOp7BYCAqKoopU6aQmJiIo6Mjffv2Ve8JpuvGyckJgCNHjtC7d+8M152pgb5s2bK0atUKIFfXpvlz27dvH3/99RdXrlzB3d2ddu3a0bJlS7Vhvk6dOgwaNIi5c+eyfPlyrl+/Tp8+ffD09KRQoULMnz+f33//HS8vLwYPHvzYDfq5ZYo/KioKT09Pjh8/TseOHXnttdcA44iIokWL8tlnn9G7d2/i4uK4c+cO+/bto1q1ari4uJCQkMDUqVNZtmwZxYoVY+LEiU9t5JZ5qb2kpCTs7e05deoUH374IZ06dQKMf/tq1aoxatQo9Z6v0Wg4e/YsVapUwcHBgaSkJCZOnMjq1avx8vJi4MCBvPfee3Ts2FEdOWO6hkx/Z09PTzw9PZkzZw6hoaGsXr2abdu2cf36dcBY4tF0Lea2rOvDXiem17erqyvjx4/HysqKdevW8dtvv6HT6ejRoweenp7qdnPmzGHNmjW4u7tz9uxZde4903lQFIWBAwfSqFEjNUn9xhtvkJiYyP79+1mwYAHXrl3jzTffpFSpUri7u5OYmEh8fDzTp09n/fr1uLu7M2PGDIoXL57j55iSkkJkZCQrV67kwoULnD17looVK1K2bFlef/11SpUqhbOzMyVKlKBbt27Ex8dz6dIlBg4cyLfffqsmQUznyZTMmDRpEitWrKBChQq899572Nvb5/q+Y769VqvNUEbSzs5OPW+1a9fml19+oU+fPuzcuRO9Xs+HH35IhQoV1ATOjBkzWL9+Pd7e3owYMeKx4nkc2T2G+XVYq1Yt9b1r27ZtjBw5kq+++op27dqpn1NMCaLdu3fz4osvqiPsHjy26bima/3ll19Go9EwcuRINm7ciMFgYMKECRQqVEg97vTp09m4cSMVK1bk3XffVcvxWWJ+QCGEEEIIIYQQ4mnRKE+7JpTIc2lpaQwePJgDBw5QpEgRBg8eTMeOHXOVgAJjY+r06dNZtGgRAB988AFDhgzJ8f5hYWFMmzaNMWPGZGh4+/vvv3n33Xdp0KABZ8+epV+/fgwdOvShjZDmjZsGg4E//viDgwcP8tdffzFkyBA++OCDpzY3VXbMG4I2bNjA1KlTiYmJUUeLODg40KxZM7p27UqjRo0y7W/eeP/hhx+yadMmihcvrjasP27j/uPEsm/fPvr370+1atWoXbs2ixcvplixYixdupSSJUty6NAh+vXrh5+fH8OGDWPXrl38/vvvWFtbM3jwYN566y0gY4muFStWMHPmTKKiomjRogUDBgygTp06OT6/d+7coUePHly5coXAwEA+//zzbBMNpnN15coVhg4dyrVr13B0dKRkyZIMHjwYDw8P3N3dOX36NBs3bmTfvn0UL16cBQsW4OPjk6N4YmJi6NGjByEhIfTp0yfbxNPly5fp1KkTnTp14tNPP83UoLp582Y1AeXj48OYMWNo3Lhxjs9LTpi/FmJiYrCxsWHWrFn89ddfREZGMmTIEPr06ZPhnhASEsIbb7zBnTt36NWrF4MHD0av1/Pjjz+yfPlyGjVqxMyZM5+oB77ptf+gfv360bVrV/VvERkZyfbt25k1axYxMTHY29sDxlF2d+/epWTJksydOzfHf7vHZfq7mf5fu3Yto0ePZtCgQRw4cIB33nmHZs2aodPpsLGxUc97cHAwb7/9NtevX8fBwQFPT08cHR2JjIwkKiqK8uXLM2fOnDyL3/z6erCBesGCBUydOpWxY8eyevVqpk2bRoUKFdTRJ6Zt165dy7hx49DpdBQpUgQfHx8URSE8PJxbt25RtGhRbt++Te/evfn333/Vv5n5az67mABOnz7NpUuXmDZtGlFRUQwePJjhw4c/9vM8d+4c586dY//+/Tg7O1O1alXq1KmjzhsGEBcXx6RJk1i3bh1ubm507dqVAQMG4OrqynfffcesWbOwsbEhPT0dNzc3ypYtS40aNbh69Sp3795VRz5VrVqV119/XR2de/jwYdauXcvGjRtJTk6mePHiODs74+vry7Vr17h9+zYRERG88MILfPPNN3h7e+f4OUZHRzN//ny2bt1KWFiYutxU1q5ixYrUq1ePAQMG4OXlRVxcHBs3bmTFihWcO3cOa2trevfujZ+fH/7+/iQkJBAeHs7PP//MoUOHKF26ND///HOu32Mg431l3759bNmyhUOHDmFjY4Orqyt9+/alevXqGZL5R48epU+fPqSnp9O4cWM+/vhjypQpw7fffsu8efMoVqwYf/zxx2PF8zjMn8P169e5ffs2ISEh2NvbU7VqVYoXL57hfebo0aMsWLCAbdu24eDgwJdffqkmXadOncqCBQvw9PRk6dKleHl5YTAYOH36NKdOneLQoUPY29tTtmxZWrZsSaVKlTLE8ueffzJy5EjS09Np164dU6dOxcbGRj1ufp8bIYQQQgghhBAiv0ny6RmVmprKiBEj2LJlC+7u7rz55pu5SkCZGvl0Oh3ffvstCxYswNramj179mQYdZKdsLAwunfvTlRUFF9++aXaI1iv1/Pnn38yY8YMbt26hV6vZ+jQobz33nsZSiFlx7zh6J9//uHtt9/G2dmZlStXUqpUqRw9t7y2bt06PvroIwD69u1L6dKluX79OgcOHODChQuULVuWwYMH07lz5yz3HzhwIHv37sXLy+uxRjzlRSxnzpyhV69eWFtbEx8fT9GiRfnjjz8oWbKkGsvnn3/O8uXL+emnn/D392fWrFksW7YMKyurRyag7ty5Q40aNXj//fepVavWI59HcnIyH330EX///TeBgYFMmDABW1vbDNeIeULSdL1qNBrCwsKYMmUKZ86c4caNG2rywDQ6y9HRkTp16qiNoDmRmJhI06ZNSUxMpF69esyYMQN3d3c1BvPkV+/evYmOjmbQoEGMGDFCPUZ2CSgPDw+mTp1KgwYNchTLo5g/zqZNm5g/fz4hISE4OjoSGxurlgYbMmQIffv2xd3dXd1n06ZNfP7559y5cwdPT0/S09OJjo6mdOnSLFmyhOLFiz92kvfkyZMMGDCAlJQUhg4diq+vLxcuXGDRokXEx8fTsWNHBg4cqM5BZTAYuHjxIt999x03b97k2rVrVKhQAX9/f3r37k3JkiXz5Hw9yHQu4uPjM4wIA2Opxvnz56u/jx49OtOIUNP5CQ0N5bfffuPIkSPqfDz+/v7UrVuX7t27qyXPnsSDf4v09HQURVEbz9PS0nj77bfZvXu3ev1///33GUrlmV4/Wq2WNWvWMGXKFPR6PXFxcWg0Gvz9/alduza2trb8+OOPaqJ1wIABjBo1KtcxHjp0iIEDB1KhQgV++OEHPD09c/Rcza/rrVu3MmHChExlZatXr06nTp3o0aOHusw8AeXu7k63bt1ITU1lwYIF6v2jbt26jB8/Xh1dp9Pp0Ov1LF68mCVLlhAdHY2npycDBgygb9++ANy4cYMzZ87w7bffEhMTQ2xsrPqYfn5+NGrUiO7du+f4+ZmO+cEHH3DixAl8fHxo3rw59evXJyYmhpiYGBYsWEBUVBRarZY6derw+eefU7ZsWRISEjhw4ABLly5lz549aqLKw8ODhIQEUlJSsLKyokmTJkyYMEEt55qb9xjz879mzRrGjx9Peno6jo6O2NnZqc+/V69evPLKKxnmbzJPQDVp0oSiRYuyevXqDB0c8iO58uA9+LvvvuPKlSvqPbFs2bJUq1aNzz77DBcXlwzxmyegJk2axOXLl5kzZw7FihXj999/p1SpUuj1eoKCgvjqq6/U0rAm9vb2jBkzhubNm2e4JswTUO3bt6do0aL88ssv+X5uhBBCCCGEEEIIi1DEM8FgMCiKoiiHDh1SLl26pCiKoqSkpCjvvPOO4uvrqzRo0EBZtGiREhUV9chjpaenZ1o2ffp05dy5czmKJTQ0VGnUqJHi6+urTJ8+PdP65ORkZfPmzcorr7yi+Pr6KnXr1lWuXLmiKIqi6PX6Rx7f9FwVRVHeeustxdfXV1m7dm2OYstrR44cUerUqaP4+fkpGzduzLDut99+U2rUqKH4+voqixYtynL/yMhIpW7dukr16tWVGzduKIqS9fl/2rGcOXNGXd+8eXMlPDw8Uyxbt25VfH19lcDAQCU+Pl4JCwtTJk2apPj5+SnVq1dXvvvuO3Xb1NRU9ecVK1YoVatWVerUqaM+x0fZu3evUrt2bSUwMFA9lunaMP/7K4qixMfHKzExMRmWxcTEKIcOHVLGjx+v9OzZU6lXr57StWtXZfTo0crOnTuV2NjYHMVh7t1331V8fX2VKlWqKL/++qsSHR2dIa7Lly8r9erVU3x9fZXZs2er+5nHa/7zX3/9pbz88stKjRo1lGvXruU6nkdZt26d4uvrq9SrV0/54YcflDNnzihbtmxRJk2apPj6+iq+vr7K1KlT1eehKMa/2759+5SOHTsq9evXV1q3bq288847yq1btxRFyd21+eBred68eYqvr6+ycuXKDMu3bNmivP7664qvr68yYsSITPeZ1NRUJSUlRbl69aqSlpampKWl5fZU5Njdu3eVOXPmKIMHD1YaN26stG/fXvn111+VyMhIdZvp06er52/s2LHq8zR/vqafU1NTFb1er1y+fFm5fPmyoiiKotPp8iRW02NERUUpc+fOVd58800lMDBQ6dGjh7J7924lPj5eURRFiY2NVd8HqlSpovzwww+Koty/FvV6vWIwGJTQ0FClcePGiq+vr/Ldd98pp0+fVo4fP66kpqaq53zBggVKtWrVFF9fX6VHjx7K+fPncxWzwWBQ4uLilN69eyu+vr7Kzp07c/28d+zYoZ7/KVOmKJs2bVKWLVumDB06VPH391caNWqkfPXVV4qi3L9e79y5o4waNUrx9fVVatWqpVSqVEmpXLmy4uvrq3z88ccZ/iYPXrcbN25UXnvtNaVy5cpKmzZtMr3XxMXFKefOnVPWrl2rbNu2Tdm5c6ei0+lyfR8PDQ1VXnrpJcXX11cZPny4kpCQkGmbkJAQZezYser76+uvv66Ehoaqcev1euWnn35S3n//faVRo0ZK06ZNlVatWikjR45UNm7cqMTFxWU4L4/jzz//VHx9fZUaNWooS5cuVW7duqVER0crS5YsURo2bKj4+voqgwYNUq5fv64YDAb1fB45ckSpWrWq+rdr0qRJlu8z+WHVqlVqHEOGDFFGjBihtGzZUqlbt67i6+urdOrUSf1MYnLkyBHl7bffVnx9fRV/f/8sn4Ppnlu1alVlxowZyvr165UZM2YogwYNUpdPmzZN3cdk06ZNBebcCCGEEEIIIYQQ+UmST8+A+Ph4ZdGiRUqfPn0UX19fZcCAAcqJEycURTE2fg4bNizHCSjzho7FixcrW7duzVUs2SWeHmxASUpKUjZt2qQEBgYqvr6+Sp8+fTI0oj1KSkqKoiiKsmjRomyTXE+TKcbZs2crvr6+yuLFizOsP3HihJpc++abb7I8hqnxNzQ0VLl9+7aiKI/X0JQXsZw/f15p0aKFUq9ePeX06dMZYjGPaciQIUrVqlWVPXv2KIqiKJcuXVK++uqrRyag1qxZk6kx72FmzJihJkcU5X6DvSmWu3fvKocOHVJGjx6tBAQEKC1atFDeeecd5Z9//lEbWM1l1ZD7OD799FPF19dXeeGFF5QFCxaoiRvzxNOsWbPU7c3PnenvbZ6A2rp1qxIWFpYnsZk7c+aMGs+ff/6Zaf3KlSvVhuJvvvlGvf5MEhISlLCwMOX27dvqa+1xG0F37typREREKJMnT1Z69uypLje/Pvbs2aN069ZNbXgPDg5W1z2YdHww+ZhXoqOjle7du6sNwOb/Pv30UzXRkp6eniEB9euvv2aKNavf8zJ+03HDw8OV1157LVO8NWrUUH788Ufl5s2biqIYE1CmhnM/Pz/l4MGDiqLcf12Z37fN7xGmWM3/9vPnz8+Q/DFPXuY07m+//Vbx9fVV5syZk6vnffHiRaVVq1aKr6+vsnz58gzrtmzZojRp0iTDfcP8Me/cuaOMHj1aqVSpkhr/F198oSbWHry+zf92W7ZsUTp06KAmK0JCQrLcx1xu/s7m53/y5Mnq8vT09Ex/g8jISGXOnDlK8+bNFV9fX+Xtt9/OkBw1PXZERIQSGRmZ6bWdk/fX7Fy9elU9D+vXr8+w7tSpU0qLFi0UX19fZcaMGVk+5pEjR9Tr80k7WzyuvXv3qp0hNm3apC6/deuWsmXLFqVt27aKr6+v0rFjx0yflY4cOaJ+nmrUqJFy/fp19TmcPHlSadiwoVKlShVl8+bNmR7XlPSvWrWqMnfuXMVgMKj/FOV+Uq927doZjiuEEEIIIYQQQvyXSfKpgIuOjlb69++vNob06tVL+f3335WjR49m6H2fkwSUeUOHqZf4Bx98oCQlJeUolkclnh4cIZCQkKBs2rRJ6dixo9qoZ2qIz2kD2bhx4xRfX1/l559/ztH2eUmn0ymBgYFKjRo1lLCwMLUR6dixY0qnTp2yTPbcuXNHHZHwoCdpaHqSWKKiopQ2bdoovr6+StOmTZW+ffsq27dvzxCnqYF2x44dSpUqVZRhw4ap665cuZKjBFRufPXVVxkaMc2vh5s3byqjR49WYzb/17FjR+XXX39VEhMTMxwvqyTAo8TGxirLli3L1LhunoBavny5cuLEiUcmnsx/zquRLw+zfft2pWrVqsqHH36YIQbzONauXav2tp8xY0amRmpzj5sw+ffff9X7Tt++fZXx48cripL1KLaHJaCetqioKDWp0a9fP2XLli3KsmXLlPHjx6vX1uTJk9Xzp9Pp1ASKr6+vsmLFCvVYT9K4nxOm45uPVBo4cKCyYsUKZe7cuUrfvn3VBv7ffvtN3S82NlYdvefn56ccO3ZMURRFuXbtWo46DJj/bkr6+/r6KjNnzsxRAsr8b/3RRx9lStzlZF/TiJVp06ZlWB8cHKy88cYbiq+vr/LZZ59le5wrV66oo1YeTPI8Kubly5erz3nZsmU5ijsnQkND1aTZw86/eTzR0dHK119/rdSsWVNp0KCBmoh72L0lL67LAwcOKH5+fsqECRMyLD98+LDSuXPnbDuCmN97Tpw4YZHkil6vV3Q6nTJhwoSHJo2vXr2qvPzyy4qvr6/Sv3//TO9h+/fvV8aMGZNpZNKaNWuUypUrZ7quzP8mpk4VVatWVRPA5rZu3SqJJyGEEEIIIYQQzxVJPhVg0dHRSrt27dQyN6GhoZlGeJgaPh6VgDIvZTVmzBi1PJGphN+jZNdz/sHE08WLF5X169eryYHk5GTlzz//VAICAhRfX1/lzTffzHEC6ueff1bLxD2N0SPmzGMxb4wKDAxUmjRpop73I0eOZJnsSUtLUxISEpQvv/xS+fXXX58oAZGXsSxevFgdEVG9enWlbt26SpUqVdTRaD///LOSlpam/h1v3bqljlbbsmWLesyQkJAMCShTaa/cMj2fmTNnKr6+vkqbNm3URr7Y2Fhl7969ammq6tWrK23atFGmTZumfP3110qtWrUUX19jWcCzZ88qivL4SZPo6GilefPmSo0aNZQFCxYod+7cybDePAFVs2ZN5f/t3XdUFEm7BvBnyCoqYiCIGBAHQREUcxbzijkimAVdUVERI64Bc1wxgQEERcWEa8Y17adiWBUQEUFEAUkCSoZhZur+we3eGcA1kXTf3zn3rB8901Nd091zTz39VgmF8lPtfSp4cnd3Z8uWLfviQPdbHTp0iAmFQj7skb2+Zc+fvXv38gPqW7Zs+aoqli8RHR3NX9tcSJKVlfXJMFA2gFq0aBF7/vx5qbanJKmpqXzw5OrqWmzQd+vWrXz7r1+/zv9dIpHw52nRSpyyCqC4tsneb2WrfBgrvKfa29vzVRSyFYdcANWsWTPWsmVLFhAQ8K/BU9G+kL3ffEsAJfu+nj178gPtn8OdI9y9KjAwkN/24sUL/pwpGjx9/PiRJSUlMcYKvxNuWjShUMgcHR35131paLNy5UomFArZoEGDWGpq6ndXsb1//54PgIsGxZ/Cfea7d+/4Sr1JkyaVelhR0jm8e/duJhQKma+vL/+3f3vAITo6mkVERDDGCo9Jdp/lEa4U/X6ys7OZlZUVMzc35yutS6pOffDgAevevTtr2bIlXzkq2/bc3FzG2D/njVQqZUuXLmVCoZAPfGXvubKfsWDBAiYUCtn06dNZdnZ2iecQBU+EEEIIIYQQQv4rvn5VeVIusrKy4OjoiOjoaFhbW2PPnj1o0KABqlWrJvc6JSUlSCQSqKioYMuWLejbty/S0tLg4eGB8+fPIzU1FQD4BeqXLl2KM2fOQENDAydOnICBgcFn2xIbG4tx48YhJSUF9vb2mD9/PgDwi2RLJBIoKCggNDQUgwYNwsGDBxEfHw+gcBHuHj16YNasWTA0NMTt27exZs0axMXF8Yuml0QikaBu3bpo2LAh9u3bBz09vW/uy89hjEFBofBS8Pf3h7u7O+Lj4yGVSqGsrIzk5GQ8fPgQT548werVq/Hy5UvY2dnx/ZCfnw9lZWVkZ2fj5MmT+N///scvel7Rbbl37x66desGc3Nz5ObmwtjYGGPGjIGtrS0ePHiAdevWYcKECdi/fz+SkpKgpaWFuXPnQlFREY8ePeLb1bBhQ4wbNw7W1tZQUFDAjh07cODAgS86puTkZMyZMwe5ublQUVEBULhovaGhId6+fYuJEydi0aJFmDt3LubMmYN3797B2NgYc+fOhaenJxYsWABnZ2f4+vpCU1MTYWFhOHHiBAB8Uz/n5uZiyJAhSEhIQE5ODry9vXHy5Emkp6fzr1m5ciXGjBkDqVSKnJwcdOnSBZMmTQIASKVSfnF42YXid+/ejW3btuHOnTvIzMz86nZ9japVqwIAwsPDIRKJ+OsbgNx1NWrUKDRp0gQAsH//fhw+fBgFBQUACs+179WoUSPs3r0bxsbGAIAXL14gKioKCgoKkEgkAAq/I+6zOnfujNmzZ8PCwgL+/v44fvw4RCLRd7fjU1JTUzFu3DjExsZi2rRpWLBgARQVFVFQUMC3yc7ODh06dABQ2J8cBQUFODg44NdffwUAuLi44OTJk/y2T927vhVjDIqKioiNjYWNjQ1SUlLg4OCAuXPnAgDEYjGkUinU1NSwdOlSNGnSBJmZmXj+/Dm/Dw0NDfz222/o378/8vPz4eDggJSUFEyfPp3fD3fOcudxcHAw5s2bBwBQUVHhj2vSpElYvHgxAGDPnj04cuQI0tLSPnscycnJ0NXVhbu7O3R1dT95rLK461hVVRWqqqqoUaMGgMLzaeXKlQgKCsK4cePw22+/AQBEIhEkEgkOHToEd3d3ZGVlQUFBAb169cLKlStRpUoVXL58mb8vKikpQSwWl9gW2XO1R48eUFFRQXZ2NhQVFb/5Ps5RVFREixYtAAA3btzAvXv3+L9/Cne96OrqwsnJCSoqKggMDMSDBw++qy2yZH9nEhMT+b9zf8vIyAAAPH36FL/99luJvzMAEBAQACsrK7x58waKior8+z93jKV1DNz3w323mZmZyMrKQk5ODmJjY4u1g3u9sbExWrVqBZFIhODgYAD/HDtjDGpqagCAlJQU/m/cdu4eIXvPVVRU5NswbNgwVKlSBYmJiXJtlFXWfUMIIYQQQgghhFQWFD5VQlKpFN7e3nj48CG6d++OJUuWQFlZmR8gK4oLgEoKoPz9/ZGbmwtAPng6evToFwVPIpEICxcuREpKCvT19dG6dWt+m0Ag4AcwQ0NDYWtrC4FAgH79+qFp06b860oKoNatW4eYmBi5waqix2RpaYnTp09DKBR+Tfd9NW5w6OrVq1i8eDE8PDyQlJQEBQUFjBgxAgKBAIcOHYKLiwvCw8PlAjiRSARVVVUAhYPTubm56N+//zcPLpV2WwYMGICRI0fCxsYGRkZGePToEd68eQMrKytcvHgRw4YNw7t377Bjxw6MGDEC+/btQ2ZmJszNzXHkyBE8ffqUb1vDhg1hbW2NX375BXXq1EHPnj0/ezwikQgLFixAQEAApkyZgry8PACApqYmli5dCkNDQ8TFxeHcuXN48OAB8vLy0Lt3b2zbtg3W1tbQ1dWFVCqFWCxGs2bNMGnSJCgoKHxXuFOlShWYm5sDABo3bozc3Fx4eXkVC6BWrVqFUaNGgTGGe/fuwd/fH2lpafw5KxaL5YInNzc31KhRA/v370e9evW+uX1folu3bmjQoAGioqJw9erVYgPrXBtVVVXBGIOZmRn09fXh7u4Of39/AN8W3AHywQFjDPr6+ti+fTtatmyJ1NRUzJ8/H0lJSXIDskUDqOnTp6Nz586YMGECH0iWNpFIBEdHR7x9+xa6urqwsbGBmpoaH9ZxbVJVVeW/x6LhSkkB1OnTp/ltpUkgECAjIwNTp05FUlISWrRoAQcHBygrK0MkEkFJSYn/zOrVq/P9+fHjR7n9aGpqws7Ojh8cV1BQQJ8+faCgoICCggI+eOIeGJg8eTIuX76MP//8k3/9pwIoX19f/oGGT1m4cCH8/PxgaGhY4nbZAXnuOubOk2rVqiE/Px937txBUFAQVq1aVSx4ys/Ph4qKCiQSCS5fviwXyqirq2PQoEFYtGgRqlSpgkuXLmHBggUA/j2A4r7/Zs2aQVlZGe/fv/+ioO1zatWqhT179qBnz57Izc3FrFmzcPPmzc++jzs3GzVqhAYNGgAAsrOzv7s9svsHgBMnTqBHjx64cuUKAMDMzAyqqqqIjIxEYGAgVq1aVSx44n5nxGIxrl69Cl1dXVSpUqXU2vYlZM+hM2fOwN7eHunp6dDS0kLTpk0hEAgQExMDACWGxOrq6ujSpQsA4N27d3LnRdG+uXz5MhQUFNC+fXuoqKjg9evX/MM1spSUlAAAurq6UFJSwrt375CUlFS6B04IIYQQQgghhPxgKHyqhCQSCQIDA1GnTh0sX76cD57+LdD4VAB16NAh+Pn5YcGCBV8dPAGFT8KvWLECjRo1QkxMDLy9vfnBMwUFBX4A09bWFnl5eXBycsLMmTMByA/6yAZQzZs3x40bN7Bnz55PBmrcZ6urq39RO7+F7CB6eno6vLy8UKdOHaxdu5YPJ0xNTSEUCvHo0SNERUVh9OjRfJVAXl4eP3C+ceNG3L59Gz179kSvXr0qtC2//fYbbt26hW7duqFXr15QUFDAgAEDMH36dDRr1gz37t3D5s2bAQDr16/HiRMnMHr0aFSrVg07duzA2rVrER4eDoFAgP/973/8U+4AoK+vj+nTp+PcuXNffA6NHTsW+vr6ePr0KSZMmMCHoRYWFnB3d8fYsWPxyy+/YObMmdi2bRt27dqFRo0a8ccjO8iflpYGqVT6zYEF18+9evWCqqoqVFRU0L17d2RnZ8PHx6dYALVmzRqMHTsWUqkU69atw7lz55CRkQHGGD/YKBs8+fr6fnLQ/VvaWTToAQrvD+rq6ujYsSNf4RYaGspfS4wxuaqjvLw8DB48mD9XVq1ahZCQkG9um2xoJRAIIJFI0LBhQ2zduhWmpqaIi4uDjY0NkpOT5Qb8ZQOo7t27Y9euXXIhdWkTiUTo168fGjZsiPj4eDg7OyMpKYkPLqRSKQQCAR/uVK9eHV27di22n6IB1LJly3Du3LkyaXNubi769OmDmjVrIjQ0FCtXrgRjjG8z972qq6tDUVERWlpasLCwkNuHVCrFjRs3+H6XSCQYPXo0Xrx4wT8wUPS+vXDhQvTu3VvumEsKoHbt2oVz5859smqO69M6dep88hi588fPzw/Dhw9HWloafy1ZWVmhRo0aOH36NFxcXBAUFARra2u54IkL2FesWIGYmBgMGTJELvwoGkBdvHjxiwIooLDiOD8/H9ra2lBXVy+V6kBNTU2sXbuWD6Dmz5//xQGUpqYmtLS0+LaXpsDAQGzatAnAP6FrvXr1oKWlhQsXLmDp0qUlPuCgoqICxhiWLVuG58+fw8rKCpqamqXats/hzqGAgAAsXboUDx48wN9//w0AaNmyJRhj2LBhA0JDQ6GgoCD3PXKVn1w4W6NGjWJ9K9s3Hz58AFBY5amuro6///4bx44dK9Ym7tpUVVWFgoICjIyMyrRimxBCCCGEEEII+RFQ+FQJ3bt3D48ePYK2tjY0NDQAfNk0LdwT7VwA1adPH6SmpsLNzQ0XL1786uCJY2xsjJ07d0JXVxd3796VC6DCw8P5AcwFCxZg6tSpAMAPcAL/DMqoqamhW7dumDhxIjp06IDZs2dX2PQzsk9Of/jwAdnZ2Xw4MnjwYP51RkZGmDx5MqpXrw6gcFD2/v37AAoHA7OysrB48WJ4enqicePGWLVqFWrUqPFVU3KVZlucnZ1x/PhxAIUDitw0WlwANXXqVBgbG+PRo0dYuXIlnjx5Ah0dHaxevRp79+7FwoULUbVqVYjFYojFYlStWpUf7OU0aNAAtWvX/qJjU1FRQZ8+feDs7AxdXV2EhITwAZSysjJ0dXWxcuVKbN26FXPnzkXfvn0BQC6UlEql/OBgSEgI1NXV0adPH77vvgbXz3369EGTJk2QmpqKTp06oX///khOTi4xgFq5ciUfQG3evBknT57kBzCLBk+lEabIng8ZGRlISkrCq1evEB0dDaDwOq9evTrGjBmDJk2a4OHDh3Bzc8Pdu3eRm5sLgUDAX1fbtm1DQkICtLW1MWDAAIwfPx5isRgPHz4EUHJVQNG2cOLi4vDo0SPs27cPly5dQmBgIN8eoDCY3Lx5M1q1aoXY2FiMHz/+XwOosq6WUFdXx5AhQzB9+nQ0aNAADx8+xIIFC5CSkiI3Rdi+ffvw6NEjNG7c+JPBIRdATZ48GUDhtVhaZPtYS0sLtra2mDBhAqpWrYrjx4/DxcUFQGE/y36vr169gqGhYbEqOwUFBYwePRrTpk3jzyPGGDQ0NPjqKdngaf78+fx9W/a6k52ObtKkSZg7dy5q166Nfv36fbJq7kurwUQiEby9vREbG4s///yT74MmTZqgXbt2ePv2LSIjI9G7d2+sWLECgHzw5ObmBn9/f7Ru3RpDhgwp9jvCBVDOzs5fFEBxxxkWFgaxWIzWrVujbt263z3tHudbA6ikpCRERUUB+GeqzW9V9Fq/fv06cnNz4ebmBmtrawCF/c+FrAkJCWjfvj0fWgPgg6dNmzbh3LlzsLCwwMSJE6GsrFwqQd3nyIbyOTk5OHz4MGrWrIlt27bB0tISADB9+nT06NEDeXl5WLZsGf8gBXf8XOh09epVAIUPQXxJ37Ro0YI/h/bv349du3bxDyIAkKuCTU9Ph6mpaalXRxJCCCGEEEIIIT+c0l1CipSGgIAA1rx5c7ZkyRLGWPFFtT+HW4A9Ly+PzZ49mwmFQtauXTv26tWr72rXy5cvWc+ePZlQKGR2dnbs8OHDzMzMjBkZGTEPDw/+dZ9adJxbsD4rK6vYgt7lSbY/PTw8mJmZGTty5Ajr378/Cw0N5dsl+7pTp06xTp06MaFQyFq2bMnGjx/PRowYwbp168YvUP/u3TvG2NctJl7abWnWrBnr1q0b/z2NHDmS72vGCr+bCxcusOHDhzOhUMhsbW3Z33//LdemiIgIdvXqVebu7l5qC6Pn5+ezgIAAvl2jRo3i2yW7cHtRsp+/du1aJhQK2ZQpU/hz6Vtw5+eVK1eYUChkbm5uLCcnhy1evJgZGxuzbt26sf3797OPHz/Kve+3335jQqGQNW/enHl6erKtW7cyoVDI2rZtyyIjI7+5PbJkv+fr16+zSZMmsfbt2zNjY2PWokULtnTpUva///2P5efnM8YYe/jwIbO0tGRCoZD179+fLVq0iP3vf/9jN27cYI6OjkwoFLLhw4ezlJQUxhhjZ8+eZUKhkDk4OBT7vH9ry61bt9jQoUOZqakpEwqF/P+5uLiwp0+fyn1Pb9++ZaNHj2ZCoZD17t2bvx9VxLXOGGMZGRns5MmTrHfv3kwoFDJra2uWnp7OGGPMy8uLmZiYMDMzMxYSEsIY+/c+kUgk33XuFeXn58f+/PPPYn2TkJDAdu3axczNzZlQKGRLly7lt+3bt48JhULWsWNH/p4eGxtbbB9JSUls06ZN/HfFXc/Pnz9nrVq1YkZGRmz//v1yx1bSv2VlZmYyxkrnuzxy5AgzMTFhs2bNkvt7WFgY69evH39/On/+PEtPT2f5+fnsw4cPzMXFhQmFQtalSxcWHR0t933FxcWxu3fvsqysLL69x44dY2ZmZkwoFLL58+fzr+WOQfbcHTduHGvbti27d+8eY+zrf3s/JzU1lc2YMYMJhUJmZmbGbty4UeLruDY9fvyYmZmZsZkzZ5ZaG65evcoiIyPZvHnzmKOjI/932e+UO8eEQiFzdXVlFy5cYK9evWKBgYHM3t6eCYVC1rNnT5aQkMAY+/T5UlZevXrFEhMTWYcOHdju3bv5v3P9dv/+ff4e1KFDB/bXX3+x5ORkxljhb9GaNWv436G0tDT+/V/SN/v37+f7xtnZmfn6+rK3b9+yyMhItnjxYiYUCtmAAQPY+/fvy7obCCGEEEIIIYSQSk/AWDk8rkq+yvHjx7Fy5UqYmJjAy8uLr3T5HO6r3LFjB3r27AkzMzPk5eXBxcUF9vb2pVKVERERgRkzZiA+Ph4CgQACgQBOTk6YMmUKgOIVT4qKimCMYc2aNfD398e5c+f4NSzKW05ODpSVleUWCre2tsaTJ09QrVo1ZGdnY9euXXLTT8kez927d3Hjxg1cvXoVmZmZyM/Ph5mZGdq1a4eJEyeidu3an50esTzaMm7cODx//hzr1q1DfHw8TE1N4e3tzS+iLpVKcfnyZRw6dAjPnz9Hu3btMG/ePH56v6K+9Jg+Jz8/Hzdv3sSWLVsQFxcHExMTHDlyBFWqVIFYLP7XaaW2bt3Kr6V05MgR6Ovrf/Hnsk8s+h4dHY2pU6ciMTERZ8+eRd26dbF582acP38etWvXhq2tLUaNGoWaNWvy71m5ciWOHz8OZWVlFBQUlFnF05kzZ7B06VIAhdNIVa1aFSEhIcjNzYWhoSEGDx4MGxsbVKlSBSEhIdi9ezdCQkLw4cMHvm1A4ZpWhw4dgo6ODgDg0qVLmD9/PkaMGIG1a9d+UbsCAgIwZ84cAEC/fv2grKyMrKws3Lp1CwDQpk0bWFtbo1+/fvx3GBMTg4ULFyI4OBiNGzeGl5cXP31YRcjMzMTVq1fh7u6O2NhYtG3bFp07d8bu3bshlUpx+PBhvgKivKoV7t69i6lTp0JbWxtr1qxBx44d5a6BxMREnD59GgcPHkROTg5Gjx4NPT09bNu2DVWqVIGvry+aN2+OgwcP4tSpU1iyZAk6deokt4/k5GQcPnwYBw8eBADY2Njg9OnTyMvLw7x582BnZweg5Ps2UDj9mIGBgVx11aeup68VGRmJiRMnIi0tDevXr8ewYcP4bc+ePcOqVasQGhoKoHAdHVVVVXz8+BEfPnxAkyZN4ObmhiZNmvBtuXv3Lnbs2IFnz55hzJgxWLp0KVRVVZGVlYULFy5g48aNyM3NxS+//IKtW7cCkK+mWr16NXx9fTF06FAsXboUNWrU+Kbj+lz/pKamYtmyZbh16xaqVKmCbdu2ya2fJ/u7OWHCBDx58gRr1qzB8OHDv7vvb926hRkzZqBBgwYQiUTo3bs3XFxc+P3K7t/X1xdr1qzh//8KdXV1ZGVlAQDat2+PjRs3Qltbu9R+H77UmTNnsHbtWgwaNAj+/v5wd3dHhw4d5M5hkUiE+/fv49ChQ7h//z6UlJTQuHFj1K1bF+/fv0dkZCQaNGgAb29v6OjoQCqV4q+//vrivjl69CjWrFnDt6lWrVrIz89HTk4OmjZtCg8PD+jq6pZ73xBCCCGEEEIIIZVOBQRe5DMePXrEzM3NWf/+/VliYiJj7MuraWJjY1mnTp3Y4sWL2YcPH8qkfS9fvmR9+vRhRkZGrE+fPuzu3bv8Nu5Jca69UqmUbd68mQmFQmZqasofT3lJSUlh+/btY1OmTGGDBw9mY8aMYX/++Sf/xDZjjE2dOpUJhULWokULtnHjRpadnS23j6KVXElJSezly5csKCiI5efn85U7n/uOyrMtOTk5n6w04vZTtALq6dOn/PbveeL/U+/l/u7j48NatGjBhEIhGzFixCer4DIzM9mrV6/YzJkz+Sftv6Z6LzMzk8XFxcn9regT+keOHGFCoZDt3LmTMVZYObFo0SJmYmLyyQqolStXllo1YUlu3brFhEIhs7CwYP7+/vzf4+Li+KoDc3NzvjqDscJKmb/++ovNnTuXTZkyhdnb2zM3N7diT987ODgwoVDITpw4wRj7/Pf89OlTZmFhwczMzNiZM2eKtZOrUBkxYgS7desWk0ql/D7fvn3Lxo0bx4RCIRs2bBgTi8WlXknyNYpWQJmYmDATExP24sULxlj5V29kZmbylRKWlpbs1q1bn62AMjY2Zubm5uz169eMMcbS0tL4SpqxY8ey//3vfyVWQHH3YO64jx49ym//VKXq+vXrWbt27dihQ4fKrG98fHyYUChk8+bNY5mZmUwsFvOfFR0dzTw8PNiYMWNYmzZtWKtWrZiNjQ3buXMni4+Pl9vP5cuXmYmJCRMKhWzt2rXs3r17cv3wbxVQjDHm5ubGhEIhGzhwYLF7xteQ7aeEhAQWFRXF/ve//7H4+Hi+aoyxwgoo7lqWrYDi2iyVSvlKy7lz57KMjIxvbpOsp0+f8vd8IyMjtnjxYsbYp3+7AgMD2Z49e9iYMWPY+PHj2aJFi9i5c+f4e2JpVcZ+qczMTLZ06VImFApZ586dmbGxMX8fLHrei8ViFh8fz1xcXPhKYe53ZO7cucX+f6uv7Zu//vqLrVu3jvXt25d169aNjR8/nm3dupW/55Z33xBCCCGEEEIIIZURhU+VUFJSEj+dm+x0S/82AMgNdFy/fp0JhUK2evXqMm1jeHg4P93XlClT5KYP4gIQ2eCpW7du/IBheQ3KxMXFsREjRvCDTsbGxkwoFLJOnTqxTZs2yQUHkydPlpui51Nkv4OvGUiviLbk5eWxy5cv89/T8OHDWU5Ojtz7L1y4wIYNG/bdAVRGRgZ78ODBJ9/LDQxGR0ezdu3a8eFN0WCMm2IwODiYjRgxgvXo0YM/x2JiYr64PampqeyXX35hFhYW7OjRoywoKKjE9rx584b179+fderUiT8/ExIS2OLFi/81gHJ1deVDi9IilUrZx48f2bRp05hQKGSnT5+W2x4WFsYGDhzIhEIh27Jly1fv//fff2dCoZANGTKkxBBY9jvj/s29Z+/evXLbuO1BQUFszJgxTCgUstmzZ/PfI3duvn79mk2ZMoU9f/78q9tbFrgAirsmBg8ezG8rz2kBuXtgVlYWW758+WcDKDc3Nz444aZM5Nr8+vVr5uzszF9Lnwqg1q9fz99/Dh06xG/jvivZ+/KWLVv4a/RbHxj4kvtHWFgY69mzJ2vZsiV7/Pgx356i52JcXBx78+ZNsXYyVhiQmJiYsDZt2vChakltKBpAOTk5McYYc3d35++3UVFR33SsRT/r4sWLbPjw4fw9ztLSkllbW7OnT5/yU2YWDaCuXbvG74fr/0GDBvHTVpZGACiVSllISAiztrbmHwjhppv8t9+Tkq6N8g5rOa9fv2aurq7MwsKCCYVCNnPmTP6c+FSbIiIi2MOHD9m1a9dYTEwM/zsoey59a99kZmay9+/fM4lEUuK1RAghhBBCCCGE/JdR+FRJ+fr6MlNTU2ZmZsY8PT35v5c0uCI70DFx4kTWpk0bfiCvLCsNZNeAmjRpErt165Zcm2SDp29ZD+l7xMTEsC5duvDrU50+fZodP36cHyhv164d27dvH782CGP/VB117tyZPXz48Idpy7dWGjFWcgVU0aDmcz58+MAsLS3ZsGHD5MKyolVwr169Yu3bt2dCoZBt27aNXbt2jfXq1atYAJWfn8+CgoKYmZkZGzRoEPP09Pyq9TM+fPjA+vbtyw+0N2/enLVr146tX7+evXjxQu74GWNs1apVTCgUsl27dvEDw4mJiZ8NoL5VZmYmv+ZQUfHx8axdu3Zs8uTJcn9/8uQJGzx4MN93srh7Qkn3hry8PLlqgQ4dOsgFnR8+fGAnTpzg1zGSPZdEIhEfTHLnoGxFIycwMJC1bNmSCYVCduTIkWJt+Lc1vUpTSddBSX8rWgE1btw4foC/PAeNue8rMzOTLVu2TC6AKtpn8fHxzM3NrcQ1oMRiMYuOjmYLFiz4bAC1YcMGuTWgONx5zxj7pvt2SkrKJwf+4+Pj5dbVYUz+e+HW35k6dWqxa6ykQX/Z93748IH9+uuvxc69T7W3aADFnd+luW4bt66aUFi45p6lpSV//2/Xrh07fPgwH+gVDaCuX7/Otm3bxoRCIevates3P7Dxb7/7BQUFLDg4mNnY2PDnHHdP+JJAqSKrFzlRUVFszZo1zMLCgpmYmLC9e/fy5/vn1i4r6TzifG3fVIa+IIQQQgghhBBCKjMKnyqp9+/fsylTpjAjIyPWv39/dvz4cX6b7KCi7L83btzIVyCU1kD558gGUBMnTmT3799njDG2devWCg2eOnfuzIRCIdu8ebPcNpFIxKZMmcIHO0Wrabiqk9IKoMqqLaVVacSYfABlYmLChg0bxoKDg7/4GKOjo5mZmRlr3rx5sRCSG9SOiorigyduijvGGLty5UqJUwMWFBSwmJgY9uHDh68+b6KiopiFhQVr0aIF69GjB3NwcGAdO3bk+9LBwYG9fPmSHxBPTk5mPXv2ZCNHjpQbhJcNoHr16sXc3Nw+GRp9qZiYGDZq1Cjm5ubGX6Oy392jR4/4hew5T58+5YOnrVu3yu3v3bt3zNfXt1igxlhh31+9epV1796dr/KRrexITU1lPXr0YObm5uzgwYPF2pOfn89GjhzJTExM5Kb4KwlXPbJgwQLGWPlXRcj2YVhYGDtz5gxbvHgxW7x4MTtx4kSJ18/JkydZnz59mFAoZNbW1uU+XZZUKpXrJxcXF2Zqasp69erFbt++XSyAKjoF37Jly/htXxNAbdq0iQ9HPDw8+G0FBQV88NS1a1d++rnP9cexY8dYv3792N9//13sez9//jxr3749mzZtGrt7967c9cX9OyYmhg0cOJB1796dryb8mmlmu3btykaOHMn/7XPnXmZmJvP19WVt2rRhQqGQdezYsdSCp1evXrHOnTuzzp07s3PnzjHGCu8jL1684KdHNDc3Z+7u7vy9JCUlhd/GhWJf0/9FfcnUf1zIwlX5DBo06KsCqLL2qVBHtm2vX79ma9asYWZmZqxr167s0KFDn62A+hn6hhBCCCGEEEII+ZFQ+FSJvX79mg0YMIBfp8DNze2Tr+UGDXv06PFV05OVhqIVUHPnzq3Q4IkbbP/999/l1mPiBmJTU1P5QWc/Pz/GmHx1RmkFUGXVltKuNGKscFDt4sWLrHfv3szCwuKr1z2JiIjg980FUFx7ZNshGzwxVjgALbs21ciRI/l2fc9T5S9fvuQrW1asWMH8/PzY0aNH2ciRI5lQWLie0q+//souX77McnJy+LV39u/fL7efxMREvmrol19++a511GSDyL59+8pVU3FT2T18+JAPQxgrnNaupOApLy+PMVa47ojsuVNUaGgoW7NmDdu4caPcOjk5OTl8NYZQKGTdu3cvsbrL0dGRCYVCtmTJkhLXneG+owsXLvBTO+bn55drRYDsZ127do117dqVNW/eXK7yzcLCgu3bt0/ufRUZQMkOYoeGhrK7d++yTZs28edsv379vimAioqK+uoAysvLizH2zwMDXxN85Obm8lWaI0eO5NeikkqlLD8/n82dO5efQlYoLFzbSfZBCsYKv4dFixYxoVDIr7Pzpa5cucKEQiGzsbFhBQUFnw0HuHMlMzOTHTx4kHXu3Jm9fPnyqz5TVtEqG+56LLo+Goer8rKwsJCbqjYlJYVf265Hjx7f/Lv5JVP/PXnyhG93SEgIvy5bZQlZZD87JSWFRUVFseDgYJaYmMjf9zjR0dFs9erVrFWrVp8NoH6GviGEEEIIIYQQQn40AsYYA6m0Xr16BWdnZ7x8+RISiQRdunTBgAEDIBQKoaioiKioKJw+fRqBgYHQ1tbGwYMHYWBgUO7tjIyMhL29PZKTkyEWi6Gjo4OjR49CV1cXEokEioqKZd6GrKws/PLLL0hKSkLLli1x8uRJAIBIJIKKigoAQCwWIy8vD+PHj8fLly+xfPly2NjY8NuUlJQAANOnT8f//vc/1KlTBzt27ICFhUWlaUudOnUwbNgw5Ofno3379pg0aRK6d+8ut//Xr1/D2toaHz9+xKxZszB79mwAwNWrV7Fx40bEx8fD1NQU3t7eUFNTAwBIJBJcv34dzZs3R4MGDb66/yMiIjBjxgzEx8ejQ4cOmDdvHmrWrImxY8cWa4fsOSESiXD79m2sX78e8fHxaNiwIc6dO8e361tFRETAzs4OiYmJGDRoECZOnAgTExOcOHECt2/fxq1btwAAw4YNg0gkwsWLF9G1a1ds2rQJtWrVAmMMAoEACQkJ8PDwgI2NzXddWx4eHti2bRuqVauGgoIC1KhRA5MmTcKoUaNQs2ZNAEBubi5sbGzw/v17TJkyBf7+/ggPD4ednR3mz5/P9xd3Do0fPx5RUVHYv38/WrZsWeLn5ubmQlFRkX8PZ86cOQgICEDjxo2RlpYGZWXlYu05ffo0XF1doaWlhWXLlqFr165y+ygoKICysjKCgoIwduxY9OvXD7///vs399H3uH79OmbNmgUAmDBhApo0aYK3b98iPDwcgYGBAIBJkyZh8eLF/HsyMzNx9epVeHh4ICYmBoaGhvDy8kLt2rXLrJ3ceQUA/v7+2LJlC1JSUtCsWTMkJiZCIBAgPT0djRs3xpIlS9CpUyf+XgAAiYmJOH36NA4cOIDc3FwMGDAATk5O0NbWhqKiIt68eYNdu3bhwoULMDU1xZw5c9ChQwe5fSQnJ+Pw4cM4ePAgAKBTp064d+8e6tWrh2PHjqF+/fpffN9OSkrCunXrIBKJ8Pvvv0NFRYU/xpycHKSnp+PYsWO4cOECEhMTIZVK0b17d/Tu3Rs9e/ZEnTp1EBUVhdGjR0MgEGD37t1o3779F/VlYGAgpkyZglatWuH48ePF+le2z/Py8nDz5k106dIFNWrUQFZWFiQSCX+uf4/jx4/jzZs30NTUxIEDB3Dz5k1Uq1YNUqkUCgoKcn05f/58XLp0CfXr14efnx9/rqWkpGDjxo2YM2cOGjRo8F2/m/7+/vx53rJlS3z48AH5+fl4//49atasiV9//RWDBg1C7dq18ezZM2zYsAGPHz+GoaEhduzYAQMDA77t5Un2u7t06RIOHjyIyMhIiEQi1KxZEx06dMCQIUPQq1cv/j1v3ryBj48PTp8+jRo1amDy5MmYMGECFBUVSzyGH7VvCCGEEEIIIYSQH1LF5V7kS8XExLAlS5bwU/IU/T9TU1M2ZcoU9vbt2wptZ0REBGvbti3r0aPHN69V8T0yMzPZrl27mKmpKRMKhWzlypX8NrFYLLdezaBBg1iXLl1YaGio3D5kqwS4qiNjY+OvXgeprNtSWpVGRSugvpdsFdyYMWP4ReF37dold/xF5efns2vXrrHWrVszoVDIYmNjS6U9ERERrEePHkwoFLIZM2bw03oxVvj0+8yZM1mrVq34a6l9+/ZyrynNBeTfvXvHhg4dylq1asVmzJjB2rVrx7p06SJXcZSbm8vWrl3LhEIh3xeyFU+yVWErV65kQqGQLV++nOXk5HxxO7jz5OzZs8zU1JQNHjyYLVy4kJmZmfHrW3EVXu/fv+fXPxkzZgwLDg7mqw9kq3K4yrEDBw7IfUZ5iYyM5M+7s2fPym1LTExkBw8e5L/jomtmZWRksNOnT/NVEF9b9fetLl++zFc1njx5konFYvb69Wv2+PFjNmLECCYUClnv3r0/WQG1Z88eJhQKWcuWLdm4cePkKjK+ZQq+nj17fvVUb9xnfvz4kW/jX3/9xR49elSszc+ePWPHjh1jnTp14j+zT58+7PTp0yw8PJxt3bqVGRkZyd0rPicmJob/3mSr/2TPP+5YMjMzmZmZGVu/fv0X7/9LpKam8sczbNgw1rlzZ35KwZLakZ2dza81deXKFblt3OuLfldf42um/svKymJSqVRumrkhQ4awiIiIb/780iC7btbgwYPZoEGDmImJCf+3omvLFa2A8vT0LPEc/hn6hhBCCCGEEEII+ZFQ+PSDyMnJYY8ePWJz5sxhNjY2rEuXLmzYsGFs8eLF7NatWyw1NbWim8gYKxzcSUpKYox93wDat8rIyGCenp7M2NiYH5gvilsba/LkySX2m2y7R48ezYRCIb9AfGVqS9H1toKCglh0dHSJwZPsQFzRAKpfv36lGkBxwZiRkZHcOkCMsWID0rLy8vLYzZs32Zs3b0qtLVx7uGOdNWsWe/z4Mb8tIyODhYWFsVmzZrExY8YwFxeXMptWSSQS8SHNb7/9xhYuXMiMjY35wIdbgyohIUFuus23b9/KrZUjlUqZq6srP80dN1Xc1wY+WVlZbOjQoaxz587s7NmzbPHixczIyIhvD3c+yk4fOXjwYObr68sSEhL4/XDTtQ0YMOCbrpPvwR3zH3/8wYRCIVu1ahW/TbbPGGPs+PHj/OB10YAqPT2dnTt3rtTPvU+dS6mpqfwUkH/88Uex7enp6Xx41Ldv3xIDqNjYWLZr1y4+pLxw4YLc9i8JoJKTk9ny5ctZ+/btv3mNoZLWLBswYAB7+vRpiccfExPDjh49yg/ot2jRgg0cOJCNGTOGmZqaMiMjI/bs2bMv/vzNmzczExMTNmnSJPbo0SP+77LTmzL2T0B68ODBUn8oIigoiH/QQCgUFptaULZNEomEzZ8/nwmFwn+dSvdLfc/Uf9evX2eMFd6bgoODma2tLRMKhWzChAmsoKCg3ENkxgp/17iA6Pz586ygoIDl5eWxGzdusBUrVvB97OnpKfc+LoBq06YNa9GiBTt+/PhP1zeEEEIIIYQQQsiPhsKnHww3oJqWllaqgUFpK8+Kp6KKhj6y66Ls27ePCYWFi8xzaziUNIgkO2jJDcJ/yzGVdVsqW6URJzw8nPXt25cP1gIDA/ltFTFoJxtAzZ49m/39999y23NyctibN2+KrZtVWrj9vn37lrVt25Y5ODiw2NhYtmTJEta8efNigU90dDRfsTVgwADm5OTEzp49y9zd3dmYMWP4dUq+tcKQG5Tl1sxxc3Pj176SDcS49rx9+5YNGjSICYVCZmJiwtq1a8fGjRvHh2RdunThz+HyxPUrNyjt7e3NGCu5P3Jyctj69euZkZERc3Z2lnt/0X9/r+vXr/MBXUkBTGxsLDMzM2N9+/bltxetssvIyGATJkxgQqGQ9e/fv8QASiKRME9PTyYUCpmzszPLy8tjYrGYP5YvCaBSUlJYeno6Y+z7HxhISEhg06dP56uAZNfQ4dY1K9r2X3/9Va6St3PnznLrk31OXFwcGzp0KF/dKLuWEmf79u18H3APR5Q22QBq9uzZJa4lxX1/bm5uTCgUst27d5fa5x87doytX7+eubu7s7Zt27KsrCzGWMnVm/PmzePDbS68lkgk7PHjx8zBwaFc140sen3cuXOnxIBIIpGwnJwctmvXLv5cKRq4vnnzhjk7O7M+ffrIBeE/at8QQgghhBBCCCE/Olrz6QfD/n9NBKlUCoFAAIFAUOIaF/81Rfvg48eP8Pf3x+bNmyGRSDBmzBg0btwYGzZsQJUqVeDr64vmzZv/69oNsmtufM0aD+XdlsjISH6tJcYYBg0ahC1btgD4Z02ekuTn5yMwMBCNGzdGw4YNv+jYvkbRNaAmT57Mr01VEecsty5ZfHw8+vbti8mTJ8Pc3LzY68pqPQ/GGEQiEX777Tf4+/vDzc0NHTt2xNq1a3H+/HnUrl0btra2GDZsGGrXro24uDi4uroiNDQUKSkp/H40NDTQvn17LF26FFpaWl+0Nsyn+js6OhpTp05FYmIizp49i7p162Lz5s0lticxMREHDhxAcHAwnj17BgCoX78+mjdvDmdnZ+jr65duh32FjRs3wtPTEzY2Nli+fLncmmmyrly5AkdHR9SoUQMXL15E3bp1S70tf/zxB5ydndGrVy+sXLkS9erVK/aaN2/ewMrKCo0aNcL58+cByH9H3HealJSEsWPHIiEhAfr6+nBxcUGHDh2grKzMvz40NBS//vorsrKy4OvrCyMjI7lz+EvWgCr6+d+C+8ykpCS4urri2rVrMDY2houLC1q1aiV3TRVd8+3PP/+En58fEhISsHPnTgiFwq/67KioKMyaNQtv3ryBjo4Ounbtis6dOyMjIwPXr1/HrVu3ULt2bRw5cgSNGzf+5mP8nJCQEIwZMwaMMUycOBE2Njb8+nn5+flQVVUFULj22P3797Ft2zYMHDjwu/s+LS0NnTp1AgAYGxsjOTkZN27ckFt/C/in33NycmBjY4OwsDD8/vvv6NevH4DCc0AsFkNZWfmT11BZOXjwIF69eoVu3bph165dOHXqFKpUqVLi/XjDhg3w8vKCgYEB9u7dK3fviY2NRY0aNVCzZk1IJBKkp6f/8H1DCCGEEEIIIYT8qGjF5B8MN1CioKDA/5uCp38GkGJiYgAUDtAPHz4cCxcuhKKiIk6cOIEtW7agatWqOHXqFJo3bw6JRPKvIYPsgP63BE/l1RZDQ0Ps2bOHH4BLS0vD/fv3AYAfpC6JqqoqevToUSbBEwA0a9YM7u7u0NXVxf379+Hl5YXbt28DAB+alidDQ0O+PQEBAfD09MTTp0/57Vx7vjd4kkgkcvvj/isQCKCqqgorKysAwJEjR6CiooI5c+Zg0KBBSE1NhY+PD86ePYu0tDTo6elhw4YNcHNzg4ODAxwcHODo6Ij9+/dj3bp1XxQ8ZWVl4d27d3L3CKlUyv+7cePGmDp1KqRSKQICAqCpqQkHB4cS26OtrQ0nJyf4+Pjg6NGj8Pb2hp+fHzZu3FhhwRPXt9znBwcHo6CgAEpKSvz3IKtjx47Q09ODWCxGfn5+mbRJW1sbhoaGuHHjBq5duybXTo6SkhIEAgEiIyNx5coVAPL3cUVFRUgkEmhqaqJZs2ZQUlLC+/fvMWfOHDx+/Fju9S1atECXLl2Qk5ODgwcPIjc3V+4cbtSoEf+dhoSEYPfu3fjrr78gFovl2vS9vyMKCgqQSqXQ0tLC8uXL0adPH4SFhWHNmjUIDg6WO+8UFRX5PlFRUcHAgQOxadMm+Pn5fXXwBAAGBgbYt28f+vbti/fv38PPzw9z586Fi4sL/vrrL5iZmZV58AQApqamOHHiBADg8OHD2LVrF3/P44KndevW4f79+zA2NuZDke/te01NTZw4cQKqqqoICwtDSkoKzp49W2zf3HmlpqbG90VkZCSAf367uIcVyjNciYuLw+bNm3H27Fls3rwZycnJSE9PB1Dy/XjUqFEwNDREXFwckpKS+PYDQIMGDVCzZk0wxqCoqPjD9w0hhBBCCCGEEPIjo/CJ/PC4AaSTJ09i3rx5/GBUjRo15EIfsViMLl26wMDAAEDxAeEfuS1CoRBubm7Q1dXFvXv3sG/fvgoNejiGhobYt28fdHV1ERgYWKkDqNJoz7t37+Dk5IT79+8jJydHbr/c4Hvnzp1hZWWFp0+fIjg4GDo6Opg7dy6srKz4wOfMmTNIS0uDhoYGzM3N+fBpxowZaNmyJapVq8YPrn5KWloaxo4di6FDh8LX1xfBwcEA/hnM5cKHLl26oHHjxjh+/DgSEhJQv359ODo6FmvPhw8foKamBjU1NbRp0wbt2rVD7dq1Ua1ate/qs9JgaWkJbW1tPHv2DIsXLwYA/joD/gkERSIRcnNzoaenVyZVTwBgYWGB1atXY9asWRg/fjwAIC8vD8A/wZ+enh5Gjx4NALh27Rpev34NoPh9QFlZGXp6emjcuDG6dOkCFRUVuaCP29+ECROgra2NFy9e8OedbNjDBVBDhw7F06dP4efnJ7e9tCgoKEAikXxRAMXdK7ljrlevHmrWrPnNn92oUSOsX78e+/fvx8iRIzF48GBYW1tj27Zt2L17d5kHTxxTU1P4+fkBAM6dO4dFixZh/PjxWLBgAfr16wdvb28YGBhgz5490NDQKLXvoVWrVvD29uZDrrt37yIiIqLY67hKIq4/uPtBRT7Eoqenh61bt0JVVRXx8fEQCARyDwYUZWBggMaNGyM/Px9PnjwBULz9sv/7R+4bQgghhBBCCCHkR0bhE/kpJCcnw9PTE8+fP8fbt2/5v3Ohz4IFC6CoqIiAgAAsX74cAD5ZHfGjtqWyVRrJtks2gPLx8cGff/7Jt6u8FQ2gvL298ejRo+9uT2xsLEaNGoXLly9j2rRpWLJkCT8IDRQOZHJhSMeOHSESibBr1y6kp6dDR0enxMCHe/q/pAHqf2vrx48fMW7cOLx69QqZmZlwdXWFnZ0dNmzYgPDwcOTl5fFP7zds2BAdO3ZEamoqzpw5A5FIBG1t7WLtOX36NN+e8jyXZD9LLBZDLBZDJBIBKOwDiUSCevXqYcmSJfx0eitWrADwT4UCF9Lt378fqampMDc3L5OpFYHC79nMzAyzZ88GUFjhNnv2bCQlJfHhDAC0b98empqauHr1Ki5evIi4uDgIBAJkZWUhJSUFioqKkEqlePjwIZo3b47Zs2cjICAAurq6kEgkYIzxx6CjowMDAwO8evUKhw8f5tshq1GjRpg+fTpsbGywYsUKqKiofPWxyX4XSUlJCA8Px4ULF/D69WukpaXxnysWi78ogAJK9x5QrVo1dOzYEa6urti0aRNWrFiB/v37o3bt2qX2GV+CC6CUlZWRnp6OJ0+eIDs7G02bNoWzszO8vLygra392YrXr9WqVSv4+PhAIBAgICAAp0+fRmxsLL89Pz+fr975+++/ARSeF0D5XtMl+eWXX7B+/XooKioiIyMDFy5cKDFI5SoWuRD2c1OOcn7kviGEEEIIIYQQQn5UFD6Rn0K9evVgaWkJANi9ezc+fvzIb6tRowZGjhzJVx2dOnUKLi4uAP6ZaudnaUtlqzTicAFUw4YNcefOHZw9e5YfWKwIXAClr6+Py5cv49SpU981DZtIJMLChQuRlpaGqlWronbt2ggICMCKFSswceJEHD58GOnp6XwYMnz4cLRu3Rrh4eF8QKmlpfXJiqOvHaBOS0tDWloalJWVoaOjA0tLSygqKsLLywvTpk3DwoULERERgQ8fPgAAZs6cCV1dXdy6dYvfR9H2HDt2DD4+PsjIyCi30FB2GsvAwEC4urpiypQpcHZ2xpUrV1BQUMAPPrdt2xbTpk2Duro6/Pz8MHXqVNy+fRvh4eGIj4/H6tWr4e3tDV1dXUyfPv2Ta6GVBq7NKSkp8PHxwZ07d7B+/XokJSXx7e3Tpw+sra0hFouxb98+7N+/HxcvXsSUKVNw/PhxpKenY9OmTYiMjERGRgYGDx6MBQsW4ObNm0hOTpb7DmrWrAk7OzsoKCjg7t27iIuL4/tPloGBAZYsWcIHWF9D9ru4c+cOHB0dYW1tDScnJ4wdOxaLFi3C33//DYFAwFedcQFU3759+QAqKCioTKquira1pH+XJ1NTUxw9epSf+rRZs2ZYs2YNpkyZgrp160IsFn9xcPK1n1sRU/99DdnvX/Y8HDhwIDZv3gwlJSVcv34drq6uAP4JUkUiEX8MISEhUFBQ4KuHv8SP0DeEEEIIIYQQQsjPRMDokU7yg5Nd6H7atGnIyMjAgQMHYGhoKLcmTkZGBs6cOYPNmzdDIpFg9OjRWL16NQB8du2cH60tERERmDFjBuLj49GlSxeMHTsWvXv3/u7j+17h4eFYtGgRtm7diqZNm1Z0cxAeHg5nZ2ds27btu9sTFhYGJycnvH79GpaWljAxMUFkZCQeP36M5ORk6OnpwdbWFmZmZmjVqhX8/f2xePFiDBs2DOvXr+f3k5SUhB07duDy5cuQSqVYsmQJxo4d+9UDoBEREZg1axZiY2MxZswYtGjRAgUFBTh79iyePXuG6tWro127drCyskL37t2xevVqnD17Fk5OTpg2bZpce3bu3InTp0+jadOmOHLkCDQ0NL6rr75WQEAA5syZU+zvkyZNwqhRo/gB6OTkZNy4cQM7d+5EWloa1NTUABSuK5SRkYH69evDw8Pjqwasv4dUKsWTJ0+wceNGPHv2DH379sWyZcugpaXFv2b79u3w9PREQUEBGGNgjEFdXR0aGhqIi4tD48aN0a5dO1y8eBHZ2dlQVVWFtrY2Zs6cCRMTExgaGgIA0tPTMWfOHDx48ABbt27FL7/8UibHdPXqVcydOxcA0LdvXzRt2hRv377FxYsXoaamhu3bt6Nnz55gjEEikUBJSQlJSUlYu3YtAgICYGpqCicnJ1hYWJRZ9VllEhISwk+xOH36dEyYMKHMpnz81OdqaGjAwMAA2traCA0Nxdu3b2FgYICDBw9CW1ub/90qS7LhJVAYJKmoqCA/P58PfjiXL1/GwoULIRaLMWDAANjb28PAwIAPjNevX4/Dhw/D2NgYhw4d+ur7UWXrG0IIIYQQQggh5GdF4RP5aeTm5mLVqlXw9/fH8OHDsW7dumKvKRr6DBw4ENu2bfsp2xIREYHZs2fj7du3sLS0xObNm1G1atVS2/+34gYdK4vSbI9s6DdixAj07dsXjRo1wr59+3Dnzh28f/8e1atXx/Tp0/l1TrKysrBjxw507NhRLrx0dXXF8+fPcezYMbmw4mvbY2dnh8TERAwaNAgTJ06EiYkJTpw4gdu3b/OVTsOGDYNIJMLFixfRtWtXbNq0CbVq1eIHjBMSEuDh4QEbG5tyC244ISEhmDJlCvLy8jBz5kwIhUJERETA09MTmZmZsLKywtSpU2FkZASgMPCJjIzE7t27kZCQgLdv36Jp06YwNTWFra0t6tevX67tl0qlCAoKgqurK8LCwkoMoPz8/HDo0CFER0fLvVdHRweenp5o3LgxEhMT8ccff+D+/fu4d+8eBAIBGjRogH79+mH06NFo0KABLly4ACcnJwiFQuzbtw86Ojqleiz379/Hr7/+CgUFBcybN49f0+rUqVNYvXo1Px2iu7s7unfvXiyAWr9+Pa5cuYK2bdti//79fDj4s5MNO6ZNm4bJkyeXy1SAISEhGD9+PD/dZ/fu3aGoqIg2bdrAysoKdevWLbUHL/6NbIATGBiIa9eu4dGjR1BWVoaGhgYmTpwIMzMzuTW/ZAOoJk2aoEaNGmjevDn++usvvHv3Dk2aNMGhQ4e+OSCqLH1DCCGEEEIIIYT8zCh8Ij8MboCJGxAv+iQ1ALx8+RJjx46FhoYG3Nzc0KJFi2Kvy8jIgL+/Px8I3b9//6ufnK5Mbfk3la3S6L8gMjISdnZ2SEhIQJ8+feDo6AgDAwNERUXh8uXL8PHxQXp6OvT19fHx40dkZGRg2bJlsLW1BfBPhcD79+/5wdnvGQSVbU/Pnj0xd+5cPqi5dOkSLly4gHv37iEvLw9AYSWAl5eXXJjDrVVUHgOxRQeSDxw4gC1btmDt2rUYMWIE//c///wT+/fvR3BwcLEACigMFRljSEhI4AOnspxqr2jbZa/1LwmgwsLCMHfuXCQkJEBfXx+JiYmoUqUKJk+ejCFDhsgNhp88eRKPHj3CH3/8AQDQ1dWFubk5Ro8ejY0bNyIxMRE7d+6EhYXFFw/MF/1+xWIxP00kAMTHx8PJyQlPnjyBi4sLHzx5eXlh69atkEqlGDhwIM6fPw8A2LdvH3r06CEXQCUmJmLbtm2YNm0amjVr9p29/WORDaDs7e1hY2NTbhVQNjY2EIlEsLOzw6RJk6CpqQmg+HdcFmSvg7Nnz8LFxQVisRhVq1aFqqoqP/WnjY0NBg8eDFNTU/69sgEUAAwZMgQSiQRNmzbFyJEjUadOne+6L1V03xBCCCGEEEIIIT87Cp/ID+fNmzf8QuDAP4OmUqkUYrEYy5Ytw/nz57FkyRJMnDixxH2kp6cjICAAnTt3hq6u7jdPrVOZ2vIpla3S6L8gMjIS9vb2iI+Ph6WlJezt7flB1bCwMISFhWHv3r1IS0uDSCTCzJkz4eDgwL+/aHDxveeDbHt69+6NKVOmoHXr1gCAzMxMxMXFYffu3UhJSUGzZs2wcuXKCp9q6vbt22jevDk8PT3x7NkzHDlyBID8+Xz37l24ubkhKCgIgwYNwvTp0yEUCgF8WUBcGmT3yxiDSCRCfn4+qlatKjd4LZFIEBwcXGIAxRiDWCzGihUrcPbsWYwdOxY5OTm4ePEi6tSpA1tbW4wcObJYMB0UFIQzZ87g4cOHePPmDdTU1CASiSCVStG1a1e4u7t/1feYkpKCPXv2YNGiRVBVVZUb2P/zzz/h4OCAqVOnYuHChQAAX19fbNq0CQUFBThy5AjMzc2xatUqHDt2DACwZ88e9OrViz8+ZWXl/3Q1SUhICL/Ol4ODA2bOnFkufVFRU//JunLlChwdHVG1alU4OzujZ8+eUFZWxqVLl7B3716kpqaia9euWLVqFXR1dfn3Xbp0CQsXLoREIsHQoUOxYcMGfltpnEuVoW8IIYQQQgghhJCfFYVPpNKTHdz19vbGunXr8Msvv6Bt27YYPnx4sWCFm3qqTp06OHz48CenCeP2+zUDWJWpLaRykw18+vbtiwkTJsDCwoLfnpqaips3b0JJSQlDhw4t9/ZMnDgRbdq04bfn5uYiOTkZ+vr6FX4uBgYGYvLkydDU1ESzZs2gr6+P1atXFwuUgH8PoMpa0enEbt++jUePHiEnJwdNmzZFq1atMHnyZL4fxWIxnj17hjVr1iAsLAx9+vTB8uXLUa9ePUilUrx79w4jR45E+/btsWjRIuzZswf+/v6oW7cubG1tMWrUKNSsWRPcz7ZAIEB+fj6ys7Oxf/9+hIWF4cGDB1BQUICmpia2bNmCDh06fFGAKRKJMHHiRDx9+hT9+/fHxo0boaqqyleA+Pn54c6dO1i5ciU0NTVx8+ZNrFmzBklJSdi/fz86deoEAIiKioKjoyMiIyMByE/BVxbh34/m6dOnsLOzg6+vL79eV3moqKn/gMKHNBwcHPDq1Sts3rwZVlZW/LbQ0FDMmTMH8fHxmDFjBhwdHYu9/9KlS3B2doZYLJZbH7G0qpMqsm8IIYQQQgghhJCfGa2iTCo12QHLhIQEKCgoQFlZGdeuXcPKlSthbW0NPz8/vHr1in/PoEGDYGlpifT0dLx8+RJA4RPSRXH7/ZbgqaLbQio/Q0NDuLu7Q1dXFwEBAfD29saTJ0/47bVr18bw4cP54Kmk86Is23P48GE8ffqU316lShU0bNgQAoEAUqm0Qs9FHR0dGBoaIi0tDffv30d8fDyys7P57VwlEwB07twZs2fPhpmZGS5cuABPT0+EhYWVeRsZY3ygc/bsWdjb28PLywsRERGIjo7GtWvXsGXLFsyfPx9PnjxBQUEBlJSU0LJlS7i4uMDY2BjXrl2Dq6srkpOToaCggHr16qFXr164du0aXrx4gaVLl2LIkCFITU2Fj48PTp48ifT0dLnjV1FRgaamJhYtWoRdu3Zh48aNMDU1RUpKCgIDAwHgi6fdGzp0KHR1dXHlyhU4OTkhPz+fH9wfMWIE5syZw6/Lc/v2bSQmJmL16tXo1KkTpFIpAMDAwAA1atTgP9Pe3h53796l4On/mZub486dO+UaPAGAqakp/Pz8ABROZent7Y3379+Xy2cnJycjJiYG1tbWcsHT48eP4eLigvj4eNjb2xcLnhhjYIxh4MCB2LJlCx+CrlixAgCgpKTET8n3PSqybwghhBBCCCGEkJ8ZhU+kUuMGLP38/NCzZ0+0bt0aly9fxqpVq2BoaIjQ0FCsWLEC1tbW2L9/Px49egQA6NatGwoKCnDw4EHk5uaWykB6ZWoL+TEUDXy8vLzkAh/ZAfnyOC+KtsfT01OuPVygUdFT7jVq1Ai7d++GsbExAODFixeIiori154CSg6gLCws4O/vj+PHj0MkEpVpG7nv7vLly1iyZAlUVVWxbNky+Pv7Y9euXXB2doZAIMDVq1exfft2PHz4EFKpFAKBAK1atcLy5cthbGyMgIAAODs7IyUlBWpqavzg/JEjR6CiooI5c+Zg0KBBxQKoolMKAkD16tUxZMgQfgpHb2/vLw7iqlSpgkGDBmHOnDmoW7curl27xgdQQOH52bRpUygqKiI2NhYnT56EtrY2OnbsCIlEAgUFBb7P69Wrh8GDB2PMmDEAQNOYFaGqqlohn8uFLEpKSnB3d8eJEydKPfTmQkhZf//9N0QikVzgFhQUhNWrV+PFixews7PDvHnz+G1v3rxBZGSk3P2xf//+cgHUypUrAaDU1mUqj74hhBBCCCGEEEL+ayh8IpXeX3/9BVdXVwDAs2fPoKenh2HDhuHYsWPYunUrBg8ejIyMDGzduhX29vb8mhF169blKxCAkgfFfuS2kB/DvwU+ssHBf7U9HNnPZYxBX18f27dvR8uWLZGamor58+cjKSkJioqKfLVD0QBq+vTp6Ny5MyZMmFCq65x9qk9iY2Ph5uYGAFizZg1sbW1hYGDAr6vl4+ODRo0a4eHDh/Dx8UFYWBicnJzw8OFDGBoaYsWKFdDT08OLFy/4gfbOnTvDysoKT58+RXBwMHR0dDB37lxYWVl9sgJKds0pAOjSpQuGDBkCsViMhISELz7OatWqoU+fPliwYEGJARTX71yIVq1aNdStWxeKiopya3EFBwcjJycHq1atwr1799CsWbNv6HVSFkxNTeHj44Pq1aujX79+pRp6y1YDJiYm8n/n/paRkQGgcOrB3377DS9fvoSdnR3mz58PAPx5FhAQACsrK7x586ZYALV161ZUqVIFx48fx9q1a0ut7UDZ9g0hhBBCCCGEEPJfROETqXSKBjMXLlwAYwxubm78k/QSiQTq6ur45ZdfsGnTJuzbtw/29vYQCAQ4duwYli1bhg8fPiAnJwf3798H8G3VHJWpLeTHVVLgExQUBAAVMh1ZSVMCcpV6FTU9muzncmtONWzYEFu3boWpqSni4uJgY2OD5ORkuem2ZAOo7t27Y9euXWjatGmptCk2NrbYZ8hKSkrCmzdv0LdvX/Tv3x9A4f2Amy7MwsICGzZsQNWqVXHz5k2MHz8ely9fxrRp07Bs2TKEh4fj999/x4ULF1CnTh2+cqhjx44QiUTYtWsX0tPToaOjA0dHx38NoLh2FhQUACisHisoKOCn3uN8Llz8twBKSUkJjDFoaWmhfv36iIyMxNGjR+WCp+3btyM+Pp6vWqtVq9a3dj8pI2U19R93DZ84cQI9evTAlStXAABmZmZQVVVFZGQkAgMDsWrVqmLBk0gk4tcYu3r1KnR1dVGlSpVin9GvXz+sXr0atWrVwrBhw0q1/UDFTYtICCGEEEIIIYT8jGgEnFQ4bmobLujhgpk7d+7g9evXePfuHYYPH44+ffoAKBw85Z5I5t7To0cPzJs3D6dOnYKjoyN0dXX5wekzZ87g9u3bP1xbyM9FNvC5du0afv/9d4SGhlZ4e/T19XH58mWcOnWKrzwoa7IBSFxcHB49eoR9+/bh0qVLfFjCXVf6+vrYvHkzWrVqhdjYWIwfP/5fA6iSBqy/hZeXF+zs7PDnn38W+wzOq1evIJVKoaGhAaDw/qGoqAiBQMC/3szMjK/QyMvLQ5UqVVC7dm0EBARg5cqV2Lx5My5duoQPHz7wAc7w4cPRunVrhIeH4+3btwAALS2tYgHUmTNn8OHDB7ngTllZGQDw7t07AICenh6/TSKRQCAQQCQS8VUoHKlUyh/fvwVQAoEAqqqqmDRpEqpXrw5vb2+4urri0qVLcHJy4s8pbvpAWuupciqrqf8CAwOxadMmAEBaWhqAwmkYtbS0cOHCBSxduhTh4eGwt7eXC55UVFTAGMOyZcvw/PlzWFlZQVNTs8TPsLKywrVr1/iAs7RV1LSIhBBCCCGEEELIz4bCJ1KhYmNjMX/+fCQmJspVAwUEBGDatGlYs2YNXr16BW1tbQD/TPfEkX2PVCpF48aNYW9vj6NHj8LFxQX9+vUDADx58oR/zY/QFvJzMjQ0hIeHB9TU1BAZGYn69etXeHt27tyJZs2aYfr06eUy6Co7Tdzt27cxe/ZsTJs2DTt27MD8+fMxefJkrFixAkFBQXwY3LBhwy8KoErLhw8f8PTpU0RHR+PgwYO4fv06/xmyARTXX0+fPkVaWlqJ03RxAZSOjg4AIDc3Fy1atMCcOXMwYMAAREdHY8OGDRg1ahQOHz6M4OBgAMDo0aORnp6OY8eO8fuSDaDS09Oxfft2XLlypVgo5ufnh1OnTkFHRweWlpYACu83ioqKSE1NxfTp02Fvbw9/f388fPgQQOH9SyAQ8PelatWqoXfv3p8MoLp3747x48cjLy8Pfn5+mD9/Pi5cuABtbW3s3bu3ws9tUj6K/o5dv34dubm5cHNzg7W1NQCgSZMm+PXXXwEACQkJaN++vdwaT1zwtGnTJpw7dw4WFhaYOHEilJWVP1mpp66uXkZHRAghhBBCCCGEkNJSOis1E/INYmNjMW7cOKSkpKBbt24YMWIEgMKn80UiEerXr4+HDx/y/xsoHOj61JR13N+5aqTx48dDT08P169fx4kTJzBq1Ci5KoDK2hbyc2vatClOnz4NdXV11KpV61/Po/JgZGSEU6dOleoaSf+GC4kCAgIwZ84cAIVTaSkrKyMrKwu3bt2Cn58foqKiYG1tjX79+kFJSYmvgFq4cCGCg4MxceJEeHl5QUtLq9TbWKtWLcyaNQvVq1fH2bNn4eHhAQCwtLTkAxoFBQWYmppCV1cXHz58wIsXL9C5c2e5cI37r7a2NurXr4+EhARoamri+vXr0NDQwNChQ+Ho6Ih9+/bhzp07WL9+PapXr47p06dDT08P9evXx40bNxAYGIiOHTtCKpXyAVRWVhaeP3+OXr16yQVvBQUFEIlEMDExwfr169GgQQMAhfekjx8/Yvz48Xjz5g0AICQkBBKJBD169EDTpk0xdOhQ1KpVC7Vr1wZQOMDfq1cvAMCWLVv4AGrLli3Q1dWFra0tunTpgpMnT0JJSQna2toYPnw4BU//Idy9KyAgAE2aNEFaWhr69evHVweLxWIoKSlh6NChSEpKwvbt2/HgwQOsXbsWZmZmMDIywvv37+Hl5YVbt25BV1cXW7ZsgaamZoXfGwkhhBBCCCGEEPJ9BKyiVpcn/2myYY+9vb3cU9BA4fRUt2/fxt69exEeHo6aNWvi+PHjaNy48RcNSMkOAM+aNQvXr1/Hxo0bMWTIkErdFvLfwk3T9l8TFBSE6dOnQywWY8WKFXJrt9y+fRvr16/Hmzdv0KJFC8yePRvdunUDUBjmxMTEYPHixXjy5AmMjY1x8uRJvmqnNMher5GRkfD09MS5c+fQokUL2NnZ8ZVEQGEV07x583Dr1i00b94ce/fu5SsjgcIgSFlZGXl5eRg2bBjEYjFWrVqFZcuWISEhAX369IGjoyMMDAwQFRWFy5cvw8fHB+np6dDX18fHjx+RkZGBZcuWwdbWVq5979+/h7KyMjQ0NIqdR9nZ2SgoKOCnA+S8fv0aY8aMQV5eHiQSCYyMjBATEwOJRILc3Fyoq6tDS0sLAwcORLNmzdC1a1eoqakBKJwydOfOnUhMTETv3r2xZcsWfhv5b7t16xZmzJiBBg0aQCQSoXfv3nBxceHPVdlrytfXF2vWrOErmtTV1ZGVlQUAaN++PTZu3Ahtbe3/7L2REEIIIYQQQgj5mdAjpaTcfSrs4abYAgA1NTV069YN9vb2MDY2Rnp6OlauXInY2FgoKCh8dso6gUDAr1/Ttm1bAIUDr5W5LeS/578wuCr7fAP377/++guZmZmwt7fngyfGGBhj6N69OzZu3AgzMzOEhobi9OnT/FRvUqkU+vr6WLt2LTp37gxXV1d+jaXSIrsvQ0NDTJ48GUOGDEFoaCg8PDz4KfiAwvWl1qxZg4YNG+LFixeYNWsWQkJCkJOTA+Cf9Ze2bNmC6OhomJqaonXr1vDw8ODX/tq2bRtCQkJgYGAABwcHeHp6wtXVFRKJBAUFBVBUVER6erpc+xhjqFu3LjQ0NPjp9GT7uFq1asWCJ6Bw+rOjR49CV1eXnxp08eLFcHNzw+DBg9GgQQNERUXBzc0Ns2fPxtixY7FkyRLcuXMHzZs3x/Lly6GlpYU///wT8+fP5+9rBQUF/GeT/x4NDQ2YmJggNjYWycnJ/PnP/TbKXlPW1tbw9PTE3Llz+cqnoUOHYtOmTdi5cycFT4QQQgghhBBCyE+EKp9Iufq3sEdRUZGvJOL+m52djb/++gt79+5FREQEevTogeXLl0NPT++Lp+RxcXHByZMnsXTpUkyYMKFStoWQn8nHjx8REBCA3r17Q1NTU67yoaCgAGPGjEFYWBh8fHzQtm1b/pqTfd39+/dhZ2cHkUgEFxcXjB8/Xu4zuKqi8vC5Cqjw8HDMmTMHMTExaNiwIczNzdGlSxcoKSnh4sWLuHbtGho0aICjR4+iXr16YIzh1atXsLe3R3x8PPr27YsJEybAwsKC32dqaipu3rzJT1lWmiIiImBvb4+EhAQMGDAA9vb2MDIyQn5+Pm7evIkXL17gypUrSE5ORm5uLgBAR0cHJiYmyM7OxqNHjyAWi9GuXTscOHCg3KZsJJUTYwyhoaHYsGEDHj9+DFVVVRw5cgQtW7aU+22Uvb6Bf6bkk0VT7RFCCCGEEEIIIT8PCp9IuZENe+zs7DB//nwAxcOeV69e4cWLF7C0tETVqlWRl5eHW7duYffu3YiMjET37t3h4uLyRaGPt7c31q1bBx0dHfj4+PDrLFWmthDyM0lLS8OIESOQnp4OBwcHjBgxAjVr1uQHnkUiEcaPH48XL15g//796Nix4yf35eHhgW3btmHQoEHYsmVLhQ5Mfy6AiouLg5OTE549eyZXOQkALVq0gJubG3R0dOSqOiIjI+UCqEmTJqF169b8+2SPt7SrQSIjI2FnZ4eEhARYWlpi2rRpMDc357d//PgRr1+/xu3bt/HkyRM8ffoUYrEYAKCkpASxWAx1dXVcuHBBbqpB8vMqGh7JEovFCAsLw+bNm/Ho0SPo6enB3d0dBgYGXz09LSGEEEIIIYQQQn4OSp9/CSHf73NVRtx/Q0NDMXLkSBgZGaF58+Zo2rQp1NTU0KNHDwDA7t27cfv2bQD4bOgjkUhQt25dNGzYEDt37iwxeKrothDyM8nNzcWQIUPw/v17AIWBq1QqxahRo1CzZk0AgIqKCvT09PDs2TOcP38eLVq0QPXq1eX2ww1E169fHwAQHR0NkUhUbpVOsgPh3P2Am4IPAM6dOwcPDw8A4AMoPT09HDhwAH/++SeePHmCxMRE1KpVCxYWFrC0tISmpmaxAMnQ0BDu7u6wt7dHQEAAgMIpyrgQSHYwvrSnITM0NISHhwfs7e1x/fp1vvKMC780NDTQunVrtG7dGnl5eXj9+jUCAwNx584dhIaGQiwW4/jx4xQ8/UfI/rYlJiYiJycH8fHxMDAwQPXq1aGurg5jY2MsXLgQGzduxOPHj+Ho6IgdO3Z8UQBFwRMhhBBCCCGEEPLzofCJlDmRSISFCxciJSUF+vr6ck/2c+u4cGGPra0tBAIB+vXrh6ZNm/KvKyn0UVRUxOLFi6Gvr1/i5yoqKsLS0hJdu3aFurp6pWsLIT+bKlWqwNzcHAEBAWjcuDHS0tLg5eUFAHIBVJcuXXDr1i08efIEQUFB6Nq1q9x+xGIxlJWV+fBJT0+vzKd2kw2cPhX6fC6AUldXx9ChQzF06FCIRCK5Nhddm0l2n0UDKAAwNzfn13cqq4H5z4Vf3LRoqqqqMDY2hrGxMaZOnYqwsDDUrVsXdevWLZN2kcqFMcYHR5cuXcLBgwcRFxeH9PR06OnpQUtLC05OTmjVqhVMTU2xePFirF+/Hk+ePPmqAIoQQgghhBBCCCE/FxoFIGVORUUFK1asQKNGjRATEwNvb2/cvHkTAKCgoAAFBQU+7MnLy4OTkxNmzpwJ4J8Fy4F/Qp9Zs2ahefPmuHHjBvbs2VNsiquiny0b9lSmthDyM+FmcO3VqxdUVVWhoqKC7t27Izs7Gz4+Pjh58iQ+fvwIAOjevTtatGiBN2/eYPfu3QgJCUF+fj4A+bWcTpw4AQAwNTWV+4zSJpVK+YAnKCgIhw8fxoIFC+Dk5ARfX1+EhobyrzU0NMSkSZMwZMgQhIaGwsPDA9evX+e3c/eAomHZvw26cyGQrq4uAgIC4OnpiaCgIABlXxFS0mc/ffoUQOH0ekWrwADA2NiYgqf/EO779/f3x/z58/H8+XPo6+tDT08P+fn5ePz4MWbMmAEfHx+kpqaiZcuWWLJkCdq0aYPIyEg4OjoiKiqKX0OREEIIIYQQQggh/w205hMpNxEREZgxYwbi4+PRsWNHTJgwAT179kR4eDjGjRuHvLw8LFiwANOmTQPw6fVOcnJyEBAQAH9/f6xdu5avjvhR20LIzyQ7Oxs2NjZ4//49nJyc8ODBA/j7+6NevXqwtbXF8OHDoampidjYWNja2iIxMRFCoRBjx45Fz549+Wnctm3bBg8PDzRp0gSenp7Q0tIqk/bKhiv+/v5wdXVFVlaW3GuqVKmCtWvXYuDAgfzf/m0NqG+tVuLWgEpISECHDh2wYMECtGjR4juO7us/m1t/avLkyXwFFK3HQ6KiojBx4kQAgLOzMwYPHoykpCR8+PABv//+O27evImqVatixowZGD9+PKpWrYpnz57xU/AZGRlh8+bNMDQ0rOAjIYQQQgghhBBCSHmh8ImUK9nQp3v37ujcuTO2b9+OvLw8zJ8/H9OnTwfw6bAnLS0NmpqayM7OhqKiItTU1PipoX7kthDyM+CulatXr2Lu3LlwcHDA1KlTsXr1avzxxx+oU6eOXAAVExODWbNmITIyEkpKSqhWrRoMDAzw8eNHvH79GnXr1oWXlxcMDAzKvO0XLlyAk5MTlJSU4ODgAHNzc6SmpuLx48c4evQoAGD+/Pmws7Pj3yMbQLVq1Qq2trYYMGDAd7Xj1atXGDVqFKpVq4bz58+jVq1a37W/r0EBFOHI/u5JpVLcvXsX06dPx/r16zFs2LBir3d1dcWRI0dQvXp1bNy4Eb169UJBQQFevHiBLVu24OHDh2jfvj0OHjwIRUVFOpcIIYQQQgghhJD/AAqfSLmTDX0EAgEEAgGcnJwwZcoUACWHPYwxrFmzBv7+/jh37hwaNGjw07WFkB/NpwKJ6OhoTJ06FYmJiTh79izq1q2LzZs34/z586hduzZsbW0xbNgw1K5dG4mJiThw4ACCg4Px7NkzAED9+vXRvHlzODs7f3IdtdL04sUL2NvbIzk5Gdu3b5cLkEJCQjBr1iy8f/8e06ZNg5OTk9x7IyMj4e3tjZMnT6JHjx74/fffoaqq+l3tef36NdTV1VGvXr1yXydHNoAaMGAArK2t0bZt23L7fFK5HD9+HG/evIGmpiYOHDiAmzdvolq1avx5KftAxvz583Hp0iXo6urCz88PderUgVQqRVBQEDw9PeHs7Ey/l4QQQgghhBBCyH8IlWiQctesWTPs27cPDg4OiI2NhZ6eHoyMjPjtsuuLcGHP1q1b4evry68l8zO2hZAfRVZWFtLT0+WmmZQNSRo3boypU6dizZo1CAgIwOzZs+Hg4ADGGC5cuAAfHx8AwPDhw6Gtrc0HOs+fP4dEIoGBgQHU1NRQrVq1Mj0OLjx7+fIlkpOT4eDgIBc8PX78GGvWrMH79+8xY8YMODo6FtuHoaEhxo8fj2rVqmHChAnfHTwBQJMmTQDIV1qWF24NqFmzZuHy5ctQUVGBqalpqRwX+bGkpaVh5cqVAArX+VJRUeHXY+N+GxUVFfnz1NXVFW/evEFYWBgeP36Mfv36QUFBAebm5mjZsiWUlZWpOpgQQgghhBBCCPkPKb/HqQmR0axZM7i5uaF+/fqIiYnBwYMHcfPmTQCFg1oFBQVyYc+BAwegpaWFK1euQEtLi1/4/mdrCyGVXVpaGsaOHYuhQ4fC19cXwcHBAMAHT2KxGADQpUsXNG7cGMePH0dCQgLq168PR0dHWFlZITU1FT4+Pjhz5gw+fPgANTU1qKmpoU2bNmjXrh1q165d5sET8M8A+t27dwFArsInKCgIq1evRnh4OOzs7OSCp8TERERFRfH/28jICE5OTtDV1S3V+0F5B08cQ0ND7Ny5E82aNcP06dMpePqP0tTUxIkTJ6CqqoqwsDCkpKTg7NmzACBX8cgFUGpqamjcuDGAwgo64J+AlwutKHgihBBCCCGEEEL+Oyh8IhVGKBRiz5490NXVxd27d+Ht7Y3bt28DAJSVlSGRSOTCnmPHjkFHR6dMqgEqU1sIqaw+fvyIcePG4dWrV8jMzISrqyvs7OywYcMGhIeHIy8vjx9cbtiwITp27IjU1FScOXMGIpEI2traxQKo06dPIz09HUDhQHVZ+tT+ueBMXV0dAPD333/jt99+w8uXL2FnZ4f58+cDAEQiERhjOHfuHDZt2oSkpCR+n9xx/yz3AyMjI5w6dQpNmzat6KaQCtSqVSt4e3vzAeTdu3cRERFR7HVc5SMXPnHXFK3tRAghhBBCCCGE/HdR+EQqFDftna6uLgIDA+Hp6YkHDx4AAH7//Xe5sIerKiirwd3K1BZCKqO0tDSkpaVBWVkZOjo6sLS0hKKiIry8vDBt2jQsXLgQERER+PDhAwBg5syZ0NXVxa1bt/h9aGlpyQVQx44dg4+PDzIyMsp0oFp2far4+HgwxvgqJW1tbQDA/fv38erVK7i6upYYPKmoqCA7OxvHjh1DTk4Oatas+VMPrtO0ogQoDKB8fHwgEAgQEBCA06dPIzY2lt+en5/PVzb9/fffAIBGjRoBKPtAmRBCCCGEEEIIIZWXgNHIAKkEIiIiMGPGDMTHx6Njx46oWbMmP61deYc9lakthFQ2ERERmDVrFmJjYzFmzBi0aNECBQUFOHv2LJ49e4bq1aujXbt2sLKyQvfu3bF69WqcPXsWTk5OmDZtGr+fpKQk7Ny5E6dPn0bTpk1x5MgRaGholHn7jx8/jkuXLsHb25v/26NHj2BrawtFRUXo6OggLi4O9vb2mDdvHoB/gicAcHR0xJUrV7Bo0SJMnDiRr/Ag5GcXEhKC0aNHAwCGDBmCgQMHonv37vz2devWwdvbG8bGxjh06FC5XM+EEEIIIYQQQgipvCh8IpVGZGQk7O3tkZycDLFYDB0dHRw9erRCwp7K1BZCKpuIiAjY2dkhMTERgwYNwsSJE2FiYoITJ07g9u3bfKXTsGHDIBKJcPHiRXTt2hWbNm1CrVq1+CqkhIQEeHh4wMbGBgYGBmXaZsYY0tLS0L9/f2RmZmLbtm0YOHAgv33jxo3w9PQEAPTu3Ru7du0C8M90YrKv6dy5M7Zu3UqD6+Q/RzaA0tDQgIGBAbS1tREaGoq3b9/CwMAABw8ehLa2tty1QwghhBBCCCGEkP8eCp9IpRIZGYnx48ejWrVq8PX1rdB1lSpTWwipbCIjI2FnZ4eEhAT07NkTc+fOhZGREQDg0qVLuHDhAu7du4e8vDwAhQPVXl5e/Gu4genyvqa8vLywYcMGDBkyBKtXr4aysjIUFBTw7Nkz7N+/HwEBAahfvz4mTpyIwYMHQyQSIT8/H1u2bMHVq1ehr68PHx8faGlp0eA6+U8KCQnB+PHjIRaLAQDdu3eHoqIi2rRpAysrK9StW5d+KwkhhBBCCCGEEELhE6l8oqKiUL16ddSrVw9isRhKSkrUFkIqIa5CMD4+Hr1798aUKVPQunVrAEBmZibi4uKwe/dupKSkoFmzZli5cmWFhTVctVVoaCh+/fVXZGVlwdfXlw/DgML1avz8/PDHH38AAPT19SESiZCTk4OMjAy0aNECbm5uFEST/7yQkBDY2NhAJBLBzs4OkyZNgqamJgDQbyUhhBBCCCGEEEIAUPhEKrHKNLhbmdpCSGUiG0D17dsXEydORJs2bfjtubm5SE5Ohr6+PgQCQaW4lpYuXYozZ87AysoKq1evhqqqKh+KJScnIzAwEEePHkV6ejqys7NhbGyMjh07YsiQIdDU1KwUx0BIRZOdgm/69OmYMGEC6tatW8GtIoQQQgghhBBCSGVB4RMhhJDvUjSAmjx5MszNzYu9rrSnqeOqmf7tb7JBEff54eHhmDFjBtTV1XH48GHUrl27WLVGZmYmGGPIzs6Gjo5OmR0DIT8y2QBq2rRpmDx5MmrXrl3BrSKEEEIIIYQQQkhlQCNohBBCvouhoSHc3d2hq6uLgIAAeHp64unTp/x27hmH0gxtpFIpBAIBsrKykJGRIfc3AIiIiAAAPnhijPGfr6OjAwMDA7x69QqHDx8GgGLThFWvXh01atTgg6eyOAZCfnSmpqbw8/MDABw4cADe3t54//59BbeKEEIIIYQQQgghlQGNohFCCPlu/xZACQQClGaRrUQigYKCAmJjYzFlyhR4e3sjPT2dD4ZOnz6NwYMHY9q0abh16xYSEhLkqqFq1qwJOzs7KCgo4O7du4iLiwOAf21j0QorQkghLoBSUlKCu7s7Tpw4AYlEUtHNIoQQQgghhBBCSAWjFaEJIYSUCi6Asre3R0BAABQVFSEWi9G2bdtSDW8UFRURGxuLcePGISUlBenp6VBTU8PIkSNRtWpVREREoFq1arhz5w4ePXoEbW1tzJw5EyYmJjA0NAQAGBkZoW3btnjw4AGCg4Ohp6dHARMh38jU1BQ+Pj6ws7NDv379aE00QgghhBBCCCGE0JpPhBBCSldkZCRmzZqFmJgYDBkyBKtXr4aqqmqpfoaHhwe2bduGatWqoaCgADVq1MDkyZNhbW2NKlWq4P379zh79izu37+Pe/fuQSAQoEGDBujXrx9Gjx6NBg0a4MKFC3BycoJQKMS+ffvk1nYihHy9/Pz8Ur/WCSGEEEIIIYQQ8mOi8IkQQkipCw8Ph7OzM7Zt24amTZuW+v7j4+Mxa9YsREdHo2PHjnjy5AmUlZUxadIkDB8+HJqampBIJFBUVMTJkyfx6NEj/PHHHwAAXV1dmJubY/To0di4cSMSExOxc+dOWFhYQCqV0rpOhBBCCCGEEEIIIYR8JwqfCCGElAmRSAQVFZUy2XdBQQFWrFiBs2fPYuzYscjJycHFixdRp04d2NraYuTIkdDQ0JB7T1BQEM6cOYOHDx/izZs3UFNTg0gkglQqRdeuXeHu7k7BEyGEEEIIIYQQQgghpYDWfCKEEFImyip4YoxBWVkZM2fOxPXr15GamopFixZBSUkJ/v7+8PHxAQCMGjUKNWvWBPeMhZmZGZo3b47s7Gzs378fYWFhePDgARQUFPDixQs8fPgQHTp0oOonQgghhBBCCCGEEEK+E4VPhBBCKi3GGAQCgdzfBAIBGGPQ0tJCr1694O/vj8GDB2Pp0qVgjOH8+fPFAiipVAqBQAAVFRWoqqpi0aJFyMzMxI0bN3Ds2DEEBQUhMDAQHTp0oOCJEEIIIYQQQgghhJDvRCNshBBCKh2pVCr3X656ifuvQCCAqqoqrKysAABHjhyBiooK5syZg0GDBiE1NRU+Pj44efIk0tPToaCgwAdZ3D6qV6+OIUOGwMHBAQDg7e2NsLCwcj1OQgghhBBCCCGEEEJ+RhQ+EUIIqVS4ae/evXsHJycn3L9/Hzk5OQD+qXriQqnOnTvDysoKT58+RXBwMHR0dDB37lxYWVkVC6C493KVVFwI1aVLFwwZMgRisRgJCQkVc9CEEEIIIYQQQgghhPxEKHwihBBSqSgoKCA2NhajRo3C5cuXMW3aNCxZsgR+fn5yrxGLxQCAjh07QiQSYdeuXUhPT4eOjg4cHR3/NYACCoOsgoICAECjRo1QUFCAwMDA8j9gQgghhBBCCCGEEEJ+MhQ+EUIIqVREIhEWLlyItLQ0VK1aFbVr10ZAQABWrFiBiRMn4vDhw0hPT4eSUuGyhcOHD0fr1q0RHh6Ot2/fAgC0tLSKBVBnzpzBhw8f5NaQUlZWBgC8e/cOAKCnp1fOR0sIIYQQQgghhBBCyM+HwidCCCGVioqKClasWIEmTZogJycHLVq0wJw5czBgwABER0djw4YNGDFiBA4fPozg4GAAwOjRo5Geno5jx47x+5ENoNLT07F9+3ZcuXKFr3zi+Pn54dSpU9DR0YGlpWW5HishhBBCCCGEEEIIIT8jCp8IIYRUOsbGxtixYwd0dXVx/fp1vHv3DkOHDoWPjw+GDRuG/Px8rF+/HtOmTYOHhwdUVFRQv3593Lhxg586TyqV8gFU165dUadOHfTq1Uuu8qmgoAAikQgmJiZwd3dHgwYNKuqQCSGEEEIIIYQQQgj5aQhY0UfACSGEkEoiMjISdnZ2SEhIQJ8+feDo6AgDAwNERUXh8uXL8PHxQXp6OvT19fHx40dkZGRg2bJlsLW1BQAwxiAQCPD+/XsoKytDQ0MDEokEioqK/GdkZ2ejoKAAGhoaFXSUhBBCCCGEEEIIIYT8XCh8IoQQUqlFRkbC3t4e8fHxsLS0hL29PUxNTQEAYWFhCAsLw969e5GWlgaRSISZM2fCwcGBfz8XQAGF1VAKCgolbiOEEEIIIYQQQgghhJQOCp8IIYRUerIBVN++fTFhwgRYWFjw21NTU3Hz5k0oKSlh6NChFddQQgghhBBCCCGEEEIIhU+EEEJ+DEUDqEmTJqF169b8dtmqpqJT6xFCCCGEEEIIIYQQQsqPUkU3gBBCCPkShoaGcHd3h729PQICAgAAAoEA5ubm/L85FDwRQgghhBBCCCGEEFJxKHwihBDywygpgAIAc3NzCAQCWsOJEEIIIYQQQgghhJBKgMInQgghP5RPVUCZmZlR8EQIIYQQQgghhBBCSCVAaz4RQgj5IXFrQCUkJKBDhw5YsGABWrRoUdHNIoQQQgghhBBCCCHkP0+hohtACCGEfAtDQ0N4eHhATU0NkZGRqF+/fkU3iRBCCCGEEEIIIYQQAqp8IoQQ8oN7/fo11NXVUa9ePUilUigo0HMVhBBCCCGEEEIIIYRUJAqfCCGE/BQkEgkUFRUruhmEEEIIIYQQQgghhPznUfhECCGEEEIIIYQQQgghhBBCSg3NTUQIIYQQQgghhBBCCCGEEEJKDYVPhBBCCCGEEEIIIYQQQgghpNRQ+EQIIYQQQgghhBBCCCGEEEJKDYVPhBBCCCGEEEIIIYQQQgghpNRQ+EQIIYQQQgghhBBCCCGEEEJKDYVPhBBCCCGEEEIIIYQQQgghpNRQ+EQIIYQQQgghhBBCCCGEEEJKDYVPhBBCCCGEEEIIIYQQQgghpNRQ+EQIIYQQQgghhBBCCCGEEEJKDYVPhBBCCCGEEEIIIYQQQgghpNRQ+EQIIYQQQgghhBBCCCGEEEJKDYVPhBBCCCGEEEIIIYQQQgghpNRQ+EQIIYQQQgghhBBCCCGEEEJKzf8Bo0GfSVwd8hoAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1500x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2) = plt.subplots(1, 2, width_ratios=[3, 2], figsize=[12, 4])\n",
    "sc.pl.violin(ad, \"mellon_log_density\", \"celltype\", rotation=45, ax=ax1, show=False)\n",
    "sc.pl.scatter(ad, color=\"celltype\", basis=\"umap\", ax=ax2, show=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "021dd4e3-ea1c-49b8-bc9b-8f31e894998a",
   "metadata": {},
   "source": [
    "### Comparison of density along pseudotime"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35944528-2a29-44c7-9290-06bbf175f5c6",
   "metadata": {},
   "source": [
    "Density can compared against pseudotime or other axes to identify high- and low- density regions. The `ad` object contains palantir pseudotime in `ad.obs['palantir_pseudotime]` and the cells that belong to each lineage in `ad.obsm['palantir_lineage_cells']`. The identification of lineage cells is based on palantir probabilities and is detailed in the Palantir tutorial [here](https://github.com/dpeerlab/Palantir/blob/master/notebooks/Palantir_sample_notebook.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9215704a-3900-44fc-a473-6ff40cee26da",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:17:13.771236Z",
     "iopub.status.busy": "2023-07-09T15:17:13.770980Z",
     "iopub.status.idle": "2023-07-09T15:17:13.781428Z",
     "shell.execute_reply": "2023-07-09T15:17:13.780641Z",
     "shell.execute_reply.started": "2023-07-09T15:17:13.771221Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(IM-1393_BoneMarrow_TcellDep_1_multiome#GTGAGCGAGTCTCACC-1    0.138621\n",
       " IM-1393_BoneMarrow_TcellDep_1_multiome#GAGTCAAAGTCCTTCA-1    0.336803\n",
       " IM-1393_BoneMarrow_TcellDep_1_multiome#TGTGCGCAGTCGCTAG-1    0.684445\n",
       " IM-1393_BoneMarrow_TcellDep_1_multiome#ATATGTCCAATGCCTA-1    0.311772\n",
       " IM-1393_BoneMarrow_TcellDep_1_multiome#CTTAGTTTCGCTAGTG-1    0.704443\n",
       "                                                                ...   \n",
       " IM-1393_BoneMarrow_TcellDep_2_multiome#ATCCGTGAGGGATTAG-1    0.309793\n",
       " IM-1393_BoneMarrow_TcellDep_2_multiome#ATTTAGGTCAGGTTTA-1    0.306938\n",
       " IM-1393_BoneMarrow_TcellDep_2_multiome#GATGGACAGATAAAGC-1    0.311873\n",
       " IM-1393_BoneMarrow_TcellDep_2_multiome#GAAGGCTAGCTATATG-1    0.312016\n",
       " IM-1393_BoneMarrow_TcellDep_2_multiome#AGACAATAGGCTCATG-1    0.311489\n",
       " Name: palantir_pseudotime, Length: 8627, dtype: float64,\n",
       "                                                     NaiveB    Ery    pDC  \\\n",
       " IM-1393_BoneMarrow_TcellDep_1_multiome#GTGAGCGA...   False  False  False   \n",
       " IM-1393_BoneMarrow_TcellDep_1_multiome#GAGTCAAA...   False   True  False   \n",
       " IM-1393_BoneMarrow_TcellDep_1_multiome#TGTGCGCA...   False   True  False   \n",
       " IM-1393_BoneMarrow_TcellDep_1_multiome#ATATGTCC...   False  False  False   \n",
       " IM-1393_BoneMarrow_TcellDep_1_multiome#CTTAGTTT...   False   True  False   \n",
       " ...                                                    ...    ...    ...   \n",
       " IM-1393_BoneMarrow_TcellDep_2_multiome#ATCCGTGA...   False  False  False   \n",
       " IM-1393_BoneMarrow_TcellDep_2_multiome#ATTTAGGT...   False  False  False   \n",
       " IM-1393_BoneMarrow_TcellDep_2_multiome#GATGGACA...   False  False  False   \n",
       " IM-1393_BoneMarrow_TcellDep_2_multiome#GAAGGCTA...   False  False  False   \n",
       " IM-1393_BoneMarrow_TcellDep_2_multiome#AGACAATA...   False  False  False   \n",
       " \n",
       "                                                      Mono  \n",
       " IM-1393_BoneMarrow_TcellDep_1_multiome#GTGAGCGA...   True  \n",
       " IM-1393_BoneMarrow_TcellDep_1_multiome#GAGTCAAA...  False  \n",
       " IM-1393_BoneMarrow_TcellDep_1_multiome#TGTGCGCA...  False  \n",
       " IM-1393_BoneMarrow_TcellDep_1_multiome#ATATGTCC...   True  \n",
       " IM-1393_BoneMarrow_TcellDep_1_multiome#CTTAGTTT...  False  \n",
       " ...                                                   ...  \n",
       " IM-1393_BoneMarrow_TcellDep_2_multiome#ATCCGTGA...   True  \n",
       " IM-1393_BoneMarrow_TcellDep_2_multiome#ATTTAGGT...   True  \n",
       " IM-1393_BoneMarrow_TcellDep_2_multiome#GATGGACA...   True  \n",
       " IM-1393_BoneMarrow_TcellDep_2_multiome#GAAGGCTA...   True  \n",
       " IM-1393_BoneMarrow_TcellDep_2_multiome#AGACAATA...   True  \n",
       " \n",
       " [8627 rows x 4 columns])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ad.obs[\"palantir_pseudotime\"], ad.obsm[\"palantir_lineage_cells\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "177d0008-f9c1-46d8-84d1-7d75849ce9c8",
   "metadata": {},
   "source": [
    "We will explore the density along B-cell lineage"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9ebb97f6-6213-4b1c-88e5-1c9e153560cc",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:17:13.782556Z",
     "iopub.status.busy": "2023-07-09T15:17:13.782289Z",
     "iopub.status.idle": "2023-07-09T15:17:24.962962Z",
     "shell.execute_reply": "2023-07-09T15:17:24.961941Z",
     "shell.execute_reply.started": "2023-07-09T15:17:13.782537Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bcell_lineage_cells = ad.obs_names[ad.obsm[\"palantir_lineage_cells\"][\"NaiveB\"]]\n",
    "\n",
    "palantir.plot.highlight_cells_on_umap(ad, bcell_lineage_cells)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a4581fbc-4e70-48e0-93f7-c3df7722d664",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:17:24.964240Z",
     "iopub.status.busy": "2023-07-09T15:17:24.964054Z",
     "iopub.status.idle": "2023-07-09T15:17:25.095672Z",
     "shell.execute_reply": "2023-07-09T15:17:25.094928Z",
     "shell.execute_reply.started": "2023-07-09T15:17:24.964224Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x375 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "ct_colors = pd.Series(\n",
    "    ad.uns[\"celltype_colors\"], index=ad.obs[\"celltype\"].values.categories\n",
    ")\n",
    "\n",
    "plt.figure(figsize=[8, 3])\n",
    "plt.scatter(\n",
    "    ad.obs[\"palantir_pseudotime\"][bcell_lineage_cells],\n",
    "    ad.obs[\"mellon_log_density\"][bcell_lineage_cells],\n",
    "    s=10,\n",
    "    color=ct_colors[ad.obs[\"celltype\"][bcell_lineage_cells]],\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c4328b9-606f-4a0c-b644-d30bdd638850",
   "metadata": {},
   "source": [
    "`palantir.plot.plot_branch` provides this plotting functionality (and  more!) following the plotting style of `scanpy`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1fca417b-fd7c-46a3-ba28-7a82c527f652",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:17:25.096679Z",
     "iopub.status.busy": "2023-07-09T15:17:25.096414Z",
     "iopub.status.idle": "2023-07-09T15:17:25.460356Z",
     "shell.execute_reply": "2023-07-09T15:17:25.459620Z",
     "shell.execute_reply.started": "2023-07-09T15:17:25.096664Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "palantir.plot.plot_branch(\n",
    "    ad,\n",
    "    branch_name=\"NaiveB\",\n",
    "    position=\"mellon_log_density\",\n",
    "    color=\"celltype\",\n",
    "    masks_key=\"palantir_lineage_cells\",\n",
    "    s=100,\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "454ebe74-eed4-4f62-9a18-cf45c204d17c",
   "metadata": {},
   "source": [
    "This plot clearly illustrates the alternating high- and low- density regions that define B-cell differentiation. This variability can be examined to identify high- and low-density regions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48565231-9536-4f20-b904-d03723d5b46f",
   "metadata": {},
   "source": [
    "The same function can be used to visualize gene expression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "da153a60-703a-46c9-a487-53b2ba158244",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:17:25.461484Z",
     "iopub.status.busy": "2023-07-09T15:17:25.461188Z",
     "iopub.status.idle": "2023-07-09T15:17:25.872451Z",
     "shell.execute_reply": "2023-07-09T15:17:25.871748Z",
     "shell.execute_reply.started": "2023-07-09T15:17:25.461466Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot imputed expressino of EBF1 in the comparison between pseudotime and log density\n",
    "palantir.plot.plot_branch(\n",
    "    ad,\n",
    "    branch_name=\"NaiveB\",\n",
    "    position=\"mellon_log_density\",\n",
    "    color=\"EBF1\",\n",
    "    color_layer=\"MAGIC_imputed_data\",\n",
    "    masks_key=\"palantir_lineage_cells\",\n",
    "    s=100,\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2170acf2-5472-4293-89a7-0b23a268645c",
   "metadata": {},
   "source": [
    "### Local variability or local change in expression"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8dec3dcd-e8b4-43e9-a3cc-f9dc451be76f",
   "metadata": {},
   "source": [
    "Local variability provides a measure of gene expression change for each cell-state. This is determined by comparison of a gene in a cell to its neighbor cell-states and can be computed using `palantir.utils.run_local_variability`\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "af4dc809-ad52-416e-828c-cb20047d62d2",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:17:25.873479Z",
     "iopub.status.busy": "2023-07-09T15:17:25.873217Z",
     "iopub.status.idle": "2023-07-09T15:17:37.383353Z",
     "shell.execute_reply": "2023-07-09T15:17:37.382067Z",
     "shell.execute_reply.started": "2023-07-09T15:17:25.873465Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 8627 × 17226\n",
       "    obs: 'sample', 'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'batch', 'DoubletScores', 'n_counts', 'leiden', 'phenograph', 'log_n_counts', 'celltype', 'palantir_pseudotime', 'selection', 'NaiveB_lineage', 'mellon_log_density', 'mellon_log_density_clipped'\n",
       "    var: 'n_cells', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'PeakCounts'\n",
       "    uns: 'DMEigenValues', 'DM_EigenValues', 'NaiveB_lineage_colors', 'celltype_colors', 'custom_branch_mask_columns', 'hvg', 'leiden', 'mellon_log_density_predictor', 'neighbors', 'pca', 'sample_colors', 'umap'\n",
       "    obsm: 'DM_EigenVectors', 'X_FDL', 'X_pca', 'X_umap', 'branch_masks', 'chromVAR_deviations', 'palantir_branch_probs', 'palantir_fate_probabilities', 'palantir_lineage_cells'\n",
       "    varm: 'PCs', 'geneXTF'\n",
       "    layers: 'Bcells_lineage_specific', 'Bcells_primed', 'MAGIC_imputed_data', 'local_variability'\n",
       "    obsp: 'DM_Kernel', 'DM_Similarity', 'connectivities', 'distances', 'knn'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Local variability of genes\n",
    "palantir.utils.run_local_variability(ad)\n",
    "\n",
    "# This will add `local_variability` as a layer to anndata\n",
    "ad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1f0fc9f4-66b6-4778-b721-a3669ad1b8a4",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:17:37.384976Z",
     "iopub.status.busy": "2023-07-09T15:17:37.384625Z",
     "iopub.status.idle": "2023-07-09T15:17:37.565612Z",
     "shell.execute_reply": "2023-07-09T15:17:37.564958Z",
     "shell.execute_reply.started": "2023-07-09T15:17:37.384959Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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w/dT7lJeGAEPMptlAROQYpZBeRERERERERERapLQ62SDWJpL1bawDxCzxiMOe4myqq9y60jfxmMP+vWHKy0IYY4hnNVETR0TkGBPo6AGIiIiIiIiIiEjXMnfzHgiCjRmMZyFg8AMGU+mTcF32780GLMaAtYeUtwmq3I2ISH0K6UVEREREREREpEUqYwmwYABb4mPyHaI5AZy4hSg4IZtsJmuBhIUqCx7YXHCiPtYm14uIiEJ6ERERERERERFpoR6hECRzejzjYquSgbvvGqgGvxpcz0/WWfYO7mdKIFDtU7SnkkF98jpg5CIinY9q0ouIiIiIiIiISIvkB4NAMpS3TqoZ8QbPcbBe4zVewMWguvQiIrUU0ouIiIiIiIiISIv0yg9jAT9lQF/DmJTr/YDhQFW87QYnItLFKKQXEREREREREZEWGd2/gIBroKm68ikn2RvKFdKLiNRRSC8iIiIiIiIiIi2WEw6Q7AybQarVvmXsoMI2GZOISFekkF5ERERERERERFrszLF9MH6GkN5anBTrjbH0KMhqw5GJiHQtgY4ewJHYs2cPc+fOZcWKFSxfvpxVq1YRjUaZMmUKDz74YNr9pk+fTlFRUcZjL1u2jHA4nHLdtm3buPfee5k7dy779++nZ8+eTJ06lZtvvpnBgwcf0WsSEREREREREekKPnbmUJ5dvQvrgzk0i7cWJ+E3rHZjLca3OFlqGisiUl+XDumfe+45fv7znx/2/mPGjCEvLy/lOpOmptrixYu58cYbqaqqorCwkDFjxrBt2zYee+wxXnzxRR544AGOP/74wx6TiIiIiIiIiEhXEAy6eAE3Gb57yQDe+BbHswTiPo5vsYa6uvTGT37veArpRUTq69IhfV5eHmeeeSaTJk1i0qRJrFy5knvvvbfZ+3/3u9/ltNNOa/b21dXVfOlLX6KqqoqPfvSj3H777YTDYaLRKD/4wQ94/PHH+dKXvsRLL71EVpYe2xIRERERERGRo9dzH+xKfmMMNmCwgBvzCFcl6rYxlgZ16bPLIlT2CeNbi9NU01kRkWNElw7pr7zySq688sq6n4uLi9v0fP/973/Zs2cPQ4cO5Qc/+AGhUAiAcDjMD3/4QxYuXMjWrVt55JFH+MQnPtGmYxERERERERER6SjWWp5etrPRci/kEsvyCUW8htsDvmsIWovNcti+r5IhvVJXNxAROdaocWwLvPjiiwB85CMfqQvoa4VCIa644goAXnjhhXYfm4iIiIiIiIhIe3l3ywH2VcVSrovlBKkqCBIPO3hBh0TYARcK9lZRNiwHJ2Epq06k3FdE5FjUpWfSH6n//Oc/3H///UQiEXr16sUpp5zChz/84ZR16j3PY8WKFQCceuqpKY93yimnALB8+XI8z8N13bYbvIiIiIiIiIhIB1ldXJ5xvR9wCR+I4noWN+FjLHihACZqcSI+cfx2GqmISOd3TIf0zz//fIOfn332WX77299y1113MXXq1AbrioqKiMfjAAwePDjl8YYMGQJALBZjx44dabcTEREREREREenKtu2ranKbQNzHrdck1gDh3XFiIYfuuaH0O4qIHGOOyZD+pJNO4gtf+AKTJ09mwIABxONxFi1axO9+9ztWrlzJzTffzL///W8mTpxYt09JSUnd9926dUt53MLCwrrvS0tLmwzpZ8yYkXbdzp076d+/f/NekIiIiIiIiIhIO/nNq2t5ekkRuAbqNX91XZ+8ghjZ2QmMsZALXhHYepPuDeA6hqHdc9t/4CIindQxWZP+rrvu4uqrr2bkyJFkZ2dTUFDAeeedVxfMR6NR7rzzzgb7xGIH66wFg8GUx61fpz4SibTN4EVEREREREREOsiqnWU8tGArBjD+wVnygYBH735V5OXHcQMWxwWnJwQmgdOr4TGyLJh64b6IyLHumJxJn05WVhZf+cpXuOmmm3j33XcpLS2tmx1fP4CPx+OEw+FG+9cP8rOyspo83+zZs9OuyzTLXkRERERERESkIzy3fGfd98YCno8xUNg9iuvaRtsbA+5I8PdDbRl6z2m8nYjIseyYnEmfycknnwyA7/ts27atbnn9Ujb1S9/UV1pamnJ7EREREREREZGjwYHKWIOfA65HnhchnOWl3ccEID7IJR5KxlDxfMVRIiL16ap4iPqlbDzv4B+YgQMH1q3bunVryn1rl4dCIQYMGNCGoxQRERERERERaX9De+Y0+DkQ8vHzDE1WrwkZqvNCVOcEMGHFUSIi9emqeIi1a9fWfd+vX7+67wOBAMcddxwACxcuTLlv7fJJkybhum4bjlJEREREREREpP1dfuJAAs7BRD4WC1AdD1F6IEQk4mLTVLLxq5L/G89yYX8cm25DEZFjkEL6Q/zlL38BYNSoUfTt27fBuosuugiAJ554gng83mBdLBbj8ccfB2DmzJntMFIRERERERERkfbVtyCLH3x4Io4LJgtM0GBcQyQSpPRAFgf2ZeH7DfexEQjvSBCuigOGRMLgK6MXEalzzIX0f/3rX3nwwQc5cOBAg+UHDhzg+9//Pi+++CIAX/7ylxvte80119C7d2+2bNnC7bffTjQaBSAajXL77bezdetW+vTpw1VXXdX2L0REREREREREpAOcP6EvefluyhI38bhLRVmo7mcbh8Tq5PfhiIcb9/GDLrF4+hr2qbz41kauveVJrvj0I1zx6Uf4xJef5A9/X8i2HWVH8lJERDoFY7vw80U7d+5k1qxZdT/HYjGqqqoIBALk5eXVLf/sZz/LTTfdBMBPf/pT/vGPf2CMYeDAgfTo0YNIJMLGjRtJJBI4jsPXvva1uu0PtWjRIj772c9SVVVFYWEhgwYNYvv27ZSWlpKTk8Pf/vY3TjzxxCN+bTNmzABg9uzZR3wsEREREREREZHW8s7mvXz1iSUZtrAU5EeJRxyyNsQhcXBNLOTgBRz+eMtUxg7p1qzzfeH7L7N38wHMIQmW7xh8x/Llz57GeVOHtfBViIh0HoGOHsCR8DyPkpKSRssTiUSD5ZFIpO77Sy+9FGsty5cvZ8eOHaxevRrXdRk0aBBTpkzh4x//OOPHj097zsmTJ/PUU09x7733MnfuXNauXUv37t254oor+OIXv8jgwYNb8yWKiIiIiIiIiHQqG/dVNrGFoWRPFm7MIyvRsFyw41tijiEr3HQvv/fX7uFPjyxlz+YDOCmmmDq+xTeGe/68gEnj+9CrR07jjUREuoAuHdIPGjSINWvWtGifE0888Yhnug8ZMoQ77rjjiI4hIiIiIiIiItIVdc8ONr2RhayqRKPFXsAhnh2gOkNhB2std/57Ca8s3E64Ika2BQtYLI4Fx/NxfLAG8B08x/DP/yzlK1884/BflIhIB+rSIb2IiIiIiIg0be2aPbz6yjp27SynW/dszpk2gsmnDMSkKigtItKEaaP6wEsfAKmvIdaDUHWCcIqQ3nfAdw3fenwZj988NeV16IX5W3ll4XaMb3GsxTfJfTAOPoB1cDxLKOoRTPjYoMPihdtb90WKiLQjhfQiIiIiIiJd3IYtB/hgzR5CQZdTTxxAz+7ZWGtZt24fr766jrfe2NQgSlv43nbOnDqUL956Jo6joF5EWiYn6OI6Fs+HRkG9tWTtj5NdHm8U4btxj5xyn6rCLIpKIry3eT9ThvdsdPyn520GIBiJg60N6JNHs4AXdInluVhjCEUT5JTHqIo2viEgItJVKKQXERERERHposorYvzyvndYtmp33bK/PLSYUyf2Y+fmA+wqrgCSJSFqwzJjk9/Pm7uFScf3Z9q5I9p/4CLSpRlj6Fngsnd3Ahs2WJu8wjjVPoFKD+NZ4iEXN+FjrE2G6ZE4wbifPIC1YAzbD1QzZXjj42/fnbx2haoT2JqA3gK+42AdgwGCcUs87FBVmEVVQZj8fVVUVsbIzQ21zz+CiEgrcjp6ACIiIiIiInJ47jwkoAfwYz7vv7stGdBbC9Ymy0kYgzUGzzH4NYn9nNnrO2DUInI06JYDJg6BgE8onPxyXIsTTwbwXtAhlh0gFnYbBPT1K9H3zg+nPHb3/CwAHM9iqAnoXQdqAnpINo0NVycIVSfAGMp75vDYq+va7gWLiLQhhfQiIiIiIiJd0PpN+1l+SEAPEIh7GGtxEj5uwhJIWNy4D75NhlsGfMfgA8U1M+1FRJprb0WUmx9+j41rYjjGgndwnZ8wWAfySiJkl0fJLYlQuK/64Ax6IJIfBMfQKy/EGSMbl7oBuPDUwclvahJ533Hqyt0cKhhNztzHGF77oLhVXqOISHtTSC8iIiIiItIFrVy3t/FCazG+xU1YHAtewBCpmcnqehb8mjmsxuA7RmUhRKRFInGPWx5bxMpde8kfnKBwWIycgmQteOuDTRhiWQF8B7KqE4RiXoO69L6B8j5ZhFzD9z40kYCTOpa68twRjBlcSDzkYn2brj8tkFwViCfvFOyviLbSKxURaV+qSS8iIiIiItIFBQMpwi1rcT2LdQyl3bOIh12MralJ71tyS6M4frJGNAaycoLtP3AR6bJeXLWT4qpS8nvG65Y5UR9nv4dX6ADJ0lolvXPJPxAhuzKGqbk3GAu5lPXJwmYF+McnTmNkn7y058kOB/jQqUO4Z+0+3KpYo1n0xvNr6t0nnwxygsnrYSyi5rEi0jUppBcREREREemCTj1xAH95aAm+X6/Cs01+lfTMIuBZ8koiODa5OBFyqSwIk1sWxbEWN+YRi3vpDi8i0sgbG/aQkxdvsCwRc/DDBs8zuAU+jpOcVV8ezqI8moUb97COwQu6+GEY0zM7Y0APsHbLAX7/36UY38d3TV2jWYBANEEgcbB8jutBoMTDOmDiHss/KGbSxL6t/+JFRNqQyt2IiIiIiIh0AfG4R6JeMNWrRw6XTB/VYBtjDPEsl1DMIxxJ4NRWtwGCMY/c8ijRnCAYg2PBtYiINFtFopr6FWricYeIE8ALuYSyLIFscMLgZkOoh8UpsCTCAbygi/F8nKhlzc4qHn9/e8bzPPXaBoglCMZ9HAzG97GA8bwGAX0tA+Tvj+DGPZavVF16Eel6NJNeRERERESkE3t/4XaeeeID1q3Zi3EMJ5zYn1lXTmLUmF7ceO0JhMMujz23GkiWtYkH3QZNGutzLDieD4nkDPo9O8uJxRKEQvpoKCJNG9Erl507kv0wrIVItYu1EAynvuYEcsHGfAKlfs1TPFCdE+D/XljFoO7ZTBmeunHsms0HCNRcxyzgBRx81xCKpD4PJIN610/erBQR6Wo0k15ERERERKSTeu3V9fzqjjdYt6YmFPMtS97fwU9vf4WVK3ZhjKFPt2zcuJ/8Slgc/5Dp8dbiJHzcuIeT8AlGE8kmsgYiVXFeemFtB7wyEemKPnbiCGJRh/LSEKUHwhggnJU+OAdwsy35pdG6J3uyqxLklMZ4cP6WtPs4vq3rFesFHPyAm3wCyMv8+E8g7jN0VI8WvCIRkc5BIb2IiIiIiEgnFI0m+Pc/3k+5Lh73+ecDyXWVlbF6YVZN7eYajucTingE4z6BhCUY98mq9jCANQbfNcyZs6GNX4mIHA2stTy0YDsl+7OprgoSiwaoqgwRi2WOlkyg8cz27MoY72/en3afSaN7Jc9JMqSvG0MTk+SNhe3ReOaNREQ6IYX0IiIiIiIindDiRUVUVaUPm7ZuPsC2LQcYNqw71lo8t+F641sCMZ9DMy0DOH5Nj1nHsH9fZWsPXUSOQo8vLeKp5TsaLrQW62dOzq2FRLBh/OT4kKZCDgAfnTkmeY0y1DWMhWQD7Ex8x/DBnj0ZtxER6YwU0ouIiIiIiHRClRWxJrcpLYvy9DOrMMYQ8CCQsMmSEjUlbtJFZ8mg3oJjVL9ZRJrl4cWHNHv1LcTBi2S+hsQ9lwODcomHGwbsp45IX5Zm54FqYmG30TUsFg7gOenPV50bxA9EMo5HRKQzUkgvIiIiIiLSCQ0b3j3j+mDQ4S//WMSK1Q1njRpI1m4+tDb9IUzNauMqpBeRzDzfsqn+Uzc22deCIHi+QzxNUO8lDF7CYB1Dea/wweVhly9cMDbt+WIJn2hOkHjQpcGVzDFU54WIhV18U/NEUO0xHcDA+KFZh/kqRUQ6jkJ6ERERERGRTmjk6F6MGtMr7fpxk/pRtKsi/QGamb13757dwpGJyLGmIppoGCAZc/DLNcTjLpEKBy8B1gffg1jUIRpxqb0YJbICybI3Br5w1fEM75Wb9nzjh3QjGHSJ15S3OTSoj2UHqSrMIpodwHcMsbBLPCuI60HfWLdWfvUiIm1PIb2IiIiIiEgn9aWvncWAgQWNlo+f2BcbzPxxznMzr/drSkacOXXo4Q9QRI56Cc/nfx5cCFEv/UbG4FuHaLmL8S2hoEdWdgLXbfhEj+8YLp8xisunDst4zm55YWaeOjhZusvzwRwS1Ncst45DPDuIH3CTNwyCsHtX06XCREQ6m0BHD0BERERERERS69krl5//6lIWvruNlSuKcV2Hk08dyMRJ/fjpHa9n3Nd3DX6CZI36QySbxgLWkmjulHsROSa9vmo3a3aW4/g+fjhD41Zj6NYvQnb2wTA/Lz9ORXmQirIwWIuxlvVFZc067xcvn8CKD3ZRVFxZM2sfrG8JxJMdZ1NdubzeLq/u2cO1LXmBIiKdgEJ6ERERERGRTsx1HU47cyinndlwxvu4sb1YunJ3xn3jgWRDWce3GGrCeZMM8AESruGdBdv42JWT2mj0ItLVvbkmeZ3xm3g6B8D6DaNzYyC/IE4i7uLvsTg+bN9bmWbvhkIBl2hVAuo3inUMXh+HwG6/pi7+wXV+jiEx0GVbVRUJzyfQjPGKiHQWumKJiIiIiIh0QZXlMcjQHNb4FgeDFzDEQg7RkCERMHgBB88xeEEX6zpEYxlKWIjIMS9Re52xmZtRAwQCfsrleblRsquTZWh2Vsd4Z92elNs1OK/ns6/ykNI11uL4FtcmCMY9AvEExvjEBzrEJgYhYPA8y6qi0iaPLyLSmSikFxERERER6UL27a3k/r+8x8svr0vWaj40qLcW4/k4NlkOwlhqmju6+EEXP+CA6yTrO1s4bnzv9n8RItJlnDKsBwAGA4nUITxAIOARCqdeHwhZnAj4BqJhl0ff3drkecsqY43q0Ier44R3xHHiyUXGQiDqE9qfqEu4EpUOca/pGwoiIp2JQnoREREREZEuYvfuCr733Zd59ZV1eAkfYwyu5+MkfIznYxIegZhHMObjxv1kiG9toxmwtT85Dlw6c2z7vxAR6TJmntCfPgVhAJyYTfkEjzGWbj2j6Q+SqNuQ3Io4q7ccaPK8uVnBBnXn3YSPmyZ8D5T6BIsTBFwfU+0wbkDjhtsiIp2ZQnoREREREZEu4uH/LKXkQHXyh9rg3RgM4HiWYNzi+jUz6AHHh0Ai2ayxAQPWNQwZ3I3hQ7u34ysQka4mJxTgd584hZF98jAWTLWPTdi6+3++B67jEQymn2Xv7T34vbFgquJNnjccchk18GDYHohnLs2VtS9G99woI3KzyAmrBaOIdC2tGtJfdNFF3H///ezfv781DysiIiIiInLMi0YTLHh3W93PBg4G9dbiehaTYj9DMqiHg41jbc2GW4pKKSmNtOGoReRoMLRXLv+8+Ux+fs0JdO+Vg3UcrDVYa8AYYhGH6nI35b5e3FC9t+E6ryqRcttDffuzUwgHktGVydCDA4BqqNrlMjaogF5Eup5WDem3bNnCnXfeybRp0/ja177GO++805qHFxEREREROWZVV8dJ1NSD9lxDdW7o4Mqa+vPpOBZMTUkcx7PJOvUkM/6XX1vfdoMWkaPKUx8Us7deM9dA1CO7NEpuaZzoBofStUHilcmrke9DVanLvm1hIoFgwwNZi21GI1p8y8UnDSDH8wnED5mpf0gpryguiQ98Yk2F+SIinVCrhvRf+MIX6NOnD/F4nBdeeIEbb7yRiy66iL/+9a+aXS8iIiIiInIE8vPDFBZmkQg4lBdmEcsOYC14DvhOpog+yfUtrgXHtwTiPk5N4DVvXtMNHEVEdpZW8/aGg3VrgtUJsirjdU/xGIAqqFwXYPe6LHZvyKZsdxjfc/ACDa9Rk0b1wpjM1635C7fzP99+kZfnbMAtjeImanps+BY37hOI+QRjPoGoh5PwKR+QTXVeiFCWZtKLSNfTqiH9V77yFV577TXuvfdepk2bhuM4bNmyhV/+8pdMmzaNr371q5pdLyIiIiIichhc12HGBaOozg2CY3BjHrHsAIlwAC/U9Ec7e0ge5voW41mKd5RRXp6h4aOICLC6uLyu6bTxLKHq1CVrDBCI+NR/vsfUmwRvgVB25iC9tCzCb//0bt3TQ6bmemUtyZuM/sHyXgZwPUvPjRVU9Q1R7qWvjS8i0lm1euNYx3GYPn06f/jDH5gzZw633nor/fv3bzC7/sILL+Qvf/mLZteLiIiIiIi0wOQzh+AFXYznE/B8qJlB77sOnpt+Vqo1QIpZq47nYxM++/ZWttWQReQosX5vRd33gZiXucSW17CcTSiaDPStA362YdmaPcQTqcP03Xsq+eU984jF6jWKNeAFHAKen/a8oaoEPTdVsDqiPhsi0vW0ekhfX9++fbn11luZPXs2f/rTnzj//PNxXZetW7dy1113MW3aNL7yla8wb968thyGiIiIiIhIl2at5bFX1/Ht3yU/OwUSfqPQPZoVwE+RXllIG+AbCw6Gwm7ZrT1kETnKFGQFoGYuvWminryp+T8WMMbi5EKsf4DIyBDGg2jUY/mGfY32W7NuL7d95yVWrt7TYLnvJAN+J9MkeWPI2xNhf0WEaP2AX0SkC2jTkL6WMYZzzjmHe+65h9mzZ3PyySdjrSWRSPDSSy/xmc98hpkzZ/Lwww/jebqQioiIiIiI1PfXJz7gr098QGlFDKzFSdEY0bqG6rwg0bCL5xh8A55jkrWg09R+9h1DryGFdO+ukF5EMhvTJx/XtYDFz/DkDtQ8veMYnKAlu3ccv4eLV+DiVPk4seT169Ag3VrLPX98l+rqeKPj+Y6hOe1gjYXQgSjLNza+ASAi0pm1S0gPUFRUxG9+8xuuuuoqFi9eXLd8/PjxuK7L5s2buf3227nmmmtUBkdERERERKTG3pJqnnxtQ/M2NoZE2CWW7ZIIuckZ9BmaM3pBh5K4j5ci9BcRqe+kQd0JhyAY9DB5yZnt6SSCDhiDbw15+Qlc18ep8gntrKljb2DMkG4N9lmxcje7ipMldYwl2SS2luNgfNt0UG8h50CMV+dtaenLExHpUG0a0nuexyuvvMJnP/tZLrjgAv74xz+ye/duunXrxmc+8xlefvllHn/8cV5//XVuueUWsrOz+eCDD7jrrrvaclgiIiIiIiJdxjtLduLXD9GNwXcyz2I1nk02WsywjecaPNehtDzK9p1lrTNYETmqzZzQBzdgMY4h0d1t1JAaIBEwxMNu8gdrMECOjRHeFq9rINuzVw49C7Ma7Ld338HeGIaaoL4e65rMM/itxRoIkeC9pdupijSekS8i0lllbqd9mLZt28YjjzzC448/zr59++qahZx88slce+21XHTRRYRCobrte/XqxZe+9CXOOeccrrnmGt588822GJaIiIiIiEiXE403LgmaCDgEaxs3WovxwWDxTTIQc7yDAb0lOas14TrgGIzvYzyLH3TrZtk7GWbbi4jUOn9Uf577YBcANuQQ7W5wqmyyUSzJp3P8wMH5oE7AxzjgFkDNHHoSAYfrLh7b6Nh9euc1+NlYwLN1M/at6+Bbi+OR8gakNSbZmDZuML0SrFq3j8mT+h35ixYRaQetGtK/+OKLPPzww8yfPx9rk5288/LyuOyyy7j22msZPXp0xv1POOEEunfvzt69e1tzWCIiIiIiIl3WhJE9Gi2zrkMiCKFInGDcr5txWjvxtC6gNxDJCmJrZ58ag3UdCFgCkQTGGMIFYQb1z2/z1yEiXdcra3fwz/c3sH57JYQOhvAmZEgkDKljc8jKTRAtd/AihnjYgLX07ZfPhScMbLTthHG96d8vj527Kg4eH+pm308Y15s1S3cSzQ0SiHm4CYt1TPLLUHfT0QLutkSzatiLiHQWrRrSf+UrX6n7fsKECXzsYx/jwx/+MNnZzW9CFAwGW3NIIiIiIiIiXdqEET0ZP7wHqzY17N1lgGDMbxCNHRqTxYJuMqA/dKa8MSSyAmSVxzh5ZA+MZtKLSBp/nL+Gfy/ZBICtMpiArbumGANOFvgRy6FXoFC2RzjXp2JbEJswkA1Yy659lcxbWcy04/s32N4Yw5e+cDo//cUbVFY1LFXTvXs2X/jMqXz9y0+TVR4jnhUgHnZwUiTxBvCrDCOGFLTWP4GISJtr1ZA+HA5zySWXcO2113L88ccf1jFU6kZERERERKSh735uCj/+07us3nSgblmoOp6x5rwFvICTvnGsMcRyguxYvx/ftzhN1LkXkWPPlgMVBwN6H/CAKgu5B7dxXDA5YOMW60Mg5JOVmyAYtvge2ES9AxpDIuBw93OrOGdSv0Y3CEeP7MkvfzaTl15dz7IPduEYwyknDeD86SMpLMgipyCLsspYsryOBeuCHehge7nggdnpYfZajDH87bnVfP3jJ7f5v5GISGto1ZD+rbfeoqBAdypFRERERERaU/eCLH5265n864kPeHbOenzfEoj7Te/YRPDuBxyKiyvYvHE/I0b1bKXRisjR4pW1O2q+S/a5cHPAj4KJ+thwvbI3BkwIQuEEWdkH+2jEyxwaPeNjDLsqo2zcVc7I/o0zpF49c7jumuO5joaTP594aiVl1fG665oBjAd+FfgDHHANdpiL2e3jvBdn4apdrfAvICLSPlo1pJ8zZw7hcJiLL764Wdu//PLLVFVVMWvWrNYchoiIiIiIyFGlrCzCD34yh+1FZQT9g40UM7G1/6dePmZ8i5vwML7FGpOcaQ/EYo2b04qIHIjEMDVNL0wAnO7JGexetSXmGYxjMMYSCPqEwx5u4GD9mXiFIXYg9cXKOoZYiqbY6WzbXsq/H16Wcp2z18du8PDHJCMu28fBH+9iTWWzjy8i0tFaNaT/5je/Se/evZsd0t9xxx3s2rVLIb2IiIiIiEgKnucz59X1/PfhZVRWxHBJNoPFA9tEHXnfASfh4YeSH/vcuEcg5tXL7C2BhI/nGnr0aH4fMRE5dmwrqUjV0oJATXmbeMzBWkMsarDWEAj4WAuJUrBV6e8mGmMY3q/5lRjmvL4x43pn68GQHsAOdqE0Rkm0im7hnGafR0Sko7RqSA9gbcv6Z7d0exERERERkWOB71t+9+u3ee+97cDBCfHGgk8yrM8U07s+OHGfhE3gBcwhAX298wQc1m3cR59++a38CkSkKyupjrJ6T0na9YGATzxWW87GEI+5xGNuzVqLS/qSXKP75JEVctOuP9TevU3Miq86JFsKGiqLQ+yqLlNILyJdQjMekmw7lZWVBIPBjhyCiIiIiIhIp7Tg3a11Af2hrGMyBvT1BRI+wWjqgL7W629ubunwROQo90FxCQk//cRKY8B1U693s32y8hMp1wVdww+uObHZ4ygtj7Ji/b7MG+U0vsL5EUOOE2r2eUREOlKHhfSLFy+mtLSUPn36dNQQREREREREOq0339iUdp1NTlxtNtPEA8zbtpc2/2AickyIJppuTp3u0tK9Z5QBEyrpNcAjFDgYPR0/uBt//fwZDO2V2+xx3P2P99kfSaQ9F4A/rOGsfK8Ewjk+OV5Ws88jItKRjqjczRNPPMETTzzRYFlpaSk33HBD2n2stZSXl7N+/XqMMZx55plHMgQREREREZGjUmlpJO06Q7ImvclQPtSahttnUlAQbtngROSoN6xbPtbSqCZ9LWvBT9H7NSc3Ro9eEXICQX74sdPpGy5gZ0k1hTlBehe0LDQv3lvJwmU7sY4hEXJTlu3y+zj4Iw6G9DYBiY3Q+/g4S8o2cn7341p0ThGRjnBEIX1RURELFixosCwejzdals7w4cO59dZbj2QIIiIiIiIiR6UBAwrYtHF/ynWOb0kEDJbUAXxLO3+dc/bwlg5PRI5yg7rlQCIAwdRlaxIJB2MMYKm9X+g4lsJ8jxkDx3L1uAlkB5IljkcdZs+LrTvKqK244wVdfMcQjCZwfIuxEO/l4o0LJsfhg78XEtsgv1eCgmEea8t2cD4K6UWk8zuikH7KlCkNQvZ77rmHnJwcbrzxxrT7GGPIy8tjzJgxTJkyBddtfqMQERERERGRY8UFF45m7tubU64zFrDguwZTE1Ylo7KkZDmc5tXD6V6YxQXTR7bCiEXkaPD+lgPMWbObaMLjhD69eW9HMcGwj1NTtcZaSMQdPM+pu8wYA8ZYfN8wont3PnncCa0ylvy8hk/5uJ5PMO7X3Zx0dyeIv+UTzQ7iBRyMteQVJBgwNYExsGO7D5NaZSgiIm3qiEP6KVOm1P1cG9JrdryIiIiIiMiRGTO2Nx/7+In856Eljdb5piaUt8kmstZaqAnqmxXO10x7dT3LzZ+dQjh8RB8NReQoEEv4fPPxZby9fm+D5aFAkKqIR9B4kOXUXD4Ovc4kA3prYWSfhiVtthaVUVEVY1D/fAryWlZaa+zw7gzsm0dRcQVYSziSaHBD0gDBuE8wHsUa8HIc+pzlYwx4CcPWbTktOp+ISEdp1Xdis2fP1sx4ERERERGRVnLZ5RN46tlVVJZH65b5jqkL4g2ABcdLzqa3BnyHJoN6Y5PB1oCBBZx48oC2ewEi0mX84Y0NjQJ6SIb3jg/hkgRenku8m9PgGmMt2Jpu1gXdogTLwzzy9ia6uQ7PvbyOTduSjamDAYdppw/hsx87geys5sVRxhg+d+0J/OjuefhRj3jQxfF8HJs8sYW6J4mMhR7n+oR6J8e0fm0esYqmm9+KiHQGrRrSDxw4sDUPJyIiIiIicszLyQtRXhVPv4G1DUIq41k8B3DSB/XGt1gD23eWMfvV9cw4f1Srj1tEuo5I3OPJJUUNltVOmLfG4LuG6l5BgiFLIGix+FgfEp5J3h20kJsXI8fG+NcL23DjPrml0Qbz7eMJn1ff3kzx3kp+cts5zRqX71sWLtuF71lswCUWSE4MdRI+4ep4zaz65JNE1oCfMHgxy+41IfbszaZnrtMq/z4iIm1NVysREREREZFObPLJTU+GqsnIgGRY7/q2rqRN440tvjk4I/+R/y4lHvdabbwi0vXsLI1QET3YINYC1jVY1wHHEAj5BAuArOR1wxhwXAgFfEzUhwpLoCJBydoQAOGqeMqm1gDLV+9h6ardzRrXw8+v5pk5Gxo1w/YDDtHsZFNa33Wozg1SVZDFrvlhtjwSJlDlk5sd5YyRPVv2DyEi0kEOeyb9jBkzABg6dCj3339/g2UtYYzh1VdfPdxhiIiIiIiIHNVmXjiaV+dsIBZLE6TXzHLFWhzf4tTMqnc9SyJQryxOve1xDZ61uJ6lrCzKyg+KOeFElb0ROVblH1J+xtYrqwWWYChN2RjH4IYhEYXI7kBNCS5LIO7X7AmEAQ/MwXsAvLt4ByeM75NxTLG4xzOzN6Rd7wccEq5DLDvQoPyOHzOUrgzQo3eU664bmvEcIiKdxWGH9EVFycegwuFwo2UtYZrT1EhEREREROQY1a9vPv/79bP53e/foawsmn7D2rC+pl6zX/NRK+0nLmPw3GSYn/YGgIgcE3rlhZk8tDuLthzg0L6wgYCfsc2FCQHGNrrW+EMc7EAnOfveWthvcTZ6mArwvKZrxW/bUUZ5ZSzjNvGwm7YHR3wPFO/ez8g+eU2eS0Skox12SP/zn/8cgPz8/EbLREREREREpPUcf1w/7vvdZSxYuJ2587aw8P0dabe1xoDvkwgFkmVvMjEGayxDhnZr3QGLSJfzPzNGc/M/F1ER8xoG303MrTQG3KDFzzKYqMVg8Ma7mH5Ow416GvxCg/N+guObmEUPEAy6TW5jM/TeAHhi7mrOPG5Ik8cREelohx3Sf+QjH2nWMhERERERETlywaDL1DOG8t6izE8wWwOJgIPTVEBfz4vPr+GTnz7lSIcoIl3YuH4F/OWTp/LHNzYwZ8PeuqDe+pmDcGvB5Bn8PAd8i1vlY/o5+D5gwTj1Mv+AwRsZYPy43k2OZ3D/fAb2zaOouCLDiTOPrbi8rMnziIh0BmocKyIiIiIi0oWEmjG7tMmpr4d44/WNVFfHD29AInLUGNk7j19ceQIXTehXt8zzTDJwbwaTADxL1SaX6E6XaLVLNOISizkHe1n3MDywKH2t+bpjGcMnZk1Mm8MH4h5OE2VzQn1UyktEugaF9CIiIiIiIl3IaacOOviDtTiej5vwcTwf41sczxKIecn69E2xFmMhEkmwa2d52w1aRLqUr543isHdsmt+MkQjgbRBvTHJ2fLugQTB4gRumYUysHvBbgRbAb7nEIu5dZPfl+zc26xxnDl5IB85bySm/sl9SyCaIBD1cIdkeGIoC/qPCjXvBYuIdLBWDenLysp47733WLlyZaN1xcXF3HrrrUyePJkpU6Zw2223sW/fvtY8vYiIiIiIyFHvpBMHMHF8H4xvCXgWxybnzTsWXN8ScA0F/fPo2TefuvjKpgiyrMXxDzZ7zMkJts8LEJFOr1demL/fcApD88IYz0ICElXpb/w5lT5uRarrDNidYBMW6xt835BIGBJkbggLcKA0wn3/WcoLL64hXBUnVBUjVB0nXB0nkPCx+QYmBnDGkLwA1pcDgckQjWWnPLaISGfTqiH9Y489xg033MBjjz3WYHkikeDGG29k9uzZVFZWUlZWxnPPPcenPvUpYrGmL8wiIiIiIiKS5DiGG647MW1TWN+zXHL+aO77v4s5+fTBycaK1oJvsYAFfMcQDzrEwy6+Adc19OyV266vQ0Q6t4KsIP/vorGEowlC1QmCgfSz1p2yDGVnLFCa/Nb3DNGIy+AeORnPfaAswm13vsHzr23AjyeP7Vga3FgkK/mdO8wQOMfgjAdntMU9yRKYCibXEE00vzeHiEhHOuzGsanMmzcPgEsvvbTB8ueff54NGzaQlZXFZz7zGbKysvjzn//M+vXrefjhh7n++utbcxgiIiIinV405rH4g2JKyiP07Z1HyYEqiosryM8LcdZpQygsyOroIYpIJ2CtZdH7O5jzxkZKSqrp1y+fC2eM4v33tmfc77U567ns8gl860tTKa+Mcv/9C3nzve34gYbztHwgmm2gOsG6tXsZP6FPG74aEelqpozsxf/78ER+++Jqok6G+u5NzL+00eQTP4mEIRz2OH/k4IzbP/ziWnbvqSRcGUuG8qkK01fauuaxuQU+3QclyA77WAuVEYcDpUH65Or9lIh0Da0a0m/duhWAMWPGNFj+0ksvYYzhlltu4aabbgJg8ODBfOUrX+Gll15SSC8iIiLHlCdeXseDT6wg4dXM7rIWJ+7hxj1wDH/7x/ucceYwvn7z6R07UBHpUNZa7rlvPm/N3VK3bP2G/bw9dwtD++dn3Hfvnsq67/Nzw/Tqk9cooK9jDImgi9dEA0YROTZ9ePIgVu+v5InlWwhgsXGwEZIz5INgskjWach0Canpdx0IWE4b0ofpwwdmPOfrC7YSiCYaVbGpz0TA7PbJH2Hp0+Ng42tjIC/bJyccZcqg3s18lSIiHatVy93s3buXnJwc8vLyGixfuHAhAJdddlndsunTp2OMYd26da05BBEREZFO7aU3N/G3R5bhRz3cmEewOka4MkY46hH0IZiwBBKWBW9t4uu3v9LRwxWRDvTGW5sbBPT1bdtemnHfXoeUrtldUp1xey9gGDmqZ8sGKCLHhMXbSvjv4iLiCQevBPz9YKvAVoMtA38v+DmZG1WbAnAMfP60cXz/3FNxncxxVEVVnEA8843D0CBL3wkxenWLp1zvOLDiwNaMxxAR6SxadSZ9NBolGGzYbGjjxo2UlpYydOhQ+vbtW7c8FApRUFBARUVFaw5BREREpFN74N9LyKqM1c0MSzjUNX2sz1jYvnYvcxdtZ+rkQe0+ThHpeLPnbEi7zncMjpd+iumgQYUNfnbcJuZnGUM43KofD0XkKPHksh0AODELqfJwH6zj4jsJnFS5ej7YkMsDV53NgILm9b4YOqCA4tI9GbfxqyCUlQzj09lVXcLu6lL6ZBem30ikA1x//fXs3LmzTc/Rv39//vnPf7bpOaT1tOq7sJ49e7J792727NlD797JR4reeecdAE4++eRG20ejUfLzMz+mKSIiInK0WLBwO35JpO5RxkTAwRowfuqZYgb4z8PLFdKLHKOK9xz+hKb16/eRSPgEakrc9O2ZuUnjuFE9cZzMM2FF5NhUVFpFTm6MrB4JjAtezBAvdUhUHkzHPR+ieSECMY9Q1MNY8F3w8hxiWQGCVUEqDsR4deU+CvNCnDS+D4EMNw8vO28kf1qzF5OmQTaAt9cSL4JQTXl7w8FJD7VNsgH2RSoV0kuns3PnToq2bacw4bbJ8UsDGXpISKfUqiH98ccfz6uvvsoDDzzAN77xDSKRCP/9738xxnDGGWc02La4uJhIJMKQIUNacwgiIiIinda/HlrSYMZ8NDtATkXmTmsHjiCkE5GurWePHEpKIinXmQx1mgFKSyN1jWAffnQ5jz3xAYSc1M0XgVkzxx7pcEXkKFQejbHP30dOXqJuWSDLEsjyiJVYovsPBoyBgA8FDhXRINan7nrjRnz6VFTzlV+8Ubdtj8IsbrnmBM44oX/K8144dRhz521h1ZI0M42tBQzl8yy51yRrOde/vJmaTTwLliYumCIdpNBz+fLOzP0ZDtfvBhS1yXGl7bRqTfprr70Way33338/l1xyCRdeeCFr166le/fuXHDBBQ22nT9/PtC4yayIiIjI0cZay5vzNrNrZ3ndMt+AF3Sb/NgYSNfoUUSOetPPHXFE+3uez/uLd/DoEx9gIFnf2Ta86gQDDjd+7AROO7ltQgIR6dr+u3w91V7qmu+hbj5O6OA1JRj2yM2P061nhHB2zSxe39JtdyWRsmiDffeXRvjZXxawetP+tOf+4TemMWBgQcbxRYvB8VPffzQmWQe/e7h5JXZE2psBXLdtvvRsXNfTqp/6zjzzTL7yla/gOA4bN25k9+7ddO/enTvvvJPs7OwG2z777LMAnHbaaa05BBEREZFOpao6zvd/Moff/mF+g+We6+AmfPwmQvixY3u35fBEpBObfu4ITj5pQMp15503ImN5muzsACNH9eSlV9bVLTMWAjEfN+7hJHycuM+0yYP48IWaOCUiqb26YXvG9cG82pJ9lkBeMrA3BnLz4wSDHj3jPm4i9ZQEz7c8Wu8adait20oo2lmONQfL11hT8+U6WMeQMxRMhmohjoGQ0zblRESOnCEQaJsvxfRdT6t3BvrCF77A5ZdfztKlS8nLy+OEE05oVHc+Fotx4okncsIJJ3Duuee29hBEREREOo2//H0Rq9fuxToOvuPj+hbfQDwrgLEQD7m4cT/l22jfwAXnjWz3MYtI5+C6Dt/46lm8+fZmXn9jEwdKqunfL58LZozilMkDsXGft97clHLfwUO6kZUVYNv20gbLDWB8qK3WXFxc3mhfERFIPglYEslcls+4yWtJsNDiHJIwTRqWxdC9Yebuqky7/+LV6ZvDvjl3S81JTMq80RpwmzFJvixeTc8s9UOUzscYCATbJkxPU91OOrFWD+kh2T24f//UdcUAQqEQt9xyS1ucWkRERKTTKCmNMG/+tpqfLF7AwYl5JEKBunfO1nGI5gQJRhK4Nc3RLJAIOhhrcdXIUeSo4/s+xhhMMz5Bu67DedNGcN60hqVvqqpiXDhzDJs37WfbttJG+61ds5f//mcp+flh9u6rSnv8gvyslr8AETkmGGMYXJjHttL0/XF8zxDq6RHMbzxbfvOBMiJ7s/ENOGnq+zkZHigsr4imX5kcIImSzJtYC4XB7MwbiXQUA47bRu/19RGiy2mTkF5EREREYNv2Ujwv+Ri4dR2stfiOIXFIiRvfdYjmhjCej7HgOwbH+hjP8n+/epvvf+tcJozv0xEvQURa0ZLFO3jm6ZWsXrUbx3GYfMpAZn1kIsOG92j2MSorY/zrwcXMm7uZWMzLuO2Lz6/h8o8ex6bNB9Juc87Zw5p9bhE5+q3bU84TS4vYsr+KsOOQZbKAdCG9JVjgky4NtD5sLY1AbpBw1cHJCPVNOa5f2rH07JlzyAEtjm8xtZMaDHhR8G2yrE0qPrCzqpQemkkvnZABgoE2mknfysebP38+f/vb31i6dClVVVUMGDCAmTNn8rnPfY6cnJymD9AKx6yuruahhx5i+fLlrF27ln379lFRUUFeXh5jxozh4osv5qqrriIYDB7py+0QCulFRERE2khu7sE3iJ5jCMb85KfINO+areskC1D4FmMBx5DwfB5+bDk/+O6M9hiyiLSR1+Zs4C9/ereub6vn+Sx4dxtLFu/gm985j3Hjmr4Rl0h4/PTHs9m8KX3oXl8s5tGnVw5jRvdk7bp9jdafespATlHDWBGp8fD727hrzlqstThRH+OBDUNOD4dQ2G+wrbWQleVRXZ0+DPNrq2kZQyzLJbsq0WB9OORyVZqeGIuX7eSpZ1Y3OGHg0PKAFhJ7oKoYcvs2Lu/hW4j7sLViHxN7DGri1Yt0gDYsd9OaKf2DDz7IT3/6U6y19OvXj/79+7N+/Xruu+8+Xn75ZR566CG6devW5sfct28fv/jFLwDIy8ujT58+DBw4kB07drBgwQIWLFjAY489xt/+9jcKCjI3ne6MWj2kt9byxBNP8Nxzz7FmzRpKSkrwvPQzPIwxrFy5srWHISIiItLhRgzrwcABBRTtKCOQ8Ose9XY8i59h1oyxB2ea+Y5h5ao9VFTGyMsNtfWQRaQNRCIJ/vXg+9gU5R5iMY8H//4+P/35zIzHWLFsFw/8dQE7dqUvO5GK4zh895vn8ewLq3nt9Y3sP1BNv775nD99JDMvHJ2x+ayIHDs27KlIBvRQF9Ab6xOstiSKDIl8Fzff4jjgeYZoNEA47BEIeiTijRuz2gR4++v97DpY12C85IVw+MACvnjNCQwb0DhIq6yK8eu75xGLH8yS3ETq/j34sP8pcG+EgHtwRr1voeZUFIRU7kY6r0wlnzqDFStW8LOf/QyAH/3oR1x99dUYYyguLubmm2/mgw8+4Hvf+x533313mx8zLy+P73znO0ydOpWRIw/27bLWMnv2bL7xjW+wYsUK7rrrLn74wx+2wqtvX60a0sdiMT73uc/x7rvvYlO9A5VjXjSaYP6bm9i8YT85uSHOmDacQUO6dfSwRERE2synrz+JO371FjZxcAaam/DxXZO6o5O1DUL62uaOiYTfeFsR6RLeX7Sdqqp42vWbNu6nqKiUgQMLU65ftGAbv/3lWySwLeoE57oOEyb0ISsrwJUfOY4rP3Jci8cuIseGx5cVYUkG8yZhCVcncL1670cqwd9rqOoVwtbU0K4oD9GnXxVVlZZIxAUM1oKtTM5wJ97wevWl606iX0EWhXkhRg7ulnYsb87dQnWk3qx7W/OEYRp+BUS3gBl+MJivb3x3PTEknZMxEGyrxrGtFMvee++9+L7PrFmzuOaaa+qW9+3bl1/96ldcfPHFvPzyy6xevZpx48a16TG7devGDTfc0Oh4xhjOP/98vvjFL/LLX/6SV155RSH9n/70J+bPnw/AWWedxUUXXUTfvn3JylIzIoGN6/Zy149nU1F2sDv8s4+tYMbFY/jE56Y0q3GWiIhIV3PCpH784Nvn8YOfvkaipj69Yy2BmEci5DYM3KzF8RrOFHN8y8ABBXQr1Pspka6qsiJ22NtYa/nX39/H8y20cLbdudNHUNhNM0hFpGlbD1ThOMmAPhTxGgb0NZyEJbw/RqR3GOtDZVmArZX5OI4lOxwnVlQTDCZSf7afMKw7w/o2XRu+aEdZg5+NbbpyR2WxQ3iYj625l2kMVEcchuV1p0c4t8lzinQEQ9uVuzFNv/VoUmVlJW+99RYAV199daP1w4YN4/TTT2fevHm8+OKLzQrp2+KYtWpn11dXVzd7n86kVUP6559/HmMMt9xyC7feemtrHlq6uGg0wS9uf4XqQ2rQAcx+YS0DBnfj/EvGdsDIRERE2t7Y0b0YNqI76+vVhHZ9ixNJ4DsGzzUYUnwAtRYnYbn8Q81/cyoinc+Qod0zrg8GHfqnKPkA8Ngjy9m1p6JFAb3rGs49bySf/NQpLRmmiBzDwgEHxwUbt7gZnt5zYxYbtXgYwMGr+YgfqQ7gFPjkFcYxcfBLwJYf3G9SioC+rDTCi8+s4p23NxOpijN8VE8u+tC4RhMTrEk+V5gpyqx0AjhVCRwnWS+/qiLA9q15ZPXuAae26J9CpP0Y03Zl51phIuyqVauIxWKEQiGOP/74lNtMnjyZefPmsXTp0g47Zq1FixYBcNxxXfPJwVYN6bdv344xhk9/+tOteVg5Crz6/OqUAX2tpx9ZppBeRESOSuVVMW7/8wJW7yrn0HlchmRYb3wfP+A0eDNtgVg4wHGjenLutBHtOWQRaWVjx/Vm2PDuaRu+DhxUiOc1DsX+89ASnn5qZYs/aM/6yHF89KpJhzVWETk2ZdXM5nWszRiG+wY8m7pkn+85RKoC5OQlcPuCHwR/P/QpzOKbVzUM40r2V/Gj77zMnuKDfTaWL9nJ8iU7ufSjEzHGHCyjbAzWZCjfkQUFE+KYmrDTGMjNTzB0RDl7ivOa/W8g0hHarHFsFHbu3MmMGTPSbjJ79uyMh9i0aRMAAwYMIBhM3SR6yJAhDbZtSmsfMxaLsWvXLp5++mn+9re/kZOTwze+8Y1mjaWzadWQPjc3F9/3yc3Vo0TS0CvPrs64vvRAhMryKLn54XYakYiISPu466ElfLBxPwRdPNckZ6cdUuIm4FtIeHgBgzWmwWPdlaHGzdhEpOv5n6+ezc9/OofdxY0bv27edICvfOlpvvyVszh5crJ28q5d5Tzz9MrDOlcg0Mm70IlIpxMO1lw33MyBYTzsZrxxGIs6ZOcmN3F6wPWnjOKqM4aTn90wjHvk30sbBPT1vfDESi6/8jiefO5gjuAFHEw8RfNYA6HzDCbFuLOyPfL6pO8HItLR2rQmfSsctrS0FIDCwtQ9c+qvq922vY75qU99infeeafBsksuuYRbb721QVPZrqRVQ/pJkybx9ttvc+DAAbp3z/xIpxxbSg80XQ9q8XvbOWt61/xFEhERSWXH3krmr9hV93Mg7mN8izU1BVNrGqHVvod2EvbgNDFjCMY81q3fR0l5lG66kS3SpfXtm8edd13K/X95jzde39hofSzm8bvfvM1v776Mwm7ZzH1rM/Ywm76NHd/7CEcrIseaod2Tky1tyMEPmOR7khT8JkJ8rMH6YGrmGOT0dBsF9Im4x/y3N6c9hO9b8oMu/++rZ/HcS2v5YOVuLOC5BsdrONM/NN3gDkk/pu69FNJL5+a04X31/v37NzlbPpNoNAqQdsY7QCgUarBtex1zzJgxRKNRIpEIRUVFlJaWMm/ePEaMGMEtt9yC05b/sG2kVUf86U9/GmstDzzwQGseVo4CfvqSdnXeebN5j8aIiIh0FWu3ljQI2Yyf/GDp2GRDWOeQRmhO7bra9Z4lEPWojqQvGdcetm8r4T//eJ/f3fkGf713PsuX7Dz4CLqINFsw6LJxw76062Mxj9dfSwb4FRXN+7B7qFGjezJuXJ/D2ldEjl0Xju2HnwCvCqKhAKn+ylvADzURIxmLqbdJebRxSF5dHScW9TIeprSkmlNOHsjt3zqP66+ehOsl3zfhGGy9L6dHE8Nx9H5FOi9jkuVu2uKrNWbSh8PJSULxePqbXbFYrMG27XXMb3/72/z73//miSeeYMGCBdx7771kZ2dzzz338NOf/rRZY+lsWnUm/RlnnMFtt93Gr371K1zX5bOf/Sw5OTmteQrpooJBh3g8c1K/Ye1edhWV0W9g6qZZIiIiXU1OuOFbLS/gEMjQjO1QBgjGPXp1z27lkTXP5g37uO83c9lRVNZg+euvrufEyQP58v+eQzCocjwizWWtZfv2zI+Db9tWAsCQId0ybhcMusTjDUOu7JwgH/v4SUcyRBE5Ru0qjWCrku1ZvaChOjdAOOHhRJMTDPywwStwcbMhUZW+jWso7DcIB0f1bPz5Pjc3REFhFmWlkbTj6T/wYCmM3bsr027n7SFjUD+isGf6lSKdgBPovDeSmlN2pjnla9r6mAAzZsygZ8+eXHPNNfz73//mxhtvZODAgc3evzNo1ZD+hhtuAJK16e+77z7+8pe/MGrUKPLy0jfqMMbw97//vTWHIZ1QXn6YA/szl7yprorzo2++wHd/NpMBg5v/iygiItJZnTi2F4V5IUorkrNBotkBAuWxFh3D8WF3cQUD2/km9vatJfzgmy/ieak/OCxZVMQT/13G1dcrEBRpLmMMeXlhysvTz5LPL0jOGjtj6jD+/e+lVKTZNr8wzN59VQ2WVUYS/PrXb/GTn1xE375qligiTauMJtixr4qvP7gIXHCzLCYAxjjErYPBJqfQ1zZlBYJhn3jU4dCg3nV9snIOPv3XKyeLs4b1a3ROx3U474JRPPXoipRjys4JMvWcYXU/79mdunY9QGIFBEeTsk6EaxymDxyddl+RzsCk7Yjc8YYNGwbAjh07iMfjKUvUbN26tcG2HXHMWieeeCLdunWjpKSE1atXH9sh/YIFCxr8HIvFWLkyc7Mj0xrPX0inVl4WaTKgr1VZHuPRfy3my988t20HJSIi0g5CAZfPfHgCv/r3EgBi2UHchE9WdcvK12zfXtruIf0ffzevLqCv/9Gh/ju3115ZzxXXHE9As+lFmu2sc4bxwnNr0q4/+5wRAGRlBfj6bedw5y9ep6qy4SPhY8b2YvXavSm7wpVXxHjm2VV89jOntu7AReSoUlYd5/cvr+GlpTuJez42AIHChhlN8lvTaNK8GwA8Hy9q8I3BCVjC2R6hrIOz6Htkh/nJRacQdFOXx7n8qklsXL+P5Ut2NlgeCrvc+vWzyc4J1S3r2TM37evw90P+ihyiJ0aJ+QefLgq7AT4z/jQG5mkCoHRexoDbRjPpWyNunTBhAsFgkFgsxrJly5g8eXKjbRYtWgQkA/KOOmZ9fk29bb85dbc7mVYN6W+99dbWPJwcJcpLW1ZPc/GC7VRXx8nOTt9EQkREpKu46PQh5GUHeejltazfXkp1fpi+gwvZt2E/hmQAHkgzW71WTk77/03cvHF/Mpyv/wbf2prA3mCAivIoJQeq6dVHM3ZFmuvyWRNZ/P4Odu0sb7Tu/AtGM2LEwboNY8f15rd3X85bb25i44Z95OSEOHPqUF58aS2sS1/b/t13tzFqdE8SCcupkwdQWNgxJbNEpHOKxj2+/MB7rNt18DpkctNPorS2ceDnuEDC4mIhDgnPYDyH8QPyufz4IUwfNYCsQPqb+MGgy23fnc6Shdt55+3NVFfFGT6qJ+edP4oevRqG8udNH8Gc1zakPdbFE8Zx9tRhvFu8hX2RKnpl53Ja36FkB5QpSCdnbNuVu2mFGfq5ubmcddZZvPbaazz88MONAvXNmzczf/58AGbOnNlhx6z1zjvvUFaWLNM5bty4Fu3bGSiklzZXWdmyx/p93xJVSC8iIkeRqSf0Z+oJ/SmtiGKMYcvWEr5/5xvJldbi+B7p+ppZYFA7l4Grqow1COgdzzbM6rH4BoxjyMkNpTiCiECyEey787awbUsJefkhzjx7GL165/GDH13AM0+t5K23NlNZEWXQ4G5ceNEYzps+stExcnNDzLx4bINlzzy3OuN5y8uj3PvH5FPOf/orHDehD9/632nqISEiLFq3l3ueWcmWXeWEAN81JEIOJpi+Iawx4Pvg1NvEHtL31Y8bogmHjVvjTP9I5oC+luMYTp4ymJOnDM643ehRvbj8svE89fSqRutOOnEAM6aPIhBwOG+QSttI12Oa6MXc0b74xS/y+uuv89RTT3HyySdz9dVXY4xh9+7dfO1rX8P3fc4///xGofi1115LcXExN9xwA5/61Kda5Zj3338/vXr1Yvr06Q1Kq3uex5w5c/j+978PwPnnn8/gwZmvK51Rq4b0IqlsXr+3Rdt365FNQWFWG41GRESk4xTmJWtN9+xxcFar7zpU57rkVMQatWCzgAk45Nfs116ysgJpA3pIrnIsWIX0ImltWLeXX/3fG5SWHGyM+Mh/lnH5FRO58mMncN0nTua6T5x8WMceN7Y37723Pe36Q+/5rVi5m+//8FV+/pOLDut8InJ0ePbdrfz68eXJmfE1y1zP4kQ84nEDwfT1MXzP4NSfUVCvkoQF/IABYyiNxlm9s4yBBVls31NJQW6IkQOOvGTftdeeyPjxfXjl1fXs3FlGYWE206YN5+yzhuGmKakj0hW4buetSQ9w/PHH881vfpM77riD73//+9x33310796d9evXE4vFGD58OD/+8Y8b7VdcXExRURHl5Y2fHDzcY65du5b/+7//w3EcBg8eTLdu3YjH42zdupWKimTviilTpnDHHXe0/j9EO1BIL21u+eKdTW9Uz4yLx+Loj6yIiBzFBvTNZ/zoXqxct5dYVgCModI1hKsTBGLJqWmJkIsFxg7pRiDQvn8XHdfBcR1s3GsU0NcyQAJLPO5pdq7IIaqq4tz5s9cbNX21vuXJR1fQf0ABU88ZftjHnzZtBE89vZKyssZlJS1gU/zibth0gC1bDzB0SPfDPq+IdF0V1XHufXolNkUeaCy4JR5e7/QRkZdI1qKvLXtj3JrrDZAIu3WNZa0Ltz26FHZVYv3kyUYNKODLVxzHxGE9Uh+8mU48cQAnnjjgiI4h0pkY2m4mfWt2AP3Upz7F2LFjuf/++1m2bBn79u1jwIABzJw5k8997nPk5qbvG9Gax/zEJz5B3759WbhwIdu3b2fVqlUYY+jVqxdnnnkml156KRdddFGX7X/aJiF9JBLh0Ucf5c0332THjh1EIhFeffXVuvXl5eW8/vrrGGP40Ic+1BZDkE6irDTCiqXND+nPOGcYH7piYhuOSEREpHO4+YbJfP3/XiNa82HZC7pUHRJ2O3GPT11/YvsPDgDbZClLx7P88idz+NYPL2ifIYl0EXPf2NgooK/vxWdXH1FIn5cX4tvfOo9f/fotdu+urFteF9Cn+XD68qvruelGNZQVORa9vmwnkbiXdr0TscmG8W7j64fvgfWdZI2bmtUW8AIGP+A0uuaUJHxCOQGyK5JNr9fvKON///Quv//yWQzrl39Y44/FEsybu4WtW0rIzQ0x9exh9DvMY4l0GoY2rEnfuoc744wzOOOMM5q9/Zw5c1r9mBMnTmTixKM3M2z1kH7NmjXcfPPN7Ny5E1tzi/bQOxh5eXn84Q9/YOPGjQwaNOiwuvVK1zD/zU14iaY7Kk+7YBTnXjiaEaN7tcOoREREOt7ggQVMmtSfecvS38z2Aw7LlhczdmyfdhxZUm1T26asXF7MmlW7GTu+/cco0lltWJ++qSvA5k378X2L4xz+J+hhw7rzm19/mCVLdlC0o4zNm/bz1jtb0wb0APF40+/LReToVNpErzgD4DcO6X0f4lEnOd2+3iovAX6GJ+liWQGyKuJ1u0RiHv95bT3fvPakFo993dq93HXnGw2eHnr8seV86LIJXPvxE1t8PJFOw4DbRUJ6aXut+lBFSUkJN910Ezt27GDChAn8v//3/xoU8q9ljOGqq67CWssrr7zSmkOQTsRay+uvrG9yuylnDuHGW85QQC8iIsecgrwm6rlbmDN7Q/sM5tBTJ2zKkhkNtqkJA5994oN2GJFI15GdHcy4PhQOHFFAX8txDCefPJAPf2g813zshIwBPcC0s4cd8TlFpGvq3S1z3zdrwAmBcWxNIG+xFmLVDtYaAkFbd4nplRPmhAFNlK5xDNaA8W3d19vLdrV43FVVce78xRuNyntZC888tZI339jY4mOKdCbG2Db5kq6nVUP6Bx54gN27d3PGGWfwyCOP8OlPf5qsrNR/CKZNmwbAggULWnMI0oksW7SDoq0lGbcJBBxu/NKZ7TMgERGRTuasJuqqBmMeB0qqiWd4PL2tDBvWHWvSz6a3QG1h2z27K9prWCJdwulThza5fsP6fdzzq7f54mce40ufe5wH/ryA3cWNm6s1V5/eeYwekT4069Uzh4kT+h728UWka1u1oyzjE3LxLIdY3MX61BWbd5xk2OcGfNxAMrR3HZh5XG+mjs08yS6rLEqgpvl87Vc0muA3jyxr0bjfeH0D5eVRfAN+ivclLzy/pkXHE+lMDMlyN23xpYn0XU+rlrt57bXXMMbwv//7vzhO5vx/+PDhBINBtm7d2ppDkE7k7deanvk3/eIxTc40EhEROVqdPK43A7tnU3SgutE641vCVXEKC8Id0pj1/EvH8pe738F3wPEbPjFrAc81ODb5fXau/paL1Dd2fB+mnDGEBe80/qxTUBBmxMge/Oi7LzcoC/nqS+t4Z+4Wvv2D8xk6rOnmrp7n8/qbm5jz+kb276+iT588ZswYRSSyim1FZQdn1VtLr5453PHTi1rt9YlI1+L5lpfeL8JzDa7XOLzzAoZYbhA8Q9w3BII+xiTvxYeyLfG4IRF3sNaS3S3G4ys30TM7m6BriHuNo/9A1CO7KpFyLM+9s4XJY3tz9vH9mxz3jh1l/Ofh5dh6Tx5Zk3xqv7b6zpbNB/A8H9dto+6bIm1J5W6knlYN6bdu3UowGGTcuHHN2j43N5eKCs28OlqVljQOHOpzHMMFl4xl2+YD9Oqbp7BeRESOOcYYPnLGEP702Api4QA4yU/EgbhPVmUM17ecN31kh4ztnBmj2LJhP688vyY5c80xGJucxebY5FeteDP6z4gca275ylQGD+nG7JfXUXKgGjfgcMqUQVxx1SR+evurKfs2VVbE+Ptf3uP7P7kw47E9z+eXv3mbRe/vqFu2b381q1bv4dxpw7n586fz8qvr8Dyfc6eNYNJx/Vr99YlI11EdTVARSYAxJALJnjeuZ7FAIujgBZ26KerWGqwPpmZ+gDEQCFgScYesnAROzfJ91dVMHNSTJVuqGp0vXBXPOJ7n3tnSZEhvreWXd71JNJoi7DcGW9PgPhx2FdBLl2b0n6/UaNWQ3lqL67qNGsWm4vs+lZWVZGdnt+YQpBPpN6CANR/sTrve9y3fuPkpAMJZAc48dwQf++TJZCmsFxGRY0Qi4fP0U6vIroyTVRnHdwzG2roAPBRymXX5hA4b3yc+N4XRE3pzz6/m1o3JPWSyjwG2bDhAaWmEwsLM9W5FjiWu6/CRqyZx+RUTKS+PEs4KkpUVYOGCbQ1rK9vaZCz5P2tX7ual51ZjjGHe25upqowxdHh3Lrx4LKPH9gbgzbc3Nwjo63v9jU2cPmUwX/zC6W358kSkC3lpdXGyz4yFWHYQ6xoaxegeyVr0jsH3DU69P/iOA9m5McJZDW8u7owe4P9mTebhRdtZWlRKVtDljKHdWTp/W+Pj199vb2WTY162bBc7dmQuAWaBM87MXF5MpDMzWNxD31y34rGla2nVkL5v375s3bqVvXv30qtX5vpk77//PvF4nFGjRrXmEKQTmXHxWN58dX3d545MopEEr724lqKtJXzrxxfg6E64iIgc5fYfqOav/1rMnkgcG3ZxfIub8BvMUI/FPHbuLGf48Caas7Whbt1zmnxa1vqWD5bt5Myzh7fLmES6Esd1KOx2cGJSaf3yVjZZM+rQ37F//nVh8qN1TYmHHUVlzJ+7hU999lRmXDSG15polPja6xs5uYmeFyJybPB9yz/nbcZ3kwXdrZvhr7pH2s6FqYLEuOdz4qACZow5ucHyHx6I8Pby9E1ie3VrerLmm/ObKI1sDAQMl1zavEoOIp2SSdakb6tjS9fSqknolClTAHj00Uczbud5Hr/5zW8wxnDmmWoaerQaOqIHl109qUX7rF25myULi9poRCIiIp1D0a5yvv7DV5j3flGyzqpj8AMO8bCL5zR8R11eHk1zlLa1e1c5P7/9FX76vVfqltl6/9vg44ShWTflRQT6Dyxo8HO6z9AGGvxiWQt//+tC9u2r4kCKPhb17W9ivYgcG7btq+T6u99mz64KjG/xAk2kdhawNmX5jVQFE/LDQQrCoUbLZ542JONpZp42OOP6aMzjraWpnxaqz/Mtz720tsntRDo117TNl3Q5rRrSf/KTn8QYwx//+Edef/31lNts2rSJm266iYULFxIMBrnuuutacwjSyXiJln9ify9Fgy0REZGjyZ//tZiSshThuzEkQk5dAO44hoEDC9t1bACLFxbxzf95hpXLixsOr97/1jw1jwUc1zBxkmpeizTH+Il9GVAb1Df1VvmQ9b5veeu1DfTtk5dxtz69c9m9u4JIJHXjRhE5+iU8n2/8YxFba0vLNKMscS3HOfTiZBuUv6l10ejBBFM8BX/ahL5pg/qzJvVj+smDMp5/7tIdVJjMxTosgDG8NXcLFZWxjMcT6bSMwQTdNvlqye+8dA6tWu5m1KhR3HbbbfziF7/g5ptvZuTIkZSVlQFw2223sW7dOtauPXiX8zvf+Q4DBugxzKNZ0baSFu8Tj+nDhIiIHL327Kti2cri9BsYg+8YXN9yyimD6Nkzp93G5ns+f753Pm+/lrmUxqEmnzaEbt3VZ0ikOYwx3PrVs7jjx3MoO4wZ7/v2VXHB+aNYtiL9deS9d7by7lubCYddzjhzGNdedyL5+eEjGbaIdDFvr97N9v0Nm7qaVKm3tbhxH8e3WAMmYGpuyh8M+PJyLf4hed8J/Xpww0lj0p7/a1cfzylje/PcO1vYua+K3t2ymHnaEGZMHoTrZA4Pt+wswzqGSE6Q7BRNaK0BzzE4NlkacPv2UsbV9OwQ6VIMmGAblXtWRt/ltGpID3DjjTfSrVs37rjjDtavX1+3/LnnnsPWPK5ZUFDAt7/9bWbNmtXap5dOxh7Gs+9jJvRpg5GIiIh0DgdKqpsuDWNg2LDu3PTZU9tlTLWefXJlMqC3tm72jSVzOQ7fQEKtZERaZMiw7vziNx/i+//7AnuKK1q0b+/euZx26mAuumA0L72yrtF6x/Pxa64x0ajH669tYMOGffzwxxeSldXqH/9EpJNakWrCnN/wDYiT8AlGvIZ/50ssNgx+NwdrDXdcfALjBxXw/JqtrN5TQnYwwLkjBjB1SF9c5+AbgHjCZ/PuCoIBh2F98jDGMO3EAUw7jP4YW3YmG8bGcoL4riFcnSCQ8LFAPOQSzQ4QjHoEY8mxL1i4XSG9dF1N3LSSY0ebvEu74oormDlzJi+//DKLFi1i9+7deJ5H7969Ofnkk7n44ovJy8v8iKYcHTav39+i7QsKszjrvJFtNBoREZGO17tXLo5j8P30Sf1HLp/ANVcch9uOjdR9z+eV51cnf6j3eGxTHxsMsHxZ+uZwIpJaXn6YK645nj/+bl76jQ75BXQDDmfXvFf+zKcmM+WUgcx5fSP7D1QTiyTYvH5fyt/ZbVtLePONjVx4UfpZryJydMkKuo2WORa82hvx1jYO6GuYKFBhuWX6aM4Z2xeAT548NuV5rLX8842NPDJ3MyU1ZWeG9s7lpgvHcM7EwyuFt624vO77RDhAIhw42KOj5j1KNOiSiHtklceY9952rr/2RByFndLVGNOGM+n1+9DVtNlUipycHGbNmqXZ8sewspJqSlrwCG/vvnl86f9NIye3ceMZERGRo0X3wiymnDSA+YtSN0rv0yuHj310Urt/0Ny7t4qSA5FGyzPNpK/bJu61yZhEjnZTpw1nxdKdzH1jU6N1tfWWazmO4TOfn0L3eqWlJh3Xj0nHJUOw7377xYy/q/Pf2aqQXuQYct7Efjzw+oYGywzgxn28kIub8DNeM3IShmtPG97keX7//Goenru5wbIteyr53kOL+dG1JzHtuJYH9V6qtxUpAkcv6BLLCbJvXxXl5VEKC7NafC6RjmZS3FCTY5Oed5Q2s7OorMltuvfI5oIPjWPAoEJOmDwQpx1nDIqIiHSUm647iW1FZRTtKm+wPDcnyNc/f3qHzASb90bL6tDDwcaxrk02tNQMNpGWMcbw+S+fyalnDOHN2Rs4sL+Kvv3zOWf6SPbvr2beW5upqowxdHh3Lpg5hqHDe6Q9VjSa+WZZNKq+TyLHkpH98rn4pAG8sHhHg+WuZ7FxH5PhiT6AaNSnIhKnICf9JLq9ZREee2dLynXWwp9fWXtYIf2kUT0pXlDV9IZAPOySHfcIhxVvSRdkALeN3j/rbXmXo6uYtJncZjSnOn7yQC694rh2GI2IiEjn0aNbNnd+/3xen7eZd98vIp7wmTSuDxeeO4Ie3TqmAevcNw/O5K3/sd2Qeja9rVnpBR1iUY9NG/czclTPNh+nyNHGGMPkKYOZPGVwo3XTpjcuA7l+3V7WrNlDKBTglFMH1c2sHz26J0XbS9OeZ9Ro/X6KHGu+OWsSA7vn8Oj8LZTUNGD1HYMNGYwPNO7JepChybJ7c1ftxssQ9m/dU8nm4nKG9c1v0bg/ct5IXn+/iETCb3pjYzjuuH7quSFdVpuVu5Eu57CvYt/61rdaZQDGGH72s5+1yrGkcxk0pBv9BxWyM8OHhekz9citiIgcm7KzAlw8fRQXTx/V0UMBYO/uymRDtrBLIuiAYzCeTzDq4SYsnknWsgXAJEP6RMglkhMkuzJOPKZZuiJtqbQ0wm9+9RZrVu+pW/aPBxZyyaXjuPa6k7ho5ljeenMzntc41AoGHZW6ETkGuY7hU+eN4vpzRrCrpJo1xeW8v62Ep5YUEfcsDqlr0gOE811ym5idHk9xvTlUtDlB+yFGDCrku585lV//azGlFbHMG1vLNVdMbPE5RDoFY6Ctyt2oJn2Xc9gh/RNPPIExBmsb3zU1zfwPwVqrkP4od+MXT+dn33mJFP+ZAHD/7+fzo19d2r6DEhERkUZ69clly4FqvHqzeazrEMtxwFqcuE88HCBQ82E7EXCwNTPsvJDLkGHpy3CISFIs5vH8y2uZ88ZG9u2vpm/vXC6YPpILZ4wikfBZu2oP1lpGj+tNdnawwb6/+uWbrFu7t8Eyz7M88/QqCgqzuPRD47nlS2fypz/MJxI5eNMsOzvIF289g4EDC9vlNYpI5xNwHQb1zOWt9Xt5bMG2mifmDF7Aqfu73oALs84c0uRxjx/WPeP6wpwgw/vmHdaYTzuuH//40YW8vqiI3z60mHQT9ieP78OYEXpSSLomA5g2KnejiL7rOeyQftasWWnD+NmzZ1NWVkY4HOa4446jb99kN/Di4mI++OADIpEIhYWFTJ8+/XBPL13E0JE9CIcDDT4o1Ldl435Wf1DMuIl923lkIiIiUt/4kwaw8a3GzSsBMAYv5GJdh3iKR98tlqywml6JZBKPe/zsl2/ywarddcu2FZVx/4OLeeXV9VTsLKe6Mll7IisrwIWXjuOj156A4xhWr97dKKCv74Xn13DxJWM5/YwhHH9Cf96Zt4V9+yrp3TuPM84cQlZWMO2+InJsWLWjlN++vLZBSTsv6GAdkk1kfTAOkAPjRnTjpqlNP30zZkAhp4zqycL1+1Kuv/LMYYQCh//+IBR0mTiwkJySCBUF4UYzg43nc8rgbod9fJEOZ4C2KnejlL7LOeyQ/o477ki5/Otf/zrl5eV8/vOf56abbiIvr+Fd04qKCv785z/zpz/9iVgsxl133XW4Q5AuoHhHWdqAvtamdfsU0ouIiHQwP9SMD9HWpnx01o35FBdX0H9AQRuMTOToMOeNTQ0C+vq27SwnGElQ+1sYiSR4+rEVJDyfa284mdWr9qTcr9b+fVUU70r+DubkBJlxfucooyUincdji7Y3COjresu4Dr7rYAKWUL7hmhOH8vkzRxFwmhcc/vDak7j934sbBPWuY5h12hBuOK9xX42WmvPqOsJVCZyEpTo3SCLoYrCEqhNkV8Z5f95WZl024YjPI9IhjMGo3I3UaNXOGg8//DDPP/88t956K7fcckvKbfLy8vjqV79KKBTinnvu4fTTT+eqq65qzWFIJ5KV3fSsnaxsNXgRERHpaPG4l3F92rf51mI8n0Qz6tKKHMvemLs543ov4OB6DX8PX3l+DR/+yESCzZhlF2zOjTYROWZt3lsJHAznXc8HDL4DvjEEPMOQUB5+BPaWR+lX2LxG9vnZQX514xTW7ihlyab9hFyHqeP70rswq1XGvWtnOQDBmEcw1vi9yq4dZa1yHpEO00blbqTradVnKh599FEcx+GTn/xkk9t+8pOfxHEcHnnkkdYcgnQyffrlM3x0+vpwwaDD5NObrnUnIiJytIhEEyxYvpN5S3ZQUhbt6OHUGT0ycz3XVP1ljG8Jxjz8kEu//vltNDKRo0NZWSTjepviM3o85vHB8l2ccurgjBPiRozoQa9euUc4QhE5mvXIDWGtJZDwyapKEIwmm8OHqz2yqhNYz7KuuIJ/vrOF6/44nxVFpS06/pgBhVw9dTizTh/aagE9QPfumW8WdOvRvJsJIp2SARN02uRL5W66nlYN6Tdu3EheXl6jEjep1G63cePG1hyCdEIf+9TktLN/PnzVJApa8Q+4iIhIZ/boy2v55Lde5Ef3zudnf3yXT33nRe55aDHxVE3b2tnZpw+he7f0f5Mdmwzk3biHm/AIxDyCcQ8DWMdQcqC6/QYr0gUNGpC5cauT5jJgfUvfvnmcNz11CRvHMVx1zfFHOjwROcpdevwAXM8SiDe+2BgLgZhXd0e+Iprg9ieXY1PdoT8MO0uq2b6/Cv8wjndOEyVzprVCSR2RjtRmIb10Oa36/zXf9ykvL6ekpKTJbUtKSigvL8f3O/5DqbStcRP78s0fX8jEE/rXzQAaMLiQz37pTC6/Wh8oRETk2PDUnPU88MQHVFbH65YlEj4vvrWZe/61uANHlhQOB/ju189pHNRbi0n4GJuckOP6FtezOId80C7S4+YiGV10QYY68dbiprhZFwg4jD+uHwA3fvZUPnrlJPLyw3Xrhw7txm3/O40TThzQ6uMVkaPLGaN6EvLSh+SOBcc/uH77/moWbT5wROd8c81urv/TO8y6+20++vu5fPS3b/HPt1o2UXPMuN5cdOnYlOvGju/NBTObbnAr0mkZwHHa5ksz6bucVi0GPnbsWJYsWcLvf/97vvOd72Tc9t5778X3fcaM0QX1WDBqXG/+94fnU10VIx73NXteRESOKQnP59GX1qZd/9q7W7nuQ+Pp0zOnHUfV2LDB3bj03JH8++FlycdvfeqCw3jYTduAyniWRWv2cuIJCgpF0jnp+P58dNYEHntyZaN1gZjfIByrde4FoyisuXHmOIaPXjWJD18+gZ07ygiFXDVrFpFm21Mawaa4ztRnfAv12lvsKD38p+RmryzmO48twwLBqEd2ZZzI7ir+teEAz7y4ls9dPpEZUwY361if+PQpjB3fh1dfXMuOojIKC7M4+7wRTL9gNCH145AuzUCgrf4bVkrf1bRqSH/ttdeyePFi/vnPf1JRUcEXv/hFBg9ueNHdtm0b9957L08++STGGD7+8Y+35hCkk8vOCaGKcSIicqzZuK2UAxnqz/sW3l9ZzMyzh7fjqFJb80ExwZjf6G19KOIRD7tY55A11gKWRat385n2GqRIF/Wxj07itFMG8dobm9i7v4p+ffKYce5w3p6zkZefXU2spiliIOBw3gWjue7GyY2OEQq5DB3Wvb2HLiJdXE64OfFPw7/x/Q9zcp1vLb+fsy4Z0EcS5JXFGhy5rCzKLx98n7LKGB9pZrmaKacPYYr62cnRxtB2Ib0y+i6nVUP6yy67jHfeeYcnnniCJ598kieffJL+/fvTp08fjDEUFxezc+dOAKy1zJo1i8suu6w1hyAiIiLS6WRq+HhwozYfRrOsXLYr5VAMyXq19WfUG9/iJHyqCsLEUtS4FZHGhg/tzvAbGobs11x/Eh+aNYEPlu3CWhh/XF89eSoirap7XphxgwpZvT11Q1gLeIGD7wAGds/mlGE9Dutca3aWUXSgGqwlpyKe9i3OP59fzcwzh5LdrBsIIkcjkyxN01bHli6l1a+EP//5zxk/fjy///3vKS0tZceOHezYsaPBNoWFhdx888188pOfbO3Ti4iIiHQ6wwcV0qMwi/2lkZTrHQMnT+jbzqNq7I056/GbqFcbiHp17/kTIZeqwjC+63Dc6J7tNEqRo1NuXpgpZw7t6GGIyFFi5Y5S/rtwG8uLSskOuoQwrN1VhkPq6M4LmLqb8LnhAD+cdRymWbMMDtpbHuHBNzbywpIiAjEPx/NxM5TYqYokWLhyN2efpHJ5cgxrs3I30tW0ye3KG264gY997GO8/fbbrFixgn379gHQs2dPjjvuOKZOnUo4HG7iKCIiIiJHh4DrcNVFY/jjw8tSrp9++hD69OjYevQAu4srmtwmEXKorm1cWfPhPRBwuHx6hqaYItIsm7eV8OrrG9m9t5KePXI4f9pwRh7mTFYROXa9sGInP3pmJV5Nk/dA1COrKk6WZ/FdQyKYDAUNyRn0vgO+6+BamDGxLzfPGM2Abi0rVLu3LMLn/zSf4poJCQZwmvGQXSSWaNF5RI4qBgi00ZMkmkjfbqy1dZVjBgw4/JuObfZMUSgUYvr06UyfPr3F+y5ZsoR4PM6pp57aBiMTERERaX8fPm8kcc/n4RfWUFEVByAYcLjwzKF89qrjO3h0SaPH9gE+aLDMAr5rsAachCXsWbJ2V2FJBvZOzxz+56YpDB9U2BFDFjlqPPn8ah485Ebey69t4MrLJnDtFcd10KhEpKspq47zs+dXJQN6a8k/ECW7Mt5gG2viVOYG8YMuBnB9cKPJnhhvvl9EZUWMq88cyumjezf7vPe/tr4uoK/luQZL5qxw7FD12JBjmUk+UttWx5Z2UVJSwvTp03Ech5UrVx72cTpl4a9bb72V/fv3H9ELExEREelsrjh/NJeeM4IV6/aSSPiMG9mDwrzO83ThiScPIDc3RGVlDEh+uE4EHTAGJ+Hj+D4mlpyVZyDZYHZXBaY81oGjFun6Vq/b2yigr/Xo0ysZP6YXJx7Xr51HJSJd0QsrdhKPJHCAcFW8UUAPYCzkVsSpyAd7SKkNa2HB2j0sWL+Xm2aM5pPnNt3Y1VrLK8t2Nl7hGOIhh1As9ZT6Uyb0YUi//Ga9LpGjUheaST9//nz+9re/sXTpUqqqqhgwYAAzZ87kc5/7HDk5h/dEcEuPWVlZyZw5c3j77bdZvnw5RUVF+L5P3759mTJlCp/61KcYM2bMkb7Uw2Zt+vJezdFW3QmO2JG+MBEREZHOKBxymTyxL6ed0L9TBfS1vvatabiuwXcOBvRYSzDmpXyvby3c+5u3KUtTb19EmvbSnPUZ1784O/N6ERGAF97fzl+fW00o4hGKeOSUNw7oaxkgO+IRjHnJP+aHrAP4y5x1bN3TdCm8WMKnOualXBfNDhAPNo6eJo7owf/eMLnJY4sc7YzrtslXa3rwwQf51Kc+xeuvv044HGbkyJEUFRVx3333ceWVV1JSUtIux/zBD37AbbfdxpNPPklRURFDhw5l2LBhFBcX89hjj3HFFVfw2GOPHfkL7iCdcia9HDvKSiM8+9RK3n59I5WVMQYMLOTDH5nAmWcP7+ihiYiIHJOys4JMmzGKN9/chJ/w8QLg+BaTYf6E51n+dPc8bvtuy8sciggU7Sw/ovUiIm+tLOaOx5YfzNutzdi0FcD4Fse3BBJ+XZ16SJa6qzkEzy8u4gsXjs14nHDQZWCPHIr2V6U4iSGSG+TK04eQ77h4vs/JY/tw3Cg1nBdJlrtpq/nTrTOVfsWKFfzsZz8D4Ec/+hFXX301xhiKi4u5+eab+eCDD/je977H3Xff3S7HPPfcc/n4xz/OGWecQSgUAqC0tJQf/ehHPPvss3zve99j0qRJHTqj/nAppJcOU1oa4fZvvsjePZV1y7ZtLeHe385j+ZKdfP5LZ3bg6ERERI49//zbIl58bnXdzwHATSTL3jRlxbJdVFfFyM4JteEIRY4eW7YcoKIixsCBBRQWZGXctrCg8z11IyKdywNz1h86Ib7JevC2ZqXjWQhYMMka8vV32lsebdb5P3r6EH73/OqU63LDAa6bPpr87GCzjpXKylW7mf3aBvburaJXrxxmnDeSCeP7HPbxRDoFAwRad9Z7g2O3gnvvvRff95k1axbXXHNN3fK+ffvyq1/9iosvvpiXX36Z1atXM27cuDY95re//W26d2/cx6KwsJA77riDNWvWsG7dOh555BG+853vtOh1jh8/vkXbtwWF9NJhHnloSYOAvr633tjEWdOGM/H4/u08KhERkfZhrWXBxn0s3Lgf1zGcPa4PEwd2XPPVt17f2CCgr2UAN5G6lmx9XsJn//5qBiqkF8nog5XF/P2BRWzdVgqA4xiy8zL/3px31rB2GJmIdFUHKqKs21HWcKExxEMuoTRlaAB8NzmD15CsU28NGCzWHJzZO6hH82pNX3naUNbuKOPFJTsaLM8Oufz02pOOKKB/8KElPFP/PcoaeGvuFi7/8Hiu+9gJh31ckQ5nTBuG9Eee0ldWVvLWW28BcPXVVzdaP2zYME4//XTmzZvHiy++2KyQ/kiOmSqgrxUMBjn99NNZt24dmzZtanIch+oMZdcV0kuHmftm5l+aRx5aqpBeRESOSvsro9z20GJW1ftA/fe3N3HWmN78+MrjyQq20Zv1DF5+YU3adcYYfCxOhveurmsoKMw8G1jkWLdhwz7uuON14vGDN75831JRFsUEDNZt/Mj7icf1Y9qZw9pxlCJytIhmBwgkPJwU99o912CdeiGetZja7WrehgRcw6WTBzXrXI5j+O5Hj2fWqYN5edlOyqvjjO5fwKUnD6TwCG7gL1m6s2FAX89Tz6xi0sS+HD9JjbWlC2uzcjdHbtWqVcRiMUKhEMcff3zKbSZPnsy8efNYunRphx2zVjSafPInOzu7RfsBZGVlEY1GD6v5bFVVFT/+8Y9bfM5DKaSXDpGIew0+nKSys6i0nUYjIiLSvr7/2PIGAX2tt9fu4XcvreF/PzSh3ce0bUtJxvW+a8C3KT/oA5x06iDy81WSQySTJ59cmfI9cPKJFQsJDy/gYB3o1SOHD80cw8wZo3CbUXJKRI5d3fPCjB1YwJqihu8trGOozA8Tro4TjPkYwDfgBRz8wMFg0JrkDXk4WI/edQzfmjWJ3k2U4zrUcUO6c9yQ9LNdW+rlJhpnvzJ7vUJ66draaiY9sHPnTmbMmJF2/ezZszPuXzsjfcCAAQSDqZ+GGTJkSINtm9IWxwSorq6uez2TJ7e8KfW4ceNYunQp/fr14yMf+UiL9j1w4IBCeum6AkGXYNDJGNQHAp33bqKIiMjhWl9czqJN+9Ouf37pDj4/YzSFR/BY+OHIzQtRWhJJv4ExxLNc3JiHm7B4AUMkJ0QsyyU/4HD+5e1/Y0GkK7HW8v7iorTrDWA8SzCeAKCysoyl72zj/Xe3sXr1XgIBh1NPHcRHZk1k8OCOK40lIp3TDeeN4rv/er9xXXrHEMkNEQv7BONeoxIYFvDqPcVTkBtkxskDmXXqEIb1yWuHkae2ftN+3pi3hZWrdmfcbldxRTuNSKQNdPJyN6WlycmzhYXp33fUrqvdtiOOCfDrX/+affv20aNHD6688spm71drwoQJLFmyhJUrV7Z439aikF46zPjxfVi2bFeyZXztGwlD8kJiLZNPHdyRwxMREWkTK5t4Uiya8Nm4u5yThvZopxElTT17OM8/syrt+lu/dCaTTxnIa69u4K9z1lH/VewDvvH/2bvv8Diqq4HDv5mt6pIlq8uW5d57L7hhwJQAAQKhhEAgQIDULwkktJBQQkJCaAmEXkIJNYCNbdx7702WLav3ru0z9/tj1dZbJNuSLZn7Po8e0LS9K0uzM2fOPeffm7nvxnHMlKXqJCkgIbylbUJqcz+tK7D3UHnL9263xvr1x9m+vZAHfj+X/v3ju2ikkiT1RDOHJXH/VaN4cfEhqpqavRpUBSEEugDdqOJWvH1m1KZbcKF469I3l71RFfjTDeMZ1e/UrkEOVVZRXN9IrzArIxITUE8hSCiE4KU3t7NkRY53TB49ZP/LXnEnX9ZCkrqVLix3k5KS0m62fCjN5WOCZbwDmM1mn23PxjG/+OIL3njjDQAeffRRIiNP/gHj8OHDAdi3b99J79tZZJBeOmuuvXEs+375JUJvvR8RgK4KLCYjF18x/GwO74yqc7rYX1aJoiiMTEog3CT/NCVJks5V4eb2z/Ed2aazXXL5MLZtKaC0pN5v3Yzz+jG9qXFlpVkl0GMGt6bzxNvbGfXgfGIiZdkbSTqRqioMG5rIvv3Bs0KVpiC+oKnEVAAOh4c339rOIw+f3xXDlCSpB7tgbBrzRqWw81gVNqeHwWkx/OiZNdTZPS0BeV1VvOcaIVDaBAetJgO/uHLEKQXo82rreHrDNo7VtJbbSYoI5+5JYxiV1BsAj6bzv815fLWlgIo6B6m9wrl0ch8uGJfWUmoH4JvVx1oC9OCdCaBowR9wzjkv66THK0nditp94z8Wi/ea3u12B93G5XL5bHumj7lu3Tp++9vfAvDzn/+c+fPnd2gcJxo7diwTJ07EZDIhhPA5L7UnIiKCxx9//JRet63u+5sgndN0XfDKcxtA90kY8tbj1OGaG8aQlBJ1tobX5Ty6TmGVHYMKXx09xuIjubg0b+mfMKORK4b257qRg07qpCBJkiT1DFMHJhBuNmBzaQHX94kPZ1Dymf8MjI6x8uCfFvD5x3tZs/IYtkYXyalRLLhwMPMvbG2e9OWG40GP4fLoLNlSwNVz+p+JIUtSj3PZd4ax/0CZXzkKwBswa1oummeXBnHoUAVlZQ0knsVSFJIkdU9Gg8qEAQkt34/M7MX6A2WomqB5CrsCCLy9ZpqNyIhlwdi0k369OqeLB1esp9rhm/Fa0mDjd0s2YWk04Wjw4LErOBpb11c3uNiXV8OOnEp+e/Wolnvfr5Zl+xxHKN6ZRYGa10+b2ofJkzrW2FaSuiVFAUMXhWY7IZ7UkbIzHSlf01XH3LJlCz/5yU9wu93cfvvt3HHHHR0aQyBZWVm89dZbp7Sv2Ww+6Tr2gcii39JZsXtbIbk5wevxrl4aujlMT/afDblc+fc1XPv8Om7+z0o+P3S0JUAPYPd4eHfPIT7clx3iKJIkSVJPFWEx8uO5AwKuMygK9ywYfNYe0sbEWJk9bwAjxqaASaWotIHVa4+xeVMeAHanh4raEHXrgYJyWRtWkoIZPSqFO++cQlSk2XeFLjB4RGvySgdOAY2Nrs4eniRJ56CrZ/RridUpTV/eh4JNX03LjgWYSafrAq2dMl3Ljh73C9DrGthtRuxOlRqjhiNWwZMChnT8olBfby9kY5vSXvkFvs1vURSEQUE3KAgFzGYDQwYn8JM7JnPvXVNlYpvU8ylq13x1gszMTACKioqCZr7n5eX5bHumjrljxw5uv/127HY7N9xwA7/85S879PrdWbfMpB8zZsxJNQeQep7dO4pCri/Iq6GhzkHkSXaS7+6eX3qYt9fnAqAYBJaYwFmUAB8fyOE7Q/pj6cJO35IkSdKZk5NbxeoNedhsLrL6xvG7i4fy3pZ8csq8Qe0xfWK55bz+TMw6e3Wmc49V8egjy7DbPS3LjuZU8Y+/r6O8vJGLLxmK1WzAEWQWAECvc+yzW5I626yZ/ZgyuQ87dxVRVFDLzm1FHDlY7rtRO6XrzWYDSUkyi16SpPaN7R/Pr64cydMf7UE0J4eJ5mx6vA0zFIgKbw0PHciv4a3lR9h4qBwhBGOz4vn+7P5MGJjgd/wVR30bYgsBDocRIfyD54oV1ATQT6j6tWhrAVOHJAIQEWGivuGEh5CKN0AvVIU58/pz6w3jTvbHIEndVBdm0nfkiX87hg0bhslkwuVysXv3bsaPH++3zbZt2wBvLPdMHXPv3r3cdttt2Gw2rrrqKn7/+9937A11c90ySP/cc8+d7SFIXczjDn5z32zrxnxmLxh4BkbT9bbtLubTrw+z63A58aqCI8KMJ9UQcvZRg8vNoYpqRiX7XwhJkiRJPYeuC154dQsr1ua2LFu+JpfICDO//9kMElOjMKoq0WHBmyedKe+8vcMnQN/Wfz/YzXmzswgPFaQXgn5noVSPJPU0ZrOBSRMzYGIGl18xgrdf38biLw62rFcETYGzwBeLM2dmEh5uDrhOkiTpRBdPzMBsUHn83R1+5WbBe7oZ3xSA35pdwX2vb8XdZrb39pxKdh6t5P7vjWb+mNaSOO9ty+dwWQPWNr1bdU0JGKBvec0ooAJoPXxLo1uA86b15YslwWeVnzctM8Q7laQeRqHratJ3wiSTiIgIZsyYwYoVK/jggw/8Auq5ubls3LgRgAsvvPCMHPPQoUPceuut1NfXc+mll/Loo4+eMzNqOvU3YcuWLSe1vcViISoqij59+mAwyGzhb5OsAQmsaqekTXWV7QyNpmt98Pl+/vOptzu0ATBoAmONA3ekAVLa+RM8N84zkiRJ32pfLj3sE6Bv1tDo4oln1vLPv16C1XL28yaqq+3s21sadL3brbNydS7VtU7vVPUAF8OKgCP5tcwak9qFI5Wkc88NN49n1JgUViw9QllpA73iwxk5NoXPvjhIZaXvNfHQoYnceMPYszRSSZJ6qn5JkUFvLxWgvMoOwLP/2+8ToG+mC3jufwc4b0QKJqNKjd3Ns6tyMFqNWMNaH97reuibWEUBTECbCjnpCeEt/3/lJUPZurOYkjL/8nnnz85iQNbJN7aVpO5L6bTSNAGP3QnuuusuVq5cyWeffca4ceO45pprUBSFsrIyfvGLX6DrOvPnz2fIkCE++1133XWUlpZy0003cfPNN3fKMXNzc7nllluoqanhggsu4Mknn0RVO+fnN2TIEHr37s2aNWv81uXk5OB2u/3G09k69Y7wxhtvPKWnFxaLhalTp3LbbbcxbpyctvRtMHF6H17/58bATbOaFObV4HR6sHSDwMWpKiiuawnQg3c6octqRDOq0Khg1AWKGvhvJspsYnB83BkaqSRJktQVhBB8tSz4Q+n6BherNxxnweyz32jV1oH61o2NLu/lviZQhY5uUL0NLoU3QK/gfc+SJJ28UWNSGXXCA67Zc/uzbt1x9h8ow2QyMGliOqNHp5wzGWOSJJ05K3cV+y1TNB2jR4AQbN5Twt7cao4HCI43q2l0seVwOdOGJbHsYBlOj46r0URktAujsakprdKB64ATJuRdNrlvy//HRFt57Pdz+fjLg6xal0tDo4uMtBgumj+A88/L6tiblaSepMvK3XSOUaNG8dvf/pYnnniCBx98kBdffJG4uDiOHDmCy+WiX79+PProo377lZaWUlhYSH29f7+LUz3mo48+SkVFBQDFxcXccMMNAcfcu3dv/vGPf5z0ew12H/ODH/yAqqoq9u/ff9LHPBmd/ptwKjdmDoeDFStWsGrVKu677z5uvPHGzh6W1M1ERFqYOL0vm9ceD7rNlvV5VFfa+fUf5vfYQP3ytbloBqUlMK+rCqouUHRQPKCXKRiSA+97xdABWIwGiqpsFFfbSYyxkpEQcWbfgCRJknRa7A4PZeWNIbc5nldzZgbTjt6JEYSHm7DZAjdwAhgyKJ7UPcVUF9X55OYIwBlmQjeqjB/Su8vHKknfFmazkTlz+jNnztl/kCdJUs9md7YpZycEFruG0dMmY96l8/xrW1F0gQiSSAZQZ/deJ9TYXU2HUqgoDSc23oHVqmEwCnAKgmXxCjvQZig/vmgww/rE+mwTE23lh9eN4YfXjUEIIR9MSucwBUXtqpKXnfd3c/PNNzN48GBeffVVdu/eTWVlJampqVx44YXcfvvtREScfKzqVI7pcrUmFe3evTvosdPS0oKuO1VnIhGpUyOfBw8eZNWqVfz6178mISGBW265hUmTJpGUlAR4n6Js3ryZV199lYqKCv785z8zduxY9uzZw8svv8zGjRt5/PHHmTBhAkOHDu3MoUnd0I23TaLgeA1F+cGbBB85VM43iw6x8PLhZ3BknWdbbhUNsVafkgCawZuxYPAIdG/DatTeoDRVfAo3Gbly6ABmpqXxi1c3sy2nsmXGwajMOH51+QgyE2WjMEmSpJ7AbDJgNhlwhejFEhHRPepKm81G5sztz5dt6mK3lZwSRXiUldriOr9LfgWw2N2kDU5gzCAZpJekExUV1fH1siNkZ1fganARF21hwMAEzpvbn+TU6LM9PEmSvgUGZ8S2/L/ZcUKAvklhcT1hJhVbVPBrk/4p3nPWgN6t96SaplJZFo7BqGM06iiKwGLV/CvjeQRxDSb69I8hLSGcSyf1YVBaTMDXaWh0Ybe5KbLZ2ZBbjsGqMi4tgfHp8R1/05LU3Sl0XbmbTn62NXXqVKZOndrh7ZcvX97px3zrrbc6vG1P1OlB+nvvvZfx48fzz3/+E7PZ98SekZFBRkYGl156KT/+8Y+59957+eCDD5g+fTrTp0/nxz/+MatWreLtt9/mT3/6U2cOTeqGomOsPPjni3ji90vIzakKut3a5Tk9KkifX9nI26uPsmJ3Me5Gd8Cn/sKgous6Bt0bqNcLITzJwP03TGBEYjwej+CWZ9dSWuPw2W93bjU/fXkTr9wznYRo65l6S5IkSdIpMhpVpk5MZ9X64DPHZk3tG3TdmTZ3bn9ycio5uK8MhPBe2ysKsfHh/PL/ZvHBlweDlqpTgDHpsWdusJLUQ2zcnM8zz21AuDwYXToKUAoc3FPKl5/s4ztXjeS7140+28OUJOkcN3t0Cv/+6gCVtQ6Mbv8AfTOjW0czKbgijKAoqG4do0PD4BGMzIxjYNODxZn9E0iJtlJc13rPqnlUNE9TwLFeYAnXIBwUoZCCmevGZHHhpH6oITL18/JrePf93WzbVYymKoimPjiaWeG/SWb6jUrg8YXjiQuzdMrPRZLOLqULy93IGSg9Tac+rvnXv/6Fy+XiwQcf9AvQt2U2m3nggQdwOp289NJLLcvvuece4OQb0Eo9V1iYiYjI0B+udbUObDY3y5Zm885b2/nyiwPU1jpC7nO25JTUc/u/NvLl9kKcDk/IU6JuaLNWA1eVzsS0JMJMRr7Yku8XoG9W3eji4w3Bgz2SJElS93LtFSOIjQn8YPWSBQNJ7wZZtNmHK3j4gSX88mdfcHh3KQZNYNBB1UHVBLZqO+tXHuNAdnnI4+Tm15yZAUtSD1Ff7+S5FzeiebSWAH1bQsCnH+5hc4gHeZIkSZ3BbDLw+I8m08tqajd0pwLCqCIMCprVgDPGRGxCGA9cN6ZlG4Oq8JcrRtIr3L9Uh8GlYa7yQIGAwwKRrTMjJZVhfRJwuILPLiworOXBP3zDtp1FeIwKwqC0zEo3uATh+U6ObynjD0t3ncJPQJK6KdXYNV9Sj9OpQfotW7YQGRlJZmZmu9tmZWURFRXFpk2bWpaNGDECi8VCWVlZZw5L6uZS00MHJyJjw7jnrk949d9b+PKLg7zz1g7uuetTvgnRiO9seW7xQeqbavQp7dWrOuHKyBrb+ue47mDov4H21kuSJEndR2LvCB5/YB7zZvXDYvbWNuuTHsOdP5zAD78/9iyPDnKPVfHYH7/h8KFyVE0EvHH3uHU+/2gv1AevVw+0vD9JkrxWr83F5fJmoIYKii356tAZG5MkSd9e/VOjefTWSe1uJ/zq2inUWVSiwnyTMQcnRfHxbVP59fxBpFiMmOwewmscRNQ4vec8XWCyezA5PHy8LJsfP7mS7963iPte3kSD3f+a4r8f78Nmc6MZVPxr5XhZytzsyqkgu6Kug+9akro5Re2aL6nH6dRHK3V1dSiK0qHGHrqu43Q6cTqdPsutVqtPIwDp3DfnwkEsW3QYofsHtQVQWN6Apvmu83h0Xv33ZtLSohkyNPEMjTS0inoHW49WtnzvvRUTeIwqHrP3BGl06a21/9q+JUUwaXxSy7dagJ9FW64A9QMlSZKk7isxIYK7bpnInT+cgKYJjMbuc+H80X/34nRqKHroICKAVucES/Ab52kTMzp/gJLUg5WWNQCgtHNtd/xY9ZkYjiRJEoP7xZGSGEFxWeDG9roCzgj/7PgGp4fl2WVcPDzFZ3mkxcg149LZtCkfW31r4FzRBdZGF26L0ee6QdcF2/eWctUjS3nsrqmM6xMHgKbpbNpSgABviZsgFMBc5WZ/aQ0DE87+bERJOi1KF5a7kQ2Xe5xO/U1ITEyksLCQFStWMHfu3JDbrlixApfLRXp6essyp9NJbW0tqampnTksqZtLy4jlBz+exBv/2uwXqM8YGM+xvJqA+wkBi7461G2C9HU2t0+dXs2g4Ig0obXJKnSFe6f+hde7MDS/V4PAlKUwa1BrYGNC/3j2BXnfADaLjUq7nfiwsM5+G5IkSVIXUhQFo7H7XDB7PBo7thcCoHTg+a/L4SGhdzQV9U6/df37xjFrSp/OHqIk9Wi94pqu1dr5sw8PUC5CkiTpVDg9GksPlLEquxxNF0zoG8elI1OIsnrPM4qicPN3R/DkPzcR6PlhQ7zVW2YmgIoG/8//ZoMzYtmZ05q0ZnJ40ENkxAu7h1++uZV37p5BamwYmqajaU0XI+0EFxVNEGaSs/ekc4QsTdNtVFZWMnTo0KDrQ60D7/l1//79p/z6nZrGNXfuXIQQPPDAA+zcuTPodjt27ODBBx9EURSfYH52djbgbTArfbvMuWAQjz97KRdeNpTRE9I47/wB/P6JC7BGBu9tAHC0zUXA2dY72oLB0HqV4wr3DdA308wGHNEmzCk6xv4CdZRCldvKfZ8c5FiFN5vhO5P7EG4NfNGhqAI13sEnh+S0aEmSJOn0aJpAbyfD90T3/HAis6b0wdQ0G8BqMXLB7Cwe+b/zMMsbZknyMWtmPwwGBS1IwKvZtFn9ztCIJEk6l1U1urjpjS08/OV+VhwuZ/WRCp7+Jpur/72RoxUNLdtNHZvG//14Mr17R7QsS0wIpyElHFuv4D3j0mKDJ4ldOrUv5jYzBU0uHa2dmYOi3sWH2wsAMBhUIqObXrud0rFKjImpfbtHsp4knR6lC8vddJ/EoJ5CCHHaX6ejUx/X3HnnnSxatIjy8nK+//3vM3HiRCZOnEhSkreMR2lpKZs3b2br1q3ouk7v3r258847W/b//PPPAZg6dWpnDkvqIVLSYrjulgk+y6zW0L+i1rDuk3V0pLGEqCQXNUUWdAX0EJmSbpMBNRXqa8w0lpgABRce/rU6h1/PG0RMuIk5M2NZvKYczdF6YaOadWL6uTFaBWsK8vnRmDFd/8YkSZKkc5bFYqRfVi+OHa1CqO1n0yf0jmDEqGRGjUnhjhvHUVvvJC7GisUiM4AkKZBecWH88KZxvPLaVjRVaZ1J2UZSShQXXRY6M0uSJKkjnlhykJxy/zI2FQ0ufvvpXj740RQANmWX8+iiAzSoAiUhDAVBg1mhf99YdlU2+O0PEB9h5rwBvYO+dkp8OA//YDx/fHsHNoe7Y+FBAVuOe8t9vfj+LipdGha8TeuD3k/rghmJvYiydJ9YgCSdOoHg9AK7oY4tddzdd999tofQuUH6uLg43nzzTe69916ys7PZtGkTmzdv9tmm+anCwIEDeeaZZ4iLi2tZN2/ePCZNmsQYGXiUmkyd1pcd24tCrO8+0+oLG6sx9dIx1ug4XYZ2pugpGFRIzWgkPzcKZ72BqBoHe5blcNPSHMKtRuKzLPQa7MTjUNGcCqpZYI7WWw5rd7s71P9BkiRJkkK55NKhPPvMOoSqINqpS3/F90ahqt4tXB6dtTuLOJpfS2S4iTmTMhjaP/7MDFqSepAF8weSkR7DV4sPc2B3Ce4GF7pHx2o1Mn12FldcM5LoGOvZHqYkST1ceb2TVYcrgq4/WtHI9rxqUqOt3P+fHTjd3ifzwqAgUHBpgoNHq0lPi6TghLI2EWYDj106ApMhdGb85KFJvPfAPJbvKOLd93bh8ughk9c8ZgNGg0JZlY0l646jmw24NR2DS0MFdIPie1+tC0wujYKtpWg36RjaGY8k9QQ62tkegsQ5GKQH6NevH5988gmLFi1i8eLF7Nu3j6qqKsAbxB8+fDgXXHABCxcuxGTyffI5efLkzh6O1MNNmdqHb5Yd4dDBcr91ySlRLLhg0FkYVWB1Nh1dqERnummshtqG0E/2FVWgGiApxUbDERWTuzV90ebwYNvvQckHyyQdc4B+OH1jYmSAXpIkSTptU6f1parSxgfv78YtPKiaf6A+JtbK1dePYdbc/gBs3F3MEy9vxtOmkflXq48xZ3IGP79pfEsgX5Ikr6FDEhk6pLU0g9PpwWQyyL8VSZI6TX61Da2dUgu5VTY2HyxrCdCfSADhTp37FwxhxeFynB6NMemxXDE6jaSojj1MjLCauHRqX0SDi5c+3OMfaG+iK+AMN3LewN5s3VvaUn7PHWYCIbC4dHRPU6AeBUUXqE3JBFVVdo4erWLgwIQOjUmSujMhOtAYSvpW6JK5yUajkUsvvZRLL720Kw4vfYsYjQZ+c98c/vvBblatPEpjowuLxcDUaZl879pRREYGr5d3pqWHJwB5KApExLmpt5nR9cBP9o1GnfAIDwDWcA23WaC7/S9cRL2CViQwBmjTsLD/gM4cviRJkvQtdvGlQzlvThZbNuXTaHNjNihERlpwuzXS0mPIGhCP2pSttiu7nD/+c2PAGbQrNuUzsE8clzUF8yVJCkyWiJIkqbP1igjcz01VBQaTd0Z2tcPB/oLakMfJLW8k/1gNz1w15rTGc8m8AWTnVrN8WwEes+9Mc12BungribFWrhiTxtpN+T77CoMK6KgCVI8g0EVH20QBSeqpBAJddE0mvSD0DFmp+5FXh1K3Z7UaueGmcVz7/TE0NDgJDzdjDtCQ9WwbnpiAqoAuvNcf0bFOaqoCNdYRJCTZfJIJFDPgXzrQu3WpAhneixLNDp4qlaHxCfQ1xQXeQZIkSZJOQWSkhTnzQj8Adnk0Hnlpc8gSl1+sypFBekk6CXa7mzVrc8k7XkNEpJmZMzJJT48528OSpC5VWlJPXa2DpOQoWe6pk2TGRzAiNZq9RXVNSwSWcA2TufVD+62d2Vjr2wkDCfhsfS5Xz+pHclz4KY9HVRV+edskLjyvH58tz2FLTiV1mo4jwoQr3MiUrHjuu2AIsWEmxgzxrXWvGVUEwdtehoeb6Nev1ymPTZK6E1nupuepqKigsLAQq9VKVlaWX6WYU9XlQfrCwkIqKytRFIVevXqRlpbW1S8pnaOMRpXYEN3kz7b4sDBmZKSxOq8QgIhID6pqp77OjNvlfahgtXqI720nMtrdsp/QQT8xQC+8rUO0OANqigWT3Ywtz0ljmTf7fvvRan68ZRVThiVx3w3jCG/TYNej1+PSikFRsRjSMSjyoleSJEnqHGt3FWO3uwn1qLyorBG3W8Nk6n4P1CWpuzlwsIy//GUNjY2ulmWffbafiy4azA9uGncWRyZJrRoaXHy16CA7dxSjGhRGjkjm/PMH0KuXN4CraTpbNhewdUs+miYYNjyJmbMysVr9gxbHjlbx5itbyD7krZ1uMKpMntqHH9w6gYhuNEu6p/rtgsHc8Z8dNDg9mK26T4C+mc3gCXkMVRfoAtbuLeWqmf1Oe0zDB/Vm+CBvEL641k5JnYPkaCspMa339unJUUwbk8r6nd5+dMKg4jH5loRt64IFg7BaZc6pdG6Q5W66l6KiIlavXo3NZqNfv36cd955qKp3RnFOTg4PP/wwW7dubdk+LCyM66+/np/+9KcYjad3XuqSs1pZWRkvvfQSX375JTU1NT7rYmNjueSSS7jttttITEwMfABJ6qFuGTWcknobh6u9HerDwj2EhXuICge38GA0+l8kGetMCFfTSVkIFF2AAOcgC1qMAReCxhwbarX/vhv3l/KX93fy4A8mIISHatdq7J4jtKY4Gog0jSTaNEnWr5ckSZJO25HCOgxuHULU0bZaDBiNspGbJLWnsdHFU0+txmZz+61btOgQfTJimDNHzkqRzq6tWwt45pl1uNuUFjlypJKvlxzmd/fPISkpiif+tJyjR6ta1m/amMdnn+zlvt/PJS2tdVZIcVEdjz+8zOd3XvPorF+TS3FhHQ89doH8/DhNQ5KjefMHE3l94zGWH88PuI0SBtQL8AT4LBcCg+a9l3R5Oj+7NyUmzCc439Yvbh6P8W2VtdsK0AU4w00YHB5UZ+s4DAaF8+cP5OqrR3T62CTp7Oi6cjchp75KAX300Uc88sgjuN2tn1MDBgzg7bffprGxkZtvvpmKigpEm/4fNpuNf//73xQUFPC3v/3ttF6/04P027Zt4yc/+Qm1tbU+g25WXV3N22+/zRdffMHzzz/PuHEyQ0Tq+RpsLt78ZB8rN+bhcGoY41VSh0UxfFAC0/qmkhhp5ddfryMvH1wuFaNRJybOxfC+YdSLKqoUEwjF26xPgDPViBbTlIGoCZSa4CfXtbuLKa5sxBKxEbt25IS1Gg3unaiYiDLLvzVJkiTp9NjqHRg9Gh5z8EvIWRPS5YNhSeqAVauPBQzQN1u0+LAM0ktn1bGjVfztr2sCFmKw2dw8+9x6+mfG+QTom1VV2fnH39by5F8ubln2xaf7g/7OHztaxdZNeUyZnhl0PM2NRWXD5dD69ArnmgnpLM8LEqRXwJAAxhJwiqZarcLblNXgaa1hPSKzc8rJlFfb+XRFDut3F+PRdEYOSODKuf0ZkBHrs53VYuTXt07kB5cPY292JUaDyvjhidTXOtmzpxhNF0ycmE5CfESnjEuSugtZ7qZ7yM7O5sEHH0TTfP89jhw5wtNPP43dbqe8vJy0tDQWLlxISkoKpaWlLF26lKNHj7J48WKuuOIKZs2adcpj6NQgfWVlJXfddRe1tbVER0dz3XXXMX36dJKTkwEoKSlh3bp1vPfee1RXV3PnnXfy1VdfER8f35nDkHooIQQ7dhWzcvUxamscpKREsWD+ALK6ea05p0vjgafXkpNX07LMU6mTt6YW9yEPN943lH9tyOVAdut0T7fLgN1mIlw3kDxAI3EalK8zojTF4t2Jbf40HaJleSBCwK6cQkYOzwm6TYN7D5GmUSiKnBIoSZIknTqDS0cRoHp09EDZjkJwzYWDz/zAJKkHys2t9l8oWq/78nOr2b2riFGjU8/swCSpybtvbkNrDuIGUFLSQHlJg/eGpFmbbfPzazmwv5Shw5IA2LY5cNC42dbNBQGD9Hv3lPD5Z/vZt7cUVYUxY1P5zhXDGTAg4eTf1LdAflkD7y0/MXnLl2JQiIw2opc7W5e1WT+0TyyjOuE+PL+knl//Yx019a2vs2JrAWt2FHL/LROZOirFb5+k+AiSmgLxjTYXX39zhJVrjtFoc/PBZ/uZM6sfV18+nLCwzqkBLUlnkxAETHDurGPLvJmOe+edd9A0jb59+/L4448zZMgQDh48yP3338+yZcuw2WxMmjSJf/7zn4SHt/bruPvuu/nFL37B0qVL+fTTT7tPkP7VV1+ltraW/v3789prr/mVs+nTpw+TJk3ihhtu4Oabb+bo0aO89tpr/OpXv+rMYUg9kK4Lnv/nRtasO96y7MChclasOspN14/l4ou67w3/qk15PgH6torLGvnnlwd472hFwPVHizWUyDCSs+w4ChUasw0IBYS5TeCjA2dVRa0l1FQmHQcuvQKLIbndY0mSJElSMBaT9/PJoOkoQqAZ1Ja7elUTqJpObJSsKSxJHREefkKAqSlA3/bK74nHVjJjZiZ33DVVZg9LZ5TD7mb//nIwhPi9EwI8Oqru/b0VAIpANygt9zAFBXUtQXqPFrrusubxX79+XS7PP7uhJYilabBtayG7dxXzq1/PZuQoeX8DUNvo4rN1uSzekk9Ztd37b5FhAEvgfz8hoMShYQ5Q931Yn1j+8IPxQfYTbMmu4JudRdicHgalxbBwYgbxQT77X/hwt0+AvplHE/z9PzsZPzQRc5AeNg6Hh0ceW8Gx4zUtyxoaXPzvq0McPFTOw/fPxWyW/W+knk50YSa9LHdzMrZu3YqiKDz00EMtVV/GjRvHQw89xA9/+EMUReGee+7xCdADmEwmfvazn7F06VJ27959WmPo1IJvq1atQlEUHn300ZD15nv37s2jjz6KEIKVK1d25hCkHmrl6mM+AfpmQsCb7+zgeJAg+Jm2N7eK3722hQvuW8QF9y/igTe28vXa3JD7fJMdOEDfrLSkqSZf0/lTEaC425xMw0CEeJxmNRsYO6j9KX8K8sZOkiRJOj0jh7Re36m6wOTWMLm8XwZNZ1C/XlgtctaWJHXE9Ol9W78JEKBvtnZNLsu/ac2Kra93cvRoFVVVtq4fpPSt5XZroIcO8BjaBOjB+1/vbCsBTQH56OjW4O3Q4Ukhjzd0hO96j0fjzde3Bcwydbt13nx9q9/yb6PKOgd3/2Mtbyw5TGlzgB5QK3XfWQ5teGwKoOKyGrFFmIhLjOBHFw3mmTun8tzd0+kVZfXfR9P5/Zvb+PWrW/h6eyFr9pXyypLDXP/USrYGuOctq7KxK8S9cF2Di017S4OuX77qqE+Avq3snCrWrM8Nuq8k9SS60LrkSzo5hYWFKIrC5MmTfZZPmjSppXHs8OHDA+7bv39/wsLCqKgIHf9rT6cG6QsLCwkLC+tQnflx48YRFhZGYWFhZw5B6qGWhZiOJwQsWx68lMuZsn5/KT//50Y2HCjD7dHwuDQ27C5mb3EdmkEJ+ozSLnRQBIoqCFS3xun0/hlaE1szGEzlntYNFAXRO/if6rXzBhAfmYkuggfhq+0qOVUyy0CSJEk6PZPGppKeEhV0/ZULh5zB0UhSzzZwQAKzZvUDCBqgb7ZsSTZ1dQ6e+8c6fnLHJ/z+vsXcc9enPP6n5RQV1Z2ZAUvfKpFRFlJSo4IG6hVdoAZJjFcAgw5GXdC3T2zL8osvGxZ0RkhsXBgzzsvyWbZ7Vwl1df5Z2M0KC+vIyalk965iXn5pE88/u54lXx8O2evhXPTKVwcpqvR/aKfYBEqRjt7mR6h7wFWv4LG13l8KVaHA7mbEgARGhihx8+7KHNYdKPNb7nBpPPTOdmzO1nvY2gYna3cUBXtG0GLLvpKg69ZuzAu575r1oddLUk8hhN4lX9LJsdvtxMbGYjD4xs4MBgMxMd4m6Cdm0bcVERGB0xn8M6sjOr11elfVUpLObSWlDSHXl7azvqtpuuAfn+5F0wXowjulX/dmPOlGFVeYEZfV4Beo10wKSqSC2SowWQRmq8Bo1n2C9RFh3v+P6K9jaPp/c5EbtaH1yaeIUdFTVYS59di9Y6385IoRXH/+IAxqOBvzggdNvjoUyTdH5QMxSZIk6fQYDCoP/XIWg/r73sSHhxn58Y3jmDI+7SyNTJJ6pjt+PJmbbhyLpZ0ZKIWFdTz26HLWrzuOp6kkiBCwZ3cJf3h4GZUBAnSSdDoUReGiS4Zi0ETAbGxVa/++X2iCvz2xCr0pq37IsETuvHcakZFmn+1S06O578F5fiWgGhraD3a8+u8tPPHYClZ8k8O6tbm8/upWfvHTz8k95t/M9lzkcGms2FkUdL1qF1CqYy9XsFeqOKtVNEfgMNCqQ/4B+Ga6LvgsRNC80eFh6Y5C3G6N597dwc33LeaV/+4JmsnfbMXWAqrrHL6vJQRCiHYfttjs366HMdK5STSVu+mKLyHL3Zy05oz5E50YuO8qnTofOS0tjZycHHbs2MHYsWNDbrtjxw7sdjv9+/fvzCFIPVRcbBgNDa7WBU0f5i2NVN0ePB4dY6AmdWfArpxKymocLV3vA+V/6EYVVy8wV2kogG6A2n7h6Cdkz6sGMKkCtwNA4dZJA6m0GsmuLSVpgZuyb0x4GhTCDzpx9zZCsoHwKBPDRsVw5fBBxBst6AIyEiMxtMlEeX93FDUOjTlZNsJM3tesdah8eSiS1bkRTM04vSd6kiRJkgSQ0CucJ383j8NHqzh6vJqIcBMTRqcSZpVlbiSprX0HytizvxSDqjJxXCqZfeP8tlFVhYULh1BaUs/Sr7ODHssaZiQvSPnHuloHi748yA03tT+bWZI6Iu94NUePVhEVY+WSy4by1RcH8SAQTbdikWFmBgyJZd+u4FnQzYoKatm+pYAJU/oAMHVGJuMnprN9WyH1tQ5S02MYNiIJJUAfrj4B/mZOdOyofzC+rs7JX59azd+fvQyD4ezcP54p9XYXrgC1/NtSBCi6QuC72FbuEA9eGhxuKgPUlm/reFkDf39rO6u2FHhft+m1Q0z4xqMJlm7K55rzB7LxaCVvbMhlR141qqIwuJ1/uqzM9n8/JKknkKVppGadejc1c+ZMjhw5woMPPsjrr79OfHx8wO0qKyt58MEHURTltLreSueOubOzeOPtHd5vAtTkPLCvjN/+dhH33z+HXr2CTy/pKnU27wOE9qYi65qKpy+Yjmt4EizopsBXFooCBqNgweAUrh3XD0XJotLRQJ3LTsz8MA7tr6WorJyhI3KIiStpeVGDkkuseTpWY1+/Y2bERPPZAZ3FhyPpG+dG0xWOVZtayuD0iQ6eaS9JkiRJJ2tQVi8GZQWfFi9J31Z19U6efHoNh49Utiz74OO9TJ6Yzk/vnIIpQJPE82b3Dxmkj4o009g2oeUEWzbnyyC9dNpqauw894/17N/XWic8IsLMNdePxqCq2G1usgbEM3psKiuWZncoSA+wf29pS5AewGwxMmWa//1MM10XHDxQRk2Nnb6ZsRzPrQm4ncGgoAUJLFdW2ti0MZ9p04O/Tk9nc3r46yd70Zqa+3qD8f6heKEoKEK0G6SfECLoHWY2YjGpON3BHwioAlZvLfBdqAtop+l1UXkDX+4p4g//29+S96sLQbYRkgl8/62qChedPzDkcSWpp5AVSaRmnRqkv/XWW/nvf//LkSNHWLhwIddeey1Tp04lOTkZRVEoLi5mw4YNvP/++9TU1BAdHc2tt97amUOQeqgF8wewdXsh+/aXBQ2EFxTW8exzG3jowXlnfHz9kpsC3O2dPDUQiSrXTRzM57sL4VgDBreOZlJxxhhxxpm8EXogrZeVP1wyrCVrJN4aSbw1EoAp48Ipd2zErfs2ndBEPZXOJSQol2IxJPusWzgok2c27sSpqRyusPisM6oKFww4dy9QJUmSpM4lhMDj0QMGEyVJCu3vz2/wCdA327SlgDdjd3LrTeP91mVl9eKihYNZ9NUhv3V9M+OIiDBRUhK8/KO7nUxaSWqPrguefHwlx3OrfZY3Nrr4z7u7+MWvZjFhYnrL8umz+vHxe7upq3WceKgWAkCBpV8fZsniw6hGldHjUvjedWNIz4gNuM++vSW8/NJmytqUOzWZDN5Gtm2Om5QcRWlJfciw87/+tZH8glquumrEOZNRr+sCVVWoaXTxvSeWe4PmTfeTQvF+NZdlBe/PSjMqLQF8ESRgnpUQwYxBvYO+rsmoMndUKou2FQRcryoQbVT9bpdVQBOiZYyBREda+NvSw36FOVxhJipTIkgoaaTtSpNJ5Y5bJ/r0O5CknkyT9eO7jerqaubN8485Vld7PxsDrWtWVXX6ZdY6NUifkJDA888/z913301tbS0vvfQSL730kt92Qgiio6N5/vnnSUhI6MwhSD2UyWTg/l+fx/++PMgH7+8Out2BA2UcP15N3w5MfewsO3cX8/XSbJIr7dg1HZfViCvMGPhCQwGhwurtBdQfr2/5AzM6dYxlLkyNGg3pVlAUwkyGgNM6ARxarl+AvpVOvXsHFsNFPkvnZ2VwqKKaxUeO+yw3qgo/nzqOxMgzPwNBkiRJ6llqax18/PFeVq/JxW5307t3BAsWDOTihYOD1miUpHOR26OxZVshhUX1xERbmDo5g6hIS7v7Hc+vYU+bLOQTrVh1jGuvGklEuNlv3Y0/GE//AfEsXZJNQX4tUdEWZs7sxwUXDWbJ4kPs3xe8XvTQoYkde2OSFMSOHYV+Afq2Pvt0n0+Q3hpmYsioZDatyfUJlAu8jUgRTXnbitISuNU9Ots3F7Jndyn3PziXQScEhfPyanjqyVW4XL6lH9xujchIM4OG9OZIbjVVNQ6KKhrB4A0+BytH6nRpfPLpPsrKG7jn7mkn9fPoToorbby7LJtVOwtxuDQGpsdQ49YDZ7UrCrra2jPAbTEgFMVbckYIFK1NoL7pXnREWjSPXzUaNUQgHeCWBYPYnlNJaY3db93N8wcSHeBfQVdAM6re3gYBKArEJEZQt7e16ayi6UTWOAlvcKFogsZIE7OGJZMQZSGpdwSzZmQSE20NOVZJ6ikE4NZD/+2dzrGlk6NpGoWFwfs5hloHBI3xdVSnFw+dNGkSn3/+OS+++CKLFy+mtrbWZ31MTAwLFy7kjjvuICkpqbNfXurBTCYD/Tswbf54Xs0ZC9J/8N89/PeTfS3fmwCT24XZ4aEhzuoXqFdiQK0W5B+vD3g8c6OGuc6DK8bEhD7B36tDyw85LqeWjxDC5wSgKAp3Tx7NvKwMvjmaT53TRUZMFBcM6ENihAzQS5IkdQdCCI6WN+DRBFmJkZi6UWZfXZ2Thx5eRklJ62dYeXkj77yzk5wjlfzsZzPO4ugk6cw5fKSCvzyzjuqa1gzhN97dyc3Xj+H8uQNC7psdIIO+LadLIy+/lqGDA2esTpueybTpmX7L58wbwJdfHKSx0b/kjcGgsPDiISFfV5Las29P8IdLADlHKrHb3YSFeZu7VlXZ2LwlH70pS9sbiVda6tYrQYJOCuB2eHj91a089oRv0tFXXxzwC9A3q29wsedgOXZHazCXpuCzpoBBE34PC5qtW3ecyy4dekYTvdqj6YL1h8pYf7gcBEwckMCsoYkYT7guKCxv5GfPrqWmTbmrQ/m1eExq8Ox0RUEoApfZgGY2eAP0zdsKgaILBvcKZ8GEDMb0jWN4WkyHxtw7xsoLP5nG+6uPsnxXEQ0OD4PTYvju9ExmjUgmr7jObx+3xejN5Nc11AARw2svGIRibp21p3p0EgrrMbV5AGFwaGzaXshNV4/i0osGd2isktRjCFpKFHfFsdupciW1ccUVV5ztIXR+kB4gOTmZRx55hEceeYT8/PyWlP9evXqRkZHRFS8pnSMiI/yzik4U0YFtOkNubrVPgL4tk1vHYnPjbDsWEygpoBwJPVXJUuvBFWXk8JEaqsY76dUmK8vl1vh0XS5fbW6kqj6F5HgPcyc2MmO0LeA1mMOj8fXhfFYcLaTR7WFAfAzfGZrJ3ZNHn9J7liRJkrrO0r3FvLQih4IqGwBxEWaum9KXG6ZnnnbWRWf48ssDPgH6tjZuymfP3hJGjkgOuF6SzhV19U4ee2o1jTa3z3KXS+Pl17eRnBTFyOHBE42sHWigbLWc/C1YTIyV39w/m3/8fR0V5Y0tyyMizPzo9kn0HxC4F5gkdZTaTt1wRfHdZtfOYm89+OYs7baRIBG6+rkC5B6toiC/xqfszY4dRehKaw31tmVQdVXxDdCfMDihtJZ4AXwD08CmzfknHaRvsLnxaDqxUe3PoumInMJa8ksbMJlUXl17lENFTZ+5QvDlxuPEqCqXTEhncJ84po1OwWwy8Nqigz4Beh3/9xaIAuhG1b+8jaIgDApHyhuJ2JLPtVNOriRqfJSFuy4eyl0XD/Vb1yclGkusFWfTA06heEvtoCi4LQYMHoGq6d5msqqCZlRI6B1BRlJr77ToKrtPgL6tt/+7m+kT00lMiDipMUtSdyYz6buPxx9//GwPoWuC9G1lZGTIwLzUYVlZvUhNjaKoKHCQICbawuhRZyZA8M47O0Kuj/S4wWLEbIZBg1zUR6rk1Fgw6wqeEKdDxaOj1OnsqarhF29s5ZU7p2FQFVxujd++vIldR5vrWKnkFJjJKTBzMNfMbZfXtBzDYkjH5vbw68WbyK5sna1yvKaBFUcL+em0kVw0qA+SJElS9/D17mIe/mSPz7LqRhcvfJNNvcPNXfMHnaWRtVq77njo9WtzZZBeOuctX3XUL0DfTAj431eHQgbpx41JxWIx4nQGDiamJEeR2Tf2lMY2YEACf//HpezcUUxxcR1xcWFMmJiO2dzlt3TSt8C48Wl89eXBoOuHDU/C0uYBU021LfjBOhgZqqtztvz/u+/votrmhqZMcoG3ZE5zhnx7iaZ6U2AfAgex3QEy9B1OD58uzWbZuuNU1TpITYzkwln96JMewzuLD7E721t+tE9yFFfPH8D8yad2f1Vc0cjjb2zjUF5Nm/GCGmbE4NGx2D2oAjTg029yQPHWaf/JNaNYvavIW0JI8T6oEKrSboAevOcr3RB8O49J5UBBLZsOlDJteOd9tpdaDYRZjZgdHt9/B0VBMyloJt+ZApX1ThamxTA0JZoDRbWE1QdvkK0LWLXhOFdfOqzTxitJZ5sM0kttySs6qVtRFIUf/GA8Tz21Gs8JDbAUReGmm8ZhNHZ9E7svPtrLnt0lYAxehkDVBHfd2Tqlr75RIW+JysDEOA40eOs5KrpoadDTnMWgo6I03bcdKalnw6FyZgxN5H8bj7cJ0PtasyOCqSPtjOjvBBSiTGN4fVu2T4C+mS7g2Q17mZSeSHy4rNUnSZJ0tulC8K8V2UHXv7fxONdNzSTuDM0UC6ahIfiNMRCwzIYknWsOZQfrCdS0/kjo9eFhJq6+Yjhvv7fLb52iKNx47ejTmjmjqirjxqcBaad8DEkKZNjwJIaPSGLfXv+yNwaDwpXfHQlAZaWNf7+wkT27i73p2kH6dIWKDgm8WfkpKd4M6tVrjvHp5wcCHEdBM9BSz7w5WO0NVHsXKE1NUq1WI+5gmfbA4BNKTDmdHn7/9BoOH2utw59XVMdL7+1CGBQ8htZgeF5JPX99ewdVdU6uOX+gz3F0XZCdX4PN4eFobjUrNuRRVFpPXIyVedP6cuF5Wfz6ufWUVfvWcVcFhDW4Mei+Pyil6Y3WNTh57LWtCKOCMKjeAH0HMui9PyiBx9hOMF9R0IwqG/Z3bpA+IsxEHaBqJowuDVUPXW0jo3ckAI9dMZK739rablSxOkSjYknqqWTb2HPDzp07cbvdTJw48ZSPIYP0UrczelQKDz04j08/3c+OnUUIIRg+PInvXDaMkSO7PoOvrtbBp+/tQlVCnywjTygpHxUh6J/fQF6JEyXCjLXRhdGtt1yjekwqjnATCBVF0xFNWSIbj5QwY2giS7YUhBzXmh3hjBrgIcY0AqOSwpLsvUG39eiCpUcKuHZU6LqpkiRJUtfLLqmnuCb4TaVbE6zPLufiMWc36JaZGcehQ+VB13enWr6S1FUs7WSlW8ztJ4t85+IhREdZ+PSLAxQVe2eHDuzfi2uuHMGYUSmdMk5J6gq//L9ZvP7qNtavy21JmEpJjeaGm8YydFgiDoeHxx5aRmnb0miBIrCKQkyshdpgn30KTJzch7he3r5ZXy4+HHxQioKuCiwmFXtTmZS2xxGqArpgxLBEdmwvCniItLRoxo3zfsbWNjj5YvUxFq06Sl114PEpmrf3lzjhz/3dRYeYOzGdqHAzFrOBtTuLeOWzfZRUNM0qEAJVF6iaoLzKzntfHGTZhjzKGp3+AfOmbYMSoCCg6T2fTIDe7PBAUjhByvu3vk8BeidHBxeMSOa/W/LRDSquMBWT04PRE/h9xkdZmNE0MyktNoz//Hgat/zyf9gbA89mAkhtUxpHks4Vni7KpJdOzpAhQ+jduzdr1qzxW/fYY4/R0NDAY489FnT/u+++m6qqKvbv33/KYzjlIP3Qof41yE6Foiin9Qakc9PAgQn83//NQtcFIFDVM9dYb9vGPNxuHYMCHmPwhjyDJ/lf0ahmBYNbJ6LW4dMYR8Fbx95Q5ySswUVMlUJjtIW6XlZ0UYgQQ6iqd/odr61GWxi9rbEoSj12Vzn1ruAXLwBljfaQ6yVJkqQzw+Vp/w64I9t0pQP7SnHUBX+QYDIZmDe3/xkckSSdHVMmpbNuY16I9R0r4zlnVj/mzOpHZZUNg0ElNkbObpTOntKSOhZ/cZAdmwuw29xk9o/ngosHM+6E32er1cQdd03h+zeMIT+vhrBwM1lZrZlJ61Yf8wnQKwKELnwy6k0mAwsvGcL06X157OFvqDsh81kAaX1jueVH3kxDXdc5lltNKEJV8YjgSdZCVZg4OYOszF58+tl+NK31M7Vv31h+9ctZqKpCebWdX/19DWVVdowuLWSGt6oLtDblYnQFGnWd6/6wDID+yZHkFdQh2g5KUdANCgKBselzvaLShsGooplaG7d630j7dftF03vvECEwunWMbm/2+ps/mcHlz67FHfSHJjB4dMYPSujY8Tvoppn9WH2ojLKmUkZuswFV1/weSERYjTx04zifRrlWs4HL5g3k/c8Dx4esFgNzpp9cDX1J6u6EAK2LGseKdmamSP5EkB/aV199RWVlZcggfaj9O+qUg/Sn+8KS1BHe5kRn9qmirWk6vyrA5NJxm/0D9SlZOoMn+wZUPC6oKlJa9g1EFU0nSgGRtU4EMLKfjks/SkbviJCB+j6Jhpbp0VZTMdEWE3XO4IH65Mjwdt6pJEmSdCYMTI4iymqkPsQ0/LGZvYKu62rrVx/jn/9Yj9ugQJDGgVMmZ9Crl/xckc59E8elMXRwbw4EmFUSE2PlsoVDTup48fLvRjqLjh6t4t23trN/f5l3gRCgC/btKWH/nhKu+v5ovnPVSL/9oqOtDG/qQVJcXMfaNbk01Ds5tM+3FI5CU6BeeP8nIsLM089dRmSkt9HqX569jJXLjrB2zTEa6p30ig9n/oWDmDK1L8amsqKqqobs49BM0wQq3mB5oCSqjdsKuf/nMzn//AFs2pyPw+6hf/9ejGjTS+Wlj/dSVtWUyNReOKNNvENXmuq7t3nd3II6n0a1PrsaFIRGy3pV09FVMLr1lvtEXQXd0E4AXtDhW2GDR8fs9KbOW0wGYiIsnD8kka8OlAXc3uzUSIyxMquTZ/f0jrLy8q2TeXlFDkv3FuP06MQmRTA2NQaP3YPLozMiM46LJ2fQK8r34aUQArfDjQFvff62TCaVX/x4ChHhZ7c0oCR1PqULM+k797gbN27ktddeY9euXdhsNlJTU7nwwgu5/fbbCQ8/teudUznm7t272b59O3v27GHPnj0cP+7tq/X4449z5ZVXnvL76w5OOUj/5ptvduY4JKnbyOwf3/L/Ro+Oqgs8RhVd9V5oWVSdOTcK1BOmPx7ZouCyt38SVHWB1hQEiax3kq9pHK8/wqXTxgWtSa8ocPEUQ5vvbVwwMIMP9x4NuL1JVTl/QHq7Y5EkSZK6ntVk4LsTM3h9zbGA62cO7k1mQsQZHpWXy+nhzX9vQRMiZLbe7t3FeDzaGekLI0lnk8Ggct+vZvKfD/awcs0x7A4PqqowfmwqN143moR4GXSXur+y0nree3snmzfmIYT3XqKlXIpBQVe8JVk+em83U2f2IzEpMuBx3vvPTv732f6WeLWiBc7+bq6jbjKqLQF6gPBwEwsvG8rCy0LPwp8+tQ/LVwa+rznxdRRdIAI0RN1/qJzX397B+XP7c8EC/2bsdY0uNuwubvleKAQNsjeXojHYdXRVwWU1gKL6rA+6bxNdVVpq6StNyV9tR63oeDO4gpWwaX4NXUAHPnoNbUrKzBqfhsmo8vsrRnKsaD0Hq20tZYIUXWByaiSZDTx7z3SfTPbOkhht5XffGc5vLhmKw60RYTH69eJwuzW++uYI36w9Rm2dk9TkKGLDTGzYlA94cwZaShsJmDEplYljUjt9rJJ0tvWUxrFvvfUWf/rTnxBCkJycTEpKCkeOHOHFF19kyZIlvPvuu8TGxp6RYz7wwAMcPBi80XlPdspB+kmTJnXmOCSp2xg2Kpn0PrEU5NUA3qC6uU1Bv9QxYD5hxvLRHQrb/nfyJ1ZFh8o8WB9Wy3Uj4/nOtL58tv647zYK3HmZkf6pbS+gzNwwZiB7S6s4UF7js72qKPx8+kjiwixIkiRJ3cOPZg+g3uHh060FaG2y86YPSuChK/yzGM+UHVsLaWxwBQx4tFVb56S4uIGMjJgzNDJJOnvCrCZuuWkc139vFJVVdqIizURFyesqqWc4nlvNYw8vo7GpGXhzAN1b27wpKKwq3t5bmmDtyqNc+b1RfsdZvy6Xzz/1LTsSMrANjBx98lnZTqcHoYv2es22UIKUvbHb3Xz59WEWLc3mjlsnMGdWls/66joHWpuSK7pBRT2x1JwQKLrAoPkG1M0uDafViDPc1NG35TvmIMsU0fTwJAgVb/a9y6ii4C2jEyior2g6hqb3khAbxg2XeGf8GAwqr/xkGl9uzuPjDccpr3UQH2bigun9+P68AafVxLojjAaVyAAPAVxujUf/toa9B1tnLFVW2TB4vL8HzT8btNZ/r/UbC7jpOocsHSadk0K1p+gO9u7d21Lm5Q9/+APXXHMNiqJQWlrKnXfeyb59+3jggQd49tlnz8gxMzIy6N+/PyNHjmTkyJH84Q9/4NChQ53zZs+ybtk4tiMF+SWpqyiKwl3/N4snHljS0uyo+eIpOsZKbbGB/z3jIGWQAB0K9kN9mdLhiUQnXogpivf6I7v2KPdeOZLZY1JZvOUwlbVVpPVWWThFpV+y78WNQgphJiNPXTiFb44WsjynkEaXh4EJMVw2pC/942UQRZIkqTsxqAq/WjiUm2b0Y+2hcjy6zvh+veifeHYboNU116HvwM2ByXzm+sNIUndgsRhJTemav9HKikZWLj1C7rEqIiLMTJvVj5FjUro8aCad+15/eXNLgL4tBUD3DdQLXVAXpLnroq8CBDwUbxWYQL+lJrOBhZeeXN86Xdd54slVHGguydJ84BB/B8E+rhS9+ZiCf76ylaGDE0luM0MgITYMk1HF3RTMFgYFTbRmuzeXAjoxQN/M4vCgGRQ8FiMo3oB5yJr2mk7gn1TbbQQ6+DaFFa3Z9+BNGFM0HVTV+2/WNlAvBGa7h/B6F9bECGaPT+eqBQNJiA1reQ2DQeWyqZlcNjUz5FjOpEXLc3wC9OB9v6F+Wpqms2dfKTOnyZr00rmlJ2TSv/DCC+i6zuWXX873vve9luVJSUk8/fTTXHTRRSxZsoSDBw8yZEjHygKezjGfe+45n++Nxm4Z2j4l3fKddLQgvyR1hZUrc3j9tW047C6Mqm/wva6pAY5eCbUFrcGKDgfo8U59bGYwC+L6eP+/xlUHwKiseEb2m4zOLqAiwFHiUfDWVjQbDVw0qA8XDerTwRFIkiRJZ1NitJUrJ3as8WRn2JVdQUFZA3HRFiYOTcJk9A20pzdlxqu6QBeBM/QAMjPjSE46uw8UJOlcsX1zPs89vRZ3m5ma61YdY+KUPvzklzMwdEH5CenbobiojuxD/vcPAgLesAhVITU9OuCxco8FKMOpKN4gv+57uITeEdx6x2T6ZMad1Hi3bitsCdA3Z0+3F6sSgXqn6L4Bc10XLFuRww3Xjm5ZFhFmYta4NL7ZnN+6nVFFVwWqpmP0gCJCB97NTs0bpMcbhBdB/lYNbg1T07azp/RhZZBm1Apg0ASagjdtvs1yn+N5dKKr7TjCjWhGAwIwuTXMDk/LQ4bnfn0eCfFdXzqvqtHJJ3sK2JRXCcDUzAQuH5FO3EnUiv9mbeDyf+1R5UNM6RwkRBcG6TshSt/Y2MiaNWsAuOaaa/zWZ2ZmMmXKFNavX8/ixYs7FKTvimOeK7plkF6Szga73c3fn1zF/t0lAISazKjoIJSmjIYTqKrCoMG9KS6qo7a2NTOlJUDf5uIic4rA2DR7OszQOnVPUVRUMRpBAYJCwA5YUUj3finy5k2SJEkKLreojj+9sY28kvqWZXFRFu793iimjWwtRzBkeBJxvcKorrJ7M/qM/jcJqqpwbYBSCJIknbz6OgfPnxCgb7ZlYx6LPj/AJVcMb1lWUWnjky8PsHZTPg6HhwFZvbhkwSCmTpS9hyR/tTV2n+8FIFSCZ6arCmMnBf5dCgs301Dv9F+hKAgDTJiYzqRJGcTEhjFsRBJqkMbjoWzc4B+89pazCfzQWNBUkx5oro8TLAO7qLjeb9ntV44gp6CW3KK61oWqgkkxIDwelHYiWoY25XHMDg8oCs4wo89YDS6NsEYXFrOBR34/l7SkSDbtKMIeojFuqNizZlQxaN4+aeENbsAdcLuqKvtJBem3Hang8015FFQ0Eh9l5aIJ6Zw3Ijnkv2NORT33fLyNGnvrGPYW1/LJ7nye/e4E+sZ17PWrA8zeEEroPrkmk8rIEUkdOr4k9TTdudzNgQMHcLlcmM1mRo0KfD8wfvx41q9fz65du87aMc8VMkgvSU2e+sM3ATNPAlEAg1sgVB296cL3mutG0advL/r2jSU+IQKPR2f7tkLKyxs4nF3J1t0FaE0zT40WQd/Jgv6zWs/GA2N86yYqioqmp7GmpJ7NZeXUOEuJtVQwqXc9M1OGYDyxc60kSZIkAfU2F/e9uIGqOt/gSnW9kz+9tpW//Wwmg/rEomk6T/5hOVVVdhS80+5BRze0PlDu2yeW664bzRjZrE2SOsXq5UdxBQjQN/vm68MtQfrS8gZ+96flPgGtg9kVHMyu4LorR3DVZcO6fLxSz5KYFIWqKuhNEZ+QAfomx3Nr6N3bv3Hs9Ol9+Xrx4aD7XbhwCEOHJfosq61xcOxIBWaLkUFDEzEaQycWOZ3+fwvNNfTbBurbzgRQFMVbCqadoFZsrH/t8ugIM3/75UyWby5gzY5CXB6dYVm9KMmvZfPOYloi/0G0lC1tql1vcmuYHB48Zu99merRMTT/7AX07xMLwOwpGSxaFTh73PvegvwbKTBvWl+mZfbiH8+uDzouRVFIOIkG9P/++hBvr8hp+T6nuJ7Nh8uZMyqFB64dEzRQ/4ev9/oE6JtVNLr409J9vHRNx/oWJidGcOTYCSWZFAVdpeXnd6IL5g8gWvYGkc5RXZVJD1BcXMy8efOCrv/mm29C7n/smPfclZqaiskUOJW1T58+Ptu2pyuOea6QQXqpW6qoaGTlmmPU1DhITopk1sx+Xfqh/MXHe8k+WN7uRawPxXsRoQrQVbBaTIwbn9ay2mhUmTApmUb3TibMO8bCBhuLtkbi1CE2A4xtZgSOSxhFtNm3jICm67x2aCVH6kpbllU5G1hcsIsjdSX8cPBsGaiXJEmS/CzZlO8XoG/m0QT/XX6E+2+ewJefH2D/npLWEsB4p92rmjctMSrKwp/+dEG7QRZJkjquuLA25PqKskZcLg2z2cC7H+0NmHEK8P6n+5g9PZOE+PCuGKbUQ/WKD2fshDS2bS4IHfxtI9gml31nGFu3FFBZafNbN2VqH58Avcvp4a1XtrJ25VE8TdnmsXFhXP39Mcya1z/oaw8alMC27YX+Y8KbIT9ieCK7DpSd3D1akzkz+wHe0jflVTZMRpVesWFYzUYWzshk4YzMlm3venApAEJRQtaHmDopA7uicGB3Me6mYLICmAI8eHMp4HB6sFqM3Pa90azZVkjDCb0CWmY64C3zo7Z56aSEcH56wzhGDe6Nruu8Gx9ORYB/C4DxY1PpFRcWcN2J9h2v9gnQt7VidzETByawMEBZvv0ltWRXNAQ97t7iWnIqGuif4P/A50QXzO7PkWNb/ZYLg4KuQITJgN3hnXlgtRq5cP5Arrt6ZLvHlaSeSACeblyTvrbWe90SExO872HzuuZtz8YxO0tlZSVDhwbvrxJqnRDitHsLySC91O18segQb7+7syUDBOC9D/dw951TmDKpc+v4ulwePv5oL//7eN9J17hrbuajiKZplyc89RfCTZXzC9y6t85idARcMaOB3HozRTYrHt1IvDWO4XFD6BvlP810R2WuT4C+rSN1peysPM6E3lkB10uSJEnfXjsPh54VtjPbu37JlwcDTitvzmJsqHOye0cR42RZDUnqNNEx/tm9bYWHmzCZVJxODxu3FgTdTtcFqzcc58pLTq5Rp3Tu++FtkyguqqOwsK7dbU0mg182fLO4XuE8/OgCPvpwN+vXHcfl0khICOf8BYO4+FLf+sAvPrOOrRvzfZbVVNt5+fkNmCwGprYJiLc1Z04Wn32+H5stcAmXSy8ZQnZeTdD1QFMnW99Ps4sWDGTggHheeX8XKzblU9cUHB+c1YsbLh/G6CGt7zmvuI7j5Q0Y8da714WCGiBQn5IUyUXnZfHo39d6m88aFFQtcA17ATiNKmVVNvqkRGM0qvzqRxN5+Ln16E37tG0WqxkUPGYDiu7N0M9Kj+GF/zuvJdijqio/vXsaj/15FfYTMtlj48K4+JKO12v+YnN+6PVb8gMG6Yvq7AG2PnEbW4eC9PNmZLLvYDkrNxz3Wa4o8MPrx3L+rH4cPFyBLgSDByYQHhaqEK0k9XACtM6Ipgc5dkpKSrvZ8qE4nd7En2AZ7wBms9ln27NxzM4iOqOQ/2mQQXqpW9m9t4Q3397ht9zl0vjH8xvI7BNLcnLnNK7zeDSefHwlB/aVopxsEbAT/nAVAe++to1Na49z848nkZnVi0bPgZYAfTOzAQbFuhgU6yLWfD5hxsBBdrvLw4q8QyGHsK38KGPjE1EUM6rS8UY9J01Ugn4cqAZUUBJByQSl6xsTSZIkSSfPaAj90NloUHHY3dRU29ttfH5ifWNJkk7PzDlZ/O/jfUHXT5+dhaIo2OzulozkYOobzuyNq9QzxMaF8ccnL+LVf29h9erQZQJmzMwkPETDz/j4cG6/Ywq3/GgSLpeHsDCTX5Zg/vFqvwB9W59+sCdokD462spvfn0eTz+9hto2M8BMJpUbbxjH6NGpnDcjk0VLsgMfvKnRa0y0FU0I0lOjuWD+ADIyYrj55/+jqtE3oH3oaBUP/30dD907nTFNDydWbSv0BudVUHVvDzGhC0xuveUesV9WL35+zzT+89l+b4AeQFHwmFSMHr0leQu8wXeX1YgwqkRFtP5sxw1L4vd3TuH1T/aR11QvXwCaUUFrmrEmVAWhKlw9f6Dfz3nwoAT++uSFLFl2hO07iymttFHv0SjyaPzm72sZMTCBe28YS2pi6CB5cXXgbPxmJdWBP/eTIkM/YARI7MA24K2/fe+PJjJzSh+Wrz1Gda2D9JRoLpidRVZfb/Ph0SOTO3QsSerpBOAO/XF/Wsc+XRaLt6KF2x38YanL5fLZ9mwcszPcfffdZ+y1gpFBeqlbWfR18LqHHo/OkmVHuOmGsZ3yWuvXHefAvlJUT+AMiKCECNqgKCe7gscfWsYfnroINSbIxSRwtNrEzuJ9IGoZ2CuOWX3TsRq9f45vrzvGG2uOMWhCHZEhnkfUukopsb8DqFgNfYkxT8aoBp8udEr0QhD72y4AUQSiDNQJoHTOAxNJkiSp80wZkcz6PSUh1idhNhuwWIw4HZ6Qn4HJKfI8L0mdKSUthu9cNYLP/rvXb11yahSXN5V0iI6yEBttpaYucLkbgIy0Tr7uk84ZZouR7984lg0bjuMOEv2JirZw620dqyFuNKoYjYGD+bu2FYXct6iglrLSBhKTAgePBw/uzXPPfYdNm/MpLKwjJsbKtKl9iY72Bmauvnw423cWUVrW6L9zUwSqtsbOHbdNYu7sLGrrHPz0d19T1dTY9USaLnjzk72MGTYXoKWsimZUEZrA6NKxODSfz8bjOVU8/vhKavUTfpZqmwx4IdBVBbfF20h2/NAk4qJ9g9aTRqYwaWQKx4vq+M+yw3yzo8hvjPMnpDNnbOA+MAnxESy4YBBfbi2g1qCAoTWcsze7gvv/vpZ/3D+H6MjgQa2k2NBlcYKtH5kaS2avCHKrAvw7AIMToxicGB30uJou+HTVUf639hjFFTaiwk2cPymD228aT3RE4N+tigYnhdV24iPMRBlVLGYjVqsMYUnnFgG4unGQviNlZzpSvqarj9kZZJBekk5w7Fh16PW5odefjBXfHEEJMkXxRLoCanPdwSAB+ma2RheLPj/Awhv9b6o0HV7fGcO2IiugAcdZduw47+49wAOzprLtcC3PL/MG9231RiKjgjcWi7d6mkeHQzuGy15M77ArMKrBL45OivCACJbN7wH9MBjGd85rSZIkncOEEJRW21EVhcQO1ow9HXPGp/HxyhxymzL12ooMM3HV3AGoBpUZs7P4JkRTwMTkSIaOkJlsktTZrvr+GPr268XXXx4kL7eaiAgz02b148LLhhLV1IPJYFBZMCeLDz7bH/AY0VEWpk/u3DKQ0rklOtrKpZcN4+OP/B8IqarCHXdOCdog9GToHSgN0F75AJPJwIzpmQHXRUVZGD8mla8WH/a9CTvhnuytd3YwfWoflq06Sk2jC4zBe3cdOV5D9rEqBvbrxaBMb+Y2ioJuALMr8MPr0tIGDFajz4u2vCtVQeCtp46iEBVh4pbvjgj6+n1To/ntTROYP7mMrzbkUVTZSO+YMC6YlMH0kckhaxp/sfIotSfUtm9WUW1nybrjXHXBoKD7XzIpg68D9AFodnGAUjfNfn/+cH72yXYaXB6f5dFWE/fNHx50PyEEj7+xjTU7Wx/o1NvcfLzyKFsPlPH0z2YQ1WZGR2WDkz9/fZDVhyvQmn53LI1uEspsTB2WxPeuGkHfjNigrydJPU2XlbvpBJmZmQAUFRXhdrsDlqjJy8vz2fZsHPNcIYP0UrcSHm6iKsgUO4DwiNOvR1dUXMdzf1/H8Zwqn6mJgegKNMRa0Y0qcaWNQYPz4oQV2zcXcNlNvdCEb3Odr49ENAXofdU6nfxpzUbKslvXFeVZSUwNPo15VC/fqUE6Durd24mzzA75njpMlOF9kBBMFQgHKB2b1ihJkvRttHhzHu99c4TCcm/mWf+0aG66YDDTujD4bTYZePIn0/jHB7vZsLekpcfLsH5x3H3VKFITvOXKrrxmJDt3FFIZ4PPNYjHy01+fR0VZA8sWH+bQgTJMJgMTJmcwc25/wmR9WEk6LROn9mHi1D4ht/nupcM4llfDlh2+mcoR4SZ+c+90LGZ5KyeFdtU1o4iOsfLl/w5Q3vQ5lJXVi6u/N4rRYwJna5+sUWNT+fCdnUHXJ6dEBc2i7yi3S2vplxJMo83N9p1F7NobuKfXiX7zh2WMG5HM968eSe+4MMqr7RjdOmqIjFbN4QGrAV1RWjLgFSEQeGP3qoC0XmH87EeT6JvafuLUhMGJTBgcuCdAMFtCzJQD2LynOGSQfmRmL647L4v/rDrqt27W8CQumhC8D82w5BjeuH4KH+7MY9PxSlBgWmYCV43uQ1JU8HvC7YfKWbOzCKGAx6Siq956/ka3Tl5pA5+sPMpNC7119R1ujbve3c6xCt+MfWeEieKMKDbsKWbvgTIefWCuDNRL54TuXu5m2LBhmEwmXC4Xu3fvZvx4/0TNbdu2ATBmzJizdsxzhbyyk7qVGdP68t6He0KuPx0lpfX8/v6vcda7UDqQ9eGyGnGFewMRjVFmIupdfoEMAX7TFDVNJ8I0Aqczr3WZDmuOB8+gLKt2UdmgtnxfV2Mi52AEWYMbTzi8YEayk9QI/wC63ZPTeUF6Amdo+HIDMkgvSZIUyIcrc3jpc98s2JzCOh5+bQv33zCO2WPTuuy1Y6MsPHjrRCprHRSVNxIXbSH9hDq1MbFhPPrERfzvk32sXp6Dw+7GGmZi7Pg0rr9lAgV5NTx6/9c4HK0Zcwf2lvLN4sPc/+j5xLQzZV6SpNNjNKr89qcz2L2/lHUb87A7PAzo14s5MzOJClHOQpLaWnDBIOafP5Dy8kaMRpX4+PBOPX5mVi9Gj0tl1/bAZW8uu2pEyMzwjsjqF9eh7RobXaDQ/n2eECBgx54Sso9Wcfcdk3nu/d3UBJiBdiKTqtKcRqUI/1nZxcX1vPDaVp743Vysls4Pt+jt9FLTOtBr7ccXDWFs/3g+35hHQUUj8dEWLpqQzpxRqRjamV2REh3GvbMGn9SYv9lagNus4gwz+tw3u3SBtdHN8q0FLUH6xXtL/AL0zXSjSl0vK8ZSG+/9dw+/+fnMkxqHJHVHQnRhkL4TovQRERHMmDGDFStW8MEHH/gF1HNzc9m4cSMAF1544Vk75rlCBumlbuXCBQNZu/44BYV1futGjkhiUogn+x3x0Ud7cTS4UMF7gdDOWUsztQbNFZoy5k9oDBSo1uHwUclYDBlEmibS4N4CQL1LpdYZfNplIIW5YVSVmUlOd2AJ0xieYuTCgWXEWQKPW+BBCHHaF8IAKJHtPHpVkQF6SZKkwGwOD28H6bMiBLzy5QFmjU7tlFIDocTHWImPCX6u9nh0IiPNTJrSh/jeEcyak0WvhAg8Hp3n/7rGJ0DfrKiwjrdf3cpPfiFvjiUJvIHB1RuOU1reSHyvMGZN7UtMdOddI40alsSoYUmddjypZyoprWf3Lm8W9ejRKSSdRHa6qiontf3J+skvZ/LKCxvZvCEP0RQkjog0c+X3RjFzTv/TPv6MaZm8895ubxA+hMy+cTQ6Pew7WI6uC0SQz1hVbw2uNzS62Ly5gFceOZ+3/7uHxZ8GLjEF3ts+g8UILq2laW0gxwtqWbEul4vmDujAuzs5Y4Ymkl8S/GHCuKEdO1dMGtSbSYN6d9awQsqrsvsF6MHbKNceaaLG1jpDfFV2echj2SLN9Cq1sX1nMXa7W87sk84J3bncDcBdd93FypUr+eyzzxg3bhzXXHMNiqJQVlbGL37xC3RdZ/78+QwZMsRnv+uuu47S0lJuuukmbr755k455rmuWwbp26tZJ527wsPNPPLAPD78eC+r1+Zis7mJjbUyf05/rvjOMAwGtf2DBOBweFj01UHWrToGireMjdI0LzFYyRuBt/ZdWIP3okERAhTFr7TNiYxGlYWXDQUgyjSOMEM/bJ5DCHMDBqUh6AnYaNWJsBpodPhmyNttBo4djkBV4PczErFagk/hNKm9OydAD0A8EAYEKT+kpIAiL4okSZIC2XKwDJvTP8DdrKTKzsG8GoZldiw7sCusXHaE1/+1Ca3NB9OnH+zmph9NJCraSm1N8IaVWzbmU1/vbKmfLUnfVpu2FfCPlzbjaPP3/vaHe7jtxnHMPy/rLI5MOle4XB5eemkz69Yfb8kvUhSYMSOT22+bhMl0cklAXSEszMTdv5xJRVkDOdmVmMwGRoxKxtxJmeRWq5H7/m8WD/9xOR5P4JTTgf3jGdA/nuTkKL5aeoTyKhua0eAbqBcCRReomu8xNmzJ5ye3TuSG745k08pjVNcEvv8ZMCCe3UXeAHl72frrthR0SZD+sjlZLNtwvKXhbVvREWYumtWv01/zdFVpWsDENgAUBXOsmU83Hie7uJ68gloUTSAMwbcH74wCh9Mjg/RSj+dtHNs1STudFVkdNWoUv/3tb3niiSd48MEHefHFF4mLi+PIkSO4XC769evHo48+6rdfaWkphYWF1Nf7P1g81WMCvPzyy/z73/9u+b6hwVtm+tFHH+XJJ59sWf7pp5+SkpJyum//jOqWQfrf/e53OJ3Ba3FL57aoKAu3/GA8N984FodDIyzMeFqBZ6fTw2N//IYj2ZXeBU3Hag62i6bghG9FGW9mhKFtRL4DZ7jYuDBuuXMymf3jW5YZ1TiizVOINsOE1E1sKiwOuK9Bheun9eWl5f71AQEuGp1Kv/hBlNp2oRM4cBJpGtX+IDtKUUAdDfp2/EvfxIISvNahJEnSt53THaqnR8e36SrHcip59Z+bWjIem2ma4PWXNjP/wtDneM2jU1XRKIP00rdaYXEdT7+40S9o6PHo/Ov1bWSkRTN4QMJZGp3Uk9lsLj79/AAr1xyjtsruX25TwJo1uTTUO0mItuJ2aQwa0ptps/phPYtBy4TESBISuyZjf9DABJ7/+6U89Og3lJT69v1KSYni5/dOAyAywswjv53NC69sYd+hcnRF8QbqhfDJoG/L1fR5bDSq3HnnZJ76yxrcJ3xGx8WGMW/BQHa/vr1D43WGeFB/OlJ6R/KHu6fx9BvbKC5vLQuTkRzFr26ZQK8Qs+fOlppQPwtdUFbv4uk25QEtgMeo4LEY/IL71qas+94J4Z06Y0mSzqauKnfTmW6++WYGDx7Mq6++yu7du6msrCQ1NZULL7yQ22+/nYiIiDN2TIfDQU1Njd9ym82GzWZr+V7Tzt691qnqlkH6hQsXnu0hSN2AqqpYLLBoeQ5LVx2lpLyRhF5hzJ/Zj4XzBnQ4a2TZ0uzWAL3fiygI0dTwpzkzRYiW7HrRlD3fETPmZHHrnVMwGoNn+98wchj7yitocLn91l05ZBDXjxyA2WDkjTVHqW/KjjAbVC4Zm8rPLhyCqqjEWy+i0vk1urC12VshyjSecGMnZ2soUaBOB1EMVAMqKIlA7w7/XCRJkr6NhvWNC1lVzWJSGZDWflO5rrL0q0N+AfpmQsDxY9Uh91dVhdi4zq1rLEk9zeLlOUGzenUh+HJptgzSSyfNZnPz0KPLOZ5XE7KkCsCOHUUYXToKsG7VMT75YA+/fnAuGX3P3iytrhQXF8Yzf72Y3XtK2LKtEE3TGTk8mUkT033uwZITI/nDfXMoKKqjtKyBA9kVfPLlwaDHHdLm73TUqBSeePwCFi06zL79pRiNKhMmpHPBgoEYzQboYJB+cJukrc42tH88Lz1yPnsOV1BebSc5IZzh3fhcE24xUmv3v/9FCFRNEOgsavQIhKqjmdvc8+uCqCrvLIeLFgzq8pKBknQmCNF15W46u0jJ1KlTmTp1aoe3X758eacfE+Cee+7hnnvuOal9eoouCdLn5eWxaNEiDh06RG1tLW53gBNyE0VReOONN7piGFIPp+uCp17YwKYdrU2ICorref2D3WzfU8Lvfz4TU4iAeLM1q46FXC8UUFCais4LFL01q14RrRn3NAVbAl0KxPUK4/s3jw8ZoAdIj47iz/PO44P9h1hfUIhL0+kXG8Nlg/ozO7MPANdPy+S7EzPYcbwaj6YzMiOW2HAzHk1n3fZCCksbiIudzsTRLhRjLSoWwo0DMKjerBUhBDl1RzhSm02Dux6rMYx+UVkMjh2CUT2FP3nFCEoGkHHy+0qSJH1LpSdGMnlYEhv3BS5RtmBSH6LCzWd4VK3aC8I3NrqIjDTT0BC4/u+YCWnExMoMNunbLedYVTvrQ/+dSVIgi5cc9gbom4QMQyoKQgWlKcpZU23n70+s4qnnv3POBjAVRWH0qBRGj2q/hEF6ajTpqdEMG9yb5WuOUVsXeLb+ZRf5NkJNS4vhRz+aGHDb/n1jyTleg2h6Eh/op2wyql1S6qYtRVEYNfjM1JQ/XXOGJ/Huuly/5W3vuwMxuFuD9KpHJ764AYtD4/y5/bmknRl/ktRTCKCrJtfKQuI9T6cH6Z977jlefPFFdF3vUG35zqufLZ1rNmwr8AnQt7X7QBkr1uWyoAO1Puvr2ymd1Bx814NPgfRu5+0ae2Kg3mM1cO99szs85T8lKpKfTh7PvZPG4dEFpgB19q0mA1PbZEMcOlbFYy9torJNfeAwi5E7vjeKeVP7tiwTQrCxdD3HG3JbljW469lTtYsiWyFzUuedWqC+g4SoAYoAG96JiqkoStdlkUiSJHVnv/n+WB55bQs7j/jO5po5OoU7vjPsLI3KKyIy9AOCiEgz11w/hmf/ssYvUzg+IZwbb5nQlcOTpG7PZncHDfg1C7N2y0nLUje3em3uye1wwi13WWkDO7cVMm5ieqeNqacLCzPxwC9n8eQ/1lFe2Tob2WwycMM1I5kwJrXDx3r45zO48/6vabC5vT/6EwL14WEmfnbbJNJSojpt/D3d96ZmsnTDcRwVNhQBbrMBR4SJ9kKIqoB75/SnodyOqc5B5PBUpk/pQ/pZnIkoSV2hJ5S7kc6MTr1y/Pzzz3nuuecAiI2NZcaMGSQnJ2O1ykwr6eStWHe8nfUdC9KnpcdQXR2k+SmAwBucPyFAL8C/Sazizbivig8DBTwmFY/FyHuf7qMxvw6zxcCkqX2Yc/5AwiNCB0AURcEUpCFOUXkDX67JJTu/BovJwL7D5Tidms/47E4Pz7y1naSECEYM9Ab0S2zFPgH6tiodFRypzWZI3NCQ4zpVQhwDTpy1UI4QKcAQ+UBOkqRvncgwE0/dNY39udVsP1yOqipMHZ5Ev5Szf3M5bWYmB/YGb0Q+bVY/xk3K4A9PLWTJlwc5uK8Uk9nAhCl9mH/hIKK7Yc1bSTpTGm0uHnx8JSVlDSG3mz5ZzkKUTl5Do+8MJkGIbOM2ZTrbKsirkUH6E/TrG8fzf17I1p3F5BfWEhVpZtqkDKIiT663SnSkhVefWsj7Xxxg1cZ8nC4PMZFmhmTFM3RQAjMmZWDtpIa55wK3R+el17agHK8lrGmZ1eYmos5J7KB4jgVqUt/U4NdkNnDtpL4YAyS1SdK5QtCF5W665rBSF+rUT493330XgDlz5vD0008TFhbWzh6S5M/W6CI/t5qKkvqmFPfAl6XtZS81O3/BQPbuKQm8UggMHh01wNlLQMDXdloNOKJ8A/C7thdhtXtryB/NrmTlsiP87tEFxMad/N/Aup1FPPHGNv8ap6ril+mvC/j0myMtQfpj9YGbzjbLrT/aJUF6IWrxD9A3KwZ6AUmd/rqSJEk9wbDMOIZldq/6wNNnZ7F6+VGyD5X7res/MIGZs70PwTP6xnLrXVPO9PAkqVv79KuD5ObXhNwmPTWaBXP6n5kBSeeUPhkx7N1X5v1GURAEDsQDqFrgWcCR7cyW+rYyGFQmj09j8vi00zqOxWLkpu+O5KbvjuykkZ273v9sH1t2FvstV3UBRfUQZmy551Y0nYh6Fxa7G1WAYlB47Z0d3PS90Vjkgw/pXCXA1VWZ9DJK3+N06iPJw4cPoygKDz/8sAzQSyfN49Z4+99b+NmtH/HY75ZQfbCCyFoXRlfgAl3pqR3LRJw4KYMLAtWsa2pUEyhAD4EzVjwmlZoE30Z5iqZjcfh2rC8pquc/b2zr0Pjaqmt08dSb2wM3IVMVRIDakvvblFFwaAEyEdpob/2pKzzN9ZIkSd3bwaJaPt9WwIp9JTiCfC71JCaTgV8/NI/LvjuiJSs+KtrCpVcO57cPz8Msb4YlKagV7ZQj6ZMezaP3zSHiLPadkHquCxeccN+iKOiKb6zFZFRR3TqGAOmXJrOBSdP6+i2XpDPN7dFZsip4ElldnZPpGbGAt/RsbKWdMJu75f5caILFy3N48IkVQZt0S1JPJ/CWu+mKLxmj73k69Q5MURQiIyNJSpIZs9LJe/kf69m4JtdnmaoLwhrc2CPB07azO3DR3I5lJ9kaXRzaW4redDxvg9imGvQh5hU1VaBvebLfGGWmPs7ql10fVeMMmN2yZUMeP7jN1W7Zm7a+2ZSPM0TXEKH4T3k1t/m5xJhjKLMHL18QbY7p8FhOTohyQh1aL0mS1D2V1zn4/Qc72dvcxE9RiLIauWvBYC4b37NLCVitRq6+fgxXfX80LpeG2WyQpckkqQNqa0PP5sxIiyG6g72KJOlEkyakc+V3hvHxZ/tbFyoKikHhe1eNILNPHDu2F7LymyNoLt2vZOf3bhhLpPz9k7qB6ho79UEa0DcbkRTF+FEpvPqfnRiDBOKPHKtm/eZ8ZsmHT9I5Stfl9bfk1alB+qysLA4cOIDL5cJslpkjUscV5tf4BeibKYDF7vEJ0l996VDGjkju0LG/+t8B8o7X4LEaMTs9qM2f/SJ0N/lmQlXo3TuChZcP47+rj1JncwMQZlQxlTYSGeRGze3Wqa6ynVSQvrA8dG3T5ua1bU0f29roaED0QI7UZnsfLgQwMCbAjIJO0d6NgLxRkCSp5ympsfPD59bRYHNjoKlXiQr1djdPfr6PuAgzM4cknu1hnjZFUeQ0ckk6CSnJkRQW1wddn5YsG0ZKp+faa0YxfVpfVqw6Sk2tg9TkKObOzmLFyqP8+anVCNF0rW/yTow3enSGDO7NwsuGMm6S7IUgdQ8R4SZUVUHXgyfGRUVZiBUQ1uAKWuYWvDOYZJBeOhcJoeBxd03fBeHXZFHq7jr1juzqq6/mwQcf5KuvvuLyyy/vzENL57gdmwtCrjdogjFDEklOiWL+rH7079vx2r5rV3lrpRs9Oo3RFiJrnSiigxF6FOLjw/m/35xHekYsV5+XxaGCWhSg4mg1rzy/IeTeL/59Hb95eD5RHcxmiW+vEZ/wvcCJjbJw+bwBLd/HWGIZ33si28q3+AXqB8cOISOyT4fGcfJSgbJ21kuSJPUchdWN3PnCBhpt7paPCwXvLCwhQDfA22uP9YggvRCCtXlFLMnJo9LmICkynIsG9GVSescedkuS5OuCuf159Z2dAdcZDSrzz8s6swOSzkkZ6THcdP3Ylu83bcrnww/3BNzWFGXh3l+fR3S0TIyRuo+IcDMTRqeweUdRwPVGg8KMSRmsDpKs11ZjY+iMfEnqyTwe2RxZ8urUIP0111zDypUr+eMf/0hycjJTpshGY1LHaFr7NebuvGkciaeQmVRf563DbvToqLq3UeyJBN5SMm1ZTAZu/ckUpk7ri8nkzeI3mwyM7NcLAGdqNO+9sY3GEFP4jh+r5t/Pb+Dnv53dobHOn9yHtxcdCpptYGxqHqUqMH5EMj+6aiS9e/nWyB8QM5DEsCSO1h2h3l1PmCGMftFZxFsTOjSGU6EovRAijcC15xMAGQiSJKn7E0KwJPcoi3JyKG5swDoMYqsM1BYYcWsG374gumBvfg1Ot4bFZAh+0LNMF4K/rtvOquOt5+e82nq2FJYyJzaZhZl9Se8T2+GHyZIkwYXzBnAwu5L1m/N9lhsMCnffNon4E67NJKkzfLXoYNB1drublStzuOyyYWdwRJLUvpuuGsXB7ArqAtwzX3v5CHrFhpGcFOlf0/UEA/v36rpBStJZJAToWtdkvAtZlL7H6dQg/XPPPceQIUPYtm0bP/zhDxkzZgyjR48mMjIy5H533313Zw5D6oGGjUrm43d3BV3fOymSo8eq2H+gjAED4klvajDTEanpMRzLqQIgvN6FUPBpFqsrBJxaFx5tYezY1JYA/YksFiN33DuNZ/68Co8n+Nlvx9ZCyssa6J0Y+O9ACDc6hQhRQ1yMyi3f6cO/Pznut12f5Cj+cMdkHE4NNJ0924tY8dUhkpIimT6rn09ZnWhzNGMSxgUdU1dQlMEIEYc3UG/HW+ImBUhGUeSTYUmSur/X9uzi62OtDc4UFazxGg31Rly1J5zHDAq6EN2+hvvq3EKfAD2AscxD2G4nO+qz2UE2JpPKtJn9uPGWCVitsuyNJLXHoKr84s4pzJ3Zj1XrcqlvcNEnPYYFc7JISZKlbqSOO3qsirXrjmOzu8nsG8esGZmEh5sCb3u0KuSxctpZL0lnQ1pKFE/+fh4ffXmQtZvzcbk8DMyK57ILBjFtgre3T+/ESIRBCVqOVlXgkgu6qmyrJJ19MpNeatbpQfrmm1UhBDt27GDnzp3t7ieD9NLAIYkMGZ7EwX2Bm55W1jn4x9/XtXw/clQyP7lnGtHR7ZSHAeZfMIiXm8rSKAIQrQ/qBQStfVddZeez/+7lhlsmBD32mAnpXHvTON5+dVvQbYQuyMutDhikF6IWj9gKuFuWXTYbMlPi+GK1mSMFtUSEmZg9Pp1LZ/UjIszEsq8P89Zr29DazAh4/52d3PWz6Yyb4N/EUBceKh2HqXIewSPsWA2xJFiHEGPu/Jp+ipIIdP/SD5IkSW3tza/h4x3H2CeO+a2zVRux1wYOmKAorDxQyoKRKV08wlP3dY7vQ19DpUbEertPw3O3W2fV8hwqyhu576F5Z3iEktQzKYrC2JHJjB0pZwtKJ08Iwb/+vYXlK4/6LP/goz385pezGDzIfwZsWJgJtzt40+KwsCCfVZJ0liUnRnLdNaOIGBjPgaI6wiwGlFgrQghcLo37H1+BaO69FiBQ/5NbJ8kHoNI5y1uTvqsy6bt3MpHkr1OD9BMnTuzMw0nfMvf89jz+9be17N7eWrPOaFJx6gKnEGgm1ZsFrwn27Cjm/l9+yVXfG82UGZkhM/9iYqyYDCqe5qC2qnibLQn/EjcnWrvyaMggPUBaB7L6AzWPFULHI3bQNkDfbNRgG2MGJ2BQfUtGHdhXyhv/3uI3bcnh8PDsX9fw5N8vIbHNBYwuPOTULaHRU9KyzK03Uu8uJNE6ktQI+TcrSdK329NfHuCjzXlEp7qIDhBra6gKfan01tpj3TpIX9Zo9/neetDpE6Bva9+eEvbvLWXYiKQzMDJJktrjdmus25zPzj0lKIrC+NEpTJmQjtEoM+56ukVfZ/sF6AEaGlz8+a+ref6ZS7FafYPu06b2ZfHXh4Mec7psqil1U9tyq/jV+zuxubSWZV/tLmb6wARGqSoud9PyptKuAm9ynVAgOsrC7BmZZ2XcknSm6LoMpktenRqkf+uttzrzcNK3TGSUhV8+OI/C/BqOHCzHbDHy8af7yC1rwGNSQVEwOTXMDg0FqK2088oLG3nvze3c86uZDB/lHyQpLqrjH39e1Rqgb9Z0AdCexgYXHo8e8mZo6Igk4nqFU11lC7g+oXcEg4f6Z5cLygFH0OPqFKKKQShK65/p118eClpXzO3WWfZ1Nt+/qbXMTYXjgE+Avq0yxx5izJlEmHoHHYMkSdK5bMnuIj7anAeAagh8cvW4QgfDqm3du5FZUkQ4pQ1Nn0+awFimhdx++5YCGaSXpG6gotLGw39eSXFpQ8uy1RuO0yc9hof+7zxiY9qfTSp1X4uWBA+21ze4WLPuOP37xrF/TwkGo8q4CelcdtlQNm8poCrAPcf48WmMkOduqRuyuzR+++EunwB9s3XZFZRV+iYTNM9yb06mq2twoesCVZVBTOncJAS43V3z8F3WpO95ZOFRqdtJy4glLSOW2loHf//nRjxNWfIGt47F7vHbvrHBxd+eWMVTz11G3AmNupYtOoTbHaQpraK0e9aK6hXGL1/ZTHGVjcTYMC6emMGCcWkY2lwkGAwqN9wynuefXuvX8FVVFa6/ZULAiwpBg98yXxreIH5rmZyjOZUh91i/JperrxvdUke/0hn8BgCgynlYBuklSfrWKLM1sirvONUOB0kRkfxvU+s51WULfHFsNOtoIQL1Sd08UHbBgL7sLq3wfhOk1mtbmt5+I3dJkrreMy9t8gnQN8srqOWFV7dw/89nnoVRSZ3BbndTGuDftoUQfP7+bmoqWoPx/3l9GzNmZ/HQg3P56KO9bNiYj9utERcbxvz5A/jOd4Z1+x4p0rfTkn3F1Dn87+Gb1Ts8tBee1GSQXjrHyZr0UjMZpJe6LVVVvBn0TUzO4Nl/ToeHFUuyufLa0T7LjxyqCP0iCt5AfZCL2jyDQsMxbxOmsloHe49Xs+FgGQ9/f6zPhcKkaX2JiLLwv4/2sm93CYoCw0elcNl3hzN0hH/9BJvDzZZdpUxrt9qM7zTX9mpN1lTbefn5jdz1s+kAuPXA2f3N2lsvSZJ0rvjfkcO8s2+vzxyqwuJwmsPW9iojWqoLwwmn2ch4D86G4JdLt57Xv/MH24lm9U1lW1Epy48VgFHBE6dirA4eiB8u62tL0ll3PL+G/YfKg67ftquY4tIGUpL8+x1J3Z/ZbMBkMuB2B763Mbp0nwA9eG9X1qw4SlS0hbvumsqPfjQJh8NDZKQJVZXBHan7OlbeGHK9zWogMkCWfbPIcBMmWeJLOpeJLix3IzPpe5wuC9K7XC7Wr1/P3r17qaysRFEUevXqxciRI5k6dSpms3+NbklqKyrKAka15cRi0EJn9+Vk+2eZmy2GkPsIFBREwEC9LdJMQ6zFb5/Ve0tYvruI+WPSfJYPH5nM8JHJeNwaKErQEjlut8ZDT6+lqKSK8aPDsZgDn5AVeqMovq8/ZXpfPnp/d8j3tGFdLpdfPZLUtGgsajR2LXj2vcUQHfJYkiRJ54LdZWW8vW/vCUsFBqPAozU3vFeoyLGS0N/hE6gPj/VQX6bhsvt/nswemsi0gd17NpKiKPx86limZKSwNCeP4nFVNHxTFXDb9IwYxo1PC7hOkqQzJ6+wrt1tnnhiBX/8wwLv9bLUoxgMKlOnZLB6Ta7fOkUXGPTgUZXlS45w+TWjCAszYTaHvs+RpO4gLkBvtrYc8eHENLrRtMC/91csHNIVw5KkbkOg4OmqcjftzqGVupsuCdK///77PPPMM1RXVwdcHxcXx89+9jOuueaarnh56RwSGWGmrsFb71coBG12B3BgTwl/eeQbzr94CKMneIMMk6b15eC+MgSgmVQ0g/ckZfDoGDwCoSoIRcGiC2ZfOIjKShuRkRb2213sqAz+1P+rrQV+QfpmRlPoC+Y1mws4fNQbIHnjQxe3Xx/o5sqEQRnst3TBRYNYtSKHirLgYxMCdm0vJDUtmnjrYAoa1wfdNt7i/xqSJEnnmsXHjgCgqjoms47B4H3om9S/kdKcCDxO74Wx22agZF84YXEezOE6ug72CiMeu4Kq6OiK0jQDC1QhmNIv/my9pZOiKArTMlKYlpECs+Gb/tm8//YObLbWxuWDhvTm7p/PQDXIbDVJOtuiI9tPZiotruflf23iF7+adQZGJHW2a747gt17Sqip8e1PpYQI0AM47G7yc6sZFKDflSR1RxeOSOFfK3LQ2paZFYKwBjdmp4dBaTHcdMdU/vbvzTicvmVxFpzXjytlkF4614kuLHcjM+l7nE4P0j/11FO8+uqriKaTcGpqKsnJ3qnTJSUlFBUVUVVVxUMPPUReXh6/+tWvOnsI0jlkzoxMPlvsravuMRkwByh5oysgDAq6prNnRxF7dhRx5fdHM3h4Esu/OoSugDPChGhTnkYzG1A9OkaXhqIo3HLXFGbMaS1ZcPuza0OOq6I2eMPX9qzdkt/y/0tWeSirEFx6vokhA1RcLthzUGXWxKkoSrjfvhGRFu68ZxqPPrA05Gs0XwPFWwbT4C6mxnXMb5u08ClYjbGn/D4kSZJ6imM1NRgMOtYwj8+kqajeHsJi6sjbFYXL5n3AKnQFW6UJW6NAaao2oAAIMJzQx2R/QQ3fmZhxUmPRdcGO7YVs2piHy6UxcFAC583OIjLyzGXDzlswkKkzMvn0v3vYv7cUVVUYMCgBV5vp5of2l/G/j/eyd3cJqgKjx6Vx6XdHkDWgZzyYkKSebMSwRHrFhVFVbQ+4XtEFioBtWwspL2+kd++IMzxC6XQl9o7kTw+fz38/2cv6jXk4nRrpadEM7hfH2qU5Ifc1yQx6qQdJirHy4zn9eWG5N2HC5PTQu6gBY1PfuNIqB0/tKaVXQjgzJqejaxAXa+WiuQOIjws7m0OXpDNCALrWNRnvMkbf83RqkH7z5s288sorAFx00UX89Kc/JTMz02ebvLw8nnnmGb788kteeeUVZs+ezYQJEzpzGNI55PILBrN+SwHllTbcFgNGl4badKYRCjitRnSj0lKqRtG8zWU//s8ujAYFj0fgjPIN0DfTjSoewOTWGXNCkCUlLpzDIaYap8Wf+s2Q/YQHDTv3aezc17osMT6c8yb5B+ibDRzcm4TeEVSEqO83crT3wZiiKPSNnE2cuz9VziN4dDtWQyzx1iGEG2WgRZKknm1ncTnr8kpw6zojEnsxKzMVs8E/eBFuMuEweAK2HzGaBSkDGsnbGeWdsaULVKNAj1KhnbYd1nZmTp3I6fTw1JOr2L+vtGXZ5k35fPbJPn5z3xz6d3EAXNcFeceqcLo0Pv94H7t2FLWsO3qkkiVfHeLOe6dhUBWe/cualmboGrB1Uz67thfyy9/NYfiolC4dpyR92xlUldtvGsefn13f8nfYQgiMbr2prZIgL69aBul7qN69I7jz9snccdskPB4dk8lAQ72TzatyfR6atpWYFElmVq8zPFJJOj0/mN6PzIQI/rPhOGWrcjF4/MvYVlXY+GblMcaPTeWum8djkDP7pG8LmUkvtdGpvwnvvPMOANdccw1/+9vf/AL0AH369OGvf/0r11xzDUII3n777c4cgnSOiY2x8vj9c5k3IxNzm0C7ABzhRnST6lNLXhhUHBEmNNUboPcYFESID3jdoNAnM5bIpmnFu45UcN+/NrJ+Z2HIcV06+eQyJ9salBXXzvrQF96qqnDpFcODrh83IZ2Mvq2voSgKMeY+9Iuay8CYi8mInC4D9JIk9WhOj8bvl23k/mUb+fJwLkuO5PH0+p3c9tkKCuoa/LYfGB9DqL56YXEahggdq81NmM2DpU7DUuTBGh76MmnuyJMLVr//n10+AfpmDQ0unv7LajwBblo7y+pvcvjlnZ/ywP8t4tHfLfEJ0DfzeHT++ex6Xn9ps39gEHC7dd58eUuXjVGSpFYTx6Zx89WjUDXdO0VSCFSPjsmpobb5+4xop96z1P0pioKp6aFvZJSFi0Nc5/dOjyY7QB8uSeruzhucyHUDegcM0DdTNcHWXcUsWXX0DI5Mks4uAXjcapd8yRh9z9OpQfodO3agqio//elP2932pz/9KYqisH379s4cgnQOio8L45qLhxLlbM2i14xq8OC7ouCyGNAV0IztTBtSFKZMzwRg7e5ifv3PjWw9VA463puiAK6ansm0oUmn+G5gxrg0DAEy+wFUBS6dP6DdY8xbMJDrbhxLWHhrd0NFVZg6oy93/Wz6KY9NkiSpJ3ht+wG2F5f7LS9vtPPoyi0tJfea9Y+Lbf+gUQr1sVZE0+lZcQicdZ7W+mEnmDU0idF9Qz90bcvl8rBqZfCbzupqO1u3FHT4eCdj5bIjvPz8htYZWCE+Gt1u3a9GcltFhXXkZFd08gglSQrkwgUD6R1hweLQsDg0TG695VoYoHdiBIMGde/m1dLJu/J7o7jx1gnEJ7TOrBUKeIwqO/eW8uBDS3nu+Q0BH6ZKUneWfST0AyZveUHB0tX+pVol6ZwlAF10zZf8mOhxOrXcTXV1NVFRUcTHt5+lGx8fT3R0dNDmspLU1rKvDuGwtzaS0Uyhg++aSQWHQku0JYRJkzLQdMELn+71udg1aAJF19BVb3bLzJHJXDKpD2P7n3oW+uFD5fz5iZUYnRpamNFnFoDJpHLH9WMZ0sHjX/ydYcy7YBB7dxfjcmkMGpxAQu/IUx6bJElST2Bze1iakxd0fX5tAzuKKxiX2hq4So+MCXlMIcDlNKAbVZxWIyanhseooigK6CCao2KKQqTFyFVT+3Lz7P4hj3miykobdrs75DaFBbUndcyO0DSdj9/b3fK9AALW/WlLIeRFfUO9szOGJklSOwwGlR/cPJ5nn1nnF5A1GBRuunk8apDED6lnW3DxEKbP7sc9d3+Oze72O2+vXZtL376xXHrJ0LM0Qkk6eRZL6PBT81muoqqdeoOSdA5RAIO7a2bTyiuEnqdTg/QRERE0NDTgcDiwWq0ht3U4HDQ2NhIRceo1FMvLy1m3bh179+5lz549HDhwAKfTyaRJk3jrrbdC7ut2u3njjTf4/PPPycvLw2w2M2TIEG644QYWLFgQct/8/HxeeOEF1q1bR1VVFfHx8UyfPp0777yTjIxTL4MiBbdvT8lJ76OrCgre6cHBAhJZmXGkJkex/XA55QEyB1XhnXYnNA+XT+7DyKxTD9B7PBp/f3oNNpsbI2BocOExqQhFQRGCueP7Mn9G5kkd02o1MmGS/J2TJOnbo6S+EbsncK3eZseq63yC9EPiEkkOj6LEVh9we0eJiqFaxx1hwBVuQGkTC1MARffWfkYI0npbuHFWFsaTrJUaGWlBVZWQmY8V5f6lek7X0SOVVLe52W2uY91uoD4IRVVISw/90EOSpM4zeUofIiPNfPbpfvbt9V4PjxqdwncuH86QoYlneXRSV1q/Pg+bwxP0fL1kSTaXXDzE+0BZknqAqZPT+fyrg+1ul3ga/d8kqccRYOyqkpcyk77H6dQg/eDBg9m8eTMfffQR119/fchtP/roIzweD0OGDDnl1/vyyy95/PHHT3o/p9PJD3/4Q7Zt24bBYGDAgAHY7XY2bdrEpk2buO222/jVr34VcN8dO3Zwyy23YLPZiImJYdCgQeTn5/PRRx+xePFiXn/9dUaNGnXK70kKzGDwvfg0eASaKcjGNAXWDQoKYHTreE6oXQ9gNKjcduM4AOptobMbO7pNKFu3FPiUEFDwNq1ttnlDPj/84QSs1hBvTJIk6Vsu0tL+OTLS7LuNoij8ePg0/rpzJQ1u3yxwrVbATo0Mew01VWaq+wa+MfQGQQQ5RfVc/9RK/nzLJLKSo4KOwenSWLmziOyCGiLDTMwZl8bYcals2xqk54kQrFmWQ6+YMK6+fky777GjtJO86FcU6JcVz7EgU9LHTkgjIVHO2pKkM2n4iGSGj0jG49FRFGRDxW+J/PzQs6vKyxux2z2Eh8t7B6lnOFrnwBFuxGrz+K0TtCZGnH9evzM+Nkk6mxRZvkxq0qlXeJdeeilCCJ544gk++OCDoNt9+OGHPPHEEyiKwmWXXXbKrxcZGcm0adP48Y9/zHPPPcddd93Vof2eeuoptm3bRnp6Ol988QWff/45S5cu5YUXXsBsNvPyyy+zfPlyv/3sdjv33HMPNpuN7373u6xZs4aPP/6YtWvXcuWVV9LY2Mg999yDwxG8lqt0asZNTPf53uDWUbQgJzIhfBrSGDSByaWjtGm8lRwfzp8fns+gptIy/VOjQ76+okC/lODBmI4oKqrzHyrgshioj7VSFmHi7+/t4liA7SRJkiSvxIhwhicGb7BtMRiY3te/oWufqDj+OPkibBXhuIvBUwjKMUFsuCDtu4L0G3QGX+qgX1TgbHsAFAUBVNQ5+f2b29CCXFAfzq/hxj99w1/e28lna3N5Z2k2P3pyJXpiBNExlsCH1gUKayK0cQAAfNVJREFU8L+P91LSiZ8DmVm9WvqX6KqC26R6Z3EF2f6qa0fz01/PIjnV/zOvb784br1zSqeNTZKkk2M0qjJA/y0SERm6KbDZbMBsNpyh0UjS6dF0wb++PkxtrzAaoi1oTaW6BOC0GqlODEcoYDUozGnqGSdJ3waKEBjdepd8KUF6a0ndV6dm0l955ZV89tlnbNmyhYceeogXXniByZMnk5ycDEBJSQmbNm2itLQUIQQTJ07kyiuvPOXXu+qqq7jqqqtavi8tLW13n4qKCt577z0A/vSnP5GVldWybt68efzoRz/ihRde4LnnnmPu3Lk++77//vuUl5fTt29fHn74Ycxm74WTxWLhkUceYevWreTl5fHhhx9y4403nvL7kvzNvWAQy5ccaZmyrwAWmxtXmBHd2OZmRReYHB7UE7LmVV1gdrWeoCaPSaVvRmzL9+mJkUwY3NvbNDaAycOSSDnNaXexsWE+3wugIdaKy9r6Z7hiRxGrdhZxzzWjWTit72m9niRJ0rnqtvHDuW/p+oBlb24eO8Qvk77Ztt0V2DfoeCoUokboxJ3ne+FqioX0sd5SZKVHwwIeo1lRlY2NB8uYPsy3kbjTpfH7f2+mOkDd9iW7ivnBZcP4+q0daM0XzcL7GdVcYkcIWLfqGN+9bnTI1+8oa5iJ8y8azCef7vP5vNSM3mw1VQiiIi3069+LCxYOZsy4NAAe/9slbFqfx56dRSiqwrgJ6YyblN6hAOHhQ+UsW5pNUVEdMTFWzpvdnwkT02XtbEmSpJMwc0Ymn3yyL+j6qVP7YDTKhzZSz7Avr5ryWgcoCo0xFhqjzd7Z74qCaJo177QaUeweSkrr6ZMee3YHLElnkKGryt1IPU6nfqqrqsqLL77IggULEEJQUlLC559/zksvvcRLL73E559/TklJCUIIFixYwIsvvnjGa+gtX74ct9tNZmYmU6b4Z4Nde+21AOzbt4+8PN/GdIsXLwbgiiuuaAnQNzObzS0PHBYtWtQVQ/9Wi46x8rs/no+5TUBbEWCxezDZ3RhdGgaXBoqCPdpKQ5QFR5ip5Qn9iWy1/sGTX39/LFkp/hn1A9Ki+eX3Tj9YMnlKHyyW1mwXR7jJJ0DfTBfw7Ie7KapoPO3XlCRJOhcNSojlLxfOYGbfVIxN5/mhveP4//buOr6u+v7j+Otci7tXU03dW6hAqVCjuA02GGPAhuzHgAkT5gIb7oPhDNlwt2J1qGvqbdo0TeOeq+f3R5o0ae69SdskN2nfz8ejj7Xne+Rzw3LvuZ/z/X4+v506jnMH9/V7zKP/Xcddz62Ecg+G1SR+QuCZJT0H1WJY/IwfMRtlu58Z71+szvWboK/36ZpccPuwesy6P16zSQ18gIrytm3MOnVmP0z7Ebd8h74Ue20W+g5J4Ze/nd6QoAew2a107xFL3/5JZA1OJWtIaqsS9O+8tZE//O5TFi3czc4dxaxetZ/77114qPGlvoBI51BV6WTvnlIqyrvu6tey0ho2rT/AmlX7efH5Vfzslve47afv8twzK8g/EGRFkLS7g/mVvPPGBl55cTXLluzBc4zJl27dYpk/339p2ISECC6+aPjxhCnSoWrdXgyfifXQ/2IY+GyWhgS9xeMDE1wOK//3xwX8+h9f8c2a/SGOWqQDHJqw0x5/VJO+62nTmfRQV4LmwQcfZN26dXzwwQds2LCBoqK6uqZJSUkMGzaMefPmhaxu+5o1awAYO3as3/G0tDR69OjBvn37WLNmDb169QLA6/WyYcMGAMaPH+/32HHjxgGwfv16vF4vVquWH7altPQYZszL4r13NjUqWmdgAbxAbZSjSd15j8OKx24hvNrdtBGHaTJ8WPNGWwkxYTx662ks2ZjPt5sPYhgwYXAqpw5Nx9oGs/+iohx8/wfjePJf32CaJs6IwL9+Pp/JR0v3cPXZQ477uiIiJ6I+CbH86vSxmKaJzzSxWgInkN9ZvZF3F+4CwDQgrBtYg0yUt9ogLsVNaX7zUgONPw1iIprP2N+6L3gN4f1F1QxJjqS4sDrgPt17tW1j1mXL9x75fKGJVav288jDiznrrMFk9kmkvKyWh+9ZyOYNh1coPmezcNZ5Q7jo8lEBz7N7dwmvvLzW79jyZTkMG57OjJn9j/VliBy38rJa/vPMCr5ZkoPH48NqNRg9rgffvXocySldo1FhdZWLZ5/4hm+W5jT0nDABn9UAi0FeXgVff7WTX/56GgMHpgQ/mTSornazdOEu8vMrSUiIYNLpfYiLCz/q87z8wio+eDcbs1E5tKTkSH72qzPo2TvhqM/3ve+OpmePOD78aCt79pQQHm5n8uTenHfeEJLVXFO6iPLyWhZ/vI3UfeUYJviA2ig7HocV02LgMyC82oPFpG4SgQkbtxaycWsh1142kvkzdO8gJ676PortdW7pWto8SV9vxIgRnbKB6u7duwEaku/+9OrVi3379rFr166Gbbm5ubjddY1De/bsGfA4AJfLxf79+wPuV2/GjBkBx/Ly8sjIaF5T92Q3e24WX36xg8pKV5Ptzgh7s8awABgGzgg71gpnwxuUHYNxE/2XkrFaLZw2IoPTRgT+2TtdXrbuK8UAsnolYD+KZaZnTOtHWloMH7yfzSd7S4Lum1ugmfQiIi0xDANrkFV5Kwq287+Fm4G6hLrbYcVia96w7Ei2sCOy2mbTGe92q4Uz/HxWRIUFv7Wy26xMn92X1/6zxu94RKSdKW3cMK2qFY3PFy3cw5JFOVz7owl8/cl2th1R/s3j8fH2axuIjQtn1ln+Z3Z+sWB70Gt8vmC7kvQSMrW1Hv72u0/JbdSM0+s1WbF8L7t2FPPnu+cSE3v0SdmO5POZ/PMvn7N9S2GT7QZg8Zr4ACwGNTUe/vXoMu6+b36Hr1ruilav2McjDyymtubwZ8Or/1nD9384nmlntv496/NPt/H+25ubbS8qrOaff/uSex4+B7v96CdxTZ3al6lT++LzmSobJl1OTY2bP/zlc/bllmMAXotRN1nNYmko8WHxmvhbwAjw3OsbOOPUXkRHBe/RINJlme1Y7kYz6buck66IXVlZ3Y15XFzgWWr1Y+Xlh5exl5aWNvw9Pj4+6HGNryNtKykpkqmnZTbpfu21GPiCLME3LXXL+TFNDK+P+LhwwholUfJyy9i7pxSvN/gbo2mavPTZNi7706fc+vASbnl4CZf/6VNe/2rHUb2GwUNSue3np5PWwuyX5GOYvSMiIod5fF4+3bcWd83hpIZptVBRYsVsXs7+8D4mfP+U4Uwblo7dYmD46r48Nk6NXDWzP4kxzZvATmtUMsafKSMymH/eEE7x03ckPNzGzb84nYjItv0i2qdPC7M3D02zN70+nnp0GduyDwbc9YO3N+ML0DD34MHKoJcpaGFcpD0t+mJHkwR9Y0WFVXz20dYOjqg5j8fH4mU53PfwEu5+YDEffrKV3H1l7MspxeX0sHZVbrMEfT2DuuXy9fLyKtgSoNeSHHYwv4IH713UJEEPdf8tnn5iOVs2B34/PNJH72UHHCsuqmb5kj3HHCegBL10SV98tZN9uXV5Fa8BNdEOvHYrXmvdd3jTYjQr+9eYy+VlycrcDopWpOMZmHUPqtrhj6EsfZfTbjPpOyuns67Oq93uv6kc0FBvvrb2cJ1Kl+vwzO1AxzauU9/42EAWLFgQcCzYLPuT3foVudjcPkyjrmyBaWvFjBSficVjYlB3k7xrRxEF+ZW8/vJa9h+6aUhIjGDuuUOYe/Zgv6d4/uOtvPhJ0y9wpZUuHn97Ez4TLj6j31G9jtmn9uT5D7YEHJ91SuDVHiIi0rJdFflUe5yEx9ppnJqrwUHZTh/xA/xn6pPCYzh3dD/OHQ17Dlby/IJtfL0hH7fXR1aPOC49rQ/TR3bze2zfbrGcdWov3l/WtK8NpkmYxWBPTim/fmQpUyf25PSZ/fh2aQ7VVS4y+yYydUZ/YtvhAe24sT1ITo6k8MgSO4eS8xavidXja5jFZh4aMw+VlWusqLCKgvxK0jJiml0nMSkyaByJicHHRdrTt8v2Bh9fmsP5l4RuFXBllYu/3PUlO3bVrbQ0vD5WL9zdkHiPinaQmNzC75BJ3e/1od/b4qLAZbWkzmcfb8Pt8v9ZYJrw0fvZZA1uXibzSNXV7obvFIHs2FbElKn++6aInKiWfXP4vdcZ7cCsnzxXnzs0Wy7JUVHlamEPkS7MBKsnyOyh4zy3dC3HnKR/66232iyI8847r83O1ZKwsLpZb/Wla/ypT8iHhx/+otw4Ae92uxvO4++4I4+VtlVfx9cw6/5YPb4mX0j8sXrNJh/+3yzZw/tvbWpSo7ekuIaXnllJVYWzWc3dqho3r30ZeMb8y59t45xJmYQ5Wr+E9cIz+vHtpoNs3t287M13zhxAvx5tW5NYRORk4/LWzYxMGeghf7O97snuIbkrwzDCnMT1anpTbMFKuBnHTZ+/g9ViYWxqd2af1p1zpmbSNzGamPDAD/nr3XzxCHqlx/DWwl3kFVVjwwSPiReTnAMV5ByoYN22QgZlJvC3myYR0UKJnONls1n4xc+ncuddX1JcXNPky7EBYDHw2i34fHXNbBt+SiaYNP98tQYo8zZtWj++WBD4s3La9KN7mC3Sllyu4GWuXAEStR3l6edXNUrQmzhqvU3uXasqXVRVHl2iKjUtug0jPDHt3F50XOP17HYLVquB1xs4IxIepB+VyInK6ax7b/UZNKxub5I4NA63mwukd/fY9gxRJKRUk14aO+Y7hdtvv71NahwahtGhSfrY2Lo3+GDlaOrH6veFpqVsSktLSUtLC3jckftL20pJjWZfTmnDv60+E5vLiydAksPq9jZtHAssXbg7YBO9D97exOyzBxPTqIzBqm2F1Ab58lZR7Wbj7mLGHEWDrvAwG3feOJEPluxhwbf7KK100js9hnNO68Opw9JbfR4REfGvR1QSFgzCY016n+pizzJHQ6Le9BrsXRhOUYqHtLEuEhId9IhJYXluPvvNww1TP83ZzkeeHeTujcZBGBeM6MG1E/thC9Ko1jAMLji9L+ef1ofcgkqu/9uXePxMZcneXcJLH27hh+cNbfsXf4ReveK5/76zWbJ0D08+vhzzyA9Bw8C0GvjwYfXUjRk0n4DTp19iwAab/Qckc865Q3jn7U3NxkaMzGDGmQPa4JWIHJuswakBS8XUj4dKeYWTpd/sbZh0YnN7j+2LdaPVL70zE+jfP7nJ8Ib1B/j227143D6yBqUwcVLvY6qRfqJwu73B5vgAEN6KB7MAdruVMeN7BF2xcerkzKOITjpKSWkN+3LLiY5y0Cfz6Jv7SlOlFU6++HYfhaU1pCdH0qdvIrt2l+C1W+ven8ymk+cwDHxWA2uAB1zxsWGM0XdjOZGZNCnn3Nbnlq7lmJP03br5X+bd2WVmZrJq1Sr27AlcEzAnJ6dh33rdu3fHbrfjdrvJycnxm6SvP87hcHTZn09XcMbsAbz45LdNtkVVuKiwWvAdMbvP8PqIqGg666h/VnLQL2lut4+1K3KZMu3wctRA9XcbCzZzJpBwh40LzujHBUdZKkdOXO7SCjwVVYSlJWFxNP9iaPp87H/9U2r2HiB+zBCSzxgfgihFuoa4sCiGJPRkQ0kOKQM8RKd62b0kjKqCw0mp6gIbuz+2MfXswXxZvRl/b+VWm0lKag3791l5YcVuSmvc/GrmkBavbxgGy9YdwBOk58kny3K46pwhWDug1rDDYWXUyAwCPqUGfBYDC4e/QBvm4QUIhsXgwstGBr3Gdy4fRdbgFD77ZBt5eRXExYUz9Yy+TDmtD7ajaLQu0tZmzBnIZx9txVnbfEa91WYJ2BC5PRUVVrF40W6++WYvVLuxU9cDyXIM95Qmdb+/ALFx4dxw48SGMZfLwz3//Jr16w40bPvi8x28/r/13P6baWRknFyzVD0eH2++uo7PP9lGRYUTgrz/njq5ef+QQC68dAQb1x2g2k+z7tPO6EtvJYA7laoqF08+t5Jl3+xt+B7Xs3ssP7hiDMOHNv+uLy37ZNkeHn51He5GE+TC7FbsETb83mAd4rMe7v/ThGniqnLidHmIaOUDM5Gux2w2qbQtzy1dyzEn6T///PO2jKPDjBo1ijfeeINVq1b5Hc/Pz2ffvn0N+9az2WwMGzaM1atXs2LFCsaPb54YW7FiBQDDhw/Haj15Z6W0t+lzBrJpbR6rvtnXsM3iM4ktrqHnyHT2FlZRXeXC6vJhd3qaNKLp1j2W+ecP5f47vwp6DZe76az5Ef2SsFkNPAFuLsIdVoboxluOQ+XWPWy762kKvlhBbZWHWrcVa0I86dPHMOjG80ga1Z+c595my1+fwuc8/OXPER/N6Gf/TPzopskFn9uDYbO2yYonka7mQGUlr23ewpJ9uTi9XuIjoomKqsGoMZsk6OuZJjz7zmbiJrqxJ/o/Z0SUB5vNh8dj4f1NuXx/fB+6xUW0GEt+cfCa0OVVLmpqPURHdsyXz61bCoPl6Otm1FvAOOK7QveecVx6xWhGttAYF2D06O6MHt3yfiIdKSU1mlt/dQaP3LuI8rLDvaMioxxce+Op9G6pwXIbe+1/63jrjY0NE0EaHozR8vJ0u92Cu9HSeJNGD9O8Pq67dgI9e8U3jP/nxdVNEvT1CgqquP+ehdx191nH/Dq6muyN+fzroSUUHqw6vDFA2cz0jBjOnDOw1efu0TOeO/4yi/++tIY1q/Zj+kwSEiM4c85A5nfAiilpPZ/P5G93f83WI8oZ7c0t5+/3fM0ffzOdAf2SQhRd15S9u5gHXlrDkXPbnG4vnigHsTVuaut/1/ys5vPaLfhMsHh9WN2+uvdC08TlhaXf7mP6aX067LWIdCTDBGt7lbtRjr7LOekK482YMYM///nP7N69m2XLlnHqqac2GX/llVcAGDJkCL17N505MXv2bFavXs2bb77JNddc06SBrMvl4o033gBgzpw57fwqTm5Wq4Wf/HIqK5btZdEXOygvq6VbjzhmzB1Iv0blZmpr3Cz6ahfr1+zHYhiMGtediVMy8ZkQEWmnxs8sl3pZQ5oueU6ICWP2hF68v9T/CoyzJ2USFaGn+3Jsqnbu49tLfo67tILiQg811T7AA6X5lD/1IVuf/oihP55LyXufNRwT0z+KbtOSscfYyH/hbiK6/5mw1Azy3/+avU+/ScX6rVgcdpJnTSLzxsuI6tczdC9QpAPlVlTwmy++pqJRn5jSGi+lNQ6idoUBgd/7a/dYsCcGLm1mPZSk95mwcOdBLh3d8gzLlITgjR6jI+1EhHfc7Zjd3orZ7I1u6OeeO5jTZ/ane8/4dotJpKMMGZ7OA0+cz8pv93HwQAWJSVGMO7UnYe3cF+JIixbu4o3XNvgfNAx8mAT7TT1yhWddMouGmaob1uQxZnwPAGpq3Hz95a6A59q7t4yNGw4w9AQvJ+HzmTz58FIWfbmzyXaD+nxhfaMOg7AwK6dOyeSSy0cRHdO8D1kwPXvFc9vtZ1Bd5aK21kN8fDgWq1YRdTar1+U1S9DXc7t9vPHOJn55y2kdHFXX9vaXO5sl6Ot5fSaTZvQnP7+SFVsLwGc2Kc8FdX83DTDcJmG1HjwOy+Em2CU17f8CRELE6S5j7daH2u3coP40XclJl6RPTk7m0ksv5cUXX+Q3v/kNTz75JH371pU1+fzzz/n3v/8NwI033tjs2EsvvZSnnnqKPXv28Pvf/57f//73hIWF4XQ6+cMf/kBOTg6pqalcfPHFHfqaTkYWq4UJk3szIcgS1PAIOzPnDGSmnxkwM+YM5L03Nvo9btS47nT307T1xvOH4fOZfPLtXryH7kBsVoP5EzP54fzBx/hKRGDXw6/gKaukqtJ3KEHfVESEQd7/PsFuNzAMg6E/7UvPuU2X4Xpzn2T3K6nsevjdhm0+l5uD731F8VcrGP2fu4gepBkocuL7z/qNTRL0jRUVugg2R9VTGXjMNMHtPpxo8bSyduTMU3rywvubA67EmnVKrw4pdVNvyNA0IqPsVFcFeFjRqKlsQlIk514ygsgoR4fFJ9LebHYrp0xqfQmT9vDBe9lBx02rEbA0REpaNAX5lUGPr6k9/Pudf6ACpzN409zdu0tO+CT9go+2NkvQ1zPgUKNssFrgkX9fSPhxTr6JjHLovbMTW7l6f9DxVWvy8PlMLB34+dzVbW3UM86fHfvKuPuW07j571+we1/Zof6xjVax1N9/mId/J+tv2TLSY9ovcJEQysjIaOcrRHfANaQtdekkfV5eXpOms65DX8pXrVrFKaec0rD9mmuu4dprr234989//nM2btzI6tWrmT9/PgMGDKC6urqhpvzVV1/NzJkzm10vMjKSBx54gGuuuYbXX3+dzz77jB49erBv3z7KysqIjIzkoYceIiKi5eXvEjqV5U52ZRccXmbX6An+8FEZXH/zZL/H2W0Wbr10JFfOHsiqbYUYBozLSiXhKGfYiDRmmib5HywCoKryiBm8BiQm2rDaDDxuE7fLpN+F6c0S9ACeKhe7H3/P7zU8FVXs+OczjHzqT20ev0hnUu12821e85IODVrIuYRHWAH/yazKCjs+7+Ek/bieAeriHCExNpybLh3Jgy83XwI+oGccl8/NatV52kpYmI3zzx/Gf15c7Xfc4q2rR9+rTwLX33aakkwibczj8bF7d0nwnSxG3URTX9MGi917xnHL7WfwyL0L2bWjOODh/QYcbhgb1Yrf4dbs09V99tHWFvcxAJ/X1Mz3k0BL/cZM06xLIB9bC+eTUkQLK5Iiwm1YLQaOQ/1p6lcANW5kb1D3kNKs/wcQHxvOhDHq9ycnphdffDHUIUgnc8xJ+rfeeqvNgmicaD8aXq+X0tLSZts9Hk+T7bW1tU3Gw8PDef7553nuued455132L17N3a7nQkTJvC9732P2bNnB7zm2LFjefvtt3n00UdZvHgxW7duJSEhgQsuuIAbbriBnj1VUqKze/ifX7F5Qz4WDi1sbXRjMHRYeosJieT4CGaN139naSM+Hz5n3QNGj7vpF4bISIOaGh/O2sPbe5zlf6ZbweJiTE/gLxzFi1bhKi7Dkdh8lYjIiaLa7cYXpOC6Lc3EVRb4C/fFpw/kK/cWKtxNZ+I7ay0UHjz8AH58z0SyUlvfaHH2xN5kdovl3a92sm1vGVERNs4Y24NZE3sR7uj4+RKz52WxJvsgG1fmNlR4sFoNxo7uxrixPUjvHkv/rJTgJxGRY2K1GtjtVtzuwKW14FCiyjCxHFpgN2psd2771RkYhsHs+YN5/IHFfo+LiQ1jytTDK+dSUqMZODCZrVsL/e4fFmZlwikn9n2taZrk5ZY13XbEPvWfDLFx4Tgc6i12ohs+JI0FAVZWAAwZlIrVooc1R2Pq2O7s2FcWePxQT5uYI75rH3lXZphgWgDDICLcxq03TsRu0++kiJwcjvmb4e23394mDQkNwzjmJH2PHj3YsmXLMR3rcDi49tprm8ywb61evXpx5513HtN1JbR2bitk8/r8hn8f+f/gj9/dzOxzBmOz6aZMOoZhtRI7YiDl67ZitxtExVixWqG6yofH0zRxb7EZxPX1X9/aXRl8KTumiaeiSkl6OaHFh4cTFxZGmdPpd9yaBn2cMezaU9FsbNyQVC6aPJB53j58tW8Xm4sLyC2tYWuuh7IyG+ahrowTeyfxh7nDjzq2rN4JZF059qiPa2ser4/f3LOQfd/sw9JoJqHphpXL9jJ2fE8l6EXakWEYnHJqTxYt3N3yvhgNN6trVu1n4/oDDBuRweSpfTiQV847r21oMiM4PiGCW351RrNSLd/7/hj++qfP/Za9+c5lo4iMbP1M+qoqF3t2FRMXH+G3PCSA2+2lttZDVJSjoVxIUVE177+7mW+W5+B0ehmYlcy8swZ1SJkdwzCIjgmjotzZZIZu4zIbJnXJwYjILr3QXFrplPE96JYRw/685vcDhmFw/tknTynTguJqqms9pCdHEXYcD6jmTc7ks+V7yTnQ/GealZnAtHF1fTKmTejJyo35zfap5/B46TsgmZEjMpg1rS9JLfT2ERE5kRzzXUi3blpyJF3Plo0Hg46XldSQt6+MnpkJHRSR1DNrKvBtWwq1lRgpmRiZozCMk+NhSe9rzmf77f9g6KhIrNbDj44qK7zs2u7E7ar7Au7zmLirPNijmr91R/cJfgNri48hPEOJNzmx2SwWZvXtw/82+6/3nBQZzt3/dxofLNzDx0v2cLCkmrTESOZOyuTsqX2wWi3EWMOY33cQ8/sOAqC0xsWSXYU4PV5Gdk+gb1LXbL60a38573y1k2835ePeXozD31J/E57913LGn9qL8A5sZitysjn/wmGsWZNHZYX/B4oA+A73h6j31ec7GDairrbshd8ZydQZ/Vm2cDeVlU56ZSYwfmIv7PbmSbb+/ZP5w5/O5M03NrByxT68XpMBA5OZf85gxh+xOnT1in0s+moXzho3vfsmcvq0fqRlxFBwsJJ7/vk1OfV1p02T+LhwrrluAmMOnaOwoIrXX17L8iV7cLu8JCRGMmPOAMZP7MVf/rSA0tLDq5tXr9rPmtX7+eG1E5g+o3+rfm5VVS42rs3D6zMZNCSVhMTWJe8KC6roOyCJtSv3N29WyeF/m6bZ6nNK12azWbjjl2dw/6NL2dJolUlMTBhXfXcUI4d3/R4Ne3PL2b23lKgoByMGpzabhLZ5ZxHPvLGBTYdKZ0VH2pkzJZPvnTME2zGUfIqKsPOPmyfz/HvZfLFiLzVOL9ERdmae0pMrzhqE49B704Th6dhsFjye5n24TOA73xnJRbM7thSgiEhnYZhmkHXhEjIzZswAYMGCBSGO5MTy6XvZvPjvb4Puc9ej55LerfVlDOT4eVe+g3fxy+BtVGIioRv2s3+JkdQjdIF1kPKFy9lz+9/8jtVU+9i8vqbh36f8tj9ZFzd/SGp6TZbfsJbag/6/8Pe67mL6/eyqNolXpDPz+Hzcu+wblu/Pa7I9NszBb6dMol/CyfcQdtGa/dz17Ao8XhOL10fCgaqgVXZ/fPNkJjcqlyEibS83t4z/vryWlStz8flMwsNtuF1evB4fhumnErZp0qNnPN+9aiyDhqb6TcYHcuBABVVVLjIyYgkPt+HzmQ1JshXf7GX3jmJcLg/fLN1DaXFt02sbcM6Fw/jgoy04nc1L9Bgm/OJXU+nZK4E/3v4RxUXVzfaJTY6kpKy22XYAh8PKw4+dT3R04Nn8pmny+str+fDdzbgOxWC1Gkw5oy/fv25CwJ9FbY2bfz++nG+W5uDz+g43ogy0Gtw0ufzKMcw7d0jAWOTEs3N3MXtySomKdDB6ZMZR/W51RiVltTzw5HLWbjo8OS0hLpyrLxvFlAl1D9S27Snh9nsW4vRTduu0sd355TUTjisGl9tLVY2b6EgH9iMeDny8ZDcPHOqLU/9eV5+QMg0Y0DuB+34+ldUrc1n89S6qKl307B3PjFkDyNB3dBE5wSlJ30kpSd8+igqq+NmP3gzYLKhH73j++sDZHRzVyc23dSme9+/2PxiTjP2qhzBsJ3ZDs+3X/YKajYFLd+3YWktZSd1NdESKg7nPjyK6W3iz/SpL+rDu9k9xHSxqsj15xikMfeBXWBwtdM0UOYFsKihk8b5caj1uBiQmMrV3LyJsJ9/s8KoaN1fc8TE19Yktl5eEguZJtMYuv2oMc89RkkqkI1RXu6mpcRMfH87f/7iA7EaJNZ8BYGI5lEerTy3HxIZx/qUjOLOFxtPZ2QW88OIqdhyaKRsWZmPq1D5877ujOLC/gnvu/JKiwkbvB4e+Fh45gx/AazXA4j+53S09hhHD0vn0w+b3MibgsxmBE+PAD68Zz4wzB/gdKymt4ZHHl7Fu3QEsPhOru+4hRn1m7/Tpfbnupkl+j73nzi9ZvSK36etroVzrb/4wg8EdUIJHpD14fSY/+8On7PZTG95iwO9uPZ2RQ9P4wyNLWLEhcMmZ+28/g/6922dSw/3/Wc0nS/Yc3tDofedQZUFm9Epo+rtL3YO5H/1kEpOmZLZLXCIincHJ921VTmpJKVFMmzOQBR80/xJhWAwu/O6ojg/qJOdd+XbgwYpCfFsWYx06reMCamMVS76h+L/vULNpK5aIcGKnTSbp8guwp9aVnvE5nUET9ACxcdaGJH1NgYsPv7+Gsbdm0fesdPA5ISwFEicQM3Qsp356MfnvfUX56mws4Q5S555G/Phh7f46RTqbISnJDElJDnUYIVVWVstTL63GV1KLzWrgcVjx2SwNk0kDyeiu3hUiHSUy0k5kZN1D9OmzBpC96SA+AzwOK6bFwF7rwTiizWlFuZPnn/wWh8PK1AClYnbsKOKvf/uioUGtCdS4PHz86Tb27y8nf08pJcU1TQ9qVPblyPcIi8/EFyBJv39/OZUlNX7HAAwfmJbACfKyALPsP1+4i8efXYHXa4LDihdwh5nYnV5snropuF9/uYsz52bRp19Sk2P37C5pluRrKUEPEHEU9flFOptvVuf6TdAD+Ex4/YNssgYksSpITXiARav3t1uSPrzxSgXz8IM349C/LT6Tlav2c2TBHa/X5ImHlzL4KEpdiYh0Ne2WpPf5fGzYsIH9+/dTW1t7zM1hRdra964ZT1xcOJ++n01FeV1pkG4947jou6MYM6FnC0dLWzK9HswD24Lvs38zdNEkfdGrb3HwsWcb/u11uSh560PKv15G5kN/w9E9AwxL3ZfGIIuazCNKNtYcdGEfcBHG4MmYpq9J7X5rRDjdLp5Nt4tnt/XLEZEuoPBgJZ99sIUlX++itLQWr8Ug/NAsVp/FoDIuDGekjfBq/82m4xIjGDFafYdEQmHSlEyWL8thyZr9dfcGPhPDG/j+4J3XNnDatH4NzVkbe+ONjbjdXkzAazMwLYdns6/eUoDD6SVgUY/G9SfqBVt7bUBtrf/3FAMwfCamD3w2/CbKu3WPxefzUVhUTZjDRlxcODt3l/Do0982vz0yDNxhViw+b0Pz64fvXcQ9j5zbZLf1a/YHCdi/5JQoeqkvlXRha1pIvm/IPkhtrYcAi8obuFzNy+C0lSljuvHOVzvBNLG5fEeU1zLwWQ2qox1EVjixHBGnx+Pjq893cN5Fw9stPhGRUGqXJP1//vMfHn30UYqLixu2NU7Sl5WV8d3vfhePx8Mrr7xCfHx8e4Qh4pfFYnDupSOYd8FQ9u8tw2630q2nZg12JLN8L+buzzCLsv1/EWysi5a6cRcVc/DJF/2OeYtLOPjkC/T4wy+wOOxEnzKaymWrAp6rtPTwjXJ4ajxj/34tvc6dDHDSNNcVkZZtzy7g7j8toKbaDdS9vdp8JlYPuB0WLKZBdJmTyrgwrG4fdnfTJ4COcBs/+/U0vwk/EekYRqT9cCLbAFeUHcPrw+b2YT0iYX8wv5K83DK694xvst3j8bJqdV2S2mu31CXoG7MYuMKtOGq9zc4JYFoMvEZdAIZpYgnyoAAgKtJO97QYdmwrCriPAVi8Zl3pm0bi4sMpKKziJ//3LkWH6tlnZSWzZ38ZthoPhq9uBr7HbsFXX9v60L8dh8p45edX8tWCHWzecIDdO4uJjHQQE9+8LGBLzr94uN7/pEtr6f+9BhAT5aBXRgw5eRUB9xvaPyng2PEa1j+ZcUNSWbXuQMB4TYuB22ElzE8fjAP7A8ctItLVtXmS/i9/+Qv/+c9/ME2T6OhoqqurObLsfVxcHMOGDePtt9/miy++4Pzzz2/rMERaZLdb6d03sc3Ol7uvjOLCalLSokjPUFObQMyCjZhrngDTUze7KiYcs9z/MmcAy4CJHRdcGypfsBA8/meVAVQs+gZvdQ3WyAhSf3ApVSvXYbqb7x81dgSzXrieolXbsEdHkD59NFaHHW9lFSXvf0b5V0sxXS4iRwwh8YKzCOuR0Z4vS0SCWLkpn7cXbGfr7hIiwm2cNrYH58/sT0Ls0SeLjpZpmvzr/sUNCfrGDMDu8uG1WbB4vdidXspSInHUeIj1+kiICWP8+J6cf/5QomPC2j1WEfFv544ili7fe3hDffkZqwW31YLp9GLzNH245m8hns9nYpomPoPmCfpG5/Y4LFhrDifBTMBnNZocY2LgswZJ1JsmZ80fTHp6DI/cuyjo6zNMmtSFj4yyM2hoGv95aW2T/bZuOojVY3K4k46Jze3DY7fgCrc2rAxqHMNTjy5t8rMwIWAN/UMvv2H/hMQILrh4BFOn9wsav0hnN3ZEBh9/uTPg+Khh6VitFi44cwD3P+9/glC31ChOHRn8+4TT42XFnhJq3T6GdYsl7Sjvc8IqXVg9vqAlqDx2/0n6+ISIo7qWiEhX0qZJ+kWLFvHiiy8SFRXFXXfdxcyZM5kyZQpFRc1nVcyfP5+33nqLBQsWKEkvXdq+vaU89dhytm0tbNg2aEgq11x/KukZMSGMrPMxfV7MTf8B83Ay2pIShbfSib91l0bmaCw9hnZkiG3GW1oefAePB19lJdbICKKGDSLzn3ew/8Gnce6sa6RkOOzEz5pKxs3XYI2MIKbv4fIT7sJidv/fb3HtO7yUu3brTkre+5Ref/0V0eNHtcdLEpEg3l6wnSdfW9/w78pqN298uo1FK3P5x89OJ7mdv1RuXn+AgwcCzy4zAMM0MTCIKnfiCbOS0S+Rf9w8hdiorrliSeREkZdXziMPLmHnzmJ8dkvAxJXHYcHqOVweIjk1im49mq8GdThspKZGkVcUvEm0z2rBxNtwPtMSIKlvGGC3YHp9zWa+Tprcu6H0xLfLcvhmSU7Qa2YNTCYqNpwBA5IZMSqDX//mk6Y7mCZWT/Oa+AA2tw/fof4aDXX6TRPM5osyDeoeXgb6Wf7wx6eQmhaDzWah34AkrFatTJSub+yIDAb0SWTbruJmY1arwYVnDQZg5sTeFJTU8OqHW/A0evDXu1ssd/z41KC/D6+t3sdjX++krKZuUoDVMJg5OJXfzBlEpKPl9FLu/nLWrjuAEWZraBTrV4Cx06f3bfEaIiJdVZsm6V966SUMw+Dmm29m5syZQfcdNWoUANnZ2W0ZgkiHKimu5m+//4zyQ7Xt62VvOshff/8pf7vnLGJOsFmJNbUePvpiO18u2UNFpYvMnnHMmzGAcS3MuACgaDM4mzYzMsLtWDMT8eVXYFa56jY6IrEMm4518nfb4RV0jLDM4P0NrLEx2BLiG/4dPX4UA194kJrtu/FVVhGW2RNbvP8VGQce+neTBH09s9bJvr/cx8DX/o3FbvdzpMjJo7rWzSdL9rBw1X5qXR4GZSZy9hl9yezW9iudistqefqNDX7HDhZX8/zbG7n1qnFtft3GCg9WtbzToY6xFhPGpcVw+22nExHWbu2JRKQVqqvd/PXPn1NcVF2XaA7W3PRQveb6EjXnXDgsYHmWuJiwFpP0RwrUGBbAZ5rMnZeFx+kld18ZScmRXHTJCNLSD09ImXfukBaT9FdcNY6+h0ppvP9+drMV1xav/wR9PZvLh8dhxeo+fFzA/U2w2S0YBrgPlfeKiw/n4stGckaAhrsiXZnFYnDHLafx2HMrWL56P75Dk6DSU6P44WWjGTIwuWHfy+YNYu6UPixZnUtVrZsBvRIYOSgFI8h70Acb8rjz4y1NtnlNk4835VPl9HD/xaNajHHHzroHCBavD68lYGcMrEeU5AO44JLhdFNzexE5gbXpN7N169YBcMEFF7S4b3R0NNHR0RQWFra4r0hn9cmHW5sl6OuVFNfwxWfbOef8rjkT3J/qGjd33PUlO3NKG7aVlNWyekM+l54zhO+c18JrdfmfXW5E1CXqTbcXY9BlGL1OxbB37YcbMVMnYX3sGbwlZX7H4886E8NPIj2if2bQ83pKyyn/ennAcW9JGRULlxM3fcpRxStyIimrdHL7/YvY06je6q7ccj5dtodf/GAcU0Z3b9PrfbE8B2+QLmyLVuVy4+WjCXME/jJ6vJJTo1reqdH37v07ipWgF+kEFn61k+JDyfSgs0oPMQ2DyCg7510ynGlnDgi4X2xM2KEa8IHPlRgbTrjDRklxTV2yP9gDAqC0rJab/29ywPF+A5Lp2TuevXtK/Y73ykxoSNAD1Dqbl/kzWmhoafhMDK+vrlQGBO1rZABel5d/PnIuB/LKcTisDByUis2mWfNy4oqJdvCLGydRWFzNnn1lREU6yOqX6Df5Hh8bxryprZ+Z/tSS3QHHFu0oIvtABYPSg68kjwive1OyeuvK8Pl93zFNLB4vPgPCHTayBqVw5tyBjBnXo9Wxioh0RW16h1JaWtqQfG8NwzDw+Zo/IRXpKtaszA06vnrFvg6KpGO88UF2kwR9Y6++s4m9+1so8RKZFnTYsNswug3v8gl6AEuYgx5/+RWW6OaJs6jxo0n+wWXHdF5PYRF4m9dnbMx94OAxnVvkRPHM25uaJOjrebwm972wmura5nXbj0dphf+HtfVcbh9VNW17zSMNHp5OWpASa6ZBky/CNdXuhhl2IhI669blNfy9oWZ7EN+7cjQP/fsC5p49OOh+gwalYvGZdY1XA/jB90bzwGPn8dAT5/P4sxeTEB+8LFdsK1aHXnfTRKKim5fQio52cO1NTfsMDRyQ3Gy/1rwrhdXUlehJ7xbDhIm9gu4bHRNGamoUo8Z0Z8iwdCXo5aSRnBjJ2BEZDOqfFHR2fGvlltawpzj46pwlOwM3j643ckQ60dEODBOsHm/z9zyfid3lBauFPoNTefSpC/jlHdOVoBeRk0KbTqGKiYmhrKwMl8uFwxG8vmlRUREVFRWkpQVP2ol0Zi0lOE60BMjni3a3OP79S0YEHDcS+mFGd4PK5qVaAEgeihHRds18Qy1y6CD6v/Q4pR8soGbTFiwR4cROP42oCaOP+WbZlpwIVmvQRL09LeVYQxbp8mqdHr76NvAD0hqnh69X5jJncuZRnzuvqpzP9m1lS8lBrBYLo5O7M73HAHqkBZ81FhvlINZP0qotGYbBdT+dzD1/XED1Ec1jTZqXseiVmRCwTIaIdJzGv4cGYPGZ+Kz+fzcH9E/irPnBk/P1zpjej3ff3UxFhRO3w4LZuMa0aXLO7CwmTagrzZeQGAnA6adn8vY7mwOec2orZtxm9kviL/ecxacfbmHdqv0YBowY3Y0z52WRlNx04sKwYWn07h3PnkYz731WA2uQ++fBw9P4v9tOw+32kZAYQXmZk9Xf7mtSV7ux06f3xaJ68yIdojVfbxwOG5dfOpJ/PfUtBnUz6utXERk+s6Hklc9qcPXVYwkPVwlPETl5tOkdy4ABAzBNk7Vr17a475tvvgnAsGHD2jIEkQ41bGR60PHhranT3kWYpklJWW3QfYpLa1o8jzHiagjzU0swKg1j6OXHGl6nZY2NIek759HjT7+k269uJvqUMcc1m8UWH0fM5PGBrxcXS8xppx7TuV0HC6lcvRHn3ryWdxbppMoqnTjdwVeb5B9lnWaAjcUH+NO3H/Nl7nbyqsvZV1nKu7s38qdvP2bIsHiiIgJ/iZw1JRPbMSaJXF4PORWl5FdXtrhv/6wU/vLA2cw7fyg9e8eDxcBnqathfeQ359lzs44pHhFpW6PHNC2/ZfH6n/3eo3sst940qdXnjYkJ41e/nkZqahQOlw97rQeby0uUAf/3g3F8//JRzY45++wh9PDTiBZgzuyB9O3buokUySlRXHblGP5+/3z+dt98vnPlmGYJeqh7uPjzn51Or56Nrmkx8AZ4u7TZLfz056cTExtOYlIkhmEQFx/OD68/1e9Dx34Dkjk/yOQREWm97vER9EmKDLrP5L5JQcfrzZzej/POHQKGUfdw0qz7YxgGps2Cz2bBtBjkHWj53kdE5ETSpjPp586dyzfffMODDz7IM888g83m//TLli3joYcewjAM5s+f35YhiDTYua2Q0pIa0jNi6dazfRrMzJ6XxVef76C2pnlNzehoBzNmBa4V2tUYhkF6ahQHgjQn7NZCDUIAIzoDJv0W9i/DLMoGw4KRMhwyxmNY23emaVspXr+T7EfepmjNdsISYuh7+Qz6fmcaFnvH1HfO+L9rqN22C3defpPthsNB91//HxbH0c04cRcWs+8fj1G+eAUcKkEWNWoI3X/2YyL69W6zuEU6Qlx0GGEOK05X4ER9WgtfMo/k8fl4atMyXL7m5yxx1vDa7rX86roJ/PXx5dQcUWN51KAULj9r0FFdr/6ab+zYwJd7d1LlcWFWm8TtCiO2NJyEqAgmnNKTiZN6Y7c3rXOflBLFJVeOprS8lt17y+qm5h6ZoJ+XxdQZ/Y46JhFpe5OnZPLeu5s5cKhElwHYPD58BljsVk6d1ItTx/dk7JhuWC1H97CvT99E7nvgHNau3c/+3HLi4yMYN74HYQH6UURHO/jjH2by3vvZLFy4m4oKJz17xjFr1gBOP63P8b5Uv5KTo7jrrrmsW3eArVsLWbMql93bijANs0ntm+gYB3c9cDZR0c1L7kyZ1peemfF8+sEWdu8sJiLSzsTT+jDljL442rEXiMjJ5oeT+/Dbdzb6HTu9fzIDW1hZ2Nj4Md1544PsoPtERXWN74YiIm3FMM0WCh8eBbfbzQUXXMD27dsZPXo0V155JX/4wx8oKyvj448/ZuvWrXz44Yd89NFHeL1eRo0axcsvv9wmNdJONDNmzABgwYIFIY6k69m+pYBnHlnGvka10wcNTeOa/5tIylHcOLTW1uwCHn94CQcbPenv1j2W62+eTJ9WzjjqKt76aAvP/Xed3zGb1eDxf5xFUkIEpmlCxQ6oLQJ7DMQNxLCcGA0Ktz//CYt++E9Mb9Nl1elnjOTM9/+OLaJj6ul7yisoeecTyr9agulyEzlyCEkXnEVYZs+jOo+3uoZtP7gVZ07zEkTWuBgGPnMvjozUtgpbpEPc/5/VfLJkj9+xiDAbL/xtNpFHsXx6VcE+Hlm/KOC4Afxj0jngtPDRwl1s3VNCRJiN08f1YMKIDKzHUFbm8fXLWJqXA4Av38T7iRdcTffJ7JPAb+6Y0exL7LfLcnjwH18DjXJc9SGYcPMvTmf8qcHrOItIxykqquaJx5exYf2BhvLMvXvH84NrxjNw4MlVws40TRYv3M3nn2zjwP5y4hIimDq9HzNmDWj2UFJEOt5ba3N59KsdFB8qrWezGMwZks7ts7MIP4rfUdM0uen2DzmQ73+2fGJ8BI/fcxZWlasSkZNImybpAfLy8rjmmmvYsWNHwOS7aZoMHDiQp556ipSUk+vGs7WUpD82B3LL+f3PPqDWT4O+5JQo/vLAfCIi2/6JvGmabN54kKLCKlJSoxk05MRManq9Pv7x6FK+Wd00oWu1Gtz0g/GcMak3ZnUe7HwFnI0aB9mioPd5GPGtq6PaWVXnFfG/zMvxuZuvnAAYdccVjP7jVR0b1HEqfONDcv/5eMDx5EvPpvtPr+nAiESOX1mlk9vvX9SseazNavCLH4xjyujuAY70b8Herby0bVXQfX49dib94po3QTwaHq+PWo+Pwupy7nj5E8xdPkwPmAVAgL6z40/rwS03nd5k291/+Zy1qwL0/gBGjOnGz387/bhiFZG2l3+ggry8CuLjw8nsc2JN9BCRE4fb62PV3lJq3V6GZsSS7GeFS2usXn+AOx9Y1KynhMVicOv1E5k4Xs1iReTk0uZTWzMyMnj99dd55plneO2118jNzW0ynpaWxsUXX8zVV19NZOTRLTcXaclH72zym6AHKCyoYuHnO5jVyoZbR8MwDIYMO/GbIFutFn554yRWrM3jy6V7qKxy0bt7HLOn9aVHRiympwq2PQueI0rieKpg5yuYWddhRB1dcqwz2f7sxwET9ABb/v1Bl0vSly/8Jvj4om+VpJcuJy46jHt/NpVPlu7h61W5OJ0esvokcs7UvvTKiCGnYh+51QcwMOgV3Z1uUem4PT68Ph/hjua3RskRzWspN2YxDJLCg+8TTG5pDU98vYPPsw/idnrovbMUe0Wj0joBmkgCrFi6j2enLuTSAacQEV73ELq4hZr7xYVHX5NfRNpfWnoMaa0oHSgiEkp2q4VTMo//QeLo4en8+fZpvPH+Zlaty8P0wchhaZx/1iCGDjoxJ72JiATTLvUnwsPDuf7667n++uvJz8/n4MGD+Hw+kpOT6d696ybopPNbuzI36Pi6lfvbJUl/MrFYDCaM7saE0d2aDxaubJ6gr2d64eBi6HNJm8RRtWMvB95fiK+6lrgxg0iZcQqGtW6JZdW+AmoOFBPdO43wlPiA5zDd1XBwBWb1AbBHY6SOw4gMfENYsTN4Q9WavCI8Nc4OK3nTFkxP4IcOrRkXaa286hJWHNxOobOcGHsEY5L70jc2ePPt4xERbuPcaf04d9rh2uvVnhre2v0hxc6Shm0bS7JxlobzyX+tuJzQv1c8F87sz9Sxh2dvDU/KIDEskmKn/+T2iKRuxIdF4Pa5qXZXYrc6iLS1Lmm/v7SGHz73LcVVdbVs0vZVYK9o9LC5hUo5pgfW7NnLsk9zCN8WxYxZA0hOiWLvntKAx6SmRbcqNhGRjuJyeVi2NIf9+8uJiw1n0pRM4uLCQx2WiLSzgf2TuP3mKZimiWnitwm0iMjJot2LRKelpZGWduLPMJauoY2rO8mRKnYFHy/fedyXMH0+Nv/2EXJf/rDJ9sg+3en/u+tZd9er7P9sFZgmhs1K7/OnMOGBm4hITWh6npJszOznwes8vG3fAsweM7Bkzmt+XdMkMiOh2fbGwpLjulSCHiB67AgqVzTvM2BYDRInJ5AyuyfmursgLAlSxmMkjgxBlNLVLT2QzYd7VzXuAcjaot2MS+nPuZkTOiyOL/cvbpKgrxcWX8uI02ys+CyM7Tml3PX0CopKarhgZl3zb4th4YdDxvP6jq+wWbzUeAz2Vxl4TYPUiGi+M2Akawu/YU/lTrxm3YOt5PBUhieOIz7s8EyzXWXFbC8rwmGxMia1OzGOMP69aGdDgt7i9RFTXHt0L8oASyREjoKDSyt59cXVJCVFYhI4vz/tzP5Hdw0RkQCKi6uprfWQmhqFzXZsNeM3b8rnvnsXUVlx+J7s5ZfW8N0rRjN7TlZbhSoinZhhGEf2uRcROem0W5Le6/WyZ88eysrK8LQwE3P8+PHtFYacZIaP7sZXn24PPD7Gz+xvaTtGC419LMff8Gv3v15rlqAHqN6Vy+qr7iB/X6Oku8fL7v99RcnG3cxf9gi2yLoZWaarHHPzc+BzNTsP+xZgRmVgpIwG6hqrFj7/P0re/wxHWTmjJ0Rx8ICbvH0ufE3LJzLgqtnH/fo6WtK5syh49R28peUN2wyrQeb1vYkZFAN4wF1R96dyN2bFLoze54UsXul68qpLmiXo660o2E5mTCojkzLbPY7i2hLyqvMDjvcc6GH9YgfOmrpviC+8l82ZE3sTE+Vgf9VetpUtYUhS/f2MybAkg0hbP6Z2G83qwoUU1B5ocr7C2oMszPuUbuVjWL2kkLUFByhLcUKmgWExeCF7FfN6Z/HppoKGY2xOL5Yjf1AmYJoE+uYa3hcsYSZlH5gYhyrkFBdWB0zQnzkvi1HjVONVRI5PdvZBXnlpLVu31L2HxcaFM2vWAM67YCgWS+sbPZaW1nD3P76ipqbp90WPx8dzz6ykW7dYho/IaNPYRURERDqjNk/SHzhwgPvuu49PPvmE2tqWZ4MZhsGmTZvaOgw5Sc05ZwjLFu7GWdv8wVBCUiSnTdfswXYVPxjKtgQZH3Jcp/d5vOx97t2A41bDJCzcwFnbNMtVtmkPO//zGQOvnV+34cBy/wn6Q8z9izBSRuNzOtlzy++o2bytYczusNC9VxixcVayN9RQvzgjaexARv72e8f+4kLElhBHvwf+yJ47/okzp67RZOLkhEMJej8KV2AmDMeI7ed/XLqEak8Nu8pzcPncpIQn0T0qPWCz9+O14uB2vwn6et8e3NYhSfoiPzPoG7NYIS7Zx8G9dQ8TnW4vi9fsZ9L4eL49uBAfTZ/KWS0mbt9ODtYkNUvQ1/OYbhZtXc6KTxptTDDgLBvuaB9v7tiM03N4pr3Xbmk2A94AMME0ms+Nt0RB3OlQ8aVJ7Wb/rys2LpzklCiSkqM448z+jPBXqkxE5Chs3VLA3//yOW734ffF8rJaXvvfegoLq7jux6e2+lxfLNjRLEHf2AfvZytJLyIiIieFNk3S7927l8suu4yioqJWlxVR+RFpS916xnHrHdN5+pGl5O+vaNjed0ASP/rpFKKiHSGM7iSQOBLyl0DtweZj1khInXRcp3ceKMSZXxR0H4fDgrPW22x7zluLG5L0ZlXw3gVU1SWrS95f0CRB31hMnI0ew1KoCU+k7+UzGHjNPOxREa14FZ1PxMC+ZL3yKFWr1uPcm0dc93VAWeADilaBkvRd1sqCdawu3Ngk6ZwQFsfsHlOJdbR9w8JCZ3nQ8aLaiqDjbcVusbe4j9vZ9N9VNW52lG9plqCv58PHjvIA2fFDug0/YkOJifmpB+N8OxYL2N0e3Pa62zGv3Up1rIOo8qYPEQ0TLGFg72niyjMwbBAxAKJHg2E3qWlesapBeVktv/rjTHr0ig8ap4hIa/331XVNEvSNffnFTs46ezDdu8e16lzbtxcGH98W/L5PRERE5ETRpkn6e++9l8LCQhITE7ntttuYMmUKycnJWK3HX+JCpLUGDU3jrkfOZeumg5SW1JDeLZbefY+/+7y0zLDYMQdeDTnvQulmqE9sRWdCr7MxwoLXdG+JNSK8ruRDkId7gR78eZ2NGjHaWkim2+rK4pR9+lXQ3fpPH0jmfX8Kfq4uwjAMoseOIHrsCMy1qyFYlTJ38KSrdF7ZpTtYWbi+2fYSZxkf7v2Ci/vOx9JS2aqjFGMP/vsWbe+YxoA9ojIIszhwBlhFU1FiUHKw6Wvv1yOeotogq4OAWm/wVYNWf3da+SZmgQ+iDeIO1lDY/fDDkYM9Yui5tRibp+l7ma8abCkGSWc3PZVrH5hugtq2pUBJehFpExUVTjZtDFw6DGD5shwuuPDIJ5T+hYUF/zoaHt7uLdREREREOoU2vetZsmQJhmFw7733cuqprV/mKNLWDMMga6gaFoeCYY+GfpdhuivAWQL2aIywtnlI4kiKI3HSSIoXr/E7bpomNdX+Z3alnT7icIwpYzDzvwl8oZQxAHgrqoLG460MPt5lhSdBZWXg8bDkFk/h3bUW79I38e3ZCDY71sGTsE66EEuilqwfD6/PR6mrmjCr7ZiS2+uKApeXK3NVsLtiH31jex1PiM2MSe7L2qLdgcdTOmZVhs1iY0LqGBYeWNZszOeFdYscNC4n07tbLCOzkvkqL/itkt3iwB2kfFZhoH7ahSbEGMQW1+IKs1KeHAmAO9xGTlYSiQeqiC2uwWIBa2/wOgxKv7XgrjSJHW3iSALTZ+LKa3lFosOhJJeItA23u/lqxSO5XC3vU+/Uib1ZtjQnyHjbfiaJiIiIdFZt+q3N5XIRHh6uBL2IYNhjwN72pTP6//wqVqz6Jb4aZ7Ox6mrw+vle6IiPZuC1Zx2OLX4AZvJIKFzbfOfwJIzuZwAQMbAPrpx9AWMJ79/nqOPvElImQOWeIOPBm3171nyG550Hob4SubsW76qP8W5ajOP7f8eSltlmoZ4sfKaPBbkbWZK/jUp3LQbQLzaNeb1G0TM6qVXnqPU6KXUFXwWRX1PQ5kn6vrHpjEvpz4qC5k29+8SkMj6lfXuFbNhWyIHCKpLjIxiR1ZdwaxhrijZSUFtXYqG2OILlX5gU7j+86i89OZI7rp2AYRh0j+pFiTNwOYY+MQPYUb6FGk+1396u274IcKDDwAg3MOIhOa+K2OJaKuPD8FktOGo8RFY48dksRFxgYksHXw14ik2qNhtUbTYwHCYWJ1icJgZHVqtvdJkwK6PHdfc7VlPtYvP6fHymyaAhaUTHhgV8nSIiAPHxEaSkRlFwMPBEhayslFafb9z47gwZmuZ3dn5iUiTz5g8+pjhFREREupo2TdL36NGDvXv3tuUpRUSaiBs5kHGv3MWOe16gaOEqME0ieqbT6+rzICmZJdfeg7PwcD31qN5pTH3pt0RmNE1kGlnfg+iemHlLwFkM1jBIHYvRcxbGobrciRecRdmCRf7L61gtJJ4/rz1fasgYiSMxK3ZC4crmg93nYEQGbjxpOqvxfPQE+GsVWluJ55OncFzx57YL9iTx3x3LWdloSrYJbC/P57FNn3HD0DPpEdXyahWrYcHAwAzSxtVqtE95unMzJ5AZk8q3B7dRVFtBtD2cMSn9GJ/SH5ulfa65PaeUu5/5ln0HDq8KSUuK5Jbvj+WcAbNx+9wYGNgsNs5ILWLxmv243F6GDUhm8qhu2G11pW9qPGHUeiHcT5gWotlYUkp2mRu3z0KkzSQ5zCTOAV43rH8XDvgrWR8G9DYwfSaGaWKa4HB6ScyvbrLb0OFppA61s6ZoH0SYxJxnYlsXRtEaJ6YTfKYBFgOrz6w7F3Dkk4JzLxpOZFTTfiymafLmK+v46O1NDY3W7Q4rZ8wawGU/GIvV2rYlj0TkxGGxGMw7axDPPePnHgHo0SOOkaNa36DaYrHw819O5bX/ruPLL3ZSVeXCZrMw4ZSefOfyUSQkdM1+PyIiIiJHyzDbsHPrv/71L+6//36efvppJk6c2FanPSnNmDEDgAULFoQ4EjkWpmmSu7cMr8dH917x2GxKeLQHd3klPqcLR1I8hqXuZ+x1utj77lKqcwuJ7d+dbnPGY2mhL4bpdYPFiuGnFnfxWx+S98CT4D1cRsew2cj42fUkzJvRti+okzHLt9c1iXVV1JXASZkQNEEP4F37Oe637wuyh0HYT5/BiG3d7O+uyFe4B9+WpeBxYnQfjKXvWIzjSETvryrhvvUfBhwfHN+Nqwed0apzfZjzBXsPNUb254I+c0kO7/o9PIrLarnxz59RUdW8WHtEmI37fz2N7qnRLZ6n1uPivg1v4jM9ZETUJd8tBvhMKKyFQqcNr9m8xNa45F70KO3FfX9ZhMfTfNw4wwqpFnzLvbDXxGeAz2o0JNhtNgtTJvfmqqvGER5uo8xVQ0FNBbGOCAp3VPG3Pxy+NzB8Zt0fDj8aMw1ITY/hrPOHMn3WgGbXf/vVdbzxsp+VRMDMeVlccd2EFn82InJye/k/q3n/vWx8vsNfJXv1iue2X0wlJSXqmM7pdnspK6slKspBRETLzb5FRERETiRtmqR3Op1cfvnllJWV8cwzz9CzZ8+2OvVJR0n6rmvp17t48+W15OdVABAXH86cc4cw7/yhIY5MjpU7v4CSjz7Hc7AQe3oq8XNnYE/u+onM9uBZ8gaez54Juo/jugexpHdsqSDT54bSjVC9H6zhkDAcI7z1y/Fbdw0vno8fwbfpyybbjYTu2C/4DUZ8+jGd96O9a1mQuzHguIHBn8dfRJi15YRGQU0R7+z5FK/ZvC5U39jezOw+5Zhi7Gz+8+5mXv4gO+D4/DP68uNLR7Z4nm8LtvLh3hUN/7ZgYrOAxwe+gAVm6lYt3DL8PPbvqOCt/61n3Zo8TJ+JvbsF3wATTzZwsOkxRhRce91E4mIiyOydQFyc/54DHreXm69/i7LSWgyvD4ufu7jwCDt33DmbHr2bN+t2Oj389OrXqa7yX0ffZrNw378vIDZes1dFJLji4mq+Wb6X2ho3/QckM3RYGoa/ul8iIiIi0qI2LXcTFhbG008/zR133MHZZ5/N7NmzGT58ONHRwWernXfeeW0ZhkjILP5yJ0/cv7jJtrLSWl59bhXVVS4u+t7oEEUmx8OelkLq9y8NdRhdgpHSQj1zmwMjPrVjgjnErN4PO14ET8XhjQe+wEw5FaPHWYEPDHS+2hyo3gamD8K7Q+RADMOGd9lrzRL0AGZJLu63/o79+/cfU/LC5fUEjwcTj89HWCsm66dEJDG/1wyWH1zNgZoCAMKsDgbHD2BcyogWju78fKaJxTBYk30w6H5rNgcfr1fmalpz2YeBy39v6ia8po+NJTmMzxrIz347HY/Hh2mafFO0m+e3Lcfe38SzDrw5gAWsfeCCs0Zw+qC+LZ7bZrdywSUjeOZfyzECTLOorXHz+ktruflXZzQb27GlIGCCHsDj8bFx3QEmnn6C9twQkTaTmBjJnLlZoQ5DRERE5ITQpkl6gH379lFQUEBtbS3vvPMO77zzTtD9DcNQkl5OCD6fyRsvrQk4/tHbm5hzzhA15pMTmqX/GIyEdMySA37HrcPPwAg/tmXwx8L0uWHHC+CpbD5YsAwzLBkj5ZTWn6vwHaht1FS3aj2ULsWXdA7eNYFL0phFezH3rMHIPPoHdZkxKSw8sCXgeEp4DJE2R8DxI6VFpnBO5iwq3dW4fW5i7NHtVhe+I+SU7WRb8VpqPJXkl9vIKUrjQEnzxtKNWSzNH5YUltSwcmM+pmkyanAq6clRxDmO/f+rNZ7DMdSXPJuc3g+7xcp7OevJn1wBkyE5PIq5PYcyJb31DXRnzBrAhlW5rFoWuA/Qmm/3UVPjPqaSEZoIKyIiIiIi0rHaNEmfnZ3NFVdcQU1NDQB2u52EhASsLdSDFjkR7NlZTOHBqoDjbrePNSv3MWVavw6MSqRjGYYF+8W/xvWf30FVadOxHoOwzfphxwZUst5/gr5ewVJoZZKe0q+bJujrectgz/+gpjzo4b4D27EcQ5J+aGIPksKiKXL6fx2nZQw6phn60fbIoz6ms9lR+gUedtDjUFWXASlOvJk7uf3dRAhSjmb88MOlh7xeH4+9upZPFu9pqK1sMeD08T257jtD+cyyBrcv+GoGf1Ij4v1un5CayfiU3hysrcA0ITUiBkuA/34+n8myzQdZt7MIu83CacPTGdij7rxp6TFBr+/zmThrPc2S9P2zUoiKdlBV6X82vd1uYciIjOAvTkRERERERNpUmybpH3roIaqrq+nZsyd//vOfmTBhAhaLGmbKycHtbl7j+UgedyvqJIh0cZb0PoTd+DjetQvw5WwEmwProIlYsk45rgaqx6Q6cJNUAJxFmN5aDKv/+t/1TJ8TqjYF2aOs5Vgcx1bj22pY+OGgM3hmy1cU1B4u2WPBYGq3wUxMa94Y9GRQ7tqBhx3Ntm/bbsfnCf7QYnCfwz0lnn5zAx8t3N1k3GfCl9/sxWY1OPfsU3lj9xJ8RzSI9bktWOz+39PDCGdgXPeA1zcMg7SI2KAxFpTW8KunvmFX3uH/5i8t2M5pw9P59XdHk9kveF+MxORIYv3UtXeE2Zh73hBee3GN3+OmzRno97hAtmzMZ9P6A1itFkaP70HPzOZ18Lsqn8/k2yV7+Pqz7ZQW15CaHs0Zswcycmzg/7adQe7eUj55N5stm/Kx262MO7UX0+cOJCa29f9dRURERESkY7Vpkn716tUYhsH999/P0KFqkiknl959EoiMtFNd7fY7bhgwaGhaB0clEhpGeBS2U86BU84JbSDWFspLGVYwWvFR6CkF0//vNoAREYaR3gvzQI7/HSxWrAMmtnydAFIiYvnZyPlkl+5nX2URYVY7I5N6ER/WcaWDOpviWv8PTWpqW15VYLXWTSCorHY1S9A39sXyvVxxzhCuGzSHbwq2sr+qCLvFRgIp3P+/PIaPrSQlren/L5y1BjlbE7CMOb5JCn94bmWTBH29hesP8O8Psrlu7iASkyIpLqr2e/yZZw3yW9YH4OyLhuPzmXz41iZqDn1mOcKszJibxSVXtG61R2W5k/v//gXbNhc0bHv9P2uYMLk3P/rpZGz21j2QKzxYyWcfbGHTugNYrAajx/dg+pzQJ5R9PpPH713I8kWHV8/syyll1Tf7mHPOYC67elwIowts7YpcHrrrS9yNJgXk7Crh68+28+u/zSYp5eR9zxA5WezdU0r2pnxsNgujx3YnPrHrr5wTERE5GbRpkr6mpoaIiAgl6OWkFBZuZ8a8LN59bYPf8dETepLePfjMSRFpYwnDIf/rwONxQzAsrfgotLTcS8J6ymw87z8HnuZlRKzjzsWISWr5OsFCMAyGJHRnSELnnsXbUVw+/+WFumUEX9VkMaD3offiLbtLcLoC7+/1mWzYVsTU8T2Y32tCw/YnP9+G221h1bIYEhNcJFfV4NvrweM0qLTbKU2spqC8lpRjTDRv3F1M9t7SgOMfLt/LD2Znccsd07n3z59TckSi/vQZ/Zhz7pCg1zj3khHMOWcw2RsPYvpMBgxOJSq69b0NHr9vUZMEfb1vFu8hLiGC710zvsVzbM8u4O4/LWh4UACwa1sRX368jdv/Mou0jOAlfdrTkq92NknQN/bRO5sZNb4HgxuVTeoM3G4vTz64uEmCvl5hQRUvPvkNN/96WggiE5GOUF3l4rH7F7NmZW7DNqvNwplzB3L5VWOPqTSeiIiIdJw2rUXTu3dvPB4PXm/LZT9ETkQXXDaSaXMGNpu9OGpcd667eVKIohI5eRkR6ZA01v+gNQIyWpewMmzx4AhSp9uwYek7Hfslf8bIHEV9PXQjIQPbzB9hO+17RxW3tMxhaT4juKjKSolppdfAwDXkTx3VjdRDswptrSjJZ7M2T2rU15C3uk0il1XhWenGd9DEUuYjtrCWHttK2Lohv7UvpZlgCXqAaqeHnIOV9MpM4J+Pn8d1N09m5rws5l84jD/fP58f/mRSwFn0jYWF2xk5tjujxvc4qgT9vj0lrF8duJTU159tp7rKf837ej6fyeP3LWqSoK9XXFTNs48ta3U87eGrT7e3ML6tgyJpvVXL91JRHrhp8poVuZSV1nRgRCLSkR69b1GTBD2A1+Pjo3ezeed1/5OIREREpPNo05n05513HnfeeSefffYZs2fPbstTi3QJFquFq358CmdfOIw1K/bh9foYMjydHr1PnBq9Il1Oz3MgPAUKloGrtK7ETdwgyJiBEZ7S+vMkTIWDr4HpJwEcfxqGJQwjYwCOC3+H6awCrxsi4jRzrZ3EhQ3kYE0hACXVFl5aGc/m/DBMDIgB61Af1p0eLDVmwzEDMxP4yXcPl3MZ0i+RuGgHZQGaqEaE2Rg9OLXZ9kkDU3j6yx0k5VXi8DMT32LCf574hgnje2BvZdmXxiLDWr49iwyv28dutzJ5Wl8mT+t71Nc5Vtu3FAYdd9Z62Lu7hKwgJd42rcujID9wU+dN6w5w8EAFqS00yG0vhQeDNJwGigr8lxkKpaLCwM3roe7BSGlxDXHxx9YfQ0Q6r717Sli7KvDD04/fy2beuUOO6TNJREREOkabJumvvPJKvv76a373u9+RnJzM2LEBZi+KnOCSUqKYMTcr1GGICGAYFkidjJkyCbw1YLFjWOxHf56wbphp34Gy5VCzA/DVza6PHY8R2f+IfVX3ub3FOwZR4dpDiXM/D3ydTEFl01sab7gFx/AITrMnEWO1MW54OmOHpDWZYW63W/nOvEH867/r/F5j9qReREY0///K4O5xnNI7gYMbmpd7qVdR7mTF8r1MnJJ51K9t8rB0HnpzA84AzcYHdI+jZ0r0UZ+3rYS14iFCWHjwfQoPBk8oAxQVVIUsSZ+cGk1xYeBEfFJq5/sdT0kN/v8Jq9UgMVm1qUVORNkbDwYdryh3si+nlD79jq/0noiIiLSfNk3SP/roo4wYMYINGzbwve99jzFjxjBixAiiooJ/kbnpppvaMgwREZFmDMMA2/ElqAxHKqScjWn6ABPD0Iy0UDEMCz2jZ7Fk17cUVBb73afG6yUyK4LrJwXulXP2tH5YrRZe+SCb4rLaunP7TOxODwve2oy7uIZrrxmPzdb0v/UNU/vyx/e2Bo2xpdnYgcRGOrjizIH8+4PsZmN2q4UfzR98TOdtKyPHdScs3Iaz1n9ZobRuMfTumxj0HMmtSHKHssnpGWcOYOumwEmvM84c0IHRtM7oCT2JS4igrMR/SZsxp/QKeUNeEWkfVlsryre1Yh8REREJnTZN0j/88MMNy/pN02TlypWsWrWqxeOUpBcRka7EMPRFtzMwDCtr9wd/ULIs5yA3BUnSA8w7vQ+7N+XzxaLdAFi8JgZgAl99tYuwMBtX/2Bck2PSUmOwWg28XrPZ+eolJR97kvmy6f1Jjgvnlc93sDu/AsOA0f2TuXLWQIb3CZ4Ab2+RUQ7OvWQE/32++T2eYTG45MoxLZZ5GjIig5S06IAlb4YMTw/ZLHqAiVP7sG5VLssW7m42Nu+8IQwaFriUT6jYbBauv3UK9/31i2YPUNK7xfK9a1tu5isiXdPocd15PshnUnpGDD16xXdsUCIiInJU2jRJP368bv5FRESk4/jMwElyAG8L4wAlJTUsXrQba4Dkxhdf7OTii4YTExPWsC0mJowxE3ry7dIcv8dERzsYd2qvFq8dzJlje3Dm2B6UVbmwWQ2iwo++TFN7OeuCocTEhvHeGxvI318BQJ/+SZz/nZGMHNe9xeMtFoPrfjqZe/70ObU1TZvHxidGcNUNp7RL3K1lsRj8+NYpjJvYi4ULdlBcVE1aegxnzB7A8NHdQhpbMIOHp/PXB+az4MOtbNmYj91hZdypvThtRj8iIlvfHFhEupaExEhmzs3i4/ear8ACuPCykeqRIyIi0skZptmKb6/S4WbMmAHAggULQhyJiIhI5/XK2h38+9stAcdnD+jOz6eODHqOZctzuP/+xUH3+cXPT2fMmKbJ5+Kiav762084eMRscLvdwk9+fjqjx/VoIfquzzRNigqqsNosJCQefTmpgvwKPnt/C5vWHcBiNRg9oSfTZw8gVs1NRUSOis9n8s5r6/n4/S1UVjgBSMuI4aLLRnLqMfRHERERkY7VpjPpRURERDrS3KyevL5hFyU1rmZj4Q44vX8qPtPEEmQGoc16bLV8E5Mi+dM/5/LFJ9v5ZukeXC4vWUNSmXXWILr3iDu6F9JFGYZBcgsNS4NJSYvhsqvHtbyjSBfn8XkwDAOreplIO7FYDM67ZATzzhvKvpxSbDYLPXvHawa9iIhIF6GZ9J2UZtKLiIi0zq7iCv76xWp2l9TNaA8L9xAX68WwegFIjojk7H5ZzOzdz+/xtbVurr/hbWqOKLtSLybawaOPnofdruSaiBydnMo9ZJdsothZjIFBRmQ3hiUOJzE8KdShiYickHymjxUFe1h2cBflrlrSI2M5LX0AWfGdr5+MiEhjStJ3UkrSi4iIHJ31B4pZtG8Pi/J3+B2/JGsY5/Yf5Hfs7Xc28fLLa/2Off/7Y5g7J6vN4hSRk8OW0mxWF65stt1qWDmj23RSIlJDEJWIyInLa/p4YvNC1hfnNhub32s483oND0FUIiKt0/L6bhEREZEuYGhaApvL8wKOv719M9Vu/7Plzz1nCFd9fywJCYdroSclRXLND8crQS8iR83ldbGuaI3fMa/pZXXhqo4NSETkJLAob7vfBD3Aeznryaks7uCIRERaTzXpRURE5ISws7SYoprqgONOr5e1BQeY2K2n3/E5cwZy5pn9yckpBaB373gsFs1nEJGjt69qL17TG3C82FlEhbuCGHtMB0YlInJiW5y/Pfj4gR306p/YQdGIiBwdJelFRETkhODyBU6INezjDb6P1WqhTx99eROR4+P2+V+102QfrwvsHRCMSBfi85lYLGp2K8emqLYq6Hixs7KDIhEROXpK0ouIiMgJITM2gTCrFWeARLwBDExQs0YRaX8JYQlBx22GjRhHbAdFI9K5VVW7eP39bD5fvJuycicZadHMmdaPs2YOwKqEvRyFpPAo9lWVBhxPDIvquGBERI6S1nCLiIjICSHSbmdazz4Bx8ekdSMjWqUlRKT9pUakEe8InKjvE9sXu0XT6EWqqt389s4vefPDLZSVOwHIy6/kmVfWcs/jyzBNM8QRSlcyKa1f0PHJ6f07KBIRkaOnJL2IiIicMC4bPIIp3Xtx5Ly74clp/Hjk+JDEJCInpykZp/utOZ8R2Y1RSWNCEJFI5/P+Z9vYva/M79jSFftYtf5AB0ckXdlpGQMYltDN79hZvYbTK1olDUWk81K5GxERETlh2CwWrh81gXP7D2b1wTx8po9hyWn0iQteekJEpK1F26OZ22s++yr3crA2HytWukf3JDUiNdShiXQaXy3d0+L42BEZHRSNdHVWw8KPhpzOyoI9LDu4i3JXDWkRsZyeMYCs+PRQhyciEpSS9CIiInLC6RYdQzeVthGRELMYFnrF9KZXTO9QhyLSKVVWuY5rXORIVsPChNQ+TEgNXAJRRKQzUrkbEREREREREelwvXrEBR3v3SO+YwIREREJMSXpRURERERERKTDnTVjQMAxm9Vg1hl9OzAaERGR0FGSXkREREREREQ63Klju3PR/MHNtttsFm6+9hQyUqNDEJWIiEjHU016EZETlekFnIAdDHuooxHpMNtzSvlg0S72HqgkPiaMmaf2ZMKwdAzDCHVoIiIicoTvXjCM007pyeeLd1NaVku3tBhmntaHxISIUIcmIiLSYQzTNM1QByHNzZgxA4AFCxaEOBIR6XJML3i3gncv4AYMsKSBbRAYUaGOTqRdvf3FDp54fT1H3t1MHdudn181DotFiXoRERERERHpXFTuRkTkRGKa4F4J3p3UJegBTPAdANcSMKtDGZ1Iu8rJK/eboAf4amUuHy3e3eExiYiIiIiIiLRESXoRkROJWVD3xy8XeHZ0aDgiHemjxXv8JujrfagkvYiIiIiIiHRCqkkvInIi8eYFH/flAcM7JBTpOKbpBecu8FaCNRrCMjGMjvmI95pV1Hg24/LtBUwclm5EWIdgtcR2yPUb219QGXQ8r6CqgyIRERERERERaT0l6UVETije4xyXrsZ07oPyz8GsPbzRCMOMnYYR1qtdr+3xlVDq+giTw9eu8ZZR691OnONM7Ja0dr3+kZLigzeYS4oL76BIRERERERERFpPSXoRkROJEQ8EmU1vxHdQINIRTE8ZlH1Ms4cvphPKPsVMvADDltBu169wL26SoG+4PG4q3AtJcFyIYXRco9ZZE3vz4aLdAcfPnNi7VeepqnKx4OOtLFu8h5oaD/36JzH7rCwGZKW0UaQiIiIiIiIih6kmvYjIicTaE7AHGe/bYaFIB6jZSODVEV6o2dBul/b4SvEE7H8AXrMCt+9Au13fn6zMBC6c0d/v2PABSZxzRsv//y8rq+UPv/qY/760lpw9pRQcrGTZkj386Y5P+XLB9rYOWUREREREREQz6UVETiiGHezjwb0ScDYeAOsgsHZs+RFpZ+4WkuCu9kuS+8yW67v76Pga8D+8YBhD+iXx/sJd7D1QQXxMGDNP7cWcSb2x260tHv+/l9aQt7+82XbTZ/Lcv79lzLgexKpsjoiIiIiIiLQhJelFRE40lgRwTK9rEmtWAg6wdgMjLNSRSVszWkg6t2PzWIsR3eI+ViOm3a4fzMSRGUwcmXHUx7lcXpYGKZfjdvtYsnA3c+YPOo7oRERERERERJpSkl5E5ERkWMDaPdRRdH1mDZj7wCwHbGDJAFKgA+usBxXWB9z5wcfbic0Sh91Ix236n61vNeI6vHHs8aqqcuF0Bm+uXFxU3UHRiIiIiIiIyMlCNelFRET8MQ+CbwmYu4Fi4CD41oJvNZi+EAd3SPggsMb5H7PEQMTgdr18jH0yFiKbbTcII8Y+tV2v3R5ioh1ERgbp6QCkpre8gkBERERERETkaChJLyIiciTTBb71gL9kfBGYuzo6Ir8MiwPiz4awfhz+SDcgrC8knINhad8SR1ZLLAlh5xJlG4vNSMVmpBBpHUVC2HnYLUnteu32YLNbOX1av4Dj4eE2Jp3WfqsTRERERERE5OSkcjciIiJHMvPwn6CvH88Fs2+nKHtjWCMhbgamrxZ81WCJxLB0XGNTixFOpG0EkbYRHXbN9nThd0awfVsh27cWNtlut1u4/v8mtTjTXkRERERERORoKUkvIiLSTFUL407AS2f6GDUs4dCByfkTVUSEnd/8cSZLF+9h2aLd1NZ66NsviZlzBpCeERvq8EREREREROQE1HmyCyIiIp1GS2VibIC1IwKRELDbrZx+Rl9OP6NvqEMRERERERGRk4Bq0ouIiBzJ6NbCeEanKHUjIiIiIiIiIl2fkvQiIiJHMiLA6B9gMAoMzbAWERERERERkbahcjciIiL+WPqAGQO+HKACsIGRDkYvMNQ8VERERERERETahpL0IiLSbvZVFfLNwS3kVhXhsNoYktCb8ckDCLc5Qh1a6xjJYE0OdRQiIiIiIiIicgJTkl5ERNrF2qKdvLNnOSZmw7b8mlLWFe3iqoEzibKHhzA6EREREREREZHOQTXpRUSkzVV7nLyf822TBH29Imc5C/av6figREREREREREQ6ISXpRUSkzW0o3o3H9AYZ34Pb5+nAiEREREREREREOicl6UVEpM2Vu6uDjntMLzUeVwdFIyIiIiIiIiLSeSlJLyIibS7BER10PMxiJ9IW1kHRiIiIiIiIiIh0XkrSi4hImxuWmInDErg3+YikPtgs1g6MSERERERERESkc1KSXkRE2lyY1c75mZOwGs0/ZrpFJjK928gQRCUiIiIiIiIi0vkEnuYoIiJyHLLie/DjwfNYUbiN3KoiHBYbQxN6MzwxU7PoRUREREREREQOUZJeRETaTVJ4LLN7jA11GCIiIiIiIiIinZbK3YiIiIiIiIiIiIiIhIiS9CIiIiIiIiIiIiIiIaIkvYiIiIiIiIiIiIhIiChJLyIiIiIiIiIiIiISIkrSi4iIiIiIiIiIiIiEiC3UAYiIiIiIiJzMPD43eyp3UVCTj8Ww0C2yB92iemIxNKdKRERE5GSgJL2IiIiIiEiIlLvKWJS3gBpvTcO2vZW7SQhLZEr6DBxWRwijExEREZGOoKkZIiIiIiIiIbI8f2GTBH29Emcxa4q+DUFEIiIiItLRlKQXEREREREJgYKafMrdZQHHcytzcHprOzAiEREREQkFJelFRERERERCoNwVOEEP4MNHpbuig6IRERERkVBRkl5ERERERCQEwqxhrdgnvAMiEREREZFQUpJeREREREQkBDIiu2O3BG4MmxiWTLQ9pgMjEhEREZFQUJJeREREREQkBKwWG6OTxwNGszGbYWdU8riOD0pEREREOpwt1AGIiIiIiIicrHpGZxJujWBr2WYKag5gMax0i+zBwPghxDriQh2eiIiIiHQAJelFRERERERCKCUijZSItFCHISIiIiIhonI3IiIiIiIiIiIiIiIhoiS9iIiIiIiIiIiIiEiIKEkvIiIiIiIiIiIiIhIiStKLiIiIiIiIiIiIiISIkvQiIiIiIiIiIiIiIiGiJL2IiIiIiIiIiIiISIgoSS8iIiIiIiIiIiIiEiJK0ouIiIiIiIiIiIiIhIiS9CIiIiIiIiIiIiIiIaIkvYiIiIiIiIiIiIhIiChJLyIiIiIiIiIiIiISIoZpmmaog5Dmhg8fjtfrJSMjI9ShiIiIiIiIiIhIiGVkZPDiiy+GOgwRaQeaSd9JhYWFYbPZQh1Gm8rLyyMvLy/UYYiIiEgXovsHEREROVq6fxCRrkYz6aXDzJgxA4AFCxaEOBIRERHpKnT/ICIiIkdL9w8i0tVoJr2IiIiIiIiIiIiISIgoSS8iIiIiIiIiIiIiEiJK0ouIiIiIiIiIiIiIhIiS9CIiIiIiIiIiIiIiIaIkvYiIiIiIiIiIiIhIiChJLyIiIiIiIiIiIiISIoZpmmaogxARERERERERERERORlpJr2IiIiIiIiIiIiISIgoSS8iIiIiIiIiIiIiEiJK0ouIiIiIiIiIiIiIhIiS9CIiIiIiIiIiIiIiIaIkvYiIiIiIiIiIiIhIiChJLyIiIiIiIiIiIiISIkrSi4iIiIiIiIiIiIiEiC3UAUjXtGzZMp555hnWrl1LdXU13bp1Y86cOVx33XVERkZ2mnOKiIhI59GWn/UPPfQQDz/8cNB9/vCHP3DZZZcdT8giIiISQgUFBSxevJgNGzawfv16Nm/ejNPpZMKECbzwwgvHdW7lIESkMzFM0zRDHYR0LS+88AJ//etfMU2T9PR0EhMT2b59Oy6Xi379+vHSSy8RHx8f8nOKiIhI59HWn/X1SfqkpCR69+7td58f/vCHzJw5s41egYiIiHS0Z599lr///e/Nth9vkl45CBHpbDSTXo7Khg0b+Nvf/gbAn/70Jy655BIMwyA/P5/rr7+ejRs3cscdd/DQQw+F9JwiIiLSebTnZ/3pp5/OnXfe2dYhi4iISCcQHR3NpEmTGD58OMOHD2fTpk08+uijx3VO5SBEpDNSTXo5Ko8++ig+n49zzz2XSy+9FMMwAEhLS+Pee+/FYrHwySefkJ2dHdJzioiISOehz3oRERE5FhdddBHPPPMMt956K2eeeSZJSUnHfU7dl4hIZ6QkvbRaVVUVCxcuBOCSSy5pNp6Zmcmpp54KwEcffRSyc4qIiEjnoc96ERER6Sx0XyIinZWS9NJqmzdvxuVy4XA4GDFihN99xo4dC8DatWtDdk4RERHpPNr7sz47O5vbbruNK6+8kuuvv57777+fbdu2HVfMIiIicmJSDkJEOivVpJdW27VrFwDdunXDbrf73adXr15N9g3FOUVERKTzaO/P+s2bN7N58+aGf3/++ec8/vjjXHnllfzyl7/EarUeQ9QiIiJyIlIOQkQ6KyXppdXKysoAiIuLC7hP/Vj9vqE4p4iIiHQe7fVZn5yczDXXXMOsWbPo2bMn0dHR7Nq1i5deeolXXnmF5557DpvNxi9+8YvjewEiIiJywlAOQkQ6KyXppdWcTidAwKfNAA6Ho8m+oTiniIiIdB7t9Vl/2WWXNduWlZXFH//4R3r06MHdd9/Nc889x+WXX06PHj2OMmoRERE5ESkHISKdlWrSS6uFhYUB4Ha7A+7jcrma7BuKc4qIiEjnEYrP+quvvprU1FQ8Hg+ff/55m5xTREREuj7lIESks1KSXlqtNUu+WrN0rL3PKSIiIp1HKD7rrVYrI0eOBGDPnj1tck4RERHp+pSDEJHOSkl6abXMzEwA9u/fH/Cpc05OTpN9Q3FOERER6TxC9Vlfv4zd4/G02TlFRESka1MOQkQ6KyXppdWGDBmC3W7H5XKxbt06v/usXLkSgFGjRoXsnCIiItJ5hOqzftu2bQCkp6e32TlFRESka1MOQkQ6KyXppdWioqKYMmUKAP/973+bje/evZtly5YBMGfOnJCdU0RERDqPUHzWf/nllw1J+smTJ7fJOUVERKTrUw5CRDorJenlqNxwww0YhsHbb7/Nq6++immaABw8eJBbb70Vn8/HzJkzGTRoUJPjLrvsMqZPn86zzz7bZucUERGRrqGt7x+2bdvG7373O7Kzs5ts9/l8vPfee9x2220ATJs2jREjRrTfCxMREZFOSTkIEelqDLP+3UiklZ599lnuvPNOTNMkIyODhIQEtm/fjsvlok+fPrz00kskJiY2OWb69Onk5uZy00038ZOf/KRNzikiIiJdR1veP2zevJnzzjsPgPj4eLp164bVaiUnJ6eh2du4ceN47LHHiI2N7bDXKCIiIm0rLy+v4TMfwOVyUV1djc1mIzo6umH7Nddcw7XXXtvwb+UgRKSrsYU6AOl6rrrqKrKysnj66adZt24dRUVFdOvWjTlz5nDdddcRFRXVKc4pIiIinUdbftZ3796dn/70p6xZs4YdO3awZ88eXC4XcXFxnH766cyfP5/58+djtVrb8RWJiIhIe/N6vZSWljbb7vF4mmyvra09qvMqByEinY1m0ouIiIiIiIiIiIiIhIhq0ouIiIiIiIiIiIiIhIiS9CIiIiIiIiIiIiIiIaIkvYiIiIiIiIiIiIhIiChJLyIiIiIiIiIiIiISIkrSi4iIiIiIiIiIiIiEiJL0IiIiIiIiIiIiIiIhoiS9iIiIiIiIiIiIiEiIKEkvIiIiIiIiIiIiIhIiStKLiIiIiIiIiIiIiISIkvQiIiIiIiIiIiIiIiGiJL2IiIiIiIiIiIiISIgoSS8iIiIincrtt99OVlYWt99+e0iuf8UVV5CVlcVDDz0UkuuLiIiIiMjJxRbqAEREREQEHnroIR5++OFm2x0OBwkJCQwZMoRzzjmHuXPnYhhGCCLs+j777DM2b97M4MGDmTlzZqjDERERERERATSTXkRERKTTSU5ObvhjGAb5+fl88cUX3HLLLVx33XW4XK5Qh9glffbZZzz88MN89tlnQffLyMigT58+JCQkdFBkIiIiIiJyMtNMehEREZFOZvHixQ1/9/l87Nixg7///e8sXryYr7/+mgceeICf//znIYzwxPaPf/wj1CGIiIiIiMhJRDPpRURERDoxi8XCgAEDeOyxx+jduzcAL7/8Mh6PJ8SRiYiIiIiISFtQkl5ERESkCwgLC2POnDkAVFVVsWvXLgDKy8t56KGHOP/88xkzZgzDhg1jypQpnH/++fzxj39k6dKlAc+5evVqfvaznzF9+nSGDx/O2LFjueiii3jyySeprq72e0xrmqo+9NBDZGVlccUVVwTc55133uE73/kOo0ePZuzYsVx88cW8+uqrmKbZmh8HH3/8Mddddx0TJ05k2LBhTJo0iR/96Ed8+umnzfZdvnw5WVlZvPnmmwC8+eabZGVlNfmzfPnyVr3G6dOnk5WVxRtvvEFtbS0PPfQQc+fOZeTIkUyZMoWf//zn7N27t2H/0tJS7rnnHmbPns2IESOYPHkyv/nNbygsLAz6+qqqqnjyySe59NJLmTBhAsOGDWPq1KnceuutrF27tlU/IxERERER6RpU7kZERESki0hLS2v4e0VFBfn5+Vx22WXk5uYCdbPuY2JiKC4upqCggE2bNrF9+3YmTpzY5Dw+n4+77rqLZ599tmFbZGQkNTU1rF+/nvXr1/Pmm2/y1FNPkZGR0aavwTRNfv3rX/PGG28AYBgGsbGxbNiwgXXr1rF8+XIcDkfA410uF7/4xS/48MMPm7zmkpISvvzyS7788kvmz5/PnXfeid1uB8But5OcnExFRQVOp5OwsDBiYmKanLd+39aqrKzk0ksvJTs7m7CwMAzDoKCggHfeeYelS5fyyiuvYJomV199NTk5OURERODz+SgsLOS1115jxYoVvP7660RHRzc7d3Z2Nj/+8Y/Jy8treI0REREcOHCA999/nw8++IDbbruNa6+99qhiFhERERGRzklJehEREZEuYv/+/Q1/j4uL46GHHiI3N5cePXrwl7/8hQkTJmC1WvF6vRw4cICvv/66IYHf2COPPMKzzz5LfHw8N910E/PnzychIQG3283q1av5+9//zqZNm7jpppt47bXXMAyjzV7DCy+80JCg/973vseNN95IYmIiFRUVPPfcczz88MPNEuiN3XfffQ0J+uuvv54f/OAHxMXFUVZWxjPPPMNjjz3Ge++9R0ZGBj/72c8AGDNmDIsXL+b222/nzTffZN68edx5553H9ToeeughYmJieOqpp5g0aRKmabJ8+XJuu+02CgoKuPvuu8nNzSUqKopXX32VUaNG4Xa7+fTTT/n1r3/N7t27+fe//81Pf/rTJuctKCjghz/8IYWFhUybNo0bbriBwYMHY7fbKSoq4sUXX+SJJ57g7rvvpl+/fkyfPv24XoeIiIiIiISeyt2IiIiIdAGVlZW8++67AMTHx9OnTx9Wr14NwK233srEiROxWq0AWK1WunfvzmWXXdaQqK6Xm5vL448/jt1u58knn+SKK64gISEBqJtNPmHCBF544QXS09PZsGEDn3/+eZu9BqfTySOPPALAueeeyx133EFiYiIAMTEx3HTTTVx33XWUl5f7PT4/P5/nn38egGuvvZaf/vSnxMXFAXUPLX76059yzTXXAPDss89y8ODBNovd32t56qmnmDJlChaLBavVyqRJk7jtttsA+PDDD9m/fz/PPPMMo0aNAup+vvPmzeMHP/gBAB988EGz8z7wwAMUFhYye/ZsHnvsMUaMGNEwyz8pKYmbb765oWlwsJJDIiIiIiLSdShJLyIiItKJlZeXs3TpUq688kry8/OBuprpFouloVRKQUFBq8/35ptv4vF4mDhxIiNGjPC7T3R0NDNnzgTg66+/Ps5XcNiiRYsoLS0F4MYbb/S7z3XXXUdYWJjfsY8//hiPx0NYWBg/+tGP/O7z4x//mPDwcNxuNx9//HGbxO3PrFmz6NOnT7Ptp512WsPfL7744oYHII1NmTIFgD179lBTU9Ow3el08s477wBwzTXXBFzBcO655wKwadOmFmvbi4iIiIhI56dyNyIiIiKdTFZWVsCxc845h+uvvx6AqVOnsmbNGu6++2527tzJmWeeyejRo/3WOa+3cuVKAL799lsmT54ccL/6xrGNS+wcrw0bNgCQkZFB7969/e4THR3NsGHDGuL0d/ywYcMClsSJiYlhxIgRfPPNNw37t4dADziSkpIa/j58+HC/+yQnJzf8vby8nIiICKDu9TmdTqDuYUNrygzt37+/yflERERERKTrUZJeREREpJNpnHR1OBwkJCQwePBgzj77bE499dSGsWuuuYbs7Gw+/vhjXn31VV599VUsFgsDBw5k8uTJXHTRRfTt27fJuetLwNTU1DSZxR1IbW1tG70qKCoqApo2wPUn0Hj98enp6a06vn7/9hDoQYjNZmtxn/qyRABut7vh743L87Q29tb8NxQRERERkc5NSXoRERGRTmbx4sWt2s/hcPDggw+yefNmPv30U1auXMnatWvJzs4mOzubZ555hltuuYXrrruu4Riv1wvAj370I2699dZ2ib8lx9uItrXHt2XD247g8/mAurjXrVuHw+EIcUQiIiIiItIRlKQXERER6eIGDx7M4MGDgbqZ2d988w2PPvooK1as4J577mHKlCkMGTIEgJSUFHbt2sXWrVuP6Vr1s8CDzbCvqKjwu72+FMyBAweCXqO+9n6g4/Py8lp1fH1T2q6ifgWFaZps27aNoUOHhjgiERERERHpCGocKyIiInICsdvtTJ48mSeffJLw8HAAli1b1jA+ZsyYhm31TVyPRmxsLBA80b5u3Tq/24cNGwbUJdlzcnL87lNZWcnGjRuDHr9hw4aADwIqKysbrn9kTfj6mfWmaQaMPZSGDx+O3W4H4KOPPgpxNCIiIiIi0lGUpBcRERHpolwuV8Axh8PRMOvdYjl8y3fhhRdis9moqanhzjvvDHp+t9tNVVVVk22DBg0CYNGiRQ3NZRtbunQpq1ev9nu+yZMnExcXB8Cjjz7qd58nn3wy4Cz92bNnY7PZcDqdPPnkk373eeKJJ6itrcVutzNr1qwmY/U14svLy/0eG2qRkZGcffbZALz44ostrnY4locsIiIiIiLS+ShJLyIiItJFTZs2jXvuuYc1a9Y0Sdjn5OTwi1/8gqqqKiwWC1OmTGkY69WrF9dffz0Ab775JjfccAMbNmxomF3u9XrJzs7m0UcfZdasWWzevLnJNefOnYvFYqG0tJRbb721YUZ9bW0tb775JjfddFNDIv5I4eHh3HDDDQ3X/utf/0pJSQlQNwP+kUce4V//+lfDbP0jpaWlceWVVwJ1yfgHH3ywIeFeXl7Ogw8+yBNPPAHAVVddRWpqapPjBw4cCMDKlSvZsWNH0J9tqNxyyy2kpqZSXV3NFVdcwauvvtrkoUJJSQmffvopP/nJT7jttttCGKmIiIiIiLQV1aQXERER6aIKCwt54okneOKJJ7BYLMTExOB0OhtmohuGwS9/+Uv69+/f5Lgbb7wRr9fLY489xoIFC1iwYAFhYWFERERQWVmJx+Np2PfI5qt9+vThxz/+MY8++ihffPEFX3zxBTExMdTU1ODxeJg+fTpZWVk89thjfmO+8sor2bRpE2+//TbPP/88L774IjExMVRWVuL1ejnrrLNwOBy8+eabfo+/5ZZb2L9/Px999BGPPPIIjz32GDExMVRUVDQ0Xp0/fz4333xzs2NnzZrFvffeS3FxMfPmzSMhIYHIyEgA7r33XkaNGtW6H3w7Sk1N5dlnn+WGG25g9+7d/O53v+P3v/89sbGxuN3uJqsXJk2aFMJIRURERESkrShJLyIiItJFPf300yxfvpyVK1eSl5dHYWEhAL1792bs2LF897vfbajj3phhGNx8883MnTuXl19+meXLl5OXl0dlZSUxMTFkZmYyadIkzjzzzIaGtI3dfPPNZGZm8tJLL7F161a8Xi9ZWVlcdNFFXHbZZTz88MMBY7ZYLPzjH/9g0qRJvPzyy2zduhWPx8OQIUO46KKLuPTSS/nVr34V8HiHw8EDDzzAxx9/zGuvvcb69eupqKggPj6eYcOGcckll3DmmWf6PTYuLo4XX3yRRx55hBUrVlBcXNwwk9/pdAb9WXekfv368e677/Lmm2/yySefsHnzZsrKyrDb7fTu3Zthw4YxY8YMpk6dGupQRURERESkDRhmZ+2cJSIiIiIiIiIiIiJyglNNehERERERERERERGREFGSXkREREREREREREQkRJSkFxEREREREREREREJESXpRURERERERERERERCREl6EREREREREREREZEQUZJeRERERERERERERCRElKQXEREREREREREREQkRJelFREREREREREREREJESXoRERERERERERERkRBRkl5EREREREREREREJESUpBcRERERERERERERCREl6UVEREREREREREREQkRJehERERERERERERGREFGSXkREREREREREREQkRJSkFxEREREREREREREJESXpRURERERERERERERC5P8B+UUDATus/DQAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Local variability or local change can also be visualized using `plot_branch` function\n",
    "palantir.plot.plot_branch(\n",
    "    ad,\n",
    "    branch_name=\"NaiveB\",\n",
    "    position=\"mellon_log_density\",\n",
    "    color=\"EBF1\",\n",
    "    color_layer=\"local_variability\",\n",
    "    masks_key=\"palantir_lineage_cells\",\n",
    "    s=100,\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "90dd4868-8ac1-4118-99d3-e88a967bfc97",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:17:37.566422Z",
     "iopub.status.busy": "2023-07-09T15:17:37.566273Z",
     "iopub.status.idle": "2023-07-09T15:17:37.753011Z",
     "shell.execute_reply": "2023-07-09T15:17:37.752314Z",
     "shell.execute_reply.started": "2023-07-09T15:17:37.566409Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# In the Mellon manuscript, we use the Blues colormap for plotting changes\n",
    "palantir.plot.plot_branch(\n",
    "    ad,\n",
    "    branch_name=\"NaiveB\",\n",
    "    position=\"mellon_log_density\",\n",
    "    color=\"EBF1\",\n",
    "    color_layer=\"local_variability\",\n",
    "    masks_key=\"palantir_lineage_cells\",\n",
    "    s=100,\n",
    "    cmap=matplotlib.cm.Blues,\n",
    "    edgecolor=\"black\",\n",
    "    linewidth=0.1,\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4fe785e9-e305-4a98-b4b9-1cb1ee1e5987",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:17:37.754005Z",
     "iopub.status.busy": "2023-07-09T15:17:37.753743Z",
     "iopub.status.idle": "2023-07-09T15:17:38.049286Z",
     "shell.execute_reply": "2023-07-09T15:17:38.048567Z",
     "shell.execute_reply.started": "2023-07-09T15:17:37.753990Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/fh/fast/setty_m/user/dotto/mamba/envs/mellon_v2/lib/python3.10/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
      "  cax = scatter(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1207.5x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# UMAPs can be plotted with subsets of cells to explore densiies\n",
    "sc.pl.embedding(\n",
    "    ad[bcell_lineage_cells],\n",
    "    basis=\"umap\",\n",
    "    color=[\"mellon_log_density_clipped\", \"celltype\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e0f6f3a-5ac7-420b-b2a4-e5229606c26f",
   "metadata": {},
   "source": [
    "## Step 5: Saving and Loading the Predictor\n",
    "\n",
    "The predictor can be serialized to a dictionary and saved directly within the Anndata object. We can then write the Anndata object to disk, reload it, reconstitute the predictor from the saved dictionary, and apply it to our data. The final check verifies that the deserialized density function is identical to the original."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5e3ba31c-d5ea-48d4-a406-d8ba5df619b7",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:17:38.050432Z",
     "iopub.status.busy": "2023-07-09T15:17:38.050128Z",
     "iopub.status.idle": "2023-07-09T15:18:07.964383Z",
     "shell.execute_reply": "2023-07-09T15:18:07.963042Z",
     "shell.execute_reply.started": "2023-07-09T15:17:38.050414Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Convert to dictionary and save to Anndata, then write Anndata to disk\n",
    "ad.uns[\"log_density_function\"] = predictor.to_dict()\n",
    "ad.write(\"data/adata.h5ad\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef881ff3-a63c-4123-8a2d-5a21d410c799",
   "metadata": {},
   "source": [
    "The function `mellon.Predictor.from_dict` reinstates a previously saved predictor from an `AnnData` object. Here's a brief demonstration:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e0fc8fda-1579-46f7-a530-d191378943b1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:17:38.050432Z",
     "iopub.status.busy": "2023-07-09T15:17:38.050128Z",
     "iopub.status.idle": "2023-07-09T15:18:07.964383Z",
     "shell.execute_reply": "2023-07-09T15:18:07.963042Z",
     "shell.execute_reply.started": "2023-07-09T15:17:38.050414Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Reload Anndata and reconstitute predictor\n",
    "ad = sc.read(\"data/adata.h5ad\")\n",
    "predictor = mellon.Predictor.from_dict(ad.uns[\"log_density_function\"])\n",
    "\n",
    "# Apply loaded predictor and verify it's identical to original\n",
    "log_density = predictor(ad.obsm[\"DM_EigenVectors\"])\n",
    "assert np.all(\n",
    "    np.isclose(log_density, ad.obs[\"mellon_log_density\"])\n",
    "), \"Deserialized density function differs from original.\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c602e91e-e619-42ad-8244-8e51f8fb2589",
   "metadata": {},
   "source": [
    "Alternatively, you can directly serialize the predictor to disk, bypassing the Anndata step."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9cc6ca5c-bec1-4023-802b-88e5df85df95",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:18:07.966051Z",
     "iopub.status.busy": "2023-07-09T15:18:07.965674Z",
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     "shell.execute_reply": "2023-07-09T15:18:10.249605Z",
     "shell.execute_reply.started": "2023-07-09T15:18:07.966029Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2023-07-09 08:18:08,056] [INFO    ] Written predictor to data/density_predictor.json.\n"
     ]
    }
   ],
   "source": [
    "# Serialize the predictor to a JSON file\n",
    "predictor.to_json(\"data/density_predictor.json\")\n",
    "\n",
    "# Load the predictor from the JSON file\n",
    "loaded_predictor = mellon.Predictor.from_json(\"data/density_predictor.json\")\n",
    "\n",
    "# Apply the loaded predictor on any data\n",
    "log_density = loaded_predictor(ad.obsm[\"DM_EigenVectors\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "513a3207-5576-44b0-a21f-72030910dfbd",
   "metadata": {},
   "source": [
    "# Advanced Applications\n",
    "\n",
    "Mellon offers access to all its intermediate results, giving you the flexibility to supply your own versions. For example, you can provide specific landmark cell states or parameters, opt out from relying on the built-in heuristics, or employ your preferred optimizer. Even custom Bayesian inference schemes can be used on the log-posterior probability for the final inference.\n",
    "\n",
    "## Tunable Parameters\n",
    "\n",
    "Mellon's architecture facilitates a customizable approach to cell density computation, providing numerous tunable parameters for model refinement. This adaptability allows you to tailor the model to the unique demands of your dataset. In the following section, we will explore some of these parameters in greater detail."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "67461c87-837e-45fc-8681-a096c6aa3a05",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:18:10.251303Z",
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     "shell.execute_reply": "2023-07-09T15:18:10.838728Z",
     "shell.execute_reply.started": "2023-07-09T15:18:10.251284Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "X = ad.obsm[\"DM_EigenVectors\"]\n",
    "nn_distances = mellon.parameters.compute_nn_distances(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dddf2eb7-3928-4db4-a5a4-b97be92f7044",
   "metadata": {},
   "source": [
    "The `length_scale` parameter determines the smoothness of the resulting density function. A lower value leads to a more detailed, but less stable, density function. By default, Mellon calculates the length scale based on a heuristic to maximize the posterior likelihood of the resulting density function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "53becace-cb1a-4b28-b3ff-a7f2eed9c08e",
   "metadata": {
    "execution": {
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     "shell.execute_reply": "2023-07-09T15:18:10.844512Z",
     "shell.execute_reply.started": "2023-07-09T15:18:10.842070Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "length_scale = mellon.parameters.compute_ls(nn_distances)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e735aa83-ed72-417a-899a-c9cbb2383491",
   "metadata": {},
   "source": [
    "Landmarks in the data are used to approximate the covariance structure and hence the similarity of density values between cells by using the similarity to the landmarks as proxy. K-means clustering centroids usually provide good landmarks. The number of landmarks limits the rank of the covariance matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ee12d32a-6a62-420d-bad6-fbd07dea95a1",
   "metadata": {
    "execution": {
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     "iopub.status.busy": "2023-07-09T15:18:10.845443Z",
     "iopub.status.idle": "2023-07-09T15:18:13.444353Z",
     "shell.execute_reply": "2023-07-09T15:18:13.443278Z",
     "shell.execute_reply.started": "2023-07-09T15:18:10.845626Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 12.2 s, sys: 29.5 s, total: 41.7 s\n",
      "Wall time: 2.55 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "n_landmarks = 5000\n",
    "landmarks = k_means(X, n_landmarks, n_init=1)[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ce92dca-9786-4aea-8ba6-361c3947d309",
   "metadata": {},
   "source": [
    "You can further reduce the rank of the covariance matrix using an improved Nyström approximation. The `rank` parameter allows you to set either the fraction of total variance (sum of eigenvalues) preserved or a specific number of ranks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "382443db-9062-4cc7-90db-5fd93788a6df",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:18:13.445950Z",
     "iopub.status.busy": "2023-07-09T15:18:13.445659Z",
     "iopub.status.idle": "2023-07-09T15:18:32.076415Z",
     "shell.execute_reply": "2023-07-09T15:18:32.075586Z",
     "shell.execute_reply.started": "2023-07-09T15:18:13.445929Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2023-07-09 08:18:13,452] [INFO    ] Doing low-rank improved Nyström decomposition for 8,627 samples and 5,000 landmarks.\n",
      "[2023-07-09 08:18:31,454] [INFO    ] Recovering 99.900076% variance in eigendecomposition.\n",
      "CPU times: user 3min 10s, sys: 1min 13s, total: 4min 23s\n",
      "Wall time: 18.6 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "rank = 0.999\n",
    "cov_func = mellon.cov.Matern52(length_scale)\n",
    "L = mellon.parameters.compute_L(X, cov_func, landmarks=landmarks, rank=rank)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37ba4c60-4827-4231-b336-6701eea64b87",
   "metadata": {},
   "source": [
    "The `d` parameter denotes the dimensionality of the local variation in cell states and by default we assume that the data can vary along all its dimensions. However, if it is known that locally cells vary only along a subspace, e.g., tangential to the phenotypic manifold, then the dimensionality of this subspace should be used. d is used to correctly related the nearest-neighbor-distance distribution to the cell-state density."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "3950f83c-143f-473e-8859-4c12f91f941f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:18:32.077683Z",
     "iopub.status.busy": "2023-07-09T15:18:32.077427Z",
     "iopub.status.idle": "2023-07-09T15:18:32.081068Z",
     "shell.execute_reply": "2023-07-09T15:18:32.080389Z",
     "shell.execute_reply.started": "2023-07-09T15:18:32.077667Z"
    }
   },
   "outputs": [],
   "source": [
    "d = X.shape[1]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a6a942c-6b81-470a-b647-f56e52adbcc4",
   "metadata": {},
   "source": [
    "Mellon can automatically suggest a mean value mu for the Gaussian process of log-density to ensure scale invariance. A low value ensures that the density drops of quickly away from the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "fc0011b9-08a7-49c4-8f77-6c8b8dd8802f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:18:32.081937Z",
     "iopub.status.busy": "2023-07-09T15:18:32.081740Z",
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     "shell.execute_reply.started": "2023-07-09T15:18:32.081924Z"
    }
   },
   "outputs": [],
   "source": [
    "mu = mellon.parameters.compute_mu(nn_distances, d)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dacfb150-aa8e-4b17-9b82-9bd51ac38e6c",
   "metadata": {},
   "source": [
    "An initial value, based on ridge regression, is used by default to speed up the optimization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "8d9375f9-3730-4617-8521-f774ded4109f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:18:32.105094Z",
     "iopub.status.busy": "2023-07-09T15:18:32.104517Z",
     "iopub.status.idle": "2023-07-09T15:18:42.476846Z",
     "shell.execute_reply": "2023-07-09T15:18:42.475801Z",
     "shell.execute_reply.started": "2023-07-09T15:18:32.105062Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2023-07-09 08:18:32,358] [INFO    ] Computing 5,000 landmarks with k-means clustering.\n",
      "[2023-07-09 08:18:34,853] [INFO    ] Running inference using L-BFGS-B.\n",
      "CPU times: user 20.1 s, sys: 30.6 s, total: 50.7 s\n",
      "Wall time: 10.4 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "initial_parameters = mellon.parameters.compute_initial_value(nn_distances, d, mu, L)\n",
    "\n",
    "model = mellon.DensityEstimator(\n",
    "    nn_distances=nn_distances,\n",
    "    d=d,\n",
    "    mu=mu,\n",
    "    cov_func=cov_func,\n",
    "    L=L,\n",
    "    initial_value=initial_parameters,\n",
    ")\n",
    "\n",
    "log_density = model.fit_predict(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bbe20bde-0dce-4dbf-b7be-027f7218d2fe",
   "metadata": {},
   "source": [
    "## Stages API\n",
    "\n",
    "Instead of fitting the model with the fit function, you may split training into\n",
    "three stages: prepare_inference, run_inference, and process_inference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "3aa0f772-b661-4d88-bede-d2ebf63ac63a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:18:42.478187Z",
     "iopub.status.busy": "2023-07-09T15:18:42.477885Z",
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     "shell.execute_reply.started": "2023-07-09T15:18:42.478170Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2023-07-09 08:18:42,479] [INFO    ] Computing nearest neighbor distances.\n",
      "[2023-07-09 08:18:43,056] [INFO    ] Using covariance function Matern52(ls=0.007897131365355458).\n",
      "[2023-07-09 08:18:43,058] [INFO    ] Computing 5,000 landmarks with k-means clustering.\n",
      "[2023-07-09 08:18:45,507] [INFO    ] Doing low-rank Cholesky decomposition for 8,627 samples and 5,000 landmarks.\n",
      "[2023-07-09 08:18:49,572] [INFO    ] Using rank 5,000 covariance representation.\n",
      "[2023-07-09 08:18:50,573] [INFO    ] Running inference using L-BFGS-B.\n",
      "[2023-07-09 08:19:06,873] [INFO    ] Computing predictive function.\n"
     ]
    }
   ],
   "source": [
    "model = mellon.DensityEstimator()\n",
    "model.prepare_inference(X)\n",
    "model.run_inference()\n",
    "log_density_x = model.process_inference()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afc9278a-b63c-48e8-bd1e-0497e0ce1f9b",
   "metadata": {},
   "source": [
    "This offers the flexibility to make interim modifications. For instance, should you wish to utilize your own optimizer, you can replace `run_inference` with it, using the I/O from the three stages as follows:\n",
    "\n",
    "```python\n",
    "def optimize(loss_func, initial_parameters):\n",
    "    ...\n",
    "    return optimal_parameters\n",
    "\n",
    "model = mellon.DensityEstimator()\n",
    "loss_func, initial_parameters = model.prepare_inference(X)\n",
    "pre_transformation = optimize(loss_func, initial_parameters)\n",
    "log_density_x = model.process_inference(pre_transformation=pre_transformation)\n",
    "```\n",
    "\n",
    "Note that `loss_func` represents the negative log posterior likelihood of the latent density function representation. Hence, it can be incorporated into custom Bayesian inference schemes aiming to infer a posterior distribution of density functions, including the uncertainty of their values."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "836ab141-2168-43ab-846a-f1a2ee8ca67a",
   "metadata": {},
   "source": [
    "## Derivatives\n",
    "\n",
    "After inference the density and its derivatives can be computed for arbitrary cell-states."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b49d2709-d67e-4a8b-ba29-4c0a3899607a",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-07-09T15:19:08.527921Z",
     "iopub.status.busy": "2023-07-09T15:19:08.527702Z",
     "iopub.status.idle": "2023-07-09T15:19:11.243148Z",
     "shell.execute_reply": "2023-07-09T15:19:11.242652Z",
     "shell.execute_reply.started": "2023-07-09T15:19:08.527905Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 15.6 s, sys: 12.9 s, total: 28.5 s\n",
      "Wall time: 2.71 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "gradients = predictor.gradient(X)\n",
    "hessians = predictor.hessian(X)"
   ]
  }
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