{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b2b9f65c",
   "metadata": {},
   "source": [
    "# Trend Analysis in Cell Differentiation\n",
    "\n",
    "In this tutorial, we'll provide a guide on how to use the Mellon library in conjunction with Palantir to analyze trends in cell differentiation trajectories. This will involve loading a scRNA-seq dataset, selecting cell differentiation branches, calculating gene trends along these branches, and finally, visualizing these trends.\n",
    "\n",
    "Please refer to the [Density estimator single-cell analysis](https://mellon.readthedocs.io/en/latest/notebooks/basic_tutorial.html) for set up and data download instructions\n",
    "\n",
    "Firstly, let's import the necessary libraries:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "99f6f238",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-14T21:43:02.315758Z",
     "iopub.status.busy": "2023-08-14T21:43:02.315195Z",
     "iopub.status.idle": "2023-08-14T21:43:07.154052Z",
     "shell.execute_reply": "2023-08-14T21:43:07.152873Z",
     "shell.execute_reply.started": "2023-08-14T21:43:02.315733Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import palantir\n",
    "import mellon\n",
    "import scanpy as sc\n",
    "\n",
    "import warnings\n",
    "from numba.core.errors import NumbaDeprecationWarning"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d856eff9",
   "metadata": {},
   "source": [
    "We'll enable inline plotting for the notebook and suppress the NumbaDeprecationWarning for cleaner output:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0478b4f5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-14T21:43:07.156494Z",
     "iopub.status.busy": "2023-08-14T21:43:07.155803Z",
     "iopub.status.idle": "2023-08-14T21:43:07.170368Z",
     "shell.execute_reply": "2023-08-14T21:43:07.169527Z",
     "shell.execute_reply.started": "2023-08-14T21:43:07.156466Z"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "warnings.simplefilter(\"ignore\", category=NumbaDeprecationWarning)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a6eb7b5",
   "metadata": {},
   "source": [
    "## Step 1: Reading and Displaying the Dataset\n",
    "\n",
    "We start by loading the scRNA-seq dataset. For this demonstration, we will use a publicly available dataset of T-cell depleted bone marrow:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "76c3f97b",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-14T21:43:07.171842Z",
     "iopub.status.busy": "2023-08-14T21:43:07.171329Z",
     "iopub.status.idle": "2023-08-14T21:43:15.285972Z",
     "shell.execute_reply": "2023-08-14T21:43:15.284929Z",
     "shell.execute_reply.started": "2023-08-14T21:43:07.171820Z"
    },
    "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": "bb2f5e6f",
   "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, Mellon densities, and UMAP representation. The anndata object also contains primed and lineage specific accessibility scores."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff8d3f11",
   "metadata": {},
   "source": [
    "## Step 2: Branch selection\n",
    "\n",
    "To evaluate density along a differentiation branch, we need to select all cells that we consider to represent different states along this branch. \n",
    "\n",
    "For manual selection, we write a pandas DataFrame with boolean values to a `ad.obsm` array and name the columns according to the selected branches:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7007f62a-47ce-4996-a00e-dc0885c70cfd",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-06-24T02:00:56.739369Z",
     "iopub.status.busy": "2023-06-24T02:00:56.739005Z",
     "iopub.status.idle": "2023-06-24T02:00:56.747850Z",
     "shell.execute_reply": "2023-06-24T02:00:56.747145Z",
     "shell.execute_reply.started": "2023-06-24T02:00:56.739336Z"
    }
   },
   "source": [
    "```Python\n",
    "ad.obsm[\"custom_branch_mask\"] = pd.DataFrame(\n",
    "    {\"NaiveB\": ad.obs[\"NaiveB_lineage\"] == \"True\"}\n",
    ")\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cc22cced-155c-44d9-a110-6524dace0dec",
   "metadata": {},
   "source": [
    "Lineage cells used in the Mellon manuscript are available at `ad.obsm[\"palantir_lineage_cells\"]`\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dec33e03",
   "metadata": {},
   "source": [
    "We can inspect this selection using Palantir:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "497f7525",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-14T21:43:15.287472Z",
     "iopub.status.busy": "2023-08-14T21:43:15.287085Z",
     "iopub.status.idle": "2023-08-14T21:43:16.675463Z",
     "shell.execute_reply": "2023-08-14T21:43:16.674534Z",
     "shell.execute_reply.started": "2023-08-14T21:43:15.287450Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Wn7z99tv46le/CiFE2uaXzz77LObPnw+/349zzz0XTU1Njvsfe+wxzJ8/H16vF/PmzcOPfvQj6779+/dDCIHf/OY3OP300+H1evGLX/wiba09PT249NJLcf755+PJJ5/EWWedhdmzZ+Okk07CPffcg4cfftg6dteuXTj//PPh9/tRWVmJz372s2hra8v7dbn11lsxY8YMeDweVFdX4+qrr877XCIiIiIiIiIiIqJRDdHPO+883HnnnVi9enVex69btw4zZszAfffdh/nz5+Pyyy/H5z73Odxzzz0jvNKxraOjA88++yyuuuoq+Hw+x31VVVX49Kc/jV//+tcwDAO1tbWoqanB7bffjqamJkdI3tPTg3vuuQc///nP8be//Q0HDhzA9ddfb93/yCOP4Fvf+ha+853v4PXXX8d3v/td3HzzzfjZz37meMxvfOMbuPrqq/H6669j5cqVaet99tln0dbWhhtuuCHj85Hd7E1NTVi+fDmOPfZY/Otf/8Kf/vQntLS04OMf/3her8sTTzyB//qv/8LDDz+MvXv3YuPGjVi8eHFe5xIREREREREREREBgGu0FzAQL730Es455xzHbStXrsRPf/pTJBIJuN3utHPi8Tji8bj1cTgcHvF1Hm579+6FYRiYP39+xvvnz5+Pzs5OvPvuu6ioqICqqpgyZQqqqqocxyUSCaxbtw5HHnkkAODLX/4ybr/9duv+O+64A/fee6/1psfs2bOxa9cuPPzww7j44out46699tqcb4zs3bsXADBv3rycz+uhhx7C8ccfj+9+97vWbY8++iimT5+OPXv24Oijj855/oEDB1BVVYWzzjoLbrcbM2bMwHvf+96c5xDRxFFbV4+1z7yOpG5kvL+y2IuWrljG+1yKwHXnm19T7//TbsSTOiqKvXg3HMOKRVU4bmYp1m3ei0MJDfGkjsyP4OR1KyguLEBLVwyVxV5ED2k4lNAAARSoCqpLC7GnKYyjpwbQ2BkFDAM+jwstXTG4FIGyKR7zz6qAKgTiSX2wLw3OXlyFOz56DGrr6rFhyz6sWTYHq5dOz3p8vseNhNF87GzyWVNbRwQt7WFUlgVQXuoflscdiWuOhsP1Ob35iW3YtL0ZqipQ6FZx5VlHY/XS6Y7HB/r+jZ/V++9Cnrt5R7P1792+Xnn+4hlBbD8QSrvd/rxq6+qxbvNewDBw0txy/HVnC5K6gcpiLwSAYFEB9jSFsWJR32Nne41S1y2/vs2rDmD9F04Z0uva37nZ7pevk/3r1klzy7H9QCjr6yNvNwDra/DZi53PP9tjv/p2BzZtb4bHreDqleb3kRu27EOwqABvNIYhBGAYsD6X9tf/yrOOto6Xa5J/RzxuBcvmVeDlvW2AELhyxVzrsQDAADCvOoDpZYVpfy8Wzwg6zgOAdZv2AELgpKPK8PKb7YBhWF/jizwuHIwl0z5vi2cEseX1VsSSOkTvY8q/J6mv+yUPv4TdjWG4FIGjqqZgd6Pz/28qi71o7YpBVQRcqvlTp4eSOuR/DudVB7CnKQzdAAQAj0sBhPOYicDjUlBSVDCm/vtBNFGkfk8yUb5HISLKZVyF6M3NzaisrHTcVllZiWQyiba2NkydOjXtnLvuugu33Xbb4Vqiw1j5D4lhmN8Np1a3pCosLLQCdACYOnUqWltbAQDvvvuutXHpFVdcYR2TTCZRXFzsuM6JJ56Y13r688orr+Cvf/0r/P701+4///lPvyH6xz72Mdx3332YM2cOzj33XJx//vn44Ac/CJdrXP21J6IMauvqsW7THhzSdMAACtwqrlwxF0/+u8EMFnpDs2wBOoCsAToAJHUDG7bsAwDEesNqefzmHc3YfiCEcDTzng/ZxBI6Yr3XSH3sWEJHuDcEsYch4VjSWo88J6kZSOYV22e3eUcz7vjoMdiwZR+au2LYsGVfzoAh3+NGwmg+djb5rKmlPYxEQkNLe3jYvgcYiWuOlFxB8w+e2gUDwP3P7sa6TXvQk9CQ1EYuuUtqBsJaEnc/tQt3P7XLCihT/43Lfxfyz7rR9+/d/vmWn//W3mNSb7f/vdiwZZ/1tUJeE+j7GtBs+7piD5GzXUveBsD6+ia/Zgzl30p/52a7Xz4n+9cteVu216fV9jrYz8kWotsfuzUcgwHza6Z8HZq7YtbrKL/FtH+Nk6+//Xi5ps07mq3r2T8/9seSdjeGreDZ/veiNeU8oO9rt/2a8mv8wd77Uj9v9uvIx5V/T1Jfd3luUjfSAnT7eUndyPjfQfs5Bvr+DUw08aQ+5v77QTQRtHVE0NDcCQDW9yTj6XsUIqLBGtU6l8FIDYL7C4hvvPFGdHV1Wb/q6+tHfI2S/T8kI+moo46CEAK7du3KeP/u3btRUlKC8vLynNdJneQXQlivr66b31w/8sgj2Lp1q/Vrx44d+Oc//+k4r6ioKOfjyPB79+7dOY/TdR0f/OAHHY+3detW7N27F6eddlrOcwFg+vTpeOONN/DDH/4QPp8PV111FU477bSsm50S0fixYcs+hGNJM5hO6ghHE9iwZV9fsKAZgBBwKdnfPKws9ma9z6UIrFk2B2uWzYHXpUD0Hq8IYMWiKqxZNgcBn9u6Lx9et2I9ZmWx1zrf61YQ8LowrzoARZgTggGfGwGvyzrepYi+P6vCnBocghWLzJ9EWrNsDqqKvdZkazb5HjcSRvOxs8lnTZVlAbjdKirLAsP2uCNxzaGoravHqrUvoLYu/XsrGQxu3tHsCH43bNlnBYTxhI5wLDmiAXomBmB9/uz/xuW/C/T+2f7v3f75lh+vWFSV8Xb73wv5tSLgdWHFoirra1JlsRdVxV7r3739sXNdy75uea151YGs5+Srv3Oz3S9fJ/vXLfm6ZHt95O32r8Gpzz/bY69YVAUB8+upfB3k6ygAKAKOz6X99bcfL9dkv96KRVUIeF0I+NyOx5Jf4+dVBzL+vUg9b82yOdbHKxZVWY8vP9dTvC7reqmvi7f3a7t8TPn3JPV1l+e6FGH92U5OsLsUAa/b/O+M/T+Hci3yseR/i3L8J3Nc8riUMfffD6KxqK0jgp17G9HWEen3uNd2N1gBOgDomo62jojjexR53PbdDf1ek4hoPBFGvmPBI0wIgd///vdYtWpV1mNOO+00HHfccfjv//5v67bf//73+PjHP46enp6MdS6pwuEwiouL0dXVhUDA+U1nLBbDW2+9hdmzZ8PrzR6u5OtwTqKvXLkSO3fuxN69ex296M3NzTjyyCOxZs0aPPTQQwDMEPsLX/gCvva1r1nHrV+/Htdeey1CoZB128aNG3HhhRdaQXpNTQ2+8IUv4Oabb864hv3792P27Nl49dVXceyxx2Zda3d3N2bNmoX3v//9+P3vf592fygUQjAYxLe+9S387ne/w44dO7JOj59++uk49thjcd999wEAZs2ahWuvvRbXXntt2rFvvPEG5s2bh1deeQXHH3981vUNl+H++0REffKZRL/uvPmcPCMagv4qPlatfQHNXTFUFXux8brlGc/NNIlurzd5eW/biE+ip5rideG5G1cctscjIiIai2ReoWs6NN2A261i4dxqR44BAI2tIQgAumHAnh6pinCcJ+3c24hEQgOAtPuIiMazcdVrccopp+APf/iD47Y///nPOPHEE/MK0A+38lL/YftRpgcffBCnnnoqVq5ciTvvvBOzZ8/Gzp078fWvfx3Tpk3Dd77zHevYWbNm4W9/+xs+8YlPwOPx9DuhLt166624+uqrEQgEcN555yEej+Nf//oXOjs7cd111+W91qKiIvzkJz/Bxz72MXzoQx/C1VdfjaOOOgptbW34zW9+gwMHDuBXv/oVvvSlL+GRRx7BJz/5SXz9619HeXk53nzzTfzqV7/CI488AlVVcz7O+vXroWkaTjrpJBQWFuLnP/85fD4fZs6cmfdaiWhsWr10esZQj6E50fDpr+JjzbI5jo5uu1z/RvP5dzoWu/CJiIgmksbWEHTdgBBwTJHbq1oAQM9QC1VTVYL2UATRWAIwDOzc24ginwfd0ThcqmKF6EU+z+F7QkREI2xU61wikYhV0QEAb731FrZu3YoDBw4AMKtY1qxZYx1/5ZVX4u2338Z1112H119/HY8++ih++tOf4vrrrx+N5Y8pc+fOxb/+9S8ceeSRuOiii3DkkUfi85//PM444wy89NJLKC0ttY69/fbbsX//fhx55JE44ogj8n6Myy+/HD/5yU+wfv16LF68GMuXL8f69esxe/bsAa/3wx/+MP7xj3/A7XbjU5/6FObNm4dPfvKT6Orqwp133gkAqK6uxt///ndomoaVK1di0aJFuOaaa1BcXAxF6f+vbjAYxCOPPIL3ve99WLJkCTZv3ow//OEPKCsrG/B6iYiIJpv+Kj5WL52OjdctH5GQeySvTURENNGlVrTYP5Z/lj9xrgiBhXOrrW5zqbIsgMqyAJSUrqeaqhKUl/rNAB1AIqkjkdAQCvcgkdCs2wGgOxof6adKRHTYjGqdy/PPP48zzjgj7faLL74Y69evxyWXXIL9+/fj+eeft+574YUX8NWvfhU7d+5EdXU1vvGNb+DKK6/M+zEPZ50LTW78+0RERERERETDZX9DO0LhHgQDhZhVk3k4zD5NrioCiqo4KlsAIJHQrPvs9bOyysU+VW4PxVVFYPG8GsdaUgUDhTgYicIAUF0RRKQnnnHNh7P+lohoOIyZTvTDhSE6HS78+0RERERERETDZeuuvs28j10wPWMQbe8kVxRh1bEoikgLtQFYf/YXeqxryaqXVG6XAgiByrJAX51LCiHMPe/sj2Wd31sbU17qx7bXG2AYBoQQmFYZZKBORGPeuOpEJyIiIiIiIiKabNo6IhACMAxz2ts+cd7UGrImyHVNtwJzAH1T6ariqGzpjsatsD0U7rHC7obmTgiBjBJJHYDZly7PTWUYgGEYeKelE6kjm4mEhobmTjS1hqw6GcMwrOu1tIcZohPRmDWqnehERDT51NbVY9XaF1BbV9//wUREREREk5wMzA3DnOaeVVPm6C/XDcPqJdd0A7puINITR0t7GMFAIdxuFUU+j7UBqPw4W1iuCAG3W0UwUOg4xud1W9PkblfuOMkwzOMz0VKm3It8HiiKQDKpYfvuBqvLnYhoLGGITkREh9WGLfvQ3BXDhi37hv3aDOiJiIiIaLxI3QA02/2NrSHrtiKfB20dEWiaDiGENZ2eSm70GQr3oLIsYE2ed0fjWDi3Gt3RuBXKp24equl9oby8tqIIJDUdlWVmLa6cSs8mGChEUst+jGp7zK6DUei6AcMwH9v+BgER0VjBEJ2IiA6rNcvmoKrYizXL5gz7tUcyoCciIiIiGoxsYXlTawiJhIYmW0huP6ehuROJhAZ7xN11sAct7eHe0NnIGKCnamwNobIsYHakazr2N7RbdSwuVUF1RRCKIrJOpgOA3husNzR3WhUxucyqKUORz5PxPp/XDd228NSt+pJJndPoRDTmMEQnIqLDavXS6dh43XKsXjp92K89kgE9EREREdFg2Du/7YyU31PPkQoK+razMwyYdSq9dSv5MDvKzc1CNd1wbPYZjSWs+/IJ5FMJIRAMFKZNs2/dVe94HLtoLJHxseR0umEYaGjuZJBORGMKQ3QiIpoQauvqsWHLPqxZNmdEAnoiIiIiooFq64hYm33KKhSpuiIIt1u1NgG1sx8bjSWsfvHUnnFVEb1T5NnHyOVmn9nvH0R6bjs3FO6Brg/+GooiUFNVgqkpr4Ossemv9oaI6HBgiE5ERBMCq1yIiIiIaKxpaQ9D0w2oqoLyUr/jvvJSPxbOrUZ5qd8RFLd1RNDSHrY27/R53Va/uDk53pm2kagMwoUAaqpKDu+THCJdN1Be6kd5qd8xXS/fFsg2yU9EdDgxRCciomE3Ght8ssqFiIiIiMYaexd5pknqto4IXtvdYPWfN7aGrNBYbt4Ziyeh2TbpHMLgeN5SJ96HoqaqxHpDIJv9De3YubcR/kKPFaTrhoG2johVX5M6yU9EdDgxRCfLrbfeimOPPXa0l5HR4VybEAIbN24EAOzfvx9CCGzduvWwPDbRRDEaU+Ej2bVORERERDQY5aV+qKoCTTcyTlI3toYcVSgCSAuLDcOcNpfVLbkYBvBOS/rGn/n2pwNmvUo0lnDclmvT0VyEAN5pCVlvCGQTCvdYG5fKLnXDABqaOxHpiWPh3GoAYK0LEY0ahugTRGtrK77whS9gxowZ8Hg8qKqqwsqVK/HSSy+N2ppGI5T/3e9+h9NPPx3FxcXw+/1YsmQJbr/9dnR0dBzWdRBNdpwKJyIiIqLJKrXDO9cktT2bVhWBKX4fWtrDaZPgbreKKX5fxu5xt1t1HJ86qS6EQDgSTbstm9THCAYKMa2yBG63mvWcbPrrY89HKNyDto6INa3fxK50IhoFDNEniI985CPYtm0bfvazn2HPnj148skncfrpp0+q8Phb3/oWLrroIixduhR//OMfsWPHDtx7773Ytm0bfv7zn4/28ogmFU6FExEREdFklU+Ht6xx0Q1z8jsYKISiKug6aE5kp06CV5YF0B2Np11HCGQ8XlIVYU2yS0rvbfkKhXsQ6Ul/7MPF7VLQ0Nw3Xa/pBnbubURTa4hd6UR02DBEnwBCoRBefPFFfP/738cZZ5yBmTNn4r3vfS9uvPFGXHDBBdZxXV1d+PznP4+KigoEAgGceeaZ2LZtW85rP/bYY5g/fz68Xi/mzZuHH/3oR477Gxoa8IlPfAKlpaUoKirCiSeeiJdffhnr16/Hbbfdhm3btkEIc6fw9evX572O733ve6isrMSUKVNw2WWXIRaL5Vzn//3f/+G73/0u7r33XvzgBz/AqaeeilmzZuHss8/G7373O1x88cXWsX/4wx9wwgknwOv1Ys6cObjtttuQTCbzeanR2dmJT3/60zjiiCPg8/kwd+5cPPbYY3mdS0RERERERBNf6uR5aqgup6rtG4LKOpNs2XZDcyeKfJ60OhfFNlGeaVNRRe2LfVRFwOd1Z5xm749c32jIVAWTSGgwAHalE9Fh4xrtBdDQ+f1++P1+bNy4ESeffDI8Hk/aMYZh4IILLkBpaSmeeeYZFBcX4+GHH8aKFSuwZ88elJaWpp3zyCOP4JZbbsGDDz6I4447Dq+++iquuOIKFBUV4eKLL0YkEsHy5csxbdo0PPnkk6iqqsK///1v6LqOiy66CDt27MCf/vQnbNq0CQBQXFyc1zp+85vf4JZbbsEPf/hDLFu2DD//+c9x//33Y86c7LUQv/zlL+H3+3HVVVdlvD8YDAIAnn32WXzmM5/B/fffj2XLluE///kPPv/5zwMAbrnlln5f65tvvhm7du3CH//4R5SXl+PNN99ENBrt9zwiIiIiIiKaPHRNR2NrCJGeOHRNh6IIR6juONYWagcDhQhHotZtQvTVs4Qj0bQJcs12ruwQVxQBXTfg87rhKXAjlOiBEMAUv8/qG58IAn4fZtWUjfYyiGiSYIg+AbhcLqxfvx5XXHEF1q1bh+OPPx7Lly/HJz7xCSxZsgQA8Ne//hXbt29Ha2urFbLfc8892LhxI5544gkrSLa74447cO+992L16tUAgNmzZ2PXrl14+OGHcfHFF+N//ud/8O6776Kurs4K4Y866ijrfL/fD5fLhaqqKuu2v/zlL/2u47777sPnPvc5XH755QCAO++8E5s2bco5jb53717MmTMHbnfuHcS/853v4Jvf/KY1mT5nzhzccccduOGGG/IK0Q8cOIDjjjsOJ554IgBg1qxZ/Z5DREREREREk0dLe9gKtzOF1pVlAUc9CSA37jS7yz0FLquepXhKIQ5GotB0I22C3O1SMk5py+OisYR1HcPIvJbhJnvdMz2WqghH6D9Q8s0BKRyJYufeRlSWBVBe6h/0dYmI8sE6lxFUW1ePVWtfQG1d/Yg/1kc+8hE0NjbiySefxMqVK/H888/j+OOPtypUXnnlFUQiEZSVlVmT636/H2+99Rb+85//pF3v3XffRX19PS677DLH8Xfeead1/NatW3HcccdlnGLPJp91vP766zjllFMc56V+nMowjJwbo9gf//bbb3c89hVXXIGmpib09PT/DcUXv/hF/OpXv8Kxxx6LG264Af/4xz/6PYeIiIiIiIgmj8qyAFRFWF3nUkNzJ9o6Ihn7xeUGnLpuOPrNu6NxTPH7Mj5OpgA9l3z+n3koxwPmZHy2sH5qRdDxegz0sVLfRDAMA4mEZr2uREQjiZPoI2jDln1o7ophw5Z9h2VzPa/Xi7PPPhtnn302vv3tb+Pyyy/HLbfcgksuuQS6rmPq1Kl4/vnn086TVSd2um7+x/iRRx7BSSed5LhPVc0duX2+zP8hz2Wg68jX0UcfjRdffBGJRCLnNLqu67jtttus6Xo7r9fb7+Ocd955ePvtt/H0009j06ZNWLFiBb70pS/hnnvuGfTaiYiIiIiIaGJo64igpT2MqRVBAOZUejBQaAXLja2hrJ3kmSa1K8sCeW+c6XarSCb1rJuGDmQzUfuah0vq9L2dvbbG/Lj/zU8VIaD1HtPSHuY0OhGNKE6ij6A1y+agqtiLNcuyd3mPpAULFqC7uxsAcPzxx6O5uRkulwtHHXWU41d5eXnauZWVlZg2bRr27duXdvzs2bMBAEuWLMHWrVvR0dGR8fELCgqgac6NR/JZx/z58/HPf/7TcV7qx6k+9alPIRKJpG18KoVCIevx33jjjbTHPuqoo6Ao+f1zOOKII3DJJZfgF7/4Be677z78+Mc/zus8IiIiIiIimtjkJqJNrSE0NHcikdAQCvcgGChMqyNJNbUimDaR3dIeRpEvfd+zTMyNSbNfP3VT0lwOd3e6p8A545lP4G9/wyHf14iIaLA4iT6CVi+dflgm0Nvb2/Gxj30Mn/vc57BkyRJMmTIF//rXv3D33Xfjwx/+MADgrLPOwimnnIJVq1bh+9//Pt7znvegsbERzzzzDFatWmV1fNvdeuutuPrqqxEIBHDeeechHo/jX//6Fzo7O3Hdddfhk5/8JL773e9i1apVuOuuuzB16lS8+uqrqK6uximnnIJZs2bhrbfewtatW1FTU4MpU6bktY5rrrkGF198MU488US8//3vxy9/+Uvs3Lkz58aiJ510Em644QZ87WtfwzvvvIMLL7wQ1dXVePPNN7Fu3Tq8//3vxzXXXINvf/vb+MAHPoDp06fjYx/7GBRFwWuvvYbt27fjzjvv7Pe1/va3v40TTjgBCxcuRDwex1NPPYX58+cP/pNHREREREREE0ZlWQCNraG0ifJQuAdqPyF2Y2sIgPO8REJDKJE90B7IxPjAy1lGnnzPwF5hk8rndee8HzBrb4iIRhIn0ScAv9+Pk046Cf/1X/+F0047DYsWLcLNN9+MK664Ag8++CAA80ehnnnmGZx22mn43Oc+h6OPPhqf+MQnsH//flRWVma87uWXX46f/OQnWL9+PRYvXozly5dj/fr11iR6QUEB/vznP6OiogLnn38+Fi9ejO9973tW3ctHPvIRnHvuuTjjjDNwxBFH4PHHH89rHRdddBG+/e1v4xvf+AZOOOEEvP322/jiF7/Y7+vw/e9/H//zP/+Dl19+GStXrsTChQtx3XXXYcmSJdZGoitXrsRTTz2F5557DkuXLsXJJ5+MtWvXYubMmXm91gUFBbjxxhuxZMkSnHbaaVBVFb/61a/yOpeIiIiIiIgmtkhPPOu0eX+z1QOpWwHM/88PR6J5H59pU8/B9J4PlXxMt0vp7YLPfWwsnuz3mpqmsxediEaUMAb6VXqcC4fDKC4uRldXFwKBgOO+WCyGt956C7Nnz86rH5soF/59IiIiIiIimly27qp3fJza9Z1rclxOqmcKu/uT+jiTif2511SVsBudiEYEJ9GJiIiIiIiIiIaorSNi1ZPI/vHUYPtgJAqf153x/IICV8Ze9HwMNEDP1Y8+CsPpQ2J/7vluwkpENFAM0YmIKE1tXT1WrX0BtXX1/R9MRERERERoaQ9bgW62ShfdMBz93vaedHm7y6WgpqpkWNeWGozn2uB0vE60q4pAZVmg/wOJiAaBIToREaXZsGUfmrti2LBl32gvhYiIiIhoTGvriOC13Q1IJvUBn6vbEmu3S0FTawiJhIam1tCw9pWP12B8oFjlQkQjhSE6ERGlWbNsDqqKvVizbM5oL4WIiIiIaExraQ9D1w0YhpE28Z0ahKeG2faPE0nd6kPXdAM5GldyUgd7Yg7HLpg+7Ne0UxQx5HVPkvcJiGiUuEZ7AURENPasXjodq5eO7DfKRERERETj3f6GdiQSGgAZmPdFucFAIboOZt5ENBOf1+2oetF0A0IIGCnJu9xIM9tmooPZmLQ/bR2RYb+mna6nvwGhKMKqnZEheyLHtH91RRBtHRG0tIdRWRbgVDoRDStOomeg6wP/ESyiVPx7RERERERENLG0dUSwc2+jFSqHwn0huRl2m0mwqgjMqilLm0QPBgqzXjsWT6Tdlhqgm7eZv3s97mHbBDTXugCgoblzeB4oh9SnqusGjl0wHccumI6A35c1QFcUAZ/XjYbmTjQ0d1p1OPbPExHRUHES3aagoACKoqCxsRFHHHEECgoKhrWDjCYHwzBw6NAhvPvuu1AUBQUFBaO9JJqkauvqsWHLPqxZNseaKs90GxERERER5aepNQRNN9DUGkJ5qT9tGlyG3lP8PgBAwO+zgnZVEfAXehA/lHBMnPedO7C1ZLrGYNnfDBgr3C4FO/c2osjnybg+M64xM5vU18IAkEhoaGkPcyKdiIYFQ3QbRVEwe/ZsNDU1obGxcbSXQ+NcYWEhZsyYAUXhD3zQ6LBvDioD80y3ERERERFRfuRGoPL34imFGQPeULgHW3c5b9d0Aw3NnQgGCpHUdKsGJptsdS3px6VXvgyUvTplrJCT56FE+uvr87qt1zD1qQthVrvIWhciouHAED1FQUEBZsyYgWQyCU3L/R80omxUVYXL5eJPMtCoWrNsjjV1nus2IiIiIiLKjyIEtN7alp17G6FpA6/xzHfqO1cuLv9X0zAyV74MlD1Ad7vVfgP+wylTwB+LJzCtsiRjzUzxlEL2ohPRsBPGcHy1HUfC4TCKi4vR1dWFQIDvSBIRERERERFRfvY3tCMU7rGmxFVFQDeMAVexjDVul2JNfquKGJHNSYdbTVV6iG5/Hm63ioVzq0djaUQ0AbFngoiIiIiIiIgoD+FIFEDflPgUvw/TKktynlNTlfv+scC+aedYC9B9XnfabYoi0gL01Il1VrkQ0XBinQsRERERERERUT/aOiJptSJdB3v6rWfJVDlyOA1HZ/rwrGPgm6cCZnVLqkz97fI2IczaHSKi4cRJdCIiIiIiIiIimEH5zr2NaOuIpN33Tkt6GG4PhYOBQqjK8IW3iiIQDBQO+TpjIUAHBhegD+Y8wzCn6ZtaQ1k/l0REA8UQnYhojKmtq8eqtS+gtq5+tJdCRERERDSptLSHkUhoaGkPp92XK8xVFAF/oWdAj9XfsLSuG+g62ANFERCTZLI6U3VLf4QwK3MURUBVhHUN3TCyfi6JiAaKIToR0WFiD8dzBeUbtuxDc1cMG7bsG4VVEhERERFNXkU+j+P3to4Itu9uwGu7G+B2ZY5QhDAD74bmzox94tmC4XwmrA3DvPZYmSbPJFfArwxwMj8aS69u6Y9hmG9+VFcEsXheDZKa2e+uCAG3W2U3OhENC3aiExEdJqnhuPzz6qXTHcetWTYHG7bsw5plc0ZjmUREREREk05bRwQt7WHovQFsdzQOwAxnZTCeqYcb6D8MH0wwPL4YvUG6kfZaZHvNUslNQVM3B81XIqGhqTWElvYwinwedCOOyrIAykv9A74WEVEmDNGJiA6T1HA8W1C+eun0tGCdiIiIiIhGjqxxURTn9HKRz4NQogdCAMVTCvvdRHQ4DTZQPtwMw5zGd7lUJBLaoK6h9/NGBWBO9JcF/dbnKu0ahgEtoaEbcSycWz2odRARZSOMsfwzQSMgHA6juLgYXV1dCAT4Iz1ENDS1dfVWGM7gm4iIiIhofHpjX7M1MV5TVYLyUj/aOiJoaDY3E3W7VSycW422jgiaWkPWdPp4CboPByEGtgmo2+0M3d1uFTAMJJJ61uNlOP7a7oaMr7uiCFRXBDmBTkTDjp3oRERDwP5yIiIiIqLxz1650tDcibaOCN5pCfUdYBjYubcRAKCofVFKrgA9GCgclrUJgax97NnPyb+L3Od1D8taBzqiKXvnpYVzq3PutupSFexvaMfWXfXwFLjgdqtQUzrX+YYGEY0UhuhEREOwZtkcVBV72V9ORERERDROtXVE0m5raQ87NvNMJHUkEhoamjvTwt9sug5Gh2V9hoGM09m5cvKBlA4kk9qAamqCgcK08DofqRusHoxErdvk76mvrdutWn+OxhLWOqOxBBbOrcbUimDa4zQ0d2J/Qzt27m3M+LklIhoM1rkQERERERER0aS1c2+jVSvi87oRjSUQDGTvP1cVgYICF6KxhKPORVWEVfMyUQUDhZhVUwYA2LqrfkjXUhQBAVivWU1VSVrfuf31FUKgeIoPoXAPfF43kpqOyrIAIj1x67bUTVztFTBEREPBSXQiIiIiIiIimhTaOiJpE8py+jkYKET8UBIAEI5knyLXdMMKawX6pqUneoAOAKFwD9o6ImjriAyoMiYTXTccr1lTawiVZQGoioCiCKiOAB2YVhnErJoyHLtgOpKa+ZMBLe1hdEfjAICkpqOmqgRut4pgoNCxQSwR0VC5RnsBRERERERERESHg5x0bmkPAwAaW0NWUGufPDcMw5pGzzThLOmGAc02OQ1MzM1G3S7FqpRpag1BUZUBVcbkQzcMtLSHMbV3Y1D7xq6pD1VZFjA3eNV0BPw+dCOOyrIAykv93FSUiEYEJ9GJiIiIiIiIaFKoLAuYIbemOwL0VIZhhurBQCHeM6cq6/WGK0fOd+PQwQx/K4oY8sahiaRuPbamG0gktEGtJRfDABIJDU2tIWsTV/tjNLaGAJg/TdDSHoZumNPsByNRq7KFPehENFIYohMRERERERHRhGWvcCkv9UNVFWi6AYH0UFoIs0pECoV7sL+hPe2aPq/bseml3WCm0DNtHJrJYEJ7AViVJ8PJMMzXYai1LqlkSN/SHsa0yhLrdvko8qcJ5CS8bhjYubcRTa0hx08ZEBENJ4boRERERERERDRhpVa4VJYF4HarmFoRhMvlDMKFSA+qM20wmtR0q0td8nndQ16rGUoP+TIWIQQMIG2tg7xa2i3RWCLvWhchzM1Da6pK+j8YsOpZaqpKoCrm82jriFg/TSDf8FCEMEN1gD3oRDRiGKITERERERER0YQjJ9CLfB5HuFpe6odLVdDQ3IlESp+5rht5hcJFPk9auJ7U8psmz8UMpTPfpypiwAG7YRjQdQNdB3uGPDGez+tin+K383nd1hsW5aV+6w0H+/FCmM9PVQRqqkqsbvPyUj8UVYGum53p8qcJDMOAqiqYWhGE262iuiKIhXOr2YlORCOCIToRERERERERTTiy3qPrYDTtvmwbhaaSfeKqI+wFDkbSr5kayNsNx3R5QYFr0B3shpFfCJ4vOVFuf14+rxtL5tVkDNKjsQQSCQ0NzZ3Y39COQ4eS5jS5Y42GOV2upkdV8qcH5Bsh9o/LS/0Mz4loxDFEJyIiIiIiIqIJR0bGhmE46lxSN54MBgozBr9ut4ol82owq6bMEewahtnbPaC1DCK/9nndjnXlG/xnMpAQP9s0uV15qR/lpX7HdHs0lkBbRwTVFcGc54bCPdB0c0JeVrAEA4Vwu1XH5qKS3EhUBuapH2di78EnIhoODNGJiIiIiIiIaMKQAWrA73N0Zxf5PNi5txHvtISsY2uqSjCrpixj8Ct7xNs6ItCHoaploKKxRIYW8sEZSIjf38aowUCh9efU9TU0d5q3Z0jt5WascrJfUQSqK4JWNU6Rz2OF/fYVyE77ptYQdu5tRGPvTxg0NHdmDclTe/CJiIZKGMP58zzjQDgcRnFxMbq6uhAIcLMJIiIiIiIioomgrSOCptaQNSXudpsd3ImE5vizJEPcxtZQxuBYVQSmVgStYDgXRRH9hs+DMVLXFUJkrXfJtLmqnaoI6IYBRQhM8fsybrya7Rqy69w+TW5/fWuqStKmzOWxmqZD1w3H2hVFQFWVtKn0fKbViYgGgiE6EREREREREY17O/c2OkLymqoSALDCVAAZA9vcXebZw2ZJUQQCfh/Ckagj8M4VRtvvCwYKMwbRo8XndQ+pOkaSAXfq66soImNHuxDAMfOnZ71eapgOmIG+phtwu1UsnFs95DUTEWXDOhciIiIiIiIiGvdkUA6Y4ars7ZabTpaX+q0qEiEEIj1xJJO5a1rymTsUALoO9qRNjOc61X7fWArQgcF3rwshfwnrjQUAcLuc0ZOuG47XVVEE3G4V0ypLHMel9prLz6W8bjBQiKkVQTNI13RHtQs70YlouDFEJyIiIiIiIqJxr7zUj5qqEms6eeuueuxvaAfQF6r6Cz29G1gaCIV78gvJhUjbmNO++aamG2mBudul5LVB5+GWGmjnQ1GENdUv+bzutOMMA3C5VBwzvwZL5tWgOxpHIqEh2dsn7/O6rS50e2d6dUXQeqNjf0O79XnL1mt+MBK1fi8v9UNRFei64TiOnehENNwYohMRERERERHRhCBDVSkU7kFbRwQNzZ1WqCo3DM2Xy6VgWmWJ1asOpG++mRpOJ22VIwORYT/Ofo7P7wT5RkDCNnlvD7Vz0XUjrRc+GksgGChM2yjU/tMA8nWWbzBEYwksnleD6oogFNEXztu7z+VUfijcg8qyANxu1XFNANB7L6jpBto6ItZxcuNY+22p5xIRDRZDdCIiIiIiIiKaMFKDU3sAXFkWQHc0bn1cU1VihciKIqy6F3uwrGs6GltDObvTEym1MPnsPpcp//Z60ie8M59rVqBkukamUNww0qflo7GENcWd69xsuqNxLJxbDX+hB4qqoLoi6NjE0/46S1avuW5AVRXH8fap8WCg0FHFY2d/48B+zsFI1HqjJNu5RESD5RrtBRARERERERERDRcZnLa0h5FMalZ4bJ96bmwNQUax1RVBNLWGYMDsNgeck+ZaSsis6wZ8Xjdi8WRedTDZZDpV9pG73Sp0TXc8tp0QyLhZaurac3G7FOia3rvRpxmy67rh2JBVyzFRX1kWsKb85fHy9yKfx7q2QN9r2NDciWCgEN2IO97saOuIWP30wUAhZtWUWbfLjWHl5666IojG1hAMA0gmNevxZbc6p8+JaCRwEp2IiIiIiIiIJhQ5iSynlpXejUZlKGsYBjTdQGNrCOWlfhiQG17mvq6uGzh2wXS8Z07VkAL0VGrKBHgioWGK35d2u6IIqL1BfkNzZ1qAPhCJpBnSpz7vhuZOa/I+W22NnBS3T4Ink7pVmxMK91jT5lMrgo6J+XBvp7md/JwAzgn2bN3mqqpACOcbEQG/D5VlAbS0h7mhKBENO4boRERERERERDQhVVcE4XarqK4IAugLZWX4ahjmtPNA+su37qrHzj3vDOs6M02ch8I9KChwFgjoupF1On04ZSt1kbU13dG4+bppuhWQ299UkH3pcoLcXsEiAEcwbr+OvVfdnE43K3TsPfbycyjgrJ/pjsa5oSgRjRjWuRARERERERHRhFRe6nf0YstJZVnzYhgG3mkZ+DR3agf6sQumY39Du7Ux5nCR9S6pzAoWDOs0vN0Uvw/+Qg9a2sNwqQqisQSEAIqnFOJgJOqoUUldl3zDwj5RLqNuVRGYWhG0KlrsdTCqIrB4Xo11jjmdbv75YCSK13Y3QPSurRtxFPk86I7GEfCbv8t1Ahjw5rFERP3hJDoRERERERERTQqy5mVaZYl1W7YcWnaD22XbeHPb6/VDDtDdLiXjRqGZCADTKoPwefs2IpVVK8MhFO7BOy2d0DUdngI33G4V0ypLMKumDIqqZHzNaqpKsGRejVXzYp8In9r7EwFTezcflZt+2ifGUy9ZWRaw6mtk3Y6mGzgYiWLh3Gp0R+NIJDRrg1P7Gw6ZNjUlIhoKhuhERERERERENKmUl/rTQnJ75YiqiIyVIKm1L7KzPDVUtl/L5zVD6GwBvJRI6v12skuabqClPeycVBcCwUCh9fhDDdUNw3ycULgHiYQ5ef7a7gYkk5rj+fU+tKOLvLIsALdbRZHPg517GwHACs7tKssCUBXhmGC3k53q9vsM27n2jUTlcwf6JtHbOiLYubeRHelENGTCGKmf/RmjwuEwiouL0dXVhUCAOzYTERERERERTSZyc9HKsgAiPXGEwj0QQmBaZRCAGQYX+Tw4GInCgLlhZbYpc6V3k89M3G4VC+dWo60jgqbW0IC6zIOBwgFNtsuqle6oWXMy3LUyqWR43dgaggCsSXH5nKWdexuRSGhpt+fDfm5lWQBNrSEYMHvuU8P41HMURUBVFWiannFdREQDxUl0IiIiIiIiIpo07FUjsvbD1Tu1/U5LJxIJDV0He6DpBgzDsALp1OlrwAzYs5ET0i3t4awBek1VScYJ9YHWkXg9bmtivL8AXVGEY2o7X4oirLqZ1M5xT+8GqKm3y48H01FunzSXr6GqKmkBun3aXJ4jNy8VgGNanYhosLixKBERERERERFNeHICvcjnQTfifZPoiR4U+TzmpHNv1m0YZlWLPfw2DCNt8rzrYDTjYymKQKQnbm3MmUhoGY9raO7MOHWe7fhs7LUu/U2x67qR9X5VEdCtwoK+0FzvDbDl2rqjcXRH49ZrIR8/NfyXH4fCPdjfAGuz0sqyQNZpckluCtvWEYGm6VAVkRaG2zcmbWkPW9Pmja0haxPT/h6HiCgfoz6J/qMf/QizZ8+G1+vFCSecgC1btuQ8/pe//CWOOeYYFBYWYurUqbj00kvR3t5+mFZLREREREREROORnEDvjsat6WYZJncd7Enb2NIA0jb6FCm3ZWvI1W1d4o7e8gyGu3ql66BZT5PvJqWSz+u2Ng01f5nBeXXvpqCVZQFr0jvbGwMy5JbT4fYJ9FC4J23D0Xy0tIeh6waUlCl0e4Buf+xsxxMRDcWohui//vWvce211+Jb3/oWXn31VSxbtgznnXceDhw4kPH4F198EWvWrMFll12GnTt34re//S3q6upw+eWXH+aVExEREREREdF4kloPYg+BDQNWWCzDZ8MAlN4wWghz88upFUFMqyyxjpGbhtZUleRVkeLzuge9/tSNQrM9ngzA89kBLxgotDb2LAv6rdcoGCi0XqvyUr/1mgHmBqH2NwZqqkqs1wAwe8kbW0PWGxZyncFAYdpmoPnIdo49iA8GCq3AfDCPQUTUn1HdWPSkk07C8ccfj4ceesi6bf78+Vi1ahXuuuuutOPvuecePPTQQ/jPf/5j3fbAAw/g7rvvRn19fV6PyY1FiYiIiIiIiCYne6VLOBK16kh8XjeSmu7YbNSupqrECmlf291gnWffPLSlPYxkUs86nT7QzUIBM7zPFdvYA/+hyrX5Zuomn++0dMIwzOc0q6Ys7TgAI16nYp9EVxUBRVUcNTH2DWQ5kU5EQzVqk+iHDh3CK6+8gnPOOcdx+znnnIN//OMfGc859dRT0dDQgGeeeQaGYaClpQVPPPEELrjggqyPE4/HEQ6HHb+IiIiIiIiIaPKxV7rIjm+3W0VS09M2G7VraO7EttfrsX13gyPUriwLYH9DOxqazQ1JswXeqiIQjmTuT8/FMAwIYZ6fafLcMACXS+13Cj6fzURzTW6nTvEbhvm62QP01GuMVJ2KrIoB+qbgdcNAIqGhsTVkHSen4e23EREN1qiF6G1tbdA0DZWVlY7bKysr0dzcnPGcU089Fb/85S9x0UUXoaCgAFVVVQgGg3jggQeyPs5dd92F4uJi69f06dOH9XkQERERERER0fhgD4NlX3cyqaHI53H0fmdiGICm99WkyCnw1OlykaGMXNMNx4akmdhrVOyBt8ulYvG8GsyqKbNC42Cg0HqcREJLW4Oi9K1BVQSW2M6339e3ZvP313Y3YPvuBuxvaMfOvY1o64gAMDf5XDi32qp2yVaXUl7qt9Y4UnUq9l51uS6l9wnYn5lI+Z2IaChGfWPR1P+4mO+yZv4St2vXLlx99dX49re/jVdeeQV/+tOf8NZbb+HKK6/Mev0bb7wRXV1d1q98a1+IiIiIiIiIaGKxh8FyMtwwgHAkimRSR0NzJ95p6bTC7FwMAxmnnPNtzU3NPirLAvAXmsG+v9DjCKPt09cL51ZjVk1Zxo1DVUWgpqoE1RVB6/6CAhd27m3E/oZ2NLWG0tanKALTKkusDTk126aomTYAtb+GmfR3/1BlCvGn9vbZT60IWq/VFL/Puo2IaKhco/XA5eXlUFU1beq8tbU1bTpduuuuu/C+970PX//61wEAS5YsQVFREZYtW4Y777wTU6dOTTvH4/HA4/Gk3U5EREREREREk4/syrZnyQKA3nuDYQDd0TgWzq3Gtted9S0+rxuxeNK6LXW6XFUEtH4mzqXUMFv2e8s/+7xuq29d3tfQ3Imm1hCmVgTTJqyDgUKriqa81G9NbMtNQEOJ9D52RREI+H1oaO60Ni4VQqB4ig/d0fiY3JyzvNSP8lK/FZbbO88bW0PW56Qb5udQ1u2k9rcTEQ3EqE2iFxQU4IQTTsBzzz3nuP25557DqaeemvGcnp4eKIpzyapqvjM8ivujEhEREREREdE4IcNl2TWuKAJT/D7HMbqmo60jkjbt7Slww+VKj1KEMENsA3Cc4/O6M06M50OG36nT4Jpu4J2WkBX6y8fpjsat6fG2jgh0Tc/52KoiUF0RtKpgEkkdAOByKZhVU+aYJpeBtax3GQvk5/Gdlk5s3VVvvia6s68e6KvbCYV7xtT6iWh8GdU6l+uuuw4/+clP8Oijj+L111/HV7/6VRw4cMCqZ7nxxhuxZs0a6/gPfvCDqK2txUMPPYR9+/bh73//O66++mq8973vRXV15h2kiYiIiIiIiIgkWQdSXRGEoirQdQPd0bijh1zTDTS2hhBICddlzUkqwzDv022d6YAZhBdPyb2hpxDIGna3dUQyToMbRt/jKIpAUtNR5POYk/CajqbWkKO/3U7prXyZWhFES3sYPq/bcb98PHtwbu8hHyvk51E+R8MwoCjCqrSRbwDYP69jaf1ENL6MWp0LAFx00UVob2/H7bffjqamJixatAjPPPMMZs6cCQBoamrCgQMHrOMvueQSHDx4EA8++CC+9rWvIRgM4swzz8T3v//90XoKRERERERERDROyEC4yOdBU6s5za0oApVlgbSAVQBWPcpQpG76mcowsofoLe1hLJxb7agpyXR+IqHhoBa1qmQURcDtVpFMamlBenVFEOWlfuzc22i9IaAoArpuvhYyfLYH5/L1GYl6F/k5sdey5HO/rHXZ39COULjHqmuRx8tj/IUehCNRCGBM1tMQ0fggjEnWgxIOh1FcXIyuri4EAvziSURERERERDRZ2INju5qqEgCwJriBvgnmULgHbpdi1Z2kynVfqmCgsN9QPfXacqJ8IPGNfD6NrSEIAFP8PutxFUVAVRUU+TyO3nN5rNyI0/7xQMLtgZKfE7dbxcK56S0D/d2fuh5d06H1viEgAOvz2d/5RES5jGqdCxERERERERHR4SIrQIKBQqhK3/h3U2sILe1hRzd6KNyDg5EoAOQMye33CWGGtTVVJY4aEWlWTVlafUouiaTeWxGTf4AuhDlNLqfXjd7HrakqgRDmZqiJhGZtnionulXVDOxb2sNmGK0bUFQzNsrUhz7UihdZF1Pk88DtVrNOicvPWX9T5HI9BszPgT1Al9cZi93uRDQ+jGqdCxERERERERHR4SIDY0lOL2uajkRCQyjhnBLXB/jD+y5VQSKhIdITzzhx3tYRsTYMHQghhBWkC2FWuMg3AbSUmhfDMLBzb2Pf8b23l5f60dDcaR1XWRZwVKGkVrbYa1zsYbm8fagVL/K63YjnnBBP/Zylslf0dCOOIp8HByNRx+dOCFifZ733jYKhTM8T0eTDSXQiIiIiIiIimrR0TYdhGBBCpG3yaRhmBYvcsDJbd7kkp9JlBUwqe4jdHzktrygCQF+ALtcJmFUr9ol6ax0Jzepal/Us8pry9/JSvxX0h8I9KC/1OybT5Z/tk+D2QN1+zGDkO2HeHyuM752s747GHZuqCiEACCQSmtUrX+TzDOkxiWjyYSc6EREREREREU1K23c3pE1yK4pAdUXQCrxlh3hlWcCaMB9ID/pQqIpIW1+mtebaeFRRhBWoB/w+qwe9vNSPba/XW/cdM396v+sZrh70oUhdg2MSPdo3iZ7rdQPM1zZb3zsRUSpOohMRERERERHRpJSprkXArBCRm3PKDvGG5k6rI72/gHa4yMfxed29E9VOspokYOtyt5Md6IZhQNcNhMI9jmqWaZUlcLtVTKssSTt3rPaHp9bLyIn47mgciYSGg5EoFFXpt3te9r8TEeWDIToRERERERERTUpKbzAthLCqU6b4fXhtdwPeaQmlHS9D7WxT3/lwu9UBnxM/lMy6uWgioWXsX3e7VRRPSd/cVAhYFSq5KlkybRw61M1Eh0O2Ghh5uwHzNYnF+++eL/J5xuQbBUQ09nBjUSIiIiIiIiKalKZWBB2bYza1hjIG0kNl3xg0kdB6O81F1mA8lWGY0+gD2ZTUpSrWc3G7VSQSmnWtgWzUaQ+rh7qZ6HCwbzSaWu1ir3eRzzcX+fpwo1Ei6g9DdCIiIiIiIiKalOyB7Gu7G4Y0YZ5Lalhufpi769y5FsMRoCuKsPrNs4XF9uPtfe5yc1E7exgt+9XDWhRL5tU4jrO/XmNB6mS8fA4L51bjjX3Neb/pMJpvChDR+MAQnYiIiIiIiIgmvdShcLnxpAyVhTDrX4arDz0YKEQ4Es0Y3KfelrY2VcGsmjIA/Yf/wUChLfw2z2nriKCpNQTdMKxKG9kRLpvX0xvYxx77ZLw9UC8v9SOp5b/xa1NrCEDuCX0imtzYiU5EE0ZtXT1WrX0BtXX1o70UIiIiIiIad5xBtAzLqyuCZte2MbQNRVMnwP2FHlRXBKEqA4+rK8sC1safmTYVFcJ8E6CmqsQK26W2jggamjuh6Yb1nAzA6hmf2vt8p1YEB7yuw83e6V5ZFjAn+DUdbR0RVJYFrJ77/mi6YQXpRESZMEQnogljw5Z9aO6KYcOWfaO9FCIiIiIiGmfkRLZdPhto5hPSAkjrWm9qDVlh9kA1tobQ2BpCIqGhOxpHTVWJ4/7iKYVQVAWRnnjaxpmZnpOnoK+oINdmo2ONfCOhrSOC8lI/VFWxAvGm1hA03ci7omdkinyIaKJgiE5EE8aaZXNQVezFmmVzRnspREREREQ0zqROXgshoGk6mnrD6mxU1RmtZOocz8Qenvd3Tmq+r+sGBMxpc623tsR+TCjcg0RCs35vaQ9bgXORzwO3W3VMwEdjCUe3+Hhhr3Bp64hA03TzNdGNtDcnUt/sEEI4XncBON5sICKyE0a+W0FPEOFwGMXFxejq6kIgwI0jiIiIiIiIiMgkq06GQoa4A+HzuvPeBDPbOaoioBsGzDjY7Dqf4vdl7F2Xk+uNrSEIAFN6NymtLAuMiwl0yb4hqgzU0zdlNamKQEGBK+11DgYKrQ1a3W4VC+dWH67lE9E4wo1FiYiIiIiIiIjQt7HkUIL0wdSz5Bug2wP61HP6Htf8XXGZm4/u3NsIXXdO0jc0d6KmqgRL5tUAMMPo7mh8wOsebX0bpppa2sPQs2woqulGxtdZ1uwIIVBZxmFLIsqMdS5ERERERERERCMkn850RREQtj4WkaGf3ed1w57Pu13OSCd1g9IinweAuQlphsuh0baRppzibmjuHHOVJvbe81xkl/tgN0Q1DMOqhSEiSsUQnYiIiIiIiIio13D3gguYIXlq6G2n6wYMw7CF3enT7NFYAvZG3kTSOXGdekYo3IP9De2OsDx1XZJ9Anus9aLbe8/zUV7qR01VCdxuNeObB7mMx154Ijo8GKITEREREREREfWqLAvA7VZRU1WCmqoSqIrIGcaqirlBpdutZgzKtd5NQFND70z6MvL+099Mm42mCoV7egP6vtt8XjfcbhVTK4LWlDcAK3gea5Um8vORa12p0+pyKn1aZUnejyMExuTzJ6KxgZ3oRERERERERES97D3bbR2RfjvONd1A/JDZtZ0tKNd0c8rcyLMu3chwYOqGpdMqSxDpiVud3pLcNLSlPYwin8dxvxAC8UNJVFcEUV7qx869jdb09cK51WNyU9HU3vNMUqfV5Waj8rx3Wjozvvb2zVm9HjfeM6dqeBdPRBMGJ9GJiIiIiIiIiDLIVu2R2lkejSWQSDg370ztQk8Ncd0uJa3HPBtFESgocM5B2gN0uRyf122teeHcavgLPSlrMKDrhtV9XlkWgKII6Jo+rrvA7dPqMlBvag1h++6GjHU2QgDBQKFjo9F8N3closmJIToRERERERERUQZyc04hnBt3TqsM9ntudUUQbrea8b5goBAQAlP8vrzWoetGWshrnzD3etxQFGGF+TI4bkoJkO3PoaU9jPJSP1RVgaYb47oLXNa3AICm6VAVAQPmTwCk1tkAgMulojsad9zm87rz2sCUiCYnhuhERERERERERBnIoNXlMjvE3W4VwUChY7pZCGH1p9u909KZsV/b53UjFO5BIqGlVbEMVjSWcHSiy6jcnh37vG4oqmL1t8u15dM5Pl60tIeh6wY03UDA74OqCCi2znr7c68sC1gT/MFAIZKazo1FiSgrdqITEREREREREWUg60FkwKxruiP4VhWBxfNqrI/t3dvZ+s+HUhuSb6+63DTU3q0uH7cbcet5Afl1jo8XlWUBNDR3AjDfAJGfm7aOCLqjcfgLPZhVU2YdL6tfuqPxtM81EZGdMDLtVjGBhcNhFBcXo6urC4EAvzASjVW1dfXYsGUf1iybg9VLp4/2coiIiIiIaJKTm3CmEgJQhMDUiiCaWkPW5p9CiIwbhPq8biQ13RH4yuvIw31eNwBn4C6EeU09y0anch1T/D50HexJC9uDgUJ0R+OOzUbdbtWqQZko2joi1qaq/T1feax9E1IiokxY50JEY9KGLfvQ3BXDhi37RnspREREREREWSeUDcPs3m5qDcGAOZ2uKpkDdACIxRNIJvW0AH1aZYnzGE13nKcIgUCODnW5jnAk6gjQhRAQAghHoqgsCzi6wCvLAmjriIzbLvBMa5f96OFINK0yh1PmRDRYDNGJaEyoravHqrUvoLauHgCwZtkcVBV7sWbZnFFeGRERERERkRnO1lSVwO1WHRt0yk1HdcOwpsRlf7qcKLczDKQF7IoQji5uwzA3NXW7VbhdZnRjAGkd6kIgTeqkumGYG2vqumH1tMt+8Jb2MBpbQ+OyC7ytI4KG5k4kEhoamjvT3gSQL438/ChK+osl61yaWkPj9o0EIjo8WOdCRGPCqrUvoLkrhqpiLzZet3y0l0NERERERJRVphqQba/XWxPgNVUl1u37G9r73UBUbkpqn06X1SNbd9UP69qDgULMqimz6mlURUBRFav+ZLxUm6TW68jXy17nEo5EIWC+AaHrRtY6F03TM95PRCRxEp2IxgROnhMRERER0XghK0PsYbNiGwtvbA1Zf55VU4ZjF0zPOAkNmKF2ps09EwkN+xvaIVLGzeVk+mDJQF9OpE+tCGLh3Gp0R+PjaiLdPlHvdqtWVYt9s1BVVaDpBgTgOEaSn8fq3p8cYN0LEWUz4En0559/HqeffvoILWfkcRKdiIiIiIiIiIaLffJZBtSqYm40ap9W3767wdp0VAoGCuEv9KCxNZSx5kWSvea6bkBVRNp1cpHhvax5kZPo2Z7HeJlET5W6oag9VM/3OY3314CIRs6AQ3Sv14tp06bh0ksvxcUXX4zp06eP1NpGBEN0IiIiIiIiIhouslZETjLLEFZORKfWjLhUBdFYYsCPU1NVgndaOjNuGmreZgBI39DUHppnCprHe1icq5LFHooDuQN12bEOgLUuRJRmwD8D1NjYiGuuuQa1tbWYPXs2Vq5cid/85jc4dOjQSKyPiIiIiIiIiGjMkrUiMpyVNS9FPg8AWL/L+94zpyprtUumjUKl1AAdAIqn+KDrhrV56LTKYNpmpuFI1No0s6l3E9FQuGdcVbe0dUSybvwp36ywV7bI45tsm6bK41Kfs/1YKZHQsHPPOyP8rIhoPBnSxqJbt27Fo48+iscffxy6ruPTn/40LrvsMhxzzDHDucZhxUl0IiIiIiIiIhpp2SbUy0v9aOuIZAzFB0oI5+S52606NtsEYNW/uN0qkknNekxFERAAplYEAQys9uRwSp0Qz/Rapq79td0N0HUDQgAul5pzEl1+nhRFQFUVx+t37ILx1b5ARCNnSCE6YE6m//jHP8b3vvc9uFwuxGIxnHLKKVi3bh0WLlw4XOscNgzRiYiIiIiIiGik2cNdOQUtg9rUIHfrrvohP56iCFRXBPFOS8gK1oOBQoQjUSssl/cJIeByKVbID8BRPTOWyJAbMCttUmtyMpH986oisHheTc7rp1a+yMAeYIhORH0GtaVzIpHAE088gfPPPx8zZ87Es88+iwcffBAtLS146623MH36dHzsYx8b7rUS0ThTW1ePVWtfQG3d0L8hJCIiIiIiGk/s1S6y8kXADKubWkPYubcR+xvasXNvY1oFCwD4vG6IDP0uPq8bNVUlUG2VMMFAIZbMq0GkJ+4I0Lujcei6AU03EOmJW3UxQjhraOx/zlWdMhrk2mqqShyvpQy9M5laEYTbrVpT9rnYP0/2qpdslTtENDkNeBL9K1/5Ch5//HEAwGc+8xlcfvnlWLRokeOYAwcOYNasWdB1ffhWOkw4iU40Mmrr6rFhyz6sWTYHq5ea79avWvsCmrtiqCr2YuN1y0d5hURERERERKMrdRNMSYbCsuJFbgZqn8K2q6kqcUxMy6ls+0S7rGvRbI8jJ7nzqTcZi1PpqTJVueR7W7brNbWGYACorgiOuWobIho9roGesGvXLjzwwAP4yEc+goKCgozHVFdX469//euQF0dEY5cMzYNFBdjTFEaBS0EsoeOep3cBAFYvnY41y+ZYwToREREREdFkV17qd/R4F/k86I7GrXBXVpWEwj1o6/CgyOdBKNGTdh17gC4EoGs62joiCAYKEQr3QAjAMADdNjcZDBRajw/0heUt7WFHWGzvHB9N+xvaEQr3wOd1I6npGQNw+2ah8r58b8vE/voQEdkNeBL9b3/7G0499VS4XM78PZlM4h//+AdOO+20YV3gcOMkOtHwkFPmkkDvN28GOHlORERERESE/CegJRkcA+YkuX1aHUDa5qC5OsLl5ppAejd6riB/oGseKak98Zkm4zM9BwBp0/apzzGTsfK8iWhsGnAn+hlnnIGOjo6027u6unDGGWcMy6KIaGyyd5wvnhGEIoDKYi8UAZy1uArXX7AAVcVeTp4TERERERHBOQFtl613vDsat/6cOvPo87qxcG41lN5icyHM67tURZ6Arbvqsb+hHYBZRyKFwj1WN3pLe9gRGHdH446e9sbWUMY1D6dsz39/Q7v1HIKBQut5Z+tAl33m8jmkrlm+/t3RuNV7nk22zxURETCIOhe5i3Oq9vZ2FBUVDcuiiGhskdUtPYc0hKMJbNiyD4A5dS4A/OPWldaxsg+diIiIiIhosstWjZKtXsRe36IIAQjAABDw+3AwEsVruxvgKXAhGksAEEgkNKszPZE096WTVTAAoCoCBswsR2byck3y8eXHmqYjkdCgKqLfjTsHKnXKOzWwlvfJKfxQuAfHLpgOoCyv69tf50zPLZ/nMlZqbIhobMo7RF+9ejUAQAiBSy65BB6Px7pP0zS89tprOPXUU4d/hUQ06tZt2oNwLAmvS3FMmrPvnIiIiIiIKLtsHdvZAlv7JPpU28aWO/c2WhuEmgG6OYnucqlWVQkMwwrSG1tDUFUFmm5YgbjcMFM+fmNrCLpmHr9wbvWg60zyOS/1TYNsobfP60Y0loDP68778YH019m+nnyfC/vQiSiXvEP04uJiAOa7l1OmTIHP57PuKygowMknn4wrrrhi+FdIRKOv96dPCtyqo+ucU+dEREREREQDZw9s7SG0DJWLfB5rSluGzu+0hGAYBtwuBYmkDl03YBgaDkaimFoRdNSQGIYBXdOhKCJt+ruhuRM1VSVQVcWqcZGPn9o5nrq+TCFzPpt2pr5pkC30ls8h2btRaj6hfupxqdfOdB32nxPRQOUdoj/22GMAgFmzZuH6669ndQvRJHLlirmcOiciIiIiIhoB77R0wjDM34+Zbw4qNTR3AgCaWkNWKCzDajltDgCGAWiGYU2Zm/W7hnW7261aIXFlWcC6rgzqQ4ke6IYBLUcI3l9Ink8NSq4p71yBen/hfLb12TcclRUx9vvzvTbReCQredcsm8Phx2E04E70W265ZSTWQURj2Oql0/mFl4iIiIiIaATIrnL5u2Oi3HacDJaTSQ0pe45aVS9CwHGfteko4AiQZb2L/XGLfH21vYAziO5GPGtIPpAalP4mwLMF6rlkCvFlSC775eVxuc4hmghq6+pxz9O7oBvAPU/vwqtvd2D7gRAWzwhi+4EQg/UhyCtEP/7447F582aUlJTguOOOy7ixqPTvf/972BZHRERERERERDTR2MNkIQQMw7CyFnt/eXVF0BFmA0DxlEKEI1HoupF23dRwXfant3VE0NgagkBf13pjb4guyT72/Q3tCIV7rHXJAN1eLzNYqRPguUL1fMP5TMfZa3G6o/G067P/nCaqDVv2QX5p0A3gue3NAIDWHc3QDfN+huiDk1eI/uEPf9jaSHTVqlUjuR4iIiIiIiIiogmtsTUEXTfQ2BrCtMqgFfju3NuIyrIAFs+rsQJmOXkup6rDmjNAl3OOhtG32ahLVRCNJRAMFAIww2t5jqyICfh9VtWJEIDW20MubzOMvk1Jh6v+JHUCfCCh+kAwJKfJas2yObj7qV1pt+sG4HUrWDwjiFVrX+BE+iAIw0h9n3JiC4fDKC4uRldXFwIB/tgOERERERERER1e23c3QNMNqIqwNgW117TUVJVYAbMkA3Jd0636FikYMKfT7ZPmQN/EuwzVpZqqEjS1htKuoyoCiiKQSOpwuxQsPHqa4zqDCbdznZt63869jUgkNLjdasZNTvO9dqbJe6LJ4pKHX8LuxnDa7QLm1xHdAKqKvdh43fLDv7hxTOn/ECIiIiIiIiIiGi5TK4Jwu1UrQE8knD3n9voWn9cNRRFQhEBlWQBTK4Jp1+uOxqGqCjTdsGpX9je0o6G5E4mE5gjQ5fUzTVQagLVxaSJpTqbv3NsIAFg4t9qaFt+5txFtHZG08zPdZ582T1Ve6reuC5iT6nL6PR+Zrt3WEUFDcyd03XC8HkSTQW1dPfY0Zf47r6oCumGG6WuWzcnrWqvWvoDauvphXuX4lFedS0lJSc4edLuOjo4hLYiIDj/u3ExERERERDQ6KssCaGjutD5WFAGXqli1KklNh6oqSCQ0NDR3oqaqBDVVJY5zKssCiPTEEUr0oMjncdSyAOakuv3jIp8H4UjU+lhOuVvXCffA53VbjyHrVmRfuv02u0y1LwPZxHOgNSzZNhWVVEVkfNzhqo0hGitkrtNzSEOG7RIAAEnNvGOK12VlP/K8xTOCePnNdsAwcOVZRwOAtUEpe9RNeYXo99133wgvg4hG04Yt+9DcFeMXRiIiIiIiosNAhs2NrSGoqmJt4qkqAovn1WDrrr7JTxkC2wNtWXViD4JleNwdjVubhALmJHt3NI5goNDaZNPekQ7AmnKX1/MXetJCegCOID5TOJ0p1B7JfvJcm4rmCsiHq+OdaKyQuU7A60JVsRfBooKMlS4AACFQW1eP1UunW+fJjUcBYN2mPYjEk9ANQBGwetSDRQXY0xTGikVVuOOjxxy+JzdG5BWiX3zxxSO9DiIaRWuWzbEm0YmIiIiIiGhkWUG2piOR0Mzpc5dqbS7q87qtjUHtIa89oLYHyG0dEWia7pi8lsfKwLgbfQF6kc9jbVQKwFEr09Iehqbp1n3BQCFa2sOI9DiD+Uzhs7xNBvpjIaC2T50DsDriEwnNqswhGu/suc7qpdNxzvf+kvE4r1tBOJqwhijleYtnBLFldyviCR2HNN0K1I+eGsD2AyE0d8XQ3BUDAGze0cwQPZtwOGxtwhkO5+6S4madROPP6qXTOYFORERERER0mE3x+6wNQSvLAtZmn8mkubmmvzA95I30xNMmreVkudutWrdlCt/tgbrcvFReR9bByIAZMGte5PS5PXRP2kL2VJmmvA9nfUpqT7qcqG9o7oSiCOi6YT0/+8Q+0Xhmz3Vq6+oRjpr7IHhdCq4+d54VsL/6dgc272jG4hlBx/nHzSy1wvJYou/f9xuNYXz9Awvwg6d2WfsorFhUdTie0piTdyd6U1MTKioqEAwGM/ajG4YBIQQ0TctwBSIiIiIiIiIiAvqC3oNa1KpVsW/2aRhwBMFyOlzXDSvMTu0db2oNQdPMzUDtQXVq5Yk9zLbfLgNl5yakAkjZglQIIJnUrcqZYKAQs2rKAGSeiJcbfQJ9gXZqkD4cIbu8RpHP45i6t3NU2GTpSyca7zZs2Wf9+ZCm456nd2HFoiqrvkU3gO0HQtaxzV0x65jm7c2Oa8l/MR6XglhSh0sR2H4gZNXBTCbCMIwsdfN9XnjhBbzvfe+Dy+XCCy+8kPPY5cuXD9viRkI4HEZxcTG6uro4NU9EREREREREh50MfGUwDgA1VSUA0BcE9/aXy+l0wNwoc4rfZ91nD5x37m1EImFOsMvO9P7W0NQaggGguiIIAGhqDUE3DNiTItnXLslpbju3W3VMugNmuN51sAepqVOm9eWz9v6Cdvs17LU13dE4XKqS8uZA5nUQTQQ3P7ENz6WE4QDgUgVcQqDAreLKFXMBmP3nB2NJGACqir1YPCOITduboSoCmm5YIboi4Niw1KUIvHjLOSP/ZMaQvCbR7cH4WA/JiYiIiIiIiIjGOl3TYRgGFEWguiKYsYYFABpbQ9afFVWxpr5TZdrUM5eW9rAVzr/T0gmXS4UBpIXehmHA7VKQSOrwed2IxRNp10okNDQ0dyIYKLQm5e2bkAJmj3pS0/PekDTTenNtBmq/hr22ZuHcauzc2wjAnKKXz4996DRRySlzAKgs9qKlt8s8qRlIwkCBS8GGLfsQ6j6EWFKH16WgwKWg55DmqHUJeF0Ix5IAYG0yKoP0pG7g5FueBQCcvXhybDSqDOakzs5O3HPPPbjssstw+eWX495770VHR8dwr42IiIiIiIiIaMKRAbZhmIUpLe1htHVEMh5bXRGEoghHRUom5aV+LJxbnTFgbuuIYOfeRsdj2K8l62PkhHkwUOg4P5E0O5KTmg4lQ8WvFI5ErXN9Xrfjvlg8aU3Wv7a7wbGWXGu3r1dOmWdiv0bqsTIwL55SCFUx138wEs36WETj2ZplcyD/lXb1HILX3Rf/el0KIvGk2X3e+++6wK2i0OOyNhxds2wOqoq9uPKso1FZ7AUATPG64Pe6oWT45795R/rU+0Q04BD9hRdewKxZs3D//fejs7MTHR0duP/++zF79ux+q16IiIiIiIiIiCa7yrIAVEWY1SiGYU1yy3DZHnqXl/rNIF3NP8Kxny87ye0d67IaJZvUDU1lIJ5M6igoyF5qoOuGNYEeP5R07KlnGIZVTaPrBlraw9jf0I6tu+rxxr5mx3pTA38gv6Dd/txk7UtbR6Rvc9RwjzV932+3MdE4tXrpdEzxmv9O4wndsVFogVt11LJUFXtx5Yq5CBYVAACCRQVYvXQ61iybgw1b9iF6yKxnOhhLIhxNQDfMIN5OEQK1dfUj/KxGX16d6HaLFi3CqaeeioceegiqqgIANE3DVVddhb///e/YsWPHiCx0uLATnYiIiIiIiIjGim2v1zsqVNxuM2uxd4QPtO/cfry8FmD2rpeX+q3786EqAoqqpB0vu9Ll5HlqfYvsVHae01enYv9zpnPkcx3opqOp3ehyM9NU9nqZwW5mSjRW1dbVY8OWfQgWFWB3o/mGmSIAv6evomVedQDrv3CKo0NdEcD1FyzAPU/vgt77kzJA/286VRV7sfG6iV0BPuAQ3efzYevWrXjPe97juP2NN97Asccei2h0bP84DEN0IiIiIiIiIhoL5JS4JPvRAaRt+pk6XZ3vx6nnyse1b7ypa3pa4A2YofbU3sdvbA1BANbGpsmklhaCA2Y4LoRAwO9D18EoBhI72Tctla+F7DcfyIapqd3ouXCDURrvauvqsW7THhzSdBS4VJx0VBm27G5FPKHD41YQS+jmv12vC9WlhdjTFMaKRX095qfe+qw1ne51KyhQFStoB4CAz43CAnPPBNmvbicAfP0DC7B66fSRf7KjaMB1Lscffzxef/31tNtff/11HHvsscOxJiKaYGrr6rFq7QuT4sd7iIiIiIiI8mXfNNTndWPJvBor6LbXnqSyb7KZ6ePyUj+KfB40NHeiPZTetS6rUWbVlGHh3GpMrQg6qlcAM8RePK/Gun51RRCL59VYVS/ZAnTArHXpOtgDlyv/2CkYKER1RRButwohzGs0NHfC1Vtjk7oRaK7aFxmgF/k8Vgd6NvluxEo0Vm3Ysg/hWBKxhI5wNIHntjcjltBhAIgldCgC8LjMYPyNxjB0A3j5zXbr/BWLqqyJ81hCB4RAVbEXZy+usupeNl63HNF4Mu2xJ0uADgDZi6xsXnvtNevPV199Na655hq8+eabOPnkkwEA//znP/HDH/4Q3/ve90ZmlUQ0rm3Ysg/NXTFs2LJvUnxhJSIiIiIiyoc9iI7GElYHuj04t09Ut7SHHSGxDIBTPwb66lWisQQAWBPvmSbXy0v9aGwNmRud9k6SC5hB9TstIRiGgXdaQtbask1325+PYZjBdyjRk3ZcMFAIf6EH77R0WuccjEQRjpiT66mvCwB0R+OOa6S+Jpnu60YciqpA0/vWqyjmc9N0A6oiWOVC496aZXNw91O7Mt7nUgSSuoECt4pgUQFCPYessP2UW57Fe6oDCHUfwhSfG+Go+W/tpKPKrCl1qbauHgd7p9MDPnOPhHA0gSk+96TJefIK0Y899lir60q64YYb0o771Kc+hYsuumj4VkdEE4LckGLNsjmjvRQiIiIiIqIxI7UXXIbnmqY7qlSSSTMEltPYMvi1T57Lj9tDEURjCbhdChLJvg0F5f32INweQPetQ0Dt7UC3V83ITEgG4/L6MhBP7R73ed1pwTdg1qfMqimz1r2/od2x4Wfq61M8pRDd0XjaxLj9jYPUNwVS31SQU+nhSNRRScMpdJoIVi+djh88tcvqLVcF4CtwIRJPotDjQmGBijXL5mD10umorau3jjUAqy9d9P4yAGw/ELKuLatiDsaSMGB2pl+5Yi5efbsDm3c046Sjyg7nUx1VeYXob7311kivg4gmsNVLp0+adyaJiIiIiIjyJTu/ZTd5ZVkAja0hqxccMANg+7S2/XZ7hYsMseWUuD1AVxUBA4Cu6WjriKSFzG0dEdvgpAFdc4bvAKwNRGUwLq/fdbAHoXCPtVGn7FePxhIIBgoR1qKO55NMati6y6z69HndiMUTWV8fuSS53khP3HqdZPjf1BqyAnh7vY29Hx4A/IXma5xIaOiOxtmDThPKe6oDViCuG8ApR5dbIbd9qnz10ulYt2mPY3PRPU1mxYvXrSCe0BHqOYTaunqsXjrdqooBzJD9+gsWWLfrRl/gXltXj3Wb9wKGgSvPOnpCZkB5hegzZ84c6XUQEREREREREU0qskrFrsnWk97Q3IlgoNCqRLHPatuDcHv9i8/rRjSWcEy5T7Vt0NnSHsbCudWOx7WfrwhhVZ0YMIOzqRVB6/jKskDKhLr5ezSWQE1VCSI9catKJtPGopmqWnIJhXus68nXIfWNA8k+PZ9p6j5T7Q3ReFVbV48NW/YhWFRgBeiA+abZ9gMhR8htd+VZRzvaAtY+8zp0w0BSM6we9R88tQuvvt2BtoN9P02iqsIKx9csm4N1m/eiJ5601iHrYCZqla8wBrJNss2uXbtw4MABHDp0yHH7hz70oWFZ2EgJh8MoLi5GV1cXAgF+0SQiIiIiIiKisaOtI+KYrna71Yz1JPZp7NQ6k0y32T9OvYa8T1aeyG70alt4nrpGeb6sj5EURTgmzyUhBIqn+BCORDPePxBC9IX9mcg3AKp763BSXxuiiWDV2hfQ3BXLeN/Zi6uw/UDIqnHJ5xpyc9Fc/zoDPrc1bS73v6sq9lqh+kSeRB9wiL5v3z5ceOGF2L59u6MnXe7irGmZN5cYKxiiExEREREREdFYlykYB4CdexuRSGhwu9VBV5Jku8ZruxvSAu5goDCtQiXTtfqjKgKL59VYz82+qWiuc7IF5alhvexol7Uyck01VSUMz2lCqq2rxz1P74L8ZyA7zQGgqtiLjdctz+sa9z+7G/GEjvdUB7C/NYJYMr3OKZUMzuVEuz00l5Pp/QX4440y0BOuueYazJ49Gy0tLSgsLMTOnTvxt7/9DSeeeCKef/75EVgiEREREREREdHkUl7qT6tdAcw6FTmdPljZriEnUYXouy0U7rFqUmS/eKZrBQOFcLvVrI+p56h1kVRFOI9B39CmnaIIBPw+x22ygiYWTzhC/WzrJhrvVi+djusvWAAl/Z+I1WuezzWev+lsvHTbSjR29OQVoAvACsg3Xrc8LSiXE+obtuzL96mMCwMO0V966SXcfvvtOOKII6AoChRFwfvf/37cdddduPrqqwe8gB/96EeYPXs2vF4vTjjhBGzZsiXn8fF4HN/61rcwc+ZMeDweHHnkkXj00UcH/LhERERERERERONNtnB9OK4xtSIIt1vFtMoS1FSVwO1W4fO6rftlX/v+hnZs3VWPrbvq0dgagktVrLBdSs2+FdsN9g52qaaqBIvn1aCmqsS6TdeNtE51VRGorghaG5xajwczSM8Uzmd6PKKJQAbpVcVenLW4ygrUYwl9wCF2z6HsP1HidSsI+NwIeF34+gcW5JwwX7NsjjWpPpHktbGonaZp8PvNL7Ll5eVobGzEe97zHsycORNvvPHGgK7161//Gtdeey1+9KMf4X3vex8efvhhnHfeedi1axdmzJiR8ZyPf/zjaGlpwU9/+lMcddRRaG1tRTKZHOjTICIiIiIiIiIiGxmqyxqZ1E1ENd1Iq3zRdSNtg1B7j3uRz2PVwdi71+UmoYAZjOf7poCmG2ho7oTP67ZCe0URmOL3WRuQ2gkBbiRKE9rqpdOtUPu4maVYt2kPIEReIXZtXb11fDJLdZJLFShQFVy5Ym5e9Sz29UwkA+5EX7ZsGb72ta9h1apV+NSnPoXOzk7cdNNN+PGPf4xXXnkFO3bsyPtaJ510Eo4//ng89NBD1m3z58/HqlWrcNddd6Ud/6c//Qmf+MQnsG/fPpSWlg5k2RZ2ohMRERERERER9bH3r7e0h62+dF3Ts3aSZ6P0ToqnbnBa5PNYIbcM2RtbQxAwJ+ABM7zXND2tl10Is/4ltQddUQQE4AjQ5W32dfu8bivoDwYKMaumbEDPiWi8ybeX3L6xqNet4FBSx9FTA9j/bgSxhA6vW0GBqiAcS0IRwPUX5J5Cn8gGXOdy0003QdfNfpw777wTb7/9NpYtW4ZnnnkG999/f97XOXToEF555RWcc845jtvPOecc/OMf/8h4zpNPPokTTzwRd999N6ZNm4ajjz4a119/PaLRaNbHicfjCIfDjl9ERERERERERBNBW0cEO/c2Dqn3WwbnMkiXIXe2+DxbT3lNVQlUVUGkJ26tqak1hERCc0yJy01Kl8yrweJ5NSgv9VtryDTqKYSA262iuiLoqJfRdQOabiAc6cuFqiuCWDyvBsFAIQAzNLdPyofCPUN+vYjGunx7ydcsm4OA14WAz42rV87DP25diVD3IcQSZvYbS+g4pOlQBKAbmHA95wMx4BB95cqVWL16NQBgzpw52LVrF9ra2tDa2oozzzwz7+u0tbVB0zRUVlY6bq+srERzc3PGc/bt24cXX3wRO3bswO9//3vcd999eOKJJ/ClL30p6+PcddddKC4utn5Nnz453y0hIiIiIiIioonHHoAPlj04l33pkqoIBAOFUBUBRRFQFQHDMNKCdGFbi+xHb2kPpwXxPq8bLe3htBC7siwApffa9seW4bnscE9q6RsfCpjT7TVVJSgv9aOtI4LuaBw1VSWYVVPmCN4BDPn1Ihrr7L3ktXX1WLX2hbSNRuW0+pVnHY0/f/NMvPp2B0699VkEiwocx8USOlYsqkLA60LPIS2vDUsnogGH6Hb19fVoaGhAaWlpxnch85F6XqYvxJKu6xBC4Je//CXe+9734vzzz8fatWuxfv36rNPoN954I7q6uqxf9fWT8xNNRERERERERBOPPQAfrEwbjba0h6HrBhRVgb/QA0VVUF0RxBS/r/cIZ63K1IqgtZZgoNBaU3XvZqVq746H0VgCiYSGxt5NSu1rUFVnTDXF70ORz4OG5k68sa8ZO/c2osjnMStbhFnzovY+tgz+d+5tRGPv9LsMyt8zp8qxYal83YgmqtVLp2Pjdcuxeun0rFPpqbdv3tEM3QD2NIVx9uIqx7HbD4RQ6HEhHE1g3ea9GUP5iW7AIXoymcTNN9+M4uJizJo1CzNnzkRxcTFuuukmJBKJ/i/Qq7y8HKqqpk2dt7a2pk2nS1OnTsW0adNQXFxs3TZ//nwYhoGGhoaM53g8HgQCAccvoskk2zuORERERERENP5lCsCHgz2clxPm77R09nWP91as1FSVYMm8GkR64mho7kSRz4NZNWVWqN3YGoKu6Zji98HtVq3BScMwA+/9De1WvYorJUQ/GIlajyfD9+5oHEvm1eCY+dNxzPzpVh0M0DcJLyfT7UF5eakfNVUljol1osnAPpWe6/YVi6qgCPP3Oz56DG74wAIEfG4EvC6sWTYHi2cEoQigJ55Ec1cMP3hq16TKmlwDPeHLX/4yfv/73+Puu+/GKaecAgB46aWXcOutt6KtrQ3r1q3L6zoFBQU44YQT8Nxzz+HCCy+0bn/uuefw4Q9/OOM573vf+/Db3/4WkUgEfr/5xW7Pnj1QFAU1NTUDfSpEk4L9ncXJuvkDERERERERDUx5qd+qRtE13drcU1IUAV3TrYlyGXabneNxVJYF0NDcaR0fCvdAUQS8HldvR7lhVr8kzPPsx0oGzE7zULgHPq8bSU3POUEuA39ZS5PtORFNJquXTrfyoNQNR+050R0fPQaAOZEuP7bfv2HLPugGrMolo/e2yZI1CcPItGVDdsXFxfjVr36F8847z3H7H//4R3ziE59AV1dX3tf69a9/jc9+9rNYt24dTjnlFPz4xz/GI488gp07d2LmzJm48cYb8c4772DDhg0AgEgkgvnz5+Pkk0/Gbbfdhra2Nlx++eVYvnw5HnnkkbweMxwOo7i4GF1dXZxKp0kh3x2ZiYiIiIiIiFLt3NuIRELLeYzbraLI50Eo3GOF7YoioOvZIychzGl23TDSNhOV5wYDhZhVU5bzsds6IjmDc6LJKFsWtGrtC2juiqGq2IuN1y1PO++UW56FAXOfgZduW5nxmotnBPHym+2AYeDKs46eNFnTgCfRvV4vZs2alXb7rFmzUFBQkH5CDhdddBHa29tx++23o6mpCYsWLcIzzzyDmTNnAgCamppw4MAB63i/34/nnnsOX/nKV3DiiSeirKwMH//4x3HnnXcO9GkQTRqp7ywSERERERER5aOtIwJNM/enS53BdLsU6LoBA7AF2GXY39COULgn7fhUhgFoWY6R4Xs4knn/Ozv7xqr2EJ3hOk1m2VoJ1iybY4XrmXhcCmJJHR5X9gbw42aW4o6PHmOF6gDScqeJONA54En022+/Hbt378Zjjz0Gj8cDAIjH47jsssswd+5c3HLLLSOy0OHCSXQiIiIiIiIiov7lmkKXG3rKoBro7T/vDcBVRVgTrVMrgtb9hq0OQvJ53b0VL+mPsXhe7vrebGG5XLvbrVr97ESTxWBDbPt5ABzXSJ1ilx8HfG4UFqiOx+pv4n08yitEX716tePjTZs2wePx4JhjzK6cbdu24dChQ1ixYgVqa2tHZqXDhCE6EREREREREVH/ZEBd5PPgYCQKA2YALutaBABNN6AqAoqqOAJ3cwNRA4oQmOL3WecHev+s2ape3G41Y1g/lA1A2zoiaGwNWSE+p9FpMssUqvcXtKcG4anHy4974kmEY0lHYD5pJ9EvvfTSvC/42GOPDWlBI40hOhERERERERHR4Ngnv+XkuRDmfYZhhudCIGcfup3P60ZZ0G+F9eFIdNiCb06jE5kyTYb3Ny2eLQjPFqYvnhHE9gOhfoPz8RqwD7jOZbxjiE4T3Xj9YjRcJvvzJyIiIiIiGmlyytsMzc3bUmtc7CG6va5FCMDlUnN2lQ9Xnzl70YlMmYLvdZv35rU5aOq52Wpc+ptcv/mJbdi8oxkFqtm7XlXstTraUwP4sZjtZG+J78e7776LF198EX//+9/x7rvvDueaiGgI7JtHTEaT/fkTERERERGNtJb2sLmpqGFAVRVUVwShKuYEuqYbvdPpwjo+qemoqSqB261iWmUJKssCaGkPo60jAsAMu3fubbQ+lpuFNjR3WrcNRnmpHwvnVjNAp0lv9dLp2HjdciuQ3rBlH8LRBAo9rpwh9c1PbMPdT+1Cc1cM9zy9C7V19VizbA6qir2AYTjyF3m7vU/dfv+m7c3QDaQF6M1dMWze0WwdW1tXj3ue3jXmsp0Bh+jd3d343Oc+h6lTp+K0007DsmXLUF1djcsuuww9PT0jsUYiGoDUL1qTzWR//kRERERERCOtsixgTaC7VAUt7WFMrQg6gnPAsIJzOQkuA20Zkre0hwEg7WO5Uam8jwantq4eq9a+gJuf2Ob4vbaufrSXRoeR/Htg/7znm51s3tFs/Vk3zGBcBvJXnnU0Aj43euJJ1NbVY/XS6VYwLsN2r1tBS1cMlzz8EuTPprgUgZ5DGtY+8zqau2LwuhQcPTUAASDUcwjrNu2BbpibEvcc0sbM39cB17l84QtfwKZNm/Dggw/ife97HwDgxRdfxNVXX42zzz4bDz300IgsdLiwzoWIiIiIiIiIaGhk37jkdqvQNd3aMFQIAZdLyVilklqzkql2hVUsgyNrOg4lNcQSesZjFAFcf8GCMVOTQSOrv+7zXGQFy9FTAwh1H0qrV0m9durHp976LOzbIwgAHreS9e8mYIbsumGgwGUeV1XsxeIZQWze0YwVi6pwx0ePGehLMCwGHKKXl5fjiSeewOmnn+64/a9//Ss+/vGPj/lqF4boRERERERERERDI0PuIp8H3dG4NT3e1BqyJk513eCmnoeZDDH7M5hAlcanTP3iQ+kcr62rx/oX/oOV88swpciL2n83YvGMIF5+sx2HEhoggKRmQNMNVBR70doVs74mePsJ0PujCOAft64c9PlD4RroCT09PaisrEy7vaKignUuRIfBWNxcgYiIiIiIiCaX8lJ/xgnx1EnyIp8HO/c2HvaJ8sk6yb5m2Rzc/dSunMcoAqxAneBSs6PU/MjeVz7QbGnDln1oPRjH0zvexQWLjgAAvPxmO8JRc/NgRcCaPn83HENlsRfNXTEIYEgBOgAcPXX0BqIH3Il+yimn4JZbbkEs1veuVjQaxW233YZTTjllWBdHROm4cSYRERERERGNFfZNQe1/lh3o3dG4o+/8cEntWZ8sVi+dDq87d9y3YlEVh/ImuP6yo6HsJ7dm2RxUTPFgbkUhfvF/jWjuilkBuksRWLGoCl63AgHz71qwqAAA4NgyIQcBwOtS4FLTT2jsGL0B7gFPot93330477zzUFNTg2OOOQZCCGzduhVerxfPPvvsSKyRiGzkJg1815iIiIiIiIhGU1tHBA3NnQD6NgCVwbWc/q4sC1gT4annjuSkeLbHnehq6+r7nfbdfiB0eBZDoyY1O8o0mZ5a7bJ4RhDbD4Ssc7JVwCyeEYSiCLze0oPUjvCkbuC57c1wqQJTvC4cN7MUm7abm5PqeRaKGwBiycx/hw9pOlatfWFU2hkG3IkOmJPnv/jFL7B7924YhoEFCxbg05/+NHw+30iscVixE52IiIiIiIiIaOjsm4sqikDA70M4EoUAMLUimDMcl+eyM3145dOJfvbiKiss5UT65JBtc9Haunrc8/Qu6EZfDUtVsRc98STCsSSAvtvl7wJm0O11KVnDbjt5vEsR0HQjLXgfiIDXhXAsOSqd/gOqc0kkEpgzZw7eeustXHHFFbj33nuxdu1aXH755eMiQCciIiIiIiIiouFRWRaAopiVC7puIBTuga6bGwr2V6NSWRaA261OuknxkbZm2RwEvNmLJ+ZVB7D9QIg1sZOMrG9ZPCOIVWtfQG1dPQBz2lwG5CsWVfVVvNi6V+QEufxdVQQUATMd7/0t4HNjXnXmf8syND+qagrOWlxl1bUEfO4BPYezF1fhyrOOHnQNzVANKER3u92Ix+MQ+ZbYEBERERERERHRhFRe6oeqZo6Winyefs9dOLd6Um36eTisXjodf75xBezJnUsVCHhduOEDC7D+C6cMqQ+bxqfVS6dj43XL095AWTwjCAGgQFVw3MxSbLxuOVYvnY4rV8xFwOuC161AsYXlAubfJ93o2yTU41YQjiYQ6j6EsxdXZV3D7sYwntveDANAgUvBSUeVDeg5yBoiucbDbcCd6F/5ylfw/e9/Hz/5yU/gcg34dCIiIiIiIiIiGudkp3mRz4NuxOFSFURjCev+ULgHbR0ehuSj5KzFVXiut4u63O9xVF/Y+7BpYkvtQl88I4jWHc1YPCMIAHh5b5vVQX73U7vw6tsdOG5mKTZs2Ycrzzra+nuSqyYontAR8LkRLCqw/s4B5k89hLoPIVhUgN2Nzp9MCceS+OvOlgE9l+auGO55ehcAjMrf3wF3ol944YXYvHkz/H4/Fi9ejKKiIsf9tbW1w7rA4cZOdCIiIiIiIiKiocnUad7WEUFTawhab+8D+85HV2qASpOPDL9lXcvmHc1W7/nG65bj/bf/GUktczSsCOD6CxZg9dLpqK2rx/1/2o14UocnQxe67EuXzl7c91ip9w3VaPShA4MI0S+99NKc9z/22GNDWtBIY4hORERERERERDQ0chJddpq3tIehazo03YCiCKiqgsqyACfRiUaRfeNQu8piLwTgmC7PFHbbA2sZyFtd5oaBk+aWY1NvRYud161YdS9DITcllX+u7K0hGheT6OMdQ3QiIiIiIiIiouEjp9Izhef2sD3fQH0w5xCl4iS+qbauHj94alda0A2YYfehpI4Vi6pw3MxS3P3ULus+AWCKz42TjirD9gMhLJ4RxMtvtgOGgUOajlhCh4DZiZ4rMFcE4FYVxJODC9VlLcxofx7zDtF1Xce9996LjRs3IpFI4KyzzsK3v/1teL3ekV7jsGKITkREREREREQ0fDKF3vI2TdOh60be1S5tHRE0NHcCSK+DyTdcZwhPQN/ktADgcSmAMDfQPGluObYfCI16KJvNcIX/8jqLZwQzTovLipc7PnoMAGfvuUsRKPS4EI4mrGnwfAJz+7XzqXDJZ2JdAHjptpX9X2yE5b0z6Pe//33cdNNNWLFiBXw+H9auXYu2tjb8+Mc/Hsn1ERERERERERHRGNTWEUFjawgCwNSKIMpL/dZtem+CpioCiiKgazraOiL9htot7X0bEMqqGPt9iYSGlvZwzuvke9xExQls8zVoDZuBsNw4EwBiCd3a/PLup3bhyX83jIkpZ7sNW/ahuSuGDVv25bWm2rp6rNu8FzAMXHnW0QCAtc+8jmTvv8HWHekBOmCG3Ju2N+O4maVYvXQ61iybY02ia7qBQwkNAua/4aRumK9jnhUt+QToigCWzatwbEaaicet5PWYIy3vVaxfvx4PPPAA/vznP+N///d/sXHjRmzYsAGTrA2GiIiIiIiIiIjQ24OuG9B0Ay3tYWuKXLclaFP8PqiqAk030NDcibaOSM5rFvk8AIBgoDAtAK8sC8DtVtPC9VT5HjdR2UPYyShbD3gmuxvDaO6K4Z6nd6G2rn7kF5eHNcvmoKq3+zub2rp6rFr7ghWgh6MJhGNJbNiyDxu27LMCdAA4emoAish8HQOw/p6sXjod86oD1u2xpA4DcFwrlSvbhfPg97iweUfuAF3ADNrHgrzrXLxeL/bs2YMZM2YAAAzDgNfrxb59+zBt2rQRXeRwYp0LEREREREREVF+clWjyKlzwwBEb5ampwRuQgDTKkuyVrSkkv3q+da/ULrJOokun3eo55BjYrq00IVwXENSyx2B2jfRHMrjj/Trbn+ToKrYi554EuFYEgBw9mKz29w+iR7wunDS3PKsE9/zqgNo7Oixes5HWr6bjrp6J+CH+nkZLnlPoh86dAg+n8/6WAiBgoICxOPxEVkYERERERERERGNLns1il1bRwRNrSEAvf3HugEBMySvqSqxjpOjmzVVJdZ0eFtHBDv3NmacSp/sU+TDYfXS6dh43fJJFaADfRP4cVtAO6vUC5eqpgXoqfPTikDOye+BPH6+PwFgnyYf6OPoRt+arzzraGvSfPuBEFYvnY4XbzkHAZ8bABCOJbHl9VYA6c8bMKfxw7FkxmBbAPC6FAR8bpy9uCrrRLvkUgQC3rzbw9Meyy7Z+zVl8YzgoK433Ab0rG6++WYUFhZaHx86dAjf+c53UFxcbN22du3a4VsdERERERERERGNmsqygDWJbp9Kb2kPQ+uddFUUYQXfclo90hNHKNwDAGhsDWHJvBrrPjltnqmzvLzUn7Y5aeoUPDcOJTv7Bpo4EMLiGUFr6np/RwzzqgNoPegcAk6dST8i4B3ymw5rls2xJtHzkav73P6cUjdBTX2cDVv2YcWiKmw/EEKwqACn3PIsPG7F0TceS+rwuhSrGz4fAa/L6liXbwz012dS6HGhsEC1JuOlymIvWno3Lc02hZ7p0gbMNwbGgrzrXE4//XQIkfvtBiEE/vKXvwzLwkYK61yIiIiIiIiIiAZOht+A2Vl+MBKFbhhQhLA2FgWQcXPRxfNqrOvkG4Jnq3bJdDuDddNkrHJZtfYFNHfFHLUfZ9+1GQd7g1wBZ0Ar083UQPTsxVVpgfVws39+AKR9rmrr6rFu0x4cjCVh2NYuAHz9Awscx23Ysg89hzSEo4m+qfNowvE8hci8yaf9NZG1KfZNRIG+EF2G/UqWa9llOkYRZvg+mF01Az43rlwxd0z8Xc47RJ8oGKITEREREREREQ2c3DgU6Os2zxRo28N2wJxUr7aF7Pk8Tkt7GC5VQTSWQDBQiFk1ZWn32wPzfLrUJ3LQboWqvf3YY6VH+nBIndoOFhVgd2Nf/ZDLFgznYzheu2xvZmQK/OXx6zbtSZvgtofdcrNR++c54HWh0ONy9KIPVMDnRmGBagX79k1Z7dPr86oD2P9uxDFJLgB48uw4z4f9+QZ8bvz5m2cOy3WHQ96d6ERERERERERENHmVl/pRU1UCRRHQNR1tHRGrw7zI57F6zivLAlAUAVUR5rG6gcbWUNYe9FSyhz0aM6dqu6POKo7yUj8Wzq12BOH5dKln63efCOS0MIRAVbEXi2cEB9W3PR6tXjoda5bNwXPbm9HcFXME6IMRLCqw/ix7y29+YlvW1zNTt3m2fvTFM4JQhPkY8pzaunr84KldGUNwe/Qf6jmE+5/djeauGMKxJLwuBSfNLQcAnDS3HAGfG16XM+p1KQICgEs1u8rPXlyFgM9tdZu7FIErV8y1OvRXL52O6y9YgIDPjYDXhbit/iXUfQjBwgLH9T0uszYml/561LOdc+WKuQM/cQRxEp2IiIiIiIiIiPJmnzSvqSpBeak/6yS4nP7WNR2abuScFLefIyfe7Y+Rr8nYpZ46+Zxt4nmiks83m1zT6AKAqgpr81FFAP+4dSVq6+qtqWxZU5Lp9Ux9reVUec8hDZpu4D3VAYS6D2HxjCA272h21J0IAFO8rowBugBQYesST6UIoCLgtapWViyqSru+ZF+3XK8igOsvWAAgvVZGuvmJbdi0vRket4JZR/gzvkGhCKBAzd63HvC5HTUzdlO8LggAhzQdBar5psBIV+oM1uC2SyUiIiIiIiIiolEzWoFwW0cEmtYXlsmpbk3ToSrCmkiX65K/9je0IxTuQZHP0+9jyOeT6fnl0/ktJ84bW0OOa9g3LZ1o5GshJ58XzwiidUezudnmJLBm2Rzc/dQuAJl7uVMDdHttyHuqA2js6EFYM4Pso6eaQ7frNu2BbpjHyo07UzcNra2rR88hDQGvy5r+D3UfcgTKMnhu2d6c1gtuAIAQjqBZAJjS+3G2AN18ngKhnkMAzOe7KcP17a+PFCwqQHNXDLrR9/eluSuGdZv2YN2mPWmBtuxiP/XWZzNeW5el7VmcdFQZXn6zPWOQfrC3eujKMRiap2KdCxERERERERHROHM4q0naOiJWFUtLexi6bkD0hmaJhIaG5k7ougFFVdAdjWdcl6xkSa1msV8bAPY3tGPrrnpEeuJplS1yMjhTTYadrHYRveubiPUtmcgKkXue3oWX97ZBN4DtB0KjvazDxutSIGCG4K4cHSJnL67C1z+wwPp4d2MYEMLKgUPdh1BbV29tTOpxK2nT0Tc/sQ2n3vos7n92N8LRBAo9Lrz8Zjuau2JZJ7JVxazakZUqXpeCgM+Nk44qQ2GBCq9bsR4PyJ5LB3xuVBV7kdQNxBK6dZzHrSDgdcHrVhy1Ll6X4gio9zT1/XtYPCNovdESjpm96rGEjnAsiU299Th3P7ULlzz8EhSReUUCQIFLtT6W0+XS9gMh/PmbZ+KGDyzI+Jz6+/c8VjBEJyIiIiIiIiIaZ/LpAB8qGXA3tYasMLqyLABVEchUDuxSFavmxaU6Iyf7elNDeXvQHQr3OH6327Bln1Wtsfr4ausaqUG87EyfWhEc8ddorKitq0eou28q+ZCmQxGYsJPoqT3k6zbvRSypw4AZEueqbnl5bxtefbvDcbuckg743NbmnXLAOp7Q04JeWZsiN9RcPCMI+Y/C61asHnBFwArHCz0ubLxuOY6bWYrCAhVXnzsPf/7mmdh+IGRV0cjzwtEEpvjc1rlybVXFXly5Yi7WLJsDr9t80+A91QFUFXtx9cp5KPS4EEvoCBYV4IYPLDBvP3ee47muWFTleB4v723L+FrZX8HdjdlfUwNAT7yvjuZgLIn3VAfgUs0nEywqsH6C5KzFVRmD9NQJ/7FoUCH6li1b8JnPfAannHIK3nnnHQDAz3/+c7z44ovDujgiIiIiIiIiIkqXaXPN4SYDbr03HCzyeVBe6rc+TiU3Ak39c+p67cF56psBwUAhAEAIpG1CumbZHFQVe3H9BQtwwrQi6xrZpvIPx2vUn0ybTg4XOQ198xPbsGHLvrQJ6Ik8iZ62caft76SSYwrdgDlx/dz2Zus2GXobAAoLzIlqWdEyxeeGATPctge99iAaAF5+sx1XnnW0FWZff8EC6+/qsnkVUIRZa5Jp7fLvdYFLhW6YU90yLH/+prOtMDx1A9BgYQEMmJPz8nZ5LTk1L2+3u+Ojx+CGDyzoq70RwgrrvW4FZ2cIuiuLvTk/H6kB+xuNYWi9HfNvNIaxbvNeNHfFsGV3q+M4AfMnA8Z6lQswiBD9d7/7HVauXAmfz4dXX30V8bj5YzgHDx7Ed7/73WFfIBERERERERERpUudwB5uVi1Kb41DdzSOto5Ixin0TF7b3ZBxbfbgPDXonlVTBrdbhWGYIX5bRwTbdzfgtd0NOO3IEmy8bjlOO7LE6mCvLAv0O5Wf7XVKvX2gr6cMsS95+KWsQbk9MB3OQL22rh7PbTenoZ/bnt59XqAqVpg6EdnD4tq6erNXvLfKRG4Qmq9l8yrg97gcU+iyouXKFXOtMFwGvbV19dh+IOQIluUke6bQevuBkOMNDfvaAVhht3wse1huvz/1uqnXyXVsqtVLp1tBvz2sDxYW4LiZpZji7dtGUxHp1TLzqnP/dIeqCGuSXQjgYO/rE0vojgn3ymIv7vjoMTmvNVYIw8j3S5/puOOOw1e/+lWsWbMGU6ZMwbZt2zBnzhxs3boV5557Lpqbm/u/yCgKh8MoLi5GV1cXAoGJ/+M8RERERERERDQxbXu9AYZhQAiBY+bXjNjj2DcxlVPf+XK7VSycW512nVzT4dkeT15r595GJBKa49q5rtXQ3Jm2FgBp18n3urKaoqUr5ggEvS4FBS4FEAJXrpiL1UunOzZClYF6VbEXG69bnvW6uTZNlVatfcGqAEnlUgSuO3++4xq1dfVYt3kvYBi48qyjx8Xkb77ka1FV7EVP3Oz1HoiA14VwLImA14VCjwvBov/P3p3HR1Xe/f9/nzMz2QiTkEQSQkBAQRBR61KX3mgV91ZrvVtt9VvULr/S2nort61a79a1ctda7y7Wpa1LsVa9rdRad+qCtHpbtKDIolFAiNlMwjBkZWbO+f0xnMOZyUwyCUkmy+v5ePBI5sx1zrlmMiQz7/nM58rRe3VhLTioQp/Yt6TbzyThfLtiboBeUZSneVOL9cI79crxm+qMWG7Ine7n2pef+WDz3q6F82fol89uVFfU0knz4vfDrU+tT1iw1e8z0r5hkRcw3VY33kVcvYu+moYS3pwY7vpcif7uu+/quOOO67Y9GAwqFAoNxJwAAAAAAADQC6cuso/1kX3mVItLkhWzZBjxlhn5eYFe93V6oK/dWKOa+u3d2q6kqv72Vqc7PdjN3VXnUrytjPdrsuSe6w5nvFMR/uZHbQkV7D1VtDv7/PBPb7mLm+YGEmO1zmh8QcZwR8Rt1eFUBkt7WoSkqw7v1qIkjWWrtqm9KxpfnDJpDqYh/f3aU7oFk051dbgzOiIWceyLhfNnKJjnV/uumI6aWeZWpDuLd/bKiC/4KcNQ/Y5ObawNy7LjvdNTLWQ7b2qx229+0YKZ7s+hvSu+GKdlx/uo99ZWRcr8Zz4UklvBvPzDk/Xa9ae6leKFuf6E8dGY7d7HhuLV6U7FemfEcvu7e9cjte14b/dgnn9EBehSP0L0SZMm6f333++2/e9//7tmzBidHxEBAAAAAAAYbrwh9paa5kE/X0NzWDHLlm1LlmUrGrN6DdIbmsOqawwp5ilhdRYddarEI5GYauq3a836bXprw7Zugfq82VU6eHaVW73e1tGV8DXVOb091x2hcLuaWlrd4HLZv2oTWsn01EPd2cdZUFKSpu1TuKeXtN90vzcUD1i9rVu8LUK8bUGcMd5gPFXI7g3xb3lyvcKdUbV3RZXji5/Xbxoy1L1Xt2Ph/BlueOk9/mD2bB8KTiW3DEPhjojWbg25i2s6i3cmtyIxpISfldM+xelZLu1e4NMw3IVsvfeZtz3LOUdO0fNXnajighyFO6PK3d1f/aR5FRm1VUnVkiVbegv7w53RhPsymB/QogUzVTxuT2/28fl7fh84/08se0/f+ZPmVej5q07U81cvGFEBuiT5ex+S6Jvf/Kb+4z/+Q/fee68Mw1Btba1ee+01XXHFFfrRj340GHMEAAAAAABAkmhsz0KSoXC7pHgImGnblL5y2quMy89VW0eXykuDbqsUKV6dXjmxWLWNIVm7E7RIJJZQiSrtWXQ0eSFQKV6p6hwz3dydeaTrge693jmGc8ya+u0657BKLftXbUbBpRPSzptaLG0Nue06LFt6ry5esey0Z0nVumXpyk3ugo/OdY7kKuRwZ1QVRXkJIbuzz10vVCvcEVG9Z0HMqGW7+6RqD+PlLEbpHPeUJS/ES4Rt261O7ynUHE5tR7yc+zCY53fbqbxe3eRWhkvS9z57oG55cr27j8803FYjkvTTJ9dr9Yctbs9yp83I6g9b9MI79VpwUOLCl6l+lj21bOmJ9+cynDm3b97UYq3dGup2O53bvvrDFv1tbb1y/aailu0uOHrpqbNHxO3sSZ97okvSNddco//5n/9RZ2e891Jubq6uuOIK3XjjjQM+wYFGT3QAAAAAADAabKlp3h2ex/NQv9+X0Ec8k57hAzkHSaqqmKDW9q6EbcmcHu5O2B+NWt1a0jhtVXp6M6Avbxb01Btdkpa+XK1H/rlN531yihZ+eqa73dsn2gmqvcF6qkDRO6anUNU7RlK38Zn0+g7m+fvc49zbTz2YH1BBji/tHNLdD8MlVE++D52+3U7vbWe+Jy95QTs9ldTJYaghxauoPT3jk3uED4fbO9yN5vusXyG6JLW3t2v9+vWyLEsHHnigCgsH7p3NwUSIDgAAAAAARgNnIUyvTMLngZYcUEvxCnTTNNyK9HTy8wLatSvqtnvxmYZMn9ntzYBUt6kvC4w680w+RlNLq+oaQ7ryL++ppT2ikoKAnr7yRHefbIbFyQHxXX97z21b4uW01ch0fstWbXOP5d3PCUBTLfiY/MaBs6BmJlXw6W5Tqvnuzf3tzN+QlBswleMz3UD82Ouec9uLzK4MamNt4qcg/KahqGUrmOfX81cv6DaX3haFRdxweXNlMPQ5RP/qV7+qX/ziFxo/fnzC9ra2Nn33u9/VvffeO6ATHGiE6BjORvMvGwAAAADAwPKG147iYIGmVZWm2WNw51LXGJItKViYr3BrhwxJOTl+t32LpLTBujc89wbcTvsYp7LdG5gPRNsaJ4h/5f0WPbuhWafNKdWnZ5WqcmLxkLwB0R8//NNbWu5p6yLtCdL3JlNYtmqbW8mdLiz2VrH7fYYWnz5HUvoK9mSnLHlB4c5oQlid6vj9CaudTMWp2vcew3ufGZJ8PkPRWPxxWFGU574pEMwP6PmrTkx7bPKasavPC4v+/ve/V0dHR7ftHR0dWrp06YBMChirhtOqzAAAAACA4a2spFBVFRMStqVbbDNZU0ur1lXXJiziubdzMX2mLMt25xCz7IQA3TCMbm1b8vMCCgR8Gl+Yn/KYc2dWJtwmbx/0nhYC7Y2zoOabH7XJZxo6fmaJbj5zpo7bv0SWZau2MdTnYw6VG79wiE6el7SAqG33O1Nw7gspXoGevNCld/FR73YnhL71qfUJ501eMDVh4VKnQX5yo/zd9mahTWdhzEUnzUo4xrJV27R2a0izK+OPHXv33PMCpjtu0YKZqijK06IFM3s8NgH62JVxJXo4HJZt25owYYKqq6u1zz77uNfFYjH99a9/1VVXXaXa2tpBm+xAoBIdwxnvbAIAAAAA+qqppVW1jSEZkiZlWEHd11Yomc4juXI8FcOQTMOQLbkV3z3Nx+m7PpBV9t6K599ddLgamsPy+8yE0D8/L6COzkjWqvt7c8p/v6hwR0SG4otnSt0rwlPlDOn6iKeq/k5VnX7R3a91a4diSBq/uz+7t/WJpKz3Uve2qfF+CCJdNTyQSsYhummaMtK8SyTF3028/vrrdc011wzY5AYDIToAAAAAABiN+rrQ5mD1TU/Vqz0dw5BsOx5YR2OWOx9v2HpAsW/AA/9Ux+/JoQfGA9/BvN/6KpNAOlV7FO82SWn7oHvHJl9/zLXPuYtzmoZUmBdwe6QvnD/D7bl+1P6laRdfHSrefu6vv9+sXZGYcgK+PvWRBzIO0VesWCHbtnXiiSfqscceU0lJiXtdTk6O9t13X1VWDu6KzwOBEB0AAAAAAIxG3mruoV5c1CtVr/ZMeIPqC3/3TzW3RVQ6LqBfn3+IdrZ2JFSuD/R8nUVMe5vbYFTwD6aeKtGLx+Xo3dqwcgOm5s+emDLsTl5Q1Ln+0zctV2fEkiR9P0UV/N70Ns/EcHozA2NDnxcW/fDDDzVlyhSZZp/bqQ8LhOgAAAAAAGA08gaLTiicrbB36cvVevj1bTptTqmO27/ErTj3qqqYoNb2LoXC7TIMaXL5BLe1ywsbPnYX+jxhVqliu/tw9Pf2ZBK6vr2xJuWip8XBAhUW5Lqtato6ukZseOsN1Z02LaYhTQzm9Rh6J4fiy1Zt0y+f26iuiKWT5lXoxi8ckvY8mVR793X8SHszAyOfv6877LvvvpKk9vZ2bd26Vbt27Uq4/uCDDx6YmQEAAAAAACBjZSWFKispVFNLq2IxSz7TSFiIcygt+1etWtojenZDs049qDyh17gUD6a9Abpty61eLy8NasEc6azDqtTW0aVYzHL36+/tcd5UaGgOpw2/KycW66OG7W7YbxiS3+9zA/RIJKZQpF1VFRNGZIAuKWHx0QUHVeiFd+o1a1JQtds7FMzzp13Qc+H8GQl91CW5lejL19brE/uWJITf5xw5pU+tUrzzymQ/7yctgKHQ50r0jz/+WBdffLGeeeaZlNfHYpn1vMoWKtEBAAAAAMBotnZjjWKW7YbA2aia7qnnuDOvVO1TAgGfuzCps6Cnt4r8lQ+26/4VH+jUOaU675jp3fqnpwtg+9Mv3opZbgV8cbDAXSzVqX4eiS1FUt1XTpV5MM+vglx/r9Xg3sVGvYL5gX73Gc/GgqNAX/Q5RL/gggu0ZcsW/fznP9cJJ5ygP//5z2poaNBNN92kn/3sZ/rMZz4zWHMdEIToAAAAAABgNEtuS5LtlhdNLa2qbQx1a5ViGIZs21Z+XkBdu6JaUd2i5e+26KRZE3Tc/vG1+KoqJiRUHDu90ksKAvrpObM1d2bloPXf9vZ2TxXuj5aWIk6A3b4r5i4O2tP9eMqSFxTujKa9/vuf7b5AKTDS9bmdy4svvqi//OUvOvLII2Wapvbdd1+dfPLJCgaDWrJkybAP0QEAAAAAAEazyonFqmsMybJtmUZ2WrokV2k3NIdlWfHK8+JgQUJf8XXVtbIsW8+sb1JLe0R/WRvvh/75T0xSIBCvWH/ktc166p2PtV9Zvmxb+sxB+7i3K1WrkYHgVJd7+8xLUijcrnc3RRSJxGRk6f4dSE7rFW81eLKE6wyjx+Pd9vQGqsox6vS5Ej0YDOrtt9/WtGnTNG3aND344IP61Kc+pc2bN2vu3Llqb28frLkOCCrRAQAAAADAaJftKmnn/KYZrza37Xjl+eTy4m6tT5xK9Zffa9azG5rVFY2pbZcl05AWfXqGDq3I11V/eU8t7fEK9JvPnCnTNFQ5sfuxBpO3Mt3r0ANHX1C8bNU23fW39yTD0KIFM92e5RVFeZo3tVjL19b3eoyB/mQAkE1mX3c44IAD9O6770qSDj30UN1999366KOPdNddd2nSpEkDPkFgtFq2apvOvm2Flq3alu2pAAAAAABGmfLSoAIBX9aqpJ3zr6hu0dVPVOuV91tk23bK0LuspFA+n6nj9i/RzWfO1NkHl8s0JMuOL1Dq85k6bU6pSgoCOm1OqSTJsmzV1G9XU0trj/MYyNfeZSWFqqqYoEDAp4A/Hqnl5wX2+rjD0dKVmxTujCrcEdFdL1Rr4fwZqijK08L5M7R2a6jbeL9pyO/bU6FuGhrwTwYA2dTndi6XXXaZ6urqJEnXXnutTj31VD344IPKycnR/fffP9DzA0atvq48DQAAAABApspKCrO62GVZSaFe+WC7HnqzTpYtPbuhWWcdVuVe7233IknRaLzVi9MnPc9vyjRNLZw/Q+WlQS2YI511WJXCrR0JvdWdyvCykkL3mG9+1KZl/6p127wM5Gtv5z51ztvZFdnrYw5HC+fP0E+fXC9bkmw7oeVL+66Ygnl+VZYU6N3asGxJ0d0/E79pqGx8Lq1cMOpk3M7lxRdf1HHHHSe/PzF3b29v18aNGzV16lSVlZUNyiQHEu1cMFyw8jQAAAAAYDA1tbTqo4btsu14xXQ0Zrl9yIeCs+CnaUhXfObAhL7bJx9Qok9NL1Yg4JMkRSLxEN00Dbd1S+m4gJ76/onu8ZwWMT7TkC0lhOlO+C5J1zxZrea2iFs5PdCvvddurFEsaeHWobxfh4rT0mVXzFKOz9Sik2bprheqFe6IKC9gqitiKVWo+H/XnzrkcwUGW8btXE4++WS1tLS4l48++mh99NFHKigo0GGHHTYiAnRgODnnyCl6fPHxBOgAAAAAgEHR0ByWUzrZ0RlfCNNZHHMoOC1AnABd2vOp7Oc2NCsQ8OnNj9p09V/e08oPtstnGlpT36FIzNa4HJ/O++Se18tNLa2yYpZM09CkicU6eHaVqiomuNd7a0TP++QUN0AfjNfe3uDYMDTk9+tQOefIKSrI9aszYincGdXSlZu0a/ebHZ1pAnRJtK3FqJRxJbppmqqvr9fEiRMlSePHj9dbb72lGTNGVn8jKtEBAAAAAMBYkFyJ3rUrKkPSpCFekNPL+6ns4/aboAt/9081t0UUzPNLhqGdHRHZ6r4oZaqFUpet2qb7V3ygkw8okW3benZDs06bU6rz/22/Qb193lY0re1dCoXbVRws0LSq0kE7Z7YsW7VNd71QLdm2jppZ5i4o6jcNxSzbDdKdHvaSZEjKDZjK8fu0aMFMigcxKvS5JzoAAAAAAACGv+S+6E4Q3dAczlqI7gSq96/4QDV1E3Tq7FI98q96hTujCePad8XciuY7lr8ny7L0+UPK9eVPxYs5l63aplufWi/Lll6o3i7LstXSHtGzG5q1YM4+g3r7vPdrXWNIkrSztWPQzpdNTi90Kd6ex1GQ40sI1T3dbWQrXqneGbFYBw6jRsbtXAzDkGEYaS8DAAAAAABg+GlqadXajTWKRuP9xMfl52pdda2aWlq7jUu1vT+Wrdqms29bkbK1x9KVm9S4s0vPbmjWcfuXKJbUI8GQFO6IaOnKTVq6cpNau6Jqj1h66M06vfLBdvcYlh2vgJ43tVjhjogMSTMnFriLlQ4Fa3eDh5hla836bdpS0zxk5x5qC+fPUDDPr2B+QItOmqXX399zW83dEWFewFQwzx//mh/Qwvkjq4MFkE6f2rkcdNBB7sKib7/9tmbPnq2cnJyEcf/6178GfpYDiHYuAAAAAABgLHEq0CUlLOTpbY3iHZe8vSfe1ibe6m9nUVGnLYu3jYsUry7fFY0px+/TuDy/GnYvQJrjM6XdXxedNMsd29YVTWjz4j2e02dd6t4GZrC9vbEmYYFTSaqqmDDqFhlN5ZQlL7ifIMjzm8rxm5Jh0MIFo1LG7VyuvfbahMuf+9znBnwyAAAAAAAA2DveYFuSrJglw4h3FXC2ea93lJcGU27vSUNzOGWLGCfcdkJzJ+heunKTHl98/O7LUe2KRVWY59f/XX+qJOmU/35R4Y6Icvw+rf6wRS+8U68FB1VIkl54p17zphZL2tNmZNmqbWrfFVOe35TfZ2pKUY7O+MmL+tJRU7Tw0zP7dwf2QbAwX6Fwe8K2mvrtYyJEX3TSLP30yfWyJXVFLUUtW1HL1i+f20iIjlGn3yE6AAAAAAAAhg8nPI/FLFmWrYbmsKR4q5FU1eXO9U7gm9xDPROZBu8L58/QXX97z+117lyWYWje1GKdfduKeODuNEywbb3wTr0sW1q+tl55AVOWLa3dGupWhR7uiKiiKE8/PnOmvrdso1raI7rr5U0qHJc36GFuW0dXyu1vb6xRZRYXcB0Kzn3r9KaP7q7I74xYWrZqG0E6RpWMe6Kn8t///d8KhUIDNBUAAAAAAAD0l1MVbijetqW8NKjy0qD7faqxTpDeX2UlhZo7s7JbWOytPJfigWtBrt/tdX7OkVP0/NUL9PxVJ+r16ibV7+jUL5/bKEluz22nAl2KB7MVRXkJ7VucIN3ZXl4a1OkHlsk04gtdOuceTM79m8yybNXUb9fajTUD0mN+uDrnyCm64jMHqqIoL2H7XS9UZ2lGwODYqxD95ptvVktLy0DNBQAAAAAAAH3gLAa6paZZ0Wi873lOjl9WzFJtY0iSUobc6cL1geINt3vaJkky4qtSdkUshTujKsiJh9Jrt4bk371iZV7A1OOLj9c5R05xj3POYZU6oNin3110uM45corKSgr15U/N0AVHVmri+NwhWdTSeROhOFiQ8vqYZau2MeQu2DqQi7cOF+ccOUWPLz5eJ8/b86aHMluCERgxMl5YNJXx48frrbfe0owZI2elXRYWBQAAAAAAI9WWmmaFwu3KzwsoGrMUjVrqLdopDhZoWlXpEM0wkbf1Srr2HstWbdNdL1RrVySmnIBPixbMdKvNg3l+FeT6E3qrO8dKtRDqr59aq6fe+VifOWgfXfKZeUN2Ox2pFho1jHimHAj43FY7pmno4NlVQz6/wZbJzxsYifaqEh0AAAAAAACDI7lq+d1N9e4ilh2dEUUiMTdANwzJNA0Zu6u6vULh9h4rn1NVRw9UxXRyWxcpHrSefdsKLVu1TdLuVi85PnVGLRXk+HTOkVNUPC5HklRZUuBWoCcfy1tN39TSql8/tVZ/+GetWtoj+vNbjXs17/5KDtClPUXZfp/pXt/9pzQ6OFXpBOgYbTJeWDSV9evXq7KysveBAAAAAAAA6JO6xpBilq26xpDKSgrV0RlJOc4JkstKCt3q7GQNzeGUi1w2tbSqpn57tzHenul7szhm8oKi0p6FKG95cr1+v3KTPg53atakoDtekt6tDSd8XbZqm9p3xRTM21OV7l0IdV11rR5bXS8nwjaHYUrt/flNmlicvYkA6LO9qkSfMmWKPvzwQ61bt06WZQ3UnAAAAAAAAMY8O+lrfl6g2xhv4XlTS6tiMUs+01BVxQS3T7dhKG3vc+/Cot4x/e2ZnlzB7l1Q9Nan1uuuv70nb7F2w45OWbb0Xl3YXTR02aptyvXHIyvn69KVmxTuiKgg159Q5exUtb/5UZtbhW9IWnTSrD7NeyBkWrVfVTFhr96YADD0Mg7RI5GIrr32Wp155pn68Y9/rFgspi9/+cuaOXOmDj74YB100EHasmVLnydwxx13aPr06crLy9Phhx+ulStXZrTfP/7xD/n9fh166KF9PicAAAAAAMBgyqQdSroxzvZgYb4CAZ8qd1ctHzCjQoceOEWBgM8daxqGWzHe0ByO99v2mSorKVRhQa4CAZ8ml0+QpJTncsLy5GDXWTCzr2Gvt4LdsXD+DJmG4uG5YSRUiZcX5ck0pAUHVSS0a7n0tNmqKMrT/DkTdfZtKzRvarEqivI0b2qxzr5thX74p7d09m0rdOfy91S/o1MPvLpVPp+pYJ5f3/vsgVlpJ+K9zekUBwsI0IERKOMQ/aqrrtKdd96p8vJy3XvvvTrnnHO0evVq/fGPf9TDDz8sv9+va665pk8nf+SRR3TZZZfpmmuu0erVqzV//nydfvrp2rp1a4/77dixQwsXLtSCBQv6dD4AAAAAAICh4ITJdY0hvbVhm9as36YtNc0pxySHr872to6ulEH2uPxcSfHKdGt3w+1x+bkqLw3KNA1ZMUtNLa0Jx/fOxxumO2G5lDpk76tUFeznHDlFV3zmQFUU5en/HT1FR+5bJNOQTp5XoQvnz9DEYJ4kqb0rqryAqVDbLt31QrWKx+Vo+dp61e/o1NqtIT2++Hit3RpS/Y5OvfBOfLtl2yoImGrtiqasVB9KmVTth8LtemvDtr2+nwEMLcPubQnn3fbdd1/deeedOuOMM/Tee+9p9uzZeuqpp3T66adLklasWKELLrhANTU1GZ/8qKOO0mGHHaY777zT3TZnzhydffbZWrJkSdr9vvSlL2nmzJny+Xx6/PHHtWbNmozPGQ6HVVRUpB07digY7NtHkgAAAAAAANJxgutx+bna2drhtmHxLjZ56IFTuo13+pmnOk5bR5f7tbw0qNb2LndxUa9AwKe5MyvdnuhOkP1RQ0i2bSvgNxWJWjKMPQtd+kxDkyYWJ/RSd44zGJat2qZfP79R7bss2ZIqivLU3hVVuDMqQ/G2NW7FepJgnt9t0bJ05SbNm1qs16ubZNmSbVtq22XJNKQrPpOdKnSHt8d8TwbzfgYw8DKuRK+trdUhhxwiSZo1a5Zyc3O1//77u9fPmjVL9fX1GZ94165devPNN3XKKackbD/llFP06quvpt3vvvvu0wcffKBrr702o/N0dXUpHA4n/AMAAAAAABhoTrV3KNyumGXL2v3P4e1p7g3KG5rDCZXJZSWFKi8NKhRud4/nVJR7A/TiYIFM05BhGIrtrj5PrgR3aicj0fhadqaniXrMst0q+P72QO9JcruapSs3qW13gC7F+6G3dkUlST6foYqiPM2aFJQhKS9ganZlUKYh+U1D4c6ofv38Rh233wQ9vvh43fiFQ1SQ61drV1Q+n08VRXlZD9Cl+M+uqmJCr+OcnxeAkSHjED0WiykQ2PPL3u/3y+fz9OAyTWVY1C5JampqUiwWU3l5ecL28vLytGF8dXW1rrrqKj344IPy+/0ZnWfJkiUqKipy/02Zkt1fpgAAAAAAYHRpamnV2xtrFInEehzX0RnR2o01amppVV1jKCEgT277kqq/9rj8XHch0fy8gNo6uhQszJdtx8P6huZwQnuW5Ipop/K8qmKCTNOQzzTc0Ly/PdB7ktyuZuH8GQrm+RXMD7iV5857DNGYrfZdMW1pbJUtKcdn6v5vHqNXrztVBbnxDKh9l6VHXtvsHn/h/BmqKMrTogUz9fji47MeoDvKSgrdRV1TCQR87s8LwMiQWRK923PPPaeioiJJkmVZeuGFF/TOO+9IkkKhUL8mYHiXkVb8HdLkbVI8xD///PN1/fXXa9aszFdYvvrqq7V48WL3cjgcJkgHAAAAAAB9ktx6xVtJnqq9ipe3hYpT/W0lFSLGPBXroXC7qiomdAvBnfMEAj5FY1Y8hI/sOfe4/Fytq65VeWkwIaA1TSNhwVFHbWNIHzWEVNsYUuXuti7pWsz0hzMPJ6g/58gpOufIKVq2apt+8exGde2ujneEOyJyEyFPNrRowUzd+tR6Wbb0+FuN+svaFyXb1lEzy/ZqfoNpWlWppFL38paaZoXC7SoOFqiwIDfhfgEw/GXcE900ey9aj398qOd3XR27du1SQUGBHn30UX3+8593t//Hf/yH1qxZoxUrViSMD4VCmjBhQkL1u2VZsm1bPp9Pzz//vE488cRez0tPdAAAAAAA0JPknuTlpUHVNobc1ixVFRPcKutkhhFvmTK+MN/dV5I+atgu245nJ5PLi1XXGEoIzhOPYeiQOVVau7Em5RinXYg3ZDdNQz6fmdAPva4xJFtSMGkuDc1hxWJWQqsZw5D8fp+7faB7di9btc3tZf7CO/UJfc/9piG/aSgn4NNR+5dq7daQFs6fkVBZ7uzfviumcEckfpt390+vKMrT44uPH7C5AkCyjCvRLcvqfVAf5OTk6PDDD9fy5csTQvTly5frc5/7XLfxwWBQa9euTdh2xx136MUXX9Sf/vQnTZ8+fUDnBwAAAAAAxpamltaEsNyp8vZuk6S6xpAmTSzuVinuBOTehTobmsOaO7PSDd39/j3V4E5QH27tkCF1C94nTSxWbWNIhhIr1ZOryY3dY51jOlXkzjnbOrrcQNyZl89M7gwg900Bw1DKKum9qVJfunKT6nd0qmFtvZLfFohatizb1qWnzU7bksVbxX7XC9XaFY3PNcdnauH8GX2aCwD0VZ/auQy0xYsX6ytf+YqOOOIIHXPMMfrNb36jrVu3atGiRZLirVg++ugjLV26VKZp6qCDDkrYf+LEicrLy+u2HQAAAAAAIFNOq410kpvO2toTZHsDdtve05c8uZVJ8uWyksJeg2jvGG87kFTXe7c5ks+ZvM1bDZ+fF1BHZ2T37Ug9H2+P876G6Avnz9Avn92ozmj3Ik1D8YrypSs3dQvRnQp0b2V6QY5Psm2FO6MqLsgZNr3QAYxe/QrRH3jgAd11113avHmzXnvtNe277776n//5H82YMSNlFXk65513npqbm3XDDTeorq5OBx10kJ5++mntu+++kqS6ujpt3bq1P1MEAAAAAADoUXLluZfTlsVb4T0uP1c7Wztk797XCbGd4xhS2pA8k9C8J8k9tjORLmT3bnMC9eRFLp3L3srzVKF8Kqkq1s85cop++uR6d0xewFSOP96+5fXqJskwUlaUOxXsd71QndDOJZgfUEVRHlXoAIZExj3RHXfeead+9KMf6bLLLtOPf/xjvfPOO5oxY4buv/9+/f73v9dLL700WHMdEPREBwAAAAAAktL2HPeZhubNrkoIg6XEXuID3TM825w3AuJ926XKicVu5Xlfb6u3ZYzpM93e8t9+eF3CYqIVRXlq74oq3BlVMM+v569e0O1YTiV6qH2XOiOW8gKmigtyuvVMB4DB1PtqoUl+9atf6be//a2uueaahEU+jzjiiG49ywEAAAAAAIajppbWtAt7eqvPnfYlzveG5C7cOZqUlRTq4NlVOmROlQ6eXeVWnqe6rU0trVpXXaumltaUx3L2syW9sOFjffvBt/TCho91cGWhTEOaXRncU0Vu7G6Ws/vrslXbdPZtK7Rs1TZJ8Qr2xxcfrxxfPMLK8Zl6fPHxBOgAhlSfQ/TNmzfrE5/4RLftubm5amtrG5BJAQAAAAAADAYnAK5tDHW7zmcaKg4WqKE5rKaW1oQQ2fl+0sRizZ1ZuVetWUaKspLClLfV++ZCuv3G5efKsmw9u6FZLe0RPf52o97cFpZlS6G2XXp88fHxwbatvIAp2bZbdV6/o1NLV25KOOaik2apoihPi06aNSi3FQB60uee6NOnT9eaNWvcvuWOZ555RgceeOCATQwAAAAAAGCgOQFwKjk5frV1dLkBcXKAPBaC80yk643ubX/jLNR62pxSPbuhWZ3RmCxbMg2peFyOjr3uOeX4THVGLZmG1Bmx3AVEna9e5xw5hepzAFnT5xD9e9/7ni655BJ1dnbKtm3985//1EMPPaQlS5bod7/73WDMEQAAAAAAYECUlwZVU79dkmSahionFruXOzoj8pmGDEOKRi29tWGbDCM+hgB9j3SLpDqLtNY2hlQcLFAo3K7j9i/RcfuXaOUH2/XM+iZ95qB99OCqWlm21BW1VFGUp3lTi7V2a8jtc05YDmC46XOIfvHFFysajer73/++2tvbdf7552vy5Mn6xS9+oS996UuDMUcAAAAAAIB+81ZIl5UUqq4xpJhly7Js1dRvl2kasnb3R9/TJz3+1bZtNTSHCdF70dTS6t6HRtJ1Kz/Yruc2NuszB+2j846ZrvoOSy+8U68FB1Xoxi8cMvSTBYA+MmzbTr2KRgaamppkWZYmTpw4kHMaVOFwWEVFRdqxY4eCwdG1CAgAAAAAAOhuXXWtIpGYAgGf5s6sdEN1b1sXb5Du5VSrE6L3zLmPJamqYoJb3S9JP/hrtVraI+5ioktXbtK8qcV6a8t2TS/N0+bmTl10/H5UoAMYtvq8sOj111+vDz74QJJUVlY2ogJ0AAAAAAAw9ngXCJXi7UjKS4MyjHjNdHGwIG2AfvDsKpWVFLoLkja1tA7p3EcK5z6uqpjQ7Q2H0+aUqqQg4Abo9Ts69cI79Wrc2aVVH+5Q486ubguJAsBw0ucQ/bHHHtOsWbN09NFH6/bbb9fHH388GPMCAAAAAADol+TAu6ykUHNnVqq1vUtr1m/Tu5vqVVO/XbZtKxDwaVpVacrjVE4sdr93KtcbmsNDcRNGHOc+dt5w8Pr0rFItOWuW9h9v6DMHTdS4HJ/M3W9gGJIKc/3dFhIFgOGkzyH622+/rbffflsnnniibrvtNk2ePFlnnHGG/vjHP6q9vX0w5ggAAAAAAJCxdIF3KBzPLTo6I+42pzo9Py/Q7Th1jSE3EE6uZkd63vvdMOJBuW3He9B3dO5SRySmqNOD3pYK8/y0cgEwrPU5RJekuXPn6uabb9amTZv00ksvafr06brssstUUVEx0PMDAAAAAADok3SBd3GwIOGyYcQD36aWVpUWd+95HrNsfdSwXWvWb1Nre5dbaY2eJd/vMU+rnGc3NCu5c868qcVDMCsA6L9+hehe48aNU35+vnJychSJRHrfAQAAAAAAYBB5W4t4TasqVVXFBJlmvJWIbUuRSEw19dtV2xjqdhyfacjeHfg6VezombNoq1PZbycF5qcfWKZgnj9h2+vvNw/V9ACgX/oVom/evFk//vGPdeCBB+qII47Qv/71L1133XWqr68f6PkBAAAAAAD0S6rFQBuawykXETUUD80NI/61OFgg02e6YXByFTtSq20MKRKJJbTMkaRXPmjRNU9Wa1s4otauaOJOyUk7AAwz/t6HJDrmmGP0z3/+U/PmzdPFF1+s888/X5MnTx6MuQEAAAAAAKTlVD2XlwZTtlmpawwpZtmqawy515eXBtXQHJbfZyYEvaZpKBK1VBws0LSqUq2rrlUkEpMVsxQI+FRYkDtkt2skM9Jsf35ji5rbInrlvaaE7aYhLTpp1uBPDAD2Qp9D9BNOOEG/+93vNHfu3MGYDwAAAAAAQEa8C4imCtGd+uaYZevtjTWqnFjsjmtoDqs4WOC2aYlELUlO25ZSlZcG3RA+Zu1ZpLSn0B7SpInF7v3mNS5gyhufj8/zq60rqgUHVbCoKIBhr8/tXG6++WYCdAAAAAAAkHXpFhB1VE4sdr+3LDshCI9EYgqF21UcLFAg4FPAH49InPYtZSWFMn17YhMnVHd6qHtbxGCP5PtNkl55v0Ufbu9M2LazMyrLltZuDQ3h7ACgfzKqRF+8eLFuvPFGjRs3TosXL+5x7G233TYgEwMAAAAAAGNTcpuWdG1bykoKu1WEN7W0qrYxJEPxquiqigluZXQkEtOWmmaVlwZVU79dktTW0aW5Myu1rrpWkhSNWe6xnNYvznm9i4+mq37HnvttXH6uQuF2Pbthz8Kh5UV5+jjcqVmTggq17dLC+TOyOFMAyExGIfrq1asViUTc79MxjHSdrwAAAAAAAHrmhOVWzFJsd+W4E15blq1aT2/zdLwLhzY0hzV3ZqXKSgq1Zv02SXLbt5imIduWYjFLTS2t8cA30q5oNKamllY3oPeeL1iYr1C4XYahtNXvSHxzY+3GDp02p1TPbmjWl46aooWfnpnl2QFA3xm2PbaWQA6HwyoqKtKOHTsUDPIHDwAAAACAbEsOz03TkM9nuhXgazfWuD22qyomuNXp3opzJ7RtamnVRw3bZdtScbBAhQW5bgjfE59pJPTxrqqYICmxB7qz2KjPNGR65of0elv8FQBGAkJ0AAAAAACQFU7AGo3GZNuSYUimYciWEhYBbWppdduvSPGA2+lrLqlbqO2E3YGAT5K6jRuXn6u2ji633YgUr0z3Bu3J+5qmodwcvzo6IzIMybbjY+bOrBzcOwkAkHUZtXNJtmrVKj366KPaunWrdu3alXDdsmXLBmRiAAAAAABg9EoOxqV4gG76TEUisYSe485XZ7xT2exUolu2rVgkpo8atru9uNvU5bZcSVWxvmceue7xmkOt6uiMt7Mdl58rSQpF4iG7ZdnudU454rj8XCqtAWAMMHsfkujhhx/Wpz71Ka1fv15//vOfFYlEtH79er344osqKioajDkCAAAAAIBRpqE53G2brXgw7TMNt1e5o6ykUFUVExQI+NzA+uDZVZo3u0rm7jXabDteOd7W0eUubinFq9pNX+oIpKyk0O2b7oTkUrx3+s7Wjh5vQ1tHl1sRn+r2AABGhz63czn44IP1zW9+U5dcconGjx+vt956S9OnT9c3v/lNTZo0Sddff/1gzXVA0M4FAAAAAIDsS1WJLiW2Ucm0XYpTDe60aXEC9OSWLk4A71SOS0rolx7wm4pErbTnMQxDtm0rPy+gzq6IbFvKzwsoGrOoRAeAUazPIfq4ceO0bt06TZs2TWVlZXrppZc0b948bdiwQSeeeKLq6uoGa64DghAdAAAAAIDhwbtgqBTvOx4szNfO1o5ufdH7oqmlVXWNIfcY0p4WMKnCda9AwJfQK93L6YWevAjpoQdO6fMcAQAjR5/buZSUlGjnzp2SpMmTJ+udd96RJIVCIbW3d/8DAwAAAAAAkMqkicUKBHzymfF2LD6fqbaOLsUsW77d7VfWVdcmtHXpyZaaZq1Zv00fNWx3j1FWUpjQsqW8NOhWpJeXBmXuPrcUrzR32sEUBwskxavTJak4WOD2QvcG6Pl5gb2+HwAAw1ufFxadP3++li9frnnz5uncc8/Vf/zHf+jFF1/U8uXLtWDBgsGYIwAAAAAAGAWcCnFrdxptGoYmJVWKe79P7jeeaoy3Ut2pHneqxZ2xXs54Z/+DZ1clzM97bklue5e2jq6UtykaS9/+BQAwOvS5nUtLS4s6OztVWVkpy7J066236u9//7v2339//fCHP9SECRMGa64DgnYuAAAAAABkx7rq2pTtU9L1PU8OtVP1OJ87s9Id5/eZ7uKgpmnI5zMTgnZnXCxmuX3QfWY8yE9uG5Oqz3pre1e3Ni9VFRPohQ4Ao1yfQ/SRjhAdAAAAAIDsSFeJni6E9oboUvpKdCecd9q0eBcL9ZmG5s2uSljINLmneSZBvhOme/ulG4ahQ+ZUpdwPADB69LmdCwAAAAAAQH84/ckz5W3n4vQ09x7L4VSqO6F6Q3NYlhWveHcCe6c9iyS3hUxtY0jG7v2l1NXnzhxCkXhw3qYuVVVMSAj0AQCjW8YhummaMgyjxzGGYSgaje71pAAAAAAAwOiSKqDuKVBvammVFbNkpult7uUN55taWhXz9Ck3d2cZyUG7s59XcmBe1xjSpInFKedNCxcAGDsyDtH//Oc/p73u1Vdf1a9+9SuNsc4wAAAAAAAgQ8kBdUNzuMcguqE5rJhlKxDw9ThuS02zQuF2FQcLNK2q1G3lYhiS3+9zA/hMgu9x+bnu/CTJznA/AMDolnGI/rnPfa7bto0bN+rqq6/WX//6V11wwQW68cYbB3RyAAAAAABgZEuoQFdXQkV3T7yV4z1x+pPHv5bK+Qy9aRjuoqPrqmt7rXyXpLaOLknxnummz9S4/NyEfb092gnWAWDsMPuzU21trb7xjW/o4IMPVjQa1Zo1a/T73/9eU6dOHej5AQAAAACAEcypQG/r6NLcmZWaVlXqLuK5rrpWTS2tKfcrKyns1gc9leJgQcLX8YX5CV+9fdW9nHDde/7y0qACAZ8mTSzW3JmVauvoUiQSU21jSGs31qimfnvKYwEARrc+LSy6Y8cO3XzzzfrVr36lQw89VC+88ILmz58/WHMDAAAAAAAjXLqKcm+4nUlVd7oq8GlVpZJK3VDc2t0P3akq7+38NfXbVVO/3W0H4z22097FtvcsUOocEwAwdmQcot9yyy36yU9+ooqKCj300EMp27sAAAAAAAB4pespnmm7FocTetc2hlKG6c71khIWI3XGONXjzuXy0qBq6re7+zvtYLycIN4w4u1hbEmVE4tp5QIAY4xhZ7gaqGmays/P10knnSSfz5d23LJlywZscoMhHA6rqKhIO3bsUDDIO8cAAAAAAAyGge4f7hzPilnugqNOWxjneicUDwR8CSG9N2A3DGly+QRJchchjW83NLm8eE//9o7E/u0E5wAwdmVcib5w4UIZhtH7QAAAAAAAMOb1tV1Lb5yK9i01zQqF2+X3me6in875ioMFbvjtBOpOkO5ctu34tljMkmXZMgzJ7/clhO2hyO7FSiPtqqqYQIAOAGNcxpXoowWV6AAAAAAADB6nYnxcfq7CrR0yJE3a3QJlIKrT11XXulXlUrzqXJIikZhbne4dUxwsULi1w604l+LV6JIh27blMw3Nm12lppZW1TWGZEsKFubvbu8Sbw1z8Oyqfs0VADA6mNmeAAAAAAAAGD1qG0OKRGIKt3bItm3FLFsfNcSrwOt2X1fXGEq7v7NAaFNLa8rry0uDCgR8Kg4WuG1bnG1OVbpzuapigto6uhICdCleje4E6JMmFkvaXZ1u2fL5TE2rKpXPjH8a37LstHMBAIwNGbdzAQAAAAAA6I3zeXdvcG3b0paaZjlbevpIfG9tYNItVOrdljymtjEkQ9L4wnztbO1QbPfcnK9NLa2KxSz5di9IuqWm2b3OmRMtXQBg7CJEBwAAAAAAA8Yw9gTphhFvmSJJoXC7TNNwq7+9bV+8i3d6FwRNpaml1Q3FM20T4/OZ7nmcynOnR3pdY8gNzAMBn8pKCt3rnG3p5gIAGBsI0QEAAAAAwIBx+okbhqHJ5cVqbe9yL1uW7QbVTt9yZxFPp9o7XaW5E5RbuxcE9e7jVK874bd3/+TFQhuaw5o7s9L9Phaz3LHj8nP11oZt7uXiYIGmVZUO8D0EABhpCNEBAAAAAMCAaevokiT5/aYnEC9NqDxfV10rv89UJBJTfl5A0ZiVUO2dqtrcCcPji4LGq9zH5efq7Y01buW71L31ilPZ7q14l/a0fPHOy1lM1EGADgCQCNEBAAAAAMAASteOxQm2nWrxSCQmSYrGLLcy3NHQHE6oNpckK2bJNA0ZkmK2LdNQQujtMw2ZPjPleb2hurNwqdP6xfm3rro2YT/DiI+lFzoAwMz2BIDRaNmqbTr7thVatmpb74MBAAAAYIRyAummllb3e0maO7MyZfjsBOJSvFVKun7j5aVBt3+6E8rHLFuWZWt8Yb4CAZ8sT/m502c93XmT5+AsXJrunKZpyLbVbQwAYGyiEh0YBEtXblL9jk4tXblJ5xw5JdvTAQAAAIAB5e1PHrNs1dRvl880FLPsbu1UvLxV6j2F3an6ojsV7OHWDh08u0prN9YoZtsyjHgFeqZ6qpR3AnafabCgKADARYgODIKF82do6cpNWjh/RranAgAAAAADzgmbTdNwt9lSQvDs7TXu9CJPt2hob8pKCvVRQ0i2Ha9Gb2pp1aSJxe7CoE5leSbH9s6hqaVVdY0h2YoviBqLWW5Vu3M7nX0AAGMXITowCM45cgoV6AAAAABGpS01zW4/c6dvuWFIlbsXAHU4oXcoEu9b7oTcqRYNzYRhyF1AtLYxJJ+n/3mqyvJMOG1ipD391QMBn8pKCvX2xhpZlq3axhAhOgCMcYZte9ewHv3C4bCKioq0Y8cOBYN8LAsAAAAAgEw4leVOgN4XPtNwq729i4EahqFD5lRlfP66xpAs25Y3yaiqmCBJKaveMz2mMzdnX2lP+xjDkA6ZQ5EUAIxlVKIDAAAAAIBeOQG6tyI8E8XBArV1dCkSiSUE6JKUaV2fE+BPmlisusaQYp79nJYrkUisW9V7qmOkCtrrGkMKt3a41fRrN9a4+5mGIQDA2EaIDgAAAAAAeuUsyDkuP1c7WzvcNiiSFPCbikSthPEBvykZhgoLclVYkOtWdiePb2ppTRl41zWG3HM4wX1N/XZ5M23TNBJauozLz1W4tUNWzHKPm7wIanLQ7m3p4mzzRvvjC/O1rro24+p2AMDok/ny1QAAAAAAYMwqKynU3JmVauvoSgjQDUMqLyvSoQdOcVurSFIkGl/ws7YxpIbmsBt++0xD3iS8oTmsppZWrauuVVNLq7vNe47EgnXDXdDUsmy1tneprKRQ5aVBtXV0SZJilu1WqDsV9NbugwT88ShkXH6umlpaZcUsGUZiIF85sViBgE9VFRPcKnrneACAsYcQHQAAAAAA9Mgbco/Lz024zqkQdyq+Hfl5AQUCPhnS7j7q8eB7fGG+ykuDMk1Dvt3BtRN0O/uXlwZleIJ2b/V5cgsYp0WM225G8cVBx+Xnal11rfw+052nJLcCvq2jyw3r/X6fDp5dlbLSvLw0qEDA16+FSwEAowPtXAAAAAAAQI8+agjJtm191BCS35+6Hq+hOazy0qDbtiUaszR3ZmW31ixtHV2aVlXaLbB22rE4rVNMQ4rZ8cVHnRDdCdC9ObpznRPGO21X3t5YI8uyuy2E6oyPRGLKzwu4+ybPxQn1586spI0LAIxxVKIDAAAAAIAe7QmvbZWXBuMtWXYzTcOt1C4rKVRVxYSEyu2ykkKZvj3xg7PdW93utIrZ2dqhSCSmusaQ25fctm1Zli2/31RxsCBhPpJUNL5A66prJSkh8PYuB2oYe8J40zDcEL6jM9ItJG9qaXWD90gkprUba9w2MwCAsYlKdAAAAAAA0KP8vIA6OiPKzwt4FuOMB83BwnxNqyp1x5aVFHar3C4vDaq2MZQQbNc2hmRZtlu5XlZS6PYtt2xbk8snJCxGGonE3EVBHT7TcHuWe8fWNYbcY0lO5Xr8csy23YVKi4MFbhsaJ9z3Hkfa01+danQAGLuoRAcAAAAAAGk1tbSqozMiSdq1Kyopsf2Js5hnT8pKCuXzmQkLfnoDdXdb0oKjxcECdxHRZIZhaHxhvmIxK2Efp3WMbcdD9kDAp+JgQcLXyeUTdOiBU1RYkKua+u0JC6Am83kWHAUAjE1UogMAAAAAgLS8wbJT2+1UZXsruHvj7VkuSZMmFrvV6U4v9Nwcvzo6I7Lt1JXnXrZtK9zaIcvaU3E+Lj9X4dYO9/KkicXuXL0V52UlhWpqaU2oOrdtKRaz5DONhP0AACBEBwAAAAAAafl9ptsjvHJisbs9VduWniSP9wbxO1s7FEuxCGhPioMF2ukJzKV4VXzlxOKEsNzhXSzUaUnj8JmGbEmWZSsQ8KmspFDvbqp3K/CrKiYQqgPAGEaIDgAAAAAA0nKCZEkDHiQ7wbZpGjJNI6GqvCc+01BhQa4kKRRuV35eQNGY5QbnqeaZXAnvvexUpnuv995ueqIDwNhGiA4AAAAAANJyFuGUpC01zQmLiPYkuX1KKt4g+6OG7SnHpBLbvSCpb3e/9GjM0tyZlT3u4w3XnbmNy891K9KTr0+eJwBg7GJhUQAAAAAAkFJTS6tMz2KfoXB7t4A5HW/7lHTKSgo1d2alykoK3aDekZ8XSLhcVTGh2/62FK9gj1lqamlVU0ur1m6s0dsba3qcpzO3ULg95RzrGkMJ56UKHQDGNkJ0AAAAAACQUkNzWDHLlidH7zEU9yovDSoQ8PVYxd3U0qp11bVqamlNOIckdXbtaadSHCxIGWQ7uziV6R81hBSzbFmW3WNluzO34mBByjk6eb5pGgToAAAZtp38Xu/oFg6HVVRUpB07digY5ONYAAAAAACk0tTSqtrGkGzblmkYGl+Yr7aOrh7bs/TFlppmhcLtkuJhtW1L6SIK0zRkSMrJ8Sf0Kpfi/dFjaXqpFwcL+jVnZ27FwYKM29cAAEYvKtEBAAAAAECCppZW1dRvl2XZsu14pXdbR5fbemUgOAG6FK8o76nGz7JsxSxbu3ZFdeiBUxQI+Nzrxhfm7zmOYchIaj/TW0uZVNo6uhK+AgDGNhYWBQAAAAAACbyhs2FIpmEM+OKaxcECt9q7sCBXdY2htBXlDuf6cfm5CkXa3Upzx+TyYpWVFCYsHOpUove00Kn3OkmKRmPueQAAyHol+h133KHp06crLy9Phx9+uFauXJl27LJly3TyySdrn332UTAY1DHHHKPnnntuCGcLAAAAAMDo5fQoH5efq0DA57ZZMX3x+MDpXz4QplWV6tADp2haVanKSgo1b3aVqiomyGca3fqje3nbwOzY2a5YzJLPNFQcLFBDc1hNLa3ugqXTqkrd6vmeFjr1XtfQHHYXOaUSHQAgZTlEf+SRR3TZZZfpmmuu0erVqzV//nydfvrp2rp1a8rxr7zyik4++WQ9/fTTevPNN3XCCSfozDPP1OrVq4d45gAAAAAAjD5OmOxUbxuK9yMvLw32GEIPFCdMP2TOFDdQN83ERN3bBsa2461ebMUDb2d+W2qatWb9Nm2pae72xoC3oj7Vdd7qcyrRAQBSlhcWPeqoo3TYYYfpzjvvdLfNmTNHZ599tpYsWZLRMebOnavzzjtPP/rRjzIaz8KiAAAAAACk5l1Q0wmlnXC5rjEkW1LlxOI+90XvqZVKuvE19dslyT2/c9kwpOQkwzCkyeUT3HM4Y539ndsxd2Zlwn7rqmsVicTk2x3U24r3Z3faxqTaBwAw9mStEn3Xrl168803dcoppyRsP+WUU/Tqq69mdAzLsrRz506VlJSkHdPV1aVwOJzwDwAAAAAAdOddULO8NKhAwKdx+bmqqd+umGXLtm23ZUpf9LWK3TvOCd6rKiYoEPCpaHxBt/GmYbgtXJJD+vLSoEzTkBWzus3buY224sG5U9VumoZ85sD3gQcAjExZC9GbmpoUi8VUXl6esL28vFz19fUZHeNnP/uZ2tradO6556Yds2TJEhUVFbn/pkyZslfzBgAAAABgtHLal0QiMdU2hlReGlS4tcO93rbVr5YuTlidaSjtjK+qmCApXjEuSXNnVnbrU24Y0qSJxd22OVrbu2RZtmKWrZr67QlBemt7vNresmwZRrx1TOXEYh08u0rzZlf1ueIeADA6ZX1hUSNptRDbtrttS+Whhx7Sddddp0ceeUQTJ05MO+7qq6/Wjh073H/btm3b6zkDAAAAADAaeQNqy7JV1xiS9xV6cbCgT2G4I12VeG/jJammfntCcJ/cp9y2lXDcppZWmZ5cwdtDXZLqGkMprzMMyefLekwCABiG/Nk6cVlZmXw+X7eq88bGxm7V6ckeeeQRfe1rX9Ojjz6qk046qcexubm5ys1lIRAAAAAAAHrS1NKqWMxK2BazbLc/eqb9zAeSt+LdCc+TK9GLgwVqamlV7e7A31b8DQAp3pbFtu2EHup20r5OkG5ZtiwrHtZTgQ4A8MraW6w5OTk6/PDDtXz58oTty5cv17HHHpt2v4ceekgXXXSR/vjHP+ozn/nMYE8TAAAAAIAxoaE57IbPXuHWjj5VkQ8kb8V7uLVD66prNS4/1+1Z7gT8dY0ht2WL9zZYlq283EDCMYOF+e7306pKdeiBUxQI+FKeEwAAKYuV6JK0ePFifeUrX9ERRxyhY445Rr/5zW+0detWLVq0SFK8FctHH32kpUuXSooH6AsXLtQvfvELHX300W4Ve35+voqKirJ2OwAAAAAAGOnKS4NqaA7L7zPV0Rlxt9vdc/Uh4wT3Dc1hWTFLkUhMberSwbOr1NTSqpr67ZLiFefpeG+LlFjJ3tTSqobmsMbl56pN2am2BwAMf1kN0c877zw1NzfrhhtuUF1dnQ466CA9/fTT2nfffSVJdXV12rp1qzv+7rvvVjQa1SWXXKJLLrnE3X7hhRfq/vvvH+rpAwAAAAAwapSVFLoB8rub6j3hczxFdwLnoQyavSF3uLVDPtNwK8W9rV4qJxartb2rW//zZKZnf+cYTjDv9GAHACCZYdvZfE956IXDYRUVFWnHjh0KBvmIFgAAAAAAydas35ZwORDwKRazZFm2AgHfkAXO66prFYnEEraZppEQmhcHC1RYkOsG/M2h1oTqc9M00s47G28MAABGnqxWogMAAAAAgOHHu+CmJEUiMflMQ4GAb0h7hjstZsbl5yYsAFq7uwe6JO1s7XCvq6nfLsPT2SU5YJe6B+eE5wCA3lCJDgAAAAAAunlrQ428kUFVxQSVlRRmrXq7qaVVdY0h2ZIMSbEUi6AmS1V9vnZjjbuvYUimYWjSxGLCdABAWlSiAwAAAACAbgwjcVHR2saQJKmuMaSYZbuLeg5V+OytGneCfKfFjFdxsECSFAq3a1x+brfjWJ4bZdtSzLbV0BwmRAcApGVmewIAAAAAAGD4qZxYLJ+5pzeKtTs491aAexf3HEplJYWaO7NSlROLFQj4VBwsUCDgU1XFBBUW7Gn9Egq3a0tNs9ZV16qppVVSvPI82VC2qAEAjDyE6AAAAAAAoJuykkLNm12lqooJCWG6VzbDZ29bmbaOLkUiMTU0h7sF+6Fwu3udJE1KEbxThQ4A6AntXAAAAAAAQFpOG5Wmlla3hYukrIfPTluZusaQxhfmKxRpVzQaU15uQJFIzB1XHCxQW0eXG/izmCgAoK8I0QEAAAAAQK+c4Dkbi4qm4jSVsWzbbd9i21JHZ8Qdkyroz9bCqACAkYt2LgAAAAAAICNOL/LhED47/dC9i5+apqHiYIF8piEzTQuahuZwQnsXAAB6Q4gOAAAAAABGBZ/PVGFBrkyf6S6EunZjjbuoqBTv424YUiQS05aa5izOFgAwUhCiAwNg2aptOvu2FVq2alu2pwIAAAAAY4JTUW4YeyrOI5GYauq3a1x+rrstZtkJVedlJYVu9brTBgYAgJ4QogMDYOnKTarf0amlKzdleyoZa2pp1brq2oSKDAAAAAAYKcpLgwoEfJpcHm/r4tXW0SWfp52LFbMSXvvk5wUSvgIA0BNCdGAALJw/QxVFeVo4f0a2p5Ix+gACAAAAGMm8/dmdQL04WKBAwCe/z1TMsmUYkmEYilm26hpD7r5du6IJXwEA6Ilh294lOEa/cDisoqIi7dixQ8FgMNvTAQZNbyvOsyI9AAAAgNHE+xqnpn67u900DVlWPPooDhaoraNL0WhMti35TEPzZldla8oAgBGCSnRgFEjVmiW50jx5jLdqYyjnBQAAAGD0GE7P+Z3XQDX12xXwx+OO/LyAKicWu2NC4XZFInsC9Eme6wAASIcQHRgFUrVmcT7OWF4aTDsmG/MCAAAAMHoMp+f8zmsfSYpELUlSR2dEUrwCPZnpM/lULgAgI4TowCiQHJhL3SvNU43JxrwAAAAAjB6D/Zw/k0p3Z4wkVVVMUCDgk7FnTVE1NIfV1tElKd7axWcaMk2D1ykAgIz5sz0BAHuvrKSw1wqKTMYMtGycEwAAAMDQcZ7vO5XoA/3839uiJfn4Tg/0WMySZdluP3QrZsm7+ls0GlPR+AK1qYs1oQAA/UIlOgAAAAAA6LeBbOmSXHnurRZPPr5zXkPx/uaxmKW6xpBilp0wzralto6uQV8TCgAwelGJDgAAAAAA+m1cfq5CkXaNy891q8N7q/huamlVXWNItqRgYb7aOuJV4t5A3vvJVueYXs54736maSSMMQxDhiFatwAA9gohOgAAAAAA6Den33go3K5wa4fbWqWnEL2hOexWjIfC7ZKkmvrtKg7uabviSNcmMnm7N2jPJMgHACBThm3bdu/DRo9wOKyioiLt2LFDwSDvRAMAAAAAsDeaWlrdnuU+05DpMzUuP9etLk8OsptaWlXbGJJtS4YRr0R3gvRAwKe5MyuH/DYAANATeqIDAAAAAIB+KyspVFXFBLeVSnlpUG0dXWn7pDc0h2VZtvx+UwfPrtK0qlJVVUxQIOCj7QoAYFgiRAeQkeQFfgAAAADAUVZSKJ/PVGx3K5fy0mDaUDzVdWUlhSz8CQAYtuiJDiAjyQv8AAAAAIAkdzHRcfm5bj/zdH3MpfQ9zgEAGK4I0QFkxFnxno9XAgAAAPByCm7a1JXQz9wJ11ngEwAw0hGiA8gI1SIAAAAAUklXcOOE67WNIcJ0AMCIRogOICWqRgAAAABkwim4aWpp1dsba2RIGl+Yr1jMkm/3YqO0hgQAjGQsLAogJW8PdAAAAADoTUNzWJZlK2bZCoXbZVm2TJ+pSROL0y4yCgDASEAlOoCU6IEOAAAAoC/8PlORSMy9bJpGr4uMAgAwEhCiA0iJJ7oAAAAA+qKjM5Jw2ZB4TQEAGBVo5wIAAAAAAPaaYRgJly3bztJMAAAYWIToAAAAAABgr00uL5Y3Rzd3X9hS06w167dpS01zlmYGAMDeIUQHhqmmllatq65VU0trtqcCAAAAAL1qbe+St/h80sRibalpVijcLknuVwAARhpCdGCYamgOKxKJqaE5nO2pAAAAAECvvCF5wG+qrKSQ4BwAMCoQogODaG+qyctLgwoEfCovDQ7CzAAAAABg4DS1tCa0colELb29sSZhTHGwYIhnBQDAwPBnewLAaOatJu/rqvRlJYVZX8m+qaVVDc1hlZcGsz4XAAAAAMNXQ3NYyeuIWpYtw5D8fh+vKQAAIxqV6MAgGunV5LSUAQAAAJAJ72seb0W6bYsAHQAw4hGiA0irL28CDNRCqCyoCgAAAIxMpmnIZxoyvSm6pNrGUHYmBADAACFEBwbRSK/kLisp1NyZlRlVjQzUbR3p9xkAAAAwFjU0h2VZtmKWLcu25TMNtyLd6HlXAACGPUJ0YBCN9HYufZF8W/tbUT6W7jMAAABgtPA+f7dtKWbZyssNKBDwadLE4uxNDACAAWDYdvLSH6NbOBxWUVGRduzYoWCQkA5jQzYWCF1XXatIJKZAwKe5MyuH5JwAAAAAsqeppVU19dsTtlVVTKAfOgBgxKMSHRjhMqn4zka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ZNM00Etl0c6qCCgb8yssxFQz4teigClUU5bntnb8ladFBu24JdtaZatFBFTKNXesN5uW47ZYsnJm0rXTb6Iu3vbc/c6qCPeY72wvm5aR9Xs4077x025pTFZShRDak9zWaUxV0n6uTKVlelCfvV3/dk93Xe2Je4jvOiXk56j1XrH/MXlaS7x/YR0F/++NsM1P7PXleppHIyhyLcnMMmYY0b2pQ5aVBd3ogr+dFvj/HlC/NP/eswytVVjhBp8wt7bGsP2fX/9vsXrY4mK/y0qD8fp+7TWe/Xnz0VPn9PhUH8+X3+7T46Kn9fi+WlwZ16gFlyvebys0xk97n/TGQ933q+3Ug29nd/qQeRzLNG+h6d7dPfa1nd/u0ZOFMBfNy3ONxapv+vObptu2sN89vJn22ONvyHkMN7TqmOJ8rzvHceQfkmIZ7jHXaeI//0q5jb47PSNpuuuflrF9KHL9TPw/yut9LzvZT34nO49zudjk+o8fnQm5O8vE3z28mXoOAv8f6cnxGr8fyVKnPHdmVGmAaKqWlpTrxxBN1//33q6OjI2lefX29Hn/8cS1evNhNQJowYYLi8fiAtlFeXq69995bmzZt0n777Zf0M2PGjAGt66STTlJZWZluv/32tPNDoZAk6YgjjtD69es1ffr0HtvsK1DvCAQCOuOMM3TPPffolVde0Ztvvql169YNqL/AWNLUEtH66lptrmnW+upaNbVEem23rWG7otG4G0CXJCtuqaklknQe2dAcdu+UHOpjHgAMJ8Pu7z10Q8wwDP3qV79KmzHhuPrqq/Wb3/xGGzZscKd9/etf19q1a/Xmm2/2azvhcFhFRUVqbW1VMBjsewFgGHhvif/Lh81uVnQw4NcL1xyf1PbMu15Nyo4zpD3KRAcAAEBPnZ2d+vjjjzVjxgzl5eXt0bqGs9RBdXW1jjnmGM2dO1e33HKLZsyYofXr1+vKK69UV1eX/vznP6ukpERSIogdCAR0//33Kzc3V2VlZVqxYoUuu+wyN4AtSc8884zOOussNxv9f//3f3XJJZfo1ltv1amnnqquri699dZb2r59u5YtW6bNmzdrxowZWrNmjQ477LBe+/vrX/9a5557rk455RRdcskl2m+//dTU1KSf//zn2rJli5588knV1tbqsMMO07HHHqsrr7xSZWVl+vDDD/Xkk0/qxz/+sXw+nz7zmc/osMMO09133y1Jmj59ui677DJddtllWrFiheLxuObPn6/8/Hw9/PDDuuuuu7R169aMyViDaTD3JWCwrK+uVTS660s0v9+nA2dVJR2vJKmmfnva5X2mobhl91iuIJCr1h3tsu1Eosb0KUP/HgOA4ZDVci6RSEQffvih+/jjjz/W2rVrVVJSomnTpunaa6/Vtm3b9Oijj0qSli5dqnvvvVfLli3TV7/6Vb355pt66KGH9MQTT2TrKQADklp/fOGcyVq3JaT2rpjCnbGk28Ml7bp33WPJwplu/e50tYXPPmpq0rTUxwAAABheZSWFw1bSYNasWXrrrbd0ww03aPHixWpublZFRYXOPPNMXX/99W4AXZJuuukmfe1rX9O+++6rrq6uftcov/jii5Wfn6877rhDV111lQoKCnTwwQfrsssuG3B//+Vf/kVvvPGGbr31Vp1//vkKh8OaOnWqjj/+eN1yyy2SpKqqKv3pT3/S1VdfrZNPPlldXV3aZ599dMopp8g0+76jrri4WD/4wQ+0bNkyxeNxHXzwwfrNb34zLAF0IBt6q1kuJe6OyfGZikbjCuT5FYtbKi8Nqqkl4gbNM2WR+0xDlZOL1RyKqKMzqmg0rnfe2+peuobjHe7fbR1dadcBAKNRVjPRX3nlFR133HE9pn/5y1/WihUrdMEFF2jz5s165ZVX3HmvvvqqLr/8cq1fv15VVVW6+uqrtXTp0n5vk0x0DKfUgdnueG5DUs1UZ+DFYMCv/Ak+NxPdO6AmAXAAAIDhR/YwBgv7EgZLf+9qcbLMnSxx72NJaTPQvctJibJ/wcKA2jq6FItZsm1bPtPQwXOmSJLWbkhfKtfJUJekKRWTMvaTwUgBjDYjppzLcCGIjqHmHfTTGeSsoihxsuwtw+LNRKe0CgAAwMhC4BODhX0Jg2XdxhrFrV3B7HSB6KaWiDuw58TCgMKRRGa4YUhVk4sVae9SKNyuQJ5fXTtj7gCgklTXGJItybbtpJui/TmmojErqTzL5prmpProUmIcntLiwqSs920N22XbSsp4LyspTHoulZOLCagDGPGyWs4FGEuc4PmOjqhSv5lyMtF7K8MCAAAAAEAmtue3t/RKXWPIrUfuBLb9fp/aOrpkdSd25eT4VFZS6JZpicUtSVLcslXbGJIkt62RMpB1NJZo27qjQ+ura1VeGlTXzmiP/nV0Rt0+NYci6toZc4PxHZ2J9jX121XXGHKz1S3bThp8mSA6gJGKIDowSB59bZM7IKihXbexnXBwhRswJ3AOAAAAABiIppZIIkvctmWahqq6M7cdthIlWkLRXZnhOT5TO3fGZBiSaRhuZnh5abBHwN2yktPATMOQmWNKtu0G0KVEhroT7PaWhEmnozMqIzUa3y3u2Z5tSwWBXLWpy+0jAIxEBNGB3fDdp9/Ri+vqJSXqmhfm+TV/v1K1f9hMpjkAAAAAoE/9rQve0Bx2A885OYnBdONxyy2F4pRoccquSLsyv72lX5wscqdOeiZxy1bciidlpBuGoaKJiRrp5aVBN+M8E6dcTLoCwoYh5eX63T4666xtDKmuMaTKycVkpAMYcQiiAwPgDZ47LFsKd0S1bktIL1xzfJZ6BgAAAAAYTfoqY+IE2QsCuW6WeY7PVENzWFZ3PXGn5rikpKxxR9yytbmmWW0dXYpG46qp365Ie5esuOVmtTtB+FTeALht226bvgLokrT/zAo1tUSS+ucwDcMNoDvPybtO528C6QBGEjPbHQBGi3QBdCmRiR4M+N265wAAAAAAOJws8KaWSNL0gkBu0u/UZWrqtysajWtHpMOd3tEZVXlpUH6/r3sQ0L63Hwq3J5VKCYXbFbdsWZat5lBEbR1dmlIxSVMqJmUswZJJcTC/Rw11SXp3Y03aALqUXM7FeU6pauq393i9ACCbyEQH+iFdAP3Egyt08zmHZqlHAAAAAIDRIFPGeVtHV9Lv1GUclm3LMAzZ3b8dwcKAWne0y7aVVMollT/H1LaGUNp53gE/d0frjkSA3zCSA/qpddb7oziYn5QRz0CjAEYSguhAL7779Dt6+e/18n7+5+WYuuSUOdQ8BwAAAAD0qqkl4pZOSR040xnkM92Amt6646ZhaGJhQKFwu4omBtygvHcgUSeA7tRJ9wbFMwXXB4Pdn1T4PhiGtHf5JJWVFGrthl3PycnQ72/teAAYSgTRgV54A+imIS06iOxzAAAAAED/eAcFTeUEhGsbQ9rWEJJhSFWTiyVJdY0ht51pGm6GtjOAaCbOtlIzw3fXYK0nkOdPW7ZFSqzfeS282eihcLuaWnL7rB0PAMOBmuhALxYdVCHTSJRueeOGkwmgAwAAYMy74YYbdNhhh2W7G2kNZ98Mw9AzzzwjSdq8ebMMw9DatWuHZdsYO7xZ5t4SLd5plmXLthM1ymsbQz0C76mZ5H1lljc0hwcl8C0NTgBd6ln3PJDnT3r8/qZ6rd2wVV07k9vV1G9Xjs+U3+9Lm7EPAMOFIDrQi5vPOZTgOQAAAEaNxsZGfe1rX9O0adOUm5uriooKnXzyyXrzzTez1qdsBOV/+ctf6jOf+YyKiopUWFioQw45RDfddJNaWlqGtR8Yn7wDiZaVFGpKxaSMQeDUQUUNJQLvqQN8+v2+HoFnx5SKSUnzcnw9Qz2Zlu2vQJ5ffr8v7SCiuyM1qO48Tpet3tEZ1YGzqhRp79LaDVu1uaZ5cDoBAANAOReMeytXb9Wjr21SccEEvV8bVq7f1CUnU/McAAAAo8/nP/95RaNR/eQnP9HMmTPV0NCgl19+eVwFj6+77jrddtttuvzyy/X9739fVVVVqq6u1vLly/XYY4/p0ksvzXYXMcallh9xftJxBhU1TUM+n6kcn5l2kE+nfnqqQJ4/kbke35Wd7g1E+/0+FQRykwbsdLY3kME/S4sLu2uWb92j9eyO4mC+mloiSWVe1ld3qSCQq7aOLmqlAxgWZKJjXFu5eqvueG6D6ls7tbE2LFtSZ9TSo69tynbXAAAAgAEJhUJ6/fXXddttt+m4447TPvvso6OPPlrXXnutPvvZz7rtWltb9e///u+aPHmygsGgjj/+eL3zzju9rvuRRx7R3LlzlZeXpzlz5uj+++9Pml9TU6N//dd/VUlJiQoKCnTkkUfqL3/5i1asWKEbb7xR77zzjgzDkGEYWrFiRb/78YMf/EDl5eWaOHGiLrroInV2dvbaz7/+9a/6/ve/rx/+8Ie64447dMwxx2j69Ok68cQT9ctf/lJf/vKX3ba/+c1vNG/ePOXl5WnmzJm68cYbFYvF+vNSa/v27friF7+ovfbaS4FAQLNmzdIjjzzSr2Ux9pWXBpMyz72Z6Y6mloje3VijWCwx6GiwMCApfSa2lChrUhDI7ZEJHotbikbjsixbhpEIaqf2xRtA95mGplRMUu6EgeVU1jaG9O7Gmh7ThzqA7jzf1C8WotG4QuF298sKABhqZKJj3HEyz5csnKlHX9uk1I/8PL+pJQtnZqVvAAAAwO4qLCxUYWGhnnnmGf3TP/2TcnNze7SxbVuf/exnVVJSolWrVqmoqEgPPvigFi1apA8++EAlJSU9lvnxj3+s66+/Xvfee68OP/xwrVmzRl/96ldVUFCgL3/5y4pEIjr22GO1995769lnn1VFRYX+9re/ybIsLV68WH//+9/1+9//Xi+99JIkqaioqF/9+PnPf67rr79e9913nxYuXKjHHntM99xzj2bOzHyu/vjjj6uwsFDf+MY30s4vLi6WJD3//PP60pe+pHvuuUcLFy7URx99pH//93+XJF1//fV9vtbf/e53tWHDBv3ud79TWVmZPvzwQ3V0dPS5HMYHb+Z5U0vEDQA7meneaVKi7rgT6E4dyNM7IGdbR5dMw1Dc0yAWi3u2nMhmt6y4uy5vgLk4mK/WHe1pM937MtTB8ky8r02qQJ5fsbhFrXQAw4IgOsadR1/bpPrWTjeQvvzlau2MxjXB79PSRbMo4wIAAIBRKScnRytWrNBXv/pVLV++XEcccYSOPfZY/eu//qsOOeQQSdIf/vAHrVu3To2NjW6Q/c4779Qzzzyjp59+2g0ke91888364Q9/qLPPPluSNGPGDG3YsEEPPvigvvzlL+tnP/uZ/vGPf2j16tVuEH6//fZzly8sLFROTo4qKircaf/3f//XZz/uvvtuXXjhhbr44oslSbfccoteeumlXrPRq6urNXPmTPn9vdd//s///E9dc801bmb6zJkzdfPNN+uqq67qVxB9y5YtOvzww3XkkUdKkqZPn97nMhg/mloiqmsM9UjYcoK9vWVO710+SZH2LjdwHItbKg7mKxRuVyxmyfYE0FMD7rZtKxqNex7LbWAYUjjSMWgDhfbGZxpJA6MOla6dMfnS1H8HgKHA0QbjwsrVW3XmXa9q5eqtWrJwpiqK8nTwtGI9+tomzd+vVMUFEwigAwAAYNT7/Oc/r9raWj377LM6+eST9corr+iII45wS6i8/fbbikQiKi0tdTPXCwsL9fHHH+ujjz7qsb5//OMf2rp1qy666KKk9rfccovbfu3atTr88MPTZrFn0p9+vPfee1qwYEHScqmPU9m23WNAxkzbv+mmm5K2/dWvflV1dXVqb0+f9er19a9/XU8++aQOO+wwXXXVVXrjjTf6XAbjR0NzWHHLTpRYUSKobBiJkihNLZEeg4k6DMPQtobtSZnXBYFchSOJuxzs3YiAR2NW97KJQUuHw8Tu0jSpzO7XYTAYRuL5UM4FwHAhEx3jwvKXqxXuiGr5y9V64ZrjdfZRU3XmXa+qvrVTjX+vl2UnMtQJogMAAGCwecsJDsf5Zl5enk488USdeOKJ+t73vqeLL75Y119/vS644AJZlqXKykq98sorPZZzSp14WVYiAPfjH/9Y8+fPT5rn8/kkSYFA+oBZbwbaj/6aPXu2Xn/9dUWj0V6z0S3L0o033uhm13vl5eX1uZ1TTz1Vn3zyiX7729/qpZde0qJFi/TNb35Td9555273HWNDU0tE8bjV/WVOIujtJITbtt1jEFCvdEHyto6ujMHvocwq95mGLNverW1kKr+y6xVJM88Y2POxbWnixIB2RDoUj1tqaokwuCiAIUUmOsaFnd114nZ66sU5GemLDqpQRVEeddABAAAwJLzlBLPhgAMOUFtbmyTpiCOOUH19vXJycrTffvsl/ZSVlfVYtry8XHvvvbc2bdrUo/2MGTMkSYcccojWrl2rlpaWtNufMGGC4vF40rT+9GPu3Ln685//nLRc6uNU559/viKRSI+BTx2hUMjd/vvvv99j2/vtt59Ms3+XyXvttZcuuOAC/fSnP9Xdd9+t//mf/+nXchjbGprDsixbOTlmon65k5FuGDJNQwWB3LT1xQN5fvnMnuHy8tKgKicXD0rfBlJiJW7tXgB9d9ZpGIkyNsXB/AGtLxRud1/f2sbQ4HQSADIgEx3jwgSfqc6opQmeemlnHzWVzHMAAAAMOWdA+6FO2mhubta5556rCy+8UIcccogmTpyot956S7fffrv+5V/+RZJ0wgknaMGCBTrzzDN12223af/991dtba1WrVqlM888063x7XXDDTfokksuUTAY1Kmnnqquri699dZb2r59u5YtW6YvfOEL+v73v68zzzxTt956qyorK7VmzRpVVVVpwYIFmj59uj7++GOtXbtWU6ZM0cSJE/vVj0svvVRf/vKXdeSRR+pTn/qUHn/8ca1fv77XgUXnz5+vq666St/+9re1bds2nXXWWaqqqtKHH36o5cuX61Of+pQuvfRSfe9739PnPvc5TZ06Veeee65M09S7776rdevW6ZZbbunztf7e976nefPm6cADD1RXV5eee+45zZ07d/f/eRgzykuDqm0M9ahfbtu2iibmZ8zS7uiMurXPvbY1hGQYkj/HdEuz7I49XX4o2bZ6Hey0P30frlI1AMYvgugYs7779Dt6+e/1ml0ZlAxDeTmmZBhauXqrJA3rLbUAAAAYv4YreaOwsFDz58/Xf/3Xf+mjjz5SNBrV1KlT9dWvflXf+c53JCVqLq9atUrXXXedLrzwQv3jH/9QRUWFPv3pT6u8vDztei+++GLl5+frjjvu0FVXXaWCggIdfPDBuuyyyyQlMs1feOEFffvb39Zpp52mWCymAw44QPfdd5+kRJ32lStX6rjjjlMoFNIjjzyiCy64oM9+LF68WB999JGuvvpqdXZ26vOf/7y+/vWv6/nnn+/1dbjttts0b9483XfffVq+fLksy9K+++6rc845xx1I9OSTT9Zzzz2nm266Sbfffrv8fr/mzJnjDmLalwkTJujaa6/V5s2bFQgEtHDhQj355JP9WhZjX7pMcylzmZPe5tvdJVXSrdMwDBVNDPS5XkkjMoDen+C4zzTUVyF1w9CgZesDQCaGvTsjU4xi4XBYRUVFam1tVTAYzHZ3MISOueF5ec8zTEOybKmiKFHjsL61UxVFeXpm2bFZ6iEAAABGqs7OTn388ceaMWNGv2pkA5mwL40v726syRhELw7mKxzpyDjfMAyZRv/LruxJdrlTs324I0KGYQxogNT+tA/k+RWLWyovDVIXHcCQoSY6xqSVq7dqQo4pQ9KcqqCCAb8m+EwFA34tWTjTrYdOHXQAAAAAwGBoaolkDJBLiUzzYGGgR+1vJ9G6aGJgQBnV3gC6P2dg4Z2cHLM7kN7TQNc1EAPN4+xP+47OqKLRuGrqt6upJbK7XQOAXlHOBWOCU7pl0UEVOnyfEt352w1u1vmKry3QmXe9qnBHVMUFE9xbaSnjAgAAAAAYLA3N4T7bhMLtMrsHEDUMuYOPStKOSIemTylVpL2rXyVavAaakR6NxjPPG8C6TNNQ7oQcdXRGB7T9odLQHCYbHcCQIBMdo97K1Vv14rp6Wbb08t/r9ehrm2TZifItTqY5mecAAAAAgKFUXtp3ydhAnt/NVrdtyfJkWsctW5trmhUKt6s4mK9Ann/I+jpYLMseMQF0qX//AwDYHWSiY9R79LVN7t+zK4Oq3d6hYF6Olp4wOynrnMxzAAAAAMBga2qJqLYxJEOJIHmmoLJhSF07Y0nTUquVOBnooXC7/H7fUHR3t5im0WupmsHgM41e68H3VQPeNA2y0AEMGTLRMeo5WeZXfe4Ahdr+P3t/Hh3ZWd+J/+/n3rqqRdWl0oK2LtntxjK9esFxHMPpeEKDE2wwxoeEZGZotmSmyTcxYJyc+JsfECCME/CYhOSYJiGEb59hchiYjsMWwG4Gp4HANIvb7V5sQdO01NqQ1KXqkqpKVffe3x9Xz6N7b90qVUml/f06x6elWm49VVpA7/up9zOHTK6IWDjE0JyIiIiIiIhW1MRUFkOjV2BZNkzfVLauCVXdAsxPnlcJif2T59UqVxqhQiV6oBt3pVZuIfOamqrPeVYL0IUAejuTmJjK4szAMLvRiajhOIlOG55/yvwzT/8Ur3pJGyamsjwLTURERETLUu8meER+/B7a3C6PXVEfCyEQCTv94EIAPZ3JuvrN53xT6itJ0wQEAHP++3OxKfAzL1xe8TVVmuA3QhpKplU2te8mhMDYZAamacGybIyMpzE2mUFXe4K5ABE1BCfRacM5dnIQ9z32NI6dHCy77v7b+vDI627Ay69L1rSpCxERERFREF13ahTm5ubWeCW00c3OOgGqYaz/fmtanH/S2R3s2vbCJHoopKOjLY5MNue5f7Wec9Oy65oOr0YIAcPQPZPwbnJyXtoWj1Y9Xr0blzaCEIBh6OjqaFkkQHe+DsWiudA3D+dz5gJE1CicRKcN5+iJCxidzuPoiQu4/7Y+HDs5iKMnLuDQgZ24/7Y+dLUn1BlnIiIiIqKlCIVCiMVi+MUvfgHDMKBpnD+i+ti2jdnZWYyPjyOZTKoTM7SxjYynYc5POne0xZFMxAInzUO6hlPnhsreiVAyraq96e6bV7udpGkCiXi0bA22bddVB1PrtPzqEigWTYyMpwOvldPzzmvmfZ17O5PMBYiooRii04Zz6MBOFZoD5aF6R1ucb9ciIiIiomURQqCnpwc/+9nP8POf/3ytl0MbWDKZRHd391ovgxrEmk+55b/xWDgwgA4Kv4UQME0LplnbVHe1DUpl2C4ATF9djwH48tm2XbFmRtMEejqTGBq9UnadEdJY5UJEDccQnTYU/9Q5UB6qExERERE1QlNTE/r7+1npQktmGAYn0DcdAcCZfj4zMFxzIA44oXAjKvJVgC5Qtcd8qQxDX/FNTWtV6fmFm0LoaIsHhuiyemZsMsMQnYgaRthbbJeTTCaDlpYWTE9PI5Hg23o2mvseexqj03l0t0TwxIN3rvVyiIiIiIiIaAs5dW7QE4QvtiFnrbdZa5omVJ/4eluvECJwg97F6m5S3a0M0YmoYVjsRxuC3Ex0/zVJdLdEOHVOREREREREq07z7fzZ1LT4G/ytDTC7aLlC87UO0I2QN6pq2Ra86WlwZY5zQkCvsKEqEdFSsc6F1i13dYvsPcelNCfQiYiIiIiIaNVdHJosC5jdQa67q9xtrTN095T5RiDrWKR6Nj217YWaG9a5EFEjcRKd1i33hqGHDuzkBDoRERERERGtqImpLM4MDGNiKlt2XaUwV04/t2yL1TwBLYRTR7IaNlKAvhTy9Vefw+l1b46GK34tiYjqxUl0WpeOnRzE7JyJRCSkNhGVG4kSERERERERrYSxyQyKRVNNMU9MZTE2mUFXe6JiN7dtO5uGpjOzEAEZejIRKwvgbTu4jmSrW6znvJIbd6XU16o5GsZMroBMNgeLE+lE1CCcRKd159jJQTz6lbPI5IqIhUMMz4mIiIiIiGhVNEfDnn9lqD40egWR8OJziEHVLdNXa68j2Wzq7SevFqBrFY5j28CZgWEAwN7+XszkCigWTTWR3tWeqGvNRERBOIlO687RExdg2YAmoOpb3Gf/eQaZiIiIiIiIGkn+zWmZTh/3TK4AwAnT00UnBF/q5PhSO9GNkIaSaa15p/pyNLJKxrLswKl+ACgWTYyMpxcm0VFgfkBEDcUQndaNt3zy33F+OIOulojqP5dT6P631BERERERERE1ysh4Wm0aqmsCXe0JTExlPYFtMhHD1WwOlm3XFWwvtaLEv8HmSqpUVVOPejcw9b8uhqGjWDSr3n5Hqh1AO545O1h2vWnZMC0TMyhgb39vXWsnIloMQ3RaF46dHMT54QwAYGw6j+994Nc913e1J9QkOhEREREREVEjma7wV348Mp5WlyUTsfkA15laHxq9AqC24LgR3edCLH2ivRbLDdCB+qfOS6b3JMHe/l6cOjdY8Xm6b19pIh0AcwMiWhHsRKd14eiJC+rjXb3e/8E7dnIQv/uZH+L5tMkpdCIiIiIiIlpxY5MZT7A+fXUWp88P4dnzQxh2heuNrCupZiUDdCO0NtFQSNfURqzy3+1drWXd53J9IV3DxaFJNYV+854+pLpbPbcVAhgeT2NiKruyiyeiLYchOq0Lhw7sRHdLBH/8mj34zH+9w3Pd0RMXMDqd9wTtlRw7OYj7Hnsax06Wv7WLiIiIiIiIyG9iKqtC3GjECNyM0radCXXLqlzlImrfP3Ndqbc2JpmI1bVZqOS/Ty5fRCRsAID6F/CemNA0odaXyxfV9Ln8t6Mtjmhk4b627dx/eDyNMwPDDNOJqGEYotOakqE3ADzx4J2qA91NBuxyk9Fq6gnciYiIiIiIaGuZmMqWhatjkxnYttPJ3Z5cePdz5QltWwXmcmraCGnQNmqKXqd4LIz9u1J138/ynX0QYqHqJpcv4uLQJMYmM+p63VeVI4RAMhED4JzskF9HWfOiaQK6JqBpAgJQ+6oRETWCsBtRfLWBZDIZtLS0YHp6GokEe7LW2l2PHEcmX0IiEsI3Hj647OMdOzmIoycueDYlJSIiIiIiIgKAMwPDKBZNGIauNp+8ODSJdGbWs7nmSneQb2S6JtDTmcTlsXRDutTdZADe05kEANU9DwCp7lZV8Sq/joAzGT+TK6CrPaGun5jKqn3VWAtLRI3AjUVpbfkL0Jbp/tv6GJ4TERERERFRoK72hApXJ6ayGB5Pq2lndyBs2wtBejRiVNwc1AhpZXUotWw26reSoX219ddDrtGGnN4PXvBynotl2TAMXQXf7qA+O1tQl3e1J1TAPpMrqBMiUkdbnOE5ETUU61xoTR0+2I/ulggOH+xf66UQERERERHRJuSucOloi6sg3R2gB5FB+kt2dle8TVCf+FI2Gw3pKxfP5PJFVYOyHJoQMAwd4aaQmgL3bwIKLP9kQKlk4tnzQ56uemChB11Omcsu9OZoWF3OHnQiWimscyEiIiIiIiKiTctf4SI/1zUBy668UahUadrcruG+64EQTp/4UsJ9N1mbIgN0wHkdEvGoCrhrWUsopHuOsXCd8Ey3yw1e5TR6MhHDjlS7p8pFrkHXNVimBXN+kt0/mU5EtFycRCciIiIiIiKiTUdOJjdHwyqQBaD+Na3aQnB/gC4EkIhHy+6b6m4NnMyux2JNp0tpQrVtIOhu9barpjOzZeG3ZdmeAH2xY7Vsi6nXv3ydCy+opgnVZ37T7hRS3a2YyRUwMZVFV3vC6U4X3k1EbcDzdSYiaiSG6ERERERERES06YyMp1EsmriazWFvf6/qyK63K9sIeaMT2wauZnOey6IRA2OTmWVPe1cL9VPdrdje1bqkIL2pqXxLPPlYjZqmj0YM3LS7D3qVEwkycJdVLEZIg64JNS0vhLNxaW9n0vN1GpvMoFg0MTaZQUdbHLquwbZt6LqGns4kDENHb2fS83UmImokbixKRERERERERJuOzIYt28aZgWE12VxrZ7a7FmRiKovLY1dU4Gz5kudGbNy5GPfj16vR60t1twLwrilfcB5jsSW6u+i9U/7OZaZtY2Q8rcLwiaksLNNS0+mAd4PYoE1EZW+6vJ6IaLk4iU5EREREREREm07v/ISyEEJNMQNQ/wJObUgyEYNh6J6Jc90V2Mr7uAPstehCXy/967omVHAtXGPxtg2cPj+ERDwaeD8xvzGpe05dvvbyX3k491Mdm8zAtGyI+Y8vDk0uGpC7J9eJiBqBITqtiWMnB3HfY0/j2MnBtV4KERERERERbSKyCx1wJpYFnLC8ORrGmYFhhHQnCkkmYrhxVwrxWBilkumZipaT5hNTWZw+P4RSqXwjTL/l9qEHWUp1y3Jo89Uq1WyLR/Hs+SGcPj9UFuyblo2ZXAHJRAyAs35Z3QLY6GpPoKczCV1z+szjsTCao2GkM7NojoaxvatVVbNIXe0JGIYOG073uexmHxq9UvFdBfI+7EcnokYRtr1ezmWujkwmg5aWFkxPTyOR4C/TtXLfY09jdDqP7pYInnjwzrVeDhEREREREW1w/soVw9ABOMGr+2NJhqxDo1cqHlMIgVpik1R3q5p+Xrjv4tPj2nz/d7U1rLZkIobpq7OBa6/lOQFQG36aAR3x7tfKMHTPa3bznr6Kx5QVLSFdU/U0miag6xprW4hoxXESnVaNe/r80IGd6G6J4NCBnWu9LCIiIiIiItoE/JUrXe0Jz0Syfyo5pGuLhte1BOjJRAzZ2YInDAbgqTqpxLJsDI1eWfWJ82qmr+YqBuW1jmFall3WGy8NjV5R7wYouab//a+BfEeBnDbvaItjb38vCnOlhfsAgVPp/vsSES0XQ3RaNUdPXMDodB6PfuUsAKgJ9LWodWGdDBERERER0ebS1Z5QQWw0Yqg+bLk56NhkxlUtUttmm0ZIWzQMT2dmkc7Mll1uBUxhV7KeOgJqOXFQ7SURwqlq0Xw3cnfOy9fetm1omtOVvr2r1XP7Sr3m8qi6JtDjqn1x346d6ETUaAzRadUcOrATmgAs2wnUgYVgXX6+EoIC89V4XCIiIiIiIlo9HW1x3LS7D6nuVuTyRRSLJi6POZPmMlQtmZbq665FsWRhe1cSqe7Wqp3n/qDdHdavR8lEDKnu1pqm5YNEwgvPT9OE6jhPdbfipt0p3LgrhR7Xxq6Ac1Ih1d3quQxwNoCVJzpOnRvEM2cHcXFosmKv+bb5jUu3xaPoaIurY7pvx050Imo0hui0au6/rQ8P3bPHU+OyGrUuQYE562SIiIiIiIg2J/f0sW071R6WaUHTBLraE5jJFdT1uisYj0YMz+fu441NZqpOlkfCIU/Ini8sPuUe9Fj1qhSCL5aNpzOzyM4WEAotLRbK5YtIJmIwDB2JeBSarqG3M1mhl9x53WQ/eld7ApqACt3lfdx1POnMrKpv8R/zajanbjMxlVW3A6AqXCrdl4hoqbixKG16x04O4uiJCzh0YCfuv63yJiVERERERES08bk3GI1GDFUdYhg69vb3eq5PJmKYyRXUJpelkllWrSKnrIuu/u6lkhuVCuF0si/nmLomYKO+2hg/ucmnfN5COGus5Zjy9TwzMKxePxlmT0xlVd+8ezNS/2av8vYAcHFoUtXiJBMx7Ei1q81E3RuHPnt+yLM+IaCqY0zLLjsuEVEjMEQnIiIiIiIiok3p9PkhNQHtnnqWQaymCfR2JjEynoZl254AXQbefrImZHg8vawAu5poxEC4ySjrWncH0pXWVw85se4+TK3hfKrb6TAfHk9DwKlXuZrNwYbTWy5fd10T6mMhBCLhkJpk35FqB+AN3d0heKWAPui11zQBXdc8gTsRUaOwzoVWxXu/cAov+7Ov471fOLXWSwHAnbqJiIiIiIi2AhmzappAR1tc/S2ogmg4Xeo2yjf3DAzQ5+tPJtPZhgbockJbyuWLuJrNebrVndBcflzbBqCLse3y521aNgRQtQNen389Zc2NDadexbRs9blh6Eh1t3o2/7RtW70zwF2r467gkT3mE1NZlEomAKA5GvY+vq4hmYh51piIR9HVnsDYZIZ/6xNRwzFEp1Vx/LlRWLbz73rAnbqJiIiIiIg2v975zS1754Nc+begjNctG3j+wmjNgXixZKFYNFUQLPk7yKsF0IHHLZpll5mW7Xkcd2i+0p0C2+JR6Hp5ZCQ3EbXh1K+U5uto3K+fnO6XneQdbXFP/7vsUpdh+cWhSRSLJoRAxY70q9mcGoSTX8OZXAE37kqpExDTV2cxNHoFxaKJ4fH0CrwqRLSVMUSnVXFwXzc04fy7HnCnbiIiIiIios3Pv8Gk/FtQbsjpnoz20zWhJs8Xo/lS9JWqeZGEcHra3ZPqtag13J/JFdRrlepuRaq7VZ2M0HQNlmUjnZktm4ZPdbfixl0pAPC8+7tn/mRGqrsVO1Lt6msyMZVVlTW2DU8NS1d7whPaF4smhkavoDkahmHoaI6GcWZgWH3uqeKp61UhIlocO9GJiIiIiIiIaEup1KvtlupuVT3dQdz95NUYIWcD0VpvXyvD0GGZluobd2+iWmkdJdOuuQbG35cejRgomRaao+GyrnbAOenQ05lER1s8sMs8iLwdAE9Hup+7M13XBPbvSpU9Rq0bkxIRLQUn0YmIiIiIiIhoS+loi+PGXSkkEzEAzmR3qrtVfR6NGFUDdIfw1JQESXW3Yu8N23Hznj5s72pd1pr9lTGmacFyBeKFuRJ0rfKEerFk1dWj7u9Lz+WLKBZNpDOzSCZi0DUBIaAe07RsVZkqp9jltHiljnL3tLs/QHfvZdbRFldT9LbvvvId5jtS7araJTNf/zI8nmaVKxE1BEN02hKOnRzEfY89jWMnB9d6KURERERERLSG3OGs3NwyFNLQ0RZHPOZUgxTmSur2/vBasm3bE2K7aZpQ/d4TU1mcPj+Ey2PeUD6ZiAUeWwbT/statsU8l1mW7Qm5LctWm4JWm0hvhEw2h57OpKrFCTeFACxsACprdDLZXNWOcn/djpt7L7OJqaza7FT228v7AgvVMaquB079iwBY5UpEDcEQnbaEoycuYHQ6j6MnLqz1UoiIiIiIiGgNucNZ9zTzxaFJtTGlbWO+O31hGlv2c7uJCgm73JTzzMAwRsbTMH2BNwBVPeI/hG1DVbS4LwuqUAlSy6x5pXVXuty5biHcF3BeRxncy9BenpRQ95n/17JsTExlPScwFuP+2oxNZmBaNnRdKwvc3V9PGazLDvYe1wanRETLseYh+uOPP47rrrsOkUgEt956K06cOFH19p/97Gdx0003IRaLoaenB29961sxOTm5SquljerQgZ3obong0IGda70UIiIiIiIiWgMywG2OhqFrAqZpITu7EPq6Q2rbtuenqhdCZcuysS0e9RxTTmD7maaFkfkqkUrT6s7jVA+u6yUEkPCtMfhxg9cUCthINZmIwTB0bO9qVeH0tngUlmmVnQDwT3z3zE+NA8DIeNoTeC/GPWlumhZ0TZQdf2IqC8u0oLmuYw86Ea2ENQ3RP/e5z+Fd73oX/vRP/xQ//vGPceDAAbz61a/GpUuXAm//7W9/G4cOHcLb3/52nDlzBp///Odx8uRJ/O7v/u4qr5w2mvtv68MTD96J+2/rW+ulEBERERER0RqQAe5MrgBN12BZNtKZWRSLJi6PXVF96FI6M1sWEs/kCp7buWtT3LeVE9qAt1fc/xjytrXQfFPw/s/lYwVNrFfK6d0BfjRiqOlvGZzLrnI5DQ5A1bSYlq265OVtAWf6/uLQJM4MDHvWaaO8x7wWcuJd802hy81GZYWNvK6eoJ6IqFbCrmdXiQa7/fbb8dKXvhSf+MQn1GW7d+/Gfffdh0ceeaTs9o8++ig+8YlP4Kc//am67G/+5m/wkY98BIODtXVdZzIZtLS0YHp6GokEO7GIiIiIiIiItgL3hDIADI+nPQG2DHcn01kVjgsh1HT3TK6gwuRi0QTgBM8l00JzNIxMNlc1EBdCQBMLVS2aJqreXtMEEvGoCsVllYq8vz6/mWetnLxcVJxCNwxdTX77nRkYRrFoqtdIbrqqawL7d6XKbuc+pnzNljoZXmmy3P1YmiZw4/w6OIlORCthzSbR5+bm8MMf/hB33XWX5/K77roL3/3udwPv87KXvQxDQ0P46le/Ctu2MTY2hi984Qu45557VmPJRERERERERLRBdbTFPRPVsrcccAJuOb1cMi11uW3bsCwb01dnYc1fLjfPBICSaaGrPYF0ZnbRiXIhvF3ni94evooZLNxfCMCyF3rKk4lY4GS6m21XrnEByqtY/Ne5A3HJXdcSdAwZZC+nl7zS/bvaE6qnPhGPqq71oA1HiYiWK7i8axVMTEzANE10dXV5Lu/q6sLo6GjgfV72spfhs5/9LN74xjcin8+jVCrh3nvvxd/8zd9UfJxCoYBCYaHjLJPh23mIiIiIiIiItiJ31UdzNIx00alsadm2MGkOQE1aS7YNmLaNodErnrC6ORrGyHhafS5E8KS3rgk0NYU89S9+hqEjpGvI5YtlgbusSpHrch7Cud60bUxfzaHalqKGoaM5GsbV+RqWSp49PwQBJxx3h9YdbXHP55Umvd2VKis1Ce6eNJfT58+eH4Jl2RgeT6vHlO80cF9GRLRUa76xqH8DDdu2K26qcfbsWTzwwAN43/vehx/+8If42te+hp/97Gc4fPhwxeM/8sgjaGlpUf/19bETm4iIiIiIiGgrck9Uz+ScgTvbdrrO5bRzR1tcVacEcU+QZ3yhdKVJb9Oyqwbocm3tyTgMQ0fLthh0TUDThArQxyYzqqvc361u23ZZ97qMVqIRAwAQj4Wxf1cqsJddiIXucXM+eK40xb3YZPlyJ88XE9R5Llz/yg1k5evRuG1biWgrW7NO9Lm5OcRiMXz+85/H61//enX5O9/5TjzzzDN4+umny+7zpje9Cfl8Hp///OfVZd/+9rdx4MABDA8Po6enp+w+QZPofX197EQnIiIiIiIi2sIuDk2qzUNbtsUwfTU3P9jnfD6TK8A0raq1K/X2krv5O9E1TUDXNdXznepuVUG0nLQWAgiFnJMA2dlC4CaiyUQMO1LtamJbPgdNExBA2XrlSQV5PHd3e7We9LUS1HnuvkyG7PL1lNP98nUhIlqKNZtEb2pqwq233oonn3zSc/mTTz6Jl73sZYH3mZ2dhaZ5l6zrOoDKZ3vD4TASiYTnPyIiIiIiIiLamuSk8tVsDoATSs/kCipXsG2ni7yrPVEWoEcjhufd8/5AusIb6wPJUNz9eam0sCnn5bErar1yHbYNFIsmLo+lywJ0w3DyETlhL8NkgYXA3r/eZCKG5mgYQ6NX1PFCIQ09nUkVrss1rJd+cX/n+fMXRjE0egUhXcPweBqlkgVNE+jtTGJvf696B0DQCQciolqtaZ3Lgw8+iE996lP49Kc/jXPnzuHd7343Ll26pOpZHn74YRw6dEjd/rWvfS2OHTuGT3ziE7hw4QK+853v4IEHHsAv//Ivo7d3fZ0ZJSIiIiIiIqL1R4bLNuYnyU3Ls1mo+3b+6pPCXAmhUHmUYhg6DENHve/1t214Otbd95cfu2tLFq4rD8O72hPq+VwcmlQboZqWXXYyQNcEbt7Thx2p9rJwWU54y6luOeXtr1BZa3JNMiTP5YuwLBu2bUPXNTWlLr+GQmBdnAQgoo1pzTYWBYA3vvGNmJycxAc/+EGMjIxg3759+OpXv4prr70WADAyMoJLly6p27/lLW/B1atX8bd/+7d4z3veg2QyiVe84hX4y7/8y7V6CkRERERERES0QUxMZWGZC5PKMoidyRWQTMQ8gXJzNIx4LIyZXEFVrFiWDcsyy44rr6+0sWg1lmUjGjHKOtNl6NvVnijb6NRN04SaPpeT5tWmrjVNoKczqcJx92MnEzHP5qAyOJeBupxMXw/kmmRdSzRioDBXcjaBNS1MTGXR0RbHjlQ7zgwU1HPhJqNEtBRr1om+VjKZDFpaWtiJTkRERERERLTFnBkYVn3Z7n7wZCLmCcuBhXoU92XLJQTqmlaXHegyKK6VfD5B95Nd6/K18D9PeX1Q97jbYtfXqtGP4/4a67qG5mgYmWwOAkBPZ5IhOhEtyZrWuRARERERERERrZau9gQMQy/bYHMmV0BXe8LTd94cDQfWvNRKBBSkb+9qresYsgM9ly8u2rduzNfMyA00u9oTKJkWUt2tSHUvPO7weBpnBobRHA2r3nP3hLm7wqVacL3cihfZsz4ynq56nFofRx5PPi8B57VLZ2adjVV15/VZL93uRLSxMEQnIiIiIiIioi1BbkrZ05mErgkI4fSDN0fDGJvMeILqdGYW01dzS3qcZCJW1yajtVhsgr1YcjrQ5Yapw/Ph9PB4Gh1tcaS6WyGEUx8jK2zkpqLZ2QJS3a0qVHcH1+5NRd0fyxMSS614cXfTVztOrY8jj5fJ5mCZFizfC2aZlnpN1lO3OxFtDKxzIaqgUW9NIyIiIiIiovVNVoAE0TUBy7ahCYGmplDNtSpB1S2aJso2+azlOvcxW7bFkMnmYNtQoXj57Ra62XVNYP+uFADgmbOD6jap7lZP1/rNe/rUx+6/h2U47a59MQwde/t7q651MY2ug2mOOv31lml53mUQRE7rExHVak03FiVaz4bH07AsW521JyIiIiIios1lYiqLkfG0J3R1QnPAtm0IITw92mcGhgHU1m0edH21kHyxAF0e82o2p24bCukQKA+N3fOSPZ1J9bHcPFVuIDqZzqpNOd062uKev4Pdm4o2aoNR/2MslQz5r5o5aLqGbfEormZz6jXRNQEb3tc3nZnFxFSYf+sTUc1Y50Ir4tjJQdz32NM4dnJw8RuvU8L3LxEREREREW0u/gAdALbFo7hpdwqGocO2bQyNXsGpc0OYmMqqjvRI2Ag63JLUUvsi+84Bb5d7SNdgA/PVNOUHikYMDI+ncercEJ49P+Qcy9ARjznPo2Rann/dZHULAOzt7103gbO7UgZYqHux4UzJX806Ybp8OUzLhq6VvzZDo1fYjU5ENWOITivi6IkLGJ3O49GvnN1wQbo8AfDj0RwMQ/ectSciIiIiIqLNw9+bDTiT3mcGhhHSFyITGaanM7MAUHOlSxD/1HctJbuV6kly+SIsy56/3nubVHcrCnMlWJYN27ZhWTbSmVlPJ3i1vvGgDT2Xu5loI/jXIHvuezuTnjDdTfbFBx2LiKgWDNFpRRw6sBOaACzbCdQ3EnkC4NiPhtfV2XYiIiIiIiJqLG1+XFnXBJKJGAAnWC8WzWUF5YB3etyt0nG1gGlpSaA8fPfzh/GyojSIDM1lAB30d29QwL7czUQbwb0G91S6P0yvRbFo4vT5IU6kE9Gi2IlOK+L+25wNSY6euIBDB3au8Wrqc+jAzg25biIiIiIiIqpPT2fSs4EmUNtkeC0qTT9X4g68oxED+UJRrWVbPIqZXCHwfu5NRCsdL9XdiuxswdOH7ube5NN9O//moY3qMV8O9xrkhrBjkxl1mbz+1Lkh+Kfzg5iW7bk/EVEQYQf9pt3EMpkMWlpaMD09jURi7c6cEhEREREREdH6cXFoUtW1SJrmBNQyOdE1UbFapV5yk89auR9bTmKPTWZQKplVg39NE7hxV8pzmdxQ1bJtNY1vWjYMQ/dUody8p6+OZ7T63OE/sLDpaUdbHM+eH6pps1bAeY16XRvIEhH5sc6FiIiIiIiIiLa8q9lc2WWJeFRt2ClE5W7yWvgrRnak2lWFTC3kY+uaUEHx3v7ewA1F5Xr1+XDYb2wyA9NyTg6Ylg0bC8G8XFM9a1sr7joa2ZUuNwwNet6VWJaNkfH0iq2TiDY+1rkQ1cB9dptnpomIiIiIiDafoE1GZ3IFJOJRpDOzgdPelapUgvg3u5yYyqqKFiFqr5ExLRvD42lkZwue9bklEzHsSLUH3n9iKgvT9FbNhJtCKM1f5twv+L7rWVd7AkOjVwAsTKTX87puqZoGIqobQ3SiGoxNZnD83C/w9fPn8fZf61ed70RERERERLQ5aELAdCWuQghPV3qQ5TTkDo1eUdPidp3HsixbBefp4mxZNUwmm8OZgWE0R8OYyRU8dSeWaZXVnMjNTjdaN3jQwNvYZAbN0bAK1Cvxv2Zi/ngb6fkT0ephnQttGu5duRutqz2Br5+fxORMEUdPXGj48YmIiIiIiGht9XQmoWsL1SiacALZkF49OnG3qWiaqKsGRdaphJuqzzj6j+l/nOmrs55aF8uyUSyaSGdmUSyaGB5PY2j0CopFE6Zlq/trmoA+/7Gsc9lIZIXL2GRGBerN0XBg17xh6IhGDPV5OjNbVtVT7YQJEW1tnESnTcP9P56NPnPc0RbH23+tH0dPXMChAzsbemwiIiIiIiJaex1tcXS0xTExlcXlsSswLRumZZbVsPi5B8jdE+L1kJPglaQzszBCGoolC9GIoapXvGson2RPJmLIZHNlk+e6rlWse9lI5DsF5L/Fool0Mfj1D+la2ets2zaEEBDCOWmy0U4iENHqEfZy3nu0AWUyGbS0tGB6ehqJBH85bibsLSciIiIiIqLlmpjKllWB1NOt7VfrfWvpV091t1asKdE14dn4VPainxkYLjsRoM1vOCr/dp6YymJ4PA0BZyJ/Pf1NXevf+otNogPVX2MhgFBIZ6ZARIFY50KbhntXbiIiIiIiIqKlqKXSw13h4qZp5Vdo85POiwmFNFWrIgLuYIS0igG6Nt+r7pbOzGJiKju/wab3eNb85qTS2GQGlmWvy0oT97vOq5GZwI5UOwxDD7xNJFy5kMG2UdPjENHWxBCdiIiIiIiIiGheV3sChqEj1d2qOtLLh5eDU3F/bQrgdG2HQsGhrpu7wzxoWrpY8la4uHNx27YDH3tkPI3h8XTg8eRGmnIDUtmPvt4qTeTXo9q6/HukyfskEzHP65TLF8suc9uIvfBEtDrYiU5ERERERERENE92owNAdrYQWA3iD6WNkAYIUbE/vVQyoWkiMOhequ1drRgZT8O0bE/In+puBeBMcJum5XlMTRNIxKOYyRU8PeIzKODGXamGra2R3F+PSvzT6u76lzMDBc/XpVpn/d7+3sYsmog2HU6iExEREREREREFmMkVarqdf0rcz7aDp9RrJWte/LbFo57PdU2o0Hlvfy96O5Oe6wWA6auzsOY3Jq1lynsjcD8PGaiPjKdx+vwQSqXqG8MSEdWCIToRERERERERUYCu9gR0TUDTBKIRA4CzOWUyESu7rXvaWYiFifAgmibma0VqKEsHkMnmyqbch0avlE1Vm5aNZ88PqVoTPzm1LrvPO9riKniudJ+NwL1HmgzUbSw8X/kyGyEnBhMCqqpHCvqaEhFJDNGJiIiIiIiIiCrQdA29nUmU5qe3hXAm1GWoDpRvKGrbThVMUJBuGDp6O5PzU+61TafXM8Xu3jR0xLV5qD7feS4DZDl9XuvGnRvBxFRWVbn0dibVCRBtPkWX7xgIhXT0uKb0dU0gHgt7etWJiNwYohMRERERERERBXAHzM3RMAAnpC4WTbVJpQzF/YF5OjMb2OUd0jUMjV6Z30B0ZdYtI33L9QBNTSFouobtXa3Yvyul1rZZKl2Aha/X0OgVAMD+XSncuCuFns6k2mhUPteOtrg6+WFjc51MIKLGE3bQFs2bWCaTQUtLC6anp5FIbPz/gSAiIiIiIiKileGebJYhq5uuCfR0JtVtJtNZ5PJFAE7tSyQcUp8vVzRioDBXqjiVLitLNCHUlLUMk/1rtuEE7T2dyUU37dxIJqay6jkbho69/b2YmMpiZDwNG0Cv7/m6v76Ad0NSIiK30FovgIiIiIiIiIhoPZKbdEqXx9JwzyKalq1C25HxNExXwK0JVA3Qk4lYWae5ZIQ0WJbtOV5hroREPFrxPrYNNWV9eeyKZ8pd0wQS8ShmcgWYpqWCeNmLvlnI5zI2mUFI1/DM2UEIIdTXrNrz9X+tiYjcOIlORERERERERFSDMwPDZdPokhBQwbWuCU8AXommCViWjWjEQMm0PMdOJmLIZHM196ELARUYu5OeZCKG6auzsG3n43gsjOFx52SAJgS2zYfrG20Cu9qEOQA8c3ZQfSxfl2Qihh2pdnW5/HrqmoCmaxvuNSCi1cNOdCIiIiIiIiKiGsj+8GQi5tmk09+Hvi0ehWHogRuLusmAvGRaZZ3kM7kCbtyV8mxgWomY73KxLLusZz2dmVWXpTOzyM46xw2FdJiWjXRmFsWiiZHx9IbaWHNsMgPTsmHNvxtArntiKoszA8PqdRNCqKobZzPXBfLraQPsQyeiqljnQkRERERERERUg2qVHyPjaZjzafVMroC9/b0AgOxsoWIFiyQnoN01LKZpYWIqW1Onej0lA85a2lXPe3M0rGpeZJC8Eaaxu9oTngoduW53d71h6CgWTWhCBG6eKr+e/m50IiI/1rkQERERERERES2RDGCbo2FPbYq7NgQATp8fCqx4kVUuzdHwomE7UHtVTCVBa3M/j41WaeJ+/WdyBfUvNwslokZinQsRERERERER0RLJyeeZXAGhkA7AmUSXtSKyZqSnMwldE577CgHkC0UUi+aiAXoyEYMQ8AToQkDVy1SiaQKaJqBrAslETK3Nr6Mtjr39vRsubJbrnskV1Nch6Hn4vx5BarkNEW1NnEQnIiIiIiIiIloifxWI/FiG64ahq2oXefuh0St1P06qu7XsfrrmbAyazswiGjEwN1eCNR/zyLTHPXm+GTfS9E+iu78OlmnBtGwYhnNyo9LXQ97ffSKj0sQ+EW1N7EQnIiIiIiIiIloif0+6/Dg7W0C6OIvmaLjs9sPjabWpaK2CgndNEyr4zeWLSHW3YjLt7VHPZHM4MzCMrvYEQrqGYtGEadkwrYX+8/Vc5TIxlcXIeBo2gN7OZNn61DsBsNBD/+z5IViWrSb1/Sc4gu6fLnrfCSC744mIAIboREREREREREQNN5MrqH/909KJeBSZbA62bUMTApZtYyk9AcWS5fncvakm4NS9WJYNaz4wd1+naQLW/Oal8rr1uKno2GTGs3mo/FcG/nLq3x2Oy9IcTQjP1HnQc3NvsJrJ5uo+uUFEWwM70YmIiIiIiIiIGqyrPaGmoNW0c2ZW9XbfuCuF7V2t0HQNC7Hv4qIRA6nuVk+/ejRiqMeKRgx1mexoB4DmaBhi/i5CALquwbRsFUDL+6+3XvCu9oRTP6MJz2spA/WgLveeziQMQ0dPZ3LR48v770i1Q9cZkxFRME6iE62i9fwWOSIiIiIiImocf82LexK9ORrGmYFhmKYFy7KhacIzia5pAol4FFezOc9GogAwN1dCR1t8fkLbmSxvTzqPdXFoErl8EUIA4SYDc9mcut/VbA7bu1rV36Tuuhn3WmVv+nqZSve/jkBwLYsU9Hd3rX+Ld7UnVG2OptV+YoOINj+G6ESraD2/RY6IiIiIiIhWhj8Idm/w6e7sHh5PqzA9HnMCdxmUS6Zl4/T5IbWBKAD1N6bsR7dteDbJBADbtw45yS1rZ6SgepS1ELRhqFx/tXA86O/uWv8Wd99+rZ8/Ea0vfJ8K0Spyv0WOiIiIiIiINrdK1Sjyb8OezqSqIuloi0PXNdi2DWu+ZiVUoV7EtJwOdW2+5kR2mycTMQBOXYtwDVIL4RTGuNex3v8+HR5PeypwZOjvJsPxkfG0ep2Dnlc9zzWoHoaIiJPoRKso6G1oREREREREtDnV+27k5mgY6eIshJj/2DdNbhg6QrqmKlt6O5MYHk/DtGxcHruCUEhHqrsVHW1xTExlVTWJbQOmbavP3RPdMuiXE9+yYmYt3kHtniyX5wCEEAiFtMAAXE7Nm6alXmf37dzHc28wuthj8+92IvJjiE5EREREREREtAIqVaNUCtevzneY2zaQcfWZS6ZpoVQyPceRrS62DRSLpicol7cplUx1OznRLdelNj0tOoG9v2KmEfwBdaXAemT+hMDIeBo9nclFQ233iQD/85HPs9aTGKxfJaJqGKITEREREREREa2ASu9GrhSuu7cQFYAKs2XAa7k2GZWhuaYJhEI6isWFcH14PA3A2+19eewKbNuZcHcHxvL4/u7xWtUywe0PqP1Bt7y/7Hm3bLuud3IHbeIqn3et/ebrpQueiNYnhuhERERERERERKuoUkAs61kEgJ7OZNmUtg0g3BRCLl+EEdJQLFmwbScAllPcgBPAu4Pqvf29CxPnmVkkEzFkzBws00J21tlYNB4LY0eqvWxNi4XktUxw+wNq9+fu+wshYNs2hLvQfRH+9QW9tjKsX2xTUU6gE1El3FiUiIiIiIiIiGiNuDcf7WiLo7czCWu+v/zi0CQAJ+Dt6UxC1zXkC0UAQLFkAQBs2+kv7+lMQtcEhAAsGyiVnCl1d3AtzeSc4Ny07KobdwIomxr3q2XTTv9mne7P3ffv7UzCMHT0diYrbspaz/pkL7z/+lqPTUQk1T2J/md/9md461vfimuvvXYl1kNEREREREREtGXImpXLY1dU1YnsL3c2FnWmw2VY7KdrAiFdw9DoFSQTMczkCq7b2Z7gWh5HTq67NUfDgetbrOZkuRPc/vvLj88MDNfUUR60PjmdbpmW53YS+89ps5qYymJ4PA3bhtp8uNo+BFS7uifRv/SlL+HFL34xDh48iP/5P/8n8vn8SqyLiIiIiIiIiGhTck9CuzcGBZywV7aZJBMxdR85sZ1MxOBuO7EB5PLOdHo6MwvTFRzLY05MZfHs+SGMjKdViLYtHgUAdSw5nS7XdnFoEmcGhgHAM0XeqOcd9LlbLRPuQPmUO7AQkttweuVT3a2e62s9NtFGMzaZgWXZsG0blmVjeDyNMwPDGBlPV31HCS2u7hD9hz/8IX70ox/hxhtvxLvf/W709PTgHe94B06ePLkS6yMiIiIiIiIi2lT8PeAA1L8dbXHctLsPqe5WzOQKKsyW3eXAQjgOwLPZqPzcH8LLYM20bDWBLkNzTQjomoBpWmqKVXanyzU2qv4kaENR9+f+apulhvcyJO/tTAYeYznHJlrP/CeGLMtGsWjCtGzomkBzNMwqoyVaUif6jTfeiI997GO4fPkyPv3pT+Py5ct4+ctfjv379+Ov//qvMT093eh1EhERERERERFtCrI6pTkaRss2ZyI8Eg55wi33RqD+f/10bWE0XdMEtne14uY9fYjHnMDMXdViWjYmprII6Zr63JqfWh2Z39QUcCbU5bT2Yr3otfJPgPs/r/dxqoX7pmlhZDzNsJC2lI62eMWNeW1A1T1xIr1+y9pY1LIszM3NoVAowLZttLW14ROf+AT6+vrwuc99rlFrJCIiIiIiIiLaNOQU+EyuoD7O5YsoFk0MjV7BxFQ2sKNc04Sn4gVwAnRZzQIAuq55+s+LRRNXszlorqB9bDKjKmCAhcl2G0BTk7N9XiRsqAC9ORpWYXe9U+nVpsv9n9dbs1IpdHdP3jMspK3EqYiyA6+zbRuWaXk2HKbaLSlE/+EPf4g/+IM/QE9PD9797nfjlltuwblz5/D000/j/PnzeP/7348HHnig0WslIiIiIiIiItrw3JPoQWHW2GRmoW7FFX5blo14LIxUd6u63LRszOQKKlxvjoYxMZXFqXODKBZNCOGE47L2RVY6+IdVZf2JDNdz+SKGRq+gWDQxkyuosLvatHhQwF7PdHm9NStBofvEVBaWaUEI57kyLKStpNrPmW07vy8EUPYzNjGVxenzQ3j2/BAmprJqH4XT858TIOxKpycquPHGG3Hu3Dncdddd+L3f+z289rWvha7rntv84he/QFdXFyzLqnCUtZPJZNDS0oLp6WkkEvxFSkRERERERESr68zAMIpFE5omoOsaQrqmwmtNEwg3hZDLFyGEwPauJABgaPQKACfs3tvfq44BAKnuVhVWG4aT0cjrACdMNudD9ErX79+VAgBcHJosq4yRG3PK64QAtne1lgVxck1yjYATzo1NZtSGpistaA1+q70mopUmv6ebo2HM5AoolUxUS3zlz7S8n2VaFX9H6JqA5vo9lUzEsCPVvuLPab0J1XuH3/zN38Tb3vY2bN++veJtXvSiF63LAJ2IiIiIiIiIaK3JmhTLtFAsmiqsksHvM2cHATj1C+6QVwa/7mPIz03T8kxeXx67Att2NiyVmwpquqauHx5Pw7ZtaEKgpzPpCZZlbzLgbE46NplBdragwnXbLp9kDVoT4NxuNYPqoDVI8jmWShZs2+mAZ4hOm4E8iTYD510jp88PwaySoo9NZjzvLNE04bxrxQZCuoZ8oQTA+f1hA57fU87vga0Xotdd52LbNlpbW8suz+Vy+OAHP9iQRRERERERERERbVaytqSnMzkfXglomkBI1/DM2UEYISeucfefV+sTlx3g2nwfekdbHDft7sPNe/qwvSsJw9DR05lUATPgdKfbNtR9hsfTKBZNXB67glLJUo+fyebKNjSNRoyKz0s+xnqpgHBXzMjAUJYy1FXNQLSO+auN5D4JyUTMUwklf7e4K6UAIBGPIhRyJtBz+aL6GREC6J3/PSX592XYKuquc9F1HSMjI+js7PRcPjk5ic7OTpimWeGe6wPrXIiIiIiIiIhoLbmrF2Q4bRi6p2LFHYi5axrkv+4qkompLEbG07DhBF6VpqvdVSfuie2OtrgzuWp5IyI5meoXdH+5Dn/tjLx8eDwNAaAnYH2NrFfxP0e5HsAJ/yq9hkSbhfvnUJIVTO7aJ3ctVNDPi3M/gZt2p9TvB3f101azpEl04d99AsCpU6fQ1tbWkEUREREREREREW1WMshyT3d3tSfUhKcQQm3G6b6t+1/3BoIdbXFougbLsqtuLOieVvVPjfd0JqHPVzpIQQG6pgmUSpbadHR4PO15XlJI1/Ds+SGcOjeEodErsCwbZoX11bP5aCVy4rw5GoamCVim5VkbAPXaTV+dZYBOm9aI7/seWPhZ9tc+dbUnnD0TTOfdJ+6Jc+d+Np51nWAzLRvPnB3ExaHJlXsC61TNneitra0QwnmL0Q033OAJ0k3TRDabxeHDh1dkkUREREREREREm0VzNIx00QnQNU2o6XEn1G33TGZnZwvqtsDCNLW/87taF7jk7id3T6sOj6edehcEB+eSpgnYtu25jTUfqgkBtGyLqbXKjVLd3OFdvWtfbFrd3Qmt6xqKRRO6JmAYuupAl2wb7EOnTcv9I6xpAtZ8AC5/3jVNqH0OZnIFAM7P8dDoFSQTMVzN5mC5fs4tq/yXQjozi4tDzr9bZaPRmkP0v/qrv4Jt23jb296GD3zgA2hpaVHXNTU1YceOHbjjjjtWZJFERERERERERJuFDK4Ap5vcH+a6w273dHaqu7Vi8FttA8+gANp9XMuyYVkLVTLJRAzTV3OuXmQnPE/Eo57peTfbdp5XMhFDOjOLaMTwBOlCODUQcmLcvZZaNh91T6vXsqmp+/nK5x/SNbUmq752Y6INo7czqQLz8i6RhZ93ecLL/e6TmVwBmq7BnN9s1B2g+z+Xvwu2ykajNYfob37zmwEA1113HV72spfBMII3kSAiIiIiIiIiosq62hOqw1xuJhqNGCiZVlkI7L7tUvkD6ImpLKz5+oYgO1LtTgeyelDng3RmFkZIQ7EUfN+QrqlgrWRantDNtm3P9HulMLzSxPli0+r+IN49cX957Aps23kHQGGuBMsKriom2gzkRsGWZZedLPIH4QCgCYFt25wTZM3RMOKxsPqd4/55r3beaWIqu+nf2VHTxqKZTEZtwpnJVO+nWu+bdXJjUSIiIiIiIiJaL545O+j53DB0AKi4+Z/crLMadxANoGxTT3m8SlLdrQuTrMIJ2fybjsrr5JS6P13yT7MDTp2LPI5/01JdE+jpTJZtfFgv/3P3b5QoH3t7V+WpfqKNTv4c+KuM5DtFJMPQPe/QkD+HQT831Sz153UjqWkSvbW1FSMjI+js7EQymQw8Wyc3HDXNyr+EiYiIiIiIiIjIMTGVLbtMhr8j42mYpoWJqWxNneFu/o06LcuGYegqNJbHa46GkcnmYNvwBG3uAE0TTqgmg/ht8ShmcgU0R8O4ms0FTshrmnCu8yXr7iDeH7qblq02RBQC6rnL51PrRqC1bFJq20B2tlDXcYnWKxmYN0fDAT+bCz9oqe7WwHoo94k8Gwj82fGf9PKr9XfTRlZTiP7Nb34TbW1tAID/83/+z4ouiIiIiIiIiIhoK3CHVXICVNatyMB5bDKDvf29nqDXX3ni/1xWwJimhUQ8ihl4NyL1V59Umkx3r8ldjzKTKwR2owshIIQT2mtafXUpQgjYgKf+RQb3MmCvJewO6kb3T+MCC33OlWpliDYKeeJIdpy7NyIWwpkSb46G1b4AxaKJZCKmvu/d0+my9mgGBRXKy98rp88PBb4jpdpeDZtJTSH6nXfeGfgxEREREREREREtTXM0rAIvdzblDte72hNlIbm/49z/eUdbHCPzncjTV3MQAmrKu1LoHlTf0NOZxGTa6TGPRgy8ZGe3eqwgtm0jpGuwLBvhphDak/EKdSoC27u8lRGhkIau9oTqcgYw310+f2zfMSp1p7s3TpWd8sPj6YpTtFthgpY2t0o/vw7nByiTzcGybPWzO311FmcGFoJyWbVk2zYy2Rxu3JUqO9K2+Y2FoxED+UIRtg1PGL/Z1RSiP/vsszUf8MYbb1zyYoho+Sr9HwkiIiIiIiJaX65mc+pj27ZVCO6epu5oi+PZ80OwLGcy2389AM/k+cWhSczkCmpDQXdfebXQfTKdRS5f9Gwk6A7mZGeyDP7lBoX+jUblx/L2fu7p9uzswkR7SNc8AbqkCQFtPmB38z+HStcBKDum7HHXNcG/m2nD62gLPlnlcIJzXRMwDB2lkjlf3wTP9Lqb/z0kE1NZz89mybScfRJs2/M7bLOrKUS/+eab1S+YatiJTrT2qv0fCSIiIiIiIlo/3CmLECJw6nxiKqvCKxluuaetJVmzEFSz4hwfsCp0rE9MZVXoXSxZng1ApWjEAADM5AoAXMG0EEh1t2JkPA0bTkheLFmIRozAbmXTsjE0egVDo1eQTMRgGDqKRbNi6L4tHsWOVLtap3vCXH4cNFkvP8/OFpAuOtOz8jGEAEIhnVPotGnIk1rSQo4rYBia5/eJO3B3d51rmoCA83tpYiobeHsA6t0dgPd32GYf6qwpRP/Zz3620usgogapd8MZIiIiIiIiWhu9ncmy0ElOnQ+NXlHBtLQtHlUfV9pAM2gDQLmhoLy9v2PdfQwhnADdHaQbho6X7OwGUF4dEdI1DI1egRDA9q6FjQtz+SKiEQOmaZVNgkvpzCyMkFZ2uTvwnr6aw7Pnh1S4Z1m2eg7Z2YJnLUOjV5CdLXh6nOV6SqalXofNGvLR1uLeUNQ/+Cx/DwgB7O3vVZe73wEif2blu1DkCTAAKiT3B+ju/nP/iTh528061CnsxcbLN5lMJoOWlhZMT08jkWDISERERERERETrh3/zPn+YLQMx99QngLKP/ZsCVrq9+7rmaBiZbE6Fb4l41HMMyX0sf8jmDsD93BuPLocQQMu2WMWpe2Dhtdrs07G0dVXaEFjTROAJuiBBk+ZS0Ak5XXM2AO7tTAJY+D3i3iths240WlOI/sUvfhGvfvWrYRgGvvjFL1a97b333tuwxa0EhuhEREREREREtF5NTGWdTUFtG5pw+sOB8pB8OaGwDN/coTywMAUv+a8PcurcYMVNO/1kuOZ/nEZzB32bMcwjAqoH4LUG2e4g3r1h6GIMQwcA9XvEv4/DZlRTiK5pGkZHR9HZ2QlNK3+bjTrYBuhEZ4hORERERERERBtVpQC8HpWms+UUvBDzU+NwKmSCptH9x5KT70GTsdLNe/rUfSpvhLg4TRMIN4U8E+/+DU4l90amRJtNpZ8lTRO4cVeqpvu7T9DV+nOZ6m4FEHxCb7O++6NyIu5iWRY6OzvVx5X+W0qA/vjjj+O6665DJBLBrbfeihMnTlS9faFQwJ/+6Z/i2muvRTgcxotf/GJ8+tOfrvtxiYiIiIiIiIg2mq72hJr8XKqOtnhZLzoA9HQmYRg6tne1Qtc1mJaNdGYWxaKJodEruDg0CQC4ODSJZ84O4pmzgxgeT6sAvTkahhBBj4iKl7uvNwwdmlb9hqnuVty4K4WS6Q3MgwJ0wNnINGiDU6LNoKMtjlR3KwxDV5v/Ak5l0sRUtqb7y98F9QToHW3xir9HKu3XsNHVtLHoSvnc5z6Hd73rXXj88cfx8pe/HJ/85Cfx6le/GmfPnsU111wTeJ/f+q3fwtjYGP7hH/4B119/PcbHx1EqlVZ55UREREREREREq0+GV6tx7OHxtKd2JZ2ZxZkB77S5NR+0A0C66Pzrrndwd7NLQeHa9q5W1c9eLcyT9/X3sVfrYl/OCQei9c79c7uUDT7l5Phian1Xh7vaZTNZ0saix48fx8c+9jGcO3cOQgjs2rUL73rXu/DKV76yruPcfvvteOlLX4pPfOIT6rLdu3fjvvvuwyOPPFJ2+6997Wv47d/+bVy4cAFtbW31LhsA61yINuvbaoiIiIiIiGhpKm06OjKe9mxyGkROmLvTJXcfc9Cx5QamMqBPJmLYkWpXt69lItbd35xMxKpWybgD9s266SGRVE/uU2+10lb++ampzsXtb//2b/Ebv/Eb2LZtG975znfigQceQCKRwN13342//du/rfk4c3Nz+OEPf4i77rrLc/ldd92F7373u4H3+eIXv4hf+qVfwkc+8hFs374dN9xwAx566CHkcrl6nwbRljUynkaxaGJkPL3WSyEiIiIiIqJlmpjK4szAcE3VDZW46xfcH1eKz4Wrm0UTwulPF86kqj9kk8cbGU9jaPQKikUTM7kCbtyVws17+nDznj7sSLWr5zEc8LeqpgkYho5kIqYuy+WdAF3XBOKxMCzTgqYJJBMx6K5KmGQi5plQ59/CtNl1tMXVNPhivxfcE+ip7lbcvKdPbRoquWtiNltFSz3qrnN55JFH8LGPfQx/8Ad/oC574IEH8PKXvxwf/vCHPZdXMzExAdM00dXV5bm8q6sLo6Ojgfe5cOECvv3tbyMSieCf//mfMTExgd///d/H1NRUxV70QqGAQqGgPs9ktu4XmwiA+j9BK7cPOhEREREREa0Wd+i91AlRf/2C/2PTtNTUuBACtm1D1wRsQE2qa/NVD2OTGWRnC6rCpTkaRro465loD6p5kM/DT9MEel0VEqfOzXqm3k3LVrUzhqGrQN49ifv8haIK0k3LxrPnhzzHJNpsavm9MDGVVSef3D8P/qqkXL6o3u2x2Spa6lH3JHomk8Fv/MZvlF1+1113LSmgFr6dJWzbLrtMsiwLQgh89rOfxS//8i/j7rvvxmOPPYbPfOYzFafRH3nkEbS0tKj/+vr66l4j0WbSO79RTG9ncq2XQkRERERERMvU6I1G5cfAQpieiEcBOFPdLducj5uaQp6+dIGF4E5uRjo2mcFMrlD2eO5NSt3Pwy+ZiCERj2Jo9AqevzCKMwPDaNkWg6YJz0alAk4Pe3M0rKbZ3RsbvmRnt2c63eJmo7TJuX8vVHq3ythkBqZlQ9c1dLTF1YbB2dmC5+cFgArQxyYzuDg0uex3v2xEdYfo9957L/75n/+57PJ/+Zd/wWtf+9qaj9PR0QFd18umzsfHx8um06Wenh5s374dLS0t6rLdu3fDtm0MDQ0F3ufhhx/G9PS0+m9wcLDmNRJtRpV2TyYiIiIiIqKNZ6X+xnNPssog/Go2pzYRdVekaJpAU1MIxaIJIZzwW4bapZIzXR6NGJ6aCHkcGfABTp2EO7ybyRU8j+eugrlpdx9S3a0wDB09nUns7e9VvegyVHcH8z2dyfnwXUDTxJaeqKXNz/17wf2z7OY/Aac2CM7MoqczCX3+ZJX8efGfJBsavbKlgvSa6lw+/vGPq493796ND3/4w/jWt76FO+64AwDwve99D9/5znfwnve8p+YHbmpqwq233oonn3wSr3/969XlTz75JF73utcF3uflL385Pv/5zyObzSIed/7H4YUXXoCmaUilUoH3CYfDCIfDNa+LiIiIiIiIiGir81e8+DcZNUIaiiULQjjveJb1D7a9MLV6eeyKql7J5YtIdbciO+sE49GIgTMDw6oqRm44alq2OnZzNAxEoW5fMi1P+C0n54PW7D+p4L8t0Vbh/rnwVx25fyaSiRjSmVn1Lo/9u7xZa3a2gHRxVv18AlhWjdRGI2zbXrQa+brrrqvtYELgwoULNT/45z73ObzpTW/CkSNHcMcdd+Dv/u7v8Pd///c4c+YMrr32Wjz88MO4fPkyjh49CgDIZrPYvXs3fuVXfgUf+MAHMDExgd/93d/FnXfeib//+7+v6TEzmQxaWlowPT2NRIJnHYmIiIiIiIiIKpGhm7sX3U9OncsAzrady4I6zmW3smVanlC+0nFltQwR1c4flktnBoZRLJoVf7ZOnRuEbQNCADft9lZiy/u6+TcS3sxqmkT/2c9+tiIP/sY3vhGTk5P44Ac/iJGREezbtw9f/epXce211wIARkZGcOnSJXX7eDyOJ598En/4h3+IX/qlX0J7ezt+67d+C3/+53++IusjIiIiIiIiItqqJqayasLcv3+dEAKaAGzAFdS14+LQJNKZWYR0LTBEl5URFbbD8wjpi7cQVwoLibayShuL+t9h4idHrYNGruUmwfJdIc3RsKqI8f/sbcafy5om0TcTTqITERERERERES0uaPJUikYMvGRnt/p8YiqL4fF04LS67DmvNHnurofwu3lPX+Dl/jX6J2s3Y4hHVKulfv/Lk2DJRAw7Uu2e6/w/a/JzXRPQdM3zWItNvG9ENU2i+w0NDeGLX/wiLl26hLm5Oc91jz32WEMWRkREREREREREa0dOrQZVr+TyRU9QNzaZ8QTo0YiBXL4IIQR6OpOqCz3wcTpaMDyehm0D7lnPZCJW8xr9k7VyEldO0jNIp61kqXsAOMG5E577g3j/z5r83DStsqn3xSbeN6K6J9GPHz+Oe++9F9dddx2ef/557Nu3DxcvXoRt23jpS1+Kb37zmyu11obgJDoRERERERERUe3cYZoMw5OJGK5mczAtG0KI+S50G5oQ2BaPegJzuWFhJUH96cvtWnZX0WymaViipQiaTF9sWr3WafKt8q6PxculfB5++GG85z3vwXPPPYdIJIL//b//NwYHB3HnnXfiN3/zN1dijUREREREREREtEY62uLY29+LjrY4dqTakepuRWY+QAec8NyybNg2ygJ0AJ7PhXBC7WQiBsPQkepuRVd7wnNZMhHD2GQGE1PZZa051d0Kw9A31TQs0VK4O9KBhZNM7sv85M+l/+dnYiqLMwPDuDg0iTMDwwCgQvYzA8Pq51bezv9zXOny9a7uOpdz587hn/7pn5w7h0LI5XKIx+P44Ac/iNe97nV4xzve0fBFEhERERERERHR+uCvbnFPmgdNnAsBaELABtDbmVTHkJOrMkyLx8LYkWpXE7DLrWJZaqUF0Wbjr1dxB+eVTjLJn52R8TQuj12BEAK9nUkVyKeLs+pYHW3xss1M/Z/LvnXnXSsLaxibzKA5GsZMrqDWMjyehgDQ05lcNz/DdU+iNzc3o1AoAAB6e3vx05/+VF03MTHRuJUREREREREREdG609WegHD2CkU0YmAmVwjsL9c0AV0T2N7Viv27UrhxV6osXAPKp2TdoV6lKVla3Ead+KXGc7+bBFiYMl+sNmlkPA1z/l0mlmWrIF6+Y0TXBEzTwsRUFl3tibLPNU3AMi0VoANOgC4n3FUgn5lVJ87kBsXm/OOtF3VPov/Kr/wKvvOd72DPnj2455578J73vAenT5/GsWPH8Cu/8isrsUYiIiIiIiIiIlon3EF4Ll8EAMyg4ARo8xPqQgjouhbYk1xpg0L5ubz9ZtuYcLW5N1cdHk8jEY8ik82tuwlfWllBneW1vkvDvZGmpgl1DHlf+a6RsckM9vb3ek6I7e3vVSG8/x0q7neayMl09Zi2DU0TTk3UfCAPoOw5rLa6Nxa9cOECstksbrzxRszOzuKhhx7Ct7/9bVx//fX42Mc+hmuvvXal1toQ3FiUiIiIiIiIiGh5ZDDnr2EYGU+r4M2ybG7qucomprK4PJbGYnEfvy5bR60bhAZZbENSwHuyS9awbItHMZMroFQyUV/yDLVRsbsySgbtuiawf1eqvgM2SN0h+kbHEJ2IiIiIiIiIaGUFhW9b6fHXigxMqxFCYHsXJ9G3isWC8Hq/D9zfY8lEDDO5ApqjYTVtrmlCBeD+KfPl0jSBG9coRK+7zkX6wQ9+gHPnzkEIgd27d+PWW29t5LqIiIiIiIiIiGiDkpUPspd7tcNs/6aGW0VXe0LVZFQSCmlb6jXZivwhuf/rvZyfD/f3mNpQuLhQ1yJct9WEwLZtUaQzs4hGDFX/tFThpiVH2ctW9yMPDQ3hd37nd/Cd73wHyWQSAJBOp/Gyl70M//RP/4S+vr5Gr5GIiIiIiIiIiNaZiamsqm/o6UwCKO8trhTWrfSkuL9nnRY0R8NrvQRaYf6fO//P21J+PtzHSHW3qg1A/bbFoypc3xaPYvqq83G9Abp7ol3K5YtrclIOWEKI/ra3vQ3FYhHnzp3DS17yEgDA888/j7e97W14+9vfjm984xsNXyQREREREREREa0vY5MZFXKNTWYAeDcMrBbWrfSkeK0bJ2428utQzUyusAorobXk/7nz/7y5fz6C9jfIzhZUEC47ym3b2fTz8lgaoZDmmTh3c28i6t9QtB5BAb0QWLN3mNTdiR6NRvHd734Xt9xyi+fyH/3oR3j5y1+OXC7X0AU2GjvRiYiIiIiIiIiWT06iO8mSEy/JlGmxTQy3amf5SpuYyi5a5yJ7rPnabx2Vft6Cvl8MQ1+0V38pjJCGkmkvuultJUIA27ta1+z3Rt2T6Ndccw2KxfLx+1KphO3btzdkUUREREREREREtL7JECsotF2sMmSrToqvtGpfE2AhQN+KffFbWaU9CtzvXHCfXHFPotdKCFE1IC+WLNdtAaD67f22d7Wu6e8Nrd47fOQjH8Ef/uEf4gc/+IF6oj/4wQ/wzne+E48++mjDF0hEREREREREROtTpfqQdGYWE1PZVV4NASgLGTVN4OY9fbh5Tx92pNrR1Z6AYejsi98CZGgufxbdtS7AwskuIYB4LKzePTKTKyDV3Yqb9/QhmYh5jqlr5UUuuiYQCdc+qy2rYeoxPJ5e098pNdW5tLa2QoiFF2hmZgalUgmhkPPiyI+bm5sxNTW1cqttANa5EBEREREREREtj79HuTkaxtVsDpZt11zpQivn4tAk0plZVYHBifOt6czAMIpFU/0syu+LZCKGHal2PHt+yNM9boQ0z8R4qtv53pHHAYBoxCjbJNRfASM71FeCXNNqq+kUwV/91V+t8DKIiIiIiIiIiGijkBOtMyioTQy3xaMqUJe1ELQ2dqTaAbSv9TJojXW1JzA8nkapZOGZs4Pq8nRmFmcGCmWbd7oDdACq8qerPaEqgtwBejRioDBXgmVa0DQBy7JhhDRYlg2zjhRd3rcWa1VDVPfGohsdJ9GJiIiIiIiIiJbHvVGhDNQl9wQ6NxAlWlvuKfJ66JpAT2cSAMredeLuSw+aOvdf5p9wr4cM2DVNQNe1NftdUvfGogBgmiaeeOIJnDt3DkII7NmzB/feey90XW/0+oiIiIiIiIiIaJ3xb/DnDtncE+juDuZag6/lBu8M7glwvg9GxtOwbBtCCCTm3ymx1b4vutoTuDyW9nSQy5BbhtvuDWclG87Pb6lkwraBdNGpgbmazXmOHzSe7b4sqP6lXjfv6VvW/Ruh7hD9Jz/5Ce6++25cvnwZL3nJS2DbNl544QX09fXhK1/5Cl784hevxDqJiIiIiIiIiGgdmZjKYng8DQGgpzOJjra4uuzy2BVoQmBbPIqMmYNlWpiYyi4aXk5MZVVthD94rzUcX0pwv5nwJILj8tgVFebatq2mp4dGr3i+P9dbsL6Ur5/7PgDUzxAAJBOxsk085afFkqU6xt0/ewBgWTYsyzvB7p5Ar9VyA/T1UqKi1XuHBx54AC9+8YsxODiIH/3oR/jxj3+MS5cu4brrrsMDDzywEmskIiIiIiIiIqJ1Zmwy43QfWzbGJjMqhLMsZ3NR07IxkytA1zWYlo2h0SuYmMpWPebweFp97O9Ud4fj1XS1J2AY+pbtZK/1ddqsJqayOH1+qOrGlvL7M52ZRbFo1vS9uVrq/frJnzt5H//9Fgu+5e072uKIRoyy64MuW11ijR/fUfck+tNPP43vfe97aGtrU5e1t7fjL/7iL/Dyl7+8oYsjIiIiIiIiIqL1SW5aaNuAaVqeAFxqjoYRj4UrTpf7ybhM10TZ7WT/+mLhuL9qZqup9XXarMYmMzB9m1TW0sm93HcuNOodAIt9/fzvABlx/dz5f96AxZ97V3tCVd/4XzfAmSQXQjR0IlwIAKjtmGJ9ZOj1h+jhcBhXr14tuzybzaKpqakhiyIiIiIiIiIiorW3WDCo6xos04Jp2dA1oSbAZZVGOjOLeCyMVHerOk61Y/Z0JisGiFs9HK/VVn2d5PdVSNc83d5CoKZNLZd70qHeGqFKPweLff3kO0Dkx+4YeiZXwI5UOzra4njm7CAA57lXC9LHJqYXfX2qhd1BG4tWk0zE5qfja7tTIh6t/eArqO46l9e85jX4L//lv+D73/8+bNuGbdv43ve+h8OHD+Pee+9diTUSEREREREREdEacAeDE1NZnBkYxsRU1lMhYQMwDB09nUns7e9FR1vcE6oNj6fR0RZX11Wrq3Dfzv14RJXI75OR8TSKRTOgg3vxUWbZC74c9dYIVfs5qPa939WegKYJ6JpAV3sCvZ1J9XlI1/DM2UGcOjfoqWGpFpJXu04I5z9dE0gmYlVuJ9TtNa36612pXqbSxPlMrlD1eKul7kn0j3/843jzm9+MO+64A4bhfDFKpRLuvfde/PVf/3XDF0hERERERERERGvDXS0hQ7+h0SvQXUFZ7/ymom4L06blEWatdSOVJnuDJni5maZjK74O8vtEm38nRHM07AtqyyeeNU2oaW7AmcZe7utV7zsAqv0cyOd0eewKhkavIJmIYUeqvexx5Nc7Mb9BqjyBYNtAybRqmhIPuo0QwE27+zyPUYlzX1t9vNTal6C7yRMF64Gw63hmtm3j0qVLeNGLXoTh4WGcO3cOtm1jz549uP7661dynQ2TyWTQ0tKC6elpJBLr44tARERERERERLTeyelzwAkhdV1DczSMmVyhLNB2utJtaEKgJyBkX+xxZC1HLl/0BIgAcGZgGMWiCcPQsbe/t+JlW4l8zUzTgmXZW+p1kM/d/b3o7gT3h8TRiBEwre6c+PF/L6/UWis9xsWhyYqT2u5peXkcWaUURAiBSDgU+Fwrcb9WmiaQiEcX3Zh0Jd28p2/NHtuvrkl027bR39+PM2fOoL+/f8ME57Qyjp0cxNETF3DowE7cf9v6+aYmIiIiIiIiosaTAZ47BJThtXta3N3ZDOF8np0t1BxQyilc2Wvtr3MImuCtZbp9M09py9fM3Uu/VcivpQzO3QF6kEqhsgyLL49dKQurg04WVVPpe01+nYbH057vV7mHQDVDo1eQnS1g+mpOTXvLCpSgEwO2bQc+V/9JBffJA/k4AGBZtidAj0YMzM2VYNm25/6LbTrqn/qvVbX6mLVQV4iuaRr6+/sxOTmJ/v7+lVoTbRBHT1zA6HQeR09cYIhOREREREREtAW4g3JgIbxujoZxZmAYXe0JdLUnMDyehoBT8lAsmkgXZ9X9Fgsh5f1t2wn8/IFwUG1GLVUa9W78uJG4TyK4++Q34wmDIIvXjdRO3t79zotq379Bgbm7+giA+pqUSs6JIcuyYVnO9Zomal6jfypcEwLmfFheacIecALwkmmVhfb+d3lII+Np2PDWs8zNlSpMvS+tvsVPTr6v9LsBlqrujUU/8pGP4I/+6I/w3HPPrcR6aAM5dGAnulsiOHRg51ovhYiIiIiIiGhLWctNN/0B4d7+XszkCigWTYzMT9j2diaxf1cKvZ1JGIauNjlsjoYXPX5HWxy6rsG2bei6VneYVum1qXfjx42koy2ugvSJqazaZHNkPL3WS1sVy/maJhMxzyaccgLaHcwnE7HA7x33Brvy9heHJtW7KABnsvuZs4MVp80FyjfVlHsOVNpsU163LR5Vn1erbSmZltqwd2T+BBXgvMtD/rxcHJrEmYFhAFA/u5prY1GrQtK/aOd69asBOK/vjbtS2JFqV+tcb+rqRAeA1tZWzM7OolQqoampCdFo1HP91NRUQxfYaOxEJyIiIiIiIqKNbjU7wN2TtgAwPJ5W9QyaJtDbmfRMngd1cldar3+KV3ZCuydnF9tU1E8+luxtX49TrStBPm9gobJD0wRu3JVa45WtDvm9Y4Q0FEtW1du6K0b89Sap7lYAi09rA97XXNaiuAP0ao8LOOG03DPg9PkhmJatLhsZTwdOfgvhVKj41++/3M3dp37q3KB6vpXWrGkCAlCPn+puxeWxdMXalmqVLslEDFezuYrd7QA2RId/XXUuAPCxj30MotppECIiIiIiIiIiWlG1dIAvl3/zQjlp6w7pLMtWE+kyxNM1UbYu93rdQbi/YkXWVeTyxbJNBd31Gu5aDX+wLo9rmdamrW/xm5jKwjQXgmNNCGghbVNO3QeRAboQompYCzjfp72dSRWS+7Nf+X0uL09nZnH6fM6zQa5/A9BUd2vF0Nv9uDfuSpV9v8pJ8G3zVSbN0TDGJjNlJSkygA+FdN/mqQKGoS1831vyRIpQz9X9/S8rYORzi0aMshDdsmzPFHy1AN3hvc5dLZPJ5tTzdp+Ac9sI36d1h+i/8zu/g1KphObm5pVYDxERERERERERLaKWDvDlkgG35tusstLGje7+5OxswbM+93rdm5H6TwYkE7H5MNQJhv2bMkruDnZ/EC//80/Qr4XV2szUs5kroALZzcr/uspA2/ZtehnEtqtv5NkcDeNqNueZUJcnkeTX0N9NDizEyPIdEP4J9Urfh/L7N2PmoOsaMtkcrPmJdF1bOCkgAPVz2NEWV4G0EPBMcS/2/eafcq9UA+N+ffwBun/y3P9azs2V1Otn27Y66RA0la5pYkOc5Kq5E31iYgL33HMP4vE4EokEXvayl+HChQsruTYiWmVr2alHRERERERE64vsEE/Eo4vfGAtd0oATMlb6+9LdTd7RFvd0IO9ItcMwdNh2+WaR8n4yaHcH8UF91f5jN1otf0O7A/5G/s09MZXFqXODeObsIE6dGyzrmr+azXl6ujcb9+sKeL/3auEOfYUQTvCtCaS6WzGTK8Ccn/hOdbeq69zfX/7HGxlPq/7/3s6k+p5MdbciHvN+bfxrl7cVcDbhlWF5z/y+AqnuVvW5+/vZ/XhSLd/zHW1xz3GTiZhn6tzdD+9+jbyvX/UzFU5/uryPUCcd0plZ2Fh414qsg9oIau5E/73f+z186UtfwgMPPIBIJIIjR47g2muvxZNPPrnSa2wodqITVbaanXpERERERES0PO7pzkqdzY3g/lsRQGDns6YJzyS6tJS/L/0T5CPjadhYqKVw91C7u55rOV61fvVap8bl7Uoly/N8oxEDhbkSBKCqP4KqaxrxN7f7NQDKu7b9ffBys1H367iR+b9H5MfZ2ULglHg18rWTr1lzNOyZHPd/T7gf2z3RnupuVY/v7vT3f90rrT3osVaT++e8ORpWr6MMuqtN7y/G3zsvbaT8qeY6l69//ev49Kc/jbvvvhsAcPfdd2Pfvn0oFoswjPIzFES08axGpx4RERERERE1hnu6E1i5EF3+rShrLoIE9RzL+wKoK8T1V7/I6gdZp+H+2zXoOP6QUtbPDI+ny+ph3DUw/s+DuHvZ/dy1GEHVMpZpQQvoiw9a92Ihqj/A9Qfo/td4bDJT9jpuZJXqgZYiMV99Izv008VZaJozRR30PSGrUEbG055+cff3hfxeCKosqrT2lXzXRC38P1cTU2HPupcaoFe770bKn2oO0YeHh3HLLbeoz3ft2oWmpiYMDw/j2muvXZHFEdHqWo1OPSIiIiIiImoM93Snvz+8keTfijLQ1jUBbX5id7Gp37HJTNl08OWxKxU3BfXrak+o8L3WwM1flyFZlq2qVORJgRksTBxXGyxzb7IqyVqZIP5jyBDbMPSKwX/QpqlBt5PhuXvzRknTBG7clQpcT72v40YgN1QVArBMC9viUWTMnHo3AFC5w1+ayRWwt7/Xs1moZdkYHk8DQFmVi+36t9fXLy5/Jt2T6NWylvU0zOhfpz/s99M1gW3xqHrN9PkTD4tt7KprYkO+I6LmEN22bYRC3puHQiFYllXhHkREREREREREtFJati2EuCOuKeuV2sxSBn7m/MTuDII3rpThrhBCTfa6uYN/GXAOjV5RH7snqYMCyMUmxv3BpNyAUd4XgFq/u0qiWtjp3mRVhoByre7A1v24cuNT//S85K96ca/fT97WNC31+rkDdCEATQi1Dj/3c5Pd7OuhQmS53BuqmraNq/ObcgLO95Ts/fZX3wAL0/umaWFiKuvZiFV+XYNOfPR2Jj2vWT1VQH4bZZjR/bNvzb8m8mfHPbFeqU5H/k5Y6eqplVRzJ7qmadi3b58nSH/22WfVRLr0ox/9qPGrbCB2ohMRERERERHRZnD6/JBn6vPmPX0AVn6/K3dg6A/NUt2tKnCu1IMshMBNu1Nlvd5u1dYuH9/dXV1LL7qcxJb1HZV6roN6092PJZ9ftbXW8jVw3yaoosa9Jve0s1tQdcti3K+77ANf7HtlpU7MLJf765NxBeiSfG3d0+iVJvj94fhq7TmwkSz2feD+3jJCGoolC9GIgZfs7F7tpTZczZPo73//+8sue93rXtfQxRARERERERERUW38kaqcLl7pigj39KzsTpYBNQCn5qU4C0AErNKZmr44NKk6wv0bksre8EqBnbteZrEOc/d9ZPgt6zuAhXBdBtTuqhlgYQLdP7XuD9b9avka+IPzahP3lSZgK3XRV+MOlQUWguZqAalcy8h4uu4TGG6LhbD1hvX+yhHLcgJcIZyTNfI4YxPTKJYsGCGtLEAHnJM9/seVk+kzucK6PYmw2habnF9sv4KNrOZJ9M2Ck+hEREREREREtBkEbXK5UtPni3FPoOqagGnZ8wG57ZlGl5PPkhACmgAs21Z1JP5NF2V9iqxNWWptTdDtg6bh5UT/Uh6jkfwbpA6PpyEAWL6TDgDqnpZe7LVIdbcGTuTLOg+p3u+3xSb0l/MuCv8a3cd45uzgwprnJ6Td5Lsm3J3y/rqdlXx3B61/DNGJiIiIiIiIiDYof5Bea5ja6HDYvQ53eO4OLKMRA+3JeOBGj0HhZFBw26gQ010DcjWbK6tKWc8VHs7moumyIF1W6Sz1a+r+Gno7r71hvvvrl+puBeCd4vbfvp6KlEZ8X/qPUen1AhZqXOS7EXRNYH/AxqycRKea61yIiIiIiIiIiGh9kYGeDDbdmyNWs9jmnEtdhwwa5XrcE7/5QglDo1c80+jRiIGSaaE5GvZsxCmPKUNQOYXdqIoad01Lz3wXtmVaKkxPZ2YxMRVel4GpfF2ePT+kXsdkIlbz1zQoZJafu4N4yX3cvf29nhA96GP37QF41uSuSKn23JbDf4yxyQxs24YQoqw26EZXYF6tfmejbABKK0db6wUQEREREREREdHSdbTFkepudWpUTAsTU9lF79PVnlBd2I1ch39KXIiFj2WA6a4DKZkW9vb3YiZX8ASvE1NZnBkYVs9F1zVPlctyuZ+/DH390+hDo1fwzNlBXByabMhjNpp8aXVNYEeqPfBr6n8dAW/ILafP3UH33v5eT2WO7K6Xx00mYhXXJINoTROw5k+OuNe0Et93i5GP6f5eFALo7Uyqz/3Pm8iPk+hERERERERERBuce+NMGURXq59Yycla+fgAsFiJcEjX8MzZQUQjBgB4KkAqTTM3QtC0sr8bXUpnZgE41SPrqdZDTtDL12yxzUnldfLEQXM07JkkDwq2xyYzMOf7xeX9d6Ta8fyFotqgU9MEEvGoZ6PRoE1cK61xKer5Orjf0bBevna08SxrEj2fzzdqHUREREREREREtAxB09XuQHs116FpYtHbpbpbVRCbyxc99SKmaUEIwDIthHQnviqVzJqm7Oslp5BFlSXLie6R8fSava5+tUxPB01+y/tdzebUZbIOxv/6yvvLuh15fclcqOnp7UxiR6rds5Z6J86DJuarWcr3N6fNaTnqDtEty8KHPvQhbN++HfF4HBcuXAAAvPe978U//MM/NHyBRERERERERES0OHdIuBa1Ge51uKsygsiQ3R1cD41eUdPCluVsTGpatgrabRtLDq9rCWm3d7UGBunuvnG5+eRavK5LEVTPIl8H+SYBIZxp+6BQWt7fX7fTHA2r24yMpxd93MXUG4qv5fc3bU11h+h//ud/js985jP4yEc+gqamJnX5/v378alPfaqhiyMiIiIiIiIiovqsh9oKdxgaFEwLAJfHrsC2vdfLdRuGjmQipv7VNeHp5XarJSCvJaTtaIvjpt19qvM7GjFgGDrisbDncTVd27DTzO7XobczCcPQobm+AJVCaX9o7d4Y1LRsnDo3iNPnh5b8ToF6Q3FOldNqE7a9WDuV1/XXX49PfvKTOHjwILZt24ZTp05h586dOH/+PO644w5cuXJl8YOsoUwmg5aWFkxPTyOR4NkqIiIiIiIiItpcTp8fgmnZEAIIhfQ1CdPdQT7ghLelkoWgGErXBHo6kxgeT0MAaGoKIZcvIpmIYUeq3XPM4fG0Ct575zcaPTMwjGLRhGHoZRubBq2n1tdCHhdwqmfk83DXzqz1yYp6Ba1ZXtYcDXt6zasdY2Q8XbYRK+C8w+DGXakVWz/RWql7Y9HLly/j+uuvL7vcsiwUi8WGLIqIiIiIiIiIiJZGRpu23fgNOWsVtIHkyHgatljYhFKGts3RMMYmM7BtwLIX6lvSmVlMTIVVwOts8Lnw3OTzkh3w1aaYl7KhZVd7Qm28GXT8oE0717ug10FeJk8aBD0fd/g+PJ6GFRCgA4Bl2bg4NOk5+UG0GdQdou/duxcnTpzAtdde67n885//PG655ZaGLYyIiIiIiIiIiOrX25lU4S9QuaJjJfkn0eV6DEMvC1jdE99+MrBNF2c9lwux8LyWEpDXQh5TPg8Zmg+NXsFkOoti0YQQG6cffTH+kxHur6H7hMFiW8amM7M4M7D4RDvRRlJ3iP7+978fb3rTm3D58mVYloVjx47h+eefx9GjR/HlL395JdZIREREREREREQ18oe/axFkytBV9p5LQYGze+IbAIQQqvalUmBr28DlsTQArOjz8wf0cp0Lm53amyYodj/Xials2RS+/Dc7W/C8KyDIRpvQJ1pM3RuLvva1r8XnPvc5fPWrX4UQAu973/tw7tw5fOlLX8KrXvWqlVgjERERERERERHVYa03XuxqT0DXhCdA1zQRuJ6OtrjazFMG6LomYBg6ejqTSHW3qg1GNW0hVrdt27NRaNAGo7VsOlqrjra4Wstm535dm6Nhz/eT3FRU0wRE0K6x8zbLhD4RsISNRTc6biy6PMdODuLoiQs4dGAn7r+tb62XQ0RERERERERVrOXml+6aFiGA7V2tZZtZ+utetPng3bbtso1F5fE8k+oC0ISzMamcftc0AV3XPDUk1TYdrZd7SlsIgZt2b76NNN3PEXC+Lr2dSTWFLgQQCRtqIt/NMNZmM1uilVT3JPrOnTsxOTlZdnk6ncbOnTsbsihav46euIDR6TyOnriw1kshIiIiIiIioipkEFosmvin71zAfY89jWMnB1ft8bvaEzAMHanuVty0uw8dbXE1GT48nkaxaGJ4PO0Ja3s7kyog91eGyONt70ri5j19MAwdtg2Ylq2epxBOBYysE5H3aeRU9Mh42vWZ3bBJ9/VETt1LluVM/cuviW0jMEAHwACdNqW6Q/SLFy/CNMs3eygUCrh8+XJDFkXr16EDO9HdEsGhAzxhQkRERERERLSeuSs5/vXsBEan83j0K2dXLUgPqpSRk+ECznSzZS0UJAghcHlsIVCXFS9A8ER9V3vCU+8COOFuT2fSMw3d6Fobb6WDQLFo+oL1zUEG6bomoGnOBqrRiLHo/UbG05vyxAJtbTVvLPrFL35Rffz1r38dLS0t6nPTNHH8+HHs2LGjoYuj9ef+2/pY40JERERERES0AXS1JzA8noYA8Nu39+HIty7Asp13ma/V3/ayYqU5GvZMmrsrWqR4LIyJqSxGxtMw58N2uVmlvBxwwnb/1HqjqluC9M5Xx3S1J1Tob23StmT/ZqNy+lwIoNJTNi0bpmWqdxhwKp02g5o70TXNGVoP+qVmGAZ27NiB//7f/zte85rXNH6VDcROdCIiIiIiIiLaiuQ+Z/uvSeL0pXTZfmeN7E+vdix/37YR0lAsWWXHkBt4yl51AKon3d23rmtChezyfisZorudOjeowuTN3gXufs2d7nq7LEj3h+ur+bUgWkk117lYlgXLsnDNNddgfHxcfW5ZFgqFAp5//vl1H6ATEREREREREW01x04O4t5Hv4WR8TQ+9ZZbcfpSOnC/M1m14q6BWYzsOPdXd1Q7lvuyVHdrYIAu60P8XeYzuQIAZ6Jd1oy4c1whREP7zxcjxEKdTLHoTF9v1hoTWZ+jz28y6n7ukiYEDENHMhFreBc90Vqquc5F+tnPfrYS6yAiIiIiIiIiohVw9MQFjF8t4CvP/QL/4YZ2HDqwE0dPXCjb70xWrdQTfLrDcvcEtv9Y7sn0rvYERsbTsGwbI+NpNYnunkgXALKzBaQzs4hGDBTmShDzxwXKa0bkZLsmFkL61ZgIl9Uu7mn5kfH0ppxGd7/mkvsdBTJT38zT+LR11R2iA8DMzAyefvppXLp0CXNzc57rHnjggYYsjIiIiIiIiIiIaifrWu5/aS9u3d6MrvYE/u2nVzA7Z2JbOIR79r0IXe0J7O2PB3aiB4Wki6k1eJdB89DoFaS6W6HpGsyiCdO2YWOhCmV4PA3Lci6TPee5fBHRiIGSWT6xLsP5ZCKGq9ncuujjdlfLbGbytZWvtW0Dpm2zC502pZo70aUf//jHuPvuuzE7O4uZmRm0tbVhYmICsVgMnZ2duHDhwuIHWUPsRCciIiIiIiKizei+x57G6HQe7c0GPvyafhiGjj/90gBGp/PobongiQfvVLeVgbu/F71RZH+27MR2T4u7A3NZCGJaNvT5ahYBoKczqSbR3eR9ZXAvw/mg/vTV6ON294S7CeFUvfR2Jjd9mCxPZLhfB10T2L8rtYarImqsmjvRpXe/+9147Wtfi6mpKUSjUXzve9/Dz3/+c9x666149NFHV2KNREREREREREQU4NjJQdz32NM4dnIQ+69JQhPA3u0tKmw+dGAnulsiZdUtR09cCOxFb5Su9oSnE7ujLY5Ud6tn880bd6Wwf1cK2+JRAIBl27AsG5ruxFUzuQKMkPOxEdI8AXqxaGJkPA3TtKC7+tN1TUCIhU71lSafp59tA5blTGVfHJoM7I3fLDra4mUnK7bGLD5tJXVPoieTSXz/+9/HS17yEiSTSfz7v/87du/eje9///t485vfjPPnz6/UWhuCk+hEREREREREtFHJCfL91yRx+lIa6dk55IsWIoaGuZIFywYihoZC0ULY0PDAr+8KnDRf6Ul0yd2FXmki2z3NrWsCPQE94+6pcnlM07RgWbbnuotDk0hnZpFMxLAj1b5iz8tvYirrhPpVqlwMQ0dzNLwm61sNE1NZ9e6Cni0wgU9bS92d6IZhqN13u7q6cOnSJezevRstLS24dOlSwxdIRERERERERETAWz757zg/7GyaOXp61HNdoWipKpR80ekOzxctfOTLZ/HFHw3hM//1Ds/t77+tr2p43qiQPWjjUX+w3tWeWNgYVNfQ0RbHZDrr1LSENEA4U+Xu+8mKGPm5DHCt+RDbqYFZvZBa9smfOjeIoHFVOUUvn+dqr281LKVTn2ijqLvO5ZZbbsEPfvADAMCv/dqv4X3vex8++9nP4l3vehf279/f8AUSEREREREREW1F7qoWACpAd4sYGrpbInjl/m50t0SwLWqU3eb8cEYdI8jEVLasbqRRdS/+WhfAu8no8xdG1cag7tvl8kUAQLFkqSnzodErKpAHFmpEOtriGJvMqAAdAKKR8tdhNVTqeyiVTFweu6I+TyZiq7QiImqEukP0//bf/ht6enoAAB/60IfQ3t6Od7zjHRgfH8ff/d3fNXyBRERERERERERb0ZHjzqagR44PAAB29S4E0V0tEWgCOLCrE088eCc+9Iab8MSDd+LwwX4kogYSkRA0sXCsSmH4sZODePOn/i+On/uFCqcBVOxSX4w/kJeT5mOTGUxMZTExlYVpWur2uXwRxaKJTDbnuZ0MweW/7rUFdZ13tScgXM+35HqM1VKt89y2FwJ2w9A3XZUL0WZXcyf6+973PvzJn/wJYjHnTNmVK1fQ2tq67AU8/vjj+OhHP4qRkRHs3bsXf/VXf4UDBw4ser/vfOc7uPPOO7Fv3z4888wzNT8eO9GJiIiIiIiIaD2TVSrpmTnkSxYSkRC+8fBBz/WPfuUsLBtIREKIhUMq7HZXsLz3C6fw1OlRhEMaDuzuxOlL6bJ6lvseexqj03m0Nxv4/373l5ddxyH7zd095e7Oc00TnolxSdcENF1T9wWAYtGEpgnouobmaBgzuULZvyFdQy5fRDRiqOl1AEh1t656tYj7eVazFmsjouWpeRL9wx/+MLLZhTNq1157LS5cWN5bej73uc/hXe96F/70T/8UP/7xj3HgwAG8+tWvXrRbfXp6GocOHcLBgwer3o6IiIiIiIiIaC34q1jquY2sUmkydHS3RHD4lTd4rj9yfACW7fSfQwhVu+KvYDl9KQ0bQLK5CacvpQPrWeTE+Ut3tuN3P/PDquutRVB9i/tj9yynYehIdbfCMHRsi0dhmhaEECiVTJRKFoQALMtGsWhiJlfA3v5ezOQKKBZNpDOzKBZNFZyvdYAOyGl4sejtsrOFVVgNETVSzZPomqZhdHQUnZ2dAIBt27bh1KlT2Lmzvrf1uN1+++146Utfik984hPqst27d+O+++7DI488UvF+v/3bv43+/n7ouo4nnniCk+hEREREREREtObkBPn+a5I4/tyoMykeNTBXNFEoWXjl/m586A03qdvLKfDulgieePDOwOOcvpRW/8pp849++SxsOH3osKGOfcu1bTjy1AuAEDh8sB+AE7jDtnF7f0fZsYIm0v1raZSJqSxGxtMwXVPoyUQM8VjY6TM3Lc91fjIYl5uJNkfDyGRzZVPtaz3lzWl0os2p7k70Rpmbm8MPf/hD3HXXXZ7L77rrLnz3u9+teL9//Md/xE9/+lO8//3vX+klEhERERERERHVTE6CP3XaCdABIJMrIl+yYAM4/tyouu2xk4OYnTORiITKesfvv60PTzx4p5oeP/7cqJoiP/LUC7DhTKE36Zo69ulLadx/Wx9i4RAyuaKaOL+aKyKTL+HEuXEAwPcHJjA6ncdHv3wWd/3FN9Xk+VI70Ktx96N3tMWh6d4YKp2ZVZuFWrYNw9BVB7oQQnWcCyEwPJ7G6fNDAIC9/b3YkWqHPn88XRNqqn2tg+mgvvYg7o53Ilr/ag7RhRC4evUqMpkMpqenIYRANptFJpPx/FeriYkJmKaJrq4uz+VdXV0YHR0NvM/AwAD+5E/+BJ/97GcRCoVqepxCobDkNRIRERERERER1Wr/NUlowgl1g9g2VHB95PgAMrki5kwLR09cKKtROXZyELOFEiKGhqaQthC2zyfLYUMDhEBo/rHSM3M4dnLQE4YfPXEBck67ULIwOp0HhIAmABvwhO0yuHdPpy/X2GQGxaKpAuNqAbNtA5ZpIV9walmEALZ3tc73o9uwLBumZZdtMGoYOno6k9jb37vmATrgbKSa6m5FtVYXXRMwTavqRqREtL7UlkTD6ay64YYbPJ/fcsstns+FEDDNxd+y4ubvipLH8TNNE//xP/5HfOADH/CsYzGPPPIIPvCBD9S1JiIiIiIiIiKiatyVKyfOjyNftNR1tm1DE4BlAyFNwLRs2PAG13PzlR/5ohNuHzk+gI9/7byqZjl9KY1MvqSOOVey8NEvn4WuCSSizrR2JleETFDyJSeMl0G4O4R3FgU0GfpCzct87UsjJ8/9utoTGJvMqPBchtzD4+nAzUXddS5i/vYdbXGcPj8Ec76NuDkaVreR1683cl0XhyaRzswimYgBgPpY9rqPTWbW5fqJqFzNnehPP/10TQe8887aerPm5uYQi8Xw+c9/Hq9//evV5e985zvxzDPPlD1eOp1Ga2srdF1Xl1mWBdu2oes6vvGNb+AVr3hF2eMUCgUUCgsbNmQyGfT19bETnYiIiIiIiIhqJqfHYds4/MobVHWLDMv9EpEQYmFnevzHP5/CU6dHoWsCsXAIhw/2q0n0IALAH71mDz7y5bOB18tJc/cxBKDCdzmFLtcXD4eQyZc8E+r7r0nixLlx5EtO+L+rN4H0zFzFzvRGCuoNFwLQhMC2eBQzuQK62hMqYJ6YymJo9AoAQNMEBJwTEomA224Estd9o62baCurOURfCbfffjtuvfVWPP744+qyPXv24HWve13ZxqKWZeHsWe//eDz++OP45je/iS984Qu47rrr0NzcvOhjcmNRIiIiIiIiIqrm2MlBHHnqBcyZFppCzvT2kadeUJPhiaihgvDZQgml+RQ9pAn82t4unL6UxuyciUyuqDbqlJPrMpw+dnIQH//6ec8EuxQxNHzr//cqvPcLp/Dk6fLK2z9+zR7cf1uf2gxUE8BD9+xRwbkMyx/9ylm1uWmsSS8L14PCf3l50Aaj/udQDxkch3QNuXz5yQNdE+jpTFYMleX9gzYgNQwde/t761oPEVE9aq5zCXLPPffgU5/6FHp6epZ0/wcffBBvetOb8Eu/9Eu444478Hd/93e4dOkSDh8+DAB4+OGHcfnyZRw9ehSapmHfvn2e+3d2diISiZRdTkRERERERERULxmeu2tU8kULR556AVddl8G2cf9tfTh64oJnmtyybdxybRs+9IabPIEzsLDp6NETF3D/bX3qP/mYEAK3X9+upsAB4ENvuAkfesNNAID3fuEUjj83ioP7ulWALUNxd6i92Ofysv3XJD0BfVdLBGPTeRWs778mWfb6+J9DPWQ/un8CXZJ95/4Q3T21vbe/V1WkuNW6mScR0VItaxJ927ZtOHXqFHbuXHp/1uOPP46PfOQjGBkZwb59+/Cxj30Mv/qrvwoAeMtb3oKLFy/iW9/6VuB9/+zP/gxPPPEEnnnmmZofj5PoREREREREROT23i+cwlOnRxEUkPj7x8OGhiZdw+FXOvu1yYn1QtGCjeAJbmB5U9wrxb0mGZBL7uoX9/T8cibRZSVLECEEtneVT6LL6hc5bS4/1zUBTddYiUJEq2LNQ/TVxhCdiIiIiIiIiABUrEsBnE7zw6+8oSw8dlemuMPy9RiS1+PYyUE89tVzKFk2QprAg3fvrvhcazlWUPj+iuuT+NXr2wAsdJtbtg3bdj6/cVeq7Fj+GphoxEDJtBieE9GqWlaIvm/fPvzrv/4r+vo2zv84MEQnIiIiIiIiomMnBytu3Pmq/d0VK1lWY+PN9WKpJwZkV7vsYpf98JoAfvul3bizvx22bcMwdNVxrmsC+3elKm66+czZQfXxzXs29+tOROtP3SH6z372M1x33XUrtZ4VxxCdiIiIiIiIiGTQ65eIGvjGn7zCc5vulggALGkqezNaLFz3b5oq5i+3AbTFDDz+n27CTK6guszdobm/vkWSXejJRAw7Uu0r/RSJiDy0eu9w/fXX49d+7dfwP/7H/0A+X/4/NkRERERERERE69Wxk4O477Gnsf+apAp3pZDubO5532NP49jJQRw6sFN1g7s/3urcG4wGuf+2PsyVLPW5DSDapKEtZuA3drdj+uosikUTk2ln6rw5GsbYZAYTU1l0tSdgGHrZZqE7Uu24eU8fA3QiWhN1T6I/99xz+PSnP43PfvazKBQKeOMb34i3v/3t+OVf/uWVWmNDcRKdiIiIiIiIaOuS0+WaAA7u68bx50ZhuZIRTQCW7XSiQwjAtlU3OjkqTaK/9wuncPy5URzc1w0AeOr0KHRNIBzScFMqgfOjWbx6TwcOvLg18Lj+6XMiovViyZ3opVIJX/rSl/CZz3wG//qv/4r+/n68/e1vx5ve9Ca86EUvavQ6G4YhOhEREREREdHW4u82/+iXz8IGEDE0NOkaMvlS1fuzwmVx7o55TQAP3bMHj37lLCwbZXU4f/Vb+5DOzKpNQpujYVXvws1CiWg9qrvORQqFQnj961+P//W//hf+8i//Ej/96U/x0EMPIZVK4dChQxgZGWnkOomIiIiIiIiIlsRdP3L/bX3YFjUAAPmihUy+hEhIU9UuAvDUvCQiIVa41MBd7XJwXzc+/vXzasJ/bDqPiA50bgvj0IGdqprlzGQRD//LC/jKqWEG6ES0ri05RP/BD36A3//930dPTw8ee+wxPPTQQ/jpT3+Kb37zm7h8+TJe97rXNXKdRERERERERERL4u8zP3ywH90tEUQMJxZpMnTouhOdCwHomvPxrt4EvvHwQVa51EC+xn/8mj340BtuUpuKAk4n+qUreTzyuhvwqy9uxZmBYVwcmsQ//J8BjF8t4CvP/QJjk5m1WzwR0SJC9d7hsccewz/+4z/i+eefx913342jR4/i7rvvhqY5/8Nz3XXX4ZOf/CR27drV8MUSERERERERES1mYsrZsFJON99/W58nCJcfHzk+gCZdw+GD/aqKxLIBa775Nj0zp+5TqQecHO7X+NjJQXW5nOoPaQI/vDyDWwEUiybSxVn8+q52fO3cJF69p6NsI1EiovWk7hD9E5/4BN72trfhrW99K7q7uwNvc8011+Af/uEflr04IiIiIiIiIqJ6jU1mUCyaGJvMeCpC5MaXN/Qk8MJIRvV1339bHz7+tfPIlyzPcdKzczh2chD339ZXVglDlbmrXXRdoCMexuh0Ho//nwu4vrMZU9k5/Mbudvzq9W341evbYBg6q1yIaF2rq86lVCrhP/2n/4T//J//c8UAHQCamprw5je/edmLIyIiIiIiIiKqV1d7Aoahl003H39uFJYNnB/OqL7u2UIJx04O4sDuzrLj5IsWjjz1Au577GnsvybpqYShytyvkWna2H9NUn3+k/EZTM0W8bVzkwCc+hxOoRPReidse/49SjXatm0bTp8+jR07dqzQklZWJpNBS0sLpqenkUjwlzQRERERERHRViEn0TUhULIW4pDulggAYHQ677l9ImpgrmQiX7SQiITwjYcPrup6NyJZe5NsbsILIxnP1D8A6AJoiRpqEh0AkokYdqTa13DVRETV1b2x6MGDB/Gtb31rBZZCRERERERERNQ4x04O4r7HnlYd3R96w0146J49iDXpntulZ+ew/5qk6u8GgFft78Y3/uQVaArN31YI0OJk7c1PRq+WTf0nogbe8rJr8N9e268CdABIZ2bXaLVERLWpuxP91a9+NR5++GE899xzuPXWW9Hc3Oy5/t57723Y4oiIiIiIiIiIlurI8QFkckUcOT6gesyPnriATL6ESEhTHej5ooUT58exLWoAto3Dr7wBAHDfY0+jtzWKbL6I26/npHQt9l+TxPhzo55JfwDYFg7h0ftugGWVFyIkE7HVWh4R0ZLUHaK/4x3vAAA89thjZdcJIWCa5vJXRURERERERES0CFkdcujAzuDNPmWDravJ9tCBnThyfACwbRzY3YmnTo/ChhOk54sWElED99/Wh/seexqj03mMZ/KwbOD0pfTij0c4fSkNywZCmrcy52qhhL//ziDefkdKXaZpAr2dSW4qSkTrXt11LpZlVfyPAToRERERERERrRZZHXL0xIXA6w+/8gYkIiHMmRbueuQ4jp0cxP239SHWpCOTL+H0pTT+6DV70N0SQcSYj0jmA/dDB3YiETXQFNKQiIRw6MBO9XiPfuWsqoghL/m6xZp0vGp/t6ci5weXMupjIQBdrzuWIiJaE/xtRURERERERETr2sRUFmcGhjExlfVcfujATnS3RHDowM7A+91/Wx9i4RDyRQuZfAkf+fJZvPcLp5ygNxLC7JwzDPjEg3fiwK5OaAK4vb9j4b5NOvJFC7FwCPff1of91yQBAJaNisH9Vuc+SXH8OWfKP4htA8WiibHJTIVbEBGtHzWH6HfffTemp6fV5x/+8IeRTqfV55OTk9izZ09DF0dEREREREREW4cMyy8OTXpC87HJTGDgev9tfXjiwTs91SrHTg7irkeO466/+CaOnRxUk9HSk6dHAQCxcAiZXFFNlX9/YAKWDTx1elRNmftD+u8PTAAAxPx1FEy+bgf3dZddl0zEYBi6+rerPbEGKyQiqo+wbbvSSUEPXdcxMjKCzs5OAEAikcAzzzyDnTud/9EYGxtDb2/vuq90yWQyaGlpwfT0NBIJ/qImIiIiIiIiWmsTU1mMTWZgmRZMV4+2YejY29+Li0OTSGdmkUzEsCPlbPB57OQgjjz1AiAEDh/sV0G67DIHoALwoycuINnchPPDTgifmN9A9Gq+BHv+drNzJjK5orrfEw/eWbbOu/7im8jkikhEDXzjT16xki/JpvHeL5xSJy5etb8bH3rDTWu8IiKi+tUcomuahtHRURWib9u2DadOnWKITkRERERERETLcmZgGMWiCU0T0HUNzdEwZnIFdLUn0NEWV9f/20+m8NQLV/CWO1+s+skBqA5uOR3+8a+dR6Fk4ZX7u3H6Uhqj03loAji4z/l8tlBCJl9SYTqEwO3Xt+PE+XHkixYiIQ0P/MYuAPAE9T/++RSOPzeKG3oSSM/McYNRIqItgp3oRERERERERLTqJqayePb8EE6dG0Sx6AzkJeJRdLUnPAE6AFX58bVzkxi/WsDRExdUr3kiamCuaGJ0Oo8jT72A+2/rQ7K5CTaA05fSOHRgJzTh9JifvpTGEw/eicOvvAHdLREcPtival1OX0qrteVLFo6euICjJy4gky+p2pfv/2QSlg28MJKpuqEpERFtLqFabyiEgBCi7DIiIiIiIiIionqNTWZgWd43x6czs8hkc7AsG0OjVwAAHW1xFabfs+9F+Pq5STUBLqfA7/qLbyJfsjBnWrjvsaedDUDnA3R5Gxm8A/Dc133dR798dmEtM3PY0RlX0+6WDcwWStAE8KJEBL/I5LH/miSOnRxU9+dUOhHR5lRziG7bNt7ylrcgHA4DAPL5PA4fPozm5mYAQKFQWJkVEhEREREREdGm09WeUEG5m3tcb2wyowL0jrY4/p979uP/uaf8WIcP9uPoiQuYnXMm0mWAHjQpHhR6p2fn8NEvn0VnSwRj86F5vmThhRHvRqamZcMG8ItMHpYNHH9uFN8fmEAmX8LRExcYohMRbVI1d6K/9a1vremA//iP/7isBa00dqITERERERERrQ/PnB30fK5pAr2dSQBOgO6udKmFOyCXnendLREACPz40IGdePQrZyEH4jUBPHTPHhw5PoC5kgnYQMm2UTJtRAwNLbEmjE3n0dUSwfh0HjaAiKEhGWviJDoR0SZW8yT6eg/HibYSuXN9vf+HkoiIiIiIaD1JJmJIZ2YhhIBt29B1Z+u2pf698+OfT2E8k8cXfzSE2TkTiUhIVbi461zcQbsM0AWAG3oSOHrigppslxuSAkByPkAHgLHpvJqYbwrpeOLBO5f1OhAR0fpWc4hOROvH2GQGxaLpeWsjERERERHRejcxlcXIeBo2nE1EZ3IFpLpbASwE5+6/d9yX/9tPryzaPX78uVFYNnB+2Llvd0tE3dZ/n6MnLpR1p9/32NNqw9D91yQx/tyop/984swYSvOpu3xb/+3Xtzf2RSIionVHW+sFEFH9utoTMAxd7VBPRERERES0EYxNZmBaNizLRjoz6xkO2tvfi462uOfvHXegLifDj564gGMnB3HfY0/j2ElvHczBfd3qYwFnI1D3beT9jjz1Akan8zj+3KgnlD90YKeqeTl9KQ3LXug/P30pjVi4fBbx9KX0irxWRES0fjBEJ9qA3P8Hk4iIiIiIaKPoak9A10TZZW7uv3eao2EAQHM07Am43YE6sBCO33JtG/74NXuQiDhht9zwU97m0a+cdTYeFQKaACwbePQrZ1XQfv9tfXjiwTtx/2196vEO7utWj3v4YD98y1cVMUREtHkxRCciIiIiIiKiVdHRFsf+XSmkulthGDpS3a1Vh4NmcgX1b1DA7e44l6H6/bf1IRYOqbqV/dck1W0s29k89PDBfjx0zx4VpPvD+GMnB9Xj3XJtGwCnb/3oiQueafeIoXEzUSKiLYCd6ERERERERES0aiamsjVtHHrs5CA+8/RP8eu72/HGO67zXHf/bX2e8FpOp8tQ/dCBnfjol8/CBvD9gYmy27jv699wdHQ6jyPHBzybj45O5zE+37eOS2n88Wv2eO5HRESbm7Bt2178ZptHJpNBS0sLpqenkUiwT5qIiIiIiIhoNcjw3DQtWJYNw9Cxt7+34u3lJp/dLRE88eCdFW937OSgJxyXn6dn55AvWkhEDXzjT15R0xrf+4VTOP7cKDQhULJsJKIGDh/sVxuNnnZtQkpERFsH61yIiIiIiIiIaMVMTGVxZmAYw+NpFIsmBKA2Dq3GX9lSidwk9MhTL3g+hw10t0Rw+/XtgZuQBpGbiZqWM284VzRVQP+hN9ykJtNrORYREW0eDNGJiIiIiIiIaMWMTWY84XlPZxJ7+3vxbz+9UjXcdnegVyVE4L9Nho4nHrwTpy+lPZuQSu7+c0kG96/c72wm2mToKqC/77GnVUDvPxYREW1u7EQnIiIiIiIiohXT1Z4I7ED3bwa6VLJuRU6s3359O44/N4rbr28HUN6X7n/8j3/9PB79ylkc3NeND73hJs9aZDXM7JyJ0ek8BIBEJMQudCKiLYaT6ERERERERES0Yjra4tjb31u2iWitdS1S0OQ4sDCxDjg96t//ySQs26lmkdcH1bAcOrATiUgI+aIFywaOPzda8bFvv74dmgBsALFwiJ3oRERbDDcWJSIiIiIiIqJ1T240moiEEAuHyjb4lNcLANsiIdze36E2ApVT55oAHrpnj7qfvA8A7OpN4DP/9Q4A3gn0TK6own73BqZERLR1MEQnIiIiIiIiooabmMoG1rgslT/YTkQNxJp0FWofOzmIR79yFpYNJKIGsvkirPnNRQ8d2ImPfvksbAACwB+9Zg9+/PMpPHV6FDIUcQfls4USMvmSCuQPv/IGBudERFsY61yIiIiIiIiIqOHGJjM4fu4XePOn/q+qUalUyVILWdsiq1XmiqbqVJcB+8F9zoagsG1YNqAJYP81SRx56gUVltsAjhwfwPHnRlWo7g7QR6fzgBAQ87eVj01ERFsXQ3QiIiIiIiIiapiJqSzODAyjORrG189PYnKmiKMnLgBwwuvR6TyOHB9Y8vFPX0rDsoEmQy8Lv09fSuOJB+/E4VfegO6WCB66Zw9OX0ojky95jpHJFaHNB+Wv3N+tOtVn50wkIiEcPtiPbVHDubEQS14rERFtDgzRiYiIiIiIiKhhLo9dQbFoIp2ZxUu64hAArszMOdPnslG2SrPsYtPqckPSwwf78cSDd6qNQ92blMqpdXldIhJCImrgVfu7oc1n4iXLRldLBB96w02qCiaTKyIWDuHHP5/C1VwRIV0Atr2kyXkiIto82IlORERERERERA3zzNmFwPn//dIApmaLAIDObWG85c4Xq805AQRu1Ck3++xuiagJcT9Z31LPJp/yPvuvSeL7AxOYMy006Rpu7+/A8edGVf3LQ/fsUd3qUrW1EBHR5sdJdCIiIiIiIiJqmGjEUB+//pYexJo0xAwN17VHPMG3rGA58tQLnslz/1S5JCfU3/uFU3j0K2dVH7q87q6/+CbueuR42dS4vJ+skjl9KY1vPHwQyVgTMvlSWYB+/219OLjPmVjf1ZsIXAsREW0tobVeABERERERERFtHiXTAgAYho7fu2s3Xv9LfRibzODhf3kB41cLOHriAu6/rQ/3v7QXn/u/gyiUbBWI339bn5oslwG5+/PR6TzGTi9sCOqeaM/kiupj93S6vF8iEvIE4rJLff81SZy+lFaX/4c/fxKFooVX7u/Gh95w04q/XkREtP6xzoWIiIiIiIiIGmZiKouxyQy62hPoaIury4+dHMSR4wOYK5poMnS8bv+L8PLrkvjOz9J48vkpTzWLrHSR0+GAsykpbBtzpoV80ULE0NCka5ibD+0BoEnXcPiVN3hCdH/1S6UqGNmLLmtcNAF8989+fSVfKiIi2iAYohMRERERERHRkrgDcwCB4bmbDMcBpyP9kdfdEHh7d6Dd3RIBABWqH9zXjdOX0kjPzCFfWgjQa+0tr9S57l4bAEQMDQ/8+q6aO9eJiGjzYic6ERERERERES3J2GQGxaKJodErGBlPo1g0MTaZqXj7Qwd2IhEJIRE18JY7X4y9/b2Bgfv9t/XhoXv2qPqVQwd2QhOAZQOnL6XxxIN3osnQ1e0TUaPm3vJKnevutSUiIeSLlqqUISKirY2T6ERERERERERUFzmB3hwNI52ZBQBomoCua2qyXNamuDvHlzPV/d4vnMJTp0cRnp8QB9CQ47vXKTcZTUTnN0e17bJ6GCIi2no4iU5ERERERERENZuYymJo9AqKRRNXszknPNcEejuTnsnyI8cHMDqdx1OnR9XGocvx/Z9MwgaQL1o48tQLqtf89KX0ko8va2NGp/MqQNcEcPhgP2JNOjL5EqfRiYgIobVeABERERERERGtf3L6vFQy1WXm/C6cmiYAAGcGhvH//d8RfHtgQt1G1wQ6toVx6MBOZ3PRp17AnGmhKaTj8MH+2qe8XW+kv5ovqYD70IGdOHJ8ALOFEo6dHKxravzoiQsqOJdd67LmJT07BwFg/zXJmo9HRESbE0N0IiIiIiIiIlqU7D8PYlk2hkav4N9+MoV/e2HCc12sSVdB99VcETIKzxctfPzr52sOvQ+/8gYcPXEB6dk55IvOhqLpmTn1GKPTeRw5PqCC9VqOe+jAzsDb3/UX31SP8f2BiUp3JyKiLYIhOhEREREREREtqqs9gbHJDEK6hly+GHibr52bXLh9SwS/yORxe38Hjp64gEyu/D4yqK4kqFf9yFMvqPvlS5YKwY+euIDZQgmj03k8+pWzAOAJxqt1tB85PoAjT72w0H/umnqfMy3c99jTy+50JyKijYsbixIRERERERFRzc4MDJdNpGuagGXZ+PefT+Nfz0zg13e34+vnJjF+tYBExJnfy+RLAJxNO+dKpgrC//g1ewDAMxF+7OQgjhwfUMG7AGBjoXbl+wMTTiWMrnk2/pQd55YNdLdE8MSDd6rwfHbORCZXhCagrj90YKe6PeC9z5GnXgCEAGwbmXxJXUdERFsPNxYlIiIiIiIioqomprI4MzCMiaksutoTEMJ7va5ruHlPH37z9h344N0vxsuvS+LXd7ejuyUCCIFMvoSIoUETwO3Xt+OBX9+F+Rp1HD1xAUdPXPBsDuqfXNfnb2zZzgajh195A2A73eg//vkUgIVJ84P7ulVADixscJqdn55vDoegCafrXHaiCwCJSEjdBwBi4RAOH+zH4Vfe4DkeERFtPQzRiYiIiIiIiKiqkfE0ikUTI+NpAJ62EwCAZVpq49F/+8kU/t8vDWBbszO5ffhgPxJRA4WiBcsGTl9K4/7b+vDQPXtUOH3owE5PUH3owE6EdCc4D+kCsfBCG+3VXBEf/9p55EsWbABPnR4FABXEn76UVhPj9z32NObmp+bltPnVfEmtQz7uH71mD77x8EE10e4O9e+/rQ9PPHgnq1yIiLYwhuhEREREREREVJU1n5pbto2xyUzZ9ablXN7VnsDXz09iaraIYz8aBuD0kseadFXHEjTRLYNqwAm+AWezUgAwTRuwbUQMJ8Kw4XShS+GQc7k/iD/y1AsYnc4jX7IQCWmeUD6kCYxN5/Hjn08FBuTJ5ibPv0REtLUxRCciIiIiIiKiqrT5/hZNCHS1e/cXSyZiMAwdXe0JdLTF8fZf6y+rPzl0YCcSkRDiEUNdJkPuI0+9sHDZfPXKkeMDOLivW3WhZ/IlFFybkIZ0AQEgEtJwYHenCt49E+jmwu3nTAsl04YmgJJpo2TZsAEcf24Ux04O4r7Hnsaxk4M4dnIQdz1yHOeHnRMF54czuOsvvoljJwcb8TISEdEGxRCdiIiIiIiIiKpqagqpfzva4kh1t0LTBHRNIB4LY29/Lzra4gAQWH9y/219iIVDyOSKqvdcFqtfzZdUSD1XMtW/H3rDTehqiahjuBtkSqYTgjcZOo4/N4rR6Twe/cpZ1Ys+Op1HoWghYmhIREKqJ13+u6s3oTYpdYf5R09cUBugSp41ExHRlsQQnYiIiIiIiIgqmpjKIje/Kaf8t6MtDl3XVI1LLfx1K4cP9kMTTjh+5PiAM00uk3Ib+A8fehKj0/mKxxMA5oqm6jq3bKfLfP81SXkIJGNN+MbDB/GhN9yEQwd2qh70z/zXO/DQPXvw/Z9MqtB8zrQwW3A2QE1EDbxqfzcSkRASUYObihIRbXEM0YmIiIiIiIioIrmZKOBUt0hd7QlV41IL/4S6e3NR2LYTmAsnHM+XLE/veZBtkRCaDB0AENIENAHsvyaJ05ec9fr7192bhcrPM7mium2TriGTLznB+5+8Ardc24ZYOITDB/u5qSgR0RbHEJ2IiIiI6P/P3r3Hx1HX+x9/z+xuspummzQpTZqm0FZaegEKFETQyv0uHKgCiseCAloBESoiyE9ucuSAwPEgQlGBniICAgURK1elFgEttYXaUqm0pQ25maTJNskm3ezM74/tTPeabNIkmzSv5+PRR7Kzc/nOZrrZfPaz7y8AICNnUlHDkCZVlrrLx5YUJsS47Ikjp45V0O9VR8RKiG3JxNi1zYITYvnrBfleWbbcTvPyIr+uOWNmQvE7uRN+/twpCgZ8Cvq9uuaMmVpw4rSE++/5w/uqbenQnS+sJxMdAEY4b64HAAAAAAAAhrLY9J62HYt26Y+iucPpDteu7vFMTCM2qWnXruwWZ1JQx5H7l7oF9HlHTEzbOR6/3MlOT+4yj/++K7q7nL9kxSa60QFgBKMTHQAAAAAApNXQ1Crb3l1Mro6LdunJ0pXbdPY9y7vt4o7vDt8ZzRzfYtnS2NH5KcucSUVf+0etW0DPhlO8d7LYk8e4dOU2eT2xiU+9pkEmOgCMcBTRAQAAAABAWsmThlqWrYam1qy2Tc4g71FSjkvQ75XXTCxk+327yxiGpDyvKUOxgvpdv1+vix58S5+66SV96qaXdNGDb2U8lFO8d7LYk8e46LWN6oraCgZ8euOmk+lCB4ARjiI6AAAAAABIq6w0KNM0ZBi7lyUX1jNJziBPtnTlNt31+/VuEduZJFSSggGfKkoKFLVs+X2mjptVpiUrNqkzsrtbfXTAp46IpdEBn1tI31C9e2zx3ydzJjlNzkF37OyKJnwFAIxshh3/uawRIBQKqaioSC0tLQoGs5tBHAAAAACAkaahqVV1jSFZUUtRy5bHNGR6TJWVBvslF/3k//6jQuGIDEknHlSuFRvq1RHJHOkiSX6fqZ1dlqaND6q6qV0yDB25f6leXVsrW5LXY7hZ5l7T0HGzyhKy0rMe2+2vKdTRpaDfq5evP2EPzhIAsDegEx0AAAAAACRoaGpVVe12RSJRt4A+flyxZk2t6L+JRXf19I32e7V2a3OPBXRJmjt9nN68+RRVbw8r1NElSVq7tVm2YpOPLjxtht6+5RSVF/nVZdluZvqSFZuyymh3OB3qC06ctkenCADYO+S8iH7//fdr8uTJ8vv9mjNnjlasWJFx3aVLl+qkk07SPvvso2AwqKOOOkovvfTSII4WUuzF1LqN1Vnn4AEAAAAAhpfkyBbTY/Zf8XyX+EL1/LlTFNwVy+Iw0myzYkO9lq7cph3hSGyBbbuxMSccWO4Wy+OXOXEt3WW0xxfYl67cpkWvfqD2nUS5AABichrn8uSTT+orX/mK7r//fn3605/Wgw8+qF/+8pdav3699t1335T1r7rqKlVUVOi4445TcXGxHnnkEd11113661//qkMPPTSrYxLnsufWbaxWJBKVz+fRrKkVuR4OAAAAAKCfOBEuowL5agt3ul/LSmN/P9c1hvotziWdpSu3acmKTW5G+Y9fWJ8836iCfq/bhV5W5JchJRTJy4v8em7hMd3uOzna5ex7lrvbSlJtS4ckZdwXAGBkyWkR/cgjj9Rhhx2mBx54wF02Y8YMnX322br99tuz2sesWbN0/vnn68Ybb8xqfYroe855UTWQL5wAAAAAAIPvvQ1VsixbpmmoYlyx+7efJFXVbpekPjVUdVfAzrT+Xb9fL8uOxbSYhqEuK1a+8PvMlOiXoN+rBSdOc4/x/N+rtKE6pOkVQZ11WGXGYzvjOmjfYv31X42SbauipMCdlPSkg8r1wy/M7tW5AgD2Pt5cHXjnzp1atWqVrrvuuoTlJ598st58882s9mFZlnbs2KGSkpKBGCIyGFtSSPEcAAAAAPZCRtzXusaQIpFoSrSLU1TvjfgolWyK6EtWbHIL6NecMVNSXFe6vXsCUSN2UzujluYdMdHd950vrJckbagOqbktduy7fh9bFn98Z1zt/2pUa0dEli211uw+37Vbm3t9rgCAvU/OMtEbGhoUjUZVVlaWsLysrEy1tbVZ7ePuu+9WW1ubzjvvvIzrdHZ2KhQKJfwDAAAAAACpRhcGJEl5eV5Fo5Y8piGvx1QkEssHD/h9qmsM9XqOLCej3IlpyXZ9p4C+ZMUmnXhQLN88z+dRVzTWle58tD7P60nY3jR2f50/d4pMQ7Js6a7fr0+YWPSgfYtlSAqFI27R/oQDyxX0exUM+LIeLwBg75azTnSHYSROFWLbdsqydB5//HHdfPPN+u1vf6tx48ZlXO/222/XLbfcssfjBAAAAABgb9cW7pQkhTtiE3f6fB73+/jldY2hXn1COb5LvDfrx8e6aGuznlt4jJau3KZ7X9rgRroYkhacMNXddunKbXKCa21bev7vVe5ty1ZCN/xf/9XoFuINSYX5Xh26XwkRLgCABDnrRB87dqw8Hk9K13l9fX1Kd3qyJ598UhdffLF+85vf6MQTT+x23euvv14tLS3uv23btnW7PgAAAAAAI1VyVEtXl6WA3ycp1gRXHCyQz+fpU6RLXzixLlKsa9yxs2t3JvroQGx8J9/+mk7+7z9q0asfuIVxW7FIF+e2aSTuR0nTxIU6urRkxaZ+PQcAwPCXsyJ6Xl6e5syZo1deeSVh+SuvvKKjjz4643aPP/64LrroIv3617/WGWec0eNx8vPzFQwGE/4BAAAAAIBEDU2tKfnntm2rc2eXDpk5UbNnVGpSZalmTa0YtHmynCgWSfrrxgadfc9yLXptoyw71jkeDPi04ISpWrJik0IdXQqFI9oZtRT/+fbR/tiH8L2mIctOzDlfcOI0lRf5FfR7ZWt3/AsAAPFyVkSXpIULF+qXv/ylHn74Yb3//vu6+uqrtXXrVi1YsEBSrIt8/vz57vqPP/645s+fr7vvvluf+tSnVFtbq9raWrW0tOTqFAAAAAAA2Cs4E4kmS2rWHlTzjpioa86YqfIiv2QYqm3pkGxb5UV+nXhQuSRp0asfJHSXO3npjtaOrthyKzYRaUIn+i5HTh3rZrD3JnYGADAy5DQT/fzzz1djY6NuvfVW1dTU6MADD9SyZcu03377SZJqamq0detWd/0HH3xQXV1duvzyy3X55Ze7yy+88EItXrx4sIcPAAAAAMBeo6w0qLrGkEYF8tUcaneXZzFt2YCKz0dfsmKT5s+donlHTNTZ9yxXKBzLaF+7tVnBgE+hcERdVmIR3WMa7jJbiZ3oS1ZsihXmd+WtAwCQjmHbuXxPefCFQiEVFRWppaWFaBcAAAAAANL456ZadxLRgN+nA6aUu3EvZaXBQYtzcQrnB+1brLVbm90CunPfotc2SratBSdOkxQrije373QnHQ3uinIJdXTJUCzaZcGJ0xL2EV+YBwAgHYroAAAAAAAgwZr12xJu+3weRaOWLMuWz+fRrKkVgzKOs+9ZrtqWDpmG3Bx0pxAuyS2w/3Vjg3ZGLeV5TFWUFGhDdSzbPbhr3fhCOYVzAEBvUUQHAAAAAAAJtlQ1JkS6SLFYFNNjatXHbVr69+pBKULHd6K/9o9aOUktQb9XrZ1dstJUNAzFYluk2MSjL193fML9J//3HxUKR+T3mcrzmJJhaMEJUymoAwAyymkmOgAAAAAAGHomVZZqS5USCunjxxVrbEmhrn4mVoT+8QvrJWlAi89OHrokHbpfiRvfIsNIW0CXpPyk4niynbsmT+2IWG7sy5IVmyiiAwAyoogOAAAAAABStIU7E25X1zfHvrF3T9I5mMXn+IJ6cla6E+niFM5Xf9SkV9fW6t6XNrjbOvJ8HnV0We5tQ9L8uVMG5RwAAMMTcS4AAAAAACCFM5GoFbUUjWv7/vOHTXru3XqZpqnLTpo2JDq443POJenOXV3yUizSpSDPk5CJvui1jdoZiSrP5yHKBQDQI4roAAAAAAAgo4amVtXUNytq2frzv5r04vuNOnVGqU6Ysc+gTTCazg+eflev/aNWJxxYrr9ubFCoo0tBv1cF+V7VtnRIkrweQwU+j0IdXSov8uu5hcfkbLwAgOHLzPUAAAAAAADA0DW2pFAHTa9UZfkYvfh+o5raI3rx/UaVlea2Mc2ZaPS1f9RKhiFJ2tHRpeJRee46YwvzteDEaSov8rtd6ktXbtPZ9yzX0pXbcjJuAMDwQxEdAAAAAAD0aGxJoS45fqrKi/y65PipGltSmNPxnHBguUxDGpXvVSgckRTLaf+gJuSuc9C+xZp3xEQ9t/AYN7JlyYpNqm3p0JIVm3IxbADAMEQRHQAAAAAAZCW5IJ1Lh+5XonFBv3Z0dLnLTEOaNj4oM9aYrr/+qzGl63z+3CkK+r1q3xmlGx0AkBWK6AAAAAAAYNhxOsq9nljF3GsasmypuW2nrjljpoIBn3aEIyld5/OOmCgZhkLhiBa9tjFXwwcADCMU0QEAAAAAwLAzf+4UlRf5tfC0Gbr2czNVkOeR32eqfWc0toJty5Zk7Fo3gW0nfgUAoBveXA8AAAAAAACgt+YdMdGNlTn7nuUKdXTJNKSOiKV7X9qgjoglScr3mW4nurN+RUmBQtUhVZQU5GbwAIBhhU50AAAAAAAwrDld6SccWK7yIr86dxXQHbUtHQnRLc7ko/GTkAIAkAmd6AAAAAAAYFhzOswXvbZRsm0dUBHUBzUhnXBguf66sUEdEUs7whFd9OBb+md1SIYRi3k54cDy3A4cADAs0IkOAAAAAAD6ZOnKbTr7nuVaunJbroeiJSs2KRSOKNTRpeqmdo0L+nXofiVacOI0GZJsSRuqQ7IlWbZUVuTXD78wO8ejBgAMBxTRAQAAAABAnyxZsUm1LR1u5nguOIX8g/YtVjDgU9Dv1c6opdqWDv34hfWSpNEBnyTJaxoyJPm9ZupkowAAZECcCwAAAAAA6JP5c6doyYpNA1aQXrpym7t/J7Il+b72zi6FOrqkrc1acMJULXptozupqK1YoX/BCVMz7gcAgJ5QRAcAAAAAAH3iFKSdTvT+LlA7ne53/X59yv6d+4IBn4IBn9o7u7TotY0KhSMJ+2hu2ylJem7hMf06NgDAyEGcCwAAAAAA6LP+jHRJzlifP3eKTCOWYZ68//lzp6i8yK8FJ0xVQZ4n1o1u2zKS9tnRZeU0bgYAMPzRiY5ea2hqVV1jSGWlQY0tKcz1cAAAAAAAOXTQvsWqW1ur5vad+sHT72rt1uYeY1OWrtymRa9tlGxbR04d624TX5Cfd8TEhE735MiY+PuT11n02kbtjEQlQ8rzkH8OANgzhm3bdq4HMZhCoZCKiorU0tKiYDCY6+EMS+s2VisSicrn82jW1IpcDwcAAAAAkENn37NctS0dkuR2jZcX+TPGpyxduU13/X69rF3VCGcb05BOOLA8qyI8AACDiTgX9FpZaVA+n0dlpbwJAQAAAAAj3fy5UxQM+OT3msrzmgr6vTpo3+KEWJZ4S1ZskmVLhqSg36sTDix3C+lrtzbruYXHUEAHAAwpdKIDAAAAAIA95nSklxf5Jcn9PrkjfenKbW70ilMsT7cMAIChgiI6AAAAAADoM6cAftC+xW4UiySK4gCAvQYTiwIAAAAAgD5zJgPVriiW5PskUUgHAAxrZKIjKw1NrVq3sVoNTa25HgoAAAAAYAiZP3eKyov8bge6wymuO4V0AACGK+JckJV1G6sViUTl83k0a2pFrocDAAAAABji0sW80JEOABiOiHNBVspKg6prDKmslDceAAAAAACplq7cpkWvfiAZho7cv9QtnMd3pFNEBwAMR3SiAwAAAACAPXbsba+oI2IlLHNiXphkFAAwnNGJDgAAAAAA9lhnUgHdNOQWzimeAwCGMyYWBQAAAAAAe+yAisRPe08bH6R4DgDYK1BEBwAAAAAAe6y5bWfC7Q9qQpKkHzz9ro6++SX94Ol3czEsAAD2GEX0EWLpym06+57lWrpyW66HAgAAAADYC82fOyXh9gkHlmvpym16ZW2tLFt6dW1tjkYGAMCeoYg+Qix69QPVtnTEZkoHAAAAAKCfrf6oyf3+pIPK9cMvzNa9L25wl3lMIxfDAgBgj1FEHykMI+ErnekAAAAAgP7idJwn6+zaPdloQZ5nMIcEAEC/oYg+Qiw4YarKi/xacMJUSdKSFZtU29KhJSs2ues0NLVq3cZqNTS15mqYAAAAAIBhKP5vS0l6ZW2tjrrpJY0r8suQ5PeaWnDitNwMDgCAPWTYtm3nehCDKRQKqaioSC0tLQoGgz1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",
      "text/plain": [
       "<Figure size 1500x2000 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "palantir.plot.plot_branch_selection(ad, masks_key=\"palantir_lineage_cells\", s=1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee12bfe8",
   "metadata": {},
   "source": [
    "Alternatively, to automate such a selection, we can use the Palantir fate probabilities and the `select_branch_cells` tool. Palantir stores these results in `ad.obsm[\"branch_masks\"]` by default. See [Palantir tutorial](https://github.com/dpeerlab/Palantir/blob/master/notebooks/Palantir_sample_notebook.ipynb) for more details."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3fbad17a",
   "metadata": {},
   "source": [
    "## Step 3: Calculate gene trends\n",
    "\n",
    "Next, we'll use Mellon's [FunctionEstimator](https://mellon.readthedocs.io/en/latest/model.html#mellon.model.FunctionEstimator) to compute the trend of gene expressions throughout the differentiation trajectories. This requires the cell selection, log-transformed gene expressions of the selected cells, pseudot\n",
    "imes of the selected cells, and a grid of pseudotime values at which we want to evaluate the gene trends:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "af6840ef",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-14T21:43:16.676952Z",
     "iopub.status.busy": "2023-08-14T21:43:16.676582Z",
     "iopub.status.idle": "2023-08-14T21:43:16.714735Z",
     "shell.execute_reply": "2023-08-14T21:43:16.713853Z",
     "shell.execute_reply.started": "2023-08-14T21:43:16.676928Z"
    }
   },
   "outputs": [],
   "source": [
    "selection = ad.obsm[\"palantir_lineage_cells\"][\"NaiveB\"]\n",
    "pseudotimes = ad[selection, :].obs[\"palantir_pseudotime\"]\n",
    "expressions = ad[selection, :].X\n",
    "pseudotim_grid = np.linspace(pseudotimes.min(), pseudotimes.max(), 200)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "790a4419",
   "metadata": {},
   "source": [
    "Gene trends are unique to each gene (`ad.var`) and each differentiation branch. To store these trends within the AnnData structure, we write a DataFrame to an `ad.varm` array. Additionally, to link these trends to the specific pseudotimes at which they've been evaluated, we store the pseudotimes in `ad.uns[\"<trend key>_pseudotime\"]`. This enables the Palantir library to access these results for plotting purposes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2b3b2dc1",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-14T21:43:16.715991Z",
     "iopub.status.busy": "2023-08-14T21:43:16.715662Z",
     "iopub.status.idle": "2023-08-14T21:43:18.760730Z",
     "shell.execute_reply": "2023-08-14T21:43:18.760025Z",
     "shell.execute_reply.started": "2023-08-14T21:43:16.715971Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2023-08-14 14:43:16,870] [INFO    ] Using covariance function Matern52(ls=5.0).\n",
      "CPU times: user 6.52 s, sys: 4.22 s, total: 10.7 s\n",
      "Wall time: 2.04 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "model = mellon.FunctionEstimator(ls=5, sigma=1)\n",
    "trends = model.fit_predict(pseudotimes, expressions, pseudotim_grid)\n",
    "ad.varm[\"custom_mellon_trends_NaiveB\"] = trends.T\n",
    "ad.uns[\"custom_mellon_trends_NaiveB_pseudotime\"] = pseudotim_grid"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8129bf9a",
   "metadata": {},
   "source": [
    "Palantir also offers a wrapper for the\n",
    "[mellon.FunctionEstimator](https://mellon.readthedocs.io/en/latest/model.html#mellon.model.FunctionEstimator)\n",
    "to run the trend computation on all branches simultaneously and store them in `ad.varm[\"gene_trends_<fate>\"]`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3786c6f6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-14T21:43:18.762864Z",
     "iopub.status.busy": "2023-08-14T21:43:18.762373Z",
     "iopub.status.idle": "2023-08-14T21:43:23.872988Z",
     "shell.execute_reply": "2023-08-14T21:43:23.872229Z",
     "shell.execute_reply.started": "2023-08-14T21:43:18.762843Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NaiveB\n",
      "[2023-08-14 14:43:19,169] [INFO    ] Using covariance function Matern52(ls=1.0).\n",
      "Ery\n",
      "[2023-08-14 14:43:20,712] [INFO    ] Using covariance function Matern52(ls=1.0).\n",
      "pDC\n",
      "[2023-08-14 14:43:21,562] [INFO    ] Using covariance function Matern52(ls=1.0).\n",
      "Mono\n",
      "[2023-08-14 14:43:22,664] [INFO    ] Using covariance function Matern52(ls=1.0).\n",
      "CPU times: user 27.5 s, sys: 20.6 s, total: 48.1 s\n",
      "Wall time: 5.11 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "trends = palantir.presults.compute_gene_trends(\n",
    "    ad, masks_key=\"palantir_lineage_cells\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "305b26b4-8442-48a9-81d3-c3db48eb6417",
   "metadata": {},
   "source": [
    "Consider setting the length scale parameter `ls` to tailor the smoothness of the inferred trends over pseudotime to match the variability within your dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5718d81f",
   "metadata": {},
   "source": [
    "## Step 4: Plotting Trends\n",
    "\n",
    "Finally, we can use Palantir's plotting functions to conveniently inspect the results:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6e9903c9",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-14T21:43:23.874278Z",
     "iopub.status.busy": "2023-08-14T21:43:23.873953Z",
     "iopub.status.idle": "2023-08-14T21:43:24.080119Z",
     "shell.execute_reply": "2023-08-14T21:43:24.079497Z",
     "shell.execute_reply.started": "2023-08-14T21:43:23.874257Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "palantir.plot.plot_trend(ad, \"NaiveB\", \"EBF1\", masks_key=\"palantir_lineage_cells\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9496ed10",
   "metadata": {},
   "source": [
    "We can customize the colorings of the cells based on different genes or other cellular characteristics stored in the `ad.obs` dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "90468a18",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-14T21:43:24.081295Z",
     "iopub.status.busy": "2023-08-14T21:43:24.080967Z",
     "iopub.status.idle": "2023-08-14T21:43:24.600331Z",
     "shell.execute_reply": "2023-08-14T21:43:24.599353Z",
     "shell.execute_reply.started": "2023-08-14T21:43:24.081274Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "palantir.plot.plot_trend(\n",
    "    ad, \"NaiveB\", \"EBF1\", masks_key=\"palantir_lineage_cells\", color=\"celltype\"\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4437ae7f",
   "metadata": {},
   "source": [
    "In addition to customizing the cell colors, we can also modify the y-position of the cells in the scatter plot, allowing for visualization based on different genes or other cellular characteristics stored in the `ad.obs` dataframe. For we can plot the cells according to the Mellon log-density:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8193e702-9b70-4a71-a573-92fd21a39481",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-14T21:43:24.601657Z",
     "iopub.status.busy": "2023-08-14T21:43:24.601307Z",
     "iopub.status.idle": "2023-08-14T21:43:25.054650Z",
     "shell.execute_reply": "2023-08-14T21:43:25.053772Z",
     "shell.execute_reply.started": "2023-08-14T21:43:24.601634Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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IIdqIy+1hd2ENm3Mq2VyXyPRVpw4UH6Gjd0okPVMi6J3q+yxJTHEyCA/T0Ds1kt6pkQHtXq+XcrPDl+gs8yU6D5ZZOFBaS265hVq7i225VWzLrQq4TqdRkhFr9G+70Lnuc1qMQQoYCdHKrNb8UIcghBBCSGJTCCGEaC1uj5fdhdWs31fOhv0V/H6gHIs9cEmfSqmge1I4/dKi6J8eTf+0KBIi9SGKWIjQUCgUxIbriA3XMSgzJuCcw+Uht9zCvhIz+4rN7C+tZV+JmYOltdidHnYV1rCrsCbgGpVSQUacka4Jprpl8yayEsNJitTLknYhWojdLolNIYQQoSeJTSGEEKKFeDxesotq6hKZ5Ww8UEGNzRXQx6RX+5KYaVH0T4+id2okYVr5cyxEQ7RqJV0STHRJMEGfw+0ut4f8Siv7S2rZX2Jmf4kv4bm/tBarw83eYjN7i818t7XQf41Rp6ZLgi/JeSjZ2TXBRHiYJgSPTIiOTaFQhToEIYQQQhKbQgghxIkoqbaxek8Zq7NLWbO3jCpLYJVYg07FoIwYBmfGMKRzDN2SwqW4jxAtQK1S+qqqxxoZ3TPB3+7xeCmqtrGv2Ex2UQ3ZRWb2FNdwoLSWWruLLTm+bSCOlBipD5rdmRlnlOXsQjRCrQ7eR1cIIYRoa5LYFEIIIZrB4fKw8UAFq7NLWbWnlD1F5oDzYVoVA9KjGdLZl8jsnhQuyREh2pBSqSA5KozkqDBGdY/3tztdHg6U1bKnqIY9Rb6k555iM0VVNv/Hr7tL/f21aiVdE0x0T46gW1I4PZIjyEo0yQxrccpRKg14PJagdoejtJ7eQgghRNuSZ2ZCCCHEMRRVWfllZwm/7iphw/4KbM7D+2QqFNAzOYIRWXGMzIqjb6dISWQK0Q5p1EqyEsPJSgwPaK+xOtlTN7tzT93szuyiGix2Nzvyq9mRX+3vq1RAWqyRHsnhdE+KoFtyOD2SIogySnEvcfLyeIKL3Pk4G2gXQggh2o4kNoUQQoijeDxedhZU88vOYlbsLAkqTBIXrmN411hGZsUxvEusJDWE6MDCwzQMzIhmYMbhZbUej5e8CouvMFFBNTsLathdWE2Z2cGB0loOlNaydMvhvTsTIvR0r0tydqtLeiZHSaEicbLwNNAue9MKIYQIPUlsCiGEEIDN6Wbd3jJ+2VnCyl0llNbY/eeUCuibFsUZ3eM5rVs8WYkmSVgIcRJTKhWkxRpJizUyvk+Sv72sxs7Owmp21SU6dxbUkFtuobjaRnG1jRU7S/x9I8LU9EyJpFdKBL1SfZ8TIiTZKU4e8rMshBCiPZDEphBCiFOWxe7i192lLNteyMpdpQFLzA1aFSOy4jizRzyjusXLrEwhBLHhOkaF+34nHFJrc7G7qIadBdXsrpvhubfETLXVxZo9ZazZU+bvG23UBiQ6e6VEEhuuC8VDEeKEqVTyd1EIIUToSWJTCCHEKaXW5mLFrmJ+3F7Eqt2l2F2Hl9glRuo5s0c8Z/RIYHBmDFq17JUphGicUa8OWsrucHnYW2zmj/wqtudV8Ud+NXuKzVTUOvh1d2lAkaL4CB29UyLpeUTCM9IgCSPRPni93gbPGQyZbReIEEII0QCFt7G/Vu1cbm4uaWlp5OTk0KlTp1CHI4QQop0y25ws/8OXzFydXYrTffhPX6eYMMb2TmJc70R6pkTI0johRKuwOd1kF9awI7/KV5Qor4r9pbXU90w8JTrMP6OzTydf0lOqsYtQ8Hpd7Nnz93rPKRQ6una9pY0jEkIIIQLJMyQhhBAnJbvTzW/ZpSzdXMCKXSU4jpiZmRFnZFzvRMb1SSQrMVySmUKIVqfXqOibFkXftCh/m8XuYldhDTvyqvwJz5wyC/kVVvIrrPywrQgAlVJB1wQTfTpF0adTJH07RZIea0SplN9donUpFA2/XPR6HW0YiRBCCFE/SWwKIYQ4abg9Xn7fX863WwpYtr0Is83lP5cZb+TsPkmM65NE53ijJDOFECFn0AUvY6+xOtlZUM32PN8y9m25VZTU2H0V2gtr+GxdDgAmvZo+qZF1ic4oeqdGyl7AosV5ve5GzsrfUSGEEKEniU0hhBAdmtfrZWdBDUs25/P91sKAauYJEXrO6ZfExP7JMjNTCNEhhIdpGNollqFdYv1txVU2tuZVsi2nim11szvNNher95Sx+ojiRJ1iDP4ZnX06RdEtMRyN7BUsToDH42zkrPxNFUIIEXqS2BRCCNEhVdQ6+HZzPl/9nseeIrO/PSJMzbjeSZzbP5mB6dGyVFMI0eElROoZF5nEuN5JALjcHvYUm9maU8m2ulmdB0pryS23kFtu4dvNBQBo1Up6JEfQJzWSvmlR9E+PIiFCH8qHIjoYpVLXyNnGZnMKIYQQbUMSm0IIIToMl9vDb9mlLP49jxU7S3B7fFU3tGolZ/aIZ0L/FEZmxUk1cyHESU2t8iUseyRHcGldW7XVyY68KrbmVrItt4qtuVVUW51syalkS04lrDoAQFKUnv5pUfRPi6Z/ehRdE8NRyRtAogG+lQ5KwHOsrkIIIURISGJTCCFEu7ev2Mzi3/P4ZnM+5ebDxQp6pUQwaVAq5/ZLJiJME8IIhRAitCLCNIzIimNEVhzg26Yjt9zC1twqtuVWsjmnkuzCGgorbRRWFrJ0SyEABq2KPp2ifMnO9Cj6dorCqJeXCOJIDSU15U1EIYQQoSfPWoQQQrRLdqebH7cX8dm6HDYfrPS3Rxu1TOyfzKRBqWQlhocuQCGEaMcUCgVpsUbSYo2cNyAF8FVh35ZXxeaDFXUzOauotbtYu7eMtXvL6q6Drgkm+qf7ZnT2T4siOSpM9ig+RXm93kbOyixOIYQQoSeJTSGEEO3KgdJaPl+Xw9cb86m2+ooWqJQKRnWL44JBqZzePR61SmaJCCFEcxl0aoZ1iWVYXWEit8fL3mIzW3Iq/cnOvAor2UVmsovMfLrWV4E9LlxHv7TDszp7JEfI7+FTRFXVplCHIIQQQjRKEptCCCFCzuny8PMfxXy2Lof1+8r97UmRei4c0onJg1KJl4IXQgjRolRKBd2SwumWFM4lw9IAKK2xszmngi0HfcvXdxZUU1pjZ9n2IpZtLwJAr1HRNy2SQRnRDMyIpk9qFHqtKpQPRbQSu70k1CEIIYQQjZLEphBCiJAprrLxydocvtyQS0Wtb+9MpQJGdY/n4qFpjMyKk6IWQgjRhuLCdYzrfbgCu83p5o/8ajYfrGBzTiWbD1ZSbXWybm856/b63ohSqxT0SolkYF2is39aFOGy7/FJQaeLp6Ym1FEIIYQQDZPEphBCiDbl9XrZnFPJR6sO8tOOIn9l87hwHRcOTuXCwZ1IigoLcZRCCCHANzvzUMISwOPxsr+0lt/3l7PxQAUbD1ZQUm33V19/Z8U+FArISgz3XzcwPZrYcF2IH4k4HgZD50bOyktJIYQQoSd/jYQQQrQJh8vDd1sL+GjVQXYWVPvbB2dGc9mIDM7sIXtnCiFEe6dUKuiSYKJLgolLh6fj9XrJr7Cy8WAFG/f7Ep05ZRZ2F9awu7CG/64+CEBarMGf6ByUES0FiToIl6uqwXNKpSSrhRBChJ4kNoUQQrSqkmobn63L4bN1h5eb69RKzu2fzOUjMuiWJJXNhRCBvB4PNbm5aCMi0EdFhToc0QiFQkFqjIHUGAOTBqYCUFZjZ+PBCn7fX8GmgxVkF9WQU2Yhp8zCVxvyAIiP0DEoI5oB6dEMzowhM94oic52SKFo+OWix1OL1+uV75sQQoiQksSmEEKIVpFdVMP7K/fz7ZYC/3LzhAg9fxqexoWDOxFl1IY4QiFEe+R1u/nhttup3r/f35Y8ciSnPfxQ6IISzRIbrmN8nyTG9/Ht01ljdbI5p5Lf95ez6WAl2/OqKKm2s3RLIUu3FAIQbdQyODOGwZnRDOkcQ0acJDrbg9ra3Y2el+9R0yxfvpwXXniB9evXU1BQwGeffcaUKVP856dPn85bb70VcM2IESNYtWqV/9hut3PPPffwwQcfYLVaGT9+PP/85z/p1KlTWz0MIYRolySxKYQQosV4vV7W7SvnvZX7WZVd6m/vnx7FFSMzOKtngiw3F0I0qnDDhoCkJkDBqlXs+eoruk6eHJqgxAkJD9Nwevd4Tu8eD4DN4WZbXiW/769g44EKtuRUUlHr4IdthfywzZfojDUdSnTGMLhzDOmxBkmihUBtbW6oQzgp1NbWMmDAAGbMmMGll15ab5+JEyeyYMEC/7FWG/gG8J133slXX33FokWLiI2N5e677+aCCy5g/fr1qFSqVo1fCCHaM0lsCiGEOGEut4cftxfx3sr9/v0zlQoY2zuRqaMy6dMpKrQBCiE6jA1//0e97VvffkcSmycJvVbFkM6xDOkcC/j2YN6eV8WGfeWs31/OlpxKyswOvttayHdbfYnOuHAdgzOj/YnOtBhJdLYFlUqD0xnqKDq+8847j/POO6/RPjqdjqSkpHrPVVVV8eabb/LOO+9w9tlnA/Duu++SlpbG999/z4QJE1o8ZiGE6CgksSmEEOK4WewuvtqQxwer9lNYaQNAp1EyeVAnrjwtg04xhhBHKIToKFxWK/u//x57WVm95921tTjMZrQmUxtHJlqbVq30FxaaSVfsTjfb6hKdG/aXszW3itKawKXr8eE6BmXGMKSzb/l6J0l0tgqFQlZZNMRut2O32wPadDodOt3xFVX66aefSEhIICoqirPOOounnnqKhIQEANavX4/T6eTcc8/1909JSaFv3778+uuvktgUQpzSJLEphBCi2aqtTv67+gAfrjpItdU3lSPaqOWy4elcOjyNSIPsnymEaDqXzcZPd98TtAT9aI7aWklsngJ0GpV/GTqA3elma24VG/aXs2FfOVtzKympsbN0SwFLtxQAvj2cj5zRmRotVddbgtWa3+h5r9dzyiY/n3nmGR577LGAtkceeYRHH3202WOdd955XHbZZWRkZLBv3z4eeughxo0bx/r169HpdBQWFqLVaomOjg64LjExkcLCwhN5GEII0eFJYlMIIUSTlZvtLPrtAB+vPYjF7gagU4yBq0dlct7AFPQa2eNJCNF8Zdu2HTOpCVCyYQOmYyznFCcfnUbFkM6+2ZmMBZvTzbbcStbvK2fD/gq25lZSXG1jyeYClmz2JToTI/UMyYxhaJcYhnaJJSFCH+JH0TEpFEq83obPn8qJzfvvv5+77roroO14Z2teccUV/q/79u3L0KFDycjI4Ouvv+aSSy5p8DqpSi+EEJLYFEII0QTFVTbe+3Ufn6/Pxe70ANA10cT0M7swrk8SKqU8qRZCHL+w+HhQKsHjabSfpaS00fPi1KDXBO7RaXO42ZJb6d+jc3teFUVVNv63KZ//bfLNOMyIMzK0sy/JOaRzDBFhmlA+hA5DpTLhcpU3eN7trkWpjGzDiNqPE1l2fizJyclkZGSwe7evKn1SUhIOh4OKioqAWZvFxcWMGjWqVWIQQoiOQhKbQgghGpRXbuGdFftYvDEPl9s3ZaN3agTTR3fljO7xKCWhKYRoARHp6Qy9+y5+//s/cB+1Z92R0sePa8OoREeh16oY1iWWYV18iU6rw8XmnErW7S1n3d4y/iio5kBpLQdKa/lkbQ4KBfRIjmBo5xiGdYllQHo0eq2sOKiPy1VxjB6n5mzN1lZWVkZOTg7JyckADBkyBI1Gw3fffcfll18OQEFBAVu3buX5558PZahCCBFyktgUQggRJL/CwoKf9/K/Tfm4Pb6E5qCMaKaf1YXhXWJl2ZMQosU4LRa2LXwLS1EhMX36ULJhQ7399AnxhKemtnF0oiMK06oZ0TWOEV3jAN++0Bv2l/sSnfvK2F9Syx/51fyRX827K/ejUSnomxbFsM6xDO0SQ+/USNQqSdi53TagkXXogNfraptgOjiz2Ux2drb/eN++fWzcuJGYmBhiYmJ49NFHufTSS0lOTmb//v088MADxMXFcfHFFwMQGRnJrFmzuPvuu4mNjSUmJoZ77rmHfv36+aukCyHEqUoSm0IIIfwKKq0sXL6Xxb/n+ROaI7NimT66KwMzoo9xtRBCNN/G118nZ9lPx+wXkZ7e+sGIk1JEmIYxvRIZ0ysRgJJqG+v2+WZzrttXTlGVjd/3V/D7/gr+vQwMOhWDMmL8S9e7JphOyRUKHk/Ds6cPUaulmFdTrFu3jrFjx/qPD+3Ned111zF37ly2bNnC22+/TWVlJcnJyYwdO5YPP/yQ8PBw/zVz5sxBrVZz+eWXY7VaGT9+PAsXLkSlktnGQohTm8LrbWw76PYtNzeXtLQ0cnJy6NSpU6jDEUKIDqu4ysbCX/by5YZc/5LzEV1juWFsFn3TokIbnBDipPbDbbdTtWfPMfvF9e/H6GefbYOIxKnE6/WSU27xL1tft6+caqszoE+0UcuQzjH+peupMYYQRdu2XC4z+/f/u9E+WVl3NXo+eMwayspWolKFExt72ilbeEgIIUTLkRmbQghxCiuptvH2in18vi4HZ11Cc2jnGK4fmyUzNIUQbSJt9OgmJTZLN2/BXFSEKTGxDaISpwqFQkF6rJH0WCOXDEvD4/Gyu6iGdXvLWLu3nI0HKqiodfD91kK+31oIQHJUGEO7xDC8ayzDOscSZdSG+FG0DoWiZV8q2mwl5Oa+4z+urFxDly63o1TKjEMhhBDHTxKbQghxCqqyOHjrl318suYgdpevCvGgjGhuGJfF4MyYEEcnhDiVeNzuJve15BdIYlO0KqVSQY/kCHokR3D16Z1xujxsy6ti7d4y1u0tY2tuFQWVVr7akMdXG/L8hYiGd4llRFYs/dKi0apPjlmIxcXfteh4ubnvH9XiJTd3EenpV7fofYQQQpxaJLEphBCnEKvDxaLfDvDuyv3U2n0b/vdLi+LGcVkM7RwjRYGEEG0q56ef2f72203rrFIR06tn6wYkxFE0aiUDM6IZmBHNDWOzsNhdbDxYwdo9ZazZW8aeIrO/ENHbK/ah16gYmBHNiK6xDO8aS5cEU4f822q3F1Nbu/uY/TweJ0ql5pj9vF4PEPwmhsNRhNfrkSXpQgghjpskNoUQ4hTgcnv4Yn0u83/eQ5nZAUC3pHD+fHY3TsuK65AvuoQQHd++b/7X5L4KQK3Xt14wQjSBQadmVLd4RnWLB6C0xs7avWWs2VPGmj2llJkdrMouZVV2KQBx4TqGd4llWNdYhneJJTZcF8rwm6ypZRiczkp0uvhj9msscSmJTSGEECdCEptCCHES83i8/LC9kDd+yCa33AJASnQYN43L4py+yadklVchRPuhNhib3FclSU3RDsWF6zhvQArnDUjB6/Wyp9hcl+Qs4/cD5ZTW2Pnfpnz+tykfgKxEE8O7xjGiaywDMqLRa9rn/pJNSVYqlXo0msgTvld19Waiogaf8DhCCCFOTZLYFEKIk9TqPaX887vd7CyoBnxVXWee1YUpQ9LQnCT7fwkhOrbuf7qUog0b8DqPqEKtUMDRs8UUCgb+5S9tG5wQzaRQKMhKDCcrMZypozKxO91syalkdV2ic2dBNdlFZrKLzLz/6360aiX906MY0TWO4V1j6ZYY3m7ecDSb9zZ6XqtNIClpEkrliRdOqqnZJYlNIYQQx00Sm0IIcZL5I7+K177bxbq95QAYdCquHpXJVadlYtDJr30hRPuhMRjA4wlsPCqpqTYYOOuF54ns3LkNIxPixOk0KoZ2iWVol1huOQcqah2sq1u2vnpPGcXVNtbtLWfd3nJe/873BuSwLjEM7xrH8C6xJESGbpbysbaocTiKm7S35iFOp7nBc3p9cpPHEUIIIY4mU3aEEOIkUVxl47FPtzD9jVWs21uORqXgypEZfHLHaGaNyZKkphCi3Sndug3vMaqiu6xWnBZLG0UkROuJNmo5p18yf5vSly/uGs2iW0/nrvN6cnr3eAxaFRW1DpZuKeTJz7dy4cs/c+VrK3j5fztYuasES13Bv7bSlGRjRcWGJo9ntxc1eC4m5rQmjyNEq/O4Yd8vsOVj32dP43+jWkJhYSG33XYbXbp0QafTkZaWxuTJk/nhhx8AyMzM5JVXXqn32v3796NQKPwf0dHRjB49mp9//rnV4+6QvB4o3wuFG32fvZ5jXnIipk+fjkKh4Oabbw4695e//AWFQsH06dNbNYajZWZm+n9eDAYDffv25Y033mjTGFqavMoVQogOzupw8e6K/bz76z7sTt8f54n9k7lxXDdSosNCHJ0QQgTzuFzkLFuGtbT02J29XgpWryGuT5/WD0yINqJQKMiMN5EZb+LykRk4XR625VWxOruUNXvL2JFXxf6SWvaX1PLR6oOoVQoGpEczMiuOkVmxZCWGt2rhv9LSYydFqqrWERMzDJXq2M81tNqG9+ysqtpMTMzQZsUnRKvY/iUsuQ+q8w+3RaTAxOeg94Wtcsv9+/dz+umnExUVxfPPP0///v1xOp18++233HLLLfzxxx9NGuf777+nT58+FBcX88ADD3D++eezdetWOstqh8OKt8LOxWCvOtymi4QeF0BC31a7bVpaGosWLWLOnDmEhfl+X9psNj744APS09Nb7b6Nefzxx7nhhhswm80sXLiQm2++maioKK644oqgvg6HA632xLcdaU0yY1MIITooj8fL4t/zuOzvK3jz5z3YnR4GpEex4MaRPHppf0lqCiHarZ/umc36Oa+w67//bVL/3R9/zM/3zMZzjNmdQnRUGrWSgRnR3DS+G2/eMJIl943j6SsGcPHQTqREh+Fye1m/r5zXv9vFtLm/ccGLP/H4Z1tYuqWAylpHi8djs+UHtanVEUFtdvux35zwet1UVa1v8HxlZcPnhGgz27+Ej64NTGoCVBf42rd/2Sq3PTRrb82aNfzpT3+ie/fu9OnTh7vuuotVq1Y1eZzY2FiSkpLo378/b7zxBhaLhaVLl7ZKzB1S8VbY/F5gUhN8x5vf851vJYMHDyY9PZ1PP/3U3/bpp5+SlpbGoEGDDodit3P77beTkJCAXq/njDPOYO3atf7zP/30EwqFgh9++IGhQ4diMBgYNWoUO3fuDLjf3Llz6dq1K1qtlh49evDOO+8ExRQeHk5SUhJZWVk8+eSTdOvWjc8//xyAMWPGcOutt3LXXXcRFxfHOeecA8D27ds5//zzMZlMJCYmMm3aNEqb8gZ1G5DEphBCdEAb9pcz/d+/8eTnWymtsZMSHcbTVwzgXzOH0yv1xCuUCiFEa6ncs4fKXbuafV3Z9u3kLl/eChEJ0f5EhGkY1zuJ+yb34ZM7zuSj28/g7vN9y9b1GhVlZgf/25jPwx9v5rwXljHjjd9444fdbDxQgct94ksr3W5bUJvHE9ymUh17H9CCgi+oqvq9wfMeT23zghOipXncvpmaeOs5Wde25K8tviy9vLycJUuWcMstt2A0GoPOR0VFHde4BoMBAOeRhflOZV6Pb6ZmY3YubtVl6TNmzGDBggX+4/nz5zNz5syAPvfeey+ffPIJb731Fhs2bCArK4sJEyZQXl4e0O9vf/sbL730EuvWrUOtVgeM89lnn3HHHXdw9913s3XrVm666SZmzJjBsmXLGo1Pr9cH/Ly89dZbqNVqVq5cyRtvvEFBQQFnnXUWAwcOZN26dSxZsoSioiIuv/zyE/lnaTGyFF0IITqQnLJaXvtuFz/vKAbAqFMz86wuXDYiA61UOhdCdACWouLGO9RXFb2Ox9HyM9OEaO8UCgXpsUbSY41cNiIDh8vD5oMV/JZdyursUrKLzOzIr2ZHfjULlu/FqFMztEsMp2XFMSIrjuSo5q/g8HrtQW0eT/D/fxpNVKPjuN02LJb9zb6/EG3qwK/BMzUDeKE6z9ev85ktdtvs7Gy8Xi89e/ZssTFra2u5//77UalUnHXWWS02bodWsT94pubR7FW+fjFdWiWEadOmcf/99/v3RF25ciWLFi3ip59+Anzft7lz57Jw4ULOO+88AObNm8d3333Hm2++yezZs/1jPfXUU/7v7V//+lcmTZqEzWZDr9fz4osvMn36dP7yl78A+Gf+vvjii4wdOzYoLpfLxbvvvsuWLVv485//7G/Pysri+eef9x8//PDDDB48mKefftrfNn/+fNLS0ti1axfdu3dvuX+s4yCJTSGE6ADMNidv/rSH/645iMvtRamAKUPTuGFsFtHG9r3niRBCHCmufz8MCQlYihtIcDaQ1Izu0YNO8iJNCLRqpb/a+m3n9qCk2sbqPWX+/TmrLE5+3lHsfxM0I87IyKxYRmTFMTgjBr1W1ej43gb+H6zPsfb5VCq1qFQm3O6Gq6JD06urC9EqzA0Xtzqufk106P+1ltgvd9SoUSiVSiwWC8nJySxcuJB+/fqd8LgnBUd1y/Y7DnFxcUyaNIm33noLr9fLpEmTiIuL85/fs2cPTqeT008/3d+m0WgYPnw4O3bsCBirf//+/q+Tk32F3oqLi0lPT2fHjh3ceOONAf1PP/10Xn311YC2++67jwcffBC73Y5Wq2X27NncdNNN/vNDhwbue7x+/XqWLVuGyWQKemx79uyRxKYQQoiGeTxelmzO57XvdlFu9s2UOK1bHLed24MuCcF/WIQQoj1z1NRgLihg9PPPUb5zJ1v+8ybWkpJjXqcOCyOuX1/U+mMvexXiVBMfoeeCQalcMCgVt8fLH/lVrM4uY9WeUrblVnGgtJYDpbV8uOog2rq9PEd09RUh6pJgqiep0tTEphKFovGXkwqFktTUSyko+B9OZ0P/r8uKExFipsSW7ddE3bp1Q6FQsGPHDqZMmXJCY3344Yf07t2bqKgoYmNjWybAk4U2eH/gE+p3nGbOnMmtt94KwOuvvx5wrqEkt9frDWrTaA6/GXTonMfjCWprbIzZs2czffp0DAYDycnJQeeP3hrB4/EwefJknnvuuaDHdSi5GkqS2BRCiHZqZ0E1L369gy05lQCkxxr4v/N6clq3hiuLCiFEe1V98CDL770PR3U1YfHxnPXSi2gMBqxNuNZltbL7409IHj6cuL6tV7lUiI5OpVTQp1MUfTpFMXNMV2qsTtbuK2N1tm9GZ2GVjTV7ylizp4x/LIX4CB0ju/qWrA/rEkOkQYu3ifvMxcePb1I/jSYao7ELlZUNJTaDl70L0aYyRvmqn1cXUH9iX+E7nzGqRW8bExPDhAkTeP3117n99tuDkkmVlZVN3mczLS2Nrl27tmh8J43oTF/188aWo+siff1a0cSJE3HUbakzYcKEgHNZWVlotVpWrFjB1KlTAd8eqevWrePOO+9s8j169erFihUruPbaa/1tv/76K7169QroFxcXR1ZWVpPHHTx4MJ988gmZmZmo1e0vjdj+IhJCiFNclcXBGz9m89m6HLxeCNOqmHlWV64cmYFG9tEUQnRQexd/jaPat8zLWlLCgaXfEdO7F9UHDgT0i+3bl7Kt9VcndVmbkgYVQhwSXleEaFzvJLxeL/tLa1mdXcqq7DJ+319OSbWdr37P46vf81AqoFdqJMMyw8gwhdEl1oqqgacdKlUkBkPGMe/vdlvJy/svDkf7qJwrRL2UKpj4nK/6OQoCk5t1M9kmPuvr18L++c9/MmrUKIYPH87jjz9O//79cblcfPfdd8ydO9e/DDkvL4+NGzcGXJuent7i8ZyUFErocYGv+nlDelzg69eKVCqV//upUgX+LBmNRv785z8ze/ZsYmJiSE9P5/nnn8disTBr1qwm32P27NlcfvnlDB48mPHjx/PVV1/x6aef8v33359Q7Lfccgvz5s3jqquuYvbs2cTFxZGdnc2iRYuYN29e0ONpa5LYFEKIdsLt8fLVhlzm/rCbKouvKt25/ZK49dweJETI8kshRMemjQgPOK4tKKBw7dqgftHdu1O9bx/O2uBKySWbN5M0bFirxSjEyUyhUNA53kTneBNXnpaJzelm04EKVmWXsiq7lH0ltWzLrWJbbhXQBYPWTd8kM/1TzPRLMRNrdPnHcruryMv7iMzM6xu9Z1XVliYlNV0uC2q14UQfohDHr/eFcPnbvuroRxYSikjxJTV7X9gqt+3cuTMbNmzgqaee4u6776agoID4+HiGDBnC3Llz/f1efPFFXnzxxYBrFyxYwJgxY1olrpNOQl/of7Wv+vmRMzd1kb6kZkLbrAaJiGh4ufuzzz6Lx+Nh2rRp1NTUMHToUL799luio6ObPP6UKVN49dVXeeGFF7j99tvp3Llzi/ycpKSksHLlSu677z4mTJiA3W4nIyODiRMnolSGfuKNwtuc3aHbmdzcXNLS0sjJyaFTp06hDkcIIY7b1pxKXvzfDv7I981m6ppg4q7zezGkc0yIIxNCiJbhstlY//LLlO34g/h+/chZvhw8wUte9TEx6KKjqdqzJ+icLjKSSR+83xbhCnHKKaqysjq7jN+yS1idXYDFETgDp1OUjQEpvkRn9wQLGpWCrKw7Gx2zomI9ZWU/H/PeXbrcjlIpc25EO+Bx+6qfm4t8e2pmjGqVmZoiRLweX/VzR7VvT83ozFafqSlanyQ2hRAihCpqHbz+3S4W/54HgFGn5saxWVw6PA11Q+u/hBCig7OUlrLk2uuO69rJH/8XjUFmdgnRWkpKfqK8YgN7y8LYnG9ic76JvaVheDlcXEKndtM32cG4/oM5rVs8KdFh9Y7l8Tg5ePBtXK5G9rZDEptCCCGOn/z1EEKIEPB6vSz+PY9/LN1FtdW37PyCQan8+exuxJp0IY5OCCFal0qjQR0WFrRnpkKtxutyNXCVj8tikcSmEK3IbN6FSgnd4q10i7dy6YASauwqtuQb2ZwfzuZ8E9U2NetzwlifswPYQUackdOy4hjZLY5BGdHoNL4Zbm637ZhJTfBVTxdCCCGOhyQ2hRCije0rNvPc4u1sPFABQFaiifsm96FfWlRoAxNCiDaS/dln9RYCOjqpqajbjN7rdgOgjYwkLC6u9QMU4hTmdgdXKQ/XuTmjq5MLhnTB43VRYE5j/QEHq7JL2ZJTyYHSWg6U1rJo1QF0GiWDM2MYmRVHz9g9GACFIvg+R6qp2UlERK/GOwkhhBD1kMSmEEK0EZvTzcLle3l35T5cbi96jYobxnblipEZsuxcCHFKaWwfJKVGg8fpBKXSn9BUqFQYU1IYft99bROgEKe0+mdNezxWHI4ikpIuIC4W+mXA9NFdqLE6WbuvjN92+4oQlVTb+W13Kb/t9hUNSjB1Y0BqDf1TzPTvpEejdODxVAeMXVOzWxKbQgghjovssSmEEG1gdXYpL3y9ndxy3wylM3rEc/f5vUiOqn9PKiGEOJk5ampYMnMWrnoqnyeNHEn/G65n2R134jSbA84ZkhI5+5//RK3Xt1WoQpwy3G4rZvNuSkq+b7BPWFgaSUkXolCAUhm8dY7X62Vvsdmf5Nx4oAKX5/DLTY1KQa8kF32TShiQYiYl0l43m1NFVtYdrfCohBBCnOxkxqYQQrSisho7r377B0u3FAIQH6Hj7vN7cVbPBBTHWpclhBAnicK1ayndsoXYvn1JHj4cc0FBvUlNgNq8PPB6iR/Qn/yVvwacsxQWUVtQQGTnzm0RthCnDI/HQW7uIpzOigb7KBRq1OpI9u17HVAQHz+OyMgBR/VR0DUxnK6J4VxzRmdq7S7W7yvn112F/LqrgOIaL5vzVGzOS+L99RBrdPhmcqaYSUy1EB4m++cKIYRoHpmxKYQQrcDj8fL5+lz++f0uzDYXSgVcNiKdG8d1w6iT95SEEKeOwrVr+fWRR/3Hpz3yMDk/Lyf3p5/q7a9QKvF6PCQOHUp8/37sW/Ittfn5AOiiozl33r+leJAQLcxqzSMv78MGzxsMXYiLO4uDBxdyeDMJFV273takwj+FhV9TU7OTgmotm/NNbMo38UehEafn8LUqJfRPj+a0rDguH5GBXqs6sQclhBDilCCvroUQooUdKK3l6S+2sulgJQA9UyL46+Te9EyJDG1gQggRAiWbNwceb9qMtbS03r5KnQ6P3Ve4pGjdOrpdcjHj/zGJXR9/jLO2lq6TJ0tSU4hWoNFEolCo8Hrd9Z63WPZiswXugelbedK01Sdm8x4UCkiJdJASWc7EXuXYXQr+KDKyKd/E5jwThTU6ft9fwZ6iGqaOyjzBRySEEOJUIYlNIYRoIS63h/d/3c9/ftqDw+XBoFVx0/hu/Gl4OiqlLDsXQpya4vr2Zfcnn/qPy7Zvb7BEsi4yAmtxif9YHRaGOiyM3tOmtXqcQpzK1GoT8fHnUlz8TYN9iou/RqFQ4/X6igsZjVnN2FbHE9SiU3sZkGpmQKoZhkGlI4395hHYHG4pqiiEEKLJ5C+GEEK0gJ0F1cyct4p/fr8bh8vDyKw43rvldK4YmSFJTSHEKS15xAhGPvggnc46CxQKKnbtomLnTiKzsoL6DrnzTiIyM9GYjPScehUxPXqEIGIhREMOJTUBzObdTb5Orz/2tmEx+jL+NDyda86QPXSFEOJ4KBQKPv/88yb3nz59OlOmTGm0z5gxY7jzzjtPKK7WJolNIYQ4AXanm7nf72Lmv1exq6CGiDANj1zSjznXDJaK50IIUSdl1GkkDx8OR2zt7rbZgvoVrFnD2f98nckffUTva65pyxCFOOWVl69s5hVuXK76i4AdLSFhHApFcBX1I3m9zmbeX4iW5/Z4WF2wi8V717K6YBduT/Bs45Y0ffp0FApF0MfEiRNb9b6nKo/XQ771INnmHeRbD+Lxts339+abbw4695e//AWFQsH06dNbNYbGvPrqqyxcuLBZ14wZM8b/c6rT6ejevTtPP/00bnf9W5m0BVmKLoQQx2njgQqe/mIrB8ssAIzvk8hd5/ci1tT4E3chhDgVKbXagOPw9DTMubkBbc4ac1uGJISo4/V6cbmqg9oVCh1er72RK5u2KqWo6JtjjEOD+3sK0VaW7v+dp1d/RKGl0t+WZIjigRGXc27moFa778SJE1mwYEFAm05X/+sJp9OJRqNptVhOZntrd/Fr+Q/Uug8/1zCqTIyKGU8XY/dWu29aWhqLFi1izpw5hIX5Jr7YbDY++OAD0tPTW+2+TREZeXw1IG644QYef/xxbDYbixcv5vbbb0elUnHfffcF9XU4HGiPeg7Y0mTGphBCNFOt3cWLX2/n5vlrOFhmIdak5dkrB/LU5QMlqSmEEA3Y/+23AceJQ4agj431Hyu1WnpeeUVbhyWEwLd8UaOJCmpXKht+MRoWloFa3bRiXk5nxfGGJkSbWLr/d+5Y9u+ApCZAkaWSO5b9m6X7f2+1e+t0OpKSkgI+oqOjAd//m//617+46KKLMBqNPPnkk2RlZfHiiy8GjLF161aUSiV79uxptTg7sr21u/iu5IuApCZArdvMdyVfsLd2V6vde/DgwaSnp/Ppp4f3G//0009JS0tj0CBfwvztt98mNjYWuz3wDaBLL72Ua6+91n/81VdfMWTIEPR6PV26dOGxxx7D5XLRkC1btjBu3DjCwsKIjY3lxhtvxGw+/G9w9FL02tparr32WkwmE8nJybz00kv1jmswGEhKSiIzM5Nbb72V8ePH+5fAHxrzmWeeISUlhe7dfUnjvLw8rrjiCqKjo4mNjeWiiy5i//79Tfo3PBZJbAohRDOszi7l6tdX8vGaHAAmD07lg1vPYEyvxBBHJoQQ7deeL7+keMOGgDZXbS3OWt8yVkNiIhPmv4kpNTUU4QkhAJ0uKagtOnpYwLFSqSc+/mw6dbqK1NRLmzx2WFhTZiV5sFrzmjymEC3F7fHw9OqP8NZz7lDb02v+2+rL0hvyyCOPcNFFF7FlyxZmzpzJzJkzg2Z4zp8/nzPPPJOuXbuGJMb2zOP18Gv5D432+bX8x1Zdlj5jxoyA79n8+fOZOXOm//iyyy7D7Xbz5Zdf+ttKS0tZvHgxM2bMAODbb7/lmmuu4fbbb2f79u288cYbLFy4kKeeeqree1osFiZOnEh0dDRr167lv//9L99//z233nprg3HOnj2bZcuW8dlnn7F06VJ++ukn1q9ff8zHFxYWhtN5eDuRH374gR07dvDdd9+xePFiLBYLY8eOxWQysXz5clasWIHJZGLixIk4HI5jjn8sktgUQogmqLW7eO6rbdzxznoKq2wkR4Xx92uH8reL+hIRJstBhBCiIbbycjb9ex7eQy8IFQq6XXoJRb//7t9n01JUxNb/vBnCKIUQTmdVUFt4eE86dZqK0ZiFydSd1NQ/ERnZH70+uVljJydfSFTUMDSa6Eb72Wz5zRpXiJawrig7aKbmkbxAYW0F64qyW+X+ixcvxmQyBXw88cQT/vNTp05l5syZdOnShYyMDGbMmMHOnTtZs2YN4Fue/u677wYkysRhhbbcoJmaR6t111Boy220z4mYNm0aK1asYP/+/Rw4cICVK1dyzRF7iYeFhTF16tSA5Od7771Hp06dGDNmDABPPfUUf/3rX7nuuuvo0qUL55xzDk888QRvvPFGvfd87733sFqtvP322/Tt25dx48bx2muv8c4771BUVBTU32w28+abb/Liiy9yzjnn0K9fP956661G9870eDwsWbKEb7/9lvHjx/vbjUYj//nPf+jTpw99+/Zl0aJFKJVK/vOf/9CvXz969erFggULOHjwID/99FMz/zWDyR6bQghxDOv3lfPk51spqLQC8Kfh6dxyTjfCtPIrVAghjsXjdsMRs1zUej2pZ55JZXbgcrniTZvaOjQhRB2nsxa7vSCoXanUotcnkZx84QnfIyZmBJWV6xrto1TqT/g+omGPPvooM2bMICMjI9ShtCsl1uCk/on0a66xY8cyd+7cgLaYmBj/10OHDg04l5yczKRJk5g/fz7Dhw9n8eLF2Gw2LrvsslaJr6OzuJtW5Kyp/Y5HXFwckyZN4q233sLr9TJp0iTi4uIC+txwww0MGzaMvLw8UlNTWbBggb/4EMD69etZu3ZtwAxNt9uNzWbDYrFgMARuDbJjxw4GDBiA0Wj0t51++ul4PB527txJYmLgisM9e/bgcDg47bTT/G0xMTH06NEj6PH885//5D//+Y9/tuW0adN45JFH/Of79esXsK/m+vXryc7OJjw8PGAcm83WItsnyKtyIYRogM3h5vXvd/Hf1QcBSIrS89CUvgzpHHuMK4UQQhxiiI+n+2WXseu//wXAZbXy053/R/fL/kTJ5s3+SukRId5AX4hTmdV6sN72iop1xMQMb5F72O3lUO9i38M0muMrZCGa5quvvuLJJ5/krLPOYtasWVxyySXo9ZJMjg9r2s9dU/s1l9FoJCsrq9HzR7v++uuZNm0ac+bMYcGCBVxxxRVBiS3hY1AF//udSL/jNXPmTP8y8Ndffz3o/KBBgxgwYABvv/02EyZMYMuWLXz11Vf+8x6Ph8cee4xLLrkk6Nr6/j/2er3+pOjR6mv3ehv//Xykq6++mr/97W/odDpSUlJQqVQB54/+mfV4PAwZMoT33nsvaKz4+Pgm37chktgUQoh6bD5YweOfbSW33FfxfMqQTtw2oQdGnfzaFEKI5uo7YzoRGRmsO6LYQcmmzYx88G/s/uRTdFGR9L/55hBGKMSpTa8P3l8TwOksa7F7WCx7j9nH24p73AnfrKnNmzezYMEC/u///o9bbrmFK6+8kpkzZzJs2LBjD3CSGpqYRZIhiiJLZb2pdwWQaIxmaGLDyce2dv7552M0Gpk7dy7ffPMNy5cvD3VI7VaSvhNGlanR5ehGVThJ+k6tGseR+0lOmDCh3j7XX389c+bMIS8vj7PPPpu0tDT/ucGDB7Nz585Gk+BH6t27N2+99Ra1tbX+ROPKlStRKpX+gj5HysrKQqPRsGrVKn+19oqKCnbt2sVZZ50V0DcyMrLJcRyK/cMPPyQhIYGIiIgmX9dUssemEEIcwe50849vd3LT/DXklluIj9DxyrQh/PXCPpLUFEKIExDZpTMoDz/1NCYnkXLaaZz14guMfPBBDEctyRJCtB27vbCeVgUmU/ASxOOlUBz7eZTTWdli9xP169+/vz9xMn/+fPLy8jj99NPp168fr776KlVVrbPcuj1TKZU8MOJywJfEPNKh4weGX4ZK2TrpE7vdTmFhYcBHaWlpo9eoVCqmT5/O/fffT1ZWVsDyYRFIqVAyKmZ8o31GxYxDqWjd9JhKpWLHjh3s2LEjaIbjIVdffTV5eXnMmzcvaM/Uhx9+mLfffptHH32Ubdu2sWPHDj788EMefPDBBsfS6/Vcd911bN26lWXLlnHbbbcxbdq0oGXoACaTiVmzZjF79mx++OEHtm7dyvTp01G2wM/91VdfTVxcHBdddBG//PIL+/bt4+eff+aOO+4gN/fE9zaVxKYQQtTZnlfFdW/8xnu/7sfrhfMHpvD+X05nZJa82BZCiBMVmZnJsHvuJq5vX9LHjaPnVVdRvHEj9lPwRbQQ7Y3dXnJUiwKjsSsGQ2cA3G4LtbV76y0w1FQaTTgKhbbRPgZD5nGPL5rH4/HgcDiw2+14vV5iYmKYO3cuaWlpfPjhh6EOr82dmzmIV8feSKIhKqA90RjNq2Nv5NzMQa127yVLlpCcnBzwccYZZxzzulmzZuFwOKRoUBN0MXbnnPiLMKpMAe1GVTjnxF9EF2PwDMbWEBER0eiMxYiICC699FJMJhNTpkwJODdhwgQWL17Md999x7Bhwxg5ciQvv/xyg3vmGgwGvv32W8rLyxk2bBh/+tOfGD9+PK+99lqD93/hhRcYPXo0F154IWeffTZnnHEGQ4YMOa7HenQsy5cvJz09nUsuuYRevXoxc+ZMrFZri8zgVHibs5C+ncnNzSUtLY2cnBw6dWrdacNCiJOXy+1h/s97eOuXfbg9XmJMWv46uQ+jeyaEOjQhhDgpVe3bx/L77sNprkUbEcGYl17ElJoa6rCEOCV5vW4KChZjsQQXcEhImEhYWCdycz/A7a5FoVCTknIJYWHNe+1lNu+msPCrY/ZLSroIk6lrs8YWzbN+/XoWLFjABx98gE6n49prr+X666/3Lyt96aWXeP755+utmnwqcHs8rCvKpsRaRXxYJEMTs1ptpuaJWrlyJWPGjCE3N7feGXgimMfrodCWi8Vdi0FlJEnfqdVnajbXOeecQ69evfj73/8e6lA6DFlXKYQ4pR0sreXRTzezPa8agHP7JXH3+b2INDQ+o0AIIUTT7f36awpWrSYqK4te11zN/m+X4jT7qo86qqs58MOP9Ll2WoijFOLUVFn5e71JTfDN1DSbd+Guqxbs9bqort7a7MRmZeWGoDaFQovX6whos1oPSmKzFfXv358dO3Zw7rnn8uabbzJ58uSgJbHXXnsts2fPDlGEoadSKhmR3Daz946X3W4nJyeHhx56iMsvv1ySms2gVChJCWufxQrLy8tZunQpP/74Y6OzKkUwSWwKIU5JXq+Xz9bl8uq3f2B3eogIU3PvBX04u2/9m+cLIYQ4PgWr17Dx9X8CULR+PWq9PqgaZ1hsTChCE0IALlfDBTXCw3tgteYHtKnV4c0cvxabLS+oXaFQcfTaweaOLZrnsssuY+bMmaQ2MkM+Pj4ej0eKOLVnH3zwAbNmzWLgwIG88847oQ5HtJDBgwdTUVHBc889R48eLbe/8alAEptCiFNOmdnO019sY+Uu335Sw7rE8tDFfUmI0Ic4MiGEOPnU5OYEHBdt2EDZtm0AKFQq0sePo/PEiaEITQgBmEw9qaoKnlGpVBqw20sID++Bw1GGxbIXnS6B6OjhzRrf5aqtt93jsQe1RUT0b9bYonm8Xi/R0dFB7VarlRdeeIGHH344BFGJ5po+fTrTp08PdRiihe3fvz/UIXRY7WszASGEaGXL/yjm6tdXsnJXCVq1kjsn9uDVaUMkqSmEEK0kecQI1AYDAAqlErfDjrduNpDX7SamZy8UdUshC1avZsnMmSy9/gaKN24KWcxCnErU6vqfA3k8FgoKPqem5g9iY0cRHT0cr9dLdfVWmlOmQaeLQ602BbXHxAQnSFui+q5o2GOPPYbZHDxD12Kx8Nhjj4UgIiGEOHEyY1MIcUqw2F28suQPvtzgWwqVlWjisUv70zVRljwJIURrCu/UifH/+DslW7YS2aUzOT/+SMXOXf7zxiTfFiBuh4M1zz6H2+6bxbXmmWe44MNFIYlZiFOJWh1R736Xh1gs+1GpDBQWLgagpmYb4CUqanCTxlcolGRkzKKsbAXV1Tvwel1ERg4gJmYUTmc1NTXbAQgP74tCIS9PW5PX6w3aCgRg06ZNxMTIliBCiI5J/nIIIU56W3MqefTTzeSWW1EoYOppmdw0vhtatcwKEEKItmBMTsaYnAz4Ep1uu4PqgwfpNHo0CQMHAL7E5qGkJoCzthaP243yqMIWQoiWpVAo8Xob3lNRp0vEbg+skH308bHvocJqzcXjsQBQWbmWiIg+2GzF/j5m8x/Ex49DqZSXqC0tOjoahUKBQqGge/fuAclNt9uN2Wzm5ptvDmGEQghx/OSvhhDipOVye1iwfC8Ll+/F7fGSGKnn4Yv7MqRzbKhDE0KIU5Zar2fQbbcGtWtNJrKmTCH7888B6HnVVZLUFKIN2GxFgOuo1kOJLy81NX8QdlQVYYOhc7Pv43YHzgitrd2H01nqP/Z6XRQXLyUp6fxmjy0a98orr+D1epk5cyaPPfYYkZGR/nNarZbMzExOO+20EEYohBDHTxKbQoiTUmGllUc+2cymg5UAnNsvmdmTehEepgltYEIIIRrU/8Yb6HzeRBRKJaZGqvYKIZrO47HjdNag0UTVOxvS63XWc9XhPTTt9gLs9gL/scnUnfDwns2KoaJiHS5XRUBbeflvQf1sttKgNnHirrvuOgA6d+7MqFGj0Gjk+bAQ4uQhiU0hxEnnx+2FPPPFNmpsLgw6Ffde0JuJ/VNCHZYQQogmCE9LC3UIQpw0rNY88vM/xut1A6DTJRMfPxa9PsnfR69PRaWKwO2ubtKYHs/Rszsb53bbKCtbHtRe/56e9SVZxYmorq4mIiICgEGDBmG1WrFarfX2PdRPCNH+PProo3z++eds3Lgx1KG0O7LBnBDipGFzuHn2y2088OEmamwueqdG8vbNoySpKYQQQohTUlnZCn9SE3yzL/PzP8HtPpzYcjjK6k1qqlSGeov5hIf3aPL9PR4nZWUr6z2nVOo5+uWo7K/Z8qKjoyku9u1lGhUVRXR0dNDHoXbR9qZPn+7f//TIj4kTJ57QuJmZmf6xDAYDffv25Y033jjheJcvX87kyZNJSUlBoVDwed32MaJ+h76/9e1h+5e//AWFQsH06dOPa+xHH3203p+dnj2bN6P+ZCB/OYQQJ4Xsohoe+u8m9pXUAjDtjM7cNC4LtUrevxFCCCHEqcnjCZ4B6VuaXo1KFQbUXwgoLm4skZEDKSj4HItln79dpYokPLxXk+9fUvJjXRX1YLGxZ+D1eigt/dHfFhHRr8lji6b58ccf/RXPly1bFuJo2j+v241l3XpcJSWo4+MxDB2CopX3e544cSILFiwIaNPpdPX2dTqdTd5K4PHHH+eGG27AbDazcOFCbr75ZqKiorjiiiuC+jocDrRa7THHrK2tZcCAAcyYMYNLL720SXG0Kx4PFBaAxQIGAyQlg7J1Xy+mpaWxaNEi5syZQ1iY7/euzWbjgw8+ID09/RhXN65Pnz58//33AW1qdcNpvqZ+nzsaSWwKITo0r9fLJ2tz+Pu3O3G4PMSatDx8ST9GdI0LdWhCCCGOobawkPI//iAqqxu1Bfns++YbwuLi6TP9OjQGQ6jDE6LDqq3dT2npMpzOinrO6lCrTf6jI2dvgm8mZVTUIAAiIvoHJDbDwpKbFYfDUVJPq4L4+LOJjOyH1ZqPQqHF63UQFpZBVNTgZo0vju2ss86q92sRrHrpUoqefgZXYaG/TZ2UROID9xNx7rmtdl+dTkdSUlK95xQKBXPnzuWbb77h+++/55577uG9997j5ptv5p577vH327p1K/3792f37t107doVgPDwcP+4Tz75JB999BGff/45V1xxBWPGjKFv375otVrefvtt+vTpw88//8z27du55557WL58OUajkXPPPZc5c+YQF+d7bXXeeedx3nnntdq/Ravauxd+XQG1tYfbjEYYdQZ06dJqtx08eDB79+7l008/5eqrrwbg008/JS0tjS5193377bf5v//7P/Lz8wOS2pdeeilGo5G333673rHVanWDPzvgm7l7/fXXk52dzWeffcaUKVPIycmhd+/evPbaa/5+ZWVlpKSk8M033zBu3LiWeNhtSqYyCSE6rCqLg/sWbeTFr3fgcHkY1S2Od/48SpKaQgjRAVTt28cPt9zK2udf4IdbbuHXx5+gYNVq9i5ezMbX/xnq8ITosGy2QgoKPmsgqQlgJyfnXdxuC0BAkhPAaOzq/9pk6kpMzOloNFHodClYrbns2fN3ystXNykWozGrnlYvVVUbASgt/dm/16bVegCLJbdJ44rjs2TJElasWOE/fv311xk4cCBTp06loqKhn5dTQ/XSpeTdcWdAUhPAVVRE3h13Ur10aYgig0ceeYSLLrqILVu2MHPmTGbOnBk0w3P+/PmceeaZ/qRmffR6PU7n4Vncb731Fmq1mpUrV/LGG29QUFDAWWedxcCBA1m3bh1LliyhqKiIyy+/vNUeW5vZuxe++zYwqQm+4+++9Z1vRTNmzAj4ns2fP5+ZM2f6jy+77DLcbjdffvmlv620tJTFixczY8aME7r3Cy+8QN++fVm/fj0PPfQQ119/Pe+//z52u93f57333iMlJYWxY8ee0L1CRRKbQogOacP+cqbN/Y3lfxSjVim4c2IPXrp6MDGm+pdtCCGEaF9yf1mBq66AhcfpBPfhfQBrcg6GKiwhOjy7vZgjq5rXx+2upaZmJ+Crcm4y9QSU6HQJxMaOwm4v5eDBd9i791/YbHloNFG4XNW43Wa8Xhfl5StxOMqOGUtMzEiSki4kPLxvQLvDUUJ19fagOMvKfm3OQxXNNHv2bKqrffupbtmyhbvuuovzzz+fvXv3ctddd4U4utDxut0UPf0MeOv5/6aurejpZ/Ae8XeqJS1evBiTyRTw8cQTT/jPT506lZkzZ9KlSxcyMjKYMWMGO3fuZM2aNYBvefq7774bkCg7ksvlYuHChWzZsoXx48f727Oysnj++efp0aMHPXv2ZO7cuQwePJinn36anj17MmjQIObPn8+yZcvYtWtXqzz2NuHx+GZqNubXlb5+rWTatGmsWLGC/fv3c+DAAVauXMk111zjPx8WFsbUqVMDkp/vvfcenTp1YsyYMQ2Ou2XLlqCfneuvvz6gz7hx47jnnnvIysoiKyuLSy+9FIVCwRdffOHvs2DBAv9+oB2RLEUXQnQoLreHBT/vZcHyPXi8kB5r4PE/DaBnilRxFEKIjsSUGljYTWMy4TSbAeg0WpZLCnG8wsJSm9RPqfS9GWyz5eHxOAgP70ls7Jmo1UYKChb7l5FbLPvrvb6p1dFNpixMpqy6vTYPJ45stkIiIvpTUnJ4hpzdLjM2W9O+ffvo3bs3AJ988gmTJ0/m6aefZsOGDZx//vkhji50LOvWB83UDOD14iosxLJuPcYRw1v8/mPHjmXu3LkBbYf2RQUYOnRowLnk5GQmTZrE/PnzGT58OIsXL8Zms3HZZZcF9Lvvvvt48MEHsdvtaLVaZs+ezU033dTguOvXr2fZsmWYTIGzuAH27NlD9+7dj/sxhlRhQfBMzaPVmn39Upr2+7O54uLimDRpEm+99RZer5dJkyb5l/cfcsMNNzBs2DDy8vJITU1tUrKxR48eAbM8wbcFwZGO/j7rdDquueYa5s+fz+WXX87GjRvZtGlThy4EJYlNIUSHUVxt46H/bmLTwUoALhiUyl3n9cSgk19lQgjR0WSMH4+1pISSjZuI6dWLLpMvoHDNWgwJ8SQOln32hDheWm0sWm0iDkdwUaAjmc07MRgyyM//HK/XtzzV5aolNfVSPB5bA1cpAC/h4b3R6xObGZnv2kPCw3vUW9xItB6tVovF4tuC4Pvvv+faa68FfEm0QzM5T0Wukvr2gj3+fs1lNBrJyqpv24bD5492/fXXM23aNObMmcOCBQu44oorMBy1N/Xs2bOZPn06BoOB5OTkoATZ0eN6PB4mT57Mc889F3S/5OTm7a/brtT9zLdYv+M0c+ZMbr31VsC3DcTRBg0axIABA3j77beZMGECW7Zs4auvvmp0TK1W2+jPDjT88zNw4EByc3OZP38+48ePJyMjoxmPpn2RbIAQokNYlV3Ko59sptLixKBT8dfJfTi3Xwf+AyuEEKcgt8OB02JBHxUFQM8rr6TnlVf6z3eeOCFEkQlxctFoIo+Z2LRY9uNy1fiTmgAORzEAMTGnUVS0BDi8NFOhUBMXNwa32xqwD2dTuN2OgLEAXC4Len1CQJtC0brVp091Z5xxBnfddRenn346a9as4cMPPwRg165ddOrUKcTRhY46Pr5F+7WF888/H6PR6C8stHz58qA+cXFxx0x6HWnw4MF88sknZGZmNlpZu8NpajHCVi5aOHHiRBwO357CEybU/3zn+uuvZ86cOeTl5XH22WeTlpbWKrH069ePoUOHMm/ePN5//33+8Y9/tMp92spJ9NMqhDgZudwe5i3bw1u/+DZ07p4czlOXDSAtNvidJyGEEO1XyZYtrHr8CZy1tXQ6azTD7r23w+7lJET7d+y94tTqcDSaWJRKHR6Pr4iE222lsvJ3oqIGERaWitttx+t11yU8FRQXfwd4qahYRWrqlU2etalUaoLa7PYCwsO7odMlYbf7lgHXX2xItJTXXnuNv/zlL3z88cfMnTuX1FTfsttvvvmGiRMnhji60DEMHYI6KQlXUVH9+2wqFKgTEzEMHdIq97fb7RQetRRerVYHLVU+kkqlYvr06dx///1kZWVx2mmnnXAct9xyC/PmzeOqq65i9uzZxMXFkZ2dzaJFi5g3bx4qlQqz2Ux2drb/mn379rFx40ZiYmJIT08/4RhaRVKyr/p5Y8vRjSZfv1akUqnYsWOH/+v6XH311dxzzz3MmzevwUroR3K5XEE/OwqFgsTEY/9uvv7667n11lsxGAxcfPHFTXgE7ZcUDxJCtFsl1TZue3udP6l5ybA05s0aIUlNIYTogDa88irOuhcVuT8v548PPsBb3wtIIcQJi44e0eh5lcpAaurlmM07/UnNQ2pqtgO+xKdOF4den0hERD9stkIOLSX3et3U1u5pcjwKhQKlMiygTauNx+22+ZOaAGbzbrze1ivgcapLT09n8eLFbNq0iVmzZvnb58yZw9///vcQRhZaCpWKxAfurzs46g23uuPEB+5H0UAy6kQtWbKE5OTkgI8zzjjjmNfNmjULh8PRYNGg5kpJSWHlypW43W4mTJhA3759ueOOO4iMjESp9KWO1q1bx6BBgxg0aBAAd911F4MGDeLhhx9ukRhahVIJo47x7znqdF+/VhYREUFERMO1ISIiIrj00ksxmUxMmTLlmONt27Yt6GenqUvKr7rqKtRqNVOnTkWv1zf1IbRLCm8In1E++uijPPbYYwFtiYmJQRnnhuTm5pKWlkZOTs4pPXVeiJPR6j2lPPrJFipqHRh0Ku6/sA/n9JWl56JtVBabycsuQ2fQkNk7EbVWlsYJcSLM+fksvf6GoPaUUaNIHDqEpKFDCWtkZooQ4ti8Xi+1tdk4HKVUV2/D5Wpoz0QlWVl3ArB37z+D9tM0mXqQlDQp6KrKyo2Ulv7oP05IOI+IiF5NjM1FXt7H2Gz5AGi1CXTqdCXgZe/e1ziUMFUo1HTtenuTxhTHx+PxkJ2dTXFxMZ6jqkCPHj06RFG1D9VLl1L09DMBhYTUSUkkPnA/EeeeG8LI6rdy5UrGjBlDbm5uk2bonfL27vVVRz9y5qbR5EtqdukSuriOcs4559CrV69Wf7MhJyeHzMxM1q5dy+AOvrd5yJei9+nTh++//95/3NCUXCHEqcHt8fLmT9ksWL4Xrxe6JYXz1OUDSJdZmqKN5O8pY//Ww/uSleZWMXRCd9Qa+fskxPGyV1bW257/66/k//ormvBwxv/j7xgSEurtJ4Q4ttLSZVRVbTxmP7XaSE7O+8TFjcHjcRx1VgkocDor0WiiAs5ERg7A63VQU7MLh6OE4uIleDxWoqKO/YK4snKTP6kJYDR2QalUB1VW93rdeL1u2WuzlaxatYqpU6dy4MCBoBnzCoUCt9sdosjah4hzzyV8/HhflfSSEtTx8RiGDmm1mZrHy263k5OTw0MPPcTll18uSc2m6tIFMjN91c8tFt+emknJbTJTsynKy8tZunQpP/74I6+99lqr3cfpdFJQUMBf//pXRo4c2eGTmtDExGZzMsW33968d9jUajVJSUnNukYIcXIqq7Hz8CebWb+vHIApQzpx53k90UtCSbQRh90VkNQE8Li97N1cQPchsjJAiOMV3b07cX37Urp1a73nnTU1rHzoYca/9g+UmuC9+IQQx2Y272z0vNHYG4tlJy5XDS5XDXl5i+rp5cFs/gObLZ+MjFkB++AqFAqiooZRXr6KQzMsS0t/JiKiL0qlttF7H73c/VBC1ZfYPJxgUyh8iVXROm6++WaGDh3K119/XW+VbOFblm4cMTzUYTTqgw8+YNasWQwcOJB33nkn1OF0LEolpKSGOop6DR48mIqKCp577jl69OjRavdZuXIlY8eOpXv37nz88cetdp+21KTE5pw5cwKOS0pKsFgsRNVVtKysrMRgMJCQkNDsxObu3btJSUlBp9MxYsQInn76abo0MA3Ybrdjtx/+o1hTU9Osewkh2q91e8t4+JPNlJsdhGlV/HVybyb0Twl1WOIU4vV62b7yQL3nSnOr6d46+8ULcUpQqtWc8dSTlP3xB7ayMvJW/kpNzkFqDub4+9Tk5FC2Ywfx/fuHMFIhOi6tNharNbfB83Z7IV5v02bkuVzVeDx2VKrgfdeOZw/MyMh+1NTswOWqQqUyERU1EICams0B/QyGrLrkpmgNu3fv5uOPP25WpWzR/kyfPp3p06eHOgzRwvbv398m9xkzZsxJt8d5k/5q7Nu3z//x1FNPMXDgQHbs2EF5eTnl5eXs2LGDwYMH88QTTzTr5iNGjODtt9/m22+/Zd68eRQWFjJq1CjKysrq7f/MM88QGRnp/+jdu3ez7ieEaH/cHi//WZbNbW+vo9zsoGuiiYU3nSZJTdHmnA4Xlhp7g+dPticAQrQ1pUZDfL9+pI0Zw8i/PcDYV14hLD7+cAeFAl1kZOgCFKKDS0ychNHYHYWi/lnPCkXT/47p9Z3qTWrW1mZzZMX1yMiBx5ytCWC3l2IwZGI0dic6egRqdTgAVmteQD+3u5GqxeKEjRgxIqCitRBCnAyaXTyoa9eufPzxx/4qWIesX7+eP/3pT+zbt++4g6mtraVr167ce++93HXXXUHnj56xmZeXR+/evaV4kBAdVGWtg4c/2cyaPb43MyYPTuXu83qhl0ItIgT2bi6gcF9Fg+dHTu6FUilLtoRoSbWFhayf8wq2sjKyLp5Cl0nBBUuEEM3j9Xpwu61UVq6jpmYnSqWWuLgxlJb+gtNZ0qQxOnf+S1Bi02bLJy/vvwGzPqOjRxAbe3qjY1ksB8jP/ySgzWjsSnLyRZSULKOq6nd/u8nUnaSkC5oUo2i+zz77jAcffJDZs2fTr18/NEdt/dFfZswLITqgZhcPKigowOl0BrW73W6KiorquaLpjEYj/fr1Y/fu3fWe1+l06HQ6/3F1dUOV/oQQ7d223Eoe+GgTRVU29BoV903uzXkDZJamCJ3qUssxeniRfb+EaFnGpCRGP/dsqMMQ4qSiUChRq43ExZ1FXNxZANTW7m1yUlOvT613tmZJyU9BS9n1+uRjjldRsT6orbZ2D16vh8jIAdTUbMfjsaNQqIiMHNikGMXxufTSSwGYOXOmv02hUOD1eqV4kBCiw2p2YnP8+PHccMMNvPnmmwwZMgSFQsG6deu46aabOPvss08oGLvdzo4dOzjzzDNPaBwhRPvl9Xr5bF0uc77ZgdPtJT3WwDNXDKRrYnioQxOnOJWm8d1ZSnOrSUiPaptghBBCiOPkcFRQWbkepVJDdPRwVKqwuiXkjdPr0zAY0v37XwYLXOin1cai0TS+fYTVmovVuj+oXauNRaFQotXGkJ5+LTZbAVptPFpt9DHjFMfvRFZXCiFEe9XsxOb8+fO57rrrGD58uH/qusvlYsKECfznP/9p1lj33HMPkydPJj09neLiYp588kmqq6u57rrrmhuWEKIDsDncPL94O//blA/AWb0SeHhKP4z6Zv8qEqJFmSus1JRbG+1TVVYriU0hhBDtktttp7h4KXZ7MW63Ba/Xt8LObi8mNfUydLqEY45hs+UQHT0YpVJX7/m4uDEUFHzur3DucJSRn/8JGRk3NFhdu6Zme1BbWFgGCQnn+o/V6nBMJnmDuy1kZGSEOgQhhGhxzc4mxMfH87///Y9du3bxxx9/4PV66dWrF927d2/2zXNzc7nqqqsoLS0lPj6ekSNHsmrVKvmFK8RJKLfcwl8X/U52kRmlAv5ydneuPj2zwSfCQrSl8qKa4EYFAZNTaqtsbRaPECeTsh07KNm4iegePUgcPOjYFwghmq28/Fdqa4O387JafW8mR0QMwOk0U1m5ptFx7PZijMau9Z4LC0slI+MG9u17zd/mcpkbrJ4OoFZHBBxHRQ0nLu6MRmMQreudd97hX//6F/v27eO3334jIyODV155hc6dO3PRRReFOjwhhGi2454m1b179+NKZh5p0aJFJ3S9EKJj+GVnMY99ugWzzUW0UcuTlw1gSOeYUIclhJ8xop4XZEeV1tPq6q8yK4RoWNn27Sy/76946/ZtG/Hg30gdNSrEUQlx8nG7G9on2o3ZnI3JlEVc3BnU1GzB7W54hYLB0LnedovlIDU1O9BqozEYumCx7K3rn9lgUhMgOnoYdnupv5r6odmeIjTmzp3Lww8/zJ133slTTz3l31MzKiqKV155RRKbQrRTY8aMYeDAgbzyyiuhDqVdanxDsXq43W7efPNNpk6dytlnn824ceMCPoQQ4hC3x8vc73cz+/3fMdtc9EuL4q2bT5OkpmhX8veUUXSgAm1Y4+/1demf1EYRCXHyKP59oz+pCVC0PriIiBDixEVGDkShOPQGXODfM6ezEqs1j5ycd/F4XA2OYTL1RK8P/ltnt5eSn/8pNTXbKCtbgVYbTWLi+SQmnkdycuOJMIVChctVA3gAqK7e5J9FKtreP/7xD+bNm8ff/vY3VCqVv33o0KFs2bIlhJGduqZPn45CoQj6mDhx4gmNm5mZ6R/LYDDQt29f3njjjROO95lnnmHYsGGEh4eTkJDAlClT2Llz5wmPe7I69P199tnAQomff/55s1YufvrppzzxxBMtGtuRP29qtZr09HTuuusu7PaO9wZUs2ds3nHHHSxcuJBJkybRt29fWUbaRG6zg4pPduMqs2IcmkT46E6hDkmIVlVR6+Dhjzezdm8ZAJePSOe2c3ugUTf7/RQhWk1pXjX7txY1qW9lSS1JRm0rRyTEySX6qNU9MSe42kcIUT/fMvEZOJ1VuN1WCgsXAx6USj1GY1dycxfh8TQ8U1OhUJOYWH8ixeEo4VBiEsBuL/JXW2+awCUQFRXrCAu7sBnXi5ayb98+Bg0K3hJEp9NRW1sbgojaH6/bS8kWsJV50ccqiO8HClXr5jwmTpzIggULAtp0uvr3unU6nf5aJ8fy+OOPc8MNN2A2m1m4cCE333wzUVFRXHHFFUF9HQ4HWu2xn+f+/PPP3HLLLQwbNgyXy8Xf/vY3zj33XLZv347RaGxSXKHk9XqwWvNwu2tRqYyEhaWiULTu61O9Xs9zzz3HTTfdRHT08RVIi4lpnYlBCxYsYOLEiTidTjZt2sSMGTMwGo0tnkRtbc1ObC5atIiPPvqI888/vzXiOWlVLd6LbUe57+v/7UObHo4us/EqgkJ0VFtzK/nbR5soqrKh16h44KI+nNsvOdRhCRHEam76O5LmCgtkSrVWIZojadhQBt12G3sWL8YQH0/K6acD4Lbb2fv117isNjqfNxF9Kz1hF+JUolabUKtNAKSnT8NuLyUsLAWVKqzRpCaAQqHBbN6NydQ9aOKKXp+KUqnzLyNvaLl6Q+LiziIv778cSo5aLNlYLDkYDGnNGkecuM6dO7Nx48agmhbffPMNvXv3DlFU7Ufuci8bX/NgLTnU4iUsHgbeqqTT6NZLbup0OpKS6l8ZpFAomDt3Lt988w3ff/8999xzD++99x4333wz99xzj7/f1q1b6d+/P7t376ZrV98+ueHh4f5xn3zyST766CM+//xzrrjiCsaMGUPfvn3RarW8/fbb9OnTh59//pnt27dzzz33sHz5coxGI+eeey5z5swhLi4OgCVLlgTEt2DBAhISEli/fj2jR49ujX+eFmM276akZBlut9nfplKZiI8fi8nUrdXue/bZZ5Odnc0zzzzD888/H3S+rKyMW2+9lV9++YXy8nK6du3KAw88wFVXXeXvc+RS9Pvvv59ly5axatWqgHH69+/PxRdfzGOPPQb4vjfPP/88+/btIzMzk9tvv52//OUvAddERUX5f0bS0tK48MIL2bBhQ0v/E7S6ZqemtVotWVlZrRHLSc1VFfji2X6wOkSRCNG6Plubw83z11BUZSM91sD8G0dKUlO0WzFJ4SiPeBc+ItaARqdGpVEF9VWqZLaxEEdyO53s/vQztr/zDpaSEip276b8jz8C+ng9HvZ8+SXV+/ZRuGYNvz7yCABrnnueLf95kx3vvcfye+/D7XSG4iEIcdLSamMJD++BWh2OQqEmMnKw/5xeH7xyzOOxUlT0NWVly4POaTQRdOp0FTExZ5CUdAHR0cOaFUt9+2o6HGXNGkO0jNmzZ3PLLbfw4Ycf4vV6WbNmDU899RQPPPAAs2fPDnV4IZW73MtvjxyZ1PSxlsBvj3jIXe6t/8I28Mgjj3DRRRexZcsWZs6cycyZM4NmeM6fP58zzzzTn9Ssj16vx3nE39u33noLtVrNypUreeONNygoKOCss85i4MCBrFu3jiVLllBUVMTll1/e4JhVVVVA680obClm824KC78KSGoCuN1mCgu/wmwOLr7WUlQqFU8//TT/+Mc/yM3NDTpvs9kYMmQIixcvZuvWrdx4441MmzaN1atX1zve1VdfzerVq9mzZ4+/bdu2bWzZsoWrr74awL/lxFNPPcWOHTt4+umneeihh3jrrbcajHPXrl0sW7aMESNGnOAjbnvNnrF599138+qrr/Laa6/JMvRm8NjdAcfV3x0k/MxO8m8oThoOl4eX/reDL9b7flmP6ZXAQ1P6YdQfd40yIVqdMVLPgDFdqC6zYIoKw2518sfqnHr7Rsa1/+U1QrSl9S+/TO7PviRI9hdf4rL4ipdknHMOQ/7vTgAcNTVUHzjgv6Z8xx94XC6KN270t5nz87GWlGBKSWmz2IU41cTHjyE8vCelpcux2Q6/sFYo9Hi9Nv9xbe2eepeZa7UxxMQMb/Z9XS5f0uDIpey++8rzw1CYMWMGLpeLe++9F4vFwtSpU0lNTeXVV1/lyiuvDHV4IeN1+2ZqNmbjax5ST1e2yrL0xYsXYzKZAtruu+8+HnroIQCmTp3KzJkz/edmzJjBww8/zJo1axg+fDhOp5N3332XF154od7xXS4X7777Llu2bOHPf/6zvz0rKytgBuHDDz/M4MGDefrpp/1t8+fPJy0tjV27dgUVj/Z6vdx1112cccYZ9O3b9/j/AVqZ1+uhpGRZo31KS3/CaOzaasvSL774YgYOHMgjjzzCm2++GXAuNTU1YPbtbbfdxpIlS/jvf/9bb5Kxb9++9O/fn/fff9//M/Lee+8xbNgw//foiSee4KWXXuKSSy4BfLO1t2/fzhtvvMF1113nH+uqq65CpVLhcrmw2+1ccMEF3H///S3++Ftbs/+irFixgmXLlvHNN9/Qp0+foP0dPv300xYL7mThsblw5R+1Z4nTg3lVAeGnyZN40fGVVNt44KNNbMmpRKGAP4/vxrQzOkviXnQIYSYdYSbfPkbmSluD/VxOd4PnhDgVlWzc5P/6UFIT4MB335Fy+iiShw9HGx5ORGYm1fv3AxDTqxdKtZrYPr0pXu9b6mRISCAsLo7KPXuoyckhrn9/wtr5zA8hOiZFQFJTpYogLe1KDhxYgNfrm8Wl0yUccxS324rVmoNGE3XM/m63Ba838O+nUqnDYEg/jvhFS7jhhhu44YYbKC0txePxkJBw7O/5ya5kC0EzNY9mLfH1SxjY8vcfO3Ysc+fODWg7cgbk0KFDA84lJyczadIk5s+fz/Dhw1m8eDE2m43LLrssoN99993Hgw8+iN1uR6vVMnv2bG666aYGx12/fj3Lli0LSrIC7NmzJyixeeutt7J582ZWrFjRvAfcxnx7apob7eNy1WC15rXqFhnPPfcc48aN4+677w5od7vdPPvss3z44Yfk5eVht9ux2+2N7ll69dVXM3/+fB566CG8Xi8ffPABd955JwAlJSXk5OQwa9YsbrjhBv81LpeLyMjA7RDnzJnD2WefjdvtJjs7m7vuuotp06axaNGilnvgbaDZic2oqCguvvji1ojl5KWsP7njrup41aaEONrmgxXc/+FGyswOwvVqHv9Tf07rFh/qsIQ4LjXllgbPyYxNIQLF9ulD/q+/1nvut8ceZ8QD95N6+umc+czT7PnySxQqFVkX+Sooj7j/fnZ/+hkuq5WsCy+kcO1aVj/zLHg86KKjGPvqqxjq9vMSQjSd1+vGbN6F3V4GeNHrkzGZfNuIqVQ6QMGhYj5qdRhqtYmUlEupqtqIWm0kJua0Rsd3u63k5LyHy1UNKEhMnEh4eK8G+2u1cej1qdhseYBvf874+LFoNBEt8GjFiYiT37F+trKmLTP39Wv5iRtGo7HR7f7qS3Bdf/31TJs2jTlz5rBgwQKuuOIKDAZDQJ/Zs2czffp0DAYDycnJQZNOjh7X4/EwefJknnvuuaD7JScHbi1222238eWXX7J8+XI6dWrfhZHd7qYVxmpqv+M1evRoJkyYwAMPPMD06dP97S+99BJz5szhlVdeoV+/fhiNRu68804cDkeDY02dOpW//vWvbNiwAavVSk5Ojn/Wtcfjm308b968oBmfKlXgdltJSUn+n70ePXpQU1PDVVddxZNPPtmhtqBsdmLz6L0cxLEptSq0XSNx7KkKaNf3kCIUomP7fF0OL/5vBy63ly4JJp67ciBpsZL8ER2Tw+6i+GBlULtCAbEpEWjDmlaBUohTxdB77mbbwjj2fPll8Emvl/yVv5J6+unoIiPpPW1awGmNwUDva672H2964w2oeyJur6ikaN06Ok+sv0KzEKJhhYWLqa3dE9CWmHg+4eE90WiiiI8fT0XFKpTKMBISzgUgLCyFsLCmrSKzWA7UJTUBvFRXb200salQKElNvRSL5SAqVRh6vey73tYGDRrU5FVUHbFoSEvQxx5O+B+7X/tw/vnnYzQa/YWFli8P3h83Li6uWcmpwYMH88knn5CZmYlaXX+qyOv1ctttt/HZZ5/x008/0blz84qJhYJK1bTXp03tdyKeffZZBg4cGDD79ZdffuGiiy7immuuAXyJyd27d9OrV8O/Wzt16sTo0aN57733sFqtnH322SQmJgKQmJhIamoqe/fu9e+52VSHEp9Wa+MF59qb49rcxOVy8dNPP7Fnzx6mTp1KeHg4+fn5RERE1Dtt+VTnqrTjPHopOuCplo3yRcfkcHl4+X87+LxuP81xvRN5cEpfDDrZL0l0XCqVEoVSgdcT+MTW64XSvGr0Ji3pPWW5lhCHqPV6TKmpDZ6PbMaLHVNqYFLFlCzJDyGay+t1BSU1wbd3XGnpciIi+hIbO4rIyP7HfQ+NJrLR4/ooFGqMxi7HfU9xYqZMmeL/2maz8c9//pPevXtz2mm+2bmrVq1i27ZtQdWSTyXx/SAsvvHl6GHxvn6twW63U1hYGNCmVqsbnVWrUqmYPn06999/P1lZWf7v54m45ZZbmDdvHldddRWzZ88mLi6O7OxsFi1axLx581CpVNxyyy28//77fPHFF4SHh/vjjoyMJCws7IRjaA1hYamoVKZGl6Or1eGEhTX8nKal9OvXj6uvvpp//OMf/rasrCw++eQTfv31V6Kjo3n55ZcpLCxsNLEJvuXojz76KA6Hgzlz5gSce/TRR7n99tuJiIjgvPPOw263s27dOioqKrjrrrv8/SorKyksLPQnUx9//HG6d+9+zHu3N83OQhw4cICJEydy8OBB7HY755xzDuHh4Tz//PPYbDb+9a9/tUacHZp9TyVeqyuoXWmUJJDoeEpr7Nz/4Ub/fpo3j+vGtWfKfpqi41OplWT0SmD/tqJ6z1trZPsQIY4WldXVN63Z63tDwNSpE5GZGUR27Uq3S5q+dVHva67B43RRfeAAnUafSfyAAa0VshAnLYVCjUYThdNZGdDudvu2WamoWEVYWKcT2t9Sr08mPn481dXb0GhiiI0NLjR0NIejjJqaP1Crw4mI6CfPGdvYI4884v/6+uuv5/bbb+eJJ54I6pOTU3/xxFOBQqVg4K1Kfnuk4QJCA29tncJBAEuWLAla6t2jRw/++OOPRq+bNWsWTz/9dEBhoRORkpLCypUrue+++5gwYQJ2u52MjAwmTpyIUukrqnNoL9AxY8YEXLtgwYKA5dXtiUKhJD5+bF0hs/rFxY1ptcJBR3viiSf46KOP/McPPfQQ+/btY8KECRgMBm688UamTJnirzjfkMsuu4zbbrsNlUoV8AYG+P5fNxgMvPDCC9x7770YjUb69evn34fzkBkzZgCgUChISkpi9OjRPP300w3O2G2vFF6vt2kbStSZMmUK4eHhvPnmm8TGxrJp0ya6dOnCzz//zPXXX8/u3btbK9Ygubm5pKWlkZOT0673dXDk1lD8+kb/7HaFToXpjFQiz8kIaVxCNNeWnEru/3AjpTV2wvVqHvtTf0bJfpriJOJyutnwfTYuR3ChoKwhqSR0OvbMFCFONfmrVpG3/BdMnVLpeeWVKJRt88JACBHM6azk4MG38XqDJ1UAJCVdgMnUHbN5Fw5HBSZTFlptbJPHt9kKyc//DI/HisHQmeTkixpNBrhcZg4efAuPx/fmYFTUMOLizmzegxItJjIyknXr1tGtW7eA9t27dzN06NBjJlJOdrnLfdXRj5y5GRbvS2p2Gt3+EvIrV65kzJgx5Obm+pchi4aZzbspKVkWMHNTrQ4nLm4MJlO3Rq4U7d1xVUVfuXIlWq02oD0jI4O8vLwWC+xkou0UTtQFXbBsLEaTFkHU+Z1RqOVJv+hYZD9NcbKzW53sXJuL1+NBZ9BgtwRuF1JdWtumic2P1+Xw8JfbsDrddIs38eb0YaTFGI59oRBtLGXkSFJGjgx1GEIIQKOJQqnU4XYHJzZ1uiQMhs5UVKynrOxnACor15KWNg27vQS7vRCDIZOwMN+Ekdravf4qwQZDJgDl5b/i8fj2XrNY9lFbu9dfnKg+dnuRP6kJYLUebKmHKo5DWFgYK1asCEpsrlixAr1eH6Ko2o9OoxWknq6kZIuvUJA+VkF8P1ptpubxstvt5OTk8NBDD3H55ZdLUrOJTKZuGI1d66qk16JSGQkLS22zmZqi9TQ7senxeHC7g2ey5ObmEh4e3iJBnWxs2RVU/m8fuL24ymyEn56COrZ97j8hxNGcLg8vf7ODz9b59tMcW7efplH20xQnmf3bijBX+F6suV3BeyAfOtcmsZTWcs/Hm/3Hu4rN3PfJZt6/QZJH4uRUuXcvjuoa4vr2QdnBlj8J0d6YTN2oqtp4RIuK5OSLMBjSUChUWCz7/Gc8HgcVFWuprvb9zamoWEtq6hW43bX+ZZuVlWtJSbkUgyEDhSKwou6xEgJabTwKhQav1/d3Va9v/T3sRMPuvPNO/vznP7N+/XpG1r0htWrVKubPn8/DDz8c4ujaB4VKQcJAaI3q5y3lgw8+YNasWQwcOJB33nkn1OF0KAqFEoMhLdRhiBbW7GeO55xzDq+88gr//ve/Ad9afLPZzCOPPML555/f4gGeDMy/FYDbtw7dY3Fh3VZG+Oj2u3ReiEOO3k/zpnHduE720xQnKbcz8E07vVGDrfZwgjMqoe2K45Wag/fzXHegvM3uL0Rb2v3ZZ2yZ9x8A4gcM4PQnn0CpUh3jKiFEQ2Jjz8TlsmC1HkSjiSAhYSI63eEiJDpd4hEzJ5W4XEcWOfViteYGFdkoL19FRcU6dLrYun08qwgP743B0HiRMI0mgtTUy6mp2Y5aHUFU1KAWepTiePz1r3+lS5cuvPrqq7z//vsA9OrVi4ULF3L55ZeHODrRVNOnT2+3+1kKEQrNTmy+/PLLjBs3jt69e2Oz2Zg6dSq7d+8mLi6ODz74oDVi7PCcRZaAY6+74U2JhWgvtudVcd8Hv1NSY8ekV/P4pf0Z1V320xQnr07d46kpt+J2eQiPCaPXaemYy61Ul1rQm7TEp7XdMvS06OBZ/U5Xs7bEFqLDyP78C//XJZs2UbVvH9FZDS9tFUI0TqnUkJx8AV6vl8rKDVRUrMZg6ExERG8AYmNPR6XS4XBUEB7eC5erCovlcDV1vT4Zu704YEybzbflmNV6gISECYSH927yG916fSJ6vW+pbDPLO4hWcPnllx8zifnBBx9w4YUXYjTKtlNCiPav2YnN1NRUNm7cyKJFi1i/fj0ej4dZs2Zx9dVXExYmy6vrozSqcZcePtYkyh8I0b59uzmfp77YhsPloXO8keeuGkS67KcpTnIKBaR0jUVv0hKXEoFCqSAqwdSmMzUPufD1lUFtWrXMlBYnp7C4WKwlvkoNCrUaXVRUaAMSooOz2QqxWg/idJqprt4IgNm8E5UqDKOxMwqFkujo4UddpcJuL8Bg6IxabaKg4HP/Ga02HofjcDUVp7Oi2at3rNZ8Cgu/wuOxER09kpiYEcf56ERbuOmmmxgxYgRdunQJdShCCHFMzUpsOp1OevToweLFi5kxY4a/NLxoXMS4dMre2QEuD9qMCPTdokMdkhD18ni8/OuH3by9wrf30hk94nnskv4Y9bLfmTi5VZaY2f7bQfACCtDq1UTGhS6ZX1oTvBTd7vJSaXEQZdDWc4UQHdfQe+5h42uvY6+upucVl2OIizv2RUKIetlsBeTmfggErxCz20swGutfOu6bzemb0VlVtcm/JyaAUqlFoVDh9bpRKNQYjc2vHlxS8h1ut2/Je3n5Skymbmi1Mc0eR7QNmVkrhOhImpWt0Gg02O122V+vmbQpJgz94nBbnEROyEChkapbov2ptbl45NPNrNjpe0f+2jM6c9P4bqiU8v+7OPlVFJl9SU0Ar+84lIlNk05NlS24om2YVvYdFCcfU3IyZzz1ZKjDEOKkYLEcoL6kpkKhwmjMbNIYWm3g1kMGQzoJCWdjsxWi1ycfV0LS63U3eiyEEEIcr2ZPw7rtttt47rnn+M9//oNaqlY2Sdk723EcrAGgNM9M0r3DUMqLU9GO5JVbmP3B7+wtNqNVK3ngoj5M7J8S6rCEaDOmSH2jx21Nr1HVm9iUCRRCCCEao9MlBhxHRg5BozERFpaOTte0vdLDwlJISpqM2bwLrTaO6OhhKBRKtNrY447LYMgMqNTu8TiOeywhhBDiSM3OTK5evZoffviBpUuX0q9fv6ANhT/99NMWC+5k4Sw4XGnQY3biqXGgjJX9SEX7sH5fGfd/uIlqq5O4cB3PXzWI3qltVyRFiPYgPi0Kt9tLdZmFyDgDcZ1C+/9Atc1Zb/vm3EqGdz7+F5ZCCCFObkZjZxITJ2Gx7EevTyIycsBxjWMydcNkCl5y7vE4USo1zR7v6ESm1ZpHWFjqccUmhBBCHKnZic2oqCguvfTS1ojlpBXWNw7L777KgppUE6qo0M4EEuKQT9Yc5OVv/sDt8dI7NYLnrhxEfIT8fIpTU1JmNEmZgXsge71enHYXGq0aRRtuy5AZZ2RHQU1Qu9kePItTiFDyut0oVPWvQsn95Rc2vv5PAAbddiupp5/elqEJccoKD+9BeHiPFh3T7baSn/8JdnsxOl0SKSmXoFI1/TljWFgnamq21x0pJKkphBCixTQ7sblgwYLWiOOkporRgQIUWiUREzJQqGTPQhFaLreHl7/5g0/X5gBwbr9kHrioD3qNbJEgTj25u0spz6/GEKmnc98kVGrfPshOh4ttKw9gqbajN2rpc3oGurDmz1I5Hv+eNpQZC9dyoKwWp9u3/lylVJAWbWiT+wtxLF6Ph/WvvMLBH5dhTExk1GOPEt6pk/+8x+lk3Usv43H4Zmmte/ElUkaObDAJKoRoH9xuK6WlP+NymYmKGoTR2BWAysoN2O2+iRp2eyFVVRuJiRnZ5HEjIvqiUKix24swGDIlsdnOZWRkoNG0zXOeU9306dOprKzk888/D2j/6aefGDt2LBUVFWzcuJGxY8cSFRVFQUEBev3hNxXWrFnDiBEjgMNFnw5de0hcXBxDhw7l2WefZcCA45vFLVrHkfVrDAYDKSkpnH766dx2220MGTIkoK/X62XevHm8+eabbNu2DbVaTVZWFtdccw033ngjBsOp+zqh2VVsxo0bR2VlZVB7dXU148aNa4mYTirOYgs1P+SAF7x2D1Vf7wt1SOIUV2VxcMc76/l0bQ4KBfzl7G48dmk/SWqKU1J5YQ0HtxdjrrRRfKCSnLriWQBF+yqwVPuqk9tqHeTvKWuzuH7YUUS4Xk3yEXt9uj1eft5V0shVQrSdwrXrOPj9D+DxUFtQwNb5gW98ez0ePM7DWyp4nE68nuCCJkKI9qW4+DtqarZjtR6koOArnM7KujOBmzy7XNWYzdl4PPVvnVKf8PCexMWdhcGQ0XIBi1axdetW0tLSQh1GSHg8bnK2bWbHyp/J2bYZj6f9FLoKDw/ns88+C2ibP38+6enp9fbfuXMnBQUFfP3111RUVDBx4kSqqqraItR2y+vxUFWQR8meXVQV5LWL5yYLFiygoKCAbdu28frrr2M2mxkxYgRvv/12QL9p06Zx5513ctFFF7Fs2TI2btzIQw89xBdffMHSpUtDFH370OwZmz/99BMOR/BmzzabjV9++aVFgjqZeF1H/Y/ilsoPInT2Fpu55/0N5FdYMWhVPPan/pzZIyHUYQkRMnZL4Asyu/Xw8dFLz5VttBT91z2lPPrV9nrPFVRZ2yQGIY7F43Y1eqzS6ehz7bVse+stUCjoM306Spn9I0S753RWHHHkwemsRqOJIipqMLW1e3E4SlGpTFRXb6W6eis6XQKpqVcc176bou1FR0cHzBA7RKFQoNfrycrKYvr06cyYMSME0YXe7tW/8uPCf2MuL/W3mWLiGDf9RrqNGBXCyHyuu+465s+fz1VXXQWA1Wpl0aJF3H777TzxxBNB/RMSEoiKiiIpKYmXXnqJM844g1WrVjFhwoS2Dr1dKNu/h72rfsFRe7gGitZopMvIM4nN7Npq9/V4PLzwwgvMmzePnJwcEhMTuemmm/jb3/4G4P8eAWRmZnLuuedy3XXXceuttzJ58mSio6P56KOPeO+99/j888+56KKL/GNnZmZy4YUXUl1d3WrxdwRNnrG5efNmNm/eDMD27dv9x5s3b+b333/nzTffJDVVlhQcTZtiwjjc90Oq0CiJPL9ziCMSp6pfdhZz/bxV5FdYSY0O4z83jJSkpjjlxSSHo9H53uNTKBUkpkf5zyV1jiEy3lcgLzwmjJSsuDaJaVt+w09MfmvDWaNCNCZ5xAiShg8HQBcVRe9p0wLOOy0Wuv3pUs5/9x3Of/cduv+p4f3Z83/7jezPv8BSIjOShQi18PA+/q81mhj0et/rGJXKQHr6tXTufEtAEtNuL8ZuL6p3LKs1l/Ly37BYDrRu0KLJHn74YZRKJZMmTeKxxx7j0UcfZdKkSSiVSm655Ra6d+/On//8Z+bNmxfqUNvc7tW/8uXLTwckNQHM5aV8+fLT7F79a4giO2zatGn88ssvHDx4EIBPPvmEzMxMBg8efMxrw8J8xYudzqbPsj6ZlO3fwx8/LAlIagI4amv544cllO3f02r3vv/++3nuued46KGH2L59O++//z6JiYmNXvN///d/1NTU8N133wHw3nvv0aNHj4Ck5iEKhYL/Z++uw5s62weOf088adKm7qVIcXcdMNhgY25sYwMmwJS5vPN3+psw9s59MGHMYAIzNmTDpbhboe6WNJ7z+yOQEtpCgaYt8Hyua9d6znnOOXeoJLnzPPcdFnZ2N/+t94zN7t27I0kSkiTVuuRcr9fz1ltvNWhwZ4rwK9IIPb8FkkaJQqPEY3FS/NV2XDlW9J0iCb+qbaM2pRDOLrIs88XS/bz3925kGXqmhvPS2O6EGTRNHZogNDmtXk334a2oLLGhN2nQG7X+Y0qVgk4DWyDLcq2zG4Ilt6zuWZllVWfni1Gh+VEolQx85mkc5eWoQ0JQqKpfUqa/9RYZv/2O2hhC3//8h6LNW6jKy6PF+ecR0717wHV2fvcdWz+bcejrbxnx9tvowgObeAmCUD+yLFNYuICKiu1oNGbi4y9DrT6xN7vh4b3R6WJxu60YDKkoFIGvF5VKLWp12BEzOxWoVMYa16mqOkhOzg8cXsIeH3+pv16n0HSWLl3K888/z2233Raw/4MPPuDPP//khx9+oGvXrrz55ptMmjSpiaJsfF6vh4UzPjzmmEUzP6R1n34oFA1fvmvevHkYjYG/Rx5PzSXwMTExXHDBBcyYMYOnnnqKTz/9lJtvvvm41y8uLua///0vJpOJvoc+lDybyF4v+1Yee3XxvpVLiUhpiaQ44WqNx1RZWcn//vc/3n77bSZMmABA69atGTx48DHPa9++PQAZGRkA7N69m3btGrYp3Jmk3t+1/fv3s3fvXmRZZvXq1ezfv9//X3Z2NhUVFfX6pTpbKY0aFBrfH8Hy3zNw7q9AdnioSi/wd0wXhIbmcnt54aetvPuXL6l5RZ9k3hzfWyQ1BeEIaq2KiHhTQFLzSI2Z1ATYkVf3jM2reyfVeUwQmoI2LCwgqVmyYwcZv/0OgMtiZc0rr7Jz9mwyFy9m+VNPU5mVFXB+zvIV/q8dpWWU7NjROIELwhmoqmofFRVbAA9OZzHFxSdXJkyvT8Zkal9n1/OYmPMJCUlDp0skLm4MarW5xhib7SBH1uUUszabhz/++IORI0fW2D9ixAj++OMPAC688EL27dvX2KE1qeztW2vM1DxaZXER2du3BuX+w4cPZ8OGDQH/ffzxx7WOvfnmm5kxYwb79u1jxYoVjBs3rs7rJiUlYTQaiYqKYvv27Xz33XfExJx9K/Yq8nNrzNQ8mtNqoSI/t8HvvX37dhwOByNGjDih8w43gjr8PqSxJ1qcbuo9Y7NFC1+RZ28zKK56urNvLwnY9trcdYwUhJNXZnXyn282sP5AKQoJ7rugPVf3E8XaBeFEeNxe9m/Ow1puJyLeRHK76KDfs11cKMv3Vj9PGNRKwgxqLu4az33niU9qhWbuqBfdHofD/7XX7abi4MGA7unmVq0o3bkTAIVKhSm59gYIgiAcn9d7VO3bE2jscyJUKiPx8Rcfc4xOF3/MbaFpRERE8Msvv3DfffcF7P/ll1+IiIgAwGq1YjKZmiK8JmMpKz3+oBMYd6JCQkJo06ZNwL6soz4IPOzCCy9kypQp3HLLLVx88cVERkbWed1///2X0NBQoqOjCQ0NbdCYTyfOqmMnNU903Ik4XALgRG3fvh2Ali19pQzbtm3r3yfUdMLNg4RTI8syXmvgiwxdW3PTBCOcsTIKfU2CskpshGhVPH91VwakBT8hIwhnmsydhRQcLAPAWm7HYNISmRDcF4aDWkfx2bIM//b5nWJ549oeQb2nIDSUiHbtaH3Jxez9ZR4ak4nEwYPZ/+uvgG92Z+ShpVWHdZ08CbXJRFV+Pqnnn4cpSdRrF4STZTS2pqIiGZstE4VCR0TEgCaLJSSkNbGxY7DZDqLTJWIydWiyWIRqTz75JLfffjuLFi2ib9++SJLE6tWr+fXXX3n//fcBWLBgAUOHDm3iSBuX0Vy/Eij1HRdMSqWSG2+8kVdeeYXffvvtmGNbtmyJ2WxunMCaMY0hpEHHnYi0tDT0ej1///03t956a73Pe+ONNwgNDfXPsL7++uu59tpr+emnn2rU2ZRlmYqKirO6zqZIbDYySZLQtjHj2FMGgDJGjyrK0LRBCWeU1XuLeezbDVjsbuLNeqaN60mrmJq1jwRBqFt5kRVLqQ1ruT1g/5Fd04MltyLwnnaXWCkhnF663XYbnW+5BYVKhSRJxPbsiTU/j4SBA9EdmhF0mFKrpfPECU0UqSCcWSRJRULCVVRW7kSWHahUTTvrzmRqh8kkVho0J5MmTaJjx468/fbbzJkzB1mWad++PUuWLGHgQF/X7wceeKCJo2x8iR06YYyIOuZydFNkFIkdOtV5vDE999xzPPTQQ8ecrSlUC42NRxMScszl6JoQI6GxDT+zXKfT8cgjj/Dwww+j0WgYNGgQhYWFbN26lVtuuQWAsrIy8vLycDgc7Nq1iw8++IAff/yRzz//3J+Yvuaaa5g7dy7XXXcdTz75JOeddx7R0dFs3ryZ6dOnc/fdd3PZZZc1ePynC5HYbAKRN3bEsiIH3F5CBiSIxkFCg5m7JpPXft2OxyvTJdnMK9f1IDxE1NMUhBNRklvJjtWZgG9VrSSBLINGpwr6bE2AEe1jeCNEQ7HViVIh0adlOO8v2UvH+FDOaStmXgvNn7OykoN/L0Rl0JMyYgQJA5tu1pggnG3KytZTXLwYgNLS1SQn34BSeXJLIesiy15k2V2jsZBwehg0aBCDBg1q6jCaFYVCybkTJ/Pz6y/WOWb4hMlBaRx0MjQaDVFRUU0dxmlDUiho1X8IO/7+vc4xrfoPbvDGQYc9+eSTqFQqnnrqKXJycoiPjw9o4HXTTTcBviRoYmIigwcPZvXq1QHd7iVJYtasWXz44Yd8+umnPP/886hUKtLS0hg/fjyjRo0KSuynC0k+XJX0NJSVlUVycjKZmZkkJYmGCsLZy+OVeeuPncxe6SvMPrprPP+5pBNadfN48hWE08neDTnkHyjzb8e3isAcE4IxXI9a0zifB+ZX2Fm5rxilQuLB7zb6Z21OH9uNy3uI5zuh6VUcPIikUNZYOu51uVg49R4qDviej5KHD6fPQw82RYiCcFax2/PJz/8Nlyuwln9c3CUYjW3qOOtk7pNHTs4cvF47RmM7YmMvFA0tTjMej4cff/yR7du3I0kSHTt25JJLLkGpFO8bdq9azsIZHwbM3DRFRjF8wmTS+g1swsiEhlCcsZd9K/8NmLmpCTHSqv9gIlNbN2FkwqkSMzYF4TRndbh56vtNLNtVCMDkc9tw0zmtxItMQThJIWY9HJHYDIsOITy2cZfzxYbquLR7Ip8s3R+wFH3B1nyR2BSa3MYPPmTvTz8B0GHcODqMu95/zJqX509qAuStXl3rNbweD7t/+IHKrCyShpxDXJ/ewQ1aEM5gHo+d7OzvkGXnUUcUtXYsPxX5+X/i9fpKplgsOzEa22M0ioTA6WLPnj1ceOGFZGdn065dO2RZZteuXSQnJzN//nxatz67v5dp/QbSuk8/X5f0slKM5nASO3RqNjM1hVMTmdqaiJSWvi7pVVY0hhBCY+ODNlNTaDwNltjcuHEjPXv2xOPxNNQlBUE4jtwyGw/OSmdvvgWtSsFTV3RhRKe4pg5LEE47Xq+M4lBZkLjUcGRZxlJiwxxjJCKucZOaf2zN45N/9xNl0nBJt4SAY1tzKxo1FkE4mrOy0p/UBNjx9de0u3YsikMzffRRUWjNZhxlZQCY63iTvP2rWeycPRuAzIWLGPbGdMLbNNysMkE4m7jdlTWSmpKkITZ2NFptwy5X9XgsAdt2e84xE5sORwGVldtRq8MIDe0mPnhvYlOnTqV169asXLnS3wW9uLiYG264galTpzJ//vwmjrDpKRRKkjt1beowhCCRFArC4kWjwjNNg87YPI1XtQeNx+Kk+PNtOLMs6NqFEzmuA5Kq+hMB2SuLGpvCSdmSVcbDX6+nxOIkwqjh1et60CnJ3NRhCcJpZ//mPHL3laDWqmjfLxlTuJ74lhHQsvFjySyp4q5Z6bg8vufTSps74PiB4ioq7S5MOnXjBycI+Jr9KLVaPA4HAGqj0Z/UBFDp9Qx56UV2z5mLSq+n/fXX1Xqdst27/V/LXi/l+/aJxKYgnCSNJhyNJhKns/jQHgXx8RdjMLRo8HvpdPFUVe33b+v1da8icLnKycr6Bln2Nd5zuy1ERg5u8JiE+luyZElAUhMgMjKS//u//xN1NwVBOG3VO7F5xRVXHPN4eXm5+ASuFpWLMnEerATAvr0E69o8jP0T8NrdFM3YijOjAk2LUKImdkKhF5UBhPpZsDmX537cgtPtJS3OxKvX9SDO3LCF4QXhbFBZUkXuPl89MpfDzf7NeXQ9pwkymofkltv9SU2AXQWVAceTw/UYteK5Qmg6So2Gvo8+yqYPP0ShUtL9jjtqjAlt0YJe9917zOvE9e1L/rp1gC8ZGtWlSzDCFYSzgiSpSEwci8WyE5AwGjugVAbnA7CYmFHk5/+Oy1WCydSBkJC6nzMdjnx/UhPAZssKSkxC/Wm1WiorK2vst1gsaDSiGZQgCKener87+uWXXzjvvPOIjY2t9bhYgl472e0N3Hb53rBaluXgzPAtKXQeqKByaTZh5zX8p6rCmUWWZT5ZvJePF+8FYHC7aJ69sisGkegQhJNSY51BE6886JoURufEULZk+54fdKrAmk63DhH1c4WmF9+vL/H9+gInv1qn9cUXoY+OwpKZRVy/vhjj4xsyREE46yiVOsLCugX9PiqVgcTEY094OUyrjUWS1P7k5rFmdwqN46KLLmLy5Ml88skn9O3r+zu+atUqbrvtNi655JImjk4QBOHk1Dsb0qFDB6688kpuueWWWo9v2LCBefPmNVhgZwrTOUnYd5biKXOgTgghpI8vMSx7j3oj4BHL+IVjc7g8vPDTFv7cnAfA9QNTufO8tihFKQNBOGmhEQZiUswUHCxDqVLQolPtH941Fp1ayT0j0pi16iAGjZKyKhcHSqr8xzsmhDZhdIJQzWmxsPLZ5yjeto3o7t3p/8TjqHS6E7pGQv/+0D9IAQqCcMIqKrZSUrIchUJDTMxodLpTe05Uq8NIShpLZeUO1GozoaFiZnZTe/PNN5kwYQIDBgxArfbN6nW73VxyySX873//a+LoBEEQTk69E5u9evUiPT29zsSmVqslJSWlwQI7U6gi9cQ92BuPxYUyVOOvp2kcEI9tSxHu/CpUMQaMgxKOc6XmzWW3s/jzjynJyaLDkGF0HTG6qUM6o5RanTz89Xo2Z5ahVEg8NKYDl/VObuqwBOGM0KZHAqmdY1EoFf4GQk1l3qYc7pq1PmBfqF5Fhc2NUoJ/dxXSJzWijrMFofHsnjOXoi1bAChIT2ffvPm0verKJo5KEIST5XZbKCj4k8NrGfLzf6NFi4mnfF2tNgatNuaUryM0DLPZzE8//cTu3bvZsWMHsizTsWNH2ogax4IgnMbqndh8//33j7ncvEOHDuzfv7/O42czSaVAZdYG7FMaNcTe0xNvlQuFQX3aNxD6Z9ZnbPr7dwCytm8hIiGJpA6dmziqM0NGoYUHvkonu9SGSafipbHd6d0qsqnDEoQzikqtPP6gRrBwR0GNfRWHGgh5ZHhz4R5GdIilW7K5kSMThEBeV2AHZkdFBbIsk7tiJa4qK4mDB5/wDE5BEE6ey1VORcVmFAotYWE9UChOrEyR1+vkyAItXq/d/7Useykv34DbXYnJ1BGtNrre17Xb8yko+BOv10Fk5CBMpg4nFJcQHGlpaaSlpTV1GIIgCA2i3s94Wq32+IOEEyIpJJTGM6NIc1l+XsB2eUG+SGw2gPSMEh6dvZ4Km5vEcD3TxvUkNdrY1GEJghAkXRPDmJOefcwxFXbXMY8LQmNofeml5CxfgTU3F4A9c+dSvm8fBenpAOybN5+hr72KQiVqQAtCsHm9TrKzv8HttgBgsewiKen6E6rJrNFEYDS2x2LZAUhERAz0HysqWkJ5uW81QUXFFlJSJqBS1e/1aH7+r7hcpYe+/gO9PgWVKqTecQmn7v7776/32Ndffz2IkQiCIARHvV9tPvXUUzz66KMYDAYASktLCQ8PD1pgZwPZK4NHRlIrmjqUeqsoLGDf+rVEJCSS0rkbJTnZeFxOOg8byYGN65FlL8aISFK79QTg4JZN7EtfTWzL1nQYMryJoz+9/LYxhxd+2oLbI9M5KYxXr+9JeMiZkQgXBKF2EwamAvDrljyQYUDrCL5adZAii292XM8UM/3FjG2hGTBERdHr/vv456GHAZA9Hgo2bPAfL921C0tODqGiTJEgBJ3LVeZPaoKvG3lR0UKio0ec0HXi4i7E4eiLQqFBra6u6XxkN3Ov14HDUVjvxKbHYz9iy3toZqhIbDam9evXH38QiOaEgiCctuqd2HzhhRe46667/InNFi1asGHDBlq1ahW04M5k9l2lFH+1HdnpwTQsmbBRqU0d0nFVFBXyxX/uxV7p69Yb1aIlRQd85QfS+g5k3EvTKcvLIbljFwxhZnJ27eD7F55A9vo6w7scDrqOFLU3j0eWZT5evJdPDnU+H9Eplicv74KumSyVFQQheCRJYuKglkwc1NK/b8rQ1qQfLEWvUtE9xSwahgnNhsZkCthWabW4bTYA1MYQdBGiHqwgNAa12oxCocfrtfn3Wa0ZRNd/xbifVhvl/9rrdVBWtgG32+rfJ0mqE1qKHhHRn6KiRQAYje3RaMTEmMa2aNGiEz4nKyuLhIQEFIrTZwLO6WrixImUlZXx448/BuxfvHgxw4cPp7S0FLPZzAcffMC7777Lnj17UKvVtGzZkmuvvZZHHnnEf05FRQUvv/wyP/zwAxkZGZjNZjp37swdd9zB5ZdfLpLXzdCwYcNYsmQJABqNhqioKHr27MlNN93EFVdcUWP8okWLePXVV1m1ahU2m43U1FQuuOAC7r//fhITExs7/Gaj3n+pZFk+5rZwYsp+3ovs8IAMlYsycRVWHf+kJpa5dZM/qQn4k5oAu1cvJyTMTLsBQzCEmQHI2bnNn9QEyNy2udFiPV053V6enbvFn9S8cXBLnruqm0hqCsJZ4t/dhVz81lKufn8523J8f28NGhWD20TTKzVcJDWFZiU0JYUut96CJjQUU0oK/Z54nJQRI4gfMIBBzz6LxihKpwhCY1AoNMTFXRCwT6eLO+Xr5uT8SEnJMrze6vcpCoW23rM1ASRJAfieu9Rq8ynHJDSOjh07kpGR0dRhNAnZK2PfW0bVhgLse8t8qyyb2CeffML999/P1KlT2bhxI8uWLePhhx/GYqmeqV1WVsbAgQP5/PPP+c9//kN6ejr//PMPY8eO5eGHH6a8vLwJH0HzIcsynmILnpwyPMWWZpHXmjRpErm5uezZs4cffviBjh07cu211zJ58uSAcR988AEjR44kLi6OH374gW3btvH+++9TXl7OtGnTmij65kEUPmoqzeAX6ERFJiYjSVKdv/xqnT5gO7pFy4DtpA6dghbbmaDC5uKR2etZn1EqOp8LwlnI4nAz5Yt1VDl9jfpu+3Id/zzsK+FRbHFw+1fpbM+p4PxOcbxyVVeR5BSahbQrriB5+HDcdjvG+Hhie/Ro6pAE4axTWbmN/Pw/j9ijIDLynFO6pix7sNtr1nxWKOpfFkmWZYqKFnO4KVFp6UrM5h4olfpjnic0veaQ7GkKti1FlP2yF095dYM8ZZgG88Wt0XeOOsaZwfXLL79wzTXXcMstt/j3deoU+N76scceIyMjg127dpGQkODf37ZtW6677jp0oqEfnrxyXNtz4ch69To16g7xKOPCgnLPYcOG0bmzr/fIl19+iVKp5Pbbb+e5557zz6A1GAzExfk+jEpOTqZ///60b9+em2++mWuuuYaRI0eSlZXF1KlTmTp1KtOnT/dfPzU1lXPOOYeysrKgxH+6qPeMTUmSqKyspKKigvLyciRJwmKxUFFREfCfUD/mS1r7a2vqOkehjjY0cUTHF9emLe0G1v4iqecFl6A1BD6G/RvWBmwr1aI+ZF2yS6qY9PEq1meUYtAqmTaup0hqCsJZptLu8ic1AfIqquuSvfHXblbvL6HS4eaH9Cx+XH/sBkOCECzlGRnkrFiBs7ISgAN//81v4yfw5y23svb16cc5WxCEhuZylZGf/zvgPWKvN6Cr+cmQJCVa7ZGzPiVUKhMxMeefwFVkZNkTsEeSxCokoXmybSmi+MvtAUlNAE+5k+Ivt2PbUtREkUFcXBwrV67kwIEDtR73er3Mnj2bcePGBSQ1DzMajajO8mZ+nrxyXOsPBiY1AewuXOsP4skL3ozWmTNnolKpWLVqFW+++SbTp0/n448/PuY5EyZMIDw8nDlz5gDw3Xff4XQ6efjhh2sdbzabGzrs00q9f7plWaZt27YB2z2O+FRelmUkScLj8dR2unAUhUnjX6Zt31KEdV0+Ib1imziq4wuPD6zbEBIeQUJaO/pdMbbGWLvVGrDtOGpb8NmSWcZDX6+n1OokJlTHtHE9SYszHf9EQRDOKPFhesZ0jWf+Jl+X6VsHV896tzrcAWOtzsBtQWgM2UuXsfr//g/Z68UQG8vwN6azbebnyIde+x386y/aXnWlaBgkCI3oyPqXh0mSskFqWSYkXE5ZWTogExbW44S7mQc2Djoc29mdXBGaJ9krU/bL3mOOKftlH7qOkUhBWDEzb948jEeVbzkyr/L0009zxRVXkJqaStu2bRkwYAAXXnghV111FQqFgqKiIkpLS2nfvn2Dx3YmkGXZN1PzGFzbc1HEhgalDmlycjLTp09HkiTatWvH5s2bmT59OpMmTarzHIVCQdu2bf0lIXbv3k1oaCjx8fENHt+ZoN7PLCdTdFiom2NvORyRA7bvLDktEpvdR41h9+rlFB3MAMBaWsLu1SvweDz0vuhyti75G3NMHH0uvZJeF17KvnWrsVVWoFSpKMjYi8ftRnmWf1p0pL+35vHsnM043F7axpuYdn1PokPFMgFBaGxej5fsPcU4bS5iUsyYIppmFv01vZM4WGQl0qjlliMSm5OHtmLJrkKKrU46xIdyWY+ztzi40HT2//G7/0PZqvx88tetQ6U/YkmpQoFKK57DBKEx6XRxaLUJOBw5/n2RkcMaJIGoVOqJjBx00udLkgpJ0iDLzkOxJh2quSkIzYtjf3mNmZpH85Q7cOwvR9fa3OD3Hz58OO+9917AvlWrVnHDDTcAEB8fz4oVK9iyZQtLlixh+fLlTJgwgY8//pjff//dXzpANAeqnbfEWnOm5tHsLrwlVpSRDV8fvH///gHfmwEDBjBt2rTjTgo8PHnw6K+Fmur9jDd06NBgxnHW0SQF/sKok06PGXqG0DD6XHQ5v70buNysOPMAP7z4FB6X7w+GrbKC4RMn0+fSK/nny8/wuN1s+2ch0Smp9L64Znevs40sy3y5LIN3FuwCYHC7aJ69sisGrUj6CkJT2L8ln/yMUgAKs8rpfm5rdIbGLZ+RU1bFxE/XcLiq1eTP1/LDHb43lO3jQvn5rkH8ujmXLolhhOrUjRqbIAAYYmICt2Nj6XXfvax5bRoui4UON4zDEBtTx9mCIASDJClJSrqaqqpMPB4ben38STXpsdlyKCtbi1KpIzJyMErlqX/AV1GxyZ/UBE6om7rQtM62BIq38thJzRMdd6JCQkJo06ZNwL6srKwa4zp37kznzp258847Wbp0KUOGDGHJkiUMHTqU8PBwtm/fHpT4TnuOeq50qu+4RuDxeNi9ezd9+vQBfLVSy8vLyc3NFbM2a3FKWRRZllm0aBE2m42BAwcSHn7qSx7OFupYA5JehWzz/fJ4yh1NHNHxuZwO0uf/xMq539Q4pg0xUl6Q79/O27sbAPsRndoALKUlwQ3yNOD2eHlt/nZ+XOd7srq6Xwr3jm4vGoEIQhOylNr8X3s9MlUVjkZPbM7flMuRpfo3ZVfX+imvcnHNByvJLvPF+dxlnbmxf4tGjU8QutxyC16ni8qsLFJGnEvUocYFoz7+qF7nez0etn3+BaU7dxLbuzdtr7oymOEKwllDkpSEhKSe9Pkej43c3Dl4vb6kjctVSWJiQ/x+eo/aFq91TxdnW/Mghal+r/nqO64xdOzYEQCr1YpCoWDs2LF88cUXPP300zXqbFqtVrRa7dlbZ7O+k4eCNMlo5cqVNbbT0tJQKuuuOTxz5kxKS0u58krf3+KrrrqKRx99lFdeeSWgedBhZWVlZ3WdzXp/58rKyrjnnntIT0+nf//+TJs2jQsvvJDly5cDEB0dzYIFC+jatWvQgj2TOHOt/qQmgGNXaRNGc3x2q4UFH73NrhVLaz1esH8vSrXaP2OzVU/fJwsdhwxnw4LfcFotaENC6DxsZKPF3BxZ7W4e+3YDq/YWI0lw7+j2jBXJCUFocuGxRqzlvlpgKo0So7nxO7aWWgNnASiOmC3x1aoD/qQmwLdrMkViU2h0aoOB3g/cf9Ln75kzl13ffQdA4aZNGGJjSBoypKHCEwThJLndlf6kJoDT2TBNUkJDu2Kx7MLhKECtDic8vFeDXFcIvm3bttXahOZMpW0ZhjJMc8zl6MowLdqWwemcfTy33347CQkJnHvuuSQlJZGbm8vzzz9PdHQ0AwYMAODFF19k8eLF9OvXjxdeeIHevXujVqv5999/eemll1izZs1Zm/hSRISATn3s5eg6tW9cEGRmZnL//fczZcoU0tPTeeutt5g2bZr/eFVVFXl5ebjdbrKzs5kzZw7Tp0/n9ttvZ/jw4UB1nc677rqLiooKxo8fT2pqKllZWXz++ecYjcaAa55t6p3YfPDBB1mxYgXjx49n3rx5jB49GlmWWbFiBQqFgocffpjHH3+cX375JZjxnjHU0QYkrRLZ4auroGnGS9H/eP9Ntiz6E46zJCE8IZEOg4YRFhNHuwGD8bjdLJr5EU6rBZVGy6jb7iEqJbVxgm6G8stt3P9VOnvzLejUSp69qivntBdL9gShOUhuH43eqMFhcxGVGIZG1/ifaHdPMQdsx4dV1ypcuifwTaZaKWa9CM1PVWEhZbv3ENa6FSGxNeuGW3JyjrntrKxEoVaj0ok6nYLQmDSaCDSaKH9C02hs1yDXLS/fhNNZjlodQVzcRahUzff9ztnCarXyf//3f/z9998UFBTg9QbOqt23bx/gS6KcTSSFhPni1hR/WfdSbvPFrYLSOKg+Ro4cyaeffsp7771HcXExUVFRDBgwgL///pvIyEgAwsPDWblyJf/3f//H888/z4EDBwgPD6dLly68+uqrhIU1TVK2OZAkCXWHeF9X9DqoO8QHrQTD+PHjsdls9O3bF6VSyd13383kyZP9xz/66CM++ugjNBoNkZGR9OrVi2+++YbLL7884Dp33HEHbdu25bXXXuPyyy/HZrORmprKRRddxP33n/wHz2cCSa7nPPPExERmzZrF0KFDyc7OJjk5mYULFzJs2DAAVq9ezSWXXEJeXl4w4w2QlZVFcnIymZmZJCUlNdp9G4ozqxLr6jwUJg2hw5KQ1HVPRW4qObt28PWTD9bYb4yI5PJHnuHb/z6Ko8rXjbHvpVcx5PqJeL0e0uf/RMam9RzYtN5/TnLHLlzz9EuNFntzsiOnggdnpVNU6SDSqGHauJ60Tzh7n1wEoTmRZZmsXUVYSm2YY43Et4xo9Bi8XpnHf9zM16sz/ftSwvX888i5ADz6wyZmr6k+9sbY7qKBkNCsVBw4wJIHH8JltaLS6xny0kuEt00LGFO4aRPLnngSr9uNymBg2OvTCE1JoSq/gM2ffkL2v0tRqNX0eehBEgcPbqJHIghnJ6/XgcWyG4VCi9GYdvwTjsPhKCAz80v/tk6XRFLSNad8XeHUXHfddSxZsoQbb7yR+PiaiZx77rmniSJrHmxbiij7ZW/AzE1lmBbzxa3Qd45qwsiEhuDJK/d1Rz9y5qZOjbpDPMq44Lw3HzZsGN27d+eNN94IyvUFn3pPScnPz6dt27aAL8mp0+kCPslJSUmhsLCw4SM8g2mSTGiSTHgdbtzFdlSRumaV3CzNy2HVnG8D9kkKBf0uu5ou544iNDqGa//7MtuXLiY0OpauI0YBsOK7WaycU7MOp/osnYGxfHchj3+7EZvTQ6sYI6+P60lcEyxzFQShdrn7Ssjc4Xv+Ks23oNGqiEwIbdQYPl+REZDUBEiNrm4y99CodmSX2didb+HibvEiqSk0O5mLl+Cy+j7odNtsHFy4sEZiM7prV859+y3K9+0jskNHDLExFG3ewtInn8Tr9L2J9LpcbHz/A5HYFIRGplBoCQ3t3GDX83oD+we43ZY6RgqN6bfffmP+/PkMGnTy3e7PZPrOUeg6RuLYX4630onCpEHbMqzJZmoKDUsZF4YiNtTXJd3hBq0KRUTIWdcs60xU78Sm1+sNKG6qVCoDfgDED8PJcRVWUfjhJryVLlRReqKndEXZDIoS2yormP3Uw1SVlwXslySJQWNv9G9HpaQy5PqJAWNy9+wK2Faq1YTHJzJs/K3BCrfZ+iU9i//7ZRser0zvVhH839juGEU3Y0FoVmyVgW++qiodRDZyDLsKAt/wpcUYee2q6prVkUYtX9zSr5GjEoT6O7obel3d0UNTUghNSfFv7//tN39S8zDpGMX0BUGo5nJVYrXuRqUKxWhsc/wTGpFCcXRX9bOrGU1zFR4eTkRE469MOZ1ICglda3NThyEEiSRJKCONxx8onFZOqIjYxx9/jNHo+yFwu93MmDGDqCjflOzKysqGj+4sYFmWg7fSNxXaXWTDujaf0OFNX9OkOPNgjaQmQEK7Dsc91+2oThJIkoLxL79FROLpVyrgVMiyzCeL9/Lx4r0AXNAtgccu6YRapWjiyARBOFpkQij5B8tABoVSIiKu8WuAXdA5jtmrD+KVffUzp4/tTkzo2TnLXTg9pZ5/Pta8fAo3bCCyUydaX3JJvc7TRwV+jKDU6eh5z9RghCgIZxS3u4qsrFl4PL6Z0hERg4mI6NvEUVWrqtoXsC3mwDQPzz33HE899RQzZ87EYDg6+SwIQkNbvHhxU4dwVqh3YjMlJYWPPvrIvx0XF8cXX3xRY4xwYhRHNahQ6JvHLIWIpGR0plDslRUA6EPDaN2zDyMn3UXe3t38O+szQOKcG24mtmXrgHMLD2b4v5Zl71n3Ssbt8fLKvG38nJ4NwIQhLbltRJqY1SwIzZQ5xkjXc1piLbMTGmlAb9I2egw9U8KJCNFQZHHi8si8vmAnn06sfoP64T97mbXqIMkRBl67uhuxIukpNDOSQkHniROACSd0Xvvrr8deWkb5vn3E9etLp/HjgxOgIJxhHI5cf1ITwGLZ1awSm5WVOwO2jcb2TRSJcKRp06axd+9eYmNjSU1NRa0OXEmWnp7eRJEJgiCcvHonNjMyMoIYxtnLNCwJV64FZ2Yl2rbhhPSJa+qQAHA7nXQeOoLi7EySOnSm15hLUarUyF4vc1/+r38259yX/8uU92YGJO0iEhLJ27sbAK0hhBCzuQkeQdOocrh54ruNLN9dhEKCBy7swJV9RcJfEJo7o1mPsQlr367YW0yRpXo57sIdheSU2Ugw60k/WMqLv+4AIKO4imd+3sp7N/RqqlAFoUGpdDp6P3B2d/IUarLb8yktXYUkqYiMHIJaLbppH02tjgAUgK+rtctVgstVgVrduDWi66JSGTiyykRDNCQSTt1ll13W1CEIgiA0uBNaii40PIVORdRNDVeouyHYKiv4+okHsJSWABCT2pryggJWfD8L2esNWKJuLS3B43Kh0lTXBb34/v+w5PNPsFaU0f+KsWgNIY39EJpEscXBg1+lsz2nAq1awXNXdeOc9rXXGBMEQThSXFjNGZhe2VePrOioGqDFFmeNsYJwurCXlOC0WDAlJ4uVDGcJWfZQUrIKp7MYo7EtJlO7Y473el3k5PyA12sHwOUqJSpqOA5HLjpdEjpdbGOE3expNOHo9UnYbAcBkGU3VutuzObm8cFXdPQI8vN/x+22YDZ3R6sVr4mbg6effrqpQxAEQWhw9U5sXnjhhXz99deEhYUB8MILL3DnnXdiPjQbr7i4mCFDhrBt27agBCo0Dq/Hw6q53/qTmgB7165k278LqSzydQ1Wa3W4HL4Xm52GjghIaq7+6Xv2pa+hLC8Ha1kp8994hSsfe5a4Nm0b94E0soNFVu77ch3ZpTbCDGqmXd+Tzsnmpg5LEITTROfEMHQqBXa317+vwuaGcBiSFk3XpDA2ZZWjUSq4dUjLJoxUEE5e1j//sua115DdbuIHDKD/448hKUTt6TOR01lKZeU2VCoTbnclpaWrAA41ujGi1yf6x8qyl4qKbUiSApOpLR5PlT+pCeBwFJKd/Q2+5jMKkpLGotPFN/Ijap50unh/YhNApWq82ZputwWXqwKtNhqFomZjTLU6jKSksY0Wj3Bi1q1bx/bt25EkiY4dO9KjR4+mDkkQBOGk1Tux+ccff+A4oinMyy+/zHXXXedPbLrdbnbu3FnH2cLpoKqinG//+x+Ksw4G7I9KSWXHsiX+7cNJTYDYVtXLSnYsW8K/s2YEnGu3Wlj90/dc8sBjwQm6GdiSWcYDs9Ipr3KREK7njRt6kRJ1dsxSFYQzjdcrs29jLuVFVkIjDbTuFo9C2TiJl36tIlmyy/cBUrhBTWK4b2m8XqPk2ykD2JpTTmyojqRwUexfOD1t/+pLZLcbgNwVKyjdtYuI9qLu3pnG7baSlfW1PzmpUoUFHHc6i/yJTbfbwsGDM/B6fTPRKyq2kJh4FTpdAnZ7DgBqtRmX6/AH7l6s1v0isXlIeHg/PB4bDkcBISGtG3S5t9NZSlVVBlptFHp9YGNTmy2LnJy5yLILtTqcpKRrUSqbrpyLUH8FBQVce+21LF68GLPZjCzLlJeXM3z4cGbPnk10dHRThygIgnDC6p3YlA8tiatrWzi9FWcd5MvH7gvoaA7QdeQFDBt/C7bKCg5sWl/jvC2LFtBj9EUAlObl1Hptjf74b8ItpSVsXfwXOqORLueOQqFsHk2UjuefHQU8+f1GHC4vHRJCeW1cTyKNjd94RBCEhpG3v4SCg2UAFFaVYzBpSUyLapR7v3ldD978ezflNhc3D2pJmL56BoxOraRXi4hGiUMQgkV1VGkalejIe0ZyOAoCZlzKcvVMdIVCg8HQwr9dWrran9QEsNuz8HodJCRcidW6G0lS4/HYKCz8yz9Gq43G5SpDkjSoVGf3z5BCoSImZmSDX9fpLCUr6yv/9yY29gJMpg7+42Vl65FlF+ArFWCx7CYsrGuDxyE0vLvvvpuKigq2bt1Khw6+7+m2bduYMGECU6dO5euvv27iCAVBEE6cqLEpAPDd80/USGrqTKEMu/EW1FodF933H+a8+CS5uwNn5YbFVtc5attvEGt/mYvTVoUkSai1OqJTWzL4Ol+H050rlpK/fw+tuvcmqWN1XVGX3c7spx6ivCAfgNzdOxl9x33BeqgN5ofVB5n263a8MgxMi+L5q7th0IpfKUE4nbkc7sBtp6fR7h2mV/PkRR0b7X6C0Nh63jOVNa+8iqOsjLZXX0VoimiudybSaqNQKDT+pJhen4hCoUWSICysJ2q1GfBNkrDb8486W3ForAKTqfrvoSx7sNtzMBhaYLXuIy/vF0BBTMz5aLVRWCx70GgiMJnEDOCGYLMdCEg4Wyy7AxKbSmVgXeijt4Xm6/fff+evv/7yJzUBOnbsyDvvvMP555/fhJEJgiCcvHqvr5MkqUaRd1H0/cyQu2cX1iNqah520T2PoNb5Xqj8Mu2FgKSmQqmkZY/ejLz1Tv++yKQUxr/yJhfe/SATXnuHu2d+x7X/fQVjeARbFv/FvDf+jzU/fc+3zz1Gzq4d/vNKcrP9SU2AjI3pwXiYDUaWZd77axevzvclNS/umcgr1/UQSU1BOAPEtghHrfXNGFdplMS2MDdtQIJwBglLTWXku+8wZtZXpF1+eVOHIwSJSmUiMfEawsJ6YDb3xmLZQ0XFRsrLN/qXlwNUVGzG4cg96mwvVuveGtc0m3sQFzcGnS6Bysqt/rFFRf+QlTWb0tKV5Of/SlnZuuA9sLOIRhN1zG2FInCmrNttCXpMQsPwer2o1bXVRFXj9XprOUMItokTJyJJErfddluNY3fccQeSJDFx4sSAsUf/N3r0aP85qamp/v0Gg4HOnTvzwQcfNNbDERrJsGHD/N9nhUJBbGwsV199NQcOHGjq0JrECS1FnzhxIlqtb5mt3W7ntttuIyTEt6zIcdRsP+H0kf7rTzX2dTznXFp06Qb4am8e3LKx+qAkcdsHX6A3heKy2wPOC4uJIywmrsb1Mo84X/Z6ydq+hZyd29iXvoaolFTUOj0uuw2AuDbH7pbZlFxuLy/+vJXfNvpemN86rDW3DGstkvyCcIbQhWjocW4bqiwO9EYtas3pURZDEAShOdFqY4iOjqG8fCNQPRO+omIroaGdAHA6i2s91+Ox1nldSVIBEr5GQuD1OoDqmfVVVQeaTVfw05len0Rs7IVYLLvRaqMID+931IjA1Q0ej63xghNOybnnnss999zD119/TUJCAgDZ2dncd999jBgxoomjax5k2UtJ2S4cjjK0WjMR5rZIUnDrrScnJzN79mymT5+OXu+rV2u32/n6669JOWp1w+jRo/nss88C9h3O0Rz27LPPMmnSJCwWCzNmzOC2227DbDYzdqxo6CV7PBRt3Yq9pARdRARRnTohNaMyeE6nE80RzZmPZdKkSTz77LPIssyBAwe49957ueGGG/j333+DHGXzU+/E5oQJEwK2b7jhhhpjxo8ff+oRCY1OZ6rZQdEUWf3JrC7EiDEyCktxEQAR8YmotFq+e+4xDm7ZRHhCElc9/hyhUXUXm07s0Ilt/y4CQJIUeD0ef6OhzG2bA8a2HzjkVB9SUFjtbh79ZgNr9hWjVEg8enFHLu6Z1NRhCYLQwFQaJaERjV+37ft1WazcV0zflhFc0zv5+CcIgiA0Ea/XidfrQqU6drNEjSbwtaHdnkVh4d9ER4/A46mqMV6lCiMkpG2d11OrQ4mOHk5h4WLAy5FJTUA0FWpAJlP7Opf2h4Z2pbJyOx5PFUqlkdDQzrWOE5qft99+m0svvZTU1FSSk5ORJImDBw/SpUsXvvzyy6YOr8nlFaxj2+5Z2B2l/n06bTgd064nLiZ4H5r07NmTffv2MWfOHMaNGwfAnDlzSE5OplWrVgFjtVotcXE1JxIdyWQy+cc8//zzfPvtt/z4449nfWIze9kyNn3wIbaiIv8+fVQUXadMJnHQoKDcc9iwYXTu7Psb+eWXX6JUKrn99tt57rnnkCSJ1NRUbr31Vvbs2cPcuXO57LLLmDlzJsuXL+fRRx9lzZo1REVFcfnll/PSSy/5JxYCGAwG//c5Pj6eO++8s9aZv2eDeic2j/5UQGg49r1llH63C9nlIeyCVoT0jj3+SQ1oyLU3smvFv1SVl/n3rf99HvFp7Wndqy8KpZKrHn+OlT/MRqFQMPCacWxd9BcHt2wCoDQni1Vzv+G8SXfVeY+uI0ajUmvI37eHlj16U5Cxr86xeXt30X7Q0AZ7fA2hsMLO/V+lszuvEr1GyQvXdGNgmugaKAhCw5i/KZcHv/PNbP9+XRZalYJLuyc2cVSCIAg1Wa17ycubjyy7CQ3tTExM3XX59PoEYmPHkJ8/37+vvHwjERGDAxoMAYSH9yU8vA8KxbGbMIaFdae8fGPAjE+DoRUGQwpOZwkHDnyGTpdATMyIQzM8hYam0YSTkjIRl6sMjSa8xvfM47FRWbkdhUKLydQh6LPdhPpLTk4mPT2dBQsWsGPHDmRZpmPHjowc2fBNqE43eQXrSN/yTo39dkcp6VveoWfnO4Oa3Lzpppv47LPP/InNTz/9lJtvvpnFixef8rV1Oh0ul+uUr3M6y162jFUvvFhjv62oiFUvvEi/xx8LWnJz5syZ3HLLLaxatYq1a9cyefJkWrRowaRJkwB49dVXefLJJ3niiScA2Lx5M6NGjeK5557jk08+obCwkLvuuou77rqrzrxcSUkJ3333Hf36HT3D/uwgnu2bgdJvduKp8BXoLp2zG12HCJQhNWufNASvx8O/X88kc9sW1FoNlcVFaHR6wmJiqaooh0Pd7p22Kn585VnaDxyKxqCn+6iLGDP1obovLB//3h3POZeO55wLQFhMLKt/+g6H1YqkUCAfUdMlqUOXU3qMDW1/gYX7vlxHXrmd8BANr4/rSYfEsKYOSxCEICjNt7B/cx6SBC27xmGONjbKfWeu2B+wPWddVkBi0+b08NOGbFRKBZd2T0CtFG8SBUFofF6vi/z835Fl31LkioothIV1R6uNqfMck6kdhYUL8Xp9y5UlSY1CocJobEdVla8WmEKhJyys23GTmocZje0oKVkO+GZ5xsVdQGXlDioqfB+6u1yleDxWwsP7odefeR8SWa0ZhzrFy0RFDcdobNPoMSiVOpTKmrPGZNlNdva3/sSzzZZFbOyoxg5POI7zzjuP8847r6nDaDZk2cu23bOOOWbb7q+Jje4RtET9jTfeyH/+8x8yMjKQJIlly5Yxe/bsGonNefPmYTQGvj595JFHePLJJ2tc0+128+WXX7J582Zuv/32oMR9OpA9HjZ98OExx2z64EMS+vcPyrL05ORkpk+fjiRJtGvXjs2bNzN9+nR/YvPcc8/lwQcf9I8fP348119/Pffeey8AaWlpvPnmmwwdOpT33nsP3aE+KO+++y4ff/wxsixTVVVF27Zt+eOPPxo8/tOBSGw2A94ju+56ZWR38Ao3r/v1J9b+Mqfe43csXwLArlXLufmND9AbTQB0GjaCXSuXkrltM+HxifS74poTiiM8PpHxr7xF9s7txLRoSVl+HpnbNpPUoTNtejefTxk2HCjloVnpVNrdJEcaeOOGXiQ2wRJVQRCCz+uV2bkmC6/H9zd455os+l7QrlFq6GaXBtYny6+srlstyzJXvLeM7bmVAHy/LpPZkwcEPSZBEISjFRf/c6iuZTVJOv6bwPj4iyksXIgvETcUSVISGtoZtToMp7MUgyEVlcpU7zgiIvqj1cbgdlsxGlujUGhxuwNrc1ZVZVBVdYCEhCswGFrU+9rNmdNZitW6l5KS5f7kcn7+r4SE3NFsZqc6nWUBs2krK3cQETEQtbr+31+hYb355pv1Hjt16tQgRtJ8lZTtClh+Xhu7o4SSsl1EhtdeouFURUVFMWbMGGbOnIksy4wZM4aoqKga44YPH857770XsC8iIiJg+5FHHuGJJ57A4XCg0Wh46KGHmDJlSlDiPh0Ubd0asPy8NraiIoq2biW6a9cGv3///v0D3k8MGDCAadOm4fH48kC9e/cOGL9u3Tr27NnDV1995d8nyzJer5f9+/fToUMHAMaNG8fjjz8OQH5+Pi+++CLnn38+69atw2Q6u/7mNo9nwLNc2AUtKftxD8hgHJSAKqx+n1afCLfTydJvvmDn8n9O6nx7ZQXlebno2/h+QdRaHdc8/RJOuw2NTn9S1wyNiiE0yvcJf2RSCq179T2p6wTLwq15PDNnM063ly7JZl69rgfmkPoV8hUEoflz2Fzk7i1GoVSQ0CYSSZL8SU0Aj8uLLEND5DXzK+z8tT2fpHADQ9vWLGPRPTmc7LLq7sBD0qKOONfhT2oCrNxXgsfjRQZe/WMn6QdLGZIWzdQRaaceqCAIQh1kWcZi2R2wLySkDRpN5HHP1euTSEmpWYtfr09Grz+5msIhIYF150JDO1JRsemo2p0yVuv+MyKx6XJVkpU1q0ZiWZbdyLInaInN0tI1lJdvRKUKJTb2guMmKNVqE5KkQ5YPlxrwkJPzAy1aTAxKfMLxTZ8+vV7jJEk6axObDkdZg447WTfffDN33eUr7/bOOzWXxQOEhITQps2xZ2k/9NBDTJw4EYPBQHx8/Fnf6NZeUtKg4xrakXUzAbxeL1OmTKn19/HIZlJhYWH+n4U2bdrwySefEB8fzzfffMOtt94a3KCbGZHYbAaM/eLRd4xEdntRheuCco9l337Junlz6z2+15jLKMnJZv/6NQCERscQkVjdKGf3mhX8/cl7SMDISXfSulfzmWXZEGavyOB/f+xElmFo+xj+e2VXdKI7siCcMbxemS1LM3BU+eoNVZZU0WlQKgmtI8jZ63tRk9Q2CoXi1F8IFlscXPL2UvIrfG9GH7+wA5POCXxD/sa13amwu9iWU0H/VpE8Pqaj/5hOXXPJk8sr8/mKDD74x1eveE1GKUnheq4QDc0EQQgSmy2zRsMfpbJxynXUxeWqoLx8IwqFBrO5JyEhramoCGxKeaxl8qcTuz2rRlITQKUyc+DADAyGVGJizmvQZbJ2ey7Fxb7uum53BUVFC4mPv/SY5ygUWhISLiU7+xv/PperhAMHPkWniyc6eiQKRXBKbgm1279///EHneW0WnODjjtZo0ePxun0lagbNerkSzhERUUdN/l5NtEdNaP1VMedqJUrV9bYTktLQ1nHsveePXuydevWE/4eHr6ezWY7zsgzj0hsNhNKU3BnAhZnHTyh8UqVissefoItixZgq6ig09ARaPS+Jdget5tf33wNt9P34mr+/17lrhnfoFCc/ok/r1fmrT938vUKX82nK/skc/+FHVA2QHJDEITmw2l3+ZOaABUlvhcAqZ3jiEkJBwkMpoaZPb/2QKk/qQkwf3NujcSmWqngi1tq/4DIbNBwQec4ftuSB8Bl3RPQqZUcKA5MMBwsqdlhWBAEoaHIcs1SSYfrZjYFr9dFdva3uN0VgK/upMORfdQoCYVCjc2Wg1ptOqHl7s2NRhMFKPB1g/c1TJJlDzab7zVrZeVWdLp4wsIabhmlx2M7art+zzN6fSI6XRJ2e5Z/n8tVhstVhkoVRmTkwAaLURAaQoS5LTpt+DGXo+u0EUSY2wY1DqVSyfbt2/1f18bhcJCXlxewT6VS1bpsXfCJ6tQJfVTUMZej66OiiOrUKSj3z8zM5P7772fKlCmkp6fz1ltvMW3atDrHP/LII/Tv358777yTSZMmERISwvbt21mwYAFvvfWWf1xVVZX/ZyE/P5/nn38enU7H+efX3dTvTCUSm82Eu8SOK9+KJsnUoElOR1UVq3/6jv0b1p3Qeat/+p7EDp3oOmJ0jWNerwe3y+nfdjudeD3e0z6x6XR7eXbuZv46lDy4Y2QaNw5uedZP3ReEM5FGp0Zv1GCz+P6WhUVXLwExhDZsOZDW0UbUSgmXx9dlrV1szTfWWaVVvP7nLhweL1PPTaNdXOCY927oxer9JUgS9En1fZp8eY9Evl+XhcPtxaRVMaZLfIPGLQiCcCSDoQUGQ0uqqg7P/lIQGtq5we9js+VQUPA7Xq+TyMghhIbW/kbT7a70JzUBnM6CWkbJ5Of/gSw7AQUxMaMIDe3Q4DE3Bq02mvj4y7BYtuNyVVJVta/GmNpmdJ4KvT4FnS4euz0XUGI298Fuz8XlKsdgSEGprLvufELC5VRWbsVqzQiItb7JUaHh3H///fUe+/rrrwcxkuZLkhR0TLu+1q7oh3VMuy5ojYOOFBoaeszjv//+O/Hxga/52rVrx44dO4IZ1mlNUirpOmVyrV3RD+s6ZXJQGgeBrxmQzWajb9++KJVK7r77biZPnlx3LF27smTJEh5//HGGDBmCLMu0bt2asWPHBoz76KOP+OijjwAIDw+na9eu/Prrr7Rr1y4oj6M5k2RZrkc/6+YpKyuL5ORkMjMzSUo6fZffOTLKKfpkC7LLiyJETcwd3VBFnlzdysO8Hg8/v/4ie9euqtf4iKRkHFYr1tLquhI9L7iE4RNr/4Vb8f3XLP/OV8x28LXj6Xd5YPMgu9XCiu9mYbNUEhodg9NWRVqfASR3avhivA2hwubikdnrWZ9Rikop8filnbmgW0JThyUIQhC5HG7yMkpRKCXiUiNQqoL3YnXRjgK+WZNJUrie+89vi0ET+Lni6Df+YUeer45mtEnLskfORVOPePYVWtiWW0GPlHASzaf2vCEIglAfTmcxTmcxGk0UGk3DL9vLyPgEt7v80JZEaupkVKqQGuO8XhcHD870JzdDQlqjUOiorNx6jKsrSE295bSduSnLXsrL11NcvMzfPOgwtTqMxMRra/23OrV7enA4ClAqjdhsByko8HXcValMJCffgFJ57Ocel6uCrKyv8XisKBRaEhOvPmPKA5wuhg8fXq9xkiSxcOHCIEfTvOUVrGPb7lkBMzd12gg6pl1HXEyvJoxMaAjZy5ax6YMPA2Zu6qOi6DplMomDBgXlnsOGDaN79+688cYbQbm+4CNmbDYD1rX5yC7fshKv1UXV5iJCh51cIfXDNv75a72TmgDxbdrRuldffp5W/SlGXJu6p9oPuOo6Og0biSRJmCJrTnv/7e1p7EtfUyOmq554geSODf/p/qnIL7dx35fp7CuwYNAqefnaHvRpdfxC+IIgnN7UWhXJ7Wo28gmG4e1jGN6+9jdysiyzu8Di3y6sdFBW5SQm9Pg1l1tFG2kV3bQ17oQzj+z1suHd98hZsQJz69b0eehBNGdZd02hbhpNZL0aBp2swFmHMrLsqnWcQqEmKWmsv8ZmWFgPZNlznMSmF5stC5Pp9Ji16XQWU1y8HI/HRlhYd+z2HMrL0wPGSJKK+PhL0ekSglK7UpKU2GzZWCy7cLurG9m53ZVUVR3EZDr2zCC1OpSUlAk4nUWo1eENnngVjm/RokVNHcJpIy6mF7HRPSgp24XDUYZWaybC3LZRZmoKwZc4aBAJ/ftTtHUr9pISdBERRHXqFLSZmkLjEYnNZkBl1h5z+0RZy0pZ9PlHJ3RO1rbNqNRqzpsylbzdO0hs34kOg4cd85zQqLoTAgUZtSyP8Xj49r+P1jrDs6nszqvk/i/XUVjpINqk5fUbepIWd+zp/4IgCA1JkiTGdInn5405APRrGUF0A9X3FISTkbl4Mft//RWA/LVr2T7ra7pNqXvJlHD2cbnKcTpL0Onijjtj72gej43Kyh0olTqMxvY1Sv5ERg6msPBvQCY0tAtqtbnOa6lUJiIjBx+xR01ExGBKSpYesU8JeA59LQU1KXuyvF4H+fm/Y7fnodVGo1AYsNkO4PFY/WPs9qwanc81mkgiI4cGteu71bqf4uJ/aj2mVofV6xpKpQ69/vRdXXcm2rNnD3v37uWcc85Br9cjy7Iov3WIJCmIDG/f1GEIQSIplUR3bZ6rSIWTJxKbzYBpWDKeSieO/eUoDGpkj3xKTy6/v/sGsrdmgffDwmLiaNWrD9k7tlFekI/DaqG8IJ+NC36jwxA7F971QN0X//d12LcYUgbA0EdAUfunV2369GfDH/NrPbb0my/oOnI0elPTJhDX7ivmkdkbsDrctIwOYfoNvYgTSzkFQWhku/IriTRquLR7AgNaRXJZj0Tx5kJoUs5KS+B2RUUdI4UziSx78HqduFyl2Gw5hxrA1KzdW1V1kNzcuciyB5XKSFLS9ahU9Zs57vW6yMqajcvlW+Zpt+cQHT0iYExYWFdCQlri9brRaMJP+HFERPQlJKQN5eXrkSQIC+tJZeU2XK5SDIZUbLZsXK4KjMbm0zG4pGQlVuteAKqqrHWOO3r5eXz85ajVwX09fWQdUwCVKhS1OgyTqRM6XVxQ7y00vOLiYq655hoWLVqEJEns3r2bVq1aceutt2I2m4/Z0EQQhBO3ePHipg7hrCASm82ApFJgGppM1YZC3AU2nBkVeErthI488U9f7VbLcTugK1Uqzp04BYB96WuY+/J//cdKsjMBX0Mga1kJxogolKpDPyYbZsHfh8buXwIhUdB3Uq33OHfiFBLadsBWWYFCpWLxjI/wuA8tJZIhY9N6Ett1rDHr026xoNJoUGmC2yX+j005PPfjFtwemR4twnn5uh6E6ht++Y4gCMKxFFY6uPr9FZTbfH8fDRoV1/ZNaeKohLNd8vBh7Js/H0tWFmqjkTaXX9bUIQlBZrNlk5v741HLwCUSEq7CYAgsj1RRsRlZ9s2AdLstWCx7MJu71+s+TmeJP6kJYLHsqZHYBE65BqZWG0FMTPV1IyMH4fHYOHjwc/8syIiIQURE9Dul+5wsj8dOfv5vOBwFhIS09v97nqhgLD0/WkhIK0pKVh76d1MQHT2CkJCWQb+vEBz33XcfarWagwcP0qFDdUmGsWPHct9994nEpiAIpyWR2GwmnFmVyI7qFzVV24pPOLFZlpfL7KcfxlpWesxxIeHVhd4T2nYgLCaW8oJ8ADoMHk5ZXi7fPvsYlcWFRKWkcs3TL6E3mqB4T8B1Kg9s45efH6AkO4v2g85hxC13+GcZSQoFHQYPY/eq5exbv5aOw0awY+kSPC4nCqWSX998FY1ezzVP/x+xLVsD8Pen77Phj3motTouuu8RWvXoc0KPvz5kWeaLpft596/dAIzoFMdTl3dGqxZ1NQRBaHy78yv9SU2ANRklxxgtCI1DGxrKiLfepDIrC0NMjKiveRYoLl5aS0dtmaqq/TUSm0fPzqzvbE3w1VtUKLT+ezVmExm7PTdgabfVuqfJEpslJSv93eUrKjZhMLRBklQ1ZmQeSa2OwOWqfo5QqUwoFMevxXyqVCoTKSk3YrPloNFEBKVhlNB4/vzzT/74448ajXfT0tI4cOBAE0UlCIJwakRis5lQJxhBAg71qHcXVOGxOFEa6z9zcfOiP4+b1DRFRTPqtqn+bZ3RyPUvvM7+9WsxRUaT0rkrf338LpXFhQAUHcxgy6IF9Ln4Cuh4Kax8D1xVoNSydL+O3N2bAdi44DdadO1BWt+B/msf2LSBn1+vbkY04pY7qCgqYM1P3wPgtNnY9s9CYlu2pvBgBhv+mAeAy2Fn8cyPGzyx6fHKTP9tO9+v9s1KvXZAC6ae3w6FQiz5FAShabSLMxERoqHE6gRgYOvmV/tNODsptVrMrVs3dRhCkMmyTEXFZlyu8lqP15Z4jIgYiMdjw+EoxGhMO6El3UqlnoSEqygvT0eh0BERMeCkYz9RGk0EkqT0z47UaGo2vzwZJ1M+yuu1B2xXVe2pMUapDEGpNOF05gHgdpdjMnXBZstEo4kmLm50o5UtUSoNzWrpvnDyrFYrBoOhxv6ioiK0WlHfWxCE05NIbDYT6ig9yjAtnrJDn5a7ZVz5VSeU2KxPzcqIhCTCYgLr4RhCw+g0tHq5juqoJzW15tB2fDe4bSlkrYGEHjhnfh8wzmmzBWzn7d1VYzv+qE7roVG+F8wKReCMSUUDdyazuzw8/cMmlmwvQJJg6vntuG5gaoPeQxAE4URFGrV8f9sAfkjPIjZUx7h+wWsAIQj1VVVYiEqnEzM1zwJlZekUFy85Yo+ETpeIShWCXp+MyVSzgYZCoSY2dvRJ31Oni0Wnu+Ckzz9ZarWZ+PjLqajYjEplOqGkqtfrxGLZhUKhISQkzZ9QLC1de0RjHQlJUhAS0oa4uDHHvJ7Z7Kv7eSxGYxscjiL/tix7MBhSiI09r95xC8LRzjnnHD7//HOee+45wNfA0Ov18uqrrzJ8+PAmjk4QBOHkiMRmM6JrH4F1ZS4AkkZBxd8HsO8oIXR4MgrD8Wvo9Bh9EYUH9rPtn4V1jvHXuTyGfpddTd6eXeTt3UXL7r3pfO751QcjW/v+OzQua9tm7FYLcW3a0rbfoIDrpHTphuI7FV6Pb1lNareetOs/mLL8PDK3biKxfSd6jL7Id9mkZPpfeR2r5n6DLsTIyFvuOG6c9VVe5eTBWevZnFmGWinxzJVdGdFJFDsXBKF5aBVt5KFRovum0DysfX06B//6C4VaTZ+HHyJx0KDjnySctuz2rIDtqKihmM09a4yrqjp4qFO5l6io4YSEtGqkCBuWwZCCwXBidYxl2UNW1tc4ncUAhIS0IT7+EtzuyqO6hcvIsgeLZSeFhaFERw+p85rH68weEpJGZOQ5lJWtw27PBkCh0NTazKkpeDw2rNZ9qFTGoHZkFxreq6++yrBhw1i7di1Op5OHH36YrVu3UlJSwrJly5o6PEEQhJMiybIsN3UQJysrK4vk5GQyMzNr1Ak5HckeGevqXKzr8nFlVXckVcUZiL2nZ72Xm7w5/ipcjuolLildunFw80Y0egOXP/IUSR06N1jMjqoqrGUlmGPja51lmbt7Jxmb0olr3ZaW3Xsd93pej6dBZ2vmlFZx7xfrOFhchUmn4pXretAjVdQGEoQzmdcrixITgnASyvbuZeHd1eVqQhISGPXxR00YkRBsxcUrKS1dfmhLSXLy9Wi10TXG7dv3rn/5tCSpaNnyDhSKs2N+hNNZwsGDMwL2paZOobx8A6Wlq2o9R6HQ06rV7XVe02LZRV7er4C3lnN1pKRMRKXyLReuqNiGy1WG0dgWrbZhls+fCq/XwcGDX+J2+8oXqFShxMdfWuvPjdA85ebm8v7777Nu3Tq8Xi89e/bkzjvvJD6+eSTOBUEQTtTZ8YrkNCEpJYwDEqhcmh2w351XhWxzI9Vj1ib4Zm6uPlTHskXXHgy48lrydu/Caaviny8/4+qnXsDlcLD+91+QJImeF1yKzlj/wu9H0hoMaGup03JYfFo74tPa1ft6DZnU3JFTzv1fpVNicRIbpmP6Db1oFXNyj1MQhOZvxd5i7pqVToXdxdRz07h7RFpTh3RcTreXx+duZnVGCf1bRvL85Z1RKxVNHZZwllIeVYrm6NI0wpmlquogZWWrAVAotMTGjqk1OSXL3oDGQrLsPtTk5ux4G6FU1nydm5MzB6ezsM5zFAo9Xq8DhaLm75Ase8jP/43akpohIW2IjBziT2oChIZ2PLnAg8Ruz/cnNQHc7gqys7+lRYtbUSpre7wyVVUZgITB0KLR6oIKdQsPD2fMmDH06dMHr9f3c7hmzRoALrnkkqYMTRAE4aScHa9ITjOaOAO24iOKiislJH39vlUet5sh10+kZc8+uGw2WnTtwU+vPY/T7qt/mbtnJ3tWr2DNL3MoPODrxpixIZ3rX5jW4I+jKa3YXchj327E5vTQJtbI9Bt6ER0a/M6RgiA0jZd/38GH/+zD4/UtQpi2YBcXdUugZVRIE0dWt4PFVYz9YAW5Fb6/9weKq2gbZ+KWwS2bODLhbGVKSqLTTRPZ8fVstKGh9Lj7rqYOSQgSj8dGaelafxdur9eB211R61hJUhAe3o/S0pUAhIX1QKk8/V9Tud0WbLZM1OoIdLrYGsdl2YskKVAqdRgMraiq2geAVhuHw5F3jCtLuN0l7N//PrGxYwKa7ni9DqqqDvgbGB1JqQwhPr75J5XU6rAa+3w/P5W1Jjbz83/FYtkJgMnUgdjYxq+vKlT7/fffGT9+PMXFxRy9cFOSJDyemj+bQnBNnDiRmTNnMmXKFN5///2AY3fccQfvvfceEyZMYMaMGU0ToHDWSU1N5cCBAwAoFApiY2O54IILeO211wgPD2/i6GonEpvNkHF4CratJf5thU5Vr083//nsEwr+3YldrsLQLooxUx9CoVSiNQS+sZeUSn9SE3zJTrfTiUpT/0ZFzdm89dm89PNWPF6Z3q0ieHlsD0J04kddEM40O/Mqeevv3VQ5PSzcWVDjuNtTczZMc3LvN+v9Sc3DiiyOOkYLQuNod/XVtLv66qYOQwiiioptFBT8ydEzBlWqule1REYOxGTqgCx7msVy6FNVUrKakpIVgAeQiI29EJPJt8LI43GQm/sjdns2Ol088fGXEx9/KVbrXmTZQ0hIKw4e/Nw/a1GS1MiyG4OhBeHhA8jO/hrwzcwsLl7iT2x6PA6ysmbhcpUGxKJQaFGpjERHnx5NgdTqMEJDu1NRseGIfeGo1eYaY71ehz+pCVBZuZ3o6JEoFPVbhSY0vLvuuourr76ap556itjYmgl9ATyyzMoyCwVONzEaFf3NRpRBnmmcnJzM7NmzmT59Onq9HgC73c7XX39NSsqJ1QUWjk2WZSqKq3Da3Wh0KkIjDc1qJrnT6UQTpLyMy+VCra7f399nn32WSZMm4fF42LVrF5MnT2bq1Kl88cUXQYntVIn1bs2QJtGIruOhouISGM9JPO45uTt2ErU5kv4xFzMsdizafUrmv/UaAEPGTSShXUf0plB6XnAJ7QeeQ3SL6hlB8W3anRFJTVmW+WTxHp7/cQser8zorvFMH9dLJDUF4QxUYXNx8Vv/Mm9zbq1JTaUkERvWvGcU7S2wBGxLElzTO7mJohEE4Wzh64JendRUqUIJD+9/3IZAGk34GZHUrKrKoKRkKb6kJoBMZeU2ZFnG4SigpGS5v2GP3Z5LWVk6kiRhNLbBZGqHQqEmMfEqQkO7ERbWgxYtbqF163tJSLiixkxWSfK9BpVlN7m5P9VIagLo9UkkJ49Hr08I5sNuUDEx55KQcBUmU2ciIgaSlHRtrTVXJUkdsJRfqQzx/5ucbf755x8uvvhiEhISkCSJH3/8MeC4LMs888wzJCQkoNfrGTZsGFu3bg0Y43A4uPvuu4mKiiIkJIRLLrmErKzABmDHU1BQwP333y+SmnWYX1hG7xXbuHLDXm7fdoArN+yl94ptzC8sC+p9e/bsSUpKCnPmzPHvmzNnDsnJyfTo0cO/T5ZlXnnlFVq1aoVer6dbt258//33Adf6+eefSUtLQ6/XM3z4cGbOnIkkSZSV+R5DcXEx1113HUlJSRgMBrp06cLXX38d1MfXXBTnVLDuz91sXXaA3euy2brsAOv+3E1xTu0rFhrCsGHDuOuuu7jrrrswm81ERkbyxBNP+GdMp6am8vzzzzNx4kTCwsKYNGkSAMuXL+ecc85Br9eTnJzM1KlTsVqt/uumpqby3HPPcf3112M0GklISOCtt94KuLckSbz//vtceumlhISE8PzzzwPw3nvv0bp1azQaDe3atas1WWkymYiLiyMxMZHhw4czfvx40tPTg/XPdMpEYrMZkiSJyBs6ED25C+pEIxW/ZZA3fR2eCmed58j5TkKP6LCYauxM/t7dAJgiorju2Ve44+NZDJ84GYCrn3yB/ldey4CrrueKx/57SvEWZOxj65K/KS841rKc4HJ7vPzfL9v4aNFeAMYPbsnTV3RBrRI/4oJwJvpjax5OT9297zyyzIKt+Y0Y0Yn5Y2se5XZ3wL7LeyQ266XzgiCcGQITSxJJSdcRGTmwyeJpbE5nSY19Xq+T/fvfITPzS8rL1wccs1h2kpHxCRkZH5KT8yMejw21OoyYmBFERw9Hpaqe7aPRhBMRMRhJUqJUGomOHglAScnaGh3oD7Na9/o7rp9ODIYUYmPPJyKiP0qlvtYxkqQgPv5y9PoW6PUtSEi4olnNjGpMVquVbt268fbbb9d6/JVXXuH111/n7bffZs2aNcTFxXHeeedRWVnpH3Pvvfcyd+5cZs+ezdKlS7FYLFx00UUntHz8qquuYvHixaf6cM5I8wvLuHVLBrkOV8D+PIeLW7dkBD25edNNN/HZZ5/5tz/99FNuvvnmgDFPPPEEn332Ge+99x5bt27lvvvu44YbbmDJkiUAZGRkcNVVV3HZZZexYcMGpkyZwuOPPx5wDbvdTq9evZg3bx5btmxh8uTJ3HjjjaxaVXsztDNFcU4FO9dk4Tzq9bfT7mbnmqygJjdnzpyJSqVi1apVvPnmm0yfPp2PP/7Yf/zVV1+lc+fOrFu3jieffJLNmzczatQorrjiCjZt2sQ333zD0qVLueuuwBJBr776Kl27diU9PZ3//Oc/3HfffSxYsCBgzNNPP82ll17K5s2bufnmm5k7dy733HMPDzzwAFu2bGHKlCncdNNNLFq0qM74s7OzmTdvHv369WvYf5gGJLqiN2OVS7Mpn7fPv60M0xB+VVt0aYF1DWyWSqxZRZR9vJPdletwe12Y1BGUt6rg0gefCGqM+zes48dXnsXr8aDRG7j+hWlEJjbujCOb081js9ezYm8JEjLjO+u5/eqhjRqDIAiNa+W+Iq798NgvwGbc1Idh7WIaKaIT8+7iPbzye/XyvJ4pZr6/baDo5i4IQtBVVR0kP/83vF4XUVFDCAvr1tQhNSqns5SsrFn+hkhabTwOR+5RoyRAPuL/1UymTsTGjjqhe+blzQ9Ykh1IQWrqrccsBeD1OigsXIjTWYzR2J7w8N4ndP/G5PHYKClZgdfrwmzudUbM8m1okiQxd+5cLrvsMsA3Cy8hIYF7772XRx55BPDNzoyNjeXll19mypQplJeXEx0dzRdffMHYsWMByMnJITk5mV9//ZVRo+r3M1lVVcXVV19NdHQ0Xbp0qbEsderUqQ33QE8jHlmm94ptNZKah0lAvFbNmgEdG3xZ+sSJEykrK+Pjjz8mKSmJHTt2IEkS7du3JzMzk1tvvRWz2cw777xDVFQUCxcuZMCAAf7zb731Vqqqqpg1axaPPvoo8+fPZ/Pmzf7jTzzxBC+88AKlpaWYzeZaYxgzZgwdOnTgtddea9DH1lzIssy6P3fXSGoeSaNX0eu8tAb/8GXYsGEUFBSwdetW/7UfffRRfv75Z7Zt20Zqaio9evRg7ty5/nPGjx+PXq/ngw8+8O9bunQpQ4cOxWq1otPpSE1NpUOHDvz222/+Mddeey0VFRX8+uuvgO9vzb333sv06dP9YwYNGkSnTp348MMP/fuuueYarFYr8+fPB3yzQXNzc1Gr1Xg8Hux2O/369eP333+v82eoqZ2dawFOU55yJ8WfbyPukT4ojb6l4/vS1/Dz6y/hcTnR6Y3Ybb6ljSqNljvu+iroMe1YtgTvoU8JnbYqti7+m3PGTQz6fQ8rsTh44Kt0tudUoPC66Z/zO/bdByke0JLIJFGPRBDOVP1bRTF+QAs+X3GgxjGtSsFNg1KbbVIT4LwOsby7aC8WhxuVQmLqiDSR1BQEIShcrgoUCq2/sYten0xYWFdstiw8HhuyLJ9Vs+g0mnCSk2/AZstEo4nC5SonP39+wBiVKhSjMY2ysrU1zvd4rDX2HU9oaOcaiU2tNgav10lExIBjJjUBiouXUlm5HQCHowCtNhqDocUJx9EYcnN/9i/lt1h2YTb3wmzueUY0nDqaw+HA4Qisja3VatFqazZROpb9+/eTl5fH+eefH3CdoUOHsnz5cqZMmcK6detwuVwBYxISEujcuTPLly+vd2Jz1qxZ/PHHH+j1ehYvXhzwuy9J0lmb2FxZZqkzqQm+jzdyHC5WllkYFG4KSgxRUVGMGTOGmTNnIssyY8aMISqq+oOBbdu2YbfbOe+8wHq8TqfTv1x9586d9OnTJ+B43759A7Y9Hg//93//xzfffEN2drb/5zgk5MxdNXS4puaxOG1uKoqrCAvC6qn+/fsH/K4NGDCAadOm+Wdb9+4d+GHVunXr2LNnD199VZ3PkWUZr9fL/v376dChg/86RxowYABvvPFGwL6jr719+3YmT54csG/QoEH873//C9j30EMPMXHiRGRZJjMzk8cee4wxY8bwzz//oFQqT+DRNw6R2GzGQvrEYdtchPNA9bRo2eUl/4109F2iMF/cmmXffIHH5VuifjipCeB2OrCWlWKOiw9qjBEJgTNl1/zyA+bYOLqOHB3U+wIcLLZy3xfryC61oZOdDDz4E5H2PLxAaW6OSGwKwhmqyunGoFHx7KWdCdOreWvhnoDjDreXBHPty+Kai7RYE/OnDmbV/hI6JYTSKaFml1lBEIRTIcsy+fnzsVh2IUkq4uIuJiSkJRUVmw81zgGbLROlMoSwsC5NHG3jUqvD/N29NZpwNJpI/3JwlSqUuLiLKC1dXeM8SVISFtajxv7jMRhaYDb39SdKIyMHn9CsS5erMmC7rg72TcHjsSNJEgqFFotljz+pCSDLLkpLV1JVtZ/k5HFNGGVwvPTSS/z3v4ElvZ5++mmeeeaZE7pOXp6vnNfRdS9jY2P9nYnz8vLQaDQ1OhLHxsb6z6+PJ554gmeffZZHH30UhUKU7DqswHnspNeJjjtZN998s3+58TvvvBNwzOv11UaeP38+iYmBPTgOJ9Nr+6Dq6AW606ZNY/r06bzxxht06dKFkJAQ7r33XpzOusvene6Ol9Q80XEN7eikstfrZcqUKbV+0HC8ZlJHf/9rS1jX9jNy9L6oqCjatPE1v0tLS+ONN95gwIABLFq0iJEjRx4zhqYgEpvNlCvfStX6Qgw9YsiVMijauJdEQxpGtRmvxYV1RS6alFBUytqb/oQnJGGKCv7Sjz6XXElZQR5bFv7p2yHLrJzzTdATm1uyynjwq3TKqlwkhOuZlOJk207fk7opKprE9h2Den9BEBpXkcXBzxuy+XZtFjvyKmkRaeDLW/px78i2GLUqvl2byd7C6lk0zXn2UWZJFT9vzCE2VMfVvZKadayCIJy+7PYcLJZdgK95TXHxUkJCWtZoYFNbQ5uziUKhJSnpeuz2XNTqUH93b6MxDat196FRSqKjR2IwJKNWh57UfaKiBhMVNfikzg0L60ZV1QHAg0oVisHQ+qSu09BKSlZSUrIcUBATM4KSktpLxDgc+Xg89jNu1uZ//vMf7r///oB9Jzpb80j1STYc7URnXDudTsaOHSuSmkeJ0dQvLVLfcSdr9OjR/gTj0bNwO3bsiFar5eDBgwwdWnvZtfbt2/uXIR+2dm3gzPN///2XSy+9lBtuuAHwJdF2797tnwV4JtLUs5lwfcedqJUrV9bYTktLq3PmY8+ePdm6das/sXgi123fvv0xz+nQoQNLly5l/Pjx/n3Lly8/7vf/cKw2m+2Y45qKSGw2Q55yBwXvbUS2e9hRvpqNJb5CrmGaaIyHXmwBeK0uht8whV9efB6bx0KaqRd6cyjafpF0G3kBSpW6jjs0HIVSyYArrmXr4r+QD32KpDed3Au++vpnRwFPfr8Rh8tL+4RQpo3rSaRRS+d2LSgvLKBVj95Bj0EQhMYxb1MOO3Mr+T49i9xyu3//geIq/vf3boa1iyb9YCmD06JQSBK7CywMSYvi6l7Ns+5yqdXJFe8tp7DSt3RtV34lj1145r6QFJqnwo0b2fntd6hDQugy6VYM0dFNHZIQBEd3n1YofK8Ljca2lJdvRJbdSJIKo7FtU4TXrCgUagyGwFkwJlN7VCojTmcxen0KGk14HWcHX0hIS1JSxuNylaHTxTeLBKGvlubyQ1teCgsXUVfnBo0mEoXi5BN+zdXJLDuvTVxcHOCblRkfX73arqCgwD+LMy4uDqfTSWlpacCszYKCAgYOrH/zrwkTJvDNN9/w2GOPnXLcZ5L+ZiPxWjV5Dhe1/RgfrrHZ33zsshGnSqlUsn37dv/XRzKZTDz44IPcd999eL1eBg8eTEVFBcuXL8doNDJhwgSmTJnC66+/ziOPPMItt9zChg0bmDFjhu8xHEqAt2nThh9++IHly5cTHh7O66+/Tl5e3hmd2AyNNKDRqY5bYzM00hCU+2dmZnL//fczZcoU0tPTeeutt5g2bVqd4x955BH69+/PnXfeyaRJkwgJCWH79u0sWLAgoPP5smXLeOWVV7jssstYsGAB3333nb9OZl0eeughrrnmGnr27MmIESP45ZdfmDNnDn/99VfAuMrKSvLy8vxL0R9++GGioqJO6O9NYxKJzWbImW1BtvvqLWQf+qTYqAonTp9aPUgCfddoPP9mcV6ricgOGYdURejlLUno16nOa1eWFOGwWolMSmmwWUKh0TGcP2UqK3/4Gp0xlNG333PM8XvXraI0J5vWvfsRHp9Y5zi7xYJSrUKtrX7xNmdNJq/N34ZXhgFpUbxwdTcMWt+PcXKnrjRu2yJBEILpo3/28cKv2+s8XmxxcPfX6/1vpMYPaMErV3WlU0IYGlXznImwNafCn9QEWLyzQCQ2hUblKC9n+X+fxWP3fVBgKy5m2LTgNQuozMpGUkgYExKCdg+hdjpdLOHh/SkrW4dKFUJ09IhD++NJTr4BhyMPrTa+SRN2zZ1en4Re3zw+KPMtmW8+3yu3u5IjmytJkhJZDlzKGhKShlodhtncS6xOOIaWLVsSFxfHggUL/LUSnU4nS5Ys4eWXXwagV69eqNVqFixYwDXXXANAbm4uW7Zs4ZVXXqn3vTweD6+88gp//PEHXbt2rdE86PXXX2+gR3V6UUoSz6clcuuWjBotww7/5D6XltjgjYNqExpa9wSd5557jpiYGF566SX27duH2WymZ8+e/kR1y5Yt+f7773nggQf43//+x4ABA3j88ce5/fbb/Un4J598kv379zNq1CgMBgOTJ0/msssuo7y8POiPralIkkTLLnHsXJNV55iWneOC9ndq/Pjx2Gw2+vbti1Kp5O67765R5/JIXbt2ZcmSJTz++OMMGTIEWZZp3bq1v3HYYQ888ADr1q3jv//9LyaTiWnTph233u5ll13G//73P1599VWmTp1Ky5Yt+eyzzxg2bFjAuKeeeoqnnnoKgOjoaPr06cOCBQuIjIw8uX+EIBNd0Zshd5md/OnpyA4P6cV/sbtiHRqFjouT70B16NN2VawBY/94yn7ai81tYVfFWmRZpsyZT9yQjoy89c4a19265G/+eP9/yF4vbfsN4qL7Hm30Fxnrf/+FhZ/5untpQ0IY//JbhEbXbPCx5MtPWfvLHFRqDRdOfZA2fQbw/t97mPmvr0v8xT0SeeTijqiU9U9e7F23irXz5mIwhTF84mSMEc3zl1IQzhZuj/eYv8PjPl7Jsj3FtR5TSL5E5ozlBwL2eWXolmxm9qT+6DXNr7B1Xrmdka8vweLwfWLcMT6Un+8adEJ/ywThVJTvz+DvO6tfI2jNZsbMathmg5VZvhp7GX/8we4ffgCgw7hxdBh3fcC4rH//Ze9PP6OLCKfbbbehi4ho0DgEQQgOuz2H7OzvkeXDs58kwsJ6UF6+AfD6xyUmXoteLz7UALBYLOzZ46sJ3qNHD15//XWGDx9OREQEKSkpvPzyy7z00kt89tlnpKWl8eKLL7J48WJ27tyJyeRrVnP77bczb948ZsyYQUREBA8++CDFxcWsW7eu3s08hg8fXucxSZJYuHDhqT/Y09j8wjKe2J0d0EgoQavmubRExkSbmy6wU/DCCy/w/vvvk5mZ2dShNLninAr2b84LmLmp0ato2TmOyITgrPgcNmwY3bt3r9HU51SlpqZy7733cu+99zbodU9XYsZmM6Qy64ie3JWq9HzOCb2J0AMppP/2E8sKfqSzeRAKjQpvipaFs7/EWBVKXtV+XLIDp8eGUR3OxgW/0X3URUQlB3ZLXPH9LP9y8V2rllGQsY/Ylo1bo2fP2uraOw6rlawdW+l4VGKzNC+Htb/MAcDtcvLXjE/4OsvErxtzALh1WGtuGdb6hJKyFUUF/PL6S3jcvj9iDlsVVz3+3Kk+HEEQTkJZlZObZqxh/cEy+rWM4JOJfTBqaz4ddU82+xObSgW0iTaxM9/XQMErw/frsgnTqyi3uf37ADZmlvHX9nwu7tb83kzFhem4//y2PPvLNgC25VbwwT/7uHP4sWvoCEJDMSUnEdG+PSU7dgDQYuSIBr3+lhkz2fXttzX2b//6a9qNvQaFyve7bsnJYc0rryIf6gjqcboY+MzTDRqLIAjBUVm5/YikJoBMeXk6BkNLqqr2AyBJGsrK0vF6nRgMLc76GZtr164NSCoers05YcIEZsyYwcMPP4zNZuOOO+6gtLSUfv368eeff/qTmgDTp09HpVJxzTXXYLPZGDFiBDNmzDihDsWLFi1quAd1BhoTbWZ0VBgryywUON3EaFT0NxsbZaZmQ3n33Xfp06cPkZGRLFu2jFdffdXfkOhsF5kQSkS8yd8lXaPzLT8/2/8+nQlEYrOZ0iQa0ST6anh0OnAu6+bPJc+2jzzbPtQKLa4D1UsZU42d6Rc9hip3JYvzZgOgVKvZvWYFlYUFtOk7gNCoGLQGI5DvO0mS0BpqdsgKttiWrTm4eYN/e+viv2jZozd6Y/WTtkJR/eTsUqj5y3wO2RtzUCokHrmoI5ecRO28yuJif1IToDy//t0DBUFoWB//u5/1B8sAWLW/hJnLM2pN7N1/XjvcHi9L9xTRNclMZonNn9gEsDjcfDulP7vyLczfnMuKvdWzO82G4NcYPp4qp5uHvttE+sFShqRF8eLlXVApFZRaA5fqrdxXHPD4iywOHpuzmewyG+P6teD6fsfufigIJ0KhUjHkpRfJXb0adYiR2J4n3uG5Nl63m/Vvv82BPxfUfl+lMqAzq62oyJ/UBKjKz2+QOARBCD6VKqzW/VVVGWi1CTgcOciyE6t1F1brLkJDOxMTc34jR9m8DBs2rEZ36iNJksQzzzxzzI7qOp2Ot956K6DGntDwlJLEoHDT8Qc2U7t37+b555+npKSElJQUHnjgAf7zn/80dVjNhiRJhEU1fh5ECC6R2DwNhCckEqGNo8ThS8aZNTEU2qunkntl3xsDg8pEJ/Mg1OdFsmvFUpbO/hyAVT9+x4RX32bU7ffw2zuvY6usoP8V12KOjWv0xzJo7I1UVZSzdbGvOO3BLRtZ8sUnjL79Xv+YsJhYBl87nr/nzOXfpIspVUeiUyt58ZpuDGx7cg0OYlu2JrZVGvn7fDVLu4w4du0JQRCCx+X1Bmy7PbW/0N+aU85H/+7HK8PWnMoax2NDtXRLNtO3ZSQjO8QydfZ69hdZuapXEkPSmr4ZyvtL9jF/cy4A367NokuSmRv7t8DtDXy8Lk/gv8fTP23lz22+JM/jP26ma1IYnRNrfxMpCCdDqdWSNGRIg15z78+/1EhqSkqlP3npdbnY8+OPtLv6agAi2rUjrFUryvf5Ssy0vGB0g8YjCELwmM09sVr3YrdnH3VExuHIqTG+omIL0dEjkKTmVyJGEM4006dPZ/r06U0dhnDI4sWLg3LdjIyMoFz3dCUSm6cBlVrD5bc9yZavf0Oj0JEwois/znkZh82KhIIWxupmQe0GDyHq0o589dh9/n1V5WXk7N5Jm979mPDq203xEPyUKhUtOnfzJzYBLCU1a+jFDL6QVftjKS23Ex6i4fVxPelwCm/sVRoNY595iYxN6zGEmklsJ5p1CEJTuWVwS/7eXsCeAgsd4kOZMLBFreP+99duvLXkPA1qJZf2SOCOYW3QqnxvkuLCdHw7ZUAwwz5hZVWBMzMXbM3j5w3ZeI56UG1jA2cF5JTb/F/LMuRX2EViU2j27KUlAdvqkBDi+vUlc2H1sseq/AL/10qtlqGvvUrBhg3oIiKIaCs6cwvCifJ6XZSVrcPrdRAW1g212two95UkBXp9Ui2JzdqpVEaR1BQEQRCCRiQ2TxPmgS0Y2HsSeGUUOhUXbJxEXv5ewjTRmDXRIIE6NgTzaF/NzJjU1uTt3e0/f8uiBbTu1bfe9SNkjxfbtmIkpQJdh4gGrTvRskcfwhOSKM3JQqFU0X3URQHHNxwo5eGv06mwuUmONPDGDb1IjDCc8n3VWh1pfZpX4qPZcDtg/VdgioP2FzZ1NMIZLsak4897z6G0ykm4QYNCUfvfl2iTttb9VS4PewusJDfA34UjWcps2K1OwqJCUNdS8/NE3di/BfM25VJidRKiVfLP7qJax7WKDlwOM2FAKhszN+CVoX2cif6tRKMzoflrcd55HPhzAc7KSjShoQx97VUA8lavwWWxoNRqSRlxLuBbtr51xgxK9+whvm8/Evr3b8rQ602WPSI5IzQr+fm/YbX6GtJUVu6gRYubUCg0/uMWyx7KyzegUpmIijoHpVLfYPdWKOq+lsnUFbXahNW6D4VCTVTU0Aa7ryAIgiAcTSQ2TyOKQx1+XQ47KjS0MHb0H4t9oBfqqOo3+cMmTmLf+jX+2ZB7164ka/sWkjt2Oe59ZFmmaOY2HLtKATD0iiXi6oabSaEzGrnhxdfJ3b2LsJhYzHHx/mMLt+XxzA+bcbq9dE4K47Xre2IO0RzjakK95ayHXX9CXJfA5KXbCa93gqpC33a7MXDdrKaJUThrKBQSkcbaE5eHPTK6PWsySthbaCXaqKHQUj0DcnVGCS6PF3UDdRMvzCpn9zrfzBONXkW3oa1OObmZFmti0QPDyCi2csdX67A6PLWOSzkiQbu/yMrBkioePL8dHRNC6dsyAoNGPFULzUNVYSFKjQZtWM0ZxKEpKYz84H0qDxxAUirZ+/MvOCsr6XDDOPRRUZhbtiQk3vd8v+u779k9Zy4ARZs2ExIXR8LA5vvBoyzLHNz3BU5vIRIKYuPGIEngdlswGtuiUhmbOkThLGW3Vy/79nisuFxlaLW+ppxOZyl5efM43KVcll3ExV1U22VOSl2THtTqcKKjh6JQqImI6Ndg9xMEQRCEuoh3S6cZr8fD988/ietgJQOiL0WrNmAe1SogqQmg1mgJi4kLWOYtKeqXAPBaXP6kJkDV+nzCr0pr0FmbGr2BFl27B+z7ZsUB3vhjB7IM57SP4dkru6LTiJkRDSJvC3wyCjyHmk5d+g70uMH39a4/qpOaADt/bfz4BKEW4SEa/n5gGG6PF4UkMeqNf9hdYAGgW7K5wZKaAAWHmhkBOG1uygqtRCed+vLvMIOabgYzPVLCyS7LrXXM0La+N6EFFXYuf3cZZVUuAKae24Zh7WJOOQZBaAibPvyQPT/+hKRQ0OPuu0gdVUutallm6xdfUrJtm39X1pIldL1tChl//IGzopJ211yNJSewBt/R281NztbfcemKDr0OksnLnYd06M9PWdlakpNvRKnU43W52Pbll5RnZJA0ZAgtRo5s0riFM59en4zFshMAlcoUsBTd5SrncFITfInOhmQydaCiYjNOZ+BqBJerlMrK7YSFdW3Q+wmCIAhCXURi8zRTXphPzq7tAPyc+Q5qnZ6pw76rdezwCZOY+8qzWMtK6XbehSS171TruKMp9CoUISq8Vl8XcVWkvl5JzZxdO6gsLiK1W48T6rju9cq8vWAXs5ZnAHBFn2QeuLADyjqWpwonIePf6qQmwO+PgqMS+t8O5qM6LqvEDFmh6bg9XtxeGZ26+kONv3cUMHv1QdrFGYk2aQnTq3npiuPPPj8RuhAN5YXW6u0G7qr+6lXdCNOrWZtRQm65nQq77+9rt2Sz/2/dxqxyf1ITYMnuIu4/v12DxiEIJ6OqsJA9P/4EgOz1svmTT2tNbG54972ApOZhO7/5FkepL6my6sWX0ISG+o+pjUYSBjS/pegel4uizZvRmExkr/yXiGFR/mOSwjeLM2fObjxWF4ZxXYlp15/ts2ax67vvAchfsxZDbCzRXRr2b5UgHCk2dhQ6XRwej53Q0K4By9D1+njU6nBcLt/vXmho/d4H1JdSqSM5+Xry8xdgsWwPOFZZuZPS0lUAREefS0hI6wa9tyAIgiAcSSQ2TzMhYWZ0IUbsVt+spcjEpDrHxrZqw23vf47H7UapOv63+vA4SaUg6qbOVCw4ACoFYRe0PO656/+Yx8JP3wcgIiGJcS++jkZ//Pp3TreX5+ZuZsEWX8f3O0amcePglg06O1QAEnoCvpkmgC+p+fujoNSCywpdroZtP4FSA5d/EHju3kWwYx7EdoJeN4H43ghBsnBHPnfPWk+Vy8Odw9rw4Kh27Cmo5M6v0mt0Em8dbeTBUQ2X9EvtGIMsy9gtTqKTwzA1cP1OvUbJC5f7Ehy55TY+/GcfaqWC24ZWv9lrH2dCr1Zic/mWrPdINjdoDIJwshRqNZJCgez1zf5S6atr68leLxveeZecFSvwOJ21nu+2HdEQy+PxJzmRJAY99yzGxMTgBX8SvG43Sx97nOKtWwEwtA5DGSET1jXaP0aSJGwHyqnKqGDN3rcYPaMXFQczA65TeTCTiI5pFBUtwe2uJCysK0ajaJIkNBxJUmE296r1mEKhJSnpOqqqMlCpjOj1db9nOJX7h4S0qpHYtNurfxfy8n6lVas7kaSGW2UhCIIgCEcSic3TjEZv4MrHnmXl3G/R6HQMuX7icc85XlLTZbcz95Vnydy6iZiWrbnysWcxJIURdVPnese1ZeEC/9clOVlk79xOy+61v9A6rNLm4uHZ61mfUYpSIfHEZZ25oFtCve8pnABjDGiNvoTmkebf5/u/QgO3/glxXcFeXn08ex18eSXIh2oDOqtg4F2NE7Nw1nnqp61Ynb6ftbcX7eGqXknsL6qqkdQE+HVzboMmNpVqJW26N87fn/gwPU9fXD1zJqPIis3loUN8KF9N6sf367JINOuZfE6rRolHEI5HZzbT/a472fLJpyh1Onrff5//WOaSJez/7beaJ0kSyL7fXY/dXr1bpUJ2+2YsI8uoQ5pffcqyffv8SU0AV4mdsjW5eF0ewnvFAeAstmHP9c3ydpSW4SgvJ3noUHJXrvQ9LqOR2N69KCz8279U2GbLIjpEgVoVhiE6uuaNBaGBKZU6TKb2Qb2HydQOp7OI0tLV+D9AP4Isuw413hKJTUEQBCE4RGLzNBTXpi2XPfREg11v44Jfydy6CYCC/XtZ/dP3DLvxlhO6hjk2joKMvYCvlmdo1LHrwuWX27jvy3T2FVgwaJX839ge9G0tOv8GzfafayY1FWrwHlr26nXC5u/hm/FQfhAi2vgSnVnrqpOaAJkrAZHYFBpPn9RwEs06ssvsAfvbxZmaKKKG9eE/e3nx1x0AXNUrideu7kbPlPAmjkoQamo5ejQtR4+usd9lsQZsx/XtQ6uLLmLLp59RkZHh39/1tikYExKoKihg47vvIXu9tDjvPExJzWu2JoAuPDwgAauPjqTFLR0ABWFhXVGpQtnzy994DzUEi+jQHn1EBEnnDEEfHUXlwYPEdO+BITaGkszquoYFf+9n08/3giyTeFF3Ui4fQEzMSJRKXRM8SkFoGFbrvjqTmgDh4f1QKBq2vIsgnEkmTpzIzJkzmTJlCu+//37AsTvuuIP33nuPCRMmMGPGjKYJUGiWhg0bxpIlSwDfKpLo6GjOOeccXnvtNVq0aNHE0TU+kdgU8Hq9AdvyUdv1MXLSnag0GiqKC+l+/hgik5LrHLsnv5L7vlxHYYWDKJOW18f1pG18aJ3jhQZgPuqPW+erYMv3gfvyt/qSmgAle+CjEXDN577l6Z5DywtbDQt6qMLZ67lLO3PXrHSqXB7uGt6G1Chfrd4ZN/XlvOn/+MdJErzYwDU2G5PHK/Pm37vZmlPOv7urmy58vy6Le0emkRTesMvgBSGYkocNZd+8eVRmZqI2Gul4442YW7dm17fV9b9VBgOp55+PSudL4MX374/HZmt2S9APM0RH0/fhh9n53XdoQ0PpfucdaKNCkCS1PwnZa2oPYrv1weN0kTxsqL9BY2SHDkR26OC/lsnUGYdjIbLHS94ve1GZ1CTf0BFNlJ7Ksu04HHmkpt560rHa7XmAhE4Xe0qPWRBOhtttOdR5vfakplIZQkRE86uhKwjHIssyRRUu7C4POrWSqFB10MukJScnM3v2bKZPn47+ULkXu93O119/TUpKynHOFk6Exyuzen8JBZV2Ykw6+raMaFa9PZxOJxpN/XpeTJo0iWeffRZZljlw4AD33nsvN9xwA//++2+Qo2x+RGJToOvI0exauZT8fXsIj0+k98WXn/A19KZQLrjrgeOOW7uvmEdmb8DqcJMaHcIbN/Qizqw/7nnCKep0GRQ/6euAHt8NznsOMpaCxVfbFH04RLSEfYuqzyndD7owuOk32PU7xHSEzlc0SfjC2WF4+xg2PTMKl8eLV5Z5fcEuSq1ObhzQgou6xjNvk6+r+MSBqYQbTq8mV5V2F1+uPIhXlnG4PLy5cE+NMRqlAqNWPC0LpxeNycS5b71JZVYWhuhoNCYTstdL8RFNhNxVVbjtdn9iUx8R0VTh1lvi4EEkDh5U53GFUknKuece9zpmc3e02hhczjK2a1eScGVrTO2rV6i43RXIsnxSb5oLCv6iomLTofv0Iipq6AlfQxBOhdNZiiy76zzu8VjxeGyoVM2v5IQg1Ca7xM6mjErszuqJPjqNgq6pJhIjgje7vmfPnuzbt485c+Ywbtw4AObMmUNycjKtWlWXJnI4HDz00EPMnj2biooKevfuzfTp0+nTpw8AixcvZvjw4fz111888sgjbNu2je7du/PZZ5/Rrl11Caf33nuP1157jczMTFq2bMkTTzzBjTfeGLTH11z8viWX//6yjdzy6pVg8WE6nr64I6M7xwflnsOGDaNzZ1+Jvy+//BKlUsntt9/Oc889hyRJpKamcuutt7Jnzx7mzp3LZZddxsyZM/nhhx946qmn2LNnD/Hx8dx999088EBgvsVgMBAX5yuREx8fz5133sltt90WlMfR3Il3UAK6ECPjXpyOrbICvdHkn3XQ0P7YlMNzP27B7ZHp3iKcV67rQag+OEtTMrduYt2vP2MIDWXwdRMwhIYF5T6nlXMe9P132A0/wMLnAAlGPgO6UNgwC9yH/tDrIyAkCsJbQFLvpohYOAspFRJKhZI7v0pn/mZfIvPnjTmckxbF8HbRjO2bzOhOwXnhEUw3fbaGtQd8S1LNR3VcjzZp0auVPDK6PebTLGErCABKjQbzEW+8JIUCQ2ws1lzf77AqJITlTz2N1+2m8003EdeneT2n5K1dS9HmzUR17hKU2PT6BPT6JgMwwAAAOb5JREFUBPo88jCF5YH1SBUK7UklNT0ehz+pCVBWlk5k5GAkSXnK8QpCfWm10YACOJwEOqJRJb4Zm0plSBNEJggnLrvEzupd5TX2251eVu8qp29bgprcvOmmm/jss8/8ic1PP/2Um2++mcWLF/vHPPzww/zwww/MnDmTFi1a8MorrzBq1Cj27NlDxBEfGj7++ONMmzaN6OhobrvtNm6++WaWLVsGwNy5c7nnnnt44403GDlyJPPmzeOmm24iKSmJ4cOHB+3xNbXft+Ry+5fpNeaX55Xbuf3LdN67oWfQkpszZ87klltuYdWqVaxdu5bJkyfTokULJk2aBMCrr77Kk08+yRNP+MoNrlu3jmuuuYZnnnmGsWPHsnz5cu644w4iIyOZOHFirfcoKSnhu+++o1+/fkF5DM2dJMty7WsHTgNZWVkkJyeTmZlJUlLDd/oTjm3f+jUs+OAtPB4P5940hfYDz6l1nCzLfLksg3cW7AJgRKdYnrq8C1p1cF58W0pL+OSeSbgdDgBa9ujNFY8+E5R7nXHKMmHBU+B2wNCHIKFHU0cknKUGvvQ3OeX2Gvvbx5n4/d7a/9Y0V3aXh/ZP/h6wTyGBVwajVsWPdw6iTYyYzSKcWSozM9n88Sd43W7K9+/HUVYGgFKrZcysrwI6q5/SfbKy8LrdhKWmAmDJyWHrjJnIyHSdPBlDVNQxz89bs5blTz/t3x7w9NPE9+vbILHVxmrdR27uz4AXSVKTnDwer7cKWZbR6+vfwEyWPezf/x5er69UjFKpJzX1tqAvlxSEI8myzN690+s8Hh19LmFh3RsvIEE4SbIs8/v6ooCZmkfTaxSM6hHV4H9nJ06cSFlZGR9//DFJSUns2LEDSZJo3749mZmZ3HrrrZjNZt555x3Cw8OZMWMG119/PQAul4vU1FTuvfdeHnrooYAZmyNGjADg119/ZcyYMdhsNnQ6HYMGDaJTp058+OGH/hiuueYarFYr8+fPb9DH1lx4vDKDX14YMFPzSBIQF6Zj6SPnNviy9GHDhlFQUMDWrVv9PzuPPvooP//8M9u2bSM1NZUePXowd+5c/znjxo2jsLCQP//807/v4YcfZv78+Ww91Nxw2LBhLF++HI1GgyzLVFVV0bZtW/744w9SD70mOpuIGZvCSZFlmV/ffA1Hla9pwO/vTqd1r76otYGfYnm8MtN/28H3q321G6/t34Kpo9qhCGIdi4rCAn9SE6A4KzNo9zrjmJPh6s9O/vzVH8G2nyC2E4z8L6hFQwTh5JzTNprZa2r+7u7Mr8TjlWu86NhbaGFzVjndk83+2pzNwfxNOcxdn02oTkWF3bdcr22skZev7MqOvEoGtIpsVvEKQkMxJScz8L/PAPDjpZf593scDlw22yklNmXZS2Hh3+z59jfyfvV1HG918UV0mjCBhVOn4q6yAZC/dh0XfvE56hDf71hVQQGbP/mUwo0bcNsdJJ1zDprQwEZkhRs3BjWxGRLSihYtbsHjqUSjiaG4+F/Ky9cDEBramZiY8+t1HUlSEhd3CUVFS5AkBVFRw0VSU2h0VuvugG2FwoDZ3B2bLRuDIVkkNYXTRlGF65hJTQCb00tRhYvosOCsromKimLMmDHMnDkTWZYZM2YMUUd8OLd3715cLheDBlWXSVGr1fTt25ft27cHXKtr167+r+PjfbMQCwoKSElJYfv27UyePDlg/KBBg/jf//4XjIfVLKzeX1JnUhN888xzy+2s3l/CgCA0NO7fv3/Ac/SAAQOYNm0aHo+vCWHv3oGrRbZv386ll14asG/QoEG88cYbeDwelErfBLFx48bx+OOPA5Cfn8+LL77I+eefz7p16zCZzoxGq/UlEpvCSZFlL64jkocelwuvxxMwxu7y8PQPm1iyvQCAe0a147qBqUGPLbpFKpFJKRRn+ZKp7QedXrO7Toosw9a5YMmHTpeDKa7xY9jzN/x6aKl7xr+g1vuWuAvCSXj+ss50SQqjxOLgr+0FbMzyLQ0a0T62RlJz/cFSrvtoJXaXF41SwbOXduLavk1faH3anzt564hamgoJLu+RyCMXtCfGpKOH6H4uBJGrqgqlVotC2fRLk9tedSU7vp4NQMqIEcetsel1u7Hm5aEKU6ExhKFUBiZBKyu3U162ibzfd/r37ftlHgkDB/qTmgAeu52SnTuJ7dkTgOVPP0PFgQP+4wf/+os2VwTWFY/s3OnkHuQJUKtNqNUmZNnjT2oCVFRsISpqKAqFtl7XMRhSSEk582uiCc2Xy1UZsK3XJyFJCpFkF047dpfn+INOYNzJuvnmm7nrrrsAeOeddwKOHV5oe/TvV211mtXq6rJHh48d2TC4Ptc4kxRU1p3UPJlxDS0kJHCSQ23fj9oWWoeFhdGmTRsA2rRpwyeffEJ8fDzffPMNt9568o0JT0cisSmcFIVCyZDrxrPkq89Alul/xVi0hupfyPIqJw/OWs/mzDLUSomnr+jKyM6Nk2xTa3Vc++wr7Fm9An1oGK17BW/mRbPx1zOw7A3f1yvegduWgt7cuDGU7AvcLt7buPcXGlVBpR2v17dsIxhUSgXj+rUA4NYhrZmzPgu1QsFlPWp2Uf5lYy52l+/FmtPj5dE5mym3uZgytHVQYquveZtyAra9MgxsHUWMqe5/M5fHy4HiKmJDtZh0walBLJz5NrzzLvvmz0cdEkL/Jx4nulu3Jo2n4403kjh4MB6nk4gjmhfUxllZyT+PPELEeWGEdonG6/KS/2MWnS6/jdI9e8hftw59iglPaGF1WT9AodEQmpKCUqPB4/Qtz0aSCDlUVF/2eKg4eLDG/UKTk+n3xOMUbdpMVOfOJA4c2GCP+//bu/P4qKrzj+Ofmckkk30neyAQtrBJ2AyKbIpLq6JVqaBUq/7EtlpErFRbsda6tNpWpdCqVCta1IorohatQVmFsGrYtyQkEBLIvkwyM78/BgcDgQRIcjPJ9/165cWcO+fe+8yQ5OY+85xzmmbGYgnA4ahyt8x+mEz6uRfvERTUk5KSdTgclZhMFqzWYIqLlwNQVbUPiyWAkJD+Bkcp0jRbM6dIa26/s3XZZZdhP3YNu/TSSxs8l5qaiq+vL8uXL28wFH3dunVMnz692efo27cvy5cvZ+rUqZ5tK1eupG/fvuf+Atqp0/3tfTb9ztTq1atPavfs2dNTeXmitLQ0li9f3mDbypUr6dWr1yn3ATzPVVdXn7JPR6XEppy1oVdeS58Lx+B0OAiJivZszz9axb2vrWd/USXBNh+eunEw6d3adgVUW2AQ/cde0qbnNNS2782HUpoLB7dAyqi2jaHXZZD5JFQVgckCg25s2/NLm5m/fC+PfZSNywX3jEtlxoTTJyrOlb+vxZPkbExKVMBJ295al3vaxGZpUSX1dgdhXYKw+LTOgmnOEz5Y9fMxM+w0vwsrauv58Qur+OZAGeEBVhbcNoL+CVr4TM7MkR072HNsjqy6yko2v/gi4+fMMTgqCE1JaVa/fUuX4vApJWSAuwLBbDUTdn4Yq//wODXFxe5OayCga8OK58SLRmELD2f0X/5M1jN/xlFnp99PbiEo3j1vpcliIX7kSPKPLZ4AEN6rF4mjR+Njs7VxQtPNZDIRF3cVhw9nAi6iokZjMrXO7yOR1mC1hpCcfDM1NQfx9Y2gtHRTg+ft9mKDIhM5M1EhVmy+5ibn2IwKad0PnywWi2dY+YkJrMDAQO666y7uv/9+IiIiSE5O5o9//CNVVVXcdtttzT7H/fffzw033EB6ejrjx4/nww8/5J133uGzzz5r0dfSngxPiSAu1MbB0pqTFg+C43NsDk9pnZxFbm4uM2bM4M4772T9+vU8//zzPPPMM6fsf9999zFs2DB+//vfM2nSJFatWsWcOXOYO3dug35VVVUcPHgQcA9Ff+yxx7DZbEyY0LxpbToSJTblnASFN/zh35Zfxn2vZ1FcYScm1MZfbhpCdy2Kce4OZEHRLki5CEIaWa0tbiAUH5vnyBoIkQZUqoUluStF96+AqF7umKTDcTpdPPXxNr4bDfHc/3Zx26juhPobV2U0ZURXdh+u5F8r93n+WOkaeep5K3O2FZK3vQiAoDAb/UelnNG8v9V2B/6+TX9inxYXwv7iKk972ugeJEe6k7Cr9xSzPuco53ePJP3YkPTFm/L55kAZAEer6vj7st3MmZze7LhE4OThZXhZoqy+qgpnTcOhfo4aB/VVVQ22+dmiqeKop514kXvambCUFMbPeb7RYw+f9QB5mcuoq6kmun9/ghITTztUv6qwkNK9ewnr2bPJ4fNny2aLJylpcqscW6QtWCwBBAZ2ByAwsCelpRtxuRyYTBaCgnoaHJ1I85hMJgZ2C250VfTvDOgW3CbDtUNCQk753JNPPonT6eTmm2+mvLycoUOH8umnnxIe3vzpjSZOnMizzz7Ln/70J+655x5SUlJ4+eWXGTNmTAtE3z5ZzCZmX5nGXa+txwQNkpvf/Y/OvjKtxRcO+s7UqVOprq5m+PDhWCwW7r777pPmOf2+9PR03nrrLR5++GF+//vfExcXx6OPPnrSiugvvvgiL774IgDh4eEMHDiQJUuW0LuJ0TEdkVZFlxazaudhHnxrE9V2B6kxQfz5piF0CdHiMefsm0Xw9m2ACwK7wJ3LIOSElVNrK2DZU+45NofeBskjDAlVOoeBj3zqWQjH12Jm0+wJzUr0tbal2Yf45/K9RAf78fCVaUQFNT5P3bpPd2A/Fj/AwNEpBIU1vZDJ4fJabp6/hm0Hy+kRHciP0hOZODiB+Eb2dblcZO0/yu2vrqOkqo60uBDevPN8gm1WvthWyE//tRaXC3zMJhb+3/kM6xbBh5vyuXvh8fn2bhyexBPX6gMCOXObX3iBXe9/gG9wMOf/9jdE9Wv9eSNbSvWRI3zyk1uIHp9E1Nhk6kpryX01m5RxV7HjP2/jqK3FZDaT8chsyvbu4+jOncSOGE7XY6u/tpSjO3by5axZOGpq8A0OZvQzTxOsvzVFmlRbW0RtbQF+fnH4+UU1vYNIO3LgSA2b95U3qNz09zUzoFswCRG6r/V2n3xTwO8+zG6wkFBcqI3ZV6ZxWf9GiodawJgxYzjvvPP461//2irHFzclNqVFfJCVx1OLs3E4XQztHsGTk84jqD3PD1dvB5/WWdGuxb1+A+z89Hj7quchfeqp+4u0sv9tO8QDi7ZQ73DyyFX9uPq8k+e9bM++WbGPsqJjc9pZTKRfnIrvaX5fOZwunv7vdl5dtY/K2oaVZNHBfnzyy1FEfi+JuquwnKnzvya/tIZL+nZh5qW9SYkKwvfYkPeH3/+GV1cdX8DkF2NTmXlpb5xOFw+9t4WPNhfQJzaEv01JJzq4eYuIiJzIUVeH2cfHKxcDKP42mx2LFmENCiLlissJjInBFh5OWU4Oxd9+S1hqKuE9W7cSbOPceexZvNjT7jN5Mmk3TWnVc4qIiPFcLpd7lfQ6BzarhagQq1deS6VxDqeLr/ceobC8hi7B7uHnrVWpCUpsthUNRZdz4nK5eClzN/Mz3QvFXD4ongev6oe1leasO2cVhfDatcfmoLwIbnwTfE+en+871eVl+AUGYjYbWI0WmdowsRmZalwsIsC4PjGsfSjG6DDOWs/0BPZ9c4h6ez0JPaNOm9QEWLBqH/MyG18M63B5LYvW5/F/Fx2f/uFPn24n/9gnwUu3FnJteiK9Y48PKxpwwryZAxLdbbPZxBPXDlSVprQIi7Udf7jYhMh+aWT0Sztpe0hyMiHJyW0SQ0B0dMN2ly5tcl4xXs2RI+z+cDEWP19Sr74aH/+mK/pFpOMwmUxEh3pJAYycMYvZREaPSKPDkBamxKactXqHkyc/zGbxhgMA3HJRd+4cl9q+P9Fa/ld3UhNg75eQ9Qpk/OykbnW1NSx6fDYHtn1LSHQM1//mMcJim1me7nLB1g+hthzSrga/c5xjdPxvweWEw9tgwHXQte0XOBBpK3UOJ59vLcRmNTOmd+skEvz8rfQe1vwq/5wjp19Z8KmPtzE8JZLzksIAOHEcxInDIq4fmkS908W6fUe5IDWSS/vFNjsWEWkbqddMpLq4iOLsrXRJT6frJRcbHZK0AWd9PV8+MIuKA+6/bYu2fMOFf3jM4KjahsvloLJyL2azlYCAUy/YJyIizZeZmWl0CJ2CEptyVipr63norY2s3lWM2QT3/yCNa4YlGR1W01yO07ePyf7yCw5s+xaAssOHWP3um1x21/STO1YWQ+bjUFMGI+92L5jz0X2wbr77+bUvwm1LwXJC5UxdNayd7/536K0QeJo5iKz+cPmTzXyBIt7L5XLx01fW8tVO98I+N52fzGMTBxgcFUwcHM/Cr3OornP/vvAxQ0yIPwdK3AlPhwtW7CryJDZnXtqbzXmlHCyr4ZK0GCaknVzdeuPwZG4c3jaVZyJy5sw+PgyaNs3oMKSN1Rw54klqAhRt2WJgNG3H5XKRn/8u1dU5AISGDiY6eqzBUYmIiDSPEptyxorKa5nxehY7CsqxWS08dv1ALmylyqoWN/Ie2PUZFO+ChCGQ/pNGu5nMDYfSm82nGFr/9i3uyk9wH/eXG92L/XwnfwMc2QPRJ6xM9p9bYcfH7sdb3oK7VjZMfuashs8fBbMPXPo4xPZv/msU8VL5pTWepCbAW+vyWjWxWVvv4EiFnaf/u4MtB0roGxfChLQYxvTuQqDf8cvjwMQwPp1+EVsOlNAl2EavmGAWb8nnoXe/8fSx1zl4/vOddI8O4gcD41j163FU2h0E+ekyKyLiLWwREQQlJHiSm1H9O8ffX/X1pZ6kJkBZ2TenTGy6XC6Ki7+ksnIPfn4xdOlyCWaz9059ISIi3k93XHJG9h6u4N7XsjhYUkN4oC/PTEkn7YT54tq10AT4+VqoKQH/cDjFsPm0i8axa+0q9m5YR2RiMuf/6MbGj3fwe5/kVx+BsnyI7gO5q93bbKEQ3Mgw0z1fHH9ctAPKDkB4N3e7rgb+fQPUlLrbC2+Ee720YiBnNexfCckZ0DWj6f4bXofMJ93v28S57gpY6TTCA6yE+lspra4DoFvkqee/bUy13cGji7PZfrCMKwbEcfuo7qfsu3pPMXf8ax3ltcdXR99xqIL3N+bTNy6ERdMy+E9WHrsKK7h8QCwje0SR/L14RvaIwsTxYebPfbHLMwT994tt9IwJ4g8TByixKSLiRcw+Pox66kl2f/AhPn5+9Lj6KqNDahMWiz9msy9Opx0Aq/XUf9uXl2+lpCQLgLq6o1itIURGXtgmcYqIiDRGd1zSbBv3H+VXC9dTVl1PUmQAf7lpCIkRZ5Z4aBfMZgiIOG0XH6uVa2c9gqO+DovPaT6F7nslrH/V/bhLP4joDjf8y11tWVsGF9zrTtKdKGn48UrPsGQI/t78nbXlx5Oa4E56Op3uuL3JnmWwYKJ7flCTGW5aBD3Gnbp/6QH44G739AClwLvT4Gcr2ypaaQcCfH348/UDeeCdLVjMJh68vO8Z7f+Xz3aw8Gt3xcn6nBJ6xgQzupd7AZCymjreycrD39fCtemJPPHxtgZJze/bWlDGo4uzeWNtLgALv87h/V9cQL/44z/LFTX1DebO/P68mgfLajhYVsOMtzby9l2aE1dExJv4R0TQ/5bGR/R0VGazH3FxEzlyZBVmsy9RUaNP2dfhqGzQrq+vPEVPERGRtqHEpjTL598e5HfvbMFe76R/YihPT04nLLCDrRZXXwtrX3LPlznkFgiJO31SE+CHz0K3i9wVoAOuBx8/d4XmxLmn32/Sa7DiOfccm+dPc+/3naBo96JD2e+720Nv9b6kJsCupe6kJrj/3fnZ6RObtWUN5zytPtK68XVgDqeLRz74lswdhQxKDOOP1w0kwLd9/rr/fOshSqvruLRfLPVOF/e8sZFKu/v74K7X17P8gbFU2R1syiuhf3wogX4+vLUulxCbDz8enozVcvxnI6e4qsGxc4642/UOJz/+x2qyC8oA+GpnEVbz8WrtcV2CSQqwsvZIFdllNZhNsKuwwvN8vdPF5rxS+sWHUu9wYjGb6J8Qwg8GxPHRloJTvraDZTXn/gaJyFk7sm0b2Qtew+xrZcBttxOcmGB0SCLtlr9/IgkJ1zfZLzi4D6WlG6mvL8ds9iU0dFAbRCciInJq7fNOV9qVhSv38eyn2wEY3acLv/vRQGy+FoOjagXv3gnfvut+vGkh/HyNe+Ge0zGbYWDTfwSexBbqXu38VK57BfZmgsUXunnp8J74wadvnyi6D6RNhOz33BWeo3/VWpF5jfU5R1m4JofYUBs/H5uKzdq8n7u3s3JZsHo/ALlHqkmJCuS+Cb2b2Kvt/eGjbF78ai8A/RP2cve4VE9SE6C6zsHn2w7x6Idbqaitx2Y1Ex7gS0GpO2G4bv9Rnv3x8e+rG4Yl8tnWQ9Q7XXQJ9uOSvu5Fe/JLajxJTYDPth7irTszuOPVdQwPsnFjV3cF9/iYEB7+Jp99lXbyjh5PkppNMDAhhL99sYu/LN1BgK+F5yenM2fyYPr8L5hnlu5o9PX99IKUFnqnRORMOWprWfHwbOoq3B9SVObnc8k//mFwVCLez8cnmKSkm7HbD2O1huPjE2R0SCIi0skpsSmn5HC6eO7Tbby52j20M61mF/cM6dYxk5oAezKPPy7ZD0f3Q5c+xsRiNp++utEb9P+RuyJ133LoOrLpBLDJBNe/Aoe+Ab/g43OOeqEXv9zDW+ty6RoZyFM/GkBkkF/TO50gv6Sam15aQ9WxRF9BaQ1PX9+8qojiSnuDdlGF/RQ9jfWfrDzP428OlOF00WDeSj8fM9sPVlBxbMh4TZ3Tk9QE+HhLAU9cO8BTjTquTwwf/3IUuw9XMLRbBBEBvtzx6loytx9ucFx7vZPS6jrWPHgxW1fncPSQO/HhYzbRI8iPfZV2CstrPedxuuCLHYd5+lN3ArOspp4H39nCilnjuHN0DzbllfDZ1sIGr+2du0aS3jW85d4s4K11uTz18TYC/Cw8fd0gRnSPbHKfeoeT2R98y6o9xQzvFsGjV/fH18cLK8Bb0Aeb8lm//ygXpEZxSSMr1kvHYC8v9yQ1ASoLDhoYjUjHYrHY8PdPMjoMERERADr33Y2cUk2dg9/8Z5MnqTmwcDlp+z7m85fmGBxZK0o6//jj4HgI0x9s52zwTXDN3yF9avP6m0wQO8Crk5pr9x3hD0u2srOwgs+2HuL3i7PP6ji7D1d4kpoAm/NKmr3vNYMTiA+1ARBi8+Gm85PPKobW9PXeI5RW1XnaNh8zI1IimTM5nR7RQaTFhbDorpH0jg1usJ+fz/Eh5HaHiwff3YLDeXyCy54xwVzWP46oID/eXJvL0uxC6hyuBvNhOl3wxJJtAIR1OV5pUu9ysf3Y8PGE8BOqtV0NFxpzHptU09fHzEs/GcagpDDPc0O6hrd4UrO4opYH39lCcaWd3CPVzHhrU7P2e231fl5fk8Oew5W8sTaXV1bubdG4vM37Gw9wz8INvLJyH3e8uo7M7YVN7yReyRYZScywoZ521wkTDIzGe9ntR9i//2V27forhw9/bnQ4IiIiIidRxaacpLTKzv0LN7A5pwQfs4khuR+TXL4TgLqaDjxn3HXzYeUc98I9w+8A30CjIxIvdOiEeRUPldWeoufp9Y8PpUuwn6dycFyf5leWxYX688m9F7HjYDkpUYFnVTHa2j7feqhBsnF83xhC/Xw4L8DKq1f1I6ZbOD5WC/3iQ8gvqWblrmKGdAvH6XLxj2V7PPu9tyGfkqo65v9kGBZzw+RjQWn1Kc//XdViXPcIrL4Wqspr8Qv35/boAPx9LZzfPZJbX1nLnsOVXJgaxe2jUqiy1zM3czc2q5nZV/ZrcLwFtw3ntdX7MWHi5oyu5/4GnaCm3kn99xK45TV1p+l93PcrTwEKz/L7saNYt+9og3bW/qOM6d3FoGikNZlMJjIefpiDa9di8fUlJj3d6JC8UlHRMurq3D83paWbCAxMJSCg5X/HiYiIiJwtJTalgfyjVdz72nr2F1USbPPhqRsHc2jxFrK/2onFx4cLb+zAq0T6BsKYB4yOQrxFXTUs+yOU5MDgKZ6pA0b3iqZXTBA7DlVgtZi49YJuZ3X48EBf3v35BSzelE9MiI2rz4s/o/1DbFaGdos4q3O3hbT4kAbtcX26sHV1DmXHFgAqzi9j4OjumEwmpl/ci+kXu/sdKqvhg435DYakZ24/zNaCMvonuFct35JXyvqco4zoHoH/V2aq69yLWPXsEsS+4kqigvx49OrjicmoxOOrnd/yvQrR/903hip7vWeo+68u68NdY3rg62PGz6fhlBwhNis/G5N6rm/LKSWE+TM1oyuvrtqP2eSOpTmuG5LIG2tzOVJpJyzAyqRhnbsSfWSPSM/8syYTZDRjOL94L7PFQvz55zfdUU7J9f1F/Rppi4iIiBjN5HK5XE13a5/y8vJISkoiNzeXxMREo8PxetvyS5nx+nqOVNiJCbXxl5uG0P3YMM3SwkP4BgTgHxTcxFFEOokPp0PWy+7HFl+4ayVE9QSgyl7PxtwSEsL86Rqpyt9TeX3NflbtLmZESgRThiezevG2Bs8Pu7w31kbm9C2tqmPi3BXsLaoE3HNjfvmrscSH+bN6TzE3vbSGeqcLq8XE/FuGsPNgJUkRAUzoF4vL5cJkMp10TG+RU1yFzWqmS4it2fsUV9Sy/VA5vWKCiTKgevebA6WU1dQxIiXypKpaI3y+9RBZx+bYvCA1yuhwRNq16up8CgrexemsJSAghbi4qzGZNJOViIiItB+q2BQAVu48zENvbaLa7qBnbDB/npJO9PdunEO7aIEF6aBK8yD3a/fcnscSk81ycMvxxw47HN7u2T/A14eRPZQwacqUEV2ZMuL4kMbAUBuVxyox/YN88bE2fvMcGmDlxalDmbVoM0er7Nw9rifxYe45Mf/77SHPkO06h4uVu44y6/Lj1Y3enNQESI4MOON9IoP8GGnQdAR/+2IXf/p0OwBjekfzz58Mw2xwcnN83xjG99U1TaQ5/P3j6dbt/3A6a7BYgrz+d6iIiIh0PEpsCh9k5fHU4mwcThfDe0TyxA3nEWjTt4Z0Aod3wEsXQ20pWPzg5neh2wXN27fvD+HAOvfjwC6QNLz14uwk+mYkk7+zCJcLElIjT3sDndoliLfvGnnS9j5xDavK+8apytxI85cfX6woc/th9hRVkNpF/yci3sRstmI2W40OQ0RERKRRyl51Yi6Xi5e+2M38ZbsBuOK8eB68qh8+Fg0xkk4i+313UhPAUQub32x+YvPCeyGqt3uOzT4/gCAtQHKufP186NY/9pyOccPQJCpq6lm77wgZPSK5+ryEFopOzkZMiI0jlXbAvWBTWICvwRGJiIiIiEhHosRmJ1XvcPLEB9/y0cZ8AH46ujt3jE3VECPpXCJSTt9uSp8rWi4WaTE/vTCFn154hv+X0iqev3Ewv33vG8pq6ph+cS9D5vgUEREREZGOS4nNTqiytp4H39zImt3FWMwm7v9BXyYO7dwr5UrTamoO4XLZsdkSO04CfMB1ULIfdn0OCemQcbfREYl0KKldglj4f1qVWkREREREWodWRe9kDpfVcN/r69lxsByb1cLjNwxiZK9oo8OSdq64eCVHj64GIDCwB7GxV3Wc5KYYrqKkGnt1PaHRgVh8Wn4qjNrqOkoKK/AP8iVEq9SLiIiIiIh0GKrY7ER2HSpnxmvrKSyrITzQlz9PSadvQqjRYYkXKCnJ8jyurNxNfX0ZVqu+d+TcHdx3lD2bCgAICPFjwKiUFk1u2mvq2LxsD3W1DgB6nBdHTNfwFju+iIiIiIiIGEerxHQSa3YX8X/z11BYVkPXqEDm3zFCSU1pNh+fIM9jk8kHs1nz5EnLOLTvqOdxVVkt5UeqWvT4pYerPElNgKIDZS16fBERERERETGOKjY7gQ/X5/Hkh9k4nC4GdwvnqR8PJsTfanRY4kViY6/k8OHPcbnqiIi4AIvFZnRI0kH4BVipLK1xN0zg28K/m/yDGq7CHRCspLyIiIiIiEhHocRmB+ZyufjH/3bxypd7ALhsYBwPXt0f31aYw046Nj+/KBITJxkdhnRA3QfFYTKZsNfUEZsS0eKJx6Bwf3oNTeBwbim2IF+S+3Zp0eOLiIiIiIiIcZTY7KDs9U4ee+8b/rvFPXfdT0d3546xqVrwRUTaFV8/H3oPa93F36ISQonS1BsiIiIiIiIdjhKbHVBplZ1Zb2xkw/6jWMwmZl2ZxpXpWjVeREREREREREQ6DiU2O5j8o1Xc+9p69hdVEujnw+OTBjGiR5TRYYmIiIiIiIiIiLQoJTY7kG/zSpj57w0crbQTE2rjmSnppMYEGx2WiIiIiIiIiIhIi1Nis4PI3HqI2Ys2U1vnpFdcMM9MTic6RCtXi7SoyiLY8SmEJkL30UZHIyIiIiIiItKpKbHZAbyxah/PfrodlwtG9ozisesHEeCn/1qRFlV9FF4cByX73e1LH4eMnxsbUytxOF089/lOvs0v5ZK0GCYNSzY6JBEREREREZGTKPvlxRxOF89+so231uQAcM3QJO67og8+FrPBkYl0QLlrjyc1ATa/1WETm//4cjfPfr4TgM+2FhITYmNM7y4GRyUiIiIiIiLSkDJgXqraXs+v39zoSWr+4pJe/OqHfZXUFGktESlgth5vR/c2LpZWtvNQxWnbIiIiIi3N4aihpGQDZWXZuFxOo8MREREvoYpNL1RcUcv9/15P9oEyfH3MzL52AOP7xRodlkjHFtUTJi2Adf90z7F58e+MjqjVXN4/lvc3HsDpgkBfC2P7RBsdkoiIiHRgLlc9Bw68id1eDEB1dS4xMZcaHJWIiHgDJTa9zN7DFcx4bT0FJdWEBlj5042DGZgcbnRYIp1D78vdXx3chH6xLLprJFsLysnoEUlKVKDRIYmIF6mrqsIaEGB0GCLiRez2Ek9SE6CycreB0YiIiDdRYtOLZO0tZtYbGymvqScxIoC/3JROUqQSDiLS8gYnhzNYH5qIyBmoLS1l+UO/oXTPHsJSe3DhH/6Ab3Cw0WGJiBewWoMxm/1xOqsB8PPT3N4iItI8mpDRS3y8KZ9fLsiivKaeAUlhvHT7CCU1RUREpN3Y9f4HlO7ZA0DJrt3sev8DgyMSEW9hNvuRkHAdwcFphIaeR2zsD4wOSUREvIQqNts5l8vFi1/s4p/L3DcK4/vF8PA1A/CzWgyOTEREROTUTCaT0SGIiBfx84smJuYyo8MQEREvo4rNdqy2zsHsRZs9Sc2pF6bw++sGKakpIiIi7U7qxKsJS+0BQFjPnvS46kqDIxIRERGRjk4Vm+3U0Uo7v1q4gS25JVjMJmZdmcaV6YlGhyUi0moqDx7k4Lp1BCcm0eW8QUaHIyJnyC8khHHPPUd9TQ0+NpvR4UgH5XI5OHz4f1RXH8DfP4no6LGYTKrVEBER6ayU2GyH9h6u4L7X15N/tJpgmw9P/vg8hqREGh2WiEirqTpUyBe/nI69vByA9Om/pNuECU3uV5hTwt4tBzGZTaQOjiciVguViBhNSU1pTSUlGygr2wJAXd0RfH3DCQtLNzgqERERMYo+3mxn1u4p5o6X1pB/tJqEcH9evH2Ekpoi0uEVbtroSWoCHFi+osl96usc7N6Yj6PeSb3dwc71B1ozRBERaQccjsoG7fr6ylP0FBERkc5AFZvtyPtZefxxcTYOp4uByWH88ceDCQv0NTosEWlH6hxOXl+9nyOVdq4fmkRSRIDRIbWIkK5dwWwGpxOA0G5dm9zH5XJ/edoOFy6XSwuWiIh0YCEh/Skr+xanswaz2Z+QkH5GhyQiIiIGMrlc378t9C55eXkkJSWRm5tLYqL3zj/pdLr422c7eH3FPgAuHRjHQ1f3x9dHBbUi0tCsRZt5Y20uAF2C/Vg6YzSh/laDo2oZB5avIHfZMoITE+k7+UbM1qZfV862QvK2F4EJug+IJTYlog0iFenE8rIgby10zYA4zYUrxqivr8JuL8LPLwqLpWN8wCciIiJnRxWbBquxO5j9zmaWbS0E4PYxPbhtTA9VHIlIo1bsLvI8LiyvZVdhOUO6doxkXsKFF5Bw4QVntE9yny7EpkRgMpmw+lpaKTIRAWBPJiy4FlwOMFvh1iWQNNzoqKQT8vEJwMcn2egwREREpB1QSaCBispruevlr1m2tRCrxcQjPxrA7WNTldQUkVMa9r0kZkSgL92jggyMpn3w9fNRUlOkLWz7yJ3UBHDWwY5PjI1HRERERDo9VWwaZOfBcmb+ez2HSmsIDbDy1I8Hc17XcKPDEpF27vFrB5AaE0RxhZ0bhycTrnl4RaStxA5o2I7pb0wcIiIiIiLHKLFpgJU7DvOb/2yiyu6ga1Qgz0xJJ7GDLAAiIq3LZrXwszGpRochIp1R+lSwV0HOKug+Gvpfa3REIiIiItLJGT4Ufe7cuaSkpGCz2RgyZAhfffWV0SG1qrfX5DDz3+upsjsYkhLBi7ePUFJTREREvMP50+CGf8HQnxodiYiIiIiIsYnNN998k+nTp/PQQw+xYcMGRo0axeWXX05OTo6RYbUKh9PFn5ds5eklW3G64MrBCfz1piGEdJDVjEVakt1+hIqKHdTXVxgdioiIiIiIiIi0UyaXy+Uy6uQjRowgPT2defPmebb17duXiRMn8sQTTzS5f15eHklJSeTm5pKYmNiaoZ6Tytp6Hn57Myt2HAbgZxf35OYLU7RIkEgjqqr2k5//HuDAYvEnMXEyVmuo0WGJiIiIiIiISDtjWMWm3W4nKyuLCRMmNNg+YcIEVq5c2eg+tbW1lJWVeb7Ky8vbItRz4nK5mPFaFit2HMbPx8zjNwxi6qjuSmqKnEJZ2beAe9Vdh6OaysrdxgYkIiIiIiIiIu2SYYnNoqIiHA4HMTExDbbHxMRw8ODBRvd54oknCA0N9XylpaW1RajnxGQyMXVUd6KD/Zh76zDG9Ys1OiSRdu3E6kwfnxCDIhERERERERGR9szwxYNOrFx0uVynrGb89a9/TWlpqecrOzu7LUI8Zxf0iuY/94yiX2KY0aGItHvh4SMIDT0Pmy2eyMhRBAVpBXAREREREREROZmPUSeOiorCYrGcVJ1ZWFh4UhXnd/z8/PDz8/O0y8rKWjXGlmTztRgdgohXMJt9iI4eZ3QYIiIiIiIiItLOGVax6evry5AhQ1i6dGmD7UuXLmXkyJEGRSUiIiIiIiIiIiLewLCKTYAZM2Zw8803M3ToUDIyMnjhhRfIyclh2rRpRoYlIiIiIiIiIiIi7Zyhic1JkyZRXFzMo48+SkFBAf3792fJkiV07drVyLBERERERERERESknTO5XC6X0UGcrby8PJKSksjNzSUxMdHocERERERERERERKSNGL4quoiIiIiIiIiIiMiZUmJTREREREREREREvI4SmyIiIiIiIiIiIuJ1lNgUERERERERERERr6PEpoiIiIiIiIiIiHgdJTZFRERERERERETE6/gYHcC5cDqdABQUFBgciYiIiIiIiHQm8fHxmM2qFRIRMZJXJzYPHToEwPDhww2ORERERERERDqT3NxcEhMTjQ5DRKRTM7lcLpfRQZyt+vp6NmzYQExMTLv+pKy8vJy0tDSys7MJDg42OhwRERFdm0REpN3xtmuTKjZFRIzn1YlNb1FWVkZoaCilpaWEhIQYHY6IiIiuTSIi0u7o2iQiImdKHy+JiIiIiIiIiIiI11FiU0RERERERERERLyOEpttwM/Pj9mzZ+Pn52d0KCIiIoCuTSIi0v7o2iQiImdKc2yKiIiIiIiIiIiI11HFpoiIiIiIiIiIiHgdJTZFRERERERERETE6yixKSIiIiIiIiIiIl5HiU0RERERERERERHxOkpstpC5c+eSkpKCzWZjyJAhfPXVV6ftv2zZMoYMGYLNZqN79+78/e9/b6NIRUSksziTa1NmZiYmk+mkr23btrVhxCIi0lF9+eWXXHnllcTHx2MymXjvvfea3Ef3TCIi0hQlNlvAm2++yfTp03nooYfYsGEDo0aN4vLLLycnJ6fR/nv37uWKK65g1KhRbNiwgQcffJB77rmHRYsWtXHkIiLSUZ3ptek727dvp6CgwPPVs2fPNopYREQ6ssrKSgYNGsScOXOa1V/3TCIi0hwml8vlMjoIbzdixAjS09OZN2+eZ1vfvn2ZOHEiTzzxxEn9H3jgAT744AO2bt3q2TZt2jQ2bdrEqlWr2iRmERHp2M702pSZmcnYsWM5evQoYWFhbRipiIh0NiaTiXfffZeJEyeeso/umUREpDlUsXmO7HY7WVlZTJgwocH2CRMmsHLlykb3WbVq1Un9L730UtatW0ddXV2rxSoiIp3D2VybvjN48GDi4uIYP348X3zxRWuGKSIickq6ZxIRkeZQYvMcFRUV4XA4iImJabA9JiaGgwcPNrrPwYMHG+1fX19PUVFRq8UqIiKdw9lcm+Li4njhhRdYtGgR77zzDr1792b8+PF8+eWXbRGyiIhIA7pnEhGR5vAxOoCOwmQyNWi7XK6TtjXVv7HtIiIiZ+tMrk29e/emd+/ennZGRga5ubk8/fTTXHTRRa0ap4iISGN0zyQiIk1RxeY5ioqKwmKxnFQBU1hYeNInjN+JjY1ttL+Pjw+RkZGtFquIiHQOZ3Ntasz555/Pzp07Wzo8ERGRJumeSUREmkOJzXPk6+vLkCFDWLp0aYPtS5cuZeTIkY3uk5GRcVL///73vwwdOhSr1dpqsYqISOdwNtemxmzYsIG4uLiWDk9ERKRJumcSEZHm0FD0FjBjxgxuvvlmhg4dSkZGBi+88AI5OTlMmzYNgF//+tccOHCAV199FXCv5jdnzhxmzJjBHXfcwapVq5g/fz4LFy408mWIiEgHcqbXpr/+9a9069aNfv36Ybfbee2111i0aBGLFi0y8mWIiEgHUVFRwa5duzztvXv3snHjRiIiIkhOTtY9k4iInBUlNlvApEmTKC4u5tFHH6WgoID+/fuzZMkSunbtCkBBQQE5OTme/ikpKSxZsoR7772Xv/3tb8THx/Pcc8/xox/9yKiXICIiHcyZXpvsdjszZ87kwIED+Pv7069fPz766COuuOIKo16CiIh0IOvWrWPs2LGe9owZMwD4yU9+wiuvvKJ7JhEROSsm13czMIuIiIiIiIiIiIh4Cc2xKSIiIiIiIiIiIl5HiU0RERERERERERHxOkpsioiIiIiIiIiIiNdRYlNERERERERERES8jhKbIiIiIiIiIiIi4nWU2BQRERERERERERGvo8SmiIiIiIiIiIiIeB0lNkVERERERERERMTrKLEpIiLSiezbtw+TycTGjRvP6TiZmZmYTCZKSkpaJC4REREREZEzpcSmiIhIK7rlllswmUyYTCasVivdu3dn5syZVFZWGh1as40ZM4bp06c32DZy5EgKCgoIDQ01JigREREREen0fIwOQEREpKO77LLLePnll6mrq+Orr77i9ttvp7Kyknnz5hkd2lnz9fUlNjbW6DBERERERKQTU8WmiIhIK/Pz8yM2NpakpCQmT57MlClTeO+999i0aRNjx44lODiYkJAQhgwZwrp16zz7rVy5kosuugh/f3+SkpK45557GlR6mkwm3nvvvQbnCgsL45VXXvG0v/76awYPHozNZmPo0KFs2LDhpPiWLVvG8OHD8fPzIy4ujlmzZlFfXw+4K06XLVvGs88+66k83bdv30lD0V955RXCwsJYvHgxvXv3JiAggOuuu47Kykr+9a9/0a1bN8LDw7n77rtxOByec9vtdn71q1+RkJBAYGAgI0aMIDMz89zfdBERERER6fCU2BQREWlj/v7+1NXVMWXKFBITE1m7di1ZWVnMmjULq9UKwJYtW7j00ku59tpr2bx5M2+++SbLly/nF7/4RbPPU1lZyQ9/+EN69+5NVlYWjzzyCDNnzmzQ58CBA1xxxRUMGzaMTZs2MW/ePObPn89jjz0GwLPPPktGRgZ33HEHBQUFFBQUkJSU1Oj5qqqqeO6553jjjTf45JNPyMzM5Nprr2XJkiUsWbKEBQsW8MILL/D222979rn11ltZsWIFb7zxBps3b+b666/nsssuY+fOnWf6toqIiIiISCejoegiIiJt6Ouvv+bf//4348eP5+OPP+b++++nT58+APTs2dPT709/+hOTJ0/2zG3Zs2dPnnvuOUaPHs28efOw2WxNnuv111/H4XDwz3/+k4CAAPr160deXh533XWXp8/cuXNJSkpizpw5mEwm+vTpQ35+Pg888AAPP/wwoaGh+Pr6EhAQ0OTQ87q6OubNm0ePHj0AuO6661iwYAGHDh0iKCiItLQ0xo4dyxdffMGkSZPYvXs3CxcuJC8vj/j4eABmzpzJJ598wssvv8zjjz9+Ru+tiIiIiIh0LkpsioiItLLFixcTFBREfX09dXV1XH311Tz//PPMnTuX22+/nQULFnDxxRdz/fXXe5KCWVlZ7Nq1i9dff91zHJfLhdPpZO/evfTt27fJ827dupVBgwYREBDg2ZaRkXFSn4yMDEwmk2fbBRdcQEVFBXl5eSQnJzf7dQYEBHjiB4iJiaFbt24EBQU12FZYWAjA+vXrcblc9OrVq8FxamtriYyMbPZ5RURERESkc1JiU0REpJWNHTuWefPmYbVaiY+P9ww3f+SRR5g8eTIfffQRH3/8MbNnz+aNN97gmmuuwel0cuedd3LPPfecdLzvko0mkwmXy9Xgubq6Os/jE59rjMvlapDU/P5+J25vynev6zvfrQR/4jan0wmA0+nEYrGQlZWFxWJp0O/7yVAREREREZHGKLEpIiLSygIDA0lNTW30uV69etGrVy/uvfdebrzxRl5++WWuueYa0tPT+fbbb0+5H0B0dDQFBQWe9s6dO6mqqvK009LSWLBgAdXV1fj7+wOwevXqBsdIS0tj0aJFDRKcK1euJDg4mISEBMC9Avr3F/xpKYMHD8bhcFBYWMioUaNa/PgiIiIiItKxafEgERERA1RXV/OLX/yCzMxM9u/fz4oVK1i7dq1niPkDDzzAqlWr+PnPf87GjRvZuXMnH3zwAXfffbfnGOPGjWPOnDmsX7+edevWMW3atAYVkpMnT8ZsNnPbbbeRnZ3NkiVLePrppxvE8bOf/Yzc3Fzuvvtutm3bxvvvv8/s2bOZMWMGZrP7z4Ru3bqxZs0a9u3bR1FRkafi8lz16tWLKVOmMHXqVN555x327t3L2rVreeqpp1iyZEmLnENERERERDouJTZFREQMYLFYKC4uZurUqfTq1YsbbriByy+/nN/97ncADBw4kGXLlrFz505GjRrF4MGD+e1vf0tcXJznGM888wxJSUlcdNFFTJ48mZkzZzaYTzMoKIgPP/yQ7OxsBg8ezEMPPcRTTz3VII6EhASWLFnC119/zaBBg5g2bRq33XYbv/nNbzx9Zs6cicViIS0tjejoaHJyclrsfXj55ZeZOnUq9913H7179+aqq65izZo1p1x5XURERERE5DsmV3Mm4BIRERERERERERFpR1SxKSIiIiIiIiIiIl5HiU0RERERERERERHxOkpsioiIiIiIiIiIiNdRYlNERERERERERES8jhKbIiIiIiIiIiIi4nWU2BQRERERERERERGvo8SmiIiIiIiIiIiIeB0lNkVERERERERERMTrKLEpIiIiIiIiIiIiXkeJTREREREREREREfE6SmyKiIiIiIiIiIiI1/l/fncXFyGXUY0AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "palantir.plot.plot_trend(\n",
    "    ad,\n",
    "    \"NaiveB\",\n",
    "    \"EBF1\",\n",
    "    masks_key=\"palantir_lineage_cells\",\n",
    "    color=\"celltype\",\n",
    "    position=\"mellon_log_density\",\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90e8e6cc",
   "metadata": {},
   "source": [
    "Another insightful characteristic is the local variability of genes at different stages of the differentiation trajectory. These variabilities can be computed using Palantir and are stored in `ad.layers[\"local_variability\"]`. To visualize this variability alongside the gene expression trends, we need to specify a layer from which this information will be retrieved for the gene:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b33f6fe6",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2023-08-14T21:43:25.056039Z",
     "iopub.status.busy": "2023-08-14T21:43:25.055678Z",
     "iopub.status.idle": "2023-08-14T21:43:36.610547Z",
     "shell.execute_reply": "2023-08-14T21:43:36.609522Z",
     "shell.execute_reply.started": "2023-08-14T21:43:25.056016Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "palantir.utils.run_local_variability(ad)\n",
    "palantir.plot.plot_trend(\n",
    "    ad,\n",
    "    \"NaiveB\",\n",
    "    \"EBF1\",\n",
    "    masks_key=\"palantir_lineage_cells\",\n",
    "    color=\"EBF1\",\n",
    "    position=\"mellon_log_density\",\n",
    "    color_layer=\"local_variability\",\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
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   "id": "ecfe9121",
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   "source": [
    "This tutorial has demonstrated how to use Mellon and Palantir to perform trend analysis in cell differentiation trajectories. This includes selecting branches, calculating gene trends along these branches, and visualizing the results."
   ]
  }
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