{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sample-Specific Variance in Differential Analysis\n",
    "\n",
    "This tutorial demonstrates how to account for biological variability across samples in differential analysis. This is crucial when analyzing data from multiple biological replicates.\n",
    "\n",
    "## Why Sample Variance Matters\n",
    "\n",
    "When comparing conditions (e.g., treated vs. control), we typically have multiple biological replicates per condition. Biological variation **between samples** within the same condition is often larger than technical variation, and ignoring it can lead to:\n",
    "\n",
    "- Inflated statistical significance\n",
    "- High false positive rates\n",
    "- Poor reproducibility across studies\n",
    "\n",
    "Kompot's sample variance estimation:\n",
    "\n",
    "✓ Builds separate estimators for each sample  \n",
    "✓ Computes sample-to-sample covariance  \n",
    "✓ Adjusts significance based on inter-sample variability  \n",
    "✓ Produces more conservative and reproducible results  \n",
    "\n",
    "## Dataset\n",
    "\n",
    "We'll use bone marrow data from young and old mice, with 3 biological replicates per age group."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T05:57:00.001454Z",
     "iopub.status.busy": "2026-03-26T05:57:00.001120Z",
     "iopub.status.idle": "2026-03-26T05:57:15.227266Z",
     "shell.execute_reply": "2026-03-26T05:57:15.225327Z",
     "shell.execute_reply.started": "2026-03-26T05:57:00.001416Z"
    }
   },
   "outputs": [],
   "source": [
    "import anndata as ad\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import palantir\n",
    "import pandas as pd\n",
    "import scanpy as sc\n",
    "\n",
    "import kompot\n",
    "\n",
    "plt.rcParams[\"axes.spines.right\"] = False\n",
    "plt.rcParams[\"axes.spines.top\"] = False\n",
    "plt.rcParams[\"image.cmap\"] = \"Spectral_r\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T05:57:15.229134Z",
     "iopub.status.busy": "2026-03-26T05:57:15.228298Z",
     "iopub.status.idle": "2026-03-26T05:57:15.235169Z",
     "shell.execute_reply": "2026-03-26T05:57:15.233565Z",
     "shell.execute_reply.started": "2026-03-26T05:57:15.229097Z"
    }
   },
   "outputs": [],
   "source": [
    "DATA_PATH = \"../data/murine_bone_marrow_aging.h5ad\"\n",
    "SAMPLE_COLUMN = \"Replicate\"        # Sample/replicate identifiers\n",
    "GROUPING_COLUMN = \"Age\"\n",
    "CONDITIONS = [\"Young\", \"Old\"]\n",
    "CELL_TYPE_COLUMN = \"highres_celltype\"\n",
    "DIMENSIONALITY_REDUCTION = \"DM_EigenVectors\"\n",
    "LAYER_FOR_EXPRESSION = \"logged_counts\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T05:57:15.236241Z",
     "iopub.status.busy": "2026-03-26T05:57:15.235991Z",
     "iopub.status.idle": "2026-03-26T05:57:35.955750Z",
     "shell.execute_reply": "2026-03-26T05:57:35.954836Z",
     "shell.execute_reply.started": "2026-03-26T05:57:15.236216Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/fh/fast/setty_m/user/dotto/kompot/.venv/lib/python3.12/site-packages/joblib/externals/loky/backend/context.py:131: UserWarning: Could not find the number of physical cores for the following reason:\n",
      "found 0 physical cores < 1\n",
      "Returning the number of logical cores instead. You can silence this warning by setting LOKY_MAX_CPU_COUNT to the number of cores you want to use.\n",
      "  warnings.warn(\n",
      "  File \"/fh/fast/setty_m/user/dotto/kompot/.venv/lib/python3.12/site-packages/joblib/externals/loky/backend/context.py\", line 255, in _count_physical_cores\n",
      "    raise ValueError(f\"found {cpu_count_physical} physical cores < 1\")\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 8090 × 16285\n",
       "    obs: 'Compartment', 'Replicate', 'Age', 'Sample', 'Info', 'batch', 'doublet_score', 'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'total_counts_hb', 'pct_counts_hb', 'S_score', 'G2M_score', 'phase', 'leiden', 'phenograph', 'highres_celltype', 'midres_celltype'\n",
       "    var: 'gene_ids', 'feature_types', 'genome', 'mt', 'n_cells_by_counts', 'mean_counts', 'pct_dropout_by_counts', 'total_counts', 'hb', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'highly_variable_nbatches', 'highly_variable_intersection'\n",
       "    uns: 'Age_colors', 'Compartment_colors', 'DMEigenValues', 'Info_colors', 'README', 'Replicate_colors', 'Sample_colors', 'batch_colors', 'draw_graph', 'highres_celltype_colors', 'hvg', 'leiden', 'leiden_colors', 'midres_celltype_colors', 'neighbors', 'pca', 'phase_colors', 'umap', 'DM_EigenValues'\n",
       "    obsm: 'AbCapture', 'DM_EigenVectors', 'HTO', 'X_draw_graph_fa', 'X_pca', 'X_pca_harmony', 'X_pca_noregression', 'X_umap'\n",
       "    varm: 'PCs'\n",
       "    layers: 'MAGIC_imputed_data', 'logged_counts', 'normalized_counts', 'raw_counts'\n",
       "    obsp: 'DM_Kernel', 'connectivities', 'distances', 'DM_Similarity'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata = ad.read_h5ad(DATA_PATH)\n",
    "palantir.utils.run_diffusion_maps(adata, pca_key=\"X_pca_harmony\", n_components=40)\n",
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Examine Sample Structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T05:57:35.957072Z",
     "iopub.status.busy": "2026-03-26T05:57:35.956784Z",
     "iopub.status.idle": "2026-03-26T05:57:35.981053Z",
     "shell.execute_reply": "2026-03-26T05:57:35.980306Z",
     "shell.execute_reply.started": "2026-03-26T05:57:35.957051Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cells per sample:\n",
      " Replicate     1     2     3\n",
      "Age                        \n",
      "Mid        1035  1022     0\n",
      "Old        1057  1019  1040\n",
      "Young       944  1007   966\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_32012/1340399861.py:2: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  sample_counts = adata.obs.groupby([GROUPING_COLUMN, SAMPLE_COLUMN]).size().unstack(fill_value=0)\n"
     ]
    }
   ],
   "source": [
    "# Check sample distribution\n",
    "sample_counts = adata.obs.groupby([GROUPING_COLUMN, SAMPLE_COLUMN]).size().unstack(fill_value=0)\n",
    "print(\"Cells per sample:\\n\", sample_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T05:57:35.981809Z",
     "iopub.status.busy": "2026-03-26T05:57:35.981541Z",
     "iopub.status.idle": "2026-03-26T05:57:36.775533Z",
     "shell.execute_reply": "2026-03-26T05:57:36.774221Z",
     "shell.execute_reply.started": "2026-03-26T05:57:35.981792Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABuIAAAFeCAYAAABw2gkuAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XeYFeX58PHvzJze9mxvbKH3JkpREMSGYi9YY43GGE1MNIkptsTyM9HoqzFGY5SoGBQrdsUCKk2kdxa2sL3vnl5m5v3jLAsLqGBAYrw/17UXZ2aemXlmDrvnzNxz349imqaJEEIIIYQQQgghhBBCCCGEEOKAUg91B4QQQgghhBBCCCGEEEIIIYT4XySBOCGEEEIIIYQQQgghhBBCCCEOAgnECSGEEEIIIYQQQgghhBBCCHEQSCBOCCGEEEIIIYQQQgghhBBCiINAAnFCCCGEEEIIIYQQQgghhBBCHAQSiBNCCCGEEEIIIYQQQgghhBDiIJBAnBBCCCGEEEIIIYQQQgghhBAHgQTihBBCCCGEEEIIIYQQQgghhDgIJBAnhBBCCCGEEEIIIYQQQgghxEEggThxSEyZMoUpU6Z0T1dUVKAoCjNnzjyk/RJCCCGEEEKk3H777SiKQnNz81e2Ky0t5bLLLvtG+ygtLeWUU075hj387lMUhdtvv717eubMmSiKQkVFxSHtlxBCCCGEEOLAkUDc99iOi7wdPxaLhcLCQi677DJqamoOdfcOqPXr13P77bfLBa0QQnxH/e1vf0NRFMaNG3eouyKEEEJ8q/72t7/JA4tCCCGEEEJ8h1kOdQfEofeHP/yB3r17E41GWbx4MTNnzuTTTz9l7dq1OByOb6UPJSUlRCIRrFbrQdn++vXrueOOO5gyZQqlpaUHZR9CCCEOnlmzZlFaWsrSpUspKyujX79+h7pLQgghumzatAlVlWc8D5a//e1vZGVlfeOsQyGEEEIIIcShJVdLgpNOOomLL76YH/7whzzxxBPcdNNNbN26lblz535rfVAUBYfDgaZp39o+hRBCfDeUl5ezcOFC/vKXv5Cdnc2sWbMOdZeEEELswm63H7QH6r5KKBT61vcphBBCCCGEEPtLAnFiD5MmTQJg69at3fM2btzIOeecQ0ZGBg6Hg8MPP3yPQN2OUpcLFizgRz/6EZmZmfh8Pi655BLa2tq+cp9fNkbcxo0bmTFjBtnZ2TidTgYOHMjvfve77uWVlZVce+21DBw4EKfTSWZmJueee26PEpQzZ87k3HPPBeCYY47pLsX58ccfd7d5++23mTRpEm63G6/Xy/Tp01m3bt03PodCCCEOnFmzZpGens706dM555xz9hqIa2lp4Qc/+AE+nw+/38+ll17KqlWrvvSz5es+04QQQuzU3t7OZZddht/vJy0tjcsvv5xwONy9fG9jxK1evZrJkyfjdDrp1asXd955J0899dSXjn/26aefMnbsWBwOB3369OHpp5/usXzHtcb8+fO59tprycnJoVevXt3L9+X7fH19PZdffjm9evXCbreTn5/P6aefvt/l62tqarjyyispKCjAbrfTu3dvfvzjHxOPx3ucsxtuuIGioiLsdjv9+vXj3nvvxTCM/dpXaWkp69atY/78+d3XMVOmTGHbtm0oisIDDzywxzoLFy5EURT+/e9/wy5j/e24tvL5fGRmZvKzn/2MaDS6x/rPPvssY8aMwel0kpGRwfnnn8/27dv3q99CCCGEEEKInaQ0pdjDjgvR9PR0ANatW8dRRx1FYWEhN998M263mxdeeIEzzjiDl156iTPPPLPH+tdddx1+v5/bb7+dTZs28eijj1JZWcnHH3+Moij73I/Vq1czadIkrFYrV199NaWlpWzdupXXX3+du+66C4DPP/+chQsXcv7559OrVy8qKip49NFHmTJlCuvXr8flcnH00Ufz05/+lIceeojf/va3DB48GKD732eeeYZLL72UE088kXvvvZdwOMyjjz7KxIkTWbFihZSyFEKIQ2zWrFmcddZZ2Gw2LrjgAh599FE+//xzjjjiCAAMw+DUU09l6dKl/PjHP2bQoEG89tprXHrppXtsa38/04QQQsCMGTPo3bs399xzD8uXL+eJJ54gJyeHe++9d6/ta2pquh+A+81vfoPb7eaJJ57AbrfvtX1ZWRnnnHMOV155JZdeeilPPvkkl112GWPGjGHo0KE92l577bVkZ2dz6623dmfE7ev3+bPPPpt169Zx/fXXU1paSmNjI++//z5VVVX7/J2/traWsWPH0t7eztVXX82gQYOoqanhxRdfJBwOY7PZCIfDTJ48mZqaGn70ox9RXFzMwoUL+c1vfkNdXR0PPvjgPp/7Bx98kOuvvx6Px9P9QGJubi59+vThqKOOYtasWfz85z/vsc6sWbPwer2cfvrpPebPmDGD0tJS7rnnHhYvXsxDDz1EW1tbj6DnXXfdxS233MKMGTP44Q9/SFNTEw8//DBHH300K1aswO/373PfhRBCCCGEEF1M8b311FNPmYA5b948s6mpydy+fbv54osvmtnZ2abdbje3b99umqZpHnvssebw4cPNaDTava5hGOaRRx5p9u/ff4/tjRkzxozH493z//SnP5mA+dprr3XPmzx5sjl58uTu6fLychMwn3rqqe55Rx99tOn1es3Kysoe/TYMo/t1OBze47gWLVpkAubTTz/dPW/OnDkmYH700Uc92gYCAdPv95tXXXVVj/n19fVmWlraHvOFEEJ8u5YtW2YC5vvvv2+aXZ8BvXr1Mn/2s591t3nppZdMwHzwwQe75+m6bk6dOnWPz5Z9/UwTQghhmrfddpsJmFdccUWP+WeeeaaZmZnZPV1SUmJeeuml3dPXX3+9qSiKuWLFiu55LS0tZkZGhgmY5eXlPdYFzAULFnTPa2xsNO12u3njjTd2z9txrTFx4kQzmUx2z9/X7/NtbW0mYP75z3/+j87JJZdcYqqqan7++ed7LNtxnfLHP/7RdLvd5ubNm3ssv/nmm01N08yqqqrueYB522237XGcu56joUOH9rh22uGxxx4zAXPDhg3d8+LxuJmVldXj/djxPp522mk91r/22mtNwFy1apVpmqZZUVFhappm3nXXXT3arVmzxrRYLHvMF0IIIYQQQuwbKU0pOO6448jOzqaoqIhzzjkHt9vN3Llz6dWrF62trXz44YfMmDGDQCBAc3Mzzc3NtLS0cOKJJ7JlyxZqamp6bO/qq6/uMUbEj3/8YywWC2+99dY+96mpqYkFCxZwxRVXUFxc3GPZrll1Tqez+3UikaClpYV+/frh9/tZvnz51+7n/fffp729nQsuuKD72Jqbm9E0jXHjxvHRRx/tc5+FEEIceLNmzSI3N5djjjkGuj4DzjvvPGbPno2u6wC88847WK1Wrrrqqu71VFXlJz/5SY9tfZPPNCGEEHDNNdf0mJ40aRItLS10dnbutf0777zDhAkTGDVqVPe8jIwMLrroor22HzJkSHd5fIDs7GwGDhzItm3b9mh71VVX9RhXel+/zzudTmw2Gx9//PHXls3/MoZh8Oqrr3Lqqady+OGH77F8x3XKnDlzmDRpEunp6T36dNxxx6HrOgsWLPhG+9/djBkzcDgcPUo2v/vuuzQ3N3PxxRfv0X73z8Xrr78eoPs67eWXX8YwDGbMmNGj33l5efTv31+ujYQQQgghhPiGpDSl4JFHHmHAgAF0dHTw5JNPsmDBgu6yMWVlZZimyS233MItt9yy1/UbGxspLCzsnu7fv3+P5R6Ph/z8/P0ae2HHRfewYcO+sl0kEuGee+7hqaeeoqamhtRDpSkdHR1fu58tW7YAMHXq1L0u9/l8+9xnIYQQB5au68yePZtjjjmG8vLy7vnjxo3j/vvv54MPPuCEE06gsrKS/Px8XC5Xj/X79evXY/qbfKYJIYRgjwfjdpSwb2tr2+v35crKSiZMmLDH/N3/Ln/Z9nfsY28Bs969e/eY3tfv83a7nXvvvZcbb7yR3Nxcxo8fzymnnMIll1xCXl7eXtfdXVNTE52dnV97jbJlyxZWr15Ndnb2Xpc3Njbu0/6+jt/v59RTT+W5557jj3/8I3Q9wFJYWLjX87H7dVrfvn1RVbX7Om3Lli2YprlHux12fdhSCCGEEEIIse8kECcYO3Zs9xOdZ5xxBhMnTuTCCy9k06ZN3YOJ33TTTZx44ol7Xf/LLqi/Dddffz1PPfUUN9xwAxMmTCAtLQ1FUTj//PP3aSD0HW2eeeaZvV6AWyzyKyKEEIfKhx9+SF1dHbNnz2b27Nl7LJ81axYnnHDCPm/vv/0zTQgh/lvtmoG2q10fgvu2tr9rRQz28/v8DTfcwKmnnsqrr77Ku+++yy233MI999zDhx9+yOjRow/Akezs0/HHH8+vfvWrvS4fMGDAAdvXJZdcwpw5c1i4cCHDhw9n7ty5XHvttajq1xe/2X38bsMwUBSFt99+e6/vicfjOWD9FkIIIYQQ4vtEogyiB03TuOeeezjmmGP461//yhVXXAFdTz8ed9xx+7SNLVu2dJcQAwgGg9TV1XHyySfvcz/69OkDwNq1a7+y3Ysvvsill17K/fff3z0vGo3S3t7eo93uF5k79O3bF4CcnJx9Pj4hhBDfjlmzZpGTk8Mjjzyyx7KXX36ZV155hb///e+UlJTw0UcfEQ6He2TFlZWV9Vhnx2fL/nymCSGE2H8lJSV7/A1mL3+XD4T9/T7ft29fbrzxRm688Ua2bNnCqFGjuP/++3n22We/dt3s7Gx8Pt/XXqP07duXYDB4wD5rvuxaBmDatGlkZ2cza9Ysxo0bRzgc5gc/+MFe227ZsqVHRmFZWRmGYVBaWtrdb9M06d279wENFgohhBBCCPF9J2PEiT1MmTKFsWPH8uCDD+Lz+ZgyZQqPPfYYdXV1e7RtamraY97jjz9OIpHonn700UdJJpOcdNJJ+9yH7Oxsjj76aJ588kmqqqp6LNv1yVhN0/Z4Uvbhhx/uHjdoB7fbDbBHgO7EE0/E5/Nx99139+jzVx2fEEKIgy8SifDyyy9zyimncM455+zxc9111xEIBJg7dy4nnngiiUSCf/zjH93rG4axRwAvJydnvz/ThBBC7L8TTzyRRYsWsXLlyu55ra2tPcYyO5D72pfv8+FwmGg02mNZ37598Xq9xGKxfdqXqqqcccYZvP766yxbtmyP5TuuS2bMmMGiRYt4991392jT3t5OMpnc5+Oj61pm9+uYHSwWCxdccAEvvPACM2fOZPjw4YwYMWKvbXf/XHz44YcBuq/TzjrrLDRN44477tjjGss0TVpaWvar30IIIYQQQogUyYgTe/XLX/6Sc889l5kzZ/LII48wceJEhg8fzlVXXUWfPn1oaGhg0aJFVFdXs2rVqh7rxuNxjj32WGbMmMGmTZv429/+xsSJEznttNP2qw8PPfQQEydO5LDDDuPqq6+md+/eVFRU8Oabb3Zf1J9yyik888wzpKWlMWTIEBYtWsS8efPIzMzssa1Ro0ahaRr33nsvHR0d2O12pk6dSk5ODo8++ig/+MEPOOywwzj//PPJzs6mqqqKN998k6OOOoq//vWvB+CMCiGE2B9z584lEAh86WfH+PHjuzMAXnnlFcaOHcuNN95IWVkZgwYNYu7cubS2tsJumQT7+5kmhBBi//3qV7/i2Wef5fjjj+f666/H7XbzxBNPUFxcTGtr61dmeO0vn8+3T9/nN2/e3H2NMmTIECwWC6+88goNDQ2cf/75+7y/u+++m/fee4/Jkydz9dVXM3jwYOrq6pgzZw6ffvopfr+fX/7yl8ydO5dTTjmFyy67jDFjxhAKhVizZg0vvvgiFRUVZGVl7fM+x4wZw6OPPsqdd95Jv379yMnJ6TEG3CWXXMJDDz3ERx99xL333vul2ykvL+e0005j2rRpLFq0iGeffZYLL7yQkSNHQldg8s477+Q3v/kNFRUVnHHGGXi9XsrLy3nllVe4+uqruemmm/a530IIIYQQQogUCcSJvTrrrLPo27cv9913H1dddRXLli3jjjvuYObMmbS0tJCTk8Po0aO59dZb91j3r3/9K7NmzeLWW28lkUhwwQUX8NBDD+33BffIkSNZvHgxt9xyC48++ijRaJSSkhJmzJjR3eb//b//h6ZpzJo1i2g0ylFHHcW8efP2GPsnLy+Pv//979xzzz1ceeWV6LrORx99RE5ODhdeeCEFBQX83//9H3/+85+JxWIUFhYyadIkLr/88v/gLAohhPimZs2ahcPh4Pjjj9/rclVVmT59OrNmzaK9vZ0333yTn/3sZ/zrX/9CVVXOPPNMbrvtNo466igcDkf3ekOGDNmvzzQhhBD7r6ioiI8++oif/vSn3H333WRnZ/OTn/wEt9vNT3/60x5/lw+Effk+X1RUxAUXXMAHH3zAM888g8ViYdCgQbzwwgucffbZ+7yvwsJClixZwi233MKsWbPo7OyksLCQk046qbs8ssvlYv78+dx9993MmTOHp59+Gp/Px4ABA7jjjjtIS0vbr+O79dZbqays5E9/+hOBQIDJkyf3CMSNGTOGoUOHsmHDBi666KIv3c7zzz/Prbfeys0334zFYuG6667jz3/+c482N998MwMGDOCBBx7gjjvu6D53J5xwwn4/WCmEEEIIIYRIUcwDNcK2+N6bOXMml19+OZ9//jmHH374oe6OEEKI77lXX32VM888k08//ZSjjjrqUHdHCCG+92644QYee+wxgsEgmqYd6u78Txk9ejQZGRl88MEHeyy7/fbbueOOO2hqatqvTDwhhBBCCCHEgSFjxAkhhBDiOy8SifSY1nWdhx9+GJ/Px2GHHXbI+iWEEN9Xu/9dbmlp4ZlnnmHixIkShDvAli1bxsqVK7nkkksOdVeEEEIIIYQQeyGlKYUQQgjxnXf99dcTiUSYMGECsViMl19+mYULF3L33XfjdDoPdfeEEOJ7Z8KECUyZMoXBgwfT0NDAP//5Tzo7O7nlllsOddf2KhgMEgwGv7JNdnb2f1UQce3atXzxxRfcf//95Ofnc9555x3qLgkhhBBCCCH2QgJxQgghhPjOmzp1Kvfffz9vvPEG0WiUfv368fDDD3Pdddcd6q4JIcT30sknn8yLL77I448/jqIoHHbYYfzzn//k6KOPPtRd26v77ruve0y0L1NeXk5paem31qev8+KLL/KHP/yBgQMH8u9///uAj70nhBBCCCGEODBkjDghhBBCCCGEEN9r27ZtY9u2bV/ZZuLEiRLsEkIIIYQQQuw3CcQJIYQQQgghhBBCCCGEEEIIcRCoh7oDQgghhBBCCCGEEEIIIYQQQvwvkkCcEEIIIYQQQgghhBBCCCGEEAeBBOKEEEIIIYQQQgghhBBCCCGEOAgkECeEEEIIIYQQQgghhBBCCCHEQSCBOCGEEEIIIYQQQgghhBBCCCEOAgnECSGEEEIIIYQQQgghhBBCCHEQSCBOCCGEEEIIIYQQQgghhBBCiINAAnFCCCGEEEIIIYQQQgghhBBCHAQSiBNCCCGEEEIIIYQQQgghhBDiIJBAnBBCCCGEEEIIIYQQQgghhBAHgQTihBBCCCGEEEIIIYQQQgghhDgIJBAnhBBCCCGEEEIIIYQQQgghxEEggTghhBBCCCGEEEIIIYQQQgghDgIJxAkhhBBCCCGEEEIIIYQQQghxEEggTnxrTD1JeMsXJIPttHVGCUcTh7pLQgghvqOiyRjLalYTiodpCbcRT8YPdZeEEEJ8VyVaoeV10CMQrQRDrlOEEEIIIYQQB47lUHdAfH+0fvgMHUvfQHdlsKnDyUZtICOOP4W5n2zl9KP7cvy4kkPdRSGEEN8Rjy59hkXbvyDLlU5zuI0sVzp350wguPpD0idfiHvAEYe6i0IIIb4rNpwGnZ+BvRRiFeAeA+knQtub0Pdv4DvyUPdQCCGEEEII8R0mGXHigDNMg/fLPmFh1Rd7bxALMsRaw3Es4s1Pt1FZH+C1BVuJJ+PM2/ople3VX7uPcDzC5uZyYpIBIYQQ/9OSepK3Nn/Iyrp1e13eHu0EoCXcRvvi14g3VtH5xTuE4mHeK1tAfbCpu61pmnvdRiAWZHPzNpKGfpCOQgghxH+FZACq/5QKuu1NbHvq39AaqL4HQqug4Z8Qq4W6RyFet7Ptl3ymEK+DwNIvXy6EEEIIIYT43lHML7srJcQ3tHjLJ2yc+zRlLUOIFg4nZmmho87HSeNLOb1vmHhnCw0fziZZMBx7zXI6kzY2Dr+WkrY5ZG/fwlv5mfz08r/z2qq5rFv1DqeFYMgl92DxpAOwtHol93/2GCYwLGcAtx7z80N9yEIIIQ6Sd5e/Ch/PpjSSwBh0BE9rAU5obGfYYadQmV9IZXs1cze+zxlpfRm57BNQNSLjr+K+pc00N6jkD6/isR/cQPnrT7Jy5SYWOo/hjz89Hqc9VRTgvbL5PPHFbACOLh3HdeMuO8RHLIQQ4qDZfBk0/iv1OvtCaF8AqhWK7wCLH9o/gManIONUaJoNmgdK7oXKX4HeCe7DYeRnsPFcaH0LvBNgxEegaKltVt4C2+9Mve71Gyi9+9AdqxBCCCGEEOK/hpSmFP+xeEJn7bYWNG8bf1n0GL6wwU+jrRzl+oxfbysi4euAgIPn3t/M0WOOpbC/B/+YEwis+pCmik/xE+aTT1YxMK2adqvGkHCCcDzCvze9Cw6FjEiIfo1VBEwnABsqvsAEencoDKkqpyJvA6WDB3f3Z/mmRt5bUskZk/syqCTjEJ4ZIYQQ+8uIhojWbsGIRWic+xAFpg23nhqrJ75pGdOsKkVxncC7T3DYL5/l8MIRnD30ZNo+fZE2PQl6krvn1hMxrWSoEfSOTBJNVbDmLUZpUNaWSVPbUbgcVuw2jUVd2dtHtoUZX/8R0cIJOHoN7O7PghXVLF5bzwUnDKQo13vIzosQQohvIN4I4TUQ2QLbftZzWdNzO1+X/RCOikHmqdD3QSi7FtBB74Bt1+yykg4dH0Lr3NRk4JNUgC7ZDpYsaH5xZ9P6JyD3CnD22zmv7tFUNl7pvWAvPFhHLYQQQgghhPgvI4E48R97+IWVfLy8mqLhdUScESI26FQ1WmOZJLBA2A+Aqipk+Z3d67mHTiTeUsObXzRRrWfyUHY+kbQgJ/Uah6lbGddrNJtr1zO232ianCX84q55KAr86rAkHW1hjmzSyVAjbHv1H5QO/kv3dp94bQ3bG4J0BGPcc+3EQ3JOhBBCfDP1L95LtHIdlowCSMZxmglMQFHAZppkJA0AFJsDxeroXs93+Eno4U5mfd5Bp+nil+mv0kvpRBl+IUlvOrbiYbTX1zFszGQ6gnGuv/9jPE4rvY9MZTGc2hJEARpe+Qsl1z/Wvd1HXlxFOJpEVRRuunjMITgjQgghvrHVR0G0DBz9wPyKkvbW7J7TRb8H00hlx+26Xt414BwK7pEQq061a3sXNl0A9t6AtrNtsgk2ngeju8r1JwOw9drUa1sB9P7TAT1UIYQQQgghxH8vCcSJ/8izCxaysOMD7CPaaW8ZiOosIRqx8MeWY9FNKwCKbueMkXYGadUogUbIyAfAUDX+ECmjtlcTLnxEHKkqqfM21jD3tXe4/aozufGoqzFiYdZUhogndAZbawg7i+hf76LScOC3bafF8JAMtGLxprLfJo0s5NUFW5k4ouAQnhkhhBD769GlzzChegM+oC4ZJqalkZPsZEm8L0fYKnEoSZw2J025R7JZ7Yc/ECPdlwrGKYrCmvLPyfGE8WeEyW4PggGLN77FW80LuOvUXzE0rYC+yRiLVjViGjoliUrGWnPYbG6gQ1Px6wZVVoXsRASXNfXgyNGje/HJyhomDM/fp2MwTRNFUQ7qeRJCCPE1TB3Wn5UKwgEk2roufZM929mLU0E6e5+urDZ/1/pJaJ4NZgKwA7HU/G0/BYsPRq0AWz4YYah9OLUsth0yz4VY2c7t6yEw4qDaUmUuM86AwGeQMX0fj8NMPYkihBBCCCGE+E6TMeLEfusIxrj1sYXUNoeI2RuxD1yGoppkd1oIBHOIFtSid2QQ3zQWq0XhrPG5HLm+64lPzYp39PFkTr2Yf3/xKa9Vpsq39MLKldmjWenPZu68DcStMKVwChdnrqdj8VzsvQYRaG9ns9nGc3k+sgwXg8NTmVD3b3xKlLf18Rx53iWMGZTb3c8Vmxr5ZGUNZ0zuS3Ger8cxJJI6f395DfZkJyc2PwuKQuGld2PxZX67J1MIIb7nGoJN/OGVOTSW5WCkb+FPoWUoQKtFxZc0sAAG8ERgKmdlrMA17ER+84ENAI/X5LSzFM4bdipNbzxMaM0CAJ7r04tJfY4ktzPIvM2fYlF18iZdQGWgls8qP+cmNR9fTT22cCMAAZ+fV4cOpap2AwGrBbfVxe8mX0+/zNLufn6ysoZVW5o4//iBPbK7AYLhOI++vJoiWwfjq59B8/gpvPQeVHvPdkIIIQ6y4HJYfzok28AIfXVbSzpkXQD1f0tN2wqh4Hro9WtYPQU653fNL4KcSyGyCVrmpOYNnAN1D0PnJ+CbBKF1oLd0te+VCuwFFnRNF8DwBeDsu3PfdY9BeDWU3Jnqx65i22HbDan5TbPBMxqGfwSKPEMrhBBCCCHEd5V8mxf7bcXmJipjG1B7NaPU9EFvKMaVU8GgZAdrsmJE0bA5AvSZuIbaeB1pxcfyx0gWGQmdq2vaCCx7izabldfql2AqoMUdTG+ow1n2Bo2uKZgl27ACFcl0otu3ARCr3ogN2J7pxlAUmtUwV1w8hdq5W/loTTNLIoWoa+upqg/Q0BrmkpMH89ALK2luj9ARjHPLleP2OIb3llQyxFqN7k1dNMcbK/YIxH22qpZ5n1dx7rH9GdJ7zyBdvKUGzeFBc6cd1HMuhBD/q5ZUr6DP1gaONrdR0NGCaQEFyEga7HhSSAEuKVqHNRQCm8m96f9mayKHfyTG8sIHdZR2vkZuVxAuqFjYGE+yuepTzt7q5GS9E4BtlRvZaDSRmdDJqlrdow+uQCe/nnQtd33wBOur6gn6WlhRt44vateQMBLMGHoaf3nuC5K6iaooXHvOyB7rf7KqlgUraphg38xYdwAjEiDR3oA9t7RHu3cWVfD5+gYumT6Ykt0eEAGIN1Zi8WWhOtwH+CwLIcT3RMO/IF799e0s2WDGepadjNdAxc0Qb9gZhEOB+HZonNVzu8HPIbAYMKFzQc9tJ5ph1Oew5jiIrIN4LbTNg7pHwJIBuVfC1q5x56z5UPz7nuvX/wNaXt453flpKlvPmtWz3fa7IfgF9HkQ7EU9l5kmhFaCcyBorq8/H0IIIYQQQoiDSjLixH4LhONcOfcGUExGtcdpt6pUuC0oponZVTplWK2VdflxTEWhr2Flq5oA4KbtHWyzK6zwZLDNmUxVWtk8giOjLdhUg7ejw7APWYTmDKaCdK0ljN+epMjSyqicOAmHnXfirdR3FJHXqx8b6/Ooro+Qm6swdEyEjz5MYkY95OQnGJBbxKLVDVx9xnBaA1EAzjqmPy99uIWq+gBl1W14fFE8vRZSaHVzzck3Y7HYME2TaNV6bFm9uPrBpTS2hhk20M1dP5xKc6SNdzZ/xNheoyhqbaXhxXuJaS5ip95JaR8/Vs2K2yYXu0IIsa8am8oJPn7TV7aJGgoONfV1pdGXRk5nBwbw2+gZHGlUcYSnhnyjITWWHPBFsoiNRQEuqmsHQEdBwyRuc/DnfDent4QYYc9ki8XA39JARFXoHD6R2Yv70RFIcMTABqbldvKPwGY6rBoFnlx8tceytqydn184inJjCX5nGtNLj6RtwfOE2lt5d5uVhCuH6cY8bNnF5F94K4qikDR0NjaV0SejmIt+9z5J3WD6aD8/umgyiaYqAqs+xDtyKpGqDbS8+w8Um5P8C2/F4s1AdbhRbZJVJ4QQ+6zpBdh03r631/ygt/ecp3rACO4yQ0kF3HanesEIpJ5tdR8G0c07t5X7I2ialdqO+zCwpEHHR6llrsNBVSGyAQbOhra3wD06Va6y8jZI1EHnYnD0gVg5pE2FQf9OrauHUwFAZ3/4vDg1r+Cn0Of/Qcen0PJKKquv/h9QfTdY82DEfFCsqVKaqmPP4xBCCCGEEEIcdBKIE9/IHR88xIaGjfSJRdFNKHfbu5dZdRP/+qGMz/qCRhcc5+/Ph8EKMpMGwz2DuUfbCkCyOY+Mdje/NhejKSarYwXUGxnU6WnUjmynQ2nCCPmIrTsSVYEzp/RjdHaMF1/9lJXxEtDiqPYYRthLwZjVtGm1GGEPidrekHSgKir/uvE8Nld1cscTiwHwua10hhLdfe17WAO1lhUApDvS+POJv0Nf9i5t8/+NxZ/LogE/47WN75HMWc8wHFgsdlYmO8h0pnNvryk0v/0YSVPlPtvJBHp/gcvq5P5pt+B37JnpIIQQYk+mobPun79Ga6jErhh7bZM04dXwEWTbm1HHjsC1dR5NXi9NzVP5QfS5va7zli2HY+NNJNBwWC1YEqkHMp7L9VLt9XJ7wUQqvR5CHzxDaTRBnU3j3pZzMRM2/lDwLmnRBja5bLyS7eWC+g6iDicnXvMPPqxcwuPLZuFJGvy+NgjxaPc+rTklJBorU6+ziyi8/F6eXPUy721dwODsfuS3H49/3YuMVdexOS+P/FgSb1sz9oL+OPuMpP3TVLlmS3oeybYGLP5sel39IKrVvtdjFEIIsRs9CMsGpIJZ+yLrEmh+JlV+0ohAsulrVlC6fnb5vLJkQeEvINkBNffu1tYE1b1nmUxrDoyth6o7YPsdXc1tPTP0nINTwToA32QY8TGsPw1aX4fM80AxoPXN1Dh19pLU/vV2yDwrNdZdw5Opdd0jIbQKPGNg1LJ9Oy9CCCGEEEKIA0o91B0Q3023HftTBmaVUOayU+nYeYMwN6xzc2Uz07QtHBEMc2ZTAO+W5Vxz3M+5+IpHsY67BLXDj5m0kNPq4bLkejQlFQvO1To4wbmWH3g+o3fkcBK1vUnUl5A/Zh0F/Tt46aMybn95O8fNOAO3W8GSU03m8A1cNaiWYR2pQdH91iwcVhtGZybJjnTWVbRQ4o5S6k1gtajdQTgtswbV30CJcxB57lSZl7ZoB1Xb1xBvKAdAD3VwdPMcRuZtB6A6EcLenLqoz7F58I4+jtrBF/BI4ARySjzohk4gFiQY+5rxKIQQQnRTVI1hV92HmpENQMzUoCv3wOh6VChoOPkkNpiXOyey7tMQ087/P67+wUOMmzCYimQWuql0r7PDmHgndkxsis7m4pLu+WfGfFzZrBFe8AIZH7/EiKMvIWZ38oXPSa/DN9Pn8Fq2WlIZDcm0LEZGdEpiSQZ2BEi21tJfcZKt2MhE6xGEA3AWD0XxZACQaNpORe1GagMNmAkrlet9NFhW0z+zAQB7ezPbY6mymQlvOulHnYOz3xgALGnZgEmysxUzEUcIIcQ+0jwwrjaV1bYv2l6Dw7fCEdsg48yvb69YwLpzTGrs/QANKn8LbW9Ar5tB7aqO4T48VXpyRxDOVrRzZIhEY2ocO3sRKI5UsM7c7e995mmgdY0f1/kJtH0IsZrUdHApJFpTwTuAWOXObDxbMfR+ALxHpoKBltTnEpEtqZKVQgghhBBCiG+djBEnvrHONi+YYBoq3oRJwGHS4NKwGyZ2NUabBXL1VNvKp++g+djbUNxphDaNB0x+kDWXfKODiGFhY6KAmCNCphmi1aoxZUJv1jwZQ++3gnatDcPRAhyNrsT41/tvMsPzOYVOjdxQBkbzRwwzdCa5ihjxg18Siia4beZHeOxOrA1b6XjlYa6zqPzZOIkGMrAUlGHtlQrcHTfuWIqaJvPCwn9hN0xcLz9MKBnHktObZGM54a0rONGiUjB6Av1qq3nBkXr6NdTRAKbJxLPOYdz0KNVP/JzPzAiFo0+gV1o+ejREZOtynL1HorkkO04IIb7OaqfGyDb4wuliTCSMXdHpqnbM2mQ+WCJM0bZxpusL6v7xIYmLb0G123mg82Q0JcZdWS/h1JMYXXkKK/waJ7RDpd1Owbgz6Nj6//CYMZztNUR0d+q+aVzlzo+2MAONsXg4PtDB6/pW5uT6aBk+lB9NvZ5QewPlL/8Jd3oBK9YsJGvxi/wceDHLw3sZLkYHomQnUuPZpR15Jh+ZY2n7dA4h086SBU9j2MLkBY6nolyjpUKnbqTBVQXjmW+0cubm1GdRqKkSxWIl/7zfkgy2seapm9CsVjxTL0ZzeUkG24hWrsXV/3ApVSmEEF9nf4JNegd8MRCGfQzOPvuwbR163QblP049/hEr27ksWgHVf0p9CjkHpQJwOzLzcq+G/o9B5xLYcin4joYtV0Fr11hwe+ty8R8hXg+N/0ptc92xqfmOfhAtS5WtBMg8M7XdRG1qOvAZWHww8jMIbYBV41IBu35PgKJAtBwCn0PmGaDa9v1cCSGEEEIIIb4xCcSJb6SyvZqqzu3EN53ABNsWjklfxutZXopDCTQTmhJpRNxhnuzlYWgozLSmCH97aTUBc8cNRIUvgn04wbmaSrWIobYqtmpeOtHITuhUbNzGKMs2QgGdrS6VWHMeAEcoVRwbXUee1gntYLS3dvfpqYrhXFfTwd0zPyeeMNgWbie2eTs/8pmo6BRq7ZzvXsJKu8YSEyyqhTy/H493NCcueB490AqKSl0yjTe29eYKdwXNuhe3w8G5w07FcWJ/qt99kLdaNjCytYWamb/FjIXxjTsVs72RI4FP3llHXcXtKFY74S3LcJQMo+DiO772fBrREKaqElw9H3t+HxyFAw7aeyeEEP9tVtatZ3Y0g6dbj2WacyV25xroyohTADsG93pewaqmHoawGAatz/2Rf3kHo3AY57k+RzcMksD72Wl85rWB6eajqmnE2pxcuqSR0URBgahhwaokMUxoCqRzrWU52ZYgNKfGA5qOxip3BlsTnSzf1MgD/14B3uEUWBZx2fpF3UXJZjQHMYGNbgdZiSi63YlqdTB2VAmfL1c4zlxOaZuTZ53FVJSlsvxylQCTDD8Dp17KYd5sPvv37/GUb8TZ2sArL97Gpx4L12SOIK0zldWw8dPnmBuv59yNm4nVbcUz7GhyTv/Z155PPRLExCS0dgHOkuHYcooP4rsnhBD/ZRr+udsYb1+mq3SkmYA1R3VN776crvKSaWB0pCbbXtp75GzX8pORjT2XxWugcRZs+1kqmNcwE0jssQnQAD01thsa5P4QmuaAGd7Zp+guwT/nEOj3JGhu+GIAxCog+DmsGAOKCt7xXePYAZsuhMBCaH4B4rXQ69dQ+n9ff5oSrWBEU+tlngGO0q9fRwghhBBCCNGDBOLEN2K32FETHjBVNjhcbCnIoH8kxtSOEC/leDGVRkw0OqywMM1Fa8VIcrUOAsmdT/K/Hx3O+9HhuGwm48e1k+nJI3/RcyhqiJzmlZzrXg1RaKxwMj9scITvLTKVAF4tRsiw4bBb0BLh7u2NVMt4/v1SHIHtDLM0Mt8cxPpkEf8IHIPqaCcto4beiSb6dMD46b8k3JLJj/6wkF45Hn6Z5k8F4oB/RaZSl/Dy28R5XOP7iNxYA43v/4u1A64kyTSuK/uCdC1CRUsTKibFaxewQRtIJBxlSaw3R5S/j7/fCABqWuPEajvoXZD2pecyuGEhja88gOZOQw+2oVjtlPxiJqpFnlAVQnw/uKwOzJgHUEiaFgwTVCX1A3CEvaK77Y5lOUmDXq4amvvGGde2rfue6PEhk0E5JeTZivijrmGaKk1NLd3rvxQfzgX2FagKjLGXY1FMAoadkM2HPRYkgYU7tjXxme6ipvJV+kaDfBHowyRnGHvXTupxkksEBSiJxLD84HaUuq2UP3AZ9tJhHOGtR++E4VEdU0/v3veP0j4ms7qT4DtPYvQdzXb7SfiNbbjUONG6MoqsGtsNL4VWG9ZEnETMxqKK5Zylpj5Dos3bSbTVY03P+9Jz2fH5m7S89ySaLwu9sxnNm0nJTx8/4O+ZEEL817Jm7WPD3YNpe5l29E2Nv2YvgcanUplp0cqv3/Tu48LFG6Dqj5Bs+aq1Uvsc9jE0vwwLrZBzCaga6KTKVOptu+4EIuuh/BfgGw+uYalAHEBoeepf1+iu0SgMIAn1T4PNn1rWuSTVL1vunt3YofzXUPMnsBdDrAqaZ8PIxV9//EIIIYQQQogeFNOUQvHim6kPNPP065tZ3DQfS14VmCanNQaYm5sqxTi9McAar5/hgXYmdkRQFNDRME2TjyODWBTvT7ORhj27ErX3BkwT1OreePLLGBuFsfUB3GYSDYMYGg5Fp1H3YigmpqGRQCNdC+BVUk+TdrgLucvhR3N1MrzKRz52tvgnU97UBIPex1RNTm4MMTCWID+9mKeqB7G8MzVmwl/Hb0Pf/CkmcId7JG2N/bDpHi7zLWQoW1hvGcJjjYeTk+4k2d5IoaWFFt3Lr9LeRFFgdX5/5uBCT8S4obkSr6lTlchgabwv2/L8ZA2s4eT+Uzm271EAvPThFjpCcS6eNojAgll0LH4No+sy2ZKez0zrhWytDfC7y8cyoDj9K94FIYT431DZWstjz2/hiPpXGWmrwjQhiYK1axzRuKnSavGxPpjPVOcGTCCmaoQMK1vsdvrrATKTBglVxWqkMucCuh1dUVlkHcTk5BoUU+HezlO5Je0VNMUkgUKL7mVOaDxlShokbNzlfxGPGsNML0RpS43FMzc0ivLedq5wdbI6UMeElnZUoB0r7R4rfbxFrAnVMrQzgKEoUDwEtXIdTTYL9xVmk6zpR7pT53fBz1H0BIrDjRkNUecdyuPbB3K86wuOtFVimqmqYdtKhuKrrCWWNMm3tBNXVQzTwGWCxZ+LabOTPvlCfAOOQDd05qx7A1XROGfoyTS/9hDBdZ+gKxY0M4mtcBD/r/NE2oMx7rhqAgXZ+zhukhBCfJd1fAZlP4LIui9vo9h2G5dN2TMYp9jBjPWcp3p3ZpntK8cAiG7eOW3vD5Y0CK3qmRmnesE9FAJLujLx3GArgOiWrmdok13tMroy9HRQnGBGUkHD6NY99+2bCp0fdwXj2Jl1R1dGnWKBvo9C2pGgh6DyltTYdYU/h9VToHP+zvOQcXpXRp4Kwz8Aa/b+nQchhBBCCCG+p9RD3QHx3ZXnzeIX543H1ZRHZruTrITO3FwfaQmdomiCQWYGlx5xFn2jSUKqwiqPnYRqYFEMxjvK8JUu46TM+fTvXdN9zWvk1hCwaKyymTysHMZv0ofzx+gJfBAZSo3qYINX4/3oUEwUFsX6835oBI0WjXZV4Q13EDW9CdMeQ09rY4qynD6x9Yx21GE3UxebPiNJZjSJUV/GEaxigKWWEzK386GllL+6+/F/2uFEchpxDP8ETQ9TaGzHMCEaS6Bg0Dffze8y3yZfbWe4bXv3uahuDpNw12H4W2l0GziVOANt9VzoXoieuYXtHbU8vuw5ttQ0sqmilZlvrueVj8tYsKIa/1FnE9K8qEClUoRnxp18vrGJ1s4o9704/1C9vUII8a0qySjgN5dO4J3YEJp0N4pCdxAOYFOfvjgnXMz2ZGYqYAU4DJ1MomxtGcL9mb14N8NN2LNzXE63GsOvRjguuQqXksSpJphkW8+KeAkAVkzmxwaiozLDuop8rZPF0T6p4YVaa7q3M9pWybaNA/iHmkMLfkxTwTBhVmAipcEwRt0moh2ZLDR78aH3aKKKSUyBKpuKRU1iLd5EgWsdip662ZrQUzdS84sL6VBcZCup7O4dY+I1bwqTRRuFllTAz2GkgnAA8UALemMVi99+iEjTdlbUruHl9e/w4ro3WdOwkYxjLyGGDc1Mss0+iOiUG9hY2UZ9S5i/vPLxt/BOCiHEf4G0o2Do3C9f7j0O8q7dbebuz6dqoDr2XHd/g3DQMwgHENvaVT5zt8txIwCBxTsL17iG79Kt5C7tWncG03ZIm7r3fXd+uEsQjp7rRdZDeDWsPxkiW6Dxaah9IJVlF14PfR5KtTNj4BoKOZdCeB2E18CWH+3fORBCCCGEEOJ7TEpTiv+IRVM5PT9BeWUuW4ekxmIoDJtMCBXzHNnUrZ2DVpyJL+6gzRamNGBwek2czVYP6WEnH2RZ0GgFpWsUBlvqqdSCWJL1vbeiqQqdKPRrbGR2LxdNNgvF9hqerTiKGj0T1d/A0pJMHIZBVEtdyBZF4pwUaEUBxkc/JK7bOGF7hE5NpV96EVtcxVhrV1GRzODCjA/xJw1+GyrBzI+QbHZDRxZWfyP5BWHSIlEU4DBtC72y2mlqysZiRDnetQ6bohM3VGoT6UymlsaQj07VS0WwmKC1hdGJNiqNfLSOEsz0TpJtufziL4sYPTCbof4QrQk7A0sy0Bxugo4c3KEAzaaC3WcjJ1uhscmkrgbKW6rpndnrUL7NQgjxrfC6bOglCqtqSjjOuR6ATsNBbdEQmqojDC//Kz9It4OugmkQNqy0GB4u8iwi2ZB6xn/XEX52lLa0KjtvQE51buSJwNEc3lXucrilmin2TeRqnYy1lXWPQ7erjYl8QKFydRY/dX+CppisiJXgGtyXzYEAzpZtLIoPpTlup6PNxbGd81GAMcE4aXo7MVVla04ukBpfyJKI8XqvHDK3b+DPvve6b8MaJqyMFTM3cjh+LYLTkcRjthBUrBQk46wz+1BjdTNU2wTJBHWP30Dm8KNxW5zYLTaK0wqxONMIWnzYk83UGgaTe/lxuU3CIYVNZWHC8Qgum3OPYxRCiP85jj6gevYcLy7tOOj8BALzQMsAvfVLNqCD3nGQOmfsOY5cxtmpMdwSdV39boPg3spAKmAthER1atKMgCUbmp776l2qLjB2lvVHSwM9CsRSx/nFAMi5MtXO1jtVjlKxpzLmzGRqrLiM6YANiEPrKwfgPAghhBBCCPH9IBlx4j/W5+gT+SQ2iImVdk5pCjC5McFfq0cwLLkGAMPUadc1ALaSzhqyeK93nPXFnVi6KqPqIS/J+mIIZONN6kxsDzMiGEXRFfS2bCxKApuRams1je5brYo1DgrEVQVf0EpaRGFSS4xIeiZvZbpZRTZlyVz8SQMz6MU9cBzDh/fGlVtE6+EO7i3N4o38TLykxt8xIx4s6Q2YqkmLfy2PFPiJdhWMyTGayImlsuC0rpu6NtVAt8d5ITubtBYvvk19WGLJ5JUSK/cV5WAxY4ysaeGszU68tb0BCG5dzZXKS9xgf5lCvwXT0FlUAPcXZfBFXgdrtlfR3q6g2MLYBi/hj/Mf5P2lFVTWd3af8/LaDv793kZqm/dlIHohhPjuOG3ERN6IjKEumcpsM0xQKmo5IrYt1SAZwzRTf4ODmoKvK5vMslsQDqAdD7sX4DZQqDfSiZupz6UqfLRbrAA9gnCGCU2mi7mU0uDqzWnOLzhW3YpFMTBN2JYe49hJaYwaXIo7t5grC9Zzu/9lTsteS9Rm705g6BdJMDQUY2plHSvdNuJAi6aw3GpQEq1DU3amwqkKjLZXcbHnU+KmSr0BGFaK9DgNup9/tk8k2O6kIp6Hx0j1ecsXG/CtKiIST5LuTCMSi9No9VJjelngTrK6spZoRCFfa+WqtHm8POf3BFZ9SKK9oftYO2s20frpHJLBXcceEkKI/wF5V+05r2PeznKTXxqE25t9vXTe/dNoN1rm3ufn/QgyTk2N66bZU/Os+V2lJHdlQqK+56xk0y5j0n3J/ncNwkFXkHFH2c2ufTT+M9XOCIPmgURzqoQnpAKE7fN6ltJcOR7qn0yNNbdD67uw/R5IHqwgphBCCCGEEN89khEn/mNjhpdw/Qx4Yk6c8YntfBTKBhTGxNooCzspd9kxHQHQFTRvB+tLk+hq1389xYCYHbO+mERLEQngMs87FFmTFMcCHKfrRM3Pcdk7Ucw0iiNxTg6GeF4xQU1gRp0cW5ukvxGAYBrLY6UMdy/jkSwH1Q43DpdB+4bDmBM6gh9mvEPL/NmogB9odGSDU2GDaWdM5yDm1Q0mO5FggHcV6z12gu4I1dhotFvIjsL/BU7E4mljYqyBjbEijs5ejt8IsSjNyqY0sHhj5DXbiViSWBSTgB1Um8EZltRg6f1LCvjn+hjXet9HVUAhytr3XuXu8u0YuQGwW+gbiZOZtBFPGFh6bUfzthNMwF/fext70VZmjJlKX+vh3Pr4IgCWb2rkz9cffSjffiGEOKBOO2oQ0YjKI+9EOca/hWO1lfi1ehJmV7AKaNZUMpIGWWa8+96hCXQqGh5Tp0FxEI17eSY0iSn+JRxt1mAAzwYnUqVnoWEQMuw0mTbmWwazPBbgOssnOJVEdzlMVYHPwoP5KDqUP/jnkOaMUKG5QIeworE6J4nn3b9T3BoiA1KBPQW8VPNC0em0Jj/CkzS4qqYFAI+RYFTXPdKYqhFbP5YG2woKtToUTJKoWDAwgUHWuu6DMs3UPdUcrZN8SzvnupcC0Jg7mXc2t3KsYx0/Uz7lX025zP/kGQoWvMZgUrU7R9T1JR5SGaZVcrh9G8NoQa9ooaniEVA1sqZdzcp0L87n7yczqZNorCL3rBu//TddCCEOlj5/SWVz1T0MigfM/+Qhtj0zpvegpYP+NQ816C17n7/+xD3LYybqIO146PiwK8C2ozxlcm9b6LKvQ8DvMiaeb2JqLLgd4jVQ9hOo/9suzV0QKeu5/eASKFuSyqIb+ByEN0Dlb7r63pQ6/0IIIYQQQggU09z9WXEhvplwNIHdqvH/nv6EzRvKsAxbTKN9Z6zXNBQUded/t6JonHrVRcKWREsq+GtzqY3kowQy8BMlT2vmBN9KsvQY6/0qL+eksiMu297Jo3UzsA1ejOZtJ78Trqzv4J3ICDxKlBOda3gt28NivwsjbkO1xTESFm7bXo8lqWBXdUwTXtEH85k7nfQ2D9O0LZCWx9DwMgKmgzLNw9xS8BLnqpo25mb52GZzYViTKK1Z2JpyiQ1ch2KCqzmdUFYrNsPE1ZpBpy+EO+giP+JlengrOUrqadBGi4U03cCGiYqJDrym9mFpn9QNgfSEzvl1HbySPJXyZi+auwXX4KU4o16icY2EvwOvzcOM2Dhe+CJEo+FnUmGMa08qwjN4wrf+fgshxMEUiiRw2FSWP3kP4doKemlt3WOobbTbGBCNd5eeBLoz3xQFkijMjw6iTEnjCsdiVBNeiw9jfnQIJO2c51rEkY4yAJ6NHM6Rlkr6WJsAqFes5BgJVAWeDR7J5/G+XOH5mJG27ehdgcBXszws8buY2hrihNYQJvB2eAS6olCTzOQI2zbUIo2hTVvpSLpxKQmcys7+6kDUsOFW48RQCWmQoRskTRXTNLGqJqYJCTTipka77uYzbSSnq59gN3USqLRbFJy6gtNMjb36TF4aozvDDAvvzFR4MngUwzI6GBtfSwANQzNJ2B1khVNZEbacUv7uHc+4yrcYmuxkW84UMo8+j9EDc76ld1kIIb4lyfZUScUVwyBWfqh7sxv164N8lnxI1h24XWo5oDfu50oKaL6e5TpV784x89JPgmgVRNalptOOhdK7wTv2wPVbCCGEEEKI7ygpTSkOGJfDiqapXHHOOK4p2USrdWcZFRs24hVDyWpNjUtjMUwurO3AHkoNgK5bTFqK67EPWEGWpYUfe9/nPPfn2BIqDiXBwtrxlIQT+BM6H3jTQNFRXamLvjovbPbBca5VjPKv58VcLzFVIVHdp/umLUkb7+Zfz3O+K3jGOZ6/5GVSYXGRbCrkZG0Th9vLydeX8Xyhi7KMJK+3TSKyYioZq4ezUsukzG3DsKaePM3y1GPp21V2E4UOzQqKQlxVac9sx7AnaDPcVNSWkKEEUBRYGutDrp7EgUEiLZf5jhG8nOVhaUkqCKcYJqpp8qSrP3pbV9mYkJ9bt7ZyWzTKlcEK+pg2jkkbTf+t/+a3aXOZ7lpCc9t27vjXSjrbpfSLEOJ/i9tpRdM0imZcw0ve8T2e79/m9PLX+ERWxguhKwi3OlFIzEw9/GHB5FjHBi51LMFippLmzrSu5Xb36/Sz1DPEuh2zK9vMldZIrqW9e9u5ZioItyaZR4vh5UL3Qj70u1jptnWPQecJeBilz2Br8RD+XZTDQ7mZJLwdqFqMEx2rGWOvYEjTNmwmpKthftt+Po8FjiWgW4gYGhrgVlNjorYkfdj01NcxAwXrLg+s2BQdjxpnfbKQlqAFBzqKAtsS2eToOl6S1A8YxhMZpaxOFuLpKuG849gucX+GGkh9zkRVC/f0zsLqSQdAdaex0jWeVZ/beKLxNB7uOB69ej1Vs+/FSMQQQoj/KRY/WFww6AVQfbstPNSXxCqknwbOYTvLQO7uQAbh4MuDcJnnfcVK5p5j5lm6zqW9GIzIziAcQMcHsPZEMPUD0GEhhBBCCCG+2w71VYf4H/TXOat4sGIEM+p0PMnUhZc/qJGrhzmhPsE5DZ24EnBvn2wOMxoZ2hlnZCACgB2Fa/0fk60FSVOjFFg6SJoaV7s+w5/Uabdq1HgBU0GJelM7VKDWYcWvxJmTkckXPicrvA4ULUF8y0jMhlKUDaOZv6aNopJClKIBjGtVycwrY0L6SlYniomj8nq2m41uO3OzvIRNO9laB0c5ypgYbyY3oYJpUhBNEFUVQhYVPezBuWE4WrRrDAdMUMGX0Jna3slP0uaxMNqfhdH+1Olp3edHtfsYnlhL2KLh7Hr61TRVWmwWYlkttNtUpjuX89u0V4mOvYQOzU9xNEFpXZQvypoJGzaiKCzoH6RiWBlbvAr/enU5Tz/3Phff9jbzllZ922+5EEIcNA8u+Qf1hV/w7/x0dtzKSw/acMStDLQ0YJoQMy0Mt9bwkSOLpLkzTS5ptXUH8BQF0rUI0xyr8GsxFCU1b2Kkjcc7jyVCasy1HWvnK0Eudn/KOPtWzjC2scDsQ4PhoUzNYlXjYWxbUcV459mM0Xz8rKGF0/VKpts2EjIdRBWVkJbaUsy0Aiab3DbWK7k4VR1dS91oLUtkkae14yHJJj2b+zqmU5nI7O4vpLL7nEqM8mQ2WxPZNOtuWsydN5EzoiqN24ZzRW077nhqJbNrfYsCGVoHa5L5RDWDXw87B08k9XkbD3fyWV0tAC4lyo98H9Lf1shwSwWt857mpX/N4dI73mXZhl3G/RFCiO+69aeC0bnbuGv7WCBG2z2AdyDYUmUm2+ZC0c2g+fd/E4p9Hxp95QZ2vkzsx9/8IW9BsmuMvVgNdCzds43eDlV3wuqj4fNSCOyljRBCCCGEEN8DMkacOOD8Xjsthpdq16n8svJpyh0aTxekY/TfRnt9hEzDoNOeuuDb5rJyXU1qHIVO3UG5H17KdnJlXZw23YWJiV+NoCowMqhQ5rJia8tgmG0rY7a30ZwZIKRpHNkWpj7po7x5MFbXRopiaTS05BCMuznSWMYnSi8AbFawdOSwPMeg1mnHZwkQah/Kvb2yCdkNFEPBCPlwjppPZpOP0nArLsOkIByhIc1Oo82CP6kTiVuJVQzliGQVR0Q38s/WAgxPkIANxnZGOE5pIaZqTHZuIm7z0lE8BcpWAGBt3Mwqv4sNntRFsx5y4bdECGjgj+v8wvEuGgaaArPK3mNNuo6PUjrTwmjGev7V3ofDwmGwRgAFm6OTY6ofx6XE2RA7ho+X+zhubPEhe/+FEOJASnOkbnx6ioeg1X8GwPhkHRO8O7MDHEoqYzknovJI6AROcKwiw9pBbjzSfXvVMCFiWilL5tHflsoEME1wkOB637tsT6SzPZlFEgsWJUmn7uIU90pMoNGTxrbKoTyaGMIE22Z+7nsLUIj5RuAs3/mkvwl8Zsvmmd5JRoTCnNwUpjWRxh3pL7MmWUixsxWSYOhxNKC3pYV2w41HizBQa6KPtZGZoUlMc33BGGs1FsXEgskkxxaqk5k8FDiJrAwLV+Ssg64hhlzbV3KRp4oSSysYMNNVxLnBBtxKHNOEIq0Dq9IGCah+dTZeUp+5FtPkougifpfm4EpjOTZF7z6GjuXvMBoIJ/vzycpsDh+c+2281UIIcfDZciFRD75J0Plx18x9DMTpnQemD4obzK5BQ4nvnG8v2sfsMXWX8d0MMP+DLGb3YangW7wmNd19TvbB+lO7ii3T9W947+22377zdcurUqpSCCGEEEJ8L0kgThxwPz5rBCeMK6E030f9mzW8EFyN0fWgZZumMSyUxKGbxFCY0JG6YDNN8GgxwEFEU9FVjXTCLPM6CGkuJrZHqHBaCVk0ArqX61xfELbrfODxkRvTiSedJFFxN2VxctDD2kQBuQVOEra1LEo38fmWEqkawhex9VwwZgpPfJyJxdaBJ2zhxLx5DKsJMb8wn1Oyh3Cfazu10Sid2UHsVan+TWqO4DB12i1aVwAtgRHxUK1mcpIe4+ZALYm2GC1Wjfy4jo7C67HhpPvqyZ96DEur27EEj+Q4xzryLB2MTCtifjxKOG4jsb0fw6mkMGMbQ4IxbIpJ1LAAOpudKqgJOpxJFMBpGBR5ahimaGTXhii3OllQn48t7XMA3FqY/IK0L39zhBDiO+bGo66mqr2GPunFLGhJUFi2FG3HWGsm3a+jhoXFwSHY1CSDbfU7M+GAaquPPzeczqnO5Yy1b6VdceA3oygK+LQoAL2trfS2tmKasCbRi/WJou59rKkYRHp2kssDn1Js6YqAYcK650kMmURbcyWZSYP3011Mjq3jkooE7/frx7KRwzju47dR4lEmWTdjpuKFNFlVChIGhqmQoYVS49spUKy1sC5RxHB7M0lDZVZgAtNcq/FqYSrxoabXM/2U3ry9LpvJddn0t6XGtSssLaC5KkGL7qa8cSR/SVo43L6Nk5yrsWIQN1UUIMMMYlFNoig4MAkYTrTMRoo628BIPRDzXGgc1/jmA5DuaCd98M4x54QQ4jtv+CcQ3QKu4bB8JEQ37P82FPtuwS9tl4DUPjBDoHjADPacX/VHyLoAGv665zquw8BzGDQ+8fXjyfVg7erbl6yTeQ40zQJqds7zTIDg4n0IUO7tmL9qvDs1FfgTQgghhBDie0gCceKA0zSVAcWpMWhC9gwSEbO75EmVS8PbDkdVWPmwT4I5eWmo9R2MDsboF46z3mMnqig8b+0DrhZWZ6b+i6YldaocqbJh6b46Pm/rR9RTRZXTSpXTygltzbzhzsLZZwEZzR1cGdrKM96LyI8GqANKzAB1fVbQkFD4f2uehgyVyNqJRE24KO1VHi/0YzEjOHoNYsr8xfw720WbzcJHGW6mtYZoT/jpsESJqgq5EZ28iMIWM4KGzj8jEyjJXE2/sMHgzN7EarewJZbLZ+GhGMn+9Nq+ipZYMxTms9Gdhsvu5LKarRzhdvFJpgN7/1V8sGoSmt4X58BleOMKN9XVogG9ajPYlKGj1/fGTGqM920kmnc8Ed96+lR+QJ9ogpVahIcDJ5JuaaPaqdJW3vIV744QQny32DQr/TJLAchI2rsDb6SqFGMC2xN+iiztXOubR7PuwTB3lnY0AY8Z4Zi0JRynbd45s0s1HiyGRo7SgdpVrnKYtZq4acEwFSyKyQ/ci3gi/VwCHTvLf+mAq3oLxvYtZCgKFmBQOE5pLPXgxFHl5cQPP5O3vfM4qSWayl3o6ldBInWT0qIY1CV9lCdzCZgO5kcH09dWj8uMgAIjBuZy97pTyVU7cKCDaTK37C0iaozqjHyuD3WQZgGtei0exUqWNcCPLR/TqHsZZKnfeQ6V1P4+jA5ktGMbOUqIGAqvuvry29Js4vUjsNavwKdFOc6VGt+nTrUzu9RkZHAlpzDuIL7DQgjxLbJ4UwEtelZk3C/m7g8ofIMx0Gz5ENvSc17HvNTP3oRXQ+F1XYG4/aHsDIz5T4T2d3survptz2nVDcFF+7mPHbvyQM4l0PkRRPYW4DSgYz5kn/PNti+EEEIIIcR3mIwRJw6qHHuco9pD3dMtVgu/Vo9hhceN2XWXtM2SGqPho3QPuqLQbLewurAzFYRLalgMk0AonfSqQvIafVjr83i7Xyer4kXkhGFom0LAyKIyM0anTWG514EC9A29xjVt2zmhOUjvcIygNXUT1FTB1AwUZwgzYeUZZRg1DiuVTiubti5hTe1w1FjqZuvngUHMjo6h3GlhvcdBucvG5NYQ57a2kGNvYJJ9E77i9XyY4ebpoiw6igbwz7w0nvSWYqChxu3kt/THEUwnU2sn6YrSqRmUuay4jdRFvEMzsNh0LAOWo1t12t1J3koOSp2/kMqE9BMwgn7UhA17px1z0xL+scpFECcBt59at0FFMpvGRAajYjFqalu46Ja3WLLuAA/qLoQQh1iup+e0pesWY8S0d4/5lm0Joiqgd33FUQB/MsEZ2mbipprKPgM6dAcduoPFLg9/KfbzvKM3UUVBV1QWJodwuL0CVTG7t7G1oZ7nQkcRN1LbVbu2oypg3RHZi7m7Y3yZiSRl5Z9TGomR7CqN+VZkBO36zmCeosDGRB7Ph8ez3MjjEs8nTHesTG3X5SOq+bje8z6/8r3BL9Le5h71PU6LO+kXNzhJ2UymGceSiKMANlKfKaZDYbilDtsu0cYW3cm7keHMy3CTGH04AE02lStiK8hY+R72uhXEFRtNvgwc7vbU+XEYDGm1sfiNbC6/Zy6bGysO+PsphBCHlDX7G664Pxlp2t6ffd09CPe1ktD61n6uw87Sl86BkGjds2/2/l3j1HUxQj2bKK6v2LYF/NN2TppBaPhbKginWEHL3K29DeofhWUDILL5GxyLEEIIIYQQ312KaZr7WBRfiP1nJGJ8sehF/lzzKQ7TIGqqYIEj2qI0OFQcusml9R2oJtya04dEWleJlq60AWtTFr/s3MAGj51FWh7llePRdJVhQ9/khNYQW8x03mmezEBLNZuHloNm0qveS1GDh3Q1zPZeLaxJt2A1TBKqAnErRm1vii2NDDcyKW/RWKEXY+29Dqu3mdNrTeZYStGyq1BtcTRDQVfgRzWtPJ/no92qkRWCmnUncJxjLdNdK1nqc/Byjo9ekQTVdmt3eDu57Gh+4ZlHrtZBg55GgaWd9/weyi0e4oF0agpbUBSwJ6xk+HKpjVYD4Ouwk6VGODwcZLCexvpx0ykLNmJ+2sb59tT4SPOjA5ns2ATANtJIN+M83TmJbXpe97m3aArP3zUdm1Xb430RQojvIj0aoua9J4ivWUBUUXCYJiqwOlZIiaUFtxLDopoYZipAtsOOTLQ1sQKG2WpRlJ1lLZsUOx/k2BkdiFLhsDC+NcmmWCFH2Mq7s+o+ifTDq8bwq2FKrTuzjpOmQty08IE9lzZlAK62AOe4P8cEFqc5qbXbOLuxA7oCcToaJnSPxwZQjhe/ruNS4tjVZHdfd9zm3f2JqR3f2nbN+NuRbWcCdUo2hc4oRAIABHULIdNJh+nGnZVJ5YShtDW3oH1ewzRl4x7nuFZx4dSiOHQDpwlvhkfxXnQEueOW88SMOw7I+yiEEP8VYrWw+TLoeP9Q92RPWjrobbvMULt+kt9uPywZoIfBjO65zD0OPKMgWgYdH35JKcsvKVXpPhxGf35QuiyEEEIIIcR/IylNKQ4q1Wpn+LjzsNzjIxHqIG3MMjqIkZtMcHZNhKWOAv5WoNCnzkugeihu91J0S+oiLrfZRUNWM4/4M+iwakAYS7QKf30OlzaE0IwkViK8mnSxyizFQSUKOtvCRUyzrifX2cz7aRkAuHSDXuEEwwMd1Pvaada9TOwsY6LXYGoyk8oGP2+nx9mcFcfqKeser0fXUn3ptKpkxQzarRrNbhhd9AmrakYy2lZBTovKNdFWGu0WqnOt3cd+dd5r5EcSqTGI1NRYcye0B0kS5Hd9QFFTl6tRW4JoouumrGmSY+mkzG2nxu3BVd/GJ2WvUBPNZZLuJGGmbskOs2wnbmpUJTPpZ20EBYb7Q2xrgWJ7BzUxD4XZfiyaJL0KIf53aA437uMu4Q+RLSSScX5T04ktkWCEvYaPIoP5KC8Xp72MUfU2TlK2dQe1dgSthttrd26ra15QU5jeEMdLnMKojgedUbaK7nVWxooY59iGTTG6g2DNuod63c+n0f4MstVjGrC8s5ActZ163Uc1Hl7LTnJ1deomqtkVGFR3KV+2I4DWm0AqYaLLjv1+2V9vRdkZjKOrIJqla74CFNJEp5mLj0CqLKeWxEOAXALQUU/zJ2W8oQ0kP1DMsd5NGKgEdTuqAnW6nyG2WkiCbndCLIKZFsOau47SnN0zG4QQ4jvOXgC974WVH3QFi3Yb682SDcmm/2AHyj6Ms7Y36m5BOLr6tz+ZeAdIshUUL7CXQFxoSernK3X1ece4eqoLjDC4hx2U7gohhBBCCPHfSgJx4qBz2C08/PPjaGqL0Cv/TBY9fQt9Oxrp0FRKjUYWZ/RlhSeIw1hCSYdBjQfyoirl0VxUpZxOi0puRKfBbsGaV06etRotkHoa9NN0C4XmFkrCOkvXjSPL2cCgtFXkGQHaLCoJNXUrM7fDyWltATZ7VD7OcAMGf0pLJ2xRubK2nUnRFuLh44hEvgDPLpkGJtgMk9JIglCHm4r+MZKqQnNGJzQHeSJwNP0Hfcwqbwb92o3utAuHDvkJHVNRWK9n8VKphqGaXLg9RK1LQdUVzF3usrYnaymMJpncHkID6u0WSkNJ/pWfhqkoZCitnOZqBGCZ185LOW4chotLKwKsyuiLmmHHqYW5Lc1DlTaEZ9/ZSN9CP6r6TQe/EEKI/06ZrnTunH4b4XiEYpuXzY/fgCMSJJ5Th57TjsPmYVJrNSRhWzKL3tZmTFRUjB7jtNF1e3Q7aWwI5zHevoWtDhV/2E59Ip0j7WWUax6eyc7iT53bYZcg2QvJEWwKlzLRtpkpjtQ4OCelp7KUrYpBHp2sdg+nJm6lDzXd67GX/e+4TduAEztJ0rtKTLYpKn4jdQPTUFQ0DOIWK6uT6QynBQ2daqtKm93KyGCsR+DOEWmmIpmJjQQF1k5MIGha8ChJRoZi1NpbeSc5ioc6p3Fj2tvYLWFChpV/xcdyddFy+mNjo9GbvCGjuCi6iVOWvYXPPPWgv7dCCPGt84yG0au7/jBrsHzEznKORgis+ZBo2i0T7UuyvPbwTQvP7GXbtt4QL/+G29td1yeP4th7ptvuzMDXNLB8eaaeYyBonlQALvdy6PgAmufsHKdPCCGEEEKI7wlJlxHfisw0J4NKM/DY3SQHXc2TyVOY0z6JZ5uO5xzbBKJG6uLNoyuc3f9YKt2QkVPGKU0Brqht5+c1LfSOxMGi05wRZrvdxgqPnc8zbbT2K2PdsG38yfkav1EWcWZnGx9m2siLJTmxLsaQtmwuba8mTYmTEbVhi2ukJXQ6bBoJVWGVzUe9VSPSauOE9gDj21PZa1bTgaJAQlP4p78X63LjXFjXjsUwaLRb6V26jGMcG2iypOLZLS6te9T3wdUuVoT6s1ov4R13NmG7QdRq8qSzH+/kOTGtOkXhePf5MRSFGqeVFpuFIaE4128LUmtzpMbRM2F0Eyh2N8uVHD5I82IqChFN5ZkiL4EBpzLLbOa1ZA1r1z7DzDfXk0gafLK8gu1/v55kcPcnaoUQ4rstz5NNn4xiLJ501gy8gX8kT+Gd9nGE1x3OmdlTcScjAFToeThGnYSGQVUik9qkv6sspZIKiAF9EjGWW3IxNIMjokGKtVbmDWrnZvsEHm46i2TFMP6dkUmHolChuHnD25dNoX6Mt27jWPeG7j5ZFQOrYtBmOFjqddC0ZRgvNk9lVbwYgIjmha5gnmFCJxbCXesqQB4RfGai+7atajq7t70hng9AmwZNqhO7omMB0hIWRu8WhKOr9GWptaU7CKeboJpqd9CvvaUXTruFYxwburPr3GqCm1zzGFk6GqOhjEFN7/PeWwtoXzIX9CSVn83jFw/OJxL7lsuiCSHEweYeCq4h4BoI2eeBmpaab4Qh98c7g0yKAzLP+ZognLafl9iO3db9MnrPSdW9H/vYfdtdf/j3JQi3T5KpQBu7PwBogbTJEPoCAp9A2U+gaRaYcSj/Baw9EUz9S7YphBBCCCHE/xYJxIlv3ftfNLCqM4O1iRIq9Wzea1xNEhPFNAm2H0a7JXURF9cUjkraKYjrRBQ4qTXAkGCMU5s7WRgYjNtIXURqJuTWpfN6eBSPBaZSmcykl+kh7s0mw2oSjHtRgbipsibDIDOhM71C5aSGMMNbYGCbQl5C5+N6P29FRnJ8Y5xfVTTz6+oAWmsxZlKjMT3KVj+ELRpjAnGcusGwYIzhtmoubmgnN5qkzZa6q2uNWdicprIqL8YIrYKfRjaiJVPHlGlvwzQUzKSFuJEaGN2XhBLTgls3WexzcHdxFvf3SaPDnrrIT7blsLFhNK16hFd6m7TZle7r55ANXlq4DlsSFNPk7TwHanodAJPsG0i01BKrLTsUb7MQQnwr3lrWyNrODIyOXIxgOulL3uy+FTihIIiaTI09arfEeNcxibVGLh8l+ndnpS0J92eopYqsrrJbhqGhx1yM6wzzQ8+HZKsBgp5C2tLT2ZZj5zO3FQtJznMvJoMQpgkhw0qt4uK9+GDuThvIS5mZ1FZbAYWnQkdyR/uZPKKexuaucTxVBdJI4gYq8XUHwzRl523MNEIoCkRNC/0sDQDkxhJM0bejm6lW9bi7bwfvCOB1WJ00K1nE2Fkq2aKAS0k9/KEAg6y1TFSXMdpe0aPUZbYaJLjkNeKmimHC2a6l3WPPzQsNZsv2dmqbggfrrRRCiEPLNFKBIqNj57z6B3e+dh8BiZ3jhGIr3stG9K/PlrMPAi0NNN9uJR+/IigVr+o57ej/1fvYa7++ATUNsH39bQMjvJcMwCQ0/GOX6cjOl2YS2t/reT6FEEIIIcR3xu23386oUaMOdTcOipkzZ+L3+7unD9SxSiBOfOsunjaYwwblcMzhRfQpTGNEyUAU0yQnrnOssZCyTZ9yXmOQc+s7eS4/jbJTryJ88e9x6iYX1XfQ1NyH5aGB6DE/11a18vPtrVwd3opfi1Cn+3kpMo7BgTjuQBMj2zsxMrYB0GlTWJzmos4NVf4kR3cGuaitkUHWdgB+6PmAHC1AwtTISBokwjFiCVAsqQvX9LhOaSTBmU2d3LKtmb4BA48aIWFaSJo7q7wW62FC/iA1WWHqrRrNuNC7ftVaXTpmwo4R8dDggSHBKFHVoIYkye296bBaCNhU4hbQu8pK2tMaOd21FF1RSCqpdIoB1W4yYjpGwI/RmYV/4+hUpoOi4PY08bu0V5jq3oJr0ATsvUfx5mflLFpTdwjebSGEOLiuOHUoYwblMHFUAQOK/fhLdt6cbA9s5/86kzyXGM3bzhxO8S9j9Mln0Oei03gudhjPBI9kQWwwqyID2eJ0sDpWxL0dp9F3ezpn21Yx3FbNSf4VjA1VUdraytSGVrL9US7PfZ0dlX8VBd6IjOZPoWm8GTwCpb0PRsiHx1vLmZ6lDHNU0Gp4qQ4EiRipzwrThJipUZXM4LG2aTwRmNydpWdA93igAE41iUPdmYUW0SDRFUUspgNjt/ue3kQEj9GBaaQ+u3YE9nYth+lUEpziXN29rFl30anbMbuWvxo9AgXQFLP7OMf5q/jhUW5657loXzKXSPnqA/xOCiHEIaao0Of/gf9kyDgNfJPAPXLn8uAnEN/l+7TqgH5PQdEfdtuQlS+luCCxHfQO0DvBXvLVfVJdu07sfBleua9H9Z8xOrpKdX7T8enMvd9y0DKh182g2qD6Xggs/U97Kv5LXXbZZZxxxhl7zP/4449RFIX29tS1+D/+8Q9GjhyJx+PB7/czevRo7rnnnh7rdHZ28rvf/Y5BgwbhcDjIy8vjuOOO4+WXX8Y0v2kpWCG+ny677DIUReGaa67ZY9lPfvITFEXhsssu69F2x09mZibTpk1j9eqe1wO7ttn1Z/bs2bDL7/2On9zcXM4++2y2bdv2LR21EPtnf35P9kVFRQWKorBy5bf0PW4vZs6ciaIoTJs2rcf89vZ2FEXh448/3udt3XTTTXzwwQcHoZc77ejvjh+Px8OYMWN4+eWXD+p+DxYZI0586w4blMNhg3J6znujjuSqj1GA9maD0Z1h5uR4WUOENatf4e7KDrZYB3Bn21BIuJh6eBF1fVW0pa8xqSOCqsIUx0a8SpSnw0fxl6aj+Xn6OzS6rNQ29aYOk7xEE0M6dDpsJhNCHWgDjkTfsgil/0SUrZ8xiAYglXXwVrqPpdZMxjQEWWvLYFg0wLGdETIcNkwirIr1YpSjmjqbhb8W+dFNBb2mhB/GyslWO5mVl4YvafD3plMwrD7GZXawpGMxpiOOCpjWVGZCEBvxrnHswgkfR7YksatxVNOkxaax3uMgzdApsbShJuDKmnbWaW5OizVS1WDhH5le9LwKInXZRDYfjqVgK9aMBt7yKgwOxfFuXMTKZDp/X5qFosD/HafTe/AAnCUyQLoQ4n/D5MN6MfmwXrvOoXZWC9GK1bgNk/rtWZQH0rlWeZ/saB31b87ib6FzcPfKJOrfiLVR5fhxo1hpTGThJ6CF7FyirkZRUsGyEUoVtJgELRaq3A6aEmEyLAlIQMCw06CnsSpeyqgBvVixqZljBg/jvSVeTnZ+zhTHRiaZ8Jm1iWx7E+3BbDaZeSxze1ge7s+VlvX82DuPDyJD0JSdN5CSpsbbkZEMc9TSR23omqegYOJz+Ulk9oLK1al8uB0BwV1udzqUxJeOTKQAViUVpGtTrKzU85mkVQNmd2BuonXjHusUJ+thw6M0GisIb1oMqsaqaRcwsuQw+mR8zY1kIYT4rii4LvWzqy9GQGRN6nV8e9dMDaKboewKUO27jLemQe/7ofFfqZKMuzPDXYljFlCtEKsExZLKENuV90gILIb8a6Hmvq6ZO4JhypeMP2eFrnFG924v6zkGpWZHNn7ZSgfAXoJ4eksqABdaC21vpLIDC2+E7PPBOeAg9uX7zTRMApVNJIJRrB4H3pJslP+CMcWffPJJbrjhBh566CEmT55MLBZj9erVrF27trtNe3s7EydOpKOjgzvvvJMjjjgCi8XC/Pnz+dWvfsXUqVN7PLkuxHeJYRpsDNfQlgyRbnEzyFWIqhz8vImioiJmz57NAw88gNOZKosfjUZ57rnnKC7umfU9bdo0nnrqKQDq6+v5/e9/zymnnEJVVc+M7aeeemqPG/y7/25u2rQJr9fLli1buPrqqzn11FNZvXo1mvZVJZqFAN00WNLeQGMsTI7dxTh/LtpB/l3Zn9+Tb1M8Hsdms32jdS0WC/PmzeOjjz7imGOO+cZ98Hg8eDyeb7z+vvL5fGzatAmAQCDAU089xYwZM1i3bh0DBw486Ps/kCQjTvxXKDnmEjLGnkJgyjmMO/Fa7Pl9mVA0BjNup0+7BVWPMVAv55xJI7FoCh8u205dWxtvdEwgYuz8w1PuAUyNRsPPK/kn0zr6l4SqB/Jw21RsR19OsPkk8jf3wyg+kSdbx/FI57GUb96G6vQBkEShxaKyINNB1BciK3M7p4SbKMuO8V6hgpqIoABtpo9PfdNRR07GUEBRTdSOLFrDPmpCBfykuo2xtVY6jDQCMQVn0yoAVAP8YS8F1dmMbDUYWOMjUVsKJjgLtjKpOcGpLUGmNse5pL6TyyrD/Lgugm4qGCbUmU5OCbWjAMvSnCTdYawFW2kzXBgd2aiuAAmbzka3g1dyfCz32FlrVvET7ztc6Z2P/vkc6mffhal/1UW6EEJ8t2VPvwbPmGkkjjmPH0+fSJ+CNCz9J9JhOFkS60siaeAI9ubkoUdi6bWZN2rmEIgHMWNOEmhUJrPQgQ+s+VgxsQIbR4yn5ahTMRV4JteLc+plPJI8l4cD05g4diDN7TFGWSsYVv4Mw73tbEvmoptQm0znaMtWBuudTHBuxesMcYa+lYu8nzBEqaTI0spl3k/RC0fiGjQeBbCpCVbES9kUzSVk2DCBes2KpoAl2Iqzbgt0Zda1WNPYpmdi7naLNbnLV7wdGXYRLLQp6TwfGs9TwUk8kjyCDcH+WBQDS1cgMI6FXK2jO4Nuhx3bTbTVp/5VFF7Y+A5//vSxg/+GCiHEoTTwGci7GorvhNI/pbLk/Md1LTTBiIJ7OORcnioBWfFL0L+mjG/OJZBxZuq16oWS/0tly6FA0W0QXpcKYDU+1zUe3K6X7bsG03bNvtvl+71/Wiqzr4e9BO+iGyG6Sxl7dfebKV8VpLHsNsbd3nzV7QYTYl2BTSMKVbfB5ku+Znvim2pdX8OqB95i08wFbHtxKZtmLmDVA2/Rur7mUHeNuXPnMmPGDK688kr69evH0KFDueCCC7jrrru62/z2t7+loqKCJUuWcOmllzJkyBAGDBjAVVddxcqVK7+VG4FCHAxLO7dwfdkT/LFqDn+tfYs/Vs3h+rInWNq55aDv+7DDDqOoqKhHZsnLL79McXExo0eP7tHWbreTl5dHXl4eo0aN4uabb2b79u00NTX1aOf3+7vb7fhxOHp+VuTk5JCfn8/RRx/Nrbfeyvr16ykrkyFVxFd7q7GCcZ+9wLnL3+In6z7m3OVvMe6zF3irseKg7nd/fk/eeecdJk6ciN/vJzMzk1NOOYWtW7d2L+/duzcAo0ePRlEUpkyZAsCUKVO44YYbemzrjDPO6JFtV1payh//+EcuueQSfD4fV199NQCffvopkyZNwul0UlRUxE9/+lNCodBXHpPb7eaKK67g5ptv/sp2v/71rxkwYAAul4s+ffpwyy23kEjs/L65a7nG9957D4fD0Z3pvsPPfvYzpk6d2j39TfqrKEr335P+/ftz5513oqrqHlm5u3v99dc54ogjcDgcZGVlceaZZ3Yvi8Vi3HTTTRQWFuJ2uxk3btx+ZQN+U5IRJ/4raO40so6/nKwdM/qPpxBwb2ygbO1GbNlf4B86npPySnltwVbAZEreiayLruaB6Mn0y6qldXCAfOsYHIUfYATTWGVpx22JcuGJR5OX6aJ4TBF/OCJBc3uE4jwfm9/eQH79KnqbTaj2XuT94K/ctvQpKtq3o5gmzqTCkGCMd3wZhCwx1nkcJN1Q22FlYWwAofoMnr9+OsqGD4lWrMFQlzE7Mo56Iw1vv4UkrCHULQ1o3g5OaO0kU4lQ6s4hOHYypa89iRIHtGY2W3QqFTBdQdr8/Zlb66UqkYlTTdJg+LnGM4/BtjDlDitvFzj4NGnnuqoWxnVGqLFZqW4b3H2RnKgaSO+8VTTaNHITSebk+jCVRk7PDDChsxEAa0YpqPKrL4T432X155Iz7Sp25F4fM7IfAJ+smIS+qYGjYjrTJpTgzYrwzpbUl62zBk9nzbtbMIEn7BMoHVXF2KZeJKrqqNAzmNOxmWk5+Zw5eBr9M3uTXziC+0bECYbjFGR7eHD2co6KLiczEeSavj5sx19HZM56CgOtbLdYKIgn0YACJQa6yQg9wRJjGCOVjTiUJG0dIfpdegvblr7K6o5q2j7WmOzYiEuNY6gWsnSDz5KlNPcKcnpr6gav3mskS4pHkvHRZ/TReo6zEzetvOM5mZr6DnLVNs50r8BJkv/XPpEGw0+e2cFv1U/Z7srgycBE8rROhjkrWRwexKnO5TiVBElToVZPJ19rI2g4SNciJLoudKx6EpdhUuwv+FbfWyGE+NZ5RkK/XR46KLg29W/949C5EIwY9LoJYrXQmMoWoOT/YFPXxb7iBfcIMIIQTj2cR+OTUHQrFP4KMk6GtMmQe2lqW44SCCyE9vchUQvZF6ayxdaeCHoIzF3GWlPtYCTAmgPJNjC7bo4kW2DEZ1D5OwhvSGWddbOkxm8DsBRAMnWNQOb5qf11Ltil7Y7gnQLOYTszA1M72bmdvVK+vqTljvNhpqqF4Br+1e3FN9K6voatzy/aY36iM5Kaf94EMoYUHpK+AeTl5TF//nwqKyspKdkzy94wDGbPns1FF11EQcGe3zskCCe+q5Z2buGBmtf3mN+aDPJAzev8nFMZ69vfMUH3zxVXXMFTTz3FRRddBF0ZqpdffvlX3pAOBoM8++yz9OvXj8zMzP9o/zsyjOLx+H+0HfG/7a3GCq5e88EejxTVx0JcveYDHh9+LCfnlB60/e/r70koFOIXv/gFI0aMIBgMcuutt3LmmWeycuVKVFVl6dKljB07lnnz5jF06ND9zmi77777uPXWW7ntttsA2Lp1K9OmTePOO+/kySefpKmpieuuu47rrruuO4P1y9x+++3069ePF198kXPOOWevbbxeLzNnzqSgoIA1a9Zw1VVX4fV6+dWvfrVH22OPPRa/389LL73ElVdeCYCu6zz//PPdD9b8J/3dQdd1nn76aegKkn6ZN998kzPPPJPf/e53PP3008Tjcd56663u5ddddx3r169n9uzZFBQU8MorrzBt2jTWrFlD//4H7++u3I0X/9XGDMplzKBcYDIAHuCBn08mGE4wtE8maW4Xi9fWc/rRZ5Ob4eLZVa+gdCbQ/M0AFPhyOP+onWmqLoeV4rzUk6M/OGkwjRlnEFn8Et5Rx6J7/FR01GAAowuGUbUmnccaFDLtfiYW1zMoux/9+05k3gtfEFzVwIXHp7Y7YfBUkoUjqVrxI6Y61vOxOYA2exAFUF0hrjxsNOqnizkCIFRDvjObasXOVq+FVR47uckWkjEbxVYv2ScfQ/CJTXTiBovBQHuA3pZ6Xsv0UmW3YajQYVO4Wz+G84zPmVblJGBU8WqaBT2Qj6Upj8PCVXiUGAPtLTxQnEGHRQPTJKGAedgFlE49BUVRMJJxjEgQizfjULy1QgjxrZs0upBJo3veaLr7+F8D0DejhJsvSWd9eQvnTO1PmsdOw6sPElJ0SmwtKEoWRWn5nNBvcve6PrcNnzv15fln542m4eOTia2ZR9qoY7BbYgQ7GlEBZchE6qu3UNjcgKPXQDSnF/eg8fQdOIFnnn4TR+1yRk2ZgaIo9B13JkprJc+ueZH3W4cxybONDKMdhwJbY4WcMmwQfPBPACwNGxk/7gQ2q3p3nxQgqarUFGRzzri+3DRrIy1xN8fZyojoHk51fEGepYOg6UBVTHpprfTxlTNPK+bj+BS0uAMrCU5wrsFAZW5sOGc4V9BL6+zOuqPr1uxPh5zG4OGp0jPRWJJIPEm69+uyI4QQ4n9E3tWpnx08Y2D4ArBkgHsoGDMhsgmKfgeaG1ZP6WpoSWXOeUZD5i5jZ9nydr4e+g6UXQPt70DOpZDsgGTq+obMs6B9AejNkH5i6i9z3tXgOwrWHJsqmdn7vlTpy95/gpa5OwNxqicVEITUeoXXQ+VvUpMdH6ZKYfYIxJHKunP0SwUDy7qezNa8YJhgflXmnwOIfMXy3fT9ZyoYCanjNZNg/c9u8IpUOcqqt796LJrtb68kfVDBQStT+cYbb+wRLNP1nd9dbrvtNs466yxKS0sZMGAAEyZM4OSTT+acc85BVVWam5tpa2tj0KBBB6V/QhwKhmnwr4aPvrLN0w0fc7i370EtU3nxxRfzm9/8hsrKSgA+++wzZs+evUeAYdff41AoRH5+Pm+88Qaq2rNvF1xwwR4lJtevX7/XEn51dXXcd999FBYWfufKy4lvj24a3Lp58V6Lcu+4Pr1t82JOzC4+aGUq9/X35Oyzz+4x/eSTT5Kdnc369esZNmwY2dnZAGRmZpKXl8f+mjp1KjfeeGP39A9/+EMuuuii7my6/v37d5d5fvTRR/fIRt1VQUEBP/vZz/jd736317FcAX7/+993vy4tLeWmm25i9uzZew3EaZrG+eefz3PPPdcdiPvggw9ob2/vPi/33HPPN+pvR0dH99+fSCSC1Wrl8ccfp2/fvl96fHfddRfnn38+d9xxR/e8kSNTYz9XVVXx1FNPUVVV1f2Az0033cQ777zDU089xd133/2l2/1PSSBOfOeU5Pm6X4/ol82Iftnd09MHTKUzGqBvZgkjcgeT7835kq2k5IybBuN21q/++ZE/ZGtrJacPOgHHRCfry1voU5CG27mz7Mu15x3Btef13I7Fl0nOWTcy/vVHmGBro3LkRTzy7hckG4rZUptOvq8//s4tYOhkGgoxYjye5SWsqVR1/RrWEGHRsmeIWyaRqQe52fc2mt1BmWJhUXrqKSGaczg2Xk9vYy2LW4dxvmcxswq9JDwbsLS2EisbzauhsQy21jHCWsPAcJxVHgev5fpY7XNw9so5bFsxh/zzfkPrvH8Ra6zCctx1lI7/5jWBhRDiu6zvLuObTRiez4Th+d3T6ZNSwTFb38N4uHQQuZ7sL9lKV7mEY86DY3Z+QGSf8hOSHc30PvJMTExiNZuxF/RHtdq721x2+anAqT221SejhB+ffgQzF79JVXoJv8w4jVc+mc+6og4GO6JkOP0QaYdkjMG+dAxLQ4/1LYbBgNpqoq/ez50uk2q/lb+V5vHLrY3k2GMAZBJiZawXI+3VTDFrMK0hXm3sz02+NyiytHZv6yrnJ9jVVEbDrrfnFOCZlzdT8YLBH64+ivufXUo80MFNFx3GyJEyvo8Q4nsqbdLO1zuCSjv0/jPUPgBZF6TKWzq+YlwRRYX+j++2/gOpzLHCm1KlL0MrUsE3ZZdL+lF7Zj2ReRr0uhWq70llnHnHQ90DqdtXppoqfWmEINkE/mNh++27bSAB0Q2wdZegoyUbYl9XCmo/gnAAW6+Eyl/DkDdg3TTQIzD0LUifug8riy8TqGwi0fnV70W8M0Kgsglf76++dv6mjjnmGB599NEe85YsWcLFF18MQH5+PosWLWLt2rUsWLCAhQsXcumll/LEE0/wzjvvYJpfNvKtEN9dG8M1tCa/uoxxSzLAxnANQ9xFB60f2dnZTJ8+nZkzZ2KaJtOnTycrK2uPdrv+Hre1tfG3v/2Nk046iaVLl/bIZH3ggQc47rjjeqy7eyZrr169ME2TcDjMyJEjeemll77xWFfif9+S9gbqYl9eutAEamMhlrQ3cGR6/pe2+0/s6+/Jli1buPXWW1myZAnNzc0YRuo6uqqqimHDhv3H/Tj88MN7TK9atYrVq1cza9as7nmmaWIYBuXl5QwePPgrt/frX/+axx57jCeffJIZM2bssfz555/noYceYuvWrQSDQZLJJD6fb6/bArjooosYP348tbW1FBQUMGvWLKZPn949TuQ37a/X62X58uUAhMNh5s2bxzXXXENmZiannnrqXtdZuXIlV1111V6XrVmzBl3XGTCg532LWCz2H2f5fh0JxB1giaROOJokzWPfh9biQEt3pnHtuG8+tsC4XqMZ12tnjd/hfff8w/plFNWCGY9gxiMcYUtnoH0CK40mRmjlPFQ1jN6WXPLTTSYGG7ADR7aHWej1EFE1VEXHUE2shoVIwkqrYSVi2tEiEQrVBDkxnWbDQ2ldGsc714IVliWK2JrMIaZ0pfArqT/wcWysTfRiUaw3n/uCmF0D/VTYbTxV6OPYtjC1i1YQrQ9RqsFzc5fRuyOfC06UJwyF+G9jJGKYyTia03uou/K9ZMssIOf0n33j9b0jd948VABnyf58+TZJWjupCXaSPOpKtrWvQu2sp3qbn9HhDiwKxLILqa5cTZYaQTchriiggmEquE2DBFZsxMlLJNBMQI91b71B91GZzGaUvRqAjKAdMNG6yoiZJigK3UG4sKHh2iXzLglcavuc5xMaWz5r59fKXDSfifLGHDqNH+MbfdweRySEOLTi4TAANpfrUHfl+8l7BAx87puvX7jL2CEWX6qc5b5S9FRALbgYBs2GljmQqIfAglQQDsB9GDTsW1kgTOPry05+E8lmKL8R9K7xRdYdB0PmQsb/Z+++w6Oo1geOf2e2t/TeQyD0EqpIVxQQFWxYsCD23q5ivfb2U2zXchUVbFcUFRURUZAmvdcASUjvdTfby8zvjw2BGLpABOfzPDwkM2dmztlks7vznvc95x//a/1D+Ozu49ruWJhMJtq3b99iW0lJSat23bp1o1u3btx+++3ceuutDBkyhCVLljBs2DDCwsLYuXPnCeujQnGy1fsPvSbS0bb7KyZPnsydd94JwDvvvHPANn9+Hn/44YeEhoYybdo0nnvuuebtcXFxrZ7vf7Zs2TJCQkKIiYnBYlE+5yoOrcrjPK7tjtWRPE8uuOACUlNTmTZtGgkJCUiSRLdu3Q5belUUxVaTTvZfi20vk8nU4nu73c4tt9zC3Xff3artgbJQ/ywsLIxHHnmEp59+mvPPb/lea+XKlUycOJGnn36aUaNGERoaysyZM5k6depBz9evXz8yMjKYOXMmt912G7Nnz2bGjBl/ub+iKLb4u9KjRw9+/fVXXn755YMG4vaWvT0Qu92OSqVi/fr1rTJ4T3S5ayUQdxz5AxL3vLaYkio7Q3olcu8VvdGoT1wKueLvxdi+N2FDJiCIKuzblnB9wwr0l9+EUXZQu20lK72Z7AwpRD23hOEinFXnZHn+KJxS8I3HYMsmztVu55eIEtaFWNnQYzCrtuwgriiJkppkjKKb3ZKetWIZApAkWklWV5Db0I+ATcBfFkzJjRRs3BLyO1GijfqqSIrMMoVGNbIItVo1y0JNePPrsXUQMQUiuSR/NxsrGtv40VMoFH8WcDVS8sH9BJxWLL3PJercGxCEE1MySPH3MyxtIFWOWiL0YXz4VSFFBb25e2JXduU5+N7Zl576EubpnVy8aC5JgCiAARlZAgGZuc6erPa055yELewKr6Znel9+ra1hVJ2LAPCWcwSyX8dwQzahoptOYg19NXvY5YtnqzeJLF0BkSonud5o0jU1aAQJj6xCJwSDcWpALXq5yLweTwGohX0fHLzVRW34yCkUigNprKxgzr33EvD66HH5BHpOuPwIjlKcNhLuA78tuFbdzotBckLX+VDRtPadoAXH+uC/4Ib91odrInubsuecEDEaKv57lJ04wDlbUUHj8v0vGlzjTgnEHTON+chKRh9pu5OlS5cu0FQCTxRFrrjiCj777DOefPLJVtk1drsdvV6PWq3c3lKcOsLVpiNodeTt/orRo0fj9XoRBIFRo0Yd0TGCICCKIi7XUWY/A+np6c0ZMgrF4cTojmwC2ZG2O1aHe57U1taya9cupk2bxpAhwQoJf/zxR4s2ezM/9y/PTFPGXXl5efP3gUCAbdu2MWLEoauX9e7dmx07dhw2+H0od911F2+99RZvvvlmi+0rVqwgNTWVxx57rHnb3tKchzJx4kS++OILkpKSEEWRsWPHHtf+7qVSqQ7596dHjx4sXLiQ66+/vtW+rKwsAoEAVVVVzT+rk0WJEh1HTrefkio7sgxLN5aycK1yI+qfRBBVRAy9nPDBl+LYvRYCPtTl27D0PJsBCX5uT9yAxVLHakdXvnYM4BvPIOyiBbHpA2mZKw4DEglRu7nXvoPknRtpH6phtGEzd4X+TJJYjw81nzuG0CjoGazPYW2YETGxEHVcAbq4XdwUPY9/h39PjGhDFqA+EMbugjMJ2CIQJDD6JSq0KowxefhEgQaNilCdlZvGBT/oBFyNOPdsRpYChxmtQqE40Ty2BgL2OpACNK6bh2vPodf3UJxedGotV/e8mOGpQ9iUU43bGyCvwMn5g9PZZezNLN15lKoMmKXgTDmrOgpJEJtvceoEPzZRx0+qaAJFHRCyq1ghZvFCw4U84x6FQyXikPV85hyIHR06IcBV5hWMMGQzwrCDt80ZvO8ZwrfOAWiFABpBJleIxy2LBORgxhxAGA6c/n2zzaSm10IAf2M9roKtSkkpheJvwFpUjM/pRPL72PTFF9QXHK6soOK0oomEjLcgZDDY14O/Dpzbg+u+aeJBm9qyvTr2ACdRN2XPyeDcBcKBKsAcxYQh4UA3zP70GUQVAQl3Bb9254Nt+QGOURyKJTUaTcjBZ4UDaEMMWFIPXn77RLvtttt49tlnWb58OYWFhaxatYprr72W6OhoBg4cCE1rvSQnJzNgwAA+/fRTduzYQU5ODh9//DFZWVnY7Ycu8adQ/N10MiYSoT505kWk2kInY+Ih2xwPKpWK7OxsduzY0So7ZC+Px0NFRQUVFRVkZ2dz1113YbfbW2WjNDQ0NLfb+8/hOPFZfYrT14CwWOJ1poO+wxCABJ2JAWEHeu9y/BzueRIeHk5kZCQffPABubm5/P7779x///0t2sTExGAwGPjll1+orKzEarVC09pvc+fOZe7cuezcuZPbbruNhoaGw/ZpypQprFixgjvvvJNNmzaRk5PDDz/80Jy5dyT0ej1PP/00b731VovtHTp0oKioiJkzZ5KXl8dbb73F7NmzD3u+iRMnsmHDBp5//nkuvfRSdLp97xePtb+yLDf/PcnPz+eDDz5g/vz5jBs37qDHPPnkk3z55Zc8+eSTZGdns3XrVl5++WUAMjMzmThxItdeey3fffcd+fn5rFmzhhdffJG5c+cewaN27JRA3F8UcDsoy8tlyn+WccNzvxIuW5tn+v26ZCuzFu5mzY6Ktu6m4iSLueBOzD3OInzo5fiqi/HXliDaaniiwxgmjeuCKjKZ8y8exZPhP3CnZR6jk8qoyCxi9uDhDFGHk+gN0L6ijD5lIvEqG+mqBq4wrSBOrKNTajjJ1CLLEOf1IcoyxoDMQ75NdAtUA1AtWfjYksa2hEa0ndbhz+mFb90I9IHgUhAlZhl9VTTjyh1o3Dqyd5cCUP6/Z6n48hlqf5txmBEqFIoTwWr3sHZHBd+9+19ypz/FBk9yc8CjcPUcspcsYFtudVt3U3ESGfUa7p7Qi1FnpDJuWAY5xQ1U1buorPJxU+fbCQy6luLQ3ljOv5en6y/mbes5LA8ZxNL2ds671EkPTxS3qNcysng5aRURVElhaNx6ojNWoU7cjaV7Eq6ABlmGmoAZSQaHWuAhzxZu1y2hh7aIGfbB5Pui6EoJXjSs8HVglTsNCJavTFLXsdmTSK2oZp1Zi6t0N7IUoHT6Q5R/8RTWld+39cOoUPwjOWpryV+2jO/vuIPF//dyi33Zc39iy6yvqcnJabP+KdqAsROkT4X4uyBmUjCw5SsHTw50+gbibg+uI9f+3X3H6DoEb3MlPwJi001j26KWa9PtFXqossR/zrA7ghJSsqcpcFgPG3vBlsFQ9fmRjlYBCKJAypheh2yTPKYXgth2VRdGjhzJqlWruOyyy8jMzOSSSy5Br9ezcOHC5rVaIiIiWLVqFVdffTXPPfccWVlZDBkyhC+//JJXXnmF0NDQNuu/QnEsREHkuthDZ7tcGzscUTg5t21DQkIOufbTL7/8Qnx8PPHx8QwYMIC1a9cya9Yshg8f3qLd9ddf39xu77///Oc/J2EEitOVShB5JvMMOMB0n73fP515BqqT8Fw51PNEFEVmzpzJ+vXr6datG/fddx+vvPJKizZqtZq33nqL999/n4SEhOZA0uTJk7nuuuu49tprGTZsGO3atTtsNhxNWV9Llixh9+7dDBkyhKysLP7973+3yhw/nOuuu4527dq12HbhhRdy3333ceedd9KrVy9WrFjBE088cdhztW/fnv79+7NlyxYmTpx4XPprs9ma/5507tyZqVOn8swzz7TI1vuz4cOHM2vWLH788Ud69erFWWedxZo1a5r3T58+nWuvvZYHHniAjh07Mn78eNauXXtEJT3/CkFWpikfM9nvo/i9O/Hbani8/lIaZSOiqR610Yq3JgVkofnPwoNX92FoVlJbd1nRBmQpQO2vHxNw2wkfcjmV37yMIKoxjHuEu6Yuxu0XeHKMGW2PDGqcdfSwOqj96R1kWebDxuF01ZbQX7cHlQhr0iYTUr+L9vXL0QgS1oAencaDRpLZOx+jTtQQLvlYZTHwQ6wFlUeLcWsWZ5lzCAnJ47OEcAB85WnoitNwoAMEHri6F97lL5NurSQs61yiz7ulTR83heKfxmr3cOtLC7G7fDwS+gNxKiuNAS1G0YtKCN6+EoCfnL0YdeMtdEyPaesuK9qA2+Pn3W83o9WoGDsoneemryE6zMDD4xOpmPEIfknAPfpx1EngDfhw7XKTsHIqMjDVNhat4Oduyy8IajXrh4ymZImL8dICBAF2eBNY7W7H9SH7SmgsI5lv6oZzt+UXMjTV+GUBtSAjiRpEaV/d+tmOvhQLJu42LgEg5tKHqZo9FQI+wodeQfiQy9rk8VIo/qmsJSXMue9eAodZkwLg4v++jyX+xCxur/ib81VD7u2gT4eIC2HnZWA5A2InQ/aFwTbdFoCvAdQWqP4aqj5qfR7RBHG3QPm7IB9qrTFV66w3aCp47D/4MZ2+hZ2XBtu0/wjiJh/TcP/J6naUUjRvEz7bvjJO2hADyWN6EdHlxGfcKBSKA1tjy+GTykXU+fdldUaqLVwbO5z+IR3atG8Kxd/Jz1UF/Hv3Kso9+zIsE3Qmns48g/Ni0tq0bwrFkVKKaP8FcsBHwGkDIFVVTXaEjCZ1J4IAao2/ec0ukPnPrE0M6pmIqg1nminahiCqiBp9EwCOnavx1QQXprbl59Ho1wBQYk7n8yVvEJAC3Nx3IoNue4+n3/ud7X499bKJM/W5IEPfdDOuvDVoRAmHpCFU5SYQEKgTo4iWa5CBCMlHo6RjYKOLdI8Xi09CH1rKCm9Hujp9DK11sVQTR6A6CQfBtQDUcfl8krMaR7SMRdWBx7pdQtsVJ1Eo/plcHj9OdzCwsdqdwTjTBiyq/W6gNkXizjduwvXjc3DPWwc/meK0pdepuf+qPgD89McequqcVNU5aSiV0eJDK4LJUMWUpV8D8PCQO4jq/BpP/HcFZZKOHslLUNllCPjpGJpIRuBT9k4e7KItI11TRZ3BgMbtYamnE4vsveikLiNDE8zEVDVlNMj7BeEaJD0bvGmYRTcBObheXfWPb0Ag2MbS61AZEgqF4kTwNNqOKAgHsPjVV7hg6msnvE+KvyFNNHSeFfy64GHwVUDd9xA6bF8bdz7kBj/L0GsjRF0C2RcH14xDCm6XvaCJPXAQTtDvt/1g5e8PFoQjeI1dlze1UUHspGMZ6T9eRJdEwjsl0FhYjc/uRmPWY0mNbtNMOIVCAf1DOtDXksFOZyn1fgfhahOdjIknLRNOoThVnBeTxqjoFFY3VFLlcRKjMzIgLPakZMIpFMeLEoj7C0SdkYizr6X61xkMNWaTl7ovL7adJQ9nehViaTvuMC2iKmDhtxcXk9U1iYqOE1i2rYrxwzJIirG09TAUJ5GxfW9C+owGlZr0fn15QFOOzeFhSK9YvivX0+h1EKq3YIiI5t8PXEyd1U1xlR2VtzNRZpG1jkRqfXFk6QrxmOLQuItZEm6ksjGcq/01rPNm8KuvPTUqHbeqV5EoVmOSZRCgg6qUVRYjVRoNcn4XZJ8O0VKHSgXqlF04mnJj7VqR2uz1tEs5skV6FQrF8REXaeKFMVo0q6ZT6tu3eLUswzZfErFiAzHq4ExJg72Ugteuw9xlMLrUrngKthE2+FLUlog2HIHiZBveJ5m8EitRYQZS+3WkUeUElRpXWje0O2cTkAKE6MyERybzwpSLsDvdFLqT0dfVExYSzTZPJehFIrzgC4lHYytHL/iZE0hiee1Qhut38HDoD0SpHDgFEb8gEyLJBGSBP9wdGKLfjUdW85r1PGxaiUaVmjlSH8ar1iN7gzddAyoN63M3MCDr7LZ+uBSKf5SYzl1oP3IkuQsWHLZtXW4uX0+6jsxzR2GMiqKhqJBeV1yJ1nzotWsUp5n4u8BTBOYBEH97cAaQLjn4DxWIOlCHgLkX9MsHv7WpbKQ1uK3mq33n0rUDz57g17LvoJc8LNEIkjNYohJA1EPVFxB7zV8c7D+TIAqEKBUVFIq/HVEQ6WJKbutuKBR/eypB5MxwpYqD4tSllKb8i+oWfU7DitlIMjwS0R1taCVxNjXFEcFZfemlodziCq69EABWhRpYZ8+kMBBNt4R2PHe9EuxQBFndNhq9DpJCDv6iIkky81bkE65yIprC+WjhNKwJlSDDE/nVvFA/Dn+PdQgaL968bmjabePMBgfn1zhAgMczopEFAV1VDDZrIroOGxmU0pe8ukJsbjt43ThFGW9ed3rG+Xl68t0n9TFQKP7pqn58C/vWJc3fOyQNpb4wMnUHXxcu0FToydxtGDHjlOesIqjWWY9P8hNnPnh+szfgY/7uRaRozKRUVlC/+AsAfAg8WHcVr4V/wd6J8jaVyAvpUXSw+WnIGUBvbQEjDNkAzHd1Y74lEm1aNhPTh9JrxQICsoTH5UArBZCAFVlDuG7svSdn8AqFAoD5TzxOxZYtx3Rst0svpc811x73PilOUa68YCBOd4ilFvxWKPsPmLpD7ZwDl7A8WslPQdnrwbXpfKX7tsffBRlKZQCFQqFQKBQKxalDyd/8i+o79mFhYme+dA7AXdiFgAjFEX70gQD4VOypz2SZO5N5zu7MN8YwJ9pCeXo52vZbyDfNwx8IBuzkgA/HztX4bbVtPSRFGwnVhxwyCAcgigJjB7fjzIHd8IouqhoTkSUB2W1ihbMzKZF+aCplF5Fcz8RagcFumf907MwLsamEOlUIMngkHR1M+STIcZydfA7ptvHcpB2Kp6m8jBhWRZ6vhNyCDfgb60/K+BUKBRjb90E07Vts3iD4WgXhyv0WPNK+MkJ7X8hdBftutro8fpZvKcPmOLKyZIrTT6Qx/JBBOACtSsMFnc+lZ/szqRT2lQUrC4QjhtazR5fG3ulaDYYOaEUdnhATN8asJ0ZlxdlUqNKXWIg2LZukkHgyUrOYM2Awy/oMRCMHEARQCaDJ2cjOyl00euwH75BCoTiuUgcORGMyHdOxZRs2NH/tttkoXLECn/tQa38pTmuGjEMH4QDUoZDyOESOg8Cf/9arQNgvw9LQBdCAJhFU+1eI2a9MomUwWAZA+Plg6NzydOXvgnU1+Bv/wqAUCoVCoVAoFIqTRylN+RdIssSzq6bhNLiIjgvQ2VtPQdMdUbdKBW49gfByanRVOHQSpfYkZKkWlSwgqSRCDEZEQcTXUIV19Y/Y1s1DHR5Hyu3vtPXQFKeAPpkJhCfXY83vhr8unrkaD7rEFU11/mVsvkbkLveyx1hCRcEssEDAYUYl2JHDati1ZRhxLiNPbdpCuFTN5m5rkTQC8Q0ayiMq8Qrw1Mr3eaTcSceb30JtDm/rISsUp7WA00bVj29BwE+RLxwvatpr9gXhZGClP4k+6lI0stwcIHELGgz4UFsiASivcTBj7nZWbCmnW0YkL94+uK2GpDiFRPQ4i093L8RWlsQmazcSNLUkqwub74la6xzcMPh+IkuXY/Z8S6h237FdnG7+iDDgDfh4adm7JDU6uLzShiwL5PsjSNfUcobDTsOMx5nSMZ03zn8OrVp70L4oFIq/rqGoiNUffABHWfxEEEVkScIUHYMUCGCvquKP11+jetcu0ocOY+gDD5ywPitOI0n3Qd13IEtNufsBkPcLzrl2QNcFwWy3+rn7Hbjf76unGLIvOvC6cwRg6xlg7Aa9t57QoSgUCoVCoVAoFMeDEoj7C0RBJEwfgtPnIl22sqJ2ELqIdchGF5IggMmB2uhgtdB0s8lSg397H164ZRyC3kGMOYrGdT9T+9t0BIOFRpVAhEr5kSiOjElr5INr76O8tpEvfs5lfdF2BE1wDYZYl8jQuloCKVv4alEVhMShkgTUDWHICSVE+DtRBnjqq3gm5AdklcQz2ihkQcDmCcMQqMSlFvGKIsWCH0/+WjqIJkwd+iBq9W09dIXitCSoNYh6M5KjgT3+GIbod+GS1GgFPyohGA8ZqCoJxkWE4L3VqY5zeP7BKzE4y9FGp/DxnO3MXpxLmFmLWXChVimJ74ojE2OO4s6r36Kw3IYwfxdq23J0ruAN0Rx/HPM9WZxfuY0fVpbTXZtMe3UlRtGLRxTYmZgEOKio8mDI7scNod+jEoK/pynqWrySCq0YINQv4XfZ2Za3mo6yBmOHvgjK+x6F4oTQmEyodTr8R5PFJopM+PQzrMXFRGZk8Mcbr5O/dCnakJDgbrXyfFUcIcsAGFANjeug+FmwLdlvpxDMhqv55k9BOIJ5/to48JaBt/Dw13EXQ9VMUJkg4nwQhMMfo1AoFAqFQqFQtAFljbi/qKokl4c/WEC1Iw4Q0KRvRR1WRcClRxWyX6kMWUYlQ+fsJCozw1CHV3NVj/FkbFuLbcN8vo8ysyrMyOj0QUzuf3VbDklxitqzeSOrlk7FL8AgqwufAE+nRxMQBShux32ezfwapyXfHY/g7kqDVEUXK9xgWAbARrOO7doQLmqoodZn4X8hSXSITyTXVsvlVbuJFxxEdh1CzLh72nqoCsVpq3TbRnbOeo9UTS2iAJIMdlmPBg8GsfXLdU1AT3RsDGo5QNR5tzB1gZ3V2yu4wbyIHtpiLEMnEj3k4jYZi+LU9u2y9WgXfEJXbSnF/gg+tI/g32HfoULmW0cfzjduRCtIbDdpyY1LQGWtYZWnKxSl8Hjo9xhEX/O51rrT8KHG3CWVAucGzqmoxwCEDhxP5FnXtOk4FYrT2dbvvmPDJzOO6pjw9HSQZYbcdz/L33qL2rzc5n2D7r6H9meffQJ6qjjt5d4CFR8cWVttQjAQhx44RCA5/IKmQF6wtD7t3oQEZa1chUKhUCgUCsXfkzJV/i9wF+/E/snDPKb9jTRVNUbBiSqqFDQ+RHMjUQ1qhL1xTkEgIArszKikWrOdcnsVb6/6FLHfpWiikynTawDIyV+HLAXadmCKU1Ja164MUocz2OpCAnZLUQQCwWzMYeociswy2806nFF1eJJXoknZRey5kUid+vO/lFj2JPWgW4UeSYAfUjREh5ZyXvV27q7cyqJ4FU+1i2KFZGvrYSoUp63GbUvx/PAcadpgEM4uaREFCBHdBwzCAUSp3Mg1RfhqS9nx/dtce15nIkP1JKuC643u3LT2JI9Ccbo4t093JFOw3GmYyo5fkPDJKgD6mHLQCRIC0M3hZVxeIRfU2Hm+azy9M0KoVsdRHtWf+oARgCxdEWfqc+luzePCpiAcgL+hqs3Gp1Cc7rZ8/fVRB+EA6vPzqS8oYMmrrzDwrrtQ6/dVQtj588/HuZeKf4ykR0EVcmRtvWXB/1OfBFMvUIWCMat1O0/BviAcgKfsOHVWoVAoFAqFQqE4/pRA3DGSA36s634GZAQBzsmQMIWEIXuCt5cEETo4Ash7y2M0BeT8WkASkWVwVIZx2zf/ZXPXa9CU9CCzSotob2TirLtZtGdFWw5PcQoS1VredI3nS8cZvGkdw7T68/BvHcjtxXWc4alnblQIogwGXwxaKfhBWCuF8Z0pnS1ambX+QiwmK7kGLaUGFTlGHUXeBgyCj0K9BlkQ+LoSdhbWtfVQFYrTjuR107jxN2gq2GRol8UOsWPzfrnlqin7lvxRqZGbbkNtqwpl3Ucv8+xwH3UaM5s9SXhq68l56Uqsezad5BEpTnVmg4b5aV6+dvTjbdto7AEL/7UFM2HSsCHJICEg6C0IGh0IAqGCwHDdDlKkYuJr1vCF40y2eRNQC8EbpUJDaYtrzNvuorTafsDrKxSKY+e22dizdF8pwHbDR4B4+I99Ku2+tRutxcUsfPopOp43trncX21uDl9cPoHaPXknqOeK05Y6FCT/YRoJoIoG0QCCOvhP8kDACu6drZu7/vR7WDUDvMoED4VCoVAoFArF35MSiDtGdUu+xLFjOYgqdMmdUQ3oRmO7eUguM5LLiEG2sCva15wRF+Hzc6klg5dG/Yu7e99OjKcXqqgK5PBiPsn/lG11qWwuOIscow4/El9tm9PWQ1ScYmzuRnxCgNWe9tRJZq4NXcogdQF2ZwI7dQbcapAEsNVraNiVQlK1ke3blrH+DxuRHokIbwR2rYd0l4/udjcJ9Xq+rxzGPGcPriizMqTeQVRxGOt2VLb1UBWK007Nz//FXbQDVBoM7ftSFdqVrtIudntjqFGpsRqM7L/qSWXATF3mBSTe+Cq+C2/ji5ChDNbn0IudeJdNJ0OqoqeuhHaaalQBL2tWf92Go1Ocivz2emRBYrk/g4pAGCqdlxITeFTBrDhRABEZ2d0IPjfIMtaVs/EVb6c6YKFMl86tloV00pRR4IvCjwgBHw0BI5s9ieT4YlhtS2BLTk1bD1WhOO0sfvklrMXFqE0G2o8cic/lAmlf5tD+Abe9Oo4Zw/i33yHr6qvRWCwAuOrr2f7dt/vN/gC/283GL744SSNRnDY8xS1+jxA0e7/Yr5EMgWqQXCD7oeBBcGUHd6kiWp9Tdrb83lcJdqUSgEKhUJxOBEHg+++/P+j+xYsXIwgCDQ0NAMyYMYOwsLCT2MOTLy0tjTfeeKOtu6FQHFfDhw/n3nvvbf7+dP09VwJxx0gQgzeikAJ4irPJLlqCoPGhCq3Bs3UIEbo46rRqVDLEevyMrHcRvy6bx7/4kVe/W4wQ2NS8lrTc9LlYY2gg4Agl4LBAZQYfr/6BFUXr2m6QilNGTm0+t855FEfar9ybupx/hf5EH1UBFxnXUeQO5UdNWnNbTUwp2sxNlEQ7qYxuJNxSxf1FNYQLDr6MD+X7GAsTK2x0cHSjzB9Nnj+Wjm4fY2sd3G5YhnXNT1itjjYdr0Jx2lGpg/8HfKzIriOwZy0m0Uu02s6LrvMx6KIhmINNo6Rjtqs/L602s+nDF9H++B4TbUubX1OcAQ0BOfiNBDSKArpAgJpfP8aZt7HNhqg4dTh2r6X4P7fwUGU90T3XIoZVEPBo8dli+EzqhEc4+LE6wcd0+zCiApWoBRm1AHNcvakO6wZAmMpJT10pHTRVXGtZxhfzs/F4D5cloVAojoaoDr6mmNqH4NSXUL1rXzaRoFajMTQViBX2PZl3zZvHD3ffxcbPP8fX2Nj6pPvxORys+ehDqrKzT9QQFKeT8vdhYw8wpANNQWB57zqiR7hcvf9PmW669gdut+e+v9BRxYkwadIkxo8ff8B9aWlpCILAzJkzW+3r2rUrgiAwY8aMVu0FQcBkMtG7d29mzZrVvP+pp55q3q9Wq0lLS+O+++7Dbley7xWK/U2aNKn5uSIIApGRkYwePZotW7a0ddeO2plnnkl5eTmhoaFHfMz+Yw8NDWXQoEH8/vvvJ7Sfx9PatWu5+eabm78/XLBScez2PlduvfXWVvvuuOMOBEFg0qRJbdK3E2X48OEtniOxsbFcdtllFBYWtnXXTgtKIO4YhQ+7AkO7Xs3fj3L56R3biwhbP0RkanbH0zUmk0n9ruSlATeS7ArnW30K/pgdaNtto8q470OH1p7KtaGL6Z22GJWlAVHnpqLOyS8Fv/DGyo8oLdvVRqNUnCoq7dX4JT92r4O1kT78Oi+SoOId20gWeLpjcqua28oy4NMQ5Q1g9ktcJO0GQOUJrv8myjArPIKVUXkMjNhMsrq2+T6NhgBj1KuoW/Vj2wxUoThNRY+5BW1cOwAiBCvbQocgpPdjgWowkt3Mr64e6FO6EHvx/VSc8wJ75BSG6HYSHQhmqO59MZeB2YGh5MrRyHJwu0WSSSrMxbZ2LqVfPU+jXSkvqzg0X20pyBKyrZbzG2sJjypAr/Lxr5C5XBXIYafW1KJ9oOl3LyALzGgcyt0h89D6g5kK273x9NHnoLaXISHsv5oPVsmI1e5lwdrikzxCheL0NnzKw3SYPIikizqhDlGTmNWb+J49UWm1yH4/xsgoYrt149xnniXr6qsRmspW+t3u1ifTaFptqsrOJvvHH5n/+GMEvN6TMSTFqWxvVpt7z34ZcEd5G6I5cNfkz4G5vdw5UH/q3Ew92QIBiS2LC1jy5Ta2LC4gEJCO4KgTKzk5menTp7fYtmrVKioqKjCZTK3aP/PMM5SXl7Nx40b69evH5ZdfzooV+5b16Nq1K+Xl5RQUFPDyyy/zwQcf8MADD5yUsSgUx0ySYXctrC0N/i8d4SSFv2D06NGUl5dTXl7OwoULUavVnH/++Sf8usebVqslLi4OQTjETMEDmD59OuXl5SxfvpyoqCjOP/989uzZc8C2Pp/vgNvbSnR0NEaj8bif9+82zgORpQD+8j/w5X2Lv/wPZClwwq+ZnJzMzJkzcblczdvcbjf/+9//SElJOeHXPxayLOP3H/tk15tuuony8nLKysr44YcfKC4u5uqrrz6uffynUgJxx6jYWs6abr0Rew5HHRZLSEUxdyf3525zPa9HfM7NSW6eHHEf57YfhqnjANznPMyexnbIARX41S1moLZLDMMa0UCOUYtakjE2WFCFVYEEEb4A6mIlEKc4tDNT+nJjnysJ1YewXu3lt+69WNT+PnYHYvAbnbjiKzD4ZMx56VxdYuOpkjIeKKrl/sIGOkiNNGhECo0aRFnmzAYH6yPVePX1GKPyuMCwofk6ghC82RqTmt6m41UoTjeeij2YMvvR0OE85qnPZWmRGt/gWzgvsoSpEV9wRscwEq55FnPnMxl1RhoXn9WeYn8kflnAw75AuwCMzfSRIVQHn68yWAN6aAqUVGhVZNcrM5kUhxbabywRI68DQaRXbQNTokM4s52JZHUdRtFLD48Dnyzwtb0fzzeO5rn68ez0JbDKl0GxFIXQdO9AlmGhqxtnavOJ9tcgImMNGPi4cSgfNQ7jv41nIwDpCSFtPWSF4rRSvWsXIWIGGmsUDctrqcnZTf+bb0ZnsQACqYMGMfr5F4jv0YMel00gfcjQg54roXv3g+6T/H7qCgpO0CgUp42UpyH5CZDdgAdirgN9u8McdJgbqgHbQXZoQZ90rD09ra34Lpsb0t7i0RGf8cpVs3l0xGfckPYWK75r28zWiRMnsmTJEoqL903K+fjjj5k4cSLqpuze/VksFuLi4sjMzOSdd97BYDAwZ86+ZT3UajVxcXEkJSVx+eWXM3HiRH78UZlEqvgb21gOj/8Ob6yC6ZuC/z/+e3D7CaTT6YiLiyMuLo5evXrx8MMPU1xcTHV1dXObKVOmkJmZidFopF27djzxxBMtgjWbN29mxIgRWCwWQkJC6NOnD+vW7avq9e2339K1a1d0Oh1paWlMnTq1RR/S0tJ49tlnufLKKzGZTCQmJvLOO++06mtNTQ0XXXQRRqORDh06tHhO/7k05ZEKCwsjLi6Obt268d577+Fyufjtt6Y12wWB9957jwsvvBCTycTzzz8PwHvvvUdGRgZarZaOHTvy2WeftTjnzp07GTx4MHq9ni5durBgwYJW2WrFxcVMmDCBsLAwIiIiGDduHAX7vZfam0X86quvEh8fT2RkJHfccUeLx33/kn1pacHqVxdddBGCIDR/fyT9Pdg4/678BXNwft0L98/j8Cy+GffP43B+3Qt/wYld2ql3794kJyfz3XffNW/77rvvSElJISsrq0VbSZJ48cUXSU9Px2Aw0LNnT7755pvm/Xt/X+fPn09WVhYGg4GzzjqLqqoq5s2bR+fOnQkJCeGqq67C6dxXgtvj8XD33XcTExODXq9n8ODBrF27ttV5582bR58+fdDpdHz++eeIotjiOQnwxhtvkJqaiiQdfDKO0WgkLi6O+Ph4zjjjDO688042bNhw0PZ7+zhlyhSSk5PR6XS0b9+ejz76qHn/tm3bGDNmDGazmdjYWK655hpqav55y1Qogbhj9OKyd/hix0/8HB1KwF6Pr7Ge6k3LsNTnANBB3fJFM9e5lbhEPz09Y0ESkQMishT8gLHbtYalIXpcKpF4b4ABYjGqsFoQ4YwKmedzVvDmp3fjKVcWRlccmCiInNt+KFnxXQHont6XhpAiDP0WkNluKQEVuDQCWXI1Xd1u9LKMAIgEWOVKpUFQ4xFFJEHAK4pEN4QgSFCg1+ARVFhlDbkqM9lyCs/Vj+P36pi2HrJCcdqQ/T7Kv3iK+qVfkRCuJbtOQ3WdnVUb8jHX5yAi0061b21GWQowwrWAC+LKWR53GVpazgILy1+K3HQDK1uKY2cgrnnffxMj+GzFdG774REq7dUoFAciqDWEDbgQQ1pXEESSOp5JP1XwRp3cdHtUI8hYRA9Vvhh6aEvorCljkDaXEbqt5PuDpVQFATxo2elPbJ7YWyGFsdmfzFZVBKJahQzUN3racrgKxWnFUVPDwmeeZv2HnxIoEbEVlmMtKaFg2R846+oAGTmwb4as3+PB67Bjio0lqmPHVucrO8SHbkGjYf4Tj/P97bfjtlpP2JgUpzh1aDAQZ8oCQQvRE4NrwB3SobJBDhak0wRztH3K+5s/W/FdNi9c+g01JS3LztaUNvLCpd+0aTAuNjaWUaNG8cknnwDgdDr56quvmDx58mGPVavVaDQavIfIzDUYDIfcr1C0qY3lMG0DNPwpI73BHdx+goNxe9ntdj7//HPat29PZGRk83aLxcKMGTPYsWMHb775JtOmTeP1119v3j9x4kSSkpJYu3Yt69ev5+GHH0bTlEm/fv16JkyYwBVXXMHWrVt56qmneOKJJ1qUmwV45ZVX6NmzJxs3buThhx/mnnvuaQ6I7fX0008zYcIEtmzZwnnnncfEiROpqzt+VV4MTSW79/9b8dRTT3HRRRexdetWJk+ezOzZs7nnnnt44IEH2LZtG7fccgvXX389ixYtAiAQCDB+/HiMRiOrV6/mgw8+4LHHHmtxHZ/Px6hRo7BYLCxbtozly5djNpsZPXp0i2svWrSIvLw8Fi1axCeffMKMGTNaPW577Q3G7M3w2/v94fp7sHH+XfkL5uBeeD2yo6zFdtlRjnvh9Sc8GDd58uQW2dsff/wx119/fat2L774Ip9++in//e9/2b59O/fddx9XX301S5YsadHuqaee4u2332bFihXNwdk33niD//3vf8ydO5dff/2V//znP83tH3roIb799ls++eQTNmzYQPv27Rk1alSr58HDDz/MSy+9RHZ2NhdeeCEjR45slXU+ffp0Jk2ahCgeWUiorq6Or7/+mgEDBhyy3bXXXsuXX37JW2+9RXZ2Nu+//z5msxmAhoYGzjrrLLKysli3bh2//PILlZWVTJgw4Yj6cDppPcVIcUTizNHUOuuJs0QTfvYkpswrpSrXyfUdxmKrXkl2aQaGxW9h0hoZlNyP+aU/QjgMr7KxJSYEAdDb9bjNbhAERJWELKnwqNSsDdm70I+J7yoHIJdrKbTUcsnmBSTFZ7T10BV/Y7f3v5bJvS9Hr9bxUtU7YIVGjcDIaicun4nN1u5Uislkaffgj6jluzgTqW4rFxXq6NHoYovFwE6jDtGhQw6DMr2GDyMGsKcqDMmpQx9Vh+AOUF136LVDFArFUVCpUIdG46stxRSTyHXnRNFx41RMO1wYupyJc/sfeCr2UPbZE2giEyEkFvf2xSQDyc7tzafxSwJqUUYQQJBl/ECYsY6OHi+yDDn+OC7bLdBDXcpGs46VxRsY33lUmw5d8fcWd8UTyH4vokZH2uo5ePe7/SkDPq0IbtjiS+I8aSM6McAFpi00BHTUB4yEq5x00ZRS5gulk7oUgI1iB9JUddSLAXprStgpxVJdp6zdolAcLxqjEX1oGG5rAzGdu9Bh1CjKc9dRkvcHyf0HULx6FZXZ2fz80IPEde+Bo6aGkqaZso7KysOef3+yz0fA58NaWkLphg1kjBhxgkalOOWJGui1DiQPqAwgHWi9abFpddvD2RukE5telfZOSGrKFnAXg5Jo3SwQkPjgnvkHjm02za754N5fGTCuIypV28zTnjx5Mg888ACPPfYY33zzDRkZGfTq1euQx3i9XqZOnYrVauWss846YJv169fzv//976D7FYo2Jckwa8eh23yzA3rGgXh0ZRePxE8//dR8k9zhcBAfH89PP/3U4ub8448/3vx1Wloa//rXv5g5cyYPPfQQAEVFRTz44IN06tQJgA4dOjS3f+211zj77LN54oknAMjMzGTHjh288sorLdbUGjRoEA8//HBzm+XLl/P6669zzjnnNLeZNGkSV155JQAvvPACb731FmvWrGH06NF/+XFwOp08/vjjqFQqhg0b1rz9qquuahFoufLKK5k0aRK33347APfffz+rVq3i1VdfZcSIEfz222/k5eWxePFi4uKCE2Gff/75FuP46quvkCSJDz/8sLmU5vTp0wkLC2Px4sWce+65AISHh/P222+jUqno1KkTY8eOZeHChdx0002t+h8dHZwAuTfDb69XX331kP092Dj/jmQpgGfVoweZpBN8IfOsegxVynkIouoAbf66q6++mkceeaR5nbTly5czc+ZMFi9e3NzG4/HwwgsvsGDBAgYOHAhAu3bt+OOPP3j//fdb/H4999xzDBo0CIAbbriBRx55hLy8PNq1C1YMuPTSS1m0aBFTpkzB4XDw3nvvMWPGDMaMGQPAtGnT+O233/joo4948MEHm8/7zDPPtPidu/HGG7n11lt57bXX0Ol0bNiwga1bt/LDDz8ccrzvvvsuH374IbIs43Q6yczMZP78+Qdtv3v3br7++mt+++03Ro4c2Tz2vd5++22ysrJ44YUXmrd9/PHHJCcns3v3bjIzM4/gp3B6UAJxR8i65ifqVv/I3FANO1WdCXP04baBYxjRpROLNxRTl/oLGp2bOY1eKuz9UelK0VYGZ5Z1i+6ELIOATIRPYlBlgMXeztzt3MKmaD8rwkwIkoiglqkSQS0FX/iG2hv4TVIjA1JjBOp2hyvhoVCAXq0D4NqsS4kUtFg272ZrSTJbfKmk6O1cb1yCV1YzWxeCLAiU6DREqxtwqcIAKDBoGFzlosjqwivClvBcdBFgkCJwiXVERAcYWb4JOfAqgqr1uiEKheLw6hZ9Qf22xXwVpqWS3sSoLuGKixOwdO7A2Y3fUC8FAxPekl2AjLciD2QZd9EODMOuC6712JRx5GuaA64W970xFQUZEYh3e4OVkAVwyhp6qINlf3rYPehiu7TN4BWnDEEQEDTB15To826lfvk3uAq2IXtdCEB3XQ1Dw77Bj4C0X4ZCmGpfhluGppJvPIOweNzEq+q4Sr0UyQL1higi3TVgAF1xPvBMm4xRoTgdFJb8hs1eQCDgQaeLoOfDFxAdkkV4fBqN3kJ0g7ojqESsy+sBqNqxg4DHQ/WuXWT++SaWcJhkpIOIP8xNc4UCQQwG4QA6fgmlU6F+EdCUCaKyQOAIMitFU1Mgb7+gnSpkX7nK+p8g5ooTMYJT0vZlRa0y4VqQoabYxvZlRfQYnnbwdifQ2LFjueWWW1i6dCkff/zxIbMypkyZwuOPP47b7cZsNvPSSy8xduzY5v1bt27FbDYTCATwer2MHTuWt99++ySNRKE4Crl1rTPh/qzeHWyXGXnodsdgxIgRvPfee8HL1Nfz7rvvMmbMGNasWUNqaio0BY7eeust8vLysNvt+P1+QkL2zXS4//77ufHGG/nss88YOXIkl112GRkZweSB7Oxsxo0b1+KagwYN4o033iAQCKBSBQMmewMWew0cOLC57OJePXr0aP7aZDIREhJCVdVB1go9QldeeSUqlQqXy0V0dDQfffRRi+v07du3Rfvs7GxuvvnmVuN58803Adi1axfJycktgmH9+/dv0X7z5s3k5uZisVhabHe73eTl7auA1rVr1+bHByA+Pp6tW7ce1fgO19+DjfPvKFC5slUmXEsysqOUQOVK1PGDT0gfoqOjGTt2LDNmzECWZcaOHUtUVFSLNrm5uTidzhaBMJomjvy5hOX+v2uxsbHN5V/337ZmzRoA8vLy8Pl8zYE7AI1GQ//+/cnObpnR/uef5/jx47njjjuYPXs2V1xxBTNmzGDEiBEtSpgeyMSJE5szOisrK3nhhRc499xzWb9+favfX4BNmza1Cmbvb/PmzSxatKg5+L+/vLw8JRCnaM224VdkWy1dvBp+rQ+j0FWPxw2JobFM/WIDui46BJ2bwV3T8YdnEBWZyRafD6PGQLvI5KYl4QTy45PYnhePv74dOwz1hPj34BcF/FrwW8OItWuZENhFjU5Fr0Y3Vks5qxoTEbRu7lsxg9gcC/eeeSNp4clt/ZAo/uYSLLHcNOQmbL29fPHveQBMCFmP4Aed4OeChnrCBCNpTh8icGF1I8tDTXR3BPjV142ICifquNXN6Q89wiysttUR4Q/grytD8rpRGZRAnEJxLKzr5iF4XXSWdKwsDWFPoAGV1shd4mrql3zZ3M7S+xwCjXVoIhOxb/8DbWQixrhEXE3Py8roBFz1NaT5vc33TYWmOeIb/AlE4yJZHbzx2ktbjEtlwhBwoALK3n8EMTqO2EsfQhOmlJtVHJouoT1xlz1MUWkN6z94DpPgYZsvjfGakhbtZHnfMrge1IRovKj8GrQ6FUkE124QBDCFJ0F5sCa8t0Ipva1QHKtAwEttQzA7Wg5IuOTgjSmjEEmgrhGXpQjZJyOI0HHU+eilWMJT08j9fSHx3XtgiY9vPpchKgrXUazVIKjVyE0LwX8z+XqiO3XirEcfa1qLTqE4hLCzg/+qv4Vdlwa3BQ6XHS0Gpx7JBhD8IO9X1ljfDhybgl/b1x70DP9E9eVHlnV+pO1OBLVazTXXXMOTTz7J6tWrmT179kHbPvjgg0yaNKl5jZm9WSV7dezYkR9//BG1Wk1CQgJarfYkjEChOAbWwwThjrbdUTKZTLRv3775+w8//JDQ0FCmTZvGc889x8qVK5k4cSJPP/00o0aNIjQ0lJkzZ7ZY5+2pp57iqquuYu7cucybN48nn3ySmTNnctFFFx3Xvu4td7mXIAiHXN/qSLz++uuMHDmS0NDQ5qyy/ZlMpr90/gOx2+306dOHL774otW+/ftwIsZ7MCdinMeb7Dyyig1H2u5YTZ48mTvvvBPggGsZ2u3B19G5c+eSmJjYYp9Op2vx/f4/Y0EQjtvP/M8/T61Wy7XXXsv06dO5+OKL+d///tcqGHsgoaGhzX8f9q71Fh8fz1dffcWNN97Yqv3e8q4HY7fbueCCC3j55Zdb7Yvf77PIP4ESiDtCpsGXULfuZ5b5/Ai+egxaNWf160moWYdeq8KX25Oz4xZxbngd8Rd2A2AcnZuPn9DtAupcDZjzttKfEn4hiSXmENQRJiK8fuK8AfJdWmriavlveS8eaMgGlUCHMwKsWV+GOqaYgMFFmd3FvLmvcnX3cVh6KiUWFIdnMmjonBZBbnUp+VlZxOV50NRVYJJkRtfuKwsT4Q0wviY4kzQhUMIiRxcmqg1U6HyEuUQuyl2LytgfsdbNgph0bjYoN1kUimNlGnY5DduXUSDVMTZiOVtdAxjWOwmVxQGiCo8Evzq7kezuxsWjgrODQvsGyxDIUoDQMy5EliRezPVQ12CmfaCBLsYC+ugKMEoykgxiQEWCNhj4kGWoJYRl3bqQsCubrk4XMbjwVuZT9tkTRI++GWOHPm36mChODdFRYfxqvABtYxmX9VSzMT+LGpuXLppSYlVW1EIwJOyTRXSCnwRq6SDl0pPgGrqyDFu8SUzf3pX74htJ9eShS2q9LpVCoTgyKpWW2Ki+WBvyyZ+7mrA+cZjioggP6UAgEAxU+Bu9+Owe9GdaGHhbsERRp/POA8DnclG3Jw+dxcK2778/4uuKGg368HCcTTPSZUmiascOfn7oQQbdcy8xTWWqFIpDChkI2gQIuCB8DNTNA6n+II0lwNMyALeXYxOoo8BfA5YTMxv+VBUe33r2+V9pd6JMnjyZV199lcsvv5zw8PCDtouKimoRPPgzrVZ7yP0Kxd9GqP74tvuLBEFAFEVcLhcAK1asIDU1tcU6Z3vL8u0vMzOTzMxM7rvvPq688kqmT5/ORRddROfOnVm+fHmLtsuXLyczM7NFtteqVatatFm1ahWdO3fmRIuLizuqvxV7x3Pdddc1b1u+fDldugSrzHTs2JHi4mIqKyuJjY2F/dZv26t379589dVXxMTEtMgs/Ks0Gg2BQMt14w/X31OJYIw9ru2O1d61/ARBYNSo1kt8dOnSBZ1OR1FR0UEzw45FRkYGWq2W5cuXN2er+nw+1q5dy7333nvY42+88Ua6devGu+++i9/v5+KLLz7qPux9zu79+/Bn3bt3R5IklixZ0lyacn+9e/fm22+/JS0tDbX6nx2K+meP/gg5XD4e2rEQm8GGO78/uk5rkYVsGnwZRIWmcEb3OPZ45rLMqKKufA09s5M4P6k/zrz1mDL7IxosxHh7UrdrNws3+fGh4l+hP/N5goYqtRqNXybaG2BHdA2CSkKOL2LGljOp9oXTb6uNDpHr2eNOhJB6DD7oXVZOve1bJRCnOCIqUeD/7hrCXT89wc/1NSzWpHA7boySgxxfHFEqG1pLBB9XdGG4Ppt4nZX1vhRCcPB57SiEWpkO6jKqTGspqzCT7e9EVIOem4/g2gqForUaayMP5C1D1lv595561NRztq6UGk0cuvhhzIq4gbMrv+AC42aWrfWwIHUMXUOz2L6nhsE9E9FpBApDerNySxm31XyGS69FJUhEi40ITZOmZAR6aosRBPDLUBaIIFJsJCnfyxxjNB2cZYA3uKqKrYaGVd8rgTjFETHo1LzzwFAK35iMvNtJYWQ8P1efw0+u3nTSlHG2fhvJITIGVxWNkg6fWkVfQw5bvYl015YiCOCQdcSpbMj2hmByg9vZ1sNSKE5ZTlcVlTUbcJZZiRuTgSAKSJIHn99FWEgG5V8VUbe7AMntp3FTA11HTCA6qwMuVw0RYZmIajWWhASKVq5E8nqP+LqSz4d8gJm6trIyds79SQnEKY6MLgF6roV1aVDzP1CF/6k+qthUdrKh6XvVfmvC/Ym/KZuzua0CoOuQFKKSLNSUNh647KwAUUkhdB2ScsL6YLVa2bRpU4ttkZEtS+117tyZmpoajEbjCeuHQvG30j4CwvSHLk8Zrg+2OwE8Hg8VFRXQVJry7bffbs5aoWm9t6KiImbOnEm/fv2YO3dui2xVl8vFgw8+yKWXXkp6ejolJSWsXbuWSy65BIAHHniAfv368eyzz3L55ZezcuVK3n77bd59990W/Vi+fDn/93//x/jx4/ntt9+YNWsWc+fOPSFj/isefPBBJkyYQFZWFiNHjmTOnDl89913LFiwAIBzzjmHjIwMrrvuOv7v//6PxsbG5jX29mbuTpw4kVdeeYVx48bxzDPPkJSURGFhId999x0PPfQQSUlJx9S3tLQ0Fi5cyKBBg9DpdISHhx+2v6cSVexABFMCsqP8IPXTBQRTAqrYgQfYdxz7oVI1l4LcP5i8l8Vi4V//+hf33XcfkiQxePBgrFYry5cvJyQkpEVQ9GiYTCZuu+02HnzwQSIiIkhJSeH//u//cDqd3HDDDYc9vnPnzpxxxhlMmTKFyZMnHzZ7jaa1E/f+faisrOTZZ59Fr9c3r2P4Z2lpaVx33XVMnjyZt956i549e1JYWEhVVRUTJkzgjjvuYNq0aVx55ZU89NBDREREkJuby8yZM/nwww8P+HierpRA3GG4PH7ueOV3aq29uSBxHn9oGnA3rcPz3cKNfPtjIWbRjaujGbCz1RXDts3f02f1Ynylu3HuWsOHjrNZvb0CIy6chAIQpvExrMHH3LBQbDoVSyKMBJx6VEYnqGRqsjZhrgmnQPJRbVEh+mtxbxtIF2zEJOQQ1n9MGz8yilNNmD6ESkcN1kY1m91JDNJlsycQi3vINdTV2SgrtfG9sw9OpxrkfWnRMgI6vcz/2S7AJ6sZnKHnsnFntOlYFIpTVU2DizteWYrTfQaa8EpcLMEi+BBkid/+t4II7Xv0liLQCT4AOpLDO5sc6Ha6qKxzsquogXG2/xFWnkt3fzhhahdhogtJEBFkcEkaDKIPlSA3ryOnFiBZVYcgQD/bBvrKwWVaAFbGRjEsoCek33lt+KgoTjWCSoXKYMHvcVIpNGLu/zseNxRUdsQ58Fakgp+hoAovKiIlJxGik83sy6KW9SIP6n5CRMafMZTkcye06XgUilOV01XNrj1fARLGBAuyFPzDLwsS+cU/ARBxdhS1O/YA4HXZ2fD556SHdkOSvHh9NpY/8j6OoyhHub8/l7HUh4aiDwsj89zWs4QVioNSGUEVGgykBepBtIDUCOpwSH4KKqeBc29w7UBBOC3QFESOmQRpL57M3v/tqVQiN785ihcu/ab1GpBNVR1vfuNcVCrxhPVh8eLFrdbHOdDNwz8H5xSK05oowGVdYNqGg7e5tEuw3Qnwyy+/NJeEs1gsdOrUiVmzZjF8+HAALrzwQu677z7uvPNOPB4PY8eO5YknnuCpp56CpkBEbW0t1157LZWVlURFRXHxxRfz9NNPQ1MGzNdff82///1vnn32WeLj43nmmWeYNGlSi3488MADrFu3jqeffpqQkBBee+21A2YbtbXx48fz5ptv8uqrr3LPPfeQnp7O9OnTmx8vlUrF999/z4033ki/fv1o164dr7zyChdccAF6fTCr0Wg0snTpUqZMmcLFF19MY2MjiYmJnH322X8pQ27q1Kncf//9TJs2jcTERAoKCg7b31OJIKrQnfEC7oXXH2Ax4+DzQ3fG8wjiiQ/mHO7n9OyzzxIdHc2LL77Inj17CAsLo3fv3jz66KN/6bovvfQSkiRxzTXX0NjYSN++fZk/f/4hM8j3d8MNN7BixYpDrsG6v2nTpjFt2jQAwsPD6dGjBz///DMdOx68ks17773Ho48+yu23305tbS0pKSnN405ISGD58uVMmTKFc889F4/HQ2pqKqNHj0YUT9z7j78jQZblY1iO+/Tmb6ynePcunvulnohwLbv22OmiLuZmyyK+iAlja4gW2W0kcltXSqXgm8WwsEJs6JGskXTq5SG90sUI169E9hzCPavaYXf7EAkwUr+dalN7Csw7UVnqcRR3QkrLAVlA0LoRxIP/OLy5PUjXtmdY/3TGD1PKLSiOjtvvYVVODj8vrEOwrEPt28V5unCWe6uJcPvQSF0YbFtLkRzKO/VjuNC4geqAhU7aCjqoy/nUPoTNvlT+NbEPw3of20wdheKfyNdQhTNnHTUrZ+OMbM+jG/ZlCdxtmUeGppoC0UyOI41zDNuQZNimDqVHwIpHECjtnEVVjpavKttz6chODNr0FEh+HJKGtd72mBMkMhpyCAtIlPhDSNbYWqzTdTCyDB+ab+WcwR05q++JmwWtOD0FXHay96zhy9L1nJFbi8dTRk63Hhj3bMMkSWTKRpLqqynVqPG7QmgImEhR1xCmciPJICAjChB/zTMYUrq29XAUilOG21NHg20PVTXrMRpisdkLDnuMs8RGwOVDF2FCTyxCtJuA5CE5fgQLHnwBv92L5AkGOCzd+9OYvQn8R54dt1dUZkd6Xn45SX9aKF6hOCxvFVR9CtVfg7cIfJUQOgas84LrwolGkKyHOYkK+uwAQ+ZJ6vSpZcV32Xxwz3xqShqbt0Ulh3DzG+dy5sUnvgycQqE4iI3lMGtHy8y4cH0wCJd1eq+dlJaWxr333ntE5fVORcuXL2fw4MHk5uaSkZHR1t055fkL5uBZ9Siyo6x5m2BKRHfG86jTLmjTvv3dPfvss8yaNYstW7a0dVf+8ZSMuP14/F7WFW1H99UbREh2Bri6st7ajgkZLlLrdrDdk8A2VzSElKNWiTSqw+kqF2NQe0g5JxlbURpqQcsvqwrZiYmalGsId8Rjd5cAoCFAH3M5S0O7444MrqfgD7Xh2zwMVH4MGZsQQ2tIdXrJNzUt5NgUJ9VKcLl/O5/VxZL/0w4lEKc4anq1juGdu1FesZnZVTmgF9memMmlS4Lr9lRI2QgiJGPjZvMC2muDs5wDMqgEGB2+h4svuJTeXRLaeCQKxakh4LJTvXM59p+nISIjAEbbGh7tKiOV7WGRoz1p6qZsAqOWZQ1d0Qk+asUIBgyJRmOz45TCaLftO9oBcmYcnZzrQfIjAy5ZyxKhP+2jNtC3TgIBEjU2ZMAqqgiRAxxobpEsByeOCQJcZPuMFfPP4Ky+t5/sh0dxilMZzHTreha9tvnoWv8BAN09WjQ1wRt8ZU1rxWllmTyNjqHq4mCAmOBrSqmxI30vuRpDyqm3ToFC0RZ8PgfVtVuoqFndvM1mL8Cgj8Xlbrk4vVplxB8IlnwVBR0p3QcTkLyAQL01GyQwG5Ow2Ytpf3tfimZux55bhzEiCkGlPqYgHEDN7l2s/2SGEohTHD1tDCT9C+p+CAbhAMS9typ8hw/CGbMg80MlCHcIZ17cmQHjOrJ9WRH15XbC4810HZJyQjPhFArFEciKh55xkFsHVndwTbj2EScsE05x4syePRuz2UyHDh3Izc3lnnvuYdCgQUoQ7jhRp12AKuU8ApUrkZ2VCMbYYNnKk5AJd6qy2+0UFBTw9ttv89xzz7V1dxRKIK6lt1d+zOqyzbSP0TC0QUNeQimD7Xs4o9YNgsys5AQCunr8+V2RHBZkr8h2kjF0WMv2wlxipS4UrEtBr1Xh8QVYWxSAopLm83vQ8lLNKOQasJCJaKnFXZUcvCMaUBO/J4W7Q7LxiAKvJ0Vg1YjBO6WyjFclIIfXE2VvpFIKo7zGQXyUqU0fL8WpKURnIVAXi8rcyNCMIchb1hJoqOMnR186aCrY7k1EQuB2TbB29EJXV5JDZQZffyeh0Sd28VOF4nQhyxIVM5/DU5bTIhgmCBBbvhYEuNJU25y1VusEq1/Ht/4B/DviRyL/WMkKw2C+L1PxeKQZnewio3IhodWNwSAaEKVykBzIZ1uggqLQUBKdblQ+DwAun5kwtXW//uy7/v6ZclEqBxfwO5J3MqL25CwErji9+Mxx5PhiCdP46Nn7PEpyNuJzefjRegYXGDeQSANaoRqvrKLIH0mopoHY0FDOvH4KKlNoW3dfoTglyLLEzj0z8fkaW+37cxAOaA7CBY/1UVO/Zb/gnAjI2J3BzygqvSZY4UcGt7UBqXYFWksIAY+bwFGsGbeXvarqqI9RKJrpkoP/q0Ig+VGw/g6SB/Af/Bhjd+i5AlTK+5jDUalEegxPa+tuKBSKPxMFyFRKs57qGhsbmTJlCkVFRURFRTFy5EimTp3a1t06rQiiCnX84Lbuxinjzjvv5Msvv2T8+PFHXJZScWL9Y0tTZufXUVXvZECSDD43u1Z/yyeNuZToNai9KvzaYHkWjSRzQ64Ko6qO1zLCAPCVZhCojSc9JhqbVaYxaSGiqZGIQDtK12fSKTWcnYX1TVcKph6o8GMQJRKTYtlVVE+XtAiMejV6nRqjmMevm1UIkoaxhg0kqGrJj29kg1mPUy023zXtVG9mZ9Ew4iPN/N/dQ9BplKi/4ths31NLXKSRyFADsizx/EcrWJ1d2/z7CjL3xq8h0ldJRLiJpOtfQtQpC2crFAezcVcVHl+ArCgXCCLVc97GW5kPgF8WUDdlB8mAIIggSy2Oz9PpmSNOwuZp5H6+xCxJbNL2YXpFV8Z01TO6PJhx5JFFtEj4EWkULHzfvg+72cbA6D5kFqqJD1GRLReTu1HDKN02olV2DjaX0qUJwyg50Cd3Iu6qJ5sXkVYojoYkyWzbU0NqXAihZh2yFOCTdz+noqyCy4xrEITgij7vJg6n1OGgYyc1T464D7Uyc1GhOKgGWy6iqEUU1YiChrzCH/D57Qdp/ee1MoLb9LpwfD4XAckFgErUEZA8hIZ0wGrLaW4pyzL5H2/Ebw2gVhtxVFaSMWIE9upqzLGx1OzejbW4+LB91oWE4nXYSR8ylCH33feXxq/4B5O8YFsG5v6gtgS/X9sefH/6HdR3BncORF4Anb9rq94qFAqFQqFQKBRH7B8ZiKu1urjx+d8IkW08FvY9siDzfHo0blEgpUGkyiTh1oAQEEitNZBXMBAvGtTxeQjGRnxFncCn54zBMlvWanDJjegi6nns4nG88NFGosIMDM40sXnjTnZIMrHJW+gm1zJ81B10TerDtrxaZi/JZeOuagB03ZYiaHxECVFE+waSXb4dod2uYGeb4iJhNi1nmsdw3RWjlJuliuOqodHDpGfmE5Bk1Pjxo6JbqJ0XHr9SSfFWKI5AXkkD976+hFRVFfeF/tIczhaAYl84EZpGTPgPu25b7pkX8d9fTYT7bfRqv5MrBl+Cdc5r6OLSUYfHkJ+/gS/DNPi9FirdMbx85USSwmLIqc2nfvYPJNetpUEy8GL7UPBriDHEcWtjDYbS/BaVTWQZiv3h1A68hYvP7au8piiOK29VISXT7gegXDYRg5Ntid0YN+nfCAjK75tCcRjWxnzyCn/4y+eJix5ARfUaQEanCSM6KovS8iWEWNKRZQmbvYhgmDyoe8ebCLgC1Ofn88ebb+CsrW2uzAEQnpaOy9qAu77+gNcbdN/9ZAwbpjzHFcdX/S+wfUzLbaHnQvf5HNGCuAqFQqFQKBQKxd/E37Yg+Na8Gl6YsYaNu45/eROdRoVOq+Zs/XbUyAgySIFgwCHT40IqT0FfHs81BR5utRVwiSn4IdZfnoG2tC8WnQFBkCneLuLy+pG9BrKi+1Be5cXl8ROoLqT39te4RfsjQ4Va+ncdSuqQK+mR2heNWkVWxxg6JAez6wQgQnChVnu5ue8wnpl0Dtf10SDIMsgygdoYriqy83BVCYMDy5UPt4rjTq9VERGqRxDAjxoQkEQN5f97hobVc9q6ewrFcbFyaxkvzFhDTvGBbyD+FUa9Bo1aYLRhSzAAJ4NfDr68LvZ05kO5Fy5J3eJekdQ0BUY0R+DT6pEEgdhd65C8MlVSGKbky1DV5CAGPPhKd2Lftow4h52osu706dOfm8cMpEN0CgaNnh5xnYmIDZaNdYo6ECQErYdbB4+n+/WvsibhXKTgS0rwugKkaOrp5l2hvKYojjvREIJoMCOLKuY09ufdxnP4vf5MHvvvHyxaX3IEZ1Ao/v6+LNvFzVsXssd5mHWrjoFapW/6hHD0dNpwBMSmteBymzPlYiKzcLmqkJGwNu7BZs8HAqjVJqLCu5OWNBqNxoQ+JIT4nj2xxMUBIIhNHxUFgWEPPcSE6TMwN+37s4aCAuU1RXH8aZNBNICg2bdN9sCW4VA/ry17plAoFAqFQqFQHJW/bSDuk7k7WLm1nI/nbD+u561ucDHl7T/QaUTSLcG1dBoCZqJ3ZnJrST0jG62kqWoRS9th8Abf8Kepqhmp2wqA0+/C3GMd2u7LKHM4EeTgTFKVKDAiK4HzeoVxV/xatE117MWAl4u7juKiLqMRBZG8kgY+m5fNqDPSGD0wGRmo2zaclwc/TlbHYQCcf+4dPJg5hnCfRHttFR09wZIyS6z5fL3tp+P6eCgUep2adx48i48fP7f5ho2j0Y6zYBt1C2ZQ+f0bbd1FheIv+2D2VlZuLeeLX3Ye1/PaqwpYPu8JOvfZSKIleEO2wB/FC9bxTLWexzpvewo1JiqlfWthrXC3Z5G7CwCS04ZWVCPKMpbaYvpog+UsZZ8WfdY5BDoPAI0OVdNzU7LLXNfzckZ3GA5Nk1a++GUnqaMmsrLfCP7bLhjwe/f85+ke1wmAqybfgqf7BcjsW/NbBn4s28CCvD+O6+OhUKgt4STf9g6Rk17lavNy7gr5lYG2X9mWW88b36zg881KCTHFqU2WZabsXM7cqgLeK9xyXM9tsxeyp+gndJqwYwrGBQJuEIJrwHm8tc3bJQJER/bEYkptUcZSCnhJSTybiLDg60WDbQ/lVWs4++knie7YETkQQBcSyuWffUZoYiKCIHDJ+x8Q1717q2tvn/0dJevWHvPYFYoDMnWFfoXQ4X/7ttmWBP/tOB9KX2/L3ikUCoVCoVAoFEdM3dYd+DPJ4yL7j5nIxgAGfSy9umm4Z+6TxFlieHDwrce8psjSgtUU1Bezc20URZXBhc4/c/dhgDYEOa0/dYUyOfV1qLQlGCw1SJZNFCddycpNhWzChccTA0gM6G1gs78aUQ+iuYFAXRwxBh9hddvIfedjRrmrcIkmAIqIo/N5E4gKMyDLMnVVNTz5wTqsDi9bCkopjfwBQzcz7VxjSIhPaNHfHVW51GtV1GvBWyugC8jkG7SkuG3H4VFWKFoy6NRsz6tp/r5QCuNbYxJxDgH7Bgc3jPGj1x35nwu/rYa6RV+gT+5MSO9zW+3PKa6n3uahX5dY3H4PBo2yuLrixLC6bXy++Tu0MSJGbwQjUlwUvX0r+pQuxFx497Gfd+3PBOz11O9eTe+aUqJ0aiw+mYBKT1nqeDzZEnVuP6rIUs4NWYdTVOE7YxKfb9nAVkcoqspE7Gg5q2cIlt1Lm897mXkVuwMZrN9VycJtO/AmVHOHRiDVB5vV6ZxzxSVo1CIBScZaXszvn3zJamcqOyuK2W3YgaBSc0ZiL6JMES36G1K5GV/TPd29t3aLDVrSldcUxQmgMpjZvWYLkYIXgDM0+TjMGuxGN/J6D3L3cUdV+riwwsbXv+3mzB4JDOqZ0Gr/rqrdGL0+khK74PF70CuvKYoTpNBl44XctcRqDTgDfiI0evr88SUXxWbweIf+x3ROWZapqF6LAFRUr0OSvYADAEHQEGJOw9a4B3m/MpIgkBA7mLLKFS3KSxr0MTQ6ClucX602UVO3hfLKlUiyr3lNOVHU0y7lvKY+BLA2FrKn6EcAqnbsoHrXLgRRJH3IEPSWkBbntJYcOLvV1dBwTI+BQnFImmiom32AHTKUvwuJR7kmoW0FlL0JcTdD2Nmt99f9AuoQsAwAyQMqZZ1shUKhUCgUCsVf16aBuKp6J98u3M1g/U5S48MI6TMa6+o5zCpYRrFFR0hXGVW+m/IIA+X2KmoctcRZYo7qGjaHl9/W5/B1+SfIyHSI6g+7IkjSNFDiDeN7bxZs86FSCfwU6M2GqBRsIesJ4KDGspN6Q0fCon6gPm038q4sVq0BU3IyiAEC9dHEilYiQiLoZZuDUWXHJws8VzsGreBHkgXeCq8FMqj+6R1eXw5WXzIAOosTv+xHMFp57KreqFUtkxNH95tA8e9vYfYa2Sakk9nezPA+3RiUemwf8hWKw2l0eZsXJdRmbGJ9uBdZAl9+BGGLcpk4utMRn8u6eg72bUuxb1vKJl8a+TV+MpJC6VS7COuu9by4J4tqKRR9eANCh1Vc67PQ2e7EPeA8qsPCGZo2AFH42ybsKv6mihpKmZezCFEQ6RTVniFp/Zm5dQ5LClZDOIgRImV7nCRbbdi3LiFqzC2IGt1RXcNvq8G6bj7WlcGsHl1CB7xAQKVG9LiBAEs2V+GUguWH0yJhdE3whqrOVYk9WoUmYjdSZDm/5/TGtGUbI/XBkpGCAGV6FWqXlrJKK2GiF4eUiTXgRlaXEeluICY0ONHjqWkrGVkxnQt0daQJZazWn4mMjFbUcP+gm1r1O3LkJKrn/AdBa0DyOJHa9WB8t34MVV5TFCdIo9dKVFPUV5LhbO1u8APl0LBlGeG9hh/xuWb+uos/NpexOrsU2RRNekk+Ycld+Lx2O9uqdjF6ezGd/Y18FB7Dr5Fwu9tEisdPw8Dz8IRFMjC5z4kbqOK0tbahkpllu9CJakZEJXFOVAqP71rJ77XBIJQIfFi8HbcU4MuyXccUiHN76qiq3URNXTCzTq+LxO2pbTq7hCz7sDbmNLfXakLx+qyAjBTwIiC2CND9OQgHAn6/G39TYC+oKcNacqPThiLLEjvzvsTl3jchq2F3KQDm2FgG3Hxzq373vu461k+fjtZsxud0ktSvP3Fdu5I+dOhRPwYKxRHx1x14uzsXGn6HsLOO/Fz5D0LjCrAug5QnwVMAYaOh7D/QuB58BcF2gj5YBtOQCaIJYq4Nfh0x5nBXUCgUCoVCoVAoWmmTQJzN3YgMvDR/Js6yMka5tlCzGerFCOq94XR2etll0tGl0UXvBgfVqR1ITu5+VEE4Z95GNtfm8dFymcpSNeYeoQR0DbgMxbw0VI24ZQ4v6/pSW90eJBW65AKcpQmU16np3iWD3dWFLPtdhWS1EqIbwvCEn/nNY6KbuphJ9o3ICHwZ04XH7ryU3zdX41sQnEHqknXYZT00rQ9Ukbeb2pBM3DnZRIjBIFxkiJ5HJgzh2x0+fLVRPPDaKs7pn8JlZ2c29z8mMpnHLnulxZgq65x8/WseHZLDObNH6xnhCsVfMaJPCr+tyaVd+QKWhNThQUAQQRVVSp3NdVTn0samNX/97XcLKI52IWcL6BJzSNX7qJXMALhtJgxAtrOSjDoHO5d+zldxoUiyzFntzjzuY1ScnupdVgTgpWXvUOMMrgH3W94ywvQhiPutVyPJEkssGnpbOhPbYcBRBeFWFW8gr66QTst+Jtxah6TS4JH9LIiLQkxJZGHVNgbX6Kmt6EiVYCI5fQNX23JpcEg0JKRhLC8gsHYet8kiM9RD2R1bBD49Jo0HWQYQmBt9PTddN4LKxUVErnqL9upKfhLS6SaUIQiQqKonO78Kv6GG7MJqemvMJFNHeIaJf40bxQ/ZAt7KRG5+YQETRnZgZP/U5v4b2/Uk9Z4PW4xJ3VDKzG0/0iO2Mz3iOh+PH4VC0WzY2efyfuUWqnaouMa4qvnmf0AW2NFgYNBRnCslVYBtPvyhZeyc/w0JDU7K+Y6zEIgy6onzCKCC0Hq4QGokxRpcX3jT0s/4JcqMYaiBXvFdTtBIFaebUrcdWZa5bvOvWP3BrM7PSrNZ0H88JlWwbL0ASIBbCnBGWBxXJGQe5qz7yLJMnXUnLlcVNfXbkCRfc+BNr49GFNQ43ZUHPNbrs6NWm/D7HVTUrAZAFDRNmW4thYd2IiXhLIrLl1DXcOBS/05XFU5nJS73vjKWFnMqGef1Q08UkYMS2L57BklxQwkNadfcpv2Is2g/omXgo7aqgR2b8ohPjiEiOhSF4rjq9DWs7wq+4tb7/LUHOuLg9BnBQJyvHPJuDW4real1O9kd/N+1K/h//obgsz9rM5hal2dVKBQKxfEnCAKzZ89m/PjxB9y/ePFiRowYQX19PWFhYcyYMYN7772XBiVLX3ES/FN/3woKCkhPT2fjxo306tWr1fNQcXAnNeXE55eYs2Yrt3z3JHf+9AQlwgZccWWUaLQ4JA2vzyniyWUl/OwZzDVJ92Mv6Ml27Zn8a9QUruh+4RFfx1Oxh4qZz/FRzq/U+MpAFlGV9wSgxFZOmNqGrNcSGpeLPut39L1/J2AqB58e2RHGzsXtcG8eDLLAdeZF3BT6NYNVevqF13G9ZRkaQUIrBMiMUfHUjE3Uu+tZFyNTrVGh19H8sMar6tFtmc2cj2bwn4p+RGh9hAgOurePwqQ1cm2vSyjeo6W8xsFPf+QfdlzvfbuZb37P5cVP1vLpzzuO/QehUBzEC7edxTkZGjKdwfUTVR4NclU6Ywe1O+yx+zN26ItPG4JfFslIXo86ORdNUg6SCPkGDZIoAzLqxGwA1oYaWRBhpFKj4pm8KgI/T8MbaH1TSaHYn8vjZ+Yfq7nl+8e5d97T1Djrkb06AtYIZBneW/spv+UtI9IQzsWdg7OXQ2PSyJz4LGEDLjji66wv28prK6bxw85fKfEHswqyQ808mx7FQmsew2webql0siVcRSBtN/fGfMMwKZdY2U1Hl5eZRe3QyqAC1ILEdf7FjNKJZEbUMkCXRzBWKHN+WC4N371KqmkDydpqANqZa5rXddvlj+f9Obt4ctZ3yO1W8VVoCq/Fx1Lasz8RhjCu7z2Bbdu9lNc6+HlFwWHH9Z9V0/lx5288t+QtfslZfEw/A4XiYNSiijuunkJleBcK/FHIMpT6Q/ivfxQdehzdDcyz+qRi6bcEbVo2A5omhggyqJDp5PAxzT6Cn5y9yDZrGGQN7q/QqPCI8GxeFaVz30aW5cNcRfFPV+dz8+TuVfRf/hVj1v7QHISjKeh23ebfmFOVTzdzBBPi2gMwPCKRb/uM5bL4Dkd8nZr6rRSWzKeqdmNTEI7mosFWWx6iqEY46Ee0AH6/u8UWSfahFi2IgqbV9oKSX5ClliUt95dfPJf8kp9brBsXZmlHaFISA26+BYdYisfbQE394dfsXr1kC7nZxSz7dT1lxdWHba9QHBW1BfoXgCqq5XZVFISNPLpzJdz1F26DyLBr4jEe+89VUVHBPffcQ/v27dHr9cTGxjJo0CDee+89nE4nAGlpaQiCwMyZM1sd37VrVwRBYMaMGc3b9rYXBAGTyUTv3r2ZNWvWSR2XQnEqmzRpUvNzSBAEIiMjGT16NFu2HN/1b0+0M888k/LyckJDlUlAiuNv/+eJVqulffv2PPPMM/j9/rbumuIUdVIz4j74cjm/bKplvEWNJaKE2TGhTC63kuTzsdzbgUaLGl3KGlwC/Ja/gz3eEWyr1RKZv4Jfc5dyWbexDEjKOuQ1vDUluAq3I2h0JFSH4FU5uSf2J0SdxJsBNW5bPJ7c39ED/YsiWZ/ip0TnR6W2ozNW4bA4ERPz0MsgaHyscnkpMoSD7Eeo8nOJSoUaiUWaGH7YJiDLNeRqVkOYhi3mMEJr+gFg0IqM162Dpo+8ZYFwdAMGcG9qOD07RDf399KzOuDzS5zVN/mgY/pxRTYz1/9GvC6NjpGbuFnegrBRoNZ0GZHDLj9uPx/FP9unP+/gh8U5jDT4uUprw1XdiDog0DB+Mu0Sj+5NjVPW0XjOE3w8+3uStFtBlon0BUh3+lBpOrFYUpMaZ+HWSyby/sZPcQYcOHT9Sc7fgVa3h3Srjadn3ku9JYQHh9xGenjKCRu34tT19PSlbM9pBM0gfOGVqFJ24t0xENmrR520G9oHs+NqXfXM3b0QAI/fy7c7fmZ1ySauz5pAl5hD3zzdU1dIYUMJoiDS0e7Grlbj16qI9MuIMkTUJ6CqX0kKMMnrJkQWMfj9GGXYqI4gzCVyteoPvIhokQDQCHBWfi65tmQki4ggS/xmjGJUzlJcgLlgCzpJpkKjYp77bNyeTWSYHXzXEHx9UTcmEogq5Noh55AQci49Yvdls101qiNzluVz0fCMg46pduGn2NbP56yUNBZZRa6saiA3ew6/jEpj9MC0gx6nUByNqjnvYN2+lDhNKm81jkIv+HHJWt58uD8xEUe33k6UqOOS+KsoXDgXgzqY7dYo69jmScYan0xpfSQxGZ24/Fwt/p8+QAR+VJ3JwKr1aNROMior2T31GgzGUBImPo06NOqw11T884xbN4c9zuC6mfW+4IQkYb8QlUcOBrS22evIb2rnkyUe37WSDdYqpnYZQmdzxEHOHtToKMHrbWz6bu9abRpAQJICiIKI3Vl6mJ4GWm3xS42ttlltea22iYIOSXajEnUEJE/TNg2S7Cc18Rw0GjMh5n3vuRJjB1Nn3Uls9MHLu677YzuVpTXoDFp83uBNibVLt9JvaHcSkqMPepxCccRkCXacDw0LQfa23Nd3B6jDj+58+jSImgg1nx1gX0dw74KY68HSHwqfAHUYBBzBDDoA51ZYERI8T4/lwSCh4qD27NnDoEGDCAsL44UXXqB79+7odDq2bt3KBx98QGJiIhdeGJx0nZyczPTp07niiiuaj1+1ahUVFRWYTKZW537mmWe46aabsNlsTJ06lcsvv5zExETOPFOprKJQHInRo0czffp0aAqYP/7445x//vkUFRW1ddeOmFarJS4urq27oTiN7X2eeDwefv75Z+644w40Gg2PPPJIW3dNcQo6aRlx/sZ6GneuooemiPjQYhrVKoaVgOhTASCIAWTd+uaPu6VaH5e3X8AjV2Xyw47fKLKW8vGKn/AHpFbndnn8rNhSxgezt7Dlo+epWzADZ2gam0sGk1htJtxXR6i9gU52D47cnvzm7kJeIAKf28LI2gaMAQk8GryRlWjj8hHUPkR18EOuXRXsH4JAUjsTL1sv4DXrGJa5u3BOip1Ec4CuvuDNXrtaxR5bsP+JsSG4s65gJucz4OIJTH/iXK4e05l+XeLQalTNfe+WEcXztw3i7H4HDzT8kPMT/phsSkyLGBtSghpYGarnw5z52O0HqZevUBylFVvK8AZgvpDBMqMZvSSjESSs33zA27M2HfF5Fq8vZuIT83jxf6up7lDIplA9WY1uLtkDI/s8yAOTH+ajx85h6r3D6JbUjv9c8BQfjX+FPRXJzHf1YmcgmjKtmhy1RI2rgf/++ByOnHUndOyKU09BfQnZ1bkAZAkVDLE5COR1RQ40/X2VxOYylQCegJcQnYVb+l7Ndzt+obChhI83tJ5xC+DwOqnavpSyXz7gpfkvM3Prj/TXRXNdeQMDrQ7UXidxtgYiGzUU5XVnhzdYKjjWJ2Hw+5EBo89PjkUmQmPDLHrZ+1dfarqjKwDJcSG8bL2AV2zn86uUSW1KB6zmEEp1wayGbJOOYrvMJ46hzI26nvbduhAVquexy0bx/oUvcV7Hs+gV3xVR3PdSPrB7Ai/cPoh+XQ7+YcS2bh6yz02n4gJ6WrWEim76aAqwLZyG2+046HEKxdFwZK9AFfDTVV1KaEgJnTQlGAQPD0z7nlnbfjri8zSs+oHC168nddF/GK/ORgSK1Tr+ExtHpxtu5I7b72TaoyP5941n0DW9L5l3fUD7uz4gpyiSnxx9ySUMLaDxuPDXV7D+nUfZWai8d1K0tKi2pDkIx37Bt/3zKKu8+zLRHJKfRJ2Rh9L7ML1kB5sba3hy96oDntvvd1Fdu4XCkt/Iyf+Gypq16HSR+63V5kOSgsGFvcGxY6HVtJw0ZdBHNwX59pGaSu2Fh2ZiNiaj1YSS2W4C3TvdRGR4lxZBOICoiG5kpl+K2XjwkvilhZX4/QEC/paf0Tav2Ynf3zpoqFActYAN6ue1DsIBrI6Fig+O/Fx77oPVMQcIwmmh52roswP65EKHDyH+VjijGnqt2ReE20tqDAbk1iaDK/fYxtUG5EAAz9aNuJYswLN1I3LgxD9Hb7/9dtRqNevWrWPChAl07tyZdu3aMW7cOObOncsFF+yrUjFx4kSWLFlCcfG+EqQff/wxEydORK1uPYfcYrEQFxdHZmYm77zzDgaDgTlz5pzwMSkUx5ssBwjUbMJfspBAzSZk+eS8fup0OuLi4oiLi6NXr148/PDDFBcXU10dzGyfMmUKmZmZGI1G2rVrxxNPPIHPt69y0ebNmxkxYgQWi4WQkBD69OnDunX77t18++23dO3aFZ1OR1paGlOnTm1x/bS0NJ599lmuvPJKTCYTiYmJvPPOO636WVNTw0UXXYTRaKRDhw78+OOPzfsWL16MIAj/uNKA/1SSJFO2o5a8FWWU7ahFkk581ZO9z5PU1FRuu+02Ro4c2eJ3cH95eXmMGzeO2NhYzGYz/fr1Y8GCBS3avPvuu3To0KE5Q/zSSy9t3jd8+HDuuusu7r33XsLDw4mNjWXatGk4HA6uv/56LBYL7du3Z968ec3HBAIBbrjhBtLT0zEYDHTs2JE333zzsOPavn07559/PiEhIVgsFoYMGUJe3r6JfB9++CGdO3dGr9fTqVMn3n333WN8BBX7O2kZcYIoIqXsBLeJT2NDkQSBOG8YOdU9GB+xlJrQGuzRenxl6QSqk1DHFPF9fBFzt72B5FUh+SxYyyLYsKuK3VUFuDSVXNlvJBpBz12vLqKyLljSoMjYi8n6XymrLkOXspXdIkyXksmo0WOv1JMSmstvKQ5ErZbo/Cj6qktwqkRQeQmo4IqaOlYlR9FfTmAnaZzdJZOF5b8TFxXHTf0vY2FmCct+XcJV8kp6jJyMfdtSHDlV1GiTmB5txJqxk3Mjsxjbr2twxve4wX/5sTujfSa/lewhOTSe9H5DKJ/9Oj9FB2fePfHNFF4a/Si6uPS/fB3FP9stF/Xg55V5qG3zmR9jYItHw20l9bRTV/Hl9jK4rNcRnWdTTjWazitQWWzIvuANoCRtCMPvfwq1JThT/EDZENed14WPfpT4tPFcntTNwuwPYFeJVKlh08//YdA9nxznEStOZSpRRJuxhdCCFCbJwXVynPaBrA6oEfSNCIbgDVVtcSrDPVUUxNjZHdLIU4teQ266+VlkLaOwOp+a7GWUGA2M6TUOp9/Nv+Y9w0PZ+ahlODs8hG8j9ZQU2QgA4n7v88JqjRhMOaSoa5EFEZcooA8EEAGzLHNJXT2feM5gZEIeFVGdUTfG0qVnOmz7jvDUHtw5fCKzFu7i+/Wr0cdXYDznJj7d9A0FdUX0sSST7aklJHwHY2Ov4rwBHQk1H/madodiSOuOM3c9+qROxCQPIe+3mWRoq+kr7OSz9x/gkpteJsKolPZQ/DXR599O5bYllGXbeUq1GMEM272JfGAbxPqyrVzW7fwjOk91/iZUQLgQDFDIMuTFdeE/Vz6AUWsAIC6y9Sz5G8d1Z+ayNXwTFcXkGjvRPj8CECHV8v7nv/PqY5e2OkbxzyUcQelSEZk7Q9xkqgN80Khni8fJRRv2BZWX15eT77TyTuEWEnVm7k7vidfTwM7cL5Cbs9iCa8F5PIdb00r4UxhwH7XahEEbgSCqsJjSqGvYRkR4Z2Iie1NSsYTauu2AQFrSKHIKvkOSfFhMKdidZYiimtiovkRH9ECl0h7VY3QwYREWGuoaiUmIwO8PUFYYzFr1un38PGsJ5102DLVaddjzKBQHpQ6DjP9C9f/AtvRPO2WomwtxNx/Zuep+br3NMhi6LwCx6X2W4U9VBdThkPIMlL0JARfIzn37AlbYdSX0Wnu0ozrp3CuWYPvgTaTafaVjxchoQm6+B/2Zw07INWtra/n111954YUXDpjRRtP6T3vFxsYyatQoPvnkEx5//HGcTidfffUVS5Ys4dNPPz3ktdRqNRqNBq/3AAFbheJvzF+2FN/Wd5Dd+56bgj4aTfc7UCcMPWn9sNvtfP7557Rv357IyEhoCnbPmDGDhIQEtm7dyk033YTFYuGhhx6CpuB5VlYW7733HiqVik2bNqHRBO8BrV+/ngkTJvDUU09x+eWXs2LFCm6//XYiIyOZNGlS83VfeeUVHn30UZ5++mnmz5/PPffcQ2ZmJuecc05zm6effpr/+7//45VXXuE///kPEydOpLCwkIiIQ1ciUJxe8tdUsOrTbBx1+ybHmSL0nHFtZ9L7n7ysSIPBQG3tgd/L2+12zjvvPJ5//nl0Oh2ffvopF1xwAbt27SIlJYV169Zx991389lnn3HmmWdSV1fHsmXLWpzjk08+4aGHHmLNmjV89dVX3HbbbcyePZuLLrqIRx99lNdff51rrrmGoqIijEYjkiSRlJTErFmziIyMZMWKFdx8883Ex8czYcKEA/aztLSUoUOHMnz4cH7//XdCQkJYvnx5c8nNL774gn//+9+8/fbbZGVlsXHjRm666SZMJhPXXXfdCXhU/zlOWiBui7WETWFaJpZXY/OaqdKqKGxM5wrjDioMIgMcDpZHGvGXdALAV9yZzoYC0v12fo8wcnWljR5iHvOXJfDzbhHUHrTGXwh4vaii16Jv7I3bZ6Hv8CHUrdvISrMAUWWogF3AdlUEmdoy+nga+UUfAkCsvpTv64eii14PQIrbS2+Pg6zdDmyBajYbO/N9eT0GXT/O69sdlaji3AGpnDvgWlyuCbzz7XYM0kAuH5pJcucBZIXF4JV8mLUHfpN5rG4aNI6LHEMIM4SiFlVIg4uh+HcQBEpUBn775nPOv/OJ43pNxT9PVscYemaEMW3aewQEE6U6NQ6tie1iH+4898jW8ymrtqNyrUdlDgZB1KKPztkJ9Lnu9uYg3MEM6pnAoJ7BGdce52ju//pJnlHbcahV7NCLDAJcXh96jbrFBzbFP9OOqhwEVYBGdzj1aiNm0U2lFIpJdNJFqiK7NBWfqZGzrY0M0xfiqxL4GgsGr4a1kSJy0+9Q7a8fEV6QjVur4ldTGB12bOC8kjIKdWraeQIMP/Mqvtu4iDOqPah0LZfXuSaQh1rXNAtaBp1faF7PTZZhjy+aza4O7DKXINtLSGjoRNyG5WRYQojuPRqAy87uyGVnd6TO2cCHG2aSaIljQFIWQ9MGYNYYkQGDRn9cH7u4yx/FZ61CHRJFvCDyfakDcj8GYHhjNd/M/JWbJ192XK+p+OcxdxmEPbYXUVufQWh6t2kyCmRllDGx15EFwUqs5WxvtNM9WJiAxoCW9xrP4anbLm8Owh3MmIFpjBmYBkzA7rLx5awnOLu4BJUA56lWAJcS8LpQHeY8in+G5fXlh23TWRPgHEPww+mUMBcTqy3snwMmANdvXkCOMzgjO1Fv4ofybCocWp4Lc6FXiaQknENh6fwj6NHBAoMCfr+DRr8DvS6KettOdLowIsOD6yclxw8nKW4YHm8DJeWLCTW3Q6cLJSq8OwggCqpWWXJ/1dBRfXE53RjNBmRZZrnTTW118H2gLMG29bvpNaDzYc+jUBxS/C1g7ApbhzRv8qricGs7EZL20pGdw74JvBV/2qiCrnP3BeEOJuWJ4D8AVyFs6LIvIOerDb7xCzhAbT6qYZ0s7hVLaHjx8VbbpdpqGl58nLBHnjshwbjc3FxkWaZjx44ttkdFReF2B2+k3nHHHbz88svN+yZPnswDDzzAY489xjfffENGRga9eh16QqjX62Xq1KlYrVbOOuus4z4OheJE8Zctxbv2qVbbZXd1cHu/p05oMO6nn37CbA7+3XI4HMTHx/PTTz81V1x5/PF9fzfS0tL417/+xcyZM5sDcUVFRTz44IN06hS8j9uhw75lH1577TXOPvtsnngi+LczMzOTHTt28Morr7QIxA0aNIiHH364uc3y5ct5/fXXWwTiJk2axJVXXgnACy+8wFtvvcWaNWsYPXr0CXtsFH8v+WsqWPjGxlbbHXVuFr6xkbPvzTrhwThZllm4cCHz58/nrrvuOmCbnj170rNnz+bvn332WWbPns2PP/7InXfeSVFRESaTifPPPx+LxUJqaipZWVmtzrH3uffII4/w0ksvERUVxU033QTAv//9b9577z22bNnCGWecgUaj4emnn24+Pj09nZUrV/L1118fNBD3zjvvEBoaysyZM5uD55mZmc37n3zySaZOncrFF1/cfM4dO3bw/vvvK4G4v+iklKb0BXx8smkWsl9NhVrLXcV1jNtlQGqI5bdkiVmxIbyeGoEgSogh1YCMRVfP5Joazmpwcn9BPRq/jl1GLXpvsNSYIEpEG8P5pWAp9aEuzmm3jC+fG4NZtZL1YQbMdiOCBLIkIEsC6qhy9oQI/BrVVMNdlrGFN3CBaS1jqxoZWdfIHd4dmPuPY3tiEq90sLBLt4ndRQ1szqnhx1/WtxjTptx6lmws4ZfNVvIjB6GNSkKr1h73INxeUaYI1GJwNmm7QRM4Sw4GNQStjz+8XpZuPXVKYij+vkS1lnH9r0RbmUhEfhovV5/DQPdSMqyrD3vsuuxK7nj5ZxZWeJuDFUJFGptdvQgxHfms6w++38qlT/zGH/mhjKy1093uxhIWzzVf/Ytrv72X67+Zgt2jlM/7J/MH/HyxZTayT4PH4OV563ieaJhAgT+GSeELuNq8nGeNcznLUUuhVockQ4Vaw8QqGxc31NJ5TzSSO3jz3dFU9sMvimR4JTQ719DL7iEnNo7UBz9nU/l2unkldvoS2Zswsfd/tdDyRqnQlGvnk4O3UFO0Ddx9QTzn+328UFZA7/olJFQtx5W3gYI/fmlx7JrSTawr3cwfRWvpHd+NKGMEeo3+uAfh9tKExiAIwbcA4y8fyy51ewBUAqgr17OlIvuEXFfxzxIXaSJk8AS8TW83a/RVTCr+g4Ty4sMe+/ue5bw/8yl6VO9pzg36xjEAmz4Og+7I55FVfvsKla9NprYgGndTPzJi9Ox56QoKX7mawrduRvb7DnsexelJlmVqvC7eLdp62La7fSoq/ME3OD84Wgez5P3maqgQqPW5WdxQw06fmlfciXTveAuFtdvxcKyBMJHE2KGITZFtt6cGp6uCBlsuNXXbmlsJgkBt/Q5s9kJqG7YRGd4VtVqPWqU/7kE4AEEUMJoNzdcefG7fFvtLCyppqLUd5GiF4iiEDAqu3dak0Sfzue1iitxH8Pm76BnYlAXSn34XdYmHD8LtJUuweRCsb9cyK06bDMu1sMoCG46sgsjJJAcC2D44dIkq27S3TkqZyr3WrFnDpk2b6Nq1Kx5Py5K8Y8eOxW63s3TpUj7++GMmT5580PNMmTIFs9mM0Wjk5Zdf5qWXXmLs2LEnYQQKxV8nywF8W1uXYdyfb9s7J7RM5YgRI9i0aRObNm1izZo1jBo1ijFjxlBYWAjAV199xaBBg4iLi8NsNvP444+3WD/u/vvv58Ybb2TkyJG89NJLLcraZWdnM2jQoBbXGzRoEDk5OQT2+3szcODAFm0GDhxIdnbLz6I9evRo/tpkMhESEkJVVdVxfCQUf2eSJLPq00Pfn1j1WfYJK1O5N2Ct1+sZM2YMl19+OU891TqATlNG3L/+9S86d+5MWFgYZrOZ7Ozs5ufNOeecQ2pqKu3ateOaa67hiy++wOl0tjjH/r/vKpWKyMhIunfflxwRGxsL0OI58M4779CnTx+io6Mxm8188MEHh1zrcdOmTQwZMqQ5CLc/h8NBXl4eN9xwA2azufnfc8891+I5rjg2Jzwj7p3Vn1CUvZQL6wLMr+7NT/4EViRtpb6oFwgBDKIbO6rgVGdZxpy2hbRaNRVRdqoqVDhEkWprMt84++NPyOf8dj5GRCayfU8Nxm119FRZKHfW088cR6Etnw8q10EYJGt0DKyWWBEjggAqSSIgimj8Ah5NcGp1kVFLlTaAu2mBZZ8gUtVQhicmFakxB21UFd2rKyhz6+lVuYiqH7Zg7NAXc5dBdMuIpGu7SAQBOqdHnuiHsZVJo+8if847VLrdpGqL2Prz23RKeoGY8NYl/xSKI2W1e5hbmoytqhary4ImpAabbCQ2JrVVu68X7KZTWgRDeiUCUF9n5TrLMj6qOQuvyk+XmBDuu/4KRBEiQ48842BzTrAkw253FCl1oTjtAj93KcOjcyCI4JQaya8vpntcp+M8esWp4NnFb7J5Zz1SZR98NjOovcjx/8/eeYfHUV19+J2Z7U1a9V4tS+69945tmqmhm5pAIJCE+qXQEhICqfTQa6jGgBtgjAty792yeu9aSdt3Z+b7Y2UZYRuMLWEb9n0ePdLO3LlzZrRT7j3n/E4JgZockPwYtS7wh6JM+rq9rEh38IdAJkZ9G78pbUVPkMuUfWwpzOL92GQKR+eQrbGQ1lzFAUcVkZF2/J529Gl9qduzmpyta8gG1sa7+KS9N+cKBXw9IdOvimgFBQE6s+G0Hb/1BMgsXkKuRySIQl9jI7vkbOxKMzv3ernE/y8sA6dgyhrE0KQBrCxZh90YQbLthy823eey31D/9v14Ai6C1mqWLnqM3PnPotd0j3RZmJ8mAUc9w+SN1Eqgk8EpGnCLOrQxKV3a1Tsb+eTAcoYnD2RQQl8AKhpbUMpywdyIrAqU9j6HX067CKNe871kWt0luxBQyQi20mRKItlXSaC+GFEOOd/k9iaCLgfaiNhuPvowpzs+ReacTR+zz9mMhIB8zCy0EAEEbmyyoEfFx9Ez8y9JyObTpgqa/F5KPa2YJA1uOchgexq7avLBW4mogk/Qouf7OoAV2l0VCKIW5CCiqEVRgoBKS2sBHm8DcdFDMJsSsEfk0NpejMkYh0b64bM+R04cwOb8PSiyQjCo8NXyrZx96eQf3I4wPzLcu0Bu7/yoEWTMGpmIDrWbTlw7oeZZiJ8P1pGHl32d5HtC63UJx++Ik13Qvh4O5cJKtlD9uvY1h7NY3TtAlUE4feRY/Xt3dpGjPBpKYz3+vTvRDxjyre2+L7169UIQBA4cONBleVZWFnTIe30TjUbDVVddxf3338+GDRv48MMPj9n/XXfdxfz587FYLMTHx4dVU8KcUShNu7rIUR4N1dOA0rQLKaZnnPxms5levXp1fn7hhReIiIjg+eefZ+7cuVxxxRU8+OCDzJo1qzN75ut13h544AEuv/xyFi9ezNKlS7n//vt5++23mTdvXrfa+U1ngSAIKIpyzPZhflzU7m/uIkd5NFxNXmr3N5PUt/vn56dMmcIzzzyDTqcjKSnpqDVLD3HnnXfy+eef8/jjj9OrVy+MRiMXXXRRp2yy1Wpl69atrFy5ks8++4w//vGPPPDAA2zatInIyEg4xvf968sOPesOXQNvv/02d955J3//+98ZM2YMVquVxx57jA0bjp1QcbTn7yGcTicAzz//PKNGjeqyTpJOn/ebM5UedcR5qwrYUbyByxudpPmCnGfcTkFrCnpVYWbmx5SbRYyywuBGNyVGHS5RpH3vaHbKdqYGvuSpNAG/KHKZtorZDTvZWZdKgms7y1zx+IMCKzZXcl1sPUlXPYzWnsD+5vLOcNQKs48ao9AZmiofeilriaZ3ShYF/k2gqmR5/Bw06wkg8pXNiqyWESyPQVJTuGXmWQzu3UDjshfQWOJC9eD2r8fSdxxWk46//vLk67+dKAZ7In+58iGe++dtzPI6ASeaxiKwH5+EYJgwR+O9Lw7yyeoCzjftw5rUzILGGTykXMLfTDn0+lq791cc5OM1xXzyVTErNlcwIDuas4dGUbGyhtutn7JVl8ivr7wFreb7R17fdslgli1ew1i1mhXSRHa3uEioldAlNNOmF0ARcNSp8MP7KsKcYjZX7WBX3X58ZZPAH3px0AVFIvWNtMdKXCIXkOwPyYY1SwLbDGbE3SNwyib6R2zFIDYjAJKoMlxfwv/KrmRxdTuTrFsBqNu9guVZudw+9nrGWxMo3ruqc9/jXdW0aQUOlflR1VD8yHqbjgEJfbAf3Na5TO1YLwogVu8mCCBp6f+z2ziwT8MLywt4IPIrnHuK8VYfJO2Wp4gzR/PXmfedgrMaIiMtHssvH+GLF29leqsPWkFta4KoxFNmU5gzn+YVr+PdtxaLILLbHMmiynP4VKPlCVMKX8/1fGvXR6wt30xRwVrihHjMeaMZGTeK930yT8lGLBk+HrzkxCQw4uf9mi2ff84ed19G2PKhDlr0OnTeAFYFAkgUNcvkhcsi/uR4rXIfe5zNHZ+OP4L2WE44gD8VH1bQKK5qY3JUMvfnjKK3xc7nZWuI7pAj0X6LE85iTsXpOnrWaJuzGABR1NM76yLqG7fR7NhLIODE460nEHDSO+tiTMY4+uZcddzH1N0kpsYyevIg1n4RkhCSgwrBoByuFRfm5Ci6BdryAQlV1GNTWrha+xiC7hsZU0W3QtsacHwKxt6Q8AuIvgiaPgitNw+DzOOUs/w6Giv0fgMq/wyiGQK1IUecoAf10AShBrzFYMz5js5+OJTm76pJ+f3afR+io6OZMWMGTz75JLfddtsx68R9k+uuu47HH3+cSy+9FLvdfsx2MTExXZwIYcKcSaje47vmjrdddyAIAqIo4vF4WLt2Lenp6fzud7/rXH8oU+7r9O7dm969e/PrX/+ayy67jJdffpl58+bRp08f8vPzu7TNz8+nd+/eXSbz169f36XN+vXr6dMnLGkd5jAeh+84Wh1/u+/LNx3W30Z+fj7z58/vdEY7nU5KS0u7tNFoNEyfPp3p06dz//33ExkZyYoVKzplIL8v+fn5jB07lltuuaVz2Xdlrg0cOJBXX32VQCBwhOMvPj6epKQkiouLueKKK07IpjDHpkcdcW2bl3JJVRMJHROjDbKVW22fkulqpNSgZXVs6KVqn8VArD+IQVG5JvILnmueyxSlks3EQEfMWbLUTLqpkWypnqmmzZTohjPFvzckCRmbCkB7oxk1oEPQhTzN8YIWizWeA+1ViKLERNnCmtgmCvxNDI/NZU7QxAu+jQREEVEBnyMeKboGxRGH2JrJ0MQBtFh8BC4fyo7VK8htWUizpQ+ZPXnSvgdtrgBbakcywbYUWdCQmpB8qk0Kc4bTPx5GRL5HqRW2WQ3oIr/CVTiShhYPvVIiO9sNyI5h0VfFRFj0bN5Xx+Z9dcweO5eES+4lsrGSKSNmI52AEw4gLz2KvFvOA86jvzfAyN019IkeQMFKmacOgs5ezVO7nuLtfXD/2Q8QZ4npxjMQ5nRmccEK1IAWAqEsLRGFuyMWEdvmZLVXZKjhcGq+PahyXmsr/U0red89mkvF3V3qt63yhjIqfQErn6l5DI9pYYM5QO+IRFIjQrUKS/QSqcChnDCXzY5BMqJrrELQaNmSEM+ImiqMB7fh7jOFVjmaxIL3EYAgIiJKp3MOgwljej/G69oZmhvLvmW1mNRyak15pP3QJ/IYWJ2tjGgPvbz6RR06y7EnPsKEOR40kaGICY2q0N/l4FbjUp51TsfR7uuSwT8gLpd1FVs4y6ngqd+Kt3I/fe58nTuvGEabux9zx2adsA2m7CFMyB7CBCDoHI+neBvBqFg2bniP/nsLcCt6LG/dwTarkYE3/AfJZO2WYw9z+vNa1f4e6dcgStg0Our9HnItdnp33Ev3BDSMU0MSwADajlpSgaATSdQDErLixumqICqyL3LQS2uH4+2b6HU2TIZY4qIHER3Zj9LKkNyxVnf6fH8PFXsH0GglJOkHqYgQ5seMPh3IB2QE5VB9thqQW0Hztay4yBkhR5zih5Zl4C2DoXs6ZCk1kHBsqcPvJO6y0A+AtwTavgo55YrvBn8REIQtvUGXBsMPgNgzEuPfBzHq+LIDjrfd9+Xpp59m3LhxDB8+nAceeICBAwciiiKbNm1i//79DBs27Iht+vTpQ2NjIyZTWO0nzI8XwXB819zxtjsRfD4ftbWh2pktLS08+eSTOJ1OzjnnHNra2igvL+ftt99mxIgRLF68uEuGqsfj4a677uKiiy4iMzOTyspKNm3axIUXXgjAb3/7W0aMGMHDDz/MpZdeyrp163jyySd5+umnu9iQn5/P3/72N84//3w+//xz3nvvPRYvXtxjxxzmzMMYeXyZ68fbrifJyclhwYIFnHPOOQiCwB/+8Icu2ZuLFi2iuLiYiRMnYrfbWbJkCYqiHFFL9fvu87XXXuPTTz8lMzOT119/nU2bNpGZeWzvxa233soTTzzBz372M+677z4iIiJYv349I0eOJDc3lwcffJBf/epXREREcNZZZ+Hz+di8eTMtLS385je/OWFbw/SwI846ZAa9SnYS9Dn4xD2EVb4c7o/4iGaNSLOgJdPtp8SoBUGgQRcypdSkkKgcxCzDjZUtvJ4YwYdxVvoY3aTU2XDJiayNBb/5KwzDriWxz+E6BGnxVkR3HKqukilpE7ly6DnU1Pl5cvkS2htl0rxr0fUCjyRSW7GbjwIKrZoIwIsiQKC0L4GSAaCK3D1/KPtLm3jwxY0AiIIRRb2MXuYITl0eXFcMOolmMYo/OC5BBf7eJpJ9+oy/w5yBDIjysMAu8UnsoS+Sh8lTJEb375p+NrJfAu//5WwOVjp44Y0vSclMC9XsyRmOOWf4Ufs+EUwGLVOHh9wUb32Rh9dfBTGhOpENwM6qnUzPDRfk/qkwO2cKJfX1eFW43JxPX10Zxg55IIPooUy2kya1IECnfGSmtpGB0dsgAIoKXrQIqAgWB5Kmkb6BVkaKRSjtcPfMu0jLOCzJkxmVRqlJT6bbh2X8RYwZfR67S9vIX7SQQq8BR2ArQzp0yOt27qJBtWOUjERKHqQOuwQBlhuSOOfiO/hsQzlPvrcDAFFIQFEvZ1RSAmN/+FN5VCRTJLIgIakykuyHsCxlmJNEG9E1UCJD28jd04z0Tuvq5J2WPZ7JmWPwFG6lcelzWPpNAGDS0K4SlieLxhKJdeAUrIDv4zcwi35sYih4i/YAvppCTNndK8sV5vTlF2n9eaBgA24leBytjx+vIiMHfHw07GyGR8Z3Lh8QkUSlUyRZUkhLnExcVH9aWg9SXZePosrI8uH6EM2OvQjHlLaTyEydQ3XdOmobukrOSOLpc982Ww5L3gQDclgyLszJYzhKUEbm30Gf2nVZ2h8g9T6oewXKfg/x14deyBJu6mZ7MkM/AAdv7LrOXw6eg2A+9Wo1ur4DEaNjv1WeUoyJQ9d34DHXnwzZ2dls27aNRx55hPvuu4/Kykr0ej19+/blzjvv7BLB/3Wio3/48h9hwvyQiNEDEAyx3ypPKRhjEaN77j6ybNkyEhNDCihWq5W8vDzee+89Jk8OyUn/+te/5tZbb8Xn8zF37lz+8Ic/dNbGkiSJpqYmrr76aurq6oiJieGCCy7gwQcfBGDo0KG8++67/PGPf+Thhx8mMTGRhx56iPnz53ex4be//S2bN2/mwQcfxGaz8Y9//INZs2b12DGHOfNIyIvCHGX4VnlKc7SBhLyoH9Suo/GPf/yD6667jrFjxxITE8M999xDW9vh+rSRkZEsWLCABx54AK/XS05ODv/73//o16/fCe/z5z//Odu2bePSSy9FEAQuu+wybrnlFpYuXXrMbaKjo1mxYgV33XUXkyZNQpIkBg8e3FnX8YYbbsBkMvHYY49x1113YTabGTBgAHfccccJ2xkmhKCqas9UM+ygdfMymj59nvsiBqDE1GGpTMabVIUsQZwvQL1ei6iAIoLk15C0N4fLjJuIktxU6jU8mXr4QvIX98fUEkFwWCi9OccwhFH2acwdn4XcUk2wtRFNan+8spf/rH+R3fUH8BcOINAUerD8LGY3eeJ2dln0LIkJORrGCHmsq3Lja41Dao8g1iphjLAz0fExA3UVvO4cx1Z/JgIwdXgq503KJjPp9NEv+vOH77O3fTXWxnieuv2+cLTpj4iSlgqe3vgaudFZXJM1CUQN25zVtPucTMkaiyh0///aXbyDBavf4GOjs1Pm9eK+c7l4wNkAVNS18+7S7Qztl8KUEZm0fPU+Lav+hzFrEImX/bHb7em0q7acx/79AdsiNOiTD6CXAuS4/dw6/dfYM3pm0Bjm9OSVzR+y4AMv/zS/jyBAZSCCRG0bEiovJUYgqwI31jq6bONRtBjFAG5Fg0k8POH6TPs0rrCuwhYSj6QqcxburFnMGp2Or7YExe9BSspG8Hqoe/tP+BsreLJlCgeDoWfKzLQtzHXu6bKvrdFzGNC4DK2g0KoY2GkYxjq5P1UNHkRR6CwgrJEEZo5KZ97kXiREH59Mzw9B4XN3IzQWEZBM5N37+qk2J0w3sqtuPy9vfZfRqUMZnTIEi97M7roDiILI+PQRPbJP5961VCx7Fb2n8dAjhdhzbsM6MDS491YVUL1uAbGDpmHNGUHD0udo3/oZloFTiTvnlz1iE8Cu/VVU/+9P5OgOZ9GqQOrP/4MuJqwu8FPiuu2f82nTsQuZnwwPp6ZzfnwqURG5bG6tQyuI5JgiEGUvhaXvEwy6UdTDzyRR0KKoXSUrDfpYvL7DE3Q6XQSKEiQYdCEgonYEfYiilhj7AOJjh6PVnD4ZJMs+WIPPG0Cn1zL7ogmn2pww3cj6Sjcf7mtlRpaFXlF67EaRLdVeoowSgxN7qC5hzXNQejfIbZ1issKA1RAR+m756w/iK1uJIWsm2uh02HsuNH8Cqb+H9Id7xiaA2v9C4c+/sVCE0S1dM/VOId61q3D85ffHXB95358wjJ30g9oUJkwYCFavxr/pgWOu1414AE3SxB/Uph+SjIwM7rjjjvDkfpjvpGRjLV/8a9sx10+7YwiZI8P1a8Kc/vRoRhyAIErkm82oMXUIApgj6nAKAgIqekXl5vJmKoxa9pv1pNfq6W3YTZTkplEj8ZXNzNA2DztNRlTA4DKgVxUCFdnYEr3s2mhhp3c3No2f9Pw/ofq9mGddR+yw2extOIiiKhgimgg0JZKZZKPP7PlULnwSQ72POLsBnRmG+LSsqMpD13sLekM79068hnv+W00fUxUiCjPz3KiRLYxNH8pZg0+vCX9ZUSlyrCVgCiDFluJ3NGCMjj+OLcOc7jjdfv79zibK/SImy+cUfr6AZq2Wf6eGnMBGrYGxad2XeQawbMV2stf9mbEo7GMAJVkNBAUF79qP2V8TpMmtUFjZyrmOxTSV21CGPIuzJqQR7q47ei2Tk2VXYSNFVa00VlWyWUnGkPElqgBjmzxMd3gxmyKPo5cwPyZERc+54pbOjLcm1UYCoQgjEahuymGJ2733OsEAAQAASURBVE+GpoGyYAzjDAXYRC8BVaRGtdHqs9JfV4GMSFPQwhYSmUAFfmsCz2y10b5lO4nadiyfPQSKjP2ie7Am98ZfVwqo5OrqOBhMJC/dzrRZ17P/09/hUhWyFCtWg5X2oBatEJoY1Ul+pl12Hh/8czcAiqIyvbeGIdpS4kZMJ2/AicsP9ASKz4PQWIQA6GQ3it+LqDv1kkphTp5Gh4cn3tlOs6gSU7OQlds+otVgINCRCRRjspMX2701VhqWPEf7ts/QA6s9vZlgLABg3+cf0lYHfkMJrtJdvK91k77hJf6WMwJXXQkArvqSbrXlEJurdtLkbiFx/bouTjhFBbR6RP3p48AI88MgiN2fpSUA/U0ment3U1qxmz0+gZ/tWoMALBp+Dr114A+0ddnCak4lOmoApRUhKSZJ1KPXR+L3u7r0nZ48k4Ml7wGgomAxpwEKCbEjsVlOF6HjEB63F5835Fj0+45dEy/MmUdVW4DXt7fQ7ld4b08rnqCKXhLwySoC8LeZicRbunGaQVVg73nQsqjLYgGoPvAQZVEP4pd9DK/5O1bNYvz7hsP4TeDcHmro3Np9tnyd+jdBDUDl40eu09hBODGZ/p7AMHYSkff9ibb//rtLZpwYE4ftxl+FnXBhwpwiNEkTYcQDBHY91SUzTjDGou3/yx+1Ey5MmO9D5sgEpt0xhPWv7euSGWeONjD6qj5hJ1yYM4Yed8QFEjJZHmUFIVQrJ7FFR5Xfhqh3M8BXxfMpdgTgF+UOtkQGcDsV8MOiaCv7rTrw67mzqJkoycU2cS+FETpmTRnHm/XbcSfWIVWmkKTWEpCDaICP9n/OTcPncn7qKJYVrWGEsJ+CwUHqi4dy/4ubiY+aSp3TzQXWXsyZEkfxO48w3NrInogmgsBzm5Zw8/mXc/DgJQy11pFvDbK/fgOt1SWnnSOu3eXHWJVAXPIBhrYG0RnDE0g/Bp5e+iVfbjuItymekTodV1haUVWw4EcISohaiDF1f8r1G8tL+Y1Rj03wIDtjmHTQTYalnGx3gHsLgvjQcoN1B5JWJUZq48PPdlLhGoHg9lAtZ/EnRx3tO1Zg6TMOXdzJTwa5vQH++N91BGWF6xN383/mAl7wROAx+NF5o7FccXu37CfMmUWqOY0k48vQUevtE006TRFNOCURd0Ue/ydtxG3Q8ef2swmkF+JvSme6UoJP1ZItNVOmCqiAUQgyxljApykSE/pdg3nTF4w0V7BHTsceqMenKojA+/uWcmPuSIy9huIu3MJY4y725Bko39eX+57fTtSAAbgMpcwfcjHRsTmsfW49yf5YeukaMKoKhcsWcsuFF7BpXz1REXrOcbxFsKYIw456GPDgqT6dXWhpLOPQlLQiSghSj78ihPkB+OCj/7Jhi4caVwYzDAJnm1rwiAIPZ8aAIKDX6Ik0dm+mv+L30L7ts9DfKtglV+d3C5eD9A1PIgkqL6RGowoSlVpYdOAL9sZZsXjMtMZZ+Vl1K/k7q5k5Mp24qJN/v6l1NvDYV8+iqgoPO0JylIc0IYo0vRh97a/RWMN1EX9qZBu7N1vFKmr5efoAPq47yFa/jlyDlsYOJ5QK/Kd0By8NmoHJEIfbG3IG63QRON1VON2VnVlxacnT0WiMFJZ+1KX/usatJMdPot1Vhl5vx9FaQCDoolljOe0ccXVVTZ1/azTh58mPhQe/rKWo5bBj1RMM3Uh9cui3VS9i1nWzg9tTcFQnHIDsLWdbxRYA+klVhDQGythfu4+8zrw5FdryoeVzSLoVtN1QX7p1DRRcGfpb+sZ9RJcCg9aB1EOZgSeIYewk9KPG49+7E6W5CTEqGl3fgQjSsWRww4QJ80OgSZqIlDgOpWkXqrcJwRAdkq08pkR1mDA/TTJHJpA+PJ7a/c14HD6MkXoS8qIQeyCwLkyYnqLHR0X/3PgyMYEgFXoR0a9lW1IApTSBYEsCusSPCXZcMC96xjPBuJHXUsxklGXjblXB2kA/rxO76EYEvIqW1mSF/xZ/TrPiR4xReVjei7qymcr0HJYEGvBFhyZRttfuxakR2RBpwuqvos05AJCYODiZYX3i6ZMRxcOfvsDOhkz+qM1nj2oHQaDWX47780dQxt1LyuReZOxexOb6fWREpn7Hkf7wWE1aHP4BuPYmoZ/eD8kULhB3plPZWsvK1ncRsmGmTgPNoYGiV9XyqmMS7pZYHrhpBL1j0rttn9XtdTy36Q3UNJW/Fp5HSoTAwYCW0rZYJvuNLA0kESAkg+kxxOLtM4SPNtSx6YsyJg7PZLl3AL3kesqfuQ1BkXEd2ETqTf9AVVXatixDkDTYhsz43nbptBKxdgM1jW76+XYgSTJ3VXmQBBlJlIhP675zEObMwC8HeGXr+9yqGImWXPgEkV9q12JvVQgCH/oURLOKCT8GgqgxNayNElmxfyZny6XMMO4mXnKg7ZDycqo6YiIEKlYvJNPTykRjLedodxH4wsWBjF6sCDYRGRnKumytOoAOMKkqrf4q3J5cQGBe9vnk5WnpHZPFPz78PVOM5aTKhzMYjFU7eXZ/CrdcMY6JQ1JoWLyO9roi9PEZp+w8Hgt9TCqfJEYT7XKRe9bNYUfcj4D2kh0M2f0pQ/SwRyikRhMqYG1QVKL9QRr0Wh6e+lsSLLHdtk9v1UGaPnuRKuKQgl7WGScScDcwQFeFB5Eo0dnZNskST2RsEpurd/La9vcZnzyElVGV9CqSuX3VSlQViipbuf+G0ahykNaNi9BExGLpO+5722XRmrDqzcjuNrSuVvhaLck+ljYi4sJRlD81Gnwenq/Ycxwtj59scwT/LN2GrKr8SzAgtIt469aTqjdT4XNh04auQY+3sXMbv/+wnHJaygyM+mhMxjh27H0W9RtSlW3tRbS1F5GTcSFWSyo+XwsBpwujsfuu4e4iOj4SQRBQVZURE0+87kWY04fPCtu7OOEOExIfFoA/TYvHouvGyeOWZVD6uw7dAwX0OeA7CIBPNZAkFJItbKNIHcJO2+3kCatZ2xJF/b7lZMQMw+CvpMJRR0rL+JDzzl8NOf8F2QlV/wLLMIia/f3t0ieDaAbFA3Jb13WGdNB3b43T7kKQJPQDwrVQw4Q53RAECSlm8Kk24wentLT0VJsQ5gxDFAWS+oZriIY5c+mxWTan38WT61+hONBGf5fIkHYPy2PArQVtUhG+tigUQWV0lcQWTw4uTzR92lWCBNiaWM+8JgfphX70HA5589naqDCqXFDdyvoII3kuP7IniAi4HdFcOO9ycqJDk5ttkoghABanler2DCLinFw8agxzxmah1YQGB/UFifgbZMz2VWR6A5QYtLg1EgvTIK2wjvMn9+KS/mczI3sCEYbTz8m1YO8yBkyuYnbGHAZl/XhrmrS7/bS62qj2VTI8aSCi+OOtg7fwyxIERUAVFRK1TaDR8vfW2bSrRmLEdmb1NhOobaCxZAXW/pPQJx6laPn3ZNm6N9nXUgh2EPpVUyGAxpiK4kzhQMQUiipb0eNHh5e8sROxtuzkUvMGJhkPEjn6r3yxuYJcTRWCIgOgiw05rZ07v6Tp0xcAWLHXyYCJU8hOPX4pSY0kMm9SL57+YCcLXMM417QVvRBEMFiImTEfQQhHvfyUCLY1UvfRv5jrKOPfwnDSnSo/s6zDHgyiAu0aka3RKoHmUTiCVlr1AhT3Y4arkTx9Pu97xpKlqSdbe1iOri7STbO/nWWNgzlLv4et2DlfLUYCBik64qffRp/YHACWRhmZUeOiyaDjLFcLYs5aoof+kqnD0zojsKZX1mJxug7HX6sQq3Fyo2UFu4rymDgkhZg5v8A+8VI01lNfSPjrqKqCa/W7nB2Vi3TuPDJiTv7ecrriaPfh8DpoCdQzJKnnip+fDryz/3Mmd0xf9tNVs88cD67Qa9WwNi8pOYNw7K3i+UYHc8dlkhRjOel91i55GqW+nCTAIRgZFfiSdfThCfkSbrd/idLWQK1WYmGshV9kT2BrzW42AzpJy1XJI5my5jMWtvXqzFbLSg5l61XkLyO4JlS3cElzAdP7zyYq8vidZxa9menZE1iwdykrIk1McbgRAMkaRfTM6076uMOcWex3NnP73tX4VeW42ne4AL6THe2Nnc8An6oiqKF3o0ERsTyUMJaJUUkoitxZ2+1Qz3ptJInxY4iKPCxZ/M16cV/H6a7GakklO/1cgkEPWu3pU2sUQJZlCveWk5weR07/dGwRJ39vOV3xupx4XC6Cfj+xKadf4GZ3sry4vcvnJOqpJg6AfpQwLcNISaXKfo+N2TlWIg3d4JAruA4CNR3XCp1OOPTZ6H0VgEKKeIAieQgJcSNYV22iXq3DoDFQHvtX1jSOZqb0Cp2ltS0dTqjiO6HuOVRElMQ7kVJ+FXKuHS+GLIi5GOpf+cbyXpDx6Mkfd5gwYcKECRMmTJgfHT3miNtRu5etNaG6OFEeLWOD9Xg1Cp/HmJCMbWgzd4IhmbWiG7lBQcrbiqZaZWO0hnYNLLTbmdWukq1pRqMqGASFyYE61gSjqNdpuLnKgWiLYaUrmqJgPLuaU/mvqReRhpB80bzc8/jXc1W0dHjx/ICpdC3eiAq0g6YCcNbQvjxfvZVnU+OQVD+2oEKbVqJdq+G6swZ1Hou9myWbuoOa9gbe2/sJAFo5gkFZl5xqk3qEhhYPt/x9EQFzHbFRhWyJ1HH9hY8gCqDp4WyN0po2AkGZKJuB3z2zlhixlRsvn0R6Ss9FXzTUq8iObMT0QhbG2oiozSE1K5VM7wEOtJr4Yp+bvMoXaNM24CnZRepN/zip/SmKiuXAfnQxAgoCQZMHAdCmFhCtdXDtwFtZ+t4nDPdtIDk1Ht1XHxJQFT4hG3NMA9dn2Lnx/P7UV8dg0EdhjE0hcuw8VFWlaUVowlQBLCWfcM/WIKPGi5zdy0Zen8lUt7Xz6paFKE4Lt4yZQFRC4hH2DegVgzlvB1ss9bSU5XG+v4y4EZdgHTjlpI47zJmHc28+gfJ9DAc+bYtkpxJJtqeBiYb9+ASR58xZpGcLbK9pQm7Wook7iH/HOGbZv0QU4CrzGjb5MvAJAu2yiRo5ij0tufSKXoZbH+RfbXNI6lPHbmc5g1wy/vK9DEvsjyCGJpEG9Z+JqepNTG4foWm2Ija0f8Lm6vGMTAlFLyb3m0TruoUdMeFqZxBJvM7J4Bm9ARAE4bRzwgE4Snbg2rgIAXDHJMH4H6cjrriqlReefJ1+2jI+SdCQGZfDQ+ddjSgJSGLPyr8UlLeg10lIRhd/WvUfbHoLd469iThrz2WyGNpbqNZJpPhlAgisbxjNiD4Bslq3cLB+BEtKzWiFYmyCn9r6Vv5w4/iT2p8aDOBsrOSQkKRd8mAHLjRvxpPkwD7hRpo/+jcJXhc3GtJh0XMMBVwRRtYkJxKZMQjGX8IFzV6MbYn0zY5lzthMnJ4AT3xWz40GEQSVnDWLcaxaRKDPOIzZg7AMmEygrowDq9+gMjKSoeMuO2qW39C4PsR//jbxvgCbrAYyvAF6zZiPufeIkzruMGce/6suYHd707e2GWWLZUNbqF7L8bnr6HTCAaToLVT6QhmgGxx1PDdgWuc6e0QuLa0HOnv2BRy0theh1ZiwWkJPGbsth+bW/UfsQxA0xEYP6vhbPO2ccABlhdWUF9VAR2bcj9URV19exsZFCzs/J2bnMGjqDCRJQujhwMG6ZjcmgwaPT2bV9ioizDomDErEqO+5umSewOFvuAEfv5Y+Znv8eejayvjSm83zpUb8KMi04/HLXDfsJMdMgeYOJxxHXoWGTOT0P3Ow4Gm2yNNIi0pn5YEVh1drjWTH5dDoHE+rnECKuhQh6gKIuxQ8Rah1L4Re01QFqeZvUPM3iJsP9tkQcyG0rYPSe8CQA5l/Ad2R4xQiZ0L9qx1Rw0rod+6bYB15cscdJkyYMGHChAkT5kdJj3kyBsX3JUJvpdXXToE7m96ij2iPH1UQQAC5MQ2t1cOf3av50tLKF3oDn9siGNzkZ0OMSrMJ8lNlIitsKKrIW65xGFP34tE4+DLKTNaEy3h7/6dIZhcRRSbOHpdJnN2Eo91HY6uHSdnDWJjopLy2jSibASnoJqbscxoqPJhyhiOZbJwzIYuETCeP5X8B6BjW6mF7hIkZORNJjj29B4xVlQHk1mgEgwvaTj85mpPFH5D5/XP51JeWoeQcQBfZhLfNwqzCIv5z/9/4Skrh0VsnkBuX2e37bvc5aWlRuP0fK1FVlTHDLdgtH3Oeq5qSF5fysOYSrjunH2MHJnXP/tx+ZFnFbNSys7AR1W5AB6gC3Jq6E2XK2VS35HJwwQb+GLkAmxAqTBporkIJ+hE1uhPe9/srDvJZey/8cSUA5Lh8tGok6vUaHI1+3li6nztSy/CWNVLhDZIsiKAolLdnUhqnYVR9AedOyAOygcNSYaqqIkihiQARyBJaiYo/yCZ/Bdt2q1z82SpekyxoE8tAheqX30WcejWWPuNQ/B50MSE5l1i7AdVWByg0J0eyVD+QsYkWMlQFUfjxZkaGORJz3hj2bvyQSjVAU2to0rFEjmWysB8jCmJ5Lm5PBr56B5r4EgStDzGmls9d/Zlu2EOCpo2zNTt5wHEhyVILF5g2MkJXRFK1A1WTT9sVg3i86HNW6MxEITFgxPkIokSjuxlPwMukfjOpWvcpQXcrkt5EsyiwuH4XaksBb170HwCip16FJiKOpmX/7bRbFUSSJ1+EPeL0qhPyTTwNldAxjdRgNJxqc7odv8fJS0v/SqDAw/XmUgQBshut/LloNBes+wSdvYWn7jinWyUa6bgXuvxuisrd/P7ZtWgkgQGTq2n2OGj2OLh1yR9JsSVy/bCf0S+ud7fs0+FtQyNIGHwexh48PInvkwR6T6jANvAcDjr7Uf7fEgZoq0iX6ploLKC8LRFFHXtS99amz1/GpIQmSzvr9wASsNtZyWf127jQFEHQ66KirRbJoEUvK0xo9bAu0kGTu4WYCZdgB74uZCcAFWo8n3oGMNe0g4iO+VjXvnxc+/KpXPEhBncNFiBLgF859nH7mOvIiQq9I8RZQjLPiTozGo8PAF1kHCvSswkYtUw44SMOc6ZySWIOr1buI6Aqh0InjqA5eOyMtO/ij71G8qfCTQBYJS13ZQ0FwOtzACpJ8WNpc5ahqkpHhr9AS2sBbk8d/XpfC0BG6lnodDZqGzZ29Bq6qtKSp6GRTu/7tKP5cOaU9COsP+Vqa2X9wg/wOLtmiNUUHaSm6CCSRsu0q69FZ+jeZ7+iqgSDCpUNLtburkUriZiMEr6AQr3DywerSoiy6RnTLwG7Vd8t+2z2BDFqRKrbA7T6DjvDInFhiO+FPSUXhzeH0p2HJFZDV9Puet/J7/zg/GOva12OYOpHvnoFPnzg6upYd3haUFWVsb3GA+OBr/UliCBIoMp0EdiofyX0U5wEgerQsva10PAG9P885IyTrIcz5zRRHcerhjLhTP3BX3vyxx0mTJgwYcKECRPmR0mPOeIsejN/m/U7VhTnM2hafwTfNdg85ZSs+AcHvElUO2JJ1S1Hq6r0b1H5TIple2wtSa0Gsl0e9tm0aASZNo1EgSuTeiUCQ4yzU46ucPMnxOGjzKQlbmIjwwZq8QVkfvX3L2lp93HPDCsPTwdt7lmYjXo8ZbupfUdBF5+Hp3QX3qoC7OMuZFBCHhPSRyL7PdwwdS6W2FDdqbLaNl5YuJvBvWO5cGpOT52m40JVZIKOejT2BHbXHyDaZGdT/SaCNVmobdGc/5sfn877/c+vY19JC2BDK4ccTYoccuwEVC2yK4K9NaXd7oh7eeu7LD34JVMixxMnBKlVIthesQ2vtz+BSA03BCqoa3bz/MJd3eKIq29x86vHvyQQVLhoWg5RRqhvTMIX0GM3R/J5TCxT3r2bOn8aFxl9RIghJ9wBkw63KFDz2QrGzTnrhPfvx0NrRlkojrM1CmO5jSFiDXG2GnQeFx9FC3imXMnDLy1F6/BxdfAASVILPo2MaHARbbIftV9BEEi+9q+4Kw+wa82bNPsVEuMycagVaFSVoKsNTWZo8kKvKNRoJfTLX6V5+WuASuLl92PMHMiS/DJ8hf2RIpq5Zu4U/r3xOfZtBavezNi0YSd83GHOPLSRcWRe+zeqyzfzRNIw/C49xbW9ef/Telw+K1VyNPpmFygSwZpsrnYX0Vv7JZ9JffGqWsyCHwCfKDNKX0iM5OzS/+J9C0kJeLAHZNKiMzBlDKDF08pvlz6MN+jjgpT5JI37P8b1j0PUGakq34K84WWGJfbji6KvqHU2cGG/OVj6jMVTvB1Bo8U++XJ09pB0nrdiP82r/oel/0Rsg6cd9Rh/KNRggGB7E1JEHDvr9pFuikaq2BdaKUqMyZ18Su3rblRVpfKlu5jp6JAlFQ79OjT1LuJ32Cl3VHW7I+4fa59nQ+U2ZlmnEyO6aZbN7NrvRHENQZtagGh0UdlWw1s7PuTPM+456f2VtFTw++V/Qytq+HPcKPwGE5I3JMFoi0zgYp+WR9c8w9A2Dw/a2xGBZjmUv2YN1vF54Rpm5Uw64f3LPvfhv1X40mRnb3TolNfoNYwVRGqnXsx/N72Bw2uDaBNag4sL6tpwajSYdEeftDYbtfzrN5OpLs+ian0VPlRyTDHIlQcACLqaOv+vLlFkVLOXxtde4jUxm7bsch6ddQ9pkcksKF1LU6yFlAD0mvAz3t74Cttr9xBrjiYvNvuEjzvMmUc/azSLRpzD8sYK5sVn0y4HWFRXwhNlOzrbFLlbT7j//5RsR0FFBIZGxDEqMgGPt5H9RW+hqpAUP4a0pOlEWDMQRQ31TduorFmNzZKJf9dTEHChHfwbou39cHvq0GosJMWP7cx+c7QVUd+0jbjoIUTaTu13NxiU8fsC6PVaGupasFiNeFyh91VJEklJjz+l9nU3Qb+fNe++RdDvP2YbORjA3dbW7Y64zzZW0NjqJT0hFDAakBVanV0zxZrbfOwsamLS4JMfp+ys9fD3tY1E6EXGpZnRiBDs2J3WFsuzgZns2dj8ja1CN+NGj8zuOg/940/iHARbvnW1KOrol9SPreVbcfq6vteJgnTsTHdDJsKQbcitaxFL70EQDaBLANfW0PpDTrhOZNg9taNjCwwvCDnl6l8KLZMiIekOKL4Vmj+C4UVg6P5g0TBhwoQJEyZMmDBnNj2q7Wc3RnBhvzmdn/2ymcLEZJrbW5nWW+KD6gBj6mJZ6h6JJiYUNVoTEWTcfiOJLg/VRpHNsQJz5APUyTbMDRKNUT7GODyYFYUd0RbMqkiho5x/rX2Rx2c+gMcXJEJwk7j1DZpVhRhVhiEzMKb3J+OuN1GDfkofuxJUBUEUiZ52DbeNvvYI2xd/VcL2gw1sP9jA+ZOykaRTl31Tv/BfuPatpaX3YB5VqhFc0ajmJgx5Ir8ZdDfZycdfd+tMoby+Bl2v3YCAv6Q/2ro4xgkNbJCzqTSYGTU0yNx+446jp+/mneUHeO+Lg1w+M5dN5c0IjRmMK/mIAbECTyZHExGUubTMj7lFYa2/F2aNzJThqQRaahENFiTjiWdPtjp9uLxBAN76NDShmCA6qG2NpboVqqsd5FrtVMtRpAmNAOwTbbyaqAdBIGLnnpNyxJ0zPovFH0nIKAQbUtkhp1AZTKRPSzmzkxr53bWjWL2jlCZHOlmaWjZKWQzXlyAG9cTXnUOiJe6YfWusUdj6jGFcnzGhfQGfbc7g4IZdxKWDjp0EAJ8ksjnCSHZ9O6DSELQQ5wk56VJ0bUS22lCCWby7oAFB6oMm+SDxHdkNYX5aJFrjuOjQM8UOMTEib5V7cXtdTIvqz+rSTQjlfZkr7GWQVAcKzNAc5PG2uZwfuYatcUEC5mq+qO6LQfBjwE+KpgVVUDm3vAaroqKIIqqyl62L/knGZffjk/3ILitvLKgBarj/htEM72NkbNowxqQOpd7VyG2L/whApMHG3NxpJFx8pEPFse5DvGW7CTRWnHJHXPWbD+Cr3E9p32E866/g9qo2Ej1ekDSkXPUwOsvRHexnLKpCwNHI18W6aoIWnrf3Qxe3GcmZxOg+KQxPGtgtu3txy9usLF3PjcMuY/suDyZ3EmN9/2NihIqKSFW7nVbZQF5VNbstOhYmRjM+fSTVbbXYjZEYtSee6dLobiagBMltc+Lb/x46oFkSiZIVlKZq7E3V2CN60zfYeqjaDg1aiSgF7EGFj/I/PilHXOTYC3Dt+QpQkQTYER1JTWUfVHMjffrBL0Zcybu7F9PiiqdXSQJRUjtbc4K8lxDBgPg8TNpjT9gmRJtJiO4DQ57rXLb506XsPVBJuxTJzJZ3kAQVu6xwXnMbotCGy2vjncI83FM9AKQHYbVZj0YfxZDP32K84GdrdARRph/fe1SY76a/NYb+1sPvE3pR4vnyXajArNh0Pq4vOWa23HfhkENOGgVY1VzFjbu+4JMBY1A7atJV1+UDkJd9BSZjLHHRQ4iNGoxStwHPxtAzRbTnos88j14Z847ov6Z+Ax5vPbLsO6WOOEVRWLlkI652D9GxETQ1tCKKAoqiotVpGD9zGIL446rpKwcDR3fCiRIoMpJGQ0pePyLjuscBuWp7NbXNbsb2j6epLeTgLKt1HrO9KEBGghWH04fVqD2pMWy9K1SHt9Uns/hg1+y/ija5I+f52Ly6rZnHzjqJOuapv4c9Xx/n6Dv2GQT7XMj4C617Pzvqpr3jc769nrSpL5KpLyTeEPqsKnDwJnBugaAb/AVH305xgtwRdCJ2yMIasqD6nyEdEF0CaH5k71FhwoQJEyZMmDBhuoWeLbL1Ddq87ciKTLTFyph+qaxtFWlKBWObhmBLLJqIRrSeeJy2Cqa5Wgi6YIEwlb+2JpEt1XB1eyVCx7jjxaQIHFoJoxoaHnuCXkqK1/LoeVYqhd5Iaz9Dcbd3qcUjCAJodBhScvFWHcSQ2veYtk4ZlsquokYG9449pU44gEBzSBtf296CqtPhq0pFl9OEJBsY0usoevVnOEGng1m2ZSyKCmXC9WrRcIO8i9jh06jrfTPnp0Ri1J/YV1dVVWqc9cSbYzqjJNfurMHnl1m5tZKK6kRMgh29fRMHrEYUSaVFEjEaXMT6ZXK1dYxL30KEq4CKpzchmSNJvfkJRL3pO/f9Tfz15WTarTw0so6qwk083zoTAQ0z7KXs9kOF34o54CBFaibG0M6/dRPZZJAobUtHp+xCFRUu1G0/KXnKCIOV+yfezRML1hMdk8TA0TG8umQfVYEBzBpoRZHbeWvfO5joxc3WL9AJMhu8WZQE49A2eAjKClrN8UsOzRw+hpnDx6CqKnVLvuTdhsWIRjftaFE7Ymhdqp6W6IFIZbuJ/vIRfh+l5SPLZawsUYF0XvzZ2cRFpZ/Q8Yb5cWFwNPHHkkYEi52qUVGsbW3AblzPuIqQLJCKwAExmVjJwYvNs8HhZ0j2Dn4WsRmHaiAON4fmB81Kx1SrIOLQwHKNlzGlDVyZdRNao58XDtYRlBUiLYelngRBINIQQaotkXp3MznRx45+tg6ejr+x8rSobxhoDkV6G5xtKLKJGHcjCCBodBiSu0ce8XSivN7FKk8e0417AdjiS+dNQy+umJpGv7je9I7OOuGao7IiU+dqJNES1znht75iK76gj8937MFxMIN40YE2cnvHd00hTWpC6NjdEKcPxZJO3K51/H7T29jsifxz9v3fPnl4DHw1xQyOzKBvVCaycx8qoEgaViTEMtIjE+XwUOG1Ul/Vn8/6NCJJGkolgT3N/chiIwoijSUDTug8HEIfl0b8xffQtPwV9InZDBWns3BnCTTH8Kup0bjbGmjdtIhkfww3Wr5EFFRiWyJYZtRT2VZzHHvoyvBZsxk+C4KyQtH7NUiFqwAo02mJ8mrY5k9HcSWTYk7DuWcNaZ/9j9/pDAQizUgNlUzWSFx22d+INfdc7dcwZw6ZrTvYXv4H5Jgh/M/6MB/Xl2BExM1huVUp5ALoRI+I71sqyOlFCZ8iU+ByUO9zkpwwEQGBqro1CIKEJHV9pggR2QjmZNSgBzGq/zH7jY0aSF3jJmKjuieA4ERRZAWPKyRBGAiEzozS8TzVajXYIk6/+nUni6O+/qjL+42bgC06hqjEpBO6hwPIioLbG8Rq0nV8Vqmsd6ICBRWtqMfhFU6JtbC/vIUGh5d4u5EZI1K/tx2qqhJ0VDE2OZpVRdDubMeBBbMkAyIGnUSTF5Sv2XPYaa12LvEfb3HFY2GfBb1egIo/QdRcCDRC4zuoopny+H+jddRSVF941E2bXd+eTXcEggi9Xwj9Lbth13RwrjtKQwmM2VD5ONS/DJoYCNSBvwoEPQzdA5pwcEeYMGHChAkTJkyYI/lBHXHFLeW0eEMyL0atnj8JyUhl2wiaP+H5kikMiQywKKuOZWYtljoDw9u9ZHjK2UAy11tXd2q47/UnMkhIRmv2MTFnIpvrDyD43MQsew2CfgbPvRnzz/+N4nWhjerqqBIEgaSr/4QqBzprWB2NPplRPHPPqc1aAGhz+XndPYksYzImj8jgEifr3Qn4dkxi8ogcdCdRH+x0RRAEhvnbOOC2oQJXsR1LfCpxs2/i2PlXx8fr2z9gUcEXDE0cwKTMUVS0VtM3Jx63N8CFk3N487P91DXDP+KSabH5QRaY1ugl3i/jVrWsExM5t6kQd32AOtlGq8PI5x9u47pLxiJ+j4hf14EN1L3/NwrUNPa5Y3Co/Rhp20m0uZY3K88iR1PHrBQfg93r0MkyRjWAlL6LsoCEvyKJYfubmWXeTozedsKD/UPkJabw1C8vAqCirp0vNlcQ6SpFXPUGfy+w4bfo0A6qwVOmRSfIeAzRXDExj7x0+/dywn0dQRA4f+Yk2pdFI9JAtr2cYqEFX2U5m6UhjLTqURzu0GA+GOBAhYN4QSZXV4umOQESsk7qmMP8OPBW7kf1ulC9LkZEpDO5cRQzWhbhUXVUyFHsNwxievBLhlhLeLptOgeCScRX6DGYFBKEUDSzosI2fwbW/vH0a6nGMG4e/2vchuC18eRrxSgqPHDjaJ67bwBBWSHO3tXprtfoePysPyCrCppjSSAB5t4jMPce0ePn5LsIOOqQTDZEk41ar4bEWjsLPXEM0xWTNO1barGcwYiCwBpfH7I0DTgw8YZrAgNTYrm4//iT7vuJ9S+ztmILkzPHMDC+D9XtddxkzKDdcZC44aMp3VpOo9fKBpOVMe522lQtXtlAnKYdGdhp0TNoxwa0isJUMYGP/F7e2rmQKwYdmQHzbbRuXkrl5y+yRteXWkFghuhnt1mH6NewoWAE9bIbc2oSe5wKQmwx9XoNb8bq8Dlt+Ft687CQggpExp98BsfXv+vjSptZt7uOdO9+3J+8hhuYDYxVvLRjwIIXlzSAC/v2YmjSsZ0O34VGEul17nU0rzTQqtWyyyhTtsdO4QENidEmDHoNLk9HJJffi9hUTY1GZIfNwBy/i1jCjrgwIFevRpA9aOrWcd20dF6u3E+Vz9W5PtdsZ/83JveP5YSbHp1CldfF7RlDeKFyNxNMEo7qJTg6suD65sxHFKROqclDiMZYTJduB1VF+JZnSkxUf2K+xVH3Q+Fs96A36tDqJLyerlliA0fmnjK7epKjvXen5OaROWDQSfe9fHMlDQ4vfdLtRFp0uLxBkmJMOD1BctMiaXR4CSrKtzrkyusPZ8s1ODzsK2uhT/r3y9By7/+C+oObWK4ZT5k3A7Axhr1MZxs+dBzwp9IU0YetbRbcioSAioiKjPi1CqGQYuuGcWrC9aEfgKZPUNry2eXNI3/XkqM2jzXHkRaTTk78SQQWSSbo8y6U3w9iJPiKwFMInj1g7XiXC3ZIcgYbQejIZFd9oSLfYU4pgiDw4Ycfcv75559qU8KECRMmTJgwYbrwgzrihiUNYF6fs9CIEv3jcymrKEAFtILCLdH5WOfdwbJtbyCrfnSyik8VGKYvYXcghVbVgJEAn3v6s8gzBFNgJ/flziS9vpaJgy5G0Bqo2H4oO0iPZLIhmWzHtOXbnHCnE7uLGllbplCtsfBr2zL66KHCl0jAIvOL8358teEAJHME2Vf9md8WbcM6cAqeoq0Ys4d2S9817fUoLitbC0vZWrMLVQXv5lmgCuwpbeLpu6eyasc6Vm310wJoBAVNUxzP+wdTkVNCjlqNr0FGA2z0ZfOFtx/qpkamTWwjMyniO/e/sWInL32xBk9pAtcSxTPtE1E6BMIEfwYJ7U0oaDgQTOZAKXwgzCE3CnztTTgqvWiSC5FiyljX1AfRmsad183p1u9yaryVZ+6ZRslzv0FtVDprKKlaGZMQing2+ZoYNzCJ1HjrSe1Lp5W4/pyukxZub4CZkohOK0HuSJpH3MTrX5TRpJWQkkvZENFMwab3eDZv+LHrPoT5yWAdOIVgSy2aiFg0Ucl4a2qQjCom/DytXMi98wYQeH81gqLgQwOorPblYhPdDNEXYxBkFrhHsMaXR1RwEz8/60rq3U3cMeYGnO0CW1esQFUUdBqJKNux5QIFQUAjnBnfR/fBzQQaKwEYDAwS4H7/hexPieTl0WNOtXk9Qmq8lV/fMI2iyuGMH5SM8UA947qhxidAXWsdI6q1FDVtZWX0OqxBmd+VNhEN2Gv28tIf5vH2zkUI+aFMEZsQYI2/L9XeCEr7FDLU204fdwANUNyWjc8Zz0emzzgnbwY2/XfLHjduW8lnn29kjSsLf2IGOeVmrtAXkKzxogCPZNhQzWUcKB4EJWDon0+Upx8N+0YyQTjIAFMxK3UxFGitpPbX8bu5J++c/Dp5GVE8f99Uyv79Fsrh8nF4BJF/tJyLXgjiEhy8mTsNs+77Z5Z/HcloIXb2TcQCdwCMA6fbj0GvQSOJ2IbNwlddiHPXSgKqQqysMLPZxY73HyHjpmdP+ljDnPno+t2M6mtFihtGk6jr4oRL1Vu4M2soN+z64rj62t3ezIO9R1HpdfL2kNnIvnoKigsQBBFBkNDrvmWMIohf92Wc1lSV1eFxefG4ui632c3EJ/04Hdxx6RkMnTkbn9tFTEoazdVVJPfO65a+W52hd+19ZUdmc/n8MhdOzmLDnlpKvkWa8usoKmwraDxuR9zH+1v5tNBJhJpKQzAdX/Dwu08RieyUM3FhAAREh8KDmjepNaah8bSwW03HhZ52zIiqwvgkGDyse58pRJ+D3zaDDWtf/kZu6mGa3I1cnHXpye9LnwI5L3ZdFmg6nO2W9gC4dkDLkpAD7hA7xsLwPSe//x8J8+fP59VXX+XnP/85zz7b9Vn7y1/+kqeffpprrrmGV1555ZTZ+E1KS0vJzDyschEVFcWwYcN49NFHGTLkxzn/Euanx6Fr85vMmjWLZcuWdeu+HnjgAR588EEAJEkiJSWFefPm8fDDD2OxnHiZlzBhfggOXSt/+ctfuPfeezuXL1y4kHnz5qGqKitXrmTKlCm0tLQQGRl6T6iurmbWrFnY7XY++eQTIiK+e744zE+DH9QRJ4kSlw08r/Nz7Nm34vjqPYxZQ7CPvxBRq+fR2Awef/0L3qySiBbauSJiAwmZm/lXhBGTrGOUOgptyzaGUYxj6XPY2p14y3eTeNkfSb7x78jtLSHpSX8QvVY66WyhU82Q3DiG5MTQUlyPooak1lStj8Th3lMumdmTGJJ7d0qkaYedeA20Q8iKyr+eXIhZ2YWYCIKq8rMqJ+8kWUhMlmmq0xNlNfDzV/6F23SACJ3CuKYAbi2YDK3EGwJEyi2Mdngxywq1QRsKAsNt+6nIEYmP/m4b/UE//1z3HLJRIRDhZEtrLgoiEjJRkpfM1CgKmhKgPYiIgiTIiFk72VE0ErTRGFNXdugiKaBKFAYS0Nh6ZpJjz6ALWbF4A+MrijEkO+nj8qFBJaBKVJj6EBPZvcXnD2EydHUqDp85C0tuM0+v/Su1Yjsi0IqPNe89xORLH+wRG8KcOYg6A9EzDtf4HHj2pezaYqPv4L48MWoSWo1Iy3V/4bH/raC0JZRP6xG0mAQ/ehQWR1nwZw5H6/iKtnob//xgLSTup7q9jltGXs0Td07G55fJTonEG/Rh0Oi/xZozA3OfcbRsX4VcV9SZZY7RyYBBP+jrwA/O0Nx4huaGsr3mxhxbQvR48QX9/Prdp8k74OdsXRUBl8gfGqbiyt2BMzoem7OdQqOW6hd+wcimZrabDXgRMKCSKjWxIkaH4IxlWlsdBkXhgBDBJn82kq2ZREsc5m+plXaIgKOetiVPMBqoCig0+nRcYt4IgCJIGDL749M0IOg9iMgYxADBgJ66oiiSpSbmRhwAP/RP2EKj3Yw+Ohebufuz7AVRwpw3hvatn3YuW5CsI0AzflckOXlBjJoTr4v3bVhMh49HEETizr0N66CplLzzMBollMnUv6GBgqVP0Xv2L3vEhjBnDoIxBsO4xwFIAO7OGsqS+jKuS+3DhQk5aESRtwbP4pe7v6Ql6McoSniUrjWyJtiTWNNSTa3fzc27V6Kg0h70c1f2MPKyr0AQJIyGKNSAC0F75ss2pvdK6nDG+bosj02IOuY2PwaSeh3OtrJGnfy7uMcbYNHaUvzBI1PdjHoJVYV2d4D3vixE/p5yj1G243t3Odjk4/29bQC0Y+pSHVEChiSa+bxGCwgIqNhxoiNItv8ge4RUvlBCDophQgEm0U+qRsao7f6xql6jJy0qneLGoqOuT45M6fZ9dqL92v9a1EHfj8GxAvbMOrzcuxfK/wRpv+85O04CRVWocVTj9rsx6UwkRiYhCj07p5Camsrbb7/NP//5T4zG0PuN1+vlrbfeIi0trUf3fTIsX76cfv36UVlZya9+9Stmz57N/v37OydZw4TpTlRZpn3HdgKNjWhjYrAOGowg9Wyg51lnncXLL7/cZZlef+xnRiAQQKs9sSDwfv36sXz5coLBIPn5+Vx33XW43W6ee+6549g6TJjDqKqM3LYW1V+HoItHso1F6OGgaIPBwKOPPsrPf/5z7PbvDm4qKipixowZ9O3bl/fee6/z2RcmDKGKwqcOS+5IUq5/jOgplyNqQzf8pMhY/jD/fCb3i2JcxhoWpsrsNutBEBAMFm66bBa/HtOPi+rbSWsPRQNqo0Mv3NqIOAwpuSzfWMYl/7eYh17c0O02+2qL8deXd3u/RyPgqCNYtIlIuYlSOY6/t83lff25jLoghp+P7oZIv58QtUtfZF77G+QqLYiqilFR6eXzMtyUyHN3XMAHfz2b/eXNtJsPIosibVqJKqOWbTYjnyYbyfIFuLi+nXpvDDXBSJyqnvNMW7lSsxljYyPv7f2YD/cuQ1aOXbRcI2lI8ssIqsoMtQIhswVB5+Zm6+f8PuIDpsdXohG1jO6fwG+vjEM/aBWKvYX4WB0JoguNX4uqCqjeUNRQS5uXvSVN3X6utlTv4rWyN6jpX4JGK3NJfTsDXH4EAayZ/bjr3utOuEbfiZCXHsWg3l/LiFRV7MV7UOXAD2ZDmDOD6aOzOO+XvyRn3BS0mtDjzZ6Qza1XXcaAXjHMMe3gV+bP6KurRBJUBuki+N1l05iUOZpgRR7eqnTkpkRSbAkApMRZyU6JZMHepVz9wR38d9Ob3W6zt/JAZx3QnsbfUIGz/ACbnQkIQihSfm38HKbPi+Lqwd9PCvGnzoMvraFiSybt/tD92KXq8bfFMyR+GAN/8TQZd77Owtrt9G9qRgsMd3qROhyf2aZmUmujCBQN4ktXf6qDkaz29gFAbrNTXg5v7/qIpQVffqsNgqTlkDc10tyMHCfgFAQUQFBlDkZHY9VbmDogj59fokcctAbR3I49QotLMOAVRAICfBVpol6vodxRRUVrdbefq7atn9G+9VNUjZbKjklZRRTQ52xn5nke/n7hbYjiD/c6akzvR0TG4WxsAdDs/OoH23+YM4fbM4fw6ajzuTQpF03Hd3RSdApvDZnNEGvMEU64gZZo3hwyi/H2UMat0uHIyDaHImBNxliMhii8+Xfiei0N/7bHut3mYM1XKK6qbu/3aDia2mhrcRIMHD4P8UlRZPdJpXe/jB/Ehh8LyzZW4DuKEy43LYILJ2Vz0eRsDpS3HNUJJ31HzGljq5ftBxsprm771nZf70cALJrDC1RU2iUbEQaJWb0sPJxZwF2aD9AKMoLGQLTgQuyQad2i5rBG6c/ihihkT+t3H/z3ZFPpBoobi9AeRRFkaNowzhl83lG36xEECewzwPyNWo11Lx5ri1NKUUMhr697lY+2f8jnez/lo+0f8vq6VylqOHqdve5i6NChpKamsmDBgs5lCxYsIC0trUuG2WuvvUZ0dDQ+X1fH/vnnn89VV13V+fmjjz5i6NChGAwGsrKyePDBBwkGj54hCbBr1y6mTp2K0WgkOjqam266Cafzu7NKo6OjSUhIYPjw4Tz++OPU1dWxYUP3zy+FCdO88kt2XHAe+395M0X3/4H9v7yZHRecR/PKbx8LnCx6vZ6EhIQuP193MgiCwDPPPMO5556L2WzmT3/6E7169eLxxx/v0s/27dsRBIHCwmPfSzQaDQkJCaSkpHDppZdyxRVX8PHHH/fo8YX58RFo+hjn5gG4d5+Dp+AG3LvPwbl5AIGmnv0uTZ8+nYSEBP7yl798Z9udO3cyfvx4xowZw8KFC8NOuDBHcFqlVAXbmqh69Xe4FzzENaPNrIjUUWHQIvuMqI2JOAMeHv/qBfoLh+WLIidc2iUjAmBvSTOqCnuKu9dJ4a08QNWLd1P5wm/xN/SsM05VVapf+T8aPnycfo2L6Zv2Femxe5h7zlSuG3YxqRHdI6v1U6F610oAMtxB7i5r4relTVTqc7hhxh2dWZNDB+s7pYCSfAEyvKFBgN6p4aX2yciqgNNv5X9RsbzZS2BvR6T9lGY/i/au4a1tS/i0cBVe/9EHAgICtzYGuL+4EVuLBWuRTHrOChL0jQDUFuyjsdXDxn1VfFS1hml9xnLVkPOZM9NMRsJm2ndNxLttMkprLAD+gMJHq4vYVdSI2xugbfsXlP3relryPzipcxXodHAppGgaO5eb+44n/oLfnFTfJ8rVgy7Gu2MCQ+rhumoHNo3hjJGXDXPqqGyr4bdvvsazi9cyeXAisww7yNI2UBSIZ20wi7f0Xp7f/BY2ObVzm9smXsa5eTO79LOvY4JiXzdPVLj2r6f61f+j8oU7CTod3dr3N1G8LqpeuZfmD/9GVYOLokAsy739mXzuJcwfehEx5h939kJ3oqoqjcUlpEkNZHTcIzXIJCXr+dX4wxNFZ5vTOtXlAqqAtqOoj1l2c61lDaBShxmvquUC7U56a6qZYthLZnU8C3et4qXNH7CxcjtKwHdUOwStDjrug0PkGgx7bDyWkIwshB5llUWbaPY4KC1Yy8DdK7kiaxQ/H30xk+a0QVwxVTqRv6RHU60P9dFWFcvyg2vZU1+AXw6wYO9SbvzoHlYUrz258xUM1Y1SgJRAaKL2mhoHNyeP5cbhl59U3yeKdtqv+LPjHFxK6Ng15nB0e5jvZktrPVPXL+CJ0u2MtnetQS0CO51N/LtkO5Ffy57+ZPg5XJDQq0tbpW49AHLtyV1b38S/5zm8S87Ds3Aqqnz0+0Z34Wr3sPrTLWxas5vA1957h47tR/+hOej04Xe048XrD+LyHjl2iInQM7R3bOfn6GNIZMvfUi8OQBJhd0kza3fX0tTqIXiMlDqzTux8ZqmA82smKQhsqnTR4lWoLdmLzVWKNWMo1qEXUxs9HCsuzhXWdWbRCShk+wtordrP/gYviqry+o4WfrWkim01nuM4K8cmKIccv+o3CuUNzxjByMzRJ9X3CZP5RNfP2pOvt9rdFDUU8unupbh8XR1QLp+TT3cv7XFn3HXXXdcl8+all17i2mu7zuFcfPHFyLLcZXK+vr6exYsXc9111wGwZs0arr76am6//Xb27t3Lc889xyuvvMKf//zno+7X5XJ1SoNt2rSJ9957j+XLl3Prrbd+L/sPTaT6/f7vbBsmzPeheeWXFN53D/76+i7L/fX1FN53T487476LBx54gHnz5rFr1y6uv/76I65lgJdffpmJEyfSq1evY/bzTYxGY/h6CvO9CDR9jGf/Naj+roGjqr8Gz/5retQZJ0kSjzzyCE888QSVlZXHbLd27VomTZrEhRdeyBtvvIFG8+NWHQpzYpxWjrjWzUvxVe7HV3mADeveYoQtlRSdjdkDLqZfrzgEATYVFfPXlTKlgWiCiPjrS4+Qn7zirDzOn5TNvdeM6Fb7VEUODTBUFVX5nrog3xNBEBA0IUfPVzYrJQlOtqa5SUo7uRoqPzWUgI99j15JVDA06NsfSMQWUNAoEu42P69/spPtNXuRFZmZg/qiOm3g1ZNQlsCsJhe/LXLQXjyQCMGDKohM0BfQFt2CRwtrrSFJoQGaKm476KLPnnRefH8fF9+3mIff+ozSlooutgiCgO3CP/BW20Tec4/iY9cYRpTE0KgTcYoClqCLHE0NupS9VLjKqHc1k9Rk4ZW3mllfPp0cTTUED8lshQaf8U1bWfTiyzzw/Hqcu1cjuxw4d57cy9ro1KH838Tb+PO0O4mxhuT8oqZeRfy8XyMZT64u3Imi1UjcefFEMmwz6RORQfS0q0+JHWHOLN7d9jkFWyPYttPDJ3vWURw7HJ81haSZV7JlaDQOrcTy4q/YUhKafBCAgkL3Ef1cO+Ri5vSeyi2juvd7p8ods1yKDGrPPlMQRAQx9CKYra0nW9vAdNM+UqJ7RhLwx0pLq4dn73+QeyxL+Y1tKSP1oe+OTpS5zf8aravfxVOyE1VV6TtwJm1iKEOtXI1EVQ8LfVWYVdL6ruAmw1qytA1Ei24uMa3nfNMWbtavwL9tEt5tk6h+/++U/u1yNix9kpr2rgN0yWDGNusWAKIkN9cZN5JSkMNbQh88okCE10eW28/Uxjb8tcWMcrjQ1VXwadEq/ElVFHjS8IihWlSBil4EyvqyuXoHD375T57a8CqrStbT6m1jTdnJRX/bRswh/qJ7iL/yQZwRUSiihszZtzBl/FXoNd0vhXk8xEWbuXDeJIpSz0WTmEP09GtOiR1hzizuL1jPAVcLSxrKWN1USS9TBJlGG3/JHUtEh/Pt7yXb2NXeiEX2YFN97Gk6Uj5PP+E/aPv9HP2YR7vXQCUUSKUqQVC/wztzkgiigCB2HX9ptFLYAfc9aWn38v7K4qOua2rzsa+0hfqW0Bgm7zjrvH2Tr/vdlm2o4J0vClm/pxa3t6uyRLxFy9m5R9bqiaSdc8QNnCOsI0eoYjLbCLZUIOrNrKhSebQyj38Ez6e3eGhiTOAScQ39hHIePJDEI2sa+N8uB6tKXTi8Chsqj3zP+j6MyhrNrH6zmTPgbHQaHRpRw5wBZzMyc/QPml3dhcgJkP4IREwD62jI7OZr+yRRVIWvDq751jb5B9eg9OC76JVXXslXX31FWVkZZWVl5Ofnc+WVV3ZpYzQaufzyy7tM8r/xxhukpaUxefJkAB588EHuvfderrnmGrKyspgxYwYPP/zwMeXt3nrrLbxeL6+99hr9+/dn6tSpPPnkk7z++uvU1dUdl+0Oh6OzltXIkSNP6jyECfN1VFmm/J9//9Y25f/8B6p8bNWlk2HRokVYLJYuP4888kiXNpdffjnXXnstWVlZpKWlMX/+fA4cOMDGjSE5/EAgwFtvvdXpLD8etmzZwltvvcXUqVO7/ZjC/DhRVRlv8b1dZLO/thYAb/F9qGrPXCsA8+bNY/Dgwdx///3f2uacc87hySefPOPLZIXpOU6pezbgqKPug8fR2KKJv+C3SCYriBoUJUi+2s5+j8Lo1KGsbfqCawdfQu1SgeoiK7LUgCSpaFBwH9iAEvB1SlsCREcYuf7c/t1urzGtL4lXPYwgaZAjkrnv6a/w+WX+cN0o7MeIUjwZkub/hUBjBbOCKkXb/kuMKQqL7syvJ/FD0rJpKfqgpzPTza9qeMc1msss6xmiLWWB+wPWrPZxdu50Ls+ewh0NbqrdOpoVCUED0UoAGS3XmZcTREYVRKY1uVgaa6HIrKVcp8Xq0RIlubjUuInfO0LybpsPVFGoX8qL5z+GRjp8mUUkJGOWAtAx9pVQSPcGMcSlY6kv42bNcv4p96HeY2aYIYMlaz5EVceTrWngLNsupgaLqfVZSYoI0hI1gDG1n4MZFnpiiTr/ZzjWfoh1yIzjPj+qquILyPzf0/lU17UwJ+FztiXrmTXoXAbnTIZbnkJVZASxZzWXj4eJQ1JgSAoQltALc3R8tcXUf/wf9Im9iJp9MzFKDhpzMbLHSLW6h4WJIskROTicX3D9yAv4x9oXcPpdNHmbgGhUYMnaUn5+QVeJoSRbAvOHXNzt9lr6jUc0WtBYQpNrlS/ejWgwkXDxPYi67pUwEPVGUm54nGBbI7rqavxfPIMxIROkcJTW96FuxVvM0u/q/HzozqhDBhlc6z/Gvf4joqbPx5Q9BJOgQ8RHitjWWZNPAdZHavHpPPhEAb0SGjxEa0JR6gIqCiIoEhmukLO2umAtb8h1PHH2w13sCaYNYLs/jYHackQhlLWwQ0nBPsTKjK3byHW141J0NGDFaounZvP7EG8jz+2lQZNM4GAfFEM7EYFMcse0sd0TyvBr9ji4avAFLC/O5/xvZIh+G6qq0ur0c+9Ta2hyOxiTsoJZ/gDpU+djS85l4K3PnzbPlDljM2FsJnBqsvLCnP4Eq1fhW3sXmvS56Ibcza1CJb9ASxCRPa4WplrMPNfwGjTDkFH/5pxdXxFQFer9bmIUFxVSDG8VfcVVWWO69CvFDkWKHXrM/Z4o2v63IEb0Qozsjeosw/PFtQiRORimvNgZiNFdmMwGpswZSSAQpKa8gYN7y4iJPzFH0U+ZDXvrj7lOVWF7YRPQxISBiZgMGoRjTEEdL4e2Laxqo80dYOaI1C7r+8YY+ORA14wpB1aU6BzGOxYwnv0dSwUEBFqqC4HhODHgFYxcL31OG0ZGGuv5yjiHloZQ63afwtWDItlS4+Hs3scf1KeqKq2eVj7atgBf0Ieqqhh1Jqb2mUaKPZXrx98UsuZ0mOxKvS/0cxpS46g+IhPumzh9Tmoc1STbe6bGXmxsLHPnzuWVV15BVVXmzp1LTEzMEe1uvPFGRowYQVVVFcnJybzyyivMnz+/83+8Y8cO8vPzu2TAybKM1+vF7XZjMnUNWt63bx+DBg3CbD48hzJu3DgUReHAgQPExx87e3Hs2LGIoojL5SIrK4t33nnnW9uHCfN9ad+x/YhMuG/ir6+jfcd2bEOHdfv+p0yZwjPPPNNlWVRUV5WU4cOHd/mclJTE3Llzeemllxg5ciSffPIJPp+Piy/+9rHyrl27sFgsyLKM3+9n7ty5PPnkk914NGF+zIRqwn1bCQUV1V+F3LYWTcSEHrPj0UcfZerUqdx5551HXX/eeefx4YcfsmbNGiZM6Dk7wpzZnNIZOPfBLfhri/HXFtOSvwDHmndRRC07xtxCWetShsXm8lX5JgC2Vu3j/nOv5MstFYxq+oi6g6HJKdFkI39HJfg9jBiex4HSFvIyo9Bre2aSx5jWF4AdBxvYXRSSvtxV1BhyEnQzkjmCL7bXUdcm8+Scv2AzGLs4dcJ8Nws2tzINCKgiNcEIVnj7Y0lIpCZYRbtXwWDUEcBHw+6VtLUrJMrVJOphvz+BBosdjcvHQ/YP0CJTYdDxQqINm9+OIrSCACuEVNqVOG7ThmSGRmrKWCvnIiUVYTNYj4jMzN9UyAF/PL2NxdRHOzFITYjtUNtQzyPKTPr428g1KUxM/RlTc2No3Pwu9Zn53NZahKCAl3YOKjGsc0QyyrsSVQBV0nLlJRMwpGaTcGmf4z43dR88huvgZsSJN3GwwgkIfGY045fb+XDPp5yVE4o8PB0mTMOEOR5c+9YSaKgg0FDBKmkc731Rj14bwXnnGlnV4CU7ui/rKrYAUOao4o+Tb2dT1Q62ROxlr0tFbY8hMdpE/abl+LU2Ivv2o7Slgj6xOUg9dB2YsgYD0L5rJf7aUOaEr7ak81nTnQjWKJZUbUK1wLm3v4jGaDk9Jq/OILyV6zmUw1UUiGG/nELvdDvx7RvQ+fwYBBGCflo3Lcbb1oKmQx7uY/dQ+sTUkOOrRVJlbqhpY1OEicfSoxnkVTmvJvQ+0YyWL9VMDkWPvNo2mQG6ctalNJFgjDjCng2lK3grQ8Nn7myMWjfVNh9aeym19V40yGz2ZbLcNpJLxg9hUJrC8FVvEB2QyfIGUNnGM64ooj0+9qjNZBflsztNQqvVc/OIK0myJTA8edAR+zwaqiJT88b9+GpLaBtzMw0NDmKlNmY1NmBUFVrXf4Sl7zgIP1PCnEEED76N2lpEYM9zqL5Wxh94lT2GGN4d8AiPtbiZo9aj1IUyRnPcRbwzZDbrHDW8WXWASS0HKNE1c70xgH/XkwjWLKS4YaitRYgJY3rk3isIIpq0swDw7/gXiuMAOA6gOisRbN1fs81g1FFeXI3eqOesC8eHs+FOgJZ27xHLEuxG6lu9ndKLh8ot2Kz6Lk44SQRFOdIxd7zOOqPuyHvx9ormLp81IgQV2NsYpJCzyBMqmWKpxNx3Fogi08SVtKgWNqh5PB2czR80b9OsWljq7kWcey8CsVh1IlcMjMSql5iYcWTG3dHwB/0s2Poebr+bASmDcPldneucvnZ2Ve4kxZ4afoc5Ttz+48tCPN52J8p1113XKQn51FNPHbXNkCFDGDRoEK+99hozZ85kz549LF68uHO90+nkwQcf5IILLjhiW4OhewOj33nnHfr27Ut0dDSRkWEJ6zDdT6Cx8ThaHX+774vZbP5OOcmvO7EPccMNN3DVVVfxz3/+k5dffplLL730CCf4N8nNzeXjjz9Go9GQlJSETndqVDHCnJmo/uPLYD7edifKxIkTmTVrFvfddx/z588/Yv1zzz3H3XffzezZs1myZAkTJ07sUXvCnJmcUq+Ope842gp3sK7Yg3tVARNF8Abh/WUtvPDgXyisdPDVxlZEUxtxah6JMWYun5VHsC2GyI2L0cVnUChk8reXtwEwfe1mltfYGTcwqdtlKb9Jv6xopvU142puYkhqzww8C5+7m+zGYja6xrLONo+547N6ZD8/ZlY3xbPVMxeXqmPUcC318hq8xn0MP+dv6DU6Uld/xIKChWywGgjsX8xlEXE0OVw4jX6S/D5s6uEBiVlW8UkijQEDs1sa0Gu8xDpVnmgfx/bE3SQHfUQKLuxCO3P7ns/wfrE07VqJUF2Ee/BkPinLJ3rLZkzCEPqLzRQ0pxOfYqDKs53XtTkEqhLYSQKalI1oVu7g4+VwzznXkFn4KbSGBtWLPQNZ7esHQIU/nj9Gfoh93DyiMrK/97lxH9wCchBzSwHREVk0tXppr+2NViokwzSMXXX7aXQ1Y3JnsmlfHRdOySExJpyRGeb0xTp4Oq3lhawo0/B5fg0AvoDM0mVe3vnzP1hZvK7TEZdojSfDnkqGPZUxqcNYEZ9PjrkvmS2lOD97FkUV+Mv2kRw0ljAnZwrzh17So7abe4+kPKMvDtlPTGwy3V3SV1Zk/vbuXZQEnTi0EqkRSYw0D+7mvfz42aENMgFwKjo29Z3JNnkFBbYAT9zwOgDFH/0Xdn+K3NrA6jU76R2TxvY2AWJqsAc8GJTDRXcigwpuSWSDWWAOoAVKfUmsdo1CtDah+IwU+uMo1Bq5fVwWoyxJfLbvC2q9LZwflYtn6+fElmxBl2il1SQioWVmQGZPwM3Pah1oBZUxhiJWJ7TwbsmXvF6k596z7ybxq9dQPLUogshU6zaWtI2iVbaztnkE/6d8RvycXxBrS/he50XxuvBW7AMgRa7k/+JXYA80dc4G65N6s6lqBwE5QFCRKWgs5uL+c4kw2Lrz3xMmTLei7XcziqMApXkvwZJQ3QnV28ilB//BtRfm83TRRj40D0MFpkQPY5QlllH2BCZEJbOkLo1/WrVEl3+Mf2OHhI0+CnzN6EY8gG7gbT1quybnZwSLPwTJgGCK6/b+/b4Any3MRw6GpOyiYiPQG8KTat8Hf1DuIhsZF2mg3uFFAS6fngPAF5srqWl20+z00+z0Y9RLeHwdNdIQUL/mcjvkgDseJ9zEQQnE6Vy0v/ca+PwUT/0Z68vbiKvLB0YhCQJRGoVp/gPUCX5asLJdzaZATaKPq5yXNihEim5uH3YJvXfuZkOHP1FQFV6Rp9OKmSFCIQ9q3iJ25M8w679fAEabt5VmV8gpqBW1iILYRTYxISKRgtoD6DQ62rxttHnaGJU5Cu0pkjs+3THpjq+0xfG2O1HOOuss/H4/giAwa9asY7a74YYb+Ne//kVVVRXTp08nNfVw5ubQoUM5cODAcdei6tOnD6+88goul6vToZCfn48oiuTm5n7rtqmpqWRnf/8xdpgwx4v2KFmhJ9Puh2LOnDmYzWaeeeYZli1bxurVq79zG51O971qyIUJ83UE3fFlIx9vu5Phr3/9K4MHDz7qM0QQBP773/8iiiJz5sxh8eLFTJo0qcdtCnNmcUodcaLJSrshngx5FQadi0+iothUNwir5KX5jXuxB/1cnHw+LVIM0wfnUt3gZP3uGiYNTems52HdV4QGGQGVGLkOsOML9Jwu7CE0ksj5La+i+N141tZjPbd7B9R1W1bhaynhi1gLZmM5OWlhuZcT4ZwJWby+NJSRsKdaQkiSCaoyqqrg8gR47tNWjFkhR2qVXovqDmLCQ4tN5UtJZHYTSKqArECkP8BFwcG8VRDF2IjduLQC66wCOo+LD2MiuaGxlunGPbiSalhQvZYPqlWiAzK/KWviPU8p2/3NWKNV/q91CYIAE4QD0Kiyw6KnJbIFfVMr6YoTT00SFW4zXmDJ0q1YDApzO44nWjwcESrZNKxIup6JaSOJOurRfztx59+Bu2gb9vEXkbHnSy6Qv0IRjKxpncGQQSn8edUTKKqCsmM2Pp+K1ydz55XdL4kQJkx3oVpiecU3i62t9USJzcyxFbLRlYLDoKHghV+TpQrMzhuKxhrF4MS+FFU62FnYyIxR6Vw95CIAdudXYlAFPKoWh0sPRvDLge/c98niFQUe0jahalTOP/gllw88v1v7L/nyNS4tKkMG3km0kx6Z3K39/1TIzh4PTUvQCUE8Dh9ChEKww7lW2+Ti2fUyN5hFNIKCWfTyeNNsgs42/sz7CAJUB23UC1b6SVVkurycZx/J8oY9nS9jKVIjosaLNmsn/n2jEFG5WrONrHc/oUFV0Bi0LEqxM6x5BcbmOhIEkZhAkFq9lqtK64kLVjKFkPqxW9GyP5BEf4ebNXEKSB6e/XIV4zwqX7aeSxCJvIh9pGqaKJNjERI1bO4/kekZ/b73eZFMNmLm3oy/toTIkXOxb1oEgKozIMWlcyAji39/9Sx0CJqpqBi0eq4cdGREe5gwpwuiNQ0ECQcSkf4WFK0VMdCO4qzE9d5IrjRE81CfO0i1JZFqiUWuXYfctJOhuVczrPdYADwHXz/cYTD0Pop8ZBZUtxNwojTvDv1Z8Ba6vjd0a/eb1uzqdMJJkoTZ0t3hIz9+dBqJuEg99Y7Q98LfcT6VDrniBoeHmuauGUr+r41xD7U7hAqkxJqobPjurKb8HdUMDqwiumobyhd7eMkylRZFSz8hGRN+PKqeQZKbZmsm/YNbUAKVVMnR5ImVHCSFejWCejmCkh2L0QdDT7AgEhXEkio00KqaibCYWW+7mJnWVL5vGF+MJZYx2eNw+13kxPVmXVF+6JxJOmI76lcv3/dZl22sBiuDUsMBRkcjMTIJs97yrfKUFr2FxMikHrVDkiT27dvX+fexuPzyy7nzzjt5/vnnee2117qs++Mf/8jZZ59NWloaF110EaIosmPHDnbv3s2f/vSnI/q64ooruP/++7nmmmt44IEHaGho4LbbbuOqq64Ky0yGOeVYBw1GFxf3rfKUurh4rIN65t7m8/mora3tskyj0RxVNvbrSJLE/Pnzue+++8jJyWHMmDHf2j5MmJNFso1F0CWh+muOEXIkIOiSkGxje9yWAQMGcMUVV/Cf//znqOsFQeDZZ59FkqROZ9yhOqdhwnCqHXGe0l0Y9i7GIMFCu4X1ERq0tj38prCeQMezaM7gdiLHTAPgwRfXU93gonDLRm4YIWLpOx5pyYP8ITIUE5g0/lLSTEMZktf9kZ9Hw5AxAHfBJrbbrexf/zKX9DubGJP9pOUjVUXGtfJV1kSayI80IUT6+UVC99eg+ymQnvC1OgQBI9dZBuAurGPdqu2MGNmPS/Wr0De2sd5vQvYn86BFQEscjuhQFKbZKzHZ40Wr+hAEiC7cTLwtFwmVF5PsNOhgmG05I5vcqKrKG67x7EuuAkIDnXaNhKrRMiyxP7vK8tErWbh7D8F88DN8aNHjB0DU+bjB+jnZsptP9WdR0R4yeac7mUvECg5poaVrGkgQWqhX7cTYk/lodzNryzfwt1HVRIw8G21U4nGfmxJ7JE/IZQxc8leuDJQiduxjq6sPT73bQuQIPX685GVb2L3fydC82G76r4QJ0zOs2V7F1gP1aAnyG9sSrKKP/tH7WBBtRlPXShC4eMw8LP1Det2/eyYflzfIV9urGN43gVFDLfxp3xr0refjU7XcMGcYptjxDE8a0OO2GzR6ekdlUtRSzqD6Ruo/eYroqVeiGswn/UxRfB6EzaEJKwn4WYOLeEv4ej4R0qOTCABaQeF6/QH+F5tHaZXCks17GJIQzSXGdWgEBZeiY6+2P//HG+js/s76cAc1VqwRHrStoc/a/RuYFpRC4wkB4jQuZmr3U7AvB4fi5QrrGnpp6zrHGzEyGDUG9L36oWz6jH2WkeTEWaht3YFWPTwo8YsCf2ydR1A2cEfsdrytJYjAQPcekhUvqwUFl6Knl1TP+t61ROob0NojWdJUxfZVL9NXOYeLp+Vgtx7/u8fuqEheLj3IuPd+x0S/BwDB7+Xf+naqdryHRtSgqiqZ9lTKW6voH5fXnf+aMGG6ncC+l1AatnBIkEwMdLycBZ2obU7EtiIeHR6BlDgYNeDEs+R8UIMEyz5DkzIJMWYocuHbnf0ZpjwHahApbU6P2y6YEhAie6O6qlGa9+LNvxP9yAdRRSOiJB5HD8fG4/bRWOfo/Kw3aMOylCdIlM3Y6YizGLVIkoDXF6S0tg3xG7KLZoOEy3tksKkk0plZdzxOOAAZkUYhgRi7FTHSzpBYLSvrwWdLJ0dS2dWsIglK51RXtljLfeL7AHgMcZQ4C4kQ3CTKNZgFE1G0AyrJQhPzpeW4dXb+HbiIpiqVEm85k5KrGZ4xEt33yFiTRImC2gPsr9nXmfnnl/3UtFZT5ahEQEASJawGG26/q8edSGcyoiAyPmcCn+5eesw243ImIAond284Hmy2786Ej4iI4MILL2Tx4sWcf37XwLRZs2axaNEiHnroIR599FG0Wi15eXnccMPRgw1MJhOffvopt99+OyNGjMBkMnHhhRfyj3/8o9uOKUyYE0WQJNJ+/VsK77vnmG3Sfv0bhG9xXJ8My5YtIzGx6/xRbm4u+/fvP+Y2h7j++ut55JFHuPbaa3vEtjBhvo4gSBiy/opn/zVHEeEOvS8Zsv6CIPwwJRAeeugh3nnnnWOuFwSBp556ClEUmTt3LosWLWLKlCk/iG1hTn9OqSNOF5uOJiKOJaKTCoMGVJVkv4hOAMlix5CSR619MB8t3svZ4zNxe0JR53O9i3B85cdXW4LqdREpgjFzELEjZhCv++EcVgkX3Y0SDPC7BXcgqwprdhehIDN1QB6/HHXNCfcbaK0HbyuZoo41ikpmTCYGjb5bbf+psLfkcK2Dijonza5K3naOQC2v46HWAyRKDtQAxNdEsyBVj2ypBTPY/UFkUSDdHUCj+EAAWYU6jYba9hRaTGb0HZGoAQGeS4lCUlUSPVqubaxmR6SerH6TGdJ7AlYhlumRJp7+wIxTUVk5Kp1f3j2fmx9Zht1TQbHXBvHraDfKuIJWxo8fyJ6iTVQ3OXCW92GRdyTxUhsJUhvtmKlV7YxL8tOrbwJ7S5pJCVbQtuVzgs4WEi66+7jPzYbyLbS7HMhVOsSOR5nL3pvdRVZAwzTr1cwen0y8JRZVVcN1GMKc9uSm24m0aDlPXYVVDE1s6dFxXV0rSlQCtuRc0OhoXvk/IkadQ1AOXcMFFQ4KKhyUN9uRLTW0xVsYlzaSKYOzkE5ywvJ4EQWRh6ffha+9iar/3IQTWFO6njU2PaOGnMNlA8874b495XsRgiGnvwpYsod0o+U/LT701RAZYWR8qwelcjcVngyqD07kme2F/H30KqIkF6oK+b4cRum3YhD9h8YGqCrEaFvo1xqaKA2oIqvbBnG7sJGv317jxHZmG3fhEURQO17TBAHb8LkkD5rCf3UGXFIk1yyLhSa4LDeXVy+Yz4uv3U6b4ifHDytsGi7TLcOOndhJ1zLvy38hOB18ajdha9Vzt21RKENPo+GWqiANeVnsietFWWsVFaUiRWXFqKrKz+cNPO5zk1+6EZenlZTGkJdRARqTMqjGBQhcPvA8xqQOI9pkDz9TwpwRSInjQTKhyG46nwSiHhQfQkQOmqQJKO465G2Po+l3E3RI5yk1K/HXrETKugDUkONE2/9mNOmzfzDbBa0F0wVrkRu24f1kBgB1hbsoEK8ke+QUsnJPvLZ1dVnX+hvxyaeXZNaZRHO7r/PvyobDqhdf7awlMbqrTODRnHBAF3nL7yYU9SEK0CcrAeuEewlcYmWiF1bU1VHYqnLtEDu3jtXz3NJy6oihl9aH6gugrNqPGGEn5ucXc+Wuj6GjBmoEbn6v7ToZFZ2QQabXQFO1B5f7ANsrCjFojQxNP35ljf01+/AEPF2W2QwRtHlDz5ipedNIjU7HpDOFnynHQXZsL2b1n81XB9d0yYyz6C2My5lAdmzPSMa98sor37p+4cKFR11eVVXFFVdcgV5/5BzIrFmzvlXaUlW7ZksMGDCAFStWHLfNGRkZR/QRJkxPETV5Cr3+8ijl//x7l8w4XVw8ab/+DVGTe2by/pVXXvnO6/PbroOqqiq0Wi1XX331d+7rgQce4IEHHjghO8OEOYQ2+lzIexVv8b2o/urO5YIuCUPWX0Lre4CjXScZGRn4fIff4SZPnnzE9SIIAk8++SRPPvlkj9gV5szllDriNJZIDs6+ghWb3wRgqMPNhFoBNBB0OvhfQyarX9hGQBUp37WNq+eM5+VFe/DbUjC2F+Mp3IJki8bSbwJRU65A+AGiuL6JqNEyJH4wmyp34q9JQ3HEs0W3F0adWH9rt5Wy5oslnC1p6e328++E8cROubK7zf7JMLxPPJ9tKEOvkxiUE8uIOPhwmQxqAGvZGgA0tmgmzLqWd9a9EppoEUAE7ihpQd8RDRpQBZplC6M19eRYP6EqaGd+VR0b4xM4KIUGfjICerGRXL+X3HovsWMyeDvfycerd2IxaklNlqhv8lOjbmLjsvXUtcVRTSoReh3popnBznrAx6vLl1Dfqx5NHOh98fx+Qh5B/R2YvTV89WEJAFWtMvdOzWHGyDQ8K/6Le5eAMeP4s3ZKy2sZu/pLxnlbeap1Ju9pkiErgKyZSYAaDDqJK2cMRNPhhAgPbsOcCaTEWfnXhAZaN5QBoKjQ7pMwSlDdEORFT2+u3fk4GkFh5/5qLpl+Nh+uLESrlWhp8/HVphYS4s5mzoxI5g0dd0qOQWeOREnOwVdTyJA2NwPb3CyI2g4n6Ijbk/8VZfmfkdshCBhz1o1EDDur2+3+qTAiZRCvVWynt16lV/pg+mmjqCxUEQWB9/eoXKwRkOPSGDTpKqzv/rHLtgEB+gXdqIBH1fJXx7nkamtosegxE0CPws74eIocKsN8IKKy2qZnRpsfVBVtv3E48t/HtW8dW+LjGZg6kdJmPbs9q6lav4otZgFFMOA0xZLQ0sBwbzPQxqr3/sckQyh7pSkyCuesi1GCsdQ695HwxVsACC11XHfh77io7xwee3UXu8RG+mcf/+R6wb4izl2/jrODHvQdg5BtfQZSadQhtrqwm6KY23ta57Mk/EwJcyYgxY9ESpkCZYsPL1RCg261rZSAosK+lwCQG7ag6XMdweIPQu18LcjFCxGsWegG34G29xU/uP2CICDZeyNY01Hby4gObmYEuyisfu+EHXF7thVSVnh48mPUpIEkpIQdcSdKeryFplYPRr2WzEQrTW0+qhtdSCLUNYecULGRRrKSLGzY2/C9+9drBHzBjokhVcWkOHBLdhQVTBnDWLmzmgZHE7liAWmmfjT6NewsbyKnbiOb5dEA7IscSda+9ailDcg04FzzGoK1Q4rUEIGp92REnRFfzV4CVTsBkF3N3Do2mjZvgM925+Nwa0iIOP7ao3ur99DsauqyLCeuN7Vtofq/sZZYchP7dK4LP1OOj+zYXmTGZFHjqMbtd2PSmUiMTPpBMuGOl5aWFlauXMnKlSt5+umnT7U5YcL8IERNnoJ9wkTad2wn0NiINiYG66DBPZYJdzL4fD4aGhp44IEHuPjii8MSr2F+ULTR56KJmovcthbVX4egiw/JVv5AmXBhwnQHp9QRBxwuMq2qbIswEuELonWY+TBZR5FlOdpBWgSfmV2NcYxRAlw0NYeXN4po27K50LyRhLYmAg0Vp8QJd4i7J93Ia0v28r7jIKByUf9vj3gNtNYjCBIu0UKEJRTlpaoKpQfLKFj+V7amChwM2nikz/nEDA1PmJ4MA3rFMLxPPBv21DJmQCI5/Yfy7HAP7rpyAu/9D4DIsfOIyB3A6PLhbGxeA6g06TS8b4/mCkcDNZKVJ1unMNewgwTaicZLlFTDk60zKVVVLBY3aZ5S7E4dFws7qcNAsRzDeMVC6cFSALyGMuoSdiImChSisqLOy1UWO4s8Q7n0rPFIYi+273kaWetlfyAJwd+EVgow2LCBwPJlaAQR689+x+XRC9nkcTD+4ku48z+rQYU/XH8T8XNvRjgO+Tol4MPrC/DYc1/wW1MLAGmaBtb6enNpQhZvflmBxaTl3qtHdDrhwoQ5kxA0IXksVQVRAFkRqFTtxEvN3OB+noAqogIxDf/P3n3HR1HmDxz/zGzfbHrvFUgh9N4FpIhdz36KqKcntjtPPbunp55nu/NnudOzVyzYFaT3XgNJCCG9181m++7M/P7YGIwgohKCOO/XixfZ2Wdmn0yymZ3n+zzf7xZGTpvCtGlWmgo2sV8WeN8xhoYmM7UHgmBYH/Vf1JB5xaMsWfUyWeu+RhBEfpd/5NldvrZ6BL0RQdSgMQdS/iiSH3vhOowrnyG7aw589Dl/IThXzeH/S4xKHMZX7R6eqeng3umjmZ8ewXmDHBRVtPHUO7CVi/nr2eMYOyCebUnDMdVtROj6nLPLYmCk3UO7Vk+NPxRZI3GGeSsheL/NTInD62GPmI5Xr6WGYBoqBqIEbyYqvJKxWgFrTTEmILOlmeHSB1SGannBE4FSqUNqTUMX0czvJl3Anr317Cv7FDRuSox6RqJBkrUUt4ZSsPVtDBo9fxl/La8nRjHYLXP2tGuoeelPaILC+du8O5BF3VFdA1w+N20dXv73xlKus3St9AM8osDEkFScmz5nckQMYTOuVQdKVb9Kgu4HqlspPugs7X4oVS/FOOczFEVC6g7cySidZSiOusMf4zgQdBbM523EvexypOoliKKW7EEZR9zH1uHAYNAiCGJ3yklJkigtqqa0sKq73fjpQ4mKVWtY/xIDYgwM+M9DYG2Fu5+HrDQ6HF7qmh1sKwkE3kZkRxMRbKCo0orN8dNq1ko9MjcJODUHf16KLNNqCwSWV7RGUaUL3EdsaxVJdjo5u+YDylKHcNqQUeilEbgLq3EnJeEJSibU34LNCnXVHQx0f4pgsGAZdAa+2gIEQxCenOm8u+ktooKj+N2IC1EUBVH88WuKx++hzd7Kyn2Hrl7SanR0ujsJM4czI0+9P/65REEkMfznr4jtbUOHDqW9vZ3HHnuMAQMG9HV3VKrjRtBoCBl29KuG+8q7777LVVddxZAhQw6p4ahSHQ+CoEEbOrGvu6FS/Wx9HoibnjmRvcUONrd9iU/vZ6sphNz2TmpNgQ/ris6HRm9FMbh48bMiXN6u/Bu6cBaExHIhEoPyJ/ftNwFcflouk4Ym4ZdkspLCfrCdp76M2tfuxK8IPNJ+OkPGpjJxkIjhi/cwO+rwh1hQBDM2rUipViHmBJqh9mukKAprd9XilxQ2721gZEYQwo4viEzNwz/7Wvy2FoKHBGoQ/uXUi2lzzubhVc/gk/0U0MwjIVG07JyJhIZCJZ3s0GoiZRlBgGiNjXZPMDdKOwgTnd2pxd6xTaHCH8PetU7OdX5AqCWLgqQWPEIgOmCUZQbaPQzUVzJUX0lS/hks2dXKm54JSHSi2MPR1PpQ0veSoNixaTVEClr0UUkMve0FhgkCWwob2FcZCKQVV7QxeuCP14bzdzRT8/Jt+CQFm+ZC3rGPZUiUiwprNH50bN4XuOH3uj1kmDoAtYaU6tcnfNKFLNovMLLxQzRArNaG+J3xf50gIwBmwUfjZ8+C24YBGKgHHWv5QpnExMGJffktIAgCM6Zcjbv/FES9EX3UDw+YOEu307DgERA1IPsJHnUGjvhU2pe9QajdxndDH+JxTN18sup0eNnZNTi6fV8TWRF+9Lu/YWz/Ucydk4skK4zIDcz6H37lX/A2V9Hw/j+w6nV8EuxhS6iP62utRNBMpbYCtygQ0p3ZHpo7orjNvxOT4OXZzlNREBkh1hJh9yCv/YQXwgXydEHEeP0MtXuI9sooPj3e6n7ILclItdnkXdyfsshmFrhGYRi4lnZ9I+vajJza5iCyNZyGmGb0Wj0DojJ44pJnEQUR2/Zv8DZVAVX4WmowxGf+6Lkob6/mvmVPYFBC6GAUHztGEJvoIrajkkzZjqtyDwB6h40gvakXfyoqVe8xjH8Kf9M2sB34kZYy7hV/AOf3gm7GWDQpfRs0EDR6TDPeQ2rYgBCUgBj8w58ZKw/UsXNjMaIoIMsKA/LT0Om0FO0qQ/peDkSTWU2b/4vVV0FZUeDrou1YQ+Ipr7eRFh9CfkYEBr2GyJDAtfvM8ek0tTtZu7sBjUag0/njQTm/9MNpxXYeaEWWFTolgX3awIoGLTIWnGRuX0/s/kLGF68k+rwFOGKS4ezRbNKfg08wkOfbRHJUKZ+9LzJwqIyg1WOIy0Z/+n0Igsjm8o10uKx0uKy4spyYDT8Q0P6OqrYqvtr9OUEGS9cafgWjzoS7Kz1lQ0dgNZzb60L3E2rNqX5dKioq+roLKpXqCObOncvcuXP7uhsqlUr1q9XngTiAZHMmHbtDUSIbmd5RQ4xG5oz6IL6OCqN/0kB21xThakpB8XoREFEQ0acWUh9h5R0hjHG5fZNC7PvS4g8tPizLCluLG0mKtpAQbUFydoDsRwuMMO5jtWsj67dJTMHPLCC8wwwxgVmLDTo1CPdLCYLAzRcNY1txIxdM70/76newbVuEsOlz0m5/+5CVlBHmMJ6cfR9Or4tnN72GLAs07hQwC26mGfcSIQcGIRQFJpsKCDebCXMFgnDfrmiIFmxUEIPPr2ALTkdjqsRjCtwwXlbfQX+HD48miA5ZxGpIYMEHxazf0wAaBUEJDMfqFT3JXpnIjOHkjzgX0WBCG3Iw9c+Q/tGcOioFRYGhA2KO6lz4rI3Irk40wGPnRdEZNo//fbqHKjkQ0KtyVHJtxC6i/Q4al+9lZfolzBiTikGnLvNW/XoIogZH9EBqapeTqmtDFALvV0UAB0EE9xuOf/9atMh0OLyEaLrK/SowQN9AXPBWBve/sK+/DQCMCYfW6/BLfrYeqCArJpGoMBN+e1tgbbnsRwA6Nn2OKEDo9/YTANnRftz6frIKCzZw7Tn5lNV2MGd8Oq2L/oWzZDP2wnWcN/+FQ9rro1NImf88FqeV3M2vYxJ1FDZuIdqjUO2PZJbiAwG8AjyRGolQHsvZYmCVTZTYSTmxNMvBRGgcVDqCcQVFslLfgUGSqTPoqNIF4d4xFUOQB4/WS3yyzN9WPk1RsY8QOQ2pK8Ln0hopJpTB4/O4adg5RJjDMOoOBmaDcsbhqtyDxhKOPi79qM5FTUc9HsmLhxbu/EMOobqJ/P3VTdzKfhBhl6MBs0lHYZAW744PGZYwkFPSx6ER1WuK6tdD0JoQwgagHC4QJ+oRk2cgV34RePz9IBwgBiejiTz61OG9SRN36Ipov1+isbaVqNgwDEY9Locbuu5fAPYV/PCguMPuJijY/IPPq45Cejb87jroaIUJs9iws4FWm4cmq5uZo5IPaR4TbubcyRl02D1sKmxCpxWpbXEc9tA/JvjAbsK8BrZpE/EJWnTITNfXM0legiZBA1VadEMGYl39H2SXFdCidE0bcfv1FOzSMv26SYSOT0djCdyjfHtflROfR6u9lShL9FEF4QBaO5uRFRm7u5Ozh56LVqNj4bYPup/vcFq7XtvNutI1pESkMiAu+2d97yqVSqVSqVQqVV84IQJxZ0/OYvDG/QjNfgCWh5spSEjg5lEXE7V0AY1VzSx3RbNbdNEuBwMgu4LR0ERqTO8UFj5WHnl9M5v2NACQP1TCb6nEzCjOlXcx1VTEJiEKDwLrpTR2xJmwO6LwVoRzyvhQZmRN6uvunxSmDEtiyrDAipLOhH6wbTGGhKwjpjM1603cPvGPKIrC/7VswlW9nTivDaFr8mmLZMag9zDd7UAQoBkDH9vGkKOro9wfBSgcqGzAHdzK4E4NRYKZSL+ELuZ07t9tRNTquPbcoYzOi+XL/24IHFTSofh1BAc18pdBMQyd9Rx7yq20ikaicdLwwWMYkwYQNvZsCsvbGNI/molDEo863ZcpdSBRs65BkfyY0zIwFSxntL6D/YQjm+2MidpCbnsbaOGT/TpW7CrgwxX7ufL0vO7zp1L9Gvx+Wgp1e9u6H/sR0YUnkDz7eu79sBa3NZxJxmKG6cu7VyJ9+zaKy+zXN50+Snd++DrFm6PQCrt4NK8Qg2zjM+dQZpt2oRPkrpBbYABV7krPqSAQMnwmQXkT+rr7J4XTJxxM62ZN7I+zZDOGxP5H3CfCHMa9U27GL0s8LYgsLfExta6062cGuy1GTmlzkigV85FnJJLWR40UyXhDMbEaK14B3qltock6DNHciZy5g7VhAiPMp1EiygRpQrhjfjJDEvtz81cPACZa5WDiiocQm7WLlHFnMytnFu7yXeh1FiSblYbPnsc8YDQhQ6axrcwO/S9hVN7R1/AZlzKcdreVYL2FgSFm7HsXM87Syf8apjAgohCz2Mogl48Ml48HanaycWcb7zk7uP7sUQw7ygkkKtWJwDjoRlxVX/XYJkTkYxj7GJ6V1xxxX03yjF7u3S+z7LONuF2B9IThUSGHrHo7HEGA/gPTiI5T01IeE+dd3f1lVKiJVpuHqNAjr2APtRiYMSoZr19i1Y467E4vDo909K+pKNh27ULKHMJ4uYLt2kgyNZ3ExYZzd/UVJA0SuPsKP8aoVFoXPQqAFj9jfItwWDWkJ+diuucufM0H0ARFUu9oY0fRUnIT8kiPyqCho55BSYN/UgrEgUmDkBSJ8KAItBotZc2lGHRGnN5AoFHm4O/m/sYS9jeWsL1yK9NyTiUmRK1RpFKpVCqVSqU68Z0QgThRFAgfexbW9QtBUVgdbsbttfLVxne4sGY/YSKcF1ZAiTWNGF8HZ5q3sac5iWETb2Tm8BN7JlxLeyCdhhjewH5hD4LHT1i0ic4GI/GKh5uq22jUadli0FJk8YOlnpv6X8zUoSf2YPCvhSRL3Pvhq1TXy9z1u1nkDJqCuf9IRMPRpcnqcNvYKL2FP85PgRzCzVWtCF4jbvQky4F6OC5B4DPXUPb6U9nrT+XbtXHTjIVk6wJpVMbKfhZHGRgcn45jexP4ZQzWMnQePX+eFU35gtfZ5knDmjyRC1ueQ9gpc3dtDQX7kjHqNTwzuRlXyWacJZup0sVw33vNyAoICEwcemgaPZfHz6erSvHLCmdPysRi1iP7vXgayrA3ltO2axn+pioijDruHJrLv/TNKGIUQqcdjSWCCtsgcHpp63Dz/tISNRCn+lUxBodiHjSV+p0b2OFJZoqpBNpr2PX5AqoaBgOhLBXGM0KsBMAlaynxx5N34Xzick7syR3t9sDfnZstX6Ova0cBki0R2CUD4bj42jWICjmCmYa9ZOmaAIH4S+7DnD6or7t+UnD53Nz17mtYbVoevuwcEsadQ/DQUxGNRzfjv87WQPOBrVzf0I7SVS9nny+Or4LhvroG0LooViL52p3Pw8GfYxa9gR0VSAhqorolH9lmAEc0QngTceZ4ZLmGNpsHZ70BIczG6f2n8przQwS9i7TUTHZZRd4r+Az/tiWMqK5CExSGMXUgztJt2Mp3sVGJ5f/eCqz2+cf8CeRlRB7S7w67h41rt5FrsZI4ehqizgBeN6adVla2+EmW/oZob2EakD1sFM8Jfk4V08C2D31sKkEmEVtdJo1eiY9XlqqBONWvihg9DE3SdKSapd3blLYC3KtvAEdtYIMpBlwt8J1ggfHMpWijh/ZFl4+Koih4vQfTG7a32H50H61Ow7hpQwmPPDQLiOpnaG+Buy8PpJd+5E1G5sQwKCvyqLNRtFjdNHbda/4kgkDFmLO6ZyFd9skTRDSVsfb215BRqLEreGQRg9eJ3pOA84N3EUdnEhoVgnHhp9iEz3CWrIA4A5qQWLaExFFnrcVqrcWbPorlB9YjIHDJ6MsINR9asqHTbWN3zW5CDMHkJeYjiiJen4eGjgYqWytptbfglwMTdBNCE6nvqCMqOJrmziYSw5NosjXik3y0O9vZU1vAVDUQp1KpVCqVSqX6FTghAnEAfnt7IDcYcGqbg90WA6NbD6ZDkX0e/mD+gvKwUDI6m+inayI664ajKvzcV1xuHymxwUjO/TT22wmAIotEd+h5JUtHuDeMkTY3Q0eeQz9R5I32IjKiMzllyIk9EPxrUvXF81y9fyVfOofw+qLd/GNeCpqjHDAFsPuc+BUJBAGvBqx6Del+J2XeGOI0NjQh0fhGXM7ujxq799GIMlrZxw5vGi1yMJcErSff1sniCANN2kIGZvjIaKgmZmMx1RvBnDUci97GMGMB8W27ARkFGGjdxdzwlWwItvBPVzxjw4LQ+P18sGwd0B9BUAjVuPh8TRmfrD7AxacOYPqoFADe/LqIz9eUIVraWdr+DmcOHsekqho6dy4DoF0rsiwmmK0hJuLdzTj35bM1Yw9XTTgf2+Yvuf8UmXXegXyzqZIzJ/14rSCV6kTT2u4kVHQxxljWvc3R2tT9tdXh51+u6dwctRqz30aS3k5ietpRrzDtCx67lT/G+FnbuI0U5WCayaIgPZ9FiQS7g6nr1HPNlAkYGvLRVH5OcPZINQh3DJW983fmVxexwDGWd5bt4i/nTUVjshz1/jW2BqJ8/q4PXzL7vLG85pjIAPcq1oWaGG6IpF/m2Xz1ZT0uRY8ZL25Bg4TENE8DSeEr+ZhsCG5GliUGejdRFm5mV7uF0CV/o2qZm84howCY6a9m2rZ9zNIImCWFlq5015LDiqdmHw6Nhm3BOj5dtAaBBLQahSCcvPl1E6t31PCHs/MZ2VXv7vmPdjGn6ll8ooeqLR8QMfliOvdvJ/PAFmRfLAd0Pr6dPiSUleCWR7BlYA36Wb9jddVWLht8LvUhQazb3sLp448u9aVKdaIQRC1yZ+WhT3QevL7g6rq+iAaQPaAPRRM58Ph18mew25xEx4bTWNd6xHYjJuTR2tRBa1M7af0S1SDcsSLLgSBcW9fvzldvw0Xzf1JK+JaOIwfhIkIMRIUYKanpOPTJ73zeqc0eR0RtMZO8m3EZgkn0V+PfXEWbqEEotIIoIBgNSBYbmismgSShuLwIgGRrYrTfy3pZIlZyIO39BsFoQStq8Et+VhQvo95ax9ScU4kLDVxTFu35mubOwPe9vWobE/tPZnP5Jtoch/4u1nfUoaAgIJAV0496ax3Tc2ZQa62h1lpLTnzuUZ8vlUqlUqlUKpWqL50QgTiXx89n5cFMVgQEQUDrF+jn9BLllinwJjNQV41dMbAyVsfmUIWkkAjujBxKdPjRrWrqC97WWp58cTmbWkJAG4rZp0PW+JH2j+LGeTN4a9P/sYtWvg7NZO0WI7ddMImHR5/b190+qeyu24N+7zr0QD9dPWnZFxyxfWuHi5AgAzrtweBuUkg8E1JH4i9YQ4LbS7wDPGgZYaigXI5DP/mvrGn/HHNePc4DA8CvR/IbUBDoVGCrN5Npxr3EJkVzQc543i/6CqJgoNIJHYEUcp/v9bEpMZeznSUk+LwoAohAnq8TraCwJVxHk9fKsthIbH4X5xfVYwqqQhcageXzN/GI+TS1DeWbTZXdgbio0MB7QxNTjVNs4f2CLwluTSMT8AGfRFnAEga4qfUFITtCieqYgLNwHbKzA9ue5ezIKCFzfDCnjJjYyz8plerY8tvbCeqsQALK/TFkaevRCQrxmnaydbUU+wKrSM8078Dst4Egkjl+OkEmXV93/QcdaKuk5P2HGdDayimKDlkAQYFaTQIXX/RX3lv+BHGuZub7Cwne1k7c+bejnTm5r7t9UllXvoPQmlJEAbJ09WTmHXlFfovVRXiIEY14cLBzbPIwVmYNpbFtM7F+N61yMFeFLiWrrZ29ugR8U/5E+tZX+EOIjWfcE7klaDnhSiBtXJBPIlaoYkW6k6yEXKYZYghd/iG/F0BrGINFcIGiULNJgLQwsp1tCIpCuD8wySnSe7Bvflsz9WFhLAs2Ma+pCJ+lhPhwPfK7b9LpHUGDPZdlW6u7A3FRYSY6K4xYRA+y00btqrcx6wLXGa8Ib8dGcY8DzPYOGt0hhDmDyW4dxUp5DZ1eB+vK1nF5dSvTclOJypvSGz8elarXyNb94D1MIOOwjT0gaDGMuBdBPHGvKc0N7WxYsROlqxbct/RGHSMn5rNh+U5kSUar01Cxv45Rk/LR6U+I28aTgyzDovcOBuEAxkz/weaKotBSYyMqKaTHhKHctAhqmx202jyH7KPXCgzKiGRnacuPdic8N5eggX/E076L2RC4EQGQ/fjb6tHMGIQQFqgHKAgCiFoU7bcBQwWds53JGh1IgRWWZ9ndrApLYsHWd7tfo7Rpf3cgzmKwdAfiHF4H60rX4JN83+0SOo0On+RD6Uq3HWYOp6SxGICi+kIcXgdpkenEhyX86PenUqlUKpVKpVKdCE6IO6qi8jY+rQjlay7imlnBfNz2CQASsNUfTEVHP+YI+yn1JwJ2nEEJRM/5Y193+wd5W+vY8dqT7NAmEZ5UQU6znsqq6dR2eAjSBaGp3cVZxfvYkhmNYmzG1lHA6h2ZXDZbnWF6rFS017Doyyc4Xw7c1FlDbJw36ofTfS7ZVMkz7+8kKymUp//Uc5DwpjHzaDZk8NC7JbwjRfNI2AIAYmnlno+Xoc8pgCCw9JOx78sDDNwW8gXxGis7dLkMn3s/u3d9xWd7vkArakHQ4Mich1PnQt7wFiliI+tdg1gUVUeEFEqUIYHCA40sE0KZqdlPfqtAWXYC5+TNQVuxl4gDgfeHrAl8bwPDnAwOj+LcUw5+f+eeksWgrEjW7o/ki/Iv8LXH8H/16WRqg/GGeTmjYz0pbU2UnnIxL3/chjF/Lc1aP9bYsejsVr72t7C3OZACL7tdT2xtJTnnzMMUfWgaTJXqROMs3YZsbUAABo4dg7R1IQBhops/Bi/jbftYtngz0QuBtEeu6FwyJl/Ux73+YQdqrLz64WvM7Zop7pCMSKHxhDqqSI/UoClYysUHqrrbe+tLce7fSsjwmX3Y65PLjvo9PP7hCrJsk8nT17AuUs+F2T88+LdgyT7eWlTM6Lw47pk3unu7IAjcdcrNfOreTNi2JxhjOIBbDKSeTHK389mCz7jUuJdcLUyNttLQbiFE8SB0LV6wRsfz9zl3sWX1m0Ss/xC/oEGjM3LliGjq3BewbFM56z2ZmOwaPotq5mJNNGaNHkdlNRqfG6NGAgT0cemMmXoZ+tL1pFR3pduTAjV4xydL1EvRnHfKwdX5V585kIohj2At/JjOvSux4SW3ww5AbZwfObiTt6PjOFc3neUrHNwV+imaBohNvYIvdtXja9qN11aHt3Yf9ZIb2dZM3lm3orOoNaZUJz5/+ScoXSvexKyLkUvfPWJ7TfIMdDlXHqfe/XTN9W2sX76zxzadXovP6yc0PJiKkhrkrlpxfp9ES2M7rU1W4pKi+qjHJ6GVn8EbTx18bDBD2oAfbP789V/z9X+2cdofh3P986d1b9dqRGaPSWX1rjqqGu099vH6FTbsbcDj++G6f1GhBsbkxSFv+QaPvRkQEPRmDEmD8Rfvw7N+LUpJPUpKOEKYGW1EKnJbB/7qChSHAzE5CiHIhDY8AXP2qThK1yA1l6IHFK8LRIH40Hh0Gj0DE/O7X3dG3iwaOxrYWrmVmvYqOt2dgScUhdA2Bx2RFiLMkZgNZspbAitPDzTvp39sNuUtB6hoLQegubOJFnszfsnPaflz0Gn1P+OHoVKpVCqVSqVSHR8nRF7HvMxIJgxO4Pep1Xj3vhbY2FUrrjO2hR3pHYgC/MlaxmnWUO6belNfd/mImhY+yQaPBk3KftwJdeTE7mKWshT8evx+mWXrS9AAgzp9GDCTaurHtJEpfd3tk4pJZ6CesG+znWI3ZvVY6fZ9lQ2BG8DqJjvS92YHAxj7j6FGiUFBpE6bTLtWZF2omRFmO2MSBpMblY2jeAh4gxBMVuI1VgQBMqRSKlxmltdX4taI+AWZzu0T+HxpJw8v82MRvfTTNXL/aWOZnX8d/95/Co/vjme7CRqzqnk9xcwXDafyu/6XIaOQ0NIMgMYSTuJ5txA24XdkXngLf79ufHfNHWunh3+8sYX1BfWcO3oU+opJ+OszURAo9cdR1ZqA5LDgihzEiH1budWyCKErqCeWF6BzdlBfNQzX9qmEerJI3fkZYc072fPJm73xo1Kpjrmg/qMwZQ5DG5HQHYTjO1mYTjft4M6Qz+ina6QxOIfMi2/ru84ehXv/u4GRbW3dF+xYbSeSL/C3YDsuNpVtBEASRQSdEUNSNkHZY/qwxycfiz4IQVDY509goXMU4eE5R2xfUW/r8f/3TRsWj16QEQUFvS4wcBgsukgK12DKGIoxLZ/J7Z3k0MoCKT8QiANcrZ0EO2TCywvRKyDJAgX2MNxbP0e/fzlrPdnIiDx43oVcOfBMImrLMVQWEyF3EKr5dsWEgu+MaynWKaxXOtln1tMel0L8724nbOIF5F04n4euHUe/5ECQrMHezOPr/ste9x4SJp7Pi2mxbAw18e2VsqEqE0UWiIpK421lH/oB29EKMoIis26zBnttFGOsHvxAU1Qclt2rCakoonDFq8fs56PqO1OmTOGWW245Ypu0tDT+9a9/Hbc+HWvarAvQxE9EsKT8aBBOiMjHcMqLx61vP5XP52fjyl2HbJf8gYkpDpuT+urA9UUQBLRaDTEJkUTFqUHzYyr4e3XThh85+0RlQSAQXFHQdNjnM+IPTub8bobtIKOW2AgTcRHmw+7XbvNgtLcg279dNaegeB24y9bj97ailNSDVkvE5fdgypqIv70a78ufIH+9HWX1PqSvdoIsEZQ7E0XysUL20SRqcUWkMnno2YxKH8Npg87g9MFnEtZVK66ps4mvC77E5rYxOmMMgtD16UZRAqUAdIFvIDY0npr26u6+SrJEZWt5j5VzFr2FytYKaq01bKnYfMRzqFL1hqO5BgqCwCefBCbSVlRUIAgCO3fuPOI+KpVKpfrt+v615dd+L6Xq6YQIxBl0Gu64fCTj0jQoHLx7kLvuJCxdxZp1CkzXSiSER/RZX4+GNjyWZL8TvVeDWZKJ9/jJkpsgtAGPT2K7ZgivdE4mSDqHl8//B4m5rbxY8CId7h8vkq46OrGWaJL6D+Zvrtk80TmDKWfcjNvjR1EODbIBXDxjAL+fncMDV4/pkUbsW8FBRh67aTK3XjKM0Fl/5NnoRJbFGnBHbefi6ibumDCfKEsooiiQbDKyw5uKrMBaRy63/9861hcNRdcWj688F/x6wkQHt5k/wIcWwRhEfFgYzt2VON1eLjUsZ4i268ZTERFQ+NuLW/nHS4W83xrY3qmPxpSUTcTki9BF9FyVsXxrFet21fHBsv3YXV7uvnI0Oq2IKbLr90vRoNX4Cavfgi46mQTZg6kr+NgaHoWkCBR6UsGvp7nWwBeRIWwJMqPLGH6Mf0qqY2X16tWcccYZJCQk9LjZ+63SmEOIv+hutCGRh30+RHQTqw28H9LjgjBajr7GV19IiAqiwt/zewnzurg3I5q3Q0U2JMbzTmwIG8adSvTNL/JqaixPbH8bt//QVFWqn6dfZDrZ2ToQPQhaH7edeTpun/sH2//h7HwunZXNnVeMPOzzlthkEn7/N2LO+wsxEwJpk0UBJruWo7GEEXPGjYgmC2h0eJQ4DvhjkBSB5bZBvPjs26R22nFoDbxjH4tbCQTygjzN3BfxIcn9awi1GGku2oUi+VC6PkMB+BWBdVJ/bnpiFw//bzt7O2p4NSGMLzNSMaXkEjHpQrTBPQfcF5WsYGvtLt7Y+RHhxlBuGD2XUouJZ4JG8IxtBtvc/UAR2VK7i7TwZNrNMr6uy2hutEKo6KSf2IoW2O6z06jV4RIEgjLVa8qJau7cuQiCwHXXXXfIc/Pnz0cQBObOnQvAwoULeeihh/qgl8ePGJyK6bRPQPPjq200McMRtSdu6nyNKGIyGw/ZLnctmnI63OgMgZSamdlJnDJnFH6fn12bipHlH15ZpfqJRk6BqECaRjRauOqv4Hb+YPNbXjuTS/82mVtePfOwzyfFWDhlaAJThyWSmXgwKNfW6SU6zMTwAdFoRAGtpuc9jqTAzhdeR65uAeF7temCFDQXjUM7exxojHgqdoEiIwxKQegXd7Bdq4uOdS/TufktNJ1trDSHUaWLIjEihRFpIzFoDT0Ou6NyG1VtlawrXUNsSCwTsiYAoO+6VLmCA0HD/Y3FRAb1/Ozz/cd278FVgCkRqT94/lR969tryj/+8Y8e2z/55JNjWpv5RA1y1dfXM3v27L7uhkp1WA0NDdx4441kZGRgMBhITk7mjDPOYNmyZfAjAYBv33Pf/ouMjGTGjBns2LHjOH8XKlXv+O7v9+H+PfDAA33dRdWv0AmRmvJbkdOvJOfNOubWVRIkyfgFgf0mHZOsgRsT84DRREy5pK+7+aNiz/kzk4JeR15fwGBDPVoBdklxRIUFMW5QBsOzY3nxEy+56UmUtVWxuSbwYXFH/V6mpI/t6+6fNM4aeArahueYVlGF/+2VvO9IozLtbO69avQhbYNMOi6Y3v+Ix+uXHN69QmClLYdtDTsJ88sgCGgdzTwQswhnUDui0wZGHZ8Yz2ZVe9fNsM+ArXQwAHq8JGraCBMDBdY7HBp0nz9Ls6cJ0ygzO9v8nNnmIbimjbctaUweFsTizX4Uv57d9ix8jlicwYMZ2FUz4tXt71NhreaPoy4nPjiGETmxfLOpioToIGLCzSREWVjw8Gnsqi9g93v/RauRiPE60UUkEzX1ciwDp2DY+Dwun5PWAUOYcPqfMd67GLdXQgG2hhvYioHr4uN++OSoukmyQmFZK202NxEhRnIzIg8b3D2WHA4HgwcPZt68eZx7rlpr8lsxZ9zA/lcfwGCv714d++39voxAyMBJRJxyaZ/28Wg8cv14nltVxZ7dheS5fAhAMyaCHSOYOiaWxOA43le+YHRiDrsbi9ndWARASUsZg+KOvHJLdfQuHD6NpoZlhFdoKf/PfHaF+hFHncbVIy4+pG14iJGLTv3hNGMAppS87q8dRRvw1JdC1wd+v70d0RiMLCtcqVuCTzTyGuez22vifPMmABp0MsXZNWR0tII9sGIuEicG4w4eeiWDCW02kg3gB3SAQxB4KjSPtJDJsKsTuTMS2asBrQ+zLjAwr0h+mr94DslhJfrMm9FawhiTPIytdbvJie6HXqtnTPIw3ogfyOqSddR/sYA8g8ISUSA3Optbxl3NvuTRaGseBZ+H3482c9nF03jt0UqiRSveFh2xumIUICRYTXN3NPrimgKQnJzMe++9x9NPP43JFAgsud1u3nnnHVJSDmZxiIg4sSfHHUum6W/g/GwW+A4zcU7Qos2+AsPwu/qia0dN1IhMOW0kG5bvoq2lZ907S6iZtMwEFAEqSmoJjwqlvrqZtuYO2po76DcwjZDQoD7r+0nngj/Cm0+zJSyPhQuLmFb8GdNHpMM5Vx3SNCErgovvm3TEwyVGByYVxUWaqW9x4nAHIltCVz12o16D2xvYphEFNKKC1ydjtjagKB2Q/L3JS4KAEGKEEGi79ToYHosQH4Y4JAU0IkpiOIpfQJPWD8lRC0Desm1E6wxkZwKjwOWT+c+W1kBgf2QERq1I/9gBNNoa6BcbuO/KTxpMTnweG8vWs7tmF6KoQVZkkiNSmJZzKvsailm5bzmyIjMibRQmvZkFW9455Pu3GIN/7k/it0WRoGMN+OpBFw+hEw8NwvYCo9HIY489xrXXXkt4eN+usPV6vej1xy+NaVyceg+t+nGKLOGuKkCyt6GxRGBMyUcQe/e9WVFRwfjx4wkLC+Pxxx8nPz8fn8/H4sWLmT9/PsXFxUd1nKVLl5KXl0dNTQ033XQTs2fPpri4mLCwsKPYW6X6aRRZwlu5BdnehGiJQZ86stfeK/X19d1fL1iwgPvuu499+/Z1b7Oc4BO6VSemEyoQpzEHkzz7csQPHoeoNEJi48jYvRJT/9HEnHULou7Xkfdd0GgJH382k5xtaMNH8OiBFkqK01A6BYbNimHF9mpqmx18uHw/F0yfzYSUkTh8ToYl5B/F0VVHK00fypyySlp8ZmI0nUwwlrCivO6YHPvWiVdT21ZFZFsr5tRc2rZ+Q5mtlhcTwwmWIrm5uo0rBvpImxjFJ+UfEimmULYhA0GAGy8exYfvL2GxKx+NIDM1JxjR30GZJjADeaMmhr3WycRqOrjBuZ3IjrcxDb8SX0gwg1JG8vWGiu7aPVa3jUWlKwFYU7mJCwaeQUpcCP/567Tuvn6y6gCfrznAVSNgijeQ0uZj92guGhaPr60eU0Im/5h1LzW2evJjsxEEgQGp4eza34LiCkKRRZBF/vXmXjS/C2fysKRjcg5PRut31/HiJwW0dhxcKRMZauQPZ+czblDvFZOfPXu2OtPyMLQhUaTMvIz6z59HTB3CDl8mkZVLCco/hRGnnYGg1fV1F4+KXqfhglHTectgwxyWzkdL91BT0580WzPTzhzLs3vfpN7exGf7lvDYqXcyPCEfnUZHdlRmX3f9pBIuJNNcnMKlwV8TLduYYoX/Nu8/JseO//2DeBrLUdwOTGmDaFnyKv72gx/8dbKbP59ixN5pR95RhicmnWVCGwNFO9OnX0P1hy8Rp7XhEvRkZI1h71odWdpGBGCrP4UV9iFk6hpItRsoafIwfmgMiXF64tPPY1PNDs7NDfz98DZWYN+zGgBnyWZChs0gOzqLZ0//e3dfWpe/iaNoPUP6jSTD1ww+KI+MIysijWZHKwOS8/Fd8xR+Wyum1DwkSaYkdAxLGjoZaigFXWBg+NPPH2PMeXcxMDb7mJzDk1FfXVMAhg0bxoEDB1i4cCGXXhqYsLBw4UJSUlJIT0/vbjdlyhSGDBnSPVu6qamJq666iqVLlxIXF8ff//73H3yNXxsxbAD6EXfj3fIgmoyzkW3lKC070Q66BcOgGxGOYsXciUCr05I3PIuSggpi4iMo2Bb4O2bvcJKSGc+qRdtwdLoo21fD8PG5NNa1YraYCA45fHpD1c8UGQudVpYOn0ltUDyL+p/J9KI34JxfdlhREDh9XBptnW4kSSE+0szKHXXdgTm6AvyjcmJpr6imcPZ1SOZGkjtWgtaIqd8UXEWLAg0FDYakIThtmxFj+yMIAnvFNL5yDWWkZw0Ttn+Gb38bhmvOQReVhtHdj8jC3QTPDkwKK2z2sKMh8PeruNnDkHgT6dEZpEdndPdledFS6jvqSQgL1KGWFRmTzkyoKRS3z012fA4xITH4/D5iQ+Pw+D0EGSw4PI5AgdUu7256iwtGXkyk5fDZEFRAy0Iouxm8NQe36ZMg498Q1bsT+aZPn05paSmPPvoo//znPw/bZu3atdx5551s3bqVqKgozjnnHB599FGCggITAARB4OOPP+bss8/u3icsLIx//etfzJ07t/vaNHToUAAmT57MypUrmTt3LlarlZEjR/Lcc89hMBgoLy+noKCAm2++mQ0bNmA2mznvvPN46qmnugdWv91v6NChPPvss3g8Hi655BKeeeaZHoE8WZa5/fbb+d///oder+e6667rsUricP1Wqb7LUbyGtsXPIXU2d2/TBEcTMXM+QdlHTl38S1x//fUIgsDmzZu732cAeXl5zJs376iPExkZSVxcHHFxcTzxxBOMHz+eTZs2MXOmWq9cdWy5Chdj+/pBZFtD9zYxJI6Q2fdhyj32v2/fnUgRGhqKIAhHNbnC4/Fw33338c4779DU1ERycjJ33nknV10VmGy1Z88ebrvtNtasWUNQUBAzZszg6aefJipKnaj6W3BCBeIATCm5ZN36nbohs6/ty+78bNqQSGLPC9Qd+l3qfh4r24PPK/Dk29u48XdDqGnsZMzAeLQaLTeNPfqLnOrord9SQpIs8aFjFKea9lCiRDB44LGpxacVNaRGpUNU4AP/srYEmrRh+EWBdlFDgRLNvsIYYsdV4FXcNMql6LWZeP0KT76zk3idgQxdM57hI3jEt5czkkdxaksMb7QXYq/JxiGH0yCHM1Pejc3jRwrZzJDBsxmTnEBCssyzm/7Lyt1OLpBDOTVtLJWdjUxIOZgCraK9Br/sJysyjUUbymlqd7Fwi5u5hnDsbj/5mgo8WzbRVLWLpKufIMIcRoT54Iylv10zlmUlW3n+DTsRBYOo94ehSEZqm+2HPR+qwIDpo69vOWR7a4ebR1/fwp1XjOz1gVPVoYKyx5DVVS8tMOxzVh/36OdJDInjjonXA+CTEjjw8eecpt9B5/vbmX76NTi8TmZkTcKsN3W3Ux07iqLw5dpyFEUgQdMOQJNOZHTikGNyfFFnwJR0MCAlOw+uVFGAYpOOfa5yLra6cEk+jLZ2pnQEkSQ246t+knJ9Mm+6xpI/LpwdTZuYPT2LvcWnoG1dzqd1w3HJwTR5Qng87G3u6EjFFbmToflTGRg7nPGaUJoWPMln3hTKoidzUc54ZGcH5n4HryklLWUYtQZSwhKxbV2E4nNzoHwbQQYjbfip1kiUFi+mqqOWv06ajy48Dl144CZFoxF5+k+TWbh7GR+9E0+9PpRwXSf7zDrS7C0MjD0mp/CkcyJcU+bNm8err77aHYh75ZVXuPLKK1m5cuUP7jN37lzq6upYsWIFOp2Om266iaamw9e1+jXS516NPvfqvu7GLxYRFcqYUwKZGtxuL/v3VgKwYcUuMrOTqCytIyM7GZPZyLhpQ/u4tychvx8Wvw/AacWf4BO0zNz/Bcye9qO7Hg2dViQ2/GDg1O3zH9KmodWJVQzGL3qoE5NwyQmk+Rrh2yCcqEUb3Q9vYxGWW/+MZ/9mpCA36+Rc6vWxrEyeyoTyZcjNLUhfbsM8dyS6343DvXYF7ff9GbRakoaPZ3DO7xAEGBB1MEWlp2AHmshopJhoihsCq/hlWUYURGRFxuVzsqViMw6vgykDphLxnZSUBq2BS0Zfxqp9KylpPLhaQ0HB7ulUA3E/pGUhFJ/fI3gJgLc2sD37w14Nxmk0Gh555BEuueQSbrrpJpKSek7sPHDgALNmzeLvf/87r7zyCs3Nzdxwww3ccMMNvPrq0dWU3bx5M6NGjepenfPdYNmyZcsICQlhyZIl0JVNZObMmYwdO5YtW7bQ1NTE1VdfzQ033MBrr73WYz+j0cjKlSupqKjgyiuvJDIykocffri7zeuvv86f//xnNm3axIYNG5g7dy7jx4/n1FNPPQZnTnWycxSvofnDQ9PbSZ3Nge3nP9Arwbi2tjYWLVrEww8/3CMI962fu5rt2ywKXq/3F/dRpfouV+FirAvmH3Idk22Nge0XPtcrwbif4/LLL2fDhg0888wzDB48mPLyclpaAvV4rVYrU6dO5eqrr+bpp5/G5XJxxx13cMEFF7B8+fK+7rrqODjhAnEno9GZ/bjyNA0vflJAp9PHM+/v4O6M7ZSVNHK3M4nw8BAuGHQWKV0zAVW/XEW9jce/bOAcUzbjDSUstkRQk9yKbFtIw6ebSImzcPXwi9Brj83s5YTkRN5eM40Ywxam+OoI9YQS59hE5aZ8BuUOQuuMYZ3/4AWj3hfCs74ZJLVXYtc7WNG4h2fmPIhtZQFvbD2ARXAxSFdFuRSHq7+OZY4adu9ayJjkYayr2kJVRx1VwLSy/VycdzOW0Zd3H7vKWstflzyKoij8beqt/P60XD76YgvTvKvRem00jPor+Z5tsGcR+tiDs9r3V7fzny8WY9DvYm7OcCaPPAsp+B0GKNWsc/dnT+wczu1aiafqSZIVXvyk4IhtXvp0D6MHxh+XlGKqk9vsIYNpbdtNx4YddLR38L83G4gcJvDu7s+o37GEKZow4qZehi40pq+7etLYvq+JrzdUAAplvmgydY0keGViv3iD2u0bMMRnEXnq3GOWFsOYnIOjeCNOWYtTMdChk1lX1oIi53Behsg2ZxKvVQeTqmnmz6FfM4gadFHN7LXFYVec7O3YzgOX/pn/brDg+sxPrGhluKEcUacjdnAZRbZS3t/jYGDsADp3LUdqq2WAUs9LVf2Yfv3lDMw8OBtvd0MRf1/1DBpRw9Oz7iNy+hXs3fghC4we6sJCuGLI+Qxs2se2ugLSwpN7nLNVX35Ksm4vSaeewxkDRjEk8lp0sp9VIWZiMkdyipqO+7BOlGvKZZddxp133kllZSBIs27dOt57770fDMSVlJTw9ddfs3nzZkaODARyX375ZXJy1BS5J7LcIZm4HG5qKhppb7Hh8wZqKu/aXExJQTkh4RbyhmZhMP46Vvz9Kqz+AjYHBlsGN2xnUMN2BKD93VLe8OWSnBLHubmhx+zlYsLMtHZ8WzdWAQQ21jgICTGREaWlyOZjgXQa+UI5V2oDdYGQ/fib94PsR9Z0EHHJ3XRsepMpDXtw2mDEnmVoBqQitZfg3bEZh8VC2O1/w/n1J0gNXRlIaqq4ec5ZaOMP3uO6ln1Nx78eQTCZiX7lQ0ZnjGVH1TY6PYGUr1Ozp7O3bg+NtgaiLNHd++1vLGF96VokWeKUnGkMThrSIxCXG59HamTaMTtnJxVFCqyE+34QLvBkIIFp2S0QeVavpqk855xzGDJkCPfffz8vv/xyj+ceffRRLr30Um655RYA+vXrxzPPPMPkyZN54YUXMBoPrW35fdHRgd+Xb1fnfFdQUFD3ijWAl156CbfbzRtvvNEdhHj22Wc544wzeOyxx4iNDcwS0uv1vPLKK5jNZvLy8njwwQe57bbbeOihhxBFEYBBgwZx//33d/f72WefZdmyZWogTvWjFFmibfFzR2zT9s1zmPuPO+ap90pLS1EUhezsY5eZwmq18tBDD2GxWBg1atQxO65KpcgStq8fPOJ1zPb1Qxizp/d6StcfU1JSwvvvv8+SJUuYPn06ABkZBzMBPPvsswwdOpRHHnmke9srr7xCcnIyJSUl9O9/5JJJql8/NRB3nMwZn05Tm5NPVh/A7vLTVl3Fx1kCDncl1INX8nHXKTf3dTdPGhEhRqJCjTR5QpliKKY0JJgaTAhBVsrcbZRVQIiUxGXjph6T15s4JJGVtaUU2O0UOQ1c1dnIWn8GBQ0+0tuiGNovHOhEpxVRFAWd5MaFgebCVLLGy1wwNDADdtSAVD75Yg8AWyKMjJxzKmjdrP5mKzmRgT/e0zLGU9ZaQXxTPZGJkZjSBgEge5y0LnsTWa9DQcHXlMjdTxZy2rh0bj7FgrS8AbeiQ2swsEM/hTnXn4sxLFDbxXlgB+8tbqEyaDOi0cXf92xlWGUGg3wu0EJikI/TLx+BUa/+yTicwrLWHqnDDqfF6qKwrJX8LHW5ueqXi5h8EXvaTLy+yUWr4sXe1oRRdDK6ogwf0K4zEnO6ujLuWEmIshBk0tFPLiFbfzAVhkZR8NSW4KktoSl8ELmjRh7xOEcrdNTp1G5YjNlehxk/UTZYUpdGgR+KE7JIiYgGrPj1wSiiBlGRGNHpJlHpRMrL4uJBgZWfw8Mmsc6/FLtioCbeiXjGX5nW2sSna/VkpwauHaEj5+Bub2Z9azQj4mLJSg7MgPV3ttO28i20lkDdHW9NOvMf3sRls3JoHz2NutKVCAiM6PQw3pCCcsbFhJsDdV821+zkjc+buMG9BL0g4fj0eRwDJ6OTA6syBuks5Iy5Ak0f3yidqE6Ua0p0dDRz5szhtddeQ1EU5syZc8SUKUVFRWi1WoYPH969LTs7W60R8iswaNQAvF4/TXWtOOwuFDkw0OF1++hot2MOMpI9KONHj6M6SilZoDcge72IKHwbTl+VMpltTjPbim1M0TcTkXVsJsANHxDN/horfikwWKUoCsUeHUKzn4pgPUatCfDi11lAEVBkCUEUEXRGNEGRmPoF6tPpY3Po3/Q5/cPqkE3VhF54N66oL/E0FqKfMB6AoPMuRXY6kDs70Gfno4kJBESsTitbKjYRj40oYMfEgVRte4spA6aSEJpIRWs5AgIev4ecuBxm58/BrDcjyzIHmktZU7Iatz9QX/ubPYvIjOnX/f1FBkUysf/kY3KuTkoda3qmozyEAt7qQLuwKb3alccee4ypU6fyl7/8pcf2Xbt2sXv3bt5+++2DvVIUZFmmvLz8F0/oyM/P77FCrqioiMGDB/dYCTR+/HhkWWbfvn3dgbjBgwdjNh9cXTp27FjsdjvV1dWkpqZCVyDuu+Lj40+qleCq3uOuKuiRjvJwJFsz7qoCTGnHJgvHtxTlcAGNn2fcuHGIoojD4SAjI4MFCxZ0v4dUqmPBW7mlRzrKQynItnq8lVswpI85jj071M6dO9FoNEyefPjPJbt27WLFihWHrS934MABNRD3G6COqh8noihw5Rl5JMRYsO9Zw7YOCw5NYJBFUBSGRqq1fI6lkCA9L941nZYtfmzLtjCt1UmJM4UOWxxSQjWCILPwyzbOHurDYgrUifJLMj6/jMnw894W5rAosFcjKNCmESjJqcSoO0BcrYHx5bVkXvI4WanRLP/iG94rMKDDx4W6DbAZXAnBOF07MOxYwt8ituJXFJ6JjuTNtQpTYiaSXqOwqcbB1ZMl4oJjuHfqnw55/c6CVXTu+AaARy+8nRcW2yn22Vm3u46r7plBS1QMimzmxZf2oCig1w7kzEmRuCoKWP7GK1jduYip4WB00dkRx7J91YSPvoyW5kKmnX8O4SE/PhPxt6rNduQB05/aTqX6MYJGx7izz6U9uow1NWuIb5I519mKTSNilGX06YOO4iiqoxUfFcRr981g1cZWlDWBGmedsoE2KQiz6KVdtrDgmwpeHD4EXVe9T59fQlbAoPt5waaQkCC8dnDJWnaIUdxiWYZF8fGVP4HNJh23X3YruRkRrPxiG0MrDqAoEGqzMXhbCcIghdU7aqjatZX7wj7GhYYnQ8P51+4P6d8+k/RahRWtHVwyBgwJWaTM/TuXfe/1bVu/wr57JUbgwSvu5+m3G6jzuVi/u47Hb7qQvJh+JLh8OD74Jw4gJjgScsayumIT//pqMZI9hTIhhgHaeoL8fjp3LsecOx7J2sjg8/+KVmc6Bj+Zk9OJdE2ZN28eN9xwAwDPPXfkWduqXy+dTsuICXmU7aum6kADTrurx/PRcRF91reTUtZA+O83bP3wc0Z++UR3IG5Y7WbWp0wmuaOSsNUL4OmPQOh61usGQYSfWTNdr9PglwKTIQRBYILZgwBstoPXqOX6kZHkxybievt9hCgDiqKguDtRPHYEjQ5XxWa89YE0korHh7zzAPaVCxATwsAm4HGXYmYGhmGjMAw7dCXE1orN7G8soVyr5YqHnqa2Yxt+2Ut5Sxmz8k+jtLEUv+xj5b7ASsFzLZGY9WZ2Vu9gY9n6HseSFIma9ipSI9PwST5Oyz9dndhxJL76o2j0E9r9ApMmTWLmzJnceeedzJ07t3u73W7n2muv5aabbjpkn5SUQGkJQRAOCR74fL6jet3Dpd47VnS6njWnBUFAluVeez3VyUOytx3Tdj9Fv379EASB4uLio2h9ZAsWLCA3N5fIyEh18pWqV8j2o5vccLTtetO36Vl/iN1u7159/X3x8fG92DPViUINxB1Hoigwe2wat366iLLYBHRCGSICfzDPYlLeaX3dvZOOTqshbvQsZGsTxbsrmN3h5A1bHFLHwfQoSzdXcfbkTNwePzc/tZJmq4sH/zC2R1quozU8aAbptWvIcbtAURC0fhQg3NSG1q9jWG48//14D6sKAjfUWYZamhKaifFK1HzxImH6WkySHRHQA+a2SKobE8iTv2Jy8A6aiaDxpdVogkIIyhlH6PCZCJqDH/xNqXloLBFoQ6OITx3C9ee4+XTpXhJo4JWH/8FE7R7Cxp6NUW/C5fFT1+IAQNCbWO3OZq5lNU3twfxHG47OFce0Malcfv5gBKH3CgSfLCKOMkh5tO1UqqOh04qcMjqGV5boGCkawAAGUcv22Rdyce74vu7eSceo13LKuAv5yOvHuq2F1dZ47N7grmcVtAmlbKndzbiU4bTb3Nz81Eo8PoknbppEcmzwjxz9UHtGTiLhkwosog+9X0OQ1ocgwBxvHQ4ljWH9I+j4/Emyqsu69zGLPob729n+4SO8WzaHfF0V4ywKZvyYFIlGRwtXWj8hLLicUk0NV/3dSFJ/OxOHxzAtYzyCcDDNoSlzKLYdSzAk9CM9cSA3nJfA8nWFxIYUce0HC/GjMDfvTCJ1OkS/nyKflZGAXjDSvyqCyy1fs18TwfORMVzidJE++FQiTrn0mPwsTnYn0jVl1qxZeL1eBEFg5swj113Izs7G7/ezbdu27tSU+/btw2q19no/Vb+cTqclJi6S4l3l3du0Og3989KIjFEH1o45UxB5F17ABo2WIatfxWxtJKWjkn8uuuFgm5JdMGAI1JTBvVeCwQj/eBvCfvp9SkKkmdJaW/djTdefe70gE2EQGBnlx7bxJZQIHUJXMOFb7SueB/lgvR9Br0UcloYU6sX33mKU5jb8FXaa3lyGftZETBOmYUjM7/H66dEZVLSUkxGdiSFnBKc0h7OvoQi318XLa15EQGBMxthAmkQUHJ5AXWpZOTSgYdAaGZoynMHJx3aFyElLd5QDe0fb7hf6xz/+wZAhQxgwYED3tmHDhlFYWEjWEVaBRkdHU19/MFi4f/9+nE5n9+NvV7xJkvSjfcjJyeG1117D4XB0B+nWrVuHKIo9+rVr1y5cLlf3wOrGjRuxWCwkJyf/4LFVqqOlsRzdJJejbfdTREREMHPmTJ577jluuummQ4LVVqv1qINqycnJZGaqCwtUvUe0HF3JjaNt15vy8/ORZZlVq1Z1p6b8rmHDhvHRRx+RlpaGVquGZH6L1J/6cebvaEZjDkW2aRENCXja4ni6HazBZWr9rV4giBoSZ19J4mywFawm6Yu38CWP4oOmLNpsbgb3C9zI2hze7sBUWW3HzwrERYcEE2xXMGgUGnQaQnx+OvRaHKJAVcpp3HLPV8iI6PEzw7Sb0ig3q8K7PvC0plPTaeFM8w5KjfkMHT+Cc7Zupi3bSbErhQFSKXHhGvzt9fjb6/HU7EPoSl8G4HT7MEQkkXrzS939SU8wcKFuGa6ynfgVAY1foXPd+wQb5+LyBNJaARgTspic9ClBNi/ptDK+IoUpQV+RlmpBENQb3KORmxFJZKjxiKnEosJM5Gb0TgF5u91OaWlp9+Py8nJ27txJRERE9yxS1cnJ4XNh1OkpdCWiDfKyNcZBWfFiUsISmZB6bNIkqg7Sa/VcPP1KmA6JhUt5b/sSRkSPpsJZjKxz0j8yUHezsc1Je2egHk9VQ+fPCsSFhsbSZBCxeMFsbqdK0JLm8SMDmb5xzH/gQ+4L20EwUCOYCJUkgjVeFGBYewdVodtYaRtBeryTMYOHoK3fyKiwRArlcgY6RMxmI81NjXQq6ynaCha9mTHJwwBwuHyYknJI+/Nr3f3Jz4oibPnH+Aqr+CYtErtWwxdbP6cuJQJkicldgbgxqYNpjlyI0esnT26mpjIfXdAB9LFq7Z6j1dfXlO/SaDQUFRV1f30kAwYMYNasWVx77bW88MILaLVabrnllh+dGao6gQgHV5totCJ+n0ThzgOER4UQFRvep107GQXpRcZdcj5ccj688SQsWQjjZkDBZggOhaSugc2aMnA5Av+a6n5WIC4kqOdKun1uLW4EWiUN8w0baV+6CwChq+5VD98JwmlC4tEn5OIxb6MpYjh7shMYbv2QoE4viknCb26nc/uHiKYwdBGBYIVs7yQjKpPMSQfvdVMj01i1bwUuX2ACI4LA7sLVoAv8DlqdgQD+0JRh7Kjahk/yIQoisiIjyX4iLb3/9++kEToR9Engrf2B+jpC4PnQ4zP5Mj8/n0svvZRnnnmme9sdd9zBmDFjuOGGG7j66qsJCgqisLCQJUuW8OyzzwIwdepUnn32WcaOHYskSdxxxx09VqPFxMRgMplYtGgRSUlJGI1GQkMPX2vx0ksv5f777+eKK67ggQceoLm5mRtvvJHf//73PVLqeb1errrqKu655x4qKiq4//77ueGGG7rrw6lUv4QxJR9NcPQR01NqQqIxpuT/4PO/xHPPPcf48eMZNWoUDz74IIMGDcLv97NkyRJeeOGF7s9/tbW17Ny5s8e+36ZmVamOB33qSMSQOGRb4w9ex8SQOPQnwPhHWloaV1xxBfPmzeOZZ55h8ODBVFZW0tTUxAUXXMD8+fN56aWXuPjii7n99tuJiIigtLSU9957j//9738/er+l+vVTA3HHkaIo1L52F5ODnFQkhaAgYLYOwAbERKiDFL0tJH8So/IDNQ6+v1YkJsLMXy4dTl2Lg5ljf95gYXZaGH/KTCHa2s4AyUaopNABlJv0nFb6GbeGhPB/7jmcF13GKNdeMiUdLyrhIICUVEZkq57bdaOROmL4Z20N8R0FfFYTTaEvifToC3ni4nzaVryFq3IviteNLiIwa3FLYQMPv7qZlLhgnrplMlrNwRsDxR9I17Et2ESo7KdBp+Gv0meszzqfU0/N4/2tS/hm7yIGW9LwO/IodwUzyFBKCA46dy0nrCvQpzoyjSjwh7PzefT1LT/Y5pqzBqIRhR98/pfYunUrp5xySvfjP//5zwBcccUVvPbaa0fYU/Vr5vS6uPObfzAktpOLWttB1rBFH40oQKRZXb3Q287Mnc6ZuYfOcgPITovg+vMG4fL4GZP/82aYD47L5eHYEFKrm8n1OvF2/fmoNuoYXvkO5qB41giDGWepIamzFZ8ofjuWiQzoUjuZ4/iETToDjc4IGh0tNDlaUUSFqqHD+X3+NQxZtJsywYgi+IkOCgxqfrOpkmc/2MmQftE8eO24Hn1S/IHB2FktTgqC9Qxs9tOZnsXA9HjOyz2NosX/oX3vamzpgynYN4BCbxwzjVuwKE46d6/Eoq7UPCp9fU35vpCQkKNu++qrr3L11VczefJkYmNj+fvf/869997bq/1THRuOThdrvtne/fjbDHAajYjB+PPSIap+gstvDfw7nFGnwKU3gdEM/X9e6unUuGC2l7R0P67xa5EQMAsSoa1dQTidCQQBxes89AAGC3jsSLZ6fFo9ssvKvysTcGSlYxs2mUsTvTg+exMZEUGrQzQGap/Y33sN+9svY5p+GqE339njkN2r3bouXtq6eqLTM4iNz2Rg0iA+3/kptdYaEkITqLfVd4+9+WU/pY37SQpXVyUdFUEDGf+G4vO7Vxx+58nAfxn/CrQ7Th588EEWLFjQ/XjQoEGsWrWKu+++m4kTJ6IoCpmZmVx44YXdbZ588kmuvPJKJk6cSEJCAv/+97/Ztm1b9/NarZZnnnmGBx98kPvuu4+JEyeycuXKw76+2Wxm8eLF3HzzzYwcORKz2cx5553HU0891aPdtGnT6NevH5MmTcLj8XDxxRfzwAMP9Mo5Uf32CKKGiJnzaf7wh3+nImbMR+il1LsZGRls376dhx9+mFtvvZX6+nqio6MZPnw4L7zwQne7J554gieeeKLHvm+++SYTJkzolX6pVN8niBpCZt+HdcH8H7yOhcy+t9feKz/VCy+8wF133cX1119Pa2srKSkp3HXXXQAkJCSwbt067rjjDmbMmIHH4yE1NZVZs2apkzx+IwTlWFbpVB2RoihUPXsdJb4OXkoMR5EFPHsmMGFAP648YyDR4Wow7tfM7nXw5Mt/YW9X5oBZ1RIFpmA8bSncIqxFFBTu0Y8gucPENca1aJC5MzQfYhqJkgbQPzWE9TVb0Clm/jv6Slo/fYqPfRNZ1hDBhMEJ3HH5SNbuqmVfaT0ayUNIbCQRKe3sLxL4bFkjoijw9t9mYTEfHCyRnDaq9q7kjgNfkeTxM87qZJjdQ9jEC/gyWMcX+75BEQSi7SJVhTNI0zZzQfh24ixaEmddgTlreN+d0F+h9bvrePGTgh6rGKLCTFxz1kDGDUro076pTj5On4v5n99Nv7Z2Lmo8mG5KP/RU4qdcisb801dhqU4c1e01tP/nFixy4GPaAYOGBqOeotBgrq5qwi3oWGIJZqqzA5NfoswfQ6a2CUEAQ2J//KKIVF2MLTQCz1nX85+tbxGkM9HkaGVO/2lcMfR8bDuW0NBSybJgHXnhqQx1y7xXqOOzrW2YDFref2ROjz75ba0U7/4G06oPKTXp2GIxsyvYwHWjLiV67xaCCtYiALVY+GfbueToajkvooCoYBOJZ16HMVEtPv1TqNcU1fHktLtY9vmmQ2obZWYnkz04A632xBjcUP08NU2drNx5MK1fvU+k2KMjXtPBLeJHgfpzihyYzfG94QF9fC5+ax2yy4oYFIUpYwzOoqX8H+dR5jJxcX4Ys7IsOD9+F8nvgH5R+KPSadTqiXjlNZSNG9AkpRL9wls9jmt1WtlasYWShiIQBDReH5JOy5zBZ7KpbCMt9kNXieg0ekJNoZyaO4PwILV24U/SshDKbgZvzcFt+uRAEC7q3L7s2Qlp7ty5WK1WPvnkk77uiuok5yheQ9vi53qsjNOERBMxYz5B2WqZEJXqW67Cxdi+fhDZ1tC9TQyJJ2T2vZhyj5xCX6U6Uagr4o4jQRBInPsPwuvLefatAhRZg+IOYs2uOtburuPOK0YyNl8dWOlNHywrYdmWKq48PY/RA49tHnyTDJMdbZSEhWOWtcSPuZHUiq2Eti5F0gmsi4khqDiWEovEg/rx3ObZxJ9cbWjKW9nstNMREkiDkRufhiV9IJZbXuFmReF3LQ7iIsw43T4ef3MrXWOy6FJXo22oItwYxoicMxmUFd0jCAegMYfgSx8IZV9zeoudNLcPNDoM8Zks2fIKikZAUBQSO7S4LdVcpt9ItOSCDlC6Crqrjt64QQmMHhhPYVkrbTY3ESFGcjMij9uqBdVvi1ln4rEZd1HbXIb0zmN8O0Tq3bGEz8rWk33hveRE9+vjXp7cXtvxAbsaCrl2xGVkRx/b2gixfhlf1x98RatHf/YNFJVspmKrjpXaMKpjBM6qr6AsWItNH8SnRjO32iKJcbTiaSjHlJKLC0hMG0J08lBGJw9FkgN14uItMXhb62j56j+siAhiRUQQiRsX0+zwMD02g7qJw5mYOfiQPmlDIrGn9KdTp+GjmBCsOg1x6IgxhuIvXPftvHrMkp8B+iqutKzG4JOhjYOz7lVHTb2mqI4ns8XElNNG0tzQTsHWku7tB4qrqdhfy6TZIwkJDTriMVQ/nyzLfPzxxzQ1NXHeeecRE3Ns65yI3/m7odeKnJMXTX3hMtJchSBqQRBR/F62ylkECV5yhUrQ6EHy4m3cjzYsHtllxZCQhyltJKa0kdwlKbS7JGItWjy7t9P56guIk7IRTQksba2gTaMl5dSRxA1IITPv0JUTYeYwIoIiAsE/QNLrMOlMyLJ82CAcgE/y0mJvRiOqwxg/WdS5EHkWdKwBX32gJlzoxOO6Ek6lUh0qKHsi5v7jcFcVINnb0FgiMKbknzCre1SqE4UpdybG7Ol4K7cg25sQLTHoU0eq7xXVr4r6CfY40waHo9FakB3Vgcf48KNDUWBrUZMaiOtln68po73Tw+JNlcc8EKcxBpE/5DQeri0mbva1GGPSqKt8H6foYHHnYMp9ejR6J/r+e/AK8ELFQC53lxGlkcgWa/ioaCT/ueFRQg0HV7EIgkBidCC1i0EQyAhXKGsDvU6D2RCEC5C8WrYWNbG3rI0zJmb0SE0J0D8qg3sn3wTbl6HsWIEg+dj31RvkmhxsDzWjCAI7Y2Wionfhr1ECOc0A1IvZz6IRBfKzfnrtDpXq54ixRKE4bXR0PfYCeqBJA77GfWogrhdJssRXJcsBWF256ZgH4nSRiVgGTcXX3kDMWTeRGRrNh2v30WkL4/MkB4LfzhCjjrfjzQCIOAmt6wiMZ0o+PMik3PgimuCDKwY0ooaE4MCkD40lDFdQCCkeD3pRi94cAo5mGv0O9npW0VK5l6n5Dx3SrzEpw9l2yV1kH1jHlvoCxja30fbVf6g16xnTVRcvXOPmzIi11EsGUiUXAsLh6w6pfpR6TVEdT8GhQVjbbIdslySZtmarGojrRTabjYKCAgCKioqOeSAuJtxMcowFvyQzIT8Og15LeMF+7Ih85BtGgtCGER/vSpMRULhd+xGxUqBOG7IPwRRG+PTfoTEdTFWr1wjEWgLDCZrYeASDEaXBBtmJGPUmkHy0+jqpilSodh3gHA6tPT00ZRjBhmB21+6k0daIy+diVcnh0wl+SxREBEGdkPCzCBoIm9LXvVCpVN8jiBpMaYf+jVSpVD0JogZD+pi+7oZK9bOpgbg+EGTS8fszk1iz+30qGweCS0f/5DAumK6mbOptv5+dw4ptNZx3Su8MTkdOv4Lvlg6POesWlr/yAovac8ENA2JKsCoCCgoN/nC+cAxhoKGGze4M7M5WHnlxN/+4oeeMUcnRQfOXLyCaLNygrEAKF4mYcB7GuNEUHZCpNkziVaoJDzYgfuem1Fm6HX9nG4rkx1u5g698GVzcVT/IbnVQbTF3t1U0fq6ssRIpy9QK8Yy8/EaMSQN65RypVKpjKzYmg9JRp6Js3EiC2AmA0H8ks/qpAy29SSNquHTQOexuLGRW1uRjfnxB1BBzxvwe224/40z+5v0QW2gFANu9UehkBwqgkxU8igaj4Mcu63l+VwoJrv3cd1XPGxVfewMti17CFR7Ng3EGRAzMG/o7dILIrsoCnKGRULqCCHN4j/3WV21DViSaHK0UNu1nUl0jZ5cHVixINhdboyzQFYiTgJeSwvCIIsmeATwy41IMcRnH/BypVKpjLzk9nvKSWtpbDgbkUjLjSUqL69N+nezCwsIYN24cTU1NDB586IrkX0qrEZk8pOeEz+CRF/LNphLWuXMAmKdZjIiMAS8mPD3a+mp349LqsQw6o8d2v7UOR9E3CG49iscNJXUEXXgT0yIUWhxtlGmN7Gvah8Vg6d5HURSKG4owao3Ud9TR6mjF5TmYgtfpdfzg9xFuCmdW/mkEG9X026repdbZVqlUKpVKdaypgbg+sk9ZS2OMDZNlJyFFg/jbH2YfklZQdeydOjqVU0enHrfX01rCGDH3T8Q8sxpJkhiQ4KRKVAIJurR+yqUYGr1hZJhrKOuMxVrVTqfDS3iIsfsY9sJ1OPdvAcCUkoPP2oil33Dq3ryHSMlP+jAzw2+7iOgwU3faGV97Aw0LHqFNMrPUlUdRnJs2q43RSgwZ2iZW+PpTVxmHMXczkiATatfS7g8hEiueyH5qEE6l+pVJOVCET+zEr4hUK5FcM+U6BI2ur7t10jsrZwZn5cw4bq+XHBnFAxeexf0rDmDWmbD4fNxeWQkIfBwdzNKwYMZ1mFgkZVPrj6RxXxOyrPRISda5cymusp0A5A8fQaPkIjUsiXuWPQ7ARXFn8vjMu4m3HFyNUdxcyr82/I/Yrlqj7iA9QQ0HB+kdosA4mwelKwFlq6Al2C/j0YtER+SoQTiV6lem03owECJqRIaOyenT/vxWzJhx/K4nAPrINIaNimfF+maSghRyfa3c430PHRJBwreBOKHrn4y3af8hx3CVb8TXUg6CBm1qRqDWW3wUjp3vEAyMHXwWg1OG9qjnVtq0nxXFy35Wn5MjU9XacCqVSqVSqVSqXyU1ENdH+kWmUdBYzEhfK1fOEtUg3EksIsTIy/fMoHX5W1g37MYTGUSH2cIOWxKS3sDf/zyF4CA97y4uJjU+pEcQDsDcbwT2gpVogiPRTZ9Pe7uH1MRITGn5uMp3o0/O5b01ZTS3u7j5oqGEBxvoREE0mnm7aTyl/ji0vgOYsrfz39Y4cqRzsIZ48FfKyKXjOWu8lfy6TehyJmFNGMqUkWpKBJXq18aQ2A9faw1LXPmkzr5MDcKdxJJC4/nfWf/k/za9xopNAnGKQniIyIEgK8ZIC9f94T6y3RoWLC1hSL/oHkE4gKCc8Tj2b8OY0I9rJlxAp8dOWngymeGpVNvqyAhNZ8HnDfilOm65aCgmg4ZQWUCv0fH7+lai/BKjOt3dFd80WcPQttYQ296EJjSGhqR0XvPVMT5hIvGWAUwblNcn50mlUv18YZEhtDS2AzBivPoePpkNiDLw3zMS6Vj/Kn6nkzABBEMwiseDGBRJ+JTrkRztuMs2oE8ceMj+huQh+Ntr0cfnYHj0j6BIiKZQxKAIFK8T2RLFpvKNGHVGpgyYioCAQWtAEAQURTnkeJnRWVS1VeKTfERZotFrdbR0tpAbP5CokCj6x6qTBVUqlUqlUqlUv06CcrhPwKrjYtHmffg7fZx2St4hA2Wqk0/xjkUUrn6DIXYPmvB4ws69k3ffW0qrNob5V0wlLNjQ3dZvtyLrDSBq0GsDQdrOkm289t4qlnakc9XZgzhzYiaKLFHV6OCGJ1YAcM1ZA2kwb2LpgTVMtLoorRhBmTcZfdYONBGNGORgXj7/UfZVtvPKF3uZNCSRc6Zk9dk5UalUx4Ysy7Rv+gKvaCJ+9Kl93R3VcfDilnf4cpEd2RpLfp6Bi09L54WPdxBtjOXOSyZiNByca+XvbEcymBA1GnRdQdplZet4ZdsCfLKPP4+7hjHJw5BkiV0lrdz/0gYA/nr5SDKLX8NZuo0voixktgvkSJ3dxxUt4aTe+F8c+zZjXb+Q0FFzCM5XU6KqVL92kiSxf08lZouJlMxjW1NZdWKybngDf8sBAPSJg9HH9MO5bxna0ASCh52H0FU7WlEUZE8ngkaPoNEhiBoURcG5fzWufSsBhdDx89CGJwMKxQ3F3avfzhl6HmtL19Dc2XTYPkQERXLRqEvYU1tAUX0ho9JHkxqZdhzPgkqlUqlUKpVK1XvUFXF9ZEnBbp5bUA5AeFQE4wcn/Og+ql+3cq8VCfgsysL5s6+hZs0XfFkdB3iJ+KaYETmxjMyNw7ZzGS1fPk+tycD/0mJ5eNrtxKLh/aX/wh8r0l/fwbu1KziwPp8/jbuGhKggcvqJONsdDIuXeba8EoAKg5YZERup62jE3SSxy5jJjaeejV6nIT8riqdvOfY1jVQqVd/YvelDQpYvAMCdmKKml/0NsLZpQPSjTd/Nzef/kaeXLqS6NJZqbHywbjvDBoaRF9Of9jUf0L76PQqDTXyWmsg/Z9xFU2cTlV//h2nAN5FB/HvDKxS3HGDu0N8xIDmYM5IbKfSGEh8v4F4RGJid0uagVGuhwJlAqOgkJsZI5rm3IogaLDljseSM7etTolKpjpHSFV+wrzFQgysqNgyzxdTXXVL1Nv+3NdoEggfNoW3FcyjuDrzOdpylceijM9CFJ+Eo+AJ35VZAQAyKIHzSdXiq92J/5T8IZj1bRudRs/tzRmWMZWjKMBJCE7AYLGgEDUa9iVZ7S/dL6lwe8tYV0JQcg3voEE7LPx2AgYn5DEzM76MToVKpVCqVSqVS9Q41ENdHNjduAm0YyBriIs193R1VL6q01lDdUU9OxQFku4dBHoWklMEE253kbd9Jg9HE0sZdLCqK5a/SmfRrqgAg2u3B7XVx77InmJIyksWRgSLneo0dSfCxqXIb15ZvJbNToiJMB8Fadn65l99fMI+3PnqGc1ytRPkkckyFADSWTOFzpZXB89QVcCrVyWZJ017OEEAWNWiD1dopJzN3bQlSZxu1hVHIbUZClSRiQ6KYkN2f4t2V9BdcWHZ9wFuVBq46816Cu64psS4PVreNWxc9xO8jcplidQJQbtKhUbzkfPMh+79egKQoTAemAl9v3MdpM+ey7+vnGODyMcTbCYauFXHt0LljKYbZf+jL06FSqXqBUPQBQvjl6PCgM6ipjk9m3uYyUCT8zkAqUtEShaA1YIjPwV2+EbQGXPuW4dq3nPBpt+C3NXTtqSA7Wmlb/m80zXqUvTUoQEf/TKRYExsOrGPDgXU9XmvjgfUMSxnB1srNAGTsPkDG7jIydpfxVUIUJY37GJE28rifA5VKpVKpVCqV6nhQA3F95PSB42lxf8yYxOFkJoX1dXdUvcTj93Lvsidw+z2cSRjjAK3PS31tEXJSOpFzduFrPYDT3YImtBmT4RzCJ12ExhRCgcZHZOseWpzt7G4uIT00kcrWFjprcjAP2IokCrT6TDR1piBqm9BYrHzhiKL/h4u5prMKBegUQWeIoN6nUDKgAsXbgiyPRBTFvj41KpXqGBo7ZA5viAqn9j+F3NDovu6Oqpf4O5qpe+MekCVmmkfwhpBBR4eBemsb00MTGJG7EUddCYLDRbzPi16jI/LUeWijkik1KATVbaXT62CHr520sBhaHG3UGbTcWGUlRJZo1GnYFmJkWKebOK9E//21vOz/ivrYEH7XaMMnakj1G9D7POhlN517VhOlBuJUqpNO4ohpWHb8h5Ap89Hp1NvFk5XPWott4+tAV104QHa2Ifnc6KOzkJ3teFvKutsLogbLkHPwVO9E9nvxVGxG8dgRYlMRwsKx6sEWbvnB12tpq0HXVt39uC01AWX7AexmA5MWrKCjuAFuVwNxKpVKpVKpVKqTk1ojTqXqRT7Jxw1f3ku7q4Nzm2yMsrlp04i8mJWEJSicGls9gqJgkBWGCCH8+eLHe+y/u6GIL0uWMzNrMkPj8/hqz0be/6QNU/Am2uOa8JQOQbLGos/ejCbYilYCvwYuqLOBoPBpRDz2gjHICOjyNiCanDw49Vayo9VVcSqVSvVrIzk6qHrhBhRPYDVbhT+Kt12juSxlE2miHqW1DkUBQQAhLp30q57osf/6qm2srtjIubmzyYhI5aMdK/jsSwdT/RuZrC/hv0lhVJr06GSFIElmbo2NaMnHK/GhJPokcprNPGOdjknwcVfIZ1hEDyk3v4zWok4o+i1KS0vjlltu4ZZbbvnBNoIg8PHHH3P22Wcf176pVKof5+9sxrr6BZClHtsFQzCCALL7YE1QXXQ/Qsdc1qOdq2IzvqZSzDmnopjD2FS2nuL6YryS99AX++6QgxCojR5f0cjoj1cDIHY9H/f5mmP6PapUKpVKpVKpVCcKdVnMCcIvyazYVk15XUdfd0V1DOk0Oh6fcTd3Rg5jlM2NTdDybHIEVslNja0eswyjbG4eKG/hzKTh7KwvxO+y47cH0sOEKonkKLPoH9afleUbeHPjp5zmW8mkNjdDi+Ox6DsRdB40wVYA/KKC7LTwZt35LGg9B4czCL+sR5Z1KG4zelFPelhyH58V1bH06KOPMnLkSIKDg4mJieHss89m3759fd0tVR/z+L2sKFtPQ2dTX3dFdQxpgkJJ/sO/MPcfHdhgdDAjdiWp7S34W+voxIhVNiMjEJ47EVflHiSnDckZGEyNUNIZKM4mNTSVT4sW88WGVZwvrQRFwz9tp2N26QHwiQJWnYZakwYNcFVDJ6dZPbR5zciKFodswiabEEwhaIJC+/KUqHpJdXU18+bNIyEhAb1eT2pqKjfffDOtra193TVVH+hwevlkUwXNHa6+7orqGNIGRxM+5Qa04Sk9tiueTmS3vcc2fdwAfO01SG0tyI7Ac5qgSPSx/dEERbC+dC27a3YfPghHV/Dt23+AKIhYmtsRFQWhKwgnJqr3KCebuXPnIggC11133SHPzZ8/H0EQmDt3bp/07bseeOABBEFAEAS0Wi1paWn86U9/wm63H8XeKtXJacqUKd3vC4PBQGJiImeccQYLFy48bPsVK1Zw2mmnERkZidlsJjc3l1tvvZXa2trj3neV6lhqaGjgxhtvJCMjA4PBQHJyMmeccQbLli3rbpOWltb9fjGZTKSlpXHBBRewfPnyQ463ZcsWpk2bRlhYGOHh4cycOZNdu3Yd9rVXrlzZfdwf+rdy5Upee+21wz5nNBq7j/VruSaf7NRcIyeIhStKefPrIkwGDW/+bTYGnaavu6Q6gqY2J0+9u43B/aK5eEb2EduGGIMZMu0qWuOH8NUWJ/GmUkq92xDcwYg+H9EeG/tGTeXDlq101q3ijA4f41s7Sbj8IR54pYIWq4uK+g4mTAwiV2hkpMEGwNKQHOy2YBSfHktjHPbYBpA0+CpzkGURt1NPhuTDaqklxG2goaIfxmoNht8ZjtNZ+m1SZAl3dRGSvR2NJRxjcg6C2Hvv51WrVjF//nxGjhyJ3+/nrrvuYsaMGRQWFhIUFNRrr6s6sb256yO+KV1NlDmC5894uK+7o/oRZW1VvLJ9AZPSRjMja9IR22pDIok95080FK9jT8seLO3N2IqLKBbjeT8sGMUaxeUj0hiy+j0Uvxc0WgSNlti5/+Se/+zA45Vo7/QQ28/CcG01g/WBIF28po3stiaUNvg6PASfRibJJrJbSmWQrhLFL2MObyDWXExep58ErZUGfzLpXYOqqt5xvK8pAGVlZYwdO5b+/fvz7rvvkp6ezt69e7ntttv4+uuv2bhxIxERai3K35IHF2xj1d56BqVG8MqNU/q6O6of4TywhY7VrxM85gIsOUe+pmiCIggZfSmeml14m/YjOdqRHS2g0YLkA8CYNRFHwZeAgv/zHYguCH/yeWyb3wJFRlFkjDpTj+NqvT4mLViB0eFmz1njaIsNQ6sodGj0KCjIikx9ZiIxVU1U5KXSGR5MpCmc2b16ZlSKIuNrrQykFDVY0EWmIgi9Ozc7OTmZ9957j6effhqTKfB74na7eeedd0hJSfnR/Y+XvLw8li5dit/vZ926dcybNw+n08l///vfvu6a6jdAlmUqKyux2+1YLBZSU1NPiHIi11xzDQ8++CB+v5+amho+/vhjLrroIubOncuLL77Y3e6///0v119/PVdccQUfffQRaWlpVFVV8cYbb/Dkk0/y1FNP9en3oTp5SLLCzgYXLU6JKLOGIXEmNGLv3Y9WVFQwfvx4wsLCePzxx8nPz8fn87F48WLmz59PcXFxd9sHH3yQa665Bq/XS0VFBW+99RbTp0/noYce4u677wbAbrcza9YszjzzTJ5//nn8fj/3338/M2fOpLq6Gp2uZ23mcePGUV9f3/345ptvxmaz8eqrr3Zvi4iIoKKigpCQkEMm5Qvfu1f/tVyTT2ZqIO4EERIUmIUeZNQhqoNaJ6wVZet5d+eXuAtH0d4Oe8vamDM+o/vn90NkGcyZQ7ghTwdM5rZn0yku78RttPN5/lomCyl4faUAKF43yH781kbiIs20WF3ERQYxInEA4ROvRlr4b0RRgy+iHalyOCgiLQ39McY2gFbmuvNzWb+phr32/aT42xkj+zAa/QzWV1MpxwKXHqez9dvjKN5IyzevIHUeXDGgCY4kasY8grLH9MprLlq0qMfj1157jZiYGLZt28akSUcefFGdvEIMgRotwXo1GHsi+7hwEV/vX4FP8uPwOdnfWv6jgTgASRCIyB7HTdrAgPjVjy6iscmD6GnGMGAbhvA0/LKEBkDyo0h+FIeVqFATtc124iLMnJo1CbPDTsOSN/AYzezTOshuBQE4rT0w4QMR0i+8ip3r/8dOXzv7iaDFGcJI/RYAQoTOI/RS9Uv1xTWFrhmRer2eb775pvsGLSUlhaFDh5KZmcndd9/NCy+8cMh++/fv56qrrmLz5s1kZGTw73//u9f6qDq+wro+54aaj/x5V9W3Whc/i7NoFbLbgeL34P3ssR8NxNFV+82YMgxT+mgUWaJ10T/gOyvbBJ0ZUAgUkZORO2wobg+C3ozicaAxhTMqJguf38Pu2t2YdCb0Te2ENQcydojNHdjjowA4d9j5bPviZeI278YZamb/8P4k76ti9FebaBk5BM7qxRP0G+epL8Sx52tkt617m2gMIWjgbAzxub32usOGDePAgQMsXLiQSy8N3IcuXLiQlJQU0tPTe/bR4+G2227jvffew2azMWLECJ5++mlGjgzUDly5ciWnnHIKS5cu5Y477qCwsJAhQ4bw6quvMmDAgO7jvPDCCzzxxBNUV1eTnp7OPffcw+9///sj9lOr1RIXFwfAhRdeyLJly/jss8/UQJyq1xUWFrJo0SJstoPvzZCQEGbNmkVubu+9N6dMmcLAgQMBePPNN9HpdPzxj3/kwQcf7B68N5vN3e+LpKQkxowZQ3Z2NvPmzeOCCy5g+vTp1NTUcNNNN3HTTTfx9NNPdx8/LS2NSZMmYbVae+17UP22LC+z8+T6ZpocB1NqxwRpuHVcNFMzfrhG7S9x/fXXIwgCmzdv7jHRPS8vj3nz5vVoGxwc3P1+SUlJYdKkScTHx3Pfffdx/vnnM2DAAIqLi2lra+PBBx8kOTmQCeD+++9n0KBBVFZWkpXVs4yQXq/vPiaAyWTC4/H02PYtQRAOu/27fso1WdU71EDcCWLW2DT6JYcRFWZCp+37mS+qg7x+L0sPrCGrqoyKyl1YLX5EqoAUjHoNFpPuB/eVZYUNBXW8/lURTW0O0uKCGT8kiaH9Eigu34cY3I6AQnVzMx27RyEYnYRkBBM1Ppyg3PH8rb9CU7uTpJhgADIHjIc7x1Ne14523WPoMnZDxWB8kojRpcePSEejhRa/gzlKKac4rOwTNWSZ2kGCaKGdWxe8xF1nnE+kOfw4nsWTn6N4I40fPX7IdqmzlcaPHif2vNt6deD0Wx0dgfS26mqF37bf5Z3OsPh8EkJi+7orqu+xex18U7KO+tJQVtftRok8eNMdZgw54r4+ycfaqq28t/tT7F4HSSHxzMiaRF56FI0ttYgWK4KisM1azpdJoVgkmdMThjM0IZ+gtDye/tMArJ0e4qMCNxETBp8Gg09jV30h29f9FwSBM1ociMg4ZD1VZpFcexWtipf+HQoXeCpZ59bh1ZuADlxeP/d99j/umHUJQXpzr5+735K+uqa0tbWxePFiHn744e4g3Lfi4uK49NJLWbBgAc8//3yP52RZ5txzzyU2NpZNmzbR0dFxxNpxql+XO88bytmj0+mfoKaiPdH4bc107vgKqbMF+86vejynDU844r6y04F76ypcjl0oiowmOBpz1kS0YQn4Wyu62/naAl8rioJ52hz0mYPQp2QSHn8Dis+DxhyoEzqh/2Qm9J9Mc00BC/2r2TthEAaHi+qcVHQuDz6DDtPW7Qz/eAV4PACY7G5C2wPp/8J2F7J69buMn3ABml5e+ftb46kvpHPrgkO2y25bYPuIC3s1GDdv3jxeffXV7kG/V155hSuvvJKVK1f2aHf77bfz0Ucf8frrr5Oamso///lPZs6cSWlpaY97m7vvvpsnn3yS6OhorrvuOubNm8e6desA+Pjjj7n55pv517/+xfTp0/niiy+48sorSUpK4pRTTjnqPptMJrzeH0i1qlIdI4WFhbz//vuHbLfZbLz//vtccMEFvRqMe/3117snUW3dupU//OEPpKSkcM011/zgPldccQW33norCxcuZPr06XzwwQd4vV5uv/32w7YPC1NrSat+ueVldu5Y0nDI9iaHxB1LGnjs1LhjHoxra2tj0aJFPPzww4fNNnU0v9s333wzDz30EJ9++im33347AwYMIDIykpdffpm77roLSZJ4+eWXycnJIS0t7Zj2/4cc7TVZ1TvUiM8JQPa4kL1uMpPCCLWoaQNPJA6Xj6e+XMSGVQvQbl6EVBGOb+t0InRWgnM2cv7IIurfuAtvc/Uh+9a3OPi/D3by+BubmOxcwnBtKQfqOnnjqyJqm+0kRgehkwRuLncw98Aihoa6idQkM2DCdEKGnoogiGg1AmFhPd+m3tZa7K/ewLVFDcxudHNnxCKuzvYSV5qPv2QaHy2toKYkjMTOwKzl/roGkLyU+WPY5klj//Zg1lRuPm7n8LdAkSVavnnliG1alryCIktHbPNLybLMLbfcwvjx47tnt6l+eyS3A0XykRWZhvl7qaJUfavd5uaxTz/nzWXbWLSmgel1ndx/oIWratq5qt7GZCGEv614mlZn+yH7VllreWbDKzy//h0a96Rh6hQot1bz4ta3Ce13gLhxmwmL28/tla2cvWkd4eYw3NFJpI85B8vAiQAYtQqx37s/2VvWzD1PFdGxeygxHj+uIAt1KRP4R0IaX6XGoix6hbF1DWR2DUaNM5SSKjbikrVEYCetYA/b6gqOzwn8jejLa8r+/ftRFIWcnJzDPp+Tk0N7ezvNzc09ti9dupTi4mLeeOMNBg8ezKRJk3jkkUeOef9Ux5/X40MUID81Qk2df4LxtdfT+N7ddKx545AgHBo96E00vnfXIfXeAHzWWqz/eQTbWy/g/3IzitOBZK2lc9v7aMOSQDw40dDfuA+MIWjD4rCccxnGUeMBkEUd0vcmYbjWLEGaP59RC1exb1Q2pTPG0V8KxuhwE+dQcP3r0e4gXENqHDtOHcHOqcOQBQGtx0vYgg9p6KhHdewoioxjz9dHbOPY8zWKIvdaHy677DLWrl1LZWUllZWVrFu3jssuu6xnHxwOXnjhBR5//HFmz55Nbm4uL730EiaTiZdffrlH24cffpjJkyeTm5vLX//6V9avX4/b7QbgiSeeYO7cuVx//fX079+fP//5z5x77rk88cQTR93fbdu28c477zB16tRjdAZUqkPJsnxIdpvvW7RoEbLce+/N5ORknn76aQYMGMCll17KjTfe2GNV2+GIokj//v2pqAhM0ti/fz8hISHEx8f3Wj9Vv22SrPDk+uYjtnlqfQuSrBzT1y0tLUVRFLKzj1yO6EgiIiKIiYnpfr8EBwezcuVK3nrrLUwmExaLhUWLFvH111+j1f6ytVIdHR1YLJYe/2bPPjTp99Fck1W9R10R18e8LTXUvvpXBI2WpKufRGMOQZH8iAZ18LSvyT4PT/5nEVtqIMoyBLtxBZu9mfgVHQ32FLRpG9nd0cTIOisdW78ieva13ft22D1c99gyZFkhSnQw1lhKnM9KlRRFoqYNz9793DPvHFz+VDQLl4MAkeGruPjce8iOPjjb777lT7K/tZzx4bPZtlHHuJEWLk7yE4SbII2bKaIdjaSQGtXB1POuoPXNO/hX9VAOEMNyRx5ZliZEATQoZGibyNA2Yda7GbzETqffQHC+WufjWHBXF/VIHXY4kq0Vd3URptTeC5DNnz+fPXv2sHbt2l57DdWJzVW1l/p3HkRrCSfpmqfwa7QogEGrphPra5Krkwf/bzmlbSbEkGgE0c9owwFMikymW0bER2zhDlZZslgVsZ1zB0/r3rehrZo7vnkESQCjLZQ4m5ZZ5ma+1FkQZIGvNhzgiQtuQW4phPJnADB3tHP9qbeSEBJITyH7PNS+/Bd87U3szbyMD4u1zDolEp03DGQtFqeRsZ0uwEXikFgeHXg59z67jibNJ0SJNna40phoKCGQqUbBJPoBGKptJvyLV3HO1mPOHNo3J/ckcyJcUxTlp93IFhUVkZycTELCwRU4Y8eO7YWeqY6nuqomtqzdQ0iYhSmzRuLySWg1AnqtGpDra35bM3X/uxbF4zh8A8mLr2YvPsCxfyPB+dO7n/I0FNO55V3I0kKhAqKAYAgE3hS3B9fizwj7/Z1420pw7VsR2MnnInTStYhdqa+dXifvb3kPr+QlJSKZRlsTw1KGkbJ3N8gKBmcgKOL0uYgeNIURHh2Ov94EogiKAopCXGUDU9/6hqW/n4HfoEPv9hJic6P76234br0PXf/DTwhQ/TS+1soe6SgPR3bb8LVWoo/qnbRU0dHRzJkzh9deew1FUZgzZw5RUVE92hw4cACfz8f48eO7t+l0OkaNGkVRUVGPtoMGDer++tvB/6amJlJSUigqKuIPf/hDj/bjx4//0XTJBQUFWCwWJEnC6/UyZ84cnn322V/0fatUR1JZWdkjHeXh2Gw2Kisrey1l3JgxY3rUkBo7dixPPvkkknTkyV6KonTv992vVaresLPB1SMd5eE0OvzsbHAxPOHYZWn5qfdDRzrOt+8Rl8vFVVddxfjx43n33XeRJIknnniCOXPmsGXLlkMykvwUwcHBbN++vce2wx3vaK7Jqt6jBuL6mK+tHsXrQgG2Fy7j1bLljO5wc9GZd2FM7N/X3ftNs65bSFbbDlLMWnb4ElhuSKZTMqDXuBg/oAOH3c2kdicAzn2b4TuBuKZ2J3LXbAyTUU+TP5gUbSt3hHxGmRxHlqYB68fFDLz9f5ROvIjVBZ+xOcRAcNU2Ntfs5MycGYToLZRbq1FQ2F61n7aOTL7c0Ejs76IYP/osOnw6JL8fU0shIcNnQWcdsrWR+ZbFbPJm0uE3823N0v3mIfSjHNnjZkSwA6Wzjc6dy9VA3DEi2Q9dvfJL2v0cN9xwA1988QWrV68mKSmp115HdWLzNlWD5Mff0cLnOz/lnYo16DRanph5D3HBMX3dvd+01qVvUNkZBlgIU9yMM2ynQzJSpzVgSEsktayIEElmWIOe1csFzh18cF9vc1WgPg8Cg/SdeIz1pDgUbnS184w0AY81nYde28DLt5/Jrqq9bCrbwG6zlrbdKzB4/YSPPw/Z58HX1gCKTHXhXto6c3hv1U7mnz+Q08anYgmRkJwTMFtbseRPYUdNK22dCv/gdCxpO7nA34ogBHqhi05F6mgEBEIlCbmjGXvBKjUQd4z05TUlKysLQRAoKirinHPOOeT5oqIiwsPDiY6OPuavrTrxWNs6QYHODgcPf7idTzdXEmzSsfCvMwgLUrN49KWmz/75w0G4yAHQuq/7obNwZY9AnN/ateJMAM3EHOTSOhRJRtCI/D979x0lRZU2cPhX1TlMT845MQw55yxJEEVlVUTFnNPqmtPqrlnXLGvGAGJAgqgEkZzTDExgApNznu6Zzl31/dE4iqAfriCi9ZzDcbrrVtXtKqur6773vtf3bQ5Ut2Jtf5qQh/+Dt7kCT9Mh8HnIqcrGKaoZmDiITlcndrd//yWNJQBsKtrI2ZMnEeD1EpmeSmKIDkmWSAlLwbfoI3A4jqqqweZgQn4bWq+MYAlE39aO1GbFuXW9Eog7QWTX0SMif0u5/9WVV17JzTffDMBrr732m7al0fwwYvP7xs3fOmooIyOD5cuXo1ariYmJQatVOrEpTq6OjuO75o633O/F5/NRVFTUNXdjt27daG9vp7a2VhkVpzgpmuzHlwXkeMsdr/T0dARB4ODBg//zNpqbm2lsbOwKpi9cuJCysjK2bduGKIpd7wUHB7Ns2TIuuuii/3lfoigeNcfczzmR92TFr6ME4n5nsiyzu2Y/ltoKdBs+w9R7HKGTr8JZVcD23C00eEL4sjGB/Hd288QDaahUSvbQU0atYZj+EABDKOLT0CBC2uxUmST26Ip4tNaD6PaPCJDcTrzWZtSWUADS44OZNiKJ2tomLrd+BLJEc2B3gtsPEqLyP4Q6BT2yLHNIOwRV32DmBDj5Jucr6tTg9nm4etBs7hl1A/mNxUT4evBq3SYIP4SoiSZ84mX8tAlMctlpMOgp0Ark10bg8AUwRd6PXSUy9pLL0QZHguQjd9GjLArwkWBRcx2KE0FlPr759o633K8hyzK33HILS5YsYf369coEq38xss9LZ+Eutthr+bh8M+dmTGTMuDm4G8ppOLCOTNnNhDY7OUueJuqy5091df/S9nqMeDz+kQS+oFbMrmZKfCay1CHYDA6mBJmJaBPY407G0e6mw+7GbPQ3AsWnD+O+Q3ux2ZqJrjsA2jo2mibwdVUELq2/4Umj9eH1ealN7YE+KpKLPSYc3yyiXWVD1BoIHjWLyPPuxN1URRKZaNbtRIwuwWjozw3n9Ttcy4Fd9e2tayI1Jot4r41mYyu9rP6J1gVRTeycRxA0OmRB4I3P7+egx0r3QBU3/u5H9c/pVN5TQkNDmTRpEq+//jp///vfj+hFWVdXx4IFC7jsssuO6vmcmZlJZWXlEY0w27dvP+H1U5xcXq+P+qommurbqK6oJ7NfCkmZCaw51MaXu8qRAavDw13zt/PWTWNPdXX/0iR72y8sdJOVF0G35GaMBh+epgpkrxvh8Oh4Y9oIvO3VyB4XXipQDUkDfSA42xHTopCqWxGMepC8qMNTUAVEYFVr2VO2C4eowqK30D06k/Hdz8DlcWJ328mq3AeAEBxK4M33ADD9R1VyDxlB2Y7V2EICSDpQgni4w6JoMJJ2yyPI17lxeWH92TfSTV+Bo0Ui4GQewL8QQXd8c+Ycb7n/1dSpU3G73QiCwJQpU45anpqailarZcuWLSQmJgLg8XjYtWvXr5pzNDMzky1btjB37tyu97Zs2fL/zrOl1WqPuwFToTgRzObju+aOt9z/YseOHUe83r59O+np6ahUPz/y/f3336e1tZXzzz8fgFmzZnHvvffyzDPPHDOtZVtbmzJPnOI3CTMeXyaG4y13vEJCQpgyZQqvvfYat95661HzxB3P/9svvfQSoigyc+ZMAOx2O6IoHvEs9f3rk5mG9qf+v3uy4uRRAnG/szWHNvL2nkVoEbjPbUfI24z5nNtpXv0Ow4BvopJwZWRTUJZJ1p5cBg7pfaqr/JdVqu9JkH8AAvkmNXOaWhAsX/OKaywYQzHEh+M6lA2A7HHSvmsFvmFnsSB7CT0j0rnh/LHYy3KoWyBRrlcjdNQSCkg+iTelczhr8gi27K/h1c+y0OHhmdivyXC081F0IN3DUwHoE5VJnyh/b9C+3UKpy9uA8euPqTuwD2NKX0w9RqEy+H+YdeRt4f1wE81aFcawVloLAnkoOhmfuZPue5egqRrKlOGJrO10UBSipchZyyx7K6HGE9+Q91ejj89EFRD6i6nEVJZQ9PEnvmfvTTfdxMKFC1m2bBkBAQHU1fknsA0MDPxNw9oVp4fWTZ/StmUxsRoN9oQgtlZlMSF6BK3rF3AG/uxPggBUltHUUkVYiDJa8lRJt+hQ6214vTp6U8eyJAGV7OG8+iJyLYPYqbdQUtuGuyUYbC7W7q6kb28dn+d9xYj4gYyYdgvWfWtoKvbPx+ZobMApx2LxOsGi4rrpQ1hVvIH3sz4HtwE5fwJu10xuDfqW6MMj7E3dh2ECpgED+kWwriSEd/YuYn/VIVLEYYwfFN81B9SG0q1c6zqAXpY56ApG8t8OESQvB5fN5wvHMGaMTWS9aAedmrqGPK6XJURB6UD0W53KewrAq6++yogRI5gyZQr//ve/SU5OJjc3l7vuuovY2Fgef/zxo9aZOHEi3bp1Y+7cuTz77LNYrVYeeOCBk1I/xcmzf1cBlSV1CIKALMvUVzeT79OzaEfFEeX2lTbj9vqUFJWnkMoUjPdnlpliU0hMzcXeqcZo8OFtrcZeuA1tRCKO0u3okwYTOPQSOvJW42kqQ65vRwj3gUpASAxHfWEk5hk3Yi9cj+PQVhDVaGWJabLMWnMYYQH+9EWZ0T8ENrpH9yC3+gArc76ivyGO7m1gGD8ZQeVvbmjdsIrN541BVolIRiNp2w7PLWrvJPvB/7DiYCJnXj+QMKkek8aDe8vXcMdNJ/9A/gVoQhMR9ZZfTE8p6i1oQhNPaj1UKlVXisljNfKbTCZuuOEG7rrrLkJCQkhISOCZZ57Bbrdz1VVXHfd+7rrrLi644AL69+/PxIkT+fLLL/niiy/49ttvT+jnUSh+q8TERCwWyy+mp7RYLF2B6ZOhoqKCO+64g+uuu469e/fyyiuv8PzzP3TetNvt1NXV4fV6qaqqYsmSJbzwwgvccMMNjB8/Hn40z9zNN9+M1WrlsssuIykpiaqqKj744APMZvMR21Qofq1+UQYiTKpfTE8ZaVLTL+rEt3+99tprjBw5kiFDhvDYY4/Rp08fvF4va9asYd68eUekTrbZbNTV1eHxeCgtLeWjjz7i7bff5sknn+zq6DFp0iTuuusubrrpJm655RYkSeKpp55CrVZ3XVP/K1mWu9oDfywiIqJr9N33/r97suLkUQJxvzOtyt8TUavWYe42hNCeo9GERNMp60CWcen9k1erje3EBCnpEH4PhRWthAcZCLboj3i/slPDl52jCNbXURzcQt/OFkQBgmQ7GeGjWSJtZaRKJMQYhOzzsk/qxtJ3V1MfdIBNO5tYJcCwzDCawuJZF+TCKOgJOzCMAnskAAc/zeOOiwegVokEagU4nA7k5p7nEpI45Kh6hhiD8NXXYHNY6SzcSUvBHkIrD6IyBFDcWISAihCvj2atCq/airbbXnyiv7dpUXMZHXmJVNRZaXQMQa3bT4LPi+Pz55BmP4yoUdIL/RaCqCJs8pXUL372Z8uETboSQTzxN7h58+YBMG7ckWlG33vvPS6//PITvj/FH4tw+NrV68wMix/I5LQxqF2+w0kMDwfhAIcgEqjW/PLGFL+ZLMsUNJUQZ4nCrDuyx1wQbp43fokXKJG07CEIGWjUqLjKmExx9Tbe03RiiZCQXUb6+HLY/8Vqso1eQvZvIdGUiC4+A9Q68LoYGVxPnH0TPVVlfGnvz9NfVnH9uX0RBIEAdQgNbh8yAvoZd2NITjiqrlHmcMraquh029lUuo01+7TUN1k5U1qHu7mGqkAVsRqRKLePfLWHFAG0h9Pkt5YeZGdLEm2+egj0v9fT4aPhs2eI/NvdCEow7jc5lfcUDqdh2b17N4888ggXXHABLS0tREVFMXPmTB555BFCQkKOWkcURZYsWcJVV13FkCFDSEpK4uWXX2bq1KknpY6Kk+P7B3FTgAFLkJluPRNpLmk5ZlmfT1aeJE8yn89HZWUl0dHR6HRH/lYX9T8/QmLjwZHUZjuZ0n8bKnMogkaHb+9BWovmI/SPw11fiCYsCdEYirS5GLmgCjE1AbnDilzfhjguE9u2DzBkjO3al2RvQwWc3/dsdOajU9OGmEKoaa/B5XVRULiTmI/XIrW34snPQbJa8dRVoosZidNswFTbeMS6det2sn2nizR9FeMC/c9D28tDWXbtCm5586wTdDT/ugRBxNTrTGy7P/nZMqZeZ/4u926LxfKLy5966ikkSeLSSy/FZrMxaNAgVq1aRXDw8XccnTlzJi+99BLPPfcct912G8nJybz33ntHPSspFKeaKIpMnTqVTz/99GfLTJ069agG9BPpsssuw+FwMGTIEFQqFbfddtsRcyy+9dZbvPXWW2i1WkJDQxk4cCCffPLJUenLb7zxRrp168Zzzz3Hueeei8PhICkpibPOOos77rjjpNVf8degEgXuHBHOPWuODjJ9744RYajEEz9XYUpKCnv37uXxxx/nzjvvpLa2lvDwcAYOHNjVFve9hx9+mIcffhitVktUVBTDhg1j7dq1RwTYunfvzpdffsmjjz7K8OHDEUWR/v37s3Llyt+c2tVqtR5zG7W1tURFRR31/v93T1acHIJ8omYfVBy3g/UF7F/3Ie12K71dwYQPmMhDXzTgCitDlVCM5DDiyhvGI1eMYVBm5Kmu7p/aqu3lvPnZLkZZqrj2+vMxRcZ3LfN4fazYXEpsuIkXc58gwuFABUS5vOwONCIjMzA8g8vqrTiaG1hXH8xaR0+84bW4mhKQJDUCoIoqQZNQiB6RiNqZFFTau/bx99n96d8tAo1aRN18CE9LLebeY4/ZuNaas5EF+5eSXNvEvtaeVLkj+Nd4D3m5a3k9LhgEgTt0KYSmDaLKpOfTnBW0ONrIDIimpyOWZdnRnDkikdXby2mxOpkctolpUhmxVz+PLjLpdzvmf2adB7fTtPrdI0YxqCyhhE26ElP3Yae0boo/J1mWsRftpv7b+XT6XCxMTeCs9PGEfPoyOo5MbaBc6yffZzkr+Cz3K4L0Fp6cdO8RI44lZyfte1ahjUyg9pOnqNCr0UkSEW4f33/jO3pP4P3yPvTyZDPKsQ6AVSFGprTYj9qXQx+AUatDtjaRJUWxMN7AI2deTUxAJEaNgfxDVjocbsb0P/YoyLV5a+jcvJRdKg9DbDZoDUc/5FxSs14FQBZFNg4dx6jEwRz0WDFvXExiczPayGQKNZm8VxzF+VNiWVr7Li6PkxuqWohzeUn8+3xURiWh2Img3FMUvzdJkigoruP+z7Jx+mRCzTouGJXCY5/uO6rst49OV+aJO8mWL1/O3r17CQsL48orr8RoNHYt83a00LHvK9ThSTR9/s+u91tadTzywjAiouHcm3syIGw1Kk0AlNYjZ5UjjO6GKiO2q7xvzQHk0kbEpASkmjpwuxF6xaMakU7QuJsRVGpEnRl3fRGCSoU2MuOYdbW+N4/ygzs5lBpB2t5CwqqbMJ57EfYli/wFtFrE0ePQnD0L1aYNOFavQHY4aIvuw9dVPcnaZeOOJ/sQtfRxHE6ZRzYMxyaZWeK8/2Qe4r8UV20enTnfHDEyTtRbMPU6E130L6dtVCgUJ09eXh4rV648YmScxWJh6tSp/29K1d9i3Lhx9OvXjxdffPGk7UOhOJG+K+ng+a2NR4yMizSpuWNEGBNSTm56ZYXiRFH6MZ4C3uo6PqcJTAIHVdVcuOot+kUEsS/agw/QaJxMGpJKv25H9zZUnFgOl4cZxr2MURfQuCgX021vdS3TqFWcO84/fPipkDt4fPUztOlkhrc7yDYIuLUy+XX52EubkGUYr69FK7hpkbzY9VCuy8Dh8hHcpGe4upNEjxNcH7PblEZIv3FIhmBG94vDtuljrJX5hJ15HfqeY1mxpZykGAu9U/1pX8pqrSxanY+5dikbkx1sjDPhdgUgOINxDzwDg7cDOosACB9zISkhCaQB45KH426spOrNvwP7GDD5RlJGZhIrbueV2v1s1DnpUaUhTqP/maOj+LVM3Ydh7DYYZ2U+vo5WVOZg9PGZJ23UgkIhCAI1JXtRtdZhAs7It/Faew1jNBGc4a5DJYBD1hA56mwlCPc7cHicALQ5rfxny5s8PumermWi3kTwyPMAkM69k9glz6NBRgZsqAnAizdnI02tAYwMXAcCeIAijYkgbSiDjTJt7XYCpFZskoG1vlDqLO301wVj6DuSSyyh9Ajrxrwv9lPfbOe2i/oTopdo27EcQ0JPdNH+lMeOijwaty+luj6PUVYHvQ7Xz2doJnl0H+obM3BVFyAIIpcOuhC1JYx0gO4TsZdkU/fxYyRRzFMXPExsz970+jiIzvIczF6JZslMolZJiXuiKPcUxe9NFEXe3nCIylb/fMaNVudRQThRgNtn9FaCcL8Dl8ufKaWpqYkvv/ySCy+8sGuZ2hxC0OhLAXCPnIN1ywIAjEYP19/hZuhYFbbmHXib69B2i4LQFHwuL662Kgwtwahi4/G11iOHmaG8CTlKg9irJ0KTC/3Us1CHRqHSWmh/8Qlkj5vAvz+AUy2QW7GXpLBkgg93NCltKuFg0S4yVn9BeIeT8LxiAARzAMZzLsS1axu+qnIEjZaw6/+BqDdASiaWudfz7fxsXrxiOYJQy/M7rqTb4FjuefEAZbnNdHq0qLUysiwfNSel4n+ji+6BNqo7nuZyZFcHgs6MJjRRGcWuUJxiPXr0oHv37pSXl9PR0YHZbCYxMfGkjoRTKE5HE1LMjE0ykVXnoMnuI8yool+U4aSMhFMoThYlEHcKqILTUEsCXhVU6dTMSxXpVHv8k/kgMD4inWsnDTjV1fxLmDE6lZyGVCgsQDRaaLO5CAo4umFhY5YTKXcI9wd+DZIGtxQD0VV4BHCYgsHWgVHwoNNZaXIlcpF2BzpxO+t73cbYovdR2WXcAkgqK9PEPcQM/Rv62HQkl522rV8AYMtey1pG8OE3+ahVIs/dNYDitmIW79pG3aEYtM7hyIG5oPLiaw8HWWDdnioumXEH/24uRUAgJeTI9GOizohb0KCSPCzeWs+9IyEmJhlt0w4ECUw+idaNHxM58++/2zH/sxNEFYbEXsdRUqE4MexxaZj3rEYAgt0yUxsdjPJ0+HNTAmL/cwgbN/tUV/MvYXafcyhrqyKnoQCj1kiHq/OoFJUA3+zXU249gxsCvqVVMlPtDaavrpIA2cusyALwt71SpVMRVR/Kpy0DWW5W0zPdwqhDC0hQtzBCruUVfSC1BpFXe00lzBRCZb2NVdvLAdicXc0oxzqse1YiGszEXPIY9pJs2rYuRnJ0MOAnueBVPif2ot3EXv4EjvIcVAYLakvYkWVMgXgRkWSBpZtquKNnX4Kj0hBK9iMIEKrqoH3bEkJG/+1kHua/FOWeovi99Y+zsKGg8WeX33pWby4ek/671umvasaMGTQ1NVFfX49Wq8XpdKLXH92Bzl17sOtvvU5iYKYNn11NQKgZryod2eYAnQY53oKQ14D38+3IMRWIwcGQWwqAnF2JeMlIhDgt5r5TENRaXFm7cW7+DgDX3h1sCHJQ2lRKQd1Bzg8egHP3NlqzN1AzqgfSqL4MXLmjqx5yhw3voQLCXv8Q976dqKLj/EG4HwmJ8fdel2VY8epu7ng/lrAeieRm2QDwuiW2fJ7PqL8po7VOFEEQ0YYln+pqKBSKnxBFkeRk5dpUKP4/KlFgYIzxOEoqFH9MSiDuFMhMjmXI7pk0WxfRv8OFQxRYFmHBIAucGZLJrAk3nuoq/mWoRIG+f7uKttKR3P1hEQ2PreKx64bTJ+3I0YihQQbqfCE823kJHS4fYlAeaiDG5WWbNIxOZz09NNV4pACyOjNxRjgJDy5n095KTOkj6Na0jR2BBtIyJ+GqNmB3BpPk8PDsh9l4xIu4ImQ3os5MOG4EAQyBndz/3RPISKACfYIdd8EgfMX9AUiLC0JGZnR/f2qZ9NAjf7RZyw9S3K7FLuuozLiJldvLGNjDnxM4vec4XgiMpO7jxwjw+NBHp/1ux1uhUJx4fXudwZsl24g8eAh1p4k4twvUYNNokPpPoN/Ei051Ff8yNCoND469lT01B3htx3xu+PJ+Hp94NwlBsUeUCw3S8603hn+759DWKXCteS0AMhAtWllp70tvbQUJtJLMQbqZO6hS69mibichIQF9vY1tIVomp43B5uqgw91JkE9GXPkf/hEv8qU8HkkCl8EfSOuU9VS+dScC/mzksqgi26Qnow2qvcGkxocQrHFhTB8EcETgR5IlcusLaXNaMWoMbIm9hp05zYzo4x8NETp+DtrQeBq/fAWQ0IYdOxWmQqE4PcyZ2ocv99dyqPHIlLg6tchFo9O4ZKwShPu96PV6rr76anJzc/nyyy8pLCzkhhtuOGpOD3WA/7lF0JmRXR04S3NBltFGJSIcaMfpbkbVLOGLEvFFq1DHJOATwO4rxBgViVRXDw43OnMP5Oo6fI2NyG4Xtvn/RYyIQhUWgdTWhiU0CIDEvbk0f+WfFyUG6DDr0dk6f6hPajfEAAvanv55S3UDhnYt87i8HNhQTnONjajkILoPDOPgniZ69vF3Wrlrwbkk941k/r1rEQSB0Fgl1bFCoVCcDOvXrz/VVVAoFIq/HCUQd4rcdv5ENjz7Pglef7f3MLePQXOfJTQs/v9dV3FsksuOs6aYts2f49VZaGupQIeW+DkPYww4ehJKV10pntY6TN2H4gpMoM5agCxDdWPnUYG4M4cn0TM5BLNBw9KNJWxrzaYd8IoqVjdG4XRHsMHVg3izD0QvRb4ISnU21NFlfFrYHUusnfQUM6trvRQdasNcsIsLZkRywLEBb2cc5Qm9UW38mDC1iuj+g6ktiED/o/mdBsf1ZmP+D9M5ZiaHcO3M3sc8DgVfL2JHyQoi7D7S3W6iBIHeFhWmegFZ8s8/FxmXSfht7+K1NiuNpgrFn8CsiTex5OD9jNfWArA5MJBZc5/FGBB6qqt22rK6OiisbOKTrysIC9RTXVGNOiCEJ24ciV579M+nvNJmOhwehvSIIlAfgN3rT1PZaG85KhB3ydRMRvaJwWTQsGRdIUmFVvBBoZTA5qY09rvi2O1L447wb8jVSlTo2pnSUkNHZRJL3TFooh0MS4nHkr+bAm8br9kauFuOxFV1kHigW9Qw3luRy4cmO326DUHO0XF5wCZkwK1Scaj/KJY2FeEsHw+yistTenD+hGM3rj+zaR57a3NIrggmstVEh0qHs28FOUIO4J+nLKDPGIzdBiI5bGiCj54IWqFQnD4EQeD+CwZz1Wsbut4L0KtY8eA0THrNKa3b6cxms1FeXs7WrVsJCQmhpKSEqKgoLr300mOmXiwuLkalUpGcnIxGo8Hn8+FwOOjs7DwqEBc6/Q4sQ84DtQ7r9k/oyFoJyHhbmpENNuRwFXKEEUkvIahUSAEC2uhEvOUunBk+tGIwun7DsX3zMUJFK1JJNbJag/dQAQBicCi2N1/EmBpL5qzJpLTWIgOyIOAxGujlNuHOy+2qj2nmhRjGTT7mcfjH8Hc5tK+eMIOdflGNuG2hvDJlB5a6GmAiALPuHsGkK/ricniJSAg8wWdCoVAoFAqFQqE4NZRA3CkiiCo2qgcyx7sVAegRlakE4X4DWfJR9c5dNDZZCVbZWR1i4rsQE31tNrRvfcxdd1yHLPloWfsBsiwTNOJcquffCz4vpgFTiTzzGh64fAj1rXYmDUk45j4SovwPvWcMimfJi71QBdcxwXeAdksOnzT1IDkulKduGsXs+5bhbvY3uo5Ul1Iv1HCdLYutpSHsD1ah7SaQak9lff03qKOqEEzttLl1FBq1hHh8NFOB4OiGY+cUVDHFaOMOMa1vf8I8LkQR3KKVDvNu/rsrm6sGXIjN3cm+mhwGx/XDojNTUbmXVrXIUI8DQQABGaPoBZWBtm1LCR55PgCi1qAE4RSKPwmz1kRHkBu50Z+RcmrqMCUI9xt0uDu545tHaTyQjtQWyWzTVv6mK2ZDU3cefNfBc9dPxelx8kHWYiz6AEZGjOfe1zYjy3DF+YmcN6Iftwy9ArfPzYDoY6cVTI7xNy5e2lemLt8/kkAluYkzutjvgozuKSTPeol/rXgABDBJEpFVajyOMDwtoUTU7WeQXEYfATb3SKR98xpEoEUt4mivJkUNZaKaXG8DpJi4zxxJiEOg2SzxzNDzmFayFV1KGJ3tKko16/ggaz+X9j2P+o5G8hqLGZEwEL1aR26eG9wxuJvCWOeNIVpsxVNqxqoOZWVYGVOH++ceVOlNqPRHp+FUKBSnn9jQI1P+XD+1lxKE+w1aWlqYN28eHo8HgJqaGgBKSkpYvHgxs2bNoqOjgzVr1hAVFUV0dDQfffQRALNmzaJHjx6cddZZ6PV6oqOjj9q+IKrQRvrnAdXF9qBj39cASF4nQogZ3J2Yhk/D2GMs9R/cjqe5FkGjgyYHQnMn1PjojNmFN7ADuqkJ6NaDzkXzu7YvNdYB4NaqaK6pQt5ZgiwI7Js8kPJeqVyVeR6OxR8jBgYidXTg2PQdvoY6zBdcRkl2HaXZ9Yyd3QuVKJPh2ENgpIYz00tJDrKyvz6MRbkZNBbHM2t4PiPOywQgMFy5nygUCoVCoVAo/lyUQNwp9PcbbqH6nUNorfUE9Rp9qqtzWpMlH9vrDexxZjDLtItqnf9/7RqdmjPbcyh59jJIHUb1oQ3sD9AxOiAStVdGL0D13i2ETb6Kob2OfrD9niRLvL1nEc32Fq7oezHJIRaaWkR6BG5EkJqRe3lZoerg3uX7SdBoqHCHMct1iKFyGV/rDKgEmQiHDSEoCFGAC6fHsrMqg+riKtSeAD4NqARjEDPdRkaHj+FbCUDA3BLGeWek0TM6jZ4z4N09n7CmeD1Y/fUaGtePT3NWcKilnJ3V2dyZOYPUpkOk/vQDCCKy20Hr+o+xl2RjiMsgZPyck3dCFArF70qr1nLpRU/S9M7dqB2dmLsNPtVVOq11uuxE5OnAqqURiThVMwBj9Aex1NiZ/aDE0MEq1DWr8PgkigeFI+BFRsWSgi85b0Q/RicN+dntSx4XjSteA0kiePwcJHM4druDNHUdadTRN9mKqqqSrE8z0atUoPHQze4myVDEEnd/ZJ+WAHcLaMCq1XJW5mQ8lTV4Du6gzBTIjPZVSAECn0ROQRc6jh2dXyML0KozckX/aSQFxXHFgAt4bvMb7GzPgnZ/vcYlDWPe2pcQrM0U9y5jUMBE2opSuNi0hWqVmmJvDGEqG3Z7NO0eDR98nce6PZUM7x3DzLFH3XkUCsVpKsxi4P1bx3H9fzfhkyT6JoWc6iqd1tra2rqCcD+Vk5NDSUkJiYmJ5Ofnk52dzRlnnNG1fM2aNfTq1YtBgwb97PZ99naavnwWlTGQgKGzEPVmJK8XvE5ktxdVcAwtO1aQt6uFeJUaPD5YW4zaJSN9H3NtsEI0iLIO07Rzce3airfoIOgNSC3+e6AmrTsDG0Xw+hCAuJIG0mddjzYyBu2Nd9J857V4CvMBcO/cgnr8Wbww5VXUnk4aK87j7GFWzkvL4/ntA2myG0gOstLkMLCnJQmn3ct793zHkue3c+b1A5lwaZ8Teg4UCoVCoVAoFIpTTQnEnUIBRi0ZN76Ez9GJ2hx0qqtz2spvLGLeureJj21idlMZ82LCadPLZLZ7mNxuxS6osXvtOHO38mmihXqdmg0lKyE1jKiyWPrYnaQ5vVhM2p/dR1V7Ld8e2gRA36gsbtR/idZSizo4Gnw+soQKZJ2aKm8e3vgoUsolhhhr6dAY2ZFcR3yjnt4dTu4ra2JjoIGsfSuYO+465vQ9m+qqPO7f/l8koLFai1R4kNTwbjS0W7lCs5XAtsvwOTqQ1Wrym4oBEAWRc1w6onN2UtXu71XbZmukdtG/D9dYAGTkw3+pzEGoDAGg0uCqyMVVkUvgsHNQGcy/wxlSKBS/hxBLBEG3vInsdqIyHp2OV3F8Og/uoGXZPK6WbciB+VhlAwbBhSyDIECaph653Ubg7mzG6v0j2exrXuapIIl57mE0GOuQZfmYqca+56zIozNvCwCG7iO4t/YsXB4fN6cU010qILL9AIIA1G5jjKMH1b4gkoN2UxhoRpe8kaT6SHrZKwHYYNGizVnBDTP/jlqSCNy3lrY17yAhUO4rxmE/SFh7dxxCFZ0BnVh0FmyuDlSimkMt5QCoEbnIpcOwdx2XFpWh9/moNhcRVLGafwV5qZLCOVe7myG6YlRIfGG6iEBZg1oUySttobiqXQnEKRR/Mj0TQlj1yHS8PgmL8ed/Iyt+2Z49e/jqq69+sYzdbic/P7/r9dq1a7v+djqd/+8+7AVbcBRtA8DQfTSSyw6yhCYyDamzBW9LDRoVVO89SJEzikkZ1YhuNZJeQmz3QqARdYUdsR4Etxvrqg8Jff4NZLeb3Bc/Inzz+3glAelgHm0BFgxGM9g7iCiqIKTNi0/fCoKAt6oCAJeg5yvraBLe3MHdAzehESWq2yJpfX0trQ4DXkHL2/t6s7wwlboOE91HRtHZ6sTnk8nfWkVbg10JxCkUCoVCoVAo/nSUQNwpJqg0ShDuNzhQf5BnNs3DJbupCzRQq1PTrpORBYFAD7R1RFJj9vJ2fBjBbplkp4t6nRpZ5UUQoN4Im1q6M7qpA4vp53v7xliiGBY/gGZ7Kxp7DHuaTKRqAihVD2eQbztj29r4RBuEGxGpLYJS4jBd/RaRDdk8tuodbNpEZArQSxI6QaT3vq20CBbCplyNOXcbf69owScIhHsbEfXwTEIDXpWdpQ3BhGwsImTbK2yIDKH8cJaWKKeLoZV12CvKMafH4gKQJOocbYQDqNTIXg/ftwPXiLEMv+afuOrLaPzyVXSx6UoQTqH4ExLVWlArDab/q468LTQsfxmdzwv4A2+BggOAva5EYlRtFHiieCL4U9okQ9d6RtENQJLYRh0SLY42Qo3BP7sffVx3DCn9kCUf25qDcHkaiVW1IIbF46nYiwhICDhFKAl1U25PIOrWWymu2kJgzleQ6qKmQI1Bkigx6miu2EViUCwzM6fgLtmLAPh0OtqCrYiyzC3WHejdLr6UzSw6sIyXt7+LWWfC5uoAoKfTR6+qcmyV5WjUGsBHUnMzHqcNiwhBOni3ZRzF3gjssp5e4Saev3EU+4sbeWPJAUb0jjnJZ0ahUJwKRp3yqPhbbN++nVWrViHL8nGUPjaXy4UkSYii+LNlDGlD0MX1QjRacFbsB9k/z7QuoTcdu5bgkwRq6s3sywtnyphySIkg8vkPadswH9u+r9FUgNBuR3CBL0KkrWAJ6gPdMfeZxBsLfUhlwzDHmkj6Ryhah4vpOcV839Wk/dVn8JWXIAYFI9v9nVN2WDP4eoNA8I7N9J8kgAzxHTlIHidhBiA4FF+jm9oO/7NIVEowd34wk82f5bHgkQ1Mv+nnR/8pFAqFQqFQKBSnq5//Ra9QnAYWZS/D5XN3vRaAi2vbMdVE0q9VpmeYB+MZZyALAm1agenNHYTu74WnvDuyV4UY0ow6NBDpJw/IsizjKDuA19YKgFpUcceIa3h84t2kRUTzhXskT7TPZOFBM/OberAiOBhZUNNHPhdfcwwqlUh4sBFDcl8Sbv4vT6p93J8azpux4UxyCJglGU2Iv+HSlDmCSEMQgYm9adcF4JVF2j0+AOpVwYyIl0Dy4nb6H27VgooJ/c5GHRQBKg3XldQS7PFRam9kWUTg9x8An/DD5b2nVqS9w4UuMgnr2dfyoKeUl7a9c/JPkEKhUJxGGlfPh8NBOPxfpXzeOZgV9j58rE/h08TxjB8UCYBe8PCObTR2VP6ywHBzMQnmCJxe1xHblX1e7CXZ+Bz+wJeoMxA9+yFi5vyTiMgw9IKb2y0rSS3+hHwtuAVwabWsHjiU4hgrIX1zMBs0jIwdwRMT76Hc0czLCSE8nxyJ3eDvoRFlDgcgoPdYRHMw9m79EBERAMnrv0+aBDVhplBkZEzWNsa1dBKKmtEDZoIpEIdOz38jTThFAU9zNe7D/bXyPZHs98Rjl/UA5JW0ANAnLZynzzIwMv9pmte8d9LPj0KhUJxOVq9e/YtBuOTkZOLjf36OcJVKRXR0NJ2dnUe8L3mcOA7tRvL4R8upA8KIvvwlIi/4F7rw5K5yHbuWIOqNWHoPJmboAK672UNKgg11YCSCqMIydBYRUx7AZ23yZ9GwmPGlG0GlRh0UBcCkK/rRYYxi4JQk1B4vuk4HuA8/e2l1iEb/PUjqsPnfC7DQ5+qzMJi1OFQxnzTKAAEAAElEQVQBPL5xED4ZpOpyKqwBLMjpTpP1yPkG960uAWDU33ow/aZBLPznRhY/u/VXHm2FQqFQKBQKheKPTQnEKU5rxjojKh/ofRKTGzuYXWVF2x5MW20mi9PNLOjTk0Pt1QCktwVS7AuitXsBxviDCGofPq2DJmcD7yzP7dpmh8ND65YvqF3wT6rfu+eoB+jkmEDeeXAKUWFmQKY5Wk+bXsYrejEa/T1QU00d2HavoPw/l1P6zh1IlnZkQaBKJ7BS76VYr8GYPtD/GVL68vXQ0fxTrmZRehwHvTEMKA/n0p6zeXXuNYycNZsDyZdSGpuM5DTirejJpu8sPFA2mvuazmN/Rypquz8Ad7Alnbds40BUocZfl1xSUfedSqBZB8DOqixaHe1sqdiN2+tGoVAoFH5Ngorvv/Kdkopl9v5sd6XzrZBKcGYFkSntfKS3822wkfeFYXgEMOLvOCEAkS4n9pYaFh1Y3rVNm91N05r51H38GHUf/+uoffbPiGDevZPQm/yNmRa9Ba0MBreLQLV/tIBOpefj9Xu4+KFveOzdHV3rGj1u+jU1E+z2MiC6FwDmnqNZ0LcPTzsPEWEOx+M28l5SNAHTb+Dy2c9xR78LucHcjVtbJXo16IjL68aXG3TcVjOVe5tmoHEYsGn8jaRavOQQyjoxARAQBDDoRc6fkNZVh868LUh2K7b960/OSVEoFIrTkCRJv5ii2GKxoNFocDj8o66PVdbn81FbW8vmzZt/eM/eTuPSJ6n/+B6alj5x1DrmPpOIvvw1BK1/1LbKEo6g1hAU4sMU5n9eEEQVzd+8TOV/zqN546sILtmf1N7ZiVhiR/Dp0Cf0BuCc24fy/LlZjC1+h7OX7WX8gm8RA4MJvOsRIuZ/QcBVN6EZPAIOj9irbtGz8O1KHB1unJ0eQvR2XOiREFhekMq6sgTcTn+HF1EtYAzSceGDP8yVvn5BDtYmO+s+PPA/H3uFQqFQKJKSknjxxRe7XguCwNKlS09pnRR/bePGjeP2228/1dX40/rxNV5WVoYgCGRlZZ3qah1FCcQpTmu5OVGMKLGQ6nATKEl4fCbaJRN/D/4S2W0nuy6P3IYCZBmyioZTrDUhaT14VdCtw02kpy+CLKKKz6PW1sC2AzXMeehrvt5UBIDD7gRk3D4PVdbarv1qqvfx8OAWJp3dQUvQToL0FianjmaoZxsPBS7maj6lZc18f2qY5jrUkn9khcanZX2Imbdjg6mVXGyt2M2TG19j+952XIUDOJQbySZnBj6nli1le7l5xYPcvuh93t4jUNtoxlPSC0dtDM3VFZgEJ3ZZx2eO4VQUjELYOxJPdQZ5nji06cNQB0YA0JNDXJzW1lX3aRlnMCx+AFcOuBC7Q+buVzbx0Btbcbi8xzjCij+6efPm0adPHywWCxaLheHDh/PNN9+c6mopFKcd2ecltKOxK6WvXvRxljGLp4I/5k7LV0j2NvbV5nKgvZLV5jDyWlLorar7YX2gKD6NUK/MhOo6vLZWvtpSysUPfcOBHP/8nl5bMwBOj5NaW0PXulkl7WRn3ow+dQDxTQ2ogyIxDD2LA/nRuA71pqK9gqV17yHoOqmt93StN6Hdxc5AI061CrvHwaqiDTy16XUOZAu4ivpRuisGV/ZYqqt7Ur9xBeUvX031+4+RmLUZtSTxbsdYtnckcLDUCj4dRq/Ilc31hLvcVHv9abPjJTsTR0QTGKBBlsHhs9NvwA8NxkGjZmHMGErY1KvxtNRQ9fY/qP/iOWTJd/JPmuKEkmWZiRMnMmXKlKOWvf766wQFBVFVVXVK6qZQnG7a29vx+X7+e9BqtVJYWEhTUxMcvv5+KjQ0FEEQaGtrw+l00rruXSr/cx6uyhwAPC3+eaJ9Dhuetrqu7bhq8rAMvxBtTHc8DeX42q3ok4bhbvTPC+os24dt3wr/us31iB0yvgAQZBFNrYRujxXZ6aRj0XxaHn8AX51/TlK5ogy1T0JWq7DO+w8NF0+n9dF78OzaClp/h79YTQNny4sJ0LqINndw8+ADGAUn960dSVa9/9lkxs1DMARokbwy9jYXfcYndn3muU9OYNg53bji2YkU7qrhxp7zePX6X55jT3H6EgQBQRDYvn37Ee+7XK6u///Xrz/+jj7//Oc/u7apVqtJSkri73//Ox0dHSeh9grF6evyyy/vula0Wi1paWk89thjeL0nvk0oKSmpa18qlYqYmBiuuuoqWltbT/i+FIoT7ftr5amnnjri/aVLl/5ih6tj+eKLL/jXv47umHui1dXVccstt5CSkoJOpyM+Pp4ZM2YcMQfxj69Lg8FAUlISF1xwAd99991R29u1axdnnHEGQUFBBAcHM2XKFLKzs4+57/Xr13dt9+f+/Zr7+p+REohTnNZm9TewLd5JrlnP4ogACo0aButKiJMcjJeMWHRmhsT1Y2TCQHr11HIo1D9KzOCViS2NZXzsGQT3PEipO5t/fvEiJRXNSDJ83pzBO7ZxPNk8mcY2J09ufJU7vnmMz3O/orGunrrFz+He8QnqDv8DrU6tw6wzsbOtBBE46IlGlsHUawzrMjLwqARAwKM+3IAqQJOtgQ+zv2BvTS4tRXFIbRGcYW/hmoC1SIkHKbX5G26tkv8BPcY9nBGpqQCoBYlQsYMA/Q9f/GqvQIq6Hp3oIydyGqbMYQB4ZZFPckS+WOcPLkaYQrljxDVMTR9HdlEj+WUtZBU28vIn+2hosf+ep+9PSZIkchsK2Vy+i9yGQiRJOqn7i4uL46mnnmLPnj3s3r2bCRMmcM4555Cbm3scaysUiu8JKjVlMaPwyj/6XhVk1IJMvMfNGDGQAK2J0UlDGJHSk9QUNSnaH4JpMtBzzEVcUdtOYFE2B956hKIK/wNmQ6d/m76OVnw+D/eteZrbvn6EtYc2s6u4jJc+yeLtNZW02PyjlNWWUJYEqCh3lCC7DPhswSBITB4eT0iPgq59VmpV+AQBhyhQb2vjvX2fsru0iM6KBKTWKLBFoMPN+bZCdNYqBMDu8O9Dn9SH6LgYdLi5yLiVaYZ9qHVq2iQjkgybnN2p9IagFWUuiDLTI+Vw6mPRy6r1Lazafvj+F5lE1Ky7MfccTWfhLtz1pXTmb+OLbR9hdSkNX7/V73lPEQSB9957jx07dvDGG290vV9aWsrdd9/NK6+8Qlxc3Enbv0LxZxIUFERIyM/PPx0aGorRaGTgwIFkZmYes+z555+PLMsUFBTwzjvv4Kr1f/9LHn/6Y29nC5Krk5o3rqL6tUuxF23Htmc5Latfo33DfCSn/ztYZQ6nY/86fO31P2xcEAkYNBN1vhNBAtEG+A4HAyUZT3U5HQvewb19I3h+ElBsbkI+nIpSdvvrop8wDU9ILO1OLSsPJZMYaMUlGrC5NHglAYPa37ir0asZeGYqcRmhAAQGulDlzqczfyMAvccm8uDSCxk4JZUNC3OoyGti5Rt7mX/vWpydSiaP30qSZfIbnWyr7CS/0XnU9AynQnx8PO+9d2R66yVLlmA2/2/zmffs2ZPa2lrKysp4+umnefPNN7nzzjtPUG0VipPDJ8nsLm5k5b5Kdhc34pNO/rU5depUamtrKSoq4s477+Sf//wnzz777DHLut2/7fv3scceo7a2loqKChYsWMDGjRu59dZbf9M2FX9Nss+H68A+HBu+xXVgH/IvdHo6UfR6PU8//fRvDh6HhIQQEBBwwup1LGVlZQwcOJDvvvuOZ599lgMHDrBy5UrGjx/PTTfddETZ76/LgoICPvjgA4KCgpg4cSKPP/54V5mOjg6mTp1KQkICO3bsYPPmzQQEBDBlyhQ8Hs9R+x8xYgS1tbVd/y644IKu75rv/40YMeKkHoM/OiUQpzitnTf7LGSD/8FOEgS+ilfxnSEUu6zlrLPu4/UZT9Bha2J/6U7KzV8zpK//gu9ojeNrx0C6JQQj2CwAOJvMTEv3MXtyBtee1w9beC/69MukuLKNshIfPTpchO9ay2sfbaPOa6HQoCM2II3uwhmcHXsxsQHRlOh0PGObzn9tk/gwdDrvBavxxqRyXrWH8xvbUckSE8Rgzqu34vlwHv0ChnFBm4ubYrZjEBwgQKlBQ1aQFln0YXTFc6MlhH+k5uFprmJs2XxmG7dQ6wtmvycRr9bZdSz6D0qh05KEQ9KwPqsOb7s/gLfTncby7E7eW5FHYcWRN47BPSIZ2TcGnVbF5uwa3v1SCd78Fjuq9nHTigd4dN0LvLz9XR5d9wI3rXiAHVX7Tto+Z8yYwbRp00hPT6dbt248/vjjmM3mo3qWKhSK/9/YC69GLRz54FvrtZDnjefScx7mzSmPMDFrL313fEtH1LfE9+kHh4NwiCKRlkgkwT9nnM1mZ/KwRP52Rjp9p56LJiwOy+DpdORuJqixhoFWB8btX/PBnv+CxkkffQX6xF7oE3piGTKDWEsUgqkNuSMY98GhTLL1oZu4ix4JkbgP9cVTkcFuk5aEzkzcRX25/z/7GRI6GlVdTwItKsAHCPTRVjJQW45KkMnX9GRN6Gy+MM/iPkcDOdWtDNSVMVxfzBTDAfrrqnm6fQaPtp9P0JDxxBvsGHDSmb+ZtnZ/AEh0m9m4q4lXP8uiud1xxLEy9xyDIW0AW4JMfFK5jS9yv/69Tt2f0qm4p8THx/PSSy/xj3/8g9LSUmRZ5qqrrmLy5MkkJCQwZMgQdDod0dHR3HvvvUf0nP5pCiCAfv368c9//rPrtSAIvP3225x77rkYjUbS09NZvnz5EessX76c9PR09Ho948eP5/333+8aFaRQnC4EQeCCCy445jKNRsP111/PNddcQ2FhIfn5+Xi9XpKTf5jfTa1WH9FY09jYSMAZNxI4YjYh469EHRJH4JDzsO1dga+jBWSJ9m2f0LJmnn8FlQZjt5HoEvsRMPhc1KH+IPr3cRdtZCre9ga0Q4Ygq/zplZEkhOAQkGVaH/w7mv5DQKdHCAz0zyH3088YFg5TeuMY2ZMb727htgXduX/dKLZXx5DTGM7YXgncv24U/9wxnkFzxwDgcXrZtqSA9iZ/578zx1fhLVxF45LHjxpJfeb1A+g5JgGAz5/eylev7/6tp+UvbVe1nTtW1vLkpkbm7WrhyU2N3LGyll3VJ7cjpiRJPPPMM6SlpaHT6UhISDiikW/u3LksWrSoK00rwLvvvsvcuXOP2taBAweYMGECBoOB0NBQrr322qNGu6nVaqKiooiLi+PCCy9kzpw5R91nFIo/ku8OVDPj8ZVc/99NPLhgF9f/dxMzHl/JdweqT+p+dTodUVFRJCYmcsMNNzBx4sSua+Xyyy9n5syZPP7448TExJCRkQHHeQ0eS0BAAFFRUcTGxjJ+/Hjmzp3L3r17f3GdtrY2rrvuOiIjI9Hr9fTq1YsVK1Z0Ld+8eTOjR4/GYDAQHx/PrbfeetScqoo/F+fWDTRe9Tda77+V9ucepfX+W2m86m84t244qfudOHEiUVFRPPnkkz9bprm5mdmzZxMbG4vRaKR37958/PHHR5T5cWrK+++/n6FDhx61nb59+/LYY491vX777bfJzMxEr9fTvXt3Xn/99V+s64033oggCOzcuZPzzz+fbt260bNnT+64446j2gi/vy4TEhIYM2YMb775Jg899BAPP/wwBQX+zl8HDx6kpaWFxx57jIyMDHr27MkjjzxCfX095eXlR+1fq9USFRXV9c9gMHR913z/T6vVHrPuVVVVzJ49m5CQEEwmE4MGDWLHjh+m5Vi2bBkDBgxAr9eTkpLCo48+elJG8Z5sSiBOcdq7ZtAc+kX1RCOqAYgRbBgFN++8+A6vLP2G3PZKOtQqkjsdTEwfy3vnPs/LF97Oy3eOo1dqGA+On8uQ0t7cEKghMCmDi6d0Z9qIZF6+czzTRiTz5Pu7aMpLZ05DB/HV5QyV9/KsZxzvxgayoHY92QfbmLewkNFJQxjf4UM8/ICb7Wpkb20O5Qc3McTRyhCrk7P0cYzsFBhicxJCOx25hxjY3EY3ZxHX9qlgky+NPfb+JKMnOSCa/5x7LQkl3xHfuptu3v18HK9hS3obap2/F6qjE0wWLxkJwcSFhTB1UDT3Ra7navkTDCl9sasDqfP6A40xYSaiQ420Wp08v2gHr377NR4c3HvZYM5I1/Bg4BLOtH2OpMwb9z/ZUbWP57e8SbPjyIbCZkcbz29586Q2nH7P5/OxaNEiOjs7GT58+Enfn0LxZ6MyBhByxmUYkvsCAhICH3aO5g3reC6a/wrbv30TbVM1yU4PQxpbCZx6OYl3fkDc1c+TcO1LaEJi0M+4lyyxD/vjLiAjIZjLpvUgc+gQ4q97CX18d5q/fJVLqpqY1WAjsqyA4bZW+qSv5irjesRdi3BW5NK0+l3OyZyMryGpq+nTUlFMStYWtmdV4WuOxluXzKDg0bTUpuJrjcbtkcjN8WGvD6fd6iO9lxtB66DaFEy7KRB1fHf6XXIbmws62VBhxFdr5B7zV4zWHaTNZ6DUE055h54HItZwXT8bYel1MPRMRJ0Rd0MFU/qHolGLSLK/RunxQVhMOmptDby5YR57N3yAqNUTfeEDtMUmc295M4Nzs46Zbk3x/zuV95S5c+dyxhlncOWVV/Lqq6+Sk5PDCy+8wLRp0xg8eDDZ2dnMmzePd955h3//+9+/evuPPvooF1xwAfv372fatGnMmTOHlpYWODz6btasWcycOZPs7Gyuu+46HnjggZPwKRWKky8yMpJRo0YdEWAD8Hg8PPnkkyxfvhyb7fBveoeDOXPmcO+993L11Vdz8803ExAQwOTJk9Hr9fTt2xdTZCLBE67GMuQ84m58H0FjoHXtm3yfU9lVsR9B9HcGwefBuv0TXOVZNK/5L0Fj5vqDaYejae6agziKtuLM34pwOP6lO3cmHrv/OUDusOEtLwaXE7m9HSHNHxDDZEYwmdENGUHAQw/irM9G8BYxNM3Oqxf05qEzuxFq0jAowUKfED0YTWRM6YchJIAp1/THEKClYEc1k67oi0otkldgwSeJGFIGIogqivfU8tg5n/Dhg98RmRTEv1bNISzeH5DM21L5u5y3P6Nd1XZe2dFMi+PIYGeLw8crO5pPajDuvvvu46mnnuKhhx4iLy+PhQsXEhkZ2bV84MCBJCUlsXjxYgAqKirYuHEjl1566RHb6ezsZMqUKQQHB7Nr1y4+++wzvv32W26++eZf3L/BYPjNo3kUipPluwPV3P3+Dhp+0rmtod3B3e/vOOnBuB/76bWydu1aCgoKWLNmDStWrPifr8Gfqq6u5ssvvzxmEOJ7kiRx5plnsmXLFj766CPy8vJ46qmnUKn897hDhw4xdepUzj//fPbv388nn3zC5s2bf3VdFKcP59YNtD35IFJz4xHvS82NtD354EkNxqlUKp544gleeeWVn03T73Q6GThwIF999RU5OTlce+21XHrppezcufOY5efMmcPOnTs5dOhQ13u5ubns37+fiy++GIAFCxbw8MMP8/jjj5Ofn88TTzzBQw89xPvvv3/Mbba0tLBy5UpuuukmTIfnn/+xoKCg//ez3nbbbciyzLJlywDIyMggNDSUd955B7fbjcPh4J133iEzM5OkpKT/d3vHq6Ojg7Fjx1JdXc3y5cvJzs7m7rvv7soGs2nTJi677DJuu+028vLyeOONN5g/f/4RHXtOF+pTXQGF4reakDKCCSkjqLM1YHXZEd7/F+AmUmjh2wKBXjE+3JKXWWnjiA+MAcAU/sP6KSmx/OPeG4+5bYtZi1ajQpZlVAkDoGIvA8eP556aEl51qnBLErJXg9cn02pzonIauT74a4pUEWyO9+H2qWgw6GkNgA53J2vslTS6HJwNiIKMyH4qdWoCPLBIVYzUr5RzJ9xBZnh6Vx0q+o9nfXMBojaaWvwj2sZFb2CLtS8+g4fO6mQKrK2UVDRwi2UNUeomaPevK53/NPs/2sPQGJjjfJ+2D5exIeZKtrZ+g0qop3ZTLo9PuovZvTy01NrY73NTl7uSyX1m/Op8x39lkiQxf++nv1hm/t7PGBzTF1E88f0fDhw4wPDhw3E6nZjNZpYsWUKPHj1O+H4Uir+CoGHnEDTsHNyNFThcXupeOgCAt9PIDtqZKQggy0wcfAGBen9HB5X+hx+6cb36Eder3zG3rTYHgyAianRow+JxN5QxfsRcvFm1yHyM4B9bh9TRSo2tHl1UFQ6Hge7BdQyimmKdHlWwFVOrFwdt7G7di1uTBqQAMs1SBYIhHkHlpVK7B2N/iUfPfISogCvgcNqb83tIBDdlQ6iOGKf/ZtHgC2CzqxuTLTkEeZswVq3jRV8UuWXRzFXZkRorGB7tImh2JjWrPkQMT+GdApH7Xt9M4uASeu1aT5DLS2NLE5Hn3sHsgFSs3hyoKMCW/R2Wfmec9PP2Z3Kq7ykAb775Jj179mTjxo0sXryYN998k/j4eF599VUEQaB79+7U1NRwzz338PDDD/+qelx++eXMnj0bgCeeeIKXX36ZnTt3MnXqVN544w0yMjK6UiNlZGSQk5NzWj5kKRSCIDBx4kQ43PBot9tZsGABHL7Of9yL99xzz0WtVqNWq49IATtixIifTeGjtoQBIJqCUenN+DqaCZl2B7Y9X+Iq/yFY722uwNda0zWiTTAGIjs7QJaRIkxg9eLTuFi7Ogt9qZFBMR3IggiHA+SSHtzBtQgjA4i7/VNUen/KQMnjpMA6ggN7Jfpl9CPGoicmSM/fR+2nyR3Jh7vrcFjdbFt6ELfdi0avwuP0kbupghtem4rOpOHzp7axvbEHI1WLqf/0Id59oxv7vytj5/JC3E4fVz03iZ6jEtnwcQ57vi5m11dFDJ6efoyjofg5kiyzYP8vjyhesL+NgTEGxBP8/Gez2XjppZd49dVXu0a4paamMmrUqCPKXXnllbz77rtccsklzJ8/n2nTphEeHn5EmYULF+J0Ovnggw+6GhhfffVVZsyYwdNPP31EcO97e/bsYeHChUyYMOGEfi6F4kTwSTLPLd3/i2WeX7afsT1jUIknr21GlmXWrl3LqlWruOWWW7reN5lMvP32212jV956661ffQ1+75577uHBBx/E5/PhdDoZOnQo//nPf362/LfffsvOnTvJz8+nW7duAKSkpHQtf/LJJ5kzZ07X6KL09HRefvllxo4dy7x589Dr9SfgyCj+KGSfD+ubL/1iGetbL6MbOgrhcLD2RDv33HPp168fjzzyCO+8885Ry2NjY/nHP/7R9fqWW25h1apVfPrppwwZMuSo8j179qRv374sXLiQhx56CA4H3oYOHUpaWhoAjzzyCM8//zznnXceAMnJyV1BqGONGi8uLkaWZbp37/4/f86QkBAiIiIoKyuDw6Pm1q9fz8yZM7vmt0tPT2fVqlWo1ScupLRw4UIaGxvZtWtXV7r2748Dhzty3nvvvV2fOyUlhX/961/cfffdPPLIIyesHr8HJRCn+NOICoggKgBcFz9A9b4tNDQlcN2QTPrEjMBrbUIfl/Grtxkbbuat+yciyzJ1zSN4MHszQctt3K1dzZ0aiSc7ZyJ3mtGqILuwkfyWGMJj21DJMu+f/x+e3/wmO6r38VyUAUnWY9YZydYaEBGZpI/inKoirKJAi1ZFp0pEJYjsqsrisXUvcVbGGczpey5L9C7ytV6ivXmM7LDjEAVqzSqMIQcIbhyOLiUMk17NiMr3SFT701G6QlIxdx9O0acrabWp2WGD2FgdB/V2hhkL0CAiAUVlNl79bB83nDWO4ppcFrrK4OA3BIXGMzSu/0k4S39O+U3FR41a+KlmRyv5TcX0jOh2wvefkZFBVlYW7e3tfP7558ydO5cNGzYowTiF4jfQhiegBf51vYWNOYW4Q1qY0WMm8aP1SE47uuiU49jKkfTxmcTf9BqiWoejMo+Gxc/RvHohn1dOZKPqLO4L/BIB8On07K7ejyGgmokJRdjD40j528e8s+YZvC2laHpsQCd5CDMG05ZQjlsnEeXrRXlVDwRTG7oe/hQOGlHLsoNr2FC2jUv6nse0bhOY4FyN19tAQUUs2zxpDNCVEqGycbFpK/uih6BTmagMDcG1NZYDbi3bTS1kpltITupFy1uv0tObA7U5jFQNpGdLNUH2YbgFfxCmM38bLaGfEDR4Gq6qAlxVB2n66nW04fHoY0/8d9+f1am+pwBERERw3XXXsXTpUmbOnMkHH3zA8OHDj+ikM3LkSDo6OqiqqiIhIeG4t92nT5+uv00mExaLhYYG/3yLBQUFDB48+Ijyx3p4VShON7GxsQDMnj2b/Px8fD4fY8eO7erpGxER8au3acoci/bGDxCNgXQe+JaWVa/QuvaNw3PBiYB/2ypjEB0533Wtp41IIfqS56h46SIkuRFXXx2yx0doRzhvLTVT5w7hrEHt0FQLgGwSQBQQtHqaVzyPo2g7YefcgzFzLG+8YsTt9LLPWEzUtFAiVZU88Z0Wj6+czHGpZCQFoTdpyF5bhsfpH401+sIeJPQM59GzPsHaZOezN+yMfFjCUbSd/iN6s3+dP+fz8pd3Ep0WwgUPjKQir4HS7Ab+dfYnvF16CxEJgSfkvPwVFDS5jhoJ91MtDh8FTS4yw09s43V+fj4ul4szzvjlDjmXXHIJ9957LyUlJcyfP5+XX375mNvq27fvEb38R44ciSRJFBQUdAUBDhw4gNlsxufz4Xa7mT59Oq+++uoJ/VwKxYmwr6TpqJFwP1Xf5mBfSROD0sJ/sdz/YsWKFZjNZjweD5IkcfHFFx+RTrx3795HpJA7nmvwx3M7XnLJJfz3v/8F4K677uLyyy9HlmUqKyu5//77mT59Ohs3buwa5fZjWVlZxMXFdQXhfio7O5v9+/d3dW7hcEBRkiRKS0vJzMw8AUdI8Ufhztt/1Ei4n5KaGnDn7UfX++S1Yz799NNMmDDhiIDb93w+H0888QSffvop1dXVuN1uXC4XRqPxZ7c3Z84c3n33XR566CFkWebjjz/mjjvugMOjwA8dOsRVV13FNddc07WO1+slMPDYv4FOVCYaWZa7nvkcDgdXXXUVI0eO5OOPP8bn8/Hcc88xffp0du3ahcFgOCH7zMrKon///j87v3J2djZbtmw5onPm94F9u93+i8f5j0YJxCn+dHTRKaREp/DjaSjVltD/eXshFv8DyfrdlXh90NQpk6dOwhnSipi0mfg2PU61RIG3k31hAoSakWU7s1wdjE4aQn5TEVaXv9dpH1MMmuIsOiN6YbJ34gUCJJlKUWRWQwfr42PYenA9PlFiR8k2zg/NJLmhnnwBkt0yM5o6sGk0PJ4YDMAIwwbmTB5Ars9G6Cf+IJxPFvguYAYHNlejq8/FJGQQpXPiChRpU8Oa2rX0FiUOHOpDZ2scG4VSbv5bf5InX4tp1b9x+zyEG//34/VX1OpoP6Hlfi2tVtvVW2TgwIHs2rWLl156iTfeeOOk7E+h+CvpnRpG79Qw4MRMKqwJ9De2Okr9PWANnbXEa9oYaalCkOGgQcsXkXrGOtqZ1NLJiHYH7rYiZFlmbPIwamz1dHrsyDJkqoNQtVbhzoynMdvBRH0O+5wJdEoCA1q1nOd18nXrWrwWHetKtxFpDqdFryYVKCaS1fZelHnDmW3ehkqQMdfVY597P22NheBuwAN87BjCVakekrYtY2e1SKxOjVUbyQxzNmrZC9uXwuEZ6VSyRPW+lYSMuZCwqddQM/8+BJXaPxJQcdxO9T3le9+Pzjleoige9QB4rEm8NRrNEa8FQegKRigUf3YZGRldc+2cCJoQf4DPXuzvgOEPwgmIxgAku/87wttac8Q6rkr/SG9L/2m07/gc2dUJskz36E4euegA9d3Opmr7NvYXJzEqvgZLsxuVQ0A0CTgr1iOHiXTsWcX2XcEYLFq8bh8On5f7FteRmWDF7vGP1Itq2suVS/7O528Wkb22rGv/8T3CWfjIRhor/PWLSjSybW8U/Xs20rFnBcj+EW8+j8TS/2xn2vUDufLZSTxy5kKCo8yYAnUn7Pj9FbQ5fzkI92vL/RrH20AXGhrKWWedxVVXXYXT6eTMM8/sStv6a2VkZLB8+XLUajUxMTE/OxeNQnGqNdmcJ7TcrzV+/HjmzZuHVqslJibmqN98x0pt9//Jysrq+ttisXT9HRYW1tVekZ6ezosvvsjw4cNZt25d18jxH/v/vjs6Ojq47rrruPXWW49a9ms6hylOD1JL8wkt978aM2YMU6ZM4b777uPyyy8/Ytmzzz7LSy+9xIsvvkjv3r0xmUzcfvvtv5gaefbs2dxzzz3s3bsXh8NBZWUlF154IRz+f5zDI1F/msb1WMFrDl9bgiBw8ODB//kzNjc309jY2JVWfeHChZSVlbFt27auDCgLFy4kODiYZcuWcdFFF/3P+/qx47nmH3300a7RgT92uo2AVQJxCsVhWbW5vLTlLXpFZHDnmBuOWj6oZyTzv85DHVVGaZ9+ePXNyHW5NBtkfD4ta8s2QYAZZDATgEGtY0hcPwy2EKpXPEqau4222k5C7HZqrXupIYzv+77aUnpR0lhMvduGFpkBViejI1Np/u5DxlQeIt0cwGsResrig7mhQ8O0hk7qdCI9mnxkbVnMa6p67tSoCPJI5MXOpNWjZeU3+YQHDODFYXnIXjeOQ83006h4IT6EpiA10VIZmnY19VIIlfU2mto8XCqMILL+W4LzdsIo5QfM8Qo2HF+v3OMt91tJkoTL5fpd9qVQKI6tPXsdTavewtxnHJFTrz1quSltELa9qxGAh8Z48NS04akHlyhgVYt8WbiWAd4QoBpXUASCIDA5bQwWn8zCT/dQZk1mYPgSojydHHTuZiAFxBqb6eGtZLtuDBOa1qBR2RjmULPNoqNbaDLvblpJdUN3wuKiaNfUonO1cah2JC3ebMyiix0dsWxeu5Yi1RZEzWjwaRg9AQYW7ae1qoBzo5JZbv4HF0rLkWuq/fMNHf48KkCSweN147W1kOVpRdtrOCElOdhLsrD0n/S7n4PT1R/tngKQmZnJ4sWLj+ghuWXLFgICArrS6IWHh1NbW9u1jtVqpbS09FftJyMjg6+//vqI93bt2nVCPoNCcTpr27yA9s0LCBw1h6BRc45abkwbhvOQfx6SwLFzse1a+sNC2Ydt1xddL7WR/kBX0JjLWLcpnLB180gNsIKQR6AX7Du+4j/rhtLaoabSGsDVl5lw79uFwd6AphW8kgpjn57Mu/gbnJ0eIhN01Fe4UKslauzRgBuNKJGpK+GrO+bz+TIBQRRQqQQmXtGXtfOzqS9tI3VAFHEZoRTuqmHBku4cOBhKu/XIIJu12U5nu5OWWhuDp6VRkt3AgfXlDDvnxAUz/+yC9MeXput4y/0a6enpGAwG1q5dy9VXX/2LZa+88kqmTZvGPffcc8xGxszMTObPn09nZ2dXgGDLli2IonhEcPvHHRQVij+ysIDjazw+3nK/lslk+lXXyvFcg8e7ve+vcYfj2CMC+/TpQ1VVFYWFhcccFTdgwADy8vKUa/0vQgw5voECx1vut3jqqafo16/fUZ2qtmzZwjnnnMMll1wCh9vkCgsLfzFLVVxcHGPHjmXBggU4HA4mTZrUlSEhMjKSmJgYSkpKmDPn6N99xxISEsKUKVN47bXXuPXWW48Kpre1tf2/88S99NJLiKLIzJkzAbDb7YiieERWlO9fn8iOlH369OHtt9+mpaXlmKPiBgwYQEFBwZ/imj85E0soFKehrbsW0+lzsbNmP16f96jliVGBzJkVhiahgJ1tGxkU15fRMWNw5o7BlTMSX1sYjsKhOPZOIMk+jJtXPMS9q5/EvuJJurnbEIEQjf+LsM4Ryb6OSOyiQK45kNGmGEa220lyuJnS3MFcSzrDzriGw9MFIXhd+ASBeq0ax9ALWFZ1LlsKZvJ0yyzePDQAjyDwQlIEHRffwzlXXEJ0hL/nnzlERfj0G5C9/h7pnSoRWRQQZJlYVQvV/Q9gSdrH6h3lPPrWFgL2L8PQ1oB1z8rf89Cf9jLD0gg1/PINLdQQTGbYib9p3HfffWzcuJGysjIOHDjAfffdx/r164/7Zq1QKE6O3B2fI3hcNO//7pjLjekDCejrT9Vk37eSoKFnY+szmkXR/uCK7BPZUjmB+1svIM8ykbLn51Kz4J+Yls7jdnELIzRFuLX+AEidPZJKr/97XwqFs3x2wlU2JBnWB1gYnTCYS/ueh7eqO76mODrqYhFUPkRjB7efE0Kg2oFa8DE3YAvnd26gr9PKjXHf8M5NPfjHmefjCfSPbiAimGtm9qLV7e/H9dPZKkQBgpxOyvav4fktb2LP24LP2ox137cn6zD/KZ3Ke8rPufHGG6msrOSWW27h4MGDLFu2jEceeYQ77rijq3fkhAkT+PDDD9m0aRMHDhxg7ty5P9tj8+dcd911HDx4kHvuuYfCwkI+/fRT5s+fD4dHzikUf1XtWxche11Yd3x+zOUBg2ZgSB/uL7vhfUKn3oIhbdgxy6rDEih/5ixqPvkX8x/ZzdPfDSa7OgTR4h+9LLVDiKaDYL2TlDQ9n2Ul8nFud8raLAhesPQ6D/O0i1BrDzekdvqvTbNJ4upnxwECXknkpV2DWHvAf08LDDPywu6rufmNswiJ9qcuS+4bySX/GofP62/I2Z8fTnl1wBF17WhxsuT5bbwwdzk7viyisaKdte9nn6Cj+teQEaYjxPDL38UhBhUZYSd+pKFer+eee+7h7rvv5oMPPuDQoUNs3779mPPrTJ06lcbGRh577LFjbmvOnDno9Xrmzp1LTk4O69at45ZbbuHSSy/9xbmpFIo/qv4pYUQE/vIokMggA/1Twn63Ov2S33IN2mw26urqqK2tZefOndx1112Eh4f/7ByoY8eOZcyYMZx//vmsWbOG0tJSvvnmG1au9LdT3XPPPWzdupWbb76ZrKwsioqKWLZsGTfffPNJ+eyKU0vbow9i6C+nZxXDItD26POLZU6E3r17M2fOnKNSKKenp7NmzRq2bt1Kfn4+1113HfX19f/v9ubMmcOiRYv47LPPjmrDe/TRR3nyySd5+eWXKSws5MCBA7z33nu/OL/ia6+9hs/nY8iQISxevJiioiLy8/N5+eWXGT58+BFlv78uKysr2bhxI9deey3//ve/efzxx7sCXpMmTaK1tZWbbrqJ/Px8cnNzueKKK1Cr1YwfP/5XHr2fN3v2bKKiopg5cyZbtmyhpKSExYsXs23bNgAefvhhPvjgAx599FFyc3PJz89n0aJFPPjggyesDr8XJRCnUBw2URNGf6uTv3WAWnXswaIT+/TAojMToDOTHpTOrMwZIKkBgZ5WiDa3g09DhSafVmc7Ja0VtMn+IcWtYjBrLH/jXetoDrmjWenszmPxMXwUqWO7Hr4wxlKaN5nVZdN4pWYg7T4dAQOn8HVYAC/HBiELMKfn2UQlDUGSha4mUIdLRXfRyM1lDTR+8wYOh5tGoRBd7w3URa6g6vP/4CzPoVUlsjAyELNH5r7SJjpVKnyCgDuwjfbi/WSY2glVdbIqxMSrUWZKWsp/1+N/OhNFkcsHXPCLZS4f8LeuxsoTqaGhgcsuu4yMjAzOOOMMdu3axapVq5g0SRl9olCcSjmJyWSZdWw9nNbhWCyDpiJo9agDIyAxE8Pws7/vf4GgktFZOulEi7pjJ5KzA2fZAUSPv8Ey0uJlX1oEbwu9WNIyjpUtw3EhkmptJlq0UmjU8lhKGE0mmemllWgliWkD0hkXshM50Z/C7LYhV5IeGIlKlrt+EIbJMkPsXpYEqfho51t02N28I1t4MiGUlzRWHnxjM48V9mZZZ3+kw6PgfkwGVIf2oxHVrA4xYhUFnJ0teFrrTs6B/hM6lfeUnxMbG8vXX3/Nzp076du3L9dffz1XXXXVEQ8/9913H2PHjuWss85i+vTpzJw5k9TU1F+1n+TkZD7//HO++OIL+vTpw7x583jggQcA0OmUdHSKvy5VgL8hVhNx7HuKIIhYBs8ElQZNRAq6xL6Y+075cQkQ/c83rrJ9yG4HruKNXfPItYWmUueLpLbDQGxAJ3cN38nTZ2xkYvA+Bgxs54zzKwmd4MKTpEZq9s/pOG5ObxDA2uxEEAXu/+Zq1EZ/KjL58HNKQIQ/6NbW0Mkr16ygtb4Da7MdgLIDDdw+6G0ayr5Ps3vsuU2K99Yhij8E4ivyGmlv7PxNx/OvRBQE5vT55c4dc/oEIZ6kzg4PPfQQd955Jw8//DCZmZlceOGFXfOC/pggCISFhf1sKkmj0ciqVatoaWlh8ODBzJo1izPOOEOZ/01x2lKJAv+Y+cuBgzvP6YNK/GN0RPot1+DDDz9MdHQ0MTExnHXWWZhMJlavXk1o6M+PYFq8eDGDBw9m9uzZ9OjRg7vvvhufz59Ct0+fPmzYsIHCwkJGjx5N//79efjhh4mJiTmhn1nxxyCoVFiuve0Xy1iuuRXhV3YA/F899thjR40Ge/DBBxkwYABTpkxh3LhxXUGl/8+sWbNobm7GbrcfVf7qq6/m7bff5r333qN3796MHTuW+fPnd6WNPJaUlBT27t3L+PHjufPOO+nVqxeTJk1i7dq1zJs374iy31+XaWlpXHrppbS3t7N27VruueeerjLdu3fnyy+/ZP/+/QwfPpzRo0dTU1PDypUriY6O/hVH7ZdptVpWr15NREQE06ZNo3fv3jz11FNdnTqnTJnCihUrWL16NYMHD2bYsGG88MILJCYmnrA6/F4E+UTN5qdQnOYkrxv7wR3o4jLwGUL4cGU+YYEGzh13ZI9zr+Tjq42FbF/5LZroNNzqAEJrNnO+cRe7LEY+D7MgiBL9IrpzqCYPMXcgcXIHxuTebCu24/HBLMN2NvpSsPbZhyDKJAXFU5Snxlv1w/DmOVO6ow9vZmHhh13vpTaE40kxUWEtJ621F0PTRhC070NcmmrSHP5Rb+9bLmVvmYAuopZRYzSM3riLYG8jXlnkw86RTNYfIFbdRq1GzcZgIz2sHno7HciiGskUxAOR/oa9cSFp3Djpzt/t+P8Z7Kjax/y9n9LsaOt6L9QQzOUD/sbQuJM3aaxCofjj6XTb2VNzgD5RmYiCyKcHviQlJJEJKUf2/JS8bj7Z9wWF+1ejT+xFu+yhuMU/l45G1OL2ejFLXv4uRrPGWsrBkjFEizaSB/RjWNFr6GSJd21jGKovoqfGnxZQHRLDYtHKtiAjgizzr0ONBEy/nk5bE3Xbl/JKvH/Uw6UtOtK9EljrqQvpS3xaOv/Z4EYft4uKEH8++4CS6TQ0+dDHlTFjXCxLlzsZ6KpjhK6QOHUzP37ckWXoasdTa9gWHsLwWn9PQHPfCUScdROK46fcU/wef/xx/vvf/1JZWXmqq6JQnDJeWzPOsr0Yu43A57DRvnkBhrShmLqPOqKc5HHRuPRJHAWb0KcNw2drxFN/CABBZ0Z2+TsIuuIH8K0zgB779tHeriVtxgweuOQQkizw4OhtJAR2dI169g6JwCsc/h7yyOj3epBue5ovPm9l5Rt7u/Yd3zOU1ppOOlqd9BwTT2LPCFa/sw+v299YpdWr0ehVdLa50OhUXPzoWN6/98ejxuVjjLX205nUqNQi9nb/venSf4/jwgdGn7gD/Bewq9rOgv1ttDh+mAsuxKBiTp8gBscaT2ndFIq/su8OVPPc0v00tP+QpjEyyMCd5/RhQu/YU1o3heKPxLl1A9Y3X0Jqbux6TwyLwHLNrehHjD2ldVMojpcyR5xCcZio1mLu5X+g+3ZrKcs3lgCwfFMJYYF6HrtuBAadmsLyNrT7vuCagL3UtmfxVPvZRIYE8Hp4FENDe3JGqEByYTZ6Vw0HtAKeboX0syVz7gAdO0udeHwS9VIgDe4IxILBCPpOLrpsLPPav6C+2YrssBAptmHdtpiFzhSCBpjwuOx4vEbKwxrw2QQQoTIom4ymUnp7y8ALnaJAXUIaWUVtIAaQYAhgWFQaKu83dEpaTKKbC4w7qPH6e0SGu31ENWSQKfgn1BUkLwZzMBPa6inSq+gu63l527tMTR9Ht7CUU3hmTh9D4/ozOKYv+U3FtDraCTYEkhmW9ruOWlAoFH8MJq2RMUn+iZUXHVjO6kMbEQ7BogPLSA5O4J5RNyAIAnnNpUTu+pahre0UWnfxbkwQvTs99LLZ8fQbT73bSmRlKTsC3OwMNODrVkiQehBpMaFoiwWQIVlT3xWE20Ays0afzfjv5uO0OklxuKn0hPHRxr1Ygoq4RVZxc0ULIhDl8fmbPAWIb91LR6mLcudAhKohaHXZ9EiMICvLhl5QMdAcTYQ5DH3KZ5xXUY/uGCMX1piHs682jCRVAxeadjBeH40TfyCu1qBj0fb3OL/HmcRaon7fk3Ga+qveU15//XUGDx5MaGgoW7Zs4dlnn1VSDSn+8tQBoZh7+7MdtKx6jY79q+g4sIZmvQlj6lDCzr4b2efFVZWLo3g7AM7D/0UQQJYx952KqyoXX3s9e32xrInoR+moBP4hFdPsCkJCRAZ0Gl9XOMxGABGTL6b9u/nIrR2o63xk1YXx1lnf4nIJqLUqvG5/YKcyt7mrvrkbK3E7vF1BOICeoxPYt8b/fDVoelrXej84MggXnRZEbbE/AOjq9DL83Ay2LSkAwNri4MUrlnPJv8cRFms5sQf7T2pwrJGBMQYKmly0OX0E6f3pKE/WSDiFQnF8JvSOZWzPGPaVNNFkcxIWoKd/StgfZiScQvFHoR8xFt3QUbjz9iO1NCOGhKLt0ed3GwmnUJwISiBOoTiGzORQAowatBoVTW0OmtoclNda+fy7Qnbk1vM3s4MMLegNKgzBhUjRzVT4JOSOvdxQqULsbAIauTUggKyMNGYI1ThXfceTZpEvwkcQUd9CsqEQhyBgSzzEouxWYptHU+ewEadp5ybTSiRBZK0njb76CWwtqMPdGooUVUJq+AHKDTpcKpG1ko2xwZFIrfU0uUNwdcQTGlaOO72eOlFi3zcryTUOZGJrHX10VZhEN9mWFGrdKpokC+dbSpGt/pF0mqhUgidcyuUaDTVZ23l0txtbUCUNnYv598S7TvUpOW2IokjPiKMnFFYoFH9dvSIy+KrwOyxaE432FvbV5tDQ2cza795ArMgnTPIHVoxaI2pBxQXNVjRuFzn71jFIbSCyvQ1qa4kLCyWnZxKqrR1EVj6GS9SwISaDHWUJpHvrUSExWlVGa9Z3fOmbxpS6FbTKwbxim4DkdtERXkFTv0HE7voWkJGBWm8g0Wp/WjBtWyEW03CsnWbceSORDXamRm5gSkcjQgNsWmlgKqYjgnDloaFobG1U6jTs00RR4w2gxhvMud29RJ8xB3fnTPZml/LKtkaEiEN4pS+5Y8Q1p+xcnG7+iveUoqIi/v3vf9PS0kJCQgJ33nkn991336mulkLxh2FIHUxH7neoA8LwttXScWANQROvo/792/E0V4Dan9pPMAQgu53g8//Wt+38HEGjQ/a4GFm1DIulEfukyZT+82ve2+ZheJKD4QM6MWqhqCyQQ61BfH4wg7EmiUv1OuTmdvbURvLfPb27gmYj/9adDQtyj1nP6sIWtHo1bqcXUSXg8fwQeNv2RQHbvijAaJJxuyS8Xn8jmiXCiLXBn7rS5/XfawQBhpzdjav/M5mxF/dmx/IClv3Hn2LZFKTnmhcmn9Tj/WciCgKZ4fpTXQ2FQvETKlFgUNovz4GlUCj8aSp1vf86mUEUfz5KakqF4hfYnR7eXpZDU5uD7OJGvk8DrBIk3ro8mgdzPqJV8D9UamRIrjMS1BDGeabd/nLmYPb1u5fwLc8RLfuHT1tR8U2EiX0WPaFuL81aNYIsI2eNwuE1MaZHMSObd1Fg1HEoOAJdZBy7votAdprJDG5loGUNiyMCUMkgIjMipi+69c2MU2Xxqm0yJRoD+t7+CS2n1DmJsJvpKdXQIWnZEKZF6jOSKzOnY1+/iL1luwn2+ojw+HCh5l8dF9Ij0I5orSVJ3cgi1yAumVDDBVNuP1WnQKFQKP4UZFmm3Wnlg6zFtDmt5DUW8dChegySTK7FzNAJV/OPAwtxCjCj0cZAm5MynZruh9MOA2gikshKmIN555skiv57SpYnlkxVPTrRS703gEi1DQ8i/2i5GC0+psc2sbHWxAhdERnRVpK1KrwN/tSXxepuFFiNTDdm4RRgWXgAgd3OYuVyNWp83Gn5iih1e9cYhXZRRBYMBPk68clQrdWiHTmDyMyRLNq/nH1lZbgODgaPAUGARJOds0w51FhhrbMnVoOPs2dquHrgRafkHCgUCsWfhSzLeFuraV33Lr6OZlyVuV1zrAnGQILHXEbLylcOlxaOmn9NVePDFDoAVUIi7z2Zw7elCQC8cOM6nlw0hIYWE2EGO00OI6Ig8+b0NdjcGt6onsbBXH/6tF6DjVRVCLTV++drMwXp6GxzHbGfM68fyDf/3fOzn+O+W/bi9cjM+7AXHZ06rn5hEukDY3j3rm8p2FHdVU4QBYIiTbg63dit7q73r3j2DM7/x4if2bpCoVAoFAqFQvHH8efObaNQ/EZGvYZbL+yPJMv8eC7O6aNSCekxGGR/EE7vk3gweTJG31A2uHqw0DMRGdiLnc9LX+VlIYMWn5F6XwAGfDhV/mbNZo0KQZaZ0NLJ1brNpGcUsMtUwmtxoXwTZqZQZUfX3kR62n4GBGdxeUQRoywJ/F3oR5wjAI8oEtneznjNfgQgVV3H/drvOLPGzYA6DTuqxyC5/D1Mc8KMbAoxsqVqH22ChLe9iSCvj10BOiRAh5dwqYkdjQFsc3VjoyODWZq9NOw30fGjhmCFQqFQ/HqCIBBkCOTW4VfS6mhHkiUOGrX4gAHD/oY6uReuw+mh1ocE0D7tSqIN/rncRHMIAJ6GMnrsepxEsRG7rKbUG0wfdTU60QtAhMqGJEOt14IlcR9Xxu5hnGMNtwStYqIhl/i2ShqMemoJY7szjargAUxNcUP34bySGME+i4F4eyUvhHzIM8ELiVT5g3A+GRxoCJQkgiT/SAWHNogEj5uojUuJ1wZTZa1Fre8kLMDfcCrLMFbeTbrnIGMNB7kh4FvOE3JI2F+G5HaeorOgUCgUfw6CIKAJiSPi/Idx15f8KNAmEDr5ZrRRPxpJq9YSNPE6RH0AADpnOJpKH+6sXTiWf86k5FJ6hjcxs0cRmmgBp9ufNKfJYQBkJFng/exM/ls0joO5jq65QHN22Rk0xoxwuEWhx+gE0gdFM/zcjK73rE2dx6y/qPZvJNDsIjHWRkKy//0Fj2yg+4g4ivfWHlFelmRaazuOCMIBHFhXjueoFJcKhUKhUCgUCsUfjxKI+4t7ZPXLzP3sH2TXFJzqqvyhTR6aSHSoCYAkVQNa1QZWHFzDLVVWrqhq4eEaO7pvP+KKIXoumpRBfI9euGU1mwONuA0ufFE1PNo+iyfaz2WzlESM0+1vpRQEZEFgf4CeuCQLY4b3BsAjgMXjI9jjY0JIOveExTFX2I/JUY+rupDwojWU5A5Bs2skxoNOBFnCphY51K2KpfEqhjnaObujgWRNCzuDphIy5Rpykv1PuIIMDR8+QeCQ6eyMjmRTiJnPI/xzK3QL9adFsAh2bgtcxQh9EWVNHq59Yg2SpAyeVSgUP0/2eal86++UPT8XV0P5qa7OH9rE1FGEG0P5JCqQh1LCKK/Jx71/AwKgkyTurrYSueIdUgafTdDIWeiikrvW/b4BdI8rhfdsZ1AiRQJdtxREARLUbVwXG8zgTP96HrWLgzojDRoVvj5jWBk6l4/tI0hp34mqLg8ObuPmsmbuKm0msbQQAf92pMNj4VQCeDT+/eoTexE29VoC9f5OHh4f3P3aFv7W42yubnbzEFt5JnghqZp62kITu9KXRanaGaMrJq1mF9XvKOmOFQrFL3M7vCy6bT0f3bAWx09GWSmOFDDoHFQB36c0E7Dnb8BZnvVDAVmibe1bBE+6nsBRlyCEBCP/KHQXanTx96F7mZ5SitgMCRHth5cKXd/hATNmEtQ7w785WUav8xIXbeOCu/oQ3z0MgNwN5RTtrmXbkgLkwx0YD26r/lFNf3iWEFX+Zog9ttkET/07JWVmABxWN/eN+4Arn5mI1vDDLBqCCLHdQn46jRy7vy7mn9MWnqhDqVAoFAqFQqFQnDRKIO4v7Pm3/0F+az4OqZNXNi841dX5Q/tsbRG1zZ2YBCfnRHzHV/Y8FhxYRu7IyVRk9EE4/LTp7WhFFCAiPo4nrTNxtg1A7gzCW5uCKIAqspxV3exsCjZ1TZwO0KhVU2QxY63wz7EgIHN7ZQuXdUQxaNzlhE6+mrjrXgIEHJKGba5uuNFilQN4r6EXHl0QJQYNNXo1JUYtVXo1ejycE5RHiLuO3QcqCDaG+uvYFs7imh44qgqplHyH969C1Js507OK/w7O46HLByCKEqIA1wV8xyxxDW6v9LPHR6FQKHKfuhxPQwWSs4OGpS+e6ur8oX2R9w2N9mYAetjdROVsx772Q66LHkyvoCQ0Xv8IN19nG4KowpDYCwDRGNi1jcH6Mh4L/pw0Vb2/ufSHWwoAnZKB8qoWAAI9AvNqZ/FN/CUM7T2Fey7vz+t3T2B9eyIOyR9hM+Aj1OfD3N5MmTaUeq8FtfDDBi0eD56gcJaJNg5V56AK8I/W0wg++ndsIr0wn5R2KwA6wcuQxD2sjsrnu8nnETr12q4AIoCnpeYkHl2FQnG6kyWZD65aQ0ejA2e7m41vHTjVVfrDktwOrNs/xWdr/P4d7AWbaVv3Dsb+09HEZILPC7KEr7MdQaVGN2Aw7j4ahPRIbG4NT2wZzFv7+uBJVSGFQmZm21HpLDvbXVQXNh9+JeB0qRl64XCiBw3lyQ2X8eKeq48arQYgyRKiSuha73tel4/YjBDWLW3mvdclAkIMXcsObqtkYOxG8P0QgFWpRaoLW5j98GgufnTsEfvI3VR5go6mQqFQKBQKhUJx8qiPo4ziT8h+KItso60rFqu1RZzqKv2hqeMK0IWU0NcwhoqSVKKdddTq1GQVbOSSuna+SU7msu5TeGGnjt0FBSTHWHjhgZlYO93c/sKGrtFkFn0rHsAnqxhgtTPA6mRLkBGrWiS1Zj9Veg2q6CAivDI6SSbZJHPg2Yv5LFRPWEgcl4w4D9uGpaTQRB9PGQc8ifROCuS96gFcZl5HP5sTrSST5PDQKWnZ1ZnA2eoVqGpkimt6kxg1kYPFIOkqqNq3EkdMIEaPijHOCJo0bizODtqKd/Gqp4zWtCjOqVUxqKOKXtpq9FrVqT4NCoXiD+rQ5jUY8c8ZI8tQpYoj/lRX6g9KkiXUKv/Pr2Gx/YnM3tw17iB20womq0Q2du/F+Wljadu2FE9jJYbUAcTd+Dq+jlZqP3gAAD0/NHh6ZBVawYcM5MrhuM02FuwIo7/GzhwzlPj8o+aEjnCuvu8DZgVsILhbMqkjz+W1XUFM9+wgTV2LWhRojh3D4hwD1wWspVPSohZ86A7PhVrvcDGlpBEoo94QTmhgJFJ7PRrcePat6KqPOjyBnUEwvaGR4cWLqRdVqNRaPIKA1uNC0Oh+56OuUChOJ6tf2HvEa12A9pTV5XQgaPTIrk4MvSbgyPmu6337vq8A0KcMIqD/NJq/fgHJYcPcfzohN39IR3Edn332FiWtwVRbfVxm8gfKkmL8nSpUSESaHdR0mNmwIOdHO/TH6CoPuThH8ziST2bsxb2YdGVftizO9wfkZH/wLG1ANLtWFB+z3nUlrfg8Mt++l01EUiCmQB2d7S7Cgzso+nYvWnUv1CqJxAHJHNpXC274+LFNiKKAIUCL2+nF55GwhBmOuX2FQqFQKBQKheKPRAnE/UV52hsZ32ony6wjqUGPFDP8VFfpD0uSJGqE/fisiRTU2Rjhq2NcVSvfBRspd0Xyr+bJRIgevJF1RHg0gJ6kaAv3vb6Z2iY7gcESIfpA+qSH06NwJYVNNrQ2M3ZHLGnag6TVtVOuN6L3yXSzu/lnSQNRk69F6CHgqilmf3spB006tI56BuXuoLgtmFGGIq40b8QXEIm6vZ4D2lj0yFxUb8Up6DjojmGdswcTe1hoqyhlS5jM1uB6hotA305KtB086w3Dq/YHCN2dtXwZIOIKCGJcaycNagFkH0vdCZi0wYydceapPg0KheIPTLI1oTochNvniqMjcirKXeXYWhxttDra8VSm017uZKbnh/lzcsw6loYHkKIV+MxTT2+dllBAG5FA1Xt3g6MDa3A4oRojpvTBNG5bhkbyoBV8VMsWVnX0J9sbjz71W7z1Hna5U8lqSeS2OUO42S2xI6eWwapDdJPb6MjPIz+8N2NNa8h0dtAuGXjdezF12R7mmDZhFv0jEeoJodJlIVC0Y+0+huiDn6MCgh2NVIaOx9DuYqiutCs1JsDzh3oQH3mAvi4nTRoVUR4fSD5WhZjppwtnyISrT9XhVygUpwGv03vE67Akyymryx+du6EU2eW/jziKdx+7kAyOQ7sR9QFIDhuSOZEbe71DWytceY4Zcw8d/c7shWTdhABER3cyZVA5PVSNxATauWv1mK5NCSI8uOQCOtqcLH95J5LP/yyxYWEOaYOisbf/0EnEFKQ7Kgin0gj4PP51hp3djS2L/dMjNJS1M+HSXqxbkEN9k4lX3uuD2+Nvqji4raor1SUySD4Zh82/n8Re4dzxwTkn7oAqFAqFQqFQKBQniRKI+4uy9JtAn+JKLPV2GDiZqcOTj2OtvyZRFDk3YzoLdnppVrsxhljBCz07XOxrTaVT1lPWoKdxy0dMESRUEyfjCGymfl8IINDeKtCOjThnITH6TqLaHGx2xvOVKhl9YDnG8ATS3aF8lu/lPNNeNPj4tjGXZJWB1LgMelcfZK/bxfSGNqKcTXgCNVShRqXWojUYUVsNfNgxmpstq0lQt6AVZb5z9WZQHJx5yYXkFY8nZ8tTgIcy3LToJJDBq5aRnEaSOiG6w8mXUWqcKhGDJHFVdStrNbHkN6RSNzoDc/dep/o0KBSKP7DUSeezsaGTQquBmP7DOXto4qmu0h9WqCGY0ZETWL1TS6uqHjnwhwRgewL0OFUiJc4W8orWs0onM274OESTzERHh38OuZYWPEIjy5piiBNiSaUMgGqTjxy1SN80O3JQIgfTsvHkD0MSNWxrWkdQkMjEQd1psGposAfypnUcjW0gaQcy2LyBDk0IGrebWFULQ3SlXfUN0sOTLWPonR7Kv88bSVZuDNqlr2MQvIR1lqETrF1lZWC/Jx6npOI8h39eoByzBp8g0GyLYotBRdrw6RiSep+CI69QKE4XE28fwKpn/EGljPHxpI+JPdVV+sPSRXdDnzwQZ+kecFqPWcbdUIKz1H889ekjsFbX0N4GsiyQmppD/0APurJtOC160DrRamRmTCtBXemjo8cUkupCKdvfAIBWr+Hb9/cTHGliwiV9aK620d5gR5ZkinfXdu0zMMKIs9NzVF2CIsw019gYc1FP7l54Hm/duYpl/9kJQHlu4+GAm9AVhMM/xd0xCQJc+OBoUvtH/6ZjqFAoFAqFQqFQ/B4EWf7xjCIKheLn/GfhHihZxqGEGlKcXtrbI8k16/C1RNM/NYwr2zbSIHt5gkhifJ0MrlexzpuGLfUQ+FTEV4YxR78ds0ZHkTOIsp6hbPLVopLh0UMNaE3BFPa+kdX7dlAeWUC03MntNTbweQABCRkRKDJo2JaYRJ63HTUakg4kkONIQyVI3D/KS6yjCMehvRiTexPxf+ydd3gV1daH35nTW3onvdJC70hTkCIKomLBitjLvXb0Xht2seF31WsFOxYQC4j0FnoJBAiQQgrpPSc5/cx8f5wQiBQBQbgy7/PwkLP3nt2SmTl7//Za69qnKamy0uwuY03mXBZvjsUpuwlPK8CsqkNyOQjJjWFDUzpR8ZtwBVUxrspKl2Yn2bou9Lj5ISJDzGd76hUUFBT+Vrg9Ei/O2kh13nYeMC9qTS/XqlgaaKJ7XA/m28vQCCLhFSWU28JJrTDSW5dLsGhDJcjYJRUv1I8j0OAmgGaauzRRKhcgICAjkxAQQ4rjMpbs2YQ3eiuC2sMdVU4SGhoo8wbwXXMf8jwR9NHmMiaqisDGHOyimddrL+IR//noRAl9r1HM9lSwrrGYIQl9uaPnjTTU1CDXFLBvy3wiinYiICMZA7F7Zb4JEuhQ7Ed/dSFlohGj4ODbcAtjapop1Q7i4ltvINDkf9y5UVBQUFA4OSRHExWzn8B5YNdR801dR2PftxbR4Ien1hdPbXdOEK4a6GMsx2lUk48/qbU1fLi3J5JewzVXlmIWyiku9+OVd3rQc0wSQREWln62Hcnj2z4w+umwNTqPaC8yOZCy3Dq0BjUuu8+6UWdQM/a+3qz9Ppuy/Hquenwg1zw5iLK8OvasK2bBu1vIz6wAwD/UiMftpbn+UN2C2FaQ6zw0jie+vxK/YOPpnUwFBQUFhf95CgoKSEhIYNu2bXTr1o0VK1YwbNgw6urqCAgIONvdU1A451HuoTOHeLY7oKDwv8KD1/VknKmYcdVNRNi97HUlIVoa0CbvoFpewUpPHbnm/rhyu1OwfyCpmnIuiViGaKlHDKihrNMe3kn0xynbSBLL2bU9DveBZLxeAZsosNsZwTsLCrnAupfROXpMxdEIBgsANsEIMmy26PklIJDAMt+pVAkvqe3qie27hW5DrExbrWNnUROCALLXw9MfrOWeV5fzr7f30m3rHmLsVqSmQCbmlHFv7gHuLqrG6jUg6JtoagplpPoKUuRAADrKOYRblEeEgoKCwulGoxZ5eko/SgjjQ+tQvm7qQ7ZJT4jLy6SKRipydlCRG8zl9jCurWjkXmseq50dWOdMQSX4NkANopdpQT8wUrUFySMxcX829xXV0Mnqi9VntQr8uCqP5soguu+JpHeNG5vBt2HpVBuYYl7OXZbFXGrYwo4K37NeJ7hJCPDgMUdQ2r4b/6zbzC5nLYIAHsnLWzO+ofbDu6n65f/4UCylXCsiAXsaDJic9Vxe3kywYANAj5rNKdfR0xqI0GxmU2M4AUbFvZyCgoLC6UbUm4m8+e1j5jfvWIRkb0TlH9qSItAxpZZeEZWIdjDUeAgKdlKV6Ec/v2LK8lS88mYyr73fnapqDQDVRY2s/3YDD07exNB+xWg0HtQ6X/xojb5tHOmy3DpfulZFQLiJsHh/kntHMefVdTRU+95RzmY3tyb8H/emv8/MR5a2inCCAA1VtjYiHC2iX69LkjH4+eIFOppcigj3P8LNN9+MIAjceeedR+Tdc889CILAzTfffFb6dioUFBQgCAKZmZlnuysKCqfMwftSEAS0Wi3JyclMmzYNj8dzAlefOAfvl9+39fzzz6PYhCj8r1BeXs59991HYmIiOp2OmJgYLr30UpYuXdpaJj4+vvXv3GAwEB8fz8SJE1m2bNkx662pqSE6OhpBEKivrz9qmVmzZrW5h472r6Cg4IyMW+HMoOyyKyicBP6dBxPu8rI0xICcsJ1ruo0iITCGLrWNDGiw45e/EUEAnUbFQmEgy+t7IDf5xDRJFGhWiVhVImpBolyQ0ETnglrm5fgQ9O5iOodVUx9g5QdbX3bWduP10n6stLdncXMabzWOJrusJ4W7LqaxpBM32gzcUemiXiymUq5ml209psAi3q3qS2nv+wi/8jGKyq0AuL0ydZKJica16E1VhKh9C2Q0WtyJbgydMnAn7uGbkh1sDRvpy5Mlvs78gWu/u5ffclaetTlXUFBQ+LvSu7uJKoyMN28mzu5CGnULK5KSmV/XDXdJMhm7fG69NHozZr3MHoLxHna9iExnbSnXmtcS4bHSzuXl+opGriurp8pdTEpgIyP127lGv4Ur6upYUx7JK8bOvCt35svmgaSqy/BTOXGgZmXoYN5sHEVnVxam5gNEZG+jY5VISE4Y1yTeyG09JyHVl6EWJHTuZsRdvXmDvvzbcxHFXt+pOFlnZlmcGS8QKDVy0Z4vsAT24JXGyyh3m3lr7cdM+v5+1hdvPUszrqCgoPD3RRuZduiDqML/wttQWUJA9gIyrgPZAKiMISCo8YaIVNv0zNubxPQPemL0c7H2QCTt/Jqoq1NTcMCfT75Jp2fnCgp3VpKc4mXrzjBWrI/B7VbTWOU7eHEwTtzhpPWNornBSX1FM5UFDexeUwQtlm13vTOKCY/2p6HSF9uuueGQ6Hb4vmxQpBmVxrdd0VzvZPOCXNL6RQPgcXl5fNhnXOX3CjtXFZ6R+fw7Isky5bU29pc1Ul5rQ/qLNsJjYmKYPXs2dru9Nc3hcPDVV18RGxv7l/RBQeFcRpZkqivqOFBQTnVFHbJ05u/NUaNGUVZWRk5ODg899BDPPPMM06dPP2pZl8t11PQTZcmSJa1tPfvss7zwwgt88sknf6pOhfMTryyxyZrLr7Vb2WTNxXss/9WniYKCAnr27MmyZcuYPn06WVlZLFy4kGHDhnHPPfe0KTtt2jTKysrYu3cvn332GQEBAQwfPpwXXnjhqHXfeuutdOnS5bjtX3311ZSVlbX+69+/P7fddlubtJiYmNM6ZoUziyLEKSicBCEjbqF66G00qVWgkpifs4T9dcVU6dTIQFq4wD39wOP1khW9j6r2eah0Dt/FssyYKitRLg9qQeLCWMEXUAfwCgLVWhX7InezIEqLKS4blQiFnhDm2vugFiSG9UmgVhMOCIQaPPiVuYhrrKW71YG5ZQEsJe9GTNjBW8ubUBktPHNbf/p2iuD6yBySNRWIAjiaQ9npTgTAFJbAFZ56tIJva1cVXMrP6oUUXnQV7W5+ifVVe/BKXraU7jhLM66goKDw9+XxiRdz8wgvBiSMkoR143wWCo3IppbNycieFKb3Q3I08rj+Wx41LMUr+L66ycDBNbpZcKEKTzj4SiHG4UZtM3Er8xlj3I4HFW5BS1V9LNryaAaE7CC0byol+iBcqKiN9zJvXzxFTn8yHKnICIjI3NBQzh3uDcgrlmPS6hl70/UUxY3lW+8IqpxhuCrjaW5sR5TWF5coODoNa3VXnMIh64iU4nn8e4w/r943iM2l23F73WSWHd19moKCgoLCqRM5+R30iT19HyQvTVt+wWutbs03pA7AoE1DtboEVakD7R4PcpCII0KD0yXy38/SySwPZ2tZOPFdgjm4UKmp16FRe9m2zcCytbGoVKDWHNpGMAfo6TUmGY1OBQIERZnZu7G0Td8O7pM11ztZ+ME2Qtr58fh3V9JrTDLC73YkxJZXSNfhCegMh4W0l2H36iJuefUiHv7ycrJWFGK3uti+dD8Kf0xRhZV5q/azZPMBMrLKWbL5APNW7aeownrG2+7RowcxMTHMnTu3NW3u3LnExsbSvXv31jSn08n9999PWFgYer2eCy64gE2bNrXmr1ixAkEQWLp0Kb169cJoNDJgwAD27t3bpr333nuPpKQktFotaWlpfP75523y6+vrueOOOwgPD0ev19O5c2d++eUXmpub8fPz4/vvv29Tft68eZhMJqxWKwkJCQB0794dQRAYOnRoa7mPPvqIDh06oNfrad++Pe++++5pnEWFvyulRZUs+nEtGUu2sSVjNxlLtrHox7WUFlWe0XZ1Oh0RERHExcVx1113MXz4cH766SdosZgbP348L7zwAlFRUaSl+Q56FBcXM3HiRAICAggKCmLcuHEnZI0THBzc2takSZMYOHAgW7ce/2Derl27GDt2LH5+flgsFgYNGkReXl5rvnK/nX8sqdvB6KznmLLvXabu/4Ip+95ldNZzLKk7c/uVd999N4IgsHHjRq644gpSU1Pp1KkTDz74IOvXr29T1mKxEBERQWxsLIMHD+aDDz7gySef5Kmnnjrqe6q+vp6HH374uO0bDAYiIiJa/2m1WoxGY5s0lUp11GuVe+jcRBHiFBROEMntpOzr52ifvQxVy+lB0eNhckk9V1Q04kTNvnKJZdvyiBMrEfW+jVRJ47NoMNUFMLjBdwqwVi1SYd7O0+3HEyQF4cntyurq/siS7wHas0MsL919AcF6LyISi+xdsOojkAPDkBHYFpDIJ/FuPo4KIMrp5VpNhO8IqQDqkDLEzr9x/5d3Ia6awePXdebSCcMxJHZF6n4Fw/wLicRn9lxbUkRkVQ6PFtRweYGnRTSUKdCKaMPiuK3XdQyN78/1XSecpVlXUFBQ+HvibW6g5NMniC0ppE7dcuJf9nBvcS0v2jbwYvDX9Cj9mc3ZFZTo1IiCjCCApmU3M8egQRR8deVq9MwIDKdpyP1kGdvxed1wXAdS8Mi+d4q695V4rngVt1bFfX6/Mb66glujvXxsG88jtdcRZkvjRf+vucG0mhxvFJqAMABaqifdtZVlL93LzxkFDLzmRgaMHUuPtDBG9Y1jhF8uwZJvE2/P3mIOlPrxUt045tlaNtZkiTRjPVEhZu7rdwvDEgYwodOYv3i2FRQUFP7euGtLKfvoTiS3uzVN9vgOA/qWLQK2XUtx5e9CMguIdTKCF4KxMf7ifK4ck0Nuoc89fXpaFTdcU8aNzw0kLNxDwQF/3B5161vh9rdH8Y9PLkWl9n1uqLIxYnI3n2WcDIER5tbDhlqjGlOArk1f92+v4ErLK2xdlM/Tv1zD7TNG0WtMMoOv7YjepEFqMf1eNXsXtsa2Vhguu4fgdhbiO4dx7weXMOqOHoy9r8+Zm9i/CUUVVlZtL8PmbOt2zub0sGp72V8ixk2ePJmZM2e2fv7kk0+45ZZb2pR59NFHmTNnDp9++ilbt24lOTmZkSNHUltb26bcv/71L15//XU2b96MWq1m8uTJrXk//PAD//jHP3jooYfYuXMnd9xxB7fccgvLly8HQJIkRo8eTUZGBl988QW7d+/m5ZdfRqVSYTKZuOaaa9r0E2DmzJlceeWVWCwWNm7cCIdZ+BwUF7/88kueeuopXnjhBbKzs3nxxRd58skn+fTTT8/AbCr8XSgtqmTT6p04bG3d8TpsTjat3nnGxbjDMRgMbSzfli5dyt69e1m8eDG//PILbrebkSNHYrFYWL16NRkZGZjNZkaNGnVSFnObN29my5Yt9O3b95hlSkpKGDx4MDqdjmXLlrFlyxYmT57c6jpTud/OP5bU7eDh/FlUuBvapFe6G3g4f9YZEeNqa2tZuHAh99xzDyaT6Yj8E4mV9o9//ANZlvnxxx9b03bv3s20adP47LPPEMUzI8so99C5i/oEyigoKACu8v3Y832+4B+KimeHrYJ8o55yrYovI0IId3m5vaScFHU5ggDflsSQGaxCp7bj0Ei0a1TxVVN/IlQN9DTu5tr9xRjyPuDS0BH8tz6cIo2Nvvv9cWqNXKWpwpn1GV3j2rNsr+9LjVrn5oCwDYQUVNpMbCqRHKMWqX1fhl56P99Nn0F94n4klw5R76QcKCvaiW7em7gqCggecQudVRpCd3wGKshwJFHmCWSkcScm2UFfqRa/agu1F1zKuPYXA9AlogNdIjqc1XlXUFBQ+DtiL9yJ80DLybiQSKguI7qhAbFlB1KHm2RjEd/FhLFJFUTvCol+DS7MqmZMspeVxlAWmkSMViNZdZ1gnZF/y/UktBtHoaeRUFcdHwclECM0YBTM2DMLaderENteAT+vTJnXTqP+ADTG4u/agEF0001biK3XzRgGP8msb6bS3WpHL0OUy0u8VMZ/swrImb2a+Nq9TL3sPlzVJdTsXYtXFlhlT2O9MxmQaVSpWe5IR2MJYlJff/x6+lwe94vpQb+YHmdz2hUUFBT+lthy1uKqyAVAMAYi2+qQHE2+zwKt1m3edr4DGkK9BBoZb6hvAyjM5CbUaKNTaDX9e5fz/L96A2sJjQsGGlBrRDxu30GQgqxKXHYP5gC9L+abAPt3VOD1HMo/yG1vXEx4QgBPjfyqTX8dTS4WfrCVkn01VBU18sScK1nz3W4czYeERK+7rbup6PbBDLmuMxdc1RGAUbf1gNtO/1z+3ZBkmc17qo5bZvOeKqLDzIiCcNxyf4brr7+exx9/nMJCnyvRjIwMZs+ezYoVKwBobm7mvffeY9asWYwePRqADz/8kMWLF/Pxxx/zyCOPtNb1wgsvMGTIEACmTp3KJZdcgsPhQK/X89prr3HzzTdz9913A7RaLbz22msMGzaMJUuWsHHjRrKzs0lNTQUgMTGxte4pU6YwYMAAysrKiIyMpLKykgULFrBkyRIAQkN9sRYPWvgc5Omnn+b1119nwgTfAdaEhAR2797N+++/z0033XTG5lXhfxdZksnaknPcMju35BAZHYognrl7U5Zlli5dym+//cZ9993Xmm4ymfjoo4/Qan2xOb/44gskSeKjjz5CaHlWzJw5k4CAAFasWMHFF198zDYGDBiAKIq4XC7cbje33347N9544zHLv/POO/j7+zN79mw0Gl+s0oP3K8r9dt7hlSVeLf6BozlslVuOCb1aPI9hAZ1R/d7M/k+Qm5uLLMu0b9/+lOsICgoiLCys1XLU6XRy7bXXMn36dGJjY8nPzz9t/T0c5R46d1GEOAWFE0TXLgVLt+FIjmYCwuOZnbeQIr2GQp0Kp0qkyCCSJ/iTIjeQ6w4HnUDzzkHohEYsKhcVkppyyXfStLu2AFHjBLys1u/C0Gs7CJDZbMa+ayDddywjQV/KvnZ70KWbSREHMWpgLPNLG/HUWAmsMBKvKiFGF0DSZXeh1uqYcOFE5uf/itmvhAKHg15NLsLdMva8bQA0Za2kNmk0GlR4kOmvz0OSRVbHTmFcRAmehkqGdr0IU2rvszzTCgoKCn9/jMk9MHUciKDW4qcz0Fhdhih5cQHalkXFAk8nZKqQGoJodnh4tX4AKkMtakmFHLoPlX8Nsr8LyowIooAsy1zu+ZqYoDpEwOsAFZCdMZ8STxAXGAqwaQQqegwjJbU3nbN/ZbSwlj1aA1tsMVj9OnPDmI5o1CJJg67h54L1aJwOehaVUdyYhhMN2oK1eAVoyl5LsTYZPwScoshgw1566/PZ0PE+XCG11BUFceGACwhKDD7bU62goKDwt8fc6UIchdvRBETiaqzCsWcVeN0+hxkCrf9zUGjxgDtFjVDrRbPdxbLN0VTZjGytCKevoQIQkGVorPCdPPccJor9+t8Wd2ItVY1/oC/tW2K30SKgiSqBtL7tGHV7D2QZLvtHHzYvyMXW6Isbp9GrcDu8ZK3wiTIbf8mhrry5zZgEUeCKR/pTV96Ey+Hh6n9dQHx6+Jmeyr8dlXX2Iyzhfo/N6aGyzk5EkPGM9SM0NJRLLrmEWbNmIcsyl1xyCSEhIa35eXl5uN1uBg4c2Jqm0Wjo06cP2dnZbeo6PKZOZGQkAJWVlcTGxpKdnc3tt9/epvzAgQOZMWMGAJmZmURHR7fZkDycPn360KlTJz799FOmTp3KF198QVxcHIMHDz7m2Jqbm8nLy+PWW2/lttsOqcMejwd/f/+TmCWF84maqvojLOF+j93mpKaqnpDwwNPe/i+//ILZbMbtdiNJEtdddx3PPPNMa356enqrCAewfft2cnNzsVgsbepxOBzk5eWxevXqVhEd4P3332+9n7/55hs6dOiA2+1m586d3HfffQQGBvLyyy8ftW+ZmZkMGjSoVUA4HOV+O//Y2pR/hCXc4chAhbuerU359LYkn7Z25dMUR1WW5Vbx+vHHH6dDhw5cf/31p6XuY6HcQ+cuihCnoHCCCKKK0Evuav18gaOSeZU7GFDfTJXXglfSYe1+F29tn09hXUcEp50I4wE8Dj8avf44ZRVarUyAWMmP5jCySgbQQ1dInljQuiaW9XYS1RV00ZSQpddRoxURsZHPIgSG0M8wjiW2Unbgz3TVdrSCFWdxNurU3ozqH8+o/r7+2dx25IoiKj594mDvMcR34dP1TRTXTaCzXwXXqFYhCBJX97Jg7jj5aENWUFBQUDhDiFoD4Zc/CIAseSkvrUI+sB2T4LOC3mXQ0/XiYRz4bjsHmuKoVlVhNFVjc5nQeUSc5XFo/RtwNRtJj1nLUHcZ5aKeWEd9q0vJg97iO2jK6aAp931wQ8TWNcQPu40phjgkVyYBbgdTG4ZBAwwubyQ5OoAJHUczoaNvMd3sspGZXcfqzzbzva0vnXRlpMUM4Z0fi3HVT6BPUAGXyFtQix7GDIoiInTgkQNWUFBQUDhjqMxBhE98DgDJ46Ls42LcVfuRZaiqNRAa7CRg1L3Uz30LjCKCSsAjgSHfS7NdQw//Unapg4ls18yXv6QhyzIp8XXkFAQdu9GW/amVX+1kyusXE98ljIIdlag0Il63RPbaA9RXNhMYbub2t0Zy+1s+62hrrZ2ln27nowcXA6DRq+g2PJ6pQ3xxvAwWDXarzzJu/IN9CQgzn+HZ+3tj/wMR7mTL/RkmT57MvffeCy2n9U+VwzcWD25uSpJ0nCsOYTAY/rDMlClTeOedd5g6dSozZ87klltuaW3naDQ1+axPP/zwwyPc7R0rdo+CgsN+fBHuZMudLMOGDeO9995Dq9USFRWFWt12e/j3rviampro2bMnX3755RF1hYaGotVqyczMbE0LDw+npqYGgJiYGJKTfQJJhw4dyMvL48knn+SZZ55Br9cfUd/x7lPlfjv/qHY3ntZyJ0pKSgqCILBnz55TrqOmpoaqqqrW+KLLli0jKyurNRbpQbEvJCSEf/3rXzz77LOnpe/KPXTuoghxCgonQVZeNS/M3EhshIkJjjU85XSy3NGB9bbeBIhWNhXtx+LnOxEqeFVco8skzr8OgCrJj1WdRrHFs41d+7rhQc0WZzwphTYq/B1YXf7IXjXlYfVU2Ewk2mzo3ODUgIyMtaaES/snUFRmo2tSEGZbbxqanHjC2vPxr5vIt+/iin496RGVjlFj4Lu9AtusQ7jVvJI97kjmL3ASnaCj2OBPYrckyFqFAEj20/uyUlBQUFA4MdZkljDjm210SvZnW04isjuNf/nPI1TVhL7Rwn++KsHP4FucNooargj5jR5WJ4IM+72hrDH3YjdbuLiulliXh3aiEwHwyOCW1egFj88SAmgSBAyy7Pvi53VT2lhBcN9x1DY1Edx+AF13hgACUf4qdv/2Phu89QzocyVpIUmYtEZ25vlcnmU403DIGhIX/x9Xxw/k072BmHsm8OmBXOrVIje4Gok4/rAVFBQUFM4ADRvnUr/sQwxx/XCX7wdR5rNvOrJ5dzgXdDvANbwNWp/LJrdOpD5Dw8qiKObuSaVHciXpA0PYtvJQfQfKLcdu7PB2q2yU7Kth4r8uYM4ra7nwhi6s+W43AREmJK/MK9fMoanOzm1vjiS2YyiWIANZKwtbr3c7vLxy9Vy6DIsjf1sFg67pxM9vb0SWZKqLrYoQ9ycx6E5sy+dEy/0ZDsaSEgSBkSNHtslLSkpCq9WSkZFBXFwcAG63m02bNvHPf/7zhNvo0KEDGRkZbVxrZWRk0LGjz6Vply5dOHDgAPv27TumVdz111/Po48+yttvv83u3bvb1HXQQsjr9bamhYeHExUVRX5+PpMmTTrhviqc3+gNuhModeLlThaTydQqjp0IPXr04JtvviEsLAw/P7+jlvl9fQeFuN+jUqnweDy4XK6jCnFdunTh008/xe12H2HRo9xv5x8hmqP/vZ1quRMlKCiIkSNH8s4773D//fcfIU7X19f/YZy4GTNmIIoi48ePB2DOnDnY7fbW/E2bNjF58mRWr15NUlLSaeu7cg+duyhCnILCSfDm11tptrvZX1BBYKCTzyP82FMRAjaoF3SgcWDSB9PU6EbyalEJIgfdeYeKVoK3ZTE6wsqawEJstgD6hLgY59iGu17Fs81jcXddhyzA2zUJPNVUQBebjU3+PhchOV+/zA5PX/bVxBLuKmGGpid7iq0k1m0mv7QR8KeOubw7IR0ASZLJcscx1zuURn0oxdVqGvJr+Oo5n4VDQ9QUPI3VmLsMO3sTqqCgoHCe4pVk/u+7TBwuL1t216JD4FbLEiyCA4AEdTVaq4Z2iQaSdesZ5yzGbHUi4nMHFq2qJS4zi0lU4hQEHBotol8w1JQhCAJrvQlcpPbFnVhnDKavow7VYe41XljwHFLlYEpLB5CqclFX1URVvYNNX75PTM06+gkCX+vUPHPRQ639BQjy0zPOnI/BVk5H2xa+nPY6siwzL7sBr+ylR2T62ZhOBQUFhfMar6OJuqXvg9eDbd/aFpNogfwS36bUpl0RTLw8F227FDwVOaiMMlG6Zn6q922aFlZb0DQUAD7RS2fU4Bdqxl7Y1OqC8qAFnNakwXVYLDdJkrkj7V0CwozUV9ow+uko2FmJfa2L8vx69mdWAPDN86t55CtfLBLJ66ssKiWI2lIrVUWNxKeH80XFg7idHgxmDX4hRpJ7Rv5lc/h3JSzQgFGnPq57SqNOTVjgH1uK/VlUKlWrm8nfn7o3mUzcddddPPLIIwQFBREbG8urr76KzWbj1ltvPeE2HnnkESZOnEj37t0ZPnw4P//8M3Pnzm2N8TZkyBAGDx7MFVdcwRtvvEFycjJ79uxBEARGjRoFQGBgIBMmTOCRRx7h4osvJjr6kOvVsLAwDAYDCxcuJDo6Gr1ej7+/P88++yz3338//v7+jBo1CqfTyebNm6mrq+PBBx88TTOo8HciODQAvVF3XPeUBqOO4NDjb/T/VUyaNInp06czbtw4pk2bRnR0NIWFhcydO5dHH320zX3ye2pqaigvL8fj8ZCVlcWMGTMYNmzYMQW9e++9l//7v//jmmuu4fHHH8ff35/169fTp08f0tLSlPvtPKOHOZFwjT+V7oajxokTgDBNAD3MiUfJ/XO88847DBw4kD59+jBt2jS6dOmCx+Nh8eLFvPfee21cJ1utVsrLy3G73ezfv58vvviCjz76iJdeeqlVpP692FZdXQ0th0j+SNQ7GZR76NxFEeIUFE4CWZLR4ua6yAV86+/HLrMeWZ+H2uhEZalFNDbRIEp0TO1KTkE92R4tZo9Iriecn+PBrakGwYJWqiFYvY7yyjA2BegxOcElNYHDBDobkYYS1H4xXFaUjaldGvtLNbyrEtHE7UZjtrL/QAQVciMgoFKJCAIIWicDErq19vWqi1JJiPInLnIElbU27At2M6zHoS9H/r1GH2OUCgoKCgpnGkmS8Hp9bpS6agrorcsj7aD7SEAUZJ4P+h5thQdNRCLNFXaWBxhxCQKJNRriaWIwB3z7owI04iW4pgwAFTIXqXNolPToBDcbNP4M8POH8nz0sZ0oqynikaJaYB6/6LuxtCgS2eo74d2o8cV0q9Vp6B/bq7U/t43vTPe0UNrHB6Ep8aNh3Y/4970UWtxCXd5x1F85fQoKCgoKhyG7HSBJCDYJzU4bUrCAJ07N6GH7Wbc1iqJSC4gCnopcNCFxuKsLcXZVM9BzgNrtWoor/PB4xdb6nDY3FYUtYtvvdr1czW6iUoIo319Hl2Hx7FxViMcpUV9pA2iN+wbgH+o7UKjSiAy4okNr+iNfXk7mkny6XpTAyq93sfTT7Yx7wOceSaNTc+MLF57R+TqfEAWBXu1DWbW97JhlerUPRTyO68XTybE23gFefvllJEnihhtuwGq10qtXL3777TcCA088Ptb48eOZMWMGr732Gv/4xz9ISEhg5syZDB06tLXMnDlzePjhh7n22mtpbm4mOTn5iFhVt956K1999RWTJ7cN4aBWq3n77beZNm0aTz31FIMGDWLFihVMmTIFo9HI9OnTeeSRRzCZTKSnp5+UNZ/C+YUgCqT3TGHT6p3HLNO5ZwqC+Nfcm3+E0Whk1apVPPbYY0yYMAGr1Uq7du246KKLjntfAwwfPhxaBPjIyEjGjBnDCy+8cMzywcHBLFu2jEceeYQhQ4agUqno1q1ba8w55X47v1AJIo/GXM7D+bMQfve15ODd8WjMeFSCeIwaTp3ExES2bt3KCy+8wEMPPURZWRmhoaH07NmT9957r03Zp556iqeeegqtVktERAT9+vVj6dKlDBv21xs/KPfQuYsgn67ogwoK5wHFFVYWrV/Lqua52FUiai94juJC119tIKm2lomVVgBqRBXTE4Nb8+8vqiXK5WF+kIXVQYbWCOoDi0UudFdQrNew1aJnhDqUoPih/GezjgN+y1H512B0GRiZZ+Arax8A7rmyK707hmPSa/AWbKV+/TwC+k9Am9id52dupKrOzr9v6UNUqO+Ea7PLhkGjRzwDLykFBQUFhRMnp7iOn1auZlzBp4gC2AQ1RvnIE+sefSCrDE4WBZsRZJmn8qswtHx78wKvxgXToFFxTXkD3Zp8p2pl4IPmC8hzRpOuLaajMZ+qrgmER/Wje8Yn0FQPQJ46lI/NyTTnpwDwzJR+dG2nQmX0Jyczk53bdtJ5xKUkhesp/+ZFkDxEXP0vVCZfIGevvQmVQXEbpqCgoHC2sRdkUvTWfzHl7GZVYTRx3e20S/O5oD9QbiQ6wobgkBFFP7xa3xrF6RR56PnBp9RezzFJdBkax+f/WoHH7TtYotGpUGtV2K2+eKfv7LwDvUlLSLQfc6avY9uiPO5+bzQ6g4Zpl36DX4iRp36+Gr3Jdxikqc6O+S+wzDofKaqwsnlPVRvLOKNOTa/2ocSGn5gb0vOJzz//nAceeIDS0tJWd5QKCmeC0qJKsrbktLGMMxh1dO6ZQlRs2Fntm4LCucSSuh28WvwDFe6G1rRwTQCPxoxneGCXs9o3BYUTRbGIU1A4CWLCLbgiK7Dv94lYHhUEGwKxuppId4tUO6xU6zQ0YKdeLeIBvLKIn+QludlJgUFHsJRGgDsDgACvbyEkAMgyB0IcfC37U6FRY9WIOJurSVyagceVRIfw3uxzrqQ+P53vHSFceWESggAX9Y6hceUXVBfuxlWxHyQvlfPeRLzhPbbuqQRgy55KokLN/LhrGV/u/I6uIcn8q8Xd2B8heVzg9SLqlEWxgoKCwukkJSaQK1SZSC1H+YyyB9Hojyx52GrSENpkJdwlo3HUESzqEWQZf5eMRvYJbTaVCJYgmlW+ChrUKg4erxIEmGJcQ7amHR00pagEmbVb9JRtWIo6QE1iXEd2Vh5gScUAaAxmwtB4TAYNXVNDeee77dRUZXJ94wd0w0vGdw1ETxiCs2QvAI7ibEzt+1Gy6Aucm35A3WEosRPuO6ExSy6f601Re2Q8CAUFBQWFU8cQ3433l7Ynwebit/wEwipsPJW+G1GjI9C/CXuzgH+2G9Fbg9RejewvUl5pxKB34XarUKtF9P6mVsu2P2LLgjy2LMjD4KclpnMg+7dV4HZ68Q8xMuqOHoTHBxCeEMjr1/9AQ5WN3WuKAXjzpp8YdUdPCrJ865TCnVWk9W3Hq9fOZdXsXUyc2p8bXxp+Qn3wOtwIahFRfZSTkQptiA23EB1mprLOjt3pwdDijvKvsoT7X8Fms1FWVsbLL7/MHXfcoYhwCmecqNgwIqNDqamqx2F3ojf43FGeK5ZwCgrnCsMDuzAsoDNbm/KpdjcSovGjhznxjFjCKSicKRQhTkHhJAkxBkGLeKaSZKYQwlJ7A7tx81hJEx/FWGhWaXCJIi8mhGDwSKiBCp2ayysbMV8Qz/f27Vgkia0WA52sDkbVNrNfr2ZueIuFQV0oar8aEhphrs1n+RYgyHidOrzWILxIdEoMpleHcNwOGw3rf/J1TqMDyYvdGE7ZgTomDE2mqt7OkB7RrNh6gE/XrkUdCvsq9lGz9DOCL7rxuGNtbqymeubjSM5mom54Hl3k6fe5rKCgoHA+Y/ILxQpICDgkDVlJ1/Or8wcimmzcUeNtLRdtVfGEsxqtV2798uYQBTZ2uZBJ63/Bqpfo2ehgvTMJWRYYYMhFJUBnbQkAHqDS4894Yya4YIclju+tcbg8/uDxMLRnNPGRfhRXNLFkUxEaPDiCDZjlJgjQslMtkdB9BLLXgyGpOz+syEW7dj0dNFCUlUlmSB6XDT52gGlZlnFVFlH2+b9BFGl363Q0/sopXwUFBYXTiSUmnN9+TQCgstrIbm5h3vSNlJYZ0KncTB++GqPGw5zvkthSG4HJ6OTZBzeiVkv8+FMHrOFJbP0t/6TatDe60GgOCWF1Fc1MeLg//qEmdizfz7offIc4RJWA5JXRmTT4BesZcl1n/EKMpPSO4sMHF7Fq9i4Atny3g7GT0gjqHHPMNmVJxlpYxb4v1qAx6el013DUBkUw+SNEQSAiyHi2u3FO8+qrr/LCCy8wePBgHn/88bPdHYXzBEEUCAk/cResCgrnKypBpLcl+Wx3Q0HhlFGEOAWFk+TKTpfQPbIztu9ehfoq/E0yDWY3yBYEZG4urSdbZ2JrgIhNr8EpCPRptHNxbRPFWjW2jO9J90jMC7PgtpvQF0dQFpBDsU6N3ivhlDS4CtOQQkvRBZcRXVpDtWThwo49SRU8OGP9SQ5KpEtyCPe/vpyy6mauj0/Cr6mQzXFxjI6fyONfF8H+TJ67oz/dUn0bnftL63AfSKavWERPeyNu1YE243J7vCxYW0BRcx5eUyVe0caGkm1corIzyO3EVV2sCHEKCgoKp5mQ0bdj6XYRL72/DKfTQ11xBY4QD0Eeb6vPeysqglXNPj+UwLJAI2VaNRdXNVO6uIBmTyfGGrYhidBNW4BTVJHjCiVWU4cgeNEi4xQFnEk2yssNGEU36ekXM6ZdHlJiCJ0iEwjy0zPlhcXYHB78I6xYm1380qUXw2KS+HnPz/y8Pos3Rj1FtH8kAIUlNWQ196GfPpctznjSK5vajMvmcLNw7X461y8nUOvBVVuGs/hQMGtPXYUixCkoKCicZp6YcyXZa4t58uIvkSXIXZVJfb1vye/0anhudT8i/Jpx6NXcMnE3ldU6jAafhw6rx4NUvB44sWezzqTG2exBpRaZ9OwQ1s/bi9agodeYZBxNLu5Nfx+NTo1Wr8bl8DBgQhphCQHMfXU9u1cX83n5A/gF+0ShvK1lqNXQu3cQvXoG4qi2tmnLbXVQtXU/zWX1aEw6rIVVOKp8ZVwNNjzNTkWIUzgtPPPMMzzzzDNnuxsKCgoKCgoKf0MUIU7hvEVyO5FdjtY4NyeKIAgkGIIpaqhF9sp4G6uZ2Cyy08/LfikCh9eDw9RIvsm3sPQKcFl1EwLwa7CZaq2aUKeHUUUym2tTuMJ/MaINarVGHCoRVF60qZmojE3Ml2RuN63lncaRfDJvL188ewUr9q/DpK3lp6w89pf64j5s03el2lBHhNkPf6EZg87nnizY3+dOsrq5lgzP5/j38NAh6Dq+XFmPn2zmJYcbraeJxk3z2dQQytJ1RVR324KnUUAj+hazKzXhZCapkIuX84BGRUBjPZYeFyOqlcWugoKCwkHsTg8er4TFeHLPRkFUIepN3KhfiqCT+FgXSB0asoMC2VwchB4XIbp6LNgBaFCJLAo2o5Jlrqps5FbdRvLUQfymjWScpxiN6MWAlwBtVWsbVRqRULfExLJ95LrDedk+lLQ9i3lp1KMsy1+DxdLIZxs2UVnnK5+cKuOQdyGZ46g3GFCLagwaPRadCQBn+X4uK/k/Lg7TU9v5GgZnfY7RVojs7YSnsZrGbYtZVBGOtHsJan0eVlp8ZbYgGszULP0c/96XILsdWHqMQFBciigoKCgcwub2ud8waE7qMp1Bg1qjQvaFbGPjKhejhxVTUJ3Alo0aqmxG6lw6plyzi+T4BtpF+CzZGq1aMndFIMkCQ5OL2FAQid1z/LadzT4Bz+uRmP/uZh79egK/fbgNo5+Ot2/7hYYqn4vLyORAynLrkGXwDzEhigIhMX6tceEyl+SzZ90BzMEmLru/D66cA9gqfGuc5rI6arOKsVU00JhbcdR+qAxaCn7ZSlCXWESVSEjXuJOaMwUFBQUFBQUFBYW/AkWIUzjvaGhy8sPCrQzYNwO17Cb8qscxpfY6uUoEAVQa8LjZYdIS6/AwWPSjwFjJF+0CUMm+zUoRgXQXlAsmIqRm1C3Be6p0anaFu7jPu5g6SY9RdNPoMdLJ6sAkyexBTaMM4S4PMeo6/EUb6ALYcGAb7236HIAAvR+aeD8sbn9urt2KZGvAU1yLm828O2kqztD2ZO6rQiUKVHsraHT6To1WqyWqbQLVtmZWbSvBufxD0uU9JKoN9NBFs0KW8cjQI6wrO/bVU1dloSlgK1itLF/6ARfUN7Mrp4weV92CXqs8QhQUFM5vqqx1fPpDFqW7syn0hvHK/cNIjgk4qToEUeUTomSJFIcDRIl24TH01G1BAOyCyhcUThBRa/TE2j3YVKBqiQeXpKolxlsLgCT7XlEHZS9Zho1GC5c0NCAASeoKdJIXk9bIotyVzNr2HQB+OjPqmBD8xXAOZIfgcg9mm3sDWRV7eHLoP4hTm5Cy1uBp388Xj9RtR4+dNGE/VncT7uKdWHesoGbRx8geF931gah1da1jNHe5kPrd63G4vZjtTbjsTVT9/DYAWYVW+o2bgEqliHEKCgrnOWVWmJ0FOXWgFuDpoRB8cq4EVRoVguB7/tdbDcxZkEq3EQnAfgA0GlizKYrwMBfb97UjKaoUryS0xhht71dHYJKTH/amnHCb5kADX09bxZxX1yGIAjqjb40QmRRIZWEDokog4/s9bPgphzc23YogwKKPtzF0Ujp7N5TgcUk0VDaDx4Pk8VKXfYDKTfkU/ZqJ7JVQm3Rt2gvtk0j11gJkr4TX7sK6vwrrft8BFHtlIzEj0k9qzhQUFBQUFBQUFBTONMouusJ5RV2jg/9M/4gL1VtRq90AVP40g8hrn0TfLvWE61EZzJgnPcXXPz7H2JpmALbGxuPJq8ctCrgRiFWbmJBfTITLgx2BDY5ELiusYk2HYHZ7G4l3epGAl5svweE2kWY9wN2WZQAsFi0sy+tPZMBO3gm0cGHfZFSh9Wwt24koCKi9XuodjfRLDWJEuzSkH5cDoG6xKDAH+DNz0V5WbSshOszMu49eyA1dr0BGYnj8BThqsrEYteQeqMfaFEC6CXIdQazyJmBTNQCwbV8VelsMnjojqopEMFexIAT2GdQ491eRu2QfN47peNp/RwoKCgr/KxTXlfDVF6/Sp9bOBEsNtV4Tzu+X4LrxCbTB7U64Hk1gBN6rHmT5ov8wvM7GoAYHmZH61ny97GV5YjID9udictgYX+7G4FLThA5TYBDqxnJEwIWMSgARkPD9LwhQYI3lrYYIRhqyUKm93DUxmlKtjvy6It/Gq6Si0dlEnx7xpJgS+PSrOl8kVLcWjUpNqCkI6w9v4yjajW3fRiKu+ReexmpUpgBMaX2R3U60obHY9m1E9rgA0DrrD6mBQPPeDSx3d2NLfSD3Bi7HLPvenbIMazfnUB9eyCUDE07nr0dBQUHhf4vdVfCfjYc+e2T4v43wQD/w1x/vyjZ06B/Nza9cxMxHlwKgUouHGyVjt6uw6jvw7BshAGg0objdakDmn2OK6aSu5j/rT0zIEtUCd/5nNAeyq6kp8R36kyUZR5Obwdd0JCDcxE8zNrWWN5i1RCQE8EDvjynLq2PfxlLu/M8oHM1u4ruEkToygQNLRfySwqnckIvs9Zn2eZqdbdqt21WCLMu+Qyqi4DuF0kL5mr2YY4IJbB91wnOmoKCgoKCgoKCgcKZRhDiF8wprzmYm6Ze3SZOdNpp2Z5yUEAcQGplCdKcheFf/CqKKBVU5GLQWhjW6CLPZaG+rwiDJeAEDMt2N+fwnJohaTwMjbHrahY7ho6oduAOrodKI2q8au1eNTdYyglI6m1bwZlQAot5BWdECrt2ZT7JXpo9/BH4VxbwXHUhNUzXNB+o56FwzdPz96MKT0AZHEeLvC3hu0KmxOz1c2n64b7yyzF0TuiAIAoVljbxZ1Z6pNhFHYwyyR4e6OAXBUgcBBbj8ChBr+xBcHo61YyEeINeohZRietXMQXInIWp0x5klBQUFhb8vth3LuarxALLPsxdBqmawNWPL2XJSQhxAYmIvtiV2R9qyFrdGw4+V+WQExzK5oRSjx8MF+3PRyD6BLcrrRlK5EQG5sRzJL5DstG5klGxhUIOd9s0uKjUqIt1erF4d95CF1z8LscVabvPin/jWnYYgyARpR9JU7eKW0Pm0q88ho70Obdp+8Gp4ZsI1RJhDCTUFU2kJ9nVUpUaWZQIHTQRAliXCLr0XAEe7FFy1ZXhqSzloWnHQwgJHE8PlDEYEgCQfsnwTBJhg3Ixjvw65730I6pNzw6agoKDwt2F14ZFplc2QUwu9Tk5UGnNXLzK+z2bfxlLUWpFti/ZjDNBib3Ahy1C4/ZD7Yp8IByAwY2EsMcmdCOgcCMuO0p/fIXlkPnl4CY4m3yEMU4CO5nqfaFaaU9fqnlIUBV5bdwuhsf6YAw0ER/tRXVRPbIwBg0nLTS9eCC0iXtKVfQFQG7QULsjE3WA7ot02wtxhItxB6nPK8U+JQFQsrRUUFBQUFBQUFM4RBFmWj/zmqqDwN8VZmsuBWU8gCyLBw65DtjfhqiwgeMQtaIIiT6lOj7WO7Op8vvpkJZN1a/EKoEXGJYhoZYkMgx8FftDF6uCrSH/kliOpXevcbG/ujBC1F0mANJuDfoVmKrUi7bVl7DTq+U1OQhVaTkCdkXvrCzF7ZbyCQIVGxduxQQCoJJm4Cj86Ckk0aYLoEeahz+VXIYgqZszextLNxaTGBvDi1bGUllTw+NwaVCqRN/85hLAgI3f99C9q7LV4rQHoTR6ai2JIdTgoSNuPDGj2duYxzSpeSPK1J8gysiBweWUj/d0aYu58G5XR7zT+lhQUFBT+N2jO2Uz5ty8h6wyEDrsBd00JnsZqQkbdjtp8cu4pD+JpqGJ18R7e+LQSJDVPBMwlXGzCJYpoJemY17kEgddjgrBIEipJ4qayRkSviv0aAx281tZykgyr3EksaOqNEy0g01FTwh0tFtkuWcXcMBPWiF44KyPpk6rl6kFjQJYp//Yl7HnbMKb1JaDfOKpLirGt+BSNyY/YKa8ianQUvHZDq1Ucai20/Hzw26YgtHjZ/F3/5RbLwJjb31LEOAUFhfOT1YXw9U6waGF8e8irA7cXrk0H/amdny3Lq2XhB1uZ8+q6NukqFXi9MkEBDuoadMhyW8FKVAlI3tO3TdD1onisNXb6X57GNU8OxuXwkP3RCtzVDYT1TSawfSTWohrKVmZjCPenw5QL8didbH99vu8FAQhqFbLHe8JtmmOC6TBl2Gkbg4KCgoKCgoKCgsKfQRHiFM473A2VCKIGtSXwtNXpdHv5YNqrXKLfjBeYH2wm1CVRLsSxIawGgCCnh0F1Dn4OM+FxWHAXpyLZzcQkr8au9zCwwcaFdXa+bBfGTr1P7JK9KhKb3ez3E/G3izxeUs5vUiL7mhJxxObTFNiIUyWiajYRUzkIv4YcrjGto04VwheaiZhNenbkVtMxxMsdfAOSh/m2rgzU56CL70qnGx7muRUzyKrYg7/OnwZnA4GqQB7Zu5cnwpNxN4QT6ldMqKoBjSTjEQX83V42BRgxeiWe2F9N/G1vog2LPW1zqaCgoPC/hLu2DFFvRmW0nLY6q+rsTH5+EQCBYiNpqcuoNpq490ANwkGRqwVZPiRueYD9ei2JDlery4NSg4FIux2hRYTzAFoBKr0WXmi4nE6mfSRIVsJUjXTUlKARJHYbDXznmMAtzgXEaurA6IfWEowgqnCW5aKNSMRVnt9GUDN3uZDQsXdz4IN/4q4+gKAzIjttCH6hyI2HLC+kg9e09LvNWBCIf+AT5XCHgoLC+UuZFQL0YDh9BxL2bSrlwT4ft3ySCbbYmXxlBbnlAj8visXjPXGrMbVOxOM89qGQo6HSiGh0KhxNvrAA3fqFc+3NSXidbpw1TZjjQmgqrG5zTbsLOxHeL5ms/yzCbbW3inHaACOu+iMt5I6GoBbp+e/LEX7/slFQUFBQUFBQUFA4Cyi+GhT+FizKXckHm77E6myiocnJ859s4K3ZW6mzOti4qxyX+9DpSY1/2GkV4QB0GhUX3zKZyqSxWMbcjSYqie89XdnjMPgKyDK1OjUrjMkMCroAT1kCUkMYuAz4NxmwqUQWBVvINWjI1smtVnOCyouk9gAgySq+iricBQ39yfVEUVvUn9vD+2LwWtDKoXSON3OVaQOiAAHeGg6U1VFT38ydFxi4//I0BEGgSSWQmVbGBwkGXKWbkCUvjw+6hxljnuXWmP7Ey2ZGFhfikdV4crviKU2ioqI9OSYduy16coxaGtS+x4Yoww+2PooIp6Cg8LejLmMO1Ys+RnI7qbRW8fyKt5m17TtqGuxszq7Ae5gbLE1Q5GkV4QBCAw386+Y+9O8cyY2TelHVLo79xWlk2cKB1v1Iyi0hyIk9WwUxDZBl0aJuKVOoUxPVIsLREkZH2/IhTGXlpvQtTNGtZ4RhF03aIIqTr0BS6egs6hgR5SBGXedrz9aIq2I/zaKG6vTrMA68ulWCOzgVtrytCIJAu8mvEnPPu1jSh1CvCefDko5YZW1rn8WWK4+2L1ohhCginIKCwt8KWfLi2vUBrt0fI8tevPU5ONY8gHvvF1Btg+yqthdEWk6rCAeQ2juKf3xyKQOv6sAz31/MK9fs47f5ZswGO51Sa1rfKqFxfiT3Cj9uXccU4QQIamdu/Ric4E+3EQlodCrC4vwJi/NvzTuQW4ettA6PTo8zMpLg7vFHVFebXYJKpyH9novp8o/RBKXHIGpVJyzCAYh6tSLCKZwQgiAwb968M97OihUrEASB+vr601JfQUEBgiCQmZl5WupTUDifGTp0KP/85z9bP8fHx/PWW2+d1T4pKCj8/VCEOIX/aRweJx9vmc1HW2azJH8ND//0Oje9PpsNu8pZuqmYJ/+7luc+2cB7c3acUv31G36iZumnSG7nH5ZNSwyn3zW3ENH9IkISuiO7dFQ2RxJQ0RE/rW9hGqYqZFVdBqrgMhB84mC9nAgtLh9FUY2xWYfsFRCqQ+hmdTCpvIHRRRKOnD7o84pJV5cAcIlxO66wOOwqK3ZzAQ2qWtSCbyG93pGEhEA/eRsddr/Pnrnvsq/HXTjH3oFVB7UaFRUxibhrSmiyeVk5fxthCz/jzrx8utkcqPEQSxMAserqQ7F+BIF9Zj1XljcwPk9AJXvJ25t/SnOroKCgcK7htTVS8cOb1K34isZNCyj47z+wvn0n7XdsYMG+ZTz09kqe/Wg9X/+256TrliUvtau+oXbVN8jyH1sT9EuP5Ilb+jC8WwfSQpLwd6hYbu/Iem0/UPns3ZrdDYj7tyAjIAMuBByqQDyAF5gXEcLP5hB2avVUe4xtGxDU9CjZhQh4ZTjgCaVzkBPR60RqqmdEQFWrWJbtCaFQ9ueLAzE8t1LNnV8XUH7BPwm8YCJiSxlNUCSehioqGz389OMqGjf/SoC7ghrJwkeNF+I5gbDE4XIVrtqyk55bBQUFhXMRyVaOc+O/8eTOxpPzJfYlN+BceQdSzXbcOz9Hfmk1/N9GWPXHsdiOwOWFudmw9MS+h4+4pRuPf3slva7ohzYyngONZr75OYX4Tv4ILQ/yqsJGcjdXIBy2Q6A5zCWm1qg6Zv0avYraEt/aAbWA+v5UjH463E4vZbl1dB4S11q2f78gmpo8fPLqNl6+axkf/OM3IoenE9YnqbWMzs+Ax+bEWd/M/nmbqM0qRnKduFtKAG+TC4/ddQIlFc4UN998M4Ig8PLLL7dJnzdv3l8mkpaXl3PfffeRmJiITqcjJiaGSy+9lKVLl/4l7R/OgAEDKCsrw9/f/wRKnx6GDh161N8BwCWXXIIgCDzzzDN/WX9OB6db0DwfOXhvCoKAVqslOTmZadOm4fF4Tms7B8Xi37f1/PPPczznbL8XmRXRWeFscPjf7tH+/a89OxXODU7N2bzCX8LCeYvwut2MuXKMcprvGCzLz+C33JWtn+ukcgxJVTRtG0Gv9uE02lpi03DyHlidFQXULvkUAE1QFH7dR5zwtVd2GsPi3MdpdFnpWK+mT34Vew0a2jnc5Bh1qAKqEU0NqEIPUBNairchmKtrKzjQFEPzga48HDAfjaqGStmIVzJQrhvB+OhaetZtRpJhhb09C63pxC8sRBejR/DKDKn5DVNaX8qkIL7dEAwIJJmaoQkKbQH88Fsd7eMDGTfoYhp3riSpcB8HPv03r9WPwuaU6OqvRha9aGUZtyxyr/k3bLIOtdvNb9V+7A4QsatEAtwS6c0uXrZeQK1kIefrLN5/JvGk51dBQeGvQ5K8bFj0HqLJn76Dbjjb3TlnqV//I8271xxyudhYhQC0t3sYHNeXrft8u5On4tPbnr+d+tXfAqCPSsaY3POEr7218ziGr7gLlcbBHL8IPtNYmFRWR5LD5+broJvHz6L8yTU6yfHrRJymErkwhu317RjivwC7TqJC0hKCB0NkEt7mBrwNlcjAIltnLjGsJjc7kUjRZ0Fgz8/E3HkIq2xmPt0cDECgL1QokY5aDKvm4Wyfjl/vMTTtWIGzOJsDM6dS2qzG4zDj1Ql4EPHIAndZlqPhyIX972PFCUDl968SffubpzDDCgoKfxWSx4oj505EUzr62KlnuzvnLO7sj5EqNhx61tnKfRmiFnXieIS1f6LyTSWwpEWESwuB6BO3JnZd9wiNL32Mxy3x8zwBQQT5MEvvw8+KuB2Hnt0u25FCmKgWSB8ST97WMtz2lvzx0VT8ayuqGJ/IFxZhoE+0m5gXLqBmfw2donzFmmy+hmIjNJQu3kFoz0RCesRTnVlI8eYiSvZUYRI9p/bSbSFvzkbSrr/g1Cv4myFLEjVlpThtzeiMJoIjoxDEM3s2W6/X88orr3DHHXcQGHh6vdL8EQUFBQwcOJCAgACmT59Oeno6breb3377jXvuuYc9e07+YNWfQavVEhER8Ze2CRATE8OsWbOYOvXQ87qkpISlS5cSGRn5l/dH4Ugkr5fK3bux1dViDAwirGNHRNWxDz+cDkaNGsXMmTNxOp0sWLCAe+65B41Gw+OPP35EWZfLhVarPeW2lixZQqdOnXA6naxZs4YpU6YQGRnJrbfe+idHoXC+IUleKnLWYqsvxxgQQXjKAETxzNwrZWWHDoh+8803PPXUU+zdu7c1zWw+5AlAlmW8Xi9qtSKzKBwfxSLuHGXDggW8s9rOf9d72LBs9dnuzjlLanAiGkGNeNi6sL2zmYdGBnHtyDSentKPJyf35e4rup503ZqAMDQh0Yh6M/p2qSd1rSiIrZYEeqmBCKebIfU2kh1ueuYH4s7uidQUhFZrByBOU0VnTyODDfu41bycUMFGgORhj6E7z9RdyfpSDRdd1AdJUCHp/XGYIrHKBrLKgwnflsr1pSbM1jr2F2ayMyWQPt0tDOwSRfK1DzLL2I8f7T0AgT0F9QyJGs7EiG6oAJzN3KJdSI1k4UXNQJ5JDOXd6BB0ooQogFl0ohclRtZZebywlmfzq3mwuBanoEZtaATAju6k51ZBQeGvZeGcWYRvWU7oqnnk5qw/2905ZzHEdkRCaLPpJ8sQedEUro8fwfT7B/HUrX25bmT7k65bGxaHyhKEyhKENuxIN1zHQyWIqFs6JQrNFOlUSC3vmMWODrxpHckn1iGUCiYA4vTl3FBdxT/ZxLWmDPwEF+FeFyY/MypZwmutJaD/eF995mCSLHbMopPAxlwKPcEIWj2SrZHG/ZlcEKJhaHsTw3vH8vRtfTDFFNJFU4S/aMe+byNBQ69Dn9gNAKm5ngiq6a0voEBoh07wMjVgAX6qo1uVH+2IkawcPFJQOOex7RyLp3Y+ruKX8TbvOtvdOWdRhfTwOZX4nZCk6fEE6uQxMPUCuK8PDI47VhXHJj4ATBoIN0Gw4aQulVRapBbhTfLISJ5jKF2qFlf5A0KO+sA2B+qRPDL2Jhej7/IdLontHIpuXQ3YvFTk1nHX3UncdVcissONo6QaAv1QRwQR3j+FlxdfywWDQujQwQ9BEKjdWUzCuF7gZ8ZkUmMSPJSXOQAQNae4yfYnRLy/G2V5uSz9fCbrf5zDtsULWf/jHJZ+PpOyvNwz2u7w4cOJiIjgpZdeOm65OXPm0KlTJ3Q6HfHx8bz++utt8uPj43nxxReZPHkyFouF2NhYPvjgg+PWeffddyMIAhs3buSKK64gNTWVTp068eCDD7J+/bG/Dz/22GOkpqZiNBpJTEzkySefxO12t+Zv376dYcOGYbFY8PPzo2fPnmzevBmAwsJCLr30UgIDAzGZTHTq1IkFCxbAMSy5MjIyGDp0KEajkcDAQEaOHEldnc81+MKFC7ngggsICAggODiYsWPHkpeXd9wxH42xY8dSXV1NRkZGa9qnn37KxRdfTFhYWJuydXV13HjjjQQGBmI0Ghk9ejQ5OTmt+bNmzSIgIIDffvuNDh06YDabGTVqVJsNa0mSmDZtGtHR0eh0Orp168bChQvbtHPgwAGuvfZagoKCMJlM9OrViw0bNlBQUIAoiq3zeZC33nqLuLg48vPzGTZsGACBgYEIgsDNN9/c2u5LL71EQkICBoOBrl278v3335/0fP3VFK5by5zbpvDbv//F6tdf57d//4s5t02hcN2fOa3xx+h0OiIiIoiLi+Ouu+5i+PDh/PTTT9BiMTd+/HheeOEFoqKiSEtLA6C4uJiJEycSEBBAUFAQ48aNo6Cg4A/bCg4Obm1r0qRJDBw4kK1bt57W8TidTh577DFiYmLQ6XQkJyfz8ccft+bv3LmT0aNHYzabCQ8P54YbbqC6uvq4dSqcWxRs/ZFvp3ZiwWtjWPHRZBa8NoZvp3aiYOuPZ6S9iIiI1n/+/v4IgtD6ec+ePVgsFn799Vd69uyJTqdjzZo1J/Qc+umnn0hJSUGv1zNs2DA+/fRTxcr3PEIR4s5BqstKkbd8hw43WjyERR7fV//5TNDOddxYXIXUsjYTJYkDOg2frijgoRmr+PjHLPp0ikB7Cos3UWck5o4ZxD04C23YyS2QBUHg+eGP8OCA27jmgskEDb8J/ch7+dY1lN2NXZl2zcVcMSyZpJIwJlQ2MqHMTrarHbIMiZpqrJKeDEcKa6tiscSWIFhqeeT7Cg5ceg8/++vp6NpBR80BBmj3stcTxZyqFNY6UphuvZC5K3NwRW5j6k29iQwL4L6b7+GuSeGka4swCC6+XLiH4OE3YzWYWOdvoEZrxGLUQKAbBCjRCsyK8KdWLbLPHU69ZEQveqlXicwLMbMwyMhPoQYaO2bh32Ulj97Y66TnVkFB4a9jS9Feft0s45FFmgU1AQHKyddjMWdzI8hy60EKWQYJyP31K2o/vp+6bUvp3TEClXjyYpHaL5jY+z4g9r4PUPsFn9S1KoOZdje/TPhVU0kfdjPX9plE1ZibmRkdwtouDu7/5yiieg0hpTiYCZWNXFtV07pnmqSpat2HtDicoNHjsdbQsG0RuZfcxBPejiytj2OXK4ptrjjixQpku5UGlYDU3IBt4zyuD97OP67pTlJYJJ/cdBXxI3uT7w5lbnNPPl2UT9i4f3DQl5lb1JOl6UKSqtLXd47vSqzNHqlaS9j4fx67sIKCwlnHWfoRUvP2lk8CgjbsD644f/EUL4KjxMR0b34Gx7KbcdvXQIfQU6u8nR+8OgKeHnrSMeWikoOYvvYWnp5/DZOnD+fBz8Yx7oE+CCIERpj5v+23MeyGdITRkYj3pMDl0aA58r2n1ohoDWr2bSghZ1MZY+/rRcmBepwlvjhunTpa8LTTsypIy+rt9Xz67h6+n76BzTkeYkd1JaxjJNe+dwWNAcE0NLipq7JRuSmP5Gv6U1/vRpJknF7Q+BuQ3CfnlhJA1GtIGHfi1ud/Z8ryctny23wczU1t0h3NTWz5bf4ZFeNUKhUvvvgi//d//8eBAweOWmbLli1MnDiRa665hqysLJ555hmefPJJZs2a1abc66+/Tq9evdi2bRt33303d911VxvrhMOpra1l4cKF3HPPPZhMpiPyAwICjtlni8XCrFmz2L17NzNmzODDDz/kzTcPWetPmjSJ6OhoNm3axJYtW5g6dSoaje8+vOeee3A6naxatYqsrCxeeeWVNlYTh5OZmclFF11Ex44dWbduHWvWrOHSSy/F6/X9vTc3N/Pggw+yefNmli5diiiKXH755UjSH7s4PxytVsukSZOYOXNma9qsWbOYPHnyEWVvvvlmNm/ezE8//cS6deuQZZkxY8a0ESJtNhuvvfYan3/+OatWraKoqIiHH364NX/GjBm8/vrrvPbaa+zYsYORI0dy2WWXtQp6TU1NDBkyhJKSEn766Se2b9/Oo48+iiRJxMfHM3z48DZ9BZg5cyY333wzcXFxzJkzB4C9e/dSVlbGjBkzAHjppZf47LPP+O9//8uuXbt44IEHuP7661m5ciXnKoXr1rLi5Zex1dS0SbfV1LDi5ZfPuBh3OAaDAZfrkDvfpUuXsnfvXhYvXswvv/yC2+1m5MiRWCwWVq9eTUZGRqsQe/h1f8TmzZvZsmULffv2Pa39v/HGG/n66695++23yc7O5v3332+99+rr67nwwgvp3r07mzdvZuHChVRUVDBx4sTT2geFM0fB1h9Z+t4NNNeVtElvritl6Xs3nDEx7o+YOnUqL7/8MtnZ2XTp0uUPn0P79+/nyiuvZPz48Wzfvp077riDf/3rX2el7wpnB8Vm8hwjd38Z0pf3ESbCUwFzWeVIwxg+6mx365zFlrsVf6+ERpLxCCCJIg0iEJmP2mOkIr8cOPkFmKuqCK/diiG20ym7BQ03hxJuDoUY3+eq4joymnxWZI0uNTeP7cSO1GA2fF/Ju43tsbr9eUz1E1Hqehr1boK8Tbj99kPEPjRhApXbLuTnzEpK9gxmLWpcqNHjxKRXU+oI5Btbf19D1hDiBvq+CP26dj/vztnBbYGrSYqpINhtYXNVd6784GfUARFIJisdOyQTvM1AQV4shmgvcuh+9ph15KstNOy4kE76coZqdvBzoJ6qAN/CWiX5Nqpll4plm4rpnBhySnOkoKBwZvl1VwbvflEInlCerb8cIW4fHwYohzuORVZOBf0Pe+QLAqiAQHzP7j3bdpA8dOxJ1+sszUVucUl5qmjDYtGGxXJxy+dNJdvZqxdBakbQuLn7yq6s3etm/9xaBLkUlSDRLGkxiq5WUU52NvvGBbgrCli0NQ5LeQC3+c0HZD6ICKRHowm9vRl/7yGJTNfS79oVX1Of8T1Rgh6dxmeloNn5EXsyy/CgxSw4CGjfg25F2XibXC0t/c4cQaUB76HNnDZvWI+L5t0Z6IbEnvI8KSgonDlse/+Bp/rTw1IMiJpTFJL+5siyhFSTdYQIdzjuwgVoYkeefOW5tWDUQJTllPuX1qcdAL3HpABgt7qQJaivaMLkr+ehz8bT7u11fL0hB+m9HN+plN9RX2lr/TlreQG50QLyFTHwsc9lZmGRDW+Emb3+Gjy7DwlAyT19B4LenvIzS2Zu58EHU/Dz15Cba6Xg1x04ml2YzWpEUaD3+I5U7yg65jgEtYjsObooITnc1O8rI6zX+e1CX5Ykdq05vhCxK2MlEQmJZ8xN5eWXX063bt14+umn21ioHOSNN97goosu4sknnwQgNTWV3bt3M3369FZrJ4AxY8Zw9913Q4vV2ptvvsny5ctbrXUOJzc3F1mWad/+5L0Y/Pvf/279OT4+nocffpjZs2fz6KOPAlBUVMQjjzzSWndKSkpr+aKiIq644grS09MBSEw89t/fq6++Sq9evXj33Xdb0zp16tT68xVXXNGm/CeffEJoaCi7d++mc+fOJzWmyZMnM2jQIGbMmMGWLVtoaGhg7NixbWIc5eTk8NNPP5GRkcGAAQMA+PLLL4mJiWHevHlcddVVALjdbv773/+SlOSL63jvvfcybdq01npee+01HnvsMa655hoAXnnlFZYvX85bb73FO++8w1dffUVVVRWbNm0iKMjn9zw5+dB35ClTpnDnnXfyxhtvoNPp2Lp1K1lZWfz444+oVKrWa8LCwloFVafTyYsvvsiSJUvo379/69yvWbOG999/nyFDhpzUfP0VSF4vGz/88LhlNn70ETF9+p5RN5WyLLN06VJ+++037rvvvtZ0k8nERx991OqS8osvvkCSJD766KPWPbKZM2cSEBDAihUruPjii4/ZxoABAxBFEZfLhdvt5vbbb+fGG288bWPYt28f3377LYsXL2b48OHwu3vvP//5D927d+fFF19sTfvkk0+IiYlh3759pKaenAcshb8WSfKyfvZjxzBz9zkAXz/7MWK7jT1jbiqPxbRp0xgxwhfG6ESeQ++//z5paWlMnz4dgLS0NHbu3MkLL7zwl/Zb4eyhWMSdQ7g9XnZ9+grqlgWbSXCywx1HZa3tjy49bwkZdRsxsV3pk28hrdCfVl9dIeVoovKxxO3+wzq8jma8dmvrZ09jNSUfP0rZ50/RtGf9cYPIngwpMYE8eF0P7pzQhf6dfQvQLqkR1A6Kpknra2ORfgDPJYTwf7HBFAaHMLhzyxcCSUXXHjK92qXTjAEXGlQhJdBlE0KHFQQGCKTEBBBg1tGjQwhTevu+JBeW+8aVp3fzW7CZDREy3ogsRP8qPGrfRmigMQC70wMeLd0DDomWdrceVXAx2VoVn0QE4bA0+cxDAG+LNcjljRV08Ff+PhUUzkWaXTaWf7uOSK9PmG9EjzOgjqYWMUbhSK6+ahjLIq7jZ0sgJRgOPvI4+HX+RA5mNDQ5sTkOCU3OsjxKZk6ldOZUmouPfmr7VOgV1YUpPa/hnj43kRriW2gOSOvF4FANupYd0zpTfKvQ5Q0Ix9TetyCwqgRK+lxEbEAvDIILtSChFmSuqLOyyF+HxxyAKqY9osGCOX0IAf3GAeCqKgRALftcTSZqqoj2FqEX3GjwjVllDkJ2+/L1cemt/W19kx4mwh0NleXkrAUVFBT+Gty2wt+JcAAOZK/9LPXo3EYQRLQ9n0AI6HjsMidSUYMDXIdZg2VVwBvr4OU1UNl0vCtPioundOfW10fwxNyrCIvzbWxfeVcfAlbWtopwIbGHhL/4rmH0GnNo43zcA31IuywZ/A/FELKaNBTYvPjrNKRfnow5SM8Vj/Zn2CTfu6Fgh89yWtOy+E1KMiN4vRj0qta3htqkbxXa9OH+R/T7WCLcQbT+xlOflL8JNWWlR1jC/R5HUxM1ZaVntB+vvPIKn376KdnZ2UfkZWdnM3DgwDZpAwcOJCcnp9U6DKBLly6tPx90EVZZWXnU9v7MGv6bb75h4MCBREREYDab+fe//01R0SFB+MEHH2TKlCkMHz6cl19+uY27yPvvv5/nn3+egQMH8vTTT7Njx45jtnPQIu5Y5OTkcO2115KYmIifnx/x8T7X5of35UTp2rUrKSkpfP/993zyySfccMMNR8Qyys7ORq1Wt7FUCg4OJi0trc3vzWg0topwAJGRka2/h8bGRkpLS4/6+zxYR2ZmJt27d28V1H7P+PHjUalU/PDDD9BivTds2LDW8R+N3NxcbDYbI0aMwGw2t/777LPPTsmd519B5e7dR1jC/R5bdTWVu/94T+tU+OWXXzCbzej1ekaPHs3VV1/dRphNT09vExdu+/bt5ObmYrFYWuc3KCgIh8NBXl4eq1evbjP3X375Zeu133zzDZmZmWzfvp1vv/2WH3/8sU3Mwj9LZmYmKpXqmILr9u3bWb58eZv+HRTSz9W/D4VDVOSsPcISri0yzXUlVOT8dRakB+nV65CHsBN5Du3du5fevXu3qaNPnz5/eb8Vzh6KRdw5gtXWwNdfTmeA7gBIPr2jwaulUg7C36zE4DoW+napREx8gj1vLqQ6cj7e+jDUQRUIkgpZ9NIp6ZCw9O7321m6uZh7ruxCcrKKT5et58BWJ49Y5qNCwtJtOIGD2pqmV857E21wNFG3vISoPvXgtAcZ1jPmiLRGhxVd2h6S9d2YcuFonli6A40sMe6mO2nnF8G11t44PS7iAqPxSjJBxgCa7R4W1K2n0d2MF4jru4vRITfw2pdbyMpxU9voIMhPT0KkL3D76rqeaCM34JXUGOxx2PTFuItSEZxm7rnqOmrTnGTvryFi7XNsCxWRPVpc+3qDV4MmYTseSUNVzgA0kfkkqCoo8gOdJNPR2UyYah8w8CijVVBQOFu4akrI+uxJ7tQ24NaITKsfj6PjdvQG0KiUV/+x6Nk+nA6JY7h//noyXE3cmm0hRVOJDQ0G3KT2OSQsPf/JBnbkVvPYjb3oZGngh1828ENhAC6PjE6j4tILErnywhTfRqsgIMsyU9/JwC+umhfu+vPPTEEQuDj5yMWmZPNZ7xlTetG732WUffksglZP4s0voTL5Y68qwqzV0NU/kr5uL4vDInALaWhW/Ydwl5t2zTbm9biA29WR1BbvwZazBcnjQlRrWec3iCq5ikBdNV2dNqolMxqtHn9PFdmuKLZqe/Lc8Ovx6z4CR0kONYs/aTmj2HbDeaWjPVudCVxq3EKy5ncbaNLJux9TUFA4s3gaN2PPGn1EuqAObHVLq3Ak6ugLEYM64Vh2C3gdR+bHjQFAltw4Mx5CaipC1+8VVGVBMG8P1NjA4QGzFoYnwoUJhy6WZHhmJfRpBzd3+9N91WhVXP5gvzZpHrdEc72v3yOndKf7yERemTiHoCgLb6y/FY1ORf72CkwBOiLiA2lyuVnWOZKmhGi+um8JUqkd29JyLnwyEcHZRFatg7Vz93LLKz5rhTFXJpCBncJCG6mpLa771CIeh4eNm+oYPiGRdsM6EpAWSXNpLYXzM09+YIISJM5pO7EDWCda7lQZPHgwI0eO5PHHH29j5XYyHHT/eBBBEI7ppjElJQVBENizZ89JtbFu3TomTZrEs88+y8iRI/H392f27NltYtY988wzXHfddcyfP59ff/2Vp59+mtmzZ3P55ZczZcoURo4cyfz581m0aBEvvfQSr7/+ehtLo4MYDMeP73jppZcSFxfHhx9+SFRUFJIk0blz55NyA3g4kydP5p133mH37t1s3LjxlOrgGL+HkxE+/2jcWq2WG2+8kZkzZzJhwgS++uqrVveTx6KpySc2z58/n3bt2rXJ0+nOzf00W13taS13sgwbNoz33nsPrVZLVFTUEcLs7126NjU10bNnzzYC20FCQ0PRarVkZh56ToeHh1PTIjTGxMS0Wj126NCBvLw8nnzySZ555hn0ev2fHssf/U01NTVx6aWX8sorrxyRFxmphG0417HVl5/WcqeTw++T/8XnkMJfj7Ibdw5QVWfnublPUu7nplDlx+TSBva5Q0nrM4AZPYYS1yKmKBwdlSgw4/6LmfzjQuzIyMUdEMw1EFhJVeZiVlcFktTOQsa2RlxumdXbi/lo/9d4JC9idBBF5Sai1PXImxcgu52Ejr2byBuep37DPGzZ63BVFiA1NyD6nxnXOw8OvJ1tZTvpG90di87Mf8Y+B0CA3vd7j7Acir3hKtpJ+r5vsHS9EGP0SH7euwR/nYXruoyjocK3ESKKAl6vb0Hy2a++01Nuhz+ezOHIEsgaNU637wSbSi3xyfRH6OBvpyg2Hr/mOm7wqPkuIBSH7Ns2VUsC3tJ4ZKcf3rJEyiO9INTgVAmsDTBymVOxiFNQOJdwlO+n9OOHOfjkUCGhT9zOmJ79uSjpAgIMR54oVziEUWvgpRFTuXf+k3wWGEFSQyL5EbWI5lqcxfMZm+kiUBfAxt1WZBkyt+8lMO9t+soyQdowisVgeun2s2pNe+YIVzFpVHsCrn2OeStyKdjpRZVfg9sjoVGfmc3ryElP4yjKxtzpAkStnth73kPQaFEZfJYMhtBYDi5Vt5ZnstG5nIj2I0j0XEHVrpU0xcZxVeexCDktMaBEESQvXq/EzEXV3GFx0kFoIs8bwf81jsCik3nK+BXddMW0U9Wx+s1faae1oDMFIjttR7X4WGjvik3WsdLRgXhNDerD4shJyjtFQeGcwlW7BEf2lUeka2P/jTbsWgRR2Vg4HqIxHF3/V3Guud+XIKhB9gDgznwN2VYBshepdicA3p2bcO9bipRchc46HpU9Eqwu+GGPLxbcBbFwZy9YlAf5dbCn+oz1XW/U8MrqmyjYUcmQ6zqj1qhIyY/CEmxAq/dtIyR1i2gtv+rj7WR8vYubXrqQujt7siWjkJir0hiXEsMCrc+CR60RkCUZZ6ONQHsdYy9puwFaX+9mxhv7ADCZNTir56Lx06PSqn3i40kiOZXDHTrjkfHR/ky5P8PLL79Mt27djnAl2aFDBzIyMtqkZWRkkJqaiuoUXfIFBQUxcuRI3nnnHe6///4jRIX6+vqjxolbu3YtcXFxbWL2FBYWHlEuNTWV1NRUHnjgAa699lpmzpzJ5ZdfDi2iw5133smdd97J448/zocffnhUIa5Lly4sXbqUZ5999oi8mpoa9u7dy4cffsigQYMAWLNmzSnNxUGuu+46Hn74Ybp27UrHjkda63bo0AGPx8OGDRtaXVMe7MfRyh8NPz8/oqKiyMjIaGOdlJGR0Wr10aVLFz766CNqa2uPaRU3ZcoUOnfuzLvvvovH42HChAmteQettA63luzYsSM6nY6ioqJz0g3l0TAGHn3sp1ruZDGZTG1cgv4RPXr04JtvviEsLAw/v6PvUf6+vppjWPypVCo8Hg8ul+u0CHHp6elIksTKlStbXVP+vu9z5swhPj7+CMFR4dzHGBBxAqVOvNyZ4kSeQ2lpaSxYsKBN2qZNm/6iHiqcCyhPoHOAD5a+Qa3BCYiU6dSU6NVslPow+pLT5zP5745Wo+KBAVPYXraby9qP4InFL1PvBJUMuzdtot3OXUxURzNH1Z/tOdVouvuEKj9DLY2ygXihxueCTKOnuMKK55f3kKsL0Md2xJw+BPUZEuEAgo2BDE8a1Pr5oAB3NOrX/YijOBt3fQWj7v+QUSlDD2WGw4PX9eCd7zN58K2VXHVRKmp7Hd20VWS6EtCpNThcXlyaetRhFUhOA+qIAqrddXxs0mCzFpAXZiHW7sJhdKPrtA5/q47J9hwKVVaWqzoySFdArdfOWlkGQUAryQjKSWgFhXOK0q+fb/NZFOCyQDXjul5+1vr0v0aoOZh7+t7E/rpiRiUP4eHfnsfh9T3rft67GAB1fBRyUwgb3RkMazkFnKKpJKXFwmuQfi8FZidNZYU89Pl+qhu8dE8LY2S/uDMmwgFog9uhDT50Ak/td2xXj3N2/UpRQwme3V5eHPEYQUOuoXVrrE8MsixRu/QLDnz0CLkdbkEGmiXfYtmrsyAjEOYtwylrUOMk1NsEdsDuxNVw5OZwy6uDi/Q72epKYHBwJV6X2EaIk49xsl1BQeGvR5a9OPbecES6KmAE+piHz0qf/hdRBXdGk34fsqMGVbsLca68A2QvyF48e2e1lPLF1PRULoEQn2glhRSgajhMqBKBfdUwaxs4vNAlDIYmHL3R00RS90iSuh/qQ3j8kcLFQT7/9wqstXbmvbGeJ+Zc1SbvppcuJCnZDLkF7P5wGZa4tvGlVQYtXrsLgwYuHBaCV5Lp3NGC7JVw1Z3YAQ19qBlHVVsXjJLLc4Ij/fsSHBmF3mQ+rntKvdlMcGTUGe9Leno6kyZN4u23326T/tBDD9G7d2+ee+45rr76atatW8d//vOfNrHTToV33nmHgQMH0qdPH6ZNm0aXLl3weDwsXryY995776huMlNSUigqKmL27Nn07t2b+fPnt7pIBLDb7TzyyCNceeWVJCQkcODAATZt2tQaz+2f//wno0ePJjU1lbq6OpYvX06HDh2O2r/HH3+c9PR07r77bu688060Wi3Lly/nqquuIigoiODgYD744AMiIyMpKir60678AgMDKSsrO8Ki7fCxjxs3jttuu433338fi8XC1KlTadeuHePGjTvhdh555BGefvppkpKS6NatGzNnziQzM7PVkuraa6/lxRdfZPz48bz00ktERkaybds2oqKiWuMqdejQgX79+vHYY48xefLkNhZPcXFxCILAL7/8wpgxYzAYDFgsFh5++GEeeOABJEniggsuoKGhgYyMDPz8/Ljpppv+1NydCcI6dsQYHHxc95TGkBDCTlAEPdNMmjSJ6dOnM27cOKZNm0Z0dDSFhYXMnTuXRx99lOjo6GNeW1NTQ3l5OR6Ph6ysLGbMmMGwYcOOKeidLPHx8dx0001MnjyZt99+m65du1JYWEhlZSUTJ07knnvu4cMPP+Taa6/l0UcfJSgoiNzcXGbPns1HH310yoK/wl9DeMoATIHtaK4rPUacOAFTYBThKQPOQu8OcSLPoTvuuIM33niDxx57jFtvvZXMzExmzfJ9FzyRMBgK//soO+hnmYK6YrZ7D+BSiQiSTJNaxewwP7r4L6Fpz7qz3b3/KXpGpTO559WEmIJ4+eIn6FjXjYIDPVjvTMYtaOhsqECPA7cbLgy7lMRmNzdW1qIRvOxytWO5KZBvVhdz96vLeLvA92VHG5GIX7fhLNlYyBcLs3G6z+6pSr8eF6MJica/z6VHzVeLIk6XRH2Tiy9+2kqcqgpZFrnFtIKXJ3diVK8IglLWo2mXhzZuN6KxiUw/PTa174uH3qFmYbDPNYygdqGxprKsri+dtQd43P9n3Ok61ofYfDupsoy/OYJv6/ZQtHXBUfujoKDw12LduQps9W3SZCA9fx+O4pNzzXO+Mzi+Lzd1v5JwSyjTR/0bi9bcmicgYIqoRpOwgzqNFanbhW2ulYFlQToc26ZT+cmDjJWWAtAtJZSBXaL4cVUe3y3dh/cUTvefTkanDKWdJaLtoY7fI3vx1JURsuElLg1egYDMfxsvpMONj9KvSyC3+y3DLDqRTiDakVvrs8obbtjFo/6/0CnIia4ltpwMqAIjsW79jabdf+7Et4KCwunBUfgCSEfGgPM2rMRrV2KqnAyaxMvRdpyCyj8R3ZAPQPjdpp+mxVpHfQC19nJUJZ1QF3dtW+bLLHhrg0+EA+gZhScpkNnPr+aXd87+aerxD/YlpkMII2/rfkSeSiWSEGvAaFBjK62jYl3OoUxRIPXmwZhig9HpVAwaFMqQwaFoNH+wVSH+7r3zu1eqNtDEgWW7aCw4egyx8wVBFOl0wfEthDoNHIIg/jVbQ9OmTTvCnWSPHj349ttvmT17Np07d+app55i2rRpp+zC8iCJiYls3bqVYcOG8dBDD9G5c2dGjBjB0qVLee+99456zWWXXcYDDzzAvffeS7du3Vi7di1PPvlka75KpaKmpoYbb7yR1NRUJk6cyOjRo1ut2rxeL/fccw8dOnRg1KhRpKamHlNQTE1NZdGiRWzfvp0+ffrQv39/fvzxR9RqNaIoMnv2bLZs2ULnzp154IEHmD59+p+aD4CAgIAjrAMPZ+bMmfTs2ZOxY8fSv39/ZFlmwYIFxxTvjsb999/Pgw8+yEMPPUR6ejoLFy7kp59+IiUlBVos2hYtWkRYWBhjxowhPT2dl19++Qgx5NZbb8XlcjF58uQ26e3atePZZ59l6tSphIeHc++99wLw3HPP8eSTT/LSSy+1zv/8+fNJSDizBxZOFVGlos9ttx23TJ8pUxDPEZHIaDSyatUqYmNjmTBhAh06dODWW2/F4XD8oaA2fPhwIiMjiY+P5/bbb2fMmDF88803p7V/7733HldeeSV333037du357bbbqO52edy96CVptfr5eKLLyY9PZ1//vOfBAQEIP5Fzz6FU0cUVfS75qBb0d+vOX2f+13zCqJ49u+VP3oOJSQk8P333zN37ly6dOnCe++912qBrbivPD8Q5D8TxVbhlHF5XOTVFfLLnqVsKt0Osky83UWZToNTJSLIMi+3G0bCoKvPdlf/ZymusLJoQyFxkX64GutIiw2gsEHE6fIwqn88Gz5/F13xJr6x9mIXYfh3XUZqVgqbnMmE+GmYcakac/oQyhvc3PGSbxP1zsvTueSCxLM9tGPilWR+WpXHN8uzuF//PRGSg/m2bmx1xTNx/EBGD0xk6g8vk+860r2GuzyGjmUG7Kl7qDQIjC+1syA4jCatHdW+zjw4KpX3y3+l0dmERpJwiyIHg//0csCjNx19MaOgoHDmkRzNuKqKqV78Ca6yvFbLo4P/A4SO+yeWzoP+qCqFY5BbU0BG0WYS/RMpKRLonhJJoX0vBrWBQfF92PTZVPxL81F7vZRo1fxfbBCTS+pJtbuQQ5PY3+0ehvWMYXdBLU+863O/9MTNfeiffu7GJZDcTurXzaMqYw6vxgZgVau4sqIRY00Qva67i4i0jmx5814CbWUnVqEgguzbfAsedTs1iz8B75HWCiq/YOLu++B0D0dBQeEEkVxVSM5C7NnXI7uPHm/DmL4EtV+vo+Yp/DHeyi14KtbTHNKV7bKTrv5pWMrWIZjboQ7qA8+tgjrH0d0xJgfBoFjoFcWKr3fy2qR5ALyx8VZSe595q6ZTxWN3UbpiNxXrc4/I63TXcPQhFra98hNep+eIU+Eej4T6WNbkAsRf2pOCn7YcNdsYGUCnO490VXa+UZaXy641K9tYxunNZjoNHEJk0om7p1NQ+Kt47rnn+O6779ixY8fZ7soZpXDdWjZ++GEbyzhjSAh9pkwhrv/ZtfBRUDiXKNj6I+tnP0ZzXUlrmimwHf2ueYX4HidutXuu8cILL/Df//6X4uLis90Vhb8AxTXlWeLNdR+xpTSLKI3vhH1Ao55uzibiHB7WBBoJcnvRNdX/YT0KxyYm3MKtl3Vm1i+7aFj3MwmGLLpddC1BA8bT0OTkhe3RQDR9O4UxuYeHDqYbCe6uJ3SXirKaZnbnFxCf9xaWCycTFWKiptFBUsyx3bEcRJZlX+Bot5PC+hKWF21iWOIAEgJjzsg4vV6JNxbPpcZbzP2DruXyockUqzZgzPAFcTaJdqolP96bm0W/9ChC7cPZtSMPbcw+RGMzUn0IAdH1WMOL2RugR9SJXFnZgEWQaDL4Fmq9ItfzZmEWHiRkGRwN4QhGK6LOATJ0iu5yRsamoKBwYpR++Qyu8nyadGGYOSS+Hb6P5bUe2+2Jwh+THBxPcnA8r3+5haA9c5Ay8uh/2Z1Y0vtQUHeA6boGdHGB3B7SDXdEAvdZgghFjTkrA4/NyoF9+3hjXxXXXpxGoEWHxysRF2H5w3YPvlMcbgf7avazuXQHY1IvJMJ8ZlwmOz0utv70OsF2O4mXPUDQ4KupL9qJU/RZFDSKanppS6mf8zzhj3/BD7qrKSopYqLfBizY0apkwg1eJFsjMgIi8qG/wxYRTkKgZuGHreYLhwvGAOaOF5yRsSkoKPwxsuyheftQZFcJsscf4RirRdmRD4oQd8qownqiCuvJq4Xfstt2AFVDFo/EjKerOR52VkJNiyXioFgINYG/DrQqdv+8jyWbSmlcXUxAmInRd/bA6KfD5K8jPOHE1ym2Rifbl+1n58oirpw6gMBw8x9eeyo0OF28tH4nBrWKR/p0InZ0N+r2leGqbW5Tbs+slfSYOg6NxYDkasIrgUoECVi5po7tW6q5795kVKqjW18fS4QDCO4ef9rH9b9IZFIyEQmJ1JSV4rQ1ozOaCI6M+sss4RQUTpSmpiYKCgr4z3/+w/PPP38CV/xvE9d/ADF9+lK5eze2ulqMgUGEdex4zljCKSicK8T3GEdst7FU5KzFVl+OMSCC8JQB54Ql3Mnw7rvv0rt3b4KDg8nIyGD69Omtlr0Kf38UIe4kadi0AFvuFurSr2ZBppXRA+LplHjs+CvHwuZ2AOBsaiChMBqTXyXzWjbkphyoJcHhwZgUdtr7fz4SEmAgQVuITvDQlLkEb20Zln7j6Z4aSu6Bei4fmtr6O9yeV8qa2s+wNalpyPPjH34b0Uen8e5j4/B6JbSa4z/gZ2f9xA/ZC7kiaSh9Vszn3VAdhToVObX7eWnEn/PpfjiS20nDxvnowuNYXuXHxvqlCAJM++4jLi5tImFQdz6KCqBbk4MIpz/YfNud783dTklVM6mRkXRNSOe7pT63MI2hyxA0IOgcIMDckADi3BrAhUqW6WBzsiHA55ddLk3DVZIAGge6zqu5u8dtXNix6x/0WEFB4WgUr/gBR0UhDaljWbm7gSsuTCE+8uR95UtOX/yUymYvlVIwidojRTeVOfC09Pl8JyTAQDdtATrcNGxcgPPAPkIHXE5SYBy1jnoS+o4n2i8SSZbYV5RJ7a7VaL1ezM4a5jQPpnfHCD558mJkmT+MFffexs9ZVbCece0v5pd9S/FIXiRZosZWxyMX3HnaxtTY7GJ+xn66JIeQV/UbnbM3A1D8/v0gSVg6D+LOXfuo1KoIluKBvVS7DSz8Zhs1VhdRCXGUR3ehactn9FHlI9t9HsN8G74tjag04HUjyyAKPgHOJ8uJiMIhF1VRN72EPjr1tI1NQeF8QZZlXsuopt7hpU87A9vKHdzRK4hIy4m7E/NVJCF7rb4fPQ14alWoQ738PmyFoA0/jb0/fwlU+wQwLxLzqjewvbmAidE90YeZfKcUxqSAvx48Evt/zeHxp1fiPcyr35DrOvNl5YOIKhHVH7xTnh79FTuWF3Dl1AF88/waJEkGGTxuL3f9Z/RpG1NVcQOLPtpG/wnt+aK5kj21jQA88cNq+lU76B4d1CrEqY1aPDYXXrub/B987jX9EsPQBhqp3lJAQ52LVcvKiYrStxXhROGQteBx/Pt0ffgStBbDsQucZwiiSEi7Y8dxUlA4F7j33nv5+uuvGT9+/BFuKf+uiCoVEenpZ7sbCgrnPKKoIjLtf9vLT05ODs8//zy1tbXExsby0EMP8fjjj5/tbin8RShC3EkgedzULPoYgKb9xSQ5jOQesNDhgccRdcYTrsfTUMXEPTm8Y/FSrVNRFWFDNPtWVBpJ4tfavkiE8Fb/8WdsLOcTYy9IpNB0G5q8VTj3b8OauYRNhZvwprbn48n3Y9DoAfhhRS6f/LwLQR+Dvssa/BpiWOrpya41RgYLW7isd7c/bGtb6U4kCbaV7qaXo4nEZplCnYlOYWmnbTyFZY18991SutQuJlJfw9yUeJAF8GjpWV1GN7Ec5+YaOhvUyPU21F2DCWjQUm91sT6rHBkw6FSoRIGBXaJYl1WGK7crqsBKAvzUNBnzkFQyw3pNoGjDHNReWGQJxpwfS61Ki6g+FCfPuW0Etngz1fV2QgKURa6CwslQV1GOO+MLVEDBnjJSJTu7KsKJ+8ejCKoT3zh1VhTgddjwIpCorkGWD1kYyQe9ppuCsaQfPz6Iwolx45gOFATfhr54E/Z963GV57G4eBN+7bvy/PBHULWcyPs8cy7z9y0lMdzC7aX17BIC8U/JY37FLlz7BzI86Y8XEFtLs/B4ZbaV7cbldbemdwo7fUKVo3gP2378nhVF7Vi1UsdD/r/gAZxqNaYWgddRuIt2gpaoJhuavl15ZWU6lTYRv8xsKt1mxrCKHo0ye1I6IhUVYPVqyXTFkRrgJNJZAKKIaeBVNKz8GmQQkREFyHVHkKpp6/bOXVeGJigSlfGPrQUVFBQOsTS/iW93NQCwKM/n0SC/1smnE2JOKvi7q2Az9vVm9D0bEfXgrVMhCG1jJAvGdNQByjvldHBX1CgitYHkOyrY2pTPHnsJy4Uset+ezN1Rh4ljszJJ2FrGP4bG8cYyn4v5hy5LIWV1IfubXaSOSTluO26nh22L85G8Mlt/8/0PIKoEOg+OPW3j2Vxew3+/3ED5f3eydN1+6u/yxURRCwIX5dUR4fDSbDSCSgCvTEi/FMpX7gavTM32QjzAnCgjqiANYxNCCKSaceMiqa11IRq0SHYXolZNUHoM1Vv2t228pc5WBGgqrMY/NRKVVtn2UFD4X2HWrFnMmjXrbHdDQUFB4Yzw5ptv8uabb57tbiicJZRvpCeAt7mBb75ewNwcLUPCI+jjriLEU0OIrga8YN2xAv/eY064PkfJPgx1lcRpLFRrDUhOA6LBBqKby6qaSNJt4x2uP6NjOt+I694Huveh8scZWHeuxtLcRIfs7Szz/Eqj0IERfeNoaHICILt1eOpCqNKpyBYDcJbb2b9oG5ViNnf2ueG47YyNG8+bK/ZRYtCivbAX1+lEbu0xAu1JbKofj6L6Et74dRn5RWayhQHcFLEeq8eKIEK6bhCydAAvVQR06odf77G898GPrF8VigffBq4M+Ju0NDS7yC6oZXifWCRZBmswQnMIVZJE136RjO3XgThDGra8fHQdNlIKdKyvBn8DVkslmOpQ1QXhaozg/R928sua/fx3qhJ7QUHhRHA3VFL+3au4K/bjklV4ZYHu6lyfYGYvwZazFVP7vidcn70gC9neyEF73YOx4TgslLHOT7GGO10IgkBCv6HIfYdQ/tWzNBftIr6uHvuOdcwWOqB2RjNmQAKNTp9FSaNKxWZnAtvDvagDcyhshI+2zKbe0cjEzpcet62x7SbyyXcHaAgxctWoboRaAhgQ2+u0vVMcJfuo+OENYqw1XG4sY5ehB6LbiQiY4rrgLs1BcjRh6TIMXWxHKr55EfeWn3A6L+Zev9VEq+tYr+5NJ89OnEXQtVcsjUUS/ioH6YYygpyNGJJ64N/nEryCimZBbhNfO8lQD21CxAlU/fQ2+rjORF3/7GkZo4LC352caiePLi6jpPHIeIvZ1S52VznpFKY/4fqcOSuQ6hzINhX/z959x8dNnw8c/0i6fWffee8dO47j7L0XCWGEEEYg7Fmg7FFGyyqjjFJ2y54/NjQJIxACCdl7J3YSO95727eXpN8fFxxCCIUWCC16v159NZa+0kk64zvp+T7PI9hkVK94WPlYyfTTBW5+6yRB5NSEMQSUEHdVv0N9oAO/GmJVzx6SdA70ko5jYwZjdEXuU+xmHaIAswYkMCUtChpdbPpwH5X1Lmb+bugRX0dv1DHr6hF89ORGAObdNZHcwUkMP64PeuNP80hgZ1sXD28sIdjXgnhmFqLByNfJe9NsVrzRXpSgl5zB2TgnFPD8uhKanO1cIICNyI1KS7KNHZICbV0ML0wioaqdwYMcIAooviAxRWkkjy3A29xDO4cG4gQE1EPS4wQq3t9A3MBMck8d+ZOco0aj0Wg0Go1G8+/SAnE/QO0rf2R0TzOt2dGsijWxiRRuq2jFqAYRTFb0iVk4t3+JNX8EktXeu12gpZq2j57AkJxHwolXIggCqhwGFfyqDntNJgG1gJFqI8VdIWKNnaSFwiiiwEMXD/lRs1c1P0zi7GspkcK85iyj0BMgZfOHfOLspKKhh5vPHU56gpW6dZ+zo8VOY2EFImDSFaNENRNUcg/bX6i7FV/VTqz9xiCZrMjeaEJBga5gCE/GBNKzYo94LN6qHSh+L7Z+Y75z/YcrK9hU2sy0EZk0SztYXbeODm8XilVFn5rHyMwpbJHTiaregM3gYmO9CGQjj53MFccNorXTy4qOSNkg3TcqaualOyitimTNTBuWTrcrQG2zE6NBoq7FjbchnThy2O/cS3RaO97uWDIMHZwSrmRPt5339bFk+MOYk0rYJ4kozTnodf9dNZk1mqNFkcPUP38DajDS+8UgyATNMch+JxIyOlssos2Bc/tSbP3GIhoPZpr6anbT/tnzWPKHEzftPFRVBVVhk82I32KgvzfSF/ILXzFVoXhOtmwhUefCqZgYMO/2o3bO/6sEQSDl7LvZ+trNJNVXkNTjR1nxD972jKGjZzoXzzqTovg85n+1nbdjAujjKyFSiBEFhaB8+EPzmmYn5bVdTBySjkEvIbvtKHIDDS0+JmfMICHmyJnHmxp2oBMlhqQUf+f6zuVvEWiqoLt4LjF1qwhUbER2fl3CVGDQ5CmsLI9iQdVw8vVNFFdsBSB22nk4Rs/GX78PJRApJZai6yFOjGTcTO0j4S3XIeqM2AYfQ6C5EsXnJt7nQvFCV9hEyJJLdM0KZJ0JKexHUSNVxaSw/1tHGXmAKuh+mkCjRvO/rssX5rwFdYS/Uaow0SLR6o1ksOU49MiqyqIyJzPyotB/o7Sfr+QzXEsfwTJsHrZxl6AqkW2UcBAQ8G2wIxgVVBmkuCCS4+sX0WEueP6XPdHfAKOo58Hcc7mi7Dl6gi4GrKxgc1wj1QNTkVWFORcNIbSziWfPn8+MfvFcOi4DVYDKdh8ryrs40X/4Z0rZpkYa9rUzcV4xkhQJqKoK7N/cxIMrzkdv+O7v76qqsqq+lTizkf7xh/edU1SVF3aU0+ELMC0jiRW3rKZ0exNdl+cgpFsQgMsuGc2njU0kdLjJbfExvLudFpOEfMkE4tMSKWtoZa9VB2GZHoOELRw5/jjRgrClHXtGFKMnptO4tR5BEPC1O1GVyGQOvc1EoLsxMrHjG3E39Zs1O6F3VpKg3adoNBqNRqPRaH4FtEDcEazb1cSaHY1MFjYS2xMpmxSlRm4QLEEfRjWIrIL19Ado/+pZwvWlOFO/IO28+xGkyGX17FlLsLWWYGstsZPn0fT2fYTa6zDnDsEkhJEEgXniDoYaqtAJKt6QGWN2f6x5g3CkaP3hfi7rdEEcYZm5rS4Q4HTLBhpSxmLQSxTte5Fczx5GFg1lVaefRH+QmkE+BuXNZGzmcGSvE8+edVj6DEVnT6D5vQcItdXiry0hcfa1jB+USkOrG6tZT99vBOFUVeW9bV+ycrWX4bm5TB+o8smixxjq9dJfFLH2PTT7JdjRwEeL1tMatrGjvB3z0K9AF+hdf9GM/pxYPIzz3r6Vy8JN1LsTqCTSF2JAXjyL1lSxfncT5x5XiKLCmOJkKhud9LgDhGWVrftaAbBZjdx1yWj8DWXUlOzi87Z0ltVt4tZFy5AcbRCtQk8sF9f3YBRVdscJqCE9F6bE8K6nDV3GPgbmx3Lj9J+ur4RG87/ItWMZvpoS/G31vUG4rwW9XmyiTEDVkX3ZYzS8fAvhrmY8ezeQfMZtvZMyXDuXE+pooKermZgJp1P37LXInm7cA0bwdoqd41pVsjtV0qVO1gXyeTF4AudntZE4cCySWSvz93OpIsCQA/8WBZhmKqE75VTMko6Cpf/kxo5G1g8dQ6DSQ5SskJ8xCN+giQzPGk67p5OtTbsZnTGUKIOV2/6+Gpc3RH2rmwtO7M/MMdn0uINkJNkOCcKFFZnX13/Glk0q0wb1JSqjhZc3vYksCPzlmFvoE5d9yDH6akroXvNPAFaWhJlu3n3I+oRTrkfqM5TymjvZFRyLXghTbGhABUxZ/fmgZBHlHdWcO+UsbKKOCzImEm6dQFyogbCzA+QwihxGHx1H2vl/Ydu+VprK92J3VbKjpIas/XdQqK8/JGvzm4yZ/QjU7gHAUjiaxFlas2qN5vu8saOL6u4QG+o9hwThgN4gnAA8OyuNU96pxRNS2Nro447JB/u6ebe8g9xRjXfDa5gHzKLt78ehhv3oUyM9agSLAUHwIdpkRIsK+iQkSwGG1KsRJOsve8K/IX4lSPGqSqb93xYUQeDlh08kPT0Ol1nlluQl+D/Rkf9xFmqNiqzCMoeJC1+ZxeiTC6nb00bJqjomn11MKCBz68TXCPrDuDr9nHTNSOb+cTwAxZOyDgnC+cMyz27fR2W3m9n5GTS6vfyzrA4BeP7Y0SRYDs2oXFXXwmdVjQBs2NmA/FYJAOL6KITTMrl/wmDsRgOv7qvkpn3dyAf+5lvCKgWOaGo/2058j5dzijOxWY2MH2HG19qDGlZ46x+7CL1WgsusI/ay6cT+fjqdpfW4a9rxtPbQVdJA157Gg/3hvk0QMMRaCXZEJoskDM8l87h/3V5Ao9FoNBqNRqP5uWmBuCN49q01jJJK6JYaiTWAX5FAdNDP7WZmhxtVhW7Fyr0vbOVk0cNgAwQb99P26bPEHv97fIEwUYOnEWiqwJiciyoZCbbVIgDBlmpip57LPEcirfP/BkAgKo3UuX8kNjn5aJ/6/7yzR53Ly6ueJ1jfg15VSLKEGZXnRlVVAi2REieeTpjRHmks3rZ/Jx0phZh0RpoXPIa3bBPGlD58PGAA/XwdZACi0Yy7ZDWk9KPb5aex3U2n009sdOTG9aO9X/Dmh/Wo7jhqayr5aE2YcPBkFuv8mF5rRdJ9xtkzCzl+bA7+hnIaX/sjt9oFHnXPpj5gQ2kswJBcStggM8Qd5Ljc8aiKzHSzhVoLjFSr2B3OomjKdMYPTuPUWz4mGFZw2IxcdUwcoilA1rAMALz+EK1dXuLtZrJTogFofuc+9H4Px+SOZ1V2OYKggiyACJK9k81RfXD21LAvWo9EF9uyirjSk0RdXDxD+x+DUWc4au+nRvNrp4ZDtH7ydwQgoEoYD5SODOlsGGQ3ViESZG+XozA89XuEYKQvl69iC10r3iZqwukE5RD2EScQdrZj6TMMb2c7siuSzTSsqQl13GySlSSSP7wfgLMSmxg87/ckxmoPS39u/Y+9gv2fPUteYx0AW3RDmZYSjRLwE+poBFUhu72d5K5INhkl68nJGoIuR+Jva56noquGbU0lSIJIAAdgQm9UWVO7iT5RBXT5nHi76hkbTMRiiATjXtryDp98AgRsvFJbynWxn3AvXbglEd/L93GzbxqzT57EuIGpeMo20fL+g6iiRLcazdZgNjnmbvpQD4CgN2DrOxp/SCFRyqbe2s1SdzHdRHHqKZMJx6bw3srId5WMwlROS+hPZjTo0oYAQwi7u1H8bowpeUjmKDy+EPe8tJ6wrDK5XyZzzB/D14kJBx7G6uwJyD1tvdfQnDUAY2IO+rhUoofOQBC17AWN5kganEGeWN9x2HKjBIFvtHJTgVlvVhM8EKj7aJ+LfgkmTs03oKoytvGX4ZZDmIeeTrB2M6o/0l9O0JmwTbkO0Q7OhY+DU4eaNYKo8S8h6o9c6UHz07g0ZTqrkjtRRAFvlImoqDhSDTF0yx66wh4QwCn6ETCiA+oXVzDk5EIEQeBP096gs8nN/i1N1O9tR/5Ghtjq90vJGpBIZ6OL3StrGH5cHwymyKOABzfsZntrFwBPbd3Xu40KXLdsE0ZJ4oYRRRTHO1hc1cCz28vRiQIiEEw0YZ6Tgb/ajTA5iRijnqJ4B+1tbqw7XVTrRTKDMpsrvRx3/RQs7gBV6/cDMD4rAWu0EVOcDVt65HdrbmwMsgIjToj0vPO3u6h4dz0Atqz4yIF9KwinsxoIe4IHDloleVQffG1ObOlxxA3K1KrMaDQajUaj0Wh+FbRA3BHMMG5jjH4vq+xmPo2KweAyUukIgWCi3qSn0B0gHLLg6mzk9Z7x9M0IYvY0Iftc3PjESqobe7jpnOFMmHcHXU4/Fz/5CdNIY7zaQMAcR8X2z2koHk1qzgTi2krJOvEiLFoQ7heRFZPOn0+6B3m6i7pnr8bs7cG1/UusBSNInvtHyjas49GNVs62tpBlbaM6OopJSf0AkGyRPkthazTLKtewKtHC9MJB+LorGLbzS3aLk1jclA5AjzvAfZePI9TdgtpUgapYeo8hHIz8pyeHzXjCCjlyHQnL5+PPvBHXrpWgKggqEA4wrDAXqzmNldvSyDfUQXIGotlG14p3GFeyg7DRzg1d56AgMi8/AYATx+eyblcT09N6aHjxLwgGExmXP40uKgaLSc/vTx10yDUxJGTir9tDWp++jHBHs6V1M6qkIikqCgKbjBLtMQcf6LsVhfSp55H+C7xfGs1/O0Gnx6mYsYs+DBwo/aWCQY7M1v66p5uAihCMBGtEkw3F7ybo6eH6z/5Mp6+H2yddTdHZd1PX4uLRpxdyshRDmq6LTXI/ti/s4eyhbsTUQlRPN5NOOQWjFoT7RRQmF1J44eMEnV2ce88SvKoJaUs9RacNIun0W9hduozn3RVcYNSRGYpM3DBlFALgMEdDFxglPWvrtiAW6pgQP5aV3jf4cF0P8Z2TqNtvBkFBF7OAy0aeRV2LC2eDB104mjCgRyZT7UYUIFpWQO4iLVDBk+9Gk5kURWnZCvIBWVZ5rHsagwblU0A9Sm09KlBbNJIcUeK5BTuo3ZZOnN1EB342+XO4LKcAq8HMpOzRlHdUMdYdpPGTW5CsDjKu/Aei3ojO5iDhxCt7r4dBL5EUa6Wp3c3oEQXIWwcgNu46mAUniCgB77euokD8sRf/gu+aRvPfyyCK37n8m0G4r30dhDNKAgFZpdvZQ+tjp6LKQeIu+YC4C98iWLuFjlcP9qaWg1582z7AOGAWUnIBgiJjG/u4FoT7hYy1FzJ2zl00jTqXW5vfJ2jws8FVzinxo7ky9Ti+WLidD+/Zx4gT8hF1Ij1mPbmDI5mOMSk2OpvchEMyu1fWAjD5nGLeuP0rvK4gKXkxNFVEAm5RsWbm3TGRim4XbR7fEY/HE5LxhGQe2VjCo1OGs/hAJlz4QDBsZnYqpVdaqHV6QVUZ2xy5x3ni7A9p/6KSL6ak0XFVDsIwgUuGpCOpYC9IIej0Euj2ULd4B6b4KAZcfSwAqX1iufH1k3tfX2cxoreZCPuCpEwopNaznUC7u3e9oBMJHyjN/TXJqCf7xCP3y9NoNBqNRqPRaI4GLRB3BIXDhqDu2MtXsVa8kojOIPc+LXXpJDY5IkEVY/w2jmkdzCKOwRLYwyhjAbXNThQVKht6mDA4jdVle/BlLWORoJJcayW/p4EXUsx0Nq4n3JlGvHcuz+dqJTN+aZI5itgp5+LevRLHmDkAmLP6E2fOhJ2r+EA8gccvn8QD0QfLscQfewnRg4+hLmhnyJYNKDFVbPa00IqTxngb08IBxGZAVTB6KjjnlS8RFRdBq5vovhJTKyx4Qna+9A9AVRVARCeJTDGVEKd2Uv/V/7HT3UxJUhTh6kHUy3FMy4tjxZZI5kJ5MIPyWnjln5sY3b4DE6AicOq0vpiNOgoz7bj3rOXs0elcOKs/7tI1tAJKKMjbn+1i6V4vKfE2/nzpGAz6gxkHKWffjezpQRcdx83AX1eH2NSwg+kdHiYMmMnzvhrae0CVRQRPAicWHHMU3jGN5r9XIHcSVC/uDUaI35qcLQiQqusmqEpUJk4lVy3FrwSpSoinrWoXKiq1PY0UJRZQsWE1V5sWIqsCHkxsrA5yvm0hhi0hFMCU2R9jSt5ROc/fMkN0DHOPH8r28jZOGJ8DgDV/OHZHDOEVT7CwqB8PzrgNk87Yu80NYy+lrqeRJKeLwo4udjls7GxZT0COPFSMT1Spq1ARbF307HRRvuxsPCGYI/gZa4vmYefxhDHwf/6xnGJZS5SqokhGykIpeOUQlZ++QUWolPWJDjprRtCjWhiUH897X6VzqrodQYDMHavZF13AzvJIXzaDXuKkibmkJdiIiTKyYlsDp/Y5jeRRVro3fEQnEPR7eXnhTlbsbqcoJ45bzx/Rm3Gg14k8eeNkPL4QMdEm1IF30fDKrQSa9iMAsdPOp2f9QmQ8hFSRCiGbGUOnH5X3TKP5b5Rg01EYb2Bve/AHjIZxGWbKOoL0+GWShS4UbycAckcV+sR8XCufgQN/cxAk5PpIf0jvqmcAMA04CV1s1s91OpojSEnNZYY0hoZgB5Ps/QEYb++HGC3woK+Cp2td/HXNBTz+jWyvB1ecT9P+TtrqnLRW92CLNbHirZJIbzUgOdcRCcRF61jdV+CfH67oDah97Vtt19CLAiFFpTsQ4skte6nuOTBh6MDg/vF2Vta3HNhYYJHdS+qKcvbvbwcgxmJkRG4aRfF2gu4gGz8uY/Axg4hJtlG7eAcAQaeP6k+20rm7jrgBmWSdMKT39XUWAwOumYkSltFbjURlHkPJM18QOJBlnjNnBNULN6OE5N7xMf1Sf4Z3RKPRaDQajUaj+c8IqqoeocC65oo3HqJDX409JNPPE6DabKC4K0xZtA6DIrPfasCsqKTUTKakPRKYG2Op5rjTT0L46mni7CZSz7iNfc4W7l7+SGSf9Z30iUrl6WiZKiFEqCEXh2cQr9wx4yifreabQmEZQRDQSYfPOpZlhXl3fIYvEOb0afl447ewrGotp6aPZKqjD8/t/QxPj589TXkY+nyjD4+qcnNNB7FhhQd7ZmFLzaG8rhuAHEeIk6I/5JVEK3pFwSQrxEX34ZIRl+OrL+OO92oJou/d1eS4Fuaon7MjkMGb/imMSQ1w8SgDCAKdS19HMJjJuu4lRL2RyvUreHR+Gem6LhQE1gUKePqmKdQF97JwzxJO7DuNyTljDjlHVVXxBlwYfF70Mcm8tu19FpUtw26w88CUu4h3mNFoND9O1V/PRg36D1nWEo4iTvIgoiAK0CVbkK3xxPsjM9k3pSTjmHA68/csJsuezh/GX4Zz9wZ6PnmMryv9dSYOR9deTrQSKSsmphWQfcEDR+UcNd8tGA6iE3WI35HJEnZ3U/vUZaCEiTv2Uv7uKWdH8x5O7DuNPIMdw6qFlLkVrD06BhgberdTVVgZ6Mt8b6TH6MShnZxa/QkAtdYC9nSbOFa/E4ASi56u/FFMGHohq7Y18f6yMq6L+pQcfeRB6VeMZmFnAfm6Js5ybMaZk4wyYiZVu+18tLKShBgzL98+A1VV2Pnl57z+RTVn2dYSVCUedZ3AK/fMZmX9ar6qXMu8gbMZeqDH1MFjVZC9LtRQAL0jkZZ/PoJn7zrkuFwSz7kPu82IRqP54bxBhamvViL/gLs4q17AE4oMzIsx8EL8Arxb3sKQOx7HKY/gXvE07q8e7x2vSx9EuLEElEhvbFPRTGLO+PvPdzKaH83vDWEw6RC/PasHqNrZwtWDngfgj/88jXfvW031rlbOuXcyfay1vPJUNTVD0xDOyPze1+gbY2NfVyTzLN5spNMX4JvtCKekJzK7IJOP99extLblkG3FZ/YT/KIJ4dxsrKdmke2wcVKfdFZct5I1H+yhcEw6j6y9ECUsU/PJNtq3VR/cWIARd5/Ga39cxtbFFVzxj+MoHH1oDQ5VVgh5ImW9DdFmSl9Yhqe+E1tWPAVnjUMy6dFoNBqN5r/Nq6++ynXXXUd3d+Q54d13383ChQvZvn370T40jUbzE/nu2iaaCHvkoWZyQOakNjfX1XVS7Nbx+8ZO+vuCIAj4JJFSb/jABiqp2VkkSLWUiC10NJfhLllFmstNTucYRnQWkBfXh4QTruDqY+4h7IpGsDjJ73/kciCao0Ovkw4LwsleFx1fvop371pioyMPDeMdZi4feS6vnvIoZ4y7kBVfvcTOcBcVVh+SIiL0OIj1RDG5Lci5zT3EhhV8egenJVVx00SJKEvkRrFZDVEriIREAa9OotOop95Vx+f/fBvTlw9xadRXAIwpTmG0oZyx8kYAloUGE5BheZ2R+i/fxd9QDoCoN+L2hbnzubW8ttNAnFllrnUDZ1rXU2xpIyslmkVly6jtaWDRvqWHnb8gCFhN0ehjIuVSzxp4MteNuYS/zPiDFoTTaP4NqqqgypHPipAq9rY3aRWTuKnrLJb6iwGIkbw0OyOzul2KETV1BgZ3DwXNTVTW7aCuZgeVcjKh6AzEmGSE7GIGzjkXw7nX8WR6DK+l2FnXf+DRO1HNdzLoDIcF4dq6fDy3YCc7q3qQzDZAQBcVy20Tr+LVUx5lTtFMtq54g9j2Jkb7W9gUysGn6gjqLfgREQSYZNpHYZSbBIeJSYNmwIHeaj5dI+KB3zdVhf7eEON2rOaz997m/WVlAPzdNYPy9JPYFsjAFmqnv76Ok23biVW6SK3Yw1NvldLlimQcWIw6Wjq93Pr3NSxqiGO4pZ4YyUuSzsXUhDZsFgMf7l1CTU8Dn+9fcdj5C4KIzmpH70gEIOHEK0k8+Tpyz71dC8JpNP8Gb1j5dpssOBB0+7avg3AA0/NsyK5mFHc7/p0LCdbvAKMN0Z6KFJuNoc9EYs/4B7YZt/Zuo88e9fOdiObfYrLoDwvC1ZS08sxVn9Fc2YXZZkDSicSmRvHopot5t/sPnHhmKp/8ZQmV5WHkd2tQD9QytekP7clpN+hIsZo4ozC7d1n7t4JwAF/Vt3Lv2p29QTgR6BsTBYA6xIFQbEfyyXge28Oeynb+urEUxRT5HLREG6nqcXPL6u2sd+h7+4cCWFIcKIrKBw+uoWJbM0teOvzhoyCJGKLNGKIj9yT588aSe9pILQj3X0gQhN7/Wa1W8vPzueCCC9iyZcthY1VV5fnnn2fUqFHYbDYcDgfDhw/n8ccfx+v9dslrjUbzfS644AJOPvnkHzDyl1ddXY0gCEc1+PTqq68e8vfJZrMxbNgw5s+ff9SOSXN0fPO/lR/y3822bds4/fTTSUpKwmQykZ+fz6WXXkpZWdkvdMSaXzutNOX3uHrUhayv28pExUxUzH48+9aTrETKuRS5A3xpTqAn4MDmF3EBIFBXU8eztuWUJUax22/h0s9fJKDqKO2aB9jJsdbD/hXskQPorE6KPT5GtXSgBGcgGrQAx6/FCx/uYuW2Bi6Z3Q9bkpOihHx8Gz6iZ8PHIIj89YoXqNu+gUTvCjq+XIW1aCyhxBwWt05DMe4h26En2mRlems7SUInJPZB7akAnYG43L6Y920gsHQ/t539MMvWlROVA/vWZzKsuYsec4j9dpECn5+6dicYIaBGbpLFlr3Mta3rPc54Y5DqIMSLTixikGBTBakXPEC5383dz35Oe0tku/E5Kfi69SCIXHj2eF7c/DapUcmICBzfd+q/vB56Sc/YzGE/4xXXaP63CYJI0ik34avexQZxKKbW3eRULWSAuJ9RxgQ2B3MZb9yHSQixO5jBcn8R1eEE9Hvr+NOejczxepglSvD2AwTDdvS6HlTgOWuAi9cvQOppI8sfwuQ2oy/Zizo0jCBpH/G/Fi0LHsVftwfbCZdTYzYwIKmQNxbvYdnmOr7arOPlW/7GqnV7WdHag65lDRMLBhJt1bO9fhL9DeuwpMXS2qcDpQrMIS8k5aC2VCGZrNhjktlb4eblT/by5xOuw7lvCy3xFha3iAS9BqaZdmESZATA6KwAUkmTOhhoqMPbITLEWAfACP3+3uOtl+NQepJo7wry0FXjafBWc+M/PqenK/IQ1ZpehOLZhyrpmDtvJm2f/J0LjFl8YnFxQsG0f3k9RKMZW/8JP+MV12j+t8VbdNw9JZGyjiBGncDeNj9r63yHBN2+04qH8Lk/jPxbEOl88dRDVstd9TiXPEio42CGkr/0c6wjz+0tP6s5usKqzMN1C2kJdnOtZQKxNR3YR43i+WuXsGNpFbu+qubvW8+n8ePPKPtkHa71MgNOn4ASDDIgoYFqZxzZxxSw16rHG1Zwh2TSbRbq3V4SzEYMkkiD28eC/fVcPCCPfZ1O3MEQ29u6DzuWDv/B8qgK0Hyg15w6Oh5pVDzhi9dDdwg1xYw6NxPD7wt48NJhNO1tYcvTS7EnGHg3wcwxBXGM3NeBoJewnzqCJ7buYeJjE2l7v4rjr/jX9x96m4m4Ad+f4ac5QJFhzzbobgdHPPQb0juJ52h55ZVXmDlzJn6/n7Kyst5g28svv8x5553XO+7cc89l/vz53H777Tz99NMkJCSwY8cOHn/8cbKzs3+1QQWN5odQVQW3p4FQ2INeZ8VmTUMQtLyJ/1QwGMRgMPxb20ZHR7Nv3z4AXC4Xr7zyCnPnzqWkpIS+ffv+xEeq+aFkRWZV+SqauptIcaQwIX8C0lH+HPvaJ598wqmnnsqxxx7Lm2++SV5eHq2trbz//vvccccdvPvuu0f7EDW/AtpTuu9RlJhPUWI+AN7Ybbj2rKPVILHWbmGIy4+0dzAhxUGcVWHCoGzWVK+kPLkURVZAErGFQgAYhTDD9JV4MJNtaOTh5gMztkTYHWVmUl0Hf3vuLpS+A7l+6lwMun/vg0Lz01m6sRaPP8xrX63DnbaCoSnFXJMxGiQd7Y5i/vnWaga0fYZR34wAdG34iJhzHqLNG42ydxSjju/H6acX0PBKKYHGTvSyj+4oOxsGDKHQFEdq+RYsfYahX/Uos1qr2dttoCrVQWddKp0NadzlWIRZhU7zNpbHT2DZvkgT9vXtFlz9Yij0+hnV4ycvP4st2/xEG3tYHWtncO4gMtMKePzlx2lvifQoKsqNZU1VJ5vU0zh2TDa24D6WVKwE4NbxVzI0rfioXmuN5rfCWjACa8EITgCc29porVJBhUH6GmrD8QhCpFfcCclN+NNSEMo/wexz45EEbICoRGavJ0pO9oVSCNicOOv7oKtfDsBsANzQ0Mbyh28isd8Qik46B+FX8sX0t0oJ+vGUrgFg9Vcv8WaUyjG54xmQN4HlW+qYmhlgx1t/Z2FlCvVKDKhe/il+xb2Xj6PFH8uj/hO4/oQhPDcsg9qnL0d2tqMPB5BtMZgzChmlU9hUJTCsMJGbFzTS6cxklKGcP0RV8LGziFe8E7jcthwBUESVacX1TGhcQwwB8EUy5gCC6DD3KcZZvZNNhhimynvJ6TeVopw47nryVfxdfQAY3i+RL/fAGuEM5h5bxIStH+EpWUUScNcVT2OITTmal1uj+c04viCa4w/8+x8b2llb990VNgriDPxefoe4sveJDnceXKF+I8fpQB9s1DD+XR8fsn2oej0tDw3DPOR07Mfe9rOci+aHaws62eWpAeCLNx9jyPwtpF3yOwZNLWTH0iqSc2N4ft4LDJeXEqsPoEoyuz58hj733k+qtZvLBq6k7+1z0Q0eyu8+X48nFEZWVeJNRori7IiCQJPHR/84B2/vqcYbjnz3MEoiAfnbeXGQaTNT64787vUEw73LRQEKxqRRtrER/dh4RFFgUFIM2bFxfHX/YkaPjiOrIYR1UAZfNrazpjiW3w0v5O8lFezpdCJkwlvLz8Gs0x5X/GQ2LoNXH4HO1oPLYhPhgptg5L+emPnvUhSFRx55hOeff566ujqSkpK47LLL+NOf/gSAw+EgOTlShSU7O5sZM2Zw/vnnc9VVVzFr1ixiYmJ47733ePPNN1m4cCGzZ8/u3Xd2djYnnXQSTqfzZzt+jebn1tWzn/qm5YTC7t5lep2N9JTJxNj7/CLHMHnyZAYMGIAkSbz22msYDAbuu+8+zjrrLK666io++OADkpKSeOqppzjuuOMAWL58OVOmTGHx4sXceuut7N27lzFjxvDOO++wZcsWbrjhBhoaGjjxxBN58cUXsVgi7XwWL17Mfffdx+7du5EkiTFjxvDEE0+QlxfpcZ6TE3mONWRIpF/opEmTWL58OZMnT2bw4ME8/vjBctonn3wyDoeDV199FQ78Tbj44ospLy9n4cKFnHLKKbz66qusXr2a2267jc2bNxMfH8+cOXN44IEHsFqtR7wmgiD0/m1KTk7mvvvu45FHHmHnzp3fG4j7+OOPueeee9i1axc2m40JEyawYMECAAKBAH/60594++236e7upri4mIceeojJkyf/x+/hb8H8rfO59p1rqe+q712WHpPOE2c+wSlDTzmqx+b1ernwwgs5/vjje99vDvw+jxo1qrfcqEajTbH4gVy7ViCi8ElcFBvtZj5IjObU6G0ca97BEGUnX22qwRfdhF8HJkXld/Vd5HoDdJiMrIo2U5PezZCMHmKFIEOcfuzoENRIzaj10WY2JbrY0rWGZVVrj/apaoDLTxnImAEpZBREch1VVCx9hpHzhzdZJB7DykqZdzxj8COhqKCo0LXwER7KWc49WauZkRm5IU0+83aSzrydUGcjXxrDLGkt4R/1a8m65S2S5tyAEogEZT+Ls7HPCHJaDZfav8B7oCxmmdHCRx0SPWokW1K1OSm36fkkwQaojI9pRVWhIa+WT2KNPNq5nT1la4gxOUAM4XDAnReN5rI5AxnbP56ZaV3EG6J6z1NWD7+h1mg0P7/uXasRARWBIkMjcywbmR8aiwpEuWtI2LeAeMWJVVFwBhw87JnOe45E2gx6PnNEsTVVYamjL02dBZQG0wgYojjwkQJAllKHueQjvOWbj/ap/uaJBhNxMy7G2m8Mu5IipRkVVI4ZmckHD87iOGEVSR1bmWPZBELkgaeswAvvrOOk1CYKEkQyk6IQBIG0Cx8kcc71hDoaUdxdePaso2/NByx8eBbnn1CEPxjGIbiZZ11HstrKRbblNMf3UEsUYVUkPhjmpMZl2DmYxfB1ALhOtbMibTz35cQzkSpmGzYSu/Mx9lVuJtYcA2KY1GQdf7xgFGfPLGRicSwTYluRbDG9+1JDgaNwhTUazZIK92HL4kQPF/c8S//q/yO39Dns4U4OyWnTmQ/99zd+FsyOQ/al+nrwrn2RYMPOn+X4NT9cijGGU+NHMz66kAGbG+FAJsXcP45nQeCPlK6pY/0WWF7XF70Y+UxR/T52v/Qie6fPQijshyktDatex2NTh3PF4AKaPD7a/QFW1LfS6PHxz9mTmJ6dQvAbgbfvCsIBvUG4b1OAwQ+PRffCKOR0CyFF5ZWSSrZvqmdvVYB33q3DKVm4ZmR/TuqTzqDMRARJJNZ8sFzxkV5T82/YuAwevfnQIBxEfn705sj6n8ltt93Ggw8+yB133EFpaSlvvfUWSUlJ37vN9ddfj8vl4osvvgDgzTffpG/fvocE4b4mCAJ2u/1nO36N5ufU1bOfqrpPDgnCAYTCbqrqPqGrZ/8Rt/2pvfbaa8THx7Nx40auvvpqrrjiCk4//XTGjh3L1q1bmTFjBueee+5hpWDvvvtunn76adauXUtdXR1z587l8ccf56233mLRokUsWbKEp556qne8x+PhhhtuYPPmzSxduhRRFJkzZw6KEvmbv3FjpA3Ll19+SVNT048uB/nII48waNAgtm3bxh133EFFRQUzZ87k1FNPZefOnbz77rusXr2aq6666gfvU5ZlXnvtNQCGDh16xHGLFi1izpw5HH/88Wzbto2lS5cycuTI3vVXXXUV69at45133mHnzp2cfvrpzJw5k/Ly8h91jr9F87fO57RnTjskCAfQ0NXAac+cxvytR7ds6Oeff057ezs333zzd653OBzfuVzz26NNMfuBLLmD8ZSsosAXoMKip683QKwaoK85UtJJ8etY09aXjOQ2Ju3fQq4/RJsthk+Ki9i5DcKNebyj92NP3MGEbi+nSfH8Xeqi0aRni9GBqgYQgJyYjKN9qhpg8rAMJg/LwBcayO7WkfRPKABAkHQM75fEjvI2RhQlUR07lU/WiRxvKaG/ux4DYAA8697Hnj8IyWzDmjeE+GMvpW/FGjbQTr+EPkiiRFAOkXLO3TS/+xeGuTpYJVkY5vJhUkAfEujJKeKfHhk6BUR7C7+Td7E8ykoNoAJtRgnDtuUkx52JRycRBvp4AvDBY9R6TgRFT2pMLFaznvHGfQzwf0RoWQsDCkbQR55KbasTWyjtkPOWvS5Ek0XLoNFofmbN6VNpr+wgrIoU6RvYE0ojlk6EAwnRTWocSUY/oiOZT/bn0xBORDbAW9lNjKvYz4ltTuoNnfzNlsYLDCWVVH6nvI5dPFAWSgVFEDEkaKWafg3sI47HPuJ4rvG7KOuoZFByEQB6nYg1fxjd7fXE9R/FoCDs2CojSRLTg1/QnwYyQ0ksWJ7CH84djs4Wg61oPKGuFjx71hFsqcKUXRzpXyAq/PXqCVS+cxeC5+Br68Uw/0iLZZpnMmmhz1lgsTGhw8srnTOZHbWRAqkjcoxqgOc/dZOQcCJu5gPdpPsC9Lz3EI2dc0HRkZechE5UmWnbQ0/XR3gW9xA19Fj8sQWIgR6Eb2X0y54eREu0VtJOo/mZDU0x0+ByHbJsas8nzPZEZuS6dQ6idAqSPY1wyx4AxIQ81O56VF83hLygCuDTQVgCy3d8DxR16Bzpv8wJab7XaQljAQg8OQzf/nLso8cAoDdIjJxVwMq3dzPqrFHo25yEqytAknhj1HRaktLob7SR9MEHZF5zLYkWE9OzU2hy+9jW0kmNy8OA+MiDomijngcnDeH2VdvxfysgJgLJVhONHv/3HuenlY1kmEzUO72oBhFfWOav2/cgl0f6sPfr0TNeVjDpJLa1dLK+sZ0z+maSYDYgCiKqerDUqqqqONu92BOOnL2gOQJFjmTCfZ/X/gbDJ/3kZSpdLhdPPPEETz/9NOeffz4AeXl5jB8//nu3KywshAO9ogDKy8u1UnCa/zmqqlDftPx7x9Q3L8cRnfuLlKkcNGgQt99+O3wjgB4fH8+ll14KwJ133skzzzzDzp07GT16dO929913H+PGjQPg4osv5rbbbqOiooLc3FwATjvtNL766ituueUWAE499dCy2C+//DIJCQmUlpZSXFxMQkICAHFxcb0ZaT/G1KlTufHGG3t/vuSSSzj77LO57rrrAMjPz+fJJ59k0qRJPPPMM5hMpu/cT09PDzabDQCfz4der+f555/vzdz7Lvfffz9nnnkmf/7zn3uXDRo0CIDa2lpeeeUVamtrSU1NBeCmm25i8eLFvPLKK/zlL3/50ef6WyErMte+cy0qh5dgV1ERELjuneuYPXj2UStT+XUw9evPL43mSLRA3A9kK56Ap2wDE8s3M77bxyp/IU/4BnCD/VOiBS/Hm7YyU91OZ8rl7GxvxCO18KVNIrvLRVSgkC4AQeG1tMjNzX1iLAFfJDXVpLPhFyKBOMv2lSgTUhCNlqN7whoAzHoTI9IGHbJs1oRcpucLNL78B2hUmXDJ7UimybTPfwTZ1QGihG3goanl0cOO5fhhxzJdDqGX9Dy17mVW1W7i9PyprIuSEUImrqrrwi4rrFfTKY1RGNzdRqhhImrAisXgIhDvZAA+alU9AuCVjazxFNAc8IJzEAPNFZyh20qTQUd+3ioC3RlMHHI+vtoSNq58FUmFbCCg6Ni1xQDE8/g723jqpikY9BLObV/S/ukzmLL6k3rOPb/wldZoflsGjh/Hn/dIlFZ1oKoqJ5q3coy5BBnolq086TwGPyYuOzaFzsAGJE8tXZZ9xHgHIAVdQA2yCMaiDUiCSGzbyQi+A19NDRaEoBdR0vH55iaOnZqIXqcF138Nok1RDP/WZ0rslHOoTJrGn1/aiCjAo9dNoMcdov3jjRACWWdi0tBDH37HjDuVmHGnooSDiDoDdy97lD1t+/l9wXEk+w9kSACSAMdQib1JTx/dMu5JtxMSBWolK02CH1HngkAkcPt/7gkEZIX6BoVnpBmcbNjBRPM+hLCO35lXskkuZNygEXj2rKVz2f/1Hku3O4CpM9J8evdHbzLk/BsQRImule/RtepdbMUTSZx97S9yfTWa36prRsdT1hmgrD3Y+4hit6GYIHoEVGzhblTVgGnYXNxLHoRwAKVpN/rskYTqtoMcjNQS3JuAaDIjZMnI3kiQHp0Jwn4EswPP1vewjfsdgqgVVfk1MCYlYfxWZtENr83m7JNlah5+ENlgZMAHC/Ds3IG1IVK6zyIJxEyZ0jteFAQuGJDHBQPyCMoyAgLXLt1Mo9vLOf1zvjMrTQE6fcHDln+bX5apk2VUnXAwGzPDgvTOWAzv1jF6dgGfVNTz3t6a3m0qut20Hdj3q7sruG5YPwRB4OnLFvH5C9s47ZaxXPDgv+5FqvmGPdsOz4T7to6WyLj+w3/al96zh0AgwLRpP+49+zoI+/VEnm8GZTWa/xWRnnCHZ7R/Uyjkxu1pIMr280/YHzhwYO+/JUkiLi6OAQMG9C77OpO1tbX1iNslJSVhsVh6g3BfL/s6y40DAYs777yTDRs20N7e3psJV1tbS3Hxf942ZfjwQ/+O7dixg507d/Lmm2/2LlNVFUVRqKqqol+/ft+5n6ioKLZu3QoHyg5++eWXXH755cTFxTFr1qzv3Gb79u29gctv27VrF7IsU1BQcMjyQCBAXFzcjz7P35JV5asOy4T7JhWVuq46VpWvYnLfo1PmU/uc0vxQWiDuBxJEieTTbkH2e1j77uvUdWXiqgtzn/NUJuu3c5J1JyIKK5Z/yqYMH1iimdLp4djqnZQHm3hGmskfLulPaux4QnKIvJgM3PNvBCXEhL790QkiUWs+IrT/E74sbWLyFbdg0GsPTn+tPlheyUhFQBJUDEYzpvQCLFc/i696F5IlGmNSzndu1+bt5P4VT9HpifTo+GzvUtySAJKejeZopru72Zfkp8whUiurjGhsYBN9GK/fx8ZYPUnBEL+vc9MadvBU+ymkiF0UmtvY60ugPJzPi7poxJwSKqwCOnMznpVv8laanc/TYkBVSdwzmGBFLuBDRKGx3cOfHvyAh2+fS6CpAoBAU+Uvei01mt8ik0HHA1eOp63Ly6L3Pma0EII2cBuN3OeZiKIaAZUXlqxCn1GOIQGC1UXsaU1mH4nssOdz1hkTuNdkxigZScBM8zPPI6hgH3Ecvq5O2neto3Dj/WyvHcXwi2/SGn7/ii0o+wyIBQGsZgP5GbGoBXfTVbOLEfGpJER/92zQ/d31PLL6OboDkQeshi/fxCBHevR4FT0WMUSmRyBV6IYgFHgl9liNDPM6UVN3sCFoIrsliFOxcKFtBR8IhVSJWXg6o/Cjo0Z2IKgi/Q2NZCkd1C1ppzPqYH37ZaFBeGuiiPIVMtRYhaNxPRtev5nRF/yNQFOklM7X/6/RaH4+DrPEG6dmUtbu54FVbbgCCnt6+nNv0l+5tyUyAxw5iPvTPx+yXag68mBMtCUQM+9Z1DkyUlwCstJO50unAxA15VqC1RsIlC/H/eVfCTXsIvbMv//yJ6n5wZre/HqyhIreZiP+uOO5Pxxmf30z+eP7YzqQbfBtO9u6eWxzKZ5QpKTl67srv2PueYRf+WFlI60IeL7x9UMwRu5vQ+dm85S/CaoPvoJBEGhwHyx5tqKulfadHdx/0QT2b24CoGxT4w96Xc03dLf/tON+BLPZ/ANGHW7Pnkjm7te9ogoKCti7d+9PemwazdEWCnt+wKgfPu4/pdfrD/lZEIRDln0dGFe+9ff/22O+az/f3GbWrFlkZWXxwgsvkJqaiqIoFBcXEwx+/wQPURQPC3aEQqHDxn2775vb7eayyy7jmmuuOWxsZuaRq8eIokifPgd79A0cOJAlS5bw0EMPHTEQ931/89xuN5IksWXLFiTp0Ge9X2feab5bU3fTTzru5/B1gPXrXokazZFogbgfqd0r8MjuNBQlzJQchamZQZLHXs/K119A6W6mNvXgB0GmP/LvPH07JqGVUTmz0H0jTfaOKdext30/x+RNoLRlH0/G2yizGEiq8bJoTSVzJuf3jv1o7xc4Ay5OSR+F2ZGIIOnRHB1hdzeDql7Hg8QKw0yuyziQeqyqdCx+gVBnEwknXU3UgMNnYpS0lNHmicwwHujyY9AZ2WwGNSyxRRfH+pgEimlDUPVk+UPMs6xnnnk9ogBbmxIwG4JkBMO81D0JLG7aEpuw94DOH0NQ1VEZTmZMex3t1i76e4IMV7ZR1WJAzXCgBszUuFPA7SPF0MO1to9pDsfyhnM8srubEscEYgtE8keO/aUvqUbzmxXlrWdi+3sANOUV0ZM3kH/0mcItT63D6XNjTK3j69sW1R3JqFYQ2a2TKEw/dMZgypl/ItReT/TQY+nY8ClR0lcIQFzLBjx71mEripQMURSF90sWIQoCJ6UOw+BI1MrRHkUNzmYqgpuxFVnIS8ojNT5yI+aRg9yy8x1cQQ9/nHgVA5MPn625ramkNwgH4LJaSQpGAmUuxczuUDpOs0Kq4san6jin2Yl6oKxY2OvgI10hGztzeTTmTSRB5VK28pWphi+Eacwwl+CWBHYKsWSEwSYG6BfYSfhAG7jqcDwfugaBC4YZE5goRB6QeToaCIdldiXMJF2fQNpYLXNBo/ml1DvD7G4NIApwvmMXJ6WHiM1eSOerZ0PQA4IIvf2BhQO5s6CGAxjSB8OB5FsdmTjmPo3i7cIy7EzC7RW9rxHYs5hgzWYMWZEZ596Alzs/upNUeyonDzmZnPgcrRztUeTasYNgQwMAMZOmoDvQO0tsbSFw8TnsCofp/9IrWPrkH7btusa23iAcgEESDytL+UMpGztQt3biPjUDIeG7y361fKu0ZVBVafL4I7+WB36FyirbkYNhzrtxMNvWt3L8tdrDrR/NEf/TjvsR8vPzMZvNLF26lEsuueQHb/f4448THR3NMcccA8BZZ53FmWeeyYcffnhYnzhVVXE6nVqfOM1/Hb3uh5Xa/aHj/ht0dHSwb98+XnjhBSZMmADA6tWrDxljMERK3cuyfMjyhIQEmpoOBlpkWWb37t1M+UaW93cZOnQopaWlhwTV/l2SJOHzfXdvVA4E65YuXcqFF1542LohQ4YgyzKtra295675YVIcKT/puJ/DjBkziI+P5+GHH2bBggWHre/u7tb6xGlAC8T9eEa9hNkg4fWHKWxfSnRPE7b8TCblCHhKKxnaLPHXvBR61CD7zQb6eYOIgkpm3jakb2UjFMTnUhAfSdne0lSCXxLZYTOhegdwjbcCiNwgVXbW8vqaLxlZY+PPOYtwSjpmJZzI8cd99ywMzU/DuWUxu3ZVEDNiJkX9D9aBDnc1sThOYFO0A5u6hWD4XAw6A6ocJuzsODDm0HR92eui/bPnGGCNYmrOWEytDQzatwur5KKvycF8T1+6++4DoNsDl9d1khmMfPEQBPApOlb7BzHAaqRfYBGzzFt4P1MHUU5qo43cly6yZr+XSaa96FEY3SgRH5JRAcVjh90jCMV0IkghVFlHd84eHrPGcE1NB5cVd3PXG6Xsqq9GMAo8MjqVw2/NNRrNz0E0WhAkPYoq816wiabKdu7NHkreACclPduwmES8IREFBSGqA7zRgEJsQc1h+7LkDobcwQCE6nZHHrGqEEJkv9PI4APjtjbtZtemBZzT1EMDrxBCIjThCoonfv9NjOY/88+STwnU7GbmwFnEph8MqtV013NlTTupQRmlsxlOvAIAX8iPM+hGVdXeCRxfa+n08tyCnaQnZzIhayRNrlayy3eT1+WlXbBhkoMk65wk65y8nBrH1tokhootKGqk+pxTNrIjOIgYXRbt+PmndxSnWSKTPkYGutjZL8CO2jQ+y/fTrZfwdViY0OXDgIqqQkCViBNdxIpufKqeGaYdCAKEgMahJ/GHp1bjb6rAIin8cVoKxl/8ams0v012k4QogFEIM3nvA+hLO5Cu+QpdTAbhlr0IMdmonV9XPjg4q1xyHF7yytz/uN5/h5pKDlmnBA9mLb2+7nX+tuRvANz4/o2IgsibF7/JmaPO/BnOUAOgyjK1Tz+Fr6qSjKuvwZp38OGiu2R3779dO7f3/jvU1YXijbxvwba2QwJx1T1uXttdQX5MNOPSEkhc/gXbdWaqcvoiHihF+bVv//w1q04EQcQTimRlK4/uhaCCIqvE3VBEdyB86AZffyB9lwOLVU+YmbmpLHhnFWJzDwnZIsnZ2kOsH63fEIhN/P7ylHFJkXE/MZPJxC233MLNN9+MwWBg3LhxtLW1UVJSwsUXXwwHHk42NzcTCAQoKyvjueeeY+HChbz++uu9Dy3nzp3LggULmDdvHrfffjszZswgISGBXbt28dhjj3H11Vdz8skn/+THr9H8nGzWNPQ62/eWp9Trbdisab/ocf2cYmJiiIuL4/nnnyclJYXa2lpuvfXWQ8YkJiZiNptZvHgx6enpmEwm7HY7U6dO5YYbbmDRokXk5eXx6KOP0t3dfcTX+tott9zC6NGjueqqq7jkkkuwWq2UlpbyxRdf8PTTTx9xO1VVaW5uhgM94r744gs+//xz7rzzziNuc9dddzFt2jTy8vI488wzCYfDfPrpp9xyyy0UFBRw9tlnc9555/G3v/2NIUOG0NbWxtKlSxk4cCAnnHDCj7qWvyUT8ieQHpNOQ1fDd/aJExBIj0lnQv7PH+Ds6elh+/bthyyLi4sjIyODF198kdNPP52TTjqJa665hj593u/oGAAAekRJREFU+tDe3s57771HbW0t77zzzs9+fJpfPy0Q9yNZzXrSk6Kob3Fis1kQpWhkbw+e0jUgCCTPvJQrVr7FazESFTozn9mM+GwqFx174/fODh2cUkR1Zw0DKyvo7/iQvLzretcl2xKw+nKQrOVUWSKzQ15uWsHgtomkJmgzv34OSjjIxo8/5AnXTIRdu3j0Wju2DS+i+NwknnIje6MtIKi4Uej2dJBoT0HUG5Fn3orVXY991HQA/PV7af/8ZSSbA9/+LQBcePEjdJS/xnY5hkKpiSJfN2+6EpCdrUSZgpySOJjopiUIQBiRBbF5bK8bhTsgUlELq8Q5DMwwkWBaThsgmcIkJ2ZwTMMCvKKAXoF6k549FgP7rZPJqKwmz1FFZXo7pFcQqCkAezdOJBgyhXrjDHYu3oFp8DoESWZXVw75GVoGg0bzS9DZYtA5Egn5XOiNVhKsUewqCbJ1tQ2dfjxX/D6fv66L3CDo0/cjSDIWh597j/3+nlvWghH4nd28VpPB3lAq96YenEyQHZPOUJ+K4cDPemSklU+jjB6DaPjuWeua/0yLu43S9e9zdrOTzh2bES99hCd3zUcv6bhm9EU0B2UEQAz6UOUwgqQjwRrHn/qfRptOYEpOJFPZU7aJrpXvUmooZlNpDJtK4Y0/n8VdKx9ghNMfyYBU3agHvm74jGZOSBxAUn2kEXyLFM2quCTGtPVwlfg5deF41hv74M0eh69tO1b8mE020q151IZrCAuRWvxhQeArq519Gak0lscyOdjFTKmEO6LngyAgCpFbovDkuXhb+9HVuJM/2T9FElSE+kFgH33ki6PRaH4yadE64i0SOkVGr9eji+mHd/ObkSCcwYpj5q10vfW7Q7YRzLHEnvfq9+7XVDQTnyIjt5aDzoAu/mAJ9jF5Y9CJOsLKgQCMqjDvxXlaIO5n5N61k5Z33gJgz47t9H/lNSrvuxdjaioZV19D3VNPABBqaendxlrYj4yrr0Fnt+MYE/lM+aK6iU8rG7DoJUrae9jV1s0HJ09i821X8snvboNDwrVg1esojI1iS0sXHOhDatZJeMMynrDSG6KbkJbA8qExqJs6SRubSozVckj2NoD8ehW207PxWUUkAeRvPVcTVLg8I5PtxiB79nazP9+BoKr0d7npExP9c1zW/12iBBfcBI/efOQx598YGfczuOOOO9DpdNx55500NjaSkpLC5Zdf3rv+68wRk8lEWloa48ePZ+PGjQwdOrR3jCAIvPXWWzz//PO8/PLL3H///eh0OvLz8znvvPM49thjf5Zj12h+ToIgkp4ymaq6T444Jj158v9UewFRFHnnnXe45pprKC4upm/fvjz55JNMnnywmpROp+PJJ5/knnvu4c4772TChAksX76ciy66iB07dnDeeeeh0+m4/vrr/2U2HAey1FasWMGf/vQnJkyYgKqq5OXlccYZZ3zvdk6nk5SUSIaV0WgkKyuLe+65h1tuueWI20yePJn333+fe++9lwcffJDo6GgmTpzYu/6VV17hvvvu48Ybb6ShoYH4+HhGjx7NiSee+AOv4G+TJEo8ceYTnPbMaQgIhwTjvu5C+/iZjyP9AlV+li9fzpAhh05cufjii3nxxReZPXs2a9eu5YEHHuCss87C6XSSkZHB1KlTue+++372Y9P8dxBUraPgj9LW5eOi+5YAcO5x/Thtah7+yu00v/sXBJ2BjCuepm7h04Qb9rDAPZRtQjH/uGUqMVFHfrgZCAe5ZOEfCMhBTis4hpPTR2JIOHRmapfTz5WPvk2438Empw9Pu4vs+O/uG6P5z619/R88uCMVQRB4+Jxs9IvuASDhxCvZ0rqP95u3MsDl54LZd2JKy+eLDTU8+d52kuMsPHvLNCRJpPWjp3DvWo4iiBgSMtBHxZF82s10r1tI67pPqPLb6UoaQUZmMnvd0cyc3I/nX3mEWepeYsMy6Zc+ijExi9k3fYiigkkIkiA6uevaE9ns3s1r2z+gWIpiTnUTStiPWxRYFWOhxqTnvBY3T2TEEWhJRelIxdh3A2JYj6dkLIbCLWTFx/HorFupqO/mz6+sJthnCYoY4ooR5zIlVytPqdH8EvwNZTS+GnnYFX/iVdgGTOKLjbU8/f4OoiwGXvrTMWx59zakjibeircgxyTy+HF3YdAZjrjPcE8btX//PagKximXIBRM6C13+LVAewPr/vFnMqWDmVbZt7yN+D371fz7worMGwv+zMS9JaAz0Hby5fxte2RG3O2TrqHr0y9JaFjN9mAmx950D3F2M12r3qdr5TsY0wpIu+ABABrfvBt/9S58piieCp9DfkYMN8wbSsWXLxHe/hWGcBBj3khqTQVkGLrRD5tE5au3kBQMo4oiWde+hGQ0U/7AWeiEyANTFUi56XV8qz+gZ/1HVNkG80p9PnqCzLSvw2jrodAd5DlhMo19Sgk25FLUauA82woCaqQPXbNBQsodwphTb2N7WSsvvLGc64wfICGTPO+OSLamRqP52S2rdHPLF5HZ208fl8TIDBvu5U/iXv4kUmwmjquWcOOqm2lXPNy2YQ0pjlwSrvj4e/cZrN9BxwunAGCf/QDG3PFIjtRDxqwuW82Evx46C1l9QbvF/LmE3W52n3MWwZZmpOhoUs85j7p/RCbtDHjrHcpu+QOBujoARqxZjyCKVD30AG0LFxAzZSr5f3kQgCu/2ECD20eM0YBRJzIyOZ6LBvbhH0tWsdbpxyfpmZqVTFhViTUZKY6z8+d1uwCw6iVePm4sjS4v13+1pffYjJLIGyeO58kte1lZ20JatIVG98EyXqqqIggC1q4wnpgjzwmenpXMlUMLWVHXwjPbyvDLMqIAj04ZTrZd66Xzb9m4DF595NDMuLikSBBu5NSjeWQazW9aV89+6puWH5IZp9fbSE+eTIz9Py+nqNH8r5i/dT7XvnMt9V31vcsyYjJ4/MzHOWXoKUf12DSaH0rLiPuREmLMXHpyMbXNLiYldFD98B2YswbgmDAXU2YRPl0Uodrd6ASFqVlhLj/7GKKt3/9gUydKOEzRtHjaSXSkHhaEA4iJNnH86NEs2O5ESqql0JGnBeF+ZmPP+z2P1ncjiQLZSRbaaiej+N0Y0goYnzOQ/A+qEGPtGBIjDV7beyJ9Drqcfl7d8gG72kuR9ho4IRxPqdlM9IhxnDf4VADce9aiD7kZkJGCce4JhFUZz24P17z+ErqsNvaHE8itzCSn7Atmb1EYmd+H9WU9XBu1mFRdN4FPdnHCZY9TWLabztLVPJwRS1iwErW3P8kulWtNK2hVopjb3MnHJiO2QCLnVHiwC35eyF9GnUWi3utm9t2vYk5o49y5QxmZfhcd3i4KE7QvexrNL8WYmk/MhDOQ/S7WutJ55pZPmDwshTNOcTAmt5CunhpS66sAuChqEH1nXv29QTgAwWBCNNtQfG5ikpKxxB/+wMoYn8bOvlfgLn2JAkMzloIxWhDuZ6QTJS449R789XsRzdEkR8cwsm0vOlEiNSoR+3Hn89c3+pOdY++duBN2RYKkwZ42nt/0Jjta9hBTY+WYcCwbBCsnnixwYt9hkf3vXIUY9GPpO4q4qeeQpNPz/voOQk89x3hjJEul0mLiy5KPkEQJNeZEJnV9hE6IVABb/vnTHH/SLZTWuvFXl3KnfScyIh2qmY2dxbziKUS1OhEr+2OIbqVJTOeO7DRUQWWwx828NifKni2cd/MbyAU1XHXpcWRZHkMJ+DClap8pGs0vZUKWlbMHOtCLAoWr3qflvdewzDoN64CrsEw8hT2lq1kZJQA2dh77BwYUf/9scADR4kDQm1EVGX1K8WFBOIDxBeOZ3m86X+z5AgGBa6d9f9a25j+js9kYvPAjnJs3YUzPQJAknFs2Y0hOQXI4yLntT1Q/+Bfso8ciiJFMimBrJPjir6uj4p676dmwnoHZhcjFw0FVOeekYxmfnkhAllnikUHSc0JuGjNzUoky6Hl7T1VvEA4gtLqNV8vWwtQkkiwmWryR+6CArPDc9jKuG1ZIbY+bGpf3kGMXBQEVeoNwwrey7r72RU0zX9Q0Y9VJ3DF2ABa9DlGArGgtCPdvGzkVhk+CPduguz3SE67fkJ8tE06j0fwwMfY+OKJzcXsaCIU96HVWbNa0/6lMOI3mp3DK0FOYPXg2q8pX0dTdRIojhQn5E36RTDiN5qeiZcT9B9oXv4Bzy+LeW4iu2ETWFI0nefVGksMehHEXMOGY8T9oX96Qj25fD6nR3x9ca+/2ERNtQjpSTX3NT84fCFPf5iYvzU774udxbV2CMGImb3fuwe7zcXKfSSQNmUmbEmbHaw+T7KllfoKZUiGBQMnYSLK0rZMbL+jHpJxIeS536Rp6Ni0iOGQqd+z7EFlVyPUdT2lrOfrMfRAycFKFSJ6lgfigjDEmhU8aExhrLCNa9GNIziXtooepfGAu9QaRv2fEAhAoG4rSnUiM6OZux3wAQjFJ6LsOlqb5KDaKNQ4LqCKBXeNAFyZ2yDZePeXRo3SFNRoNwH0vb2BDSTMGk4w08Auy7Gkk2RKI3bGa9ECIlBOvYkDBD/tMkb0ulIAHfcyRP1MURaWjx0+8w/S9pZM1Py130EOHt4ssRzoPrfoHWxp3MbtwOtW7lkLYTkHWuZwwpg8drjq63roPo9fFx7EWaiQbFzQ5aZHtvGTox50XTWFQchEAPZs/w1O6BlvxRNoWvwCSjtf188jq2shk0x7CgsA/XFOpMlgwFG4kUx3B0D17GW3cjyBAy4AxjJh6CbVPXHzY8XbINu7pOTjD8O7s5bSHmngpLQaAVH+Iq+q7cClm/tIzm6C9i8whdTx14r2/4FXVaDTf1n79pYT37wWjEQIB9EWDUMwmHkltoTPKwH2jrycpp/gH7Ut2tYESRrKnHHFMWA7T4mwhLeZ/p5fNf4NQZwdhpxNTVjYlF52Pd98+Ui68iOY33kAfF0fymfNIPHkO3RvWUfnnu1F8PlAUqjL78OGseWTX7CelvYUT7voTuY4oAN7eU0VJew8jk2N5eXclUToRSZLoDoQiLxpUUFUVyl0IxQ7yHTbKuw9mcpyQm8bUrGRu/Eam3JE4jPqD+z2CwthoHpw09HvHaDQajUaj0Wg0v3ZaRtx/wDH2FFRFQfZ04y3biKWzja4dG9iXFuCGJhfZYwb2jlWCkZse0WT9zn1Z9GYsevO/fM14x78eo/lp3f7sGvq0LUO2VWA4MNGioaGUuY21iECg8X3aW2pZpQsyzFnB3zJjaTfoUFrsvd3Gz8i39wbhAGxF47AVjWPf3lUED/TUmNxXJdE0kcy8MeQGKomq+QCCkfGi0cxM804UYGlcNGdNOZeW9x6gTZ+Kw9dOSl0GHSluUKMIRLXjj2/gNbOdWT1Bkg0WgkBzOJodUgI7bD3oQwLBoBXJ6MGYXMVcfTKhrubvfWiv0Wh+XuefUITdZqTDuJvte/pT1pmIP2MLmxOsGPVmXs0f1zvWG/QhiiImnfE79yVZopAsUd/7eqIokBCjfab8khRF4ebP/0K7txO9qO9d3r1/C/NqmlHUZh4pXU9nd4gY1ysMc/cgAKe0u9mKlRjRS4zo5eIpx/UG4QDsw4/DPvw4Ni1ZQpyqoISCnDg+hXW1cwjnzGRFY5CKNa7IZ0rYQLA7gXe8sawKFlBUsItxeWfxl7dLGUUW8XIr26VcLAnN5Li9rAgmc3zsKhLlAJ8zjlj8OHwhBjQb2GawY9S1UGE00O2NQW/qwZS8n7m6TMKuTnRRsUfpSms0mujLr8P3+ccEq/Yj799HqHQHANdvATExmcR5B4Nw3WEPZtGA8Rt/l75Jikr4l6+nk3RaEO4XFnY62TnvDGSnE8FgQA2HQVXp+vIL1GCAYFMjtY/9DSXgp+GVV1B9B7PT2hKS8FqjKO03iMsTDWQ6Dn5nmNcv0gPw/fcWgt6BNxDk2sEFbO320D/ezuptdezAB/3tCIArJPdum2HUUWy38kZJZW/vN6MkohMFfGEZ5RtTgOOMetzhg9seSbbdhjsYwmb47t9PjUaj0Wg0Go3mv4EWiPs3ub1BllXv4V3PbobG53NKhZ7FrgFs7izGYWlFMC2mfcmLJM25gbCznfoXb0KVQ6Rd8ACGhMyjffiaHyHJvZcZ5t0ggyqDOW8oQ0bNou7t+0CR6ZKjcHm9ZDc3REqtSJESAiYkZEHFrpc59eQZvfvzB8Lc/8pGPP4Qt56QwMWNPQQFgRFZMvkNT2KLmUjs1HPo8PgRTDbixs2h6a0/A+CSRMa4g7S8cy+oCvGSkSVFt3DRgFQGFSSwtnYzT657BQWFPRjJHDSdwfnH0LxpGe7GDpKC5VhVBY9RQTQ60RVu5tq6TpJ2ypTu2sWqzFzOGD6ThMIxR+16azS/RT1+F2talrGWJYxKGIKyOo1zzGsY7qxii2ri/SSBN3cu5JxBc6juqueOpX/FqDPw12NvJ8ZsP9qHr/mBFFWhx+8EIKREMgDGZYxgTkIxvr17EQSwCH66XbuZ0tDQW7JLALqsZjZ15uK1RXHOyIOfKd2uAPe9sgGjXmLmmCJedE1G0RkZYXWx3fQpmfbpzBs4hYBSQlZSNMeNO5ErHlwGeGnUG2nbP5mlezahqFARPYNR/VOYMSqLPhkOPtn3JVWb3ufmmnaQYMpkPba+f6Jx01cMaXdR167nPHcZZjEEUiP+RCeONjNprV+xc+s2jDHx5B53DubsAUftmms0v0Xh9jZ8SxfjW7YY44RpyPv3HbJeaW3G89EHWE86jXXOfVxV/gLJhhjeL7oJi/TdEzw0vz5KIIDscgGgBoMIej3xs0/GnNeH2kce7h3Xs3nzIUE4gIENVTTs2U5B0EPGXX/sXd7o9vLwhhKSrGbO08m4P36LOCVETstQrB99SOY11zFk5jG8WVrFoIQYxqcnMu/j1QCYfB7OfvxBvCYze8+/lvSkRPrF2TmpTzqpNgsv7dzPxxUH+7qcW5xHWpSFL6qbqHN6qOp24VcOLdYjAIurGvmqpplUm5lrhheSY//+iUYajUaj0Wg0Gs2vkRaI+zd4a0rZ99a9LE+0E7IJbGkuZY4cokexAGAMWcAEsqcHgLCzHcUXuUkKdTZrgbj/MvNOGY9/wTJEFFAVFu4Os6u6lo60NFR9EHXvEPy7HYySophl2czlDV3UGvUMK0gn96rZiKKAa9dy2lZ/gG7gTBa1Z7G9vA2A3T05TDn7QRAEqle8yXKTTNHelfQbNY8b1qYgywon+vZj1Q1nYJpCasEwPF+9SRj4OMGGDyM3HJOKXlVofONO6qKMKCgAxJjsjMkchs6egN7VQJ+6NXhEgco4G61GHaiQ4wuSFIzMRPXogqzUtxJc9TzXF4xE0OosazS/iFXVG3hqw6u9P6+t24IuJwVHVxcAsUoks7bL1w1Ak7uFgBwkIAfp9HVrgbj/IjpJx/mDT+fFrW8jCSIhrwHH1tVUGLbydR5Jkb6B5Jod6EQZWQVJAKdiInXUJRw3qhBRFOhe/xGubUtg2KksqHSwrybyuzJ3WgEXXnkOURYDj25+AnfQw7LKtQxNKWaT+Dq7u8z0fHkWual24mx6hvXL5/XF5ZiEIKdaN+JXzZx64h9o93Vzx5cvoKDSrRPYazHS3+DAlj8cQ3w6uta9FNXvJSSnUCknUqRvQBGg0pdKoU8GUxt2pRuhs5vmDx4m56b/O6rXXaP5LXG9+xqeN17s/TmwfMmhA0QRFAWlsx2ACl8zYRQag524ZJ8WiPsvYkhIIOX8C2l69WWQdKihEB2ffYpoPbQCi2vjhsO2HXDDDUwYNx5BFKl9+km6V68m+ayzKGnqoD4mg2qnh3Onz+S0vD4YU1L48rY/sqd4JBNXrMQ0chyr61vZ3+mk1uVhaFIszmCQE7vciMEAqsGIIoi0eP08OHEI5d0uHt+8h/CBIJskCKRHWShOcBBvNvHQhhLafYHvPMevw3IBRaHK6eGh9SU8e+zo7xyr0Wg0Go1Go9H8mmmBuB/JF/KzdtUaXs9w4NdDfCDMCKcPvyBwmmUjObo2Rk8ZR8g0D11OZAa4Kb2QhBOvRAkFsBSMONqnoPmR0vv1x5v+D/758UPk72/lU99gBNWJKSfSlLzIsZekDhuf+YeQJnUySdxLYlAmtnAgiqqiyCrOLUsIdTbRuuojPmw7gZgoI/1z40iMsXDzm7vpnxuHM9bEBtnGNr2V37d56HZFbkjfXrIPpBDG/j6M9SvIUUcw1FzCBnsk8Lvs9ZsY3XcS/poSBgoC3qknkRafzYw+EwHo6PGxcncHw0RoESxYa7OJlZOJHxJievsqao06Pkiw0yPoAYVkS6wWhNNofiH+kJ/5O5ahKgKCeHAWuC6uiffsEkVuG6PGn8cpipsx6cMAGJU+hAuHzMWiN5MXm3UUj17z75iRP5F+iXnc9c6HJFdKTIheAvT0rm+ToxECUGRuo1W2k6LrQUZgWN8MBDWMqog4Ny0i7Gyn+suFfNExlYQYM4PzEwjJCk++u52JQ9IIy5GyxzpRoqa7AV/Ij7vdyrv7KogR3dwY/SmW7Xo+FqfTV9/ESGMlAA8v+CPJucPZ1xH5eUafSdjH9iErM/L9pba7gdLuGgqAgE7h5Z5jiBa8zB2wizPqy1ENEp2KBSsBjIKMIT7jqFxnjea3RlUU1GAAz0fvf88ogejr/4hcW4N5xokAzE0YR0iVyTIlkGRw/GLHq/lpZFx2OfYxYyi/8XpktxvF70fx+79/I0EgashQ1FAI9Hpa3nkbVZap+evD2MNhzpgyE9e886jsdvNBe5BZdpl/njiPDiSCUUb6drkIKSp1bh91ZXW9u200xJA/9SRqM3IImMwQlrlm6SYyo62UdbmIMug4NjuFUanxDE2KA2BXWxcd3xGEizcZaPcHD1ueF6Nlw2k0Go1Go9Fo/jtpgbgf4fVtH/Dhxp0Ey4YiGCdgHLAGVYDPEqLYYrdwY5OXKbFdlJS+z6vxZsT6r3hg+q1kx2QQNWjq0T58zY8g+z34qnbS4HDwz7Iv8QR9WD2tjBI95Oma6QhGMa4pTIUUzVn+KhSrwCBTJQlCpOzLS6kOzjfEc809S1BRuW/2bEzSJ+z3F0IbDOyTwE3nDOOFhbuoqO9BaN7H5fY1DDWKvJFjYUCfeC6dXYzHH+KrLXU0e1oQTT5CKkTHurF7HKT7fShApseDKaOQQGM5UfEZXDDqHARB7D2XqkYni5yF5EdVIaCyUt8HMbuSTrWJ5lQHRZ4ArSYJULi2sp3BZ95+FK+8RvPb8fjaF1m5pYVQdTGCNRVT//W960RBwG80Ux+bzsaS+SiqwqJ9y3j8+LuJs8RwXMGUo3rsmh+n29fD3vYKivwKns2f8ZXow+mx45FzaAjHoBPCbA9kE0JiXbAAkxBiTaAPnUoU/fUNdAzYxyP+Jqpf+jOSJQr7mDl49qxlb3cRdMCEQWlcOKs/D762CVt7CZVfbWG/fwCCI5nwkHrGZA6jzdsBQRMLGvwkBXqIEv0Q9NM3q5rqhhyawnY8okQVYU5KG0xtdwMDk/tx9qA5h5xLWUcVixwm1toM7BPNGII+zjZtoLD+QLkxMYyZMG5R5Mm0GO459cajc9E1mt+YztuuJlS687tX6nQgCOiy8nA+ej+oKr4lHxP/4nsYTGYuTNbuU/6bBBob8JaXI3u9dCz5HG/FfmS3+wdvr3M48OwppezG6zHn5JJ2+RX0rF9HoLGJYFMjEwb3J3lAH25ZvpXotSvxv7CZ39VWsnXwaPQjR3Pc5BH4wmFMOon399XgD0eqcfQEQ5SPm4IrEOp9re5AkEuy+9DhCzAlM5nZ+YdOztjd3s03i1HqRAFREL4zCAdwzbDCH329NBqNRqPRaDSaXwMtEPcjlDbuRvFZAQE1YAZZwhGS0alwWqsLNRQi0O3j7Zx4VAFkVcEfDuIPhvlwZQVZydGMLk452qeh+QFaFz6Gr2Ib/0jvQ5PJCSpINhMTurycHfsln8fZsHpkGmqGUR3XzhtZJhRVZE4z2E12BhXNxevS0e2OzPBsN2cz7Oy7OU0VGNHsItUSwN9QxoxRWSxeX0MfqQW9qpDlV7BG7mU5aWIeZe2VOBJ9pFWFWRQchK1jA8d27cExeBo5YT2fbWllkS6WiaFsKhLPZfbEPFQgJIcwSJGG5kVRTm6P+RhBlWk265HT1lDs8rMDEwZE4hQzCWEDA51dpCgqenvC0bz0Gs1vxs6WPSi+SKli1WdDVUEQQHbFEKzthxDTRH1qVe/4oBwipIRxBzx8Wv4VRQn5FCf1PYpnoPmh7l/xFDU9DVxfEyYp1Mk4oK9O4n4pizc9Y5lu3k29HMvOUDo5ujaujFqCSzXxcHAybZlmThl5GmpbHWrQRzjow5RRiG3odC6R4bg2N2lGD4GWamZNyEWq/xvzPcNQVRG1Ox6T1I5OlDil6Dh2Nu9h1qwmqvcMZ7c7SK26nR2xdZwwZCSr6y5gc/Aj4q16gkqIYWkDOanvMSiKgqIq6KTIV8YRIR059V14JZG/ZupR+62ka68ZdNAuWamMMZDh9bPBItFtMmIzWP/l9dFoNP8ZNRwmtHf3kQfIkfLq4cpyUCNhD8XjAVmmOdjFB23rmeoopsiqZbD+2qmKQsklFxPu6kTQ6VDD4R+1vSkri9SLL8VTshs1FMJbXkbfx58k5cyzUAIBAs3NAPiqq5mTFoPw2XsIB35nhmxfT2yUHrNuHmcX5bKuoY2T+2RQ1e2m0eOjzuWlJxDizMIsyjqdbG3tItVmxh0KMyE9kRPy0ggrCgIgiZFJg1b9oY8jIuUrI6+nEwR0okBYUQmrKiZJRC+Kh52TRqPRaDQajUbz30ALxP0IZyQM4IW2JTSrIFjcCLognrDIUKePjAMz/8x9hiEqjYAMHZkUJuTx0KJ/sn5vNerKeC4UMjiu73gMOsPRPh3NEciKynt1qVQ6E2msl5Gyd6PoIp3X9KrKqhgLO6NM7LSBVSnlI28/AlINAP/0jeAG90aefK+D5261cMEJRaiAbcWjVM7fjzhkNlmTZlP37B9Q/G5ip57HzJFZLFvnJS29nTKdk+F9xtLjDmAxS9y7/AnmNLRhcwc425GErfhYAo1lxIyZw479QRZ7tgOw+c0tJKhtZFa8z/YEFxtEP8d7YaRXJnHgVEQ10geunymeYy0pDG3cx7juTuKSB/LH8mIAzp1mIP20YgyxqUfx6ms0vx3DUgaw3LsFQR9EjOpCiLSCQ27JQPZEI/isTB2dwOrajahAlNFKkjWeO5f+jX0dFegEiYuHncnknDFIWjnZXy1/IEx7aSpjg114/G5knYAkqMSHZcxhgeNsOxhgqCdX10J5QgsndDaiVxViBS9Rejdd5gpe27qDibMfxNHdis7m4NoNz9Hp6+bcQadwTEIRDS/ehBoOYTv+ZgyFwzl2z25Ek4W+8n6Gx09D9jpxCip/Wfk0vtLhKK5YOnKG0XdMCsO8HcweNopV9lVsKfHQ4YMn172MikpT+UZcfid79QpS00BMvnT+MCyACFgUOLa7H/syROb709ig9COlOJNthoXg0HNa/xM4N2cMZr3paL8FGs3/PEGnQ188hNDOLd89QFVAkjBNnoF/6WcASKlpqEYDL795EbtFNwsGjeCm9NkcFzv0lz14zY8S6uoi7PHAgQDsj+WvqaHmkYcZPH8hYY8Xc04OO+eeiuzxkHfv/ejjE9j7+8sQRJGC+/9Cy6BBuEpKEHU6CASInX4soZ5u6lSJhzaW9O53bFoCeY4oworC7PwM3tq+l61Ag8vHU1v3AbCqvpVWrx9FVdFLIrEmI8XxkT63OkEg3WZGEASqnR5UYEhSDJuaOwG4sDiXyZnJiF9/WdJoNBqNRqPRaP7LCKqqqj9gnAZYVrGGZze/gSpLqCEDoskHQHJAZk5bD9FhhZiwyrbRN/H6qlIKE/K58uxcbvr8vsgOFBFEhXPjBzC971RM6YUoAS8IIr6qnfiqd+IYewq6qNije6K/Uaqq0rNuIfd85qLca+9dXmSoITl7C8mBEDFhGQGBd5Ls5PuCtLUOoyaqB1UVwBtFUbfCrlAGerOLPzmWYAgHaRg0jrTtq7EoKgoCIiqIEiiR4JhosiCaongwLYr2gJNkfS5VawqYPDSdhthF9K3ez/ROD/q4NNIv/RsdS/+Pj7Y5WdCaQ590ByeMy2bZ5npOan+BBMmFALyabKevN0CBN0RG7jBsxRNp+/gp1FAAwWgh/aKH8FZsR80ZxY3PbcXrC/Hw1RPISNL6Lmg0v5T3dn3CB6WLUMN6VFlCNEZ6uiiuGEK1hYgxzdgyGpiYPZovKlYyNnM4k7NH85eVTx+ynykxczi2/yhy0+y4vEGMeolV2xuoanQyb0ZfrGb9UTrD37awIvPezo8IfLaB7GAnWbqOQ9a7RLjLcxKD5U5OtWxkfaAPapTEMeFdACzxF/GpPgO1JwkprpELotcxoMeLWjSGu/zlDHD7GeoOsjHKyLxWF4Kq8oJrMsfF1ZBtCxDuaQU5jD4+nVB7PdZRs7jLu4/m0jTktgyKcmK4/4rxPPHuNvLqFzEwtIPGgsEII2cyf89iaKnhyvouFOCFZAfW/f3ZF0phwpgizi7oovTD10kQeqiyFJMz9wb2VHcyoJ+ZP6/8G3pRx4PTb8Vhth/h6mg0mp9a9xMP4P/y0+8dI6WmI6VnEdy4BsvJZ9JUYGP161fRERPDm3NPAwHOT5zMKQmjyTYl0hV2Y5PM7Fv6HH5nK0Nm3YakN/5i56Q5SPZ6qf37U7R99CH8wACcaItCcbu+c52g06EC0cOG49xwoDS2KEYyJr/xeEAXE4s+NhZfZQWoKsaMTAJ1tcRddS132DPxhcKoCJyklzn/mHFU3P5H3Lt3E+7ppvWci4k7eQ4v7NxP5xFKTc4rzMZh0vPM9nIA+jhsXDwwnzqnh8xoK3ev3UmC2chfJw/DpNMmHWk0Go1Go9Fo/ntpGXE/QnFyIUmYqdk1AjVoQZ+7HV18M1lhiEnMxd5QhSE1m1OmjGDKiMFEWw14/T0kmOx0BtzIokyBO0D//UtpWL8UY2o+wab9hAUBSVERUJHDYZJOuPxon+pvSqi7lZb3H6AMhU5nF+XeUwEQUVAQ2J/mosphQXDaubajgmRZ4Y7qdhQVXi5oR6e2oIb05PqKmBf1Pqcpm/ib61h8Soj5iVGUOfeRl5LAJfWtiELkxtafmE5rwEVmVyeK34vi93J+bj9KMhOp2B4D+Civ6+bxubdQ+uSFKECoo4HudR/i3LSIfa5IL4+qxh5GFCUStFfQsT6OxPrIzbbfHsuHNg82WeXK7AKG9RtD14q3CHU0IpmjkKLi8JZvIrxtCc9ccSuSIwlJ1GaYajS/pJHpg1i4ezmunaMgrMNQuBkpuhOT3UO/iS2Ud9ZQnNSfS4fP45SimcSY7dT1NGHVWw6UqQwhtCXz6UYfn36+nH5ZMeyp6UKnVwiHDpR8MuuYN0Prp/JLquqq4/G1LxII+9F1d3GD0gE6UA481xQEiPy1FZBDJraEc9kSzAXgLwnLwA0hoH1oMuqaRABkl50+ghcBFaF0LbPtVvq6fUTJCkFUvhwwmKY9JlplO+nBKsKdYBs0DdFoxle5I7KPlmr+fNIN/L7jQeS2dEqruvh4VQXLt9QzIroWdKA27mdkcn/6NdQzv6UVhS4E4CS/QIptDfXE4c0vJGrAZITPF0CgB3u0hXiHmWWba1m2Gf520T1E24yIglY+TKP5JZkmTce/dHEk++2bjEb0+YWEdu/AMGg40Zdfj9LZjhSfSEflOiSDhT1Dh3/9h4nXWpfzRstyBliz2e6txqyKXPLucwhAVEIufSecd1TO77eqZ+NGKv9yH2ooRLiz4wdscZDwje/2USNH4tq4sffnr7PpeoNwAErkdydqyDDcJbtRgwHCXZ2EuzpJPO10RKORtkWLImP3l/HYGcPZ/fvLCBtMxPR00ua5ge41q3t3l/rpQvIvvYhjslP4uLwenywjCmAQRfyygl4UyIy2MiYtgRd37iekqCRaTMSYDDyzbR8xJiMvzxyNWadD0DLh/mtdcMEFvPbaa1x22WU8++yzh6y78sor+cc//sH555/Pq6++ygUXXEB3dzcLFy7sHfPBBx9wzjnncP/993PjjTf27g9Ar9eTmZnJeeedxx//+Ed0Ou3xlkaj0Wg0ml8v7ZvKj1Cx6O8Mbu6gJhSZCSr5zcQFwozs6KHU5GX6RQ+QkJgDQGx0ZMae6/2/cl1DOZ8OHERUbTmTu72oRO51vY3lvJZqp1MncVqzm8xAkE3bK5g0pgN9tA2TTptx+kvwVW6nxNXES2kxqFFWzB2d2EICp5i3kK7v4G+GHLzd8ahhHQ+0ncUk6y5OMe5AFGBoTzOVUQKDfU5Oj11Pc3eI+YnRmORNLMCBIERuaO0xiRhCZkKtNSCItDvieN3vZqBkY07qcIx+D0PHzGVkVCyNoZWsccQydOQATHojrtgEhJYG7LJKl0GPfdypzF6zElnopC6QxJLytbxf9gEYVa4zSPQdMZsR8XaqSxbhlgQeqlzCo31Hk3bxI3Sv/whBVQk0V+Kr2gmAv2oH0cOOPcrvgkbz2/PomhcJBhUI6w/0Ho2U8AsqQco6qnhu9kM4TJEs1ThLDLIi88jqZ/GEvGTaUxmzbw9D3K3802hkZaAf1bUtXB/9JXpknlMn0hO28/GqSk6akItZUhANWonAX8Kmhu00uVsB0BlE9hNNjBzmNfdE2uUo/hTzEZWhBOIkJ49Gv8f7/mFs9BYiI1IWTGIw9az29cPZUEQfqYzZli3stUn80xHFKc0erMjkRQ9ln7WC3NZmdplTcLr6UJ68DsUQQs05FpvsIm7K2Qh6Az2WaGRXF/aRx4PFQZZRolXXQ084msQEHdNHp/PPfQOYbtrIFptI/tr5eNcuYBLwXKqDc0eeRUF1Ga7tX+I1O3lt74uML3yYYVf9hY51HxFrtrC3qo2y2m4Aymp7GNk/+Si/CxrNb0/3Q3ceHoQDCAQIV+4n8Z3FiNZIz0YpPhFn2MuFrs9wn3cmyZYECHZysFlpmMCWzzlnxw78JhN7CwroV1bG9kUPkz/2LJRwEJ3R8suf5G9Q55dLCLU0/1vbShYLstMJgBoMHXFc/PEn0Ln0S5RAACk6mrDHhRoMgF5P3LRjEESRjCuvRvH5EA1GFL+P5LPOQdDpiJLD0BMpH2ktHoB12nSqdpeiKApJPZ38X0klS6qbel/rtlHFfFbVyNaWTkKKylNb9zImLYHnZ4xm+xfL6NdYxo6EGGpdXmpdXpo8fvIcWsWOn4qsqpS2d9PlDxJjMlAU70D6BYKcGRkZvPPOOzz22GOYzWYA/H4/b731FpmZmUfc7sUXX+TKK6/k2Wef5cILL+xdPnPmTF555RUCgQCffvopV155JXq9nttuu+1nPxeNRqPRaDSaf5cWiPuB3AEPTyiNKMkWLOaNKL4o1MQGOkQd7yVF02LUU7r+Ze476d5Dtgs725GA47AT9h16c7wtyki5JRJsqzdLJPgM7PXHsm7+c5RH1TE1ZyyXjzz3Fz3P3yJr0TjEyvXIbQqSGOIP9k+JC0feqw7ZirMtBaUz40DjcIEeJXIz6BEF7K5u7m0NsSuYyR6rgYaiwdR56oAQA0uSWenvR9jiYZClDNu48XgNFgL1e0nfu5W5CYlUDplGxvBzUIM+kMN0rXyXwNoFjLLayZzzEuGeNtLbWlFllafMxbR+omd6cSZJlh5qUwUEGkl0DIiciCCwwW5haN4wTkvvS4zJzktb38VmtBJtjBxz95oPQA5jbtqPfdQswq5OrEXjjt7F12h+oxqdzTR7WhFNYCjYghoyIsU39q5XUXls7fP8eeqNvctkRabbH3mgVhibT5430nNllHE/9XIsfXWNZOvaAcgRuygXjBzHevY9vwyHuwrH+NOJnXTmL36uvzXTcsezvnYb1VVg1LtJFiuxoGIUwngw8SCjcbqzMApB7nV8wDhLBacZt9EYdmD0hlAlaJOjcHtVLshsIL67gww/+FsEJBVCiHzSkkTRsQW8V1bPnnVJACT1GcCkyTHkDT6VHncAnyDgXfws7l0rMCTlED/zEgJNFVxZU0XIXskjWWm8Ur6W4dmDSOveRlGrn8LWEKYBMXgBCcgNqcRn9Ce+cBJ1yWm8Uf4ZidZ4jJIBxduFe+0/ARWpv48ZowpRVZUhfROO9lug0fzmBHZtgyOUIARQvR6czzyC46a7epd5lQDOsBdZJzHRXsybbSv5ulnp0O07GLN564GRPawZNZKUpiboqOH92wfj7qhl3NmPUzjpop/93H7rkuedRee6dcjtbT9ovGA0ogYCAASbDwbwBEFAHx9PqL39sG18NTUknTGPrtUr8VdW4nM6MSQnk3Tq6aSccy7B9naQZSru+BPOLZuxjx2HIT6e7rVrIBgpOSmYTJTffCMdZ1/EXj9MXPMFWCzY9QcfN1h0EgWx0QxMiOGtPVV8uL+ejOhIcFi3fx/WB+6iFsi/8GImDJlAjNFAjt32H19DTcS6hjZe3LmfDn+gd1mcycglA/swJu3n/eweOnQoFRUVzJ8/n7PPPhuA+fPnk5mZSU5Ozndu8/DDD3PXXXfxzjvvMGfOnEPWGY1GkpMjk36uuOIKFixYwEcffaQF4jQajUaj0fyqaYG4H0gv6ZEECQUFs7WLCaEG9vsNNBskXFKk/FLA3XXINqoiYx91EorfTZWYxfquLiaZ9mIRIzMSVzoiNx5CSMeKhsk00kGNnECMsA7Qsbt+B+F+J6KLijkKZ/zbIZmsOIp+R/ClDRgIER27r3edRe/FYm/B3ZmBXlAp1lUxy7ANgGfTY2gz6Ciut7KpcwK44XdpDWSGK8nxBTnO2MpqbzGyKwGnso+u5W8iRSfQLluoDCcx1hbLlMwJKO4u6l+4ATUUIGrwMQAIhkizciXgRQiFEAC9PAynJ8TCbU2MH5bNyM4mEsMKBfZ0Eq3xtHrayR59KmpiH15bVEpaQibPzX4Qg6jDpDehKjI6WwzhnjZ8+7fgGHMy5syio3bdNZrfMpP+YHaaYPKgOONQPXYEW0/v8mZX62Hbzek3E0kUSaqWqfHFESN5SNd18fuoLwipkQeoYVVgmmk3A/U1DDPWgDuyrad0DfZRs5BM1l/iFH+z4iwxTI85l38s3YkoObHYKxCBGNGLYHEiR7mgC1RRx0Z/LpKgkGHqJkPXiSDA+kAea4KFiK1uTAWR7xcCYFLVA8/IVZz+Kl5/rT+5ycmMN+whgA5HzGSmpvWlqrGHm55chV4S+OvISH9A0RiZfS57nQiKggGw2qw0+bvYtn8tp0h2lvoyCUgWLs4fibj6fRSfi7kjz8IhmelY9n/0zejH07MfxKI3o5f0KGYbIWM0gt/Fm+t7+MNN+aTEa79bGs3RIEZF/8sxoZqqQ35ODOp4vX0w1X3TWRWuPWTd7n6FjNi2g6BejyEYZNSmzVjdkQ8Td3sNAGVr3qDPmHnoDOaf9Fw0hzLn5JJ44iyaXn35e8cJOh1qONwbhPs2d8luDElJ37nOU7IbT8lujFlZvcvijp1J7PQZ9GzcyL4brkUfE4ulbwHA/7d333FSlPcDxz8zs73e7fXGHRztjt6bgIACFoxdYy+xJFETTTExMUbTTdQ0TdREMZbYKwqoFAu9dziOa1zve3fbd2d+fyweXixJfgmehu/7L3b2mXmeeV7A7Mx3nu8X7cjKyljbkVSZioJqMhFvbyfl4T8yuHR0sp2qMr8oh1cr6ogkdG6ZVIqtrYWGvz/F2bNmc8bCaXisyeuUJSMTxWLFiEZo/dtivnnxJb39iP/curoWfrVxz0e2t4Uj/GrjHm6dPOKYB+OuuuoqHn300d5A3COPPMKVV17J6tWrP9L21ltv5YEHHmDJkiXMmzfvnx7bbrfT1vbvpW4VQgghhPisSSDuX2Q1Wfj59K9y37v3M7m9h6ldYab5Q9xRfPQHa7WWoKy1gqHpgwjV7KH5pd+S6GknYvbyk5ZFJPRxlMezucH9FjEF2gwHECXWk0pLNIMWMphj28XQrh7S4xbGd7fT9NK95F32k08dm/jPeRs38+vUJ9kUHcg2u5UMI05MVSkIRvlpx16qPE3kTDgR64FtbDIn2KE5CJrMgEE5PlQVTKpKZsUmvqZ2ETdUWnQ314/0E/INJWdbPY93z2BCtJJSS4DmRISX9iRYVPM9ss/7Hno4+XDDWlhK7sgTMPvyAIgHOjEw6FQ1au17UVN8aOn1HAy3cWtL8s1n/bU/8csLf0BToJViXyEvv1POC6vKAfjr0JPxpCYf+CuqRtZ536Nu8W2oJhMmT3q/zbcQxzufPYWvTrqUhzY/SaSmBL0zk0RHJrYx7/W26Qh30RJoI8OZxobabTy06Sm6oz2kall8c/8+Mq3x3rpjnbqdNDUAgEkxGGBqZ4CpvTfLmAHE2utpXfYwWWd+s79O+7iR2/Aev0l9jbcipaxx28mLxRni3MGUgEZxTxcrM5qwzTiPl1eNxOo4jG6zMbUrhslIUGv4UBSwWzWUpjJQIWpo7InmYRs2DZfL4OC7Zs6yb2Ry5BAOV/Llnud3xvnW7iZuOm8s0ViCaAyCo89lwLjZWLOSb5uv70hnZfdsbKYg4xoPotoUTmnrQe1K4dXQBAAGLV3Ngut+R7ynA2tWEW1vL6Zr4xK6Ni9l4HeeRDF9ENxzEFv0E375yBpMTi9up6UfZ1yI45u5qBjnRVcT+PsjyfSSHyNRU4kRiaBYrTzXshbf3fcyYn8TVbNKWTb3HwIeus7jF5xHwOlk0dJlFNbWQW9uiKSWyk1sffXnTD5X7lOOtZ6dO/5pm5wrr6L+r3/prfOWvPgboGmQSKDZ7UQOH+6zT9rCU4j39OB/P/nbI1Jd3ftdw2OLaX/7LXIuugQSCWLtbQy48ZvELr4U14iRAETbkykpMQz0IzXnjHCY3G2bAEj09BB8+M/cf/3XCMUSFHiclP/wNtpXvE3HyhWMe31Zb3/W7GwGfvdWKn56F/bCQlSrlGj4b0kYBn/ZWf6pbf66q5zJuenHNE3lJZdcwve//32qj/w9W7NmDU8//fRHAnFLly7llVdeYcWKFcydO/dTj2kYBitWrGD58uXceOONx2zsQgghhBD/DRKI+zd4Kvfytapm9jssGIBmGHynqpVHcry0WUyYDHB2dUA6tK9+ikRP8ubkPd1DQk++1V4ez2FJZAzbBjeTsEZRAEXXKPLqVPlVNmXA+pwUMAw2e+zcXHsY7+73cI2c2c9n/78tUvs+TiXBGHsF7QmVAdHkzWSNxcSAaJxCUxs/btvCRMNNV8zM7owYqDpjM4ZxYddhupQVKKqKO5BMG2dSdDK0bgZmGTwVW8vi3AFEKnLIS3RQSj1ONcRUaznoCTRXKpln3YIeCaI5PDQ+83OsOYPJ/vIPSfR0ogC73BbiGdVYM6oxJSCGRsJsRYtFiNQewBrootiXfIt12AAfVotGts+B19X3JtaaVUThNx5GURRUqe0hRL8qa6skYeiork70zkyMqJ3w7mlYR6xHUZIPUnsiATKcaTy5/SW6o8mAfWubTlksm5HmWlQFVoeGMd12EPXIsxMdCDjycQdrMZTkQ9MPHqu0V5bhOrAR57DJ/XXaxwW1aR1mRWeM5wD7TGYGdccYRIwWswoxmE4jdzU8TXZRhMn+EGO7I1RZTSRGnEBtrJWs2lYiTTm8FhrHIFMzrwXH02U4uDS9GPf+Z7nW1cHfA9MYYm7EYUrWZptmPcgYtZ7xxbO48fyxWM0ard0xfvj3CqaOCvGtiyYQ9HfgUsPkqx1Mb+1kFhA3VNotCbymKPGEjq98KYr1S1idXgBsBSX4N72BLX94bxDuAyOH5XH/7V/CatGwWeQnpRD9KV625xODcHAkWBIKolmt/K5uCTepyZSCi4f23Se9pZVFS5ez+JIvY6gqy04+iXM37iZtz5Y+gTiAw7uWkz9iHrklJx6r0xJAYP++T29gMlH/l7/0rRFoGKSdeirdmzdjqBp6KPiR3ZwlJdQ/+ugnHjbW2Ynv1NMwEgmsubl0bd5Eze9/R/b551Pw9RuJNhyt/WaEw71/Vu129HAYdJ2WN5ZQePMtcGThpGf8BNpXrsA9YeJH+ks/7XS806ahudwoJrmm/Lfsbe3sk47y47SGIuxt7WRUxrHLxJORkcFpp53G4sWLMQyD0047jfT0j74YOnr0aFpbW7njjjuYPHkyLtdH05MuWbIEl8tFLBZD13UuuugifvzjHx+zsQshhBBC/DfIL9x/g3P4VHr2r2NMLEoi2IgJSIvrjO6JsCrNTFwBU80B4pnFqJajQY4q3xRMljIS3SmcPHIs0+veYo01kayF3uPGQCeQWkZxbgOYFOpJvsWYUKBVC9P8ym9RTGacw6f25+n/T3veHGKU20aTWWNWe4Bms0ZYVciOxNFReNqdRdQWZG0+mI0QqMnAqtdQ0Jur+HBCoN3RPNxqGPeA4azZsoe1Q6IoHtDSGqAz+bAjy9SDjSgYEKrYQcq0L1FW04F/y3LSwgFClTvQwwEiDYcAKImqvBX3Eu6xYKscyHe9b6DpOpgsuEqmYUrJ7O2/ZKCPp396KpqqoHzMW42Slk6Iz4eZhZPZ21JGrLiDuq4W9K4MjKAXI+BCcSVXvO5rLSfTlY7NnAyq20w27NkxFncXMTbh5urxQ9j5jsKJytGUuirgD8Zp1zPJ1jqxGtHe76zBJpqe/xW5V/wCW97Qfjjr48PjzgSTY1Y2eOxEgeHBKG2aicIe6EDj6RQvo7t6uLCpq3efweEYb9ktNPpbCB0aB0aM9QwhqFtwqFEKCvN5f+U6vunZAxYYHm0goCf/XjRY3OTRAXQQqd3H/CmTCNXs4amVNYSjCdbubOBbF8HEjuWUOjcQcfogpIGeoCaeyp8DC0mnk6vTNzFowmxU09HVbc5hUxj43SdRNPPHnus/vvAhhOgf9pNPJ153mEQ4DB0fTdFmGAbb2vZS6p6IXbXw67MGsWm6RnOeGYhiQuUrqdOxPPwVSMQ4bflb7CodTnFFFUZXEFUzQyJ+ZF1cUmf9Ppb99kzO+/lO3GkDPuMzPj7Ee3rQgx8NovVSFDiyGu0f6ZEo0eaPprlGUXCUlFJz370ff0ibDSMcRg8EiB6uIeu88/FvWE/r8mUY0Qjtq1dT8PUbCR4sA8CSm0e0ob43EPzBeFW3m9xLLutz7MyzzyH99EWolo9fRW32pX3yuYr/l45w9F9o9a+3+09cddVV3HDDDQDcf//9H9smLy+P559/njlz5rBw4UKWLl2K2+3u02bOnDn86U9/wmKxkJubi0kCt0IIIYT4ApBfLP8GS+YACq69Dz0WoW7xD4g1V6IrKps9ydR/JygeAmteILTtLVSrC83hJWX2hdw5cjYVz/4Ka2or+fPPId71Da7b+jrr8VHFPvyuZgKGQY+iYOpMYVpXgEqvTmYszvBQDFQNzSV14o6lMRGD97x25nYE2EIemzpKOBzNAlQMFGgHs3kLJl8LMRRKu6O0ZRbQVL2DddkZzFG8tDVWsztcwAuBqYy01pEI51NXVIY9YeCKqIwKNVBkS97gNMVdFJqSKybN2YO47+9bWLm5FgU7t41fSOnwAWh2NyZXCgB57nRuGvMNnly6h6m+rVhiyTdebbmDyTzjpo+cj+lI3UIhxOdXaeYQfnfqnXRFevhO+2LqdxloJh3FnnyAlefOZvG251h6cDUJPYHPnsJV4y9gSMpQflKzhojZim/mNG4pqsG/sY10U4hAxS5UPUqe0YiiJp+XfpCe8gOK2Ypmd3/ywMR/rN5h41mrBoAedHJP9wz0Ht/RtSSdMD/3TeBoIG5bYRHLdzeTYhtK3lAoPxhntnk/Zzm3gmbmlZ75nORaQbdupREnZdldTIgk0GPwPhkMjaZioDAzbQjPLn6OiXVPM0fViI+5jtLRwwF6a86mZBfiHDaV1vVL2B7OI6a2UefP5P1hFzDp5I+ubPmkIJwQ4vPDNn02tumziTfU0frt66GrE0ymZJBGUXj7SxP5TecLjCjbSMIwyHCm8+W5F/F1k4tbKhYzwJbOVwZ+ie3f9XHgnUeZE4oxcNkSlA+CK5/Qr9WRgtkqL3kdK58UsOr1casgVRVLdg4dK97GnJmJ5nAQrqrq/VpzOglVVX7sfug6RiJxpKGGOT2dPVdfSWDvHlS7ndS588j80pkAWDIyCADeiROx5ubRsuQ14l1+El3Ja1v2eeeTe9nl//45if+qVNu/Nt//arv/xMKFC4lGoyiKwoIFCz6xXWFhIe+8805vMG7ZsmV9gnFOp5PBgwcf8/EKIYQQQvw3SSDu/0E1Wym45jckAn6quhqIrf0zefZUzk8ZSfBgOXokiB5M3oBYs4rQ22oxV+9AB4Jlm/BvWsLAtnqGF5TwWk8D76TayA4nqLdYOStcw/juMOFuG+ljZ+GaNR5rVhEm77Etnny8WzD1Iia+8zSGO52XGMuJkY2YLGU80nNib0UMo3EIZk8zE4IW8GTT7K/jsgY/KmBbeD4/3JNcwXKx830mWyvYoHs4aLYBCjd4Cxk55zT2hNL5zmNryE3zcdfsEGaHhw5nESs3r4QjPflmnotnwJGHpdPPxj5oHObUbPKtdiYNTaHq13/qHbdn/CffwAghvhg8VhcPXnED7V1hDnYc5HcbV1GcOohBvkLquhvpCncRiidTChX7Cimr8HOwKggE2X2wicy37sIZ6sEoHImux1FJ1hSzkFx5rSiAyYp7zFycQydhyRjQG5ARx8YV487jtQNvk25ysrC1iVTz6/i9Dl4MTmJnbACg8J5agOLrZqRhZU2qi609NmIVY2gBzjpnOOUH9hPhyEOxRIyZyhqcarIe3M6RX+H2GUXUdjXww42PU5KRj6GeSn6Wm/rOGJv3tzDRnbymXHXGKMxHVk2nzb8K9+g5mDMKUE0WeopHsuG1n6GZopgKDrBgxrX9OW1CiP8CU04e2U++RqKlicjWjXQ98BusU2ayc84Q6NhBfbSdjngABYUxriJeaF3HoXAjh8KNbO4u5xudbxAZ5ePW7U2ErFZ6nE4y2/qusLM4fQydcTEDRp9Kal4JNpesYjpWVIuF/Ou+SsuS1zBnZROuPES8o+MT25uzsoh3dRGtT9b1izU3k3H1NdT/9eHeNomeHhTz0Rcscr5yLWmzZtHx7rvU/eUhUmefiLO4GNeYsfjXryewd09v20G3/QDNmUwVWHzXTwlVHMIxZCiKpuEaMYL9N3492VBRSDt5/rGYEvFvKk1PIc1m/dT0lOl2K6XpKcd8LJqmsW/fvt4/f5qCggJWr17NnDlzWLBgAcuWLcPj8XzqPkIIIYQQn2cSiPsPaE4vxU4vj551D6qigqET8GZhcqfh37oMze7GmlMMgGv0HBI9nTiGTaFra7IwdaSujNosFwlVwRtV8ZQNZoLrPVDAThjvmBOx5Q/r57M8PjiHT6Vl2cO832ZjRdAOzOZWzytoShxzyTqc0Xx+fvalqKazyU5z8sO3fkPrthIeD8D5js3kZGRTMiTO8Mb3mGCpAQPG+btoMukENIX73IcZffg9wrEwpnHlnDv5MlIHJotPW+M6k0qzONzg5xLPBizPPs+WE26BlFwmDM/Cmj2wd5yqxU5TZg5ZzQ0oFjvO0hn9OGtCiP8mn8fGFM8o/lbwW0yqRjQRo9hXSIYjjSVlbzPAm0eaIxXHkDjTRuWgKDCqOJ3mFclLebh6d+9F3aQk+qyCIx4hZdoZmL2ZH9u3+O+aXTSVv2x5mhGtFaR1BkGBVC3Iqd4NHMisx6cUcOdZ12CxqqQ5Unnxle9zVlMdced6lkSmMGpgNgV5BynubiGumDAZcQ6H3ew3MrApMabv+RMu01weVFtQNRNnjjiZMdlDAAiEYqgFo3kmmEJPzETNb7fys0VuMjJSsQ8o7f1dApDpTMfaMAl/g5fsDCulmZKuVIj/FVpGFo4Fi7DPXYhiNnN7PMQJnhJyLT4ea1rFNM8wNEVlXspoVnXuJsPsZbAtG03R8Ha1073pdf5+8YUEnE7mvvMuI/cdTYEcC3Ux8cw70MySmvazkLZgIbUP/olIXe3Hfm8fMpTin/wMs9uF6nCy9fRTe79TnS7S5s+n+ZWXiXe0g66DYWDEYr1tGv76MEYkTPvyZah2O7mXXoZzaPIeNNrcjGPoMPRohHhXF7suu5S8K67EMWQIzuElOIeX9B7HMWQoqs2GHg7jGjUKe9FARP/TFIWvjB7Mrzbu+cQ2V48ajPYxJQ2OhX8nmJafn98nGLd8+fJjOjYhhBBCiGNJMYxPq+otjoWyg4d5+JHXKdBaqBpcTa3dzOCAQtuhEzhnWIwxng5suYPxTj69v4d6XFn9zM94v66NjXWzsCtRhtrb2JMSxJRfzmR/iLNaulGdqejnfINbl/+dyL4pAEwa2823pgzDmjuY6j9ch6In07l0qArNbhfVo6eysmEHmqKioBA3EiwcfCJXTbgAgLiewKRqxLvaqPnDtdTFU/l11+kYKNx57TTGD8tEj0Voe+tR/IkIS2u3cFp7gJA7gxE3/RlDTxAs3yorJ4U4TnXtWEnrkvtJoIGhoykGUdVOq+4la+hwPOYEjkFjcI+e099DPa7csOR2Mptquaixi5hhArOVN1IVNngdRGsHk6gfTE66g8svyOStVb/jskY/AHvGLSBjwCJKc220/ukrAGyLFPJkbDzebJ3bfdVQsx3Vlcqt2RYMDC4afSZnliRXSBuJOIpm4kB1O9/+/XsMN9fxVfcKQCH/mnuwZBaSCHbR9vZiGjX40R6DRFMRJYUW7r7pFKLxKNsb9zIsfRBem7x5LsTx5p13/8x7y+8mvaODv1x6MTGLhZmbdzJx1x4Kx5yCoqgMnHgmhWPlPuWzokcibDvjtN6UjwCq3Y4eCvVp5ygpJX3hKdTcd0/vtqyLLsIzdjzmtDT2Xn1ln/a2ooEoqkKoogJ7cTGhQ8na1IPuuJP0hack+47HUU0m2levovz7t/buq1gsjH3pFcy+NCIN9Ry+/48YCZ2O1cksHykzZzH07t8Q7+6ma8tmvJMm9a6kE/1jXV0Lf9lZ3mdlXLrdytWjBjMtT+4hhRBCCCGONVkR1w9Cho390Rz2k8OXqjuZmtrIiECEjCltZJ5xY38P77j1N1MXPXkhHO3tBEJp1JnycRS+RWF3hAldIRTACHTQsm05pwbr2GFqoke3sdC/l6bnXkK1e9hpncjI4EaCWFk+biSzSuZh3a+RTZSzJ0wlxeFib0sZpw87CYBtDbv59fsPUmTxcNuIc0hbcA3B6npMGzUSCR2H1cRzu5dQtfFVzmloQwVasor5pTuFxuoRTH5kA18rrqTz/efQXKkMuOlhlM/obUYhxOeDohypCWkYNMY95Jn9WPQQpbPOwDfz/P4e3nEpridoDbbT7LJxe3AmoXAKubl22lOWkGhLJ9GaA0BDa5CV28o52DCWusROdBRW786mbMVG8vNMTGECGdEGlkbHUzq3iXNHzMe1tYtIMJ+0eZfxDQsc9tezcEiyrlv3jpW0vP4AloxCChdew6WnlKC2mKFSQdHMKGYrD21+Crat4KTmTlxAfs4gxjnKmONvpHVZLc/7bKysXMvA1AJ+Nf+2fp5JIcRnLaWnh5zmFgDOe/lV2nw+hhyq4ISrHmbw1Av6e3jHpbjf3ycIB2AfVExgz+4+24L79tJm6nt737FqNU1PPYVz1GjQNEgkUKw2XKWl5F1zHY1PPwWaRtGttxEqP0i8s5O0k04GoP6xxdT++QFcY8Yy4Js3k3Pp5YTraulYuQLVagPNRNmt38a/fj1GNFkHG01DtVjofO9d6hc/SveO7fjXryPlhJkM/fU9iP4zLS+Dybnp7G3tpCMcJdVmoTQ95TNbCSeEEEIIcbyTQFw/GDM0gx9dPYXg1jeo2m9hYncYwwB78bj+HtpxbXjmQDbX72BS6k7a4sXMG1nA8BEXEHnhXjhSvw2gdNKXcBzazYmeZGoMzUgnAeihLtyTZ/PLzUNwDTvI+KxBFFiGcffqpVhLK3hsWx33nnYbY3NKe/vcdXAtcT3OoVAbh5/7JUO+dj8jJy7k/tkBYvEEA7I9PLR0K90WaFedxGMqNYcmMmLEQBqq69ld0YYy5Eh+/Q8exgshjiuuUbNRzFYeW9XAiJY3erc7Bo7u13Edz0yqRlFKPhUdNUQHVGE053PC1FIc+jX4dz0Lpl28pI9CNxlcOnM+N296n7tjhQD4TApgUN/diHnG6axat49vZm8nzzEBa0SncecqAFqXPsTU637L9AETAEjoBrU7N2M1DKLNVTQ8dSfn3rIY1TyUaMsoFJMZc2o2a2s247GqTFIcNEa9hOrmsHDQRiL+RkI1e1DTJwOgKZ9eu0UI8b9p1IJv4vTls/3130DjAdLbOwCFrMHT+ntoxy3N48GSk0u0sQGOJLPJPPMseoYOo+WlFz7UUKPw5lvYe9UVvZsSPcka1oFdO8m++FJalr6OJdVH2snzidTV0vnuOwBU3/1LRjyyGOVI3S49GqXt7TcB6NmxnYPf/Q7jXl2SPNaBA5hTU1HNZjrffTfZkaqCruMYNhw9ECBcXUX39m0oRwKDyj+pByY+G5qiMCpD6gQLIYQQQvQHCcT1k0ml2RglVzK+rY2Nm/YwsCgLd8nw/h7Wce3bJ1xLIBpErdxNtOUw3qmn8P47j5L/oTamvFI0fzvuWLQ3MJd+yjW0vPx7FKudOdOHEyzw88SOSl4vq2R24XRyCxK0WyIEEhEO++tJtXsB6Nr2NuPWvElnmpuCUBSH3Y1idQCQk+7s7fOKceexomINdB4g01/Bua4t5I8aSyAUY9EJg0gZnonq8GJOy5XVcEIchxRFwVUyjeuHGXS2zMTY8RrO4VOw5cs1pT/97KTvEoqH2VS7g+5oD6cOmcqzzz7ITFuyzlJ5QRu+kZPwV9XyE8+LdMYs3Nt1Kt+8dDR3v/kMedkmzjtxOAv0zXRtKqPjnTIKbvgzOFIg2Em8q5W4vxVLRgEAz751gKU787jUk0exWofJm46iJX/mfdAG4NqJF7Oxbju/Ls+mOxDH59HQh83DpplJnXk+V2UPJFcdxvDsAf00c0KI/qRqJgZPvZBBE8+hrXY3B9c+wbCZV+JOl/8T+otmszH6medIhMO0vfE6itlE2sJTqH/8b33aZZ13Af4NG3uDYtjtFH33exy68w7cY8ZS8PUbiNTX0bFqJYcf+CMjHv0bqt2BHgoSPFhGIhDAdKR+V/W9vyFUXt5b882Wf/SOyDnsaA3zou/cSteO7XSsXoURjaJHo6Sfeirdu3cz4Os3YsnIoOmlF0idOesznDEhhBBCCCE+fyQQ148URcGdns68U2b391AEoCoqbqsLhk/FOXwqh9qqWFe5ntlmFauiUXrZL9BjURoeO5qqy+TLQdHMmLzpuEbMRHN6GRGB3EgcHybufuVVGprN2PWhLJoxiJFZR29cUcCpGyzqipN+0c94aWMbKZsaOWNmcZ9xDY7ouNesxogl8/mP8MX4weNb6TbsDHBGGentoW35wwDkXf1rrFlFn9WUCSE+RzRVIS0rA+Zf1d9DEYCmargsTuYMmg7A+prtLGtpZoBqw2o1cesFP2VndZzlT/+Nc51BHKYg3x5ZT3fbFNI6p7NwdDEWkwXUI6sI7G6effBvbGydzFRvIwvnje8TYENR6NBdPGmcxm+/MpRXqtdRVL2J2QOn9h2YrrJ2lUZMaUOxmsh0WOlZ9kesSpwaXwn+TjcPPlmLxdzAQ9+fR5rX/llOmxDic0I1mckoGkdGkWTs+DxQzWZUs5nsCy4EoP6pJ4jUVANgSk1l1BNP0bbibWruPZr+Mf2k+cQ62rEXFZF94ZeTL+ypyQwamsvF3muvRg8FMft85H/tht4g3IfZBw6i4MabaFu+jI733iN15sw+3yciEdpXrYR4HAAjGqH2Tw8A0Dl+AprFQu0f/0DjE48z9qVXUW22YzhLQgghhBBCfH5JLjshPiTSVEW0OXlT66jay3nN3WTEdJzxBPWP30G0vjwZQTsiEeiie+ubRJur6Vz3EgC+rk5uOtxOZiBIq2MHlmFbCdfms7t6Ezc+dzOHG5KrITxjTyLn4h+Tf/Wv2bl+I85tT/LKq2uobuxbA6Jn5yqMaAgMHYCK5hBmJXmzG927imDV7uR3hgGJ+Gc2V0IIIT5deVsVDd3NAOzaFcdTW4AvEScasnDDvZtobg+yKTKQmJH8OdbmD/HqexVUN3Tz8juHAJL//wN6KMi02Fqucr/Lsp4R+De8QtU9lxNtqwfggpOG8uNrpnLPN2Zx36pdvPSWnz++/ww90UCfMS3bvYVILIG5dB320WupbG8hfqT/Z1ZVUdXYmexP10noBkIIIT4furZtJdLUBEDPjh292xOBAHuuvopEd0+f9uGaKhqffIJQeTnNzz8HgB5KXlOizS3EOzoAMBSFmt//lm2LTiXm9wNQeMu3Gfqbexly731U33sPLa+8TPntH60b2vzi8xCLgWGgmExEamp6vzv8h98RaUleA41YDMOQa4oQQgghhDh+yYo4IY54f9dSDr37FNP9YQ6fdjn2aA9ZR8JuJl3HiARorT7E3x3nodrXMiLcwvTBU3GNPpF4dzvmtFz2P/ZzgoNPZtCcS8gIBaBlDaa4k6vOK+LR8pUAbNz8EgWLvgeAvWgUADkHXiDHEsdstZORklx9oOsGf35xJ5U1w/mKfRfmUCsA+VoL3/K8QWPCyyBTMx3vlxNVbTSVXMCg3MH9Nn9CCCGOenTrsyw9uAqzauK8EaeD2UGxuQmbEieHdvRgJ4c7WygcX8Gu6gL8QTveyadxTnYqL6wsJz/Lxffuf49Fk+ZSOjudxtoGrIdW4zel8cOTLejrkg9QO9e+SOaiG1BVhQnDs/D3RNi6yQBySU+14jAlrymRWILfP7ON7rZCvBl7CQMoOlFF41f+RaSoQWr0DPbWLcZV4uBLo2aTmero30kUQgiBoescuuN22t9+C83jIefSy/usXjOiUaKNDcS7uzH5fMS7uiAeJ/20RaDrtLz2Kiafj31fu56MM8/GVVqKf+NGenbuwJTqI2XadFqXvEYCaHn5RXIvvxLVYiFlxgkED5YRKj8IgH1AYW+fMX8nFXfdier2oDoc6MEghq73Hbii0PDYYlS7nfyv34RmlxXWQgghhBDi+CWBOCGAxp4W/rD3VYx0F92qwt4dL5MW1zGlLuS6nCDBujIqO1XWbw2xffBWVFeU7Xh5PnCQgZtVpgy+hhdfXcNCWxUcehrzZd/nrCIPI16owBzppsNwsihqIxzoZNb4uR/p3z36RAJlGznp9LNx2MwAVNT5eWf9fr7leYO4Fqdh6IW8srmdRe5dFKoNpJtbeM9poyQUJVPXeXldHaPnhUl1S8oXIYToT/tbyll6cBUA0XiCx9etAN3MqElZWGPTaGuox602sKZ7Pd+qbyTN0Ek4NX7c8WdGWYfznVGpHHr/bV4ITOKXFe386dYF5I+38ru/FtOt21nkLkA1F5CIRpg0fkGfvt0OC1NGZHPwcCffPu1M1CNpyLYfaGbPjv3c7FmKYjLzVsYi3tnVgxZ34zd0/KqCln2ASFM2mKO8XP0sF0yeJbVHhRCin7WvXEH722/BkdVvtff/AQDP1KmgqIQqKog1NdL09FO9+6h2B9W/uZu0BadgzcmhbekbAHTv3MH415eRdsqplH3nW5h9abjHjKV95QoAfCf3vaZYCwbgHjuWaHMLxT/92dExvf02/rVrkn253ThHjSawayeKyZQMyOk6JBJwZBVe/eJHyDrrrGM+V0IIIYQQQnxeSSBOCMBtcZJqT8Hc1c6CrhintAdQgOeijbTE2nD2NGLBRUrBblSXCwCrDuc0NbI6tZvndxfRmvDwbriEVFOQCXYzy1fuoHynwsn2at596SVOdzZgMmI4/iHVV6y9gUhjJfaiUdiLxwKgx6O4tz/FJZ5DpGvJNDPZ5a8wzlLA4vDJ/GxiBfGydfSYNaIRFdAZnufE47D0w+wJIYT4sDRHKk6znZDfSXjfRBIJA1DYldhCNFCFKxzgeqWa9V120uLJFQRthpXAwRFsie3lvLpWsrUI06wHqSQfm8VExZvP426sYGN4BHtrulCUOQD8Op7Gh6qPcqiuk6b2INNG5TC80AdAdzDKqi21DDB34FbDoIdJ27OTExNWDqXl4nAp9FS3Mb7Tz7rQcFp0D+OHZkoQTgghPgds+fkoFiuKoqBHI73bu7ZuRdF1jPhHU9ProSAAra+90me75nSCqlB9z28IV1QQrqige/MmABSLBYW+9ynd27cR6/STfuppvSviIo2NdL7/3tG+ursJ7NsLgGvcOMLVNcSam/ocJ2X6jP/CTAghhBBCCPHFJTXihACcFgdjY6djjZhYnOkgqCYfPk4ZmImj5zAAz+Q5eCfNRW44RlEwyg01bYwORDm/qZtzJ7goNjUxzXqAi+cVcqC6nQeW1/NmeDRLYtPYF80D48hbofFob7+Bsk3UPfJdoo2HCOxdQ6wjedMaKt9KYOcKRmhV7FaSj1gPW+OMdJXzo5lh0kbP5ZVMD++lOnkmKwXN7ePqK05F0+SftBBC9Lc0RypjvEVc2VTP5fbVmEn+/39+1mCMcLJmm8OAeZ2h3n0e6jiJRHsOibZsAuNOpMJmZk1+lGsvy0TZ8hzuPS+wyLGN8fY6AAzDwDAgnjj60HT5+mpue2ANVQ1dvL6mknAk+XB21ZbDrNlZz45IPqvMg3gvPJRZ5t2c6djCd2fBadOGc4lrDfOs+znftZH8TBe3zLn4M541IYQQH8c+cBC2QYOSQbgP1VlLnTnrY4NwfagqKTNn9X4c9MMfUfWrX/auZkPTer8z4nGMxNH0knWP/pWD3/su4apKGj+02q75hefwr1+X/PDBCxtHxpF19rlknX/B0f4VBdfIURR+69v/39MXQgghhBDif4I8tRcC6OropHLfampcOgcdFp43F/M8C5hxznmoFjs6ENGSN7650QQndwTYkumjx51CzvSr8IVrucmznOkpzRRPnsWmfY29x55z4UWMOTmHP+al8tdcL/78ZB23PQfe44UVDxCKJh/EeiaditmXQ01jFy/vA3wFWHMGs8c3h3VeOw/npfL7Ah8NO19k3bN/4KB/IACpQZWwMxfV5uqXuRNCCNFXa/UuFmx4hyGJTsZYaig0tTIgz8oZ02aBqqEDUSOZlKAunsKa8GDmpNSQ64tz26w57DCCPJSfSjjbzayhowlV7EgeWFH52ldO5YS5CSwl67GUbGBgfrKO264tr7HrjaeIRmOoqsJFC4Zjs5rYX91OTUM3WT4Ho4dksW1gJrqR/PmnA79cdpDfPr+WKj0VgAy1g+8WbsVhlZ+IQgjxedD08kuE9u/rE4RzT55MxumLjgbC/oHmcmHOzmHgD+8g0twMgG3gILzTptO1ZQscWQFX+uBfcI+f0PvZVlAAQPVv76PuoQcxIhEUi4X8678GgH/DemLt7VgyM0mdOw/V6ezTb/kPvt+bOhMAw8BeXIxqkkQ8QgghhBDi+Ca/iIUAmpf8kfGevYQCXhKGmcl2N56Tx/Ll3y5BK0onw2RifmU3u6xepkXjPFyYQlhTiBSN5/3Xw0Sjdqb4SrgovA8jFuKcucVEonFOGJPP8CIfL79np61zJgVTw2S60llbs5kHtv+dqM9Gl5LgNH+c9PlXA/CHZ7ezv7qDbYVn84sLh3LRU3exypSs+xZVFOwRjVWBUjLaPWS1mbnEugFoJlx7AMegMf08k0IIIcJvPIT1yPPSapsV2xCdOYNTuO0Py7nKbqLTlMO7/jyGmRspN3I5z7oOBZg9Mp3oG08zw9A5kOOljE5UFFJnnk/nptfxTjyFSGoOzZVV2CPDmDnTilkzsXb/KjKWLeZsKxBX2GMfz5fnJ1dT3/34Zlo6QkwfncPNJ/toeHY/fmcCdOjESm1PHgBPR2bS5HYRzasip3UHee0NWNLz+3MahRBCAHUPP3j0g6bhGjkKV+kIym75JgCqw4EeTKaiRFVB10n09JC28BQq77qjd9dI7WFUk4n8r36V1uXLyb/6K2hOB3F/J5rHQ9a555MIBGh87hmanvl7736OwUPIOudcjHicsu9+GyMaJev8C/FOnUbX5k0oZjNGLJZsrB9dUfeBlldeZsCN30imxRRCCCGEEOI4JYE4IYA99jgvWLwoBsyyXUDAncHb+1YSN8dQLRGaifBsaCrhNh+z3EsZGI6yz2nFvnsn0WgeoHBASWOzaRK3/v5dzCXrcefamDTmu2wva2H7gQ7Aw7zMBSzd/w689QipPidNVhPZ7mxyFn2FLfubeHzpPhxWMy4lxCLzPnY9vpjmRIgTglEydS8pgQBvx0rZFC0G4LIRGpQnz0ExS304IYT4PDASyRRdBtA85ywmWV28tmk945VOnEoEZ6KW8521aAqMNA6jKMmFDq9t72ahKfkQMzOaYKzJRv09V4KRwJyahaVoFCs31VNW2Q34WDhgDn/b9hLLlvj5nubAqwZJK07lx6dNpXvXO/g3vMa8tFG81mmjoSXA64+9zji9Ew+AyYJNj2M3dROKuwED26xi1rckUySf4XAiVxUhhPgc+GAlnKaRe/kVKBYrDY892rtdjxytG/fhQFj7ypV9DmPJymbT7BMwYjFcI0biHDmKuof+TOjQIQCyL/wyh+68g8733u3dxzNxEgN/cDsNf3+StuXLseTmEamqpGvLZlreWILe05NclWcy9aan/ID3hJn4338PFAXV4TgmUyOEEEIIIcQXhQTihAAKppyJsvZBbLoO25byeM8kTKkazrQw9kQ+cwcV8dpmMwB7YnlcUL+LLXEfI+zdvE4yJYxi5LFZtxI1NaIQoSMc4WtLfkCOLZ8RxSdgt1hRFVj8wmF+qUUZHoyw2TGaU667DZvdzGsPr+NQrZ+bU96iKLWBWAf8vCidkGblXHM2E/ftBGCY2souJUiKGkTLGoKpJQPN4cWaVdSvcyiEECIpZdqZtC3/Cx0mlZfKVqArCiaHme0ZAxmmDKFgxDCi65ZjJ0ZIt2BWw7TpDg6r+ShsAMDmSmF4ZwASybqisbZ6bnzhFlJSShlaOJYcn5vDgSpe37CfWPcYfsEZDCtUuP3yRdhMVmpfe4VoczXTTLVMS42xunMYI20HQQHbgBGEa/bgAM61beXFwBSGmRqYkjWRbV27KErNx2Pz9PMsCiGEAMg6+xwanngcEgnqH/krAJrHgwqYfT6806bT/PxzH9lPc7mIt7cBYM3LI9bWihFNXlN6du9iy+wTcI8bj2PYMNyjx9Dy+pI+QTj3xEkMvec+VIuFhscWE/f7UczJ+6HQofLedp7Jk+nasOEj/fvmzKVnxw5Spk9H+YQUmkIIIYQQQhwvFMP4ULJ5IY5jO568HeXwPoIRFz/rOguvW+ORH5yC2aRQ/ftrafLHWBYaw+F4Grd4lxLLG0vm3Iu56+ky6lt6OM+2hkJzO5VKHtH0CgKaypoUB95YgrMCCrNmXsadbyfYX93BGEslmUo3b0VGYTFp5GY4WTC1iBUbq7kh9EcUIKYq/KIwjaCmMid/LosMOy41xso332esuYqWhJu1Q27iytNHkOK29vf0CSGE+JC7Xvg+5ZF2QoqGEXJRkOnivtN/hK7r/PFP3+DkjiasSoIDsRwe7ZnNlKlpXD6hgMCSe6iIdPBQfioDwjEu6IiREgxQYzXxQIEPPegipWs8X184jwdeXU9jowFqDNXdiXXoFqxmKwWeHL6eOhJ969vEWmoAaNE9eJUAFiWBf+qlZGkJnC4nLcsf7i0YXDn2a0ybNwuHzdyvcyeEEKKvTXNmYYTDvZ/dk6dQ8rs/EO/uYuuCk/vUjwPIufwKXCNGUfmLnxHvaO/drjgcGB+ksTzCNqCQQXfcyYGbbiAR6OnzneZ04SwpwT1+Aq3L3iBSU/ORseVdez16OIQlK5vqX//q6PZrriPn0stQzXJNEUIIIYQQQgJxQhwRaaykdtXz3Lk7jWJ3OVMSzdQOyUDrauOAluD01h5sISvPBydzpnMzmVqAbSO+weJ3k2+aLkrZS2tOGWGLlfPqWjHr8KOiTM5q9zOlK0wCldsClxCNh7EldIL0TdFyxsxBXHPmKJpeupfgoW0YNi/tgSbqLGbSu238NXgSd3/vLN5Zsoxx1U8A8HD3HNTCsfzsqyf0y5wJIYT4eHuay3h+z+vUrtVxdzmpVLwMndrO6IbNTGzvwgz06Fb2xXJ5SRuKadh+fuIZjLFtBQC/Lc5lfkMrAxMq9kiYNpPKr4vSiRwYj+7PxGKPYbF3gamD1KCC4vHTkt+MYSSzhF0y5mwWDZ1Lw1N3EW2q4on4VKpaHbi0IIdiuTjtGo/evpC6x3+E2nQAgPXhYmIjF3H5BTP7efaEEEJ8WPvqVTQ8+QSB3bt6tznHjE1+TiQ+0l7zpuAZO5aOd1aDqqJYLBjhMIrVivHhVJZHqA4Hejj8sTXeAIrv/Akps2az79qvEG1tIR4KwYcCg+bsbMa+8DLbzzqDWHNz7/acK6+m4Nrr/gszIIQQQgghxBeb+i+0EeK4YM0eSPGXv4OptI5TlYMMpYPC2kqWulQqHBb+lJ/Ko9589sQKWBceCobOeG87Y4dkcNKkAcy45hy2u23styqUDx/PAfsgJlamsqOzhAQKG/U8Yu5a9ISNoJqsvOPRokwcns6oIg8nZTSx+9AGVgwaxMEzvwLdrfjiOqOCEXI0P0VqI+t3N6B7ctA1K3FDxa/bqWnq+afnJoQQ4rM1InMod8y5mWvV/VTGM4nHHFTsgWlHgnAG4FIjTLJWMi17DVElROuAwdgKSvBOPYO7Rp5HaTCKPRImUjSaA65sbqppY6ZWDuikOw8yOHsNiaJyLIP28o3wbgqbsxifXUqJrwSts4D1FTvQ84rxnXwVm3pcNOkpHIrlAhCOJlhVsZ79g0dhqBoGMNV2iFHtb/X31AkhhPgHvhPnMOLhv/bZFtix/WODcAAJfyfe6dNxjhxJ/vVfJe+KKwEwIhFcY8ai2O192uvB4EeCcJrHi3vCRDyTJpMIhWhfuQLPxIkU3HBTnyAcQKK7h8bnnsUzaXLybZAPxrhn93987kIIIYQQQvwvkBpxQvyDicUDWdddzoyuCDU2M/HWPLTUJmKmBO1p3Zhq4mxw2ziQ5+M2u8FPrp8OQDQRY3L+WALRIG+v8nCJYydmp0Jl61C6rDZ25feg+AMAqKYoetRE9qD32OuOcX5GHsbqbezw2HglM1mX5zqXjaKuGP60AYQ1DydPOJNfPLUDw4AXlTOwagZtCQenjsrp1/kSQgjxybIGFDG7Zx+b9UGEM+rZUFfEOPNhLEqCyJFnlaph4IzrGJ50ci/7KQCJUDehgWNAM/GLnZl8z74TRYEzjXLWMInLYmVsiuuABVfCwASc3l5H3po9vOtdxJ8rDzA/ZR1Z6kFagQGDC6nzp5HJUByKh9Pn5PPQjj8Q3DoXj34mF6VsZrhSzaAxY/t3woQQQnwi28CBhCsrUUwmjHj8U9s6S0aQecaZAEQaGuhcuxZzejodK1f8S30luvz0bN+OJSeHql/+/OgXqgomEyQSWPPyMaX5SDtpPjX3/Lq3iWKzYUQipM1f8P89VSGEEEIIIf6nSGpKIf6Bbug0djeT7crkx2/9ih0b08hMhEkt2E2pP8Gq5pnYBuyhI62HISY3Pzvn7j77R2IJLrvtWWxj3yFkUljYEmB2Z4AlGS7WpDjwddq5uKWNRMLKE4Ohy6QxWnVxUVkFzWaN+/NTSWDh4sowJbRTfeLP+N3LZYweZuWAfSm6YRDZMw0jaueh204iJ83Zb3MlhBDi0xmJOLHOZsy+HL766m3Uby5hXqKGec6d1NtUBodjvW0TeYMZcsWv+uxf52/h9p+/xg/cr6MooBvQprsJGmYKTO1sU9N4vX0GViXBtz1voCkGh+wj2dDi5kLnOhQFEprGH9PTaLDYeWjYiXSs+BvKkPGEy7fSFXNxT9dphA0zL/1kHprD3Q+zJIQQ4l+hh8NEW1qw5uayac4siMU+sW3qvJMY8tOf99nW/u47lN/6nX+rT1NaGvG2tg9tMEE8jsnnI33BKTQ+/RQpM2bS+f67R9tYLIx/7Q1MHs+/1ZcQQgghhBD/q2RFnBD/QFVUcj3ZANx4wrX8zfkih2vKmdXUTUEkxoGh73PImSw63hDxf2R/s6ai2NwoGICCho6iwOkdEab5QzhiJuxEWBPP4eSGZg67I8z0J29uM2MJflDVyn3+U1iOQYlnGZs27yWha+ypr0IbFkEBzK4g0wcOkSCcEEJ8zimaCUtaMh3kD068kYPGk+Qf2IspniA3nDhypUjSmqo/sn+aw41p2F5oSH5WFcjQuolgQgW0iJs23QvA4p5ZjLIcZoyxj0EuHeVICkxTIsHsw3b+FpxNVWAVXsOg+9B2XLpBhtZNhjnEpOmlEoQTQojPOdVmw1ZQAEDpnx6k+ve/I7h3z8eujuvesuUj21wlpZ/egaLAP7ynG29rS66C+yB15ZG+Ej09tLyxBAwD/4Z1R3ewWBjw9RslCCeEEEIIIcSHSCBOiE+R4UyjvqeRei3Gm2ku2s0asSNPTNNjOldlfjSFl6oq3HH1dLY88TYZjkbULi+Yw9T4ppLRtJ7XQ2PYGCkmZo2Rkr6eAXo33niyvsMOj4Oqrlwa42mcat8OwOm5TbS3Bjic0kW6aQAnloznS+efjKpIiUchhPgiKfDmkji0Gz0eIY6KjQ/V41FUvJNO/8g+NrONaxdchr74TjSgPeHgzdgkJqZ3k9O1m63hQkAhX2vjdMc2WhMurErymrLR68DTbWZwops90Xx0HbZmj8MRb2aHzcWJ5lymj5rC/RMWfpbTIIQQ4r/AUTyYwM4dH/udYjKRe/XVH9luycgg/xs3U/u7+3q3mTIyMKJREn7/R4Jwvf6hfhyAEYthLy2lZ/t2jFgM54iRZJ9/gaSjFEIIIYQQ4mPIk3wh/olTh8whK2ZQ2hMhqioYisJpGWO598LfkzXlSyze9hxVHYf77FNS5KMy5wL+Wn8Wy0Njicy8nve1qXy/88usjQ7nPPcWzsldRtgepcxppTorl+cy3ViiUc6gnF+kPUlrTjN/to5h5+EIvoLddLcMpmJtKR2H8iQIJ4QQX1DeqWcQNKyY0FGPrIazjT+Ngbf+ndbR03hs2/M09rT02Wdi3mj86WNJGPBGaBzTzjyLNxIzuK3zQnYlCvlqyipu9i4lS+tihKWelQVjeCIjlRdaZvF0+zx+3HkOeVoHY1IOssNczosZXvYcmsv9u8ayOjCk3+ZCCCHE/59qs5F59rkf2Z573fVMfHcNtrx8an7/O2LtbX2+zz7/AsyZWb2fB//kZ6gWy5GDqihmc5/29kHFHz8Ak4lo89HrVWDPbhSTvOcrhBBCCCHEx5FfykL8E/OKT6Bk7ZuEO/bgixk8HZjKG3sdzG+5h0dsYfaEW1hfuZs0h4Wm9lquj3vIiiZY2NzFAdsi/A4fueNn4qjdDUBBlpvR0SoS3TFqnFY8kQiVqQVs0+MUhmMo4TgvZ3jY4QHDaEDb7aTYmgBdQ7F3c7C27Z+OWQghxOdT6oxzeGtTLRMD79Ku23khMIXKnSrzLPezw19Hc6ybXU37CccjtAbbGZ4+mNZgO112jXDwCnIz3UwfncvbG2sAOHtQN8Pbky+DdJgtbHKZGah3MLG1mzO1lTi8Uep1H/laOyegcHtPOhgqiq6Qq7VT1VoLfMJDViGEEJ9rhbd8i/aVbxPv7Ozd1vzsMwR27cK/cQPE4/Ts30u4qop4VxcpM2cS2LkTwzDAbMYzbjzu0WPQ7HZigHPkqKOr7I6ko4x3d39857EY0Yb6PpuClRX4mHdMz1kIIYQQQogvIsUwPin/hBDiA4ZhEKkr44bHltHUXsRo7x6u0rYQVFXuLvIRaMvHlJG8EV3U0s0MfwiA1BMvIXXGWfxx/WJ2NO5lbuYZBFtSqFy3khHWalwLJlPYcIg/BytptZgoCkWZ0RniyRwvhgGmmJs57ovp8rzL+oYyVFMcj5LBX86/q59nRAghxP9XQjfoPFzB9Y+9Rdifw4y0DZxvHKDFrHHvAB+Gonzsfl+ffDmzCifR+OwviDTX0Dj2Kgo7NhHavRoDsM28gL8HKzlt6yashoH+odQHhgG1tnRaTvkS6w9vYez+Q0wPdBPKLmLE1fd8pucvhBDivycRi9G1cSMHv31z3y8+qPf24bpvmgaJZPriYX+4H1dJKfu/eSPx9g6yL76YjndW07VxI2gauVdeTfvbbxGuqvzYfjWPh7xrr6P+kb8Sb28HwDNlKsN/+/tjfMZCCCGEEEJ88Uh+OyH+BYqiYMsfRtHEGJbhG8jOPJRMJ6brWLpTmNCexYK2HiZ3R5mRUYLv5KswjVvEqtAwyg638V71RvyRbtrbVnHSKBcJVLZkwOOHV/Pb6GHGdIUB6FFUNscGJTvVFQprBvElYwUX5E4gxeQDwJ9o5eV1O/tzOoQQQvwHNFUhrbCY7LFNWIZvICe1EQBPXEdDwWtxA2BSNWYMmMiFI89gfuECmitSqa+uJXRoG3p3G9HK7XQMOJE90Txq4mlE3nuG6bu38WqGi71OCy/4UtgSLQQgYFjYY0xg5sEDXFN0MgOMZBoye2MVPfvW9uNsCCGE+E9oZjOpM2agOp3JDR+kljwSfDOlpQOg2Gykn34GuVdcSdYFXyawfx9d27YS2L2bSH0dXVs24xo1OrlvIkH9Xx76xCAcgDU3l8Du3eRf/1WUI6ktuzasp3v37mN7wkIIIYQQQnwByYo4If4N5W1VPLdnCdPzxtO1cyVrOispHXsapwcV2lc9waF4FrlaJxklY3nemM/y9dWkuK1cfqmTDeueYX5dM9lZgymv6aAyrYdl6S5UFIoVB2WRON6mNJwtWVRabXisZm7mLVLx02rK4aeBidhGbABglO1Ebv/SBf09HUIIIf4DOxr3suTAChYOnEHF2mdZF2ll7pQLaQ608dbBVQwMxaixmZg7dC6HtxWyeV8Txfle7pjczuoV63mrZxh5Q4awfn8HZzs2Mtu2n3qbhVcLC6gIJIjVDUJvy2eQqQnd4+V6XsFOhArTYLZ0pnKeaxMA7nHzyTj1uv6eDiGEEP+BtjeX07r0DTLPPZ+qX/2CWGsLg370YzreWU3H6lW97fK/+nXa336T4MGDeGecgC0vn6bnngHDIOXEOXR+qC2ahsnnI97St3apKSubeFPyJRLN7SbxofSVBTd9g5wvX/xZnLIQQgghhBBfGFIjToh/w+C0Ir4/6wYAjEHTmBXpxmvzoMejPL9X5bX9kK118HVzC5sOlAFW3E4z2a4MFnabSY0niNYdIDr9PHy2bIaGNlHWXsFBI0BK03huDr+NzbOdF23jOCFagTfhp1tVWGG1ooQS2LsGk56p8NV5C/t7KoQQQvyHxmSXMia7FIBx+WNZEAvisboIRIOM3rMNX/1ByuwWDg4Msb++FjDjtWtYcwbRrB7i2943aGjwMnjRVRTpC9hVH2FUdSWXH6zkV8Ez6Qi6AOjMcpCSOIA1EsEAQpEIdQkfjdYiCtPM+OZd2s8zIYQQ4j+VNn8BafMXAOB98WX0QACT14tn4iQCBw701nML19USrknWFjV5PHgnT6bpxechHqdz9Spyr/sqqqbR8NQTJDo7k2knP5Te0pKbR7S+rrffRCCQPFZaGo6Bg8g+/8J+OHshhBBCCCE+3yQQJ8T/k6IoeG0eAFSTBSVjEOyvQHdm8HZamPYWDQBrbhV3rX4epwd+0J7MB/tU1RZC7h4ytWT6MQxId6SihXUASrqaSDf7WZtiZ0mGGwhiy9nCj078EcVZ2f130kIIIY4JVVXxWJOBM6fFQYEznQAHGezNZVV7Cz3+VADmGeto/PsGphp2UMCnBnBu+COeeAyTM3l9MBsGmV47HcHksbsi3fg6s1CTlyxGaIcpSW0k67q/4nY7++mMhRBCHCuqyYTq9QJgSU/HkpZGtKEez6TJdL7/HnokmRY/WFZG29I3+uxb//CDoOuYUlKSGwwDLTWVxJE6cNHGhr6d6Tqax8vYF15GtVo/k/MTQgghhBDii0YCcUL8l1xxeinDi3wMK0zlgH83Gwe8j61nIEMLvdTVASSDbFvUTHpiTjR6CHZFuMrfSV0kjRUBO/VaCl41TF08hQFaK+s89uTBDXBZnWSnevr1HIUQQnw2Mk7/Gs7hU7EXjeKEw5uo2LcPb6KQAZl29Hbo1q28GRpJ2Bni4niyHk/AH+aF0In4vT0YGQ3M7ehkjLmGiqCPpe4CQroZuxoDwOJNw+W09fNZCiGE+CwM+dWv6dqymZTpM6h9+CGaX3gOa0EBZl8qoUMfaqgooCfvWeKdncltuo7J4+kNxH3w/YfZi4okCCeEEEIIIcSnkBpxQhxjuq6zqXI9lqWPkhoOk3v5z/n90v3sadjKBfEyBqo9vBqbRUmBi+KG12g3q1R2DWQPxaiDd3PQFiPNnsrdC27DfWS1hBBCiOOTHo9Su+V97nqtnajJxX3fOIG6539BsL6ORwKzaVFT8AzfT1GilEBZPWc7N5Gt+XkzJ5NR7UFyIj2YswaRd+mdqFZHf5+OEEKIfhTv6aHp2WepW/wItpxshj/wIHuuvIzYkZpwitWKZrdjTs8gVH6wdz9TSgrx7m5IJPBOncqQX9yNapOXO4QQQgghhPgkEogT4jNiJOIYho5qsmAYBgde/z3h9gZKzr4VqyuVinuvgFA3e50WlgXGkpo2k+9fPY4Nh7cxKms46U5ff5+CEEKIz4lYPIGiKJg0lXhC56dPrCYcjXLH5fMwaxpnffc1AGZYD3CWcwPlM09nwfizCJZvwTl0EppDVlgLIYRI0sNhFLMZRdNIBHo4cMvNaA4HQ++5j2hTIzvOPrNP+7xrryN9wUK6tm7FN3cemkNe7BBCCCGEEOLTSCBOiM+Jwysfo2Hz67ye7uLEGV/nxKHjURSlv4clhBDiC+j+x99h285qvuxax+jLriNj4Nj+HpIQQogvICORYN/Xrqdn5w4wmyl98C+4Skr6e1hCCCGEEEJ8oUggTojPkZrOOoKxMMMzivt7KEIIIb7gwnUHUVQNa86g/h6KEEKIL7iubVsxp6ZiLxrY30MRQgghhBDiC0cCcUIIIYQQQgghhBBCCCGEEEIcA2p/D0AIIYQQQgghhBBCCCGEEEKI/0USiBNCCCGEEEIIIYQQQgghhBDiGJBAnBBCCCGEEEIIIYQQQgghhBDHgATihBBCCCGEEEIIIYQQQgghhDgGJBAnhBBCCCGEEEIIIYQQQgghxDEggTghhBBCCCGEEEIIIYQQQgghjgEJxAkhhBBCCCGEEEIIIYQQQghxDEggTgghhBBCCCGEEEIIIYQQQohjQAJxQgghhBBCCCGEEEIIIYQQQhwDEogTQgghhBBCCCGEEEIIIYQQ4hiQQJwQQgghhBBCCCGEEEIIIYQQx4AE4oQQQgghhBBCCCGEEEIIIYQ4BiQQJ4QQQgghhBBCCCGEEEIIIcQxIIE4IYQQQgghhBBCCCGEEEIIIY4BCcQJIYQQQgghhBBCCCGEEEIIcQxIIE4IIYQQQgghhBBCCCGEEEKIY0ACcUIIIYQQQgghhBBCCCGEEEIcAxKIE0IIIYQQQgghhBBCCCGEEOIYkECcEEIIIYQQQgghhBBCCCGEEMeABOKEEEIIIYQQQgghhBBCCCGEOAYkECeEEEIIIYQQQgghhBBCCCHEMfB/IODK6yeVP8sAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1440x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata, color=[SAMPLE_COLUMN, GROUPING_COLUMN, CELL_TYPE_COLUMN], wspace=.2, frameon=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Standard Analysis (Without Sample Variance)\n",
    "\n",
    "First, we'll run analyses **without** accounting for sample variance. This serves as a baseline for comparison.\n",
    "\n",
    "### Differential Abundance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T05:57:36.776503Z",
     "iopub.status.busy": "2026-03-26T05:57:36.776277Z",
     "iopub.status.idle": "2026-03-26T05:58:22.457335Z",
     "shell.execute_reply": "2026-03-26T05:58:22.455829Z",
     "shell.execute_reply.started": "2026-03-26T05:57:36.776482Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 05:57:36,779] [INFO    ] Condition 1 (Young): 2,917 cells\n",
      "[2026-03-26 05:57:36,781] [INFO    ] Condition 2 (Old): 3,116 cells\n",
      "[2026-03-26 05:57:36,789] [INFO    ] Fitting density estimator for condition 1...\n",
      "[2026-03-26 05:58:03,480] [INFO    ] Fitting density estimator for condition 2...\n",
      "[2026-03-26 05:58:22,431] [INFO    ] This run will have `run_id=0`.\n"
     ]
    }
   ],
   "source": [
    "da_standard = kompot.da(\n",
    "    adata,\n",
    "    groupby=GROUPING_COLUMN,\n",
    "    condition1=CONDITIONS[0],\n",
    "    condition2=CONDITIONS[1],\n",
    "    obsm_key=DIMENSIONALITY_REDUCTION,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Differential Expression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T05:58:22.458605Z",
     "iopub.status.busy": "2026-03-26T05:58:22.458377Z",
     "iopub.status.idle": "2026-03-26T06:01:24.917889Z",
     "shell.execute_reply": "2026-03-26T06:01:24.915956Z",
     "shell.execute_reply.started": "2026-03-26T05:58:22.458584Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 05:58:22,462] [INFO    ] Condition 1 (Young): 2,917 cells\n",
      "[2026-03-26 05:58:22,463] [INFO    ] Condition 2 (Old): 3,116 cells\n",
      "[2026-03-26 05:58:26,402] [INFO    ] Fitting expression estimator for condition 1...\n",
      "[2026-03-26 05:58:33,174] [INFO    ] Fitting expression estimator for condition 2...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4ec69d25bf1e41c0837a2e4349ad4617",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting expression:   1%|1         | 1/81 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5b8fe4f085204e889a343dc315bb91a1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting expression:   1%|1         | 1/81 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e7ef9f5559694bf189d242e033509728",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Computing GP covariance (diag):   1%|1         | 1/81 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ae4b5071382a47b885ce0b90804eaca8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Computing GP covariance (diag):   1%|1         | 1/81 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b1215ddbec4d494db1d27cfa3d49a171",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Computing Cholesky Mahalanobis distances:   1%|          | 1/183 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 06:01:20,302] [INFO    ] FDR analysis complete: 192/16285 genes significantly DE at FDR < 0.05\n",
      "[2026-03-26 06:01:20,304] [INFO    ] Mahalanobis distance threshold for FDR < 0.05: 27.3487\n",
      "[2026-03-26 06:01:24,716] [INFO    ] This run will have `run_id=0`.\n"
     ]
    }
   ],
   "source": [
    "de_standard = kompot.de(\n",
    "    adata,\n",
    "    groupby=GROUPING_COLUMN,\n",
    "    condition1=CONDITIONS[0],\n",
    "    condition2=CONDITIONS[1],\n",
    "    layer=LAYER_FOR_EXPRESSION,\n",
    "    obsm_key=DIMENSIONALITY_REDUCTION,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis With Sample Variance\n",
    "\n",
    "Now we'll repeat the analyses while accounting for sample variance by specifying the `sample_col` parameter.\n",
    "\n",
    "### Differential Abundance\n",
    "\n",
    "When accounting for sample variance, you may want to relax significance thresholds slightly, as the test becomes more conservative:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:01:24.920370Z",
     "iopub.status.busy": "2026-03-26T06:01:24.919838Z",
     "iopub.status.idle": "2026-03-26T06:02:29.765276Z",
     "shell.execute_reply": "2026-03-26T06:02:29.763423Z",
     "shell.execute_reply.started": "2026-03-26T06:01:24.920318Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 06:01:24,924] [INFO    ] Results with result_key='kompot_da' already exist in the dataset. Previous run was at 2026-03-26T05:58:22.404716 comparing Young to Old. Fields that will be overwritten: obs.kompot_da_Young_to_Old_lfc, obs.kompot_da_Young_log_density, obs.kompot_da_Old_log_density. Note: Only fields NOT affected by sample variance (like lfc, log_density) will be overwritten since they don't use the sample variance suffix. These results will likely be identical if other parameters haven't changed. This is a partial rerun with sample variance added to a previous analysis with matching parameters. Set overwrite=False to prevent overwriting or overwrite=True to silence this message.\n",
      "[2026-03-26 06:01:24,929] [INFO    ] Condition 1 (Young): 2,917 cells\n",
      "[2026-03-26 06:01:24,930] [INFO    ] Condition 2 (Old): 3,116 cells\n",
      "[2026-03-26 06:01:24,937] [INFO    ] Using sample column 'Replicate' for sample variance estimation\n",
      "[2026-03-26 06:01:24,939] [INFO    ] Found 3 unique sample(s) in condition 1\n",
      "[2026-03-26 06:01:24,941] [INFO    ] Found 3 unique sample(s) in condition 2\n",
      "[2026-03-26 06:01:24,943] [INFO    ] Fitting density estimator for condition 1...\n",
      "[2026-03-26 06:01:29,325] [INFO    ] Fitting density estimator for condition 2...\n",
      "[2026-03-26 06:01:35,517] [INFO    ] Sample variance estimation automatically enabled due to provided sample indices\n",
      "[2026-03-26 06:01:35,519] [INFO    ] Setting up sample variance estimation...\n",
      "[2026-03-26 06:01:35,522] [INFO    ] Found 3 unique groups for variance estimation\n",
      "[2026-03-26 06:01:35,524] [INFO    ] 3 groups have sufficient cells (>= 2) for variance estimation\n",
      "[2026-03-26 06:01:35,525] [INFO    ] Training estimator for group 1 with 944 cells\n",
      "[2026-03-26 06:01:42,608] [INFO    ] Training estimator for group 2 with 1,007 cells\n",
      "[2026-03-26 06:01:49,208] [INFO    ] Training estimator for group 3 with 966 cells\n",
      "[2026-03-26 06:01:55,498] [INFO    ] Found 3 unique groups for variance estimation\n",
      "[2026-03-26 06:01:55,513] [INFO    ] 3 groups have sufficient cells (>= 2) for variance estimation\n",
      "[2026-03-26 06:01:55,513] [INFO    ] Training estimator for group 1 with 1,057 cells\n",
      "[2026-03-26 06:02:02,709] [INFO    ] Training estimator for group 2 with 1,019 cells\n",
      "[2026-03-26 06:02:09,535] [INFO    ] Training estimator for group 3 with 1,040 cells\n",
      "[2026-03-26 06:02:20,405] [INFO    ] Computing sample-specific variance for condition 1...\n",
      "[2026-03-26 06:02:25,314] [INFO    ] Computing sample-specific variance for condition 2...\n",
      "[2026-03-26 06:02:29,725] [INFO    ] This run will have `run_id=1`.\n"
     ]
    }
   ],
   "source": [
    "da_sample_var = kompot.da(\n",
    "    adata,\n",
    "    groupby=GROUPING_COLUMN,\n",
    "    condition1=CONDITIONS[0],\n",
    "    condition2=CONDITIONS[1],\n",
    "    obsm_key=DIMENSIONALITY_REDUCTION,\n",
    "    sample_col=SAMPLE_COLUMN,  # Enable sample variance\n",
    "    threshold=kompot.DAThresholdSettings(ptp_threshold=0.1),  # Relaxed from default 0.05\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Differential Expression\n",
    "\n",
    "For DE with sample variance, memory requirements increase because Kompot computes gene-specific covariance matrices. We'll use several strategies to manage this:\n",
    "\n",
    "1. **Limit to top genes**: Analyze only the most significant genes from the standard analysis\n",
    "2. **Use disk storage**: Store large covariance matrices on disk instead of in memory\n",
    "3. **Disable null genes**: Skip FDR computation (set `null_genes=0`) to avoid computing sample covariances for null genes\n",
    "\n",
    "#### Resource Planning\n",
    "\n",
    "Before running, estimate resource requirements:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:02:29.766543Z",
     "iopub.status.busy": "2026-03-26T06:02:29.766298Z",
     "iopub.status.idle": "2026-03-26T06:02:29.787827Z",
     "shell.execute_reply": "2026-03-26T06:02:29.786483Z",
     "shell.execute_reply.started": "2026-03-26T06:02:29.766520Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "RESOURCE USAGE PLAN\n",
      "================================================================================\n",
      "\n",
      "System Resources:\n",
      "  Memory: 308.22 GB available (of 754.59 GB total)\n",
      "  Disk:   377.28 GB available at /tmp\n",
      "\n",
      "Total Requirements:\n",
      "  Memory: 1.60 GB (1% of available)\n",
      "  Disk:   74.51 GB (20% of available)\n",
      "\n",
      "Memory Allocations:\n",
      "  • Mellon precision matrix L (condition 1, 2,917/3,116 cells) (np.int64(2917), np.int64(2917)): 64.92 MB\n",
      "  • Mellon precision matrix L (condition 2, 2,917/3,116 cells) (np.int64(3116), np.int64(3116)): 74.08 MB\n",
      "  • Imputed expression (condition 1) (8090, 200): 12.34 MB → adata.layers['kompot_de_Young_imputed']\n",
      "  • Imputed expression (condition 2) (8090, 200): 12.34 MB → adata.layers['kompot_de_Old_imputed']\n",
      "  • Fold change (8090, 200): 12.34 MB → adata.layers['kompot_de_Young_to_Old_fold_change']\n",
      "  • Standard deviation (condition 1) (8090, 200): 12.34 MB → adata.layers['kompot_de_Young_std']\n",
      "  • Standard deviation (condition 2) (8090, 200): 12.34 MB → adata.layers['kompot_de_Old_std']\n",
      "  • Temporary matrices during predictions (batch_size=0) (8090, 5000) + (8090, 200): 320.95 MB\n",
      "  • Peak intermediate arrays during predictions (~25 arrays) 25×(8090, 200): 308.61 MB\n",
      "  • Function predictor covariances (per condition) (5000, 5000): 381.47 MB\n",
      "  • Combined covariance matrix (5000, 5000): 190.73 MB\n",
      "  • Cholesky decomposition (for Mahalanobis) (5000, 5000): 190.73 MB\n",
      "  • Per-sample imputations (3 samples) (3, 5000, 200): 45.78 MB\n",
      "\n",
      "Disk Storage:\n",
      "  • Sample covariances (per condition, 3 samples) (5000, 5000, 200): 74.51 GB\n",
      "\n",
      "Output Fields:\n",
      "  adata.layers:\n",
      "    - kompot_de_Young_imputed [OVERWRITES run_id=0]\n",
      "    - kompot_de_Old_imputed [OVERWRITES run_id=0]\n",
      "    - kompot_de_Young_to_Old_fold_change [OVERWRITES run_id=0]\n",
      "    - kompot_de_Young_std\n",
      "    - kompot_de_Old_std\n",
      "  adata.var:\n",
      "    - kompot_de_Young_to_Old_mahalanobis_sample_var\n",
      "    - kompot_de_Young_to_Old_mean_lfc [OVERWRITES run_id=0]\n",
      "\n",
      "Info:\n",
      "  ℹ Cell batch_size (0) processes all 8090 cells at once. Consider reducing via gp=GPSettings(batch_size=500) to lower peak memory by 301.12 MB.\n",
      "  ℹ Prediction creates ~25 intermediate arrays of shape (8,090, 200). These coexist at peak memory (308.61 MB) but are freed before completion.\n",
      "  ℹ Disk arrays will be stored at system temp: /tmp. To use a different location, set storage=StorageSettings(disk_storage_dir='/path/to/disk') or export TMPDIR=/path/to/disk\n",
      "\n",
      "Warnings:\n",
      "  ⚠ Disk storage requested but dask is not installed. Install dask for 50x faster computation: pip install 'dask[array]'\n",
      "  ⚠ Results with result_key='kompot_de' already exist (run_id=0). Previous run: 2026-03-26T06:01:24.674200 comparing Young to Old (null_genes=2000). Fields that will be overwritten: var.kompot_de_Young_to_Old_mean_lfc, layers.kompot_de_Young_imputed, layers.kompot_de_Old_imputed, layers.kompot_de_Young_to_Old_fold_change\n",
      "\n",
      "================================================================================\n",
      "STATUS: ⚠ FEASIBLE WITH WARNINGS - Proceed with caution\n",
      "================================================================================\n"
     ]
    }
   ],
   "source": [
    "# Select top 200 genes\n",
    "topn = 200\n",
    "top_genes = adata.var.sort_values(\n",
    "    \"kompot_de_Young_to_Old_mahalanobis\", ascending=False\n",
    ").head(topn).index\n",
    "\n",
    "# Check resource requirements with dry_run\n",
    "plan = kompot.de(\n",
    "    adata,\n",
    "    groupby=GROUPING_COLUMN,\n",
    "    condition1=CONDITIONS[0],\n",
    "    condition2=CONDITIONS[1],\n",
    "    layer=LAYER_FOR_EXPRESSION,\n",
    "    obsm_key=DIMENSIONALITY_REDUCTION,\n",
    "    sample_col=SAMPLE_COLUMN,\n",
    "    genes=top_genes,\n",
    "    gp=kompot.GPSettings(batch_size=0),\n",
    "    storage=kompot.StorageSettings(store_arrays_on_disk=True),\n",
    "    fdr=kompot.FDRSettings(null_genes=0),  # Skip FDR to save memory\n",
    "    dry_run=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dry run shows:\n",
    "- Memory requirements for sample covariance computation\n",
    "- Disk space needed for storage\n",
    "- Which fields will be overwritten\n",
    "- Previous run details\n",
    "\n",
    "If resources are sufficient, proceed with the analysis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:02:29.789059Z",
     "iopub.status.busy": "2026-03-26T06:02:29.788839Z",
     "iopub.status.idle": "2026-03-26T06:25:09.804523Z",
     "shell.execute_reply": "2026-03-26T06:25:09.802406Z",
     "shell.execute_reply.started": "2026-03-26T06:02:29.789037Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 06:02:29,791] [INFO    ] Differential expression results with result_key='kompot_de' already exist in the dataset. Previous run was at 2026-03-26T06:01:24.674200 comparing Young to Old. Fields that will be overwritten: var.kompot_de_Young_to_Old_mean_lfc, layers.kompot_de_Young_imputed, layers.kompot_de_Old_imputed, layers.kompot_de_Young_to_Old_fold_change. Note: Only fields NOT affected by sample variance (like mean_log_fold_change, imputed data, fold_change) will be overwritten since they don't use the sample variance suffix. These results will likely be identical if other parameters haven't changed. This is a partial rerun with sample variance added to a previous analysis with matching parameters. Set overwrite=False to prevent overwriting or overwrite=True to silence this message.\n",
      "[2026-03-26 06:02:29,795] [INFO    ] Condition 1 (Young): 2,917 cells\n",
      "[2026-03-26 06:02:29,796] [INFO    ] Condition 2 (Old): 3,116 cells\n",
      "[2026-03-26 06:02:30,403] [INFO    ] Using sample column 'Replicate' for sample variance estimation\n",
      "[2026-03-26 06:02:30,405] [INFO    ] Found 3 unique sample(s) in condition 1\n",
      "[2026-03-26 06:02:30,407] [INFO    ] Found 3 unique sample(s) in condition 2\n",
      "[2026-03-26 06:02:32,256] [INFO    ] Fitting expression estimator for condition 1...\n",
      "[2026-03-26 06:02:36,194] [INFO    ] Found 3 unique groups for variance estimation\n",
      "[2026-03-26 06:02:36,199] [INFO    ] 3 groups have sufficient cells (>= 2) for variance estimation\n",
      "[2026-03-26 06:02:36,208] [INFO    ] Training estimator for group 1 with 944 cells\n",
      "[2026-03-26 06:02:44,466] [INFO    ] Training estimator for group 2 with 1,007 cells\n",
      "[2026-03-26 06:02:50,762] [INFO    ] Training estimator for group 3 with 966 cells\n",
      "[2026-03-26 06:02:57,074] [INFO    ] Fitting expression estimator for condition 2...\n",
      "[2026-03-26 06:03:03,029] [INFO    ] Found 3 unique groups for variance estimation\n",
      "[2026-03-26 06:03:03,031] [INFO    ] 3 groups have sufficient cells (>= 2) for variance estimation\n",
      "[2026-03-26 06:03:03,032] [INFO    ] Training estimator for group 1 with 1,057 cells\n",
      "[2026-03-26 06:03:11,854] [INFO    ] Training estimator for group 2 with 1,019 cells\n",
      "[2026-03-26 06:03:20,254] [INFO    ] Training estimator for group 3 with 1,040 cells\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d7ababd4bea940308481395fedca9f67",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting expression:   1%|1         | 1/81 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "4e8a6556723b4675b2bd63f6b4a61cdb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Predicting expression:   1%|1         | 1/81 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2f37e7368a194f21bedb0f6f56669b11",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Computing GP covariance (diag):   1%|1         | 1/81 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d0d075ad27554cde93f3c035d95e4efb",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Computing sample variance:   1%|1         | 1/81 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bcdb888d7f7d4aa2b6fb135c4a8d499a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Computing GP covariance (diag):   1%|1         | 1/81 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bd518c3af28c4de6bd39004d4e10a36b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Computing sample variance:   1%|1         | 1/81 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 06:05:00,042] [INFO    ] Disk space at /tmp/kompot_arrays_b5a02879_cco5xnqo:\n",
      "[2026-03-26 06:05:00,044] [INFO    ]   Total: 377.29 GB | Used: 12.50 MB | Free: 377.28 GB\n",
      "[2026-03-26 06:05:00,045] [INFO    ]   Expected storage need: 44.70 GB\n",
      "[2026-03-26 06:05:00,045] [INFO    ] Initialized disk storage at /tmp/kompot_arrays_b5a02879_cco5xnqo (namespace: ns_b5a02879)\n",
      "[2026-03-26 06:05:00,046] [INFO    ] Using gene-by-gene disk storage for covariance matrix (shape=(5000, 5000, 200))\n",
      "[2026-03-26 06:05:01,654] [WARNING ] Dask not available - using sequential numpy computation. Install dask for parallel processing: pip install dask[array]\n",
      "[2026-03-26 06:05:01,656] [INFO    ] Using memory-mapped arrays for disk-backed covariance computation\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1e64154154054786bdbe94ab5dd484a5",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Computing covariance:   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 06:07:54,842] [INFO    ] Disk space at /tmp/kompot_arrays_8a363704_l16k6lr9:\n",
      "[2026-03-26 06:07:54,843] [INFO    ]   Total: 377.29 GB | Used: 37.27 GB | Free: 340.03 GB\n",
      "[2026-03-26 06:07:54,844] [INFO    ]   Expected storage need: 44.70 GB\n",
      "[2026-03-26 06:07:54,845] [INFO    ] Initialized disk storage at /tmp/kompot_arrays_8a363704_l16k6lr9 (namespace: ns_8a363704)\n",
      "[2026-03-26 06:07:54,846] [INFO    ] Using gene-by-gene disk storage for covariance matrix (shape=(5000, 5000, 200))\n",
      "[2026-03-26 06:07:56,381] [WARNING ] Dask not available - using sequential numpy computation. Install dask for parallel processing: pip install dask[array]\n",
      "[2026-03-26 06:07:56,382] [INFO    ] Using memory-mapped arrays for disk-backed covariance computation\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8811615957924883879019a97241abb3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Computing covariance:   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6353ecaf5e154a7b8ddcd9c9bef3fb9f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Processing gene-specific covariance matrices:   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 06:14:40,089] [INFO    ] Computing Mahalanobis distances using gene-specific covariance matrices\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6aae20049db748bca37b27adf4a908ad",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Computing gene-specific Mahalanobis distances:   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 06:25:02,604] [INFO    ] Updating 200 genes (1.2% of total) in existing sparse layers: kompot_de_Young_std, kompot_de_Old_std. Temporarily converting CSR->LIL->CSR to avoid slow per-gene modifications.\n",
      "[2026-03-26 06:25:04,258] [INFO    ] This run will have `run_id=1`.\n",
      "[2026-03-26 06:25:07,168] [INFO    ] Removed temporary storage directory /tmp/kompot_arrays_b5a02879_cco5xnqo\n",
      "[2026-03-26 06:25:09,621] [INFO    ] Removed temporary storage directory /tmp/kompot_arrays_8a363704_l16k6lr9\n"
     ]
    }
   ],
   "source": [
    "de_sample_var = kompot.de(\n",
    "    adata,\n",
    "    groupby=GROUPING_COLUMN,\n",
    "    condition1=CONDITIONS[0],\n",
    "    condition2=CONDITIONS[1],\n",
    "    layer=LAYER_FOR_EXPRESSION,\n",
    "    obsm_key=DIMENSIONALITY_REDUCTION,\n",
    "    sample_col=SAMPLE_COLUMN,\n",
    "    genes=top_genes,\n",
    "    storage=kompot.StorageSettings(store_arrays_on_disk=True),\n",
    "    fdr=kompot.FDRSettings(null_genes=0),\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Comparing Results\n",
    "\n",
    "### Differential Abundance\n",
    "\n",
    "Results with sample variance include a `_sample_var` suffix to distinguish them from standard results.\n",
    "\n",
    "Compare z-scores with and without sample variance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:25:09.806379Z",
     "iopub.status.busy": "2026-03-26T06:25:09.806106Z",
     "iopub.status.idle": "2026-03-26T06:25:10.316705Z",
     "shell.execute_reply": "2026-03-26T06:25:10.315223Z",
     "shell.execute_reply.started": "2026-03-26T06:25:09.806353Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1449x400 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.embedding(\n",
    "    adata, \"umap\",\n",
    "    color=[\n",
    "        \"kompot_da_Young_to_Old_lfc\",\n",
    "        \"kompot_da_Young_to_Old_lfc_zscore\",\n",
    "        \"kompot_da_Young_to_Old_lfc_zscore_sample_var\",\n",
    "    ],\n",
    "    color_map=\"RdBu_r\",\n",
    "    vcenter=0,\n",
    "    ncols=3,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice:\n",
    "- Log fold changes (left) are identical - sample variance only affects significance\n",
    "- Z-scores (middle and right) differ - sample variance produces more conservative estimates"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Volcano Plots\n",
    "\n",
    "Compare volcano plots from both analyses:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:25:10.318006Z",
     "iopub.status.busy": "2026-03-26T06:25:10.317773Z",
     "iopub.status.idle": "2026-03-26T06:25:10.887383Z",
     "shell.execute_reply": "2026-03-26T06:25:10.885977Z",
     "shell.execute_reply.started": "2026-03-26T06:25:10.317987Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 06:25:10,319] [INFO    ] Found DA run info for run_id=0\n",
      "[2026-03-26 06:25:10,322] [INFO    ] Found lfc_key='kompot_da_Young_to_Old_lfc' from run info\n",
      "[2026-03-26 06:25:10,323] [INFO    ] Found ptp_key='kompot_da_Young_to_Old_neg_log10_lfc_ptp' from run info\n",
      "[2026-03-26 06:25:10,325] [WARNING ] Field 'kompot_da_Young_to_Old_lfc' has been written by 2 different runs, indicating potential overwrites\n",
      "[2026-03-26 06:25:10,327] [WARNING ] Field 'kompot_da_Young_to_Old_neg_log10_lfc_ptp' was last written by run 0, but current context expects run 1. The field may have been overwritten.\n",
      "[2026-03-26 06:25:10,327] [INFO    ] Successfully inferred fields: {'lfc_key': 'kompot_da_Young_to_Old_lfc', 'ptp_key': 'kompot_da_Young_to_Old_neg_log10_lfc_ptp'}\n",
      "[2026-03-26 06:25:10,328] [WARNING ] Field inference completed with 2 warnings\n",
      "[2026-03-26 06:25:10,330] [INFO    ] Using inferred thresholds - lfc_threshold: 1.0, ptp_threshold: 0.05\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1300x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Standard analysis (run_id=0)\n",
    "kompot.plot.volcano_da(\n",
    "    adata, \n",
    "    color=CELL_TYPE_COLUMN, \n",
    "    run_id=0,\n",
    "    title=\"Standard Analysis (Pooled Samples)\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:25:10.888462Z",
     "iopub.status.busy": "2026-03-26T06:25:10.888279Z",
     "iopub.status.idle": "2026-03-26T06:25:11.430346Z",
     "shell.execute_reply": "2026-03-26T06:25:11.428985Z",
     "shell.execute_reply.started": "2026-03-26T06:25:10.888445Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 06:25:10,889] [INFO    ] Found DA run info for run_id=1\n",
      "[2026-03-26 06:25:10,891] [INFO    ] Found lfc_key='kompot_da_Young_to_Old_lfc' from run info\n",
      "[2026-03-26 06:25:10,892] [INFO    ] Found ptp_key='kompot_da_Young_to_Old_neg_log10_lfc_ptp_sample_var' from run info\n",
      "[2026-03-26 06:25:10,894] [WARNING ] Field 'kompot_da_Young_to_Old_lfc' has been written by 2 different runs, indicating potential overwrites\n",
      "[2026-03-26 06:25:10,895] [INFO    ] Successfully inferred fields: {'lfc_key': 'kompot_da_Young_to_Old_lfc', 'ptp_key': 'kompot_da_Young_to_Old_neg_log10_lfc_ptp_sample_var'}\n",
      "[2026-03-26 06:25:10,896] [WARNING ] Field inference completed with 1 warnings\n",
      "[2026-03-26 06:25:10,898] [INFO    ] Using inferred thresholds - lfc_threshold: 1.0, ptp_threshold: 0.1\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1300x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# With sample variance (run_id=1)\n",
    "kompot.plot.volcano_da(\n",
    "    adata, \n",
    "    color=CELL_TYPE_COLUMN, \n",
    "    run_id=1,\n",
    "    title=\"With Sample Variance\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that thresholds such as `ptp_threshold` and `lfc_threshold` can be adjusted, and if `update_direction=True` is passed, then the cell-wise classification in `adata.obs[\"kompot_da_Young_to_Old_lfc_direction_sample_var\"]` is updated accordingly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:25:11.431495Z",
     "iopub.status.busy": "2026-03-26T06:25:11.431256Z",
     "iopub.status.idle": "2026-03-26T06:25:12.038480Z",
     "shell.execute_reply": "2026-03-26T06:25:12.037109Z",
     "shell.execute_reply.started": "2026-03-26T06:25:11.431473Z"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 06:25:11,433] [INFO    ] Found DA run info for run_id=1\n",
      "[2026-03-26 06:25:11,434] [INFO    ] Found lfc_key='kompot_da_Young_to_Old_lfc' from run info\n",
      "[2026-03-26 06:25:11,435] [INFO    ] Found ptp_key='kompot_da_Young_to_Old_neg_log10_lfc_ptp_sample_var' from run info\n",
      "[2026-03-26 06:25:11,436] [WARNING ] Field 'kompot_da_Young_to_Old_lfc' has been written by 2 different runs, indicating potential overwrites\n",
      "[2026-03-26 06:25:11,438] [INFO    ] Successfully inferred fields: {'lfc_key': 'kompot_da_Young_to_Old_lfc', 'ptp_key': 'kompot_da_Young_to_Old_neg_log10_lfc_ptp_sample_var'}\n",
      "[2026-03-26 06:25:11,438] [WARNING ] Field inference completed with 1 warnings\n",
      "[2026-03-26 06:25:11,439] [INFO    ] Updating direction column with new thresholds before plotting\n",
      "[2026-03-26 06:25:11,440] [INFO    ] Found DA run info for run_id=1\n",
      "[2026-03-26 06:25:11,440] [INFO    ] Found direction_key='kompot_da_Young_to_Old_lfc_direction_sample_var' from run info\n",
      "[2026-03-26 06:25:11,441] [INFO    ] Successfully inferred fields: {'direction_key': 'kompot_da_Young_to_Old_lfc_direction_sample_var'}\n",
      "[2026-03-26 06:25:11,442] [INFO    ] Updating direction column 'kompot_da_Young_to_Old_lfc_direction_sample_var' with thresholds: lfc_threshold=1.0, ptp_threshold=0.2\n",
      "[2026-03-26 06:25:11,449] [INFO    ] Updated direction counts: up=585, down=490, neutral=7015\n",
      "[2026-03-26 06:25:11,450] [INFO    ] Using inferred thresholds - lfc_threshold: 1.0, ptp_threshold: 0.2\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1300x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kompot.plot.volcano_da(adata, color=CELL_TYPE_COLUMN, run_id=1, ptp_threshold=0.2, update_direction=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Key Observations:**\n",
    "\n",
    "- Posterior tail probabilities (y-axis) are generally lower with sample variance\n",
    "- Fewer cells pass significance thresholds\n",
    "- Effect sizes (x-axis) remain unchanged\n",
    "- Cell type patterns are preserved but with adjusted confidence"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Differential Expression\n",
    "\n",
    "Compare Mahalanobis distances with and without sample variance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:25:12.039828Z",
     "iopub.status.busy": "2026-03-26T06:25:12.039600Z",
     "iopub.status.idle": "2026-03-26T06:25:12.059518Z",
     "shell.execute_reply": "2026-03-26T06:25:12.057948Z",
     "shell.execute_reply.started": "2026-03-26T06:25:12.039806Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>kompot_de_Young_to_Old_mean_lfc</th>\n",
       "      <th>kompot_de_Young_to_Old_mahalanobis</th>\n",
       "      <th>kompot_de_Young_to_Old_mahalanobis_sample_var</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>H2-Q7</th>\n",
       "      <td>1.235127</td>\n",
       "      <td>71.525389</td>\n",
       "      <td>45.080033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cd74</th>\n",
       "      <td>0.352017</td>\n",
       "      <td>60.045402</td>\n",
       "      <td>49.605440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H2-Aa</th>\n",
       "      <td>0.473619</td>\n",
       "      <td>59.386737</td>\n",
       "      <td>38.492532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H2-Ab1</th>\n",
       "      <td>0.510985</td>\n",
       "      <td>57.821672</td>\n",
       "      <td>33.767935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Igkc</th>\n",
       "      <td>0.053961</td>\n",
       "      <td>53.632533</td>\n",
       "      <td>38.989996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H2-Eb1</th>\n",
       "      <td>0.411615</td>\n",
       "      <td>53.420015</td>\n",
       "      <td>31.736385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AW112010</th>\n",
       "      <td>0.791454</td>\n",
       "      <td>53.397625</td>\n",
       "      <td>28.092953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S100a9</th>\n",
       "      <td>-0.170284</td>\n",
       "      <td>48.791349</td>\n",
       "      <td>46.520761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ifitm3</th>\n",
       "      <td>0.367547</td>\n",
       "      <td>47.608968</td>\n",
       "      <td>40.394761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S100a8</th>\n",
       "      <td>-0.165096</td>\n",
       "      <td>47.399107</td>\n",
       "      <td>45.514942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>H2-Q6</th>\n",
       "      <td>0.782328</td>\n",
       "      <td>45.994874</td>\n",
       "      <td>29.818305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cd52</th>\n",
       "      <td>-0.127924</td>\n",
       "      <td>45.333064</td>\n",
       "      <td>42.060895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aldh1a1</th>\n",
       "      <td>0.490844</td>\n",
       "      <td>44.598796</td>\n",
       "      <td>28.848946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ifitm1</th>\n",
       "      <td>0.427746</td>\n",
       "      <td>44.342628</td>\n",
       "      <td>38.133387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ifitm2</th>\n",
       "      <td>0.285812</td>\n",
       "      <td>43.962176</td>\n",
       "      <td>38.441165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ighm</th>\n",
       "      <td>-0.173795</td>\n",
       "      <td>43.241943</td>\n",
       "      <td>35.553777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cd79a</th>\n",
       "      <td>-0.004366</td>\n",
       "      <td>43.137389</td>\n",
       "      <td>33.095284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apoe</th>\n",
       "      <td>-0.131219</td>\n",
       "      <td>42.951821</td>\n",
       "      <td>39.224177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fos</th>\n",
       "      <td>0.531505</td>\n",
       "      <td>42.280562</td>\n",
       "      <td>37.401637</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gm47283</th>\n",
       "      <td>0.627169</td>\n",
       "      <td>41.955531</td>\n",
       "      <td>23.841631</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          kompot_de_Young_to_Old_mean_lfc  kompot_de_Young_to_Old_mahalanobis  \\\n",
       "H2-Q7                            1.235127                           71.525389   \n",
       "Cd74                             0.352017                           60.045402   \n",
       "H2-Aa                            0.473619                           59.386737   \n",
       "H2-Ab1                           0.510985                           57.821672   \n",
       "Igkc                             0.053961                           53.632533   \n",
       "H2-Eb1                           0.411615                           53.420015   \n",
       "AW112010                         0.791454                           53.397625   \n",
       "S100a9                          -0.170284                           48.791349   \n",
       "Ifitm3                           0.367547                           47.608968   \n",
       "S100a8                          -0.165096                           47.399107   \n",
       "H2-Q6                            0.782328                           45.994874   \n",
       "Cd52                            -0.127924                           45.333064   \n",
       "Aldh1a1                          0.490844                           44.598796   \n",
       "Ifitm1                           0.427746                           44.342628   \n",
       "Ifitm2                           0.285812                           43.962176   \n",
       "Ighm                            -0.173795                           43.241943   \n",
       "Cd79a                           -0.004366                           43.137389   \n",
       "Apoe                            -0.131219                           42.951821   \n",
       "Fos                              0.531505                           42.280562   \n",
       "Gm47283                          0.627169                           41.955531   \n",
       "\n",
       "          kompot_de_Young_to_Old_mahalanobis_sample_var  \n",
       "H2-Q7                                         45.080033  \n",
       "Cd74                                          49.605440  \n",
       "H2-Aa                                         38.492532  \n",
       "H2-Ab1                                        33.767935  \n",
       "Igkc                                          38.989996  \n",
       "H2-Eb1                                        31.736385  \n",
       "AW112010                                      28.092953  \n",
       "S100a9                                        46.520761  \n",
       "Ifitm3                                        40.394761  \n",
       "S100a8                                        45.514942  \n",
       "H2-Q6                                         29.818305  \n",
       "Cd52                                          42.060895  \n",
       "Aldh1a1                                       28.848946  \n",
       "Ifitm1                                        38.133387  \n",
       "Ifitm2                                        38.441165  \n",
       "Ighm                                          35.553777  \n",
       "Cd79a                                         33.095284  \n",
       "Apoe                                          39.224177  \n",
       "Fos                                           37.401637  \n",
       "Gm47283                                       23.841631  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Top genes by standard analysis\n",
    "comparison_df = adata.var.loc[top_genes, :][\n",
    "    [\n",
    "        \"kompot_de_Young_to_Old_mean_lfc\",\n",
    "        \"kompot_de_Young_to_Old_mahalanobis\",\n",
    "        \"kompot_de_Young_to_Old_mahalanobis_sample_var\",\n",
    "    ]\n",
    "].sort_values(\"kompot_de_Young_to_Old_mahalanobis\", ascending=False)\n",
    "\n",
    "comparison_df.head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice that some genes show substantially lower significance when accounting for sample variance, indicating high variability across replicates."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:25:12.060609Z",
     "iopub.status.busy": "2026-03-26T06:25:12.060383Z",
     "iopub.status.idle": "2026-03-26T06:25:12.391944Z",
     "shell.execute_reply": "2026-03-26T06:25:12.390371Z",
     "shell.execute_reply.started": "2026-03-26T06:25:12.060587Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 06:25:12,061] [INFO    ] Found DE run info for run_id=0\n",
      "[2026-03-26 06:25:12,063] [INFO    ] Found mean_lfc_key='kompot_de_Young_to_Old_mean_lfc' from run info\n",
      "[2026-03-26 06:25:12,064] [INFO    ] Found mahalanobis_key='kompot_de_Young_to_Old_mahalanobis' from run info\n",
      "[2026-03-26 06:25:12,065] [WARNING ] Field 'kompot_de_Young_to_Old_mean_lfc' has been written by 2 different runs, indicating potential overwrites\n",
      "[2026-03-26 06:25:12,066] [WARNING ] Field 'kompot_de_Young_to_Old_mahalanobis' was last written by run 0, but current context expects run 1. The field may have been overwritten.\n",
      "[2026-03-26 06:25:12,067] [INFO    ] Successfully inferred fields: {'mean_lfc_key': 'kompot_de_Young_to_Old_mean_lfc', 'mahalanobis_key': 'kompot_de_Young_to_Old_mahalanobis'}\n",
      "[2026-03-26 06:25:12,068] [WARNING ] Field inference completed with 2 warnings\n",
      "[2026-03-26 06:25:12,069] [INFO    ] Using DE run 0: comparing Young to Old\n",
      "[2026-03-26 06:25:12,083] [INFO    ] Using data columns from var - lfc: 'kompot_de_Young_to_Old_mean_lfc', score: 'kompot_de_Young_to_Old_mahalanobis'\n",
      "[2026-03-26 06:25:12,091] [INFO    ] Highlighting 192 genes marked as DE (109 up, 83 down)\n",
      "[2026-03-26 06:25:12,102] [INFO    ] Labeling top 10 genes by score\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1300x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Volcano plot: Standard analysis\n",
    "kompot.plot.volcano_de(\n",
    "    adata,\n",
    "    run_id=0,\n",
    "    title=\"Standard Analysis (Pooled Samples)\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:25:12.393320Z",
     "iopub.status.busy": "2026-03-26T06:25:12.393062Z",
     "iopub.status.idle": "2026-03-26T06:25:12.723509Z",
     "shell.execute_reply": "2026-03-26T06:25:12.722236Z",
     "shell.execute_reply.started": "2026-03-26T06:25:12.393296Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 06:25:12,395] [INFO    ] Found DE run info for run_id=1\n",
      "[2026-03-26 06:25:12,396] [INFO    ] Found mean_lfc_key='kompot_de_Young_to_Old_mean_lfc' from run info\n",
      "[2026-03-26 06:25:12,397] [INFO    ] Found mahalanobis_key='kompot_de_Young_to_Old_mahalanobis_sample_var' from run info\n",
      "[2026-03-26 06:25:12,398] [WARNING ] Field 'kompot_de_Young_to_Old_mean_lfc' has been written by 2 different runs, indicating potential overwrites\n",
      "[2026-03-26 06:25:12,399] [INFO    ] Successfully inferred fields: {'mean_lfc_key': 'kompot_de_Young_to_Old_mean_lfc', 'mahalanobis_key': 'kompot_de_Young_to_Old_mahalanobis_sample_var'}\n",
      "[2026-03-26 06:25:12,400] [WARNING ] Field inference completed with 1 warnings\n",
      "[2026-03-26 06:25:12,401] [INFO    ] Using DE run 1: comparing Young to Old\n",
      "[2026-03-26 06:25:12,417] [INFO    ] Using data columns from var - lfc: 'kompot_de_Young_to_Old_mean_lfc', score: 'kompot_de_Young_to_Old_mahalanobis_sample_var'\n",
      "[2026-03-26 06:25:12,421] [INFO    ] Highlighting top 50 genes by kompot_de_Young_to_Old_mahalanobis_sample_var\n",
      "[2026-03-26 06:25:12,432] [INFO    ] Labeling top 20 genes by score\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1300x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Volcano plot: With sample variance\n",
    "kompot.plot.volcano_de(\n",
    "    adata,\n",
    "    run_id=1,\n",
    "    n_top_genes=50,  # No FDR threshold available (null_genes=0)\n",
    "    gene_labels=20,\n",
    "    title=\"With Sample Variance (Top 200 Genes)\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Heatmaps\n",
    "\n",
    "Visualize how ranking changes with sample variance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:25:12.724593Z",
     "iopub.status.busy": "2026-03-26T06:25:12.724411Z",
     "iopub.status.idle": "2026-03-26T06:25:14.175151Z",
     "shell.execute_reply": "2026-03-26T06:25:14.173287Z",
     "shell.execute_reply.started": "2026-03-26T06:25:12.724575Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 06:25:12,726] [INFO    ] Found DE run info for run_id=1\n",
      "[2026-03-26 06:25:12,727] [INFO    ] Found mahalanobis_key='kompot_de_Young_to_Old_mahalanobis_sample_var' from run info\n",
      "[2026-03-26 06:25:12,729] [INFO    ] Successfully inferred fields: {'mahalanobis_key': 'kompot_de_Young_to_Old_mahalanobis_sample_var'}\n",
      "[2026-03-26 06:25:12,730] [INFO    ] Using DE run 1 for heatmap.\n",
      "[2026-03-26 06:25:12,731] [INFO    ] Inferred score_key='kompot_de_Young_to_Old_mahalanobis_sample_var' from run information\n",
      "[2026-03-26 06:25:12,735] [INFO    ] Inferred condition_column='Age' from run information\n",
      "[2026-03-26 06:25:12,736] [INFO    ] Inferred condition1='Young' from run information\n",
      "[2026-03-26 06:25:12,736] [INFO    ] Inferred condition2='Old' from run information\n",
      "[2026-03-26 06:25:12,737] [INFO    ] Inferred layer='logged_counts' from run information\n",
      "[2026-03-26 06:25:12,737] [INFO    ] Creating split heatmap with 20 genes/features\n",
      "[2026-03-26 06:25:12,739] [INFO    ] Using expression data from layer: 'logged_counts'\n",
      "[2026-03-26 06:25:12,826] [INFO    ] Excluded 7 cells from groups: Plasma cell\n",
      "[2026-03-26 06:25:12,833] [INFO    ] Applying gene-wise z-scoring (standard_scale='var')\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABL4AAAORCAYAAAD8v2thAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjgsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvwVt1zgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd4U4XbxvE7o7ulpQsolJYNBdl7SAVkCSIiCFqgiIgyRAQURKAsFQQHQ36vKBQBB4IslcpGlizZe7TM0tJJoTPJef+QRk7TSdOnWO7PdfXSnJzkOUmbji/nnGgURVFARERERERERERUwmiLewOIiIiIiIiIiIiKAsMXERERERERERGVSAxfRERERERERERUIjF8ERERERERERFRicTwRUREREREREREJRLDFxERERERERERlUgMX0REREREREREVCIxfBERERERERERUYnE8EVERERERERERCUSwxcREREREREREZVIDF9ERERERERERFQiMXwREREREREREVGJxPBFREREREREREQlEsMXERERERERERGVSAxfRERERERERERUIjF8ERERERERERFRicTwRUREREREREREJRLDFxERERERERERlUgMX0REREREREREVCIxfBERERERERERUYnE8EVERERERERERCUSwxcREREREREREZVIDF9ERERERERERFQiMXwREREREREREVGJxPBFREREREREREQlEsMXERERERERERGVSAxfRERERERERERUIjF8ERERERERERFRicTwRURERESFptFoVB+hoaEFvo+IiAiL+9m5c2eRbC8RERE9GfTFvQFERERkfampqWjQoAHOnTunWr5lyxZ06NAh29vcvn0bAQEBiI+PNy+zt7fHsWPHUKNGjSLf5pLoiy++QEJCgvlyYGAgAgMDi3WbskpMTMTy5cuxfft2HDt2DLGxsUhNTUXp0qXh6+uLVq1aoVevXmjTpk1xbyoRERFRgTF8ERERlUD29vYIDQ1Fq1atYDQazcvfeOMNnDx5Ek5OTha3GTZsmCp6AcCMGTMYvQrhiy++wNWrV1XLHpfwpSgK5syZgxkzZuDu3bsW10dFRSEqKgqHDx/Gl19+iVatWiE0NBRVq1Ytlu0lIiIiehQ81JGIiKiEatasGcaMGaNaFh4ejgkTJlis+/PPP2Pt2rWqZS1btsTo0aOLfDtJnslkQp8+ffDee+9lG72ys3fvXjRq1Ah79uwp8u0jIiIishaGLyIiohJs2rRpqFWrlmrZwoULsXfvXvPluLg4jBgxQrWOg4MDli5dCq2WvyqURBMmTMDq1atVy0qVKoUZM2bg0KFDOHv2LNatW4f27dur1rl79y569uyJ69evC28xERER0aPhb7NEREQlmJ2dHZYuXQqdTmdeZjKZMHjwYKSmpgIA3nnnHURHR6tuN336dFSvXt18+datWwgJCUHr1q3h5eUFW1tbuLq6onbt2njjjTewf//+HLchMDBQdbLy4OBgi3VCQ0MtTmqe3/tZtWoV2rdvD3d3d9jb2yMgIADTp083P77sGI1GLFy4EI0bN4aTkxPc3NzQunVrfPfddwCA4OBg1ayCHp6YebushzlOnTo1z8cJALt27cLgwYNRq1YtuLq6wtbWFt7e3mjbti1mzJiBO3fuFGh7Hnbp0iV89tlnqmWurq7Yt28fJk6ciMaNG6NmzZro0aMHtm7dikGDBqnWjYmJweTJkx95/pkzZ/Dqq6+iXLlysLe3R+XKlfH2228jKirqke+TiIiIKEcKERERlXjvvfeeAkD18f777yu///67xfKWLVsqRqPRfNuFCxcqdnZ2Futl/ejXr5+SlJRkMbtt27aq9QYOHGixztKlSy3uL6/76du3r9KrV68ct6ddu3aKwWCwuJ/k5GSlQ4cOOd6uT58+SlBQkGpZ27ZtC/R85/Vc5fQ44+LilOeffz7P2zg5OSnLli0r0DZlGjVqlMX9zZ07N8f17927p3h7e6vW1+l0SkxMTK6PeenSpRb3tXbtWsXW1jbbx+Tp6amsXbvWYvmOHTse6XESERERKYqicI8vIiKiJ0B2hzzOmTPHYm+erIc4Lly4EMOHD0daWlqeM3744Qf07t1bdTL9ovTTTz9hzZo1OV6/fft2hIaGWiwfMWIEtm7dmuPtVq1ahZ9++slq25lfaWlp6N69OzZs2JDnuvfv38fAgQOxcuXKAs/ZvHmz6rJGo8HAgQNzXN/JyQl9+vRRLTMajdi+fXuB5p47dw79+vVDenp6ttfHxMTg1VdfLdB9EhEREeWF4YuIiOgJkN0hj0aj0eLwshkzZpgPcbxx4wbGjh2rut7NzQ3/93//h+PHj+O3335Do0aNVNeHhYVh+fLlRfpYMimKAm9vb6xYsQKnT5/GwoULYWNjo1rn+++/V10+ffo0lixZolrm4+ODn376CefPn8eaNWtQsWJFZGRkFGrbwsPDER4ejvLly6uWjxo1ynxd5kem+fPnq869BgBt2rRBWFgYjh8/jvnz51u8G+eIESOQkJCQ7+0yGo04d+6calnlypXh4eGR6+2aNGlisezUqVP5ngsAEydOtDj8NCgoCHv27MG+ffswePBgJCcnF+g+iYiIiPKiL+4NICIiIhnNmjXD2LFjMWvWrGyvb9myJd555x3z5aVLl1qEitWrV5tPeF63bl08/fTTqFSpEmJiYszrLFq0KNvzeBWF7777Dp06dQIABAQE4MyZM1i4cKH5+hMnTqjWzy7KLV++HO3atQMAVK9eHeXLl0fz5s0LtV3+/v4AAL1e/auWm5ub+bqsFi1apLpcqVIlbNu2zRzz6tatC09PT/Tr18+8TkJCAn744Qe89dZb+dqu2NhY/HNU4r+8vb3zvF2ZMmUslj38Oc9LUlIS1q9fr1rWrl071eejRYsWiI6OxsaNG/N9v0RERER54R5fRERET5CpU6daHPKIHN7FcdeuXap1qlSpYvEuf87OznjllVdUyw4fPiyy5061atXM0StTzZo1VZfj4+NVlw8cOKC6XLlyZXP0ytSsWTM89dRTVt/e3Ny4cQNXrlxRLRs0aJDFHmx9+vRB6dKlVcv+/PNPkW0sjCNHjlgcAvvaa69ZrDd48GDBrSIiIqInAcMXERHRE8TOzg4ff/yxxfKhQ4eq3sURD97J8WGVK1fO9j6zLjeZTCLv0FejRg2LZQ4ODqrLWWPL7du3VZerVKmS7X3ntLyoZH2uc9oGrVYLPz+/PG+bEw8PD4t3ksz6jp7ZyW4dT0/PfM/N7uuhUqVK+VpGREREVBgMX0RERE8YV1fXfC0rKtmd/L4gh81lyu68VA+fwyw/skagkk6n01nsFXflyhXExcXleruDBw9aLKtTp06+52Y9vJKIiIhICsMXERERZcvHx0d1+fLly9mul/UQPa1WqzonVNbzXGV3GOSFCxcKubX5U7ZsWdXliIiIbNfL6bEWlazPdU7bYDKZcPXqVdWycuXKFWhWx44dVZcVRcF3332X4/rJycn4+eefVct0Op3FIaK5ye4cYQ+f2D+3ZURERESFwfBFRERE2Wrbtq3q8pUrV7B161bVsnv37mHlypWqZY0aNYKjo6P5spubm+r6s2fPqi7HxcXhhx9+sOKW56xZs2aqyxcuXMBff/2lWnbgwAGcPHnSKvNsbW1Vl1NSUrJdr0KFChaHjC5dutTi3SVXrVplcd6yp59+ukDbNGLECIs946ZOnWrxeck0atQoi0MVg4KC8nwnyIc1atTIYmbWd9cEgG+//Tbf90lERESUHwxfRERElK1BgwbB3t5etax3795YvHgxTp48iU2bNiEwMBCxsbGqdYYNG6a6XLduXdXls2fPYvjw4Th+/Di2b9+Ozp074969e0X4SP7Vv39/i2U9e/bE999/j7Nnz2Lt2rV4+eWXrTbPy8tLdXnt2rXYvXs3wsPDERERoTrEM+s7M4aHh6N9+/b4448/cOLECSxcuBCvv/66ah03NzeLNxfIS9WqVTFmzBjVsoSEBLRs2RIff/wxjhw5gvPnz2Pjxo3o2LEjvvnmG9W6np6emDZtWoFmlipVCs8//7xq2fbt29G/f3/s27cP+/fvx5AhQ/iOjkRERGR9ChERET1RduzYoQBQfUyZMiXbdefNm2exbm4fnTp1UgwGg+o+zp07p2i12lxvp9FoLJZl1bZtW9X1AwcOtFhn6dKled7P4MGD83wcDg4Oqstt27Z9pOd6zJgxuc55+DGkpqYqLVu2LNDzvWLFikfaLqPRqLz00ksFmgVAKVWqlLJ79+5s7zPrukuXLlVdf/r0acXOzi7X+9fr9RbLduzY8UiPkYiIiEhRFIV7fBEREVGORo4ciQULFsDOzi7Pdfv27YvVq1dbHNJWo0YNfPjhhznernr16pg8ebJVtjc/5s2bh/bt2+d4fXBwMHr27Klalp/Hn50RI0agVKlS+VrXzs4Ov/76K7p3757nuo6Ojli2bBleffXVR9ourVaLVatWYdasWXBxccnXbVq1aoXDhw+jdevWjzQzICAAK1euhI2NTbbXOzs7Y/HixY9030REREQ5YfgiIiKiXA0fPhyXL1/G5MmT0bJlS3h4eECv18PFxQW1atXC66+/jr179+KHH36As7NztvcxdepUrFy5Ei1atICTkxMcHR1Rt25dzJw5E8eOHYO/v7/Y43F0dMQff/yBBQsWoGHDhnB0dISrqyvatGmDlStXYunSpRYnWff29n6kWf7+/vjrr7/wyiuvoHz58jlGn0ylS5fGhg0bsH37dgwaNAg1atSAi4sL9Ho9PD090aZNG0ybNg3h4eEYMGDAI21TJo1Gg/feew/Xrl3DvHnz0KNHD/j7+8PZ2Rk2Njbw9vZGo0aN8Pbbb2PXrl3Ys2cPqlWrVqiZvXr1wtGjR9GvXz+UKVMGtra28PX1xeDBg3Hy5EkEBgYW6v6JiIiIstIofH9pIiIiIrOLFy+ibt26SE1NNS9buHChxbnLiIiIiOjxxz2+iIiI6Ily8uRJvPDCC1izZo3qxPwGgwE7duxAz549VdHLxcUFL730UjFtLREREREVhr64N4CIiIhIktFoxPr167F+/XrgwTsj2tvbIy4uDunp6Rbrf/755498qCMRERERFS+GLyIiInqiJSQkZLvc1dUVX375JQYOHCi+TURERERkHTzHFxERET1RkpOTsWrVKuzcuRNHjx5FdHQ0YmNjYWtrCw8PD9StWxfPPvssgoKC4O7uXtybS0RERESFwPBFREREREREREQlEk9uT0REREREREREJRLDFxERERERERERlUgMX0RERFQowcHB0Gg05o/AwMDi3qRCiYiIUD0ejUaDnTt3FvdmZWvnzp0W2xoREVHg+wkNDbW4n6Li7++vmhMSElJks+jRhYSEqD5P/v7+Fuvwc0lERP8FDF9ERI8oMDDQ4g9FjUaDjz76KNfbPfvss9nejn8wEBFRSfPFF18gJCTE/PG4RmQiIiq59MW9AUREJc3//vc/vP/++9DpdBbXnT17Flu3bi2W7SIiIpL2xRdf4OrVq6pl//W9QomI6L+F4YuIyMquX7+OdevWoVevXhbXzZ8/v1i2iagozZkzR7XHor29fbFuDxXcSy+9xBhBREREJRLDFxFREZg/f75F+EpMTMR3331XbNtEVFQ8PT3h6elZ3JtBheDs7AxnZ+fi3gwiIiIiq+M5voiIrOThk0Hv2rULp06dUl2/ZMkS3L9/32Ld/Dh16hRGjRqFBg0awN3dHba2tvD29sYzzzyDzz//3Hy/2Vm7di0++OADdO7cGbVq1UKZMmVga2sLJycnVKxYEV27dsVXX32Fe/fuZXv7nE70nZiYiA8//BABAQFwcHCAm5sb2rdvj7CwsAI9tuwYjUasWrUKffr0QaVKleDk5AQHBwdUqlQJr7zyCrZs2ZLt7fr376/azvLlyyMhIUG1zuXLl+Hs7Kxab9KkSebrczrJ97lz5xAcHIwKFSrAzs4OFSpUwODBg3M8kXhOJ4beunUrunfvDm9vb+h0OgQHB1vctjCf7/j4eHz00Ud4+umnUaZMGdjZ2cHR0RF+fn5o2rQp3njjDXzzzTe4ceOGxW3Pnz+Pd955Bw0bNkTp0qVhY2MDV1dXVK1aFYGBgRg7dixWrVplMb8gJ7e/ePEixo0bhyZNmsDDwwM2NjZwd3dHgwYNMGrUKJw+fTrH22Y9r17mc7dq1Sq0b98e7u7usLe3R0BAAKZPn47U1NQc7+tRJCUl4cMPP0StWrXg4OAAT09PdO/eHbt27VKtpygKqlWrptrWadOmZXuf0dHR0Ov1qnU3b95c6G2NiYnBuHHjUK1aNdjb28PT0xPPP/88Dhw4kO36BTm5/ffff482bdrA1dUVLi4uaNy4Mb788ksYDIZ8nRA9O4qi4LvvvkObNm3g5uYGJycnNGjQAPPmzYPJZMr2Nlm3NzQ0FHfv3sXEiRMREBAAR0fHbE/2n5qaim+++QbPP/88fH194eDgAGdnZ1SvXh2DBw/GwYMHc93Wbdu2oX///qhZsyZcXFxgY2MDT09P1KpVC926dcPUqVPxxx9/5Otx59eePXswdOhQ1K1b1/w9oWzZsmjYsCFGjRqFPXv2ZHu7R/1eag2Zn5eshzlOnTrV4nNnzddMdl8Xqamp+Pjjj1GvXj04OzvDzc0N7dq1w7p16/J8HIX5fkxERI8JhYiIHknbtm0VAOaPJk2aKKVLlzZffuONN8zrGo1GpUqVKubrOnfurLotAGXKlCkWM9LS0pQRI0ZYrJv1o3z58spff/2V7Xa6urrmeXsAip+fn3Ly5EmL24eHh1us+8UXXyg+Pj7Z3o9Go1G+/fbbR35ez507p9StWzfP7e3Zs6dy9+5d1W3v3r2rVK5cWbVe//79VZ+H1q1bq65v0aKFkpGRYV5n6dKlFrN+/vlnxc7OLtvtcHZ2Vnbt2mXxOKZMmWLx/E6fPt3i9gMHDrTa5/v8+fNKuXLl8vX5/vjjj1W3XbNmjWJra5uv2+7fv19124EDB6qub9u2rcW2GY1G5cMPP1S0Wm2u963RaJTRo0erPieZsr7m+vbtq/Tq1SvH+2rXrp1iMBhy+WrLXnZf88uWLbP42np4m+fMmaO6jy+++EK1TsWKFRWj0Wgxa+HChflaLyc7duyw2J6ffvpJ8fLyynZbbW1tlT/++MPifrL7us/KYDAo/fv3z/H5btOmjTJ27FiLr/us/Pz8VOuMGzdO6dKlS473+/Br5GFZ15s+fbpSqVIli+Xh4eHm2+zfv99ifnYfb775ppKenm4xc8yYMfl6jdjZ2eX7c5ibO3fuKN26dctzXo8ePSxuW5jvpUoO38OyyvpcPvxzLD/P08Nfa9Z6zWS9748//lipXbt2jrPffvvtbJ97a/z8JSKixwPDFxHRI8r6R3jbtm1Vf/Q5Ojoq8fHxiqIoysaNG1Xr/vbbbxa/PGcXvl555ZV8/+Hg4uKinD592uI+8hu+ACiVK1e2+GMvuwig0WhyvR9nZ2clISGhwM/p1atXlbJly+Z7ezt27GgRNg4cOKDo9XrVeuvXr1cURVE+/fRT1XJXV1fVH8VKDgHAxsYm1+1wd3dXbt26pbqfrH806nS6bG/78B/1hf185+cP5If/GMyUlpamuLu75/u2jxK+8hsMMj+GDBlicR9ZX3N5fR0CUL755pt8fvX9K7uveUdHxzxnbdq0yXwfiYmJiouLi+r633//Pc/HNHny5AJta3bhK6+vVz8/P4vXTX7C17Rp0/J8DrLOzk8syWt7AShbt261uJ+s62R93Wd+ZL7G//77b8XJySnfX4Ovvfaaat6hQ4fyfVtrhK+7d+8q9erVy9e8rOHLGt9LpcOXtV4zBX09AFAWLVpkMccaP3+JiOjxwEMdiYisaPjw4eZ3c0xOTsaSJUsAAPPmzTOvU61aNXTp0iXP+1q3bh2+//5782WNRoO3334be/fuxblz57B27Vo89dRT5uuTkpLw5ptvWtxPxYoV8eabb+LHH3/Ezp07cfr0aZw5cwY7duzA6NGjodX++6PgypUrWLNmTZ7bpigKOnbsiN27d+PQoUPo3bu36vp79+5hw4YNed5PVm+//TZu375tvlyuXDl8/fXXOH78OI4dO4ZPP/0UdnZ25us3b96MZcuWqe6jadOmmD59umrZ0KFDsWfPHtUhjXjwDpz5ORTLYDDgvffew6FDh7Bjxw48//zzquvj4uIsZmZlNBoBAK+88gp2796Ns2fPYuPGjejYsSNgpc931kPuPvroIxw9ehQXL17EoUOHsHLlSgwfPhxVqlRRrXfq1CnExcWZL7u7u2PlypU4ffo0zp8/j927d+P//u//EBQUBHd39zyfr6wOHz6MuXPnqpZVqFAB33//PU6ePInVq1ejcuXKqusXL16MnTt35nq/iqLA29sbK1aswOnTp7Fw4ULY2Nio1nn4OS2M5ORkdO/eHdu3b8fhw4cxfvx4i8MBx4wZY/7/UqVKWRzG+vXXX6suR0ZGYvfu3ebLGo0GgwYNKvS2ZmRk4JVXXsGhQ4ewd+9etG3bVnX91atXsW/fvgLdZ2xsLD766CPVslKlSmHx4sU4d+4c/vjjD9StWxcZGRmPtL1VqlTB+vXrcfLkSUydOtVinfx8Hg0GA8qWLYvFixfj7NmzOHToEObMmQNnZ2coioLBgwerDkurUaMGVq5ciVOnTuHw4cOYMGGC6nO6ZMkSbN++3Xz5zz//VM1r2LAh/vjjD5w/fx6nT5/G5s2b8emnn6Jr165WeYOHqVOn4vjx46plVatWxbfffotTp07h7Nmz+OWXX9CvXz/o9erT9lrje2lhhYeHIzw8HOXLl1ctHzVqlPm6zA8U4WsmIyMDLVq0QFhYGI4ePYrZs2fD1tZWtc7EiRORkpJivmytn79ERPSYKO7yRkT0X5XdHl+KoigvvPCCeVnlypWV06dPq/ZM+fLLLxUlm3+VzrrHV/v27VXXDx8+3GIbLl26ZHE/2R2umJusewm9+eabquuz2/vFz89PSUtLM6+Tnp6uuLm5qdYZO3Zsgbbj+vXrFnMOHjxosd6HH36oWqdRo0YW6xiNRqVdu3a57g0SHByc7XZkt+dL1kNhTCaTxZ4YpUqVUh1uk3VvCQDKSy+9lOPjt8bn28HBQbU9D3+Osnr40KYDBw6o7rNz58453i49PV1JSUlRLctrj6/XXntNdb1Wq1XOnz+vWufq1asWe2b06dNHtU7W1xwAJSwsTLXO8OHDVdd7enrm+Fhykt3XfP369RWTyaRab+TIkRbrHT582Hz9hQsXVK99vV6v2jNw3rx5qtt26NChwNua3R5fLVq0UG1rdHS0xToLFixQ3U9ee3wtWrTI4vqshzRfv379kfb40mq1ypkzZ1TrPPfcc6p1GjdubHE/WbdHq9Uqx48fz/Z52r17t2pdGxsb5caNGxbrBQUFqdbr1auX+bpZs2aprvvkk0+ynaVkeX09irS0NMXZ2Vk1r3LlykpcXFy262fuXaxY8XtpYff4Ksg6mazxmsn62MuUKaMkJyer1pk7d67FeqtXrzZfL/Xzl4iIZHCPLyIiKxs5cqT5/69cuYKXX34Z//wuDri4uGR7MvOsjEajxcmKFy5caHHS3qpVq1rcNuteCUajET/++CP69u2LgIAAuLq6qk4M/Ouvv6rWz+6k51kNGTJE9S/mNjY2FnsRxcfH53k/D8u6txIe7L2V9THPmDFDtc7Ro0ctTsyv1WqxfPlyeHh4mJcZDAbz/1erVg3z58/P97a99tprqsvZ7WVw9+5dnD17Ntf7ybrHWSZrfb4bNWqk2p6nnnoKw4YNwxdffIFNmzbh5s2b5utdXFzM/5/5BgWZwsLC0KZNG4wdOxZff/01du3ahcTERODB57qge7Nk/dwGBgaievXqqmUVK1a02BMy69dyVtWqVUOnTp1Uy2rWrKm6XNCvw5xknsD/YYMHD7ZY76+//lJtX+fOnc2XDQYDli5dar78008/qW6b9evsUQ0fPly1rV5eXqrXAh7hecl6Unx7e3sEBQWpllWoUEH1ePOrXbt2qFWrlmrZo3wee/Togbp162Z7XdavwYyMDFSoUMHiNbZixQrVejm9vgBg8uTJ6NGjByZNmoTly5fj8OHDSE9PB7K8vh7FoUOHLL6vjRs3DqVLl852fTc3N/P/W/N7qbSieM3069dP9f0Nebx2rfnzl4iIHg8MX0REVtauXTvUqVPHfPnhd3ccOHAgSpUqled9xMbGIi0t7ZHmR0ZGmv//zp07aNasGfr164effvoJZ8+exd27d82H3WUnP3/4ZP2jFIDFHxYPh6b8eDjKFITJZEJUVJTFch8fH4vDZDKtXLkSzs7O+Z5RqVKlfC17+NCirGxsbFRfFw+z1uf7k08+UX0eLly4gEWLFmH06NHo2rUrKlSogOrVq2PWrFmqec7Ozpg5c6bqfvfs2YO5c+di6NChCAwMhLu7O1q2bIlVq1YVeBtv3bqlupw1kmbKerhjVFRUrl+rNWrUsFiW9eswt9sXxKN+DYwaNUp1+ZtvvoGiKLhx44bqcMPSpUujZ8+eVtnWonh9Zn1cvr6+FoeLIZfPbW6stb0NGjTI8bpH/f4SExNjnt2+fXv06NHDfF16ejo2bNiAGTNmYMCAAWjSpAlcXV3Rs2dPHD58+JHmZcr6mkE24S0n1v5eKs3ar5nsXqeurq4WETHza9xa34+JiOjxwfBFRFQEHt7rK5NGo8l2ubU9fJ6SUaNG4ciRIwW6febeabnJuvcIAPO5zYrDw4/5YTmdx+jhc8RIKVOmjOp8atby8GNv1aoVTpw4gWHDhsHPzy/b9S9evIjx48dbnJdt9OjR2LFjB1566aVs9yoxmUzYv38/Xn75ZXz22WdWfxyP4nH7OsxOx44dVWEnPDwcW7duxc8//6x6rb366qtWOS8UhJ6XrHu/FYa1ttfHx8dKW/QvRVGQmppqvvzLL79g6dKleOaZZ1TnyMqUmpqKdevWoVWrVti/f7/Vt6eo5fS9VFJxvGas5XF4/oiIyJI+H+sQEVEBBQUFYfz48arDczp27GhxeFdOPDw8YGtraz5sBg8Ok8vPYR2urq7Ag70Rsp6ovm7dupgyZQpq1KgBJycn4EGky3q4Y3HI+kerRqPB33//rTqEJydZT54MAH/88UeOgWbChAlo164d6tevn69tCw8PR7169SyWZVW2bNkc7yO3P+St8fnOVLVqVSxcuBALFy5EXFwcLl68iIsXL2Lnzp1YsmSJ+Q/HjRs34vjx46rHFRgYiMDAQODBIa+XL1/GuXPnsGrVKtVJvmfOnIl33nkn3yHPx8cHly9fNl9++P8fduXKFdVlb2/vxyZkZff5zs/XgEajwYgRIzBixAjzsq+//trikGJrHeZYVLI+rhs3bsBgMFicVD2nz62E3L5Wsn5/cXV1xd9//52vr+HM75V4cBh1cHAwgoODYTAYEB4ejsuXL+PUqVP4+uuvcfHiReDB99/Zs2dj7dq1j/RYsot4R44cQZMmTQp828J+L5Vm7ddMdq/ThIQEi8NnM7/Grfn9mIiIHg/c44uIqAg4OjpanEPk7bffzvftdTod2rRpo1q2ceNGlClTBv7+/tl+uLu7Y+/evea9dWJiYlS/uANASEgIXnzxRdSuXRv+/v4oXbo0jh49WqjHai1Z33lOURRs2rQpx8fr7++P+/fv49q1axbv5BcdHY2BAweq9g54eA+o9PR09OvXD8nJyfnatm+//dZi2x4+7wwevCNZdods5Yc1Pt/I5vAod3d3NGvWDEFBQfjmm28szn+UeU4yo9FocYhThQoV0LZtWwwdOtQioMbFxSE6Ojrfjy/r53bnzp24cOGCatm1a9ewadMm1bKnn3463zOK2tKlSy32hsz6dQEAzZo1s1g2cOBA1R/E69atU50zq0GDBrkepvc4yPq4kpOTsXr1atWyGzduICwsTHjL8icz6GZKTEzEgQMHcv3+cvv2bcTHx5v3bktISFDt0aPX683npBo7dixmz56tmpHXOf9y06RJE1VwA4A5c+aYz7WXVUJCgvn/rfm91BqyHhKbn72irPma+eGHHyxmZr7j8sMyv8at9f2YiIgeH9zji4ioiLz99tvmP5Tt7e0tTtydl2HDhmHbtm3my8eOHUObNm0wevRo1K5dG46Ojrhz5w5OnjyJrVu3YtOmTfDy8sKrr74KPDj/iV6vV50bZ+7cuShdujTKli2LM2fOYMaMGY98Phhr8/X1Rffu3bFx40bzsg8//ND8BgG+vr7IyMjAtWvXcPjwYWzcuBGHDx/GlClTVIFEURQMHDhQFXJatmyJjRs3okGDBrh27RoA4Ny5cxg1ahQWL16c57YtWLAAjo6OeOmll3D//n189tlnOH78uGqdV155pVB7JxX2840HJ/cGgC5duqBRo0bw9/eHs7Mz7t69i99//111vjk8OLcXHvwhWqFCBXTo0AEdOnRA3bp14ePjAzs7O0RFReF///ufxfZm/aM8N2+99ZbqD02TyYT27dtj9uzZeOqpp3DhwgWMGzcOGRkZFs/J4+L48ePo0aMH3n33Xbi4uGD16tVYsGCBap2aNWuicePGFrd1dnbGa6+9hs8//xzI5nxV2Z1o+3HTu3dvjB49WnXY3xtvvIHExES0bt0aN2/ezPZz+Lho1aoV6tWrp3rdvvbaazhy5Ai6d+8OHx8fpKSk4MqVKzhw4AA2bNiAM2fOYOnSpebAsmfPHgQFBeG5555DYGAgatasCS8vL2i1Wly+fBkff/yxamZBziOYla2tLYYOHaraa/Xy5cto2rQpJkyYgKZNm0Kr1eLSpUv45ZdfkJSUhJ9//hmw4vdSa/Hy8jLvCQcAa9euRbdu3cxvLuDs7AxPT0/Vbaz5momKikL79u0xZcoUlC1bFps3b8aHH36oWqd06dJ47rnnzJet8f2YiIgeI8X9tpJERP9Vbdu2Vb2Nedu2bQt0+6xvg57dW7z37dvXYr3cPrK+3Xy3bt3yvE25cuVyfRzh4eEWt9mxY0eez8fAgQML9HxkzipTpkyBHnPW5+2zzz5TXe/k5KRcvHhRURRF2bFjh6LVanN8C3tFUZSlS5dazHB0dMx1G9zc3JQbN26o7mfKlCm5fm6yU9jPd6NGjfJ9WxcXFyUxMVFRFEVJSkoq0NysXyMDBw7M87Xw7rvvFmjG66+/bnEf+fkay+7zV1DZfc3r9fo8t/nXX3/N8T4vX75s8bUHQLG3t1fi4uIKvI2ZduzYYXGf4eHhFuv5+fnl+rrJz/M2ffr0PJ8DBweHPL/u89oWJZ+vn6yzly5dmutzdfjwYcXJyalAX4cP3+fGjRsLdNvsHldBJCYmKk899VS+ZvXo0UN1W2t8L83P5yA/n8sxY8bkOjennxWP+prJun5e378BKAsXLrS4n8J+PyYioscHD3UkInqMLVu2DCNHjsz3iaR9fX1Vl+fNm4dy5crluP6kSZPQsWPHQm+ntfj7+2PXrl35PveWTqdTPb6jR49i/PjxqnXmzJljftv5wMBAjB49WnX9kCFDLM4dk9Uvv/yS4x5OTk5O+OWXX6xybpzCfr7zy8HBAcuXL8/XO4xm5efnl6+95LL69NNPMXHixHydU2nUqFFYtGhRgWcUpS+//DLX19KsWbNUe4xkVblyZXTr1s1iec+ePf8zh0dNmDABQUFBOV7fsWNHDB8+XLUsuxPAF5dGjRph69at2b7LX3bs7Ozg5eX1SLPatWuH999//5Fum6lUqVLYunUrOnfuXODbFvZ7qTWNGDHikb7XWOs1M3PmzGz3xMw0bNgwvPXWWxbLpb4fExFR0WP4IiJ6jNna2mLevHk4ffo0xowZg6ZNm8Ld3R16vR6Ojo7w9/dHly5dMH36dBw6dMji3QorVaqEo0ePYsSIEfDz84ONjQ08PT3RsWNH/Pbbb5g2bVqxPbac1KhRA4cPH8Yvv/yCV155BVWrVoWzszN0Oh3c3NxQt25d8zmrbt26haFDhwIA7t+/j379+qnOa9a5c2e8+eabqvufOXMmnnrqKfPl+Ph4BAUFwWQy5bhNnTp1wrFjxzBo0CBUqFABtra28PHxwaBBg3DixAk888wzVnnshf18//TTT1iyZAkGDx6MJk2aoGLFinBwcDB/3lu0aIGJEyfi/Pnz5sMi8SDeHTx4EJ9//jleeukl1K1bF+XKlYONjQ3s7OxQvnx5dOzYEV9++SVOnz6NatWqFfixabVazJgxA+fOncOYMWPQqFEj8+G4rq6uqFevHkaOHImTJ0/iiy++sDhpenELCAjAqVOnMHbsWFSrVg12dnZwd3dH165dsWPHDrz33nt53kd25/n7LxzmmEmn02H58uVYuXIlWrVqBWdnZzg7O6Nx48ZYsGABNm3aZHHotLe3d7Ftb3aaN2+Os2fPYtmyZXjxxRfh5+cHR0dH6PV6uLu7o1GjRhg8eDBWrlyJqKgoVczs0KEDtm7dipCQEHTq1Am1atWCp6cndDodHB0dUbVqVfTu3Rs///wztm7dCgcHh0Jvr7e3NzZt2oRdu3ZhyJAhqFOnDlxdXaHX6+Ht7Y0GDRpg5MiRGDt2rMVtH/V7qbX5+/vjr7/+wiuvvILy5csX6Dxi1njNuLm5Ye/evZg9ezbq1asHR0dHlCpVCoGBgVizZg0WLlyYbdwq7PdjIiJ6fGiU/LxvPRER0RMiNDQUgwYNUi3jj0qyhuvXr6NixYrmy/7+/rhy5Uq+9yh53MXGxiIgIED1xgfjxo2zOOk7UX49ymsm63VLly5FcHBwkW4nERE93rjHFxEREVERS0lJsTj0bejQof+p6JWYmIh27dph+fLluH37tnm5yWTCoUOH0LNnT1X00ul0GDhwYDFtLf3XlYTXDBERPR4er+MIiIiIiEqQwMBAXL16FVFRUUhJSTEv9/LyeqzetTI/FEXBjh07sGPHDgCAi4sLnJyckJCQoHq3x0wffPABateuXQxbSv9lJek1Q0REjweGLyIiIqIiEhERgatXr6qW6fV6LF269JFO+P04SUpKQlJSksVyOzs7TJ06tdAndy8pzp07V6D1PT094enpWWTb87grya8ZIiIqHgxfREREREVMo9HAx8cHTZs2xYcffoiGDRsW9yYVmIuLC3744Qfs3LkThw4dwu3btxETEwOdTofSpUujTp06CAwMxIABA6zyLqclRa1atQq0/pQpUxASElJk2/NfURJeM0RE9Hjgye2JiIiIiIpIQc9JxfBFRERkXdzji4iIiIioiPDfmImIiIoX39WRiIiIiIiIiIhKJIYvIiIiIiIiIiIqkRi+iIiIiIiIiIioRGL4IiIiIiIiIiKiEonhi4iIiIiIiIiISiSGLyIiIiIiIiIiKpEYvoiIiIiIiIiIqERi+CIiIiIiIiIiohKJ4YuIiIiIiIiIiEokhi8iIiIiIiIiIiqRGL6IiIiIiIiIiKhEYvgiIiIiIiIiIqISieGLiIiIiIiIiIhKJIYvIiIiIiIiIiIqkRi+iIiIiIiIiIioRGL4IiIiIiIiIiKiEonhi4iIiIiIiIiISiR9cW8AWU/q9p9hOHdEfO61biFIvJ8uPreUkz2uxmjE5zrb63HmuvzcOr4mnLou36pr+ADnb4mPxdPlInHV6Ck/N/JHGE4fFJ974cUvcT1WfCwquANXY+TnVikDRNyRn1veHcXyPJcppcXlKPm51cqiWOb2NqyC8fzf4nO1lZ5C+on94nMN3tVxf/928bm62i1wd+dm8bmxH23DpdviY1G7ognXiuH7lYejtlh+DjarbiyW71cBPmm4k2gQn6uzcS6Wnwt+XsDVYphbwV2Dy1Hyv09WK6cgPFp8LHzcgLM35B/vwOonYYi9KT5XcysKGSf/Ep9beuIi8ZlE/wXc46sEMV0/D33NRuJz912wh6uTrfhcveEO/DwV8bkp6QYE+MrPhSYFdXxN4mMvR/0Tv6Tp57wJP538XzhpJw9BX7up+NyIaA18PcTH4kYs4CffF5F4PwP+XvJzz9/UFsvzHHHnn9gn7WoxzTWcPwpdjYbic5Xbl2Fbt4X43PuH98KpRTvxuXHbtqFUYEfxuddjgKplxcfi2h0NKhbD96vi+jl4O1Eplu9XsXcN8HKV/7fxyAQUy8+F6zEa+BXD3BuxQJUy8r9P3opTUMlbfCxi7yuoVUH+8abdjYPeo7z83NOHYfNUc/G5RJQ9hq+SxJBeLPHLYCye+KUoSrHEL6OpeOKXyVQ88ctgLJ5f+pW01OKJXxlpxRK/DKbiiV8GU/HEL6OpeOKXwVg88ctgLJ74ZTAVU/zKSC+e+GVIL5b4paSlFkv8MqWmFEv8MpiKJ34ZTMUTv4rr56DRVDzxy6QUT/wymoonfv3z9SwfvzJ//krHL4OpeOKX0VRM8ctkLJ74lZHG+EX0GGH4KmkYv0Qwfslg/JKby/glM5fxSwDjlwjGLxmMXzIYv2QwfhFRcWH4KokYv0Qwfslg/JKby/glM5fxSwDjlwjGLxmMXzIYv2QwfhFRcWD4KqkYv0Qwfslg/JKby/glM5fxSwDjlwjGLxmMXzIYv2QwfhGRNIavkozxSwTjlwzGL7m5jF8ycxm/BDB+iWD8ksH4JYPxSwbjFxFJYvgq6Ri/RDB+yWD8kpvL+CUzl/FLAOOXCMYvGYxfMhi/ZDB+EZGUJzZ8hYaGQqPR4PDhw4W6H5PJhEWLFqF+/fpwcHCAh4cH2rVrh+PHjxfofq5fv46pU6eiadOmKF26NDw9PREYGIitW7cWavsAxi8pjF8yGL/k5jJ+ycxl/BLA+CWC8UsG45cMxi8ZjF9EJOGJDV/W8tprr+Htt99Go0aNMH/+fEyePBkVK1ZEdHR0ge5n/fr1mDVrFqpWrYoZM2Zg0qRJSEpKwrPPPoulS5cWfkMZv0Qwfslg/JKby/glM5fxSwDjlwjGLxmMXzIYv2QwfhFRUWP4KoRVq1Zh2bJlWLVqFb799lu8/vrrGDVqFEJDQ/Hss88W6L6eeeYZXLt2Dd9//z2GDx+OUaNGYd++fahZsyYmT55snQ1m/BLB+CWD8UtuLuOXzFzGLwGMXyIYv2Qwfslg/JLB+EVERYnhK4spU6bAxsYGd+7csbjujTfegJubG1JTUwEAn332GZo2bYqePXvCZDLh/v37Od5vQkICRo8eDX9/f9jZ2aFChQoYMGAAYmL++aO9du3a8PRU/6ZmZ2eHrl274saNG0hKSrLOA2T8EsH4JYPxS24u45fMXMYvAYxfIhi/ZDB+yWD8ksH4RURFheEri/79+8NgMOCnn35SLU9PT8fq1avRq1cv2Nvb4+7duzh48CCaNGmCDz74AK6urnB2dkblypWxatUq1W3v3buHNm3aYP78+ejYsSO+/PJLvPnmmzh37hxu3LiR6/bcvn0bjo6OcHR0tN6DZPwSwfglg/FLbi7jl8xcxi8BjF8iGL9kMH7JYPySwfhFREWB4SuLqlWrokWLFlixYoVq+W+//Yb4+Hj0798fAHD58mUoioIff/wRS5YswezZs7Fy5Up4eXmhb9++CAsLM9/2008/xalTp/Dzzz/j66+/xptvvokPP/wQBw8eRL169XLclkuXLuGXX35Br169oNPprPtAGb9EMH7JYPySm8v4JTOX8UsA45cIxi8ZjF8yGL9kMH4RkbUxfGVjwIABOHDgAC5fvmxetnLlSvj6+qJt27bAg724ACA2Nhbr16/HW2+9hVdeeQXbtm2Dh4cHZsyYYb7tmjVrUK9ePfTs2dNilkajyXYbkpOT0bt3bzg4OOCTTz4pgkfJ+CWF8UsG45fcXMYvmbmMXwIYv0Qwfslg/JLB+CWD8YuIrInhKxsvv/wy7OzssHLlSgBAYmIifv31V7z66qvmUOXg4AAAqFSpEpo1a2a+rbOzM7p3746DBw/CYDAAD/YOq1OnTr7nG41G9O3bF2fOnMHq1avh41OEvzkxfolg/JLB+CU3l/FLZi7jlwDGLxGMXzIYv2Qwfslg/CIia2H4ykbp0qXRrVs3c/havXo10tLSEBQUZF4nM0aVKWP5l4G3tzcyMjJyPdl9boYMGYJff/0VoaGhaNdO4Bdixi8RjF8yGL/k5jJ+ycxl/BLA+CWC8UsG45cMxi8ZjF9EZA0MXzkYMGAALly4gEOHDmHlypVo0KABateubb7ex8cHZcuWxc2bNy1ue+vWLdjb28PFxQUAUKVKFZw6dSpfc8eNG4elS5fi888/R79+/az4iPLA+CWC8UsG45fcXMYvmbmMXwIYv0Qwfslg/JLB+CWD8YuICovhKwddunSBp6cnZs2ahV27dqn29sr08ssv4/r169iyZYt5WUxMDNavX4927dpBq/3n6e3VqxeOHz+OtWvXWtyHovz7DfzTTz/FnDlz8MEHH2DUqFFF9thyxPglgvFLBuOX3FzGL5m5jF8CGL9EMH7JYPySwfglg/GLiArjiQ9fS5YswYwZMyw+UlNT0bdvX6xZswYajSbbva8mTJiAcuXKoVevXggJCcHnn3+OVq1aISMjAx999JF5vXHjxiEgIAC9e/fGG2+8gf/7v//Dxx9/jBYtWuDEiRMAgLVr1+K9995DtWrVUKtWLaxYsUL1ERUVJfOEMH6JYPySwfglN5fxS2Yu45cAxi8RjF8yGL9kMH7JYPwiokcl+9PoMbRo0aJslwcHB2PAgAFYsGAB2rdvj3LlylmsU6ZMGezZswdjx47F559/joyMDLRo0QIrVqxAvXr1zOs5Oztj9+7dmDJlCtauXYtly5bB29sb7du3R4UKFQAAx48fBwBcvHgR/fv3t5i1Y8eObM8nViQeil+Gc0dkZj4Uv1pWBxLvp4vN/Td+eeFqTPbvslkU/o1fepy5LjfXZAK02hTU8XXAqety7fvhX/rP3xIb+2/8Gvs/XDUK/qXzIH7ZPdUUhtMHxcZmxi9/bwXXY8XGquLXVcHO+G/8skHEHbm5mfGrRnmT7PP8UPy6LPTvIcgSvyTnZsYvfY2GMJ7/W27uQ/Er/cR+sbEPx6/7+7eLzc2MX+7tO+Luzs1icx+OX5dui439N355Kbgm+P2quH4O/hu/NKLfrx6OX3cSDWJzH45foj8XzPFLwVXhuZnx63KU3O+T/8YvDcKjxcY+FL+AszfkHm9m/LLzKA9DrOWpborMg/hl91RzZJz8S24uUQnzxO7xFRwcDEVRcvyoUKECbG3/2fsou8McM1WuXBm//PILEhMTkZycjG3btqFJkyYW67m7u2P+/Pm4ceMG0tLScP36dYSGhsLD459/ggsJCcl1ewIDA4vw2cgG9/wSwT2/ZHDPL7m53PNLZi73/BLAPb9EcM8vGdzzSwb3/JLBPb+IqKCe2PCVH4sXL4azszNefPHF4t6U4sH4JYLxSwbjl9xcxi+ZuYxfAhi/RDB+yWD8ksH4JYPxi4gKguErGxs3bsSsWbPw9ddfY8iQIXByciruTSo+jF8iGL9kMH7JzWX8kpnL+CWA8UsE45cMxi8ZjF8yGL+IKL8YvrIxcuRIhISEoGvXrpg6dWpxb07xY/wSwfglg/FLbi7jl8xcxi8BjF8iGL9kMH7JYPySwfhFRPnB8JWNiIgIpKSkYN26dXBxcSnuzXk8MH6JYPySwfglN5fxS2Yu45cAxi8RjF8yGL9kMH7JYPwiorwwfFH+MX6JYPySwfglN5fxS2Yu45cAxi8RjF8yGL9kMH7JYPwiotwwfFHBMH6JYPySwfglN5fxS2Yu45cAxi8RjF8yGL9kMH7JYPwiopwwfFHBMX6JYPySwfglN5fxS2Yu45cAxi8RjF8yGL9kMH7JYPwiouwwfNGjYfwSwfglg/FLbi7jl8xcxi8BjF8iGL9kMH7JYPySwfhFRFlpFEUR/o5ARSVl47cw3rosPjes9gxcjxUeqgADfXdDibomOlZjMmCXexAu3jCKzjWZgPrVtbgaJToWRhPg7abHjViN6FwFQP37+3FT+OvKoHdAq6dMSEoR/vzq7RDrVhe3E0THAgDKuAG3hJ9nBUBABQPuJMnOBYC0VC2uRMr+2FMUoGENHSITZF9HAODmoOD6HdmZCoDBruthShQerNMBXn4w3EsUHavodMDFizBevyg6V6PVQPGpDiXqquxcvR5xtbvCEHFOdK7emAbb+i1gunVFdK7OlI74Rj2RnJouO1ejwMXFAfdSMkTnajUKvB3SkZ5yX3SuBgruaCsh/p7wnyUaIDVVh4ho2bGKCfAvC4Tflv95VLW8BhHCv08qJqCn2z4Yb1wSnas3pcOzUjmYpP8+MhoB2MBw7bzsXGhQevxC4ZlE/w2y/7xCRcp4Kxz6ag1guPC36NwTF9PRrLYtzt4QHQvbo9thE9AIpojTonMjDDpUKQccOicbR67ctoGflwknwkXH4nZ0OprVscW5m7J/tO9IbYhmzeTnHjJpULd6OmKTDKJzL18FavsBV6JlH+/NWKByGeDCLdGxuBqjR9WyJvFoHhmvRa0KRhy9LPvHRsJ9oFpZBZejZD+/V6OA6uWBM9dFx0Kx0UFfvQGMd2T/cSLVwQl23r5IT5D9K1Z/by/smgXCcPaQ7FzbVOjadoDpyknRuZrj62BXuxHST+wXnetw0wht+aowXjgqOlenjYRNGQ/cvZciOldvug9XdzckJKWJznVIvgkXV2+kJMlG5NQMI3w9dYiMl93b/PwNBbV9NTgRIToWV6M0qOYDHL8i+/MoPFKDaj6K+O+Tnhe2QF+lDgznDssOvhQFG//aMAr/fWRISYVdvZbIOHVAdC4RZY+HOpYkhnQYLh6Hvrrs4R7pBuDA6XTUqiA6FjCkI+PMEWj9a4uOzTAC12J1aFJTJz736h0t6lYSHfvP5/dUOmqWl/3FrLjmGkzAiau28HCR/XeBDCNw+ipQ2Vv48RqBK1FAdeHDagwm4NJt+cMAM4xARIwODarIBqjiOswkwwhcuAkE+IqOBUxGGOMiofOqKDzXhLSkONi6CR9Xk5EOw4Wj0NdqIjvXkAHjlZPQVn5Kdm5GGtJOHxE/zBOGDJhuXoKuegPRsYqiICMpFqWcHcTnpt9PgJuLnehcmEwwJEbDwcVVdKzRBMQkGVGutOyfJxkG4PR1BXX9RcciwwhcjtSgXmXZn0cZRuDiLY3475MwpMNw+RT0NRuLzzVGnIZO+O8jZKQj4/xR2NRpJjuXiLLF8FXSMH6JYPwq2XMZv4TmMn6JYPwSwvglg/FLBuOXzFzGL7G5jF9ETzaGr5KI8UsE41fJnsv4JTSX8UsE45cQxi8ZjF8yGL9k5jJ+ic1l/CJ6cjF8lVSMXyIYv0r2XMYvobmMXyIYv4Qwfslg/JLB+CUzl/FLbC7jF9GTieGrJGP8EsH4VbLnMn4JzWX8EsH4JYTxSwbjlwzGL5m5jF9icxm/iJ48DF9FLDQ0FBqNBocPC7+DSSbGLxGMXyV7LuOX0FzGLxGMX0IYv2Qwfslg/JKZy/glNpfxi+jJUiLDl0ajydfHzp07i3tTZTB+iWD8KtlzGb+E5jJ+iWD8EsL4JYPxSwbjl8xcxi+xuYxfRE+OEhm+li9frvp49tlns11eq1at4t5UOYxfIhi/SvZcxi+huYxfIhi/hDB+yWD8ksH4JTOX8UtsLuMX0ZOhRIavoKAg1Uf16tWzXV6mTJkC37fJZEJqamoRbLUAxi8RjF8ley7jl9Bcxi8RjF9CGL9kMH7JYPySmcv4JTaX8Yuo5CuR4SsvAwcOhKenJzIyMiyu69ixI2rUqGG+rNFoMGLECKxcuRK1a9eGnZ0dwsLCAABHjx5Fly5dUKpUKTg7O6N9+/b466+/sp2ZnJyMoUOHwsPDA6VKlcKAAQMQHx+vWsff3x/dunXD5s2bUb9+fdjb2yMgIAC//PKL9R4845cIxq+SPZfxS2gu45cIxi8hjF8yGL9kMH7JzGX8EpvL+EVUsj2R4at///6IjY3FH3/8oVp++/ZtbN++HUFBQarl27dvx+jRo/Hyyy/jyy+/hL+/P06fPo02bdrg+PHjeO+99zBp0iSEh4cjMDAQBw4csJg5YsQInD17FiEhIRgwYABWrlyJF154AYqi/gPn4sWLePnll9GlSxd8/PHH0Ov16N27N7Zs2WK9J4DxSwTjV8mey/glNJfxSwTjlxDGLxmMXzIYv2TmMn6JzWX8Iiq5nsjw1a5dO1SoUAErVqxQLf/hhx9gMpkswtf58+exc+dOTJ48GcOGDUP9+vXx4YcfIiMjA3v27MGHH36I999/H3v37oWtrS3ee+89i5m2trbYtm0bRo4ciQULFuCTTz7Bn3/+iY0bN6rWu3DhAr799lt8/PHHGD16NPbs2YMyZcrg/ffft+6TwPglgvGrZM9l/BKay/glgvFLCOOXDMYvGYxfMnMZv8TmMn4RlUxPZPjSarV49dVXsWHDBiQlJZmXr1y5Ei1btkSlSurv7m3btkVAQID5stFoxObNm/HCCy+gcuXK5uXlypXDK6+8gj179uDu3buq+3jjjTdgY2NjvvzWW29Br9fj999/V63n4+ODnj17mi9nHhZ59OhR3L5920rPwAOMXyIYv0r2XMYvobmMXyIYv4Qwfslg/JLB+CUzl/FLbC7jF1HJ80SGLwAYMGAAUlJSsHbtWuDBXl1HjhxB//79LdbNGsLu3LmD5ORk1bnAMtWqVQsmkwnXr19XLa9WrZrqsrOzM8qVK4eIiAjV8qpVq0KjUf9Ayzw5f9Z1rYLxSwTjV8mey/glNJfxSwTjlxDGLxmMXzIYv2TmMn6JzWX8IipZntjwFRAQgEaNGpkPd1yxYgVsbW3Rp08fi3UdHGR/aRHH+CWC8atkz2X8EprL+CWC8UsI45cMxi8ZjF8ycxm/xOYyfhGVHE9s+MKDvb62b9+OyMhIfP/993juuedQunTpPG/n5eUFR0dHnD9/3uK6c+fOQavVwtdX/dfCxYsXVZfv3buHyMhI+Purf1peunTJ4oT3Fy5cAB6862ORYfwSwfhVsucyfgnNZfwSwfglhPFLBuOXDMYvmbmMX2JzGb+ISoYnOnz169cPGo0Go0aNwpUrVyxOap8TnU6Hjh07Yv369arDD6OiovD999+jdevWKFWqlOo2X3/9NTIyMsyXFy1aBIPBgC5duqjWu3XrlvnwSwC4e/cuvvvuO9SvXx9ly5YtxKPNB8YvEYxfJXsu45fQXMYvEYxfQhi/ZDB+yWD8kpnL+CU2l/GL6L/viQ5fXl5e6Ny5M37++We4ubnhueeey/dtZ8yYAb1ej9atW+Ojjz7C7Nmz0bJlS6SlpWH27NkW66enp6N9+/ZYsGABRo4cifHjx6N169Z4/vnnVetVr14dgwcPxoQJE/DFF1+gdevWiIqKwieffGKVx5wnxi8RjF8ley7jl9Bcxi8RjF9CGL9kMH7JYPySmcv4JTaX8Yvov+2JDl94cLgjAPTp0wd2dvn/paB27drYvXs36tSpg48//hhTp06Fn58fduzYgWbNLL85LViwALVq1cLkyZMRGhqKfv36Yf369RYnsq9WrRp++ukn/P777xg/fjwyMjLw008/oVOnTlZ4tPnE+CWC8atkz2X8EprL+CWC8UsI45cMxi8ZjF8ycxm/xOYyfhH9dz0R4WvBggUW583KZGtrCwA5HuaoKAoWLFiQ7XUNGjRAWFgYkpKScP/+fWzfvh0tWqh/eQsODoaiKHj66afxf//3f4iLi0NSUhJWrFgBd3f3bO+3Y8eOOH78OFJTU3H27Fm89NJLBXzEVsD4JYLxq2TPZfwSmsv4JYLxSwjjlwzGLxmMXzJzGb/E5jJ+Ef03PRHhKzeLFy9G5cqV0bp16+LelMcP45cIxq+SPZfxS2gu45cIxi8hjF8yGL9kMH7JzGX8EpvL+EX03/PEhq8ff/wRH3zwAX777TeMGjXK4pBDeoDxSwTjV8mey/glNJfxSwTjlxDGLxmMXzIYv2TmMn6JzWX8IvpveWLDV79+/TB//nwMHjwYw4YNK+7Nebwxfolg/CrZcxm/hOYyfolg/BLC+CWD8UsG45fMXMYvsbmMX0T/HU9s+FIUBUlJSfjmm2+g18v+IZqTiIgI/Prrr8W9Gdlj/BLB+FWy5zJ+Cc1l/BLB+CWE8UsG45cMxi+ZuYxfYnMZv4j+G57Y8EWPgPFLBONXyZ7L+CU0l/FLBOOXEMYvGYxfMhi/ZOYyfonNZfwievwxfFHBMH6JYPwq2XMZv4TmMn6JYPwSwvglg/FLBuOXzFzGL7G5jF9EjzeGLyo4xi8RjF8ley7jl9Bcxi8RjF9CGL9kMH7JYPySmcv4JTaX8Yvo8cXwRY+G8UsE41fJnsv4JTSX8UsE45cQxi8ZjF8yGL9k5jJ+ic1l/CJ6PGkURZH9zZiKTPKGb2CKvCI+95fK03A9VnamRgO847gMppuXZQcD+KXqVFy6Kf+yqe6rxeWbJtGZJgXw8wYiokTHAgD8y8jP1WiAzs2AxPuyz7NGoyAu0RbhUbJfV4oC1PDV4uod0bGAAjSuriAhWfbxagBkZOhwO0F0LKABfD3+iVGSFAXwLiU/FwDerLoXprsx4nPvlm+I5JR00ZkmaFDuRBhM1y+KzgUA24AGMN2OEJ9rtCsNw9ULskM1gP1TjWCUfp4VwPTMizAmxYmO1Sgm3CnTDHH3hX8uQIPqDtFIT7knOhfQINIuAHH3hccCSEyyRaTwzwWtFijrphH//qwB4OetIDJeNoBpNEDfmPlIv3RGdC4UExwbNIXxhvzfC7pKATDduS46U6PRwDFoguhMov+Kx+PtDMkqlNhb0NdoBOPFo6Jzr9wyokktG5y9IToWSvSNfx7vhb9F596M1aBeZeDIBdk4EhmvQR1/jfjca1FAg6o6nAiX/eX7WpQJDavpcCJcdCwyDBnw99YgOtEoOvfqHQW1K2pw/Irs83wl8p+5p66JjsWFWzo0qmJEVKLs1/PpK0Y0qanD5SjZX/rPXDWgfmUdzt0UHYur0SY85a8V//5svJ8IvVdFGO/IfmHdNejg7OaBxKQU0bmm21ehD2gKw5mDsnOjrkNXpR6Ml4+LzkV8JOzqt0TGqQOiY5WYW9BXawDD2UOic22vHIWmcl0YYmVfwOkZGShdygWRCbI/F4wpSbB39ULK3XjRuVrTPZQv7YKb8bKPN/quBnX8IP5zISUDeMoP4j8XFI0Jdfw0uHRb9vEaIyNgW6cpUo/slp0bdR36Gg1hOHdEdK5GSYVNQBOYrgrHPiLKFg91LEkM6TCGn4aumuxu+ekG4NDZjGI5/NB45ZT47sQZBuDCLQ0aVZffPf5KtFZ8broBOH7JiLqVZH9BSjcAxy4axXePN5qA6EQF3q7Ch5cagLM3FPnDEAzA6WsK6ggfJWYwAkcu61DGVf51dOicUf4wQANw7IoRNcuLjkWGATgZYZL//mwywlAMhx8qioJ795Ph6iJ7mBgy0mG4eAz6gKayczN/DlapJzs3Ix3GKyflD6sxpMN044L8YZ5GA5QrJ6D3kH0BmxQFGalJKOcm+3MBigkZiXfgUKq06FiTAqSlJqF8afnD8c5elz883GACbsVD/OfCP4d5mlC1rPDRCxnpMIafgn2jNrJzDekwXDkFfc1GsnONBpiiI6D1C5CdS0TZYvgqaRi/RDB+yc1l/JKZy/glM5fxq+gxfglh/BLB+CWD8UsI4xcRFROGr5KI8UsE45fcXMYvmbmMXzJzGb+KHuOXEMYvEYxfMhi/hDB+EVExYPgqqRi/RDB+yc1l/JKZy/glM5fxq+gxfglh/BLB+CWD8UsI4xcRCWP4KskYv0QwfsnNZfySmcv4JTOX8avoMX4JYfwSwfglg/FLCOMXEQli+CrpGL9EMH7JzWX8kpnL+CUzl/Gr6DF+CWH8EsH4JYPxSwjjFxEJKZHhKzQ0FBqNJtuP8ePHi27L+fPnMXr0aLRs2RL29vbQaDSIiIgQ3QbGLxmMX3JzGb9k5jJ+ycxl/Cp6jF9CGL9EMH7JYPwSwvhFRAJKZPjKNG3aNCxfvlz10bdvX9Ft2L9/P+bNm4ekpCTUqlVLdLYK45cIxi+5uYxfMnMZv2TmMn4VPcYvIYxfIhi/ZDB+CWH8IqIiVqLDV5cuXRAUFKT6qF+/vsjs+/fvAwCef/55JCQk4OTJk3j11VdFZueI8UsE45fcXMYvmbmMXzJzGb+KHuOXEMYvEYxfMhi/hDB+EVERKtHhKy8rVqxA06ZN4ejoiNKlS+Ppp5/G5s2bVets2rQJbdq0gZOTE1xcXPDcc8/h9OnTqnWCg4Ph7OyMy5cvo2vXrnBxcTFHLnd3d7i4uORre2JjY9G/f3+UKlUKbm5uGDhwII4fPw6NRoPQ0FDrPGjGLxGMX3JzGb9k5jJ+ycxl/Cp6jF9CGL9EMH7JYPwSwvhFREWkRIevxMRExMTEqD4yTZ06Ff3794eNjQ2mTZuGqVOnwtfXF9u3bzevs3z5cjz33HNwdnbGrFmzMGnSJJw5cwatW7e2OE+XwWBAp06d4O3tjTlz5qBXr14F2laTyYTu3bvjhx9+wMCBAzFz5kxERkZi4MCBVngmsmD8EsH4JTeX8UtmLuOXzFzGr6LH+CWE8UsE45cMxi8hjF9EVARKdPjq0KEDvLy8VB8AcOnSJUybNg09e/bE7t27MXbsWLz99ttYuXIlPv74YwDAvXv38Pbbb+P111/Hpk2bMGLECLz33nv466+/oCgKPvroI9WstLQ09O7dG6GhoRg6dCj69+9foG1dt24d9u/fj7lz52L+/PkYPnw4wsLC4OHhYcVn5CGMXyIYv+TmMn7JzGX8kpnL+FX0GL+EMH6JYPySwfglhPGLiKysRIevhQsXYsuWLaoPPIhMJpMJkydPhlarfgo0mn9+gG7ZsgUJCQno16+fao8xnU6HZs2aYceOHRbz3nrrrUfe1rCwMNjY2GDIkCHmZVqtFsOHD3/k+8wT45cIxi+5uYxfMnMZv2TmMn4VPcYvIYxfIhi/ZDB+CWH8IiIrKtHhq2nTpujQoYPqAwAuX74MrVaLgICcv7FcvHgRANCuXTuLvcY2b96M6Oho1fp6vR4VKjz6XwpXr15FuXLl4OjoqFpetWrVR77PfGH8EsH4JTeX8UtmLuOXzFzGr6LH+CWE8UsE45cMxi8hjF9EZCUlOnwVhslkAh6c5yvrXmNbtmzB+vXrVevb2dlZ7D32n8H4JYLxS24u45fMXMYvmbmMX0WP8UsI45cIxi8ZjF9CGL+IyAr+o6WmcKpUqQKTyYQzZ87kug4AeHt7W+w11qFDBwQGBlp1m/z8/BAZGYnk5GTV8kuXLll1To4Yv0QwfsnNZfySmcv4JTOX8avoMX4JYfwSwfglg/FLCOMXERXSExm+XnjhBWi1WkybNs28Z1cmRfnnG3mnTp1QqlQpfPTRR8jIyLC4jzt37lh1mzp16oSMjAwsXrzYvMxkMmHhwoVWnZMrxi8RjF9ycxm/ZOYyfsnMZfwqeoxfQhi/RDB+yWD8EsL4RUSF8ESGr6pVq2LixIlYu3Yt2rRpg7lz52LBggUYOHAgPvjgAwBAqVKlsGjRIuzevRsNGzbEzJkz8fXXX+PDDz9EgwYNMHXq1HzNSkxMxIwZMzBjxgxs27YNALBgwQLMmDEDCxYsMK/3wgsvoGnTphgzZgxGjhyJhQsXokuXLoiLiwMeOul+kWP8EsH4JTeX8UtmLuOXzFzGr6LH+CWE8UsE45cMxi8hjF9E9IieyPAFANOmTcOSJUuQkpKCiRMnYvLkybh69Srat29vXueVV17Btm3bUL58eXz66acYNWoUfvzxR9SvXx+DBg3K15z4+HhMmjQJkyZNQlhYGABg7ty5mDRpEubMmWNeT6fT4bfffsPLL7+MZcuWYeLEifDx8THv8WVvb2/15yBHjF8iGL/k5jJ+ycxl/JKZy/hV9Bi/hDB+iWD8ksH4JYTxi4geQYkMX8HBwVAUBY0bN851vUGDBuHvv/9Gamoq4uLisHPnTvM7P2YKDAxEWFgYEhISkJKSgkuXLmHp0qVo1Ojfb3qhoaG4d+9etjP8/f2hKEq2HxEREap1PT09sXLlSty9excJCQlYunSp+d0jC/OOkY+E8UsE45fcXMYvmbmMXzJzGb+KHuOXEMYvEYxfMhi/hDB+EVEBlcjw9V+VkpKiumw0GjF//nyUKlUKDRvKBhmA8UsK45fcXMYvmbmMXzJzGb+KHuOXEMYvEYxfMhi/hDB+EVEBMHw9RkaOHIlXX30VCxYswNy5c/H0009j+/btGD9+PBwchH/pzsT4JYLxS24u45fMXMYvmbmMX0WP8UsI45cIxi8ZjF9CGL+IKJ8Yvh4j7dq1w7lz5zBx4kR88MEHSEhIwPz58zFhwoTi3TDGLxGMX3JzGb9k5jJ+ycxl/Cp6jF9CGL9EMH7JYPwSwvhFRPnA8PUYeeWVV3DkyBEkJiYiLS0Np0+fxogRI4p7s/7B+CWC8UtuLuOXzFzGL5m5jF9Fj/FLCOOXCMYvGYxfQhi/iCgPDF+Uf4xfIhi/5OYyfsnMZfySmcv4VfQYv4Qwfolg/JLB+CWE8YuIcsHwRQXD+CWC8UtuLuOXzFzGL5m5jF9Fj/FLCOOXCMYvGYxfQhi/iCgHDF9UcIxfIhi/5OYyfsnMZfySmcv4VfQYv4Qwfolg/JLB+CWE8YuIssHwRY+G8UsE45fcXMYvmbmMXzJzGb+KHuOXEMYvEYxfMhi/hDB+EVEWGkVRhL8TUVG5dexv3EvJEJ1p0tnieEpd3IwTHQuNVoN27udwK172FxaDxhY+rhmwvXNRdK4tMnCybE/551kDlHU1ITJBdq5Wo4G3i1IsX1f1Kyu4ESs712QCnO014s+zRgOUKaWRf54BVPEBbsQK/4EFwM/DgPj7JtGZOi1ga6NHVKLoWGg1gLuzBreK4fM7oPoxGO/FCw/WINHrKSSnpMnOBaDcjkXMXdmZRp0dKpQ2IiZJeK7WFuW3fIuEvw7Kzs0w4KkZI6HcvSM6FxoNUu8akHHptOhYxWiETd+3YIq/LTpXqxhhZ2cPU+QV0bkwGpHiUQ3Ga+dFx2oMGbhhrIj7x/8WnavLSEHZEW+Lf5/UwwC4+8BwT/YHkk5jREaSEXeK4ftkvVI3YXM/UnawVodLTs1xU/j3SQNs8EJX6X99Ivpv0Bf3BpD13HCoAu+yWsQnyf7SfzdRh/pVgPO3RMfirLYWfKoCFyJl/3iOzgBerJwIh2uHROf+mazBU37yz3Niqg71KgOXZH/3xt10FMvX1dVYwM8DOHdTdm66EajjJ/88J6UDT/kD54Ufr0ExIcAXOHdT9vUbn6JHrYoG3E6QjV/RiVrU8VMQHi06FgnJGtTxAy4Iv44StE5w83KBQfiP9sQUwMPFCXeTkkXnHjHWRY3qJlwX/iMnAYB/JQU3hOPm/a/C4DvoOUSt3SA613jlDGwaPg1TzDXRudE/robHsx2RevhP0bmlos9B51URpsjLonORpoWNty+MF4+KjnWM2gmdf21knD4gOtfr8n74BDRGwtYw2bnpV2Dj7QVDnGyUScsA7DzdkJ4gG5EPODZFWR8NrsaIjsWaxJroWeki7BJkX0fHkirBz1f+9ysiyh4PdSxBTAoQnWhCaRc70bkGI3A5CqjhIzrWvNt29XLCu4sbgV/imiGlouzhD8X2PBuBi7eAqmXl5xbX470aK384QHE+z1djgBrFcPhD3H0FNcvLH+5x9oYeZd1kf/wZjMDl2xpU8hYdC4MRuBIFVBd+HSmKgoQ0E/SlZb+gTQoQm2RAKRdH0bkGI3D+pha+HqJjYTQBETEaVHAXnns/GdeX/oYyPZ+XHWxIR8bff0LrKXxYa1oqYrdshn3jp0XnwmiA8c41aMtVEZ9ruh8rfjoLGNJhjDgNm9qyh7UqaanIOHMYbh06i86FyYiMhDvQu5eTnauYkJaUAFs3L9GxRhNwO0GBn6foWBiMwNrwakhzk30dFdfvV0SUPYavEobxS2gu45fYXMYvmbmMXwJzGb9EMH4JzWX8ksH4JYLxSwbjFxEVF4avEojxS2gu45fYXMYvmbmMXwJzGb9EMH4JzWX8ksH4JYLxSwbjFxEVB4avEorxS2gu45fYXMYvmbmMXwJzGb9EMH4JzWX8ksH4JYLxSwbjFxFJY/gqwRi/hOYyfonNZfySmcv4JTCX8UsE45fQXMYvGYxfIhi/ZDB+EZEkhq8HwsLCUL9+fdjb20Oj0SAhIQHBwcHw9/cv7k0rFMYvobmMX2JzGb9k5jJ+Ccxl/BLB+CU0l/FLBuOXCMYvGYxfRCTliQxfoaGh0Gg0OHz4MAAgNjYWffr0gYODAxYuXIjly5fDycnJ4nbJyckICQnBzp07i2S7Zs6cieeffx5lypSBRqNBSEiIVe6X8UtoLuOX2FzGL5m5jF8Ccxm/RDB+Cc1l/JLB+CWC8UsG4xcRSXgiw1dWhw4dQlJSEqZPn47BgwcjKCgINjY2WLx4Mc6fP29eLzk5GVOnTi2y8PXhhx/i0KFDaNDA+r9QMH4JzWX8EpvL+CUzl/FLYC7jlwjGL6G5jF8yGL9EMH7JYPwioqLG8AUgOjoaAODm5qZabmNjAzs7uVAUHh6OyMhIrFixokjun/FLaC7jl9hcxi+ZuYxfAnMZv0QwfgnNZfySwfglgvFLBuMXERWlJz58BQYGYuDAgQCAJk2aQKPRIDg4GABU5/iKiIiAl9c/PwCmTp0KjUajOhwxODgYzs7OuHbtGrp16wZnZ2eUL18eCxcuBACcPHkS7dq1g5OTE/z8/PD9999bbIvE+cQYv4TmMn6JzWX8kpnL+CUwl/FLBOOX0FzGLxmMXyIYv2QwfhFRUXniw9fEiRPxxhtvAACmTZuG5cuXY+jQoRbreXl5YdGiRQCAnj17Yvny5Vi+fDlefPFF8zpGoxFdunSBr68vZs+eDX9/f4wYMQKhoaHo3LkzGjdujFmzZsHFxQUDBgxAeHi44CP9F+OX0FzGL7G5jF8ycxm/BOYyfolg/BKay/glg/FLBOOXDMYvIioKT3z4evbZZ9GiRQsAQJcuXRAUFGS+/DAnJye89NJLAIC6desiKCgIQUFBqFu3rnmd1NRUBAUFYdGiRRg2bBh+++03ODg44LXXXsNnn32G2bNnY8SIEVizZg2MRiOWLVsm+EjVGL+E5jJ+ic1l/JKZy/glMJfxSwTjl9Bcxi8ZjF8iGL9kMH4RkbU98eHL2l5//XXz/7u5uaFGjRpwcnJCnz59zMtr1KgBNzc3XLlypZi28h+MX0JzGb/E5jJ+ycxl/BKYy/glgvFLaC7jlwzGLxGMXzIYv4jImhi+rMje3t58HrBMrq6uqFChAjQajcXy+Ph44S20xPglNJfxS2wu45fMXMYvgbmMXyIYv4TmMn7JYPwSwfglg/GLiKyF4cuKdDpdgZYriuwfbzlh/BKay/glNpfxS2Yu45fAXMYvEYxfQnMZv2Qwfolg/JLB+EVE1sDwVQBZ99oqSRi/hOYyfonNZfySmcv4JTCX8UsE45fQXMYvGYxfIhi/ZDB+EVFhMXwVgKPjP78MJyQkFPemFAnGL6G5jF9icxm/ZOYyfgnMZfwSwfglNJfxSwbjlwjGLxmMX0RUGAxfBeDg4ICAgAD89NNP+Oqrr/Djjz/i1KlTVrv/5cuXY8aMGfjss88AAH/++SdmzJiBGTNm4OrVq1abkxvGL6G5jF9icxm/ZOYyfgnMZfwSwfglNJfxSwbjlwjGLxmMX0T0qBi+Cuibb75B+fLlMXr0aPTr1w+rV6+22n1/++23mDRpEj7++GMAwI4dOzBp0iRMmjQJ4eHhVpuTF8YvobmMX2JzGb9k5jJ+Ccxl/BLB+CU0l/FLBuOXCMYvGYxfRPQoNMrjcoZ1KrS/ziVa9f60GsDbVYv4pLTc51627k8evQ6oUgY4fyv39VycrPulq9cCPqWBC5G5n8vNaLTqWOh1wIvuB+Bw7VCu6y21G2H1ufl5nq1NrwOq+QCXbue+XkaG9efm5/Ha2Fh/rp8HcO6mde83P3Pz8zxb+yeAXgf4eQLn83i8ZdxNVp2r0wLuThqcu5n769fe1qpjodcCtSoYcDsh98dzK866g/U6oEpZBeHRua93P8W656bU64DKZYALebyOOlc+b9W5Go0GbnZaGOJz/4K+al/TqnO1GsDDRY+7Scm5rvfXNesWQb0OqFHehOuxua9n7devTgv4eyq4EZfHei0CrDvXyRG+g55D1NoNua7XbKKVA5neFjYNn4Yp5lquq0X8b4VVx2rs7OHxbEekHv4z1/U8ena36lzo9NB5VYQp8nLu65ms+/0ZOj20Th4wXjya62rGRCufSkRvC51/bWScPpDranFnrPuPyxo7e9gENEbC1rBc1ys/aYJV50Krg42bFwxxkbmulmbvat25Gi3sXNyQnnAn19X2pTa16lidFijrpsHVmNzXi4qz7j9Q6XVAz0oXYZeQ++voxwTrBtD8/n71lnB3Jfqv4B5flCPu+SU0l3t+ic3lnl8yc7nnl8Bc7vklgnt+Cc3lnl8yuOeXCO75JYN7fhFRQTB8Ua4Yv4TmMn6JzWX8kpnL+CUwl/FLBOOX0FzGLxmMXyIYv2QwfhFRfjF8UZ4Yv4TmMn6JzWX8kpnL+CUwl/FLBOOX0FzGLxmMXyIYv2QwfhFRfjB8Ub4wfgnNZfwSm8v4JTOX8UtgLuOXCMYvobmMXzIYv0Qwfslg/CKivDB8Ub4xfgnNZfwSm8v4JTOX8UtgLuOXCMYvobmMXzIYv0Qwfslg/CKi3DB8UYEwfgnNZfwSm8v4JTOX8UtgLuOXCMYvobmMXzIYv0Qwfslg/CKinDB8UYExfgnNZfwSm8v4JTOX8UtgLuOXCMYvobmMXzIYv0Qwfslg/CKi7DB80SNh/BKay/glNpfxS2Yu45fAXMYvEYxfQnMZv2Qwfolg/JLB+EVEWWkURZH9S4CKzN+XU3Av1SQ+t+ydUzBePS86U6+kIaLh64iMFx0LAEi8EY29B+6IzjRkGPH2iADcSzGIztVpgVIOGiSnpovO1WoVHD6UhMPHE0TnGjKMGPBaXdyMEx0LKED18ibE35cdq9EAHk4mpKQbhecqcLCzw23ZTy8AwF4H3IjTiM5UFKBmeQPuy76MoNEAcTFGXLol+3PBZALef+YSTHdlv09qFAXxZRogJTVVdi4Au9u3YIq8IjpXb8qApk4zGJNkv2HpYYD2+CmY7saKztU52MKjkjtMkeGicwEgReMKbcJt0ZkavQ4O9ZvAdFv48ZpM0NZsDNPdGNm5GkCjsYUpIUp2rlYHg2IPJfam6FiNXg/b2o1gkp6rmJBRuQGMSdI/gBUkJTtAuXpWdKrOlI7YBj1xL13256BOq8CodYbRIPz7s0ZBm7qlRWcS/Vfoi3sDyHqOXHFAs2oZiLsnG0fKO0RDV8UNhlP7ReeeTTehalktLt2W/SPWsWwZtKiXgp/XXRWdezXWBo38TYi/lyE6NyHNHtXLGJF4T/aPyc1/hOOZVl74fZvsL8ERkQoC/DQ4f0t0LK7e0aF+JSMiE2T/LeLPoyb0aK3BXeGompCiwN9biyvCf+OcvmJAw+o6nL0p+31j/Za7COruggTZlxF27I5GhzYeOHJB9pd+7b0Y2Ll6wHjnmujc5FQT3F0ckHRPtiKXv3ccWt9yMF48KjoXsTbQlKsKg/Afz7pa7tCUawRjzA3RucYTh2FTsyGMl46Jzo3cuAVVRg6BNvqy6FxTxDnoKteB8fJx0bmIj4SufHUYY66LjlW0GuirNYAxSjb2KaV94FC1GpSbF2TnJt6GjZcvTDdk//HYmJIEu9JeyIiTjbnOrkY4VvSE6eRe0bkecbtwr1JzxKfI/iPfkq2OCO6kQ0ZGiujckiY6OhoLFizApk2bcPHiRaSmpqJcuXKoU6cOXnrpJQwcOLBYtis4OBjLli0DAOzYsQOBgYEAAI3mn98v/fz8EBERAQBISEjAF198AQDw9/dHcHCw6r5CQkIwdepUAMDSpUstrifr4KGOJYjBCBy4aAN3Z+GeaTLCaKOBvk4L0bFGExCTZELVsvKHHzr7+6P3C37ic49E2KG0s43oXKMJuBBtB1dne9G5Kakm7Nh7B13blxGdm2EEzlxViuWwx2PhOpRzkw0y6QZg/R6glIPs9w2j6Z/DpSvLfnqRbgD+vmBELeHDHtMygBUbk+Am+zJCWrqCrbtj0ai68I97kxEZSXHQeckeJmZSFMQlGeHi7CQ6F0YDTAmR8odrGQ1QIi9B7yF8fIvJACUyHDrPCrJzDenIOPc3dFXri441pabg8vzFMHkLHwZoSIfxyinoqtSTnWs0QLl5ATpPX9m5JiOM8ZHQlakkPNeElPR0aMpXl51rNMAYfwvaCjVk55pMSEuKg4278PkOTCYku7lD+1Qr4blGOIf/hdIOOtGx6RlA6B8a2Ng4iM4tSbZt24ZatWph+vTpOHz4MBITE5GWloaIiAj8+uuv/5lAlJCQgKlTp2Lq1KkIDQ0t7s15YjF8lTCMXzIYv2Qwfslg/JLB+CU0lvFLBuOXDMYvobmMX1JzGb8oP86fP48ePXogLu6fw/mDg4Nx/vx5pKen4+bNmwgNDUWdOnWKezMtKIoCRVHMe3vlR0hIiPl2/5WY91/E8FUCMX7JYPySwfglg/FLBuOX0FjGLxmMXzIYv4TmMn5JzWX8oryEhITg/v1/TlvQrVs3LF26FNWrV4eNjQ18fHwwcOBAHD367+kFzp07h4EDB6JChQqwtbWFm5sbAgMD8dNPP6nuNzQ0FBqNBhqNBlOmTMHcuXNRtWpVODo6on79+ti0aZPFtixcuBBVq1aFvb09nnrqKYv7fFjmffv7+5sfR6VK/34v27Vrl3mdzMMjQ0JCzMuy7hH2xx9/oEuXLvDw8ICNjQ3Kli2Ll156CYcOHVKtFxwcbL6P9evXY/jw4ShTpgxcXV3RsWNHXLx4UbX+2rVr0apVK7i5ucHGxgZeXl5o0qQJhg0bhpJ6CniGrxKK8UsG45cMxi8ZjF8yGL+ExjJ+yWD8ksH4JTSX8UtqLuMX5cRkMuG3334zX37//fezXU+v/+f31T179qBhw4b47rvvcPPmTWRkZCAxMRG7du1C37598e6772Z7+3nz5mHs2LG4fPkyUlJScPz4cfTo0QNXrvz7ZjWzZ8/GiBEjcPnyZaSlpeHUqVPo27cvtmzZYvXHndXcuXPRuXNnhIWFIS4uDgaDAVFRUVizZg1atmyJNWvWZHu74OBgfPXVV4iOjsbdu3exZcsWdO/eHUbjP+e5O3ToEHr37o19+/YhMTERBoMBMTExOHz4MBYtWmRer6Rh+CrBGL9kMH7JYPySwfglg/FLaCzjlwzGLxmMX0JzGb+k5jJ+UXZiYmKQlJRkvhwQEJDr+kOGDEFKyj9vIjBz5kwkJiZiz5498PDwAAB8/vnnOHz4sMXt7t+/j19++QUJCQl49dVXAQAZGRnmPbru3r2LadOmAQ/25Prhhx9w9+5dLF++HLdu5e9dsEJCQhAe/u8bdrRt29Z8WOPOnTtzvN3169cxYcIEAIC9vT1+++03JCUl4dtvvwUAGAwGvPXWW0jN5p2sXV1dcezYMdy6dQu1atUCHhw6evDgQQDA7t27zXFr7969SE9PR2RkJLZv345x48ZBqy2ZiahkPioyY/ySwfglg/FLBuOXDMYvobGMXzIYv2QwfgnNZfySmsv4RYVx8eJFnDt3DgBQsWJFTJgwAaVKlUKrVq0wZMgQ83q//vqrxW2ff/559OzZE66urujbt695+dWrVwEA+/fvNx9u+fTTT6Nv375wcXFBUFAQWrZsWaSPKywsDBkZGQCA3r17o2vXrnB2dsZrr72G5s2bAwDu3LmDv/76y+K2Y8eORb169VCuXDl07drV4nFVrlzZvOyTTz7BZ599hr/++gtVq1bF7NmzGb4odw8fL5z1Y/z48cW6bYxfMhi/ZDB+yWD8ksH4JTSW8UsG45cMxi+huYxfUnMZv+hhnp6ecHFxMV8+e/ZsjutGR0eb/79ixYrQaP79fdnPzy/b9TLVqPHva8zJ6d/fDzL3ooqJiTEv8/VVf9+rWLFof495eHsffhxZLz/K43rhhRfwzjvvwMHBARs3bsT48ePRs2dPVKxYER06dMC9e/es/ngeBwxfVjZt2jQsX75c9fFwQS4ujF8yGL9kMH7JYPySwfglNJbxSwbjlwzGL6G5jF9Scxm/KJNWq8Vzzz1nvjxr1qxs1zMYDPD29jZfvnbtmurE7NeuXTP//8PrZbKx+ffvpoeDWSZPT0/z/1+/fl113cP3nZfs7jsvD29v5p5a2c1+lMeFB4d/xsfH4/Dhw/jhhx/Qr18/AMC2bduwYMGCAm/vfwHDl5V16dIFQUFBqo/69WV/CcsJ45cMxi8ZjF8yGL9kMH4JjWX8ksH4JYPxS2gu45fUXMYvyjRlyhQ4OjoCADZu3IjXX38dFy9eREZGBiIjI7Fs2TLUr18f1apVQ82aNYEHQWjWrFlISkrC/v37sXjxYvP9de/evcDb0KJFC/MeU3/++Sd+/PFH3Lt3DytWrMC+ffvyfT+Z5xrDg4gVHx+f5206d+5sDlirV69GWFgY7t27h9DQUOzfvx8A4OXlZT7ssSB27dqFTz75BGfPnkWlSpXw4osvomPHjqptLIkYvgRt374dbdq0gZOTE9zc3NCjRw+LXTeTkpLwzjvvwN/fH3Z2dvD29sazzz6Lv//+2yrbwPglg/FLBuOXDMYvGYxfQmMZv2Qwfslg/BKay/glNZfxiwCgZs2aWLt2LUqXLg0A+Pbbb1G9enXY2trCx8cHwcHBOH36NABg8eLFcHD45znMPMdXy5YtzYcqjh49Go0aNSrwNpQqVQqTJ08GACiKgn79+sHFxQX9+/dX7Q2WF2dnZzz11FMAgIiICLi7u0Oj0SAkJCTH2/j6+uLjjz8GAKSkpKBLly5wcXHBoEGDgAfvaPm///0P9vYF/6Ux88T5DRo0gIeHB+zs7Mz3iwc78pREDF9WlpiYiJiYGNUHAGzduhWdOnVCdHQ0QkJC8O6772Lfvn1o1aoVIiIizLd/8803sWjRIvTq1QtfffUVxo4dCwcHh1yPbS4oxi8ZjF8yGL9kMH7JYPwSGsv4JYPxSwbjl9Bcxi+puYxfBAAdO3bEmTNn8OGHH6Jhw4ZwcXGBra0t/Pz80K1bN4SGhgIAWrdujb///hv9+/dH+fLlodfr4erqirZt2+KHH37AZ5999sjb8N5772HBggWoXLkybG1tUatWLXz33XeqQzHzY/ny5QgMDISrq2u+bzNmzBiEhYWhc+fOcHd3h16vh7e3N1588UXs27cPL7744iM8IqBRo0YYPHgwateujdKlS0On08HV1RVPP/00fv75Zzz//POPdL+PO43y8IGw9MhCQ0NVpfRhiqKgQYMGuHXrFs6ePQt3d3cAwIkTJ9CgQQMEBQVh2bJlAAA3NzcEBQU90rG1i8IKtr5eBzSrloG4e4YCz3pYk6Q/CnYDrQ66DAWGU/sLNXdLwxkFWl+nBTxdtLh0u3DBICWtYOvrdcC9iAj8vK5wu40Ofrdtgec28k9D/L2MQs2NTy3YX+A6LVDdOw2J9yzfXrcg3h5zqkDrO9hr8UwrL/y+LapQc18Y1KZA69vogAA/Dc7n712Nc74ffcG+LvU6oH4lIyITCvctfP8xY4HWt9UDPVoDd1MK930j9n7Bv668XbW4UrhPL85fKdh22+qBhtV1OHuzcN83zp6OK9D6djZAUHcXJBTuZYSlKyILNtdWgw5tPHDkgqlQc6e3sXyXoVxpdbBxcYfxTv7PmZGdKx4F2+Vfq9HA3UWHpHv3CzXX79xvBbuBTg+tWzkYLx4t1FxUKOAf/jo9NOWqwhB7s1BjdakFfL60emjKVYIx5kah5ip/5//QEgCA3hY2NRvCeOlYoeZe/Dnnt5zPjtbeAVVGDoE2+nKh5pqSC/g8622hq1wHxsvHCzVXW76A/2Cn00NTvjqMMdfzsbIVaXXQlS4HY1R4oe4m3bWAYUerhYOtLZSbFwo1VynoeX90euhK+8B043yh5ib7BhTsBlot7FzckRF3u1BzjXrbAs91TIiD6eTeQs3VBBQwgGt1uFepOeJTCvb7UVb/21S6QOvb2gDBnRRkZKQUam7dapbnfCIi7vFldQsXLsSWLVtUH5GRkTh27BiCg4PN0QsA6tati2effRa///67eZmbmxsOHDiAW7cK+Vd0PnDPLxnc80sG9/ySwT2/ZHDPL6Gx3PNLBvf8ksE9v4Tmcs8vqbnc84uIrIXhy8qaNm2KDh06qD4yTxD38FuLZqpVqxZiYmJw//4//6o3e/ZsnDp1Cr6+vmjatClCQkJw5cqVIttexi8ZjF8yGL9kMH7JYPwSGsv4JYPxSwbjl9Bcxi+puYxfRGQNDF+PmT59+uDKlSuYP38+fHx88Omnn6J27drYtGlTkc1k/JLB+CWD8UsG45cMxi+hsYxfMhi/ZDB+Cc1l/JKay/hFRIXF8CXAz++f0HH+vOUx+efOnYOnp6f5rVIBoFy5chg2bBjWrVuH8PBweHh4YObMmUW6jYxfMhi/ZDB+yWD8ksH4JTSW8UsG45cMxi+huYxfUnMZv4ioMBi+BJQrVw7169fHsmXLkJCQYF5+6tQpbN68GV27dgUAGI1GJCYmqm7r7e0NHx8fpKUV8Izqj4DxSwbjlwzGLxmMXzIYv4TGMn7JYPySwfglNJfxS2ou4xcRPSqGLyGffvopYmNj0aJFC8yZMwfTp09Hu3bt4OrqipCQEABAUlISypcvj+DgYHz++edYvHgxXn75ZRw6dAj9+vUT2U7GLxmMXzIYv2Qwfslg/BIay/glg/FLBuOX0FzGL6m5jF9E9CgYvoR06NABYWFh8PDwwOTJkzFnzhw0b94ce/fuRaVK//xwdnR0xLBhw3Ds2DFMmTIFo0ePxvnz5/HVV1/h3XffFdtWxi8ZjF8yGL9kMH7JYPwSGsv4JYPxSwbjl9Bcxi+puYxfRFRQDF9WEhwcDEVR0Lhx4xzXad++Pfbs2YPk5GQkJiZiw4YNqFWrlvl6W1tbzJ49G8eOHcPdu3dx7949HDt2DG+99ZbQo/gX45cMxi8ZjF8yGL9kMH4JjWX8ksH4JYPxS2gu45fUXMYvIioIhi/KEeOXDMYvGYxfMhi/ZDB+CY1l/JLB+CWD8UtoLuOX1FzGLyLKL4YvyhXjlwzGLxmMXzIYv2QwfgmNZfySwfglg/FLaC7jl9Rcxq8nh6Io+Oabb9C4cWM4OjrCzc0NnTp1wq5duyzW9ff3x/jx43O9v9DQUGg0GqSmpuY5u1OnTvjkk08Ktf3/Ffl57rLauXMnNBoNzp07l+t633zzDdatW2exvH79+ggNDS3wthYEwxflifFLBuOXDMYvGYxfMhi/hMYyfslg/JLB+CU0l/FLai7jV9E6eAlYuiPvj6L2xhtvYNiwYQgMDMTGjRuxfPlyODs7o127dli+fHmRzd23bx/2799fLKcfKg5r167F8OHDi+S+cwpf48aNw4wZM2AwGIpkLhi+KL8Yv2Qwfslg/JLB+CWD8UtoLOOXDMYvGYxfQnMZv6TmMn4VnSZVgCrCv1NltWbNGnzzzTf4+uuvMWfOHLRv3x7du3fHmjVrEBQUhDfffBM3btwoktnz58/Hiy++CFdX1yK5/6KUkpJS4HUbNGgAX1/Z79G9evVCVFQUwsLCimwGwxflG+OXDMYvGYxfMhi/ZDB+CY1l/JLB+CWD8UtoLuOX1FzGr6Kh0QCtawIV3It8VI7mz5+PGjVqYMCAARbXTZs2Denp6fj2229zvL2iKJg0aRK8vLzg6uqKoUOH5usQx6SkJKxbtw69evVSLc/ucMD//e9/0Gj+/T078/C/rVu3olOnTnB0dESlSpWwcuVK1e0CAwPRt29fLFy4EL6+vnB0dESvXr0QExOjWu/OnTsYNGgQvLy84ODggPbt2+Ps2bPm6yMiIqDRaPDjjz8iKCgIrq6u6NOnT7aPK7d1sz42k8mECRMmwNPTE66urnjrrbfMjzXrcxgdHY2ePXvCyckJVatWxdKlS1WP88CBA1i2bBk0Gg00Go358EZ7e3t07doVK1asyPNz8qgYvqhAGL9kMH7JYPySwfglg/FLaCzjlwzGLxmMX0JzGb+k5jJ+FQ2tFnimDuBVqshHWcjIyMD+/fvx3HPPQau1/F3Dz88PdevWxZ9//pnjfcybNw8fffQRRowYgVWrViElJQUzZszIc/a+ffuQmpqKli1bPvL2v/baa2jZsiXWrl2LNm3aoH///ti/f79qnd27d2PJkiWYP38+Fi1ahN27d6N///7m61NTU9GuXTvs3bsXX3zxBVavXg2TyYQOHTogOTlZdV/vvvsu3N3dsWbNGowdOzbXbcvPunPnzsWnn36KUaNGmZ+7mTNnZrvu66+/jiZNmmDdunVo0aIFBg8ejNOnTwMAvvrqK9SuXRtdu3bF/v37zZ/TTC1btsT27dvz8Yw+GoYvKjDGLxmMXzIYv2Qwfslg/BIay/glg/FLBuOX0FzGL6m5jF9FQ68Dnq0LuDoW+SiV2NhYpKeno2LFnH/WV6xYEbdu3cr2OqPRiFmzZmHYsGGYMmUKOnXqhO+++w7lypXLc/aRI0dQtmxZeHh4PPL29+jRQzW3UaNGFifKv3PnDn799Ve88MILGDhwIJYsWYKwsDAcPXoUALB8+XJcvHgRmzdvxquvvornnnsOGzZsQEpKCpYsWaK6r1atWmHevHno0KED2rZtm+u25bWu0WjE3LlzMXLkSEyaNAmdOnVCaGgofHyy/wMmKCgIH3zwAZ599lksXrwYpUqVwtq1awEAAQEBcHZ2hpeXF5o3b47mzZvDy8vLfNt69erhzp07CA8PL8Czm38MX/RIGL9kMH7JYPySwfglg/FLaCzjlwzGLxmMX0JzGb+k5jJ+FQ07G6BjPcDRrshHWc3169cRGRmJHj16qJZnvZyd27dvw9PTs1Dzs5t78OBB1bKmTZuqQlzXrl1hY2NjXm/79u1o0qQJKlSoAIPBAIPBAAcHBzRp0gRHjhxR3dfDe1HlJa91r127hqioKHTr1k21vHv37tmu37FjR/P/29vbo3Llyvk+91rm83z79u18rV9QwtWCitK9Gzdw+HiC6MywDCOWPpcIQ3jub11qbYrRgLrdG8OYFCc6V5dshNa3GgwZ+T9RoDVovZ1w664REdGiY/HbHT26N0iEKTVRdG5Gggm9+1RHfJpseFNsdHi2ShSQJPtE2yQb4eRbGylpaaJzk5IUPNfQCGPqXdG5qbEKqnu5Izk1XXSu1qjA28kJ568V3TvGZOf328CzLR2RmPepJKzq7HUTOjztiduJsoHzRrwGiTVqIjHZJDrXlKKF3sURd5ONonOT4jRI8W2H1HTZuUatHqVcAKNR9vuGKVWP8hmAKfKy6FxcOQtdpVow3bgkOFSB4fwRlO3cAYZr5wXnAolh61G6azcoMUVzsuacmKLCYarVDMZ7sr9PIjEWNqW8YLwn+3udKT4Stlo7KHeui841KEboKlSDEpf9HipFMzQDxjtXYe9dCaa4SLm5AHDnGrRlakAff010rEExweRdFcr9WNG5trfPomfjOtClxYvOTbphAvwDinyOsz3QqR7w+99AmsCvVB4eHrC1tcW1azl//Vy7dg3ly2f/DzOZIcXb21u1/OG9jXKSmpoKO7vCVb7s5kZHR0NRFPM5wbKuo9Vq4eHhYd72mJgY7NmzBzY2ln8btW/fXnW5TJn8/0tvXutGRUWZtznrY8iOm5ub6rKtrW2+zqUGwPw853f9gmL4KkE2/xGOZ1p54fdtUaJz727fDJeWgUg/vk90rk6bAi8vexiEf3jvuOmIdrUMSEtNEp277yJQozxwomj2/szRzfvOqOORDsO9O6Jzf91wC++ObYLbybK7rSTapKCubzIQd1V07uFoOzSvYsS9ZNmoevu+KxpUNMBwPyYfa1uPQYmFu7srEu/JPt5jZ0xoWd8Jf53OEJ175qoWXVrocOee6FjsO2JCYCN7XI6W3Qsr0WQPB3dHRCfKxqCEeHtU8jQi5q5s3FxxzA892yi4lyr7dfXjHh36P2tEhvA/xtzftxNOLQJhunhUdK7GTg997WYwnjssOhd3rsK17bPIOHVAdm58FHRV6sF0Qza6ZRgyYFO2EjLiZX+f1Ny+Ar1fHRgkYxAA07G9sK3bHKZrZ0TnZhgNsPWpBuXWRdG5iLsBW48KMN2SjMjA/tSn0MpDD5vbp0XnnjJVQ02v0lASZCPy0ete6FPPAF2ycGQU4uYEdKgL/HEMMBTxv3PZ2NigRYsW2LRpE+bMmaM6gTweRK8TJ07gww8/zPb2Zcv+s8dhdLT6H7bv3Mn7bxt3d3ckJFj+Q4C9vT3S09X/gBsfn33ozG6ut7e36nFkXcdkMiE2Nta87e7u7mjevDnmz59vcf8uLi6qy1mfn9zktW5mGMv6XOXnuSuozOfZ3b1o3kWBhzqWIMV1uJaSloqkfTthW+/RT/r3SHMVBXHpGujd8z4+25oMRmD72VKws3fJx9rWk2EAzt8E6grvlW80Aadi3aF3zvtfRawpJdWEz+YcQllH2d1kTCbgxH0fwF3+8NK/LjvC2VHmrakzGU3A0Sh36J0Ktxt3QSmKgtT7iXB1ln28aekK9h27j+a1ZfcmTDcAm/Yb4eUsOhbpBmDnkVRU8Rbe+0pRkJKcDG9X2cM9jCYgPEYHz1Ky/66XbgDW7tbA2V7+62r5Fp3YW9pnUtLTcH//TmiL43DL1EToajYWHaukp+H+wd2wqdNMdC6MGTBFnCmGw9OMyEiIhk1p4ePDjQbg6ino3aWP/09H+om/oK1Y9HvKqJiMSL+fCI1PNdm5RgOMsTeg9akqO9YE7E2uhYyytUXnmhTg3D1PaNxkD5fOMAKrjpeD0VH27xRJ3q5AYJ1/3vWxqI0cORJnz57F8uXLLa4LCQmBra0tBg8enO1tfX19UbZsWaxfv161POvl7FSrVg03b96EwaD+B7UKFSqo3lERADZv3pztfWQ3t0mTJqplBw8eRGTkv5H0999/R0ZGhnm9du3a4eLFi6hcuTIaN26s+qhRo+h+RlSsWBFlypTBr7/+qlq+YcOGR7q/3PYAi4iIgE6nQ5UqRXOoP8NXCcP4JYPxSwbjlwzGLxmMXzIYv2Qwfglh/JLB+CUzlvGrxPH1AFrXLPo5vXr1wuDBg/H6669j3Lhx2L59O3777Tf07t0by5Ytw6JFi1ChQvafX51Oh3HjxuGrr77C1KlT8ccff2DAgAE5ngz/YS1atEBqaqpF5OrZsyc2b96MWbNmYfPmzXj99ddx+XL2pwBYt26dau6RI0fw/vvvq9bx9PREt27dsH79enz33XcYPHgwOnbsiIYNGwIABg4ciAoVKiAwMBDLli3Drl278PPPP2PkyJH44YcfCvBMFoxOp8OYMWMwf/58zJgxA5s3b0ZwcLD5ucvuXTZzU7NmTezevRt//PEHDh8+jNjYfw9DPnz4MOrWrQtn56L5RZnhqwRi/JLB+CWD8UsG45cMxi8ZjF8yGL+EMH7JYPySGcv4VeJULQs0Fng/jsWLF+Orr77C9u3b0a1bN7z66qtITEzEtm3bMGDAgFxvO3r0aIwfPx7z5s1D7969YWtrm+OhkQ8LCAhAzZo1ERYWplr+xhtvYNSoUfjss8/Qt29flCpVCu+9916297FkyRLs2bMHL7zwAv78808sW7YMrVqp33jh6aefRnBwMIYNG4ahQ4eiZcuWWLFihfl6e3t77NixA61bt8aECRPQsWNHjB07FvHx8ahbt26ej6MwxowZg7Fjx+Lzzz/HSy+9BK1WixEjRsDOzg62trYFuq8PPvgAAQEB6NOnD5o0aYKNGzearwsLC8OLL75YBI/gHxpFUWTfboqKTOvuu1SXHey1Iuf8+sF3nuqyxs5e5Jxf9wZNVM/VaOBuqxT5Ob9WRbZRXdbrgHa17hb5Ob/WHVG/I46NXuacX01qqc/Ro9MCdTziivycXy+PUZ/g1sFeK3LOr0pe6nPlaLVAXadbRX7Or1/i26ku63VA8yrJRX7Or5tJrqrLOi3QoExckZ/zK0OrPlGoRqOBvVPRn/Pro1B1gLGz1Yic88vDS/3Of7Z6iJzza+cB9fknbPUQOedXqyrqc1VoNRo4OBb9Ob9iU9Tvsa7TQuScX5v+Ugc2Wz1Ezvn1y07117OtHiLn/Cobqv7lXmNrJ3LOL321WuoFOj009q5Ffs6vu+euqC5rbO3g1LRNkZ/zy6F6liChs4HWP6DIz/mV6pvledbqYOPmXeTn/LK/neWcUzo9IHHOryN71Jf1tiLn/MqolCX8aHWwdXIt8nN+KVmPS9PpoRM459cWj/7qsVqglePZIj/n11Ev9bvRaTVATeeYIj/n15KL6h0BbHRAn3qRRX7OL+8A2X8QeBJ8+umn+PHHHy3ePTEvO3fuxDPPPIOzZ8+iZs2cd4sLDAxE2bJl8eOPP1pha2W8+OKLuHnzJg4csM7PwQsXLiAgIACXL1+Gn1/R7HTAPb5KMO75JYN7fsngnl8yuOeXDO75JYN7fsngnl9CuOeXDO75JTOWe37Rf8Sbb76JiIgI7NmzJx9rlzzHjx/HlClTEBYWhk2bNuHNN9/E2rVrMXz4cKvN+OKLL/Dqq68WWfQCw9fjIzAwEHXq1LH6/TJ+yWD8ksH4JYPxSwbjlwzGLxmMX0IYv2QwfsmMZfyi/wAXFxcsW7YMiYmJxb0pxcLJyQm7du1Cv3790KNHD+zcuROLFi3K8/DSgvD398fUqVOtdn/ZYfjKRWhoKDQaTbYf48ePL+7NyzfGLxmMXzIYv2Qwfslg/JLB+CWD8UsI45cMxi+ZsYxf9B/QrVs3PPfccwW6TWBgIBRFyfUwRzw4JPJxPsyxatWq2LlzJ+Lj45Geno5z587hzTfftOqM9957D/7+/la9z6wYvvJh2rRpWL58ueqjb9++xb1ZBcL4JYPxSwbjlwzGLxmMXzIYv2Qwfglh/JLB+CUzlvGLiIoYw1c+dOnSBUFBQaqP+vXrF/dmFRjjlwzGLxmMXzIYv2Qwfslg/JLB+CWE8UsG45fMWMYvIipCDF+FtH37drRp0wZOTk5wc3NDjx49cPbsWdU6SUlJeOedd+Dv7w87Ozt4e3vj2Wefxd9//21xf0eOHEHLli3h4OCASpUq4X//+59Vt5fxSwbjlwzGLxmMXzIYv2Qwfslg/BLC+CWD8UtmLOMXERURhq98SExMRExMjOoDALZu3YpOnTohOjoaISEhePfdd7Fv3z60atUKERER5tu/+eabWLRoEXr16oWvvvoKY8eOhYODg0Ugi4+PR9euXdGoUSPMnj0bFSpUwFtvvYUlS5ZY9fEwfslg/JLB+CWD8UsG45cMxi8ZjF9CGL9kMH7JjGX8IqIiwPCVDx06dICXl5fqAwDGjRsHd3d37N+/H+PGjcPkyZOxbds2JCYmYsqUKebb//bbbxgyZAjmzp2LwYMH47333sOGDRvw6quvqubcunUL77//PubPn4+RI0di27ZtqF+/PiZMmICMjAyrPibGLxmMXzIYv2Qwfslg/JLB+CWD8UsI45cMxi+ZsYxfRGRlDF/5sHDhQmzZskX1ERkZiWPHjiE4OBju7u7mdevWrYtnn30Wv//+u3mZm5sbDhw4gFu3buU6R6/XY+jQoebLtra2GDp0KKKjo3HkyBGrPy7GLxmMXzIYv2Qwfslg/JLB+CWD8UsI45cMxi+ZsYxfRGRFDF/50LRpU3To0EH1cfXqVQBAjRqWv1zUqlULMTExuH//PgBg9uzZOHXqFHx9fdG0aVOEhITgypUrFrfz8fGBk5OTaln16tUBQHXopDUxfslg/JLB+CWD8UsG45cMxi8ZjF9CGL9kMH7JjGX8IiIrYfgS0KdPH1y5cgXz58+Hj48PPv30U9SuXRubNm0q7k0DGL/EMH7JYPySwfglg/FLBuOXDMYvIYxfMhi/ZMYyfhUrRVGgKEqxb0Pz5s3RokULi21JT09H9erV0aNHj2LbvoL64YcfUKtWLfNjCQ0NhUajQWqq7N8uhRUYGIi+ffsW+HZff/01/P39odPp8MILL2Dr1q344osvLNYbNWoUgoODrbS1DF+PzM/vnz9uz58/b3HduXPn4Onpqdp7q1y5chg2bBjWrVuH8PBweHh4YObMmarb3bp1y7yXWKYLFy4AAPz9/YvokfyD8UsG45cMxi8ZjF8yGL9kMH7JYPwSwvglg/FLZizjV/FJT4Xh6LZijV8ajQaLFi3CoUOHLN70bc6cObh58ybmzZtXbNtXECaTCdOmTcO4ceOg0WiKe3PE3b59G8OGDUOvXr2we/duzJ49O8fw9e677+LHH3/EpUuXrDKb4esRlStXDvXr18eyZcuQkJBgXn7q1Cls3rwZXbt2BQAYjUYkJiaqbuvt7Q0fHx+kpaWplhsMBvzf//2f+XJ6ejr+7//+D15eXmjUqFGRPybGLxmMXzIYv2Qwfslg/JLB+CWD8UsI45cMxi+ZsYxfxcYYfrLY41eDBg0wfPhwjB8/HnFxcQCAa9euYebMmZg0aZJ5p5TH3ZYtW3Dt2jW8/PLLxb0p+ZKeng6TyXq/A166dAlGoxGDBw9Gy5Ytzad1yo6fnx/atGmD//3vf1aZzfBVCJ9++iliY2PRokULzJkzB9OnT0e7du3g6uqKkJAQAEBSUhLKly+P4OBgfP7551i8eDFefvllHDp0CP369VPdn4+PD2bNmoW3334bCxYsQPv27XHs2DHMnDkTNjYyvwwzfslg/JLB+CWD8UsG45cMxi8ZjF9CGL9kMH7JjGX8KjaPQ/yaPn06bGxsMGHCBODBHkH+/v4YM2YMVq1ahaeeegp2dnaoWLEiQkJCYDQazbcNCQlB2bJlVfeXmpoKjUaD0NBQ8zJ/f3+MHz8en376KXx8fODh4YGBAwfi3r17qttu3boVtWvXhoODA1q0aIETJ05Ao9HkGWmWL1+Ozp07W5zXO6vw8HC88MILcHFxgYuLC1544QWEh4ebrx8wYIB5RxsAOHLkCDQaDV577TXzst9//x06nU61E87ChQtRs2ZN2NnZoWrVqvjmm29UczMPX1y0aBEqV64MBwcHc2jMj+3bt6Nly5ZwcHCAt7c33n33XaSnpwMPPgdt2rQBANSuXRsajQb+/v6YNWsWrl69Co1GA41Gozq88cUXX8T3339vla87hq9C6NChA8LCwuDh4YHJkydjzpw5aN68Ofbu3YtKlf4pC46Ojhg2bBiOHTuGKVOmYPTo0Th//jy++uorvPvuu6r7K126NH7//XccPnwY48aNw/Xr17FgwQIMGTJE9HExfslg/JLB+CWD8UsG45cMxi8ZjF9CGL9kMH7JjGX8KjbFHb9KlSqFzz//HN988w0++ugjrFmzBl999RV27NiBl19+GU2aNMGGDRvw5ptvYubMmZg8efIjzfn++++xZ88efPPNN5gxYwZ+/vlnTJs2zXz99evX0b17d1SsWBFr1qxB//79870HV2YYyk1aWhrat2+P8+fPY8mSJViyZAnOnj2L9u3bmyNS69atsX//fvPeWLt374a9vT12795tvp/du3ejTp06cHV1BQDMmDED7777Lvr27YvffvsN/fr1w9ChQ7F+/XrV/F27duHbb7/FnDlzsH79+jwjXaadO3eiU6dOqFKlCtauXYuZM2ciNDQU77//PgDg9ddfx8KFCwEAP/74I/bv34/du3ejf//+KFu2LPbv34/9+/dj0qRJ5vts2bIlIiMjcebMmXxtQ25kf6P7jwkODs7zhGrt27dH+/btc7ze1tYWs2fPxuzZs3O9n507d5r/f9++fY+wtdb1cPz6fVuU2NzM+OXSMhDpx+Weh8z45e5eDoa4SLG5mfGrXS0gLTVJbO7D8etEeD5uYCWZ8auOB2C4d0dsbmb8endsE9xOthebmxm/6roDiLsqNjczfjWvAtxLThGbmxm/GpQBDPdjxOb+G79ckXhP7vFmxq+W9Z3w1+kMsbmZ8atLCx3u3MvHDaw4d+eRVAQ2ssflaLl/N/s3fjkiOtGYj1tYR2b8quQJxNw1iM3NjF8929jgXqrs19XyLTr0f9YBGRlyr6PM+OXUIhCmi0fF5j4cv4znDouNzYxfTk3bIOPUAbG55vjlHwDTDcvz0xaZh+JXRrzc75Pm+OVXB4a4W3JzH8Qv27rNYbpW+D/U8u1B/LL1qQbl1kW5uQ/il86nKky3rHMennyNfRC/WpUFbG6fFpubGb9qugFKwg2xuZnxq089QJcs93dKdozhJwEA+gbti+UcVS+//DK+/fZbTJw4Ef3790fbtm3RvHlzdOjQwXz+r06dOsFgMGDWrFkYM2YM3N3dCzTD3t4ev/zyC3S6f/7R7fjx4/jll1/Mf89/+eWXcHV1xfr162Fra2u+3fDhw3O931u3biEyMhJ16tTJdb2lS5fi+vXruHTpkvkQzkaNGqF69epYunQphg4dijZt2iAhIQGnTp1C3bp1sXv3bgwaNAj/+9//cPv2bZQtWxZ79uwx72GVmJiIjz76CCEhIeY95jp06IDIyEhMnz5d9eYAiYmJOHHiBLy8CrazwsSJE9GuXTssX77cvMzBwQGvv/46Jk6ciAoVKiAg4J9/GKhXrx5q1qwJPDjqzc7ODs2bN7e4z9q1a0On0+HgwYOoXbtwsZt7fFGOuOeXDO75JYN7fsngnl8yuOeXDO75JYN7fgnhnl8yuOeXzFju+VVsinvPr7Fjx5r/azQa8ffff6N3796qdV5++WUkJyfj9OmCh9F27dqZoxcABAQE4MaNf0PnoUOH8Oyzz6qi1/PPP5/n/d6+fRsA4OmZ++/IBw8eRJMmTVTnLatcuTKaNGmCgwcPAgBq1qwJT09P8x5ee/bswYsvvoiaNWti9+7dSEtLw6FDh9C6dWsAwF9//YWUlBS89NJLMBgM5o9nnnkGx48fVx0W2rRp0wJHr+TkZPz111/o3bu36v4DAwORlpb2SJ8HANDr9XBzczM/d4XB8EW5YvySwfglg/FLBuOXDMYvGYxfMhi/hDB+yWD8khnL+FVsijN+ZQYnW1tbxMTEICMjA2XKqL+3ZF6+davge3y6ublZzHv4TemioqIswlB+QlFq6j9/f9jZ2eW6XmRkpMXjwYPHlPl4NBoNWrVqhT179uD8+fOIi4tDixYt0KZNG+zevRuHDh1CWlqaeY+vmJh/jsSoXr06bGxszB9BQUEwGAyIjIxUzSmo+Ph4mEwmDBkyRHX/vr6+wIPDQx+VnZ2d+bkrDIYvyhPjlwzGLxmMXzIYv2Qwfslg/JLB+CWE8UsG45fMWMavYlPce37hwd5TNjY2iI6OVi2Pivrn0Gofn39e9/b29ubzY2WKj49/pJllypTBnTvqU7ZkvZydzEMuExIScl2vXLlyFo8HDx5T5uPBg/N87dmzB7t370aDBg3g5OSE1q1bY/fu3di9ezf8/f1Rvnx51eywsDAcOnTI4sPb29t8v49yCKubmxs0Gg1mzpyZ7f136dKlwPeZKSEhocCHq2aH4YvyhfFLBuOXDMYvGYxfMhi/ZDB+yWD8EsL4JYPxS2Ys41exKe74pdPp0KhRI/z888+q5atWrYKjo6P5fFoVKlRAfHy8OYgBwObNmx9pZpMmTbBlyxZVSNuwYUOet/P394eNjQ2uXs39vL/NmjXDwYMHce3aNfOy8PBwHDp0CE2bNjUva9OmDW7cuIHvvvsOTz/9tHnZiRMn8Ntvv5n39gKA5s2bw8HBAbdv30bjxo0tPh4+bPNRODk5oVmzZrh48WK29+/h4ZHjbW1tbXPco+vOnTtITk5G9erVC7V9YPiigmD8ksH4JYPxSwbjlwzGLxmMXzIYv4Qwfslg/JIZy/hVbIo7fk2dOhVbtmzBkCFDsHnzZnzyySeYPn063nnnHZQuXRoA0LlzZzg4OGDQoEHYvHkzFi5ciLlz5z7SvFGjRiExMRE9evTA77//jq+++grz5s0DAGi1OecVe3t71K9fH3///Xeu9x8cHAxfX1906dIFq1evxs8//4yuXbuiYsWKGDRokHm9hg0bwtHREbt37zZHLn9/f/j4+GDv3r3m83sBQOnSpTFp0iQMHz4cISEh2LJlC37//XfMmTMHQ4YMeaTnIatZs2Zh5cqVeO2117Bx40Zs27YNixcvxnPPPYfk5OQcb1ezZk1ERUUhNDQUhw8fRkREhPm6w4cPQ6vVokWLFoXePoYvKhDGLxmMXzIYv2Qwfslg/JLB+CWD8UsI45cMxi+ZsYxf1mdjC5vWL+b5oS1fDchIy8cdWl/Hjh3x448/Yv/+/ejWrRsWLlyICRMmYNq0aeZ1PD09sXr1akRERKBHjx5YtWoVVqxY8UjzfH19sWHDBly7dg09e/bEkiVLsGjRIgBAqVKlcr3tiy++iLCwsFzXsbOzw9atW1G1alUMGjQIr732GqpXr45t27ap9syysbFBs2bNoNFoVJErM4I9vAwAJkyYgPnz52Pt2rXo1q0bBgwYgA0bNqj2DCuMp59+Gjt27MC1a9fwyiuv4IUXXsCCBQvQoEGDXPco69WrF1577TW89957aNKkCUJCQszXhYWF4ZlnnrE479qj0CjFeVAuWVXr7rvEZjnYa/FMKy/8vi0KP/jOE5ursbOHS8tApB/fh3uDJsrN1WjgbqvAEBeJVZHW+eaQH3od0K7WXaSlJmHdkbJic230QI3ywIlwoEktYz5uYR06LVDHIw6Ge3fw8pg4sbkO9lq8O7YJbifbo5JXithcrRao63QLiLuKX/6fvTOPj6I+/Pd7ZndzB0IggYRAuG8Q5FCxcgkqirQqtWqp4oVV0Vp/HvVLW696oW2lRdFqFUWoF9ajWFsv6gHKfclNwhFykvveY+b3BxLBQLIhM+8Avp/Xa17K7mSendmdPZ79zGzxOJrX6wFO716Fiqpq7CtvTfN6TGBI+yIEK/cjYDZ8Yk8nMQwDUbGtUVpRjYfn8SJJZISBkYNj8dU3AbRNiqV5I7zAxDM8KKgAlnztD+MvnPOOGRqFnfkmzuxe/9wUbmEaBqJjYpBfGkJhdQzN6zGBru1C2F8WxL+/4kWwCC9w0Vk2KmoCeGsJ7/Ec4QV+MSGEQKAaHebdRfMaEZGIPWMMrO1r4O3Zl+aFxwsjqjVCW1aibEsGTWtERCJ2xFkIbPwa0b2I0cDjg9mlH6ysrajpRNzOpge+hGQEivMQlbuD5/V4gfQBCBZlA6u+4Hm9EYgYdDqsPZsQ6EqMM6YHEbGtYWdvh30M5+85ZjxeeNqmwcregQ/b/oKnNYEzYzbDl/sN1iRNonlNA+gTtx92SRZe2M77st7nAS49JQeeqhwk9+NGe3GAd999Fz/+8Y+xadMm9O179OfQ7OxspKenY/Xq1Rg4cCD1Np5oWJaF9PR0PProo/j5z3/e7OVpxJc4JjTyi4NGfnHQyC8OGvnFQSO/OGjkFweN/CKhkV8cNPKLo9XIL+Eyd911F15//XUsWbIEc+bMwXXXXYexY8c2GL3w7cn2p02bhtmzZ9Nu64nKm2++icjISPzsZz9zZHka8XUS8cLbBSgo4zp9ER6Mit+JnIZ/nMJxQt4opA/tgv3lXK9lmwjZMcguIX5bBsAA0C7OQnYx2WsAfTtZyCulamHbQEl2Mf1x5fN5cNbweOSQt7NlA0mtDPr+CwNISQByW+D+7dGuGnns5w3bQHm5Qb9/PR4DXTp46dvZNA20i7OQS97OpmlgfP4ClK9exRXXViPQ+Uzs/3gZ11tVhXbP/BFWFXdD+zwWIoqLEcrdFcbczhEJP0JpA+iP55A3Ev16RCKvnPudbcjwoWdgE/xVFVQvfBFoGxGEXZgTxswOYgAVtVGo2bKe6w0E0G7UjxDKIo76woEXJCMxBaFdW7heAKFJV6O2upLqtGEi3gggVM4bVX8AAytjJtLf19k20LNDkP55wQYAy4sc8ucF0wCuHc91/lCZMWMG3n77beTn56N169aYNGkS/vjHP4b164NZWVmYP38+fvOb3xzTLyj+UHjttdfQvn17jBkzxpHlKXydRLy13EJaIrB7P9db4zfRJQnYkcv1ej1Ar1QLewu53mDQQFoisD2X+0TVOsZCcmsD23O4Xq8H6NbeRibvyCUAgG0bLfK4iouykZLQAvdvbMvsv7ANdEwEMlrg/u2aDGTkhTGzg0T5bKS24d+/kV4gPYm/nSO9NtLaAjvzuOvb574xaDvhbBR98D7VW7zNj+RJ5yBr3ltUb/y6teibUIRQGfcOTvhmCczUngjt5EaKf/f8DVLbGPTH85j2m1Aa2R27Crmj+wbFbUdMXDyqy4qp3sQdy2Cm9YK1bzvVm/POfxF32lmoXPoJ1dv+7JEwUnoguGUl1evt0h2ITEBgPTeaV513JSJaJaKqnFuDov1liIxvg2BhNtX7bsX4FnlfFx9to0sS//OCbRvokGDQX39/MYqqE+KEQYc6nkSELCCrCEjnHkWEYAjYVQD04J2Cqs67LdtEp6P/Oqo73m+3c88O3GYctID8Uhs9U8jeEJCRdyBSsL0t8riygJwS/v3bYvuvBewrArq1wP2bmQ90Ix/dErSA7OKW2X93F7TAdraArEKge3vu+lrV1Sj88GMknnc+1RuqrEL+v/6LtGkXU72WBWwuSYSnFfsODsDK3g5P90FcrQVkF9v0x7NtW2hduxNd2vLOPXnQW1VRjuhWbahehIKwsrYdOGk0Ebu2BhVff47YkbxzTwIHHs92zg54yYeXIhQEakvgG9T8Xw1rCrZtwV9WhJj45p+0uUlYFmrLi+Ftyz3MsyXf1+0qaJnPC7klNv31VwhxZBS+TjIUv0hexS+aV/HLfRS/eF7FL/dR/CJpFb84KH5xUPyioPglhGgpFL5OQhS/SF7FL5pX8ct9FL94XsUv91H8ImkVvzgofnFQ/KKg+CWEaAkUvk5SFL9IXsUvmlfxy30Uv3hexS/3UfwiaRW/OCh+cVD8oqD4JYRgo/B1EqP4RfIqftG8il/uo/jF8yp+uY/iF0mr+MVB8YuD4hcFxS8hBBOFr5McxS+SV/GL5lX8ch/FL55X8ct9FL9IWsUvDopfHBS/KCh+CSFYKHwBmDdvHgzDqJuioqLQq1cvzJgxA3l5eY3+/cKFC/Hkk0826zb885//xLnnnovU1FRERkYiLS0NU6ZMwcaNG5u1XCh+8byKXzSv4pf7KH7xvIpf7qP4RdIqfnFQ/OKg+EVB8UsIwUDh6xAeeOABzJ8/H3PmzMHIkSMxd+5cnHHGGaiqqmrw75wIXxs2bECbNm3wq1/9Ck8//TRuvPFGrFmzBiNGjMC6deuatWwofvG8il80r+KX+yh+8byKX+6j+EXSKn5xUPzioPhFQfFLCOE2Cl+HMHHiREydOhXXXXcd5s2bh9tuuw2ZmZl45513jjh/ZWWlY+7f//73ePXVV3H33Xfj2muvxcyZM7F06VIEAgHMnTvXEYfiF8mr+EXzKn65j+IXz6v45T6KXySt4hcHxS8Oil8UFL+EEG6i8NUA48YdeEHPzMzEtGnTEBcXh507d+L8889HfHw8fv7zn2PMmDFYvHgxdu/eXXeoZJcuXQAAS5YsgWEYeP311/HQQw8hLS0NUVFROPvss7Fjx45G/cnJyYiJiUFJSYlj66T4RfIqftG8il/uo/jF8yp+uY/iF0mr+MVB8YuD4hcFxS8hhFsofDXAzp07AQBt2x54FgwGgzj33HORnJyMJ554ApdccglmzpyJwYMHo127dpg/fz7mz59f77DHRx99FP/85z9xxx134J577sFXX32Fn//850d0lpSUoKCgABs2bMB1112HsrIynH322Y6ul+IXyav4RfMqfrmP4hfPq/jlPopfJK3iFwfFLw6KXxQUv4QQbuBt6RtwPFFaWor9+/ejpqYGX375JR544AFER0dj0qRJWLZsGWpra/HTn/4UjzzyyGF/17FjRxQXF2Pq1KlHXG5NTQ3Wrl2LiIgIAKg7l9fGjRsxYMCAw+Y9/fTTsXXrVgBAXFwcfvvb3+Laa691fF0P/fC8e7/jiz8qh76Y7cjlerdlm+iVamFvIdF7SPzanmtQvQfiF7A9h+j9Nn51a28jM5+mbbnH1SHxi3n/ttj+e0j8yiDfvwfjV0bjvzfinPeQ+MXefw/GL+p2PiR+7czjre/B+NX2vPNR9MH7NO+h8Str3ls078H41TcBCJUx7+Dv4ldo53qeti5+GdTH83fxqzt2FXqo3qqKcsS0aoPqsmKaty5+pfWCtW87TXswfsWNHIfKpZ/QvIfGr+CWlTzvIfErsH4ZTVsXv1oloqrcuSNBGuXb+BXZNhXBwmyatiXf1+0qMNElif954UD8AvX1V4gfEhrxdQjjx49HUlISOnXqhMsuuwxxcXH45z//iY4dO9bNc+ONNzZ5uVdffXVd9AKAs846CwCQkZFRb94XX3wRH3zwAZ5++mn07dsX1dXVCIXc+cZSI79IXo38onk18st9NPKL59XIL/fRyC+SViO/OGjkFweN/KKgkV9CCCdR+DqEp556Ch9++CE+/fRTbNq0CRkZGTj33HPrrvd6vUhLS2vycjt37nzYv9u0OfBGqLi4/jeBZ5xxBs4991zceOON+M9//oNXXnkF99xzzzGtTzgofpG8il80r+KX+yh+8byKX+6j+EXSKn5xUPzioPhFQfFLCOEUCl+HMGLECIwfPx5jxoxB3759YZqHb57IyMh6l4WDx3PkIfa23fCTWps2bTBu3DgsWLCgyc6moPhF8ip+0byKX+6j+MXzKn65j+IXSav4xUHxi4PiFwXFLyGEEyh8OYBhuHcsdnV1NUpLS11b/kEUv0hexS+aV/HLfRS/eF7FL/dR/CJpFb84KH5xUPyioPglhGguCl8OEBsb2+w4lZ9f/4yvu3btwscff4xhwzgv4opfJK/iF82r+OU+il88r+KX+yh+kbSKXxwUvzgoflFQ/BJCNAeFLwcYOnQoSkpKcPvtt+Mf//gH3nvvvSYvY+DAgbjiiiswa9YsPPfcc7jrrrswdOhQBAIBPProo67c7iOh+EXyKn7RvIpf7qP4xfMqfrmP4hdJq/jFQfGLg+IXBcUvIcSxovDlADfddBOuuOIKvPjii7jiiitwyy23NHkZN954I7Zv345HH30UN910ExYsWIBzzjkHy5cvx8iRI1253UdD8YvkVfyieRW/3Efxi+dV/HIfxS+SVvGLg+IXB8UvCopfQohjwbAbO8O6OGF44yvL0eV5TCAtEdi9v+H5Kqqd7adeD9AlCdiR6+hiw/L2SrWwt7Dh+Wr8zp7Tzfvtdt6e2/ByY6OcvX+9JpDc2sD2HPfOUXdErwfo1t5GZv2jew8jEHR4O4f5uIqKcPYp0WsCKQmN379x0S2z/wZDzj+eOyYCGS1w/3ZNBjLyGpvP+fs3tU3j96/H4a+ZvCaQntT4dvaYzq9vWltgZ17D69vr7tMc9ZrR0Wg74WwUffB+g/PtX1PiqNcTG4PkSecga95bDc4Xu2ato17TBPomFCFU1vAdnLDuQ0e98PpgpvZEaOf6Bmd7r/tvnNWaQGobo9HH8+jkjY56DcNEaWR37Co88o8QHWRg7FbHvTFx8aguq//r3oeSuPVzR73weGGm9YK1b3uDs2W//q6jWiMyCnGnnYXKpZ80OF/70cMd9cLrg5HSA8EtKxuerVO6s16PF4hMQGD9sgZnqzx3qqNawzAR0SoRVeUNPw9G1zj7PAnTRGR8GwQLsxuc7a3S8Y5qw31fFx3p/Otgl6TGPy8EXHh/1SHBaPT19xejHNUKcdKgEV/iqGjkF8mrkV80r0Z+uY9GfvG8GvnlPhr5RdJq5BcHjfzioJFfFDTySwjRFBS+RIMofpG8il80r+KX+yh+8byKX+6j+EXSKn5xUPzioPhFQfFLCBEuCl+iURS/SF7FL5pX8ct9FL94XsUv91H8ImkVvzgofnFQ/KKg+CWECAeFLxEWil8kr+IXzav45T6KXzyv4pf7KH6RtIpfHBS/OCh+UVD8EkI0hsKXCBvFL5JX8YvmVfxyH8Uvnlfxy30Uv0haxS8Oil8cFL8oKH4JIRpC4Us0CcUvklfxi+ZV/HIfxS+eV/HLfRS/SFrFLw6KXxwUvygofgkhjobCl2gyil8kr+IXzav45T6KXzyv4pf7KH6RtIpfHBS/OCh+UVD8EkIcCYUvcUwofpG8il80r+KX+yh+8byKX+6j+EXSKn5xUPzioPhFQfFLCPF9DNu2tYecJPx3nYXcEoPuTYgMoqTWS/fWlJRj3eZqqjMUsjCopw8r15ZQvYFACCOHJ2LlOq43GLAwYlg7bNheS/WGghaG9IvFxh187wXndMCe/VQtLAsY0TuEwgqu1wAQHeFBYQX/ZaBbm2oU13CdpgF0jKpEoKqM6vUYFvYavZBfStUCAIakFqG2qorq9JgW2n+6EKF9O6le0+tBICoVob3bqF5PhBe+qTfCysmkek3LjzbtE2AX5VC9MAzkdhoNq7SAqvUiiISoEFCwl+o1rBDs7qfAKue+MBiWhSgrALsgi+oFgJpKC3buLqrT8HgQOXI8QuWFVC9MD3a3GoF9Rdz3z0HDh7M65dL3I9gWSpKGoKTSomotmKjytkMR+32OYWOAuQN2wW6q12sHEIprDysng+u1Auh86ZVUpxAnCvxaIVxje5aBAV2AjHzui/dzf9uIW2/uh7yqCKp3V74Xg7p78dFS7ofY7PYJOKVXDf71YR7Vu3FXWwzoHoX3P86nej/YX4Xxo9tjyYpKqvff/y7AOWNT8L+V3A/tO7KBvp2Ab/ZQtYgyytA1KR5ZRVxvRp6JgekW9hVx41ePqq9QmjwUuRXc56t4FCAmKQ61pdwPsWuKDHRrb2MX+TNOlFmG5KRIVJVzq1usrxLe8eciuHUV1QtvCJ7hFyKwaTlVG5G3BmZyJ4R2rKV67dYemF36w8reQfV2yPsKRlofhAq4T5ShVesQMfB02Hs2Ub3IWA2j2ykI7edGN7umEmbnvrD2bKZ6I+xKeE4bAytjPdUbNGx4u/RHsHAf1bvPk4a4Tl5syyF/eVy2AZFtkhDK50aZ4mAE4trEIK+UO5oxxlOOxPax2FdM1SLeW4a41HjYuzdyxdk7YKT2oL8uCCGOjA51PIkIhICNu4BuydwPsDW1Fv7y1Ca0j/FTvf4gsLskGuNHtqJ7C4JtMWkC97ip2gCwY380zj+be7xHTa2Fj/6XhzHDY+ne/36ag9HDYqjeQAjYvBfo35mqhWUD/ppypCVyvcEQsGG3iY6J5Df8Vgit81ehQxz3+cq2LVRVViCyNfc4z6AF7Mo30CWJqoVt2yirrkVMfGuuOOhHcMc6eHsPpXtDuzbB128E1xsKwNq/F54eg8neIKz83TBTe9C9dtYWeJLIT5QBP/wbvoLRuR/XGwrCzlgHT7tOdK+1fy/Mzn253mAAoV3fwOzGPawVVgjBohx423akakMWUFETRC/y6R1ghRAoKYAnOZ2rtYGKqiq0b+2he2tqKtGRfBQvLAsVphdG+gCuNxiAnb2D/7oghDgiCl8nGYpfPK/iF8er+OU+il8cFL94XsUvjlfxi+NV/HIfxS+eV/FLCNESKHydhCh+8byKXxyv4pf7KH5xUPzieRW/OF7FL45X8ct9FL94XsUvIQQbha+TFMUvnlfxi+NV/HIfxS8Oil88r+IXx6v4xfEqfrmP4hfPq/glhGCi8HUSo/jF8yp+cbyKX+6j+MVB8YvnVfzieBW/OF7FL/dR/OJ5Fb+EECwUvsJkyZIlMAwDS5Ysaemb0iQUv3hexS+OV/HLfRS/OCh+8byKXxyv4hfHq/jlPopfPK/ilxCCgcIXgHnz5sEwjLopKioKvXr1wowZM5CXl0e7Hdu3b8dll12GtLQ0xMTEoE+fPnjggQdQVVXVrOUqfvG8il8cr+KX+yh+cVD84nkVvzhexS+OV/HLfRS/eF7FLyGE2yh8HcIDDzyA+fPnY86cORg5ciTmzp2LM844o9nhKRz27t2LESNG4KuvvsKMGTPw5JNP4owzzsC9996Lyy+/vNnLV/zieRW/OF7FL/dR/OKg+MXzKn5xvIpfHK/il/sofvG8il9CCDdR+DqEiRMnYurUqbjuuuswb9483HbbbcjMzMQ777zjunv+/PkoKSnB4sWL8Zvf/AbTp0/Hiy++iCuvvBLvvvsuiouLm+1Q/OJ5Fb84XsUv91H84qD4xfMqfnG8il8cr+KX+yh+8byKX0IIt1D4aoBx48YBADIzM494/eeff46f/vSn6Ny5MyIjI9GpUyf8+te/RnV1db15t2zZgksvvRRJSUmIjo5G7969MXPmzLrry8rKAADt2x8eS1JSUmCaJiIiIhxZJ8Uvnlfxi+NV/HIfxS8Oil88r+IXx6v4xfEqfrmP4hfPq/glhHADha8G2LlzJwCgbdu2R7z+jTfeQFVVFW688Ub89a9/xbnnnou//vWvuPLKKw+bb/369TjttNPwySef4Prrr8fs2bPxk5/8BO+9917dPGPGjAEAXHvttVi7di327t2L1157DXPnzsWtt96K2FjngoLiF8+r+MXxKn65j+IXB8Uvnlfxi+NV/OJ4Fb/cR/GL51X8EkI4jcLXIZSWlmL//v3IysrCa6+9hgceeADR0dGYNGnSEed/7LHHsHjxYtxzzz2YPn06nn/+efzhD3/AokWLsGfPnrr5brnlFti2jdWrV+Phhx/G9OnT8dhjj2HdunV185x33nl48MEH8eGHH2LIkCHo3LkzLrvsMtxyyy3485//7Pi6Kn7xvIpfHK/il/sofnFQ/OJ5Fb84XsUvjlfxy30Uv3hexS8hhJMofB3C+PHjkZSUhE6dOuGyyy5DXFwc/vnPf6JjxyO/qEZHR9f9f2VlJfbv34+RI0fCtm2sWbMGAFBQUIDPPvsM11xzDTp3PvxNn2Ec/uGxS5cuGDVqFP72t79h0aJFuOaaa/Dwww9jzpw5rqyv4hfPq/jF8Sp+uY/iFwfFL55X8YvjVfzieBW/3Efxi+dV/BJCOIXC1yE89dRT+PDDD/Hpp59i06ZNyMjIwLnnnnvU+ffs2YNp06YhMTERcXFxSEpKwujRo4FvR48BQEZGBgBgwICGnzxfffXVulFj119/PS6++GL8/e9/x1VXXYW7774bhYWFjq7rQRS/eF7FL45X8ct9FL84KH7xvIpfHK/iF8er+OU+il88r+KXEMIJFL4OYcSIERg/fjzGjBmDvn37wjSPvnlCoRAmTJiAxYsX4+6778bbb7+NDz/8EPPmzQMAWJbVJPfTTz+NIUOGIC0t7bDLJ0+ejKqqqroRZG6g+MXzKn5xvIpf7qP4xUHxi+dV/OJ4Fb84XsUv91H84nkVv4QQzUXh6xjZsGEDtm3bhj/+8Y+4++678eMf/xjjx49HamrqYfN169YNALBx48YGl5eXl4dQKFTv8kAgAAAIBoOO3v56HsUvmlfxi+NV/HIfxS8Oil88r+IXx6v4xfEqfrmP4hfPq/glhGgOCl/HiMdz4Anftr97obNtG7Nnzz5svqSkJIwaNQovvPDCYSe8//7f9urVC2vWrMG2bdsOm+cf//gHTNPEoEHuv4FQ/OJ5Fb84XsUv91H84qD4xfMqfnG8il8cr+KX+yh+8byKX0KIY0Xh6xjp06cPunfvjjvuuKPuBPTjxo1DVlZWvXn/8pe/wLZtnHrqqfi///s/PPfcc5g5cyaGDBlSN8+dd96JUCiEs846Cw8++CCefvppnH/++Xj77bdxzTXX1BtJ5haKXzyv4hfHq/jlPopfHBS/eF7FL45X8YvjVfxyH8UvnlfxSwhxLCh8HSM+nw/vvfceBg8ejEceeQT3338/evbsiZdffrnevKeccgq++uorjBo1CnPnzsWtt96KRYsWYfLkyXXzjBo1CkuXLsXQoUPx9NNP47bbbsPOnTvx0EMPYe7cudR1U/zieRW/OF7FL/dR/OKg+MXzKn5xvIpfHK/il/sofvG8il9CiKZi2IcebydOaJ5819m70ucBBnQBMvIb/iC78PlVjnqjIk3cenM/5FVFNDjf2o3VjnojvEB6QjU+WlrW4Hxde3dw3JvkLcS/PsxrcL70fs6+oYn0AT3aVeP9j/MdXW5jREWaGD+6PZasqGxwvorihu+HY/GeMzYF/1tZ1eB8w8/q4qjX5wH6dgK+2dPwfOMGFDvqNQ0gIioeWUUNz5eZ1/B+1lS8HmBguoV9RQ0/H53t+chRL0wPSpOHIrei4eerjmjkjmgihmEiJjYOtaX7G5zvP/uHOer1mkCXZBu7Chqeb0RKpqNewzDQKjoSVeWlDc6X+N8XHfXCGwFvj1MQ3Ors6004Xk+XfghsWt7gbBFdnH3egMcHs10nhHasbXA2o0Nag9c33euFmZwOK3tHw/NZ9c9J2lyvkdYHoYKG98/QuhXOen0RiBh4Ouw9mxqeLzbOWa/HC6PbKQjt39vgbGZlw/vZsXjNdp1g7dnc4GxWSSMvHE3F64OnS39YGesbnC3Ye0iD1zcZ0wNvYgqChfsanO0L7wRHtR4TiIvyYltOw69Hl8QsdtQL0wNfQhJC+bsbnG1ru9HOag0gLiYGeaUNPy9EeZ39Yts0gKioWOxr5O3TENPh1w3TRJwVhL274fM3o8zh/dfrg5Hao9HXhZirfu+sV4iTBI34EkdFI794Xo384ng18st9NPKLg0Z+8bwa+cXxauQXx6uRX+6jkV88r0Z+CSHCReFLNIjiF8+r+MXxKn65j+IXB8Uvnlfxi+NV/OJ4Fb/cR/GL51X8EkKEg8KXaBTFL55X8YvjVfxyH8UvDopfPK/iF8er+MXxKn65j+IXz6v4JYRoDIUvERaKXzyv4hfHq/jlPopfHBS/eF7FL45X8YvjVfxyH8UvnlfxSwjREApfImwUv3hexS+OV/HLfRS/OCh+8byKXxyv4hfHq/jlPopfPK/ilxDiaCh8iSah+MXzKn5xvIpf7qP4xUHxi+dV/OJ4Fb84XsUv91H84nkVv4QQR0LhSzQZxS+eV/GL41X8ch/FLw6KXzyv4hfHq/jF8Sp+uY/iF8+r+CWE+D4KX+KYUPzieRW/OF7FL/dR/OKg+MXzKn5xvIpfHK/il/sofvG8il9CiEMxbNsmP/MKt/jXShs5xWSpAVilpcgq4mq9XhN9u8cgt5TrNU0D7WJBX1/TANrFBrGP7TUNtPFVIaeE6/V6TSTHWXyvz0Sf7vHIKuR6DQBDugXo+2/INtClXRAlVdyXAdMARga/BPZspnphhbBtwDX0542Q7YEnMg77yI8rG8DgTpXYx35cWSYGeXYgv4zs9USie5sKlFZaVK/l8aGXlQG7NI/qBQzs7nQucku5ITkEL9ITqpFd4qV6g4YXI6yVCNVWUr3weOBrk4RQOfkF2DCQm3Aq9pdztUHDh/6xe1FTXUP12h4vWsdHIVjOfyNbVGAjsHMT1WoGa9GmY1vUbNlA9dqBAHxnXwRr306q1wj5kbMvFoWfLKN67apqdHj+L9hfQdUiZHvQw5eL4kru+6uQ6cOwM3pSnUKcKHDftQhXqfIDfTsBO3K5b4IDrRIwtiewNZuqRWktMLg7kJHP9dYAGNoT2LKP6601PDitH387G54IjO4F7Mjlem0LGN0L2En+LFkVAAam8+/fHfkR6JoEbCdv51RfJpI7pCK3lPvmLDeyN1JhAN98SfWuz2uNHu35zxvwAz1SgK3sx1VBLNLaAttyuN781G6Iax+FXfu53vLW+YhOiUd+aYjqDfzvDUQMHwsrP5PqzfO0R2xqBDLyua/7/SI2onVab2zL91G9wWWfw3feZQhWcb8VsWor4OnYE8FC7g68M9QJ7VMN7CVH85A3GxHpvVFRwa0FVkkmfO3SECjivhDGr3oLEX1PRc3qL6je8q1ViB1+JiqXfkL1Rn7yBuJOH4PQ1lVUb96jnyJlynnIeuktqverve0wsItF/9J6jy8K7Tp7kFPC/TJGCHFkdKjjSUTQArKLgB4duB9gg6EDcaJ3KlWLYOjAh8hu3KPxEAwBuwuBPtzR8S26nbdnAz068L3bsoHu3KM8EbSAfcUtc/9mFgA9ydvZtm14q7PRoTX3g7Nt28hu2wvofybVGwwBO/Ja5nljbyHQm/24soCsQqBXCtdrWUBFTQ26cI/yhG3bqK0qRzL5sBoE/fCv+BRmcleqNmQBVTV++mkHbNtCsn8reiUHqF4E/Ah88Cq8MQlcrxWCVbC7RQ6Lyyux0aktVQtYFuyiLMTFxZG9IYT2Z8GXSH4h9NfCv3k1ok79EVVr19agcsWXiB05juv116LqqyXwkA8PD1VWIefND5B21cVUbzAEbNhl0k/vELKA/WUhpCTo47YQxwPaE08yFL94XsUvjlfxy30Uv3hexS/3UfzioPjFQfGLhOIXBcUvIURLob3wJETxi+dV/OJ4Fb/cR/GL51X8ch/FLw6KXxwUv0goflFQ/BJCtATaA09SFL94XsUvjlfxy30Uv3hexS/3UfzioPjFQfGLhOIXBcUvIQQb7X0nMYpfPK/iF8er+OU+il88r+KX+yh+cVD84qD4RULxi4LilxCCifa8kxzFL55X8YvjVfxyH8Uvnlfxy30UvzgofnFQ/CKh+EVB8UsIwUJ73VF4+umnYRgGTjvttJa+Kc1G8YvnVfzieBW/3Efxi+dV/HIfxS8Oil8cFL9IKH5RUPwSQjDQHncUFixYgC5dumD58uXYsWNHS9+cZqP4xfMqfnG8il/uo/jF8yp+uY/iFwfFLw6KXyQUvygofgkh3EZ72xHIzMzE0qVL8ac//QlJSUlYsGBBS98kR1D84nkVvzhexS/3UfzieRW/3Efxi4PiFwfFLxKKXxQUv4QQbqI97QgsWLAAbdq0wQUXXIApU6bUC1+7du2CYRh44okn8Oc//xnp6emIjo7G6NGjsXHjxnrL++STT3DWWWchNjYWCQkJ+PGPf4zNmzfXm2/fvn245ppr0L59e0RGRqJ///544YUXHF03xS+eV/GL41X8ch/FL55X8ct9FL84KH5xUPwiofhFQfFLCOEW2suOwIIFC3DxxRcjIiICl19+ObZv344VK1bUm+/ll1/GX/7yF9x888245557sHHjRowbNw55eXl183z00Uc499xzkZ+fj/vuuw+33347li5dijPPPBO7du2qmy8vLw+nn346PvroI8yYMQOzZ89Gjx49cO211+LJJ590dP0Uv3hexS+OV/HLfRS/eF7FL/dR/OKg+MVB8YuE4hcFxS8hhBtoD/seq1atwpYtW3DZZZcBAH70ox8hLS3tiIc77tixA1988QXuuusu/P73v8e///1vFBQU4LHHHqub584770RiYiKWLVuGO++8E7///e/x8ccfo7S0FPfee2/dfDNnzkQoFMKaNWvwu9/9Dr/85S/xzjvv4LLLLsN9992H6upqR9dT8YvnVfzieBW/3Efxi+dV/HIfxS8Oil8cFL9IKH5RUPwSQjiN9q7vsWDBArRv3x5jx44FABiGgZ/97Gd49dVXEQqFDpv3Jz/5CTp2/O6NzYgRI3Daaafh/fffBwDk5ORg7dq1mDZtGhITv3sGHTRoECZMmFA3n23bWLRoES688ELYto39+/fXTeeeey5KS0uxevVqx9dV8YvnVfzieBW/3Efxi+dV/HIfxS8Oil8cFL9IKH5RUPwSQjiJ9qxDCIVCePXVVzF27FhkZmZix44d2LFjB0477TTk5eXh448/Pmz+nj171ltGr1696g5h3L17NwCgd+/e9ebr27cv9u/fj8rKShQUFKCkpAR/+9vfkJSUdNh09dVXAwDy8/NdWWfFL55X8YvjVfxyH8Uvnlfxy30UvzgofnFQ/CKh+EVB8UsI4RTaqw7hk08+QU5ODl599VX07Nmzbrr00kuBb0eDuYFlWQCAqVOn4sMPPzzidOaZ7n3QU/zieRW/OF7FL/dR/OJ5Fb/cR/GLg+IXB8UvEopfFBS/hBBOoD3qEBYsWIDk5GS88cYb9abLL78c//znPw8719b27dvrLWPbtm3o0qULACA9PR0AsHXr1nrzbdmyBe3atUNsbCySkpIQHx+PUCiE8ePHH3FKTnb305biF8+r+MXxKn65j+IXz6v45T6KXxwUvzgofpFQ/KKg+CWEaC7am76luroab731FiZNmoQpU6bUm2bMmIHy8nK8++67dX/z9ttvY9++fXX/Xr58Ob7++mtMnDgRAJCSkoLBgwfjpZdeQklJSd18GzduxH//+1+cf/75AACPx4NLLrkEixYtwsaNG+vdtoKCApfX/gCKXzyv4hfHq/jlPopfPK/il/sofnFQ/OKg+EVC8YuC4pcQojloT/qWd999F+Xl5Zg8efIRrz/99NORlJR02OGOPXr0wI9+9CPMmjULDz74ICZOnIi2bdvirrvuqpvn8ccfR2FhIc444ww88cQTePDBBzFu3Di0bt0a9913X918jz76KFJSUnDaaafhtttuw9/+9jc8+uijuPTSS494jjC3UPzieRW/OF7FL/dR/OJ5Fb/cR/GLg+IXB8UvEopfFBS/hBDHivaib1mwYAGioqIwYcKEI15vmiYuuOACfPDBBygsLAQAXHnllbjlllswZ84cPPTQQ+jfvz8++eQTpKR89+lg/Pjx+OCDD9C2bVv8/ve/xxNPPIHTTz8dX375Jbp2/e7Nbfv27bF8+XJcffXVeOuttzBjxgzMnj0bRUVFeOyxxwhb4DsUv3hexS+OV/HLfRS/eF7FL/dR/OKg+MVB8YuE4hcFxS8hxLGgPehb3n33XVRXVyMmJuao87z44ovw+/1o2/a7dw6333479uzZg5qaGnz22WcYNGhQvb87++yz8cUXX6CqqgqlpaV499130bdv33rzJScnY86cOdizZw/8fj9ycnLw0Ucf4frrr3dwTcND8YvnVfzieBW/3Efxi+dV/HIfxS8Oil8cFL9IKH5RUPwSQjQV7T3iqCh+8byKXxyv4pf7KH7xvIpf7qP4xUHxi4PiFwnFLwqKX0KIpqA9RzSI4hfPq/jF8Sp+uY/iF8+r+OU+il8cFL84KH6RUPyioPglhAgX7TWiURS/eF7FL45X8ct9FL94XsUv91H84qD4xUHxi4TiFwXFLyFEOGiPOQa6dOkC27Zxxx13tPRNoaH4xfMqfnG8il/uo/jF8yp+uY/iFwfFLw6KXyQUvygofgkhGkN7iwgbxS+eV/GL41X8ch/FL55X8ct9FL84KH5xUPwiofhFQfFLCNEQ2lNEk1D84nkVvzhexS/3UfzieRW/3Efxi4PiFwfFLxKKXxQUv4QQR0N7iWgyil88r+IXx6v45T6KXzyv4pf7KH5xUPzioPhFQvGLguKXEOJIaA8Rx4TiF8+r+MXxKn65j+IXz6v45T6KXxwUvzgofpFQ/KKg+CWE+D6GbdvcdzDCNXZ9tRpW/m6q02sH8EXri5GZS34jbAEDunuRtZ+qBQAkxVvIyLGoTssG+nT2YF8hORgA6NwOyC7hegEgOd7CHvb9awPdUw3sJXttG+iYaGFXHt97Zq8q5BRz79+gbSApHthbQNUiaBno381AVTX3A7Rp2iiqbNUij6tuHdAi3ou7b4NVxhWbdhB2SjcEqsqpXgM2Yj97D7Wb11O9tmXDvOwWWLmZVK8ZCgAjxsFfU0X1AoC3sBB2oJLqtL0+1LTpgTzy62AIXnRrXQ6rjPtE6bFDaBPvgV24j+qFbcOTkAS7KIfuDRUUI7R3O1VrGAaCA0cjVFHE9fp8iDEtWAVZXK/HRN66Ivh3fEP1mj4Pai/5JWo2r6N6PcEaFP/098gkv6+zLAM3TPRypUKcIGjPOInoULwKZkpnWLs2Ur0Z+yz0Szewdic3fuUWA73TgC3c127szgf6pBlYs4MbvzZnBjG0jxdb93HffH+TEcCIfj5sz+V6t+4OYnBPLzbtpWqxJx/o1RF0775CE306Wli/i+tdtj0Wp3Qz6Pfvtr1+DO7pxTd7qFqU1QTRPTmE0ooaqnf5NgsDupj0x1V2sYGeKTbdG1e5B742bREq4N7B+YEAWreKR21pIdVbsXYNYoaOROXST6je5G2fwtNtAEI7uR/qNla1RueEaFRXlFK97xSNxAWDimDVFlO9AUQgvkMiMvK5oymGla2Ap20qQgXcHdiqjkJEu46w922jeu2SXHiTO8PK3kH1IlgO75AzEdy0gqqt6dobrSO9CBZlU72e/bvhGzwS1p7NVG+UtQmJl05G9YrPqN74Va8jYsBwVH75MdWba5no2t7A2gyqVghxFDQe8mQiFIS1fw/MLgOoWn8Q2LTbxuDu3A/OgRCwMwfok0bVIhAEtucYGNKDu/v4g8CqLUH07sgNjP4gsHxTAD3Jh7X6g8Da7UH060TVIhACtu1Di3h35pkY1IXvXZdht9j9278zVYuQBewsiEDruCiqNxAENu6y6I+rYAjIyDfoXlghBMoK4Uni3sG2baO0OoDI1tzjtezaGlStWko/jAhBP0IZG+HpfgpVa9nAnpIIRMe1pnoDIWDx+kSYkW2oXsu24QsVoVsy9wsvWCGECrPhSSLvwFYI/qoyGB17cb2hIEL798JM7cH1BgOwc3fC2284VWvbFkprg/Amks8rEQrC2r8XZue+VK3tr0XVyi8RPXwU3evfuAKxZ55N9YYsoNayMbgbVSuEOAoKXycbil8cr+IXzav4xfEqfrmP4hcHxS8Oil8sseIXBcUvCopfQoiWQuHrZETxi+NV/KJ5Fb84XsUv91H84qD4xUHxiyVW/KKg+EVB8UsI0RIofJ2sKH5xvIpfNK/iF8er+OU+il8cFL84KH6xxIpfFBS/KCh+CSHYKHydzCh+cbyKXzSv4hfHq/jlPopfHBS/OCh+scSKXxQUvygofgkhmCh8fcsHH3yAwYMHIyoqCoZhoKSkBNOmTUOXLuRPnU6j+MXxKn7RvIpfHK/il/sofnFQ/OKg+MUSK35RUPyioPglhGDxgwxf8+bNg2EYWLlyJQCgsLAQl156KaKjo/HUU09h/vz5iI2Nrfd3VVVVuO+++7BkyRLHb1N2djamTp2K3r17Iz4+HgkJCRgxYgReeukl2HYzP3wqfnG8il80r+IXx6v45T6KXxwUvzgofrHEil8UFL8oKH4JIRj8IMPX91mxYgXKy8vx4IMP4tprr8XUqVPh8/nw3HPPYevWrXXzVVVV4f7773clfO3fvx9ZWVmYMmUKnnjiCfzhD39ASkoKpk2bhpkzZzZfoPjF8Sp+0byKXxyv4pf7KH5xUPzioPjFEit+UVD8oqD4JYRwG4UvAPn5+QCAhISEwy73+XyIjIyk3IZBgwZhyZIleOihh3DDDTdgxowZeOeddzBp0iT85S9/QSgUar5E8YvjVfyieRW/OF7FL/dR/OKg+MVB8YslVvyioPhFQfFLCOEmP/jwNWbMGFx11VUAgOHDh8MwDEybNg0ADjvH165du5CUlAQAuP/++2EYBgzDwH333Vc3b1xcHPbs2YNJkyYhLi4OHTt2xFNPPQUA2LBhA8aNG4fY2Fikp6dj4cKFYd2+Ll26oKqqCn6/35kVVvzieBW/aF7FL45X8ct9FL84KH5xUPxiiRW/KCh+UVD8EkK4xQ8+fM2cORPTp08HADzwwAOYP38+brjhhnrzJSUlYe7cuQCAiy66CPPnz8f8+fNx8cUX180TCoUwceJEdOrUCbNmzUKXLl0wY8YMzJs3D+eddx6GDRuGxx57DPHx8bjyyiuRmZlZz1NdXY39+/dj165deOmll/Diiy/ijDPOQHR0tHMrrfjF8Sp+0byKXxyv4pf7KH5xUPzioPjFEit+UVD8oqD4JYRwgx98+JowYQLOOOMMAMDEiRMxderUun8fSmxsLKZMmQJ8e1ji1KlTMXXqVAwaNKhunpqaGkydOhVz587FTTfdhMWLFyM6OhrXXHMN/vSnP2HWrFmYMWMGFi1ahFAohJdeeqmeZ/bs2UhKSkLXrl0xbdo0nH766Xj11VedX3HFL45X8YvmVfzieBW/3Efxi4PiFwfFL5ZY8YuC4hcFxS8hhNP84MOX01x33XV1/5+QkIDevXsjNjYWl156ad3lvXv3RkJCAjIyMur9/eWXX44PP/wQCxcuxBVXXAF8OwrMFRS/OF7FL5pX8YvjVfxyH8UvDopfHBS/WGLFLwqKXxQUv4QQTqLw5SBRUVF15wE7SOvWrZGWlgbDMOpdXlxcXG8Z6enpGD9+PC6//HIsWLAA3bp1w/jx4xW/HELxi+dV/OJ4Fb/cR/GLhOIXB8UvCopfJBS/OCh+UVD8EsI9FL4cxOPxNOly2278Q+OUKVOwd+9efPbZZ82+fUdF8YvjVfyieRW/OF7FL/dR/OKg+MVB8YslVvyioPhFQfFLCOEECl9N4PujthgcHOlVWlrqrkjxi+NV/KJ5Fb84XsUv91H84qD4xUHxiyVW/KKg+EVB8UsI0VwUvppATEwMAKCkpMTxZRcUFBzx8r///e8wDAOnnnqq4856KH5xvIpfNK/iF8er+OU+il8cFL84KH6xxIpfFBS/KCh+CSGag8JXE4iOjka/fv3w2muv4emnn8arr76KjRs3OrLshx56CMOHD8fvfvc7PPfcc3jssccwYsQIvPfee5gxYwZ69CC9iCt+cbyKXzSv4hfHq/jlPopfHBS/OCh+scSKXxQUvygofgkhjhWFryby/PPPo2PHjvj1r3+Nyy+/HG+++aYjy73gggvQoUMHvPDCC7j55pvx0EMPISIiAi+++CJmz57tiCNsFL84XsUvmlfxi+NV/HIfxS8Oil8cFL9YYsUvCopfFBS/hBDHgmGHc4Z1cUJQ86+5zi7Q44XZrjOsXQ2Panu46hZHtRFeoF+6gbU7G35oJrXzOer1eYDuKcCWrIbnKyt39g2rzwv0TLGxZgf3jXCEFxjax4ut+xoOjUXFAce9I/r5sD23YW9evt9x7+CeXmza2/B8Ho+z4dXnAXp1RKNep5+JfR6ge3sL63c1PJ9pOr++p3QzGr1/s3PduX+/2dPwfKf0CDrq9ZhA9yQ/SitqGpzv36ud/YDt8wIDupiNPq6iIp29f70eoFuy3aj3mpT/OOqF6YGvVVuEChq+g/OSBzqqNQwDraN9qC0tbHC+2ifuddYbGYWYoSNRufSTBudLHjnYUS+8EfB0G4DQznUNzrb+tF85qjUNoHOCH9UVDZ/P9N1N3R31+jzABYOKYNXW/5XtQ6m04xz1moaBgCcRGfkNf/F1Tug9R70wPfC0TUWooOEd2PI4+/4KpgcRMa1g79vW4Gz2UX4M6pjxeOFp1wlW9o4GZ7OyG3nhaCpeH4wO3RHctKLB2UrPvcpRrWGYaB3pRbAou8H5ovJ2Ouo98HmhE6w9mxucbf9/lziqNSIiETPsTFSvaPgHwGzL2ffXRkQkIgYMR+WXHzc437rpixz1ekwg0jSwNqPh+e64WONahDgS2jPE0dHIL45XI79oXo384ng18st9NPKLg0Z+cdDIL5ZYI78oaOQXBY38EkI0BYUv0TCKXxyv4hfNq/jF8Sp+uY/iFwfFLw6KXyyx4hcFxS8Kil9CiHBR+BKNo/jF8Sp+0byKXxyv4pf7KH5xUPzioPjFEit+UVD8oqD4JYQIB4UvER6KXxyv4hfNq/jF8Sp+uY/iFwfFLw6KXyyx4hcFxS8Kil9CiMZQ+BLho/jF8Sp+0byKXxyv4pf7KH5xUPzioPjFEit+UVD8oqD4JYRoCIUv0TQUvzhexS+aV/GL41X8ch/FLw6KXxwUv1hixS8Kil8UFL+EEEdD4Us0HcUvjlfxi+ZV/OJ4Fb/cR/GLg+IXB8Uvlljxi4LiFwXFLyHEkVD4EseG4hfHq/hF8yp+cbyKX+6j+MVB8YuD4hdLrPhFQfGLguKXEOL7GLZtcz+BCNeoXf4+7MJ9dO/rwZ9i5U5umLFtG0P6RGLrnhDd2y3Fgy27g3TvoF5RyMjh76690kxsyyK/AQfQJdnGzmz++vbsZGI7eX1t20afdC927GN7gS7JwJY95MezZaNftwhsZXtt4Mbzq1FbXUH1moaNLzNSW+T+HdYvEpl53P3ItoFbe34GuyiH6oVtI9ChJ+zCbKrWsENAVjas7J1cr8dE1IjRsIpzqV6YJkr7nA2rvJCrtUMoq4mlP658CCChe2fYRdz3V4YVREzrBFhl+VQvAJhR8bD3k99P2hY8bVNgFZKfN2DDiG7NX1/DQLDHMFjk9+2GHUJkdGyLfF6oLa5BaO92qtMwDHi69IGVtYPqhWng09NmIYP8+mtZwJ1TIqhOIU4UvC19A4RzhEJ+eDv1hbVvK9U7pd0SJESfhfdXcePXjiwLA7sY+OqbANW7bU8IQ3p4sWyDn+z1Y1ifCKzdyX0R9UT5MKJPEMu3cCPjxm3VOOOUaKzezl3fb3bUYGifCKwgr++GbdUY3i8Sq7Zx48iOfRYGdzOxbCP38by/woNhvUHff0NWLdq3iUR1eTHVu3FbNUYMiMKqbdzHVUXAxIDOFtZmcPcjo2APPB26wcrmftiIzN8Bs20arGzuhytE2TBOH4vQttVUrR2qgaf7IFi5GVSvr6YAMQnxCJI/PLcp3wIzrSv9/q0ItUNcYiJs8vurULUJb1I6QgW7qV6jcB88yemwsrZQvXbpfnhSu8PaR95/aysO7EdZ3PvXl7sNZnIXWPu2Ub12VSnMjr3464sqRIwYjeCmFVxvnA/GiDEIbuZ6V28NYkhPL/31VwhxZHSo48mEFUKwfD/Mjr3p3vGxn+P8odwP7P4gsGkPcHp/H9cbANbtDOKMgdxvVPwBYOUWP/0wz6AFlAe9GNHHQ/XWBoBl66pxak/u+voDwKotfgwnr68/AKzYVIuhvciHtQaAjbstnDGA+3gOBIHMAg99/7VtG4VVFqLjuYcv1QaA5RtrMLQX93EVDAF5FSYGd+PuRwgFYeVm8A8jCgVhFWbBTO1J9gZg5++Gp9epZG8QVsEemB3Ix7dYFqoqy+Ft25HrDQVh5WXy71/LQkXIhtEC76+CJXnwJKVzvaEgrILdMNP68L35e2B2ZO+/QVj5u2Gmke/fUBBW/i6YLXCYp7VvO399gwHYOTvoh3kiFIBdlgdvX67XHwTWbA/yX3+FEEdE4etkQ/GL41X8oqD4xfMqfrmP4hfRq/jlPopfJK/iF8+r+OU6il9CiBZC4etkRPGL41X8oqD4xfMqfrmP4hfRq/jlPopfJK/iF8+r+OU6il9CiBZA4etkRfGL41X8oqD4xfMqfrmP4hfRq/jlPopfJK/iF8+r+OU6il9CCDIKXyczil8cr+IXBcUvnlfxy30Uv4hexS/3UfwieRW/eF7FL9dR/BJCEFH4+pYPPvgAgwcPRlRUFAzDQElJCaZNm4YuXbq09E1rHopfHK/iFwXFL55X8ct9FL+IXsUv91H8InkVv3hexS/XUfwSQpD4QYavefPmwTAMrFy5EgBQWFiISy+9FNHR0Xjqqacwf/58xMbG1vu7qqoq3HfffViyZInjt2nLli246667MHjwYMTHxyMlJQUXXHBB3W1sFopfHK/iFwXFL55X8ct9FL+IXsUv91H8InkVv3hexS/XUfwSQhD4QYav77NixQqUl5fjwQcfxLXXXoupU6fC5/Phueeew9atW+vmq6qqwv333+9K+Hr++efx3HPPYdiwYfjjH/+I22+/HVu3bsXpp5+Ojz76qPkCxS+OV/GLguIXz6v45T6KX0Sv4pf7KH6RvIpfPK/il+sofgkhXEbhC0B+fj4AICEh4bDLfT4fIiMjKbfh8ssvx969e/H8889j+vTpuPPOO/H1118jMTER9913nzMSxS+OV/GLguIXz6v45T6KX0Sv4pf7KH6RvIpfPK/il+sofgkhXOQHH77GjBmDq666CgAwfPhwGIaBadOmAcBh5/jatWsXkpKSAAD3338/DMOAYRh1UWratGmIi4vDnj17MGnSJMTFxaFjx4546qmnAAAbNmzAuHHjEBsbi/T0dCxcuPCw2zF06FDExcUddlnbtm1x1llnYfPmzc6tsOIXx6v4RUHxi+dV/HIfxS+iV/HLfRS/SF7FL55X8ct1FL+EEC7xgw9fM2fOxPTp0wEADzzwAObPn48bbrih3nxJSUmYO3cuAOCiiy7C/PnzMX/+fFx88cV184RCIUycOBGdOnXCrFmz0KVLF8yYMQPz5s3Deeedh2HDhuGxxx5DfHw8rrzySmRmZjZ6+3Jzc9GuXTtH11nxi+RV/KKg+MXzKn65j+IX0av45T6KXySv4hfPq/jlOopfQggX+MGHrwkTJuCMM84AAEycOBFTp06t+/ehxMbGYsqUKQCAQYMGYerUqZg6dSoGDRpUN09NTQ2mTp2KuXPn4qabbsLixYsRHR2Na665Bn/6058wa9YszJgxA4sWLUIoFMJLL73U4G37/PPPsWzZMvzsZz9zfL0Vv0hexS8Kil88r+KX+yh+Eb2KX+6j+EXyKn7xvIpfrqP4JYRwmB98+HKa6667ru7/ExIS0Lt3b8TGxuLSSy+tu7x3795ISEhARkbGUZeTn5+PK664Al27dsVdd93lzo1V/OJ4Fb8oKH7xvIpf7qP4RfQqfrmP4hfJq/jF8yp+uY7ilxDCQRS+HCQqKqruPGAHad26NdLS0mAYRr3Li4uLj7icyspKTJo0CeXl5XjnnXfqnfvLURS/OF7FLwqKXzyv4pf7KH4RvYpf7qP4RfIqfvG8il+uo/glhHAIhS8H8XiO/OHkaJfbtl3vMr/fj4svvhjr16/HO++8gwEDBjh+O+uh+MXxKn5RUPzieRW/3Efxi+hV/HIfxS+SV/GL51X8ch3FLyGEAyh8NYHvj9pyGsuycOWVV+Ljjz/GwoULMXr0aFd9h8sVvyhexS8Kil88r+KX+yh+Eb2KX+6j+EXyKn7xvIpfrqP4JYRoJgpfTSAmJgYAUFJS4sryb7nlFrz22mt4+umnD/u1SBqKXxyv4hcFxS+eV/HLfRS/iF7FL/dR/CJ5Fb94XsUv11H8EkI0A4WvJhAdHY1+/frVxalXX30VGzdudGTZTz75JJ5++mmcccYZiImJwSuvvHLYVFlZ6YinURS/OF7FLwqKXzyv4pf7KH4RvYpf7qP4RfIqfvG8il+uo/glhDhGFL6ayPPPP4+OHTvi17/+NS6//HK8+eabjix37dq1AIBly5bhF7/4Rb2poKDAEU9YKH5xvIpfFBS/eF7FL/dR/CJ6Fb/cR/GL5FX84nkVv1xH8UsIcQwY9pHOsC5OSKq+XOTsAk0PvPHtYO3b2uBsVlyC496PKs/C+6sa/uAe1yrSUW2EF+jXGfjqm4Cjy23U6wNO6e7Fsg3+BueLjnX2g32EDxjWJwJrdzb8FNCzm7Pb2WsC8d4glm8JNThfYUGVo95IH3DGKdFYvb3h9a2qavh+aCoRPmBonwisaGR9g4GGrz8W7/B+kVi1reGQHAw6G5ojfMCAdBPLNja8HVNSnf21Wp8X6JoUanT//eX5zh6qbhgG2saYqC4/8q/0HuTht1Md9Ub6gBEDorBqW8OPmz69Yh31ej1A+zgLazMa3o9uT5jnqBceL8wO3WBl72hkPoeDoMcLs20arOztDc9X5vApEDw+GMnpCG1b3eBsRleHP+h6vDCTOsPKzWhwtsokhwOZaSImNh7Bwn0NzhaRv9tZr8cLs33XRu/firT+znpNE3EeA3Yj769Csc6/v/ImtEeooOHt6Ckrctbr8cJMSoeVtaXh+SKinPcmd4a1r5H912k8XpjJ6bCyGr5/4fG64O0Ca9+2hucLOvw+1+OF2bFno+tr7c931uv1wUjpgeCmFQ3O5uvscPD1+GC0ao/g5oa9Dxi/dVQb4QWG9PQ2+vr7wFXcLyCFOFHQiC9xdDTyi+PVyC8KGvnF82rkl/to5BfRq5Ff7qORXySvRn7xvBr55Toa+SWEaAIKX6JhFL84XsUvCopfPK/il/sofhG9il/uo/hF8ip+8byKX66j+CWECBOFL9E4il8cr+IXBcUvnlfxy30Uv4hexS/3UfwieRW/eF7FL9dR/BJChIHClwgPxS+OV/GLguIXz6v45T6KX0Sv4pf7KH6RvIpfPK/il+sofgkhGkHhS4SP4hfHq/hFQfGL51X8ch/FL6JX8ct9FL9IXsUvnlfxy3UUv4QQDaDwJZqG4hfHq/hFQfGL51X8ch/FL6JX8ct9FL9IXsUvnlfxy3UUv4QQR0HhSzQdxS+OV/GLguIXz6v45T6KX0Sv4pf7KH6RvIpfPK/il+sofgkhjoDClzg2FL84XsUvCopfPK/il/sofhG9il/uo/hF8ip+8byKX66j+CWE+B6Gbdt2S98I4Qzvvr0FW3YFqM7aoAd3jsuGVVFI9QLAlqIOCO3ZSnVG2H7UpvSBf8t6rhe1MPuNQGD7RqrXZ9ei1ZBhCOz4hur1hmpR2uEUhPZup3oj4Af6DIOVxfYGUDL8EvhrKrler40IwwdUFnC9HgteMxJmLn87+049Hd5gGdVrwMbekgSEKoup3giPjVByT9T6/VSvadhIDBSjiPtwRsjwonfbclihKqrXNjzYvsuHjFyqFn7bh16dDWTkcL21lhc9OvuQmUf+oiBk4pKh5aghP54t0wvDFwXDw/3CzYaJVOwHyvKpXgAIxKXAqi7hSg0TsaYNu5j8gAZgxrcFirLp3lByVxhF+7hSw4AZmwAU7CV7gb3tfoTiSu7HzpAZAZ8JFFV5qd6g4UNKTAWMgj1Ub4QZRL/J51OdQpwocJ8FhKs8/XoJLrywO5au574pDK15A94R4xAiv3j39a8A+nVGYONXVK+3Yyqs+A6oWfYx1RsX2w6hwe1Qs+J/VG90UQhW146oXfkZ1dveykbEgKEIfLOc6o30xcEYmITg5hVU75rYKAxIs1FTyf2wsa08FcNT/EAJ903wFl8vDGpVAu9O7nae+UEr3DrRQISfG/tiEqOQnhaPYAm3jrybHYWzeodQWV1N9b6xqgPOOS0C2aVULZatDeGyH1XACnDj5ov/s3De+GSs2UnV4vMPsnH+OSlYvYPrfe/ZNbjiF4OwNpM7avQ/2SkY1acKFdU1VO9vZn6DPz7YF4Y3RPVmIh1dk+OAgl1U71c1AzGsfT6s8jyqt9gTgTaxrWHncB/QftNEZFof2NnbqN49cb3RObYNjBzul7gVsYmIj02AvXcT1bsm0Be90kPIKeHGr/kL9mDa5WnYV8Yd9d0rZQ86tm0DYy/3y2MhxJHRoY4nEdU1Ft57bydGDuIeRoSgH8Hln8CTSD4MIRgAivbAN+B0rtcKwWwVhagzzuZ6Q0F4UIWo4aO53mAAZuk+RA4bxfUG/PBvXgVf/xFcbygIu6KAPkzdsoCdxdGIik2gekMWsKKoI5DQieq1bGB9xCkIdicfDhAA/vLvePgjkqheywZ2V8XBm9CB6g2GgM+3xiI2Oprq9QeB/37tR2prqhb+IPDqF3Ewfa2o3hq/jQ8+yseQ7lQtamptvP/fHJxKPsqzusbCwvnrMbgrdxRUMAR8tiUGcdFRVG91jYX/97vNsIPcw4ctG8gMtAWSulC9IQtYmZ8MM7491WvbFortCBgp5Ae0FUJtTQWMVO5hgJZtY4+RDDuFfVirhXKYMDr1o2qDFrAtx4OUBO5o0Rq/jXn/2IOOrbhHxdi2jX0R7WF36k/1CiGOjMLXSYbiFwnFLw6KXxQUvzgofvG8il/uo/jFQfGLhOIXBcUvIURLofB1EqL4RULxi4PiFwXFLw6KXzyv4pf7KH5xUPwiofhFQfFLCNESKHydpCh+kVD84qD4RUHxi4PiF8+r+OU+il8cFL9IKH5RUPwSQrBR+DqJUfwiofjFQfGLguIXB8Uvnlfxy30UvzgofpFQ/KKg+CWEYKLwdZKj+EVC8YuD4hcFxS8Oil88r+KX+yh+cVD8IqH4RUHxSwjB4gcRvubNmwfDMLBy5cojXj9mzBgMGDAAAFBVVYWnnnoK55xzDlJSUhAfH48hQ4Zg7ty5CIWa9jPWtm1j/vz5GDVqFBISEhATE4OBAwfiD3/4A6qqqurNbxjGUacJEyYc49orftFQ/OKg+EVB8YuD4hfPq/jlPopfHBS/SCh+UVD8EkIw+EGEr6aQkZGBW265BbZt4/bbb8cTTzyBrl274qabbsI111wT9nJCoRAuu+wyXHnllQCA++67D08++SQGDx6Me++9F6effjry8/MP+5v58+fXm371q18BAM4555xmrZfiFwnFLw6KXxQUvzgofvG8il/uo/jFQfGLhOIXBcUvIYTbKHx9jw4dOmDDhg348MMPceedd+KGG27AW2+9hauvvhovv/wyduzYEdZyZs2ahddffx133HEHPvvsM9x2222YPn065s+fj7fffhvffPMNrr766sP+ZurUqfWmiooKGIaByy+/vNnrpvhFQvGLg+IXBcUvDopfPK/il/sofnFQ/CKh+EVB8UsI4SYKX9+jXbt26N+//hPQRRddBADYvHlzo8uorq7G448/jl69euGRRx6pd/2FF16Iq666Cu+//z6WL19+1OXU1tZi0aJFGD16NNLS0pq8Lke8bYpfHBS/OCh+UVD84qD4xfMqfrmP4hcHxS8Sil8UFL+EEG7xgwpfpaWl2L9/f70pEGj8SS43Nxf4Now1xhdffIHi4mJcccUV8Hq9R5zn4CGQ77333lGX8/7776OkpAQ///nPG3U2BcUvEopfHBS/KCh+cVD84nkVv9xH8YuD4hcJxS8Kil9CCDf4QYWv8ePHIykpqd60dOnSBv/O7/fjySefRNeuXTF8eOMfvjZt2gQAOOWUU446z8HrDs57JBYsWIDIyEhMmTKlUWdTUfwiofjFQfGLguIXB8Uvnlfxy30UvzgofpFQ/KKg+CWEcJofVPh66qmn8OGHH9abBg0a1ODfzZgxA5s2bcKcOXOOOoLrUMrLywEA8fHxR53n4HUH5/0+ZWVlWLx4Mc4//3wkJLjz4Vbxi4TiFwfFLwqKXxwUv3hexS/3UfzioPhFQvGLguKXEMJJflDha8SIERg/fny9qU2bNkf9m8cffxzPPfccHnzwQZx//vl1l4dCIeTm5h42+f1+IIyodeh1ycnJR7x+0aJFqKmpcfwwx++j+EVC8YuD4hcFxS8Oil88r+KX+yh+cVD8IqH4RUHxSwjhFD+o8NVU5s2bh7vvvhu//OUv8dvf/vaw6/bu3YuUlJTDpoOHTPbrd+BFYf369Udd9sHrunXrdsTrFyxYgNatW2PSpEkOrtGRUfwiofjFQfGLguIXB8Uvnlfxy30UvzgofpFQ/KKg+CWEcAKFr6Pwzjvv4LrrrsPFF1+Mp556qt71HTp0qHfI5MHzdp155plISEjAwoULEQqFjrj8l19+GQDw05/+tN51OTk5+PTTT3HJJZcgMjLS8XU7EopfJBS/OCh+UVD84qD4xfMqfrmP4hcHxS8Sil8UFL+EEM1F4esIfPbZZ7jsssswatQoLFiwAKZZfzNFRUUd9ZDJmJgY3HXXXdi6dStmzpxZ728XL16MefPm4cILL8TAgQPrXf/qq6/CsizXD3P8PopfJBS/OCh+UVD84qD4xfMqfrmP4hcHxS8Sil8UFL+EEM1B4et77N69G5MnT4ZhGJgyZQreeOMNvPLKK3VTQ4cvHspdd92FSy+9FI899hhGjx6Nv/zlL3juuedw1VVXYfLkyejfvz/mzZt3xL9dsGABUlNTMWbMGIfXrnEUv0gofnFQ/KKg+MVB8YvnVfxyH8UvDopfJBS/KCh+CSGOFYWv75GZmYnS0lJUV1fj5ptvxi9+8YvDprfeeius5Xg8Hrz66quYN28eQqEQfvvb32L69Ol4+eWXMW7cOKxcuRKJiYn1/m7r1q1YtWoVLrvssiOONGOg+EVC8YuD4hcFxS8Oil88r+KX+yh+cVD8IqH4RUHxSwhxLPwgwte0adNg2zaGDRt2xOuXLFmCjRs3AgDGjBkD27aPOt13331hew3DwFVXXYUvvvgCZWVl8Pv9OPfcc7FkyRJ88sknR/yb3r17w7Zt/PGPfzzGtXUGxS8Sil8cFL8oKH5xUPzieRW/3Efxi4PiFwnFLwqKX0KIpvKDCF/HCz6fD4sWLcLgwYPx05/+FKtXr27pm9Qgil8kFL84KH5RUPzioPjF8yp+uY/iFwfFLxKKXxQUv4QQTUHhi0xsbCxWrFiB8vJynHrqqS19cxpF8YuE4hcHxS8Kil8cFL94XsUv91H84qD4RULxi4LilxAiXBS+RKMofpFQ/OKg+EVB8YuD4hfPq/jlPopfHBS/SCh+UVD8EkKEg8KXCAvFLxKKXxwUvygofnFQ/OJ5Fb/cR/GLg+IXCcUvCopfQojGUPgSYaP4RULxi4PiFwXFLw6KXzyv4pf7KH5xUPwiofhFQfFLCNEQCl+iSSh+kVD84qD4RUHxi4PiF8+r+OU+il8cFL9IKH5RUPwSQhwNhS/RZBS/SCh+cVD8oqD4xUHxi+dV/HIfxS8Oil8kFL8oKH4JIY6Ewpc4JhS/SCh+cVD8oqD4xUHxi+dV/HIfxS8Oil8kFL8oKH4JIb6PYdu23dI3QjjDf/6zBbXV1VRnVARweumXQG4G1QsA5rAx8ORuJ1sNVFtxqFy3imq1AkG0G/0jBHZ+Q/XaIQu+9F7wb9vA9VoWok89A3ZJLtUL04TRKhmh3VupWtuyUHL+DASqKqheAxZ8+QWwcrj7rxmqRUS/IbBzd3G9VgAbUyahurqG6vV5gbjWbZBbQtUiZBuAZWJ3PtdrA2gbE0JGDv/tRc+OJjLITxsAkBxbg915XKfpMZCWaCEzj7udTY+J81K3wqooonqjIgB/73EoryGvr2GjMKuY7vVFenDW0GgUcV8WYAOo8ccgh/x8ZdvA2J77UVYV4nphoLOvEKHKUqoXMLA2cAr9eSNoGRiUWoW9BVxvwPagU6d47C/negGgILcae8jr6/EYOGcYsHc/1xuyTEw9m/vl08nAYh85CB8DFwS4n01ORrwtfQOEcwxPK4KR2BFV5WVU785fvY1u1/8cyFhL9W5oNw4DW7WDd+cKqtebn4GongNQ8tG/qV6zYj+8PU5B7arPqV6v4QcGnIbqrz+leoMZmxB52jjYedwoY+XvgafrAAQ2fEX1RlfnoHXrtqgp436Y9H39JqJPPROh7WuoXm9xDMykJFgZ66ne6BgPenaMQnlFJdW7KjsCXZKAneQPObkFQQzobGDDbrK3xMDQXgbW7ODGgpxSA0O6A2t2cr21ZizOGmpjfSZVC7/XwOhhNtZlctf39A45MJM6I1iUQ/U+t9PE2FNCKKzgjv5aU56A888wUVjJ3c5VNdVIah2F7GKud/U2C8P7eLAzjztapqTGg9atYrG/jDtapgCtkdQ2HoES7rcEKzZFoH+6gQ3c74Cwcl8UeqYC3+zhetvUhtA12cDeQq4X0XEYNdSmr++qDBt9OxvYnMX1iqZj+LjPdaJl0KGOJxOWBbtoH2LiuYddWDXVyHhuAdBtMNdrAxsiBtEPX0LAj8iqfUgYP5HrDQbgKc9F5NCzuN5QAN5ACaJPG8v1Bvyo/foTGO27cb1BP5C7E76B5MNabQv+skJEtUrkegO1qF79JTw9h3C9oSCssgKY3QZRtZYNZBV7EB8XS/UGQ8CuAqA792geBILAxj02BqbzvZv3AkN6cN9MBoLAlmxgSHeyNwRszzYwqCtVi0AI2JFj4JSu5DftVghWwR54E1Oo2kAI+HSdB23juG9f/UHg/WUW2sZyt7NlA+WVNUhtw9+PVmwJoXt7bnCzbKC0ogbtWvmoXtu2UVBjwpeQTPUGgsA3u20M5B5d+u3zFdC/M9cbsoCcEhud2nK9B15/Dfr6BkLA5j02+qZxvaLpmF7juJ9E81H4OtlQ/OKg+MVB8YuD4hcFxS+eV/GLgOIXBcUvDopfHBS/xPGI4TOP+0k0H23FkxHFLw6KXxwUvzgoflFQ/OJ5Fb8IKH5RUPzioPjFQfFLHG+09GgujfjioPB1sqL4xUHxi4PiFwfFLwqKXzyv4hcBxS8Kil8cFL84KH6J4wnDZxz3k2g+Cl8nM4pfHBS/OCh+cVD8oqD4xfMqfhFQ/KKg+MVB8YuD4pc4Xmjp0Vwa8cVB4es4YcyYMRgwYIDzC1b84qD4xUHxi4PiFwXFL55X8YuA4hcFxS8Oil8cFL/E8UBLj+bSiC8OCl8OMm/ePBiGgZUrVx7x+uzsbNx3331Yu3Yt94YpfnFQ/OKg+MVB8YuC4hfPq/hFQPGLguIXB8UvDopfoqVp6dFcGvHFQeGLSHZ2Nu6//35++ILiFw3FLw6KXxwUvygofvG8il8EFL8oKH5xUPzioPglWhLDYxz3k2g+Cl8/JBS/OCh+cVD84qD4RUHxi+dV/CKg+EVB8YuD4hcHxS/RUpge47ifRPNR+CKxZMkSDB9+IMBcffXVMAwDhmFg3rx5h823atUqjBw5EtHR0ejatSueeeYZZ2+I4hcHxS8Oil8cFL8oKH7xvIpfBBS/KCh+cVD84qD4JVoCwzSO+0k0H4UvEn379sUDDzwAAJg+fTrmz5+P+fPnY9SoUXXzFBcX4/zzz8fQoUMxa9YspKWl4cYbb8QLL7zg7I1R/OKg+MVB8YuD4hcFxS+eV/GLgOIXBcUvDopfHBS/BBtPhOe4n0TzUfgi0b59e0yceCCAnHHGGZg6dSqmTp2Kbt2++7CenZ2Nu+++G3/9619xyy234OOPP8bgwYNxzz33IBAIOHuDFL84KH5xUPzioPhFQfGL51X8IqD4RUHxi4PiFwfFL8GkpUdzacQXB4Wv4wiv14sbbrih7t8RERG44YYbkJ+fj1WrVjkvVPzioPjFQfGLg+IXBcUvnlfxi4DiFwXFLw6KXxwUvwSLlj5/l87xxUHh6zgiNTUVsbGHf7jq1asXAGDXrl3uSBW/OCh+cVD84qD4RUHxi+dV/CKg+EVB8YuD4hcHxS/BoKV/sVG/6shB4UsofrFQ/OKg+MVB8YuC4hfPq/hFQPGLguIXB8UvDopfwm0M0zzuJ9F8tBWJGEbDb0Cys7NRWVl52GXbtm0DAHTp4vKrm+IXB8UvDopfHBS/KCh+8byKXwQUvygofnFQ/OKg+CXcpKXP36VzfHFQ+CJy8DDGkpKSI14fDAbx7LPP1v3b7/fj2WefRVJSEoYOHer+DVT84qD4xUHxi4PiFwXFL55X8YuA4hcFxS8Oil8cFL+EW7T0+bt0ji8OCl8u8MILL+APf/hDvaljx45ISEjAM888g7///e949dVXkZmZWfd3qampeOyxx3Drrbdizpw5OPvss7F27Vo89NBD8PlIL+KKXxwUvzgofnFQ/KKg+MXzKn4RUPyioPjFQfGLg+KXcIOWHs2lEV8cFL5cYO7cufjd735XbyotLcVLL70Ej8eDX/7yl7j88svxv//9r+7v2rRpg/fffx8rV67EnXfeib1792LOnDm4/vrruSug+MVB8YuD4hcHxS8Kil88r+IXAcUvCopfHBS/OCh+Cadp6fN36RxfHLQVHWTatGmwbfuoU1paGiZPnoxvvvkGgUAAtm1j2rRpAIAlS5Zg48aNGDp0KJYuXYrq6mrs2rULN998c8usjOIXB8UvDopfHBS/KCh+8byKXwQUvygofnFQ/OKg+CWcpKVHc2nEFweFL3F0FL84KH5xUPzioPhFQfGL51X8IqD4RUHxi4PiFwfFL+EULX3+Lp3ji4PCl2gYxS8Oil8cFL84KH5RUPzieRW/CCh+UVD84qD4xUHxSzhBS4/m0ogvDgpfonEUvzgofnFQ/OKg+EVB8YvnVfwioPhFQfGLg+IXB8Uv0Vxa+vxdOscXB21FER6KXxwUvzgofnFQ/KKg+MXzKn4RUPyioPjFQfGLg+KXaA4tPZpLI744KHyJ8FH84qD4xUHxi4PiFwXFL55X8YuA4hcFxS8Oil8cFL/EsdLSUUvhi4PCl2gail8cFL84KH5xUPyioPjF8yp+EVD8oqD4xUHxi4PilzgWTK/nuJ9E81H4Ek1H8YuD4hcHxS8Oil8UFL94XsUvAopfFBS/OCh+cVD8Ek2lpX+xUb/qyEHhSxwbil8cFL84KH5xUPyioPjF8yp+EVD8oqD4xUHxi4Pil2gKLX0Yow515GDYts19pRGuUbXiP7Dy9lCdhhVCkZmC2upKrjcqEnEdO8HO2031mlYARnJnlNWS36B5I9AJ+2GV5FK9MEwY7TrCKsnjek0TZhCwC7L43g7psAv2cr2GiVC/02EX53C9tg1PeSWsAvLzhmnC0/MUIJ/rBWys6XkdCsq5Vss20DrWRF4J+Y2LAQRrLGSQH1YAMHZQDaqq/VSn12Oj2kqg37+mCYzAWtjk/ciHAIKdBsAu5r4u+IwAUromIlReRPUCBjIjBsGuLKRavUYI765ti+WruN5QMITH7++ByuoA1QsA2aUJyC/lOk0T6J4cQA75eTJkGfBn78LKdSVUb63fQpceKVi1jruhQ8EQRp7WFqvI6xsMWPjrLT5YRdwXJC+CqDTbwiK/3/DZfpT3HQt/VQXXa1oYPLQn1XkykHnN5Ja+CY3S9YV3W/omnPB4W/oGCOcw92yCt2MvWJkbud5ho9AmvjWqyrkv3q13fAmzXSf6+lq1UQh1OxP7q7jxK1hcCF/XgQjlZlC9NRHRiErvDyt/F9Vr1BTC02corL1bqF6EauHpOQTWns1UrVm4D562qbByd1K9huGHd8DpsPZsonoDHg8iOveFvYu7/27NjUCfVAt7uJ9hEeOpQK/UWGTkcz/UlYe8GNIjhDU7uM9XtseDPp29KKuopnrXZXvQvzP//u2670uY6b1g7f6GK64JwuycTn/eKLeSEJ2UjmBRNtUbiopC98QYWMX7qN6sohScOSQW7/6b+2VMcaWJlIQIFJfXUr2VfhMDutjYVUDVYukmD4b38WBHLvd5ctFbuRh7ZhLe/5j7Jd/uvbtbxPvpp1UYfXoi3v+I600sLYQ3qQOsnB1k71aYaT1gkd9v7I8sQlxiDGpK2V8SiKaiEVU/DHSo48lEMABr3zaYXQdQtbZtoaa8FDHxralehIKw9u+lry+sIFplfIl2MfzDPQJl++HpQD4cz7JQU10JM5k8Pj4UhJWXCbNTH763cB/Mzn25XiuIUGE2zA7dud5QEFb+Lpid+3G9Vgj+QA2MLtz9NxgCtmSb6Ew+/MGygUBtJbolk4N5CMgt89APA7QsYHeRD63ioqneoAVsa4H7F6EArKxtMNP7k71BWAW76c8btm2huqoK3sRUqteygZ1VbWC26Uj11gZsZJa0wuSJ3OOILBvIKTHQJj6S6g1aQGaegS5JVG3dYY89OnCfJ6trLHz6ZQHOP5t7fHhLev/3VRHOH08+Ht4KIliUCzOlB9cbCsDatwMm+f2GbduoqKxCVGvyaSVEk2npwxh1qCMHha+TDcUvDopfHBS/OCh+UVD84qD4xUHxi4PiFwfFLxKKX+I4xDDN434SzUdb8WRE8YuD4hcHxS8Oil8UFL84KH5xUPzioPjFQfGLhOKXOM5o6dFcGvHFQeHrZEXxi4PiFwfFLw6KXxQUvzgofnFQ/OKg+MVB8YuE4pc4jmjp0Vwa8cVBW/FkRvGLg+IXB8UvDopfFBS/OCh+cVD84qD4xUHxi4TilzheMIzjfxLNRuHLYQzDwH333dfSN+M7FL84KH5xUPzioPhFQfGLg+IXB8UvDopfHBS/SCh+ieOAlj6MUYc6clD4OgI7d+7EDTfcgG7duiEqKgqtWrXCmWeeidmzZ6O6umk/zb5kyRIYhnHE6auvvqqbr6qqCk899RTOOeccpKSkID4+HkOGDMHcuXMRCoWat0KKXxwUvzgofnFQ/KKg+MVB8YuD4hcHxS8Oil8kFL9EC9PShzHqUEcO2orfY/HixRg4cCBef/11XHjhhfjrX/+KRx55BJ07d8add96JX/3qV8e03FtvvRXz588/bOrR47sn+IyMDNxyyy2wbRu33347nnjiCXTt2hU33XQTrrnmmuavmOIXB8UvDopfHBS/KCh+cVD84qD4xUHxi4PiFwnFL9GCtPRoLo344qDwdQiZmZm47LLLkJ6ejk2bNmH27Nm4/vrrcfPNN+Mf//gHNm3ahP79j+2N61lnnYWpU6ceNrVr167u+g4dOmDDhg348MMPceedd+KGG27AW2+9hauvvhovv/wyduzY0fwVVPzioPjFQfGLg+IXBcUvDopfHBS/OCh+cVD8IqH4JVqIlh7NpRFfHLQVD2HWrFmoqKjA3//+d6SkpNS7vkePHnUjvmpra/HrX/8aSUlJiI+Px+TJk5GVldXg8svLyxEMBo94Xbt27Y4Y1S666CIAwObNm49xrb6H4hcHxS8Oil8cFL8oKH5xUPzioPjFQfGLg+IXCcUv0QK09GgujfjioPB1CO+99x66deuGkSNHNjrvddddhyeffBLnnHMOHn30Ufh8PlxwwQVHnf/qq69Gq1atEBUVhbFjx2LlypVh3abc3Fzg2zDmGIpfHBS/OCh+cVD8oqD4xUHxi4PiFwfFLw6KXyQUvwQZw+s57ifRfBS+vqWsrAz79u3DwIEDG5133bp1eOWVV3DTTTdhwYIFuPnmm7Fo0SIMGFD/iTIiIgKXXHIJZs+ejXfeeQd/+MMfsGHDBpx11llYs2ZNgx6/348nn3wSXbt2xfDhw5u1fvVQ/OKg+MVB8YuD4hcFxS8Oil8cFL84KH5xUPwiofgliBzth+iOp0k0H4WvbykrKwMAxMfHNzrv+++/D3x7wvpDue222+rNO3LkSLz55pu45pprMHnyZPzmN7/BV199BcMwcM899zTomTFjBjZt2oQ5c+bA6/U2cY3CQPGLg+IXB8UvDopfFBS/OCh+cVD84qD4xUHxi4TilyDR0ufv0jm+OGgrfkurVq2Ab8/D1Ri7d++GaZro3v3wN469e/cOy9WjRw/8+Mc/xqeffopQKHTEeR5//HE899xzePDBB3H++eeHtdxjQvGLg+IXB8UvDopfFBS/OCh+cVD84qD4xUHxi4TilyDQ0ufv0jm+OCh8fUurVq2QmpqKjRs3UnydOnWC3+9HZWVlvevmzZuHu+++G7/85S/x29/+1v0bo/jFQfGLg+IXB8UvCopfHBS/OCh+cVD84qD4RULxS7iNaR7/k2g22oqHMGnSJOzcuRPLli1rcL709HRYloWdO3cedvnWrVvDdmVkZCAqKgpxcXGHXf7OO+/guuuuw8UXX4ynnnqqiWvQDBS/OCh+cVD84qD4RUHxi4PiFwfFLw6KXxwUv0gofgkXaenRXBrxxUHh6xDuuusuxMbG4rrrrkNeXl6963fu3InZs2dj4sSJAIC//OUvh13/5JNP1vubgoKCepetW7cO7777Ls455xyYhxTczz77DJdddhlGjRqFBQsWHHYdBcUvDopfHBS/OCh+UVD84qD4xUHxi4PiFwfFLxKKX8IlDMM87qem8tlnn+HCCy9EamoqDMPA22+/3eD8S5YsOeJJ9XNzc5uxZY8vFL4OoXv37li4cCEyMjLQt29f3HbbbXj++efx9NNPY+rUqejXrx82bdqEwYMH4/LLL6+7/Omnn8Yll1xyxMMkf/azn+GCCy7AQw89hOeeew6//vWvMXLkSMTExODRRx+tm2/37t2YPHkyDMPAlClT8MYbb+CVV16pm9avX8/ZCIpfHBS/OCh+cVD8oqD4xUHxi4PiFwfFLw6KXyQUv4QbmMbxPzWRyspKnHLKKU0+gmzr1q3Iycmpm5KTk5vsPl5x4acCT2wmT56M9evX4/HHH8c777yDuXPnIjIyEoMGDcIf//hHXH/99QCAF154AUlJSViwYAHefvttjBs3DosXL0anTp0OW95PfvITLFiwAH/6059QVlaGpKQkXHzxxbj33nvRo8d3T9qZmZkoLS0FANx88831bte9996LQYMGub7+wOHxy8rknPMM34tfVeWlNO+h8Yu5vgfjF7qdif1VxDdo38YvX4duCOVmEL0H4ldUchdY+bt43kPil7V3C9f7bfyy9mzmeb+NX54O3WHl7gzjDxzikPhl7dnE834bvyK6DIC9i7f/HoxffVIt7CmkaQ+JX7HIyOeFqO/iVwhrdvCerw7Gr/REoKyimuY9GL96ke/fQ+OXtfsbove7+MV83jgYv6ITUxEsyqZ5D8av7m0Aq3gfzXto/Hr331k078H4lZIQieLyWpr3YPzq2t7GrvoHQLjGwfg1vI8HO3J5z5OHRqj3P65/5MjJ6D0Yv97/iOc9GL+8KT1g5ezgeQ+JXxbx/cbB+BXXOhE1pUU07w+JE+FXEw+GqO+TkpKClJSUepdPnDix7ii1ppCcnIyEhIRjvp3HM8f/vdwC9OzZE3/729+QmZmJ2tpalJWV4YsvvsCMGTMQGXngG7OoqCjMnj0b+/fvR0VFBd59912kpaXBtm3cd999dcu69dZb8fXXX6OwsBCBQADZ2dmYP3/+YdELAMaMGQPbto86HbpMChr5xUEjvzho5BcHjfyioJFfHDTyi4NGfnHQyC8OGvlFQiO/hIO09Pm7wpmeffZZDB06tN707LPPOrotBg8ejJSUFEyYMAFffvmlo8tuaRS+xNFR/OKg+MVB8YuD4hcFxS8Oil8cFL84KH5xUPwiofglnMIwj/vphhtuwKpVq+pNN9xwgyObICUlBc888wwWLVqERYsWoVOnThgzZgxWr17tyPKPBxS+RMMofnFQ/OKg+MVB8YuC4hcHxS8Oil8cFL84KH6RUPwSDtDSo7nCmVJSUnDqqafWm450mOOx0Lt3b9xwww0YOnQoRo4ciRdeeAEjR47En//8Z0eWfzyg8CUaR/GLg+IXB8UvDopfFBS/OCh+cVD84qD4xUHxi4Til2gupnn8Ty3AiBEjsGMH8Tx6LqPwJcJD8YuD4hcHxS8Oil8UFL84KH5xUPzioPjFQfGLhOKXaAaGYRz3U0uwdu1ax0aUHQ8ofInwUfzioPjFQfGLg+IXBcUvDopfHBS/OCh+cVD8IqH4JY6Vlh7N5cKIr4qKCqxduxZr164FAGRmZmLt2rXYs2cPAOCee+7BlVdeWTf/k08+iXfeeQc7duzAxo0bcdttt+GTTz7BzTff7OCGblkUvkTTUPzioPjFQfGLg+IXBcUvDopfHBS/OCh+cVD8IqH4JY4Bw+M57qemsnLlSgwZMgRDhgwBANx+++0YMmQIfv/73wMAcnJy6iIYAPj9fvy///f/MHDgQIwePRrr1q3DRx99hLPPPtvBLd2yKHyJpqP4xUHxi4PiFwfFLwqKXxwUvzgofnFQ/OKg+EVC8Us0FdM4/qcmMmbMGNi2XW+aN28eAGDevHlYsmRJ3fx33XUXduzYgerqahQWFuLTTz/F2LFjHd3MLY3Clzg2FL84KH5xUPzioPhFQfGLg/gCxv8AAQAASURBVOIXB8UvDopfHBS/SCh+iSZgGOZxP4nmY9i2zX3GF66x457fo/CTZVRnqCaA/otmI1hRQvUasBBlmghWlFK9MA14W7VDqKKI64UBb1QM7OIcrtYG7A7dYJXkU7UGbHii4mGV5lG9MAygbRqsMu79axsGvHGtESpnP64Ab3Q832sYQFJnWC2wvnlRvREq2091eo0Q4tu2RqiU6/UghMK4XghUllO9XjOEVdntsWF7DdUbCNg4bUQytu21qF7LsnHn4OUIVpVRvbbpgbd1WwSquPcvDBO+2HhYJQVcLSxUtB9IfzwbsPDyF8lYv7Wa6oVt4yfntsHG7bVUbSBoo3e3WGzc6ad6Q0ELvbpE4ZsMrte2bCRHV2LDNu7zlWka6NstAt/s4N6/pmmgf/dIfLOT6zVME/N/WYBAJffzAmDAjIqHv6qCarVNDzztOiLIXl/bRtLAkVznSUDlc79t6ZvQKLHX/6Glb8IJj7elb4Bwjh1z30PKlPOQ9dJbVK8vZzsiOvZEoDiX6rVr/fCmdoO/mBtlAv4a+JLTESziRii7rAie5HRYOTup3mBNJSLapcLK20X1VkTGIy4tEVZ+JtVbCwORqd0RLMymeu2KIniT0xEs3Ef1hgI18KT2oHtrLCAmqRNCZG9SaDciU9oguD+L6jVKC+Ft0wGhgj1hzO0cPisT3pT2qC0tpHo/+SoOI/pH4dPl3A8buSUe9Ots4+tNQao3YBrwpvWCnxw3A6EgvO270O9fX3khIhOTEcrfTfVGle9FXJsO9PXdtK0CZ50ah0+/5ka3rzZaGNAlAktWVFK9hcXlOG1AFD5bzY1962tCGNE/Cp+v4Xpr27TFBeOD9OernFIT541thc9WVVG9WcUGzh0dT79/UZwDX2ov+MlfptZ4IxCR1gs15C81veUFiElIhr+Y/CWuaDLGMZw8Xpx46F4+iQhVViHnzQ+QdtXFXLEVhL1vO3xtOpC9Idh5mYhok0z3BkoK4E0k/7yrFUSoMBdmCvnwNCsEf0UpzPbkww9tCxX+AMzkrlyvZaG2ogTettzDamCFYBXshrct97AaWCGEirJbwGuhqqoSnhZY39qyYnjbcQ8jghVCsDgXnqTOZK+FYEkeIltzj8er9dtY/k0Nxo6Io3oDISCr2IvT+pG/1/t2O0e0btciXvb9CyuEQOl+eJLTyV4LweJc+vrW+G0sW1OBsafFU721AWDjLhtjhsdyvX4bX2+swahTuYcPH3zeOGsI1+sPANvzvfTnq1q/jeUbazBqaAzd+9WGavr9CysEZG9DRAL7fbsFf9l+RLUiHwZoWQiU5COiDfkwT9F0DOP4n0SzUfg6yVD84nkVvwgoftG8il8cr+KX+yh+sbyKXwwUvzgofpFQ/BLHI6Z5/E+i2WgrnoQofvG8il8EFL9oXsUvjlfxy30Uv1hexS8Gil8cFL9IKH6J442WHs2lEV8UFL5OUhS/eF7FLwKKXzSv4hfHq/jlPopfLK/iFwPFLw6KXyQUv8RxhGGax/0kmo+24kmM4hfPq/hFQPGL5lX84ngVv9xH8YvlVfxioPjFQfGLhOKXOF4wzON/Es1GW/EkR/GL51X8IqD4RfMqfnG8il/uo/jF8ip+MVD84qD4RULxSxwPmMbxP4lmc0KHrw0bNmDKlClIT09HVFQUOnbsiAkTJuCvf/1r3Tz//e9/ce2112LAgAHweDzo0uXoH9Qty8KsWbPQtWtXREVFYdCgQfjHP/5xxHk3b96M8847D3FxcUhMTMQvfvELFBQUHPO65OXl4eqrr0ZycjKio6Nx6qmn4o033jjm5R2K4hfPq/hFQPGL5lX84ngVv9xH8YvlVfxioPjFQfGLhOKXaGEMwzzuJ9F8TtituHTpUgwbNgzr1q3D9ddfjzlz5uC6666DaZqYPXt23XwLFy7EwoUL0bp1a6SmNvyBdebMmbj77rvr4lnnzp1xxRVX4NVXXz1svqysLIwaNQo7duzAww8/jDvuuAOLFy/GhAkT4Pf7m7wuZWVl+NGPfoRFixbhhhtuwBNPPIH4+HhceumlWLhwYZOXdyQUv3hexS8Cil80r+IXx6v45T6KXyyv4hcDxS8Oil8kFL9ES9LSo7k04ouCYdu23dI34li44IILsGLFCmzbtg0JCQmHXZefn4/k5ANPnNnZ2UhKSoLP58OkSZOwceNG7Nq1q97y9u3bh65du2L69OmYM2cOAMC2bYwePRqZmZnYtWsXPB4PAOCmm27CvHnzsGXLFnTufOCDykcffYQJEybg2WefxfTp05u0Lo8//jjuuusufPzxxxg3bhzw7eiz008/HXv37sXu3bsRERHR6HIW+3o3Oo8nNgYpU85D1ktvNek2NsTYj+5vfCbTC6NjTwSKcx3zevzVYXg9MNp3hb843zGvYVtheX0JSQgW5Tjm9VYUh+H1wtO2A6ycnY55AwlhREvTg4i41rDy6u9bx0plm06Nz2SYiIvwwcrPdMxbGxfGh1PTRGRcAoKF2Y55vTVlYXg9MJPSESzc55g33MezJzHVUW9NbHjbOSYmFiEHvZbhCcPrQWSrNgjuz3LMa1ihsLzeNh0QKtjjmDfcx7M3oT1qSwsd8946r/HnjcgIAyP6R+HT5RWOeYf/qPHY4vMAaW2C+HpT0DHvzJErGp/p2+3sL93vmDe8/df5+zeqMox1MD3wtW6HUP5ux7y1cUlheE1423RwdH1veKbxD8VREQbOGBKHT78ud8yblNq4N9IHDOhiYMmKSse8Rhi/IBYZYeC0AVH4bHUY78XCxONt/Pv4g88bn69xzpuY3Hi0jPABPZODjj5fhbudRwyIwmerqhzzhkNkhIHTB0Y7ev8+d/7SxmcyPUBqL/hLnHvfHogIIw6bJiJatUNNWZFj3sjaMJ4LTBO+hGT4i/Mc87Y5ZbRjy/qhUPP6Ey19Exol6tI7WvomnPCcsCO+du7cif79+9eLXgDqohcApKamwufzNbq8d955B4FAADfddFPdZYZh4MYbb0RWVhaWLVtWd/miRYswadKkuugFAOPHj0evXr3w+uuv111WVFSEO+64AwMHDkRcXBxatWqFiRMnYt26dYe5P//8cyQlJdVFLwAwTROXXnopcnNz8b///S/s7dIYGvnF82rkFwGN/KJ5NfKL49XIL/fRyC+WVyO/GGjkFweN/CKhkV+iJTCM438SzeaEDV/p6elYtWoVNm7c6Mjy1qxZg9jYWPTt2/ewy0eMGFF3Pb4dGZafn49hw4bVW8aIESPq5gOAjIwMvP3225g0aRL+9Kc/4c4778SGDRswevRoZGd/N1KktrYW0dH1X1hiYg68yK1atcqRdTyI4hfPq/hFQPGL5lX84ngVv9xH8YvlVfxioPjFQfGLhOKXYOPxHv+TaDYnbPi64447UFVVhcGDB2PkyJG4++678d///heBQOCYlpeTk4P27dvXG3acknIgWhwMVTk5OYdd/v15i4qKUFtbCwAYOHAgtm3bhkceeQTTp0/H7373O3zxxReoqanB3//+97q/6927N7KysrB79+GHA3z++efAt7HNaRS/eF7FLwKKXzSv4hfHq/jlPopfLK/iFwPFLw6KXyQUvwSTlj5/l87xReGEDV8TJkzAsmXLMHnyZKxbtw6zZs3Cueeei44dO+Ldd99t8vKqq6sRGRlZ7/KoqKi66w/9bzjzRkZGwjQPbOJQKITCwkLExcWhd+/eWL16dd3fXXfddfB4PLj00kuxdOlS7Ny5E4888gj++c9/HrY8p1H84nkVvwgoftG8il8cr+KX+yh+sbyKXwwUvzgofpFQ/BIsDPP4n0SzOaG34vDhw/HWW2+huLgYy5cvxz333IPy8nJMmTIFmzZtatKyoqOj60ZqHUpNTU3d9Yf+N5x5LcvCn//8Z/Ts2RORkZFo164dkpKSsH79epSWltb93aBBg7Bw4ULs3LkTZ555Jnr06IG//OUvePLJJwEAcXHuvbAqfvG8il8EFL9oXsUvjlfxy30Uv1hexS8Gil8cFL9IKH4JBi19/i6d44vCCR2+DhIREYHhw4fj4Ycfxty5cxEIBPDGG280aRkpKSnIzc3F93/k8uChjampqXXzHXr59+dNTEysGw328MMP4/bbb8eoUaPwyiuv4D//+Q8+/PBD9O/fH5Z1+C8xTZkyBdnZ2Vi+fDmWLVuG3bt3o1u3bgCAXr16NWldmoriF8+r+EVA8YvmVfzieBW/3Efxi+VV/GKg+MVB8YuE4pdwG9M8/ifRbE66rXjwpPNHClMNMXjwYFRVVWHz5s2HXf7111/XXQ8AHTt2RFJSElauXFlvGcuXL6+bDwDefPNNjB07Fn//+99x2WWX4ZxzzsH48eNRUlJyxNtwMOCdfvrpiIiIwEcffQR8+4uRbqP4xfMqfhFQ/KJ5Fb84XsUv91H8YnkVvxgofnFQ/CKh+CXcpKVHc2nEF4UTNnx9+umn9UZnAcD7778PfHvC+Kbw4x//GD6fD08//XTdZbZt45lnnkHHjh0xcuTIussvueQS/Otf/8LevXvrLvv444+xbds2/PSnP627zOPx1LuNb7zxRlgnq9++fTueeeYZTJo0yfURXwdR/OJ5Fb8IKH7RvIpfHK/il/sofrG8il8MFL84KH6RUPwSbtHS5+/SOb4onLC/jXnLLbegqqoKF110Efr06QO/34+lS5fitddeQ5cuXXD11VcDANavX193svsdO3agtLQUf/jDHwAAp5xyCi688EIAQFpaGm677TY8/vjjCAQCGD58ON5++218/vnnWLBgATweT537//7v//DGG29g7Nix+NWvfoWKigo8/vjjGDhwYJ0XACZNmoQHHngAV199NUaOHIkNGzZgwYIFdYcwHkq/fv3w05/+FJ07d0ZmZibmzp2LxMREPPPMM65vy0M5NH5lvfQWT3wwfnXsiUBxLtH7bfxq3xX+4nyqN1BSAF9iCoJFTRud2DzvgfjlSekOK2cn0XsgfkW07wIrbxfP+238ikvuCis/k+f9Nn5Ftk1FsDCb6P02fiWlI1jo/K/BNuQ9GL+43gPxK6ZtR4TI61tbVozIdmkI7s+ieoPFufAmdUaoYA/R+20cSWiP2tJCmvbQ+PXp8gqa97v4BXy9KUjz1sWvhPbwl+6ne9n378H45UtORyh/dxh/4JT32/jVpgN1fQ+NX59+XU7zHhq/lqyo5HkPiV+frXbnR5qO5j0Yvz5fw/MeGr+Yz1eHxq/PVlVRvQfjF/P+rYtfqb3gL2G+bz8Yv9qhpqyI6j0Yv/zFeTzvDw0dSviDwLCPNGzqBOCDDz7AG2+8gaVLlyIrKwt+vx+dO3fGxIkT8dvf/hbJyQe+DZg3b95hMepQrrrqKsybN6/u35Zl4bHHHsOzzz6LnJwc9OzZE/fccw9+/vOf1/vbb775Brfffju++OILRERE4IILLsAf//hHtG//XZWvra3FzJkzsXDhQpSUlODUU0/FE088gd/85jcAgCVLltTNe/nll+PLL79EXl4e2rVrh8mTJ+P++++vW49wWOxr2ii3hvDExiBlynlhxa+xH93vmBemF0aY8cvjd/CF1vTACDN+GbbV6DxN8foSksKKX96KYge9XnjadggrfgUSHByJZ3oQEdc6rPhV2aaTc17DRFyEL6z4VRvn4IgL00RkXEJY8ctbU+ag1wMzzPjl9OPZk5galrcm1tntHBMTG1b8sgxPo/OE7/UgslWbsOKXYYUc9XrbdAgrfjn9ePaGGUdunefc80ZkhIER/aPC+jA5/EfOjSDyeYC0NsGw4tfMkSsc8x7czuHEL2f33/Dv36hKB8Oc6YGvdbuw4ldtXJKDXhPeMOPXDc84N9IjKsLAGUPiwopfSanOeSN9wIAuRljxy3DwsJrICAOnDYgKK454vM59+Dz4vBFO/EpMdm4kXoQP6JkcDOv5yuntPGJAFDV+HfSePjC8+PXc+UudE5seIMz4FYhwcMSjaSIizPgVWetg4DZN+BKSw4pfbU4Z7Zz3B0LNf/7e0jehUaLOvbalb8IJzwkbvkR9nAxfaEL8cjR8Ifz45Wj4Qvjxy9EPGgg/fjkavhB+/HI0fCH8+OVo+EL48cvRUIDw45ej4Qvhxy83Hs/hxC9HwxfCj1+Ohi+EH78cDV8IP3658XgOJ444Gb7QhPjlZPhCE+KXo+EL4ccv5/ff8O5fR8MXwo9fjoYvhB+/nAxfaEL8cjJ8oQnxy8kggybELyfDF5oQv5wMX2hC/HJjOx/P8cvR8IXw45ej4Qvhxy9HwxfCj18KX02n5r8vtvRNaJSoc448kEeEj8b1iaOic37xvDrnFwGd84vm1Tm/OF6d88t9dM4vllfn/GKgc35x0Dm/SOicX8IpWvrE9Tq5PQWFL9Egil88r+IXAcUvmlfxi+NV/HIfxS+WV/GLgeIXB8UvEopfwglM8/ifRLPRVhSNovjF8yp+EVD8onkVvzhexS/3UfxieRW/GCh+cVD8IqH4JZqJbRjH/SSaj8KXCAvFL55X8YuA4hfNq/jF8Sp+uY/iF8ur+MVA8YuD4hcJxS/RHAzz+J9Es9FWFGGj+MXzKn4RUPyieRW/OF7FL/dR/GJ5Fb8YKH5xUPwiofgljpWWjloKXxS0FUWTUPzieRW/CCh+0byKXxyv4pf7KH6xvIpfDBS/OCh+kVD8EseAbXqO+0k0H4Uv0WQUv3hexS8Cil80r+IXx6v45T6KXyyv4hcDxS8Oil8kFL9EU2npX2zUrzpSUPgSx4TiF8+r+EVA8YvmVfzieBW/3Efxi+VV/GKg+MVB8YuE4pdoCi39i436VUcAwIoVK/CrX/0K55xzDn70ox+hpqYGL7/8Ml5++WWUl5c3e/mGbdu2I7dUtDhfnXMVCj/9iu4dvWE+ghUlXKlhwhPfBoGqMq4XJqJ8XthFOVytbcFM7ACrJJ/rBWAkpsIqziNbbdjJXWCV7id7LXhaJyNUXsjV2oAvOpbvBeBpnYRgeTHda7dNQ6isiG2FL7Y1QuznKwARkZGwWuD+DSZ3R6Cq+W8Wmsozn6djw/YauvemaakorOC+rTFN4Ox2WxCsKKV6ARx4Hazk37/RPg+scvb+CwSSuqG2upLu/dunKdicGeBKDWBwnxis21JF1do20L97BDZs4+6/tm1jSP84fJPhp3qBA9t5w/ZqqtO2bfTu7MU3O2qpXgDo1z0SG1vg+fnFq/ciVEZ+HTQMhJK7tcjrvi+2Ff/zEYDEU0bRnSc6lUvfaumb0CixI8mDTcjcc889mDVrFvDt86NhGAiFQhg0aBC++eYbvPDCC7jqqqua5SB/TSncpGT5eqRddTGyXuLuvP5QEBHt0+EvJkeZmkr42qahlhxHgoFqRCZ3gpW9g+v118LXoStC+bvJ3hpEJHWClZtB9db4axCd2B6hgj1Ub7C6ApFtOiBYuI/qtSqK4U3qTPfapQXwJacjQI65NQELsYntESzMpnpDVWXwJXZAgBxz7fJCeNulIbg/i+r119YiMiEZtaXcDxuZORbGDI/DkhUVVG9CVDk6tInDvmJu/ArWVCIisT39ddAuL0JkYir9ddCqLIG3XUf6/uuvrUVUQhKqyrkfJjdsKsHZZyXhi7XcSJFdbGLUqTH4eBn3S76dWQZGD4vBp19z99/te/wYNSQan63mRqjte/w4Y0Ak/flqa2YQo4bG4rNV3LiZsS+I0cNi6euLknx4O3SlP28EaqsR1SaZ/rrvr61GVGIH+OlfHosmo5PHtygLFizAY489dsTrJk+ejI0bN2LRokXNDl+6l08iWu7wQwv+ssIWOAzQQqg4B5H0wz1CqK2uhJnag+4NlBW1wOEeIfirymB26Eb2WqiurmyRw7Vqy4tb5jDA/Vkt4rXyd8NHPpzWti1UVte2yGGegZJ8+NiHAxy8f8mHPdq2hdrykhY5/HDlZj/GDOcezmPZQE11BTq2IZ8Po8VeBw8cPtwSr4PBohz6/mvbFmrLihETn0D11tTa+PjzAvxocCTVWxsANu8zcfYZrbhev40Vm2ox9jT+4XgtcVhcrd/Gmu1B+vNVrd/G0rWVLXL44YpNtfT1hRWCnZvZAq/7FmoqSlvgdd9CTXmxDj88AbAN87ifTmb++te/AgD69OmDBx544LDr+vbtCwDYtGlTsz0n91b8AaL4xfIqfnG8il8sr+IXx6v45T6KXzyv4pf7KH7xvIpfBBS/xPFIS5+4/gd+cvuNGzfCMAw89NBDGDt27GHXpaQc+GySk9P8I1MUvk5CFL9YXsUvjlfxi+VV/OJ4Fb/cR/GL51X8ch/FL55X8YuA4pc4zmjp0Vw/9BFfB/F4PPUuy8o6cIoQn8/X7OX/MLbiDxDFL5ZX8YvjVfxieRW/OF7FL/dR/OJ5Fb/cR/GL51X8IqD4JY4nWno01w98xFefPn0AAI899hhyc3PrLt+9ezdmzZoFwzDqDnlsDgpfJzGKXyyv4hfHq/jF8ip+cbyKX+6j+MXzKn65j+IXz6v4RUDxSxwvGObxP53EXHHFFbBtG1999RUuvfRSGN+Gvm7dumHz5s0AgKlTpzbbc3JvRaH4RfMqfnG8il8sr+IXx6v45T6KXzyv4pf7KH7xvIpfBBS/xHGAbRjH/XQyc+utt2LcuHGwbRu2/d2vch/899lnn40bb7yx2Z4TOnxt2LABU6ZMQXp6OqKiotCxY0dMmDCh7pcBAOC///0vrr32WgwYMAAejwddunQ56vIsy8KsWbPQtWtXREVFYdCgQfjHP/5xxHk3b96M8847D3FxcUhMTMQvfvELFBQUHPO6lJaW4q677kLPnj0RHR2N9PR0XHvttdizZ88xL/Mgil8sr+IXx6v4xfIqfnG8il/uo/jF8yp+uY/iF8+r+EVA8Uu0NC09musHPuLL6/Xigw8+wKxZs3DKKacgKioKUVFROOWUUzBr1iwsXrwYptn8bXDCbsWlS5di2LBhWLduHa6//nrMmTMH1113HUzTxOzZs+vmW7hwIRYuXIjWrVsjNbXhJ9SZM2fi7rvvrotnnTt3xhVXXIFXX331sPmysrIwatQo7NixAw8//DDuuOMOLF68GBMmTIDf72/yuliWhQkTJuDpp5/GRRddhL/+9a+4/PLL8cYbb2DkyJEoLy9v8jK/j+IXy6v4xfEqfrG8il8cr+KX+yh+8byKX+6j+MXzKn4RUPwSLYgN47ifTlZCoRD27NmD7OxsXHvttVizZg0qKytRWVmJNWvW4I477nDkxPYAYNiHjic7gbjggguwYsUKbNu2DQkJh7/Jyc/PR3LygTeY2dnZSEpKgs/nw6RJk7Bx40bs2rWr3vL27duHrl27Yvr06ZgzZw7w7fC60aNHIzMzE7t27ar7pYGbbroJ8+bNw5YtW9C584EP3h999BEmTJiAZ599FtOnT2/SuixduhRnnnkm5syZg5tvvrnu8hdffBHXXHMN3nrrLVx00UWNLmexr3ej83hiY5Ay5TxkvfRWk25jQ5yx+u+Nz2SaiGjVFv7ifMe8phUKy+tpk4La0v2OeSP8FWF4PYiMjoWVvcMxbzA+jA+npge+VokI5e92zBuKig/LGxHTClZuhmPemjZhvPkxTURHxyJU0PyRkQcJRoazviYi49sgWLjPMa8RDCOamx542qU56jXD9JrJ6QgUNf+nhA9SFdt4BDAME7HRkQgWZjvmDQvTA19CMgLFeY4t0lddEpbX0y4Nwf1ZjnkrWzW+HxmGicj4BNSWFjrm/fX8xmNpZISBYX0jsGRFGM+pYfKbGxrff00DiIqOw75i597+DMHKxmdy43UwFAhjJg88iamOvg5GVheH5fUmpji6/1bEdWh0HsMwEdmqDarKw9jnwuSGx+v/0tT3iYo0cPZZSfhiba1j3rjWjUeeSB/Qt6OFj5eVOeb1RXob90YYGN4vEp9+7dz+GxEdEZb39IHR+Gx1tWNer6/x+zcywsCQnl5Hn6/C+QgWGWFg5OBYfLaqyjGvEcbIiYP3r5PrO+8nKxqfyfTA6NDV0eeNmtgw4r9pIiqutaOv+5bZ+H4E00RUfBv4HfQmDjrLsWX9UChZ80lL34RGSRgyrqVvgisEAgFERUUBAJ599llcd911rrlO2BFfO3fuRP/+/etFLwB10QsAUlNTw6qE77zzDgKBAG666aa6ywzDwI033oisrCwsW7as7vJFixZh0qRJddELAMaPH49evXrh9ddfr7usqKgId9xxBwYOHIi4uDi0atUKEydOxLp16w5zl5UdeLPSvv3h1T8l5cAHh+ho577d0sgvllcjvzhejfxieTXyi+PVyC/30cgvnlcjv9xHI794Xo38IqCRX6IlaOnDGH/Ahzr6fL66dpOe7u7n1xN2K6anp2PVqlXYuHGjI8tbs2YNYmNj6/1U5ogRI+qux7cjw/Lz8zFs2LB6yxgxYkTdfACQkZGBt99+G5MmTcKf/vQn3HnnndiwYQNGjx6N7OzvvskYNmwYYmNj8bvf/Q6ffPIJ9u3bh//973+46667MHz4cIwfP96RdTyI4hfLq/jF8Sp+sbyKXxyv4pf7KH7xvIpf7qP4xfMqfhFQ/BJkLNNz3E8nMwd/1fHf//63q54TNnzdcccdqKqqwuDBgzFy5Ejcfffd+O9//4tAIIxh/0cgJycH7du3r/v5zIMcHHV1MFTl5OQcdvn35y0qKkJt7YFh7gMHDsS2bdvwyCOPYPr06fjd736HL774AjU1Nfj73787PLBdu3Z47bXXUFpairPPPhtpaWkYM2YMUlNT8cknn8DrDWOobBNR/GJ5Fb84XsUvllfxi+NV/HIfxS+eV/HLfRS/eF7FLwKKX4KJYRz/00nMhAkT0K1bN8yePRtXXnklXn/9dfzvf//DZ599dtjUXE7Y8DVhwgQsW7YMkydPxrp16zBr1iyce+656NixI959990mL6+6uhqRkfXfpBw85rS6uvqw/4Yzb2RkZN0vEIRCIRQWFiIuLg69e/fG6tWrD/vbpKQkDBkyBA899BDefvtt3Hffffj8889x9dVXN3ldwkXxi+VV/OJ4Fb9YXsUvjlfxy30Uv3hexS/3UfzieRW/CCh+CRK2YR7308nM+eefj8zMTNi2jQULFuDyyy/HuHHjMHbs2Lpp3Ljmn+PshN6Kw4cPx1tvvYXi4mIsX74c99xzD8rLyzFlyhRs2rSpScuKjo6uG6l1KDU1NXXXH/rfcOa1LAt//vOf0bNnT0RGRqJdu3ZISkrC+vXrUVpaWvd3GRkZGDt2LK655hr83//9H3784x/j3nvvxdNPP40333zT1WF/il8sr+IXx6v4xfIqfnG8il/uo/jF8yp+uY/iF8+r+EVA8UsQaOlfbPwh/6rjQQ7+2Idt20edmssJHb4OEhERgeHDh+Phhx/G3LlzEQgE8MYbbzRpGSkpKcjNza23UQ8e2piamlo336GXf3/exMTEutFgDz/8MG6//XaMGjUKr7zyCv7zn//gww8/RP/+/WFZVt3fzZs3DzU1NZg0adJhy5s8eTIA4Msvv2zSujQVxS+WV/GL41X8YnkVvzhexS/3UfzieRW/3Efxi+dV/CKg+CVcpqVHc/3QR3xdddVVjU5XXnllsz3OnzyqhTl40vkjhamGGDx4MJ5//nls3rwZ/fr1q7v866+/rrseADp27IikpCSsXFn/p8uXL19eNx8AvPnmmxg7duxh5/MCgJKSErRr992bzby8PNi2jVAodNh8B89XFgwGm7Qux8Kh8Svrpbdc99VxyJt+J3/iPRxvqDgHkW1SHP2J98a9B+JXZGoPWNk7qN5AWRF8yekI5e+mev1VZYjo0A1WbgbReyB+RSd1RqhgD9VbW16MyLYdESzcR/R+F0fYXit/N3zJ6QgUNe05tzkcjF+xbVMd/cnzRjkkfjn5k+fheOvu3/1ZNO2h8au2tJDmPTR+LVlRQfN+F7/isK+4+d8shi9uqdfBb+NXYir9dfBg/GLuv3Xxq1UbVJWX0LwH49fZZyXhi7X1jxZwi0Pj18fLynjeQ+LXp1/z9t9D49dnq6up3oPxi/l89V38isVnq6qo3oPxi7m+dfGrQ1fy6/6B+BVFf90/EL+i2rSHn+n9oXKSn0PreOfFF1+keE7YfPjpp58eccjb+++/DwDo3bt3k5b34x//GD6fD08//XTdZbZt45lnnkHHjh0xcuTIussvueQS/Otf/8LevXvrLvv444+xbds2/PSnP627zOPx1LuNb7zxBvbtO/yDaa9evWDbNl5//fXDLv/HP/4BABgyZEiT1uVY0cgvllcjvzhejfxieTXyi+PVyC/30cgvnlcjv9xHI794Xo38IqCRX8IlbJjH/fRDoaSkBCtXrsTKlStRUuLsl1SG7cQBky3AgAEDUFVVhYsuugh9+vSB3+/H0qVL8dprr6FTp05Ys2YNEhISsH79+rqT3b/yyivIy8vD//t//w8AcMopp+DCCy+sW+Zdd92Fxx9/HNOnT8fw4cPx9ttvY/HixViwYAGuuOKKuvn27t2LIUOGICEhAb/61a9QUVGBxx9/HGlpaVixYkXdoY733nsvHnjgAUybNg0jR47Ehg0bsGDBAiQkJKBTp05YsmQJAKCwsBADBgxAUVERfvnLX6J///5YvXo1nn/+efTp0werV69GREREo9tksa9pse9oeGJjkDLlvLBHfp2x+u9hzBUGpomIVm3D/sbbtEJhzBWe19OEkV8Rfoe+4TI9iIyODXvkVzDeoQ+epge+Volhj/wKRcU75o2IaRX2yK+aNg69sTFNREfHhj3yKxjp1PqaiIxvE/YILCPod8jrgacJI79MB71mE0Z+VcU68wHfMEzERkdyvwHGt/tRQnLY3wD7qh168T54/4Y58quylTP7kWGYiIxPCHvk16/nOxNCIyMMDOsbEfbIgt/c4Mz+axpAVHT4I7+GoP4o8GMTN/F1MHRsv2Rdf0EeeJow8iuyutgxrzcxJez9tyKugyNawzAR2YSRXzc87sxPyUdFGk0a+RXX2pmAE+kD+na0wh755Yt05oCQyAgDw/tFhj3yKyK68fe64XpPHxj+yC+vz5n7NzLCwJCe3rCfr5z6CBYZYWDk4PBHfhmmMx+iD96/4a7vvJ+scMQL0wOjCSO/amIdCvumiai41mG/7lumQwdWmSai4tuEPfIrcdBZznh/QORtXtXSN6FR2vcd2tI3wVV2796Nm266Cf/5z3/qnhsNw8B5552Hp556CunpzR+4ccKGrw8++ABvvPEGli5diqysLPj9fnTu3BkTJ07Eb3/7WyQnH/hQNW/evKP+MuJVV12FefPm1f3bsiw89thjePbZZ5GTk4OePXvinnvuwc9//vN6f/vNN9/g9ttvxxdffIGIiAhccMEF+OMf/4j27b+r8rW1tZg5cyYWLlyIkpISnHrqqXjiiSfwm9/8BgDqwhcA7Nu3D7///e/x6aefYt++fWjbti0mTZqEhx9++LDDIhvCqfCFJsYvx8IXmvam37HwhabFL8fCF5oWvxwLX2ha/HIsfKFp8cux8IWmxS/HwheaFr8cC19oWvxyLHyhafHLqfCFEyR+ORa+0LT45VT4QhPjl1PhC02MX06FLzQxfjkWvtDE10GnwheaFr8cC19oWvxyKnyhifHLqfCFJsYvp8IXmhi/nApfaGL8cip8oYnxy6nwhSbGLyc/gjUlfjkVvtDE+OVY+ELT4pdj4QtNi1+OhS80LX4pfDWd3C1rWvomNEqHPpwjwFqC3NxcnHrqqXWnfzoUwzCQkpKCVatWHdZZjoUTNnyJ+jgZvtCE+OVo+EL4b/odDV8IP345Gr4QfvxyNHwh/PjlaPhC+PHL0fCF8OOXo+EL4ccvR8MXwo9fjoYvhB+/nAxfOAHil6PhC+HHLyfDF5oQv5wMX2hC/HIyfKEJ8cvR8IUmvA46Gb4QfvxyNHwh/PjlZPhCE+KXk+ELTYhfToYvNCF+ORm+0IT45WT4QhPil5PhC02IX05/BAs3fjkZvtCE+OVo+EL48cvR8IXw45ej4Qvhxy+Fr6aTs2VtS9+ERknpMziMuU5MbrnlFjz11FMAgMjISHTr1g2GYWDnzp2ora2FYRiYMWMGZs+e3SzPD+eAUdFkdM4vllfn/OJ4dc4vllfn/OJ4dc4v99E5v3henfPLfXTOL55X5/wioHN+CYdo6V9s/KH/quP7778PwzAwbtw4ZGVl4ZtvvsHGjRuRlZWFs88+G7Zt41//+lezPSf3VhTNRvGL5VX84ngVv1hexS+OV/HLfRS/eF7FL/dR/OJ5Fb8IKH4JB7AN47ifTmYO/vDfr3/9a7Rt+917y7Zt2+K22247bJ7moPAlGkXxi+VV/OJ4Fb9YXsUvjlfxy30Uv3hexS/3UfzieRW/CCh+iWZiwzjup5OZ6OgDz83bt2+vd93Byw7O0xwUvkRYKH6xvIpfHK/iF8ur+MXxKn65j+IXz6v45T6KXzyv4hcBxS/RDFr6MMYf+qGOQ4YMgW3bmDlzJu6++24sWrQIixYtwt13342ZM2fCMAwMGdL8k/uf3FtROIriF8ur+MXxKn6xvIpfHK/il/sofvG8il/uo/jF8yp+EVD8EsdIS4/mcmvE11NPPYUuXbogKioKp512GpYvX97g/G+88Qb69OmDqKgoDBw4EO+///4xbtGmcdNNNwEAampq8MQTT+DSSy/FpZdeiieeeALV1Qd+nOTmm29utkfhSzQJxS+WV/GL41X8YnkVvzhexS/3UfzieRW/3Efxi+dV/CKg+CWOAcvwHPdTU3nttddw++23495778Xq1atxyimn4Nxzz0V+/pF/LXrp0qW4/PLLce2112LNmjX4yU9+gp/85CfYuHGjA1u4YaZMmYI777wTtm3XmwDgrrvuwiWXXNJsj8KXaDKKXyyv4hfHq/jF8ip+cbyKX+6j+MXzKn65j+IXz6v4RUDxSzSRlj6M0Y1DHf/0pz/h+uuvx9VXX41+/frhmWeeQUxMDF544YUjzj979mycd955uPPOO9G3b188+OCDOPXUUzFnzhwHtnDjPPbYY1i2bBluvfVWnHfeeTjvvPNw6623YtmyZXjkkUcccRj2wZQmTngW+3pTfZ7YGKRMOQ+dfnUB1QvTRESrtggW5tC9njYpsAt2kb0eREbHwl9eTPf6WiXCX1ZE90bEtEJVbQ3ZayI6Oha1ZeztbCIyvg1CeZlkrweedmmwWsBrJqejtDZE1RqGidjoSAQLs6lemB74EpKB7K10r6ddGkr9FlVrGCYi4xNw05wIqjcywsCwvhE4/VRuiDINICo6DsnFK6jeutfB/c3/laOmeT3wJKYCufVPQOu215uYgpLaFng8t2qDX/y+nOqNijRw9llJWJvJ/X460gf07Wjhs9VVXG+EgeH9IvHlej/de/rAaCzdwPcO6enFp8u5j6vICAMjB8fi8zXc91cH799pHT+lemF6YHToiooa7v0L00RUXGvUlhbyvfFtENepF9d7EpCxc2dL34RGiY6JQU5O/c++KSkpSEk5/Etlv9+PmJgYvPnmm/jJT35Sd/lVV12FkpISvPPOO/WW07lzZ9x+++11v6IIAPfeey/efvttrFu3zvH1aQm8LX0DhHPE//Vp5JVxnWXRMegQmwTUlFC9/vJyVMT2QXkN98OzVeKBx3cKssltJFjqRe/2tShgvkcKAaFiLwYlRsOq5MYvf20tcn19uOsLIFTpQYe4VPp+FKz8/+ydd1gU19uGn5lFmjRBQBQDCEZRsWvsihpjQ2NXVCwxtlhjiYn5KfYWe9fYUECDDY29lxhb7DUqYkGQIr2ze74/IvuJFMGdOYPy3tc1lzJzdp8zu7M7s/ecokLdV5eR8uAW11yWno50S2fEXMq7z7/UaFLTYNmuDd78dZFrLktJhThpCUI4u9yMGBVa2CUhI5Hz92RcNPQsyyIjid8BzZgGKXFv0Ma9El7HcosFAKTpiUhRCwjl+zJDoxHwtV0JqHm+vxqG1JhIJFmURxLnH3UsQUSaUU28jOIrGTPiVShjq4eQN3xz1eEiOnlY4BXn4ypGLaK7eyrS0xK45urrAWZWJRHO+fOr1hPQs10aEpMzuObqF2Po14qBcb6O1ddjMP7aEWGcj6tElYA2zYvjNefcVD0Bor4xWPhzvsFRYUgMA6L/5nudw1JS8eXI3lA/f8w1V63JADzHc838HGBC4Z81ce3atZg2bVq29VOnToW3t3eWdZGRkVCr1bC1zdoK0NbWFg8ePMjx+cPCwnIsHxYWJkn98+LWrVu4ceMG9PX10bNnzyzb/P39kZ6ejurVq6Nq1ao65ZD4+ox4Xa05yloBTyP45h56LuAb51Ag8TXX3PMhpVDbKQ1RCXwvkl7HGqFUSeDfUL5fkqokNeysgOecbyA9ydBHOSsTqGP4trC7GlYSrmU03Pc3OlZQ5HOUdu0C9CvUQOKFk1xzQw7fhFXLlni9dx/XXOuyZ2BezhWhAXu45oYmlISNNfDvK76f35SMRzAsWRZpMTmPrSAXMepisDS3Rlos3wM6Q98I9dyAIL67iycRgKM18Fj+67QsJKoFmJYohfQYvufB+3Gl4GKTiriEZK65oaklYGarwoMQzvIrTgNrSwEPOX9+9cyAJs7AI87HVaxghDouQFoyX0sRkm6MelUZgjmfB5NgiJqVUhCbwFfmBkVZollFgCXw/fw+fW2MBg7AE76xYAJQryoQxDkX0aFQlXaGJvgu19jkE8dgWukrhO3O3spFTvTCgqBXqiwy7nFuEUwUGMYKv/gaMmQIOnTokG39+629PkV+/vlnHD58GN9//3028XX+/HmsWbMGbdu2xf79+3XKoTG+PiMyNMCLKMDJmnOuGjjyxA4ozrdveYYauPpUH1YmfP1thgYIiwG+tOPbS1itAUJjgC/4DqEDDQOCEsyhsuD7xZqh/m/MEd77q9TniKWlIuPhdRRv0JxrriY5GVHHj8P22+wnUzlhqSnQj7gPu26duOZmaIDwWODL0px7+WeOwWHBd2wmxhjepGigb873gM5Q/ycJynEeiipDDQRHAC6l+OYypkF8ciqKWfA9D6o1wONwA5iZ8B2rSK0B4lPUqFiG7+coQwNExDFU4Pz5zVD/dzOkPOfjSq0BrrywgL4R37HGMtTA4zABjryvJzXA9WeGMDfh21U6QwOcflYKggn/69in4YAz56GZMtT/Sa9yvIeEUmdAE/EcomNlrrGalBSk37uEUp07cs2FOh14EwK9SnX45hIFhkEs9IudnR1q1qyZbclJfJUsWRIqlQqvX2e1269fv0apUjmfyEqVKlWg8lJy7do1AMA333yTbdvXX38NxhiuXr2qcw6Jr88Mkl+cckl+cYHkFx9IfnGC5Be3XJJffHJJfskPyS9+uSS/OEDyiyiEMAiFfikI+vr6qFWrFk6cOKFdp9FocOLECdSvXz/Hx9SvXz9LeQA4duxYruWl5M2b/8YgUamyz14pimKWMrpA4uszhOQXp1ySX1wg+cUHkl+cIPnFLZfkF59ckl/yQ/KLXy7JLw6Q/CIKGUpLLanFFwD8+OOPWL9+PbZs2YL79+9j2LBhSExMxIABAwAAXl5e+Pnnn7XlR48ejcOHD2PhwoV48OABvL29cfXqVYwYMULS1zonSpb8b8ZoHx+fbNsy11lZ6f5DkMTXZwrJL065JL+4QPKLDyS/OEHyi1suyS8+uSS/5IfkF79ckl8cIPlFFCKUllpyiK8ePXrgt99+w5QpU1C9enXcuHEDhw8f1g5g//z58yyzRDZo0AB+fn5Yt24dqlWrhp07d2Lv3r2oUqWKpK91TjRs2BCMMezZsweNGzfG3LlzMXfuXDRp0gR79uyBIAho2LChzjkkvj5jSH5xyiX5xQWSX3wg+cUJkl/cckl+8ckl+SU/JL/45ZL84gDJL6KQoLTUkkN8AcCIESPw7NkzpKam4tKlS/jqq6+0206fPo3NmzdnKd+tWzc8fPgQqampuHPnDtq2bavza5sffvzxR203xwsXLmDy5MmYPHky/vrrLzDGIIoixo0bp3MOiS+JEQQh25SiSkLyi1MuyS8ukPziA8kvTpD84pZL8otPLskv+SH5xS+X5BcHSH4RhQDGhEK/fM7Uq1cP69atg76+PhhjWRYDAwOsWbMG9erV0zmHxFcOPHnyBEOGDEG5cuVgaGgIMzMzNGzYEEuXLkVycsGmDO/fvz8EQch1CQkJyfFxMTExsLGxgSAI2Llzp077Q/KLUy7JLy6Q/OIDyS9OkPzilkvyi08uyS/5IfnFL5fkFwdIfhEKo3RrLrlafH1KDBgwAE+ePMHixYsxbNgwDBs2DIsXL8aTJ0/w3XffSZLB1wx8Ahw4cADdunWDgYEBvLy8UKVKFaSlpeH8+fOYMGEC7t69i3Xr1uX7+YYMGYKWLVtmWccYw9ChQ+Ho6IgyZcrk+LgpU6YgKSlJ5/3J5N0f7U8jJHvaD+e+lV/fOANIfJ2PR0iXe/WpPmo7AVEJGfxy35Ff/4by+5J6V349j+IWq5Vf5SwAdUxoPh4hDZnyy7WMhuv+KvU5eld+JV44yS33Xfn1eu8+brnvyq/QgD3cct+VX/++4niR8VZ+GVrYIC0mnFtspvyyNLdGWiy/AzpTfpUvBQTx290s8utxGL/cTPllamGL9Bh+58FM+eViA8QlFOymna65/8kvFR6E8Psc/b/8Ah5y/Py+K78ecTyuMuVXnbJAWnIMt9xM+eVSiiGY5/XkW/lVwwGITUjjmnv6WSk0cwBYAt/r2Ez59YRfbBb5FcQx9135pQm+yy32XfkVtjuQW+678ivj3hV+uUSOFAWx9ClQunRpjB49WrbnpxZf7/D06VP07NkTDg4OuHfvHpYuXYrvv/8eP/zwA/z9/XHv3j1UrlywuxH169dHnz59sixOTk5ISkpC7969c3zMnTt3sHr1avz0008S7dl/UMsvTrnU8osL1PKLD9TyixPU8otbLrX84pNLLb/kh1p+8culll8coJZfhEIo3ZqrqLf4evnyJU6ePIkzZ85o182fPx/16tVDjRo1sGDBAklySHy9w/z585GQkIANGzbAzi77j3gXFxethUxNTcXYsWNhbW0NU1NTdOjQAS9fvsxXjp+fHwRBgKenZ47bR48ejU6dOqFx48Y67lF2SH5xyiX5xQWSX3wg+cUJkl/cckl+8ckl+SU/JL/45ZL84gDJL0IBlB6/q6iP8TVr1ix8/fXXmDZtGgDg999/x6RJk3DlyhXcvHkTkyZNwtq1a3XOIfH1Dvv370e5cuXQoEGDD5YdNGgQlixZglatWmHu3LkoVqwY2rVr98HHpaen448//kCDBg3g6OiYbXtAQAAuXLiA+fPnf/R+fAiSX5xySX5xgeQXH0h+cYLkF7dckl98ckl+yQ/JL365JL84QPKL4IwaYqFfPmcuXrwIAPDw8AAA+Pr6AgCKFy8OURTBGMOmTZt0zvm8X8UCEBcXh5CQELi5uX2w7M2bN7Ft2zYMHz4cvr6++OGHH7Br1y5UqVLlg489cuQIoqKicuzmmJycjPHjx2Ps2LE5SjEpIfnFKZfkFxdIfvGB5BcnSH5xyyX5xSeX5Jf8kPzil0vyiwMkvwiOKN2aq6i3+Hrx4gXwtncdAFy7dg2CIODWrVtYuHAhAOD+/fs655D4ektcXBwAwNTU9INlDx48CAAYNWpUlvVjxoz54GP9/PxQrFgxdO/ePdu2uXPnIj09Hb/88ksBav7xkPzilEvyiwskv/hA8osTJL+45ZL84pNL8kt+SH7xyyX5xQGSXwQnlB6/q6iP8ZXpYYoXL46XL18iPj4epUqVgqOjI6pVqwYASElJ0TmHxNdbzMzMAADx8fEfLPvs2TOIoghnZ+cs6ytUqJDn4xISEhAYGIhvvvkGVlZZf50HBwdjwYIFmDVrFkxMTD5qHz4Gkl+cckl+cYHkFx9IfnGC5Be3XJJffHJJfskPyS9+uSS/OEDyi+CA0q25inqLrxIlSgAANm7ciJUrVwIAKlWqBACIjIwEgGzu5GMg8fUWMzMzlC5dGnfu3JEtY+/evbnO5jhlyhSUKVMGzZo1Q3BwMIKDgxEW9t+82BEREQgODoZGo5GlXiS/OOWS/OICyS8+kPziBMkvbrkkv/jkkvySH5Jf/HJJfnGA5BchM0q35irqLb7q1asHxhj8/f0xf/58CIKAZs2aAQAePXoEAHByctI5h8TXO7Rv3x5PnjzB33//nWc5BwcHaDQaPHnyJMv6hw8f5vk4X19fmJiYoEOH7D8Unz9/jsePH6NcuXJwcnKCk5MTevXqBQAYPnw4nJyctM0A5YDkF6dckl9cIPnFB5JfnCD5xS2X5BefXJJf8kPyi18uyS8OkPwiZETp1lxFvcXXjBkzULJkSTDGwBiDi4sLhg4dCgDYtWsXAKBp06Y655D4eoeJEyeiePHiGDRoEF6/fp1t+5MnT7B06VK0adMGALBs2bIs25csWZLrc0dEROD48ePo1KkTjI2Ns22fOXMm9uzZk2WZMWOGtl579uxB8eLFJdjL3CH5xSmX5BcXSH7xgeQXJ0h+ccsl+cUnl+SX/JD84pdL8osDJL8ImdB8AsvnTNWqVfHgwQPs378fhw8fxo0bN7RdG5ctW4Zz585h7NixOueQ+HoHZ2dn+Pn5ISgoCK6urhgzZgx+//13rFq1Cn369EGlSpVw7949VK9eHb169dKuX7VqFbp06ZJnN8kdO3YgIyMjx26OANCoUSN8++23WZZGjRoBAOrUqYNvv/0WxYoVk23fMyH5xSmX5BcXSH7xgeQXJ0h+ccsl+cUnl+SX/JD84pdL8osDJL8IGVC6NVdRb/EFAJaWlmjXrh1atWoFI6P/vx5p0KABGjZsCGtr3U8mJL7eo0OHDrh16xa6du2KwMBA/PDDD5g0aRKCg4OxcOFCbSuvjRs3YtSoUTh8+DAmTpyI9PR0HDhwINfn9fX1hY2NDVq2bMlxbz4Okl+cckl+cYHkFx9IfnGC5Be3XJJffHJJfskPyS9+uSS/OEDyi5AYpcfvKupjfL3LP//8g3LlymWbRFAKSHzlQPny5bFu3To8ffoUqampiIuLw/nz5zFixAgYGBgAAAwNDbF06VJERkYiISEB+/btg729PRhj8Pb2zvacf//9N16/fg2VSpXvejRr1gyMMXTt2lXS/csPJL845ZL84gLJLz6Q/OIEyS9uuSS/+OSS/JIfkl/8ckl+cYDkFyEhSrfmohZf/09KSop2oj+pIfFF5ArJL065JL+4QPKLDyS/OEHyi1suyS8+uSS/5IfkF79ckl8cIPlFSITSrbmoxRcfSHwReULyi1MuyS8ukPziA8kvTpD84pZL8otPLskv+SH5xS+X5BcHSH4REqBhhX8hdIfEF/FBSH5xyiX5xQWSX3wg+cUJkl/cckl+8ckl+SU/JL/45ZL84gDJL0JHlG7NRS2++EDii8gXJL845ZL84gLJLz6Q/OIEyS9uuSS/+OSS/JIfkl/8ckl+cYDkF6EDSo/fVRTH+Hr+/DlCQ0OzrXdzc8OpU6dw8uRJAEBERAR8fHzg4+OjcyaJLyLfkPzilEvyiwskv/hA8osTJL+45ZL84pNL8kt+SH7xyyX5xQGSX8RHwljhXz43HB0dYW9vj+HDhyM1NVW73szMDE2bNkXTpk0BAP/++y/69++PgQMH6pxJ4osoECS/OOWS/OICyS8+kPziBMkvbrkkv/jkkvySH5Jf/HJJfnGA5BfxEaiZWOiXzxHGGNauXYs6derg3r17HyyrK5/nq0jICskvTrkkv7hA8osPJL84QfKLWy7JLz65JL/kh+QXv1ySXxwg+UUUEKVbcxXFFl8AIAj/deG8c+cO6tSpg7Vr18qaR+KL+ChIfnHKJfnFBZJffCD5xQmSX9xySX7xySX5JT8kv/jlkvziAMkvogAoPXB9UR7c3tDQEACQnJyM4cOHo2vXroiJiZElS2BStBsjCgWn72oQHsc/19U8AkJiJNdMPUGN18aVEJvI9/AVBIbihsXwOpZrLACgdAmGcM65DMAXVhncczVMgKmRiMh4vrkCgFIlGKIT+Oe6R++EJjqMb66eHh75XUfkyb+55jINQ7l+rfH6wDmuueoMDcTDVxAVz/t7A6hn+xJpKUlccxkEmIpq4M0rrrmCRo1/in+jyOe3pCkQwfs8KACNvwhFKuf3FxCQqLJDUkoa11QRDOmimSLXG2ZGoiK5lsUFRXJrl4oES3rDNVMFNV4X+xLRClxfOZnFgyXL84MnN1SCBtAzgSrhNddcPUGNF0bV8Yb36wzAzkKNxOR0rrkqkaGi/gskJvP9vtKIekhetAKRxzlf56g1qL/hR6iDH/LNZRqYjZjPNfNz4PANvsflx9C6Ol9JLzeiKEIQBOzduxebNm3C3r17tS3AvvjiC/j6+qJBgwb466+/0LhxYwiCALVarVMm3+YrhKzEJgNONsAzvg4KD+Ns0MwuGWLsC665d+JU+NIuA+GxGq65CSkalLMV8TScaywi4gSULflfCwOevHxTDPZW/HMzEgFnWw1eRPHNDY9VwdlWjdBozhejFqYwdCgHdVgQ19yIE9dg17UjXm7ZzTXX3DQO6g7tELRiO9fc5FgR5Ww1CHnD9/19nlwCZS1MkJzA1yLHCgJsLW2AV/9yzY2BAGdbxv3zG5sMOJfifx58mWCKsiUMkZTA145EJangaKmHuIRkrrnJaelwKKnP/bzwJuG/lkG8c+OS/2vZxzv3WaIFapVMAYvlK6/vJ4koZ6NGWAzf66vnieaobZMKTTxfCXU+xgXutknQi37KNfd6gqjI9car2GJwK6NGbEJqPkpLx0uUgY2dgJj4FK65MTduoGT7dnixcRfXXMSEQVW+GtJvXeSbSxSYz3HWxE8FKysr7N69G2vXrsW4ceOQnJyMZ8+eoVmzZpgyZYp2kHspoK6OnxFqDfAqGnAoyTc3QwOcDnWAxrws99x/Q/VgY873MFZrgNcxGjjx7lajAV5GQZHuAErlBkeIKKtA98Mnr1WwK8H5JKhRIz02AqpS5bjGqhOTELrzMOz7deaay9JSYWn8EuVG9OSam6EBgl6LKGPJ9/3VMOBFTDEYmZhzzWWM4bVoBpT+kmtuhgZ4FiFw//yq33Yf5n0e1DDgRXQxGJuYcc1Va4DgN8WU6X6YlFakzkdK5Ko1wD+RpSCYl+aeGxShQikL/tdXV8NtIJpy7gaoAU69LoeMEk7cc5W43lBrgNshhjA3MeCaq2FAeCyDhakh11x1UjJiLp5E2YFduOYiIx2ICEaxqvX45hIFRunxu4rqGF/vMmTIEFy5cgVubm4AgIyMDEydOhX9+vWTLIPE12cGyS8+kPzil0vyS35IfvGB5BcfSH7xyyX5JT8kv/hA8osPJL+IwogGQqFfigKurq64fPkyRo4cqV337NkzyZ6fxNdnCMkvPpD84pdL8kt+SH7xgeQXH0h+8csl+SU/JL/4QPKLDyS/iMKG0q25qMXX/6Ovr4+lS5di//79KFmyJKQcjp7E12cKyS8+kPzil0vyS35IfvGB5BcfSH7xyyX5JT8kv/hA8osPJL+IwgRjQqFfihrt2rXDrVu38PXXX0v2nCS+PmNIfvGB5Be/XJJf8kPyiw8kv/hA8otfLskv+SH5xQeSX3wg+UUUFjSs8C+fG0+fPkVQUBBq166daxlbW1scOXIE58+fx8mTJ3XOJPH1mUPyiw8kv/jlkvySH5JffCD5xQeSX/xySX7JD8kvPpD84gPJL6IwoHQ3xqLY1dHBwQEODg7Q19f/YNkGDRpIMrtjkRNfmzdvhiAIuHr1ao7bmzVrhipVqgAAkpKSsHLlSrRq1Qp2dnYwNTVFjRo1sHr1aqjV6gJn161bF4IgYPXq1TrvR0Eg+cUHkl/8ckl+yQ/JLz6Q/OIDyS9+uSS/5IfkFx9IfvGB5BehNAxCoV8I3Sly4qsgBAUFYeTIkWCM4ccff8Rvv/0GJycnDB8+HAMHDizQcz169AhXrlyBo6MjfH19ZatzbpD84gPJL365JL/kh+QXH0h+8YHkF79ckl/yQ/KLDyS/+EDyi1ASpbsxFsWujkpA4isPSpUqhdu3b+PYsWOYMGEChgwZgt27d2PAgAHw8fHB48eP8/1c27Ztg42NDRYuXIgLFy4gODhY1rrnBMkvPpD84pdL8kt+SH7xgeQXH0h+8csl+SU/JL/4QPKLDyS/CKVQuhtjUezqqAQkvvKgZMmSqFy5crb1nTp1AgDcv38/38/l5+eHrl27on379jA3N4efn1+2Ms+ePcPw4cNRoUIFGBkZwcrKCt26dZNUkpH84gPJL365JL/kh+QXH0h+8YHkF79ckl/yQ/KLDyS/+EDyi1ACpaUWiS8+FFnxFRsbi8jIyGxLenr6Bx8bFhYGvBVj+eHSpUt4/PgxevXqBX19fXTu3DnH7o5XrlzBhQsX0LNnTyxbtgxDhw7FiRMn0KxZMyQlJX3EXuYMyS8+kPzil0vyS35IfvGB5BcfSH7xyyX5JT8kv/hA8osPJL8I3qg1QqFfCN0psuKrZcuWsLa2zrZcuHAhz8elpaVhyZIlcHJyQp06dfKVtW3bNpQtWxYNGzYEAPTs2RP37t3DjRs3spRr164dbty4gWnTpuH777/HrFmzcPDgQTx79gy7du3SYW+zQ/KLDyS/+OWS/JIfkl98IPnFB5Jf/HJJfskPyS8+kPziA8kvgidKt+aiFl98KLLia+XKlTh27Fi2pWrVqnk+bsSIEbh37x5WrFgBPT29D+ZkZGRgx44d6NGjBwThv5NV8+bNYWNjk63Vl5HR/1+MpqenIyoqCi4uLrCwsMC1a9c+el9zg+QXH0h+8csl+SU/JL/4QPKLDyS/+OWS/JIfkl98IPnFB5JfBC+UHrieBrfnQ5EVX3Xr1kXLli2zLSVKlMj1MQsWLMD69esxY8YMtG3bVrterVYjLCwsy5KWlgYAOHr0KCIiIlC3bl08fvwYjx8/xtOnT+Hu7g5/f39oNBrt8yQnJ2PKlCkoW7YsDAwMULJkSVhbWyMmJgaxsbGyvA4kv/hA8otfLskv+SH5xQeSX3wg+cUvl+SX/JD84gPJLz6Q/CJ4wJhQ6BdCd4qs+Coomzdvxk8//YShQ4fi119/zbLtxYsXsLOzy7JkdpnMbNXVvXt3lC9fXrvs2LEDISEhOHPmjPZ5Ro4ciVmzZqF79+74448/cPToURw7dgxWVlZZBJnUkPziA8kvfrkkv+SH5BcfSH7xgeQXv1ySX/JD8osPJL/4QPKLkBuluzFSV0c+kPjKB4GBgRg0aBA6d+6MlStXZtteqlSpbF0mq1WrhsTERAQGBqJHjx4ICAjIttjZ2WXp7rhz507069cPCxcuRNeuXfH111+jUaNGiImJkX0fSX7xgeQXv1ySX/JD8osPJL/4QPKLXy7JL/kh+cUHkl98IPlFyInS3RipqyMfSHx9gLNnz6Jnz55o0qQJfH19IYrZXzJDQ8Mcu0zu2bMHiYmJ+OGHH9C1a9dsS/v27bFr1y6kpqYCAFQqFdh7Snf58uVQq9Vc9pXkFx9IfvHLJfklPyS/+EDyiw8kv/jlkvySH5JffCD5xQeSX4RcKN2ai1p88YHEVx48e/YMHTp0gCAI6Nq1KwICArBt2zbtcuvWrTwf7+vrCysrKzRo0CDH7R06dEBMTAwOHDgAAGjfvj22bt2KMWPGYN26dRgwYACWLVsGKyt+V/4kv/hA8otfLskv+SH5xQeSX3wg+cUvl+SX/JD84gPJLz6Q/CLkQGmpReKLDyS+8uDp06eIjY1FcnIyfvjhB/Tt2zfLsnv37lwfGx4ejuPHj6Nt27ZQqVQ5lmnRogWMjY2xbds2AMDSpUvh5eUFX19fjBs3DqGhoTh+/DhMTExk28ecIPnFB5Jf/HJJfskPyS8+kPziA8kvfrkkv+SH5BcfSH7xgeQXITVKd2Okro58ENj7feuIT5bdl6UdAF8lAqVLAM8i8y6XoZb2RKsnAs3snkGMfZFnuaMJjSTP/dIuA+Gxeb+O8Sl6kuaqRMDWQsTTcEmf9oPoiYC9FRAcUXRyHa01eBGVd7nUDGkv0PVEwNlWjdDovL9qm6QdkjQXogrFzK2hDgvKs9ipllMljVUVN4Zd19Z4uSX3GwMAUGtMHUlzBX0DvEmyR9CK7XmWiz/zQNJcPREoZ6tByJu831/r4omS5ooCUNYiHckJ8sz4mxuCIMBWEwe8+jfPcvv0ukmaqycCDtbsg59ftcTzwKhEoKzVh8+DZcwSJM0VBaBsiXQkJcTlWe5Zkp2kuSoRcLRMR1xCcp7lolJMJc81Ndb/4HlBju/nwnweNDPMkDRXJQK1SoaBxb7Ks9y5RGm/n1UiUM5ajbCYvD+gKRk53yjWJbe2TTg08a/zLHf6TXVJc/VEwN02CHrRT/MsdyilheS5+bneSEyT/nV2K5OC2ITUPMtpmLSfX1EAbMwFxMSn5Fkuqu3XkuaqjI1gUa85XmzclWc59997S5oLvWKAtSPSb13Ms5j5+KXS5hYB1h9XugYf5vuWStfg04dafBG5Qi2/+EAtv/jlUssv+aGWX3ygll98oJZf/HKp5Zf8UMsvPlDLLz5Qyy9CKjSawr8QukPii8gTkl98IPnFL5fkl/yQ/OIDyS8+kPzil0vyS35IfvGB5BcfSH4RUqD0+F00xhcfSHwRH4TkFx9IfvHLJfklPyS/+EDyiw8kv/jlkvySH5JffCD5xQeSX4SuKC21SHzxgcQXkS9IfvGB5Be/XJJf8kPyiw8kv/hA8otfLskv+SH5xQeSX3wg+UXogtID19Pg9nwg8UXkG5JffCD5xS+X5Jf8kPziA8kvPpD84pdL8kt+SH7xgeQXH0h+ER8LY6zQL4TukPgiCgTJLz6Q/OKXS/JLfkh+8YHkFx9IfvHLJfklPyS/+EDyiw8kv4iPQa0u/AuhOyS+iAJD8osPJL/45ZL8kh+SX3wg+cUHkl/8ckl+yQ/JLz6Q/OIDyS+ioCg9fheN8cUHEl/ER0Hyiw8kv/jlkvySH5JffCD5xQeSX/xySX7JD8kvPpD84gPJL6IgKD1+F43xxQeBUafRz4ZrT1IQn5TBNVMQAH19fSQmp3PPLVlcg9SUZK65oqhBnMYGIW/4XjgwBtQoHYOMlHiuuSpBA30DY2QkxvLNhQYZRtZASjTfXEGDtOKlkJycyjVXFBmsD/kg+q9LXHPVKWmAgSViLl3mmisIgEP3Vog4doFrriZdA/395xGdqOGaKwhAhWeHkfrwNtdcMT0FVs0aI+PZv1xzhYx0XK/2I0L5fnwBAGUsGcJiOItkANXKJiM2iX9fBAN9A0TyPS2AAbAvkcH/egOAsYGANAXO+2/SbBEawzUWAOBgrcFrvqdfgAFWpgJCOX+OGAPsLRnCFNhfa3MBYQq8v6XMwX9/AdhZMO7HFQNQ1T4ZCcn8vycNb15CTBLf8z4MjeHmZoC05CSusRqVHuxrNeKa+TmwcG/h1yHjvuV/bfO5oad0BQjpSE9Pg72VHqLi+Eqof8P0UctJg5iENK65MSnF4Gylh6REvlf98SlpcLY1wMNXfL+AQpOKw806DekJUVxzY1EcZawNkB4TzjX3aFgFtHRKBRLDuOaGqtNhX1KF+AS+FysvfXfCqnlLhAUEcs1Ni3mGLwZ1wuvAfVxzM0IfwqLl13i+YSfX3FKIh5N1cYTG8L0IVp0KgFWN+ki6eIprruEzM8DaEel3+ErVyDgB5WyBx3w/voiKB5xsgCev+X4/xydrYG1eDBGxfGVQWno6yljq4wXf0wISU9SwteB/vRGVZIAvrTOQnBjHNfd+hIByNsDj11xjERotwsEaeMr39IuIuP9anD0O43ydEy3AwRoI4ry/8SkalLMRuH9vhMcCTgrsb3isAEdrxj33YZgxKtunIjqe7/dGdOUmsLMQ8DqWr3QLMUxEKRuGpAQF7CZRINgn0aSKxJeuUFfHzwgNAyLjMmBlVoxrboYG+OepISxM9LnmqjXAkygjGBc35Z6bmp6KCqX5fkmqNcDtiBIoZsK3P4+GMYQkGaGYBd/+lhka4PhTO6B4Ka65GgZExDGYmhjzzU1KRtTJ4yjVrSPXXHViEp7//idsO3bgmstSUiCEXcMX33XlmqthQFJSIuw4d6thqSlIvv43jOu5c83Vdn+o8hXfWA3wIhJw4fvx1XYTc7bl+/2sYUBUXAaszfneT9Sw/7oB8u7m+d/3pJr79YZaA/wbYQyj4ny7ef7XHR5w4dsr7m03Xig23IFLKb6fo8z9Lcd5f9Ua4HUc4/69odT+ZnYPVyL37ksDlDDl/70RGsNga67imqthQFi8AGPOww4QBUfpbozU1ZEPJL4+M0h+8csl+SU/JL/4QPKLDyS/+OWS/OKTS/KLTy7JL/kh+cUvl+QXUdhQeuB6GtyeDyS+PkNIfvHLJfklPyS/+EDyiw8kv/jlkvzik0vyi08uyS/5IfnFL5fkF1GY0GhYoV8I3SHx9ZlC8otfLskv+SH5xQeSX3wg+cUvl+QXn1ySX3xySX7JD8kvfrkkv4jCgtKtuajFFx9IfH3GkPzil0vyS35IfvGB5BcfSH7xyyX5xSeX5BefXJJf8kPyi18uyS+iMKC01CLxxQcSXxwIDg6GIAj47bffuGeT/OKXS/JLfkh+8YHkFx9IfvHLJfnFJ5fkF59ckl/yQ/KLXy7JL0JpNIwV+oXQHRJfBWDz5s0QBAFXr15VuioFguQXv1ySX/JD8osPJL/4QPKLXy7JLz65JL/45JL8kh+SX/xySX4RSsI0hX8hdIfEVxGB5Be/XJJf8kPyiw8kv/hA8otfLskvPrkkv/jkkvySH5Jf/HJJfhFKwRgr9AuhOyS+ihAkv/jlkvySH5JffCD5xQeSX/xySX7xySX5xSeX5Jf8kPzil0vyi1ACjabwL4TukPjSkYCAAFSqVAmGhoaoUqUK9uzZg/79+8PR0THPxzHGMHjwYOjr62P37t3a9TExMRg7diwcHR1hYGAAe3t7eHl5ITIyUpL6kvzil0vyS35IfvGB5BcfSH7xyyX5xSeX5BefXJJf8kPyi18uyS+CN0q35qIWX3wg8aUDBw4cQI8ePVCsWDHMmTMHnTt3xnfffYd//vknz8ep1Wr0798fPj4+2LNnDzp37gwASEhIQOPGjbF8+XK0atUKS5cuxdChQ/HgwQO8fPlSsnqT/OKXS/JLfkh+8YHkFx9IfvHLJfnFJ5fkF59ckl/yQ/KLXy7JL4InajUr9AuhOyS+dODnn39GmTJl8Ndff2Hs2LGYPn069uzZgzt37uT6mIyMDPTu3RsBAQHYt28f2rVrp922YMEC3LlzBwEBAVi3bh2GDh2KX3/9FZcvX0a1atUkrTvJL365JL/kh+QXH0h+8YHkF79ckl98ckl+8ckl+SU/JL/45ZL8InjBWOFfCN0h8fWRvHr1Crdv34aXlxdMTEy065s2bQo3N7ccH5OWloZu3brhzz//xMGDB9GqVass23ft2oVq1aqhU6dO2R4rCILk+0Dyi18uyS/5IfnFB5JffCD5xS+X5BefXJJffHJJfskPyS9+uSS/CB5oNKzQL4TukPj6SJ49ewYAcHFxybYtp3UAMGfOHOzduxc7d+5Es2bNsm1/8uQJqlSpIkNtc4fkF79ckl/yQ/KLDyS/+EDyi18uyS8+uSS/+OSS/JIfkl/8ckl+EXKj9PhdNMYXH0h8ceSbb75B8eLFMX/+fKSkpChdHS0kv/jlkvySH5JffCD5xQeSX/xySX7xySX5xSeX5Jf8kPzil0vyi5ATpin8C6E7JL4+EgcHBwDA48ePs23LaR0A1KtXD3v37sWFCxfQrVs3ZGRkZNnu7Oyc5/hgckLyi18uyS/5IfnFB5JffCD5xS+X5BefXJJffHJJfskPyS9+uSS/CLnQMFboF0J3SHx9JKVLl0aVKlXg4+ODhIQE7fozZ87g9u3buT6uZcuW2L59Ow4fPoy+fftCo/l/hdulSxfcvHkTe/bsyfY4Hk0cSX7xyyX5JT8kv/hA8osPJL/45ZL84pNL8otPLskv+SH5xS+X5BchB0p3Y6Sujnwg8aUDs2fPRkhICBo2bIglS5Zg6tSp6Ny5M6pUqZLnYPTffvstNm3ahB07dmDYsGHa9RMmTEClSpXQrVs3DB48GGvXrsWcOXNQv3593Lp1i8s+kfzil0vyS35IfvGB5BcfSH7xyyX5xSeX5BefXJJf8kPyi18uyS9CapQeuJ4Gt+cDiS8d8PDwgL+/P9LS0jBp0iTs3r0bmzdvRoUKFWBoaJjnY/v06YOVK1di3bp1mDBhAgDAxMQE586dw7Bhw3Dw4EGMGjUKq1atQoUKFWBvb89pr0h+8cwl+SU/JL/4QPKLDyS/+OWS/OKTS/KLTy7JL/kh+cUvl+QXISWMFf6F0B2BUds5yalevTqsra1x7Ngxrrl/34+T9PlEAShppoeouPQ8y90Lk/aLWE8EajmlICYhLc9yKRnSnvBUIuBslYykxPg8yz1PkvaKVSUCBsUM8PBV7q0EAaCURd6vx8fkullHIz0hKs9y0Sgpaa4oCChjnIz0mPA8yx0Mry1prp4ItHQKBRLD8iwXIjpImisKgLWZgPiEpDzLhbdvJ22usRGsmrdEWEBgnuWSQ1IlzVUVN8YXg9rjdeC+PMvZVpH2uBIMDcFK1cTzDTvzLGdz9bykuaIAGBsXR2hM3iOPllvZV9JcwcAQRjXqI+niqTzLlaxfQ9Jc6BUDrB2RfudSnsUCay6SNlYEypYEHuf98YW+nrSXNHoiYG8FPHmd9/dzuZIJeW4vKKIAWJnpISI2I89yDHnX62NyTY318SLv0wIsjKSdoOe/70nVB683YlPzvqlYUFQi8KV1EpIT875++uuFtOcFPRFwtAYev/5AOZX0x7ODNfA079MvpG5ckPk5ehyW9/EqSns4a/c36AP7a2Qg7cjRKhGwNRM++L0h9S+w/O6v1PyXyz6YqyexL9ITgcr2qYiOz/t7IzFN2hvqKhGwsxDwOladZzlzg0RJc0UBKGXKkJQQm2c5J2cXSXOLAqOX5v3brzCwdDTfBhqfI9TiSwfS09OzDVB/+vRp3Lx5E82aNVOsXlJBLb/45VLLL/mhll98oJZffKCWX/xyqeUXn1xq+cUnl1p+yQ+1/OKXSy2/CClQeuB6GtyeDyS+dCAkJAQVK1aEt7c31q1bhx9//BFt27ZFqVKlMHToUKWrJwkkv/jlkvySH5JffCD5xQeSX/xySX7xySX5xSeX5Jf8kPzil0vyi9AVpmGFfiF0h8SXDpQoUQK1atXC77//jpEjR2Lz5s1o164dzp8/DysrzleMMkLyi18uyS/5IfnFB5JffCD5xS+X5BefXJJffHJJfskPyS9+uSS/CF1QWmqR+OIDiS8dMDc3x44dO/Dy5UukpqbizZs3CAgIgLOzs9JVkxySX/xySX7JD8kvPpD84gPJL365JL/45JL84pNL8kt+SH7xyyX5RXwsGlb4F0J3SHwR+YbkF79ckl/yQ/KLDyS/+EDyi18uyS8+uSS/+OSS/JIfkl/8ckl+ER+D0q25qMUXH0h8EQWC5Be/XJJf8kPyiw8kv/hA8otfLskvPrkkv/jkkvySH5Jf/HJJfhEFRa3WFPqF0B0SX0SBIfnFL5fkl/yQ/OIDyS8+kPzil0vyi08uyS8+uSS/5IfkF79ckl9EQWCMFfqF0B0SX8RHQfKLXy7JL/kh+cUHkl98IPnFL5fkF59ckl98ckl+yQ/JL365JL+I/KJ0N0bq6sgHgZFC/Gz4+2E6XsfwzdQwwM4sA68T+V6ACwAq2CQjOSWFb67AYGqgQlpyAtdcERqkGVgjJolrLACgomEIWMxrrpkCU+OGvjtCowWuuQBQwyEREfF8cxkDygVMQerDO1xzRZUAw4p1oX7xL9dclb4eDCtVgPo531xBJUDV+XtoXj3hmiuq08FevkLao9tccwHAqlVrqF8+5pzK8KzVT0hNTuSaKgoMT+NLI5jv1xWYBuhcKxJpSXzPCwIYDIyMkZ4YzzVXhAZ3Yh3x+BXnGzJqoHxZPbyM4vv9rNYA9iVFhMVxvlfMgOYuEUhP4vv+qgQNgjNcEMr5ehIMKK7K4H5caTSAo3U67gdncM1VqxlcnfS552rUDFWci+H+M/65Q1vEgMVGcM1VIQN6lrbQxEdxzRWhhlExFVhUCN9cTQasmnfhmvk5MHBauNJV+CAbp3K2x58hfG0FISvh8SqUshQQxPmiv3LaOVja1MXTaL6tsMITi8HJUoOERL4/rtLValhbGCA5PpprrmXKI5iWcEZYHNdYqDPSYF7CAprXT7nmZuipUd5OhcdhfH/kFNPEopSFFZ5z/nGlinkJ6/btkHTxNNdcM4skFPvKAxn3LnPNTY14BtNGLZB+9xLXXKMX1yDYOkL96DrX3NiQpzCu1xzJl/m+vxkhQdBzqY6MB1e55hYTEmFjrYek+Fiuueeeiihvp8Etvl9XQEYCrCwMkRzH97wgpKXBzMIYqbF8f9T986+Iyo4C/vmX77gjjx7F4JumJXD/JV8JdeRUFDp8bYmgCL6tOMwQAWNrE6TEveGae/ol4PoFuJ9/7wZloGo5Ff55xPe4+utqIr5yM8SF22lcc/9JVKNmRX1cuJXKNffqnQzUqqjPfX/1iqWhpK0RNBHPuOamZOjD2NII6qiXXHP1g4Mglq0ATQjfm3xEwdFQO6AiAXV1/IxQa4DXsQzlODePh0YNu+jLcCrB9wSq0QBP3xjApHhxrrmMMUQmMRiZluCcq0Hx2CcoxbfXBRjTIDZdgGjrxDVXrQFiktTcuz8wxiCmR+ELK865qSlIvPIXjOs145qL9DSkP7wOvUp1ucaytFQk/3MexSrz7RYHdTrY62CoytfgGsvSUpF66xKM6vJ/fzOe3IJexdpcYxljiE7MgLEp324X6WrgabiIqny/rsAYQ3xSCozM+J8XEhOTYGDOt/9hWgZwN5ih1pd8LyNT0xmOnImGqz1fMZKazrDv2BuUs1ZzzWVMg6TEBBiaWXLNTVcD95/z736YlgHcClKjVnn+x9Wl2ylo4Mb3Bm5qOnDtQRoaVDXgnvvPgzTu+8sYQ6RaH6K1A+dcDZKSU6GysueaC3U6NC8eQizzJd9cosAo3Y2RujrygcTXZwbJLz6Q/OIDyS9OkPziAskvPpD84gPJLz6Q/OIDyS8+kPwiCiNKD1xPg9vzgcTXZwjJLz6Q/OIDyS9OkPziAskvPpD84gPJLz6Q/OIDyS8+kPwiChsaDSv0C6E7JL4+U0h+8YHkFx9IfnGC5BcXSH7xgeQXH0h+8YHkFx9IfvGB5BdRmFC6GyN1deQDia/PGJJffCD5xQeSX5wg+cUFkl98IPnFB5JffCD5xQeSX3wg+UUUFpTuxkhdHflA4ksigoODIQgCfvvtN6WrkgWSX3wg+cUHkl+cIPnFBZJffCD5xQeSX3wg+cUHkl98IPlFFAaYRlPoF13ZvXs3WrVqBSsrKwiCgBs3bnzwMZs3b4YgCFkWQ0NDneuiFCS+3iPzDb56le/U73JC8osPJL/4QPKLEyS/uEDyiw8kv/hA8osPJL/4QPKLDyS/CKVRevwuHmN8JSYmolGjRpg3b16BHmdmZobQ0FDt8uzZM53rohQkvooIJL/4QPKLDyS/OEHyiwskv/hA8osPJL/4QPKLDyS/+EDyi1ASpbsx8ujq2LdvX0yZMgUtW7Ys0OMEQUCpUqW0i60tb5kgHSS+ihAkv/hA8osPJL84QfKLCyS/+EDyiw8kv/hA8osPJL/4QPKLUAqlB67PzxIaGopr165lW0JDQ2V9bRISEuDg4ICyZcuiY8eOuHv3rqx5ckLiKx8EBASgUqVKMDQ0RJUqVbBnzx70798fjo6OOZZft24dnJ2dYWBggDp16uDKlStZtvfv3x8mJiZ4/vw52rdvDxMTE5QpUwYrV64EANy+fRvNmzdH8eLF4eDgAD8/P8n2heQXH0h+8YHkFydIfnGB5BcfSH7xgeQXH0h+8YHkFx9IfhFKoLTUys+ydu1a1KpVK9uydu1a2V6XChUqYOPGjQgMDMS2bdug0WjQoEEDvHz5UrZMOSHx9QEOHDiAHj16oFixYpgzZw46d+6M7777Dv/880+O5f38/LBgwQIMGTIEM2fORHBwMDp37oz09PQs5dRqNdq0aYOyZcti/vz5cHR0xIgRI7B582a0bt0atWvXxrx582BqagovLy88ffpUsn0i+cUHkl98IPnFCZJfXCD5xQeSX3wg+cUHkl98IPnFB5JfBG/UanWhX4YMGYJ//vkn2zJkyJBs++Pr6wsTExPtcu7cuY96XerXrw8vLy9Ur14dTZs2xe7du2FtbS2rbJMTPaUrUNj5+eefUaZMGfz1118wMTEBALRo0QLNmjWDg0P2L+Tnz5/j0aNHKFHiv4vaChUqoGPHjjhy5Ajat2+vLZeSkoI+ffrg559/BgB4enqidOnSGDhwIPz9/dGjRw8AwNdff42KFStiy5Yt8Pb2lmy//l9+CQh6LdnTfpi38gsl6uJpNL8Taab8crIEEhITueX+J7+AkqYlkBwfzTH3rfwyd0ZYHLfYt/JLhLmtEzSvpZO1H+L/5ZcKj8MEbrn/L7+s8DyKY+5b+VW8XjMkXTzNLTdTfhWrVBcZ9y5zi82UX0a1GiH97iVuue/KL/Wj69xi35VfyZf5vr+Z8ivjAb8JXjLlVwlTcyTFx3LL/X/5pcEtfl9XWvllalYCyXF8zwuJiUkobm6F1Ngobrnvyq9//uUnojLl1zdNS+D+S36CJFN+dfjaEkERKm65mfLL2MwSKXFvuOVmyi/XLxjX8+//yy8V/nnE97j6T34Z4sJtfjdy35VfF26lcs3NlF889zdTfpW0doAmgt9g2pnyy9jKHuoojq1aMuVX2QrQhPzLL5cA3rb4KuzY2dnBzs4uX2U7dOiAr776/xvGZcqUkaQOxYoVQ40aNfD48WNJno831OIrD169eoXbt2/Dy8tLK70AoGnTpnBzc8vxMT169NBKLwBo3LgxACAoKChb2UGDBmn/b2FhgQoVKqB48eLo3r27dn2FChVgYWGR4+N1hVp+8YFafvGBWn5xglp+cYFafvGBWn7xgVp+8YFafvGBWn7xgVp+EbxQeuB6qQe3NzU1hYuLi3YxMjKS5HVSq9W4fft2vgVcYYPEVx5kTtfp4uKSbVtO6wDgiy++yPJ3pgSLjs56V9fQ0BDW1tZZ1pmbm8Pe3h6CIGRb//7jpYLkFx9IfvGB5BcnSH5xgeQXH0h+8YHkFx9IfvGB5BcfSH4RPNBoNIV+0ZU3b97gxo0buHfvHgDg4cOHuHHjBsLCwrRlvLy8tL3RAGD69Ok4evQogoKCcO3aNfTp0wfPnj3L0njnU4LEl8SoVDk3a3/f1OZWLr+PlxKSX3wg+cUHkl+cIPnFBZJffCD5xQeSX3wg+cUHkl98IPlFyI3SA9fnZ9GVffv2oUaNGmjXrh0AoGfPnqhRowbWrFmjLfP8+fMss0RGR0fj+++/h6urK9q2bYu4uDhcuHABlSpV0rk+SkDiKw8yx/DKqR/rp9q3NTdIfvGB5BcfSH5xguQXF0h+8YHkFx9IfvGB5BcfSH7xgeQXISeMaQr9oiv9+/fPsQvlu2OInz59Gps3b9b+vXjxYjx79gypqakICwvDgQMHUKMG32tgKSHxlQelS5dGlSpV4OPjg4SEBO36M2fO4Pbt24rWTQ5IfvGB5BcfSH5xguQXF0h+8YHkFx9IfvGB5BcfSH7xgeQXIRdKt+bi0eKLIPH1QWbPno2QkBA0bNgQS5YswdSpU9G5c2dUqVIl21hcnwMkv/hA8osPJL84QfKLCyS/+EDyiw8kv/hA8osPJL/4QPKLkAOlpRaJLz6Q+PoAHh4e8Pf3R1paGiZNmoTdu3dj8+bNqFChAgwNDZWuniyQ/OIDyS8+kPziBMkvLpD84gPJLz6Q/OIDyS8+kPziA8kvQmo0TFPoF0J3SHy9R2b/19q1///ivkePHrh//z5SUlJw+/ZteHh44PHjx7C3//8vPkdHRzDGMH78+GzP+X7/2c2bN2fpOpnJ6dOncefOnWzrg4OD8eeff0q0h/mD5BcfSH7xgeQXJ0h+cYHkFx9IfvGB5BcfSH7xgeQXH0h+EVKidGsuavHFBxJfHyA9PR0ZGRlZ1p0+fRo3b95Es2acf3RwhuQXH0h+8YHkFydIfnGB5BcfSH7xgeQXH0h+8YHkFx9IfhFSwTSaQr8QukPi6wOEhISgYsWK8Pb2xrp16/Djjz+ibdu2KFWqFIYOHap09WSH5BcfSH7xgeQXJ0h+cYHkFx9IfvGB5BcfSH7xgeQXH0h+EVKgdGsuavHFBxJfH6BEiRKoVasWfv/9d4wcORKbN29Gu3btcP78eVhZ8b0oVAqSX3wg+cUHkl+cIPnFBZJffCD5xQeSX3wg+cUHkl98IPlF6ApjmkK/ELpD4usDmJubY8eOHXj58iVSU1Px5s0bBAQEwNnZWemqcYXkFx9IfvGB5BcnSH5xgeQXH0h+8YHkFx9IfvGB5BcfSH4RuqDRsEK/ELpD4ovINyS/+EDyiw8kvzhB8osLJL/4QPKLDyS/+EDyiw8kv/hA8ov4WJQev4vG+OIDiS+iQJD84gPJLz6Q/OIEyS8ukPziA8kvPpD84gPJLz6Q/OIDyS/iY9Co1YV+IXSHxBdRYEh+8YHkFx9IfnGC5BcXSH7xgeQXH0h+8YHkFx9IfvGB5BdRUJQeuJ4Gt+cDiS/ioyD5xQeSX3wg+cUJkl9cIPnFB5JffCD5xQeSX3wg+cUHkl9EQVC6GyN1deSDwBgjhUgQBEEQBEEQBEEQBEF8dlCLL4IgCIIgCIIgCIIgCOKzhMQXQRAEQRAEQRAEQRAE8VlC4osgCIIgCIIgCIIgCIL4LCHxRRAEQRAEQRAEQRAEQXyWkPgiCIIgCIIgCIIgCIIgPktIfBEEQRAEQRAEQRAEQRCfJSS+CIIgCIIgCIIgCIIgiM8SEl8EQRAEQRAEQRAEQRDEZwmJL4IgCIIguHHkyBG0adMGFStWRMOGDbF06VKlq0R8JiQlJaFz587w9fVVuioEoRP0PUkQBCEtekpXgCDkIi0tDfr6+vkuf/bsWTRp0uSjsnx8fD7qcV5eXh/1uEyaN29e4McIgoATJ07olPs+06dP/2CmoaEh7O3t0aRJE5QpU+ajsxYtWlSg8oIgYOzYsR+dBwADBw4s8GMEQcCGDRt0yj179uxHPe5jj+NMnJycIAhCgR4jCAKePHmiU65Sx7NSuUodV0rlAsCZM2fQtm1bMMZQsmRJPHnyBBcvXkRISAjmz5+v8/Pnxbp167B48WI8ffoUVlZW6N69O+bOnQsDAwNZc5VGrVYjIiICFhYWMDQ0VLo6smJsbIzjx4+jTZs2SleFG2FhYQgODoaVlRXKly/PJfPWrVtYvXp1ls9Sx44duWQXBZT8niwMxMXFYdWqVTh16hTCw8Oxdu1a1K1bF2/evMHmzZvRoUMHuLi4SJKVkpKCMWPGoHLlyhg5cmSu5ZYtW4b79+9j2bJlKFasmCTZBEHwRWCMMaUrQRBy0LZtW+zduzdf8mv//v3o2bMnEhMTPypLFAveeFIQBKjV6o/Ky6RZs2YFFhQAcOrUKZ1y30cURW093v9KeX+9SqXC999/jxUrVnzU65ZXVk5I8To7Ojp+lAgKCgrSKffdfc0PjDFJ9rd///4fdVxt2rRJp1yljmelcpU6rpTKBYBvvvkGt2/fxtGjR1GlShVER0ejW7du+PvvvxEZGQkjIyOdM3Ji79696Ny5M4oXLw5XV1e8ePEC4eHh8PLy0vm4LawwxjB58mSsWLECiYmJUKlUaNeuHTZs2ABLS0ulqycbbdu2RalSpbBx40auuWFhYdiyZYtWBnXp0gU1a9aULS8tLQ39+/fHjh07tOuqVauG3bt3w9HRUbbcmzdvon79+khJSdGuEwQB8+fPx7hx42TLfRfeso+3HFHqe/JdlJKbL1++RNOmTfHixQuUL18eDx48wLFjx7Q3qCpUqIDWrVtL1gJu2bJlmDhxIu7du4dy5crlWu7JkyeoXLkyFi9ejGHDhkmSTRAEX0h8FRGeP3/+UY/74osvdM6OjY1Fjx490KRJE/zyyy+5lps1axbOnz+PgIAAmJiY6Jyrp6eHVq1afVB++fr6YsCAAXBycsLDhw8/KuvZs2cf9TgHB4ePelxh49WrV2jXrh1q1KiBkSNHau/EPXr0CMuXL8etW7ewY8cOJCQkYMmSJdi6dSumTZuGX3/9tcBZoijC0NAQ7du3h6enJ2rUqPHBx3yqr/OZM2c+6nFNmzaVvC4EIQVlypTBsGHDsnz2L1++jHr16uHy5cuoXbu2LLlNmjRBaGgozp8/D1tbW2RkZKBv377YtWsXIiMjYWZmJktubjx//hyzZ8/GqVOnEBERgb1796JJkyaIjIzE9OnTMWDAgHx9t+XFpk2b8N1338He3h716tXDkydPcP36dXh4eCAwMFCyfXkfJa83ACAoKAjffPMNevTogaFDh8Le3l6S582Lp0+falukZF5Wi6IIHx8feHp6ypK5aNEijB8/HrVr10azZs3w+PFjBAYGomHDhh/dWjg/dO7cGSdPnsS2bdvQvHlzPH78GP3798fTp08RHh4ua2sYpWQfbzmi1PdkJkrKzV69euHEiRM4ffo0bGxsYGNjg+PHj2vF108//YQ///wTd+/elSSvUaNGcHBwyFf36L59++LZs2eSfL4ePXoENzc3jBo1Ks9WfBMmTMCKFStw7949ODk56ZxLEEUaRhQJBEFgoigWeJGCmTNnMlNTUxYeHp5nudevXzMzMzM2d+5cSXJ9fHyYSqVi33zzDUtJScmxzPLly5koiqx69ers9evXkuQWRTp27Mh69uyZ6/YePXqwLl26aP9u06YNK1++/EdlPXr0iHl7e7Mvv/ySiaLIKlWqxGbOnMmCgoI+6vkIguCHKIps27ZtWdZFREQwQRDYyZMnZcu1sbFhCxYsyLLu5s2bTBAEdvHiRdlyc+Lu3bvM0tKSWVhYsG+++YaJoshOnDih3V6jRg02cOBAnXPq1KnDatasyZKSkrTrRo0axVQqFYuIiND5+XNDyesNxhgzMTFhhoaG2ufV19dnpqamWRYzMzPJ8hhjzMvLixkYGLDly5ezu3fvssDAQObo6MhsbW2ZWq2WNCuTatWqsebNmzONRqNdN3v2bCaKIgsJCZElkzHGvvjiC/bzzz9nWXf69GkmiiK7fv26bLmMMbZw4UImCAKrU6cOmzBhAuvUqRMTRZE1btxY1tyGDRsyT0/PfJXt06ePzvVR6nsyk06dOjFzc3O2f/9+lpiYyG7evMlq1KjBLCwsWFpamqzZlpaWbMaMGYwxxiIjI5kgCFm+H9esWcNMTU0lyzMzM2OrVq3KV9lVq1Yxc3NzSXJHjBjBHBwcPvh6pqamMkdHRzZmzBhJcgmiKENjfBURNm7c+FFdeaRgz5496NmzJ6ytrfMsZ2Njg169emHXrl346aefdM7t27cvRFFE//790aFDB+zbty/LWC7Tp0+Ht7c3GjZsiAMHDnC/4y8FSt9Zz+TkyZN53rFq2rQpJk2apP27bdu2GD9+/Edlubi4YOrUqZg6dSquXLkCPz8/rFy5ElOmTEGdOnXg6emJnj17wsbG5qOen1BubDGljufC8jkqCmR2x32XgnRd/lgiIiJQunTpLOsyxxpMSkqSLTcnJk6cCAsLC1y8eBGCIGT7rmrXrl2WFi0fy5MnTzBlypQs3aKGDx+O5cuX49GjRyhZsqTOGTmh5PUGAHTp0oV7/vnz5zFkyBCMGDECAFCpUiXo6enBw8MD9+/fR+XKlSXPfPr0KQYPHpxlX3v06IHJkyfj6dOn2Y53qQgJCYGrq2uWda6urmCMISYmRpbMTHx8fODu7o7jx49r93vOnDn49ddf8erVK9n2+fbt2+jdu3e+yjZo0AD79+/XKU+p78lM/vnnHwwfPhzt27cHAFStWhWLFy9G8+bNcffuXVSvXl227OTk5Dx/L8THx0uaV5DxgPX19ZGamipJ7tGjR9GzZ88PtpDU19dHz549sWfPHixevFiSbIIoqpD4KiL0799fsewHDx5g8ODB+Spbs2ZNSWdj6t27N1QqFfr27Yv27dtj//79MDQ0xNixY7F06VK0adMGO3fu1Hm8BKUGx/6YsXrwdrBjKTEwMMClS5cwdOjQHLdfvHgxy4VFRkaGJN1Z69Spgzp16mDRokU4ceIE/Pz8MHXqVIwbNw4rVqzAkCFDdM7AR4y1hbfvb0ZGhk65Sg1CXtAxr6QaW0yp41mpXKWOK6VyM/Hx8cHFixe1f6ekpEAQBKxYsQJ79+7NlivVWC5Kyph3OXv2LKZMmQJra2tERUVl2/7FF18gJCRE55zo6OhsPyAzZde7XZikRsnrDQDYvHkz98wXL15kG8+rZs2aYIwhMjJSlsz4+HhYWFhkWWdubg4Akv04zwmNRgOVSpVlXebfGo1GtlwoKPuUkCNKfU9CYblZqVIlnD17Ntfrt7179+rcDfxdSpcujTt37uSr7J07dyQ7xp4/f44KFSrkq2z58uU/ekgVgiD+HxJfhOwU9O6U1BdOPXv2hCiK6NOnD9q1awd7e3ts3boVPXv2hI+PD/T0dP8YaDSaAv+okuKundJ31jPp1asXVq5cCSsrKwwbNkw7DsHTp0+xatUqbNu2DT/88IO2/KlTp1CpUiXJ8gVBQNWqVXHv3j3cvHkT169fz/EH5ccyZcoURV7nkydPfpSg0BWpJz/IL0odz0rlKnVcKZWbydGjR3H06NFs69//MQeJf9D99ttv8Pf31/6dnp4OAJg8eXK21k+CIMg2DpZGo4GxsXGu2yMiIiSbabIwnB+KAhkZGdlabmT+LfWNpnfJ7f2V+30/ePAgwsLCtH8nJSVBEAQEBATgxo0b2eqi68zKmSgl+5SQI0p9T0JhuTlmzBj069cPVatWRbdu3bSZjx8/xrRp0/D3339j165dkuW1bNkSPj4++Pnnn/PsKRAeHg4fHx9tnXTFwMAACQkJ+SqbmJhYoFnqCYLIGRrcvogwffp0CIKAyZMnQxRFTJ8+/YOPEQQB//vf/3TOdnV1RZMmTbB27doPlh0yZAjOnj2L+/fv65z7Prt370bPnj2hVqsxbNgwrFixQvKMokpKSgr69euHgIAACIKgna1Ro9GAMYYuXbpg69atMDQ0REpKCubPn48GDRqgZcuWOuXGxcVh9+7d8PPzw+nTp2FqaopOnTrB09MT7u7u9KOPIAjgI1r1STWLZU40adIEpqamOHDgAKKiomBtba0dvDkjIwM1a9aEvb09Dh48qFOOKIooW7asVgzgrYS5f/8+nJycULx48SzlBUHAzZs3dcqEwtcbmcTFxWHx4sU4cOCAtqWEg4MD2rdvjzFjxkg+tIEoihgzZgwaNWqkXRcfH4+BAwdi6tSpqFKlSrbHdO7cWedMQ0PDbDfvEhISYGRklE1cCIKA2NhYnTLxEbNYS9Ea+N1sX19f9OrVS7su8zN04sQJuLu7S5LzPkOGDMHOnTtx//79D8oRV1dXdOvWDWvWrJGlLjwQRRGenp5ZWjEmJSVh6tSpGDx4cLaZNKWUm3g72ZW3tzcYY9BoNBBFEYwxiKKImTNnSjIcSiZBQUFwc3ODk5MTNmzYgK+++ipbmUuXLmHQoEEICgrCrVu34OzsrHNuvXr1YGtrm68bLN9++y3CwsKytAAkCKLgkPgqImR2bUlOToa+vn6+LlykulgZP348Vq9ejRs3buQ57fSjR49QvXp1DBs2DL/99pvOuR06dMi27tq1a4iOjkaLFi2ybZPzDr9SxMbGwsTEJNsFsFxcv34dhw4d0o6Z5ODggG+++UbSKd1TU1Oxf/9++Pv74+DBgxAEQTvDY9u2bemumMyEhoYiPDwcLi4u2X44yw3v41npXOLz5NChQ2jfvj0GDx6Mnj17wt3dHb6+vrC2tsbs2bNx7tw5nDhxQucx8wraZRkStfZU8noDb2cZbty4MZ4+fYqKFSuiYsWKAICHDx/i/v37KFeuHM6dOwc7OztJ8qCQDBowYECBH7Np0yadMvGRs1hLNbOyUrJPKTmiFErKzUyeP3+OXbt24fHjx9BoNHB2dkbnzp3znFXzYzlw4AB69eqFxMRElCtXDm5ubjA1NUV8fDzu3LmDJ0+ewNjYGH5+fvDw8JAkc/HixRg/fjx27dqFb7/9NtdygYGB6NKlCxYsWCCpXCSIogiJL0J2wsPDUblyZRQrVgyLFy9Gly5dsly0ZGRkYNeuXRg3bhxSU1Nx584d2Nra6pyr9B1+tVqNgIAAnDp1CuHh4Zg+fTrc3NwQGxuLEydOoGHDhpLs5/tcvXoVv/76K86ePYu0tDQcPXoUzZs3R2RkJL777juMHTsWzZo1kzyXFxYWFkhKSkKLFi3g6emJzp07cxcweHtRNnv2bO37GxgYiCZNmiAyMhLTp0/HgAEDJB2H4l0uXryozR0+fDjKly+PpKQkPHjwAF9++aUk46e9T2BgIH766Sc8evQIAHDs2DHtcfX1119j6tSpeV68fSxKHc9K5Sp1XCl5PBdFtm7ditGjRyM2NlY7Rh5jDGZmZli9enWWFi1Ewejbty92796NgIAAtG3bNsu2Q4cOoVu3bujSpQu2bNkiWeaZM2cK/JimTZtKll9UUEr2QSE5ohRKys3nz5/D2to617F3k5OTERERIfnkMsHBwZg3bx7+/PPPLGMsli5dGu3bt8fEiRMllW6pqalo2LAhbt68iUGDBqFPnz5Zjqnbt29j27Zt+P3331G1alVcuHBBsi7wBFFkUXpaSaJocPnyZVamTBkmiiIrXrw4q1GjBmvSpAmrUaMGK168OBNFkZUuXZpdunRJ6apKQnR0NPvqq6+YIAjM1NQ0y3T1GRkZrEyZMtmmA5eCv/76ixkYGLBy5cqx77//Pts00E2bNmU9e/aUPDeTv//+m82ePZuNGTOG/fvvv4wxxhITE9k///zD4uPjJckQBIEVK1Ys2/T0uS1ST1vPGGN3795llpaWzMLCgn3zzTdZ3l/GGKtRowYbOHCg5Lmpqana6dsFQciSm5yczKysrNjMmTMlz923bx8TRZE1bNiQTZs2Ldtx1a5dO9ahQwfJc5U6npXKVeq4Uiq3qJOQkMD27NnD5s+fz+bOncsCAgJYXFyc0tX65ClZsiT75Zdfct3+888/s5IlS3Ktk9IcOHCAff/990pX45Pn6dOnbOjQocze3p4JgqBdypQpw4YMGcKePHmidBUV4d69e5I9lyiKzNfXN9ft27dvZ6IoSpaXE3Fxcezly5eyfx9HRkaydu3aaa/n3l8EQWBt2rRhERERstaDIIoKNLg9wYU6derg7t27WLNmDfbv34/79+8jLi4OZmZmqFatGjw8PDB06NBsg5Z+qkyaNAl3797FkSNHUKNGjSxjQqhUKnTt2hUHDx7E7NmzJc395Zdf4OrqiosXLyI+Ph6///57lu3u7u6S3uXOJC0tDT179kRgYKC29YKHhwfKly8PURTRqlUrjB07FpMnT9Y5q1+/fpLUWRcmTpwICwsLXLx4EYIgZBvzo127dtixY4fkuf/73//w559/YvXq1XB3d88yI5ChoSG6deuGwMBASV7nd5k+fTqaNGmCU6dOISoqCt7e3lm2169fP19j+BUUpY5npXKVOq6Uyi2qnD17Fq6urrC2ts6xlWRkZCTu3bunc1fHnDhz5ky2ca/atWv3WbU+SkxMzLM1dalSpZCYmMi1Tu8iV4uVvLh+/To2bNiAdevW6fxco0aNKlB5qQdex9sW9REREbCwsIChoaGkz50Xjo6OWL16NVavXo34+HjtdaypqSm3OvBg0KBB2c57uXHlyhW0bdsWERERkmR/qCNSenp6gbtiFhRTU1Mu76mVlRX+/PNPXL58GYGBgXjw4IH2mKpYsSI8PDxQr1492etBEEUFEl9FFMYY1q1bhw0bNiAoKAjR0dHZykg5fT3ezrzz008/STooZV5UrVq1QOWlGtgXb2fdGTlyJL7++uscZxf88ssvZZly/cqVK5gzZ06us8WUKVMmy0xMUsFTyEjVbUEXzp49iylTpsDa2jrH9/eLL77I0lReKvz9/TFs2DAMHjw4x1xXV1cEBARInnvnzh0sWrQo1+22trYIDw+XPFep41mpXKWOK6Vyiyru7u7YunUrPD09c9x+4sQJeHp6SjpmTlpaGnr16oW9e/eCMaa9yRQTE4OFCxeiU6dO8Pf3zzYzoRTwvt6oVKkS/P39MXTo0GxjPqanp8Pf31/SWYUBwNjYGJs2bUKPHj2AtwPb9+jRA3Pnzs12LbJ79254eXnJOtujnKxYsULbNTc/SCm+GGOYPHkyVqxYgcTERKhUKrRr1w4bNmyApaWlJBn55V05otFoEBkZCWtr689iUp2NGzeCMYYNGzbkWe7UqVPo2LFjrt0S80tcXBxiYmK0f0dFRWnHin2XmJgYbN++XdLx+TJ5/fo1VqxYgaNHj+LJkyeIj4+HqakpXFxc0Lp1awwfPjzPiQ10oW7duqhbt64sz00QxP9D4quIMnHiRCxatAjVq1dHnz59UKJECaWrBACYM2cOvL29JZmW2tLSMl8XIGFhYXj48KGkFyuxsbFwcnLKdXt6erqkUjGTYsWK5TnVdEhIiCzjPyklZJRCo9HA2Ng41+0RERGyjMUQHh4ONze3XLerVCokJSVJnmtsbJxnC4mgoCBYWVlJnqvU8axUrlLHlVK5RZUPCYPU1FTJJ1KYNm0a9uzZg/Hjx2PcuHHaFlHh4eFYuHAhFixYgOnTp2PGjBmS5kKB642ffvoJPXr0QN26dTF8+HB8+eWXwNvB7desWYNbt25J3oIxJSUli8hKS0vD4cOHMX78eElzCgMGBgZZJpVp166dLMI0JzZv3oy5c+fC3t4erVu3xpMnTxAYGAiNRiPr5ET//vsvLl68CA8PjyzHb1xcHEaMGIE//vgD6enpKFGiBLy9vTFixAjZ6sKDmTNn4tdffwVjDBs3bsyxTGBgIHr16gVra2scPXpUp7zFixdrZ38VBAFjxozBmDFjcizLGMPMmTN1ynufU6dOoWvXroiOjoaRkZF2rNSEhATcvn0bly9fxsqVK7Fnz54sM7dKyf3797MJt8yJOQiCkAYSX0WULVu2oEuXLvjjjz+UrkoWNBqNZELo9OnTeW4PCwvDvHnzsHbtWqhUKvTt21eSXABwdnbGtWvXct1+9OhRye844+30yDt37szxgiExMRGbNm2SpUsLTyEzfPhwDBw4ELVr1wbeSsQ9e/bA3d0d1tbWWcoeP34cs2fPxsmTJyXJzqRmzZo4cOAAhg8fnm1bRkYGtm/fLkvz9LJly+LBgwe5bv/rr7/g4uIieW5m176cjquwsDCsX78e7du3lzxXqeNZqVyljiulct8lISEBL168AN4e53KIRSV5/vw5goODtX8/ePAAZ8+ezVYuJiYGa9eulWyg6Ez8/PzQr18/zJ8/P8t6GxsbzJs3D69fv8bWrVtlEV+8rze6deuGxMRETJo0CUOHDtXe1GKMwcbGBhs3bkTXrl251OVzJDw8HLt374afnx+6desGU1NTdOnSBZ6ennB3d5c1e/Xq1ahRowbOnz+vbWU0evRorFy5EpGRkShZsqQsuQsXLsThw4ezXScOHjwYf/zxB8qXL68dgHz06NGwt7eXbLKXefPmoU+fPihTpowkz5cffvnlF4iiiF9++QUajQabNm3KcnN4y5Yt+P777+Hs7Ixjx47B3t5ep7xWrVrBxMQEjDFMnDgRvXr1yjYbuCAIKF68OGrVqqW9/pOCyMhIdO/eHcWKFYOfnx+6du2abQKugIAAjBkzBl26dMG9e/ckvdG3du1azJo1K8dW1WXLlsWvv/6KQYMGSZZHEEUapQcZI5TBxMSErV27VulqZGPmzJmyD1oZFhbGxowZw4yNjVmxYsXYgAED2OPHjyXNWLx4MdPX12fbt29nERERTBAEdvLkSZaSksJ++eUXJooi+/333yXNZIyxixcvMgMDA9a2bVu2detWJggCW7RoEVu/fj2rUKECMzY2Zjdv3pQ818XFhY0bN46xt4N1vj8YeK9evZibm5skWYIgZBn4NDIyMttg3Jls27ZNluPp4MGDTBRFNnToUHb69GkmCALz8/Njx44dY+7u7kxPT4+dOXNG8twpU6YwExMTduHCBe3rfPLkScYYY+vWrWMqlYotWLBA8twHDx4wCwsLVr16dTZr1iwmiiKbOHEimzx5MitZsiSzsrJiT58+lTxXqeNZqVyljiulctnbiU+aNWvG9PT0tAP66unpMXd3d3blyhVZMt/l7t277ODBg+zgwYPs7t27suV4e3vnOoDx+4MZ6+npsQ0bNkiab2BgwFavXp3r9lWrVjEDAwNJMzNR6nojPT2d/f3332z79u1s+/bt7O+//2bp6emyZOV0Xnr/PJiJXOelvJDr2iosLIwtWbKE1a1blwmCwEqXLs3Gjh0r22fX0tKSLVmyJMu6Bw8eMEEQ2IULF2TJZIyxypUrs+HDh2dZ9/z5cyYIAmvQoIH2uIqOjmYuLi6sZcuWkmWrVCqmUqmYu7s727hxI9cJMObPn88EQWB9+/ZlGo2GMcbYkiVLmCiKrFatWrIMuu7t7c1u3bol+fPmxuzZs5m+vv4HM2/cuMGKFSvG5s6dK1n2uHHjmCAIzMrKig0aNIgtWbKE/f7772zJkiXsu+++Y1ZWVtrrLYIgdIfEVxGlY8eObNCgQUpXIxtyiq/Q0NBswkuuGXg0Gg0bNGgQEwSBlShRggmCwEqVKsWKFSvGBEFgQ4cOlSWXMcZOnDjBvvzyyywzDgmCwFxcXNjp06dlyeQpZArLDwwfHx9WokSJLDMsCoLAzM3NmZ+fnyyZqamprFWrVkxPT4+5ubkxURRZtWrVWNmyZZkgCKxdu3YsIyNDluw7d+6wFi1aaPczc3F3d5d0Rqf3UeJ4VjJXieNKqdyLFy8yQ0NDZmZmxoYOHcqWLl3Kli5dyoYOHcrMzc2ZkZGRbDP97t27l5UrVy6beHJ2dmaBgYGS5927d4/t3LmTBQQEMEEQ2OjRo9nOnTuzLLt27WKHDx9mYWFhkuc7OzuzHj165Lq9R48ezNnZWfJcpsD1xpYtW/IU8U+fPmVbtmyRNFOJ85KHh0e+F1dXV9ll2+PHj9m0adNYhQoVmCiKbN68eZJnvP86s3de68xrDjmwsLBgy5Yty7Ju1apVTBRFtmPHjizrp0+fzqysrCTLfvnyJZs/fz6rVq0aEwSBGRsbsx49erA///xTtvP9uyxcuJAJgsD69OnDfv31VyYIAmvWrJlsAm779u0sOTlZlufOiWbNmrEuXbrkq2yXLl1Ys2bNJMm9dOkSEwSBde7cmSUkJORYJiEhgX377bdMFEUuN4II4nOHxFcRJSQkhFWpUoXNmjWLRUZGKl0dLXKIr9DQUDZ69Git8Bo4cCALCgqSNCM3zp07x0aPHs3atm3LWrduzX744QfZWk68z/Xr19kff/zBtm/fzq5cuaK9WycHPIVMYRFf7O1FyZ49e9j8+fPZ3LlzWUBAgOx3YzUaDdu6dSvr2LEjq1SpEqtYsSJr164d27Jli6zvcSZv3rxhly9fZhcvXmTh4eGy52XC83hWOleJ40qJ3BYtWjBnZ2cWGhqabVtYWBhzdnaWtOVEJgcOHGAqlYqVK1eOzZ07lwUGBrLAwEA2d+5cVq5cOaZSqdihQ4ckz81k8+bN3M5BmUyfPp0JgsCGDBnCHjx4wDIyMpharWYPHjxgQ4cOZaIoshkzZsiSzft6QxTFbHLkXbZv3y75eSGzlWQmeckYqc5LDg4OzNHRsUCLnFy9epX9+OOPrHTp0kwQhGyiSAref50ZJ/FlZmaWrcWkp6cnE0Uxm6jeuHEj09fXl6Uet2/fZpMmTWIODg5MEARmbW3NRowYwS5evChLXiZLly7V3hDp2LEjS01NlS0r84bLwIEDZX1PM7G1tWULFy7MV9lFixYxW1tbSXIHDx7MSpcuzVJSUvIsl5yczOzs7GS9YU4QRQWB5XdaFuKTxtTUNNvg7RkZGdpB5A0NDbMNpisIAmJjY3XOfvPmTb7LLly4EHPnzpVktqPQ0FDMnTsX69evR0ZGBry8vDB58uQ8B50nPh7GGHx9fbFz5048evQIGo0Gzs7O6N69O/r27SvZ5AGiKGLbtm3aGdGioqJgbW2N48ePo3nz5lnK+vr6ftKzZxHE54ypqSmmTJmCCRMm5Lh9/vz5mDFjBuLj4yXNrV+/PlJTU3Hu3DkUL148y7bExEQ0atQIhoaG+PvvvyXNzUSJMXvUajW+++47+Pj4QBAEiKIIvB1XkzGGfv36YcOGDdr1uqDk9QZyOEe8z8aNGzFs2DBJJtF5N9PQ0DDL2EAJCQkwMjLKtq+Zr8XncF76999/4efnB39/fzx69AgVK1aEp6cnPD09Ua5cOcnzRFFE2bJlYW5url2nVqtx//59ODk5Zfs8SzVbd82aNVG1alXtbNxqtRr29vawtLTE3bt3s5RduHAhFi9ejJcvX+qcmxfnzp3DkiVLsHfvXuDt2LJeXl4YPHiwzrMPjho1Ktu6/fv3Izw8HP369ctynEPimTsvXLgAX19fBAQEICoqCmXKlIGnpyf69OmDKlWqSJLxLoaGhli/fn2+xvn18fHB4MGDkZKSonNu1apV0bx5cyxZsuSDZUePHo1Tp07h1q1bOucSRFGGBrcvInTp0kWxKZZLliyZ72zGmGT1dHZ2RmpqKqpXr45ffvkFTk5OiI6OznEq9UzeH0zzY3n69Cnu3LkDDw+PHLfv378fbm5ucHR0lCQvE39/fxw5ckR7cfY+AwYMQJs2bdC9e3fJMpOTkzF58mS4u7ujT58+6NOnj2TPXVg5fvw4Tp48idmzZ+e4ffLkyWjRokU2Eacrb968wcuXL1G1atUct9++fRv29vaSz5q2bNkyHDhwAEeOHMlxe5s2bdChQwcMGzZM0lwljmclc5U6rpTKFUUxz8lM1Gq1JCLmfW7duoXZs2dn+5EMAMWLF0f//v3xyy+/SJ6byeTJkzF58mQ0adIEffv2RdeuXWFqaipbHt5OMLJ582b8+OOPOHjwIJ49ewYAcHBwQNu2bXP9TvkYlLjeuHXrFm7cuKH9+9y5czkeWzExMVizZo12pkep6Nevn6TPlx9SUlIwZswYVK5cGSNHjsy13LJly/DgwQMsXbpUktkXQ0JC4O/vD39/f1y/fh329vbo2bMnPD09Ub16dZ2fPy+aNGmS47Glq+j5EP369cOECRPg6uqKBg0awNfXF+Hh4TkKonPnzkl+fL1LSkoK9u7dC19fXxw5cgQqlQqtWrWCvr4+ZsyYgXnz5sHHxwedOnX66IwVK1bkum3NmjXZ1kkpvho0aIAGDRpg6dKlOHz4MHx9fbFixQosWLAAbm5u6Nu3Lzw9PWFnZydJXlpaWr5n0VWpVEhPT5ck98WLF3B1dc1X2UqVKsHHx0eSXIIoylCLL0J2vL29C3wRPHXqVJ1z3/3B9KH8TOEm1R3YLl26IC4uDseOHctxe+vWrWFhYYHt27dLkpdJ3bp1UaNGDaxduzbH7cOHD8f169clb8lQvHhxLF26lMvMM6IoolWrVtoLy5SUFGzYsAEdO3bMNrPQv//+i2PHjkl+Z71p06b44osvsHXr1hy39+/fH8+fP5d8Nsl+/frh4cOHuHjxYo7bGzRoAFdXV2zYsEHS3GrVqqF58+ZYvHhxjtvHjRuHkydP4vr165LmKnU8K5Wr1HGlVG6bNm1w+/Zt/PXXX9lmMXz+/DkaNmwINzc3HDx4UNJcKysrjBgxAtOmTctx+9SpU7FixQpERUVJmptJSEgI/Pz84Ovri1u3bsHIyAgeHh7o27cvWrdune8fYcT/M23aNO37KQgC8rq0tbCwgI+Pjywz0fJk2bJlmDhxIu7du5dn66onT56gcuXKWLx4sSQ3J1QqFQwNDdG2bVt4enrmKqPexdLSUudcJUlPT0fnzp1x4MAB7fHVtGlTHD16NItMfPHiBVxcXDBz5sxcW7J+DIwxHDt2DL6+vti7dy/i4+NRo0YNrQTKFH+hoaHo1asXnj9/jqCgIMnylSYhIQF79uzB5s2bcfr0aYiiiGbNmqFfv37o3r079PX1P/q5RVHEmDFj0KhRow+WPXv2LJYvXy7JNaVKpcLWrVtzbZn6Lr6+vujXr59ks94TRFGFWnwRsuPt7a1I7qZNmxTJBYC///4bY8aMyXV7ixYt8tW8uaA8fPgQAwcOzHV7tWrV4O/vL3lurVq1cOfOHcmfNzeOHj2Ko0ePZlmX2dz/feRoeXD79m1069Yt1+116tTBn3/+KXnuyZMn8/zh4uHhkePdWF158uQJfvjhh1y3V6xYEevXr5c8V6njWalcpY4rpXJnz56NJk2aoGLFiujUqZNWZj98+BCBgYHQ09PDnDlzJM9t3rw5li5ditatW6N+/fpZtl26dAnLli1Dq1atJM/NpEyZMpgwYQImTJiAO3fuwNfXF/7+/vjjjz9QsmRJ9OjRA3369MFXX30lWx0+NwYPHoz27duDMYa6deti+vTpaNOmTZYygiCgePHicHZ2ztZV61Pkjz/+QJcuXT7YpdDZ2RndunWDv7+/JOKLMYbk5GTs3r0bu3fvztdjPvVuncWKFcP+/ftx5coVBAUFwcHBAfXq1ctWLjU1FX5+fmjSpIlk2WPHjsWOHTvw+vVr2NnZYejQofDy8kLlypWzlbWzs8OgQYPg5eUlWX5h4M6dO7h8+TJu374NxhgqVqyIqKgoeHl54eeff4a/v3++xFVuLFmyJN/X5FJdUxa0hwu1UyEI3fn0z/zERxMREYF58+bh4MGDCA4OBgA4Ojqibdu2mDBhAmxtbSXJuXbtWoEfI0WXQyW6HmQSHR2dZ9cVExMTWVoTMMYQExOTZ72kaqb9LkuWLEHbtm1RpUoV9O/fX9YfFRqNRrbnzi+pqalIS0vLc3tSUpLkuREREShZsmSu262srBAeHi55rr6+PsLCwnLdHhoaKkuXNKWOZ6VylTqulMqtUaMGLl26hMmTJ2Pfvn3aDGNjY7Ru3RozZ85EpUqVJM+dP38+6tevj0aNGqFu3bqoUKEC8Fa4Xb58GTY2Npg3b57kuTlRpUoVzJkzB3PmzNGO2bNq1SqsWrVK5zF7Ctp9UarxkHJC7usNOzs7bdenU6dOwdXVVfbubzmRlpYGPT29LN+HBw4cwNmzZ5GQkIDq1aujT58+MDIy0jnr9u3b6N27d77KNmjQAPv379c5ExK1yP9UqVOnDurUqZPrdhcXF7i4uEiauX79enTq1AleXl5o2bLlB2VJo0aNdL7x26FDhwKVFwQBgYGBOmW+z7///gtfX1/4+fkhKCgIJUuWhKenJ7y8vLS/Ea5evYrvvvsOQ4cO/eibr6dOnZK03gXht99+y9dNtJCQEC71IYjPHerqWES5e/cuWrRogfDwcHz11VfaO+3//vsvLl26BGtra5w4cUKSgSRFUSzwGF+f+t3BChUqoE6dOti2bVuO2z09PXH58mU8fvxY0tymTZsiJiYGV65cydb0OzU1FXXq1IG5uTnOnTunc9bZs2fh6uoKa2truLm5ISoqCq9fv4aBgQHKlCmT7cJeqh9VPj4+aNKkieTjoxWEr776Cvr6+jm+jowxNG7cGCkpKbh69aqkuU5OTmjdujVWr16d4/YhQ4bg0KFDeP78uaS5bdu2xYMHD3Dz5s1sQjc2NhbVq1dHhQoVcPjwYUlzeR7PhSFXqeNKqdx30Wg0iIiIAABYW1vLIlLfJTw8HHPmzMGhQ4eyjXc1adIkrtLk/TF7AGjH7Dlw4AD09fU/asweURRhZGSE2rVr5/v1lONHIM/rDaVITk5G//79sXv3bgiCgN69e2PdunXo1asX9uzZo22tIQgCypcvj/Pnz+d5EyM/GBkZYcWKFfjuu+8+WHbDhg0YMWIEkpOTdcpUGjMzswKVl2rSBKUkcnp6Oi5fvgwHB4dsQznISeZkDaVKlcpXSyNBECTrWrl06VL4+vrin3/+gYGBATw8PODl5ZVrN/AtW7bgu+++k6QbYEZGBpKSknI9zuLi4mBsbCzJzV1HR8cCtx57+vSpzrkEUZShFl9FlB9++AFqtRqXLl3Kdvfq8uXLaNu2LUaOHCnJRbCSXQ6VolevXpgxYwbq1q2LESNGaH90qNVqrFixAjt27MDkyZMlz500aRLat28Pd3d3TJo0SdsU/s6dO5gzZw7u3r2Lffv2SZLl7u6Obdu2oVevXrCyskLJkiW1LSfkZMCAAdi6daui4mvkyJHw8vJCt27dMGXKFO0Apffu3cP06dPx999/Y+PGjZLnfvvtt1i5cqV2MPl3CQwMxKZNmyQfYB5v7/A3bdoU1atX1w6mjLfH1ZIlSxAaGgo/Pz/Jc3kez4UhV6njSqncdxFFUbJWxvnBxsYGixcvznXcOrnJbcye+fPn5zhmz7hx4wosvurXr4+///4bjx49Qvfu3eHp6Ym6devKtEe5I/f1hru7O0RRxJEjR6Cnp5evSRgEQcCJEyc+Ki8nFi1ahICAAHTt2hW2trbw8fFBXFwcDh06hAULFqBFixbIyMjAvn37MGvWLEyZMgWrVq3SKbN06dL5buVy584dlC5dWqe8d3nx4gVEUdTOTJqSkpLj/tjb20s6CUjmTJlff/215JO45IWlpWUWSZGeno4LFy6gatWqstYjcyyrhQsX5jiQvlyUKVMGISEh2lZWPXv2RKlSpbhkjx07Fg0bNsSaNWvQvXv3LDN45kTt2rXxv//9T5LsUaNG4ezZs7l+rho2bKjtKq8rmS1fCYLgCCOKJEZGRmzGjBm5bp8+fTozMjLiWqfPiZSUFNaiRQsmCAKzsbFhjRs3Zo0bN2Y2NjZMEATm7u7OUlJSZMnetGkTMzMzY6IoahdBEJiZmRnbsGGDZDmCIDBfX1/Jnq+w576Pt7c3U6lUTBRFpqenx/T09JgoikylUrEpU6bIkhkTE8OqVKnCRFFkNWrUYH379mV9+/ZlNWrUYKIossqVK7Po6GhZso8ePcqcnJyYIAhZjqty5cqxI0eOyJLJOB7PhSVXieNKydw3b96wlStXsnHjxrGBAweyAQMGZFkGDhwoW7ZSjBkzhtnZ2TFRFFmZMmXYxIkT2Z07d3Itv3XrViYIwkdlBQcHs9mzZ2u/N1xcXNiUKVPYgwcPdNiDgiH39UbTpk1Zs2bNWHp6epa/P7RISaVKlVifPn20f/v6+jJBENjkyZOzlR0wYAD74osvdM4cPHgws7S0ZK9fv86z3OvXr5mlpSUbMmSIzpmMMXbr1i2mUqnY8uXLtesiIyOZIAjZFj09PXbr1i1JchljzNPTk5mYmDADAwPWsWNHtmPHDpacnCzZ8+eXiIgIJggCO3HihOxZzs7ObP78+bLnvM/p06e1x5ienh5r0aIF27hxI4uLi5M1NygoSNbnzwsnJyc2derUXLd7e3szFxcX2fJv377N5s2bx4YNG8aGDRvG5s+fz27fvi1bHkEUNairYxHF0dERI0aMwPjx43PcvmDBAqxcuZLuSOiARqPBli1bsHv3bjx58gR4O8hsly5d4OXlJWtXnswZJd/NbdWqVZ7jjhUUURSxbdu2fM1IIyVK5ebEkydPsGfPHm0Tf2dnZ3z77bdwdnaWLTMxMRHz58/P8biaMGECihcvLlu2RqPB9evXs+TWrFlTlgkE3oXH8VyYcpU4rpTIPXLkCLp27YrExESYmZnl2HJCii40eU1UkBuCIEg+O2omJiYmBRqzJzg4GGfOnNF53MqbN2/C19cXO3bswIsXL1C9enX07t0bffr0kbW1XVG43jAxMcGiRYswePBg4O2spI6Ojti3b1+22SPXr1+PH374Ic9x9fJDUFAQ3Nzc4OTkhA0bNuQ4GcKlS5cwaNAgBAUF4datW5J8lkeMGIFDhw7h0aNH2uuYqKgoWFtbw9fXFw0aNADeni+aNWsGDw8PrFixQufcTJKSkrB37174+fnh6NGjMDIywrfffgtPT098/fXXsneTxjv7e/z48Xy1MNSFpUuXYsWKFbh06ZIis2Omp6fj4MGD8PPzw59//gmNRoM2bdrA09MTHh4eMDAwkDSPZ3fD9zE0NMTy5cvx/fff57h9/fr1GD16tORjXqampmLIkCHYunUrGGPaY1ij0Wi7Tv/+++86zV5JEAS1+CqyLF68mJUrV46FhoZm2xYSEsKcnJzY4sWLFakb8WkgCALz8/NTJHfZsmXs2bNn+V4Igih8VK5cmbm4uEjaIiQnHBwcmKOjY4EWJycn2eqTkJAg23PnlzNnzjB3d3cmiiKbNm2arFlF4Xrj/ZbImS2gcmoRtG3bNiaKoiS5f/75JzM1NdW25uvUqRPz8vJinTp1YuXLl2eiKDITExO2b98+SfLY29Zt48ePz7Iut/2dNGkSq1SpkmTZ7xMZGclWrlzJGjVqxERRZDY2NmzEiBGyt2jM6/2VmoULF7LKlSszCwsLNmjQIDZz5ky2cOHCLMuiRYtkrwdjjMXHx7MtW7aw+vXrM1EU2fTp0yXPGDZsGKtcuXKu26tUqcJGjRoleS5jjJUuXZqNGzcu1+1jx45ltra2kueOHj2aCYLAfvjhB/bgwQOWnp7OMjIy2IMHD9jw4cOZIAhs9OjRkucSRFGDxvgqomg0GpiYmMDFxQWdOnXSzkLz6NEj7N27Fy4uLtBoNFi0aJH2MYIgYOzYsQrWmihs9OnTB3369MlXWUEQJBl8FADGjBmDMWPG5Lv8pz5ZAkF8jjx+/BgLFiyAm5ubrDmFrSVRamoqnjx5kuuA2bdv34a9vb0sYweFhIRg+/bt8PPzw/Xr1/HFF1+gRo0akue8i1LXG/Hx8Xj27Bmio6NzHKC7SZMmOj1/YaBdu3a4desW5s2bhz///BN79+7VbitdujS+//57TJw4EeXKlZMsMzg4GBUrVsyyTk9PD9WqVcvWGtbJyUk7eYQcWFlZYfjw4Rg+fDiePHmC77//HqtWrYK1tTWmTJkiWy5P3m0pmVsrVB7X56mpqThy5AgCAwNx/fp1GBoayjLW6uHDh+Hl5ZXr9q5du2Lbtm2SjLP1Pq1bt8batWvRu3fvbN+L165dw7p169CtWzfJc7dt24a+fftmaxlZoUIFrFy5EnFxcdi2bRuWLFkieTZBFCVIfBVR3j2R+vr6Ztt+69atbN0SSHwR79OyZUvtDF086dmzp3Y6a4IgPk3Kly+P+Ph4pavBnbFjx+Lhw4e4ePFijtuHDBkCV1dXybpavnnzBgEBAfD398e5c+dgaWmJbt26YenSpWjUqJEkGXnB+3ojKioKI0aMwK5du3K86SHX7NE+Pj7a9zQlJQWCIGDFihVZZBTezmYpJY6Ojli9ejVWr16N+Ph4xMXFwczMTNYu2RqNJsvf5ubmuH79erZygiDka1ZAXbhw4QL8/f0REBCAiIgINGzYEO7u7rJm8kTJmfw0Gg2OHTsGf39/7N27F0lJSWjZsiXWr1+PTp06yTK0wqtXr7STJuRE6dKlERISInkuAMyYMQOHDx9G3bp10aFDhywT2+zfvx82NjaYMWOG5Lnp6emoV69ertsbNGiA/fv3S55LEEUNEl9FFJoSl5CCfv36KTLWVrt27QrFGF8EQXw8M2fOxA8//ABPT09FZmm9ePEiTp06hfDwcAwfPhzly5dHUlISHjx4gC+//BImJiay5J48eTLP2Vc9PDywZs0anXP8/Pzg5+eHY8eOwcDAAB06dMD+/fvRqlUrWcbHyQ3e1xvff/899u/fj1GjRqFx48bcZv87evQojh49mmXd+9IrE7nGRTQ1NZV9DEJ7e3vcvHkzX2Vv3rwJe3t7yetw+/Zt+Pn5Yfv27Xj27BmqVq2KH3/8Eb169ULZsmUlz7t27VqWv2NjY4G3rRYtLCxyfIxUN+ccHBwkeZ6CcOHCBfj5+SEgIABRUVGoV68eZs+eje7du6NkyZKyZltZWeHhw4e5br9//36u43/pSunSpXH16lVMmjQJgYGB2LNnDwDAzMwMvXv3xuzZsyWdHTWTb775BkeOHMn1vHD48GG0atVK8lyCKGqQ+CqiKHEiJQiCIIhMTpw4AWtra7i6uuLrr79G2bJloVKpspQRBEHyLi1paWno2bMnAgMDta1/PDw8UL58eYiiiFatWmHs2LGYPHmypLmZRERE5Pnj0crKCuHh4Trn9OnTB0ZGRujQoQM6duwIY2NjpKSkYN++fbk+pnPnzjrnvg/v642jR49i7NixmD9/PrfM91tAfc58/fXX8PX1xZQpU2BjY5NrufDwcPj6+qJ3796SZc+ePRv+/v64d+8enJyc0Lt3b3h6eqJSpUqSZeRE7dq1c5SVw4cPz7ZOihaFly9fhouLS74Gs3/69CnOnTuXZ/fAgtKoUSMYGRmhbdu26NWrl/bGxPPnz/H8+fMcHyOV6FOqu2EmdnZ22LJlCxhjiIiIAABYW1vLOonPjBkz0L17d3Tu3Bk//PBDlu7gK1euxLNnz7Bjxw68efMmy+OUmOyAID5laFbHIk5iYiLOnDmjHYPBwcEBTZs2lXVmOEJafHx80KRJE+4tJorarI5nz56Fq6srrK2tueYSxOdKfmZfk6NL2k8//YTFixdjxYoVcHd3R4UKFbLMzjZs2DD8888/uHz5sqS5mTg5OaF169ZYvXp1jtuHDBmCQ4cO5foDM7+8+/pm/mjL65JPjtf6XXhdb9jY2MDb2ztHKUHoTnBwMKpUqQInJyds2rQJtWvXzlbm6tWrGDhwIIKCgnD79m04OTlJki2KolbI1K9f/4PlpRqiY8uWLQV+jC6zsKpUKmzdulV7nfPmzRvY29vj0KFDaNq0aZayvr6+8PLykvSzm9N3R25I3XX41atXqFOnDsLDw3Ptbnjp0iVZWhIqRV6vd+Z3dk7vA41fSxAFg1p8FWGWL1+OX3/9FQkJCVkuhk1NTTFr1iyMGDFC0fp9arx/ocKLAQMGYOvWrYp0FVICBwcH2bog5YW7u7si729hJCoqCpcvX0ZCQgKqVavGbZy3jIwMPHr0CAkJCXB1deV2HCiVqyTJyclISEiQVfQq1UrG398fw4YNw+DBgxEVFZVtu6urKwICAmTL//bbb7Fy5Uq0adMGHTp0yLItMDAQmzZtyrMrZH45deqUzs8hFTyvN/r06YM9e/ZwFV/vv48fQhAEBAYGylYfOXF0dMT27dvRq1cvfPXVV3BxcUGVKlVgYmKChIQE3LlzB48fP4aRkRH8/Pwkk16ZJCcnY9euXdi1a9cHy0olvnSRWB/D+4KaMYaUlBRuomPTpk1ccnJCqe6GSjJlyhRZW5QRBPEfJL6KKD4+Phg9ejTq16+PUaNGwdXVFXjbd3758uUYPXo0zM3N0bdvX6Wr+smgVONJpXKV+tGq1Ph0SjeOffLkCfT09LTdhlJTU/H777/j7NmzSEhIQPXq1TFixAjY2dlJlrl69Wr4+flBT08P/fv3R79+/bB8+XJMmjQJKSkp2nK9evXCli1bsnVT+1gOHjwIf39/6OnpoW/fvmjevDn27t2LESNGIDQ0FACgr6+PcePGYebMmZJkKpU7atSoApWXsuvfrVu3EBAQAD09PXTv3h2urq64ePEiRo4cqR3Txs7ODt7e3hg0aJAkmYWB8PDwPGeSVKlUSEpKki3f29sbx48fR6dOnVCtWjVUqVIFeNui4ebNm3B1dcW0adN0znm3ZUhGRgaSkpJyHRsnLi4OxsbGOmfmBO/rja5du+LMmTNo3bo1Bg8enGMXWkjYNQsA/vzzTxgaGqJUqVL5Old86j9y27dvj5s3b2LevHk4cOCAVk7g7XfGd999h4kTJ2q7bElFQc7/mQP9EwWHt+h7HyW6GyqJt7e30lUgiKIBI4ok1apVY02bNmUZGRnZtmVkZLCmTZuyatWqKVK3TxVBEJivr2+RyS1qKPU6v3nzhn311VdMFEUmiiJzd3dnb968YQ0bNmSCIGRZbG1tWVBQkCS5vr6+TBAEZm9vz9zc3JgoimzOnDlMEATm4eHBlixZwn777TfWtGlTJooimzt3riS5hw4dYoIgMH19fWZubs709PSYj48PK1asGKtWrRobM2YMGzFiBCtfvjwTRZGtW7fuk859/z380CKKoiS5Fy9eZAYGBtrnNTY2ZkePHmUmJibMzs6Offvtt6x9+/bM0tKSiaLIdu3aJUluTgQFBbGVK1eyiRMnsokTJ7KVK1dKdhznhIuLCxs3bhxjjLHIyEgmCAI7ceKEdnuvXr2Ym5ubbPmMMZaQkMCmTJnCqlSpwoyMjJiRkRGrUqUKmzp1KktISJA8b9iwYaxy5cq5bq9SpQobNWqU5LlMgeuN9z8v7y9Sfo4ysbe3Z4IgsDp16rDFixez0NBQSZ+/sBMXF8devnzJYmNjla6KlpkzZzKVSqV0NT6K9683cvqeymTbtm2SH8+FiaSkJJaUlKR0NQiC+Awg8VVEMTQ0ZCtWrMh1+4oVK5ihoSHXOn3qCILA/Pz8FMldtmwZe/bsWb4XouAo9f5OmDCBFStWjE2YMIH99ttvrEyZMqxx48asRIkSbNeuXSwmJoZFRkayjRs3MkNDQ9anTx9JcuvVq8caNmzI0tLSGGOMTZ06lenp6bG+fftmK9uiRQtWqVIlSXLd3d2Zm5sbi46OZowxNmTIEGZkZMTatm3LNBqNtlx6ejqrVasWq1mz5iedqxTt27dnjo6O7O7duywyMpJ16tSJWVpasnr16mURL1FRUezLL79kDRs2lKUeP/74I1OpVNkEn0ql0sopqZkyZQozMTFhFy5c0P6gPHnyJGOMsXXr1jGVSsUWLFggS7ZSODk5salTp+a63dvbm7m4uMiSzft6Y/PmzflapOb06dNs8ODBzNLSkunp6bEWLVqwjRs3sri4OMmziA8zc+bMT1YIFXXx9ezZM9a/f39mY2OjFdY2NjZswIABLDg4WOnqEQTxiULiq4hia2vLxo8fn+v28ePHMxsbG651+tQRBIFVqlSJubu752tp3ry5ZLk53dXOayEKTkFfZ6nuNJcvX54NHz5c+/e+ffuYIAhszpw52cqOGjWKlSpVSpJcS0tLtmzZMu3f//77LxMEgQUEBGQru2zZMsl+uNrY2LCFCxdq/757926u0nHRokXM2Nj4k85VCjs7OzZ79mzt39euXWOCILAtW7ZkKzt37lxmamoqeR1+++03JggC69atG7t48SKLjY1lsbGx7OLFi6xHjx5MFEW2aNEiyXNTU1NZq1atmJ6enrY1Y7Vq1VjZsmWZIAisXbt2ObZOkoP4+Hh27949du/ePRYfHy9bjoGBQZ6tFNetW8eMjIxkyS5q1xtpaWls7969rHv37szY2JgZGhqyTp06sYCAAJaSkqJ09YoMn7r4mjVrFvvnn3/YP//8w06ePMkEQWBr1qzRrstcZsyY8cnuZ07cv3+fWVlZMZVKxVq3bs3Gjh3Lxo4dy9q0acNUKhUrWbIke/DggdLVJAjiE4TG+CqitGvXDsuXL0etWrXQs2fPLNt27NiBFStWSDoFdVEhPj4+XzOVSU3Pnj0lHa+EyJmWLVtyG8g9kxcvXqBWrVravzPf52rVqmUrW716daxatUqS3OjoaFhZWWn/zpw2O6fpsy0tLZGWliZJbkREBGxtbbV/29jYAECWde9ue3essU8xVylev36NsmXLav/OnCGrTJky2cqWKVMGiYmJktdh/fr16NChA/74448s67/66its374dKSkpWLt2rSSDU7+Lvr4+Dh8+DF9fX+zcuRNqtRqpqamoWrUqZs6cib59+8o+lsyVK1cwceJEnD9/XjteoiiKaNy4MebPn5/jTHm6YGVlhYcPH+a6/f79+7mO/6UrSl5vhIaGIjw8HC4uLtxmqy5WrBg6duyIjh07IiEhAbt378aaNWvQo0cPeHt743//+x+XehCfNv/73/+yHSs5TdiQOavi58KkSZMgiiKuX7+ebSzGO3fuoEWLFpg0aVKWceUIgiDyA4mvIsrcuXPx999/o3fv3hg3bhzKly8PAHj06BHCwsJQsWJFzJ07V+lqfnLMnTtXkVn/2rVrR7MNcqBfv37cX+fU1FQYGhpq/878v4GBQbay+vr6ik06ICXvXsTzvKBXIlep2eAYY1kkfeb/c9pvuV6L4OBgjB49Otft33zzDQ4fPixLtiAI6NOnD/r06SPL8+fFpUuX0KxZM+jr62PQoEFZBnv39/dHkyZNcPr0adStW1eyzNatW2Pt2rXo3bs3atSokWXbtWvXsG7dOnTr1k2yvHdR4nojMDAQP/30Ex49egQAOHbsGJo3b47IyEh8/fXXmDJlCjp16iRp5vukpqbiyJEjCAwMxPXr12FoaFhkZl8mdEPJWRWV5syZMxg3blyOE5BUqVIFI0aMwKJFixSpG0EQnzYkvooo1tbWuHbtGtauXYtDhw7h2bNnAAA3Nzf89NNPGDx4cJYf2wRRmHjx4gV2794NIyMj9OzZE2ZmZkhLS8OmTZvw119/ISMjAzVr1sTAgQNzbKH0qcFTRrzL1atXtd8D8fHxEAQB58+fR0xMTJZyV65ckTQ3ODhYO6tgbGws8PZHsoWFRZZyUs/wqUTurVu3CvReSvm+JyYm4s2bNwCg/Tc+Pl77/0wSEhIky3wXGxsb3Lx5M9ftN2/ehLW1teS5w4YNQ9++fdGgQQPJnzs/TJ48GWXKlMH58+dRqlSpLNu8vb3RsGFDTJ48GceOHZMsc8aMGTh8+DDq1q2LDh06oHLlysDbFhT79++HjY0NZsyYIVneu/C+3ti/fz86d+6M+vXrw9PTM8uMaSVLlkSZMmWwefNmWcSXRqPBsWPH4O/vj7179yIpKQktW7bE+vXr0alTJ26tzj5XMr+f88OrV69krYucKD2ropKkp6fDyMgo1+3GxsZIT0/nWieCID4TlO5rSfAnKSmJjR07lu3bt0/pqnxW0KyOfLh79y4zNzfXDoLt4uLCXr9+zRo3bswEQWDm5ubMxMREOyOhVAOhKvn+1qxZk3l4eDAPDw/WunVrJggCq1+/vnZd5lKzZk3JxvpQarbBnMZS4zE7m1K5SlEY9jdzYPs5c+ZkGVA/ISGBzZ07V7YB7s3MzJgoiqxcuXJsypQp7N9//5U8Iy9MTEzY/Pnzc90+b948ZmJiInnuq1evmJeXV5bvT3Nzc9avXz8WEhIieZ5S1K5dmzVr1oyxXAYFnzlzJitbtqykmX/99Rf74YcfmI2NDVOpVKxhw4Zs5cqVLCIiQtKcok5Bxtr8HL6niyKNGjViFStWZDExMdm2xcbGMldXV9a4cWNF6kYQxKcNtfgqghgZGWHt2rWoVKmS0lUhJMDBwQEmJiZKV4Mb3t7eMDQ0xN69e1GqVCkMGzYM7du3R3BwME6fPo0mTZoAb7u69OrVC5MnT8a2bduUrvZH88UXX+DNmzdZWuE4ODggNDQUoaGhOZaXglOnTknyPAVFqS4eRa1rydSpU5WuAmbMmIEbN27gl19+wZQpU1C6dGngbUuNjIwMuLu7Y/r06ZLnhoeHY9++fdi2bRvmzp2LmTNnonbt2vDy8kKPHj1QsmRJyTPfRRRFZGRk5LpdrVbLMlaknZ0dtmzZAsYYIiIigLetsZQYH4gxhlOnTiE1NRWNGjWCqampZM99586dPLtC2draIjw8XLI8AGjUqBGMjIzQtm1b9OrVS9ul8fnz53j+/HmOj6FxOQtOUfueLopMmzYNrVu3RsWKFTFgwADtuKoPHz7Eli1bEBUVhZUrVypdTYIgPkEExhhTuhIEf5o0aYKaNWtiyZIlSlfls+HMmTNwdXXVDopNyIO9vT2GDh2KX3/9FQBw+fJl1KtXDwsXLsw2CPaECRPg4+OD169fK1RbgiA+RGBgYJYucA4ODmjbti08PDxklzLR0dH4448/4Ovri7/++gt6enr4+uuv4eXlhQ4dOsjS5b9Nmza4ffs2/vrrLzg4OGTZ9vz5czRs2BBubm44ePCg5NlKMHnyZFy4cEEr0xljaNWqFU6ePAnGGL744gucOHECzs7OkuRZWVnh559/xvjx4xEVFQVra2scP34czZs3BwD88ssv2LJlC0JCQiTJwztj5CEf3ZEzByNXq9WS5RPE58Tx48cxYcKEbF3hq1evjgULFqBFixaK1Y0giE8XEl9FlGvXrqFt27aYOXMm+vfvDz09avxHfBoUL14cy5cvx8CBAwEAISEhKFu2LAIDA+Hh4ZGl7Lp16zBmzBgkJSUpVFvicyAyMhJ169aFr68v6tevr3R1ZCc6OhpdunTBwoULsw2E/jnz/PlzTJgwAQEBARAEAaampujatStGjRqFqlWrSpZz/fp1NGnSBBkZGejUqVOWFg2BgYHQ09PDuXPncpy59VOkYsWK6NixI+bNmwcACAgIQI8ePTBr1ixUq1YNQ4YMQbNmzbB161ZJ8rp27YqHDx/i+vXriI2NzSK+wsLC4Obmhvbt20vaemjLli0FfkxRHseJIPJDWFhYlhsi74+JSBAEURDIdhRR+vfvD1EUMWTIEIwaNQplypTJNpikIAh5DjxMEErg6OiI69eva//O/P+lS5eyia+LFy9ma1FBEAVFrVYjODgYycnJSleFC2lpaTh9+jSio6OVrgoXXrx4AV9fX/j6+uLu3buwsrJCjx49oK+vj23btmHz5s1Yvnw5hg0bJklejRo1cOnSJUyePBn79u3TinljY2O0bt0aM2fO/KyGIggJCYGLi4v27927d6NSpUr4+eefgbeTDaxevVqyvFmzZqFevXqoU6cOunXrBkEQcOTIEZw8eRJr164FY0zyrr4ksQhCekqVKkWyiyAIySDxVUSxtLSElZUVKlSooHRVCKJA9OnTB97e3ihevDhsbGywcOFCODs74+HDh1i8eDE6dOgAtVqN7du3w8fHB2PGjFG6ygRBvKVDhw4FKi8IAgIDAyWvR0xMTLYuju3atcOMGTPQrl07FCtWDAAwZ84c9OrVC9OnT5dMfAFApUqVsGfPHmg0mizjbckxtpfS6OnpITU1FXjbze/EiRPw8vLSbre1tUVkZKRkeRUqVMD58+cxevRo/O9//wNjDAsWLAAANGvWDCtXrtSOwUUQROFDrVbjyJEjCAoKQnR0NN7vnCQIAv73v/8pVj+CID5NqKsjQRCfFKmpqfD09MSePXuAt2N+7d69GxYWFmjcuLF20GLGGCpXrozz58/D3Nxc4VoTnzKvX7+GnZ1dlnGCPmfk3F9RFGFoaIhSpUpl+zGTE4IgICgoSNI6dOrUCYcOHUJaWhq++uoreHl5oWfPnihRokSO5f38/NCnTx9oNBpJ61FUaNy4MdLT03Ho0CHs2bMH33//PY4fPw53d3cAwJQpU7Bp0ya8ePFC8uzo6Gg8fvwYGo0G5cqVg7W1teQZBEFIx9WrV9GlSxe8fPky13MEjZFHEMTHQOKriOLj44MmTZrketfz2bNnOHPmTJa7sgRRmHj16hXi4+Ph7OysHaMuLi4OO3fuRHh4OL788kt4eHhoW24QxMeSmJiI3377Df369ePeUiQ5ORkJCQlcf7DHxcVh9OjR+Omnn1CxYkVJn7ts2bIICQlB7dq14enpiZ49e3LvyuLk5IQ+ffrAy8sL5cuX/2D5iIgI3Lt3D02bNpWsDtHR0fD398+zRcOGDRsky1OSY8eOwcPDA+np6QCAhg0b4uzZs9rttWrVgoODA3bv3q1gLQmCKAzUrVsXwcHB2LBhAxo3bgwLCwulq0QQxGcCia8iikqlwtatW+Hp6Znj9h07dsDT05PuqHwEsbGx0NfXzzJmWnR0NK5fv46MjAxUrVqV6w+9Fy9eoFq1avD19UWbNm245RKEroSGhsLOzk7pasjOrVu3EBAQAD09PXTv3h2urq64ePEiRo4ciWvXrgEA7Ozs4O3tjUGDBildXZ05c+YM/Pz8sHPnTsTFxaFp06bo3bs3unbtClNTU6WrJztHjhxB165dkZiYCDMzsxxbmsnR0k1J7t27h2PHjsHCwgI9evTQzpYZHR2N6dOno2PHjmjWrJkkWT4+PnluFwQBhoaGsLe3R82aNWFgYCBJLkEQumNoaIhZs2Zh3LhxSleFIIjPDBJfRRRRFLFt27ZcxdfGjRsxbNgw7bgcxIdJTk6Gp6cn9u3bB1EUMXr0aPz2229YtWoVfvrpJ+0AxqIo4rvvvsOqVaskGc8l84dxbrx69QodOnTAokWL0KRJEwBAzZo1dc4tLNy/fx9PnjxBfHw8TE1N4eLiInkrlcJGamoqrl27hvDwcDRs2BAlS5aUPfP58+eYPXs2Tp06hYiICOzduxdNmjRBZGQkpk+fjgEDBkg+A6Cenh6aN2+Ovn37onPnzihevLikz/8hnj59ikOHDmWZVapNmzZwcnKSLOPSpUto2rQp0tLSAABGRkbYu3cvOnfuDFNTU3z11VfIyMjAhQsXEBMTg4CAAHTu3Fmy/EzUajUCAgJw6tQphIeHY/r06XBzc0NsbCxOnDiBhg0bwtbWVtLM9PR0HDx4EH5+fvjzzz+h0WjQpk0beHp6wsPD47MVElWqVEFqaip2794NNzc3pavz2SGKIgRBAN52eX+Xd9cLggAzMzP8/PPPmDhxoiJ1JQgiKy4uLhg6dCjGjx+vdFUIgvjMIPFVhLh16xZu3LgBvJ3VcciQIahfv362cjExMVizZg1UKhVu376tQE0/TWbMmIGpU6fCy8sLpUqVwpo1azBq1CjMmjUL/fr1Q4cOHZCeng4/Pz/s27cPs2fPxk8//aRz7rsX+R8i82L/c2jJt3btWsyaNQshISHZtpUtWxa//vrrZ9E65n2WLVsGb29vxMbGAm+7ETVv3hyRkZGoWLEi5s+fj4EDB0qaee/ePTRu3BgajQZfffUVjh07ps3FW5Fao0YNybtmzZ49G35+frh37x6MjY3x7bffok+fPmjVqpXsg4CPGzcOS5cuzTaukyiKGDNmDH777TdJcjw8PHDnzh0cOHAAtra2+P7773HmzBl8+eWXOH78uFb2vXnzBvXr14e1tTXOnz8vSXYmMTExaN26NS5fvgwTExMkJiZq31+1Wg0HBwd4eXlh9uzZkua+S0JCAnbv3o01a9bg0qVL8Pb2lnTw4sIyqD7etmhYsGABRo4cKcvzF3Vu3bqFfv36wcrKCj/88IN2RslHjx5h5cqViImJwYoVK/D69WssX74cp0+fxooVKySdvIAgiI9j/fr1+O2333DlyhWYmZkpXR2CID4jSHwVIaZNm4Zp06YBby/q83rrLSws4OPjg/bt23Os4aeNq6srGjRooP3xn9lddODAgVi/fn2Wsm3btsXTp09x//59nXMNDQ2hr6+PsWPHoly5ctm2R0REYOLEiRg5cqS2pdenPvX6+PHjsWjRIlhaWqJTp06oUqUKTExMkJCQgNu3b2Pv3r2Ijo7G+PHjMW/ePKWrKxmbNm3Cd999h549e6JVq1YYOHBglgHIu3fvjpiYGBw9elTS3Pbt2+P+/fu4ePEiBEGAjY1Nltz//e9/2LFjB/79919JczO5fv06fH19sX37drx69Qo2Njbo1asXevfujdq1a0uet3DhQkyYMAFdu3bFuHHj4OrqCrxtXbh48WIEBATgt99+w9ixY3XOKl26NEaOHImff/4ZeLuvtWrVwubNm7ONsThv3jzMmjULcXFxOue+y9ChQ+Hr64vdu3ejRo0a2d7fMWPG4PTp09obJ1KTmpqKP//8E35+fjh48CBEUcSaNWvQt29fyTIKw6D6mbi5uaFXr1745ZdfZHn+wsihQ4ewaNEiXLt2DbGxsTm+B1LdkBkwYABCQ0Nx+PDhbNsYY2jTpg3s7e3x+++/Q6PRoHHjxoiLi6MbfQRRCFi0aBF8fX3x4sUL9OzZE2XLloVKpcpSRhAESc6/BEEUMRhRZHj16hW7evUqu3LlChMEgc2YMYNdvXo1y/LPP/+wBw8esPT0dKWr+8lhbGzM1q9fr/37xYsXTBAEtmfPnmxlV61axQwMDCTJffLkCfPw8GCGhoZs0qRJLD4+Psv24OBgJggCCwwMlCRPaS5dusQEQWCdO3dmCQkJOZZJSEhg3377LRNFkV25coV7HeWicuXK7Ntvv2WMMRYZGckEQWAnTpzQbp87dy4rXbq05LmmpqZswYIFueauW7eOGRsbS577PhqNhh0/fpwNHDiQmZubM1EUmaurK5s1axZ79uyZZDkVKlRgHTt2zHV7x44dWYUKFSTJEkWRbd26Vft3eHg4EwSBHT9+PFvZrVu3MlEUJcl9F1tbW/bzzz8zlsv7u3LlSmZubi5pplqtZocPH2b9+vVj5ubmrFixYqxNmzZs69atuX6udcHe3p4JgsDq1KnDFi9ezEJDQyXPyC979+5lZcqUYU+fPlWsDjzZuXMnE0WRubm5seHDhzNBEFjv3r2Zp6cnK168OKtevTrz9vaWLM/CwoKtWrUq1+0rV65kJUqU0P69cOFCZmhoKFk+QRAfjyAIH1zkOA8SBPH5o6e0eCP4YWdnpx0o+tSpU3B1dYWNjY3S1fpssLS0xJs3b7R/R0VFAW+7KL1PVFQUrKysJMktV64c9u3bhyNHjmDMmDHYvHkzZs6cie+++06S5y9sbNiwAXZ2dvDz88t1DKDixYvD398f5cqVw4YNG2RpFaQEjx8/xqhRo3LdbmlpqT3upESj0cDY2DjX7REREVzGYxIEAY0bN0ZMTAxCQkJw9OhRPHr0CN7e3pgyZQo6deqEZcuW6TwgfnBwMEaPHp3r9m+++SbH1iQfA2MsS7fNzP/n1H35/9q787ia8/0P4K9vixZKksoySdmGmBhDY4ssjbKTFqQxCJcwthk1wzBDjLHEKLmULXtqJpFlTHON7c5YBlkiYaiQSqJ0Ouf3x+X8NC3C95xv5/R6Ph73cZ2+39P7de61dN7n83l/Krql+U3l5OSUO7essLAQMplMlFrHjx9HVFQUdu3ahczMTDg5OWHhwoUYNmyYSmfV3blzRzlUf8GCBZg5c6ZkQ/WPHDmCOnXq4P3330evXr3KXNGwcuVKtWVSpUWLFqF9+/Y4duwYsrKyEBoaitGjR8PFxQWpqalwcnISdW6eXC7H1atXy7x+5cqVYluYDQwMlMP2iUhaN2/elDoCEWkpNr6qKDGPZaf/6dSpE8LCwtC/f39YWlpi7ty5MDIywu7du9GnTx/lm/Hr169j9erVojdjXF1dceHCBSxfvhyff/45fvzxR6xYsQINGzYUtY7UTpw4AQ8Pj9c2WgwNDeHh4YGjR4+qLZuqmZmZ4eHDh2VeT0pKUsmJoW3btsW+ffswceLEEtdkMhm2b98OJycn0eu+6ujRo9i6dSv27NmDx48fo1WrVli6dCmGDx8OPT09REREYOHChRg5ciQOHz78TrUsLS1x/vz5Mq+fP38ederUeacar8rLy1M2yF/+d25ubomm+ZMnT0Sr+Sp7e/tyD8k4ePAgWrRoIUqtzp07w8jICG5ubvD29oatrS3w4vCE27dvl/ocsQ7jcHZ2hrOzM1avXq0cqj9p0iRMnDhRrUP1V69erfx1XFxcqfdoU+MrKSkJixYtgq6uLvT0/vdjZ2FhIQDA1tYWEydOxOLFi0ts7X1b/fv3x5o1a9C4cWOMGTNG2dTKz8/HunXrEBYWBk9PT+X9J06cUM4BIyJpadvPrERUebDxVUW9nN1SHkEQcOTIEbXk0QbffvstPvroI7Rs2RJ4sZJjwYIFsLW1RePGjdG2bVsUFRXh7NmzKCoqwrx580TPoKenh5kzZ2LkyJGYPXs2XFxc0KVLF5WtFJHCnTt3lDOXXqdFixavPdpek7i5uSE8PLzUBtSlS5ewbt060QfbA8CXX36Jvn37YsKECfDy8gIAZGRk4PDhw1i4cCEuX75c7M28WM6fP4+tW7di27ZtuHfvHqytrTFmzBj4+vqWOA1vxowZMDQ0FOUkKA8PD6xcuRK2traYPHmycsB8Xl4eVq9ejX//+9+YOnXqO9d5afz48Rg/fnyxr5V2cuPLwynENmbMGMyePRvdunVDjx49gBd//xcUFGD+/Pk4cOAAwsPDRav37Nkz7NmzB9HR0eXep6rDOPT19TFgwAAMGDCg2FB9T09P0Yfql+afByZoO2NjY1SrVg140bw3MDBAWlqa8rqVlZWoqzxWrlyJGzduICAgADNmzFB+6JSWlobnz5+jffv2yqZifn4+jIyM8Pnnn4tWn4jeXV5eHhITE4udquzs7Kz2052JSHuw8VVFyeXyEm+gioqKcOvWLdy5cweNGzdG/fr1JcuniRo3bowLFy5g06ZNyM3NRbdu3eDq6goA0NXVRWhoKB48eIBevXph5syZKt1+Z21tjY0bN2LChAmYNWsWbGxsyt2qpkkeP35c4W1JNWrUQG5ursozqcu3336LDh06wMHBAf369YMgCNi4cSM2bNiAPXv2oG7duvj6669Fr9unTx9ERkZiypQpygbIiBEjoFAoYGpqik2bNqFr166i123Tpg2MjIwwcOBA+Pr6olevXuWe5tiyZctST6p9UwsWLMC5c+cwZ84cfP3116hXrx4A4N69e5DJZOjevTvmz5//znUAYO7cuaJ8n3cxZcoUXLp0Cd7e3jAzMwMA+Pj4IDMzEzKZDP7+/qJtnY6IiBDl+4ihoKAACQkJiI2NxdmzZ2FoaKhcgUbiadasGZKSkpSPHR0dsXnzZowYMQIymQxRUVGwsbERrZ65uTl+//137N27FwcOHFCuJOzduzdcXV0xcOBA5d8jhoaGJQ6fISJprVq1CkFBQXjy5EmxgzBMTEzw3XffYdKkSZLmIyLNxFMdqYS4uDiMGzcO+/btQ5s2baSOQ1SMjo4Otm7dCm9v79feu3XrVvj6+oq+YkRK9+/fx5w5cxAdHY3s7GzgxQ+DQ4YMQXBwsErn9uXl5eHQoUNITk6GXC6Hvb09XF1dVTYfKTIyEkOHDkWNGjVU8v1fJzY2Fvv37y/2ibObm5uy6ahtjh07ht27dxf7/3fYsGEqaWpKRS6X49ChQ9i2bRtiYmLw9OlT9OzZEz4+Phg0aJBaVxPcvHmzxO+vPn36iDrvqjJYunQpQkJCkJycDAMDA8TFxWHAgAEwMjKCIAjIy8vDhg0b4OfnJ3VUIpLYpk2b4Ofnh48//hgBAQHFTlVetWoVTpw4gcjISFFP/SWiqoGNLyrVrFmzcOrUKSQmJkodhd7Q5cuXcePGDeTm5sLExASNGzdG8+bNpY4lGh0dHbRp06ZCKxLv3r2Lc+fOaUXj6+XqFFtbW7Ru3Rp4MVReLpejTp065a6Eeleq2mJXnqdPn6JLly4YO3ZsiW2Aqq47YsQIDBkyBMOHD1db3dJkZWVhyJAh+OGHH1T2IURler2qVNpQfR8fH5UP1S/L9OnTsXLlyhLbHnV0dDB16lQsXbpU7ZnU6T//+Q+io6Ohq6sLd3d3dO/eXfQa/9wqZWtri65du3KrFFEl5ujoCDMzMxw5cqTEoR9FRUXo0aMHsrOzce7cOckyEpFm4lZHKpW9vb1KZvZUBRkZGVi9ejUOHjxYogH1ySefYOLEiSpZlbN27Vp89913uHv3bolr7733HoKCgjBmzBjR66qbjY0NHj16VOppmWXdrw2qVaumnD31svEl5oD18tSvXx8eHh4YNmwYOnXqpJaaxsbGuHnzptobbsbGxjh8+DD69Omj1rqlef78OX799VdkZWWprEZler2qJOVQ/X/64YcfsHz5cgwdOhTTp08vtqJh+fLlWL58OerXr49p06appL7UZDIZLCws4OPjg/fff18lKzq5VYpIM129ehVLly4t0fTCi7EhHh4eoszyJKKqhyu+qASZTAZXV1ckJyeX+YaASnf06FEMHToUWVlZMDIyQtOmTVGjRg08efIE165dw7Nnz1C7dm3s3bsXnTt3Fq3ujBkzsGzZMpibm2PQoEFwcHBQ1r1w4QJiYmKQlZWFGTNmYPHixaLVJfVycHCAl5cXgoKC1FrX29sbcXFxePr0KerXr49hw4Zh2LBhaN++vUrr+vj4ID8//7VD0MXm5uYGa2trbNiwQa11/ykjIwN169bF4cOHK3QgyduqLK9XlV5dEfm6Zqqqhuq/1Lx5czRv3hwxMTGlXh84cCCuXLmCK1euqKS+usTHx2Pbtm3Q09PDyJEj4eLigpiYGEyaNEk53L5atWqYPn06vv32W9HqcqsUkeaytrbGyJEj8f3335d6febMmdi0aRMyMjLUno2INBsbX1VUWSe/ZWdn4+TJk0hPT8eyZctEPblM2z18+BDvv/8+dHV1sWLFCgwdOlR5dDteNBR37dql/N80KSkJtWvXfue6p0+fhpOTEwYNGoRNmzaVuo0jLy8PI0aMwE8//YRTp06pdLA+qU5UVBQ+//xzJCYmolmzZmqt/ezZM8TFxWHHjh3Yv38/8vPzYWtrC09PTwwbNgyOjo6i17x8+TI8PDzQpk0b+Pv7o1GjRjAyMipxn7m5uah1U1JS4OrqCk9PT4wfPx4NGjQQ9ftXlLoaX5Xl9arSxo0b3/g5o0aNUkkWQ0NDLF++HBMmTCj1emhoKKZNm4b8/HyV1FeHAwcOwM3NDfr6+jAyMlLO8frss8/QokULdO/eHTKZDAkJCbhx4wbCwsIwduxYUWpzqxSR5vrss8+wdetWREZGKk+RfmnHjh3w8/PD8OHD8e9//1uyjESkmdj4qqJsbW1LfOotCAJq1aoFe3t7jBkzBr1795YsnyZatGgR5s2bhz/++AOtWrUq877z58/jo48+woIFCzB79ux3ruvv74+4uDikpKTAwMCgzPvy8/NhZ2eHAQMGIDQ09J3rSiU/Px9Tp05Fy5YtMXny5DLvCwkJweXLlxESEgJ9fX21ZlSVgIAAHDlyBNeuXUO3bt1ga2tbohEkCAJWrlyp0hx5eXn46aefsGPHDiQkJOD58+do0qSJ6CtUKrpKR+yVOSYmJpDJZHj+/DkAQE9Pr8SfLUEQkJOTI2rdf3r8+DGmTJmC2bNnq3ROX2V5vVWFjY0N3NzcEBYWVur18ePHY9++fbhz547as4nFxcUFDx8+xG+//QYzMzOMHz8emzZtQvfu3REXF6f88yyTyeDk5ASFQoE///xTlNpGRkZYunQp/vWvf5V6/ccff8SMGTPw7NkzUeoRkXgePHgAZ2dnXL16FdbW1mjSpAkAIDk5Genp6WjevDkSExMlmc1IRJqNM76qqNTUVKkjaJ2DBw+iX79+5Ta9AOCDDz5A//79ceDAAVEaXydOnICHh0e5TS+8WGXg4eGBo0ePvnNNKYWHhyMyMhJJSUnl3ufu7o5Zs2ahdevWZa6s0DSvzt07cuRIqfeoo/FVvXp1eHt7o1+/foiMjERgYCCSk5NFr/P1119LcnrikCFDKsWpjaampoiIiFB5ncryequKl7P6bG1tMXnyZOUq3by8PKxevRr//ve/NX619aVLlzB79myYmZkBL5r24eHhGDFiRLHfa3p6ehg+fLio27dr1qxZ7s84qampMDU1Fa0eEYmnTp06OHPmDNauXVvs1NtWrVph9uzZGDduHAwNDaWOSUQaiI0vIpFcvnwZs2bNqtC9nTp1Em3W1p07d5QzTF6nRYsW2LRpkyh1pbJz504MGTIEdnZ25d5nb28PDw8PbNu2TWsaX/88AU4KT58+xU8//YSdO3fiwIEDKCgogL29PQICAkSvNW/ePNG/Z0VERkZKUhcvVq/t2rULR48exf379zF//ny0atUKOTk5OHLkCDp16gQrKytRa0r5equiBQsW4Ny5c5gzZw6+/vpr1KtXDwBw7949yGQydO/eHfPnz5c65jt58OBBsd+nLw90Ke33rqWlpajbOt3d3bFq1Sp8+OGHpW6VWr16tVafYEqk6QwNDTFlyhRMmTJF6ihEpEXY+KrCHj9+jDVr1ijfYK1duxbt27fHo0ePEBkZif79+6Nx48ZSx9QY2dnZFT5lr3bt2sjOzhal7uPHj2FiYlKhe2vUqIHc3FxR6krlwoULFX7T0rFjR/z8888qz6Tt8vPzsW/fPuzYsQPx8fF4+vQpbG1tERAQAE9PT7Rp00YtOV5uTSptzpcY8vPzERsbi5s3b8LCwgLu7u6oW7euSmqVJjs7G5988glOnz6NGjVqIC8vT7mdt0aNGggICICvry8WLlwoSj2pX29VZWxsjCNHjiA2Nhbx8fHKQ2Q++eQTuLm5oV+/flqxAu/V16DO1xMcHIwTJ05g+PDhmD59eqlbpYKDg9WWh4iIiKTHxlcV9ffff8PZ2Rl37txRzuZ58uQJ8GJQ9Nq1a3Hr1i2Vb5nSJs+fPy/1+OXS6OrqorCwUJS6L08ge5P7Ndnz589RrVq1Ct1brVo1FBQUqDyTtqtTpw6ePn2KevXqYdy4cfD09ESHDh3UUvv27duYO3cu4uPj8fDhQwBQNmnmzp2Lhg0bilLn/v376NixI27evKn8M2JsbIyYmBj07NlTlBqv88UXX+DSpUtISEhAmzZtlKtk8OLvjKFDhyI+Pl6UxldleL1V3YABAzBgwACpY6hMamoqzpw5AwDK+XDJycnK7Y8v3bx5U9S63CpFpFnedMW4OkY6EJH2YeOripo5cyZyc3Nx7tw5WFpaFnuDhRfHqcfFxUmWT1P98ccfFfqB+r///a+odZcuXYpt27a99r67d++KWlcK9erVw8WLFyt078WLF5XbiLSBjo5OhZqcYg979/Pzg6enJzp37izq932dK1euoHPnzsjOzkavXr2UW3qvXLmCTZs24eeff8axY8dEOeFywYIFSE1NxbRp0+Di4oLr169jwYIF8Pf3x40bN0R4Na8XExODyZMno1evXsjMzCxxvWnTpqJtS6wMr7cq6d+//xvdLwgCYmNjVZZHHb766it89dVXxb42ceLEEve96Yc35Xn27BkCAwPRvXt3bpUi0hCrV6+GIAgV/mCWjS8iehtsfFVRBw8exLRp09CiRYtS32DZ2dlp9IlSUlmxYgVWrFhRoXvF+kHfxsYGjx49wqNHjyp8vybr2bMnNm3ahC+//LJEw/ZV9+/fx6ZNm+Dh4aHWfKpU2rD3oqIipKamIiYmBs2aNUPfvn1Fr7tq1SrRv2dFfPHFF9DR0cHZs2dLHBpx8eJF9OjRA1988QX27t37zrUOHjwIX19fLF26VPk1Kysr+Pj44OrVq6I0114nJycHjRo1KvN6YWEhZDKZKLUqw+utSuLi4mBoaAhra+sKvbnT9K2O6jiUoTRGRkZYu3YtWrRoIUl9InpzBgYGEAQBffv2hY+PD9zd3bXmNG4iqjzY+Kqinj17Vu48Kk2fAyUFqU5LrGondM6ePRtbtmyBi4sL1q9fX+qWu1OnTmHMmDHIz8/HzJkzJcmpCuUNe09LS4OTkxOaNm36znV+++03AEDXrl2LPX6dl/eLJTExEdOnTy/1pFQHBwdMmjQJy5YtE6XW7du3S5yy2rlzZygUCmRkZKilEWRvb6/cGlaagwcPivaGvjK83qqkfv36uHv3LiwsLODj4wMvLy9YW1tLHUtlRo0aJVntDz/8sMKrgolIevfv30d0dDSioqLg4eEBExMTDBkyBD4+PujevbvU8YhIS7DxVUW1aNECv/32G/z9/Uu9HhMTo7aB1drC2dlZ6ghVgp2dHXbu3Alvb2907NgRdnZ2aNWqFUxMTJCbm4uLFy/ixo0bMDY2xvbt22Fvby91ZLWoW7cuxo8fjwULFsDb2/udvle3bt0gCAKePXuGatWqKR+X5eVWJbG3WBYWFpY7yN7Y2Fi0WXkFBQUltim/fCzWKqvXGTNmDGbPno1u3bqhR48ewIuVPwUFBZg/fz4OHDiA8PBwUWpVhtdbldy5cweJiYmIiorCggULMHPmTDg7O2P48OEYOnRohQ8ooddbsWIF3Nzc4ODgAD8/P+jp8UddosrMxMQEo0aNwqhRo5CRkYHt27cjKioK69evR926deHp6QkfHx+0a9dO6qhEpMEEhaZPuqa3smXLFowaNQoLFy6Eh4cHGjdujIMHD8LW1hbffPMNoqKisGfPHgwcOFDqqBrl5MmT0NPTK/cf5z/++ANFRUWiDQfPz8/H1KlT0bJlS+UJcKUJCQnB5cuXERISohVLyFNTU7F48WLExcUVm11Wr1499O3bF7NmzYKdnZ2kGdUtJCQEs2fPVp5++LYSExOBV5q5Lx+/jtjN3y5duuDhw4c4efIkatasWeza48eP4eTkBAsLiwqvSCuPjo4Ovv32W3zyySfKr+Xk5KBHjx4IDQ3FRx99VOI5bdu2fee6r1IoFBg3bhzWr18PMzMzZGdnw8rKCpmZmZDJZPD390doaKgotSrD662qCgsLER8fj6ioKMTFxUEul6NPnz7w8fFBv379YGBgIHVEjda6dWs8fPgQGRkZMDAwQP369Us00AVBwPnz5yXLSESvd+PGDWzduhVRUVFITk7GokWLMGvWLKljEZGGYuOrCvvuu+8wb948KBQKyOVy6OjoQKFQKN8Q/XMbDJXv6NGjyvlTw4cPL/O+rVu3wtfXF4mJiaIMCw8JCcGsWbOQlJRUbqPnxo0baNmyJZYvX44JEya8c93KJDc3F48fP4apqWmVXTlx8eJFDBw4ENWrV9eaN3S//PILPvnkE9SuXRuffvqpchvn1atXsXHjRmRmZuLAgQOibIUo6+CA0gZvq2qF20vHjh3D7t27kZycDLlcDnt7ewwbNkzUraSV6fVWZU+ePEF0dDTCwsJw6tQpzJs3r8RAeHozr1uh+pJU4wmIqGL+/PNPREVFYfv27UhLS8PKlSvL/YCXiKg8bHxVcbdu3UJ0dDSuX7+ufIM1ePDgKrdSRgyenp64efMmTp8+/dp7nZycYGdnh6ioqHeu27lzZzRs2BBbt2597b0jR47ErVu3RFkhQ+rXqFGjUt/QZWdnIycnB8bGxoiJiVFuk9MGhw8fxsyZM0s08xwdHfH999+L9lo3btz4xs8Rc47R06dPMWLECAwZMqTcxrlYpH699L/tpnFxcYiKikJ8fDx0dHQQFhaGkSNHSh2NiEgS165dQ1RUFLZt24bk5GQ0b94cPj4+8PHx4XsTInonHHxQxTVs2BDTpk2TOoZWOHbsGCZNmlShewcOHIjVq1eLUvfChQsVfqPcsWNH/Pzzz6LUJfVzdnYu0fgSBAG1atWCvb09vLy8YG5urpLa+fn52LNnD86cOYOcnBzI5fISOdavXy963Z49e+Ls2bNIT0/HrVu3gBd/b4k9GFzqpo6xsTEOHz6MPn36qKWe1K+3qpLL5Th06BC2bduGmJgYPH36FD179sS6deswaNAgVK9eXeqIGu3UqVO4efMmLCws0Llz5xJz7Iio8rl79y62bduGbdu24ezZs2jQoAG8vLzg4+MDR0dHqeMRkZZg46sKad269RvdzxkYb+bhw4eoW7duhe61trbGgwcPRKn7/PlzVKtWrUL3VqtWDQUFBaLUJfWLjIyUpO6tW7fQvXt3pKamwszMDDk5OTA3N0d2djaKiopgYWGBGjVqqDSDtbW1Vp+ChxerN0+cOIGxY8dKHYVEdvz4cURFRWHXrl3IzMyEk5MTFi5ciGHDhsHCwkLqeBovNzcXffr0wYkTJ5Rfs7a2xr59+/jGmaiSs7GxgaGhIdzc3BAUFISuXbsqP+R79OhRqc9R1Yd8RKS92PiqQszNzSs09yI9PR1Xr16t0L30/0xNTZGenl6he9PT02FqaipK3Xr16lX46PaLFy+iXr16otQl9Rs9ejT8/f3LPBjh9OnTCAsLw4YNG0StO3PmTOTk5ODkyZOws7ODpaUlduzYgU6dOiEkJASrV69GQkKCqDVf9dtvvyElJQVZWVn45+58QRC0ZtXq6tWr4erqiqCgIIwfPx4NGjSQOhKJpHPnzjAyMoKbmxu8vb1ha2sLALh9+zZu375d6nN4mEDFLVmyBMePH8fgwYPh4uKC69evIzQ0FKNGjeIHeESVnEKhwLNnzxAdHY3o6OgKPYczJ4noTXHGFymlp6dj8eLFWLt2LQoLCzFy5EjR30BrMzc3N9y/fx9//PHHa+9t164d6tSpg/37979zXX9/f+zevRuXL1+GpaVlmffdv38f77//Pjw8PBAWFvbOdUn9dHR0sGXLFvj4+JR6fceOHfDx8RH9B0ILCwtMmDABCxYswKNHj2BhYYFDhw4p52uNHj0aGRkZ2Ldvn6h1z507B09PT1y/fr1Ew+slbRq6bmJiAplMhufPnwMA9PT0SpzwJwgCcnJyJEpIb0tHR0f569d9qMTDBN5cy5Yt8f7772P37t3Kr4WHh2PChAm4fv06GjVqJGk+IirbN99888bPmTt3rkqyEJH24oovQkZGBoKDgxEeHo7CwkKMGDECgYGBsLe3lzqaRhk7diyGDBmCGTNm4Pvvvy/zxLRZs2bh7NmzxX5AfxezZ8/Gli1b4OLigvXr15e6GujUqVMYM2YM8vPzMXPmTFHqUuVz7949GBkZif59nz59qlyhYmpqWqL58vHHH2PGjBmi1x0zZgzu37+PsLAwdOjQATVr1hS9RmUyZMgQrrTVUhEREVJH0GqpqamYMmVKsa+5urpCoVDg77//ZuOLqBJjE4uI1IGNryrs5QqvVxteQUFBPDXlLQ0aNAijRo3CsmXLcODAAfj4+MDBwQEmJibIzc3FhQsXsG3bNiQlJcHX1xeDBg0Spa6dnR127twJb29vdOzYEXZ2dmjVqpWy7sWLF3Hjxg0YGxtj+/btbGhqmNjYWMTGxiofh4eH4/DhwyXuy87OxuHDh/HRRx+JnsHGxgZ///038GIVUv369XHy5EkMHjwYAJCUlKSSIdKXLl3C/Pnzq8zMK6lmuJHq8TAB1Xr27FmJOYMvHxcWFkqUioiIiCoLNr6qoPT0dAQHB2PdunXKLY1BQUH8RFQEERERaNmyJYKDgxEUFFRs9YZCoUCtWrUQHBws+qord3d3/PXXX1i8eDHi4uIQExOjvFavXj2MHTsWs2bNYlNTAyUlJWHXrl3Aiy1Sp06dwp9//lnsHkEQUL16dXTt2hXLli0TPYOLiwtiY2OVn8r6+flh0aJFyMrKglwux+bNm+Hr6yt63SZNmlSJFVD5+fmIjY1Vnkbn7u5e4YMyiOh/8vLyig3Cfvnr3NzcUgdkczg2ERFR1cEZX1VIWlqasuElk8ng6+uLwMBANrxUID8/H8eOHcPly5fx+PFjmJqaonnz5soBx6qWm5urrGtiYqLyeqQer5vxpSq3b9/Gf//7X/Tt2xcGBgbIz8/HpEmTsGfPHujq6qJv374ICQkR7cCGl6KjozF9+nQcO3YM9evXF/V7Vxb3799Hx44dcfPmTeUcM2NjY8TExKBnz55SxyPSCDo6OmWOFyirec4ZakRERFUHG19ViLGxMQoKCuDo6Ig5c+ZUqOHFU6WISEpRUVEYN24cevTogQYNGkBXV7fYdUEQsHLlSsnyvavJkycjNDQUU6dOVZ5Gt2DBApiamuLGjRtSxyPSCByOTUREROVh46sK4alSRKRJEhMT0b9/f+Tm5pZ5j6b/PdWsWTN06tSp2Am6L0/nTEpKQrNmzSTNR0RERESk6TjjqwrhqVJEmm///v1YtmwZzpw5g5ycHJT22YUYjaDo6Og3fs7LYfdimTx5MkxNTbF792506NBB9K2UlcHt27cxe/bsYl/r3LkzFAoFMjIy2PgiIiIiInpHbHxVITxVikiz7dmzB8OGDUPLli3h5eWF0NBQ+Pj4QKFQIDY2Fk2aNMHAgQNFqTV06FAIglBqY+1VL1ePCoIAmUwmSu2Xrl+/juDgYPTq1UvU71uZFBQUlDgR8+Vjsf/3JCIiqkxu3779Vs+zsbERPQsRaTc2voiINMSiRYvQvn17HDt2DFlZWQgNDcXo0aPh4uKC1NRUODk5iXZYxdGjR197T1paGpYsWYJz586VmL0lhpYtWyInJ0f071vZpKam4syZM8rHL19zcnIyzMzMStzP2YtERKQNbG1t3+r0Zk0ecUBE0uCMLyIiDWFsbIxFixZhypQpyM7Ohrm5Ofbv3w9XV1cAwPz587Fjxw5cunRJpTkyMjKwePFirF27Fs+fP8eIESMQFBQEe3t7UeskJiZi+PDhiI6ORvv27UX93pXFm5xGx9mLRESkTSIjI9+q8cVdLET0prjii0iF7t69i99++w3379/HkCFD0KBBAxQVFSEnJwc1a9ZUySoZ0l7GxsaoVq0aAMDMzAwGBgZIS0tTXreyssLNmzdVVj8jIwPBwcEIDw9HYWGhsuFlZ2enkno//PADTExM8PHHH6NFixawsbEp9VTH2NhYldRXB85eJCKiqsrPz0/qCERURXDFF5EKKBQKTJ8+HatXr4ZMJoMgCDh06BBcXFyQk5OD9957D/Pnz8fUqVOljkoapFOnTmjbti1WrVoFAPj4449hbGyMhIQEyGQyuLq6IiMjA1euXBG1bnp6OoKDg7Fu3ToUFhZi5MiRCAwMVFnD66WKbIEQBAEpKSkqzUFERERERJqLK76IVOD777/HypUrMXv2bPTo0aPYcO6aNWti8ODB2LNnDxtf9EYGDRqEkJAQLF26FAYGBggMDMSAAQNgZmYGQRCQl5eHDRs2iFavtIZXUFCQaHPEXic1NVUtdYhIc3E4NpH2+f3335WnV8vl8mLXBEHAV199JVk2ItJMXPFFpAJNmjRB586dERERgczMTNSpUweHDx+Gi4sLAGDZsmVYvHgxMjIypI5KGu4///kPoqOjoaurC3d3d3Tv3l2U7ztlyhSsW7cORUVF8PX1RWBgIGxtbUX53kREYilrTt7rcFYeUeXz6NEjuLu74/Tp08q5li/fqr78NWddEtHb4IovIhW4c+cOOnbsWOb16tWr4/Hjx2rNRNqpS5cu6NKli+jfd9WqVRAEAS1btkRGRgYCAgLKvV9Vs7aKioqwa9cuHD16FPfv38f8+fPRqlUr5OTk4MiRI+jUqROsrKxEr0tEmmHDhg1v1fgiospn5syZ+OuvvxAVFYUOHTrAzs4OCQkJaNSoEZYvX44TJ05g//79UsckIg3ExheRClhaWuLOnTtlXv/zzz+5zYIqNRsbGwiCgNzcXFy4cOG196vijWd2djY++eQTnD59GjVq1EBeXh4mT54MAKhRowYCAgLg6+uLhQsXil6biDQDh2MTaY/4+Hj4+/vD09MTmZmZwItVnY0bN8aPP/6IwYMHY+rUqdi2bZvUUYlIw7DxRaQCgwcPRlhYGPz8/FCzZk3glcbAwYMHERkZiVmzZkmckjTRli1bsGHDBqSkpCArKwv/3K0uCAJycnLeuU5lmK/1xRdf4NKlS0hISECbNm1gaWmpvKarq4uhQ4ciPj6ejS8iIiItkJ2djZYtWwIvPuACgCdPniiv9+7dG3PmzJEsHxFpLja+iFTgm2++wdGjR+Ho6IguXbpAEAQsXrwYX331FU6cOIE2bdrwH256Y7Nnz8bSpUtRv359tGvXTtlU1VYxMTGYPHkyevXqpfzk91VNmzZFZGSkJNmIqHKYP38+BEFAYGAgdHR0MH/+/Nc+h8OxiSqnevXqIT09HQBgYGAAS0tLnD9/HgMGDAAA3L17l1ubieitsPFFpAI1a9bEyZMn8cMPP2D37t0wNDREYmIi7O3tMXfuXMycORNGRkZSxyQNs27dOvTt2xd79+6Fjo6O1HFULicnp9wTJAsLCyGTydSaiYgql3nz5kEQBMyePRvVqlXDvHnzXvscNr6IKqeuXbvi0KFDCAwMBAB4enpiyZIl0NXVhVwux4oVK+Dq6ip1TCLSQGx8EamIkZERgoKCEBQUJHUU0iJubm5VoukFAPb29jhz5kyZ1w8ePIgWLVqoNRMRVS5yubzcx0SkOT7//HMcOnQIBQUFMDAwwLx583Dp0iVlo7pr165YtWqV1DGJSANVjXdPRGq2Zs0aPHjwQOoYpGX69u2LY8eOSR1DbcaMGYMNGzZgx44dxY4zLygoQGBgIA4cOAB/f3+pYxIREZEIWrVqhc8//xwGBgYAgFq1auHw4cN49OgRcnJy8Ouvv6Ju3bpSxyQiDSQo/jkZmYjemY6ODvT09ODs7AwvLy8MGjQI5ubmUsciDZeTk4N+/fqhdevWGD16NN577z3o6uqWuE9bfq8pFAqMGzcO69evh5mZGbKzs2FlZYXMzEzIZDL4+/sjNDRU6phERERERFSJsfFFpALXrl3D9u3bsXPnTiQlJUFfXx89evSAt7c3BgwYAFNTU6kjkgaSyWQICgrC999/X+59RUVFasukDseOHcPu3buRnJwMuVwOe3t7DBs2DF27dpU6GhFVMgqFAuHh4Vi/fr3y9Nt/EgSB8wGJKqGQkBDs27cPCQkJpV7v06cP+vfvjwkTJqg9GxFpNja+iFTs0qVL2L59O3bt2oVr167BwMAArq6u8PLygpeXl9TxSIOMHz8e69atg5OTEzp06FDmqY5z585VSf2CggKcOXMG9+/fR6dOnWBhYaGSOkREb2vmzJlYtmyZ8lTlWrVqlXqfqv6eJKK398EHH8DFxQXLly8v9fr06dPxyy+/4OzZs2rPRkSajY0vIjU6f/48tm/fjjVr1iAvL4+fONMbqVWrFgYMGIDIyEi11w4JCcG8efOQk5MDADh06BBcXFzw8OFDNG/eHEuWLMHo0aPVnouI6FWWlpbo1q0bdu7cKXUUInpDNWrUwLJlyzBu3LhSr69btw7Tp0/H48eP1Z6NiDQbT3UkUpO//voLO3fuxO7du5GbmwsjIyOpI5GG0dfXh5OTk9rrRkREYOrUqfDy8kLv3r2LNbgsLCzg4uKC7du3i9L46t+//xvdLwgCYmNj37kuEWmHZ8+eoWfPnlLHIKK3UK1aNaSnp5d5PS0trcqcbE1E4uKKLyIVSkpKwo4dO7Bz505cu3YN+vr6cHV1haenJ/r3748aNWpIHZE0SEBAAG7cuIF9+/apta6DgwOaNGmCvXv3IjMzE3Xq1MHhw4fh4uICAFi8eDFCQkJw9+7dd66lo6MDQ0NDWFtboyL/PAmCgJSUlHeuS0TaYeDAgahTpw7WrVsndRQiekNubm64cuUKzp8/DxMTk2LXcnJy4OjoiGbNmuHAgQOSZSQizcQVX0QqsGDBAuVge11dXfTo0QNffPEFBg4cWOZcJqLX8fT0xOTJk+Hu7o7Ro0fDxsam1FMd27ZtK2rd69evIyAgoMzr5ubmyMzMFKVW/fr1cffuXVhYWMDHxwdeXl6wtrYW5XsTkfZbs2YNXF1dsXDhQvj7+6N27dpSRyKiCpo7dy6cnZ3h6OiIqVOnomXLlgCAixcvYsWKFUhLS0NUVJTUMYlIA3HFF5EK6Ovrw9nZGZ6enhg8eDB/8CZRvLq8XxCEEtcVCgUEQRD9VEdra2sEBARgzpw5pa74mjZtGvbu3YvU1FRR6iUmJiIqKgq7d+/G48eP4ezsjOHDh2Po0KElPgEmoqrNxMSkxN+HMpkMBQUFAABDQ8MSHxAIgqCcV0hElcuhQ4fg7++P1NRU5Z9thUKBRo0aITQ0FL1795Y6IhFpIDa+iFTg/v37sLS0lDoGaZmNGzdW6L5Ro0aJWnf06NH45ZdfcO7cORQVFRVrfF26dAkdOnTA6NGjERISImrdwsJCxMfHIyoqCnFxcZDL5ejTpw98fHzQr18/GBgYiFqPiDSPn59fqR8EvE5ERIRK8hDRu5PL5Th79ixu3LgBALC3t0fbtm3f6s86ERHY+CIiote5d+8eOnToAIVCgX79+iE8PBwjRoxAUVER9uzZg7p16+L06dOwsLBQWYYnT54gOjoaYWFhOHXqFObNm4evvvpKZfWIiIiIiEg7cMYXkQi6d+8OHR0dJCQkQE9PT7kFrDyCIODIkSNqyUf0LurVq4c///wTc+bMwY4dO6BQKLB582aYmJjA29sbwcHBKm16FRQUICEhAbGxsTh79iwMDQ1ha2ursnpERESker/99hsAoGvXrsUev87L+4mIKoorvohE0K1bNwiCgEOHDkFPT0/5+HWOHj2qlnykPW7duoWNGzciJSUFWVlZJU4+FAQBsbGxotV72XSytbVF69atAQAPHjyAXC5HnTp1VHasuFwux6FDh7Bt2zbExMTg6dOn6NmzJ3x8fDBo0CBUr15dJXWJSPM9ePAAixcvRnx8vHL2oK2tLdzc3DBz5kxYWVlJHZGIXswuFQQBz549Q7Vq1ZSPy6KqWaZEpP3Y+CIi0hDbtm3DqFGjIJPJYGZmVuoJoYIgICUlRbSaCoUChoaGWLlyJcaPHy/a9y3L8ePHERUVhV27diEzMxNOTk7w8fHBsGHDVLqqjIi0w6VLl9CjRw/cv38fHTp0QNOmTQEA165dw6lTp1CnTh0cOXIEDg4OUkclqvISExMBAM7OzsUev87L+4mIKoqNLyIiDWFrawtTU1Ps3r1b+WZOHRwcHODl5YWgoCCV19LR0YGRkRHc3Nzg7e1doS2Nbdu2VXkuItIM3bp1w6VLlxAfH4+PPvqo2LXTp0/Dzc0NrVq14oprIiKiKoSNLyIVy83NRU5ODuRyeYlrNjY2kmQizVSjRg0sWbIEEydOVGvdqKgofP7550hMTESzZs1UWuvVrZOv2y7MLQ9E9E/GxsaYM2dOmY36BQsWYNGiRXj69KnasxHR20lJSUFBQQHef/99qaMQkYbicHsiFQkNDcWyZcvK3XbGN+z0Jjp06IDbt2+rve7JkydRu3ZtODg4oFu3brC1tYWRkVGxewRBwMqVK9+5VkRExDt/DyKquiwtLWFoaFjmdUNDQ1haWqo1ExFVTEhICI4fP47t27crv/bpp59i06ZNAIA2bdogPj6ef4aJ6I1xxReRCoSFhWHixIlwdXVF165dERgYiGnTpsHQ0BCRkZGwsrJCQEAA/Pz8pI5KGuTChQvo06cPVqxYgaFDh6qtbkUG2HPlFRFVBitWrMCqVavw+++/w9rauti1e/fuoXPnzggICMDUqVMly0hEpWvdujW6d++u/CAtISEBffr0gb+/P1q1aoWgoCB4e3vjxx9/lDoqEWkYrvgiUoFVq1bB1dUV+/fvR2ZmJgIDA+Hu7g4XFxfMmjUL7dq1Q2ZmptQxScO0atUK3333Hby8vFC9enU0aNAAurq6xe4RBAHnz58XtW5p23SJiCojuVyOGjVqoHHjxhg0aBAaN24MAEhOTkZMTAwaN24MuVyOZcuWKZ8jCAKmTZsmYWoiwouTq1/dzrhz5040atQIoaGhAID09HRs3rxZwoREpKnY+CJSgRs3buBf//oXAEBfXx8A8Pz5cwBAzZo1MWbMGKxZswbTp0+XNCdpljVr1mDy5MkwNDSEvb19qac6EhFVZTNmzFD+euvWrSWu//XXX8XuARtfRJXGPzciHTx4EAMGDFA+trW1RXp6ugTJiEjTsfFFpAI1a9aETCYDAJiamsLY2Bh37txRXjcxMeE/3PTGFi5ciI4dOyIuLo5NLyKiUty8eVPqCET0lpo2bYq9e/di/PjxSEhIwL1799CnTx/l9b///htmZmaSZiQizcTGF5EKODg4FNtu5uTkhNDQULi5uUEul2Pt2rVo2rSppBlJ8+Tk5GD48OFqb3rp6Oi89oRF8LAGIqoEGjZsKHUEInpLM2bMgI+PD2rVqoW8vDy8//77cHV1VV7/5Zdf4OjoKGlGItJMbHwRqcCIESMQFhaGgoICGBgY4JtvvkHPnj1hY2MDvNj+uGfPHqljkoZxdnbGhQsX1F7366+/LtH4KioqQmpqKmJiYtCsWTP07dtX7bmIiMqSl5eHxMRE3Lp1C3jREHN2dkb16tWljkZEZfDy8kLt2rURHx8PMzMzTJw4EXp6/3u7+ujRI5ibm2PkyJFSxyQiDcRTHYnUJCUlBT///DN0dXXRu3dvrviiN3bnzh306dMHvr6++Oyzz1C7dm2pIyEtLQ1OTk4IDg6Gt7e31HGIiLBq1SoEBQXhyZMnxWYGmZiY4LvvvsOkSZMkzUdERETqxcYXEZGGMDExgVwuR35+PgDA0NCw1FMdc3Jy1Jpr0aJF2Lx5M5KSktRal4jonzZt2gQ/Pz98/PHHCAgIUJ4Qd/nyZaxatQonTpxAZGQkV40QaYinT59i+/btKCgogJubG7czE9FbYeOLiEhD+Pn5VWjWVkREhFryvBQSEoLZs2fj2bNnaq1LRPRPjo6OMDMzw5EjR0p8MFBUVIQePXogOzsb586dkywjEZXus88+w6lTp3Dx4kXgxYno7dq1Uz6uWbMmfvnlF7Rp00bipESkaTjji0gkrVu3fqP7BUEoNgCf6HUiIyOljlDCxYsXERISwq27RFQpXL16FUuXLi3R9AIAXV1deHh4YMaMGZJkI6LyHT16FCNGjFA+joqKwsWLF7F161Z88MEHGDJkCL755hvExMRImpOINA8bX0QiMTc3r9BqnPT0dFy9erVC9xJVBo0aNSr192t2djZycnJgbGzMH0KJqFKoWbMmUlNTy7yempoKU1NTtWYioopJT0+Hra2t8nFMTAzatWunnCE6duxYfP/99xImJCJNxcYXkUh+/fXXcq+np6dj8eLFWLt2LXR1dTlfhCrkzJkzb/yctm3biprB2dm5RONLEATUqlUL9vb28PLygrm5uag1iYjehru7O1atWoUPP/wQXl5exa7t2LEDq1evxvDhwyXLR0Rlq169OrKzswEAMpkMv/76KyZPnqy8bmJiovY5pkSkHTjji0jFMjIyEBwcjPDwcBQWFmLEiBEIDAyEvb291NFIA+jo6FR4daBCoYAgCCgqKlJ5LiKiyujBgwdwdnbG1atXYW1tjSZNmgAAkpOTkZ6ejubNmyMxMREWFhZSRyWif3B1dcXt27cRFRWFn376CfPnz8eJEyfQvn17AMAXX3yBHTt24ObNm1JHJSINw8YXkYq8XOH1asMrKCgIdnZ2UkcjDbJx48Y3fs6oUaNEzTB69Gj4+/ujQ4cOpV4/ffo0wsLCsGHDBlHrEhG9jfz8fKxduxb79+/HrVu3AAANGzaEm5sbxo0bB0NDQ6kjElEp/vjjD7i6uiI7OxsKhQJDhw7Fzp07ldebNWuGjz76CFu2bJE0JxFpHja+iESWnp6O4OBgrFu3DoWFhRg5ciSCgoLQqFEjqaMRvRUdHR1s2bIFPj4+pV7fsWMHfHx8uNKMiIiI3smDBw9w/PhxmJmZwdnZWfn17OxsbNy4Ec7OznB0dJQ0IxFpHs74IhJJWlqasuElk8ng6+uLwMBANrxI6927dw9GRkZSxyAiKpVCocDRo0dRUFCAzp07w8TEROpIRFSGOnXqYMCAASW+bmZmhilTpkiSiYg0HxtfRCKxt7dHQUEBHB0dMWfOHDRq1AhZWVnIysoq8zliDyEnEktsbCxiY2OVj8PDw3H48OES92VnZ+Pw4cP46KOP1JyQiKikwMBAHD9+HEePHgVeNL169+6NX375BQqFAjY2Njhy5AjnbBJVcrm5ucjJyYFcLi9xzcbGRpJMRKS5uNWRSCQ6OjrKX79uGDmHkFNlt2jRIixcuBAA8PTpU1SrVg16esU/KxEEAdWrV8eHH36IZcuWoWnTphKlJSL6n+bNm2PAgAFYvHgxAGDXrl3w9PTEd999hw8++AD+/v7o1q0bNm/eLHVUIipFaGgoli1bhpSUlDLv4c/PRPSmuOKLSCQRERFSRyASzZdffokvv/wSeNHUXb9+fZkzvoiIKou7d++icePGysfR0dFo0aKF8u+zCRMmIDQ0VMKERFSWsLAw/Otf/4KrqytGjx6NwMBATJs2DYaGhoiMjISVlRUCAgKkjklEGoiNLyKRiH2SHlFlUdo2AyKiykhPTw8FBQXAi9XVR44cga+vr/K6lZUVHj58KGFCIirLqlWr4Orqiv379yMzMxOBgYFwd3eHi4sLZs2ahXbt2iEzM1PqmESkgXQqcA8RERERUaXn4OCALVu2ICsrCxEREcjMzIS7u7vy+q1bt2BhYSFpRiIq3Y0bN9CvXz8AgL6+PgDg+fPnAICaNWtizJgxWLNmjaQZiUgzsfFFRESvtX//fvTq1Qu1a9eGnp4edHV1S/yHiEhqX3/9Nc6dOwcLCwuMHTsWnTp1Qvfu3ZXX9+3bx8M4iCqpmjVrQiaTAQBMTU1hbGyMO3fuKK+bmJggPT1dwoREpKm41ZGIiMq1Z88eDBs2DC1btoSXlxdCQ0Ph4+MDhUKB2NhYNGnSBAMHDpQ6JhERevXqhTNnzuDQoUMwMzODp6en8lpWVha6du2KAQMGSJqRiErn4OCA8+fPKx87OTkhNDQUbm5ukMvlWLt2LQ/SIaK3wlMdiYioXO3atYO+vj6OHTuGrKwsWFpa4vDhw3BxcUFqaiqcnJywZMmSYnN0iIiIiN5EREQEwsLC8Ntvv8HAwAC///47evbsqdzuqK+vjz179hTbvkxEVBFsfBERUbmMjY2xaNEiTJkyBdnZ2TA3N8f+/fvh6uoKAJg/fz527NiBS5cuSR2ViIiItEhKSgp+/vln6Orqonfv3lzxRURvhVsdiYioXMbGxqhWrRoAwMzMDAYGBkhLS1Net7Kyws2bNyVMSET0//bv349ly5bhzJkzyMnJQWmf8RYVFUmSjYjejJ2dHaZMmSJ1DCLScBxuT0RE5WrWrBmSkpKUjx0dHbF582bIZDLk5+cjKioKNjY2kmYkIsKLmYR9+/ZFRkYGvLy8IJfL4e3tDS8vLxgZGaF169b4+uuvpY5JREREasStjkREVK6lS5ciJCQEycnJMDAwQFxcHAYMGAAjIyMIgoC8vDxs2LABfn5+UkcloiqOMwmJNIeOjg4EQXij5wiCoDz5kYiootj4IiKiN/af//wH0dHR0NXVhbu7O7p37y51JCIiziQk0iDz5s1748YXAMydO1cleYhIe3HGFxERvbEuXbqgS5cuUscgIiqGMwmJNMe8efOkjkBEVQRnfBERERGRVuBMQiIiIvonbnUkIqIS+vfv/0b3C4KA2NhYleUhIqoIziQk0izJyclo1aoVAgICsGTJkjLvmzlzJlavXo2kpCQ0atRIrRmJSPOx8UVERCXo6OjA0NAQ1tbWqMg/E4IgICUlRS3ZiIjeBGcSElVekydPxs8//4zk5GTo6+uXed/z58/RrFkzDBw4EMuXL1drRiLSfGx8ERFRCe+99x6HRgzVAAAIR0lEQVTu3r2Ldu3awcfHB15eXrC2tpY6FhEREWmRZs2aYdCgQQgODn7tvV9++SX27t2LK1euqCUbEWkPzvgiIqIS7ty5g6NHj6JNmzZYsGAB3nvvPfTs2RMRERHIzc2VOh4RUYXIZDJcvnwZ//3vf/HkyROp4xDRP9y+fRvNmjWr0L1NmjTBrVu3VJ6JiLQPG19ERFQqZ2dnrF27Funp6di9ezdq166NSZMmwdLSEoMHD8bu3btRUFAgdUwiIsTHx2PkyJH49NNP8csvvwAAYmJiYGtrCwcHBzg5OaFOnToICgqSOioRvcLAwKDCTem8vDzlqa1ERG+CWx2JiKjCnjx5gujoaISFheHUqVOYN28evvrqK6ljEVEVduDAAbi5uUFfXx9GRkbKAfafffYZWrRoge7du0MmkyEhIQE3btxAWFgYxo4dK3VsIgLg5OQEKyurCh2QM3DgQKSnp+PkyZNqyUZE2oMrvoiIqEIKCgqQkJCA2NhYnD17FoaGhrC1tZU6FhFVcUuWLIGDgwMyMjKQnZ2Nzz77DP7+/ujVqxfOnj2L5cuXY9WqVUhKSkKbNm0QFhYmdWQiesHT0xNxcXGIiYkp977Y2FjExcXB09NTbdmISHuw8UVERGWSy+VISEiAn58frKys4O3tjWfPnmHdunW4f/8+Ro4cKXVEIqriLl26BD8/P5iZmQEAAgICkJ+fjxEjRkAQBOV9enp6GD58OAdjE1UiEydORJs2beDh4YEJEybg999/x+PHj6FQKPD48WP8/vvvmDBhAoYOHYoPPvgAEydOlDoyEWkgPakDEBFR5XP8+HFERUVh165dyMzMhJOTExYuXIhhw4bBwsJC6nhEREoPHjyAlZWV8rGlpSUAFPvaq9fy8/PVmo+IymZgYICEhASMGjUKa9euRXh4eIl7FAoFPvnkE2zatAkGBgaS5CQizcbGFxERldC5c2cYGRnBzc0N3t7eyi2Nt2/fxu3bt0t9Ttu2bdWckojof15d2fXqr4mo8qtduzbi4uJw+vRp/PTTT7h8+TIeP34MU1NTNG/eHP369YOTk5PUMYlIg7HxRUREpXr27Bn27NmD6Ojocu9TKBQQBAFFRUVqy0ZE9KrU1FScOXMGAJCTkwMASE5OVm5/fOnmzZuS5COi12vfvj3at28vdQwi0kI81ZGIiErYuHHjGz9n1KhRKslCRFQeHR2dEqu8Xjbk/4mNeiIioqqHjS8iIiIi0lhs1BMREVF52PgiIiIiIiIiIiKtpCN1ACIiIiIiIiIiIlVg44uIiIiIiIiIiLQSG19ERERERERERKSV9KQOQERERERERHT58mVEREQgJSUFWVlZ+Oc4akEQcOTIEcnyEZFmYuOLiIiIiIiIJLV582Z8+umn0NfXR7NmzVCrVq0S9/BcNiJ6GzzVkYiIiIiIiCRlb28Pc3Nz7N+/HxYWFlLHISItwhlfREREREREJKl79+5h9OjRbHoRkejY+CIiIiIiIiJJtW7dGvfu3ZM6BhFpITa+iIiIiIiISFLLli3D+vXrcfz4camjEJGW4YwvIiIiIiIiklT//v2RnJyMa9euoUWLFrCxsYGurm6xewRBQGxsrGQZiUgzsfFFREREREREkrK1tYUgCOXeIwgCUlJS1JaJiLQDG19ERERERERERKSVOOOLiIiIiIiIiIi0kp7UAYiIiIiIiIgAIDExEfv27cOtW7cAAA0bNoS7uzucnZ2ljkZEGopbHYmIiIiIiEhSz58/h7e3N2JiYqBQKGBmZgYAyM7OhiAIGDRoELZt2wZ9fX2poxKRhuFWRyIiIiIiIpLUN998g71792L69OlIS0vDo0eP8OjRI6Snp2PGjBmIjo7G/PnzpY5JRBqIK76IiIiIiIhIUo0aNUK3bt0QERFR6nU/Pz/8+uuvSE1NVXs2ItJsXPFFREREREREkkpLS0OHDh3KvN6hQwekp6erNRMRaQc2voiIiIiIiEhSDRo0wK+//lrm9cTERDRo0ECtmYhIO7DxRURERERERJIaNWoUdu7cifHjx+Pq1asoKiqCXC7H1atXMWHCBOzatQt+fn5SxyQiDcQZX0RERERERCSpoqIifPbZZ9i0aRMEQYCOzv/WaMjlcigUCowaNQrr169Xfp2IqKLY+CIiIiIiIqJK4a+//kJ8fDxu3boFAGjYsCHc3NzQunVrqaMRkYZi44uIiIiIiIiIiLQS14kSEREREREREZFW0pM6ABEREREREVU9b7p9URAEnD9/XmV5iEg7sfFFREREREREamdubg5BEF57X3p6Oq5evVqhe4mI/omNLyIiIiIiIlK7X3/9tdzr6enpWLx4MdauXQtdXV2MHDlSbdmISHuw8UVERERERESVRkZGBoKDgxEeHo7CwkKMGDECgYGBsLe3lzoaEWkgNr6IiIiIiIhIci9XeL3a8AoKCoKdnZ3U0YhIg7HxRURERERERJJJT09HcHAw1q1bh8LCQowcORJBQUFo1KiR1NGISAuw8UVERERERERql5aWpmx4yWQy+Pr6IjAwkA0vIhKVoFAoFFKHICIiIiIioqrF2NgYBQUFcHR0xJw5cyrU8Grbtq1ashGR9mDji4iIiIiIiNROR0dH+WtBEMq9V6FQQBAEFBUVqSEZEWkTbnUkIiIiIiIitYuIiJA6AhFVAVzxRUREREREREREWkmnAvcQERERERERERFpHDa+iIiIiIiIiIhIK7HxRUREREREREREWomNLyIiIiIiIiIi0kpsfBERERERERERkVZi44uIiIiIiIiIiLQSG19ERERERERERKSV2PgiIiIiIiIiIiKt9H9gVfrODI/LjAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1170x750 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kompot.plot.heatmap(\n",
    "    adata,\n",
    "    n_top_genes=20,\n",
    "    groupby=CELL_TYPE_COLUMN,\n",
    "    exclude_groups=\"Plasma cell\",\n",
    "    run_id=1,  # Use sample variance ranking\n",
    "    vmin=\"p1\",\n",
    "    vmax=\"p99\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Understanding Sample-to-Sample Variability\n",
    "\n",
    "To illustrate why sample variance matters, let's examine genes with high inter-sample variability:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:25:14.177160Z",
     "iopub.status.busy": "2026-03-26T06:25:14.176639Z",
     "iopub.status.idle": "2026-03-26T06:25:14.189360Z",
     "shell.execute_reply": "2026-03-26T06:25:14.187985Z",
     "shell.execute_reply.started": "2026-03-26T06:25:14.177110Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Genes with highest sample-to-sample variability:\n",
      "['H2-Q7', 'AW112010', 'H2-Ab1', 'H2-Eb1', 'H2-Aa', 'Gm47283', 'Ifi27', 'Bcl11b', 'Slc7a11', 'Gimap4', 'Trac', 'H2-Q6', 'Cirbp', 'Ccl5', 'Trbc2', 'Aldh1a1', 'Cxcl2', 'Cd3e', 'Cd3g', 'Igkc']\n"
     ]
    }
   ],
   "source": [
    "# Genes with largest decrease in significance\n",
    "comparison_df[\"decrease\"] = (\n",
    "    comparison_df[\"kompot_de_Young_to_Old_mahalanobis\"] - \n",
    "    comparison_df[\"kompot_de_Young_to_Old_mahalanobis_sample_var\"]\n",
    ")\n",
    "\n",
    "variable_genes = comparison_df.nlargest(20, \"decrease\").index\n",
    "print(\"Genes with highest sample-to-sample variability:\")\n",
    "print(variable_genes.tolist())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compare expression between individual replicates:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:25:14.190351Z",
     "iopub.status.busy": "2026-03-26T06:25:14.190142Z",
     "iopub.status.idle": "2026-03-26T06:25:16.363211Z",
     "shell.execute_reply": "2026-03-26T06:25:16.361082Z",
     "shell.execute_reply.started": "2026-03-26T06:25:14.190331Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 06:25:14,191] [INFO    ] Inferred layer='logged_counts' from run information\n",
      "[2026-03-26 06:25:14,193] [INFO    ] Creating split heatmap with 20 genes/features\n",
      "[2026-03-26 06:25:14,194] [INFO    ] Using display names: 'Replicate 1' for condition1, 'Replicate 3' for condition2\n",
      "[2026-03-26 06:25:14,195] [INFO    ] Using expression data from layer: 'logged_counts'\n",
      "[2026-03-26 06:25:14,276] [INFO    ] Applying gene-wise z-scoring (standard_scale='var')\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1227x750 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare replicates 1 and 3\n",
    "kompot.plot.heatmap(\n",
    "    adata,\n",
    "    genes=variable_genes,\n",
    "    groupby=CELL_TYPE_COLUMN,\n",
    "    condition_column=SAMPLE_COLUMN,\n",
    "    condition1=\"1\",\n",
    "    condition1_name=\"Replicate 1\",\n",
    "    condition2=\"3\",\n",
    "    condition2_name=\"Replicate 3\",\n",
    "    vmin=\"p2\",\n",
    "    vmax=\"p98\",\n",
    "    cluster_rows=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "These genes show substantial expression differences **between replicates of the same condition**, explaining why their significance decreases when accounting for sample variance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Run Tracking\n",
    "\n",
    "Inspect metadata for both analyses:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:25:16.364933Z",
     "iopub.status.busy": "2026-03-26T06:25:16.364667Z",
     "iopub.status.idle": "2026-03-26T06:25:16.373723Z",
     "shell.execute_reply": "2026-03-26T06:25:16.372026Z",
     "shell.execute_reply.started": "2026-03-26T06:25:16.364912Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <style>\n",
       "            .kompot-runinfo {\n",
       "                max-width: 900px;\n",
       "                font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Arial, sans-serif;\n",
       "            }\n",
       "            .kompot-runinfo h3 {\n",
       "                margin-bottom: 10px;\n",
       "                font-weight: 600;\n",
       "            }\n",
       "            .kompot-runinfo details {\n",
       "                margin-top: 15px;\n",
       "                margin-bottom: 10px;\n",
       "            }\n",
       "            .kompot-runinfo summary {\n",
       "                color: #555;\n",
       "                cursor: pointer;\n",
       "                font-weight: 500;\n",
       "                font-size: 1.1em;\n",
       "                padding: 5px 0;\n",
       "                list-style: none;\n",
       "                user-select: none;\n",
       "            }\n",
       "            .kompot-runinfo summary::-webkit-details-marker {\n",
       "                display: none;\n",
       "            }\n",
       "            .kompot-runinfo summary::before {\n",
       "                content: \"▶ \";\n",
       "                display: inline-block;\n",
       "                font-size: 0.8em;\n",
       "                color: #888;\n",
       "                margin-right: 5px;\n",
       "            }\n",
       "            .kompot-runinfo details[open] > summary::before {\n",
       "                content: \"▼ \";\n",
       "            }\n",
       "            .kompot-runinfo table {\n",
       "                width: 100%;\n",
       "                border-collapse: collapse;\n",
       "                margin-bottom: 15px;\n",
       "            }\n",
       "            .kompot-runinfo th {\n",
       "                background-color: rgba(0, 0, 0, 0.04);\n",
       "                text-align: left;\n",
       "                padding: 8px;\n",
       "                border: 1px solid rgba(0, 0, 0, 0.12);\n",
       "                font-weight: 500;\n",
       "            }\n",
       "            .kompot-runinfo td {\n",
       "                padding: 6px 8px;\n",
       "                border: 1px solid rgba(0, 0, 0, 0.12);\n",
       "                vertical-align: top;\n",
       "            }\n",
       "            .kompot-runinfo tr {\n",
       "                background-color: transparent;\n",
       "            }\n",
       "            .kompot-runinfo tr:nth-child(even) {\n",
       "                background-color: rgba(0, 0, 0, 0.02);\n",
       "            }\n",
       "            .kompot-runinfo .overwritten {\n",
       "                color: #c62828;\n",
       "                font-weight: 600;\n",
       "            }\n",
       "            .kompot-runinfo .active {\n",
       "                color: #2e7d32;\n",
       "            }\n",
       "            .kompot-runinfo .field-section .field-row:hover {\n",
       "                background-color: rgba(0, 0, 0, 0.04);\n",
       "            }\n",
       "            .kompot-runinfo .badge {\n",
       "                display: inline-block;\n",
       "                padding: 2px 8px;\n",
       "                border-radius: 4px;\n",
       "                font-size: 0.85em;\n",
       "                font-weight: 500;\n",
       "                margin-left: 5px;\n",
       "            }\n",
       "            .kompot-runinfo .badge-success {\n",
       "                background-color: rgba(46, 125, 50, 0.12);\n",
       "                color: #2e7d32;\n",
       "                border: 1px solid rgba(46, 125, 50, 0.3);\n",
       "            }\n",
       "            .kompot-runinfo .badge-warning {\n",
       "                background-color: rgba(237, 108, 2, 0.12);\n",
       "                color: #e65100;\n",
       "                border: 1px solid rgba(237, 108, 2, 0.3);\n",
       "            }\n",
       "            .kompot-runinfo .badge-danger {\n",
       "                background-color: rgba(198, 40, 40, 0.12);\n",
       "                color: #c62828;\n",
       "                border: 1px solid rgba(198, 40, 40, 0.3);\n",
       "            }\n",
       "            .kompot-runinfo .summary-box {\n",
       "                background-color: rgba(0, 0, 0, 0.02);\n",
       "                border: 1px solid rgba(0, 0, 0, 0.08);\n",
       "                padding: 8px 12px;\n",
       "                margin: 10px 0;\n",
       "                border-radius: 4px;\n",
       "            }\n",
       "            .kompot-runinfo .location-header {\n",
       "                background-color: rgba(0, 0, 0, 0.04);\n",
       "                font-weight: bold;\n",
       "            }\n",
       "\n",
       "            @media (prefers-color-scheme: dark) {\n",
       "                .kompot-runinfo summary {\n",
       "                    color: #b8b8b8;\n",
       "                }\n",
       "                .kompot-runinfo summary::before {\n",
       "                    color: #888;\n",
       "                }\n",
       "                .kompot-runinfo th {\n",
       "                    background-color: rgba(255, 255, 255, 0.06);\n",
       "                    border-color: rgba(255, 255, 255, 0.15);\n",
       "                }\n",
       "                .kompot-runinfo td {\n",
       "                    border-color: rgba(255, 255, 255, 0.15);\n",
       "                }\n",
       "                .kompot-runinfo tr:nth-child(even) {\n",
       "                    background-color: rgba(255, 255, 255, 0.03);\n",
       "                }\n",
       "                .kompot-runinfo .field-section .field-row:hover {\n",
       "                    background-color: rgba(255, 255, 255, 0.06);\n",
       "                }\n",
       "                .kompot-runinfo .overwritten {\n",
       "                    color: #ef5350;\n",
       "                }\n",
       "                .kompot-runinfo .active {\n",
       "                    color: #66bb6a;\n",
       "                }\n",
       "                .kompot-runinfo .badge-success {\n",
       "                    background-color: rgba(102, 187, 106, 0.2);\n",
       "                    color: #81c784;\n",
       "                    border-color: rgba(102, 187, 106, 0.4);\n",
       "                }\n",
       "                .kompot-runinfo .badge-warning {\n",
       "                    background-color: rgba(255, 167, 38, 0.2);\n",
       "                    color: #ffb74d;\n",
       "                    border-color: rgba(255, 167, 38, 0.4);\n",
       "                }\n",
       "                .kompot-runinfo .badge-danger {\n",
       "                    background-color: rgba(239, 83, 80, 0.2);\n",
       "                    color: #e57373;\n",
       "                    border-color: rgba(239, 83, 80, 0.4);\n",
       "                }\n",
       "                .kompot-runinfo .summary-box {\n",
       "                    background-color: rgba(255, 255, 255, 0.03);\n",
       "                    border-color: rgba(255, 255, 255, 0.12);\n",
       "                }\n",
       "                .kompot-runinfo .location-header {\n",
       "                    background-color: rgba(255, 255, 255, 0.08);\n",
       "                }\n",
       "            }\n",
       "        </style>\n",
       "        <div class='kompot-runinfo'><h3>Run 0 (DE Analysis)</h3><details open><summary>Run Summary</summary><div class='summary-box'><strong>Analysis:</strong> DE &nbsp;|&nbsp; <strong>Run ID:</strong> 0 &nbsp;|&nbsp; <strong>Timestamp:</strong> 2026-03-26T06:01:24.674200 &nbsp;|&nbsp; <strong>Conditions:</strong> Young to Old<span class='badge badge-warning'>Fields Overwritten: 4</span></div><table><tr><th style='width:30%'>Parameter</th><th style='width:70%'>Value</th></tr><tr><td>conditions</td><td>Young to Old</td></tr><tr><td>obsm_key</td><td>DM_EigenVectors</td></tr><tr><td>uses_sample_variance</td><td>False</td></tr><tr><td>layer</td><td>logged_counts</td></tr><tr><td>timestamp</td><td>2026-03-26T06:01:24.674200</td></tr><tr><td>Fields Created</td><td>9</td></tr></table></details><details><summary>All Parameters</summary><table><tr><th style='width:30%'>Parameter</th><th style='width:70%'>Value</th></tr><tr><td>auto_filtered</td><td>False</td></tr><tr><td>batch_size</td><td>100</td></tr><tr><td>compute_mahalanobis</td><td>True</td></tr><tr><td>condition1</td><td>Young</td></tr><tr><td>condition2</td><td>Old</td></tr><tr><td>copy</td><td>False</td></tr><tr><td>eps</td><td>1e-08</td></tr><tr><td>fdr_threshold</td><td>0.05</td></tr><tr><td>groupby</td><td>Age</td></tr><tr><td>inplace</td><td>True</td></tr><tr><td>jit_compile</td><td>False</td></tr><tr><td>landmarks</td><td>False</td></tr><tr><td>layer</td><td>logged_counts</td></tr><tr><td>ls_factor</td><td>10.0</td></tr><tr><td>max_memory_ratio</td><td>0.8</td></tr><tr><td>min_cells</td><td>2</td></tr><tr><td>n_landmarks</td><td>5000</td></tr><tr><td>null_genes</td><td>2000</td></tr><tr><td>null_seed</td><td>42</td></tr><tr><td>obsm_key</td><td>DM_EigenVectors</td></tr><tr><td>result_key</td><td>kompot_de</td></tr><tr><td>sigma</td><td>1.0</td></tr><tr><td>store_landmarks</td><td>False</td></tr><tr><td>store_posterior_covariance</td><td>False</td></tr><tr><td>use_empirical_variance</td><td>False</td></tr><tr><td>use_sample_variance</td><td>False</td></tr><tr><td>used_landmarks</td><td>False</td></tr></table></details><details><summary>Environment</summary><table><tr><th style='width:30%'>Parameter</th><th style='width:70%'>Value</th></tr><tr><td>hostname</td><td>gizmok39</td></tr><tr><td>package_versions</td><td>&nbsp;&nbsp;anndata: 0.12.10<br>&nbsp;&nbsp;jax: 0.9.0.1<br>&nbsp;&nbsp;jaxlib: 0.9.0.1<br>&nbsp;&nbsp;kompot: 0.7.0<br>&nbsp;&nbsp;numpy: 2.4.2<br>&nbsp;&nbsp;pandas: 2.3.3<br>&nbsp;&nbsp;scipy: 1.17.1</td></tr><tr><td>pid</td><td>32012</td></tr><tr><td>platform</td><td>Linux-4.15.0-213-generic-x86_64-with-glibc2.35</td></tr><tr><td>python_version</td><td>3.12.12</td></tr><tr><td>timestamp</td><td>2026-03-26T06:01:24.715796</td></tr><tr><td>username</td><td>dotto</td></tr></table></details><details><summary>Fields Created by This Run</summary><div class='field-section'><div class='summary-box'><strong>Total Fields:</strong> 9 &nbsp;|&nbsp; <strong>Present:</strong> 5 &nbsp;|&nbsp; <strong>Missing:</strong> 0 &nbsp;|&nbsp; <strong>Overwritten:</strong> 4</div><table><tr><th style='width:40%'>Field Name</th><th style='width:10%'>Location</th><th style='width:35%'>Description</th><th style='width:15%'>Status</th></tr><tr><td colspan='4' class='location-header'>LAYERS Fields</td></tr><tr class='field-row'><td>kompot_de_Old_imputed</td><td>layers</td><td><small>[imputed]</small> Imputed expression for Old</td><td class='overwritten'>Overwritten by Run 1</td></tr><tr class='field-row'><td>kompot_de_Young_imputed</td><td>layers</td><td><small>[imputed]</small> Imputed expression for Young</td><td class='overwritten'>Overwritten by Run 1</td></tr><tr class='field-row'><td>kompot_de_Young_to_Old_fold_change</td><td>layers</td><td><small>[fold_change]</small> Log fold change for each cell and gene</td><td class='overwritten'>Overwritten by Run 1</td></tr><tr><td colspan='4' class='location-header'>OBS Fields</td></tr><tr class='field-row'><td>kompot_de_Old_std</td><td>obs</td><td><small>[std]</small> Posterior standard deviation of imputed expression for Old (same for all genes)</td><td class='active'>Present</td></tr><tr class='field-row'><td>kompot_de_Young_std</td><td>obs</td><td><small>[std]</small> Posterior standard deviation of imputed expression for Young (same for all genes)</td><td class='active'>Present</td></tr><tr><td colspan='4' class='location-header'>VAR Fields</td></tr><tr class='field-row'><td>kompot_de_Young_to_Old_is_de</td><td>var</td><td><small>[is_de]</small> Boolean indicator of differential expression at local FDR < 0.05</td><td class='active'>Present</td></tr><tr class='field-row'><td>kompot_de_Young_to_Old_mahalanobis</td><td>var</td><td><small>[mahalanobis]</small> Mahalanobis distances</td><td class='active'>Present</td></tr><tr class='field-row'><td>kompot_de_Young_to_Old_mahalanobis_local_fdr</td><td>var</td><td><small>[mahalanobis_local_fdr]</small> Local FDR values using empirical null estimation similar to R's fdrtool</td><td class='active'>Present</td></tr><tr class='field-row'><td>kompot_de_Young_to_Old_mean_lfc</td><td>var</td><td><small>[mean_log_fold_change]</small> Mean log fold change values</td><td class='overwritten'>Overwritten by Run 1</td></tr></table></div></details></div>"
      ],
      "text/plain": [
       "RunInfo(analysis_type=de, run_id=0, timestamp=2026-03-26T06:01:24.674200)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Standard analysis\n",
    "run0 = kompot.RunInfo(adata, run_id=0, analysis_type=\"de\")\n",
    "run0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:25:16.375544Z",
     "iopub.status.busy": "2026-03-26T06:25:16.375061Z",
     "iopub.status.idle": "2026-03-26T06:25:16.386220Z",
     "shell.execute_reply": "2026-03-26T06:25:16.384796Z",
     "shell.execute_reply.started": "2026-03-26T06:25:16.375497Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <style>\n",
       "            .kompot-comparison {\n",
       "                max-width: 900px;\n",
       "                font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Arial, sans-serif;\n",
       "            }\n",
       "            .kompot-comparison h3 {\n",
       "                margin-bottom: 10px;\n",
       "                font-weight: 600;\n",
       "            }\n",
       "            .kompot-comparison details {\n",
       "                margin-top: 15px;\n",
       "                margin-bottom: 10px;\n",
       "            }\n",
       "            .kompot-comparison summary {\n",
       "                color: #555;\n",
       "                cursor: pointer;\n",
       "                font-weight: 500;\n",
       "                font-size: 1.1em;\n",
       "                padding: 5px 0;\n",
       "                list-style: none;\n",
       "                user-select: none;\n",
       "            }\n",
       "            .kompot-comparison summary::-webkit-details-marker {\n",
       "                display: none;\n",
       "            }\n",
       "            .kompot-comparison summary::before {\n",
       "                content: \"▶ \";\n",
       "                display: inline-block;\n",
       "                font-size: 0.8em;\n",
       "                color: #888;\n",
       "                margin-right: 5px;\n",
       "            }\n",
       "            .kompot-comparison details[open] > summary::before {\n",
       "                content: \"▼ \";\n",
       "            }\n",
       "            .kompot-comparison table {\n",
       "                width: 100%;\n",
       "                border-collapse: collapse;\n",
       "                margin-bottom: 15px;\n",
       "            }\n",
       "            .kompot-comparison th {\n",
       "                background-color: rgba(0, 0, 0, 0.04);\n",
       "                text-align: left;\n",
       "                padding: 8px;\n",
       "                border: 1px solid rgba(0, 0, 0, 0.12);\n",
       "                font-weight: 500;\n",
       "            }\n",
       "            .kompot-comparison td {\n",
       "                padding: 6px 8px;\n",
       "                border: 1px solid rgba(0, 0, 0, 0.12);\n",
       "                vertical-align: top;\n",
       "            }\n",
       "            .kompot-comparison .badge {\n",
       "                display: inline-block;\n",
       "                padding: 2px 8px;\n",
       "                border-radius: 4px;\n",
       "                font-size: 0.85em;\n",
       "                font-weight: 500;\n",
       "                margin-left: 5px;\n",
       "            }\n",
       "            .kompot-comparison .badge-success {\n",
       "                background-color: rgba(46, 125, 50, 0.12);\n",
       "                color: #2e7d32;\n",
       "                border: 1px solid rgba(46, 125, 50, 0.3);\n",
       "            }\n",
       "            .kompot-comparison .badge-warning {\n",
       "                background-color: rgba(237, 108, 2, 0.12);\n",
       "                color: #e65100;\n",
       "                border: 1px solid rgba(237, 108, 2, 0.3);\n",
       "            }\n",
       "            .kompot-comparison .badge-danger {\n",
       "                background-color: rgba(198, 40, 40, 0.12);\n",
       "                color: #c62828;\n",
       "                border: 1px solid rgba(198, 40, 40, 0.3);\n",
       "            }\n",
       "            .kompot-comparison .badge-info {\n",
       "                background-color: rgba(21, 101, 192, 0.12);\n",
       "                color: #1565c0;\n",
       "                border: 1px solid rgba(21, 101, 192, 0.3);\n",
       "            }\n",
       "            .kompot-comparison .summary-box {\n",
       "                background-color: rgba(0, 0, 0, 0.02);\n",
       "                border: 1px solid rgba(0, 0, 0, 0.08);\n",
       "                padding: 8px 12px;\n",
       "                margin: 10px 0;\n",
       "                border-radius: 4px;\n",
       "            }\n",
       "            .kompot-comparison .note-box {\n",
       "                background-color: rgba(0, 0, 0, 0.02);\n",
       "                padding: 8px;\n",
       "                margin-top: 10px;\n",
       "                font-size: 0.9em;\n",
       "                border-radius: 4px;\n",
       "            }\n",
       "            .kompot-comparison .location-header {\n",
       "                background-color: rgba(0, 0, 0, 0.04);\n",
       "                font-weight: bold;\n",
       "            }\n",
       "            .kompot-comparison .location-header-shared {\n",
       "                background-color: rgba(33, 150, 243, 0.08);\n",
       "                font-weight: bold;\n",
       "            }\n",
       "            .kompot-comparison .diff-added {\n",
       "                background-color: rgba(46, 125, 50, 0.08);\n",
       "            }\n",
       "            .kompot-comparison .diff-removed {\n",
       "                background-color: rgba(198, 40, 40, 0.08);\n",
       "            }\n",
       "            .kompot-comparison .diff-changed {\n",
       "                background-color: rgba(237, 108, 2, 0.08);\n",
       "            }\n",
       "            .kompot-comparison .diff-unchanged {\n",
       "                background-color: rgba(0, 0, 0, 0.02);\n",
       "            }\n",
       "            .kompot-comparison .field-category {\n",
       "                text-align: center;\n",
       "                font-weight: 600;\n",
       "            }\n",
       "            .kompot-comparison .not-set {\n",
       "                color: #888;\n",
       "                font-style: italic;\n",
       "            }\n",
       "            .kompot-comparison .run1-only {\n",
       "                color: #c62828;\n",
       "            }\n",
       "            .kompot-comparison .run2-only {\n",
       "                color: #2e7d32;\n",
       "            }\n",
       "            .kompot-comparison .in-both {\n",
       "                color: #1565c0;\n",
       "            }\n",
       "\n",
       "            @media (prefers-color-scheme: dark) {\n",
       "                .kompot-comparison summary {\n",
       "                    color: #b8b8b8;\n",
       "                }\n",
       "                .kompot-comparison summary::before {\n",
       "                    color: #888;\n",
       "                }\n",
       "                .kompot-comparison th {\n",
       "                    background-color: rgba(255, 255, 255, 0.06);\n",
       "                    border-color: rgba(255, 255, 255, 0.15);\n",
       "                }\n",
       "                .kompot-comparison td {\n",
       "                    border-color: rgba(255, 255, 255, 0.15);\n",
       "                }\n",
       "                .kompot-comparison .badge-success {\n",
       "                    background-color: rgba(102, 187, 106, 0.2);\n",
       "                    color: #81c784;\n",
       "                    border-color: rgba(102, 187, 106, 0.4);\n",
       "                }\n",
       "                .kompot-comparison .badge-warning {\n",
       "                    background-color: rgba(255, 167, 38, 0.2);\n",
       "                    color: #ffb74d;\n",
       "                    border-color: rgba(255, 167, 38, 0.4);\n",
       "                }\n",
       "                .kompot-comparison .badge-danger {\n",
       "                    background-color: rgba(239, 83, 80, 0.2);\n",
       "                    color: #e57373;\n",
       "                    border-color: rgba(239, 83, 80, 0.4);\n",
       "                }\n",
       "                .kompot-comparison .badge-info {\n",
       "                    background-color: rgba(100, 181, 246, 0.2);\n",
       "                    color: #64b5f6;\n",
       "                    border-color: rgba(100, 181, 246, 0.4);\n",
       "                }\n",
       "                .kompot-comparison .summary-box {\n",
       "                    background-color: rgba(255, 255, 255, 0.03);\n",
       "                    border-color: rgba(255, 255, 255, 0.12);\n",
       "                }\n",
       "                .kompot-comparison .note-box {\n",
       "                    background-color: rgba(255, 255, 255, 0.03);\n",
       "                }\n",
       "                .kompot-comparison .location-header {\n",
       "                    background-color: rgba(255, 255, 255, 0.08);\n",
       "                }\n",
       "                .kompot-comparison .location-header-shared {\n",
       "                    background-color: rgba(100, 181, 246, 0.12);\n",
       "                }\n",
       "                .kompot-comparison .diff-added {\n",
       "                    background-color: rgba(102, 187, 106, 0.12);\n",
       "                }\n",
       "                .kompot-comparison .diff-removed {\n",
       "                    background-color: rgba(239, 83, 80, 0.12);\n",
       "                }\n",
       "                .kompot-comparison .diff-changed {\n",
       "                    background-color: rgba(255, 167, 38, 0.12);\n",
       "                }\n",
       "                .kompot-comparison .diff-unchanged {\n",
       "                    background-color: rgba(255, 255, 255, 0.03);\n",
       "                }\n",
       "                .kompot-comparison .not-set {\n",
       "                    color: #888;\n",
       "                }\n",
       "                .kompot-comparison .run1-only {\n",
       "                    color: #ef5350;\n",
       "                }\n",
       "                .kompot-comparison .run2-only {\n",
       "                    color: #66bb6a;\n",
       "                }\n",
       "                .kompot-comparison .in-both {\n",
       "                    color: #64b5f6;\n",
       "                }\n",
       "            }\n",
       "        </style>\n",
       "        <div class='kompot-comparison'><h3>Comparison of Run 0 and Run 1</h3><details><summary>Summary</summary><div class='summary-box'><strong>Analysis Type:</strong> DE &nbsp;|&nbsp; <strong>Run 0:</strong> unknown (2026-03-26T06:01:24.674200) &nbsp;|&nbsp; <strong>Run 1:</strong> unknown (2026-03-26T06:25:04.234483)</div><div style='margin: 10px 0;'><span class='badge badge-warning'>Parameters: 5 different, 33 same</span><span class='badge badge-warning'>Fields: 8 different, 4 same</span></div><table><tr><th rowspan='2'>Aspect</th><th colspan='2'>Run Details</th></tr><tr><th>Run 0</th><th>Run 1</th></tr><tr><td>conditions</td><td class=''>Young to Old</td><td class=''>Young to Old</td></tr><tr><td>result_key</td><td class=''>kompot_de</td><td class=''>kompot_de</td></tr><tr><td>uses_sample_variance</td><td class='diff-changed'>False</td><td class='diff-changed'>True</td></tr><tr><td>timestamp</td><td class='diff-changed'>2026-03-26T06:01:24.674200</td><td class='diff-changed'>2026-03-26T06:25:04.234483</td></tr><tr><td>Field Count</td><td class='diff-changed'>9</td><td class='diff-changed'>7</td></tr></table></details><details open><summary>Parameter Differences</summary><div class='summary-box'><strong>Total Parameters:</strong> 38 &nbsp;|&nbsp; <strong>Different:</strong> 5 &nbsp;|&nbsp; <strong>Only in Run 0:</strong> 0 &nbsp;|&nbsp; <strong>Only in Run 1:</strong> 0<div style='margin-top:8px'><span class='badge badge-warning'>Different Variance Method</span></div></div><h5 style='margin-top:15px; color:#d32f2f;'>Key Parameter Differences</h5><table><tr><th style='width:30%'>Parameter</th><th style='width:35%'>Run 0</th><th style='width:35%'>Run 1</th></tr><tr class='diff-changed'><td><strong>use_sample_variance</strong></td><td>False</td><td>True</td></tr></table><h5 style='margin-top:15px;'>All Parameter Differences</h5><table><tr><th style='width:30%'>Parameter</th><th style='width:35%'>Run 0</th><th style='width:35%'>Run 1</th></tr><tr><td colspan='3' class='field-category diff-changed'>Different Parameters</td></tr><tr class='diff-changed'><td>genes</td><td>None</td><td>Index(['H2-Q7', 'Cd74', 'H2-Aa', 'H2-Ab1', 'Igkc', 'H2-Eb1', 'AW112010',\n",
       "       'S100a9', 'Ifitm3', 'S100a8',\n",
       "       ...\n",
       "       'Rpl12', 'Meis1', 'Dnaja1', 'H2-T23', 'Il7r', 'Pafah1b3', 'Mmp8',\n",
       "       'Spi1', 'Bcl11a', 'Atpif1'],\n",
       "      dtype='object', length=200)</td></tr><tr class='diff-changed'><td>null_genes</td><td>2000</td><td>0</td></tr><tr class='diff-changed'><td>sample_col</td><td>None</td><td>Replicate</td></tr><tr class='diff-changed'><td>store_arrays_on_disk</td><td>None</td><td>True</td></tr><tr><td colspan='3' class='field-category diff-unchanged'>33 parameters are the same in both runs</td></tr></table></details><details><summary>Field Differences</summary><div class='summary-box'><strong>Fields in both runs:</strong> 4 &nbsp;|&nbsp; <strong>Only in Run 0:</strong> 5 &nbsp;|&nbsp; <strong>Only in Run 1:</strong> 3</div><table><tr><th style='width:40%'>Field Name</th><th style='width:10%'>Location</th><th style='width:25%'>Status</th><th style='width:25%'>Last Modified By</th></tr><tr><td colspan='4' class='location-header-shared'>LAYERS Shared Fields</td></tr><tr class='diff-unchanged'><td>kompot_de_Old_imputed</td><td>layers</td><td>Current value from Run 1</td><td class='run2-only'>Run 1</td></tr><tr class='diff-unchanged'><td>kompot_de_Young_imputed</td><td>layers</td><td>Current value from Run 1</td><td class='run2-only'>Run 1</td></tr><tr class='diff-unchanged'><td>kompot_de_Young_to_Old_fold_change</td><td>layers</td><td>Current value from Run 1</td><td class='run2-only'>Run 1</td></tr><tr><td colspan='4' class='location-header-shared'>VAR Shared Fields</td></tr><tr class='diff-unchanged'><td>kompot_de_Young_to_Old_mean_lfc</td><td>var</td><td>Current value from Run 1</td><td class='run2-only'>Run 1</td></tr><tr><td colspan='4' class='location-header'>LAYERS Different Fields</td></tr><tr class='diff-added'><td>kompot_de_Old_std</td><td>layers</td><td>Only in Run 1</td><td class='run2-only'>Run 1</td></tr><tr class='diff-added'><td>kompot_de_Young_std</td><td>layers</td><td>Only in Run 1</td><td class='run2-only'>Run 1</td></tr><tr><td colspan='4' class='location-header'>OBS Different Fields</td></tr><tr class='diff-removed'><td>kompot_de_Old_std</td><td>obs</td><td>Only in Run 0</td><td class='run1-only'>Run 0</td></tr><tr class='diff-removed'><td>kompot_de_Young_std</td><td>obs</td><td>Only in Run 0</td><td class='run1-only'>Run 0</td></tr><tr><td colspan='4' class='location-header'>VAR Different Fields</td></tr><tr class='diff-removed'><td>kompot_de_Young_to_Old_is_de</td><td>var</td><td>Only in Run 0</td><td class='run1-only'>Run 0</td></tr><tr class='diff-removed'><td>kompot_de_Young_to_Old_mahalanobis</td><td>var</td><td>Only in Run 0</td><td class='run1-only'>Run 0</td></tr><tr class='diff-removed'><td>kompot_de_Young_to_Old_mahalanobis_local_fdr</td><td>var</td><td>Only in Run 0</td><td class='run1-only'>Run 0</td></tr><tr class='diff-added'><td>kompot_de_Young_to_Old_mahalanobis_sample_var</td><td>var</td><td>Only in Run 1</td><td class='run2-only'>Run 1</td></tr></table><div class='note-box'><strong>Note on shared fields:</strong> When both runs define the same field, the last run to write to the field overwrites the previous value. The 'Last Modified By' column shows which run's value is currently stored.</div></details></div>"
      ],
      "text/plain": [
       "RunComparison(run1=0, run2=1, same_fields=4, different_params=5)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compare runs\n",
    "run0.compare_with(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Best Practices\n",
    "\n",
    "### When to Use Sample Variance\n",
    "\n",
    "**Use sample variance when:**\n",
    "- You have ≥3 biological replicates per condition\n",
    "- You want conservative, reproducible results\n",
    "- Inter-sample variability is expected (e.g., patient samples)\n",
    "\n",
    "**Skip sample variance when:**\n",
    "- Only one sample per condition\n",
    "- Computational resources are limited\n",
    "\n",
    "### Resource Considerations\n",
    "\n",
    "Sample variance increases computation time and memory:\n",
    "\n",
    "- **DA**: Modest increase (one estimator per sample)\n",
    "- **DE**: Substantial increase (gene-specific covariances)\n",
    "\n",
    "For DE with sample variance:\n",
    "1. Always run `kompot.de(..., dry_run=True)` first\n",
    "2. Consider analyzing a subset of genes (top hits from standard analysis)\n",
    "3. Use `storage=StorageSettings(store_arrays_on_disk=True)` for large datasets\n",
    "4. Set `fdr=FDRSettings(null_genes=0)` if you don't need FDR thresholds\n",
    "\n",
    "### Interpretation\n",
    "\n",
    "Results with sample variance are:\n",
    "- **More conservative**: Fewer significant findings\n",
    "- **More reproducible**: Robust to sample-specific effects\n",
    "- **More biologically meaningful**: Account for natural variation\n",
    "\n",
    "Genes/cell states that remain significant after sample variance correction represent robust biological signals consistent across replicates."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Saving Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:25:16.387182Z",
     "iopub.status.busy": "2026-03-26T06:25:16.386964Z",
     "iopub.status.idle": "2026-03-26T06:25:16.419780Z",
     "shell.execute_reply": "2026-03-26T06:25:16.418687Z",
     "shell.execute_reply.started": "2026-03-26T06:25:16.387161Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2026-03-26 06:25:16,388] [INFO    ] Cleaning up all 2 run(s)\n",
      "[2026-03-26 06:25:16,398] [INFO    ] Cleaned up 3 field(s) from run 0:\n",
      "[2026-03-26 06:25:16,399] [INFO    ]   layers (3 field(s)):\n",
      "[2026-03-26 06:25:16,400] [INFO    ]     - kompot_de_Young_imputed\n",
      "[2026-03-26 06:25:16,401] [INFO    ]     - kompot_de_Old_imputed\n",
      "[2026-03-26 06:25:16,401] [INFO    ]     - kompot_de_Young_to_Old_fold_change\n",
      "[2026-03-26 06:25:16,413] [INFO    ] Cleaned up 2 field(s) from run 1:\n",
      "[2026-03-26 06:25:16,414] [INFO    ]   layers (2 field(s)):\n",
      "[2026-03-26 06:25:16,414] [INFO    ]     - kompot_de_Young_std\n",
      "[2026-03-26 06:25:16,415] [INFO    ]     - kompot_de_Old_std\n",
      "[2026-03-26 06:25:16,415] [INFO    ] Total: Cleaned up 5 field(s) across 2 run(s)\n"
     ]
    }
   ],
   "source": [
    "# Cleanup large layers from both runs\n",
    "kompot.cleanup(adata)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-03-26T06:25:16.420965Z",
     "iopub.status.busy": "2026-03-26T06:25:16.420630Z",
     "iopub.status.idle": "2026-03-26T06:25:27.566624Z",
     "shell.execute_reply": "2026-03-26T06:25:27.564660Z",
     "shell.execute_reply.started": "2026-03-26T06:25:16.420942Z"
    }
   },
   "outputs": [],
   "source": [
    "adata.write_h5ad(\"../data/murine_bone_marrow_aging_with_sample_variance.h5ad\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary\n",
    "\n",
    "This tutorial demonstrated:\n",
    "\n",
    "✓ Why sample variance matters in multi-sample studies  \n",
    "✓ How to enable sample variance with `sample_col` parameter  \n",
    "✓ Resource planning for sample variance analyses  \n",
    "✓ Comparing results with/without sample variance  \n",
    "✓ Identifying sample-variable genes  \n",
    "✓ Best practices for sample variance analysis  \n",
    "\n",
    "### Key Takeaways\n",
    "\n",
    "1. Sample variance provides **more reliable** significance estimates when you have biological replicates\n",
    "2. Effect sizes remain **identical**; only statistical significance changes\n",
    "3. Results are **more conservative** but also more reproducible\n",
    "4. Use **resource planning** for DE with sample variance due to increased memory requirements\n",
    "\n",
    "For more information, see the [Kompot documentation](https://kompot.readthedocs.io/en/latest/)."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "kompot (dev)",
   "language": "python",
   "name": "kompot"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.12"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {
     "13ac25e73870483a8b39c898ae34484c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "172606e186a6438a86e2e97d9951664d": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_dae8f77683cc41918c2a0cb363562fb9",
        "IPY_MODEL_50f9a2a12270459db33a4ce60e56a204",
        "IPY_MODEL_269a151f03534f5ab5cd728c0d4ebeda"
       ],
       "layout": "IPY_MODEL_b2d4191c432a4f6793c336e712ee061b"
      }
     },
     "18a6b003264d4d9aa6d1f7fb13b911ce": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "269a151f03534f5ab5cd728c0d4ebeda": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_69c9477c5ab84c8f8f322a654cf63f39",
       "style": "IPY_MODEL_65ecd5273a6c4d1ead2570a9bff0f974",
       "value": " 200/200 [02:44&lt;00:00,  1.51s/it]"
      }
     },
     "354ecbfbcc9c4c46b88b79293bb8724c": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "39a0c3cf37af47b6be3ae800b50449a6": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "50f9a2a12270459db33a4ce60e56a204": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_cc04d513862e49a8a10c309ca3f86337",
       "max": 200,
       "style": "IPY_MODEL_354ecbfbcc9c4c46b88b79293bb8724c",
       "value": 200
      }
     },
     "65ecd5273a6c4d1ead2570a9bff0f974": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "69c9477c5ab84c8f8f322a654cf63f39": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "7b3a4bd4e69a4a55862b8dea7e8cb017": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "FloatProgressModel",
      "state": {
       "bar_style": "success",
       "layout": "IPY_MODEL_c872038896b749958ba1a8afb76e7a4e",
       "max": 200,
       "style": "IPY_MODEL_85e451d6e47343b0990e8b4a86bf8e93",
       "value": 200
      }
     },
     "80d6820ce23d4624a4097e51e61486cd": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLStyleModel",
      "state": {
       "description_width": "",
       "font_size": null,
       "text_color": null
      }
     },
     "85e451d6e47343b0990e8b4a86bf8e93": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "ProgressStyleModel",
      "state": {
       "description_width": ""
      }
     },
     "964581f36a7e4ad7b3a07903238d24ec": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "b2d4191c432a4f6793c336e712ee061b": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "be3b79a9e1c54c46a00c9d18b899517e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "c872038896b749958ba1a8afb76e7a4e": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "cb941c6a6e6140c3adde3a8da59d357e": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_18a6b003264d4d9aa6d1f7fb13b911ce",
       "style": "IPY_MODEL_39a0c3cf37af47b6be3ae800b50449a6",
       "value": " 200/200 [05:11&lt;00:00,  4.48it/s]"
      }
     },
     "cc04d513862e49a8a10c309ca3f86337": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "d1ec3b81e2674b69ad73ac8b17a0b505": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_ef21819557af42ceaedda937032dcc68",
       "style": "IPY_MODEL_80d6820ce23d4624a4097e51e61486cd",
       "value": "Computing Mahalanobis distances: 100%"
      }
     },
     "dae8f77683cc41918c2a0cb363562fb9": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HTMLModel",
      "state": {
       "layout": "IPY_MODEL_964581f36a7e4ad7b3a07903238d24ec",
       "style": "IPY_MODEL_13ac25e73870483a8b39c898ae34484c",
       "value": "Processing gene-specific covariance matrices: 100%"
      }
     },
     "ef21819557af42ceaedda937032dcc68": {
      "model_module": "@jupyter-widgets/base",
      "model_module_version": "2.0.0",
      "model_name": "LayoutModel",
      "state": {}
     },
     "fe61f33c3e0b4796a70bb693acd80738": {
      "model_module": "@jupyter-widgets/controls",
      "model_module_version": "2.0.0",
      "model_name": "HBoxModel",
      "state": {
       "children": [
        "IPY_MODEL_d1ec3b81e2674b69ad73ac8b17a0b505",
        "IPY_MODEL_7b3a4bd4e69a4a55862b8dea7e8cb017",
        "IPY_MODEL_cb941c6a6e6140c3adde3a8da59d357e"
       ],
       "layout": "IPY_MODEL_be3b79a9e1c54c46a00c9d18b899517e"
      }
     }
    },
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}