{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "25adf7d3-5a58-4ed7-b56c-79c41485d10c",
   "metadata": {},
   "source": [
    "## 07. Post Perturbation Analysis Tutorial"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d100ebad-58a4-423a-adf7-4f0ee34072e1",
   "metadata": {},
   "source": [
    "In this notebook, we examine transcriptomic changes following in silico perturbation. The output of the PerturbGen in-silico module (Notebook 6) is an .h5ad file containing the original input observations, along with a per-cell mean_cos_similarity metric. This metric represents the average cosine similarity of gene embeddings between post-perturbation and pre-perturbation states, where lower values indicate stronger perturbation effects.\n",
    "\n",
    "The AnnData object includes two additional layers:\n",
    "\n",
    "- **`pred_counts`**: reconstructed gene expression counts prior to perturbation\n",
    "- **`true_counts`**: original observed gene expression counts\n",
    "\n",
    "The perturbed gene expression counts are stored in the main matrix X. These counts are in raw form and should be normalized and log-transformed before downstream analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08efdda2-8390-492a-943e-f635de8f2b85",
   "metadata": {
    "tags": []
   },
   "source": [
    "Load the libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "61eef3ee-8e70-4286-86a0-af58516953c0",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import scanpy as sc\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import re\n",
    "import gseapy as gp"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edfd8d22-543f-4c36-bcb1-5730802c611e",
   "metadata": {},
   "source": [
    "Load the .h5ad object containing the results of the post–in silico perturbation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e8cc3de3-6a2a-4765-a451-8a0d5f2b0174",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "adata = sc.read('/path/to/in-silico/anndata.h5ad') # e.g. 20250812-13:47_minference_adata_gENSG00000125538_ssrc_tmask.h5ad"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "570080bd-db4a-4a1d-b14b-73d87aedf1b3",
   "metadata": {},
   "source": [
    "As noted earlier, perturbed gene expression counts are stored in `.X`, while unperturbed (predicted) counts are stored in `layers['pred_counts']`. To organize these data, we construct a new `AnnData` object with the following annotations:\n",
    "\n",
    "- **`status`**: indicates whether a cell is perturbed or unperturbed  \n",
    "- **`status_time`**: records the perturbation status at each timepoint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "43d2ba9e-0bcc-4247-a4f4-6edd4a19ae09",
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = adata.copy()\n",
    "pred.X = pred.layers['pred_counts'].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a769138e-8dc6-4161-82ec-4b7c92d3dc61",
   "metadata": {},
   "outputs": [],
   "source": [
    "pred.obs['status'] = 'unperturbed'\n",
    "adata.obs['status'] = 'perturbed'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "427e93cf-3cec-42bb-9168-4f6a1d206723",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata.obs['status_time'] = 'perturbed_' + adata.obs['time_after_LPS'].astype(str)\n",
    "pred.obs['status_time'] = 'unperturbed_' + pred.obs['time_after_LPS'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0e8a2d68-8de5-49f6-94ef-b15e8d721adc",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_758363/3760186430.py:1: FutureWarning: Use anndata.concat instead of AnnData.concatenate, AnnData.concatenate is deprecated and will be removed in the future. See the tutorial for concat at: https://anndata.readthedocs.io/en/latest/concatenation.html\n",
      "  adata = adata.concatenate(pred)\n"
     ]
    }
   ],
   "source": [
    "adata = adata.concatenate(pred) # combine perturbed and unperturbed data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2abf0cdd-f621-47ed-a59f-3fbe568673ca",
   "metadata": {},
   "source": [
    "The predicted counts for both the unperturbed and perturbed conditions are stored in their raw form. Therefore, it is necessary to normalize and log-transform these counts prior to downstream analyses."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6d4af104-3b27-4281-bf9e-10be35b67d87",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.normalize_total(adata) # normalize total counts per cell\n",
    "sc.pp.log1p(adata) # log-transform the data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f61aaf8a-fa2e-4be6-bc73-8b3b0fdec18c",
   "metadata": {},
   "source": [
    "Optionally, We renamed the cell types for consitency. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4af5e05f-8ce7-407f-ac53-6d5836b54ec4",
   "metadata": {},
   "outputs": [],
   "source": [
    "mapping = {\n",
    "    'B cell': 'B cells',\n",
    "    'CD14 monocytes': 'CD14+ monocytes',\n",
    "    'CD16 monocytes': 'CD16+ monocytes',\n",
    "    'CD4+ T cells': 'CD4+ T cells',\n",
    "    'CD8+ T cells': 'CD8+ T cells',\n",
    "    'Dendritic cells': 'Dendritic cells',\n",
    "    'NK': 'NK cells',\n",
    "    'NKT': 'NKT cells',\n",
    "    'Plasmocytoid dendritic cell': 'Plasmacytoid dendritic cells',\n",
    "    'hematopoietic stem cell': 'Hematopoietic stem cells',\n",
    "    'platelet': 'Platelets'\n",
    "}\n",
    "\n",
    "adata.obs['cell_type_harmonized'] = adata.obs['cell_type_harmonized'].cat.rename_categories(\n",
    "    {cat: mapping.get(cat, cat) for cat in adata.obs['cell_type_harmonized'].cat.categories}\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4e31dcf-b8cd-4f71-88c7-9ba2503aad24",
   "metadata": {},
   "source": [
    "Here, we evaluate the number of significant differentially expressed genes (DEGs) for each cell type by comparing perturbed counts with unperturbed counts. We refer to this measure as the perturbation effect."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3deebbab-0491-429a-b542-6553c2c0b0bc",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cell_types = adata.obs['cell_type_harmonized'].unique()\n",
    "timepoints = ['6h_LPS', '10h_LPS']\n",
    "results = []\n",
    "\n",
    "for tp in timepoints:\n",
    "    unperturbed = f'unperturbed_{tp}'\n",
    "    perturbed   = f'perturbed_{tp}'\n",
    "\n",
    "    for ct in cell_types:\n",
    "        mask_pert = (adata.obs['status_time'] == perturbed) & (adata.obs['cell_type_harmonized'] == ct)\n",
    "        mask_unpt = (adata.obs['status_time'] == unperturbed) & (adata.obs['cell_type_harmonized'] == ct)\n",
    "\n",
    "        if mask_pert.sum() == 0 or mask_unpt.sum() == 0:\n",
    "            continue\n",
    "\n",
    "        sub_adata = adata[mask_pert | mask_unpt].copy()\n",
    "        sub_adata.obs['group'] = 'unperturbed'\n",
    "        sub_adata.obs.loc[sub_adata.obs['status_time'] == perturbed, 'group'] = 'perturbed'\n",
    "        sub_adata.obs['group'] = sub_adata.obs['group'].astype('category')\n",
    "\n",
    "        sc.tl.rank_genes_groups(sub_adata, groupby='group', reference='unperturbed',method='wilcoxon')\n",
    "        degs = sc.get.rank_genes_groups_df(sub_adata, group='perturbed') \n",
    "        deg_count = (degs['pvals_adj'] < 0.05).sum()\n",
    "        results.append({'cell_type': ct, 'timepoint': tp, 'deg_count': deg_count})\n",
    "\n",
    "df = pd.DataFrame(results)\n",
    "df_sorted = df.sort_values(by='deg_count', ascending=False)\n",
    "df_sorted['timepoint'] = df_sorted['timepoint'].replace({\n",
    "    '6h_LPS': '6h',\n",
    "    '10h_LPS': '10h'\n",
    "})\n",
    "sns.set_context(\"talk\", font_scale=1.2)  \n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.barplot(data=df_sorted, y='cell_type', x='deg_count', hue='timepoint')\n",
    "plt.ylabel('Cell type', fontsize=16)\n",
    "plt.xlabel('DEGs count', fontsize=16)\n",
    "plt.title('Perturbation effect', fontsize=16)\n",
    "plt.xticks(fontsize=12)\n",
    "plt.yticks(fontsize=12)\n",
    "plt.legend(title='Timepoint', fontsize=14, title_fontsize=16)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f7b17bf-3f08-4238-bca3-67f10f7acab4",
   "metadata": {},
   "source": [
    "Next, we subset the data to the myeloid lineage, which exhibits the strongest perturbation effect. Depending on the analysis goals, the data can alternatively be subset to any other affected cell types or lineages of interest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f2132a94-ae06-4be8-9aa0-87fdcb65d2bf",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "adata = adata[adata.obs['cell_type_harmonized'].isin(['CD14 monocytes','Dendritic cells',\n",
    "                                                     'CD16 monocytes'])].copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2f8b23c-22af-48f8-a992-650d0757453e",
   "metadata": {},
   "source": [
    "Because the var_names in the AnnData object are stored as Ensembl IDs, we reload the original dataset to obtain the mapping needed to convert them into gene symbols."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "be856812-3644-4ab2-8e95-e00ad23031cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "adata_full = sc.read('/path/to/full/anndata.h5ad')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "084437e6-98fd-4db1-8e25-1a3282adc4e0",
   "metadata": {},
   "source": [
    "Since the original reference data is raw, we need to normalize and log-transform it before we can compare it with other results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "46676d1f-1910-4b04-8ea7-af1b5c5cbcca",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "sc.pp.normalize_total(adata_full) # normalize the data\n",
    "sc.pp.log1p(adata_full) # log-transform the data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "515e6588-a549-4c1f-9d1d-ffe37317f7f4",
   "metadata": {},
   "source": [
    "We convert the var_names in the original object from gene symbols to their corresponding Ensembl IDs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3f0ac42d-c041-4c7d-8f14-d5a34b8c45de",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "adata_full.var_names = adata_full.var['ensembl_id-0'] # set gene names to Ensembl IDs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cda1474f-9da1-4a0f-823f-f82189336c74",
   "metadata": {},
   "source": [
    "Since the var_names in the perturbation object are stored as Ensembl IDs, we map them to their corresponding gene symbols using the original object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f9cadd5d-9038-4109-87fe-9b52d78494ea",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "mapping = adata_full.var['gene_ids-0'].to_dict()\n",
    "adata.var_names = adata.var_names.map(mapping) # map gene names to full data\n",
    "adata = adata[:, adata.var_names.notnull()].copy() # keep only genes present in full data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8da1bfc4-50d4-442c-aa28-de0955bd82c7",
   "metadata": {},
   "source": [
    "We next calculate the DEGs within the myeloid lineage, as this lineage showed the strongest response to perturbation. Specifically, we compute DEGs at each timepoint by comparing perturbed counts against the unperturbed counts (used as reference). From this, we identify upregulated and downregulated DEGs separately for each timepoint, which are then used for enrichment analysis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "a6df166c-7ed2-4b99-bd44-fae79f93392c",
   "metadata": {},
   "outputs": [],
   "source": [
    "deg_results = {}\n",
    "\n",
    "for tp in [\"6h\", \"10h\"]:\n",
    "    pert = f\"perturbed_{tp}_LPS\"\n",
    "    unpert = f\"unperturbed_{tp}_LPS\"\n",
    "\n",
    "    ad = adata[adata.obs[\"status_time\"].isin([pert, unpert])].copy()\n",
    "    ad.obs[\"cond\"] = ad.obs[\"status_time\"].map({pert: \"pert\", unpert: \"unpert\"}).astype(\"category\")\n",
    "\n",
    "    sc.tl.rank_genes_groups(ad, groupby=\"cond\", groups=[\"pert\"], reference=\"unpert\",\n",
    "                            method=\"wilcoxon\", corr_method=\"benjamini-hochberg\")\n",
    "\n",
    "    de = sc.get.rank_genes_groups_df(ad, group=\"pert\")\n",
    "\n",
    "    sig = de[(de[\"pvals_adj\"] < 0.05)]\n",
    "    up = sig[sig[\"logfoldchanges\"] > 0]\n",
    "    down = sig[sig[\"logfoldchanges\"] < 0]\n",
    "    deg_results[tp] = {\"up\": up[\"names\"].tolist(), \"down\": down[\"names\"].tolist()}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1439447-b4ac-44f7-b97a-c5dd40652087",
   "metadata": {},
   "source": [
    "We then use GSEApy to perform enrichment analysis on the differentially expressed genes (DEGs) identified at each timepoint, enabling the identification of enriched biological pathways and gene sets over time.\n",
    "ref: GSEApy is a Python implementation of Gene Set Enrichment Analysis (Fang et al., 2023)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c555582a-1866-4937-a383-9e5c1c932f0d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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C9erVMWTIEAQGBqJChQpo06YNvL29YWZmhrCwMEycOBG1a9fGokWL5K4jNjYW9evXx4ABA3Dq1CnUrFkT7du3R6NGjRAbG4vp06ejZs2a2L9/f7H2IT4+Hubm5li5ciVUVFTg7e2NqlWrwt/fH40bN8aBAwfklvv48SOaN2+OCRMm4MGDB2jdujUaNWqEsLAw+Pn5YezYsQq3OWrUKHTo0AFhYWFo1KgRWrdujQcPHmD8+PFo0aIFUlJSpJbPyMiAlZUVJk2ahMjISNSvXx/t27fHzz//jAsXLmDYsGFwcHBAUlKSzLacnZ0xevRonDlzBjVq1ICvry9sbGxw48YNTJo0CQ0bNsSDBw9kynXp0gWDBg3C4cOHYWRkhHbt2qFp06a4d+8e5s6di/r16+Pq1aty92/8+PFwd3fHkSNHUKVKFfj6+sLOzg5xcXGYMmUKrK2t8fz5c6kyDg4OcHd3x9KlS5GQkKDw2BEREdG3icFWIvpuaGtrIz4+Hn/99dfXrsp/xocPH+Du7o4DBw7A1NQUoaGhsLKyklomNjYWsbGxX6mGynH06FG4ubkhMTERffr0wePHj3Hx4kXs2bMHAQEBuHr1Ku7fv4+BAwfi33///drVVcjGxgYAsHHjRoXLbNq0CRoaGjA3N/9S1crX3LlzERsbi3bt2n3tqtB3olKlSoiNjUVwcPDXrorI398fYWFhGDJkCCpUqCAz/8iRI2jTpg2eP3+O3r174+HDh7hy5QoCAgKwa9cunDlzBm/evIG/vz8sLCwQHx8vs467d+/CwcEBCQkJcHFxwZ07dxAaGoqdO3fi2LFjeP78OcaOHYt3797Bz88PBw8eLNI+ZGdno1OnTnjx4gW6d++O+Ph47NmzB5GRkVi7di0yMjLQo0cPPHv2TKbspEmTEB4ejgYNGiAhIQEBAQE4ceIELl68CF1dXSxcuBBHjhyRKXfw4EEsXboUurq6iIiIwIkTJxAQEICEhAQ0aNAAoaGhcoPX1tbW2Lt3L16+fInTp09j165dOH/+PKKjo1GxYkVERkbi119/lSlXp04dbNiwAYmJiTh//jx27dqF06dPi0Hs27dvy22dXqlSJSxevBjPnj1DZGQkdu/ejZMnT+Lff/+Fk5MTEhMT0aFDB5kXWdHR0Zg/fz7U1NRw8uRJXLp0SSx77949WFhYICEhAdOmTZPZ5owZM/Dp0yeMHz8+v4+NiIiIvkEMthLRd2PkyJEAgJkzZ+Ljx49fuTY/vlevXsHZ2RnBwcH46aefEBYWhtq1a8ssV7duXdStW/cr1FA5Xr16hW7duiEzMxMjRozAhg0b5AZLTE1NsWbNmiIHML4kCwsLWFlZ4cSJE3jy5InM/PPnzyM+Ph7e3t4wMDD4CjWUVbFiRdStWxd6enpfuyr0nVBTU0PdunVRs2bNr10V0eLFiwEAffv2lZmX+x4zevRobNy4ESYmJjLLqampwdfXF5GRkejfv7/M/O7du+P169do0qQJjhw5AlNTU6n5Wlpa+PPPPzF27FhkZWWhV69eePXqVaH34dixY4iOjoa+vj5WrVqFUqVKifMGDBgAZ2dnfPjwAUuXLpUq9+bNG6xevRoAsHr1apQrV06cZ21tLQYL58yZI7PNP/74AwAwYcIEqRd55cqVw6pVqwAAK1aswNu3b8V5qqqquHz5Mvz8/KChoSG1vgYNGmD+/PkAgN27d8ukEwgODkafPn2gq6srNb1atWpYs2YNAODMmTN49OiR1Pw9e/Zg1KhRMDQ0lJpevnx5bNu2DQCQkJCACxcuSM0/ffo0AMDV1RWurq4yZYU0AXnLATnHzsLCAn///TfTjBAREX1nGGwlou+Gm5sbHB0d8fTpU/HBtjDev3+P9evXw8fHB2ZmZtDR0YGOjg4aNGiAyZMny3Q1DAkJgUQiEfOSNm/eXMyrmDu3pLCck5OTwm0rymeae/qmTZtgZ2cHPT09qe6v9+/fx7x589CiRQuYmppCQ0MD+vr6cHBwwNq1a5WSO1SRJ0+e4JdffkFkZCRsbW1x/vx5VK5cuUj7WFzx8fEYOHAgatasCU1NTejp6eGXX35RmFs0d7fx8+fPo23btihfvjxUVFQKlQd0xYoVSEpKQoUKFcSH9Pz88ssvMtMyMjLw119/wcnJCWXLloWGhgaqV6+OwYMH4+HDhwWuU5n69OmDzMxMbNmyRWae0OK1T58+Ba7nypUr6Nq1q3julS1bFq1atUJgYKDCMg8fPkSfPn1QsWJFaGpqwszMDJMnT5bpBpybopytJXXdCt68eYNp06ahYcOGKF26NLS1tdGgQQPMnj1b4cucjIwMLFmyBA0aNICmpibKly8PX19fXL9+XfGBLKbc5/XFixfh7u4OQ0NDlC5dGo6Ojjh//ry47PHjx+Hs7AwDAwPo6urC1dVVbn7N3LlOs7KysGzZMpibm0NbWxsVK1bEoEGD8Pr1awA56UNmzZqFunXrQktLCyYmJhg5ciSSk5Nl1ltQ3l1F+WxzT09OTsbEiRNRq1YtaGhowNjYGD179sTjx4/z3Y+867p//z4AoHr16lKff0hICDZt2gSJRIJWrVopPO5PnjyBmpoatLS0Ch2ojI6ORnh4OJo0aYI6derIzF++fDnevn0LY2Nj/O9//ytwfaVKlYK1tbXUtLNnzyIsLAxAzj0rb5Axt1mzZqFChQp4+/YtVqxYUah9ACCmCPD09JQJRgI5XekByKQoCAwMxKdPn2Bqagp7e3uF5S5evCj1Eujx48e4dOmS1DK5OTg4oEqVKkhLS8v3vpOXpaUlgJz8uEXJXyuUA1Ck+3blypXFAHPecpqamoVaR+4AdW69evVCVlaWGMwmIiKi7wODrUT0XZk3bx4AYP78+YV+EI6JicGAAQMQGhoKY2NjtG3bFg4ODnj69Cn++OMP2NraSq1LeMg3MjICALRq1Qo9e/YU/2rVqqW0/Rk+fDj69esHVVVVuLu7o3HjxmLgctu2bZgwYQLu3buH2rVrw8fHBw0bNsSlS5cwaNAg+Pn5ITs7W2l1Efz777+wt7fHzZs34ezsjNOnT8u05ikp+/btg4WFBdatWwd1dXW4ubnBxsYGUVFR6N69e75BQmGAlTt37sDFxQWurq75BiQEf//9NwCgY8eOhVo+r/fv38PV1RX9+/fHlStXYG5uDk9PT2hoaGDNmjWwtLREdHR0kddbXF26dIGmpiY2bdokU899+/bB1NQULi4u+a5j6dKlaNSoEXbu3AlDQ0N4enqifv36CAkJgbu7O2bOnClTJi4uDjY2NmJAy9PTE7Vr18bixYvh7OyMT58+FWk/SvK6vXnzJiwsLDBz5ky8ePECDg4OcHFxQWJiIqZMmQJ7e3uplnQAkJWVBT8/P4wePRrx8fFwdHSEs7MzoqKi0KhRIzFopGxHjx5Fs2bN8PTpU7i6uqJWrVo4d+4cXF1dER4ejpUrV8Ld3R2pqalo2bIlKlWqhKCgIDg6Ouab8qJbt26YMGECKlWqhFatWiErKwtr166Fi4sLkpOT4eLiggULFqBOnTpwcXHBx48fsWzZMvj5+Sl9H9++fYumTZtizZo1qFevHtq0aYPs7Gxs3bpV7mchT61atdCzZ0/o6OgAAHx9faU+f2NjY3Tp0gXly5fHqVOn5HbTByB2l+/cuXOh73tCa3dF15Vwj+nQoQPU1dULtU5F26hfv75MIDYvTU1NdOjQAQBk8jcLQWl5g4sJ9ykhHUlewvSEhASpoHtB5WrUqIGyZcsCgFReU6Fc2bJlUb169Xy3WZR7qJDjVF1dXdxuUcoBOS3uC+vly5d48+aN3HIuLi5QVVXFqVOnEBQUJDUvMTFRfME3cOBAuesWWsN+yz0qiIiISJbq164AEVFRNG7cGD4+Pti/fz/mzJmjcBCR3KpVq4agoCA0b94cKir/947p48ePGDx4MLZu3YqpU6di5cqVAHK6xW/evBlOTk54/vw5JkyYkG/r1c+xdetWhIWFyR10qVWrVvD29sbPP/8sNf3Jkydwc3PD/v374e/vr9Tgx61bt+Dg4IDnz5/D19cXO3bsKFYAsjiuX7+O7t27QyKRICAgAD4+PuK8+/fvo23btti0aROcnJzQo0cPmfKrVq3CypUrMWTIkEJvMyMjAzExMQAAW1vbYtV70KBBCAkJgYeHh0wKgiVLlmD06NHo2LEjYmNjpbrllhQDAwO0a9dOzGHYrFkzADndYJOTkzFmzBip6yCvEydOYPTo0TA0NERAQIBUS97r16/Dzc0N06ZNg6Ojo9RAaT169MCLFy/QoUMHbNmyRWzR9eDBA7Ro0QK3b98u0n6U1HWbkpICT09PPHz4EL///jumTJkiBsA+fvyIfv36YdeuXWJ3b8Hq1atx8OBBGBkZ4cyZM/jpp58A5JxDI0aMELs8K9vChQuxdetWdOvWTZw2ZswYLFq0SMwvfPLkSTg7OwMAMjMz0bFjRwQEBGDevHlYv369zDrv378PVVVVxMbGomrVqgByurrb2dkhOjoadnZ20NLSwp07d8SA4927d2FtbY1jx44hLCxMbgvG4jp48CBatWqF8+fPo0yZMgByWh63aNECV69exapVqzBx4sR81+Hg4AAHBweEhIQgOTkZCxYskBtQHDBgAObMmYOVK1fKdIdPT0/HunXrAADDhg0rdP2FruJ2dnYy8zIyMnDt2jUAxb/HADktzQGgUaNGhVpe2NbVq1eRkZEBVdWCf/LfvXsXAGTSEwiqVKkCICe3671791C/fv1ClQNyWn++fv1aXLaw5YRt5i6Xn+zsbDGA6eHhUaTvL6HVsZWVldxzR5EFCxYgMzMTFStWRNOmTaXm1alTB8uXL8fw4cPh6uoKW1tb1KhRA2/evEFoaCj09PSwfv16MTieV7169aCvr4/4+Hg8evRIYQ8TIiIi+rawZSsRfXf++OMPqKqqYtWqVWKX0fxUrlwZzs7OMgEmbW1trF69Gqqqqti3b19JVTdfY8eOVTi6va2trUygFQBMTEzEh0ll1/vixYt4/vw5TExMsG3bti8WaAVy8vmlpaVh9uzZUoFWAKhatSo2bNgAAFi2bJnc8i1atChSoBXICTAJ6Rjk5WktSGxsLHbt2gUTExPs3LlTZh2jRo2Cm5sbEhIScOzYsSKvv7iEFsC5g4UbNmyARCJB79698y07bdo0ZGdnY82aNTIpExo0aCC+4Fi+fLk4PSwsDJcuXYKOjg5WrVol1XXW1NQUCxYsKPI+lNR1u2XLFty+fRseHh6YNWuWVEtDbW1trFu3DhUqVMC2bdvE1mpATuAcAKZPny4GWoGc/JGLFi2CsbFxketSGO3bt5cKtALA5MmTAeS8HBk8eLAYaAVyuqBPmjQJAPIdQGrZsmVioBUADA0NMXjwYADAjRs3sGHDBqmWndWrVxfroeyBqXR0dLBp0yYx0ArkvDSYMGECAMi0CPwcQ4YMgZqaGrZs2SKTEiEgIADPnj2DnZ2dzECA+RFaXeY+LwSvX78W7zHly5eXW37lypXo1auXzF9uiYmJACC23C6IsFxWVpaYGgIA9PT0UKdOHbn5bt+/fw8AYuvgvHKnFnj37l2hy+Uuq4xy+ZkxYwYuXLgAXV3dQqVsEGzevBl79uxBqVKlZILw+QkKChLvbwsXLpTbcnnQoEE4evQoKlSogEuXLmHPnj04efIkPn78iGbNmilsEQzkpOkRzit5qUEEa9euhbW1daH+vvcBLYmIiL4HbNlKRN+dOnXqoE+fPli3bh2mTJmCrVu3FqpceHg4zp8/jwcPHuDjx49iF3x1dXUkJibizZs3X3zQoPbt2+c7Py0tTRzB+MWLF0hLS0N2drb4kHrr1i2l1sfS0hK3b9/GkydP0KFDBwQEBBS722tRZGVlicHIjh07yl3GxsYGurq6iI6ORmpqqkwuvIKOZUkIDAxEdnY22rRpg9KlS8tdxsnJCYGBgQgPD4eHh8cXqZezszOqVq2Kffv2Yfny5Xj48CEuXryIFi1a5Nti6+XLl4iMjISWlhbatm0rdxmhtWh4eLg4LSQkBADQunVruV2vvby8oKenV6ju4Hkp+7o9evQoAMXnma6uLmxsbBAYGIhLly6hZcuWePz4sdglP2/gE/i/btuKXgR8Djc3N5lpZcuWhaGhIV69eiV3vpmZGQDIHSQNyAkQt2zZUmE5U1NTuS96ClpvcdnY2Mjtti0EmeTlbS0uExMTtG/fHrt27cK2bdswaNAgcZ7QSroorVqTk5PFoG1x062cOXMGAQEBMtMLk3NaEUUpZtq1a4d27doVe73fsq1bt2LmzJlQUVHBxo0bxfO1IMHBwWI3/vnz58PBwaFQ5a5fvw4/Pz9kZmZi+PDh6Ny5s9zlfv/9d8yZMwetW7fGrFmz8NNPP+HFixfYsWMHZs2ahcOHD+PgwYNyr0ng/86r58+fK6zL06dP8w3GEhER0ZfFYCsRfZemT5+O7du3Y8eOHRg7dizMzc0VLvvixQv4+voiNDQ033W+e/fuiwdb8wt8Xbx4ER07dsSDBw8ULlPY1j6FZW5ujlWrVqF169Y4cuQI2rVrh/3795d4C9dXr16J+yJ0Gy1o+UqVKklNK0q3T4GhoSFUVFSQlZWFFy9eFLn8nTt3AOS0GhVa3ioitEz7EoRBh2bMmIE9e/YgLi4OQMEDY929exfZ2dlISUkp8DPPvT/CyN2K8i4KOSKFlA2FUVLXrfCZde/eHd27d893WWEfhf0rV66c3IGDAMX7/rkUdbHW1dXFq1ev5M4XAv9paWlyy1asWFFut3Jh3xRtU1hvampqwRUvAkXbE1q6Knt7I0aMwK5du7By5Uox2Hrt2jWEhobCyMioSC9ucr9AkPfCpWzZspBIJMjOzlZ4D/D39xf//ejRI7n3QGEApfwCbrkJ9zMVFZVC5y0tXbo0Xr9+LXcQNAD48OGD+O/crZCF/VZULndZZZSTZ9++feL9bf369YVOrxMaGgovLy98+vQJ06ZNw6+//lqocnFxcXBxcUFSUhJ69+6tsDXsjh07MGfOHJibm+Pw4cPidVe9enX8/vvvUFVVxcSJEzFo0CAkJCTITTWTO7WGIhUrVix0a+zY2Nh8By0kIiKiz8dgKxF9lypWrIiRI0di7ty5mDhxothaTZ5+/fohNDQUdnZ2mDFjBiwsLGBgYAA1NTUAOS2dnj59qvTBpoSuo/nR0tKSO/3jx4/w9vbG8+fP0bt3bwwePBi1atVCmTJlUKpUKcTHx6NOnTolMkBWkyZNcPLkSXHkeW9vbxw4cKDQoyoXR+5j1bNnzwKXlxcIVHQs86Oqqgpzc3NcvXoVly5dKjD4lpdQ74YNG8LCwiLfZRs3blzk+n2O3r17Y+bMmVi3bh3u378PPT09mfQMeQn7o6urC19f3y9RTYVK6roV9rF169YFdsnO3c3+a8kvv25h5n+pdeanoHuhsrdXkCZNmqBRo0aIjIzE2bNn4ejoKLZqHTBgQJFa8+vr64v/fv/+vUxQULjHxMTE4PLly3JbRheGtbU1QkNDERERUajlIyMjAQAWFhaFytcK5Lywev36tcIXfA8fPgSQ8/Ik97UhvOjK78Wg8MIi90sx4d/CevPbZn4v0/bv348uXbqIg7wV9FJJEB4eDjc3NyQnJ2Py5MmYPn16ocrFx8ejRYsWePHiBXr06IG//vpLHNgyL6F1sp+fn9zPoUuXLpg4cSLu3r2LO3fuyG2NKwT083upNHDgQIWDbOVlbW3NVrBEREQljMFWIvpujR8/HuvWrUNgYCDOnTsnd5nk5GQEBgZCRUUFgYGBUg/Gwvxnz54Va/vCA7nQpT+vwuSTVeTcuXN4/vw5rKyspPJuCnKPmlwSGjVqhFOnTqFly5Y4fvw4vLy88Pfff5dYwLVcuXLQ0tJCSkoKFixYILbi+hK8vLxw9epV7NmzB3/++WeRWvEKLdDs7e2xYsWKkqpisVStWhUtWrQQ82sOGjSowIC0sD8SiQQbN24sdBBMaGV87949hcsU5Xooyeu2SpUqiIuLQ9++fQvdglHYv5cvX+LDhw9yW7fmt+8/upK8F5aUESNGoFu3blixYgUsLCywY8cOqKqqSqUVKAxtbW3o6OggOTkZr169ktsC09PTEzExMdi7dy/+/PNP8YVBUXh5eWHp0qW4efMmrly5Amtra4XLpqamYu/eveK2C8vKygpRUVG4fPmy3PnCdDMzM6lrQGhRqajcnTt3xLyxlpaW4nTh369evcLdu3fltg4X1qmo1ebBgwfRqVMnZGZmYvXq1ejfv3+++yi4ePEiWrdujffv32PSpEmYPXt2ocolJCSgefPmePr0Kbp164ZNmzble58UAtCKWubq6emJ/86dWze3V69eASh8vl4iIiL6+jhAFhF9t/T09MSBYMaNGyd3mbdv3yIzMxNlypSRCdgAwPbt2xW2jBMCCBkZGXLnCwGYO3fu4NOnTzLz82ttWxDhoUtR99rt27cXe92FZWNjg6CgIJQtWxYnT55E27ZtS6zrYalSpeDq6goAYpDgSxk+fDj09PTw4sULjB8/vsDlz58/L/67TZs2AIBDhw4pvauzMgwYMACGhoYwNDRE3759C1zexMQE5ubmeP/+PY4fP17o7Tg6OgIAjh8/LjdgcOjQISQlJRV6fSV53QqfWVHOs8qVK6NGjRoAgJ07d8rMT0tL+2qD7H0LhHuhvIF3srOzv+jgcAV9/oIOHTqgYsWKOHjwIObMmYPk5GS0a9cOJiYmRd6mEAi8efOm3PkjRoxAmTJl8PTpU3Fws6Jq3ry5OJji0KFDFaaIAIApU6YgMTERZcqUwdChQwu9DSGX66FDh+R27RfO/bwt5N3c3KCuro4HDx4gLCxMYbkmTZpIHd/KlSvD1tZWapncQkND8fDhQ2hoaMjNTXz48GF06NABGRkZWL16daFbdkZGRqJVq1ZioHXOnDmFKnf79m00b94cT548Qbdu3bBly5YCX0gJ14aiFskXL14U/y2v9W5WVpZ4XeUXYCciIqJvC4OtRPRdGzp0KExNTREREYELFy7IzDcyMoKBgQGSkpKwbds2qXkXL17ExIkTFa67cuXKAIB//vlH7vyqVavCzMwMSUlJmDdvntS8kJAQTJ06tai7IxIGhgkODpZ5gF+3bh327NlT7HUXhZWVFYKDg2FoaIigoCB4eHjg48ePJbKtadOmQV1dHb/99hu2bNkit+vxjRs3sH//fqVu19DQEFu3boWKigqWLl2Kfv36yc3f+vjxYwwbNgze3t7iNEtLS/j6+uLhw4fw8fGR27oxOTkZO3bsKHSuRWXq0KEDXr58iZcvX+Y74nVuQguv3r174/DhwzLzs7OzERERgZMnT4rTmjVrBisrK3z48EEmEPTw4UOMHTu2SPUuyet2wIAB4uBh48ePl9sa89mzZ1i/fr3UtFGjRgHIyRct5MAFgMzMTIwdO1bpg0Z9T1xcXAAA27Ztk7pfpaenY/z48bh06dIXq0tBn79ATU0NgwcPRkZGhjiafFEGxsqtefPmACD3OwjIabkv3GP+/PNP9O/fH0+fPpVZLjs7W26wUrB9+3bo6+sjIiICHh4eMt3vU1JSMG7cOCxYsEBsnV6+fHmpZQ4cOIC6devC2dlZZv1t2rSBpaUlkpKSMGTIEGRmZorz1q1bh+DgYOjq6mLkyJFS5QwMDDB48GAAwJAhQ8SWmAAQFRUlfj/KCzQLL0z/97//SXVtf/XqFYYMGQIg53PJ3QIUyBmcsH379sjIyMCaNWsKHWi9fPkyWrZsiXfv3hUp0Hr37l00b94cjx8/Rvfu3QsVaAX+b+DGXbt2Yffu3VLz7ty5Ix5LZ2dnuS1X//nnH7x9+xa1a9eWyVNORERE3y6mESCi75qGhgZmzpyJXr16yQ0ClipVClOnTsXo0aPRo0cPrFy5EjVq1MCDBw8QHh6Obt264dy5c3K7ufr6+mLTpk0YN24cgoKCUKFCBUgkEvTp0wdNmzYFkPOA2L59e0ydOhX79++HmZkZ7ty5g6ioKEyZMgUzZ84s1n5ZWlqKXfctLS3h5OSEsmXL4urVq7h161aRHhI/V8OGDXH69Gk4Ozvj9OnTcHNzw9GjR6Gjo6PU7VhZWWH79u3o1asXevXqhd9//x316tVD+fLl8fr1a1y/fh2PHj1Cx44dC8w9WlSenp44cuQIevTogQ0bNmDLli2wsbFB1apVkZGRgdu3byMmJgbZ2dli6zLBpk2bkJSUhGPHjqFOnTqwsLBA9erVkZ2djXv37iEmJgafPn1CbGzsd9ENtG3btli6dCnGjBkDT09P1KpVC3Xq1IGenh4SExMRExMjtgLOPXr2tm3b4OTkhN27d+PcuXNwcHDAx48fcfr0aZibm6NcuXIKg1F5leR1q6Ojg6NHj8LDwwPz58/HunXrYG5ujsqVK+Pjx4+Ij49HbGwsKlSoINUleejQoTh16hQOHz4MCwsLNG/eHAYGBoiIiMDTp08xePBgrF69+vM/gO+Qvb29eL+ysbGBg4MDtLS0EBUVhXfv3mHkyJEKBxBSNl9fX5w5cwbdunVDy5YtxTyXv/32G+rUqSO17MCBAzFnzhykpaXB3Nwcv/zyS7G26e3tjZkzZ+LUqVMKu6N7eXnh6NGjYo7PTZs2oWHDhqhWrRq0tLTw6tUrREdH49mzZ1BRUZGb27VmzZrigE5BQUGoUaMGmjRpgipVqiApKQlhYWF49+4ddHV1sXHjRrl5l9++fYtbt27JbYkvkUiwa9cuNGvWDFu3bkVoaChsbW1x9+5dREZGQlVVFVu3boWxsbFM2T/++AORkZG4cOECzMzM0KJFCyQnJyM4OBjp6en49ddf4eHhIffYjRgxAsuWLUOTJk3g7OwMHR0dBAcHIykpCfb29pg1a5ZUmRcvXsDHxwefPn1C5cqVER4ejvDwcLnHPW9ampYtW+Lt27fQ19fH48eP0atXL7nlJkyYgLp164r/F16qCWlmFOWF7devHxwcHMT/DxgwAMeOHcORI0fQuXNnzJkzBz/99BMSExNx8eJFpKamonLlyli3bp3c9QUFBYnHiYiIiL4fDLYS0Xeve/fuWLhwIa5fvy53/qhRo1C9enXMnz8fN2/exD///IO6deuKI1ErGkXc3d0d69evx+rVq3H69GkxmOvg4CAGW318fHDkyBH88ccfiI6ORkJCAho0aIDdu3ejQ4cOxQ62AjmjKy9dulR86NXU1ISNjQ2WLVsGMzOzLxZsBQBzc3OcOXMGzs7OOHv2LNq0aYPAwECFI7MXl5+fH2xtbbFs2TKcOnUKYWFhyMzMhJGREWrVqoVhw4YVaaTwomjTpg3u3r2Lv/76C4GBgbh+/TqioqKgqqqKypUro2vXrujUqZNMd9bSpUvj5MmT2LNnD7Zv344rV67g6tWrKFOmDCpWrIiuXbvC09MTNWvWLJF6l4QRI0agRYsWWL58Oc6cOYPg4GCoqKjA2NgYlpaWcHd3lwnk1KtXD5cvX8a0adNw7NgxHDx4EJUrV8bw4cMxdepUud2A81OS1239+vVx7do1rFmzBgcOHMC1a9dw4cIFlCtXDpUrV8bYsWPFLtUCFRUV7N+/H8uWLcOGDRsQEhICXV1dODg44MCBA4iOjv7PBlsBYM+ePZg9ezZ27tyJkJAQGBgYwNnZGbNmzZJKvVHSBg8ejPfv32P79u0IDAwUg4rdunWTCbZWqFABDRs2RERERJG62+dlaWmJpk2bIjw8HLGxsWLPhLxat26Nu3fvYvPmzQgMDERMTAz++ecfZGdnw9DQED///DOGDh2KLl26iGkr8qpfvz5u3ryJzZs3IyAgADExMYiIiICuri5q164NNzc3DBs2TKZFa2HVqVMH165dw+zZs3HkyBEcOHBAHFxv8uTJCnOnamtrIyQkBIsWLcKOHTsQGBgIdXV12NnZYdiwYfDz81O4zaVLl8Le3h4rV65EeHg40tPTUbNmTUyYMAGjR4+WGbDs48ePYuv5R48eYcuWLQrXPX36dKlg65s3bwAASUlJ+Zbr1auXVLBVSI+SlpYm09o+NycnJ6lgq6qqKg4dOoRt27Zh27ZtuHr1KuLi4qCpqYm6deuibdu2GD16tMLBr4QWtELLYSIiIvo+SLJLYihrIiIiIqJvWHx8POrWrQs9PT08fvwY2traxV6Xv78//Pz88Ouvv2LhwoVKrCX9V125cgU2NjZo166dUtPnWFtbIyoqCpZVqyByxgSlrZeIiOhbotpzyFfdPnO2EhEREdF/ztSpU5GdnY3Bgwd/VqAVyMnNaW9vj7Vr136V/Mz045k6dSrU1dVlcsITERHRt4/BViIiIiL6Tzh06BD69u2LJk2aYM+ePTA2Nsa4ceOUsu7ly5cjJSVFJscoUVGFhoYiMDAQI0eOhJmZ2deuDhERERURc7YSERER0X9CVFQUNm7ciNKlS8PFxQWLFi2Cvr6+UtZtaWmJzMxMpayL/tscHBzATG9ERETfLwZbiYiIiOg/Yfr06Zg+ffrXrgYRERER/cAYbCUiIiIiIvoPkRiW/+qDhxAREf2omLOViIiIiIiIiIiISAkYbCUiIiIiIiIiIiJSAgZbiYiIiIiIiIiIiJSAwVYiIiIiIiIiIiIiJWCwlYiIiIiIiIiIiEgJGGwlIiIiIiIiIiIiUgIGW4mIiIiIiIiIiIiUgMFWIiIiIiIiIiIiIiVgsJWIiIiIiIiIiIhICRhsJSIiIiIiIiIiIlICBluJiIiIiIiIiIiIlIDBViIiIiIiIiIiIiIlYLCViIiIiIiIiIiISAkYbCUiIiIiIiIiIiJSAgZbiYiIiIiIiIiIiJSAwVYiIiIiIiIiIiIiJWCwlYiIiIiIiIiIiEgJGGwlIiIiIiIiIiIiUgIGW4mIiIiIiIiIiIiUgMFWIiIiIiIiIiIiIiVgsJWIiIiIiIiIiIhICRhsJSIiIiIiIiIiIlICBluJiIiIiIiIiIiIlIDBViIiIiIiIiIiIiIlYLCViIiIiIiIiIiISAkYbCUiIiIiIiIiIiJSAgZbiYiIiIiIiIiIiJRA9WtXgIiIiIiIiL6c7FeJyNiy6mtXg4joh6bac8jXrgJ9JWzZSkRERERERERERKQEDLYSERERERERERERKQGDrURERERERERERERKwGArERERERERERERkRIw2EpERERERERERESkBEUOtlarVg0SiQSbN28ugerQj6pXr148b/LB66rkSCQSSCSSr10NpQkJCRH3KfefqqoqypcvD1dXV+zYsQPZ2dlfu6qkJPfu3RM/53v37n3t6pS4L3nNCse2WrVqRS4r3Le/58/kR9iHb8l/6bvcyckJEokEISEhX2R7xT1XP/f356tXrzB37lw4OTnB2NgY6urqKFOmDH7++Wf0798fp0+fLtZ68xK+252cnGTm/Wi/Y4iIiP4L2LKVvktf+kf+9ya/H+0/kv/6edCzZ0/xz9fXF5UrV0ZQUBC6deuGLl26KG07mzdvhkQiQa9evZS2TiIiom/Ztm3bUK1aNUyaNAkXL15E7dq14evrixYtWiAjIwN//fUXnJ2d0aFDh69dVSIiIvrGqH7tChARlaTY2NivXYUSI6+lTkBAAPz8/LB792507doVHh4eX75iRN+JSpUqITY2Fmpqal+7KkSUj+DgYKSnp6NSpUpfZHtr1qzB4MGDIZFIMH78eEyaNAllypSRWubmzZuYPn06EhISvkidiIiI6PvBYCsR/dDq1q37tavwRfn6+qJp06YICwtDcHAwg61E+VBTU/vP3SOIvkc1a9b8YtuKi4vDiBEjAAALFy7E6NGj5S5Xr1497N27F+fOnftidSMiIqLvg9LSCEyfPh0SiQTTp0/HkydP0K9fP5iYmEBLSws///wzNmzYIC4bFxeHLl26wNjYGJqamrCwsMCePXvkrjd3jqZjx47ByckJenp6MDAwgIeHB65fvy4uu3PnTtjZ2aF06dLQ19eHj48Pbt++LbPOgrrEKsrhlnt6dnY21q1bB2tra+jo6EBPTw8tW7bEhQsXFB6jR48eYfjw4TAzM4Ompib09PRgb2+PtWvXIjMzM996vn79GqNGjULNmjWhoaEh0z08ODgYPj4+qFixItTV1VGhQgW0a9cu3/rcuHEDvr6+KFeuHLS1tdGgQQMsWbIEWVlZCnNjFZQ3qqjdut+/f4/169fDx8cHZmZm0NHRgY6ODho0aIDJkycjKSlJanmhe/zZs2cBAM2bN5fKW5m3pV9cXBx69+6NqlWrQkNDA2XLloWzszP27t0rtz65z+MHDx6gb9++qFKlCtTU1NCrVy9s2rQJEokErVq1UrhPT548gZqaGrS0tPDq1atCHQdFctcnMTERQ4cORZUqVaCuro4qVapg+PDhMsfIyckJzZs3BwCcPXtW6vjIy0tY1HMn9zmwadMm2NnZQU9PT+p8uX//PubNm4cWLVrA1NQUGhoa0NfXh4ODA9auXYusrCyF+/zmzRvMnDkTNjY20NPTg5aWFmrUqIEOHTrg2LFjAIp2HuR3zr5+/RqTJk1C/fr1oa2tjdKlS8Pa2hrz589HSkqKzPK50zOkp6dj3rx5qF+/PrS0tGBoaAgfHx+FLWmvXLmCjh07onLlymLOtxo1asDX1xd///23wuNRHMbGxgCAjIwMufPfvHmDadOmoWHDhihdurR4/c+ePRsfP36UWrZatWro3bs3AGDLli1Sx1m4D/n4+EAikWD//v1SZTMyMsRzQ143yz59+kAikWDjxo0y865cuYKuXbuK50/ZsmXRqlUrBAYGKtxvoVunk5MTypYtCw0NDVSvXh2DBw/Gw4cPZZb/nM8zP5GRkRg3bhwaNWok5vgzMjJC27ZtERQUVOT1Fca7d+9QpkwZqKqqyt1XgZubGyQSCVatWiVOy33fvnjxItzd3WFoaIjSpUvD0dER58+fF5c9fvw4nJ2dYWBgAF1dXbi6uiIqKkpmO7m/LzMyMjB//nzx2JYrVw4dOnRAXFxcgfsVEBAABwcHlClTBjo6OrC3t8/3HCjqNV1QztabN2/Cz88P5cqVE3/PLFiwQO53dmEU5974ub89voV9KEju+3RJf+Yldd0XlqOjIyQSCXbt2qVwmfnz58vcN7/E7+wDBw6Ix7506dJwcnLK99gLrl69Ch8fH5QrVw4aGhqoV68eFi5cqDB3eEZGBtasWYOmTZtCT08PmpqaMDMzw4gRI/D48eMC65mX8BtZ+K1namqKYcOG4fXr1wXWXZ558+YhPT0dFhYWGDVqVIHL//LLLzLTUlJSsHDhQjRp0gT6+vrQ1NREnTp1MG7cuM/+bUhERETfPqXnbH3w4AGsra1x6tQpNGvWDHZ2doiLi0O/fv2wcOFCXLx4EY0aNUJUVBSaN28OKysrXLt2DZ06dVL4QxAA1q5dC3d3d2RkZKB169aoUKECjh49il9++QW3b9/GuHHj0LNnT2hra6N169YoU6YMDhw4gF9++QVv3rxR9m6id+/eGDZsGPT19eHh4QFjY2OcOnUKzZs3R0REhMzyly5dgoWFBVasWIFPnz7B29sbTZs2RVRUFAYNGgR3d3d8+vRJ7rZevnwJGxsbbN26FT///DO8vLxQuXJlcf7YsWPh4uKCv//+G6ampvD29kaNGjXw999/o1mzZti0aZPMOs+ePYtGjRph//790NfXh5eXFypWrIjx48crNddjQWJiYjBgwACEhobC2NgYbdu2hYODA54+fYo//vgDtra2Uj9KjY2N0bNnTxgZGQEAWrVqJZW3slatWuKyR48ehaWlJTZv3gwtLS34+PjA0tISZ8+eRceOHdG3b1+F9UpISIClpSUCAwPRuHFjeHp6oly5cujSpQvKly+PU6dOIT4+Xm7ZtWvXIiMjA507d4ahoaFSjtPDhw9hZWWFgIAANGrUCK6urnj//j1WrFiBli1bIj09XVy2devWYjDYyMhI6vi0b99ear3FOXcEw4cPR79+/aCqqgp3d3c0btxYfFjetm0bJkyYgHv37qF27drw8fFBw4YNcenSJQwaNAh+fn5yH8JiYmLQoEEDTJs2Df/++y8cHBzg5eUFY2NjHDlyBPPmzQNQtPNAkTt37sDKygpz585FYmIi3Nzc0KJFCyQkJGD8+PFwcHBQeO9IT0+Hm5sbZs6cCVNTU7i7u0NHRwcHDhxA06ZNZR4Gg4ODYWdnh71796JcuXLw8vKCi4sLypcvj6NHj+Z7nIsqPT0d0dHRAID69evLzL958yYsLCwwc+ZMvHjxAg4ODnBxcUFiYiKmTJkCe3t7vH37Vly+ffv2sLe3B5DTsij3cW7dujUAwMXFBQBkAomRkZF49+4dAOD06dMyn3lwcLBUecHSpUvRqFEj7Ny5E4aGhvD09ET9+vUREhICd3d3zJw5U2a/3r9/D1dXV/Tv3x9XrlyBubk5PD09oaGhgTVr1sDS0lI8LvKOWVE+z4JMmjQJCxcuRGpqKqytreHt7Y3KlSvjyJEjcHV1xdKlS4u0vsIoU6YMevXqhczMTKxZs0buMrdv38bx48dRpkwZ9OjRQ2b+0aNH0axZMzx9+hSurq6oVasWzp07B1dXV4SHh2PlypVwd3dHamoqWrZsiUqVKiEoKAiOjo74999/FdatY8eO+P3332FiYgJvb2/o6elh3759sLW1zTdIOG3aNPj5+QHICRKbmZkhPDwcHh4eOHDggMzyn3NNyxMaGopGjRrB398fenp68Pb2RsWKFTFp0iR07Nix0OvJrbj3RkFRf3t8i/uQny/5mSv7ui+skSNHAgBWrFghd35WVhZWr14NABg2bJjM/JL6nb1s2TL4+PggLS0NHh4eqFevHs6ePQt3d3csX75cYbkTJ06gcePGiIuLg6urK+zs7BAfH4+xY8fKbRGalpaGNm3aYPDgwYiOjoa9vT28vb2RlpaG5cuXo2HDhnJf4Cjy/PlzNGnSBEuXLsX79+/h4eEBa2tr7NixA40aNSryM0B2djYOHz4MAOjRo0exBqZ68uQJGjdujLFjxyIhIQG2trZwc3NDWloa/vzzT9jY2OD+/ftFXi8RERF9P5SeRmDTpk0YNGgQli9fDlXVnNUfPnwYnp6emDFjBsqWLSvmPhJ+wCxduhSjRo3C77//rvDH/+LFi3Hq1Ck4OzsDADIzM9G5c2fs27cP3t7eePr0KS5fvgwLCwsAwMePH8UHxFWrVmHy5MlK28f79+8jJCQEN27cQO3atcX6DBgwABs3bsTUqVNx4sQJcfm0tDT4+fnh9evXGDRoEJYtWybmh7tz5w6cnZ1x4sQJzJgxA3PmzJHZ3tGjR+Hs7Iz9+/fL5Itav349Fi5ciFq1aiEgIADm5ubivHPnzsHDwwODBg2Cg4MDzMzMAOS8be/atStSUlIwZswYzJ8/HyoqOXH3mzdvokWLFnj+/LnSjld+qlWrhqCgIDRv3lysA5Dz+Q0ePBhbt27F1KlTsXLlSgA5XcI3b94MJycnPH/+HBMmTJA7CNTz58/RtWtXpKamYvbs2VLn2+XLl9GyZUts3LgRTZo0Qf/+/WXK79y5E926dcNff/0FDQ0NqXkDBgzAnDlzsHLlSpmgSXp6OtatWwdA/kNScW3cuBG9evXCmjVrxPo8fPgQdnZ2uHTpEvz9/dG5c2cAwIQJE9CkSROcOHFCPF7yFOfcyW3r1q0ICwtDkyZNZOa1atUK3t7e+Pnnn6WmP3nyBG5ubti/fz/8/f3Fh2oASE5ORtu2bfH48WP06NEDK1euhK6urjj/7du3uHTpEoDCnwf56dKlC+7fvw9PT0/s3LkTOjo6AIDExES0bt0aUVFRGDZsGHbs2CFTNjw8HJaWlrh9+7bYijQ1NRXe3t44ceIE5s6di7Vr14rLz5kzB+np6di+fTu6du0qta63b98qpRVVamoqEhISMGvWLNy5cwc1atRA9+7dpZZJSUmBp6cnHj58iN9//x1TpkyBuro6gJxrrl+/fti1axdGjx4ttjZdsGABNm/ejLCwMDg4OMg9nxQFW4X/m5ub49q1a4iOjoaVlRUAID4+Hg8ePICZmRlMTU3FMidOnMDo0aNhaGiIgIAAqRZD169fh5ubG6ZNmwZHR0c4OjqK8wYNGoSQkBB4eHhgw4YNqFChgjhvyZIlGD16NDp27IjY2FiUKlVKqp5F/TwLMmbMGGzbtg0VK1aUmn7hwgW0bt0av/32G9q3b6/03IPDhw/HihUr8Ndff2Hq1Kky967Vq1cjOzsbPXv2lLq2BAsXLsTWrVvRrVs3qX1ZtGgR+vTpg8ePH+PkyZNS38MdO3ZEQEAA5s2bh/Xr18us8/79+0hOTsbly5fFe0xmZiZGjx6N5cuXo3Pnzrh165ZMXYGc4M+FCxfQuHFjcdr06dMxY8YMTJgwAe3atZNa/nOu6bxSU1PRpUsXJCcnY9SoUViwYIF43ly7dg3Ozs54+fJlgevJqzj3RkFRf3t8i/tQkC/5mSv7ui8sLy8vVK1aFeHh4YiOjoalpaXU/MDAQNy7dw/m5uZyW0yW1O/sJUuWyHxH7dmzB507d8avv/6K5s2by3zmAPC///0Pa9aswcCBA8Vpp0+fhouLC1asWIGxY8dKNRCYNm0agoKCULNmTQQFBYmtytPT0zF48GBs2LAB7du3R1xcnPj9lJ9hw4YhISEBzZo1w+HDh6Gnpwcgp7Wrm5sbDh06VOA6crt79674kt/W1rZIZYGcYG2HDh1w/fp19O3bF4sXL0bp0qUB5LTonTBhAhYuXIjevXvj9OnTRV4/ERERfR+U3rLV1NQUixcvFn8AAkDbtm1hbm6O9+/fw8jISOoHIAAMHToUZcuWxb///osHDx7IXe+IESPEBzwAKFWqFCZOnAggpzv8zJkzxUArAGhra2PMmDEA/q/1lDItX75cfNgR6iMESs+ePSvV0nDfvn24f/8+TExMsGTJEqmBOGrUqIEFCxaI60xNTZXZlpqaGtatWycTaM3KysL06dMBALt375YKlgE53ZqmTJmCT58+ST0w+Pv74/Hjx6hatSrmzp0rFeSsV68epkyZUtTDUWyVK1eGs7OzVB2AnM9v9erVUFVVxb59+4q83vXr1+Pt27ewtrbG5MmTpc43GxsbMfj+559/yi1ftmxZrFixQm4AYMiQIVBTU8OWLVuQnJwsNS8gIADPnj2DnZ2dGFRShsqVK2PlypVS9RHSCACyQa6CFPfcyW3s2LFyA61AzgOKvIcyExMTzJ8/HwBkPte//voLDx8+RMOGDbFx40aZYJCenp5MC8jiCg0NRUREBLS1tbFu3TrxAR0AypcvLwbMd+/ejUePHsmUl0gk2LRpk/iADgCampqYMWMGANnPQ3h54ebmJrMuPT09hcexILm79GtpacHc3BwBAQEYOnQoIiIipPYLyEkDcPv2bXh4eGDWrFlSD7LCsahQoQK2bdtWpNZAtWvXRpUqVZCQkCB1Dw8KCoKmpiamTZsGADh16pTUPEC2Veu0adOQnZ2NNWvWyAQaGjRogEWLFgGAVEur2NhY7Nq1CyYmJti5c6dUoBUARo0aBTc3NyQkJIipKHIr6udZkDZt2sgEWgHAzs4OQ4cORXp6utJTRwCAmZkZ2rRpgxcvXshcXykpKdi4cSMkEgmGDh0qt3z79u2lAq0AxHvlrVu3MHjwYJnv4UmTJgHI/3v2999/l7rHlCpVCn/++ScqVaqE+/fvIyAgQG65mTNnSgXdAGDixInQ09NDfHy8VLqEz72m8woICMDDhw9RpUoVzJ8/XypAb25uXuwXuMW5N+ZWlN8e3+o+5OdLfubKvu4Lq1SpUuI1KLxIzk1o8aroOi2p39leXl4yLwM7duwIHx8fZGRkYNmyZXLL+fj4SAVaAaBFixZo1aoVMjMzcebMGXF6amqquM+LFy+WSt+hpqaGZcuWwcjICHfv3oW/v7/c7eX28OFD7N+/HxKJBGvWrBEDrUDO7zhFrfzzk5iYKP4773dJYZw4cQJhYWFo2LAh1qxZIwZaAUBVVRXz58/Hzz//jDNnzuDGjRtFXr8ia9euhbW1daH+fuSBQ4mIiL4VSg+2Nm/eHJqamjLThZZxbdq0kemSo6qqKv7gevLkidz1ygtS5G5tl998RessLlVVVbH7bG7GxsYwMDBAWlqaVNd3IX9pp06d5AbvfHx8YGBggPfv3+PKlSsy8y0tLVGjRg2Z6dHR0Xjy5Alq1qwJa2truXUVWvuFh4eL04Q8l35+fnJHYM77Y/tLCA8Px7x58zB06FD07t0bvXr1wpAhQ6Curo7ExMQidwMTjnnPnj3lzhdSCCQkJMg9P1xcXKR+tOdmYmKC9u3b4+3bt9i2bZvUPOEhQpmtWgHA2dkZ2traMtN/+uknAFCY40yR4p47ueVNSZBXWloaDh8+jKlTp2LQoEHi5yoEb2/duiW1/PHjxwHkfDZ5Wx4qm3B+tG7dWkxFkJu1tTUsLCyQlZUlXi+5mZqaSr3cESj6PBo1agQg59oKDQ1VmEu1qHJ36e/atSucnJygrq6O9evXY9asWVKBFyCnlTwAhS2bdHV1YWNjg4yMDLEVcWEJQVMhoJqcnIyLFy/CwcEBrVq1gpqamlTwQl6w9eXLl4iMjISWlhbatm0rdzvyzsvAwEBkZ2ejTZs2Ug+2BZUTFPXzLIxXr15h69atGDduHPr3749evXqhV69e4vmU9/xXFkVdlHfu3Ik3b97AxcUFderUkVtW3vdo2bJlxXQoxf2elXcf1tDQEM9DRTm+5Z0DGhoa4vdh7s/lc6/pvIT1dejQQe73pKLvlsIo6r1RUNzfHt/SPhTkS37mJXHdF1a/fv2gra0tXpeCf//9FydPnoS+vr7Miw9BSf3OVnQ+CNOLcp0C8o/j5cuX8eHDB5QtW1ZuOW1tbXTq1AkApIK0ipw7dw5ZWVmwsrJCvXr1ZOY3bNhQ5mVySRO+Z319faUC4gIVFRXxRaKi31fF8fTpU0RFRRXqT14uYyIiIlIupacRyN0dNDehlZqi+cIDsryWnYrK5W75Jm9+QessrooVK8p9cAFy8ua9efNGapvCD83q1avLLSORSFC9enW8efNG7o97RQN33LlzB0BOHr6CckrlflMvtPBQtF59fX3o6elJ5W0sKS9evICvry9CQ0PzXe7du3cwMDAo9HoLOub6+vooW7YsXr9+jUePHsHExERqvqJjIxgxYgR27dqFlStXYtCgQQByumWGhobCyMiowEBkUSm6boTWzkU9x4t77uSW3zG6ePEiOnbsqLAFDQAxl6dAyF/2JUYGL+j8AHLyk8bExMi9Jgv6PNLS0qSmz507F9euXcOxY8dw7NgxaGlpwcrKCk5OTujatav4UFpU8rr0P336FK1bt8ayZcuQlZUl1QJU+Ny7d+8uk2IgL0WfuyIuLi7YtGkTgoKC0LdvX7GVnaurK3R0dNCkSROEhoYiNTUV6urqOHPmDFRUVNCiRQtxHXfv3kV2djZSUlLkvphSVD9hvzZs2CA1SExh96uon2dB1q9fj9GjR8u0fM8t7/mvLK6urvjpp58QERGBK1euiC9TCvMiKL/v71evXuX7PavoGOnr60NfX1/uPOH6U9TStCj3vc+9pvMS6qRofQYGBsX6nizOvVFQ1N8e3+I+FORLfuZFve7lDaparlw5sXdSURgYGKB79+5Yu3YtNmzYgLFjxwIAVq1ahezsbPTu3VvuC9b86v25v7MVHcevcZ3mXjY/BZ3jwrxr164VuC5B+fLlxX+/ePFC4cspRYTvoylTphTYU6yo37P5qVixYqF7VMXGxjLgSkREVMKUHmzN2x28qPO/9HrlKWgkXWVuqzC0tLTkThfqaWxsLA6IpEi5cuVkpuUXZCvOgAC561RY/fr1Q2hoKOzs7DBjxgxYWFjAwMBAfKA0MTHB06dPiz3YRnEpOuaCJk2aoFGjRoiMjMTZs2fh6OgoBjMGDBhQqDxjRaHsc+5zzx1A8TH6+PEjvL298fz5c/Tu3RuDBw9GrVq1UKZMGZQqVQrx8fGoU6fOF/9Mlamon4exsTEuX76Ms2fPIigoCGFhYYiIiEBYWBj++OMPzJ07F+PHj1dK3SpWrIjZs2fD09MTq1evxuzZs8VW2sLnrqglWG5Vq1Yt0nadnZ0hkUgQHByM7OxsseWqq6srgJxg7Pnz5xEaGooyZcogKSkJtra2UoE4oX66urrw9fUt9LaFcg0bNpTbUi23vF2UAeVeX1euXMHAgQNRqlQpzJs3D23btoWpqSm0tbUhkUiwbt06DBw4sMTOf4lEguHDh2PIkCFYsWIFNm3ahAsXLiA6OhrVqlWDh4eHwrJf8ns2N0XH4kt/15a0z703fgvHo6Tv719yH4u6rS1btshMq1q1arGCrUDOS9u1a9di9erV+PXXX5GamopNmzblm+oD4HVa0qpVqya+jL906RKaNWtWpPLC95GDg4MYOFZE3iCWxTVw4ECZdA6KWFtbF2kQMiIiIio6pQdbvwdCIOz9+/dy5yt7hFBhEBThbbc8d+/elVq2MKpUqQIAMDQ0VDgIUn71UTTS7tu3b5GUlCR3npqaGtLT0/H+/Xu53XWLcuySk5MRGBgIFRUVBAYGyrR+Sk5OxrNnzwq9vtwqVaqEuLg4hcf87du3eP36tbhscYwYMQLdunXDihUrYGFhgR07dkBVVVVs6fotK+65Uxjnzp3D8+fPYWVlJQ6ylFtCQoLccqampoiNjUVcXJzScrMqUphrUpinrEGMJBIJnJycxO7sqamp2Lx5M4YOHYpJkyahffv2BT6YFZbQ5TYzMxMJCQmwsbEBkPO5x8XFoW/fvkpvfW1kZISff/4Z169fR0xMDIKCglCuXDk0bNgQQE6wVRgYRWjxlPdzFs5LiUSCjRs3FvohXihnb2+vcITvL2Xfvn3Izs7G8OHDMW7cOJn5is5/ZerRowcmTZqE3bt3Y8GCBeIxGTx48BcPjCQlJSEpKUlu61bhOyj34DnFpexruqDvyaSkpCK3CC3uvbG4foR9yM+Xvo8r+wVJvXr14OLigqCgIBw7dgxPnjxBUlIS2rRpo7TvgqK4e/eu3JdVJXGdCr955VHmdVrQPHlUVFTQtm1bbNmyBVu3bsWvv/5apPLC95GXl5fYYpmIiIj+e36s19GFJPw4i4uLkztfyLekLEJwZc+ePXK7bx04cABv3rxB6dKlFebPlMfW1hblypXDzZs38c8//xS6nJArat++fXJzR+7cuVNhWeHYyUuuf+3aNanBKwry9u1bZGZmokyZMnIfxLdv367w4UYImCvKfSkcc3ktUQCID4lmZmbFfgjr0KEDKlasiIMHD2LOnDlITk5Gu3btZFISfA0FHZ/injuFIQSxFXUt3L59u9zpQi7CjRs3IjMzs1DbKmg/FRHOj+PHj4uDV+UWHR2Nq1evSuVWUzZNTU0MGjQI5ubmyMrKKlI3x4Lcvn1b/HfudCtt2rQBAOzdu7dI6yvscRaCpzt27MCNGzfE1q5ATt7aMmXK4NSpUwoHxzIxMREHeRFy+BaGsF+HDh1SetqYohLOf3ktg1NTUxUOBqVMOjo66Nu3L1JTU/HHH3/A398fmpqaYq7qLy1vbmsA+PTpE/bs2QPg/67Hz6Hsa9rR0RFAzrWSN/cxAGzdurXIdSzuvbG4foR9yM+3cB//XLlzLJdUzvfCknedAv93nijjOrWxsYGuri5ev36NQ4cOycxPSUnB7t27AeTkpi3IL7/8AolEgqioKLm/6WNiYor13Tp+/HioqakhJiYGS5YsKXD58+fPi/8Wvo+EF29ERET03/SfDLYKD/03b96U+XG5b98+hSOuFpefnx9MTU3x5MkT/Prrr1IBi7t372LMmDEAgOHDh8sd9EARNTU1ceTudu3ayc17mpmZidOnT+PixYtS9alYsSLu3buHyZMnS3X9j4uLw8yZMxVuUwiOzJgxQyqf2b1799CzZ88i/bA0MjKCgYEBkpKSZD6HixcvYuLEiQrLCi0sFAUK+/fvjzJlyiAqKgp//PGHVL2io6Mxe/ZsAMBvv/1W6PrmpaamhsGDByMjI0PsRvi1HpLyEo5PQkKC3Ifs4p47hSHkHw0ODsbNmzel5q1bt04MsOTVr18/VK5cGdHR0ejfv79Mvst3797JjA5d0HmgiIODAxo3boyUlBQMHDgQHz9+FOe9fPlS7IrXqVMnsZXK51iwYIHc/IZxcXFiS7CidttX5OnTp2KeuDp16kjlwB0wYACqVq2Kffv2Yfz48XJb9z979gzr16+XmiYc57yfZ17C/WHFihXIzs4WUwgAOQO0ODo64urVqwgLC4OWlhbs7e1l1iFcm71798bhw4dl5mdnZyMiIgInT54Up1laWsLX1xcPHz6Ej4+P3JZMycnJ2LFjh9ygjDIJ5/+WLVukjm9qaiqGDBmSb4suZRo2bBhUVFSwaNEifPr0CZ07dxYHuvrSZs2aJTXqdlZWFsaPH49Hjx6hSpUqRUoZoYiyr+n27dujUqVKePDgASZOnCj1PXnjxg3xPC2K4t4bi+tH2If8fOn7eElwc3NDrVq1cPz4ccTExKBmzZpisO5LO3DggBjoFPj7+yMgIACqqqoYPnz4Z29DU1NTTJEwZswYqd5Q6enpGDlyJJ49e4bq1asXqveFqakp2rVrh6ysLAwePFgqV/CbN28wZMiQYgU8f/rpJyxatAgA8Ouvv2LSpElyvy/j4+PRuXNnjBgxQpzm5eUFW1tbREZGonfv3nLzsr558wZr1qxR2mCZRERE9O35T6YR0NLSwowZMzB69Gj06NEDq1evRqVKlRAbG4ubN2/i999/x6xZs5S2PQ0NDfj7+6N169ZYvXo1AgMD0aRJE7x//x6nT59GamoqWrVqhWnTphV53cOGDcODBw/w559/olmzZqhfvz5q1aoFLS0tPHv2DFevXkVSUhJWr16NJk2aAMgZ7XX79u1wd3fH/PnzsX//ftjY2OD169cICQmBl5cXIiIi8ODBA5nco5MmTYK/vz8CAwNRu3Zt2NraIjExEZcuXYK9vT2aNm1a6NFVS5UqhalTp4qfw8qVK1GjRg08ePAA4eHh6NatG86dOyc3NYGvry82bdqEcePGISgoCBUqVIBEIkGfPn3QtGlTGBkZYceOHfDz88PkyZOxbds2WFpa4sWLFzh79iwyMjLQu3dv9O/fv8jHPLeBAwdizpw5SEtLg7m5+TfTesbU1BQ2Nja4fPkyGjRoABsbG2hqaqJcuXL43//+B6B4505hWFpawsvLC3///TcsLS3h5OSEsmXL4urVq7h16xYmTZqEOXPmyJTT1dXFoUOH4Obmhk2bNuHAgQOwt7eHrq4uHj58iOjoaDRq1EiqNWRB50F+du7ciRYtWuDvv/9G9erV8csvvyA9PR1nzpzBu3fvYGVlpbQu6bNnz8Zvv/2GunXr4qeffoKWlhaePHmC0NBQZGRkoEePHoUe2CK33AO2ZGRk4MmTJ7hw4QJSU1NhYGAg8xJDR0cHR48ehYeHB+bPn49169bB3NwclStXxsePHxEfH4/Y2FhUqFBB6tpo0qQJTExMEB0dDSsrKzRo0ABqamqoU6eO1AsLR0dHqKmpia1LcwdbgZxg7OHDh/Hp0ye4urrKHQSrbdu2WLp0KcaMGQNPT0/UqlULderUgZ6eHhITExETE4MXL15g/PjxaNmypVhu06ZNSEpKwrFjx1CnTh1YWFigevXqyM7Oxr179xATE4NPnz4hNja2wHy1n6N3795YunQpoqOjUb16dTRr1gylSpXC+fPnkZKSgpEjR2Lp0qXFXn+7du3yHTxMeDlSrVo1eHp64uDBgwC+3osgU1NTWFtbiwPCGRoa4tKlS7h9+zZ0dHSwc+fOIr1kzI8yr2ktLS3s2LEDbm5uWLhwIQ4ePAhbW1u8evUKISEhaNu2La5cuVKk1DnFvTcW14+wDwX5kvfxopg1axbWrFmjcP6qVatgZWUFFRUVDBs2DKNGjQIADBkypNg58z/XyJEj0blzZyxatAhmZma4ffs2IiIiAOS8MDQ3N1fKdmbMmIHLly8jODgYP/30E5o3b47SpUvjwoULePDgAQwNDbFv375C575fuXIlYmJiEBISgurVq8PJyQnZ2dk4c+YMDA0N4enpKbcVbUGGDRsGHR0dDB8+HHPnzsXixYvRqFEjVKpUCampqYiLixN7eXXq1Eksp6KigoMHD8Ld3R1btmyBv78/LCwsYGpqik+fPuHOnTu4fv06MjMz0atXL6iq/icfxYiIiH54/8mWrQAwatQobNmyBVZWVoiOjsbJkydhZGSEkydPok+fPkrfnq2tLa5evYqhQ4eiVKlSOHDgAM6fPw9LS0usXr0aR44cKfagSvPnz0dYWBi6du2KDx8+4Pjx4zh69CiePHkCJycn/PXXX+jYsaNUmRYtWiAiIgLt2rXD69evcfDgQTx69Ahz5szB9u3b8ezZM6ioqKBs2bJS5apXr47w8HD4+Pjg/fv3OHLkCJ4/f47JkycjMDBQ4UjJiowaNQoHDx5E06ZNcevWLRw+fBhpaWlYuXKlwhQAAODu7o7169fj559/xunTp7Fx40Zs2LAB8fHx4jIeHh6IiopCz5498eHDB/j7++PKlSto1qwZdu/eLTffXFFVqFBBzEmZ34AWX0NAQAC6dOmCd+/eYc+ePdiwYYNMq5XinDuFsW/fPvz555+oU6cOQkNDcfLkSZiamuLEiRPo16+fwnKWlpa4fv06fv/9d1SpUgUhISE4dOgQnj17Bk9PT5nWzoU5DxSpUaMGoqKiMHHiRBgaGuLIkSM4deoUatasif/9738IDQ2FgYFBkfddnpUrV6J3795QVVXF2bNnERAQgLt378LV1RUHDhwodt7cLVu2iH87d+7EpUuXULduXYwfPx43b96Era2tTJn69evj2rVrmD9/Pn766Sdcu3YN+/btQ0REBHR0dDB27FgcOHBAqoy6ujpOnDgBT09PPHr0CNu3b8eGDRtkUq7o6OiIgXkzMzOZrsa5A+X55eUdMWIEoqOjMWDAAHHQrYMHD+L27duwtLTEsmXLpFoSATkjbZ88eRI7d+6Ei4sLHjx4gAMHDuD06dNISUlB165dceDAgRLPhaivr4/Lly9jyJAh0NfXx7Fjx3DhwgW0bNkSUVFR4v2iuK5evYqIiAiFf7kJg9/Z2dkVK5ivDBKJBHv37sX06dPx8OFDMW2Or68vIiMj4eDgoLRtKfuadnR0REREBHx8fPDmzRscOHAAjx49wsyZM4vdgrO498bi+hH2IT9f8j5eFHfu3Mn3Os3dAlO4TrW1tUvk92dhjRw5Env37oWqqioOHTqEGzduoFmzZjh8+DBGjx6ttO1oaGjg+PHjWLVqFSwsLHD+/HkcOHAAampqGD58OGJiYoqUUsvY2BgREREYPnw4tLW1ceTIEVy6dAmdOnXCxYsXP+vz7927N+7du4fZs2fD1tYWsbGx2LdvH06dOoVSpUphwIABOHv2LHbt2iVVzsTEBBcvXsSaNWvQqFEj3Lp1C/7+/mIvokGDBuHEiRNKe9FERERE3x5JNhMKUR7nzp2Do6MjGjRooNQ8kj+i+Ph41K1bF3p6enj8+DG0tbW/dpWIiADkdLMOCwvDzp070blz5y+67Xv37qF69eqoWrVqkQeoIfov+f333zFnzhwMGDAAa9eu/eLbr1atGu7fv4+7d++iWrVqX3z79OVZW1sjKioKllWrIHLGhK9dHSKiH5pqzyFfuwr0lfxnW7b+1yUmJsrNHXjjxg2x+3Dv3r2/dLW+O1OnTkV2djYGDx7MQCsRfTOOHTuGsLAwmJqaFir3IRF9eU+fPsXKlSuhoqIiphIgIiIiou8fEwX9R/3zzz9o3rw56tWrhxo1akBLSwt3795FVFQUsrKy4OrqqpTBEH5Ehw4dwt9//41//vkHERERMDY2xrhx4752tYjoP+7Vq1cYP3483rx5g8DAQAA5qUKKmt6FiErWhAkT8PjxYwQFBSEpKQmDBg0SBx8jIiIiou8fg63/UbVr18bQoUNx9uxZhIWF4f379yhdujSaNm2KLl26oH///kzar0BUVBQ2btyI0qVLw8XFBYsWLYK+vv7XrhYR/ce9f/8eGzZsgKqqKmrUqIExY8YUK+cyEZWs3bt348GDBzA2NsaoUaPEgSuJiIiI6MfAnK1ERERERET/AczZSkT05TBn638Xmy4SERERERH9h0gMyzMIQEREVEI4QBYRERERERERERGREjDYSkRERERERERERKQEDLYSERERERERERERKQGDrURERERERERERERKwGArERERERERERERkRIw2EpERERERERERESkBAy2EhERERERERERESkBg61ERERERERERERESsBgKxEREREREREREZESMNhKREREREREREREpAQMthIREREREREREREpAYOtRERERERERERERErAYCsRERERERERERGREjDYSkRERERERERERKQEDLYSERERERERERERKQGDrURERERERERERERKwGArERERERERERERkRIw2EpERERERERERESkBAy2EhERERERERERESkBg61ERERERERERERESsBgKxEREREREREREZESMNhKREREREREREREpAQMthIREREREREREREpAYOtRERERERERERERErAYCsRERERERERERGREjDYSkRERERERERERKQEDLYSERERERERERERKYHq164AERERERERfTnZrxKRsWXV164GEdEPR7XnkK9dBfoGsGUrERERERERERERkRIw2EpERERERERERESkBAy2EhERERERERERESkBg61ERERERERERERESsBgKxEREREREREREZESMNhKhVatWjVIJBJIJBL4+/srXM7FxQUSiQSbN2/+cpX7QUyfPh0SiQTTp08vUrmQkBBIJBI4OTnJzBM+s88xYsQIcT2HDx/+rHUVh5OTEyQSCUJCQr74totCGce6pAnX8fd4fRb3+viSilPH/K7fkiBcT9/ycfyvEO4Zuf+0tLRQrVo1dOrUCaGhoV+7ilQES5cuhUQiQUBAgMJlnjx5gunTp6NZs2YwNjaGuro6SpcuDTMzM7Rv3x5//fUXkpKS8t3Oq1evMHPmTDRp0gTlypWDhoYGKlasiNatW2PdunVIT0//rP24cuUK/Pz8YGRkBE1NTVSvXh3Dhw/Hixcv8i33/PlzDBs2DNWrV4eGhgaMjIzg5+eHqKiofMt9+vQJ8+bNg4WFBXR0dGBgYAAnJyeFvzXT09MRHByM3377Dba2ttDX14eamhqMjY3h6emJo0ePyi2XlZWF8PBwTJ06FQ4ODjA0NISamhrKlSsHV1dX7NixA9nZ2QrrmZycjLlz58LGxgZlypQRt+nh4YFDhw7JLXPz5k2MGjUKv/zyC0xNTaGtrQ0tLS3UqlULffv2xfXr1+WWmz17NiQSCQIDA/M9dkRERPRtYrCVimXy5MnIyMj42tXIV69evb7boNK3JC0tDTt27BD/v3HjRqWu/3sIoAHfT8CXiL4/rVq1Qs+ePdGzZ084OzsjNTUVe/bswS+//IKlS5d+7epRISQmJmL69OmwtbWFr6+v3GUWLFiAGjVqYMaMGbhy5Qrq1KkDHx8ftGrVCgYGBjh48CD69++PqlWrKgy079+/HzVq1MC0adPwzz//wMbGBr6+vqhVqxaCg4MxcOBA1K9fH7GxscXaD39/fzRp0gT+/v6oWrUqvLy8oKKighUrVsDc3Bz//vuv3HLx8fEwNzfHypUroaKiAm9vb1StWhX+/v5o3LgxDhw4ILfcx48f0bx5c0yYMAEPHjxA69at0ahRI4SFhcHPzw9jx46VKXP27Fm4uLhgwYIFePToERwcHODj44Py5cvj8OHD8PDwwMCBA2UCp3fu3IG9vT1mzZqF2NhY8djVqFEDQUFB6NatGzw9PfHp0yeZbb569QqNGjXCpEmTcOvWLdjZ2cHHxweVKlXC0aNH4eXlhZEjR8qUCw8Px9KlSxEfH4/q1aujbdu2cHFxQUZGBjZu3AgrKyvs2rVLptzo0aNhZGSE0aNHf3bwnIiIiL48BlupyLS1tREfH4+//vrra1eF/r9GjRohNjYWW7duVfq6Dxw4gNevX8PExAQSiQRHjhzB8+fPlb6d/GzduhWxsbFo1KjRF91uUcXGxhb7AZf+u0ry+qXvw4QJE7B582Zs3rwZR44cwZ07d+Dj44Ps7GyMGzcOjx8//tpVpALMmDEDSUlJCl8cjh8/Hr/99huys7Mxf/58vHr1CmfPnsXu3bvh7++PyMhIvHr1CosXL4a2tjYePXoks44DBw7Az88P7969w6hRo/D8+XMcP34cO3fuxPnz53Hv3j20atUKCQkJcHBwwL1794q0D0+ePEHPnj2RkZGBtWvXIjIyEnv27EF8fDy6deuG58+fo0uXLjJBzOzsbHTq1AkvXrxA9+7dER8fjz179iAyMhJr165FRkYGevTogWfPnslsc9KkSQgPD0eDBg2QkJCAgIAAnDhxAhcvXoSuri4WLlyII0eOSJVRUVGBr68vzp07h6dPn+LIkSPYs2cPrl+/jt27d6NUqVJYt24dtm3bJlVOIpGgRYsWOHbsGF68eIETJ05g9+7diIyMREhICHR0dHDkyBH873//k6nnzJkzcfPmTVhbW+P+/fs4ceIE9uzZgytXruDo0aNQVVXFsmXLcPHiRalyLi4uiI2NxbNnz3D27Fns2bMHhw8fxp07d/Dnn38iIyMD/fr1w5s3b6TK6ejo4LfffkN8fDxWr15dpM+RiIiIvj4GW6nIhDf3M2fOxMePH79ybQjICYDXrVsXpqamSl/3hg0bAOR87o6OjsjIyPjiQSFTU1PUrVsX2traX3S7RVW3bl3UrVv3a1eDvjMlef3S90lbWxvLly8HkNPF+sSJE1+5RpSfpKQkbN68GZUqVULr1q1l5gcFBWH+/PkAgL179+K3336DlpaWzHJ6enoYNWoUbt68CRsbG6l5L1++RO/evZGVlYXRo0eLQdncKlWqhEOHDqFp06Z4/fo1unfvXqT9WLJkCT5+/AgXFxcMGDBAnF6qVCmsXr0aenp6uHTpEk6ePClV7tixY4iOjoa+vj5WrVqFUqVKifMGDBgAZ2dnfPjwQaaV9ps3b8RA4urVq1GuXDlxnrW1NcaPHw8AmDNnjlS5Fi1awN/fH82aNZPZh44dO6JXr14AIPNbpWbNmggODkbr1q2l6ggAjo6OmDBhgtxyAHD69GkAOUHzsmXLSs1zc3ND8+bNAQAXLlyQmletWjW5vwtUVFQwduxY1KhRAx8/fpTbkrlHjx5QU1PDsmXL8k1vQERERN8eBlupyNzc3ODo6IinT59i8eLFRS5/5coVdO3aFaamptDQ0EDZsmXRqlUrhXmpCsqDmbd797179yCRSLBlyxYAQO/evaXy4eVudZJ73Zs2bYKdnR309PQgkUikWoRERkaiQ4cOMDExgbq6OipUqIC2bdvi1KlTcuuUO4VBTEyM2L1NS0sL5ubmWLp0KTIzM/M9TomJiRg6dCiqVKkCdXV1VKlSBcOHD5eby62kcj7eu3cPwcHBUFVVRY8ePdC3b18ABacSELrHubi4iPnkKleuDBcXFzGAAOQc/xkzZgDIaRWU+3MSHpYA+V347ezsIJFIsHv3boX1WLFiBSQSCdq1aydOe//+PdavXw8fHx+YmZlBR0cHOjo6aNCgASZPnixzfIVje/bsWQBA8+bNpeqZO01Ffufq69evMWnSJNSvXx/a2tooXbo0rK2tMX/+fKSkpMgsn/szTU9Px7x581C/fn1oaWnB0NAQPj4+Sm1FmzudQ2HPvYkTJ0IikWDQoEEK13vjxg1IJBIYGRnJdIUs6nUlz+fW4cmTJ/j111/x008/iZ+Lra0tVqxYoTBVSkpKCqZPnw4zMzMxV2LPnj3x4MGDQtc7N0XXr3Avq1atGrKzs7Fu3TpYW1tDR0cHenp6aNmypcyD/efYvHmzeO29ffsWv/76K6pVqwZNTU2YmZlh3rx5yMrKAgA8fvwYAwcORJUqVaChoYE6depIXdu55b5+L168CHd3dxgaGqJ06dJwdHTE+fPnxWWPHz8OZ2dnGBgYQFdXF66urnLzPRbmnqfoesw9PSAgAA4ODihTpgx0dHRgb2+fb47EjIwM/PXXX3ByckLZsmWhoaGB6tWrY/DgwXj48KHCcsVhYmICQ0NDAFDYm8Df3x+tW7dG+fLloa6ujkqVKqFbt264efOm3OWvXLmCjh07onLlylBXV0eZMmVQo0YN+Pr64u+//5ZaNvc94f79++jRowcqVqwITU1N1K5dG9OnT5d77xKcOHECHh4eqFChAtTV1WFiYoKOHTvi8uXLcpfPfZ5cvXoVPj4+4vdHvXr1sHDhQrkBp7S0NPz555+wtrZG6dKloa6uDmNjY9ja2mLcuHF4/fq1TJmUlBQsXLgQTZo0gb6+PjQ1NVGnTh2MGzcOr169UrhPimzatAnJycno3r07VFRkf1rPnj0bANCuXTt4eXkVuD4DAwPUqlVLatrKlSvx9u1blC9fHn/88YfCsurq6lixYgUAIDQ0VPzuKgyhq3+XLl1k5unq6sLT0xNATioDeeU8PT2hq6srU1ZYX95ygYGB+PTpE0xNTWFvb6+w3MWLF/HkyZNC74elpSUAFPmazK+cpqZmodaRO2BcGKqqqgAADQ0NmXnly5eHm5sbbt++jePHjxdpvURERPR1MdhKxTJv3jwAELvCFdbSpUvRqFEj7Ny5E4aGhvD09ET9+vUREhICd3d3zJw587Prpquri549e6JmzZoAAHt7ezEXXs+ePdGwYUOZMsOHD0e/fv2gqqoKd3d3NG7cWHwYX79+Pezs7LBv3z4YGxujffv2MDMzw5EjR9CyZUsxWChPZGQkmjRpgujoaDg7O+OXX37BrVu3MGrUKHTq1ElhS4WHDx/CysoKAQEBaNSoEVxdXfH+/XusWLECLVu2/GL5uzZu3Ijs7Gy4ubnB2NgYvr6+0NPTQ1xcHMLDw+WWefv2LZo3b46+ffvi3Llz+Pnnn+Hr64vatWvj2rVrGDFihLhsz549YWFhAQCwsLCQ+pwcHBzyrVvv3r0BIN+cvJs2bQIA9OnTR5wWExODAQMGIDQ0FMbGxmjbti0cHBzw9OlT/PHHH7C1tZU6p42NjdGzZ08YGRkBkM6t2LNnT5kHYnnu3LkDKysrzJ07F4mJiXBzc0OLFi2QkJCA8ePHw8HBQaYLoSA9PR1ubm6YOXMmTE1N4e7uDh0dHRw4cABNmzYtcjfRghTl3BM+gz179iA1NVXu+oTPoFu3blBTUxOnf851ldvn1EE4PxcvXozU1FS4urrC3t4et2/fxvDhw+Hu7i5zrX38+BEtWrTAjBkz8PTpU7Rs2RLNmjXDiRMnYGVlhbt37xaq3kXVu3dvDBs2DPr6+vDw8ICxsTFOnTqF5s2bIyIiQqnbSkpKgp2dHXbs2AEbGxs4Ojri8ePHmDBhAkaOHInbt2/DxsYGx44dQ9OmTcVjNmLECPG7QZ6jR4+iWbNmePr0KVxdXVGrVi2cO3cOrq6uCA8Px8qVK+Hu7o7U1FS0bNkSlSpVQlBQEBwdHRXmifwc06ZNg5+fH4Ccl4hmZmYIDw+Hh4eH3PyS79+/h6urK/r3748rV67A3Nwcnp6e0NDQwJo1a2BpaYno6Gil1S8rKwsfPnwAAPH+I8jIyEDHjh3h5+eHkJAQ1K5dG97e3ihfvrz4ueUNzgQHB8POzg579+5FuXLl4OXlBRcXF5QvXx5Hjx4Vr5O87t69C2tra5w8eRLNmjWDq6srnjx5ghkzZsDV1VXudTdlyhS0bt0agYGBqF27Ntq3bw8jIyPs3bsXTZo0yfeF3YkTJ9C4cWPExcXB1dUVdnZ2iI+Px9ixYzF69GiZY+Tu7o5x48bh33//RbNmzdC+fXs0aNAAiYmJ+PPPP2Vegjx58gSNGzfG2LFjkZCQAFtbW7i5uYlBWxsbG9y/f1/xByPHwYMHAeR0Gc/rzZs34guForY0lbeNDh06FBj4s7S0xM8//wwAMgM3CS+Dc7/QBHLOb+E6y9uqViBMz3ueC/8vqFxCQgKSk5MLXa5GjRpiK9KrV6/KXUaehIQEAEDFihULXaagcm3atAGQ8/s3bwA/MDAQZ86cEQfoKqx169YhPj4eFSpUQJMmTeQu4+rqCuD/Pn8iIiL6Pqh+7QrQ96lx48bw8fHB/v37MWfOHCxatKjAMidOnMDo0aNhaGiIgIAA/PLLL+K869evw83NDdOmTYOjoyMcHR2LXbdy5cph8+bN6NWrF27fvo1+/frJPFTktXXrVoSFhcn82L1+/TqGDBmC7OxsbN26VepB6dixY/D29sb06dPRtGlT8QdxbqtXr8aQIUOwdOlSsfXCP//8g+bNm8Pf3x/r1q3DwIEDZcpt3LgRvXr1wpo1a8TWDg8fPoSdnR0uXboEf39/dO7cuaiHpkiysrLEQKYQrNTS0kKnTp2wdu1abNiwAU2bNpUp16dPH4SGhsLS0hL79+9HtWrVxHkZGRlSowRv3rwZ06dPR0xMjHgsC6tTp04YPXo0Tp06hcePH6NSpUpS869du4aoqCgYGRmJD0lATpe+oKAgNG/eXKoF0sePHzF48GBs3boVU6dOxcqVKwHkpAbYvHkznJyc8Pz5c0yYMKHILYi7dOmC+/fvw9PTEzt37oSOjg6AnNbLrVu3RlRUFIYNGyY1EJkgPDwclpaWuH37NoyNjQEAqamp8Pb2xokTJzB37lysXbu2SPXJT1HOvdq1a8Pe3h5hYWE4ePAgOnXqJLWujIwMbN++HcD/BUWBz7+ucituHZ49ewYfHx8kJSVh1apVGDhwoHg+vHr1Ch06dMDJkycxd+5cTJ06VSw3bdo0XLx4EXXr1kVwcDBMTEwA5Jw/Xbp0KZEUG/fv30dISAhu3LiB2rVrAwAyMzMxYMAAbNy4EVOnTlVqN/O///4bbdu2xeXLl8VuylFRUWjcuDFWrVqF06dPw9vbG8uXLxfva3///Te8vb3xxx9/YPjw4XJTfixcuBBbt25Ft27dxGljxozBokWL0KdPHzx+/BgnT56Es7OzuI8dO3ZEQEAA5s2bh/Xr1yttHwFg2bJluHDhAho3bixOmz59OmbMmIEJEyZItYgHgEGDBiEkJAQeHh7YsGEDKlSoIM5bsmQJRo8ejY4dOyI2Nlami3JxBAcHIy0tDerq6jJd06dNm4a9e/eicePG2LVrF6pXry7O8/f3R6dOndClSxfcuXMH+vr6AHK6Yqenp2P79u3o2rWr1Prevn2rsKX81q1b4eXlhV27dold3x89egRnZ2eEhYVhxowZmDt3rrj88ePHMXv2bGhqauLQoUNS1/CGDRvQr18/DBo0CI0bN0b9+vVltve///0Pa9askfpuPH36NFxcXLBixQqMHTsWlStXBpDTcjM4OBiWlpY4e/YsSpcuLbWuy5cvo0qVKuL/s7Oz0aFDB1y/fh19+/bF4sWLxTIZGRmYMGECFi5ciN69e4vdxguSkpKCixcvQkVFRW5e8ejoaLFFuK2tbaHWmVd6ejquXbsGAIXOXW5ra4sbN24obEmcV+4Xd4pSmgjHMu9LJeH/BZXLzs7GvXv3xM+9oHIAULlyZbx+/brQL7KePXsm/nZRNFCZPB8/fsSyZcsUlhs/fjwiIyNx4sQJVK1aFfb29tDX18e///6LK1euwN7eHhs2bICenp7C9Q8ZMgRAzvV248YN/PvvvzAyMsK+fftQpkwZueWE31nBwcGF3hciIiL6+tiylYrtjz/+gKqqKlatWlWoViDTpk1DdnY21qxZIxVoBYAGDRqIAVtFXVFL0tixY+W2Kli6dCkyMjLQrl07mRYpbdq0EXOa/fnnn3LXW7FiRSxcuFAMSABA/fr1xeDNwoUL5ZarXLkyVq5cKdWtTOjKDeTkfytpJ0+exMOHD2FkZAR3d3dxupBKYO/evWKrK0FMTAz2798PTU1NHD58WCrQCuR0lytMF8rCKFOmDHx9fZGVlSU3wCW00urevbvU8a9cuTKcnZ1lunpqa2tj9erVUFVVxb59+5RSRyAnGBAREQFtbW2sW7dODLQCOV0E161bBwDYvXu33AFRJBIJNm3aJAZagZzujELLT2WfC0U994RAvLxWcUePHsWLFy9gY2MjtrICPv+6yqs4dViyZAlevXqFoUOHYvDgwVLng6GhIbZu3Qo1NTWsWLFCbIGekpIiBrYXL14sBlqBnPNnzZo1he5qWlTLly8XA61ATg5FIY/h2bNnldraXVdXF3/99ZdUwNTKygpubm5ia8vFixdLXVdeXl5o0KAB3r17pzC40759e6lAKwBMnjwZAHDr1i0MHjxYDLQK+zhp0iQAJRNomDlzplSgFchJS6Gnp4f4+HiprsSxsbHYtWsXTExMsHPnTqlAKwCMGjUKbm5uSEhIwLFjxz6rXi9fvoS/vz969eoljgKf+1x7/fo1Fi9eDE1NTQQEBEgFWoGc4zxw4EC8efNGfNEA/F8qAjc3N5lt6unpKWxZp6WlhTVr1kjlGK1cubL4/bVq1Sqp1q0LFiwAAAwZMkTmZUnfvn3h4eGB9PR0mfydAh8fH5mXkC1atECrVq2QmZmJM2fOyOxTs2bNZAKtQE6LSSEVA5Dz0jcsLAwNGzbEmjVrpMqoqqpi/vz5+Pnnn3HmzBncuHFDbv3y+ueff/Dp0ydUrlxZbh1evnwp/rt8+fJy1zF8+HD06tVL6i/3IE2vX78WA7Z5WzkrIiyXmJgoNb1ixYqoU6eOTOvN9+/fi//O/T2Vm5Ai4N27d3LLFlQub9mCyuW3TXkyMjLQrVs3vH37Fg0aNJD7MluRIUOG4O7duzAxMRHvO7np6Ojg8OHDGDt2LJKTk6UGyDI0NISLi4vMS9/cPn36hC1btmDLli04ePAg/v33X9SoUQO7d++Wm3tWIASmb9++ne8xWLt2LaytrQv1x4E8iYiISh6DrVRsderUQZ8+fZCWloYpU6bku+zLly8RGRkJLS0ttG3bVu4yQmtBRd3TS1L79u3lThdyhCpqGSsEHs+fPy83B6ui7n49e/YEkNNlTV4eMmdnZ7ktw3766ScA+CIjU//1118AcgZoyB1UsbW1xc8//4wPHz5gz549UmWEbqvu7u75PnQoi9BSUcjPK0hPTxdbieZOIZBbeHg45s2bh6FDh6J3797o1asXhgwZAnV1dSQmJirs1l9UwjnUunVruQ/J1tbWsLCwQFZWltzceqampmKqhdxK6lwo6rnXoUMH6OjoICgoSCZYLC+NA/D511VexamD0MK6Y8eOctdZqVIlmJmZITExUexaGhUVhffv36NcuXJyB8ExNjZGy5YtC6xvUamqqircnoGBAdLS0oqVZ1IRa2trmWAiAJiZmQHIyVss774mzFeUW1FekK9s2bJiMEze/ILW+TnkfRdpaGigRo0aAKTP9cDAQGRnZ6NNmzZyA2rA532H5c4FXb58efj5+eHNmzc4efIk+vfvL7XsmTNnkJKSAnt7e4X3WXl1EVpEdu3aFaGhoQpzEufVsmVLqZc9Ag8PDxgaGuLdu3diXt2MjAyEhYUBKPj6zh00zU3RbwR59yArKyuUKlUKGzduxMqVK/H06dN890W47n19faW+1wQqKiriy+DCfo5CwDd3ULeodu3aJQbihL/PzdGpKE3R3LlzERcXJ9Ua+UcxaNAgBAcHw9DQEP7+/lBXVy9UuVmzZmHLli3Q1NTE3r175X6WT58+hb29PZYvX47Zs2fjzp07+PDhAyIjI2FtbY0ZM2bAwcFBKmidm76+PrKzs5GdnY1nz54hMDAQ5cuXR/PmzfHbb78prJu6uroYcFaUu1moX1RUVKH+8su1TERERMrBYCt9lunTp0NbWxs7duwQu7jJc/fuXWRnZyMlJQUaGhpSAwwJf8LDfd5WGF9C3haYAuGhLm/LIYGQFzY1NVVusENRudKlS4s/5uW1ZlTUpU7oZqYoN6WyJCYminne5AUrhWl58+4JLZzljbxbEpycnFCjRg3cunVL6sH4yJEjSExMROPGjcUHdMGLFy/QrFkz2NvbY8KECVi1ahU2b94sPuB+/PgRQOFa0RRGQecQ8H/nkbzAaUHnQlpa2udWsUjby3vu6erqws/PT6aF8YsXL3D06FFoamrKpLz43Osqr+LU4c6dOwByWsTJux9JJBJxkCHhniRcq4ruF/nt0+eoWLGiVK7Z3ErinqDoHBAe+BXNF4KQiupSnPUK61T2eZ5ffeQdU+F82bBhg8LzZdy4cQCK9x0m5ILu3r07XF1doaGhgZSUFHTr1k3cdt66BAcHK6xLhw4dZOoyd+5cWFlZ4dixY2jWrBnKlCkDBwcH/P777/m2dMvvnBauBeHaePXqlXjcCrq+Fb0oKsrnUrNmTSxevBjp6ekYNmwYTExMUK1aNXTu3Bk7duzAp0+fpNYhHLspU6YoPHarVq0CUPjP8e3bt1L1yyv3gEmK1vny5UsxELdt2zaZ+WXLlhVb3+cXcMvtxYsXABS3ps0r90uE3HlVcxN6s+TdV6FsQeXyli2oXH7bzGvkyJHYsGEDDAwMcOrUKameAPlZtGgRpk6dCg0NDRw4cEDuQF1AzkvyS5cuYdasWZg0aRKqV68OHR0d2Nra4siRI2jQoAFiYmLElt35EdIbnTt3Dg0bNsSCBQtw5MgRhcsL+57fS+CKFSvCysqqUH+5W6kTERFRyWDOVvosFStWxMiRIzF37lxMnDhRKh9nbkL3N11d3SLl0CoMYd2f42v+8JTX+kTeaMZf0rZt25Ceng5VVVX069dPZr7w8BMeHo64uLgvFlzNSxjkY+rUqdi8ebOY20xozZg7R6egX79+CA0NhZ2dHWbMmAELCwsYGBiIwSwTExM8ffpUYaugL+1LnwvF2V6fPn3EgLXQ/XL79u3IyMhA+/btxZyRJamodRDuG+3bt8+3CyvweS3WlOFbOweKW5+SWq88hfleKMr2hPU1bNhQbkvz3PKmJiiMvLmgnzx5glatWuHGjRvo0qULLly4IA7aKNSlVq1aCgNDgtz3ZmNjY1y+fBlnz55FUFAQwsLCEBERgbCwMPzxxx+YO3cuxo8fX+S6A4pbURZHUc+D4cOHo0OHDjh06BBCQ0MRGhqK3bt3Y/fu3Zg2bRrOnz8vdpkXjp2Dg4MY9FVEXj5ZeYR7i6IXdA0bNoSKigqysrJw+fJlMd9sUaipqYnBvIiICPTo0aPAMpGRkQByWqoXRtWqVcV/P3jwAA0aNJBZRkitkfeFU7Vq1fD69WuZwcjylpNIJFLbEdajqBxQuJdcY8aMwbJly6Cvr4+TJ0/C0tJS4bK5LV++HGPGjIG6ujoCAgLk9iAAcl4MnDp1CgDk5stXU1ND+/btcf36dQQFBRV6gEd1dXV07doVV69exYEDB+Dh4SF3OSGgb2BgoHBdAwcOLHTaBGtra7E1OhEREZUMBlvps40fPx7r1q1DYGAgzp07J3cZYXAEiUSCjRs3FulhSk1NDenp6Xj//r3c7ptFHTW4KCpVqoTbt2/jzp07UvkeBUIrGU1NTXHE3NwUDejw/v17scVecR68StqGDRsASHcJzW9ZIbem0CIpLi6uZCuYS8+ePTF9+nTs2bMHS5cuxbt373Ds2DFxMK/ckpOTERgYCBUVFQQGBsoE4JKTk/Hs2TOl1k/o5pu3dVpuwrwvkXqhJDRr1gy1atVCfHw8wsLCYG9vLzO4Wm6fe10pow5VqlRBQkICxo8fr3AkbHn1BqQHkskrv3mkPEL3YEVddpX9vSB8h9nb22PFihVKXbc8JiYm2LdvH8zNzREREYEdO3aI+W6FutSpU0c8xwtLIpHAyclJDOympqZi8+bNGDp0KCZNmoT27dvLBCHzG5hION+F7zFDQ0NoaGggLS0Nd+7cgbm5uUyZkrjfGRkZoX///mLKhbi4OPTp0wcXLlzAhAkTxFQzwrHz8vLC2LFjlbJtoVeOolb4ZcuWhb29Pc6fP4/t27fD29u7WNvx8vJCTEwM9u3bh4ULF+abHzoqKgr//PMPAMDT07NQ6y9Tpgxq1aqFf//9F5cvX5YbbBXyMVtZWUlNt7KyQlRUlMJ8zcJ0MzMzqfytwnoUlbtz5w5ev34NAAoDqOPGjcOiRYugp6eHkydPFvp+vnLlSowYMUIMtObOTZ9X7mCwoha2wsBYQn0LS3jZJ7REzistLU1s+VvYfL1ERET09TGNAH02PT09sSWZ0I0yLxMTE5ibm+P9+/dFzkMmPJDJ6+Z47do1qUFMchMexgubl04e4YFU0QOt0I2+WbNmcvO/7du3T273V6GbYK1atb65ANuFCxdw8+ZNaGho4M2bN2LXxrx/gYGBAHL2RTjGQquQwMDAQudY/NzPydTUFM7Oznj37h32798vtmb08fGRGRX47du3yMzMRJkyZeS2tty+fbvCFlrFradwDh0/flxu98/o6GhcvXpVKlfg90hoRbx582ZcuXIF169fR5UqVaQGPBJ87nWljDq0adMGQM5Ab4VlbW0NXV1dvHz5EidPnpSZ//z5c7nTSflyv8TI21UcgMJeFsUlnC+HDh0q8TQugrp162Lw4MEAclL2CPceZ2dnqKurIyQkRGGAprA0NTUxaNAgmJubIysrS246oJMnT8rdTmBgIF69eoXSpUuLrSdVVVXh4OAAoODru3nz5p9V9/zUrVtXbKV79epVcbrwOe7bt09prXHr168PdXV1PHr0SGHw//fffwcA7N+/v9jn5rBhw1CmTBkkJiZi4sSJCpf79OmTOKChnZ2dVIvpgrRr1w4AsHPnTpl5Hz58wOHDhwHkDGImr9yhQ4fkpgQQ1pe3nJubG9TV1fHgwQO5L3aFck2aNJEaJE4wYcIE/Pnnn9DT08OpU6dga2tb4D4CwJo1azBs2DAx0KqoRakg9++0iIgIuctcvHgRQNFTyQiD/ylKeyAM1FarVq0CUykQERHRt4PBVlKKoUOHwtTUFBEREbhw4YLcZWbPng0gJyAi/GDPLTs7GxERETLBChcXFwDAjBkzpAKX9+7dQ8+ePRU+MAktbYTWHcUxcuRIqKqq4uDBg1KjOgM5D6DCyOSKWsg8efIEY8eOlRrkJzY2FjNnzgQAjB49uth1KylCq1YvL698u38Lg6Y8f/5czDXWsGFDeHl5ISUlBV5eXjJdAzMyMsRcsAJlfE65R6PPL4WAkZERDAwMkJSUJJMX7+LFi/k+wBa3ng4ODmjcuDFSUlIwcOBAMScskJOnT+j216lTJ7HV1feoZ8+eUFFRwd69e7Fy5UqpaXl97nWljDr89ttv0NfXx6JFi7Bw4UK5Abu7d+9K1U9LSwsDBgwAkHPt5h6MJyUlBYMHD+bAI19I1apVYWZmhqSkJMybN09qXkhICKZOnarU7VlaWsLX1xcPHz6Ej4+P3BbMycnJ2LFjR6FzahbG77//Dl1dXdy+fVtsnWlkZIThw4cjOTkZbdu2xfXr12XKpaWl4dChQ1K9DBYsWCC3u3ZcXJw4CFzuLt4Ceef2kydPMGbMGAA5gxLlbmUpTF+9erUYSBJs3rwZhw4dgpqaGkaOHFno46DI6dOnERgYiPT0dKnp2dnZ4vdS7n3y8vKCra0tIiMj0bt3b7k5VN+8eYM1a9YU+sWalpYWmjRpgqysLIWBuJYtW2LMmDHIzs6Gr68vFi1aJPdekZaWprCVZ/ny5cWcwUuWLMGvv/4q9X0C5HR39/T0RHh4OPT19eXmf504cSLq1q0r9/tu1KhR0NbWRlBQENavXy9Oz8zMxJAhQ5CUlARbW1uZgQDbtGkDS0tLJCUlYciQIVK/edatW4fg4GDo6urKfOYGBgbiC4UhQ4ZItQ6OiooSr+3JkyfL1PX333/HvHnzoK+vX6RA6/r168XBMAsTaAVyXuoK6x85cqTM9b99+3ZxwNAuXbpIzVuyZIncRgEfP37E7NmzERAQAFVVVbm/WYD/G6itRYsWBdaTiIiIvh1MI0BKoaGhgZkzZ6JXr14yP/4Fbdu2xdKlSzFmzBh4enqiVq1aqFOnDvT09JCYmIiYmBi8ePEC48ePl/ohP2nSJPj7+yMwMBC1a9eGra0tEhMTcenSJdjb26Np06ZyRw329vbGjBkzsGzZ/2PvvsOiuL7Hj78XQaoiigULiiUaO2IHK1ZURBRjB0tsUROjxt5L7MYWuyAq9l6woaKIHWyxxt7FXlCpvz/4zXxYdxdB12i+Oa/n4YnZmTtzd3dmd+fMuefO4Ny5c+TJkwcTExM8PT1TPayuRIkSzJ49m27dutG2bVumTZtGkSJFuHnzJuHh4SQmJjJixAiDM5B37dqVhQsXsm3bNipUqMCzZ8/Yt28fMTExNGnSRL3I+Fa8fv1avWDw9fVNcd106dLRqlUrpk6dyqJFi9Shkf7+/nh4eHDkyBEKFSpE5cqVyZkzJw8ePODs2bNERUVpBcjr1q2LtbU1GzduxM3NjUKFCpEuXTpcXV0NXnx8yMvLCzs7O/XCPl++fHovTNKlS8ewYcPo3bs37dq1Y/bs2eTPn59bt24RHh5OmzZtOHDggN4hyE2bNsXf35/ffvuNPXv2kC1bNjQaDR06dFBrxRoSFBREzZo12bRpE05OTlStWpXY2Fj27dvHy5cvKVOmzD8yNPlLypUrF3Xq1GHHjh34+/uj0WgMvn+fe14Zow+5c+dm06ZNNG3alL59+zJx4kSKFy+Og4MDL1684MKFC1y9epUKFSqow7cBRo0aRVhYGMeOHeO7776jRo0aWFhYcPDgQWJjY2nXrp3WJF3iyxk/fjzNmjVj2LBhrF+/nkKFCnHt2jUiIiIYOnSoelPLWPz9/Xn+/DnBwcEULlyYUqVK4eTkRGJiIjdu3OD06dPExMRw4cIFow33zZo1K7/++iujRo1izJgxtGvXDjMzM8aPH8/9+/cJCgpS68jmz58fU1NT7ty5w6lTp3jz5g3BwcFq3dYxY8bQr18/ihQpwvfff4+lpSX37t0jLCyMuLg42rVrpzM8HKBdu3Zs3bqV/PnzU6VKFd69e8fevXt58+aNWvs6ufr16zNkyBDGjBlD7dq1cXV1xdHRkYsXLxIREUG6dOmYO3duqmuipuTMmTP07t2bjBkzUqZMGXLmzMnbt2+JiIjg5s2b2Nraah0HJiYmbNy4kQYNGrBkyRLWrl1LqVKlcHR0JCYmhmvXrnH27Fni4+Px8/NLdWa9l5cXBw4cYPfu3eoN4g9NnjwZe3t7hg8fTp8+fRg6dCjlypXDwcEBjUbD/fv3OXHiBK9fvyZDhgz4+PjobKNZs2asWrWKjh07Mm3aNBYuXIirqyt2dnbcvXuX8PBw4uLiKFCgABs3btRbl/b+/ftcunRJ62aRImfOnAQEBNCyZUs6d+7MokWLyJcvH8ePH+fatWtkz56doKAgtX6wQqPRsGLFCqpUqUJgYCBhYWGUK1eO69evc+zYMUxNTQkMDCRHjhw6+xw3bhzHjh3j8OHDFCpUiJo1a/LmzRtCQkKIjY3l119/1QmIbt68mbFjxwJJGZ/KzbUP2dvba01YderUKbp06UJiYiL58+dn7dq1rF27Vm/bDzOzFy9eTI0aNbhw4QLff/89FStWxN7engsXLqg3Ydu0aUPr1q212imB8e+//57ChQtjYWHB/fv3OX36NM+ePcPc3JwFCxboLakDsGfPHoBPLj8hhBBCiK9Dgq3CaNq2bcuUKVP0ZtkoevXqRc2aNZk5cyb79u0jJCQEExMTcuTIgbOzMw0aNNCZQMvJyYnw8HCGDBnCvn372Lp1K/ny5WPw4MH89ttv1K5dW+++SpYsybp165g8eTJHjx4lJCSExMREcufOnepgK0Dnzp0pVaoUkydPJiwsjDNnzmBra4uHhwc///yzwf1D0kQpnTt3Zvjw4ezevZvXr19TqFAhOnbsSM+ePXUuWL621atX8/r1a3LkyEHdunU/un67du2YOnUqwcHB3Lt3j5w5c2JnZ0doaCiLFy8mKCiIU6dOER4eTrZs2ShdurTOBUP27NkJDg5m1KhRnDx5ksOHD5OQkEBcXFyqg63KbPPKLNK+vr4GX9tffvkFJycnJk6cyPnz5/nrr78oUqQIs2fPpmvXrgaHADZo0IAFCxYwZ84c9u7dq95UcHNz+2iwNX/+/ERERDB58mQ2btzI1q1bMTExoXDhwvzwww/06tXr/8TswB06dFDLhFStWpX8+fMbXPdzzitj9aFq1ar89ddfzJo1i23btnH8+HHev39PtmzZcHR0pE2bNjqfR9bW1uzbt4/x48cTFBTEzp07sbOzo1atWowZMybNNTTFp/P29mbr1q2MGzeOyMhIrly5QokSJVi5ciXNmzc3erA1Q4YM7Nq1i1WrVrFs2TJOnjzJqVOnyJgxIw4ODrRu3RpPT8+PTryUVn379mXOnDncuHGDxYsX06VLF0xNTdU6rgsXLuTo0aOcO3cOa2trHBwcaNSoEZ6enlqlSWbPnk1ISAjHjx8nNDSUN2/ekCNHDmrXrk3nzp1p3Lix3v07OTlx4sQJBg8ezN69e3n27BmOjo60atWK/v376/3sGj16NK6ursycOZOjR49y5MgR7O3t8fHxoW/fvpQvX94or02jRo148eIFBw8e5MqVKxw5cgRLS0vy5MnDgAED+Omnn3TqoufMmZMjR44QEBDAqlWrOHPmDMeOHSNz5szkzJmTrl274unpmWJN1A+1b9+eoUOHsmzZMsaNG0e6dOn0rjdgwADatGnDggULCAkJ4fz58xw6dAhzc3OyZ89O7dq1qVevHj4+PgYnQ/Lx8aFGjRrMnj2b7du3c+zYMV69eoWdnR01atTA29ubDh06qKVv0srHx4f8+fMzbtw4Dh48SGRkJA4ODvz0008MHTrU4I2EwoULc+bMGcaMGcPWrVvZsGEDtra2eHt7M3jwYL2BfAArKyv279/P1KlTWb58Odu3byd9+vRUqlSJHj166A06J6+LeuLECYPZwHnz5tUKtj5//ly92Xvx4sUU68t/+FlevHhxzp07x7Rp0wgODla/L+zs7Khbty4dOnSgefPmOtsZN24cu3bt4sSJExw4cIDnz59jbW1NgQIF6NixI926dTP4PRUVFUVwcDAFChQwOHmXEEIIIb5NmsRvZcptIf4P8fPzY8mSJfj7++Pn5/e1uyOEEEKkyYgRIxg5ciTDhw9nxIgRX7s737wePXowe/ZsNm/eTKNGjb52d8T/AVOmTKFv375Mnz6dXr16GW27Li4uRERE4Jw3D8dGDjDadoUQQiQx9e3+tbsgvgFSs1UIIYQQQojPMHz4cDJlymT0jGrx3/TmzRsmTpzId999982VnBJCCCHEx0mwVQghhBBCiM+QNWtWRowYwYkTJwzWARUitaZNm8ajR4+YNm0aZmZmX7s7QgghhEgjCbYKIYQQQgjxmX7++WcSExNp1qzZ1+6K+JcbMmQIiYmJeHh4fO2uCCGEEOITSM1WIYQQQgghhPgPkJqtQgjxZUnNVgFg+rU7IIQQQgghhBDin6PJklUCAkIIIcQXImUEhBBCCCGEEEIIIYQQwggk2CqEEEIIIYQQQgghhBBGIMFWIYQQQgghhBBCCCGEMAIJtgohhBBCCCGEEEIIIYQRSLBVCCGEEEIIIYQQQgghjECCrUIIIYQQQgghhBBCCGEEEmwVQgghhBBCCCGEEEIII5BgqxBCCCGEEEIIIYQQQhiBBFuFEEIIIYQQQgghhBDCCCTYKoQQQgghhBBCCCGEEEYgwVYhhBBCCCGEEEIIIYQwAgm2CiGEEEIIIYQQQgghhBFIsFUIIYQQQgghhBBCCCGMQIKtQgghhBBCCCGEEEIIYQQSbBVCCCGEEEIIIYQQQggjkGCrEEIIIYQQQgghhBBCGIEEW4UQQgghhBBCCCGEEMIIJNgqhBBCCCGEEEIIIYQQRiDBViGEEEIIIYQQQgghhDACCbYKIYQQQgghhBBCCCGEEUiwVQghhBBCCCGEEEIIIYxAgq1CCCGEEEIIIYQQQghhBBJsFUIIIYQQQgghhBBCCCOQYKsQQgghhBBCCCGEEEIYgQRbhRBCCCGEEEIIIYQQwggk2CqEEEIIIYQQQgghhBBGIMFWIYQQQgghhBBCCCGEMALTr90BIYQQQgghhBD/nMQnUcQt+fNrd0MIIf7PMfXt/rW7IL4BktkqhBBCCCGEEEIIIYQQRiDBViGEEEIIIYQQQgghhDACCbYKIYQQQgghhBBCCCGEEUiwVQghhBBCCCGEEEIIIYxAgq1CCCGEEEIIIYQQQghhBBJsFf9ZGo0mzX/Vq1dP0z4SExNZu3YtLVu2xMnJCWtraywsLMiTJw8NGzZk/vz5vHr1yijPJ1++fGg0Gm7cuKH1uJ+fHxqNhoCAgE/edkREhPoaNG3a9PM6+gkCAgLQaDT4+fn94/tOC2O81l/aiBEjPulY/hbcuHEDjUZDvnz5vnZXDPrUPho6f78E5Xz6ll/H/wrlMyP5n6mpKfb29lSrVo3Zs2cTGxv7tbspUunevXtkyJCBRo0aGVwnLi6OZcuW4ePjQ758+bCxscHc3JwcOXJQs2ZNhg0bxrlz51LcT2JiIqtWrcLb25s8efJgYWGBnZ0dpUuX5rfffuPWrVuf9TxevXrFoEGDKFy4MJaWltjb29OgQQP27t2bYruEhATmzZtHhQoVyJAhAxkyZKBChQrMnz+fxMTEFNvu2bMHDw8P7O3tsbS0pEiRIgwePJjXr1/rXf/SpUv88ccfeHh4kCtXLtKnT0/GjBkpV64cv//+u8F2t27dYt68eXh7e5M3b17Mzc2xsbGhVKlSDBo0iKioqBT7uX37dho1akSOHDkwMzMjQ4YMuLi4MGbMmI/+nnv06BEDBgygePHi2NjYYG1tTYECBWjZsiUnT57UWvf69eukT5+e5s2bp7hNIYQQQnybTL92B4T4Wnx9fXUee/DgATt37jS4vEiRIqne/rVr12jWrBmRkZEAfP/999SpUwdzc3Pu3r3L7t272bZtG4MHD+bEiRPkzZv3E5/Jl7do0SL131u2bCEqKoqsWbMaZds3btzAycmJvHnz/iOBpk8VEBBA+/bt8fX1/aaDqUKIf58CBQrg5uYGwLt377h48SIHDhzgwIEDrFixgt27d2NpafmVeyk+pl+/fkRHRzNu3Di9yyMjI/Hx8eHq1atoNBqKFi2Ks7MzlpaWPH78mBMnTrBv3z5Gjx7NL7/8wrRp03S2ce/ePZo0acKxY8fQaDS4uLjg6upKdHQ0hw8fZtKkScyYMYMpU6bw008/pfk5PHr0iCpVqnD58mUcHBxo1KgRDx8+JDg4mODgYKZPn07Pnj112sXHx9O8eXPWr1+PlZUV7u7uQFIQtUuXLuzZs4eVK1diYqKb5zFt2jR+/fVXNBoNVapUIXv27Bw8eJBx48axbt06wsLCsLe312rj7u7O3bt3sbCwoGzZslStWpWHDx9y+PBhTpw4waJFi9i7dy+Ojo5a7Vq1asWhQ4cwNTXF2dmZSpUq8fTpU44ePcrvv//OwoUL2bVrF6VLl9bpZ//+/Zk4cSIAZcuWpXr16jx9+pRDhw4xdOhQAgMDOXjwINmzZ9dpu2/fPry9vXn+/DkFCxakXr16JCQkcOPGDVavXo2rqysuLi7q+k5OTnTu3JnZs2cTGhpKtWrVPv7mCSGEEOKbIcFW8Z+lL2C2f/9+Ndj6OQG1W7duUalSJR49ekSlSpWYO3cuJUuW1Frn1atXzJkzh7Fjx/Ls2bNvNtj67t07goKCAMiVKxd3795l6dKl/Prrr/9YH5o0aULFihWxtbX9x/b5KX7//XcGDBiAg4PD1+6K+JcJCQkhNjaWXLlyfe2uiK/Azc1N5ztn5cqVtGzZkkOHDjFr1iz69ev3dTonUuX48eMEBQXh4+NDiRIldJafPHmSqlWrEh0dTcOGDZk6dSqFChXSWichIYGQkBB+//13Lly4oLONZ8+eUaVKFa5du4azszNLly6lWLFi6vK4uDimT59O//796dGjB/Hx8fTq1StNz6Nz585cvnwZd3d3Nm/ejJWVFZCU0enp6ckvv/xCtWrVdH7TzJw5k/Xr15MrVy4OHjyIk5MTkJSh6ebmxpo1a6hatSo9evTQahcZGUmfPn1Ily4dW7ZsoX79+gBER0fj6elJSEgIXbt2Ze3atVrtChcuzKhRo2jevDk2Njbq4zdu3KBhw4b89ddf+Pn56WTj5sqVi2nTptG2bVuyZMmiPh4VFUXz5s3Zv38/zZs358KFC6RLl06rnxMnTsTMzIxt27ZRu3Ztrba1a9fm9OnTDB8+nLlz52rt8/z58zRo0IB06dKxfv16mjRporX8wYMHREdH67wXQ4YMYf78+fTu3ZuIiAid5UIIIYT4dkkZASG+gDZt2vDo0SPKly/P3r17dS5KADJkyMBvv/3GyZMn9WZBfCvWrVvH8+fPKVq0KGPHjgW0M13/Cba2thQpUuSbD2I6ODhQpEiRbz4oLL49BQoUoEiRIpiZmX3trohvRIsWLdSAzpYtW75yb8TH/PHHHwB07NhRZ1lsbCw+Pj5ER0fTrFkzNm3apBNoBTAxMaF27drs3buX0aNH6yzv0aMH165dw8nJib1792oFWgFMTU3p06cP06dPB6Bv3756g7aGnD9/nk2bNpEuXToWLVqkBloBPDw88PPzIyEhgd9//12rXUJCAhMmTABgwoQJaqAVkjI0lWW///47CQkJWm1///13EhMTad++vRpoBbCysmLRokWYmJiwbt06Ll68qNUuJCSEDh06aAVaIakkixLs3LdvH3fu3NFavmrVKn755RetQCtA1qxZWbp0KQBXrlzh8OHDWsuVoG3t2rW1Aq1K299++w1Apx1A165defv2LfPnz9cJtALkyJGD/Pnz633cw8ODyMhIDhw4oLNcCCGEEN8uCbYKYWShoaEcPHgQgLlz52JhYZHi+gULFtQbRAwJCcHb2xsHBwfSp09PtmzZaNKkid4f8l/SwoULAejQoQM+Pj5kzJiR8+fPc+TIkRTbnTx5El9fX5ycnLCwsCBz5syUKlWKfv36cfPmTSCpXqFyUXbz5k2d2oUKfTVb582bh0ajoV69egb78OTJE8zNzUmfPr1WHbY9e/bQs2dPSpcujb29Pebm5uTOnZsffviB48eP62wnX758tG/fHoAlS5YYrOP7sZqtK1euxN3dncyZM2Nubk7evHnp0KEDly9f1rt+8jqe+/bto06dOtjZ2WFpaUmZMmUIDAw0+NzTKnmt0cTERObPn4+LiwvW1tbY2tpSp04dnWPv4sWLaDQa7OzsePfuncFtly1bFo1Gw6ZNm7Qef/r0KYMGDaJYsWJYWVmpte8mTpzI27dvU9Xvz+1DXFwcCxcupHr16ur74uTkRLdu3bh9+7bB7W3dupVq1aqRIUMGbG1tqVKlis6208JQzdbq1auj0WjYv38/p06dwtvbWz1mixYtypQpUz5aCzEtkp97y5Yto3z58tjY2JA1a1Zatmyp1oJMTExk1qxZlC5dGmtra+zt7fHz8+PRo0c620x+/r548YJff/2VfPnyYWFhQaFChZgwYYIagLl79y5dunQhT548mJubU7hwYWbOnJmm10xh6HxM/vj169dp27YtOXLkwNzcnAIFCjBkyBDev39v8DU6efIkrVu3xtHREXNzczJnzkzdunXZvn37x17eNFNu1D18+FDv8suXL9OlSxcKFCiAhYUFtra2VK1alWXLluld/8WLFwwZMoQSJUpgbW2Nubk5OXPmxNXVlWHDhmnVh03+mRAXF8fEiRMpVqyYWsOzefPmOgGw5O7cuUPPnj0pVKiQ2jdXV1fmzZtHfHy8zvrJj5M3b94wcOBAChYsqNYz9fX15e7du3r3tWfPHho1akT27NkxMzPDzs6OQoUK0aZNG4NBKmN+xz58+JC1a9eSM2dOnUAcwPLly7l+/Trm5ub8+eefeofSf6hcuXJa/3/t2jVWrlwJwOTJk8mUKZPBtt27d6dUqVLExsaqw95TY8OGDQC4urrqHW3TqlUrICn4n/xYOXz4MA8ePMDc3FxvXfemTZuSPn167t27x9GjR9XHY2Ji2LZtm9a2k8ubNy+urq5afUsNZ2dn9d8pfY5/KHfu3Gq5gg/bfey3nOLDcgenTp3i4MGD5MmThxYtWqS6Lwrld8/s2bPT3FYIIYQQX48EW4UwMiXgUqJECa0f/GnRt29fatWqxaZNm3B0dMTLy4v8+fOzadMmqlSpgr+/vzG7bNDVq1cJDQ3FzMyMtm3bYmVlxQ8//ADA4sWLDbabNGkS5cuXJzAwkPTp09O4cWPc3NyIjY1l8uTJ7Nu3D0gaOqtcmFlbW+Pr66v1l5IWLVpgaWnJ7t27DV6ABwUFERMTQ6NGjbRqzHbt2pX58+djYmKCq6srDRs2xNbWltWrV1O5cmXWrVuntZ1mzZqpF3wFChTQ6mNKwV5FYmIivr6+tGzZkgMHDuDs7Iy3tzcWFhb4+/vj7OzMjh07DLZfvHgx7u7uPH36lHr16lG6dGkiIyPx9fVVs6mMqX379vTo0YNMmTLRsGFDcuTIwe7du6lRo4bWhXKRIkWoVKkSz58/Z+PGjXq3dfbsWTV7u0GDBurj165do0yZMvz+++9ERUXh4eFBzZo1uXLlCv3798fNzY1nz559tK+f04dXr15Ru3ZtfvzxR06ePEnJkiXx9PTE3NycuXPn4uzsrNZcTm7atGk0atSIAwcOULRoURo0aMC7d+/w8vIyGBj8XDt37qRChQpcvHiR2rVrU6lSJS5fvkzfvn3p3bu30fc3cOBA2rdvT4YMGahfvz5WVlasXLlSfV9atGhBv379cHBwoG7duqRLl44lS5ZQu3ZtYmJi9G7z+fPnVKpUieXLl1O2bFmqVavG3bt3GTBgAD///DNXr16lbNmyBAcHU7lyZVxdXbl69Sq9evVSM+OM6dSpU5QuXZqDBw9SrVo1qlatyv379xk7dqzBoMj06dMpX748QUFBZMmSBU9PT4oVK8b+/ftp0KABo0aNMmofX758CaB39MOaNWsoVaoU8+fPJ3369Hh4eFC2bFkiIiJo27YtHTp00Fo/OjoaNzc3xo4dy8OHD3F3d8fb25vChQtz7do1Ro8ezZs3b/T244cffmDIkCHkzJkTLy8vbG1tWbNmDeXKldMbnDx+/DilSpVi1qxZxMTE4OXlReXKlYmIiKBr1640aNDA4HHy4sULKleuzNy5cylatCj169cnMTGRwMBAXF1defHihdb6S5YsoU6dOmzbtg0nJyeaNm1K1apVyZgxIytXrmT9+vU6+zD2d+z27duJiYmhZs2aegOpyu+CunXrfnK98y1btpCQkECmTJnw9PRMcV2NRkPbtm3VdslvyOzfv1/nhqZC+bwrW7as3u0qj79584YrV67otCtWrJjeoKSlpaWahZv8M/Xy5cvq8PmP7VPfZ7EhyfuWlhExjx8/Vr93PmxXq1YtTE1N2b17N3v27NFaFhUVpQa1u3TporVMKU1VpUoVNBoNO3fu5LfffqNLly6MHj1aZ2KsDynH1LZt22SyPCGEEOJfRGq2CmFkJ06cAHSzUlJrwYIFTJkyhYIFC7Ju3TqtEgQHDhygYcOGdO3aFTc3N73DEI1p8eLFJCYm0qBBA7JlywYkZbguWLCAlStXMm3aNKytrbXabN68md9++w0LCwuWLFmiM5Pu+fPn1Yu8Tp06UatWLdatW4e9vX2a6uTa2tri7e3N8uXLWbp0KQMGDNBZR7lgVrJSFZMnT6ZatWrY2dlpPb5x40Z8fHzo0qULHh4e6oQ0kydPJiAggEOHDumtrfgx8+bNIzAwEHt7e3bv3q1OvJGYmMjIkSMZOXIkLVu25PLly3ovxMePH8/mzZtp2LCh+pgyYdeIESPo0qWL0SbPuXnzJvv37+fcuXN89913QNLEJ507d2bx4sUMGzZMvXiEpOPh8OHDBAQE6A1QKe9BmzZtMDX931dOq1atuHnzJp6engQFBanHUVRUFPXq1SMiIoIePXqwfPnyj/b5U/vQtWtX9u/fT8OGDVm0aJF6jEPSkODevXvzww8/aNXuO3PmDP369cPExIRVq1bRrFkztc3y5cvVAIexjR8/nrlz52pdyO/du5datWoxa9Ys+vbtS+7cuY22vwULFnDixAlKlSoFwNu3b6lTpw5hYWFUq1aN6OhoLl68qGa/PX78mEqVKnHmzBnWrFlD69atdba5adMmGjVqxIkTJ9ThyREREVSoUIE///yTvXv3qgFr5X3atGkTXl5ejBs3jp49e2oNa/5c06dPZ/DgwYwcOVJ9f8+dO0fFihXZuHEjhw8fplKlSur6O3fupHfv3mTJkoV169ZRtWpVddnZs2fx8PBg+PDhVKtWzSiT2bx//14N6nwYXDt79ixt27ZFo9Gwbt06vL291WU3b96kUaNG+Pv7U716ddq1awfA2rVrOXfuHPXr12fTpk1aJSsSEhI4ePCg3tf35s2bvHnzhhMnTqjfR/Hx8fTu3ZuZM2fSsmVLLl26hLm5udpvHx8fnj59SteuXZkxY4a6r2vXruHu7s7OnTsZOXKkWpomuY0bN1K3bl0OHjxIxowZgaRapTVr1uTUqVP8+eefDBw4UF1/5MiRJCYmcvDgQXWSMcWjR490bsZ9ie9YZYh58uMlOSWg9qm/C5Jvw9nZWetzzBBlX0+ePFEnovyY69evA+hMKqXImDEjGTNm5OXLl1y/fp2iRYumqh1Anjx5iIyMVNdN3i5TpkxkyJDBYLvk66bG+PHjAShTpgz58uVLdbvJkycTHx+Pg4MDlStX1lqmZNn37NmT2rVrU65cOfLnz8+zZ88ICwvD1taWBQsW6PzmOXPmDJD0HGvXrq0TqB02bBitW7dm0aJF6jmUXMaMGSlevDhnzpzh6NGjOse4EEIIIb5NktkqhJEpw9WTB25SKyEhgREjRgBJQ84/rPVatWpVhg4dSkxMDPPmzfvsvqYkPj5eDSomr0FXsWJFihYtyqtXr1izZo1Ou+HDhwMwduxYnYsOgKJFi/L9998bpY9K5pa+4Ofp06eJjIwkR44cOtmnXl5eOoFW5XEfHx+ePHmiZt8aw+TJk4Gki6rkMxxrNBqGDx9OyZIlef78OQsWLNDbvmfPnlqBVkgaWlikSBFevHihBviNZebMmWqgFSBdunRqUCQ0NFQru+aHH37AyspKb4ZxbGysOpw5ecA7LCyMo0ePYmVlxfz587UC9lmzZmX+/PlA0jnwYb09fT6lDxcuXGDFihXkzJmToKAgnfP1l19+wcPDgytXrhAcHKz12sTHx+Pj46MVaAVo3br1RzPOPpW3t7dOxlTNmjWpW7cu8fHxRj1eAUaNGqUGWiEpM02ZFO/s2bPMmDFDa5ixvb093bp1A5KGZ+tjY2PDwoULtQJ6ZcqUwcPDg4SEBF6/fs20adO0AkmNGzemRIkSvHz50ujHuYuLC6NHj9aaBKd48eJqwPzDoMjw4cNJTExk7ty5WoFWSBrJMHXqVIDPzm5+//49p06domnTply/fp3atWvrTCo0duxY3r9/z5gxY7QCrZA09Fqpqz1jxgz1caUUQe3atXVqA5uYmFCtWjXSp0+vt09DhgzR+j5Kly4dkyZNIleuXNy8eVNrNMCaNWu4efMmOXPm5I8//tDaV/78+dXPw5kzZ+ot/WFtbY2/v78aaAWws7NTb6h9+L48fPgQW1tbvUGobNmyaY0w+VLfsUrWpaHvtsePHwMYzGpdtWoVfn5+On9KO/jfb4vU1nhPvl7yMjpWVlYULlyYwoUL67R59eoVgM5N1OSUGqlK1vXXaJeSgIAAVq1aRbp06dTatamxZ88e9dicMmWK3nOha9eubNu2jWzZsnH8+HFWrVrFrl27iI6OpkqVKnqzc588eQIkBfnDw8OZOXMmd+/e5dGjRyxevJiMGTOyfPnyFCcyU7KCU5oka968ebi4uKTqLy11fIUQQgjxaSTYKsQ3JDIyknv37lGgQAFcXFz0rqPUCA0PD/+ifQkODubevXs4ODhoTVoB/wtyfjhR1oMHDzh16hQmJiZ6Jwkxtho1apAvXz4uXbqkM5RVyWZs166d3iyge/fusWDBAvr06UOnTp3Ui9u//voLgEuXLhmlj3fu3OHq1asAeksjaDQaNQhoKGDWqFEjvY8rF/aGyih8ClNTU72lEXLkyIGdnR3v379XLx4haaK3Zs2akZCQoFNDdtu2bURFRVG+fHmtiVz2798PQL169fQGDlxcXChVqhQJCQmEhoZ+tM+f0oft27eTmJhI/fr1DWZU6TvXlL63adNGb5uPlb/4VP/kMQBJk+F8SMnyMzU1pU6dOgaX37t3T+82XVxc9N6EUtrVqFFD7xDkj233UzVs2FDvUGp9r+njx485duwYlpaWBt+Lz/lsTl4L2sLCAmdnZ7Zt20bXrl3ZsWOH1uuSkJCg3gBQyrp8qGzZstjY2BAZGakGNJVMx4kTJxIYGMjTp09T3T99x7W5ubm6f+W8SP7vFi1a6M3U8/b2xs7OjlevXukdQl22bFm9Q78NHevly5fnxYsXtGvXjpMnT+pMwJTcl/qOVQLZH066lFrHjx9nyZIlOn+vX7/+pO0BBms5ly9fnosXL6ZYb/ffKiQkRL0pNXHixFRngZ49exYfHx/i4+Pp2bMnLVu21LvekCFDqFu3LmXKlOH48eO8fv1aLcGxceNGKleuzK5du7TaKO9DbGws06ZNo0ePHuTMmZOsWbPSvn179SbrwoULDdafVo4rQ7WbAe7fv09ERESq/lJbE10IIYQQn06CrUIYmZK5om+imI+5du0akFQr9cPJopS/8uXLA9qZKl+CEkht166dVuYXQNu2bTEzMyMsLExrcidl8hwHBwdsbW2/aP8ArUmzktfYi42NVYeff1hCAJKGnebLl4/OnTszdepUFi1apF7cKkP+UptF8zFKYCBLlixamVrJFShQQGvdD6U0pBNIcWKotHJwcNDJevvY/gxlGBsq46A8z5SGtX7sNflQWvugnGuLFi0yeK4ps0snP9eUTFtDfU/NUN1P8U8eA4b2p2SYOTg46L2BoQStDfXF0HNQtmto+ce2+6nS8ppev36dxMRE3r59i7m5ud7jRQkkf8pnc/Ja0E2aNFGHTs+dO1edWV3x5MkT9fMpT548evtiYmLC69evSUhIUG+OVK9enf79+/Po0SN8fX2xt7encOHCdOjQgU2bNhkMUmbKlMngZEzK8Z48A/1j57dGo1GX6Tu/03qs//nnn+TPn5+lS5dStmxZMmXKhLu7O2PHjlW/kxRf6jtWqSNr6DNemTTJ0DYnT55MYmKi+vfhd27ybaQUcEsu+W+Q1NaJVc41Q7V7ATUAnPy5/tPt9AkLC6Nx48bExMQwfPhwNRP/Yy5evEitWrV4/vw57du3N5gNu3z5csaOHUvJkiXZsmULZcuWxdraGicnJ4YMGcLIkSN5+/YtXbt21ZoATnmOZmZmOnWUAZo3b469vT0JCQkGb7gmL6dhiIODA2XKlEnVn7HKDgkhhBDCMKnZKoSRubi4cPDgQb2z2n+McrGbI0cO6tatm+K6H854a0wPHz5k69atQNLkGmFhYTrrmJmZERsby+LFi9X6aF+Dn58fI0eOZPXq1UyfPh1LS0u2bNnC48ePqVixIkWKFNFaf/369YwYMQIbGxtmzZpFzZo1yZkzJ5aWlmg0GgYNGsTvv/9u1BneP1dqZq7+mvuqWrUqBQoU4PLly4SHh1O5cmUePXrE9u3bsbCw+KQZmL90H5RzrXTp0lrD5fWpUKHCF+t3av2Tx8DH9vepfflYO2M/x5QyHNO6P2VbNjY2emdb/1wf1oKOj49n4MCBTJo0iV9++QVXV1f1OE3+vFKTSZ08u3T8+PF07dpV/Vw/dOgQ/v7++Pv7U65cOfbt25fikG5DjPl5mdbj4Pvvv+fSpUvs2rWLvXv3Eh4ezsGDB9m7dy+jRo1i0aJFaib6l/qOzZQpE1FRUQZv0pUpU4bbt29/VikMFxcXli1bRkREBHFxcR+t23rs2DEg6UZfauuW5suXj4iICJ0gteLly5fqc0y+TeXfhtoB3L5922C758+f8+rVK72jDPS1+1B4eDgeHh68efOGwYMHq6UiPuby5cvUrFmTR48e0a5dOxYuXKg32x3+dyPPx8dH72vfqlUrBg4cyPXr17l27ZqakZ8/f34g6caIoffMycmJx48fc//+fb3LlWC+vvJHii5duuiUmjHExcUlxZIEQgghhPh8EmwVwsgaN27MH3/8wdmzZ4mMjNSqF/cxSjZTlixZ0jwJkzEFBgYSFxcHJE1olZIlS5YwZswYTE1N1Yyk+/fv8+LFi38kuzVv3rzUrFmTkJAQ1q9fT+vWrdXXTl8WyerVq4GkmoedO3fWWZ58FmNjyJUrF/C/bDR92TlKtpWy7r+NkmE8dOhQ/P39qVy5MsuWLSMuLo7mzZvrZMUpz1N53vqk9TVJax+Uc83V1ZVZs2al8pkm9efq1avcuHFDqyyBwtAwUGF8Sk1Fpe7jh27evGm0fSnHi0ajYfHixV88+J0uXTomTJjA0aNHOXDgAH369FFrldrb22Npacnbt2+ZPHlymm+85cuXj549e9KzZ08gaQh7mzZtOH78OBMnTmTkyJFa6z9//pznz5/rzW5Vjvfkk7Ol5vxWJjsy1meeqakpHh4eavmLly9fMnXqVEaOHEmXLl1o0qQJ1tbWX+w7Nlu2bERFRWmVWEnO09OTTZs2sXPnTh4/fvxJN0sbNWpEnz59ePHiBZs2bUox6J+YmMjSpUsBw+Uy9ClTpgzr1683GBRWHre2ttaq612mTBkA/vrrL969e6dTDuTt27dqiR5lXUiadMrKyoro6GhOnDhBjRo1DO4zebvkjhw5Qr169Xj16hWDBg1izJgxqXquV65coUaNGty/f582bdrg7++f4nmtBJINZdgm/72TvESHUq7C0LEB/6vpq2T5f0hpm9p6vUIIIYT4+qSMgBBGVr16dVxdXQHo1q0b79+/T3H9q1evqtkM5cqVw97envPnz6sXJl+DUkJgzpw5WkMbk//FxcXh4ODAgwcP2L59O5CULaTU2ly8eHGq9qUETJTg7qdIPoT84cOHBAcHY2lpqbeeoXIRlHxyH8WjR4/YvXu3UfuZO3dudUi8vov7xMRE9XF9F5r/Fn5+fpiYmLB69Wqio6MNDt+H/9VE3LFjh94hsZGRkWrt3w8nIjJWH5Q6xJs3b07T8HRllnmlTMWHPqwZK74cJVCnb7KXBw8eGDVzK2fOnJQsWZJXr16xY8cOo203JRqNhmnTpqHRaAgJCVGHGKdLl47atWsD/7t59DnKlStH9+7dATh16pTedZTAXXIxMTGsWrUK+N85nfzfq1at0ntubdiwgWfPnpEhQwaDdVM/V8aMGRkxYgSZMmUiOjpaLXfzpb5jlUCgoZuTbdq0IW/evLx7946ffvrpkzKBCxQooE462a9fP54/f25w3T///JMzZ85gampKv379Ur0PLy8vAA4dOqQ3SzUoKAhICvwmLzdTqVIlcuTIwfv377UmS1OsW7eOmJgYcubMqTVSIH369DRo0EBr28ndvHlTrZ3bpEkTneXHjh2jbt26aqBVmcjxY65evUqNGjW4d+8ebdq0YcmSJR+9gaJ83hw9elTv8iNHjqj/Tp6F6+HhgZWVFS9evNA74uny5cvqjSGlhMWHzp07B/DFzhchhBBCGJ8EW4X4ApYtW4a9vT1Hjx6lZs2anD17VmedN2/eMHXqVFxcXNSAk5mZmTrjdZMmTfQO34+Pj2fv3r1aP+yNKSwsjEuXLmlNfqJPunTpaN26NYBWYHX48OEADB48WO9F1/nz57WCI1mzZiV9+vQ8ePAgTRO2JOft7U2mTJnYu3cvY8eOJS4ujqZNm+rNQFEmWZk/fz4xMTHq4y9evMDX11cdrvchJXPrY5m++vTt2xeA0aNHc/r0afXxxMRExowZw6lTp8iUKRM//vhjmrf9rcidOze1a9fm5cuXDBo0iHPnzuHo6EjNmjV11nVzc6NChQq8ffuWLl26EB0drS57/PixOhSyRYsWaiaasfvg7OxM06ZNuX37Nt7e3nozUt+8ecPy5cu1AsI9e/YkXbp0rF69mg0bNmitv3LlSjZu3Jjq/orPU6tWLQAmTJigFXiKioqiXbt2nzW5kD5Kxlz79u3ZsmWLzvLExESOHj2qM0HO5yhTpgw+Pj7A/z5blX+nT5+efv36sWTJEr0lE86dO8f69evV/9+wYQMHDhzQWTc2NlYNIOu7CQVJn11KwAeShuP379+fO3fukCdPHq0sSx8fHxwdHbl37x6//vqr1g2q69ev06dPHyDpXNI3IVpaREdHM3XqVL21UA8ePMjz589Jly6d+vn9pb5jlRtlH07UqEifPj1r1qzBwsKC1atX06RJE/7++2+964aHhxsMxs6ePZt8+fJx/fp1atasqRMwjouLY+rUqfz8889A0rnxYQb+sWPHKFKkiE6JHUia9b5x48bEx8fTsWNHrYmUgoODCQgIwMTEhIEDB2q1MzExoX///gD0799fzVyGpPd8wIABAAwcOFAnqDlgwAA0Gg3+/v5aNzKio6Pp2LEj8fHxNG3aVKe/J06coE6dOurnfWoDrdevX6dGjRrcvXuXtm3bpirQCtCsWTMAVqxYwcqVK7WWXbt2TX3N3d3dtTJQM2TIoB7z3bp105ro78mTJ3Tq1ImEhATKly9PxYoVdfb74sULzp8/j42NjcFgrBBCCCG+PVJGQIgvIF++fBw+fJimTZsSHh5OyZIlKVq0KEWKFCF9+vTcvXuXY8eO8f79e7Jnz07mzJnVtj169ODWrVtMmjSJKlWqUKxYMQoWLIilpSUPHjzg1KlTPH/+nDlz5uj9Yf65lKxWT0/PFOuDQdLkWZMnT2bbtm08fPiQ7Nmz06RJE8aOHcuQIUNo1qwZRYoUoVSpUrx9+5a///6b8+fP4+/vrwY9zczM8PT0ZO3atZQuXRo3NzesrKyApNl5U0OpyTl37lxmzpwJ6C8hAPDLL78QGBjI9u3byZ8/PxUrViQ2NpbQ0FCsrKzo0KGD3qzcihUrkjNnTiIjIylTpgwlSpTAzMyMwoULfzRzqEuXLoSHh6sTuFSrVo1s2bIRERHBpUuXsLS0JCgoKNWTmHyr2rdvz86dO9UJRpRMU32CgoKoWbMmmzZtwsnJiapVqxIbG8u+fft4+fIlZcqUSdPw/k/pg7+/P8+fPyc4OJjChQtTqlQpnJycSExM5MaNG5w+fZqYmBguXLigXjyXLl2a33//nd9++w1vb28qVKhAgQIFuHLlCsePH6d3795MmzYtzf0WaffTTz+xYMECIiIiKFy4MJUqVeLNmzccP34cR0dHvLy8jBr8btSoEdOnT6dPnz54enpSsGBBChcujK2tLVFRUZw+fZpHjx7Rv39/6tSpY7T9jhkzhvXr13Pw4EF2795N7dq1KVOmDMuWLcPPzw8/Pz+GDBlC0aJFyZo1K0+fPuXs2bPcuXOHH374AW9vbwBCQ0OZPn069vb2ODs7ky1bNl69esWRI0d49OgRuXLlUieFS87R0REXFxfKlClD9erVyZIlC8ePH+fq1atYW1sTFBSkFTQ1Nzdn7dq11KtXjzlz5rB9+3YqVqzIq1ev2Lt3L+/evaNu3bpaweNPFRMTQ58+fejXrx8lSpSgUKFCmJmZcePGDTVYOnjwYK3P1i/xHevh4YGZmRl79+4lPj5e7wRX5cqV4+DBgzRv3pxNmzaxefNmihUrRqFChbC2tubFixecOXNGzXJs1KiRTrmBzJkzExYWhpeXFydOnKBEiRKULVuWAgUKEB0dzeHDh4mKiiJ9+vRMmTJFDQAmFx0dzaVLlww+l/nz53P+/Hn27NlDgQIFqFKlCo8ePSI0NJTExESmT59OyZIlddr17NmTAwcOsGHDBooXL67eDNmzZw/R0dE0a9ZMzaBOrkyZMkyZMoVff/0VDw8P9fvx4MGD3L9/n8KFC+tMEgdQp04dXrx4QaZMmbh79646WeaHBgwYoBWoVW6yKbWMDf1W6NSpE25ubur/d+7cmeDgYLZu3UrLli0ZO3Ys33//PVFRURw5coR3796RO3du5s+fr7OtIUOGcOLECYKDg/n++++pWLEipqamHDlyhKdPn5I3b16dAK5i7969JCQkqMeYEEIIIf4dJNgqxBdSsGBBIiMjWbt2LevWrePo0aMEBweTkJBA1qxZqV27No0bN6ZVq1ZqcFExceJEvLy8+PPPPwkLC2PHjh2kT58eBwcHqlevTsOGDdULaGN69eoVa9asAVI38UqJEiUoXbo0p06dYsmSJeqF+qBBg6hZsyYzZszgwIEDrF+/ngwZMpAnTx5+++03nUzDefPmkSVLFoKDg1m7di2xsbFA6oOtkHTBpFyQ5cuXT2tYa3JOTk5ERkYyZMgQDh48yNatW8mRIwctW7ZkxIgRzJkzR2+79OnTs3PnTgYPHszhw4c5ffo0CQkJVKtW7aPBVo1GQ2BgIPXr12f+/PmcPHmSN2/ekCNHDvz8/BgwYACFCxdO9XP9Vnl5eZE5c2aePn2q1lA1JH/+/ERERDB58mQ2btzI1q1bMTExoXDhwvzwww/06tXrk2ZMTksfMmTIwK5du1i1ahXLli3j5MmTnDp1iowZM+Lg4EDr1q3x9PRUy0Ao+vXrR+HChZk0aRKRkZH89ddflCxZkrVr1+Li4iLB1n9IpkyZOHToEIMGDWLHjh0EBweTK1cuOnfuzLBhw+jRo4fR99mrVy9q1qzJzJkz2bdvHyEhIZiYmJAjRw6cnZ1p0KCB0SfQKlSoEB07dmTevHkMHz5cLSHg4+NDuXLlmDFjBrt37+bQoUPEx8eTPXt2ChYsSI8ePdRsPEi68WBpaUlYWBjnz58nNDQUW1tbHB0d+eWXX+jcuTNZsmTR2b9Go2H16tVMnDiRpUuXcuDAAaytrWnatCmjRo2iaNGiOm3KlSvHqVOnmDBhAsHBwWzYsAFzc3OcnZ1p164dnTp1+ugET6lhY2PD3LlzCQ0NJTIykt27d6vD1b29venevbvezHZjf8dmz54dHx8fgoKC2LVrl1qm5ENly5bl0qVLrFixgk2bNnHixAl27NhBfHw8mTJlokiRIrRq1YpWrVpRvHhxvdvIlSsXR48eZfXq1axcuZLjx49z+vRpLCwsyJs3L+3ataNHjx6pnhTrQ9myZePEiRP8/vvvrFu3jk2bNmFtbU3dunXp27cv7u7uetulS5eOtWvXsmDBAhYuXEhISAiQlC3bsWNHOnfubLB2bO/evSlRogRTpkzh2LFjvHnzBkdHRwYOHMjAgQP1Tpz17NkzIKmm8JIlSww+Hz8/P61gqzKC5v3793rLYyiqV6+uFWw1NTVl8+bNLF26lKVLl3Lq1CkuXryIhYUFRYoUoVGjRvTu3VvvTer06dOzdetW5s2bR0BAAOHh4cTFxeHk5ETXrl3p06eP1k335JQyQz/99JPBvgohhBDi26NJ/Jam3BZCCCGEEF/djRs3cHJyIm/evDLxWyocP36c8uXL4+3trbeEjhBp9eDBAxwdHSlevLhRa1C7uLgQERGBc948HBs5wGjbFUIIkcTUV3ckh/jvkZqtQgghhBBCfIZy5crRqlUrNmzYwJkzZ752d8T/AaNHjyY2NpapU6d+7a4IIYQQIo0k2CqEEEIIIcRnmjhxIlZWVgwaNOhrd0X8y127do0FCxbg4+NjsCySEEIIIb5dUrNVCCGEEEKIz5QrVy5ev379tbsh/g/Inz8/MTExX7sbQgghhPhEEmwVQgghhBBa8uXLh5T1F0IIIYQQIu0k2CqEEEIIIYQQ/yGaLFllEhchhBDiC5GarUIIIYQQQgghhBBCCGEEEmwVQgghhBBCCCGEEEIII5BgqxBCCCGEEEIIIYQQQhiBBFuFEEIIIYQQQgghhBDCCCTYKoQQQgghhBBCCCGEEEYgwVYhhBBCCCGEEEIIIYQwAgm2CiGEEEIIIYQQQgghhBFIsFUIIYQQQgghhBBCCCGMQIKtQgghhBBCCCGEEEIIYQQSbBVCCCGEEEIIIYQQQggjkGCrEEIIIYQQQgghhBBCGIEEW4UQQgghhBBCCCGEEMIIJNgqhBBCCCGEEEIIIYQQRiDBViGEEEIIIYQQQgghhDACCbYKIYQQQgghhBBCCCGEEUiwVQghhBBCCCGEEEIIIYxAgq1CCCGEEEIIIYQQQghhBBJsFUIIIYQQQgghhBBCCCOQYKsQQgghhBBCCCGEEEIYgQRbhRBCCCGEEEIIIYQQwggk2CqEEEIIIYQQQgghhBBGIMFWIYQQQgghhBBCCCGEMAIJtgohhBBCCCGEEEIIIYQRSLBVCCGEEEIIIYQQQgghjECCrUIIIYQQQgghhBBCCGEEEmwVQgghhBBCCCGEEEIII5BgqxBCCCGEEEIIIYQQQhiB6dfugBBCCCGEEEKIf07ikyjilvz5tbshhBD/eqa+3b92F8Q3SDJbhRBCCCGEEEIIIYQQwggk2CqEEEIIIYQQQgghhBBGIMFWIYQQQgghhBBCCCGEMAIJtgohhBBCCCGEEEIIIYQRSLBVCCGEEEIIIYQQQgghjECCrf/H5cuXD41Gg0aj4eeff05x3UmTJqnrmpqa/kM91E/phzHcuHEDjUZDvnz50txWef1u3LjxSfu+cOECv/76K87OzmTJkgUzMzOyZMlCpUqVGDhwIBcuXPik7X5oxIgRaDQaRowYofX4/v370Wg0VK9e/bO2X6pUKTQaDebm5jx58uSztvUpjHk8fCnGeq2/JOVc+Jxj+muqXr06Go2G/fv3f+2uGPQpfTR0/n4pyjHwLb+O/wXKZ8aHfzY2NhQrVoxevXr9K8/T/7ImTZpgaWnJnTt3DK4TERFBz549KV26tPq7wM7OjtKlS9OpUyc2bdpEXFxcivs5f/48PXv2pFixYtja2mJpaUm+fPlo1aoVwcHBn/081qxZQ/Xq1bGzs8Pa2ppSpUoxceJEYmNjU2x38uRJfHx8yJ49OxYWFjg5OdGzZ08ePXqUYruHDx/So0cPnJycMDc3J3v27Pj4+BAREaF3/RcvXrBmzRo6duxI0aJFsbKywsLCgvz589OhQwfOnj2rt110dDRbt26lR48elCpVigwZMpA+fXry5MlDixYtOHTokN52yb87P/Z34MABrbbK53tKfxcvXtTZZ6dOnTA1NTX4XIQQQgjxbfu6ETXxj1q+fDmTJk0iffr0epcvXrz4H+7R/11xcXH069ePGTNmkJCQQObMmSlXrhxZsmTh+fPnnDx5kiNHjjBx4kSmT59Ojx49vnaXDTp+/DhnzpwBICYmhmXLln00cJ8W1atXJzQ0lH379n3TgUol2JuYmPiVeyKE+L/G19cXSPp8uXPnDkeOHGHmzJn4+/uza9cuKlWq9JV7KD5mz549bNy4kb59+5I7d26d5dHR0XTp0oVly5YBYG9vr/4uePXqFZcvX2bRokUsWrSIfPnycerUKWxtbbW2kZiYyNChQxk/fjzx8fHkzJmTGjVqYG5uzoULF1ixYgUrVqzAw8ODFStWkDFjxjQ/j19++YXp06djampKzZo1sbGxYe/evfTv358tW7awa9cuLC0tddqtXbuWli1bEhcXR7ly5XBycuLEiRPMmjWLNWvWEBYWRsGCBXXaXb58mSpVqvDo0SPy58+Pl5cX169fZ+3atWzcuJHVq1fTpEkTrTaTJk1i7NixAHz33XfUr1+f+Ph4Tp48ib+/P8uWLWPBggXqeaUICgrixx9/BCBv3ry4u7tjamrK6dOnWbVqFatXr2b06NEMHjxYq52NjY3OtpI7f/48x48fJ0OGDLi4uOhdp1SpUpQuXVrvsg/fZ0gK0i5fvpxevXqxb98+g/sWQgghxLdJgq3/EWXLluXEiRNs2rQJHx8fneXh4eFcvHiRcuXKcfz48a/Qwy8nV65cXLhwATMzs39sn23atGHVqlVkzJiR6dOn07ZtW9KlS6cuT0xMZPfu3QwcOJC///77H+vXp1i0aBGQ9DrevXuXRYsWGTXYmhrGygD+ksqXL8+FCxewsrL62l0R/zI9evSgRYsW2Nvbf+2uiK8kICBA6/9v376Nu7s7V65coVOnTvz1119fp2Mi1Xr37o2FhQUDBgzQWRYbG0u9evU4ePAgDg4OzJ49Gy8vL50RGzdu3GDmzJnMnj2bt2/f6gThfv31V/744w8sLCxYsGABfn5+Wts4cuQIbdq0Yfv27dSpU4cDBw4YvMGuz8aNG5k+fTo2NjaEhoZSpkwZAB4/fkzNmjUJCwtj6NChTJ48WavdvXv38PX1JS4ujnnz5tG5c2cA4uPj8fPzY9myZbRq1YqjR49q9TcxMZEWLVrw6NEj2rZti7+/v/pbaf78+XTp0oV27dpx5coVcuTIobaztrbm119/pWvXrhQqVEjrde7fvz/Tpk2jc+fOuLq6agV4zczM6NChAz169MDZ2VmrH9OmTaNPnz4MGTIENzc3qlWrpi63t7fXOUeT8/DwAKBFixZYW1vrXcfLyytNoxdy585Np06dmDVrFps3b8bT0zPVbYUQQgjx9UkZgf+IDh06AIazV5WAmrLe/yVmZmYUKVKEAgUK/CP7W7x4MatWrcLMzIxdu3bh5+enFWiFpCzJOnXqcOTIEX744Yd/pF+fIjo6mhUrVgCwdOlSbGxsOHv27D8ekC9SpAhFihT5R/eZVlZWVhQpUgRHR8ev3RXxL2Nvb0+RIkUk2CpUefLkUQMz58+f59q1a1+3QyJFu3fv5ty5c3h5eZElSxad5aNGjeLgwYNkzpyZ8PBwmjRporc0Tr58+ZgyZQoRERHY2Njo7OOPP/4AYOXKlbRv315nGxUrVmTfvn3Y2dlx9OhRRo8enabnMW7cOAAGDBigBloh6TPqzz//BGDWrFm8ePFCq90ff/xBdHQ0tWrVUgOtAOnSpWPOnDnY2tpy/Phxdu3apdUuODiYyMhIMmXKxJ9//qn1W6lz5864u7vz+vVrpk+frtVu4MCBTJkyRSvQCkm/9yZPnsx3331HTEwMK1eu1Fru6+vLokWLtAKtkPSb7Ndff8Xd3R1I+r2TWnfv3mXnzp0AdOzYMdXtUkPZnvK+CyGEEOLfQ4Kt/xElSpSgbNmy7Nq1i7t372ote/36NatXryZ37tzUqVNHp+3Lly/JmDEjpqam3L592+A+PDw80Gg06g/y5NauXUu9evXImjUr6dOnJ1euXLRp04bz58+n+bk8ffqUQYMGUaxYMaysrNRhWxMnTuTt27c663+sZuv58+fx8fHB3t4eS0tLihcvzuTJk4mPj09z3xITE9Whbd26daNChQoprm9mZqZ3eOi9e/f49ddf+f7779XnWK5cOWbNmvXRWm7GtGbNGl6+fEnx4sWpUaOGGhhWgvOGPHv2jFGjRlG2bFm1nlz+/Plp3ry5Wk9OqVcYGhoKQI0aNbRqmCXPIvmwZuvz58+xtLQkXbp0Osdzcs2aNUOj0WhdqN28eZMJEyZQs2ZNHB0dMTc3J1OmTLi5uTFv3jwSEhK0tqHUW/uwLx/WPv1YzdaLFy/Svn178ubNi7m5OZkzZ8bd3Z3Vq1frXT95Hc+oqCh++ukn8uTJo9aX69mzJ8+fPzf43NMqea3RU6dO4e3tjb29Pebm5hQtWpQpU6bolFCoVKkSGo1G54I2uVmzZqHRaHSGgUJSwMDd3Z3MmTNjbm5O3rx56dChA5cvX051vz+3DydPnqR169bqsZA5c2bq1q3L9u3bDW7v9u3bdOjQAQcHBywsLChUqBCDBw/W+/mTGoZqtgYEBKDRaPDz8+PNmzcMHDiQggULYm5uTo4cOfD19U3x+E8rJUsuICCAS5cu8cMPP5AtWzasra0pV64cmzZtUtc9evQonp6eZM2aFUtLSypVqkRISIje7SY/f5ctW0b58uWxsbEha9astGzZklu3bgFJn5+zZs2idOnSWFtbY29vj5+fn956jx+rc2vofEz+eGxsLBMmTKBYsWJYWlqSJUsWvL29U8ykf/bsGcOHD6d06dJkyJABKysrSpQowZgxY4iOjk7p5U2zkiVLqv9++PChzvK3b98yZcoUKlasSKZMmbCwsKBw4cL89ttvBmtrr1mzhlq1amnVEC9atCg//vijWi5GkfwzITQ0lDp16pA5c2asrKwoX758igGpuLg45s6dS+XKlbG1tVXPk169ehk8ZpMfJ+vWrcPNzY2MGTNibW2Nq6urwXPy/v37/Pzzz3z33XdYWFhgZWVFnjx5cHd318nAVBj7O3bWrFlA0jn0oZcvX6rfQcOHD09V/fiiRYvqBFuVQGijRo1o3LixwbZ58uRh6NChAMyYMYNXr16l5ilw9+5d9UZqq1atdJa7ubmRJ08e3r9/r/NebNiwwWA7GxsbNStz/fr1ett5enrqPN/k2/uwXUpMTEzUcyel36z6KEHYtLQLCAggISGBYsWKffQ3X1qVLl2aUqVKsW/fvn/FCB8hhBBC/I8EW/9DOnToQEJCgs5QqNWrV/P69Wt8fX0xMdE9JDJmzIifnx/x8fHMnTtX77avXr3Kjh07yJgxI+3atVMfj4uL44cffsDHx4f9+/fz3Xff4eXlRdasWVm+fDlly5Zlx44dqX4O165do0yZMvz+++9ERUXh4eFBzZo1uXLlCv3798fNzY1nz56lenthYWGUL1+etWvXYmtri5eXFw4ODgwaNOiTMk7Pnj2rZiClVN8rJQcOHKB48eJMmzaNd+/eUbt2bVxdXbl69So9e/akQYMGH52kwlg+zHhW/rty5UqDgaXTp09TokQJhg8fzt9//42bmxuNGzcmR44cbN26lQkTJgCowaLs2bMDULduXXx9fdU/fbXdFJkyZaJJkyYkJCQYvOB/8uQJW7ZsIX369LRp00Z9fOnSpQwYMIAbN27w3Xff4e3tTenSpTl+/Dhdu3bFx8dHK6hYunRprfcyeR99fX31XiB+aNu2bTg7OxMQEIClpSXe3t44OzsTGhrKDz/8kGI2zO3btylTpgzr1q2jfPny1K5dm1evXjFr1izq1Klj9GNh586dVKhQgYsXL1K7dm0qVarE5cuX6du3L71799Zat3379oDuEOjk/P39Ae2s+cTERHx9fWnZsiUHDhzA2dkZb29vLCws8Pf3x9nZOdWfC5/aB4Dp06dTvnx5goKCyJIlC56enhQrVoz9+/fToEEDRo0apbOtixcvUrZsWfz9/dFoNHh6evLdd98xbdo03N3diYmJSVW/0+LFixdUrlyZuXPnUrRoUerXr09iYiKBgYG4urrqZJl9roiICFxcXDh9+jTu7u6UKlWKEydO0KRJE7WOYpUqVbhz5w7u7u4ULlyYI0eOUK9ePcLCwgxud+DAgbRv354MGTJQv359rKysWLlypfq53aJFC/r164eDgwN169YlXbp0LFmyhNq1axv9dY2NjcXDw4NRo0bh6OhIgwYNsLa2ZsOGDVSuXFnvxFTnz5+nVKlSjBo1ikePHuHm5katWrWIiopi6NChRn8vXr58qf5b+ZxU3Lt3jwoVKtC3b1+uXLlCuXLl8PDw4P3790yaNImyZcty8+ZNrTajRo2iefPmhIaGUrx4cXx8fKhYsSLp0qVj0aJF7N27V28/NmzYQM2aNbl79y5169alXLlynDx5knbt2tGnTx+d9d+/f0/9+vXp1q0bkZGRuLq64uXlxfv375k5cyalS5c2OPERJAUklXJHHh4eFCpUiPDwcBo2bKgG5xQPHjygbNmyzJgxg/fv31OvXj08PT1xcnLi1KlTjBkzRmf7xv6OfffuHTt37sTMzIyqVavqLN+3bx+vXr1Co9FofRelxbNnz9SJl5L/xjKkbdu2QNIx9OFEeMrEnx9+ZkZGRgKQOXNmnJyc9G63bNmyWusCvHr1Si2HpCxPTbvk//+xdleuXOHNmzd619HnypUrADg4OKS6zae2U17Hj2W1RkREMGDAADp37ky/fv0ICgpKVSC8du3aQFKJByGEEEL8e0iw9T+kVatWWFpa6vzAXrx4MRqNJsUSAj179kSj0bBw4ULev3+vs3zOnDlqACV58Gn48OGsXr2aChUqcOHCBQ4dOsTq1as5deoUa9asISYmhlatWqU6Q69Vq1bcvHkTT09PdQKFTZs2cfXqVcqUKUNERESqJ5t69+4drVq14s2bN/zyyy9cvnyZFStWsHv3bk6cOEFoaKjOxerHnDhxAoD06dNrZSWl1oMHD/D29ub58+f8+eefXL16lU2bNrFjxw6uXLlCzZo12bVrF7///nuat51Wly9f5uDBg5iZmakXiJUrV6ZIkSK8ePGCtWvX6rR58+YNjRo14u7du7Rr1447d+6wbds2Vq5cSXh4OPfv32fIkCFAUmmAgIAAtTzAgAEDCAgIUP/c3NxS7J9yvC5ZskTv8uXLlxMTE0OjRo20hnXWrVtXDYrv2bOHFStWsH//fq5fv06pUqVYv3691nPz8vLSOmeS9zEgIOCjQ78fPnxI69ateffuHWPGjFEnMQkJCeHIkSPY2dmxePFiFixYoLf94sWLqVWrFjdv3mTdunVs27aNs2fPkitXLo4fP673ffgc48ePZ8aMGZw/f159bXbt2oVGo2HWrFlas2y3aNECKysrdu/erTdb7cyZM0RERJA9e3bq16+vPj5v3jwCAwOxt7fn+PHjhISEsGLFCi5evMjw4cOJjo6mZcuWREVFfbS/n9qHnTt30rt3bzJnzkxoaCiRkZGsWbOGgwcPcuLECXLnzs3w4cPVzGtFu3btePToEc2bN+fatWusXr2abdu2cfHiRR49esThw4dT9TqnxcaNG3FwcODmzZts3ryZjRs3cvHiRUqXLs3Nmzf1jib4HDNnzmTgwIHqsRoeHs6MGTNITEykd+/edOjQgUWLFhEREcHKlSs5deoUv/zyC3FxcYwcOdLgdhcsWMCJEycICQlhzZo1XLx4ETc3N27fvk21atU4efIkFy9eJDg4mPXr1/PXX39RsGBBzpw5w5o1a4z6HMPDw3ny5AlXr14lODiYtWvXcvnyZerWrcvz5891PmPfvn2Lp6cnt2/fZsiQIdy4cYPg4GA2b97MtWvXaNmyJadOndK5IfE5tm3bBiSNTEke/EpMTKR58+acPXuWjh07cuPGDXbv3s369ev5+++/6dOnDzdu3FBvREBSAHT8+PHY2Nhw7tw5QkNDCQoKUj9Prl+/Tr169fT2Y8aMGYwZM4a//vqLFStWEBoayt69e7G0tGTq1KnqEGrF8OHD2bNnDwUKFODChQts376dlStXcvXqVTp27Mjjx49p1qyZwQD6jBkzOHz4MGFhYerxNXz4cBITE3Xqoc6fP5979+7RuXNnbty4wcaNG1m5ciUHDhzgwYMHrFu3Tmv9L/Ede+jQId6/f0/p0qX1Thx18uRJAPLnz0/mzJlTvd3kIiMj1VEX5cuX/+j69vb26jGj/C75mOvXrwOkWAonT548WusCWjcmDLXV1y41+1TaJSYm6r0Bos+OHTs4ffo0Go0Gb2/vVLWBpJvlyjnXtGnTVLUJDQ3l77//Jn369GqA25AtW7YwYcIEFixYwOTJk2ndujV58uQhMDAwxXaVK1cGMDhyQAghhBDfJgm2/ofY2tri7e3N33//rQYQLl26xKFDh6hWrRr58+c32LZQoULUr1+fR48e6Vz0vn37Vg3Y/vTTT+rjT58+Zdq0aVhYWLBu3TqdTIlmzZrRpUsXnj17ps7Om5KwsDCOHj2KlZUV8+fP15qEIGvWrMyfPx9IyrpMHhAyZN26ddy+fZs8efIwceJErVphJUuW1JmNNjWU4FDmzJkxNU37/HN//PEHT5484aeffqJbt25amcZZsmQhMDAQMzMzZs2apTOk29iU+r7KUGGFEuTUV0pg4cKF3L59m9KlS7N48WKdrE9bW1tq1apllP65u7uTN29eLl68qDfApWQzJg84AJQrV47ixYvrrJ8zZ04mTpwIYNTAzoIFC3jx4gUuLi4MHjxYqyRB2bJl1eNs0qRJetvnzp2b2bNnY25urj6mlBGApBmwjcnb25suXbpoPVazZk3q1q1LfHy81qzIGTNmpGnTpiQkJOi9YFTeg7Zt22qdD8rQ3mHDhmnNzqzRaBg+fDglS5bk+fPnBgPQyX1qH5Tgzdy5c3Wy0UqUKMHUqVOBpMCj4tChQxw/fhxra2v+/PNPLCws1GWOjo4Ghyx/Lmtra/z9/bVmFrezs1MDT8Y+BsqXL8+gQYO0jtVu3bqROXNm7ty5Q61atXQCC8pNlAMHDhjMChw1ahSlSpVS/9/S0pJff/0VSAp0zJgxg7x586rL7e3t6datG2D8QINGo8Hf319r0h0LCws1WPzha7pkyRKuXr1Kw4YNGT16tNakQ8p3UrZs2Vi6dGmaRld8KDExkdu3bzN58mQmT56MnZ0dixYt0novdu7cyaFDhyhdujRz584lQ4YM6jJTU1MmTpxI8eLF2bdvH+fOnQOSMhzfvn1L/vz5KVy4sM5+8+bNa7AutrOzMwMHDtR6rFq1anTv3h2AKVOmqI+/e/eO2bNnAzBt2jStIfNmZmbMmDGD7NmzqzdL9Rk1apTOcOyBAwdia2vL5cuXtYZ4K+UV6tWrp1O/1MzMTK3BqfgS37FKdub333+vd/njx48BtL5Hk7t79y5+fn46f8kzGZPfePowy9kQZb0Pb1oVKFCAwoUL60y+pWRZGprgCVC/05NnXSfPzjTUVl+71Owz+W+ID9vqc+/ePTXD9Mcff0z1Te/Xr1/TqlUr4uLiqFu3Lo0aNUpVu+S/kwzdeC1QoADjxo0jMjKSp0+f8vTpU8LCwmjYsCEvXrzA19eX5cuXG9xHsWLFAFLMBoekm5guLi6p+pOSBEIIIcSXJ8HW/5gPJ8pS/puaibGUGeiV2mSKoKAgnj17Rq1atbQu4vbt28fbt29xdXUlV65cerep1NMLDw//6P6VoXD16tXTe7Hh4uJCqVKlSEhI0MlGS2l7zZs3x8zMTGf5p5YB+BxKVoWhEga5cuWiUKFCREVFqcPdvoS4uDg1Y/TDY6Ndu3aYmppy4MABrl69qrVMGfrdsWNHnUnBjE2j0ajv0YfZ2qdOneLUqVM4ODjozdZ6//49W7ZsYdiwYXTt2pX27dvj5+fHvHnzgKSbEMaiHGeGjiflwvDKlSvcu3dPZ7m7uztWVlY6jysX9sas2QkYvMg0tD8lmP1hhnFsbKx6AZn8GLpz54563Oh7TTQajbrN5IHdlKS1D48fP+bYsWNYWloafL76PpuSfwbpmwSncePGOgEMYyhbtqzeYa1f6hioX7++TuDK1NRUvWGmzLydXJYsWcicOTMxMTEG64Xqa6dMcGNqaqq3ZriyXN+58TkcHR21Ar8KQ6/pxz6bbWxsKFu2LHFxcZ80gaBSr9TExARHR0f69etHnjx5OHPmDOXKldPbl6ZNm+q9qWdiYqLeQFCO36xZs5IvXz7OnDlDnz590lQv3dCwdeX8DQsLU2ucnzhxgtevX5M5c2a955aVlRUtWrQADJ/f+tqZm5urN4STvzdKlueAAQNYv349r1+/TvG5fInvWCXgq+8zITWePXvGkiVLdP5OnTr1SdtTGAoWh4SEcPHiRb01rP/NXr58ScOGDbl37x7ly5fXmVTLkNjYWHx8fDh37hz58+dP9eRYL1++VG8YpPQbum3btgwcOJDSpUtjZ2eHnZ0drq6ubNmyRb1p2rt3b4OZ3spx9ezZsxTLqdy/f5+IiIhU/X1qfXEhhBBCpJ4EW/9jatSogZOTE2vXruXZs2cEBgaSMWNGmjVr9tG2tWvX5vvvv+fo0aPqsDhAzWL5cPi+Urs0JCREZ1Ih5a958+aAbuaFPsoFlqFaYpCUQZB83ZQo2a+GtmdnZ5fmwImSufL06dNPmmBLec2qVKli8DVTLpJT85p9qm3btvHgwQNy5cpF3bp1tZZlz54dDw8PEhMT1WC9Qim7YChDytiU2ZhXrVqldfGgZDO2a9dOJ+h75MgRvvvuOzw9PRk9ejTz5s0jICCAJUuWqJNwpCaDJrU+dtxmypRJHVqqLyPb0PBKJcvx3bt3xujmJ++vevXq5M+fn0uXLmkFJrdu3UpUVBQVKlTQyvhSXo8sWbJoZWoml5bz+FP6cP36dRITE3n79i3m5uZ6z7Ns2bIB2ufZxz4zUpqI73N8K8eAkmVmaLmSYWmoP/raKdt0cHDQGzj82DY/1cde0w/L5SifzW3btjX42axMGvQpn81KDehWrVqpWZ1Xr16lVatWOgEWpS9Dhw412BeltETyvgQGBpItWzamTp1KsWLFyJIlCx4eHkybNk3NvtTH0PGuPP727Vs1wG6M7+m0HO9t27aldevWXL58maZNm5IpUyZKlixJ9+7d9dag/RLfsUqdXkOfZ0rGo6HtFS9enMTERPVPX+3P5FmT+iZL00eZWM5QRu2HlHMtpdqoSjA7+XNNnlltqK2+dqnZZ/LguaHXV1mvfv36REZGqjW/k488MCQuLo4WLVqwY8cO8ubNy969e1P9eq1cuZLo6Ghy586t8zsptUaMGEG6dOmIiori6NGjetdJ/rxTKrnl4OBAmTJlUvWnr9yFEEIIIYwr7eOcxb+aMrP18OHD8fX15cGDB3Tu3DlVP7w0Gg09e/ake/fuzJo1C39/fw4fPkxkZCT58uWjYcOGWusr9cUKFiyIq6tritv+p4JzX5qLiwsAMTExnD59mjJlyqSpvfKaNWvWLMWhfPDpWTSpoZQIePfuHdWqVdNZrlwkBwQEMGrUqC+exWpIvnz5qFGjBnv37mXDhg20atWK2NhYgoKCAN0SAtHR0Xh5efHw4UPat29Pt27dKFiwIBkzZiRdunRcvnyZwoULf/ESDWmhb9K6b2l/ymfKsGHDCAgIUOvLGSrj8CWktQ/KeWZjY5Pq2nxf07d2DHxqf1JqZ+znqLzHxtqfsj1DIyuSS14KIbU+zM4/dOgQ9evX5+DBgwwZMkQtcZK8L25ubmrg0hBlCDIkBRhv3LjBtm3bCA0NJTw8nJ07dxIcHMzw4cPZsGGDzrD71DLmZ2Za3hsTExOWLVvGoEGD2LZtG4cOHeLQoUPMmTOHOXPm0KhRIzZs2KB+R32J79hMmTIBhm/SKb8Drl27xrNnz7Czs0vVdpNzdnZGo9GQmJjI0aNHU6yrCkmBXaUeqvK75GOUG0XJyzR8SFmW/KZS8uP91q1blChRIlXtlP9/+vQpt27dSnF/Go3G4Hn15s0bGjRoQHh4OCVLlmT37t2peo3j4+Np3bo169evJ0+ePOzbty9N565ys9nPz++TP78yZ85MtmzZuH//vsHyV8kn3UvpeXXp0kWnBJAhLi4uHy1LIIQQQojPI8HW/yA/Pz9GjhzJli1bgNSVEFC0a9eOQYMGsXLlSiZPnqyWFPiw9hn8b2KDwoULpzhTeGoppQiUzBR9lGWGyhbo256hSReeP3+e5pmlS5YsiZOTE9evX2fJkiVpDrbmyZOHK1eu0L9/f4Oz835p9+/fVzO0njx5wqFDhwyue+/ePXbs2EGDBg2ApIykCxcucPHiRaPVZv2Y9u3bs3fvXvz9/WnVqhVbtmzh8ePHVK5cWac24YEDB3j48CFlypTRycoFvkhphly5cnHx4kWDx+2LFy94+vSpuu6/ka+vLyNGjGDVqlVMnz6dly9fEhwcjKWlpTpkWKE8xydPnvDy5Uu92UppOY8/pQ/KZ5NGo2Hx4sWpvlD+2GcGkOZJ9cSnUWqmGprN29jvQ548ebh48SIdO3ZM1UiQz+Xq6sq0adPo1KkT06dPp2vXruoweuX4bdy4MX379k3Tdi0tLWnWrJn6HKKiohgyZAjz58+nQ4cOel+3Dyc1UijngYWFhRqYVM4RQ23g087vjylatChFixalX79+JCYmsnfvXvX7IDAwUL3h8iW+Y5UseEPlM2rWrImNjQ2vX79m+fLlqZ7EM7nMmTNTpUoVDhw4QGBgID4+PimurwyFz5Ahg1oS5WOcnZ2BpOdx/fp1vdnJymRbyX/bZMyYkYIFC/L3339z4sQJvcFWfe2U/4+IiDA4iZfyeKFChXRqwEPSDdQGDRpw4MABSpYsSUhISKqC5PHx8bRp04bVq1ergdaUsrE/dP78eY4ePapV9uZTxMfHq78zk2cIJ6ccV3Z2dnpLXgkhhBDi2yRlBP6DHB0dady4MVmyZKFixYo6E1GkxNramo4dO/Lu3TvGjRvH2rVrsbCw0Dvszd3dnfTp07N//351ONvnUC4YduzYoXcYXWRkJKdOndKqV5cSJWNz9erVeid0+dgMsfpoNBoGDRoEwJw5czh27FiK68fFxXHkyBH1/5XZ0levXp3mfRtLQEAA8fHxVKhQQWto44d/v/32G6A9UZZSH3Xx4sWpLqOgBE3i4uI+qb9NmzbF1taWvXv3cvv27RQzKpWgpqGsoJQmalMuctLaT+W4/bCeqEIJ+hYqVOhfG2x1dHTE3d2dly9fsn79epYtW0ZcXBze3t46pThy586tZuPpuwmTmJioPl6jRo0v0oecOXNSsmRJXr16pdYZTg3lM2PHjh3qsZTc5s2bUxzmKYxHOVcMTfSi1OY0lq/x2dyhQwdKly5NTEyMOnFX8r6sWbPmszNKs2bNqmbN3rp1S+/kXoY+F5XvSDc3N7UERNmyZbGxseHp06ds3rxZp83bt29ZuXIlkLbzOy00Gg3u7u60atUKQKv26Zd4H5UAoqE6uBkzZlRrc44YMSLFzNGUKL8ttm7dyqZNmwyud/v2bcaMGQMklXdKafh9crlz51brAyujQ5ILCwvj9u3bmJub69RfVuq/6mv3+vVr9ea+t7e33nabN2/WW0pA2d6H7SDpWGrYsCGhoaFqoNXQJFXJJSQk0K5dO1auXKkGWj+WIf4h5XdPjRo1Upxc9mM2b95MdHQ0Go3GYPBfmeQutRnKQgghhPg2SLD1P2r9+vU8fvxY7yzuH9OjRw9MTEyYOnUqMTExtGzZUm8mQfbs2enZsydv3ryhUaNGnD17Vmed9+/fs3nzZi5evPjR/bq5uVGhQgXevn1Lly5diI6OVpc9fvxYHT7VokULNfMnJc2aNSNXrlzcunWLgQMHag07PXfunHqxkladOnWiWbNmxMbGUrt2bZYsWaITeFQybypXrqxeeAL069ePTJkyMXXqVKZMmaJ3MoTr16+nGBT8XErw72MThCmTpih1MSHpuefOnZvIyEh+/PFHnYunly9f6szynTt3bgD++uuvT+qvkrmYkJDAhAkT2LFjB1ZWVnonQFHqdoaEhOhcGM+fP59Vq1YZ3M+n9vPHH38kY8aMREREMG7cOK3gSGRkpHqc9evXL03b/dYoGfL+/v4fLSGgZOONHj2a06dPq48nJiYyZswYTp06RaZMmfjxxx+/WB+U1719+/ZqICA5Zbjurl271MeqVKlCmTJleP36NT/99JNWXc/bt2+nOctQfLqaNWtiYmLCzp07tSZETExMZMaMGaxbt86o++vcuTN58+ZlzZo19O/fX29G7YMHD1iwYIHR9qnRaBg3bhwAy5cv5/Lly0BSRmu5cuU4duwY7du311sL9NmzZ8ydO1e9OXTz5k0WLlyod6i7cvzb2dnpDcydPHlSq4wBJAXelHrtvXv3Vh+3sLDgp59+AqBPnz5ambKxsbH8/PPPPHjwACcnJ6NkCAcGBmrVkFe8evVKndAu+dDwL/EdW7lyZczNzTl9+rTBiYdGjBhB5cqVefLkCZUqVWLTpk16A+WPHj1S3+cP1a1bVw3atmzZkoCAAJ1tHD16lBo1avDs2TPKli3L8OHDdbbj7u5OkSJF2LBhg84yJaA7fvx4rWHmT548oXv37kDSb8APb2D98ssvWFlZsWfPHq1zID4+nu7du/P8+XPKlSunMwle/fr1cXZ25vnz53Tv3l3rt9L8+fMJCQnBxsZGnaBV8e7dOzw9Pdm3b1+aA63t27cnKCjokwOtsbGx6vGhL9EguVu3brFs2TK9Nac3btxIp06dAGjdujU5cuTQuw2lDnnNmjXT1E8hhBBCfF1SRkCkWb58+fD09GTjxo2A7sRYyY0fP5779+8TFBRE6dKlKVWqFPnz58fU1JQ7d+5w6tQp3rx5Q3BwcKrqtgYFBVGzZk02bdqEk5MTVatWJTY2ln379vHy5UvKlCmjljb4GEtLS5YvX46HhwdTpkxh48aNlCtXjidPnrB//34aNWrEyZMnP2k4alBQEDly5GD27Nn4+fnRp08fypUrR+bMmXnx4gURERHcv3+fdOnS4efnp7bLnTs3mzZtomnTpvTt25eJEydSvHhxHBwcePHiBRcuXODq1atUqFCBNm3apLlfHxMaGsrff/+Nubm5ztDrDxUrVkwdAhgYGEifPn2wsbFh8+bNeHh44O/vz4YNG3B1dcXGxobbt28TGRlJ+fLltUoMNG3aFH9/f3777Tf27NlDtmzZ0Gg0dOjQQa29+THt27dn3rx56sV/q1at9A7Jc3Z2pnHjxmzatAlnZ2eqV69O5syZOXXqFJcuXWLQoEGMHTtW7z6aNm3K5MmTqVWrFjVr1lS3P2HChBSHLWbPnp3ly5fj4+PD4MGDWbp0Kc7Ozjx69IjQ0FDi4uJo3759mgOL3xovLy/s7OwICQkBkj4nDF0cdunShfDwcJYuXUrZsmWpVq0a2bJlIyIigkuXLmFpaUlQUFCqJyr5lD40atSI6dOn06dPHzw9PSlYsCCFCxfG1taWqKgoTp8+zaNHj+jfv79WgGDp0qVUr16dlStXcuDAAdzc3IiOjmbv3r2ULFkSe3v7T7qJJdImT5489OzZk+nTp+Pu7k6VKlXInDkzp0+f5tatWwwYMIDx48cbbX/W1tZs27aNhg0bMnHiRObPn0/JkiXJnTs30dHRXL58mQsXLpAtWzajnsv169enatWqHDhwgJEjR7J8+XJMTEzYuHEjDRo0YMmSJaxdu5ZSpUrh6OhITEwM165d4+zZs8THx+Pn54epqSnPnj3jxx9/pHv37pQuXVodMn3lyhUiIyPRaDRMmjRJb/3tXr16MXDgQAIDAylZsiT37t3j4MGDJCQk8PPPP+tkOY4cOZITJ04QEhLC999/T40aNciQIQOHDx/m1q1bZMmShTVr1qijGj7H+vXr8fX1JWfOnOps78+ePePQoUO8ePGC4sWLa70fX+I71sLCgrp167J582b279+vZs8mlz59enbu3MmPP/7IypUr8fLyImvWrLi4uJAlSxZiY2O5fv06ERERxMfH4+TkpDfzd/r06VhZWTFp0iTat2/PkCFDKFeuHObm5ly4cIEzZ84ASYHZVatWYW5urrONq1evcvPmTb1lkry8vOjVqxczZsygYsWKuLu7Y21tTUhICM+fP8fV1ZXRo0frtMuZMycBAQG0bNmSzp07s2jRIvLly8fx48e5du0a2bNnJygoCI1Go9VOo9GwYsUKqlSpQmBgIGFhYZQrV47r169z7NgxTE1NCQwM1AlEDho0SL1x6+joaPBGl5ubmxrQBJg1a5aakV2gQAG9zwWS5hEYMGCA3mVbt27l0aNHZMqUSW/GbXJPnz6lbdu2dOvWDWdnZ3LlysXbt285f/68WraoRo0azJkzx+A2lOfZuHHjFPclhBBCiG+LBFvFJ6lbty4bN26kUqVKKdYlNTU1Zfny5bRp04aFCxdy9OhRzp07h7W1NQ4ODjRq1AhPT89UDfsHyJ8/PxEREUyePJmNGzeydetWTExMKFy4MD/88AO9evVK0yyr1apV4+jRowwfPpz9+/ezYcMG8ufPz6hRo+jbty8FCxZM9baSMzMzY+bMmXTr1o358+ezf/9+jhw5wuvXr8mQIQPfffcd7du3x8/Pj0KFCmm1rVq1Kn/99RezZs1i27ZtHD9+nPfv35MtWzYcHR1p06bNF5vURxka16hRo1RNMNGuXTsiIiJYtGgRffr0AZICmmfPnmX69Ols2rSJ/fv3k5CQgIODA56enjqZhg0aNGDBggXMmTOHvXv3qhnLbm5uqQ62VqhQgWLFiqlZpynVUFuzZg3Tp09XL+wsLCwoW7YsM2bMoFChQgaDraNHj8bExIT169ezceNGNSNqyJAhH60R17BhQyIiIpgwYQIhISGsXbsWa2trqlSpQpcuXfRm4f7bWFhY0LJlS3UWdF9fX50La4VGoyEwMJD69eszf/58Tp48yZs3b8iRIwd+fn4MGDBAp96usfsASUGkmjVrMnPmTPbt20dISAgmJibkyJEDZ2dnGjRooHOuFS1alBMnTjB8+HCCg4PZuHEjuXPnpmfPngwbNkwn8CS+nGnTpuHo6MjChQsJDw/HxsYGV1dXVq9ezcuXL40abIWkG0xnzpxh7ty5bNiwgTNnznD48GHs7e3JnTs3ffv2VYdFG9P48ePVURBDhgzh+++/J2fOnBw5coSAgABWrVrFmTNnOHbsGJkzZyZnzpx07doVT09PdUb2AgUK8McffxAaGsq5c+fYvn07iYmJ5MqVi3bt2tGrVy+Dw5SbNGlC48aNGTduHNu3bycmJoYyZcrQo0cPvSMgzM3N2bFjBwsWLCAwMJCDBw/y/v17NUDev39/o5VM6dOnD05OToSHhxMREcHTp0/JnDkzRYsWpVWrVrRv315nIqwv8R3bo0cPNm/eTEBAgN5gKyRNyLdixQr69OlDQEAABw4c4MiRI7x69QobGxvy5MlDmzZt8PLyokGDBnrrc2o0GsaPH0/btm2ZM2cOISEh7Nmzh9jYWLJly8YPP/xA27Zt1Trqn2L69Om4uroye/ZswsPDiY2NpUCBAgwYMIDevXsbDJL7+PiQP39+xo0bx8GDB4mMjMTBwYGffvqJoUOHGpxYrnDhwpw5c4YxY8awdetWNmzYgK2tLd7e3gwePFjvb8zkZVy2bt2a4vNJHmxN3k7JfNanWrVqBoOtyuifVq1aqeeXIXny5KF///4cP36cv//+m4iICGJiYrC3t6dhw4a0atWKH374wWDd8MjISM6cOUONGjUoWrRoivsSQgghxLdFk/gtTbst/jXc3Nw4dOgQQUFBtGzZ8mt3RwghhBBGVL16dUJDQ9m3b1+qJ1n6r0pMTKRkyZJcuXKFO3fupGpIuxAf07NnT2bNmsWmTZvw9PQ02nZdXFyIiIjAOW8ejo3UH1QWQgiReqa+3b92F8Q3SGq2ijQLDg7m0KFDODo6/iOzMgshhBBCfKs0Gg1Tp07l/fv3Rs+oFv9Nt2/fZuHChVSvXt2ogVYhhBBC/DMk2CpS5cmTJ3Tq1ImmTZuqNaomTpyod5ibEEIIIcR/Se3atfHy8mL27NncuXPna3dH/MuNHDmS2NhYpk+f/rW7IoQQQohPIDVbRaq8evWKRYsWYWpqSv78+enTp8//iTqTQgghhBDGsGHDhq/dBfF/xMKFC1m4cOHX7oYQQgghPpEEW0Wq5MuXDynvK4QQQvw3pDSBkBBCCCGEEMIwCbYKIYQQQgghxH+IJktWmdRFCCGE+EKkZqsQQgghhBBCCCGEEEIYgQRbhRBCCCGEEEIIIYQQwggk2CqEEEIIIYQQQgghhBBGIMFWIYQQQgghhBBCCCGEMAIJtgohhBBCCCGEEEIIIYQRSLBVCCGEEEIIIYQQQgghjECCrUIIIYQQQgghhBBCCGEEEmwVQgghhBBCCCGEEEIII5BgqxBCCCGEEEIIIYQQQhiBBFuFEEIIIYQQQgghhBDCCCTYKoQQQgghhBBCCCGEEEYgwVYhhBBCCCGEEEIIIYQwAgm2CiGEEEIIIYQQQgghhBFIsFUIIYQQQgghhBBCCCGMQIKtQgghhBBCCCGEEEIIYQQSbBVCCCGEEEIIIYQQQggjkGCrEEIIIYQQQgghhBBCGIEEW4UQQgghhBBCCCGEEMIIJNgqhBBCCCGEEEIIIYQQRiDBViGEEEIIIYQQQgghhDACCbYKIYQQQgghhBBCCCGEEUiwVQghhBBCCCGEEEIIIYxAgq1CCCGEEEIIIYQQQghhBBJsFUIIIYQQQgghhBBCCCOQYKsQQgghhBBCCCGEEEIYgQRbhRBCCCGEEEIIIYQQwggk2CqEEEIIIYQQQgghhBBGYPq1OyCEEEIIIYQQ4p+T+CSKuCV/fu1uCCHEv4apb/ev3QXxLyKZrUIIIYQQQgghhBBCCGEEEmwVQgghhBBCCCGEEEIII5BgqxBCCCGEEEIIIYQQQhiBBFuFEEIIIYQQQgghhBDCCCTYKoQQQgghhBBCCCGEEEYgwVYhhBDiK8mXLx8ajQaNRsPatWsNrlerVi00Gg0BAQH/XOf+jxgxYgQajYYRI0akqd3+/fvRaDRUr15dZ5nynn2OXr16qdvZsmXLZ23rU1SvXh2NRsP+/fv/8X2nhTFe639KZGQk6dKlo2fPngbXefv2LXPmzKFRo0bkyZMHKysrLC0tyZ07N3Xr1mX8+PFcu3Ytxf3ExsayYMEC6tevj4ODA+nTpydLlixUqFCBkSNH8vjx4896Hg8fPqRHjx44OTlhbm5O9uzZ8fHxISIiIsV2MTExTJgwgVKlSmFtbY2dnR3Vq1dP8bNNn99++01938eMGaOzPCEhgfDwcIYNG4abmxtZsmTBzMwMe3t7ateuzfLly0lMTNS77SdPnhAQEEDPnj2pXLkyVlZWaDQaatWqlWKf3rx5Q1BQEH369KF69epkzJgRjUZDwYIFU/WcVqxYQY0aNbCzs8PCwoLvvvuOfv368ezZM73rL1u2DI1Gw59//pmq7QshhBDi2yLBViGEEOIbMHjwYOLi4r52N1Lk5+cnQV8jeP/+PcuXL1f/f/HixUbd/qcGmP9p/5aAb2r17NkTS0tLhg4dqnf57t27cXJyonv37mzfvp1s2bJRv359vLy8KFSoEIcOHWLgwIF89913TJ06Ve82Lly4QLFixejcuTO7d++mQIECNGvWjPLly3PhwgVGjBhBgQIFWL9+/Sc9h8uXL1OyZElmz56NiYkJXl5e5M2bl7Vr11KhQgU2bNigt110dDQ1atRgwIAB3Lp1i3r16lG+fHkOHTqEj48Pffv2TdX+w8PDmTJlSooB9mvXruHq6sro0aO5cOECZcuWpWnTpuTPn589e/bQpk0bPD09iYmJ0Wl78OBB2rdvz6xZszh8+DBv375NVb+uXLlC69atmTp1KqGhobx69SpV7RITE/H19aVVq1YcPHiQ77//Hg8PD969e8fkyZMpVaoUt27d0mnXqlUrSpQowdChQ3n69Gmq9iWEEEKIb4cEW4UQQoivzMrKisuXL7Nw4cKv3RXx/ynBq8DAQKNve8OGDTx9+pScOXOi0WjYunUrDx8+NPp+UhIYGMiFCxcoX778P7rftLpw4QIXLlz42t34qLVr13Lo0CG6d+9OtmzZdJZv3bqV+vXr8/DhQ9q3b8/t27c5efIk69atY8WKFezbt49nz56xdu1aSpUqxeXLl3W2cf36ddzc3Lhy5Qq1atXi2rVrhIWFERQURHBwMA8fPqRv3768fPkSHx8fNm7cmKbnkJiYSIsWLXj06BFt27bl8uXLrFq1imPHjjFv3jzi4uJo164dDx480Gk7aNAgwsPDKVGiBFeuXGHdunXs3LmTI0eOYGNjw5QpU9i6dWuK+4+OjsbPzw8HBwcaN25scD2NRkPNmjUJDg7m0aNH7Ny5k5UrV3Ls2DH279+PtbU1W7duZfz48Tpts2fPTpcuXZg3bx7Hjx9n7ty5qXptMmTIQPv27Zk5cyZhYWEffS6KOXPmEBgYSIYMGdi7dy/h4eGsX7+eq1ev0qlTJ27fvk2rVq102pmYmDB8+HCePn2qN7tXCCGEEN82CbYKIYQQX9nPP/8MwKhRo4iOjv7KvRGQFAAvUqQIjo6ORt/2okWLgKT3vVq1asTFxX2RoG5KHB0dKVKkCFZWVv/oftOqSJEiFClS5Gt346OmTZsGQMeOHXWWPXnyhDZt2hAfH0/v3r1ZvHgxOXPm1FnPzMyMpk2bcuzYMX788Ued5W3btuXp06dUrFiRrVu36hyblpaWTJo0ib59+5KQkICfnx9PnjxJ9XMIDg4mMjKSTJky8eeff5IuXTp1WefOnXF3d+f169dMnz5dq92zZ8+YM2cOkBRctLe3V5e5uLjQv39/AMaOHZvi/gcOHMiVK1eYP38+tra2BtcrUKAAISEh1KtXT6uPANWqVWPAgAEAes+pSpUqMXfuXDp37kzZsmUxNzdPsU/J97l48WJ69OiBq6sr1tbWqWqnvFa//vorVatWVR83MzNjxowZ5MyZk0OHDhESEqLT1tPTk6xZs7Jo0SJev36dqv0JIYQQ4tsgwVYhhBDiK/Pw8KBatWrcv39fDdqkxcmTJ2ndujWOjo6Ym5FvVNUAAGDISURBVJuTOXNm6taty/bt2/Wu/7E6mB8O775x4wYajYYlS5YA0L59e3UbHw5XT75tf39/KlWqhK2tLRqNhhs3bqjrHTt2jObNm5MzZ07Sp09PtmzZaNSoEbt379bbp+QlDE6fPo23tzdZs2bF0tKSkiVLMn36dOLj41N8naKiovjpp5/IkycP6dOnJ0+ePPTs2ZPnz5/rrJtSzdbPcePGDUJCQjA1NaVdu3ZqcO5jpQTi4uJYvHgxtWrVwt7eHnNzc3Lnzk2tWrWYOXOmup5Go2HkyJEAjBw5Uut98vPzU9fTN4S/UqVKaDQaVq5cabAfs2bNQqPR0KRJE/WxV69esWDBAry9vSlUqBDW1tZYW1tTokQJBg8erPP6Kq9taGgoADVq1NDqZ/IyFSkdq0+fPmXQoEEUK1YMKysrMmTIgIuLCxMnTtQ7PDz5exobG8uECRMoVqwYlpaWZMmSBW9v70/Koo2MjCQ8PJyKFStSuHBhneUzZ87kxYsX5MiRQ2+25YfSpUuHi4uL1mOhoaEcOnQISHoPUgoSjh49mmzZsvHixQtmzZqV6uehlAjw9PTExsZGZ7mSgflhiYLt27cTExODo6Mjrq6uBtsdOXKEe/fu6d33/v37mTlzJu3atcPDwyPVfdbH2dkZgNu3b3/Wdj7Xy5cv1QxlfTVhLS0t1ddLX11bMzMzWrVqxcuXL1m6dOmX7awQQgghjEqCrUIIIcQ3YMKECQBMnDgxTdlo06dPp3z58gQFBZElSxY8PT0pVqwY+/fvp0GDBowaNeqz+2ZjY4Ovry8FChQAwNXVFV9fX/WvdOnSOm169uxJp06dMDU1pUGDBlSoUEENmi1YsIBKlSqxZs0acuTIQbNmzShUqBBbt26lTp06arBQn2PHjlGxYkUiIyNxd3enatWqXLp0iV9++YUWLVoYnBjn9u3blClThnXr1lG+fHlq167Nq1evmDVrFnXq1CE2NvazX6fUWLx4MYmJiXh4eJAjRw6aNm2Kra0tFy9eJDw8XG+bFy9eUKNGDTp27MiBAwcoXrw4TZs25bvvvuPMmTP06tVLXdfX15dSpUoBUKpUKa33yc3NLcW+tW/fHiDFmrz+/v4AdOjQQX3s9OnTdO7cmbCwMHLkyEGjRo1wc3Pj/v37jBs3jnLlymkd0zly5MDX15fs2bMDULduXa1+pmbSoWvXrlGmTBl+//13oqKi8PDwoGbNmly5coX+/fvj5uZmcPKh2NhYPDw8GDVqFI6OjjRo0ABra2s2bNhA5cqVtW4KpIYyXN/QJEubNm0CoHnz5qRPnz5N2/5wH8WKFdMJxH7IwsKC5s2bA7B582atZQEBAWg0GvLly6fTLjIyEoCyZcvq3a7y+JUrV3jz5k2q2+XPn5/MmTMDcOrUKZ3lr1+/pkOHDmTPnp0//vjD8BNLpStXrgDg4ODw2dv6HMmzUbNkyaJ3HSUL+OTJk3qX165dGyDNJSGEEEII8XWZfu0OCCGEEAIqVKiAt7c369evZ+zYsQYnyElu586d9O7dmyxZsrBu3TqtYapnz57Fw8OD4cOHU61aNapVq/bJfbO3tycgIAA/Pz+11mDyLEl9AgMDOXToEBUrVtR6/OzZs3Tv3p3ExEQCAwNp27atuiw4OBgvLy9GjBhB5cqV1UBDcnPmzKF79+5Mnz4dU9OknzF//fUXNWrUYO3atcyfP58uXbrotFu8eDF+fn7MnTtXzQq8ffs2lSpV4vjx46xdu5aWLVum9aVJk4SEBDWQqQQrLS0tadGiBfPmzWPRokVUrlxZp12HDh0ICwvD2dmZ9evXawXK4uLi2LZtm/r/AQEBjBgxgtOnT6uvZWq1aNGC3r17s3v3bu7evUuuXLm0lp85c4aIiAiyZ89O/fr11cfz5cvHnj17qFGjBiYm/7uPHx0dTbdu3QgMDGTYsGHMnj0bSCoNEBAQQPXq1Xn48CEDBgxIcwZxq1atuHnzJp6engQFBanDuqOioqhXrx4RERH06NFDayIyRXh4OM7Ozly9epUcOXIA8O7dO7y8vNi5cye///478+bNS3Vf9u7dCyRlBn8oLi6OM2fOAFCuXLk0PcfklGBcamvsKvs6deoUcXFx6rmSkuvXrwMYLJ2RJ08eIKm2640bNyhWrFiq2gHkzp2bp0+fqusm17dvX65fv86GDRuws7P7aD9TEh0dzYwZMwBo2rTpZ23rc2XOnJl06dIRHx/PtWvX+P7773XWuXbtGoDe1wX+l20eFhZGTEzMJwfrhRBCCPHPksxWIYQQ4hsxbtw4TE1N+fPPP7l58+ZH1x8+fDiJiYnMnTtXK9AKUKJECTVgm3yY+T+lb9++OoFWSMrEjYuLo0mTJlqBVoD69evTuXNnACZNmqR3uw4ODkyZMkUreFSsWDGGDRsGwJQpU/S2y507N7Nnz9Yafq2UEQDYs2dPGp7dp9m1axe3b98me/bsNGjQQH1cKSWwevVqndqMp0+fZv369VhYWLBlyxadjERTU9MUJxNKi4wZM9K0aVMSEhL01rtUslrbtm2r9frnzp0bd3d3rUArJNW9nTNnDqampqxZs8YofQQICwvj6NGjWFlZMX/+fK36mVmzZmX+/PkArFy5kjt37ui012g0+Pv7q4FWSMoGVTKq03osKJmd+oJpT58+JSEhQe2bPrNnz8bPz0/nL7moqCgANRv4Y5T1EhIStGazt7W1pXDhwmqWenKvXr0CMFiPNHlpgZcvX6a6XfK2ydtB0jkxb948WrRogZeXV0pPKVW6d+/O9evXyZkzJ4MGDfrs7X0OCwsL9ebJggULdJZfuXJFDdR/+LooMmfOTI4cOYiOjubixYsG9zVv3jxcXFxS9fdvmHBOCCGE+LeTzFYhhBDiG1G4cGE6dOjA/PnzGTp0aIqTJj1+/Jhjx45haWlJo0aN9K6jZAsaGp7+JTVr1kzv40qNUEOZsR07dmTWrFkcPHiQ+Ph4nQlwmjdvjoWFhU47X19fevbsyZUrV7h3757OBETu7u56J4NSAmR379792FP6bAsXLgSgXbt2WsHKcuXKUbx4cc6dO8eqVau0JlnasWMHAA0aNNDJNP0S2rdvz9KlS1myZAkDBw5UH4+NjVWzRJOXEEguPDycgwcPcuvWLaKjo9WSDunTpycqKopnz559duYi/O8Yqlevnt7go4uLC6VKleL06dOEhobSunVrreWOjo5qqYXkPuVYePPmjTqk3tBQ8Y/Zt28f69at03k8pXIOH2OonEaTJk206u1+TS9evKBjx45kzZrVKDeERo8ezZIlS7CwsGD16tWf/H4Y07Bhw6hTpw6bNm2ia9eu9OnTh+zZs3P06FG6deumrvfhjYrksmTJwv3793n48KHBde7fv09ERIRR+y6EEEKITyfBViGEEOIbMmLECJYtW8by5cvp27cvJUuW1Lve9evXSUxM5O3btx+dUVvJivsn6asJCf8LZDk5OeldrmTcvXv3jidPnpAtWzat5YbaZciQgSxZsvDkyRPu3LmjE2w1NMQ5Y8aM6v6+pKioKLV+pr5gZYcOHfj1119ZvHixVrBVyXAuUqTIF+2fonr16uTPn59Lly4RHh6uZuZt3bqVqKgoKlSooJPB+ejRI5o2bUpYWFiK23758qVRgq0fO4Yg6Tg6ffq03sDpx46F9+/fp7ovL168UP+dIUMGneWZM2dGo9GQmJho8DxMPjnSnTt31OH6ySm1PVMKuCX36NEjICmIp9RL/ZgMGTLw9OlTrXqsySXPulZeK6UdYLBd8rbJ2/3yyy/cuXOHVatWqc/vU02dOpVhw4Zhbm7Ohg0b9E7U9TXUqlWLBQsW0KNHD+bNm6dVniJPnjyMHj2aAQMGpPgeKa+ZoRrEkJTxX6ZMmVT16cKFC3onkBNCCCGE8UiwVQghhPiGODg48PPPP/P7778zcOBArXqcySlDk21sbIxem1DZ9uewtLQ0Qk8+jb6svpQyx/4JS5cuJTY2FlNTUzp16qSzXAlGhYeHc/HixX8suPohjUaDn58fw4YNIyAgQA22KiUElEm0kuvUqRNhYWFUqlSJkSNHUqpUKezs7DAzMwMgZ86c3L9/32C25T/NmMdCpkyZ1H+/evVKK5gISWUeSpYsyenTpzlx4gRt2rT5pP24uLio5RNS49ixY0DSJGmpqdcKSTdInj59yq1bt/Quv337NpB0jOTNm1erHWCwHaCWc0h+E2bDhg1q2ZQ///xTa31lyPyiRYvYs2cPOXLkYOXKlXq3PXPmTPr06UP69OlZt24d9erVS/mJ/sM6duxIgwYNWLt2LRcuXECj0eDs7MwPP/xAUFAQkFT2xRAloJ/SjYouXbrorVWtj4uLi2TBCiGEEF+YBFuFEEKIb0z//v2ZP38+27dv58CBA3rXUbLfNBoNixcvTlMAyczMjNjYWF69eqU3Gy819WI/Va5cubh69SrXrl2jePHiOsuVCWMsLCz0ZnsZmkjm1atX6oz3uXPnNmKPjWPRokVA0oRJhw4d+ui6Ss1aJQszpXqNxubr68uIESNYtWoV06dP5+XLlwQHB6uTeSX35s0btm/fjomJCdu3b9cKPirLHzx4YNT+KeUUlGNFH2XZly69YGVlhbW1NW/evOHJkyc6wVYAT09PTp8+zerVq5k0aZIahE6Lxo0bM336dM6fP8/JkydxcXExuO67d+9YvXq1uu/UKlOmDBEREZw4cULvcuXxQoUKadVvVTIqDbW7du2aWjfW2dlZa1lcXByhoaEG+3Tjxg1u3LihFdxNbvbs2fTq1UsNtCavhfwtyZEjBz169NB5/ODBgwB6JwNUKJ9rqa3XK4QQQoivTybIEkIIIb4xtra26uQuv/32m951cubMScmSJXn16pVa1zO1lACUvolSzpw5o2awfUiZCTsuLi5N+0tOqSNrqB7l4sWLAahSpYrejLw1a9boHea9dOlSAAoWLPiP1DZNi8OHD3P+/HnMzc159uwZiYmJev+2b98OJD0X5TVWsvS2b9/OvXv3UrW/z32fHB0dcXd35+XLl6xfv55ly5YRFxeHt7c3tra2Wuu+ePGC+Ph4MmbMqBNoBVi2bJnBjNZP7adyDO3YsUPvsPrIyEhOnTqFiYmJzsRxX4ISbDx//rze5b169SJjxozcv3+fwYMHf9I+atSooU4499NPP6VY6mDo0KFERUWRMWNGfvrpp1TvQ6nlunnzZr0lAZQsTG9vb63HPTw8SJ8+Pbdu3dJ7I0FpV7FiRa3yHs+fPzd4Lvj6+gJJdVgTExO5ceOGznbnzp1Ljx491EBrw4YNU/1cvwU3btxg3bp12NjYGKxh/eTJEx48eICVlZXeCdiEEEII8W2SYKsQQgjxDfrpp59wdHTk6NGjHD58WO86Y8aMAZKGdm/ZskVneWJiIkePHmXXrl1aj9eqVQuAkSNHagVtbty4ga+vr8HgmJIx+tdff6X9Cf1/P//8M6ampmzcuJFly5ZpLVNmJgfo27ev3vb37t2jb9++xMfHq49duHCBUaNGAdC7d+9P7tuXomS1Nm7cWG9AUlGnTh1y5MjBw4cP2bp1KwClS5emcePGvH37lsaNG+sM1Y6Li1NrwSqM8T4pdWX9/f1TLCGQPXt27OzseP78uRrwVhw5ckRrkq0PfWo/3dzcqFChAm/fvqVLly5ER0eryx4/fqwOp27RooXe+qfGVqNGDQCD56m9vT2BgYGYmJgwadIkfvzxR+7fv6+zXmJiYopZz8uWLSNTpkwcPXqUhg0b6twUefv2Lb/99huTJ09WM96zZs2qtc6GDRsoUqQI7u7uOtuvX78+zs7OPH/+nO7du2udY/PnzyckJAQbGxt+/vlnrXZ2dnbqZE/du3dXMzEBIiIimDBhAsAnB5r1WbBgAd27d//mA60xMTFERkbqPH7x4kUaNGjA27dvmTJlisHJvJTJDd3c3D4pI1oIIYQQX4eUERBCCCG+Qebm5owaNQo/Pz+tYFJyjRo1Yvr06fTp0wdPT08KFixI4cKFsbW1JSoqitOnT/Po0SP69+9PnTp11HaDBg1i7dq1bN++ne+++45y5coRFRXF8ePHcXV1pXLlyupFfnJeXl6MHDmSGTNmcO7cOfLkyYOJiQmenp6pHq5cokQJZs+eTbdu3Wjbti3Tpk2jSJEi/L/27jssiqv9G/h3AelIE1tQiiJ2pIgxYkDUoChFEbtYgxhbjD5GY4slGo2xd0WsPFFRsGEDRbEXELFEMGKJDVCxAFL3/YN358eyu9RF1Of7uS6ui505Z/bM7Mwq99xzn4cPH+L8+fMQi8X49ddfpcZbWEBAADZt2oTDhw+jTZs2eP36NU6dOoXs7Gz06NFDaobvT8H79++xa9cuABCy9RRRVVVF//79sWTJEgQGBsLb2xtAQcDT3d0dFy9ehJWVFb755hvUrVsXz58/R3x8PFJSUqQC5G5ubtDR0UFYWBicnJxgZWUFVVVVtGvXTm7AVB5vb28YGhoiMjISQEGtTVdXV7ljnjlzJiZMmAA/Pz+sXr0alpaWePToEc6fP4+BAwfizJkzcktT+Pj4ICgoCJMnT0ZERARq1qwJkUiEYcOGCbViFQkODoarqyv2798PCwsLfPvtt8jJycGpU6fw9u1b2NnZYdWqVaXa14ry9vbGnDlzcOLECeEGSFFeXl44fPgw/Pz8sGnTJgQFBaFVq1YwNzeHlpYWXr58idjYWDx//hwqKipya7s2aNAAZ8+ehZeXFyIiImBpaYmvv/4a9erVQ1paGs6dO4e3b99CV1cXmzdvllvL+c2bN7h7967cCeFEIhH++9//on379ti2bRvOnj2L1q1bIykpCZcvX4aamhq2bduG2rVry/SdP38+Ll++jAsXLsDKygqurq5IT09HZGQkcnJy8NNPPyktIHr9+nWMHDkSYrEYlpaWCAkJkZpkrDB5GfSSDGHg/yYPvHLlitTyGTNmyJQk6NGjhxAkf/v2LYCCWrSF+40YMUKqJnNGRgbs7OxgaWkJa2trGBgY4MGDB7h8+TLy8/MxZ84c+Pv7K9zXiIgIABC+C4iIiOjzwGArERHRJ2rQoEH4888/ER8fr7DNuHHj4OrqipUrV+LUqVOIjIyEiooKateuDVtbW3Tr1k0m6GJhYYHz589j+vTpOHXqFA4dOgRzc3NMmzYNkydPVlg/sGXLlti7dy8WL16MS5cuITIyEmKxGKampmWqDenv7w8bGxssXrwYZ8+exY0bN6Cvrw93d3eMHz++2PqFbdq0gb+/P2bNmoUTJ07g/fv3sLKywvDhwzF27FiIRKJSj+Nj2L17N96/f4/atWvDzc2txPZ+fn5YsmQJjhw5gqdPn6Ju3bowNDTE6dOnsXnzZgQHB+P69es4f/48atasiVatWskEYmrVqoUjR45gzpw5uHbtGi5cuID8/Hzk5uaWOtiqqamJfv36CRMXDR48WOGx/fHHH2FhYYFFixbh9u3buHXrFho3bozVq1cjICAAFhYWcvt169YNGzduxNq1a3Hy5EnhpoKTk1OJwVZLS0vExMRg8eLFCAsLw6FDh6CiogJra2v06dMH48aN+2iTtNna2go3KO7cuaPwce8uXbogKSkJW7ZsQXh4OOLi4nDr1i2IxWIYGxujefPmGD16NPr37w9LS0u522jWrBlu376NLVu2YO/evYiLi8OlS5egq6uLRo0awd3dHWPGjJHJaC0ta2tr3LhxA/PmzcOhQ4cQGhoKfX199OzZE9OmTVM44722tjaioqKwZMkS7Ny5E+Hh4VBXV0fbtm0xZswY+Pr6lms88kjKDwAFGaLF1TOWF2yVN8nY27dvpZZLgrCFxcbGytw0yMrKkupXdHIubW1tjB8/HtHR0bh48SLS09NRs2ZN9O3bF+PGjYOjo6PCsefk5CA4OBjVq1fHoEGDFLYjIiKiT49I/KlMDUtERESkwJAhQ7B161YEBQUprG9IVFVCQkLg6+uLn376CX/++WdVD4e+AHv37kWvXr0wYcIELFmyRGnbtbe3R0xMDGzN6uHy7ClK2y4R0ZdObfAPVT0E+oywZisRERERUQX06tUL7dq1w/r16+VO2kVUFvn5+Zg9ezaMjIwwffr0qh4OERERlRGDrUREREREFbRy5UpkZmZi7ty5VT0U+swFBwcjPj4ec+fOhZGRUVUPh4iIiMqINVuJiIiIiCrI1tYWeXl5VT0M+gIMHDhQ7iRpRERE9HlgsJWIiIg+eVu2bJE72Q0REREREdGnhMFWIiIiIiKi/yEiYxNO9kJERFRJWLOViIiIiIiIiIiISAkYbCUiIiIiIiIiIiJSAgZbiYiIiIiIiIiIiJSAwVYiIiIiIiIiIiIiJWCwlYiIiIiIiIiIiEgJGGwlIiIiIiIiIiIiUgIGW4mIiIiIiIiIiIiUgMFWIiIiIiIiIiIiIiVgsJWIiIiIiIiIiIhICRhsJSIiIiIiIiIiIlICBluJiIiIiIiIiIiIlIDBViIiIiIiIiIiIiIlYLCViIiIiIiIiIiISAkYbCUiIiIiIiIiIiJSAgZbiYiIiIiIiIiIiJSAwVYiIiIiIiIiIiIiJWCwlYiIiIiIiIiIiEgJGGwlIiIiIiIiIiIiUgIGW4mIiIiIiIiIiIiUgMFWIiIiIiIiIiIiIiVgsJWIiIiIiIiIiIhICRhsJSIiIiIiIiIiIlICBluJiIiIiIiIiIiIlIDBViIiIiIiIiIiIiIlYLCViIiIiIiIiIiISAkYbCUiIiIiIiIiIiJSAgZbiYiIiIiIiIiIiJRAraoHQERERERERB+P+GUKcreuqephENH/ILXBP1T1EIgqHTNbiYiIiIiIiIiIiJSAwVYiIiIiIiIiIiIiJWCwlYiIiIiIiIiIiEgJGGwlIiIiIiIiIiIiUgIGW4mIiIiIiIiIiIiUgMFWIio3c3NziEQiiEQihISEKGzXqVMniEQibNmy5eMN7hMkOVZlMWTIEIhEIgwZMkTu+ry8PAwbNgwikQj6+vo4ffp0ie/n4uICkUiEqKgoqeW//vorRCIRfv311zKN8WNIT0/HihUr0KVLF9StWxcaGhrQ1dWFtbU1Bg4ciP379yM/P7/C7/PgwQOIRCKYm5vLrJOc7w8ePCj19iTHVCQSwcTEBDk5OQrbPnv2DGpqakL7HTt2lGMPyk7R+SA59z7363bLli3FXkMlycnJQVBQELy9vVG/fn1oaWlBW1sblpaW6NWrF3bu3Ins7GzlDvoLFRUVBZFIBBcXlwpvS9F5W5Xy8/Ph4OCA2rVrIz09XWG7qKgofP/992jatCkMDQ1RrVo1GBsbw9HREWPGjEFERATEYnGx73Xx4kWMGDECVlZW0NXVhY6ODho2bIjhw4fj/PnzFd6P9evXo02bNtDT04Oenh7atGmDDRs2lDiuiIgIuLu7o0aNGtDS0kLjxo0xbdo0vH//vtTvHxcXB3V1dYhEIjRs2FBum0ePHmH9+vXo2bMnzMzMhH8TbGxs8MsvvyAlJUVuv+TkZGzbtg39+/eHlZUVNDU1oa2tjcaNG2PcuHGl+n5PTk7GlClT0Lx5c+HYN2jQAP369cO1a9ek2krO+dL8PHr0SOj35s0bGBsbo02bNiUecyIiIvr0MNhKREoxbdo05ObmfpT3+hT/yK4KWVlZ8PX1RVBQEExMTHDq1Ck4OztX9bCU7vjx47CwsMD48eMRGRmJ+vXrw9vbG25ubtDS0sLOnTvh7e2Nr7/+uqqHWqzU1FQcOHBA4fqtW7ciLy/vI47o4/ocr9uYmBhYW1tj2LBhOHDgAIyNjdGtWzd0794dNWrUQFhYGAYOHIhGjRohIyOjQu9VWTc7iruB8CWqyptGgYGBuHbtGmbMmAEdHR2Z9ampqXBzc0OHDh2wadMmvH37Fu3atUPv3r3Rtm1bJCcnY/Xq1ejcuTPs7e3lvkd2djaGDx+Otm3bIjAwEGKxGG5ubujatStUVFSwefNmtGvXDsOGDSvXTYC8vDz4+voiICAAN2/eRIcOHdChQwfEx8dj5MiR6NOnj8IbW0uXLkXnzp1x9OhRNGvWDB4eHnjz5g3mz58PBwcHpKamlvj+2dnZ8PPzK/H/E/3790dAQAAOHjyIWrVqoUePHvjmm2/w4MEDLFiwAM2aNcP169dl+v30008YPHgwdu3aBW1tbXh6eqJDhw549eoVVq5ciebNm+PEiRMK3/fUqVOwtrbGwoULkZWVhS5dusDNzQ36+vrYvXs3Lly4INW+du3aGDx4sMKfJk2aAAAaNGiAevXqCf309fUxdepUXL58Gdu2bSvxuBEREdGnRa2qB0BEnz9tbW0kJCRg06ZNCAgIqOrh/E94//49vL29heDjiRMn0KhRI6k2d+7cqaLRKc/hw4fh5eUlZPAuWLAANWvWlGrz6NEjzJ8/H7t3766iUZbMwcEBV69exebNm+Hj4yO3TVBQEDQ0NGBtbY0bN2585BHKWrBgAaZMmYI6depU9VCqRExMDNq3b4+MjAx0794dK1asgIWFhVSblJQULF26FH/++Seys7Ohra1dRaP9PDg6OuLOnTtKOU7btm1DRkYG6tevr4SRVVxmZiamTZuGunXrwt/fX2Z9WloanJyccPfuXTRu3Bhr1qxBhw4dZNrdvHkTS5cuxV9//SX3ffr27YvQ0FAYGxtjy5Yt6N69u9T6I0eOYPDgwQgKCsKbN2+wd+/eMu3HypUrsW/fPnz11VeIjo4WzvmkpCQ4OTlhz549+PbbbzFmzBipfrGxsZg4cSJUVVVx8OBBdO3aFQCQkZEBT09PREZGIiAgoNinYABgzpw5uHHjBsaMGYNVq1YpbPfVV19h6dKlGDRoEIyNjYXlKSkp6N27N6KiotC7d2/cuXMHqqqqwnojIyPMnj0bw4cPx1dffSUsf//+Pb7//nv89ddf6Nu3L+7duwdDQ0Op97x9+za6desGVVVV7Nu3Dz169JBa//z5c5mbLo0bNy726YCmTZsCgPCESmFjxozBokWLMHXqVPTt2xcaGhoKt0NERESfFma2ElGFjR8/HkDBH0kVze6ikr18+RIdO3ZEZGQkmjRpgnPnzskEWoGCP/IaN25cBSNUjpcvX2LgwIHIy8vDuHHjEBgYKBNoBYD69etj3bp1CAsL+/iDLCUbGxvY2dnh2LFjePr0qcz66OhoJCQkwNvbW+YP/KpSp04dNG7cGPr6+lU9lI8uJycHvr6+yMjIgLe3N/bv3y8TaAUAExMTzJ8/H2fPnmUgpBQkj2srI0Bav359NG7c+JMJcO/YsQMpKSnw8/NDtWrVZNaPHTsWd+/ehaWlJc6fPy830AoAzZs3R2BgIE6dOiWzbuPGjQgNDUW1atVw9OhRmUArAHTt2hXHjh1DtWrVsG/fPgQGBpZ6H/Lz87Fw4UIAwMKFC6XOeQsLC2HdggULZLJbFyxYALFYjKFDhwqBVqDgMw8MDISKigr27t2Lv//+W+H7X7lyBb///jt8fX0V3pSS2LVrF3788UepQCtQcE1u374dAJCYmCiTabpixQrMnDlTKtAKALq6uggMDISenh5evXqFw4cPy7xnQEAAMjMzsWHDBplAK1CQxWppaVnsuAu7cOGCEAyWV+ZEU1MT/fv3x7Nnz7Br165Sb5eIiIiqHoOtRFRh7u7ucHZ2xrNnz7B06dJS93v37h02btyInj17wsrKCjo6OtDR0UGLFi0wbdo0pKWlSbWX1D6T1CXt0KGDVL0zSfZIaeoCKqpnWnh5UFAQ2rZtC319falanQ8fPsTChQvh6uqK+vXrQ0NDAwYGBnBycsL69euVUjtUkadPn+Lbb7/F5cuX0bp1a0RHR8PU1LRM+1heCQkJGDlyJBo0aABNTU3o6+vj22+/VVhbtPBj49HR0fDw8ICJiQlUVFRKVQd01apVSEtLQ82aNbFo0aIS23/77bcyy3Jzc7Fp0ya4uLjAyMgIGhoasLCwwKhRo/D48eMSt6lMw4YNQ15eHrZu3SqzbvPmzUKbkly7dg0DBgwQzj0jIyO4ubkhPDxcYZ/Hjx9j2LBhqFOnDjQ1NWFlZYVp06YhMzNTYR9FNVsr67qVeP36NWbNmoVWrVpBT08P2traaNGiBebNm6fwZk5ubi6WLVuGFi1aQFNTEyYmJvDx8UF8fLziA1mM4OBg3L9/H+rq6li7di1UVIr/71Lr1q2hpaWF/Px8WFpaQiQSyQR5Cvvhhx8gEokwefJkAAXX6uzZswEAs2fPljo+RYMwr169wi+//IJmzZpBW1sbenp6sLe3x6JFi2Q+zyFDhggBs4cPH8rUiCzqr7/+QseOHYVrxczMDMOGDUNCQoJUu/v378PAwAAqKio4cuSIzHaePn2KmjVrQiQSSQWJSvpufv36NebMmQMHBwfo6+tDS0sLlpaW6N27t8z7yCtLUdJxfPv2LapXrw41NbVir393d3eIRCKsWbNGYZuiJFmY8oJm//zzD4KDgwEUPGpfmhsqjo6OUq/FYjEWLFgAoCDo5+DgoLCvra0tRo0aBQCYP39+qWt+XrhwAc+fP4eGhobcYKePjw/U1dXx9OlTXLp0SVienZ0tBCf79+8v08/MzAzt2rUDAISGhsp97w8fPmDw4MEwNDQsNqO1NExNTVGjRg0AKNP3vLa2NqytreX2u379OqKjo1GvXj307du3QuOTkHzvS2qRyyM5n1avXq2U9yQiIqKPg8FWIlIKScbLokWL8PLly1L1iYuLg7+/P86ePYvatWvDw8MDTk5OePbsGebPn4/WrVtLbUtS+6xWrVoAADc3N6naZ4om0iiPsWPHYsSIEVBTU0O3bt3Qpk0bITixfft2TJkyBQ8ePECjRo3Qs2dPtGrVCleuXEFAQAB8fX0rZUKLe/fuoV27drh9+zY6duyIkydPymT1VJY9e/bAxsYGGzZsgLq6Otzd3eHg4ICYmBgMGjSo2CDhnj174OLigvv376NTp07o3LlzqbIA9+/fDwDo06dPubIG3717h86dO+P777/HtWvX0LJlS3h6ekJDQwPr1q2Dra0tYmNjy7zd8urfvz80NTURFBQkM849e/agfv366NSpU7HbWL58ORwdHREcHAxjY2N4enqiWbNmiIqKQrdu3TBnzhyZPn///TccHBwQFBQEkUgET09PNGrUCEuXLkXHjh3LXNexMq/b27dvw8bGBnPmzEFycjKcnJzQqVMnpKSkYMaMGWjXrh3evHkjNZ78/Hz4+vpiwoQJSEhIgLOzMzp27IiYmBg4OjriypUrZdo/4P/OPTc3N9SuXbvU/VRUVITHqxUFjN6+fYvt27dDRUUFP/zwAwBg8ODBsLGxAVCQBV34+Dg5OQl979+/Dzs7OyxYsAApKSlwd3eHq6srEhMT8fPPP8PJyQmvX78W2js5OQlBMx0dHZl6kRJisRiDBw9Gv379cObMGdja2qJnz57C+Wpra4ujR48K7S0tLbF582aIxWL4+fnh33//Fdbl5eWhb9++SElJwQ8//IA+ffqU6tjFxcWhRYsWmDVrFu7duwcnJyd4eXmhdu3aOHTokPBvTHFKOo7Vq1fHkCFDkJeXh3Xr1sndxj///IOjR4+ievXq8PPzK9XYk5KScOPGDZiamgrBusIOHTqE/Px8GBoays1GLY0bN24gKSkJAEo1Lkmb+/fv4+bNm1LrJAHoovWTJd+HzZo1g6ampsw2tbS00KxZM6m2QMGNOMmNEEVBYMlyRd+5M2bMwJ07d7BixQq5TzCURWpqqnAdlKUMSk5OjnBTtWi/Y8eOAQDat28PkUiEY8eOYfLkyRg5ciTmzp0rMzFWSTIyMoQbEcOHD1fYrlWrVjAxMcHly5fx7NmzMr0HERERVR3WbCUipWjTpg169uyJffv24bfffsOSJUtK7GNubo6IiAh06NBBKnMsIyMDo0aNwrZt2zBz5kwho0NS+8zFxQUvXrzAlClTlDKrtTzbtm3DuXPn5E665ObmBm9vbzRv3lxq+dOnT+Hu7o59+/YhJCQEvr6+ShvP3bt34eTkhBcvXsDHxwc7d+78aI8tx8fHY9CgQRCJRNi7dy969uwprHv48CE8PDwQFBQEFxcXuUGANWvWYPXq1UJgqTRyc3MRFxcHoCBrsDwCAgIQFRWF7t27y5QgWLZsGSZMmIA+ffrI1PSrLIaGhujRowf++9//Ijo6Gu3btwdQ8Dhseno6Jk6cWGwG5bFjxzBhwgQYGxtj7969Upm88fHxcHd3x6xZs+Ds7Cw1UZqfnx+Sk5PRu3dvbN26VQiiPHr0CK6urvjnn3/KtB+Vdd1mZmbC09MTjx8/xvTp0zFjxgyoq6sL2x4xYgT++9//YsKECUJGGACsXbsWYWFhqFWrFk6dOiVMOJObm4tx48aVKTtR4urVqwDKd+4NHz4cM2fOREhICJYsWSIEmSW2bduG9+/fw8PDQ5i0asuWLfj1118RFxcHb29vhZM79e/fHw8fPoSnpyeCg4OFSZhSUlLQpUsXxMTEYMyYMdi5cycAYMSIEejUqRP27t2LGjVqKMwoX79+PbZt24YaNWrgxIkTaNWqFYCCIOzs2bMxe/Zs9OvXDwkJCTAxMQEA9OzZE+PHj8fy5cvRt29fREVFQU1NDdOmTUN0dDTs7OxK9e8AAKSnp8PDwwNPnjyBn58fVq9eDV1dXWH9mzdvShU0L81xHDt2LFatWoVNmzZh5syZMt+ja9euFYLPhcdQnJMnTwIA2rZtK3e9JBBnZ2dXYpa0IpJtqKurC59PcWxsbKCuro7s7GxcvXoVLVq0KLGPJJhbXJmHevXqITY2VmhbuJ+BgQH09PQU9ivctrDz589jyZIl8PLyQr9+/UocZ0kWL16MvLw81KlTB998802p+wUGBiI1NRVaWlpSpRAACHW0DQwM0LlzZ0REREitnzlzJgYMGIDAwMBS/du8Z88evHv3DjVr1iwxAN+2bVscOHAAkZGRGDhwYKn3h4iIiKoOM1uJSGnmz58PNTU1rFmzBg8fPiyxvampKTp27Cjzx6e2tjbWrl0LNTU17Nmzp7KGW6xJkyYpnN2+devWMoFWAKhbt67wuLuyx33x4kW8ePECdevWxfbt2z9qfcjffvsNWVlZmDdvnlSgFSh4PFRSE3DFihVy+7u6upYp0AoU1GuVlGMoT5bTnTt38N///hd169ZFcHCwzDZ+/PFHuLu7IzExUe5j0JVFkgFcOFgYGBgIkUiEoUOHFtt31qxZEIvFWLdunUzJhBYtWgiBrZUrVwrLz507hytXrkBHRwdr1qyRylarX78+Fi9eXOZ9qKzrduvWrfjnn3/QvXt3zJ07Vwi0Sra9YcMG1KxZE9u3b5fK3ly2bBmAglnoJYFWAFBTU8OSJUvKlJkqkZKSAqB8556+vj4GDx6M7OxsbNy4UWa9JAhddIKhkpw9exaXLl0SjkXh2e5NTEywYcMGAAWlAApnmpaG5DyYOXOmVCBPJBJh1qxZaNmyJdLS0mT2548//kCbNm1w7tw5TJs2DeHh4Vi0aBH09fWxZ8+eUn9Pbdq0CY8fP0arVq2wefNmmSCnvr5+iVnfpWVlZYWuXbsiOTlZ5jzNzMzE5s2bIRKJMHr06FJvU5KtWfj8Kyw1NRUAhEB1UXFxcRgyZIjMz9mzZ4U2knPSyMgIamol50qoqanByMhIqq+EtbU1rK2tZerdvnv3DgCkzq2iJJ/N27dvK9wPKLiRMmTIEOjr62Pt2rXF7lNpRERECOfzn3/+KfU9Upz4+Hj85z//AVCQZVv0JokkW3/jxo04f/48Vq5ciSdPniA5ORmbN29G9erVsXPnTowbN65U7yf5N0BRjd/CJNnEMTExCtusX78e9vb2pfr5EibPJCIi+tQxs5WIlMba2hrDhg3Dhg0bMGPGDGzbtq1U/c6fP4/o6Gg8evQIGRkZwiP46urqSElJwevXrz/6pEG9evUqdn1WVhaOHz+OK1euIDk5GVlZWRCLxcIfnXfv3lXqeGxtbfHPP//g6dOn6N27N/bu3VvqPyIrIj8/XwhGKnoc2MHBAbq6uoiNjcWHDx9kHj8t6VhWhvDwcIjFYnTt2lVhppWLiwvCw8Nx/vz5cj/aW1YdO3aEmZkZ9uzZg5UrV+Lx48e4ePEiXF1dhSxHeVJTU3H58mVoaWnBw8NDbhtJtuj58+eFZZLHhLt06SK35ISXlxf09fVlHs0vDWVft5Kaj4rOM11dXTg4OCA8PBxXrlzBd999hydPnuDevXsAIDfjS1NTE71791Z4I6CyjBs3DmvXrsX69esxZcoUITgWGRmJv//+G9bW1ujcuXOZtln4sywaCAIAe3t72NjYIC4uDqdPn8aAAQNKtd1///1XyG4uXFpAQnIjYMKECTh16hR++eUXYV21atWwa9cu2NnZ4Y8//sC6desgFosRGBhYpomCJCUKhg8f/lGyzMePH4/w8HCsWrVK6rwJDg7G69ev0blzZ7nlABR58eIFAJS7rMvjx4/l1nJ2cXGRKiNRVorK2RQ3SdXHNmXKFCQmJmLr1q1leuRfnvj4ePj6+iIvLw9jx44tdZbsv//+Cw8PD7x//x6enp6YMmWKTBvJsczJycGqVavg7+8vrBs6dCh0dHTQp08fbNq0CVOnTi32+/zevXs4c+YMgNLV6ZacV5LzTJ5nz54VG4wlIiKij4vBViJSql9//RU7duzAzp07MWnSJLRs2VJh2+TkZPj4+Ehl78jz9u3bjx5sLe4PpYsXL6JPnz549OiRwjZFs3cqqmXLllizZg26dOmCQ4cOoUePHti3b1+lZ7i+fPlS2BfJY6AltS86y3Nxx1IRY2NjqKioID8/H8nJyWXuf//+fQAFWaMlzcZdNOurMkkm6pk9ezZ27dolBD1K+oM7KSkJYrEYmZmZJX7mhfdHkuFYeFbxouMxNzcXSjaURmVdt5LPbNCgQRg0aFCxbSX7KNm/GjVqKHzkW9G+F8fExASPHz8u17kHFNx4+u6773Ds2DGEhYUJNxwkWa2SCbLK4smTJwCK358GDRogLi5OaFuW7RobG6N69eoKt1u4bWFmZmZYuXIlBgwYgLdv32LUqFElziRflORJiMaNG5epX3l17twZTZo0waVLl3Dt2jXY29sDKH/WseRmhaLjJ5msSdF3Tffu3aUCo506dUJkZKTcbbx69Qq5ubklZrfm5ubi1atXABRn1BYluTGVnp6usM379+8BSO9reftFRUVh1apVcHd3L3V9XEX+/vtvdOrUCWlpaRg6dCiWL19eqn7Pnz9Hx44d8fDhQ7i5uWH37t1yr03JPlarVk3u93Xv3r0xevRopKam4tSpU8U+qSDJam3btq3CbOjCJMescEZ/UXXq1IGdnV2J2wIKnvwobnJEIiIiqjgGW4lIqerUqYPx48djwYIFmDp1qpCtJs+IESNw9uxZtG3bFrNnz4aNjQ0MDQ2FR+rq1q2LZ8+eKX2yKcnj6cXR0tKSuzwjIwPe3t548eIFhg4dilGjRqFhw4aoXr06VFVVkZCQAGtr60qZIOvrr7/G8ePHhZnnvb29ERoaKnciE2UpfKzkZb0VJS8QqOhYFkdNTQ0tW7bE9evXceXKlRKDb0VJxt2qVSthwhxF2rRpU+bxVcTQoUMxZ84cbNiwAQ8fPoS+vr5MeYaiJPujq6tb5kCWslXWdSvZR0WZm4WZmZmVb/ClZG9vj8ePH5drci2J8ePH49ixY1i9ejV69eqFx48f48CBA9DV1ZU7Y/3nSiwWCzVigYJHnXNyckp8NLoqiUQijB07Fj/88ANWrVqFoKAgXLhwAbGxsTA3Ny9zpruBgQEAxTfZ7OzssH37dsTExCA/P79cdVslAeHs7GzExsaWWE/4+vXryMnJkepbEsmNseJuJD5+/FiqbeHf09LS8O7dO7lPE8jrFxYWBrFYjEePHsnUcU5LSwNQEOCXrFu2bJncerUJCQlwdXVFcnIy/Pz8sGnTplLdzEhOToarqysSEhLQqVMnhIWFKbyZJcnUrlevnsJAt4WFBVJTU4udyCovL0946qe4ibEKkwTzi7t5NXLkSIwcObJU27O3t2cWLBERUSVjsJWIlO7nn3/Ghg0bEB4eLjwqV1R6ejrCw8OhoqKC8PBw4Y/VwuufP39erveXPF4veaS/qNLUk1XkzJkzePHiBezs7KTqbkokJiaWe9ul4ejoiBMnTuC7777D0aNH4eXlhf3791dawLVGjRrQ0tJCZmYmFi9eLGRXfQxeXl64fv06du3ahT/++KNMWbySLNx27dopnBW+qpiZmcHV1VXIXAsICCgxIC3ZH5FIhM2bN5c6WCPJMpbMsC1PWa6Hyrxu69Wrh7///hvDhw8vdekJyf6lpqbi/fv3crNbi9t3Rby8vBAWFoZjx47hxYsXJQZ/5enSpQsaNWqEqKgo3Lp1C8HBwcjLy8OgQYMUZkAWR7KvkgxgeSTrimaXl2a7kix2eWMrbrsLFy5EeHg4mjRpAgMDA1y4cAE///xzqSfHAgrqB9+5c0fITvwY/Pz88Msvv+Cvv/7C4sWLhe+JUaNGlTkYKqntK6nrWVT37t0xceJEvH79GuHh4eUqW2JjYwNzc3M8ePAA27ZtKzHYKgnomZubl2pyLABCZuStW7fkloTJzMzErVu3pNoCEOq/ZmRk4OrVq+jQoYPMtiWTzsnLvrx586bCMX348AGnT58G8H8B2MISExPRoUMHPHv2DAMHDkRQUFCpPr+UlBS4urrizp076NixIw4cOFDsv6OSgLWizxj4v9q8xU2sduzYMTx58gS6uroKS6YUJXnP8nwPERERUdXgBFlEpHT6+vpCXb/JkyfLbfPmzRvk5eWhevXqMgEbANixY4fCzDhJMDU3N1fu+sJBiezsbJn1xWXblkTyWKai2Zp37NhR7m2XloODAyIiImBkZITjx4/Dw8Oj0h4JVFVVFWpL7t69u1LeQ5GxY8dCX18fycnJ+Pnnn0tsHx0dLfwumUn6wIED+PDhQ6WNsbz8/f1hbGwMY2PjUmU31a1bFy1btsS7d++E+pal4ezsDKCgJqbk3C3swIEDcgMYilTmdSv5zMpynpmamgoZZ8HBwTLrs7KyyjVZ14ABA2Bubo7s7GyMGjWqxGz4a9euyVyDkuxJAFiyZAk2bdoEQPEj6iUdH0l239GjR+XWboyNjcX169ehoqIiNYFaSds1NTUVygRs2bJFZr1YLBaWFw2iRUdHY/r06dDW1saePXuwa9cuGBkZYenSpdi/f7/c95OnS5cuAAoer87Lyyt1P3lK2l8JHR0dDB8+HB8+fMD8+fMREhICTU3NUmcbFiYJIN6+fVvu+oYNGwqBtZ9++qlcNZJFIpFQS3T9+vVC8FKe2NhYrFu3DgAwderUUpesaNu2LWrXro2srCzs3btXZv3evXuRnZ2NunXrSj0RoK6ujm7dugGQfx0+fPhQqCXdo0cPYfmyZcsgFovl/pw6dQpAQQkLybKi2a///PMPOnTogKdPn2LgwIHYunVrqQKtqampcHV1xa1bt9CxY0ccPHiwxBte7u7u0NbWxps3b+RmvCckJAg3rhwdHRVuR1LWpnfv3sUGZQuTBKNLm6FMREREVY/BViKqFKNHj0b9+vVx6dIlXLhwQWZ9rVq1YGhoiLS0NGzfvl1q3cWLFzF16lSF2zY1NQUAIcOmKDMzM1hZWSEtLQ0LFy6UWhcVFYWZM2eWdXcEkvpqkZGRMn9Yb9iwAbt27Sr3tsvCzs4OkZGRMDY2RkREBLp3746MjIxKea9Zs2ZBXV0d//nPf7B161a5gaebN29i3759Sn1fY2NjbNu2DSoqKli+fDlGjBght4bmkydPMGbMGHh7ewvLbG1t4ePjg8ePH6Nnz55ysxvT09Oxc+fOYicdqSy9e/dGamoqUlNT4eDgUKo+8+bNA1BQhuDgwYMy68ViMS5duoTjx48Ly9q3bw87Ozu8f/8eo0ePRlZWlrDu8ePHmDRpUpnGXZnXrb+/vzB52M8//yw3M/358+fYuHGj1LIff/wRQEG96MIT/+Tl5WHSpEl4+vRpqfatsGrVqmH37t3Q1NREaGgovL29kZSUJNPu1atXmDFjBtq1ayd1bCUks6xv3rwZycnJ6NChA5o2bSr3PUs6Pk5OTmjTpg0yMzMxcuRIqes9NTVVeIS4b9++UvWVTUxMoK6ujufPn8sNuAMQzoO5c+dK1e8Vi8WYN28erl+/DgMDA3z//ffCupSUFPTr1w95eXlYvXo1mjVrhnr16mHr1q3CpFqlzSoeMWIETE1NERsbi++//16m9ufbt28RERFRqm2VdBwLGzNmDFRUVLBkyRJkZ2ejX79+5ZrkShKElvdvncTq1avRsGFDJCYm4ptvvhGyNYt68OCBUIu4KH9/f3h6eiInJ0eo313U0aNH4ebmhpycHHh6ekp9ZhKNGzdG48aNcfnyZanlKioqwo2tn3/+WeqcT0pKEoK9U6dOlQlqTpkyBSKRCEFBQVI3hDIyMjB8+HDk5eXBx8dHaXV5k5KS0KFDBzx58gSDBg0qdaD11atX6NixI27evIlOnTqVKtAKFNRsnThxIoCC7OfC3ysvX77EiBEjkJ+fD0dHR3z99ddyt5Gamip8d5clqC85r1xdXUvdh4iIiKoWywgQUaXQ0NDAnDlzMGTIELlBQFVVVcycORMTJkyAn58fVq9eDUtLSzx69Ajnz5/HwIEDcebMGbmPOPv4+CAoKAiTJ09GREQEatasCZFIhGHDhuGbb74BAPz+++/o1asXZs6ciX379sHKygr3799HTEwMZsyYgTlz5pRrv2xtbYVH921tbeHi4gIjIyNcv34dd+/exS+//ILffvutXNsuq1atWuHkyZPo2LEjTp48CXd3dxw+fBg6OjpKfR87Ozvs2LEDQ4YMwZAhQzB9+nQ0bdoUJiYmePXqFeLj4/Hvv/+iT58+JdYeLStPT08cOnQIfn5+CAwMxNatW+Hg4AAzMzPk5ubin3/+QVxcHMRiscwfuEFBQUhLS8ORI0dgbW0NGxsbWFhYQCwW48GDB4iLi0N2djbu3LnzWTye6eHhgeXLl2PixInw9PREw4YNYW1tDX19faSkpCAuLk7IAv7uu++Eftu3b4eLiwv++usvnDlzBk5OTsjIyMDJkyfRsmVL1KhRo9ggUWGVed3q6Ojg8OHD6N69OxYtWoQNGzagZcuWMDU1RUZGBhISEnDnzh3UrFlTKoA0evRonDhxAgcPHoSNjQ06dOgAQ0NDXLp0Cc+ePcOoUaOwdu3aMh/v1q1b48yZM/D19cXBgwdx6NAh2NrawtLSEioqKnj48CGuXr2KvLw8WFpayi1zoauri6FDh2LZsmUAip94yc3NDTo6OggLC4OTkxOsrKygqqqKdu3aCZPtBAcHw9XVFfv374eFhQW+/fZb5OTk4NSpU3j79i3s7OxkymZUq1YNnp6eCAkJQatWreDk5ARtbW0AELJtR44cifPnz2P79u1wcHCAs7MzatasiZiYGNy9exdaWloIDg4WJlrKz8/HwIED8eTJEwwePFiqBm337t3x008/4c8//0SfPn1w9uzZEuu36urq4sCBA3B3d0dQUBBCQ0PRrl076Orq4vHjx4iNjYWjo2OpSgyU5jhKmJubw9PTE2FhYSV+PsWxsLBAy5YtcePGDdy5c0fupEeGhoY4d+4c+vfvj8jISLi4uMDU1BStWrWCgYEBMjMzkZiYiPj4eIjFYrRo0ULmRoxIJMLu3bsxcuRIbN26FR4eHmjYsCFsbGwgEokQFxcnlLIZNGgQNm7cKDer9e7duwAg99/msWPH4syZMwgNDUXz5s2FYx4REYGMjAz06tULP/zwg0w/Ozs7/Pnnn/jpp5/g7u4unEPR0dF49uwZrK2thWxbZZDcTJNcd4omGRwxYgScnJykXt+4cQMikQhGRkYYNWqU3H7e3t5SN/AAYPr06bh69SqOHDmCJk2a4Ouvv4aamhouXryIV69ewczMDH/99ZfCMW/fvh05OTlo3Lix8H+VksTGxuLly5dwdHREnTp1StWHiIiIqh6DrURUaQYNGoQ///wT8fHxctf/+OOPsLCwwKJFi3D79m3cunULjRs3xurVqxEQEKBw1u1u3bph48aNWLt2LU6ePCn8wejk5CT8AdOzZ08cOnQI8+fPR2xsLBITE9GiRQv89ddf6N27d7mDrQCwZ88eLF++HNu2bcPZs2ehqakJBwcHrFixAlZWVh8t2AoALVu2xKlTp9CxY0ecPn0aXbt2RXh4eKkfTywtX19ftG7dGitWrMCJEydw7tw55OXloVatWmjYsCHGjBlT6jqbZdW1a1ckJSVh06ZNCA8PR3x8PGJiYqCmpgZTU1MMGDAAffv2hbu7u1Q/PT09HD9+HLt27cKOHTtw7do1XL9+HdWrV0edOnUwYMAAeHp6Co9Qfw7GjRsHV1dXrFy5EqdOnUJkZCRUVFRQu3Zt2Nraolu3bjITaDVt2hRXr17FrFmzcOTIEYSFhcHU1BRjx47FzJkzZY5bSSrzum3WrBlu3LiBdevWITQ0FDdu3MCFCxdQo0YNmJqaYtKkSVKPIQMF2Xj79u3DihUrEBgYiKioKOjq6sLJyQmhoaGIjY0tV7AVKAi4JiQkYPv27di/fz9iYmJw69YtiEQi1KlTBz169ICPjw98fHwUBhTd3NywbNky1KtXD15eXgrfq1atWjhy5AjmzJmDa9eu4cKFC8jPz0dubq4QJLS0tERMTAwWL16MsLAwHDp0CCoqKrC2tkafPn0wbtw4uVl669evh7GxMY4cOYKQkBBh4iRJsFUkEmHbtm3o2rUrNmzYgGvXriE9PR21a9fGkCFDMGXKFFhbWwvbmz9/Po4fP46mTZtizZo1Mu+3YMECnDt3DhcvXsTkyZOxdOnSEo+1ra0t4uPjsXz5cuzfvx9RUVHIz89HnTp14OnpWezs7mU9joW5ubkhLCwMbdu2LfVs7vKMGTMG/v7+2LJli8wTFRI1a9ZEREQEIiMjERwcjHPnzuHMmTPIyMiAnp4eLCws4O/vj169esHV1VVupqaGhga2bNkCf39/bNq0CWfOnMGRI0cgFotRp04dDBkyBCNGjEC7du3KtR+qqqoICQnBxo0bsWnTJqG2dLNmzTB8+HD4+/srLEswYcIEtGjRAn/++ScuX76M9PR01K9fH1OnTsXUqVPlTpxVXpIs7aysLJks+8JcXFykgq2SfmKxuNiSJebm5jLBVnV1dRw6dAjr16/Hli1bcP78eeTm5sLCwgIBAQGYOHEijIyMFG4zKCgIgOLAsDySEh6jR48udR8iIiKqeiJxZUyZTUREREQYOHAgdu7cifnz5xdbZoGqhpOTE86dO4fg4GD069ev3NvJyMiAubk51NTU8ODBA6F2LFF5ffjwAfXq1UO1atWQlJRUpkkii2Nvb4+YmBjYmtXD5dlTlLJNIqKyUBss+4QE0ZeGNVuJiIiIKkF8fDx27doFXV1doaYqfTqOHDmCc+fOoX79+hXOzNfW1sZvv/2GZ8+eYcOGDUoaIf0vW7lyJVJTU7FgwQKlBVqJiIjo42CwlYiIiEiJRowYgX79+qF9+/bIzc3F9OnTi328mD4eyWRGPj4+Qo3pRYsWlVhXtjSGDx8Oe3t7zJs3T2aSL6KyePPmDX7//Xc4OjrCz8+vqodDREREZcSarURERERKFBgYCBUVFdSrVw+TJk3C5MmTq3pI9P+9e/cOgYGBUFNTg6WlJSZOnIg+ffooZdsqKiq4evWqUrZF/9v09fXx8uXLqh4GERERlRODrURERERKxHL4ny5zc3N+PkRERERUqRhsJSIiIiIi+h8iMjbhJDVERESVhDVbiYiIiIiIiIiIiJSAwVYiIiIiIiIiIiIiJWCwlYiIiIiIiIiIiEgJGGwlIiIiIiIiIiIiUgIGW4mIiIiIiIiIiIiUgMFWIiIiIiIiIiIiIiVgsJWIiIiIiIiIiIhICRhsJSIiIiIiIiIiIlICBluJiIiIiIiIiIiIlIDBViIiIiIiIiIiIiIlYLCViIiIiIiIiIiISAkYbCUiIiIiIiIiIiJSApFYLBZX9SCIiIiIiIiochkZGeH169fQ0tJCkyZNqno4REREn53GjRtj586dxbZR+0hjISIiIiIioir0/v17AEBmZiZiYmKqeDRERERfJgZbiYiIiIiI/geIRCIAgKqqKmxsbKp4NERfrjt37iAzM5NZ5ESVrCqutcaNG5fYhsFWIiIiIiKi/wHNmzdHTEwMbGxscO3ataoeDtEXy97eHjExMWjSpAmvNaJK9Klea5wgi4iIiIiIiIiIiEgJGGwlIiIiIiIiIiIiUgIGW4mIiIiIiIiIiIiUgMFWIiIiIiIiIiIiIiVgsJWIiIiIiIiIiIhICRhsJSIiIiIiIiIiIlICBluJiIiIiIiIiIiIlIDBViIiIiIiIiIiIiIlYLCViIiIiIiIiIiISAkYbCUiIiIiIiIiIiJSArWqHgARERERERFVPn9/fzx79gx16tSp6qEQfdF4rRF9HJ/qtSYSi8Xiqh4EERERERERERER0eeOZQSIiIiIiIiIiIiIlIDBViIiIiIiIiIiIiIlYLCViIiIiIiIiIiISAkYbCUiIiIiIvrC7dmzBy4uLjA0NISOjg5sbGywaNEi5OTkVPXQiL4Id+/excqVKzFkyBC0aNECampqEIlEmDdvXlUPjeiLkJOTg8jISPznP/9B69atYWBggGrVqqF27drw9PTE4cOHq3qIArWqHgARERERERFVnh9//BHLly+HmpoaXF1doauri5MnT+Lnn3/GwYMHcfz4cWhpaVX1MIk+a2vXrsXy5curehhEX6zTp0+jc+fOAIDatWvDyckJOjo6uH37Ng4ePIiDBw/C398f69atg0gkqtKxMrOViIiIiIjoCxUWFobly5dDV1cXly5dwrFjx7B3714kJiaiRYsWOHv2LGbMmFHVwyT67DVv3hyTJk3Czp07cefOHQwaNKiqh0T0RVFRUYGPjw/OnDmDZ8+e4dChQ9i1axfi4+Px119/QVVVFRs2bMD27dureqgQicVicVUPgoiIiIiIiJTP0dERV65cwbx58zBt2jSpdWfPnkX79u2hoaGBFy9eQF9fv4pGSfTlGTJkCLZu3Yq5c+di+vTpVT0coi/eiBEjEBgYiI4dOyIiIqJKx8LMViIiIiIioi/QkydPcOXKFQBA//79ZdY7OTmhXr16yMrKQnh4+MceHhERkdLY2toCAB4/flzFI2GwlYiIiIiI6IsUGxsLADAyMoKFhYXcNg4ODlJtiYiIPkeJiYkAgDp16lTxSBhsJSIiIiIi+iIlJSUBAOrXr6+wTb169aTaEhERfW6eP3+OLVu2AAB8fHyqdjBgsJWIiIiIiOiL9O7dOwCAjo6Owja6uroAgLdv336UMRERESlTbm4uBg4ciDdv3qBFixYYOXJkVQ+JwVYiIiIiIiIiIiL6/AQEBCAyMhLGxsYICQmBurp6VQ+JwVYiIiIiIqIvkZ6eHgAgPT1dYZv3798DAKpXr/5RxkRERKQs48ePR2BgIAwNDXHixAk0atSoqocEgMFWIiIiIiKiL5K5uTmA4mdmlqyTtCUiIvocTJw4EStWrICBgQGOHz8OW1vbqh6SgMFWIiIiIiKiL5DkD8+XL18qnADr6tWrAAA7O7uPNi4iIqKKmDx5MpYsWQJ9fX0cP34cDg4OVT0kKQy2EhERERERfYFMTU3RunVrAEBwcLDM+rNnz+Lx48fQ0NCAu7v7xx4eERFRmU2ZMgV//PEH9PX1ceLECeHfuU8Jg61ERERERERfqF9++QUA8PvvvyMmJkZY/vLlS/zwww8AgDFjxkBfX79KxkdERFRa06dPx8KFC2FgYPDJBloBQCQWi8VVPQgiIiIiIiKqHOPHj8eKFStQrVo1dOzYETo6OoiMjERaWhratWuHEydOQEtLq6qHSfRZi4mJEW5gAMA///yD1NRUmJqa4quvvhKWh4aGok6dOlUxRKLP2oEDB+Dl5QUAcHBwQLNmzeS2q1GjBhYvXvwxhyaDwVYiIiIiIqIv3O7du7F69Wpcv34dOTk5aNCgAQYOHIgJEyZAXV29qodH9NmLiopChw4dSmyXlJTECemIymHLli0YOnRoie3MzMzw4MGDyh9QMRhsJSIiIiIiIiIiIlIC1mwlIiIiIiIiIiIiUgIGW4mIiIiIiIiIiIiUgMFWIiIiIiIiIiIiIiVgsJWIiIiIiIiIiIhICRhsJSIiIiIiIiIiIlICBluJiIiIiIiIiIiIlIDBViIiIiIiIiIiIiIlYLCViIiIiIiIiIiISAkYbCUiIiIiIiIiIiJSAgZbiYiIiIiIiIiIiJSAwVYiIiIiIiKiSmZubg6RSIQHDx5U9VA+CYmJidDQ0IBIJIKqqipu376tsG1KSgrU1dUhEomkfg4dOlShMUg+E8lPYQ8ePJBa5+LiUqH3+tIUd+xKUvRzLPyjpaUFMzMz9OzZE3v37oVYLK6kPagcn+p5k5qaCl1dXWFcZ86cqeohfdEYbCUiIiIiIiKij2rChAnIzs4GAPj6+qJp06YK2+7YsQM5OTkyy7ds2VJZw/tkubi4SAXzvrTg/YcPH/Do0SOEhoaiV69e+O6775Cenl7Vw/rs1ahRA6NHjxZejxs3Dvn5+VU4oi8bg61ERERERERE9NFERETg8OHDwutp06YV237r1q1ylx88eBCvXr1S6tgkdHR04OPjI/w4OztXyvsQ0LVrV/j4+MDDwwNmZmZS6yIiIjBq1KgqGtmXZdKkSVBXVwcAxMXFYfPmzVU8oi8Xg61ERERERERE9NEsXrxY+N3e3h4tWrRQ2DY2NhZxcXHC62rVqgm/Z2dnIzg4uFLGaGJigpCQEOFn9uzZlfI+BKxZswYhISE4cOAA7t27Bz8/P6n1O3bswIsXL6podF8OExMTuLu7C6+XLFlShaP5sjHYSkRERERERFSF/v33X4wdOxZWVlbQ1NSEvr4+2rVrh/Xr1yMvL09hv5s3b8LHxwc1atSAtrY2WrRogWXLliE/P/+TrRGbkJCA48ePC68HDRpUbPuipQJ+/fXXYtcXdf78ebi7u8PQ0BA6Ojqwt7fHhg0bSqwFWlLtzaioKKn1Q4YMkdlGSXVN79y5g1GjRqFZs2bQ09ODmpoajI2NYW1tDW9vb8ybNw/37t0D8H/lA06fPi21DQsLi2LLCmRmZmLdunVwc3ND7dq1oa6uDn19fTg4OGD27Nl4+fKl0o9dRaipqcl8xmKxGFeuXCn1Nv744w+pY7JmzRqZNvn5+TA1NRXaGBoaIjMzU1i/cuVKDB48GHZ2djA1NYWOjg40NDRQq1YtODs7Y9GiRXj37l2Z9k0Z5wxQsc904MCBwu937txBREREmfaBSklMRERERERERJXKzMxMDECclJQktfzy5ctiIyMjMQBx/fr1xX369BF36dJFrKmpKQYgdnNzE2dlZclsLyoqSqylpSUGIG7QoIG4b9++4s6dO4vV1dXFffr0Ufh+VW3+/PliAMLPrVu3FLbNzs4W16hRQ2iro6MjTk9PF7dp00ZqG/Hx8XL7b9++XayqqirVVvLTp08fsampqdSywpKSkqTWOTs7S60/deqU1PrBgwfLvL/kM5C3/ejoaOEzLu5n5cqVYrFYLHZ2di6xbdHP+/bt2+JGjRoV27527dri8+fPK/XYlaS4MYvFYnF6erpMm+Dg4FJvPzk5Wayuri70bdOmjUybEydOSG1/zJgxUut1dHRKPNZmZmbiR48eSfUr7ryp6DkjFlfsMxWLxeK0tDSxSCQS2o4cObIUR5TKSq3YSCwRERERERERVYqsrCz4+vri1atXCAgIwIoVK4TH5O/fv4+OHTvi2LFjmD17Nn777TehX2ZmJgYMGIDMzExMnDgRixYtgopKwYOrt2/fhqur6yf72HXhTDoDAwM0adJEYduDBw8iNTVVeO3p6QltbW3069cPly5dEpZv2bJFqjQBANy7dw/ff/+9VGZwzZo10apVKyQmJmLXrl3K2J1ymzt3Lj58+CC8trW1Rb169ZCWloanT58iKSlJauzOzs6oUaMGTp8+LXVMunbtCm1tbeG1jo4OAOD169f47rvv8O+//wrrGjZsCGtra7x48QJXr14FADx//hweHh64ceMG6tatC6Dqj11MTIzMsjp16pS6v4mJCby9vbF7924AwKVLl5CYmAgrKyuhzfbt26X6+Pv7y2xHT08PjRo1EjJ73717h7i4OCFz9OHDhxg7dizCwsJKPbaKqMhnKqGvr4+mTZvi1q1bAMDM1spS1dFeIiIiIiIioi+dvEzT7du3iwGI69atK/7w4YNMn5CQEDEAsZ6enjgzM1NYvm3bNiGzLjs7W6bfqlWr5GYNJiYmikeOHCm2tbUVq6mpic3MzBSONzExUdy1a1exjo6O2NjYWDxq1Cjx+/fvy7XvhVWvXl0YW9u2bYtt6+HhIZWxd/DgQbFYLBY/e/ZMrKKiIpXJl5OTI9V3zJgxUn2/+eYb8du3b8VisVicm5srHjhwoExGYGGVndlqZWUlLB82bJhM39evX4v37NkjvnDhgtTyohmuijKXp0+fLtXu999/l1ofHBysMLOzoseuJEX7SvYhKytLfOHCBXHTpk2l1hsYGMi9PooTEREhtY3p06cL69LT08W6urrCuq+//lqmf2xsrDg3N1dmeVZWlvibb74R+qqpqYnfvXsnrK/MzNaKfKaF9e3bV6rdq1ev5Laj8mNmKxEREREREZECkydPxoEDB8rcb9OmTXByciq2TVRUFACgb9++0NDQkFnfs2dPGBoa4vXr17h27RratWsHAELdTl9fX6kJoyQGDBiAMWPGyCy/desWDh06BEdHR4jFYrx+/VruuN68eQNXV1fUrVsXe/bswatXr/DTTz/hxYsX2Lt3b7H7VJzMzEy8fftWeF2jRg2FbV+8eIEjR44Ir42MjODm5gYAqF27Njp06IDIyEgABZl8R48eRffu3YX2J06ckNrezJkzoaenBwBQVVXF77//jh07dpR7XyrKzMwMiYmJAICjR49i0aJFaNq0KRo0aIAGDRrAwMAAvXr1Kvf2Q0NDpV5fuHBBantFawEfPHgQK1euBPDxj52FhUWx63///Xep62PWrFlCZmZRa9euhYmJCVxdXdGwYUOh5u2OHTswZ84ciEQihIaG4v3790IfeVmtpqammD9/Po4fP46EhASkpaUhOztbpl1ubi7u3buHVq1alWZXK6Qin2lhRa+7Fy9ewNDQUIkjJQZbiYiIiIiIiBR4+vQp7t69W+Z+hYM5ijx58gSA4mCTSCSChYUFXr9+LbQFIDxGbG5uLrefgYEB9PX18ebNG6nlHh4e8PLyAgAEBATg6NGjcvuvX78eKSkpuHr1KmrWrAkA0NLSgo+PD65duwZ7e/sS902eosHd6tWrK2y7Y8cO5ObmCq99fHykAsv9+vUTgq1AQSmBwsHWhw8fSm2vRYsWUq+/+uorGBgYIC0trUz7oCzTp09HdHQ0srKy8PTpU/z888/COnV1ddjb26N///7w9/eHurp6mbeflJQk9Xr//v3Ftn/8+DHy8vKgqqr6yRw7PT09LFy4ECNHjpRafvr0aZmJwiQWL14MExMTiEQijBgxAlOmTAFQMOFZdHQ0vv32W6kSAvr6+ujTp4/UNv7++284OzsjOTm5VOMsep1Vlop8poUVve5evXqlnAGSgMFWIiIiIiIiIgV27NhRpRmQxVE0W7midZK6riUJDw+Hq6urEGgFCuql6urq4tChQ+UOthoYGEi9LpzlWtTWrVulXu/Zswfh4eHC65ycHKn1Bw8exKtXr2BkZFSusVVU4cCwRHHBOmdnZ9y4cQNr1qxBZGQk7t69K+xTdnY2Lly4gAsXLuDkyZPYt29fpY1bIj8/H5mZmdDV1a309ypKUndWJBJBU1MTNWvWhL29PTw8PISM2vIYOnQoZsyYIRzX7du3o1GjRlJ1SgcMGCBV8xYAJk2aJPXZaWlpoU2bNjAyMoJIJMLVq1elAtJisbhc4yvrOVNWij7TosFhZrUqH4OtRERERERERFXgq6++AlAwGZYikmw2SdvCvz948EBunzdv3lQo6/D27dvw8/OTWqampoZGjRrhzp075d6utrY29PT08O7dOwCQmuipsGvXriE+Pl5qWVpaWrH7lJ2djeDgYKF8Qv369ZGQkCCsv3nzptRkQU+fPq3QMSqabSqZNEni6tWryMzMLHYbjRo1wrJlywAUBN6ePXuGuLg4TJkyRXhMPjQ0FA8ePBCymIsLsBdmYWEhbEMkEuHJkyelnmSqso9dUWvWrFGYpS2PpPxGSWrWrAkvLy+EhIQAKAjYW1hYSD1uL6+EQHR0tPC7hoYG/v77b9SvX19Y5ubmJpP9WxoVPWcq8pkWVvS6q127dpm3QcUr3W0tIiIiIiIiIlIqFxcXAMCuXbukZqaXCA0NxevXr6GnpyeVTfrtt98CKAgeycuOCw4OrtC4Xr9+LZOFChRkwFX0kePC+3H79m25WYFbtmwp17YL9+vUqZPUurlz5wqlHfLy8jB16tRyvYdE0Vnez549i5s3bwIoqCH7ww8/lDjW8PBwZGVlASgIZterVw/du3eHjY2NVNvnz58Lv2tpaUmtK1xeojBPT0/hd7FYjNGjR8vNJL5x4wZmzJiBdevWCcsq+9h9TIWDqW/evMHcuXOF146OjjLHGpDOmlZRUZE65qGhoVKZsWVR0XOmIp9pYYVvZDRo0ICZrZWAwVYiIiIiIiKiKuDr64v69evj6dOn+Omnn6QCp0lJSZg4cSIAYOzYsdDU1JTqV6dOHTx48ADTpk1Dfn6+sO7vv//GnDlzPt5OlJGrq6vw+5s3b2QyZSUZqoXFx8dDLBbL/OTk5MDY2Fhod+3aNSF49eOPP0pNqnT27Fk0bNgQXbp0QaNGjbBt27YK7Ye5uTkaNmwovH7//j1sbGxgZmYGU1NTXLlypdj+YWFh6NatG4yMjODg4IDu3bvDy8sLzZo1k9p/NTU1WFlZCa8bN24stZ0ePXrAw8MDvXr1kqr7OnHiRKmMxdDQUHz11VdwdnaGl5cXnJ2dYWJiAhsbG8ybN08qoFvZx+5j6tSpEywtLYXXhW9qyMtqBYCvv/5a+D0zMxNNmjRBt27dYG9vj549e5a7bEBFz5mKfKYSaWlpUtdc0cA6KQeDrURERERERERVQENDAyEhITAyMsLatWvRsGFD9O3bF926dUPTpk2RlJQENzc3zJo1S6qftrY2duzYAU1NTSxatAjW1tbo168f3NzcYGNjg/bt2wuPPZdnciVDQ0O5j4m/fv26wjVRC8+eDgDHjx+Xen3gwAGp7NlmzZqhefPmcrelpqaGnj17Si2TZLdaWVlh/fr1UnVqX7x4gWPHjuH+/fvo0qVLuR7BLmzhwoVSj/Xn5+fj0aNHyMvLg4+Pj0wmozwZGRm4du0aDh8+jAMHDuD27dtS6+fOnSsVUB48eDDU1P6vImRKSgoOHTqEvXv3Sk0YZmxsjBMnTkgFat+/f48zZ87gwIEDOHPmjNTj5IW3+TGO3ccimSirqOrVq6Nv375y+/z+++9SNzdevnyJ8PBwxMTEwNHRUeYcLouKnDMV+UwlIiIipILFFdkXUozBViIiIiIiIqIq0rp1a1y/fh2jR4+GqqoqQkNDER0dDVtbW6xduxaHDh2SGzB1dXXFpUuX0KNHD7x69QphYWH4999/8dtvv2HHjh14/vw5VFRUyhUcbdKkiUzGaV5eHhISEtCkSZNy76tk2507dxZeF518rGgJAUUBMYmiM8nv3LlTyBAePHgwTp8+jS5dukBfXx9aWlqwsbHB0qVLcfDgwWID0dnZ2VKvq1WrJtOmZ8+eOHz4MJycnKCtrQ1tbW20bt0agYGB2LNnj9w+EtOnT8fcuXPh7u4OKysrGBkZQVVVFdra2mjUqBEGDhyIqKgoTJkyRaqfjY0Njh49io4dO8LAwKDYGq7NmzdHXFwcNm7cCHd3d9StWxcaGhqoVq0aatWqhXbt2mHixImIjIzEL7/8ItW3IsfuUzN06FCZwGP//v2ho6Mjt72joyMuXLgAT09PGBgYQENDA1ZWVpgxYwZOnz4tM6FWWVTknAEq9pkC0tdbkyZNmNlaSUTi8uY/ExEREREREdEn58yZM3B2dkaLFi1w48YNuW0CAgJw9OhRuZNsLVy4ELNnz8bDhw9hYmICoOCx9x49euDKlStwcHCo0PhOnDiB7777Tnh948YNtGjRokLbVLb9+/fD29tbeO3n54etW7dW3YCIKig5ORmmpqZCTdqNGzfKzfqlimNmKxEREREREdFnJiUlBUlJSTLLb968ie+//x5AQUZfYRkZGQgJCUFISAju378v9brw7OojR46EkZERvLy8cOTIEQQHByMgIABeXl4VDrQCQOfOneHu7i68/u233yq8TWXZtWsXpk6dilGjRkktd3Nzq6IRESnH4sWLhUCrjY2NzPcDKQ8zW4mIiIiIiIg+M1FRUejQoQOaNm0KS0tLaGlpISkpCTExMcjPz0fnzp0RHh4u9fj0gwcPYGFhIXd7QUFBGDJkiPA6ISEB48aNQ3R0NDQ1NeHr64vFixdDV1dXKeNPTExE8+bNkZ2dDRUVFcTHx6Np06ZK2XZFuLi44PTp01LL2rdvj5MnT8qtgUn0OUhNTYW5uTnS09MBFHx/ODs7V/GovlwMthIRERERERF9Zp4+fYr58+fj9OnTePLkCd69ewc9PT00a9YM/fv3x/fff8/gYDlIgq3VqlWDubk5evfujV9++aVCdTqJ6H8Lg61ERERERERERERESsCarURERERERERERERKwGArERERERERERERkRIw2EpERERERERERESkBAy2EhERERERERERESkBg61ERERERERERERESsBgKxEREREREREREZESMNhKREREREREREREpAQMthIREREREREREREpAYOtRERERERERERERErAYCsRERERERERERGREjDYSkRERERERERERKQE/w+Rl3PY7gbRlgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for tp, res in deg_results.items():\n",
    "    for label, genes in res.items():\n",
    "        if len(genes) == 0:\n",
    "            continue\n",
    "\n",
    "        enr = gp.enrichr( # perform enrichment analysis\n",
    "            gene_list=genes,\n",
    "            gene_sets=[\"Reactome_Pathways_2024\",\"GO_Biological_Process_2025\"],  \n",
    "            organism=\"Human\",\n",
    "            outdir=None,\n",
    "            background = list(adata.var_names) ,\n",
    "        )\n",
    "\n",
    "        df = enr.results.sort_values(\"Adjusted P-value\").head(15)\n",
    "\n",
    "        ax = gp.barplot(df, column=\"Adjusted P-value\", title=f\"{tp} {label.upper()}\", figsize=(6, 5))\n",
    "        plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "scvi",
   "language": "python",
   "name": "scvi"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}