{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1837a910",
   "metadata": {},
   "source": [
    "# Case study: re-analysis of hydra (*Hydra vulgaris*) single-cell data\n",
    "\n",
    "This notebook will demonstrate scRNA-seq processing with orthomap using hydra scRNA data from ([Cazet et al., 2022](https://doi.org/10.1101/2022.06.21.496857)).\n",
    "\n",
    "scRNA data were obtained from https://research.nhgri.nih.gov/HydraAEP, converted into Scanpy `AnnData` objects ([Wolf et al., 2018](https://doi.org/10.1186/s13059-017-1382-0)) and are availabe here:\n",
    "\n",
    "https://doi.org/10.5281/zenodo.7366178\n",
    "\n",
    "or can be accessed with the `dataset` submodule of `oggmap`\n",
    "\n",
    "`datasets.cazet22(datapath='data')` (download folder set to `'data'`)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cb20c22",
   "metadata": {},
   "source": [
    "## Notebook file\n",
    "\n",
    "Notebook file can be obtained here:\n",
    "\n",
    "[https://raw.githubusercontent.com/kullrich/oggmap/main/docs/notebooks/hvulgaris_example.ipynb](https://raw.githubusercontent.com/kullrich/oggmap/main/docs/notebooks/hvulgaris_example.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8514a1e",
   "metadata": {},
   "source": [
    "## Steps\n",
    "\n",
    "To process the scRNA data, we will do the following:\n",
    "\n",
    "0. Use pre-calculated gene age classification\n",
    "1. Get query species taxonomic lineage information\n",
    "2. Get query species orthomap\n",
    "3. Map OrthoFinder gene names and scRNA gene/transcript names\n",
    "4. Get TEI values and add them to scRNA dataset\n",
    "5. Get partial TEI values to visualize gene age class contributions\n",
    "6. Process scRNA data and visualize TEI"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e19f53a",
   "metadata": {},
   "source": [
    "## Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "31b6bd96",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scanpy as sc\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from statannot import add_stat_annotation\n",
    "# increase dpi\n",
    "%matplotlib inline\n",
    "#plt.rcParams['figure.dpi'] = 300\n",
    "#plt.rcParams['savefig.dpi'] = 300\n",
    "#plt.rcParams['figure.figsize'] = [6, 4.5]\n",
    "plt.rcParams['figure.figsize'] = [4.4, 3.3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66de61db",
   "metadata": {},
   "source": [
    "## Import oggmap python package submodules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "419c452d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import submodules\n",
    "from oggmap import qlin, gtf2t2g, of2orthomap, orthomap2tei, datasets"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8eddce09",
   "metadata": {},
   "source": [
    "## Step 0 - Use pre-calculated gene age classification\n",
    "\n",
    "Orthomap was pre-calculated ([Cazet et al., 2022](https://doi.org/10.1101/2022.06.21.496857)) and obtained from here https://research.nhgri.nih.gov/HydraAEP, it is also available here:\n",
    "\n",
    "https://doi.org/10.5281/zenodo.7242263\n",
    "\n",
    "or can be accessed with the `dataset` submodule of `oggmap`\n",
    "\n",
    "`datasets.cazet22_orthomap('data')` (download folder set to `'data'`).\n",
    "\n",
    "If you want to use your own OrthoFinder results:\n",
    "\n",
    "`oggmap` can extract gene age classification from existing OrthoFinder results and link them with scRNA data.\n",
    "\n",
    "A detailed how-to is available here:\n",
    "\n",
    "https://orthomap.readthedocs.io/en/latest/tutorials/orthofinder.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b8ad737f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100% [........................................................] 264477 / 264477"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'data/Cazet2022_Orthomap.tsv'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# download pre-calculated orthomap into data folder\n",
    "datasets.cazet22_orthomap('data')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43adeaa5",
   "metadata": {},
   "source": [
    "## Step 1 - get query species taxonomic lineage information\n",
    "\n",
    "Given a species name or taxonomic ID, the query species lineage information is extracted with the help of the `ete3` python toolkit and the `NCBI taxonomy` ([Huerta-Cepas et al., 2016](https://doi.org/10.1093/molbev/msw046)). This information is needed alongside with the taxonomic classifications for all species used in the OrthoFinder comparison.\n",
    "\n",
    "The `oggmap` submodule `qlin` helps to get this information for you with the `qlin.get_qlin()` function as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "72567473",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "query name: Hydra vulgaris\n",
      "query taxID: 6087\n",
      "query kingdom: Eukaryota\n",
      "query lineage names: \n",
      "['root(1)', 'cellular organisms(131567)', 'Eukaryota(2759)', 'Opisthokonta(33154)', 'Metazoa(33208)', 'Eumetazoa(6072)', 'Cnidaria(6073)', 'Hydrozoa(6074)', 'Hydroidolina(37516)', 'Anthoathecata(406427)', 'Aplanulata(1612408)', 'Hydridae(6080)', 'Hydra(6083)', 'Hydra vulgaris(6087)']\n",
      "query lineage: \n",
      "[1, 131567, 2759, 33154, 33208, 6072, 6073, 6074, 37516, 406427, 1612408, 6080, 6083, 6087]\n"
     ]
    }
   ],
   "source": [
    "# get query species taxonomic lineage information\n",
    "query_lineage = qlin.get_qlin(q='Hydra vulgaris')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9228bdf0",
   "metadata": {},
   "source": [
    "## Step 2 - gene age class assignment (query species orthomap)\n",
    "\n",
    "Orthomap was pre-calculated ([Cazet et al., 2022](https://doi.org/10.1101/2022.06.21.496857)) and obtained from here https://research.nhgri.nih.gov/HydraAEP, it is also available here:\n",
    "\n",
    "\n",
    "https://github.com/cejuliano/brown_hydra_genomes/blob/main/06_geneAge/geneAge.csv\n",
    "\n",
    "and here:\n",
    "\n",
    "https://doi.org/10.5281/zenodo.7242263\n",
    "\n",
    "or can be accessed with the `dataset` submodule of `oggmap`\n",
    "\n",
    "`datasets.cazet22_orthomap('data')` (download folder set to `'data'`).\n",
    "\n",
    "The pre-calculated orthomap can be imported with the `read_orthomap` function from the `orthomap2tei` submodule as follwos:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "660dc0c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>ID</th>\n",
       "      <th>ageN</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>N36</td>\n",
       "      <td>G013495</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>N36</td>\n",
       "      <td>G012562</td>\n",
       "      <td>11</td>\n",
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       "      <th>2</th>\n",
       "      <td>N36</td>\n",
       "      <td>G013704</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>N36</td>\n",
       "      <td>G012561</td>\n",
       "      <td>11</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>N36</td>\n",
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       "      <th>19944</th>\n",
       "      <td>N0</td>\n",
       "      <td>G000765</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>19945</th>\n",
       "      <td>N0</td>\n",
       "      <td>G000767</td>\n",
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       "      <th>19946</th>\n",
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       "    <tr>\n",
       "      <th>19947</th>\n",
       "      <td>N0</td>\n",
       "      <td>G015670</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19948</th>\n",
       "      <td>N0</td>\n",
       "      <td>G024576</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19949 rows × 3 columns</p>\n",
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      ],
      "text/plain": [
       "       age       ID  ageN\n",
       "0      N36  G013495    11\n",
       "1      N36  G012562    11\n",
       "2      N36  G013704    11\n",
       "3      N36  G012561    11\n",
       "4      N36  G013496    11\n",
       "...    ...      ...   ...\n",
       "19944   N0  G000765     1\n",
       "19945   N0  G000767     1\n",
       "19946   N0  G001616     1\n",
       "19947   N0  G015670     1\n",
       "19948   N0  G024576     1\n",
       "\n",
       "[19949 rows x 3 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get query species orthomap\n",
    "\n",
    "# download pre-calculated orthomap here: https://doi.org/10.5281/zenodo.7242263\n",
    "# or download with datasets.cazet22_orthomap('data')\n",
    "query_orthomap = orthomap2tei.read_orthomap(orthomapfile='data/Cazet2022_Orthomap.tsv')\n",
    "query_orthomap"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67345bd0",
   "metadata": {},
   "source": [
    "### Gene age assignments per query species lineage node\n",
    "\n",
    "Given an orthomap, one can get an overview of the gene age assignments per query species lineage node.\n",
    "\n",
    "The `oggmap` submodule `of2orhomap` and the `of2orthomap.get_counts_per_ps()` function will show the distribution of the gene age classes and can be further visualized as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5c3723ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 440x330 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show count per taxonomic group (PStaxID)\n",
    "of2orthomap.get_counts_per_ps(omap_df=query_orthomap,\n",
    "    psnum_col='ageN',\n",
    "    pstaxid_col=None,\n",
    "    psname_col=None)\n",
    "\n",
    "# bar plot count per taxonomic group (PSname)\n",
    "ax = of2orthomap.get_counts_per_ps(omap_df=query_orthomap,\n",
    "    psnum_col='ageN',\n",
    "    pstaxid_col=None,\n",
    "    psname_col=None).plot.bar(y='counts', x='ageN')\n",
    "ax.set_title('H. vulgaris - Number of genes per gene age class')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76f6a6e7",
   "metadata": {},
   "source": [
    "## Step 3 - map OrthoFinder gene names and scRNA gene/transcript names\n",
    "\n",
    "To be able to link gene ages assignments from an orthomap and gene or transcript of scRNA dataset, one needs to check the overlap of the annotated gene names. With the `gtf2t2g` submodule of `orthomap` and the `parse_gtf` function, one can extract gene and transcript names from a given gene feature file (`GTF`).\n",
    "\n",
    "Here, pre-calculated orthomap gene names already overlap, so no `GTF` import is necessary ([Cazet et al., 2022](https://doi.org/10.1101/2022.06.21.496857)).\n",
    "\n",
    "If in your case gene or transcript IDs between an orthomap and scRNA data do not match directly, please have a look at a detailed how-to to match them:\n",
    "\n",
    "https://oggmap.readthedocs.io/en/latest/tutorials/geneset_overlap.html"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fc43489c",
   "metadata": {},
   "source": [
    "### Import now, the scRNA dataset of the query species\n",
    "\n",
    "Here, data is used like in the original publication ([Cazet et al., 2022](https://doi.org/10.1101/2022.06.21.496857)).\n",
    "\n",
    "scRNA data were downloaded from https://research.nhgri.nih.gov/HydraAEP, converted into Scanpy `AnnData` objects ([Wolf et al., 2018](https://doi.org/10.1186/s13059-017-1382-0)) and are availabe here:\n",
    "\n",
    "https://doi.org/10.5281/zenodo.7366178\n",
    "\n",
    "or can be accessed with the `dataset` submodule of `orthomap`\n",
    "\n",
    "`datasets.cazet22('data')` (download folder set to `'data'`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "16d28b87",
   "metadata": {},
   "outputs": [],
   "source": [
    "# load scRNA data\n",
    "\n",
    "# download hydra scRNA data here: https://doi.org/10.5281/zenodo.7366178\n",
    "# or download with datasets.cazet22(datapath='data')\n",
    "\n",
    "#hvulgaris_data = datasets.cazet22('data')\n",
    "hvulgaris_data = sc.read(filename='data/aepAtlasNonDub.h5ad')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9224326b",
   "metadata": {},
   "source": [
    "### Get an overview of observations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "797c3c22",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 29339 × 20159\n",
       "    obs: 'orig.ident', 'nCount_RNA', 'nFeature_RNA', 'nCount_SCT', 'nFeature_SCT', 'integrated_snn_res.0.7', 'seurat_clusters', 'curatedIdent', 'mg1', 'mg2', 'mg3', 'mg4', 'mg5', 'mg6', 'mg7', 'mg8', 'mg9', 'mg10', 'mg11', 'mg12', 'mg13', 'mg14', 'mg15', 'mg16', 'mg17', 'mg18', 'mg19', 'mg20', 'mg21', 'mg22', 'mg23', 'mg24', 'mg25', 'mg26', 'mg27', 'mg28', 'mg29', 'mg30', 'mg31', 'mg32', 'mg33', 'mg34', 'mg35', 'mg36', 'mg37', 'mg38', 'mg39', 'mg40', 'mg41', 'mg42', 'mg43', 'mg44', 'mg45', 'mg46', 'mg47', 'mg48', 'mg49', 'mg50', 'mg51', 'mg52', 'mg53', 'mg54', 'mg55', 'mg56', 'RUNX1;MA0002.2', 'TFAP2A;MA0003.4', 'Arnt;MA0004.1', 'Ahr::Arnt;MA0006.1', 'TBXT;MA0009.2', 'br(var.2);MA0011.1', 'br(var.4);MA0013.1', 'PAX5;MA0014.3', 'NR2F1;MA0017.2', 'CREB1;MA0018.4', 'dl;MA0022.1', 'E2F1;MA0024.3', 'NFIL3;MA0025.2', 'Eip74EF;MA0026.1', 'ELK1;MA0028.2', 'FOXF2;MA0030.1', 'FOXD1;MA0031.1', 'FOXC1;MA0032.2', 'GATA2;MA0036.3', 'GFI1;MA0038.2', 'KLF4;MA0039.4', 'Foxd3;MA0041.1', 'HLF;MA0043.3', 'HNF1A;MA0046.2', 'FOXA2;MA0047.3', 'NHLH1;MA0048.2', 'hb;MA0049.1', 'IRF2;MA0051.1', 'MEF2A;MA0052.4', 'MAX;MA0058.3', 'MAX::MYC;MA0059.1', 'NFYA;MA0060.3', 'GABPA;MA0062.3', 'NKX2-5;MA0063.2', 'Pparg::Rxra;MA0065.2', 'Pax2;MA0067.1', 'PAX6;MA0069.1', 'RORA;MA0071.1', 'RREB1;MA0073.1', 'ELK4;MA0076.2', 'SOX9;MA0077.1', 'Sox17;MA0078.1', 'SP1;MA0079.4', 'SPI1;MA0080.5', 'SPIB;MA0081.2', 'SRF;MA0083.3', 'SRY;MA0084.1', 'sna;MA0086.2', 'TAL1::TCF3;MA0091.1', 'Hand1::Tcf3;MA0092.1', 'YY1;MA0095.2', 'ETS1;MA0098.3', 'FOS::JUN;MA0099.3', 'MYB;MA0100.3', 'REL;MA0101.1', 'CEBPA;MA0102.4', 'ZEB1;MA0103.3', 'MYCN;MA0104.4', 'NFKB1;MA0105.4', 'TP53;MA0106.3', 'RELA;MA0107.1', 'TBP;MA0108.2', 'HLTF;MA0109.1', 'Spz1;MA0111.1', 'HNF4A;MA0114.4', 'Znf423;MA0116.1', 'NFIC::TLX1;MA0119.1', 'Nkx3-2;MA0122.3', 'Nkx3-1;MA0124.2', 'Nobox;MA0125.1', 'ZNF354C;MA0130.1', 'HINFP;MA0131.2', 'Lhx3;MA0135.1', 'ELF5;MA0136.2', 'STAT1;MA0137.3', 'REST;MA0138.2', 'CTCF;MA0139.1', 'ESRRB;MA0141.3', 'SOX2;MA0143.4', 'TFCP2;MA0145.3', 'Zfx;MA0146.2', 'MYC;MA0147.3', 'FOXA1;MA0148.4', 'HNF1B;MA0153.2', 'INSM1;MA0155.1', 'FEV;MA0156.2', 'FOXO3;MA0157.2', 'RARA::RXRA;MA0159.1', 'NR4A2;MA0160.1', 'NFIC;MA0161.2', 'EGR1;MA0162.4', 'PLAG1;MA0163.1', 'Vsx2;MA0180.1', 'Deaf1;MA0185.1', 'brk;MA0213.1', 'exd;MA0222.1', 'inv;MA0229.1', 'pan;MA0237.2', 'Bgb::run;MA0242.1', 'slbo;MA0244.1', 'tin;MA0247.2', 'twi;MA0249.2', 'vnd;MA0253.1', 'z;MA0255.1', 'ESR2;MA0258.2', 'ARNT::HIF1A;MA0259.1', 'che-1;MA0260.1', 'lin-14;MA0261.1', 'ceh-10::ttx-3;MA0263.1', 'ceh-22;MA0264.1', 'SOX10;MA0442.2', 'btd;MA0443.1', 'D;MA0445.1', 'fkh;MA0446.1', 'gt;MA0447.1', 'h;MA0449.1', 'hkb;MA0450.1', 'kni;MA0451.1', 'odd;MA0454.1', 'opa;MA0456.1', 'slp1;MA0458.1', 'tll;MA0459.1', 'Atoh1;MA0461.2', 'BATF::JUN;MA0462.2', 'BHLHE40;MA0464.2', 'CDX2;MA0465.2', 'Crx;MA0467.1', 'E2F3;MA0469.3', 'E2F4;MA0470.2', 'E2F6;MA0471.2', 'ELF1;MA0473.3', 'ERG;MA0474.2', 'FLI1;MA0475.2', 'FOS;MA0476.1', 'FOSL1;MA0477.2', 'FOSL2;MA0478.1', 'Foxo1;MA0480.1', 'FOXP1;MA0481.3', 'Gfi1b;MA0483.1', 'HNF4G;MA0484.2', 'HSF1;MA0486.2', 'JUN;MA0488.1', 'JUN(var.2);MA0489.1', 'JUNB;MA0490.2', 'JUND;MA0491.2', 'JUND(var.2);MA0492.1', 'Klf1;MA0493.1', 'MEF2C;MA0497.1', 'MEIS1;MA0498.2', 'MYOD1;MA0499.2', 'MYOG;MA0500.2', 'MAF::NFE2;MA0501.1', 'NFYB;MA0502.2', 'Nkx2-5(var.2);MA0503.1', 'Nr5a2;MA0505.1', 'NRF1;MA0506.1', 'POU2F2;MA0507.1', 'PRDM1;MA0508.3', 'RFX1;MA0509.2', 'RFX5;MA0510.2', 'RUNX2;MA0511.2', 'SMAD2::SMAD3::SMAD4;MA0513.1', 'Sox3;MA0514.1', 'Sox6;MA0515.1', 'Stat5a::Stat5b;MA0519.1', 'Tcf12;MA0521.1', 'TCF3;MA0522.3', 'TCF7L2;MA0523.1', 'TFAP2C;MA0524.2', 'USF2;MA0526.3', 'ZBTB33;MA0527.1', 'ZNF263;MA0528.2', 'cnc::maf-S;MA0530.1', 'CTCF;MA0531.1', 'Stat92E;MA0532.1', 'su(Hw);MA0533.1', 'Mad;MA0535.1', 'blmp-1;MA0537.1', 'daf-12;MA0538.1', 'dpy-27;MA0540.1', 'efl-1;MA0541.1', 'elt-3;MA0542.1', 'eor-1;MA0543.1', 'snpc-4;MA0544.1', 'hlh-1;MA0545.1', 'pha-4;MA0546.1', 'Bach1::Mafk;MA0591.1', 'ESRRA;MA0592.3', 'FOXP2;MA0593.1', 'HOXA9;MA0594.2', 'SREBF1;MA0595.1', 'SREBF2;MA0596.1', 'THAP1;MA0597.1', 'EHF;MA0598.3', 'KLF5;MA0599.1', 'RFX2;MA0600.2', 'Arntl;MA0603.1', 'Atf1;MA0604.1', 'ATF3;MA0605.2', 'Bhlha15;MA0607.1', 'Creb3l2;MA0608.1', 'Dux;MA0611.1', 'EMX1;MA0612.2', 'FOXG1;MA0613.1', 'Foxj2;MA0614.1', 'HES2;MA0616.2', 'LIN54;MA0619.1', 'MITF;MA0620.3', 'mix-a;MA0621.1', 'Mlxip;MA0622.1', 'NEUROG1;MA0623.2', 'NFATC1;MA0624.1', 'NFATC3;MA0625.1', 'Npas2;MA0626.1', 'POU2F3;MA0627.2', 'Rhox11;MA0629.1', 'SHOX;MA0630.1', 'TCFL5;MA0632.2', 'Twist2;MA0633.1', 'ALX3;MA0634.1', 'BHLHE41;MA0636.1', 'CENPB;MA0637.1', 'CREB3;MA0638.1', 'DBP;MA0639.1', 'ELF3;MA0640.2', 'ELF4;MA0641.1', 'EN2;MA0642.1', 'ESX1;MA0644.1', 'ETV6;MA0645.1', 'GRHL1;MA0647.1', 'GSC;MA0648.1', 'HEY2;MA0649.1', 'IRF8;MA0652.1', 'IRF9;MA0653.1', 'ISX;MA0654.1', 'JDP2;MA0655.1', 'JDP2(var.2);MA0656.1', 'KLF13;MA0657.1', 'LHX6;MA0658.1', 'MIXL1;MA0662.1', 'MLX;MA0663.1', 'MLXIPL;MA0664.1', 'MSC;MA0665.1', 'MYF6;MA0667.1', 'NEUROD2;MA0668.1', 'NEUROG2;MA0669.1', 'NFIX;MA0671.1', 'NKX2-8;MA0673.1', 'NKX6-1;MA0674.1', 'OLIG2;MA0678.1', 'ONECUT1;MA0679.2', 'PHOX2B;MA0681.2', 'PITX1;MA0682.2', 'POU4F2;MA0683.1', 'RUNX3;MA0684.2', 'SP4;MA0685.1', 'SPDEF;MA0686.1', 'SPIC;MA0687.1', 'TBX2;MA0688.1', 'TBX21;MA0690.1', 'TFAP4;MA0691.1', 'TFEB;MA0692.1', 'VDR;MA0693.2', 'ZBTB7B;MA0694.1', 'ZBTB7C;MA0695.1', 'ZIC1;MA0696.1', 'ZIC3;MA0697.1', 'ZBTB18;MA0698.1', 'LBX2;MA0699.1', 'LHX2;MA0700.2', 'LMX1B;MA0703.2', 'MEOX2;MA0706.1', 'MNX1;MA0707.1', 'MSX2;MA0708.1', 'NOTO;MA0710.1', 'OTX1;MA0711.1', 'OTX2;MA0712.2', 'PHOX2A;MA0713.1', 'PITX3;MA0714.1', 'PROP1;MA0715.1', 'PRRX1;MA0716.1', 'RAX2;MA0717.1', 'RAX;MA0718.1', 'RHOXF1;MA0719.1', 'Shox2;MA0720.1', 'UNCX;MA0721.1', 'VENTX;MA0724.1', 'NR3C2;MA0727.1', 'Nr2f6(var.2);MA0728.1', 'RARA(var.2);MA0730.1', 'BCL6B;MA0731.1', 'GLIS2;MA0736.1', 'GLIS3;MA0737.1', 'HIC2;MA0738.1', 'Hic1;MA0739.1', 'KLF14;MA0740.1', 'KLF16;MA0741.1', 'Klf12;MA0742.1', 'SCRT1;MA0743.2', 'SCRT2;MA0744.2', 'SNAI2;MA0745.2', 'SP3;MA0746.2', 'SP8;MA0747.1', 'YY2;MA0748.2', 'ZBTB7A;MA0750.2', 'ZIC4;MA0751.1', 'ONECUT2;MA0756.1', 'ONECUT3;MA0757.1', 'E2F7;MA0758.1', 'ELK3;MA0759.1', 'ERF;MA0760.1', 'ETV1;MA0761.2', 'ETV2;MA0762.1', 'ETV3;MA0763.1', 'ETV4;MA0764.2', 'ETV5;MA0765.2', 'GATA5;MA0766.2', 'LEF1;MA0768.1', 'TCF7;MA0769.2', 'HSF2;MA0770.1', 'HSF4;MA0771.1', 'IRF7;MA0772.1', 'MEIS2;MA0774.1', 'MEIS3;MA0775.1', 'MYBL2;MA0777.1', 'PAX1;MA0779.1', 'PAX9;MA0781.1', 'PKNOX2;MA0783.1', 'POU1F1;MA0784.1', 'POU3F1;MA0786.1', 'POU3F2;MA0787.1', 'POU3F3;MA0788.1', 'POU4F1;MA0790.1', 'POU4F3;MA0791.1', 'POU6F2;MA0793.1', 'PROX1;MA0794.1', 'TGIF1;MA0796.1', 'TGIF2;MA0797.1', 'RFX3;MA0798.2', 'RFX4;MA0799.1', 'EOMES;MA0800.1', 'MGA;MA0801.1', 'TBR1;MA0802.1', 'TBX15;MA0803.1', 'TBX19;MA0804.1', 'TBX1;MA0805.1', 'TBX4;MA0806.1', 'TBX5;MA0807.1', 'TEAD3;MA0808.1', 'TFAP2A(var.2);MA0810.1', 'TFAP2B;MA0811.1', 'TFAP2C(var.2);MA0814.2', 'Ascl2;MA0816.1', 'BHLHE23;MA0817.1', 'BHLHE22;MA0818.1', 'CLOCK;MA0819.1', 'FIGLA;MA0820.1', 'HES5;MA0821.1', 'HES7;MA0822.1', 'HEY1;MA0823.1', 'MNT;MA0825.1', 'OLIG1;MA0826.1', 'OLIG3;MA0827.1', 'SREBF2(var.2);MA0828.1', 'SREBF1(var.2);MA0829.2', 'TCF4;MA0830.2', 'TFE3;MA0831.2', 'Tcf21;MA0832.1', 'ATF4;MA0833.2', 'ATF7;MA0834.1', 'BATF3;MA0835.2', 'CEBPD;MA0836.2', 'CEBPE;MA0837.1', 'CEBPG;MA0838.1', 'CREB3L1;MA0839.1', 'Creb5;MA0840.1', 'NFE2;MA0841.1', 'TEF;MA0843.1', 'FOXB1;MA0845.1', 'FOXC2;MA0846.1', 'FOXD2;MA0847.2', 'Foxj3;MA0851.1', 'FOXK1;MA0852.2', 'Alx4;MA0853.1', 'Alx1;MA0854.1', 'Rarg;MA0859.1', 'TP73;MA0861.1', 'GMEB2;MA0862.1', 'MTF1;MA0863.1', 'E2F2;MA0864.2', 'E2F8;MA0865.1', 'SOX4;MA0867.2', 'SOX8;MA0868.2', 'Sox1;MA0870.1', 'TFEC;MA0871.2', 'BSX;MA0876.1', 'BARHL1;MA0877.2', 'CDX1;MA0878.2', 'Dlx1;MA0879.1', 'Dmbx1;MA0883.1', 'EVX1;MA0887.1', 'GBX1;MA0889.1', 'GBX2;MA0890.1', 'GSC2;MA0891.1', 'HESX1;MA0894.1', 'HMBOX1;MA0895.1', 'Hmx2;MA0897.1', 'Hmx3;MA0898.1', 'HOXB13;MA0901.2', 'HOXC10;MA0905.1', 'HOXD13;MA0909.2', 'ISL2;MA0914.1', 'dve;MA0915.1', 'Ets21C;MA0916.1', 'gcm2;MA0917.1', 'fkh-2;MA0920.1', 'ceh-48;MA0921.1', 'ces-2;MA0922.1', 'unc-86;MA0926.1', 'zfh-2;MA0928.1', 'HES1;MA1099.2', 'ASCL1;MA1100.2', 'BACH2;MA1101.2', 'CTCFL;MA1102.2', 'FOXK2;MA1103.2', 'GATA6;MA1104.2', 'GRHL2;MA1105.2', 'HIF1A;MA1106.1', 'KLF9;MA1107.2', 'MXI1;MA1108.2', 'NEUROD1;MA1109.1', 'NR4A1;MA1112.2', 'PBX3;MA1114.1', 'POU5F1;MA1115.1', 'RELB;MA1117.1', 'SIX1;MA1118.1', 'SIX2;MA1119.1', 'SOX13;MA1120.1', 'TEAD2;MA1121.1', 'TFDP1;MA1122.1', 'TWIST1;MA1123.2', 'ZNF24;MA1124.1', 'FOS::JUN(var.2);MA1126.1', 'FOSB::JUN;MA1127.1', 'FOSL1::JUN;MA1128.1', 'FOSL1::JUN(var.2);MA1129.1', 'FOSL2::JUN;MA1130.1', 'FOSL2::JUN(var.2);MA1131.1', 'JUN::JUNB;MA1132.1', 'JUN::JUNB(var.2);MA1133.1', 'FOS::JUNB;MA1134.1', 'FOSB::JUNB;MA1135.1', 'FOSB::JUNB(var.2);MA1136.1', 'FOSL1::JUNB;MA1137.1', 'FOSL2::JUNB;MA1138.1', 'FOSL2::JUNB(var.2);MA1139.1', 'JUNB(var.2);MA1140.2', 'FOS::JUND;MA1141.1', 'FOSL1::JUND;MA1142.1', 'FOSL1::JUND(var.2);MA1143.1', 'FOSL2::JUND;MA1144.1', 'FOSL2::JUND(var.2);MA1145.1', 'NR1H4::RXRA;MA1146.1', 'PPARA::RXRA;MA1148.1', 'RARA::RXRG;MA1149.1', 'RORB;MA1150.1', 'RORC;MA1151.1', 'SOX15;MA1152.1', 'Smad4;MA1153.1', 'ZSCAN4;MA1155.1', 'IRF3;MA1418.1', 'IRF4;MA1419.1', 'TCF7L1;MA1421.1', 'atf-7;MA1438.1', 'elt-6;MA1439.1', 'fkh-9;MA1440.1', 'unc-30;MA1443.1', 'daf-16;MA1446.1', 'fos-1;MA1448.1', 'nhr-6;MA1451.1', 'dmrt99B;MA1455.1', 'grh;MA1457.1', 'M1BP;MA1459.1', 'pho;MA1460.1', 'sv;MA1461.1', 'vfl;MA1462.1', 'ARGFX;MA1463.1', 'ARNT2;MA1464.1', 'ATF6;MA1466.1', 'ATOH1(var.2);MA1467.1', 'ATOH7;MA1468.1', 'BHLHA15(var.2);MA1472.1', 'CDX4;MA1473.1', 'CREB3L4;MA1474.1', 'DMRTA2;MA1478.1', 'DMRTC2;MA1479.1', 'DPRX;MA1480.1', 'DRGX;MA1481.1', 'ELF2;MA1483.1', 'ETS2;MA1484.1', 'FERD3L;MA1485.1', 'FOXE1;MA1487.1', 'FOXN3;MA1489.1', 'GLI3;MA1491.1', 'HES6;MA1493.1', 'HNF4A(var.2);MA1494.1', 'HOXA1;MA1495.1', 'HOXB7;MA1501.1', 'IKZF1;MA1508.1', 'IRF6;MA1509.1', 'KLF10;MA1511.1', 'KLF11;MA1512.1', 'KLF15;MA1513.1', 'KLF17;MA1514.1', 'KLF2;MA1515.1', 'KLF3;MA1516.1', 'KLF6;MA1517.1', 'MAF;MA1520.1', 'MAZ;MA1522.1', 'MSANTD3;MA1523.1', 'MSGN1;MA1524.1', 'NFATC4;MA1525.1', 'NFIC(var.2);MA1527.1', 'NHLH2;MA1529.1', 'NR1D1;MA1531.1', 'NR1I2;MA1533.1', 'NR1I3;MA1534.1', 'NR2C1;MA1535.1', 'NR2C2(var.2);MA1536.1', 'NR2F6(var.3);MA1539.1', 'NR5A1;MA1540.1', 'OSR1;MA1542.1', 'OVOL1;MA1544.1', 'OVOL2;MA1545.1', 'PAX3(var.2);MA1546.1', 'PITX2;MA1547.1', 'RXRG(var.2);MA1556.1', 'SNAI1;MA1558.1', 'SNAI3;MA1559.1', 'SOHLH2;MA1560.1', 'SOX12;MA1561.1', 'SOX14;MA1562.1', 'SOX18;MA1563.1', 'SP9;MA1564.1', 'TBX18;MA1565.1', 'TBX6;MA1567.1', 'TCF21(var.2);MA1568.1', 'TFAP4(var.2);MA1570.1', 'TGIF2LX;MA1571.1', 'TGIF2LY;MA1572.1', 'THRB(var.2);MA1575.1', 'THRB(var.3);MA1576.1', 'VEZF1;MA1578.1', 'ZBTB6;MA1581.1', 'ZFP57;MA1583.1', 'ZIC5;MA1584.1', 'ZKSCAN1;MA1585.1', 'ZNF135;MA1587.1', 'ZNF136;MA1588.1', 'ZNF274;MA1592.1', 'ZNF382;MA1594.1', 'ZNF460;MA1596.1', 'ZNF528;MA1597.1', 'ZNF684;MA1600.1', 'ZNF75D;MA1601.1', 'Ebf2;MA1604.1', 'Foxf1;MA1606.1', 'Foxl2;MA1607.1', 'Plagl1;MA1615.1', 'Prdm15;MA1616.1', 'Ptf1a;MA1618.1', 'Ptf1a(var.2);MA1619.1', 'Ptf1a(var.3);MA1620.1', 'Rbpjl;MA1621.1', 'Smad2::Smad3;MA1622.1', 'Stat2;MA1623.1', 'Stat5b;MA1625.1', 'Wt1;MA1627.1', 'Zic1::Zic2;MA1628.1', 'Zic2;MA1629.1', 'Znf281;MA1630.1', 'ASCL1(var.2);MA1631.1', 'ATF2;MA1632.1', 'BATF;MA1634.1', 'BHLHE22(var.2);MA1635.1', 'EBF3;MA1637.1', 'HAND2;MA1638.1', 'MYF5;MA1641.1', 'NEUROG2(var.2);MA1642.1', 'NFIB;MA1643.1', 'NFYC;MA1644.1', 'NKX2-2;MA1645.1', 'OSR2;MA1646.1', 'PRDM4;MA1647.1', 'TCF12(var.2);MA1648.1', 'ZBTB12;MA1649.1', 'ZBTB14;MA1650.1', 'ZFP42;MA1651.1', 'ZNF148;MA1653.1', 'ZNF16;MA1654.1', 'ZNF341;MA1655.1', 'ZNF449;MA1656.1', 'ZNF652;MA1657.1', 'FOXA3;MA1683.1', 'ceh-38;MA1699.1', 'Clamp;MA1700.1', 'elt-2;MA1701.1', 'Pdp1;MA1702.1', 'pqm-1;MA1703.1', 'zip-8;MA1704.1', 'TAI'\n",
       "    var: 'features', 'id'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hvulgaris_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "633ac5c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>orig.ident</th>\n",
       "      <th>nCount_RNA</th>\n",
       "      <th>nFeature_RNA</th>\n",
       "      <th>nCount_SCT</th>\n",
       "      <th>nFeature_SCT</th>\n",
       "      <th>integrated_snn_res.0.7</th>\n",
       "      <th>seurat_clusters</th>\n",
       "      <th>curatedIdent</th>\n",
       "      <th>mg1</th>\n",
       "      <th>mg2</th>\n",
       "      <th>...</th>\n",
       "      <th>ZNF449;MA1656.1</th>\n",
       "      <th>ZNF652;MA1657.1</th>\n",
       "      <th>FOXA3;MA1683.1</th>\n",
       "      <th>ceh-38;MA1699.1</th>\n",
       "      <th>Clamp;MA1700.1</th>\n",
       "      <th>elt-2;MA1701.1</th>\n",
       "      <th>Pdp1;MA1702.1</th>\n",
       "      <th>pqm-1;MA1703.1</th>\n",
       "      <th>zip-8;MA1704.1</th>\n",
       "      <th>TAI</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>TTTCCGTAGAAN-D01-D1_S1</th>\n",
       "      <td>D01-D1_S1</td>\n",
       "      <td>64276.0</td>\n",
       "      <td>6699</td>\n",
       "      <td>8505.0</td>\n",
       "      <td>3008</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>Ec_Head</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.005337</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058842</td>\n",
       "      <td>0.021006</td>\n",
       "      <td>0.238216</td>\n",
       "      <td>0.136273</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.914948</td>\n",
       "      <td>3.797976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAGTACCCGCTT-D01-D1_S1</th>\n",
       "      <td>D01-D1_S1</td>\n",
       "      <td>63988.0</td>\n",
       "      <td>6380</td>\n",
       "      <td>7836.0</td>\n",
       "      <td>2400</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>En_Foot</td>\n",
       "      <td>0.070943</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.465768</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003879</td>\n",
       "      <td>0.050755</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.001250</td>\n",
       "      <td>0.235164</td>\n",
       "      <td>3.969117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTTTTCCGATGA-D01-D1_S1</th>\n",
       "      <td>D01-D1_S1</td>\n",
       "      <td>69511.0</td>\n",
       "      <td>6770</td>\n",
       "      <td>8178.0</td>\n",
       "      <td>2645</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>En_BodyCol/SC</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.013072</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.003803</td>\n",
       "      <td>0.097580</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.434233</td>\n",
       "      <td>3.526038</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GCTCCCGCCCGC-D01-D1_S1</th>\n",
       "      <td>D01-D1_S1</td>\n",
       "      <td>69530.0</td>\n",
       "      <td>6241</td>\n",
       "      <td>7915.0</td>\n",
       "      <td>2251</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>En_Head</td>\n",
       "      <td>0.022236</td>\n",
       "      <td>0.007755</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001358</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.322596</td>\n",
       "      <td>0.676596</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.005780</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.646697</td>\n",
       "      <td>3.636835</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTATGATTAGG-D01-D1_S1</th>\n",
       "      <td>D01-D1_S1</td>\n",
       "      <td>65456.0</td>\n",
       "      <td>6867</td>\n",
       "      <td>7889.0</td>\n",
       "      <td>2920</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>En_BodyCol/SC</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001410</td>\n",
       "      <td>0.006779</td>\n",
       "      <td>0.509137</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.073598</td>\n",
       "      <td>0.001549</td>\n",
       "      <td>0.008877</td>\n",
       "      <td>0.022202</td>\n",
       "      <td>0.272550</td>\n",
       "      <td>3.520175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGGTCGCCGTGC-D12-N2_S2</th>\n",
       "      <td>D12-N2_S2</td>\n",
       "      <td>501.0</td>\n",
       "      <td>351</td>\n",
       "      <td>804.0</td>\n",
       "      <td>379</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>I_En1N</td>\n",
       "      <td>0.033858</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.099983</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.051087</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.058318</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.013654</td>\n",
       "      <td>1.106784</td>\n",
       "      <td>0.072763</td>\n",
       "      <td>4.124720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGCGTCTGTGCG-D12-N2_S2</th>\n",
       "      <td>D12-N2_S2</td>\n",
       "      <td>510.0</td>\n",
       "      <td>309</td>\n",
       "      <td>823.0</td>\n",
       "      <td>334</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>I_DesmoNB</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.986436</td>\n",
       "      <td>0.023317</td>\n",
       "      <td>0.024707</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022734</td>\n",
       "      <td>4.331113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGGGTTCGCTCA-D12-N2_S2</th>\n",
       "      <td>D12-N2_S2</td>\n",
       "      <td>524.0</td>\n",
       "      <td>356</td>\n",
       "      <td>816.0</td>\n",
       "      <td>380</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>I_Ec1N</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.015268</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000425</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.007155</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.107668</td>\n",
       "      <td>4.511764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGTGGGTTATAC-D12-N2_S2</th>\n",
       "      <td>D12-N2_S2</td>\n",
       "      <td>652.0</td>\n",
       "      <td>383</td>\n",
       "      <td>862.0</td>\n",
       "      <td>386</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>I_En1N</td>\n",
       "      <td>0.085185</td>\n",
       "      <td>0.004089</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025188</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.879879</td>\n",
       "      <td>0.023827</td>\n",
       "      <td>4.127208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGGTAAAGGCGG-D12-N2_S2</th>\n",
       "      <td>D12-N2_S2</td>\n",
       "      <td>515.0</td>\n",
       "      <td>331</td>\n",
       "      <td>840.0</td>\n",
       "      <td>338</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>I_En2N</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.188288</td>\n",
       "      <td>0.319323</td>\n",
       "      <td>0.037424</td>\n",
       "      <td>0.234783</td>\n",
       "      <td>0.089618</td>\n",
       "      <td>5.029578</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>29339 rows × 675 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       orig.ident  nCount_RNA  nFeature_RNA  nCount_SCT  \\\n",
       "TTTCCGTAGAAN-D01-D1_S1  D01-D1_S1     64276.0          6699      8505.0   \n",
       "CAGTACCCGCTT-D01-D1_S1  D01-D1_S1     63988.0          6380      7836.0   \n",
       "CTTTTCCGATGA-D01-D1_S1  D01-D1_S1     69511.0          6770      8178.0   \n",
       "GCTCCCGCCCGC-D01-D1_S1  D01-D1_S1     69530.0          6241      7915.0   \n",
       "TTTATGATTAGG-D01-D1_S1  D01-D1_S1     65456.0          6867      7889.0   \n",
       "...                           ...         ...           ...         ...   \n",
       "GGGTCGCCGTGC-D12-N2_S2  D12-N2_S2       501.0           351       804.0   \n",
       "GGCGTCTGTGCG-D12-N2_S2  D12-N2_S2       510.0           309       823.0   \n",
       "AGGGTTCGCTCA-D12-N2_S2  D12-N2_S2       524.0           356       816.0   \n",
       "GGTGGGTTATAC-D12-N2_S2  D12-N2_S2       652.0           383       862.0   \n",
       "GGGTAAAGGCGG-D12-N2_S2  D12-N2_S2       515.0           331       840.0   \n",
       "\n",
       "                        nFeature_SCT  integrated_snn_res.0.7  seurat_clusters  \\\n",
       "TTTCCGTAGAAN-D01-D1_S1          3008                      11               11   \n",
       "CAGTACCCGCTT-D01-D1_S1          2400                       9                9   \n",
       "CTTTTCCGATGA-D01-D1_S1          2645                       0                0   \n",
       "GCTCCCGCCCGC-D01-D1_S1          2251                       6                6   \n",
       "TTTATGATTAGG-D01-D1_S1          2920                       0                0   \n",
       "...                              ...                     ...              ...   \n",
       "GGGTCGCCGTGC-D12-N2_S2           379                      24               24   \n",
       "GGCGTCTGTGCG-D12-N2_S2           334                      12               12   \n",
       "AGGGTTCGCTCA-D12-N2_S2           380                      23               23   \n",
       "GGTGGGTTATAC-D12-N2_S2           386                      24               24   \n",
       "GGGTAAAGGCGG-D12-N2_S2           338                      28               28   \n",
       "\n",
       "                         curatedIdent       mg1       mg2  ...  \\\n",
       "TTTCCGTAGAAN-D01-D1_S1        Ec_Head  0.000000  0.000000  ...   \n",
       "CAGTACCCGCTT-D01-D1_S1        En_Foot  0.070943  0.000000  ...   \n",
       "CTTTTCCGATGA-D01-D1_S1  En_BodyCol/SC  0.000000  0.013072  ...   \n",
       "GCTCCCGCCCGC-D01-D1_S1        En_Head  0.022236  0.007755  ...   \n",
       "TTTATGATTAGG-D01-D1_S1  En_BodyCol/SC  0.000000  0.000000  ...   \n",
       "...                               ...       ...       ...  ...   \n",
       "GGGTCGCCGTGC-D12-N2_S2         I_En1N  0.033858  0.000000  ...   \n",
       "GGCGTCTGTGCG-D12-N2_S2      I_DesmoNB  0.000000  0.000000  ...   \n",
       "AGGGTTCGCTCA-D12-N2_S2         I_Ec1N  0.000000  0.015268  ...   \n",
       "GGTGGGTTATAC-D12-N2_S2         I_En1N  0.085185  0.004089  ...   \n",
       "GGGTAAAGGCGG-D12-N2_S2         I_En2N  0.000000  0.000000  ...   \n",
       "\n",
       "                        ZNF449;MA1656.1  ZNF652;MA1657.1  FOXA3;MA1683.1  \\\n",
       "TTTCCGTAGAAN-D01-D1_S1         0.005337         0.000000        0.058842   \n",
       "CAGTACCCGCTT-D01-D1_S1         0.000000         0.000000        0.465768   \n",
       "CTTTTCCGATGA-D01-D1_S1         0.000000         0.000000        1.003803   \n",
       "GCTCCCGCCCGC-D01-D1_S1         0.001358         0.000000        1.322596   \n",
       "TTTATGATTAGG-D01-D1_S1         0.001410         0.006779        0.509137   \n",
       "...                                 ...              ...             ...   \n",
       "GGGTCGCCGTGC-D12-N2_S2         0.099983         0.000000        0.051087   \n",
       "GGCGTCTGTGCG-D12-N2_S2         0.000000         0.986436        0.023317   \n",
       "AGGGTTCGCTCA-D12-N2_S2         0.000425         0.000000        0.007155   \n",
       "GGTGGGTTATAC-D12-N2_S2         0.000000         0.000000        0.000000   \n",
       "GGGTAAAGGCGG-D12-N2_S2         0.000000         0.000000        0.000000   \n",
       "\n",
       "                        ceh-38;MA1699.1  Clamp;MA1700.1  elt-2;MA1701.1  \\\n",
       "TTTCCGTAGAAN-D01-D1_S1         0.021006        0.238216        0.136273   \n",
       "CAGTACCCGCTT-D01-D1_S1         0.000000        0.003879        0.050755   \n",
       "CTTTTCCGATGA-D01-D1_S1         0.097580        0.000000        0.000000   \n",
       "GCTCCCGCCCGC-D01-D1_S1         0.676596        0.000000        0.005780   \n",
       "TTTATGATTAGG-D01-D1_S1         0.000000        0.073598        0.001549   \n",
       "...                                 ...             ...             ...   \n",
       "GGGTCGCCGTGC-D12-N2_S2         0.000000        0.058318        0.000000   \n",
       "GGCGTCTGTGCG-D12-N2_S2         0.024707        0.000000        0.000000   \n",
       "AGGGTTCGCTCA-D12-N2_S2         0.000000        0.000000        0.000000   \n",
       "GGTGGGTTATAC-D12-N2_S2         0.000000        0.000000        0.025188   \n",
       "GGGTAAAGGCGG-D12-N2_S2         0.000000        0.188288        0.319323   \n",
       "\n",
       "                        Pdp1;MA1702.1  pqm-1;MA1703.1  zip-8;MA1704.1  \\\n",
       "TTTCCGTAGAAN-D01-D1_S1       0.000000        0.000000        0.914948   \n",
       "CAGTACCCGCTT-D01-D1_S1       0.000000        0.001250        0.235164   \n",
       "CTTTTCCGATGA-D01-D1_S1       0.000000        0.000000        0.434233   \n",
       "GCTCCCGCCCGC-D01-D1_S1       0.000000        0.000000        0.646697   \n",
       "TTTATGATTAGG-D01-D1_S1       0.008877        0.022202        0.272550   \n",
       "...                               ...             ...             ...   \n",
       "GGGTCGCCGTGC-D12-N2_S2       0.013654        1.106784        0.072763   \n",
       "GGCGTCTGTGCG-D12-N2_S2       0.000000        0.000000        0.022734   \n",
       "AGGGTTCGCTCA-D12-N2_S2       0.000000        0.000000        1.107668   \n",
       "GGTGGGTTATAC-D12-N2_S2       0.000000        1.879879        0.023827   \n",
       "GGGTAAAGGCGG-D12-N2_S2       0.037424        0.234783        0.089618   \n",
       "\n",
       "                             TAI  \n",
       "TTTCCGTAGAAN-D01-D1_S1  3.797976  \n",
       "CAGTACCCGCTT-D01-D1_S1  3.969117  \n",
       "CTTTTCCGATGA-D01-D1_S1  3.526038  \n",
       "GCTCCCGCCCGC-D01-D1_S1  3.636835  \n",
       "TTTATGATTAGG-D01-D1_S1  3.520175  \n",
       "...                          ...  \n",
       "GGGTCGCCGTGC-D12-N2_S2  4.124720  \n",
       "GGCGTCTGTGCG-D12-N2_S2  4.331113  \n",
       "AGGGTTCGCTCA-D12-N2_S2  4.511764  \n",
       "GGTGGGTTATAC-D12-N2_S2  4.127208  \n",
       "GGGTAAAGGCGG-D12-N2_S2  5.029578  \n",
       "\n",
       "[29339 rows x 675 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hvulgaris_data.obs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6201b2d",
   "metadata": {},
   "source": [
    "### Helper functions to match gene names\n",
    "\n",
    "The `orthomap2tei` submodule contains the `orthomap2tei.geneset_overlap()` helper function to check for gene name overlap between the constructed orthomap from `OrthoFinder` results and a given scRNA dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "822e98f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>g1_g2_overlap</th>\n",
       "      <th>g1_ratio</th>\n",
       "      <th>g2_ratio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19949</td>\n",
       "      <td>0.989583</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   g1_g2_overlap  g1_ratio  g2_ratio\n",
       "0          19949  0.989583       1.0"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check overlap of orthomap <seqID> and scRNA data <var_names>\n",
    "orthomap2tei.geneset_overlap(geneset1=hvulgaris_data.var_names,\n",
    "                             geneset2=query_orthomap['ID'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c89b89e",
   "metadata": {},
   "source": [
    "## Step 4 - Get TEI values and add them to scRNA dataset\n",
    "\n",
    "Since now the gene names correspond to each other in the orthomap and the scRNA `adata` object, one can calculate the transcriptome evolutionary index (`TEI`) and add them to the scRNA dataset (`adata` object).\n",
    "\n",
    "The `TEI` measure represents the weighted arithmetic mean (expression levels as weights for the phylostratum value) over all evolutionary age categories denoted as _phylostra_.\n",
    "\n",
    "${TEI_s = \\sum (e_{is} * ps_i) / \\sum e_{is}}$\n",
    "\n",
    ", where ${TEI_s}$ denotes the `TEI` value in developmental stage ${s, e_{is}}$ denotes the gene expression level of gene ${i}$ in stage ${s}$, and ${ps_i}$ denotes the corresponding phylostratum of gene ${i, i = 1,...,N}$ and ${N = total\\ number\\ of\\ genes}$.\n",
    "\n",
    "Note: If e.g. two different isoforms would fall into two different gene age classes, their gene ages might differ based on the oldest ortholog found in their corresponding orthologous groups. However, both isoforms share the same gene name and their gene ages would clash. In this case one can decide either to use the `keep='min'` or `keep='max'` gene age to be kept by the `get_tei` function, which defaults to keep in this cases the `keep='min'` or in other words the 'older' gene age."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9061501e",
   "metadata": {},
   "source": [
    "To be able to re-use the original `count` data, they are added as a new `layer` to the `adata` object. This is useful because later on the `count` data can be used to extract either the relative expression per gene age class or re-calculate other metrics. \n",
    "\n",
    "This can be done either on un-normalized `counts`, on `normalized` and `log-transformed` data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7379e9fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "hvulgaris_data.layers['counts'] = hvulgaris_data.X"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67b9c5c1",
   "metadata": {},
   "source": [
    "### add TEI to adata object\n",
    "\n",
    "Using the submodule `orthomap2tei` from `orthomap` and the `orthomap2tei.get_tei()` function, transcriptome evolutionary index (`TEI`) values are calculated and directyl added to the existing `adata` object (`add_obs=True`).\n",
    "\n",
    "There are other options to e.g. not start from the `adata.X` `counts` but from another `layer` from the `adata` object, the default is to use the `adata.X` (`layer=None`). The values can be pre-processed by the `normalize_total` option and the `log1p` option.\n",
    "\n",
    "If `add_obs=True` the resulting `TEI` values are added to the existing `adata` object as a new observation with the name set with the `obs_name` option.\n",
    "\n",
    "If `add_var=True` the gene age values are added to the existing `adata` object as a new variable with the name set with the `var_name` option.\n",
    "\n",
    "__Note:__ Genes not assigned to any gene class will get a missing assignment.\n",
    "\n",
    "If one wants to calculate bootstrap `TEI` values per cell, the `boot` option can be set to `boot=True` and gene age classes will be randomly chosen prior calculating `TEI` values `bt=10` times."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b013e041",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>tei</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>TTTCCGTAGAAN-D01-D1_S1</th>\n",
       "      <td>1.885530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CAGTACCCGCTT-D01-D1_S1</th>\n",
       "      <td>2.552758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTTTTCCGATGA-D01-D1_S1</th>\n",
       "      <td>2.821474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GCTCCCGCCCGC-D01-D1_S1</th>\n",
       "      <td>2.825493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TTTATGATTAGG-D01-D1_S1</th>\n",
       "      <td>2.162769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGGTCGCCGTGC-D12-N2_S2</th>\n",
       "      <td>2.435130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGCGTCTGTGCG-D12-N2_S2</th>\n",
       "      <td>2.513725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AGGGTTCGCTCA-D12-N2_S2</th>\n",
       "      <td>2.879771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGTGGGTTATAC-D12-N2_S2</th>\n",
       "      <td>2.387097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GGGTAAAGGCGG-D12-N2_S2</th>\n",
       "      <td>1.959223</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>29339 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             tei\n",
       "TTTCCGTAGAAN-D01-D1_S1  1.885530\n",
       "CAGTACCCGCTT-D01-D1_S1  2.552758\n",
       "CTTTTCCGATGA-D01-D1_S1  2.821474\n",
       "GCTCCCGCCCGC-D01-D1_S1  2.825493\n",
       "TTTATGATTAGG-D01-D1_S1  2.162769\n",
       "...                          ...\n",
       "GGGTCGCCGTGC-D12-N2_S2  2.435130\n",
       "GGCGTCTGTGCG-D12-N2_S2  2.513725\n",
       "AGGGTTCGCTCA-D12-N2_S2  2.879771\n",
       "GGTGGGTTATAC-D12-N2_S2  2.387097\n",
       "GGGTAAAGGCGG-D12-N2_S2  1.959223\n",
       "\n",
       "[29339 rows x 1 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# add TEI values to existing adata object\n",
    "orthomap2tei.get_tei(adata=hvulgaris_data,\n",
    "    gene_id=query_orthomap['ID'],\n",
    "    gene_age=query_orthomap['ageN'],\n",
    "    keep='min',\n",
    "    layer=None,\n",
    "    add_var=True,\n",
    "    var_name='Phylostrata',\n",
    "    add_obs=True,\n",
    "    obs_name='tei',\n",
    "    boot=False,\n",
    "    bt=10,\n",
    "    normalize_total=False,\n",
    "    log1p=False,\n",
    "    target_sum=1e6)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60185c16",
   "metadata": {},
   "source": [
    "## Step 5 - downstream analysis\n",
    "\n",
    "Once the gene age data has been added to the scRNA dataset, one can e.g. plot the corresponding transcriptome evolutionary index (`TEI`) values by any given observation pre-defined in the scRNA dataset.\n",
    "\n",
    "Here, we plot them against the assigned embryo stage and against assigned cell types of the zebrafish using the `scanpy` `sc.pl.violin()` function as follows:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a622f6c0",
   "metadata": {},
   "source": [
    "### Boxplot gene age class per sample timepoint"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d5e6dec4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 518.6x330 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.violin(adata=hvulgaris_data,\n",
    "             keys=['tei'],\n",
    "             groupby='curatedIdent',\n",
    "             rotation=90,\n",
    "             palette='Paired',\n",
    "             stripplot=False,\n",
    "             inner='box')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c844a89b",
   "metadata": {},
   "source": [
    "### Get partial TEI values to visualize gene age class contributions\n",
    "\n",
    "Partial `TEI` values can give an idea about which gene age class contributed at most to the `global` `TEI` pattern.\n",
    "\n",
    "In detail, each gene gets a `TEI` contribution profile as follows:\n",
    "\n",
    "${TEI_{is} = f_{is} * ps_i}$\n",
    "\n",
    ", where ${TEI_{is}}$ is the partial `TEI` value of gene ${i}$, ${f_{is} = e_{is} / \\sum e_{is}}$ and ${ps_i}$ is the phylostratum of gene i.\n",
    "\n",
    "${TEI_{is}}$ values are combined per ${ps}$.\n",
    "\n",
    "The partial `TEI` values combined per strata give an overall impression of the contribution of each strata to the `global` `TEI` pattern.\n",
    "\n",
    "One can either start from `counts` (`adata.X`) which is set as default or any other `layer` defined by the `layer` option (`layer=None`).\n",
    "\n",
    "In addition, the `counts` can be `normalized` and `log-transformed` prior calculating partial `TEI` values (`normalize_total=False`, `log1p=False`, `target_sum=1e6`).\n",
    "\n",
    "Further, these values can be combined per given observation, e.g. cell type (`group_by='cell.type'`).\n",
    "\n",
    "The `get_pstrata` function of the `orthomap2tei` submodule will return two matrix, the first contains the sum of each partial `TEI` per gene age class and the second the corresponding frequencies.\n",
    "\n",
    "Both can be further processed by returning the `cumsum` over the gene age classes. To get them set the option `cumsum=True`. The `cumsum` will result in either for the first matrix the `TEI` value per cell or mean `TEI` value per group, if one choose a observation with the `group_by` option. Or in case of the second frequency matrix will result in 1.\n",
    "\n",
    "With the `standard_scale` option either gene age classes (`standard_scale=0` rows) or cells or groups (`standard_scale=1` columns) can be scaled, subtract the minimum and divide each by its maximum. By default no scaling is applied (`standard_scale=None`).\n",
    "\n",
    "Here, we will scale each gene age class (`standard_scale=0`) to reproduce findings from original publication ([Cazet et al., 2022](https://doi.org/10.1101/2022.06.21.496857)).\n",
    "\n",
    "The resulting data will be visualized in the downstream section."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a78186c1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>curatedIdent</th>\n",
       "      <th>Ec_BasalDisk</th>\n",
       "      <th>Ec_BodyCol/SC</th>\n",
       "      <th>Ec_Head</th>\n",
       "      <th>Ec_Peduncle</th>\n",
       "      <th>Ec_Tentacle</th>\n",
       "      <th>En_BodyCol/SC</th>\n",
       "      <th>En_Foot</th>\n",
       "      <th>En_Head</th>\n",
       "      <th>En_Tentacle</th>\n",
       "      <th>I_DesmoNB</th>\n",
       "      <th>...</th>\n",
       "      <th>I_GranGl</th>\n",
       "      <th>I_ISC</th>\n",
       "      <th>I_IsoNB</th>\n",
       "      <th>I_IsoNC</th>\n",
       "      <th>I_MaleGC</th>\n",
       "      <th>I_Neuro</th>\n",
       "      <th>I_SpumMucGl</th>\n",
       "      <th>I_StenoNB</th>\n",
       "      <th>I_StenoNC</th>\n",
       "      <th>I_ZymoGl</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ps</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.560994</td>\n",
       "      <td>0.595713</td>\n",
       "      <td>0.590387</td>\n",
       "      <td>0.581276</td>\n",
       "      <td>0.562467</td>\n",
       "      <td>0.589827</td>\n",
       "      <td>0.580900</td>\n",
       "      <td>0.581904</td>\n",
       "      <td>0.562355</td>\n",
       "      <td>0.589530</td>\n",
       "      <td>...</td>\n",
       "      <td>0.598142</td>\n",
       "      <td>0.670901</td>\n",
       "      <td>0.574888</td>\n",
       "      <td>0.554668</td>\n",
       "      <td>0.635307</td>\n",
       "      <td>0.661613</td>\n",
       "      <td>0.605504</td>\n",
       "      <td>0.612284</td>\n",
       "      <td>0.553138</td>\n",
       "      <td>0.592371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.511210</td>\n",
       "      <td>0.496005</td>\n",
       "      <td>0.495925</td>\n",
       "      <td>0.498049</td>\n",
       "      <td>0.499676</td>\n",
       "      <td>0.508730</td>\n",
       "      <td>0.507193</td>\n",
       "      <td>0.513416</td>\n",
       "      <td>0.521005</td>\n",
       "      <td>0.444571</td>\n",
       "      <td>...</td>\n",
       "      <td>0.502875</td>\n",
       "      <td>0.469989</td>\n",
       "      <td>0.453770</td>\n",
       "      <td>0.505122</td>\n",
       "      <td>0.497674</td>\n",
       "      <td>0.467740</td>\n",
       "      <td>0.484118</td>\n",
       "      <td>0.436852</td>\n",
       "      <td>0.505544</td>\n",
       "      <td>0.496516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.036718</td>\n",
       "      <td>0.033811</td>\n",
       "      <td>0.034563</td>\n",
       "      <td>0.037433</td>\n",
       "      <td>0.038390</td>\n",
       "      <td>0.040587</td>\n",
       "      <td>0.043163</td>\n",
       "      <td>0.040554</td>\n",
       "      <td>0.036169</td>\n",
       "      <td>0.028546</td>\n",
       "      <td>...</td>\n",
       "      <td>0.036281</td>\n",
       "      <td>0.027780</td>\n",
       "      <td>0.028548</td>\n",
       "      <td>0.044000</td>\n",
       "      <td>0.035234</td>\n",
       "      <td>0.028230</td>\n",
       "      <td>0.036847</td>\n",
       "      <td>0.027264</td>\n",
       "      <td>0.044341</td>\n",
       "      <td>0.034395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.195327</td>\n",
       "      <td>0.172565</td>\n",
       "      <td>0.173816</td>\n",
       "      <td>0.187209</td>\n",
       "      <td>0.207873</td>\n",
       "      <td>0.169317</td>\n",
       "      <td>0.175720</td>\n",
       "      <td>0.175979</td>\n",
       "      <td>0.186915</td>\n",
       "      <td>0.151476</td>\n",
       "      <td>...</td>\n",
       "      <td>0.191275</td>\n",
       "      <td>0.105603</td>\n",
       "      <td>0.173582</td>\n",
       "      <td>0.177877</td>\n",
       "      <td>0.110640</td>\n",
       "      <td>0.114570</td>\n",
       "      <td>0.174782</td>\n",
       "      <td>0.149452</td>\n",
       "      <td>0.188667</td>\n",
       "      <td>0.219986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.076601</td>\n",
       "      <td>0.064414</td>\n",
       "      <td>0.065810</td>\n",
       "      <td>0.067613</td>\n",
       "      <td>0.073942</td>\n",
       "      <td>0.068400</td>\n",
       "      <td>0.071836</td>\n",
       "      <td>0.071641</td>\n",
       "      <td>0.082624</td>\n",
       "      <td>0.183921</td>\n",
       "      <td>...</td>\n",
       "      <td>0.065494</td>\n",
       "      <td>0.044966</td>\n",
       "      <td>0.181550</td>\n",
       "      <td>0.107528</td>\n",
       "      <td>0.053688</td>\n",
       "      <td>0.046995</td>\n",
       "      <td>0.065424</td>\n",
       "      <td>0.154116</td>\n",
       "      <td>0.119037</td>\n",
       "      <td>0.060822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.137453</td>\n",
       "      <td>0.108081</td>\n",
       "      <td>0.109838</td>\n",
       "      <td>0.116427</td>\n",
       "      <td>0.129939</td>\n",
       "      <td>0.089112</td>\n",
       "      <td>0.097962</td>\n",
       "      <td>0.095880</td>\n",
       "      <td>0.108046</td>\n",
       "      <td>0.205680</td>\n",
       "      <td>...</td>\n",
       "      <td>0.096518</td>\n",
       "      <td>0.066193</td>\n",
       "      <td>0.232879</td>\n",
       "      <td>0.136739</td>\n",
       "      <td>0.080290</td>\n",
       "      <td>0.069968</td>\n",
       "      <td>0.098696</td>\n",
       "      <td>0.173043</td>\n",
       "      <td>0.133907</td>\n",
       "      <td>0.123893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.175829</td>\n",
       "      <td>0.164752</td>\n",
       "      <td>0.167630</td>\n",
       "      <td>0.174248</td>\n",
       "      <td>0.198587</td>\n",
       "      <td>0.126557</td>\n",
       "      <td>0.128408</td>\n",
       "      <td>0.136689</td>\n",
       "      <td>0.153862</td>\n",
       "      <td>0.231249</td>\n",
       "      <td>...</td>\n",
       "      <td>0.155013</td>\n",
       "      <td>0.112669</td>\n",
       "      <td>0.181249</td>\n",
       "      <td>0.236929</td>\n",
       "      <td>0.142587</td>\n",
       "      <td>0.120460</td>\n",
       "      <td>0.127831</td>\n",
       "      <td>0.154073</td>\n",
       "      <td>0.215567</td>\n",
       "      <td>0.153125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.311870</td>\n",
       "      <td>0.248873</td>\n",
       "      <td>0.260274</td>\n",
       "      <td>0.267582</td>\n",
       "      <td>0.317446</td>\n",
       "      <td>0.287415</td>\n",
       "      <td>0.318531</td>\n",
       "      <td>0.302624</td>\n",
       "      <td>0.348600</td>\n",
       "      <td>0.228224</td>\n",
       "      <td>...</td>\n",
       "      <td>0.223682</td>\n",
       "      <td>0.128542</td>\n",
       "      <td>0.264267</td>\n",
       "      <td>0.338612</td>\n",
       "      <td>0.174242</td>\n",
       "      <td>0.161667</td>\n",
       "      <td>0.280838</td>\n",
       "      <td>0.255724</td>\n",
       "      <td>0.331506</td>\n",
       "      <td>0.216531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.033367</td>\n",
       "      <td>0.031295</td>\n",
       "      <td>0.032025</td>\n",
       "      <td>0.035780</td>\n",
       "      <td>0.039247</td>\n",
       "      <td>0.045665</td>\n",
       "      <td>0.049970</td>\n",
       "      <td>0.042696</td>\n",
       "      <td>0.049330</td>\n",
       "      <td>0.019145</td>\n",
       "      <td>...</td>\n",
       "      <td>0.023680</td>\n",
       "      <td>0.012810</td>\n",
       "      <td>0.025420</td>\n",
       "      <td>0.022936</td>\n",
       "      <td>0.026645</td>\n",
       "      <td>0.013645</td>\n",
       "      <td>0.019248</td>\n",
       "      <td>0.015464</td>\n",
       "      <td>0.023421</td>\n",
       "      <td>0.025568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.087663</td>\n",
       "      <td>0.077823</td>\n",
       "      <td>0.098993</td>\n",
       "      <td>0.092296</td>\n",
       "      <td>0.078132</td>\n",
       "      <td>0.034018</td>\n",
       "      <td>0.034585</td>\n",
       "      <td>0.037312</td>\n",
       "      <td>0.040021</td>\n",
       "      <td>0.024821</td>\n",
       "      <td>...</td>\n",
       "      <td>0.046094</td>\n",
       "      <td>0.023452</td>\n",
       "      <td>0.043020</td>\n",
       "      <td>0.047926</td>\n",
       "      <td>0.031439</td>\n",
       "      <td>0.035920</td>\n",
       "      <td>0.069036</td>\n",
       "      <td>0.034344</td>\n",
       "      <td>0.044832</td>\n",
       "      <td>0.037622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.082774</td>\n",
       "      <td>0.055791</td>\n",
       "      <td>0.057948</td>\n",
       "      <td>0.065420</td>\n",
       "      <td>0.068868</td>\n",
       "      <td>0.098293</td>\n",
       "      <td>0.102523</td>\n",
       "      <td>0.085102</td>\n",
       "      <td>0.096652</td>\n",
       "      <td>0.039194</td>\n",
       "      <td>...</td>\n",
       "      <td>0.043754</td>\n",
       "      <td>0.027352</td>\n",
       "      <td>0.045534</td>\n",
       "      <td>0.064072</td>\n",
       "      <td>0.044852</td>\n",
       "      <td>0.031666</td>\n",
       "      <td>0.049687</td>\n",
       "      <td>0.044516</td>\n",
       "      <td>0.073683</td>\n",
       "      <td>0.050072</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>11 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "curatedIdent  Ec_BasalDisk  Ec_BodyCol/SC   Ec_Head  Ec_Peduncle  Ec_Tentacle  \\\n",
       "ps                                                                              \n",
       "1                 0.560994       0.595713  0.590387     0.581276     0.562467   \n",
       "2                 0.511210       0.496005  0.495925     0.498049     0.499676   \n",
       "3                 0.036718       0.033811  0.034563     0.037433     0.038390   \n",
       "4                 0.195327       0.172565  0.173816     0.187209     0.207873   \n",
       "5                 0.076601       0.064414  0.065810     0.067613     0.073942   \n",
       "6                 0.137453       0.108081  0.109838     0.116427     0.129939   \n",
       "7                 0.175829       0.164752  0.167630     0.174248     0.198587   \n",
       "8                 0.311870       0.248873  0.260274     0.267582     0.317446   \n",
       "9                 0.033367       0.031295  0.032025     0.035780     0.039247   \n",
       "10                0.087663       0.077823  0.098993     0.092296     0.078132   \n",
       "11                0.082774       0.055791  0.057948     0.065420     0.068868   \n",
       "\n",
       "curatedIdent  En_BodyCol/SC   En_Foot   En_Head  En_Tentacle  I_DesmoNB  ...  \\\n",
       "ps                                                                       ...   \n",
       "1                  0.589827  0.580900  0.581904     0.562355   0.589530  ...   \n",
       "2                  0.508730  0.507193  0.513416     0.521005   0.444571  ...   \n",
       "3                  0.040587  0.043163  0.040554     0.036169   0.028546  ...   \n",
       "4                  0.169317  0.175720  0.175979     0.186915   0.151476  ...   \n",
       "5                  0.068400  0.071836  0.071641     0.082624   0.183921  ...   \n",
       "6                  0.089112  0.097962  0.095880     0.108046   0.205680  ...   \n",
       "7                  0.126557  0.128408  0.136689     0.153862   0.231249  ...   \n",
       "8                  0.287415  0.318531  0.302624     0.348600   0.228224  ...   \n",
       "9                  0.045665  0.049970  0.042696     0.049330   0.019145  ...   \n",
       "10                 0.034018  0.034585  0.037312     0.040021   0.024821  ...   \n",
       "11                 0.098293  0.102523  0.085102     0.096652   0.039194  ...   \n",
       "\n",
       "curatedIdent  I_GranGl     I_ISC   I_IsoNB   I_IsoNC  I_MaleGC   I_Neuro  \\\n",
       "ps                                                                         \n",
       "1             0.598142  0.670901  0.574888  0.554668  0.635307  0.661613   \n",
       "2             0.502875  0.469989  0.453770  0.505122  0.497674  0.467740   \n",
       "3             0.036281  0.027780  0.028548  0.044000  0.035234  0.028230   \n",
       "4             0.191275  0.105603  0.173582  0.177877  0.110640  0.114570   \n",
       "5             0.065494  0.044966  0.181550  0.107528  0.053688  0.046995   \n",
       "6             0.096518  0.066193  0.232879  0.136739  0.080290  0.069968   \n",
       "7             0.155013  0.112669  0.181249  0.236929  0.142587  0.120460   \n",
       "8             0.223682  0.128542  0.264267  0.338612  0.174242  0.161667   \n",
       "9             0.023680  0.012810  0.025420  0.022936  0.026645  0.013645   \n",
       "10            0.046094  0.023452  0.043020  0.047926  0.031439  0.035920   \n",
       "11            0.043754  0.027352  0.045534  0.064072  0.044852  0.031666   \n",
       "\n",
       "curatedIdent  I_SpumMucGl  I_StenoNB  I_StenoNC  I_ZymoGl  \n",
       "ps                                                         \n",
       "1                0.605504   0.612284   0.553138  0.592371  \n",
       "2                0.484118   0.436852   0.505544  0.496516  \n",
       "3                0.036847   0.027264   0.044341  0.034395  \n",
       "4                0.174782   0.149452   0.188667  0.219986  \n",
       "5                0.065424   0.154116   0.119037  0.060822  \n",
       "6                0.098696   0.173043   0.133907  0.123893  \n",
       "7                0.127831   0.154073   0.215567  0.153125  \n",
       "8                0.280838   0.255724   0.331506  0.216531  \n",
       "9                0.019248   0.015464   0.023421  0.025568  \n",
       "10               0.069036   0.034344   0.044832  0.037622  \n",
       "11               0.049687   0.044516   0.073683  0.050072  \n",
       "\n",
       "[11 rows x 32 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hvulgaris_pstrata = orthomap2tei.get_pstrata(adata=hvulgaris_data,\n",
    "    gene_id=query_orthomap['ID'],\n",
    "    gene_age=query_orthomap['ageN'],\n",
    "    keep='min',\n",
    "    layer=None,\n",
    "    cumsum=False,\n",
    "    group_by_obs='curatedIdent',\n",
    "    obs_fillna='__NaN',\n",
    "    obs_type='mean',\n",
    "    standard_scale=None,\n",
    "    normalize_total=True,\n",
    "    log1p=True,\n",
    "    target_sum=1e6)\n",
    "hvulgaris_pstrata[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5acffe59",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 650x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [6.5, 4.5]\n",
    "ax = sns.lineplot(hvulgaris_pstrata[0].transpose(), palette='tab20', dashes=False)\n",
    "ax.legend(fontsize=3, title='age class')\n",
    "ax.set_title('H. vulgaris - Contribution of gene age classes to global TEI')\n",
    "ax.set_xlabel('cell type')\n",
    "ax.set_ylabel('TEI')\n",
    "sns.move_legend(ax, 'upper left', bbox_to_anchor=(1, 1))\n",
    "plt.xticks(rotation=90)\n",
    "plt.show()\n",
    "plt.rcParams['figure.figsize'] = [4.4, 3.3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb8ead57",
   "metadata": {},
   "source": [
    "### Heatmap partial TEI per gene age class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c6189c4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x7fb95c3b7430>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(data=hvulgaris_pstrata[0],\n",
    "               row_cluster=False,\n",
    "               col_cluster=True,\n",
    "               cmap='viridis')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28bb0827",
   "metadata": {},
   "source": [
    "### Heatmap partial TEI cumsum per gene age class and sample timepoint - first matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "eb3e3419",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x7fb98ef385b0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(data=hvulgaris_pstrata[0].cumsum(0),\n",
    "               row_cluster=False,\n",
    "               col_cluster=True,\n",
    "               cmap='viridis')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "539dbb12",
   "metadata": {},
   "source": [
    "### Heatmap partial TEI per gene age class and sample timepoint - second matrix (frequencies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "de94f49d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x7fb98eeb4040>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(data=hvulgaris_pstrata[1],\n",
    "               row_cluster=False,\n",
    "               col_cluster=True,\n",
    "               cmap='viridis')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67299910",
   "metadata": {},
   "source": [
    "### Heatmap partial TEI cumsum per gene age class and sample timepoint - second matrix (frequencies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4abdc5ad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x7fb95770e610>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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txHm6/3tT91VXXRWjRo2K6dOnx1prrRWXXHJJbLHFFt/5c0899VRstdVWsfbaa8eLL76Yv6EAANDC5PxCzJdcLGl6uotw2223xUknnRRXXXVVDBo0KK6++urYZZdd4tVXX40+ffrU+3MzZ86Mgw46KLbbbrv44IMPlmCLAahPcx0ZvrmO2q6HiP9WjX2uMPMH/PcwkFoRLr744jjssMPi8MMPj4iISy65JB544IEYPXr0t57sjjzyyDjggAOiVatW8be//W0JtRaAb9NcLi9uKZrjFwGwJDT3c4VjE5qvslJ+uJCWjkdFRUXMmjWrxqOioqLOv3nevHnxwgsvxI477lhj+Y477hjjxo2rd1tdd9118eabb8bpp59eyiYHAACgBSktdFelpeIxcuTI6NKlS41HfT3WH3/8cVRWVkaPHj1qLO/Ro0fMmDGjzp+ZMmVK/PKXv4ybb745Wrcu7Yp+AAAAWo7SEmBVI7WiiY0YMSKGDRtWY1l5efm3/kyhUKjxPKVUa1lERGVlZRxwwAFx5plnxhprrFF6YwGAFqEh9wA39P5e9+8CtBwlztO9dNzTXV5e/p0he6Hll18+WrVqVatX+8MPP6zV+x0R8cUXX8Tzzz8fEyZMiOOOOy4iIqqqqiKlFK1bt44HH3wwtt1229L/CGgmzHkL8DWjL7O4mst7Z4T3T8ihxJ7upSN0N0Tbtm1jww03jLFjx8bee+9dvXzs2LGx11571Xp9586d49///neNZVdddVU8/PDDcccdd8Sqq66avc2wJDWXgWZ8IF265BxhPPco4c3lA2xjbUNfikHjay7vnRHePyGHEnu6G6sZLcuwYcPiwAMPjI022ig23XTT+P3vfx/Tpk2Lo446KiK+/mDz3nvvxY033hhlZWWx9tpr1/j57t27R7t27WotB6BuzekDaUM1lw+wzWkbNpdtAgBLQmmhu/K/M3X/5Cc/iU8++STOOuusmD59eqy99tpx3333xcorrxwREdOnT49p06Y1cSsBAABoaqVdXr6U3NNdjGOOOSaOOeaYOtddf/313/qzZ5xxRpxxxhmN3yiWqIZeqtmQSzJdegkAAEuH0nq6/wvv6YaFDJAD/5184QbA0sj7Wz56ugFoEi11OiVfuAGwNPL+lo95uoEWo6WGNFPB1M2b+9IjZ+9IRPPab/8bGOkeoHGVeHm51A0sOS01pBk1mqVd7n3cfrtkOWctXVwyDE3P5eUALZgPU0BL4qqIJa+lfmENSxNThgG0YD5MAS2JqyKA/0Z6ugEAACAToRsAAAAyKS10u7wcAAAA6lXaPd16ugEAAKBeJfZ0mzIMAAAA6uOebgAAAMikkFLxyXmX1YY3ZluazD/eGNXUTaCZ2Hngadlqp7KybLUrl2mbrXYqK+Sr3SbfNkmFfO2OiGg38Z1stdO8+dlqR2VlttKFthn3wwULstXOrlW+/bzQurTvzr9Vxi/WU8b9sPLTz7LVLsu4j0ch334SEVE1b1622oWc7xNV+fbDVl06Z6ud5szJVzvjNskt6zavqMhWu9Cta7baLfrK4ap8bf/He5dnq90USnu3bsEHPQAAAORW4uXlLfibGQAAAMjMQGoAAACQiYHUAAAAIJMS7+nW0w0AAAD1EboBAAAgE6EbAAAAMjFlGAAAAGRSUuhOpgwDAACAepkyDAAAADJxTzcAAABkUtrl5ZWVjdUOAAAAWOqU1tOdDKQGAAAA9Snxnm493QAAAFCf0i4vN2UYAAAA1KvEy8sNpAYAAAD1MZAaAAAAZFJS6B5bdXtjtQMAAACWOmVN3QAAAABYWgndAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAMBS6d13340hQ4Y0aRuEbgAAAJqNioqKmDVrVo1HRUVFUbU+/fTTuOGGGxq5hQ3Tukl/OwAAACxi5MiRceaZZ9ZYdvrpp8cZZ5xR67Vjxoz51lpvvfVWYzatKEI3AAAAzcaIESNi2LBhNZaVl5fX+drBgwdHoVCIlFK99QqFQqO2r6FcXg4AAECzUV5eHp07d67xqC909+zZM/76179GVVVVnY/x48cv4dbXJnQDAADQIm244YbfGqy/qxd8SXB5OQAAAC3S8OHDY/bs2fWuX2211eKRRx5Zgi2qTegGAACgRdpiiy2+dX3Hjh1jq622WkKtqZvLywEAACAToRsAAAAyEboBAAAgE6EbAAAAMhG6AQAAIBOhGwAAADIRugEAACAToRsAAAAyEboBAAAgE6EbAAAAMhG6AQAAIBOhGwAAADIRugEAACAToRsAAAAyEboBAAAgE6EbAAAAMhG6AQAAIBOhGwAAADIRugEAACAToRsAAAAyEboBAAAgE6EbAAAAMhG6AQAAIBOhGwAAADJp3dQNgOZk8qHL5iteyFe6ql1VttqpVcpWu9A6X7ujLF+7IyK6vLB6vuIZm17IWLsq4ztK2YJ8tVOrfLW//gX5Sle1yVc7ZTxnFSrz1e7wUb4NXtk2W+lIZRk3eESULch5YslXOud+WFmer3jOc23O4yciolCVr/FVbfJt87J5+dpd0SVfu6tynlcyJ71CxvfmpY2ebgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACgRfrqq6/iySefjFdffbXWurlz58aNN97YBK2qSegGAACgxZk8eXL0798/ttxyy1hnnXVi6623junTp1evnzlzZhx66KFN2MKvCd0AAAA0GxUVFTFr1qwaj4qKilqvO+WUU2KdddaJDz/8MF5//fXo3LlzDBo0KKZNm9YEra6f0A0AAECzMXLkyOjSpUuNx8iRI2u9bty4cXHuuefG8ssvH6uttlqMGTMmdtlll9hiiy3irbfeaoKW1611UzcAAAAAFhoxYkQMGzasxrLy8vJar/vqq6+ideuakfbKK6+MsrKy2GqrreLPf/5z1nYuLqEbAACAZqO8vLzOkP1N/fr1i+effz769+9fY/nll18eKaXYc889czWxQVxeDgAAQIuz9957xy233FLnuiuuuCL233//SCkt4VbVVkjNoRXQTPS95OJ8xQv5Sle1q8pWO7XKd4ootM7X7ijLe2rr8sJ3f/tatIxNL2SsXZXx2qmyBflqp1b5an/9C/KVrmqTr3bKeM4qVOar3eGjfBu8sm220pHKMm7wiChbkPPEkq90zv2wsjxf8Zzn2pzHT0REoSpf46va5NvmZfPytbuiS752V+U8r2S+prmQ8b35lfOG5iveBPR0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCatm7oB0JxUtUn5ihfy1U5tqrLVLrTO1+5CWcZ2t8r4v4yIqpxnz5xNL+QrnVplrJ2z3ZnfCQv5dvOobJuvds6v5QuV+Wrn3CZVbfPtiFnPKRGR5mU8iFpoF05Vm6ZuQXHKFuStX6jKt69U5tzmGdud832iKuc5K/N5payFHvtNwaYCAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAFqsSZMmxXXXXRevvfZaRES89tprcfTRR8eQIUPi4YcfbuLWRbRu6gYAAADAQhUVFVFRUVFjWXl5eZSXl9d67f333x977bVXdOrUKebMmRN33XVXHHTQQTFw4MBIKcVOO+0UDzzwQGy77bZLqvm16OkGAACg2Rg5cmR06dKlxmPkyJF1vvass86K4cOHxyeffBLXXXddHHDAAXHEEUfE2LFj45///GecfPLJcd555y3hv6CmQkopNWkLoBlZ5cqL8hUv5DvUUruqbLULrfO1u1CWsd2t8p7aOj7fPl/xnE0v5CudWuWrXViQr3bKfM1XId9uHpVt89XO+bV8oTJf7fYf5juAqtrmO4CqMu+HZfNyFs9YO6Osx09GZRnPhxGZz1lt8tVuVfHdrynWvC75ale2y1c7+3kl47744qnHLHZPd5cuXeKFF16I1VZbLaqqqqK8vDyeffbZ2GCDDSIi4uWXX47tt98+ZsyYka/B38Hl5QAAADQb9QXs71JWVhbt2rWLrl27Vi9bZpllYubMmY3YuoZrod9NAgAA8N9ulVVWiTfeeKP6+dNPPx19+vSpfv7uu+9Gz549m6Jp1fR0AwAA0CIdffTRUVn5/9+3tPbaa9dY/49//KNJB1GLELoBAABooY466qhvXX/OOecsoZbUz+XlAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkEnrpm4ANCdte8zJVruqqpCtdvt287PVbttmQbbaZZGy1W7dqipb7YiID7/XLmv9bDJultQmX+2c7c7+9XPGtle1zXcM5VTIuU1a5/uHVrXNVpp6pHxvnVGV85yVsd2Fyny1cyvL95Ei63aZv0y+c21lp4wnxHYteGdZyujpBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAJYaKaWmbkINQjcAAABLjfLy8pg0aVJTN6Na66ZuAAAAADTUsGHD6lxeWVkZ5513Xiy33HIREXHxxRcvyWbVInQDAADQbFRUVERFRUWNZeXl5VFeXl5j2SWXXBIDBw6Mrl271lieUopJkyZFx44do1Ao5G7ud3J5OQAAAM3GyJEjo0uXLjUeI0eOrPW6c845J2bOnBmnnXZaPPLII9WPVq1axfXXXx+PPPJIPPzww03wF9RUSM3tLnNoQmvccXa22lVV+b5la99ufrbabdssyFa7LPKdflq3qspWOyLiw5e7Z62fTcbNktrkq52z3dm/fs7Y9qq2LfMtvJBxm7T7MN8/tKptttLUI2XsoKrKec7K2O5CZb7auZXl+0iRdbvMXybfubayU84TYsvdWV7f76TF6umOiHjuuefiZz/7Weyxxx4xcuTIaNOmTbRp0yZeeumlGDBgwJJq8rfS0w0AAECzUV5eHp07d67xqCtwR0T84Ac/iBdeeCE++uij2GijjeLf//53s7ikfFHu6QYAAKDF6tSpU9xwww1x6623xg477BCVlc2rl1/oBgAAoMXbb7/9YvPNN48XXnghVl555aZuTjWhGwAAgKVC7969o3fv3k3djBrc0w0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJBJ66ZuADQnnTpUZKu9oDLfd1wdy+dlq92hTb7aZYWUrXbrsqpstSMipnfMWD/fZslbu3XG4lWFfLXLcm6UyLvN22QsnnG7pIz/z3kV+WqnjJ+aCpX5akdEVJXn+38WMp4Oq1rlq52z3alVxu1dmfF8mFlVx3w7emF+vs9ZhY7zs9WOlO//2abdgmy1IyJS5rfPpYmebgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATFo3dQMAAACgMXz22Wdxww03xJQpU6Jnz55x8MEHx0orrdSkbdLTDQAAQLNRUVERs2bNqvGoqKio87W9evWKTz75JCIipk6dGgMGDIjzzz8/pkyZEldffXWss8468dprry3J5tcidAMAANBsjBw5Mrp06VLjMXLkyDpfO2PGjKisrIyIiF/96lfRr1+/ePPNN+PBBx+MN954I7bYYos47bTTlmTza3F5OQAAAM3GiBEjYtiwYTWWlZeXf+fPPfvss/HHP/4xOnToUP0zv/71r+NHP/pRlnYuLqEbAACAZqO8vHyxQvZChUIhIr6+LL1Hjx411vXo0SM++uijRm1fQwndAAAAtFjbbbddtG7dOmbNmhWTJ0+OtdZaq3rdtGnTYvnll2/C1gndAAAAtFCnn356jecLLy1f6O67744ttthiSTapFqEbAACAFumbofubRo0atYRaUj+jlwMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGTSuqkbAM3J95aZma32nAVtstXuWj43W+0OreZlq13eakG22mWRstWOiHh9mR7ZaqdUyFe7Kl/ttu3nZ6tdlbHduVVV5vt+u7xdxm2ecT/MqaKiQ7baqU1VttqFzPt4q875zuVVC/Lt461a5TuXV85tla12Iee+Usj7/pbzfaJX93yfs3K+d7Ztne/zyudz2mer3bE833EfEdGmVWXW+ksTPd0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAA9Zg1a1b87W9/i0mTJhX180I3AAAA/D/77rtvXHHFFRER8dVXX8VGG20U++67b6y77rrx17/+tcH1hG4AAABanAkTJsTUqVOrn990000xaNCgWGmllWLzzTePW2+9tai6jz/+eGyxxRYREXHXXXdFSik+//zzuOyyy+I3v/lNg+sJ3QAAALQ4hx12WLz99tsREfHHP/4xfv7zn8dGG20Up556avzgBz+II444Iq699toG1505c2Z069YtIiLuv//+2GeffaJDhw6x2267xZQpUxpcr3WDfwIAAAAyqaioiIqKihrLysvLo7y8vMay119/Pb7//e9HRMRVV10Vl1xySfz85z+vXv+DH/wgzjnnnBgyZEiDfv9KK60UTz/9dHTr1i3uv//+6h7zzz77LNq1a9fgv0dPNwAAAM3GyJEjo0uXLjUeI0eOrPW69u3bx0cffRQREe+9915ssskmNdZvsskmNS4/X1wnnXRS/PSnP43evXtHz549Y+utt46Iry87X2eddRpcT+gGAACg2RgxYkTMnDmzxmPEiBG1XrfLLrvE6NGjIyJiq622ijvuuKPG+r/85S+x2mqrNfj3H3PMMfHMM8/EtddeG08++WQUCoWIiOjbt29R93S7vBwAAIBmo65Lyety/vnnx6BBg2KrrbaKjTbaKC666KJ49NFHo3///vH666/HM888E3fddVdRbXjxxRfjt7/9bey3334REbH66qvHSSedFLvttluDawndAAAAtDi9evWKCRMmxHnnnRd33313pJTiX//6V7z77rsxaNCgeOqpp2KjjTZqcN3TTjstfvvb38bxxx8fm266aUREPP300zF06NB4++23G9zbXUgppQa3ApZSezxxfLbacxa0yVa7a/ncbLU7tJqXrXZ5qwXZapdF3lPbPyevma12SoV8tavy1W7bfn622lUZ251bVWW+O7nK22Xc5hn3w5wqPuyQrXZqU5WtdiHzPt6qc75zedWCfPt4Wat85/LKua2y1S7k3FcKed/fcr5PrNh9ZrbaOd8727bO93nl8znts9XuWJ7vuI+IaNOqMlvtx7cbla324lh++eXj8ssvj/3337/G8ltuuSWOP/74+PjjjxtUzz3dAAAA8P9UVlbW2UO+4YYbxoIFDf8SRugGAACA/+dnP/tZ9QBti/r9738fP/3pTxtczz3dAAAAsIhrrrkmHnzwwfjhD38YERHPPPNMvPvuu3HQQQfFsGHDql938cUXf2ctoRsAAAD+n5dffjk22GCDiIh48803IyJihRVWiBVWWCFefvnl6tctnErsuwjdAAAA8P888sgjjVrPPd0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmbRu6gZAc/LDblOz1Z5b1SZb7Q6tKrLVXqZsbrba7crmZ6ud25s9l8tWuyoVstVOGWsv0zbffphzm3wxvzxb7YiINmWV2Wp3K/8qW+3P57XLVruskLLVntE233mldauqbLXLIt82iYhYpctn2WovSC2zD+e9L7pkq92mVb7jvm2rBdlqR0S0Lsu3n2+x/JvZan80b5lstVtnPI+/3S7f54ne7T/PVjsi73ZZ2rTMsyQAAAC0AEI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAC3S8ccfH0888URTN+NbCd0AAAA0GxUVFTFr1qwaj4qKijpfe+WVV8bWW28da6yxRpx//vkxY8aMJdza7yZ0AwAA0GyMHDkyunTpUuMxcuTIel//4IMPxq677hoXXnhh9OnTJ/baa6+45557oqqqagm2un5CNwAAAM3GiBEjYubMmTUeI0aMqPf166yzTlxyySXx/vvvx0033RQVFRUxePDgWGmlleLUU0+NN954Ywm2vjahGwAAgGajvLw8OnfuXONRXl7+nT/Xpk2b2HfffeP++++Pt956K4444oi4+eabY80111wCra6f0A0AAMBSpU+fPnHGGWfE1KlT4/7772/StgjdAAAAtEgrr7xytGrVqt71hUIhdthhhyXYotpaN+lvBwAAgCJNnTq1qZvwnfR0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCaFlFJq6kZAc/H6u72y1Z6bWmWr3a5Qma12WSFb6WhXyHf6qcx8Zvuoqjxb7XaFBdlqz0/5vmt9d0G3bLVzKouqrPU7llVkqz0/43llXmqdrXa7wvxsteemNtlq55RzP4mI6Fr2VbbalRn7cKpSvjehaRnPWTn/n3Or8u7j7cryHZ8D2nySrfYXWT9n5XufmLGgQ7baHcvmZasdEdEq8n3YGtjn3Wy1m4KebgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACgRbr88svj4IMPjr/85S8REfGnP/0pBgwYEP369Ytf/epXsWDBgiZuYUTrpm4AAAAALFRRUREVFRU1lpWXl0d5eXmNZWeffXaMGjUqdtxxxzjxxBNj6tSpMWrUqBg6dGiUlZXFb3/722jTpk2ceeaZS7L5tejpBgAAoNkYOXJkdOnSpcZj5MiRtV53/fXXx/XXXx933HFH3H///XHqqafGpZdeGqeeemqMGDEirr766vjzn//cBH9BTXq6AQAAaDZGjBgRw4YNq7Hsm73cERHTp0+PjTbaKCIiBg4cGGVlZbHeeutVr99ggw3i/fffz9rWxaGnGwAAgGajvLw8OnfuXONRV+heccUV49VXX42IiClTpkRlZWX184iIV155Jbp3777E2l0fPd0AAAC0OAcccEAcdNBBsddee8VDDz0Up5xySvzv//5vfPLJJ1EoFOKcc86JH/3oR03dTKEbAACAlufMM8+M9u3bxzPPPBNHHnlknHLKKbHuuuvGySefHHPmzIk99tgjzj777KZuZhRSSqmpGwHNxevv9spWe25qla12u0JlttplhWylo10h3+mnMvOZ7aOq2pc4NZZ2hXxTW8xP+e4qendBt2y1cyqLqqz1O5ZVfPeLijQ/43llXsr3vXy7wvxsteemNtlq55RzP4mI6Fr2VbbalRnvVqxK+d6EpmU8Z+X8f86tyruPtyvLd3wOaPNJttpfZP2cle99YsaCDtlqdyybl612RESryPdha2Cfd7PVbgru6QYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMikdVM3AJqTDmUpW+02aUG22jm/PWtVyFe7XSFfy+dHvv9lRES7Qr7/Z9uoylY7Mv4/lyn7Kl/xjDoW5jV1E4pWWcj3D22V8RhqU6jMVvuTyo7ZaueUez9cpizfOWt+yrcf5tzHO2c8Z3XNWHt2oW222hER7QrzM9bO9/+sinznlZyfszqW5Tv2O2b8rBIRUZbxM8XSRk83AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGQidAMAAEAmQjcAAABkInQDAABAJkI3AAAAZCJ0AwAAQCZCNwAAAGTSuqkbAAAAAMWYPn16jB49Op588smYPn16tGrVKlZdddUYPHhwHHLIIdGqVaumbqKebgAAAFqe559/Pvr37x933313zJ07NyZPnhwbbLBBdOzYMf73f/83tthii/jiiy+auplCNwAAAM1HRUVFzJo1q8ajoqKi1utOOumkGDp0aEyYMCHGjRsXN9xwQ0yePDluvfXWeOutt+Krr76KX//6103wF9QkdAMAANBsjBw5Mrp06VLjMXLkyFqvGz9+fBx44IHVzw844IAYP358fPDBB7HsssvGBRdcEHfccceSbHqd3NMNAABAszFixIgYNmxYjWXl5eW1Xte9e/eYPn169O3bNyIiPvjgg1iwYEF07tw5IiJWX331+PTTT/M3+DsI3QAAADQb5eXldYbsbxo8eHAcddRRMWrUqCgvL4+zzz47ttpqq2jfvn1ERLz++uvxve99L3dzv5PQDQAAQIvzm9/8JqZPnx577LFHVFZWxqabbho33XRT9fpCoVDnZelLmtANAABAi9OpU6e47bbbYu7cubFgwYLo1KlTjfU77rhjE7WsJqEbAACAFqtdu3ZN3YRvZfRyAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATFo3dQOgOelSaJOtdkWhMlvtNhm/PyuLQrbarQr5aldGylY7IqJNq3z/z7KM/8+qjNtlhbIvstWuylY54vOqfPthRES7Qr7Wd8h4DH2acbvk3CYdCzOz1a7MeD5coVW20hGR97wyP+X7f+Y8Z7Vr83m22jn1iLlZ67fNeF5pV8i3o7fLeCrP+ZmiY1nL/DwRkff4XNro6QYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyEToBgAAgEyEbgAAAMhE6AYAAIBMhG4AAADIROgGAACATIRuAAAAyKR1UzcAAAAAijV79uz485//HOPGjYsZM2ZEoVCIHj16xKBBg2L//fePjh07Nmn79HQDAADQbFRUVMSsWbNqPCoqKup87auvvhprrLFGnHzyyfHZZ59Fnz59onfv3vHZZ5/F8OHDY80114xXX311Cf8FNRVSSqlJWwDNyKz3+2SrXRGV2Wq3yfj9WVkUstVuVchXuzLzqS3n/zPnNq+KfNsl5zavylY54vOqfNs7IqJdIV/rO2Q8hj7NuF1ybpP5KeN5JeOxuUKrbKUjIu95ZX7K9//MeezPbqGfgNtkPI9HRLTNeF7pUMi8o2dSmXGb53xfznncR+Rt+5W/PyLOPPPMGstOP/30OOOMM2q9dptttokVV1wxbrjhhmjbtm2NdfPmzYtDDjkkpk+fHo888ki29n4XoRsWIXTXJnTXTeiuTeium9Bdm9Bdm9BdN6G7NqF7yRO665az7Z2Xe6tWz3Z5eXmUl5fXem2HDh3i+eefjwEDBtRZ6+WXX46NN9445syZk6Wti8M93QAAADQb9QXsuiy77LIxZcqUekP3G2+8Ecsuu2xjNq/BhG4AAABapCOOOCIOPvjg+PWvfx077LBD9OjRIwqFQsyYMSPGjh0b5557bpx00klN2kahGwAAgBbpjDPOiPbt28fFF18cJ598chT+3y0SKaVYccUV45e//GWcfPLJTdpG93TDItzTXZt7uuvmnu7a3NNdN/d01+ae7trc010393TX5p7uJc893XXL2fYVer1X1M9NnTo1ZsyYERERK664Yqy66qqN2ayimTIMAACAFm/VVVeNTTfdNDbddNPqwP3uu+/GkCFDmrRdQjcAAABLpU8//TRuuOGGJm2De7oBAABokcaMGfOt6996660l1JL6Cd0AAAC0SIMHD45CoRDfNlRZIeNYBYvD5eUAAAC0SD179oy//vWvUVVVVedj/PjxTd1EoRsAAICWacMNN/zWYP1dveBLgsvLAQAAaJGGDx8es2fPrnf9aqutFo888sgSbFFt5umGRZinuzbzdNfNPN21mae7bubprs083bWZp7tu5umuzTzdS555uuvWHOfpbq5cXg4AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkEnrpm4ANCedytrlq52tMnUq5C3v/7n0WLFVU7egeepuuwBAo9DTDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAABAs1FRURGzZs2q8aioqCiq1gcffBBnnXVWI7ewYYRuAAAAmo2RI0dGly5dajxGjhxZVK0ZM2bEmWee2cgtbJhCSik1aQugGamasUZTNwEAAP6rzV/237V6tsvLy6O8vLzWaydOnPittV577bXYf//9o7KyslHb2BBCNyxC6AYAgKZVtuLkxX9tWVkUCoWoK9YuXF4oFJo0dLdust8MAAAAJVhuueXi/PPPj+22267O9a+88krsscceS7hVNQndAAAAtEgbbrhhvP/++7HyyivXuf7zzz+vsxd8SRK6AQAAaJGOPPLImD17dr3r+/TpE9ddd90SbFFt7umGRbinGwAAmlZD7uluCUwZBgAAwFLp3XffjSFDhjRpG4RuAAAAlkqffvpp3HDDDU3aBvd0AwAA0CKNGTPmW9e/9dZbS6gl9XNPNyzCPd0AANC0Gmue7oWaep5ul5cDAADQIvXs2TP++te/RlVVVZ2P8ePHN3UThW4AAABapg033PBbg/V39YIvCe7pBgAAoEUaPnz4t87Tvdpqq8UjjzyyBFtUm3u6YRHu6QYAgKZlnm4AAABgsQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0AAACZCN0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJBLAhps7ty56fTTT09z585VewnVV3vpqZ27vtpLT+3c9dVeemrnrq+22s2hvtotVyGllJo6+ENLM2vWrOjSpUvMnDkzOnfurPYSqK/20lM7d321l57aueurvfTUzl1fbbWbQ321Wy6XlwMAAEAmQjcAAABkInQDAABAJkI3FKG8vDxOP/30KC8vV3sJ1Vd76amdu77aS0/t3PXVXnpq566vttrNob7aLZeB1AAAACATPd0AAACQidANAAAAmQjdAAAAkInQDQAAAJkI3QAAAJCJ0A0A32LatGlR10QfKaWYNm1aE7QIAGhJhG5oYlOmTIn9998/Zs2aVWvdzJkz44ADDoi33nqrCVq2dLK9l16ff/55/PGPf4wRI0bEp59+GhER48ePj/fee6+kuquuump89NFHtZZ/+umnseqqq5ZUO6dZs2ZFVVVVreWVlZV17v+Lq7KyMiZOnBhfffVVrXVz5syJiRMn1vl7aZ5a6jnxq6++ijFjxsQXX3xRa92sWbNizJgxUVFR0QQtW3wLFiyIf/7zn3H11VdX/x3vv/9+fPnllyXVvemmm+pdN3z48JJqL+qNN96IBx54oPpc0NizEKeU4uGHH4577703Pvvss0at/d9s4sSJi/0oxqxZsxb78d+kdVM3AFqChx9+OI477rh45plnonPnzjXWzZw5MzbbbLP43e9+F1tssUWDa48aNSpWWmmlWnUjIrp06RIrrbRSjBo1KkaPHl10+yMi3nzzzbjkkkti0qRJUSgUon///nHiiSfG97///ZLqzp49O84777x46KGH4sMPP6z1YbvUD2vvvfdePPXUU3XWPuGEExpcL+f2vvHGGxfrdQcddFCDa0dEPP7444v1ui233LLZ1L7ssssW+7XF/D8XmjhxYmy//fbRpUuXePvtt+OII46Ibt26xV133RXvvPPOYv9v6pJSikKhUGv5l19+Ge3atSuqZu595a677opTTjklXnzxxejQoUONdRUVFfGDH/wgLrzwwthjjz0aXPtPf/pTXHHFFfHss8/WWldeXh5DhgyJk046KX72s581qO6wYcMW+7UXX3xxg2pHRGyzzTZ1/h8XVSgU4qGHHmpw7ZZ4bC6U85yY873z97//fYwZMyb23HPPWus6d+4cl112Wbz77rtx7LHHNrh27uMzIuKdd96JnXfeOaZNmxYVFRWxww47xDLLLBMXXHBBzJ07N373u98VXfu4446Lrl27xu67715j+dChQ+PWW2+NUaNGFV07IuKTTz6Jn/zkJ/Hwww9HoVCIKVOmRN++fePwww+Prl27xkUXXdTgmp9//nmceOKJMX78+PjhD38YF110Uey6664xbty4iIhYYYUVYuzYsbHuuuuW1O7lllsuIiLefffd+MMf/hBfffVV7LnnnkXtgws98sgj1e0eNGhQXH311XHOOefEV199FYMHD47LLrss2rdv36CaOc+H6623XhQKhXq/JFm4rlAoRGVlZYNqR0R07dr1O8+1pdRvqQqpsb+WgqXQnnvuGdtss00MHTq0zvWXXXZZPPLII3HXXXc1uHa/fv3iT3/6U/zgBz+oc/0LL7wQBxxwQLz++usNrr3QAw88EHvuuWest956MWjQoEgpxbhx4+Kll16Ku+++O3bYYYeia++///7x2GOPxYEHHhg9e/asdaI98cQTi6593XXXxVFHHRVt27aN5ZZbrkbtQqFQVKDPub2XXXbZetcVCoWYPXt2LFiwoOg3mbKy+i9OWrhtCoVCLFiwoNnU/mZP8EcffRRz5syJrl27RsTXH7Q6dOgQ3bt3L+kLmu233z422GCDuOCCC2KZZZaJl156Kfr27Rvjxo2LAw44IN5+++0G11z4oefSSy+NI444okZ4raysjGeffTZatWoVTz31VINr595Xdtxxx9h3333j8MMPr3P9tddeG7fddls88MADDa69xRZbxLHHHhv77bdfnev/8pe/xBVXXLHYYXGhbbbZpsbzF154ISorK2PNNdeMiIjJkydHq1atYsMNN4yHH364we2u7/wd8XXPzC233BIVFRVFbfOWeGwulPOcmPO9c+ONN47TTjut3i+O7rnnnjjrrLPiX//6V4Nr5z4+IyIGDx4cyyyzTFxzzTWx3HLLVZ+zHnvssTj88MNjypQpRde+//77Y7/99osxY8ZUfxlz/PHHx5133hkPPfRQ9OvXr+jaEV9/2fDhhx/GH//4x+jfv3912x988MEYOnRovPLKKw2uefjhh8fjjz8eBx10UNxzzz1RVlYWKaW45JJLoqysLE4++eTo1KlT3H333Q2u/e9//zv22GOPePfdd2P11VePW2+9NXbeeeeYPXt2lJWVxezZs+OOO+6IwYMHN7j2H/7whzj66KNjlVVWif/85z9x+umnxznnnBMHHnhglJWVxU033RRHH310nHfeeQ2q+83zYX0KhUKDz4fvvPPOYr925ZVXblDtiIjHHntssV+71VZbNbh+i5WA79SnT5/06quv1rt+0qRJaaWVViqqdrt27dLbb79d7/q33347tW/fvqjaC6233nrplFNOqbX8lFNOSeuvv35Jtbt06ZKefPLJkmrUp3fv3uk3v/lNqqysbLSaS2J7f9P777+fjjzyyNSmTZu00047FV3n888/r/Px/vvvp1NOOSW1b98+rbXWWs2u9kI333xzGjRoUHrttdeql7322mtpiy22SDfddFNJtTt37pzeeOONlFJKnTp1Sm+++WZK6ev/Z3l5eVE1t95667T11lunQqGQNttss+rnW2+9ddpxxx3Tz3/+8zR58uSS2v1NjbWv9OzZM02ZMqXe9VOmTEk9e/YsqvYKK6yQpk6dWu/6t956Ky2//PJF1V7ooosuSnvssUf69NNPq5d9+umnaa+99koXXnhhSbUXNX/+/HTJJZekFVZYIa222mrplltuKapOSz42c54Tc753du3aNb3zzjv1rn/nnXdS165di6pdn8Y6PlNKabnllqs+Fy56zpo6dWqjvAfdcsstadlll03PPfdcOvroo1OvXr3S66+/XnLdlFLq0aNHevHFF1NKNdv+1ltvpY4dOxZVs1evXunRRx9NKaX0n//8JxUKhfTII49Ur3/22WdTjx49iqq98847p9133z098cQT6cgjj0zf+9730qGHHpoqKytTZWVlOuaYY9Imm2xSVO211lorXXbZZSmllP7xj3+k1q1bp+uvv756/V/+8pf0/e9/v6jaLF2EblgM5eXl3/kBtl27dkXV7tGjR3rooYfqXf/Pf/6z6DeahcrLy+sMB6+//nrRgWShVVZZ5Vs/VJWiW7du1UGqsSyJ7b3QrFmz0qmnnpo6deqUNtlkk/Twww83St2FKisr0x/+8IfUu3fv1KdPn3Tttdc22hcUOWr37ds3jR8/vtby559/Pq2yyiol1e7evXt17UU/BD7wwAOpd+/eJdU+5JBD0syZM0uq8V0ae19p165dmjRpUr3rX3311aLPWR06dEgvvfRSvetfeuml1KFDh6JqL9SrV6/08ssv11r+73//u+gvC77ppptuSn379k09e/ZMV155ZZo/f36j1E2pZR2bOc+JOd87O3XqlJ5//vl61z///POpU6dORdX+phzn8mWXXTa98sorKaWa56wnnngide/eveT6KaV01VVXpfLy8tS7d+9v/T80VKdOnao/Uyza9n/961+pW7duRdVs1apVev/996uft2/fvsb7//Tp01NZWVlRtZdbbrnqc9YXX3yRCoVCeu6556rXT5o0KXXp0qWo2u3bt6/xpVWbNm1qfCZ65513Utu2bYuqnVNlZWWaOHFi9fPRo0enSy+9tPpxxRVXlHzOWvR98957701///vfqx/33HNPSbVbIqEbFkPfvn3TnXfeWe/6v/71r2nVVVctqvaPf/zjNHjw4HrX77nnnulHP/pRUbUX6t27d/rLX/5Sa/ltt91WdC/DQn/605/Sj370ozR79uyS6tRl+PDhaeTIkY1ac0ls74qKinTRRRel5ZZbLq255prp9ttvL6leXf7617+mNddcM3Xr1i2NGjUqzZ07t9nXbt++fXr22WdrLX/22WdL7tk54ogj0uDBg9O8efNSp06d0ltvvZXeeeedtP7666cTTzyxpNqLevfdd9N//vOfRquXa1/p169f+tOf/lTv+htvvDGtueaaRdUeOHBgGj16dL3rr7zyyjRw4MCiai/UqVOnOoPgQw89VHKQ+sc//pEGDhyYOnfunM4666z05ZdfllTvm1rasZnznJjzvXOTTTZJ5513Xr3rR44cWXTv5UI5z+X77rtvOuKII1JKqfqc9cUXX6Rtt902HXLIIQ2uN3To0DofK620Utpzzz1rLCvVrrvumn7961/XaHtlZWX68Y9/nPbZZ5+iahYKhfTBBx9UP180zKeU0owZM4oO3S219vvvv59+9atfVT8fNGhQWn/99asfG220UdHvRzfffHPacssta7S7d+/eaZVVVkmrrLJK6tSpU/rjH/9YVO2UUrr77rvTeuutV6N+oVCofpSVlWX5bNScCd2wGI477ri09tprp6+++qrWujlz5qS11147HX/88UXVHj9+fCovL0/77LNPevbZZ6svHXzmmWfS//zP/6Ty8vL0wgsvlNT+M888M3Xt2jWdd9556fHHH09PPPFEGjlyZOratWs6++yzS6q93nrrpWWWWSZ16tQprb322jXeEEq9dH3BggVp5513TltttVU67rjjan2YKEbO7V1VVZWuv/761KdPn9SrV6909dVXpwULFhRVqz6PPvpo2mSTTVKHDh3SiBEj0ueff94iaqeU0u67757WXXfd9Nxzz6WqqqqUUkrPPfdcWm+99dIee+xRUu2ZM2emQYMGpa5du6ZWrVqllVZaKbVp0yZtueWWJYeqysrKdOaZZ6bOnTunsrKyVFZWlrp06ZLOOuusonsCcu8rv/rVr1KfPn3SjBkzaq2bPn166tOnT40Pcw1x/vnn1+g5WtSLL76YlltuuXT++ecXVXuhAw88MPXp0yfdfvvt6d13303vvvtuuv3229Mqq6ySDjrooKJqPvvss2nrrbdO7dq1SyeddFL66KOPSmrjN7XUYzPnOTHne+fVV1+dOnbsmO6+++5a68aMGZM6duyYrr766qJqL4lz+XvvvZfWWGON1L9//9S6dev0wx/+sDrcLxriFteit79822ObbbYpue2vvPJKWmGFFdLOO++c2rZtm370ox+l/v37px49ehR9dVqhUEjnnHNOdU9ru3bt0mmnnVb9/De/+U1JwfjDDz+sfr7wi4KFSgnGZWVl6Y033kgzZ85Mn3/+eVpmmWXSSy+9lGbOnJlmzpyZJk+eXHTtX//61+mYY46p0e4TTjghnXHGGemMM85Im2yySfrFL35RVO3tt98+/fnPf65Re9EvC0aPHp223nrromqnlNIee+xRI7R/s/7555+fdtlll6Lrt0QGUoPF8MEHH8QGG2wQrVq1iuOOOy7WXHPNKBQKMWnSpLjyyiujsrIyxo8fHz169Ciq/j333BNDhgyJTz75pMby5ZZbLv74xz/WOTprQ6T/NxjJRRddFO+//35ERPTq1SuGDx8eJ5xwwneOMvltzjzzzG9df/rppxdd++yzz47TTz891lxzzejRo0etgdSKGUwpIt/2XnfddePNN9+M448/Pk466aRao0YvVNcowYtj1113jYceeigOPfTQOOOMM2LFFVcsqs6Srr3QRx99FAcffHDcf//90aZNm4j4esqcnXbaKa6//vro3r17yb/j4YcfjvHjx0dVVVVssMEGsf3225dcc8SIEXHNNdfEmWeeWT0Q4VNPPRVnnHFGHHHEEXHOOec0uGbufeWLL76ITTfdNKZNmxY/+9nPapyzbr755lhppZXimWeeiWWWWabBtefPnx877rhjPPnkk7H99ttHv379qmv/85//jEGDBsXYsWOr/8fFmDNnTvzv//5vXHvttTF//vyIiGjdunUcdthhMWrUqOjYsWODa5aVlUX79u3jyCOPjFVWWaXe1xUzin5LPzZznRNzv3f+7Gc/iz//+c/Rr1+/GrUnT54c++67b9xyyy1F1c19fC701VdfxS233FLjnPXTn/60wSNdN4UZM2bE6NGj44UXXqhu+7HHHhs9e/Ysqt4qq6yyWJ9Fpk6d2uDaZWVlscsuu0R5eXlERNx9992x7bbbVp9HKioq4v777y96EMVF252+MdtFKmGU7vXWWy9GjRpVPdjtooOERnw9SO6wYcOKGriud+/ece+998bAgQPrrD1p0qQYNGhQ9fSbDbXKKqvEHXfcERtttFGd9f/973/HdtttFx9++GFR9VsioRsW0zvvvBNHH310PPDAA9XTLBQKhdhpp53iqquu+tYPcYvjq6++ivvvvz/eeOONSCnFGmusETvuuGO9b/aLa8GCBXHzzTfHTjvtFCuuuGL1XKDFfNhe0pZddtn47W9/G4ccckij186xvRcdZbiuDw+lvPkurN+6devo2LHjt344KeZNMmftb5o8eXK89tprkVKK/v37xxprrFFyzZx69eoVv/vd72oFj7///e9xzDHHFDUPeO59JeLrKZlGjBgRt912W/Uct8suu2z85Cc/iXPPPbd6BPlizJ8/P37729/Gn//855gyZUr1MXTAAQfESSedFG3bti269qJmz54db775ZqSUYrXVVisqbC+0OB/qi50VYWk4NnO9B+V+7/zLX/5S53647777Fl1zSRyfS9KsWbPi4Ycfjn79+pU8cnlLdOihhy7W66677roG117ckbqLGaW7a9euMX78+Oqg+j//8z8xevTo6i+p3n777RgwYEDMmTOnwbXbtWsXr7zySvW0sR999FEst9xy1fv+G2+8EWuttVbRc923a9cuJk2aVD2DyfPPPx8DBw6s/jJ26tSp0a9fv6Lrt0RCNzTQZ599Vv2hZPXVV//WqUWaiw4dOsSkSZOKmvphcXz++edxxx13xJtvvhnDhw+Pbt26VfdefO973yu67oorrhhPPPFErL766o3Y2nxyvvlGRNxwww2L9bqDDz64WdXOZUnNAd6uXbuYOHFirS8HXn/99VhvvfXiq6++anDN3PvKolJK8fHHH0dKKVZYYYWSrmyhbo7N79aS3jtzHZ9jxoxZ7NeWcoXbvvvuG1tuuWUcd9xx8dVXX8XAgQPj7bffjpRS3HrrrbHPPvs0uObEiRMX+7WlzKXN/69Tp07xxBNPxPrrr1/n+gkTJsQWW2wRX375ZYNrr7zyyjF69OjYdddd61x/9913x3HHHdeg6cUW1atXr7jxxhvrvdrswQcfjIMPPjimT59eVP2WSOiGJvbVV1/FQw89FLvvvntEfH0p66Lf/LVq1SrOPvvsaNeuXdG/Y5tttokTTzyxqDkov8vEiRNj++23jy5dusTbb78dr7/+evTt2zdOO+20eOedd+LGG28suvbIkSNj+vTpDQpX3+XZZ5+NTz/9NHbZZZfqZTfeeGOcfvrpMXv27Bg8eHBcfvnl1Zeh0bj+85//xJgxY2LatGkxb968GusuvvjiBtX65hzg9Sm293KhTTbZJDbZZJNa++Hxxx8fzz33XDzzzDNF117SHnvssZg9e3ZsuummjRp65s6dG7fddlvMnj07dthhh0b5ouy5556L22+/vc595c477yy5Pl9b3HP0QQcdlLklS79vm3N9UaX2oq+44orxwAMPxMCBA+PPf/5znH766fHSSy/FDTfcEL///e9jwoQJDa658DLq74oNxbbdfljbhhtuGEOGDIljjz22zvWXXXZZXH/99TF+/PgG1x4yZEi8/vrr8dRTT9Val1KKQYMGRb9+/eLaa69tcO2IiP322y/mzJlT7xdNu+++e3Ts2DFuu+22ouq3REI3LIbp06fHFVdcUX3v5uabb17jcp5WrVrF3/72t6J6da+++uq455574u67746Iry/7Xmuttarv6Xrttdfi5JNPjqFDhxbd/ttvvz1++ctfxtChQ2PDDTesdYlmKd9Kb7/99rHBBhvEBRdcUOOenXHjxsUBBxwQb7/9dtG1995773j44YdjueWWi7XWWqvWPaLFfPDeZZddYuutt45TTjklIr6+r2iDDTaIQw45JPr37x+jRo2KI488Ms4444yi2/1NH3zwQVRUVESfPn0areai0teDYi72B7qGuP7662PvvfeOLl26lFzroYceij333DNWXXXVeP3112Pttdeu7n3ZYIMNir5HP7fHHnssdtttt+jTp09suummUSgUYty4cfHuu+/GfffdF1tssUWj/84FCxbE+++/X/Q+M2rUqPjyyy+rx1xIKcUuu+wSDz74YEREdO/ePR566KFYa621Glx7+PDhMW/evLj00ksjImLevHmx8cYbx6uvvhodOnSIBQsWxNixY2PTTTctqu0REbfeemscdNBBseOOO8bYsWNjxx13jClTpsSMGTNi7733Luoy0G+aP39+3HvvvTFlypTo2bNn7L333iVdvt5SfduXL4VCIWbPnh0LFiwoKkgNGTLkO19TKBTimmuuaXDtb95LW1/tBQsWNLh2S9e+ffuYPHlyrLTSSnHQQQdFr1694rzzzotp06bFgAEDiuoZbUiPZzFX1dkPaxs1alScd9558cgjj9T6nPbSSy/FtttuG7/85S9j+PDhDa795ptvxgYbbBD9+vWL//3f/4011lgjCoVCvPbaa3HhhRfG66+/Hi+88EKsttpqDa4d8XUv/Kabbhp77LFHnHzyydVXir3++utx/vnnx7333hvjxo2LDTbYoKj6LZHQDYvhtNNOi08//TSuvPLKiPg6GA8ZMiS6desWERH/+Mc/YvPNN48LL7ywwbW33HLLGDp0aOy9997VtRcdbOKmm26KK6+8Mp5++umi219XGFv4jXWp36h36dIlxo8fH9///vdrtP2dd96JNddcM+bOnVt07e+6D6uYD949e/aMu+++u3pwj1NPPTUee+yxePLJJyPi6y8oTj/99Hj11VcbXPuLL76Io48+Op544onYeuut4w9/+EMMHTo0Ro8eHYVCITbffPO4++67ix58Z8GCBXHGGWdU1z/zzDNj1KhRccYZZ8SCBQtiv/32iz/84Q+Ndj9tRETbtm3jpZdeiv79+5dca+ONN46dd945zjrrrOp9pXv37vHTn/40dt555zj66KMbocV5vP/++3HllVdW34s+YMCAOOaYY6JXr15Zft9LL70UG2ywQdHH5gYbbBCnnHJK/OQnP4mIr/frgw8+OMaOHRv9+/ePgw46KDp06BB/+ctfGlx77bXXjnPPPbf68tfrrrsufvGLX8SECROiT58+MWTIkPjwww/j3nvvLartEV9/EXjkkUfGscceW72vrLrqqnHkkUdGz549v3MAx7psttlmcd9990XXrl3jo48+iu222y5ef/31WHnllePdd9+N7t27x7hx40q6JaY+pf4/77333rjrrruiW7duceihh9Y4Hj/77LPYZ599Gv1Lq+nTp8eZZ54Z1157bWy77bZx//33N7jGwve1ulRWVsY///nPqKioKGq7/P3vf6933bhx4+Lyyy+PlFJRt39ERFx11VVx5513Rrdu3eKoo46Kbbfdtnrdxx9/HBtvvHFJV9DktMYaa8RvfvOb2G233WLVVVeNW2+9Nbbddtt46aWXYrvttouPP/64qZu42P6b98P58+fH9ttvH+PGjYsddtiherDA1157rfqLzYceeqjoQSv/9a9/xSGHHBKvvfZa9RcHKaXo169fXHfddbHJJpsUVXehv//973H44YfXGm9i2WWXjT/+8Y9Zrr5s1vIMig5Ll4EDB6YHH3yw+vk3pz64//7704ABA4qq3aNHj/Tyyy9XP19++eXT1KlTq5+//vrrqXPnzkXVXujtt9/+1kcpunfvnsaPH59SqrldHnjggdS7d++SaudQXl6epk2bVv180KBBNaZNmzp1atHzAB933HGpX79+6bLLLktbb7112muvvdLaa6+dnnzyyfT444+ntddeu+hpmlL6evqQHj16pGHDhqUBAwako446Kq200krppptuSjfeeGPq3bt30VM1LbvssnU+CoVC6tKlS/XzUnTq1Kl6OpmuXbtW7/cvvvhiWnnllUuqvc8++9Q5p/sFF1xQ8rzrTeHFF18sepqZlL7evq+++mr180MOOST97Gc/q37+9NNPF318LrPMMmnKlCnVz/fbb7/q+YZTSmnChAmpZ8+eRdVeqEOHDtXnweWWWy5NnDgxpZTSq6++mlZcccWiai46n+4RRxyR1ltvvTR9+vSUUkoff/xx2myzzdKQIUNKand9XnzxxVQoFIr62Ztvvjm1atUq7bbbbmnzzTdP7dq1SzfddFP1+lKmO6rLrFmz0qmnnpo6deqUNtlkk/Twww83Wu2F/va3v6UBAwakrl271nncFmvSpElp8ODBqVWrVumggw5K77zzTlF1Lr300tShQ4d07LHHpp/97GepvLw8nXvuudXrG2ObH3/88enSSy+ttfzyyy9PJ554Ykm1r7zyytS6devUtWvXNHDgwOqpDRe+N5Xq3HPPTddcc02t5ddcc823zp3eEPbDr1VUVKSRI0emgQMHpvbt26f27dunddddN40cOTLNnTu3Udo7YcKEdNttt6Xbbrut+vNcY5k9e3a688470/nnn5/OP//8dOedd5Y8jWdLJXTDYujSpUuNkL333nvXmP926tSpqX379kXVbteuXXrttdfqXT9p0qRUXl5eVO0l4YgjjkiDBw9O8+bNq5778p133knrr79+yR8cUkpp/vz5aezYsel3v/tdmjVrVkrp6/lNv/jii6Lq9enTJz322GMppa/fzNq3b5/++c9/Vq+fOHFi0eFypZVWqv5g8N5776VCoZDGjBlTvf7ee+9Na665ZlG1U0qpb9++1XPSTpkyJZWVlaVbb721ev1f/vKXtPbaaxdVu1OnTmm33XZL119/ffXjuuuuS61atUrnnHNO9bJS9OjRI73yyisppZQGDBiQ/v73v6eUvg4kHTt2LKn28ssvXx3MFjVx4sTUvXv3kmqnlNJnn32WLrzwwnTYYYelww8/PF188cUlzZX8zfnsv/no169fSR/qO3bsWOOcteaaa6arrrqq+vk777yT2rVrV1TtLl26pMmTJ1c/X2WVVWp8AJ86dWrRtRfq3bt39f9z3XXXrZ5Pdty4cUV/Cblo6F5jjTXSPffcU2P9I488klZZZZWiau+9997f+th2222L/n+uv/766bLLLqt+fvvtt6dOnTpVz4HbWKG7oqIiXXTRRdVzRd9+++0l1/ymJ598Mg0aNCh16NAhnXzyyenTTz9tlLrvvfdeOvzww1ObNm3S7rvvnv7973+XVG/AgAHp5ptvrn4+bty41L1793TaaaellBpnm/fq1Ss9//zztZa/8MIL6Xvf+15JtVNK6bnnnkt33nlnjffKe+65Jz355JMl11555ZXTU089VWv5M888U/QxtJD9kKVV66buaYeWYMGCBTFz5szq59+8l/izzz4r+n7a3r17x8svvxxrrrlmnesnTpwYvXv3Lqr2Qt81QEkpA5NceOGFseuuu0b37t3jq6++iq222ipmzJgRm266aVHzFy/qnXfeiZ133jmmTZsWFRUVscMOO8QyyywTF1xwQcydOzd+97vfNbjmzjvvHL/85S/j/PPPj7/97W/RoUOHGvfkTpw4sXoKjYb68MMPq+9/6tWrV7Rv377G/3WttdaKd999t6jaEV9f4rxwTs3VVlst2rZtW/08ImKjjTYqeqTRCRMmxAEHHBAPP/xwXHnlldGpU6eIiDjiiCNi8ODBMWDAgKLbvdAPf/jDeOqpp2LAgAGx2267xS9+8Yv497//HXfeeWf88Ic/LKn2l19+Wedl9W3atIlZs2aVVPv555+PnXbaKdq3bx8bb7xxpJTi4osvjnPOOScefPDBou5Je/XVV2O//fardzC46dOnx+TJk4tu82qrrRaPP/549O3bN6ZNmxaTJ0+uMdLyf/7zn1huueWKqt2vX7+4++67q+eHnTZtWmyzzTbV6995552i511eaIsttoixY8fGOuusE/vuu2+ceOKJ8fDDD8fYsWNju+22K7ruwksoP//881rbftVVVy16JN277747dthhh3r/7lJu4Zk8eXL1QJsRET/60Y9i+eWXjz333DPmz5//rZfOLo6UUtx4443xf//3f7FgwYI499xz47DDDotWrVqVVHdRr7zySvzyl7+M+++/Pw466KC49dZbS35fi/h6Wrxzzz03Lr/88lhvvfXioYceapQxFqZOnRqbbbZZ9fNNN900Hn744dhuu+1i/vz5cdJJJ5X8Oz755JM6x8ro3Llzo1z+vdFGG1XfRrXQbrvtVnLdiK/n6K5rPu4VVlih6GPIfli/5557Lqqqqmpd7v3ss89Gq1atav2fG6KysjKuv/76eOihh+LDDz+MqqqqGusb47aVxx57LC688MKYNGlSFAqF6N+/fwwfPjzLeCjNWhOHfmgRNthgg3TFFVfUu/7SSy9N66+/flG1TzjhhDRgwID01Vdf1Vo3Z86cNGDAgHTCCScUVXuhrl271nh07NgxFQqFVF5eXvIlwws99NBDadSoUen8889PY8eObZSae+21V/rZz36WKioqaly6/uijj6bVVlutqJoffvhh2nzzzVOhUEjLLLNMuvPOO2us33bbbYu+BLxXr17phRdeqH6+//77V/espZTSyy+/XNL27tGjR43e3M022yz95z//qX4+adKkkm5FmD9/fjr55JPT97///erekNatW1f3TpfqzTffTC+99FJK6etLzo4++ui0zjrrpL333rvk2xw22mijdOaZZ9Zafvrpp6cNNtigpNqbb755OuSQQ9L8+fOrl82fPz8dfPDBaYsttiiq5oYbblij5/mbJkyYUFJP2u9+97vUsWPHNGTIkDRgwIC02Wab1Vh/9tlnp913372o2nfccUdq06ZN2nbbbVOPHj1q1Tn55JPTj3/846LbnlJKn3zySXrvvfdSSilVVlam888/P+2xxx5p6NChRfdKFQqFtOuuu6a99947Lbvssum+++6rsf7pp59OPXr0KKr2OuusU93zXJdS/p89e/ZMTz/9dK3ljz76aOrUqVM69dRTS9pX1llnndShQ4d0yimnpOnTp6eZM2fW+SjGtGnT0iGHHJJat26dBg8eXOOWh1Kdf/75qVu3bmnAgAHpb3/7W6PVTenrq5Yef/zxWstfeeWV1KNHj3TggQeW3NO91lprpcsvv7zW8ssuuyz179+/wfWGDh1afdnu0KFDv/VRqtVWWy396U9/qrX8xhtvTKuuumpRNe2H9fvBD35QZ4//X//617TxxhuXVPvYY49NHTt2TPvuu2868cQT00knnVTjUao//elPqXXr1mnfffdNl156abrkkkvSvvvum9q0aVPjapL/BgZSg8WQcwTJDz74INZbb71o27ZtHHfccTVGkLziiitiwYIFMWHChJJ7jr5pypQpcfTRR8fw4cNjp512atTajWX55ZePp556KtZcc80ag7S9/fbbMWDAgBojyDfUzJkzo1OnTrW+Rf/000+jU6dORQ1Gtssuu8TgwYPjyCOPrHP99ddfH3/4wx/qnKJjcWy77bZx8MEH1zsf7+233x7nn39+PP/880XVX+jhhx+OQw89NH7605/GhRdeGC+++GKj9HTnNGbMmNhnn33igAMOqB7w6KGHHopbbrklbr/99pIGbGnfvn1MmDAh+vXrV2P5q6++GhtttFFR++HCnrJLLrmkzvVvvvlmHH744fHII480uPZC11xzTdxzzz2x4oorxumnnx4rrrhi9bpjjjkmdthhh6J7Sf/5z3/GvffeGyuuuGIcf/zx0aFDh+p1Z555Zmy11Vax9dZbF932HA455JAaowzvuuuu8eMf/7j6+fDhw+Pf//53UQM1HXroodGhQ4fqwTa/adKkSbHrrrvG1KlTG1x78ODBMXDgwDoHj3v00Udj9913j6+++qro3vRFr9KqaxTmVMKAmx06dIhCoRDHH398jZ7jbypmTuqysrJo3759bL/99t/aG1rMLBcHHHBAdO/evc7j85VXXoltttkmPvnkk5KuYLj22mvjuOOOi+HDh9c4Z1100UVxySWXxBFHHNGgettss03cdddd0bVr1xpXnnxToVAouffy/PPPj1GjRsWoUaNqtP3kk0+OX/ziFzFixIgG17Qf1q9Tp04xceLE6gF2F5o6dWqsu+668cUXXxRde/nll48bb7yx3vm6S9W/f//4+c9/XmsGnosvvjj+8Ic/xKRJk7L83uZI6IbFkHsEyalTp8bRRx8dY8eOrZ4Ds1AoxA477BBXXXVVrRNtY3n++efjZz/7Wbz22mtF16hvDu1CoRDt2rWL1VZbLbbccsuiLhHr1q1bPPnkkzFgwIAaofvJJ5+MffbZJz744IOi253Dp59+GmVlZdG1a9c61//jH/+I9u3bFx1GJk+eHG3atKn3kuQ///nP0bp169h3332Lqr+oTz75JI444oh45JFH4plnnqn39oeG+vzzz+OOO+6IN998M4YPHx7dunWL8ePHR48ePUoeNfree++Nc889N1588cVo3759rLvuunH66afXuKy6GD169Ig//elPseOOO9ZY/sADD8RBBx3U7PbDiIgHH3wwttlmm6LPSd/m97//feyxxx51Xl7amN5888247rrr4s0334xLL700unfvHvfff3+stNJKRU119l1mz54drVq1inbt2jX4ZxeOfLzolw+N5bHHHotx48bVG2QeffTRuOGGG4qeRu2xxx5brNcVcxwtzm1XxQapb36JUp9itsvEiRPjhRdeqHcGjVdeeSXuuOOOOP300xtce1GjR4+Oc845J95///2IiFhllVXijDPOaPZzUaeU4pe//GVcdtllMW/evIiIaNeuXZxyyinxf//3f0XVtB/Wb7nllot77rmn1jSM48aNi9122y0+++yzomv36tUrHn300eopvRpbeXl5vPLKK7WmHnvjjTdi7bXXLmmGm5ZG6IbFNG/evLj44ovj1ltvrb7XcvXVV4/9998/hg4dGuXl5SX/jk8//TTeeOONiPj6nsyFU5LlMmHChNhqq61Kuud11VVXjY8++ijmzJkTyy67bKSU4vPPP48OHTpEp06d4sMPP4y+ffvGI488EiuttFKDav/kJz+JLl26xO9///tYZpllYuLEibHCCivEXnvtFX369CnqTex//ud/Fut1pXwrTd0mTpwY22+/fXTp0iXefvvteP3116Nv375x2mmnxTvvvPOdYw80lRNOOCHuuuuuuPDCC2OzzTaLQqEQTz75ZAwfPjz22Wefenurm1Lfvn3j008/jZ122ikGDx4cu+yyS71fBjXUNttsE08//XQMHDgw9tprr9hrr70aPQQ/9thjscsuu8SgQYPi8ccfj0mTJkXfvn3jggsuiH/9619xxx13NLjmZpttFoMHD44999yz1lUL0JQ++uijaN++ffVYGo0hpRSffPJJFAqFosdv+C5ffvllTJo0Kdq3bx+rr756o3wOorb99tsvZsyYEX//+9+rxwH4/PPPY/DgwdG9e/eipn5c6KKLLoq33norrrjiisX68qChVltttRg+fHitKwCvvvrquPDCC2PKlCmN/jubK6Ebmpk33ngj3nzzzdhyyy2jffv21ZdUlWLMmDE1nqeUYvr06XHFFVfESiutFP/4xz+Krn3LLbfE73//+/jjH/9YPQDZG2+8EUceeWT8/Oc/j0GDBsV+++0XK664YoM/KL///vuxzTbbRKtWrWLKlCmx0UYbxZQpU2L55ZePxx9/PLp3797g9n7X3N8LlfKtdMTXb4j/+te/6hyYpNRejPvuuy9atWpV67aABx98MCorK2OXXXZp9NoPPPBAVFVVlVR7++23jw022CAuuOCCGlcujBs3Lg444IB4++23i6690Lx58+rc5n369Cmp5vDhw+N3v/tdLFiwICK+HqDt6KOPjvPOO6/kD5q59pWJEyfGmDFjYsyYMTFx4sQYNGhQ7LXXXrHnnnvGKqusUlKbP/vss7j33ntjzJgx8cADD8Tyyy9fXXvLLbcsemDJhTbddNP48Y9/HMOGDauxrzz33HMxePDgeO+99xpc8/rrr4+77747HnzwwejZs2d1ezfffPNG+7CZ8/jJWXuhysrK+Nvf/lY94NGAAQNizz33bNTBrHL6z3/+E4VCoVHnWq/v+CwUCnHggQc22u9pLDNmzIiTTz45xowZU33ZcefOnWPvvfeOkSNHNvqtajnYD2t67733Ysstt4xPPvkk1l9//YiIePHFF6NHjx4xduzYBndoLGrvvfeORx55JLp16xZrrbVWraujSu2AGD16dJx00kkxZMiQGl9aX3/99XHppZfWezveUmnJ30YOS4cvvviiUQb4WOjjjz9O2267bSoUCqmsrKx60LAhQ4akYcOGlVS7UCjUeJSVlaUePXqk/fffP73//vsl1e7bt2+aMGFCreXjx4+vHlDlqaeeKnpu3Tlz5qRrrrkmHXvssenoo49Of/jDH9KcOXNKaXKDvPvuu9VznC6uMWPGpGWWWSaVlZWlLl261BjErjEGrltnnXXSvffeW2v5P/7xj7Tuuus229qdO3eunqd70YHx3n777ZKnxZs8eXLafPPNU1lZWY3Hwv29McyePTtNnDgxvfTSS2n27NmNUjP3vrLQe++9l0aPHp122WWX1K5du7Tuuuum0047LT333HMl166oqEj/+Mc/0tFHH5169+6dunXrlg488MB0++23Fz0fa8eOHdNbb72VUqq5r0ydOrXkfWXu3Lnp3nvvTT//+c9Tz5490/LLL58OPvjgdOedd5b8f22px2ZKX09DuPrqq6cOHTqk9ddfP6233nqpQ4cOac0116w+bkvxxhtvpOOOOy5tt912afvtt0/HH398o9StrKxMZ555ZurcuXP1cd+lS5d01llnNfjc/U25j8/bb789/fjHP06bbLJJrWkDizFz5sy06qqrphVWWCGddNJJ6Xe/+10aPXp0Ov7449Pyyy+fVl999aKn2/ymf/3rX2n48OHpJz/5Sa0p8kphP6zbl19+ma6++up0zDHHpF/84hfphhtuSPPmzSu57iGHHPKtj8Zw5513pkGDBqVu3bqlbt26pUGDBmUbdK45E7qhAd5666206667pg4dOjT6B/sDDzww7bTTTundd9+t8SHzgQceSAMGDGiM5mfRvn37Oj+4/+tf/6qeu3zq1Kklz8PcVJZZZpka8x0vjtVXXz2deOKJjRbMvqldu3Zp6tSptZZPnTo1dejQodnW7t69exo/fnxKKdXax3v37l1S7c022yxtueWW6b777ksTJkxIL774Yo1HMQ488MDqueFT+no+8cb4kLOo3PtKXb788st0++23pwMPPDAtt9xy6ZxzzmnU+s8991w67bTT0rrrrpvOOuusomp873vfq54HeNF95c4770x9+/ZttLam9PXcwr/61a/S2muvndq3b5922223oucybqnHZkop7bLLLmnnnXdOn3zySfWyjz/+OO28885p1113Lan2/fffn9q2bZs23njjNHTo0HTSSSeljTfeOJWXl6cHH3ywpNq//OUv0worrJCuuuqq9NJLL6UXX3wxXXnllWmFFVYoeiaKhXIen5deemnq1KlTOvbYY1Pbtm3TkUcembbffvvUpUuXott91llnpdVWWy19+OGHtdZ98MEHabXVVmuU4/2WW25Jbdq0Sbvttltq27Zt2n333dOaa66ZunTpUnJQsx+ytBK6oQE23XTTtOmmm6Zbb701PfLII+nRRx+t8ShFjx49qsPBoh8y33rrrUYLrBUVFem1116rMfVRqXbddde0wQYbVIeplL7u5d5www3TbrvtllL6urdg7bXXXuyajz322GI9loRF/xeLq0OHDg3+mYbo0aNHeuihh2otHzt2bFphhRWabe0jjjgiDR48OM2bNy916tQpvfXWW+mdd95J66+/fjrxxBNLqt2hQ4c0adKkkmp8U1lZWY0p34r5Aua75N5XvktlZWWdH9AbS7FfUgwfPjxtvvnmafr06WmZZZZJU6ZMSU8++WTq27dvOuOMMxq5lf+/N954I1188cV1Ts+zOFrqsZnS1/violMSLvTiiy+W/B603nrrpVNOOaXW8lNOOaXoXt2Fevbsmf7+97/XWv63v/0t9erVq6TaOY/PNddcM/35z39OKdV8nznttNPSscceW1TNTTbZJF177bX1rr/mmmvSD3/4w6JqL2qdddapnkZ1YdurqqrSEUcckf7v//6vpNr2w9puuOGGb320FI19hWhL07qpL2+HlmThiKaNNZLzombPnl3nyLcff/xxyfeMzpkzJ4477rjqgaomT54cffv2jRNOOCF69eoVv/zlL4uufc0118SBBx4YG264YfW9QAsWLIjtttsurrnmmoj4erqLiy66aLFrftvo3gvvvSwUCtX31zY3O+20Uzz//PPZRp3fc88946STToq77rqrxn30v/jFL4qa8mRJ1b7wwgtj1113je7du8dXX30VW221VcyYMSM23XTTOOecc0qqPWDAgPj4449LqvFN6RtDnnzzeWPIsa/UN6PANy2cQmeFFVZY7NrDhg1b7NoXXXRR0aOnn3POOXHIIYfE9773vUgpxYABA6KysjIOOOCA+PWvf11UzcXx/e9/v9bUNg3RUo/NiK9HGa5r6qEvv/yyqCkUFzVp0qQ6B3saMmRIyQMRfvrpp3UOjNevX7/49NNPS6qd81w+bdq06umr2rdvX73tDzzwwPjhD38YV1xxRYNrTp48+VunxNpss83if//3f4tr8CLefPPN2G233SLi6/1m9uzZUSgUYujQobHtttvWOb3d4rIf1nbiiSfWeD5//vyYM2dOtG3bNjp06FDyODF33HFH/OUvf4lp06ZVj0a/0Pjx40uqPXXq1DjuuOPi0UcfrTFSeSphCriWSuiGBvjBD34Q7777bpbQveWWW8aNN94YZ599dkR8/aG1qqoqRo0a9a1zbi6OESNGxMSJE+PRRx+NnXfeuXr59ttvH6effnpJoXvFFVeMsWPHxmuvvRaTJ0+OlFL069evxjZqaPvrm/5izpw5cemll8Zll12WLdA2ht122y2GDx8er776aqyzzjq1gkepH5BHjRoVO++8c/Tr1y969+4dEV8P3LLFFlvEhRde2Gxrd+7cOZ588sl4+OGHY/z48VFVVRUbbLBBbL/99iXVjfh63tiTTz45zj333Dq3eefOnUv+HTnk2Fd++9vfLtbrFobuhpgwYcJi1y5FmzZt4uabb46zzjorJkyYEFVVVbH++uvH6quvXlLdb/PSSy/FBhtsUNKHwJZ6bEZE7L777vHzn/88rrnmmth4440jIuLZZ5+No446quRz1gorrBAvvvhirf/fiy++WNSAmIsaOHBgXHHFFbW+bLriiiti4MCBJdXOeS5fccUV45NPPomVV145Vl555XjmmWdi4MCBMXXq1KK/4Js1a9a3zlLQtWvXkmYrWahbt27Vwfh73/tevPzyy7HOOuvE559/HnPmzCmptv2wtro+E02ZMiWOPvroGD58eEm1L7vssjj11FPj4IMPjr///e9x6KGHxptvvhnPPfdcHHvssSXVjoj46U9/GhFfz0vfo0ePLCOktxhN2c0OLc0bb7yRtt9++3T99den559/Pr300ks1HqV45ZVX0gorrJB23nnn1LZt2/SjH/0o9e/fP/Xo0aPkQT769OmTnn766ZRSzcvYpkyZkpZZZpmSai+qqqoqVVVVNVq9hSorK9Mf/vCH1Lt379SnT5907bXXNsrAJIujmMvLvzlw3TcHsWsMVVVV6YEHHkgXXHBBuvzyyxv1cvuctXNZdPs21ngLhUIhPfLII9XHd8eOHdO9997bqMf9kthXWDwvvvhiKhQKJddpqcfmZ599lvbcc89UKBRS27ZtU9u2bVNZWVkaPHhw+vzzz0uqfeaZZ6auXbum8847Lz3++OPpiSeeSCNHjkxdu3ZNZ599dkm1H3300dSxY8fUv3//NGTIkHTYYYel/v37p06dOqXHH3+8pNo5j8/DDjus+laJ0aNHp/bt26ftt98+de3aNQ0ZMqSommVlZd96u8iMGTMa5byy//77p4suuiillNJvfvObtMIKK6TDDz88rbzyyiUPpGY/XHzPPfdcWnPNNUuqkeM2h0V17NgxvfbaayXXWRqYMgwa4Jlnnqk1tVGhUGi0y2RmzJgRo0ePjhdeeKG6F/DYY4+Nnj17llS3Q4cO8fLLL0ffvn1rTL/z0ksvxZZbbhkzZ84sqf6NN94Yo0aNqp5vcY011ojhw4c3ynQqd955Z/zqV7+Kjz76KEaMGBHHH3/8Ep0LtHPnzvHiiy8265715m5xL3c+4YQTiv4djz322Leu32qrrRpcs6ysrPr4/qbGPO6XlIV/R46ehsaaImdxL1+/+OKLG1z7/2vvvsOiuL4+gH8HlCaIqFiISBEb9l6xK4idGIw1FE2wREywQPJTUYOKCmpM7AXRRMUaUQM27IUgCkbAhggqWEBREZFy3z94mbgs4O7szrKL5/M8PsnODGcvcHeYM3PvuU5OTmXuz8zMxJkzZzTm9ymWu3fvIiEhgR/Wb2Njo3BMxhhWrVqFgIAAPHnyBABgZmaGWbNmYfr06Qr3ySdPnuD333+XaPeUKVNgZmamcNvFUlBQgIKCAlSqVDjoNCQkBBcuXICNjQ08PDwEDaXW0tKCsbFxqT9Pxhhev36tcB/PyMjA+/fvYWZmhoKCAqxYsYJv+9y5c2FiYqJQfID6oSyuX7+Onj17KjR6wcDAAPHx8bCwsECtWrVw4sQJtGrVCnfv3kXnzp2Rnp6uUBt79+6Nn3/+WSkj2jQdJd2EyMHW1hZNmzbF7NmzSxwmY2FhUU4tK1vPnj0xcuRIfP/99zAyMkJsbCysrKwwbdo03Lt3D2FhYYJjBwYGYu7cuZg2bRq6desGxhguXryI33//Hb/88ovg+ZFnz57FnDlzcPPmTXh6emLOnDkwNjYW3E6hPr5JUd4cHR2xa9cu/ufg5+eHqVOn8sMJ09PTYWdnh7i4OLWKbWVlJfE6JSUFdevW5S82gcJEMDExUe7YYnr48KFMx6nr576IWDfFCgoK8MsvvyAgIABv374FUPh58fLyws8//yxore7iU1EuXLiAdu3aQV9fn9/GcRxOnz4td+zKlSujf//+pa5TnJGRgSNHjghKSDT1s1keioYlGxkZlXNLyldycjLMzc2lriMYY0hJSUH9+vXljrl9+3aZjvvmm2/kjl3RaFI/PHz4sMRrxhhSU1Px22+/wdzcHH///bfg2NbW1ti3bx/atm2LDh06YOLEifjuu+9w/PhxfP311wrPR79//z48PDwwbtw4NG/eXGqKRsuWLRWKr0ko6SZEDlWqVEFMTIxS7rgChYXZZKXIienSpUtwcHDA2LFjERQUhO+++w63bt3C5cuXcfbsWbRr105wbCsrKyxYsECqkMf27dvh6+uLBw8eyB3T0dERp06dgqurK3x9fVGnTh3B7SvuU0+7ihw4cABAYYJoZmYGbW3tT36N2BfH2traSE1N5eeeFX8K//TpU5iZmQlKGsSMXZwYNzLOnTtX5v4ePXoo7b1KM2XKFCxcuBA1a9b85LGqSqTEuikGFNaK2LJlCxYsWCAR29fXF5MmTVK4OB6g3L7SsmVLeHp6wt3dvcT9N27cQLt27dTu86OqzyZjDPv27UNERASePXuGgoICif1F50QhsrOzwRjji4U+fPgQBw8ehK2tLQYMGKBQuwHg1atXiIyMLLHdQopMqeLzWfz3WiQ9PR21atVS6xEXYrad+qG04jcwOY6Dqakp+vTpg4CAAIVGQ06cOBHm5uaYP38+1q9fjx9//BHdunVDVFQUnJyc+IK4Qok9QlSTUCE1QuTQp08fpSbdrVu3LnX46scUPTF17doVFy9exIoVK9CgQQMcP34cbdu2xeXLl9GiRQvBcQEgNTW1xGqpXbt2RWpqqqCYYWFhqFSpEvbs2VNipdEiQu7Ayvu03NzcXOZjw8PDkZOTw7/29/fH6NGj+Qu1vLw83L59W673/1jxfqLMe6ZixlaFkiref/wESRV/2Hfu3ImZM2fKlHSL3VeKrFmzBuvWrZO44Bs2bBiaNWsGX19fhZLu7du3Y/PmzRLFjVq1aoUvvvgCU6ZMUUrSrUzt2rVDdHR0qUm3rq6uoKeLQMX4bHp6emLjxo3o3bu30gseDRs2DE5OTvDw8MCrV6/QsWNH6Ojo4MWLFwgMDMTkyZMFxw4NDcXYsWORlZUFIyMjiXZzHCco2VHF57Mo6Sju7du30NPTUyi22Errgzk5OQpXGKd+KK14Aq9MGzdu5ON7eHigevXquHDhAoYMGQIPDw+F47u5uaFNmzbYtWvXZ19IjZJuQuQwZMgQ/PDDD7h586ZSKpkKeQosVIsWLWQeeiYPGxsbhISE4KeffpLYvmfPHsGVhrdt26aMpqk8tqYnrpqseHXX3NxcXL9+HXPnzlVZ8ifP71tVfUWMm2JFxFwiRwzr168v8+ZL06ZNVXpOVjc7d+7EgQMH4OjoqPTY0dHRfFX9ffv2oU6dOrh+/Tr279+PefPmKZTseHl5wc3NDYsXLy5x2U0hxPx8FtUt4DgOc+fOlWhzfn4+rl69itatW8sd18TEROaERujns6g+B8dx2Lx5MwwNDfl9+fn5OHfuXInnBHlQP1SdvLw8+Pn5wc3NjX/A4OzsDGdnZ6W9x8OHD3H48GGlPazSZJR0EyKHort+CxculNon5Gm0us8FlcWCBQswatQonDt3Dt26dQPHcbhw4QJOnTpV5lPqstB8s5JxHCd1UaWsu8ZixlaFkkYw9O/fH7q6uvjhhx9w7dq1cmhV+RPjplgRMZfIEYOYBRgrwmfT2NhYtNoV79694+fOHj9+HE5OTtDS0kLnzp1lrp1QmsePH2P69Okak+gULbvHGMPNmzclngzr6OigVatWgtbSVnSdaVkUJayMMaxfv15i2pWOjg4sLS2xfv16hd6D+uF/SrrWLMm8efMExa9UqRKWL18u6jWXskeIajJKugmRg5hDfIrExcUhOTkZHz58kNguZH3KourLZeE4Dnl5eXLHLvLll18iMjISgYGBOHToEF+xMzIyEm3atBEcFwBcXFzg5uamkvm4yiD2xTFjDC4uLnzy8P79e3h4eKBKlSoAIDEcUp1iF6+synEc3r59K7VdjLW0TU1NlTJMW9lUlUiJcVOsyLJlyzBo0CCcPHkSXbp0AcdxuHTpElJSUnDs2DFBMYvXuWCMISEhgS/UVkSRGhfHjh2DtrY27O3tJbaHh4ejoKAAAwcOlDumpn42P+br64sFCxZg69atEoXrlMHGxgaHDh3CiBEjEB4ezk9rePbsmcKfe3t7e0RFRSk1URPz8xkREQEAcHV1xerVq5V23lPFzeqikSC9e/fGgQMHlFKlvDjqh//x9fWFmZkZatWqVepoC47jBCfdANCvXz+cOXMGLi4ugmOURdkjRDUZFVIjRKD3798rdd5VYmIiRowYgZs3b0rM8y76Qy9kTupff/1V6r5Lly5hzZo1YIwhOztbUJtzc3Px7bffYu7cuaLcmf7yyy9x9OhRmJubw9XVFd98843CSxKJSUtLCwMHDuQvjkNDQ9GnTx+Ji+OwsDDB84tdXV1lOk7IEHoxYxe/+VN8LqMyCqqUlKylpqZi6dKlyM3NxcWLFwXHlpU8Rb/E7isfu3btGlauXIn4+Hj+ppiXl5fCN8UA5S+Ro4pl2lq2bImlS5dKDV8NCwvDnDlzEBMTI3dMTf1sfuzdu3dwcnLCxYsXYWlpKXVxHB0dLTj2vn37MGbMGOTn56Nv3744fvw4AGDJkiU4d+6cQtWXt2zZgoULF8LV1VVpF/Wq/HyKLTs7G7m5uRLbxLjBqSzUD//j6OiIiIgI2Nvbw83NDYMGDZKpqKs8NmzYAF9fX4wdOxbt2rXj+3gRRZPislax+NwKqVHSTYgc8vPzsXjxYqxfvx5Pnz7FnTt3YG1tjblz58LS0rLUAj2yGDJkCLS1tbFp0yZYW1sjMjIS6enp8PLywooVK2BnZ6eU7yEhIQE+Pj580Y9FixYJLh4EANWqVUN0dLRow8HS09Oxc+dOBAUF4d9//0W/fv3g7u6OYcOGSf1RK2+qujiW1aNHj2BmZiZo6SZlxv7UGtpFhKylXaS0ZK1z587YunWrwvMMZSFP0q1ufUVdqGKZNn19fcTHx8PS0lJie1JSEpo1a4asrCzBsWWlLp/Njzk7OyMiIgIjR44sseDR/PnzFWpXWloaUlNT0apVK75tkZGRqFq1qkKfTzEu6lXx+czKysLSpUtx6tSpEqtdK7KEYlZWFubMmYOQkJAS11lWNNHJz89HUFBQqW0XsqRfEeqHklJTUxEUFISgoCC8fv0aEyZMgJubGxo3biy0qRIoKVYhRgiR2YIFC5i1tTXbuXMn09fXZ/fv32eMMbZnzx7WuXNnhWLXqFGDxcTEMMYYq1q1KktISGCMMXbq1CnWunVrxRrOGHv8+DGbOHEiq1y5Mhs8eDC7efOmwjEZY8zFxYUFBAQoJdanREdHs2nTpjE9PT1Ws2ZNNmPGDHbnzh2VvLcYUlJSWH5+vmjxjYyM+D6qSbGXLFnCXr58KdfXJCUlSfxLTk5m2dnZorSvNB4eHuz58+eixJa3rzx+/Jh5eXmxzMxMqX2vXr1iM2fOZGlpaYLacufOHfb111+XGnv06NGi9Y3iJk+eLPfPvHbt2uzUqVNS20+cOMFMTU2V1bQyqeNn08DAgJ0/f16EFlV8Qs7lX3/9Natbty6bPXs2W7lyJVu1apXEP0VMmTKFNW3alO3du5fp6+uzrVu3skWLFrF69eqxnTt3KhSbMcamTp3KqlSpwpydnZmnpyebMWOGxD9FUD8s3dmzZ5mLiwszMjJiXbt2Ze/evSvvJn1SYmJieTdBbdCcbkLkEBwcjI0bN6Jv374SSym0bNkSCQkJCsXOz8/nK4HWrFkTT548QePGjWFhYaHQnNTMzEwsXrwYa9asQevWrXHq1CmlPTUHCudILVq0CJcuXSpxaNL06dOV8j6pqak4fvw4jh8/Dm1tbTg6OuLWrVuwtbXFsmXLFFr6qLzY2tpKrLerbEzEgUxixl68eDGcnZ355XlkIXZRQlnWX123bp1o7y9vXwkMDMTr169LHEZqbGyMN2/eIDAwEP7+/nK3Zfny5TA3Ny81trm5OZYvXy7qz6OIPMu0FRk6dChmzJiBgwcPokGDBgCAe/fuwcvLS2XzC9Xxs1na71QRTk5OMh2nyNrLH1P2tC9ZCTmX//333zh69Ci6deum9PaEhoYiODgYvXr1gpubG+zs7GBjYwMLCwv88ccfGDt2rELxd+/ejZCQEFEqjFM/LF2HDh2QlJSEuLg4XL9+Hbm5uUqf965sNjY26NGjB9zd3TFy5Ei1Xw5PTJR0EyKHx48fl1iBsaCgQGrOlLyaN2+O2NhYWFtbo1OnTli2bBl0dHSwceNGwUnZsmXL4O/vjzp16mDXrl0YNmyYQm0syebNm1GtWjVcu3ZNqkI0x3EKJd25ubk4fPgwtm3bhuPHj6Nly5b44YcfMHbsWL4C6e7duzF58mSNTLrFvPDWZLL+XIpXzS6LIv1QzPVXZSVvXwkLCyuzivCECRMwadIkQUn3uXPnsGPHjlL3Ozs7Y8yYMXLHFULIZ2j58uVwcHBAkyZNUK9ePQCFQ7Lt7OywYsUKZTdRYwQEBGD27NlYv3691NB7oUpaVUDZxJz2JSsh/dDExATVq1cXoTWFS4JZWVkBKJy/XbREWPfu3RVaFquIjo6OaNWoqR9Ku3z5MrZu3YqQkBA0atQIrq6uGDNmjEI3J7Kzs3Hq1CkMHjwYAODj4yNRlFFbWxuLFi1SOEmOiYnB1q1b4eXlhWnTpmHUqFFwd3dHx44dFYqrkcrtGTshGqhdu3Zsx44djDHGDA0N+SF8vr6+rHv37grFDgsLY/v372eMMXb//n3WtGlTxnEcq1mzZolDIWXBcRwzMDBgQ4cOZSNGjCj1n7qqUaMGMzExYVOmTGHXr18v8ZiMjAxmaWmp2oYpycd9SNPiq0NsS0tLiX9VqlRhHMcxExMTZmJiwjiOY1WqVGFWVlYKtadhw4bM09OTZWVlKRRHEfL+vA0MDNjDhw9L3f/w4UNmYGAgqC16enosKSmp1P1JSUlMX19fUGx5Ce2HBQUFLDw8nC1btoytWbOGnT17VoTWlU4dPj/FVatWjeno6DAtLS1maGjIf46K/qmCkGHaYk77kpWQn/mOHTvYyJEjRTmvtGjRgp05c4Yxxlj//v2Zl5cXY4yx1atXsy+++ELh+CtWrGBTpkxhBQUFCscqjvrhf/z9/VmTJk2YqakpmzFjBouNjRUUpyTr169ngwcP5l8bGhqyTp06sV69erFevXqxOnXqsMDAQKW9X25uLjtw4AAbOnQoq1y5MrO1tWUBAQHs2bNnSnsPdUdPugmRw/z58zF+/Hg8fvwYBQUFOHDgAG7fvo3g4GAcOXJEodgfL19jbW2NuLg4ZGRkwMTERPBSJRMmTBB1reWrV6/i8OHDyMvLQ9++fTFgwAClxl+5ciW++uqrMu+0mpiY8MuYkM/Lx7/3P//8E2vXrsWWLVv4AjO3b9/GpEmT8N133yn0Ppq2DjBQWCwsKSmp1CKJSUlJgoclGhsb4/79+6UO6b93755aV0cGCkcoDBgwQOnnLE2minWeP0XIMG0xp32JKSAgAPfv30ft2rWVXqXb1dUVMTEx6NmzJ3x8fDBo0CCsWbMGeXl5CAwMVLTpuHDhAiIiIvD333+jWbNmUm1XZJg29cP/eHt7o379+nB2dgbHcaUW7hPyO/3jjz+kRgj++eef/Pe8c+dO/P7770obRVipUiWMGDECjo6OWLt2LXx8fDBz5kz4+Phg1KhR8Pf3R926dZXyXuqKkm5C5DBkyBDs2bMHixcv5tdGbNu2LUJDQ9G/f3+lv5+iQ8+CgoLkOl6eqrcHDx7kE+JKlSphxYoVCAgIwIwZM4Q1tgTjx49XWqzPkZg3XMSMLcTcuXOxb98+iYqujRs3xsqVKzFy5EiF5jCKsf6q2Dp16oQdO3aUusZ9cHCw4OF9PXr0wJo1a9CnT58S9//6669KrRuhLI6Ojti1axc/1NTPzw9Tp07lawekp6fDzs4OcXFxordFHT+bqljn+VOYgGHaYk77EtPw4cNFi/1xotS7d28kJCQgKioKDRo0QKtWrRSOX61aNYwYMULhOCWhfvifHj16gOM43Lp1q9RjhH7e79y5g0aNGvGv9fT0JK79OnbsiKlTpwqKXZKoqChs3boVu3fvRpUqVTBz5ky4u7vjyZMnmDdvHoYNG4bIyEilvZ86oqSbEBkkJibCysoKHMfB3t5e4qm0otzc3GQ6buvWrUp7z9LIc3d38eLFcHFxwfr161GpUiX88ssv+OWXXxROumUteAIor+hJeRE7cRVy4aAOsYVITU0t8cImPz8fT58+VSj2oEGDMGvWLMTFxSlt/VV5ydtXZs6cif79+8PY2BizZs1C7dq1AQBPnz7FsmXLEBQUxK9RKy8fHx906dIFI0eOxOzZs/kbHQkJCVi2bBnCw8Nx6dIlQbHFFB4eLjFn0d/fH6NHj+aT7ry8PIWKVspDHT+b0dHRqFy5Mlq0aAEA+Ouvv7Bt2zbY2trC19cXOjo6ymym0jRr1gznz5+XGnmxd+9epaxFLwsh53JFl76SR/369VG1alW5ilOWRcylDKkf/ufMmTNKaFnJMjMzUanSf2ng8+fPJfYXFBRInC+FCgwMxLZt23D79m04OjoiODgYjo6OfIJvZWWFDRs2qGRZz/JGSTchMmjYsCFSU1NRq1YtAMCoUaPw66+/8heyiggKCoKFhQXatGlT7omMPO9/+/Zt/PHHH/xJe9asWfD19cWLFy/kqiRcnCoKnqgLeX/f8lZgjYuLg5mZWbnHlpednZ3cQ5/79u2LSZMmYcuWLWjXrh04jkNUVBS+++479OvXT6H2TJo0CQCwcOFCqX2qWsdU3r7Su3dv/P777/D09MTKlStRtWpVcByHzMxMVK5cucwn1Z/Spk0b7Nu3D25ubjh48KDEvho1aiAkJARt27YVFFte48aNk3koe/GfoTLPtxXhs/ndd9/B29sbLVq0QGJiIkaNGgUnJyfs3bsX7969U4thvyURc9qXrIT2pVevXmHfvn24f/8+Zs2aherVqyM6Ohq1a9fGF198Ibg9/v7+sLS0xKhRowAUFjfcv38/6tSpg2PHjinlaXdeXh7OnDmD+/fvY8yYMTAyMsKTJ09QtWpVfiUWIagfqka9evXw77//lrred2xsLF9oUhHr1q2Dm5sbXF1dUadOnRKPqV+/PrZs2aLwe6k7jpX3VT4hGkBLSwtpaWl80m1kZISYmBilDDedMmUKdu/ejfr168PNzQ3jxo0TraLpp8jzfRX/mcj79Z/CGENycjJMTU01Zi6tvBfHKSkpMDMzg7a2tkxf5+rqKtNxQp5CiBm7yLFjx6CtrS01UiQ8PBwFBQUYOHCg4NjPnz/HN998g7CwMP5JdF5eHuzt7REUFCTRT9WB2H2lyKNHj7B3717cu3cPjDE0atQII0eOVMrFVHZ2NsLCwiRiDxgwQGmfV1mWaZPHp87jT58+hZmZmaCbKJr+2QQKb3hGR0ejQYMG8Pf3x+nTpxEeHo6LFy/i66+/RkpKikLxZSH0b0h4eDgWL16Ma9euoaCgAG3btsW8efMEz9lXxeczNjYW/fr1g7GxMZKSknD79m2+2vXDhw8RHBwsqO1AYV2YnTt3omvXrjhx4gScnZ2xZ88ehISEIDk5WfAolyIPHz6Eg4MDkpOTkZOTw1fqnjFjBt6/f1/mygmfQv1QGmMM+/btQ0RERInnQyGj/jw9PXHy5Elcu3ZNqm5OdnY22rdvj379+mH16tUKtZ38h550E1LO1q5di5UrV+LAgQPYunUrX/TE3d0dAwYMULu5sx8LDw+XeDJdUFCAU6dO4d9//+W3CR16yxhDw4YNcevWLTRs2FDhtqqCvE/pzc3N5TpezCF9YsYu4u3tjaVLl0ptZ4zB29tboaTb1NQUx44dw507d5CQkADGGJo2bSoxZ01eYs4BFruvFDExMRFtOb20tDTR5nWKsUwbx3FS51NlnV81/bMJFH4Oiy7mT548yS8lZG5ujhcvXqikDUJ/H8qe9qWKz+ePP/4IFxcXLFu2jF8CEwAGDhyo8JJ7qampfJuOHDkCZ2dnDBgwAJaWlujUqZNCsYHChK19+/aIiYlBjRo1+O0jRozAxIkTFYpN/VCap6cnNm7ciN69e6N27dpKOW/99NNPCAkJQePGjTFt2jQ0atQIHMchISEBv/32G/Ly8vDTTz8Jjt+3b19MnTq11BtYL168QMeOHZGYmCj4PTSO6gqlE6K5tLS0JJY1MDQ0ZImJiaK8V1JSEvP19WXW1tbM3NycvXnzRpT3KYk8y55wHPfJf1paWgq1x9bWll2+fFmhGER96OnpsQcPHkhtf/DggeDlq4rLyclhCQkJLDc3V+FYWlpa7OnTp/xrIyMjic9HWlqawn1cbFWqVGGurq7s/PnzSo+tpaXFevXqxXbs2MGys7OVGluMZdo4jmOOjo78UomVKlViAwYM4F87Ojqq/e9TTL1792YTJkxgwcHBrHLlyuzu3buMMcbOnDnDLCwsVNIGIUtvWVlZsRcvXkhtf/nypcLLBYqpatWq7N69e4wxye87KSmJ6erqKhS7bt267OLFi4wxxho1asRCQkIYY4wlJCQwIyMjhWIzVricZ0JCAmNMsu0PHjxQeLlA6ofSTExM2NGjRxWKUZLExERmb2/PtLS0JK7b7O3tFV7SkOM4pq2tzebNm1fifk34+6ls9KSbEBkwxuDi4gJdXV0AwPv37+Hh4YEqVapIHKeMwl5FT2PYR3d7VUWeu6eqaNuyZcswa9YsrFu3Ds2bNxf9/Yi4jI2NkZiYCEtLS4nt9+7dk/osyevdu3f4/vvvsX37dgDghztOnz4dZmZm8Pb2ljsmE3EOsKrs2rULQUFB6Nu3LywsLODm5oYJEyYoZT5+TEwMtm7dCi8vL0ybNg2jRo2Cu7u74KroHxNjmbbiVZHHjRsndYyQJ+gVxapVqzB27FgcOnQIP//8M1+Jed++fejataugmKqYj56UlFTilICcnBw8fvxYrliqpKenh9evX0ttv337NkxNTRWK7eTkhDFjxqBhw4ZIT0/nRxHduHGjxArb8iooKCjxZ/7o0SOJp/ZCUD+UZmxsLMrqGVZWVggLC0NGRgbu3bsHALCxsSlxiqM8q9sUWbduHWbNmoXY2Fjs2LFDobn+FQHN6SZEBmLPqcvJyeGHl1+4cAGDBw+Gq6srHBwc5DrBKUqZc7KVwcTEBO/evUNeXh50dHSkimtlZGSUU8uIEN9++y2uXLmCgwcPokGDBgAKE+4vv/wSHTp0wObNmwXH9vT0xMWLF7Fq1So4ODggNjYW1tbWOHz4MObPn4/r16/LHVPMOcCqlp6ejuDgYAQFBSEuLg729vZwc3PD0KFDJSrYCpGXl4fQ0FAEBQXh77//RsOGDeHu7o7x48cLTh6cnJzw9ddfw9nZWaG2KULIRWZF9P79e2hra0tV7ZeFmH87Dx8+DKBw6a3t27dLDAnPz8/HqVOncOLECZVVpJdVcnIy6tWrBw8PDzx//hwhISGoXr06YmNjoa2tjeHDh6NHjx4KFQzLzc3F6tWrkZKSAhcXF7569qpVq2BoaKjwEPBRo0bB2NgYGzduhJGREWJjY2Fqaophw4ahfv36okyJ+Jz74fbt2xEWFoatW7fKXWRUWapWrSrX2uVFfz/T09MxfPhw6Ojo4K+//tLIv5/KQkk3ISKQ52Lt40Jqrq6uGDdunMQcKUWIVQym6I+MLBRZTqnoqWVp1GE9TyK7zMxMODg4ICoqii/k9ejRI9jZ2WH//v0wMTERHNvCwgJ79uxB586dJZLje/fuoW3btiU+UfoUbW1tpKWl8Ylj0cWllZUVAM29aFizZg1mzZqFDx8+oGbNmvDw8IC3t7fCT5VzcnKwdu1a+Pj44MOHD6hcuTJGjRoFf39/1K1bV65YW7ZswcKFC+Hq6lpuy7TJe5FZEYhVTVsMRX9fi0aGfaxy5cqwtLREQEAAPydYXWhrayM1NRV6enpwdHTErVu38ObNG5iZmSEtLQ1dunTBsWPHFB79I4aitufl5aF3797Q1tbG3bt30b59e9y9exc1a9bEuXPnFC5cSf1Q0rt37+Dk5ISLFy/C0tJS6nwYHR0tOLas5H0o8/FN68zMTIwePRpXr17Fnj170K9fP439+6kISroJEYE8F2taWlqoX78+2rRpU+bwbiFD18W6uyvrkx9VLadENAdjDCdPnsSNGzegr6+Pli1bokePHgrHNTAwwL///gtra2uJi4OYmBj06NEDmZmZcsfU0tLCwIED+WkloaGh6NOnD38xnJOTg7CwMI3o42lpaQgODsa2bduQnJyMESNGwN3dHU+ePMHSpUtRt25dwRWNo6KisHXrVuzevRtVqlTBN998w8eeN28e3rx5g8jISLlilnWOUdV5Rd1G/ogtNjYWffv2RbVq1ZReTVtMVlZW+OeffxRaqlKVio+gOX36NKKjo/lq14oucfixuLg4JCcn48OHDxLbhd60+rjt2dnZ2LVrl0Tbx44dq/CTWOqH0pydnREREYGRI0eWWEhNFWu+K5J0A4V/+318fBAYGAh/f3+MGTPms0u6aU43ISKQ517WhAkTRKtQLlbVW1XPNQcKl7DIzc2V2Cbr+rykfH1cBZzjOERGRiqtCniRDh064OjRo/j+++8B/FefYNOmTejSpYugmBVhDvCBAwewbds2hIeHw9bWFlOnTsW4ceP4nz0AtG7dmh9+Ko/AwEBs27YNt2/fhqOjI4KDg+Ho6MgnzFZWVtiwYQOaNGkid+zyOMd87n788Ue4urqKUk1bTA8ePCjvJiikT58+6NOnj1JjJiYmYsSIEbh586bEE9ii86IyEh19fX24ubnBzc1N4Vgfo34o7ejRowgPD0f37t1Few9lK2mliKVLl6JNmzZwd3fH6dOny6ll5YeSbkLKWVBQkFzHf07zDLOysjBnzhyEhIQgPT1dav/ndIdUk4WHhyMnJ4d/7e/vj9GjR/OJX15ensLzLpcsWQIHBwfExcUhLy8Pq1evxq1bt3D58mWcPXtWUExVLdUkJldXV3z99de4ePEiOnToUOIx1tbW+Pnnn+WOvW7dOri5ucHV1RV16tQp8Zj69etjy5YtMscUc5k2UrZ//vkHGzZskNr+xRdfIC0trRxaVLarV68iIyNDYqnB4OBgzJ8/H1lZWRg+fDjWrFnDj1RRJ5s3b/5kUanp06cLju/p6QkrKyucPHkS1tbWiIyMRHp6Ory8vLBixQrBcQHppUJLosj0D+qH0szNzTXuIUNpD59GjRqFxo0bY/jw4aptkBqgpJsQDWNra6sW8wyzs7Nx6tQpfp6Sj4+PRGKlra2NRYsWQU9PT/B7zJ49GxEREVi7di0mTJiA33//HY8fP8aGDRtKXO+ZqCdVVAHv2rUrLl26hOXLl6NBgwY4fvw42rZti8uXL6NFixZKfz9NkZqa+sm52vr6+oKGJ969e/eTx+jo6MhVe0EVN2hIycSspi0GX19f9OrVi092bt68CXd3d7i4uKBp06ZYvnw5zMzM4OvrW74NLcH69evLrJ3CcZxCSffly5dx+vRpmJqaQktLC1paWujevTuWLFmC6dOnCyosWeRTn2dFp39QP5QWEBCA2bNnY/369VKrf6iKvCMyIyIiSqyCDhSOrrp27RqOHj3Kb/scHihR0k2IhlGXMgzBwcE4cuQIn3T/9ttvaNasGT+fKyEhAWZmZvjhhx8Ev0doaCiCg4PRq1cvuLm5wc7ODjY2NrCwsMAff/yBsWPHKuV7IZrtzZs3uHLlCnJzcxEQEKAxczvFUvyCtawicvI+PYmNjZX52JYtW8oVG1CvZdrEmvajroYNG4aFCxciJCQEQOH3n5ycDG9vb3z55Zfl3DppN27cwKJFi/jXu3fvRqdOnbBp0yYAhU8H58+fr5ZJd1RUlMLFxsqSn5/PP0mvWbMmnjx5gsaNG8PCwkLhm1Yfz9MVA/VDaePGjcO7d+/QoEEDGBgYSBVSU8VKLvKei3v27Fnm/ho1akhMz1KXB0pioqSbEBF8Dhdrf/zxh1RC/eeff/InzJ07d+L3339XKOnOyMjgK0VXrVqV/8PSvXt3TJ48WXBcolpFa88X36YMsbGxGDhwINLS0sAYQ9WqVbFv3z6lFiPSNNWqVZP55yvvE6nWrVuXOEdUGbHVjbrc4FSVFStWwNHRkS+S1bNnT76atp+fX3k3T8rLly9Ru3Zt/vXZs2fh4ODAv+7QoQNSUlLKo2llUsX1QfPmzfllEzt16oRly5ZBR0cHGzduVCipUUXbqR9KU2T5uNKoYu1yeXwO51tKugkRwedw8rhz5w4aNWrEv9bT05MYFtSxY0dMnTpVofewtrZGUlISLCwsYGtri5CQEHTs2BGhoaEShaCIemOMwcXFhZ/T9v79e3h4eEhUARfK29sb9evXx969e6Gnp4cFCxZg2rRpSEhIUErbNVFERAT//0lJSfD29oaLiwtfUO7y5cvYvn07lixZInfsj4sFXb9+HTNnzsSsWbMkYgcEBGDZsmWC2i7mDRp1u8hUN1WrVsWFCxdEraatTLVr18aDBw9gbm6ODx8+IDo6GgsWLOD3v3nzRtCazmJTxfXB//73P2RlZQEAfvnlFwwePBh2dnaoUaMG9uzZIziuKtpO/VCaGMujfmpefnHm5uZKb8PnhpJuQmRAF2vSMjMzUanSf6eQ58+fS+wvKChQKJkCCotAxcTEoGfPnvDx8cGgQYOwZs0a5OXlITAwUKHYRHXErAIeFRWFY8eOoX379gCArVu3olatWnj79u0nCxVVVB8P61u4cCECAwMxevRoftvQoUPRokULbNy4Ue6LOQsLC/7/v/rqK/z6669wdHTkt7Vs2RLm5uaYO3euoEI5Yt6goYtM2YhRTVsMDg4O8Pb2hr+/Pw4dOgQDAwPY2dnx+2NjY9GgQYNybGHJ5s+fL9e5acqUKVi4cKFc02bs7e35/7e2tkZcXBwyMjJgYmKi0E2sb775Rq4lwZYuXQoPDw9BN8mpH/4nOTm5zP3169eXO2ZFKBSqaWidbkJkINZ610LIswa4mBo2bIilS5eWOscqJCQEP/30E+7du6e090xOTkZUVBQaNGiAVq1aKS0u0VzF1wIFCtcTjY2N5acmfM4MDAwQExODhg0bSmy/c+cOWrdujXfv3gmOra+vj+joaDRt2lRie3x8PNq2bYvs7Gy5Y6rTufZzUlBQgKCgIBw4cABJSUngOA5WVlYYOXIkxo8fr5ZTpp4/fw4nJydcvHgRhoaG2L59O0aMGMHv79u3Lzp37qyWQ5LloS5/84WQt+3UD0umpaVVoafyAPKvA66JKOkmRMOoy4nJ09MTJ0+exLVr16QqlGdnZ6N9+/bo168fVq9eXU4tJJ8DbW1t3Llzh69qyxiDubk5Lly4IFHlVdOWW1GWxo0bY/DgwQgICJDY7uXlhSNHjihUVKlt27Zo2rQptmzZwp8DcnJy4Obmhvj4eERHRyvUdqIajDEMGTIEx44dQ6tWrdCkSRMwxhAfH4+bN29i6NChOHToUHk3s1SZmZkwNDSUqgaekZEBQ0ND6OjoANDc6sjy/s2PiIhAdHQ0OnfujG7dumHDhg3w8/NDdnY2hg8fjl9//VWup9WKkKft1A9LFxMTI/E6NzcX169fR2BgIPz8/GQejanONPnmkqwo6SaknMk7dD0lJQVmZmZlLjeiCk+fPkXr1q2ho6ODadOmoVGjRuA4DgkJCfjtt9+Ql5eH69evSxQYkRWt1UtkVdITAMYYv63o/yvCkwAhjh07hi+//BINGjRA586dAQBXrlzB/fv3sX//fomh4fKKjIzEkCFDUFBQwI88iYmJAcdxOHLkCDp27KiU74GIa9u2bfD09MRff/2F3r17S+w7ffo0hg8fjt9++03wFBB1oakX9fIkrps2bcLkyZNhaWmJR48eYf78+fDz88P48eOhpaWFnTt3YvLkySpbclOetlM/lN/Ro0exfPlynDlzRvGGlTN1eaAkJkq6CSlnmjyc8sGDB5g8eTJOnDghUc24f//+WLt2reCTp7a2NlJTU/khw8X/SD19+hRmZmafbSJF/nP27FmZjvvU8iUV2aNHj7B27VokJCSAMQZbW1t4eHgoZc7yu3fvsHPnTonYY8aM4edgE/U3YMAA9OnTB97e3iXuX7x4Mc6ePYvw8HAVt0y5NPWiXp52N2/eHN999x2+//57hIWFYciQIdi8eTNfu2Hv3r3w8fFR6rSvssjTduqH8rt79y5at27NF81TJ5r6QElMVEiNkHKmjsm0rKysrBAWFoaMjAz+j7iNjQ2qV68udaw8Q6rUaa1eot7kTaYVKeyjqerVq4fFixeLEtvAwADffvutKLGJasTGxpZZbX7gwIH49ddfVdgiIlRiYiKGDh0KoLDAF8dxEiNOOnXqpJbLqAHUD8vy+vVrideMMaSmpsLX11eqXoe6oMKV0ijpJoQorHr16p8cSmpra6uRQ/tIxbJ48WI4Ozt/Vkn3q1evsGXLFsTHx4PjONja2sLNzU3ui6KS3L9/H6tWreJjN23aFJ6enmpZNZqULCMjo8xpQLVr18bLly9V2CIi1Pv37yXma+vq6vIrARS9zsvLK4+mfRL1w9JVq1atxGlU5ubm2L17dzm1qmya/EBJLJR0E0JUQp6n1WKu1Us+b5/bqImoqCjY29tDX18fHTt2BGOML75z/PhxtG3bVnDs8PBwDB06FK1bt0a3bt3AGMOlS5fQrFkzhIaGon///kr8TohY8vPzJZZ/LE5bW1ttE7XPwbhx42QuBMlxHN68eQM9PT2+nsXbt2/5J6XFn5iKzc7OTuaibdQPSxcRESHxWktLC6amprCxsSnzZ0bUC83pJoSohDzzmLS0tDBw4ED+Dn1oaCj69OkjsVZvWFgYzekmctPUeZ1C2dnZwcbGBps2beIvzvLy8jBx4kQkJibi3LlzgmO3adMG9vb2UkWZvL29cfz4caperiGKn2+LqyjnW3UspPbq1StERkbi2bNnKCgokNgnpGBY8cKSHxeV/Pi1or/LY8eOQVtbW2I9cKDwRlxBQQEGDhwod0zqh6Sio9sjhBC1U1T0pci4ceOkjtH0CqaEqEJUVJREwg0AlSpVwuzZs9G+fXuFYsfHxyMkJERqu5ubG1atWqVQbKI6xc+3JakI51t1e8YUGhqKsWPHIisrC0ZGRhLJMcdxgn7mxZ+IisXb27vECuiMMXh7ewtKuqkflu327dtYs2YNP5WnSZMmmDZtGpo0aaLkFhKxUNJNCFE78s4F0tT1VwkRW9WqVZGcnCx1YZaSkgIjIyOFYpuamuLGjRtShXxu3LjBrzxA1J+mnm/lrY4cFxcHMzMzMZskFy8vL7i5uWHx4sUwMDBQSkxVFZa8e/cubG1tpbY3adJEcGV06oel27dvH0aPHo327dujS5cuAAqXfmzRogX+/PNPfPXVV/I1mpQLSroJISoh5pxsKtJGSMlGjRoFd3d3rFixAl27dgXHcbhw4QJmzZqF0aNHKxR70qRJ+Pbbb5GYmCgR29/fH15eXkr6Doi6UZfzraZXR378+DGmT5+utIRbCKGFJY2NjZGYmAhLS0uJ7ffu3VPZcoGfUz+cPXs2fHx8sHDhQont8+fPx5w5cyjp1hCUdBNCVELMoX3qNmyQqC95CvtUBCtWrOCHqhYVIapcuTImT55c4vBQecydOxdGRkYICAiAj48PAMDMzAy+vr6YPn26wm0n6kldzreaXh3Z3t4eUVFR5Zo0Cv1dDh06FDNmzMDBgwf5lQru3bsHLy8vfskysX1O/TAtLa3EofXjxo3D8uXLRX9/ohyUdBNCBNH0oX2kYpG1sM+xY8fKo3nlRkdHB6tXr8aSJUtw//59MMZgY2OjlKdrHMfhhx9+wA8//IA3b94AgMJD1gn5XAwaNAizZs1CXFwcWrRogcqVK0vsV1XyKsTy5cvh4OCAJk2aoF69egAKh3vb2dlREiiCXr164fz587CxsZHYfuHCBdjZ2ZVTq4i8KOkmhAii6UP7SMUiRmGfisTAwAAtWrQQLb6RkRE+fPiAt2/fwtDQULT3IaSimDRpEgBIDRkGoJQK42IyNjbGpUuXcPLkSdy4cQP6+vpo2bIlevToUd5Nq5CGDh2KOXPm4Nq1a+jcuTOAwjnde/fuxYIFC3D48GGJY4l6oiXDCCEa73NbBopI09fXR3x8vNQcw6SkJDRr1gxZWVnl07ByFBERgejoaHTu3BndunXDhg0b4Ofnh+zsbAwfPhy//vqr4KH227Zt42OPHTsWPj4+CAwMRF5eHvr06YPdu3ejRo0aSv6OiDqg823FIe/v0tHREbt27eJvuvv5+WHq1Kn8nPD09HTY2dkhLi5OrCbzPqd+KGuxOHW/WfO5o1K/hBCNJ2aRNqIZigr7FKfKwj7qZNOmTejfvz/WrVuHvn37YsmSJfDy8sKgQYPg7OyMkJAQLFiwQFDsogvt+Ph4TJ8+HZMnT0ZQUBAWLlyIpUuXIiEhAf/73/+U/B0RdUHnW8U4OjoiMzOTf+3n54dXr17xr9PT00usDK4OwsPDkZOTw7/29/dHRkYG/zovLw+3b99WSVs+p35YUFAg0z9KuNUbDS8nhGg8GrBD1KGwjzpZvXo1Vq5cie+//x5hYWEYMmQINm/ezK+F26tXL/j4+AgqphYUFIQtW7Zg9OjRiIqKQqdOnbBnzx6MHDkSANC8eXN4eHgo9fsh6oPOt4opKXEdPXo0/7RYlYmrvIUli//uy7MvUD8kmoaSbkKI2qEibUReVNhHUmJiIn+zwcHBARzHoWPHjvz+Tp06ISUlRVDs5ORkdO/eHQDQvn17VKpUSWK+eMuWLZGamqpA64kq0flWtVSRuGpiYUnqh9KuXr2KjIwMiZokwcHBmD9/PrKysjB8+HCsWbMGurq65dhKIitKugkhaoeKtBF5UWEfSe/fv5d4gqWrqytxYaarq8svISav3NxciVg6OjoSlZcrVapEwxw1CJ1vKx6xCktyHCc1rFtZw7ypH0rz9fVFr169+N/XzZs34e7uDhcXFzRt2hTLly/nl2kk6o+SbkKI2tH09VeJ6nxc2IfjOERGRpZbYR91wnEc3rx5Az09PTDGwHEc3r59i9evXwMA/1+h4uLikJaWBqDwQj4hIQFv374FALx48UKxxhOVovOtaomZuBa5e/duifPCmzRpgnv37gmOyxiDi4sLf9Pt/fv38PDw4OtmfDxsXl7UD6XduHEDixYt4l/v3r0bnTp1wqZNmwAU3niYP38+Jd0agpJuQgghGkud5keqE8YYGjVqJPG6TZs2Eq8VudDv27evxLDYwYMHAyhMHhSNTUhFJmbiWqSosGTx1RwULSxZVBOiyLhx46SOmTBhguD4RNLLly9Ru3Zt/vXZs2fh4ODAv+7QoYPgaUJE9SjpJoQQorHUqbCPOomIiBAt9oMHD0SLTUhFp4rEVazCkvQ0WrVq166NBw8ewNzcHB8+fEB0dLTEqhNv3ryRmNpD1Bsl3YQQQkgF07NnT7mOX7p0KTw8PPgRAmWxsLCQK/aUKVOwcOFC1KxZU66vI6QiUkXiSoUlKwYHBwd4e3vD398fhw4dgoGBAezs7Pj9sbGx/E0Vov44Ro8FCCGEaChtbW2kpaXB1NQUAGBkZITY2FhYWVkBAJ4+fQozMzMq7PUJVatWxY0bN2Btba1RsQkhJWOMUWFJDff8+XM4OTnh4sWLMDQ0xPbt2zFixAh+f9++fdG5c2f4+fmVYyuJrOhJNyGEEI2livmRnwMx77/TvX1CVIMKS1YspqamOH/+PDIzM2FoaAhtbW2J/Xv37oWhoSH/+tGjRzAzM4OWlpaqm0pkQE+6CSGEaCxXV1eZjqO5iGUzMjJCTEyMKE+jxYxNCPmPtrY2UlNTUatWLQDSo0xo5E/FRqOK1Bs96SaEEKKxKJkmhJBCVFjy80a/b/VG4w8IIYQQQgghhBCRUNJNCCGEEEKIhuM4DhzHSW0jhJQ/Gl5OCCGEfObs7Oygr68vSuxx48ahatWqosQmhPyHCksSor6okBohhBBSQR07dgza2tqwt7eX2B4eHo6CggIMHDhQofivXr1CZGQknj17hoKCAol9EyZMUCg2IUQ+VFjy80aF1NQbJd2EEEJIBdWyZUssXboUjo6OEtvDwsIwZ84cxMTECI4dGhqKsWPHIisrC0ZGRhLDWDmOQ0ZGhuDYhBBC5EMrRag3SroJIYSQCkpfXx/x8fGwtLSU2J6UlIRmzZohKytLcOxGjRrB0dERixcvhoGBgYItJYQQ8jEnJyeZjjtw4AAAICUlBWZmZlLreRP1QHO6CSGEkArK2NgYiYmJUkn3vXv3+HmeQj1+/BjTp0+nhJsQQkRgbGws1/Hm5uYitYQoAyXdhBBCSAU1dOhQzJgxAwcPHkSDBg0AFCbcXl5eGDp0qEKx7e3tERUVRUMZCSFEBDT3vmKh4eWEEEJIBZWZmQkHBwdERUWhXr16AIBHjx7Bzs4O+/fvh4mJieDYW7ZswcKFC+Hq6ooWLVqgcuXKEvsVTeoJIYSQioKSbkIIIaQCY4zh5MmTuHHjBvT19dGyZUv06NFD4bhaWlql7uM4Dvn5+Qq/ByGEEFIR0PByQgghpIJxdHTErl27YGxsDI7jEBkZialTp6JatWoAgPT0dNjZ2SEuLk7wexRfIowQQgghJSv9NjUhhBBCNFJ4eDhycnL41/7+/hJLeOXl5eH27duCYjs6OiIzM5N/7efnh1evXvGv09PTYWtrKyg2IYQQUhFR0k0IIYRUMMVnjilzJpmYCT0hhBBSEVHSTQghhBCZiZnQE0IIIRURJd2EEEJIBcNxHDiOk9pGCCGEENWjQmqEEEJIBcMYg4uLC3R1dQEA79+/h4eHB6pUqQIAEsPD5UUJPSGEECIfWjKMEEIIqWBcXV1lOm7btm1yx9bS0sLAgQP5hD40NBR9+vSRSOjDwsJoyTBCCCHk/1HSTQghhBCZiZnQE0IIIRURJd2EEEIIIYQQQohIqJAaIYQQQgghhBAiEkq6CSGEEEIIIYQQkVDSTQghhBBCCCGEiISSbkIIIYRUeBzH4dChQzIfn5SUBI7jcOPGDdHaRAgh5PNASTchhBBC1JK8ibK6xFbH9yWEEFJ+KOkmhBBCiMrk5+ejoKCgvJtBCCGEqAwl3YQQQggpU0FBAfz9/WFjYwNdXV3Ur18ffn5+OHPmDDiOw6tXr/hjb9y4AY7jkJSUBAAICgpCtWrVcOTIEdja2kJXVxcPHz7EP//8g/79+6NmzZowNjZGz549ER0dzcextLQEAIwYMQIcx/GvASA0NBTt2rWDnp4erK2tsWDBAuTl5fH77969ix49ekBPTw+2trY4ceLEJ7/HyMhItGnTBnp6emjfvj2uX78udUxcXBwcHR1haGiI2rVrY/z48Xjx4gW/v1evXpg+fTpmz56N6tWro06dOvD19ZXpeyKEEFJxUdJNCCGEkDL5+PjA398fc+fORVxcHP7880/Url1b5q9/9+4dlixZgs2bN+PWrVuoVasW3rx5g2+++Qbnz5/HlStX0LBhQzg6OuLNmzcAgH/++QcAsG3bNqSmpvKvw8PDMW7cOEyfPh1xcXHYsGEDgoKC4OfnB6DwBoGTkxO0tbVx5coVrF+/HnPmzCmzfVlZWRg8eDAaN26Ma9euwdfXFzNnzpQ4JjU1FT179kTr1q0RFRWFsLAwPH36FM7OzhLHbd++HVWqVMHVq1exbNkyLFy4kE/6S/ueCCGEVHCMEEIIIaQUr1+/Zrq6umzTpk1S+yIiIhgA9vLlS37b9evXGQD24MEDxhhj27ZtYwDYjRs3ynyfvLw8ZmRkxEJDQ/ltANjBgwcljrOzs2OLFy+W2LZjxw5Wt25dxhhj4eHhTFtbm6WkpPD7//77b6lYH7/esGEDq169OsvKyuL3r1u3jgFg169fZ4wxNnfuXDZgwACJ901JSWEA2O3btxljjPXs2ZN1795d4pgOHTqwOXPmlPk9EUIIqdgqlVu2TwghhBC1Fx8fj5ycHPTt21dwDB0dHbRs2VJi27NnzzBv3jycPn0aT58+RX5+Pt69e4fk5OQyY127dg3//PMP/2QbKJwn/v79e7x79w7x8fGoX78+6tWrx+/v0qVLmTHj4+PRqlUrGBgYlPo1165dQ0REBAwNDaW+/v79+2jUqBEASH2fdevWxbNnz8p8f0IIIRUbJd2EEEIIKZW+vn6p+7S0CmepMcb4bbm5uSXG4DhOYpuLiwueP3+OVatWwcLCArq6uujSpQs+fPhQZnsKCgqwYMECODk5Se3T09OTaEuR4u9dXElfU9L7DhkyBP7+/lL76taty/9/5cqVpd6bCscRQsjnjZJuQgghhJSqYcOG0NfXx6lTpzBx4kSJfaampgAK5zubmJgAgMzrWp8/fx5r166Fo6MjACAlJUWiKBlQmMDm5+dLbGvbti1u374NGxubEuPa2toiOTkZT548gZmZGQDg8uXLZbbF1tYWO3bsQHZ2Nn+T4cqVK1Lvu3//flhaWqJSJeGXTyV9T4QQQio2KqRGCCGEkFLp6elhzpw5mD17NoKDg3H//n1cuXIFW7ZsgY2NDczNzeHr64s7d+7g6NGjCAgIkCmujY0NduzYgfj4eFy9ehVjx46VeqpuaWmJU6dOIS0tDS9fvgQAzJs3D8HBwfD19cWtW7cQHx+PPXv24H//+x8AoF+/fmjcuDEmTJiAmJgYnD9/Hj///HOZbRkzZgy0tLTg7u6OuLg4HDt2DCtWrJA4ZurUqcjIyMDo0aMRGRmJxMREHD9+HG5ubnIl0SV9T4QQQio2SroJIYQQUqa5c+fCy8sL8+bNQ9OmTTFq1Cg8e/YMlStXxq5du5CQkIBWrVrB398fv/zyi0wxt27dipcvX6JNmzYYP348pk+fjlq1akkcExAQgBMnTsDc3Bxt2rQBANjb2+PIkSM4ceIEOnTogM6dOyMwMBAWFhYACoe8Hzx4EDk5OejYsSMmTpwoMf+7JIaGhggNDUVcXBzatGmDn3/+WWoYuZmZGS5evIj8/HzY29ujefPm8PT0hLGxMT/MXhYlfU+EEEIqNo7JMpGJEEIIIYQQQgghcqMn3YQQQgghhBBCiEgo6SaEEEIIIYQQQkRCSTchhBBCCCGEECISSroJIYQQQgghhBCRUNJNCCGEEEIIIYSIhJJuQgghhBBCCCFEJJR0E0IIIYQQQgghIqGkmxBCCCGEEEIIEQkl3YQQQgghhBBCiEgo6SaEEEIIIYQQQkRCSTchhBBCCCGEECISSroJIYQQQgghhBCR/B/GGPCOyuv7agAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(data=hvulgaris_pstrata[1].cumsum(0),\n",
    "               row_cluster=False,\n",
    "               col_cluster=True,\n",
    "               cmap='viridis')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b12e521",
   "metadata": {},
   "source": [
    "### Color UMAP/TSNE by TEI\n",
    "\n",
    "Follwoing the basic tutorial of the Scanpy python toolkit ([Wolf et al., 2018](https://doi.org/10.1186/s13059-017-1382-0)), one can highlight `TEI` values on a dimensional reduction of the scRNA dataset, like `PCA`, `UMAP` or `TSNE`."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5e57a882",
   "metadata": {},
   "source": [
    "#### Filtering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f2b33ed9",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.filter_genes(hvulgaris_data, min_cells=3)\n",
    "sc.pp.filter_cells(hvulgaris_data, min_genes=200)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66d11d8d",
   "metadata": {},
   "source": [
    "#### Normalization, Log transformation and Scaling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "3673126e",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.normalize_total(hvulgaris_data, target_sum=1e6)\n",
    "sc.pp.log1p(hvulgaris_data)\n",
    "sc.pp.scale(hvulgaris_data, max_value=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6a94145",
   "metadata": {},
   "source": [
    "#### PCA and Neighbor calculations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "308aa7b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/scanpy/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
      "  cax = scatter(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1047.6x330 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.tl.pca(hvulgaris_data, svd_solver='arpack')\n",
    "sc.pl.pca(hvulgaris_data, color=['curatedIdent', 'tei'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "8038be74",
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.pp.neighbors(hvulgaris_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f0416d8",
   "metadata": {},
   "source": [
    "#### Embedding the neighborhood graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "550a5ac8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 677.28x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [6.5, 4.5]\n",
    "sc.tl.paga(hvulgaris_data, groups='curatedIdent')\n",
    "sc.pl.paga(hvulgaris_data, title='H. vulgaris - cell type - PAGA graph')\n",
    "plt.rcParams['figure.figsize'] = [4.4, 3.3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ef04d275",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 760.98x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [6.5, 4.5]\n",
    "sc.pl.paga(hvulgaris_data, title='H. vulgaris - cell type - PAGA graph', color=['tei'])\n",
    "plt.rcParams['figure.figsize'] = [4.4, 3.3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "60bef7ca",
   "metadata": {},
   "source": [
    "#### UMAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "c41ee95c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/scanpy/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:392: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
      "  cax = scatter(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 440x330 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.tl.umap(hvulgaris_data,\n",
    "           init_pos='paga')\n",
    "sc.pl.umap(hvulgaris_data,\n",
    "           title='H. vulgaris - cell type - UMAP', color=['curatedIdent'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb7d6972",
   "metadata": {},
   "source": [
    "#### Color UMAP by TEI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "42ef2016",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 440x330 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plt.rcParams['figure.figsize'] = [7.5, 4.5]\n",
    "sc.pl.umap(hvulgaris_data,\n",
    "           title='H. vulgaris - TEI - UMAP',\n",
    "           color=['tei'],\n",
    "           color_map='viridis',\n",
    "           vmin='p5',\n",
    "           vmax='p95')\n",
    "#plt.rcParams['figure.figsize'] = [6, 4.5]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0268b9f3",
   "metadata": {},
   "source": [
    "#### 3D-UMAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "aa81c544",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/envs/scanpy/lib/python3.8/site-packages/scanpy/plotting/_tools/scatterplots.py:325: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
      "  cax = ax.scatter(\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 750x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [7.5, 4.5]\n",
    "#3d\n",
    "sc.tl.umap(hvulgaris_data,\n",
    "           n_components=3)\n",
    "sc.pl.umap(hvulgaris_data,\n",
    "           title='H. vulgaris - cell type - UMAP',\n",
    "           color=['curatedIdent'],\n",
    "           projection='3d')\n",
    "plt.rcParams['figure.figsize'] = [4.4, 3.3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "2d34e33f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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WDIpAGIbAyFpNO8OOBAt4U8BFLFgxBzrDX4M6eCyo+C82ZqsMBkLsb+K0NQbFyrbtocRgIQRBEFAulykUCuTzeYrFItVqdcgajImJgR/+8IfMmzePXC5HLpfjxBNP5O67797m+N/97necffbZtLS0DI2/9957txhz4403Dj1Ibv4aTDMZLrEFFbMFg+Hf+9Klt7tszcIaPKZBC0sIsYWFNShqMTH7K9Ea1J7vqDthwgSuvvpqZsyYAcDPfvYzLrjgAl544QXmzJnzpvGPPvooZ599Nt/61reor6/nhhtu4Pzzz+fpp59m/vz5Q+NyuRzLli3b4r2JRGKn5hYLVMwQezMQYm8yuD41yOaC5fv+kKANCtbmUYIxMfsLepiljnY2SOL888/f4udvfvOb/PCHP+Spp57aqkD913/91xY/f+tb3+KOO+7gj3/84xYCJYRgzJgxOzWXNxK7+GKALV16g9bHwXqD3jxkfTCoAtiqS7BWqxGGIeYg8uvHxGwLpRS33HILpVKJE088cVjv0VpTKBRobGzcYnuxWGTy5MlMmDCBd73rXbzwwgs7PZ/YgjrE2Vq5ooNVmLbFcCysrQVdHGrnKWbfsrNBEvl8fovtnufhed5W3/PSSy9x4oknUq1WyWQy3H777cyePXtY8/rP//xPSqUS73//+4e2HX744dx4443MnTuXfD7PNddcw8knn8zixYuZOXPmsPYLIEz8aHjI8kaX3p5IfB20xA6WiLnBPw+t9VC0YCxYMXuTfD5PXV0dv1p0JKmstcPx5YLiQ295+U3b//Vf/5Urr7xyq+/xfZ9169bR19fHbbfdxk9/+lMeeeSRHYrUzTffzCc+8QnuuOMOzjrrrG2O01pz9NFHc+qpp3Lttdfu8BgGiS2oQ5R9ndt0oLB5DUHYUrB839+iLFMsWDEjiTICNYxCsINj1q9fTy6XG9q+LesJwHXdoSCJY489loULF3LNNdfw4x//eJvvufXWW/n4xz/Ob37zm+2KE0Tr2ccddxzLly/f4fw3JxaoQ4z9NbfpQGF7glWr1fB9H9h6HlZ8nmP2JoNh47uCMYZarbbN3998881cfvnl3Hzzzbzzne8c1v4WLVrE3Llzd2oesUAdQmwePg57xqV3qLO5YG1eqX3wD3xzwdq88G38YBCzswy/YeHOrdp85Stf4bzzzmPixIkUCgVuueUWHn74Ye655x4AvvzlL7Nx40ZuuukmIBKnj370o1xzzTUsWLCAtrY2AJLJJHV1dQBcddVVLFiwgJkzZ5LP57n22mtZtGgRP/jBD3ZqbrFAHQJsvug/uIYS3xxHhm21Fnlj88a423DMzqKNRA8jSELvZFhBe3s7l1xyCZs2baKuro558+Zxzz33cPbZZwOwadMm1q1bNzT+xz/+MWEY8pnPfIbPfOYzQ9s/9rGPceONNwLQ19fHFVdcQVtbG3V1dcyfP59HH32U448/fqfmFgdJHOSMRCDE9jjYgiT2NJsL1uaWbNxtOGZbDAZJ/N/zxww7SOKTRz9Hf3//Lrv49hdiC+ogZvNW7PENb/9ge80bN7ewYsGKiYkF6qAkzm06cIi7DccMFw3DiuI7mKpMxgJ1kHGwlis6VNiZbsOxYB1aaOQw+0EdPO71WKAOIuLcpoOPuNtwzCDDryQRC1TMfsTmuU3ba8Uec+CzM80bY8GKOdCJBeoAR2tNGIaxS+8QJe42fOgwUu029mdigTpA2Z9zm/aXeRyKDFew4m7DBx6xiy/mgOCN5Yr2J3GC18v/7E9zOlTZlmANVmqHrZdligVr/2P4lSQOnmsXC9QBxua5TZvfeGJihsOudBuOBStmXxEL1AFCnNsUMxJsrxfWtgTLtu34u7cP0Eagh5MHNYwxBwqxQB0AxLlNMXuL4TZvfGPQRfx9HHmG3/L94LF2Y4HazxmsbRdbTTH7grjb8P7D8IvFxgIVM8IMuvQGo/QOFHE6EOYYs+tsLlhx88aYkSYWqP2QA92ldyDNNWbXibsN710UAjWMHKfhjDlQiAVqPyMuVxRzoBJ3Gx5ZYhdfzD4jbsUec7ARdxuO2V1igdoPeGMr9jjnJOZgJO42vHsohue+UyM/lb1GLFD7kM0jomKXXsyhRixYO0fs4ovZaxzogRAxMXua4QrWodptOK7FF7NXiFuxx8TsmLjbcEwsUHuRuFxRTMyuc6h3GzbDbLdh4jDzmJ0ldunFxOxZttdteHPBGnQJbl5H8ED824tdfDEjQpzbFBMz8hzs3YbjYrExe5Q4tykmZt8Rdxs+8IkFaoR4Y27TgfKUticQQgxVEYiJ2V840LsNxw0LY3ab/bkVe0xMzOscaN2GYxdfzG7xxkCIWJxiYg4cdiRY+9rC0shh9XqK+0HFvIk4tykm5uBia4IVdxveuxw8UruPGPRh+74fi1NMzEHM1iIAAYIgoFwuUywWefe738299947Ip+vjBj262AhtqB2gzi3KSbm0GVr3YaXLl06dD/Y08RrUDHDJs5tiomJeSPlcplMJjMi+zbDLBZr4kTdQ5fNc5sOpFbsMTExI0+pVCKdTu/raRw0xAK1E2itCcMwdunFxMRslVKpRDabHZF9H4ot3w8eW3AEGazvNRgIMRjZE4tTTEzMIL7vE4bhiAmUNq+vQ23/tXP7/eEPf8i8efPI5XLkcjlOPPFE7r777u2+55FHHuGYY44hkUgwbdo0fvSjH71pzG233cbs2bPxPI/Zs2dz++2379zEiAVqh2wepRcn3g6fuJJEzKFGsVgEGDEX32DDwuG8doYJEyZw9dVX8+yzz/Lss89yxhlncMEFF/DKK69sdfzq1at5xzvewVvf+lZeeOEFvvKVr/B3f/d33HbbbUNjnnzyST7wgQ9wySWXsHjxYi655BLe//738/TTT+/U3ISJ7yTbZPPcps3zIWK2zWBk42DwSEzMocLatWuZN28evu9j23tu9SSfz1NXV8fHHvor3Iy7w/F+0ednb7uF/v5+crncLn1mY2Mj//Ef/8HHP/7xN/3uH//xH/nDH/7Aq6++OrTtr//6r1m8eDFPPvkkAB/4wAfI5/NbWGJvf/vbaWho4Oabbx72POI7yFbYWm5TfLONiYnZHoMBEiN1r9AD/aCG84JI2DZ/1Wq1HX6GUopbbrmFUqnEiSeeuNUxTz75JOecc84W284991yeffbZoQTmbY154oknduqY47vuGxi0AAZr6cVrTTExMcNhUKBG6n6xs4m6EydOpK6ubuj17W9/e5v7fumll8hkMniex1//9V9z++23M3v27K2ObWtrY/To0VtsGz16NGEY0tXVtd0xbW1tO3XMcRTfZmit8X0/zm2KiYnZaUqlEqlUal9PY4j169dv4eLzPG+bYw877DAWLVpEX18ft912Gx/72Md45JFHtilSb7w3Dq4Ubb59a2N29p4aCxSvR+nFVlNMTMyuUiwWR9SCGm4AxOCYwai84eC6LjNmzADg2GOPZeHChVxzzTX8+Mc/ftPYMWPGvMkS6ujowLZtmpqatjvmjVbVjjjkXXybu/Qgzm2KiYnZNUql0ohVkYCBNajhhJnvgTwoY8w216xOPPFE/vznP2+x7b777uPYY4/FcZztjjnppJN2ah6HtAUVlyva88Rh+DGHKiPt4jMMT3zMTgrUV77yFc477zwmTpxIoVDglltu4eGHH+aee+4B4Mtf/jIbN27kpptuAqKIvf/5n//hC1/4Ap/85Cd58sknue6667aIzvvc5z7Hqaeeyr//+79zwQUXcMcdd3D//ffz2GOP7dTcDkmBiluxx8TE7GlG2oIaKdrb27nkkkvYtGkTdXV1zJs3j3vuuYezzz4bgE2bNrFu3bqh8VOnTuVPf/oTf//3f88PfvADxo0bx7XXXst73/veoTEnnXQSt9xyC//yL//CV7/6VaZPn86tt97KCSecsFNzO+TyoN7Yij0OH9/zbN4XKybmUOHqq69mzZo1/PKXv9yj+x3Mg3rv/R/DSe84Dyoo+dx21s92Kw9qf+GQsaA2bzYWu/RiYmL2NCNZyRx2PkjiYOCQEKi4b1NMTMxIUywWR6wOHxya/aAOHqndBoO5TWEYxkVe9xLx+Y05FDlQ16D2Zw5aC2owtykMw9ilt5c5xJY1Y2KAke8FpYcZxbcnwsz3Fw5KgYpdejE7Q3u5RNZxSQ3kcMTE7ArlcnlkBeoQdPEddAIV5zbtew4UC6pQrfGLV17kzvWv0V4pM7d5NNecei657ZSEiYnZFiOeqBsL1IFLnNu099DaoI1h2doOkp7DtPFNKK1Z3d7L4hWtLH55PWE55OSjpjCmKUvND5l92FhSqR2HyO4NSr7PH5Yu4/oXXqDNKmGEBhsW9q7j2889wrdPOmfHO4mJeQPxGtSe56AQqDfmNsXVDEaOhxet4Kd3PUtnbwFHWjSkk5w6fxpGGB55eRWbNvQjKhrPtVnb3ktC2iQTDjNfXoc0gkTK4V1nz6Wpbu8X1Vy8ZhNPrVnPUxtbWRn0Uaj5mFxk7VmOwnI0f+lfjq/PwJUHxZ9GzF7CGLMXwsxjC+qAYvPcprjb7cigtUFKQW+xwl3PLeU3j75Ib28F5StkCMV8ld/3vkQtDKlVfKyKQSqDX1F0lHwCCZaULF3XieNZhBjuX7SSL370dI6aNW6vHccjS9dw1d2PkLcCCEFbGu0YhG8gaRAlGw3YDTbdfomxibq9NreYg4NisRgL1B7mgBWoNwZCxOK05wiV5vHl67jp2Rfo7CtSZydI2Q6dxRLFoIYSGgMYIBCaUqmK0SCrIIxAGIMMDaEAoUFJhRGCmtBYWlDQVb710wfIjkpywuET+asz30LSdbCtPZv14AchDy5axfKuHm5ftpR8GKAHviKWL9ChgUw0R60lQhjqVIYWd+RyWWIOXkbaxWcYXoTegbECPDwOSIHavBV7vNa059DG8Fp7Fw+/uprfvvQKXdUK2hisah6pBZYCG0G2HmTNo1oOCSoh2oARgA1GgvEFlhJoQfTnZABBJGICfF9Rrob09lZYs6qHh5as4fT50/nY6W/Bc3b/K+mHip8vXMzdf1lGueLT7wb4loksp8SAaAqDcUAYCZYCAY60ecfkw7HjEk0xO4kxJl6DGgEOKIGKc5v2PMYYuiplcq7Hr597hbteXka+u0K+WAHLgDv45AbCQHJiHmMHhDUL/5UMwgiMIRKnhEXoghuAqhqoGZQEoQ3GgDAGoww1R0YuWSnQEtr7izzy6mqOnzGet0wdu9V5dvUUSSYc0qkowi5UmnLFJ5dJRK5eYyhWajywci23PfUKK9t7I/edjIRRhNH8vTwoS2AkCGGgLDGuQSYM/3zMKZw3eeZeO/cxBw/VahWtdezi28McMAIV5zbtPr5SdJVLPNC6it5ihU0dJVpLeaa01DOprp6Hl66iq69EOV9FSokTapQFQoIjBcoY8BRag/AUxhisKggBQktwLKQEjMYIA5YADNoWoAYsF9sgAgVSYqRBOwIhDYWKz4rOHt4ydSxCr0GGC9HWkRjrCO5+4BWefn4ttivRAgqlGp2lMsYRjK/PkpQ2nX0lOhM+RRXSV6sifYNUoDywpCB0DMKACMBIAwKEFqAFbp/FN846nXOnz9jXlyjmAKVUKgHEArWHOSAEKm7Fvvv0lCv89Plnub91JdpVWFWLcr+mENR4ubMdx5V4vk2lGiAAq6aRlmBCIkM259Ff9ukplCl3p/DSNYJuByMkxor8d5YQSC0IfYWuKnQQPVTYjubM+SuZPqqTE+espz5ToVBOctWtb+PV1jEII3DCgKNbVrFxfRtrWu5n1qg/IgkxwWhu+vMnuf3OdRgBRhhM2sYPQsoD3vieNf2kkh46bdGjQ3RNI0KwDRgLPC1oGVPHmnwfWoMWYIXgZww6GVl3p4yfzLkzY3GK2XWKxSJSSpLJ5L6eykHFfi1QcSv2XccYQ0epyEvdHbQWC7y4sY1H1qylLAOUpXCUjaUl1AwoQc1VhI4htBXGjdaKHFvQHVaRNYtp2XqKpRphwaXa7SK1ARv0gOtMSzCBQgtoyFYo9Tn4xuZDZ77AR962mExCDc2tMRvw35+6k+sfPJrmXJXjZm4g5fps6M4yvr4bdIAUYCjg6JsoBCdhAo2xJaGtMcoQugZjgd8iCR2FK0EojZ/USAS50KExl+a0eVMpphTdL5XJl/woICIBJq1JNtRwpMWph03Yh1cq5mBgsIrESN6fYgtqP0JrTRiGsUtvF7l56Uv8dvkrlMIAzwJHWWihEKFAGIm0BEoabAVIyNoega0JpMbYBi3AN5rACjDFIg2WC1WNU5HYlsTLOvSLCkYZhA+B0gipOWPOSi47/XkaUxU2dOaYMqaflKu2mJsQkPIUnzr7WZSRJJzIbdiULRNiCAFroC/oe9/2Cjc/PZeefA4/J9AeaCey1kQNyAryDYJEr6GUNQTG4ChJ6NiMm9LAg73raQmSnDJ1MqvWdKPyISvdAralMVVJqlFQl4u/VzG7R7FYjAVqBNjvBCrObdo1fKVYuHEDP3rhWbrKRTTQE1QJtSGbNcxINTNrdAPKt9hQ6KMQBgRC46YtGk2SMw6bzquldl4pdRKEBiNBe2CkJi8CXip0knJspC/QylDO1zA2jBpV4KxpK7nouKUkPR9LGBozVQAas534oUDIgdDXgfjXwcvpOgZjVGQtSZAaAi2R6MHAPxKO5uKTn+dH950eRd0hMCmwSoANImMhExahFaIkyJpAWgIsWN7XS0n5WLbk4qOP4I7uKq1hAQSooo0WNv1FwaSTG/f69Yo5uBjpQrEAxgjMMMRnOGMOFPYrgXpjuaJYnHbMoq5NLOzYyOreXp5auZ6OYgkk2LZECoukYzPBzTG2JYMwkmYrw9L1SZ5oXwtAxdEcNqmF9xx9OD9bXmZjT4GuTWWEbxCBIHTAuAJVM5F1YxRoCC1wUFx20iLeOW8pSUdjDChNFIBApEeOZQhCQb7sUS47NNeXSbiKwUhuIYiiAE305Ff1HRKixmAhB4FgWnOR1LoSZeXhNznQCzXL4FQ0VqmCr2wSbgI3bzCeZHp9PSdOnsCSfDftlRJJ2+KhlWtpdSrk0wFBr0Z40ffKDwA/LhIbs3sMClR8v9qz7DcCtXlu02DfppjtU1Mht658icWt7XTly1QKYZSIGkIYaBKWpLdcpbtS4rnOjUgjItUoWxgbsKN1vV6/wn898zRtlTy9xQqoKMrNKINjJMIILAO2lChLEAiDdiCXKnPyjNUkncESU69bRwZQShAoi4pvUyh7NGSquANjBzEm+rjOUpJ84JGUIVaitsWYLFWskiK7skI1b/CbHRCCxFF9jJrbg9GSjXeMJ9HuYpUCqnW9fPJDFyCk4IVNbaxf08XDL66kQJFN5WokigNCigH8kb1OMQc/e8OCOhTbbexzFRi0mnzfH0q8jcVpeDzRvo5V/b20V4uUAp8QAzWBUIKUCkmKfhynhkTjSI3QBlkGT4YkRQChQClDW77Iqx0d9PXUMAWQCtAgpCTp2kyur+OUGZNoyqXIZrwh6+ct43tIunqLzHVLvu5iEFJi2UmyKUMqqcimfKQwUV7VZm/SGnorKZ5pG8dPFs2hELz+O4OhZLxIUIXAWBKDQFswcW4HY5JF6r0K9We2I2TkTqz21ujpK2FLybHjxlJ4qRd3Y43u3qjihaiBUAa0IekLnnpp7QhfqZiDnZEucwSvr0EN53WwsE8tqDi3adfQxvCLZS/ww1eeob9UwwQCLQ3ClhBGOUc4mrztoBCIjEIEMDvXzTtnrODcqWvx7ICqsnmlt5kHNkwj0IL+kseomTWeXD2RQDvYUjIq6/KPpy+l3l5Da6nC9PpWEjLgvqWzGNdUIu0FW8zNAAiDMRJlkjiWRaggnagiiCwzdFR5Qg+4BIuBw+INo2mvZdHJCtquEWJjITEGrn/4WKpjM0gDrhR4aTdabwphU18dTckSobGxagqrZhg1Lkex5DO6OXITZ9IehzU382ytTE0qBCJawzJweEvjHi+xFHPoEa9BjQz7TKDi3KZdp7NS4kevPk1PtRJtCCXIyDLBloCgpF2Er8GFd7Us5ytznqHB9ZG87oaDGpOzJd4xKbIgQg01ZVE6yaGrnGJ0uoYRkqQFnlXhsOZwyHlwyXGLgdctoQGvYLRNCaqhJAwFuWQejEEYC0Nksmugt5ikP7CpKItVPc205rPU1Rd5/5xlNFgO9sDeeksJXuodi5OCettl/qxx0OyhjOGVykqydWXKwuXYlvXM//yx9K4aTXNThlHNr9fTO/fCt9C6rodxnaP52rNPoWwTTcKChlyCs46Jc6Bido+4zNHIsNcFKs5t2n3Wl3rpV1VwBkoRGQXKGrj7myjXB0BLWrwiX5nzDM3ejhdabAm2VKQdRUuqOrREY8zA+tJW3iMHi68Orj0ZsC1DUiosr4AQIA1IEQ6NFQLqU1VM1WNDVz39YYLOcorx07tJCI0lXrdoWvvrcFMOo6dlec+xR/Du+YfTV67Rne+gr71AXkTCNyXbS4G7+MD5/4OUAse2hvaRySaYNWccLZUG5nSs5NWOLjSG0VaCvjUlbr3rBT5w3nyaG3f8BLyuo49fPbSYw8Y3c9Epc3Y4PubQYK+sQcVh5nuHIIjcQrE47RqBNozy0myqFKI1FVdAWYASkADtR4VRXTekpt640Di4+LP98y42+9cwUM9uGJ4wIcA3CoNGIXCNhRBioFq4HiiFBJY0JGzFuFyR/113FKtrOeba66LP2WyORoxjwZGTmDixATwLx7FpqbNpNc+RKSgcU2NWsoMlhdEclirgudv+Sjckk3x6wbEs3tSOZSSvLWnDdwJsJBvb+nYoUG2deT75/d/hlxX3qmX84q7n+fLH3sb8meOw9qCb8PmX1/HC0o1UCjWmjmlk9uHjmDSpcY9+RsyepVQq0dDQMKKfEbv49gJxhN7uc+LoSVwwdQ7XL12Ir6LwbuNqUAbpaISUmKrEr1kEQZqvLTyZ/z75oag46hCDmUabbdlMu8TAz1FAg6DgO+S8N7oIt3j30JslBnsgTtwQmV+Oo4eGyIH1p9DAhlqGxYVm6hor5Nx+muxwi3lZ9Z8kPUaxPN9DOh115FW6n/bqnRyTa+fhvqmsKDXxbMdEGpo6dnjuFkyawIJJUeWI1ZN7ePKZ1bi2xbTJzdt9n1Kaf/r+XVQqITKMRL8nX+Ef/+8eRrdk+fDp83jngiN2+PnbolTxefaFNfz6t8+yuq0fg8aqDIQa2oJk2iGT9Hjr8dM458w5TJgU527tT5TLZSZOnDiin2GGaUHFArWbCCEwxux4YMw2+fyRJ3PKqMlct+xZClWfJT0dVEyAqdkYLTAOUdQbcO/GGazpe5op9aVtiMsAAmohSCFxpAYxaH0Z6j2f0Ags+UaReyNmCxedGBAbMfSfKECiVE3TXUxQ9BMckeunVzu8NdeLtdkEfWVz73qX1koX80aPQgz4EUv+HUx1luLbNTa6WV7qncCUVB91VnGnzuHUsY1MvWB4N/pHFq5kU2cBSxqMHc3D2BBIw7q+fr59+1/40e+f4r//7nwmj23aKc/AkmVt3Hz7s7y2tI1yqYYAhI4eOHAlShqKlZBi2ee3dyzi0Udf46tfPZ9cLklLc9y7an9gb7j4DkVigTqAOXbUBOY1j2VtoZd7NizjjlWv0hqUMGoz6RBgEHzivvO5+z23YtsauZWbZ0mBFxUkR2k9+Fbg9XUmWwzvmonNLbPNPkvDkAWWTWmyqSLTqXDuxI1oE5IYiLAzQEAzVy/7f6wrdOLaEteyOGZM1IpjVeFheoyLxGGsXeYVaaj2JMi11A/zzO0cfqC47Z7FmCAqoGuMwdiRZWkYCE6R0B8EfOq7v2d6XT2fuvhEjjx87A7dcjU/5OVXNtLbW6JSC6J9qYFMFiFQQGjLqCSVEeikpK1c4YtfuY25c8bz0Q8tYMb0USNy3DHDZ69E8bGZl2MH4w4W9ptE3Zhdw5UWM+uaqXMTHNs0kWda1/NaTzdre/pZW+4nDDSEhk2lOj59zzv44Tv/NCQ4g0SdcSVVLchJhS1f1xVfCxwZ9XPKa4uUBFe+roCvFutJypApqUHrJRIYISAwBq0NNgIpQAiL6KcAQY3BlEJvYF1qcC4lneOP/Z+nAKyp9dCSTPGhOXNwZBT4UNTrWes34YmQuakCv29z6etL88u1jbx3Wohn7dmv9RMLV9LRWUQojVSCMBOFvztlg65pwrSMrCoNvjS81tPLD25/kouOP5xX1nZQKNb49EdOZnRLjqof8OfHl9GTL9PSkOHuh14l31umXKwRWNEJkEJidGShGTt6QBAGjBQYYRBCUlOa559fh4vgn//lXfFa7j5mb0TxacSWD3/bGXewEAvUQcKoZIZRyQwnjpm0xfbfvPIKNzz7LK2qxF86JvLeOy7ixvP+SIMXvm7cGMih6UdGoeAD27WBFypNzE91sz5IMtaucfOaGdzZO5nzRr/MTzaeSMm4YAQpy+fU3GpObGjlHc15jChgiWhfNW1ICUmUoDUQ3034+iQ3e+SraofPvfZ2ino9bfmAUNt01RRPtq/n1LFTWNi1kiWlep5ZMpP+fJpN01exrq2R7jCHm1c8272Bk0dN2aPnduHidVSK1WhNzgGURqUEVmBwKga3P0RlLUwysngUsKKtm/+85S9gCaQQLPrnjcye0MRL6zupmhBtR2uxdg1EYFAO4AiwJbIvxNgC7Q5EZoZmyLJywoG2IwDG8MzTq/ntb5/jfe87do8ec8zOsTcEKg6SiDnoeN+cOZw1fRpJy+a51la++9gTLPh9Mz865W5OHtsKGBaWRvF8oZkFmXZWBWkW1LUxxYnKDb1YraOoBXWWz4Odk/jBa8fxyXmPctvq+ZQtZyDWwhAieT4/gVGJfj752BxSjSWunf04ctAaG/qbifrzGhJAEkH/wM9QUml+2Xshee2QtAs0pqp0a4eusMr1y59F2s/zyKY7Wds9mY6OBqQwPL50Jr2JFDIb4DmCOfWj99i5a+vs5zvX3s/SFW1oDbYxKBVVgxdWJFaiHHWMt/o0dGr8RguVlKANQUoi5IAAGcXCte3YZYVjolpL2o2ERlZCbKUwtkR5FlbRJ6z3sAaESdsgQoNUBoxBGhklOjsSjOLXty9k4sxmFrxlyh479pjhY4yhXC7HeVAjwD5bg4rZezQkoiZqJ0+ezMmTJ3Prqy/xi7ZO/mmDxcS6XnAF0hhu7ZiFxPBwvo1/m/Qs7SqJZdd4rZZi0aJTec6zCSs26yoN2DpyJBgZOfUcK2SMzlMLbFb2jObwptV85InzuOmku/GNQ1IO9PXAYHCADMo6HqG6EGIFeZVhtXoP753wXgLxGzrD15jR/DIeileKLfSHS/jF+iS1vlHYlmHypC56N+WYPbaTViaAgstnzabe3f2GcWGo+M/v/5lnX1xLUUeRdJYBQoMdGoxS2FWJVVOgNNq1ESZqD5LoVQSBQbmg0nZUVcOVUNZR+3lLIKsaqcEKorUsqQQykBCAKvkIpbAqATrtEoVUCoTRaFdihECGBqsWdS3WrqBcDvjuf93HR993AiceP42WljhwYm+zV1x8RiAOsTyoON77ECLUZa5b9nUe7L+WZ3rTNKSqjEnn8aQi1BbaRF+HLj/Ft1cey1P5Rnwj2LihiVdXpQmNRGQC/vjSfDylcLos9LIUvJrC3SjIeRXuXzaPMQ09rC43YMmQc55+L092D1o1gxVabbQYBUiMNQ5tnUQy+TkOa/gQKTvF4XXNTElKZqf6Gef5nNG4kVAYVhWbyQuXZEOFsZO6eduCVyk1KhJOSCZZ44nuNbRVe3frHCmluea/H+DpZ1dTqahBgw8tDNiSdEuSyZMbSVkWyGhFQAYagcE4gtAVUc3DmkFog1BR3T9jCURNQzCwkiBFZDHZFsqOivgaAzgOwegUftZCCY2xoqhH5QiMlMiqwu6vIaoBUkVhJ0ZpKnmfX9zyNH+4czG9vaXdOgcxO8/ecfEN/3WwEAvUIURv7Rluby9FZR+MwJKRYCRkQMatkXareDKkGtj8uXM63TUPZQSpuhLFYgJeyTCuuYdjZy2n1/Eo9SVRvsSpq6GaDY9umImXLZCtz3Nich2vrpqETGuufO0UenxvYBYaKIHpoaRsQuts/MRVKOd0EFEQxIzkNOpFQCHM0lfMsLGWoNdPYktNAYeKclhTyfGn9qncuXYmaENGBvSUurlt06O7dY4qFZ9aNUAJAU4UnEBakGpO8s7zj+SbX34313zzfXzofcdxxOFjOerEKWSak0N9Q7Qr8NOCsE6ApdDCIHyN5etoX7ZAD3hGtQPaE4RpC2VLjCNRSQvlWiAthBaIMGoeiRSImkIIicp4aM9CBAYRaIRjYyQUCFm5vosw1Ns/yJg9ijFmr65BDee1M3z729/muOOOI5vNMmrUKC688EKWLVu23fdceumlQ+2QNn/NmfN6dZUbb7xxq2Oq1eqw5xa7+A4hkvY0fG1R8j3On/Aqz/WOpZZ0qJNVVvbXc/7oxdzTcSSr8y00OlXuWXckXUGKrK5SPaKCFQjqQ59jGtt5bEM9nakAy9GMas4zZ8J63LGKv6yYwaa1Hp2pBhrm9KCMpOK7A/1xIwQgTDsdpddY7r+L09+Q31is3MqaSjuPFKYw3c7zXKWeZq9Ma08jhWKW5WUXLxHS3lmP1hLtu8hcSHdbjuy03bs5p9Meb33rLDZ2FyhWfFom5GgclWHqhGZmjGtiTEsW13V474VHM2vmaB55/DVefrEVlIkaM0qDciRhWkQBEMYgLIGyQVuGMGtjBwa7qJADiWbCCMJkVE8RWyAMSARCgLaiWh4GkMoglY7Wn1wJWiMVGFtgLBDFgMUvrOHntz/LF654226dh5jhUy6XMcYcsGtQjzzyCJ/5zGc47rjjCMOQf/7nf+acc85hyZIl2wydv+aaa7j66quHfg7DkKOOOor3ve99W4zL5XJvErtEIjHsucVBEocQKXsi3X0pGuqqdNk2Zzetoxo4/G7FEYhQ8NP+UfiBg0FwWFMfT/SOB0/TV00xyi1y6fy/8IMlb+OFrol4OmRiUxd9tkNoK556YRaFMIHE0NzUzfLWUah+gUIy3+uiyd3sqclATdks7DuSPv3GmHfN+vIKNtRyFKTFMpkgkJJlvaPo785S605RbnIx+YEnRQ3F9gzB6gxNozUfHPeu3TpHQghOOmk6iYxLb75CvlJjxcZuXlnSyoolbTyR8TjyiPE05hLMnDaKB/8Cli0JbEMoIzegpQSiAEiBXTWIUGMcCNMSnRCEtiBISOyyxqkarCBayzPugNtQGbQCHInQBrcSWVtSRxadNGBCg7YkAlDCICoBTmcRDDz4u2d5x+mHc/issbt1LmKGR6kUuVQP1Ci+e+65Z4ufb7jhBkaNGsVzzz3HqaeeutX31NXVUVdXN/Tz73//e3p7e7nsssu2GCeEYMyYMTs1n82JBeoQQgpBQmZY2gcnJfP8dsXh9JSz5CwfU7HQHjSOKiGl4enCKDwZUkNiHEN7kGJdqYm/n3cf97QeyapNY2ivZkl7NTZ1N4KShMYhsdpi7bLxJKoav9HGBlbWRvHn5umcfeLKgWi9FL/rPIOn89P4m1mTX5+gKWNX/o8Z3kb+TI6KEZQraSqBR5efo9yXRPgSd6NEN2jSuSqFQoJEr6RldIZrLjwPx9r97riWlBz3lskopVm6ugPbtnj+hXX0Vyps6O7n2aUbcRyLsfUplq3oikTJ1oRolAXo10P1pRIY26AdiUoIxEB+k3JAWxJjGRyjsQfER2vQQuNoM1T8UDmRVaUwCHegtofRYAm0MchQR7HtnosOA3TC4R+/fgf/8+33M3FCXBJppCmVSti2jed5Ox68G+ytIIn+/n4AGhuH/9257rrrOOuss5g8efIW24vFIpMnT0YpxVve8ha+/vWvM3/+/GHvN3bxHWLcfvblnHXX//JU6zTCagJtJMW+NBKDVwpIGJ+KcQmVTYNVImUEXUEGI+CW9ccgl1iwJok0Ao0hLBpsC4QWyIRA+ODmQ2pZG7dXozyBVYCb7pjP2SeuBzJ06CnI9BwubJrOtLrXC2zale9g6z8x1VWMdYq81tlIf2eODFX8YoJMK8yrX88PLr2bpKfRwH8sncvK0lF84eIzmNRQv0fPlWVJxjTn2NSZJ5lxaC8Uae3Jo1VU6Lizp0gYhAOCZHCwMFWDwCArBpOS0RqSD4EDWkR1MkQIbjGynpASKQTSCFQUP4JVFZErz4kaM2pbYNWiyEDH1wM+UjBIsDQEBrsaYlwHU5fCuIKq0dzz4BI++dFT9ug5iXkzpVKJVCq139UYzefzW/zsed4ORdQYwxe+8AVOOeUUjjzyyGF9zqZNm7j77rv51a9+tcX2ww8/nBtvvJG5c+eSz+e55pprOPnkk1m8eDEzZ84c1r5jC+oQY1QyS7PrYHk91Ajo7M2hXUHarTF6VicdrzYhplRQoaRLZ0BoVK+DEJDqkGBB5pUSynKpjHKQIeTWFgnqk2CBb0vcvMEuKYKUwOvTeIEilakRGIUlaozzspySPI1mr2VoXiJYhG0eJCTAMjDOLZM2AZt8j/KqLJO9PP/0vruYP6EL3wqxjMRB8ImZy6iN30hjfQVtvgRi9y2ozWmqT3HS0VN5ZUMHTrmE6LMwDIiElOhQDDVhtDRYNRNF6HmRuNg1jV3VSF8gtI1OSESoSfYohDYgNH7OIUjKIeEZbJuCNlFouhCYUGOFApWUCANWVWOCEJ2wow83IAKFsCWOD2HGprMvjubbG+yNbrow/Ai9wTFvLF77r//6r1x55ZXbfe/f/u3f8uKLL/LYY48Ne1433ngj9fX1XHjhhVtsX7BgAQsWLBj6+eSTT+boo4/mv//7v7n22muHte9YoA5BLj/8VH66+g+ECZChBAP2mApagqrYhN1JnGSI6naxOj3SjkZUDU7RZzy9NJ1TovWXLWRbLbJ2DZMNaJjRxquz0zTmYUNrC7LqIGuKzNIKY1L9XPrBxwlNjZIOCczLpFJdSBGFn0v/AdzgvxGUorBSYbiwbh3BeIcfvzyeioQFo9YxfUwBX1o4QrFJ1RhneVgoWnIVjKmCfgVtvWWPnqtaEPKXZWtZW+xnU7WEnxFktMuEpjqmNOd48sW1FGo+rrDwiwHGFwSeQHsDT9PGYAUapxjiZyVSg/EEtQYbq6axSwNiN2CFQlTSKPQkTtFHhBpyLkIKtCMwMhJE4wmcksZPGrQVbZfKIHwVBfKXDBvX9hAEIY4T/5mPJHurUGwkUMNZg4r+Xb9+Pblcbmj7jqynz372s/zhD3/g0UcfZcKECcOck+H666/nkksuwXXd7Y6VUnLcccexfPnyYe0bYhffIclHZh3LDS8+R3++jNYgfUF/awbL1tgTyvjrskhtsMs2nuuTXGYhKoJ0v0GerfCPFjTPl5xavwB/Uyd2wx+wrD5y6ybzTHUM8ogq4XqJ1W/RtiBNb73FD9qO4+oZD5JJBVRMiVLQS8Y2SLUIJ/g/BJsA6FYe0sD9/RNp2zQZe6ONLSRnvnUF3+k+Gm3gipZXqHc6wRhy0keZqYR6HTp8ASHnIYbTuGqYlP2AQqnKxk399FerGFujpI2dswnrbY4+fiqF/gprNvXSIYuERdDpaK3AGKg2WDiewEo6OGG0VFSzJdoFkZLIhMLWUV8TMdh8S0pkqLAKPtWxaXAshK+G2qBgooAKUwoGcqesqPJEKUC7FlqADGF9dz93PvAKF739qD12PmLeTLlcJp1Oj/h9bWeDJHK53BYCte3xhs9+9rPcfvvtPPzww0ydOnXYc3rkkUdYsWIFH//4x4f1OYsWLWLu3LnD3n/8aLUfU1Mhrowa/r3a08GijjZyCZui1c3xjTOYmt71KK0HLv4UL7S18v3HnmDty12EyzTFtjoQEmkLpCN47zFHMjfZyN1rX6CcqhC+o0ZhikWxmsYWAXUJnxnzTmBRb5la+DSzZ0znnYdP5qrnV9DpR6HVxgN7XJU1XoZ33/dXvFWv56/e+QKH2Uuw/Fex1XMIuhmszbcpTPBqoYHftM+g0JUlUQr534/fzgY3RVCNhGdZtZG32v1oIbEA36yHUJEwy9H6JULv30HuGVefdFtZ6/yG8ESFcKIqFUVhWBhsQIU28yZ2MMft4rXHZ1Pz66NinkagJegEaFegUgKnEkXraWkIPbCMAAuMZxGGA2lU1ejRV1gG4QhqTQmEjkolmRBwJUJH0XwmVFidBbySR1ifQCUlMgxx+6qELWmClETVSYJA7ZHzELNtisXiAd1q4zOf+Qy/+tWvuOOOO8hms7S1tQFRpF4yGX3nv/zlL7Nx40ZuuummLd573XXXccIJJ2x1veqqq65iwYIFzJw5k3w+z7XXXsuiRYv4wQ9+MOy5xQK1n/LjxQu5ftHzSNvwoTnz+OlLzxG6Pslkjfr6Creu/wvfPPLDHJGbvOOdbYP5Y8Zx08UXU3mXzzd++mdWbuhCJQTlNSVGJZM4ssq7vzCPU46aRkGX+McVPyRl1bCkxhM18mGROblp9PolHujwaHbrEcky/++Edv7luQxUIleTKCTguDJOQ8DTD83igiPXEIz7E26dAmoYXMAh1CEd/Vl+vnYuG/N1OEuSfOGCJ5g7rYexYYlFlSaUkYx2+3iwOppzEl2sDixSTsgYSyFMiKOfAf9/CBN/v1vn3w9Dbln9Ag92/IbeWpKJuTz9tSRmoJ6054QUtU1bmGB6XZU5p71C6aXD6XulHqsgEFqgbUOYAKMFoaMJbUEtHa01aZuo35YQWL5BKI011KvRgBSYpBNF9oUGaYH0o+0aosTfUGMVa0jLRlUE2rUJ6yxEoJG2ZO6cCbzzrOEtdMfsOnvNxcfwWmnsbCGJH/7whwCcfvrpW2y/4YYbuPTSS4EoEGLdunVb/L6/v5/bbruNa665Zqv77evr44orrqCtrY26ujrmz5/Po48+yvHHHz/sucUuvn1MJQx4aONqmhMpkrbDr15bxD2tr1Eph1C0sNKaHy5+CqveBy2phg5dfYZaJuSOjYt2S6AGSSZcvvm37wSgWKzy5a/9Dq0Nvb1lABqbMhTLBbprNlWVI+tW8YzHk7pKe+UWFhdXkPcVCUvyWskwM9VBjvHUehN4/RrR5hBaHqXpklR9yHVL5tLwvOa0WZvobzZkPTitQfOPjx3Ly5taqBlBepPFtPo+PnDcEgzQbNf4pzGLWBMo1qskc2WJjb7ND1ecyhePeBRQSAyBLhOoWxHWaeAcvVPnQRvD/770OHe2vUprpRq53cxE0o5PXy2NlQmQ0iCNITAWltA0eGU8GfJadTQNM3rJ9yQJEi5O0Y4KO4UgLEEtJ9GWQTVoAlvg5SNhwo/cfo4SWMFAfT1LICtBVLdPSaSKBMlgMFYkahqNznhRYVlPEuYcRKBR2iAsyZhZTXzzE2/H2s8iyw5G9l6QxMjkQQ2nN9+NN974pm11dXWUy+Vtvuf73/8+3//+93dqLm8ktqD2MZ9/7E881b6WmtbYro/rhtRqLggLKaKQZFGn0KGEwEJpgXQdgqqhL6jt8flkMgk++uETefGlDbz15FlD2+vthiinR0s29dchtUODV+CF/i5KqkQ1tAmNocuHnO0wK7mB17qnIGRkMYhlHskZFRpP6iPd0osqCe5+dTz2BsP0uX38/PEzWL82R7pNky4ZdNrwX393O8tCsDFMtTWOsBhjSXLC5+nCKA5Plfja4c+QtUMCAyUdUjUGZQJE5WoanF9v9Ri1MfT7VX63einKaCbmEly1+EEcr4LjhFSFA3gYJAZDTdtoCenARxoNCUPS8tEqweq+etpLGSxHUy9rWNmQCg5aaUQlyl8yBsqNBtliCB3AN+iiwdKAA3agCZICq2pQGTmQ2CsRxsLyIxedsgVYEqHUUDUJ41iolIP2LGQIKmFjQkPKc7ju2x/a49+NmK0zuAY14oyUCbUfs88E6lDtqqu0pt+v8VJvKzcufZ7H29aSTgXkXIUlFJYwKNtGBJrGqUUqpQT5qoudViTqfXQoqWxMUlmVYllPGebt+Tked8xUjjtmy4XSRzetpVTKUVQllJZ4jqGtXMR1fUItqPkWfVUbr7nA0uWjcVYlcCoKLXVUkscI5o7vp9MMBgQYUvVlahWPsVYfXud4Uq2KRJfGMvClv/8T/Ta0qSgyyBFVcsKnEHpsqmWZ4FVIS8MoVwGGYuhTUxYV4VAnA3y9YavHVg4Dvv7cozzfvYFulUcIqFYlltTMGbuJertCXaJKa7meJ1dPw3V8GnNlsl6JhGsoV2zyKknFd0AJ0glNsZYgEQZ0dKYp9SWipOWcQTpgF6K1uHA0uCmFm1DQ7RAmBFJH+U1BWmJVFCoZtdUYrKnr9dXQtgQZte1QFlGuU8nHylfRuQQik0CEBmE0xhIoW3D88VP2/JciZpvsjTp8hyqxBbWXeGbDRn76/HMsbN9IWfrgKoylGdfUT2RiGHqLaZSy8dyAmrHp6s1hQgujBDIMqZVsDBJnXBWTDlnbsfdcpYEO8SyPfFhFWArlexTLFkHZR1uaStUDASoo4CUUeeFh5QKsdiDUiDKs+3mW8tHgTgiRHYJcLeTv3/4UouQw4+Sn+MryMwnTFp+47G7OnNnO+kBG5waDrzS9UvN8YSwJbXFvqYlLxq4jqwIcafh9/2SKOEgJ4+wCp6S3Hon0cmcHTy/fQLGxGyetEAISdsis5nZOrltNW5Cjpi3GpPqZOqqNpFZMauihRJKMrHFU03oSosoLvTM5s66dl7pauLd/Kp2rxmB3CUSDwgxMW9sQJEAnTBRG7mgoSUSfJGFCtLEH8pzAroAVCoyEwAPjgmu93kjLINCWBGGwKz5OOUQHFXQmEa1XhRqVtUGxxzsKx2yfYrFIc3PzyH/QcAvBHkTtNuJv8l6gUKvxjYcfZW1/LzXCqCCoJWlq6KfHT4M2WMrAa2l0s6aSsEjlypT7UggjECmNP1DpWygISw5WLsBN1KipPd/i/I20Vwo82baaYtVHhh4oQc5LUOirQtJGC0MmVcVowdreRpqTRYIzQlhlk71PR1W4PQuv7GMeclmbnowQhgZZQJ4lqAUS1w2RnuE9py3m/GPWoY1goq1xJVSVIWsBxuF4t59ulebfn5/DI41HclauldT4DWwwKRrsCikTslrXc1rL1W86jlBrrrrrESqmSGMqTzZRo8Ut4skqZ41aTigknqdIywpLi2MYnypTKadJhilyqTwSQVYKHGGY4pWZlCwyaUKJWjXJLZUWrBrIboswozFu5CWQMspvElWJL1y8vpDM6CIt4/tof6UZf2MyitJzBCY0KAlOGYSShEmBXdVoAUFaECYETj7ALgcYonYeRhCVPJKRuAHki5UR/T7EbEmpVNqp0OxdZWcTdQ8GYhffXuDHzz3L6r4ejB2QbalQ6knw/sMW8mRlEgmpCY2gWPJAC2RJYJKGsM/FCQSO4xLaAbWaIZn00UJSKbnogmTupCb6/DKjkzvOddhVQq35xz/fx3N969EGTCCQtqQ38DEhWAkLSyr80MJxNJZv6OipJ52qYddJND6WUfg5KE5Mk7ACRHvk5jOe4LnuZgrLcrz6XBMnZVfzqfOfwpUSNeBIT4sqZZOkTyW4a91M/vLsbMp1gkJPggZL8PiqUWSSMCrXT1m6hEimJaZiWU1bHEdHochX7nuQoGk1Y3I12mopUm6FfpLUO5K/FA7j+NwqUrKCNpKsrOHIBC3pCofl1qKNIVQLGGVZLAs66bMUz+RboOJx79OHYwWgvEgwEr1Rt13lGuyqiKwoBN4miXBsUuN8+rrT1Eoe1dFRUESq0yCrFk5BYayBorJpoC8YWHowJLp97IrCb0hE/aekQCdtrEBEdf6CKIDjiDlxkdi9SaVSIZVKjfjnxC3fY/Y4XeUyty1ZQmCHWEmNsgTjJvaw0mrAFiClT9YxEEIx6eOnLKx+gU5Y4Ghqbo0wNKSyPgk3iKoIaEG17OH6SYSxaC8VGZ0eGR/42t4+VmzqRTuRGxJfgmMI0Egt0H0uOucjfEm53yLRBU2dIYXRCfpabDKmjHKgd14Wb1JIwfVoGNWH7reYecZK1mcEC5+bzKc/9Sgnj2+jV6fo9D0O8/KAQqOR2uLxzqn8ZuM8KtUUYdUmV0oSlspsHJdAdrYgLEkmm+Ki0e9jWjoK7tjQ3c83H7uTDruVbqHRLkyt62NFxxhGje7BuC41DF2+TW+QYrzXwxSvm5qBjp6zWFv2GdfyGtKpIY1gSRmOzF6KUD8hIX1eKdax8Mmj8QtRQAvGQABeHoKMgBC0C27Z4JZE9ABSgf6Xcuh6STUbrRnZ/QKnN6qzJ0Iitx8Dzj2tsSoaUhZBnYNOWMjA4Nc7hG60ZmWVDJYhCi9PSU47fsaIfBdits7eiuI7FIkFaoR5ZuNGilYZoSG0ACUpYbOhvwmEIN+TJOuWmVTXyyupOoRvCBqim5MTRiGgQghMzaLa4SJsBSmBlIagYPPpe+8k0JovHn8SShuWdHXy1omTmDtq9I6mNizG5bJ4ONBvYyyNzBrSjk25FmCHbhTc3WkRKBBCU/eSjwwschug9HZoe1ea3JIqpl5QEy7NiRLzT1hDr3ZIFSsc21fgi/92GxWjqZgEv+ifijawJsiwILkKLSwe7JlMx4YGgmeyWFWLCYGNuaCf1opPWHVJhpKUP4l3p9/LrY+9xsxRhsPS9Xz1zofos/IYmaaa08wYs4lFK2eQyZQJLJekiJKDtRE4QlEnqtz5+Ds4dea5TGqosjZcw8vlAtlEN/XSp1guk+/6CbVMCUeA1ToRucrBFgo7bWGEICxH+5SBiXpE+eAVBNoy+EkdhZpLF9luyKjoaTfZGUCgsashdlkRehKddjHa4PQFYEmCpBU1K0xJqEXRnZYAwmh9i7JChoZ3LJjD6JaRs6hj3sxeC5IwYnjrS7EFtfscKrlQPbqAQqGygJIEFZeyL3Ca8/RXkhgX8iTIqgrV0CHZLinlAowW0C1pDkLSY2zabQuaaqgQKFkkUoaungJrnH408DcP3YnQCjtjuH7N03x+9kl88LC37HYejDBwuNdAZ08JIwSWktj1DnZVgNbUaxff9ylpQ1gHYVLghiayuAoWVS+FmO8xZVIBoQ0TM734nSm68mmOWlfhzEtaUUBWSloDCz3g9e1TNktVmrxyWF/yuP2Jo7ArILSh9kIXpjukyTKEs2pMPc3nW0f/NV+/4wnWruvh0e7l9NUrRChwXInwNJRtuspZQFCtuiR8C9vWWFKjQ8Fc6yQefHwObVXBgyvXcO68yXhScViqxCebVyHQfKBhLYERjK5k+MHG46j1prGRuI7FmEyGTa15KmVFoA3CAa8UBXgIZZAGhC3w6yXCj8LPQ9eQXVnDRkIoEArQBqes8D2FFUYuPKlAKtAyqiKhRdQHi8AgQ7ADg6Ng/jFT+PTfxI0K9zblcnm/LBZ7MBBbUCPIL5Yu4upFj6CtwVg0QIPv23R0NkQlbVyFsOCBdUdiYwgdQWK9wM8JXEvjjC7SuqEBLQThBIGXglzSw93gsMHNRxUJNOiihlE+vhbITsE3uh/jx4ue51fveh8Ts3Xbn+h28Bwbx7JI1ASBlGgNJQICz+BVBKFSJKRBJsoUHIueBRJ3E/gpOwqPDg1YGttP4iQqrOpvRL9mqGxwuPTKezEYqsYiIzTjnCpnpDtYFySY4XXRaQSl0OW1leOiIAKpSbUHYNnI5QqddHCWhbTe7vKxCTdSaLIJEhK/XmCXB6LftODi+a+wplzHExsnYtf5hDUH02OTtIvotgTFVY08c/SrNE8MaNmQxE+sZ17qvzmuoUJCKorK0GArjFDksJiSrOCIgOVLklANyGqHhG/hhqClRDoGPzBR4VspEJYgRCHzBtuL2meE9YK6V2o4YZQnZhwJykbqEOWAqChwbLQlUQ4YHbV3N0IgjCG0BdoWJBs8PnT2Wzh29kRmTGnZ7rWM2fPsrXbv0YcR50HF7BmqYcgPFy9ElSQyMJj6AKvbQSgw46vo0EKXo2oD0iZq/a0FqU2abDt0HmURZCQd6xoxwuA3GOwOh3BsgHF9ipPyJNZ7mG4L7VrRd7fLA2lIdEiEEeStKg+sXsGl847Z5eMQQvAP7zqZFT/vYVO+gO2DdCUm1MgKBFITGo3tSGSHDTaoJDhKExiQrsETmvWhIOxLkVilSD8fMivZieNo2pTBk2UC5dFgCY5J9rApzPByJceywmieWTaZ1pcm4FU1Xrcm0ROiUzYqbVNrsCmPtkAIkj1R3Tsz0NzPQHTjDyVPtY1FjwtJTC+QTtb45Zw7aXYCupXhvsnjEMd43N05jS9MehZnuqTmBCQtGGvVMAIKWtIaCiwRMtGK1ps+N/FRPtF3BAhD1Vd095coBAEiNDi2heNKyiIkTBtCo/F6DJYKCZWDUw2ji5500VohfYMxBqkNhBqrEmJZEp0xyNAQpD3sWoCsTzB6UiO9xTL5wEcLQSrpcf+TK3jssZUcO28ibz9jNmNGxS6+vUmcBzVyxAI1AjzdsZ5/e/oBek0/lrQwaYUoOMga0BgQWBIkSCtEKaDfJt0N6dcMyT5DpTl6Opa+RGPwesAuG/wGhe6ThONLSA1MraDLSXQVREliFwQykANtNKK8mpt/t4iLps2hLpPY5eOZ2FDP/zvzFH7xyCL6q1VIRcVQN5T6CFVAqCR+IYFQAluBSCps2+DmIZsNSDT4dPoS62ULZ43hI+96gXdcuJS1vk2dUwBAiyo9KssGX/JieRwd+SzP3zGV/lQdps5QmRBSGw9yo0FND7FeSFJqdghTAjcPfi5y//lZMNZAXyajOfe0V2hvtFhaasFxAo7IdjDKDRAYmizDRLfKKmHx+fEvcHwmP2TptgYKR7r4BqpGUNCSaZZL1Ug2hIJKZyNaG7QnqNVCWnuLiNDg2pKM5zJ71hjuWbYa5QhsnyErySlotCNIBFGxWOUIZGCQvkH6CiEFdsrDDhS6oggdK3L7JT1OPu0w3n/h0dx872JeXLkJXytkCMYPqQbQ3llk6fL2WKD2MntLoOIovr3IwboGtayzi0/94Q6qyQpWSkNCYeUtlFT4WQuZVUQJKwbLVZgAvPUJcqsF2hM4YySd4wwSgVHgFKP9OkVwC4LgSDXU2C6o2JiCBZbE2GBXB1uDg0qALEBPucbNTyzmr885YbeO6/DxLYzJZBC+oS6RoHl8mtDpY+PGAX+CklGvPW2iRVo/surocylWJLooqHuthpM3LDhjBbY0JEV1yBthMCSFohSkefyhOXS92kKis0ydG1CaLPDWOMiawAiBbg8pj7UQNYHXC7YPTsKnMEZiNwXMmt5K0G/jK0lXs2J2rpVzWtZycqab5UrQrSwapKYjhNNSfdTVQtZXJb/tmsDFzRsQQEpGJZbWhDbdoc2S7kncJx3y2uUk1cu1vziNMBmFdodEeUzCMkgFBXzu2LgaK0fU4t2K2rxjJE5FM6uukfknTGPZyg6Km4q89eip1OosHv7zUpLC4j0XzefZxasptBa56IJjmDqlmUqgGD+6DsuSXPbuY7nvhRW8tqGL1rW9VPpreK5k/Ng6Rrdkd+s6x+wcWuu9V+oIDir33XCILag9zC9eeBG/piEnCGsOSE0yYQgKHqKxBrbAskJQgmSiRnFjBhEKlAvKg+5pIlKYYCCEuApYBrcAOGC95FFMgul0MYGFSBsMDK25YMApQUD0ZI4w3PzbhZw5Ywozp+16ZN+o+gxTW+ppSHpsaOvD6dEcO9Ohr6tKrVegfJCuJllVYDRFPGRNUFaCULq4JY1dBqkFa1Y3MfotG0EYKgNBaC4WzxYa+M0fj8a/O0s9VbQSGK3RoQO2RCpDamyNrrE2ut3CssDyDRMOb2fG8evoNglkQnN8toNZXh+r8xkOr2vHthRzPIVvJBOlxZPVFBbgGJeJTjeHO3k6gzRtvqGsAzzpEBibNj9BWNA8v3IiKqE5ccxa+lpH8fXbzyW0oiKuxgLfFlhEDwR9aYUaH2CMg6hElqzyBGGDzQdPmMP5J89hfHNuKA9w8we1i06ag5SCp1dsIDOpgcykBhItKVreEJXXkEvxgdPm8dt7F7NubQ+9MkD7it5KlbpccpevcczOUypFXYuz2ZF/MIgtqJjdwhjDxlo3JqvQvh2FwBlJWBA4o0t42SgEudifwHYV1VczJIsuOiMo24Ygawg9FYUQK1DpAasoBJIahEEkDKrqIKUDwuCUBtovVKMoL0tFT+tR4iiYKgTS8Ldf+zV33fhpbNva5eM7csoY/vf2J1i/qZdla2wy03xcV2C0RSbjMLouoJo3tHc5eGHkBgxdgRWAsSU66YDQVHuzZCybDJrCoAGmLb6/+HjWrZlEIlNDOBLn2DJiRkC4Lo142cEqQHJsBWFlUa5BhoKm0f2ce8qz+AmLLn8881J9vKtuHS/UcpQ9QUWEnOCFOCKqdy6xaPUbqWnJWekelDF0K4nWNifUpSjKf+fK53ppLXvMaNR8Ys5SpncL/uP3LfyiYiGUASc613qg9QUJ0HlDdYrBnqiQPuh+g3EFRkOjneDbl53FUVO2TKB9oxehfkBcZo1r5rXWbhKOzeSWejrzJRau2sjY+izzN9vH6KYsBihUalgVwz1PL2NcU5b3vuMtu3yNY3aOQYE6kPtB7c/ELr49yMpiJ+tNN9q3wDFYNQHSQM7HBA61osTN+GSyVaoVFyNstImSdHVWIKTBkQpZsLDzgtCDIANWKKmOriILAmUsKFskbRtLC8Z3uKwLimgdzcFYUXIoJgptxo7K5PS7go9851Zu+cqHCPyQjvXdjJrYhOMO/ytQV59gfUcv1UBRRtHbpkm0CIQrsCyXWm+Knp4SuhRiGYOrIHQUsqOE11uDdAYvqTn/zFVYQhACuYESTj9YPYcVS8dHnaECcIyPNbOMSgoy04t0bUrhtYXkl+aYeFona00TpYTH5ef+mUkNXQRS8GL7GFrsKq8GCbqURZPbT81IQgQ2BgvF+iBBoB0WJDvIq2l0WfNoTl/BGY1RJYC2YpE1xQcA6KtmeWTZe/i3Jx5Hj9LYlRDLlwgl0A5IE+U5hQKCaSEiaSFSPlbaYKoWWkj+6ujZ/MNZb92p79HkUfX89duPQwqBEIJbn3yZ9nyRFe09TGjM0ZKLboYnzp/MsrZOVj3Qi7EgNAZpH3x/V/sz5XIZ13V32E59jxBH8cXsDk1eGtdywKohfDCpkGS2it+XQvnRqRaOIpWo4pfSkDOE9QorL7GqkcvKVCV2KoC8i10Dv8mgFCR7E4TagACnZJFsdGjssUgFElEBSxhkAIErwI2MNwBUFN1mBbBuUy8AP/mX37JmSSuTDhvDZ/9zeG0ZamHIDU89R60cRsEABU1og5huyPV61Pk2Hev6qRmDUQanqpEakq19iO4ipjEH/TWcsxVFY5EjRCIxaLp8lwd/No+6PoEIFHZVRS1muyVijCHssKl/sUCyR6PaQ4pLs4zq6sIqVCnUQ3GuRS2w6bwxw5/e6XLpsT14UtOvElTDBBvtTUxzDTVtUdKa87IrafSuJJM+/03HOSaT4a+OmMOSri7eNWMm//rnB1B1CowhlBKT0ihbQygxSiAsBemBMPGawS+5yGwNd1TIH95xGU27WOFj8/y1bNKlPU8U7u/YrNjUjWvbdBfLKE+Sa0hS7a+R8zxe2thB3x3PcOHpR9JQN/Lldw51isUiqVRqLz1wv148eMfjDg5igdqDNLhpTmiYxvKOFxFJTbalTNINyRcT1PxojDQmqrsXEi2+hKBcObDuJLCzAfQKMOA3aMKmELdbkl5lgxYE9ZLEqAQfP+YYWqou37n7L1QaABW5+YQierr3o+ROqxglcgotcB2LFx5awqO3PoHt2oRKEQYK29m+26+tWOTfHnyIl15rjQrb+hoRaJxuQeI5F9Neo7NSwmiDbQmCpIyqKBRqWF1FwnGNKM+mf0aSfINhaSnHpHQX9TIKpHi6qwm/I4FXDrFKIXbRJ0xY6J8nsK0q9qYaQlcxSiFVVO9OBiEGw13fmcUR5/TQurqZ2mJN58MZ/nPa6cw4tpNxhxWYcHiBxziBzNRzWBosZVHVsEo187GG87Y4xk29BR5/dS1HTBzFedNmcN60qFzQ7AmjeGVNJ1StqEZiSkNFIozEykZNBY0SYAzGMxhfMF6N5bcXvx+5h25a58ydwfTRPbRkUyxv7eap19YDUJdOsLEzTy7hMSWXo1iqsXx9N6+u6qBS9vn0B0/ZI58fs20O9Hbv+zuxi28PU9U+0lUkEj5JOwQMmVEF6EkTGkMl71E3poSgSi2fRDsC4UdRd8Y2pPIS0+3gZzX+YTWEAKsNqBrchI1KC/prNa69+wlOmDOZzlyIKEWBEXbZEKaAmohaOJQMxhZYFUAbdNnnO//8e9INGfosi/Z0ki/9wy0khOCs8+Zx5tvf3B68FoZ89+6/8NLSjeh8gFtS2CUVCaGyCPsq2PkAywCuhTAGpzdAlmqIvhI6l6aWtihNS+PXgzCGBzpaGNOY4LH8NHJWldnFHtK5XsTq5JAbw+4tIypVsAd6o2uFqNQw6SQiX0S4DjgOVZPg+YdaML4PhW6ENoSbJEvvamH5PWNwp7Uw8fAxzHv/cZxw2LuZkmunyWkCU2BT5TfYsoFm7738+N6FtPcVeeSVNXzrI2eTTUYum/93wskUqfLnFesI0WBFAikkYIORJvorqkmEgP8661zOmDRtj36nbEty2NioncOSdZ0AFKsBK9t7WLxyE6ao6LYs/IShHGikNtz8xBKWbOzkf7540R6dS8yWDIaY75X7Wezii9kd7l+/gtvWLSGdqdFYX0QIqAU2vu8ACgo29VOKGCUxcjDqTuCWQFYhWZKgJUYaVEMYFQwVIJQgjaR/nKDgKdweCBx4cvU6lG9wq5Bu09gVjbYEhQkWwoDXZ1AJg100GAlOIaDY0UtgNM7MMVgCXlndSjqXRP1p8VYFalVHDx1LukkvKqMDQ5iUaNfCLodR51dfYzRRdW1hsCo+shYifU0wvhnt2VQneFHgRhWsquCIdCcvVScBgpJKYnIw8YPtLH9+NEY5mEBBrRb9ofkBKAVKYywrKkDnuRitI1GqRpFwQgrIpNF+gLYFtpAIGYWl19clmDyxCUtYjPPGAdBavoF+/y8EWrOiK4mQ0VOwFBJLvn6zSdgO3zn57bw0s50fvPgsSI0eHbJiY57+skEkFSnX5iNz53H5Ycfh2SP7J3XsjPEorWnrK7JoXStVoxCugb6AsAhkAS0wCVi0sYOrf/EQ//SRuPzRSFEul/dKJXMgFqiYXcNXit5amX964l6E1ngVhakXGBMVIrVlSH85hfAEvT0ZpDYIE4mRCAVuL1g1MJ7BnZegkyKWlNi+TV3JZVY+y+FvaeaBTAd9XUWqTZEFqgsK2ze4RUOYFARpO3KtBWD5UcCEm9e4/SGWHxXyMs05wqpPs2uzpi9PbVSSYhZ6ZT9PvbSGBXOn0NVT5LmlGyjaIa5jk1/cgyxpjAWyZrD9MKp44Cu0GyUVi8AgirXIclJRhJtJ2GBbWFVDmI5cjrJiKOSzvGPCRm7pmcEkt8jafBpVFui+CsIECBW+fnKljKwoEwnVYLkfpIRqDa0U0nURCBBREd23XXw0K7tK1NVn+OBFxzHrsDFvesK1RT3aGDYVity3bCN1zUdwwYwjOGx8MynPfdM1njtqNP975jtQRuPIXY+E3F0Srs1pR04lVJrHl69jY2ceo02UZ+WI6LqbKHZfO4I7F77GFe8+jsZcXOlgJNirlczjYrF7j4PFxVcJA/7hyT/xl1UbCCoat0fSd5iHKkdtzbUWBL5EBBJRFci8hJzCVCyEFVlNqt5AoNF1Fr3lMkJJAstg12xE3ubwGaO44n2ncPvPfoWwQJaJmvAGBrcfrCBaPNUYVE5iiMKgU3lNKpSolAM6RAoIAhvlOqzM+OSnppDKJsgKqo7h8zfcxbyGZjKuRyGIkmiPmj8RS0qMHSUX25UQq6aQtRDyZXTahUAjpQTbQgYaQoXOJgaqW2qSG6pQ0JSmZ7BLhht/fSx/d8XTfLT5Fe7tnMjqP46hfK9AlHyMqYHnwlCOkInMSNeBSg3CMNqvEBg1EEyhNUYKhNac+eFT+cgnzyZTPxCV19bPNf91P55n8+GPLCA3EMrdkng/1WA09y17jc7iWOxMwNuPnrnday2FQIp9J06bY1uS/3fBW7nu7oU8tXgtZS9EuQLlGfyEwO0xkARdhov/5Wb+87PvYP7M8ft62gcdpVIpXoMaQWILajdZk+/l4aXrUBJwQNUrQFAoJxDCkEuXKVWSWEUb6YPQilDaSH/giT9r8fET57O+0M+fV65CFhU6HbnD3B4oyIA/vLYc70c+wov6Brl5MMJgBu6VhmgtJMiI6IpGuoCSkvpskgvePZ8J05v4z2vupbpeoYSif3QKq6YxtsLtHwyqEKxauwmhQRqN4wr6Xmin6EfVK8RAoVIZaISvIAyx+kJEIgHaRC43paMQ9/4yxrZAK2RbL56G7NJ+SCQgleAHr5yOd2QR2RagntYQBBgp0dVq5NYUAmNZCMsCKUAbhOdgggAsC12pRP8vJSQ8hBAcccJ0Lr/yQtyEM3R9nnl6Nd1dRZQwPPn8as49fTYAQkgm5d7GO2ZM5unOVZw/bfbe/ursNhMac/zrh8/k1VM7+Nz/3UXR9bHHV7HqFdU2D7ocZD2UHcPf/N+dfHjBHD77njhwYk+yN+vwHYrVzHevF8NucqBbUdoY/uPxx1GaIf+wO9bHcQOkpUkkahTyHgml8LoMTgFSPVE4OHqgZUJNcMb0aeQ3VrGXarIbJEIbvB6JCAQigFIKlvR0MXl0HSKAShME2ahKgTCgbEOYEtHFHMiHckoabTR9NR/bs/j6D+6jo1LDzzkESYFTVKQ6DXWrQ9LrFTIcqDxhIlccocCsL1PMV6P1nzBElnxkoRZZLsUyBAqRTkUiMZCzA2BCBaUyVms3Yl0HVKqRK663NCRydj5E/ymMxMkYkBJdqUaWkR9gaj6EYSRCSkcvbSILquYj1MCB2hZCRutNF/316VuIE8CsWaMJLVg0qshN3cu4d+XKod8tL63mJZ6nO7uKO/oepqaDkf3CjBBHTBzFTV94H3WTBX6DIbAEYmyAbg4JchrfhaABfvn0q3Tli/t6ugcVe9WCMjvxOkiILajd4K4Vr/FsZ2uUjDuUe2BIeSG2XSMMJNPGd7B8xXhE0pBbBToB0tOYqoy0xA75wpM/p32Fh0NUuy21SWJCgVOFahMEaXi8voS7uoKqE4SugYohSIvI2vGj8n5SgxUYvH6DFxiSSY9zTzmCGYePQdwB0hJoAXYNZF5gV0KUY6EdIDCopIW2DF6vwgoHBEBEuUnSV1idJdABouyDYyMGXHgIGYmHjqwqky8gEJggRNoWwvPAsiIh6ytgmuuj8bUgctERnT6Z8EBrMDoKgtA6+owwjN47MB+CgZ+lQDoOJlQIvxIFV7yBw48Yy4WXH8umRc8jLcmfXl3Bw0vWIMavYUl5PVpqpJBMyjZRDCt4rvOmfRwIjKnP8I23n8PfPXMHoTFoAyKjUXUCujWo6Nqe9/2bueGK8zly7Jh9PeWDgr0rUIfeGtQ+taAOdO5YsZSar5GhwCoJZFWQqvNRgaRcdpAyZOXyMfhlF6cgUB54FcmnDj8WYwuEqyBZZkNRUas3KBv8TBQEYETUNVUNlFaTFYHxDXZRU7fGRLX3rOj3YVpED07G4OYNds3Q5Ca45mvv5VOXnsph00Zz6cUncNy8yVx4xpFYSQ8ZGFQiioqTUfQ0VlWDDVqG2H0VrKqPVfSRxRqyu4BR1UicBIjBQIF8CUplwKCTLsZ1o4i6Qd2xrEicBoRI+AFyfTtyU+frEXoMWF0MRORZFsJ1EaECx42qbVgW2AP7yaTAijrMojW6v5+w4jP31MPfdI2qQcim/hKNbhLjBqzs6uKBTat5YG0v7d1ZukpZukppVEXS5B7YVcCPaZnC5448lYTwEBp0VQICMiJaj2rwUUnFx276A13F8r6e7kFB3GpjZNmnFtRgwcwDkUoYsKavH5EMkcUoiVZGhR5wkwqBQRiDSiq8NQavF0QIvmu4+4UV2ElBULUI+hOETT7kFEVHkOy0MBp0SlCT4PSDdjRer0T6A3X5DEhlUO6AS80G4YNARIJmCQyRtfTb+xaz4KjJXHD2PC44ex69fWX+/MhSyrVgIJkHQCArBmkMpgKyphCBwkiJ1V1EyZDQ0TitPZi67MCakwbHwWiF0AaTcCNrx7UjF4NS0fXVBmExEMxgMEE4oF0DWfG+BoIoKEJaA4IlIpceAHpg/IAD3rGjz82mMfkipi8PQpCpT+J4r1s/2hh+9fxLPPDaagq9FUpNRfqSARVhIGlwuhP4roAucDM+ufot6+QdqLx/8nzOGnUYl9xzGxtSBYQ0GH+gY2ZKEGR9xEaHPy9fxQfnvzmtIGbn2JsCJcxmFWJ2MO5gIbagdhHPspmUrcNOKEQQ3UK1MPT3eRhjUCpaE1LSQnkC7UKYBj9t0bk+T3K5IrNBI3sEqdccEjVDoj/qrqqdKEzcCqISRY0FiQwEQhncosYpaeziwFoWkVsQZdBpBVa0IHbeWXP49+se4A8Pv8x3b3yI/mKFctWnoT7FKbPGY9UG3GECQkcQNEYNAEWg8dblkdUAIwzKEVi+JpE3yEwG01/AVKqRC06pKLxbCkS5itAGEYSITBoSCUQqibCjfkam5qPy/VGoO0RBD2Kwy7CO3INCDLgCo8RcbDta/6pWMTUfU6lCEGLSHiaTRIxrgeZGMIaTLzx2i+uzpL2TP7ywjCVr2yjIjTSm1hAGFWwTYBNwwhGvcfLsV6mf0k9Yc7lk4sETPNCYTPHHCz/C1SeeTabmYaTB2AYtwEppvJklvrX4UTYU+imFNZTRO95pzFbZ66024jWomOHwh9eW0VepIpRFOKoK/Q4oid+VpmZrEl5IoZgkrNhYnsZPWVHwgY6SVZ2qRgiBWzQ0J5P4J1i0P19GGw0SjJGE6ai5U38NHMAtGeyqQRhwCpqqFgSOIdkdUpoD1YmamoaGhS4dxqezp4iuaYJayMf+3y/JZTzOOGwST7+4HqohOm0TJCVSiqHQbauvEj21eHbUFLFUG8oxEgkPCgUolhA5ORQcgTbRulC5OrBWJBCOHQmMbUO1htAKK5mKAiwcJ1pXApADLQSkPRQ2LjAIxwHLitahlMbko8aGBqCpDuFYUQR6Yx2mrYPzPnnGFtdHCc0q1YtMaayUYo7TxjtGvczS1rF06QwLRq8kl6jSkimyiGmkrTfnPh3ISCE4b9pMzps2k/9Z9BQ/Xvocwg1xvBALg8goLnrgRia39DMu10FrpY5y4GCFkrQOSdiGMd4Czp86h45NVcpBwIVzDyPtHlznaXeJ86BGln3u4jtQea27G200fs3CCAlJg9spsXxJsTNF0RpwYdUkKmdQ/VFggnGiQDsTCIwFhSmS/tGlKDJtqsRd71FX9iiMUphNBlkb6tqBnwKnAoRRpfJEtyLlK4zRSF+QfSkKqgiB+59YRi0IqdcO3W0FQgyFnjK/WdFLUPExuQSWElA1UbklCVoa7DUdGK2hPlqPMUJEaz1W5CYSmQzCc2GgerMplSLX3GD1Ba2jvKSaj1AKqgOReToSQGFZUUUIz40sMGNgYD3LBEEUZCHEQGdbEVWUAIwlI4EMFfQXoC4zUGbDIKUgXZ/GGMOd973MC0s3cr+zFivnw+QagRNw9LQVZNwaEyd08NPWk/lLxyyarApVV3BcU5bJzfV78+uzV/nbtyzgvGlT+PAzP0MpC6Eid7TCkPHy5Esp2vtz5PvSJKowPlekaVw7Ve8urn51Id39GdCSmzc9y2mTZvLeKbOZlmvc14e1X1AqlfZKL6hDldiC2kXee/gR3LV6WZRzIAAEylXI0EL4NpYvUImBm7avsEsDvuEgamBXGiVIpzyE9jFlCQmBDmzsso0faHSPxqoRLb2IqFKAXRZoKRA2KDtyrVUbJE7FkH05WvNKrxIEKUNgfCxfUU4ZzEBuklUzBAZ00o7Wh1R0c9cD3eCtcoAolqN1QSEQ6RSiWosa6yWT0TqRY0dReXJwJSlKlEVElR0MJgoBF9E6khlcO7IsTBCC60ZJt1pjMgmoBYhSZcCd93oUnjEGEwSRVQWYdALdnMXqr0Xuvq4+hOdARy+ZpgyNY+q5+6ElfH3xkwQJg5WskRlbxnECsKHV5JhuuskHCRrsMpPruqiTNdaVpvPZOR/bW1+bfUJPrci/L/81Qc1FhlC1BSRDmrIFikECC4MJLCY19uFrizBZAydg7fpmNrU3Y08oo7ShPejh1lXP8FzPCn526ofx5IEZ8bgniUsdjSyxQO0idckEnmsj/KikkfAFwsiovbdrSK2NcpPsiiG3EoKUQSUEYQL8BjhidDPlYkCpGmBVLJSfJKFtFAbta1wh0Nqgreh96Oj+XZMSt19jvChfyq6AMFG7eFlVUehBaLCUwS4ravUwrijpqoYDVcA1xo2i4UxCom0RlUcKFVYxsnYwBuGHCFOJhCVUUKlGCbGOE01EWFEUntavh4oPNKWK1pXUgHgLsORAHpOOhvoBqBCqZUimAIGpVIbiIF7PSDSRxWRZyEBBVzESwmIJCkUMkUV21t+8AyEET3S3UmnWkNKQ0NhWiFKCvk05rmt9G0dNW0VPIcuHZz7NBLcXY2xObL6ErH1wWgPGaL6z+F4e632KI0a3YddmkcjVGFfXB8ZifXcjfimJnfGZ1NyDJQ2BMKxrb6Y9n6OurkQiVWKS6MFJhLzcMwbLlawLO7jg8Wu48+S/x96HZZ/2NcaYvWtBxQK1dzmQXXxNiSTHjB5La6VAEESJrlhEN/dQUpxsyL4GuQ2R5eQWFfkGQa1BYEnBqjVdOAWN1+Bgey7VMCDwFTKMcpm0FFG8w0AAljXQrkN7gjAtsQKDXTZRu4eBUBdjR8VRpTLYJQ0I0qurdDsOxpXR/T5lRWs8CESgQYpoX2u7cDb0RiIjX3fpDQqLkRIRhJHlJETkihsQJOHYUXKtUgjbjt4XDrx3sK6dFJG42TaEKkrEtWUkVlIMVL/QQyWONBp8H6SFtC20H0A1cvdFrkI7mpcxHH5MVD382LkT+cPTyxE1Q/O4IlJAogjJ5j7aV7awPDWOw8e2krV8HOmRlDnGpd8cmn6gE5qAH738F25e8QJlIzlmXJ51mxqYM64V7UIVjw2tjVS70pGF2+/hTggQUtC5oYFq4OIkA0Jl0Wz3006O0JfUZWtoLSlXXTYVPP53+WP83WGn7evD3afs1TDzQ1Cg4ii+XUQIwbdPPZsbz72QaW4DQke5SyoVueO0FuSnG4zQaBFFUFXGClQKRNngtSuoabQJKDs1fK0QflTiyHhRySKVjNaevO7I3ScGK1YIMbQOKvTr30bjyCjkXBtEoBC1ENNWiiykgTUgq6awKhptDMaKghxCF7z2MpbjRTd/LyodhFKYwdp3OqomgVJD9fCElFEwRBhG1pE1WHvJ8HqLXx0JlomsJ1OuRGWKwhAqNUy1hlIabCsqAmtZ4LpI1wXHBTFQYcL3o88eSNg1ZqD+noCpc8bR21em1FuifkKB3KQCQc2iZiRl6VDbmMaRmhPrN/CuMSnK4WU0uCfTmPgACfvAK3G0PXpqJT7/3H9w++pnsCxFJlWloD3yXpJWv4FSkEAjqMuVCICaC1ZjQL6SJl9N4jb6SEeBLyDUrO4aQ3d7HaW8S18+SbVqowILFWge2rh2Xx/uPqdcLh/weVDf/va3Oe6448hms4waNYoLL7yQZcuWbfc9Dz/8cJSz+IbX0qVLtxh32223MXv2bDzPY/bs2dx+++07NbdYoHaTY0eP566PfITL578Fy5NDZ1RYYFKC/DSLMCMoTIkCCSSCTJ/Aq4CXN8yrr0faimqLRjtRWwwxeG8nyp2yyyaySDTIILrfa0eiZFT+R/x/9s47Tqrq/P/vc8v02Qq7LL2IdMGCgj0WLIBgCX7VqInGxFii8Wc0JsaSYkk1JkZjJfaGqBgbYEFFRVFAVJBelt2F7Tv1lnN+f9zZAWwsCOwC9/16zQtm9s7MuXdm7uc+z3nO57EkgawkmHHQalswl2+A+mZcJ4PTNYZwJdLUvN5QlvTWTwk87z4JImN5UZBpeBGQZXkCkuvgi1LeuiZdy1f75XHcvP/eRkRujkp5EZJle1GT9OaVBN4CXuW6qEQCkglkMuX58TmO5yTBxvf1XjJXSQi59hu5uSnpQsDk2scf4tnsc5QaSUy8FhQFZEg1BWhyQ4yOL6c02MBf5hVzy0eKWTXnUhw6b5eO4r/Mi2s/4ZQZdzCnOogTU7SIAMGAiwrqSKFjZQ0s20Q6gmQ6hBtSaFEHN2mQXR0jszKOm9UoJkP30gaaW2IoqSMR2OkgQdOlpCBFj/I6unZpYlRJz/be5XbFdV3S6fTOd5Joy20rePPNN7n44ot57733mD59Oo7jMGbMGJLJ5Bafu3jxYqqqqvK3/v03Gi6/++67nH766Zx99tnMnz+fs88+m0mTJvH++++3eWz+HNR2QBOCKw89hJOHDuLKWa+yuqmJbNrBMSSJXpDurBNQOhP27keTbaEFHWrWNVEUC3FSeQV1n9ezSLexihRS0zAbBXraO8lLw4ui8kZKOji5iruC5d5CKCVA2Dbig0UEB/WBaBjXzqJiYZSh4xoawgWlSa8lB4JkFx03ItBsKJ5ZS35xrMqJUm4hrldymEvnqVxa1siVhLdW4eXEQ2WznvC0zkvper6qD601nZcTOV3zIi4hPFEyDISmoaREZu2NY4CcSHr/Kju3+Cv3N6dnAWc8NIUWSxGvC5M1dGRQYTkmxSUpXNck3KLzxcJeVDfHaSkNkrYtXlmylDP6DfOOn1JYrrvDezntCD6s/4J/L3uF5fUWKQccGUBzHdLNAdAhGJJoSDShyGYCyKxOYXES5Qq6VDQSMF0aEiHStoZrBcg2hhk8cAWrqjqhpABNoWwNJcC1oKquECU1NF3Sv1dxe+9+u5JIeL6GO2sOakct1H355Zc3u//AAw9QVlbG3LlzOfzww7/1uWVlZRQVFX3t32677TaOPfZYrrnmGgCuueYa3nzzTW677TYee+yxNo3Nn4PajvQrKuGRE06lKZPh5cVLiQZMBpV3YmlVHQf06k6P4kIAUhmLz1bUsFePTqycs4xR/9PpXaNYFLNorLOINLg09u+EZiuMFKRLdIJJhZIC1/SMYs0WL22ogjqg0BdVQtCEkDfnIwwTI6tQlkQGwUh5i7CsuIkQEGpUJMMCpVzMplxzwJxwIJU3d2SaqGTKS9/lquwUuR+KYXj/kQ6QM4oVwhMQpbyAqlVgNIEWDnvNBnPzTKo1NalrKN1E18186lJKG83Z/NhuVOiNv75Mtyi1Z++N0DKYvdOsb4pR1ruJ2sYYIdOluq6EaCpKWedKwqMSNDeEUS2AK/nsi/Wc0vIQRwzoxqI1aRZvqOeI3r24/shv/0FuiYZMht9/8AYtlsW/Dj+BoLljKt2kbObKd//OnEzQmxLUNLJOiL061TAkVkNhMM0n67thKxgRW0e1Vsz8bA8SToiWljBlFfVIU5B1BFLTUKZXLKMpDcsxCAVttEQITVO4wkW5OrYV8OYipcBpCbCovgF67ZDd2yVojTB2tzmopqYmAEpKtlw8tO+++5LJZBg8eDDXXnst3/ve9/J/e/fdd/nFL36x2fbHHXcct912W5vHsutdMnZwIqZJxDT50QH75h8bVr65MWckFOCAQT0AGHHUUGLFUXRDp9eQ7tz203t4XTUSqnJIBnQcAYF6ryGhNCDb2XsNG0WiQkcYGoH1WbRoEFHXDPXNUBBFpDKoaBSERMu4uBEdqzCYL6jQMwqzLkN0eZN37lcKoWveGiUl807iIuc0nk/tKYXb2ISIhNFMAyW0XJW9AE1DqFxZe064yL22ymQ8/zxd98rWhUAZOipo4nQpRKyug6zlLdyNmaj65MY5LSG86j25iRmsaZA8ohOhwU1YtkG2OUC0LINp2kSjGfgoziEHmhwwUGOangBDUVieJBxN0StSz4LP+5IoqePZqnUk1xeguyFmLl/ORQfsRedY123+/C9+6zk+Ta8HBQdNvYeXx55Nl+j2u8JuyLYwa8MC/v3xbBq0KI4dQLMExdEEA7qvoke0nqxtknRNOhc2c0TxYsqNNPNlTyq7F9GJFqrqCnE0DSEh45goKQgEFFZWYGoaicb+pLRqtKRGuDqAsCFT7hAblEVokEwEUJZOYA8vM0+lUgSDQYwOGnk3Nzdvdj8YDBLMrV/8JpRSXHHFFRx66KEMHfrNVlgVFRXcfffd7L///mSzWR566CGOPvpo3njjjXzUVV1dTXl5+WbPKy8vp7q6us370DGP7G5OoiHJi/fMQNN1TvzJ0fQa3J11y2q46/L/snTBKlJlcVRDCiEVmqmhSqKEqx30Zovs9wK4AY1Ao06mm46eBjeoY36WE5PV1WihEHaPTuhpGzdkeCXpiJxBrCcagZUbiNWmNwqPqQMCmUiAbSN0A6F7LhGtgoJSSMsTEdHqU6TUxsaBeq6AodVPD8i34RBeFWGrRx8KRDxKtkcROHJjI0JXoqW88nGU8lJ/rQUbCu91BSA0UgeHyLYE0HQXKQ2cDVEiRSm0pEbvWAMXDnuFTuEQNUv78GJDd0qjSXRL0LV7Ez0O+Ygv6gpYXduNJlGALbIUlTSzoeXnVATPxjEnbNNnu8HOtbMQgGFz3NT/ElAB7vjeCRzYvcdWvVZWZrGkRdyIk3Ud7l3xOm82vEFQOJiRGFZDEdLRCUqX3p3q6FFQx4Km7thSRxcunfUEpqFYb0VZnikB6XV5iQSzRMNZT/elTienO52KIowbMoiywgj/+eJDAqkwgV4aVZkETTKDrHBoSYQIhy0CAZeQEeDiIQdu0zHaXUgkEkSj0Q6bCerRY/Pv2/XXX88NN9zwrc+55JJLWLBgAW+//fa3bjdgwAAGDBiQvz969GjWrFnDX/7yl83Sgl8+NvlzSRvxU3ztwEO/n8L81z9FCPjff2awYW3tZmG5WVGEW1GIXtmI3pDE7dEZEhkCGHStj9LSN4xVFseN6J71kQvZvTqR6RJA6Rqx+RvQWjKISMyLjPBe3shISFsEVjdg1CaQhuEtlBV4ZeKW14NJ6JqnNVLDsbwKPQKBvFDkU3ng/U3XUZpA03WU6fV7IuStnxJS5goPvVGoVuGSLqq+AU3Z6GnLK7aQyptPa11fBSBtr3hDE97ZVYBZEqPg2AGsXa4TDClczcDslsZtCCAbTMw3CtGPqaVWFvNkVTc+UcUUxpMkXYPysgQzVw3k+K6LOKnLF7xsBWhqKqTFCtKIxs1f9OWX7j8Y1u0EhNh6W5/bRo3lrFlPo5TETXkTiBnH5YK3nyFSZGOqMJftfQQn9RkEQK3VQqkZY3lTLRvSCdKuy0trF7MoW8V+5avoEUuzT2wCMys38HbzIsqjNtLRKIynqGmKe52XUazLxkkldKJmloZsyIuMjL14p0FipLN8VNWHYNQma4IKKSxpUBLUKA12xm2OoBFgcKcyXqn+Aku6FIRCnNV3OAt6ruX+Lz7y5p2ATCbA9UOOZEKf4dv25d+NaBWonYWgjXNQuX/XrFlDQcFGh/4tRU+XXnopzz//PLNmzaJ79+5bPb5Ro0bx8MMP5+936dLlK9HS+vXrvxJVfRt+BLWTefD3T/Pi5Le8lNc3OLkbNS0Y6xPgujgDuyGLY1BWiPvZWsy1NoUtWVr2DWBHdDSpIyyXTI8YTkknpKlwO0co+bAJ6pvQdR23LI4wDfTaJkLVjV71HICVQaDy4qiVFlFaEEAqSDWlkLaLY7teNOO6yNYy79byc00gzEC+uk5mst46rFgMggFEOgOpdK403XNPF4FAbo7Kaw1vbGjKpwcRuR/gZualamN5uQbxTgUU7DeAz0wbt5+DCilEs46QggCCsnnd0E9YTqQswd9X7UOTHSAcytIr2sTo+HIMXKoiRdRbRXQPrKBrYQvVrCPbGKZH7zo0JC80VdCn9FHi4R9u9ec7pKQL7427kEP/9x+ySiAyOkoHzTZJrzNIa4Ib6t7id++/CcLFMCSBgKKwIEXz8kIcWyPbSWKYLqK0hqjYwHsN9/BxS2+CmkHSChLWbZrTIZSAvTvVk0Sjc1ECV2lINHpEG6laN5hAsoJkuBcfralEL2lGqBBSy6JcDZTBSeWjeOOLRta7aQKuweqmJkZ17sFH9euIGAH2KSonphv8N7kAx9GREYdY0PTFKUdriXlHvdAuKCjYTKC+CaUUl156KVOnTuWNN96gT58+2/R+H3/8MRUVG7sCjB49munTp282D/Xqq69y8MEHt/k1fYHaCSileHXymyz+cBlvTZ2Dyma/UZzyuLkqAWeTeRepwAA97VD0bpVXKq4rZEmE5v3L0bOgWwKnSxzijpcuq9rg9V4yjE1KtYXncacUhIKYAc9PUDMNbKGRSmZxlYZyHUSuus7rdGt5i21bO+jqujeXlIumlOOtkZKO41kjaRrC0BHaxnVbSknv9VrbaYj8H7zS9E33d9NjqOuEC+Mce8FRLPykiqCdpaQwwRHdFlOdKOCT+l4UBnXseDP7919KrRvFtlxk1qVPaAM1dgFCwJBoFX3cOiy3kBgR9i1Zz4+6rOD9bJyl6ULebehFOGrR6DSxrTNHIcPg34eO5fyXngdhECpM47qa190koaEyOjIOWkBi6xpus05mTQhDKlREoqcECpNlDZ0ZULyeIiPFwcWrmb2qLy2myTqrECtj8vP+H5NoDvN5OEgaHRdvPtBQgqaqKIWFGif2HEhzU4b1ZoaAptMjXk5CZjimdB8arQxOOEVVSwuBoGBQ504UBUP888Bx+ZPuO5Vr0d0ACJuonmVAZNde87M9SSaTO8/mCNpeQr6VZeYXX3wxjz76KM899xzxeDwf9RQWFhIOew3prrnmGiorK3nwwQcBr0Kvd+/eDBkyBMuyePjhh5kyZQpTpkzJv+5ll13G4Ycfzq233sqECRN47rnnmDFjxhbTh5vip/i2Ecd2MMzND9/7/5vLqs8riRZGybSkmPnw22iGxvrVtaSa0lvx6hvFS19ejUhkEGkLkczgBqS31ErTwHYwATIuRr9i7FLvqrro42bIOZB7kYeGMnU0JfK+eUpooFx0TaBcSSBo4GazNDclPLPW1oqh1nJxQAsEPDEyzVxhhUTaXgfc/OLc3JyWSibRQiHvM849X0mvdbt0chEV5EUTKb25qK/DNNEjYQYdty9jzz+S1D2zqH7hI8rPW8NSWUYoZlOYaaE6qVMRlYTIAjHCusN6x+Tjph7sVbCeRclylrR0Zki8khYVJxiwaHYNbHSOjDTQpAz2Dm8ghUFx6Lv58x1Y2pu/HH0UV734FsoROFJHmUAYsCW65lJYmkTagpZUBFHs4ugKhY5huER0m5bGMGkrRPdghicWDqO2KY5ZksUIORQVJNGz8NaaXoTLWgh3ShLUHXQpqV1cgrUuzYpkkmfdZq49YhyPLZlDQczk/MGH5j30/rJoOivSzRhhCEY0FjRWcXh5n81+l8M7l1MYDNBg2RRELXp3+vY00Z7ETnUyhx1WxXfnnXcCcOSRR272+AMPPMAPf/hDAKqqqli9enX+b5ZlceWVV1JZWUk4HGbIkCH873//48QTT8xvc/DBB/P4449z7bXX8tvf/pZ+/frxxBNPcNBBB7V5bH4EtQ387+4Z3HvNI9gp7yQbLgjRuVspqz+vbNsLCIG3qOdLJ+TWtuatlXNSIqRCr27wnhYOeyLhyo2RRm67+Jx12J0jBDYk0DISEYt4i2PDIVL9o9SML8JocejycA1GXdorSjB0ZMYiEAmQTaQ9R4ecQ4SXhtv8m66EQBk55wiEtygrv5g2tzhX4lXbtfrpbdKUUmia17BQ4LlEaLnoy/36qAmh5creJUX9K+g5oCtFxVFi0RAVe3WlymxGx8WVGvuWrua1TJTz+7/LfatGkNI1pCYoDqUJKsXadDGf1HQjlQrxbGgEB1RUEi5aRYsboktBDYncgtSolmH/wtOImUVt+yy/heMqhjL6jL047sn/kg27aEmBntAwUhpS12kUMcJrTEJZUDGJW+SiRRxUWJLIaAQCBtOXDWFYpw1k7ABG0CYSztLUFCWpwswNluJIQfXaUkJ1cer0EHJlANGoE1IuRtiiviVJ1l3Cr0aN2WxsVakWVtRmicgorrIJagZdI19NB/UqKGTcPl35oHEemi6Y2Kvt6ZndnZ3a7h12mEC1pWns5MmTN7t/1VVXcdVVV23xeaeddhqnnXba1g1oE9pdoHbFrrr3XPUwTnbjQp10c4bVzd8gTrnqt83ut3ay/brdFsI7kQtv7ZByPbNU0VrN1upVl07n1g0JhGGg2w5Gc8qLVnJzRiiFMHRahoRRBtjFBqmR5cSWWIiqDQjXRWQlmYydS7mJjc4RrWNWyhOk1lReLjXnvW/Or681CrJzEZTteIt88aImlSvUyFcMCuHNQVnu5q4Um2IYXkuNaASzpAChYO6zc7A3NNHUkmX9ylrCKouDRnmgmb3NaqYxnJtXHkJROE1z1ku9RE2b9U0xbGkQjWWJBrK0NIbZkCljtdWPve1aPkrW0yQsioViZPcr6Bsb2ZavQZsoiIR49uSzOPm5R8mkJcLxikUCzQpZa2Cj0Lo6iGIbaetQF4TCFGaBoqU+wiX7z+CZ+sEUxFvoVOjQkIiiawonbfBJdReCcZuAkOgfhOi+V4p0SQYnEsRNQ6wwQ2lBmj7hqaD28+xNcoR1k6BhUCFKODAW4eQ+g1mbrQQty17RzcvsNV0janoT23HDT/G1slObFe6htLtA7YpsKk5b5Mvi2+rU8A1owSDKddFyaTFhGDlHBq/MWuh6fjEsrb2acid5pesQDnn9mpRCORYqkyX2aZJUvyBaRhGoVThxnYaD+yF1KH5rHeElTbSuwFUIbw1UTphEIOB55Em5MXJq3RXHyXv85WwmNu5jTiABr80GyhNmTfNEV+aMZcF7T3eTY6oLRJdiVEERmgIkpGqbCRVHqVxezerF1bQkHUpXSI4b+Sndg43cu9zriOui0ZCJ5NPwCTvIQd1WMaeyN9LVELqkIKz46z4X0T1UjOu6uQ7IG6M4y7LQNC1/+66UF8bYq4vG4tUZsm4IPQt2AShDQFggmwNoWY2g5eJmdeTKCKo8Q3heiKflATQWGXTu1Ei1KkCLOQSkhZGEQKVGwbAsBaZGqnOAhGWQaA4hdUHxkEa+X7GIvQsTBIz+qC+5mhUFQ/y/YQeTzrxKReBlblwzkzo7ikx1opfYi+N79WdUhVfJdXaP0czc8Dk9wiX0ipR+5+Oxu7CzU3x7Yst3X6C2gYJOcZprWzZ7zAh6EUO8JEpDVeMmf9lUjVS+OZ9noio2iyrAC7e1QADpeq0zvDJuLZ/SU7adm1vyig/yEU9rCXgi6VUIahoyayEUhJYm6PK/GE5Io+aoEErXMetBWJJ0z5gnULk1TKL1hCwldCnzmgQmkqjmxMbor1Uc84aweBV9CE8kc6ayrVEerSIqNjkOSnlFFbrmRYwuCE1Q3KuMFgtcoaG1pEDXMMMxBo3si5PKksy4pLIuytBp+Hcx/zv6AOoONsloAcKGRVCTxIIZ1qdjKARl4WYKzAyHlC1ldn0/YobNvw8+h565E22rAMlcpOe6LlLK/K11m1YzzG0VLBVMkA2aGE3Cs53KuUC1FjWojIktdCLYZB2BXqMjlWBhc1eUK1nbWEK4JE0kliVUlCFW0khBxkbqOirm4B4ocWp0LAxszSBTF+NvGw4iEHXpXRznlgOa6BIu3Gx+qVu0gICxjPkJgSUdXOmyvMZBhpv49ydzeHDBfJQFFx5wAKd123+b9nt3ZndJ8XVk2l2gdsUU3xnXnMy9v3oE13YRuqDX4B5kUxaZZIaG9S1fk9YDhEA3TKTrnQgxDC8aal2gKrz1Q1prS23L8oxQWxe35uaavPQYYOQcH1pTaDlfO8AzkBVeakYIDdGSIbi4BmtIDJnz0VNGCDQNY30amc16PZdMI2dD5LmLi3AIUKhwCFXXkKvcy1X0SemJbTzm7W5T88bIrpXWar/8ol6Jsmw2i7Ych/L+FUy4aAyjJ+7P9b98ksb3lnlaFgmBgJipM+zQgdRWN9FUn2TF4mrP0aJWw3qpCHtEGWWxJZgF9Xy/6xIKNcXc5k5scHVGFK2nkBQb9GPZr3wfRpb0p3/sqwtmW4VHz0WuUsq8WCml8mLVKlJbK1aFmW50LlpGY20JrqE8RxAFelZ4tSUBFwywy9KYIYW7MEqmROCGAKWBK0g1hwgEbMpiLUSNLCndJJnV2VAfIBxzqQ2Fcbsr4qEWDKFwWzRKC5KsSmYY+9J/0dI6ZfEYh/buzFX7HI8hdFz9YPoEpzA0rrEyHccsKCNrCVZl65G1OqF4mslLmrm1/LQ93jniy6RSKbp23XbXka3GFyiftnDCBUfx2iNvYVsOQghqK+tpaUjmvhibnHxzCNNE0zWMgI50FI7leG0qwEuhweYLYFvTZpt+0YTw5nVydkIAws358bXaErWmAzWBlC6a7SBb1zklMkQ+TNA8NIxbEPKaG9oKq0vEKx1XcjOxxHE9c9eAAc0tiNJiryVGfZMXOTkOlBV5fZnIuUdsKk45WyPwxofQ8kazOK0pShC6xoSLjuW4Hx3Bvx5/mzWrar02HCWFXjsPIQgVRPjgzcVEC8I01bVs7OKrXIYc0JtfjDmV6dVL6RUNEDbqyFrv0C+eZV9jBmFdY3DxP4kHhm3VZ7xpeu/L0dWm6cBNt/s2wTpj74O4dk4lWsBFhRQoHc1tTc0q3JhEBSBtByALRg8LuymCEbFwpAaaJBCzSVkBltV2Yr+yVSgRJC2DJGWARLMk1RJGM13sgE4mo+NaJqJZUFKUJGJY1GZKqGzK8OQnq3lu3d9wUiEMN8AFw37AeQP3RwCJvhaXz3oV3RWoSJKSbnU40SQz697lhM7fzadwd2OnR1B7IL5AbQOGadB//768+8JcUs1psilr85Pzl0/UmmfzI12FETRyURS5yApvHilX2KBcr+lTvhlgKIgRDBAwIN1aqp5zDG9th97qGJ6/nxOC1qt+gkGwbfS0Q7d/fYEbC1B/ygDciEmoMukJh5aL5lqdHzQNVb3e00jTQCsu8sbbWUdVehEMiSREwp6hrKZBLApNOf8v181FYkauBN0BdITwCkAAjKDOkIMH0HtoDxa88wXzPliJamhGOK4nkEIQKQxT3rWQQMikZlkNjfUJlKaBplPRo5Bf//3/0HWNk3sNyR3w/sAoRgBSXQkINPHdrvy3FF05jpM77N8cXR3SpyenJ5t5d2WWdCrI0mQZrisQFsgCF6U0DGGjaxI3GUAmNLSAQimBZkoCpkMgYOM4OoaQFGk2l/d6nem1/Xi3uQfFWorysmYW1nelSUZIukEioSxG2CLhBoiGssSCaRxNIUyJUGClDCyh+MdHHzB13Tz+b699qIispN6ppdwswi6TZPUwlVlBZbrpOx3D3ZGd2qwQfw6qXdhV10JlUlmaN7TgbrJ2R+heN1nleKk/tWlBAeRSY175tnIdNF1DSgU4nrt3a6out6ZImCbCMHFdSbIljdbqjN1ahNA63yM3jgEhEKHQxjJxqbxmf5usUdIzik5PfYEK6ujpTeaRcuue8vNQQni+fAGTbHGAdPcwRk2KUFMELZlGpbOeOLWaKbW4Xtqv1dRVKWi1RNrkSPQe0ZuxlxzHsnVNrFq2gX9fN4WePUuJOy6N1Y3gKGhspqBrCf+YchHplgxP3vU6jTWNNCZz7umaoLSiGF3/5qhF2warorbw5ehq09vXRVet257Q93Rk9I84yqJwbRMffjIAFZGomAsC9LUmKmTgdnLRMxo4ENKyGDGHrBUAV3Ja5yV8kSjm4w3dyGYDzE9WYCuNrkUNzFozEEvpdC2tJ6hZBE1JQpoUh9OEtSz7DV+LLhRp2/vZvy7702R5Kdp16TT3LX2fY3ovp1cXg6qmAlrsUlxLI2qYKLllR4I9jZ2/DmrHLNTtyLS7QO2qFJcX4jqtpqi54gdNy/1f22TtjydKCIFru0jX+7sQEqVrKDvriUgOJSXC0DEjQRxyxQVSbRQnvHRaq7uD/PIaopxlkFeYkBteQRxyDQFbRUpzgZTrzUdJN9+cUOkaSrmkuxfQcmxfMp11CGgYSRCuwOgRo+WgMkhn6TL5E0903Vx1n8yV3H0N8dI4heVF9Ni3N8nyYu5+ei7phIWxoQkjZREOBRgytBtVpomrHIRtc95VJ1BYHOX2q57k0w9WYqeyKF1HBEyUEHTp2f4VZV8WK+Abo6vuwb1IpQ8jqb1DsiGCJgUyraG5Bk6RRM+AltCRQYnmCIg5WE1BouVpkC437v02BxfVUOWE+Ne6ffiooTvJdABdl3yS6olR7GBnBOuShQws34ACUo0BFq/ohlSC+W4/grpNUgUI6xkcJwCmQhgKJ2NS78A7K8vo06UGEc7QnEgTMV2UDHFA0bbZ3+zO7PRuuv4clE9bOefGSUz950uek0JrO4rWEnIB0LrYVSI0PR8pytbmfZqBSqU2ecVNoi3XxbF1LwrLZGj1usvPUWla3p0h3yCwlZx5qwiFUFbODDYY9IoTcmP0hpdbb+V4xqxuUKP67AFk9ipEGRCsBbtAICToabBKFZEqkEUusouNqDdoPKw7RbPWbNwDTRCMBJGuxM7aKKkIRgL87PYfccipB/Gf+2bx6isLsWqT6GnXM4VVAmnoJFzF0oXrIBJGFAfoVB5n9Ph9WfVFDZ/PWYGVtvKVgEpAMGzygyuO3TEf7jby5bmor4uuTiyu5PVUmqp4CiUVRlagUjrCEmBIhKtwdYXRI40wJKQFosEglNW4q3oE1y0sJuUEKY03krRNHKWhpEA3JKbuEo1n2VBdwNq1paQCOunKKCKjU1LRRI94A0vqOyGkTtoNIJQGFgjd8r4LSZ21dpxgOEVxLM3E3h8zoKCGqNGT4YU/bc9D2yHx56B2PO0uULtqik83dM676Szu+81jqFyaL18o4KnJRmcIKfPzLsqyPAERAqEbnrhId6M+tV795J4rhPBaXAQCiNYUYGvFnuNAIIBmmnkbIREwUa5EJZJebybHhayFFgl71X6O6y2SzVkeCeH55NWcOxCnvBBQCAUqAEpT3pU85NvQO4MyEFBQ5pBeHaP4beg+qBsnXnAUwUiQUeP3JxQNohs6iYYkuqljhEwem/oB02d9jqVJpCkQtkBzvYIOJQTrK5uoSWYgEoZQgKSr8farnzFkeA9stcmlo+OigiaduhQQjnRs250vR1euW4VurgHXoCoYxQjaOMrE6eR6C3iFw5DBK3ERfNZQTlE4QyDq0pCKIEIKp0XngD4racqGWZMqpiBokUwqIjhksxpSabS0REnWx0kaEi3iYIZtiiqaOK7nQp74/EAsDHBBBPCqQBG4DSGIWQRLM+iaYs26zjjldQyqgOVWF4YGKtlgLaQ8uG+7Hs+OhFKKZDK507rpgj8H5bOVjP/ZsXTbuwt/PP12nOwm3nKbVPJ5qbhcnyQr67l5t5aht6b2WkvIW1HePBaahrK9+SOVzeYXtuarBPMl3Ln3Cwa8+S2lEI7jndOlRDU1oQzDW6eUK8AwgwZlvUoYMro/VcurWVMY9NJ+gLAFTkDld0UBsRXgRMHroKjAFQTLC/jXh7cw86kPKOjaiUPHjdjs+IQKQggEf/jbS8yZvwona3vVcAENXA0j4yLDJkYikzOadVGpNMLQyWRtFn6wgiNPHEYoFiKZyuaOkUKksww/qA+GobOr4BVPFFIaNHlpQ3dqk3HcLhZOQkOFJApFj8INdIon0DRFVhgIQ9HQHMNGw3IN9unRSNB0wQHb0WhqDtMvXEtWC1DTGCdjmyAUWtBBaAppKOwgNNsh3lrdH7c2TKwoRdYwEK7X2sQWAgoVKqmjwg5aRBIosijXEqyzijCEwkhFObi0Z3sfwg6Hvw5qx+ML1HdA1zVGjhnOPQv/zBO3Pkt9VTOpVIaFb3z2FQcJkbMl2lRcwIuIvC3djSKl614fJdvKb+utx1Ub0314EZvKtlYQevNg+QwjoFqFUkoMJMFYmEg0wNFnH073gRUccOwwwjHPrfiwz5dwzdQZhKvAjirMZnAKQLcUaJAc6KLj4LboiIyGvs7EbnT4w+WPoKdtPp61mH7DulPRqxNKKV7/cBnVdS0YtmLZilrvqk4IDEegJVxwFMKRaJmcr6Bi47FRCpGxqFlTz7LPKrETuZYduuY9z3XpM2Anrj/ZTggRoyh2LRU8Su2GoDcfKQBNoZmKFZkSyrONFIYzKA1qGwvY0BzHlRpG0CbtmNS0FFCTipFyAkSrNLrv18TH63qiLEFhQYqBFeuRjuDzJd1JJkxE1MIJCFYmOkGpQ4sTAFcjGM0SiVgYuktdYwwREthVUbTyFHrIZVjZGlbY5dhKp1/0e8SM9p/v62i0xxxUm6IjX6C2H7tqim9TOncr4ZLbz8vfv/7UvzL3pfn5Ra9ars050ltrlK+SY6PgtIqX0DYJWzQvlaeZOsrNiVBr2q71+a3/5hb0qlyZM+BFTMolHA/wwz+ezogjh1LYuYBwLJQf66f166lLp7l/5UfYAYkMaCAVqb0VoWoNzYZUHxeR1nE1HQwXUWCjr/euwKtqEmhSEUgk+Oefn6ffCcMoiYWpWt9MUTzMp0uqCJoGYdMgGgrQ0phCKQ1NyY3t5bM2KhwCXaCFg2hCIWyX1Z+u5b9/egk76zmooyQEDJSmMfTA3jvyI91hBI1eULk3Ml2JJjX0wizSBOlquA1hZtcNonO3DTQ4ERzXRCrhNZs0JAtqKhCOhkoZSEsnI3WslE5ASdIBiIUzfLKkBxnHIBjNUhRLgYCWVBA9JJFpAUpDhC2ylknWNrxrAlfm80d2XQgrIllUXkG/+HokBlJ9DGy74efuiG3bZLPZnStQeyDtLlC7IzdO+X+s+GQV91z1KGsWrfX6KzkKZ9Nmf63mr4A38++JjVIKM2ji2huNVIUCIVxQWi7Kb00h5iIyJchXz+Wc0M2gRkmXIs669hQOOfmA/PqcVhzX5ak5n/B6zWrWtjSyUrYQzuhgS1QQcCV6SidTJlFKQ4W8t8PVUdLGjSpEMVQdEqfL+0ksTefTlz9hbkuSLl2KKYiHiReEiAUDHDKqL47tMva4oVxz43PU1LWA5SJq6tDqWhCxKEoTEAxT1L0YlXVI1zbj2i711U2g5b6mUuREyqS5IUV5t+Id/2FuZ55d9Cnz6yoRJRadSlI0rCtChC1kVs9df2hUrypD62IhsmA2ClSZjUrplMokDVrYKxNPaRi2zpz5gyksb8LKBFknS9ADDtHCJKn1UVzLQEUdZFbLNZf01qIpW984TyokuBooHRVVyIx3wdTsRFmZ7kxQd7FUA+Pb3gR1jyCRSADs1DkoP8Xns93oM6wXN710DUopKpdU8/L9b/DO1Dk01jTiOLny7lY/vVxkBN5/HStnnKoUCA3p5Ba9IjdaGimF0ISXwUMhdI3isgJGHDWMH1x3CiUVRRtL3XPC9NTbnzBj/jIytk3MDNCsLCqzzWwoSaMMhVWgEVsrSFY4BNcboIEMevqXlzYBYoOJSuk4fTLYwRD1lknR6w1g6tgKNqxtIhXPEutTRkW/Agb2LaNfr87EY0HKKwpork9g1zRh1DTmO+wKzTuJagGDrr060Rw2CIVMAgGd2poWryrQ1FGBILFokLJuRTvx09w+PLTyDW5/fT56YRahIFEdw7YMRK2GWWzhpHWUpWEmQZW7hD+NYBdLLEsig4r1dhzbMcD1KjxlCMgoGlIxMBTCFugBhbAEpu4Z/sq0gXI0ML2iGAygRfOi63DOwV4XGCELJ2miaRAsSmNqEi1nHpxy/dPEl0nlKnD9Oagdi//N28EIIei+dwU/vuUMTrroWKb87QWWzlvJ0nmrPUcJuUnlX85dovX71XqRq2Rr1Z3nWyikJFYU4dI7f8zwwwehlCLVkkbXdUoqivIO3QCuVLw6/wsemD6XqroEDt55SrcVQVOnqasDWUGoXkc5IJTATGggwQ4rjITAjinI1SMIG/SsAV0zSDSELbAKBZkRvSDrEGyRaLpAiyg21Lawd7/O9O9TRmlxlFlvfUFLYwp3TQNGTSMgvDVdWQtp6lQMrKBL9xIiQtHtgD50Losw9d+v4aTt/AJgFQkSigYpLN71yntfql6AiDkEizIkVnTCLnZQOoBGKGxBwMFZEUd1dokYDhINrVnDlAJ3QAZpwGE9l1ASSjJveS9W1XWCkCK0XgcJ2c4uRqFLy4Y4XvpYejdbgGOgIo4XhYZBz0qkq1oL+TzHCt0lXG6RSgfADlIQrcdSBoMi/dv3wHVAkskk4XA47y6yM/Cr+NqB3WEOqq2U9ezEz277Ia7j8s9LHmD155XYtotrO/Qe1oO3p8xBtvZlwitO8Bb6ApqOETYpKIlxwDHDOPacwxk0auOJI1YUzZuaSinRNI3FlbXcO/0DPli5jozluaPrTi6qUgCKTFyhpQTC8VI7mVKJ0aKR6OYSaNZwIqDbAldK9KxAGQLpKrQ1ITQJugOarbCiEE5YBOJxCgtCRMJBUi1ZPvukkrraBCXRMLNnL6VqdT26netVpXsLmpWUYLs0rqwl25CkqTmLENC/IkaqJYPSjdx0nUDYNummzE7/7LYHgyN9WBv/mLqaUnThpfOUDkJTWBmTgOFghRSao5GpDWPqgASREQgHSuNJymLN1KUiJEwDEXEIWIr4kGYaKwtQriLVFEIJhRZxEUEv7SuRkDC95QmmBEeggjahqEt6QwQtZqOQmBmNhAqBKckkC6kLSvrHyjmr20Xte+A6IIlEgmg0ukedv9qDdheoPRHd0Pn5v88jk8hihkwyyQzx4hgD9u3D/b99AulIirsU8aM//h+9h3bjg5cWYGUsTjjve5R2/fp5l03NTDVNY1lNPf95dQ4fLK/EdjYWU6jc9INmCYJSR9gObsSrqBNSeOayIUVBOE3KDhOq1ZAaaGGv2lDYeEu8cv+6BqTLBakKg4ahcQpTGsftvTdvv7QIx5UsX1XLoiXrUY5EpWw023NHb01VCk1DGQZaIICTtkiZRi76EyRSXjsJDCPv0qHZkuKukZ3xMW13VjUupbmuCKNFg65ZNCWQjoYmFP0qNhANWCwVIAISuy6Ioys0IdBLbJzqIC2GTktZiDlVfbDRMGI2pmmTQIdiC4GGUW+CBMcAKTXvSiSj54poACPngxgAaWmgSyLxLNaKKLbSQZNoCmoSOjceeBoDIvv4J+GvwV+ku3PwBaqd0DSNSIFX4m0GvEqgCZcez/E/PoqmDc107lGaPzH0GfLta1A2dStoLYZIZiyWVtXhul6rOqEUhgtIT8wCQqB0m+Il0NBX4AZBb/Eq/xxDYqwJEW/RkFLDioCeAWlI7AKQJkRXe1ZK2RI2NcGgJai4Z+1CCgcbFK1RWFU2ZHPVjArIZNHWN3odeYPeQlthelf3RihAt66F1DWmKSgIoTIW5HwFW70EBRo99+6ynT+NHc8/P3+Jec02jm4gQgotoBApga67oLlEAxbpRADZaCIKLczOGey1EVwFWtxBX2+iZJA3X9sH2TuLMiUCyGZ13KYg2JpX76CE10QyqYMuPIHSAR2ECyUlTdgZk+Z0mEDIQQ+7aJrELXKQudSuEAotnEBmuyCivjh9Ha0CtVPFew+cg/ru7UK/I/7V2eYEwwHKenZq03FpTem1zjltWqn34vwvqLfSnhuEVBTpAQwlPBGzQBZksEIZzKhF2WcapWs1AkUWBIGAQOi5K3BAk2C2QGSDRmQVBBrBNbzXCdZBuAqC9d50h0RhhSW13RIs/16CpqNa3dEFeiaLsaIarSmBymS91J4QqHgYFTBwpKRzWQFX/n4iV/9lEgk390tzc16BOf/B2sYU9XWJHfMB7AAaMmmmrPsAzQLdBUNKTui0gr1KGnARqOYgyyrLWfp5N5pUgMZklMZUEHvvFNkeFtn6CCru5CYhwG00cWrC2OvC2I0RyJhgayhXQxY4uF1sVExBSGJEc92MAcMVNLTEcYSOadhYWYOKkkY6x5KIqISAC5qioDSJCgiunPc01pe9Hn0AP4LaWbS7QIEvUttCa0qv1T27teMrQNZ2eGP+ckQG9CwUEiAkNJxyid1FISMK5YDeYEBaRwtoFFgm8cYgse4tBLqmcHJG4Kp15a8ALEUwJShYKShcDYVrXGKVEjOtCDaAsBUy6G0rQl6L+pSt0XiUS+n5lcT71eRae2i0Ni9Upg7pLDS1QNbGCBg01ScJhkwKimNeY0bwekhlMqishQgH+OzTyp19yLcJ23U59dlHSG6IYFVGUSmNYV1r+HR9OesTUcygiyqwaVIBMiHAUASDNkFXUqBl0MIu0gQXg3iXZqzuFlJqhOo0hFCItABdQkhBWEJKR0tpKKkQGQENBqGIjdBcQp1SBMM2luu1PNGEJB7LkMwEkK4AHaKFaYyAi+3qlAaXMX3dxxvbtvjk2elO5mwskmjLbXfBT/Htgny5GOLLAj9r4QpSSQtpedGTEdZoyVqYaF5qqLuNqAMNgXADxOIhsg1ZQp8rgqlS1vTMEHR17LiXFhI2KA1kUCBssGIQchVkwLQUdXspjCZBuFbQXCJR5AxQDReRNDjw2IUYAZfERSHcg4Jkfofn0B4OeQUQuZLdkpjJkP17sd+h/Xn7f/MJWRbRghDJZMorPdQ8V4xILEDvPp3b4chvPYc9/AAJmUWpEKpYgSWYV9cFiUCP2ChdQsQrlCAIAc1CLA8jsoJESBIKWRR3W09lfRFOUqBHBdLyfBIxch6JjoZyAdP1TGctAyMocSIS5QhEbQCj2EZFPJ9FM+CSqfPSy8sqy7AyBmbIIRTLoEcc0pZBzLVpCkYJG0txnH22uZPw7koqlWqfCGo3Ep+24H/TdjE2jZy+Tpwyls1/Xv0AVyo0V2HaQMYlqgUwlYaZEJiLTESdgebqFOkBMrUZZIOFSjtk1tsIqWNFFMoAJ+hVE2ZKwS6ARDdFso+iYTAkOgsa+mqIpIYTEThBQWS5hp5QKCmg2SBQlEFoig3ZGGsTRdR3LyD7hzL0uADTQNgOaBpawESaJhU9SxCaYME7SyirKCTQuig512oe02TY4K5071Gy1cduxWfrWDB7KY69c9JWv/zgBVKJLLgayhAgBabhIoFoeYJ4eYJYSRoBmIYipEmoDRFo0tBsgZnSUQ1h1q0qIygUieY4an0AzVK4MRcVVMigROrSM8+XGiqkPKNfmXN+NwBNMbrfF/mldk7GgJSOEgor61VIOq4OhndxEQ1YZNIGdekYfeOD86XUruviOA6WZeE4zh4dWbVLik9txW03wReoXYhNO7l+nTgBLF1XRzpjo+Vs/GwBqbSNm3KI2wZ6RkMqAVJDy4CegkBGYaJhh3Q02zOxVUFIl7rYpZJUN4k0FVYc3JBApEFYAoEnTEIIgo0Cu0AiDTCyGmbIwtUFbkjyaWUFSTuI0BWBAosWJ8g+Uxu8eSVdIMIh9GCAZMrm8TtmEgga9B7kee0FokEvZSGl5yLhutRVt2z1sVu7dD0v/Pdt3nzuI2a/tOC7fAxt4pmVC3lp3RLPpVzifRCACDrsN2wpo3svozSURNcVMgm6snHqA7hB9ZV+c5qCrB3EiDh07VlPoFcGVZoro8T7HFTYhQIXIhKlKWTYW/MkXIXqluXd2n5Ylk42beCkdQQSrcmAlAANdF0SNrLsU7gGQ3cxQpKgK+kc7UsgECAUChEMBjEMAy3X76xVrGzbzn8v9xR2djfdPZUOIVD+HNS3823FEF+mOB5hWM9y7+pZCIQCG0nKsWlMWggrl6N2PP++jOtgBkzKuhUSi5gEdZ1IXe61NQGuQBgSVWSjRRzC6yFUL9BdgVUqCTYplCFJ9XGQYUj3VriGwqkLEtEsVKlNnYpQ1xzxDDBsjb27rSMcsCg/tQ5pGJSUx5BBkyyCRMpBSsXJPzmCg0/YB5nNogzNKzXXvfYcx50xcquPod3qzgFYWedbtvzuOFLyhwUzPD2N4KUzHagoqyMatFjwRW8+WLQXPWIN6LakR2kzyYZo/jNL9rTJlEicCNgFCjcIaNBr4HoKuzXjZjTkhuDmV8um2vivphBCEnct9Kjnsi9tDaspiJsyUUrgRhUy7iCCgng8TUE8SbfCFrpHGugRrKckoPPA4WdTYBTm90vTNEzTJBgMEggEME1zj42u/DmonYM/B9XBaU3pbWpb9G2C3q20gF+eejjr61pYsqZuox2FBFAYpo6WcVESpFBYaQdXgwBRepUWkRWK+LokS4wsjqnABIkgUpJFoKOCGiIjvIiqk0JL5vwBNZAFDlrKwC0EkdGxMmECdhYZd2kkQnexgR6dW4jpWY4uWMSD40bRo7oX5YVR5s1djSagpGtRvo37e69+Ql1NYpNuxYB06d5j6521+wzuymHjR5BoTLP/9wbSlMiQTFt07bz9W5nPbfgCI5gmmw6hgt7C2GgwRXMqjGWZOMogkRFEZZZxfRYwZcGBFHZOopdJMi0BkskgbsTFyLgoW3gu9Tk3rKXrOmE1hzCyAlmrUFHldWzOCK9QwgGiNkoTpDTP+NdtNhFZvLJzTYBUiIAiGLWwHT1f6RkNWxTraaxgKfcd9atv/Z59udfVpvOiX+4kvDvOXaVSKUpLd7LD+x5YZu4LVAdm08W3W/MDLy2I8K9LJvDzO6ZRvaGZmDAJmTqmrpOxbJINWWzXc5aQjkQTGuuqmxiwVxkyaVEej5KqcVnX2UUlFVa5RqYlQLxzClllYkuDSJWiJdLaHgO0pEawyUBqeHpogAwoXE1gJUKYWNidAzSnQhQG0zywejTxuMX4a0u558LlXil5wGDAiO68/OA7ZNMWPfuXI19Y4M0/uV5TR6Fr1Ncm6FS29SadIw7dG4C6xiQPPP8BTYk0Rx/YnyF7VVAYCxHYTv2lHl79Do7SCDkSN5xFpnRKOyVxETSoCJrhEpU2g4qqWJzoQjSexgl6n60etTGUDo7ADWrE1xk4OfurWNwmY0UQOU8sTQpkFlRIoTXrSFcSiGXRhIOVCSL13IfhCgiA3qIjwzJnqeUQCWeIRzMIISgOJkkmgixPjeOWA3+wVVmN1u9lazS1abTf+v9Nt91U3HZV2iPF51sdtRN+iu+rfNkZYmuPUSQU4J4rTqE5lcXUNVZWNhAJm0TDARYtq+GjT9bQnMqwYlU9tu0iLRfTMOhUbOA6iv20MH0zWT6v2UBVJ5AZk4YNcYzOQFYRaNEIVkvsAu+qXQVzp02VK013QZqKjKajI4kri5ZUCDNs0y/i0jvSgC4US+bPR1phNEcSKwrQp0cxs6fNA0A3cu7ljsq3qAfB/578gHMvOWqbj+1bq5fyxqovcLPw1pOriZdGOHpAXy4aN+o7i9Tzaz9hzoY6VH0QVR9AAN37VRGPZqlsKUS5Gm7SIBnUmbpwf1Sxg2Vq9DFrWZnthK4rIvUabm0AJyxxNcAWmIU2I4YuZ+5HPZGmQgaU5/wRVAhHEIpY9O5TRfXKzjSm44BAt0FGHZQhUI7XgFJT0KPveqrXFdHQUkDPokZMJBFhMabsx5zSf/B32n/4+uhqU8FqTf+1fq93xehqZ3fT3VPpEALlsznfVZxaEUJQGPV6Pw3ut7FfQucDYhx2QD8A3pu3kqr1zQzbuwKlFL26lfDhR6uIxYIk0ha3/3cWjXVpMgUC0FAxG01AposgXKNjZMAJQ7rIJVsq0G2FSGk4pa43f+VquIZDSzZMabaZtY1ldDHTlEQT9As2M2KvWbxqHU0waFAaN3nnhflYaYtgOEBzfQplO54tEhogiRUX0lif3OZju3pdA2/UfkE6lCUD2IZBs5vk4aUL6bqwkEkjhm7zawPctPBVQmYGV5m4gCYkupCsSRSRaIqiB22koaHSgmWJbvQPr6FntJ4NyRhR02JDXQFpGUCPQkh3Efu2YCdNMo0GjYkoxZEWGlJx3CIHQi5aRkM0GWQyARZ91hth4S22BpQOWkrgFnjejnrEoWvPDWi6wgy4ZF2d5Wu6EI+luGLIaZzY87uL05fZUnTVKla7WiqwXcrM/RSfT3vS2q69NSXyXcSprYwa0fsrjx08yhOvT5fVoAd1SpcJGnpBtquD3GCiOjtorkFzPwkOBBs1NEsgwwotaKOcAMoApXtrdcyoi6E7rMkU0SdaTyjgcm3ZIhSgF0GsNIwRClFb3UzThiRHnjiUopIo/715GrS2rsdBmQZdexZx7EkjtmlfP164lpnvfMHqRCNOmYPTInAbTC8LJhX3fvTxdxKo09/4O4kWgwQF6EGJFnUo61xHJmYg0grXFbi1YVRQIhAIF1Y3lDCmx+dksiEaMMg0h1G6V96v90zS2BT3WnyF4LlPDqCovAmRkaCDvi6A0gVuWCHsjakdYefEyQYnDsKCzl0biRRYSAXNiSApaWJqLif0HMB1I8eh7aQsxjdFV1+XCuzI0VV7FEn4AtVO+Ck+vvaKsr2Py/wl6zBNz1C2ZIEiuVbSONRANZu4OoQrvX5RmU4SLSMQlsJYZ0KJ578nTYHrakgJaSeIYVq4IYew7tAsTYp1izVWhIAuSTYkyDSnyQJZW7Lis0oCAQMrwUY3CaloqksweESPbdqfqvVN1NcnKawM4tboVBlZDBROzm+utinFmqYmehQWbuGVvsqqxOcsbpQodJQSXuulYgs35hWZNK4vQCkNwmDUGaArXFMRVi7JZIhUMoAM6uiai0pryCg0rC8AE1r7hRlZaFxbgGEbaLmydScuvcXXtreuiYBCKQEBF1dXBG1Fl/JGkjLG6poYmvI+j6AwuWX0sRzbba9tOpbbg2+KrjYtuoCOGV21xzoofw7Kp13Y1mKIHU1RPEyPrkVs+KIOmXGJpSDRV2IF8BbmRryFoCqoUCjMBoEdEZAIQECi9bDQXRe7UUcPKVxlsKahjG6xFv5dO4AyI8vQUDXjTn+de/84gkDIpKAkSkWPEuYtWoMZ0BHhXHt6zbNIEvqWj82aVXW89spCiktinDBhBKapU13fwvRZi1hd1QBKoWsCCjwTXN3yXN7TxbC0rn6bBGplpobCaJKGljim7hAPZTCUokugkbVOideHqbXnlwI9rSGFJNEU5o2FAwlGMljrIijLsxxCeCucRMqLhkLrdIJNAiWgpY9EuJ5AuZrEdF2k1FGG8pwpCl2v2aQjyDgaaxpKCHaWmEGX7tEYVww8kp7RIvoVbP1i5x3J1kRX7VlooZTy56B2Er5AtTPba75pR3DsQf2pKIryycwl2I53gih/bB2ZfhGMJCT7hWkaEUVLKDo9t45wnaTm5J6AwA0JnKQGhkBDYC4zwFRkesGGTCGXln9Cv1AzUc3g7UM0yvrUYTX3ZMxpB3DoicN486E3aW5Kke+UKBWYBt+buN8Wxz33veU0NqRobEixZmUtffuXc/fU91hT1UjKtrGRtMR1XN1LgRkZcANgxARl8W27Kh4U34d9yl+iqaSe/tEa4qbXNTes2TwwpwuBSBqnOYxI6V70I0CFFZbQQQM3FUFzNdBAy4IM4PUDswXCEhiZ3EJfBShFtpOLcASaASoZzPUmVN5qgrRASQ3hAnGJcgWqziRSYuAqxeiyHoR0c5v2c2exaXTVGkltGl21dxl7KpUiEtnJbV/2wBRfh7hU70gn5Z1JRxYnANPQGTagK/FgAJHIYC5YRqiyieL364kvT9Nlej297lxN9/+soGSxRbhZUPpeE7HVWXp8lGFvvQDDBBmVuDGJG1JgQaI5yG+WH87spt48U9uHOmnx47+9wyEn7kO/od1Y+tFKqtbUI9E3GtVqAiEUh52wzxbH3aO3tz5lTXUjV/zhWSb+6G7enbOCBmGT0SSJziJXBi9QAXCCoJfo/Gz0SIZ0LtumY1UWLOGWwb/lrLLPOLFoJfuGm4hpWcKaw8kj5tM3Xoc0XWSRjROVnutGQBELm4RNk1ggiBHQ0E2NsvIIegqMeoGWAVCkKiR2XJHulDPk1UAFpGfyCkjDy/+oEgmuhpbR0DM62EBI4lhQkCjg2mFHd3hx+jKt0VJHWiTcLhHUDrI6uvnmmxk5ciTxeJyysjImTpzI4sWLv/U5zzzzDMceeyydO3emoKCA0aNH88orr2y2zeTJk/NTFZveMpm2Nxz1I6h2oLUY4tsMXzsKMx56h/TbCzEc16umMw1UNutZD+k6wQyIcBgVD6AVBjlu/8EcP3E/ho7oyeeNG7j8vRdIWhYlPaIEozqfNdRQlYkxqmgZs5qLGFm8gp6hJrJ2iIb1CR7712s0NaVoyeQ6CwsNTB0hFQWlMcq7Fm1xzPsf1JdQPMhv/vQCWcdFSoVrgQoJ7AJBukKgpT1LIWVCMKzzygVnUxwJf6djFXBe5ph4DQD1bhpHRlnvRLCdAKf1+4znDZsVC3uQ0sHRFcV6mKfHTmJJcx29C4pYVFtHyrY5se9eLG+u5/kli1i8oYGkzLJwfS3J7spzArE1lOkiAoADwlJoOsiwhkgJNCUJNGg57z0TaQJScHBFLw7u3Ps77WNHoL0XCbfaO+1sgdpRc1BvvvkmF198MSNHjsRxHH7zm98wZswYPvvss2+cZ5s1axbHHnssN910E0VFRTzwwAOMHz+e999/n3333Te/XUFBwVfELhQKtXlsvkDtZL5pLUhHI5vOcsHwa2hpzuYe+dIYBRAy6btfb7538kjGnXHQV15jUFFn7j70ZJqsDPuUdCHt2LxTvZpPP1zBzEU6PQd/RGctRabJ4P0nz8KVkvrahGeZ0Pp+SoHtgK4TiQTaPP5la+sJhEzSWcdrJhv0fAQTnRXY4Jre3I6w4YYxR35ncQIQqmmTO5KVdiGDgvW8Z/dleHw9B3aq4bzjPsaxf81+vUdTGgljaBpdcye6XvGijceupIxBB22M5qRSHHbX/bRYdu69dKSSaEmBkQa30EUpL7WHpWFHQGRBaQJNQUkkzFWHjv7O+9jRaI9FwomE14tsd/Hie/nllze7/8ADD1BWVsbcuXM5/PDDv/Y5t91222b3b7rpJp577jmmTZu2mUAJIejSZdsbjHYIgeqIJ+gdwZdtizpKMcSXWb5gNb+bdBtNG5rRgjnPNylBQKAwRqfuJRwycSSnX3xU3pbom+gVK8r/P2yY7B8sY9bzb1JWa/Lh2gF86OwFmuCgY7pzzIQR1KxtoHrl+o0v0PrVkBIcFytrEwhuOUXVkM3Q7FrYIbADoEyNbLHAyApIeE7tZszg/NH7cuKwvbf+IH0dgZNoTN+GQNDkQhyJqTRGF9ZgSTi201JczWKfsu8htK1bEKwJwff3GcIDH85HoRAuGI0CbLCKPTslYWvoLQrd0ZABLzrULSgqDnPqoEEEjQ7xc9+hfFuhxfZaJJxMeuvwOvocVHNz82YPB4NBgrku1t9GU5N3oVVS0vYiGiklLS0tX3lOIpGgV69euK7LiBEj+P3vf7+ZgG2J3f8b20Ho6PNNm/LGE++STWTBlSjLAk2ntGsRF93+Iwbu35tovO0h+peprWmmvj5FpinjlY8LAbbDJ298hpu1cdJZNFeC63gGsaJ1Ekox9MA+mIEtf2WzWYcFi9Z54oRAaZpXRCfJtUBXdBMh7r3wdDoXbL9SYUPvTIvsSlhUESJIRumsc4KcULiKpxp6EtElnYLFWy1OrVw8aiSL6mt5Z+UatKxndaRZ4CiFQCADXo8vTXrRk2PASXvvzW+OPZzQHiBOX2ZHlbG3lpjv7AvMrU3x9eix+XKM66+/nhtuuOFbn6uU4oorruDQQw9l6NC2rwn861//SjKZZNKkSfnHBg4cyOTJkxk2bBjNzc384x//4JBDDmH+/Pn079+/Ta+7531r24FN8+IdXZwAOvcopc/wniybvwpd1zj7uu9zwvlHbJfXrqlswLZchMxZ7DkKUyhsqfhsznKU7WClLaTteleCpoEmNKKlUS64fmKbjl19Q5JCTILoSEeRjIMKedVxesLlmH49+eW5x1BQsP2vgLsUPcuTay4i4TRySHwpA4I2Upk4StDDtAgZe7Ot3ahMXeeu8eMY/u870SReuboF0vSOiWZ5aUvw/g3oGheM3n+PFKevY2vL2Fv//2USiQTRaHTn/463MoJas2YNBQUbzZDbEj1dcsklLFiwgLfffrvNw3rssce44YYbeO655ygr25iWHjVqFKNGjcrfP+SQQ9hvv/345z//ye23396m1/a/uTuQTYshttQmoyNx/HlHMuLIwXTqVkL4O0RLm+K6kqcfepe3X/yEYNjESlvoUuCauuc3l0vhlXYtYkNlA3Y46DmYN3vddn9z17kYZtsiD83UsANQGgxRGUpDUCIc0Bwo71LI9RePxdC3jzHslwkZYc7p8wBKNmI1j8FViiXZOANCDQSNzsjwpd/5Pfbr1IV5iWrMhNhY5Zg7eWk6hIpNLhx9AJOGD91uBri7G1uKrr6t0KLduuluJQUFBZsJ1Ja49NJLef7555k1axbdu3dv03OeeOIJzj//fJ566imOOeaYb91W0zRGjhzJkiVL2jymDiFQu8JJe2vZVYohvg4zYNBjYNft8lpKKZ66dxZz31tBbW2CbDJLujmDEdS9ORHl0rm8AKs5iRBQu76FrKtAuSBtMHViJTEG7NM294i62gSTp76PFjFwCnQs5ZWRB5ohYhgM7F5GImNRFP3uRRHfhtCKCBbNodFaQveIxXCzK1IU5VKW3427Tz2Jpz9cyJ1vf0jKdUCC4cIJg/fidxOP/u6D3wP5cnS16e3L0VVLSwuRSKTDR1BtflmluPTSS5k6dSpvvPEGffr0adPzHnvsMc477zwee+wxxo4d26b3mTdvHsOGDWvz2DqEQIEnUq3FA7s6u0oxxI5mQ00Tt175JCs+XQemjtJ0lAIV0JGmjiYUEXSa65NEgxrSlSjbRbnKawUvJZqu8fObT2vT+1WubWDKEx+weHElLRFIhME1JQElKOgR5viefRnWs8sOF6dNKQq0Lde+NZi6zhkHDeeMg4YD4EqJvod+x3YEWypjf+edd6ipqdnp42oNltuy3dZw8cUX8+ijj/Lcc88Rj8eprq4GoLCwkHDY+61cc801VFZW8uCDDwKeOJ1zzjn84x//YNSoUfnnhMNhCnNOLDfeeCOjRo2if//+NDc3c/vttzNv3jzuuOOONo/N/1ZvZzb9Mnck26Kdzeol1fzs6D+z/MMVqKyNSmRQjouXhxIoIQiFAxQXBjE0QUmXQsKxEPGCEDguSvOa60mlCATbdh1Vt6GFZatrqa1L0LQ+SSKZRUqvRf3BnbtxxdhDOXZY+3nP7Sh8cdpxaJqGruv5RcKvv/469913HxdccEF7D227ceedd9LU1MSRRx5JRUVF/vbEE0/kt6mqqmL16tX5+//5z39wHIeLL754s+dcdtll+W0aGxv5yU9+wqBBgxgzZgyVlZXMmjWLAw88sM1j6zAR1O7ArlSpt6OZ/JdXULabmx9RXi8nqVBIhCPo068zRx0ziJXzV9PYkMIwdQJBg9qqRmTYzFX3uYCgtsYrl22sS5BKZHhvxudIVzLm+wdQUBxl/YYWdF0QiAZYvq4eVyqkJsBRuIbAzEJpeCeXBPvsdsycOZNzzz2Xe++9lzPPPHPnD2AHpvi2xOTJkze7/8Ybb2zxOX//+9/5+9//vnWD+RIdRqB29RTfpjnrPV2cALr368z8WYu9klchMIIGruti6AbnXPI9jj51f4JBE2fSgXzw2ud8Nmc5DTWNuEIgXImQLgiBMDT2O2QvVi2p4dn/zqauuolAwCBeGGb+u8vo3K+MZ6fNw9AFvft2RsUMHMtFad7CXEPAyJ4VnH/MAe19SHx2YWbNmsWZZ57JP//5T84888x2+X3viW7mfm7gO7LpivVdqVJvR1PWrQTNNMDQQAhcywVX0qkkRNc+nQnmFtsaps7o44Yy+rihLJ23ilRDC8J2QQISBg3vQWFxlOo1DSipCIUDZDI2CEFFz1I+/GAFS7+o5ovF1WyobSEQM3GCgnSJhhsWdCqJceO5xxFpw+JeH5+v45133mHSpEn89a9/5Yc//GH7/b53kBdfR6bDRFC7In4xxDcjNQ0VNFFZx0vzSQWOS7QkzorF1YwY3W+z7XsPqqBhXQMozbM3Et6V4LBRfQEYOrI3lStqkVIy+uhBROIhijvH+WDeaqKhAC2JDJ8srsJFkI1rKFOgDBjdrwcFkS2v//Dx+TrmzJnDaaedxh//+EcuuOAC/+JzJ+ML1Dayq5i9theL569GpS3vjq4BilBJjILyIvY/7KuVbY/+6UXsrAOBAN4loLfGJ5P11qNE4yFOOf/QzZ4z863FLK6spymb9SrZhCJtW6ioV1qOBvv2Lv/Ke/n4tIWPPvqIk08+meuuu45LLrmkY/zGd6PoqC10GIHqEB9+G/GLIb6dtSs2MOd/81G2Jy5InYKKQoaM7s9RY4fRs9/mLS3Wr23g7Wkfe3eM1m593jHdUNn4te9RU9PM/16YT1VdC0nHJhgJkGxJkQwprEKBNBVGWjC8a8UO2kuf3ZkFCxZw0kkncdVVV3HFFVd0iN/4njgH1WEEalfBL4bYMu9N/wzpyvx6jFjc5IyLjqJLr1KG7d9rs21ty+Gea5+kuboBFQyAoSF0w0vzKZX3/VNKUVvTTFFpjPkfreKVlxayenU9qYyFG9RIKxcrpiFDAhkEJaEoHqJbUdtX0vv4AHz22WeMHz+eyy67jF/96lcd5ze+BzYs9AWqjbTaFrWuKvfF6Zs55PihPPfA26QakwQDGhN+eChHnTRiM6six3G5YsytVC5bj8zanq2RYXhePa70yneEYN+DvXVL9/xtOh+9u5xIPEhhlwKWLVtPtiUDAR0lFbYhcIIC2wQkaEpx7cSvbxXg4/NNLF68mHHjxnHBBRdw3XXX+b/xdqbDCFRH/iJ8uRii1abf5+up6FnK/W9ezdzXP+f1x99j2bzVvPP8Rxxx6sj8NlPvmE7lsvUoV4JpIAIBr5jCcfD6oUO0OEJBSZRsxuajd5eTaElTV59gTV0LtitRCJSW64yrC+ygQOhgKrh8zCEctlfv9joEPrsgS5cuZdy4cfzgBz/gD3/4Q4f7jfspPp+v4M83bRtmwKCoNIaRa4/h2F7kaWdt0qksc19fBIYJkQBCSs8sVkqv2k8XFJbEGHXSvrz63DwiMz4jENBwXYmrFEQM7LSN1MEOazhhHScCoNCUIBwOMHGfgf5n5dNmVq5cybhx4zjllFP405/+1DErcv0Un8+m+OL03Riwf2+STQeybsUGwgVhLjvxr6xZUr2xH1IwgNC0jb+n3PHde99eHDhmKJ98tJpoPMT8D1chpcQ0NCxD4EqFFjLIhMAJCpwwSBPMhMKqEBy6V0/CAX/dk0/bWLNmDSeeeCInnngi//jHPzqmOOFHUO1KRzv5+8UQ245SijkzP6elIUmfgV149r43+ezjSpSuQTCEsh1ErggC8GyQAhqFfUvpNaAbyaYMny6sRClFIGRQ3r2ExqYUzQmLUNgk5UicQh10gTS9tuZGRpEuVChD8aMDR7TvAfDZZaiqqmLs2LEcddRR3HHHHR1WnPZUOoxAdRT8YojvzrKFlbz9v/k017XwyN9qaK5NQMAk37go948mBAVFYcp7FNGzfxeK+5WzYlktCZWhtjZBl/ICTjnnYD75eDVTHptDVimcRBa7PEBLJw2jUeLqAjeoyJSADAoiuk6Xwng7HwGfXYGamhrGjh3L6NGjueeee/K9oTosfopvz+bLPZz8Yohto2plLe+//jm2BJHJeoLUWpmna95iXNdG2i7pZIZAKAihIKsX1VBT00S0JIqrweraFt54/XOaExZJKcnqIE2NZFhDSoXUBeQcI5SuEJrgLxPHEA0F2vsQ+HRwNmzYwPjx4xk+fDgPPPBAxxcn8AWqPWlvIdh0vmlPbpPxXVnx+Trem/4ptq6Tb/GqlLcwyVWobIZgKIAEXLyaCMuWuI4iYOrs1aczRX1KefXVhaRaskyftgAtZJKybaQGTlhHCYGRAnSBEmC6gkvGjOL4gXtRFou17wHw6fDU19czfvx4+vfvz8MPP4xhdJjT4Lfiz0HtofjFENsP6Sp0XfNaZQRNlDIga4HlIFyJJoCAgVBg6Iqy7qWcfvH3KCkvZNH8tfTo15kpT8+lpT6FtF2yhg6GhisEVjyAG9EQrlcU4ZheUDbuiEGcc8CIdt5zn12BxsZGJkyYQM+ePXn88ccxTb+YpiOzxwuUL07bl35Du3HMpJF8NmcJdetbciaxds5eT0AoiC01jIIwnbsWcd0dZ9Kpkzdn1LVXKX+/5SXmvrcMVymEAjumI0pMnCaJMgBHYZdqoAtiIYN/XzSR/hWl7brPPrsGzc3NnHzyyXTq1Imnn36aYHAXMxH2U3ztx84WhtZiiNY2zr44bT/2Gb0Xf556GdedeRe16xoxisMgdDK2xBUCaRi4riTUKUZhYQTXldx190zefn0RqSYH5Uivm66pkQ6BG3SxYwKBQBred2XI/l34+VGj6V/mi5PPlkkkEpx22mlEo1GmTp1KKBRq7yFtNUIpr/q1DdvtLnQYgdqZ+MUQO5bZn63ipflfsHpcVwrcHnRf67D60xqchgwgULqGDBvUN6e45rZprJxfRbYugXIFQtMRuvdZuKaGbQhkRqIMDSUAAWHD4B8nn0jI7/Hk0wZSqRTf//730TSN559/nkjE7668q9ChBGpndNX1ezhtf1IZi/++8CFT31lIwvY64SK8lhfrgrBEV5QYGmbQRFguaAIhFetrmql5L41yFEZaoQIgNYUydVxDoDQNFdBAeW2iECAFjD9ikC9OPm0inU7zf//3f9i2zcsvv0xsVy6i8VN8uzf+fNOO4ZKbp7K8sh6pK0wlUELiahBwQKYkpqPhFHjroPSs65WaCwE6KNtbF2UXBclGBLoLuCAQoAu0jMINABpIUyCC8OOjR25hRD4+kM1m+cEPfkBTUxPTp0+noGDXdrb3q/h2Y3xx2nFsaEgipEIYIudCDpqAQItEuKB0iRPSkYaGZkmMZgdNgBIargFOWANDIEM6UoGQCqkDDt4aJwRuEHr1KOa3p3/Pb9/us0Usy+Lcc8+lurqaGTNmUFRU1N5D+u74EVT7siNSfJsWQ/jitGM45eihPPjCXJTImURIvG+WAjQQMne8NQGGjlMo0GyF0sANabgR3RO2XCNd8KIluxAMXTC4S2d+OnYU++/VrT12z2cXw7ZtfvzjH7NixQpee+01Skv9QppdlQ4lUNubLxdD+OK0Y/jRhAP50YQDaUlmeOm9RQhXsKapidfe+4JMneW11BACV89pkKHhhMHQBNGyMKNG9Gbh51XUNSZxpcQxFf26l3LR+FEc2L9He++ezy6E4zhceOGFfPbZZ7z22mt07ty5vYe03fBTfLsRfjHEziceDTHp6BH5+1d8/+sbBra6dfgXCz7bE9d1ufTSS5k7dy6vv/46Xbp0ae8hbV/8FF/7sr1OWP58U8fGv1jw2d5IKfnFL37BW2+9xRtvvEG3brtfOtiPoHYDfHHy8dmzkFJy1VVXMX36dF5//XV69uzZ3kPy2U7sVgLl93Dy8dmzkFLym9/8hueff57XX3+dvn37tveQdhx+im/XxC+G8PHZ81BK8bvf/Y4nn3yS119/nf79+7f3kHY4u1P6ri10KIHaFlHxiyF8fPY8lFLcfPPNTJ48mddee42BAwe295B2PJt0od7idrsJHUqgthZ/fZOPz56HUoq//vWv3HnnncycOZOhQ4e295B8dhC7rED5xRA+PnseSiluv/12brvtNl555RVGjBjR3kPaafhVfO1MW0XGL4bw8dnzUErxn//8h1tvvZWXXnqJkSP3ME/GPbBIYpeasGlN6bXOOfni5OOzZ6CU4oEHHuCGG25g2rRpjB49ur2HtNMRsu23reHmm29m5MiRxONxysrKmDhxIosXL97i89588032339/QqEQffv25a677vrKNlOmTGHw4MEEg0EGDx7M1KlTt2psu4xAtab0XNcF/B5OPj57CkopHnroIa655hqee+45DjvssPYe0m7Fm2++ycUXX8x7773H9OnTcRyHMWPGkEwmv/E5K1as4MQTT+Swww7j448/5te//jU///nPmTJlSn6bd999l9NPP52zzz6b+fPnc/bZZzNp0iTef//9No9NqB3dgGkrUEphWdbXPt4aOflRk4/PnoNSiieeeCJ/8jvuuOPae0g7nebmZgoLCxk58Q8Y5pY7ATt2hg+evZampqZtajGyYcMGysrKePPNNzn88K+3K7v66qt5/vnn+fzzz/OPXXjhhcyfP593330XgNNPP53m5mZeeuml/DbHH388xcXFPPbYY20aS4ePoDaNnHxx8vHZs5g6dSqXXnopTzzxxB4pTpvSWiTRltt3oampCYCSkpJv3Obdd99lzJgxmz123HHH8eGHH2Lb9rduM3v27DaPpUMVSXwZvxjCx2fPZdq0afz0pz/lkUceYezYse09nPZnK9dBNTc3b/ZwMBgkGAxu4amKK664gkMPPfRby/erq6spLy/f7LHy8nIcx6G2tpaKiopv3Ka6unrL+5CjQ0VQrQLkF0P4+OzZvPTSS5x33nlMnjyZiRMntvdwdkl69OhBYWFh/nbzzTdv8TmXXHIJCxYsaFMK7svn5NbZok0f/7pttuZc3uEiqC87Q/jFED4+exYzZ87k3HPP5e677+a0005r7+F0GLZ2HdSaNWs2m4PaUvR06aWX8vzzzzNr1iy6d+/+rdt26dLlK5HQ+vXrMQwj3yDym7b5clT1bXSoCGr9+vUsX748X6nnR04+PnsWs2bN4owzzuBf//oXZ555pv/73xS1FTegoKBgs9s3CZRSiksuuYRnnnmG1157jT59+mxxKKNHj2b69OmbPfbqq69ywAEHYJrmt25z8MEHt3mXO5RATZ8+neHDh3PEEUfwl7/8hS+++GK7t4D38fHpmLzzzjtMmjSJv/3tb5x77rm+OO0kLr74Yh5++GEeffRR4vE41dXVVFdXk06n89tcc801nHPOOfn7F154IatWreKKK67g888/5/777+e+++7jyiuvzG9z2WWX8eqrr3LrrbeyaNEibr31VmbMmMHll1/e5rF1KIE688wzqaqq4pJLLmHOnDkcdNBBjBo1ij/+8Y989tlnvlj5+OymvP/++5x22mncdNNNXHDBBb44fQ07qorvzjvvpKmpiSOPPJKKior87YknnshvU1VVxerVq/P3+/Tpw4svvsgbb7zBiBEj+P3vf8/tt9/Oqaeemt/m4IMP5vHHH+eBBx5gn332YfLkyTzxxBMcdNBBW7HPHfSsr5SiqamJ559/nilTpvDqq6/Sq1cvTjrpJE4++WSGDRvmO5f7+OwGfPTRR4wfP57f/va3/OIXv/DF6Uu0roMadeLv2rwO6r0Xr9vmdVAdiQ57hhdCUFRUxDnnnMNzzz1HTU0N119/PcuXL+fYY49l+PDh/OY3v+HDDz/M94Hy8fHZtViwYAEnnXQSV199tS9OW2BnrYPqSHRYgfoyBQUFnHHGGTz99NPU1NRw6623UlNTw/jx4xkyZAhXX301s2fPzhdY+Pj4dGw+++wzxo0bx2WXXcbVV1/ti5PPV9hlBGpTotEop512Go8++ijV1dXcfvvtNDc3M2nSJAYMGMAVV1zBrFmzcBynvYfq4+PzNSxatIixY8fy05/+lOuuu84Xp7awlVV8uwO7pEBtSjgcZsKECfz3v/+lurqae++9F8dxOPvss9lrr7245JJLmDlzZt5+w8fHp31ZunQp48aN4+yzz+b3v/+9L05txE/x7eIEAgFOPPFE7r33XtatW8djjz1GIBDgJz/5CX379uXCCy/k5ZdfJpvNtvdQfXz2SFasWMG4ceM47bTT+NOf/uQXOm0NUrX9tpuw2347TNPk6KOP5q677mLt2rU888wzFBYWctlll9GnTx/OP/98pk2btlmtv4+Pz45j9erVjB07lhNPPJHbbrvNFyefLbJHfEN0XeeII47gn//8J6tWreLFF1+koqKCa665ht69e3POOefwzDPPkEgk2nuoPj67JevWrWPcuHEcffTR3HHHHb44bQv+HNTuj6ZpHHzwwfztb39j6dKlvPbaa+y111787ne/o3fv3pxxxhk8/vjjNDc3+wuDfXy2A9XV1YwdO5bRo0dz9913o+t6ew9pl0TQxjmo9h7odmSPE6hN0TSNkSNHcsstt7Bo0SJmz57NPvvsw1//+ld69+7NpEmTeOihh2hoaPDFysdnG9iwYQPjx49n33335YEHHvDF6bvQ2m6jLbfdhD1aoDZF07S8ZcfChQv56KOPOOigg7jzzjvp06cPEydO5IEHHmDDhg2+WPn4tIG6ujrGjx/PgAEDeOihhzCMDtc8waeD4wvU1yCEYPDgwVx33XV8/PHHfPrppxx11FFMnjyZvfbai7Fjx3L33XdTXV3ti5WPz9fQ2NjIhAkT6NWrF48//nje4dpn2/HLzH2+ghCC/v37c8011zBnzhy++OILxo0bx1NPPcWAAQM47rjjuOOOO1i7dq0vVj4+eN5xJ598MmVlZTz11FMEAoH2HtLugV8k4fNtCCHo06cPV155JW+//TYrVqxg0qRJvPDCCwwZMoSjjjqKf/zjH6xcudIXK589kkQiwamnnko0GmXq1KmEQls2N/VpG0KpNt92F3yB2kaEEHTv3p2f//znvPHGG6xevZof/vCHzJw5k+HDh3PYYYfx5z//mSVLlvhi5bNHkEql+P73v49hGDz//POEw+H2HpLPLo4vUNsBIQQVFRX87Gc/Y/r06VRVVXHxxRfz3nvvceCBBzJ69Ghuuukmv6eVz25LOp3m//7v/7Btm2nTphGLxdp7SLsfcituuwm+QG1nhBB06tSJ888/nxdffJHq6mr+3//7fyxYsIDDDjuM/fffnxtvvJEFCxb4bUJ8dguy2Sw/+MEPaG5u5sUXX9zlexB1VPwUn892RQhBcXEx5557Ls8//zw1NTVcd911LF26lKOPPprhw4dz7bXXMnfuXF+sfHZJLMvinHPOobq6mpdffpmioqL2HtLui18k4bMjKSgo4Mwzz2TKlCnU1NRwyy23UFVVxdixYxk6dChXX3017777rt/TymeXwLZtzj//fFauXMmrr75KSUlJew/JZzfDF6h2IhaL8f3vf5/HHnuMmpoa/vGPf9DU1MT3v/99Bg4cyP/7f//P72nl02FxHIef/vSnfP7558yYMYPOnTu395B2f3wnCZ/2oLWn1YMPPkhVVRX33HMPlmXxgx/8gP79+3PppZfy2muv+T2tfDoErutyySWX8NFHHzFjxgzKy8vbe0h7BP5CXZ92JxgMcuKJJ3LfffdRVVXFI488gmma/PjHP6Zv37787Gc/45VXXvF7Wvm0C1JKLr/8ct555x1mzJhB165d23tIPrsxvkB1YEzT5Jhjjsn3tJoyZQrxeJxLL72UPn368OMf/5gXXnjB72nls1OQUvLLX/6SGTNmMGPGDHr27NneQ9qz8FN8Ph0VwzA48sgj+de//sWqVav43//+R5cuXbj66qvp06cP5557LlOnTiWZTLb3UH12Q6SU/PrXv2batGnMmDGDPn36tPeQ9jiEbPttd8EXqF0QXdc55JBD+Nvf/sayZcuYMWMGffv25cYbb6R3796ceeaZPPHEEzQ3N7f3UH12A5RS3HjjjTz11FPMmDGD/v37t/eQ9kz8CMpnV0PTNA488EBuvfVWFi1axDvvvMPQoUP585//nO9p9fDDD/s9rXy2CaUUN998M//973+ZPn06AwcObO8h+exB+AK1G9Ha0+oPf/gDn376KXPnzmXkyJHccccd9OnTh5NPPpnJkydTW1vri5XPFlFK8de//pU777yT6dOnM3To0PYe0p6Nv1DXZ3dBCMGQIUO4/vrrmTdvHgsXLuTII4/k/vvvp1+/fowbN4577rnH72nl87Uopbj99tu57bbbeOWVVxg+fHh7D6ndkVKyfv16Kisr22XJh2915LNbIoRg77335te//jUffPABixcv5sQTT+SJJ55g77335vjjj+ff//43lZWVvlj5oJTirrvu4tZbb+XFF1/kgAMOaO8htTu2bXPyySczYcIEBg8ezNVXX82iRYt27iD8OSif3R0hBH379uWXv/wl77zzDitWrOC0005j2rRpDBo0iKOPPtrvabUHo5Ti/vvv58Ybb2TatGmMGjWqvYfU7iilOPjgg3EchxtuuIEbbriB559/nldffTX/d58dg1D+0fXB+5FVV1czdepUpkyZwqxZs9hnn32YMGECEyZMYK+99kII0d7D9NmBKKV46KGH+OUvf8m0adM48sgj23tIHYJf/vKXzJ07l+eee454PA7Atddey5NPPsn8+fN3eN+r5uZmCgsL+d5+12DoW24A6bgZXv/oZpqamnZ5Z3k/gvIBNva0uuiii5gxYwbr1q3jZz/7GbNnz873tLr55pv5/PPP/SvG3RClFE888QRXXnklU6ZM8cUpR21tLYlEgkmTJhGNRvPemIcffji6ru/UsfhzUD4+eGLVuXNnfvzjH/PSSy9RVVXFFVdcwbx58zjkkEM44IAD+N3vfscnn3zitwnZTXjmmWe49NJLeeKJJxgzZkx7D6fD0KlTJyZNmsTEiRPRNC0vShUVFcDm6b2qqqodOxhFG+egduwwdia+QPl8K0IISkpK+OEPf8i0adOoqanh2muvZcmSJRx11FGMGDGC3/72t3z00Ue+WO2iPP/881x44YU88sgjjB07tr2H0yF45plnuP3223nxxRcZMWIEXbp0wXGcfJo7k8mwbt06mpqaAHj88cc566yzqK6ubs9h73b4AuWzVRQWFnLWWWfle1rddNNNVFZWcuKJJzJ06FB+9atf8d577/k9rXYRXnzxRc4//3wmT57MxIkT23s4HYIJEybw61//muuuu46zzz6bSy+9lJqaGgzDyG8TiUQIh8N06tSJqVOncuaZZ/KjH/2ILl267LiB7aAqvlmzZjF+/Hi6du2KEIJnn332W7f/4Q9/iBDiK7chQ4bkt5k8efLXbpPJZLZqbL5A+WwzsViMSZMm8fjjj1NdXc1tt91GQ0MDp556KoMGDeLKK6/krbfe8ntadVBmzJjBueeeyz333MP3v//99h5Oh+C4446jsrKSKVOmsGLFCi666CJeeeUVXnjhBYD8hVcgEKB379489NBDTJo0ibvvvpuzzz57xw5ObsVtK0gmkwwfPpx//etfbdr+H//4B1VVVfnbmjVrKCkp+cp3qKCgYLPtqqqqCIW2XOSxKcaWN/Hx2TKRSISJEycyceJEMpkMM2fOZMqUKZx11lkYhsG4ceM4+eSTOfTQQzFNs72Hu8fz5ptvcuaZZ3LHHXdwxhlntPdwOgRnnXUWc+fOZeHChflI6MYbb+TJJ5/k008/BcjPQWWzWebMmcOcOXP497//zY9//OMdPr62FkBsbZHECSecwAknnNDm7QsLCyksLMzff/bZZ2loaOBHP/rR5uMQ4jtHlH4E5bPdCYVCjB07lvvvv5+qqioeeughdF3n/PPPp1+/flx00UW8+uqrWJbV3kPdI3nnnXeYNGkSf/vb3zj33HP95QN4kdHatWupqKjg/fffp6WlBfDsw5RSXynXjsfjDBgwgIceeogLL7ywPYa8RZqbmze77agecvfddx/HHHMMvXr12uzxRCJBr1696N69O+PGjePjjz/e6tf2Bcpnh2KaJsceeyz/+c9/WLt2LU8//TSxWIyLL76Y3r17c8EFF/DCCy9sdW7aZ9t4//33Oe2007j55pu54IILfHHCq8TTdZ2ZM2fSp08ffvvb3/Lyyy8DG+dbbrjhhvy2AL169eKVV17hrLPO2pkD3ao5qB49euSjncLCQm6++ebtPqSqqipeeumlr0SQAwcOZPLkyTz//PM89thjhEIhDjnkEJYsWbJVr+8v1PVpF1zX5d1332XKlClMnTqV+vp6jj/+eCZOnMixxx5LNBpt7yHudsydO5eTTjqJ6667jssvv3yPF6fWU58QAtu2MU0TKSWnnnoqK1euJB6PU1VVxZtvvknXrl1xHAfDMFBKIYTI/7ujaV2oe/TgKzH04Ba3d9wsMz/7C2vWrNks8gsGgwSD3/58IQRTp05tc8HMzTffzF//+lfWrVtHIBD4xu2klOy3334cfvjh3H777W16bfAjKJ92Qtd1Dj30UP7+97+zfPlypk+fTu/evbn++uvp3bs3Z511Fk8++WQ+1eLz3Zg/fz4TJkzgV7/6lS9OOZqamvLHwTRNLMtC0zSmTp3KkCFDmD17Nueffz6dO3cGNs4/tT5npx/DrYygCgoKNrttSZy2fjieLdbZZ5/9reIEXqp05MiRWx1B+QLl0+5omsZBBx3En/70JxYvXszbb7/N4MGDufXWW+nduzenn346jzzyCI2Njb6LxTbw6aefMn78eC6//HKuuuoqX5yASy65hP79+3P77bfny6o3Pck+/PDDnH766Tz44IM8/PDDtLS0+MftS7z55pssXbqU888/f4vbKqWYN29efoFzW/EFyqdDoWka++67L3/84x/57LPP+OCDD9h///3517/+RZ8+fTjllFP473//S11dnS9WbWDRokWMGzeOCy+8kN/+9rf+STbHsmXLiMfjrFmzht/85jdMnDiRZ555Jr/wFuCRRx7hgAMO4A9/+AMPPPBA+xf17KAy80Qiwbx585g3bx4AK1asYN68eaxevRqAa665hnPOOecrz7vvvvs46KCDvrZP2I033sgrr7zC8uXLmTdvHueffz7z5s3b6oISX6B8OixCCIYOHcoNN9zAvHnzWLBgAUcccQT33Xcfffv2Zfz48dx7773U1NT4YvU1LFmyhHHjxnHOOefwu9/9zhcnNs47XXzxxYwZM4aLL76YV199lWAwyJNPPsl+++3HI488wvvvvw/Agw8+yEEHHQSwxTTWjmZHefF9+OGH7Lvvvuy7774AXHHFFey7775cd911gFcI0SpWrTQ1NTFlypRvjJ4aGxv5yU9+wqBBgxgzZgyVlZXMmjWLAw88cGv32f9l++xaKKVYsWIFU6ZM4ZlnnuGDDz7g4IMPZsKECZx00kn5FfF7MitWrOD444/n5JNP5rbbbkPT9uxr0S8XNKxatYrjjz+eCy+8kMsuuwzwLJ8mTpzIvvvui2VZjB49mgsuuICRI0e217CBjUUSx+x9RZuLJGZ88TffzdzHpz3YtKfV7NmzWb58OaeccgrPPfccgwYN4phjjuH2229n1apVe2RktXr1asaOHcvYsWN9ccrR0NAAeNVkUkp69erFtddey/33308ikWDVqlWcc845XHXVVTzwwANcc801PPXUU7z22mvtPPJN2AMbFvoRlM9ug1KKqqqqfE+rt956i+HDh+d7WvXr12+3j6zWrVvHcccdx5FHHsndd9+901tCdET+/ve/c+uttzJt2jRGjhyJlBIhBEuXLuWiiy7i2GOP5U9/+hMTJ07krrvuynvuWZbV7mk92CSC6nd52yOoZbf5EZSPT0dCCEHXrl25+OKLmTlzJuvWreMnP/kJb7/9NgcccAAHH3wwt9xyC4sWLdotI6vq6mrGjh3LIYcc4otTjrq6Ou6//37Wr1/PWWedxeuvv46maQgh6N+/PwceeCC/+tWvOOmkk7j33nvzx8x13Q4hTpuxB0ZQvkD57Ja09rT6yU9+wssvv0x1dTWXX345H3/8MQcffDAjR47k97//PQsXLtwt2oRs2LCB8ePHs++++3L//ff74pQjFotx5JFHcsABB3DCCSdw3nnnMX369PzfL7zwQo455hiGDRu22fP849cx8AXKZ7entafVj370o3xPq1//+tcsXryY733ve/mKpV21p1VdXR3jx4/Pe8Nt2hZiT6Q1OpZSEgwGueiii1i9ejWlpaUcd9xx+Uac4DUe7N69O08++STQDotvt4q2Rk9+BOXjs8tSWFjID37wA5555hlqamr44x//yJo1azjhhBMYNmwY11xzDe+///4uIVaNjY1MmDCBXr168fjjj/tO8bCZ0St4vnDnnXceAJdeeilHHHEEP/3pT5k6dSqGYXDTTTfx/vvv8+ijj7bbmNuEn+Lz8dmzaO1p9cQTT1BTU8Pf/vY36urqOPnkkxk0aBC//OUvefvttztkA8bm5mYmTpxIWVkZTz31VMebM2kHnn32WQYPHsydd97Je++9B3hR0X777cddd91FQUEBN998M2PGjOHyyy/nySefpEuXLjzyyCOceeaZ7Tz6LSBV22+7CX4Vn4/P15DJZJgxYwZTpkzh+eefJxAI5HtaHXLIIe0eqSQSCSZOnEg4HOaFF14gHA6363g6Ao2NjZx44om89957DB8+nCFDhrBu3Tpuu+02BgwYwG9+8xvS6TR33HEHn332GXfccQd33XUX7733Xruvdfo28lV8vS7B0NpQxSezzFj1r92iis8XKB+fLWDbNq+//jpPP/00zz33HFJKxo4dy8knn8wRRxyx0yOXVCrFqaeeCsD//vc/YrHYTn3/jsiiRYsYOHAgs2bN4pZbbmHhwoU8+uijPProo8yfP59gMIhpmqTTaV566SWi0Siffvops2bN4mc/+1l7D/9byQtUz4vaLlCr/+0LlI/PnobjOLz11ls8/fTTPPvss6RSKcaOHcuECRM4+uijt7ql9daSTqeZNGkS6XSal19+eZc/AW0P6urq6NevH9/73veYOnUqc+bM4eKLL0bXdWbNmsW6det4+eWX+f3vf49lWXzwwQf07t27vYfdZvIC1eNnbReoNXf6AuXjsyfjui6zZ8/O97RqbGzcrKdVJBLZru+XzWY544wzqK+v59VXX6WoqGi7vv6uimVZTJs2jZ/97GcceeSRPPnkk8ybN4/zzjsP13V55ZVX6NKlCytXriQcDlNeXo6Ucpdx2MgLVLcL2y5QlXf5AuXj4+MhpeSDDz7g6aefZurUqVRXVzNmzBgmTJjA8ccfTzwe/06vb1kWZ599NmvXrmXmzJmUlJRsp5HvHti2zfTp0znnnHM47LDDmDp1KgsXLuSCCy6grq6OmTNn0qNHj7yLRMcuJ9+cPVmgdo1LCB+fDk5rT6s///nPfPHFF8yaNYuBAwdy880353taPfroo9vU08q2bc477zxWrlzJ9OnTfXGCfFVl67E0TZMxY8bw8MMPM3v2bMaOHcvQoUO57777qKio4JhjjmHZsmV5F4ldEr/M3MfH57uiaRr77bcfN910E59//jlz5sxhv/324/bbb6dPnz6ceuqpPPjgg23qaeU4Dj/96U9ZtGgRM2bMoFOnTjtpLzouK1as4I9//COVlZX51utKKQzD4JhjjuGRRx7hk08+4cwzz2Tw4MHcfvvtxGKxvGv5LouijQLV3gPdfvgC5eOzAxFCMGzYMG688Ubmz5/P/PnzOeyww7jnnnvo168fJ510Evfddx/r16//ili5rsvFF1/MRx99xIwZMygvL2+nvehYzJ8/nwceeIA77rgjL1JAXqQOO+wwbrnlFj766CPeffddhg8fzoMPPsjTTz/dziP/jvgRlI+Pz45CCMHAgQP5zW9+w4cffsjnn3/OcccdxyOPPEL//v054YQTuOuuu1i3bh1SSi677DJmz57NjBkz6Nq1a3sPv8MwceJE/v73v/Pyyy/z97//ndWrV+fnlVrtjY4++mhqa2v5/PPPARgyZMgOr7D02f7s2aZdPj7thBCCfv36cdVVV/HLX/6S1atX88wzz/DMM89w9dVX51N5s2fPpmfPnu082o7HxIkTMQyD6667DiklP//5z+ndu3depAKBACNGjKBLly7tPdTth2xjP/ddwKKrrfgRlI9POyOEoFevXvziF79g1qxZrFy5kqOPPprJkyfTp0+f9h5eh2XcuHHcfPPNvP766/niFCEEtm1zww03UFlZyahRo9p7mNuPPTDF50dQPj4dCCEE3bp14+GHH27voewSHHfccYRCIX79619zyimnMHDgQGzbZuHChcyYMWP3qnhsq/jsRgLlR1A+Pj67NEcccQSTJ0/mhz/8IZqmcfDBB/P666/70edugB9B7WAqKysJh8O715Wcj08Ho3///lx55ZXtPYwdi2xjr6fdyM3cF6gdzM9//nOUUtx3330UFxe393B8fHx2UZSSKLXlAoi2bLOr4Kf4diDpdJrKykpGjhz5FXFau3YtK1eubJ+B+fj4+OwC+AK1A5k7dy5CCA444ABgoz2L4zjcdtttDBkyJL/d0qVL222cPj4+uwCqjc0K/SIJn7bwyCOP0LNnT/bZZx+A/Ir3hoYG3n77bc4//3wAbrjhBvbee2+uv/76dhurj49PB2cPLDP3BWoHkc1m+eCDDxg2bFjeoqbV3n/p0qV88MEHnHfeeSxevJjq6mqAfOM727YBL9Jav359O4zex8enwyFl22+7Cb5A7SA++eQTTNNkv/32Azam91zX5bXXXqOkpIQRI0bwxhtvsHTpUi655BJSqRSZTCbfTvyFF15g9OjRFBQUMHfu3HbbFx8fH5/2wBeoHcRbb72FrusMHTp0s8cbGxuZNm0ap5xyCgAvvvgihx9+OEcddRTTp0/P+4WtX7+eX/ziF0QiEaSUeS82pRRyN7pC8vHxaSN+is9ne1FUVMTSpUvzPmq6rgOwYMEC5s2bx49//GNWrlzJ+++/z09+8hMqKyupqKjIb/P73/+e4uJijjzySEaNGkVFRUW+2ZqmaTQ3N7Pffvvxox/9CMuy2m0/fXx8dg5Kyjbfdhd8gdpBDBkyhMLCQu6///78Y5WVlTz66KP07duXkSNHMnPmTNLpNEcccQSxWIxAIIBSihtvvBHHcbjoootYsGABxx9/PLBxbmrx4sXccsstrF+/njlz5uTFz8fHZzfGj6B8thcHHnggl156KTfccAOHHXYY1157LRMnTmT27NncdNNNALz66qvss88+xGIxunfvzuzZs3n00Ud5++23ufbaawFY/v/bu7uQqLY+juNfzWZUwg462tiUOoVpDtKLhSUhlZmYvdObpZldKFEglgiSWUkXhl54EQkRoTZGVmZe9ITai2mlRqIipCYkKTZiJBiZqaeZ58Lj7swT50nPqZxT/w+si7327LcB/c3aa+21X75k586dwOdBFBkZGbx9+5b09HSCg4OV/qnxfq7W1lbi4uIoLS390ZcthBDfjATUd3TkyBEaGhrYvn07HR0d7N27l2vXrrF161ZaWlpoaGhg3759wFifk8lkoqioiKysLHQ6HTU1Nej1ery9vYGx/qf8/Hzu3btHSkoKBw8epKamRhlUMd43VVhYyJUrV0hMTEStVrN582aePn06NV+CEOLbmMgzUOPlJyEB9Z25u7uTnJxMcXExycnJVg/nvnz5kh07dgAQEhJCdHQ0e/bsIT4+nqamJpqamoiKilL2VVpayqVLl8jLy8PX15euri4GBgZwd3cHUIKqsrKSY8eO0dXVRXNzM9OnTyc1NZVXr14p+/raq8aFEDbGYgGLeQJlcn/b1dXVbNq0idmzZ2NnZ8etW7f+7+erqqqUF0T+ubS1tVl9rqSkhICAANRqNQEBAX/rjo4E1BSJjo6mvLwcjUaD2WzG29uboqIi9u/fD4y91rq/v59t27YBUFdXR1ZWFi0tLTg4jE2hqNPpWL16tdUQ9JaWFkwmEwsXLsTR0RF/f38yMzOprq6moqICgMHBQU6fPk1CQgKFhYV8/PjxB1+9EGKyLGbLhMtkDA4OsmjRIs6dOzep7drb2zGZTErx9fVV1tXW1rJ7925iY2Npbm4mNjaWXbt2UV9fP6ljSEBNEbVaTXh4OBaLBXt7e6vh4/39/VRUVODp6cmCBQsYHBzk+PHjuLm5ERUVRWJiIjNmzGDjxo3cuXNHCSyAmzdvotfrWbdunVLn7OyMVqvFZDIB8ObNG/r6+hgeHubAgQMkJCQwNDT0Y78AIYRNiIyM5MyZM8qjLxPl4eGBVqtVyp8Ha+Xm5hIeHk5aWhr+/v6kpaURFhZGbm7upI4hATXFxqc/Gh8+DuDg4ICnpycxMTEAxMTE0NnZSXZ2NkajkdbWVkpKSvDy8kKtVuPk5KTs7/79+3R0dHD9+nVGR0cZGhoiPT0dlUpFYGAgAD4+Ppw/f574+HiWLVvG0qVLrfYhhLBBE7q990f5AZYsWYKnpydhYWE8ePDAal1tbS3r16+3qouIiODJkyeTOoa8bsMGubi4kJOTA4wNnnBzcyM7O1sJGFdXVyIiIjAYDLx+/ZrGxkbWrl3L8+fPefHiBatWraKgoIDU1FRmzpyJg4MDSUlJhIeHAzAyMoJKpaKurg61Wq1MZmuxWJTAFELYFovZgsXu67fvxvuX3717Z1WvVqtRq9X/+Dw8PT25cOECQUFBDA8Pc/nyZcLCwqiqqiI0NBSA3t5eZYq3cbNmzVKmdZsoCSgb5+HhwcWLF63q7OzsMJvNzJkzh46ODmUgxY0bN9DpdGRmZmIwGOjt7aWxsRGNRsPy5cuV7ceHq9fU1DBv3jxltgsJJyFsmMUMTKB19EcLau7cuVbVJ0+e5NSpU//4NPz8/PDz81OWV65cSXd3Nzk5OUpAwZf/T/7OD2AJqH+p8duBarWagYEBAMrKyggODkan0wGg1WqJjIy02s5sNmNvb09zczMmk4mwsDB+++23H3ruQojJ+53RCb1Q93fGHujv7u7GxcVFqf8Wrae/smLFCoxGo7Ks1Wq/aC319fV90ar6Ggmof7nW1lb6+/sZGBhgdHSUwMBAq8D5q18t5eXlODk5ERQUBHwOLiGEbVGpVGi1Wh71/mfC22i1WjQajTK35/fW2NioTNUGY62qyspKkpOTlbqKigpCQkImtV8JqJ+Aq6srMDaH34cPH4DPwfS/4TQeQo8fP0av1yv9WhJOQtgmR0dHOjs7JzXnpkqlmnA4vX//3uqFqZ2dnTQ1NeHq6oqXlxdpaWn09PRQWFgIjI3Q8/HxwWAwMDIygtFopKSkhJKSEmUfSUlJhIaGcvbsWbZs2UJZWRl3797l0aNHE74GkID66Tg7OwPW938/ffrEtGnTePjwIe3t7ej1enp7ewkNDVXCTQhhuxwdHb9ba+jZs2esWbNGWT569CgAcXFx5OfnYzKZ6OrqUtaPjIyQkpJCT08PTk5OGAwGbt++zYYNG5TPhISEcPXqVdLT0zlx4gTz58+nuLiY4ODgSZ2bnUWmFPhl5OXlcfjwYWX50KFDZGRkoNFoZMJZIYTNkYD6BbW1tWE0GikoKKCvr4/6+noWL1481aclhBBWJKB+cZ2dnej1+qk+DSGE+IIElJAHdIUQNkmGbgkJJyGETZKAEkIIYZMkoIQQQtgkCSghhBA2SQJKCCGETZKAEkIIYZMkoIQQQtgkCSghhBA2SQJKCCGETfovmw4W0AQoergAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 750x450 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize'] = [7.5, 4.5]\n",
    "#3d\n",
    "sc.pl.umap(hvulgaris_data,\n",
    "           title='H. vulgaris - TEI - UMAP',\n",
    "           color=['tei'],\n",
    "           color_map='viridis',\n",
    "           vmin='p5',\n",
    "           vmax='p95',\n",
    "           projection='3d')\n",
    "plt.rcParams['figure.figsize'] = [4.4, 3.3]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33fe9bec",
   "metadata": {},
   "source": [
    "Please have a look at the documentation for other [case studies](https://oggmap.readthedocs.io/en/latest/tutorials/index.html#case-studies)."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:scanpy]",
   "language": "python",
   "name": "conda-env-scanpy-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}