{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Fig. 5: Benchmarking (Velocyto)\n", "----\n", "Runs Velocyto and visualizes the initial and terminal states." ] }, { "cell_type": "markdown", "metadata": { "hidePrompt": true }, "source": [ "# Preliminaries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import packages" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:27:59.935253Z", "start_time": "2021-01-27T16:27:55.803150Z" }, "hidePrompt": true }, "outputs": [], "source": [ "# import standard packages\n", "import numpy as np\n", "import pandas as pd \n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "import os\n", "import sys\n", "\n", "# import single-cell packages\n", "import cellrank as cr\n", "import scanpy as sc\n", "import velocyto as vcy\n", "import scvelo as scv\n", "import loompy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Print package versions for reproducibility" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to exactly reproduce the results shown here, please make sure that your package versions match what is printed below. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:27:59.940191Z", "start_time": "2021-01-27T16:27:59.937331Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cellrank==1.5.0+gc8c2b9f6 scanpy==1.8.1 anndata==0.7.6 numpy==1.20.0 numba==0.54.0 scipy==1.7.1 pandas==1.3.2 pygpcca==1.0.2 scikit-learn==0.24.2 statsmodels==0.12.2 python-igraph==0.9.6 scvelo==0.2.4 pygam==0.8.0 matplotlib==3.4.3 seaborn==0.11.2\n" ] } ], "source": [ "cr.logging.print_versions()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:27:59.947754Z", "start_time": "2021-01-27T16:27:59.945440Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running CellRank 1.5.0+gc8c2b9f6, on 2021-09-21 16:45.\n" ] } ], "source": [ "cr.logging.print_version_and_date()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set up paths" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define the paths to load data, cache results and write figure panels." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:27:59.952819Z", "start_time": "2021-01-27T16:27:59.949385Z" } }, "outputs": [], "source": [ "sys.path.insert(0, \"../../../\") # this depends on the notebook depth and must be adapted per notebook\n", "\n", "from paths import DATA_DIR, CACHE_DIR, FIG_DIR" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set up the paths to save figures." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:27:59.956525Z", "start_time": "2021-01-27T16:27:59.954646Z" } }, "outputs": [], "source": [ "scv.settings.figdir = str(FIG_DIR / \"fig_5_benchmarking\" / \"velocyto\")\n", "scv.settings.plot_prefix = ''\n", "scv.settings.figdir = str(FIG_DIR)\n", "cr.settings.figdir = str(FIG_DIR)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set global parameters" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2020-10-17T15:10:04.930908Z", "start_time": "2020-10-17T15:10:04.927474Z" } }, "source": [ "Velocyto parameters:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:27:59.959775Z", "start_time": "2021-01-27T16:27:59.957988Z" } }, "outputs": [], "source": [ "k = 100 # number of neighbors for KNN graph\n", "n_jobs = 8" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Define utility functions" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:27:59.964618Z", "start_time": "2021-01-27T16:27:59.961359Z" } }, "outputs": [], "source": [ "def load_data(fpath: str):\n", " ds = loompy.connect(fpath)\n", " vlm = object.__new__(vcy.VelocytoLoom)\n", "\n", " vlm.loom_filepath = None\n", " vlm.S = ds.layer[\"spliced\"][:, :]\n", " vlm.U = ds.layer[\"unspliced\"][:, :]\n", " vlm.A = None\n", " vlm.ca = dict(ds.col_attrs.items())\n", " vlm.ra = dict(ds.row_attrs.items())\n", " ds.close()\n", " del ds\n", " vlm.initial_cell_size = vlm.S.sum(0)\n", " vlm.initial_Ucell_size = vlm.U.sum(0)\n", " \n", " return vlm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The below function to plot gene trends is copied from Palantir with slight modifications. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load the data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the AnnData object from the CellRank software package. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:28:06.480655Z", "start_time": "2021-01-27T16:27:59.967574Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "The loom file will lack these fields:\n", "{'X_pca', 'X_umap'}\n", "Use write_obsm_varm=True to export multi-dimensional annotations\n" ] }, { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 2531 × 27998\n", " obs: 'day', 'proliferation', 'G2M_score', 'S_score', 'phase', 'clusters_coarse', 'clusters', 'clusters_fine', 'louvain_Alpha', 'louvain_Beta', 'palantir_pseudotime'\n", " var: 'highly_variable_genes'\n", " uns: 'clusters_colors', 'clusters_fine_colors', 'day_colors', 'louvain_Alpha_colors', 'louvain_Beta_colors', 'neighbors', 'pca'\n", " obsm: 'X_pca', 'X_umap'\n", " layers: 'spliced', 'unspliced'\n", " obsp: 'connectivities', 'distances'" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata = cr.datasets.pancreas(DATA_DIR / \"pancreas\" / \"pancreas.h5ad\")\n", "adata.write_loom(DATA_DIR / \"pancreas\" / \"pancreas.loom\")\n", "adata" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot the clusters and spliced/unspliced fractions" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:28:06.922766Z", "start_time": "2021-01-27T16:28:06.483045Z" } }, "outputs": [ { "data": { "image/png": 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VrHq/vXYgZUUNtbptsr/b1YSycqP08NrbMgrIZvbmDKrl5dBD/Ro1tixvg5SM3AZMKe86eP4Xv2wdBKBhZIDCQJX2Oqjb80XF5flz5807rV69ejv79et3PE5vtn88UkI3hRT+vah3+eWXr//www/Jy8szFy1apFq1amW8//77L3fq1Ck5w4yCccPSkEwymwGxBamZUBu4MXfw2FDBuGH1gJUk1lyoCj/nDh7bqWDcsGHAi0nrHkG6BecjAvZgpLpZchUzMuvlfRQvLMsq31VyNGCmVc/6Ib1a5mHAAqCv5gtv+F9uxD8JqUBaCin8e7H1kksuebt79+6+0tLSjLp1664fNGjQQ9nZ2S9UtXHu4LHlBeOGfQYcZy2qiSOAL0SK3mQiNXNtlFO1HGlYMG7Yh7jpZRIkOxOpt5tvLfs4d/DYRQXjhh2DCPwKYa7SPWjpnhPKyipia8ooLT/MSpprC5wAPP+Hd+EfhpSmm0IKKVSgYNywVghty4adSfYSEEXKPm5DWrO/i9TJvQypv1DHtc92HMHqhg+4H9FubQwHzgcOs75vA/LS87N2peVm5pcXllK2tcgESK+ZrdJyKuTywZovXEk7/qcjFUhLIYUUKBg37MCCccP6A8twujssQwrVgNTODSGCtTXwZu7gsQ8gwvcYHIELIqTzXd+3u/4vQlwLbrfAoUgwzMZtuYPHpqflZnYBPkzLyZiRWb+amVm/WqlL4IJ0rNjvkNJ0U0jhP46CccMuRNrrKOAxJAGiDVJtzF3i8XscbXQ60A/RUJ/+g5/ohbgDpuQOHrvE+s0TgLeQnmp3IFrzkcD23MFj33bvbEQDU4De1tcdSKWyUuB2YIzmC+9XQiwldFNI4T+OgnHDVgJNrK/rcgePbWgtz0da+nQGngJGI7V1bT/vWYh/1m63Hke6UCxENNpewDO5g8feUsVv1kMEdzNr0Wbl0bpnNah2AdLRYhbSk+0dpL/aaMRt8RBwretQl2u+8FNGNFAP2KL5wv942ljKvZBCCim46VYVrdNzB4/dBnRF3AeP5Q4euxHH32sCJ+MIXIDrkL5onREtdAHQzhLeFSgYN+xypLJYM9fi2p7cjJsR4Toc0Z7PRYRuxDpuF8Sd4UbYiAZ+QiaD2UY0kM8/HClNN4UU/uMoGDesPXAfUubxauAWoDli9g9FhGkcOB3x7Q5HisoA2Kb/TKTG7k7rmDOQuroAt+cOHqtby9sCv1VxGmVZDardpzxaslZst/sxgDOAGdZvNqFqnKT5wh/+j5f+tyBFGUshhf84cgeP/RWhX1EwbthIpM8ZSPcIj/XZA9xD5f5mUaCfRTdrUzBu2E9APRI1UrcmXbKb0/heebT7kXq6DZGg2wmIsM1GrPJ7kcaYwxDNdiZCX7Npa1uBX4xoIFvzhYsq/cI/BCn3QgoppLA7KKTQuU0BiyetN4D3cwePtf2ow5Guv3mA11q2BXjC3iF38NgYMF+laXhyM9Ay014BbgBO1XzhnZovPFTzhY9BNOpMHJ6viUwC/YEPkYSL90nkCU9FiuFsNaKBgX/14vcWUkI3hRRScOMZ4EGETXBu7uCxjwP1EXN+JLDcta1GIjXs5yqOVws4FaBg3LCeBa8PW5ZeM6ddVv1qZORnk1kn9+jsxjUWAWUF44adXTBu2IHWfgvtA5RuLzJLNhUoM27Yi3IQXvAZJFrr/a11mcDDRjTQhn8gUj7dFFJI4U+hYNywa4HLET7v8NzBYw1reQukF1oyCoEVwJq06plHpFfLqrRB0dodSzDMVgiF7ODsxjUWAxeUbi28LV5YVhsgrVom6dWz3kQCeJmIlrsBx78cw9GwbVyn+cL/c6+4fYGU0E0hhRT2GArGDXsBCb7NQ1gM7k4WP6fXyOqYlicVHI2yuFm+q0SZgFFYZuBY3hfkDh471jre18ARAGl5mV9lnvj00UY04ANOAyYAXyBauAehr12Q9JvTNV/Ynf32tyPlXkghhRT2GHIHj70QSMsdPLYrEnR7xbX6jfKC0lGmYZYBoBTx4nKMwjJQfIH4bechPlsbZwC3a1lpj6ZVz3zHiAaqAZORIFpjQGm+8HIkO+1CHIFbav2fb0QDR/IPQkrTTSGFFPYaCsYNS0fYBkXAa9mNazTAKoAOULKpAKOkHBQnZNWvtl15tNXAUcAizRf+BsCIBo4DPrF2iSPUtgbW911IevIrSEJGGlJY5xDEBXKJtd1lmi/8R5lz+wQpoZtCCinsMxjRgIYkRvQ3TXNl8bqdUQxzWnbjGqcigTA7qw1EiN4EtECK5PweGiG84OOAdzVf+BsjGliCsCkA3tF84dONaOAQJL35nb+rLGRK6KaQQgr7FEY0kI7UYlim+cIFRjTQC6F7VYUiROh+gviIbbbCBoQPDMLPBaGXnWUnRxjRwFYcdsUTwAtIxl0a8IvmC3fcU9f0Z5Dy6aaQQgr7FJovXKb5wvM1X7jAWtT3dzbfovnC6zVfuAcwxrV8McLJ3WF9rglkAde7tvnC9fkipKiPLbTbGdHA35IclspISyGFFP5ufIhkwdVNWr4DGOD6Xsv1+VDXZ3f9h0ZGNPAqUpbyPOAkpDB6JuJ+WIkI6Lv/ruI4KU03hRRS+Fuh+cILERdCEyT4ZaM6jusA4AckDTgZ7pTj2kihnFuRAN5XyT+HFD+/9y+e9v8bKU03hb8XumoL7EA31/7Bdh2RoixrgavRzV374OxS2EewXA0FRjQwLWlVXWCtEQ0chVPbtwChiE0EPgXeQ4rz5AMdgWrWdplIIsXJwMNITYfGwHeIcP5bkBK6Kfx90NXNwF1AMbo6Dt2M/s7WzyM0IJDspjv38tml8DdA84VnGdHAk0gvtbc1X3iuteoA12bpgNfi59oYbEQD5wCvWt+/RlKaD0B8vssRoQvSBPNvQ0ropvB34gzrfxZSUSr6O9sWuz5LpSpdeZHWLzPQzQnoqgeQjW5+t8fPNIV9ie2I37W7EQ1UR7TXw4CdiBabgRTJuTxpv5NxXKYlSFWyq5CEiTFIBbOawM17+fx/F/ul0I3EQj2QYsfbgYf83uDsv/mUUvgj6KoJUpi6MZJ5VIrwMDsjL8hH1nYKvUoe41Dkma8DwtaybxBfoImu7gRus45xC7p59965kBT2JoxoIAMYZX09GBgEPEll7bSsit3fQgSvQoqvH+9a10vzhXdXg3ef4m/n6UZiIQ3h7K30e4N/6KeLxEIK0XrsDnVx4FC/N/jj7vdK4W+FrjRgPtC+irUnI9zJ9cDbSIeAOUAHhBJ0DLq5vdJeuvIgHE67Hbjt5wOYiG4ega4OBragm4ur2D8NIeMvRTeX/H8vLYU9D6sTRBdkMrY5vHaVnE8Rd8Etmi+8w7XPKMTqmYgE29zuJxOZ1IOaL7xob5//H+GfIHTfQ168lcDBfm9w3R9sn4uk/rkxFnlJ5wDX+b3BnXvjXFP4f0JXpyClAqtCL3TzR3TVE+mZlYwZQF90s3JRal1diGjPtsVWipiX5yEv7Y1IJapB6ObnSfu+g5QcLAEOQzdn/smrSmEvwYgGaiIa7mzNF55vRAMnIG6CKZovfKu1TRry3h+B1NUd4TrESsSVAFLzV1l/q4C7kTZBL1jr+gLfaL7wyr19XTb+NqEbiYUaIS/Eetfi+/3e4A3W+meRmSsCnOn3BuORWCgdaVb3tWufTSS2f37I7w1eG4mF2iPm6HLgVr83WEoK+w666gu8jmijdyMvSDI+QTcHWts3RsoCZpCYCgpSTeqsKhkLuvoI8FvfzgI+Qze3o6u5SCFsgIfQzWut7TUkSPM8UnsV4Cp089H/13Wm8LfAiAYGIbKhytU4vt03gLOtz8njyi6AXgQ8glhK92m+cFW0tD2Gv8WnG4mFrkfoP9uRfvcdrFVXRmKh2xC+3sXWslOBZZFYqAbC21voOlQxoAOPu5ZlWv9fQ3KsQQpsPLJnryIFAHR1H/KsvgdOQzftdiwPIf5bkCDZDcgzd8NNau+H4zKyXxq7YtRA4Bd09SZwI7ppuPa7DHnmm4EIulloLR9rncMu4G10VQsRzn2Q7CQbq7H9ySn842FEAw0Rf+6qpFUzkPd9K5IyfB7CchmFCNdDkApmp7j2seVfNmIVAXTCKiW5t7DXkyMisdCQSCx0XyQWau5afKH1vwaJRY9LkRduPRIwsdEUEbggFBC751IIoYhMRmar74HRkVioMdJYz0YqCWRvQFe9kLRL2xw8CV0NQ1cfkFhMujHwAKKxulHd9TmG+N6g8gsFMgaCiADNcC2/B8laOhtYgK6WoKsT0M2Hkcm7Kbo5FRkjLyH1Vm28D7RCN2PW9eRajIgU/oEwooFLkUlyPRJke9laVYS4HzKBupovfD5CDztA84WXW9/PRLpNlFO57ZAb+Xvn7B3sVU03EgudhAx0gGMRPxvAZ4jwjCNaDMhMdQ3yAu9CZqavgVZVHHoz0M7vDW60vvdL+t0vcMjPU5HoZwp7Hm2TvhuIr0zhCFCA99FNA139ivO8ASa5Pk9H+l61Bq5AtI0rEO23AY4FcwpwLU4evjuqbUen30NXHdBNsYp0lYXQjkAm4O3IGLunQjPX1TGIhqShq8/RzWP/h+tPYd/iBhz/7J3IZN4QoZOdoPnCUwCMaOBYYDASdHvd2vdGElu+f2/tZ+NHZPxMMaIBj+YL/55g/kvY2xpgg+TPkVioDVL13URcC7YJuRW5CesRP2wu8oJNRASnOxDSGvjeckUkIBILfQoc7VoU9XuDJdY6TyQWOjYSCx2YvF8K/y+8jwxWA9iG0HRsGDgWyTB01Z3EYMcqHIsHRIu9EJlA3wTeQzcPQDe9SJ69uwzfCHT1M7rqjQjgLxD2gg0PogkJdLMY4Wwa1l914C50c4Zrn+tx3ocB6Oo7dFWCrhahq+QOuCn8PXD3YNuJZKINQGTFDUY0UN+IBmoDHyCpwK8Z0UCHKvYFyWwMIa2EPkas7EbIGL1sb10A7H2h+zLCnZuL40c7B7k4hTS8K0U03leBS61t6iB0oRBwvN8b7I1EqW0ooA1weyQWqtCEI7HQ4YhGbWM58rLZGIfMfj9FYqFj/vrl/cehmzsRYWk3KByFmHnvI0FMu0DJAYhwtDu77gL6oJsbXUdr4frcEbGG7N+ZhdC7PkOsnMZIHOAbi+51PQ5dDGTi/hxd9RJXg/Kgm6MQP6/tKz4fXT2PruajqyHIi2djC6IAZCAT/AMpt8M/Aqci3Yk/QMaA37VuNTLxp+PQCBWOhXQXUo/hJ6TAzrWIfGqp+cJ+pIOxDbfba49jr7oX/N5gERJRdmMKTqDkC8SlkOb3BtdaQtMOoKUjs9i8SCw0k8r+QBBtuT5g8yy3JK0v8HuD2wEisdABwOnWcg0IkKg9p/C/Qlea5S4Yg0ymJjLARYvUzVPQVU1koNvYhhMtfg3dXI6uzkR8bZkIkd3dTtub+JvmL8Bx6GoBjusoy9J25yPBFftlex8JmL1rnddsdNWCxJdpCY6m/SIyISxCAikZwO2ubQcCx6Kr35AYxEXo5t9SAPu/DM0XLgGGG9FAMxK7EpvAh9b6dUY0MBRhPk3QfGE7ceoSpD5DOSJ8r0AUhkIjGuiPyJ0QYoHtVSbLPmMvRGKh7oh2ejK2+Qgf+r1Bd3m1SxGKx0s4/pfW1l8ukonUA9FyaiMv1DGIIMfvDf4ciYVeQ0wLkGiljedJ1Ox/3TNX9h+Arpoh7p/6SNWm+ujqBpyIrw0PcBe6OsradhOi7f6GPFsN0VQutzLUxpFI4XGPx+eqOI8jEE3XDQPd3ImunkS07DiitfbDcV11S9rnNyRwZ0NDzMpHkRfY1no3IGZsK+s8O1p/LyKBwxT+Bmi+8AojGrgSuBKRDQq43IgGrtV84WLNF34VqwaDEQ20RVgzB1vbpSMas886XA4wUPOFRyPW1N4//33xI5FYaDDSSO5NRLM5B2ifJHBB8qoHAOOR9hzuYMwg4BG/N9gXh2gfB06KxEIvRmIh23S9ADE378ZxV4DMcDZmIbOdfX7nRWKheyOxkPf/fZH/Vkh67XJESOkIKyQLyXu3BaD7ORnIgG6PuIk067M91jpaab52QMQN93ESkyF0pZDn3ttash64Ht2chq6OtM7vfMSddSDy0q1HnnsBiWiHTBjuVNKHrL8urmW5rvN2n9ux6Mptjqawj6H5wo8BjyHjDWC+5gtX1OcwogGvEQ1MRgK0J+IUuwEZj+OtzwUkupb2OvaVpltVN84BkVjoROAd4Cm/N7gDuYnnWeu/JPGlLACKIrHQFUgA7likilBn628OIpTLEDMhGRciJuMG4Ba/N1gMEImF/DgdSwch5mUKDmyKVS0kImzjR4RBcA5wi2t5MU7SgQ37ORrYbBbdXImuzkOE34GIUDMQjXI7DusFa3sTXbknzvpARysJwx4rha7f3o7EDtKRPlknWp/vsNanIUK3FIcf3BNxQZ2DvJi5JPqabRTx+7SjFPYyjGigHvAgzqR4adImtyKJVFWhFyJ3OiLW2DYjGhgMrNN84a93s88ew74Sui8jFaUyEb9ZTZwb0hMIRmKhY0kc4D4cXyFIRPEH1zZhRNOy+bgNI7HQKESbXo2Yp92BO/3e4Hi/N7gM0YSS4WZYNKxi/X8LEqlvi9Pq5FvEOrFhIMko11t0q1stTdPWQHOQ57KKRK0R4Fl083nnt8zXLcF7IPKcbVfDEiDTyiozgHMsn+4ghAJkNxs8EmG22GPELexrIRlLByFMhXut6ytGtHQvjg/YznS7F91cA3RCVz/glJLE9RvrgTMrpSXrqhEiBOLAU9a1f4puLiOFvYF0EpWyHUnr1yR9X4ozbgD6aL7wA0Y0kI90mWgEYEQDZ2u+8Jt7+FwTsMeFrlWQ5hHETfAMQkrvg9C4FiGmarImVBvxFdbACaakJ22TSaJQ7o3MVt2tfewo+mVI6TZbwL6IY0pUhVcRTmgnXC6H/yR01Q2Z2DKRMotNEJ/ZUmRCykbu8ZWIiX0GujkHofYtwAlU1Uae/dmIBnKltfwSdFWKbl7l+tVXkbHidnV1AWbjCOFJ6Gol4rOdhvPyNEFeluT0ziKc4BzAQ+hqFxI8+Qy4Ggm22RiNFLkehK6CyJi50FrWBlES8q1tY8DTVqDwfHTTnpwewAkan4GM3/XoqnWq4PpegY7zzF/TfOF5SeuXkFgEaRkyRo+zvtvc/ouwBK6F7kY0UAeJG4WtrhZ7FHtD0z0cGGl9fsi1fCcygN1m2QokYFaMQ3JPS1pfirwEyW033kIc4sn7NCFx1nPXYa0Ey81w9u9t8x/CwTgUm0NxzO6WiCD7FsdCOQDRJJshgjOZZrPYOtZKa19HYOsq3Vo3F918BF21JpEt4Ek6Vh3r7xsSn3UccQMkb5+NBGxtlsxSJJCqkKCaOx3ZRKym43HSgU9EN/ugqzAS8HUrADmITxjkxf8CXbUisZeXvX19pGNtSujuebjdgNsBjGjgUES5+xgJ2NrPYT4yYddGAu8aEmOCRBZEMTJeH7O+96fqynh/CXsjkLaBqv1d1RCT7wSkhN81iOZ6CI5paqMIITM3QzStLYgAvhUxG8Yh2rRd8CKOZJisAa4j8bpqR2Khv6XV8n4BXWWiqyfR1WfIALTLID5JYn+qbGQwu5c1RVc6iT57A3ke1yIDO0Rlpsj5iK84jK4WI5pmMTLBQmLQyg23wJ1n/e7rOMEUdxvvNsg4+BLRZtymaAwndXyUVcuhtWu9/Xk4EjT0YBdOT8QC6/8oHBrbSkRQFwJPoptLq9gvhb8OHdho/eUb0cAviAzQEWvIPYYu0XzhnzVfeDKiTAxBfPxovvDbiA//NsRV6XYb7ZUOE3ulylgkFjoa8eO6faRrkcH/GCJAz0HM0jMRwVuAY8K9irgNbGG5DRn8nyEa1Yt+b3Cc9Vtdkbx8H6KJtUUy3nq6fns64otrh0wKKxBh8DAyY36LmJAzgKDfG3QXVPl3Q1cjcXiJ6xFhMRcxleciwgsk4PAkEsR8AkfILKHqVG033L75UkR4VjXhX4YE6IoQ/6htCq4j0fc+HxiCbs5CV3ZApRRxH1yITOx2VuIGZPL+FZnktwIHoJvuZoagq3xEWLYFrkM330BXAWSM7A5j0M2b0NWtOAG6Z9HN4VaBnccQqyuYcjHseRjRwE0IS2l3iAMXar7wy8krjGjgeESTjQEzNV94qhENNECskocRDVfXfOFkC/svY68E0vze4JeRWOh8RMuw8TNi4jVEzFU3/QdE4N6BaMDnIVrrLERDtl/8k6z/vkgs9LnfG9yECIGvECFwjet47hf9INfy1shs1xNHoznR+t8XmS3f+zPXu5/DTX2qb/1vgXBZZ+Pc+43YnRlESA9HBNqniLAD0T4TUqxNE1OpBC3TXazGjTgivIsRLdktZJO7BHRCCt+0Rmo92JzZ5ejmHehqOjIJpwNr0M0Sy1/dC/ipksAF0M1t6OrIpK4VLyKuCPc5u/2EtlvjHuT+5AAvWFaDO+OxPonVrVLYM6jzB+vdnOsKGNFAR8RK1lzLPkMYUSuAmxDruvI42QPYm+yFrxHhZfvWPiXRDE3uxrkD0WJtIdAIcXYPIZGSBHKzbPpQBlVXBkrmgCajclFswX9HI5Ei4Hcjz2cSYlnUs9Y2R3yci5HuqUe59lwF5FhZaQp51uVIht8moLphKraRRy21034O66xt3C1TdiBWTDNEgF2XdIZF1jaXIdbQQTjCrCVOkNaG7VeegWi+6UBXdHUawlZYWmUmma4aIoHDFujqenQzbK1JHkOjrGt8GBl3z8j+Zhw7TV1Xj5MocEEy6XLRzWS+cAp/DfciSsEhyLMvRMZyLWRcXaH5wpuNaCAXCbofhbjQbqaypWX75JshFFINuNiIBhprvvDuZMX/C3stOcLvDZoId9amAl1B4iBeg+PDA6EhuYtSFCOq/9ik7QCK/d7gtkgsVB/RhpMDKV8igbvd4WMkgj0OmdGWI5r3ZX5v8Ivf2e/fhtORZ6IhroU+iBsIxId5BWINDEW023WI1jkGGImujkZYAG3QzY8RTbX6LjOLfqXPoSW6Zu9AEl7ceIdEH3EysoADpemkeStikbgDH26BW4KjgZ5GonZ6M+JOetfqYoGwCpStTUeRwKCbx4vVJugMRCsKWLSzNOt3ewMRdOUwcXSVSdXFUrJILAaUwh6A5gtvQMZiHRzly+aT19J84XGWwH0F0WLTkDHaHokJrUEsrK1YWa2I3LHlYj6VmVZ/GXubp+sOoCyjMg/XjVEk1lEdjmi9diHis3DcBM9Y/0/CMX9tTEJucA8k3/p8El/AMoRHOgGJoH/j9warSt74L+AjZIY3kMnrCqR8XpBEN4GBuHFq40SEb0KEXC5wIrqajfjG52RT2uVMz+dGHoVamenBQK3LVOUdEF/9FpxCOL1xosOlyLP5DfHnK+xiSCLMOiMF7KeTWCvZRiZwKbqagiRWaIh5eTcylmy0Rld2Ef1idHUyie29jYTmmLr5IVIgxUY7nEm+A7DK0qR9iJKwCtGW3O4t+x6msOexHLFO3W6yUuASIxpoisSR6ift8xPy7BohsuBIRFb1RSy765BiOuM0Xzg57fwvY6+364nEQoOQl+RlhEJ2AYmaaXKQxRaQUWQgb8ZxRYSt5R/5vUHTqufwA4lC9Va/N1hRaCUSC23DiULuRHzEbpT6vcFM/mvQ1XGI+0chyQL3I/fZRHyznZP22IoEG21MQ/i0dsNA23R7DGhkmLTQVMW9tqlbu5ABb2uoNpUM4CV0c5h1bucjE+erSJLGJKTq1wokQDaJRJ+vGy/gFLIxEavHNh1nW/t/haN5PmJdh891jI5WMkZl6OpUxPpyj6OVOD25rka0oznIPe2ATCR2YHcQ8Cu6OXc355/Cn4QRDXRC5Ep7xOXUA4dO6kYMuFnzhV83ooEYzuSta75wBWXRiAbeQiyccuBIi/Wwx7DXay/4vcGP/d7gE35vcJffG7wEiRjagZEIUmhkFxK1HmctN3FeArfvt5rfG/wQUJFY6AVr/+cQk3AhIpC/j8RCWiQWsoXBRcjNnkoiF9SmtT24u3OPxEJZkVio3u7W7xfQ1cXo6gd0lVx7+BJEYGYiFkO+tVwhjIRkP1ZNZALciWi0Pa39NyCawXKc9OzOLoFr4oyzPIRra2t931rr40ATdLUJXT2Ibr6Cbp6DJK2U4RSbbob4Zt2BzrUIJ3MropG6M5G2kNh6ZSUyQdu1O0qRMXQ6jptjHVV3rrDxDIkCNzkxIxPdvAfdnIAE7voAB1n+3I+RjMkZViPOFPYANF94vuYLX6P5wschQveo3Wwa1Hxhu6i5XWGwHKhvRAO3G9GAndzS1/qfRmU661/G39KYMhILZQAeq/Sje/mnJNbDTcYu5EXaTqL52wgRANMRIV2IaFBBvzdYIVStTsKvIzPiTcBnfm9wVyQWuhDxF77p9wZft7aVeq1imtzj9wZv/v9f8d8EXdVHhJAt9FYiA+kcRJN9xFoeQITOVSSyRYpJrElq4xscYVaMBI4mkGji2fgZ8aPZk+AoxK1RG9FIqqJk2VlwcRJN9BKkluoaRKME+BLddBITdNUceaGaIhNx16Rjm0gAxo8I8KvRzeet0o99kRq9KxP20NUIhLkxwzo3tzviTiTQ+JB1jTlIp4wR6Op2hFs+F7lfq133YTi6+WwV157C/xNGNJCHTMLucWhb0qXAgXaGmRENpCN9FM9IOsyDSHzjfmTy7av5wns0lXufCl0rRfh2JNoY9nuDn1jLMxB+5A04RVVsDcLtcnDDNlkLEeHRncpR43KEWxqwAntVnVNbxJ+jrN/0IgJhOo7/cqvfG6xV1f7/aAj3dDWVgwFTEMF3LyI070Eqs3kQE95uw/MQMknNSNp/IeLLtRtPumvZQmI3VpKWX4FuPmWd3yM4KcI2tiDMhAaIO8B2P7hdEdMQLRJgIrp5BFVBV6+RWKTHhtultRHdrOfaRyXQxoTh8Zxr+2uRwOKBCFOjN7q52KKvLXL9xmxkYrO14BnWPnb9kcOSirin8BdhRAO2r96NKchE/Z3mC/9gbVcDsZaqHjdSO+M9YOLeaNuzT0o7unA8MvMfDbwdiYXSrLbqkxBtwF2jtAjRWPqTGLG2Yaf65iDa0zE4WUP2S5OGvNS/1yXiGJwXymPtexeJQuTL5J32C+jmNuSef0siA0TDqTmchWTx5CFCrQxJPpiEaK9VaWPPIFqzDfe9KkWEzfoq9tNAXYNd3b9Wm0fQ0gvQKuK57yCuhB2INm0L2U9INPnnuD5/W8Xv2LgCeQmTi5+4ted56OoBy7VRCJSgK7FqpPHm867tTSQw+zkyUR2EbtoZfHVITDnvhvN+lSHuGNtiaIbTATuFvwgjGqhjRAMH4PTNAxkjdwInab5wSPOFfzCigepGNGAXKncL3OQSs5chiVjJcY09gn1ZxPx+Eqt82Z1/W+JUc7IDXiYiBI5Baiw8hGMKFyBC4mIq83OnIprZkzgahgnUiMRCOX5v0G7PTSQWSkOoJO4KWgV+b3B1JBZyayy7gE+tmsCvV6UxR2KhLLtU5D8QB1O5xN19iBDoRGUtFURgpCODM1nD74Vu/oiuGuM8t0mIid0QEVATcPi+CVh2+NM5z910U6lpmiacqsAkNzePW7qvWsGMZ860uL/pSfsfiQisNUgSwjJEKP+Cbo4GQFftEe33U3TTFvjbEbfATYgL6m5kDG5GJn8D0Zrt7gI27kRX4xC/txsKCbrZ1dOOBA5BV7mIvzariu2/QBSKK1zrM5FuFJOqukcp/O8wooGHEFeTm+plAiM0X/j7pM2fx+keY8PODwDHLWnTXNtQeWz8ZewToWvVPgi6FwH3+r1BIxILLUdMeXfWmFsT6Ye8NE2QaOPtfm/wl0gsFEVcFW1wfJCrEJ+bLXC3IBrXm8CSSCzU3arbC3LzkwvdXGT9vxERNgcg+fVjreWnRmKhucCTfm9wg+UueQ04JxILTQSOs5tg/l2IxEKnA7lHjb/72+zC7etwouoUZVcvWNqp7xsdB0Y+AD5AV+8gwvVrnOBQJ0QYnEaiwC0BnkM3f7S+X4/UVihCN6Vil65+zyf/LlBjRWmd2mPGDG+kaZqqVk1cb3Xr1OWWR49rApTzSKu53LDlFqKj72PmcyMoL86nXqdMPOmw6bdGlBU1IrtWF/KbQ/H2I9DVeGAl9TvPfDnn6uzm9arFfeLLroEEVhsBIy2XxhB0tQnJXHwSoZaNR4j0+a5zVUBdKmvUfUgcm3bhm2okBnxt90UZEhAegEwUG3DcIlegqwnoZkrw/jXYxbXcE96LboFrRAOXIFpvcmzifWRCHG19n4JMkqMQBe4j9gL2lXthE071/gLgIr83aLfYKUMCGDeSWChnPaKJDEG0mhuQmxKIxELXIlHKdoh/0YaGaMY7kIH/EQ4PtBWJTvMtSec4zu8NvmmdU6nfGxzq9wYPJfFlOhl5QG9b35shQSkQN0gv/kZEYqGrESEydvoR5y/eUrf5cuB1E77bkV/fnHHE+bk7aja8qDBUcyK6Go5u/oQMxmQa3aFIAPFahLf4NJCNbo6s2EI341IP13SXSGxC1ShBGBJH5RYuPxCgZ8+e5ds2rJ687fvnCxe9cwv89oG2qued6ooFR3fpdmj/j/qO+enGt5o/lkfrY3k2bSTHvFOL37pImv0nLR7gmHdq8an3PhDFoR0ZednPP/ssM+Yu9CCc44uRCceDTBA2TnN9HooIxsOR8fcREoh5GN2cjm4+am0/DDFHz0JobHMQbfla6zjuUpUgAvcSJEBpxyNakOhyyUbGtHU/lYauOqKr5GptKfw+trk+r0UUpM+MaGChEQ1MN6IBLxKsrYdMxGsQptR3iGzYiSTOvIQk0bS3Pp/m7kSxJ7FPhK7fG1yPzPg64PN7gxuS1hf7vcH7EAF3J+JO+Nl1fm0RrTSMvEz3IIO2JRJ1tylIfZGZaxEy8IeQKMgrcrX93uDnyMv0DBLJvisSCzWmMmzNzu1WsIXLekSDARHie7z25p9ERTW17XWaMnXARbV31GzQ5+Oh9x8x6aRrC3bWbMBB37xETsE2H1ITtjdVF25fhkyOGcAIdPMyJ1lA5aOrp9BVEdKi3C3QrkSCkktxgkomomF4AJRppAHMmzcv7aBDfYcdNOS+rMBLs03jkGs44dZ3eGHsy1xwwYXUr19fO+v8i9M+zTjNaJpXzhdffc34GdtM2p/y/ZMvv21+PTFK29rx2ehmGjcXdKLnpWsAtLR0OOSqZvj0M6lVUYfnB9c5unPx1wCF6OZ8dPM+xBUxEtF0BLr5Lrr5ErpZjkz+b7qOd6iVBp1sMW1GN59DuOnfW/dgIc5YsdEHXdlj8mPEl74ZXZ1ICv8rXnF9/hpxH41HrN+eiIVtv5cmkiizC7Fa2iF1kNdrvvAw5PkPQ9wVPxjRwF6Rj/vMp+v3BmdQOQqevI3tgyMSC7mz2b4nscya+2ascH1vjJjEdpBCIU5yDyIgx1vHtlMB3/J7gy9ZHSciQEkkFnoL0Yqf9nuDr+GQrBXy0pRgFdbxe4PFkVjoEGRCmeb3Btf94Y3Yu3gICVI2A4inZ7LowP5rEdO42DSZr8XLe+I893xES5uYdBwD0fraASa6Ohzd/B5dXYaY5W6MQVczERbBRKx77x01IT2WOagtYp3YmvSqoqx6JUArj8dDrfzqHoBqeXksyjl06+yfrqnp9TZn6dKlKitLrMXINz9qj59Sg6ZNGvPi2LHq8m8/7/H5uZ3VoEGD4i37nHnBG2+88cGll17a3DRNCgoK+HHGTPTMTNLT01tsHn8pfHuPiWicdo2FDORZr8Q2H3V1FeKfPh0ZKxHgBHSVZglb0FU1xA3mdV37Bci4TGbXSPxBNwvQ1X3W7xyAKBVnItYY1n3pgK6m4lRUS0N87u4suBR2jyAiV0oQJSu5JEBzJDZ0LqKQBajMWuiLUMXcFl9nxOL7bk+f8D4Tuv8PPIKUENyCRBOTfb7nIubETMTna6M3UsfB9iFnIqb/NL83WBSJhdpZ++QgN/RwHLdDJk6wr1ckFoogL1pXa9nNfm/wDfdJWlr773Wm2OuIxEItEdfGV35vsHlk2X33a/Hyc9LKSt5e07JbG6BXjU0rabp4hkczzbsQAdMGYQVMQDQ+d/X8VjhsB4VYFN9TuSANyIT3FeILO8Y7akJTxJfa3Fvy8dWxzEFbgWqmiXFi2YPbB5XW9wIc2LE9n49oCut+AvXJhu83914G9MrKyiInJ4cmTZpw0003ceCBB6ItvJ3LLr2Em24Zzej7Hs8qLy/nnLPPXoOurvJ1DjZ+85n7tmdmZFQLjH5I63/EkRzVp8fKnPKtTVj9sUIsoZ1WJ+G7SWzBczny7JK5moeiKynWJBXD/Ih7wJu0XQnOpGxTHDfjtDqCRCHgQRgaEeuYPwIz0M1SdPUzjqVSdTZcCpWg+cIG0kEcIxqojZT1dFMCj9J84Q1GNPAjMuG1TTqECTQwooGGSLBzBjKJFpHI0Nlj+McKXb83+HQkFnodKW5TaiU22AN7nquerl2spT6i1S5BTLUOSITYrgB1udXtNxeHt9onEgtdhAR5uiL+vTScTrUXIS/mF8BGvzc4KRIL9UC08YXAqCo6Gu91WPeiCKcq2yxE41oSiYU6+FvccH0kFiosTcs4FpjrKSum9+fPkV5WXNOEW004U5OXH+QeufPL48isvwTxX8/E2fYHnFY5a5AJ0a7gPwBdZcPH59jbNGPNzVh570qhNVEbO5a5nT1bFsH6uQAl3Ycc+WLr1q16rVi+gpZNG1AtO618zsJVaWlpabDpt3XnHJzd4FaPhyeffJIGDRqYJ/ZqPpZfua3h3BANoQZND6VG9eo0bdQA/89D7kdohlchL9FFODWDk9HN9dmuTDYOhz98LDKR/4CYr0cijId3rW3teq6LkaCqBGF0tRWxMM5G3Go9gQctdsaJSKBus1WhDOPwEa8Qm3qLKi9ZStG2oX9UIi8FgRENdEfG6WLELz8FUUCeQxSCX632O58h736cxAamCmH4jNZ84UuNaKAzIrgnar5wVVTVv4x/pNC1uLu1LF+wTe96AMdNcLJr83NwClp87fcG51n7vIWYDdWQ2e1TZAZLnr3uwnHGFyJO9Tut33oAKYjzjmv7N3DYEotxiu/sE0Rioe8Rs8fuJTcRx/XSCmgTiYWq4URkD0ovLVmeXlbcHECBZ07vUy9sP+tTMksKMcFUou2dhwiqOkiA6DJ0M9nHfR6i8Wajmw+hqyE4XXtLgWNu9zxV1lebTQ21i0Iz0+bZss3I3XaiNjG/blYzunXtQrcePU3MWbZsaZB9f97V41/4aMaYR1/oeceYEPF4PK1N6zZG/97dNgENmq8az+WXXsLXEyfFhw8fHs8c70/kUJpmvEvXrp6GDerBMt5ByoEeaf3Nd225AdF+bY3ndWSCbobT7eIgEpM2DHSz3KqqdqrcRt5D3DCl1rEesO6P/TLXRF7eIOK2yAR6W0kUJyMBnBHAZiMaqI4n7T5a9cEUOprflPbhpwI/aL7wNFLYHV7HeZaLkQnzE5zyr10Rpcl+Lh7ED5zcPXgLgOYLL6DqbuJ7DP84oRuJheois1XrSCz0HOL4vgcn/74+YubFrO/ul6+hdYxuJDrYwfG7NUW4d7aGUwdHaNdAmBalOPSSKyOx0IWubhJuXS1By43EQtlAuouWtkdhdck41PpqP7v+SZu1QAJZdlaYUZxbo/nPBw2i2aLpbKrfctvKtr18tTYsp9mSGSi7b5huVkNXd+O4am5FtAUAvKMmeODjnFjmoAhO2Ux3jvsW4P0haRMq7klNVyZcDVVQ7RhtGixew6xr2kHGhhksmLUF8belYxrtun0z6NnxxxxcjXP6tiWzxjoOueo8nurSFQixZgaP9sz7lcd/DvDVqOp8t+lt3Fg788vHTz1iLq3bfsYQcx266uFauxp57hmIi+Rl17pzEBbDfHRzh2jrDMPhb05BNFus5S9Yn39Gxstz6ObF6KoPDn3JjcNx3Ab3JK1bg8QHikh08TyH3ON6QJkRDXTRfOHklkd7HFYa7T3Wedyi+cK/7e3f/F9hRANNkPv/k+YLR6xlx5LI566DJDI1s77b70g3JPvyKOATzRcebUQDZ+BQIucAdxjRgEJiIls0X/h3409/Bf84oYtwGu2ODhcjN9HN8V2BVKqy8QxSN6EBUGTxaMeye5hI5splyMPId61biaQMxpFMLIW8kJ/hBD/OQMzFzbgEeyQW6oVkKuVZQtr9YhOJhRog9SZW/865/RE2UTnF9hekSMsRyL2Z5vcGN0ZiodOQalsDAZZ27MvSjn2xrtfcWr85zZZUjKufrP8/4/jDmlr9y572lnz8Zi6Fs4Z4InWt7UrQ1WdlpufEdCVz0DqjVv0G2hZwjSmlSEPu5QylLDrd9pXyJ5Nmv6Tr+5nVP17N6h87Ab8w8IldlBc7Wkcs+gXwBd/dO6zSnYmXTuCIux4HQFcDcHy3uxCtdYl136ohk6WdENIU0d4Xo6vu1j2zj78YEZq90dWTJPKWbUF6u5XMMQCHZP89ol3NR7To3ZUOLQDQfOEyIxroi7iJqiPMHNtKSEcsmL0mdC2T+hsS6ZGNsYq9GNFAT2CT5gvH9tY5/A/4EosXbUQD4xHF6Q7k/hiI+6gP4iqwYbsRliHP/i7NF7YDlO7Eny4I2yaOBN5MIxo4Q/OF3RbuHsM/Uej+iFOCcRKVq/c/5/cGtwFEYqGmCL1jPPKi2DzZO9g9FJKZksyHfAN5SPfgFHqxUej6vAN5EesiD83mfQ7BMfOvwKVNRWKhExC/qCcSCw3ze4MJWngkFuqJBA03IUI+Duzye4MJxdv93uCqSCx0FOJn/hoJJE5CiOHPIPft8kgsFETMZHe7kVKc3mRlKw7odVTLnyc3rLZ9Yxow3q6DENfSyjxGuS2QWgGhiz3veSfE+9S9QrPnHTKBQR/E+9FdW0A5Hm4pv3zX2xk3VkMG78uI2wbEnDsI0Rh7WNc2EZn0XkYmBRO4w+LFgkPTA5kIulqff7L+H+pavwS4MCnJwB0sKUE3bcpQ3CpiXmDdh59xqki1RgTkTte+La3j78QpsLTL2jfDup9lVO5s8jm6eScAuvoA0bS74yTfTEV8xPdYfbkaIUk4v5EoNED46F/wO7C0wCzNF178e9tVsV9T5PrHUrk+h2FtE0Ksg3IjGghovvATf+Y3/ios7fMaEutmn0Fi8FND3p+7XcseRpSjA5F3+3rreP2sUo2nIvfbDnS6OeYKecf3itD9W6qM/REisVAzZFabjESIpyMvbBHQ2+8NzrG2m0zlFNeq8AYS8OmIaB8HkihU5yAvge3ncRdXKUM0sgV+b3CL1fvNFqgm4k6IR2KhMxAOp33cq/3eYNg6z9dxuJxf+L3BhFoQkVjoBxzN7HvElVIInGOVsvxdWGUuL3Cdk30OL7qWBxFNfiBSTe2TigPoSplQpqwBWO5JwxMvrzjI5Hi30Qdr82/PUomtyj6M9+Wq8gqa7sRY5qBTkfv2MPK8GuNkCq1F/L86ullq/W424t9c7Mp0S4SushCmynp0M2ItOx6xSNKBq1zC2t6nJkK5ao8EPQ9GfKzXIRqSXYXqcqQgzmHW8sOQ8XYdkrhga0KLcayvtcik3AgRuptILJK9BRHeG5EA7hEIm+YHnG7FhUBdw3dVG4RBk0cV/eUsNNJ84bXJC41ooB0SOPIgUfl04ErNF36simPY+xyJjIdvrPvzC6I8uFGK+Ktv03zhRUY0sJTE5gNHab7w17v7jT0NIxoYjAQoQd7Fcpx3cxHyHD7QfOFzLfbCTcgkea/mCxcb0YAHeZ9tRWIjImDtMqNdSEyFN5AYzwDNF565N67pn6jp4vcGVyCmso2ekVioC7DODq5ZcPPqbLPbLl9ok/7LEB9nPvIibUcoTekIA+E56+9+17GyScQUoCASC11q7WuzJd72e4Nx65zHR2KhfsiLDDI7h63PEeTF0Kiaf+m+JtsXmQOMi8RC1X6nQtqxVOYl2rLSsM77fOR++BEhsgJ3soCuNOz+XvbJNGlPemlJsN7ahYcC3/f1zK6SOnOiZzImGteXXzm6lIwn0M2t6OpBHC1kC47QbYhE9rcgQSfQzSIkELJ76GYxYpm4l32CrloiAb1FVeyzFbsmqvBkh1prchGN0r7HvyI+cS+igR+E3Pc61jo7jnAvIngCVE4mWYMI4ebW91oIU6EMcY+B8KcHuvaxLY6jcSaA5A4oABs1X3itZd4PQbLh+lnn3J7KFLYzjGjgGc0XLk1ajtW25iPr+s5BJudkgWsgE86ZQNiIBi6gMge5G2Jl7Su4yzSuRe5pCLFU7Xt2phENXGp1ebjWvbPmC8eNaGAMTlPVuohlcgnOZGmXefwB8fumUzljdY/hHyl0kxGJhTwIubwOiQLKfgCrEMHZEqHyHIFoQiADya6F2w/RaOxZrY21fwfE/OhGIh94F85Dz0U03K6IFt6UxJ5uIBrCcEQQVpCq/d7gG5FYaCbykEdHYqHLgcv93uBka5MLrWOVIi+i/bJr1l9F8C4SCzVHTCkvjl/xXkSr7Yujke1Aoub2Mz4cEcidkKi5bf4fA1zsVvtzd22Zmz9y1QMVC6SduJtmU4GTPNFpJ3miNeXazM0kVtpKLpYDlfPf/3/QzVV/vBGQWF2tBElCOBcZM0XI+MhEtNDcpH1/Q+5VK+ReJ68HMUHHIDTF4xGt+AdEA7MpjpsQrepGRGAWAh+ohRPfNA/ovw1RCIoQ5aA6jqm7yYgGWiKBPM06F/tRuSdiN0e42IgGliBjvSeiaDS31rvv/RJkjPaxruFCRIv8GGf83Uqi0N2Fo3XuK4xF3su2CK1rshEN3EZiAH0ncIgRDdyL+G8v0Hxht5voQUQDtt+F06ncwudI5LnYzKg4TvfxPYp/pHshGZFY6Emchn9Dkn2iSdumIwGJTogAuB9nlrNpVsko8HuDeVZmmh1hXoj4iN/CafcCMktWA172e4OVghsWw6AZ8EkyhzcSC7nZAbP93mB317o3kNz+dcjLng3c6fcGJyQd400SK6MBTPJ7g74k18fv4cK8rev8piftiKYLps1v/fOk3haLwQRmFuXUODv7+m2J/kEpyH09YnpV1SpnNbrZBF3ViJvqQ48y+wGYJhSStTlXFc9CXoir0c3CKvbfO5DGkbcj7oXR6OZqi7Y1HRF2ZchLW9UEUYIIy+OqWLcCGGpl4YGuPMikv8rS4LEoZocDb6GbP1vLTsXxFe4w+l4xAM0z1XXcIYh/PgsZu/lUrnYGMlmUI/7xK5Ax9w5OS6Xd1aH+FqFULcUJDq8EOmi+8C4jGliBUyRpOYn96BZqvnBycsE+hxENLMJRLtYg781YZHIECbr1wircpPnCpUY08DxOG6fd4SUcq+h1zReuqhbzX8Z+oemSWEjmICrTwdxogEPYt03b25Ab3rzKPZz2L48gGmQTJPFhWyQWOh4xD4db29yJVdAkEgvVtd0LNvze4E8ksivcWFXV50gsVBMZOPb517HO6fBILPR1UtlI9wxuo471269Y55sslG1sB67LKNq5ZVfNBicB/Nbz+EOzC7bRJDYHQO2o2aDLdwOvWNTh9UPmehdOK0A4rQ8Ct24ya6ia7GjgUWZVk1ctKdpibjdHe64tNT0zMlQ5k4xu5tDyO4+IZQ5q9G78iNvnGG1efmXUhHNjYwbum2psIuCDSUv74rBW0hGB6/aF25qIh8oCdzOSCj0MeBldnWb5o89HtMZnsSlmuvkllWsxu59lEZpnJSLcM611XyJjsBXCmqlG1UXh7WBeP5w6F26tviqBawJnab7wGiMaeM+1vCkSnPyCxMmnKYn4AMCIBo5ABHwmQqELWJlh/y8Y0UCa5guXG9HAUEQpmQ4Mq8pNYuFSpOhUTcSieItEt8/R1n8/8LTly55P5YnIfs4KUXauQ3y+2UgQbq9gfxG67gfqzp4iEgu1R7SJzyxf8CrEd3UCcpNvQ26k2381H0ld7Y0MpPsArHq7w63jtonEQh8jZvp2KpvFNRHt+/Gk80m3jlUWiYVqIb63WVZroqcR7aQPsCgSC12BPPhbSGyamYbjFy3EYmNYSSJ2mcsBOC+inURyBSJw3QKkxLrWhsAsTOO8poumd1zS2Uo/V4qt9b220KUop0Z6+xmf4F04rcJ8M0zaXV5+k/GZcajnMs94rve8kqZUgiDYAVyEbhoAabfHZ46/9ej+q8z6570VP/q1WOagBe/Gj5h+bfk1Gf3U9IMj6Vf2Rx/0NqL1/h11iL9CXjK3xj4bYRiARLZzER9qMmojPlHbBTAKXT2EuHcATkFXdStqNiRDNydYtR56AI9aAvAYZLx+aAfNrECZPR5+r/CKu6RhBpUFtIGMjzSEMmUXdH8Tx5TeidQlANH2RiA+TXe9k6+AHVbXhRtxNOqRiGX50u+cY5UwooGaiKbe2YgG7kYsqQzE7bcFGGn5s09EJqA8ZJLJRjRc+xzcAvdmxO3oRd5/m/7XDAnwnohzf8KIO7I7koG2k8SKdHsF+4t7YQ6OD+cBZCb8CcscRgbnWsSJvgIJIB2C08seRIvIQuhCdjTzAr83+J71G6enqYwTPVr6ajBVmVFymWHGbX/ulzizp5vZ8ILfG7RpQERiof6IwNcQ4f0CMohWA80tlsMdiK/Mhu2PA/H91UR8Z/aAvxcxN7vhUN2SJ8tDrfvxNQ4Fyr7eLYj28gUwIKN4FwdO/YCZvnOtXy8HTaPt7C/n1Vq/bNnM/uedcODU92kUm1tx8LVm7SW9S19uBfBK+q301WZXrHux/ATmma3j7xtH9ELM1IOAqbExA53JUVcZd5dfsKuJWp8+xJPgLbka3Qzzd0AK2DRC/J47EY71aYh7YBK6OhbJYgSZ+J6k6toT3yI+XZsNUgLUQDf/kiZv9fD6BKuYEo6fteIKkLFzLW6uea3221WNlgotbae5YfYn7Fxxl+YLH4MIpgXAWxYN6zNk4l4H9Nd84d+MaKAW4usfgvjv7bEpsY1a7dmR2XL1mk0FNepV9+TVUhth0zzAvFzzhZ+yT+Hnn3++b9q0aee1atF81+GeT+dhlK9DmkIWrlu37rJPPvnk1kaNGhUOqPvrY+xcHrZ2MxGrqkLTnuEZuHLJsmVNeretoZoV/RBH3it3+GELMJOMaj1p2Lum0tJ30OiwJzDKMti5sj1G6SRz+ZfXU6dzbcBQylNkxotyKVgHWxeMxDTWI4yR5zRfeK/UWagK+4um+wwibIsQyst1OHny9kNoiBMJL0CCae8iWstqnH5e5TglHt+NxEKHA6UelTa+YEYjvp38LQAZmZk0atSQg49qz/ZqC6bHzbIXEPfEAiSYUIAEtFi7du3wL7744uYGTTvk0zqWV2oUgvRZsk2ZxohmtJzKL4971rPPS0MCGpsRrXwxlVkKNn5GJpetiLbV27rGh0msITwAoDQzl621GxvVN6/WlGnSfuan1F6/NKIZ8U1Ax5wdm8Yt7nD4IbXXLmmVWVIAsCaDstMRTabzVKNTaV9tdgbANiOXO+KXYJ3bBMQ/2gRY5h014UmN+BivWlv8bFqTUAe1bNhA7dvkIMzedzHoqh2i1WUA56Kbs2S5uRN5lgtcW49zfZ6BaFN1kCDt04hlk4v43Nsg1304cr+nIuNjJvAougoZvqtqIybuBLs/159AL8QNkoYIhtdxajdjHXOGEQ1MQ4JMjwLq25V5Nfp3PQalVPXPP//84KOOumbFfffd+9SoUTd5nnrqya3Dh1/6FpLFZccpGgBtjWjgdISd4XYveBBa2ZfAVY9HSwgEjmlsK2pdu3ThjefuW3xAwacvuPZh6dKlR1x44YUNr7jiCg4/I7eNlbi5Drhz69atvS688MKGgwYNMgeEL97BzuW2ya+s396OpXB8PvGHpreNHs37b7xAswZVjv9aQL5qddJ9nY8acu/PP/9SHVdZznfGPX/MSYd0ime3O4mysjINyM3MzODATp148N7bbzss7Zu6SOmLU3Bcknsd+4vQvZDELB1I9M24tUWQF+MdZMCfj5gbYWtdckuVV4CvlfIw8ZuJPPnkU7Ru3ZrsnGzmzZ1H/fr1mTT/w/4Ld02+Hkirl93yzdY1Dr554bYfhmwuXjHmx/XvX1m7sPNJQ4cObXr88ccZd700gm2l6ymJ78qrnlGfTE8OcaOstFpGnfqI0H0U0UzTEcF9C+K6yMRhFKz2e4N+gEgs9DKVBe5v1v5P4zAzauIMnoNxzF0bwj5QiqWdfAql0MpLKU9L55eeAxu1mj/Jn124ncM/ecKLbtbnkye6ICbap7XVjlaXet4+5un46V1P1qInYblgTJWQt5KLw/RooTB0A0/aUrNJ3hSzy+3neyZ0RVw5JyFv4TNU3X9tT+NmnPY6d+DuwyfabBvgFXRze9J+Y3DScq9EJvACRDjcQWIrdncq9iAAU2mHIoG1HOAaIxpolcC31ZUfcT2N3U2DStvUBrFuDkhav8WIBh5ANF3bPdDFNDFM09RM0+T+++/rfGTHalco8JimSYZmVAco731v5x+++WhXaWlp3sHdOpb8/Otv79armeNpaczhl/LO7CwoomvHA/hqylwa1K7WoUeNWGN2rSru0aNH1vtvvmjWqpapHnrmLT748EPe+3Jmi5tuCpcZ0UAjRCGabyfgpaWlsSizL78sXcfBHZud1Bjub9SoUXkkEqFBgwaKjZ8+Rc22oxcUNNIXr9qS2e/gDvy2ZFVWusekS84iTMpMQOXVaca3BdkUlZTTv41Rkr55diGOa6ExZbtqlxQXY5omd915J5mZGXEFnvbNanowTU88HiczM5NwOFy6cOGCjIceepihl4ysu+jjO2D9DNh98f29gv1F6FY1KG06l4H4oG4jsTxhU+QlPw2ZEe0ZNZPEvkgtcDKFANDvGB0/7uT+iw7p3L/tokWL1IY1W3qn5WeSFmvJXaGnz1q06OazmjZtwjU3jqRhr1ZvDj3nki4Akyd/q11+4lbz8ssuU3Xqt+I6/W7Wr19HVnZ2xoCjj5521XWNRvu9wTsisVAN67zPQgTtPOvzUsTX186imAURbctAXvYQEpH91ObuRmKhU3BcCl5Ec7NdIW5swOZ1KpGWRloGM44YYqJUj7XNOnL0O2PA7vChm3OAOejqQ+CEG9NeXn5j2ssHW+faEaj9s9HqQUTgNECCbTcgPrcZacRrl6G10IjTTsUMoKhryetjRqc9++HJnuhXf4Ly9VfhLhy+tOKTrgYh/GkQP5+7jgQk8jRNJHhj5/lfhPBub2b3TU+r41DsspExuNb67eNwWsGcjPP83KiX9H0rjmtrE/I87YSbagjLQt9l5NwNdGjatClffvmV+mLG8PvsAyjwmKU7+4688rpPn332WQ9At27dMmfPns1ll17K4yMO4uKLxjB12o/06NGDmTMlN2DsC8/UOL91Gr3L3x2/+aAhnu0bVxyTn18jD6BZ08Yl1v35FMsFmKHKlgB89dVXPPHEE5SVldGoUcPuP/44/bYdO3ak+/1+Bg48no/uODrz9TnZdwwZdkq6YRi0adOGlStXZjZs2JDFkdtQrFAAN954Y8W5nHvu4LSXrz1kEdsW25l7U8ziLXbbJDp3PIAsVeIBaJ69Cdvdm5GRwSXDzr6/bM2MWx5//AmWL1+BkdNouSZywe3u2+v4PQf9PwnnI/SZJxH/1mvIoDweEVLX4Ahcd0WmLMRRfxvOBGPgdBJOhgkw+lZd+Q4+rs2iRYvUmWeeSXb9cmrsPICTjz+L3377jVtuuZmtW7dxqv9sPDtrdevZs6cGULNmTbNf336qTv06ZKZlc+aZZ/LAAw9yzIBjCIcf4a3X3rkNyLDSexshmmpzRDs6x6rVuwZ5obsjPr0bkec03+8N3uD3Bj9JSpY4ESeR5HGLpvYSid0SQF7KB6x7ZZds/MAWwMW5+ZR50gEUuvrK6o77KRLgwTrPPsgoHuYt+fiKc8vvfgrJ6JofGzPwU0QAnwX0LCO9RTpl5Q3ZuOXW8ssmeks+Pmcb1addXX7di96Sj4/Yzf3fG7gdEZhXkshiaOf63L6K/UYhUfGFCI3ITeuajW5+i24eizBb4sk7K9P4EElLXQyM0XxhN6e7letza/d+RjTQy4gGPiUx9RxkMjsNGc9piCXn5qx3A7bkakWtAY4+6ki6dD6QW26/N8eTJrT0clMV/jRt0pvPPvusp/OBndi04pcp/kGDJN3XkEsoL5f434UXDiuZ/M3nWwDGvf4W5DSA9LwFYx57+dQ2vU7Ie+nlVzj66KMZ5Ou61mqJU8EMytGKWgFs37aN36ZN4PzzzmXNmrXM+P6rq7NLVx8MEC8vQ9XtSvCGUWkej4dZs2bNfiJ8f2FxcTHl5WWQnjPPtN7Hjh07sPrnydSrV5fx49/2GDXauDm2J1O0yW9/OeGUMxlw8vkMOPl8Nhl1URk15gIUFhYy9OKRN/Y5/XpKS0s57LBD8dRsdavmCx+g+cJvsQ+xX2i6VqHwG6pY9SmAVcrQxiSE9N0J4azafl4NMQlfZjfV4E1Tov5t2rRRzZo1Y/ny5XzyySdcFjyfBbOXUVBQQL169YlGo+Tm5lJUVMSHkQ845YKjuP/++2nfvn38pECPCZuKfz2xRsEh/Dr+Vz744AN27doFwNSp08yp69+5ZWPRst6IL9DNiDgoEgu9RCIB370+wQSyCtpchPjbWgDVrM4bWFS3GSRqUDG/N3inxYB4G9Gcp1BBADfB42F2WQvv50Zvbz9tFr21eccW5OZvzy3YZgf1nkM0tvJeau4H08zOdpLJcUAgNmag6R01oeI8y0hPW02DWpgciVM/QSHa4e/R/vYMpBXOKIRbfF9F+rHgJcTf35qqItbCxDgrcZlaiuO6spNGhiDuHxMRvhWTu+YL30LlugwgrIiTEGGf/Nuv49QsfhSnxGQG4ru1XRnHkFgEZzuga8rMADFm7rvndo4ddAr5NcUSV6DF1mysB3DkUUdRc8Vr83p379iRRJYCAOcO7DVVy62/ELh469atkFVzJkb5wyPO63vOSQMOqf/qO5/nPf/Ci9wVfrnV/afkLqOsYJV17RXjd8Axx8S9/DqkXfv2rwBaQWFRdnp8V8VkV55Zu3D9+vU5LVq0MLp2aHWfWX3FmxkZlkdFaRX+/kFHH06D0jk0adyYDRs2Up7f8YuM5Z96ESZJBdcdIPL+eLI1IcTUURsgu81CoHM8HmfWrFmqWl5e/LrrrvFcdUZvzFkPH6984aoYKnsV+4XQ/R/wBI4/9CK/N1hRLSkSC3VGNBwPorG8SqKG/xlwrEKtxNKWTz/99C2nDh54bOPGjaePHj2an75fQFaOuILz8/Np3txLs2bNOOqoo+jWuTumpTgrRVpWWt6cWllNTrjq3OvVDz9M5ZFHHinKy8vLHjZsGMUlxZ6i8h3Jpoztj74YEaILqRoTI7FQE5wAXX/Er3sMoil3jsRCW5A6EsNJpNkBXBGJhYoR7csWlu2AjzHNjo2X/jRze0mmd3DZ3T0LyebF+El8nTmclYedVKP3F8/a0Uo7yJL2evrNJ51dNmbXj2anPJxyh1BF1pqFDcjLHQ96Xt6BPmgTEqw6ZS8mSzyD+LnB8cUKdHMTVZv1u4duTkha0hSnMpdCNE87YFupXoIV1HsGMcNXAEeim8nlE93BxdnI2D0bcbE9lLStrfFtR0zk290rj25VVNb38MPTv/rqKwA8ysxq3Ui8ahO/+YatI549bsrnH1cSuAB5WlGz+LZ5ThW4rNo9fipst+rAnPU5LbzlLOl9SPz5F170rF69GjydoKygCZJYNMq6F2RmZkLprnRNJTr/baSVbsmqX7++uWrVKm3Or0uv37i63CgtLZV3U8vYam+XnuYB00RpmgkoM6v2Rs0XvsSIBs5H3v082/SrU6sGedav7dJy12UXbugCUK1aNebO+P41c2mkhC2/XELBdyCW2z7Hfi10I7HQJYh74Zff2exBxEQH0RyPwCGjL0B4rfkH1jqq9CN+XQ3w3nvv1Z45c+a0116TYLu3ddPiek3yN+Xk5DSZP38+J516Akbc4LvJU+h7ZO8dtfLTq6elpTF16lTGP/TtbYMHD2brtm0AZGRkmF9+Kfx4pSpVTAPhFdummSKxQtYKnNqgEUTg2oEgt0nrs/7XQjS3pYjbwY16CB/ZfQ7ZwCCU2rG6VfebPvymRq1CsqcClJLOpEOGUi8/s8qT9igz7RzPZ8aP5Z2KgfXeURNutc7D7Vefb12DgQiPTfXYYoxIe9vmjR6DCMW9lVqav5vPewrzEIaJLXjdQdpd7g2NaKCbyqkZUYVbGwOYaZn51GgUNqOBk5C01IsQWt9pyHhdCLxiJR08YEQD7ipqNvKt/zWsfR3esdIMVbtj25tuvvmTycceW6FddsxdyaXDL+HpZ56lTutDmnXp0iXhgJrHitmWF7Swh4rm8aCy62y7+LIr8xctWkhubh7r1q3zZGRkcNH5Z5oUT1aID/wRYNwuI3c80FHTNEXpjifS0utWGkKa5sHcMFt74P57jPOHXqS6devWvU2bNmRkZIAJqmn/V+En289u4sn8JSMjsz2gVMnW2sa0UWsrrldL26SUVgvQevdzXOxPPhauO/z4jPpKKTRNw1w9qQ/rpwcQt2Rj9nKx8t1hv+DpVoVILHQMoqWCaAHVkEF/n98bvDFp2ztxyiF2xhFsd/u9wVsAvln1/Lk/f1D06iuvSBatR/PQqFHj+Kmnnbqj18DWI6pn1Pvmp28XRR96+KG2C35boDIyMujRo4d5+c3nFpXUWJWz4msPr7z0qllQUGjcevsozZOmqRuuuZmysnJGjhzJm2+9ic/n44jhXnaVbXEnL9yI+FmTAydfIS/jxcAqq37Detd2ixH/b3cSi4KAzP5HkSjA5yFC1vYhJmfnDPF7g694R024CTjPn/n9vHOPXFu6oWmHWYNeuiFTYV6BVH1bh9Xo8aqya/nQ6A+JBbjtbLVS4MTYmIGfkQzpB9YBEca9d1th7K9CVx2BxxD3wvDdsAT+6m9EcCbCBxE2xBLgBnSzDCo4t2vVnA9qs3U5pGdh9jgHsqqBcM674zBUjtZ84a+Sf8aIBu7DcUXMRVw6byJuqoqEiA25vfj6l4LCRs1axfr3798T6DB+/Ph3iwt31ji4bR3zgPi0r3e0u+K02KoNFBUV8dtvv3HBBRdw3733cJ3P5JuNrY1VGws2nn9IeplRXtrkvXkatWrkcOQhHc+dMnfFbfN+XdyqqLhE1axRrfzo7o3KGhZOy6VsF8BSzRduZUQDuWuq9Zv77fyNXm/zptt6qa+2/5x+RItflqylZ+saNMguJDK3hEb1a9MnbzZb6x1bWpDZLGPx4sU0atSI9u3b07dv3/JJkyb5fvzum5eWLl3cunfbfJqaC/hiW491a9euN87tU/snz+pvjq+4ObmNjA9Wtl65Y/v2rHQtXsOjjCyALq3rlbatuXPZOzNL2makp3FC212wbfEKxB2XqfnCRXtiCPxZ7M9C9wyc3HF3abYyhON6tt8bLHFtn4fwHgM40f1zXb3WwjUy6l/lUfZhTDTlCW8qXnkSmF5ghqbSTuxW5/gem4pXPBA3yrLSPVmBZTtm6kBnj0qjWnrd7WlaRkFR+Y7sovIdNetme8lJz5+0oXBpv0xPLiYGW0vWjEIErW3WlSITQmIlLaF8fWytm474op/E6WTqTthIxjnIi3kDwlH+GikZWRPh7U5HhFE3a/sdQNuKbsa6CiA8X5BMswQeJrrqf2rp/W/MNDvY5u1s17EKED/nlNiYgZVNbNm/AWIyz0qqg7v/QfzG1yLuk0ftnmfo6kZEk3/e8F0VBZZTWuhh/UIRtnXdsbSE8fut5gv3Tf4ZIxoI4DyTzUiGZQ7Sw+0qEkucXqv5wsmuCDnOrEcevuDR2YGZM2eQk53DjJkzadqkCd+++zCNd002gZ6aLzzLiAbykeBrZ8S3/BtOayp3qUsbMc0XbmE1gHQXjXoQmRRmIcHdmGvdx+NW9hik6zoNG9Rn7rz5lJWV8cH4Vzi62pRnwfzVdc0AdTVfeJPlVrBrjMSRbhAnWPdpIPLegAQ/G5OYzrxe84Wrqh2yz7A/C10P4uPqgZjoZ5BoOg9FTOwuSNDkIsRUL0MEUA6ioS1CKFBrkMBKDYSes5HECDeIFjfY7w2Od51HU8RPep5rO7fJORPRZOyCMt0R7fVy1/aXIAGTTggtaCKSXvkridroO9Z5rkM4yG6f5C4kC+174Ez3hFMVIrHQLUgdiTLgpKT6up8iLzNIgfiznig//aqPjcNP+NVs+U1szMC7vKMmFOD4b+2CLCNwOLG/IS9sLuJrVMBtsTEDt/3eef0roKtDcNgjcaPfyIUorT3y/CfhuIOqwjpr30zgR80Xvh3AiAbqIgFgL3JvOyF1os9DrIylOGNl90L3u1FvzDEOPmvKnBglpXEa1qtVclL3vMzMTVPBNOJIMfRyIxrIQMagF8nWOx6n6JTbUrNxneYLP2hEAyUkjtlnNV94uBENXIKMgzzrbwvQdmm1ge9OnrWo75ZtO6lVI48BPRrTqHgGlvbcGWHwNAE+0nzhCpeZEQ2ciHCnbQuhr+YLf+ta1w5RXMI4pSxnWOdpV/f7W7Df+nStQjNXRWKh23ACCDb/1kAY2nZu+R2uXdP5/UH/iN8bDERioXVVrEtDBnmF0PV7gystpoBb6LqDEw2QlORzgLf83uBPkVjoNWQA2wP3QMR074S4ALYgwjXZBXAq4retjsPRtLWkPGTWPwVoG4mFBiIz/VIkGt4KhxP6ut8bvNpyVxxDZX/nC8j9M4CXDVM9MSLt7csuMt/nvLK7+ntHsQBxf/Sxzvs1ZEJwOwjbITSnM3Dqymbhrpilq1bAVnTzr9Uu1ZWnQsP8Z6AISzCZSisFZU/eCtEWP0OUguRJHSQ4Zo/b441ooJvmC5+EjI021jHslPjByIR/Ms44WUfVNSMwooGbgLO6MIkuUi59Pay6jY0VGmyJ5gvbNSNuxWFeXEFi5l5yKu4IzRd+0xLU20h0ldnptY/g+LwfAu7XfOFNLaOBG1q2cdEbdy6y+ferEY26JVBL84XXW9egEGUqE4nN2BN/RQ0PqyXPh9b2QxA3zArNF55T1X3Z19hvha4Lx7o+26ZNdRIDOiBmb1X1UJMxwirx6PaTuqv6Z0VioRsQc2kaQn1qgwy2fGsb931diAyeG4BWkVgo0+8N/hCJhT53nXs7Ekn8mX5vsDgSCw1CTDybbaEQU7K163zcpoodUOlNIosgWTMJWMV8HkVehFOs3nL9gQHVTrj6Y99HDx8ELEc3t6nR6nGATFXOYdocfox3ugyHuvRTbMzAIu+oCcnJBSCTYB3Xd8ds1tWd2IV+dOWrSM/9s9DVWGAIuvoMONH2o/6t0M056Oo84GhlGq+aSvVBChX9CHxslVB8F7Fkkt/BZA3SThvv4FpnP891iHAa5No+TfOFd+e7PjnpeyGiLZ+JjKebXOuS359mVI1awGgjGvgIcZG5BW45MjmDvAOdrHP/CigxogE7yeRJxDJ8AeHjd7WO00/zhT8jkY98C44S9SKicEzUfOHpVueIaxAr9THNF45bk0iEfxD2a6EbiYUOJLHs43KczKKOwPvIoP0UobJcgLgTbkOc6ausdZficGLTEK1wOo5G3MH1G/2t3zCRwWKbPCtwhG45YvYoa/tvrO27AjMisVAfJEHhYGSCKEXSTlsjvtHaVpeKMkRrORmZMDxIoRN3Akhyqbojq7hVyS+ygWgoma71FyD95thZs/6gopwaZnbh9ouBF5TieeDuAjOr9Dez+aMkarR29bYnsQJsLtRC3Cv2y+72rVkVd6iGJGD8eaGrKy9O/dPjEIvi2z99nL0B3RyHVctBE596Ap1L84UXG9HAW4i2Co4gXY5MhPVwNGNwai90RATTGmSSvQbx39uupipLLBrRQHUcOpuNOlZlrarGzF3IeO2MjLsNOCybbxArxjbt2yEaqbt+QRlwnOYL20klA5BnnoVk47llj4looxfi8LnTEWsuORDrzgCsiSQYjTKigTuQSd5+VxWJ/uB/DPZroYsMCDfndiUO73WK3xs8NWn7uyOx0AE4HRfaIA/xAcRf1hzxpy1CTKBmyGBy1z5Qrv/u5csRgXgsov02xGlh3hHnXvdENJzxSADqSGS2X25tVxMJlrmztl5BTHmbNJ9nnWNyixc3Od9dj2IzItwKkQF+rbXeLYwPda5Q4/tjh6uDv35paHV4Ad28B129lKuKdz5195id3lETDkToazuBu72jJgxEyP5TkRTVQQhf+HvkmdxonfNHrt/7ABHSxYjP8I8hrYXaASutgjXrcWh12xBtas9DVwOBUqs+7p7ElcjkdwKOQLP/7wCOtQvlaL7wVlzFkoxo4GYcbvpS5F63Aq63/KfLNV/YfV8PJbEE4goSNdsEaL7wMqCHK2jVHOEe36n5wk8Z0UBXRFC2RZJsFiITy1hkXOUCDxvRgA+JkfgRgduLqrX7s0kq20qSwLVKQfZ0LUpj92MnuTPEPwb7Sxrw7vAOTlHvUkQr7IEMwFMisdBXkVgouZhzOY42ELe+b0ZM7RcRovkPiIBonrTvDYh/ay1islyD+CtfRrKLQoiQ2UniAF9OYvZQC+tYbnfHZex+oLQjsUD1emTwfeJaZlPMPkRcDLbAXWSd6+vAAX5vsJbfGxyLCEebMlNIkjZcVL0Okw67sIN31ITR3lET6qGbayxBR2zMwHmxMQP7PDb8lxGPDf+lBIlQexFNc4Z1HT1iYwbujI0Z+DPyYh6Ko9WBbl6NPKs26Kbj09NVJro6FV11reI+vIlUVfsNXTW2OjT0RtgSPdHNqtkSfwW6Go1Ew7+w6uDuSdRELK3kcQZiAU0xooEfjWgguZYzJGqnXs0X7qP5wg2RMfAM8JkRDbjdCT8h2iqI9dFS84XHARjRQEMjGnAXk3LDzT1uCDxpRANXa77wT4hLohUyaRyMCMneyASrrPUnImP7GcQtkFwY3Y2N1jmWIZNofyMacMuodByWR/I9AHmPZyAV7x74nd/5W7Ffa7p+b7DE6hl2NKI1msjsb2sERyLCaYprn6WRWOhsRDN722pr/gJO11w3PDil5nbizOzrECd+W6RIclsctsK1iDB2p7lusM7xGpw6EHYNiLcRs8zO/7eL29hCcD0yAdhajYkI7GdIbCO03e8NfgB8EImFrnSta4JjgmfilAc8Fwna7bCu52CSMH1781qI9n400Mc7asIJCDVp5Z2DF7bIzyNgmuzMyojHi0srlH4jNmbgBvdxYmMGrkHM4URU7cd9C3lR4+jqCHRTIs26SkcECoi/0QeMQzfX8GdSinWV/rt+X9Gmr0NcPSGcLs2Q6Mr6S7DM4VuxCww5+BIZt7awOQiYbkQDxcBwzReebS2/GzHxNRy/KSSa+J0QFxuaL7zOiAYOtJZN03zhuHUe92MVVjKigcM0XzhmLT8esaReRybHk3FcSccCD2u+cJkRDWxB3j0v4uZ4Oul67iPR5RNHnuNJiICujYzDYoRh9BuiEOQjCs1bWI0wNV94g+UHHoYoLO4U4FnA2ZovvLuMzn8M9muhC+D3BrdisQkisdCXJFaL2oTTysS9z3hcDAQSC5C4sQEZbN0Qwb0Sofx4rWVHUHVvLYWY1y8jWl8IGTjul1ZDBOPTiH93vGu5G4NINAMV4tPr71pWgPhUbbjZE24Nxl3L9xrrf3USX/zngCNiG7Iy3p3SwNZKmntHTeiPq5Nx3FAGgFJUO7zDFr78qaIxR5VppX8Ctm/Sg0wEltA1y9DVNOQebubP+m51VQPxRXZDVyF0s6paHiDFlezKXL2QCclArIEn/uA3uiAUpc3AJX/AyrDZLrkYxk40rRpGvBjNcz1iabk1TDto+ogRDXxrndMm5HmsQSwNGzcjY2E58ILFKIhbQaUN1j1wY7j1vxFwghENfI1M0nbB9huQ8f4+4hLyAGONaOByRIB/i9OVuDMiNN2urbrIBPk1wuSZiigaaxGaV4JLyNK4NyEBWBN4zYgGbrXOpw5iGYwm0Uc+GTjCnkj+6djvhe7v4F3gar83WCmSa2nHOa7GkjchXF4DEdJfW/vfiJjmtmCdjZhAXuu7W+AWILPy6Uj661ir8MxhiOsioTCHC5ciGoJdcN09YN9DNOfkqLNb4K5HBv8ZkVjIa11HskvFhvteTLbOtRyJCJ9eUqZWPfxhi4dXb866tE2jgtOO7LzprZ3FaUyeX2tL3NC6uQ80J1ZNO6LzFsrjxBevzbXPVyLTuuqACKgdiPBxR58d6OpAxGT9ym71g0woIYRE/5Zr26NwtPEidHOFa106UBPdTNCwXeu7Iuam/QyC6OqW3Wi8btZKAxx6Vgm6+X2Vx3fwOE4+/2Kc9HPQVW1rfQ0ggO+qDxEmSjE/vrxOVW9QjR3rs6jZtLfZ9ki3wH0f+/mXFvYmI8dOgnAzUi40ooHemi/8k+YLv4EwEjCigTMRK2CHEQ0crfnCP1nm+kWIhvkE4hM9HXE1rUJcD253RkPgJc0XPseIBhogY7MvzgR0Bk7ro2nWb3uQcWm7y1ZpvvBR1jmtch33DCMa+AFxC+4ETtR84YWWH/hp6142QCZB+107FylEdB5ixdVG3tuGJPYg/Mdif/fpJuMS5KE/iaS1rkzewOKvLgZ+icRC11qLZyGaqQfh0oaRIMflJArWbkgAqZL2jJg7ut8brO73Bg8FtkdiIREouxe4Ni5E/MkXIoNqGTKjDyUxcJCMZxBf6WjkJXgBmUB0xLdVjlCKvkMmjPGRWGhQJBZSiH/VD3Tze4Mvjnymw1nXvdi+z+rNWb8ozI+P6rJpbM1q5Zxw8AaO77GxA457oxzg/R8afFhSpg7O+/rbi7wbfy5ox9KC3mrOUCvtN4xoNydQdZUt0NUAxM/4OW6TVDcfROhurdDNlda2oxCz2xYyDdFVrrWuLlJ7Yz26espa5vindVUTmUTd/r/Zv+NieA4prv4NiRpkcpCnKmxzfd6atG40IiyOA97SfOEA8mzbaMU7aqoNC1HF21Fr52vYsYHyksfYsPBMVv30vVo2FUoL3EqS2wefhSsjzYgG8oxoYCwyPjIQDfFayzc80lp+D0LxOgex2DriFNNPRluXsLaZPzZqI4LxbURBsQWtgYzlMcg4sxG1/pcj1uPtCKuiHZb1ZZXBdGdBJlsMacikMxex1HwksUP+yfhXabp+b3CZVUnrcqBDJBY6zt1JNxILHYsIN/u6T43EQosQk8zWop5ByP51qYwC5EG7B91WJCDyBrDOEur3IYNoA4lmYgTJHLMTG+yc+Y2I8x+EqjYVCPm9wZ2RWOguRBAoEp/XU8AIvzdoRmIhd9poaytxpCIV08rem4NjNt/v9wZvwEmXBDHr2wGYqOOe+rQ5GWkGOwvTKClXZThuik1A09iYgeUwEMYFHzg6PWIHBA+Bm14hUeA0QVc90c0ZSfeyL86k3z9hjd2sUldNkY4JI11rbUtgMro6DGGf2Cmpw9HVWUB1dPUmYhpPJ3HifAi4wxLMhwLr0U3HxJXeZsOd72ozYt4/zh/jQkS73Yy7Ipho4m5rpT2A5gtLZe7oI5cjwulX4GXNF96FrlYik9cpRut+K806LWDLckjP3kFmXi4SbNqKaHhrgAlWg8sViMU0NOnczkWUhomuZc2s7LNpyD39BCeDchLiM44jdMvhOAVivkUmppNweLk5OK4YDfjKDtQlYShCpbsImdjcvv5frdq8fZBJ9kzr+qLWebnZQuOwXU+Cv5Zgsw/xr9J0I7FQI5zunz5gaSQWusla1w0ZVG7y9scIA8IdRLK141FULrP4BWLyuoXftUCe3xs8B5m5P0a0Bg8Og2ENcIffGzzB2u5QHO3iEBLJ3wchQnlKJBa6HgnkpSf95ga/N3i5JXBvwPH5gQT77PuRH4mFchCh1NG1zdmRWKhvJBbKdy2bhVOOcD3AFYOW07/zFnq03pmulLnDWveKCNwKLKni82WIOb8cm0omqbGieerqbiQ4Y6NyaUcpg/gLYinYCSAGzovXHdEaDRwGSyESgNEQDS5MYsffx4Gg1ZrnUcQC+AVd9WN3kLoTbwAfoKvv0dXukgRANzegm9cgAnQAurInvjNIrIf8W9J+b6ObrdFNP7ppVye7zrqOxpSXHEK1+tC0h0lGzjzrHmQhQucChHIYRtgDc0lkwbg19I7WPt8i9/ZaF6VrO0IH64kUg+mPKBM1NF/4C5Iqtmm+8HBkrE5EfNDXW9dtyxR3zKQCVrLCGiRzUiFa7sOIFTAOsdBeRVwVn2i+8CNWJlmy68CDKAD3IlrubVX93j8R/ypNF3kIS3ACYw0Rbu5riBbiNskuR/xl7hThp5CHiN8bXIuk096FaMJrkfxz2/wyEWraS5bw87B7V0A+oEViofeQrKSX7OIyVu2GJkj0NtN1jlmIZlpVdtGy8Qsf/Pa1iY1Km9Spc8SRXTaTkWaCCKDF1nGHIuZjAWLmr8Sh6zRFNJmCSCw0wO8NTomNGbjB4t8+DpyllGk0r1ukATSqVZJ2yxlLgu/9UH/KpcetzO12d+mpW3dlPAQs76duH/xyxug5iP/2JQArgBREV3Z9CQ9Cep9qndMpSddT1eR/KI5/tT4ymZzlWh9DJkwN0breQyL6bmFeD6cOxkfopltjPs76n44EXydVrNHV0cik+Ba6+RPyHOxJ6wakxsTv4QnEV2+iq5NJfIbbECH5R/geaGaCQfUGAJp0+VDuxJRjEW2wosoY8k6vw/Gz1kYmv+bIGJhiff/Fyoz7DCcGcIURDdym+cLbADRfeLsRDVxtRAMnIO6DN5CxE7TWr8Dik1vpuW7XxO7iCuD4yW08pvnCy4xo4FgcFlBj4A4jGiiyfvtXHGqdaV3zW5ov/O7v/M4/Ev8qTddqg3Moklnl5rX+QKLW+rXfG3zKEnznIf7TEZb2uMK1HVbpxwZIYoJbI1WIGXSLtV2cxDZAUdfnHGu7kxFt4MdILPR8JBb6AhFURyJC9ksc7qyNuoj2bF/PEqDXR9Pq9Zkbq37EJzPqEfmxHtZ+OnB9JBbajgSkPIjP6wwki+zapGPn4nQLBjFZTwUwTaVNnFerHGDNlkx+XFRjwaXHrXwfmHrpcSvHeTSzGXD4JLPHUHTzEUSzEc1eVxq6aoRoIOWIa+Nt1/XYWIMIz2no6jl0NcTaD0RrW259fobE4t7fIq4ae/wegpiqPyJaW4l17MOxBW5lQW9XddsGvIuuhktwTXXHaZP0jeU7do8JDV0FrEppu4PtX1XAYejmF8g4ewhhRDRBV1VlgbkxBDhZwUHUaj7WtTwPGQvv4jBF3O+xfb/djJRaiKDsidy3acAsIxqoRmJbpzLrDwCLYvYQYjU+hozpc4EfjWigriVo5QR8YROpBfwlMsbf/51rq45jvfxoCdwsROlx42okRjET8UHfaP1+a4RnvN8JXPj3abp2a59wJBaahbw8uQgdZjTin3oOV4Uvqy/ZG39wzPUAkVjoaMQX5ccpVuIuY9cbEaIxnCDCCCoHJ5oimjckCurfkMnhCuu7gQiz9ogmdw1WksWuYufR7SrygPhc3Vq7G6ficCndKCcxo2cwLvL5B1MbpE2YXo+yuMbBrbdchOU7bVSrJLNWXikbd2QCLEZXbRFTvY7lOjgY4fZOA6pbSQw2Akigcwvi3zsBJ3PvIoSfW4Bonk8hXNxV6Kql9fuZyPPLQuhd1RFBbmfdgfhxv8Jpx31AQkEcXWUiE10c0aBPxjFPh+G8F/nI+LkMScqoiQgvDQnautPD3XgYp9Px4egqH918DXjNqsnwinUed6Gbt7rO63BEwL2Dbv6KULQgGrjW+i2bTpeB4wZLRhoySb2OQ/uqhoyNT3FKcLZBeMLnIuNuKXCv5gu7hXUJjhZtpyRvRQK93YGIEQ2cC3g0X3ir5gt/iQhdjGhAGdHA2dZvv6T5wqXW8upIgNIW2DaF7Ukqj08bGtBC84Xv2836/Qr/Kk3XDb83OBknUGQgs70HONHVSbdNJBa6MRILfRuJhUojsdBjkVioTlXHsyL+1yNCtKrqUCAv50EIBecO5IV2C1ybFuUONK1GovePIC/Buzja7vWICdkFMa1PwHpmJxy8njaNCjig8S4GHZzggbB/w9Z2QczzZ03TqfC1vSBtJtDB7w1+6tq3whqon19S3Lh28cNlca3wEDWXZ9aMPDd3yzoAYhuyircXpt8EnBkbM/ANRGjZ9+1ynDq/vYAX0dVJ6EoEom7OQjcPQTePtyheyQFLWzv3I66eU6z9lqKbfdDNg9DN+VZgrjEiCBriCFyQieNFREO161q40R9xKXgQN4A75dqL+HsXIJaBhjyDl5HCR/Y708ZKpKgM8QOvt7Y9BCfOABKcqvxZVwcgLIs7kCBhNlSY7QHERfECosWOQrS+B7DHyrbV5WrZD7BzPYhlllwUvxwRrLZmO986bkNkPL9ul0a0YSUanIXTUw9k4rHZOH7EjbHBErBujEYE/zMkMhGGkPhO1DGigSYk3qNkrMHFEd/f8a/TdJNwLqJV1EfMSQ2rWEwkFspGzFR30OEKpJfYO8AZSV13O+Nop24MsjLaxpCY4ujDIa/bJrP9ktZ0bfeM3xt8xPU9avGIcxFtL9+1bj2iaT1dt0YZV/qXUwW2IcGNW619g1gZbkqRGTfgh9/y+XRm3eZzbz0pgfoWGzPw61s+f3ZiQYmn/8FttmflZcdbj3ymQ2yI5+MONePb6TfhUb7M9vHw1quyDEM9Gxsz0A7STMRpgeQ+X5CX9ixglsVicO6prg7FSfwop+rxWLuKZdb+ZgG6cme1LUAmjlssRkLz3ZR9XIBTdW4p4rM9zLpPM9HNq6zzq44EnBojk2NPxDI4CLjDxS12nZOqhQQP1+MEUt3BxheRSTmbxGSLxjhWRh0zu0a+KaUY++JUZ9ui+cLu+xE0ooGn2b52iPrpnRsUwKqfMA8ZppGedb5ru1+RyaUUmYg6IVmU9v02gSWW7/YJa5uTNV94g+YLvw28bUQDryLv0zTEt9oAJ1sT4GYjGqgBjNV84RKczEdIzJxMro8xBKnXsNq6B8XIs9mEuCuKkxMo9nf8q4Wu1Y78E4BILDQfoXrZM2Z1dl/r4DRkULlz+XOounizQiLIXZABdCTid+uFBC0+RwS/TZQ3XfvtwuX7isRC5yOC/XNES3BHytcj7IlrSIR9ThsQ7aYWoh2O8HuDv0ZioRPKyjndo3G+poFpwsbtGewoTK9e1YX3arv9e6D/ojU5lG7QdgDX/GK2HH8cU6p74uXM3dbINAz1mEvggm5OQ1ftETeB7at0B3dAtKNcYJelIbZAXmI7WGYHezw493gWf1QpSjefQ1ebEI35ZYvy5V5fOUtJN5dZzIJDgE/QzfXoqhOi8bk1/xY4lbkaIyZ5JiIY1u3mjL5GgoZliPUyCd38yPXbU9BVfSDNxVQAmWBfwMpSNHsNPZnKHGcR8rq6yFo3QxOX0AfIJIuKl2KWl0C6m6nIrZovPNmIBo5EAm/JWI1MPq8gQd0mwKWWED0aeFrzhc8zooFLkXF9PDKRusdQR8QdNNCIBqaSGJv40fX5B8QCs1sPpVv361AkuDkUeS61gcs1X/hy/mXYbztH7AlEYqHbEQ1gGkKlGYUIrflIFPw4YL3fG5xq1TOwNdJdSLDkGpx0zl8QM/RHEmlKID7jZPMLYJ7fG+xsnUttRLDalKhCKnfW/ZLEFj0vIeZbe8Ts/NHavwAZ1K/4vcFd3lETWvY/cNOSUw51ErZufOmADQUlac1iYwZWCCmLcnf0M581HTZ/ebV+IqJVMZDdT82kttr2w3vGkYfFxgysetDo6iTEFNUQ14BdI8ELPIduXgJgjlYfAicoxRpk4vMgyRePWtdoR+gfQDeDVf7WvoCu0pBJ+nhEGE/EcdmsQTcbJ23vQbRJe7I5z/Ll/mkktedZh7AZHtKij9gCzWYHDEY3X0dXD5pwMg3abzXbDehknceDiG/7J8SSOB4Zi1UxCy5ANHCb1fECjmVnIpNaRySY5lY8fkWCzLbLoNR1fBOZfPyaL/yFEQ2cihM/cReuaaL5wqut67Y1apDJ4i7+ZfhXa7p/BL83OBrxPQEQiYVeRwIN3yHR2kus5aciwsA2p8Yj5tkuJEBVjgzwX7G1ORlUmYjWOh4Z0Mn3+0vr+I2Q4FMJjqC1/7vN7mQ+6fN+b3AqQsUiEgv5EU3hdMRMPDUSCw14bDijthekFRoGOZoGOwo9lJRp9RCNYpK1bzaihTTbUZhmaYdKYSVFTDJ7gElvxOd4K1VBNz+weKwedFN4lZKEUN3ixnLnsbefvK3kkRPStHIu7fx4o8XbWk8qjudEPosNnAuccOehN95cK2vLk9g9x/4Cpkd+HQCkHeRv/8kfblz19ZQDA9FVHrq5C12d4Fpb2eTVzTi6uh25PzNILGX5Z/EUIsxaIMLnJwB8YazEiVaIUFtu/fa1ymKnmFJvwbQK0pyLTBblJCbquFFsne+7CFf2GBJdaeWIq+QWKlt600mMcezCSUZRiAA+DbHSLsIRtrY76hVb4Fq4HMn43Im8g/86/Kc1XRtWksCdiIZyq98b3BKJhebhVGwK+b3B6yOxUF3EzGxAohlqINqyHV0usrZrCczxe4PlkVioGTKYbC1gITJYGyNaai0kiryVxN5nT1jL0nDn8ov74XK/N7g96VquQojyIAyBYVguFdPE+HpOre1TF9SsuX5b5hZEc7ke8OVmls+76oTl5zesVcLUBTUYF20Ut94vdxYQwPTYmIEHR2IhDXF/rLWqvTVDXto6wIV+bzC5sAoAI/o+Ow3UwQCd68witqMlO0rz3a6I95+YfPEpI/o+1wkofWLyxf+vqlHTI79ejZMVdttB/vZ3/n+OUwkieA8AXqxU0EZXzRGL5kd085ukddUR4XcA8Iat9Vvr6iAT/GJ0s8qkgqRjNUNcWTPRzU+MaKApYnHNsjotVMAy9X+vOtrTSMWwhUY0YCsMyfgeGSv5ScvjSGLOjdbvr0EUk2RWx/nImD4Kpwb0SMQV85tFN/vP4D+t6bpwL07qZzZiaj2ABN82Y5H+reI5GyOx0AVJ+2skCsoXrepnM+0Ffm9wRSQWegN5WUCEuxmJhXrgaAbtkCIo9rGW+L3BK6wECnexFRMJVHSKxELd/N6gO6DzOqLttkcCRF5re6UUGxeszu2xvSCtH+Jv7obVLaKgJK3bfe+2jN942hLtkLbbP/t0Zt3Lt+zMWOY6bjEyYTwXiYWUp6z003h6xoCcHZtKtjzZYhDHX348TnLIGHb7oqsKd8ZvWzpSamTa989G5xF9nwtb98EY0fe5c56YfPFb/Hm4f/+Q/8f+VSPBP6uaI89qLmKOH4xci4GuDkoqXXkDTtT/YnT1FLppl2l8D5vbq6uRiKsqD7Gc7qkUsJNiP+5J5GtEmJlGNNBH84WnuNZNxLkX7sltPTIZ5yO92DoibJ8VJMYSyhG+9RdV3A0PQvXyIS6tp3BqdNj4GWGWXGZ9Xw2coPnCVZX1/E/gX0sZ+5PITP7s9wZfxuL4+r3BX5K2fx0JgG2lcjIDuPPuLURioVaITw3gHVdH4UnISwZCMXsCGeTjEIoY1jI3M8I28Trj8h9HYiHN7w1u9HuD3ZCg2vWIHzqO8EavHzFw5a+hCxY899jwX9qRVJQlbijPmLdbneP3Bo+fddPJMZzeUssbsrHLvIwzxi7J8J89/g1tbDw9YwBAYfU6mUU5NR4hMUJfyfQe0fc5e6yNAHaCQamR+QNOYHGLLOc5pNgQyPgclHys/xGPI1rXLhxf/J6Druohk+obiDvqEJz3yQ4UurE26bubD+vetg+i9Z6DCNahv3caViEar/VVJf+u5guPQjRMm8poo771O2chvuP3EAHal8QyoWmIBebWRucj1tlrOFXVchGXmJ0i/jOivPQhMc17639Z4EJK6Nq4Eamp8DZWiiNIhluSFmmjBvKS1UQE2gacjLFvcDKp3DgGh5N6vGv5TiR4MQDRrK9ENN+bXMLefQ4mEmm28XYkFvJYKcblHywNvdXipo+Hfvxj3bNx6FZpOMXMqwE5JWXqSoRn+QWiqZnAdMNUnwB4R02ogfBSHwK6/pA5rG81VXjheGNA/+92tB0SWy/uwczCHeRvWrnQ7w0+sWOFdtnsx3IiX19WfQKILzwSCy0cF31osSfTLB/R97nv6uesW/ao79KvH+9/qdmu5s+NcCaQWsj9X0Ci39DJbNJVHrpqyP+Ag/ztv7OOmX+Qv31VWtpfRRuc++umAJYgbpZI0varcJ7jS+im223ye8V0sn9nHZovbCBUx1UIi6FSlpbmC3+NjM9kCy0ZRyJj+UXEH70ZsbAuJ7H2wQRk8hyMYy3bfPNPrd9qiJR03IawIkZZxz3tD87hX4+Ue4GKjLOKvH4rqHQFMnie9HuDyWUAe+JwMPOsv/sRbTJmpQQn4xucFvEfWL+TiZh/vavY/iDX8iuQKHB9nFJ4L1vrDkHM1pMBPBpn1KtResZXc+pwbI+NO9M8FUkDxwOUlis+mVGXGYtqdMGJVH+EtNcpB/COmqAhrAibXrQTqwV3gZlFB7WUgZ/cT7anzMjPLBqbXbTzGoApt1Q/Cwn2+Uf0fa7k2Fd4EqhX3Run8eGlrPgq87C2NX+9yKMZJ8UNjR2lNexcehtHImboB4i5/eQTky9+D7Br704CaqKrm9HNe6q4Z4k30N++qglzT8HOejsKp/LZF8Dp6BXFgdw4HUfJEdaDBBmPQdgFW5BJwsSZWL8BZlcE8nYDzRd+FicDrhKMaCAHGWf28UHG9otIGrg9ebRA3AvuBKHDrD83Ra6Lta09OZYik9B5OGUcayFuuy+tieHe3Z3ffw0poVs1HkKoZCDaaTJfcgoSCDvAtWyt3xtcwm7g9wZ/s5piNsPx9XahaoELLjPR7w2uwmUaWvSyn5HgxoNIWuZmoPbOIk+8ek6ZZ9hRq9hW4NlWp3o8hAQyWgO8ManhxhmL8+uS2GK7CxD1jprwNaKhjSfRTK2LCPtGZ3q+7NRd++3olmp1Yww0ish3CZmWrn1aIqmqUhhiswZQtLO0+rfAho1F9eqtKXAX3gLgqScmX1xK5aLtLN7W+ubW+YttjfJiJBf/74NulgJHo6sHcbjTrSsJXEntvQS5D7ZP9V3LPfE1TrB2JJLY8o30o1OZCCvlEmCBlViyW8H7B8ghkVFwDMJUiVC580mVGZmIxr0d0YSPtZaZiIvqJsTFkRxAqzJ757+OlHuhajTdzWegokVQF0TjvQdJp9wtvcXSnPF7g+v93uB0l8tiAU4xFYNEN0LdSCyUSxKsdOQjgNte/rpx45HPdFg58pkOXRHNeOhLXzW5dmDPjUbj2iXUqR5virzstwIlhSVa4S8r89xpt+sQ/1xzRJu5DdHgbIEbRyhvd6ObJrr5YLXbC4Z11xa86jqG20y+CnnRvkFcJX5AL9yoXbRxdvr5QM+L3n16JnBwdlrRxYq4u35AnN2UAxzR97kTI0tPOrPMqNARPq1qu30CXXnQVT1XoXS3tr4zadtMxBQ/F9GINSR49RHiR+3k2roduvma1fMN5Bl0tT63JbE055+C5gtvQuowLEaCXV9a//tRmQK2ncooQFxqNUhs464QbT8diUtcgdOReybuRqQpVCBFGasCkVioM5KaWAqc+3sa7B8cpxZiEndC2BC/IC8QwAdW0kVtxD0wF9Gco8jLuR7xw9YAdo18psP1wBkXD1i5uXOLnf0AvvypduyjafW91vGOjo0Z+JX1u6/hDPgbRj7T4UEwx4E6jUQK2AuIkH16N5ewGknHvCM2ZuB7FUslaWCo9W3siG+erY9MBN89MfniWNIx8nC0pxJEmysa0fc5hWQLHuvadhxw/xOTL55rfe8D9Jj03s+9x4ennFknewM1M7dsCnR/qF5COvG+glQcm4QkzryPFBJ6EedevIVunuXaPhvRBJMLHi1ChJK9bQlSjWyma98M67cOQcbGoehmAXsIRjQwEWEdgLiurkGe04PW/4nIhJKchWnza21chTQStetXvKr5wu4U5BSSkBK6ewGRWOgMhB+7GUf4JQ/eAqBFcg+3SCx0HCJsXkMG85i4weZ7xreqvWF7JsOPXUGn5mJlzl5arfTFL5tmACjMK5eNGfSYdYw8HHP12ZHPdLgXp+KUG2uQF+sJ63zTXcvfwWER7ADyq8pEG9H3uVyF8Vuvhj80yU0rKFhb0KjdiA8eqQi6TJkyZdKjjz56mGEYZnZWttagYUOt84GdN/TocLj+WOCzJ5OPh7ANrgFeOO76htPPOuus7oFAAOOX9sUHn52fuWr98qIBA44KH3DAATeP6PtcR5xOHJuAF56YfPHeG9DSp+1L15ImiHXyNKKZTsXWJq129VY93dsR09ue8Axr+zHW5+uq7CMngrc1sLSim8YeghENHIawZdKAizVf+OOk9T9T2V2wCqcY+1pgsOYLT7Q69D6LMBdO1Xzh5CBiCi6kfLp7CFYR82GIZhfCube2ZrCFxOItuQhHMkHoWlW/PrWO+QWAR6N2t1Y74p/Pquv5ak5tWjcsLM7KMLYtXJ37ApiXXzRgVVln785wJPbrkcBpfm9wF67KWiOZMHQ3p/0ZktTRFIlsj0Z8zs+S2E0jCygafvPNzz+Tfk8N4AN0046SNzqy2ZdNTm79LkDu5qLaT8AjJ9o7rl+/vsZbb73lycrKon79+qxevZry8vJ6fr//sZMGXLlp5hfL6ihNFRzQtWFu3SbV2baxMG/BzNXPlpXG80uKynILCgoo2FVAl24Ns95+/0Vef2NczvTp04976a6JJ1Wrmd2hobdmvE6jah5PmkZJUdnliGZYCjCi73OZSObWkicmX5xYk+H/h3nI86qL+NQ3WF2K6yFJAgda2/XErlOsm+8D76OrHIRZ0Avh3q7gj8xv8Rsn0xX3CDRf+HuqcJ0Z0UAv5J59iQjdOHKtKxD3zyvWpt9qvvBE61jPG9HAl0CZ5guvST5mColICd09hztwKma52QtnIff5JOQls9uVvDjymQ4DRzLhGqTa2ZCkNjiUlavJ6WnmOXEDVm/Kmgt0W7I2l+DYdktiYwZ28nshEgu9hNMo88SnP236xcgVE+YiNDgToftsxjHxixDTdiRiFtuE/QdwCgDdgjM2Ntn7/mS0HfHThm58u7rf4I0DxjxwxxejrgcWt6qxeDFWoK5W1ma76lQCjjjiCHPEaXcoI7OQ6+8cTiQS8QwaOCgnr0b2uoPOrtHgocfuYckbS2jQoD7XX3MTsYmenoXb4q3t/csbLuXDez8A4PTTz+jaoH599d6bn3DJyPM909+aTllZGU0aN+mW1370+lNPPaXliL7PHYT4lZsCM0f0fa7PE5Mv/mvaohTG6YL4Wr93Nbc8IGlLbxX7FuKwRf6RsArifIlYZBHE4tqk+cILXNssQ+5pAjVN84VTQbP/ESmh+z8gEgvVRFqszPZ7gz/vZjP3izcNCSh87vcGP7D2tzsnpAGXj3ymQxQJvCiECP9mJBbaiLzQ7/i9wU3BsW3ntm5YeM62gnTWb8tshAjPmsDj3lETOgBX1chps+Cu8xatARoVl2rxFRuz+yP1YlcjtLarrd+djBDfs5GXqRE49XVJrEe7EYcStwDR0FVHcyljf76IcjNdAcERfZ/7+InJF09Gv+RY0+RtpaimVMXEw4i+z/XtPaRmO4Dy8vL4kvnrX1swc03+iBEjjrli5BXZ3377bc7Qi67I8Z/dnxYtWjB27Is8/vjjDL3oXN5++ZNBO3dtr/A/N2/agpatWjJv3jzOPPMMVa9uPXZuLaJfv35cddVVlJaWMvyS4QwZcn5+mwbdHiextGAPxJc+ZzfP7n+Hbq6lcqLD1Yh1k4dMqk79WNGCx1jLb0Q3t/LPRQ8cF9hBljacAM0X/m7fntK/Dymh+79hEmI6Fkdioe5+b/DXKra5y9pGAVf4vcHZrnU7EQ3TJroXIG6HtUAjMONX+pdfjdMV9zKgS9zQVi9YbVc+pD7CQng0NmbgDu+oCUuBFtsL03nyk2YXXX78CiP0XosHdxal2bSq7iRWk9qCwxMutI7nJt67K5qdh5jHuUj6akug5a3qhZqPqBsfwKzwTZZYLdCz1O1mdyrjASNuB12UNvLB4x8Efn7i8SdLAEzTZN3OpRQVFeHxeHj22WfNTZs2qfLycpZv/DWnVrbDavvh1c107NCJefPmcewxx37z9uhF1aJb5x9UnlfOqFGjKCgoYMvWLRQWFrJw4aIzks5jIZWbjO456OYr6GoRQiUEuBddvWhpwg/huBHiuLqW/ANhd+ltQeV03hT2EFJC9w8QiYWycHx19udKQtfvDc5h9x0lNBIFXMPYmIHl3lET+gFn9Wi9Y32bRoVucnvHSCykxcYEX/OOmnAJTs+tY2JjBtovQ4Vm+uvKvDK/N/jKyO0TgjjZUesQ87oFEsApR4JjWcgEkJy+bPOOZwHfxcYM/Nq1bjXwLfqq9Ot73nNYSTyz9/drDh97bvtXipD032ro6tGK4t8OlmO1M0pL8yjg+MWLl4x65pmn0wF69+5DwU45jZYtW+Lr6yNuxsuGDh2a3qtXL36ZuSzhYMpiaZWXqvo3PHfykV9/N2HRqItGVTvzzLPMIeddYNx1j+6ZMmXK/7V33mFSlFkX/1VPZGBgmBlyKqI0QRFoFBUUdQW3bAOGNS8GDOuaA/aaWhR7FVddFUVRwQQG8EPbRhREggmaZIAGSUUOQ2YYJvf3x62aqu4ZBtxFNr3neeahQ1V1Vc9w677nnnsuFZUV7r/r/UDfUbOH1tSufSTh9pati/zfKiNRlplsHvRvBcvtq1PlzDtSPKc9V1ODj8IRgAq6h4Bfv7f4kzUjn9I07tl3IGXV8AkdXrq1LHI/cI4ZMg6raODX7y21ZFxXAmvendls/a3LIye9cOPSKFLx3kmiC/9wl5Y3iBiRZCAyNhs3Ij3yexB5D0gBzotwuVcjMp6gta3dfmmrKJKt+wxkeXk+cIceiCxFilJvmSHD5vSub15v00UAbRusuR7hKO3g/wdEPmRPT+h1SafT7tpc988nA81mzpypdenS5YnVq1enlJSUcOYZZ5K1uwP18lPIy8tjzpw5nHxyv7imxeNTp06lReNE64LCPcW07a4DMOKvj3YdNGjgZq/XqwHs2LFdWxL7IWXRokXUgKWjZg/dWdMbtUJGxt+HFM+CtUrUREL3R2RFswMIuObC3Y0oFMqRqdL/9lAB97eFCrqHgB6IXA9d7vBo8dWVcS0V4TfzED40+CsOdTXwwANvd+y1tyhtJpCyfnvmiqY5JR2nLc4vi62v+8mQMzbOy6tf9rFfv7eqcGGGjBl6INICSDdDhltWdCZCETQBvtQDES8OPaEhnUa5iCzI7dyfLIZfBdxlhoyVeiDyFSIJuhQnOF+jByItzZBhBw4bTUk0a5fGBpmFNh9oe2rLmau/bh1caxhG4/Ly8nhWVhZnnHFG/Lhux2ut91Yw8/NFFGl5G98e86H23uQ3m0+YMN6Tlpqa5uvjq8hKrzejQfu6+YZh9OjRo4e28OdyejQ7lTvuOMDyZcspKCjgzjvvfOWuu+667osvpqWuXbuWYDDInDlfk5GWYFew+9C/mhoxCeG9L0BWNu9Z13cqQvMsAe62PHfPxjGpr4czm8/mgK9EQcGCCrqHxkNAemVc60AirRAD0AORVkATM2TMr+0g1ry1dbcWRe7CWmY2ySlpP2VBI6Yvzk8DLgxO6Fhohoynkvc1Q0a14kvfzrtadGhWxNL19ViwskFHhIP9Gmfaq40KJAN9FNG0noVQEHbwXYYzrNDdEmq/3xjR75YgjQAtkUKcLYYvRYT7trC/PU5HW7tT1j015NNPI3amWfzEZa8NPX/1fcPy6+zgBF99Rsx7RPv02ZXh1k0H3th7wCWkpaUs27J297TJTy9b1ev0dt+emDdkzsopZZnlpYV88+Fasur3KBnQ5tTvrrr11DuHnfNuZd36va68aeCZqTu27Fteutdz4ISG7XrMGW+6r/+MW/qPGThq9tDPk7/DX4toOObxiatYM8QnYhFi+7kWx39hEzU7zykoACroHg7mI9rVOCIJawZsMENGWA9E+iItr5l6IPK8GTJuD5sjOyLmHjuAu/36vfuSjvceoomtZ26t89X6gswzXO8dfAijC2FzZO6l/Rjk8UDL/AMs35BFYXFaa6Qd+QukA+4PyNJ/xAs3Lq0DvHvv2GOyi0tTLk06nIHQFucgVIVdULMz3XKEoyyx5o3JpA2ZkNAPeJFgfAFB7fxd8XpP7Iw3P9BG2/xdqhbvC8xixZTvEW4TgHZ8tTS/joxXa5Cxl1bZ6zYs29n1uZ1bCgfs3FLYEAnYtwEsmLF6DEnTDor2lmSYS7elPHbVh08Bx5YWl9fdtW0/VJ8IbMMDTL6l/5gZwIW/QjY2GLnhtilLyblu6cRpfyejZb0KT9belMoqp0J5EIz/aDVOnIR0panlucJBoYLuoXEF0u5pmiEjWUJzFk5QOA/JKF/BWeZvJWm0jRkyvrfogjovfKrnQHwpkiFVUkvFWA9ENGS5u+2FG0mNQ3pZucYLYZ3C4lQQWdJDiL5ytPWctJTKp7AkXw9esmrag+90Sh4YCY7l5DjEgs89ny0DWTInTUmIP+I81rQt8dzxueyt09BTyOZ4XnEzdrQAtiQbcF96zPh3Nuxr+UDL7A2dNhU235SVWjRo1Oyhu4Bjbuk/ZgSO1hlEIzwPadRwT1X24XzvdoY5HXtce3VkIi5r5yEWnoeGDNvcCBhpFbu7tdrwNKvaP8fyTmNXdln2h6nAkoQpD8H4TKSFW0GhVijDm0PADBnFZsh4t4aAC2JeYhuE2J06bt6znBpghox9ZsjYBtQFza5oayR6llZBD0SOR9pLNwALb32lS/F7s5vtXLq+rh1w7f3rInys7ZBGeaXW8O+ftNEeGd+BVVvqdEduCLYsYD1CLdxinddfED1rG2AEEuhmc6i/k2A8vjreIp6uyeU203Zkzq3suqfmEeXxypZ/W38M0KD50xtbXDfxVTd18qPr8SZg5KjZQ09AAn8P6/1S3B67UkTsY52n7cdrF7124ZirV+A0kRwuqrLiuEfUd/vrdp9DMH5NtNfSBdFw7JSD7qmgcBAo74V/Enog0hDxJVgDYM0KG47QCw/69Xtr5ff0QOR+xI3rLTNkvKIHIhciEwN+QiriZUjG7KYezkdkXPchUqXTSDQhGYPwsCdkplWYxWUpZwNoWpx4XJuBtPnejQTYv5sh4+EazutyRLcJsMgMGTXpcKtgPtx0fgG5vY7VVvJZ5Uk7zk+Z1QIJdC0QKd2sw/EPuKX/mEHWPu/WRAXc0n+MNmr20Pgt/cdcg/DLo5Ds/iRrk98hKpBTEM/hbQjVMn/U7KFzDvX5CZCi4HAgI9bpremF2b1Tei08XjPbBG/ckXeezWnf4vN7a/KQUFCoESro/ptBD0R24QwAHAq8jUiR3COrixDJ2lc17FOEBNPmSJHMQMYL1Ybc5GKdHoj8Gceucp0ZMpINxxMR1Cbti9cZvCWeTztt46QUrfI8JNOvRKiKGQTjZ9R6jH8Qt/QfswOnCHjrqNlDa5vE8I8jqJ0FfP5Lh9HsadAfgMwDK+d1v8Rf2+BHBYUEKHrh3wh6IHIviTz7RjNklCAeCYtxPB2ysHS2eiDix2m8KEaq6p8irchbkEzZPeI6GclSMBvFSMfcWg495gXg5mztwEsdPev/mqJV+qzryMThhgcQ1Kr/vQW1NgS1Wwhqxx7GZxwM9yIrizmIO9tvhVYAjQveQ6ssxlNRRJv1I3oT1FocakcFBRuqkHYEoAcibZD2ycVmyKg2o6qG7fMRU+p5Zsg4YL12MjLyByS43mCGjM/0QKQlsjz/CMfUGpyZbMNxqIXtCCVgT3Cog+P5ACIZ20Wiu5TH2r9KZWEV+l4hcXKsPf22OfB9tWaBYHwbFjdMUPO73ilF2pFHV59qq2UiM7haAAcIal0Ixk1+JUbNHvoGImf7pxENx3ogtEQpcIXP73W3D48HBuXsmdmr5+K+OsQ1T7y0HJc6Q0HhUFCZ7pHB54gz10Q9EKl1Ca0HIk2QQtZMYIE1jwycIAqiif1AD0ROQPTADyHB1R20+uqByHXI5AcbLZGAezDJUj1EyxtAClCrgHvMkLE9abty1zEqgYsv/8uIH8vjnpWIv0B10/OgdiJBzW6DvgQwkSy5H9CEYLwmz4GGOJMI6pA47udfhceRKcu9SR7TFIwfIBi/mGC8nSdecpknXvo2cIF1w1FQOCyoTPfIoOVBHldBD0R6It4GxyPBD6RlNx/YZoaMqB6IDEU6zV4zQ0ahHoiMc20LiTfJzoi3wmNIlt0duw1XssdynAaGtThjZTqYIeNyahkUaIaMrXogMhhRQswFnj/es5xUrSrmO2PRg1o3RLt7EVBBULuAYDxM9RHk1RGMb7ZmjN2E3LhmH3Kf3x5rD/I4EcH4+xyu/ExBwQUVdP9J6IHItYh7lz1PrNp/RIs6mIXoSd3L1TjiBjZVD0TaIhltS2CJHohcguPFUBseBK72aPFulXEN6zyGmyHjSz0QOQ4J2psReVs+Sbrhg1yTjgTzXGu/0i8qT0wfGv8/crRCsJfyQc2HBHi7yJeCaJdrnxwQ1FoiFMdcgvF7qHmqxVFFNBwbhPw+7kZWACUIxaKgcESh1Av/BKzl/RicltmLauJ09UDkNuDvBzmM3fF1D6KNhcTRPvOQqbHX4piMJ6BBVtmyA6UpnUvLqxLhtxAa4A0zZBySb9QDkV7IRIPPkMD8R2x+Vj7/YeDCdtqGaTPSb5rrLZlY5+aUiaMvTfn82MbaLnfrcCEwkGD8Ww6GoHY8QnFkAW8SjA851Pn9o4iGY6k+v7dGrbRrGx/CpZ9mvXSvz+99+rc6JwUFlen+g7D41tdcL8U5uErgA8RHtSPVefRUJNi693Wb0nyBZI/JAXcLluFMs9ziRm2bFPPZgkakp1ZSWu65GjHY6QLcrgcipyOty7/ogUg6MgxylRkyluiByFnI2B4NZ0S4eyLsL2bI+BzJ4tEDLVulULHwmYors96pOJtu2iq6eFZzR8r4J1O1yieqjSAHCGo5iNrCpjlsRYO/2rZHCNFw7H5gRDQcW4X4Tkzy+b3F0XAsHWjg83sLouFYHtLG7aZwTnQdw+Pze6s3eCgo/BNQme4/CD0QGYD8hwUJVpeZIaPGEeJ6IHIFUiR6DckaL0Ky2zo4bawgNEAz164rkILOEqpzxVXtvPn1S9Y/ctmqVqVlGo9/0J5dhVXe5RuQm4GtVrgUccOyNbRDEKrAbXZuYwSiWnjNVlhY1+Iazugk5MNTX/r56pQpPV0jbBwEtc9wpv7eiVAiecAzBON3J29udXr1AT7w+b3VuvSi4Vhv4IDP7z3YFA+i4Vgh8h3bmI6sFuzZYE8iTSLuSc+FyI1ggXWNPqQL7hdgmM/vNQ/2eQoKhwulXvgHYTUmBBEVwKW1BNw/INrR4cB7Zsi42QwZjZCq/ZkkGls3Q5ob4ohT1c1myNiLeO4mo+p3t31vxjcfft3kuVFT2qzZVZj+KSIdAwnUbnnYNTiG6KlIAK4p4MaBUWbIeMEdcC3MAaZDPJ5JadXSPY893ZDCIAS1+whqEwlq9md1cO1fb0PzW7sv6zT2qmivpU8mf7Al2ZqJjAKfFQ3HNOv1BtFwrFE0HLsPGRv/UzQcuzRp36ZWJguJdpYApwLnur6PW3x+72qkCLgCmRGX4/N7ZyINJScg33EPRI0xqobvSUHhV0PRC/8EzJDx6GFs1tr1uCOAHoh0QJQF0xF7QLcdo4YE5BIzZOzUA5HJSGZqYyuyPLcdtQ4Al85ekrcR6GaGjN16IPIONU+anYAYlYNI1MYgXgxZ1nlkIoHmdjNkbLbO9TFkttoLZsiYaDVr/E4PRDwtta392mqbphyn/ZL1e883G4A1BLXfI1kkwBmWofk9SHfb2v11vK9vbnbzVODYjGJze+WjPZZ44qUHgBuivZZWAM/i3IjaAunRcKwPwjfXwfFP0JDs+T2AaDj2PDJsc200HDsJyVivQgx0WgHPIVlusXWdMwB8fu9w5Iboxgkk8upwcBmegsKvggq6vz3eRrSf6UAjPRDxIRxqLpKRdgKOQzKu/tY+nc2Q8ZUeiJxHYsD9CdG2ZiMZ8f/hBNcWCIWxEKEGelrP9yAUwgfWedhTgdMRDXBHhBv+EqeVOAdAD0R+h6NVPVEPRAqAvsAkM2SsAGZZnWQzkax6HInTLTTrZxMS2D5a2mVSFqKDpeXGZ/M98dJTrW0fw/GRALmZPOLze0ui4dgVOFSBPQC0hMTuM9vkpw1wts/vfR0YHQ3HxgD1fH7vHoBoONYN8fz9ihoQDceaIhaZNj5BGkr+I6Y+KPz7Q9ELvz3iOEv4VGS5alf885EOryVIV5g9S83W27o5SZDCmM3tZgEXu96bgQRlzJARM0NGFyTofogEsLaIvaGNucAaM2RsMkPGQhKNt/cn/QuS6c1ALCO/1gMRu/XY6zqnwYhr2YNIsLoAuaF8i2TVXyIFw08A4lrqDtfxd5L49/iKz+8daT3+AqcxxM4+R/n83umu7e2ZbvuBlGg4dm00HMv0+b0VdsAF8Pm9qxD1RENqRiGOjWUZcLfP7x3i83tra6VWUDhsqEz3V0APRFLMkFGR9Fo64my1AsmIWiLtwHGoajQYjmRiXyCZ4GkIT7gROBn4S49WOW2yM1NZv7MIc0eRzUe+j1TTb7Wep+TUSZvVvWWDflnpKb/MXF7QuaS8qrh+UQ3ysI+RQhxIYcheMu8Dzkva3rA+Z5EZMuxxM7sRbjSXRF62sXXe05Gi03acDPo5gvGrqrYMalfh/J119y3ookV7LT0faJZRsuEAcG9JeosGS7wTPUhgX4YERHeX3MdIdvw3YKD12tcA0XAsEzFtvwKhTjrh6GsHIg5jWNt2RW48TwJaNBwbh6w62iA88S3AUoRyuRCY4fN7V6KgcASh1AuHAYuDnY4UuoaaIeMt13thpEOr1PqpB4wzQ8Y1NRxKmzp16vL5Cxa01zSPp6Dt75j8o9gaPNBuEy++OIoHHwttvvjcs5u7d9IDkQDSuvvD57f3/+JPV5wfbNiwIZ2ueGTx+HnrvMhY9vtrOO9tOAblW5HWXNsRaz1w14L0K0rytD23I8Ez4PZH0AORRST6PbhRAQwwQ8YcgtodCBcLUE4w7jiiBbX6CB/bG3iUYPwJ90Gi4dh5iK9ETauubtbPm4ihzdlItr/R5/fOiYZjaQhP60P8hnsj5jc2FbDM5/d6rc+5EtEvu3naMpzGDpvrBZHjnWwV2hQUjihUpnt4uAanjfYvOIbl4HCQ6Tg0woXWPgDogUh74IUzvY0z17w5st2MGTM8AC+/2Ra7HrZx40Z+/PEHSvfvKe7+6OfvNcnOPLlOesrnN5/a/ikzZHxz+t9mPrR6+/5n35m79qR58+Z5cnJyKidO7P7yExd0XwGYVhfZ6X3b5a1IT/U8npnqaXRKh/yp367aflWl3FcnkTggsRXEP6xDsS1ZOwPJat3NHe5AOAWhNHpZJ52CBLs5SAfaQ0hGnNgcIrrdk2v5bgdRc8AtR6iCYQj10hy4xuf33pl4DTLiHcnEj0VojMEIx+32Cf491Ydy7sAZrun+v9AUGIn8HhUUjihU0D08uIdORpPeew7hMDciHGwOMMHiPDsigeMnoM7xuRWMnTmTzp07x5ctW6ZN+2QSnU75M79sLaw62K5STR/qy287a+xf6XvCCdd9PWHKdY9cO63i3PMv8LTpdLoWBw1NIzMz0/PSSy+NeeONNyp8ffpw+WlDihZsKs4+uWQ+H747icLCQpo1a+Z9csiQHbNK9Vs+/XHzB0i7sisj1jhAZkoWJfYLyfKwKxFZnAkEzJBRqgciU5Fl+27g/Wg4Vp9eSzs3Kviwv77ukXTgh1/53b6HdMDVQQp7byP88yc+v9eMhmNRHHVH8ndfD6fhIgYs9vm9+5BsuApWccy2sNQQfe5G5MYRQGiXPSRON1b1DoXfBOoP6zBghoz/Q5QFl+HyltUDkWwk09qBZLlFiEzpTqRQ9QPiAlYnI9XD3iWzqaysJBD4C126dKkIf/IxN/ny55JYGde0inI+mjiRYcOGUVBQQEVFpfbwgw9oXXfPpU6aqKlWrlzJRx99BKCNfvnllEabv8+um5HKjh078J9jcO01Q1i5cgWXX/qHvCEdKy+zOOYJOAWpSoCHym9+A8ncbyMYnwIQNkfWC5sjc82Q8ZMZMi40Q8bdQD89EHkCh1PNqZfqaYks7z8taHTxzGivpdVmorkRDccGRMOxl6LhmGG/5vN7ZyEZ61XAEJ/fG/L5vTf4/F6bV/4TEvy/RTrMrrCO1QDxs2iDUAPnWgG3JnyMcL6pwDMId/sSckPJRAK+O+BuwxqOqaBwpKGC7mHCDBlzEBcsdxZ1MxKE8hDutDkSILogrl9g8YRnepvwxuuvkZaWRre+A/Zcf/31nrKyMjYt+qp7TWPXAbp07UbdM2/Z9PDfXl4HMPmjSXRumh0nHicrK4tJkyaNfOjhR2IAy5ctixeVllcMOvtsVq5cxfQvvyTF46G8vJwff17S1zpkYxJ/5y1eGhG6jmD8j9FeS0dFw7H+0xe+dzHSGbctbI4cAmBNPZ6GkxUClJzVpH4FwrmCFNK6k4RoOHZsNBwbEw3H7kUoipuBydFwzG3j+DCS4c6NhmNuRQY+v7cCoTVOAnRgnOWXkIsjccsEmkXDsQnRcOynaDh2QdJpuLXS9yJeC0VAgfWau7BxD9DU5/euT74WBYUjARV0DwE9EEmx/u2DKBQW64HIM3og8gCS0SZjqfVj+9wWA/TM2Fa+csUKKioq+H2/3g0ee+wxAMaOHZuBdKZVQ926ddm850Dz3RWp9QCKS0pIT/FoaBq5ubmVr8/b2mFDkacrQFlpaeWLRvOp/U45hUjk03j/006nWzeJh/uLyxpaTmdFCIVQATxnhoxNro97A5hVf2P3CalFDeohS++h1nvtsfjQFA2tfd3094AzL2uTuwDHJH0BkvUmYwpiPfkUTqEqlcRx6f1cj2vif03X41SEQ96A2FNuRtQKxyBtzt1I9MQAyWzdfhL9kUz/JaSg+Day2rgJeNbn96rqssJvBsXpHgRW8etLoJkeiNyIZEu2UcuVOKoAN54CHjBDRrlliHMM0LBxdsakxbPCOQBXXnUV7dq21QDGjRtXuXDhwpTvvvsuwX9A07RyIHX+/CiXXz6faePm5gMMHDiQ5Vv32Rt5VhUUntMlpao2pG3fvr1ZWVkZTZs2I79Zy8pYLOYBqJAK/cfIctzW17ZPOncZXoknJWN/frw8a4+GKDYAJh3boM6YtUWlmRe3zGFgswY/+/zer633LrGMY3YdxBzGbSYzFpmY8bHP73Vzv88BryOBsVU0HPseeNTn934G4PN7p1kdZ/aSvwnwls/vvQzJvomGY+e4jrfZfQI+v/ejaDi2HjHtyUZM5Itxko6rgV4+v3dhDeevoHBEoYLuwTGERMXCpcjSMxvJ6M53bVuKyJ7ud+lzi4BFeiDy2lnexjlfT/uRLl270vWiO3jpm42DzJDxZcuWLfeOGDEi4+effx7QuHFj2rVrF6+TVTdeFI+nAvTv14+pn33GnDlzGDx4cEV2z3M27C4qbdOlSxcaNhRtf0ZmJsd07kybNq21Xr16jbz1ttveGTd2bMrTjz+iDRw4kML9RdSrVx8kU12EVPaxzu1uZKLwd+NPbPtGmke7Hyig0nMdsMuv3/u1dS0HouHYMEQnW4BIuKrg83vdTQ7JsAPjIuAuiy5IgM/vfSsaji0CXnad39tY2t9oOCbTJ2Sl0dF6/9xoOPYycI/P793v83s/jYZjVyGZbsJki2g4loJk0BMQVcIPJK7yKnCNK1JQ+C2hdLoHgdWCO9l6Ot4MGVfogUgewt+uQJbNtnPWWjNk6Ac5zj2NszNG9mzdkDgw65dt+4rLKrsBPUdf2WvnoK5NGyHL/tLS8srcc0d9/ZbRLiPztnNP5KyBA+NDhr86ffOe4k7z1+7c++2qHd0bZqVtP6FtXn4cmLOioHxQ16Z3XuprpfVpm7cSmPrXqcuuKC6reHtHYQl7i8sLerTM+XLBul3Nvl65/SGkoeB8JABPsT63ygv4w5PafQ/s9vm9+5Mug2g49gXSBAIi3RpX9WZQuxdxBXueYLzamPNoONYQeAJIzWqQ+XDX/m3zEB51OcKD1188bcWEsuLybq7dVvj83k5WwNyBY+i+g8Rx9MN9fu8jNX33rs9/GLF3BMmmFyDeF5VId9ybPr93cm3HUFA4UlCZ7kFghoyP9UCkH6L3/Mh6bQfynx7LVMYOujv1QERDlsiXID4H11lZ74fb9pWMnLpki31oO1NuedM7CzYDXe3x5+mpHpZt2TfIaJ95bV5eHo0bN9HGfrvmdwmSsqKy/KlLtnxpnddTz1zSw+11wP2DOr+jByL7kSA49s1r+rgnVYD4NaAHIjcgLa/ZSKa36iCtrl0++OCDWTu276wyK4/HK0eXf7f7kr59+/7eMrixC4FnEtRyqw2tlNbhGwEaNK7bZciQISdmZmYyevToSz/44IN3xo0bl3LX7feUN3BcLWfj8MkaDq0DIhH7AWcU0eH43XZ1PW6ABOAxwHKf37voMPZXUDhiUJnuYUAPRDoiY1x+QQLr1Ui22wFZ7j6LGMGMd+12HMIdfoXj7AWila3vet7HDBlR63OygML2jeppJ7TNpayiksmLN1JWkfA72gt0N0PGOmuOWVcke0sHRpsho5BDQA9EBiFdYlj7nmuGjIPNJzu9Z8+e0xYtWpRQdB0zZsy266+/vinPtRtM4eaJxCupbNih0DPwb3l0HGQP2dSA5ktmr5lUUlR6QkVZJY1a5+y//eGb6mZmZsbff//9y0aMGDH+wQcf9Lz15lvbOjfsvQjYp3m0EzKy0tI1jUu7ndZ+ZjQcGw9c5knRiMf5Kj0z9VnNo71Ysr9sbTweH+jzexP0xRa/OwbRTc8DTkEKg6nI7+34mrJ5BYWjAZXpHh6m4kyqvQ5HNnaOGTJe1AORi0kMuLsQ8f1AEgMuJAbcChIztWJg/aqCwtarCgpBmjJ6k4gfrIB7NsndX6IZrvIasHTEAxEj7jyk2r8Wp0AGwm1WUQLRcKw+kOfze9cArF606a54PO4B+O7b70vzGjTalV4n5ce62XU/Lisru/v+9Rc81bFjRzIyMpgSmVJvgGd18eUN912Rk5/9zeTJk7+dPHly0x07dqTous4lg/9APN6gbu/evUlPT7cnVQBQGa8s8fm95/0YXfLLxE/eb7U0FqNd27ZfXZR10ZdtunYYsqlgfd+3339T79u37wBzqTlg3tx5nHvuea1P7n76DbhGIUXDsRtJ5HTd05kvBKb4/N5iFBT+RVBBtwZYAe1mxDHrVBJHg7sfe/VAZD2OfywIV3miGTJ26IHIDwhvmoV0piW7hqUA8/RA5GIzZHyEeDvcg1gWpiOdWFUTIixo1kyzDlRH8gjzGUjQPoDYK9qKhZ+BFxH7x5Bd/IuGY50R3jcvGo497fN77y0rLh9gH+zZ555Jz66X3cST4vndnXfeua1hw4arnnnmGS01NZVTTz2VdevWMXHSRK20tPQtwzA+vuiii1ocd9xxlYZhsHTJUlatXUnL3PY8+8yzZGRmxIcNG5bmPtmVy1eNOst/Rutdu3Zx3rnn8fLolxn10qgzZs6YPWnXzp0Vzz77LKNGjaJfv37MnTuXSR9NYvZXc25oR3P3/Llkja7tqbALmK0CrsK/GkqnmwQ9EMlEMkg/UvwZmLRJhvXvbsRfYQ6J48Y3A2P1QOQ1pBmhJ6L/TDB6wRHke4CH9EDkA0R7Og7HwyEFWaKvRbLiUsRFaz7SqfUZjg0hQCs9EMm1riMdJ0uuQ2JGvdsMGbeaIeNkl6MYiHGPXaQaEg3HmqekeX6035w9ew5fTPuC6dOnU1hYWJWx5+Xlxd98afyKyR/IoV5//Q1PZmZmn8rKSkpKSkhPT6+8fujQisH+ixZl1k2bEZdLT+BMPJonc9bsWddt3bqV++67L/7kg3//yxNPPHGgqKiIGTO/7OMhtT2Az9eH1599p2DYfcPi8Xic5SuXuYtq4HTdVSDdZ8chN9ATfX7vdhQU/sVQmW51xEkKCC64Z5jl4HRE2RiL+Ag0RzqorkP6/M9DJE9uVytbNRBHnLx6WM+zSJxaoCHStQokGDe2Xu+MtM6OxDHdaYLobd+1fBKeRRo4ftSz0q+/oX3+e40zUrPqpnpM90lHw7EcRDL1JU5mPguIlZdW1I9LlNSmfPrZlkZZzRY0apMzafv6PVvKSsrPAMjJyals3CZ3WObO9MtSUlIuLizcR6tWrV5/++237x47dmyd559/PqWgoMBz4403dh89evTTiHViAjQ8dfYfEJo1t2EubY9r9tfsRdm3A3X27t2D5pGvw+vtzK4t+8z0jPQcIK2iosI97gif3/tmNBz7Cij3+b1280dyMVFB4V8GFXSTYIaMEj0QOR+ptn9j/XsMktnawdi95N+DDDf8Dvk+k1cP5+BM8k1D2ml/R+3QkAB4Ak5zQfJxf0Q63z7CCbqlyOQI+1ru0gORByyd7cs49MOn0XCsns/vLY2GY1OQQF2BKAKOQTyBu2G5bGma3ADefvfNpg0aNDAAo99J/elE1zKAFStWpIyf8O6Hq1avqqyoqKBfv37xbdu2nV5WVpY9cuTIDZmZmS2PP/54Fi5cqFF9wKZcsOap273zsWiaxmuvv4beVl/91ltvNQLodXzv8nhlJUCqhhaPV8bzPJrnoH+7Pr93XW1froLCvxIq6NYAM2RMw5p4qwcio5GM8hWczPZ9hII4EfHOXWJtu9R1GNsy0c1bllI94GoIRRBBsmi7JXiVtf3Z1vMVOKNq3kF8fYuBF/RA5BtEIvalNUbHfS12Zd/ddpsG1LGGPtrHT0FaYf0+v3dDNBzbiBQDW+Tn58ezsrK0V199teqU8//aiE6tuqYBdOvWjdGvjE75/vvvU7p161Z5++23T969e3fh8OHD+69Zs6YlQOPGjePDht1fXLB2V15eXh5ZWVkaQGZmZjw7O5v0tDQtP60lr4x+tSLwl/tTBg8erGdnZ/P444+XDr7ogjOnT5/+RHZ29inZ9bM1oF39BvXJzs4mPT1dyW8U/qOgJGM1QA9EWiEZ6udIUGqBWCLaS/69gNftXWC1Crur5iciHO0aEgNvTahEOrdmI0W5cqRTrAzp5iqzXh+NFNBuMEPGT7Wcf12gsRky1tivRcOxeojzWWvEX+Bh6/UtOJn4UkSZMQnRG2dm52d1btQ65470zLQd2XlZqzcuL/hTeWlF57KScjLrpdPK2wRfbx+fvP8Z+w/sX92+a+sHEJ1yPvD7bdu2dS8tLc1IL6/bYkNs2/meFA9N2jWc36xD/pvAB3sL9l+zf0/x4D0FhX32bS8iLTP15YZNs28orSxOqV+//qwmbXOvQIL/CUCf9Uu33bhl1Y6uDZtlk9us/ru5Leq/iyN/U1D4t4cKuknQA5EmiMFKJonc6i4k07WfLzJDRk9rn15I1T/TdagcM2Ts0QORWxBvAfeqIlmRADDTDBnVuE7XeQ1DJF8gGbBuT+xN2q4NQnU0Q4L0M0B9M2QssLeJhmPdkZberYhJ+C0IpxtyHaqrz+9dGg3HIogBeBwpKs4HbgCObdYx7/JW3iacfNLJjHnqnXjhzgOlwM0+vzehYcP6zBetzwGY6fN7B0TDsd8j5jUeJNN/Gsn0bavLFT6/t1PScXKt42yo6XMUFP7doeiF6uiMEzzdkwaSBxnqAHog0htpmHAH3BfMkGG7Ws0DzkIKZfuQAJwsHQNYXHVg6W6zLQ4/tCRdbsvDdCTjrRZ0kS45u9h3HdLZlaIHIkHXyPhXkGYOgNU+v/cBK5jdhRj5bELct0DUFyDfRQ+f3zsNeDIajrXatXnvhWuXbs4gDtvX7dEQZcfr0XDsF5/fW+U4Fg3HspFi4D5kFI5t8NMP5+bT3uf3zoyGY3uAPyOdYxssLvoxuyjm83t3IpODFRT+I6EkY9XxPWJiDZLdldawzX7gbj0QCSJZ5bGu954xQ8ZteiByqh6IrESC7gykEPcjNQdcgD/rgcjVeiDyKtLm+r7186AeiFxAYpPFd8AqPRCpX8NxZuOYt6xDuFoQCZz7/JMfX4pQAkWIzaPtovYIMu58KfBONBxrHA3H6vj83vXFhWU/bV25i62rdlFRVqVI0xDlhhs3I3RNNuDx+b0LrflmbRAqBWB/NBzLsdpyWyN0ygBEbvd6DdepoPAfCRV0k2CGjBIkU7SHGKYjmd9qhJ/9BBk7fgESkNyrhZnWlAWQYpfbPvFpJMubRM1+AamIRncoiWbgPUksgu1EXL42AAV6IPKOO/iaISOGZOunIJluEXLzGOc6xhCEengUZ6DkTTg+Bw8Ci6LhWBvElKYMyayfQSiJNdFwrCMyFy2Zn9oITEx6ze0XbH9fQxAe237eC2kMwef37kUKkTbc9pAKCv/RUPRCDTBDRqUeiMxFPBZAlrr2hN47zJCx3vLbdaMC+FQPRJpbBbZkv91c4E9myLgIwPLb/T5pm+TBiSBuYOOR5ooW1nEexbkhXIEY19zkOv9NyI3CLgpmmSFjg/2+ZWxzc9LnTCcx2NdHxrKfhBP0bNvFJjg2ly8gNEED6zyLSKRawMm2Ab6PhmN3IJRLMna7Hj+FZLyNcOgIBYX/eKhC2kGgByIeJDC1RrS6trXgnQhFkIVkpXZwLUduYuVIt9irVMdq4A9myJivByJNkbHhB6MbbDyDjJixhyrWhAlmyLg86fxTkeX7ejNk1ESR2E0RpwELfX7vumg4dipidm5f6/PIUM0x1vPFCDddZp2PbYhuIhy3XXjciWToLyPzz163rmE/sgKwueXNSPa/E6FgnvL5vTbdoKDwXwkVdGuBtWz/HqETCpFGhE6IHAycQJsMW6MLEpDWISNiAOabIcNnHb8n0q3WAwlk4xE++WlEIgXwmhkyhuqByMfAuUmfswmRr2UCnwK3mSEjrgciaUhzRT+kWeIUl14XgGg4lopwx12sa7sWkcU1xGlrvganQ289whe/g/C/h8IoHLVCzOf3drE+163CcONKn9/77mEcV0HhPxqK060dxyMBF2SJ/QiJQw7tgPstwvfacH+vP5KYoVZNnTVDxkJkEkMPJICHrffXId1wU6zPxAwZ5yHSrbC1exzJGDsjWeafceaLtceZO9aTxEKfjVwct7R6iKKhJxJw37b2vxXhgl8DdlpTH9zetAes87b9HwoQzvevOKoHgI7RcMymY15CCoRlSedTbailgsJ/IxSnexDogciFSPfYRoRLjSLFq1uRIOSWkIWRwHej9dwOsmVIQe73uIYvWkMi+yOB5g9IkG6NBO77rc1KkGV+FTVghozPgM+sRoxSpGD1JKIfLkMCHkh2vQQJkBVIMJ5rHycajvVC5o3twynSuYPgDEQh0cN6noYE7h+sa38OCbi2uXguQkMcb4/jiYZjYedwpCL8+CPWmPRLo+HY44geN47QLgkjdhQU/luhMt0aYC37P0SCaB7Sknsc0hjwNSKtut96/CJSxb8RsRF0KxOCZsiYhMxYs5sTWiLOZE8g1Xv7d1CJM5MNRPO6CyjUA5Gq1mE9EPkjEqDeQALnAGAEcDkSCLHagxdbu6QAf7W0vzYiSBDMRoL3TsSo5ymEx37TCp6PIUF7HqLawOf3Po8UFU8jUbnQMWn+2T04N4G4dYwq+PzeB5EbTQOf39vB5/eaKCj8D0AF3ZqRh5OtZiLL9XQk8A4HMEPGk0gjwi84GV8mid/pMD0QGYXwtLtcr9dUEHsDCVT25IdCpFCVBYzXA5HBeiDyMIm87plmyFiM8LYTgLV6IHKV9Z57lPkel2euRqK64Cqgkc/vnYoUvlYAqVbbsB8J2qt8fm/VCHOf37vF5/dGrXO2scQ6/qPRcGwOcjNojTR19PX5vZHkC/b5veutzFdB4X8Gil6oGdMR1cD5VDcGvxG4TA9EIgg1sAMJqo2pjvqIkiGG+AOcmfS+Xe3fimSZKdY2C5DCmO3lm48zJWKPa//9eiDSECla2b/LyxBOdor12XHgDtc+pyLcaxlWk4XP7620WoO/R4L8x8B7OLzsZdFw7HbEVKcXkgmvRQplWxAFx2OW+uFha59TkOz7DJ/fm8zfKij8z0KpF2qBtSQPIAqDPrVsOhHhfI9BeN87SWxoWI0oDXZYx3JjN7Jc748EuwxEStWURN7Uhtu3IYrMYLvP9f4IJOBtASZc3DKn3iWtc88EvvX5vWOi4dgy6zzdx/ud9dpL1msHEC7bnk7xC3A94rGrIdzzYoRzfgXR0W5HblTuUUAgPO9iFBQUABV0DwlLT3s7EpiOw8koazKtWY7MKauPLNPrJL3vNtBxvzYI4UwzqI4DScdZhgTq3ta5FOI0L0St4/cGSNEY/l7fdrfhWFKehtAj/UnEA0h2/C3COT+P8MU2hiDcrz0Hzi2J24Oj630K+Q6eQ246JnCsohAUFBwoTvfQmIoUzXohUqefgUXU/N0dgyypm5LYhWXDDrj7cApdGvAuNQfcUoTDtcfM7ETog5twgn89xCnsIUQlUUU/pGraHhL527pIQEzGTz6/dz0y2bi5z++9HQmgFUgDx0REozwRCaTuET9FrsfbfH7vG4iS42ygtwq4CgqJUJxuLdADkRQS9aNXWP/W1jX1C9LckF7LNi8gc89esZ7nITxrI0R61Q3JgG9DMs98a7tcpAX3AMIT2xriTCQ4FiOFsfuBzSWV8ecR5cUdSBb7GaLndaMS2BYNxy4C5rmmLnRFbhwdgGt9fu8LWE5n0XAsAwn0OUjx7Rrr/J+HKiewqbVcv4LC/yxU0K0dGlJwSs5C40gDQ+uk119Fgma/pNeX4/CoB6zn7sq/hmSsxyIaWQ3HW8EdJDfiBLO1rtcfQTLv1WbIaI/QITY+tn4AiIZjExAjnO7WNdyPdJl1AHZGw7GuPr93C449JLgaOgB8fm8JlorDwl9QUFA4LCh6oRaYIaMcmRM2HckibTwAPI5kiW5S/HokWLlf24YE3EokoF6IFJyS6Yc6SNB2S8vW4HSNgUMzQKJawv49ttMDkVNruyZrIu4v1j46wkHbBbNcpMMNJNgvRFQQz6KgoHBEoILuIWCGjAhi4+imC34wQ8YYJAM8AachwoO00V6G8J5/whnV40ECcCnOmPNk9EF4VYCXrfHowxFuNYo0KxxAeNTkIh0AJ+fXbW1pbGuD+/NTEY0vSNPG9wA+v/c7n9/by+f3Gmp0uYLCkYMKuoeHP+J8V3uRjBUzZBQg2eBs17Z3myFjohky/GbIeJnE8d+dEfWBW2sLVidZEtKsz3gUkY0NsLrbchGOd71r2zeBjy5smbP0jk5N3gJ+ioZj+ckHdOEOpJvuUyDk83svB+r5/N7+Pr+3uJb9FBQU/kkoTvfw0Nz1uD7SHPEeUuG/BkcyBRJU3SN33NX7tgj10BNpguiDyL/utN63A3sZ0vBgjwP6AsjWA5FrzZDxtvV6e4QC2GSGjPej4VhDHOMZHfHB/aSmi/H5vdV4Z5/fu7+mbRUUFI4sVNA9PDyHBEZ7Sb8LGc54R9J2TyHSLRAFw11J7zdAVAaTgSvNkPEqgB6InE0id/uZ1d4LopG1zXVuRfS0mCGjjESudTeSgZ+OFNzmoqCg8G8HRS8cBiwaoRfSsfU0krFm17BpT+BhPRD5AJm6UBPqIJzvSXogoumByAQk4G51bePmXGcf5HECfH6v3WTRG+jm83u3HmxbBQWFfx1UR9qvgB6I9EW4UA9ic7gEaYawMR+rGwxRO2TgNEQUInaNeUghrLP1nlv6ZeMXM2RUterqgYgPyXan2cY1CgoK/5lQ9MKvQ2ec1YHXDBk99EDkJ8QdbCmiArCDbiaif73Sel4P6STLA2ZZc9YyELqhA0JZRBHJmc3xAmCGjOhvdkUKCgpHFSrT/RXQA5FspNHgeOBhM2S8kPR+KtImbGepjyEB9TJkEsSZltete598xBNhnhky1qGgoPBfDRV0jzCsIPoAolp4wgwZxXogUs8MGYWH2FVBQeF/ACroKigoKBxFKPWCgoKCwlGECroKCgoKRxEq6CooKCgcRaigq6CgoHAUoYKugoKCwlGECroKCgoKRxEq6CooKCgcRaigq6CgoHAUoYKugoKCwlGECroKCgoKRxEq6CooKCgcRaigq6CgoHAUoYKugoKCwlGECroKCgoKRxH/D2s0L8bK4vH2AAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scv.pl.umap(adata, color='clusters')\n", "scv.pl.proportions(adata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initialize the Velocyto object" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:28:08.498146Z", "start_time": "2021-01-27T16:28:06.924786Z" } }, "outputs": [], "source": [ "vlm = load_data(DATA_DIR / \"pancreas\" / \"pancreas.loom\")\n", "vlm.ts = adata.obsm['X_umap']\n", "vlm.cluster_labels = adata.obs['clusters']\n", "vlm.colorandum = \"black\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pre-process the data" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:28:09.978173Z", "start_time": "2021-01-27T16:28:08.499949Z" } }, "outputs": [], "source": [ "vlm.score_detection_levels(min_expr_counts=15, min_expr_counts_U=10, min_cells_express=0)\n", "vlm.filter_genes(by_detection_levels=True)\n", "vlm.score_cv_vs_mean(3000)\n", "vlm.filter_genes(by_cv_vs_mean=True)\n", "\n", "vlm.normalize(size=True, log=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute PCA and KNN imputation" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:28:10.268739Z", "start_time": "2021-01-27T16:28:09.979908Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "This selects 21 principal components\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "vlm.perform_PCA(n_components=50)\n", "\n", "# use elbow heuristic to select the number of PCs\n", "n_comps = np.where(np.diff(np.diff(np.cumsum(vlm.pca.explained_variance_ratio_))>0.002))[0][0]\n", "print(f\"This selects {n_comps} principal components\")\n", "\n", "# provide the UMAP embedding\n", "vlm.ts = adata.obsm['X_umap']\n", "\n", "plt.plot(np.cumsum(vlm.pca.explained_variance_ratio_))\n", "plt.axvline(n_comps, c=\"k\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Inject the following lines in `velocyto/neighbors.py` starting at line 180:\n", "\n", "- dsi = dsi.astype(np.int64)\n", "- dist = dist.astype(np.float64)\n", "- lsi = lsi.astype(np.int64)\n", "\n", "(only when using balanced=True)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:28:13.736207Z", "start_time": "2021-01-27T16:28:10.270574Z" } }, "outputs": [], "source": [ "vlm.knn_imputation(n_pca_dims=n_comps,k=k, balanced=False, n_jobs=n_jobs,\n", " b_sight=np.minimum(k * 8, vlm.S.shape[1] - 1), # matters only for balanced\n", " b_maxl=np.minimum(k * 4, vlm.S.shape[1] - 1)) # matters only for balanced" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate the velocities" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:28:19.899185Z", "start_time": "2021-01-27T16:28:13.737803Z" } }, "outputs": [], "source": [ "vlm.fit_gammas()\n", "vlm.predict_U()\n", "vlm.calculate_velocity()\n", "vlm.calculate_shift()\n", "vlm.extrapolate_cell_at_t()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:28:30.605039Z", "start_time": "2021-01-27T16:28:19.900755Z" } }, "outputs": [], "source": [ "vlm.estimate_transition_prob(hidim=\"Sx_sz\", embed=\"ts\", transform=\"sqrt\", psc=1, n_jobs=n_jobs,\n", " n_neighbors=k * 2, knn_random=True, sampled_fraction=0.5)\n", "vlm.calculate_embedding_shift()\n", "vlm.calculate_grid_arrows(steps=(40, 40), n_neighbors=k * 2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot the velocities on UMAP" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:28:30.691717Z", "start_time": "2021-01-27T16:28:30.606841Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(None,(24, 8))\n", "plt.subplot(121)\n", "vlm.plot_grid_arrows(quiver_scale=3.5,\n", " scatter_kwargs_dict={\"alpha\": 0.1},\n", " min_mass=1, angles='xy', scale_units='xy',\n", " headaxislength=3, headlength=5, headwidth=5, minlength=1,\n", " plot_random=False, scale_type=\"relative\")\n", "_ = plt.axis(\"off\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Run Velocyto to compute initial and terminal states" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Subsample in the embedding" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Directly taken from this [notebook](https://github.com/velocyto-team/velocyto-notebooks/blob/master/python/DentateGyrus.ipynb)." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:28:30.838999Z", "start_time": "2021-01-27T16:28:30.693655Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Sample uniformly the points to avoid density driven effects - Should reimplement as a method\n", "if True:\n", " steps = 100, 100\n", " grs = []\n", " for dim_i in range(vlm.embedding.shape[1]):\n", " m, M = np.min(vlm.embedding[:, dim_i]), np.max(vlm.embedding[:, dim_i])\n", " m = m - 0.025 * np.abs(M - m)\n", " M = M + 0.025 * np.abs(M - m)\n", " gr = np.linspace(m, M, steps[dim_i])\n", " grs.append(gr)\n", "\n", " meshes_tuple = np.meshgrid(*grs)\n", " gridpoints_coordinates = np.vstack([i.flat for i in meshes_tuple]).T\n", "\n", " from sklearn.neighbors import NearestNeighbors\n", " nn = NearestNeighbors()\n", " nn.fit(vlm.embedding)\n", " dist, ixs = nn.kneighbors(gridpoints_coordinates, 1)\n", "\n", " diag_step_dist = np.sqrt((meshes_tuple[0][0,0] - meshes_tuple[0][0,1])**2 + (meshes_tuple[1][0,0] - meshes_tuple[1][1,0])**2)\n", " min_dist = diag_step_dist / 2\n", " ixs = ixs[dist < min_dist]\n", " gridpoints_coordinates = gridpoints_coordinates[dist.flat[:]" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "diffused_s = vlm.diffused - np.percentile(vlm.diffused, 3)\n", "diffused_s /= np.percentile(diffused_s, 97)\n", "diffused_s = np.clip(diffused_s, 0, 1)\n", "\n", "vcy.scatter_viz(vlm.embedding[ixs, 0], vlm.embedding[ixs, 1],\n", " c=diffused_s, alpha=0.5, s=50, lw=0)\n", "_ = plt.axis(\"off\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run the backward diffusion" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:28:58.732905Z", "start_time": "2021-01-27T16:28:44.914272Z" } }, "outputs": [], "source": [ "vlm.prepare_markov(sigma_D=sigma_D, sigma_W=sigma_W, direction='backwards', cells_ixs=ixs)\n", "vlm.run_markov(starting_p=starting_p, n_steps=2500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot results" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2021-01-27T16:28:58.784639Z", "start_time": "2021-01-27T16:28:58.734540Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "diffused_e = vlm.diffused - np.percentile(vlm.diffused, 3)\n", "diffused_e /= np.percentile(diffused_e, 97)\n", "diffused_e = np.clip(diffused_e, 0, 1)\n", "\n", "vcy.scatter_viz(vlm.embedding[ixs, 0], vlm.embedding[ixs, 1],\n", " c=diffused_e, alpha=0.5, s=50, lw=0)\n", "_ = plt.axis(\"off\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot both in the same plot" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "ln = cr.tl.Lineage(np.c_[diffused_s, diffused_e], names=['end', 'start'])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Trying to set attribute `.obs` of view, copying.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "saving figure to file /opt/projects/helmholtz/cellrank_reproducibility_2/figures/start_end.pdf\n" ] }, { "data": { "image/png": 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\n", 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