diff --git a/notebooks/Palantir_sample_notebook.ipynb b/notebooks/Palantir_sample_notebook.ipynb
index b8bda486..07294411 100644
--- a/notebooks/Palantir_sample_notebook.ipynb
+++ b/notebooks/Palantir_sample_notebook.ipynb
@@ -4,15 +4,15 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "
Palantir analysis notebook \n",
+ "Palantir analysis notebook \n",
"\n",
- "Table of contents \n",
+ "Table of contents \n",
" \n",
"Introduction \n",
" \n",
"Loading data \n",
" \n",
- "Data preprocessing \n",
+ "Data Processing \n",
" \n",
"Running Palantir \n",
" \n",
@@ -27,203 +27,169 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- " Introduction "
+ " Introduction "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "Palantir is an algorithm to align cells along differentiation trajectories. Palantir models differentiation as a stochastic process where stem cells differentiate to terminally differentiated cells by a series of steps through a low dimensional phenotypic manifold. Palantir effectively captures the continuity in cell states and the stochasticity in cell fate determination. "
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- " Loading data "
+ "Palantir is an algorithm to align cells along differentiation trajectories. Palantir models differentiation as a stochastic process where stem cells differentiate to terminally differentiated cells by a series of steps through a low dimensional phenotypic manifold. Palantir effectively captures the continuity in cell states and the stochasticity in cell fate determination. \n",
+ "\n",
+ "See our manuscript for more details."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "Palantir can read single cell RNA-seq data from a csv file, mtx file, 10x counts and HDF files. The csv file should be a cells X genes matrix of counts. This tutorial shows the usage with a csv file. \n",
- "The following code snippet imports the `palantir` package along with other plotting related imports"
+ "## Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
- "metadata": {
- "ExecuteTime": {
- "end_time": "2019-04-23T05:15:40.004779Z",
- "start_time": "2019-04-23T05:15:39.981459Z"
- }
- },
- "outputs": [],
- "source": [
- "# Script for multiple runs of wanderlust \n",
- "%load_ext autoreload\n",
- "%autoreload 2"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:15:41.189389Z",
"start_time": "2019-04-23T05:15:40.006499Z"
}
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "findfont: Font family ['Raleway'] not found. Falling back to DejaVu Sans.\n",
+ "findfont: Font family ['Lato'] not found. Falling back to DejaVu Sans.\n"
+ ]
+ }
+ ],
"source": [
"import palantir\n",
- "\n",
- "# Plotting and miscellaneous imports\n",
+ "import scanpy as sc\n",
+ "import numpy as np\n",
"import os\n",
+ "\n",
+ "# Plotting \n",
"import matplotlib\n",
"import matplotlib.pyplot as plt\n",
"\n",
- "%matplotlib inline"
- ]
- },
- {
- "cell_type": "markdown",
- "metadata": {},
- "source": [
- "A sample RNA-seq csv data is available at `/data/marrow_sample_scseq_counts.csv.gz`. This sample data will be used to demonstrate the utilization and capabilities of the Palantir package. This dataset contains ~4k cells and ~16k genes.\n",
+ "# Inline plotting\n",
+ "%matplotlib inline\n",
"\n",
- "This is a subset of the data from the CD34+ cells from the human marrow, the dataset used in the manuscript. The data comprises of progenitor Hematopoeitic stem cells and cells of the erythroid and myeloid lineages.\n",
- "\n",
- "Assuming that Palantir was downloaded at `~/repositories/palantir`, the following snipped can be used to load the counts matrix."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "ExecuteTime": {
- "end_time": "2019-04-23T05:15:59.836154Z",
- "start_time": "2019-04-23T05:15:41.191308Z"
- }
- },
- "outputs": [],
- "source": [
- "# Load sample data\n",
- "palantir_dir = os.path.expanduser('~/repositories/palantir/')\n",
- "counts = palantir.io.from_csv(palantir_dir + 'data/marrow_sample_scseq_counts.csv.gz')"
+ "# Reset random seed\n",
+ "np.random.seed(5)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "For alternative file formats, please use `palantir.io.from_mtx`, `palantir.io.from_10x`, `palantir.io.from_10x_HDF5` functions."
+ " Loading data "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- " Data clean up "
+ "We recommend the use of scanpy Anndata objects as the preferred mode of loading and filtering data. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "Palantir provides an interface for removing low molecule count cells and genes with low detection rates. The following snippet allows visualzation of molecule counts and gene detection rates"
+ "A sample RNA-seq csv data is available at `/data/marrow_sample_scseq_counts.h5ad`. This sample data will be used to demonstrate the utilization and capabilities of the Palantir package. This dataset contains ~4k cells and ~16k genes and is pre-filtered. Check the scanpy introductory tutorial for filtering cells and genes. \n",
+ "\n"
]
},
{
"cell_type": "code",
- "execution_count": 4,
- "metadata": {
- "ExecuteTime": {
- "end_time": "2019-04-23T05:16:03.729770Z",
- "start_time": "2019-04-23T05:15:59.838141Z"
- }
- },
+ "execution_count": 2,
+ "metadata": {},
"outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/usr/local/anaconda3/envs/dash/lib/python3.7/site-packages/matplotlib/font_manager.py:1241: UserWarning: findfont: Font family ['Bitstream Vera Sans'] not found. Falling back to DejaVu Sans.\n",
- " (prop.get_family(), self.defaultFamily[fontext]))\n"
- ]
- },
{
"data": {
- "image/png": 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3AztTeriuAHan8xCgy6p8fAX4Mg4BkuYLy0CS+qLXIYjrUsYdt1sBrD/77EjSpPoSfxwCJGmGLANJ6otee8CuAl7VYfurqE1s19zivWw0Iow/GlnGyXnBGCSpL3rtAfsw8LmI2Ag4j7IE84spNyLcq89504jwXjYaEcYfjSzj5LxgDJLUFz1VwDLzixGxHuX+Nq3Vwm4E3paZn+9z3iRpNeOPpGEyBknql157wMjMTwGfiohHV//f2PdcSVIHxh9Jw2QMktQPPVfAWgw6kobF+CMNxsIFC7j9zvsnbFu8ziLWX3fxkHI0moxB88Pd9y5j2fIVq/93Xqf6pacKWEQ8CDgI2Al4JG2LeGTmk/qXNUlaw/gjDd7ylSvZ86jzJmxbethOQ8rNaDEGzV31ila9waF9bucw5nXWG0VsDJk7eu0B+zjwGuBfgQspE1AlqQnGH0nDZAyao+oVrVFrcKg3ioxa3jRzvVbAXgm8NjO/PYjMSFIXxh9Jw2QMmgfqPU4OOdSg9FoBWw5cM4iMSMPinIexYfyRNEzGoHmg3uPkrSQ0KL1WwD4BvAk4eAB5kYbCOQ9jw/gjaZiMQZL6otcK2GOA10bE9sAVwLL6zszcr18Zk6Q2xh+NhPaV0cChSvOEMUhSX/RaAdsc+Fn1d7Tt8+tH0iAZfzQS2ldGA4cqzRPGIEl90VMFLDO3GVRGJKkb44+kYTIGSeqXGd2IOSLWBTYDrsrMP/U3S5I0OeOPpGEyBkmarV5vxPxgyn0wdq82PRG4JiI+Afw2M4/tb/YkqTD+SBomY5Ckflk49SETHAk8G9gBqK/bfR7w6n5lSpI6MP5IGiZjkKS+6LUC9mrgLZnZfgf4nwFP6FuuJGltxh9Jw2QMktQXvc4BezTw60me5wFTPTgidgXeAjwLeGhmLqjt2xa4sO0hP87MZ9SOeRTwL8BOwO+Bj2bmB3p8DZpC+xLLLq+sETGr+CNJs2QMktQXvVbAEngecH3b9lcAP57G4x8CXAB8B5hsrPSja3+3T279MrCyysOmwGkRcWNmnjaNtDVN7Ussu7yyRsRs44/UM+/5pRpjkKS+6LUC9iHgY9VE1AXANhGxN3Ag8LqpHpyZn4fVvV2THXNTp+0R8XTgBcATMvMa4IqI+AjwNsAKmDT3zSr+SDPhPb9UYwyS1Be93gfsC1XgOYLSm/VZ4EZg38z8Wj8yFBHXUeam/TdwcGa2uvu3Aq6rKl8t5wPvjYjFmTnhjvSS5pYm4o8kTcYYJKlfer4PWGaeCpxazcdamJn/26e83AjsBfwI2AA4FLgwIp6WmfcDGwO3tD3mVmAR8GfV41eLiCXA4X3Km6QRMMD4I0lTMgZJ6ocZ3YgZJh8qOIvnS8r4agAi4oeUya4vA/6N0t3fy/MtAZbUt0WEI/elOaDf8UeSemEMkjQbvd6I+WomLr06QWY+adY5WvNcd0fEL4FNqk03U3rB6jYCVgC39ytdSaOpyfgjSe2MQZL6pdcesM+3/f8A4JnAcyl3h++bapz1X7JmtaFLgU0iYtPMvLbatj1whfO/pHmhsfgjSR0Yg8ZMfRXTxessYv11Fw85R1LR6yIcR3TaHhHvAR451eMjYgPgL4DNqv9b9/i6CtgduIlyQ8OHU+Zv3QN8s0r7JxHxPeDTEXEgpWfsQOCtvbwGSeNptvFHkmbDGDR+6quYLj1spyHnRlpjYZ+e59+AN0zjuJcDlwOfqv6/vPp5DKUl6XhKBeybwHLgRZl5T+3xfwfcDVxMuSHzsd4DTJr3pht/JGkQjEGSejLjRTja/BVr3zR5LZm5FFg6ye6Tqp9uj7+JcsNDSWqZVvyRpuJNlzVDxiBJPel1EY5PtG1aQOm92gk4pV+ZkqR2xp/mdaqQzOV5FN50Wd0YgyT1S689YFu0/b+Scm+utwOf7kuO1ChbfDVGjD8N61QhcR6F5jFj0BC5oIbmkl4X4dhmUBnRcNjiq3Fh/JE0TMag4XJBDc0l/ZoDJkmS5qCFCxZw+533T9hmD4QkzVyvc8DOoctNCOsyc+cZ5UiSOjD+zB/zbe7ZqFu+ciV7HnXehG3zsQfCGKRhqzeGGBPHW689YLdRlpK/D/hhtW1L4CHA2UwzMEnSDBh/5ol+zz2zQqc+MQZpqOqNIfOxEWQu6bUC9ivgG8AemflHgIh4IGXy6TWZeVif8ycNRfuQGwtrI8H4oxlxMRH1Sd9iUEScCbwS2C4zv1tt25pyO56nAdcAB2XmObXHrAd8HNiVsuz9UuDgzJzYuiBp5PV6I+Z9gKNbgQeg+vs44M39zJg0TMtXrmT3I89d/dPeeq6hMP5IGqa+xKCIeAOwbtu2PwPOAf4LeCZwOnBmRDyxdthJwLOBHYDXAK8D3jejVyLuvncZt995P7ffeb+rP6txvfaArQ9s2GH7nwHrzT47kjSpvsYfW6Al9WjWMSgi/hw4GtgGuL626/XAXcDbM3MVcFVEvJRS6XtnRDyiOmbHzLy0eq5DgOMi4ujMXDnD1zRv1XvGXf1ZTeu1AnYOcEpEvBn4frXtucAnq32SNCh9iz9TtECfDrwReAWlBXqLzLy6Ouwk4FmUFuj1gM8DdwJHzuQFaXg6rexnK7im0I8YdCpwbGb+OiLq27cCLqwqXy3nU2INlLlmq4Dvte3fGNiUMjxS0pjotQK2D/A54LuUGxBCuRP8OdU+SRqUvsQfW6AFnVf2sxVcU5hVDIqIfYAHZObJHXZvDFzetu3Wantr/x1tve231vZNqIBFxBLg8KnyNIpmcsPl+mMWLVzAipWlHltvVGlvdLHBRcPU642Y7wD+T0Q8GXgKJfD8LDNzEJmTpJY+xp+Bt0CPc+FHUmeziUER8ReUmPC8SQ5ZMMVTdNo/aRUiM5cAS9ryMBZVjpnccLl9OGGrcaXeqNLe6GKDi4ZpRjdizsz/iYgbgbvaCiuSNFCziT9NtUCPc+FHUnczjEHPBB4F/LKt4ef8iFgK3MyaWNOyEXBL9ffNwAYRsagWg1rH34KksdLrjZgXAe8F3gY8AngScE1EHAtcm5mf6n8WJWn28afpFmhJc8ssY9D5wNPbtv0U2Bs4F3g1cGDb/u2BS6q/L6PEoG0oQyBb+28Brp3By5E0RL0uQ/9PwJuAg4Flte0/BfboV6YkqYPZxp96C/TyiFhebT8/Ij5NDy3Qtf22QEvzx4xjUGbenZlX1n+qXddm5g3AF4CHRcQJEfGUiHgXsDVwcvX4O4AzgBMjYquI2I4yl/Uk559K46fXCtjuwD6Z+VmgPgznx0B0fIRGSv2+F977QmNmd2YXf1ot0M+o/UBpgT4MuBTYtu0xk7VA1/fbAj1N7fHn9jvv5+57l039QGk07M6AykCZeTuwMyW+XFGltWttBVaA/Shx6HzgK8CXgWNmk+6w1GOBMUDzUa9zwB4PXNVh+3LgIbPPjgatPlEVnISqsTKr+JOZdwNX1rdVczGuzcwbIuILwJKIOIHS6vxySgv03tXj74iIVgv0XpRl7G2B7kF7/IHpT7KfrvpqaC02NKlP+loGyswFbf9/n7LYz2TH3wPsVv2MtZkstCHNJb1WwK4HtmDi0s0ALwL+py85kqTOBhp/MvP2iNiZcq+vfSk3Yu7UAn0SpQW6dSPmsWyBnqs6VfJsaFKfWAaS1Be9VsA+CXw0Iu6r/t80InYAjqWMjZakQel7/JnPLdDjptONk6d7jyCpTywDjQjv6aVx1+t9wD4aERsBZwMPAs4D/gh8IDNPHUD+JAkw/sxVnSpWnQpTnW6c7NAlNckYNDq8p5fGXa/L0C8GDgWOo3TDLwR+Ws2tkKSBMf7MTZ0qVtMtTE238ib1gzFIUr9MuwIWEesA9wF/lZk/A74/sFxJUo3xR53MpvIm9cIYJKmfpr0MfWYuB37by2MkqR+MP5KGyRgkqZ96DSQfAQ6NiAcOIjOS1IXxR9IwGYM0MlpDsL2f2njqdRXElwDPA26IiJ8B99Z3ZubO/cqYJLUx/khjptN92cZ49UpjkEZG+xBsFyUaL71WwG4DzhpERiRpCsYfacw0cfPtBhmDJPXFtCpgEfFa4GuZ+YYB50eSJjD+SBomY5CkfptuD9gXgUcDtwBExNXAizLz170kFhG7Am8BngU8tP0mqBGxNXAS8DTgGuCgzDyntn894OPArsCfgKXAwZk5cXyDpLmkL/FHUv/MsxtjG4Mk9dV0K2AL2v5/VA+PrXsIcAHwHcqd41eLiD8DzgFOB94IvAI4MyK2yMyrq8NOolTedgDWAz4P3AkcOYO8SBoP/Yo/kvpknt0Y2xgkqa8aXU41Mz+fmccAF3fY/XrgLuDtmXlVZh4HXArsAxARj6iOeWtmXpqZFwCHAG+JCJeFlSRJmkPqK/15k3XNJdNtwVlV/bRv66etgAszs/6851N6uwC2rNL8Xtv+jYFNgV/VnywilgCH9zmPkprXRPzRLMyxle6kdsagIan3tHqTdc0lvQxB/LeIaN1k4EHAaRExYQB4Zs5m/MHGwOVt226ttrf239E23+vW2r4JFbDMXAIsqW+LCAOmNH6aiD+ahTm20p3Uzhgkqa+mWwH7XNv/n+93Rlh7jPV09luhkua+JuKPJE3GGCSpr6ZVAcvMPQadEeBm1vR2tWxEtepQtX+DiFhU6wVrHX8L0gDNsxW/RkpD8UeSOjIGSeq3UVrF51LgwLZt2wOXVH9fRukF2wb4bm3/LcC1DeRP89g8W/FLkiRJA9JoBSwiNgD+Atis+v8Z1a6rgC8ASyLiBOBk4OXA1sDeAJl5R0ScAZwYEXsB6wJHAydl5somX4ckSZqo00gBV66TpLU13QP2cuCztf9bi25smpnXRcTOlHt97Uu5EfOutXuAAexX7T+fNTdiPmbQmZYkSd11GingynWaSnvF3Uq75oNGK2CZuZRSaZps//cpy81Ptv8eYLfqR5IkSWOsveJupV3zwSjNAZMkzREOR5MkqTMrYJKkvnM4miRJnS0cdgYkSZIkab6wAiZJkiRJDbECJkmSJEkNsQImSZIkSQ2xAiZJkiRJDXEVREmSJGmM1W/9sXidRay/7uIh50jdWAGTJEmSxlj91h9LD9tpyLnRVByCKEmSJEkNsQImSZIkSQ2xAiZJkiRJDXEO2Bx2973LWLZ8xYRtq1YNKTOSJGneqpdJLItovrMCNoctW76C3Y88d8K2zxy645ByI0mS5qt6mcSyiOY7hyBKkiRJUkPsAZMkSRqgiHgf8BrgicDvgK8C783Me2rHPAk4BdgauAk4IjOX1vavA3wQ2A14APAV4K2ZeW9DL6NnDjuUOrMCJmlemK8FIEkj4XmU2PEj4JGUOLM+sAdARDwA+AZwGfBsSgw6JSKuzcyLquc4FPh7Shy7B/gscCKwZ3MvozcOO5Q6swImab6YlwUgScOXmbvU/42IQ4GTa9teCvw58IyqQefKiHghsD9wUUQsBPYDDs7MCwAiYn/g2xHxjsz8fSMvRFJfWAGTZmjhggXcfuf9q/9fvM4i1l938RBzpG4sAPVH+3kPDi2SZmBDoB4ztgIuaetNPx84uvr7L6vHXFDbfxGwANiyOlbSmLACJs3Q8pUr2fOo81b/v/SwnYaYG82ABaCa6d62ov28B4cWSb2IiIcB7wQ+U9u8MXBL26G3Vtup/V59TGauiIg7avvqaSwBDu9TliX1mRUwSfPOoAtA41j48bYV0uBFxAMpc0evAd5f27VgiodOtX+CzFwCLGlL275qaURYAZP6pNPQLIcljp4mCkAWfiS1qxbx+RJl7umLMnN5bffNwGZtD9mINQ0+N1e/Nwaur55vEbABazccSRpxVsCkPuk0NMthiaPFApCkYajmkJ5GiTEvrK++WrkUeEdEPCQz76u2bQ9cUv19DXAbsB2wtNr2AmAVZeGgkdA+lNn5oVJnVsAkzQvzpQAkaSSdAmwL7AwsjohHVdtvzcwVwLeA/wU+HRFHU1ZhfR2wI0BmroyITwLHRMT1wL3Ax4DTM/N3jb6SLtqHMjuMeTjqI3IciTOarIBJmi/mRQFI0kjaq/p9edv2TYHrMnNZROxCWZn1R5T7EL65dgsMgCMpvfdfYc19CPcfaK41luojchyJM5qsgEmaLywASRqKzJy0Zol2AAAgAElEQVRyDmlmJqWRaLL9y4EDqx9JY2ykKmARsRTYrW3zgZl5Qu2YXYAPUwpNVwL7ZuYPGsvkiJruEtLSfGUBSJL6r17+sNwxehyOOJpGqgJW+VfggNr/d7X+iIgnA1+lrC72/4D/C5wTEU+c70OAXEJaUiedGmf8EpbUL/Xyh+WO0eNwxNE0ihWw+zPzpkn2vRn4fmYeBxARBwCvAF4PfLyh/EnS2OjUOOOXsCRJwzOKFbCXR8StwI3AF4EP1ZaK3gpYvc53Zq6KiAsok+UnVMDG8UaokiRJkua2UauAfZNyj54bgC2BD1EmvL+32r8xa99v51bgr9qfyBuhSpIkSRo1I1UBy8x/rf3704hYAXwyIt6XmauAKSfRS5IkSdKoWjjsDEzhMmBdYMPq/5spvWB1G7F2r5gkSZIkjZxRr4A9DbgPuK36/1Jgu7ZjtgMuaTJTkiRJkjQTIzUEMSKOB75M6el6JnA8cHI1/BDgFODHEfEu4CxgH2A94AtDyK4kSZIk9WTUesCeCpwNJPAB4GTgPa2dmfk/wKuB3YErgG2Anef7PcAkSZIkjYeR6gHLzJdM45izKZU0SVJNp5sur3LtV0mSRspIVcAkSTPX6abLnzl0xyHlRtJcUm/gWbzOItZfd/GQc6ReLVywgNvvvH/1/36Ow2MFTJJGSKdeLL8kJQ1bvYFn6WE7DTk3monlK1ey51Hnrf7fz3F4rIBJ0gjp1Ivll6QkSXPHqC3CIUmSJElzlj1gY6p9mJIT7UdT+3hrcDiZJEnSfGYFbEy1D1Nyov1oah9vDQ4nkySNJhfakJphBUySJEkutCE1xDlgkiRJktQQe8DGgDdXlSRJUj/V56k75LRZVsDGgDdXlSRJUj/V56k75LRZDkGUJEmSpIZYAZMkSZKkhjgEUWpY+73BHHctSZKGyflgzbICJjWs/d5gjruWJEnD5HywZlkBGzGueChJkiTNXVbARowrHkqSJElzl4twSJIkSVJD7AGTJEmSBLggRxOsgA1Z+5wv53tJkiRpWFyQY/CsgDVosgU29jhqzZwv53tJkiRJc5cVsAa5wIYkSZI0v1kBk4as/cbMAIsWLmDFyonjUR2HLUmSNP6sgElD1n5jZig9o+3bHIctSZKa1N5IXG8gtmF45qyADZALbEiSJGlctTcS1xuIbRieOStgfeICG5IkSVIz2sve49QjZwWsT1xgQ5IkSeqvekWrXslqL3uPU4/cWFbAIuI9wP7Aw4FzgTdn5i3DzZWk+cIYJGlYjD8aFfX5YYOcG1avaI1TJaubsauARcQewHuBNwLXAicAXwRe1I/n7zSUsH1Fuk4r1Dm/S5ofBh2DJGkyxh+Nkvr8sNnODRvn4YQzMXYVMEqrz/GZeSZAROwJ/CoinpaZV872yScbSjjZBMT6NmmQuq1E1NIpYM23oNaAgcYgSerC+KOR1628Mtnf7esmnHb4i1c/R72To/7c7Z0fTfXI9cNYVcAi4oHAXwEHtrZl5jURcR2wNWDw0ZzVbSWilnrAamkPanOl+34YjEGShsX4o3HRrbzS7e/JnqO+b7Ltnfa1/q6XjUalMrZg1RiNnYuIxwA3AE/NzJ/Xtl8KnJmZx9W2LQEObzyT0hyRmQuGnYdRM90YZPyRZs8YNJFlIKlZg4xBY9UDBkz7jcjMJcCS+raIWNV0QJ8vaQ4r3fmS5jDT1QTTev87xZ/pauJzbupc8rWMZjpz6bXMM7MqA03HsD8z0zf9YaXfdNoLm0qoT24DVgIbt23fCHAFIEmDZgySNCzGH2mOGKsKWGb+EfgxsF1rW0RsCmwCXDKkbEmaJ4xBkobF+CPNHeM2BBHg48AJEXE5cB3wEeBCV/+R1BBjkKRhMf5Ic8BY9YABZOZngOOAfwEuBu4GXjfNhx8xqHyZ5tDSnS9pDjNd1cwyBk1HE59zU+eSr2U005lLr2VemSPxx/RNfxTTbzTtsVoFUZIkSZLG2dj1gEmSJEnSuLICJkmSJEkNGcdFOKYUEU8DTgFWAL8E9szMVdW+k4GnAauA/TLzJ4NOs9r/YOBa4B8z8zv9SHOqdCNiA8o48Q2B8zPzmAbSfA3wT5T399jM/H/9SLOW9juAXTPz+W35+RfKPVL27ddnOo10B3IudUuz2j6Qc0nNi4iPAM8CLsvMA2rb+3ZOd0ljKfAU4H7glMw8YxZpPAY4G3gqsF5mLq/t6+dr6ZbOUvrweiJia8rCBiuAH2bmgW3pfx54EHDYbK6/KdJZArwK+B1wVmYeP8M0usXqfn4u3dJZSp/OMw3WZLGiobQnvbYbSn/S67Gh9LuWIRvMR8dyRwPpbkJZyfPnwLLM3Knh9N8I7AYsAl6fmTcMOs252gOWmfm8zNym+v9ZtX3vz8y/Afagv3eJ75YmwJuBQaxS1C3dwymFhO37VfmaRpoHAttWP+/oY5pExAOBv+qw6yjKJOTXVn/3VZd0B3UudUsTBncuqUER8Uxg3eo6WhwRz67t7ss5PUUaUL5otu1DofgO4EXA9zvs6+f12S0d6M/ruR7YvnrPNo6ILWr73g0cAuxU/Z6NbukAHFS9lhlVvirdYnU/P5epvv/6dZ5pQKYRKwZtqmt70Ka6Hgdtqmto4KYodzThvCpONF35+nPghZn5oir9gVe+YI5WwDLzT7V//wj8prbv2urPP1FaGgaeZkQsBrYG/rNf6U0nXUrvzHsj4sKIeG5DaSawLrAecFe/0qzsDXyuw/YNMvM31UXzsD6nOWm6gzqXuqU5yHNJjXsu0OpB+Q7wnNq+fp3T3dJYBZwWEV+PiMfPIg0y8w+Z+btJdvft+pwinb68nsy8KTP/UP27nInX9tOBizPzHuDuiFh/QOkAfCAivhMRz5hFGt1idT8/l27p9O0800B1ixUDN8W13UT6U12Pg06/2zXUlMnKWE3ZLiL+IyIa7X0EXgwsiojzI+LEiFjURKJzsgIGEBEvj4grKXeMv73DIccBH2sozT2A0/uZ1jTTfR7ldf498KGG0vwqcBlwBXBiH9N7AKWF4oIOuxdO8veg023p67k0RZoDPZfUqIezppHiTuARtX39Oqe7pXFQZj4P+ADwz7NIYyoDuz7b9PX1RMTTgQ0z86ra5kW1YUHt72c/0/lYZm4J7Mss42iXWN3Xz6VLOk2dZ5qdbrFi3pjkemwq7anKrYNMezplnUG6EXgS5SbjO1SfQ1MeCSzOzBcB9wGvaCLROVsBy8yzMvNpwA3Ay+r7IuLtwFWZ2ddehE5pRsQ6wIsz85x+pjVVupVfZObPM/NmYGVDaR4FbE4Z839YH5N8AzDZ8JWVk/w96HQHdS51TLOJc0mN+j3w0Orvh1b/t/TrnJ40jcy8o/r9n8CjZpHGVAZ5fa7Wz9dTzZ/9OLBX2656q3j7Z9a3dGqv5erZPH/1HJPF6r5+LpOl0+B5ptnpFo/mhS7XfSO6lVsb0LWsM2iZ+cfMvLea+3c2ZQRXU+4ELqr+voBSfh24OVkBq8axttxFmfzb2rcTpWfo6IbSfCTwuIj4FvCPwHER0beWpW6vFfhFRDw6ItaljwuuTJHmHyktCPcCi/uVJhDAvtX7uHlE7F/bd0dEPLaaxHtnH9Psmu6gzqUuaQ70XFLjLqbMeQDYgYlzH/p1Tk+aRkQ8tPodDLawNcjrc7V+vZ6qoePzwD9l5k1tu38SEc+tYupDM3PGw6y7pVN7LRsyi9g9Razu2+cyxXduU+eZZqdbPJrzprjum0i/27XaSBaYvIw1+MQnDuf+G+BXDSb/35Th5QDPoCxyNnBz8kbMEfEK1iwAcTWlJ2aPzDwmIpJyct9LmfS4z6DTrB2zBPjP7O8qiN1e61OBTwAPBo7IzG82kObulGEzAJ/KzFP7kWZb+v8J/C2wV5Xm0ymvcwHwlsy8ot9pTpLuQM6lbmnWti+hz+eSmhcRHwWeCfyYUpHv+zndJY2vU4YZraKsgjfjhV2q4SvnAFtShiAfCTx/AK+lWzp9eT0R8TrKkOKfVZveA/xDZu4fEY8FTqPE1MMz89xZvJZu6bRWWF0IvDszL5rkaaZKo1us7ufn0i2dvp1nGqx6rMjMtzacdvu1/d7MvKTB9Ne6HjPz4gbTb7+G3pyZAxsxMEVe/jObXwVxZ8oIqj9SyjYHN5z+hykLn9xGicPLBp3mnKyASZIkSdIompNDECVJkiRpFFkBkyRJkqSGWAGTJEmSpIZYAZMkSZKkhlgBkyRJkqSGWAHrICKWRMQv50u6oy4iNomIVRHx/Nq2VRHxj9N47IkR8fHa/0sjwqXbayJi94hY3uNjXhcRP4iIBYPKl0Zb+7Vk/BqciDgoIs6u/e973SYitq2+Fx7bw2OeGxG/joiHDDJvo8qyzvxkuWhqTZSL+nZz3mGJiKXAbsBXM/PVbfteCZwJrMjMsX+t6k114889gM0aSOsFwEGUm/j9BXBoZq51g+aI2Br4COVeK78DlgKHZOaKQeexz74EHAK8nnLzyrFSixsnZOaBbftWAW/IzLF7XZp7ImID4FBguwbS2hxYQoljTwA+k5l7dzjuScCJwDbAfcC/Awdl5r2DzmM/ZebFEXEl5f5La8XrUWJZR/1guWigeioXzZUesF8D/yciHtm2/c3A9UPIz7wTEQsjYtGw89HmbcA3G7qr/XrAVcDBQMf0IuJxwHlAUm42uS+wD3BMp+NHWWauAj4NvH3YeZmF+4G3VIXJsRMRi4edh3EQEQuqm7yOq72AX2Tm5Q2k9RDK9+mRlBt3ryUi1gPOB5YDzwNeC7yEEg/G0amUODAO54hlnSEb0bJOLywXDUiv5aK50lJyNSX47A58ACAi/gLYkdKqdWj94Nodt58G3Elpvfunbq13EbEjpWXwmcAdwLnAOzPz9toxf0c50TYH7gUupdxR+3cR8V3gl/XWxIg4BNg7MzeZabpVi+XxwNbAAygB+tjMPH2S59ud8oXzEuCjlFbOnwD/NzMvqx23JXAc5Qv2fuA/gAMz8/pq/xLgH4H3AUdQWlOeAVzZIc31KJ/Dq4GNgRuBUzLz2Gr/Iymf2y7Ag6r8vCczvzfZ+zKViFgIvA546xTHLaC00OwHPBb4DXBiZp5QO+bPgH8BdgbuAU6htOb8eWbuAJCZ3wS+WR3/gUmS2xe4C9irusP9zyLiz4EPRsRRk51/1dDLDwBPrzZdAxycmd+u9m9c7d8ZeBjlWvhAZn6men2nANsDj6G8918CjsjMP3Z5X7p+/pUzgX+OiCdn5v9M9lwj7L+BdYEPAa+Y7KCIeDSlde4lwAOBSyjX4A+r/dsCFwI7UWLNs4DrKO9X6zNaSmm9bndEZi6pjvl74N3AkylfVl+ltBjeW+3/LvAr4H+BvSnxe6OIWB/4MLArsD7lGnxvZp7b7cVHxA7A4ZQvvT8BVwB7ZuavppOfqVRDwT4KvJDyPt8IfDIzPzTJ8dtS3seXU97Hp1ev9+2ZeV7tuM0o5/uLgFXADyi9Lz+t9u9OiXE7UmLj5tV7s3oIX+25pry2q+P2B94CbEKJEUsp19jyav91wGmU6+8NlPfzdOBd9VbcqZ5nEq8H/rXL/tZz7wa8ixLTb62ee0ktjw+mfB5/B6wEvkj5/ntNZm4GkJk/oLyfRMRekyT1D8CGlO+2O6tj3wKcHRHvycxrJ8lf1++qaXxPHEP5HB8P3A58g/L+3tnlPel6rlS+CWxQHfOtyZ5rRFjWGe2yzqbAycALgFson9Fr6u9HRKxD6SXZDXg0JcZ9LDNPrj3PKkqceC7wSuD3lHLJB2vHTPk8HfJnuWiEykVzpQcMypu5d23s5d6UVroJrUIR8XTgLOB7lItoN+BllBOpo4jYHvh/lA/o6ZQLYhPgzFZ6EbEHpcvxa5QAsh0lmM+4pWQ66VK+RG+nnBBbUIZS/G6Kp14IfJBycW1FCRTfiGocfEQ8FbgIuJhSmNweWAGcFxEPqj3PY6rn2B14Kh1a4Kp8nk0pVO0PPAV4I6WA0CoUXEgpOL4U+GvKBXteRDxlitfRzRbAIyhfDN3sR/mCej/ly+RDwPvbCh+fBf6Kcp5sTwlIr5xBnv4GOLcKMi3forQ6/3WnB1QtbWdRCv3PrH6WUIb9tN6/i6r8vZ7yOezf2g8sAG6mFJqeQmmZ2QN472SZnO7nXxW0bqGBoVEDdCClRbnja6jO369RKiEvo1wvN1Peiw3bDv8wcCzls/gh8OWIeHi17wDKl2TrZx/Ke/ofVTq7A58E/pnyGb4R2IG149JrgY0ohcXtq22fAV5MKST8NfBflMLwkyd70VXl69vAjyhf8ltTKhAP6DE/3XyC8sW3A+Xc2wv47TQedzylB+avge8DZ1VfyK3Gmv+knHfbAM+htJx+NyI2qj1HK8YdRPnsLpkkrSmv7aoA9k7gPdXrOIDy+R3e9lz7U77It6a0Mr+d8r71+jz1tB9Bif1d41hE7EI5D06nxL6DKAW4+nN/gNLQ8AbK+3YnJf716m+Ai9sqPudSKnV/0+Vxk35XTfU9Ubmf0tPzVMp3zrbAxyZLbLrnSmb+gdLbNy5xzLLO6JZ1zqTEvBdQzuVdWPu7/VRKQ8I+lPP8SOADHRo8DmfNZ/eh6pjtZvA8dZaLipEoF82VHjAoLTsfBbaNiO8Be1K+BB/adtw/AZfV5n38vGqVPDMiDmmrybYcRmlZOLG1oWptvJ7yAV9BaRk5OTOPqj3uJ7N8TdNJ9/HA8Zl5VXXINdN43gWUVrCLqud8A6WF4x8oF/XBwNmZufrLO8qCF7+jtCZ9rdr8IMpcmV93SWt7Sgv4s1s9BlUeW71bf0f5jP6u1gp8TES8iBJYZjrEbdPq9w1THPduSsvOKdX/V0dEUFq7Ph0RTwT+D7BDZl4IEBFvphQqe/VoSuG47qbavk4eSgmYZ2Xm1a081vb/A+W1bpaZrcLt6nOgCmqH1I6/LiKeQAmwkxX8pvv5Q3l//3KS5xl5mfn9iPgycHxEbNn2JQDl/N0K2Lx1jUXEGyk9XPtRvvRajsjMb1XHHEwp6G4NfLsqrLZ6C55BqWQckJnnV49dQun1bbXmXhMRbwUuioi3ZWaroHEjsF8rn1UL/98Cu7Ra/oADImIbyue45yQv/XDgnMysX1/11rrp5qebxwNnZuYV1f/XTeMxAO/PzLMBImIfyrW2L+U83he4LjP3bR0cEW+jtHK+Hmi10C4A3pGZ/zFZItO5tquC2sHArq3PFri2atH/GBN7HP4jM99f/X11VVDdCfhsj89T9/jqtUwnjn0lM4+r/v9FRDyKUmg6ilKx3ody7pxVHfOeqkDX3pAwlUfTNpwoM/8UEXcweRyD7t9VU31PkBPnjlwXEe8BvhQRe3S4bmH65wqUhoFxiWOWdYpRK+vsUOX1iZn5y9pzrW50qnrI3gg8tdY7cm1V5tificN4v5yZn6r+/lhE7EeJJxf2+Dx1losYnXLRnKmAZeYfIuJ04E2U3pR1gK9TAm3d5sAFbdsuolyoHVs2gGcDz6kKIO2eGBH/CzyO0grYT13TpQSlDwOnVi3W36WckJd1OL7dxa0/qmEDP6e8/la6m0XEPW2PeVCVbsvNUwQkKMObflf7Um33bOBRwO/L9b3aAyktnjP14Op3t+7kh1JabdqHOl5EKcQ+hDXvyfdbO6vCxg8p59lsrWr7PUH12ZwKfDsiLqjydmZmZnXIlsBVtSCzloh4E6WVdBPKULB16N77Pd3PH+APrHmvx9W7KZWP3Sm9CHWbA7fXvvTJzD9GxCXVvrorasfcFBErgAlzNaIMZ/w6cGpmnlRt24iqcBERH64d3mr53YxqWBjwo7bCZuv8bD+Hv0fp2ZrMlpTXvZYe89PNCcDJEfFSSmz6Rk5vWHE9Ni2PiEuZGJu27HBuPpi1z82p8jida3vz6rm/EmVYUMsi4EERsVFmtnpprmCiG1hT4OnledpfF5TrrJvNgS+3bbuIcs0+AVhc/Xy/7ZiLKQWpfukYxyrdvqum+p4gInalNMhtRimALaS8pkdRhuW26+Vc+QNrV2BGkmWdkS3rPBW4rVX5qtK7IyKydsyzKO//D9vKO+tQelPqOsWT1vdJL89TZ7moMgrlojlTAaucDFxOGYf62eqE6HTcZF8Sk21fSBm+0Wms8U2UrtJuj4cyPKN9acqpJv1OlS6ZeVREfIFSA98eeG9EfDAzD+nwmG7qeVtYpfn+DsfdXvt7uitedXtfFgI/B17VYd99HbZNV6sw8wgm5rmT9vx1WkK022uYrhsphYW61v+TTojNzDdFxEcprV87AkdFxFtrY70nzVtEvAY4iVLYvogy1vo1dJ/gOt3PH8rciU4Fx7GRmddHxEeAoyOi01ybTu/vgg7bl3U4bnVAr4ZFnEX5Yn1Hh2MOoAzHbVf/EpnuNdcpf+26xbvp5mdSmfnZiPgWJTZtB5wTEWdm5pS3j2jTHpvOp/MchvqQuBXV0LLpmCo+QblmftFh/x21v9s//1W1x/fyPHWta2sDoOPcqrb06hZ02N6vOPa4+oYoC1hsQPc4NtV3Vbc4tjXwb5T5F/9EaXV+DvA5SiWsk+meK1R5v3Gy9EeQZZ3xK+u00oMyjLK9fDPV90mneDKd56mzXMTolIvmVAUsM38eET+gjCntNOEd4GeUoQ51L6R8WFetfThQ5nNsXm/ZaHNPRPyWMg/j65MccwtlHHHdMyc5drrpApCZ11DmW3wiIt5N+YKaKig9h6p1LMo8lSdTgnor3acDv8qyqsts/AjYICKeNUnr5g8pXel3ZeYts0yr7nLKZ7o5a7fkAJCZd1Wf2wspE7pbXgBcm5n3RUTrnHgu5cu8Nfl1SzoXpLr5L+ANEbGw1ovxEkoA7brCWWZeSZn0e3xE/AtlLsTJlPd3z4h47CStPS8ALs/M41sbImKTKfI5rc+/qlA8oTp+3B1HGcrzrrbtPwM2jIin1oYgPpAyLPET033yKPMDTqfE3NfVe7Ey8+aI+A0QtSEn0/Wz6vcLqCY7V7ah+zn1I0q8OrF9xyzz0/5cN1LmCnw2Ir4JfDEi9svMu7o87DlUsbi61p7NmiV9f0jpqbwhM2fTQw5r4n23a/tnlNbMv8wyoXymZvo811Am4G9O+cy6Pf8LKYWKlhdQRhFcQykAL6O81vr33HN6yEvLfwEfjYiH1j7HHSkFlPahRBN0+a6a6nvi+ZTehdXfaxHxt1Pks5dzZQsm/+4eOZZ1RrKscxVlUaTNakMQHwE8iTXXbuv3X7SGWc/QTJ/HctGa1zL0ctGcqoBVXgw8KDMna1H8EHBZRBxPmcy6CaUQ8oUuXcyHAedWreSfA+6mdDm+BnhrFdyPAD4ZETdTxmgvpLT6fikzbwO+U+1/LXAZZd7GNpQv18l0TZcyfOUDwFcoraMPp5y4kwXXllWUFWZak1iPobTwnFHtP5YySfPzVQvDrdX79Ergo1UQnK4LKAsNfLlK7yeU4PyUzDwV+AJlIYRvRMT7KBfvIyktXD/PzK91ftruMvP2aujSC5kk0FSOo6xYczVlWMP2lLkDb6me5+qI+DpwUpT5KLdSJrg/lFoLS5QVvFr31VgMPCrKXJ97al8qn6R8bp+qzr8nUCa6npiTr/SzGWWoydcpY9cfQzlvWkMvvkgZm3xWlHlHv6KMPd4wM79MmXS+V0S8ghKoXkaZuNvNdD//51OGMlw0xfONvMy8OyIOpcytqLuA8l6cEWWltzsp83UeRPk8p+twyrm1I7Bedb5AOT/uYc3Y+t9TxpL/iTI5+KWZuU+XfP8qIv6NUiDZhzKsaF/Kqmf/0CU/R1F6pE6gDLv8I+XL9OJqGMeM8lMX5Uaf36Scgw+inHe/ocSxbt4dETdRYto7KPGg9V5/nLKYx9ci4ujq+R5LWcDnG5n539PJG0zv2s7MeyLiWODYqofhPMr35hbAX2dme4V9srRm9DyZuTIivk2JY6d1SeI44OtVofSrlIn7S4B/zsxlwLKIOJnSy3szJc7uRvlMV7fURrm1QWt40XqUStEzgGW1YbhnUK6BM6qYvQGl4vflnHwFxPXo/l011fdEUgq3e1F6ZZ/P1AuITOtciTKf5dHAOVM836ixrDNaZZ3vUBZzOS0iDqA0eBxDuV1DK578MiI+QykDHEwZHrkupeKyUWZOtlLgBDN9HstFo1UumkurIAKQmfd1CUhk5k8oq9O8kHKxnE6p5f/fLo+5kHICbkH5kvgJZVnquykFE6ovid0pweYKysn9UsrFByWonET5UvghZQjHpCs4TTPd5ZSu5E9ThvF9mzUru3SzkrLay8lVXh5NmcR/b5Xuzyld2+tVz3kV8CnKmNZuQbTTa1hFWQnom5TVl5LSmr1htf8PlM/ih5SW8l9QChBbMfv7mnySshDCVMccRnk/rqL0gLw7M+uTWPegXKTnUILRDZQCVH2I07MorTWXU97Pt1R/n9o6IDN/Q+kufwqlheaU6ud9XfJ3L+WL6EuU9+YrlOXT31o9532U9+/K6pifU86z1vjjkynn+Ger/GxNKZhNqofP/x8pX+btY6LH1aeZOJG3df6+kjJH7BuUeUWPAnasChvTtS3lWv0hZchF6+edVTqnU1Y43IUS5H9A+ZymmiwNZRz7tynX1Y8preIvyy5L4GZZon5nyvlwSZXmbqyJZ7PJT8sCyjywKynxcF1KBW6qluZ3Ur6Ar6heyytarZiZeTOlongbJU4kpRHn8cxsCNmU13aWxQYOpLzPP6asrHcg019UZLbP80ngb6uW1cme+5uUHtzdqtfzEUpPwRG1w95FKbCcQflMH0FZqr4exx7Dmji2JWVo+OXUeler630HSoHqYkoh/FxKZWcyXb+rpvE9cTalMHss8FPg7ym9H5Pq4Vz5R+C8HgvbQ2dZZyTLOq+ifGf/B2VVz3Mo5139Gntz9dreV6V3PuW67fX8m+nzWC4akXLRglWr+jGEU+MiqntjZOHTup0AAAF6SURBVOZc7P2coJqX0Lqn2Ix60iZ53kWUAvlZmXlQv553nES5eeJPKK331w05O5oDYs19wB43ybCRJvIwktd2RHyHsgLXCVMe3NvzXkBZ/OLV/XzecVG10P8SeGVmti9QojE2CmWdKPdo/C1wSNZWeBwmy0WD02u5aM4XwjV/ZZmYvBtrr1DTk4h4AeXGoJdTVvg5kNL1vHSWWRxnmwBvsvKlcTZG1/Z+lOGrMxYRW1Dm4lxM6b16A2Xo2M6zzt342pRSOLbypVmLiJdTeut+Tokrh1OG5E15I/WmWC4aqE3ooVxkBUxzWmZeytQ3HZzKIspE380owyGuBLbLzJ/O8nnHVna5v5I0Rsbi2s7MX9D75PZ2qyjzOD5GmX7wP8CrMnPc5j71TfU5j9RnrbH2EMrQvU0ow+R+BDy/Gg47MiwXDUav5SKHIEqSJElSQ+bcIhySJEmSNKqsgEmSJElSQ6yASZIkSVJDrIBJkiRJUkOsgEmSJElSQ/4/2tJyzVKr5XAAAAAASUVORK5CYII=\n",
"text/plain": [
- ""
+ "AnnData object with n_obs × n_vars = 4142 × 16106"
]
},
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
}
],
"source": [
- "fig, ax = palantir.plot.plot_molecules_per_cell_and_gene(counts)"
+ "# Load sample data\n",
+ "palantir_dir = os.path.expanduser('~/repositories/palantir/')\n",
+ "ad = sc.read(palantir_dir + 'data/marrow_sample_scseq_counts.h5ad')\n",
+ "ad"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "The dataset provided is already prefiltered. For other datasets, cells and genes can be filtered using"
+ "NOTE : Counts are assumed to the normalized. If you have already normalized the data, skip past the `Normalization` section"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "`filtered_counts = palantir.preprocess.filter_counts_data(counts, cell_min_molecules=1000, genes_min_cells=10)`"
+ "## Data processing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- " Normalization "
+ "### Normalization"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "The next step is to correct for molecule count distribution. Palantir divides the counts of each cell by the total molecules detected as a normalization technique"
+ "Normalize the data for molecule count distribution using the `scanpy` interface"
]
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:16:08.733153Z",
"start_time": "2019-04-23T05:16:03.731277Z"
}
},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/usr/local/anaconda3/envs/python3.8/lib/python3.8/site-packages/anndata/_core/anndata.py:1094: FutureWarning: is_categorical is deprecated and will be removed in a future version. Use is_categorical_dtype instead\n",
+ " if not is_categorical(df_full[k]):\n"
+ ]
+ }
+ ],
"source": [
- "norm_df = palantir.preprocess.normalize_counts(counts)"
+ "sc.pp.normalize_per_cell(ad)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "Data can be optionally log transformed. Note that, some datasets show better signal in the linear scale while others show stronger signal in the log scale. We use log transformation for this dataset"
+ "We recommend that the data be log transformed. Note that, some datasets show better signal in the linear scale while others show stronger signal in the log scale.\n",
+ "\n",
+ "The function below uses a `pseudocount` of 0.1 instead of 1."
]
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:16:13.069783Z",
@@ -232,33 +198,51 @@
},
"outputs": [],
"source": [
- "norm_df = palantir.preprocess.log_transform(norm_df)"
+ "palantir.preprocess.log_transform(ad)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "Data preprocessing "
+ "### Highly variable gene selection"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- " Principal component analysis "
+ "Highly variable gene selection can also be performed using the `scanpy` interface"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sc.pp.highly_variable_genes(ad, n_top_genes=1500, flavor='cell_ranger')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "The first step in data processing for Palantir is to determine metagenes using principal component analysis. This representation is necessary to overcome the extensive dropouts that are pervasive in single cell RNA-seq data"
+ "### PCA"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "PCA is the first step in data processing for Palantir. This representation is necessary to overcome the extensive dropouts that are pervasive in single cell RNA-seq data. \n",
+ "\n",
+ "Rather than use a fixed number of PCs, we recommend the use of components that explain 85% of the variance in the data after highly variable gene selection."
]
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:16:19.734206Z",
@@ -267,14 +251,36 @@
},
"outputs": [],
"source": [
- "pca_projections, _ = palantir.utils.run_pca(norm_df)"
+ "# Note in the manuscript, we did not use highly variable genes and hence use_hvg is set to False. \n",
+ "# We recommend setting use_hvg to True for other datasets\n",
+ "pca_projections, _ = palantir.utils.run_pca(ad, use_hvg=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(4142, 300)"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "pca_projections.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- " Diffusion maps "
+ "### Diffusion maps"
]
},
{
@@ -339,63 +345,64 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- " tSNE visualization "
+ "### Visualization"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "Palantir constructs the tSNE map in the embedded space since these maps better represent the differentiation trajectories"
+ "In the manuscript, we used tSNE projection using diffusion components to visualize the data. We now recommend the use of force-directed layouts for visualization of trajectories. Force-directed layouts can be computed by the same adaptive kernel used for determining diffusion maps. `tSNE` on diffusion components can still be computed using the function `tsne = palantir.utils.run_tsne(ms_data)`.\n",
+ "\n",
+ "Our package, Harmony provides an interface for computing force directed layouts."
]
},
{
"cell_type": "code",
"execution_count": 10,
- "metadata": {
- "ExecuteTime": {
- "end_time": "2019-04-23T05:17:03.937203Z",
- "start_time": "2019-04-23T05:16:22.901276Z"
- }
- },
- "outputs": [],
- "source": [
- "tsne = palantir.utils.run_tsne(ms_data)"
- ]
- },
- {
- "cell_type": "markdown",
"metadata": {},
- "source": [
- "For consistency, the following snippet will load the precomputed `tSNE` projections."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 11,
- "metadata": {
- "ExecuteTime": {
- "end_time": "2019-04-23T05:17:03.983068Z",
- "start_time": "2019-04-23T05:17:03.938258Z"
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "100%|██████████| 500/500 [00:21<00:00, 22.78it/s]"
+ ]
},
- "scrolled": false
- },
- "outputs": [],
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "BarnesHut Approximation took 9.30 seconds\n",
+ "Repulsion forces took 11.11 seconds\n",
+ "Gravitational forces took 0.07 seconds\n",
+ "Attraction forces took 0.62 seconds\n",
+ "AdjustSpeedAndApplyForces step took 0.39 seconds\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ }
+ ],
"source": [
- "import pandas as pd\n",
- "tsne = pd.read_pickle(palantir_dir + 'data/sample_tsne.p')"
+ "import harmony\n",
+ "fdl = harmony.plot.force_directed_layout(dm_res['kernel'], ad.obs_names)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "tSNE results can be visualized by the `plot_tsne` and `plot_tsne_by_cell_sizes` functions. The `plot_tsne_by_cell_sizes` function colors the cells by their molecule counts before normalization"
+ "tSNE or FDL results can be visualized by the `plot_tsne` function."
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 11,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:17:04.130702Z",
@@ -405,7 +412,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -415,24 +422,36 @@
}
],
"source": [
- "fig, ax = palantir.plot.plot_tsne(tsne)"
+ "fig, ax = palantir.plot.plot_tsne(fdl)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "For consistency with the previous tutorial and the manuscript, we will use the pre-computed tSNE for this dataset. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "tsne = pd.read_pickle(palantir_dir + 'data/sample_tsne.p')"
]
},
{
"cell_type": "code",
"execution_count": 13,
- "metadata": {
- "ExecuteTime": {
- "end_time": "2019-04-23T05:17:05.493600Z",
- "start_time": "2019-04-23T05:17:04.132131Z"
- }
- },
+ "metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
- ""
+ ""
]
},
"metadata": {},
@@ -440,14 +459,14 @@
}
],
"source": [
- "fig, ax = palantir.plot.plot_tsne_by_cell_sizes(counts, tsne)"
+ "fig, ax = palantir.plot.plot_tsne(tsne)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- " MAGIC imputation "
+ "### MAGIC imputation "
]
},
{
@@ -468,7 +487,7 @@
},
"outputs": [],
"source": [
- "imp_df = palantir.utils.run_magic_imputation(norm_df, dm_res)"
+ "imp_df = palantir.utils.run_magic_imputation(ad, dm_res)"
]
},
{
@@ -490,7 +509,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -507,7 +526,39 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- " Diffusion maps "
+ "The same functions can be used to plot gene expression on force directed layouts."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "ExecuteTime": {
+ "end_time": "2019-04-23T05:17:11.066860Z",
+ "start_time": "2019-04-23T05:17:10.312364Z"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "palantir.plot.plot_gene_expression(imp_df, fdl, ['CD34', 'MPO', 'GATA1', 'IRF8'])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Diffusion maps visualization"
]
},
{
@@ -519,7 +570,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:17:11.513332Z",
@@ -527,17 +578,9 @@
}
},
"outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/usr/local/anaconda3/envs/dash/lib/python3.7/site-packages/matplotlib/font_manager.py:1241: UserWarning: findfont: Font family ['Bitstream Vera Sans'] not found. Falling back to DejaVu Sans.\n",
- " (prop.get_family(), self.defaultFamily[fontext]))\n"
- ]
- },
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -554,21 +597,33 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- " Running Palantir "
+ " Running Palantir "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "Palantir can be run by specifying an approxiate early cell. While Palantir automatically determines the terminal states, they can also specified using the `termine_states` parameter.\n",
+ "Palantir can be run by specifying an approxiate early cell. \n",
+ "\n",
+ "Palantir can automatically determine the terminal states as well. In this dataset, we know the terminal states and we will set them using the ```terminal_states``` parameter\n",
"\n",
"The start cell for this dataset was chosen based on high expression of CD34."
]
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "terminal_states = pd.Series(['DC', 'Mono', 'Ery'], \n",
+ " index=['Run5_131097901611291', 'Run5_134936662236454', 'Run4_200562869397916'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:17:26.549885Z",
@@ -582,31 +637,22 @@
"output_type": "stream",
"text": [
"Sampling and flocking waypoints...\n",
- "Time for determining waypoints: 0.002625620365142822 minutes\n",
+ "Time for determining waypoints: 0.002189020315806071 minutes\n",
"Determining pseudotime...\n",
"Shortest path distances using 30-nearest neighbor graph...\n",
- "Time for shortest paths: 0.1743042786916097 minutes\n",
+ "Time for shortest paths: 0.10048529704411825 minutes\n",
"Iteratively refining the pseudotime...\n",
"Correlation at iteration 1: 0.9999\n",
"Entropy and branch probabilities...\n",
"Markov chain construction...\n",
- "Identification of terminal states...\n",
"Computing fundamental matrix and absorption probabilities...\n",
"Project results to all cells...\n"
]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/usr/local/anaconda3/envs/dash/lib/python3.7/site-packages/palantir/core.py:371: SparseEfficiencyWarning: Changing the sparsity structure of a csr_matrix is expensive. lil_matrix is more efficient.\n",
- " T[abs_states, :] = 0\n"
- ]
}
],
"source": [
"start_cell = 'Run5_164698952452459'\n",
- "pr_res = palantir.core.run_palantir(ms_data, start_cell, num_waypoints=500)"
+ "pr_res = palantir.core.run_palantir(ms_data, start_cell, num_waypoints=500, terminal_states=terminal_states.index)"
]
},
{
@@ -628,7 +674,7 @@
},
{
"cell_type": "code",
- "execution_count": 18,
+ "execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:17:26.593702Z",
@@ -637,33 +683,14 @@
},
"outputs": [],
"source": [
- "mapping = pd.Series(index=['DC', 'Mono', 'Ery'])\n",
- "mapping['DC'] = tsne.loc[pr_res.branch_probs.columns, 'x'].idxmax()\n",
- "mapping['Ery'] = tsne.loc[pr_res.branch_probs.columns, 'y'].idxmin()\n",
- "mapping['Mono'] = pr_res.branch_probs.columns.difference(mapping.values)[0]\n",
- "mapping = pd.Series(mapping.index, index=mapping)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "metadata": {
- "ExecuteTime": {
- "end_time": "2019-04-23T05:17:26.640038Z",
- "start_time": "2019-04-23T05:17:26.594771Z"
- }
- },
- "outputs": [],
- "source": [
- "pr_res.branch_probs.columns = mapping[pr_res.branch_probs.columns]\n",
- "pr_res.branch_probs = pr_res.branch_probs.loc[:, ['Ery', 'Mono', 'DC']]"
+ "pr_res.branch_probs.columns = terminal_states[pr_res.branch_probs.columns]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- " Visualizing Palantir results "
+ " Visualizing Palantir results "
]
},
{
@@ -675,7 +702,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 21,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:17:27.753026Z",
@@ -685,7 +712,7 @@
"outputs": [
{
"data": {
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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -707,7 +734,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 22,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:17:27.961921Z",
@@ -717,7 +744,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -740,7 +767,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 23,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:17:28.067831Z",
@@ -751,17 +778,16 @@
{
"data": {
"text/plain": [
- "(,\n",
- " )"
+ "(, )"
]
},
- "execution_count": 22,
+ "execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -778,7 +804,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- " Gene expression trends "
+ " Gene expression trends "
]
},
{
@@ -790,7 +816,7 @@
},
{
"cell_type": "code",
- "execution_count": 23,
+ "execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:17:29.576016Z",
@@ -803,11 +829,11 @@
"output_type": "stream",
"text": [
"Ery\n",
- "Time for processing Ery: 0.007820979754130045 minutes\n",
- "Mono\n",
- "Time for processing Mono: 0.00721358060836792 minutes\n",
+ "Time for processing Ery: 0.0638781984647115 minutes\n",
"DC\n",
- "Time for processing DC: 0.002470401922861735 minutes\n"
+ "Time for processing DC: 0.03965953191121419 minutes\n",
+ "Mono\n",
+ "Time for processing Mono: 0.037533096472422284 minutes\n"
]
}
],
@@ -825,7 +851,7 @@
},
{
"cell_type": "code",
- "execution_count": 24,
+ "execution_count": 25,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:17:30.050752Z",
@@ -835,7 +861,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -857,7 +883,7 @@
},
{
"cell_type": "code",
- "execution_count": 25,
+ "execution_count": 26,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:17:30.424602Z",
@@ -866,17 +892,9 @@
"scrolled": false
},
"outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/usr/local/anaconda3/envs/dash/lib/python3.7/site-packages/matplotlib/font_manager.py:1241: UserWarning: findfont: Font family ['Bitstream Vera Sans'] not found. Falling back to DejaVu Sans.\n",
- " (prop.get_family(), self.defaultFamily[fontext]))\n"
- ]
- },
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
"text/plain": [
""
]
@@ -905,7 +923,7 @@
},
{
"cell_type": "code",
- "execution_count": 26,
+ "execution_count": 27,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:17:36.077611Z",
@@ -918,13 +936,15 @@
"output_type": "stream",
"text": [
"Finding 50 nearest neighbors using minkowski metric and 'auto' algorithm\n",
- "Neighbors computed in 1.563600778579712 seconds\n",
- "Jaccard graph constructed in 1.2693450450897217 seconds\n",
- "Wrote graph to binary file in 0.9023759365081787 seconds\n",
+ "Neighbors computed in 1.0404338836669922 seconds\n",
+ "Jaccard graph constructed in 1.9258291721343994 seconds\n",
+ "Wrote graph to binary file in 0.9615311622619629 seconds\n",
"Running Louvain modularity optimization\n",
- "After 1 runs, maximum modularity is Q = 0.68001\n",
- "Louvain completed 21 runs in 1.7906348705291748 seconds\n",
- "PhenoGraph complete in 5.5563578605651855 seconds\n"
+ "After 1 runs, maximum modularity is Q = 0.678405\n",
+ "After 8 runs, maximum modularity is Q = 0.67979\n",
+ "Louvain completed 28 runs in 2.2500929832458496 seconds\n",
+ "Sorting communities by size, please wait ...\n",
+ "PhenoGraph complete in 6.844569206237793 seconds\n"
]
}
],
@@ -934,7 +954,7 @@
},
{
"cell_type": "code",
- "execution_count": 27,
+ "execution_count": 28,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:17:36.775105Z",
@@ -944,7 +964,7 @@
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
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""
]
@@ -966,7 +986,7 @@
},
{
"cell_type": "code",
- "execution_count": 28,
+ "execution_count": 29,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:18:06.385742Z",
@@ -978,22 +998,8 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "Ery\n"
- ]
- },
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/usr/local/anaconda3/envs/dash/lib/python3.7/site-packages/joblib/externals/loky/process_executor.py:706: UserWarning: A worker stopped while some jobs were given to the executor. This can be caused by a too short worker timeout or by a memory leak.\n",
- " \"timeout or by a memory leak.\", UserWarning\n"
- ]
- },
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Time for processing Ery: 0.4920230189959208 minutes\n"
+ "Ery\n",
+ "Time for processing Ery: 0.3008660475413005 minutes\n"
]
}
],
@@ -1004,7 +1010,7 @@
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 30,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:18:10.903346Z",
@@ -1017,14 +1023,14 @@
"output_type": "stream",
"text": [
"Finding 150 nearest neighbors using minkowski metric and 'auto' algorithm\n",
- "Neighbors computed in 0.11999678611755371 seconds\n",
- "Jaccard graph constructed in 2.457261085510254 seconds\n",
- "Wrote graph to binary file in 0.5954699516296387 seconds\n",
+ "Neighbors computed in 0.09891080856323242 seconds\n",
+ "Jaccard graph constructed in 2.829073905944824 seconds\n",
+ "Wrote graph to binary file in 0.4603431224822998 seconds\n",
"Running Louvain modularity optimization\n",
- "After 1 runs, maximum modularity is Q = 0.60651\n",
- "After 7 runs, maximum modularity is Q = 0.60782\n",
- "Louvain completed 27 runs in 1.2136378288269043 seconds\n",
- "PhenoGraph complete in 4.418212652206421 seconds\n"
+ "After 1 runs, maximum modularity is Q = 0.605564\n",
+ "Louvain completed 21 runs in 0.7905471324920654 seconds\n",
+ "Sorting communities by size, please wait ...\n",
+ "PhenoGraph complete in 4.922311782836914 seconds\n"
]
}
],
@@ -1036,7 +1042,7 @@
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 31,
"metadata": {
"ExecuteTime": {
"end_time": "2019-04-23T05:18:13.729185Z",
@@ -1046,7 +1052,7 @@
"outputs": [
{
"data": {
- "image/png": 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ix/rkxuPxefd7PuK6Ln73d38Xv/d7v4eenp4l7UuSJCFTzuVykCQJsVgMjUYDiURCbMeNqXK53FIPnyDOCjzPg2EYME3zlD2hA4EAotGoWAwizl/q9ToSagAfvD6LcsPEf+5t4Ne2JxEKBsAYQyAQEP4FhmFgamoKa9euXe3DJghiHjzPg2maSKVSK/YaSwpyOydxy1l/RhDE2YHjOF2Zxx/ub+JXtiZwSe/x7OyRio0Hn6lAtxnue0MW2/q1rn1UKhVks9kzdsyryfe//33s3r0bf/M3fwMAuP/++7Fjx47T3p+qqmg0GrAsC6qqIh6Pi8wtn9CrqoparQbHcaAoc92tCeJshzEGwzDQbDYBtOX5kUgEmUxGzCsYY2i1Wmg2m6LeUpIk+L6PYrEojNkikQhyuRxl8M5Denp6RMlMJiLj4mwIn368iJ3XZRBX5a4FEc/z0Gg0UC6XkclkVuuQCYI4AaVSacXnhstyFzhV/dm9996L++67bzleiiCIM4Rt29i/fz8AoKi7eGnKxO3bjmcQbY/hf79Sxw/3N3HDRRG88/IkwspcyeyFlF259dZbceutty7rPjOZDKanpzEwMCBky+VyuevmkM1mUSgU0N/fv6yvTRArSavVErWTkUgEPT09c2T3nuehWq3CcRwRwJ5Ims8YQ7lcxtjYGILBIAYGBmjh5zyiXq9DlmVRj3vdugjWpRVowQDGq86cFna+72NqagqxWKyr7RBBEKuLaZrCa6RYLCKRSKzId3TJQe5y1Z8RBHH20Gq18NprrwFo19l+6bkK3nd1Wjy/v2DhX5+twmcM/+cbc9jSe+K6W+42TCwO7hSaSCSQSqVQrVaRTqehaRpqtRpc1xXZKlmWoaoqWq0WwuHwKfZMEKsHz7zqui4ysoyxrgwthztuqqoKTdPgeR5s24aqqvMunnGJfzabRb1ex9jYGGKxGPr6+lb+jZ0EboRUqVRg2zaGhoYQi83fco04Ma1WS1wTXJo8mFBguT6+9XIdW3pVvHVTtOvaYIxhdHQUW7ZsuaAWXAnibIUxhkqlgv7+ftRqNTQajRXL6C4pyF3O+jOCIM4OGo0Gjhw5AgDwGUNRd7HzuiwyERktx8c3d9fx6EEdN22K4fZL41CDJzc8oonF6aFpGgzDQLVaRSqVQqPREJJkXqvbOXlPpVKYmpqCpml0zomzBt/3oes6yuWyCGwlSYIsy+InGAxCURRR9mTbNgzDgKa1Sx+4mVC9XkcgEBDba5qGZDI5rzQ5kUggHo9jenoaBw8exPDw8BmTMHueB13XUa/XYRgGXNeFJEkIBoMIhUJkEneapFIp5PN5AOiSJqvBAO69IYP/9XId41UHw+nujJDv+zhw4AA2b958Ro+XIIi51Go1JBIJWJaFYrGIvr4++L6/IiWvSxrxl7v+jCCI1aVUKmFqagoA8My4gX0FG3dd2TYF2D1l4kvPVaEpEv7gLT24OHtiaQljDEfrLiotD2/K0oTudMlkMqI3cS6XQz6fx8DAAILBIILBoKjVBbpbCiWTF17bJmJ1YYzBNE0YhgHLsuA4zpzMWyqVEtJR7oRr2zZarRZ0XYfrumJ7SZKEpC0QCECSJAQCAXieB8dxYBgGdF1HtVoFAIRCIUSjUUQiEciyDNd14fs+YrEYZFnGa6+9hmw2C03ToCgKFEVZtmDTdV3oui7q5x3HEUZIPLD2fR+e54lgnlg8uq4DaHvA8BpsTkCScMdlSfiM4fM/L+O2S+MYTByXL9u2jbGxMQwPD5/RYyYI4jjcbCoWi2FsbAypVAqFQmHFDOIktoIds0dGRkiuTBDnAIwxTE9Po1QqAQB+ekjHy9MW7r4mDcv18e+7anh6rIVf2hLHL2+JIxiYmylkjKHc8pDSZPztY0XkIkHccFEEN15xMdLp9JztL0QWMyaapgnXdYWjsmmaIqBNJBLwfR8zMzMYGBjo+rupqSn09fVRtohYMowx2LYtfnjg6HkeXNeF4zgiKAWOy4tnTytmy0dnI0mSMJHqzHRySSrP2imKgmg0CkVR4LouarUaLMsS++SZYUVRIMsywuGwCHodx8H09DTi8Tg0TYPjOF3ZQE3TFtxyxnVd1Ot1NJtNEZj7vt/l8Mv3zd8bY0wc5/DwMMmVsfg54uTkJCqVCgAINcDsYBcA8k0X//JMBb+0JT7HCDGbzc4ZMwmCODPk83kkk0lMT0+LxapMJrNiXThoOZEgLnAYYzhy5AiazSZsj+G1ko3tgxquWxfG85MtfOWFGrIRGR9/Wy+Gksqcv5UkCQ8faOKZ8RaGkgruujKJj74pBzkQ6JrYEYtD0zQUCgUA7TZMsiyj0WjA931Eo1HIsoxoNIpGo9F1g+BSZiohIWbTmT21LKsrQGCMicC1s1YWgAja+PeZf+/5c/MFtZ29S081BnRuY9t21374PvhzPJvH4VlebkYEtINQHijrug5JkoQ7ebVahaZpCIfD4m9834dhGMjn8/B9H4FAAKFQCKqqdp2z2edmoWNbZ5DPg3li8XReG/x67Vwg4fTGgvi/3piD5TE8N9HCpf0qtGNlNaVSCbIso7e394wfP0FcyJimiUAggFKpJMbeZDIJwzDEYuRyQ0EuQVxg+L4Py7Jg2zaazaZYGa+0PPx/T5Vx48YYXB/4h59X8OqMhdu3xfHWTTEEOiZqRd3Fzw4beGXGwoeuz+DSPhVv2RCDfCx5KAHzTlqJxdHT0yMC3VgsJm4Q3EmZ1xzGYjExkQ6FQpAkqUvKTJwfMMaEXJdnUfkPh2cVOzOuvu+LYIDXwAaDQfF8Z7A3e3+ne5yd/87GsH20XB/ZSBAvTZmomR4kAG+4KIqvvFCFYfuIqwH82vYk/ubRIhgDBhIK7tyRxN8+VgQADCUVvPPyJP7uJzMAgHXpEH51axyff7IALRjAxlwIb7jIxmMHdURDAQzEFQynFdRNH0nbEe2KToRlWWg0Gks6D7PPB///fNnH85Fdu3bhk5/8JAKBALZt24Y/+qM/WtL+5jtvfLEhMGtRVZElKLIEOQD83WMl3HVlSrgv87peCnQJ4szAzaaCwaAwyFRVdVnuNyeD5MoEcZ7jeR6azSZM0xS/84ktn8T5jOGRUR0bsiGMlmz8r5frWJ8J4b1XpdAba6+FNSwPz463sCapwPYYXJ9hW782r3S5k8HBQepTeIzTHROLxSI0TUMsFoNt25icnEQul0M8Hker1UKr1eo6x1zK3N/fTyZU5yA8e2iaJizL6spS8QCVS4n5d3l2oAqgS7rLF7dM01zRSUXd9FA0PNRND1cMhvG9vQ2MVRy4PsO9N2Tx+Z+X4XgMvfEgfn17Ej95TUdIlpCJyLikV8V0w0FIlqApAUTmaUl2MhhjcHyg5fjwGRANBfDKtAnd9pHQZKxLK/j3F2uomx629mu4aiiMr++qIR2WcdmAhouzIYxXHaTDAaTD8ilN9RYDD8IAYGho6IKomy8UCkgkElBVFR/5yEdwzz33YGRkRDy/2PHwaL6EaqkI33NOuE1n5p9T0l2Mlmxc2q8hokhiwZakywRxZqhWq7BtG/V6HdFoFIFAAOFwWHiIkFyZIIiTwiexnT+O40CSJIRCIVE7FgwGIUlS263XY/ifu2voiQaxIRfCl56roqR7+I0rU7h2OAyftScIuu3jG7vruHptGEMp5ZSTz0AgICR/kUjkDJ2B85dcLodisZ3BisViGBoawuHDh6GqqrhReJ4n5D6BQADxeJxMqM4RGGNotVowDEMEoIqiIBwOIxaLwfM81Go1YbYEHA92uVTT8zwEAgEhZbcsS2y/nGvZrs9QMjwUmi4u6VXxk9d0vDpjwnQY7n9TDj8e1WF5DNlIu5/pFYMarl8XQUJrjxk7r+te8HrzhmjX7/3x0+9rK0kSQjIQ6pC97VjT3VLrnmuPvz5jDO+7Oo1qy4MSkGC7DAcKFiotD5t7VPTFgvjGSzUosoQ3b4hiIBHE/oKNTETG2pSCuBqABIiFBA7/PDoz2p0LFSu5yHA20VkywZ2zl8L//b192D2p4/XDEVy/PoyLstoc2fh813o2GkQ2GsTTYwZ+etjAe65MoScWRKlUgmVZWLduHS0GEsQKwRMtlmWJFoeJRALFYhGxWGzFAlyAMrkEcc7CW3PwFhU8i8MlXaqqismu53lQVRWKoqBWq8G2bTDG8LmflXFpv4qpuoNHXjNww/oI3nF5EhFFwkOvNvDytIkb1kfxplkT0dnw9hjcvCUajVIrm3lY6pjYmdFttVo4evQohoeHIUkSyuXyHPkdmVCdvfC2OJZlQZIkYZIUCARgmiZqtRparRYYY5BlGZFIBPF4XCxYlctltFot8d1zXRe2bXdlchfCfJkvoC0pVmQJo0ULL02ZmGq4eM9VKfz8sIGC7qE3FsRNm6LQLR/h0OKzrucSltvODJsuw968hYrhYVNPCJbL8L09bTXML14ShxwAXpw0EQ0FcM1wGAEJKOo+4pqM/ngQiiwhIAHDa9cikUis8rs6c+zduxef+tSn8IUvfKHrcZ7Vvffee3Hfffedcj+jBw/jsX35dqnMtIXBZBA3rI/g9cMRpMLBBS3mTNQc/Ne+Bt5/rO87//5s3ryZxkmCWAGmpqag67pwtc/lcpiZmYGqqiteMkBBLkGcQ/i+L1w9ec9U7ihqGAaAdk2mLMvCnZcHu41Go12Ha/v45u4a3roxism6i//YVUNYCeCuK1MIBiQ8elDHe69K4UDRxsZc6IRy5EAgAEVRkE6nkU6nV8Q04HxjOcbEzkC3UCjANE309vYKA6rOOlzHcVCpVKj27CyBy7Vc14WiKIjFYlAURWRcufqCB7XRaFTIlrk0mcuTO9vkLNbIiC8+McZguT7Gqw4m6y4u6VGxr2Dh50cMhBUJv7Y9Cdtl8BgwEA9CW4ZA1vMZWo6Plsvg+4DHGHwG+D5DICBBCUjH6ikBLRiAIp87C2Utx0fZ8NC0ffTFgqiaHl6ZttC0fbx5UwozBsMj+2v4f993DdTQ6WeszyWq1Sp+53d+B5/+9KfnmOEtdjwsFosoFArt+r6WhyePGPjpwSZmmi629Wu4YX0Elw9oC7pmZpouvvxcFb9+RVIYKo6MjEBRLozPhSDOBIZhYHx8HKFQCKFQCL29vcJZmZdTeZ4nWsQtNxTkEsQ5gGEYKJVKIrDlN2Lf92GaJoLBINLptJAhN5vNruwO/5qPVx18+fkqblgfwYtHW9gzY+HWLXG8dXMMPx7VMd1w8faRWFd/wU46zWu4qyk/Dk3ToGmakFFygxtuhEQsbkzkGb5QaG4/Yh7oRqNRTE1NdfXInV1jViwW5wS/xJnDcRzU63U4joNgMAhVVWFZlugLywNULu8HIEoLOh2KZ7fnmS2BXQie327z9cx4C2MVB9euC0OWJOwtWFiTUHBpv4qEGjit76vl+sg3PZSMdn/sass/9q+HWsuD4TAYjg/LXdyUQwtKiKsBJDQZcTWAXFRGbyyIvlgQvfEgshG5yxTvXCCTyWBwcHC1D2PFcV0XH/zgB3Hvvfdi+/btc55f7BxxbGwM9Xq96z7kui4Olmw8cVjH02MGJAnH5MwRrEspJ72WZxou/n1XFf9tWxJDybb0v7e3lxYFCWIZ8DwP+/fvh6qq0DRNlF35vo/BwUEEAgG0Wi1Uq9UVU5xRkEsQZymMMZTLZVSrVZE15cGjpmloNptddZitVgumaXa13fA8D47H8NNDOo7WXdy+LY7v7W3gRwd0bOvXcO1wGI8eNHDz5hi29atzJgSSJCGZTAoJNK+n4OZVnZkk3kqEB8C8VmrNmjWIRk8ud75QWMyYyBhDPp9HLBab9/zxQJdn8XkQpGlalxTS931MT09jYGCAFhsWADd94i12eMAJYMHnj9fYOk7bICcUComglAe6vLRAkiSRneXb8rraWq0mamo7f+ZDlmWoqgrTNOH7PhqWh5bD4DOGf3+xhpbD8KYNUWzMhXC05mA4HUJKW1xAyzNoEzUXR+sO8g0X000X+YaLqtkOuBNqAOmIjHRYRor/aAFEQwGElQAiIQlhJQAtKCEYaMt35WP/ej7g+AyO1/4xXYaG5aNheqhbftvUSvcwc+w1Wy5DOChhOK1gXTqE9WkFm3tUpMKrryqbE/prAAAgAElEQVTh4zA/v9wETNM0ZLPZeRevzjceeugh/OVf/iU2bdoEALj//vuxY8cO8fxi54jT09OoVCpz2lbx3sSOx7DrqIknDrf7vA8k2nLma9dFkNTmvyb4fh58porhtII3XRyFIktIp9NIpVKIRCI0bhLEImGM4cCBA2K+ms1m0Wg00Gq1sGbNGsiyjGq1Ctd1kc1mV+w7RkEuQZxleJ6HmZkZ6LouBghN0xCPx2HbNorFopAh8/6NPNjl7rutVgsN00VYkfDF56oYSgYRVgL41u46NCWAd1yWwIZsCN94qY7bLo0jFz3uQRcKhZBOp9FoNCDLMiRJQjQaFT0mGWPIZDJzZF2O48AwDFQqFXieJyzik8kkgkHyuAMWPybyhQ5ZlpFKpeY8zwNdwzCQSqVQr9eh6zrWrl3btSqq6zps20Y6nV6W93Gu4nmeMGXrlP92OhRz+PnjN9/ZtaudSoZOZ2PericajSIYDIoWWpIkCdkx3waAUDzwiTr/Pi8EHkRZjoexqg3TZViTUPAPPy8jrgZw3bq2fNPxGCKhxa2Suz7DZM3BePXYT83BRNWB4TBEFAlrkorIpvbFguiLB9ETXV5H4pPBGEPdakutD1ccHCnbOFS2UTV9DMSDuKRXxdY+FVv6jvdIPV1mt6eZDZfa8QWLUzEwMIBsNrukYzofWOx4ODExgWq1Ou9zfNGAf9+qLQ9PjRl44rCB6YaLbf0qrl8fxfYTyJldn+GxgzpmGi7euT0Jz2fQlHbZAL8Hh0IhOI7TtfA1H1zBxH8oSCYuJBhjOHz4MFzXRSQSQSqVguM4qFarWLNmDYLBIPL5vPCZsCxrWYzp5oOCXII4S/A8D5OTk2i1WlBVFbFYDMlkUkgbbdsWElbHcRAIBMTkWFEUsU3Z8PCD/Q0cqTi459oMGqaHr7xQw0TNwS9viQGQsDdv4f/4hSwCxyRfqtrO4vKaKcMwxP+bzSZqtRocxxHHVKvVwBhDNpudd2DyfR+lUgm2baOnp+eCyFoshNMdE+v1OizLQi6XmzNhKhaLCIVC0HUdAwMDKBQKaLVaGB4e7tpuZmYG2Wz2gllw8DxPtFfimR/XdeE4jggy+Y2Vu4Fzp+LZmdPOQBdoX9+8Ty3fplNOfDIZMZdZdgZNJwug5qOku9hftFE3Pdy0KYbP/LSEoaSCrf0qtvaqXce6EBhrOyYfLNs4VLJxsOxgrGLD9YG+eBBDSQVrU+2foWQQ6bB8RibuiwkeA4EAPM9DvulhT97C3ryFPXkTtstwab+GK9eEsX1QQzQUOKHZ1ongNdJ8kWQhixCzA2N+vamqisHBQRoTcXo1ueVyWbTQ6lyg6qTz82WM4UjFwROHDTw9boCx43Lm9en55cxH6w7+5ZkKtvRpuHFjFElNFqUjqqoikUggkUjMK6/kYwG/XzuOI46FeymQfwVxvsIYw9jYmCitS6VSUBQFMzMzGBgYEAFuNpuFqqpwXRfT09Po7+9fkbkJBbkEscq4riuC20gkglwuBwBoNBpigl2tVkW2lmeIdF0Xkz/LsrC3YMPz2xkb0/HRF5Px7VebePKIgWvXRfDftsXx4lETng+8ZUMUSrCdHWSMCce7Wq0G3/eRyWTm3Pwdx0GpVIJhGAiHw8hkMqhWq5BlGZlMZt4b/koaCpyLLGVMPFntSrFYBGMMoVAIyWRSGD309fWJbTzPQ6FQQH9//5Lew9kKY0wYOPm+LzKkjUYDlmWJiWannJ7Dg1xeT85b8wDt8+Y4jpAf8wB2tmSyE55h5dt2ZnxPh6N1B/sLNsaqNt5zZQpffbGG/ngQm3Iq1qYWb5Tj+gxjFQf7ixZGizYOlmzULR/pcAAXZUK4KBPCxdkQ1qWVRWdBdbt9XnwGvDpjoWZ6WJcOIa4G8ONRHbbn48o1YWQiMh49qEOWJFw1FEY2GsTBsoOEJmNtQkZMXdjrcu8B/n8AYvHB8xlGSzaem2jh+YkWGpaPK9aE8aaNCVwxFINjW4v6TILBIBKJBOLxOJrNJprNppCdn2o/nYEX9Q5vs9jxsFKpIJ/Pw3XdOWUxC8mgOx7DS1Mmnjhs4OVpE/3xIK5fH8G1w5E5EneftbftiQYxVnXgeAw71miIqzJCoRACgQBUVUUulxNlPCeDMQbTNMU1EwgERA9hgjgfYIxhYmJCLAKn02nE43FMTk6ip6cHgUAAtVoNvb29onc79xRZqXIqCnIJYpVwXRcTExMwTRPxeBzZbBbNZlM4rxqGgUaj3Z6Cy6VkWRarxKZpwnYcWC7Dpx8v4aKMgrdsjCGuBvCfext4eH8TF2dDuG1rAs9NtpCLBnHz5hgAiN5ktm0jk8kgFAoJ6eupepb5vo9isYhGo4FIJIJ0Oo1qtQpN05BMJkmadRKWOiY6joNCoYCenp45cvFisQjDMLBmzRpIkoTx8XFomobe3l7xmdTrdQA4ZfsSbmhmmqaoKz0RoVAImqZBVdUzvpjBGIOu66J3bDgchud5wqSNZ89CoZDIooXDYSEh5AtEXCLMAxYuR+SPzaZTbswzs7wfdKvV6pIoc3iQs5Cs7UTNwcvTJkaLNt5/dRo/O2IgogSwqSeEXGTxWVTHYzhcsbGvYONAoR3Yuj7DurSCTT0qLj4W1KYXUctquT52T1mYbjjIRoNYn1bwxeeqon3OxmwIu6ctJLUA1iQUZONhNBwAvouQ5CEgSTCYAikgQ2E2HI9hz4yFmuXj8jVxNG0f395VQDKs4JbNEcRVCUFZQmwBsmseAHUGnwzA4aqPR0dreGa8BS0o4S0jGbxxvYZE6MSfx3wLFHxBhJdzZLNZscDCF0U6vRE6DcQAYHh4+IJqIXQiFjseTk1NoVwuA5j7eXRmzDu/syfK2tdNH09PmHj8tQaO1l1c2q/ihvURXDEYniNnbloenp0w8dJUC791dRp78hZSmoz1mRDU4PF+8H19fQvORrmui3q9Dtu2oSgKlfUQ5zS+72NychKBQADNZhPJZBI9PT0YHx9HMpkU2/AECmMM09PT8H1/Ud+bxUJBLkGcYTzPw/j4uAhuo9EoTNMUEsZKpSIMaXgwGovFxCBiGAaO1h08Mqqjanr4neuzcLz21/jRgzoeerWBhBbAf788iW19IXzu5xVcty6Cq4baq839/f1wHEfs1/M85PN5pFKpBa1IcxhjKJVKqFaroma3Xq8Lsw5iLssxJvq+j5mZmXk/r3w+D9M0MTw8jEajAdM04Xke+vr6xGR9enoaPT09cyRzruuiVquJa48vrCjKiR1KuUkTD4i58dhK90m2bRvVahW+7yMcDsN1XVQqFdi2DUmSEIlEEIvFEIlERF9Z0zS7MrpAe3LMZce8v+xsZ2MeHHNJOFdUhMNhZLNZWJaFQqEAy7JEhkZRlK6aXh48n6jdz3TDwXMTJvYXLPz6FUnkmy58BmzKhRBXFy9t9HyGwxUHr86Y2Je38FrJBgNwUSaEzT0qNveEsCEbWlCWljGGpu1DCwbwzd01TNRcrEsr+KVL4vjZEQMD8SDWJJU5mTAuM+a+AgBECwmuTuEKBEVRRD0y/zu+MFGoGUgl43hloo6HXsrDdHy8/5oMQkoQ4YAL+QQtzuaDB54t28VzEyYePajjYNnGVUMR3DwSx0WpEy8g8Gx/52eoKIqQp/Jex3yhhS+gcLkq/3sAWLNmzSkXEy8EluKuDBw3nOLjzuxyg4XAGMNY9ZiceawFnzG8bm0Yrx+OYFMuNK9z975Cu3f0dN3FvTdk8N09DfTEglifDqEvfnxRje9/dgkDv8Y7rzUugedjzewFMt5VIRQKnXRMJogzjed5IiNrmiYURcHQ0BAmJiaEUiEajSIWi4m/KRaL8DzvhMaaywUFuQRxhuA1t4ZhCDML3/ehqirK5bKotw0EAshms8JxzrIsHDhwAK7P8OKkiZHeEJ4ea2FtSsGmXAg+A54cM/CdVxtwPYZf3ZbAFYMavvFSHbdcEkNfLCgm67FYTMjtJEmCYRhd8pHTYXawq2kaLMtCNpulnoOzWK4xkTGGYrEo6sM6mZiYEMHE1NSUqKHmMmfXdVEqldDX19cOYJpN6LoupJhLrRV0XRfNZlMs3CSTyWWpP2SModFowDAMISeencXt7e0VLXo6Had5tpkxhlqt1hWQS5IkTKgACEVCLBYT8kLDMESbLFVVRa1vp+sy71fNgxleI8oXGjopGx6eGTewr2Djxo1RhJUAmpaHTT0qIqfZi7agu3h1xsKr0yb25C1YLsOGbAiX9KrY3KPi4mwIoQX0D/UZQ6HpoS8exD8/U8FMw8XGXAj//bIEDlUcDCWVeffD37/rugiHw+Iz6jy/PEDk5naJRAKVSkVIwblUnH+mnbJz3/eRTCaRL5UR1jT81+48fnpYx8VZFb+2PQlFDpxSdcDpzO4dKtt4+EATz463sDYdws2bo3jdUPiEbYl4QM4/00gkAkVRRA04D2R5dpFnfXnfckmSsG7duq4J34XKYsfDer2Ocrks5JCdwePs0gD+/8UEvK7flig/dcTArikTcTWAq9dG8PrhMIZP0o7ocKUt+W9aPm7dGsenHy+hJyrjkl4VrxsKw/KYWFCar4NB57ECEAtsfDzh34HO+ym/zoLBIMLhMDRNo7Ig4ozDA1ygfS3W63Vs2rQJR48eFdfxbF+WWq0mFjSz2ezZ2yd3ZmYGO3fuxOjoKF544YU56WYKcgkCorBe13XRQoK7rvK6W1VVhZQylUqh1WqhUCi06wsZw8vTFh56tY7tg2G8eUMU0VAAns/w1FgLD+2pw7AZ3j4Sw40bo6iaPv7HU2XcdmkC2/rbGRRFUdDX1yfkxNwYSpZl0V93qfDAq1ariSCaS/no5ttmucdEXqs9u4b60KFDSKfTiEajKJfLSKfTKBaL6OvrgyzLqFQqIoMZi8UQi8VWJDPAs8PctCwajS76dXhgahiGcDc1DAO2bUOWZfT39yMcDqPRaIggJxwOIxKJwPd91Ot1NBoN0b6HqxcMwxALS4lEQpio8TYHvMbXcRyhsuCBWqd5FM/qdtYINptNWJYl3oNh+3hyzMDevIVL+zWM9IQwWXOxuef0MrUA0HJ87M1beHXGwiszJvJND/3xILb2tV2FL+lRoS0wYC7oLrIRGV/fVcOhsoPhtIJ3X5FE0/ZPeHw82x+LxcT75zXjvP6Qu0nz7DgP/Pnvnf20efaWL7jwBRleusGDFU3T4LouQqEQbNvG4ZKJLUNpfOJ7B7GlP4LXD4UQUeYGEqea6lRbHn482sQjozpSYRm3bo3j6rXzB7uapnVl//k1JMuyuKb4BI+rBXhQ5nkehoaG5nVLv9A4nRZCXK7cOY7wz3Z2tnShfaRn19ADgOH4eGGyhafG2v3k++JBXLM2jGuGw+iPn3zx1vUZZhouDMfHmqSCf/x5GZbLsH1Qw5s3RHGgaGM4pSC5yBZes4+XZ4Q7PQVCoRDi8TgikQjdd4kVhc9tgXYJ1OTkJDZv3oxSqYRms4lwODzHQ8QwDNH+sr+/H67r4vDhw1i3bt2KmPEtKci1LAumaeLee+/Fgw8+SEEuQXTgui7y+TyazaaYwMmy3CV5TKfTCAQCsCwLsiyj1WpB13U4HsOzEy387LCB1w+HcfXadp1QQJLgM4anx1r4zqsNNCwPbx+J46aNUZguw09e03HbpXHYx1aOueS5s6WMYRioVqvC3W65Yazd37XRaIhaY6o1arMSY6Ku62g0Gujt7RWfseu6GB8fRy6XE+2mQqGQ6LvLa795v7qVhgd+/Ma3kNptxhiq1SparRaCwaCQftq2DVVV0dPTI7KpiqIgHo+LLCA3mwLambZIJALTNLt6ScdiMfT09ECSpC5pt+d5whymMzjiRjOqqsIwDDHR5MFOpxGV6zM8NWbg1RkLPdEg3ropipenLVzSO38P1/km2fMx3XDw0pSJl46aOFC0oQYlbO3TsLVPxaV9KrLRhX3PTMdHICDhySPtFivZiIy7rkpBljCnBRCfSAeDQUSjUeRyOYRCIfi+j1arBcMwYJomDMMQMm0evHLndt5KxXVd8RnwbDtwPDvK3z/PovOAVpIkkUG3LAuKoojFB03T2tdISMNj+0so6i5u2hRDpWmhN9Y+HzyI5tn6zvrNzimQJEnQLQ8/Gm3ih/ubiKsyfnlLHK8fDi9YFs0XOvg562wrxeXNg4OD1Dscix8PX9zzGr7/ch6Ox3BRRsFAXMF39zZguwyXD2oYTATxHy/WAAm4fl0EAwkF39xdAyDhTRdHMJBU8dhBHSGZYceghlw0iJLhIhsJnjTgrJkenh1v4akxAwfLDtanFVwzHMbVayMLrmNnjMH22j+PHTQwXnWwKddWWvz8iIHhVLs+fiH7O9GiTedYzhfiuBlhNBolZRWxbNi2jUKhAADIZDI4cuQI1qxZA9d1USgUkMlk5vS/tW0bpVIJjDH09fXBdV2MjY1haGhoUaVyi2FZ5Mrvec97KMgliGNwF1s+UQbaNx+eZeJySMuyhLEUn5CPVx28VrJxzXAYPz2k47p1EZFJcbz2xPn7+5qomx7etjmGt26KIawE8NSYgUdGdbzj8gQ25dqBK5cE8rYztm2jXC6fMYOok9WOXqis1JjI+yf39vaKcbjRaKBeryMej0PXdWSzWZRKJZimicHBQciyLGTLZxIukY9EIkgkEnOuQx4QNxoNcd3y2t9gMIhIJCKcpPnf1+t1YZLFAyJN08RjvLcll3GHQiE0Gg0RDPPsYqfkkQdGXBLJn5stJeQZuj0zJl6ettCwfbzvdSk8fsjAll5VBFqz4RPSk7WjcX2GAwULu6ZMvDTVztYOpxRcPqDh8gEN6zPKCWW1s/EZw2slG9/d04DnA+/ekURCkxFRpDn74O8/GAwK5QmHm+x0mnfl8/kuOTwPYjsNvHjGiZ+3zgWDUqkkznUgEIBpml19iLlJnqqqYIyh1WqJQNe2bZFZ5ZP46ZqFf3kqj6gC3HFZEkmtHbhzSScPrjtfs/OzBtqZ8h+P6vjB/gbiqow7Lktgx+DcOnOe0efvnT+mKApc10UsFkM6nRZ+C6ZpYu3ataJO+UJmsePh4clpPDc6jZAcQCYiI6EGUNYdBAMMWlBCOBQUKgAAx+vtj7l9e367VZbpMKTCARgOw5NHDBR1D9eta9+j9hZsjPS0g8/5atYLTRdPHwt4p+ptKf9VQ2HhGL5YbI/hSMXGeNXBYEKB5zN8d28DA3EFb94QRW9MFgvcJ+JEfZw7M2h88SkSiUBVVVEyRbW9xGKxLAulUglAO8AdGxsTHi+Tk5MYHBycU0bleR5mZmagKIrwmJmensbg4OCKzg9XPMgFgHvvvRf33XffUl+GIM5qOl2H+cSXr9xzmZ2iKLAsq6ueT7d9RBQJ/+PpCgKShDdeHMHG3PEMq+H4ePQ1HQ8faMJnwE2bYrhxQxSRUAAHihZaDsOaZBBJTUYwIAn5ZCaTQSKRgGmaqFarCAaDJ2z1Q5wZVnLhj99EOjP009PTIhCzbRvDw8OQJAkzMzPIZDJCWrkaJji6rqNWq4ksA9B98+TqBh4ohcNhqKqKVColWgPxjCrPlKmqCtu2xe88gI3H40gmk6hUKqhWq3Bdt8v8hbvwzpY48uwbb1OTSCQQi8VQq9Xw6pE8dk+b2F+wsfO6DJ44bGBNQsH6jILgCbJ+vG3CyW67ddPD7ul2tvaVGQs+A7b0qrh8UMNl/dqiJtJ108Mjr+nYm7fwlg1RjPSqkCUg1iFB5j1H+Tnr7BnMzwk3veHnp7PXsG3byGazSCQSXa2XOmGMCeUXX7TgnysAoWbhDvK8npo/z4NkHuQmEglRt6uqqpCjAxCmP4wx7J1uIhJwMV7zsCGrIBZqB9nZbBblcrmr7Uyn2RUPoi3LQsvx8V/7mvjB/iaG0yHcsS2OzT1q1991Bu/c3KyzFzIPerksnsbgNosdDwuFAkql0pzvaOcCxVKmtLbHMHbMhfyKQQ2jRRuW57dbXEW657eMMUzUXDw30cJzEy1MNVxcnFFw1VAYVw2FkVugqmI+XJ9hqu4ipgZwqGzjh/ubCMkSfv2KJBRZghaU5pQRdNY0coXJic4Fvx75AhaXOFOmlzgVvJUhYwyZTAaTk5OiH+7k5CSGh4fnqFS4kzIvIQoEAqhWq8jlciuuaKFMLkEsEV7fWqlUxKSMT7J4oCtJkgg0OAeKFh4+0IRhM+y8LoPwrIxKteXhhweaePQ1HQktgLePxHH9uggUWYLnM/zrc1W4HsOvbU8KCSQPpHt7e8WkMhQKIZVK0cTqLGClx0QuFedOhrZtY2xsDOFwGJIkIZPJCAOmmZkZYUqVy+VWRVLO621brZaYmHE5ajAYRK1Wg6ZpyGaz4v3UajWRyeXSYw5vLs9LAvg+uYoiGAyK70I+n58jD+50hlZVFbIso16vIxKJoFjT8firk3h52sKvbI1jb95CJBTEJb1za0AXy3TDwfMTJl482sKhsoN0WMb2wXa2dqRXXZBhFNDO1o4W231hI6EAbtwYxaGygy29KhRZEkE7H48AiHrS/v7+OdJ1LkluNptotVpd50uWZdi2jXg8LpyRO5UriqKIwI9nhfnn2umEa1mW+OmUI/PMqOM4UFVVtE7jnzf/fIDjGatOky/+vCRJeHzvDL63t4kb1kfwlk0JMMYQjUZFHTGHB/iapkHXdfT09Ij69WrLw3debeDxQzou69fwzitS6I8df/3ORQFee8wYQzweF8ZlwWAQnudheHiYHOix+PEwn8+jUqmIz5UvlJxM5s+DYD4WLAbT8bFrysRzE+3WQUcqDi7KKHMk/UC7lzUPeLkD+VVDYVy1Joy++NLHVl5i8Mp0u89vw/Kx87oMCs12MDwQ715g6nzfwPG2Z/OdK03TEA6HxWINr7OnLO/KwBjr8irgKqLO0hj+WfBSj7Nh/sZNKj3PQy6Xw9TUFAKBdgutcrmMdevWzTuu5fN5RCIRNBoN4UfDDVBXGgpyCeI04XJcPunmPWz5ZId/H3jmgjGG8aqDnx0xcFm/hqgaQEQJdMkZGWMYLdn48aiO5yfaDsq3XBLHjjUaApIEy21L6G7cGMVM08Vwql2ozydmXAbIG82THOns4kyNieVyWWTbuLyXB388m8sYQ6FQEBP6/v7+VblWdF1HuVxGq9UCAORyORQKBQQCAaxduxaqqoqbaygUgqqq4jvHs4w8WO4MZvl3TlVVpNPpLgMqDv97Linl32HXdVEul3G40MQzh2vYlFNRNFxUWx4u6w+jP77wXrXz1c/xseD5SRPPT7ZwtO5ifVrBjjVhbB/UsCYxf0Z0PrgMebRo422bY/j2K3VcMRjGRRkFcofTs6Iooh+woiiiNpqbxC0Gx3EwNTUlnNR5oNFphsP3yYNcHrjyDO3sc9IpEW80GmKS3Rlg84x6Z9ady6ZVVRWycn4ddJr65YsljNU8JEIACwTRH2sH4Ol0Gvl8XhxHZ02xaZrCKZqXn0w3HHxrdx0vHDXx5g0x3LY1hpgqd9UHd5pO8WNNp9Mol8tQFAXDw8OUNcPix8NKpSLaTnW6DvNrgY8hna2eTtS2a7FIkoQfH2jgybEWtvap+NVLT9zneKbh4rnJFp6faOFwxcFQMtj+bg9oGE4vvMTgZPDvz0tTJl48amKm6eL+N+bwwmQLPbEg1iaVrjryTjM0/vd8vOtEVVXEYjHxfDwep4B3CXCTQz4uAN0KIf7TWZ7BDe34Am1n6ztunrgSfiong5tccuVOPp+HJEliYXFwcHBex3i+KNVoNLoC907jvc7rcrlZUpDrOA5++7d/G6+88gq2bt2K+++/H9u3bxfPU5BLnI+Ypol8Pi8mXp31tnxi0zmJq7Y8lFseJACPvqbj+vURbJzVf89yfTw11sIjozqO1h1cNRTGWzZGsTF7vF/eKzMmvv1yHW/eEMO16467fvIBMhKJCKt2uiGdnZyJMbGz9k+WZfT29qJQKCCVSoms1NDQkNi+WCzC930oioJ0Or2ix9aJ7/soFApCut9ZM9zX14dsNotqtSr6SUuShFKpJEoBeCanM3vIv3sAhNx0vuwNl6VyeaxwwfV8/HzfFJjngjHgicM6tg+EcfmaCEKBhd8q+ap75+SaB6PPT7Tw/KSJsuFhU08IV64JY8cabY4c8qTnjjEcLNlYnwnhK89XEQpKuHptGBuyqjB84k6+nVlRHrAlEonTcroGjsviO+u/xXEdy8xyZ+XOmtzOCZ4sy4hEIohGo10ZWZ65dRwH9XpdyNSB9nyj2Wx29R3tXEDg+wUgWvrw7fhnXavVUNA9fPHZCi4diOBXt+fg2hYSiYSQ4PHPjy8Y6rouapB1XRdj/YGija++UEVRd3H7tiTeeHEEwYAkzLI65bOqqsJxnC6lzZmepJ6NLHY8LJVKwrhmtnkYvx4AdC2gdNZKnwh+D+XfFa644v2tO+vwfd9HpdV+rS8/V8JbN0axKXfie25Rd/H8ZAsvHjUxWrSRUAO4fFDD9gENW/q0Bas0FsoLky3syVtoWD7ueX0aDx/QsTEXwrpTBNfzLcaFQiHhvC/Lslg4J06M53nQdV0suPDyMZ4pXyp8HOTlPMvVou9EMMZQLpdFGUkul0O5XIZt28I7IZfLzesW32w2Yds2bNuG4ziIx+PiXg+0v1/cXLK3t3dFFv6oTy5BLAD+ZWw0GiIbwifP832FXL/92Od+VgZjDDdujOGygbk3h8mag58e0vHEYQOKLOHNG6L4hYuiQn7sM4ZnxluwPYbLBzSElUDXTTEWi4n2QORgfPaz0mOi7/vI5/OIx+OIRqMwTROVSgU9PT3I5/MYGBgQDdp7e3vF31UqFeHQfCYmMYZhoFgswrIsIVmq1WqIxWLo6+vD1NSUyKLxoAk4nu2b7SLKJ708EOnsX8szEtwdmBte8QlHoWbglUPTCDpN/OOTJYz0qLh6bRhr0+qiMkCdC1wc12fYl0MoYLkAACAASURBVLfw/GQLL0ya0G0fW/tUXDkUxhWD2qLaB7Fj5jlPj7fwyGgTF2VC+NVLE4iEAsLtmLu2B4NBqKqKeDyOYrEolB6d9c+nw8kC3JPBs6tclsxLN/iCBZe88QU6nvn1fR+GYYjWV/z1eU02vy46x2BN04QBGZdUdwYo3IjoicMGrl0fRyQaA7MNsW1noNtZZ8v7kfLgvZ0tZHjsYAPf3F1HXA3g169I4tK+diDL5Xn82uwMwtetW0dmfFj8eFir1VCtVoV6g0+0eZ0fX+CZbSQHQGSQ+GfIFx94b2P+WQ8NDYkyD34NyrKMZrMJAF3ftaodwHdfKWNLr4qLM8dqvk/iwt20fbw8ZWLXlImXp0x4DNjap4rShKS2vE73PmPYdbTdNzsYkHDr1jieOmJgS5+KvtjC1SIAxDXNa3iTySTNOY5hWZZYlOMlL2ci++15HiqVCizLEgo+vihzKng2mauj5vssO9VezWYTuVwO9Xod9XpdSN9TqZQIWjuxLEt4wTQaDeRyObRaLfT09LQXio4tuEejUTSbzRVTklGQSxAngbfb6ZyYnYxdR9ttf3wAv3N9Fk3bRyzUvXpnOD6eGW/hiUM6DpYdXNKr4o0XR3DlmnCXYY3rM3zq0SK29Km4aWMMkY79hMNhKIqCZDKJZDK5rO+ZWBoPPPAAXn75ZWzduhUf+9jHup5byTHRcRwUCgXR4oXD3W8TiQRarRZyuRwOHz6MZDKJTCYjtqtWqyiXy1i/fv2K1f8w1u6lXK/XAUA4P/ObXavVguu6IrvKjbFSqZTIMlerVSFNFC17jmUMJUkSTrt8wsGzhul0WgTwhZoB16jhT//3ATDGcO26MK5Ze3o1krOzR5br49WZdmC766gJ1wcuG1Bx5ZowLhvQEFlg71pO3fTw+CEDL02ZuH1bAsMpBfGwAgnH6+x4vXUymRSSWN6LkJvQLTWoOt0A91TwtkI8aO0MCLnsvFM2zIMbPpksFAoimOFZVp6J7XTE5pkoXdeFm33L8fH//LSM26/oxeV9QRF0d8JbH3F4XS0PWB3HgW57+N7eJn64r4HLBjS8c3sSA4l2IKAoijBL4u9t7dq1c9xHL0ROR65cKBS6lAGhUEi4r892GFZVFX19fYhGo9B1XSz49Pb2itpBboqjqqowpePfmenpafT09MA0Tei6LszOOp3R+eLMT/YW8YN9dVy9NoI3b4hCOUWG1vUZ9hcs7DpqYtdRE0XDw/q0gm39Gi7tV3FxJrTgtlULxXJ9PD9p4tUZE+vSIWwf0PBaycaWPnVRATYvd1AURfg/nA01o8BxqW+nkmJ25p+P2Z0u+Z1y4YXQGdjyBcWVDvq5UqbVaomxDoBY2HEcR5Sg/P/svWmQZFlaJXb8+Vvdn+9LuHtsuS+1ZNZe1QvdMPQyAhmMaBowSTSjQQwzTCMhYaYf+gEIMJl+SINGspkWSDYMgjZ1AzMGQ0ND0zS9V3ftVVlZlZV7bB7hHr67v33TjxffzeeeEZkRmRFVWZl+zMIiMiPC3cP9+b33fN/5zrkdaB2lD1rjOI6DqqoscjCVSmEwGKBcLmM0GrEYQk3TkMlkxorlBIoRkmUZ3W4X1WoVg8GAqbM8z0M2m4Xrumi1WrBt+8Ac56ckd4opAGacQjI7mjOghWCnjo7rB3i7YeGFFR2fejSDpa6N2Yxwk7OiHwS41LLx7WsaXl41oYocPnQ4gQ8eSqAU+VnHC/C9ZR0vLBv4bz4cVseimyXJkmVZfs/MgqbYGefPn8cXvvAF/NZv/RZ+/dd/HZ/61Kdw5swZ9v2DWhPJ8XAyeJ1AHd5YLMaMldbW1pBKpbYluocPH973qqrneajX6zAMA8lkcqxDSzIlkq6ORqOxroqmacwsSdd1dmAhYkvS1263ywgNkRrKovZ9H5//5kV89XwT+QSHn386C9cHM2TabfV7u5/THR/n1k28smrg3IYFngPO1mQ8Mavg4creJYmm4+PlNQOOF3Z6lnsOHqspkEWeEVsyTlIUBdlsls01k5OxLMsolUr7cnA4KIJ7q/vTNI3lOZNslLqpUZMy6phSYSPaSaeuG8/z7FojczL6Ocv18cU3RvjUMws4UpDG5nPptZZlGbZtM9MUug7otugxN0cu/vj1Ps6tm/jESRX/6ek0VEXEzMwM+v0+RqMRJEnC3NzcVPaJva+Hg8EAnU4HlmWNZVOTtJzneSYLr1ar4DgO3W4X3W4XoiiiUqlsK4mk4huZ2dHcPxW2i8UiUqkUG6dwHIfFQnU6HVa8cLwAL67oeGZewVcvjfDsQoKpsm61xgRBgPrAxbmNMIbscsuCEI/hdFnCwxUZj+wyAzs6d7ub9Wxgenhp1cDbDQsfOJRAPhHHwPRxoiRuG5+0Heg9KcsycrncrqSz283j3w5E4ug12UmCToSVSGvUI4DuN/o5mnO+3WMjEz1JkphfAGXPp9PpA82Zp2KupmnsdZVlmY09RJ83IvVk5EgFtp1Az0n0+aF1td/vo9PpMMO/ubk5aJqG9fV1VKtVNBoNqKqKWq02dv+0JpOnhmEYUFWVqSUAMNk2rfEU7Tc/P38gsuspyZ3igQMtHNEYH3qzU+co6tB60+9vOZimZQ6XWzY2NQ/PzCuYzYwvKEEQYLnn4IVlAy+uGBhYHp6YVfChwwmcLktj8zFDy4MfAC+vGvB84MOHE1AmOj60uBUKhanU7R7F5z//eeRyOfzIj/wI/uZv/gbNZhM/+7M/y76/lzXRsizYts1monYCdcAoD3kn0EFO0zTMzc2xzZPn+bHQ9na7jeFwiMXFxX0juoZhYG1tbazT5nkeVFWF4zjsEEHFpUqlgkQiwSq9lGcL3DgQ8TyP+fl5DIdDdLtdVpWPx+MoFotQVRVXmyP82QvX8NpSF//sA3lolotikt+XObiB6eG1emgc9XbDgipxeHxWwROzMk6UpB1jhHaC5wdY7YdZmf/nd9p4rCbj6XkF2YTI5jwFQUCpVGJmJoVCAZ7nYWNjg61bHMehWq3uG4kigkuS4fcCdCCiLkAikWA5tIPBgEmUKS4r6qhN88kAxiJ9Jg+1cZ7HH78xws99eBGjToPdNxVIKHJFVVXmzB2LxZDL5TAajZgJCwC8uWHi/3u1B9sL8OmzGTw9pzBjKl3XUavVxopLDyr2nJN7/Tp7rhVFQS6XY3JHKn4Vi0XIsozNzU3mjL7b4ky/32cy+mq1yv6vXq9DkiR2zVGRJJlMYm5uDr1ej3WJaZzp3IaFv7s0wsmyhB85tTcXWcv18c6mjTc3TJzfMNEYeaikeDxSkfDwjIwTJXFbh+c7QZT8NYYuXlzR8c6mjU+fScN0A8S5GA7lhF13lYn0Eim81f0SJknnduZ0UXUHdc/JW4GUP/sNMmzs9Xrs+iJZMBFO6mjvF6hDTMaRRGZvR9WipDUIAui6Do7jdvReiHobRDvdjuOwVA6SQeu6Pqa2IkOyaPeb7psK1L7vI51Oo9vtIp1OI5/Ps/3DNE0sLy+z5xMAZmdnpzO5U0xxJ6BOEEmNaT4tkUiwN+VgMGCmJ3RQicIPAmi2j67u4Y9e6eFIQcQPHVMxo968cW4MHXx/2cALywaaIxenyhKeXQjD4hMT0uW+6eHPzw/QGLr49JkMDuVvrmTRppHNZpFOp6emUvcwPve5z+Hhhx/GRz7yEXz3u9/FK6+8gs9+9rPs+3vJDg+CgHWzdjKY6Ha7ALAnw6hut8u6ta1WC4IgwHEclEoldm2tr6/DdV3Mzs7elQzN933U63X0ej12MJVlGYPBgM0D5fN59Pt9WJaFTCbDOiTr6+usak6bJh0sFhcXsbGxgeFwyA441Km51jbx16+v4Vg2Bt+14Lg+jhV2f0i7Fdq6i1fXwo7tpZaNQjKOJ7aI7ZGCeMeuqV++MMSrawYersj48YfTLFOVFCayLKNcLsPzPLTbbaiqikQigXq9Dtu22fNTrVb3NZqGpO7vJcGdhGEY6HQ6SCQSbIbWNE0kk0lGMkiVE5X0kZspdQHpvURSVwC41nXxhVd7+IUPllGUt1fv0KGWJPc0QzwpjXS8AF+9NMKX3hriaEnBz5xNoZYOZ6UXFhamxlPY+xmRChN0vZMxXRAEUBQF6XQazWYTuq4jnU6jWCzuef3SdR3tdhuKoqBYLAIIicfy8vKYdJniyziOYznRlEuuqio2NjbgeR5M18dKz8FfvT3EJ06m8HBFYURkt5FGm5qL8xsW3twwcaFpwfECHCmIOFWWcLIk4WhBvK08+k5wpW3hxRUD1zsOfvnDBVzv2igmeJTV3ZFKWpO3c3D3fR+mabIRFeBGVrUkSRBF8aY1h0gZFbGo4BDt6kbHHaijG/293VAeIrd0ZozGkdHj3M4pntaCKIGMdoqj9z35M5Oz+zQ/TvO9d0LkdV1nEYG7IZDdbpcZZtG+Q9d6LpdjiplMJsPc7KN/Eymuos/5wsLCWIFpMBhgbW2NFaTJMb9Wqx1I82ZKcqe470Duc7RA0dxI1HXY8zx0Oh1Gbnca1rdcH3/6xgBLXRsfOpzEhw8lEIvhpsPsxjCMA3lpxcByz8HRgohn5hU8Na/cNOtiueFMblv38PHjKtaHDo4Wbj7wkDQ5k8kgm81Oye37ANFO7le+8hVsbGzgM5/5DPv+na6Jrusy+ZyiKFBVlUnw7mS2j2TJi4uLaDQabFaxXC6zqnG9XkcQBKhWq3siOETO+/0+BoMBfN+HJElIJBJMdkUzskRieZ5HsViEZVlotVosV5RuTxRFFruytLTEqsk0b6tzKgaGA1PX8KVX1/DUnIzjxd1FddyuSk4Ztq+shXEgs2keT8yFjsjzGeGO3pd908P3l3W8umbiF57NwwsCFBJxqJEDDcm4SG7d6XTg+z7y+TybayYX4WKxuO+z+TTjfS8RXAKRb5o/pxkwwzDYITORSMA0zZtio6izS2ZFk274npCE6wMx34GEGzO60UJLLpdDLpfD0tISm+Ekgk3XO0nHu4aHP3m9j5dWDfzoo0V88qiEE0cWpjO5uLP1kExrbNtmndVsNsuM7Oi1uZv90nVdLC8vs9sCwuLK6uoqDh06BEEQoGkaVldXx64tOvgDofIqm81ieXkZvu+jpbn46qURnlsIs+5LKg9ZiDOJ6K4fmx/gesfGhU0bF5oWrrRChcvRooRTpZD4HsqLe1KS7Fbe/PKqgdfqBoaWj//2wwW8uWHhUF7YtYFePB6HJElsvj4qvd0NyMCOuu07ndui7vbRWXiStcuyvG32LEl1bduGoiisWzn5M4ZhQNf1sa4+kdloV5RmdckngtYHItG0BqVSKXZfVHQjpRX9DhUAVFWFqqq7XpMnzSgBsJEWwzDYOZlUXTT+k8lkUK/XYZomDh8+jGazCU3TcPz4cdi2jV6vh3g8zqL3Go0GhsPhmEcFFR7pdSfjOOqGU+JDPB7HoUOHpsZTU0yxHYIggGEYLMeQSO12chnLsthc4E5ztheaYfXScHz8wrNhAPxi7ub5h+tdB69uuaauD2+Evz8zr9w0k0vS5YWsgP/rex2cLEl4diGBZKSzG52nkSQJ+Xwe2Wz2njF0mOL2OH/+PL74xS/iN3/zN/Ebv/Eb+Imf+Il9ncklGVKj0YAkSSgUCncsS221WhiNRmxeMJPJjM31Uhc2Fovtyr2bNj46fNB7jJw4yZExk8mMRawkk8mxTZ0OJrFYDKqqYm5uDr7vY2VlhcUi8TwPw40hk0rif/rSVeRl4MOHFBzJ725edDsn5OhzPJlhezgvsKifSurOJFWW6+O1uomcEoftA5rl4bGaDEUMXZ9phmo4HLI4J47jmPldLpeDYRhotVpMokdzt/u9Rti2jVarhUqlcs+uP3R4S6fTrHttmiY6nQ7rQHAcx+a+6PBJfw85kUZJL0FRFPwf32zg6UMZPDcv3aTuIbleoVDA9evX4fs+CoUCVFXF6uoqMyQil18AeGfTwhdeH2JkB/itn3wUTx0pvkvP1L2Lva6Hpmmi3+8jkUhgNBoxVQgVevazcOD7PpaWlpBMJpnKRdd11Ot1LC4uMoJNrzd1k+lr6jADYH4ChO9e1/H1KyMcK0r4yTPpu8rNdbwwmuydTQsXmhautm3wXAzHSyJOFCUcK4o4nL+507tbYrvTzwZBgL+7rOHtpoV8gsdPn03j0qaFY0Vp111lcvhNp9OMuBFxJLluFDQfG/3Ybi71Vh87EWTP85jKj1QeVICIEk3qtNJaQuSTJNpU5B0MBswgin6W1h7q1E4+/p1Afzftk6RuomLxrfZmGs/rdDrwPA+yLI+RfY7jsLm5iUwmg36/j3w+jyAIXZUty8LCwgJrCB07dmyMXDuOg06nw3LrS6USU8pEzwy6rmN5eZk9bvJVIDl0pVLZtuiwH5iS3Cnel/B9n83hkAxyJ4c/3/fRaDSYQcQkXD/Aha2Yj586m8ELywYWcgIWs+MLkOsHuLRp4ZW1MHy9b3o4UZLweE3G47My8tvkXAZBGFXxzasaFnMifupsZsfNhshtqVSaypLfx/jt3/5tvPXWWzh16hR+7dd+bex7d7sm0rWcz+chCAKT+d6pCcbGxgZc12UkQVVVtFot1r2zbZs5w1IGcxRBEGA4HELX9bGIFsocJQnS8vIyRFFEIpFAEASsE0LdWJq5pfdBsVjEzMwMDMNAvV6HZVnsAPJC3cXfX2hjRuXxU48osF1v112LqOPu2PO6NWf/6tqNDNsTkQzb7d7bu4EfBOibPgzHx//7Ug9PzCfw7HwYFUIZxrlcDpZlod/vQxRFVtjyPI/JyTmOY69DMplEEAR3VeC4FSh2aicTs3sJZPzD8zzrZHueh2azyUynstks1tbWxty4J68BVVUBgMXEAIAXAH/wUg+fPFvDsUzAZHwEMv/K5/NYW1uD7/uo1Wqse0dOvDRrHgQBPD/A8ysWHj+5iGePlQ7seXm/4E7kyu12mxXRqAC3nxL9KMgsLx6PI5/Ps+LJxsYGU5Z4nof19XXWYazVaoyAR+Wstm2zQjxwo5hWywj43e918NxCAk/MJxELdh9bth0s18fllo0LmxYut2xc64SdusWciONFEceKIo4VRKh7iC+7HYIggOUG+PI7I1xuWXikIuMHjiTR0VzMZXenqImCZL9RmTDJu6Od0p1+N/pBe0yUIFMu8nA4HIuQikqgqatJypBoXjJ9b1I6TfcvSRKSySTrnJJiKdpVpnVdVdVbxg3R323bNkv5ICM++poKyaqqwrZtNkNLj4dmhy3LGlNskZxZVVWMRiOUSiVWqNY0DbOzs+h2uxiNRlhYWBjbbxzHQa/XY8VrUmoRaaXnbXNzk+1dqqqiWq2i2Wyy2XXf92E7Lo4eOXwg7+MpyZ3ifQPf95mN/+0WB5Kv7URsDcfHmxsmDudFvLxqwHACPDmnYC4znh3XNz28ueV4eH4jjAN5eEbC47MKzlSlbTeKjh5KEd9YN/HTZzNIy3GkZW7HgzhV1fZ7nm6Kew93syaSRLNUKt0k7yKSFAQBUqnUrjP6fN/H+vo6I6jpdBqKoqDRaDApqKZp0HUdnuexrhkRWQp4d12XbeS00R05cgSj0Qj1ep0VoNLpNFqtFuvodjod6LoOINyM5+bmkE6nMRgM2Ebog8M7ndB1/Fc+dgSvXFxBTY1B3kMUz3adCFbcWjXwat2E4fg4XZbw5JyCs3vMsL3peQ0C/NmbA1xoWnhmIYEfPnbD/EOSJNRqNRZrMhgMoCgKMpkMe5zkkCnLMnq9HmzbZtm+1OU9iCKYrussL/n9VGQjKT8ZqAVBwMgQGZGtrKywAy1dh0DEeGprhi/acQuCAIhxeGndw9PVOICbXWGp8EOH3HK5jEKhgJWVFWaYRcUCUg5Uq9VtsyUfNOx1Pez1etjc3IQgCKhWq+/KXDN1jyk6qlAoQNd1bG5uYn5+nmXp0jxur9dDqVSCoijo9/uQZZk5NpPUlcguEY+O5uBb1zTwXAwfWEygb3pYzN0oKJKM9U6O644X4HrXxuWWjUstG5dbFnQnQC3N41hBxLGihKNFEeXk/pk3+UGArh7Gaq32HXz8hIqjBRG2F9zyfkjGSuZxRAiJWEZdhUnNQu9b6tRu55ZM5JLIIc3y0+9G74tun0gp/R9J0Ume7Loue2xkggWA/YxlWaw7TF1TVVUhyzIsy8JwOAQQjtORY/te9m5SC/R6Pbb30m1QQXq726EiJhF9cp9XFAWdTgeKoqDdbmN2dhbtdhu2bTNVIRDK9vv9PuLxOFO4zM7OotFosBEC6mpT3n08HkelUoHjOOh2u+x+myMXX3prgITE43/8zx47EOf+Kcmd4p4GSZFpQSDDle1MDHRdR7fbvWkGi9A1PLhe6GD6tcsaHqlI+MBiAunIzKwfBLjWsXFu3cK5DRNLXQf5RByPViQ8UpHx0Ix0k6uhvyVdfm3NQDUtYDbDY3Pk4ZHKzT8bBc+HMsVqtTqNAnpAcKdrIslHbzcf6fs+q05TjvLtri0qCEmShMFggGq1CkEQ0Gg0kM1m2WGNpF62bY/Nim5sbLBDhKZpSKfTmJ2dZRXcZDKJdDoNXdeh6zrK5TI6nc5Y14zIbbvdRqfTgeM4uN7zUM6qeGfTRLOn4alZEYU9dFS3I7am6+PNjZDYnls34QM4Uw2VGI9W5JsczfeCoeXhxRUD5zcs/IsP5XG1beNIQYIsiexx1Go1ljE4HA6RSCTGVBuWZaHdboPneZYfTGueaZooFAoH4kAJhIYglmXd1qX7XgWZtEUJ+mg0QrfbZZFrq6ur0HUdPM+jVCoxgzV6fagzR/uHJEmwLAtfuThCfejj557MIIabj0x0cCXQ60qZxaZpskMoKRweFHfl/cwNN00TPM+/6/sleXykUin2mtKc/OzsLJOpkoKg2WwygzG6LulaSiaTY4691AWjWJyW5uEv3x6gPnDwU2cyOJQf74TuRWa8HfwgwPrAxeWWjcttC5daNlqaB1XkcCgv4HBexJG8uKdZ29vB8wMs9Rz8/eURmiMPP3kmDTEegxcAC1lhxwYAvc6Ts64AxoguEVT6f/oedWhJLk4mfdFRFZ7nWaEimhUb/Td1U4n0JhIJ1pCg26FuPbm8UxeaiHe08xo1mKLHTUZbNOpAaq0oqIhM5JJUjHQmJlNJGp+IpiYQbNtGo9GA53kQBAH5fJ6tT6IootVqoVqtsu6roigolUoYDofQNA2yLCOZTKLRaCAWizEyrGkaarUa4vE4U7JQISGTyTDJdzqdxptLm6ioPP78fB/PHsnheElGpVI5EO+HKcmd4p6E4zjo9/tMSrmdO5/jOBgMBuxQPzlfFwQBdCeAbvv4/Ze6SIocPn5cxYnSePW3b3p4q2Hh3LqJ8w0TphPgeElixLaW5m+6b832caFpwXIDHC+J+NuLIzxek3H8NtEhtPjthznGFO8/7DVCyDRN5uRaLpf3JB+1bRv9fp9F9ewUJQCEh0fqKDabTeaIuLm5iUQiAUVRsLq6ynJZ6XZ6vR5SqRQ0TYNhGCiVSigUClheXoau68yUgggdOZPSJk8dDzINcjwfjZGHP3qlj8WcgB86ksBMavxAOzmDdbtD38jy8Pq6iVdWw/e3zHN4rCbjiTkFp8u7nx/bDo4X4I11E8eKIp5f0qGKHJ5eSCKTDKv2uq7Dtm2USiXk83mMRiOMRiMkk8mxNc33fbRaLVZEoNmpUqmEbrcLVVWRSu0thmS3IMlvPB5n1fr3K6hIEC0G2baNer3OZitXVlagaRrrBpIcPjoyEs1GLxaLGAwG+MrbXZyuplBJ3jhsRzts0QM5EB6es9kshsMh69iRZHpxcZFJpO9nvFe54QcB6n6lUinWzSIZKUmm6b1EUlhd17G4uAhZltHv96HrOpvlJVOe9fV1Fl1I+eGe58F2fcTiPL51ZYhXVjWcqcr48OHEWH7t3RJeQt/0cK1j41rHwdW2jetdG4YToJSM43A+nOk9UhAwnxX3JX4tCAJc7dh4ccuo8796KofVvgM/ABZzAgqJ8W4vdVOJjNJ7Lmr2RCoXykue7KhGb4+6tdH/J/kx3TbdPn0v+hG9z6gMOpPJ3HKfjcLzPHZ+pbldmuvmeX5s9pYKOySDlmX5lvdBmbae5yGfzzOyS+NNROJt22YklOZrSbJMaxspEFKpFNvD2+02YrEYarUay64mYkyKMgDMZIzWxJbF4/e+dgkiz+Gf/+AiqoU0TNM8EF8JwpTkTnHPIDrfRzNW0UoWdXUHgwF0XR+bsSL4QQA/AL74Wh9LXRuPzyr4+AkVfgC2OJuOj4stG281TLzdtLDWd5FTODxakfFoVcbpsnSTFNLzww5vfeDig4cS+Nx3OzhREvFoVUYtfevOStQVL5/PT6MjHmDsZU2kuJjRaARVVZHNZncMSydHRuoGTEYbEHmiudbtNhSSaZJcicxVyEG0Vquh1+tBlmU0m012WF9aWmJGE+l0GpcvX2abK0nDKC4iuvmJohiSQMfF80s6XlgxcKos45MnVAQIxopF9HijpJD+7u3Q0T28VjfwyqqBiy0bWTmOx2dDYnusIN5VnJAfBLC9UOr85QsjnKnK+MGjSeRUmRUE6ACsKAoqlQp0XYemaczhMupAORgM0O12WdeAyC0ZJt1JDMpuQd0nKoLcD9hO1k/GZbIsY2ZmhhVhBEFArVbD6uoqkzCSKRnJ+BzHYbEmre4Af3pugJ85m0F86yWZPADT4Zk6SZQzSd0Wysl9EEjufuaG3wtotVpMdgqExUGSaZZKJVYkosI7FQdTqRRmZ2fZ90ajESO7RFyWlpaY060sy2PRMpYXw+t1A0/OK/jjV7vIJXicqYiopA6mo+0HARpDF9c6zhb5tbHSC/eHWkbAQlbAYk7AfDb8kPchs/d618bFTRtLXRs/+2QWX3orVO8dyol4ck5GgDDVgrq0JMclEhiPx9ksanTvE0URyWSSZbLTHhl1RgYw03t65QAAIABJREFU1kUk1/5cLjcmQ6bXhArIVJCMqkGiZlTkhLxdHNIkTNNkOfae57HHIIoiHMdhXd+oWdftFA2apjHzSJIye56HbDbLCrA00zsajZDJZFhWvWmaSKVSyOfzEMVQjUQjSo7joFKpsPEBkuQTEokEc87u9vr45jstxLg4ZlVAFAU8ceoQ8+TIZrNot9usIL7fmJLcKd5zeJ7HDnlULaJDoOd5rPsxGo3G5qWi+MZVDa+uGVAEDr/4XB4rPQezGR5cLAZ3i6C+1bDwdsPCtY4NkY/hVEnC6RkJp8sSKqnxbq3l+ljqOrjasfGJEyp+/8UuVJHDI1UZD8/c3uyF4zhmtEMH23vdxGWKg8de1sRms4lut8ukcVS1pk2dZFf0QW6NgiCwWaXJau9kFFFUKkuxWkBIflqtFnORpXkmWZaZbJrneayurkIUReY+urKywirqsVhsLDIBADswmJaFd5oW3tiw8DOP5/Dtaxoer8lICOPV+2jO4a0yDoMgwErfwet1E6/XTVzvOqim+JDYzio3uaPfCTTbx99eHOGtholPnkrj8ZoCgedY1EQ8Hke73WZ/fzqdZm7Y6XT6JhJpmiY2NjZYNV2SJJbL2el0kMvlDiQ3kOB5HhqNBgqFwn1XeCODtlwuN2aWsrq6ilgshmq1iuXlZViWBZ7nMTs7i+Xl5TEnVCqkEBnJ5XJQVRV/8u2LeGlFwz99Ls9UAHSNAmDu3yRHpLngqFSSTIvud+wmN/z9dkYkdUv0/dzpdJgBWj6fZwZA1BlbXV2FZVlYXFyEoigIggCj0YjNa0fd5Dc2NlhBkDp40flQN4jhtVUNV9sWfurxPP74tR5OliWcKAiQ+P3p7G4HxwsTIpa6NpZ7Dpa7DuoDB54PlFUeC7mQ/NLnu5U6m46P5Z6D+sDFDx5N4ve+10FH91BJ8fjHT+fwWt1ATuFRUnlkk9LY7G30rDW5b9C+QnO09PwCNwhx1FGZQDPZruuyrm206BwdraPbsyxrzLCKirvUbab7AcBch8mhe3NzkxXiopneURd+MsgiVVDU3Io+6DpzHAeyHBZiKYpOlmWsra0xgksEluM4VKtVtnaSk70kSazQ7XkeSwKIzk6Tw7ntuHC9AL/+F1fwaE3BDyxKyKcUlMtlaJrGRqnq9To8z8P8/PyORfy7wZTkTvGegQwdYrHYWJeKDuI0A7DdJXpxM4z5Wek5+O8/WsT1jo1amocqhfMZq30XbzctvN0wcbFlw/MDHCuIOD0TdmoXc8JYN6dveri0Gc6o/MipFL52WYMXBDhaEPFoRb5t54eqa7SAUeVwSmyniGIva+JgMGBzL2SQQfI0OgDRgWm7KBySUdHMERFjYHxDJhMoIjrr6+uwbZtVWEmCRd0uRVGYiiJKsClnL51Os4IUvXfpcTeGLgqqgP/41ghBEOADCzJmM8LYe5w2e6q47yRJdra6qa+vm3ijbqJreDhaEHG2JuOxmozqbRQWu3oNTA8vrBjoGR5+/JEsLrXscC5fFFjsj2EY6PV6EEURqVSKScxd1x2LtyF4nsfikOigRYSWCgv5fP5ARxnoMZfL5XsuA3e/QM6eiURirGtKh6pKpcIyTDmOw/z8PK5duwbHcVi3iIqqdCAlmfF/fP4CKpINRYix12kyiojkp1GDF3JirdVqD4TJ4G5ywwHgs5/9LH75l3/5vXqYewJdV1H3XCBcr0ejEZt1pDOBrusoFApwXRdra2uQZRkLCwtsLaZzEICxa07XdRbHAowrBojwBkGApa6NN9dNuAHwiZMZ/N3lEU6WRBzOCYjH7sysardw/QD1QUh4l3sOVnrhZ8sNkFPimM/yqKUFzGZCr5JqSrir8RAaQUuKHL5+RcPG0EEMwKfPZvC/fqOFhMDheFHEx46reHnNQFbmUU6LKKnCWEGYpLq0t4iiCFmWx97D9Px6nsfk5FS8ioIKEdGiMs3nUgEzkUjAcZwxAkwqD+ryEgGNFr9ojGUwGDCJMkXz0c/6vs/8ABRFYQ0VGkGic4MgCExKT8VwIrS0V6uqyvZwOlv0+320223Wra1UKrBtG+vr6+xc4bouM9W62hjgy29uYq1n4X/44RoM04LAh0kCgiAwGTV1xqkZdFB57FOSO8W7CqoskcV+JpMBx3GwLAutVotFj0xipefg+8s6rrZtfOapLLqGD4WPYSEXLgirfQcXN21c3AyNFEaWj/msgIe2OrXHiuKYCdSm5uLcuonLLRufPKliY+hiYPo4WhSxmBV2RWppcZNlGZIkQVXVbbN5p5iCsJc1Udd1dDoddtChSrCqqkz+S1XgTCYzNuNNGzVVZsn0YvK9RYcm+hnP81glmzYvkt5S4YaMLSjOxjRNdjAj44xJXOt6+PO3BlBFDp9+NIWMzN30OKgDRocP+jui6Jsezq2H3dq3GhYQAx6ZkXCmJuNM9e4ckQmW6+N8w8LjNRl/8HIfJ8sSnppPIiGG2YbpdBqpVAqtVgu6rrMxhHa7zYh/JpO5qQvreR4zPqI1g0gwVduLxeKBd/i63S5ziX0Q1qp2uz02bxwEAdbX19mhrtlssoPg7Owsrl69Ct/3xwxr6H1CZDiZTOKlCyv4w+9cw88/k2PGQDQLGCUm6XSavU89z2N+DA+C2eBB54a/VwiC0L2b1gMCjVJR5Bop0aiYSI7q5F9Ayg0AzIzKdV3WKbMsiznbR7tz9EHGRvSYHC/AxVZ4DiokeJyYSeDFFQMnShLm07ExpQxw65neO5339YMAmyMPyz0ba30Xa30Hq30HLS3cF2ZSPGbTPGoZAXNb5LeU5O9qhAQI/37NCWDYPrJKHN+6pmFg+kjLHJ5ZSODffLcNIIZTZQk/fDyFf3+uj5TE41QlgdMzMl5bGUIRYigl48gneLh+AFmIsyIxPedR4yh6nmj9oIIWNWzYfPXW+59MoijvNrq3EwGngnYikWAKEDJWdV2X3QaZsc7OzrLHR5nqpFAhAytN02BZFvL5PFqtFkzTZPdNmb3091BOrmEYTH1SLpfRarWgqiq63S40TWMkGABmKlX83bk1LGQ4vLlhIc27OJaPsz2dMslJ1UL7PRUBR6MRarXavdnJ3S/nvGjQ8hT3H6giZBgGUqkUqyp1u92bnJCDIEBT8/C9JR2XWzb+k1MqEiIH2w1wOC8iFgOWuw4utixGak0nwHxWwImSiONFCSdKIjvwBkGATc3Dd66HJPnjJ1QkxRhamodjRRF5ZXfW+VRto7BwmjuYXrNT7BZ7WRNHoxE2NzdvMsGgSiyRKMqMpMM4XaNUXZ7cPGlDpo4ARQoYhsHklcDNpk5UAY8esKLZgNGtxPOBcxsGXl6z8fi8iqM5DvFYAFW8mdzSJhgltwQ/CLMkz21YeKNu4FondDs/W5NxtirjROnujKMIthcgBuBvL43w5rqJszUFnzyVAR+PMRf0fD7PMlhp5jibzaLf76Pb7UKSJCYBi8JxHNTrdUZuqbiXSCTC+JBO50CNpQgkOaM5sQcJg8EAtm0zYk/RWdSdoJznWCyGSqWCq1evsu4HdUno+lcUBTMzM1BVFf/2q+fx1moHP/dklh3coqAucblcxmAwYMTl8OGDyYS8F3GQueHvNbrdLoIgGHPKpiJ+EIRxbvRe0zQNvV4PqqrCMAz2u6lUauxwT4UV6h6KosjW+OhZKbpW7qR2cX3gStvClbaDo0UZ4OL4+qXQ1O/pORk5hdtThm1UCbRX6mC5PtYHLtYGDiO/9YGDruGD54BqSsBMikclxaOa5tnX+zHvG0UQBPACoKP7MNwAYjyGrBLH95Z16HaAaprHYlbA51/pwnIDPDmfwKmyhM+/0kNCjOOHHyrjdC2Nr11oQZV5nK4kkRZ8XNnoQ4oHyCtxyEIMXIS4UteWvDMmvTGiGbhRXwD6WhAEdt6kmV1RFJl/hiAIzKTQsiymJKDXKJfLsei/RqOBbrcLACiVSszhOwgCds3lcjmm5pIkCaurq6wAbZomZFkOCbeawbWug9/92uVwzzydhwCHqciAG9Fq1Knu9XqsOENFg0QigWq1eu91cvfTOW80GmFjYwPFYpHlBU7x/gYdzDudDpMdkwQx+jOWG0CzffzVhSHqAxc/cDiJ40URm5qLowURXCyGa52wOvnOpo0r7VB+vJgTcKIk4URJwrGCiIQYLgqmG8BwfPzFW0OsD1x8+HACp8sSmpqHw/ndmSREZ2op44zkLFNMcae4m0Od4zgYjUbo9/swTZMdoAVBYF1WQRDQbrdhGAZzY4zKsMhQIjorS+YniqKMxSuQEyN1HalyTNl/k8Upbyt3tq17OFNV8K1rIzw9r6CS2r4zSe+lyc7v0PJwfsPC+UaYTz2yfBwpiDhTlXG2JmN2G7fzO8Vyz8bfvDNCR/fwmadyKCV5yCLPqtvFYpHlB1JWZrlchqIoME0T9XodPM9jZmZmbK6VqurU7aW1hCKZfN9nDpX5fP7AxxroUL1dxvKDAl3XMRgMMDMzw8yhGo0G8vk86vU6AIx14tfX18eMo6Jd2kQigWKxiHQ6jb9+/k3MpuOA7zKiS0V7KgTJsoyjR4+yQi+ZuTzoeL+TXOAGqY2639M4AJEBiuVyXRetVou5qw8GA3adzc3N3VQgIwde27bZeMpoNGLOuySBJ0TJ7k5EtGd4WOramM1KuNK28Y0rGkQ+hv/8iRwc14fpeKil+dvGqUXVbNSluxM6odk+6gMH9b6LjaGD9aGLxjCMUgoA5BQOMykB1dQN4ltN8cgl4nsi6HtBtDsL3FBGGY4HBICPUF2o2z6KSR6SwOH5JQO67ePsbOiA/R/e6CJAgI8dT0HiY/jqxSESIocfOpaCLHC42LSQUeJ4uKYik5QhiCIKmdAci7q2RHCjplr0eGgfpjXG8zxIkoT5+Xn4vo9er8ec4ulaoL0/m82C4zi0Wi3mSO26LqrVKrrd7lius2maUBQFruuGHWAvhr99Z4DzDQsfP53H2UocaTUJXdNYZzhK0IFw1pkc7GmkL5pv3O/3MT8/fyAeFHdFcvfTOY9yIDVNgyiKmJmZuekNP8W7D7Jhj35MLqyTYG+GyDwJsBVVYXjQbB95JY5/91IPQ8vHswsKnltMoKt7qKZ5OF6Ay20bl7bkx1c7odTjSF7cIrUijhREyDwH2wtDx1MSh3/7YhdDy8cz8wo+dCiBjhGaFNxuIaQZQDK9ojfgFFPsN/ayJraHJr78+joWikmcqKRQyY5vAJZlsQ0pKlmLHnKi/0cbIsltyaG8WCyOXe80D+84DhKJBJMrRw2kCIbj42o7nFP9V9/uYCHL49mFBGYzwtgBIWrME80oBEJyfLVj480NC29umFjuOsjIHB6pyHikIuPUjHRTB/hO4XgB3tww8cqagVNlCSeKErwgwGxWZtKqfD6PTCYDXdexubnJIpjoeaJIGnKcju5Tnueh1+thOBzCNE1wHIdsNot8Ps/kqYPBAJqmoVAoHDjRIVklx3HTyDLcHDFE5kDlchlXr15lcnuavSMX3Hg8zrKn6fApiiKy2SxSqRT+3VfPoTly8Y8eSrLvkdSPDqG5XA61Wo2N6jwIcuXb4X4gucCN82vUxI0UMtlsFt1uF8Vikb3fqVBJzuntdhutVouZoG132HddlxFeItPk4G5ZFjMXokJMdM2nDuJOx33L9cHFYrjasfFG3UR94OIzT+fx/LUR1ocOyiqPjx1XMbJ9KAK3b+vxreB4AZojFxtDd4v4OtgYutgYuDDcAAIHlNRQ6lxS4yhHvi4m+VtGOd4NogR4O/kyPee0p5JqynR8dIYGRC6A4Xi41nEwMD2cKElo6x6+fkWD5QX49GMFtHUPr6xoSMscPnY8BccHRnaAmYyCmbSAwHOZCVa0oEavPRkZEhEmoyqO45jZpOu6KBQKaDQaAIBqtYqNjQ0mLRYEAYZhgOM4vLg8wpt1DTHE8PMfWcCVboCjWcAyNABgUUwksyZCDYQjHEEQRiNRkTcIwqit0WjEMssPymTxrkjubpzzgL2ZChiGgWazCcuykEgkUKlUppvBAYGqQRRgPekmB9yo1gHjFurRAGySYE1W8jaGoSGBZvv4gSNJ/G/faCGnxPFoVcazCwp024cqxaHbPi61LFxs2bi0aWGp64DnYjhaFHGiGBLbw3kRQjyGvulhfeDiZEnE73yrDT8AzlZlfOx4EiPbv+1MniAIKBQKB2ZXPsUUt8JeDnX1RgvfOLeMjaGDmbSE47U8/u/v1JGQePz4k/N4ZC6Dq5sjzGZliL4J2wodOelQTu/paMQBbUTkykguj3QQMgwDAFiHsdfrsXXB930YtosrLQvHiiL+9I0+6gMXD89I+MQJdVsCFZVFE4IgwPrQxcXNrRivhgXHD3C8KOGRW2RT3ykGZpiTazoBnppX8J3rOp6YlTGbuRHrkEqlUKlU4Lou64STBIw2X8uysLm5CcuymFyV/h5d11lsCOUQFgqFMQMpOvS+G9Jk4Eb3djsJ9YOMyYghKvbk83lcvnwZgiDAtm32PhoOh5AkaSxLlw65UcnxH3y/gbQQ4IePJVgHmEYA6FBZKpVQLpcf+GID4X4huQCYOiMej7OCEpHfYrGIXq8HnufZ96irSy73QBhRROZAFMm2HVzXxWg0Yn4IQRBAlmVks1m4rgtN05i0lIgvgLFxlaj5z07w/LAx0Ry5OFGU8O3rGs5vWNBtH7/ykSL+/PwAuu0jn4jjR0+nsNJzIPEx5BP8vuTpbocgCDCwfGwMXWyOXDRHLjY1j32tO+HoST4RR0nlUU7Gx8hwMckjIez/aCTtoZMddCLDUeMw6mISqJlE6qxYjIPpc9D9OBZLGVxa7+Hla110dAcfP67i9bqB1+om4vE4fukjNVxqjLA5cpCRODw+l4Bm2khIPHJplZmhEfEmYzQySWR5wo4LGwJmMgq+9No6Lm2asHwOv/hMGn9/eYQjBQkna2kEW14fUd8BkkfTuSMIQhfoVCqF4XCIYrHIsn87nQ5s22ZqmIPmd/vWyd3JOe9OFzCSgnmeB1mWUavVpqTkLhDtrtKBlypAABh53WnRi8oYiRSz2/bDTMsXVsIZ2r7p4Z9/oIAvvt5HKRnHobyII/kbHYuh5TGTqIstG6s9B7IQY7O0J0oSFrIC4jGgMXJxte3gA4sK/p8XurDdYMs4QIXnB7c0KxAEAblcbqyLMsUU7yXuZE2kefZutwvHcaBZLsDF4ccEfOfaCI2hg+eOZMHDw5+8vIG0xOFjJzPIJng0Rj5yqoSFvAJZ4GBbFizTYBvsZNSCJEnw/DDnbqnZw4YWYLlt4IkKh+eXdLzdsHCkIOIfnlQhxmPs/Ued2u02dyK172xaeKdp451NC0PLRy3N41Q5JLUnS+PGcHeDIAiwNnCx1LXx3EICv/f9Dh4qh1LnrBJu9IqiIJ/PI5VKwbZtNJtN5g5Ns7ZR6SHNOqXTaUZcyZTLNE12mBQEAdVqdYz8EHGm9eigCQ7lK0cP1FOMYzJiqNvtMhPB69evI5PJsA64qqpMekpFIOCGqyrNZQcAdF+ApQ2g8GBmMK7rjsn3stksqtXq9HXB/UVyCWT+Q47pNMefy+WYjDTa1SVjqnw+z+Y2KX80CAJks9mb1DZRUHFyMBgw13tVVVEoFJipJ61RlmWxYk20YEOIngN3A8v10TU8dHUPp2dkfO3yCMu9sLHxLz5YwO9+rwPLDVBL8/jJMxm8vGogKXIobBHQg4Bm+9jUQgK8OfLQjHzdNUIJtMzHUEjEkU/EUUjyKCTiY//OyHubVd4roqZV0dcC2Dn7PYobhYqwi9wcuVgfOugbPp5ZSOD5JR1vrBuw3QC/9KECvnbVwuWWBQ4+fvUfzOJPX23iWtuC5wO/+oNlfOHVLtYHoYLqnzyTw+WWjbTMoayGSkg6P0dHDaOPhcadLMuCbdssQotULTRvDACSJG1r0Hqra/xucNczuQfpnEctbcMwmEa8XC7fd5l++w3S0ZMZTbTDSl0VkhcQ6GuKONjuYgbCRW2l5+BQXsRX3hnh3IYJnovhV36ggPMNC1mZQy0jjElFuoYXEtpNCxc3bawPXaQkDieKIo5vyY/nMuGc2NpW9M+HDiXwVxeGGJo+jpdEfHAxcUtCS9WkSqXCMsOmmOJew17N+Ajkjuy6LmzbhqZpLLQduCGR4nkBQxsQ+RjaIwuvr+nQ7AAfOVlAY2DhL8+1wMV5/NN/cAz19gh/9tIKPN/HTz6aRkMP8I2LPcQ54NNnMuib4axULc3jWFEcm2Wf7NDSYYmKZOtDF+80wxl6IrWzaR4nSlKY6VgUkZb3b0Prmx4uNC08NafgD1/ugYsBD1dkPDmnsOcnnU6zwyXNZ5LRhqqqyGaz0DQNuq4z4w2qgkuSxEyLSG4cXVtpb4p2TH3fZ07UhULhwIu0VAwxTROFQuGBnb3dLYJgPGKo0Wggm82yeUoyoCKTGDKnIoM3IgfUiaMZ63/znU08WRNwtioz2TKAsS7K4uLitLuO+5PkAuG11e12Yds28vk8BEFg11oikUCn00EQBIyI+r6PbrcL13XZzwMhYW40GsxMqFQq3fZ843keut0uhsMhm4FUVZVFzlCBzjRNtt5Fx1EmDa1uNd+7m+fBcAMMLR8zKo/vXNfCWdsA+PGHU/idb7XheAEWsgJ++rEM/vrCCLlEHJUUj0M5AY6Pfe0IO17Yme5oLtq6F35oHjp6+O+O7sELgHgs7ATnE3EUEjwKyfDrnBJHdusjeQDd4NsR3e28MG53e1HDSB8ceA6wHA9cDOBiuOO/gSTRRICpAEhzwLTeUXd6ckRj8n5LpdKBNKPu2l353XDOM00TnU4Hsiyj1+tBEARks1mo6vYSuQcNvu9D0zQmUSFpAklSovbzUZJ7q7laANAdfyv/zMYz8wl857qOi5sW5rICfvR0Cq4XQJXGK15BEKCleVvOx2G3dlPzkJW58IBbknC8JKKaCuWIm6OQ1J4oiTi/YWFt4OBUWcLZqrxjZ4d0/6lUitmPFwqF6aFhinsee5Ir1+vMBTE650POhRQ/EwQBI15k0U9dpiAIWHwAzeYkEgmWi0uSuSAIMBwOEY/HmZvsbhEEAeqDrU7tViGLSO3Jcviej7qd7weGlofLLRvHiiK+fkXDUtfBQzMSPnw4yQ5F8XgcxWIR+XyeOehSRZkck9Pp9NjGSgfEwWDAyGuxWIRhGOj3+2zDpm1TkiTWsYk+H3TAzeVy70pRlrpB5No8xe5BElMym5qZmWGzacViEZcuXWI5uYIgsFmzKNFNp9M3zF0cH//zX1/Hp8+kcLSUZDmUdO34vo9Dhw49cA7X2+F+JbkEmtF3HAeZTIbJQ/P5PBzHQbvdRiKRYHOSpMKgcREqjFHBjOK/RFFEoVBAKpW6pWkdrevksUD7yOTMLnXjyOU+akxI4yxRh2fqQEbPkbS/kEx7N0ZUzNXX9SHEY3irYaGjexDiMTw+K+Nz3+3A9gIcK4r45MkUvvz2EGWVx+G8gLlsWAjYz46rHwTomz7amosOkWDdC/9teOgZHjQ7/JsEDozwRslvTuHG/u+gZoPfz4hNcAYAmJ+fRyaT2f/7uluSeyvs5wJGocjRgxtVErLZ7AMlRyWr716vxxZNcn6kRYeqPbebuSD4QYDG0MWr9dD45WPHk2jr4fzrQk7AQ2UJ8jZue0EQYGPosmy2i5s2uoaHUjIedmmLIk6WJBSTIekeWh7eblgoJOMYmD5eXDHw0IyEx2oy1G0OwRzHsUWW5IXk5kc5ddlsdlrsmOJ9gb2siTQDOpmTODnjE32PRItYANhaQJl70duJKjaiBbBJTEZT+EGA9e1IbYbHydL+k9ogCCPFrrZtLGQFXOvYeHXNxLGiiA8dSox1hEluTHEHlBVMSg9yoZ48GNq2PRZnRoYbJO0jQzqamyLp8aSjMq3JJIM9SATBjcxxcmudroN3BjL0yWQyaLVaKJVKWFtbQzqdhiiKWFpaQjKZxHA4ZLFDdE0BodKC5iE9z4OSzmNzo46ebmOhnGXXE3V1D+pA937D/U5yCb7vYzAYwDRNRg4pMoUKVNG4IcdxWIEzl8uNqTKICJMhII1fUIErSoxJqkxFlmhWKe0Z0bE1IruSJLH7pNuga5f2j0mFIHlA0P8ReSYTN/qIekXQ7VFmKs2+R/c8emyOFzZdNjUPihBDNcXj91/sIgDwzIKCs1UZb25YqKV5zGaEm9yhowT/dg2eW8H2AvS2CG937LPP/t0zwo4wAKQkDhmZQ1qOh5+lONJb/05LW59lDinpYCXSUWwXN7UbUIxm1MMjqvq8oSjjWcEDAOMlk0236PVz5MiRe89d+XbYywIW/WNvBU3TMBgMUCgU2JucqqPkjns/bvRUkaOqIHUTaPGKHlJv95LaXlg56xk+vvT2AH3Dxz88paKY5NHRPSxkBWSV7Q+ofhBgre/iUmv8gFtJ8Ti5NU97vCghn4izn1/qOrDcAAkxhj97c4CHZmQ8XpNRSN5cmBAEAaqqQlEUtqhG4xboIEmZhw9ScWOK9z/2siaur6+PdXLpc3T+lYpYk+95+plo1f1OMUZqtyTII9vH3BapPbHPpFazfZxvmFjqOjhWCA3nvr+s40hexOOzCrJbudbRPUMUxTEpV9TgQxRFlsU7Kb8jfwF6fsmQSxRFVlAbDAbs0CVJEiqVypgrMsmEDcN4VzqpdGA2DINl3t6Pe967DZKwZzIZjEYjJBIJtNttFItFFoOXTCbR6/XGfo/mum3bZuY/w+EQSrqA/+4PX8IvPpfD8fkyRqMRgLCgUqvVxrJVH1Q8KCQ3Csdx0O/30ev1oCgKyz+1bRu6rjOFDsmKqfiWTqdvIgG0FpCZT7RDSxJROk8JgjAWi+M4DlP5AGAz6QDYbOV2jZNJ6fLk/wuCwD7o+3ROpyaV4zhjI3OTBBkIVTKlUonF2VEBKbp+s5xZ14PlBjjfdLDWd3CMsthiAAAgAElEQVQ4L0LhA/zl20NUUzw+cCiBUpJHALwrztB+EGBk+YwA900fA9PDwPIxiHzdNz0YztY+BkCVuJAAR4hwSuSgShySW59V8cbXB9EljhbPgfE5XPp/OltM/l5UGj25J9HtAjcSF6LF+VqtdiBpA/cMydU0Devr6yiXyzs6yhE8z2OudBSGLIoiy5Kiqtb7feOnSn2n02FD21SNA25EcdzqJQyCAJtauACI8Rj+4OUu4rEYfuhYEidLEmwvQG4HQguE7norPWdMfqw7AeYyPMuoPV4UkYl0UzTbx/rAwVxWwO98s43FnIBn5hUcK24v25NlGYqioFQqIR6PM0lOLpcbu+jJACabzU4leVO8L7HXNZFmOqPui9EQ9b1iN4TXJ/lx80Yha2T7mM8IOFES2UztdsqL3cIPwugvxw8g8Rz+/PwAzZGLJ2YVnKnKeGPdxGJOwEJWgMSP5xUC4YGMZsyiBQDaE6Lzr/Q7dACkQ6bv+5AkCaPRCLZtM1UQxS2QS2QsFmMRY5ZlYTAYMEMiyjOkg+lBwjRNJqOmgu4U+wuKGKJriDpY5DROTsu6ro+9/1KpFJtzTCaT7LrsWHH8L39xHr/60SLUhMJiixYWFg4sMuP9hAeR5BKCIIz3ohxlIpVUeBMEAaIo3pD0bpmGUjeN1kQqytEZ2LIstqYRMSREDY8mQXvLpM8CufALgsAIK5FUQpSwUPEwek4lIhP9WVm+MbM+HA6h6zojP0SEJ0HkPSr9p9+J/k1U2LRcHysdA2LMQ3Ng4SsXR9BsHz/2cBpcDKgPHMymBRwuSFBEfuzvf7fgeAEGljdGfqNfjywfIzv8rNk+bC9SCOBjULchv0mRgyJwSAgxKAIHZeJzQuAg3GLWmVRfwLg55U7PDb0WlMYyWWQnEz4A7DoBMFY8qVarB6J+umdILhBWDNbW1hAEAarV6m1nmajCXiqVYFkW+v0+m20YDAbMXfL95spsmiaazSaTdEQ7NbczAAiC0Mm0a3g4nBPxr77dRikZx1PzCh6tyAiAW1Z/XD/AUtfGO1uE9nLLhuUGWMwJOF6ScLIk4lhxPLcyCAI0Ri4qKQGfe74N0wnwxJyCjx5Jbnsf1HlRFAWyLCOXywHAjuSWihrvljvpFFMcFPayJq6trbFOLnCjEjr5EV0b7mSTJnUGyY8vbdrQbB9zGQEny+G4wfE7JLV+EMAPgNfrJjaGLiQ+hmcXFHzuux3kEnE8VpNxtqago7soJXlmLhetCgM35r2SySRkWWYHwKgk6lbwPG/MfRTAWNSPLMsYDAaM2JKEbrvuCUkJDcNgsiwylLnVfNxeEQRh1uBwOGSEPJ1Ov+/2s/cbKGKInJA7nQ4AMFko5UrSIZ6uUYocsiwLmUwGruuGEmfDxlqjhYQQQ1IO971KpTI10MSDTXIJ5DkTzdgFbigLeJ5HJpMZkw8PBgOWPJJKpW65JkSJc5R87gYUPzdpcBiVNNN1T0pCIsD0e3TfJJWO7lNRQk2qG5pNjub6Rk2MogqeaBzSdufi7UgX/f1tzcXlto36wMVzCwrealh4rW6ikuJDzxk/gMzH7qqYexCwvYAR3pD8ehjZPrQtMqxtEWLDCWA4kc/u+PPDcxgnwHz4WeJjkPgYRJ6DzMcgxmPs/ySegzT27xgUIQ5ZiEPkY4jHbhSTd8JO3zt8+PD9LVeOQtM0bGxsQFEUFtq+E1zXxebmJlKpFJLJJCO++XweHMeh2+0iCEIb9nt5U6GZY5Jl3E5qGI3+qQ9crPQcPLug4H//Vhs5JY4zNRlPzN7+gnG8AFc7N+Zpr7RteH6AQ3kx7NqUJBwtiDfNN5hOaBTwlYsjvLpmYC4r4L98Igs/GCfRtMjQYxUEAbIsI5lMIpPJMJOW7cgtSZMty3pX8rSmmOKgsZc1sdvtshiJaOd2cj3Y6xJOndoLrFNrQbcDzGUFnNx6zx8vSXuSdVmuj9W+g57h44lZGf/6ux1oto9aWsB/8UQGf3dJQyXFo5bhUUiE7+OogROtE1HCQKRuuxna3YBMX0ajEVt7SDZHM7bUkYuSaTK1mzTHGI1GLGYo6gNBxn9EoGOxGDsEkoz6dqDOBcV80OMhueGU2L67oIghx3FQLBYxGo3gui7rEG1sbLDrhjwiqBBDM+BRIvD183X8/aUB/tlzOWTSYSbz1ChxSnIJ1NUNghuOywRSnriuy5zAae2kIhh1M1VVHevyHtRjJRJKHzsR56hhIpFSx3GYAoYM3eh2Jkns5P3e6t+EW6mVJiWz0Z/jOA6uD6wPXZSTHF5a0fHyqgHN9vFLH8zjtboJ1w8wmxZwrCi+a/Oz+wU/CGC6E8T3ps8+LDeA5QXhZzeA7fow3WBrzJE+fDjb1NJ5DlukmIMYj0HcIsn0tRQPyTMjzkIcssBB4jn86DPHsVC6tYr3TnBPklzghr3/aDRCJpNh2YQ7/SzNqhaLRQAYi26IxWJsjvNem9s1DAPr6+vsYHOrNyewddiyPLzVtPDkbBiXgRjwUFnCMwu3l695foDrXRtvN21caJi43LYRA3CkIDL58ZG8sK2zsR8EeLth4W8vjeD6wD95OgchHs44TD6fJKWjuVqe55mMPJlMMsv87cgtcMMtNJvNTmVdU9w32MuauLq6etP8352AlBZvN8dzauejndo9ktrlno23GxbWBy5+7qksfv+lHrIJAacqKXz0VBGm4yOO8PBCHVeq8kezuokU0qwWVfSpQ5rNZm97aKNDl2VZMAyDuUwT0ZicA9ou+iiRSCCZTI4dLic7qaqqIplM3nbvoN8jJ+fddtZFUWTEaEpq33sEQYBmswnTNJmhz2AwwMLCAitA0eE+mUxC0zSmMDAMg0kx8/k8giDAv39hGUM7wI89lMKpU6emrzGmJHcStm2j3W4z5/coyOiHinaKoowVwDzPw2g0GnP/plEwMn96N0ESa8ro1TSNFRmj62y0OzwpO44S6uisZ3Q2l0CdXuo6R6XZO52tt4vsITl1dBTG931cb2m4umlgrW/jHz2Sxh+93MOm5mEuw+OnH8vi4qaFlMShmORvKQW+X+AHEdK75fND/3a8G6TY3vranvja8SM/4wb4xx89ik88trDvj/OeIbkkZZisbtq2jUajAd/3kcvlbukgads2Wq0Wi3QgB16SuQLAcDiEpmnv6dwudS+bzeYtpSPMmcz3caVto5ri8fWrOq60LJyekfHRI4kdY3YIJEV8u2nhQtPExU0bjhfgSEHEqbKE02UJh/Pijm/KTc3F169ouNKy8WMPp1BW+R0lHKIoIplMsvxOkvwlk0nmNkoRHTuRW8uy0Ol0xmz1p5jifsFe1sSVlRX0+33279tl6BGCIIzxurBp4UIz/OibPmrp0CjqVDkcO9iLDKuje3itbuDNDRP/9bN5vN7wUMqqePJoGYWkwPJ7ozPD0VlY6m5Rl5Tmx1zXha7rGA6HzACFbiMqQeM4bmzuLKpkic6H0SGJOt/URSDQYU8URSQSCSaPiz530YPkbuSAU9zfaDQaME2TSeM5jsPMzAyazSZarRa7zmRZhqZpkCSJXbfZbBatVgvJZBK2bWOgGehZwOPH56bGU5iS3J0wHA5Zg2e72XsqpNE6FYvFkEwmoSjKGDEzTfMmB1wqJAqCwKLmiHhGO53b3Set7UQo6dxOfhGToH2BVA60jsqyzDwV7gRBELDbJjl0VCIdfZyTqshJPwtygabnbDvn5Shhju49luujpbmopQV87bKGlZ4D2/PxC8/m8a+/24YqcjiUE/HRo0lcaVtIy3Fk5fgDQYL3ipmZGZRKpX2/3XuG5JqmiY2NDQBhFzCbzY4RoMFggF6vx6JkduruEYF0XRfFYhEcx8E0TXS7XaiqilQqBeDGvAN1C96NQ4zv+1hbW2PmIbeC5fpwvADvbNr4m3eGOFoQ8YmTqVuaRAE34jYuNKwtYmtBs33MZwWcnglJ7fGiuCM5tlwfr9VNvF4PIzrOVmW0dA9HC+K2s7w0pyTLMltwgyDMVkulUsz+3vM81l2Php0TyBaf4zgmNZ9iivsNB9XJ7eguLjRtRmw7uocZNY6TZQmnShJOlqUxc7jdoGt4eH5Jx5mqjPWhDy7O47mjecxXClAUZc8FqCiBpPUvOltLJCLaCbUsC57nsX9Hu7/AeFYpEdrJgxuNSFCnIIrtDoKKoiCZTE6J7RQMpLZSVRW9Xg+Li4sQBAHr6+tot9sAwEiDYRisWB+LxZBOp9nMZbPZxOdf7uKXf/QsKvlpTu6U5O6MILjh2n47RdvkyAQAtu6RxD56u1FyGjU0vJXqJOq6G42KobXWdV1YlsUKllRMJPK929GN/QLtFbSPUJQS/c1EhrdzCY4SYvq/6N9NhJ2ey6hkm5RJjh+gObAxMBwcyQv4D+f66BoekiKHTz2awb/8ZgsJgcPJsoQfPJrE169oUEUOlRSPhZyAjh7+rMTH7qus3e1k6LFYDIuLiweSHX7PkFzKKaSZFl3XAYQyIMo99DyPSYR4nkehUNixEkSyj3Q6jWQyyWaqRqPRWIYh3W/s/2fvzsMkK8u78X/Pfmo9tXRV79MzPUvPwAgMDouIxrCIGjC+LlEuQ5afxndMgEQ0mybGmChceaP405cQiL+XGKLwIokQjRrEBYgoCgwDAzMDs/RMr1XdXfty6qy/P4rnmeqenr2L3u7Pdc0FM1Vddaq6+vS5n/t+7lsQjplHtlAajQaGh4fn7RbXyns1A/PAriLqtodrz4liY4cKSTjxaKVC3cWe7KtBbaaBXN1FV0TGlvSrWZv08UsR/Vf35z0/YaJue7hmKMIvbNPh5olx7h4HllUJBAL8IpGtjmmahng8zrPkrAW+7/vzvr+e1xxy7roujQQiK97pnBOHh4f52BFg9s9h0XSbe2qzDeydaiBbcZEMNoPaLenmrFo2xut0OJ6PcsPDeNHGjw5U8ab1UVw6GEciFoVhGAsa+LF9qK0NUY43loCVj7U295mboWAXXK17wNjzsKwDW+1vvXhhHZnp3EOOx/d9jI+P84CjXC5j7dq1EAQBR44c4Qvm7LNXrVYhSRLC4TDP9JqmiWg0iqmpKfT39590isRqQEHuybUGu6da4cbOra0Lha3YOZUFbq2Z3NbHAI5mN1u7/LdeD/q+z8f/SJKEWCx2Sts6lgJWCs3GN7U2HwROXj3Ffj+1lja3BtAs4GW/j1qbbjmOg7rtw7Q9RHQJL0yaqFo+orqETWkd9z+bQ6XhYl1CwRsGgvjqU3kAPs7t1LG9P4B/eToPTRZxfo+Oczs1PPpKBZosYmOHir6Ygt2TJjRZRE9URjwgIV93EQtICMjHz9YvpmQyie7u7gV/3CUT5LIPRaPRQLVaBQC+p4UFvOFwGIlEAo1GA/l8nv+gJhKJeS++2MmBNS5iKy+5XA6O48wKqlgZreM4MAzjrPeBsn3CExMTJ1wdczwfjx+sYueYiaG0hqs2hmDa/nHn1AJAxfKaF7evBraTZQeJgITNr2ZqN6e1E2Z8G46HfVMWDuUsvPOcCO5/roihtIZz0hp0RZy1xwM42kKcNYNhYzhaSzuCwSBSqRRfPHAch3elPF5wy/ZJt87BJWQlO9Mgt9JwsW/K4uXHE2UHMb25Crz51T+peeZOnyrH8/Gj/RX8cqSOqzeG8eZNCX6+XQ4/m6w0jV1gtJY6swuR1szDUvwlT5Y2x3GQyWR4V23WGNP3fbz88suwbRvBYJDv/Waly+z3piiKqNVqkCQJqVSKek2AgtzT4fs+arUaKpUKBEFAJBI548/Q3JF0881bbx35w0p62R/LsmbtsWXZ2pVyXmXxAOvHABz9PcKytnMD/da/s981bD8wC3hZ3wXW30GSJB73sHFlrb/LWgPi1rnCqqoiGAoDkgpBFOBYFvaNTqNcayCkACFVxPMTJhpOs6FkTJfwyMvlZmPIvmYC6zsvldEdlXHpmiA6I83JBuoillEPDAzwStuFtGSCXMdxUCgUeJY2FArBdV3e/XJuwMveDLaSzzKI8/2QOY6D6elpvgoGHL881vM8FItFmKaJcDiMcDh8Wj+4bAxSuVw+7n3KDRfPjpoYzlu44fUx/OJIHed16wgeJ9vacDy8Mt1s9LIn28BIwUZIFfme2s2dGtIh6bjH6fs+xkoOXpw08Zb1ITy0u4SgKuLcLh3r4kcHhLf+oLY2gmHd/NheW5ahFUUR0WiUz7cFZmfGWQZ+7rGw95c1lSFktTidc+IPfv4CHttfxL6shZGijYgm8j21m9MqOsNnH6yVTBc/Ha7hmqEwnh6p4/JNSQz09y3pTvSELJZarcazapIkwTAMxGIx+L6PF198EQD4iKtGowHLsnijxUAggEQigampqVkLwqsZBblnxvM8lEolmKbJex3MbZy3kM9lmiZqtRpParAJGauh+oVtn2HXrawyAziatWULW2xBgGXSWxNc7Nq6dcsN+361jkNiWv+tNVPMxjKxEaPsuVsbNrLAmX02RFFEvV7nVZcAYDoeJssOwqqI6aqL7+wpw/N9vPd1BhJBCUFVfE2D3r6+PsRisQV/3CUT5LZyHId3iWPfJEmS+J5P1rK/dXi0ruvwfR+RSOS4qwGlUgnVahXJZJJnJ1ijo7mNqHzfR7VaRaVSgaZpMAzjhCeQYrGI8fHxeTetA0DV8vDceB0X9Qfx8IsldIZlXNirz9v8xfF8HJyx+J7agzMWFEnAplcvcLekNfQa8glbmFcsD3syJgaTKn45Ukem7ODcLh3nd+vQlKMzzVqzHeyXrm3bkGUZ6XSaj2Ri74vjOFAUBZ2dnbPeZ9M0USgUjjubmGW2TdM8bjMFQla60zkn/v23nsaBbLVZZdGpoycqn3A8wul6/GAVPztcw9uGwnjjphTWrFlDe+EJOYnp6WkewALNhinBYBC1Wg0HDx7k5YuxWAzZbBZAc1Hesixomoa+vr4Vk/E6WxTknj12rVqv13lQJcsyH2HGypJP9hhsbykr323NYNKWjqNY0FutVnmgObdZYmvDRNboa24589y5vwzbEzxfsyv2/GxyAOuuXavVUKvVeKk1mznMgmNW9crmzDuOg2KxyHt+sJJz2/Xg+cCLkyYefaUCXRZxw+tjiOpi20YmsXFYg4ODK3tO7twaeMbzPNRqNVSrVfi+z1dJ2aoS69DJ5tgFAgHeTXm+QMrzPN4oonUeGVuhDYVCx3RwZgGcJEmIx+P8B92yLIyNjfHy6rks14fn+XjycA07x0xc2KvjsrXHdkT2fB9HCjb2ZJpB7SvTFjzfx4akis2dOrakVQzE52/81PpcB6ab3dsmyw6eOFTFOZ0aLl0TRCx4tKFL68qSKIq8Gx9bUGANDrLZLO+Iyr42EAigu7ublx6z8plSqQRd1+ddCGgtS16IMnBClrPTOSdmMhlMT08vWFALNKtCHnm5gv6YgsGEinhIxfr165dFSTIhSwHbn2tZFmKxGGZmZtDf3w9N0/DSSy/x0kRN05BMJjE2Nsb3KlYqFSSTSeqs/CoKchdea+fh1nFtJ8L2jrK+B691k6jlznVd1Ot1/n6zrv9slB1wNFhtLWVm7zsL9Nis9LkBcOuWm9bpBa1bChVF4UEsG7PUOse4teRZURQ+K95xHJTLZWiaBtd1USqV+AJe0Ww2v3pgV7Np1iVrgnh977Ej/VorYc/UunXrEAqFzvjrj2fJBLnVahXZbPaYGYFzG46wWWCu60KWZei6DtM0eflsrVbjAZsoikilUvOmwFvnkbGglq2IlctlRCKRYzp92baNXC43awVnvrcvW3HwnZfKmKo6eO95BtYllFmrIL7vY6Ls8D21+7IN1G0f6xIKz9Su79BOWCpguz4O5ZofREUS8G8vlLA+qeKSNQH0RBX+A9T6oWMfbvYes9egaRoSiQQqlQqKxSIvx2DvIZtT3PpBLpVKqNfr8y4KAM0feja7mMqSCWk6nXMiu2BeKBXLw5efmMZb1odx6UAAMcPAmjULP5eOkJXOcRyMj4/D8zz09PTg8OHD6O3tbc7THB4GAD7WBWjOfZdlGYZhoFwuY3BwkLJioCCXrGxzFxxYh+e5Y/aAo1nfuZlfliFubWbV2pDxZD0m2IIbSxDO3Y/N4hg2zzgYDPI9ya3XHzPV5ijSS9YE8f19ZVy2Nohk8NhzGAvag8EgyuXycatb5+rv74dhGKf61p6yJRPksr2cLN0uyzKi0ShUVZ1VRtHaTZPVnbP0fGvTI1ZuwTZws1XVSCQya4Vqvnlkvu/zebrRaBTBYBCWZWFycnLWKgvj+z4O5238/EgNhi7hsrVBlBse+oyjzZbYB2RPy9zKXuNoB+RNKQ1B5fgrZ6bt4VDOQt3xsT6p4q6f5zCYUPH6vgDWJebPwrAfBhbYss7VbHWJ7algZcTA0UUFWZYRi8Vm7UlmnZJd1z1uVrbRaKBQKPCsMGWIyGrxwAMP4MEHHwQA3HDDDbjuuuuOuc/ZzMk9E7IsY1+mhkdfqeD3LonD9QBVFtHR0YHOzs6zemxCVrNKpYKJiQn09vZCEARkMhkYhoHp6Wl+IcsW4hVF4dMjAoEAkslkW7IWyw0FuYTMbgR2vHLn1okB7cK2FTYaDT7yLJ/PAwAf31qr1/GzV6bxkwNVbE5ruHJDCKIAnmVuxTLMrU2zBEHgmWIWi/m+v/RGCD322GO49dZbEY/Hcd999817n9PN5E5OTs76JrJvONtzy77JrRus2Tfftm1UKhVexizL8qzN14qi8OBOkiRomoZYLMYDW/aNjcfjvOmK7/vIZDK8kVJreQAAZMoO9s80cFF/EN/cVcRF/QFs6FAhCgJKptucWflqs6ipqotUSOKNooZSJ55bOVV1cGDaQq7u4m1DYfzvn85gTUzFOZ3NgLhVa0kxAF6Pr2kaX+Wp1+s8a6uq6qx5laIo8uCfZW5ZAMtmW5ZKJR74ztdMiu1ffi3nDhOylIyOjqKvrw+2beP9738//v3f//2Y+5zOOXH//v188el0sHOBIAh49OUyDsxYeM95BpLB5nmzo6MDHR0dp/24hJDZxsfHUavVsGHDBn4NUa/XUa1WEQwGUa1W+eJ7OBzG9PQ0dF3H4OAglYOCglxCliLXdfl0lFAohIMHD/Lb0uk0UqkUyuUyRkfHsGusiv96uYKrNoZwXrcO8dUs8/Gq0NgebzZznCUN165d25aFvzOul7ngggvwH//xH/jt3/7tBTuY1rJkYHaqv1qt8lT93I5krV3N2C8UlsFle04bjQb/ehY8j42N8SAvEAggFovxOVmtZdEMmynbHZXxtacLsF0fF68JQJUEvPt1UeybauCBXUXsyTYwVnRg6M0OyL+2JYLNaQ0d84z48HwfoiDghQkT+2csZMoO/uelcfxkfxUdIQmv62p+aG6+fPZFKevgxi5mJUlCIBCArusIBAK8tt40Tb4Q4Ps+SqUSb/tuGAYikQhqtdoxASzbmG7bNh+VMHcVybZtFItFOI6DUCg0730IWS36+voA4JQafZyK0w1w+UKc5+HJwyZcz8OvrA/hqk0RXh2TTCYpwCVkgXR3d+OVV15BLpdDIpFAJpNBPB6fVfpXq9UQCoVg2zZCoRBfEKY5uYSQpYiNObMsC7lcDj09Pchms3AcB9lsFsViEclkElu2bEY6PYONXdP4zgsz6DUU1O1mFav06j5jprXzNGuUxcYqsaRlO5xxkLvQtdOWZfGZkCfrNna8zdisdLk1+GsdvgwczQ6zsmeWHS6Xy7zTWKuq5UEWgV+M1PHEwSp6DAXvP9/AB7cZOJCzsSdj4rt7yhjO29BlAUMpDb8yGMLmtIbuyOxa+arlYbRoY21cwWMHa3huvA74wB++KQnX97ElreHqTc3y4PedP/v9ZRvUWzej67qOaDSKcDgMRVFQLpdRLBZRKpV48M42n7PAlo38qVQqs7pDsveKlWmz8Qhzy409z0O5XOazAufL7BKymt1333246qqrjnv70NAQbrzxRtx0000nfBy2veBEWis4fN8HBAF3/DSHtXEZbxuKQJFEvp0jHo8jlUqd/gsihMxLEAT09vZidHQUhmEglUphcnIS0WgUuVyOX8RVq1VEIhHoun7MaJGV7FS2cBBCliZVVdHV1YV6vQ7DMFCpVNBoNNBoNFCpVFAoFBCNRtGTjOLP37MOIyMjeGjXFL7+bBFv2xzBhb0Bfn3SGodJksTLmFvn27fDWe/Jvf76609YrgzglC7obNvm2drWzmGWZfF9pK23zbqwa31BJ8kkHu/l+r6PiuUhW3EQ0yUcKdh45OUKNFnAb5xvIKyKyFQc7JuysDfbwP7pBkRBwMYOlTeLWhM/2mAqV3Owf8bCaMHGG9eF8NxYHfumLPQZMt66KQwfzYHNc9tyszR/a/06y1SrqgrDMHgX40ajgZmZGZ5xbp291fo+hEIhJJNJ/h6zLK6mabMGjLP7hkKhY8rGWSk4K21mHdwIWW2mpqZwyy23zPq3jo4O3H777di1axfuvPNO3HHHHfOW7J9Oed7evXtn9SBo1VoOJIoiGraH7+4t44qNEciCj4Ai8FVTtj++u7v7NF8pIeRUDA8PQxAEDAwMwLZtvvWqVCrxbK7neVizZg1qtdqqqXo62RYOKlcmZHnwfR/FYhGTk5P8uqS/v58HvoIgoL+/H6ZpYvfLB3FwxsL6dBjDM3Wcm25maecbgchilrVr17Zl+spJU3AnuqA7FaezJzeTycwK1Fq7jWmadsy8KJalZA2mgKMtrD3fh+X4aLg+ZFGAIABH8jYqDQ/piARREPCTA1WUTBcX9QcQUEQ8dqCKdFjGZWuD2JxWkQwa2Ddl4cHnS3h5qgHb9TGYbAa17zwngnUJFQ3HAwQB2bKDf3m6gGzFwa9vjcJxfVQaHrZ26YjpIq4ZiuCaoWNf99x5WKx0WpZlvtrBVjzq9TqmpqYwPj4+a2O6qqr8w8EWAwKBAKLRKERR5CJ0rrwAACAASURBVCsu4XAYnZ2dPLAtFArwfR+hUAipVGpWiaVt2yiXy3yMEPva1fCLmZATSaVSuPfee4/590wmg9tuuw133nnnguxJZ033GHY+bF0RFUURkxUPX/35FK7cGIGhN4Nf1iwPaO4F7OrqOuvjIYTML51OY3x8HIVCAbFYDPF4HFNTU/x3qqqqME0To6Oj6O/v531DVrqF3sJBCFkcbLE8Eong0KFDME0TIyMj6O7u5qPSRkdHEQgEsHXTIOJjY6g0XOzNmvivfWX87sUd6Ag24x12XcMqVFnc0pbjbncm91SD3Fyphn/84ctwXA8DcRXbeoO452cTcFwPGzpUXNCj495n8nA94NwuDRf06PiXZ5rlxdt6Aji3S8e/PtvsAra9L4CNHRq+tbsETRbw+r4A+gwZPz9cR1QXsbFDQzwooVh3EdVFhNXmyXeq6jY7IGca2DfVQKXhoT+mYEtaw5ZODZ0RCRMlF2FNhOP6+NbuEoKKiGuGwkiFZTQcD+mwfNKhyXNXM1qD3Ln/bS1PFkURmqbxLKxt26jVarAsi98WjUbheR6fKxwIBBCJROA4DqrVKl9xCYVCCAaD/BcPeyzTNOH7PhRFQSQSoe7IhJyiT3/60/j5z3/Ouxb/0z/90zGjs07nnDg5OYnp6elZfQhY6bFt23AgYed4A69LiZAUDZrYrOYwDAP1ep33JBgYGKDFKULabHx8HJVKBevXr4ckSThy5AhUVUWxWEQgEEC1WoXrulAUBRs3blxVQd83vvENlEol7NixY9a/n061HyFkafA8DyMjIyiXywCAaDSKvr4+jIyM8LFGbP5uJBJBtliH4Dl4/GAZ5/eE0BtTeUNcoBnrrFu3jjcCXkhnHOS+8MIL+MIXvoDdu3dj69atuOuuu3hXYua0xmWMjWP3oQwkEQgqIsKaiHLDgyQK0GQRAUWCCwGSKICNj507yud0FeouH+mzJ9tAruaiK3J0rE9/TMbhfDOT2ROV8e8vlDCYUPG6bh19xvyzqVhnY9ZAi5Ues9pztkeYNYNiJYVsZm1rhkZVVUSjUUQiEbiui2q1ilqtxrtEy7KMcDjMV4nZ/r1AIABFUVCv12FZFu8uHQqFoKoqbNvmM7vY88myjGAwSGXIhLTR6Qa5uVyOnwvYWDTP8zBcAu5/ZgZXbwziDYMGr2SJRqP8Z1tRFGzYsIF+ngl5DZRKJd5bZO3atbBtGyMjI7BtGx0dHbBtG9PT0xBFEQMDAytqhNCZbuGgcmVClifXdTE6Osq3mUqShL6+Pp5IY9nZYrEIXdeRTCax68AE7n1qAmviOn7rDT08btE0DX19fcfEkAthyczJHRsb4/OY2qVieXh5qpmp3ZttYKLsIB6QeKZ2c1qDAOBw3sLmtIZ/eDKHc7s0bO3S0RM9cecvcU4nMWB2RrZ1zA9rCsW6IrPZeYFAAIIgwDRNnnVl86Va78saUM3N8rY25mJjltjfWymKAl3XoWkajfoh5DV0OufEfD7PKzLK5TIEQUDNcuGIOjKFKjpDAqKB5gzsRqOBaDTKKzYkScL69etXRUkkIUsBGznIuignEglMTEzANE1YloVEIgHP8zA1NYXBwcG2ZC2Wmkwmgz/6oz/CnXfeiVgsdsztFOQSsnzZto2JiQk+otT3fei6jv7+foiiiJmZGZ6t9TwPqqoinU5j196DyFUsPD/ZwK9fkIZjVrF27dq2nBNX9BVQw/HwyrTFs7VH8jZCanOsz1Ubw9ic1pAOS3B9QBYFfO3pPIqmi0vWBKHJIj725uaojXA4DF3XeQfn1s7MrAHM3MZPjuPM2yCLBautc3cdx0GtVuO3s/3IbF9uK7Y6woJYdr/W+7LjYpni1VQWRchKEYlEkMlkeInji5N1PLgrj/ddkMTGhMyHs+dyOYTDYb7XXhRFrFmzhgJcQl5DrGIqFothdHSUV2GpqopMJsO7LJ9K1/SV4o477sDMzAwvRZ5vCwchZHlSFAWdnZ2YmJjgPZIajQYOHDiA3t5epNNp1Ot1jIyMIBKJIBAIYGRkBGs64+hNechUM/jr7xzC/7y8E+vblHBbMpncI0eOoFQqndXzOZ6PgzMWLz8+OGNBlgQMpVRsTuvYktbQaxzdM5spO/jh/gqGcxZuflMHFBHQ5GZAGI1GeV05Kw9mJb+6rvPA8nRKAVlAy/6wTGxriTILctnjs0CWSg4JWf5O55w4Pj6OYrEIUdEheA4efG4G79rWCa9RRSAQQDweRzabha7rUBQFpVIJgiCgs7MT8Xi8za+EEDKX67qYmZlBKBRCJpPB2rVrkc1mIUkSpqamsG7dOlQqFcTjcVqEAmVyCVkJWONgtpDneR6fxGIYBmRZxujoKGRZRjqdxszMDCRJgmmaUPUgHNtCd1dnW3oALZmzLOueDBx/zM9cnu9jpGDzZlGvTFvwfB8bkirO7dTw3vOiGIirkMWjAaLv+9g9aSKgiDAdD9v7Arj+guY3gXUPZl1JJUlCLBbjZcRni2VW21F3TghZWQzDwN6sha/+4BA++sYUrr+oE7VaDYlEAoFAgAe4qqrycmbDMCjAJWSRsB4bbDvQ9PQ0ZFmGYRiYnp7mP6dtzC0QQshrio0pnZqaQjKZRKFQgGVZKJfLUBQFjuMgHA7zRUBN0+B5HmKxGEqlEq88bYclE+TWarWTnvh938dk2eHlx3uzDdRtH2sTzQ7IbxsKY32HBlU6NiD1fR/5uou7fp7HhqSKKzeGkAiqiEQi0DSNv8m6riMWi1HmlBCyqIanKviPZ0fwiSu6EdGaq57JZBKyLGNqagqapkFRFFSrVQBAMBikUUGELLJYLIZCoYCenh4cPHgQXV1dKBQKGBwcxP79+7F582baQkQIWVEMw4Bt28jlcuju7kY2m4XjOMjlcojH4xBFEeVyGcFgEJqm8b5DLP5qlyUT5LIXPddMzWmWH7/aLKpgeuiNytjSqeH/uTiOTSkNQeX4b1Cl4eKH+6vI1Vz89vYYPvbmJKJBHT09PbNG6BBCyFKyJhnER9+Y5vv+DcOAIAgoFAq8aZxpmgCa58/u7m5anCNkkWmaxptodnd3Y3JyEoFAAKqqQtM0DA8PY3BwcJGPkhBCFlYymYRlWZicnERPTw/Gx8chyzK/Zunq6sLMzAympqbQ1dXFuy+3s7JlyQS5xWIRAFBuuHxP7d5sA9mKi1RIwua0ht8438BQWoOhnzytXag359n+554y1ic1XHdOBMlEAj09PXQhSAhZ8lhrfVbqIwgCarUaFEWBIAi8eY2iKOjo6ICinLgDPCHktREOh1GpVHizFTZaaN26ddi3bx8cx6GfV0LIiiIIArq7u3HkyBFkMhn09vZidHQUuq7z4DcYDKKjo4P/f2dnZ1sD3SUT5D436eDfdmYxWnRg6M0OyO/YHMHmtIaO0Kkf5kzNwX/uKWOq4uJ3L4rh/RfEEI/H0dvb28ajJ4SQhSXLMnzfRzAY5DO0JUmC4zh87x/Q3A8TDocX+WgJIQxrPBWJRNDZ2YnDhw8jn88jEokgFAqhVqvBMIzFPkxCCFlQgiCgr68Pw8PDmJ6eRiqVQqFQQDAYhGVZqFarqNVqWLt2LSYnJ3kTqnZV1S6ZIFfybbxpXQhbOjV0R06vazEAjBZtzFQddIRkvGEgiI0dGjRNw+DgIM2CJYQsO+FwGPV6HbVaDZqm8Rb9LPhlDW46OjoW+1AJIS0EQYCqqnzPWSqV4jNzBwYGFvvwCCGkbSRJQn9/P4aHhyFJEhRFge/7/JqmXq9jeHgYvb29yOfzbW2WuWQ2pG5fG8OVG8PoiSqnFeB6vo+7fp7Dd14qIxGU0WsoOKc7jL6+PmzcuJECXELIslSv11EqlfgMXNM0eYmj53nQNI13hCeELC2sARXQXLAKBoMYGxujzsqEkBVPVVX09PSgXq9DEAQIggDHcWAYBoLBIBzHwcTEBDRNQy6Xa9t1zJIJck93ZtxY0cb/+UUetuvjfedFseMNCQwkNESjUQwODiIWi7XpSAkhpP0cx0EymYTruqjValBVlZcpq6pKszYJWcLYfHvXdQEAnZ2d8DwPMzMzi3xkhBDSfuFwGIZhwHEcWJYFXddRr9fR0dGBUCgEy7JQKpXgui4cx2nLMSyZILdSqZzS/XzfxxOHqnj4xRKu3hSGJotIBGW+96W/v58aOhBClj3DMOB5Hp81FwgEeLlyIBBAKBRa7EMkhJxAazZXlpvXKdVqlTeNI4SQlSyVSvHtG7lcDuFwGOVymU+4YduwVnwm92QmSjb+6akcfjpcwxvXBvH7lyXRH1OgaRri8Tg6OzuRTCapdI8QsiLU63Xk83lIkoRoNIpqtcobNCQSicU+PELISaiqCtu2eYlyOp3mjeMIIWQ16OvrQ71eh6IoKBaLCAQCyOfz6O/v53t222XJBLnH66xVbrhoOB4efrGMqzeFcfm6EMRX67s7OjpgGAa6u7uh6/prfMSEENI+lUoFgiAgnU4jl8tB0zQIgkD7cAlZRiKRCMrlMoDmdU4oFGpbaR4hhCw1oiiir68Ptm3DNE14ngdVVZHP5zEwMNDW8+GSCXLnBqmZsoP/7xc53PtMAYokYMcbElgbVwE02/MnEglEIhGk0+m2tZ4mhJDFkkwm0dfXh4mJCcTjcfi+j2QySVkgQpaRYDCIarXK/97R0UHXLISQVUXTNCQSCQiCgOnpaSiKAkmSUCqV0NnZ2bbnPeOuJQ888AAefPBBAMANN9yA66677qwOhEXymUrzv0cKFn51fRiDSZXfRxRFXu6TSqXoYo8QsmJ5noeRkRF0dXWhVCohEAggEAgs9mERQk6DIAjQdR2maULXdWoWRwhZlWKxGOr1OqrVKqanp9HZ2cl7FLTr2uaMlxMvu+wyPPDAA/j617+Oe+6556wPpFi3cc8v87h/ZwGO6+Oi/uCsADccDiORSEBRFHR1dVGASwhZ0Wq1Grq6ulAsFiGKYltnyRFC2scwDBSLxcU+DEIIWVSdnZ1QVRWmaWJqagqRSASO4/Au9AvtjJcU+/r6mg8gywtSeqMrIt60LogNHdqsf1cUBYZh8FI96pxMCFkNIpEIJiYmADQb1tA+XEKWJzZOyHEcyuQSQlYtVpGbzWbhOA6y2Sy6urratoXjrB/1vvvuw1VXXXXc24eGhvCVr3zlpI+TTiZmBbiiKCIcDiMSiUBVVXR1dVGASwhZNUzThO/76OjooMoVQpa5eDzOxwkRQshqpes6wuEwXNeFLMvIZDK8A/1CO+mS4tTUFG655ZZZ/9bR0YHbb78du3btwuOPP4477rjjuF+/b9++UzqQ1rlx4XAYkiRBEAQkk0lomnaCrySEkJUpFApR53hCVgBFUeA4Dnzfp6oMQsiqFo/HUavVUKvVYBgGPM9ry2L+SYPcVCqFe++995h/z2QyuO2223DnnXcuyIEJgsBLky3LgqZpfIgwIYSsNtRoipCVJRqNolQqwTCMxT4UQghZNIIgoKurC0eOHEG9Xkc0Gm3L85xxufIdd9yBmZkZ3HTTTbjhhhtgmuZZHUgqlUI4HEaj0UBHRwftQSOEEELIihEIBFCr1Rb7MAghZNHJsox0Oo1Go9G2Pbln3AHhs5/97EIeB0zThCAI6Ovro/1nhBBCCFlRBEFAMBiEZVlQVfXkX0AIIStYOBxGqVTiFbwLbcm0+QuHwwiHw4t9GIQQQgghbUGlyoQQclRPT0/bHrs9+WFCCCGEEEIIIWQRUJBLCCGEEELaYseOHbj99tsX+zAIIavMkgpyT2We7kp87sV+fnrti4deOzkR+nysvude7Oen1754Fvv522Hv3r2wLGvBHo8+H6vvuRf7+em1L56zfn6/jTZt2tTW+y+kxXzuxX5+eu2Lh1776kLnxOXx/PTaFw+99pXlz//8z/0f/OAH/he/+MVjbjuT10ufj9X33Iv9/PTaF8/ZPr/g+76/MPH2sYaGhtr10ISQFWzfvn2LfQhtQedEQsiZWI7nxAMHDuChhx7C5ZdfjieffBIf+9jHZt1O50NCyJk6lXNiW7srL8eTMiGEtAudEwkhK83U1BRuueWWWf/W0dGBcDiMm2++GQcPHpz36+h8SAhpp7ZmcgkhhBBCyOrzoQ99CABQLBZRKBTw+c9/HhdffPEiHxUhZLWgIJcQQgghhLTFU089NW+5MiGEtBMFuYQQQgghhBBCVowlNUKIEEIIIYQQQgg5GxTkEkIIIYQQQghZMSjIJYQQQgghhBCyYlCQSwghhBBCCCFkxaAgl5yWr3zlK/jEJz6x2IdBCCFLAp0TCSHkKDonkqWCglxyjG9/+9t497vfjW3btuHyyy/Hhz/8YTz99NML9vijo6MYGhqC4zgL9pi5XA4f+MAHcMkll2D79u14//vfj2eeeWbBHp8Qsnotx3Niq29961sYGhrCN7/5zbY8PiFkdVmu58ShoSFccMEF2LZtG7Zt24ZPfepTC/r4ZGmRF/sAyNJyzz334O6778Zf//Vf4/LLL4eiKHjiiSfwwx/+ENu3b1/swwMAOI4DWZ790Q2FQvj85z+PtWvXQhAE/PCHP8RHP/pRPPnkk8fclxBCTtVyPScyxWIRd911FzZu3PgaHxUhZCVa7ufEhx9+GAMDA6/xEZHFQJlcwpXLZXz5y1/Gpz/9abz1rW9FMBiEoii44oor8Kd/+qfH3P+pp57Cm9/85ln/dsUVV+DJJ58EADz//PN497vfjQsvvBCXXXYZbr31VgDAb/7mbwIALrroImzbtg07d+4EADz44IN4+9vfjosuuggf+tCHMDY2xh93aGgIX//61/HWt74Vb33rW485Fk3TMDg4CFEU4fs+RFFEsVhEsVhcmDeHELLqLOdzIvOFL3wBN9xwA+Lx+Nm9GYSQVW8lnBPJ6kEpLsLt3LkTjUYDV1999YI83uc+9zn81m/9Ft71rnehWq3ilVdeAQD867/+K6688kr88pe/5Cttjz76KO666y784z/+IwYGBnD33Xfj4x//OO6//37+eI8++igeeOAB6Lp+3Oe87rrrcOjQIdi2jfe9731IJpML8loIIavPcj8nPv/889i9ezc+85nP4Pvf//6CvAZCyOq13M+JAPDBD34Qvu9j27Zt+LM/+zP09fUtyGshSw9lcglXKBQQj8cXrLxXlmUcOXIEuVwOoVAIF1xwwXHve//99+MjH/kI1q9fD1mWsWPHDuzZs2fWKt1HPvIRxGKxE568vv3tb+OZZ57BF77wBbz+9a9fkNdBCFmdlvM50XVdfOYzn8Ff/uVfQhTpVz0h5Owt53Mi0Ayef/SjH+F73/se0uk0duzY0bZeCGTx0W8+wsViMeTz+QX7gf/c5z6H4eFhvP3tb8d73vMe/PjHPz7ufcfHx/H5z38e27dvx/bt23HxxRfD931kMhl+n+7u7lN6Xk3TcO211+Luu+/G3r17z/p1EEJWp+V8TvzGN76BoaEhbNu2bUGOnRBClvM5EWiWP6uqimg0ik996lMYHR3FgQMHFuS1kKWHypUJt23bNmiahkcffRRve9vbTnr/QCAA0zT5313XRS6X439fu3YtvvjFL8LzPDzyyCO4+eab8dRTT0EQhGMeq7u7Gzt27MA73/nO4z7ffF93Io7jYGRkBJs3bz6tryOEEGB5nxN/9rOf4Ze//CUef/xxAM0GVC+99BL27NmDT3/60yd9LYQQMtdyPice7/6+75/W15DlgzK5hItEIrj55pvx2c9+Fo8++ijq9Tps28Zjjz2Gv/u7vzvm/uvWrUOj0cBPfvIT2LaNO++8E5Zl8dsffvhh5HI5iKKIaDQKAJAkCYlEAqIoYmRkhN/3Ax/4AO6++26+H6NcLuN73/veKR/7c889h6effhqWZcE0Tdx9992Ynp7Geeedd6ZvByFklVvO58TbbrsN3/3ud/HQQw/hoYcewtatW3HjjTfiYx/72Jm+HYSQVW45nxNfeeUV7NmzB67rolqt4rbbbkM6ncb69evP9O0gSxxlcsksv/u7v4tkMol/+Id/wCc+8QmEQiGce+652LFjxzH3jUQi+Ku/+iv8xV/8BVzXxYc//GF0dXXx25944gncdtttME0TPT09uP3226FpGgBgx44duP766+E4Dr761a/i6quvRrVaxS233IKxsTFEIhFcdtllePvb335Kx21ZFv72b/8WIyMjUBQFmzZtwt13343Ozs6FeWMIIavScj0nsgtGRlEUhMNhRCKRs3g3CCGr3XI9J05PT+Mzn/kMMpkMAoEAtm3bhrvuuguKoizMG0OWHMGnPD0hhBBCCCGEkBWCypUJIYQQQgghhKwYFOQSQgghhBBCCFkxKMglhBBCCCGEELJiUOMpQgghhBCyoHbt2oVbb70Voihi69at+OQnP7nYh0QIWUUok0sIIYQQQhZUT08Pvva1r+Eb3/gGZmZmsG/fvsU+JELIKtLWIHdoaKidD08IIcsKnRMJIatFKpXi42BkWYYkSbNup/MhIaSdKJNLCCGEEELaYu/evcjn89iwYcMxtw0NDeErX/nKIhwVIWSloz25hBBCCCFkwRUKBfzN3/wNvvSlL817O5UwE0LahTK5hBBCCCFkQTmOgz/+4z/Gn/zJnyCVSi324RBCVhkKcgkhhBBCyIL6/ve/jxdeeAF///d/jxtuuAE7d+5c7EMihKwiVK5MCGmbRqMB3/eh6/piHwohhCw60zQhSRIURVnsQ2m7a6+9Ftdee+1iH8ay4XkeLMuC4zhwHIf/uyiK/DOjKAoEQVjEoyRkYdXrdSiKAlle+JD0rB/xnnvuwSOPPIL77rtvIY6HELKCDA8PI51OU5BLCFn1PM9DLpdDd3f3Yh8KWQIcx0G5XIZlWQCawayqqpBlGYFAgN/P8zw4joNqtcrvCwC6riMUCs0bHLQGzJ7nwfd9HiyrqgpJkihYJovO8zzk8/m2nRPPKsi1LAt79+5dqGMhhKwgtVoNjuPwERKEELKaTU9PI5lMwvd9CjBWKc/zUCqVYJomZFlGJBJBLBY77c+D7/swTRP5fB6u60JRFEiShEajAQAQBIEHzCz763keXNdFsVjkmWJRFBEKhRAIBOgzSV5zuVwOyWSybZ+9swpyv/nNb+Jd73oXvvzlLy/U8RBCVogjR44AAKrVKoLB4CIfDSGELJ5KpQJFUZDJZJBKpWZl6sjK57ouD0gjkQjC4TBc14XruqhUKjxb67ouPM/jX+f7/jGZ2NZyd8dxUKlU4LoufN+H7/s8S8v+sL+zcudgMIhYLAZJkuC6LqrVKjKZDERRhGEYtDBNXhOWZcH3/bZ+3s44yLVtG7/4xS/wwQ9+8IRB7tDQEG688UbcdNNNZ/pUhJBlplKp8JVitrJMCCGrkeu6KJfL8DwPpmmuiv24pMl1XWSzWTQaDWiaBlEUUS6XIQgCD2oB8ODUdd1ZJca+7wNoZmYFUcRUqYHpsomQKkKVBDw/YcIHMBBTENFE7JuyEFQF9BoKopoIzwcCyvF7zEqShEAggEgkAlVVUSwWYds2otEowuEwZXdJW/i+j5mZGXR2dsK2bb6As9DOOMh9+OGHcd111530fjQDjZDVZ2RkhP8/7cclhKxmU1NTkCQJlUoFvb29bWmwQpYOz/NQrVaRz+dh2zYMw0BHRweAZsl6vV4HAMiyDMdxYFkWD2qBZgBQt304nodHXq5gtGBjS6eGrV06vvNSGbGAhHM7NfQaChRJgCgAkihAFAW4vo9M2UVIFVFuePjOS2XUbQ9XbgwjpovYm22g11CwoUNFRJN4JrlSqQA4ui/YNE2Mj49DFEVe8izL8nGDXrbXV9M0qKpKwTE5oVKphEgkAkEQMDo6it7e3qUV5B46dAh79+7Ffffdh/379+Pee+/FDTfcsJDHRghZhkqlEl+dBkC/7Aghq1apVIIoiigWi0gkEgiFQot9SKRNLMtCoVDg2dhoNApVVZHNZpHNZmeVIc9VtTyokoB7fpnHdNXBtt4ArtgQwuu6dLxjc4RnYz9yaWLW171hYPZWoDetm/35uvnyJP//iuXBdHyMFW0kgxKenzDx3JiJ9R0q3jAQhKFLvNoAaAa8giDwCQksEJckCeFwGJqm8dtd14VlWajX6ygUCgCav/uDwSCCwSBEkSaWkibXdVGv19HV1YXp6WmoqgpVVdvyXILPlo7OwvXXXz9vd+WhoSHK5BKyyrz44ot8Rfpbu0u45nVduPjcwUU+qqWBzomErB6O4yCTyaBer0PXdfT19S32IS0pK+V8WK/XUSwWebZzamoKnufBtm3+u5AFjABmLQI/8nIZO8dM9BkKPnhhDDNVB8nQa5fpL5ouDsxYWJ9U8dNDNRyYsXBOp4bL1wWhybMDU0EQEIlEEAgEeBMrWZaPu4/X8zzUajXUajV4ngdFUWAYBlUyrHKZTIY3mzp48CA2bNiwNBtPMTQ+iBACAPl8nv9SP5y3MFGyYcj2Ih8VIYS8tnzfRzabRb1ehyzL6OnpAQCUy2UEAgG60F8BTNNEoVCAJEkQRRG5XI6P+Jkb3AqCANd1UTJd/OxwDbvGTdx8eQIbOjS8ZX0YqtS8yH8tA1wAMHQJF/Y2m6C9Y0sEJdPFS5kGJFHAvzydhyQKuLAvgC1pDb7vo1QqoVwuQ9M06LoO13UxOTkJx3Gg6zqSySTfoiSKIsLhMMLhMICjmW7HcaCqKgzDaEuJKlm6WmfiHj58GF1dXW2t9qOzLCFkwYyPjwMAHM9Hr6Hgdy6K08UcIWTVKRQKqNfrkCQJPT09EEUR+XwehUIB/f39i3145Cy4rovp6Wk0Gg1IkoRqtYp6vc5Ld4HmHlVZliGKIqq1Gl7KNJAMSjiYsxDVRPzhm5JQJQGDifaUaZ6pqC7h0ldLoH/z9TEM520cnLGwqUPF158tYGu3jnM7Nfi+iUajAVEUoes6enp6YNs2Jicn4XkedF1HMBhEOBzm1wCqqvK9Ta664gAAIABJREFUyY1GAzMzM/B9n2eHaWvTyub7Pp+JWy6XAQCRSKStz0lXn4SQBZHNZo+WKb9QwlBaw3ndzZVdQghZLSzLwszMDCRJQiqVgqqqvGy5s7OTLuaXsXw+j3w+D1mWYZombPtopRKbf6woClzXRaPRwHjJxteeLmBDh4qrNobxxrVntye7aLqYKDnIVpp/pqsuqpaHiuWhanmwXR++D3i+D1EQoMkCdFmArogwdBHxgIREUEI8IKErKqM70mxeNR9RaAbhLBC/alMYz42ZGCvaePNgCC9lGrigp5nNPXDgAO/UnEwmYVkWKpUKD/4VReEdnAFA0zSk02l4nodyuYxisYhAIADDMOjnY4XK5XJIJJp7yicnJzE42NzG1prdXWgU5BJCzprnechmswCAV6YbmK46eG9XFMDs/UeEELKS+b6P0dFRCIKAcDiMUCiE0dFReJ4HwzCQyWTQ19dHZZrLjGmaGBsb42N95pYlA81MpWVZmCnX8cNXqrBcH/9jaxQfe3MSunz6jZc838dw3sbeTAOHchaG8xby9WaDqnRYQiosoyMoYU1MQUgT+VghAYAoAJ4PNBwfpuOhbvsomi7ydRcjBRu5mouZWvN3czoso9eQsS6hYkOHioG4ysunW/VEFfREm+Ovaq8G1Xc8mcOb1gWxJa1BlTzerZlh5dqKoqBQKMD3fciyDE3TeGAjyzKSySTfw64oCp/jS1YG27bhui50XcfY2BgSiQQkqdnojJ0T24GCXELIWWNlygAgAPjghTG+Gss6NRJCyEo3Pj4O13URCoWQTCZx+PBhPh+1UCjAMAwsQL/PZSOTyWDHjh3Yv38/du7cuey2r9i2jfHxcdTrdaiqyi/WW7+HrEw5VzERUgQ8sKuIC3oC2NarQxQEKDj1zKRpe9g5bmLXuIk9WRN128e6hIr1SRUXrQlgXVxFR0hakGxnw/EwUXYwVrQxWnTw3LiJh18swfeBgbiCjSkN53Zq2NihHZPtDaoirtoYxlUbw/B9H/umLHznpRKCqojfON9AMtg8Rs/zIAgCXxRQFAWO48A0Td6pWVVVKIoCQRAgiiIajQYOHz4MSZIQj8f5HnbK8C5f09PT6OzsRL1eR6PRQG9vL3zfx/DwMOLx9m1rW15nG0LIkuN5Hh8Z8NDuEn51QwhR/egKbKPRWKxDI4SQ10yhUEC5XEYkEkFHRwcOHToEwzBQKpUQCASgKArGx8fR3d29arZxxGIx/PM//zNuvPHGxT6U08IaKlUqFaiqCt/3UavV5r1vyXTwX/sqODBj4fcvS+BDFyfmvd/xOJ6PXeMmfjFSw/PjJoKqiAt6Avid7XFsTmt8fNCJsECbNbliGecT0WQRa+Mq1saP7gu2XR9HChb2T1vYm23gx/urAIChlIqtXTou6NWRDM4OHQRBwOa0hs3pFGaqDsKaiG/tLiFTcXBRXxAX9jWDfQA82JVlGaFQCIIgwDRNWJbFxwyxWb1Ac8a0IAgIBAL8dlVVEQgE+AgjsrSVy2X+vR4fH0dfXx9c18XY2BhCoRDi8XjbnpuCXELIWRkeHgYAvDhpYqbmwGgJcG3XR7lO3ZUJISubZVmYmJhALBZDMBjE4cOHEY/Hkc/nkU6nMTk5Cdu2UW64SLnHn5e60miaNu94maXK8zxMTk6iWq1CkiS4rotqtTrvfU3Hw0zVRbnhYUOHive8LnpaQVeu5uDxgzU8frAKx/OxvT+AP3xTBzalVB4Ungh7LhbQtja+EgQBsizzGaStDbJORJEErE9qWJ/UcM1QBLbrY/90A7szDTx2sIr7nitibVzB6/sCuLA3gM7I7DCCdYd+9+sMTFUd7Bo3IQC4b2cBm1IatnZp0GQRtm2jVCrx42T7mNksXjZ2iL02treXlTezr5UkiQfBwWAQqqpS4LuEeJ6HSqWC7u5uTE5OIhgMQhAETE5OQhRFpNPptj4/BbmEkDPmOA5f3d4/Y+EDF8T4bQ3Hw//6yTQuXBvD+ecu1hG+tnbt2oVbb70Voihi69at+OQnP7nYh0QIaTPP83DgwAGekchmswgEAiiVSkgkEhgZGUGl4eKRlyt419YovNVTrbxs+L6P6elpFAoFXpZ8vCokz/fxxMEafjpcxTu2RHBBT+C0nutIwcJ391TwzGgdA3EF7zkviov6g8fsgxVFEZ43e0GEBbJsr6vnebyLs6IoECUZxbqNsukgrUp4eaKEQs2GKArY1KFipg4oioygDKiCc9KAUJEEbOnUsaVTx/vOMzBZtvHsqImnR+v4txdK6DNkXLImiEsHgogHZu+hTYVkXLWxOT7oyo1hPD1ax/7dDbxraxQvZhrY2qVDlZqlzLZt88ZVgUAAtm3zwJUFStVqFaZpwnVdSJI0K1NdrVZnvRbW9Zl1bl5uZfIrxfT0NDo6OmCaJmq1GtLpNHK5HGRZRjweP2ZhZqHRd50QcsYOHjwIAPjFkRreeU6En6Q838dXf5GH5fq47tz2laIsNT09Pfja174GTdPw8Y9/HPv27cPQ0NBiHxYhpI0OHDiASCSCer0Ox3EgiiJkWebZ3ZcyJh7aXcL/2Bpt7tE8Tjfb1WhoaAg33ngjbrrpppPe1zRNFItFAOAB0NkGL77vI5fLoVAowHVdOI5z3ODW933szjRwTmcAuiLgj9+SOq3v5YEZC/+5p4QXJhq4sFfHJ69MYd08I4QUReFZzFYsc6nrOvJVC5LvYu+Uh51jFUxVbHz86gH857NTGM3XoUvAe8+LYKzkoGxL8HzgwnURPHlkCsMzDVQaLj5yaQLf2FlEpuwgGRTxO9tj2JttIBmSkTrOvt+uiIJ3bFHwji0RzFQdPD1ax5OHa/j3F0rY0qnhDQNBbOvVj2m0lQ7LeMfm5riYmu1houTgBy9P47K1QWzvC0ASBai+j3K5zMfL5PP5Wa8bOBr4s7JndoytJdqt/UDy+fysIEoURf7zqaoqdF2Hpmn87ywzTM6eaZp8lNbY2BgCgQAajQYikQgajQbfBjAxMYF0Ok3dlQkhS0e9XodlWXhmtI59Uw1cvCbIb3vw+RL2T1v45JUpiJ61iEf52kqlUvz/ZVmm7pCErHAjIyMQRZGXUwqCgEgkgmw2i3LDxWjBRiok45Y3d0B/dW/lcirfbbd9+/ad8n11XYeu6/B9H6Zp8sAUaL6noVAIiqKc0mOxmZ25XI4HtSfawzpesvF/nyuiJypjY4eKS1p+383VWkYMAJNlG//2fAm7JkxcsiaAv74mzbsUt5IkCaIownGcWceiKAqkQARGJILH90zgoWeGEQup+P1fXYuBlIn+uIq4BnhmGW/fqEEQ9ObXSBJ+1WhmSl3XRaNewzXnJJFIJBAOh2HbNv6wI49yuYLpigVJEjFd8/Dk4RIs18eOSxP43r4KBl9tfDU3oE+GZFwzFME1QxGMFGw8ebiGB58v4l+fKeDCPh1vHgxhQ/LY8uGgIuLXtkTwa1sicDwfwzkL//ZCCbGAhF8/N4KuiHLM3mLXdaEoCuLxODRN4yXMtVqNd+n1PI9ntG3bhm3bvJuzruv8vbVtG57noVarzeoE3bqvWRRFSJLEO0CzzPnpaC0ZVxSlmWkXT7/L9nLEFo+6u7sxPT0N27b5525ychLd3d3wfR/ZbBaVSqVtzacEv41t/oaGhk7rBEYIWT5efPFFWI6H//e/Z3DTGxPQXl25fexAFfc/V8AfvyWFwaSKUCiEdevWLfLRvrb27t2LL37xi7j77rtn/TvL6p5q5oIQsnRlMhkUCgV4ngdJkvgeTsuy8LPDNfx4fwXvOc/AUKoZ1LKL3r6+PoRCZzcvdbmwbRu/93u/hxdffBHnnHMObrnlFpx//vkAFu4a0fd9NBoNVKtVOI4DoNmcKBgM8u8JC25YYMMCoJOpWh6OFGzEA80gpzN84gvxQCDA970WTRfffqmMxw9WcV63jveeZ6Dr1T2sLNhh5cgseyuKIp+9q2oabD2Ju358EPCb44g6AkAiFoH8asax0Wig0WjwDGU43Ox2XCwWZ83wVVUVnufBcRz+nCyjyTKZoijCsizeCMr3fezNNvBStgHPA649J4L/PlTDhb0633s7l+v52JNt4L8P1bBzrI7OiIxfGQzhDQNBBNUTB3iZioOgIuDJ4RoO5Wxs7wvggl4dinQ0wGTdmllpcygU4gGtYRh87zGrqNB1HZ7noVQq8feDBaxz9y8LgsA/P+w23/dnZdVZN+hwOIxoNHrCwMz3fX5srCS79XGCwSACgcCKzBzncjkEAgH4vo+RkRH09vYiHA5jamoKhmFAVVVMTk7y+cj9/f1teR8oyCWEnLZ8Po8jI6PI1V0kAhIksXlyemHCxP/+6Qx+79IEtvc19ynpuo4NGzYs5uG+pgqFAv7gD/4AX/rSl2ZldgE6JxKyUuTzeWQyGZ75UVUVtVoNU1UHQUXEnmwD53U39xzO3VsZj8fR29u7iEe/NCzE+ZAFEpZlzQokPM+DbduzgjpBEPj4H7YwwZodzefJw3X8ZH8Z7zw3iq1d+ikfk+v5+PGBKh7aXUJPVMZ7zzOwuTPAn4fN02VCoRDfa+p4Pp6faOC5KeCS9SlcsTmBbDYLGQ4URUE0GoXneSgWizy7yYJjltVWFIUHf6FQiC+8CILAOxKz94a9byx73Br4ze3QbLs+nh2r49mxOoZSGl7fF4Dl+EgdJ/Avmi5+OtxsrFUyPWzvD+BXBkMYTCgnDWimKg6eGavjig1hfHdPGT2GjPO6m2XQLNPKsr0s6GV7lQOBAH9tLGvLbgMw7+tsLXtmJeEAZgW9bMwRWzRxXZcvLui6zpvOnUqwxvqZsAURWZZhGMaK2Dts2zby+TwMw8Dhw4cRjUbR1dWFer2Oer2OcDiMiYkJ/n1oZxJkyQS59Xodtm0jGo2263AIIQtk9+7d+I8XSwipIq58tbHESMHGbT+ewnXnRPC2oQi/r2EY6O/vX6xDfU05joOPfvSjuPHGG3m2ohUFuYQsf5VKBSMjIzyrBACO6+LRV6p4bqyO37kojvQJMn4DAwOIRCLHvX21ON3zoWVZKJfLPPBgFEXhXYRFUZwVPKiqCk3TkMlk+GxWAMcEcK2G8zbSEQWvZOs4p1M/6b5bFmh5noeDMxbufbaAQt3Fb5xv4NI1szN1rUEVy67ato2K5eGFCRNv2ZzCjw7WcUm/jqDo8AA2EolA0zReORCNRmGaJhqNBu8unEqlIIoi7+TNnkfTNL43UpZlHqTNtxjAKhLY6/F9n8+1nWu8ZOOh3SWYjo/3n2+g15i/VNzzfezJNPCTg1XsGjfRayi4ckMIl6wJntKe5umqg2dG6xgvOfjt7TE8O2pia5fGy/+Z1iBWkiSEQiEYhsHH11QqFdRqNYiiyGONUqnEFwc8z+OLIGwesiAI0HWdv28sw82yvwBmLay0Zpnj8Th0XT+loNeyLJRKJTiOA03TYBjGsixt9n0fk5OTiEajyGQyUBQFff8/e+8dJcd9Xone7qoOFbo6hwkYDBEIEEwACeZMykleP9tylLSWvQ6y/Uit35O8630+OraPD49s75O1erv2yitb9sqy5Kd9K9mS5ZUlkRRJiRQjSIAAQWRgYk/nUDm+Pxrfb6oHMwQGJMih0PccnBlM6Knuqv7V737f/e6dnGSztzzPw3Vd5pC9ZcuWSzrWtWFILgAsLi6iXC6/I0/sCCNcLpiZmcFLp+r4+msqHrw9h0gkgpbu4Y8eq+G6sST+9Q2ZoUU9l8thfHz8bTzitw5f+9rX8PDDD2P79u0AgA9/+MPYs2cP+/6I5I4wwjsbuq7j1KlTQwSpbXiIAHhuVscD22SmbFkJIjiVSgWFQuEtOuKNi/Wuh0RAwuZANJ9LElUiNySVnJmZgWEY4Hl+KJKGOp/hLq5qefjywT4028N7d2eQEZbNjqiDR115mvuk/5uOjy+90sMTJzXcdYWIn74+i1SSZ7OiwPL5X/n5vxzpY/+CiXddqeDObRmWEUsfc7kcqtUqM+0huTURWyJw3W4XruuyriJ1cXVdH5LqRqNRaJrGjj+ZTEJRFJZFS7JuIrYka3ZdF7Va7ZziQN/ywEUjeOyYipbu4f7tMibXILwdw8OTJzU8fkKDHwB3bxFx71YZOfHCiI7jBfj2CRUHFkxcXUni/m0S/AAsS5hIOpFOKnLQXC5J2Pv9PjNGUhQFrutCVVUEQcDctYFBAcU0TTZzn06nkU6nYRgGOp0OLMti1xMVBIgc03nmOI5FaVEXOhaLIZFIMLOrMMhgLRKJIJNZvh7eCeh2uzBNk0njs9ksJEnC7Owse611XUe/38fk5CTrmF8qbCiSSwvV5RKSPsII7zR4nof9B18dVDp9QI5HYTo+/uTbDaSFKD50R/6cDd7l1Mk9H0Ykd4QR3rkwDAMnTpxg/+9bHr70Sg+OF+BXb85e8ExZLBYbua7j4tdDIiSmabJOmyRJrLPmeR7m5uagaRojFqZpMiISnnsFBp3GE00HZZnHbNfB1eVlYzBRFNk8L22XifARUT1at/DXz7cR5yL4xb1ZXLspA8Mwhsgg/W36mm77+PqRPvZMSChIHMoZEalUCrZtsxlbItZhJ1rP86AoChKJBDsmkhxns1mIoghd14cMuZLJJHRdR6fTYbLbbDYLWZaZdFlVVSah5nkekiSx124lDMPAyZMn2WtJJD4IApxqOfjuKQ3vuyGDk00b2wqrZ/46XoAX5gw8ekzFTMfBjZMCHtgmYesqRlVrXgd+gJrq4gsvdSElePzkdVmMy8sy63DMUDKZRDweZ+eN53mIoohkMslMNGOxGFKpFDRNG3rNNU1jXW6SxlP3nOaATdMcKho4jjMUeUTklgoK9DNkCgYMCLosy+x19zwPnU6HmTZtdLLrui5mZmaQz+ehqirrmLdaLcRiMeRyObRaLZimiXQ6zSLXLiU2FMkFBkYOhUJh5Eo6wggbEK8cPIRPPlnH+27IoCzz8PwA/+WpJrqGj9+5rzAkH/KDAE+c1PErP7wHYmJjL85vFUYkd4QR3pnQNA2nTp0CMJi5NNwAL88byIkcdpXX140YGxsbFfNxcY2Qbrd7DhkguK6L+fl5aJqGZDIJjuNgWRYjGSSTDMudTzQt/M8DPeyZEPAjV6UZ4eB5HrIso9/vsw5wWJYMALYX4B9e6eLR4xp+4EoZP3G1AklIDM3broaa6uKvnm3hR6/O4oaJJDPlaTQarHNIRD4ej4Pn+aE4FiJMYQJFX+d5HrFYjJlxkbw2FotBFEVGSkmiDIB1Fi80Podeh36/D13XAQxIJHU1gcH9/yuH+ji8ZOIHrpRx06bV3aiDIMDJlo1Hj2l4cc7ApkwMD2yXsXdSuCCZOD1GS/cQiQCv1R28vGDhxkkBt0ynEOcwVKBIJBJsbpZk25Q1HIvF2HwyvR6O44DneWQyGZadHIvFIMsyOp0Oy+fNZrNIpwfXD5l+JRIJKIrCnIap006vuSRJyOVyzHxqZfGGMn7p9z3PQz6f35Bzu77v49SpUyiXyzAMgxWVRFGEYRgoFouo1+uIxWKwLAuTk5NvyXFtOJLrui5arRZKpdIlOqoRRhjhYqBpGv7jP76MgsThvm0DB8e/29fF/gUDv/tAaUhuZLo+PvtiDzvKEn7xnm2j+bOzGJHcEUZ452FhYQGtVgtBEGDfvIlvHlXxwztk7JkQLvgxLNfHS/MmnpvVcc/OMt5/71WX8IjfGXiz1kPLsrCwsADLstj8qed5bC4XGEh/w3OlXdOD4wWY6zq4Ip9ETuSHCKOiKGi322uaUp1p2/jLZ9vw/AC/fHMW2wuJIZlsGHQ8p9ounjzRxy/uzSKdycEydYyPj4PneUZw6W/yPA9BENgccSaTQTqdhmmaaDabTAZNHTHqJvZ6PdYdFAQBuVwOPM9D13Vomsa6ryTpfqOOtpZl4fTp06yLmc/n0W63GZmzXB9N3UPf8nGmbeOeLRJLYliJtuHh8RManjihIRoB7tkq4d6tEtLJ8ze9wvLvjuFh37yBu7bn8PixLjJSHPdfMw7P6LNrgmTEROxXdtrDhlKKorBuryzLiMVi6Ha7bDY6Go2i2WzCNE0kEgmUSiV2vfV6PQRBwOTgZMrU7/eZKVY8Hkc6nUYul2MNPt/30e8PjjcejyOTycD3fTSbTfb/jeLKTHngsiwjHo+jVqshHo9jYmICjUYDqVQK7XabRatt2bJl6Nh1XWcRS282NhzJBcBelFGW3AgjbBwceOUVnGzaTE70jSN9fPXVPn7nvgKmMsudWtcP0HM4zDZ1XD+exPj4OHK53Nt45BsHI5I7wgjvHDiOgxMnTsB1Xcx2HJRTPL5xpI/7t8mQzhOHAizHqTxzRsdL8ybifAS3TAl47+1X4OotI3flN7oeapqGpaUl5jJMOaiWZcH3fZanSt1MYHBOnjxl4tkzKn5+Txpb8knWsSPSIwgC6+CuRBAMnJP/x/4ubp8W8bPXp5E8S9rCRAsYlih/65iGEw0L79+bx3VXTqNaraJSqUBVVaiqyjq4AFgn1vd9lgtLs440YwoAhUIBpmlCVVV4ngfP84a63DS7Cwxk1zSP+mbD933Mzs6ymVYyuwoXFVw/wNOndXz3lIZfuTmHkrx219jxAjw7o+PRYxoW+w5u2iTgge0yprPrV4R1TQ8vz5s4XLfw4J0lvLzoYEcxDoFbNo2jfGLKtKWMXMuyWFc9EolAlmXWmSTyq2kadF1nXVtN09BsNhEEAbLZLDKZDIIgQK/Xg2ma7PcikQi63S40TWPGuySBrlQqQ/zHsix0Oh1wHIdcLscyoguFwtsuYdZ1nRH+eDyObreLRCKByclJ6LrOXsN8Po+ZmRlMT08zMuv7Pmq1GnRdx+bNmy/JtbkhSS498UqlcgmOaoQRRlgv/vm7L+Pbx/v4pb2DGYoX5wx8+pkWHrojj2vHlqV6p86Guv+fdw1mcyVJwtTU1Gj84CxGJHeEETYmyEHWsiy4rsuMaY7WLfzz4T7yEof37cmAX8NUihAEAc60HTwzo+O5GQOWG2DPRBK3bhZxVSkBLhoZ+RScxXrXQ9/3YVkWer0e65ARsQxH4BBJCc/dAoMEgIlMAk+e6OPOK0Qk4zE250r3qHBW6kroto/PvtDGoSULv7g3s6YEN4xXl0yoto/rxpIo5TLIZDJYXFyEKIrwfR/JZPIc06NYLAbP85BIJJiBj6IoSKVSqNfrSCQSTGZLcUQ0m0ySYZJbX6pmEUXghB2rSR690rAqLN/2/ACRCPDfX+hgQuFx3zYZ8TVkyUEQ4GjDxiPHVLw8b2JbIY4HtsvYM55c09zt9RAEAb5zSsf+RQtTBQkfuGUMja6GjDiQ/4YjpcLS72QyiWg0ik6nwwyoSDGQTCaRy+XgOA663S6i0SibNSUCJ0kSM9U1DAPdbhc8z7MOvKZpTOIcPn/FYnEocca2bbRaLSSTSaRSKTSbTTZf/Xag0+nAdV32mgBgz4vneSwtLQEYFGPm5uZQKpVYjjO9lmSUls/nLx+SCwxePMr6GmGEEd4+HJ2t4Q++fBAP3pFHOsnhRNPGxx+v4+d2Z3Dv1sH7MxKJ4HTLxhf3d/Drt+ZQVAR2A6hUKiOSexYjkjvCCBsDnueh3+/DsiwAYO6rtm3j9Mwc9p2dt41GIsgK3HndX+uqi2dmdDxzxkBdc7GrnMBtm0XsHk+eI88sFosol8uX7Lm9U7De9bBer6Ner5+Td0qdOCKGlI9KaBsevvRKHzEuivftTiEZH0iBqaCRy+XQ7/eHyBjNrtLm/WTTwn97pgUpHsWv35pjEVHUraXjIXAchy+82ELX9PC+GzJICzHwPD+UXctxHDOJovul67oQBAGZTAb9fh+JRALZbBb9fh+NRoM5BIcls/T8BUGAJElv+v2WpN80Awwsv18AsG4nAGamRO8rmiMOgoCRoSAIWGd3vuvgZ65PDx5zFeJKP1/XXDx2XMN3T2kQYlHct1XCXVskyGsoKlZ21VfCDwL0rAB/92IHjhfgx3cXce3YYP6VZMO9Xo+pAoBBh10QBIiiiHa7PWQulkgkUC6XmeTc8zxks1n2/3a7jXg8jkqlwgoT7XabkWKe5xnZpYxfKthkMhnkcjl2LZKJWD6fZ6ZhpVLpLUumCYIAjUaDxXVFo1HIsswKTYVCAdVqlb2WJMUvlUpQVRW9Xo85XGcyGUb2LwU2LMmlTKWxsbENozsfYYTLDY7j4OmXDsFyA4wrMdRVFx97rI7bN4vsxhSNRnF4ycSWXAyIRCEmePaejcViKBaLkGX57XwaGwYjkjvCCG8fXNdlHROO49hYVCQSgaZpOHr8JJq6i79+ro3d4wLu3iJCTqy9+epbHl6YNfDMjIETTRtX5GK4dUrETZsEKKvMEZJhz6ZNm0Y+BVj/emgYBur1OiMXJOul2BYiugTXD9AxfHQcDvBsbMvHIQiDOWrXdeG6LjKZDHMdBpazVong+r6Px09q+OLLXdyzRcJPX5c+ryFSTfMhxyNY6juYzg7ugZlMBgsLC8jn88ytt9vtIggCRlp934ckSayrSw68RA5lWYbv+9B1ncmqFUVhhlJvBqgzRzEwAFgETjQahWVZrIBA3WNBEIbmKS3LQqPRYD8b7pKT4VWYhM52HHzuxTbu3ybj5ilhVTdmgun6ePr0QMrcNjzctnkgZR5X1p7nDDtArwbLj0K3HMy0bTxyXMeeCRF3blUwVckjn8/D931omjY070zdXEmSoOv6UGFFkiSkUin2XDOZDJLJJPr9Pur1OjiOQ6FQgCRJzIcIAJufJiJIygXaTymKglwuxworRDRlWUaz2XxL5Mue56FarSISibAYrWKxyObEx8bGoKoqI+GmaaLf76NSqaDRaLDcZ8/z2Dw6yb0vq04uAJZ7lk6n38SjGmGEES4EpuPh337mOwOTjCQH1fLwx99uYELh8eu35RA9a9bwlYNdNDQXv7g3C54mRgNEAAAgAElEQVSLsptXKpWC67ojuXIII5I7wghvLYIggKqq0DQNHMchnU4PbQS73S4+++3DeGnexOZsDO+5diAPXGujbTjLBlKvLlnIixxu3SzilikBldS5G23qeJFjaxAEKJVKEMXzS12/37He9bBWq6HT6TDCRdE+JDENb2cPLZn46qE+fuDKFPZODjqORMTo50meuhYcL8DnX+rguRkDv3xTFns3nd9o7IU5E48dV/ErN2WQl3ik02kmLVUUhXUHSZo8OTmJTqcDSZJYt1NRFKiqylyQKS7IMAzW2QWWifpaz4G6qPSR/tFrEJbnE3ieZ4UfiiYCwEgdEdrzNZ+IDAHLnV5Jkpi8mSTWRD5Nx8e3jqm4fjwJOc4hK0Rf92/4QYBDVQuPHFPx6pKFXeUEHtgu45pKYs337vnILsdxMBwfL8/r2FpIYv+8DscPcPeVBezZOc1eO8dx0O/32Twt/S7J5Omc0Iyv67qIRqMoFAps3rvZbCIajSKdTkNRFHieh2azyeZuI5EI2u02iyaiokskEmGuzCR/pvncRqOBbDZ7ybJnTdPE4uIikskkisUiWq0W0uk0iwiSJAmxWAyzs7MsJWd+fh6JRAKe5yGVSkFRFDQaDZRKJfA8D8Mw0Ov1UCqVLklDc0OTXABYXFxkWvYRRhjhrYHj+njor76D26dF3DgpwHJ9/OkTDUQiEXzkngKboTnTtvHSvIkfvzrFbqCe52FqagqdTgeVSmX03g1hRHJHGOGtgeu6bGYslUqx2BAAODLXxNdfOIFjNQO/flsO+xdM7CgmIK4hfbS9AAcWTTw3o+PAogk5HsVNmwTcPCViOnv+Df9KlMtlFIvFN/wc3+lY73rY7/eZRJfmFwEw4hKNRtFQbWTFGL5xVMW92xSIfMAicsKxOathpUPvf326ib7l48E78phMv77zayQSQUxM4YsvLOFHr0wiGeOQz+chSRLm5uZYNi9JUBOJBLtfSpLEXHQBMHkvyZWDIIAsy8hmz5/FTIZV9Fwty2JElhyZ6bUio60gCBiRou/FYjEWX0SZvfQ8w9E9YUdi+jxcdCBH5/DXaHaYjofIJ338x4M9nG7beM81CqYuwGxqoefg0WMavndGR1bg8MB2CbdPi8wQbLVzRcf7eufTcgO8UjXx4qyOD+zN4MCihR0VGdsn8ozoU3ea5pOp4ED7Hup40qy37/sQRRGSJMG2bSb3jcfjrFPf6/VYZi/Nr9I5onPBcRwkSUImk4HneajX60ziLorim66eW1pagqqqGBsbY1nM4dlrx3FQKBRw5swZpNNpCIKAkydPMpkyRSlVq1UUi0UWJbS0tASe51EulzdeJ3f//v34oz/6I0SjUVxzzTX43d/93aHvvxkbOsuy0O/3USgU3tDjjDDCCBcGx/Vw+LUjON0ysSUXh+cH+POnW6irLn7n/iLkeBSeH+BLr/TwE9coiHMR1rW1bRuTk5MwDAPpdHrkkL4CI5K7cRDeoNHmjqIkwhu5Ed5ZICdSyq6MRCKYqTbxzNEq9s/28GO7FLy0YECOR3FVObnmTJ/rBzi8ZOG52YEzMhcFbpwUcPMmEVcW468rqSSsjCUBBtfY1NTUSK6M9a+HrVYL9Xqdzf4RIpEIDMfD119Tcbxh48G7SshJcZZpSgSBoCgKfN+HqqoAwKTCRFCONyx86nstTKZj+LVbc+waWasTaLjA377Ux4P3TMLVu4zEiqIIVVVZvA9JS0mGTFLXcNRRmCiScRNJrC8URF6p8EyZr5SdS26+9NqFO7QAGPmk57oakaXfDa+V9Dl1NenrZDJEry+ZMYmiiFqtxgoPVGSIRCJY6Fo4VLVw22YRhusjL54/G1azfXznlIbHjmswbB93bpFw/zYJRWn1310r8mnlz9A5e2T/LL53WkUkAnzw1jyaJrBjciA7pve667ro9Xrs+YZfo3DBnzr5JN2l74XnW1VVZbE85KJN10b4+BOJBOLxOAzDgCRJjEi/GWuMaZpYWFiAKIool8us+16tVpHJZKBpGhzHQaVSweLiIjs+TdOQz+eZ9wAR3Hw+j3g8DlVVGeG1LGtjGk/V63UoioJEIoGPfOQj+OAHP4gdO3aw779ZG7parca06iOMMMKlg+24+J2/ewY3TSZx3VgSQRDgb1/s4GDVxH+4v4i8yMP1A3zm+S6uGRNwx1SCVaRN00Q2m2XZe2FXwBEGGJHctxYkK6OMw5W3u/DmbOXXaYMZ3qRQfAfJJUd4a0AbJ5IBhqWptKkmA5ZoNIqmauOZ4w0cruq4Z6uEuuqia3rYWUpgU3rtzqvnBzhat/DCnIEX50w4foA940ncPCViVzlxXmfl1UCGQNSl830f5XL5bY/+eKvwsY99DAcPHsSuXbvw0Y9+dOh7610Pl5aW2OwfMDj3nu9jqe/C9oBq38Ft04MO1kriQsSTrhXqAq8krk+e1PCFlzp413YZ77lWOW8xQ7WBTz3bwXtvLGBSdBlpnJqaYt0vz/MgiiJz6aXuHs1UUudNkiT0ej10Oh3Isox8Pn9R6wyRLdM0h2Zr1ys5fjNhGAabPU0mk6wjXyqV4DgOarUak+RStzsIAix2bXzuxTamc3G8+6oUxNiFRXe9vGjikaODosfu8SQe2C5jRzE+9JxXPv/z0SFZljE+Po5ms4lGu4u/ebaBmurgvm0p3LElhWQiwc4xdcFJ1kzEVBRFRvJc1wXP8xBFkcnHiTBHIhFkMhnWMSUS2Gw2WUOB7kuiKMJxHGQyGbRaLebITYSZiPJ64Louc4dOp9OsABKJRNDr9ZBOp5nSQJIkdLtdtNttJpWmKCR6XavVKjP0orn6zZs3s/GDS+Xb8oZYY1huQ7r/S4FcLodmszlyIxxhhEsIy7Lwf33heewoxHDd2Vigr77axwtzBv7DfcXlSiqfxG3TLq6vxJn5haqqzBGS5itGGOHNBnVkaPO2clNCLqDhLgWFzAuCgGQyiWQyySroq4E2COQQSl0G+rrv++j3++xvU6eFNjcjXDx834dpmixaAsBQp4XIbXhzqhsGFts6vndGx5mWjdumRaQSUdiOix/ZKaMs89iSW3uD53iDLNsX5wy8vGDA8YCrKwn86xsyuHYscY4z8oUgrAgIgoDNPlIXLJPJXBYk99ChQzAMA1/4whfw+7//+zhw4ACuu+66i348krgSMT28ZOIrh3q4ZbOEd12p4Ip84hxyG+40krwyXCBh11YQ4EsHenj0uIp/c1MWt0ydf2b6dNvGVRM5/O+385A4lxk0TU9Ps9xYcscFwLJQyThqbGwMsiyz45idnUUkEsHk5OSQkdNaIDIbliQTKPqGiMXbDUEQUCqVUKvVYNs2crkcNE1DrVZDPB7Htm3bUK/XmTSXzvN4JoGP3FPAvnkTpuNjtuNgaz7+ugUnLhrBjRMCbpwQMNtx8c2jPXzyOw2MpWJ4YLuEmzYJSPDRoeuA3q/hDvZKqKqKo0ePIhKJIJ/N4rd/SIFpO2ipFmY6Dj73fBW7KgLuvzKDzSUFyWSSyY4pL5bUA4lEAvl8nnV+ieyGY3UWFhYQj8eRzWbRbrfB8zwKhQIMw0C73WbFP8MwIMsyut0uazLQaxiJRKCqKmzbXtWTgBAEAXRdZ7m/JI0mMyu6hnRdZ47RFKvUaDTgeR7K5TKbKw93cJeWlhgppkLl5s2b0e/3wfP8JU3ReVNmcl977TV84hOfwKc//emhr1NX96GHHsKHPvShN/Q3ms3mJc38GmGEyxlLzQ5ePTGLJOcjddZN9IkTGv7+5Q4+fHcBVxYTrIP7/r1FyJzDZkIMw0A0GsX09DTq9frIEf11MOrkrh+2bUNVVUZc4/E4kskk66YahoFGo8Fu4plMBoqinEM4fd9nxJUIBz0eGWa83nVLZCVMook00waGOhCSJLHNxgirg8xnSO4GgMn7gOEuO51L0/HR6unoqyr+x8ttNHUPd0yLuLqSwHzXxXQ2tqqr8UpYro+D1QGxPbA4ID7XjSVx46SAayoXR2wBwPIjiHI84jyPV6sGdCfAZE5AKZ3EV1+qwnB87L0ihx+/ZetlcW18/vOfRzabxbvf/W584xvfQK1Wwy/8wi+w7693PWw0Gmi1Wpht6Uglojiw5GHPpAiJD4bICbn+UqRQuEtGzsZhWK6Pv3qujeMNGw/dkcPW/Pn3mc+c0fHCgoPfftcmmNpghjIajWJychLz8/MwTRPx+MDNWdf1ISI1OTnJ9rJBEKDb7aLRaKBYLJ5jtErztRTNs1KqHYvFmFyVlCcbGb7vo1arsfd0IpFAq9VCEARQFAXpdBqzs7NsPSU5Ls0MP35Cw9OnNfzwzhRumLhwGXfP8vH4cRVPnNRgewFu2yzini0SJkKz1vTaUReZPr6eOVlYUm67Hl6Z66OcEXGyaeJ0XcMtm2Xs3lJiRlG6rqNWq7GCC50zz/NYx19RFHQ6HVbMIcKZTqfhOA7y+Tx4nketVhs6vlgsBlmW0ev1hszZSBoedpeXJInt30gGTXPDHMchFosNxRYBg/W5VqsxI71Op8OUEePj4+h2u1BVFYVCAdlsFtFoFLVajRUPqNNcKpVYdJYgCJibm8PU1NQlKfy9YZLb6XTw4IMP4pOf/OQ5Rgpv5obO930sLS1hbGzsTXm8EUYYYXCDPTG7iIf/6Sh+eIeMayqDDu5L8wb+4nstfPDWHG6cFOAHAf76+S72TCnYO8Yx2RPNMY2Pj0PXdeTz+QuqQF+uGJHcC4Pneeh2u7Btm1XCwzdAz/PQaDSgqiqrboeNhS4UqxEtQRAgy/J5u7JEekmOGIvFGLkm103aoKVSqct+3IbmASk1gbqynuexj2FCazkuzjQNqJaHigT8+VNN8NEIbt0sYO+kANXykRO5Cz7nbcPDK4smDiyaeHXJQowDdo8LuHFSwFWlxHljYQBAd3xolg8pEcU3jqhoaC7GlRhunhLwN8+3Icai2DMh4NoxAc/N6JDiEUykeRQlHnXNhxCLIJXgsHPb9GURq/apT30KV199Ne6++248/fTT2LdvHx566CH2/fU2Qk6cmcfffOcUqn0XD963GQnfGJoR5bjB9SAIAnMips6RLMvodDrs5+j66xge/uypJiw3wG/dVUBBOn+RpGN4+MphDb98SxGeY7GZXlmWWdeeJKu2bTOZtCAISKfTrMtGzrLkPLvatUwmUOF/G53Ing9BEKDdbjN36Fwuh1arBcMwwPM88vk8bNtGr9djxlUcx7G5U93xcaployTxaBserixeePPL9QPsXzDxxEkNh5csbCvEcc8WCTdOCmwNCBtT0bgBOXm/3vwuAFbcdFwPJ9oe9s2b+PFrczgw00ZJiWPvtgoymQxM00S9XodpmhAEAdlsFqqqsm4nXTN07VKuN3VnJUnC2NgYer3eUE5xJBJBsVhEp9OB7/usCJvNZllhJSxFTqVSjBiToVQmk1l1DrxarSKZTKLRaLB7GwA2trq4uIiJiQkAA25IHepyuQxBENhMrm3brIjR6/UwPj5+yUaA3hDJdV0Xv/mbv4mHHnoI119//Tnff7M3dN1ulw2BjzDCCG8MlmXh9OnT+Nzzddy0SWDV68NLJv6f7zbxc9encd82GX4QgOPjmOt5mJQDJgEFMJQBR1XEEdbGiOS+PsKmQatJOh3HQbVahW3bUBTlomfWVgNlEmqaxmaoaI7v9f5GJBJhDqQkp4zH40in0+A4DrZts40Lz/Msm/VyAG3MqIgQ3oiFP/q+j+M1HScaBlTLx4/slPGfnmyikuJxdSWB68eSCLB2rM9q8IMAp1oOI7YzHQdFicO1Y0nsHk/iyuLrz9haro+TLQc908feTSI+/ngNST6C3eMC7tmexpmOi4LEIytwAAJGmugfXRdEvMLGPRMTE+s2E3onItzJ/eY3v4lqtYoPfOAD7PvrXQ9fOnwSry10ceeVBXS73aH5zWQyCdu22VxrIpFALBaDaZpDxk8U8RIEAWY7Dv7LU4Pr7DduzTF37dWihagb9fUjKt51VQFZcZDvGY/HWactXKyJxWJwXReiKDICTASVTK9ISk1us5fbuIOqqqyLSE7CjUaDFdEVRWFZwiRjptfJsix0DA9fPtiDYft4/w0ZZIT1ybKXVBffOanhqdM6ggC4fVrE3VtEFgUWft/SfGs0GmXztK8HMv+i+8GiweO7x7s4Wevh391XRl0PcP22CXAch8XFRdi2DVmWUalUYBgGqtUqky0TqSU/Ak3TmMcEqQXCJmGRSASFQgGO46DZbDJpeDabRa/XY/dX6qp7ngdFUVjm7Wry9maziX6/D8uyWC4z+SHkcjnMzc2hUCgglUrBNE3Mz8+za55cp4vFIlMumKbJnJfn5uYuWKK/Xrwhkvu1r30NDz/8MLZv3w4A+PCHP4w9e/aw77/ZGzoaXq5UKu/4StYII7xdcF0XCwsL+N6xOjqGizuml+chjjcsfOLJJn70qhR+9KrBTeeLB3rYUZZw0+RAokILKi3e5XIZuq6PHNAvACOSuzosy0K73UY8Hkcmkzlns+c4DhYWFuC6Lkql0ht2jaQuiq7rQxJH2kDRDdxxHCZvjMViEEVxyDk07CBKc7xE5sjwhWbVBUFgpM+yLPA8D0VRvm9mM6lIQBtXmmEOE78gCGDYHpKxKJ46reG1moW+5eO37szjn19TkRM4bM7GhiSE60Hb8HB4ycLhmolXFi0Yjo/thTiuHRsY6VVS/BDBJmdTYLC/WOi5OFyz8EM70/ivTzVQTvHYVRGwZyoNy7LAcRy79mi2LtwVBMDmvek6WOnczfM8xsbGLotCx6FDh/DFL34Rf/iHf4g/+IM/wHve856hmdz1roe0eaYRGXrP8jzP3lOmaSKdTrP5blJoEMEkw6lXFk38xTMt3Dol4r170qzgsRbB9XwfX3ipCyXJ42dvKAxJ7KmYQdc7uRqTi3OhUGDXGuWjEsG9kFig72dYloVGo8HeD5lMBvV6nRUQJEliBUJN09Dr9VgXkbr0c10HBYnDU6d07J5IXpATcxiOF+CleQOPn9RwtG5jZymBu64QsWdCYHGJYdA8bbvdHnLGXgv03ieTsXyhiE98/TUcWeji3u0KfmzPBERRxNLSEjzPQz6fZ8S00Wiw6Kl0Os38TgzDYK8TXU+kKKL3hCzLEEURp0+fZmqDqakp+L7Psm3T6TQajQZc10U8HmfXKoFUtNSVrVQqaDab7PUvl8uM0NJjkVuyLMtsJpfem7QulstlxGIxzM3NoVKpXDK3+Q2fk7sSuq6z1vsII4xw4SCJSr/fxyNHuti/YODXbslCOOtWeKZt4+NPNHDvVgk/de1gLuhbR1V0rQA/e32abfTDDoiZTAaGYawptQIGN63LXapJGJHcYbiui2azCZ7n2QxPGJ7nYXFxEZZloVwuX7RSgKSy/X4ftm2zbgt1YAlUfQ8TWbrWw4SXzKuocxMmSqs9R+rwkqupKIqIxWKsIs/z/JCD5UaH67owDIMdP21eVj7/vuVhpu1gWyGObx1VcbBqIRmL4MHb8zjdtpFOcihI3Lo6tGGolocjdRuHaxYOL1lYUl3kRA5XlRK4diyJXeUEpDh3znFR1833fZxuO5hIx/DlV7owXeCmKRnXjQ023HQtUBQNGbB4nsc6LERy4vH4ObPe5KQKgEW3mKaJQqHwjjnXbxQPP/wwXn31VezcuRO/93u/N/S99a6H8/PzaLfbEAQBjuNAFEX2fgYGG/J0Os1eayJDdL76/T4A4PETGv7+pQ5+7oYC7rti2XE3mUzCNM2hDh59bvsRvDir4c4tKVawoS49EVzXdaEoCvtaKpViHcpWqwXXdZmJkCRJI+XTWdCsJ80vF4tFOI6DpaUlJtemuVxZltFoNJiMmTKFPc/DsYaFrxzqY1c5gXfvvDjStNBz8J2TGr53xoAXBLh5k4A7piVckTtXJk7K0ng8ziS8hLBr98pCGM28ppQMVD+GVruDv3jiDO7Yksb9u8qw9d7Q7DY5KpPCKJfLMRWT53lYWFhgHdZer8f2aFR8SaVS6Ha7bAZXURTkcjkml6f1yHEc1Ot1ZLNZJJNJdDod5tasKApkWWYE1/d95PN5RmBpbwiAzfsGQYB6vQ5ZlsHzPGZmZli8EXXjSap8qbBhSK5t22i1WsjlcuetbFerVZRKpctO2jHCCBcDz/NYJc60XRjOYOO5s5QAd7Z6vdBz8B+/3cDNUwLeuzs9qHi7PjqGj7FMAoHvnyO7y+VyLAB8LRJLDokbwd1xI2BEcgcg+Zlt2ygUCudcHyRb63a7yOVyyOVyF/SYFA1CBi1EwEh6HCaxYddVYDjjkYxc6LjCuZHUBSYZpCRJ7OfC3V3a5BAJdhxnyLWSfp6cn+lnE4kE0un0235/I+dWctuk3MeVET6EpubieNPGbMfB3VskvDRv4HjDxlQ2hvu3yeCiQIK7+PzhIAjQ1D2caNo43rBxvGljruNATkSxs5TAzlICu8pJFF9npnJwjqMwHRf7Fwx866iKzdk4fuLaDCZLWTYfSTL1VCqFfr8PRVFQLBZh2zYWFxfhn10PqfOfTCYhyzK7DmjWW9d12LYNAGwmUxCEt/3cbhSsdz3s9XpotVowTROyLEPTtKEuFs0UUnwKudUKgsAc0b9yqI9/OdLHv713Arvyy49dLBZRr9eH/l40GoXrefjsCx3cv03CdG4QH2ZZFlKpFMvApa7utm3bmKlSpVIBx3FMrp/NZplZEDnWjrCMIAhYl9txHCSTSSiKgnq9jl6vxxx4qZBh2zba7faQ4zYVrtqGP1B11Cz8wHbpoozkXD/AK4smnjqt48CiibLM4/ZpEbdtFs+RRdM6Looic/4Pfy9c+IrFYjAMgxFCMioU03k8enARUnSwXphugB15DookYHJyEq7rsu5ru91mUVA01kMqB1EU2ayr67rsXiQIAiPCZEJFyqnwmhwEARYXF9Hv95khIxXk6HnReBrF84miiHw+j16vx9ZCYGAUJwgCeJ7HqVOnkEqlkMlkmN8G+WlQ7NClwIYhuezibLdZpWKtSqdt2+h2u+cYXY0wwghgeZG02Sdp13zbwGeebeLHdqWwq7y8qNRVF3/y7Tp2VZL4pb0ZRCMRHK1beOSYio88MMkq5TzPDwXUK4qCVCoFUVw9akHTNHS7XZRKpVEn9yxGJHewfjcaDWQymVWvnfDN+vVGU8j4KZxByPM8fN9nN3i6uYfzbolgUOeFiNtKWW341kjkVxCEISdm13WZ8RTFCNHvhmc0icDSYxIZD2e80nOg50tdAtrEXApJIxFZWieIlK18TcI/3zF98FGg2nfx+AkNLd3DT16jwPED1PouJjMxbM7GV5X5rQeWO4gLOdmyceIsqe2aPnICh62FOLbm49hRTGAyE0Ps7HkPm8KslCM3NA//67Ue5joOfuq6NLYWJUQDB/LZ89nv94fkyOl0GouLi6xDQecwlUqhWCyyNS1sQEab7dXctT3Pg67rUFUVuVzuspArnw/rXQ87nQ7q9Tq7JhVFYeSVOkPU8RNFEaqqsg675wf43L4O9s0Z+PB9FUynl4lPqVQaetww/vr5Nq7IJXDfVhGCILBOfKPRYD9D6QLVahWiKKJUKsEwDHS7XWbsYxgGOp0OSqXSqOj7OqCiAJmHFYtFeJ6H+fl5ZuZFxkzZbBa1Wg2apgEY3FuouOgHAZ4+reOJkxp+9eYcyqmL34N0TQ/PnNHx1Gkdiz0X11QSuH1axPXjq8uZY7EY82NYzaiK53nmUBxWf0SjUYyNjaHvRPAPz57E86d7ePCuMviIj81jRRQKBeZETQUeGoOhbun8/Dw8z4MkSbBtm83uhscmqEscVhIEQYB+v8+yjLPZLIskIuWTZVnI5XIwTZMVPicmJiBJEiO09JjNZpOpnebm5jA2NgbLspjrOUnRW+02Wj0d05MVxDfaTO75cDGdXBqw1nUdwKBbtNoGuVarIZvNXjaSnxFGWAtBEAzZwFMllIwaotEoHNfFXz7bxo/tSmFcWX7P1FUX//cTDVyRi+GDt+TARSNY6rv4zHMt/Pt3TUKKDxY2SZJYJAK5IZKEDwDraCWTSfi+j0ajsWqV8HLH5U5yw93bld0sqiAbhjEUsbHyZ8gYKggC1hlTVZW5dVLUQiwWYx1UIpHhzQRV1WlDAoCR3vDHcAd3ZReTHofkW44ziNYiKev5QHOsQRAwaStJgemYSXpGEmpg8H7jeX6o40xzgOG8R3oOFD9imibrcq/VkSWYZx1MF/sDB+EAwFcP9ZBOcnjXdgkFiYfrB8ivw+F4LWj2gNCeaduY6TiYaTuo9l1EI8BUNoat+Ti25RPYko8jJ3Ks00rPjUCvPQCouoGX5zTsmzcwmY7j9mkJmhfFVCbGZifpGqHfzefzLL6DojKKxSIkSUKn02GzbhR/AQy6M2SwAoDlXlLxJRKJsM0emR9NTEyM9i64uAihRqMBWZaRSqVQrVYBYCj2xDRN5igrSdJgBt718d+eaWO2Y+N3f2gKufhyDE+pVEKj0VglXzcKF1Es9V2My2D70GQyyeaxJUmCZVkolUpot9vIZrMQRRGdTgfJZBLp9EAVRZ2rQqEwuh9eAEg2m06n0ev1oCgKJElCu91Go9FANptljsKVSgWu67J51ng8PuS14HgBuCjw+X0dbM0ncMuUwBRs60UQBDjTdvDUaR3PzepwfeCGiSRumRJx3WQKgeeuup6Gu7nhr1HDIBwVRMcdj8dRqVSgqir++1OzeG3JwG3TMn7pgasBAO12GxzHQdM0KIrCXOuJ3JKHQJg/UdebTLM2b96MRCLB7svUYJRlGbZts5lf2v+l02l0Oh225qZSKXAcB13XmdEbx3EwDIO9Fyl1IwgCFAoFZtq12DHxpRfmoFoefuOOMsbGJyAKb35Hd8OQXAK5zhHJpYt2ZaA1RUhQ4PAII1xOoA0TmTDQQhN2MFUUBX3NwN8+U8Ud03PKAy4AACAASURBVAKmssPyqCXVxccfb2BLLoZfuzUHPhqB5QYAAhhuBCUlwSQlnucxiSe59pXL5SHTHV3X2c1clmXIsjyS5q3A5UpyycVRkqRVDSYsy8Ls7CzS6fSqCh1S71CFmro0NOcGDDYFJAGkr9HGV5Ik5pLsOA4Mwxiqsoc7l0Row13M1Tq84W7taqCKOW0ywuYjRFrD878kB6a8S+qyWpY1RHbpMcIxPHQ8hAu9rbt+gKbmwQsCJPko/vFQDw3Nxd5JAbvKCTw7Y2AsxWNrIb5uM5fVoNs+FvsOFnouFnouFnsOFnsumrqHOBfBpkwMU5kYprKDj+NK7IKifYh8araPfbN9zLdN/PAOGY8c03DzZhnbxjKwLIuRe57nmVtpLBZjOaa00QTA8r4pDoZkeCtzS0kxQ9cSPTZJ+gzDYN0R6nRIkjQiO1j/eui6LhqNBlKpFGZmZlihIZFIMKM4mnml97pqefjP323CcAI8/JM7ELX77Pfy+TzrjIXBx2L4zDNNXD8uYPdYjL2P6X0IAJVKBa1Wa5CPatvIZrOwbXvIPI/GLshtfYQLB81zUoHItm3mzkvdykwmw+abi8UiGo0GOp0OK/hRYQ8YFO0eO66hZXh43540ggDrIru0j6Hz7/oBXl2y8OyMjpfnTcS4CG7aJODWzRK2FuLgzhLX1cjtauszkV0q0FAHNhKJQBRFWF6AAzNdbMvz+Pv9Kt5z6xZsTvnQQ0kA1M11HIdJmAEwlQq5QwdBwDqx9HuJRIJ1zcnwiv4+pRnous4aGZVKBYlEAktLS0in0xAEgZ0zAKzJQvO6lFV9pGZiSyGJbx7VsHs6h92bFDbfeykUDhuO5IYRjh+wbRuiKKJYLLKLjRaYy8GKf4QRgMF7gippRGzJeZA2/pSvNl/v4E8fW8AD2yTcPDUsC632HXz88Qa2FxP4lZuz4KMRmK6P//zdJn71ljx2TJXRaDRYpZFILjBYpGVZZh0KQRDAcRyazSYLMvc8j8kfR4qLZVyOJJfkyRSTsRK0Mdm0adM53Vtd19Hr9ZgLJKkEDMMYMv2hGyxdr9RZI+k+dUapUr6SHNLGYzXiQWR1ZexNOEuRsPKxV3us8Mfw11cS6pXHdLG3atPxodk+lCSHR4+rqKsu0kkO926V8OlnWshJPK4fS+LasSQ6hveGjKCAAZGtay7qmoe66qKuuaipHhZ7DrqmDy4ClFM8xhQe40oMYykek5kYKil+1b8bnnOlj9RBLxaL0P0YHj84hz2lAH/59BIm0zHcMCliurwcQUUybCKytKbRa0tGYGQuRvNrABghUhSFGbmEM0tJCk/HRhJ66poLgsDkzRT/QS7dlzvWux72+32oqopmswlgcG1ks1lYlsXmdLvdLoDBe7GpufhP32lCikfxxz97HbROfagoFjZLo26aKIr4f19sQOAD/MD2wRwonV8iEJs3b0aj0RiKC5Ikacg8j8yU1socHeHC0Ov1YBgGMpkMWq0Wk39rmobFxUWkUin4vg9d11GpVBCPx7GwsADTNNncqmVZ6PV67DHnuw4++0Ib922TcfOm9XV2ad9DJBQYjFbsXzTx3IyBVxZNpAUON00KuHGTgO0lEdGz96qVaoGwOdXKv0F5ypSNS/e2IAgw0xxIp7NiDPddVYRpuxjLJFmBjWT8FA+USqWYaS+5v5MXRK1WY3+XYpvCz42Oj/ZylmWhWCwimUyiWq0ykypgcC+nyDzyLaB17njDwt+/WMcVRRnvu7kCKbbsXxEEwZrRRW8UG5rkhuF5HlqtFtvwlMvlQfbU4iKruL6TQDdDCg5fzbKeFku6IKlTEb6pjnB5gOZ7ALBoBI7jUCwWEY/HUa1WmfOgaVn4p33zuG2zCN3xkU4OLxwLPQd/+kQDO0sJ/PJNWcRjPFzXxZ8/3cLdW2Xcsb0w5FwY3phLksRMM4Jg4FhLRiCiKA4Z6VyqcO93Mi43kqtpGvr9/qpGgZ7nYXZ2FrFYDOPj40NEgWJoRFFkN2gyGaGbIq2HYZUBRfeEFQ0rsdI5Nfy1C70drjStouMOPyZ9beVsb/jjev5mGJ4fgItGsNBzoFo+vAC4qpTAP73aQ0MbdEXfuyeNP32igRgXwc5SAj94pYwDiyaKEo+izF/UzKzrB+gaHlqGh47hoW14A5MX3UNDc1FTXehOgAiArMChIHMoSTwKMo+xFI9xZfC318qnpfseEUjaBNH8dCQSgR/hcbzlYDrN4cv7qljo2tg9IeCmTQLiPIdSqcScPcmoKGyAF86vJNdWYDALbhgGIyqe57FMSeqKkMRdlmUoirLq+kYxJ4IgIJVKsWIfKW6oazK6h69/PWy325ifn2eydEEQWBMkFouxGCHHcTDXdfDJJxuYzsXxez+xC/1Oi3XpifjQBp4KHIqiYKbeAx8JIMeX36vha2B8fBymaTL5uiAIGB8fH7oWqLA38qN4c0CvJ3XLDcNghoXVapVJYqmDPzExAcuysLCwwO4VpVIJzWaTqd+Ms53dq0oJiPEIihK/bhkzjUyEZ15V28e+OQMvzhl4rWYhlYhiz4SAvZsEXFlMgotGViW2r4eV3V+6Jn3fx2LPxdeOGjBtDx+4uYRtY2n0+30IgsDm0TVNY4aKuq6z6x1Y7iCnUin0ej1mlEe+EzR6w/M82u02isUiFEXB0tIS2wv6vo/5+XlGbum1Ub0YHj3SQVkZxLhNTYwhl3prCz4bhuTatg1N04ZmW9aCqqqo1+usspFMJpHP51/3d95OUJWp1+sNua7RTZcuVsJq0riwfI4uuHg8zqpaIzLx/QfapBHhBAazKoIgsJnGTqfDIhWCIMDJpR4+83QVu8oJ/NAO+ZzOyGzHwSeebOCaSgL/5qYs+LNxGJYboGv5mMgkz4nMoI0DSU0p+8w0TTQaDSSTgwoiySdpDpBIxtjY2KiSfRaXE8ntdDpsxmflht40TczOzqJUKg3J+EjyTpJOTdMYuSVyQtcVSdLC+bTnztVFztkgrLzlOV6ArukhneQw13Uw03FhugHu3iLh5QUTh5cMGE6AX7gxg28fV3GkPujw/eZtOXzrqIrjzcGm4KE78vjaq32cbg/+/1t35vEPB3uYaTtABPjw3QV88eUu5nsOEAD/7t4C/m5fB0uqBz4K/B93FfC5Fzto6i4SXAS/eXsef/lsC23dgxCL4kN35vEX32uhZ3pQkhx+47Yc/ueBLrhoBHmRw91bJBxvWEglOWQF7oJJrOMF6Fs+VMtD3/LRs3z0LR/9s//vmwOn0o7hoWedjcSIDEhsRuCQFQcfixJ3lkBzyIv8BcmMV56rsOs0bRw128Oppo1SisdrNQvPzhi4shDHfdskKEmenU9SsADDs85EhkhKSp4fYWVBtVqFaZqYmppicr6lpSVkMhkkEgm0Wi2mBKCNrWmajLiSyRSNatAs5kqQURnJCi93rHc9nJmZgWEYbONNhkMUPQMMzv2RuoU/e6qJmyYFfPCuCdiWydYGIri0n6INP8dx+JfXemjrLn5+T3ZoFh4A8wAgd1tao1aOV6iqCk3ThlSHI7xxBMHAfZm6nK1WCxzHMX+QarXK3oudTocZxLVaLaZKo+gcitwhovf4CQ1Pn9Zw22YR925d/yhBePyERiKAgdfAgUUT++YMHKyaSPBR7J5IYu8mCdeMi4j43kUVOVeD6gAcAjx6rI+2GeDubQpu2znBkglqtRra7TaT9ZMqpVgssvdOLBZjBmy0HkuSxPaB5IxMs7+6rrPZaFoLOT6OHkRsG8/jj//pEN59fQVblAAT4+c2Iz3PY+ZYqVTqkrxfNgzJJc09DSWTDp3ylFYDVfd1XYcoimzQ/+2+eYTNUejGSBI6qqTQ/FfY9nzlHBghHEsBnOsKCgxkOzS7PJr3eWfD8zx2XUciEZbzx/M8m02nRR0YbO50w8Krs03E+QiiEaCSOrdQdKRu4c++28TNUwLef0MG/Nluxtdf6yMSAX5k58DcQVVVdkMg5QQVVoisUgA6SZHDpjcjrI3LheRS9u1qc2idTgeNRgNTU1NMTmrbNprNJgRBQDqdhq7rTCEQji+gdZRmwFdmsxI5onWVvqc7PqIRYL7r4sCiiZrq4l9dncGxhoX98waUJIefvEZBXXXRNlwIsSh2FBMwHB+u5yMZi0KIne3s4Fy5MYH+LnBh8mI/CBAEQACAj0bgeAF8Im0XGHvheIOuhOHQRx+6c+7XDCeAHvqa7gwIrOEuH6cYiyCV4KAko5ATUaQSUaQSHDJCFFmBY//kRPQNSZrXMmKxzzoqz3UdjCk8DCfAY8dVbMnFcdtmEUV5eY0Jd+HoOqL7LW24aL4NGJgE0WiHoijMJGVxcRHxeBzj4+MAliPX8vn8kHzedV3U63WWGUn5p81mE91ulxWtafMIgBlkkUHY6L48jPWuh91ul2WGUieeFEW0MX9+VsdfPdvCj+xM4Wf2FBAEASMzlHG8EolEAq9UTXz3WAe/elsBOLsno/NI3WHK0aWZ27AvRRAEaLfbAAb3xdG5vjQwDIN1FGmvpCgKRFFEs9mErutsNMBxHGQyGSiKgoWFBdbRLJfLiEajLONV13UYtovXahauLMTxyHEN924RISfWL58NmxpSLjMwkDQfrFrYN29g/4IJPwB2lRPYPSHihikFMn+unPlikMvl8OpcGy/MWfiZPTk8cbSDa8YE5CWe8Szaq1GuLsmQ+/0+4vE4c3GmbGmKtqPXCgBTMZCrfKVSwV9/5wwOVQ2865pxvP+Oabiui2q1ikwmw4rR4XWfXqt4PH7BZo3rxYYhuVQ1oydJ3U+S+ZBEaGW2WBAEbOHL5/OMAMbjcTZD82aByCh1DMKdVQBs7iv8HMjwhAx5qOIBLFd/6Ka92qlYGUOx2rxW+O/RjAjP88hms2wxHmHjg0w1DMNg1y+Zm1AWLc0kkhzFtm0cmGnhiy93cfcWEXdMS6s+9r55A59+ZnDj/992pdg18szpPl5eMPErN2chnN0QBkHAYhgAMHI7MTEBx3HQbDaRzWZH3dmLwPc7ySWjlWQyuarB1MLCAmzbZh0z3/eZ8Qut37VajRV4eJ5nsQNkEESkJYww8TFdHyeaNrICh5rq4l+OqJDiHH56dw5cBOhbHkoSh3Ry2QCK5ntXM5OiNTZsGkXr71q/c6Hw/ICRUt3xYdhrE9SV5FU/+z13xb5I4CMQzpLy4Y+Dz0X6GF8msanEgNSuJSM+H8IybCJ04fxScrkOdzhcPwKOi+CR1zqY69i4shjHjlIST53SMJWNY1dFxObyIGaK5v6r1Sr6/T4ikQiKxSLLKg3HpcViMYyNjUFVVXS7XdZV1XWdrVl0PJqmsQIdAOY8Sh07uj8TeSWDsH6/z9RUZLoCLDsr27bNHOfJvCq8wcvn8297MX4j4GJIbrVaZXPVKzfNjx1X8cWXu3jvngx+8KosAAzJL5nkPZSrGo1GsagB2ZgLnouC55Zjp+jcU0QLFd2oKBLee9VqNWa4OMKlBe2DyKuh3++zmdFIJIJGo8HOG3XpFUVBIpHA3NwcK1hMTEyg2+2i3++zTOW+qmLfnInHjqu4Z6uEmzcJF02+SGlKigOmyPMCHGtYOLBo4pVFE0uqh02ZGK4bE3DtWAJXZGMX7QBNoPvVwbqHJ491kZNi+K0fuhJzLR0Jt8/4Qvi4Vo6nEZ+hbGjiNIVCAdVqFa8u9PHivIUzHQ///oEK7CCKsYzI3mOapiGdTrN7At0X3kpsGJJLluG5XG7VYGDq8tLGWxRFSJLEXjDKLKO5Cp7nWbA7bbjWM9RMJDsc2gxgqFJLs0JUyUgkEqz1TlEQJE+mi50CrWlxXln1p8cNy5XD0Rf0s/RvZcTFSvMUmiUpFAprSqhGeHth2zaq1Spc14Usy8jlcnAcB+12eyhLVNM0FjTvui5qHR3RSIDnZw1cP55EVlj9+n7ypIbP7+vg53encd+2wQ2Y53n0DRuWC0jxCOJ8lElt6Bol4waO49jNwPf9UQzCG8D3M8kNggC1Wm3V7OQgCHDmzBkkEgmMjY0BWM5RzufzTCZFazbN2tJ1Fs4SJBDZtFwfR2om4lwEXDSCr77ax1VjMu7fVUIuEQxJFcMZueeblw0f+/lmdl0/gLpS5mv5UK2B6RMRUt1e7qbqjn/WzXwZCX6ZhK4kpUIses73iLyKZz9PxiJvqMN6IVh5fwGwbCACoNG3oVoe/CBAWebwraMquqaPYiqG26ZEfOp7TYixCG6cFLBnQsSZjoupXBJZcZk0knSNjFeWlpbYZjV8H6O1kDom5PxO5zedTkNVVTZmQej3+6hWq5icnGQE1TRNtNttVmwh52QqYlChwzQH1xN1RFaSGirOELmlmfEwGR5hgIuZySVyo2na0KjXl1/p4lvHVPzaLTncvjULnudZ1A/tx6joAix3dU91fHx5fwu/dVcBKUlgKiWaCQfAGi20zxsbG2P7Sdq70nziCG8ddF1Hp9NhTQCKwslms4wvRKNR1sGlsatoNIrFxUV4nscc/ev1OizLgizLbP9lOh72zZvYN2/gvq0Sripd/Cx9WI25sii61B8ojA4smjhat5CMRXF1RcDOYgw7SwkUpTce0xaJROBzSXz+xSYWOibu2DyQTbd1G0WJRyIeY/dcKiLRPdZ1XSSTAloOj8cOLuJoTcdPXK0AXAzlUgFjoo/s2b0qvceWlpY2xEz6hiG5dFMic518Pr/mSSXXZVVVh9ztNE2DJElMskSSAc/zWPU/Ho+zPMKwuQUwWKx6vd555dKe50FVVVbNFUURjuOwVj/JlKkVT6HQ4U1b2ASDzKQcxxnazBGZpp9JJBJIJpOvS9ZJxkdSv7D5Ct18K5UKFEUZEZW3GbquY2lpiTnL0axro9FgnXhaMKrVKiu4WLaLbxzp4uV5Ex/YmxnKvQ3DDwJ8+ZUeHjmm4ldvzmHvpsEGKxqNYq5j4XMvdvDb9xTARQczLt1ulykP2u02RFGE7/sol8tM0jLapJ0fH/vYx3Dw4EHs2rULH/3oR4e+9/1KcongKopyzjXieR5Onz6NbDaLXC43VIXPZDJQVRVLS0twXZetx0QkVt6eaKPS1l0stA3kJQ6fea6Nq8dE3L4th/EUxyrOtL6tJk9cz/PSbB8tw0Nb99jHNvs4ILW6s3ycAh8ZkvpKiWUSKsaiEOOhz2MRCPFl8nohBHVAln2YboCJdAyzHQea7cMPAuwqJ3FoyYR6dnb2likRz83q0Cwf0WgE92yR8MQJDZrtg+ci+MErZfyv1/rQ7YEk+19dlcL/d6ALw/GRSnD4qesy+JvnW7BcICfxeN8NOXzyiSpsN0BRjuEX9mbxJ48uIUCAyXQMP3t9Gp99oQ0pzuGKXAK3TEs4UrOQFXlkRQ6p5LIrMZ0fjuOQSqWYXI3GfWq1GisS06wdFYrJj4DIrSiKrJBM6pdoNMrk72FJKakJNm3axDZg5JdRLBZXvS+SwR5FDtFjESGanp4e+hvhkSLK8iUn/EgkgsnJyREhwvrXQ5qvHBpTiETxN8818dK8gQ/dmcfO8mDfRtcGOWmHR8OI4FKiwIO3F5BLLUvbc7kc6/IbhoFUKsXGzsrlMpOxk4cAyV9HeOvh+z6azSai0Si7v7TbbRY3R11aclgmIiYIAlPPBUGAUqkEWZbZSIIgCIwT1DUP3z7exwNbBcx1HWzJxSHELs35Nh0fh2sWXl2ycLhmodp3kRc5XFVO4KpS4v9n7z2jJLnOK8EbPiIjfWZledNdbeE9YUQA5GBICjQSgBElSoI40lJnNBK44nB+zDk7WpJLcqUfsxRnOauFtBxpZlcHIkEjiRJJCaQMAXLgCddoNLob6K7qri6X3oaP2B9Z36uXWdWNaqALaJP3nDplMittZLx3v+9+92JfQdtgJroV8FJ9QRTh+BEqbRfff7WFctvH7TtNpA0ZPzjSgiwCt83EEDMM/PVL3df2Q5clkdIEVNoeZod0ZOIG8yXIZDLsMxGGIRqNBlOxbEYxebJPjcHN0hXOBc4bkkvuyZ7nMcJ6ug01GU7RLCC5zfIB3UQ8ifjyNuO1Wq2H/JH8mMgyEVNaoPhOLm28NE1jb2KtVusxMqBYFZJpkZMjfx9EvumLAuU3G76mRZNs8qmzSx9U2hzwcjoenU4Hq6ur7PUB1mVl6XQaqVRqEPHyNiGKItRqNVQqFVZw4N09K5UKmwWj61JUQRAEmK86SGoSnj9l4fad5mklLbYX4qtPVXGs4uK3b81id757H7Iso9Zx8ZUfl/A7t48gpYRIJBJoNpvMoIXmcIHuZ0mSJGZ0NcCZcfDgQXz961/HF77wBXz2s5/Ffffdh6uuuopdfjGS3DMRXNd1MT8/j9HRUSb3q1QqzBlzYWEBnU6HFf34vFECne8tN4CIAF/5cQmyKOCWGRO37Ext8DN4oyWtf8QDABp2gJWWj5Vm1yF4tdX9fbXls25rQuvOpWZja7Opa9+Ta4Q2vib7PVvDJS+IUO74qHQC7M5reHHRxrGKi7od4P7r0vjOwQbma10F0797dx5/+0oDVSuALov42LUp/Oj1NppOCEUScPe+BJ460YHlRVAk4LYZEy8uWnCDCKos4poxA4dWuvNgsiRgT17F8YqLKAJUWcCOfAxLjS6BkEUga4iodnwIQndm2FRF2H4ISeh2zRVZYmuxoijQdb0n15L3nqAOAa2fZL4UBAFbl9vtNlsneTkwxUfRdYhcxmIxpNNpmKbJfAqoeEIxZwTbtnHq1ClmSEMbsNPlmEZRxEyE+OxT/nLHcVAsFtFut9lc4BuZShHhGhSZz/58WCqVWGFYFEU4fogHHy/hZM3Dp96dx0S628SgMTdC/4w+ANSsABBEpGMyYrrGZg2z2Sw7vsgQh0zFqBgNgO0jz9SQGeDtA60tqVQKpmkyskvFCc/zkM1m2dxuIpFgs6aO46Ber0MQBOaUXavVAKw7KDcaDciyjOeWA3z3hSXMZmXce2Vqg3ryXIH29OW2h1dWbBxasXFoxUHNDjGelLGvoGH3kIbdefWsSS8ViynWiNzkgzCE60cIICFpqghch3kJUCOSotsEQUC1WmX8yzRNpFIp1Go1pFIpNo5EalR+jSajSOIhoigin89vCw85b0huu93GysoKq27SgUPOyVs9iGjI2bZtZkxCJJbIJ+nCm80mc5GlyAGSOhE5pXlEURRZBmkYhrAsi+XgUWdV13VmEmQYBmRZhm3bEEWR6dKBdZMV6vby9wuAZWH1z+ES+Bkxug79nYgubQxppoi6wPQa8YSXniNVvbejmnKpIwgCthnSdR0jIyM9ro10sqBj3bIsnDx5kp0IDix18L1Xmthb0PBzlyfPeF+lto//8pMyBAH45G055MzuhktRFLQdH0IUohOISKkRm1OiDSrNjdNxPDo6yuTLA7wxHnroIWQyGdx999145JFHsLq6ivvvv59dfrGR3Cjqhr/H4/ENEmXLsrCwsMAqtPwx3mw2sbCwwM5Z/HwQD0mS8PxCG48dayOMgE/dXoBhmpAEMEJ0NkuYF0RYbHSNjRZqHhbqPhbqHppOCFkEhkwZhbiMQkLGcFxGIS4hb8rIGNJZk1ceLSfAUtPHWFLB4aKD509ZqHYCfPzGDJ49aWGl6SNnSvgXu+MotnyEEZDSRaSNs8us7V8bAGwo2tLays8xUyGVB1805fMO+f/hR2Xo/qlgQbdBJlA040rrHW106PGQ7wY97lgsxsaBeKNF6qZRd63ZbDLjp5GRkQ3jTjQv2el0epzeKceUz3mkv5OHBjnovtH+gzIpSepMqq03Ms+82PHoo4/iD/7gD5DJZPC1r31tw+Vnez48efIkIyNNp1vwsv0In3p3DtmYzNYw/nik0QfqogNAxw3wXx6v4mPXpDGTXR+NoM8K7c1kWUYikUC1WkUmk0E+n2dFPYo3G+D8QRRFLFc3m82yglu9XodlWXBdl+UZk6M67f2pkEEy+LGxMVaAi6KIqUSazWbX/FPQoMoi/rfvHME1Yxpuno69qQ7r2YBUeK+uOji86uBoyUXDCVGIS9id7xLe3XkNhfjW5M103qW5dWrIkXpUURTGFTRNQywWY6SVzo+yLLMYL8dxoGkaG0GitSCKIuanIYoi81ci/wLTNDcUJc8VzhuSSwssdV+pc+n7PkRRxOjo6KazugSqqjYaDbRaLWZ7TYYVtm2j2WzCsiy2UNJiRxsDqmhQNZZmamgeiK7Lz4NEUcTIJN0uGWzwUuNYLMZk1lSp7ieo/KaBKpXxeJwtwnw8AkmgaKPA/x0Ay8SizQttEPgNCz0e+n+eDGuaNujwngNQzI7jOEgkEhs6op7noVQqsXmtTqeDpaUlpgx4ddVBxpBQbPuYTCtveBI9uGLjq09WsTuv4n96Vwb6mkOrLMuwvQD/52NF3HdlEjNZtcd4g473er3OZDq7du3alnDuixkPPvggLr/8ctx+++14/PHH8dxzz+GBBx5gl+/duxcA8MADD+CTn/zkO/UwzxlKpRIMw9hQCGm321haWmIyztXVVXaMHzt2rCfvdjNHyYYT4Z9fa+H6CR0dL8J4JoZCUtvQoTkToijCaivAsYqLY2UXxyouFmoewggYTsiYSCkYT3W/T6QU5MyzI5Sb3V8QdYtMLy87WGp4+JkdJk7WPLy0ZGMkIeO9u+II1h5/1pAgiUJPZ7nfe4GfE+YNr4D1+eLNiqGbdat5AkqVe/o7Gd0lk0mEYYhiscgKtIlEgimTqAjWT27pPNF/2elSA6hTS3mxRL55KTA9BypS67qOZDLZ0yEmMkJ54f3vR6PRQLVahaqqGB4eZo+TsmyHhoZYUdmyLDQajQ1F6a2i1Wqxc3kmk9myeebFDFpPPv7xj58TklutVrG6uoqVhoM/fLSIuCbid989hJgisLxOfj9DijnaF1FB7eGXWrhyWMEVo909IPlRkJkjkeVMJoNarcaMF6kw0u+8PcD5BZIwf7ilnAAAIABJREFUA2CJFEB3P1Yul5lDdjKZxOrqKhtvBMDOK5ZlQRRFFAoF1q2k/XMYhmi1Wl0PHUnFMydaQODClEOUOhGuHFGhittGrRhojTtacvBaycXRkoOVVoCkJmJ3XsVsXsWOrIqptLJlt34APeuEqqqwLIsZACYSCdaQHBkZYefvubk5jI6OstEOXdeh6zp832cjKWRoWqvVEEURc11uNBooFArbst88b0iuZVk9UiLagJMZRKPRgCRJyGQyLIqH3LtIWkISqFarxbqzPMjqnwgetcp5m3jqYDWbTbTbbYiiyORQJJXiT5g8ISTCSLb2ANhjpFkP+pDQY9U0jc1aUu4tSbApAJs3QuAfLz+nyxuqUPg8FQk0TWOGXo7joNPpsGonbZDIGZo2F3yBgOTeA0nO1kCbKzJqSiaTm0YKUMWRjh2aC4uiCCstH3/+bBUjSQUf2p9A+jSmUoQwivA3B5v4u1eb+NBlCXxwf4Jt2Kkb8+DjJdww0TUboGodueVR9h+ZDQwI7psD38n9wQ9+gOXlZfzar/0au/xi6uRWq1XmWsmj0WhgdXUVMzPdCIFKpYJCoYBms4nFxUVW2e3v3JL88LWSix8caeLO2Tiun4wjCPwtE9tTdQ+vrnYr3UdKDtpuhLwpYWdWxc6cip1ZFeMp+awW/M3gBhFO1T0YioCGHeI7BxsII+BDlyWQ0ESsNgOMJmUMJ2TIa0SWj9kiiS/vDcEbGhKoSEl+DXRe79+483Jg3vH5raA/DolIJ21++sl5/3vEF1T550eGjLwzbr98l48BisVi7P/JoZPW2s3MnEhmTCZm2WyWSUx5zwPaYFHuI3Xm3so61+l0UC6XoSgKCoVCT0GTzDN5t/xLBR/72MfOCcktl8t45tUT+PJjJezIqvjt24YgImQFfepI0eeMCAsAVtiZr0eYzWsQsG4oR7PWJKWnPHq6zR07dsC2bdTr9W3bjA9w7uG6LtvXZDIZ9nmkYgXFj8ZiMeaATJdT04jUmiTBJUUAnbssy2LHQ9ON8OiRCp6da+BXbiwgEdMQVyLA32icuF2o2wEjvMfKLk6sFXYnUgp2ZBXsyHaJ72hSfsOiLhVGs9ksi2ainG/yztB1nZHgTqfD+Aid5xOJBAqFAizLYtwsnU7DdV3UajV23t0utct5Q3Kpg0vt62QyiVwu13MyqVarKBaL7MUgsphKpdgwOdBdyJaXlzE8PAzf91GtVtnwOe/2FQQBarUaPM9jJjskYaahdT70nQbVaeGmTUutVmOD6rTouq7LSAtJYAAwaQBlT9EGgDY7ZzLbIiJK909adr4iT+SeJNb0nGh+RNM0FAqFnrkpkoMRQeblPtTxpk1GOp2+pCrRZwM61qgokUwmN3W0Juc5YN28xLZteEGEp050sNLy8aH9CTh+hOQW5C81K8B/faqCxYaP37w5i/2F9Qpz9yQloeEJCD0buYTBTFkAMPl+rVZjle+BRPnN4+DBg3j44Yfx+c9/Hp/73Odw7733XpQzuUQgMplMz99rtRrK5TJmZmbYhj4WizGzH14axeNw0cX3X23iyhEdd+3e+rFXtwMcWLLxykqX2DacEBMpGfsLGvYMaZjNqVv6DJ0J7lrcw8mah3xMRt6U8O0DDYynZNw0FcN4UoYkCix+h2aWksnkppth2jyRwobvePKRDqcz7eBB52xSPNE6wo/mkFSMiq28NJk6uDS2QMog6pb2u1Lz5JlUSqQyoi8i3bS+OI7TEx9E5xlav2iNpc0jjSj1rzPUaQWAdDq9oZNGhicUPyUI3ZghvotDM3u2bbOCND3/cwUyI4qirqHgQA11ZpILbF3Z8oNnjuAPHpnDTZMx/NqNOUTherQPP+5FRRNqLtBe6O8OtwBRwUcui/c4ZlN+Mu1zbNvG8PAwlpaWsGPHDrRaLURRhGw2Oyj2X4BwHIcpOvjZejJBpGgoOifH493jw3EcxgdI9UY+JfQ7X1ik/Tj97YljDfzTa03EVAmfvmsKtutDDJwNoyHbCS+IsFD3cHxN0XS84mGl5UOXBcxkVezIKtiZVTGTVTckdGx2rFNTBOiOlFCiAp33ad6ZXktyuabIJqDL5ei1o8/W9PT0xW08RZ1LWrTJZZmqtzSzSm6zpJGng5FmFykAnuTJdNLarPpGHVvaJFBFL5FIIJ1OY2VlBbZtI5VKod1uo9PpMNMIqriLoohMJgNVVdHpdBh5pc0AHzlEHwBJkpBOp2EYBjPMIqkz3+ml16S/Is+7MNNmiP6XngN94GhDQV1fqlyHYYhYLNazmQiCAO12m33RRgxY71pT1Zzy4AYn/O7miYoIgiAgkUhs6AiQKqFUKrGKIb225baPbEzCV5+qYiar4vYdMehbdO57+mQHDz1Xw2RaxW++K7NBzqzpOv70ySLGEwL+5d40e4x0XKqqyk4y8Xgcuq5jeHj4HL0ylya++MUv4pVXXsG+ffvwmc98pueyi4Hkknomn8/3/L1SqaBWq2F6ehrVahUA2AgJsNHlOIoiHC662FvQ8d1DTdw6rSMXW+9u8W6QAFincrHh48VFGy8sWjhe8ZCNSbhiRMP+go69BRUJ7c2T2iiK4IfAj4+3cbziIheTceesiUePtTGdUTCTUXtUFUSStss042zgui7rStI8FJ/LDqzLhEktRHJaioyg6/CElZ+j5UdpiMTy6w1PMPrvjx+d4QkJreOGYWw4ZxI55+XK/eZPtNZTF67T6fREr1FR0fM8aJoGWZaRTCa3tVhLayhFlPTPq19sKBaL+PSnP93zt3w+jy9/+csAzl0n9wvfeg5q5OLDl3dl9YlEgh0fwLqfCUksgXWCe6Lq4tGTET5+bQzgVAL1er1H+ddsNrFjxw7Mzc1heHgYtm0jmUwOCr8XARzHYQX9TCbDznme56FSqTD+UK/XWYOKyC81mYD15g+dr2hvTbFiiUQCtm3DsqzufXY85JMG/vzZMo4VLVwxbuK+qzJotC0oYu+YytuBlhtiruLi+NrXsbKHlhsipYuYyaiYySrse1KXe8ZgNnusNNZC8mQaRyK1LPkc8A05AOz1liQJIyMjF7fxVD9838fi4iIjr9SFpcW13W6jXC73HGTU7aQTHnU9yTyCN43q14mTLDqVSjGJsGmaGBoaYl2IMAyZeQZvYkDEm5894qvcpmmi1Wqx2UcAPc7KtIEgEk0bDCLRRFBpcaf7pbkBvqJEpJY2FP2kl5fEUfWTZoVSqRT70EfRugswVeF5Qk2GC7qub3CdvBQQRRGLsSLQ7BoVIeiY6e+OEI6WHPzdqy1IIvAbN2bOypK+6QR46Lk6Xly0cN9VKbx3l7lBepJIJPCXLxSBwMf79ibYyUnXdeYqSMdAOp1GFEWYmJgYFC62ERc6yaVNQqFQ6DlOyuUyGo0GpqamsLKyws7BZAjUT3BPVF1860ADE2kV91yegCIJGwgO//NC3cdTJzr46YKFYjvAzqyCq8cMXD2mYzwpv+ljtuUEMFUR33ixjhM1DyMJBb98bQrPLljYkVV78glpHRoaGtqSGdE7BVofW60WBEFAMpnsiech+TORTfpOzv20hlA3gjf3ovWNvvoLsPxmiNYbisij7i1Jjvk1gzaI9EW3E4vFWGQQgcxgaK2nkaF6vc46NWQgQ3F+lCLwdkqEW60Wm+ujwvalinNFcldXV1Eul1m3jTxWqDADgDUceCw3PdxwxV4sL51C6K/PX9q2DUmSMDw8zFR9hUKBjWKQ7PxSkpZfCqAc3CiKelIBqONLClGKCqU9OSlO+fFDvrBHJI0Mlkhh6rou22uFEbDaDjCZNfCfH12B5UW4cSqBu/bEUWo6SOvr2c+buYJvB6IoQrkTYK7qYa7iYr7qYa7qwvIiZGMSdmQUTGdVzGQUTGdUmOq53++Pj49vUIadC5xXJJc6q2R4QSYYtVoNyWSS6blJW09SA5JDkQ21KIqo1+vI5/NsQJo6rHQgEmmkSjARXhpWJwJAHVNN0zA+Po5GowHDMBCPx9FsNlGpVNhiT7Jnkkh1Oh1Uq1VGiIkg84YrfKeUHJnJqYw3DqGNBt+15UGElv9Q0H3ykop+sirLMtvoAOuklZfZUjQDvc50P4LQjTCiOeFLQcrs+z6LjALAKnckNacNIj9/Re9xFEV4reziyXkL147rSOoi4qqIbGzrC2gURXjyhIVvvFjHkCnhN27KYCSxsfqVSmfw5Otl7M6syygBMEMNeu87nQ5Sqa4N/tjY2GAx32ZcyCSXOmKjo6ObEtzx8XGcOnWKSWQbjcYGErTc9NBwIhiKBF2OMGTKbDa8fylabfl4+kQHT52wsNz0sXdIxY1TMVwzpr8pF8soirDaDjAcl/HNF+t4rexiJCHj12/M4FTdY/OzBJodyuVyF+zngsZViGwR4T0TbNtm791WXC/5943MqVzXZUSUlz1TdZ/OP/zoD5FfPrKCN1jk5c6xWIxFf9AaTP9H90Mzu1RYfifQarVg2zbz3jhdDu/FigMHDuBLX/oSXn75ZVxxxRX4kz/5kx5J4tmeD0+dOoVqtcrmZckMiJQJfAcX6B4HNSvAnzzdwO/eXoApr8elULMilUqh0+mwMbNkMolisYhcLnfJvV+XGmjEgbq2qVQKkiTBsixmOJZKpdioBK0JZGZ76tQpNs5IyhdgPdebGh2ZTIYROD7f2/M8OK6HmuVDk0X8+bMVVDo+rhrVcftsAgcWOxhNSCgkZGYi+ra9NlGEYivAXNXFXMXFXNXDiaoHJ4hQiEuYyaiYzijM2Gor6kPez4GPWJUkCTMzM9vCH84bkkvh7zzB4oe/q9UqM0Si7hkRRXI0Jvkv5WIRmYyiqEc+yleyaT6RKtwkb+aNmdLpNIsiom4wdZhJEkYdYwAszzaKop7HwZNafjGmt8ALQgQhoEgCVlseorCbdZiOKVhp+pAkEaYiwFQFOF4ITRahquumJfzGgMitbdusw9tvFhIEQY8pA+VU0uOSZZltcqj7V6lU2POj1z6KIib3EQQB6XT6DTdSFwpIkkfGUHQyI6kUEUS6nI4b2tRFUYS5qgfbC6ErIp6Y7+Dm6Rh2ZE4/f306nKp7eOj5Gk5UPdxzZRp37jR63FnpPjO5PL70yOvYkZHxnlmTyT7JaVIQhJ6QdD5XcoDtxYVKcqMowtLSUo9DLdCVKNfrdQwNDWFpaQmFQqHHLI8QhBG++VIdK60A916RxGRa2SBHBgDHD/HsgoXHjnXwetnFTEbBTVMx3DRpvKH52maPebHhYygu4weHmziw7GA4LuP+69OwvBAJrVdWq+s68vk8ksnkRbmxDYIAjUajJ8ahXyLMgzrC7XYbURTBNM0NXdU38xho/aDOxunm02jN4p0+CUR8yVCGTBLb7TY7r50v72Oz2WQxGZVKZcNn6FLG2Z4PV1ZWWF4pJVyoqspm0vkUDNpbPfhkDf/q2iGMJwTWDInH46jX6z2eI/V6HdPT0zh27BhGR0eRzWa362kPcB6Cxj1I5ZZIJNjfNE1jPIDm7akDHAQBqtUqarUaa07xSSi8vwIdbxRHRBGmZHZGhnye76Nl+3hmwcZyw8dMVsFIQsFfvtxAIa7gpikD+ZiAU3UfaUPCkCmdlRLwzSKMIiw1fMxV17q9la6xVRACIwm5R+Y8mVahnkXsXj6fx8jIyDl/zOcNya3ValheXmaklBY26hRSx7HVarEKMHVY6eA7efIkBEFg9v9U5QPAchxp0JkMKkjyQiYUPLklPTmdOHnZAN2uLMvIZrNIp9NMQs1394hAH1npYLFmA4KA23Yk8JVHF9GwfExmdXz8ljF88ftzEBBhV17FBy9L4S+e6w5mT2VU3DwVwzdfqCCCgPG0gpun4/jqE0W4fog9QypunYnhT5+uQpVEXDdh4LoJE0+faCMbk7FzKIbJfAJRGDAymkgkmGybz07kq+X0PGljIcsyYrEYk2yQUQNV/EkiTZtFMqniDcHOd/Cycerg0/FAnX96b0le1y8JBwA/jLDS9JE3JfzhY2VMpRXcPG1gNvfmhuqbToDvvtLEj15v4/oJA794bQYpbd05me/cFwoF/PClU2g7Hm6Z6hrP8KoAOsnS54giLfrnKwfYHlyoJHdlZWWD2Q/N4JIz5cjICObn53u6t1EU4dkFC1ePGZivutid15iyhMfJmofHjrXx5IkOVEnAbTMx3DZjYjhxdh3Uuh1AEgW8uGjh0dfbGEsquOfKJHRZ6HFUFgQB8XgchUJhgzvvpQBaB6kYQXOxpyNfNB9L8/uUDvB2ziETSbdtG4ZhsPlcPtd2O/MW3woajQbrGq6srAwksGs42/Mhdc9ImaCqKlurCbRni6IIZQsYy8UhhD7rqFO3NwgC5PN5tt5ns1kUi0UMDQ1haGhoO57uABcIHMfpUX/KsswIKSVl0LlIURQ2CkH+LGTmysuZ+b02z20A9PgOkN8N7TdJ6mxZFprtDlYbDjRZhB8JePZEG5WOj6vHDARRhO+/0vW/+MC+BDRZwIElG0ldwjVjOhRJQMcNkdRFmKr4luLyePhhN3t+ruJhvto1tjpV9xABGE8R6VUxnenG9fFqKYIoipiamtqWRst5Q3JbrRYqlQpz7oqiiEXhUPYekV9gvfNILW/qrJHUgGRPROZIkkwdT6rmVSqVnixdvsspSRIcx2E5t+ROTISYTD7o/qtWgFInwrXTafzZUyUsNTykDRG/eVMGf/lSFVlTwVhKxf5hAzXLh6kIoPfbMAxmAmVZVs9sMQA2MwV0NyR895a60NVGC5bdnWc6tGqj2gkxklSR0oGHnqsCEHDn7iRmsyoOrVqYysawZyyFXNJkToQka6b5LPqQU2edJMrJZJK9rqIossdLsl0i1CRjPl+q6jz42S76GNBjpuo70BtnQZ173tAliiIU2wEKcRl/9kwVxZaPK0Z0fHB/gpHPNwPbD/HDIy38/eEWRhMy/tVVKVw2YvTMa/BOp6KexENPnsTHrkmxzi0pDui5UQc3DEM2I9YvPx1g+3AhktxKpQJVVXsWoGq1ikqlwgp55KDMY7np4S+er2NHVsUH9yegK1LvOS2M8NMFC/94tIXjFQ+Xj2i4faeJq0b1TRfCzeAGEWwvxFLTx18daCChifjI5UkMJ2QoYq9iJpVKMWf5AdZBsk8ySgLAYjU2I71U/OM3crquIxaLnXPiRmaInU6nR25Nrp1Edi6EURkyfKTz7uCc++blykB3z0R7FmDdHJP+9t1DTaiKgnuuzqHdbiMejzOVX6vVYs0RYN2/BQBmZ2fP8bMc4EIGb9BH+3AyWiL1YrPZhO/7PTGg5LLOj2zwEUa8CRM1xWifmclkzrhnbrVaLO+X9v88BEFAJOsodiKs1jsYMwWsNF08u2Chbgd4/544lps+jpZcTGcU3DRpIP4WDBv74YfAydq6zHmu6mKx4UMSulFGM9x879haOsHExMS2+Ba8ZZL7+7//+3j55Zdx2WWX4fd+7/d6Ljtbkru4uMgOBGr58+SDOm3swa8RLpqncByHdVapEkNkV9d1VKtVRlDj8ThKpRLbuFG3S5blHkOLdDrNDAloDjMMQyw1PMzXAiw2A/zyjQV89SdLcPwQUxkF79ttoukEMJV1aTDvdEwE3TRNFjJNZlgkvyGySHp1ul8ym+LlsDxItnq6tzWMIjSdEAeXHSw3PewtaAhC4O8PNzGaUPAv9iSQNmTIkoCYIvaYafGzL/1xEPQh5efw6DmQiUk8HmcZyNsBfu6Yig98EYRev37HUXp+PKknSTLdLn99kmwU4jJ+eKSFF5dsjCa6MkgvjN7y7ETbDfHPr7fxD0daiKkC7r0ihZt3JHrmqXkzH1VV0QhU/Od/mMevXp/BRFJk3WYArBhCRgqO4yCdTrPO76Cj8PbhQiO5NFfOS/dqtRrLGqW5I3LDB7rkdb7qIqFJCKMIo0m15/PTcUM8dryNfzzahuOHuHPWxB07TeTMrR2HXhCh6QT4i+frsLwQ79+bwN4hFbIoQBLXXRvT6fR54Xp8oYEKzP2utSSz6z9/0xpGxonAeqY7OWduFf23RR13mmmltU8QBObmeSGRRSK622GwciHibM+HJ06cYL4o/EgEGX2S8urQqovH5zv4n+8cR6fTYQUQ0zRZlAwvER0aGkKpVMLevXsvORPNAc4elL9LjScy0qMRSH4PTHtJcqfvdxjuN4el0UZeNcpf90yUjeJK6X7oc5FIJJjyJggCLC8vo1qrYbXZlR7vL2j40ett1O0Q75oysCuvnrNOLz2HSFRwsu7h9aKF42UHx8oOlhoeVEnAdEbFb921B7ftHztn98nu+62Q3IMHD+LrX/86vvCFL+Czn/0s7rvvvrecCem6LkqlElqtFlvM6CHyQ8vAuiMjDYybpolGo8Fmdkn3TmS1WCwyYlmpVBhpow4tzQvJsoxUqtsNW6k0oEjAoRUXzy50sNJw8R8/uBuvFD20LRtZ2cXOnAZZltjBSrdHxI8OLIoK4mc2gd7Ihn5zKP4A58Ef7P3dQiJBZHLFG1fRB4g3pfJ9H7brYaXpI66JOFnz8M+vtdHxQvzStRm4oYCmE2IipSBvAKKwnlHMOy/zMnOeSNJzoM2mqqoYGRnZciYWzQ4TQaXOaj/ovnl3auo2E+ml44lec+qGUoGB7odHywlwouZhPKXgmZMWfrpgYTQh454rkxAFATFl8/fobFHu+Pin19r40ettZAwJP7svjltm4ojpGjuZ0vOix6tpGqxQQr3tIAw8ZHWBHUf8vFI2m2XRL6lUiuVjXiyz0xcKLiSSSws5HynVaDSwvLzMCA9vwgYA81UXX3+hjltnYnj3DrOn2FJq+/jhkRZ+cryDtCHirj1x3Dod65ERnw5+GOF7h5o4vOpgb0HD3fsS6HghM6ASBAHZbHZAarcJVFylzgGBzxalnwGwGAlSBPHgSS+tl/x6SPI+HmTMSKqrCxm1Wg3xeHxQXMTZnw/r9TpWVlaYyorvflFHq+GEMNXu/kSIuscXyT+pmUDeKr7vI5FIoNFoYHJychATNMBZw3EcVrwiU1oimqRG5RV3dI7k97N8Ljntz3kFJW/cR99pn0v8htSo9Nng1aztdpv56PS75ZOnUBAEeL1k46cLFn7+iiSeOWnhmjF9W2d9LS/EiVp3tvdfXjeLq3YUzvl9vCWS+9BDDyGTyeDuu+/GI488gtXVVdx///3s8rPNya1WqyxygoLsiUTFYjGoqsq6nhQyH4vFmAsyHRREhPmDhWZISb5JVY1WqwVN09BotbHc8FALNOwfTeCJIyv48etNxDUJn/iZcUSijCjwcNmOUdhrVW7XdVlOGxE96hpTdIzjOMwUgc8RJOkozTltlmfYX7XhD3z6sNDJPZlMQpZlRgjJgIv+n6KMyPWSPlg8EeWrSIQoirDU9HF41cFC3cPP7kvgyfkOlpo+xlMK3jtrQhAlmGtSh/4q1OnQL6GlY2CzDzQffUQbqn4TLeoAkL07L2Hiv3h5ef9cINCdfz1SdHGy5uHKUQ3FVoBnFyxMphW8e0cMaUM6pxWuMIrw8rKDx4538OIpCzNZBR/Ym8B1EwbMtWObP0Hy8nHdMPDtF8ootz18/Po0i//go6Q8z0Mul2PSPtM02UxJKpU6Z89jgK3hQiG5YRhieXkZIyMjjHA0m02cOnUKiUQCiqKgVCqtx7UFEbwgwk9PWbisoGE8F2eFmdWWj+8fauKJ+Q5mcyretzeOq0b1N/wcHSk6ePpkV171O7fmcGjVwa6cCmXNzCKZTGJkZOS8l6lerKANEm3U+sc4zgS+EMsXJWlt24zoDnDx4c12cgGwDXwURWwfWGnZ+L/+RwX/4X2TSBkK2u02crkck7uTuo+yT3myMDU1tV1Pc4BLADT2QeNgiqIgFov1qE2okUaxkv17UL5hRHtVOk/yZlVkBJjNZjdd/6IoguM4bN6cztE0x07u5I7jwHEcZuLG7sN18fhcBz8+3sHN0wbeM7u9pqSCIGBmZmZbikxvqZRI1S+gm8l59OjRDdfZu3cvHnjgAXzyk588423NnVrFV354FFlTxd5hA1eO+nitZCOtS8ia8oY8NDIDIiMgmp8lQkSteqrWBWGIRstGww5hqiJOVCt4fK6N1XaAO3aaCMIIB1dcTGZcjBkebp3W8YErhjAyMoJms4l6vQ7DiKHdajGCGIYhHMeBYRhMo0/yvk6nwww6TNNkBzZVwqMoYrMlADYQtn6DKx50OU9qyBCEvx3eYZDyLfuvQyS5v8NLhCoMQ0ykJYynuh+kKIrwwf0JVDoBFuoeJFHA371ax6FVB5Io4FPvzuHAko24JmEsKSMVUzcllPT8aLCeQB9CkjoT+rMc+Q7yZuBPKv3323ZDrLYC6IqAIAS+e6iBhh3iPbtMDJkyyp0A+woaxpIKZnMabp6OnfHYfTM4Vffw9EkLT8130HS6EpH/eNcQdmQ1FsnUbrfZc6H3g8i6aZp45JUKVBH4tetS7LMRhmFPptvQ0BAajQYsy4JhGCgUCuh0OgNjjQHOiGKxyOLYgK4xxqlTp5BMJgF08yoJiw0P/9+zNfzc5QncvjPOFvvlpofvHWriqRMW9hU0/Ps78tgzdHr1hh9GOFx08NMFC/ddmUKx7eO2mRhmMt3K91XjcUxMTAy6LecJaK1QFOWSNO8a4O0Hqb9oBIqk3+Sh8d+eqeHjt4wiHVOZsWir1YKu68wll1yYKT2iVqthz5497/AzG+BCB41P0rmQTEypKEPKOnJu5lWp/SCSSySUOAfdB3V4acSTbp9v6PBNPzLGIg5CRBzoFotM02Rd51QqBVEU8TNCEbfOxFCzQhxcsXGq7uO9u8wt+WWQgovu/40aX+Tkf96RXMquBbqzW7QB4rHVKt3oUAa/eccMqm0fiiRA0RTM1dqotm3M5A1cPhrDH/1oGWEQ4NpxHfsLOh5+sQZJFHDjpInZvI6/frlL4q4Z0zGe1vDHW4GFAAAgAElEQVTw81VEAN6zO4mMDvzwcBNJQ8aNEzqG4jLu2JtDSglgyN035bqJdZmwtpatW6/XWYWj0Wgwg4JsNgvDMJjlOLmq0RtJFRwKj+YHzQGctkpNXWySPPDzunyXlX7ejMS9USWdv85m/0/zA5uBPpQ5U2YzdB+5PImPXN7dpNIH4MCShUdfD/CJd2Xx4BNlCBAwlVFw974EjpYcxBQRKUNCXO3tyAJgH8SzRRhFCMLuprvphIipIjKGhL99pYFKJ8AVIzr2FTR85+UGCnEZ14zrmEwp+OVr00hycSI7sue+MxRFERbqPl5YtPDMSQtLDR+78yo+sC+Bd00ZiOsKMxSr1Wrs/2gGmgoQkiTh5VUP84dXcc9VWTY31y8Jd10XQ0NDqNfrzDxtfHwctVqtR346wAD9qFarME2TVYjb7TZOnjyJVCoFz/NYxh/Q/cz/zcEmfuOmDArxbpxYseXjrw828PQJC5ePaPgP78mf1lncDyO8utqN9jmwbKNmBbhz1kRMEXDbjAnDMDA5OTno1g4wwACsqQF0i/2FQoFFt7ihgN++YwL5hMYaHmEYIhaLsfE32t8lk0k4joNqtYqpqakLaq57gAsD5LpMijky7Os3+TvT/9Mo5lZGG0g9yvvRMKXVWteYItf4THEenudhYWEBiqJg9+7dmJubw4gmIKVLWGm28J9+VMIDt2WReAOTKhpRYnxqbXyT4uj4MVRCLHbum0nAOZjJffjhh/H5z38en/vc53Dvvfe+6Zlcqlr0G1W4rotKpcKMKMh5zDAMRIKIWr0B33OhyAqgdOcspChAo1bZIJ3aTJ5K4Dub/WZL/G3QwdEv9eXltwB65tT672ezlzyKIjhBBMuLYHkh3CCCH0Tww+5GsPvVzZv0w7V4H+rYAhCE7ncIgCwKUEShWyyQurm7678LUCUBmiycU9ntmRBFEep2iIYdYCqj4ruHmqh2AqiygI9elcSXHi0hjIDRpIJfvjaFP36yAk0SMJ5ScNfuOB56roYIwFhSxh07Tfzp01XYfoTpjIL3743jwccrAID9wxrunDXxvUNNJDQJO7IKduU1VDo+Moa0pdm/cwmSPh9YtnFw2UbNCrEjp+KGCQM3ThrImQozaCEXUQLJ9ehkQXK+b77UQKPj4t/cMYVOs0uGdV1niz+Zs42MjKBSqbCK9c6dO1EsFgdOyu8wzne5MhkOUaSUZVmYn59HKpViTuRA1xztoedquOfKJIbWil0NO8B3DzXx6Ott7Cto+PkrkpsWjKIogu1HWKh7+OaLdVw2rOP2nSaysa4CIRaLIZfLMefKAQYY4OLEm5nJXV5e7on/abVaePKEheVWhE/cPgXHcWBZFuLxeI9ZJ/kIkJcL0DWiGhs792Y3AwxwoSKKIpRKJbTbbcRiMVSrVcZbqm0Hhizgr15u4O79ScSUXpNW8uXh/ZT4MRRSjpJ/Ax/DOTMzs2WfnrPBW3ZX/uIXv4hXXnkF+/btw2c+85mey87mBOa6LsrlMuta8t0rTdNY25uXRfUT2H5iSRlWsVgMjUYDQRBAVVVmIc+DXMjoRe50OsxAia9KbBVBGKFuB6haARp2iIYTomkHaDjh2u8B2k4Iy+9GYFhehP5bl9YIqyyBOYcq4jq5petHERAhAj08P1ybkQu7RDk4zcPWZQGGIkCXxe53RYQhr31XBBhKN0+L/4qrIkxVQOwc5mzxIDmxE0QQICBtiCi111yEJQFJXYTlRdBkYcsxI28HKBv3eMXF0ZKL10ouVlpdI68rRw1cMazh8hENKaNr9kXHNM1OE0iqTHFWdJJ45pSL6VwMSTVCIW0yqXuhUECxWGRE2fM8jI6OolwuM9XB7OwsisUihoeHL3jTlgsd5zPJ9X0fxWIRIyMj7Nicn59n3gG0MSx3fPzJExX83OVJXD6iw/ZC/OBIC48c6UZd3XdVCvsLGxcrx+9e78CSjZ/ZYeLWmRgkoVukoZi2TCYzMOQZYIBLBGd7PiyXy1hdXWXdsUqlgvmqh2+/3MQX79kLx+qwKBdqVliWBVmWmckiST2DIMDOnTsHs98DDLAJLMtCuVwG0FXqklGvZVk4uGzjOwcb+IWrU9id19joqKZpLGKJ9q7E44B1ZWIQBIjH4/B9H4bRjcUcHh7eFsXWeZOT22g0UCqVAIAFJadSKYRhiHK5jCAI2ElKURS2Meo3aCqXy8zIKRaLQRRFJv/M5XIs349Med7s0w+jCDUrwHLTR7EVoNzxUe4EqHQClDsBalaAMOoS1YQmIqFLSGoikrqIhCaxQGaDCKW8TiwNpdtxPVckkrq/XeLb3WzaXtRDsG0/ZF1k2+9+t7wQbTdCywnRdrtf9GoJAAxFWCe/2kZCbKoiYkqXEK//LjLjmAsRbhCh1PZRagdYanhYqHs4Vfex2PDgh8BwXMbuIQ17CjpmswqG4xKbE6fqFW9URqCqMxmoUWWs5QFffaqC2ZyOj94wjE6zG9UiiiKGhoawuroK0zSZgzRPcGVZxuzsLFZXVwdRQecJzleSG0URlpeXUSgUmL/B3NwcDMNgUr8wivD4XAc3T8dgeSFiiojHjrXxN680EVME3HNFCtdP9Ea6dNwQT53s4GTNw69cm8aBZRtXjhhIpxKsshuPxxGPxwdd2wEGuMRwtufD1dVVtNttGIaBUqmECN08UElWoAseDMNAu93uMeGMogi5XA6O4zCz0SiKMDExsW0SyQEGuBgQBAGKxSJEUWSEV9M0dDodtN0QgSBjsWphR1aBrkiMj1F3l/xjKGOYQHFLZCYrCAKmpqa2JRnhvNn1kmsYGexQ9iKZ7VD3lc8u7Y8Y4mcuJEliA98EepOAbueYwsPJRGozwuv4IU41fCw3fKy2A6y2AyzWXKy2fLhBt6NYMGXkTAm5mIyZrIZcTEY2JiJrSIhrb58s+HSQ1rrAGnu331w3L4wi2F7ECG/bDdHifqavUttHywnRWbtuxw17usmqJHS7wWud4tjal6mKMDlSrMkCNHnt+5rEmv6miJubcr2p5+R3n5e9Rv6bDtdxX+u+VzsBSm0fNbt7/CU0CaMpBeNJBbfv1DCZ7oZaG8r6sL+qqj0uebzBFtB9/KZpMjds3vxrpR3imZM2PnbTKP7tu3Uk5IARXAoJX1lZQSKRYBb1Q0NDPRLlXbt2YWVlZUBwB3hDlMtlFkPgeR7m5+ehrvkSRFGEqhXgvz9TxWXDGkQBWKj7+PrzNTScEB+5PNGNCxLXs/yOllzszKn464MNTKQU/MJVaWTSKdxVGGJypXQ6PYj7GWCAAbaMdDoN27ZRLpcRQsD//UQN/+a2YcTgIpfLY2VlhSnwaG9I3hSmaTIPi2QyOSC4AwzwBpAkCSMjI6jVashms6jVakzlaqoAEGIOMr78WBn/+qYcJjMaU7/S56/dbkOSJCSTSTaSp+s6yzynxJsgCC5ukkvyET4omW938y8aXQ5sHllDxIJAchR+Jpf+RjNmYRSh2A6wUPNwqt7t0C3UPRRbAQQBGIrLGI7LGEnI2LvLZD+n9NM7pF1sEAUBsTWp8tl489K8ccftdobbboiOF679Hq793u2ML9bX/+YGXQLq+hul3ALAJMvSmoRbEgCx52cBiIBgzZAqjLrS7TDsfnf8CG6fllsQgIQqIqGLSGoSUrqEjCFhZ05DIaFgyJSQNUTostD3f+umT3RMknlWf/GE8onJiICqzVR0+cbzZay2Q9x7TR7tVhNq4MMJuvcxPj6O1dVVlu/XarUgiiKSySQajQZc14WiKNi5cydWVlYwNDQ0ILgDnBEUr2EYBoIgwPHjxyGKIluQmk5XmXLPFUnENRF//EQFLy7aeO8uEx++LImYui73e3HRwvdfbWFHVsFESsFv3THF5EhRFCGRSCAWi10y58wBBriU8Y1vfAPf+ta3AAD3338/PvzhD7+l2yPTHgD41oEWbpyMIaWLyGQyKBaLbK0lWSUV6jKZDBuFo5SBAQYYYGtIp9MsiojMcAnXjCiYSOZxcNnBWFqDqqosk5r4HO11ZVlmo1CapjGuRuN724HzZvdLttdAr/vvZm7B/HUB9BBjXupJ1+03nAqjCEs1B3NVD8crLuarHk7WPLhBhJQuYSIlYyKl4JoxAxNpGaMJ5YKW2L7TEAQButyd/c2+ieJpFK3LrB0/6n4F3e/dmeMIYQSEIdjPwRqRFQBIIiAJAsS170SKNXn9celK92dV6s0iBrBBWkydWkVRejJ3iaxuZi7G3x5VrSg/GaKMZ0508JNjTfzr2yZw79U5BJ4DwIXvr3WOEwnE43EsLS1BlmUYhoFms8lyhik7Wtd1TE1NDSTKA2wJvu+jXq9jZGQEQRDg2LFjLALICyJ8+0AdYQTcd2USf/dqC39/uIm9Qxo++74CxpIKoijCKys2Hn29jZumYtiVV/F7H5hAIZcFgB43+sE8+AADXFq49dZb8dGPfhSe5+EXf/EX3zLJJdWdJEm4ftLEVeNdB3ZKvjBNE7Iso16vMz8WSr+gMbVUKjU4Fw0wwFlC0zSMjo6iWCz2eCCFYYjhhIqcIeLxuQ7mqx5+4aoEJsbGUC6X4TgOywemzF8yneL3xNu1Vz1vdsBEWonN04vBs3saWN4sdxXYnBAHQYBSJ8BcxcVc1cPcGqm1/QhDpoTpjIrrxnX8/OUJTKSVN7TGHqAXfhghCCNIooCGHSCIAE3qmlcVWz6CKIKpdueQy20fkigwKbIbRDCUroEVHex8B54gCAJUCVAlCYmzMF/brGiyVfSrAfov64+E6r+cHjeRW1550JXgSzhWDeCHPnRFQseL8MDtw9BFB5KgwFs7viVJwuTkJFZWVrC8vMzkze12G7quwzRNNBoN+L6PZDKJ4eHhgcnUAFtCFEUoFousq3H8+PGegPpHjrQwlVYRUwX8r3+/CkkEfuuWLK4e1eH4EY6WHKR1CQeWHdx7VQr7pwowDIMtaqlUalvcEgcYYIALAxMTEwDW0wLeKoIgwHwtwAvLFn7p2iwEQYDv++h0OjAMg42pxWIxljSQSCSYL4uu68y0aoABBjg7iKKI4eFh6LqOpaUltkf2PA+qquKWSUCTRfy/zzXxiRu6zZnR0VHMz88zNRcZAFOzRxAEeJ7HZnTPNc4bksvnwBIh6M9aog4adco2I7peEOFEbd3h9rWSi5YbIq2LmMmq2F/Q8LP7EpjJKIhfooQ2jCIIACqdALYfQRCAQlzGC4s2bC+EqYq4bFjD3xxswvZDDCdk3DIdw4NPVIAI2FvQcMdOE//PUxVIooCrRnTcOBnDXx5oQBQF7B3qvs4/er0NUQD2DGmYygA/PNpCEAL7CxqmMgr+8kADlhfipskYpjIKvvliN5P4jtk4prManj7RRlwF9g5pSOsSOl6IlC5tuat+psio7QDNjvNmaLwioe34WGn6GDIl/OFjy9gzpOPOPRlMZVTsG8Fatctjc+iFQgFBEODEiRMsuJ7mb9PpNERRZPbuuVwOiUQClUoFIyMjA8fIAd4Q1WqVBb8fP36czYU/drwDP4hw67SBrz1fx4FlGx/cn8AH9iagSAK+9VIdr5Vc3DFrYv+Iid9+7zA7P2uahnQ6PZAjDzDAAAxf+9rXcNddd2162d69e/HAAw/gk5/85BveTtsX8bUXavjddw+xzbJlWSxTtNFoQFVVeF7XhIqMpizLQiaTQS6XG5ybBhjgLSKVSsEwDBw5coT9jQjr9WMKbpgw0BQTOH6ygl2dDnbs2IHl5WU2GkWeSKS09TyPEeVzjfPGXbnZbGJhYaEncxZAD1nYrCPXdkO8XnZxtOTgtZKL4xUXUQRMZxTszmvYlVexI6sibVz4hLaz5njsBRFGEgpeXXXQckMgAm6YNPDI4SYaTghNEvCRy5N48IkyWk6InCnjN27M4P94tIQwjDCaVPAr16Xw356pQZcFTKRV3D4bx49ea0KVgCFTxt7hGE41IyQMBQldRlKXEEYRsNbhdF13g7M1FSDIdInkvHx3qN/Ruv/9jKL1edmTNQ8NJ8RYUoEfRvjHoy3UrADv3WVCEIAfvd5GWpdw56wJVRaw2urm4Q4nZOjbnInLF1z445XPAyt1QixUbVw5ouFL/7QI1w9x/aSJD109zKpYNLtLXWFR7M4XmaaJxcVFRFHE7NlJ3jwxMYFisQjbtpkxAL2+mUxmsIifxzhf3JUty0Kn00E2m8Xx48fR6XQAAP/1qQrShoS4KuJvDzWxI6viV69LoeWE+OGRFu6/IYO2E2Km0HVH1jRt4I48wACXOIrFIj796U/3/C2fz+PLX/4yXnzxRTz44IP4oz/6ow2dmrM9H766UMH8wiImk911kjJwydQmDEPEYjHYto1EonuOKhaLME0TsViM5X8PMMAAbx2WZeH1119nv2uaxpS2bTfCn/20gVt3pnDDiIBsNgvXddFoNBi5DcOQ/c/k5OS2mMGdNyR3ZWUF5XKZkQaareU7tlEUodQJ1jq0Do6WXCw2fBiKgF05FbvyGnbnVcxkVajnyQxtEHajemJKl4RVrS5RvWZMx7MLFlZbAWwvxH1XJvFXLzdwqu7DDyP8u9vz+LOnqyi1fWiygN99dx5//tMaHD9EypDwC1el8E+vdQ0YUoaEm6ZMHF61oUgiTE3EWEqDEwCmrkBcI2SE/mIBvd68SzWRKgBMbrtZwYEnefSdvz7/3vUfalvptPIy3344foiaFcJUBVStEAdXbNSsADdPx3Cq7uF/HO9u3D96TQoNO8RCzUPakHDlqIYw6kqtDVlE3FCgKgrrwlLUDxF1SZI2SJ8jAE3bR93yMZ2P49njFRxabOBUpYPfuXMS/+n7r8L1AuzIKnjfvjRUTUfcjMF1Xdi2Dcdx2PMnYpzL5aBpGpaXl1nWHxUJgC6BpblcsmkfHx9Hs9lkRGOA8xvnA8kNggCrq6sYGRnBa6+9Bsdx8NKSjbwpoWoF+PZLDVStAL9wVRLXjul4ftHB0ZKD9++NY3YkjTAMkclkmJpggAEGGGAzrKys4FOf+hQefPBBpNPpDZef7fmwWCyyc1cYhqhWqzAMA57nwXVd5PN5lEolTE5Oot1uo9lswnVdpFKpgcJpgAG2AUtLSz3JNeQTY9s2LMfFEyc9/PK7d+PkyZPQNRWSJMG2bdYoIoPWnTt3wjCMc/74zhuSu7CwwOYmCEEY4WTdY7Lj10oOanaIfEzCbF7F7jVSO5qUe2J6+p1uqQN2uhnKs0HHC1HpBCjEZTbf23QCvG9PHI8e6+DgSvcN++1bsvj7wy3MVT3EFAGfeFcOT853UHdCxBQB79kVx+slB0EE6LKI2byGlhtBkURoUtcZmCeR/Jwnn7vaT17pO18g2Mw4qZ+YAusGS/T9dCSUiCDJDTbrvtP98vdBf+93w97MqOl0oPvj46M2+19yL46iCOFaBMpSw0fdjnD9dBKvrjp48VQbHTfAL12bwdPzLby4aEEA8Imb83j6pIWDyxYEQcCn75rGI6+UcXCxW1T493dN4rsHSjhZtZHUJPzKDXkcXul08/hiIgrxbvA8hV232202pM+/j5IkQVVV5HI5+L6PUqmEMAxZhjPJP2RZxsTEBJaWlpjduq7ryGazaLfbAwflCwjvNMmlPNx8Po/Dhw+j5YZ46LkaVEmALAI/Pt7BrdMGrhg18E9HW7hz1sRNUzEkk0mWNzkopgwwwABbwWc+8xk8+eSTGB4eBgB89atfha7r7PI3Q3LDMEQikcDKygqTOHY6HaRSKdbVpb1GpVJBoVBALBaDaZrn/PkNMMClDtu2mRSZOIMkSSwisFQq4bWSgx8ec/Gb78pCE0O2j6e4LwAYGxu7uEluuVzG/KllHCu7OFK0cbTo4FjZhRtEmEwr2JVXsTvf7dZmDGlT1+RzhbYbQhaBuaqH5xYslDvd+IyDKw4OrzrIxiR8cH8Cqy0fLTdEQhMxk+lqyTebF+2fJyZySGQVWCeA/OWqqkLXdaiqykhlFEVwHAeWZbEOHwBGmDRNY0PdBLpt0r37vs8kxBRhw1t98910OjwkSerp3tLzoo4nT7b5mWoyoekn2iTppevx7yXJeOnxbPZ6klSSri9JElzXZffzRoc1vcb0elF4Nd0nvU589nL//VMBpd+g6kyPmd5L6hK3220mFaXnQo8PAHK5HDzPQ7PZZH/PZrPwfZ+ZaAxkohcO3mmSW6lUUCqV0LEdvLBo4+pRHT8+3sYPj7QgCgI+fFkC100Y+M7BBt63J47dU6PwfR+mabJ85gEGGGCAc4GzPR9SkXxpaQmtVgupVAr1eh2GYcA0TdRqNUxNTaFer6NUKsE0TWiahpGRkW18FgMMcGljaWmJRXtRZ1aWZSQSCeRyOSwuLuKFEzV877CF//2ePahXK6xZQ42dQqFwcefkPvzsMv78iQWokoCdWRW78io+sC+O2awKXemVmPTHBG2GrXYHbT/EXMVD2hBxsubhH4+2EVNF3HNFEklNxK0zMQzFuyZVE2kVd1+WZrLWsZzAXKBN04Su65BlmZE3kqbW63U4jsOyUKmqSESHbo8HES3XdVm+25k60Z7nsdlOnrD2mx8ReJIdj8dhGAY0TWOdxzAMoaoqkslkT5eQwp3pOvzcLXUeeVJLUt9+4s3fHk/0KXJEURQYhsE6y/Ra8J1pyuriZ4JVVe3JVe7vgvNdaroefTj7sdl78kYgMksRQ4ZhMAdIvojRarXYfDKf7afrOjzPY8dSpVLpiSwyTRNBECCfzw+6twNsGbVaDQsLCwCAl5ZsfPeVBq6bMPDwCzU8dryDO3aacIMILy7ZuGHSwG+9Zyc7PwwNDQ3I7QADDPCOQxAEFItFWJbFcuJVVUU6ncby8jJmZmZQrVZhWRaiKIKu68jlcu/0wx5ggIsa6XQanudBURTGVWhvLUkSpqenoWkaZvN1zC2WEGoJ5MSuwlHXdViWtW2jBOfNLvnmKQNTxhAm0wok8cwbqq2QjdNdJ4wizFc9ROg6MX9vzVzl5ikDN0wYuHVnirmEUkCxIAgwDAOGYTBJdTabZW8KvZnUbaP/p05bJpNhj6nZbKJWq6FUKgHodjRpBnSrG8l+An86Uy4iXHT7NF9KHUjqmDqOg1arxaSxREg9z+vR2ve/vtRhpE5mf7eayGosFoNhGBs6vqcDdavr9Tps20YYhozAkvMwyXaJSFMn1nVd9lrQfVHhgYgvn9NF1z/d4+Bfbz4SiEgn/Uxy+P6utOu6PV1bWnwJiqIgkUiwIkUURSyGhcy9JEmCruuQJAnJZLJH7jXAAKeDZVmYm5tjhZ1Dqw4USUDaEHH3vji+/kIDsgj87s/k4AYRZFHAlaPdTaGiKMhkMoMYqgEGGOC8QafTYWt/p9MdETJNE+VyGYlEgl2v3W5jbGxsW/M3BxhggC7IybzdbmPXrl1MneG6Lur1OjRNw9jYGBRFwVK5ga/86Bjef3ke1452Z3I1Tbv4I4RGUjrUoCv5JRLCm+68FYRRhHIngCwKePDxMmayKm6ejmHvkIbLR82ezCaS/JL8pf9Fz+fzcBwHKysrME0TiUQCsiwjlUqx/DVeUlyv1zeQqFgsxk7Itm3Dsiw4jtNDwDRNYx1ePh94MzJLJIikw5t1hgn02FqtFoAuAUyn09B1/bT/EwQBms0mOp0O60gDXYKWzWZZV9rzPLRaLdZJJmLt+z7q9Tq7PUVRoOs6NE3b9KAmGQORuSiKYNs22u02kwcT4SWyTscJkU8indQB5iXHJKOm+yLJMt12P1Gl2yXw8879xL6/gLDZe5VKpVgVutVqoV6vs/fQdV32GtP7qOs6MpnMtswrDHDxgNQNNB9DaDoB/viJCiZSCu6cNfEPR1v4yfEO3rvLRN0Ocarh4X17Eiz+J5vNDsjtAAMMcN5BkiS0220oisIKwrQnGh0dxfLyMmq1GgzDgG3bGB0dfacf8gADXBJIJpOsMTYzM8OycT3Pw8rKCgAwSfL/8gEFX392BddPFuC7Xa60XWqx82Ymt1arYXl5uUdq+1YRRRG+faCBI0UH100YeP+ermGKIAisuwZ0SQt1XM9mc9dqtdBsNpFIJGCa5pbeJN6UiZfOEjnyPA+O4/TMg1I3lrqs1JmlDiWRrNPBdV202224rgsALPZDkiRGFCkWyLZtJgsmENEiG/6tVEajKGJS6826pfR8+fugqiufNcvP59L1qABAnVi6PQA9zsU0c0sybJJU87fHG2HRayjL8ob5Y7oPXiq/mSSel07LsgxN01iUARF1/vGZpskKD/zt0mX5fH5b5hQGeGdwrmdyaXygVqv1FNTCKMJzCzZeWrbx6zek0XRCLNQ9/PdnajAUAb9+YwY/mevgyhENV48ZyGQyGBkZGZDbAQYY4G3D2Z4Pl5eXewr0pmmi2Wwik8mwZALLsjA0NIRUKsV8OwYYYIDtRRRFWFpaQqfTwezsLFZXV1GtVtk+n/bChUIBlmWhUqngWLGDRw7V8KvXpbFzx/S2qBTPm04udeneKvwwwnMLFp6Y7+Df3prDLdMx3Htlkrkvi6LIoi+iKEI6nX7THbJ4PA7TNNFqtbC8vAxd15FMJs+4UeRzVLcCkuBSh4+I6GadQn4Gle9GknQYWN8UVyoVdhnfQY7FYsjlcqedod0qeMl3P3hizZN8IrX9hk/9RJMG2ze7XTLDokICzQ/TY+LjgAh895zk2/T68q8pbyBGxw9PmP//9u41Nq4yvQP4/8y5zbnMfcb2OMaJHZyBhBKgbLIbttVuYaFVgTZiN6lCqaoiUVYbkBqpK6T9UBWpEl+qqAoRpZSikiK6UVasWHV7E9KK1XJtu0SUQjaKgSTYnow99txvZ870g3OOPYkTEtvjOfb8f5+isX3e9zij43ne93mfx/k9OynhzWYT1WrVTatydpmj0ai70++kiS9O8Y5Go0u2WyAC5t/nThbA4uMCwPwRDEEAfvRhHn5JwL6dITRs4F8+LuBnZ630c+kAABDaSURBVEr4nZsCiOoipstN/OEd8++xVCrFhRQi8rxgMIhqtQrLstz+8YIgIBwO49y5c6hUKohGo+7nDyJaG4IgwDRNNBoNZLNZJBIJWJaFfD6PZrOJWq0GVVWRTqcRCoXQ19cHQcggla3hyC+m8dcjIx2Zl2eC3JXu3BbrNmy7hffPVVBvtvAnuyJQRAGbQrL7AS6RSLhnSZ0U3ZUSBAGBQACBQADVahUzMzNuQ/Kl0p2vl8/na0vdvZRlWSiXy27g6+z8OjnywqLg3gmiul1ExgkE1+KPkLNIUCqVUCwW2yowO78HpwCVc1528dnbS/v9Arhsh3fxWM55oUuraDtjOOM4rztnbRVFcVejaX06fvw4Tpw4AQB45JFH8MADD6zatZ3z77VaDeVy2S265ijVbfzsTAknJyr4ozsj2L9z/ujEZ7N1/P27s7BbLfz5N+L4YKKKT7N1PHwxwN2+fTt7RxLRuuBkumma5i5IJ5NJFAoFlEold/GZxaaI1l4gEHDrDsViMYRCIWiahomJCQBAPp/H4OCgu1DV39+PewQBNw0YUKQNXnhqqTOQ19IiqFi38dOPC/g0W8d3doZw99hCD0cntbbZbMIwDNTr9Y4GEk4w6uw2ZrNZdzfQKUS1nB3SxZWWnZY/DqcibywWY6rhEhYvEjh/+GzbbisC5QStzu95cbXoS1OlF5/BBdoXZ9xU0UU9fJ1CWbIswzTNtqDXKWgWCAS6vvBAK7dnzx7s27cPjUYD+/fvX3GQa1kWZmdn3Q92TkbAYheKFi4ULYQ1EXFDxPe/mYDkE9C0W/jXU0X85KM8vj5i4IHtJmRx/o/I1tj8M2jHjh183xHRumFZFjRNcwtROhWUz507h2aziUQiAcMwuHBH1AWCIMAwDDQaDeRyOYRCIUxNTWF0dBTj4+MQBAETExMYHR2FJEnIZDKIRCKQpELHPot4JshdnC53LQFuttzEh1NVfGVIw819Kr5z60IPR2cXs1qtQpIk6LqOcDgMRVE6eg+OxdWYgYViT+VyeclCVNdyPaeolFPoih9Ol8/n87m778B8UOqkFTu/V13X23oAO22A6vW6uyN7aUqzs1O+eAfXub5z1tx5COi6zv/DDWZoaAgA3J7WK1UoFJDJZJZ8FtqtFl54dxaNZgv3pUwMhWQMheafoReKFl58bxaZooXv3RXDUEjG376dxbdvDeLG+PwCHwNcIlpvNE1DqVRCJBLB1NQUNm/e7NZycTYYTNP88gsRUUeEQiGUy2VMT08jFAohHo9jZmYGyWQSk5OTEAQB4+Pj2LZtG5LJJLLZbNvn5dXmmSB3ceB3tQBXEAT89OMCPpqq4P7tQeiKD7cNGe7OmWEY7nlH0zSRSCTWLLi92pyvlnJM3eX0LtZ13X3NKZzlnIV2zg87rnau2tnBdQqcqap6XS2iaH179dVXcc8991zx66lUCgcPHsQTTzxx1evkcrn2ImmtFn75RRW/+KyE734thv07QwhrC+/BVquFn39axg8/yGH7gIqDd/XBVHw4+lYWD98Rxg3h+SCYAS4RrUe2bSMYDGJubg7BYBDNZtNt66jrOuLxeJdnSNTbnMxVZ2NP13X3M7Bpmm7huNOnT2NsbAyxWMztKNKJzyWeCXK/rOiU5Dfw4w8u4JZ+GbuG/fjtlAFVVdHf3490Og3LstwiUH6/HzfccAODSlq2qxXOot6WyWRw6NChttfi8TgOHz6MkydP4s0338TRo0ev+PPXWk3UWZyrWTYaNvDO52WU6jb++M7IxX63CwFurtrEP/7XHH6VqeHAHSHs2axjPFvHhA18b0/U/eNx8803M8AlonXJNE1UKhXMzs4imUzizJkzbUeS2BOXqPsikQhqtZqbqhwKhTA5OYnBwUGcP3/ePSo4Pj6OLVu2dDRW88wT4UoPJ03TcH6uhuff+BR3j5kYDsvwqyqGhobQaDRw4cIFNBoNt3/apk2b3H61RESrLZFI4NixY5e9nk6n8cwzz+C5555blfPxF7J5vP5hDqcydXz71iDuGVs6De+XX1Tw8n/PYSAg4S/u7UPCkPDBRAX/8asivvu1hQB3bGyM5/aJaN1qtVpIp9OIx+PuUQ7btiFJEiKRSLenR0SAe2beaSGqKApisRjy+TxCoRAEQUC5XIZlWTh//jwGBwfbMilXk2eC3MWpoE6FvP+dquHkxBz27wzh+99MQBZ9GBkZgaIoyGQyKJfLbp9USZIwOjrKggNE1BVHjx7FzMyMm4b8wgsvrGiFsgVgNKbg929ZaIG2WLVh459P5vDO52X83o4g7kuZ8F08tpEuWHjy6zH4L1Ys3LJlC7MSiGhNvfbaazhx4gRqtRr27t2Lhx9+eEXXKxQK7vk9p76JaZqIxWLMUCHykEgkgmq1isnJSWzevBmqqiKfzyMQCLhtOmu1Gmq1GtLpNIaHhzuyCO+ZINcp7iMIAmzbxvGTOTRbAh7cEYTomy/kNDIygmKxiFwuh0Kh4PZIi0ajSCaT3b4FIuphTz/99KpeT4aF2waX7uF9erqGF9+bhSoK+MHdfe552387VUBA9eG+VMD93v7+fhZjIaI1d//992Pv3r1oNpurEuT6fD4kEglMTU25myFO5woi8g6nNabTJ1cURcRiMaTTaQSDQWia5mbiVqvVjs1j2UHuaveE1DQN+aqF1z8q4KsjQey7LQqfMH8QeWBgAIIgIJ1Ow+fzIZvNun1Mo9Eo+vv7VzQ2EZHXOD3nFrPsFl7/KI9/P1XE3WMm9t4ShCzO72D85P/yyFdt3LttIaANBoNIJBJrOm8iImCha0aj0cDWrVtXfD3DMDAxMeG2+zMMg8WmiDwqHA67O7WDg4NuZxNnF3d4eBhnz55Fo9FAsVjsyFHTZef27tmzB8ePH8crr7yCl156acUT+WKmgKNvzeLXNwewLS5DkUWoqoqxsTHk83kUCgXUajXMzMxAFEUYhgHTNBngEtGGdOnq5he5Bv7qjQze+byCP/vNOPbtDEEW59OTC7UmbhvUcOD2kJvaLMsyhoeHuzF1IiIAwLPPPot7770XO3bsWPLrqVQKR44cuaZrlUolNBoN2LYNURQRiUR4RI3IoxRFgSzLKJfLbqcIp3hcOBxGoVBAf38/ZFnuWDbGsndyV7sn5Ob+CH7wrSRkab7PqCRJ6O/vx2effeZev1wuw+fzIRKJoFKpYNOmTSsel4jIi5wzZnarhTdOl/CjD3O4c0jDgdvD0BWf+7V/+p85DIVk/NaNZtvPplKprsybiHrL1SrOHzx4EI899hgOHDiAhx566LICUddabR6Yf65JkoRKpYJgMOj2uicibwqFQu4GpZNV5vTOFUURmqZ1dLFqxWdyV6snpCAI0PwL/UQlScLZs2chiiIkSUKpVIIsywiHw7AsC/F4nCt4RLRhWZaFbNnCP7w/h7OzdTy6K4Kv3NBegfD1jwpIBtoDXAC46aab1nKqRNTDrlRx3qmsKssyNE1z26Itl6qqKJVKkCQJfX19K7oWEXWepmmQZRm5XM4NciVJcp8L2WzWPZLaCV8a5K5VT0hJkhAKhVAqlVAul+H3+yEIgntwWdM0mKYJRVHQbDZZSIWINrSPp5s4+uYFjEQV/OV9/Ygs6ovbaLZwKlPD794ccM/kOrZu3cpWQUTUdc8//zzee+89NBoNPPjggzAMY0XXy+VysG0bsVjMPe9LRN7mVFTO5XLuudtwOIzJyUmYpolCoYBgMNiRsb80yF2rnpCiKGJ6etqtllwoFCCKIorFIgKBgFtBr1KpIBaLrXg8IiIvm8rXsffXgvjGqNG2ylmzbDz/Tha7h/XLAty+vj5o2tIVmYmI1tKXZfBdL9u2IcsyPwMSrSOmaSKfz2N6etoNcp1Yr1QqoV6vwzTNjmTnLjtdebV7QpZKJei6Dp/PB1EUUa1W3QJTiqJA13XIsoxarcYVPCLa8L61LeD2AV/s/XNV/MaIgds3tQezuq4zhY+INixFUTA4OMieuETriCAI0HUd1WoVlUrFXYj3+/0oFAoIh8MdG3vZQe5q94TUNA21Wg26ruPcuXNQVRWKokCSJJimCV3XMTU1xWrKRNSTirUm/vN0CXtvuTytRxRFjI6OdmFWRERroxMtRoio80KhEMrlMtLpNLZs2eK+7vTOHRgY6Mi4nqnc5OzOTk5OQpIkqKoKURQRDAZhGAby+TwCgQCLTRFRT1BV1f13vmrj6NuzuGVAXfJ7WUmZiIiIvMjn80FVVViWBcuy2l4PBoNoNpudGbcjV12GYrGIarWKVqsFTdMgCALC4TB0XYdt26hUKiw2RUQ9w61EKgjINwTsvzWIsbh68aWFdL0bb7yRi39ERETkWZFIBIqiYHJysu11wzAgSStu9rMkz3wyUlUVtm1DVVUIgoBIJOLmbU9PT7PQABH1FFEUMVNp4W9+PoNBE9gSnQ96BUFAq9UCACSTyY41USciIiJaDaIowu/3o1arwbbtNRnTM0GuIAiwLAuiKCIWi7kBbq1Wg8/nY7EpIuop0+UW/u7tafzBziB8guDu3joBrq7rXPwjIiKidSESiUCWZWQymTUZzzNBbqVSgSzLSCQS7s5Eq9VCNptFNBrt8uyIiNaWJjTwp1+NoD8gQRRFtFotN9D1+XwsNEVERETrhizLUBQFhULBXbDvJM8EuX6/HwMDA+3FVlhsioh6lORrIarPB7jNZtMNdAEWmiIiIqL1JxKJwOfzIZfLdXwsz0SPiqK0BbgsNkVEvcw0TTfAlWXZrT44MjICURS7PDsiIiKi6+P3+6GqKmZmZjo+lmeC3Eux2BQR9TLbtmHbNhRFQaPRAACEw2EYhtHlmREREREtj9PzulKpdHQcTwa5LDZFRL3OsixIkoR6vQ4AkCQJQ0NDXZ4VERER0fIZhgFFUZBOpzs6jueCXBabIiICgsGgu4MLzPfDJSJabx5//HEcPny429MgIo8QBAGBQACNRqPtc85q81yQy2JTRETzRzYcyWSyY83SiYg65ZNPPnGzUYiIHKFQqOO7uZ6KJG3bRrlcZrEpIup5TiG+QCDAzBYiWpdefvllHDhwoNvTICKPEQQBhmGgUqnAtu2OjOGpIHd6ehrxeLzb0yAi6jrLsqBpGpLJpNsfl4hovThz5gxisRgCgcAVvyeVSuHIkSNrOCsi8opIJAJZljuWsuyZ/DcWmyIiWhCNRlEqlaAoSrenQkR0RZlMBocOHWp7LR6PwzRNPPnkkxgfH7/iz546darT0yMijxJFEbqud+w4lmeCXEmS2DKIiOgiWZaZpkxEnpdIJHDs2LHLXn/00Ufx1FNPIZfLYW5uDnfddRd27drVhRkSkVd1MoPXM0GuKIrdngIRkWfwmUhE69mLL74IAHj33Xfx1ltvMcAlost0stCwZ4JcIiIiItpYdu/ejd27d3d7GkTUYzxVeIqIiIiIiIhoJTwV5Hazwl63q/vx3ntv7G6P38v3vl7w/dF7Y3d7fN5793R7/PWA74/eG7vb4/Peu2el4wutVqu1SnO5TCqVuq7Kedf7/aupm2N3e3zeO++9F8fvBj4T18f4vHfeey+Ov9aWc798f/Dee2nsbo+/3u+940EuEdH12qgf9PhMJKLl2IjPRD4PiWi5ruWZ2NEgl4iIiIiIiGgteepMLhEREREREdFKMMglIiIiIiKiDYNBLhEREREREW0YDHKJiIiIiIhow2CQS0RERERERBsGg1wiIiIiIiLaMBjkEhERERER0YbBIJeIiIiIiIg2jP8HAB5YH6mUJtkAAAAASUVORK5CYII=\n",
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\n",
"text/plain": [
""
]
@@ -1077,7 +1083,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.5"
+ "version": "3.8.3"
},
"nav_menu": {},
"toc": {
diff --git a/setup.py b/setup.py
index 2006bf26..7635d450 100755
--- a/setup.py
+++ b/setup.py
@@ -40,7 +40,7 @@
"matplotlib>=2.2.2",
"seaborn>=0.8.1",
"tzlocal",
- "scanpy",
+ "scanpy>=1.6.0",
],
extras_require={
'PLOT_GENE_TRENDS': ["rpy2>=3.0.2"]
diff --git a/src/palantir/core.py b/src/palantir/core.py
index 228c39e7..d24b7456 100644
--- a/src/palantir/core.py
+++ b/src/palantir/core.py
@@ -316,7 +316,7 @@ def _construct_markov_chain(wp_data, knn, pseudotime, n_jobs):
# Directed graph construction
# pseudotime position of all the neighbors
traj_nbrs = pd.DataFrame(
- pseudotime[np.ravel(waypoints[ind])].values.reshape(
+ pseudotime[np.ravel(waypoints.values[ind])].values.reshape(
[len(waypoints), n_neighbors]
),
index=waypoints,
diff --git a/src/palantir/preprocess.py b/src/palantir/preprocess.py
index 432c884a..d4ea52df 100644
--- a/src/palantir/preprocess.py
+++ b/src/palantir/preprocess.py
@@ -2,6 +2,7 @@
Functions for preprocessing of single cell RNA-seq counts
"""
import numpy as np
+import scanpy as sc
def filter_counts_data(data, cell_min_molecules=1000, genes_min_cells=10):
@@ -38,4 +39,7 @@ def log_transform(data, pseudo_count=0.1):
:param data: Counts matrix: Cells x Genes
:return: Log transformed matrix
"""
- return np.log2(data + pseudo_count)
+ if type(data) is sc.AnnData:
+ data.X.data = np.log2(data.X.data + pseudo_count) - np.log2(pseudo_count)
+ else:
+ return np.log2(data + pseudo_count)
diff --git a/src/palantir/utils.py b/src/palantir/utils.py
index d3e533aa..54b291d6 100644
--- a/src/palantir/utils.py
+++ b/src/palantir/utils.py
@@ -3,23 +3,39 @@
from MulticoreTSNE import MulticoreTSNE as TSNE
import phenograph
-from sklearn.decomposition import PCA
from scipy.sparse import csr_matrix, find, issparse
from scipy.sparse.linalg import eigs
import scanpy as sc
-def run_pca(data, n_components=300):
+def run_pca(data, n_components=300, use_hvg=True):
"""Run PCA
:param data: Dataframe of cells X genes. Typicaly multiscale space diffusion components
:param n_components: Number of principal components
:return: PCA projections of the data and the explained variance
"""
- pca = PCA(n_components=n_components, svd_solver="randomized")
- pca_projections = pca.fit_transform(data)
- pca_projections = pd.DataFrame(pca_projections, index=data.index)
- return pca_projections, pca.explained_variance_ratio_
+ if type(data) is sc.AnnData:
+ ad = data
+ else:
+ ad = sc.AnnData(data.values)
+
+ # Run PCA
+ if not use_hvg:
+ n_comps = n_components
+ else:
+ sc.pp.pca(ad, n_comps=1000, use_highly_variable=True, zero_center=False)
+ try:
+ n_comps = np.where(np.cumsum(ad.uns['pca']['variance_ratio']) > 0.85)[0][0]
+ except IndexError:
+ n_comps = n_components
+
+ # Rerun with selection number of components
+ sc.pp.pca(ad, n_comps=n_comps, use_highly_variable=use_hvg, zero_center=False)
+
+ # Return PCA projections if it is a dataframe
+ pca_projections = pd.DataFrame(ad.obsm['X_pca'], index=ad.obs_names)
+ return pca_projections, ad.uns['pca']['variance_ratio']
def run_diffusion_maps(data_df, n_components=10, knn=30, alpha=0):
@@ -38,11 +54,7 @@ def run_diffusion_maps(data_df, n_components=10, knn=30, alpha=0):
print("Determing nearest neighbor graph...")
temp = sc.AnnData(data_df.values)
sc.pp.neighbors(temp, n_pcs=0, n_neighbors=knn)
- # maintaining backwards compatibility to Scanpy `sc.pp.neighbors`
- try:
- kNN = temp.uns["neighbors"]["distances"]
- except KeyError:
- kNN = temp.obsp['distances']
+ kNN = temp.obsp['distances']
# Adaptive k
adaptive_k = int(np.floor(knn / 3))
@@ -107,6 +119,9 @@ def run_magic_imputation(data, dm_res, n_steps=3):
:param n_steps: Number of steps in the diffusion operator
:return: Imputed data matrix
"""
+ if type(data) is sc.AnnData:
+ data = pd.DataFrame(data.X.todense(), index=data.obs_names, columns=data.var_names)
+
T_steps = dm_res["T"] ** n_steps
imputed_data = pd.DataFrame(
np.dot(T_steps.todense(), data), index=data.index, columns=data.columns
@@ -161,6 +176,6 @@ def determine_cell_clusters(data, k=50):
:return: Clusters
"""
# Cluster and cluster centrolds
- communities, _, _ = phenograph.cluster(data, k=k)
+ communities, _, _ = phenograph.cluster(data.values, k=k)
communities = pd.Series(communities, index=data.index)
return communities