From 5e3ee8b9bc30aa02865c5b6b22f4da74fcfd7bc1 Mon Sep 17 00:00:00 2001 From: BeGeiger Date: Wed, 1 May 2024 15:16:03 -0400 Subject: [PATCH 1/4] add catalog The Indel catalog is used in the new tutorial --- data/COSMIC_v3.4_ID_GRCh37.txt | 84 ++++++++++++++++++++++++++++++++++ 1 file changed, 84 insertions(+) create mode 100644 data/COSMIC_v3.4_ID_GRCh37.txt diff --git a/data/COSMIC_v3.4_ID_GRCh37.txt b/data/COSMIC_v3.4_ID_GRCh37.txt new file mode 100644 index 0000000..966c6a3 --- /dev/null +++ b/data/COSMIC_v3.4_ID_GRCh37.txt @@ -0,0 +1,84 @@ +Type,ID1,ID2,ID3,ID4,ID5,ID6,ID7,ID8,ID9,ID10,ID11,ID12,ID13,ID14,ID15,ID16,ID17,ID18,ID19,ID20,ID21,ID22,ID23 +1:Del:C:0,0.000159889,0.004824116,0.124727109,0.007249717,0.022202108,0.030506799,0.000466561,0.039827558,0.33493988,0.025105414,0.001576565,0.052787741,0.065548371,0.012016009,0.026527369,0.000952769,0.006117599,0.006012048,0.054089076,0.006578444,0.00138887,0.002569923,0.05169788 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2560 +++++++++++++++++++++++++++++++++++++----------- 1 file changed, 1994 insertions(+), 566 deletions(-) diff --git a/tutorial.ipynb b/tutorial.ipynb index c1880a2..568aecf 100644 --- a/tutorial.ipynb +++ b/tutorial.ipynb @@ -1,5 +1,33 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "ed394f08-f9dd-4217-aecb-72db605e3478", + "metadata": {}, + "source": [ + "# Salamander User Guide" + ] + }, + { + "cell_type": "markdown", + "id": "964c5080-7a5a-4921-bd01-68e6ac3d56c2", + "metadata": {}, + "source": [ + "Salamander is a non-negative matrix factorization (NMF) framework for mutational signature analysis build on top of [AnnData](https://anndata.readthedocs.io/en/latest/) and [MuData](https://mudata.readthedocs.io/en/latest/)." + ] + }, + { + "cell_type": "markdown", + "id": "00479ba8-59f3-4a5e-8d1e-84362dcba2a0", + "metadata": {}, + "source": [ + "This user guide consists of two examples. The first one is an explorative data analysis of 311 breast cancer samples with known homologous repair (HR) status from [HRDetect](https://www.nature.com/articles/nm.4292). The second one demonstrates how to use Salamander for a multimodal mutational signature analysis (under developement).\n", + "
\n", + "All NMF models implemented in Salamander support fixing arbitrary many a priori known signatures and learning the remaining ones. We demonstrate this feature in both examples.\n", + "\n", + "In general, results from a single NMF run should be interpreted with caution as the algorithms are well-known to get stuck in local optima. The package should therefore be used as a toolkit for explorative data analysis or as the base software of more comprehensive pipelines. " + ] + }, { "cell_type": "code", "execution_count": 1, @@ -7,40 +35,249 @@ "metadata": {}, "outputs": [], "source": [ + "import anndata as ad\n", + "import mudata as md\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", - "import salamander" + "import salamander as sal" ] }, { - "cell_type": "code", - "execution_count": 2, - "id": "58c84d9e-10a6-4a6f-8a4a-5c0da922ddcd", + "cell_type": "markdown", + "id": "c5cd4942-ed2b-4c04-abb7-5e236163cb0d", "metadata": {}, - "outputs": [], "source": [ - "counts_sbs = pd.read_csv(\"data/pcawg_breast_sbs.csv\", index_col=0)" + "# 1. Explorative breast cancer data analysis" ] }, { "cell_type": "markdown", - "id": "85d2262e-a7ca-4e33-b2da-e191f6ff8e6d", + "id": "8f5290f0-d37a-45f0-a758-1d6dbfe1d556", + "metadata": {}, + "source": [ + "## 1.1 Data preparation" + ] + }, + { + "cell_type": "markdown", + "id": "dd87415b-b4ca-49e4-8a50-070005b60367", + "metadata": {}, + "source": [ + "The key functionality of AnnData is to store arbitrary sample and mutation type annotations in the same data container. Keeping track of all information in one place is incredibly useful for saving data and plotting.\n", + "\n", + "We start by loading the mutation counts and the HR information into one AnnData object. Notice that samples in AnnData objects correspond to rows instead of columns, which is different from the current standard in mutational signature analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "adb8df87-b9d2-4bd8-8a6f-55ef14c704e3", "metadata": {}, + "outputs": [], "source": [ - "# NMF with KL-divergence loss" + "data_path = \"data\"" ] }, { "cell_type": "code", "execution_count": 3, - "id": "532e15ad-94cf-4829-afd2-ee94e68d204e", + "id": "58c84d9e-10a6-4a6f-8a4a-5c0da922ddcd", "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
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" + ], "text/plain": [ - "" + "Type A[C>A]A A[C>A]C A[C>A]G A[C>A]T C[C>A]A C[C>A]C C[C>A]G \\\n", + "PD10014a 235 241 37 234 244 238 35 \n", + "PD11327a 281 229 53 260 284 219 46 \n", + "PD11742a 117 100 10 104 113 119 20 \n", + "PD11748a 232 178 12 227 230 215 32 \n", + "PD11750a 105 92 18 103 129 103 20 \n", + "\n", + "Type C[C>A]T G[C>A]A G[C>A]C ... C[T>G]G C[T>G]T G[T>G]A G[T>G]C \\\n", + "PD10014a 243 146 126 ... 70 107 32 18 \n", + "PD11327a 264 199 144 ... 106 78 28 22 \n", + "PD11742a 101 82 66 ... 28 43 12 7 \n", + "PD11748a 207 155 108 ... 90 96 38 29 \n", + "PD11750a 131 68 51 ... 59 62 25 19 \n", + "\n", + "Type G[T>G]G G[T>G]T T[T>G]A T[T>G]C T[T>G]G T[T>G]T \n", + "PD10014a 61 78 71 54 76 160 \n", + "PD11327a 50 55 84 48 111 184 \n", + "PD11742a 24 27 39 23 51 70 \n", + "PD11748a 80 72 66 45 106 134 \n", + "PD11750a 49 38 66 49 71 120 \n", + "\n", + "[5 rows x 96 columns]" ] }, "execution_count": 3, @@ -49,28 +286,15 @@ } ], "source": [ - "n_signatures = 6\n", - "\n", - "# NMF with Poisson noise\n", - "model = salamander.KLNMF(\n", - " n_signatures=n_signatures,\n", - " max_iterations=5000\n", - ")\n", - "model.fit(counts_sbs)" - ] - }, - { - "cell_type": "markdown", - "id": "282cd3d9-134a-44c4-87f0-e2c55b91ecf2", - "metadata": {}, - "source": [ - "The fitted signatures and exposures of an NMF model can be accessed via $\\texttt{model.signatures}$ and $\\texttt{model.exposures}$ respecively:" + "counts = pd.read_csv(f\"{data_path}/hrdetect_counts_training.csv\", index_col=0).T\n", + "adata = ad.AnnData(counts)\n", + "adata.to_df().head()" ] }, { "cell_type": "code", "execution_count": 4, - 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"id": "bd7c2d80-b074-446f-85dd-568808c4e407", + "id": "5737432c-c3a2-460c-b2ec-6f303eaeb98b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 311 × 96\n", + " obs: 'hrdetect_score', 'hrd_label'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# attach HR information to AnnData object\n", + "adata.obs[\"hrdetect_score\"] = hr_labels[\"hrdetect_score\"]\n", + "adata.obs[\"hrd_label\"] = hr_labels[\"hrd_label\"]\n", + "adata" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "92309d92-3343-4081-a934-5d83fb83d9c1", "metadata": {}, "outputs": [ { @@ -197,361 +423,1445 @@ " \n", " \n", " \n", - " SP10084\n", - " SP10150\n", - " SP10470\n", - " SP10563\n", - " SP10635\n", - " SP10944\n", - " SP11045\n", - " SP11171\n", - " SP11235\n", - " SP116331\n", - " ...\n", - " SP8987\n", - " SP9251\n", - " SP9433\n", - " SP9481\n", - " SP96147\n", - " SP96163\n", - 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5 rows × 96 columns

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" + ], "text/plain": [ - "array([, ,\n", - " , ,\n", - " , ],\n", - " dtype=object)" + "Type A[C>A]A A[C>A]C A[C>A]G A[C>A]T C[C>A]A C[C>A]C \\\n", + "SBS1 8.760229e-04 0.002220 0.000180 0.001265 0.000305 0.001738 \n", + "SBS2 5.790059e-07 0.000146 0.000054 0.000098 0.000205 0.000093 \n", + "SBS3 2.091975e-02 0.016343 0.001808 0.012265 0.022376 0.024992 \n", + "SBS4 4.245074e-02 0.032990 0.016116 0.029663 0.080269 0.078743 \n", + "SBS5 1.205205e-02 0.009337 0.001908 0.006636 0.007379 0.006057 \n", + "\n", + "Type C[C>A]G C[C>A]T G[C>A]A G[C>A]C ... C[T>G]G \\\n", + "SBS1 9.195448e-05 2.180221e-16 0.001556 3.293192e-04 ... 0.000126 \n", + "SBS2 2.221443e-16 4.155765e-04 0.000086 2.187235e-16 ... 0.000120 \n", + "SBS3 2.519081e-03 1.531538e-02 0.007144 1.077098e-02 ... 0.010698 \n", + "SBS4 2.459315e-02 6.863345e-02 0.031667 3.439439e-02 ... 0.003790 \n", + "SBS5 3.467616e-03 6.445227e-03 0.010205 7.548778e-03 ... 0.006120 \n", + "\n", + "Type C[T>G]T G[T>G]A G[T>G]C G[T>G]G G[T>G]T \\\n", + "SBS1 0.000169 2.179179e-16 2.184121e-16 0.000344 1.455855e-05 \n", + "SBS2 0.000203 2.062090e-04 1.315215e-04 0.000037 2.245140e-16 \n", + "SBS3 0.007075 4.393612e-03 2.331305e-03 0.010949 5.913508e-03 \n", + "SBS4 0.001208 5.945388e-04 2.521062e-04 0.002441 2.556565e-04 \n", + "SBS5 0.007336 2.501419e-03 1.701241e-03 0.005316 2.380296e-03 \n", + "\n", + "Type T[T>G]A T[T>G]C T[T>G]G T[T>G]T \n", + "SBS1 2.165410e-16 0.000055 0.000578 2.201263e-16 \n", + "SBS2 1.637288e-05 0.000071 0.000095 2.222518e-16 \n", + "SBS3 7.161182e-03 0.006401 0.008113 1.054309e-02 \n", + "SBS4 3.724498e-04 0.000177 0.002339 5.704354e-04 \n", + "SBS5 5.148772e-03 0.006677 0.006984 1.353626e-02 \n", + "\n", + "[5 rows x 96 columns]" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "model.plot_signatures()" + "catalog_sbs = pd.read_csv(f\"{data_path}/COSMIC_v3.3.1_SBS_GRCh38.csv\", index_col=0).T\n", + "catalog_sbs.head()" + ] + }, + { + "cell_type": "markdown", + "id": "09b9ae7d-c729-4cee-96ba-5b3f929c2cd2", + "metadata": {}, + "source": [ + "## 1.2 Training a model" ] }, { "cell_type": "markdown", - "id": "251d04c0-8d1f-48fb-bb04-7eff37705e46", + "id": "039aea61-b2b6-4250-b6c3-782b70aac9c1", "metadata": {}, "source": [ - "Like all other plotting methods, $\\texttt{plot\\_signatures()}$ just wraps around matplotlib and returns the matplotlib axes instances. This makes it effortless to apply custom modifications to a plot. For example, it is possible to rearrange the signature plots to our liking, widen all bars, and change the fontsize:" + "For simplicity, we now set the number of signatures to be equal to six. A heuristic way to select the number of signatures with Salamander can be found at the end of the this section." ] }, { "cell_type": "code", - "execution_count": 7, - "id": "78253dc3-df04-432d-9d3b-0d8df0a02eea", + "execution_count": 8, + "id": "7a11ac75-3ed2-474f-9889-177ada8d0200", "metadata": {}, "outputs": [ { "data": { - "image/png": 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xx41P0pq+Xc99ZJHP1+jPKNX69kjvQY+klvPVcy9c6/kaqZ7aqqmnDzb7/rWe+3n31rTazve3V6xNHju1DZV0l1r7tgnzD1HPB4leCserqafpjvTYVjQwTRLoNL3ej+rS4BvITlNrP270jXanq/Wzgs8UjTU2biBHpHe+3+oYje7bRT5fwz+jtOEetNnnasb5mq3IfVDvpZMIx9urpglzAAAAAADodse0uwAAAAAAACgCgTkAAAAAAERgDgAAAAAASQTmAAAAAACQRGAOAAAAAABJBOYAAAAAAJBEYA4AAAAAAEkE5gAAAAAAkERgDgAAAAAASQTmAAAAAACQRGAOAAAAAABJBOYAAAAAAJBEYA4AAAAAAEkE5gAAAAAAkERgDgAAAAAASQTmAAAAAACQRGAOAAAAAABJBOYAAAAAAJBEYA4db8GCBbnlllvaXQYAUAN9GwA6h74NvWlUuwsAjmzLli1Zvnx5XnrppezYsSOTJ0/OjBkzsmDBglx55ZUNfa/h4eFcfPHFeeWVV3LzzTdnyZIlDT0/AHS7ZvftW265JY8++mjF+qmnnprVq1fXfX4A6CWtuN8+cOBAHnjggTz44IN59dVXM378+Jx++un5xje+kU984hMNeQ+g8QTmUFDr16/PVVddlWnTpuXyyy/PSSedlO3bt+fFF1/Mfffdd7CBr169OqVSqe73+8d//Mds37697vMAQC9qVd8eM2ZMli1bdsjaxIkT66odAHpNq/r2N77xjTz22GO5+OKLs3jx4rz33nvZtGlT3nrrrUZdCtAEAnMoqDvvvDMTJ07MQw89lEmTJh3yu//dXMeMGVP3e7311ltZvnx5rr322vzN3/xN3ecDgF7Tqr49atSoXHzxxXWdAwB6XSv69o9//OM8+uijueOOO7Jw4cIRnwdoPXuYQ0Ft27YtM2bMqGjeSTJlypSD/7vanmqbN2/O4sWL09/fn4GBgaxYsSIPP/xwTj/99AwNDVWc76//+q9z6qmn5g//8A8bfyEA0ANa2bc/+OCD7N69u/EXAQA9ohV9+957701/f38WLlyYAwcO5L333mveBQENZcIcCmr69OnZsGFDtm7dmpkzZ9Z83BtvvJEvf/nLSZLrrrsuEyZMyODg4BG/Gd+4cWNWrlyZH/zgBw3Z2gUAelGr+vaePXsye/bs7NmzJ7/1W7+VCy+8MDfddFOOO+64hlwHAPSCZvft3bt3Z+PGjbniiity++235/777897772Xvr6+3HjjjVm0aFFDrwdoLIE5FNQ111yTr3zlK7nkkkvS39+f2bNnZ968eTnrrLMyevToIx539913Z9euXXn00UfzyU9+Mkly6aWX5oILLqh4bblczm233ZZFixbl05/+dNUpNgDgN2tF3z7ppJNy7bXX5owzzki5XM4zzzyTH/zgB9m8eXPuv//+jBrloz0A1KLZfXvbtm0pl8v5l3/5l4waNSp//ud/nokTJ+a+++7L0qVLc/zxx2dgYKCp1wiMnC1ZoKDOOeecPPDAA1mwYEE2b96ce+65J0uWLMnAwECeeOKJIx73zDPPZNasWQebd5JMnjw5F110UcVrH3nkkWzdujU33XRTU64BAHpFK/r2jTfemJtuuimLFi3KhRdemO985zv5sz/7s6xfvz5r1qxpynUBQDdqdt/+/7df2blzZ1asWJErrrgiF110Ue69995Mnjw5f/u3f9ucCwMaQmAOBdbf35877rgjL7zwQgYHB/PVr3417777br7+9a/nP//zP6se89prr+VjH/tYxfopp5xyyM+7d+/O7bffniVLlmTq1KlNqR8Aekkz+/aR/PEf/3GOOeaYPPfcc3XVDgC9ppl9e+zYsUmSvr6+/O7v/u7B9eOOOy7nnXdeXnrppezfv7+BVwM0ksAcOsCYMWPS39+fpUuX5tZbb83w8HBWr15d1zn//u//PsPDw1m0aFGGhoYyNDSU119/PUnyzjvvZGhoKPv27WtE+QDQU5rRt49k3LhxmTx5cnbt2tWU8wNAt2tG3z755JOTJCeeeGLF76ZMmZLh4eHs2bOnrvcAmsdGh9BhzjzzzCTJm2++WfX306dPz89+9rOK9W3bth3y8/bt27Nr165ceOGFFa+98847c+edd2blypWH/KkZAHB0GtW3j2T37t15++23c8IJJ4y8SAAgSeP69kc+8pGcdNJJeeONNype++abb2bs2LEe2A0FZsIcCmrdunUpl8sV62vXrk2SnHbaaVWP++xnP5uf/vSn2bRp08G1nTt35rHHHjvkdVdeeWWWL19+yD/f+ta3kvzqoSXLly9PX19foy4HALpas/v2+++/n927d1ccv2LFipTL5Xzuc5+rp3wA6CnN7ttJ8vnPfz7bt2/Ps88+e3Dtl7/8ZZ544onMnTs3xxwjkoOiMmEOBbVs2bLs2bMnCxcuzGmnnZbh4eGsX78+jz/+eKZPn55LL7206nHXXnttVq1alauvvjqLFy/OhAkTMjg4mKlTp2bnzp0plUpJkk996lP51Kc+dcixQ0NDSZIZM2bk93//95t7gQDQRZrdt//nf/4nX/jCF3LhhRcevIn/j//4j6xduzaf+9zncv7557fsWgGg0zW7byfJV7/61Tz++OP50z/901x99dWZOHFifvjDH2b//v1ZunRpqy4VGAGBORTUzTffnNWrV2ft2rV58MEHMzw8nGnTpuWKK67I9ddfn0mTJlU9burUqbnvvvuybNmy3HXXXTnhhBPypS99KePHj8+yZcsOPnwEAGicZvftSZMmZf78+XnuueeycuXKfPDBB/nYxz6WpUuX5pprrjGlBgBHoRX32yeeeGJ++MMf5q/+6q9y7733Zv/+/Zk1a1a++93v5hOf+ESrLhUYgVK52t+gAF3n29/+dh588MFs2LAhxx57bLvLAQA+hL4NAJ1D34buYhQFutDevXsP+fntt9/OqlWrMnv2bM0bAApG3waAzqFvQ/ezJQt0oS9+8YuZM2dOPv7xj2fHjh15+OGHs3v37nzta19rd2kAwGH0bQDoHPo2dD9bskAXuv3227NmzZq8/vrrKZVKOeOMM3LDDTfk7LPPbndpAMBh9G0A6Bz6NnQ/gTkAAAAAAMQe5gAAAAAAkERgDgAAAAAASQTmAAAAAACQRGAOAAAAAABJBOYAAAAAAJBEYA4AAAAAAEkE5gAAAAAAkERgDgAAAAAASZJR7S4AABpt6KE1FWt9l13QhkqAI9l63ryKtZlPPt+GSgAAaKXbXhg45Odvznm6TZVAdQJzAAAAAKDQDg/aE2E7zWFLFgAAAAAAiMAcAAAAAACSCMwBAAAAACCJPcwBAAAAekKpVDrk53K53KZKAIrLhDkAAAAAAERgDgAAAAAASQTmAAAAAACQRGAOAAAAAABJBOYAAAAAAJBEYA4AAAAAAEkE5gAAAAAAkERgDgAAAAAASQTmAAAAAACQRGAOAAAAAABJBOYAAAAAAJBEYA4AAAAAAEmSUe0uAAAAAIDi2nrevIq1mU8+34ZKAJrPhDkAAAAAAERgDgAAAAAASQTmAAAAAACQRGAOAAAAAABJPPQTAAAqHP5wMw82AwCA3mDCHAAAAAAAIjAHAAAAAIAktmQBAAAAOlypVKpYK5fLbaiksxy+BVliGzIAE+YAAAAAABAT5gAAAEAPM50OwP9mwhwAAAAAAGLCHAAAAIA2s586UBQmzAEAAAAAICbMAQAAABrCfugAnU9gDgAAAMBRsYUKzXTbCwPtLoEeJjAHAAAA6GAm2wEaR2AOAAAAAFAQ1Sbsvznn6TZU0psE5gDQYkMPralY67vsgjZUAt3Dn4UDAACNcEy7CwAAAAAAgCIwYQ4AAAAA0EC2VelcJswBAAAAACACcwAAAAAASCIwBwAAAACAJPYwBwAAAKCDbT1v3iE/z3zy+TZVQhHYO5x6CcwBAAAACqhUKlWslcvlNlQC0DtsyQIAAAAAADFhDgAAAAAdad26dRVrc+fObUMlnaeRW7dUOxedS2AOAAAAQMscvud4u1Srw/7njVUt0LffBUUnMAcAgCZyMw5Ar9DzgG4gMAcAAAD4XzxssxgE8EA7CMwBAAAAAOh4Qw+tqVjru+yCozqHwBwAAAB6xOVPDVesDc4f3YZKoHlMpjNSjXwQKJ1LYA4AAAAdThAOzSOAh94iMAcoMN9uAwD0NkE4wJFVu2eGegnMAQAAAH6Dwx8E6iGgwNEyFNcZBOYAAABQANWmyQG6XSumxE2iczQE5gAAAABQcOvWrWt3CdATjml3AQAAAAAAUAQmzAEAAICuc/ie44l9x9th63nzCn0+gMMJzAEAAABIIpAGfm3ooTUVa32XXdCGSlpLYA4AAAAAQFN1SgAvMAcAAACAgvGQT/hw1QL4RhCYAwAAADSJvdQBOovAHAAAGsS+rwAAUJ92b90iMAcAAADa7vKnhivWBuePbkMl0DjVtlWZO3duGyoBaiUwBwAAAICjUE8QXuQQvci1FcltLwy0u4Qjavd0djcQmAMAPc9EGwAcSm9sLvuaAxSXwBwAAOhoh095fXPO022qBKD5qoXtADSOwBwAAFqs2sNBZz75fBsqAaiPSXS6jQd4V+r1bVqKvP0KzSEwB6AQ7LMGANBY1cJsoJiqhdL0BoF88QjMAQAAAICa9frUeTsYMmsdgTkA/AY+mEDtGr3ViK1LaKZqE132PwegV5hq7x3uaY+OwBwAgI5ib1EAoIgE0NAdBOYAAHSlWqfTRxrAC+4BAKA+1abf201gDgBAzxByA/S2UqnU7hIAKDiBOQAAAMBREr7DoWxJQzO1chJdYA4AtM3lTw1XrA3OH932c8HhTKYDAJ2iWnA9d+7cNlQCnUlgDgBdTIgMAABALYq4n3g7CMwB2uC2FwYq1r455+k2VALdzRcGAL/iswdAb7NdCocTjh+ZwBwAgKaynQmH86fiAACdqVrQ3nfZBW2opHkE5kDTuSmuTbXJLwCohV77m+mzAADN0W0husAcAACgYGoN+G2rAgDQWAJzAAAKwdYtdCN7h4NnigDQWQTmFE6pVDrk53K53KZKALqTm1YAAACaqZMfKiowpykOD70TwTcAAAC0SrX7cqC7dHIoXWQCcwBGxJ+Y9ybT6QDFoh/3pmr9mM4n4AYoBoE50PPWrVtXsTZ37tw2VALUSlBAN6rWj6rRo6C1qk3v9V12QRsqAQBaQWAOwCGKPql2+E2rG9bOIeQGWqVaL6vn2Gp9sJ5+WU99RTg/3UePBoBfE5gDdTl8Gs7UG1Av277Ah6t1Ep3WE1QDAHQ+gTlAk7l5plOZNgOKqOoXBse0vg4AALqTwByggYocjhf5T8frUaSngtvjFIBOUk/f0vMAgG4lMG8Sf05OpyvygzBrra3I19BoIw20ixyE0zla0fMaOe1ez7lKpVLFWrlcrqccoAPol51PwN9a/koNgE4mMKdlhAzNtfW8eRVrM598vuV1dMu+qm6MG6dbb1BrnWwv0gR8K3XDjXK1vkWlw/89bZnfnV9MUqnWnl/rl9W99EV3kbWjb7dr0r1bP6MAAPXp6MC82RNtRZoSFzYzEr1049ktQX0tuiHML0rY7Eb517oh4C6SWvv2SEP5Ws9Vz2cFnz16Qz1/tdUKvdTfu0FRviSup46iXAMA0D6lcg13Pueee25+/vOfJ0ne3FvbiU8eV7lWz7HVNPJ8tZ6r1vNXO9+721+tWDv11FNreo9XX608thbVzl/tXI1+XSP1jRtb0+tGT51W0+uGt/+ipmNrfV097zHSc9XqwAlTanrd2LGV/47ff//9Eb9vUd/zaOzJL9tdQkeauH9yu0voWMceNz5J8tGPfjRr166t61wj6dtUqta3u0GzP3vU2repVGvfbrai9+hq9O2R0bdHrlf7dj33+Y08V7Vjm31f2q16qW/Xet9fq6L07U6kb4+Mvj1yR9u3j3rCvNYwu9HHNvt8LamtxhvUamq9uW3kuRr9uqKoNbgeacBd77HNPNfRqHaz3I3veSRjM7XdJXSm4vwn5P/T6P7WUzqsvzVap/V3mqtIPboafXuEiv2ftSd1Yt8uyn25vsVItOt+u9fp2yOkb7dMTRPmAAAAAADQ7Y5pdwEAAAAAAFAEAnMAAAAAAIjAHAAAAAAAkgjMAQAAAAAgicAcAAAAAACSCMwBAAAAACCJwBwAAAAAAJIIzAEAAAAAIEny/wCHdg66FIfEoQAAAABJRU5ErkJggg==", "text/plain": [ - "
" + "" ] }, + "execution_count": 8, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "fig, axes = plt.subplots(2, 3, figsize=(15, 3))\n", - "axes = model.plot_signatures(axes=axes.flatten(), width=1)\n", + "n_signatures = 6\n", "\n", - "for ax in axes.flatten():\n", - " ax.set_title(ax.get_title(), fontsize=12)" + "# NMF with Poisson noise\n", + "model = sal.models.KLNMF(n_signatures=n_signatures, init_method=\"random\")\n", + "model.fit(adata.copy(), init_kwargs={\"seed\": 42})" + ] + }, + { + "cell_type": "markdown", + "id": "7b2a71d1-0edc-4943-81f9-a294159ace96", + "metadata": {}, + "source": [ + "Fitting an NMF model learns the underlying mutational signatures and their exposures to the samples. The signatures can be accessed as an AnnData object of the model via $\\texttt{model.asignatures}$" ] }, { "cell_type": "code", - "execution_count": 8, - "id": "24fb7af3-1028-476b-93d6-9c9c96baf3d8", + "execution_count": 9, + "id": "b91e470c-7a90-48a5-a59f-a633b769b4c9", "metadata": {}, "outputs": [ { "data": { - "image/png": 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TypeA[C>A]AA[C>A]CA[C>A]GA[C>A]TC[C>A]AC[C>A]CC[C>A]GC[C>A]TG[C>A]AG[C>A]C...C[T>G]GC[T>G]TG[T>G]AG[T>G]CG[T>G]GG[T>G]TT[T>G]AT[T>G]CT[T>G]GT[T>G]T
Sig10.0197871.860484e-020.0031751.902114e-020.0185020.0193500.0025540.0170630.0080460.011090...0.0108540.0093394.483434e-033.171670e-037.859385e-036.968846e-039.256610e-030.0064100.0109710.015336
Sig20.0005501.192093e-070.0003521.523354e-070.0021500.0014760.0005390.0019070.0021270.000161...0.0005410.0005151.192093e-071.192093e-071.192093e-071.192093e-079.268081e-040.0003720.0002530.001709
Sig30.0138551.109985e-020.0025025.735804e-030.0058030.0026380.0019590.0030510.0144600.006245...0.0012420.0014455.181981e-041.115916e-031.020352e-031.081934e-034.212582e-030.0031800.0033450.009378
Sig40.0081601.007933e-020.0015827.107403e-030.0052200.0101550.0011720.0064840.0004540.007829...0.0060130.0042852.583766e-031.630097e-035.023175e-033.705892e-037.168212e-030.0037920.0059000.013807
Sig50.0399312.630000e-020.0030482.614050e-020.0427710.0219010.0060800.0370410.0430290.017723...0.0028890.0242211.154597e-032.904535e-041.302309e-036.707409e-031.192093e-070.0008950.0026040.011154
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" + ], + "text/plain": [ + "Type A[C>A]A A[C>A]C A[C>A]G A[C>A]T C[C>A]A C[C>A]C \\\n", + "Sig1 0.019787 1.860484e-02 0.003175 1.902114e-02 0.018502 0.019350 \n", + "Sig2 0.000550 1.192093e-07 0.000352 1.523354e-07 0.002150 0.001476 \n", + "Sig3 0.013855 1.109985e-02 0.002502 5.735804e-03 0.005803 0.002638 \n", + "Sig4 0.008160 1.007933e-02 0.001582 7.107403e-03 0.005220 0.010155 \n", + "Sig5 0.039931 2.630000e-02 0.003048 2.614050e-02 0.042771 0.021901 \n", + "\n", + "Type C[C>A]G C[C>A]T G[C>A]A G[C>A]C ... C[T>G]G C[T>G]T \\\n", + "Sig1 0.002554 0.017063 0.008046 0.011090 ... 0.010854 0.009339 \n", + "Sig2 0.000539 0.001907 0.002127 0.000161 ... 0.000541 0.000515 \n", + "Sig3 0.001959 0.003051 0.014460 0.006245 ... 0.001242 0.001445 \n", + "Sig4 0.001172 0.006484 0.000454 0.007829 ... 0.006013 0.004285 \n", + "Sig5 0.006080 0.037041 0.043029 0.017723 ... 0.002889 0.024221 \n", + "\n", + "Type G[T>G]A G[T>G]C G[T>G]G G[T>G]T T[T>G]A \\\n", + "Sig1 4.483434e-03 3.171670e-03 7.859385e-03 6.968846e-03 9.256610e-03 \n", + "Sig2 1.192093e-07 1.192093e-07 1.192093e-07 1.192093e-07 9.268081e-04 \n", + "Sig3 5.181981e-04 1.115916e-03 1.020352e-03 1.081934e-03 4.212582e-03 \n", + "Sig4 2.583766e-03 1.630097e-03 5.023175e-03 3.705892e-03 7.168212e-03 \n", + "Sig5 1.154597e-03 2.904535e-04 1.302309e-03 6.707409e-03 1.192093e-07 \n", + "\n", + "Type T[T>G]C T[T>G]G T[T>G]T \n", + "Sig1 0.006410 0.010971 0.015336 \n", + "Sig2 0.000372 0.000253 0.001709 \n", + "Sig3 0.003180 0.003345 0.009378 \n", + "Sig4 0.003792 0.005900 0.013807 \n", + "Sig5 0.000895 0.002604 0.011154 \n", + "\n", + "[5 rows x 96 columns]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.asignatures.to_df().head()" + ] + }, + { + "cell_type": "markdown", + "id": "0c0e39af-a915-4be0-bba4-0629dfe7a755", + "metadata": {}, + "source": [ + "and the exposures are added as multidimensional annotations to the $\\texttt{model.adata}$ AnnData object." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "406ca840-1694-4239-aad1-281aa2aaea57", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 311 × 96\n", + " obs: 'hrdetect_score', 'hrd_label'\n", + " obsm: 'exposures'" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.adata" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "64c3f9bb-3ba1-4a38-bbfa-7325d4b51c2d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(311, 6)" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.adata.obsm[\"exposures\"].shape" + ] + }, + { + "cell_type": "markdown", + "id": "e3cf41e6-98f2-4891-9909-0b49b5f0f1b5", + "metadata": {}, + "source": [ + "Alternatively, the fitted signatures and exposures can be accessed as pandas dataframes via $\\texttt{model.signatures}$ and $\\texttt{model.exposures}$." + ] + }, + { + "cell_type": "markdown", + "id": "fe743231-4fee-471d-a720-c30b6efc5b9f", + "metadata": {}, + "source": [ + "Before visualizing the signatures and exposures, it is useful to perform a sanity check by assessing the convergence of the algorithm." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a1db2ba2-ed44-4cb0-84b3-28b906716397", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model.plot_history()" + ] + }, + { + "cell_type": "markdown", + "id": "63a0e913-9c74-4945-8a4f-8e8af7217775", + "metadata": {}, + "source": [ + "## 1.3 Visualizing results" + ] + }, + { + "cell_type": "markdown", + "id": "282cd3d9-134a-44c4-87f0-e2c55b91ecf2", + "metadata": {}, + "source": [ + "Salamander comes with an extensive functionality to plot the signatures, the exposures, their correlation, or any annotations stored in $\\texttt{adata.obs}$ and $\\texttt{adata.obsm}$." + ] + }, + { + "cell_type": "markdown", + "id": "f7eda993-b7d1-4d05-bee9-126a37b388d0", + "metadata": {}, + "source": [ + "### 1.3.1 Explicit API" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "12c8b8d1-19ed-479f-898a-4b74359d5ade", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([, ,\n", + " , ,\n", + " , ],\n", + " dtype=object)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 1, figsize=(10, 2))\n", + "\n", + "ax.set_title(\"Stacked barplot of the signature exposures\")\n", + "sal.pl.stacked_barplot(model.exposures, annotate_obs=False, ax=ax)" + ] + }, + { + "cell_type": "markdown", + "id": "e6b98e4d-a717-431c-af94-7c125310aa14", + "metadata": {}, + "source": [ + "In addition to plotting the relative exposures, it is possible to visualize a dimensionality reduction of the absolute exposures." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "a8eb75db-92ad-47cd-a6cd-25b90b3730b9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 311 × 96\n", + " obs: 'hrdetect_score', 'hrd_label'\n", + " obsm: 'exposures', 'X_umap'" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# use 'tool' module to compute and store dimensionality reduction\n", + "sal.tl.reduce_dimension(\n", + " model.adata,\n", + " basis=\"exposures\", # adata.obsm key\n", + " method=\"umap\",\n", + " n_components=3\n", + ")\n", + "model.adata" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "a4a84352-1154-4220-a3d0-86a6000eaf6c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "palette = [\"#afe1af\", \"#ec8f9c\"]\n", + "\n", + "sal.pl.embedding(\n", + " model.adata,\n", + " basis=\"umap\",\n", + " hue=adata.obs[\"hrd_label\"],\n", + " palette=palette\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "8775e59a-8014-4c1d-b90f-f3d69f37ef73", + "metadata": {}, + "source": [ + "Instead of using a hue and a palette, it is also possible to add colors to the AnnData container explicitly and to refer to them when calling the embedding plot. Another useful feature of the embedding plot is to annotate some data points. By default, the annotations are adjusted to prevent any overlap." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "62c535ac-7896-449d-bba9-cd84565177b1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# nonsensical colors and annotations\n", + "my_colors = [\"cornflowerblue\", \"silver\", \"salmon\"]\n", + "model.adata.obs[\"my_color\"] = np.random.choice(my_colors, adata.n_obs)\n", + "\n", + "special_samples = np.random.choice(adata.obs_names, 15)\n", + "annotations = [\n", + " sample if sample in special_samples else \"\"\n", + " for sample in adata.obs_names\n", + "]\n", + "\n", + "sal.pl.embedding(\n", + " model.adata,\n", + " \"umap\",\n", + " dimensions=[0,2], # first and third UMAP component\n", + " color=\"my_color\",\n", + " annotations=annotations,\n", + " adjust_kwargs={\"arrowprops\": dict(arrowstyle=\"-\", color='k')}, # add arrows to annoations\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "c2f86ded-0613-42bb-b2fd-333f27f89b53", + "metadata": {}, + "source": [ + "Importantly, the embedding plot can be used to visualize _any_ multidimensional sample annotation. In particular, we can also plot a scatterplot of the exposures of two signatures." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "040d2a62-bbac-416b-96df-84958508e187", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sal.pl.embedding(\n", + " model.adata,\n", + " basis=\"exposures\",\n", + " dimensions=[0,2], # zero-indexed\n", + " xlabel=model.signature_names[0],\n", + " ylabel=model.signature_names[2],\n", + " hue=adata.obs[\"hrd_label\"]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "7afb5802-7466-460c-a81d-277c4092c1c9", + "metadata": {}, + "source": [ + "Analogous to plotting multidimensional annotations via $\\texttt{sal.pl.embedding()}$, one-dimensional annotations stored in $\\texttt{adata.obs}$ can be visualized with $\\texttt{sal.pl.scatter()}$." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "44c7620e-ddcf-41b9-966c-1899c16deb17", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sal.pl.scatter(model.adata, x=\"hrd_label\", y=\"hrdetect_score\")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "79073f48-c7b5-4c19-a2df-b0db29bdc790", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 311 × 96\n", + " obs: 'hrdetect_score', 'hrd_label', 'my_color'\n", + " obsm: 'exposures', 'X_umap'\n", + " obsp: 'X_correlation'" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# compute and store Pearson correlation based on exposures\n", + "sal.tl.correlation(model.adata, \"exposures\")\n", + "model.adata" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "745a0d17-f679-463c-88d2-592ebdb351fd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# visualize correlation\n", + "sal.pl.correlation(model.adata)" + ] + }, + { + "cell_type": "markdown", + "id": "5085f125-39cb-46bc-ac7b-3d1cff6d45b8", + "metadata": {}, + "source": [ + "Plotting the signature correlation requires to use the implicit API (see below) because the signatures and signature exposures are stored in two different AnnData objects." + ] + }, + { + "cell_type": "markdown", + "id": "3c388442-91d4-4d9f-9654-cfc719f04f79", + "metadata": {}, + "source": [ + "### 1.3.2 Implicit API" + ] + }, + { + "cell_type": "markdown", + "id": "56362e67-06d3-48f0-a2e8-bb308190a4df", + "metadata": {}, + "source": [ + "'Implicit' here refers to calling methods of the NMF model rather than calling functions from $\\texttt{sal.tl}$ and $\\texttt{sal.pl}$ explicitly." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "91442136-b0dd-40b4-8b4f-6f92f87b9b39", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# also find the closest COSMIC match\n", + "model.plot_signatures(catalog=catalog_sbs)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "01ded30a-a069-4787-9e54-e2ded2515af5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# PCA, t-SNE or UMAP of the sample exposures\n", + "fig, axes = plt.subplots(1, 3, figsize=(9, 3))\n", + "\n", + "model.plot_embeddings(method=\"pca\", ax=axes[0])\n", + "model.plot_embeddings(method=\"tsne\", ax=axes[1])\n", + "model.plot_embeddings(method=\"umap\", ax=axes[2])" + ] + }, + { + "cell_type": "markdown", + "id": "befb8c1b-e865-4ed3-8fe8-f02540f4737c", + "metadata": {}, + "source": [ + "Notice that $\\texttt{model.plot\\_embeddings()}$ still calls the explicit API internally, so the lower-dimensional coordinates will be stored in the AnnData object." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "61f90206-f6b4-463a-b853-3bf5348016fd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 311 × 96\n", + " obs: 'hrdetect_score', 'hrd_label', 'my_color'\n", + " obsm: 'exposures', 'X_umap', 'X_pca', 'X_tsne'\n", + " obsp: 'X_correlation'" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.adata" + ] + }, + { + "cell_type": "markdown", + "id": "a5ac315f-e41b-4b6a-9e20-ebc07593a6b5", + "metadata": {}, + "source": [ + "## 1.4 Fixing a priori known signatures" + ] + }, + { + "cell_type": "markdown", + "id": "097d1236-5338-469a-8bc3-83a85c0bbb0e", + "metadata": {}, + "source": [ + "Salamander supports fixing arbitrary many a priori known signatures during model training. However, only learning a subset of the signatures might cause NMF algorithms to get stuck in poor local optima. We recommend to track the objective function values and to compare them to runs where no signatures are fixed." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "00d017ba-bf3f-41f7-ac24-b0ec34400a76", + "metadata": {}, + "outputs": [], + "source": [ + "known_signatures = catalog_sbs.loc[[\"SBS1\", \"SBS13\"]]\n", + "given_parameters = {\"asignatures\": ad.AnnData(known_signatures)}" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "7b12f13b-c615-4663-bc61-c6409db888de", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([,\n", + " ,\n", + " , ],\n", + " dtype=object)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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QBAAAGIr3AIYg1vUD6Al6AABgKAIAAAxFAACAoQgAADAUAQAAhiIAAMBQBAAAGIoAAABDEQAAYCgCAAAMRQAAgKEIAAAwFAEAAIYiAADAUAQAABiKAAAAQxEAAGAoAgAADEUAAIChCAAAMBQBAACGIgAAwFAEAAAYigAAAEMRAABgKAIAAAxFAACAoQgAADAUAQAAhiIAAMBQBAAAGIoAAABDDXd3BQbDok8dzu28Wb5urAkAeA56AABgKCN6AKaz2WzObcuy3FgTAJ6EHgAAGIoAAABDEQAAYCjmADrBqiEAJjAyAGjgAYAhIAAwlpE9gN8yrUfAslAAUg8DICkpSbW1tQNdlwFz6tyv21F+vftsqz/q3J44cWK3ZR09erTT/b29tifn90RUVFSvPo8f5efc9h13bb/UoScc9SevutzfXtuXewFDwfjx41VcXNzteTarB18BvT0AAMAk/RoAAIChh0lgADAUAQAAhiIAAMBQBAAAGIoAAABDEQAAYCgCAAAMRQAAgKEIAAAwFAEAAIYiAADAUAQAABiKAAAAQxEAAGAoAgAADEUAAIChCAAAMBQBgCEtPz9fkyZNUn5+vrurAnicHv1ReMCTtLW1aevWrSooKFBNTY1aWloUFBSk0NBQxcTEKDk5WSkpKf1e7n//+199/vnnqqqqUnV1tVpaWpSRkaH169f3e1nAYCAA4FXa2tq0dOlSlZSUKCgoSElJSQoPD5fD4dDhw4dVWFioI0eOOAMgLS1NN910k8aMGdPnsnNyclRdXa3f/e53Cg8P15EjR/p8T8CdCAB4lcLCQpWUlGjy5MnavHmzAgMDOxxvbW1VZWWl83NgYKDLOVfrscceU3h4uK677jqVlZXpvvvu65f7Au7CHAC8SkVFhSQpMzOz04Z91KhRio+Pd36+0hxASUmJsrKyNG3aNMXFxWnFihX69ttvtWbNGk2aNEl1dXUdzo+Pj9eECRNks9n6+akA96AHAK8SEhIiSTp27Fif7vPBBx/okUce0ciRIzV37lyFhYWpoqJCWVlZmjx5ct8rCngBAgBeJT09XZs2bdKWLVvU0tKitLQ0TZ06VRERET2+x88//6wnnnhCw4cP19tvv92hwV+/fr02btw4EFUHPA5DQPAq0dHRys7OVmhoqAoKCrRy5UolJyfrlltu0UMPPaTdu3d3e49PPvlETU1NysjIcPm2v3z5cgUFBQ1U9QGPQgDA68ybN09FRUV69dVXtWLFCs2ePVvt7e3atWuXli9frkcffVSWZXV5fVVVlSRpxowZLsf8/f0ZAoIxGAKCV/L19VViYqISExMlXVweumPHDj3++OPavn270tLSlJqa2um1zc3NkqTQ0NBOj3e1Hxhq6AFgSPDx8dG8efO0ePFiSdL+/fu7PDcgIECSdPr06U6Pd7UfGGoIAAwp/v7+knTFIaApU6ZIksrLy12OtbS0qLq6emAqB3gYAgBepbCwUHv27FF7e7vLsYaGBuXl5UmSYmNju7xHamqqAgMD9f7777s09jk5OWpqaurfSgMeijkAeJXKykrl5uYqLCxM06dPV2RkpCSprq5OxcXFOnfunFJSUjRnzpwu7xEQEKB169Zp9erVysrK6vAeQHV1teLi4lRWVqZhwzp+P9q1a5d27dol6WLYSNKXX36pNWvWSJKuueYaPfroowPx2MCAIADgVe6//35NmDBBe/fu1TfffKPS0lKdP39eISEhiouL0/z585WRkdHt27oLFixQcHCwcnJy9OGHH2rEiBGKjY3Vli1blJ2dLenXuYJLqqqqtG3btg77amtrVVtbK0mKiIggAOBVbNaVBksBw7S1tSk1NVUOh0OlpaXurg4woJgDgJGamprU2traYZ9lWcrJydHJkye7XEIKDCUMAcFIX375pVatWqWEhARFRETo7NmzqqysVFVVlcaNG6eVK1e6u4rAgGMICEaqra3VCy+8oIqKCjU2NurChQsKDw/XrFmztGzZMl4GgxEIAAAwFHMAAGAoAgAADEUAAIChCAAAMBQBAACG4j2ATiz61OHczpvl68aaAMDAoQcAAIYiAADAUAQAABiKAAAAQzEJDBjkb2Uzndtr4z5zY03gCXodAKyQQX+pmX2rc9tetM+NNQHMRA8AQJfoMQxtzAEAgKEIAAAwFAEAAIYiAADAUIM6CcwKIgDwHKwCQgcszQTM0ecA4Fs9AHgnegAYcujFAD3j0QFA78K70PAC3mXAA+DyRtxTECwA4OE9gMvRaHumy7/1X+nYUOkR7N+/37kdHx/vxpr03OV1ZuE3LufWABisRp3w8HxDMSwAT+c1PQCYhUBwD378zSwEALxSXwKCcBnaCLGeIwAAL+ON8xAYOHXv7nBuR/7fHb26lgDoZzabzbltWZYbawIAV0YAdGMwG3TCA8BgGrIB4InvH8BsDN1cHcb0B86QDQAA7tWXhvvyazFwvDYAWNs/OFgxAwxdvBcIAIby2h4AAO/BOL5nIgAMwOqirnU3McvEbddo1L0fAYAOAfHNLBq5q/XbsDAtPAYrEDw1ePryQpa7EAADiHcIvI9pjXZveGrDi6tHAAwiGml4Ghp1sxEAvUQjDnfo8Jv+QD8hAOD1eFfB+9ETcQ8CAPByps9bmBYe/TnZTAAAV8n0hrcvPLXR7k3jOlCrfgZzNREB4CWYewD6nzcu3exPBICHosE3G72L/mF6A98dAgAYYggP73N5UA0mAgBeYait9DH9rWHTeUrPhAAAgB5wV6M9kOXyc9AAYCh6AH3Ul8laJnoBz+UpwzQDqd8DoC9/qYu/8jW0DbVxfHgfExr13hgyPQDCA4Cn8JagGTIB0BeEx9BGzwPu5qmBQAB4KeYeAPQVq4AAwFAEAAAYymb1YAwgKSlJtbW1kqRT537dP8avd58v5y3XttQfdW5PnDhRR4/2/PPlvOXaSL+Rzm3fcdfKUX+yx58v5y3Xtv9+tHN75MiR+uWXX3r8+XLecm2rGp3bISPH6cdf6nv8+XLecm3ghRDnto//KLW1tPb48+W85Vof/1GSpPHjx6u4uLjTe16u1wEAAPBs/RoAAIChhzkAADAUAQAAhiIAAMBQBAAAGIoAAABDEQAAYCgCAAAMRQAAgKEIAAAwFAEAAIYiAADAUAQAABiKAAAAQxEAAGAoAgAADEUAAIChCAAAMBQBgCEtPz9fkyZNUn5+vrurAnic4e6uANBbbW1t2rp1qwoKClRTU6OWlhYFBQUpNDRUMTExSk5OVkpKSr+WeebMGe3atUuffvqpampq9MMPP8jX11d2u1333HOPFi5cqGHD+D4F78LfBIZXaWtr09KlS1VSUqKgoCAlJSUpPDxcDodDhw8f1hdffKHo6Gi99dZbkqTm5madOnVKY8aMUWBg4FWX+9Zbb+mJJ55QWFiYbrnlFl177bU6ffq0du7cqebmZt1xxx36xz/+IZvN1l+PCgw4AgBe5b333tPq1as1efJkbd682aVRb21tVWVlpeLj4/u13H379qm1tVWzZs3q8E2/oaFBixYtUn19vV588UXdcccd/VouMJDos8KrVFRUSJIyMzM7/UY/atSoDo3/leYASkpKlJWVpWnTpikuLk4rVqzQt99+qzVr1mjSpEmqq6tznnvrrbcqOTnZZZgnLCxMWVlZkqSysrJ+eUZgsDAHAK8SEhIiSTp27Fif7vPBBx/okUce0ciRIzV37lyFhYWpoqJCWVlZmjx5cq/uNXz4xf9GPj4+faoTMNgIAHiV9PR0bdq0SVu2bFFLS4vS0tI0depURURE9PgeP//8s5544gkNHz5cb7/9docGf/369dq4cWOP73XhwgW99957kqTbb7+95w8CeACGgOBVoqOjlZ2drdDQUBUUFGjlypVKTk7WLbfcooceeki7d+/u9h6ffPKJmpqalJGR4fJtf/ny5QoKCupxfZ577jnV1NQoKSmJAIDXIQDgdebNm6eioiK9+uqrWrFihWbPnq329nbt2rVLy5cv16OPPqorrW2oqqqSJM2YMcPlmL+/f4+HgHJzc/Xvf/9bUVFRys7OvrqHAdyIISB4JV9fXyUmJioxMVHSxeWhO3bs0OOPP67t27crLS1NqampnV7b3NwsSQoNDe30eFf7L7d582b9/e9/1x//+Ee9/vrrzrkJwJvQA8CQ4OPjo3nz5mnx4sWSpP3793d5bkBAgCTp9OnTnR7vav8lr7/+uv72t7/JbrcrNzdXYWFhV1lrwL0IAAwp/v7+knTFIaApU6ZIksrLy12OtbS0qLq6ustr//Wvf+npp5/WlClT9MYbb2j06NF9rDHgPgQAvEphYaH27Nmj9vZ2l2MNDQ3Ky8uTJMXGxnZ5j9TUVAUGBur99993aexzcnLU1NTU6XUvv/yynnvuOU2dOlWvv/66fv/73/fhSQD3Yw4AXqWystI57DJ9+nRFRkZKkurq6lRcXKxz584pJSVFc+bM6fIeAQEBWrdunVavXq2srKwO7wFUV1crLi5OZWVlHV762rZtm1588UX5+PgoNjZWb775pst9IyIidM899/T/QwMDhACAV7n//vs1YcIE7d27V998841KS0t1/vx5hYSEKC4uTvPnz1dGRka3v8mzYMECBQcHKycnRx9++KFGjBih2NhYbdmyxbmi59JcgSTnW8FtbW164403Or1nXFwcAQCvwm8BAZdpa2tTamqqHA6HSktL3V0dYEAxBwAjNTU1qbW1tcM+y7KUk5OjkydPdrmEFBhKGAKCkb788kutWrVKCQkJioiI0NmzZ1VZWamqqiqNGzdOK1eudHcVgQHHEBCMVFtbqxdeeEEVFRVqbGzUhQsXFB4erlmzZmnZsmU9ehkM8HYEAAAYijkAADAUAQAAhiIAAMBQBAAAGIploPB6NbNvdW7bi/a5sSaAd6EHAACGIgAAwFAEAAAYigAAAEMRAABgKAIAAAxFAACAoQgAADAUAQAAhiIAAMBQBAAAGIoAAABDEQAAYCgCAAAMRQAAgKEIAAAwFAEAAIYiAADAUAQAABiKAAAAQxEAAGAoAgAADEUAAIChCAAAMBQBAACGGu7uCgCDrWb2rc5te9E+N9YEcC96AABgKAIAAAxFAACAoQgAADAUAQAAhiIAAMBQBAAAGIoAAABDEQAAYCgCAAAMRQAAgKEIAAAwFAEAAIYiAADAUPwcNIYcfu4Z6Bl6AABgKAIAAAzFEBBks9mc25ZlubEmAAYTAYAhjzkBoHMMAQGAoegBDEEM6QDoCXoAAGAoegDoN4y1A96FHgAAGKpHPYCkpCTV1tYOdF0GzKlzv26P8ev/8z1ZVFSUjh496vw8ceLEK54/ftSvD+w77lo56k92+HwlHc6NinK59kqfL9fduVe89rfl9uAzMNSMHz9excXF3Z5ns3owS+jtAQAAJunXAAAADD3MAQCAoQgAADAUAQAAhiIAAMBQBAAAGIoAAABDEQAAYCgCAAAM9f/oJq2KcHmo5gAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model = sal.models.KLNMF(n_signatures=4)\n", + "model.fit(adata.copy(), given_parameters=given_parameters)\n", + "model.plot_signatures()" + ] + }, + { + "cell_type": "markdown", + "id": "fd83e3c2-3f44-469e-b223-e7b1a48a3d27", + "metadata": {}, + "source": [ + "## 1.5 Other NMF models" + ] + }, + { + "cell_type": "markdown", + "id": "c3243b06-832b-4328-88b6-5c3a85896934", + "metadata": {}, + "source": [ + "The syntax for minimum volume NMF and correlated NMF is identical, and fixing a priori known signatures is supported too. In this tutorial, we only run these algorithms for 10 iterations because of their longer runtime.\n", + "\n", + "**Note**: The first iteration of an algorithm takes a little longer because the update rules of the parameters are just-in-time compiled with [numba](https://numba.pydata.org/). All subsequent iterations are much faster." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "e330428c-64b3-4ee9-8203-5a032dfe25c0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model_mvnmf = sal.models.MvNMF(\n", + " n_signatures=n_signatures,\n", + " lam=1, # volume penalty hyperparameter\n", + " max_iterations=10\n", + ")\n", + "model_mvnmf.fit(adata.copy())" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "e87c75a0-3557-4f43-a681-1bfe2012dd32", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model_corrnmf = sal.models.CorrNMFDet(\n", + " n_signatures=n_signatures,\n", + " dim_embeddings=4, # common embedding dimension of signatures and samples\n", + " max_iterations=10\n", + ")\n", + "model_corrnmf.fit(adata.copy())" + ] + }, + { + "cell_type": "markdown", + "id": "09760ce8-366c-4367-9988-8aa6dd029bf6", + "metadata": {}, + "source": [ + "Compared to KL-NMF, it is important to keep in mind that correlated NMF learns signature and sample embeddings in a shared embedding space. When computing and visualizing a dimenionality reduction of the embeddings, it is therefore necessary to consider $\\texttt{model\\_corrnmf.adata}$ and $\\texttt{model\\_corrnmf.asignatures}$ jointly." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "71210152-e4cd-4868-9864-fe463063f86a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AnnData object with n_obs × n_vars = 311 × 96\n", + " obs: 'hrdetect_score', 'hrd_label', 'scalings'\n", + " obsm: 'embeddings', 'exposures'" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "# stacked barplot of the exposures\n", - "_ = model.plot_exposures()" + "model_corrnmf.adata" ] }, { "cell_type": "code", - "execution_count": 9, - "id": "e61c5ddb-40c9-433a-9e6d-2862cd89ce03", + "execution_count": 32, + "id": "3eb32a25-6491-4383-aa3e-dafa4f7a48d7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "AnnData object with n_obs × n_vars = 6 × 96\n", + " obs: 'scalings'\n", + " obsm: 'embeddings'" ] }, - "execution_count": 9, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "# PCA, t-SNE or UMAP of the sample exposures\n", - "fig, axes = plt.subplots(1, 3, figsize=(12, 4))\n", - "\n", - "model.plot_embeddings(method=\"pca\", ax=axes[0])\n", - "model.plot_embeddings(method=\"tsne\", ax=axes[1])\n", - "model.plot_embeddings(method=\"umap\", ax=axes[2])" + "model_corrnmf.asignatures" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "1c332910-89f1-4f0d-8f8e-12d46bdfb91e", + "metadata": {}, + "outputs": [], + "source": [ + "sal.tl.reduce_dimension_multiple(\n", + " [model_corrnmf.adata, model_corrnmf.asignatures],\n", + " basis=\"embeddings\",\n", + " method=\"umap\",\n", + ")" ] }, { "cell_type": "markdown", - "id": "69018fe4-85fd-4b2f-9309-afdc96413b84", + "id": "d120a69a-4936-4ba8-bb70-a93f69c07db6", "metadata": {}, "source": [ - "Let's say we want to color all samples with a high relative exposure to a certain signature. Again, the UMAP, t-SNE and PCA implementations just wrap around seaborns scatterplot and customizations can be made." + "The lower-dimensional representations of the embeddings are now added to both AnnData objects." ] }, { "cell_type": "code", - "execution_count": 10, - "id": "207a3fc8-9108-4136-a841-289e0713e0d2", + "execution_count": 34, + "id": "1cd4509a-eac7-48c5-8233-526e3cbf9fd6", "metadata": {}, "outputs": [], "source": [ - "special_signature = \"Sig1\"\n", - "threshold = 0.4\n", - "\n", - "relative_exposures = model.exposures / model.exposures.sum(axis=0)\n", - "relative_exposures = relative_exposures.T # signatures as columns\n", - "special_samples = relative_exposures.loc[relative_exposures[special_signature] >= threshold].index.to_numpy()\n", - "\n", - "group_labels = [\n", - " \"special group\" if sample in special_samples else \"other\"\n", - " for sample in model.sample_names\n", - "]" + "model_corrnmf.adata.obs[\"color\"] = adata.n_obs * [\"#afe1af\"]\n", + "model_corrnmf.asignatures.obs[\"color\"] = model_corrnmf.n_signatures * [\"black\"]" ] }, { "cell_type": "code", - "execution_count": 11, - "id": "6fd4a617-b0ae-40d5-b8af-83d28a8c4ee5", + "execution_count": 35, + "id": "4c9039e6-eb96-4af5-87ff-b0a0d9505d78", "metadata": {}, "outputs": [ { @@ -560,15 +1870,15 @@ "" ] }, - "execution_count": 11, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -576,22 +1886,25 @@ } ], "source": [ - "# colored UMAP\n", - "model.plot_embeddings(method=\"umap\", hue=group_labels)" + "sal.pl.embedding_multiple(\n", + " [model_corrnmf.adata, model_corrnmf.asignatures],\n", + " \"umap\",\n", + " color=\"color\"\n", + ")" ] }, { "cell_type": "markdown", - "id": "8f409d73-0d82-4fa2-8644-10a63a02b34c", + "id": "9242769b-3b0a-4307-a554-260cb7d24e9c", "metadata": {}, "source": [ - "It is also possible to annotate the projected exposures. By default, Salamander adjusts the annotations to prevent them from overlapping:" + "The implicit API does all of these steps automatically and also adds annotations to the signature embeddings." ] }, { "cell_type": "code", - "execution_count": 12, - "id": "b8523362-1835-42c1-947c-e56fcc31ae03", + "execution_count": 36, + "id": "61710897-7668-48f7-9988-4c159db1407b", "metadata": {}, "outputs": [ { @@ -600,15 +1913,15 @@ "" ] }, - "execution_count": 12, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -616,74 +1929,79 @@ } ], "source": [ - "annotations = [name if name in special_samples else \"\" for name in model.sample_names]\n", - "\n", - "# let's also change the colors\n", - "palette = [\"#afe1af\", \"#ec8f9c\"]\n", - "\n", - "model.plot_embeddings(\n", - " method=\"umap\",\n", - " hue=group_labels,\n", - " palette=palette,\n", - " annotations=annotations,\n", - " adjust_kwargs={\"arrowprops\": dict(arrowstyle=\"-\", color='k')} # add lines connecting the annotations and data points\n", - ")" + "model_corrnmf.plot_embeddings()" + ] + }, + { + "cell_type": "markdown", + "id": "0f3cb576-c528-415c-bda1-cc059285cf53", + "metadata": {}, + "source": [ + "## 1.6 Heuristic selection of the number of signatures" + ] + }, + { + "cell_type": "markdown", + "id": "b2fc9152-92c2-474c-b8e5-aa1edc8da1f6", + "metadata": {}, + "source": [ + "The number of signatures can be selected heuristically by running NMF for different numbers of signatures and assessing the decay of the reconstruction error. A reasonable choice should correspond to an 'elbow' in the plot of the decreasing reconstruction error." ] }, { "cell_type": "code", - "execution_count": 13, - "id": "df3edc20-9e5b-4711-a61e-b487f49a00bc", + "execution_count": 37, + "id": "7214a50a-fd8a-4ee9-9875-911a2759528a", "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "Running NMF for 1 signatures.\n", + "Running NMF for 2 signatures.\n", + "Running NMF for 3 signatures.\n", + "Running NMF for 4 signatures.\n", + "Running NMF for 5 signatures.\n", + "Running NMF for 6 signatures.\n", + "Running NMF for 7 signatures.\n", + "Running NMF for 8 signatures.\n", + "Running NMF for 9 signatures.\n" + ] } ], "source": [ - "# signature correlations\n", - "# Pearson correlation of the exposures\n", - "model.plot_correlation(annot=True, figsize=(4,4))" + "ns_signatures = np.arange(1, 10)\n", + "models = []\n", + "\n", + "for n_signatures in ns_signatures:\n", + " print(f\"Running NMF for {n_signatures} signatures.\")\n", + " model = sal.models.KLNMF(n_signatures=n_signatures)\n", + " model.fit(adata.copy())\n", + " models.append(model)" ] }, { "cell_type": "code", - "execution_count": 14, - "id": "757e652e-baa3-42a9-bbb4-ab5313183a0e", + "execution_count": 38, + "id": "3b166ffa-8637-4bb7-90c3-4b311cbc1993", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "[]" ] }, - "execution_count": 14, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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WXYlcByz7+7wdvUg7qh9/ANIHUcuWLdODkGwDpN39GO/pPOaPoFlfzsJDoZD+Mdy2bVtGGb169XL9aI4cORKLFi1y/YAuW7aswx/ljure0Q/n7u4vjyP7cNppp2W03e7ANgiFQq622V275vqD2ZX9sqOy0n/o9zThMO8vB9u89o4GUNkGLdn6UrZBlHkvO7q2bPXKZUCSfmwuz9GeUFpaagdCn1HkPHCKJbrnn4VFV6K7Zn65njcXdiDbLDrbD/nufoz3VJ/Ofp++nNrRPru7jvQf5d39gO7ph3N3A1Iex3bjeTvbF8xz7G5Asrdl7gs6KqszP/R7Ym53N3jMtay9GQTtSzvlwkblek0Wn214UqlUTuthX7lt8f6uS1b85aend8t5LSwsLCwsLCxMdCLlyv6shoWFhYWFhcXeYO3atZg5cyZWrVqF2tpalJSUYNiwYRg3bhyuuOIKAMC4ceOwdetWfUxZWRkGDx6MKVOmYPz48Xr7ypUrsWDBAqxcuRJr165FPB7H2rVrM84ZDodx2223YeXKldi2bRuSySQOO+wwXHjhhbjssssQCARc+zc1NeGuu+7CSy+9hHA4jKOPPho//OEPcdRRR7n2u/322/Hmm29i69atiEQiqKysxNlnn42rrroKhYWFGfV47733cN9992H58uWIRCI47LDD8JWvfAVXXnnlPrXp7tCJqLr9VgcLCwsLCwuLvcDy5ctx5ZVXorKyEhdffDHKy8uxbds2vPPOO5g7d64eOAHAyJEjMWXKFAAqwnHevHmYOnUqbr31Vlx66aUAgCVLlmD+/PkYPnw4+vfvj40bN2Y9bzgcxoYNG3DyySejqqoKXq8XK1aswIwZM7By5Ur85je/0fsmk0l885vfxNq1a3H11VejtLQUjz32GK644gosWLAAgwYN0vuuWrUKo0ePxgUXXIC8vDy8//77mD17Nl577TU8+uij8HodhdHSpUtx7bXX4sgjj8T111+PgoICbNq0Cdu3b+/CFs5Ezkt1Z/2/7lmqe+F2u1RnYWFhYWGRDd/85jexatUqvPjii+jRo4fru127dqFXr14AFON0+OGH48EHH9Tf79y5ExMmTEBFRQVefPFFAEBtbS2KiooQCoVw22234dFHH83KOHWEX/ziF/jzn/+MpUuXory8HADw/PPP46abbsK9996LM888EwBQV1eHiRMn4uSTT3YNsrLhj3/8I371q19h3rx5OPbYYwEALS0tmDhxIo477jj87ne/cw2o9jfsUp2BmpoazJ07F++88w7effddtLW1Ye7cuRgzZkx3V83CwsLCwsKFTZs2YdiwYRmDJgB60NQRysvLMWTIENfAqHfv3vtUn6qqKgBqaY4DpxdffBG9e/fGhAkT9H5lZWU466yz8MwzzyAajSIYDOZUJvHss8+itrYWN910E7xeL9ra2hAKhQ7IACrnM0QS3fPvQOOjjz7C//3f/6GmpgYjRow48BWwsLCwsLDIEVVVVXjvvfewbt26Th8bi8Wwfft2lJSU7PX5o9Eo6urqsG3bNrz00kv44x//iKqqKgwcOFDvs3r1ahx55JEZg5qjjz4a7e3t+Oijj1zb4/E46urqsGPHDixduhS//e1vUVhYiOrqar3P66+/jqKiIuzYsUMzT6NHj8bPfvYzRCKRvb6eXGAZJwNHHXUU/vOf/6CkpAQLFy7EihUrurtKncK8hW8DAFrDcQBAWbEaxTe0xAAAQyvVrCQmOXSa2qIoDCkR3zsfNQAA+pbmAQBOOKIvAKClPQoA2FzTDAAI+FTnf2uDSoMS8HsAAPlBHwCg3703Y/A5ZwAAnq5QS61R6UCfG6LOH46qzyMHqhB2rhiPHqHOOeuZd1WZeT6pZwyHVxYDAHxedb6CkOq+zW3q2ooL1HVsr2sDALy7qUWdc2hPOae65oS44IekvgCwsaZV/d2prvXoAQUAgIqSkPzNBwAM6KPKSkp9ffIiaI+oOvzhxQ3oma/KHXesupaSIlWGz+eRv+oYr0d95r1oC8ekLVSdevVUdYjG4toMlvuGgn5XPXhNwbRrSsf2Xaotehbm6eMi0h55cgzLbGyJuLbvamx3lVVeouoVT6h76PXyOpL63vjlGrmPKQgI+N3f8/p4vNfrwfZd6p7k5/mz7lMg/TYqAkyzLUqK81yfk2mVYFuznixz43bVx3c1qzYoLVLPz2mfc4wT08sM5fnhkfsYjalnjs8L25zPS0TqWZSvyuT9bZX9ee/e+7AWh/dXz0Vds2p73pu5r2wEANQ2q3Y7op+6xne3qhD76v5GX5Prag0ndPtV9cqT+qrP/cpCrmvbuovnVPUuzneLfPkcBXxe/ezTq7hQnslNNW3yWV1TW4T91ifH8llQf5taY/pzQ6tqx7oW9beyVLVXT3m+eY5Gee5LCtX2noVBV/2a29X3u5qiKC0OyHdJuSZVRpOUEZT+aGbIYN/ie5Tvyq272pCUi77o1MMBAM+/rn78I/KMsr5x2Y/nHtSnCACwZnMjAKBF3tUvzf0pdofFi7PLZa666ipcc801mDx5MqqrqzF69GiMHTsWY8aMyRBoc0ACqNWV2bNno7a21qWD6ixeeuklfO9739OfR40ahdtvvx1+vzO82LlzJz7/+c9nHEsXd5OoePfdd/HVr35Vfx48eDAeeOAB1wBv48aNSCQSuP7663HRRRfh+9//Pt544w088sgjaG5uxt13373X17Qn5DxwCneTOLw7c/jQ0G/mzJl44oknuq0e6djX5KsWFhYWFp8enHTSSXjiiScwe/ZsLF26FCtWrMBDDz2EsrIyTJ8+Haef7uiEly5dirFjx+rPPp8PkyZNws0337zX5x8zZgwefvhhNDU14fXXX8fatWvR3u6ebIXD4axLcdxmMkTDhg3Dww8/jLa2NqxYsQKvv/462traXPu0tbWhvb0dl1xyCX784x8DACZMmIBoNIp58+bhu9/9rkt03pXIPaqumxine37XfQMFMk7f/va3DxmN0z/eVSzQym3qhsnkBvXSjweXqVlOXZuaBTWGgb6KyNEMyJr/qg46dq1aT25sV2VtrFfHyORMzzJLFRmDE4ep/ww+5wx89NzLAIDai05x7btsvTr/SSPUjHp7nWIVOBsOPfB7AMAlp50GACg+7DBVN38AjR9vBAAE8tV5CmXdG6raCNfWqjKO7AcAOCcpXzTsAgD48tRD6g+p4+vWrIZfytrYTx3z0TZ1zeNGK5q5R4E6Zsvil9R17FAXHxQ9gU+cj3uKluDzQ3tiZ6Oa/R9VpmbXibAqMxGJu+rhk9lga42KAMkXYz6vzNRKSoeq+pbkA3JvUkk1g0kl1F9vQJXl8QnTRCrco/5y/lxaLG0mM2YPUkimhI34+EPVbgVlAIDDehRJvVV9RvStcJ/Dp+rHmTSJHI8HSDU1SLvkuerpy5cwYrkliKu2AGelmg2SHVJJDK5U9cnzqP4Xa1UMTjIWQzr8oSLXNbP9PEFVB8SiUm+fcx6f+9XX1Kb26SVsWirpZql6eBPusv2q3eOtLUil5OXYrNiqPvmqjDq/ai+yWmSmDhPWsriAbLDaLxhQZR8xsAwBOfawfLVvSbEwn8UqnPyEYeoc531RsR0fb1PP/XBhqthfSKCkUkA4qto8tX0zACBQqNqtfWeNqmeBKjNWKsdG1P2P1G2Va1Z9xyfsSyIShYf9TPplrFY9z6ccd4z63Ko+B3uoe9m67RNkQ6Cf6h/JRALFhw1S9ZHntHGjYnKijerdkYiqe+UvV99HJAF4tKYBAOCV56qwqj8AoOiISoSFZfHI/UvGhFUdWqKvBXCezZjcy8K+qozW7WoSvWuVWoE49dRxSCVUe66eqZiNCWeMd10z6xUoUu2cVy4s4sr/AADGnHmWqq+06w//Z+8DsKqrq3H//fcjGo1izZo1ePnllzFnzhzccMMNeOqppzBs2DAAwDHHHIMbb7wRHo8HoVAIQ4cOzaqN6gx69+6tdVFnnnkmZs2ahSlTpmDRokVa4xQKhRCV+5YObsvLy3NtLyoqwoknnggAOOOMM/Dss8/i+uuvx5NPPokjjjhClwkA5557ruvYL3/5y5g3bx7efvvt7h84RROePe+0H0AFfUc4TX5g9wcs42RhYWFhcaggGAyiuroa1dXVGDRoEKZNm4aFCxdi6tSpAJR7PAck+wsTJ07EPffcg8WLF+OSSy4BoEToO3fuzNi3pkYN2rlk1xEmTJiAW265Bc8995weOFVUVGD9+vUZAviyMjVIb5SB9v5AzgOntTPH5bRftqzquSLbsaefvvuogN2dK5lMImbMTjtCMBjUM0LiUGScbh6kOmLo82qkny+daufbaqZU0FcxK22fOEZoZE0aN2wAAHgqVDsUliu2J9qgOmDMo5iTpLAFu95drfaXGbV/s5o1PHrcFFR8S82+/l+VOia/t6pPyeHDAQBbhQILCwvDGfWLbaqfHXnESFV2UmbzHuD9qDALMnHpH1SzwoKQmiUmA8KUCJlRGFDXsS6sZu/FXtXdfTI7bqsYpDUMha8vAgAcX9FHnWKdKhtHjQIArO6hZmzUTYTr1XHUkhV8otro4tEVSArL8tRKNcttEP0GWbV4UjEnRJ6wC4Uh98yvbuMmVXbQqzVBZECoT2GX9fvcfZcsh180Lr17qntT3+zM+qgv4TWlUoppDAVUfWKiPyoR7Qj1LBGhn/MCbibF6/GgTrRBPqM+LJNgu7EME8kUUNVbsRDNwgaRLGK9YqKbY9uQHcyTczW2Rlxt4fE4x1AzJM2jdWe9e+a76tEibfPXJR+5rovHtUWS+p5Qy1SQp/5+bph6gVMH1yq6qg+kr9Q0iI5K9Dckrgb1LcaOenUvqAGjPmbYgz8AAASLVdv89xnFjJJlWU4NiFQwIUsmiWhMM3UVxyutCdnAQLHqd2SYyMKSTQoII8H9422qTF9eEFGJciJrkidpd7b84xW1PUhmTl1PfkW5qyyyhPG2VinHj+2vvgoAiDarsskse6QdfXnqXRFrUc9osKe65rwy+a2Q+1G/+n0AQM2bbyBQUChfJV3XFpf28Uh7JUWnRnY12qTuVbCHYv6O/Oa3AAAfLpgPrzCaR33/hwCA9g+VOLtABgEpYTtiLep5JxM16LL/Uefeppi/aIvaXthfvW+7CqNGqXcXBycHClx2axbWDgCOOOIIvPXWW0gmky6B+MqVK5Gfn4/BgwfvtsxoNIpkMukq86ijjsKrr76KHTt2YMiQIXo7r5cDqP2BnAdO3YWOBHG54M0338zZPfTkk09GkVCqhGWcLCwsLCwOZixbtgxjxozJmPgvWbIEAFyDiq5EXV0dSktLM87717/+FYAzcAPUEt6LL76IRYsWuXycFi5ciNNOO01rnZqampCfn58has9W5llnnYXZs2dj/vz5Lt3W/Pnz4ff7ccIJJ3Th1bpx0A+c9gVDhgzBjBkz9rjf448/jrvvvhvFxcWu7Yci48SZX7HMXgr6qsiu9l1K51MyVOlmqNFBKuXQFoJAkWqHgj6KfeGsLMrRvszoIkKFhmRkz1lkbXNSazBirWrwyVkiz1XWQ32fEEapSLQ3E08YBADY8fpSdW6Z3XoDAZx48qmuekbr1DXFRFdDpie2Xc2ct9UqanjwKBXCGm2tdx1f7PPBL5FNb7+vZqfUSXHGGWlQZZ9w/EkAgA1bFIvEqKw2YczIatRvWA/INX1uuIoSqZWotIRmD0T3I+wFGRJG3/F2UP/VszBPl8/oQ5bBfRnZRgQMXU2/3uqe1jWpmb/X49HfUfvC+oUYxSYCmR5FamadH1T3qKVd9CGiyWE5fp8XjS1hV30Y1UXNDvdtbosY50rqegGKnaMWiPUjGFlI9ojnIGvpkzJ2Nal2L8x3RKlkGPPzjGgjXrtEfZHdisq5tta6I+SIxjaHweN3LGPEgN5y7Wp7TX2rlK0K37aL9zfoaps+ZUUozHdHDLK/NQnTFG0WHU1jk/yViNdCYYuk/yaj6rhkPOGwLTLj14xTkeiLhG3x8r5KGUF5L5Jp1vsFA0i0y/2WHz5q25o+2qg+y/ZEWPpMqUSlJth/VV0SwlJ4fD79vokJExPeJfokRkAaZVJDxOsgi9X6idJTRZua4c+X94+0Pa9NM07yWWsHRQsVbW6RNlDnqBXmvua/b+n6FA9QEZfbX3/NVR+2M1m5uIibea5dK1eqc8bVPeo16mjsDaZPn4729naMHz8eQ4YMQSwWw/Lly/HCCy+gqqoKF1xwQafK27p1K55++mkAKroNAH7/e6U9raysxOTJkwEAzzzzDJ544gmcccYZOOyww9Da2oqlS5fi1VdfxWmnneYazEycOBHHHnsspk2bhg0bNqC0tBSPP/44EokEvvOd7+j93njjDUyfPh0TJ07EwIEDEYvF8NZbb2HRokUYNWoUzjvvPL3vkUceiQsvvBB/+9vfkEgkcPzxx+ONN97AwoUL8a1vfQt95Pdrf+BTPXAqLy/PqdP8+9//zhg07QnTpk3rkkzmnYVlnCwsLCwsiFtuuQULFy7EkiVLMG/ePMRiMVRWVuKyyy7Ddddd12nx95YtW3Dvvfe6tvHzCSecoAdOo0ePxooVK/Dcc8+htrYWfr8fgwcPxrRp03D55Ze7jvf5fJg9ezbuvPNOPPLII4hEIjj66KMxY8YMFyM2fPhwjBkzBosXL8bOnTuRSqUwYMAAfPvb38bVV1+dEZn385//HJWVlViwYAFefvllVFZWYtq0afj617/eqWvuLD7VA6euhDlQqqmpwaOPPtqNNcqOvl/4AgBgq0RuhhpUnfscexwAJ6okKKySJxBEMqr2aZe14apTTgUARIVt4ewwUJDv+sxZZkxmVDv+swwAcMQReTrax9euNFXxkJoNfiBRa/Tg2VHX4vpMbxtGuZQOH+6cU2bMCYm8avCq+vToW6LKEObGI7Fkga3qGgM91Sw3IDoFRp61fbIVXpn9DTxHRWYUCkMXk5loybDh0haKrTq2v5pNegvJ4LjDbnsUDkRbWNU9KSwB/XvIprSJ5xMZnaoKVRZZuLiwHNTCtEfimo0gmxGN0f+IrItbRxOLi6eR6KqaRO9DPy160ABA317q3uxqUv2AkXc+w2unXcpev0W1BYsoENbI5/VozyXWgyxMIu18ADLofYLXk0o5dSQrRaaJ7cZ2JOO0s6HV1RYfftIAACjrEXIdBwBB6Ss8HyPcyBKl4G43Motsd15XwO/R7VAmvlHUT/3n/a2ua6W+rKq3us8fi3cYyULe2/4VPbR3luP9pO5JyVClaSLT1PjRFvV9pdLVhETj5DMYlnh7u2Y6vMIcen3C0ImmKVAknkvbdyAd4Tp1v8n0pEc1kiliFGKgsADZQHYmUi+CXfp1yfuI7JI34EfLJztc38WFWfIF3SwhmTvWy0vvMNnfL+yXx+fTbBlvFp9FniNlMFHtwnIFJNIwIczdVtFu5Zc77tqtkjiX75I2yZOWfk3p9Wz6SEWxFlZWqnPtcLd3Z3HyySfj5JNP3uN+r7zySk7ljRkzJqcUK0cffXTGAGt36NmzJ375y1/il7/8ZYf7DBgwAL/61a9yLjMQCGDq1Kla/H6gYAdOWUBacoOIpZ9++mm8++67OOuss3D99dcDUAOp7vCYsoyThYWFhYVF9yHnJL+5oquj6g4EzPPuLtVKZ5IddgdeulI5wEablOaBMyjO1oKy/u6XmWG8vV3PwnoMVZENnIVxluYTryBqJIJkcAoVU1FQqaJeyNa8+FFE+zWd9ryaPXC9P1ynthdU9HKdg+f84p8eAQDkp9TsvC0tIqRdwlkZnZIStsAr+pmCPn3l2kX3IYyZ9k0SnRW7fFFVlfaGyS9XM/bN4tdU+SWZwck56HFj1oW6L56zcd06NH38MQCg9zHVcqxqJ94LRi8lRL9VPHgQAEdbRp+axvUqSoeaEsCJ/iH4HbUZ2lMoacygRe/Fz3klJZotYKRjpLEB2UAtCRk/HREloNbNlxdCQR+JKDJm8PSE4rFJuUYyFYzk0mxmwI82Cc7wiZ9PkXh6aT8pqQ91KkGJDmMb8N6y7FQyqc/PNmZZde+9B8BhCaiXYTRYr6NHuerLc/rz8x0tUA+5f9KuO954U12LfM8yyV4U9O3jOgfrFKmr1/8PlakoNbK7x//4J+rahTEhgztY3MBXbVH90XRZj8YTmmVhFGCB6LxqDWd4Ml8soz3i1pgFdYQn0CAu89Rxcd/+5eo9Q+aROj7q0qjRI+gGnkimcMRAxeY0tKh6tUkEpqkza9WMriqzXcpk/Xgdlb0KdD3JRvL8PC8jNdle/J5MH6NFjxnqME1kLf+zWjFMY0aq9w9/Ualpo76PmQ6oDRzcT71HY/Ke4nvU4uCHZZwE6UtxZ599dsb3XJrrLm0TYRknCwsLCwuL7oMdOAnC4fBuByVcltvTft2NkVdNAQA0faCWGXsMVf5DeSIQLBF/JE6LwrW1+juyQs1blW6iPl+xQiGZmVYUSneRUNGdy98CAJQKY/GJuJGv+Gi9dgavbFAhoXWrFVM34PRTAThsUJ7MqBld88kCZftAT6n2nSrKLdbahsJKNaPjDJ3+J2QR8npKHjzxnYq3qQEu2S1qH8gI9Bg4QDMHjAba9Z6q5863lksZ6lxV45TRat8vjJWywlIvVQdi3V+fRrCnmm0z2pAsEVkDal40+yJRNdonR+rZtkPNZBPtYYeJEfaCWjXN/sj95H4p4y9B5qxl81bN2IRrVXQi20IzjeLmq3Usmq0RjZawIsE0JqXxgw9UGYZLcIL+ONLHGOVExoznTNc+aXZM7mv9mrVSRnZ9VFwivMhEEvQ4SiUSmqnRmhdBz8FKO5Q/WPkMtX6i2C7es9atKkIrLmwh70NeWZlmJTWLxnaS+5gShqF9o9LNsB+3bFbPGfsYo7F6DhuiGTueN6+0BIDDotVvWA8AGDBaRftuXfwiAKBCWGDWhWybuma3px37bjn9jwSJFvo5Fci5y+R6pH/QDT4vD3l9swuPmzYpDzLqelLC4GiPKL5LjHuViMVQlFLn9dcpn6N8cZ8+slSdi0w360/tpa+AUXXCGtUo7VDLJ58gyByTouekdx3d6P0h9kfVRoXid9e+S71/ggPUeyrerhi9ncvfQkLa4SzRj+74x99VfeQ+Dhs4CAAQqW0AAESF0WUb/Peh19VneSaP/8mtsDg0YAdOBxBdwVYdzIM2CwsLCwuLTzvswGkvsTeDoAMRibdj2euuz9QjUS/C2TdZhHB9vZ49lxyuIuGY16n/kX1dZbVIninO+JjjqkTyIAWEBemZ79P52ko2qAgS+sxQ/8Pom8b1ilki89B//BkAgKL+KkcUtVqBoiKtYQqLJxUji0xwlhsQVoMzPK3dEnYp1LuXZgVYZipB9sA9Oy8RT6bCKqWzYfQS24qMSrBnEaKN9H5RmheyWZzlckYcF0dh5tQi6KJMJiKSSMKT4IxdvJ7o0xNzMye8r5rt8Lg1OfT5UvdclUEdTbgOrrLZL9heZHTIOJEdirU6yTcDvRQ7EZfvtB5JroUaIa9Rf5OB8vp8iLW5tT/sM6bnjvk3mciuxYLHoxkvzfoJs2NGkrHPMGeZ9ggy2K5gcbG+ppDk6yKzw/7J74OSA1CznMLo8Xs6TKcSCc20MgKO+5LtIVPDCE6ycHw2k2Q3qa8qKNDHmrn+2C81c8vIPDknXf+1tlCs+X3BPP1+0YZi9HijvtBgcvJkf/MeEqlkUr+jyDQ5kYIFrnORYWJUY1O7agt6X/UWpiza0qpZS7P/8a9uX4ncZCRuIir+U8LKh0QLWbf6fXil7gWSbSCvRD1HBZL3kl56PuNesH3JTDHfpMWhAztwyhGhUAg33XSTtnPfmyW7rojEs4yThYWFhUU61q5di5kzZ2LVqlWora1FSUkJhg0bhnHjxuGKK1TA0Lhx47B1q5Nqq6ysDIMHD8aUKVMwfvx4vX3lypVYsGABVq5cibVr1yIej3cYFPXYY49h2bJlWLlyJbZt24bzzz8fd9xxR8Z+V1xxBd54442sZfj9frwnwRkAcPvtt+PNN9/E1q1bEYlEUFlZibPPPhtXXXUVCmVikI733nsP9913H5YvX45IJILDDjsMX/nKV1xZQ2bNmoVXXnkFmzZtQmtrK/r164dTTjkF11133V6lZrEDpxxBB/J9Gfjk4mK+ryiU2Q7zS/U+WmUp51o9NU8pzTjVwSOZ4vPE56hAZnpRnzAlMktnDibmaKKOghFTpaXquK31MRxeWST1USwRo/p6H6vqw5keZ9/ULTH/VMsWpf9oq3GiwVgWZ9dkCzhrpeaJzAjB2SS3U98SbWzUxzZ8sFFtE0fmps1bpd5u75pYgn416voK/G5vGY/Ho/OIhSQvF9kLRvUxyo+u6CHJJxhvb3NdX9FhiokKFBVm6I7IHOlIN5lJk51h5B4ZNLJYnO0m0hi1PHlxeA1zOZ6DZZEBoiYjaUSmpRIJrVnzR4QdYk6wNK0NkBaBxog9r1v35fF44Zfz6TpLPTSLRRgeUQmt7yHL4DBQvEZHj6S+Y4Qb/+p2FG1RD8mlRdaF/begskrfA0ZFsq+UDBviuiayM2w/9i3mZGOZPYYdjnyJUE0JA5cvLsi73lNOzvXvqx+awZLHbefyFVKmumdaM5bGqLCPpCRXoxONWOyqJ6NAWT/243RGTJUZSmMBRXMnbd0oGizn+RFGtkQYKoGpR0MqhVAvxdyR0Wb+O+3XJO8fgtvZT/KE5fr4VdVGbdu2IyDO37p/8f2TlndP1VM0TsICt21XTD0zLfQ6WkXK7nj9dSciVNpr5wqliyz4RN07ahTbtqm/YXkHF0sOu/q1qo20q/leYvny5bjyyitRWVmJiy++GOXl5di2bRveeecdzJ07Vw+cAGDkyJGYMkXpYGtqajBv3jxMnToVt956Ky699FIAKlXL/PnzMXz4cPTv3x8bN27s8NwPPfQQWltbcfTRR2dN4ktce+21uOiii1zb2tvb8bOf/QwnnXSSa/uqVaswevRoXHDBBcjLy8P777+P2bNn47XXXsOjjz7qynW3dOlSXHvttTjyyCNx/fXXo6CgAJs2bcJ28dIi3nvvPRxxxBE4++yzUVhYiA8//BB/+ctfsGTJEjz11FMoMKKm9wQ7cNpHHOgoO8s4WVhYWFgQs2bNQnFxMebPn5/hEr5LJAhEnz59MGnSJP158uTJmDBhAubMmaMHTpdeeimuueYahEIh3HbbbbsdOD3yyCOorKyEx+PBcccd1+F+5uAIgE7r8uUvf9m1/fHHH8/Yl8aYK1euxLHHHgsAaGlpwQ9+8AOceuqp+N3vfucaUJm47777MrYde+yx+O53v4t//OMfOOecczo8NhvswKmT6Iolu/2JluNU9NeGrQ0AgNq3lHBFLE+wSyLh2iTbep7fgx75qht8Uq8ywIvVCrweNWpvaHfPCiVhPE4cNggAsOaJjQCAgE/pl2Z++wS894AyER35058DAFLtkndKWKzUDsUo0QOI2oh/3XgLAKBshJqtOz5UQdSuUjPI9LxW6X+jTYyQUeco6KNmyi1bt7nqT61T3ep1WvMy/KsXAnA0JE0bVHQYfaQ+fk5FzHAWrKPBRAPBDO2HX3y+zjZfI9Q0fYW0noK+QtQnCdtC1i1p6j7icSeqzu9+ZHUbGC8NzuR1RnlhIugCHW9r0+xV86bNrmPZfrxGarS095GhX9KMUzyOhvUfIBvo6sw8YlFDn6b9p3T9U1pXREd7RzNEBknaNejW7ZHl0tohYa68aUxVR47RZGr9OjJOTYp2rVql2kTagOxh69atad5TAVfZhVWVUk83kxOpV88knfnJgsWFBfTn52uGkFxaWPIyvtn7cwCAiZer6E5O2YbLj17jRx+52ohMiT8U0n5Ynyz5h/qu2O0bxvoxdxoZvtbNqn+wPziMXyMSwiDxfOzDZInI4JBt4/cmw+hPiwZkfk2WwWtnPbWHltSX0Wpt4sBNFoz3P79PH31NJrTHmtSHfYfarB6SDoTM1JaXlc9bfkWF7gvrHlM/9NRRcTvvM+tLbHpRlUGmjM/h3mLTpk0YNmxY1tQqvXr1ynKEg/LycgwZMsS1FNe7d+/dHOFGVdXee0/9/e9/R0FBAU4//fScz9PU5Lw3nn32WdTW1uKmm26C1+tFW1sbQqHQbgdQeyozV9iBUyeRbcnuQLJOB9MgzcLCwsKie1FVVYUVK1Zg3bp1GC4pqnJFLBbD9u3bUSLLnAcKdXV1eO2113DWWWdlXSaLx+NoampCLBbD+vXr8dvf/haFhYWorq7W+7z++usoKirCjh07cP3112Pjxo0oKCjAeeedh//3//4f8owBaSqVQn19PRKJBD7++GP8+te/hs/nwwknnNDp+tuBUxfgYGKdmM39S8eoiI6KYjWr+WC70g717a1mme9+ILMzv0+7/o4aojRMzyxVa+/FBWoGTTfguOh7mO/skzo1WLx4rNJfjD1a6QK27WpFyRFHAHCCkFIyS/W3KMZjw3PPAQAqTzkFgBNFN/oHNwJwou0OmzABgJrZb3pRedXQnXrE11QiSc0oyIyfkVD1Movi7J1MEGd6DevWab3HJ8NPBAB8YZRqt/pmNUvsLbnzFl6oGKnN/1AZ0HlhPiOT/LgHZ+rIu00LVX0JzdgYXkat22pku8dVv7IjVRuGevXS5XMWq1kfQ+vEyJ48iW7TOiU5NzVkSKU0G9CwXt3vInEupreN9oQSpiEguqSyI49U9WSUk5w7GU+gYfVqVefevVznJSPHa4xILjCXgz3cvkMEfaZMd3TNkMh2Oov7xdeHPkQ6iszr1X2D7Um9ESMYd72ttELU1jEnGZmIfNH5kVVoq9mp70WbRMKRPR113bUAnEiyJlny8Bp9hswKz7H1n/9Ar6OPBuA4vjPKLnTm8QCAjdsaADi5E33iOxTuqeoXjorbtrhXl/XI167dR0z5hqqmqq3Ow9cgfb64cbvUU55/0a7Qz4ksayIaRUjqHpFZO/tuz6EqQlczS5Jfsv2TrdIm6llk/0xnZajHLOynGDsyY3nGj7vpWUZvtQijgsepCN2U12EamccyEnfr4sg80i29wCPMs3SdPMk/uOmFFwAAx//qNwhIDsfat5W2iRGNtdKHWGbxIKWPo0Z004sLAQCDzlbLQ81bFKO3J+Zl8eLFWbdfddVVuOaaazB58mRUV1dj9OjRGDt2LMaMGYNAwK3BjMfjqJP2qampwezZs1FbW+vSQR0IPP/884jH4xnLdMS7776Lr371q/rz4MGD8cADD7gGeBs3bkQikcD111+Piy66CN///vfxxhtv4JFHHkFzczPuvvtuV5m1tbX44he/qD/37dsXv/71rzF06NBO198OnLoJe8tSHSwDNAsLCwuL7sdJJ52EJ554ArNnz8bSpUuxYsUKPPTQQygrK8P06dNdA7KlS5di7Nix+rPP58OkSZNw8803H9A6//3vf0dZWVlW7RMADBs2DA8//DDa2tqwYsUKvP7662hra3Pt09bWhvb2dlxyySX48Y9/DACYMGECotEo5s2bh+9+97sYJEJ8QCUZfvjhhxGJRPD+++/jpZdeyigzV9iBUxehswOh/eXpxPxTZT3UrDvaIG7Fwm4wZxT/FoQCGZnqme2eua0YVec3gpk44yKaJZN8MpXS2oqU6CTaZObMGT99XqhfoP6iY1+isP4/Z6fUR3Gm6dduwPRB4l+1v/Y+khlzKh7T0WXMOyV/dPt4IXoaJqAihcYoNuo+ZDbfvnOn9p1h3rNUyq3JoR6ETEhca3PE1Vpm0Gwjj9eTxjg1uNqH7IWOmNJeRgn394w8FF8sXj8AxEQbFilokHq3uK6Z9eR1kIEw2aFkIqHrzHYy3bQJ7heQ/sF7mtB55VKOdk2iznT7aYbLnacv2ujW7GhX97Sou5j0Cba1zhso5yd7yXaiNoxeVfRoYj+N1DdoFo0aO91OornhORihRc8w7SVlaN1iTS2akSPbxvvOHGptIlr0FhYjHc271H70MmI+t4Dfh7i0HyNDE9IPW8X/iGX2kuhan7AVjgdTD9fnRDSqI+AYVaej04Q9S8i54qZHlF6eEf8pMiNpqVN1fkiDTSW0+7t8n4io69AsFiQvXTiGpPQBMkeN4o7Odxzbhm2S30u1a31dgzpOnqOAsF+RWBxer2wTpolaJTKx1NQxPygjcc2cmWy7jhilXFBdXY37778f0WgUa9aswcsvv4w5c+bghhtuwFNPPYVh4rV3zDHH4MYbb4TH40EoFMLQoUOzaqP2JzZv3owVK1bg8ssvh9+ffQhSVFSEE09UqwBnnHEGnn32WVx//fV48skncYSsZoTkfX/uuee6jv3yl7+MefPm4e2333YNnILBoC7ztNNOw9ixY3HppZeiV69eOO200zp1DXbgtJdIF4lXVFR0ermOGqnODrj2dA4OAGT1Da0S4h4odq8j+0SsG0gbDTH5J8vgS4Tb82Rfr1dEufzxkZcSl7fKehRocaUe5MgPJZdE+APG5LjBHuqHioMaj/HDm4hG9Y+VWWbC+HFm4l0Ke80wdm2+mEjoH0IOlGjTkMewbh7rcS/NccDEH+UUnMEOTTGZOsUczGgbBQ6+IjF32Sn1mek1PB6PHgCZompn4CTi6pR7oGeKoDkoQjKlr52DBT0QNcwqMwY99RSYy4A0TegbNZbC9MCJPxLSjrw2x9LCWf6RA3TdWR+d0JjXSIG+HjhJsmFjSTQdcRlM6eTDrJ+UlTDS8nDApIXpOk2OWFo0tziGpkbKF04KWD8OmGIyKDOXmnSIfCSil0t5XlpttErCWy6v1TWpe9CjUD1vHPxw4KQHWpGYHsS0S3/j8x2Wz1zeC5TJQIADJzG8ZBLlZCwqf+N6AEQ1Ce9Zm5QVlXblMmFFTzUwZgAKB1RBP4McgIAM3CD3Tw+YMmwI+FkSGudLH5OymtvEciUS1++wmEgZOMnzet0DJ/ZTHtvcpq417FfXwcFjJBqHX96hesAky5TafkTegRwAcmLHYAvCa9pr7AOCwSCqq6tRXV2NQYMGYdq0aVi4cCGmTp0KACgtLdWDh+7Cs88+CyAzmm53mDBhAm655RY899xzeuBUUVGB9evXZwjg6cvUyMCjDvC5z30O5eXlePbZZ+3A6UBhX32d0gde6cxTdycRtrCwsLA49DFq1CgA0BHgBwv+/ve/Y8CAAdpWIBdEo1Ekk0k0NzuM+VFHHYVXX30VO3bswBCJfgSc683F2DIajbrKzBV24NRN4MDLdBPf1yW8onw164lxKUxmuaWVSjjrTaqZE0XPhflBh52QmWR5iSzzyaw1In9DQnNTLM5Zb6+eaiZVWpwv38fQU2YBUZk5c9mES3UJmlGSNdBhyyXqnLI04cze8vSyiT/PPZMjs0DKnCwCKXtfXkqXATgzvPSlpoRhohiRGXMo3z2b1OlGZMpMpolIJRKajfLKzJeB9uQ/HDZI7AmENXJEw15X/b0Bf1rov9d1zTo0vAOLAP29wWrA52wjS2CKlj2yq66/MBAZ5+Dypcer7xHLIngOCqD1tTENjs9JtUJohlD21TYDwjjxfnpom0CDUaa2IQuXxjx5pZ/pspmCyBCeZ7BBRnt7uKTk8TjXz5B23mn2Kb1U6+4rGcmK5fqSsVjG+bmExWV0sh0EGRUyTGRW+OxGYwm9XMWluaRmV6Kuv76QhKMbz5WH4fN8roJxzRzpZ0muobVBmDoyeUxlJO8dpophPVMhx3w1PyhsoNSPz144xnuk9mNQC+GVcwdkqaylQb1jotFEBnveIm3AdjQZJzJ3Yc2cqXsVkutkGwJAicF4cDlPG3P2cBufaosIqafur3uJZcuWYcyYMRmSiyVLlgCAa1DR3Xj//ffxwQcf4Prrr8/6fVNTE/Lz8zNE7X/9618BOINBADjrrLMwe/ZszJ8/36Xbmj9/Pvx+v46Wa2trg8fjQb4hLXjxxRfR2NjoKjNX2IFTN8N0E99TWhYrDrewsLCwIKZPn4729naMHz8eQ4YMQSwWw/Lly/HCCy+gqqoKF1xwQafK27p1qzanfPdd5VT/+98rX77KykpMnjxZ7/vKK69gzZo1AJS1wdq1a/W+48aN08tqxJ6W6d544w1Mnz4dEydOxMCBAxGLxfDWW29h0aJFGDVqFM477zy975FHHokLL7wQf/vb35BIJHD88cfjjTfewMKFC/Gtb30LfcRt/+OPP8bXv/51nH322RgyZAi8Xi/effddPPPMM6iqqnKlZskVduB0kGFf07Ks26z0Nf+olTBk0SVEXhV7fxF072hwxJGFIdUNvni0CkdfvEIl8y0MiTg3JvoAzhplxjeoQs2YqJ3oVyqh+29uRHKTMn/s82UVxl/YS5nafbJTaTaOkQfK30edkzqL2sfnAAC2v/FfAGnh6w0NOikmw+J1GLLouMiuUdNEzY7HNNuTmUfzx5u0JcDRpWofJjKOik6pVs+61THF/SWlDUOkRfNAU8uSww9H0YBBAICqk1XoK5kRnapC9qXmoUlMC6nRoSFi5SmnuuoLOJowMiWc1XKmTPFtUNJ/cD9qj9JDyclS7Xr7bQBA0cCBqj2FHaQGigwez8W0E9SYaJYmFkP9WnWfQ2ViRyD3IkjdioCCfs3k8XPa7JvbqBVivQiaJlKLRWaE7ddjwAB1vGiyPD6fY5KpjUFFlyJsQIG8bKnjypfE0rrvFdBcUV1zlJoxOIm0yTANPu989ZmMl1hf0JYgILYJOuWJXEfZqP+i4ljlwtwmhqu8hj4nqOeGIe9b/jBfnUKYO86qi4R96yN2AbGPmnS7bFu4wXUM+1cvucZ/PSA5xYTBYZADnwEmUU7GYvpYnURa+hvTI5FB9AgDueUTZXWg2V+pg9a2wXlOWBZ1Xn7Dl0cbxVIcTnZL7nGPger++wsL9EurSfq0tqEwdHCs76Ydqt1pYsoy1z27CABweCKBBqnz2i2S/02ep6ZNW+Sa1Lnyy0oAACFJ39P0sfq+/v33ATimtH2OH4O9wS233IKFCxdiyZIlmDdvHmKxGCorK3HZZZfhuuuu67T4e8uWLbj33ntd2/j5hBNOcA2cFi1ahCeffFJ/fv/99/G+XFffvn1dA6dkMonnnnsORx11VIcs2PDhwzFmzBgsXrwYO3fuRCqVwoABA/Dtb38bV199NYJGWqif//znqKysxIIFC/Dyyy+jsrIS06ZNw9e//nW9T58+fTBx4kQsW7YMTz31FGKxGKqqqvC1r30N1157LUpLS9FZ2IFTF2H16tX7nMA3F1jGycLCwsKCOPnkk3HyySfvcb9XXnklp/LGjBnTYVJfE3fccUfWpL7Z4PV68a9//Wu3+zC1Sq4IBAKYOnWqFr9nQ1lZGW677bacy8wFduC0jwiFQti0aROSyeRBMagZ0b4JAHDiCWrdtjambnG/EjUDXfeJYjVO/ZxiAPKDThdghM7Uc9Qs4ZMmNaNi5B11UdQJbHlO0blV1acCAFpEX7FmSxP6SeoX74sqVQmtAQacoQwtQyVqZt+8ZSMAICyCPqZmKD9WsRrbXv8PACCvRzEGSj6hsFgbrH3kEQBpxogJd9qOvFJVFpPYRmRmx5lqyeHDtIHkC5coujZUpo5hNFWwh5qFn/n4YwCAf6+S5L8ShZeUvzGZ0b73f/chKTPNz92i0sdoLQNnzBJ+DIlWSslnT4wRhBINJKxX6/btekbOhMCMeDKTpFJD1ipZ0FNyDn18GRMKt2sdUsUYNdPVFgHCPGj9UVpSZMBhO8gaedPC1gv6MMGpCsUn26fZGEGot0qHw3QqOtKRqTE8Xs1WMarKTPlhJhmuX61mumQHGmQJgeUADrvC9mCZPcUEr+yoo1SZwh5Qm1cs5pphaSOybSVHjgKVJdTg8NiPFyqTVzJnhWIwSrYjEVbPW8MHH7jaoOqUUxGuVSaQ+RLu3/PwEQCADX9R6T3IVgw8R4Vif/z886o9d653XR8FQYF0d2a5J4wgZD8gQ1I8QJnRsl1p3KjtMRhhmhfSZbFdeU8aJGURmT1qGIsOq5LPom2U+53OIjOhcpskai09YoTrmIxk1FJ/aoeok6x58w1pk1qdRshM+cO+ovu6vBt6CPvKZOM0aj3ribkAgFdv+aHWG1ad8iUAwK5ValnrsHHK1DckqUuahWGkienhl6hktx8/r4wwQ2WdZzwsuhd24LSPmDFjBm666Sbs3LnzgETEHQyDMwsLCwsLi88q7MCpC3EwpF5hZBHTizRvUSxLeanSf9Q3i5ZEZoIFoQBCEqmzVfRHKFfH7qhTs21GpDAlAyN1Bh6pZuctXnXOTVsUQ1Kc78fgSjWL2vWumxEhm9ImJoqtoikKi+Ffw9p1ABzNRNtO6pYiaFi3VvbdJccqViPJyBxqHjijZrJNmV2SRdJ1iUT0TNOX52Zw6K0UaZD0LWtUKpERA9XavDYSFcaOUXjvhSOacaqVxLCmQR4/k82gLkl7XcngO6ojI2u1uV+gmGyQO9UKwWN1MlX5np5SZDIS4YieuXNbrFnpdbx57hk9EW1olHpLShYyQPTcSiQ0K0VDSep7yG4QZNMczRETBTvpUXgMk/2yT5DF0PdbGJB2SZPC+57XU3yp2p3JDO+B6cfEa/DqxKvqLzVlvFeOxkzd9x7hdq2tod6NWqVW0b44PmI0IxXmhCmCaDgqfa+gb1/9XJDZKpA2Lxmu2BdqsMjQaq2WETlKViRQVKSvMWwwr2Z0H1kjR+PUIu0o7c/ov3hct2fcPFZ7lbmTTZuea9n+puLuCFDNnmnfM3mHybsuqT24xLctzz15zeaTpO83oz0ZZWlESDpaLHWvmoWBSiYSOiq1bbt6D0Xk+eD7ieBzTTZYM1Birmky5RYHP+zAaT9hf7FP3T0ws7CwsLCw+CzDDpz2E7qLfdparPQJrTvUzLivpA7472o1g6X3yX/XqVlSQZ4fAZmVjhigtEBPv6r0CTFJhEntBveLiHlLgfitlG7aqI7vXwIAGDWoFE2vKw+RARPOVPURvQIjydbPewIAUP55lbS0TNir2hXLZX9VvwGnn6rqULsTH7+oUhLklaiZ/cCzlF6K7AZnjWSWqE8gq0EtAdmCls2f6Iiw8557BgCwU/Q7rCe1Ov+c+j05t2gxDCdszviHXXy+ZgXenH47XJAZM8/PY9p3KQZAe0TJdZQdrrQe/sICR3MjEU4wZsxayyIRWkHRjLAszujZJsloVDMjjR99DAAo7FPuaj8z5Qp1LD2HSr0K3KklkvEY6t9XuqKgsC86yS/rI2wF6+FE1al7pCMQkyldbvPHu1z1IovmM6KsQqJlI2vEaDWtcUpjsXRCZbo+C3ux/bVXATgsAhkdshlsgwwndqS5i0u7DjlPafKYgoMpWMhIsO+xnrxX782ejR6SKoLtxPO0XXoDAOCEy68GAORH1PZBEqZdUK7uIRmSoLRJMtwOrzBeNdLHeT5q2vJEI/TJv//l+p7sZUGlijDTbF0spnU8rB/vWcWYL0g96BGm6tOyeZOc033N2mE+mdTbGOVJlo9MLRnGlBFVR+aJiaz7n66S/PqCQc14kZE1ozzpqcbnjFGMTDTMZ2DZT34CADju+zdpFrJBtHV9v6C0gk0bVZRsWDRNTJ5dKhFmO/6jtFdDzpkIwIn+tTh0YAdO+wn7K8rOMk4WFhYWFulYu3YtZs6ciVWrVqG2thYlJSUYNmwYxo0bhyuuuAKA8lXaKkEjgIo2Gzx4MKZMmYLx48fr7T/84Q9dFgPE4MGDsXDhwg7r8Mwzz+B///d/UVBQgBUrVri+GzFiRIfHnXjiiXj44YcBADt27MBdd92FVatWoaamBj6fD4MGDcLXvvY1TJ48OcPks7tgB077Cd0VZbdt2ncAAI3lKnpqm8z02yVZaGFfFc02SPZPRKOakWkarLZ+QRLucqZuRrEwZ1V4i5pRlYxQM6lgrZrFPbghH7XNap9xv1ReNsGealbLjt9joGLGdrzxFgBHa3L6I39WdVmvmIuWTR9LHap1BBFnoJEGNSuk9w8jxjjjzBPfFEbb6OsQRqCgXz/NJHz0rGKcasXTqPcxKqqPs/Hz/q5eJL4C8Q4yktPSIX39449h80uKGTvyqv9x1YuzbjOnXvEANbOmroZ6pma59lhLi55Va20TdUXM36Y1Iu7P1Bi1bFIzfUblBXv21PnZBkqSTGqqCDIiZPTi5tIz3apFn+bLC2HAmRNdx2oWkDoewz2bM3kyEPSZ8gYCaJRosx5S50KJbDNdyTXjKG2T0ol43QyeqpfoZORayETUr2YEnjp/sbAdrPdhwuiwbN73vLJemr0ii0EmYqP0Kfa3ogGHyTn5DCi9HBMKM/I0UFSomSb6CJHp6hFR97FxqdLcFZ6ovMIaNyhvpuKq/q42oh+ZLxRCIqnqXn7Msep8EtVHPSQx9KKvqP/IsxoR5tlHlo6+aCmVA0/tKkyNfC4LidM688mJh1XZ0cdIk6R0GYCTWxPwoEUYbGr/6AQehjj+C/PNfHIRieZtanXrN4Oi6+wR8iEhTKdHYiDpSZcnJ2beAP4s+/qqdgwF1PftUbX/CTMfVGW3NemIwPoq9f4b3ktdq/aI8rjzhialvYd/TUXw1r6t2HVGCe8tli9fjiuvvBKVlZW4+OKLUV5ejm3btuGdd97B3Llz9cAJAEaOHIkpU6YAUFkq5s2bh6lTp+LWW2/FpZdeqvcLBoOYPn266zzFxe6E0ulobW3FXXfdhYL06M003HnnnRnb3n33XcydOxcnnXSS3lZfX48dO3bgzDPPRL9+/RCPx/Hqq6/ihz/8IT766CN873vfy61R9jPswGk/oaWlxTJOFhYWFhb7FbNmzUJxcTHmz5+fYXa5yxCq9+nTB5MmTdKfJ0+ejAkTJmDOnDmugZPf73fttyc88MADKCws1OaVJrKV9cYbb8Dj8eBcmbgBwBFHHIFHxGaGuPzyy3HttdfikUcewQ033ABfFyZF3lvYgdN+QiqV6pZBTsnQQQCANllfD0LNEvLLlRaBs14i0tCgHXlDoo9g9vZS0R2RPQhL1FJAHk7tFixMTsnQYQCA6JrN2l2cTFO0Uc3ctU+SaHWoafF7FGuUalfb2yXqjtFXqURCz7oZ/RVtbnJfvETwMM8do1mSaa7EQFouu4A/I2KI+hN+5l9qtIqrlF6hTWaJOmJGWIa61WsRaVTtR01LzHD7ZjRTwmBwNOMkOpymDzboOmhNlUSfmb5HWndiRIsRbJOA+NFEGhocHySyE6K10M7NwuCQmSCDw6hBJzLN8V7Ktk1dkyqD+h9GezGiiJ9JQXh8Pu27xW2afSTrJnCi1tx6LkbT6Wz0yaTDOBl9QuekkzLMqL+mDeulDSSCSzy3Qg2Nmv0js8n72i4RoV6f24GbnkC8V3zekBbdxnZp2bRZlS1aqz4nKB0NNVnxkGJV8ivUs0u2AzofouT583qdCDe6zgsLlJTcelwFYS34DLcxulF0QPwbTyTR2OJmecLSN3oJ+xaXQvzSbxmRGzc91zSLmELRYQOkAhIRKsxNg+S/M/POtUteucZWYSvlQhgtXFxQjFbm4ZN7QWbMWxiSeqn7SjarXjztepeo9mVEcXGh5Ef0++AhC2xkJtD9T+rBa6e+j/wW3xnQ2/cOmzZtwrBhw7I6hPcy8uiZKC8vx5AhQ7IaXiYSCbS3t6NIWPeOsHHjRsyZMwczZ87ECy+8kFOdo9EoFi1ahOOPPx59+/bd4/5VVVVob29HLBazA6dPO/ZHZJ1lnCwsLCwsiKqqKqxYsQLr1q3D8OHDO3VsLBbD9u3bUSLLokR7eztGjx6N9vZ29OzZE+eccw5uvvlmFFKgn4bbb78dY8aMwSmnnJLzwGnJkiVoampy5Z5LRzgcRltbG9ra2vDmm29iwYIFOPbYYxHax4TIXQU7cOoChEIhRCKRjO3dEVl3zA03AgAKJJLjvY8UM1LWQ7E1K9YrFqRnoWI3ivKD8Msi/PptinEY3E/NFpdvaQAAJHQOLcVAMQP7mV9WOpDlG9Q5Xn1P7f+FEaX48omKfdoy4lsAHAap8ovKZZezrRYRK8aEPXrthz8A4ETj7FqjdC7Bwnz0rj5SnV+YiPr1KnolZWShJxglRsToLST771q5Ss/2yNBxVvj+HOUUToahoK/KUVc0WDlM0wU6X2Z0XtFyrP3TnxwvHSPDN88VLBZfIoM5oVaIDIoTJdSqGRwyCimyK0Z0H5km6n7IalDzQnYw3trmRPWJezeZD+6j/X0Y0SeaLDInjpOzMGnRmJPfjt5JrJcwEURAHNn1dkZKkSnzeLT+iNF0jHSDca1k33gPWS/6PyXSnk2d24+shZRROuJwAECvo4+W74UVELaQrBzbKK+wBICKNOM154ljNUEH7qTh+q4jyQxWkH2v/xlnoGWzYprYp0Plyr2brO7WV5eq7ZJ7kt5AO5YtU9ds5BcMFDo+Ti1bP3HVC4aPE/s09XGhUnHeZy5Feh4F/DpfoM45J+zU2zU7kA3UDJrsjPZkisc00x3eVes6n2bMfIzUE8dwuVf9hJGmNqr+DRXt9m5DfQZLSRb9E4Np5H0vljx3G4Rl57kC1Uqj9fbDc3QZhf3Uu+F1addiYfXzxXGdrvlkp9kPtou+M7+3at9v/PZ3WduMyLYEBgBXXXUVrrnmGkyePBnV1dUYPXo0xo4dizFjxiBgvIPi8TjqhE2tqanB7NmzUVtb69JBlZeX4xvf+AaOPPJIpFIp/Pvf/8Zjjz2GNWvW4JFHHoHf7wwb/vnPf+LVV1/VSYFzxbPPPotgMIiJEydm/X7u3Ln4zW9+oz+PHTt2n/O4diXswKkLMGPGDEyYMGGP+3UFA2UZJwsLCwsL4qSTTsITTzyB2bNnY+nSpVixYgUeeughlJWVYfr06Tj99NP1vkuXLsXYsWP1Z5/Ph0mTJuHmm2/W277//e+7yj/nnHMwaNAg3HPPPXjxxRdxjqS+ikajmDFjBi655BIMGzYs5/q2tLTgn//8J0455ZQOExCfc845GDVqFOrq6vCPf/wDu3bt2u9ZOToDO3DqQqRbECSNHGLAgWGgdr2r3Kq3va78aHwyY05I5Fa17NejQkX0xFrrtCajbw/FZpQNUqzKiArJsWZESoRj6tp2tagZa79eahY5YqDSUf377U3YuL1B7fOG8iyhVmjHMvW5bp1iksgKMa/cYBERcgZdeYrK+xRraUbNf9UMjTPQwy+arCokM788yXLNqLtWmQGSwaHHkdYHJRKItyk24+T77gMAbHxO5dbrNUrl+qPW5YP5Kgv9llfUrC/WJNooYTOo/yk/tlrPojf8Tc3CnDxZbi2EZkaEgaLWLGnMxr2BgGaUeD4zLJeaGK0Zk7LIBmm3aGE5/Pn5GVFnXoMJ0XopYYXIKnCGTK0OdWLpuiTtd8RrCNLpXHQphv6HdSDr4vF50S4MHNspJH0kfR/AcUUvGTZE6ikMWDwzqi5usI5sr8YPFHu59d+KsdEspqCoX4XrOqifSiUSrvKBtLyAEtXJe8F70LpNMXzs8z4jV9zGha9obaAuU66x4tezAQCDqpXWaVeL2j5w4lkAgO2Sm5JaojbR/yS8HiSkjxw5QD2njI6jnof7Dq0qkbOyj0kEnHz2MAYtlUJTu7o3hfmqXaIxt/6otd2tJSPzzYi4pLRzYX6QRSKUEhZSWCier16uNSjtZZbN68uTsnx91Y9571AAYXH2J7ve3OrWbSWM93VKzhGXc8TEu67oE8ViHf+b3+qIPCJco3SQzIpA5os+XeyXNcv/C0AxiwDQ+ol6Ty3+yiXYW1RXV+P+++9HNBrFmjVr8PLLL2POnDm44YYb8NRTT+mBzTHHHIMbb7wRHo8HoVAIQ4cO7XDwko6vf/3ruPfee/Haa6/pgdOcOXNQX1+P73znO52q64svvohIJIIvf/nLHe5TVVWFKtGTnnvuufjJT36CKVOmYOHChQfFcp0dOHUh0i0I0kf16dhX1skyThYWFhYW2RAMBlFdXY3q6moMGjQI06ZNw8KFCzF16lQAQGlpKU488cROlxsKhVBSUoJGWa5tbm7GAw88gMsuuwwtLS1ooUFrWxtSqRS2bNmC/Pz8rOL0Z599FsXFxTjttNNyPv/EiRPxl7/8BW+++Sa+9KUvdbr+XQ07cDrA2N+sU/mxxwJwZtl5kl2ds8UPt6pZ72aZgZVV9tHH+iT/2iZxHX9/o+SJk9lY3zLFjHBm+sVjlA5gi+S42/iJKvs/6+px6ufE9Vf8cMj+VJ2qHpYe76lM4lr3IXqKzYsWAXAYKTIDsbYw8mQWTgai5RM1w+NM3SdsQLRZaXBirWom7S+QiD0yOYz0CeVpVuXNn/8MANDwwUYAwMfPqWzzZBYK+irGoc8YNdOn5w7ZOs4mP3puIfJ7lQAACuUY1ouaJ7pV6zxpwpxQF6RzwHF7JKLrTM2KzrHFiB66khvsh2aL5NxB0ZjE2tsdpkR76rjzi+my/ClXfSOMAhP49Ow87Oiy0hgZID2iCFIfOSbGCD2Z8cv1eDweR/8i7UemRrumG9fatsPthxMUHVXC0Fe56iX9rqhK6VQKK1WET6S+Ub6XiDnmoWMUoDB+gR7FTviZEV0VFSdxM9qvx6DDsm4PFKvPA4cM1kxYWPzXyO6NHqnque21fwMAQoMVy7b+GeUZ5ROmjyxsEdmEZFJrlj54QekKk9rVXTFfvCcrRCvGdmeZ2jMsybbzIdRLnMlj7jYmC+loylQb7dQMpJEPke7fiYR2I2duRNaLLKb2QzM0T2yzJrKXwjw3Njbqa4gxr6DsS3YwwHoyGlGekyJG4Mr3dR8qZnL7a6/q9qOWqWHteqmPauf8Pmo72UJq7Xgc31/sg4fvA+OUDaOENa8RDeO+oKWlBfX19SgTJ/rGxka0tbXhoYcewkMPPZSx/+mnn47TTz8dv//9713ba2pq8J///Afnn38+gmYf2A1INjQ3N+9hzwMDO3DqRuwN+2QZJwsLCwsLYtmyZRgzZkzG8v2SJSrt1ZAhQ3IuKxKJIBaLZVgQ/P73v0cqldJsT69evTBz5syM4+fOnYu3334bd999N8rLyzO+f/7555FMJjtcpqurq9ODs3TMnz8fHo8HRx11VM7Xsj9hB07diP3BPnnKhOVgJnTRHGzeoWZvDeK7sr1OaXtqG9uRJ0xTSHLPffCJ7NuqZpFtETVL3NGgjm0Nq8/N7er7JtmvMF91pzHDSxH+SM2+mLeNeaa47p+hNcmXGbb4DfElkN+HbuCtaN2uZsKc2RcfplyVdQRRwD3z9OWJDsnIg6b1Qu1hJEW7UHnKqaoNeimNmNeIOKtZobYTevYoM1jOzksOH4yCPoq12LjwZVUWmRE6LwfdkS7aG4j+SNImecKYeLwevc1kqUwmx5cnLAEj46hbEkYgIm2VCEf0TLe9Tt3vQIE727yun2aNhOkhgyasV1JYmFQyibAwNb6QzODlO63zEjDCMV1vlv5ZXbeqX7RNfLuEQdTXajiI85wsw9FuOfoVp/2cyDB1zTHdLoCTd06zmKJpMyPQPNud6DGWrSOzDqtylRFvp2N8S3oR+nvey7ZIROtiqItKid7rtfcVc3viF5X2j0xNWbVSL/I46unyhXFOxmO6T9QsV1pBMl1+ccPnM+rxrZW2oRO73H/RA/EzAOTJjxzbjfXJ76OYbO0jJe0dpds/mTGC/TuRQF6JYsDouB9vb3PVk/2CbGAy7mYPyUTRDyrZL6ZZKTPvYrpvWHoZhN+o545l/wEAlH/uOB0ZTO83euVFW9z3l9GdzGRQv1q1L/uHbru9xPTp09He3o7x48djyJAhiMViWL58OV544QVUVVXhggsuyLmsnTt34vzzz8c555yjB1xLly7FkiVL8KUvfUkLzfPz83GGaLTS8fLLL2PVqlVZvwNUWpaKigqMEebexAMPPIDly5fjS1/6EiorK9HQ0IBFixZh1apVuOKKKzBQVjC6G3bg1M1IZ53q6+tRKgLnjrCngVYef3c4OJB3HM3gvK2y9CDCxryATw+YaDNAEzjuE9MpF7zyV8JwQ+qlWN8sKULaRCDdM4SAvHAYVk3TSr5s+CNBSp+DHw5I+OPH0PdENOb8aMlLVguejR9dDkA4AODAyRtz/2imkinH3NMwtHSMENU5mFi4QOh30yDTL0LWcF2dfpFqCwD9Qy7tJz9gWhwuyzDeQNS1nT9siWhCLyHw2j1J/ni4fyxSRsJTfp8wllIS0VjGUhdTvRDO0h2X8sSwUZZCnR8bJ/1LIi1Za3oZ5mBMn5Pn4rJL+g8Xl77ibIfsppW6LNojSDtro1EmT/Z4nCVBAe8J28Kfr+4j7x33Z1mQZ4HPlz+Up+vuM5YeaCjKwQPvjZ40sN7GdeWXlep9eF5zkKiPpWBbDyLc7RzXqWU8GUEHjqGpOn/cGHDqwaUMkHUfTGM2fEH3gNi8J9oiJJU9CMApSP3xwrH2cJ5TJnV2ty/PbQY56D7EYIxoFB7TM9FYljbP5e9AgBzqLYO5cDjDWJf3l5MEPeii8NzoJ7zHZiBCZ3HLLbdg4cKFWLJkCebNm4dYLIbKykpcdtlluO6663ISfxM9evTAqaeeitdeew1PPfUUEokEBg4ciO9973u46qqr4DUGlp3Bhx9+iPfeew9TpkzpsJxTTz0Vmzdvxt/+9jfU19cjGAxixIgRmDFjBs4///y9PndXo8sHTqFQaK9TjXTFWuzBjvTIu5qaGlRUVOjB0P4wzLSwsLCw+PTi5JNPxsknn7zH/V555ZU97tOjRw/cdddde12XO+64A3fccUfW7zpyKE/HSSed5Mpdd7CiywdO+2JStT9yux1sSI+8M6+3Kwy+mj5Uouri/kqAGomrWVdpsZr9bN+lGJ7ePdXn4oIgQkHVDd79SC2F9S9XS0Q76hVFXhhKyF8JAw6rWe1xw9WSVFObSjy6qUbtP7BPEQollHT7G4raZnoUzuh6DFU0cNs2JZCMN4kYV2Z+XIajyaW/IIReR6iQWh3WzaU7QguL1WymoLzUtZ3MBWfOhRUVeha+4403AcAJgReWItyg6j3i0osAAAPGK78umgGSoaIx5Tv3/k4v81Qco9bjyThw+Y9LMzGxQqBAXs/8RVjdKsZ50aZmzSQE5DymKJyfya7EDfrfF2AdZCkvENP/LxZhdESElwyf10JZpgyRpTIaUuplLxpSJhLaqkAvPxjJiIlAARNJO+lvXPulLYkFRJgdMK7JXLbkcloi6r7P6SyIaXSIqLPMCDjmhWQrKPAmyJByGaugbx9dPkXWvBfb/6P6FNstVFai9uNyGpMoG+L1slGj0CpJfvMk1UpemerLPcrVsdE6xWo2ePNd1xOuFRNQsWKI1KtnJVBcrFk12nXwHjHJsGbdCtnHvHKspFhqc6cI8fp8mlWhESbtPci2JbWJqhxjsHKsJw0wU6kkQsK6k50ms2SKwrm0SMbJJ8nJ86S/NH74oapTa2uGGW2UzKgkxWaCaDJRgf7KvDQs7UfWjcEtW//5j7QE1WLqmZY8HHBMc3lPaPJbPEgtIe56V1kbBPeQ0sTi4INdqjsIsTvmyYrDLSwsLCwsug924LSf0JlQS4IDppqaGjz66KN7dV4dYk4WgOJHii/5V0zlkqmUTqkS8LnXnbk90cEavM/QQoWCYi7XFnO88wx4RWDK9X4yDWa6lFibaDzijnCaWpCkqaMwkDK0LaZmiDPDRDSaoftwktQa+4oegSwRtSOsk9YapdVN15N6Dm3IKJ+Tbv2Pvr64m4EAsmhCuN0QK/O+6zQVKTIqcG1PehwGyGxP05YgRa2ILkSYPfmotSWplJ6xZ4ioO9JGmPU3P6dfA+tp7tNB/9Sat7TvdeQRcwon3dobU89lJv819TPZ6wnXMbxyHuvcG2lHn7vvI5XMsCogCkQAH2tqAAD06FsCAKhpUayRTrVDmwfNSHp1mXFhDNOTXQPpaXzcuh/2X4q0Ca/Pl8Eg0WzWYaeowXK3s+6H2o7C0V1FdWqfFrkGviuMtClG2hy/oe8iYxVva3UYJfCS3NYRHp9br8Q6kEHT7y1BvL0dKWrqAgG9Lb3esRaWIfUwLDrItsYD+yYOtzjwsAOn/YS8vLyMbatXr3bltAuFQti0aZP+zCi7adOmdbhsaRknCwsLCwuL7oMdOB1AJJNJ14BqxowZeoA0bdo0LY7fF61TnugsIh51a7fUKC0EdUy1jWpWxAi5aCyBAomOq5OUBjGJJGKUXLtoRph2gBqnJrE2aJL9ImJ9UFwQ0Ov6DCkmw8RQ/aShN4oLwxRvo6GkzILT2AKfEaXWIfNghP1zZpeiziLg6IPI5OiUJXJ/WA8Ys2/OLhl1o80LabfQ04lg0YZ9floEuA0FOQv3G6aFWmchYcxIppwkv9zXk53R8TGsnroZzTi5DTQ9Pl9GWhbu68vQOBkJhdn+WYwfTYNOwmS1dPRaPOA6h0sLRaNLoy94DN0U6+Mjw8gw+3xGRoV1eWYkodbLSLuyzXVaF/4ly2bYGASLi/X5qHXhvWBfIKtCLVvMCFd3bAyc1EFm5B3TCZFB5jkLAu52o35JMzhs91RS90PqDXWCZcNQlFohk5UhU5XVgJTRm21u1oUwI/XMe0irkGQsjlBvsRERxkgzsB5NE6pziT0Bv4+LFoqRuRHRgUWbmjPuO5HBrgmouaIuiefm8xdradF15/kZAcwoWSaEpk6ObDXvs9b3GfYkFgc/7MDpIEE4HEZFRcUeI+ss42RhYWFhkY61a9di5syZWLVqFWpra1FSUoJhw4Zh3LhxuOKKKwAA48aNw9atW/UxZWVlGDx4MKZMmYLx48dnLTcWi2HSpEn44IMPcMstt+Dqq6/W323ZssWVQDgdd999t85pl0wm8dRTT2HRokVYvXo1Ghsb0b9/f5x99tm4+uqrXWRCOBzGbbfdhpUrV2Lbtm1IJpM47LDDcOGFF+Kyyy5DIHBwDDLtwOkgApfu9lbfBDgzzJBfzejKS9SszCszPHovUetRXBDUiS5791CzrCJJ2EmDS2qYehaq7QH53KNI7d+rh+r4ZKS217UhdKSKKOE6f0SMLTkjphGemaqBHiicNWqNUTii03g4vjyGrsjweWLqFRo0aq1Tmt8KZ38EdQgmm8VIshj1FzIbphaCepFwQ6NmXfw0efS7Z6aaZZPvtfZEPusUDfwbjTr+PB5TJ8MUIF7XORJGFJuTYoTRd1HHH8fQhJm+MuSKWB+HxRBGym9ExBn/z1Zm0udmh/T+qbT9qI/xOHV2FyL7GuyKqVfTXj3wIsmr6UAXxX6nfcWMe6T7JVmY9vZM7yKWpSO3aHzZnLVeJvMTbWrS99vsI0yGG9su/kyiVaS2qCOkEgmwp2udlmZm3Wapjt7QYGmy6M9gaNdokmlGuGrGzoiyy0ju7PU4jIxxv+nF5PW7GVKPWZbWUzlpibR5p+HbBEOnlOEnpllqScQs7ezxeB2WNz87Q5ehCdT6OnlvGd5se4vly5fjyiuvRGVlJS6++GKUl5dj27ZteOeddzB37lw9cAKAkSNHYsqUKQCUHc68efMwdepU3Hrrrbj00kszyv7zn/+MbRLd2xHOPffcDDuEYyX1FwC0t7dj2rRpOPbYY3HJJZegV69eWLFiBe677z68/vrrmDt3rm6bcDiMDRs24OSTT0ZVVRW8Xi9WrFiBGTNmYOXKlfjNb36zt83UpbADp4MIM2bM2K2+CbCMk4WFhYWFg1mzZqG4uBjz58/PMLvcJWa8RJ8+fTBp0iT9efLkyZgwYQLmzJmTMXDatWsXZs6ciW984xv43e9+1+H5jzzySFeZJgKBAB5//HF87nOf09u+8pWvoKqqSg+emHi4pKQEf/nLX1zHX3rppSguLsaf//xn/PCHP8yayuVAww6cugjl5eXYuXPnnnc0QMPQrtA3AYCvTHWqreLX1Cg6pPaImlm1SoLeRkmT0tASQYG4ivt8atS/elOD7KtmTi3yt65FNE+SguW/q1X6h+11alZcXCCaokQKuySJL9MeUBtQ0FdpnBrWrwPgaDf0jF5mme27VB2CxQWyPaaTvOqUFlV9XMeYaUk0w8REt37ORFU9w5JqBAB6na08l+idROaJfjQ1/12OdKTipp5GfLH6V2l34Z1vrwSQNqOn23Q+9VGiGZNkn9RIcKZKjYzH68lon5ShGUnBnTzV1EKZrIY/mdLHRiSZKp2Z4warQrA9Q+IpZGrNktEoIo2KVaFmhWWYmicdYcaIrizO4WbUlMlieQ037UChzPyFJWCyZfoowevJmN0zwpHeRbzfZBjNaDCzTuG6es18JI0fqYK+fVz14bnC4hXGNqEmhv23fedOJzmutF9EvMt21qvnuo+kLmr7RD2DSR0hJ2yMHJ/Xs0TXx6sT7rqZGtaDup7WT7a6rpnnThmRr4DjF5aMudk1nsvjdUfRxcT3zIzGi0kQXiqRgFeyDWjtkNwLM20PI+VMNtXUKyVj8QwWMt03Su0jLLbcb2YSYHsymfeO/7wBQJI+C8nXvkO9l/jOaNqkPLjo52Ymum6RND3az83Qs3UWmzZtwrBhw7I6hPcSXV1HKC8v79CY8te//jUGDx6M8847b7cDJwBoa2uD3+/PGk0eDAZdgyZi/PjxuO+++/DBBx/ogVNHqBJfwKamJjtw+jShoqJirwZOHCideeaZORmAWsbJwsLCwoKoqqrCihUrsG7dOgwfPrxTx8ZiMWzfvh0lMhAnVq5ciaeeegqPPfZYRvJgE/fffz/uvPNOnYT3pptuwhe/+MU9nrtWAoiypRmLRqNoaWlBJBLBu+++iz/+8Y+oqqqyueos3Eh3FN8XMLlvT9EfeXWnV7OafGGXmJeuIM+vc9VRB5Wfx9x1EnEkeqlQwL027xeGikxVIuHM5sl4MG8bo2z0jN5wK+bMzpzhpzMQTMirZ4mGtkVrnpLu7zNzQWVqUszZq2ZIWKaOTjM8ogzPpXh7e4ZGyZxx6usxtEKaWZGIQ860U4lk2vndkWXm7Jr19hrRS6bmKRGJONoq1jPpPodmGNISsAJOdJCZTDcRjTp5AePuGT7ZoY78nHjNpl9O+nemw7aZd86M9nI0cY5WxuwLPB8ZBbYB2QPTJyszsi+m75+pl9PnMDyidHQavzeYM2/Ar/uC6eodjQnD2bPAtV0nwDXueyCNheAzFhQncM2+0P1b3NwZdaefSe3jRU2Oc510NtdtbESpmdGoWleVlz0XXCqRQFCS/PKe6KhUMk6GH5aZq9J8JhLhcIYvls+IijV9nshuUSeltwtbHCgqchIYa20T2Ug6ijtRsekIGImDvdJmHQmticWLF2fdftVVV+Gaa67B5MmTUV1djdGjR2Ps2LEYM2ZMhpg6Ho+jrk4xnjU1NZg9ezZqa2tdOqhUKoVf/OIXOPvss3Hcccdhi7jYm/B6vfjiF7+IM844A3369MHmzZsxZ84cXHPNNXjggQdw6qmn7vZ6HnroIRQVFWVNF/PSSy/he9/7nv48atQo3H777fD7D44hy8FRCwvEYjHLOFlYWFhYdAonnXQSnnjiCcyePRtLly7FihUr8NBDD6GsrAzTp093DciWLl2KsWPH6s8+nw+TJk3CzTffrLctWLAA69at2+PyXGVlJf7whz+4tk2aNAnnnHMO7rjjjt0OnGbNmoXXXnsNP/vZz7IuMY4ZMwYPP/wwmpqa8Prrr2Pt2rVo38clza6EHTgdYHS0PhsIBLpkUJRobgAAFPUoUZ8T1DOoWRG1Tt60qLpCiaKra1IzvCLJScd9ghJdFxLPGE7CexTKDLBWCRQicYfFyitR9Gv9mtXqO8n5FBZvFa1lkuVNk40JFKiZHb1OPB4PfHni0MscW6IJ0n4+Omca9TJmlAsdrx19DVmAqOTK4wyfs2vqjqjryZf7R98pRtlwBt388SbNspnZ5U0PIM3c5bmzwWsdU8pxODeZDmabNxkU7Uosn9mupsN5IhZLm6F7Xe1oRic6Zat2JRNmMimpRCKN5SM76GarCO20bmib0uupj0krX75U+ybdLJr299EeTOo62F88Xm8GK6S1VqI3SffhUvWhPk4iB438fP78fCc6kSyGfKY2yPEAUt9HjXx3iLgZv0BRofb+STGa0vQhoi9XsZtp6sivyBsIZEbP6Tagr5mc32CvdH81GFyP14NAsfKuYmSm6QRu1otle/MMvVWa8z6fJZ3jMeD2P9PXLp+pN/QY+yfa6ZuUyrgGr6Eh85qMk/iymc9XfkWF67j0enjlXeGT+6zZOCMalVo8vr+IjhilXFBdXY37778f0WgUa9aswcsvv4w5c+bghhtuwFNPPYVhw1Sez2OOOQY33ngjPB4PQqEQhg4d6hq4tLS04O6778bVV1+NfpJzrzMoKSnBBRdcgNmzZ2P79u3oK5rWdDz//PP47W9/i4suugiXXXZZ1nJ69+6N3r17A1AyllmzZmHKlClYtGiR1Th9FlEhD56J9M5gc9VZWFhYWHQWwWAQ1dXVqK6uxqBBgzBt2jQsXLgQU6dOBaD0RLsTYv/hD39ALBbD2WefrZfotm9XwStNTU3YsmULKioqdptSjIOlhoaGjIHTq6++iltuuQWnnnoqfv7zn+d8XRMnTsQ999yDxYsX45JLLsn5uP0FO3A6SDBgwAC9VLcvuep8ZrSK6IJiMttpaafLt/qcn0giLCwU9w2K7qOuWbxsRLvkC7k1TUXiKUOGqkUcxcPRhI7QMqNnOJtkJJE5+yXM6KVUMgW/sFBeRssZOho6g5M5YRSdyaDoCLS0WSY1V9S2aD2P0MMFfdWAl5niTQ0H9RfxcESzE2QYtOO5odXQeiSjjRzmTK4rkNBsD9khx/8mu3AzlTK0PLoOziOvy+qA/dFlGeyRyWqw7CQAr3FedFCmdgM3dFTp/YFRR9qjSmvFsrummzob8/ts9SACcq+CxcUAHP8k9j+d9y7q1pb580O6XjoSTuc3dHuCZTjFE6wvo+yKi7ULOrWBjPorLlB9J9qq2KyAZApIRkVXl0WHBKh7FPfTSV/6uGY2DT8viZDzJLK7fKd7h5Fh0n3VyLvIdkp2UAbbSuuV0jSDup6877y/ZKcj7txv7DkpaWcyjfH2Nu1Qr/c1GDKvuI7zXpC1cqLt6GIvEbnNzbr9TKbYR02YoQ1MGvVPROTcgf3zMzxq1CgA0BHbuWDbtm1obGzU5pXpmDVrFmbNmoWnnnoKI0eO7LAMDrjKyspc29955x1MnToVo0aNwm9/+9tO6ZWYqqxZvNC6G3bgdJAg3YYgXetksk+WcbKwsLCwIJYtW4YxY8ZkTCiWLFkCABgyZEjOZV1xxRU444wzXNt27dqFn/70p7jgggtw+umno3///gCAurq6jMHRjh078Le//Q0jRoxwra588MEH+OY3v4mqqio8+OCDCIWyBwfU1dWhtLQ041r++te/AnAGg90NO3A6CEFvJ6Dz7JPWCkn0F12+Y3HRckh/9NO/xufMwPkdNU9J8WditF0eI5ACaibF/Hf829wms02k4A+59QimbiejvqyDERWmZ5dI6IdJR8joaCaZtTIHnZ7Nut2LU0Y0nSrHHZnnOHS7WSrOCskqcIbvNTQciUgESTJK5jVo12Q3A6Fn2wabBEMXlA1me2qYkXHmccmkc43GS6oj5kkXbdTLZ7iYp5fR0eeM+jAPXloElwec5WdnJfcEU2+1O2jmUO4vHcJ1fYyIQ89uqqQ1Q2RmkqZ+y629oyaPDKnX50PSG3ddA+HzGfdE+2G5GZUkrzk9KtDINag1QYwOMzR5miFlBJzHcPL2ejRTw8gwOsKbOeB0tCz1Z2RZzPyHXo+O7iP75DGeQSeazc2UkuVmfRmVlwgE9DEpPnu8drkWx09MzmWywJphFD1Tk097qZn5GXXmgHx35B7SMhaw/dLPvbeYPn062tvbMX78eAwZMgSxWAzLly/HCy+8gKqqKlxwwQU5l3XUUUfhqKOOcm0jgzRs2DDXoOquu+7Cpk2bMHbsWFRUVGDr1q144okn0NbWhh/96Ed6v5aWFlx99dVoamrC1VdfjX/+85+u8gcMGIDjjjsOAPDMM8/giSeewBlnnIHDDjsMra2tWLp0KV599VWcdtppLmF7d8IOnA5CpLNPppO4ZZwsLCwsLIhbbrkFCxcuxJIlSzBv3jzEYjFUVlbisssuw3XXXZc1aq0rcNJJJ2Hz5s149NFH0dTUhOLiYhx//PG47rrrXIOvhoYGnbYlW8qU888/Xw+cRo8ejRUrVuC5555DbW0t/H4/Bg8ejGnTpuHyyy/fL9exN7ADp/2ErlL+d9ZJfP1f5gEAQhKRQJ0AM7cPlRlikTixJiItCNcqvcSQfpUAgMLBito9vr+KLNE6CpktNraqMkOiQRnUV33/hVGKwn3pjY+wpVHN2LfK7IIztvo1yqG2efMnsl2VSW+TQV8+GwDQKskofQHRjaSSaFi7Xv8fAIoHHKY+yyyRvilkC8LiV8LIOOpXNGsUj2kdxEjJ37Rl8cuqfQYoo7V4mzq29u23Vf3ff0+VKV5G2qtJ6lQx+jjtVVW3ep2rXk7+sbDrWEZy6Rm1MQP1pX1Omt5FAj3rDrh1U7zWFnEnZ5RioKhQz/Z9eW59B6G9qnQ+L2EYJcKQZYcleixI3xqkzbYzNE8SrSjtR7aLs/B0zQsdlmMSwdjjMNU/Ta8i1pP1cnKCuf11PB5PRv44tlP9ug8AALXvyj2TyCeWXTpM9QcyF4wsTIQjGZFjcSPfHZmIUGmJOtf6DwEARZVKOOsTHzVGWW188RV9TF6J6huJjz4GABQ3q7YoP0z6vjRrYZV69so/93lVB2lHahkTiaT2gDpizBcApPsNia8TXbO389kkK0RGTDRSUSePJDMBMILNy+c1yfZ1L8nEW6nZKnRtJ4Pr8XjR+PFGdS3HqB9T5vgrkCivFLVCwiyRU2NbMH+fXC4CPiDJiFrZOSp6Tp9mB6UefCZkO3WfUXkGWM/BXz5P+135C5T+rPFDdV+ZxzIoAxY+X+yXDevVe4z9t3WLk3h3b3DyySdn9UIy8corr+xV+f3798/qLH7uuefi3HPP3evjs+Hoo4/Gvffe2+k6HmjYgdN+QkfRc9mwuyg6E5ZxsrCwsLCw6D7YgVM3IX2wtC9RdCZKjjgCANC+0x1JEeqtGDDOjgqFXYo2NSIofiN6Fk7/myK1vZE+TnlOLjoAiElUW7H4OcXl867miGYOQpIrieyPZl9kBtezSs2c80rddYjI/qx3tKkR7cJsaEZG62Hcztyc6UfqnVx0gBMplUjzzdEO0R6P61jqJRjV1Cbsh85hJ1F4LEtrpGJxrYOINrdKmTHXOVKG07QZgeTk3nLnEgOcSCFT90N3bTI3ProYG47hRCIS0d9pXyadAd6tU2H9fVKPRIHbEd2JkEvpNtbXmGWfbNccbTGi1zwex2dK7qtmqQRajyRlxdvp/5M9L14KTs6+pNHG+b2VyNVpk3ZX/ZiDj2Wn50fkveA9ILMYkj5NNpXMnHY2Nx3Y06Kx8noqdjTS0ORqN4IfUzBYQwGfYfq4BQM+rY/ypOiNRu0dfbHc98YnMp+UEfHocpY3dIZas8SyDTpI6+B4AVnc9APCRpHZ0n2dhwSoPzL1fW5dYrrAmO3klX2SSXf2g7jhd6frQx8y+Us/Ong9mpFL9zEDnHeGjixmf9Q6yLBre0eRxRYHL+zAqZsQDoc1e0QdU319fda8PenYE+MUlvw/5g+mTl9gJK1UaTLU//NlkMN3Wp6IVZNJdzfhS4SicSYSptC8tCio9+FLRA8wom6BabskPOXyRg+JAKGpHJOHejxeHZ7OpZdoB0k0E/LjbS7lmOaF3kBA70N6nfWMNqmyY/KXg8v8crUEqhN06rQojog3JksLTvoYtwg8Zf5AGfYEekmvTe5RzAnR5rU7pp7uQZhOR8Mweikz2tSCdPiCASRkH4bimwMmndJE11d9zyUlDrRYT4/X4/yIZKS5icgFSNoRmlIabaONO71ePfB0UKDPk34OZ+DkHgSbgvP0fXlt2oi1ts51jeYglvfAGew6xpiOONltohiuNxIG+9xLctqmgHYLceeZDcuAyQTtRKIySGtqVe0Yypdk2GzfBAc36m97JKaXnQoL3T/4BJspWKQGbV4jXYezlCzbkylABg966Y0BBRSnGwOogNQTRiqT9CW9YKGSFegBFC0PtLGp2o/LkNrolAm3pU9F5B4VFwT1JC8p9Yvq96MMhI0AgrD0Dw6ouMyZ3yfT0NFM9cIlOiZY9hgDeU6sEsa70OLQgR04HQSgjqkzS3YWFhYWFhYWBx524HQQobNC8GxgShOf4ZNBVolsQpgz1HC7Zld6Dhyk9uExIn7MF1E1c/hSOEnjzF2N7hxCxwwtR8BYSuIsK1LfIPUTYbHMrClaZr1LR4wA4DBBHq9XLwPxr5lCgsuAZHDIErXvVCwcxeGc6QcKCvRySaiXYpKYUiFPmD8ydz0GqbZhAlLaLcRE7MqlH39+Ptp3qGVSLtWwPqaxJdO2FAiLRUE12YyWrUqkm0qkWQcYSOVgWZB+zTQN9fh8+j5SnM62MJfA9LkMs0JvxtKi3zEp1VYMZtobKYP1YNJXisPTUnWYInkKpU1GiexfQMLYyfSxn5D18Hg9zpIXc876aJYYdZXFpTL2T9NY1uNxBPO8BorjE3nqu7Ydwv7KNbE/ZKTJ4ZKoPAP+ghCijS1yzcWufTfXKDaTNiN89k49TjG1azZJSqOEWxyezjgFDu8jZahramtok31VvcskGEQvq5J5lK7mC0pKFo8HG7fIknqem8UKBphMnCymOjZfWLn2iLBw0q3TbRbK5T5vq1NtUChGuzs+VumZCkKqjB116t2QJ6mgEsYSHVmknoV5uh24hMnPfAYSxj0JR92pqchYfaH6GLVDYU8USForotSwRwiWmKsHsuwnDFpcnjcG7lgcOrADpwMMejS9/fbbOSX1NWHF4RYWFhYW6Vi7di1mzpyJVatWoba2FiUlJRg2bBjGjRuHK664AgAwbtw4bN3qRPCVlZVh8ODBmDJlCsaPH6+3r1y5EgsWLMDKlSuxdu1axOPxDqPiHnvsMSxbtgwrV67Etm3bcP755+OOO+7osJ6vvfYaZs2ahffeew/JZBKDBw/GN77xDZx99tl6n9tvvx1vvvkmtm7dikgkgsrKSpx99tm46qqrUJgWjbl+/Xrcd999eO+991BbW4tQKIRhw4bh6quvxrhx41zn7cw15QI7cDrAIKs0YcKE/TIIqhitwpGZXJeg/UBA9AMFfVVob6ypERAnWA9TRsgxDUmZHe5Us9yehYpN4GyMs7B8mW3ualKz37rmdhyWr2athVVKhN6yaTMAJ2S8baeaGfccqOqVV1ICAEjKrDvaoPQhDBePNTdp5ogz+DxD1E6QaWAaFeqqqLfSxoiJhBZ5a/ZEZt0+IwVDi5jA5QnDFK5V9Y8YOqtgj2KdMDYs30E06popoXDbNDfMo02CMBY7KSb2piXnFZ2WofOBYTio9SgdCE/j7WFdllkfzUp53alOWJZOhWJoO1LJlNZSeQyjRtPolJo2HcKflohX7e/R18Bjea90mWkJi9PrQUuGmGienFQoSS0OJ1Kyb2FFL9e1RgyNETVQZK80M5aWqDXS0KzPAzj3k4L9thp38udos7AuNEJMu1dkmlimTuthaG7InMQNlwqmRYq1S78M+LT2R6dQ8pKVklRJwiCTwWHZfr/73L40Y1QyMn72FY9bW2WCdeiAQIXf60VDs1io+N1MEjWVbWF1D5nyKanPlXQdF446daAY3Od3s1E+r9tM17wu7sc6tEnQTaioJ7Rwi4yh9EOy0DTy9Bp6LjJNjl2FW0vWWSxfvhxXXnklKisrcfHFF6O8vBzbtm3DO++8g7lz5+qBEwCMHDkSU8R6paamBvPmzcPUqVNx66234tJLLwWgHMfnz5+P4cOHo3///ti4cWOH537ooYfQ2tqKo48+GjslYXtH+Nvf/oYf/ehHOOmkk/C9730PXq8XH330kfZ4IlatWoXRo0fjggsuQF5eHt5//33Mnj0br732Gh599FF4pa998sknaG1txfnnn4+Kigq0t7dj0aJFuO6663Dbbbfhq1/9qi6zM9eUC+zA6SBCLhonyzhZWFhYWBCzZs1CcXEx5s+fn2F2uWvXLtfnPn36YNKkSfrz5MmTMWHCBMyZM0cPnC699FJcc801CIVCuO2223Y7yHjkkUdQWVkJj8ejTSyzYcuWLbjttttw+eWX48c//vFur+fxxx/P2DZgwAD86le/wsqVK3HssccCAE455RSccsoprv0uv/xyXHDBBXj44YddA6fOXFMusAOnboQ5UOoKWwJqhLhu7oSau83rCI/P54QIk+lIiAZIdBSRmPrMWS5npo0S0UPmqVC0B6GgHyXFqh6Nom2i3kiHqycNhoR6JbIMEdGN9BCNRyrpaFpkn7wyt4aAuiQzIopgolR97R6vnuUHyxTjkN9H6T8KROtEbZhmq6SNqNXSEVJSt55DB+vQ8GTsXTmPsENyXm1iKe1OtoVgWLtPp3kJOKkzvB1M1TmjDhqJhI0EpOnRYN6AO8qQxyYNOoD8Ar8P9lB9y0zzATj9jec3U9aY6U9MHVM666IjBDULaKbBcEct5klfYV/yGqkwACdqkmCZEWGzYo1uOwXnZOocjJxLMEgwkXCiNzWDJ0xsL9UfaaZJMFowW+JlQLGY1LuZfTkcVW3isC5utqJNEm2TKWmV/bwejxNSTzNHRtzJPiyTl07WxatNIt3Mj9fj0e+IoKEz4jmoq+qIgTLPBTgaJtaHDBiZrgDZNGmTAKMSpS5MAeUw40kdHec1jC0JsnAdGWDyusJiR5DsFwVEp5knXdYnz0OUkZhkUQuY4sZtZUHNZSRXnWIH2LRpE4YNG5bVIbyXREp3hPLycgwZMsS1bNVbzJNzQZWsZOwJTzzxBBKJBG644QYAQGtrKwoKCjpMUt7ReZqaskebEj6fD/369cOqVatc2ztzTbnADpy6CeXl5S5LAiAzvUo2WMbJwsLCwoKoqqrCihUrsG7dOgwfPrxTx8ZiMWzfvh0lIpXYX3jttdcwZMgQLFmyBHfeeSd27NiBnj174rLLLsN3v/tdvfxGxONxNDU1IRaLYf369fjtb3+LwsJCVFdXZ5Td1taGcDiMlpYWvPLKK/jXv/6Fs846a79ejx04dROyOYt3RVTdrpAy8ut3qhL70Yvp/Y3u9eeP/iNpH/KD2gSuV081Q3t7vdIStcmMrT2iZl2hoCqrLSIzPZ/Xtb28p2IZBhcE0bjiTQBA/9NVUsjmTSplhD/f7cVTeuSRqgyJatvy0ksAgEhDAwCg5PBhAJR5YPMWtRbOGXwpZ3ZGGg1Gh0XEcJCskF/+kqEI1zU43jkxRjSJWaHMLGl4V/ueSsWR36sEgMMSUR9E9iCvpESna0k9r64laXgb6WSuMgMN17mNOon8cmEs8vPTmCZGI7EMI3pR6h8Qds3xjmLklqQDicX1dL9lm+g2JJpJe0UZiWLJfugUMWR0mKQ4HncYTsOTSqedMBgzM4JP65FSqQyvLPo0sR3J/vAzmSkzyjKVlqYmPWov/Xw9BpQAcPpd6w71vJD5oXbL9GqihxXgaKo8XnXtZUcqM1qazrbXqHam/5iT8qTIVadIfQMK+ijj1+bNSszLiLsWuWdlPSRFUaXqI6kmVe/PDe8jtVHt3NSmjssL+h2Tx13KzBUSNFnaU1IrVSpWeMebrwNwGMW4pFNh8lwnOXECPeU9FtsmLJqcvVeFqodX2otsTPOWDQCA3sK26EjTiKM79LWpe1JMz6Xt6vmoZFSs9oYytHl8H7SoPt7/sAGyu0cfQ71jYKB6T2q/Kc10Sn2ici9DBWlbgTdv/QMA4MiqKrR/oq5567tudqP1E3lPyX3Nk0hcfv7kX/8GAJQcfjgAh82+6q7MPG7pWLx4cdbtV111Fa655hpMnjwZ1dXVGD16NMaOHYsxY8YgYHhxxeNx1Im5cE1NDWbPno3a2lqXDmp/4OOPP4bP58O0adPwjW98A0cccQQWLVqEBx54AIlEAt///vdd+7/77ruupbbBgwfjgQceyDrAu+OOOzBvnko15vV6MX78ePz0pz/dr9djB04HMbJpnizjZGFhYWFBnHTSSXjiiScwe/ZsLF26FCtWrMBDDz2EsrIyTJ8+Haeffrred+nSpRg7dqz+7PP5MGnSJNx88837tY5tbW1IJpP4/ve/j29+85sAgIkTJ6KxsRFz587Ft771LRSl2TIMGzYMDz/8MNra2rBixQq8/vrraDMyBxD/8z//gzPPPBM1NTV44YUXkEwmEYvFsu7bVbADp27E6tWrd7s0tzeapzxhPsgiUVnjRKi4Uwv4fR6tHdCRJz5Hw6D2hesvtwf8bvYgFmdETVpqCpkp6/V+pinQOgBxx5Y0BGakGRmLZDyewSyQgeDMnQwKz8X9dHoPj5s5SaWSWk9E7RfrE5eoOtbLZChYz0SKEV30A4roxMCmi7Z25E7Sz8nN6MDwktH190WdCDcdVed1lanTTBhO3EnOpI30KclYPM0hXK5F7hXP4biRS7sy0ogpa+haznPF4vrYpOHWnvCJKEintnG/2MzP6ZoY3QdYrw70MnFDv5TOjKhTe3TddZoLuovzGgz2Ir3/AZmMWXp/Nf2Z4qaDvZyb9dTpaAwX9WQikeF2z35K8FlkmqNgB9o3b5btKSOZs+53mmEko+N+Xpw+J22WSurn2UwbYraTro+RXobn8qSlbtFlkunUqUnc2zVLxHoZPkrpdfLsSSNITol/vNmjUcmyphIJpOLuZ9FJ42NESTISk8+ofM/3Fu9HR4xSLqiursb999+PaDSKNWvW4OWXX8acOXNwww034KmnnsKwYYq5P+aYY3DjjTfC4/EgFAph6NChWbVRXY1QKIS2traMpMDnnnsu/v3vf2P16tU4/vjj9faioiKceOKJAIAzzjgDzz77LK6//no8+eSTOELSihFDhw7F0KFDASix+1VXXYVrr70Wf/3rX3PWUHUWduDUTQiFQmhvb98tg5RN82QZJwsLCwuLbAgGg6iurkZ1dTUGDRqEadOmYeHChZg6dSoAoLS0VA9IDiQqKiqwcePGDJF2WZlaMm1szC5XICZMmIBbbrkFzz33XMbAycTEiRPx05/+FB999BGGSAqvroYdOHUTZsyYgQkTJuxxn86i+fm/qf9Ih2HkRi+Z/TAf3fBjlY9TIhxB+y5x1q5SeZh6lyjNQ0WJWt+nTqK1Xf2tb1Yz6apyNVN5433lcM3Ik1g8gbwjlIhvzR23AUiLvJLZFnUetU8+C8CZgfY5/nMAgCLxf2oTXUigqBC9jlCzimiz0gTUr1W6I61pyXdHL+nILp07zuP6W1RVqRmmrf/6l6rP22+rthAdDzUvh194HgCgh8xsog1K+xSTuvC6mj78EPWrlYdWjwHqGgKicdFRYDJDZSQXr9WMgKNzeLw9rBmHYLHodoykqgTzzcXDqn7UlrQbOqpAQUi3eY+ByscrJhowRs3pvG1ybdR1mX5EEdH/eH1eXT8ziS+vlewGZ+fRFnGaFk2W4wPlQ8vWHa7zM0rNdCNnWdRC8To0Y5Y209cMEdtPym4Xzyz6JzHpL/2b+NlkooplO+A8azzH9jdXuM7P/tD0sfIEo5M4o+yoxSvs0xs1b7+n/i/+UrwnQytVvxxcqc778XZV7/5Q7RYoEvZASKMiiVALxxKancpjhK3WuwnbJy79PQe7f2zoR0V/r3TGKk+0iZqtYq48w4We96xY9H/sl5o9TOvHcWF5A8WS8010LVpvxIjBmDh0C5se17kV5b5LdJ0fSc1KeUN8R5C1Qla0pSTaNsHcf6rM4Zd9TX0Oh3UfLz1iJACgRcwli6rU85RfrnRq1FxSX1U+ejQAoH2H6t/pOQq7EqNGjQKgVi66G0cddRQ2btyIHTt24LDDDtPbWTcOoDpCNBpFMplEc3PzbvcDoOUtLS0te9hz72EHTt2Mzuans4yThYWFhQWxbNkyjBkzJmNZasmSJQCw31iXzuDss8/Gc889h/nz5+tVlGQyiQULFqCkpEQP8pqampCfn58hav/rX/8KwBkMAsqjyrRbiMViePrpp/Uy5P6CHTh1EUKhECKGxiIXmJYE+wqyLM0bP1L1Emo0r1SN6PNkPZs6oHBDvZNbSWZuFT0kekbKpD6qT5m4jssstmehOldlb7V9w9YGAEAskcRHn6iZMGen7bvUzJ1RSmQvqIViVBqZnkCBYi5iaZnk6VHl40xZMyJe17WbOdYCck469LJOwZ49EPO5tULUpYSMB5J+Usx8nqA7uczSyWC0frJdu4nr3GR09YZbC0Ho3G+Gfooarng44uiJDH1KesQYkKZTYgQV9RSiD2JEX7p3VJ6OuDNz05FFYMZ7YRTb3QN9zcKkkrru+nyaRcsu1tRskeTt0xouv89hEgtCWY81Yfp2xVqZ01D8qeKpDN0WwRx7zIentU/Meyf1Yxs5efIcbylGDjqsi7udWrZud30m08S20VGXgYD28CILxTx4PC/Z3w/kmTvi8yqCjCwMfYjovdbaHtUeRT0rFLOMhDAd1B1KvfiTRVJOO4jLs0JT+FQK2For0YbSTtynRNi3sGlpLs97VCJ2maPO0Vd6EfcpVijeLO8IKbthW4Pr2prbqF1URYejotWTe1xSpO5pn7IitMnklJovuqDz3UYvOg4+djaodi8ukJyaUt8jBgxS+7c0abY6r2eJ6xIDcu2F/ZT3UKJdlcU+7jUiSelxt7eYPn062tvbMX78eAwZMgSxWAzLly/HCy+8gKqqKlxwwQWdKm/r1q14+umnAajoNgD4/e9/DwCorKzE5MmT9b6vvPIK1qxZA0ANWtauXav3HTdunF5WO/300zF27Fg8+OCDqK+vx4gRI7B48WK89dZbuO222xCUNnnjjTcwffp0TJw4EQMHDkQsFsNbb72FRYsWYdSoUTjvvPP0uX/605+ipaUFxx9/PPr06YOdO3fi2WefxYcffogf/vCHrvQsnbmmXGAHTl2EXJbeOgsbVWdhYWFhsTvccsstWLhwIZYsWYJ58+YhFouhsrISl112Ga677rpOi7+3bNmCe++917WNn0844QTXIGPRokV48skn9ef3338f77//PgCgb9++euDk8Xgwc+ZM/Pa3v8ULL7yABQsWYPDgwbjrrrtcg6Hhw4djzJgxWLx4MXbu3IlUKoUBAwbg29/+Nq6++mo9wAIUizV//nw8/vjjaGhoQGFhIY466ijcfPPNrkjCzl5TLrADp4MAHS3X7U1Unc5/JFQnvVeciDK3g7PH69Wz2KjMukIB0eJImZzRpZjdW8/WHU0T4GicAj6vnnlq52gj2ot6JLIzScN12eOnN1BMXweZAzJHZBToHcOs46ZXj/Z9ocYpyXxZjnM4Z49OhJlE7NFfSPynmB8vIwow5fg5OT5D4t4dYL3djxvPRUdzb0Dc06WeZNCSiUSaM3gwaxlOBB9n+EbEj9ftcZTu2M1cajE6WUs7mzog3WfCHUeqULtiOobraDUyOXSlluO03xTdqX0+p86679IpXPoG95UyPEZUla53B1F46XA8tlR92T+pmyJT6jwMKfd2pGW5N6PWBForlHK3DT/zGfDn5em6897Qu0y7Z/udnH7p10z9khMJSwfshH4+kWQfV4yOLyTtyyc+zRkccFgaMj3O+8BhbJxIW69734Db2NAxjve7yibjlC0KUDvby3dBncNQvNd8bBN5BmIpaQvRKQV8GX0gLmXliQ7KjCTmdeQZzvbUSiXCYZ1VIFCo3jvUigWNvIwOC+tmXc3Pe4uTTz4ZJ5988h73e+WVV3Iqb8yYMTknwL3jjjt2m9Q3HYWFhfjRj36EH/3oRx3uw9QqueCcc87BOeeck9O+nbmmXGAHTgcAHBiZS3nlIh7saLnORtVZWFhYWFgcXLADpwMADozMpbxs7uHp2JuouvLjVFTazrfeAgDtKVQskQyMUPEVOHnbmJctwRm7DPC2NImeQ2aDlRJFx1kv5QvMS5f6REVuRWIJPUssGqDOS60S3Zxbt6toih4D+st2NVv3i7aJETysb7w97DhHy4w+VKa+I9NAXVJUIi80o8O8X5wt6ogvr762wkqlR2jc8IHUeyDSwQiYJmEi2rYrd+CwJNHkuaJNLToCytHtKFbNzO1GhqFtuyqbDBWZgEhDk+zvMBiJuJuFMTVOGT5YZDGEuSBrk0o4eiSyftTaUP/kuHhnZ1AIJ9IvqWfdJsNEaPbISLGgNVBkIBIJ5Ek78v45WqDsUUjaw0rnBIu5jk8lEhmeWnRgLxSnbrqih8V1nuxW+y7JUWb6aCWTukwz56BmiYRpokN8qEyxlmSzkvIgUcuVSiW1Po4RjERM8rfV1Kvnqb5Z9eWoT52jtk6i64QJohYqmUxpNqeFOSUlSq2+LaL3AYCiAtVXIlF3DjuyMOksUa1ogUzmiTnemLPOawiXO9ru83nR0Kyec+qLImk6LUBpKNOPZcQb9VyOnZa0byqVdg2qntQsMa8dj2V1dknOQub+4/6DKpR+KVTRB+CzJn2kQCbCZPXJTgV6qHvpl4g+OrHni/7UK55xFocO7MDpIMCejDDTYRknCwsLCwuL7oMdOB0ESCaTXTYgahNmpKBSecZwtkswCswXcmbD9EXylKoZb4NM/kuL1T6NLWoGuENms5wRFkpm9vWbxTNIZlhF+UEc1kfNsj4U9oc6Hs1qSFRaVPx9yAoweo16n3SWicwIj6VvDvUxzPnk6H7UTJTsgV/YImqIwrvqEKeGRRg4/k0l3JogMkvUHfFzrMntK1JY2VfXr3mz8mHSkYN+MngSwScMBa/dFzSdpSXaLeYwLKYjs+lWbUJHZ7W2ZWw3mRJGjFFfFjOOMfVJGft5vPAZDJhmnAwNluldwzZKJZxztO9qkGJF72MwhzpCjhFShfmu71lPxzneq8/LY9l36K3Ec3A7o9pMbRnviTctWlA7qtOriueSNiDTROaJee+8xj1q3VajvbHY/xiBF2l1R/VV9RbtneRtY8Qr2SO/sETRaEKzPPR2ghF9Fpe2D0hZefmqXj0KeO2ZnktkcIIBtyM4MxeQeeIh1B1FDIZHa948HvTtpZjG9oibFapraneVQT85nRVB+oHWvkmZJcX5KAhJFJ8RbciovpjhzO5EEKq/BSFVh6aNGwEARZX99LuU7xt6zjkiMHfOR7KwTR+pPKHRJvf7zOLQgR04HYTYnbeTZZwsLCwsLCy6DwfVwCkUCuW8ZNWVqKmp2aPe6EBiX7ydqk4bBwBoXK9ctRn50WOoysTNueLmnWq207MwBK9olBpFr8CZXWu7mk23ij4gP091F/qntMj3zFEXllncwH4lCMVUGX3GKnv/5g/VLIuzf7JAhUOUpwz1SSmJouMsvHiQ0hpFGxrRsE5lVufsv+fQwa5rJwPFGRwde8lApEdAyRc6sqWs+lh1HmHIegxQvjj161Q7fiQeIHQSj9Q3yP7iTpvmfM561K9XXlrJWKvrtKbOxtQhaR8nrTUKOPossk8d6I7I3DiaJoliFDbG0QklNVPD6ESdqT6WXUPEqMZAQb7rXCh1WDDqskx9lMnYkEl0mCYjEhJAfi93e5gRhF4deSnRoKILok+OeQ4AGbnq+F1hvwrXtYfrFStEzVObOIjr6D+pQzjNkT0s107dVM9BSjfHfkcXcjJPvL/0GfOIpsvj9aBAHMN5DPdds0X1N+p8/MKgbK5TfX1rjZsBbWiR6/U4rE/PQmE4hVWhdog6oOEDlPYmLmyR3+d2z/amRd01COtTmO++v82im0oIixWTe9e7p9LDtbS79WBkh3w+r2aOyFax7KZW92SS9fH73B5M1GLtbFBtUt8cdiJ+5Tteq+PrZEYMK5D1IkoTOwEAqT79UVCi2inVqO5RYT/F8ofr1Wf2MXq/eUX7VL9ahesXDxykzh3tvP+fibVr12LmzJlYtWoVamtrUVJSgmHDhmHcuHG44oorAChfpa3ibg4ot+7BgwdjypQpGD9+vN6+cuVKLFiwACtXrsTatWsRj8ezRqRt27YNf/vb3/DPf/4TH3/8MbxeL4YPH47rrrtuj2ldfvzjH+Ovf/0rTj31VDz44IOu755//nm88sorWLlyJT7++GOccMIJeOSRR7KW8+677+Kee+7BihUrkEqlcNxxx+F///d/MXLkSNd+sVgMDz74IJ588kns2LEDffr0wYUXXohvfvOb8Ps7Pww6qAZOeyOG7gp0x2ANUAPFTZs2ZWzPpnmqr69HaWlpDgMqt+0Aw8N1hg4ZOvGlmEgm9cBH2wokKOwUc8I4DTJ5TMpVppNqxUkgrMW3RnJN/YNl2BPo5TYJ8/dxcGH8aALpSzSGENrc11weyjCehGN06BSuronJauPukGFH3KzXGNyf08TC+wpngJVKS2mRmUbEdUwq5fpLAavH67ahSBdt6/p6jc8CjxHW75RBY08Z7CRTmUadxn10zukug/dGh6NnacOMASfHkLoMqY+xVJs+yNTbjOUU5t5wBlQ+9/48t2fv721H/cJJO8Llw2DGfdVGpsYPu1mkz+c+jktTXq9HDzTSl8XS9+GxZlLvjpJ8ezyZ/c9rWBnQO9WbdJfNQZsJr8eD2B7sI3T9tT2CYZ/gcW/3+7xIpRKua3UsFmjAKd+z3qns1wytB/fqXMgx/d6RDmmk+tF/ve7PSWMisLdYvnw5rrzySlRWVuLiiy9GeXk5tm3bhnfeeQdz587VAycAGDlyJKZMmQJAEQbz5s3D1KlTceutt+LSSy8FoBzH58+fj+HDh6N///7YKMuTJhYvXoz/+7//wxlnnIHzzz8f8XgcTz/9NKZMmYLbb78dF154YdbjVq1ahSeffBJ5edlF8Y8//jjeffddHH300WiQiWo2vPfee7jsssvQr18/TJ06FclkEo899hguv/xy/PWvf3U5pv/v//4vFi5ciAsvvBCjRo3CO++8g3vvvRfbtm3DL37xi901b1YcVAOnzxpmzJiBm266CTt3qlkMl+iyJf/tbGoWCwsLC4tPP2bNmoXi4mLMnz8/w+xy1y53VGafPn0wadIk/Xny5MmYMGEC5syZowdOl156Ka655hqEQiHcdtttHQ6cxowZg3/84x+uPHOXXnopJk2ahN/97ndZB06pVAq//OUvMWnSJCxbtixruXfeeSf69OkDr9eLc889t8PrvvfeexEKhfDEE0+gtLQUAHDeeedh4sSJuOeee3DfffcBUAzaCy+8gOuvvx433HCDrmdpaSkefvhhfO1rX9tj4mATduB0EKEj2wIgdzau/n1lJ9+yRYld86RDxevVAxSUTk5rgTwvNN3SJgliDxeqfmuNWoYgXV0qS3pcqutRpGYM6zcranrNZrVUsb22GWU986U+KuFtkyzV0XaAM3sKKrlExiU7ft+88WMAirEIMBGsCHbr16537ctlFaaToZEjl9O8TLYpM+/Cvs7y7LZX/w0A2PGf/6jvKjer8wsjWHrECHXNkv8oXKMGu2FJkEw0rN+gZ5D5vUpU3Q0zSNIEXH7hMhGXs1j/+g82qt3TxeE+MiPQ7ZKOREwE5kz3oWflTDBMw8SUZmpYz2izah+vkYxYG0kKI9kmCXEJpnFJJVP6GnkN2ny0A6Ys1drxbFuL540lTMIUnnNZi0xDlClX8hxTTpZh5vVi3+ISGZfXKMpmShbHjkDMGEuKdT1oQ8GymzZJcADbJOJehmYb8V7x3pYNH6SXBvVyj9h4HF6p/o7oXwIAWPWR2q+iVJ2bho1kVrgMR/ZY7avK8Ap7lujhFof7NItE4TSXxCi6V9+mE0PmPr0kUTgTC5Mp02JrnsFYKgv4vTr0Pxh0m6IS/MxzJoXJoeCbDDiDV0qK8hGNuVO85EufoKjdtCPgMl8faSuy8b0rj1L19iQQl75BtrxN3gVMDRUSKxUuxUWb1fsxKNtbt6h3jNfIy9ZZbNq0CcOGDcvqEG7mcjNRXl6OIUOGuJbieotNwp5w+OGHZ2wLBoM45ZRT8PDDD6OlpQVFNIUVPP3001i3bh3uu+8+fPWrX81abr9+/XI6/3//+1986Utf0oMmQFn8nHDCCfjHP/6B1tZWFBYW4i2x5jHNMs8++2z88Y9/xAsvvGAHTp8m2JQrFhYWFha7Q1VVFVasWIF169Zh+PDhnTo2Foth+/btKJHBXFdg586dyM/PR75EMRMtLS349a9/jWuvvVabP+8LotEoQqHMPJahUAixWAzr16/Hsccei6joas2lQdaPues6Aztw2k/oSL+UC2KxGG666aa9SrkSrldsAGcxOkkp0wOIODYoqVgQi2rTQq7jh2VmXCJ2BB6PpBfRMz23FoqMVEA0EsGgT6dFoAEnWQuKw7VhpLBHZBdoeJmh8Qj4NWvSEcxUGx6foVPRtgAOQ0KYWiudXoRMDZkeM32LkdYlUFSkbRHMsjXLYehQ9Pf6r1v/lc4qeXVSYtbdEVMDTvoRanG0NkbrMJxzUpukz0/9B1OBGJoYnpH78S/1YB6PN+0a3dcsEhJ4vG7mSdc74BaJI806IC5zB9Naw2TbTBbJa+povB54kqZ2SML1W9zMkq631MFrpN7QzJnP52iTzJQ61LJI+9DgkrYD6UL49OtJRGOahfKa+2iJlqpfSFiZIM0pPeb1Ofo0R+PEwhi2zwS9cox8TeYppUPz3TqlVAoIMPjA707y6zfa3kyqq5Mks6+LBYLP50UPSR5OFigkQSlkomixYLJcBLenJx5Opdzt6Dfay2f06QCvWT+r7qCAZCKhGVjqILVOT+8jOkkjnZSZaoXvRDO/monFixdn3X7VVVfhmmuuweTJk1FdXY3Ro0dj7NixGDNmDAIGmxWPx1FXp1jKmpoazJ49G7W1tS4d1L7g448/xksvvYQzzzwTPqPvzpw5E3l5efj617/eJecaPHgw3n77bSQSCX2uaDSKlStXAgB2iDXP4MEqiGj58uU4TIygAcVYAaodOgs7cNpPoH5pbxAIBHDPPffYlCsWFhYWFrvFSSedhCeeeAKzZ8/G0qVLsWLFCjz00EMoKyvD9OnTXQOypUuXYuzYsfqzz+fDpEmTcPPNN+9zPdrb23HDDTcgFArh+9//vuu7jz76CI888gh+85vfuBL17gsuu+wy3HrrrfjRj36Eb3zjG0gmk3jggQe0ZpirNaeccgqqqqpw5513Ij8/H0cddRTeeecd3HPPPfD7/XulHbYDp4MYexNl2HOwiiRolvVzrrczHUDSrzptvVgO9CwKAT41K2ndpWYiZJZq6tQsnKG7nAnSnoBagkhMzfBaI2pGFfD5UCCzxIK+ym6A1gA0oaSBZH4vpbmi9slMR6KTxMbiacaQEgHDMG6ZbZgh74SZ3kPrbRIJfR6GDDPlCz+znrQhCNfJZ5m16dQcaYlwA2JHQJ2KZm6MxMe0BqCxJ8P9uT3W5k4xAzjpOfSlmLYEZmLeNIZJ1c8d0QM4dgTU4GQwOcbM0UR6u5vGlrnGC2VaICS0tslMFGxGS+pzMULSYCDSmSiHNXMzh3mFqv8FxABVW1lIWdSzmDorMlXqPO7z+kNBV/1pj+AzNE/6eM1eejTzpXVnAdU+Da3qGNoMtMkz51iEiMWBkXIlEk3o9qGWiUwN9U9kpArFINOJnqWWTFdPI0Ej0SSj1cSmQa6NZSYMhpGskPl9IJVCU6tjoZAO7hs30wzpSE5IHWi+qa6rPRrTUcRklnjN/g4MMGn3kAy7TUxj0v75FX30Mx9pEE2lTqlkJCzXkZrulEt6VUC+74hRygXV1dW4//77EY1GsWbNGrz88suYM2cObrjhBjz11FMYNmwYAOCYY47BjTfeCI/Hg1AohKFDh2bVRnUWiUQCN910EzZs2ID/+7//Q58+fVzf//KXv8Rxxx2HiRMn7vO5iEsvvRTbt2/HH/7wBzz55JMAgFGjRuHqq6/GrFmzUFio3uV5eXl48MEHceONN+I73/kOAKXF+t///V/MmjULBWnpx3KFHTgdhOBSXTZYxsnCwsLCIhuCwSCqq6tRXV2NQYMGYdq0aVi4cCGmTp0KACgtLd2jx9Le4Mc//jH++c9/4te//rWL0QKA119/Hf/+979x//33Y4sELQFq2TAcDmPLli0oKSnJEJLngptuuglXXXUV1q9fj+LiYowYMQJ33303AGDQoEF6v8MPPxx///vfsWHDBjQ2NmLYsGEIhUKYMWMGjj/++E6f1w6cDkJwqW5vUNBXRSTEWt06m5SkMOFMj2lTvIaWCADqJMElZ7Fthglcc7t71tuumSY1e8sL+pAUbVOoXEWMRRtVhJ7HYD6YYoXaJs70qRsgexNradFRSDw2ZESMsCwaYFI7YJpCpnsZkbHpMVAZbTZ+oEw2mfSXaRVq3nhTnUQbHyo2iWwRGYzi/lU6kfGu99bKtRgsjOHvwgSyZG50qg49M/U7WiWdwqIDA0xhM/hXe9yQ5dAGmCnHs4opSdIi7txwz5zJhvikXfU9TSU1Q0JWRac2MTRCrAeZMK0PSdOY6eS89IvifSNZJF5lZANo8sn7TQ8zbbKZSmYk6SWjxATLbJNk1M0GdWQKGg9HOvSqyu+lon20AabcZzKQZrSlZtaiMYfFS4nhpbCPze2qHk3ybIaCotESBsUxdhSGqtkxVyQ7xNQriaQ6tj3iTubLlCxkfPhc0wMuXUdFHRHTolCz1B42GSd3Shgim2UT9UcEI98CsewaR+qrWBZZpRZh26LRhD4/hVxOBJ7bbJPgNUZj7nva8olK7h3qWwmv6ER13xVGie9end5KkvgyRVG8lXo69Z7oyMx2XzFq1CgAe6fh6Qx+9atfYcGCBfh//+//ZbUP2LZNtRkHb+nYsWMHTj/9dEybNm2vtU89e/bE5z//ef35tddeQ9++fV0+ToB6F6ZHAi5ZsgTJZHKvBpJ24HQQghEHNqrOwsLCwmJ3WLZsGcaMGZMRHLFkyRIAyBhAdCUeeugh/PGPf8S1116L//mf/8m6zxe+8AXMnDkzY/tPfvITVFZW4rrrrut0NGBHeP7557Fq1Sr84Ac/gNeUaKQhHA7j3nvvRXl5eYZNQS6wA6eDEEz/slepV4z1dW/QHYKZoQ9IYxfMdX9HO5BdqRJkGA7U7DKcNjvTs3xGnFCzJDoQHUVlJERNMupOzpkQ9igZjWk9Cuh0LtFrDnsgyT4j7hQGLDsRdTMq3mDQSZ0hGibOEpmAM6aTECs2IyheUWTETB1DPBJ2Iu6kfTyMXjIi9ugnZWp5zIjCZCKhHYudjdnvSTJjRzdSaeyIyXikkm5WpaOEwloLJboQXieysFj6WNOLhxFku3GI533TUX0Zfdd9rTpFTUBYhLZ21/UB6JBx0omY892slamjMuH1+XQEo2aJGG0oSZNJ3ZislamX0mUGA0i2O9GFgONFxSgvskDRmDtSTvs4yX75eU47p4Sqo/6JiXhTqew+Qtr9my7ayGSnvWlRe+kgC6Sdt5Nup27T4VyC6uDzOilXfD43k9QRtASL7xImOJbjg0Ef4nFxEZd6kcXy66g+Q+MUZxSg+8c34FN6GA9SSMXc74Ck+DWZ7yMzGbXTP8S/aw/RwnvC9OnT0d7ejvHjx2PIkCGIxWJYvnw5XnjhBVRVVeGCCy7oVHlbt27F05JiiqH6v//97wEAlZWVmDx5MgDgpZdewl133YVBgwZhyJAh+hjipJNOQu/evVFZWYlKSTqfjttvvx29e/fGGWec4dr+5ptv4s03FcNfV1eHtrY2ff7jjz9eL629+eabmDlzJk466SSUlJTgnXfewYIFC/ClL30JV155pavMG264ARUVFRg2bBhaWlrwt7/9DZs3b8bs2bP3aonQDpy6GaFQCBHjh545+95++20bVWdhYWFh0SFuueUWLFy4EEuWLMG8efMQi8VQWVmJyy67DNddd12nxd9btmzBvffe69rGzyeccIIeOK1ZswYAsHHjRtxyyy0Z5cydOzdnM810LFu2DPfff3/W80+dOlUPnPr06QOfz4c//OEPaG1tRf/+/XHjjTfi61//ekb+uVGjRmHBggWYN28eQqEQRo8ejd/85jcZOe1yhR04dTNmzJiR4RTOaLqvfe1rnR4oxdqVxoQzfu2UTI2BRLsVS4RcUUGenlkyMSfX9YsLJCqInjFybMyY+fv96vtC+T6RSMHjZ6JV0RvF3PUxE7Bytu4T3YDHKyyG/GVUkfqSup2A8dntBaTZIOauMly3PV6vZlWoQ9B+Tpy5Uxcl01oyYkmdy04YDOpsfGkRGgYrZOaJM5PWZsBw/VbHumetHcHJpef2fTJ1OFmP2QO0s7jfiLbzevT5Mny4jGUE0xNK54pLO063V3r5rvqmMV1wNE2aRQq4tU6pZDIj6lBrrOQ+xgx9XMLQOplIv3dOXjv5zCg5RvuZiZr1dbiZ0Hh72NHzkZmLZG0CzTzp6DDN5IlGh15DyZRm9xzWmayVqk8kKv1RvjUj4XR99V+PZoeSwswkjMi3WFpOzPS/pqZII57QjFjCeM/QXVy7je+BDdSsUTyZGTUnn00Xcn0ussI6P6LaniI1Bg88xruL/kwZHnBkng3ftBSfzd08k7ng5JNPxsknn7zH/V555ZWcyhszZkzWpL4mvvOd7+gotb1BR/XJtdwBAwbgD3/4Q07nuuaaa3DNNdd0qn67gx04HcQYMGCAZZwsLCwsLCwOItiB00GCadOmZUQ/7I2PU1yi0gpEJ5VfoXyUIjJR2vSJigZjBE04EtMzvI3bVOQbmaadDWr2TWdwaqBaJKruqMEqqq2m3h3xs21XM3oX0ZPI7RReKHmIWE8yUkTjhx8BAEJlKiKpbaeTC46RTswfVluvZkVkM+gsTVaL+b0iDe7IN84I83uVal3Mxr8/AwCoX7tOlSWzyNZt2wEAJYcrH5Syo6ulTBUhFaVTu+z/ydLX9HlCpT1d16ajp/xuX5/83mWuelGjFZPvE+GIZiP8QXeKAe1dpB26HY8qBfmbcrNuyVhcO6jT0TomjtamAzZnzNQ2sV76utIi4/j/RNSYRRvshdZ/pLmOq+txZv5ap+d3RwTqIjWjKMxJcyv2Fvnlqr8VVKjAjIBonaKio6PHFvsLrzOvpIe+b0FqJYQRafpYhV5Ta8XoOrKnpgs872GPQYehfafyC2MOPebBG3mYWnYZO6o/AOD9j5TZX16r6oeD8sliqHMMqVLH+UMh7eZeu/IdAM6zyb4eFGZu1ybm1As4xyJTO+jxetGrQvn1JDXTLfswUwE1jdKHkk3yHjC8ucj4JuMx9Oqn9DDMaJCMqrLKern1mt6giqIF+7pEWUKev2RY1Sna1ASvaMSSCbnmfH6mX5yTzxAAAiWyxESXb2m7nW+rCLEti1/SGiX203CtelcF6AEn7wZG0fFd17ZdldG6VeUyJKs99MKLYXFowA6cDhKEw2EtCjeRHl1nGScLCwsLC4vugx04HQLoTHQdc9JpdkWiv4Iyo8uTaBKu4YfyAjpyhF4s/Ovsm3Jtp37B2V/yZQVUOW3hmJ79JaQ+jmbEzUDpiBQj35cTiZLGKpg6Ga1XMRqhA1+d3UFrwuj9ZOasM3LTZeqmHK2M1vNojZKxry7LHX0DYz/N3ni8OscboZ2vdf3kc8Lcz62fcfRdTlvq+mp9UueifNJ1PrpcBoWRSTKi/XS9dnOLOtJ+6fZL7ls0kgtGn3Fy+7nb13Qc9/h8affNvU9GJCEd6817Zmp1OtK8wXnm8oVBYXQY2SAPva10njRx+ff54DWeKe1wncyuDUwZDK3WydGbK+2atBeRjhjlcyufdSOYZbHdqRlMODnedA44YYWSQVcZMKJ+PYZPvY4CjcV039Y+XUb0ccpkPI1r1boutkki4cqrmH4+835mtJGxfV81ThYHHnbgdBDC9G9Kj66zjJOFhYWFhUX3wQ6cDkKYDFNnouu0N4+PXkKiJZDJkBkpk0ymdOSIGXmyJ/jMDOiGfwqQyV5oNkU0I54O/H6y5UfTPkcsP8oZvHtmbJ67IwbF4/M62gudwVxmpHF31Bydpf2S14j6Bu1OnpaFXGd+N3LnUSej20DOxbbQN8nIueb1eUHLItOB22S1vEl6cGVnnrw+53uTLTOZMH0Ksm/SP8xe4mKPyFoZ0XWplBkR52aNNFOVxiLpejEqKYNNS7mOTWjWI9cMeWlg+8g90xFw2lfMnW9QR1/6/ZpJMI81wTbRTKKZA44eR6E8R/8UcEdumVZKOrLM62ZMkgZz5ksl9T3QDJLJsjkVddfbfIazPVdkdEwWTUcWGmxLMjsLo4oiq+vuSxnnMpPZSePou59etsH2sYwkvciMjAaEdgWnjlLuQ7oPmsd4VZmMsQm9ncfvo48TAKxduxYzZ87EqlWrUFtbi5KSEgwbNgzjxo3DFVdcAQAYN24ctm7dqo8pKyvD4MGDMWXKFIwfP15vX7lyJRYsWICVK1di7dq1iMfjHUbZPfbYY1i2bBlWrlyJbdu24fzzz8cdd9yRsd8VV1yBN954I2sZfr8f7733nmvb4sWLcf/992PDhg3o1asXLrjgAlx//fUum4E333wTf/jDH7B69WrU1dWhR48eOOKII3D99ddj9OjRer/29nYsWLAAixcvxrp169Da2oqBAwfiK1/5Cr761a/Ct4dcnFnr3OkjLA44du3aZRknCwsLC4sMLF++HFdeeSUqKytx8cUXo7y8HNu2bcM777yDuXPn6oETAIwcORJTpkwBoFKxzJs3D1OnTsWtt96KSy+9FIByHJ8/fz6GDx+O/v37Y+PGjR2e+6GHHkJrayuOPvpo7Ny5s8P9rr32Wlx00UWube3t7fjZz36Gk046ybV9yZIl+Pa3v40TTjgBP/nJT7Bu3To88MAD2LVrF37+85/r/TZu3Aiv14tLLrkEvXv3RlNTE5555hlcfvnlePDBB7VFw+bNm/GLX/wCY8eOxde//nUUFRVh6dKl+PnPf4533nkHv/rVr3Jr6DTYgdMhgF69euU8YGIEDP+mZPbGyDjmpQpHmV8uiqBolJiTLig5nsLRuGu7zgElGcOZj6pVPtPFOBT0A+LbpJkaiVJivThzSwTckTracdrQQHh8cHQoHVgJOznAOKt0z7DNmXMqkczQMGn2J6Ns4VmSBqth1CWdZTLP29EM1byujhylOwWPyRJ4XHUBMr2Vci66gxnyvsycs+XJy9VXytGW7AXTxHOZ+i6DNUhmtOeer9Wnc+S5HdrJjOn2N/ywlG4qu/4tavgimfV3dEvsn5mMjunpRS1RhlSQfxndFnNHNaaSyTTvIrrKZ/eP8xiRmjyX3i9dd6W1S272zMt9yPDFhU0nK0ytmTfgOi6VSOj75+Q9dJ/D8VRza5y0JspgoFOpZJouy3AQj3ewnX/JbhvXubeYNWsWiouLMX/+/Ayzy127drk+9+nTB5MmTdKfJ0+ejAkTJmDOnDl64HTppZfimmuuQSgUwm233bbbgdMjjzyCyspKeDweHHfccR3uZw6OAGin8S9/+cuu7XfeeSdGjBiBP/7xj5phKiwsxIMPPogrr7wSQ4cOBQBcfPHFuPhidyTiZZddhjPOOAN/+tOf9MCpd+/eePbZZ1156i655BJMmzYNCxYswPXXX4+Bkqs0V3ShutKiK5DNlqCiogLTpk3L8HSysLCwsPhsY9OmTRg2bFhWh/BeRiJ0E+Xl5RgyZIhrCa93794IhUK7OcpBVVXVXk/A/v73v6OgoACnn3663rZhwwZs2LABX/nKV1zLcpdddhlSqRRefPHF3ZaZn5+PsrIyNDc3621lZWWuQRPB5ckPPvig03W3jNNBhmy2BKFQCJs2bcKjjz6aczmc7TDSxGfM3vkxPWcU1/EDxgxYr+973XmymHeKzuH63KmUo23QG91skMkamfoPHamUhXXo8EElq4Ic2YEsZesoPvMYr6Hh6ACpRCKt7ns3L8lw2d5Tsq6sFTE1JWRS9rHc9DI5e0fnNQJENqYpY589vJhzZaZyKUPnxTO+N1mBPeWwU8dkz8+XwcwZbubp9cnQ7Zkap4Rb58V8dKZzvLsM97PFSDyzvzLC1dTC6e99vrRjGRVr6Hu87udas7Bk9NLKAlQbaQ2V8U7Q9YW7Pl62s66f23Hf4/FkaOi0tpEm7ppx1I3k2u419YAer3PtKTdrnaEdTKuHe3tmZoC9QVVVFVasWIF169Z1OlluLBbD9u3bUVJSsk916Czq6urw2muv4ayzzkJBgZNt4f333wcAHH300a79+/Tpg759+2L16tUZZbW0tCAajaK+vh5PP/001q1bh2uvvXaPdagV363S0tJO198OnA4BzJgxQzNOVuNkYWFh8elDOvOSDYsXL866/aqrrsI111yDyZMno7q6GqNHj8bYsWMxZswYBAJu6UE8HkddnTJBrqmpwezZs1FbW+vSQR0IPP/884jH4xnLdNRJlZeXZxxTXl6esRoDqAS+S5cuBQAEAgF89atfxfXXX7/b80ejUfzpT39C//79MwZpucAOnA5ymNYEe0JA3LKdyB21vVXrltSsl1qngN+nfZySMnPjvlrLFKEeSu1HTRM1UJz1BoR5Ckfj2r/Jyxxwov3x56flcoOjgXIcp9W5Y0K10q0acGb98bA7Eg9GNBW1BMz3lTAi94hYa1uGG3VHLFGsSdUn2tCgPreoz3QF9qVFJPpEy2I6bJuRRNpjRzx4qH2I06E5CwtjZljX2418aCY7YHpLwePV23TkmI6yMvJ2ae2VMbNm7i26QMfiWZiu7MxiZ6C1X3QZ99IlnTqajqImHRajQxgsAc/lRNN15CXl+AJpt3bqX2QfHUWp74nXuA63rkqzXYlEmnu79AVGasq+fGZLitXzExPncEdHI7qltKg2XmNM3NDp8u2T+vAZ1c9ugG7p6nMy6tYjwuPV++icetJu2k/OyCup62Uc503L9xZpUhkMmF2Auf2YGYDwh8JZy6SOkuVEm5szzxdw66C8fvcAw5+v2igujuhsu3b54Y63t6U9t+KoL+1KMO8m3xV8H0XkHUIn8X1lfk866SQ88cQTmD17NpYuXYoVK1bgoYceQllZGaZPn+4akC1duhRjx4516ujzYdKkSbj55pv3qQ6dxd///neUlZVlaJ/4Wxc0IpIBIC8vDy1GGwPAzTffjKuuugrbtm3DU089hVgshng8jry8vIx9iV/84hfYsGEDZs+enZEQOBfYgdNBiFAopPVMNTU1nVqiozjTIy8P/rxy+U0v0TH02efR/zeX6jhQivtSet/07TTj43b9Q5xIOUaWhkBSL+8wQWvKEJPqUGMjAabX44SA+xgq7v5BTBeDumCY3+nNHq8zYIu4B1npqUmAtIFfQb5rPx//UoyfdH5I9VIH21cnBWXS2ZSr7IylEKZoifp0clFtycAfWSNdR4JJh5PZQ8rTl2l0+Lv+0ZJj92BHYFodGCeSP8aPgTG4ca51z0J4/ePrN+plLBHuzkyzQ5gWEPpc/qyffQHDliAY1MJmfR8zjFqz9wfdzsbg0usPOPeGfUDKpimtTy+fczAmg/CY+3njAAZerzbAdMTe7nQ3aRV2laFNLQ27Eq8/U1TtGNfKGhjD/lm0KUzPEIcnMr7TgveEe4lLD/Q7WOY1xdrp5ycyAjEMk1C2J9tODy6j0Uyx/J4GQMaSnhnM0hGjlAuqq6tx//33IxqNYs2aNXj55ZcxZ84c3HDDDXjqqacwbJhKGXXMMcfgxhtvhMfjQSgUwtChQ7Nqo/YnNm/ejBUrVuDyyy/PGLRQWxXNMtmNRCJZtVcjR47U/z/vvPNwwQUXYNq0afjd736X9fwPPfQQ/vKXv+CGG27AKaecslfXYAdOByHSc9SZonC7VGdhYWFhkQ3BYBDV1dWorq7GoEGDMG3aNCxcuBBTp04FoPQ8J554YrfW8dlnnwWQGU0HOEt0O3fuRD/Ja0rs3LkT1dXVuy07GAxi3LhxmD17NsLhcMZAa8GCBfj1r3+NSy65ZI/LebuDHTgdRKAIPB2dTfRbv1aJ5wJFKgFmnoj+Qj1UwtljD1dJOcO0Dgj4AJnRFRcqarNNlsL69lLLfo0tio2hsWVDi5rFFoQUc1JSqGZhZKLC0TiiEhLcKBELkTq1lEBmp3nTZgCZSVML+iphfPpSiGxApEFR7zREzCtwPxRMiGou6ZCF8RlWA4HCfM3QFQ0YAABol6TCbDfNxsgMiFR9pL4BABBrblLnkvr78/P1NUZkeY9l8BrjZPLauSTifgy5fMi2SaaZ7YGMopEOg8gU3UsYuyTwTTemdJYt3GHz2gSUM3ZP3FUvUwSbvpyqU7qYS4Vet+li+jHuNqA434N4W9jVDqahKM/F6/AXdBQJlGZOqhkSt9Fq206l+0gYS1xMHKz7FpfjKHJOY2vMssMNzfpaACBPEvW272pQ9ZXkrinN6Kiy69dv0Imp2S7RFlWPArlHcbKVeglW1aPnoMGuK+eyFQIBkH8ublJls58GRJzL9o3KMrlHM6SO6SPgZmmKmJBXlvH0/Q23S/3dy5U8py+UL43m7r/JeELfk1BZmZSl+kFeSamrnXwUFRsmoLzOIpEF5PXoqZkibVYaCLrKykhsLRKDgBZNqzKbJDT//7P353FWVWfWOL7uWLcmKKoohipEJmcpNcQQNA5RwUTtBjUmStQEjFG7SdTEtkM638QYEo22USMo4SXd1RgHOkZJNEJs5ZUOKplAwQFIiMogUwE1V93598d+1nPO3vfWAE7l+zvr8+FzOfees88+++xzau+117OeQePG61IiheYRx2olUWPqHys371HXukGfrx6kBO8Wxx9/PAAU1QV9mHjqqacwevRonHjiiQW/kT3asGGDNUjavXs3du3ahc9//vN9lt/d3Y18Po+Ojg5r4PTss8/iO9/5DqZNm4bvfe977+oagoHTAMJtt92GG2+8sVddU8A4BQgQIEAAYs2aNZg8eXLBEvGqVasAAOPGjfswqlUUr7/+OrZs2dIj23PEEUdg3Lhx+O///m9ceuml6ur9yCOPIBQK4TOf+Yzuu2/fvgK7hdbWVjzzzDMYOXKk9duf/vQnfOMb38DHP/5x/Pu//zvChxjxTAQDpwEAfwTBG2+8gZqamoPSNflB8TVna5xxxirMbDcvM6cu34w/IboJplzZ12Jmi5VlcdlXGAeZ2TULA7XngJkFN3eYGRMZp9KSKEpEkxMrM7MtFbfKTNMNNdZZrSOw9Ys2yQ5RaxMbPEiKdjQkbsy2k9rAC0XOqG6Ds1kyTRTZU8DJWXh30z7ZNrN2b9Zp6lkyeJDqnzr37LPOn9M0HRTCi6hU2CCtrk+ToddTIEMprjPywsBFA8OUO8qUeEyLK7J20VMSZWXQyFSxzHDIl/LHfTHRgLC40FtTjPhsASgK7q+xpav/Isvh6edCyKUd7RfvRTf1P8V1P3nHtJI18rcdmTFeY0wYMB4TLU3Y1+zUNyNzJdbBXw9+19Zpm9MmSuQV3gGrbGX8lEkJ+VK89KBRc9LMhGjk6Gp5fLomiqfJJLmJgNWOQI7VQA33D5fPpoRWKnFhzdPyjJHR4XsgImyWyxIWJgPPFWosI06fd/VJro5Piuzeb57p0lrPMibTKSJv6srknZFua7e+57nTHe1STdsY91Axb948dHV1YerUqRg3bhzS6TTWrl2L5cuXo76+HhdddNFBlbdjxw41p3z11VcBAPfffz8AoK6uDjNmzNB9V65ciY0bN5rrSqexadMm3fess87C0UcfbZXd2zIdcfPNN+O6667D7Nmzcf7552Pz5s146KGHcMkll6j5JQBcffXVGD58OE444QTU1NTgnXfeweOPP449e/ZYBMOOHTtw3XXXIRQK4dxzz8Xy5cut8x111FEF9ewLwcBpAMDv25TL5TB69OgezS4DxilAgAABAhA333wzVqxYgVWrVmHp0qVIp9Ooq6vDzJkzcd111x20+Hv79u249957re+4/YlPfMIaOD3zzDN44okndPv1119XL6YRI0ZYA5JcLoff/va3OO6443plwT796U9j/vz5mD9/Pn7wgx+guroa11xzDf75n//Z2u/iiy/Gb3/7WzQ2NqKtrQ2DBg3CCSecgLvuugsf//jHreuhIeatt95acL45c+YEA6f/F3CwuiY/hpxkOkwkY0eH7Ww209m2TjPbeafJfA4qL1Fjy5SwL3ubzYxp49ZmAJ4tQWWp6S6eHYHZv73LbKczZuZ07JhqtG0zWq2hkmyx9e9G61QyuMqU8c475vzjjSYjXmlml3v+ss7UW+rE79PtHUh1dFnXWiKME2f9nNFTO+TpKYQhidoz0nw2p0xMxWGHmXrt2G7OKy8b/t78t7+bMkQnlW417ZdWxsm0TWntUFTUG93H3vVGb+bqixgdxpkmmQrCiwbKWfsDQMZhRFzzR43EC9u6pbgwaFllETJ6/lSLzICpwco7dgjKAtnRYPxMVJl7lMtm0b2/VWoirxaZZZOlYm1dZsrVmuTzeSSq7PtLzZMeG7XbgMyNq4Xy61cKogvlmsuH11r7dosmL15p2q37QAsLsMrOptIW4+Yvu3ykmRBRy5RsMW0TF61TtpsRmXHrXNHShN6vzr37rDLf2Wf60pvvHLDqUXf4GLNfCTUdYi2SZJLavDLGZFXZrjFhqanFYbi8Jq52NUQ+M8uIaIE04k70knHRVJLRIyPrntNFLptFyeDBcgk2ExOVa4uW2Fo29xnIS0bssOwXr6z06syoU9U85VmIXYZ8ZmgwKqdI7jNauCFHHa0MWLu862itkpHnncyZ9n0xzKSmiaw231uHitNPP13Ti/SGlStX9qu8yZMn95jU18Xtt99eNKlvMYTDYfzv//5vv/Y955xzcM455/S6zxe/+EV88Ytf7LOsg7me/iIYOA1ABBqnAAECBAgQYGAiGDgNQHR3dx/yACmcMqwMZ3aRmJnVMAKurdOwCfRgKktEEZPZWFOLmSmViW6C2qZMTqJcJBlwWmZhIyXqrjslZpAy29zf2o3xo43Gap+skSfFrZYaLEa4UQ/AWS1ZIoL6H79RJXUSHbuNyywZmojM7FVHQUZFIpLcSK9IPKblHhAr/7a33zb1lIidzp27AHjsVkVdvSmz0lwzTe84q+zYtVuvgUwDod4/fsNIeBFbyjTJ92TY/L5UbvoJFxqxw0SiGeorHP+adKZAa5N3tGBuJhXXgDTEKLsQtVKeliTnHEP2zEUu3fN+rvbDr/0BgKyjzfIYOjFfVGbEK8f1+Ao5urN4pWGDNCGvaAHJCrgGpLHShJYfKXFcmkX7ovof596wDL1XUnZpokT7JZ8T9q+6atNXxtYZTV5Ts+nbbZJrLCY+YzxXQtilcCSCkFzTnm3bpL14baZM6iG7JTGsto2aRzoJhOGxLK6PVFIi99xUJWkxjE37fM8AR48mfYFlMaou40wmaYipqWzU5y1qn6ujQxkvXoPWO2MbYhLsB24yIb5jWt96y9MyicFlSiJtiag81zTJVWNeeT8lW1oQ4KOJIMnvAEMxq3mg0M8pQIAAAQIECPDBI2CcBhjcBL9ctuuvgzj9SbI5YW4YsSOzWX4ygi7tm+Fn6cEin9QsURvh/Z6zjmWqFv4eCYd8aRBEcyMzPmV9NPGlnSLETQLqpaXoJZErtSXuPk6i096SxRYk5qSeg8fQTbmPz1A4VMBsFYCOx2SBNBLJ+b4XuLqavuA6jRcrq+B7jSTrfX6l96gf9XaT+nouyn0e2u+yD2lfR/Pk7tfTPcnn8l4fcNvRKTOfs1Ot5Mk8RULOYeEe+2raeX6Z7oiMWUHSXX+kmRNt6OnkiiewdttI+0E459/JOcZ51ty0Ms659AzczuUK3g3oQc+nUWk9uM8XS/LLJMhembabd8G19oBQ2Ms6oNBEwn2k6XHr9x4kqQ7wwSJgnAY4uGzXW6RdgAABAgQIEOCDQcA4DUC88cYbVq46oP+Rdho1orMYNxls4TF0H6Y3TE7ZAHs/MktuGSlhnuhGTj1V8QraM2E3nxR1HtQHMeIsFApr3q5iOagAn3aEUVex3rt3OBb18kVlinvVqEuxaCKi4kul9WUCUp+eydNcFM/55jp1q/9UgfeRlOebwfY5O9U8Y7LZw8zZXyaj0+ibpDPpXNj53clhlheNDsv06YfIwii7FrbrpfsV2On0kgevD2jCVlWm2E7e/n2YGJg59fSe0f+KvmKq+5JrzXE/TxuVo2TJ8dBiUtec88C4ed2grJvXbwqTNptPsrz87BQNVqTMdqfPsV3JMkWjBQxYqAc/J8+ny2aJ3bx0oXC4IPEunOfI1Tixr+vz7yYBDoVUa0Xfs7xGZtqaQZ7bTWztagjDsZgycXwatJ1023EOp+bJ0cRFJfIQoRDcRNt6rXHbSZxRdG5C4VzYjnwO8NFBMHAaYEgkEujq6lJx+Gc+85kgV12AAAECBOgRmzZtwoIFC7BhwwY0NTWhqqoKEyZMwFlnnYUrrrgCgDGk3CFBBABQXV2NsWPHYtasWZg6dapV3tNPP43Gxkb8/e9/RyQSwRFHHIGvfOUrOPPMM3Wf7du34+yzzy5an5/85Cc4//zzre9yuRweffRRLF26FG+++SZKS0tx1FFH4dvf/naPPkq/+c1v8C//8i8oKyvDunXrDqVp3hcEA6cBhttuuw3Tpk3T7ZqamoMaLGWS4nUjGoi4aJ7KxCumvNTMdpJp83tZSQxxmSGVC1OU0t8YbWXKpsN4RrRPzNQeF0YiEQvr8dGEeNV0MbJIImNkm/VUZ3BGeDGfnKt9KkKVudnldebWgxO2qzGwyyLLQl8XOlrb2iuddbvZ3X0RX94+DqPgaplyjk6qHw7CBdqgHvUUDjPlMDn5fE4ZpUIfHCeaLWOzRwXRdn1kqT9UuBFwfaFAl6LbHptEpsnbxXZPZzQbI5/4WdD/GCGXyRbo3Ci58RgwG9ovnLKIbCpdEKXGvh6TZ43eaxGn/lHHqdvTSoUKGSdlQGwdIhx9X8Fz49NfuW78yng6WkVlY5RddbSOPg1UT/e9QCOkzJn9/LvaIb8eiS2v/lJOWb7SzYfzvechFkEuJfdCGLpsH/pNPZejvXy3WLt2La688krU1dXhkksuQW1tLXbu3IlXXnkFS5Ys0YETYHLBzZo1C4BZzVi6dCnmzJmDW265BZdddhkA4MEHH8S8efNw5pln4pvf/CaSySSeeOIJXHPNNbjvvvusv08AcMEFFxT4SBXLQ/ftb38bTz75JKZPn47LL78cnZ2deOONN7BPojhddHR04M4770RZWXHPrw8TwcBpgMPVNgWMU4AAAQIEIBYuXIjKyko89thjBS7h7qBk+PDhmD59um7PmDED06ZNQ2Njow6cfvGLX2DixIlYuHChDrw/97nP4bTTTsMTTzxRMHA69thjrTKL4emnn8YTTzyB+fPnF7BbPeGBBx5AeXk5Jk+ejOeee65fx3xQCAZOHyB6shroDQfrIp4SbxDqVZijriRm6wPKEubWV5aXqMaJvk0j1J/JnvlVlZuZFWe93O+dfcanZFuTYZHKS2OIlIubtMyY6ebN2STdgenTRB0AZ29l4uTcvmMnACBaUoKy4UMBeA7MafE5cnUUnMFHK8Q52PH/4ey8bGg10lKvrj3GE4o56aIZ+tGY7WEnnQgAGCozqa4msz/9qThrb/7bFr1WOkcTrr4jLewbr5XIyvG5t4zfTrqz23PgdryhCtiKtOcMLjvIuckMeJ5NbK8ScbKm35WbQ431JRuTauuwr4uakmxW66c532LF8+FRr0Y2q1jePJbr6t0IZSacfG6eX5K9fzHQC4rXWFprEoNSn5SSfGNpaZu0eDOxbiVVg5RdodcXmZH9G/9mygrb7ageZnIOT1tmjisbXovOXbvNtQjTxbKzUZul2LbH9M+jjh8ujUI/NGHKyPz43vTUEGXJ8tBZXY4tHWr6I+9RrNz0j3SXnVMxHIlozjbPg8yclx5KbkQc/dHUG0qYceqVsskUIoONR1VY+m5c8ki6UX9ZzX8pmjK57x2i1awo954V9XHS6FcvX6W5Vv5uykgKNVUizBSfstoTTgAAtG3fhrC8q0qGVFttUDLE1Lecnm/iaUW2vXzUKFPGm2+ZNil/d4zK1q1bMWHChKKpVdwkuC5qa2sxbtw4y1m7vb0dY8aMsSI7KyoqUF5ejkSiuMt5Z2cnotEo4o5rP9HY2IiGhgZMnToVuVwO3d3dvTJJb731FhobG7FgwYKC3HIDAcHA6QOEazXQE9rb24NcdQECBAgQoE/U19dj3bp12Lx5M4488siDOjadTmPXrl2oEqNUwOSj+93vfocHH3wQn/70p5FMJvGLX/wCbW1tuPLKKwvKmD9/Pu644w6EQiEcd9xxuPHGG/GpT31Kf29vb8f69esxc+ZM/OQnP8GDDz6Izs5OjBo1Ct/85jdx3nnnFZT5ox/9CJMnT8YZZ5wRDJwC9A/5fP6QB0iRRKn8z8xuUm2SH6vGzCKHVJrf9xzwWAMySPW1hiVq7ZAcb/SXkUAZesikJLpqb7M9Az1sqJmN7Gvp0pxVOSfCjC7A7dvE6VjzNZl6cSbftbfJfM/8T8kkOnaaCEPOEplfjLNIlkG2gLNuMiXKpMjMtftAi876B0nSSTJJCZlFEvteM4krszKjJrOXEkaKM+hYeZnWY++GjXI+m3FwHaNTkveOoK6GjJpfO5QVtqcnnxnXDTzkRGyxLfK5vPoKde1rNt9Ro9Pt5KpzQIfsAs+jSETb3nXtdj1vsk7OPe0nvuvS9knbfakA9A8TZorMjfol+aLHco6+SHPlSdltW02uQubFY3vlNKJM2kTc03PpjMdStDBPnwGZJT8jB3j31a0D0bLlLd2XfSMt9z3LKFCpxtiRhrllfrlSYRjUN03yteV9x2iEWcx8wRx1ZKLaRUCcFSYq7bj7+9szKu+bTLedsUC1TzFb75MSl226lUMd46WdM1mE2007ZsmeyTuD+SM9p3Zzv9m3o9LHKmL0UyqMGtT+KPrMMBuFrLXsV9KDHnLvy0agXHHYaP3OdQbv3L276Dn5fHVJpDT7BZmonoTWRE/LVbNnz8bVV1+NGTNmoKGhAZMmTcKUKVMwefJkxBxH9Ewmg/3Cku/ZsweLFi1CU1OTpYP6zne+gwMHDmDevHmYN28eAGDIkCFobGzESSedpPuFw2F86lOfwjnnnIPhw4dj27ZtaGxsxNVXX40HHnhAheRbt25FPp/Hb3/7W0SjUfzLv/wLKisrsWTJEnzjG99ARUWFpZF6/vnn8cILL+DXv/51r+3xYSIYOL2HOJSluGKIx+M95qsLGKcAAQIECECceuqpePTRR7Fo0SKsXr0a69atw+LFi1FdXY158+ZZA7LVq1djypQpuh2JRDB9+nTcdNNN+l0ikcDYsWMxYsQInHnmmejo6EBjYyO+9rWv4aGHHsLhhx8OAKirq8PPf/5zqy7Tp0/H+eefj9tvv10HTp2SCL25uRn//d//jRNkufOss87C2WefjQceeEAHTqlUCrfddhsuvfRSTJgw4b1vrPcIwcDpPUR/l+L6QklJySHnq+PsMSN6BLIuRDEHabqJM0qO+9CVOOcwD1z6ZvQdI3viMW+WprNAmcVqLigyDBmbBYpILjCNUKHmibPKfM6rs5QRK7fzcjHnW5pu6aIVcmf+RDgWRVjYjLhormKy7h6vMttk7NqEIUsLw0SmKe3kwQvHoprXzM2tlo/amhy2UcbJz+dqdfxRb+rP5Lh6czscpo7KYV18+eQMPPbGZQn6imZTrZbD4OWyWb1v1FR5M/zirxrXI8jPYvEa3GhErx7sS6L/EiYsEu35tZZ1vL+4L3VUbAN3v57axJ9DEU60ZMlgw+AyUjQnej73GWSEl3pFZTLK0CrLJo8x3fy7yIRJGXzOQiW2Bi7pywzA5zguLC8j9uKVlVKGeZ4i8b1SbyfXosNe5nM5LzNAliykPM8x+5kLqU5O2GzX/0kQzmQLcifyuVGvJb5nqJ+Kup510k/C1JSVAHKfI2ShIna94PjdUT/F3TU7gvTveGWlHsvnlSwa372sXzjuZkEw29R7Ud/5bgTQDQ0NmD9/PlKpFDZu3Ihnn30WjY2NuP7667Fs2TIdhJxwwgm44YYbEAqFkEgkMH78+AJt1PXXX49oNIqFCxfqd2effTbOPfdc3H333bjnnnt6rEdVVRUuuugiLFq0CLt27cKIESNQIn1y1KhROmgCgPLycnz605/Gk08+iUwmg2g0isbGRhw4cABf+9rXDrktPggEA6cBjGKsU8A4BQgQIECAYojH42hoaEBDQwPGjBmDuXPnYsWKFZgzZw4As+R2yimn9Hj8tm3b8Pvf/x4/+MEPrO+rqqrwsY99DGvXru2zDiNGjABgGKYRI0YooTB06NCCfWtqapBOp9Ely5UPPPAAZs6cifb2drRLAvXOzk7k83ls374dpaWlfQrePwgEA6cBjHXr1uGYY445qGP2b3zD/Cdv6xeoJRpUaWYXseFVAIDSeESnVXQhHlJpZq+DJSqlhZonZoSX2XCVRK3tPmA6fUe3mXnVVpUBMlvlej81QVzP52ySUXORErPunqg2ESmlteYhI7MTicdRNozZzs2MjhFxYWfmx5kxI5E89297lhsfVIl0iR3Vp1ogGbDy2MHjx5r2Ey1Ud9M+qZ+5Ls4+u5v2IXmgRc5vopFCrn+O1I/1L5NILkYxkcVo27Hbui7/Pq53kmqFmD8wYzM/2aTt6Ox3PY5XCkspup4IdTHZ4gyZp/sRDYq0nd/dnQg5ei5CmRQnqs1/DzPO/SSjRHieOval5TTCy84NB3jaKi1DorpSojsqrTZMY1zYS0YQupottkWsvEQZJrYj9+lq2m8dS+aT9z3kRAOy3vHKcnTvl36lztrmIhnp2tFl2nzHXvPH5eh6E6lF936C+3WnMqqPOkyivhgBp7pIqWflaLMU43oveY7xPrY6WiLtZVgrHzcqnyFrq3SEsMTyfajI3iQWyYTHxa2/vdv0u6gc1dph2pEaTTLkPI7fDypPIJWy2fGUMPERai8d7VuLlE1frIzc45rjjjd1GjTYu6+OwzrbrUwGEIwsZvslR9nRdu6z8V7h+ONNXZl9oj9oajLa0mwRhjWTyRT93sX27UYnWF1tdKLDhw9HbW0tdjvaL9atpKQE5eXleOedd9DZ2YnFixdj8eLFBfueffbZOPvss3H//ff3+3reLwQDpwGMXC530AzTIFl/7ti1C4BHB8cGmT8IHUnT8fc1mz8IVZWlCMvLZH+L+eNRItTy3gNmUNEpNgWVktaB23F5KVM03txhvi9NxBBiaLPovtIye6A9QlcpBZIxq55ZZ9lK6fBUqmC5xEpgCk+ADuc95KYyKWamqeklRFQbdsJqdfmMnxSzctDAemYyBZYBXPbhooCmGVETRbvCrvmiX6SddVOS9GE6yf0Llj98ben+4S5cEnNO6Rg7+gdzHLj1N0GwWyaRz3rLZ2qH4P6BcY1DNb0Ly8xZ9ewNtGTg8hoF3BExjs00txWtZzaZ0v7kTw8EFC5pcsCpy9Gyfz5vBw9ES0sRrzTXmhRxOAdQHfLstXWavtHcLoEQsvyT7LYHBFxOT2eynjhc+nqEa+4cFMqARFMAccnTSQrsDXO88tm7OTDRZUdnySsasa0DWAVdQQuHcKCtS/aVgWVOBo3JjHWMO9jhdkaNZUW0n85oUuRImKlrss4+0qeZfkrO5dWBy39iehmLIU9bB5lk6TvESSOjS9lqZmrbp0R7COHvL9asWYPJkycXJIZetWoVAGCcTPb6g8MPPxzhcBhPP/00Lr30Ui1z165d+POf/4xJkybpvvv379fBEbF792786le/wlFHHWVJVz772c9iyZIleOGFF3Dqqafq8c899xw++clPIhwOo6amBgsWLCio05IlS/Dyyy/jJz/5yXumI363CAZOAxRvvPEGWlpaCmwJgqW6AAECBAhAzJs3D11dXZg6dSrGjRuHdDqNtWvXYvny5aivr8dFF13U77Kqq6tx8cUX45e//CW+9KUvYdq0aejo6MDDDz+MZDKJa665Rve98847sXXrVkyZMgXDhg3Djh078Oijj6KzsxP/9m//ZpV7zTXXYPny5fja176GWbNmobKyEo888ggymQy+8Y1vAABKS0txzjnnFNTp2WefxYYNG4r+9mEhGDgNQNTW1mLv3r0Ih8MHPVDKdNtGk+4sxEseKssfkbDOsjgLjJGCltlW1En3wG0m8+XxFK7KCax6KKvC5RUmUdXfGSZvp2rQ7/N5namTIeEM3zVoVEPBqLO0k7eZiXAkoseSNtfUMLIcyJQxFI+X1JgZlrIzbE8pp2tvkzIJZEzca1KxN5c+1RTQNsjUpTsf0+KG9edDTgJZl0onCxMqwky51gVJW7DvnZNCZZnhk6FiKpOcJ1D3kjfbp3o3yXuhqTOcvqwribZ5ZijnLg96Bo8F6WScdCnsl5EslzyZKLb4EmQ0UaJ9gMEJfOaSajPRw1IMr8e5R9GSEqTDthkpWUx9FjXpr309cfYhKTtR4tVbkw1Lf8yJZUjYl+4E8PNJfSGke7NsTaJL9orvn3APqYEKFuuslUC73s7vZJbY3tzOCOsZKxFGJxJWxijiBBxwO1Ys+zmAqC4DyrJhhWEks6mkxwizXmxPWermEl7GSY6sSX6ZILyXVFD9wc0334wVK1Zg1apVWLp0KdLpNOrq6jBz5kxcd911RY0xe8Mtt9yCo48+Go899hjuuusuAMDEiRPx4x//GCeffLLud+qpp2Lbtm146KGH0NraisrKSpx88sm47rrrcNxxx1llDh06FI888gh+/OMfo7GxEZlMBieeeCLuvPPOHvPUDWQEA6cBiGHDhmHv3r3I+XxIKBQPGKcAAQIECECcfvrpBbniimHlypX9Ki8ajeLyyy/H5Zdf3ut+F1xwAS644IJ+lQkAhx12GObPn9/v/Ynbb78dt99++0Ef934iGDgNcHCpbs+ePXjooYf63N9NSluQpiBr60Ly+byG3mblGBpfcl/O1jh7dBOM8tOvHdL/9ZCYUzU3TErKlAhZexZZ7Fg32aeyGT2wGq7ORvcPhXwh1hnr/GrM54TJs57KDjlJS/PZrDIH/C3nCKCV6XHaQgXSRZKFeqkiCtvFvjabxdA2cFgbv1Yq7DJhBcdIPXpIdBtSw8GwV0YfGtIe74m1j/QvipMzjg7qXSRJda+V7IDLaur9dfujP4Gre39Ddlt7Ghem96DmSRgL596E47GC9Dyqf3I0RFl9ju3q8ZnkMxsKhTxNk6DvpMxOmL+yltwO6TOfU31ZyD70EKB6JPc95JyLcO0qMm4S5V7g3tdwD9vseWqrUrS/2to2V8ukz1ER49gAHy28N+mZA7wvGDx4MO6++27cfffdBcl+AwQIECBAgAAfPALG6SOC/ib7TVSb0HbObmhHwGi61k6jv2mSCLpsLq+zU4bz7thrIoiaO8yMuKPLzJS7JfKkrdNoYdKZnLVfLOrNEDOtzQCAuNgflEgupNggJv+laVyp1NPoQ5hqxW8GCJjZOcO7aepZWmtHdCgY5SQRerQvcHUq3fsPqEkmow5p28CQ/Kh8tm81CXcjMcNIMMVFUmwWNCFtmZdypfXt7VIdJ+1IDyH6vGdeqpgiUXWurYALMhIOi6TMmj8CTb5LthgtTt6xCFBGiWwaWS9l3+wZdD6b9ernmCW6s2o9l6Pz8dsksN0Yvu9eu8tSkS0KRYrbF5jIL9tiwWWeGP3JhMc8pz9VjQHTp3QWjdIEgFgpzV+FPaIGL+nZN/h/V5uK9g69Nk3TIlo7PoM854hq09eiZDnVxFauWDQ8JfGIPt9pSWSddcLkaTbbuddEvLph9nrtvnavGCpJfhllKpYkeYdliVCHKC7S0TiNbW1dZT6VwYiaCqsdQ8KEM6qXINvG9xcZKfd2RMMhz9xXvsvFySSabf5OMB7MNSvd/5eXTV1Gj0ZGrqVTwv0znZLGar+xKlEbAifKr32beZcwIpe6ygAfHQQDpwGMYsl+A41TgAABAgQI8OEhGDgNYMRisYMeKNGHiLPJMI3e4obRiTr6oEg4pDO18lJzbHdKWJ6sE7EjDENJzI6yq5TjGOHT0p7EYYPsWaMb7ZWntxGjmMSEj5FomrqDmoJcvoChiZbYs1ZNz5Kz0yPA0Zr4Z4CeiaITSSZmmYyyUtPNDkm6KswEZ51+RkUjAqknc/yR3NQV6v/jaGG8yvhYEVeX4jA2Louhu/WSvkSZG5f94e8OO+Rpsuxz5bMRL6KRDILqvRxNk6u5co5z/w8AWdiMU9hhQiKa3sO+Vr+OJZd2dFuyr2uOSqapr2hAfx/S9CtMQSQsKlOu6H2O2oyd2465TEafC+q6cnINCWFGGC1XLpGtkOcpJIyoKzGKRSOIMLLNDgYr0OKo3xBZOSdZruVlpUl6qRGUvs6+JJo76uNU7+eUyfdBLptVvzP16RI2K+SkgFHPKNlWfRJPrd04XyR6zz7WlbBFo2RZbR8qJvQNhcPah8JRu58qk5Syfb20Ni7bGuAjh2Dg9BGAP/VKwDgFCBAgQAA/Nm3ahAULFmDDhg1oampCVVUVJkyYgLPOOgtXXHEFAJNUd8eOHXpMdXU1xo4di1mzZmHq1Kn6/be+9S088cQTBecYO3YsVqxYYX23Z88e3HfffXjhhRfQ1NSEYcOG4eyzz8a1116LIXSoz+WwbNkyPPPMM+pPOGrUKJx33nm46qqrNJedH7/85S/xH//xH9i+fTtGjhyJK664Qq9jICAYOA1gpNNp3Hjjjf2OqAMASHSYm1yX5JG62jL4KZdXrxJGq3SKToGaJTHRRUo0TUlJ66DpH6hrkHOUxCPqpqv+OFFXbyLnJ7Mk6/wazRR39i+iffHYE1tDQGj0XUGEmecx5dWPUXIxZ19b4+D6NymLJJPOSEmJz8vINTNiRKOdANf7OWd9HhR6mL269S+arLbP6Cp7PzdazLoPLKuPQCH32os5jPfkZK4sUK732JZikZk9gWyRd01kC+170VdUo6mX3S+5HXHYS69M9kdP16TaMIchpks/2WBGnrl9372juVxeo9VK5B2h/ZHt7LS3F2lql+W/38oU0W8tw3o7EZrUCpFBixbph6yDy3CRndaINilT20b6pVtYyEc9hWwayu0bIedo1X3S0TxCzaWnW+L91awC9KQrSPlDJsxOcK4pd/qRxqQ3rF27FldeeSXq6upwySWXoLa2Fjt37sQrr7yCJUuWWAOOY445BrNmzQJgBj1Lly7FnDlzcMstt+Cyyy7T/eLxOObNm2edp1KSQRMdHR249NJL0dnZiZkzZ2LkyJHYuHEjHnroIfzhD3/A448/jnA4jK6uLsydOxcnnngiLr30UtTU1GDdunW477778NJLL2HJkiXW/Xj00Ufxve99D+eeey5mzZqFP//5z2ry+dWvfvVdtdV7hWDgNACRSCSQTCZRUVGBu+++G3PnzlWtU8A4BQgQIEAAYuHChaisrMRjjz1WYHa5b98+a3v48OGYPn26bs+YMQPTpk1DY2OjNXCKRqPWfsWwcuVK7NixAz/72c9w5pln6veDBw/GggULsHHjRhx77LGIxWJ45JFH8LGPfUz3+fznP4/6+nodPDHxML0KzzzzTPz0pz/VfXO5HB544AF84QtfwGAxI/4wEQycBiBuu+02TJs2zdruN4Q5KXAQT0iyX0ZCyQg/6tOecCbJCJN2E8ij2oGY4yCedmbjjPipqihFKCzaKolKc3U96qatuhnx0ZFIpLhE33kRXFFES+3ks9wmGBEXdpKSqq7C0TFFEyUIR83sPyG0cqxScpZVme3kPhPJRz1VATOSt1mFcCyquijVrPSQY82Fq0tCR2GkWQFcNiZs+1CR3VLvIGWN8j62zI6acxHqIQLN+12+j0YK3dG5j+td45ybUWr+4yIO69hXKlTu7+aG8+cqdCMcVeMkx1InF4kJAxqy2QOFnwF1mTiX6SJ7wbyG1LJlGKVo+0CFQiFljKj9isiruqXTbO8+YLQ2ZHtTE0xC2ZZmiSCVOjDvWz6fVy1jzWjJUq/eS5LIVlisirqRUp/ifx6U3crnNckvo081ak2DN81/UvKuYNRv1mXISFSGQ2iVPHzqfp4wWrHWLlvjRgYt5uiRCOafS8SjBftSx0lmKZ2xWWv+7npCVUj9y0eMQKbTtC0ZsahEMOdE21Q6bLi5Dqfvt2+rLvr9oWLr1q2YMGFCUYfwmpqaXo+tra3FuHHjsGnTpoLfstksurq6UFFRUeRIE7xU7BzMJ8cluHg8bg2aiKlTp+K+++7Dli1bdOD0hz/8Ac3NzZg5c6a17xe/+EU8+eSTeP755/sc0H0QCAZOAxhcqvMjYJwCBAgQIABRX1+PdevWYfPmzTjyyCMP6th0Oo1du3ahSuxiiK6uLkyaNAldXV0YPHgwzj//fNx0000ol8EhAJx88skIh8P44Q9/iG9961sYMWIENm3ahIULF+Kcc87B+PHjez13U5OxnqEWCgBef/11AMDxxx9v7XvcccchHA7jjTfeCAZO/68jkUioRqmv/bZu3Vrw/aFE1bVvM+V07d0LAIjLLGTwEDPLiVZIRm+ZEg6pLNXlf+Z4qlIPGPOfDpnpDSo3M4jSEjMjHDrYRMKFQ8bLiLO23fvbMWy8mW11iGdJx86dpj5Cs5INSB5olm2ZZXIWJvVLd7Tp74xeycgML9nSal88jxHPG0Kz0MdsDUckHtcZZuvbbwEA2rcZ7yV67XQL1R0fbNqxbMRwOTZmfVK/0LVnD9KSo8xlQPyMgr8NSqoGWb+zLVJthj2wdEku6+Pqkxjh5TAkbl4t/3ERJ5LRZdVcDyiNDnOYqHwur6xVNp2z9imIUuP5XX2HtWlYH2WlHEZMtThuvdychb4oO7YlTxNy+psbeUkvMHpCkSUiGAUKFDKgzFUX7rL1e6qJketxcy76vyPYh+qqzTkOG2b6zFs7zbNXIhFz1YPMM8lnOi7scTqTVVYn1y0ebnK/Y6WG0YkJI5t2npewROrlc4Was7AEI/r4N/M9mT3m9AuzncUzitsqWPKi3kqlrSlhUsbbiV7LO+fg+4dazYR4NZWXxpDOeHnrgMI8nAVu4+3d1n6aq07ep937Dyirzz6kEbaMtnOiFJX5FnY91dxinfLss89Gb3juueeKfj979mxcffXVmDFjBhoaGjBp0iRMmTIFkydPRizmsLaZDPbvNyz6nj17sGjRIjQ1NVk6qNraWnzlK1/Bsccei3w+j9///vd4+OGHsXHjRjz44IOISj+ZMGECbr31Vtxxxx34whe+oMdfeOGFBfqoYli8eDEqKiqsdDF79+5FJBIpYLHi8Tiqqqr6/Fv6QSEYOL2P4BJbX47ft912W9F9Ah+nAAECBAjQG0499VQ8+uijWLRoEVavXo1169Zh8eLFqK6uxrx586wB2erVqzFlyhTdjkQimD59Om666Sb97pvf/KZV/vnnn48xY8bg7rvvxu9+9zucf/75+tvw4cPR0NCA008/HfX19fjzn/+MBx98EEOGDMG//uu/9ljnhQsX4sUXX8T3vvc9a4mxu7u7YLBHlJSUaHT5h41g4DSAkc/nD3qgVD7caB2YxTsm69PtWTMra9pnZjl7RQvR0t6tmqXd+41ugtqAA21m5kkdRXO7maG2CQPF3HZ7W2S/JHUEYWRbDgAAEkONnoK+R4mhZibRtVvciZn1Xdy2m//2d1NGmdlmpFE2lUKqrUP/b46RGT4dpmXG5zIndJ4OpxxNQT6vM3uNgOEMU6L8MvJJFikjEVF0HCdrpOxSPI5YWZlVJpFTXY/NapARIwtSVE/TU+RbQfSSzQL1pEvyM1J6PtW82KyQm//Odbq2ncMdvy5eVV/RaEWcw8niqU9SH67p1JrAYcxyPjahwEvLuSaNrqQTfK7EOneYb0zNVRfu2Tm83PRhRoPRWy3bbTvDhxwmMpoo8UVBSv7IOL3SJApU9h1UbiifbJc4cgt7xPak23Yun1cNU+c7hpUmE5KSCFxG4nbu3i1tQOfwKBtPPrz2LB9h9FDJFJ+jtHWMsqzCFqXFkZ3n0qhW2T+bTiNRbdjxvLyHssL6lZbx2nKyzSg7af+47czP7/OpJBJkEqV+5fzjLJGDJXH7T2FpdXFdz/Y/79CyyTglhZVOtdkMuEbJklWVa+185x1zaocF7olR6g8aGhowf/58pFIpbNy4Ec8++ywaGxtx/fXXY9myZZgwYQIA4IQTTsANN9yAUCiERCKB8ePHF9VGufjyl7+Me++9Fy+++KIOnP7yl7/g2muvxdKlSzFx4kQAwDnnnIOKigrMnz8fF198sZ7Xj6effhr33HMPPve5zxVomRKJBNLp4s95MplEIpEo+tsHjWDgNMDh93ACAsYpQIAAAQIURzweR0NDAxoaGjBmzBjMnTsXK1aswJw5cwAYPRGF2AeDRCKBqqoqtLR4y4tLly5FTU2NDpqIs846C/fddx/WrVtXMHB64YUXcPPNN+PMM8/E97///YLz1NbWIpvNYt++fdZyXSqVQnNzM4YNG1ZwzIeBYOA0gBGPxzU8s7/oktkPXWuJckazVJpZMH1gBlckVAfR3CZ52xyXZ/o5lZbY3YWuxREnmigaCWuOPM7C0pLHKdxiZ4Z3Pxm9FhXXZTI8kXgckYTt7lyQlEozwdtOzGFfZJ4frialaJmCmDihk8HLpk196cni+T+16gyZs2z1znJy1SmbkCix9stG6CkkOeTS/fRZgt9/yGyH6BnlRsz5dSoJuSdZO7qLrt9kZ3JwohTFrEm9bfzn6K8rsss0+erl+uAU5LvrKQrQieC0jinw9LJ1RrFyhyXM2HVQTyPm7QuHlQFxoyJTwlJ61yFspvR1N+8dGclcNodMp+ii1GnbLjun0V+MGJX+52iHyDKlMllPpyOsVDZirjnqME5x8evpD+MULTfPA6MRlfVz8hqGwnwWGMUouiltR3lGMxlAIx6F9WN/jNAZ3pwiLddGnRLbJJPh9yHvXGQIpV3ydA6X87pPWGe3MMlhu+wS0YpGEgltB0bi5pznh3ooz1Vd/PEYpSYs/PsFCqzfC11Qe3s7Dhw4gOpqLz/ovn37kCviOUcNKj+JV155BXPmzMHxxx+Pe+65R7VSfhxzzDEAgFdffRVnnHGGfv/qq68il8vh6KOPftfX8l6gdwe5AB8qSkpK8PLLL+PGG2/UfwECBAgQIACxZs2aosvFq1atAgCMGzeu32Ulk0m1GfDj/vvvRz6fx2mnnabfjRkzBk1NTfjDH/5g7fvUU08BAI499lj9bsuWLfjqV7+K+vp6/OxnP+txye2Tn/wkqqqq8Mgjj1jfP/LIIygtLbX8oj5MBIzTAMfBMk6MPMtlZGaXsKPoWjvNLJM+JWWZrM6mOsUinExSl2zTKbzUccYvk/3ikrsuJfulMzlAZ4eMiJJINtEycdalmdllBprMGG0UmQdqifL5vKcVEY1IWnxU1EFYGBvO8Nm51eGXMz916C7V/3c3mSjEVGub/Ca6KWENSocbb5K4hM66bAfZrJY331LPpJjDaKk2KGRH3VATRWhUDnPA+aLVIg6r4Wp2cupHY3+6njE5ZL3Zv+M35eqjXKZHo8NymcLfe8h3VwB3vyL7ay439SZLFezjB3VbIacN7MpTO2TXIz5I7hm9wLq9tjef1NqZw5RdLU0U+Irx/pFxIlgG+7qrcWE7xisrVCtExCtNvcqFHawoJWNjO9qHqTWSvh6T5y3qY4vb97Rb5+e5GEmqjBifWSF6uZ8/B2BenbSFNcvYZbkaJ68M5qGzI81y6TQiZRLyrs7rZK/sPkJGyc1Vx64VYRfr7lYNldbdcfcPKWNsfmcEH/NzclzSLe/TdFubapy03URnhlL7edaoOt5vai9FkxktknLkYEBX7alTp2LcuHFIp9NYu3Ytli9fjvr6elx00UX9Lmvv3r248MILcf755+uAa/Xq1Vi1ahVOO+00S2j+xS9+EY8//jiuvfZaXHHFFairq8Of/vQnPPXUUzj11FNxwgknADBs1VVXXYXW1lZcddVVeP75561zjh49GieddBIAsyT49a9/Hbfeeiu+/vWv47TTTsOf//xn/OY3v8GNN95YYJvwYSEYOH2EMHfu3IMzwwwQIECAAP9P4+abb8aKFSuwatUqLF26FOl0GnV1dZg5cyauu+66fom/iUGDBuHMM8/Eiy++iGXLliGbzeLwww/HN77xDcyePRthXwqgcePG4Ve/+hXuuece/OY3v9FcdbNnz8bXv/513a+5uRk7xY7mrrvuKjjnhRdeqAMnwAzIYrEY/uM//gMrV67EyJEjMXfuXHzpS186lOZ5XxAMnAY44vG4CsQPHDjQ5/65jO3MTa0BZ2PRMH1MZP0/ElaNUthxPKbWKZK2f+ex7v5WWi0GthTkv7IjTFx3bzciSos7iLxjBwM3F1iP+/Xgnh1ydFWhcLhAR1OAPvLKFaRqfw/gMlPI5b3oufcKufx7mvFd+0xBDkJHb8Tve+g7/YLDfPndsfuLnvqSn6EBbI2Q2ea94TObL8w95xxT8Dz0oPey63Fw9e7pdz13P5+d/pTt5j/0Q9uvj7LUp0ovtJcj9LntX3/NF6igfEWp4VTvDvuFVbBzPR4qTj/9dMsLqSesXLmyz30GDRqEO++8s9/nHjdunKZG6QmjRo0q6kzeGz7/+c/j85///EEd80EiGDgNYNTW1mLv3r0HtVxHYWfXPqHsSUWT0mfofobJQnPqQcgBEUFbAprDcbmPIlb+rgMqLhfl897SHFMxRJjqhQJZEV8yxQUF0izDWcLLplIazq2iTAn3JmhG6Kbm0JdzkRc+B5oxsW9QewRZPmMKGNopJGXwmpLokpSYcPqXq9RQcq9d33DaXtrikggpe9cY000eCviWo/SlK38w+8gT2tvLXJdmaA5JwS4Hgypatq0FdMmRSaKduvYLvSztuWH6rvC9YH9niTGfc7fzKnh3j4mU2GJlT8DNbfue6D3sTnrPmJtWJmIvybIMokCo7vQL//+5bMtnsZvpZLg8JUtNXHKKqMBfnrdc3ktrEreXhigK5/eusaNXPy53ef3DXYrX5V9pT10i5qCW9g9cGnNF5P424TxC69G/AQnfQxSAh2Nxb1DDRtB3QPFBIN8LFNer8Fye1Zgv4W3aDarI2YNubYOYLbJ3LTACfHQQiMMHMBh6+cYbbwTi8AABAgQIEGAAIBjqfgSQy+X6zTh17TP5f3SJjIyKDJEpKmXSy0RJFHGZ+UT22WLWwWKuF/bZDJhPm2GitUHIzzzJ/9PtIraWmXJG0qFwJp9uk5QqDOF3wpU5wwvHop7QlCHCNG50WCrCNZoMUZytochhT0zPY1UMzCVFYc4co84sP6XeapwYjXqsBJcD3JQrjjCV1+ouG+hM23ddBYlBc/bcxxVEsz3dtvGDddeEsjFbGO2yAdq3wnZ6FWuprhebgaLbvdgRIG+zlS4r2RPclCyhcKiILYMIucX2Ilpms5huiHlBQt9IRFN+uEmJuw8I4xghq2LbEbjwM4w0Re1pGS0ScRgS9iVWwelL+bxnWOvCC5YQJkRtNBh0wXbnffbdB54n5LUHAOSd1DTKeLqsoLvcGg4BbhoW1lu7vhii8ms/0w2PlfPSulhn6HWTyLlLpfoeEOPOXK4gUTmcoA99fh2hf4GtxsGytAE+dASM0wAFM0yHw2F0dHRg7ty5AeMUIECAAAECfMgIGKcBCi7THXPMMVizZk2/dU7UK2iofpQGb2ZWRF1SSj6N1ikj/ycDYroFzfXSMoNL6IyuuJgx62cRVE8hbAoF6HFb+5CnWJ0pJdqLh5L3a1bmaAsKRJe9ibad8H246RJ6gjuzz2a9GaUrJO+BPehRoOpvA7InjillX8g7eiX9vhdRVJ/idgeqtyomNu9vWcU0Tq4dAm0GeijT/d699t6uKyKsG/urq0/R1tJ7UshmuCJwT1MXsn9X9spW4+kzEo2p/oW6KJdp1DQ0LuvhVcYuO9S3ELpvQ9FeDy9eJtvc0Zb13sdYT1eP1MPvB1cju4wCHXnxMntrO0/T1INAvy/xvcsiBxjwCBinjwBCoZAaYQYIECBAgAB+bNq0CV//+tfx6U9/GhMnTsRpp52GWbNm4cEHH9R9zjrrLBx11FH6b8qUKZg5cyb+53/+p6C8X/ziF/jsZz+L448/Hqeddhpuu+02dIpsoif85je/wVFHHWVZC/jx9NNP4/Of/zw+/vGPY/Lkybj88ssLPJ0A4IEHHsC1116LU045BUcddRTuu+++g2uMDwAB4/QRQEVFBWpra/vFODEyRqNxZDZDliiZpqklGaesRsmRMeLM2GWnsmKil3X2px6AWqdwOOSLHGHaBkmpQJ0RdQBSbzJRB8V29MG66Mw/7OqAipwjZOto4JhqFrAZDrtlVatAh2SbKPZVn/6EJx80KxR2mbGDO19/yj4URqI/5b5fVhTWudg/yTA5fce1A7DQw70g28syNfqup+vxJQ52IwrdU3nPKg8dIKxFH6xVT1BWENlCEqiH9nK//gC6SVH02jeK7u/0l3djowFg7dq1uPLKK1FXV4dLLrkEtbW12LlzJ1555RUsWbIEV1xxhe57zDHHYNasWQBMKpalS5dizpw5uOWWW3DZZZcBAO68804sXrwY5557Lq688kps2bIFv/jFL/C3v/0NP//5z4vWoaOjA3feeSfKHDNf4sEHH8S8efNw5pln4pvf/CaSySSeeOIJXHPNNbjvvvswbdo03feee+5BbW0tjjnmGKxevfpdtc37hWDgNICRSCSwdetW1NbWYvTo0bjxxhuDJL8BAgQIEECxcOFCVFZW4rHHHiswu9wnuUuJ4cOHY/r06bo9Y8YMTJs2DY2NjbjsssuwZ88eNDY2Yvr06bjjjjt0vzFjxuAHP/gBVq5cibPOOqugDg888ADKy8sxefJkPPfccwW//+IXv8DEiROxcOFCnQx87nOfw2mnnYYnnnjCGjg999xzGDVqFPbv348pU6YcWqO8zwgGTgMYt912my7P9dcxnP4pkZRoiWLms1v0S6mUzSKl0llEwr5UKQCS4ay9neanrXmiJsploMKhEHKSBFc1TYw6cxgov64D8FJFaISRLzIqp2aaviguc0KrDTRKKG8zPXDYg1w2q34tCo3u8swIAV8kGT/ztt5G9SvhkEZPufAistzve07A+16htxl/n+xVH+aKygzlwv2PEOpPapZ3ORM/GENMT0/lGZlKIfZ2MTjXktdDQ0U/ezJK9JtAugmh4USO6TEq97F1NppKRLyXwqGQCjPSTJNC89k0k0qHrW23XgUpYkIh5Pm8Os9tThLaMtUJe5Bbtnv/c+mML3iO9Br9w+x7wGjfkLNN415tmmzW+j8AL8UK+7bTDRlBrN0gH7LqH/aVxVQqyihm0ta+OabB4TvNaf985N1RtVu3bsWECROKOoTX1NT0emxtbS3GjRunBpUvv/wyMpkMzj//fGu/8847Dz/4wQ/w29/+tmDg9NZbb6GxsRELFizA8uXLi56nvb0dY8aMsRjUiooKlJeXF+StGzVqVK91HggINE4fAQQ+TgECBAgQoBjq6+vx2muvYfPmzQd9bDqdxq5duzQHXEoGgSVO/rxSsV957bXXCsr40Y9+hMmTJ+OMM87o8Tyf+MQn8Pvf/x4PPvggtm/fji1btuD73/8+2tracOWVVx50vT9sBIzTRwA1NTX9XqJTB2EnyW42Sfdv8VPKep+5nD3zJXPkOobrZ9beJuinksnmfDNe2zm40I3Y1j4RnMlyRpjLZtULSjU5fegmPHZI9ndTXWSzXj0dN2xX48TZtiZGdT6LXZPWl/448jtroQlaM3Z0lZeM+OCZp36zLOGQt2/eZvBcd+1ix1rnUp+f/MHrnPqbFBhFor7cYxyZTzGWjfVzPaH0njkMox7XkwdSPudL0yIatpzt56PJmnuK9lR9HfV0uULBTg/PWixi+3SFtQzp1zxFCAjLFllWPcZhZgtYIVbB/T4UVmaZbArd/dmn+I7grVF2qwd/sWw6jRjpn4xdZsR9d/AZdby1Imw7vjsyGX32tF3yTpJfp72VcVKfKqlf0nNVz7ksNJ333XeF+nP1wKbLcf4EusVQbAkMAGbPno2rr74aM2bMQENDAyZNmoQpU6Zg8uTJiMVsb7FMJoP9+/cDMBqnRYsWoampSXVQY8eOBWB0U5/85Cf1uD//+c8AgN27d1vlPf/883jhhRfw61//ute6f+c738GBAwcwb948zJs3DwAwZMgQNDY29igmH8gIBk4fAVDfBCDQOAUIECBAAMWpp56KRx99FIsWLcLq1auxbt06LF68GNXV1Zg3b541IFu9erWlG4pEIpg+fTpuuukmAMBxxx2HE044Af/n//wfDB8+HJMnT1Z2KBaLISmGv4Bhp2677TZceumlmDBhQq91TCQSGDt2LEaMGIEzzzwTHR0daGxsxNe+9jU89NBDOPzww9/jVnl/EQycPgLor74JgM5UM10mdLRrr5ndlA0bCQCoHVJufhc2pKI0rrOtoYMNHdudMseUJ4S9kt/LGFUnjBP34+y3PGFmcVFfVJA7U850dAAAks3NAICSwWZdPi9aqHhlhSnTyRmX6epC935zDGfypdVDrLJj5bKvuC67uguX1YqUlOisr+Kw0QCA9m3bAACJoUPlWDPbbd+6HQDQtWePqf8BUxcvV524qpeWaj3SnWZ2qoyOw3IUzHapY0nb9fajTw0RNWOOhgwuuwSPIVHn7x7Okc/bs/GIExmpUWPhkC9yzNGjRO1tupTrsSg8LuxoxQqiFZkmTe5hrMxoJXifi0WxuW2qUZ5kS7vMPUu1mX7KPpTpltx1bD8/a6D57WxGJpIQDzONquu26pDLMPLUvs7u5hbdJ9XWaZXd0W2+399qfNqoN4zIc5LM0H/KnHt/i9kvl88jK/sOrxtp1YPPGNTxWjytyFa4GkKfLjBSLjkehcmJaeLLqHOs+YymzLlCDhPC91YslwNt4qjPZD0cM3Jk0nQIF/Yqw3eNzZiXlpYjQ/2lnLZLjg3LFxnnGeiSfH3UlDHymGxd5ahRmmOyS95ddBXPiqYpVm7etSHJa0dGr+Odd2R/ezmsJ0apP2hoaMD8+fORSqWwceNGPPvss2hsbMT111+PZcuW6cDmhBNOwA033IBQKIREIoHx48cXaKPuu+8+3HDDDfj2t79t6hmJ4Mtf/jL+9Kc/4c0339T9GhsbceDAAXzta1/rs37XX389otEoFi5cqN+dffbZOPfcc3H33XfjnnvuOeRr/zAQDJzgRa8NVMydOxfd8iAHjFOAAAECBCiGeDyOhoYGNDQ0YMyYMZg7dy5WrFiBOXPmADDLY6ecckqvZQwfPhyPPPII3nrrLTQ1NeHwww9HbW0tPvWpT2HMmDEAgLa2NjzwwAOYOXMm2tvb0S5J0Ds7O5HP57F9+3aUlpaipqYG27Ztw+9//3v84Ac/sM5TVVWFj33sY1i7du173xDvM4KBE+zotYGI/rqG++F6GHkyH9v/JZfPqyaAUXJu5A7haZ7sKLy0TBH5mYhHPdbCYUDc+vWk41GtFo/PxLyIp5zN3PgKLX6ucHF9VTgS8XQRMqvlefXTiW7qyYNHzxGNFkQM9qT7ca/d0928fzEbxdrb76HTGw4mSu1g4WqO8rl8gYeS/zfrWDcPWj8MfQq8tJwyma/NjaIsiOTM5/qtRevbuTtfsJ/bx1Npsr2MihUdHfgM23kS6duWzeb0uQ7HKmQfW8/HMvRZoIu6C99zpJ5L2p72veC2Nhuj2XrqS+Ew0mk6vptj48JWZhwmlJHBJJLd91ZG3mfpSFjfXdQuaZYE2c447z62m1tm1Pee0AhhuXbVslHTGLMZe8Lz6Hp/Y7OOP/54AEbLdCgYM2aMDpT+9re/Ye/evbjooosAAC0tLejs7MTixYuxePHigmPPPvtsnH322bj//vvR1GTyp2aLsOWZTKbo9wMdwcBpgOONN95AMpkMNE4BAgQIEKAAa9asweTJkwsGaKtWrQIAjBs37l2Vn8vlcOedd6K0tBSXXnopABOwtGDBgoJ9lyxZgpdffhk/+clPNN/q4YcfjnA4jKeffhqXXnqp1nPXrl3485//jEmTJr2r+n0YCAZOAxy5XA51dXX9HjBRk6GeKzIbKonQ48TMduIx81kSi2oAj5txnX4osayUIcekhGnidtSZFefyedUneHqOtLWtEWfqJSMzZUc34+UbCxUwMm6mekKPUX2PzUT4c4Z5ecPo52J/cl/6UNH/hbNL1wk9n81618LzadZ0u33diC5lOfrwTeoVPUTGMbO9xY6w/WIOM+b6C7l57pz8Y/lQ7znkevst70SkIRf2/dY/F+rCHHVKp5rtcLHf6O1F5qiH+vXDVd1lvPRYp497UZb2NXuaMh+To55lxX2b+Jl12og6Jj7LqtHJ571L1GhIpzCB9m2NiHWYMl+baNScelBpTc2usqVsV9j+3i0yHAr5/ODsY8kaEWnHg62wLcxx8Zin72KUnLuvW3bW2WYdSph7MxrxRU0Ks5Syt13GSd8l8n1P0YsHi3nzDQ55nQABAABJREFU5qGrqwtTp07FuHHjkE6nsXbtWixfvhz19fXKEh1MealUCkcffTQymQyeeuoprF+/Hrfffjvq6uoAGHuCc845p+DYZ599Fhs2bLB+q66uxsUXX4xf/vKX+NKXvoRp06aho6MDDz/8MJLJJK655hqrjGXLluGdd95Recqf/vQn3H///QCA6dOno76+/qCu5/1AMHD6CGDYsGGqcwoYpwABAgQIQNx8881YsWIFVq1ahaVLlyKdTqOurg4zZ87EddddV9QYszcce+yx+K//+i88+eSTCIVCaGhoQGNjo2VPcLC45ZZbcPTRR+Oxxx7DXXfdBQCYOHEifvzjH+Pkk0+29v3Vr36FP/7xj7r9hz/8AX/4wx8AAJMmTQoGTgH6Rm1trYrXH3rooT73VwaHHi2MLJLfORPlWn8kEipw3CU4i+zrMxqlp4zM5rJ5i4Ep+ukwOkRP+h7/fq7mxT22J4+Y/qBwhu8wEq5jOGeu7n4ovLZiGhbzPWe3xSMRP3A4Oh6P9etBWybozZ284Lf3UdZQoCnxa4Yc7V/BvaCXUcZxqX8XOFg/rryf7XC0VVF5xsL6DDospsseKesZQq6A5zk0FGNE+1KV9SU78/+ujuBqoVT84HC4+LUSub78yA4BxfNc9q2p6xXv8nk//fTTcfrpp/e538qVK/tV3kUXXXTQLBVx++234/bbby/4PhqN4vLLL8fll1/eZxn+xMQDFYFz+ADHsGHDcNttt1leTgECBAgQIECADwcB4/QRQX+9nJKtLeY/jOxgFAts1+KIb8Ya0UiTnPUbGahI2p7lcmZXWSZ56A4YrxhqE9LZrEbe0E8qI8ZpEbHuj8SpgTLr/OlO8c2h265Y/qclzDWfzXpRVYx8aWkzlyb1yTHqT8qgLkn1Xo5DcrSkRBmwTnHEpb8U0b3/gGmLCuPJQn8nqG5JImREF9K+bYfnjyM+LV6Ujf240ZsnLmV7WiezX7K1XdrI5z3Uh1u66nqU2aMYpvh+/nq5OjPCjWbLJtPWfjmaRfs9opyoSvWKcvVITsX822wfT4fmHOtohVgv1wfLz3bRO8nLC2czUNEy6Z8lMes62F9dj6toaUL7Y1z8u9gfuw+YZzEccxrfYWy865JzJUrUi4znjZYaj6By8VIbXG76VnOb2S8krtR8JpVhDntRZBoN2268x7JJ81zE5Jr5rkh3muc5ErP9z5TB9d2HWKLMvibmidSccOIJRc0TncOd95KyNrmc6i/JNIWFOSqhnlClWTbz7WU2MHUoLzVtkYhFVI/JY/lu8zRPLjts76daMfFq6t6/HxnxccqKFifdZp5X7a/Um6qfnOSo431olfdXX890gAGHYOA0wME8dUSgcQoQIECAAAE+PAQDpwGOmpoaJBIJjTDoCwlJ1qhZvCWCg268SXH77pTZeTwWVb0TfVE4k+sUl+KupPme+9FDpqUjZW0z2q6sJIa8MEyxCuOaGxN34kiJZMLmbFFn1GbWmxXnZvVXEtYm53Nl1plmie0zExWWytOx2L5O6gMV8bQ61O3EKirk07A/MXEwZ71SbWZ2mJHZeLbbfGa6zGc4Yx6laKJE/W80lxX1Mo7GSfN7ybWFIzZjVlSj1V89hJNPzmWN/MxOoVO4zYiEnCRwrk+VMlT5nDqC9xiZx10dRqrAHwm+iEWyAj1o1txrDDsMFaMZ8/m8p01wIh0jcfOc0BVd+5vj8u46o+fSGb2vZHB4DMvkdWTFfdz1MHLZL8AXYekwOG1dpl5tnaasFPuWOHUnnWe4o8vsl85klTWpqkxY7RSJi4N1jG1g11uZ0CLu895toycUrGMIekSRgdJckJ4TlPmIhJBK0dW7dx8nei9B2irr5LLk+yzq83EiA8d28+fX9IM+TumM3Y+jwh7xfQb43gGO7xWv1etzdlnqHP4++zkFeO8RDJwGOEaPHt1vYThQ+Me2MFS/l2O5jNdPsSOFqi6yubxPLN1PEThTGjhh2J59Qda3NMP0Bwz7Z8qFtPU9l7y8ZJpOiHE25y3zcLBCej3JbSYltQcJbnJiL61GFqGCVCq2ENkVJhcYOL6HBpgq7HYz4L4HZUKNSH2C+Z5sB8L9FFn7jtclrH42h97nkG0pkcsW7sM687e+BNx6j7Lu92FdnnIHlJqC5SDFv6FQyLPQYF9wls85idE+hLz1PZeg4r4lKi5HsU+zj2tfZuqSrD341eTURQauMX0FMHjCsXvQQa3sxjL0/SDf60lyPuE7r012caQCWel/EX3HheUU5ty0XjG/2+2iwTE9LJPZx/piQ3gZyaROTr0JUtq6Zi7V8XddquvBgiXARwfBwGmA47bbbsPcuXMDA8wAAQIECFAUmzZtwoIFC7BhwwY0NTWhqqoKEyZMwFlnnYUrrrgCAHDWWWdhx44dekx1dTXGjh2LWbNmYerUqfr9+vXr8fjjj2P9+vXYtGkTMpkMNm3aVPS8Dz/8MNasWYP169dj586duPDCC4tG1V1xxRWWxYAf0WgUr732GgBjPXDllVf2eJ033HADrrvuOgDASy+9hN/85jdYu3Ytdu3ahaFDh+KTn/wkrr/+egwbNqzHMlpbW3Huuedi//79uPfee/GZz3ymx317QjBw+gjgYJL8Nm3YYP4js+344CoAQLnMcoYONR2KdH0UeZ0pZYYNNt/JbIxJf7kskIib7tLcbpbT6muNPwiX9Diba2rp1GTCLX/7m9lnt7H9p9ibn64Itmy4cZsljU0BZigSQazc1MczDpRPGjE6FgG6NKZLSjZ1ES0p0X1TLc0AgOT+/XKM0P/CRCWG1sjnUKdMzuhleXPXbqRE9MlrKjAU5PKAJAHm8irrl5VlTiaaZRv5z6foQWjsmoMWJAz2zbQpTk/BnE+ZOndpkTNoKUqZlaS3rEVRtQu3Xi4D5aWr8OrNto+4ZqNOMADbIKxLsMWXwkwaF3vJkswThfgFAn5ZXqM4OxwVBlTahn0SAOKD7GSunXtNYEGGth3SpzV4wVlSJDORTaWQau+QhrGXH0dWm/ONHGrO1dph+kZGlpKjlbZnT5kk6k6mw8rE5DI2m5pL06jRtvMg3DQpKvwOh3wLbTa7mpdrDEW5FAsbBTYfHitXEmUKGKK4CahrUklDTA1yYX/wHePl07bZq4iywPbvZJ5YdrxqiDl3OqP3sUR8ktJyD5jsVxOUyzuM7Ub5gga+pN6dN8fatWtx5ZVXoq6uDpdccglqa2uxc+dOvPLKK1iyZIkOnADgmGOOwaxZswCYVCxLly7FnDlzcMstt+Cyyy4DYBzHH3vsMRx55JEYNWoU3nrrrR7PvXjxYnR0dGDixInYu3dvj/tde+21+NznPmd919XVhe9973s49dRT9bvx48fjjjvuKDj+N7/5DVavXm3te+edd6KlpQWf+cxnMGbMGGzbtg2/+MUv8Pzzz2PZsmXqXO7ipz/9ab+lLz0hGDgNULiicCJgnAIECBAgALFw4UJUVlbiscceKzC73Ldvn7U9fPhwTJ8+XbdnzJiBadOmobGxUQdOl112Ga6++mokEgnceuutvQ6cHnzwQdTV1SEUCuGkk07qcT//gIf49a9/DQD4h3/4B/1u6NChVv2IBQsWYMyYMWhoaNDv5s6di0mTJukSMwCcdtppuPzyy/GLX/yi6N/PzZs345FHHsE//dM/4ac//WmP9e0LwcBpgCKXyx3SIKnysMMAeLOZsuHDAQAlNYYp2ddqRtptnWamOqSyVGdm2/aY8OmqCjNjeqfJlNGVzMj3ZsbcIrNchj63CiP1zn5T9slHD0OFzHTLRo4EAGSFNSmtHWptK6sg7AzZmoRsq5VALl+QSsMV42aSxcPqXW1Gzif0VRYlZQt3c2mzTbE6QdYgrck+XY1TTgX5kRJhJxzhMxkTCoB7Ckf2673IsrmajAJmyQkZZxoVV3+TS2f0vNoeGepSihuM6jnVzBR2/XP5Am1agfgbhccAQA6F9SZ7xb5B4Xme1hrOfVX7AocJC0V8NgmueaMUUTrEsK2lQ6vN1z6WD4AyQGS5/OyWa5KpousSJ+WG7BcT9irrC3jwH5cYUqVsarrDsBVkvJqF3e0UJozPXrS8nFdoPjQViqeJIouSE4F5ltYAkaTVNmqeyxLjZKpczVbEZ01pa5vyFI+RnXTaIMQ24z0UcTuyWSRzwvY4Oi43O05EdUryzIblvRCy9V5AvkC3SX2mfqvPJqxPMk6aKoZ9q7vbs1LpsK1U+Py7AQWqiSLTx/17SqbcT2zduhUTJkwo6hBeU1PT67G1tbUYN26ctRQ3lJYr/cC7cfF+6qmnUFZWhrPPPrvX/davX4+3334bX/va16zvXcdxfldVVYW///3vRcv64Q9/iHPOOQcf//jHD7neQDBw+kiA6VaAgHEKECBAgAAe6uvrsW7dOmzevBlHHnnkQR2bTqexa9cuVIlc4IPC/v378eKLL+Kzn/0synwRisXwm9/8BoDNTPWEjo4OdHR0YMiQIQW/LV++HOvWrcPTTz9tab0OBcHAaYCitrZWB0x79uzpd1QdQSalMAGq+dS1fUf3A3jJeznDcw0x+Ts1T4k4Z2Vm/0w2h0zO1i647ICbzLdQMySF+Y0aXXaHUXWc8OcK9RL+c7gIR7xEnRkZmKoBp2OiyKTFkVLzkNOmgPYErFM2lfLsEhxbAm7r7Jsh0pxxuslAeZ3hjBfB5l5LqPi1ugxOQfsWMcAM0xTQ0QqFfOH8BjZTwnuVD+cKIwT5mxOO5tbTX4aW60QuFkR15W0Woa/IuN6SJ/NcrtElzx2h7itDY0fPrFTZwLitFerxXHJsyHlG1U4hHi+0AhAWoyTGZ1DahJfssLHI0vxT7D4iIWVL9NlUdihvXZvW00lh5N6johonGl3ymqg/1EL7jtjNsX60ruD3PYQE83v2z4yT0Bd5X5SvlObV19bxubVzzTbDYt2Q7ujwjG1dw1g3+a+juaNmzNMQmt/7Yl6ee+65ot/Pnj0bV199NWbMmIGGhgZMmjQJU6ZMweTJkxGL2ZrDTCaD/aLj3LNnDxYtWoSmpiZLB/VB4Omnn0Ymk+lzMJTNZrF8+XI0NDTg8MMP77Pc//qv/0I6ncZnP/tZ6/vu7m7ccccd+PKXv4xRo0YFA6f/VzFs2DBN6htE1QUIECBAgGI49dRT8eijj2LRokVYvXo11q1bh8WLF6O6uhrz5s2zBmSrV6/GlClTdDsSiWD69Om46aabPtA6P/XUU6iuri6qffLjpZdeQlNTE6655po+y/zTn/6EBQsW4LOf/ax1jQCwaNEipNPpfpXTHwQDpwEKJvYFDi6qrn3HdgCeqZ2mPJGIj5rBZh1c0xHEI6o3YBoHok4id6hpItPULSaaZKsy4q7JdBDhcEgnwN37zOyG6/rJFqOjYqRJ94Fmc4zM0uJSP2/GLSxILKZpW0KOVijkRKuRmWI0VopGiGQPfPsXzA4dBixME0OfyaMfrnlhvKJcdSme1qqnxMV2gmCNsiow7Ixo9Jc7u1XPIkGOvk1kqGJOVJ3PwLHQINRmeLyoRKf+LpvkY4KUudEvRH/iXrvDDpHt8kfsUaPkGlmyPixTf4/ZfEE45kRj+bysXJaHUXVMscM+xMhH7RdRh/ELh7Rc7YeuzksQrzQ6JPYPNeGkvIemi+3tSDa3WmXmHW8wfpaV0FxT0qSUV8jZ5B7KVjqTUx+nvlyDCr3fctanX5fma9EeCrPr23PSZO94MthahPzmRcCZz26fia8f1CMVZ6hC1tncBMI9cZbKtmrCa+849/3jRW727l3mRu72xCj1Bw0NDZg/fz5SqRQ2btyIZ599Fo2Njbj++uuxbNkyTJgwAQBwwgkn4IYbbkAoFEIikcD48eOLaqPeT2zbtg3r1q3D5Zdfjmi09yHIk08+iUgkgvPOO6/X/bZs2YI5c+bgiCOOwLx586zftm/fjp///Of47ne/i3LVAr47BAOnAYrbbrsNn/nMZwoiAwLGKUCAAAECFEM8HkdDQwMaGhowZswYzJ07FytWrMCcOXMAAEOGDMEpp5zyodbxySefBNC3Zqm7uxv/8z//gylTpvQqWN+5cyeuuuoqVFRUYNGiRaioqLB+/+lPf4rhw4fjE5/4BLZvN8RCU1MTAKO12r59O+rq6qzovL4QDJwGMGpqag56oBQVDQ5n5dRsRCQdCVMyMBVDNJLQ6BP+RrdhRt51JW1NC31S3BmdJvnN5FQb4Ol3pD6ScoWztJhohVRHQ+dujbqj227Oi0qh/oizcEdH5emSovb3Uk+NHkqlPMdw19WXnyknEiZj/65si1yfGyllzmf7S8F5QPWceZup8M9yXa8fPdZhTtzEt9RGFbBE+Zz+5l5LPmun+3CZHY18K+IGnnci9EJhtz52hKGyFxmb1chnfdoajf6TMp377TnD23Vx06NY9dD6ms9Y3I6SdD3AChLc+lkZJ7EyUcDcOG7a3ve21iUUiRT4WhE9OV/rfs69DMnzF49GtH8lU3ZEq/ZHpmeSZ4GpVzRRM6NYretz9FJOlKrWw2HOyClpBB/7WjaLSIxRZnZ/izrMbYloLL3v7T9njMpDJgWQ2cj76+6V7d4rlk1dJxmmlLRNNpXyInHJgMq2GzFMXzZ910j7M3L3/XIOP/744wEYLdNAwlNPPYXRo0fjxBNP7HW/lStXoqOjo9cB1oEDBzB79mykUik8/PDDRY0vd+7cibfffhvnnHNOwW/f//73AZhlvoNh3oKB0wDG6NGjA8YpQIAAAQL0iDVr1mDy5MnW8iFgjCwBYNy4cR9GtYri9ddfx5YtW/BP//RPfe775JNPorS01HI196OzsxNf/epXsXv3bixZsgRjxowput/111+P5uZm67vNmzfj3nvvxVe+8hWcdNJJKC0tLXpsTwgGTgMYB6NtIjKjjwIAjKg2a7m5bqOn2N5iZjnRsJkxbd5mtEeVZXGdtQ4Wn6ZX/mYcYJm0t0O8YxLCRHWIr9Om7UaHQU3CmOFlWmbLq68AAEadYzp929a3AXjeRe1CmdZOMqZppbVmprB33VoAQFp8c2pPOhEA0L1vH1rX/AkAECs35znsU0YASIaGkW7pDvGfEidbTTBcaic3Tba06v8nXPpFAEDTEX+S+hjX2RbxA1l3170AgHde+AMAqN6KOhzqqcbPOB/l9aMAAGvvMgZrBSyQgMe0bdtlfc8ZfskgQzmXDq3WGTE1N4TO5KVstg2vWZ2wyQZKQtJ8NqusSuceY5KXEC8jOpW70XSsT/lR5kVcEA2YzaJ9x05zfnEjzxVJigoAadG4RRy/LiZqzufzGqVGTZCyeYw6VHZIkkuLRxh9cVRb5mNtOPtXPZcyTeKwLRqnzr2GylcHe9EcqXu9lNm1d7+W3bZjt3WNh51h+mdU7knnLvM7vcq0baSt2Be79h9A5WHGH4ft2X3AaAPf3m2ei8oyU7/xo0zYdVSWJ1q7hLGV+u3dbeqXiEf1u7HDhlv1hDA83cI4Z7e9Zb4XFqhb/uiQHVY/rWxGtZRMgs1+yudZ2Sxh05L7zDOprvqaT1KTBuo7ixqgVJtp+7jjik5FJp2342SvJEI2VG6e4Vw0rt5fqo9ykiGT8czKNZeKduyA+N5FxPdp6xOPAwAa/vlrqtPcu96860okBJ7vNvo78ft4pdGM7pWIrqqjzLs61dqKd4N58+ahq6sLU6dOxbhx45BOp7F27VosX74c9fX1uOiiiw6qvB07dqg55auvvgoAuP/++wEAdXV1mDFjhu67cuVKbNy4EYCxNti0aZPue9ZZZ+Hoo4+2yu7vMl1zczN+//vfY9q0aT3qkm666SasX78eF198MbZs2YItW7bob+Xl5cowFfNsqpR7MXHixKJMVF8IBk4DBD05hbsIGKcAAQIECEDcfPPNWLFiBVatWoWlS5cinU6jrq4OM2fOxHXXXXfQ4u/t27fj3nvvtb7j9ic+8Qlr4PTMM8/giSee0O3XX38dr7/+OgBgxIgR1sApl8vht7/9LY477rg+WbAVK1YgnU7jggsu6HEfDth+9atf4Ve/+pX1W319/SENiPqLYOA0QHCoTuEuRlTKLL3ZzJwzEm1TN9w4eDMCbmQn3b9LkGBkjvxGh3CiXfRQdOjl7ItMU6cwUPx9X0sXRoysAwDsWftnAEDXbjPbZvRaqsXMstreflu2zYxa9QEya+xqMjPUdGubp3fKm5lc504zG6dOQr2VhFVJyiw9KeeKOoxTJpnU86VkJtz61ptmW2bQnTvfMceWmWPpLE1GjOwMmbSuvU1aZoF7toBalqyjxXJ1Sv7r5cw4I47RbmSh6qiYj0yO1egw1injRXqphknqwdx41BK5GiJl1xxHb3/0mFcGtTYyk3ecuNPiyB5xNEXpSCdcMF+cC2XEqH0ii0S/L+ZNo1t1OOzVI2x7bfFayW7xOkIdXVYZaccvKe/T+Sm7JwxYh/RP6gvT4vnV1bTfqr9qjQTpji4tP+VEaFaVm7avrRI/MbnG1AHzvFcMqZHqiXaMEYfhkGoT1elavJ7ikjstIfXsFg2ORpDKtatGh/c2k/H6iKOpyziMIu8FdVLZuH3NXl/LaVlRyfnGY/Lldn+kBksj5NSLy1wHo/FC+bxPU2fKZoQwn0y1gBO/dGrJSiUDguauk6jFZPMBfUcQ6bZ261oIap+4P/tMtwiUyUAeKk4//XScfvrpfe63cuXKfpU3efLkHpP6urj99tuLJvUthnA4jP/93//t176XXnopLr300l736e/1FMPBXGMxBAOnAQK/4WVvCBinAAECBAgQ4MNDMHAaIPAbXr4bdMiMLyqzSc5ykRYfIJl5+SPjyChx9lqiUXXme7JU8aidQ2p/m2QHl8iTNsmBNfm4OmRbDINTMcrkzss50WucnZeI1X+p5NTjbCxRbXQB5ZJ7r7upCW3bjTaAs9jyuno5RvQ9ovNgnj5uM2s9GScim0ohIzP6/CDDJA0eb/xOmPOvmZnOncz2ZHAyzGVHXVJVlV4L9TFelJzN5Kg+yfGZct3AI9GoLyrJiWQj8ySb6nvl+E+VUKujGqecRgiS2fKuUbREjj9OJCEu1MLsqVN2hRcxxXZhWeqqLWyG50YescrgOcO+czKnm8uWeb5Otr6rVPpMWJkw5mLzopaYe9Brp7hVFplEZTWEXaMOLOKwWBk/k+ZEwEVF18V+yHx31El5ufRspiyfy+s+1DaxPm/vNfcvHjP1qa407TpxvNEUbfubrZdjbsp4NKwapxOOMP2TvldN8hy37TbPzdFHH2POKb0qVBAN6jn0tydNHyodXGWdl9qgdLu8h6SvDR9mmO82YRHJiEVj5joikTCy0sfpAF4hxzS1c1IpvZ1+cmE70pB9/c3t4skVCql2Ke682yLO+5DvH+7X3J609hsmz3Z28FBU1I4wvzm55tqFaeS7LTHEvFvIoHXvNVFuFYeNNucWBjDARwfBwGmAw2WhAsYpQIAAAQIE+PAQDJwGCBKJBNasWVMgED/YPHXUHXWLxoDO4ZVxe02/vNTMpMsSXi4jZgJnGdmc3T3KEsyPJXoUmRGSgYpLHq32rhSGi59Uu0SQULNE1iDjeJ3kRMfAWTejn+Bz33U9bVQTpFZKxf2R8k5OLtezBfBF19DPyc3x5+beI3tE/Qw8F23NIt9LbjR/GT3lNtPw4nCoaJ2LH2P7zsBxbNbr8Dsfu/nDHI8b1wHZc68ujFpzy1AH836ay/nrki+iIypaT8e/SesXLnLucPHfqNthtKRfC1b0nGr67vOIciviuE3r124/dto/m0p5kWs5m6UsKzHn4zOq+SKFGeMzTLaGTIlx+bdzuLl5KjW3W8Fz4rR/3nsWNIebau0gZdO9W9o3b0e16bnC3N/rt/RQCknkWzRiO4a7CDt6P7dOkUgIubz9nX6G7U++IV2fLP0977WhPmIReS/yuefzovfOYZxzzqebgzHAgEcwcBoguO222zBt2rQCRsmfpw4IGKcAAQIECBDgw0QwcBrgOFgvJ052EtVmXZ1RIK2Sb44z0b3NholKZ3Le7E9AXUS7aJbo41TWHbW2ORvrFK0GtU6pVBbpnNFLuLPpaFm51Mt2OOeMn5FIGiklxyebm5GSfGLUFdEXh8cyUo86HkbqaVSdaB80f1omo/tGUxLxtNd22W3fZvIFkhkrkVx60YREBXF2To1MRzsiraIVYrRZMUbG/z1TnKVtDU8+62OFGJXkRGC5LtTe1yGrXoRG/Pl8nBjhlnecywmX+VEPnph4Ivki+xiV5jqwR516e4xj1Dont5HLq0bMdZHXa3R8pjzdlK05KXb9/hyIgM8/ymHXXO8tt21sJtBpa7nmUJftmq3O93TJp74rIixRLOYxYlE79x/ZXUa+kjkuLzF7HDZ8sNTbtMmgcslhFw6pxmlwnPdLNERDzTtCZD7o2Lld6wEUOolTG5fP51AunlAZ8VpimUMqJASerLAwObkOE0E2uNT29YLPDT4UMedJ8HwSGVwzyDUpdBgxjXg0dRg9ospUIey9F/nO6nL0UXwvUnNFBmxQuUTiyn4H/iieUulOJFtMvVrfNpG4vK/dEgms7yGJpqPOr3PXLr1WoDDi9FCwadMmLFiwABs2bEBTUxOqqqowYcIEnHXWWbjiiisAGF+lHbICAADV1dUYO3YsZs2apSaTuVwOy5YtwzPPPIM33ngDLS0tGDVqFM477zxcddVVKCmxI67b2trwwAMP4Nlnn8WuXbtQU1ODKVOmYM6cOairq7P23b17N370ox/hhRdeQC6Xw+TJk/Htb38bh4melHj44YexZs0arF+/Hjt37sSFF17Y78i9DwrBwGkAoVZMF134dU4B4xQgQIAAAYi1a9fiyiuvRF1dHS655BLU1tZi586deOWVV7BkyRIdOAHAMcccg1mzZgEwMpClS5dizpw5uOWWW3DZZZehq6sLc+fOxYknnohLL70UNTU1WLduHe677z689NJLWLJkiSdryOUwa9YsbNmyBZdddhnGjh2Lt99+Gw8//DBWr16Np59+WvPGdXR04Morr0RbWxuuueYaxGIxNDY24vLLL8eyZcswRExCAWDx4sXo6OjAxIkTsVdMjAcagoHTAMKwYcOKWhIcOHDA6li9gdEjUXFC5iyIMypvUpb39g/b3iUZN3JLQJ1CJmd/enm9zH6RSAjZJD2KYtany4BoRJFEUzG6ifULRX3Ozsqi2BFREG0BI7SoNXDPSXdonQVns6pR4WyQufS4HRZPGLJDWc3B5eXWAlSqgXA8jkjCjt7rEWF75k8PHG6Hw6L1iEZ8miVHl+KwLvRF0mt22jvH78MhH6sXtvb19Fz0PwpZv/NeucxOPpcriJrTdnEz2NPDivVzvXlyOa8vyGcoYmtBvKg620k83EvG9XzMjmjUyEBqbMKe1saqn3vOXOEz4rJTbn30WYimrP3Vx4v3OBsq0OuQsyRrxMgzly3m88/nh9FsiEa855rtqdoxPvdObj+XzdTtQk2Oe+1KBiHk7lr8e5Xk9U/L1yvYBqrBC+m7S+MC83z/8RD7Xeb9zuvyNIyAeZeEI8Vy9/UC59rCyuD1oKfrJxYuXIjKyko89thjBWaX+/bts7aHDx+O6dOn6/aMGTMwbdo0NDY24rLLLkMsFsMjjzyCj33sY7rP5z//edTX1+vgiUmCX375ZWzYsAHf/e538cUvflH3Hzt2LL797W/jpZdeUibr4YcfxltvvYVf/vKXaGhoAACcdtpp+Id/+Af853/+J77xjW/o8Q8++CDq6uoQCoVw0kknvau2eb8QDJwGEBKJBLZu3XpQYnAXDJdOi4Ef04+UDbcfKIrCy0piBSLRshK7W/Blze+5nUrby2lRnxA1UmIbC2qSVGe5wkssK8k/JdQ9HJV0FLKkl0126x85TVzs/NHjsfrSc0LjI7pUZ/9RMj/KYEDqHRObf4beeyaVdji6+6INhUK+8mXfIn9oTCPIHy4OTKIs2zXMDPnEzMVfzu4fHN3PNd/0Cep1cBB1EgGrEafzh7MHEa73e9gb1MoSE//s6B9jp14cwIQc0XqoSFn5vJ0+xk2EG9EBnQy++FfR1wZqBeGe3w0s0MTM7meu6O/+erlluOfWQZeTNBkRb0DvGojSlJSTlW5JM8Jlci6ztbRz2dVsM+w+GvHsCLIcKOtSu3nWmPi7Rpajw5KKhYEaanjqe2bzsk8sYr8z0jl7MMYBSIVIB7LO6lqYQQ2xiH5HQ95YwjyDyYzbvhTA24PdqNSpTZbSQiHvnUWrldZOpqCS9yWTd8vJKbJne7Kt+I4JlSQQp32LWDHkdOlNLCBkEMNP2hHQniImKWTebZLfrVu3YsKECUUdwmtqano9tra2FuPGjVMzyHg8bg2aiKlTp+K+++7Dli1bdODULrYv7jm4cuJf1vvd736HiRMn6qAJAMaPH48pU6Zg+fLl1sCpvr6+1zoPBAQDpwGE2267TYXgPZlhBkt1AQIECBCAqK+vx7p167B582YceeSRB3VsOp3Grl27UCWeUz2hSVzO/Ssfxx9/PMrKynDvvfdi8ODBGDduHN5++23ceeedmDhxog6wcrkcNm3ahIsvvrig3IkTJ2L16tVob2/XZb2PAoKB0wBDIpHAjTfeeNA2BEQsLDPSDNN10NCNSzpyHl8Ycyzq2QgA3uyKDJMb2swJPMvsFBO8sBg3hkMhXXKhMJKzMA1xp6Bb0g2o+Z+TpoSskd/4kWwVE8V64dOS7kFEmQXiWzcVRzbnY8JkSVMMQ2lKx7I426aJpmtboKxINouMzMQKli+cMH+CTAnr56Y8yabS3pKNkwbFZaCyKZvZcZffGG7vrwd/K2ABnXrm0nJPkvZypf86VeTNfcj+pZx6dtvi+pzDPJrzM9VH2tp2WT7XjDLvlOlnkwrE4bwGLu8459KlWS3TSUfju3Y34XKBUJ7L5k6fDkVscXA+m9V+qP3TTRAt7BRZGddiQFm4Igwl9+UvDL3ne8A1YO2R5QyH9H3iko8a3H8IS3CeK4K9lGixuiiUFHhMqH18LBKGQ/55baAMpzwvOftYtSsgm8Vl+HxOU9Z46Y7UF8W6kEJWWoJTpG+xj5199tlF24N47rnnin4/e/ZsXH311ZgxYwYaGhowadIkTJkyBZMnT0YsFrP2zWQy2L/fpPzZs2cPFi1ahKamJksHVQyLFy9GRUWFldqluroad999N77zne/gy1/+sn7/qU99Cj/96U8RlfdZc3MzUqlUUQ0vv9uzZ08wcApw6GAUnWtDQASMU4AAAQIEIE499VQ8+uijWLRoEVavXo1169Zh8eLFqK6uxrx586wB2erVqzFlyhTdjkQimD59Om666aYey1+4cCFefPFFfO973ytYDqyursaxxx6Lj33sY5gwYQI2btyIxYsXY+7cufjpT38KAEjKZC1eJNqVy3nJ5LuPLPwgEQycBigO1oaAYAqE3WnTIdukP6Y3mTD/d5oMk0JLgfJEVNf9R1QbPdF22aepxcyEkiKgqEyY/VKiNTi9waQc2C/2BUMHm/X/J198C5ceafYtl5BUCiGHT5oEAEgMHQoAKBtp0ilwtv7q/Q+YMjf9HQBQWlNl6t/laZzIonQ3GeEj08ooSyAPYVLsC7h/p/zO7WRru3fen5nzdouYMqspVUQnIbPywePHww/OVCkq73hnB+KDTUj4sAaTuoJicdVgiE6CrBDTfNA+gSivN22Xz2Y9xoPC96jdFgR1XKrd4exc2kRTi3R0eu2yx1gwxCtNahrX8kBTndCEccRwKZsh/aJ9606iW2azFO7n5diIE8bs6aVsmwW/iNxLWCz9UGwlOJOPaIoameGTlZHtyjrTP9m+CIW8sHcal0obVLCt5fekXAc1LTFJn+IFQviE8poE2bZ1KB1qZtO0FMiLjiYp9zmsonfqrLwAgESNsRPp2rPX+u0fLjoBALD7pdXmnK2mbdb/xGanybIlZAkml86gRNprzX9slvYy9WRqGPbL1jff8q6tCPxMJO05XIGzXhOZPSelDftHYZLqLBKimVHmmH3DSY+j9cnb99LV0+XTGf2Nzw+vVYM7WKZjnkqdF7Fj/QYAwM4XXlR2kmUweTOftXhFuXWsvrckjQ7bl8f3xCj1Bw0NDZg/fz5SqRQ2btyIZ599Fo2Njbj++uuxbNkyTJhgUkmdcMIJuOGGGxAKhZBIJDB+/Pii2iji6aefxj333IPPfe5zmDlzpvXbtm3bcOWVV+LHP/4xzj33XADAOeecg/r6enzrW9/CqlWrcMYZZ+jgKOVaqcAbMLk2BwMdwcDpA0Z/Evn2hoBxChAgQIAAxRCPx9HQ0ICGhgaMGTMGc+fOxYoVKzBnzhwARqNE7VFfeOGFF3DzzTfjzDPPxPe///2C3x9//HEkk0l8+tOftr4/66yzABibhDPOOANVVVWIx+NFrQX43bBhww7qOj9sBAOnDxjvRSLf3lDSbViW+mFmFrFlu5kFVVUa1mNfixm0Ub9UXhpTvRMTWg6vkug0mcAr41Rq9mNEzxGHmZnhXza+AwDYtsfolUpLIpokd+dLL5pjZAbfKd9HJWqtUwwvOVvnbI1MU9e+ZgBmdlZRZ5gOzloP/FWM55zkr/yMlZlrzmZS1n5kJGLlpTqz3PvyeqmHzVYxEevY80xY7WHTpln7cTbMGeyrCxeqbqt0uHkZ0FyR1goaKSisVtlwYUbERJD11DQgXV2qj6HWSiPfHO0LdTWa/kHA2TGZn0xXl5ZFponnDTu6CM7WmSC3a2+TFErjSbJG6QJmAY7eh1CtmJyTLEGm05dixxf6bYqiPYLsq3olYULlnqmmSMrmuUPhkC9ZsmNtILP/CkkcnRC2KJe22Y6ssCAQxqlkyBCvnnHRcEg9W/62ReohBrHC/tDAlffQNdUccuyxSLe3Wedlomom3KUGaoiIgfdvMP1XkxQXXF+8IMm099zYTG2cUXXSVlGnvxKhSETrRfBaUtKX3XRCLFt1Pmw7RkhmsyiVP6J8Hvzn8x9bEFUpbCufRRpNptraPHsMjRh1Ixoh5zdtUVJlRNCZzg7r3COnTAYA7PrDn1TnyITkvJ+V8p4ic5ZsbjbXI/2Q77Hmvxtz3WhZP+1LDhLHH388AKMfOli88sormDNnDo4//njcc889qlfyY9++fcjn88g6fS1DbSnvbTiMI488Eq+++mpBGevXr8dhhx32kdI3AcHA6QMF7QZ6Q1+MVMA4BQgQIEAAYs2aNZg8eXKBAH/VqlUAgHHjxh1UeVu2bMFXv/pV1NfX42c/+xkSPfjSjRkzBvl8HsuXL8dFF12k3z/11FMAgGOPPVa/O/fcc3HXXXdhw4YNmDhxIgDg73//O9asWYPZs2cfVP0GAoKB0weI2267rUfRN3Go0XRETGa1IZm4MyUDo28YLZIVFqksH0WXsCrcNy2/tUnKFU7KBpeJj1LEjmopF0+ojJyjtTPtaXDEQNKdAadazWySnibUAZEF6ewyWiPVAaQzOptmlBVnam4qDs6M051mABpNiN5GtRnZguNKZObctT8j25KGQspgGoUOJ2kxtTmc7aY7OvWa0sI8ZWOGHWCbqBbGiQpKSzSeMj+Mskultf3oixPOiIeVoxFxt3tCPpv1EiyzHdyoP59RqLlWaXdHj0CGKp/NFeqjnMg2LzrQvnZNT+KP4HLYCp4/5OijCq7V8ZtyNTH+Y4moeoCZeqVaW+xzOFF34ZgwK80tXt92o88c/VtGU9sI85O2o7FC0tfT7W3aXsq6qH5LiqZ5ohPJFRYdIMTzKprw9HRq9kodXNq0CxlQ9k9qsHryAPNvF/Q/XjOZUbftyVLSc4u/+8pWJsnp0wW/95DKSPucLwWPF7GaternPmsF6Xvk3nGb7FGsrFTTA3kpiETrR+2Tw6a690x96XoxbO0P5s2bh66uLkydOhXjxo1DOp3G2rVrsXz5ctTX11uDmr7Q3t6Oq666Cq2trbjqqqvw/PPPW7+PHj1aTSkvvPBC/Md//Ae++93v4vXXX8cRRxyB1157DY899hiOOOIInHPOOXrczJkz8ctf/hLXXHMNZs+ejWg0isbGRtTU1BQMnFauXImNGzcCMHYJmzZtwv333w/ALAMeffTRh9JM7ymCgdMHjL5E330NrALGKUCAAAECEDfffDNWrFiBVatWYenSpUin06irq8PMmTNx3XXX9Sr+dtHc3IydIp+46667Cn6/8MILdeA0ZMgQ/OpXv8K9996L//t//y8effRRVFVV4eKLL8aNN95oRdFVVFTgwQcfxI9+9CM88MADmqtu7ty5qJa8qsQzzzyDJ554Qrdff/11vP766wCAESNGDIiBUyjf19T0/09w4403vutBSU9lvBdl9xevLlwAAGjfug2AF5lSMdpoizg7KpNot3SrpyMg61M5ZiwAb6ZOXQw1EFz/L3EchkMyc3rouc0oT5j/D318vjkPI8fE0bxzj2GUKuqGSZkmEu1jN/8LAGD/a68B8LRQqdZW7H/NrJFzBjdovFDQwgYkak1ZqeYDAIA2WRZlBBRn1nq9paXKCh07y8x6tix7HAAw8tTT5Lxm9r195XPWuVW3IBoI6n8SNTWqael4x2gs1LFc4PolUffB+rkeV6FIpCDJr8vcaPoOpvdwZsHJ/aZNVP9VXqYaIepU1CfJiZBiHyIjoToV6R8Z8dMKRbzUMOGeEu06mifXuVt9dSIRbWO2eckQ00fgpIjJCINXKp4wvN9ZSQ7L/pvP532+YNQlmWtqe9v0lfZ3JHG0ozuqPIzRoeJt1uUtpzPtjbaHowWKCZtF/R7bk8+PNo3UqfnvWxEXxjPv+EydsKgRAFA9yPSV5jZT1lBhwLY0i65LWONUmmlUPNamepB5zhllt+eA6cPdkvj2mDG11rFEUtqEmkgA2L1fMhMI68wyykqkXcW5nCx1eam4ekvScf71IdsNAKOHVwHwXNGZDmX7HolGYzSqXKN7rZVl5hwtco6qihKtBx3BuV0m7ymW4flh2efoEPb9lDpJdF5eo9e8V9pv7EjTPzPiXRdllKrjkp7ZZ9hr9s8O0WLVn2GLrAMMXASM0weEdxtNRwSMU4AAAQIECPDhIRg4fQB4L3LQ9Rf7XzOUZukwM2vUiBjXx0eYpmwqpf5BI045FQAQk3xSrX//GwCgZIihUplzifnc6A7dHZUZdZfMWA8fgl37zSwsKZ4lZF247k+mqf0dE/HRvsvMwqivoL8To+5iFRUa8UQtUOdOM1NzNREa7SJRLbw+NyonPmiQtkfbju1yDWYW2Pq2idhj9FLtx082x4h+qXu/Ycyo1SJD0blrJ1r+atqtXHyEqHlyI7rIKA0aOwaAx65RP9X697/LtsdgMBot7ziwu+7F+ulGoNFFOxRSjQV9mZIHmgF4rCTZrZj40agrOH111JfGHBcrLUViqE27a0Sew/QQZLd0di79NOSrszKfzBNG3ZETdcf7jrypH1ktv+7KZftC8huZJvXrqjcMbdc+Ew1aKtflOcVHpW0qtH5k4ni+3X9aB8Dznxo0ehSAQrd8PhMpYWXLh9eiUzyBBh9eb7Vjt+SVY+43Mj7DDxPWMmIvINCjra0zpexJQu57qUTWDq2Sd0SW7Ipo3/LMSUnWCgVghK2yKdQ9CrNEN3IyXilnf81rnPWS6jKvXFNzh1yDqWeXXDvZqb3N5v4yVx3P3dFt+kE86uXkI9NEJOIR69hwzNbFsQ0S0kZxacfocHM/BuXziEuZ/I0XFZEcdK3CavF3tkWJvEfbhM12I2ADDHwEA6cPAP4cdMVwMGxUwDgFCBAgQIAAHx6CgdMHBOagK4Z3G0nnB9mY8pGG7eAsPasO2OKgy5l/Ll/o35O383RlUzZbwM9ku5lJlwwymqes6m3yOmtk2dGQYUo4y6amiUyTRnI5US2MQIskEh57JvXKyIyN9SU7RJAZcyOoiFAkotdM9+yMsBTdwjTkZTY4aKzRU5UOrZH6mHaNDzLsAdmOrt27ldWgbw+zoPu9avxtUSraLL1Xcs10MU9H2rV9etJLERop5ziMu1FO/nLUx0kjBE09wkl7ME8dlxsB5zlgh73oNDIzdJ928sd5EXs5uz7UasXjHtPEPIH0w1IXaDuvYdjp2wVRYKGwt4/jf0WmgXok6qkyquurss6pHlhVVVpmibh955K2CzrvEZlHsobcJstGhi1WXqZsGc9LzRj92CpEX0OdDZnPofQfknZlHrp4rEsZpyGDpO8KA5IQPVLeYZiITmFw3Jx2uXxe9UT8jXqkIZXmHKVxRn+asvheIJPj5tjL5fKIib6oorRE6i5ZCIRpqiwz35eVJK36JKXefA+xraoHlSERZ+5EWPX0X4tVH+k7g8rNuTpLTBt0i+5qcFkM+bT4sMk9yMnzEk6UWddE1i/EaEppVy+P50cr3UiAYOD0gaG3aLq+Iun8CBinAAECBAgQ4MNDEFUneD+j6j5I0Pdlyy4zm/nbDhNNNaLa6FQ2bjPbJbI+X1oSURdxkj6MjGlqET8k9Wsy+6XSZvvSc0xY6Ia/iT5EZmtr3tiDL002Gqv2d4yreLrD6BVGnvopAEDHNhPFRPaCs6/XF//c/L5rj3xvjovEY6g51rgkU4ekGhaZ4fOTXVpz29FfJWn7AJl9yMTYXisduw0TRjZhzGeMJ8nocz9jnYOIlppZ5qsL71cmgRorsjAsmwwUGR5GxCWF5SJbpH5Q7e3KWvBayCQVeAcJCpgomQ2zLpmOTs8NW35zc3yxQ+SV0RNNiS9KDfCi2HLplEZ/eTnh7DJ4Dtc5vBi8CEJzjOtG7c/tBnhaNrJY1G6xb4VCPudwMk5SP+rMSocPl2tJW9fISFK2Fds/UVNTkO+MbdC29W2rrFLJz0h2SH190rbGpXLMWJ93luhkhBVMDDH12CZ5zZgLcof47VCnxnqzncPRqJ6v9S3z7KmfkHzPZ4D3jO3LPqPMiI/hY/nqBC59N91hs7+utxa1dm7OwHw2i0qJAE7LfdM+JVAXcPUPk+socZ3DzXsp3dXl3RsyS2S4sjlrm2C+SeoNWV/2qXde/KP2s9Kh5p5QJ8doSUZGUuNGT7iSKvN7+47dUm9zHRev+r84VGzatAkLFizAhg0b0NTUhKqqKkyYMAFnnXUWrrjiCgDGA2mH+NABJkHv2LFjMWvWLEydOlW/X79+PR5//HGsX78emzZtQiaTwaZNm4qe9+GHH8aaNWuwfv167Ny5ExdeeCFuv/32Huv54osvYuHChXjttdeQy+UwduxYfOUrX8F5552n+/zoRz/Cn/70J+zYsQPJZBJ1dXU477zzMHv2bJSXe/n//vrXv+K+++7Da6+9hqamJiQSCUyYMAFXXXWVpn0hvvWtb1kWB8TYsWOxYsWKPlq3EAHjNEDQX53Thz0wCxAgQIAAAwdr167FlVdeibq6OlxyySWora3Fzp078corr2DJkiU6cAKAY445BrNmzQJgJCJLly7FnDlzcMstt+Cyyy4DYBzHH3vsMRx55JEYNWoU3nrrrR7PvXjxYnR0dGDixIlFc9H58atf/Qr/9m//hlNPPRXf+MY3EA6H8eabb6pvFLFhwwZMmjQJF110EUpKSvD6669j0aJFePHFF/HQQw8hLIPYd955Bx0dHbjwwgsxbNgwdHV14ZlnnsF1112HW2+9FV/4whescuPxOObNm2d9V1lppwzqL4KB03uMQ7UdeK90Tl17DVOTKDEdYvgQw4QMr5ZoMGGTSJjEYxEMES0A1/X/ut2wUvVDzbGdSZsViIRtDQT1CiNrzDmfXfeOzsjpuE1WIC3ePPQu4QyVs1mN4JJZJN3BI9GoF5klM2JGuGViEn1F12RHX0UoW0OH5o5OhIV5KK2usY5JyKyR2htG+7VtN/5YoYiUpZqhhNS3TH2t1IdJZ+PiJEz9FvVIwjhQn0Y2hIwTQuFCB2YXriMzfZE0z5xkmk/buiDAF2EWt8/Be0CdF7djcVs7psxQJKLsANksLbsHR3O/b5P9Q9hrD8chWp3DnWN4D1gHauLYx0KhcIEbOq8hLWxabvuOomWXCAPhRvRlU0mtH9kJjRx0mBK66KuPk9SXXAfbseOddwqYxSTbvkI8tzKepg4ojByNsB8ICxOORDzHcO4jfYRaQLKvZEiQt++vOp6nxEU9lClw3HZBFouMDfufRncK/NGhmgtRtZaisWJEKbedY6F9TNo97LFbyk7yJzK2IVsPp89qOq3HmuuQqEbxQ4smSrRern5QNZiiCXSvWbMNlDCTwLuLqlu4cCEqKyvx2GOPFZhd7hOdJDF8+HBMnz5dt2fMmIFp06ahsbFRB06XXXYZrr76aiQSCdx66629DpwefPBB1NXVIRQKqTFmMWzfvh233norLr/8cnznO9/p9XoeeeSRgu9Gjx6NH//4x1i/fj1OPPFEAMAZZ5yBM844w9rv8ssvx0UXXYT//M//LBg4RaNR69rfDYKB03uMQ03i21+dU8A4BQgQIEAAYuvWrZgwYUJRh/AakQv0hNraWowbN85aihsqS8r9QX19fb/2e/TRR5HNZnH99dcDADo6OlBWVlaQTqev87T6DJuLIRKJYOTIkdiwYUPR37PZLLq6ut51UuFg4DRA0Fcqlv6i+W9/BQDUf+p0AMDQKsPgZHabmfTko00HzKVkdpzLI9NlZtutMrM46/iJRctWnYpoWt5+6tcAgMHC1ux50WgnXt4xDm8ZaRJiokOirxRnvUOOOspsx8nOmAeiasIEAMBf/3up9TtCYQyVGQ1nh5zpM5O8+gwxKm2PYbvKDztMrlmYKdFGpNvbES0z7dP08ssAPH1EmWRorxxzOACgpuEEAED1kUfJhZl6pZ0cgDU7dmj9hn3s4wCAuJNSIKMTYtGKyDQ47eQIy5WJViIaRgj2jD6P4i+cnDPz180OcTMu87mnc4bO2TXbOkNWku1rmJ+MMCplI0ZYhdMBOZ/Le5F29FZyfJs0as75Pexoj0LhCFreetM6VPMfRu1oO5ZBxodsQeVoc+/UgTwc8mb9Sep1bAapq8mwHZ5exrRXqqbO32QaRdba6UVE0S2bUWrlYdv1OxUx9a2TRJKtSfNZIk7cjHJL79+nfSZjk1b409ybAQDNW94y9ZDniX5opTVVUn/buT2XySqL5T0/sMpQR3bux9x2ZA+Zr49RuJFIAavLdkul2qxjqT90c8bxDyfZmVAkgrZt71jnI+vssqVk7jTqUurAe0vGN9PVre8d3mfW29XRKavm+KSR7ao9sQEA0LW3CdFSs+/wyZ+Qerws12CzbIyW5DmHHHWElgF4bOGhor6+HuvWrcPmzZtx5JFHHtSx6XQau3btQpVEb75fePHFFzFu3DisWrUKd9xxB3bv3o3Bgwdj5syZ+PrXv67Lb0Qmk0FrayvS6TT++te/4p577kF5eTkaGhoKyu7s7ER3dzfa29uxcuVK/O///i8++9nPFuzX1dWFSZMmoaurC4MHD8b555+Pm266ydJN9RfBwOl9xHvlFu5HwDgFCBAgwP97OPvss3v9/TkJCHAxe/ZsXH311ZgxYwYaGhowadIkTJkyBZMnT0aMFjOCTCaD/ftNEMqePXuwaNEiNDU1WTqo9wNvv/02IpEI5s6di6985Ss4+uij8cwzz+CBBx5ANpvFN7/5TWv/V1991VpqGzt2LB544IGiA7zbb78dS5eaiXY4HMbUqVPx3e9+19qntrYWX/nKV3Dssccin8/j97//PR5++GFs3LgRDz74IKIHmWg5GDi9h6BDOLFu3Tocc8wxH2gd1scNu/KTxX8CABzoMLOi2sqIbO+w9s/lgZoK81tZ3Iz6t73wMgCgosRst8vM2JE64byTTFTdrt1mRnXEmE8CAH56QT3eXPATAEDiC1ebY2WWuOol0z6fONqwFnFxEi4rqwIAvPydrwHwzSJlpheJx7E3Z7MXbg69pLwQ6IfESCTmuNPoGym7452dmqdt0Djj01QhLMWeP/4RAND2lomMykhUINmMmMxSWIdSocQHjx+PsmEm8mbPurUAfF5GgpLB5lrJ6NCviXowzlQHjRuv53Rn6CF1PKZWQ/xnnBdlT0i1tSn71Pb2WwCg7BsZHdVm0PtIGDvqvDz/Jk/bkZRrcV3SqXny6m23iatjyudyWg/6c9Gt3QXvJ5kxokNEpzwuHIl42iXH24tM56DDD7fqoxq29ibrenjO4fESj/FqOSDXLrqfGurmTJ8pkb7SvceUFWNEmWifkrJfYtgIrVc0ZFNOH/vhjwEA7a+vN9coUVKdonVq3rzZ2p+awVAorM/S3pfNMkZYnvdka7tcU8y69lxWtDqO67s/MjHi5CRMNou3m0SOsQ9FyySak15rpO6c6L9cJoPhHzfsLjWN1FzxOScTxXOTraLzupuTMjFksOecT02WlBGTZ8CNtlMdGPuWMOfMaZjP5TSq7o0lj8o1m3eJ612W9TF0ANCx+0UAQGl1lXWOQ8Wpp56KRx99FIsWLcLq1auxbt06LF68GNXV1Zg3b541IFu9ejWmTJmi25FIBNOnT8dNN930rurQFzo7O5HL5fDNb34TX/3qVwEA5557LlpaWrBkyRJcc8011vLZhAkT8J//+Z/o7OzEunXr8NJLL6FTdIguvvSlL+Ezn/kM9uzZg+XLlyOXyyHtRKq6A7Pzzz8fY8aMwd13343f/e53OP/88w/qeoKB03sI1yE8l8t94AxR3VDT+Y6pl1D9rG301iZpUdq65A9AOISqctMNhleZl1d3uhkAUBqngZtQ41wakwFUTF4yVeXmhVtXY17S6/+2ByMkZcpRkjCUtm9MnzAyal7KJZXFM3eTrq+ok3Qg2VYVZvJFUzlmtKmXvNT4cqRos1uocFL6/GPJpYm2HTsR22+utXqiWZ7s3meOCTnhyU3rzR8bDeEukQGdlKXpaOJxXdLa+5c/y762aaWmYJH68Jy8Pi6lZHxspWs+6oZkE2p9EI1Z+2kb0Fqgu1uPbXvTLIkxtY63nCEh+Vy2kIFruegNVGAryKWS6BTRP+vBP5wczHoXVBiGbm3n8vpdusP8YXcHRnqNztKtLhdyGVhC9EORiCccZhkcSMn3B0Tr4do3uPYPYZ94nOfNSMJn/lEefIS9bMI/0q1v/l3qZ/oFRe1qS7B5k94LWkBwSal6skmLxGUfJplOHthvnYNBApw85LNZvZZYeam2BwDEK+S5kAFH21aTfkgF3dm0tb8frsmnCs2lz6s4nfvJs6mDC0fjEgmHNSE421FT/DhCdBXQZ2UJN2//OWPwSDgW9Sw0aD8Qt58PvR5H4M2JFY8/sHkLAKCiboSao8YH23qZlAxEvWTUMhiT+qda2qV+ksBcrrcnRqk/aGhowPz585FKpbBx40Y8++yzaGxsxPXXX49ly5ZhgkwMTjjhBNxwww0IhUJIJBIYP358UW3Ue41EIoHOzk5ccMEF1vcXXHABfv/73+ONN97AySefrN9XVFTglFNOAQCcc845ePLJJ/FP//RPeOKJJ3D00UdbZYwfPx7jx5tJ5owZMzB79mxce+21+OUvf9mrhurLX/4y7r33Xrz44ovBwGkg4r1csguW6gIECBAgQDHE43E0NDSgoaEBY8aMwdy5c7FixQrMmTMHADBkyBAdkHyQGDZsGN56660C4Xm1aPla+tB5TZs2DTfffDN++9vfFgycXJx77rn47ne/izfffBPjZCWhGBKJBKqqqvo8dzEEA6f3GP7UKkmZkRxqpN2hoEKSa1ZXSKoAWV+rLLPZAQpRY9GQGluOHm5mV/vahCIXo8vKUqHTKVqWGd/xY81SBFMyHHW4YZceee4NHDFmrDlR1k6qSkRllg1hbjgvqJDEuJ17ZcmHYcSZvCZRJWPEpSal3SnsdMTCMd+sG/AYq1h5GWKyRNAtomAyC5oUWbZ57oQ86BERDessXs7RtXuXZ3goAvOow7aQneKMlOxAyGFQKkaZpLC5TLaABVKhdA+MkzJSnOWKmaAmee7o0GOzsnyiKUNok8Bz0gxStpkiRpMmS32z3Umf8aKYJmrodcLa102D44rEAR/rI8s8kZi9pBFxRM15J1kqDSfdkHJzQpvx4jWR5Uu3Cxsj96pEjCe1LC6ZRqNaVpIRP7LNvhJS0bUk1x1u+jifATVyJHPV1YmKkXVSJk09Tftkdppl0gNvmGTeZPg6drwjx4pBp/SplLAuuVRKWZOufc1mH1kKJfvCe9W1X6wNemDy/MuqXtJkm8nLMuCA1y7noqGtJ0C3bSryuZzHNCXtpUIVXTt9xzVXJdLRiHWcv55qXSJwl8B5XWS/3FRB3c3NHssmZaXaaMibtvbN0eKA6YVKaHyasT7faxx//PEAjJbpw8Zxxx2Ht956C7t378ZhEqwDeHWrdgJoXKRSKeRyObTJe6w3kKRodxhqF+3t7Thw4ECf5y6GYOD0HsMfHTdt2rRe9z0UJipgnAIECBAgALFmzRpMnjy5YFlq1apVANAr6/JB4bzzzsNvf/tbPPbYY0os5HI5PP7446iqqtJBXmtrK0pLSwtE7b/85S8BeINBwHhUuXYL6XQav/71r3UZEjAERjqdLrAguP/++5HP53Haaacd9PUEA6cPEe8HE1VfYmZGe2psgWTDBDPL7ehi+K35PpXOonqw2TfcaWbMZQmz75iRQ3QfAGhuExNFmR3WJyS1Sa2ZlW//v78z+3XUofbUEwEA7TuMXqLiMKNHKi0RoaSs72eowZLEnuMuuhiAJ1QmaxOORVEpwl1qQ5h+gmyKZ5hoZnbUDsUdHRUZjLY330Jckg3z2ESNYSnISpX7ZkcAUCnbpbJfbJA5nmHtyX17lUHgviVD7IebM1DVx3abmWqXOO9SXJypMgxeLBpBmOkvpJ2YsJVJU2lt0NltJzNNZcy9G1kjzANzKSOv/owjP2mOgbSrvn4Zfp6yjfyypVIWE7aKcWYIUIYREbUnlE9Xa+AaJoYKfk3tM+3BdD3KUqpWTQwRyYw57Ga81vTjUMpOm+Hfl9YaGbFUoDErxf/xcnOtu9KifRHWIBb1tvk8DDnMvKhpL5AUs9mo7LvlHaNhO/p4E1K9dZe9RMCEstUlISTDkvoH5hqZSPbtX/wHAGD/G28A8LSAvDdM86Fia7IamYynN3KYmLDDHMZFA+Vngfz7qTFqEdPLiGNCGxJ9ZC5DDZvN2Ckr053W31veNO8M2hCQwYkmaD+Rs7YJN61K3scSuXYDrjhdU7+Emd5HhObCwhGV9Ua7menq1naoPMxo/pjiRbWWSftYsr9lw2vl+sx7Vw0/DxHz5s1DV1cXpk6dinHjxiGdTmPt2rVYvnw56uvrcdFFFx1UeTt27MCvf22sZl591QTW3H///QCAuro6zJgxQ/dduXIlNm7cCMAMWjZt2qT7nnXWWbqsdvbZZ2PKlCn42c9+hgMHDuCoo47Cc889h7/85S+49dZbEZf37R//+EfMmzcP5557Lg4//HCk02n85S9/wTPPPIPjjz8e//iP/6jn/u53v4v29nacfPLJGD58OPbu3Ysnn3wSf//73/Gtb31LbQb27t2LCy+8EOeff74OIlevXo1Vq1bhtNNO6zOasRiCgdMAwMEwTwHjFCBAgAABiJtvvhkrVqzAqlWrsHTpUqTTadTV1WHmzJm47rrrDlr8vX37dtx7773Wd9z+xCc+YQ2cnnnmGSsH3Ouvv47XXzfLyCNGjNCBUygUwoIFC3DPPfdg+fLlePzxxzF27Fjceeed1mDoyCOPxOTJk/Hcc89h7969yOfzGD16NP75n/8ZV111lQ6wAMNiPfbYY3jkkUfQ3NyM8vJyHHfccbjpppuswdCgQYNw5pln4sUXX8SyZcuQzWZx+OGH4xvf+AZmz55d4CHVHwQDpwGA95J5iosZZXiPmYm2dZpZD9minfuEWfGl12AalrHDzGy1rMvMtrbuagbgzQ4ZmUd2I9lqfo+mzMyQs/T9OzOIJkTXUyUnkRldc7upR0WZeQCams25KkrNbDgn2iJN5CuJXfP5PMrrzMwu5NPpAD6DRtnWxMHNZkYfE/aKmhnqhHKZtOqgqBVRtkqilCLCTlEDExeGSY0kaagoM9e2bdtQWmtmlAl6jjiJeLOOaWZcWA+WpVFhvk+mw2Hb855onlvHmJGICENFboAJm2ORMMJh+TbjMAdO5JmbqJfRlCgIsvIi4ZTdybgMFKxr1Zo5TEAInvYnLmlG0mLUqmkxnIgoRqCRCUjQWNSXxFitFTK2BoeJlys0jYykAKI5XrMpIyLXTuYp7XOozMh3IWFoM47up1L6fJfoDnnPWCaZXQyqwJ7d0neFHaKOkImOqb0hi0F2o/uAOS4sv0f4eyrtJfFlvaTzUOeX6RYdkhzrRoWpnonJnUMhbQdPi+jp3fz1I0vk3We7r3tpSULKNDEpribpdiLymEhYI/ScqP60sK/I56xoTQCIxGwdn7vMxXNlmVxb2qDyMEklJQl9/dfKdmP7kmVTzSWTkMs7hkmM3eftYHH66afj9NNP73O/lStX9qu8yZMn95jU18Xtt9/ea1JfP8rLy/Fv//Zv+Ld/+7ce92Fqlf7g/PPP71c03KBBg3DnnXf2q8z+Ihg4vY+ora3teydBkOQ3QIAAAQIEGPgIBk7vI4aJPqcnvPHGG7jxxhuxZ88eDBs27D0ZFGUltUa5aCJ27TezcM5qqXEa4tP9xGNmNtaVNbOu2iGGedp7wDA5nPVSZ8GyWtb8BQAwWNaNyyUSqHZPJ3ISAZWn7kiYh6QYXm5626zrcxYeq5RZt8wMK0cbfRDTZUQTpRhylKF9GflEPxxlp9rtiAvql2KkqpnmSGa5ZSNG6m9bn3kWAMD4ivZtRmfB2eL4iy8BALz8VzPT7NhlokG65XqSwhZMQreaEXZXGh1U607DAqRlBkoWkCwS23VEjfGsysv3O5vM9QypLNV7RFYiSe1K3tY48ZOJl7lNLVS7pAgpS8S1PhEaNnYXTzYaixvWrUSYO1e1ZPFVcduziqlp3Fk1U9VQs+X6+QBATCIXIawF/Y408s5h3+j3pFGAwjySVUQo7Omi5NqzYvIYlechGTfnzEYk2jJl6rljj7kXpdKu1I7ta+n22ED55PbHjjJ6GGqe9reafnpA2F8yvUzVkhGGbP3fduv94j3qkHtT2ealEQGAQYebyMv2Hcbss32XJNXudCZhPp0Po7ry6bzVFmSFEkMGW4fSy0i9wFhkNOol4GVKE2FTOnYX1+2USHQqfag0rUrC6zdltYY172oSb6pKSfxNxslJ20LGicwZIzqb/y7mtV1eWyh75viisQ9rAnE5J7VOfCZHipC46bXFel76X6kZ7lBTfzJ83XIdTCQ9aOwYU7+//k2ur7JYUwUYwAgGTh8iaJBZLLlvTwxUwDgFCBAgQIAAHx6CgdMAxaHqniJlTFgomgx67Dh6C+ovwqGQshjUPTHSjSyK571jfxLUGFFb1NHtRXWRJdBoFbIcsk32JR4zs9nBCTsaKEzGIhzydCnUZshMTfU0jo8TmQdqZdw0H7mc559Cx2XOGunuHZOoqpxEXVUPEt8mak8k4kf1KR2+NA4OAwE5xtUhJYSRIDNBaJLdTFYJGTJMvJ/czpN1cSKdeK8Y2UWWIxaNKJvBa+lOZ6ztnJsGRT5ToutxI/zi0QjyslcI7CusiH3NKU0OG7H38yGqIcmOW7ffQ8n3uzq0Uyumfl1eEs+IMGJZptSQPtOdJgMl10IWNmmzcGSC2DahkMc00RvNZXfZzjwmRZYyZT8L6ogdDqG9i8+FeC2ROUxRnyc6KmGBuK1wdHXI5ZEH9TyS/kbun5f8V/qUk0zX8/FytG+hnBdp2YM/l7ez/WySaSqIgIM/Aa85b0STd4tmiW0h2iJNNu1o3tz6+s/nVcv2qNI6UM+lrvnyLIrGLByLetGIricZEwc7UX5evYQpk/4bLuLIHmBgIxg4DQAwx52fZaIxmMs8BYxTgAABAgQI8OEhGDgNADDHnZ9lmjt3ruqfHnroof4XJrOxUtExlMiMlSyC5wckXjjRsBcZI0XQU4mz3KjMiFkmCR5GqTG6jcxPNhdWZoOe2eoF47JVGTs6KSLReJwF+12B6a3kukx7LtniyMvCHafwDPONqS4oXOC87c5ANcJNdEDpjET9SZtphByZiIyXkDfjeC3pMQ6T4/5OkE3K5fO6TwHTJEXl4GzLfyKcnWt9WYec7pvN2dcSCdv6GvYdLZuzcLKZucJ6klQLO8yTnpP1UFYubNUb8PodIxYZIaaFOZ/aD2hQ5XxvCrH3yeclQlT6q/ZDuQDPL4v7s4977c37pswi7HukXlvye9KJTiMyvnuUVlbPbhdlf5xcf54Td3HGh2yTf19tEnk+1Flf8s1p4mj+7tTXn5zWdeJ2ncH1GJadLq6nM/uIn5hcu3pD0ZWeeipNIB2z9mOOQs2Pl80WXLML18E84ripR5gXT8qORKPa9v5E5Hb9I1ZZrK/mP5R3TyTh6AIDDHgEA6cBCjqQcwBFBIxTgAABAgTwY9OmTViwYAE2bNiApqYmVFVVYcKECTjrrLNwxRVXADCGlDt27NBjqqurMXbsWMyaNQtTp04FYHS3y5YtwzPPPIM33ngDLS0tGDVqFM477zxcddVVKHESlj/88MNYs2YN1q9fj507d+LCCy/slz3Bd77zHfzyl7/EmWeeiZ/97GfWb249iS984Qu49dZbD7pt3g8EA6cBDn8Kl35BZjUH2gwb1NZpZnZ0lKZuiRqKcCjk6TlEc9HSbo4la8TZNhkIsjBlknOrot5E9tDBOxFrRUWJeC21yHlE98MZdInoqQaLW/LQKvN7+1/Wm3PvN5EoGkkTj6FTli+pgejeZ/LZMSt9irnCBGSPOneaiCNmkidTlenq8jQi1F6Ijoo+Obwm+jpVVZqII/oj0duK0XVoDysrMFQc2alhYjvGHC3M4HIzYy0vsbUO1YPM8YPKS7Td3GgrZQudGXPcmWGXSnvzXpfEIloWcxAyusvVG4XIZgnDWMqXJ49nvbNZLUs1LY72hkUPKmMZZNny9g4AMqInYX/rkntBZ3XP8dq0TZf0B+YZjIsGjn0J4bBqnFzmZvDIet3HD+r+mprNPSqhhxDZjlDI6wsR5n80x1RVSjSitDnvWVWlKYvPWZk4YPvd3xkVSbBMSF6tzj0SPUcmUvQ+bk5I1Tr5ourof8TnIxzz/I4AIJKy2SDNk0dNEYuORX1aRLu+afFrU58mp165IvojIhI3950ap1SraCgzttbJy6VoO8ZH4vIMS2RhNpVCuId8cJ6Pk+MsLsg6WqfUAeP+nmrvUEaJ9yIpvnGel5kwjC0SCSntR4fx5IFmub53p3Fau3YtrrzyStTV1eGSSy5BbW0tdu7ciVdeeQVLlizRgRMAHHPMMZg1axYAIwdZunQp5syZg1tuuQWXXXYZurq6MHfuXJx44om49NJLUVNTg3Xr1uG+++7DSy+9hCVLllgs4uLFi9HR0YGJEydir2Q+6AsbNmzAE088UTAI88NfT2Ls2LEH0yzvK4KB0/sIJvztT5JF6pxcBBqnAAECBAjQExYuXIjKyko89thjBS7h+2QyQQwfPhzTp0/X7RkzZmDatGlobGzEZZddhlgshkceeQQf+9jHdJ/Pf/7zqK+v18HTKaecor89+OCDqKurQygUwkknndRnXfP5PH74wx9i+vTpWLNmTY/7ufUcaAgGTu8jyBYVsxsotu9nPvOZgn0PWuNEzYNMCjy2SKKHhBnhtj+YpJvsjmox7FmikxpKdUsEPXIikTalLXQm6ug9/I7LgKfvcHNG6Qw6Hy2gQtQBXKN+nNm2C+Ze82lgOCukloFslkYLyffUT5GFYxQdPzVyKpVCjlos1SHZOihKRTiLzWo72tfndwnn//Mq6xH9ScTVtBT3FHIRgr85PSdofy0KM5EJqNFiXjp5jeSzWS+SSKOn+NmTPoaN0ePZClyfNfqLqchYLacfkJnI+lypNZ+Z1N3Nep9xcv8xwlTbM0JdV/F2NcfYmie2sxutyG33HiXTWU9vpudzyqR+hvqaEufhJNjuvnO4EWQuQk6f4jMcdp6viE8fqPeT+sGoXUYoF7bKAmwGSJ/3XE41Q+p+7lybq5MKq8ZR/L6Yk4/6sFC4x2tmvfR3p56hJHPoSXuXJIqW44ce69QrFJJoO9Vv0sX83f0Z3rp1KyZMmFA0tYqbBNdFbW0txo0bp07h8XjcGjQRU6dOxX333YctW7ZYA6f6+vqDquuvf/1rbN68Gffddx++8IUv9LpvKpVCJpNBGbM0DCAEA6cBBPo6+RFonAIECBAgQE+or6/HunXrsHnzZhx55JEHdWw6ncauXbtQxfRQPaCpyRiaDpHE6oeC9vZ2/Pu//zuuvfbaPrNqrFmzBieeeCKy2Szq6+vxpS99CV/60pcO+dzvNYKB0wDHwWqcSOS8vdusq3PCSb+hylKbOUlncqgeZGZRzBf3+1eM4261aDF4LJ2PidM+NgkAkBeO4sBrGwAAiVgYzZvNDKZqrHEVz0TsqJvDR1QB8LxuOPvuEB1Nd5OhmMtGDNdj2reZpUzO+qixog6JnlGqR2hpBuBF/1G/wuM733oLeWEjRk6ZDAAoHW7OR4+oMtl+58UXzPVMmAAAqBGtSclw8yKhZ1DH4JzmqEvuMvkCK6vlZSNShppBtjNzcp95KR3YapyE6U9UNeEoc1g4pCwQ09pFRedDVot7JJ08acmU+RxUZkdZAnllVVL7TVvHq0w985rLT1i3bjvHX2KYafd8WPyAyFhFY8iIezfZR7IrZCfyXlgdZAe5MIc5C4WQkdx06X3mUxlFdcA25ycPEhWn8Xw8Y12PPwqTzEYuRj2XbItPV2q/0bCEpT/GJE9ebZW4ppMYk3DRQeUeAzFEPL7ob9XaITnM0uK0L5qmsXWmXqkDoqOjj5romo4YNQT7WkWfI+03ssbUY8/hh5tjWowOqG2bEdFmhX0pramy2oYRZ7l0RqO7uvY3a3uYayVTY37v3GP6gz5HbZ2yn7RVplCfRG2QsidOnruwfO2WBW1/YWPCIbS8uV3/b67V9CnXm8r1PypglXxO6a4GkKyQluAwc8yTF6sotX5/54UXAQClNUOUHU+1mvcPt9slj536TrG+cs6WLW8CAOIVdCc31+dPTFsMzz33XNHvZ8+ejauvvhozZsxAQ0MDJk2ahClTpmDy5MmIOVHDmUwG+0Xzt2fPHixatAhNTU2WDqoYFi9ejIqKin7lxOsJCxYsQElJCb785S/3ut+RRx6JSZMmYezYsWhubsYTTzyBH/3oR9izZw/+5V/+5ZDP/14iGDgNILS3t/e5rBcwTgECBAgQgDj11FPx6KOPYtGiRVi9ejXWrVuHxYsXo7q6GvPmzbMGZKtXr8aUKVN0OxKJYPr06bjpppt6LH/hwoV48cUX8b3vfa/ocmB/8Oabb+LBBx/EXXfdhXi8h2Vl3/n8uPjii/GVr3wFjY2NuOKKKzBixIhDqsN7iWDgNIAQi8Xe9cCIs9r2LjPrbpNPzn73t5nPCmGe0pkcmtt4jPmNrIRGigmop6HOIi/RSyFx9+asrjwRUSahW+Z0B2R2vU1yflGz0S2Z4gdJdN0wmeEnJN9TVJzQQ5EIKkaZ/HXUU4QcJ2kvmsXWKZQIvawZ2+X4bFen/tYieaNcDQPPUTl6NABg8Ljx5lwxU99Wyf3WKTmthpZXqHt7abm5ls6k7dvT0iQ51WS7bqjJaTdYHK5DQiu9tdtE6cRjEc+HK2R7AbmO8K4ujUilzcy5S3RspfGY6rJGiA6iRfoIXcYjmgPMMDlxOfc+h3kkSuJRlFVIzjepV1T6WTJrR82l6UpPZkLEW56PUx7lwmwlhM3ICXPIY0KOszjZLvaDpDRNgjqPUKjQUErQIcxcyYg663tGn761c78UYWuO0pmc3pP9rYZNYQQk7wWjKPceEOaM/aDDjlJjVF5zRQI795lr8XRuZp9KYTfIApJl4TPRfcD0GUaghbtFV+VjnNQZnP5bjE7LuLojxwdL7oOfLVINYIFrN6M+i/dHj7WiP5Zs58KIlZlnkFFo6sdErZqcy43UC9OFXn7n8+738eJ53Cg717+N5yLzxHMNrTFMc7dExPmPURZLfeOk3tKu7DvM10cfpxKp33MPPYxDRUNDA+bPn49UKoWNGzfi2WefRWNjI66//nosW7YME4QpP+GEE3DDDTcgFAohkUhg/PjxvQ6Gnn76adxzzz343Oc+h5kzZx5y/X74wx/ipJNOwrnnnnvQx4ZCIXz5y1/G6tWr8Yc//GFAiMaDgdMAAsMze8pTBwSMU4AAAQIEKI54PI6GhgY0NDRgzJgxmDt3LlasWIE5c+YAMBolv7i7N7zwwgu4+eabceaZZ+L73//+IdfppZdewu9//3vMnz8f27dv1+8zmQy6u7uxfft2VFVVoULSXBXDyJEmYXZLS8sh1+O9RDBwGmCYO3euCuMOBUPEO2boYDMIS8vMv6LUzIKa223GKZvLo8zxjKkVT6VOycjuMk2cUbeJSVn58GHmdxn4pdLdKB9hvJ1iMbPvUNGI+JkuwNN1kHHyZm8ya+tkZE1CHXeJbvFUyUjWceaR0rxo9BLizNpxKw7HYuoJ1C4PdEwywXeJhQSj6UZ80rxsWqWIA6ITYa49asbKYx3IpkwbZwcbJqlNmAWyFGQFGal1QPQsNYPt6JFM1lx7Ih71cg76XLqLwe8ID3iMRdzxEopFw1oGI8dcHQjJrAg/ZeJO3yHX7ynmi6SKOu7z8agTEUkPqIKoQD96jrQzFcxaFaMminqfctE4ZTsMS4NQ2NNaMcJSyoiXmLZnv/Taxo5K5TWy/l3JTEEeQd6r4dWmz9P7qbM7I7+HrU8yvIyga+9KebnpnKjYklbzh4O6GOZFTIrmiSyNRoORHc7llR3S/GuOZiwLiVKL2u8DOnVnHX+nUCRcwLYQ9HEiVAPluJRrWZ7aCLFy85wzGpLaq6xcU8TnCA54bBcZNeq7Onbv887l5qJTjZ2bRw7W9eQcZqq83jCSe9e/rsx2xFl6UidxaTdqoFhWXN4x9HEKufq+9wjHH388APTLDsfFK6+8gjlz5uD444/HPffcg2j00IcKO8VHj4M3P3bv3o2zzz4bc+fO7VX7tG3bNgDGtHMgIBg4DTB0d3ejrq7ukJmllg7JdddsPve1mZcll1ea2+WFGvL+EHcnTDeoLDP77G02f4A0FNv5A8mB1PixMmCSJal4pflDX12ZQ8cu87CUlBkauLnNlM2lwqocjRrFRK7E1CvWab9wSbOHnKUAwJckk+aAIXuJzoW79OC3U4iWy3KU0NZcsvNeoKZ+TMTLP4bdUdoTyABh0GCUSBndtGTQBgxb22G1FLBtAIrBTXdCuAMo/q4pTeR7DpgyOW9g4Jln8hy0TYBVL7VVgP3H3B1ohUIhTdej1XJWxpgE2EtHYpdlg0tCRX4qAjfliraMCpUjOsjSO0KBvLRFSv64sX6pHpY+/c2u9zFs328OpglulyXscPS0moRycJvzDE7VskKeFwksiFea2TkHMxrC7zwv/oETBxxqZOlMMKAmkHk9xn+OwqUxbwDUk52layjpTmZ6A4XlcAZ67h3JZjkgdJIQ+60m+nE+P9xr1XNRnhAO64sx3SFLsD0sfaq5Lvt8t68MFH+3HQzWrFmDyZMnFzxDq1atAgCMGzfuoMrbsmULvvrVr6K+vh4/+9nPkEj0bcHQGz75yU9iwYIFBd//f//f/4e6ujpcd911Gg3Y3NyMyspKRHxtkk6nsWjRIsRiMUyePPld1eW9QjBwGkBgiObo0aN7FIkHS3UBAgQIEICYN28eurq6MHXqVIwbNw7pdBpr167F8uXLUV9fj4suuqjfZbW3t+Oqq65Ca2srrrrqKjz//PPW76NHj7aMLleuXImNGzcCMAOcTZs24f777wdgUqccffTRqKurQ12drR0EgB/96EcYOnQozjnnHKu8Bx54AOeeey5GjRqFlpYWPPXUU9i8eTO+8Y1v9Glj8EEhGDgNIAwbZhicg06z4sOQCkMPjxkuM1KZBTG1ya79htHhLDkWC+tSAcWqXEJoE+EzZ99MP5HK2MscFHgnak3ofvOfm5CoMdcSbm8GAAyVc5ww3ixfMR0Fl+gSspTz6nLzELa9bSwRvCWJUiREmJkR/ReX05g2Jd1u9qV4mFQ5U2+kZUmPs/JsKoWYrKs3b95irkmWM5q3vAUAKN1hLAVqGk4w7TjcvAAqpd5kzMpKzHE7X3gWEVlSHHaSMZKrEdG3LvtVmzbQ2bewWR07DB3NmfJ46Q+p1lZk5V6ouZ+UFXLStHDqn03ZGrmU2DvUsi2amjBY0o90vrnTahcN2ZcZfFLq0ya2D2o1oOkqyLCkLCND/6crxqbdQ3fSnn37WYNmua8snyl1dGmDjJ4wjuwPXJKqlND9pCzphkJhDQxQg075HDTeiP7Lh4n9hbAJFaI/H3GcMfoLwabSWjqSysCynpocu9sWco853pRB64OwtD/vvyaHjpdqGXz2mDLpwNtG6E7rjYrDzJL4/tc3StuQ4mM70rgxpkmSU8KQgMtQDqUcE/YqJOwh2axMV7e1fzgS8RLrOktbKuSG3T+9wA7bGJXsUj6fV/G0/sZgBaamcfqpli1LdDFhjzVFS3fSY9dcOGwbt+ODzHuB4nBdlqMcQYJBACBbXQUA6NrXDAAoqx1iXasKzaX9mM6pVawkou8yye/NN9+MFStWYNWqVVi6dCnS6TTq6uowc+ZMXHfddQcVCdfc3KxLa3fddVfB7xdeeKE1cHrmmWfwxBNP6Pbrr7+O119/HQAwYsQIHH300Qd1LUceeSTGjx+P3/zmN9i/fz9isRiOOeYY3HPPPfjsZz97UGW9nwgGTgMUPQnEA8YpQIAAAQIQp59+er/8lVauXNnnPqNGjVIX8f7g9ttv71dS3/7W5/jjjy+wIxiICAZOAxBz587F1q1bDy7VCuHM7N10DmFnHTyXzxesjbsh7Z4Wg6HDUrbMqKgLiftSSmhKC5nBhTiTE3FuWSJmHZNPC7vF1CfUVchsPJuKIt3RYe/DFBvuLJfagZSEqctMj8flfeHKytxwxuuKRaXePDc1PGFx9HPFzc3ZrKamoDGnp7Ex54+T0cn6ZsS+c+Rlppyp8JiynMNKMJTZDQMnyLoQFE6H1OCvU6/VZeJc9keZEClD28bRlORSKc/I0jnWhYaUpyliLmScKPr3rqHLqieZj1xKxM3CXmmfYcoVhu5Hono/vZQweetcKSYWjjhJdiuFBWF9hb0pS8T1kmlCyscpKTpDMqQUs2tfkrJVtC26phKxs2CpADTfUYuwVG5aFE1V5PQHTZcSifSopQk5bEzeeYd4bSXnEO1ZPpTT++3qeHqC22eKwe0zegy1TiFaB9i/u9qsYnBNMvNOyhVue/vLtvY1+7kCgHzW7lP6HqK5J99P8v7MJJPWca7oPsDARzBw+gDAZL8ukslkkb2NQLwnnVPAOAUIECBAgAAfHoKB0weAnjRL06ZNO+hj+sKbu8yM+bW3TdhyBw0m9xr9T7ewSYxuy+by6Eqa744+3KzN/3VHMwCghAySzOTaJZxaTRjDZvaby8ksrMOcs7oyjgObN5vzfuJUAF4I/it/2wUAOGKUmWXRZLOyzMyoy0RE2LXXpCGpHGOMJ0OhEBJiFBmRWfeQY44F4M3gk5I6RGfBMjukjQGZCGpL2rdtQ8lgiVISXcVg0bqU1ppz8ZzpdsMedWwz2qtEjfwu4eDRiKSBOfVTKK012qS0ME6xcj+DAOTFagFR0XvoDFXYrISpb2iw0XSVD6kpiGzknDrrzK7JFnJ3zsKHjDb8BiMlY5EQsoyik9Q0MaaCISvDqCBNpmy2Y0zNIufwqpZHhulvRAuSS4tBYswO2Q5FY3qMVFR+8ErLyH0l0+UyeNS0cGafdgwwq44wkTpde432KRSJekl+nWivErmfcDVZwjzt2m/qwoi5bNa0STqTVbaCViC8j81hc99jojHZus1orUYNM+3c1E4Noal/TNISlXWmsHu/bYBJGwSeKypRny1/2yLfMzTe1hz5dTbU0vA7N7ksj0lKihO2kUbhFUkY3FO0mhvZGtIINMc8le3p+6qrab+cl8yyGMg6CZkL6uDTXgEecxWJRX1skJOEmJGEjjUD9Upss7y8p5r/9ncAJrWNRqHS0qKyXOpt2ivZavdHtVWQ99Kgw+ut6wvw0UEwcBpASCQS2Lp1q4rEi+mcAsYpQIAAAQIE+PAQDJwGEG677TZrea67u/tdD5SoweFMOVbEcJCT/Bi1P0yPIb3D0w6Y7SzocSMaHZ110qMHyOfsiCtG6nHmTI0TJ/asp/oMOekf8vm8aoH02hwmx00Uq7ogzrqpD2IKj3RKZ39kpahtYfQVvaIYsZdstTUwjIfh8Wlz0QCAlDAgIYfliMmxbPduYVLInGmaF8vfSY2czHdqomh7QOUdlpC+TvydxpTI5xCR2XVS9D1RYc9yBUyT/RlDlZSpZ9W60fzT0zDZaTIU7iS7COOkRqKOdskFo65cLY6rYwqFc8iR2nCjqeSYbJftycM+5vVXaVfpx/GYd12lYuZKlqitwzYhZdocHhPzaQLNttm/vDSmxrDRsH2eTmHqNDrQYXxcpknNK8MhTfjLCDbqpFy2qgAu09QPTyT3fqu2KGzrfzTFiUZohlX7o7oj1wuqD3iRej5Pq5DXBwDvuXa1dbqtWkKJFpSyVWcXixZosfiuyzmap4LfHQ1UX7qwAAMPwcBpAOKNN97AjTfeiJdffrlA5xQwTgECBAgQwI9NmzZhwYIF2LBhA5qamlBVVYUJEybgrLPOwhVXXAHA+CrtkGwPgHHhHjt2LGbNmoWpU6cWLTedTmP69OnYsmULbr75Zlx11VXW73v27MF9992HF154AU1NTRg2bBjOPvtsXHvttRgieUAB4Kijjuqx7qeccgr+8z//EwCwfft2KymxHz/5yU9w/vnn969B3mcEA6cBiFwuh7vvvhtf/OIXD3qg1CVpCTplTb5T9EutHeb7Zvkk85DN5XVG3NRiZtsd3TaTxE9G1ZG9YkoWfg4babQb5Yn9SDcZ9qQ7SS1TWuqXkW2JHJPZGWfdmQ47ksqLlAt52htGeQlTkpXkr1lxHQ9FI04ZTvRdJO2VQ/YpZbsPc5ssV0ycmlUfUmIzUpZPjDppc0bZ+4zZjfTR77W8nMfI6Cw2VHBawOdezUPDNiukLFEuB9DlmxGQGVtLwigv1xFZdUCOpXc+k/HYKYkgZPoTV5cSjtrshiZo9iWU1dQgdFx2IvAgjBjvYda9h6KvYlRbOOqLLOM1sCw5h2qx2N5kYyI2K5DVfpv1OcPbh5JFjTnpb0KObokML/dPpb1rz4XsZ5AMGD3K6FmkOiS0WZVQJsXXUZRB5ifbPt2HRftBum9LBeQ/ThJgX1Jft37KfGWEraZjeLoHtsrxEqd+yUsk7NXD68vyLtP6uIxu8bZgNGuutb3ACTzrsOSuforn5L0ho/tusXbtWlx55ZWoq6vDJZdcgtraWuzcuROvvPIKlixZogMnADjmmGMwa9YsAGbQs3TpUsyZMwe33HILLrvssoKyf/GLX6ivk4uOjg5ceuml6OzsxMyZMzFy5Ehs3LgRDz30EP7whz/g8ccfR1ienzvuuKPg+FdffRVLlizBqaeeWvDbBRdcUGCxcKhpyN4PBAOnAYxikXUB4xQgQIAAAYiFCxeisrISjz32WIHZ5b59+6zt4cOHY/r06bo9Y8YMTJs2DY2NjQUDp3379mHBggX4yle+gp/+9KcF5125ciV27NiBn/3sZzjzzDP1+8GDB2PBggXYuHEjjj3WBPD4z0n88Y9/RCgUwgUXXFDw27HHHlv0mIGCYOA0AEGbgkOJrGPSWc6GykqoqzAj/yEVtrYomckiETe/1dUa36DN20103KAyLxEwYGbCQGEOs+rBRt/Tvn0rAJlZywyvuc3M9pslqo4MGGfZTS2GJWoV1/Kxh5soOrpADxo7xpwrm0VcornoBD5ojPmNCU6795lIPDISyQMmOidSamblnPlRj5Tp6kKJ0MnxwVUAgMrRo619EzXGqbnt7bfkHOZFpFoomYHGhEUoHTESTS3mWqukntQOuSxHVlkOSU5KXZVs08kd8FgK5srLpO3camQzWsVhPEPPGJnlDq4Qt2+5l2WJGNIy4x0iaQxycdMumszZ0VWx0zRJ/kOWTcalJBbB4BEj5dpgtUs6a+eoIxfAfhpNSGRc1mMJEpIDMS9apxJG/QnIuqhfjjOD75JIx0Gaq6uQRSCH0i6saYX4JZFdSWbM575mw6C6SYBj0bC2falETfFevbnTRNHx9/YuJs0WDZQ8q8yHR8ZpbN0QfS7o6l8uybFjwqqFwub7bkkUy8SxJfLJqEZqnDJdXaqLSgwx7Uhmx3XFdn2FyGa5kXL5XL5AR0a2J15pJ6x2vaJcLy6ym6Fw2Mp9WOwYf/69YmAyYCYLjpWX+VgfiXCjg7lTlrrQ7zfvwDhdyMUTjBqn8pHDPPbKYZqSza1SpmHEI2WmH9KBnSxhxSjj+p7u7MC7wdatWzFhwoSiDuE18v7qCbW1tRg3blxR08t///d/x9ixY/GP//iPRQdO7aL7dM/BtCglJT07oqdSKTzzzDM4+eSTMWLEiKL7dHZ2IhqNIu4kUR4ICAZOAxCdnZ1BrroAAQIECNAn6uvrsW7dOmzevFmT5fYX6XQau3btQlVVlfX9+vXrsWzZMjz88MM9JOAGTj75ZITDYfzwhz/Et771LYwYMQKbNm3CwoULcc4552C8WLsUw6pVq9Da2op//Md/LPr7/PnzcccddyAUCuG4447DjTfeiE996lMHdW3vJ4KB0wDFux0gdaVE9yETeDI99GxicF06m0dJ1Oy0X2a5zEVHzyeyQ9xmhJz6O3WZ2dgIefgS+1o89+acPUNn2ZxtE8z3pZnG6SHT5fm+uBEwZJrosaS56hwflxA1TsJIZDnLzGZ1JpoSL6Ns9zBrm2VFhbUqqTbeSgm51liFmeXl6A6ez2kEVDhs62T4mXG0Y8z9pnnohHFSNVMopO3TFxiFxSeb7JGrp4lEwnpvQqq96alUWyflRYXZdYrHosrUhDXCkfodRkgxRjBvbWt+N8375h2rmpCsPbMPpX1RU/A5dAsSQ4wuDdRZRSIF10LNF/t0nr/TYb0gctRGOpPzfM1Sth+XG0kaFlaL+4d1P/sedXSlfG79kg9SXPDJ4JHRjSrrJppFR+fl6b88FomaHDfqSx2uHRZJmRW/3lC+dyPLsmnnfIxopDM/9UqOb5I/ypFMmNvi+jw77t4F2it6Q0kdwrGU5wWlui46rduRbeGMHaGpTJO0WYmwdemOTi/C0mkXF/w9K7o/Pwvo/70nUTTx3HPPFf1+9uzZuPrqqzFjxgw0NDRg0qRJmDJlCiZPnoxYzNYSZjIZ7N9vmPg9e/Zg0aJFaGpqsnRQ+XweP/jBD3DeeefhpJNOwvbt24ued8KECbj11ltxxx134Atf+IJ+f+GFF2LevHm9XsuTTz6JeDyOc8891/o+HA7jU5/6FM455xwMHz4c27ZtQ2NjI66++mo88MAD1pLgh4lg4DTAkJA/okGuugABAgQI0BdOPfVUPProo1i0aBFWr16NdevWYfHixaiursa8efOsAdnq1asxZcoU3Y5EIpg+fTpuuukm/e7xxx/H5s2biy7PuRg+fDgaGhpw+umno76+Hn/+85/x4IMPYsiQIfjXf/3Xose0t7fj+eefxxlnnFGwvFhXV4ef//zn1nfTp0/H+eefj9tvvz0YOAUojttuuw3PP//8IXs40YG7stTc2m5hnioS4tEkM1G6gqezOdU40YemQo5V5/AIWQphBRynZEYYZTuNLqClI6WaobLyhFW/0rjtZUOna2o5Qj42CIDl3eT682QlyzyZBvUQklksj6U2QvO3MdrFN2PO0n28udm0izBf1EdxluixQ7Luzsgezs67OlBRZnQmkAhCl8rJq2SIs/FI8U8yEpGwFy1XwFY4GeKVsZF2DFOLw6gmsoYh/S6ft5mQnpRAbPeYRBKSRbTdrZnPTKAeSjarpcyO/WEvC+RsXYrLkBQyJsIsyjnjZB7I9ORyHmvpeOdEI3Hn2u1IN1YrrL5DXmSaevw4mq+E9HWWwT7Pe8TnKRSy9/Pfb+7LNiarmm6XvI30DJJ8jJlOiSAUPZKyIqm019eFienJP8jVLbkRcJa2qCe2J2nrpEJZ+b4gMs5mtYBcYT35G+sTtnPX9QR/OQXXxH6ZdSNDswXHAp6OiW7ryc4ufR+pOzujUp0oWi/K034fuP5kPTFK/UFDQwPmz5+PVCqFjRs34tlnn0VjYyOuv/56LFu2DBMmTAAAnHDCCbjhhhtMJoZEAuPHj7cGL+3t7fjJT36Cq666CiNHjuz1nH/5y19w7bXXYunSpZg4cSIA4JxzzkFFRQXmz5+Piy++WM/rx+9+9zskk0n8wz/8Q7+uraqqChdddBEWLVqEXbt29aiJ+iARDJwGIEKhEPbs2RM4hwcIECBAgH4jHo+joaEBDQ0NGDNmDObOnYsVK1Zgzpw5AIAhQ4bglFNO6fH4n//850in0zjv/8fed4dXUezvv6ef9EYooUiJJLSAgIQm0hUUKdIFFBAFxYJ6UfBi4aJ4BZULCIioSFFiAQSBiICgoGAJiHRBOoGQhPRy2v7+mPnMOTunJJEo8fvb93l4wu7ZnZ2dnT1n5p3383769hVLdJcvszRZeXl5uHDhAqpXrw6z2YyUlBTExMSIQROhe/fuWLBgAfbv3+9z4LRx40aEhYWhW7du5b4vGizl5ORoAycNvhEaGop69erh3LlzWL16dYXOpVlrRDB7tCYDmzmFcOdju4N0Kuw4q6IXM+NIziBVC2esCrFBekkDQ1qMUKt6/TzvMmOccgrtsMSyaDUjLzvIyY61mNS6D2LAKFrJyDPDy14tiksRES+kARJ/OQMivIGE3xOf3fL9OtJI6Mk52SDYKDvpEKTs50K3oHOf47kta2bsRcUiGozynMkcjpMzKcRQWHiEFNWF/paQj5KiQJE0TqR9ob/uHGpcGyZloaf91M5mkyL26SlSj8/C3W7kggdS3TvpWAg2iojSGWE0koaJn6lXbxMoZx71KbomaYl0OjebZuDP2SGYOM7C8Nk/1Yv6g9DkECNm9DiO+rLkVO6ObDN63DE8tEZSexKL4FLcbS8xIHQJes70btIzc0qRhp5MBb17oZITPGnviHmi/up2rVbnc6M8iM5Sm1v3JEF2EPdyIw8QzUYaNflYf5Df60ARcv5yuIlcdC5J8+annr7K9qdHklk4l6zF8ogOpPaiaDkbZwHFPUp+cuJ40qVRff08l+tF8+bNATAtU3mRnp6O3Nxcn0aTS5YswZIlS7B+/Xo0adIEWVlZcPmou4Mzbw7Z14rXZd++fRg4cGCFouVoEBfNNaY3GtrAqYpi9uzZuPPOOzUfJw0aNGjQ4Bd79+5FcnKyV/Tbrl27AAANhR1H2Rg9ejR69uyp2peVlYUXXngBgwYNQo8ePVCH2yjUr18fu3fvxr59+5CcnCyO//LLLwFAeDh5YvPmzXC5XH6X6bKzs70GR1euXMHnn3+OhIQEkcf1RkMbOFVhxMTEVHigFBas9s4QSd6FZkIdyeN0AWYj5ajj0Wp8tkt57Wi2K2bUfPZNczNiD0R+LL1DaArI26aUO5kLnQe/fkQIqy/51DjPsqVJt8bAzQC5aKbOtUwUlSL/FfcuImN4mRKbpDjsbqdr/pmL8qPxspx8qZSi6gQrxFkMdxt4zLyENod7LEmRLfQFRwwEvDQRal2SyWgQrIZBminLrtXEYpigZiqs/DmQZsZsNAgmUXFxfyGTpHESyQkp2or9tZiCVGVbOPNjNOjEsTrKiSflACMYDdK1aL/H/ZB/k4Nr2SjCSWYLqGzSugkPLn5/Dq4l0el17ryBEgsRTEynEKCxP2bxDCQfItLs6PyzBZTfjp4ZsVrB3CuKWCxFkZ+3XmgV3c+dsxjUl4RmjDSB6rKE/seDQaF28sqxRlFqARgaz/3EjOl0ei+dEbl4e8WAUjSlYIPV11Y8mDKZaZLrK2+LS1C9oM4N6amFE/fgpwx37kLF5/FCL2m3i2NcQfz9sEsaJ1GGOjuCiLLj/VX2gaooZs2aheLiYvTq1QsNGzaE3W5HWloatmzZgtq1a2PQoEHlLqtZs2Zo1qyZah+xPfHx8apB1X333Ye1a9di4sSJGD16NOLi4vDTTz/hyy+/RKdOndCyZUuv8jds2IDq1aurBlqemDNnDs6dO4cOHTqgevXquHjxItasWYOioiI8//zz5b6PvxrawKkKo3r16l46J41x0qBBgwYNhKlTpyI1NRW7du1CSkoK7HY74uLiMHLkSEyaNMmnMWZloGHDhvj8888xb948bNiwQeSqGzduHB5//HGv4//44w8cPnwYY8eO9bArUaNTp044f/48Vq9ejby8PISFheHWW2/FpEmTvAZ0NxLawKkKw2q1Ij09XZUssSyEBKlns8QKENNkNqo1RordJTROpIuhfHIR0cGqsvKLyZuJlUlMU1EJ9yfhL0OI1SiYImJVSBNCLBbNpIlpIqbMLs3sPPUsMmvhpdlQKPM517rQ7JxmxVSWZ540Xia5KuvNnLGjGT3plPybHLFrEUMREiKO9TdzJ+jcIWaquvjSX+jLuL67THV9XJJuSZGixAJCqpdi930/KhaMnklZWhevi3hXiGbixDSVF/KShcxEsJ1u3yDArTNReH47Hc9Z56+d9B6MrT+DQGoXM2fkyBWdIkhlGMl122QUbBXlgTTx91dv4VGdsj6EmCnOhHrnUtS5tTW5zPdMJ+nm3FoxzqZKkWjiOE8XcJn9k7WAtJ/eJ0kr5u7rbn2SyCPH6yHrtoRXmPS5l37K5f7uEPn4xHutjlyV3cpd/HOKopP5Kb3BAEWnZpTEvRCDJ7b5vUqeUYL9lJzaK4ouXbp45XXzhR07dvyp8uvUqePTWRxgg6fy2BbQsf7KIdx9990+U7BUNWgDpyqMP5NyhZYDYsLZl2ROofpHp6CY/RiROFyvcw+IbHw5jQZSl7NZSD59b5qkL1qx3MK/bIKrMav9Sz+fgCU+kh3Dv1xqV2OC6QsZzLQyrhqbBRVy80wa8F28coXV8+IlVicuggXcgxu3KSVbMiKhrC2PEpySeSZj6ihFi5P/KNKPSXFGBky5TNBOocH0BVvEE1vSkl1I7drsWnXr8jpw8T1PuhpkZXVJ//FnBNeoqSrLxK9PX+yWCD4D5Nv5PGqlOOMKv1G2PzaJtaGzqFAsk9GPGAmmTVIajBCrLLjkguQcZnpn4nYK9pxCGHkZ1y4yKt7CTT3lsH6xfMkHwyG14lRXsJNZZEkJbLw9ycyTypKXK+mHX4TLk8jdQ1ArC6BteXk+y6D2suernz+Fvnum4hE/VkL0y+oeVpdS7aiDBMyh7NnVr6lOK+G5TE3jJrGax9stJjxIdXQU37bwEPzwELWWQzWY5OadNMiigfAlaVBjjYoEABRdzeT15kvPlF7ISs/BIQqRQ+zF4IrD0wIEgHebEfQ6r1QqBHm5TbYZEalWpCIVu4KgcHbvJLamwQsl7dVb1W1gkIMExHIshfs73AmBqQyRgFst/iZjVkodIw+KKK2PLb/QbZrJr1+Skx+4LfgE0xTM0/eQ2a+/ZUMNVRbawKmKQ1uq06BBgwYNGqoOtIFTFUdFjTDzeZLXq7nsbwkPHc8rZDMlCjl3lLpD3YkxKuUzIzo3iCcIdnALg8IS9SzySjabOZXwGWxYNJtRx0ZYUJR+BgAQksDWpYv44I8SnRIzViKlqSDQLI6Sl7JjeHg6ZxrIZFMsp0kghsqdPJeWMbjdQvY18ZmVR3IExzE2xcETb1p4YmGahZNBpqiTFFYdElcHIdxnJP/cWdWxQqwqTCH5cqrDrvrrnjnz+7ICeqd6WYKWG2W2QOcV4svNKUP4Nel4xQU9X46iGTqZe9IyBbFFAnpK4MoYAZ2YtdPSikksq5mCuTkqZ27cSVW9w7qpPp73znapBc8Gq9pM1atMAj+P0uIQY6YzGLzS9rgT3LKynCXq5V5iyuRVV5cv80hxEPtbbFNbRVzLY+xlzWjGUlL6IVpOpWVtkwFwONQshDDR5H2e2EFKO0TsK7Eb1Nfd++2ivUr5Up2wc5DC5G356rRHfhkRl+LXjFIkYJZE7P6W1cRyoMGzj3ObjBI1ay6nOBGmmtSeevXneqPRzQ7RdwgxtdLyHy2n0TWpTYilsxeyZ6hKHMyvb+ABGGT+KbNu1N5O/l4RWyhboGio+tAGTlUQdrtd2BAcOHBAZUmgMU4aNGjQoEHDjYM2cKqCMJlMYoDUu3fvCg2WSGBKEylVmDzcTA+Jw12KImZjJAoXVgWSQZ8MStFCjJMn20Gmk+4EpmqxaKlIvcDrTdYH0iyNmB6dXicM5ai+xAo5itkM2cE1AyINCs2+BYNCKQ94IlTFJcoiJsnEI1BspJfhM9TgWoxFskQxZop0SuawcNW9O0uKYefpW4itID0SJMaMYOKsgI0zYd4ieO9kqn4hUyNcYyZm8R4zf52B9Ca+jQ9FEWJWTglcyXRRzTg5S21ufRHZO/DZtcwokgZKsEo04/cQ/HunWFGn6/BKucKZJdJL2alfcLbT0/BUNjpUHGomz0soLSUFJjicLncflkTfRkpVJCXxJUZKpM+RLEI8a+aUbAYEy0EpQHhfIr0MJaPVe7Wdu6+7dVBq/Y6c0qhcoD4jMTduNkatGZLTpsgaJ8D7faVzXX6E5SQCFwwTMTsi7YvDq287peAAUSalYJGSI9P7Ywph72rJtVzRXiodmWc9yOSXkidL6WZEsmXJjkRD1Yc2cKriiI2NVemcNMZJgwYNGjR44vjx43j77bfx22+/ITMzE5GRkYiPj0f37t0xevRoACwVysWLF8U50dHRaNCgAcaOHYtevXqJ/c899xzWrVvndY0GDRogNTVVtS8jIwMLFizAnj17hB1Bjx49MHHiRK9o8FOnTuHVV19FWloaTCYTbr/9dkybNs3L8LIiZd4oaAOnKo7q1atXSOcUzNfZw8hQkk9mQngkSmEJ1w6Z3IwTMUfCGiBIHQHl9JMSgCLhiNVSOMuQX2yHuQZjYmiiSfWia1mkaDAyxtRL+0VItJTaQfWZOIYMG/nnDooO40k4SV/hY0ZNDImziGkYhJmdizQZNItU64/cTAqPLCsuFgyYX/gJX3frf6TPPWekMivkxQbKn6ujgURKDJfizSxIGiz3bnXYNbEz0MvXcvlN6+HF8EhMk5xIFoBXcl9RL736GnJZHl4Mqs91er0XcyNfS5TplFgC7lIhHo0Pck42VnAnZmbbgnWVQt8JtKmDd7JmYqcchcSyFqvuw0UJcfm76AKvP7E3TqeXTYZOtKNvFk5AYpN8fiZty1ommS3yx1R51kMkMJbtEPTyfagtBoRJJexe58vneJvP+rY8EWWIBOEur6g6pVAqm3RcEqulF8w5sW7XxzilpaVhzJgxiIuLw5AhQxAbG4v09HT8+uuvWLFihRg4AUCTJk0wduxYAGyAkpKSgsmTJ+Oll17CiBEjxHFmsxmzZs1SXScsLEy1XVhYiOHDh6OoqAgjR45ErVq1cOzYMaxevRr79u3D2rVrhV/T5cuXcd999yEsLAxTpkxBUVER3n//fZw4cQKffvqpSL9SkTJvJLSBUxWH1WrF3r17hc5JY5w0aNCgQQNhyZIlCAsLw2effeZldpmVlaXarlGjBvr37y+2BwwYgN69e2P58uWqgZPRaFQd5ws7duzAxYsX8c4776Br165if0REBN5++20cO3ZMpF1ZsmQJiouLsXbtWsTxAJykpCSMHTsW69atw7Bhwypc5o2ENnC6gYiNjS3zmNmzZ1dI50RmlWS2J6dLoW3PpKVihsePKbGRDorPcvl+0jwRKDUL6aZ0QTxlhEEv0pwofP5N9SHNhhepQkyAlOrAM3GnYDooUaukR5FN9yDNTOSZKb9pAICRa270FnUknoFHnpGmxFFUpPpcROpxBkpvNovPHCKlArEZan0Kwa2BsKvq7YsBEIyOIrMFZPIogSa/vvx2RHoJadZNM2G6vjQrF8yYzBb48fRRnVtOI8/yQDBJXsld+TWEoaibyROGh9SHJNNR2cOK2sLghx3S63XuJNjEOVFfhk711x9z6+POxP+EDorYK+p3ZPJKZYq+rU6A7Bk5J/YZ1SaVgtXyZ1pahpGrr2Nk5lhEwMlmluIEDxcr2TvJ7puV9Gae+HeebHbpK6GvFNUndpMG0KGOutQJvzFKHG6ATv6ukiMExXvEIzWJ/ePfB0Yzf4bXyTidO3cO8fHxPh3CY2JifJzhRmxsrF9jSqfTieLiYoSGhvo8t4D7rMnXoN81i8Wd/mvr1q3o2rWrGDQBQMeOHVG/fn1s2bJFDJwqUuaNxI3nvP4/RnkTFlKUnZzwV4MGDRo0/P+N2rVr4/Dhwzhx4kSFz7Xb7bh8+TIiub0Fobi4GG3atEGbNm3Qrl07vPzyyyjky8SEW2+9FXq9Hq+88goOHDiAy5cvY9euXViyZAl69uyJRo0aAWBJerOystC8eXOv6yclJeHo0aMVLvNGQ2Oc/gGIi4srN+NEs1rB8BBb5MUqsL8uRRGpU2gfnWsSyX85SyUxTiU8asUuec4wxoki19g+h2DAfNfbX+SezCZ4Qi9pGuQZs0uvPlf2jvEEeTvRX3nGTkyE0EKJqDGKbiIvFwsMPG2L4pCSfnLI6R+Enob2i0Sz5Zjp+4WgmlTX8gW/uiRJIyRKlp4JJXb1vIZglnRqrY4/FlBmEcpTPy//JpFSh19KYiL1Hj5OenGKdwQj4Mlu+OmXcOuX3Lonf4wTL8pf8lxJmqWD4sXMEfMkUqmY1TpEvRQFSJGcIhm1zuX2vZLfF4mtCqhpKie8mBzxblKUpdTuHu+InP5ElFEGo+nWIXlrn2RWSm/wXZbsMyYYPP65cMI3GKDo1IySYDOhZqLcZetUxwsGSsfe/x49egS8v+3bt/vcP27cOEyYMAEDBgxAUlIS2rRpgw4dOiA5ORkmybHf4XAgO5tlEcjIyMDSpUuRmZmp0kHFxsbiwQcfRNOmTaEoCr777jt89NFHOHbsGFauXAkj71Px8fGYOXMmXn/9dcEYAcDAgQNV+qiMjAxRrozY2Fjk5OTAZrPBbDaXu8wbDW3g9A9AvXr1NI2TBg0aNGjwQqdOnbBmzRosXboUu3fvxv79+7Fs2TJER0dj1qxZqgHZ7t270aFDB7FtMBjQv39/PPPMM2Lf008/rSr/rrvuQv369fHWW2/hq6++wl133SU+q1GjBpKSktClSxfUrl0bP//8M1auXImoqCg8++yzAIBSns7K7GXO6156KykpEZ+Xp8wbDW3g9A/An8lZR7PXEpt6NkQMVHAQJfZVRM458pmJjVA7NIfwTZEwmM+cYsJYp48I5U7c11i+LINBBzNfby/guejI0Twjh0UDHT/HRIukeYoMY2WE8TXw0Gs8t1owSzSsMxgQmZgo/g+4mRsD90Fya50olxXPy8frQh43njNvCw9vzeE0t9BmiBk+q1d0M0YzxzRvwcric1C6r4IcpmeKjYwUufHMPMyWS8BE++UUcr8hzuDF3pwAAAipWUt1H1eLuQO22QKT1aAqo5i8ikrUz9fGnY3l2XoY+c9wljAkJBzFvGJRTZjY0sEj8MzEUnlEefEKAwBKXepIL6qTyaCHJZprE4gdEH456voQeRkoeXFQ9RqsCM7c2fLzeFGk4+EaN94fS7gXF/WLIN6eRupDOrfOx0uHEsR0HBQoSNWiJLsXzlxlZXEGgjSCJTaHaOuwYLPPdqF8c1dzmD6usJjVh94N0i8ZiA3T6ZCdX+yzfcLOnmXXzWLvh8ixyFk5cv3WS1onxenyYE/VeQ8JwsuK3i+d2oPJrftxs5hOyalc5Dd0qNkYkIeanLOO4MFQUaJiWynlOeS+TLJ/mMQOUhJnunc7f8+gd3ixZ07JL84LdB/UVry+sS1ZJoTi7CPiUHNoiOpUYvvIIdwpOZ+H1qyh2jbx87d//nngOgVAUlISFi5cCJvNhmPHjmHbtm1Yvnw5nnjiCaxfvx7x8fEAgJYtW+LJJ5+ETqeD1WpFo0aNfGqjZDzwwAP43//+h++//14MnH755RdMnDgRKSkpaNGCfS/27NkToaGhWLhwIe69917Ex8eLwZHNh0M6DaqsPCtAecu80dAGTlUUco46gsY4adCgQYMGXzCbzUhKSkJSUhLq16+PadOmITU1FZMnTwYAREVFoWPHjhUu12q1IjIyErk8iTcApKSkICYmRgxwCN27d8eCBQuwf/9+xMfHCy3v1atXvcq9evUqIiMjBdtU3jJvNLSBUxVFRXPUEWrGsJlzLZ43jiassZGcceARc55eTeTfZDWz7hAWzLbtslOvzBpw525DCGNYFM70ZOXZENyIrWcHG9nMLbwaq1e96rx+vJ40e40KY/W7/DMr08ZzcNl5lIXBbEZJtjq0lpx3yUHclsNfamlWS543dDzNYEtzcsQxxTy7vCn0PNvOUL/kEbYEagV+Cc7O8LIsvK1yT5xBCdcQhNauw8oM4VEpJCHhDJ1gdJzEqOSr2qRajTh+LQWgGToxORbSjKifiewlJPZzV+2QcCvftsFqZc/Zdu0aryeb+dIM3iXcn1n97Dyi0BrNWDqa8ZP+w2mzwUZO4TKzIOlTKJedI4BLtY1/SVM9yJGd+iHl3aPtEn4fxDRS7r0i/oWtNxjcuefoupypoWdFOcyI1QjnbVQ9ij1DYmVJs5dfVCr6QrCVR2IaiIFiM21iaOnzKP4MCop4PjSuJSQ2y+F0CY804ZLP61kk9WmKsnNc421FTIriIzJTctSH5LUkzpF1XjqKzPPWPMk6Mh3vlvSueZ/gh2H0paeS3L3la8mgXHEGrv+ifHMVckKnakoMmhy56yhyT2p11cgJ3HfOOdmPTPTngkKfx1cWSIxNGqPrQUFBAa5du6Yyq8zKyoLLh/7QQRHI/G+NGjUQHR2NQ4cOeR178OBBJPKVhIqUeaOhDZyqMHyxThrjpEGDBg0aCHv37kVycrLXxHbXrl0AgIYNG5a7rNLSUtjtdi8LgkWLFkFRFNx2221iX/369bF7927s27cPycnJYv+XX34JACq/pd69e2P9+vVIT09HrVpsCf2HH37AmTNn8MADD/ypMm8ktIFTFURBQQEyMjJQvXr1Cg+UbHYeVSc0GFz7wPUsxDiRk7iieHg/8b/k4k0+TaS9MBndGgzA7VNk4YwK6SysZr3bQ4dHmFFEXl4h6ToKVWXTzM4YzFgPM88FRzNRg9WCoGqxquvYcnPYNSQPHjGD5vtJx+SQcsgBbv0TicJEVB1nM0gPRdcu5ZOhfK4lIo0TaWFqhYQI5sbI89iV8HYkfVleAc+dxtsxKpyxL8FS1EkW17mEBJlhJDdkXoaDypQ8YIhhkJ2ng/hzKOL5CIPMFtj4udQ+Cs3soYaB81hG0pJZSAOn5rcM1iCYnKRl8Z1PTny5c38sg4gghBfIq4hA+QTd0VI88lHKP0f9wBTKmFCLR7+gqDR3zjfuqcOfFXmWUTXpfcrMZX2HHO8pkjS3sFT0YaukWaJoVCt3y7/Gnydpnwr58cI1n1+0oNgm+hPBxq8XQvnNKPegUR39KdhCegz8fJWeSYoyhXSMyCvHzyYmx8lJJHeUqk64exsEQ8Ojef1E5olIMsj9wl0Xeka64hLVvTlL1BFxss+Z7EcVMAdcWRGDZPIu9V9zOOtTOr3OI4qTvitYO5lCglXXIJ8mijQmTRN5QtH5fxazZs1CcXExevXqhYYNG8JutyMtLQ1btmxB7dq1MWjQoHKXdfXqVQwcOBB33XWXGHDt3r0bu3btwm233aYSmt93331Yu3YtJk6ciNGjRyMuLg4//fQTvvzyS3Tq1AktW7YUx06cOBGpqakYM2YMxowZg6KiIrz33nto3Lgx7r333j9V5o2ENnCqgjCZTCqPJy1XnQYNGjRo8IWpU6ciNTUVu3btQkpKCux2O+Li4jBy5EhMmjSpXOJvQnh4OLp27Yrvv/8e69evh9PpxE033YSnnnoK48aNU6U7adiwIT7//HPMmzcPGzZsEHnlxo0bh8cff1xVbq1atbBq1Sq89tpreOONN0Suuueee04VbVeRMm8ktIFTFYTsjloRvRPNhAtL2GymxE7Mk5r1sDnIyVsRGgw7n13lc+0FzZjJ7ZdYK5pRm8OqAQBICkVMTpDFIPQp1jimHSnmETI0cyZPG7JToVk45ZeDrC3Q6bzyiRHjIOeE0lFOMDliS/JoUZxOd4bzIMaiGLn2xu2yzDUxXCNk5rNxYgnoL7W7MShYRHERjUKMhE6nZoOIYaCoRmexWh/krVQKHIUGuNtRJ2bU5Cnkw4VcGAj5vRwd6OcDXcBN1UdlOYYH+Li8GhWhfZKYB0//LhGRJSLGxFXYtuTFI+yn/NTfoNcL2Y5RYvkcklu+7HdGoM/1HlonesfoPRF9hbN+Bv4dIZysJW8m2SVfZ/CIGPWnP5Kg+Ikso/yHik4v9jndJ7G//jyraL8c0eeRf9AltRNF+7kj9nzrXFx23mYe+Rj/LNx5EdXMmdBueTBkFO0n50EUeQOp/YgRFdGBOrrYn64nAHTp0gVdunQp87gdO3aUeUx4eDjmzJlT7ms3bNgQ8+fPL9exN998M957771KLfNGQXMOr8I4evQopkyZggMHDmjO4Ro0aNCgQUMVgMY4VVFYrVYUFxfjrbfewu23315h53CK7DEZ1J48BJek5QDUPjIAYJdmQu4ZNd+hqGfDxEyV2FzuiCfSv/Bz3XopdWSMTGq4OPMkZt5OpzuXWxkQTtMueQbI/xKr4HR6RX35iwIjPRflI7OY1VoXYnpchaVes2qD5FZNvj4EyoNmJ58TPflqBYvzBRPCmRKjxFq5K8rLlJyRhfO03t0fqAzFwWfAZqqXZGXtUkfZuWsvUVWKR9uL3IOUm0x9z+68bnJZHpByfVG0nKJIbs50OD1furZ0Plx6N2tJn8mu6MQw8XtySf3VaFS3q8noFG0qa5X0UgQZlUHHi7/SszIa3c/bYFSXpciu8lIflyHcrAO40Ms53VxSNK2X35OHC7fsyC0fKyOg7ggAXIr7uQnWR76uzne96B38E1F05a0nfS951sPrXGKa/DCM9Ll4JtdHOGm4AdAYpyqK2bNniyU7LVedBg0aNGjQUDWgMU7/APyZjNAUDVRUqo6Ys4vZDjvO6XIJ3RNF8jj9zBpJs0FMBU3P6XiDldUzLMgIl71UdT1yrCatFemorJzlEFoOfi3SctCs0mA2i31UeXKi9ZcXS2+mvzyCi3xruG7JYLHCwL1+RP440kdIbIU5PAIAUOpg187lkXH53J2YXKAjrVZ3VA9nK4pL1RqHPB6JR6wCsVdW7jhOuJbPyjQY9KLNqZ2I6ZJzENLnMsPg4GwH6dSMBr2ImgzhUUzux67WClG+LgPvhm6eSafe1uugExGL/FxF8twRGiJiOdTX9ITeRA7vnOmi90D29TFSnjZ1FJ5Or9Y46Y0G4ersoug/UQF2fdL+UTvauD6F3g1Z01ZUYndH0Ul6JGKYHORsbuN+Xbzdqf2NFFHK2az8wlLxmcg9yetVTeRQU7NbBh/pLIDATJM4hvoM1Z+0UIo6Ys7p5aukB1GcFBlGUXbCd6yiUXUG970YTGoGVn5HdeJVVVRli7bw/F6ooN5J1FNir9z6RW8IbZ1ZnSeQNFAiVpE+J1Zdih7VUPWhDZz+ATCZTOVeqrOayczSwP+y1zWYh0Rb+Rd/kIXC2/UI4p8Fc7O/oBJK3qv+UabvIVpacJSw8GpTOLfUz2XbJTYnjEHsC4bE1DQ4MJvU1gY0IKClRZ30A6BKHOuV1FUWf+t8Hie+lOUkvx4hxV7LefIXvlEKeSehqvTDpDidgs53J29VnyNErrQEIUYealG45yBIlKGoB0Zy4ljx4+3DrFBVT9XHOlXZ7qVYaZlXLPuoTlPDS0TtX+geeL9nkb6fn06I7tWfCysM+iETwQJ6dx+hxtfLfVy9JEp9XW53z8S8oi9IS0uiTH5NORWLPKgRAwCPPi+W/WiSUsoG7E4pfYW/NCoesm2xRO0PgRJB8wPKPK7MMsoB9ztIqVQCL4yo3mdf+BMicX8idq/vIHgM2D1sGgCPAANhzcHvxyDLFLS1un8atIHTPwCxsbHCkkCzI9CgQYMGDZ44fvw43n77bfz222/IzMxEZGQk4uPj0b17d4wePRoAS1ty8eJFcU50dDQaNGiAsWPHolevXqryVq1ahdWrV+P8+fOIiopC37598cQTTyBYYtwyMjKwYMEC7NmzR1gH9OjRAxMnTkQU94cDmEP42rVrcfDgQRw/fhwOhwPHjx/3ez+ZmZmYP38+vvnmG+Tk5CA2Nhbt27fHq6++WhnNdd3QBk5VGLHcELFevXo4d+4cVq9eXeY5wiqAMzokDpdD4PVuFaxXODWJl0WYtJSElNghYegmLWvZnYrbxA7qsg3S7Fsn10ewB0TPu4WUYuYmCZBliM/l2aEkOvWcPbrTixBbJB0rLUvSEooiM0AOuxCF0oxTXj4jxoHIDvdyGzEjUB3vCzLTRZDF4u529ltUhSEn/y3ffL68s/4/H0IuID8bYi70cIupZQEynaqon3eZl1IUIe5XJCpO7tv+inR3ff/XFMEHkjWATjJ79BTCyyjPsp26YrQsyP86pSVcvd6DhSJfkcDsiU5m/KT9ikvxZnX06u8GWfAu20/opcCTPwN3yiBpv8dSvuLyXLL0PFdmvNWMmF5inGQj0ooiLS0NY8aMQVxcHIYMGYLY2Fikp6fj119/xYoVK8TACQCaNGmCsWPHAmCDnpSUFEyePBkvvfQSRowYAQCYM2cOli1bhjvuuANjxozBqVOnsGrVKpw8eVJlJ1BYWIjhw4ejqKgII0eORK1atXDs2DGsXr0a+/btw9q1a4Xv065du/DZZ5+hcePGqFOnDs6cOeP3ftLT00Vdhg8fjho1aiAjIwMHDx68rnaqTGgDpyoMMsGcPXs2pk2bhilTpmiMkwYNGjRoEFiyZAnCwsLw2WefeZldZmWp83vWqFED/fv3F9sDBgxA7969sXz5cowYMQIZGRlYvnw5+vfvj9dff10cV79+ffznP//Bjh070L17dwDMF+rixYt455130LVrV3FsREQE3n77bRw7dkykSBkxYgQmTJgAq9WKmTNnBhw4vfDCCzAYDPjss89UrFVVgjZw+odg9uzZ5TqOzBSJNSKNk3ub/SWNkUtRhOCVkvyKGZy0Zl/WJJzYmuJSp3tWxcPR6fqhPKFweIhZdQ0rT+tASUydPN2C0A3YdLAXsoS/bmM+dj0ylKPZuE7SK1EaFbIU0Jt4otSiYq90ByIBKjERfAZPCXgj61JqC56aRYT5c93X1RLoeXqTYD4jpiTKNBl3SExeMKW0KGLXoJk1JXq1mo2CqSPSQBaLE4i9Msoh7vz8IH4tk0EHPVkE2HmyWRPpy9T3Dt4mTm4CaqCkxTTjp4s4HG62j/Q8ZNAosSl6StsSgKFw8KTCVKajuIgXzfsn15bQDN/JNXd0TRe/L6dsOAjAKVtbUD+V7AbMXLhLz8hM7w/X/zmcLtHW9P4QI0uaQXq/aJuS/xKLZDKok/wa9XrodWqTSqtwmZVD8dWJmGUEYrGInZJNM2VrA5nlEryawSD6iJcFgB9dEVkdyLoeT2aHno3oO7KxpNwGwq4gsA2ACn5Swoj6yPv58ZRcmR8k3QM3PCVDTGKnRX/k71Epe7ZOvu1yBmbpysK5c+cQHx/v0yE8JiYm4LmxsbFo2LChWDY7cOAAHA4H7rrrLtVxffv2xX/+8x9s2rRJDJwKeAJ2+Rq0UuIZ1FStWrVy3cupU6fw7bff4sUXX0RUVBRKS0uh1+thMlUtAb02cKrCIANMT2iMkwYNGjRoINSuXRv79+/HiRMn0Lhx4wqda7fbcfnyZURGRgJwRyrLkdxBPKL58OHDYt+tt94KvV6PV155Bc899xxq1qyJ48ePY8mSJejZsycaNWpU4Xv54YcfALCB1v3334+9e/fCYDCgY8eOeOmll1CnTp0Kl/lXQBs4VWG4XK4KD5Tcvnjq6B9iOewi/YN7lkOflfIZEIVay1F1xFLpXJxloVkAZ0iMVp4EVuc9Y5PnvV66KTLf46yGp9EcgTRVdFM0s6O/LsmeQDBTVKZNfb7LZhOzWjmqjvaLsqUZtVvvpdZ9MVNNPvvnfymsnggei8zs8caxS6yBOcQq2kYHtZ7DRIyTXh0J5yLdhSybkJkol0vcA83wDUK/oajOodB9an+DmXRgkv7LbhfPTScbisqWEbwxyCDTq7/odYLhEolj+UydGCZ6JsSYiGfF74cYRsE0GgweWjTJCJPYDaNsaUCMKHtmZDGg13GGymzwsB9Q9wk6lvZTgmDa795Wm8O6FMXLIJbg5PUTLBHpj3xEe/EPxH0Kxk1KJ+LPtLIsM8u/Cl5RlEJTJfeh6xDulXFv4jtE8X0Nz7ZxM0fqVCvytcT3kfQdQ8/SM4GuL2zfvt3n/nHjxmHChAkYMGAAkpKS0KZNG3To0AHJycleTI3D4UB2djYApnFaunQpMjMzhQ6qQYMGAJhuqn379uK8n3/+GQBw5coVsS8+Ph4zZ87E66+/jmHDhon9AwcOxKxZswLeiz/QEt6MGTPQokULvPXWW0hPT8fChQsxduxYbNiwQQzibiS0gVMVhmc0HUFjnDRo0KBBA6FTp05Ys2YNli5dit27d2P//v1YtmwZoqOjMWvWLNWAbPfu3ejQoYPYNhgM6N+/P5555hkAQLNmzdCyZUu8++67qFGjBpKTk3Hq1Cm8/PLLMJlMKC1VLyHXqFEDSUlJ6NKlC2rXro2ff/4ZK1euRFRUFJ599tkK30sRX56PjY3F0qVLhbi8Zs2aeOqpp/Dll19iyJAhFS63sqENnKogaI24evXqFbYgIJM9SvJbUEJJf9ksvKiUbZsM3pqIQp5ktoD/JRM+gt6m1jqZQph4vYQfZ+GhqsEWA2x5uez/cbUBAA4+2xLGfk4yC5SYMa4hoFmZZ8SJIqXLkNNmuLUZas2GS/JmUjxSiBA7QXoZYf4nCbroOGJ+jIJVULMMOoNBlOX2oVFHW7mT/tKNcUZF0t2IFDdQPFgC/keKShTQq00YBRSqi9gBUqsQS2Rw8npL6VIECyelNBFpVahEp1MkZKV60D3JkURy2e79pGdRPyfPY+n6csoVEREpP2/SmAAevl1S/5cjzqTm82JGKRWLwSDYU5FSxeCb/ZF9suQIU8/z5MdHz9kYwtPwWNVLKaTVk/VK7ogvvbtvS1BE3yAWUPKXEiwdRSdS5ZzuY3WSLs4P3FF/vjVEcCk+6k5FS9eSy3b61k9dDwRzSt81PrRkLps6MbmssZLT/Mg6SkXH9vtjlMqDpKQkLFy4EDabDceOHcO2bduwfPlyPPHEE1i/fj3i4+MBAC1btsSTTz4JnU4Hq9WKRo0aeWmjFixYgCeffBLTp08HwAZXDzzwAH766SecPn1aHPfLL79g4sSJSElJQYsWLQAAPXv2RGhoKBYuXIh7771XXLe8sHJD4jvvvFMMmmh76tSpSEtL0wZOGnyDoumsViv27t2r0jlpjJMGDRo0aPAFs9mMpKQkJCUloX79+pg2bRpSU1MxefJkAEBUVBQ6duwYsIwaNWrg448/xpkzZ5CZmYmbbroJsbGx6Ny5M+rXry+OS0lJQUxMjBg0Ebp3744FCxZg//79FR440W+fLCY3GAyIjIxEXl5ehcr7q6ANnKowZs+ejd69e1eMcSqltA5c00LpIDjDQ9t2j3V48iai6B9inPTSucJ/iCKmjEy7U8pTiJjANSYKYC8sBOBmI0QkGT83PJS7jdvUSXJpFkZRdeaIcLHfns9eGndKFa4dopQGfJtmrM4SrpGRooJAmpiSYjj4LNwazcJejSEh7LrhLP2JKZRFkBVdTmd/L10CAFi4mDIqhK23R3A9Uu5VM0yceSvmocCWCPWMLoii0jhKszJZ2RlMP0CsQWRsdX7vTpHCQuEpX0iL4xWt5i/0UWiN+Aza4RCJmCliUE4zQewRaY1IQ2ShGSpdy4OtIT0R+XiJxLx6mcGjNDQSA+FxHDFIdF2RaJnugRJJS5GRwjmcIjKNak2ZZxniWnTPtgJVvUzcAT80mKcBIV2Yh2aMig3l0XLEJNlF+ha6NfJY4+lvJB0TfR4dHiSiJeXoyALeP41BrL+VXstVfW4wq5lTSj+iOJ3imdjy2XKI3uhmST3PseUWqMp0lMhJs+ENOapO1iPJmjcZLs8+RDpHzhRKkXg6L0ZMzUDLekRPp245klCGnOhYTj9TfJW9q0arxSOKj1zbKfqzRFUPOeLRXlDI66V2FK9sNG/eHADTMv0Z1K9fXwyUTp48iatXr2LQoEHi86ysLLh8RMU6eHvQ34qgWbNmANRaKoCJ1q9du4bo6OgKl/lX4PqctzT85fBM8Ksl+dWgQYMGDZ7Yu3evT3PTXbt2AQAaNmx4XeW7XC7MmTMHQUFBGD58uNhfv359ZGZmYt++farjv/zySwAQHk4VQXJyMmJiYrBx40aVnmrdunVwOp1lsmV/FzTGqYqjInnqADdzQ5oiYpac0jbljHM6FTF7puSjxDTJHkGyA7Iw9BVRLzyKyODBGlB9KNkvJfnlyXHpfaeoJeGuS+wRRdaYjDAEBan2iXpJug6RhJQYKWI/aMbKZ5F6s1l4PJVmX1OVKUfZmUIZA0XskYGzShR4WFTCI/qMRjHDNXO2whBEaQo4EyZ9x5l52fYwPhOlKDXeOAa9QTS6aFmawauL8pug2Ui6K3K1NpoEM0OsioH7T+lpJm2kpMgUwcWZGz+eKgYARq5REOfQ85PYFcGE+HHwBgADj9KkehpJA6Ynx2aqlzrJLz0zoVvzOE4kYJZcxUWEKK+/6Jj8nkuKmPaOoieJTSoqsbld+SXNkhusDIpaJZ0fvW9u4o5ds8SmoLjUrvqMIOvNxEso9HzEAJB/lofbvpcrvlurBLi1YrLHkWCLpLx+Op3e7WAuaYFkDZN8biAINkgkZ+a1tEvXF/X0/X0gGDK9y6s+cpJhUaZUlqyXI22ZitXydFKHB0vlxxdL1pr5jYgsJ2bNmoXi4mL06tULDRs2hN1uR1paGrZs2YLatWurWKLylmez2ZCYmAiHw4Evv/wSBw8exGuvvYa4uDhx3H333Ye1a9di4sSJGD16NOLi4vDTTz/hyy+/RKdOndCyZUtx7MWLF/HFF18AAA4dOgQAWLRoEQAgLi4OAwYMAMCWGqdOnYpnn30W9913H/r3749Lly5h5cqVaNu2LXr37n09TVVp0AZOVRwkFNdy1WnQoEGDBhlTp05Famoqdu3ahZSUFNjtdsTFxWHkyJGYNGmST2PMQGjatCk+/PBDbNy4ETqdDklJSVi+fLnKngBgTNbnn3+OefPmYcOGDSJX3bhx4/D444+rjr1w4QL+97//qfbRdrt27cTACWBu5iaTCUuXLsXrr7+O8PBwDBs2DFOmTHFbptxgaAOnKo6srCxMmTIFGRkZ5ctVJ01RiYEg5kfkWvPQLdFkjPyb3LnVoDpXXAPyNdR6AIMH4+QvPRbtd7NX6tkZsS40s/P1wlA0mHAQJ+dwrwguidXwUSkqS47Qk3OC6YXPD3cSdpLnFa+ny+Vfx0H1kS8vR8h5zUAVSIF5fuHOIycdKPK1iVA+yHxVmbnMiE3wc38up9NDhyJ5LVH99GpmImBbyc7MIkqRb0v5Db2i/xzqbT3crIq7L6jz2smMXkUgGFp+qvB88srPCNVf4WnGmSuHzeHNNInnTxGZxMZ467dU50l5+9SfyZGEviPd/OVt83UMsT+KH0anXJCv61Lfs06+pqi/XnX+XwFqb1XbyTkR/UW8EqTvuutFly5d0KVLlzKP27FjR7nKGzRoULlZqoYNG2L+/PllHpecnBwwqa+Mu+66y8u9vCpB0zhVcZAJZr169TSNkwYNGjRo0HCDoTFOVRy0VFfeXHVBVsqtxWa74UHsEUfw3HDFPOouyEI51xSE8pxosVEsYicrj0cv8QmTUxblEPgMi3JvlWSySIi8QjtMtXj0Dx+ak0tyiJX/5fnbqGyabVNUm/Dq8dQL0CyPE0qkTxI56bj+gGamzlJ1FJasifEE6aHkbboGuY6TzxQ58lKElGLlEYYeZbh9p4heo1uR/WnUzIjIzSVYBp3fKY7M3LmDXCSWUK/ey2bDUuQT6X/KioYxyF8b/Fm5XNDzz7x0HJIOjfRw/qDSsQm2jBgF0pKoc9UJXZzIUcifIWndDAah0/Ln40Qu8wS9mT9/YqQkqY4nw2sULvLqPIKyVlBo2CRmV88LDwkyo6hU7elF1ykqYjo4clGnCC2K5BLXEJGF3tFsbrZK7dBt4M+MohjdPkN+fJM8GEFfvmu84j7PDQRniTr3pNvbS+3T5u02Ty7wPtzq/UT5yZC938jbStSNIng9oh2pn5GOT+jnxMvp51r0vlUS86Th74M2cKriqF69uso9XNM4adCgQYMGDTcO2sCpisNqteLcuXPl0jcBgI3yJglNE9tPkTylPDLFwGdnLkWBmUdPkQeU8J+RZ04cOimszkFl8ogkg0HnEXXiqanxjvoifZSYnVNmcUljBHjrZRThxCtpnGTHcJEbiqKy3BoDr+tImdhl7ZMAMRDSZNJpt3toqtQ6HqF9MKlnsV7O2BTB46lHkq9PLIukozD4m+GT9og+drkAg9RO5Jsj14e0QjSTl9kaj/uQ3c+Fc7jMGnnkUGN/qD35s4FTXE84V1M7Up+Roplk53DKree5X2/y7e5MICZC9gKS88mBNG0GvZfzt05sc22TpGGSc9vJ53u+bkZJ7yY0TZL3kj9dXyCINqcUhXTOn8hR54/B8eXPVWZZIv+e+hzKGyfnonSfWEbePs/6+CE8FSmS0B88vxPJx0l2AvcoVD6Z7/avP9NQtaFpnKo4Zs+eLfRNmsZJgwYNGjRouLHQGKd/AMqrbwKA8BCm8wnlWqKcAjbbtprVj9pkpNmcTjiGU547q5ltE0tFMz2ZzXCVML2PomfXJK8jADCRVolrRkgTRNomd30ZSxUVzjx7ciihMZ+F2/KYq7XBavFw9bXzz5iTuKOQOSHbyFmc9B18Fu7gHjxC80SslkcEHDkCk1M4bdMMtPqtLKTXFMkcxu1cm1VcxMoqLOa6kNwcUWZE/Qb8Vni7kTO35MBO/klG7qfkzh3GZ6alpeKe3UwD12TJnlaejJIH7IXMDdrIvZEcJcUertLc6Zfrtwgup9pxnZy7S3keQnnG77SVuo/lRRGzI7MHJu6e7pIYKk/YCvJV9+LgCUDF8+XPkdrElpurKrOYO7KXXGMeXTqdzsvriWb95lDWX6kPi/ryNqAIOTkfnc3uFM+XIivpuUbwdxFcwxYRyvo6+ZyFBqmdxqmbFJU6hO6QNIClwmldzYiSs35pbp5qv0uOFtTpBEPnZlnB75GfQ9onkzpyzMj1e06ek03o1AwGcYxesGXct61IYvQEu0U6IG9PKIIpOIjXT1iusyKIUZaYRgK5ppPWUTiQe7KHxFaVkc/OSH5NEottrRbDyz7kVXe6jpm7uuuketNfqmcJd333pbmsKI4fP463334bv/32GzIzMxEZGYn4+Hh0794do0ePBsBSoVy8eFGcEx0djQYNGmDs2LHo1auXqjyXy4U1a9YgJSUFp0+fRlBQEBISEjB9+nQkJib6rMOGDRvwr3/9C8HBwdi/f7+qrPXr12Pr1q04evQocnNzUadOHfTt2xfjx4+HxaLOu5iZmYk33ngDO3fuRGFhIRo1aoSHHnoIffr0ue52qixoA6cqDE9tE0HTOGnQoEGDBkJaWhrGjBmDuLg4DBkyBLGxsUhPT8evv/6KFStWiIETADRp0gRjx44FwFKxpKSkYPLkyXjppZcwYsQIcdz06dOxceNG9O/fH6NGjUJRURGOHj2KLJ5GSkZhYSHmzJmD4OBgr8+Ki4sxbdo0tGrVCsOHD0dMTAz279+PBQsW4IcffsCKFSvEYLigoAAjR45EZmYmxowZg9jYWGzZsgVPPvkkHA4H+vXrV5lN96ehDZyqKKZNm1YhbROBLJRCeHSd1Wzjf9mjJl2F2cNjxmKiWbROdaysRzJKs0rKBWcM4w7PnCGx2RXBKDg4K2Xgs+5gC6sXRdlRdJ/ZKK0ai4zsfMZnN7hn05TDrESdQ01kKRfZ1SnijZ9HDIWRWAc340RlEesiZqsSq0EtQtosodGiNuE5+gAPxoZm/cQ00YwdZUBkW7cLvY6IJKMZuqRxcvtfqSOSnHwATm1C5bFjeRvI7A+fldN+Yr2IeZJZLRGN5XkLfiKG9CbevgEYJ2epOsJNsG6kZSHdFNXfRmU6VPVxihx3Og/GRmoffi3S6QknbGJdTGy/UXiUuSPoiGGStUrEVlHZViv/UfHIcwe4mUXq8wa9zs1s6dU+bEWS/kxvsKrq6c+bSWcos7e5T5F8koiBIldynef7RSbf0neDP00TRfKRa7lgrIzu9qay5PfYzVr51jK58/Pxd4TOczrL1Cx51VOOeJN8szx1YDopn6BeOO2ro3llnznhUXedzuFLlixBWFgYPvvsMy+zS3mgU6NGDfTv319sDxgwAL1798by5cvFwGnz5s1Yt24dFi5c6MVE+cPixYsREhKC5ORkbN++XfWZyWTCxx9/jNatW4t9Q4cORe3atcXgiVKprFmzBmfPnsXy5cvRoUMHAMCIESMwdOhQ/Pe//8Udd9wBsxQBfSOgDZyqIEgQ7su7qSzGiVKAXM1lPxYZOexL+1o+284pYD8mBkFZK0KYTUsN+cV28RkAOPzYEZj4S5qRxwYb0Xy5rVa0FcVXWWLJqCYsX5GL/9Bk5mbyMllFq0WyHxMrH1DRj52Rz1xoKcUUEgxjMFtOocEMLePJKQ5oCYoGb0TdiwSfZGKpuEQaFyrDHMaWagxSmSLZLxfQ09JcCQ8bz+dLdrHRMeLHl1Kp6MSLrlOVQT+cFr7sZuLLRe5UEfzH2WzxXqLT+x44EfTSl7HbsiFI7KMlQhJ/i0GZ9KNhsKoHSJRWxetH2vOaZIoqmwNS+hRehkvYFOhVx3leX972+sE00g+m2o5CpFwRAmqje3nSRbYE6nYxhYZ73wuAvAL2/igKK5OCMAqLbeJdMkg/oKHVeF+yss+v8WTYkXzJjpbC3SJx9vdaXoEoi5boiktYPzOH8SVj3leo/1rC+RJzVo66bejH2+S+d69BDfU3blqpt1I6HBLsS8aTnsEhLvUx/lKwiMGuWJaSBtTic4/3N0geFErLe36S5Hr1D48lRb/CchlS+iaaRBiDgsTnwvaEljBpAE0DNymIRlhyCPsHvrRoub6BwLlz5xAfH+/TITwmJibgubGxsWjYsKHKnHL58uVISkpCr1694HK5UFJS4pNJIpw5cwbLly/H22+/jS1btnh9bjabVYMmQq9evbBgwQKcOnVKDJx+/vlnREdHi0ETwL7L+vTpg9dffx0//fQTOnXqFPCe/g5o4vAqiNmzZyMrK8trmU6DBg0aNGjwRO3atXH48GGcOHGiwufa7XZcvnwZkZGRANhS2cGDB9GiRQu8+eabaNOmDW655Rb06NEDmzdv9lnGq6++iuTkZNx+++0VunZmJptER0VFqepjpXyRHqB9hw8frtA1/ipojFMVRUxMzJ/SM9Hsl5a+aPnNbc7Hti08ya9L8Zjx8nNpmY+SkBoNajEzHefgy1JWMy1vuOthlGYoMjFCQnSnUy1iJcNJmtnRMofeaBKCcwexL8SMSNtyqLYws5TSpxgsVhi5EJVmje60HepZrIXP5rLzGbtWxBkAug/BOHmUoeOiR2IBKT0LsVXU7gpn26ycISO2hgToJpPJzSCJJcPASy/ewlmz6ny90QRwpobaVaR+8WPMR8tqQmAth/SbTF7neqW74SDGySmFkLs8rA7cDAlnqaQkvwRiEL1MTKU0OTq93kscTk+ZZv/E8jlFWDr7nJ43oZQnqy4qsatSDAEe6YP4NqW/IWaXGFxiXYmZoDzIRSV2mHmABlmE0PUNPMCBln1MoeqEuHLou0usNLm82CCCnB5FiMMVEodzZlJiDXUGvWB7xPKYnZt7Sktyctmilnwp0SAE6S5RlqOE3mO1qN2d/ojef6oDmdbyZNVkROrRJjLj5JW2hepJS9qw04kA3MyzJ6i+dG9Gfn3xPWPmy/e07BvCvht1OTmqevfo0cNnXQjyEhhh3LhxmDBhAgYMGICkpCS0adMGHTp0QHJysgjKITgcDmRnZwNgGqelS5ciMzNT6KDOnTsHRVGwadMmGI1G/Otf/0JYWBhWrFiBp556CqGhoar0Ljt37sSePXtEAt+KYNmyZV7lNWjQAN9//z0uXryI2rVri/2//PILAODKlSsVvs5fAW3gVEXhL8WKJg7XoEGDBg2ETp06Yc2aNVi6dCl2796N/fv3Y9myZYiOjsasWbNUA7Ldu3erlsEMBgP69++PZ555BgBQxCNXc3Jy8Mknn6Bly5YAWERejx49sHjxYjHQsdlsmD17NoYPH474+PgK1XnJkiX4/vvv8eKLL6qWGAcPHow1a9bgySefxLRp01CtWjVs2bIFX3/9NQBUmVUYbeBURVERCwJPuPUzPCQ6mD1iSrVis7NZz5Uc1gENer0wvKS0LJey2MtTwmfVxHwQm0Wz8dYJNQEAf5xnAsTq0Yy5KCh2oIRrLYJiqgFwzxZvqslekvo1I1iFSQTOZ9LZnIrNP38JgFqgKlgMyTSRBN2UfsKtxVCHV4t0CZxpseUXwMSZMXNYKN+Xr6pvKQ8ZPrNpEwAgjn9pRPBZpSGYtZm5BrufPzbshIVbFpxLTwfgTiND9TJHRLL68Gtc42H3xRkZ/P7YfYXWrcfur6gIirAjUKc0kUOZ5ZQi1AZ2zg6S/spRWCgYmtLsLNVnBNmQ01HM+oWF11+Awq5tNvEsZOZJTmAsp8vxMgmE+3nRMbacXNX1ZIaR7Aio/Uoyr7L7u5bDjtPr3PWSGLBSbllg5l/iMrsRxvuxK5MxoMF8Jh8ZHgHFqU42TdfPPcZmxySuD+bpk/LOsOcsngUFGPBr1o6NhcHE+pcTPIQ9lG0Xtkji95apagO9gYWZB8W4lz0ACEYVcDMbdjk9i46npOF9ylGiFvnbUMTvzyGdpxP6HCHId1DIvaTbIaaH9HT0HMgsUgRMuNkwOZxfTtsDyZZAGOLyOhiDqY959y2vBLwS80QsmymEWyPw/pL12yFxf9RHyFagNIe9x9R+Bs4k2wu4bQs/PvvY7+w4/hx0hhwAwPYdvhml8iApKQkLFy6EzWbDsWPHsG3bNixfvhxPPPEE1q9fLwY2LVu2xJNPPgmdTger1YpGjRqpBi5kDVCnTh0xaAKAkJAQdOvWDRs3boTD4YDRaMTy5ctx7do1PPbYYxWq6+bNmzFv3jwMHjwYI0eOVH2WmJiIuXPn4sUXXxRi9djYWEyfPh0vvfRSQK3V3wlt4HSD4ctyIBA0xkmDBg0aNPiC2WxGUlISkpKSUL9+fUybNg2pqamYPHkyAKYnIiG2L1SvXh0AUK1aNa/PYmJiYLfbUcwnR4sXL8bIkSNRUFCAggLmE1dUVARFUXDhwgUEBQV5idP37NmDqVOnomvXrnj55Zd91uHOO+9E9+7dcezYMbhcLjRt2hQ//vgjAKB+/foVa5C/CNrA6QajpKSkUgdDZy6xmfPla2wwRnoKipQzc71AiY1mYS5hyNewFpuhHTnHZlBWkzoFRLGNzPXY9tn0HNW168SymYvVnI6CCxcAAFG3tAXg1jJduXQZgJtxyivmM1QDm6EG12AvbuFlNiuPaHATu6bDAR2fEZu4/inspvoAADtnbOw8yo5mnsQe6SWWwcijdXL/OC2ik6q1asXK5hoGK3/hiRkp5PdzdX8aAI/oJj5bI51QdLPmCKtTFwBw6fs97LqS4SBFBdKMuZQzKSJKkNfXwgWblshIkQ5FsGYiYkytYaB6GKQIOWoLgqOoSGhBHDxxbHCNmvwa6rB+YlJMXJsR3qCh6tqkfXHabCi8dElVDxElGeRmPjzhFY3lwaARw2XPZ1/KBskoT7YOsMZWV30e0ZDVs4Qzap6GjQRq6yDOBpWSiSZn+Mwh7PmSQabOEK66JutrrF/auSEradQiG0tGgVLiXfGseDQg6buKs7JgrcbuxWBj77Gw/qCITd7vck4w9oLYIksEi+QjNpH6t8tmF+1Xkn1NdQ4xsPSMcv44p6o2MSZ6yTLE5VK8DDlJC2QOC1a1E+mRSnLIpJZYQ7WeCnodSnNZXyXzVHuh2vhUZoe8tHZgz5AYJ2OQ1cPehOs2rRb4AkXq2QvZPVsiWTtTP7528jQAIKx2DfF+UP3MEcRa80TM/JlRnyb2ihipsLpxbLv4r1l+at68OQCmZSovatSogdjYWJ9aooyMDFgsFoSEhODSpUsoKirCsmXLsGzZMq9je/TogR49emDRokVi36+//orJkyejefPmmDdvHoxG/8MPGgASvv/+ewAIOOj7O6ENnG4gyHagIqyTxjhp0KBBgwbC3r17kZyc7LX8uGvXLgBAQz6BKC/69OmDFStWYM+ePSL0Pzs7G9u3b0f79u2h1+sRExODt99+2+vcFStW4MCBA3jzzTcRyycjAHDq1Ck89NBDqF27Nt555x2fkXP+cObMGaxZswbdunVDgwYNKnQvfxW0gdMNxOzZszFlypRKZZ3IS4mi6ijqy0QzKQeP1PKIBKKooELyipGi7Nz2NBSloqiulZnLZmfkS+NwKYK5oUmqUa9OWUHWUJTuhUw45bQfpTzyRKfTwxoTzXbyGT3pPIgxsfG0E3KKBoq680pe63QK+iz/zBkAgJVrWYgxM3HvKGKgwngaFTPdH19zt4QzBi3z0G8ePlKUxkMdiSN0NLwdLTwcl3RMwmxPmFWWuhPcEmtB+g7py1KkPJEYHEpXQiyRy+EQZbm9jSTPHcl/xkWaNyn1CcFZ6k654pSiv+S0wIIpk5PRekTy0YzdV8JnVh+1Oandw3wUcKfkob86nd5vyg/SoYmILEqmK3lEiTbi/dhoDvJisUhf5ixm9aFnZ+J9RI40lBk+8hID3IyMLphdr+DSRdU9uXVJrAxia6j+og0VRUR/leYV8LI5uyf8zwpV9ZDh9LHfKxGvk1gi9Xssm0DKz1IVFciZTS8fL5GEmJ9iNKg+p/4oNI2c2XHa7F6Ji4lBkvswvU/0bhILTM8wKDoSAFCcdc2tveL1IGZORC1S8mRqE84skT8Vpcnx197lxaxZs1BcXIxevXqhYcOGsNvtSEtLw5YtW1C7dm0MGjSoQuU9/PDD2LJlCx577DGMHTsWYWFh+Pjjj+FwOPDUU08BAIKCgtCzZ0+vc7dt24bffvtN9VlBQQHGjx+PvLw8jB8/Hjt37lSdU69ePdxyyy1iu2/fvrjzzjtRq1YtXLhwAWvWrEFkZKTfpb0bAW3gdINBrBOhLPZJY5w0aNCgQQNh6tSpSE1Nxa5du5CSkgK73Y64uDiMHDkSkyZN8mmMGQjVqlXDxx9/jP/+979Yvnw5HA4HWrVqhTlz5vjNUxcIOTk5SOeBMm+88YbX5wMHDlQNnBITE7F27VpkZmYiKioKd955Jx5//PEyzTz/TmgDpxuM2bNnY9q0acJ6ICMjo8JpVjwRzl2Jw4PZ7LKolM+ULHyGbFD7POl1OgTztCc024rg59qFzwz3SdHTbJ3NxmKjGJMiPJn4rK7E5oIllrEolAiYZmHBVtI0sPqSl5FOYgD0gkVwMyUyS2HnSX1JIyCYEGnWCM4iCG2R5GYMuJP6Ekq5DoTSuITWY7qlYC6eJFdy0pwQ82TLzXH7zEi+MqRpEs7bvH7EMDi5pkdmMFxOp9AZyTNkcY90LEV2SZ478gzbZbe7o5RknQlBME9cx0IpWPwM7J02m2hbN7PAdVJSNhbhp+MnJYvqXqhMiXWjbWoRYleoDiJ9DkX66XTiXr38jmQtlpx4VdSXEjBTNJsRip78jui58v7Jk0vTfVCCZaq3fH/UFizRsPpZEPNFrBoxiMQWUiQZMU86nU1Vtmf5ctJZoSvz46YtvJekhLeeUYruVD/qeyHI6ZsCQbBlIs0QRYrytpdSrijkLydSrrA2sdkLVPVWXYP/dd+TWj9lMKrvmd4Na1QkAKDg0hW4eDSyhWub3C70ah8pEcUokiaTtpBSAV2fD3WXLl1UXkj+sGPHjnKXWbduXSxcuLDCdXnttdfw2muvqfbVqVNH5UxeFt58880KX/fvhjZwqgLwtB7wHET5gsY4adCgQYMGDTcOOsVrmvn/J6ZMmfJ/YlDySfvOAIAarVlEBUXVZB87CQCwRjGdhdtDRA8b1zxUb9sKgJvtuXaCnUNRbBZ+Lml27DwENbpFCwDumV5aRFN8c4gxNn13zAUARDaqD8C9rl+rY3tWr8NHVGVFTHkJANCoDtMzWUrYflNkJEq5PouTZ8j74xS/B66T4hoSkViWz7Yp+orqR0yTw2gR3lQZe3cDcEfPhTdivichNWsBAE4UcgaMz3opWTFptEKDuBfOqUO4svcHAEDSpEfZOXqeh89FzB2PquJMxeVrjJko4ewWJUCuFc1YLGdRobgno1UdnUZMg9AWcb2MQ0rqm3OKtRUxKsE1aohzrHVY5KLBoU6CLJLUcmZEsB2cGSMUXLzAyw5GDOUm5Hotcu0uzc3h+yUmgteX/L7shTyCzmxB1pFDolwAiGnWjJXJ8/VRpKGjVM2AEVPhJLbT4J4fEltC7UPs3uU9u1VlRPIlCdLR1bujj6pN7LwNmG6JawS5V5qVu36f+SyF3yN3lb+F5esq4hFLUQnsGqU57F0p4V5SjsJCkeuxehsWlUp9OPsI8zmjdq3Znr1HmQd/BQDU6sDzeJE+jtozOEQwnqQvJJkjOdvTu5CVSwwd259XyCP6ODtsorJdLpFdgFDMczcm3FSNb1ObsGeQw3Nmkk6SXNaDRLYCB0JsrJ+Zo2N4/dixV6+x/SH8XbucxX2T+DtJ7v2EOtXZElXNmFAU8qhip6Sps5rVUamk6yzgeQWjeALz3EJW74Mn2XO5vVVdQZt/9dMZAEDnlsx3LSObh+ZzzShpQWk14I+LzLm7xU3sO46edXjDiplIarhx0BincqKifkt/Ff4vDO40aNCgQYOGfyq0gVM5Udl+S38V6nRJBuDOvWaJZrOa4Oo8KoxrdQouMr8dl80mvJNI15N7honVoxNuZvt5ZNu1E6dU1yq8zGbjmYeOAQBimiYAAE40qYcjV9jMbkJnNiM28ui0oOosRLVer96snnezWWIJv8ayNCYipJnfzXVZvUtLHPj2AKsX5dK7pTFjSkhLkMUz2IeHs5kdabcO/cFmdKGcrKHZ74nzGULzVZszCzSzt0Qw9iq4JvM22vslY8ZK+fScohJpxhwVxurUPcKIyATWDht/YvUt5F5VdK6RHMS5T1Z2PulRWP1MRvZ59UjSq5lFPUvtrJ3I7Z2iEUWOQr4dzHUUtD+6CWM7MnK5N1KREyYjK//YdyfEddj1KSKTsQlhwWp2LSIkTNWOhpvZM7IrCr45zHy66BmRtiWMl63X8egwnq/PauZ+T+lcs6MnNsOOWk3aAAAucabh95PZqnsnUBvQNYhFMJhI68K1J3o97PyerFbGYhl436kxaDi/R64l4sxYMG+/Tfv+YJ/zCCqKRL2Wf0VIg0hPGMwp0SFDhvMacud1Xu3c6DoAgKOc2akey5gKJ98fFmxBEC8zp5gxH9l5rG9f++RzAEAo9wCiaEByPs/87SC7ImdWKPoOcEc61rm9K7tHrociLzIH9x+KieDeRfzGqL2D+PtkJE+mUjuiw7m2z0459fhPShFjXUJ5NKI9LwcAEB3BtI9eKeJ4fUMsFthzWLsUnDvDyqjH3vOaMYzpJm+6xvy7oYAzO9d4Hkl6J2vHsLYpybyKsAjKVMCvx4+x5bM+RfpJYiujeZvkn2bfeeH8OzKnoJTfT65gsHMKbao2oL4j/6V6/X6BtUXTBuy70FyjFjT8s6ANnCoBfycb9U8YvGnQoEGDBg3/V6ENnCoAfwOk642Eq0yQ3ijnKGOBKFqIdEmklfHMJUVRXdeOMxdid8ZztSZIROOQNiaazeJKsplTb/457n3UQocozu5Ech2HcDLm1yKdSomR66fC2Uz02JfMWr9NPGvnX44xZizEakJeIc0s2T3lFTFGhyIE84rY5zHhbJZ7c13Gth05y2aVoTyij5iSK9eKBXPQjs/CKWKsODgSAJB2kuU7I0YpOlTtOEyz8pgIxt5E1Y5DJM8L9cMvjH0hponkhBSBRAwFaWJkuWFWHpvd5hS4tRvEIFH+QGKvjEYpC71Opzo+LIgxAPlC66EIZiSHt2sub7+wIHavhSWcKeOMDd3rOSVfVW9iAADgGq+rQaIUiF0j2OzE3HEvKf4cnLwsl6Lgag5POMpn9A6H+zMAsPF2pedP16SyqOxi3s5Go04E01HdCSG8bzSMi2RtEMKecy5nMXMKuMcW7KIsgMnoqF0sQgPE/h4+zfoOMQ6RYayP/H6esUP0LHK5hoj0QK0b18TZy+ydIpaHyqCIMitnksmt3ML1QKG166juS7ivFxQIjVqpnt2bket3MvKKeZtwU0KuFaJrkvZO1uDZPfRq1Aak69HznHklvO9Yef5Guld6B0hzFBbMI83sLpg5W2q08ShFriGjflbE/Zki+DNySrnogjnb6VDYedZq1cT/9eK6/JnFUGoR3meog/AuHcKZJgNnWWtEcW8wS6hgmC5fY/f0x0X2XOWcnuRzR9HH+ZyB/u0k07pZ+TNukRgCDf8MaAMnDqvVGjCaLSMjA9WrV/fJ+EyZMuVvY500xkmDBg0aNHji+PHjePvtt/Hbb78hMzMTkZGRiI+PR/fu3TF69GgAQPfu3XHx4kVxTnR0NBo0aICxY8eiV69eYv/Bgwexdu1aHDx4EMePH4fD4fBpJ5Ceno7PP/8cO3fuxNmzZ6HX69G4cWNMmjTJKzVKRkYGVqxYgV9//RWHDh1CUVERVqxYgeTkZK9yXS4XUlJSsGbNGpw7dw5BQUFo2rQpHnnkEbRu3drr+MOHD2PBggVIS0tDaWkp6tati6FDh2LMmDF/uj3LgjZw4vC0BPCFQIMqMrGsCqwTsUSxbZg+hPJ0EUTuMO47ZI4Id7tLc81D9VaMtaJoJfJHCa/P9FEkxqEyiGnKO8fYoSCzAR3juYN5JGOlInmUGkUzkS+Ng8++aNZI2qFqEez88xkUOaMgJIidk8+ZkXMZbDZtNbNZeClnMUiTUSOqVHXvBZxByS9if8OCTYLhKOVaG2MQm1meO8s0T79fzAEAJNSJBADEc11FPp85k66Com8uFTlh4vcWEUyO3OShxOpBLJFeR/of9WtI7u5nMnjOKw8PnCAzRfep2SlqtxLRBuS9xP7WrcbqV8pZgsISp8hFSBN2igpznwteJjuHWCKaYZP9TAifMTtdiog6pFyIMvNE5xgNagaK6km36nQqghUiBof0JcIvjNeH7oNyKRKbQXXwrIJB0pdRWU3r8gisauz5OyinGV2bs3LUFnTPVrNe9LfIULOq7JO879A1lEu5vA7s83NXWf+lvJL0DLuGWkH51rI4G0SaMfIAoojIK/v2smvzKMCQWlz7xLV65BXltNmEX1CQ6G7qDAAURafnkY5k+x/NIzl1xFLbiX1zRxdSWdVrsffdziMFLfw7ws5z1IXy7xId17LRd0tJJmNfDFYrLvzA8pKR877lKmPuLFx3ZOT3kXe5hO9n16xpYfUrzWZMr7M0hFfXLnzXnJLXki1X7XBOvlcU+UgebOYw9i62b8L0SE6dTujdbo5jZVeP5nkvI3i2Ad5/Zca2JWflqJ/WinE7xf8ZpKWlYcyYMYiLi8OQIUMQGxuL9PR0/Prrr1ixYoUYOAFAkyZNMHbsWABsMJOSkoLJkyfjpZdewogRIwCwVC2fffYZGjdujDp16uAMz6ogY/v27Xj33XfRs2dPDBw4EA6HA1988QXGjh2LV199Fffee6849vTp03j33XdRv359JCQkYP/+/X7v5/XXX8cHH3yAe+65ByNHjkReXh5SUlIwevRofPzxx6ocdrt378bEiRPFwCo4OBjnzp3D5cuXr6dJy4Q2cKoEyCaWfyU0xkmDBg0aNBCWLFmCsLAwfPbZZ14u4VlZ6olzjRo10L9/f7E9YMAA9O7dG8uXLxcDpxEjRmDChAmwWq2YOXOm34FTcnIyvvnmG0TzZWM6t3///pg/f75q4NSsWTPs27cPkZGRSE1N9Ttwcjgc+Pjjj3HHHXdgzpw5Yv+dd96Jnj17YsOGDWLgVFBQgGeffRZdu3bF/Pnzob9OI9GKQBs4VRLKYqz+Llza9S0A4Eoa98AJJg8jNmMN4toD0inZ8wtFBvCwOmw2lXWE6aMi43lySD4zKs5iWiEj5fPiM1A67uZhQwAAuwxGpPzMZsxttq8CADhKOVvAWa2YpmyGbOB5m8hvqPstdwNw65C6tmYRNZ4MBTE2Cvn38PqV6jgLwPUnpZxta9ZNShPgYvd+MbsIEdxbxcK9Y9L5bLdl7zvZ3/gaAIAzl3MAuDUcsVFsVlmLR+7YeVTgma2bkMNnyD3GPMDuTWSh547sXGtCXkfW6ixyT0TdEXt0iTF5Lo8ZvpyrjhhELzdqyu9GkVEFLLKQPJFMISGiHtVasC8i8hNyCqdrq6q+OhGJxJ28HeRATcykCWF16vJ6UWZ4YhbJFV2tR1GknHpUX73RgJJs1t9IzxMUU4sagf/h2hfu0G2wmFVlFPHnYI2M5PW1i+sLJ3V+T3k87VHWjqOsDNK6cB3LqGZNVfUVzG2QWdyjhUejkav3xW93iXYBABeP2AqOY6xQh7qMabDxvkPHXf7yKCg9Kr0XpFE03X8/AIh2ztCz/le/JmNd0k4wpkTP0/aZTezeERmJIO499uO+0wDcLNbVXPb8SCtGzAgxjKR9I+bOKlhPF2x2NfNZZDsLAEisw+6tsCSDX4u1EekTHZKTOOntXEoO6tdtya7HL3gpk93MtfNMp0cMH0V/5haxSFzSDgVxBjoyhB1fOyYY2fmc7ePvFt0bZViQ9XIFxaw+1SLY34xTrC8a9OwdqRvr1iN9c4h9zxBrSoxtVn6pqky6Fu2/Pak2vxZrE1JbVRTnzp1DfHy8z9QqZaUpiY2NRcOGDVVLcdWqla8mN998s9c+s9mM22+/HR988AEKCgoQyvttqJSv0x8cDgdKSkq86hATEwO9Xq9KDrxx40ZkZmZiypQp0Ov1KCoqgtVq/VsGUNrAqZyQc8pVFJWlgdIYJw0aNGjQQKhduzb279+PEydOoHHjxhU612634/Lly4jkk4vKwNWrVxEUFIQgSl9UAVitVrRs2RLr1q1Dq1at0LZtW+Tl5WHRokUIDw/HsGHDxLE//PADQkNDceXKFTzyyCM4c+YMgoODcc8992D69OmwWCwBrnR90AZO5cTs2bO9luIqMhj6uyLvyCmcmCbKh0SMU8k1NvMirYTL6RSz55JrOawMnp2cZs4in5POnaMKAIJrMjaGIvdITxXdMAE1+ATDbGMzTzPY34JLbO2Z8ocZ+bUM/CXLzGNl5XPn3lMX2EwvJMiEmlwLQME8pQ6eH4vP9C5ksOvHRrI2qMkjZiiSx2umWlAiomzy+atQrQWb7Z64cE11Tt0abEYfbmHn2nJYvQo5k1LCKfHwRvEwc88YB3euNrgsqnYkd2yh6ylhZVi4txDpRQycgTCYLaLNvXLWUUZ4ckvnMzKdEKxwdoYzF1SmOTzCI1cdZzW4pkQvcoSpvW2I0SFtGzE7xCYZzGY3M4JQVdmkN6GwNiqTIGe61xsMgh0i5svAvcCEGAekV2L1cnLdDH0aRl+c3EtIB0WIqBTO9pHWjly7S7iLsz/oze73BmCaPWpTcsWn9rDyWbPBQu9iId/mEaa8vd3vFXtW+WdOC28lAuVsDG/A2F3yF7PmsPebXPXPXWGaQIpWM3v4fJHf1YVMiqJjzyAjh70fxMZEhrA2ITaJmFBy6CZ9ndOlCKaGGGGKFCU3/Pxith1q5d5PNirDJcoAgPAg0skB9dnXinACp2sUlnBWlZgdp6Iqk7R61J7Z+aQlKkJOIXv3SEdWVMrdxjlLRWXJ/mxUzyzOlDWrx97tU+n5Qi93rZC0f+xZBEnRphRNR21DzN1JHoVXI4q9T+PH9kAgbN++3ef+cePGYcKECRgwYACSkpLQpk0bdOjQAcnJyTBRfk8Oh8OBbM7kZmRkYOnSpcjMzFTpoK4HZ8+exddff40777wTBjnfYzkxZ84cTJkyBf/617/Evrp16+Ljjz9G3bp1xb4zZ87A6XTikUceweDBg/H000/jxx9/xMqVK5Gfn/+X5rzTBk7XgYqYYlaWBqqs69EAJCaRibFpMEQpVsSSDpmymYzCbiD3NE83Ur+26lz6kaNzaLuQm2gWXWFLIld+PgAAODm0JYJM6sFVEE+OG1KbLVOEN2gAAAitW4/Xg73gR75lPxDJfHWNQtKLSk0iXQMZM2bnk6iWG0ly8XC1azwdhpFd+/g5NqihQRB9cdmdLlzjZSTUYz9yweFskaT4LPtSu3CV/RBRiHNYrUhWNg//NijcYDSW3Z9Op0NpHrdnMLLBA4W0E6xB7Bz6AcjM4QNPGx+oiqUSdrzT5RTHUqoXCgU3GCz8XrlA3qYWotIPaN3arD8U8eefk1+C0FDWPid+Z4MFEsqHcDsCl4t94UeFsfso5T+COdL9kCFmaZEThVlMVF8qpeIweSSVBtzLPUIM7ipV3bvTpSC+Dhsc5PF7vXA0XXVv9INES04kHqdriDaxuw0IaR8tBVM73tqUBUSwBLtsqRBwD27OFqnLCuNLICajQZRBYfphceyZ1OFl2uhZUXJi/izPprM+FlTdpKp3dasVUfFsGUQIsvmy6K8L5wMAIrjlBRnL5nHG4I7k1rxt+DIwnzBZzQYxoKwZzd5XGihd5e8LLY3VjOYplei7grc32SWQRYKieFo/sPbK5AartbhZJQ1+qE/RO0impNR2tPRdUupAvTBeJhd023lC5cwcnvLHReavlMalWFW/aB5YUsyX1cOCLSJlCj0DWnKnVEn0TGgASNYRhGwuIqfvgepZBeKzMxnss/p8thjFz6XvmUJJDJ5xjQaurP4kzv+z6NSpE9asWYOlS5di9+7d2L9/P5YtW4bo6GjMmjULPXq4B2S7d+9Ghw4dxLbBYED//v3xzDPPXFcdAKC4uBhPPPEErFYrnn766T9dTkhICOLj49GqVSt06NABV69exbvvvotHH30Uq1evFpqqoqIiFBcXY/jw4fj3v/8NAOjduzdsNhtSUlLw+OOPo379+td9X76gDZwqCVUlJYsGDRo0aPjnwR+jVB4kJSVh4cKFsNlsOHbsGLZt24bly5fjiSeewPr16xHPB9otW7bEk08+CZ1OB6vVikaNGvnURlUUTqcTU6ZMwcmTJ/Huu++iRo0af6och8OBsWPHol27dpgxY4bY37FjR9x999147733BBNFeqe7775bVUa/fv2QkpKCAwcOaAOnqgDZ6ykjw03rV5WULCQmpSUxWnajZYBgnqi3NJeH+Zc4YOQCbWKa8s4wr4/YFjzRqSMHAFB8RbI2EEJkNgMkG4OaURYc+5nNPI112WzKnseup+dLI2H1G/D68TU9voTjcLHzjvO0BDUi+fkOl1iGoFlhnVi14JBo9VAycOSiS2KVKHyYZr+n0vMRxEWpHRMYY1R4mbEatTmDRAzFjv2Mjat2is3WKZ0LLYXE8nrWRb4QNR/RszJoicMhEgRzsTifkmZycS4ZNdIsvi6/P7PJAIMIseeCbD+5uS0ihF+dGsQozCDZMzPodWLF6ypPcRERYlZdo4jbN4hwen7NSBLUm9RUvNlkEKlBiFGic4kVIlBbUL0o1QpBURRhdEhJZ4lRoDLdzBylOmHtauLPOTKMTCxLxX66B5rtEyiRbQxfCiP2h5q5+NoVVX3pmvlFNmGlQUwo3XurRuz5k12CwgMkcjiTSIltKW1JCX820c2aw8UNG+kpFzn5ch6xaZwZq82NWxX+Ll7hbCD1LSsRVk5FLEMRi0ttQEac9IyOCYaWXZ0MSGlpihheu9PltnXgbCWZpjqkNqF38nK2mt2iZ5jF+43d4YK9FvshDy5mDBMtaVFZ1A8iuRltJj+3gC+7kRg7lpvSVo8KFiypbIBpE2lR1CmMLmWy75rYyGBVm6XxtD+3Nq4m2Mfz2az9LmWxY85c4Ul++ftM9Yng4vDfzrGyuzRjrOXvXBbQqMH1p14xm81ISkpCUlIS6tevj2nTpiE1NRWTJ08GAERFRXl5LFUG/v3vf2Pnzp2YO3euitGqKH766SecOHECzz33nGp//fr10bBhQ6SlpYl91atXx++//+4lgCdGKjc390/XoyxoA6cKQI6cqyz7gYqwVVVhcKZBgwYNGqo2mjdvDkA9wf8r8N///hdr167F9OnTvdifioLsE8hvyxMOh0O1v1mzZtizZw+uXLmChg0biv10v542CZUNbeBUBVCZbNW1EycBuC0CSOBdyg3oyKSSkgAbg63IPXMeABAax+hVYpqu/sZsCWixPoQnChaGmDcxfRKZbpJhZrvEmuhwnF2PUphENW3G6neMhXsTM5b3x0leHy5I1rFZemYuT3zLBZ/5xXYxS6UZ3BWuzaDZIxlj0gz6Gg/7pZkfJdN1ZTMGo7DEKYSll7goPaYmS1lxjqfLIANOmn1Twlv3zFWt2bgWHoM6TZk2B8eY3qeg2G0n4AliSEj8WsSZHiqbzA/NHsJppxTGbZLTjYi0I8QEsLJv4uHqNMO/ll8itBcUIi50USSUNVLotpoJo/shDUccN43MLyoVbU5sFjEPxGZQfYm5IeuFXM5q0Iy/1O4UOhNK3nvmMutT9CzIUJTasaiUBMBcZC3Exe4vW2JsZLasGU+4SsaNjlDWXpRGhVhLYvqoTk6nIpgHmzA65BogEubza1zgfYzMUjOyGaNCWpxIvt9ZVCRsD3Jc6nYL4eLYYL4UQlYGpMXK4hojqhMZyZbanaJfyYaMxMJR/YnZIT0QsbJyvzAZDeIY+iWREwOXigTLXHQtMU3E6FF/cSkK6tdilinnuAVINO8HghmNZiyQ6DP0flASb+nZFpfaRd3t9IXCQX2E7kMY8fIySQtFQu8QLnInPR0AhFrUSbFJaE5MI90zMeJkl5CZy8qoXS0Y14O9e/ciOTnZHRDCsWsXs8PwHFRUNpYtW4b3338fEydOxP3cKuN6QEtrmzdvRpcuXcT+w4cP4/Tp0xg6dKjY16dPHyxduhSfffaZiuX67LPPYDQa0a5du+uujz9oA6cqhrLYJ41x0qBBgwYNhFmzZqG4uBi9evVCw4YNYbfbkZaWhi1btqB27doYNGhQhcq7ePEivvjiCwDAoUPMD3DRokUAgLi4OAwYMAAA8PXXX2POnDliGY3OIXTq1Enlx0RlnDzJJstffPEFfvnlFwDAI488AoCxZJ06dcK6detQUFCATp064erVq1i1ahWsVqtqcNa0aVPce++9+Pzzz+F0OnHrrbfixx9/RGpqKh5++OE/rbMqD7SB03XAU/NUXjrU18CIzp02bdp1p24x8ag6CvenEHiRYJbPrCiU3GV3eISM8+gurmkSlALpAfK5ESKfjZXy2S5F5RETVVBsQ24xj2AjU0I+0zPw0HFKZWCJYnQqGSbmHOUzVYf6r0sBSkpJj0CzP/XMmVJuuI38KOSYp53gM0GaARaUOFWzZ8Bj5klGiSK9h1pfIUdI0czaanFrecjYjnQfBCqT2Bj6vJiHSNPEsUi6X8/rEUxO34wTMTouwcbZVPUsKLbDwtuWUtHI6VH4rcJqUrebSMyrJ7aIktTaxb3QPdC90mzYYKf6UX1Je6XWL9nsTqFNos8KSuh5SyaafJOekcNAzAiFyLuZPL1UL0Ieb59wnr4jl/cZl0vNZtF75KmVkdkVQolIAUP1ZOdSlCWxGfSsdDq2v3qdKFFGMY/qLOXtZsthug3xfktLGnTP7m1u0aDXiVQlsjyO2BQjbzfRNLyd5eTKDg9m0momLZg7GjIQnFKqICqT9iuKIpgvnWQJIGwIRHSszmcZToP6GjIT4wmDZJaol94BYm5pN1k0uBRF3HNBqdqmwS7uha5B9eDvuzieM82l6u+HimLq1KlITU3Frl27kJKSArvdjri4OIwcORKTJk2qsPj7woUL+N///qfaR9vt2rUTA6djx9iKxJkzZzB16lSvclasWKEaOMllfv755+L/NHAC2ADrvffew+bNm/Hdd9/BZDKhbdu2eOKJJ7zYs5dffhlxcXFYu3Yttm3bhri4OEybNg0PPPBAhe65otAGTtcBT81TefVOvpbl6NySkhLUq1cvYFka46RBgwYNGghdunRRLWv5w44dO8pVXnJyss+kvjIee+wxPPbYY+UqE0C5ygQYIfHoo4/i0UcfLfNYk8mEyZMnC/H73wVt4FQFQMxVZZhkWnjUXB5PvCvPtsxhIaptl9MJSziL3iKfJoqeI00TMU32QnVCzOIgFmFCrBYlAT6fkY8z1/h0i8t9SjKYZkgRBog8HQGfDSli5sxm1GFcSxAWRAlzTcKniWaJlMaBQDPRiBDG+tTkSTdzeYJWg5XrW/gsvMAj0W21CK4zKC3iZTBGrDCMnZuezdgA9+wcqrIoQql6iBEF6ZdU9SQNjtuLycg/55FPJnUEGj2ysCC1vsUTxFZZPAwOAfcM2ds3yag6LzTIJFJwUBtTEmVi7Eh7JbczeUnRNTz1QnSsnESX9sssAbWRrNVyWoyCiSGGKUyYJKoZEGo/imZzGzma1W3jwSbIUXUUgUm+Pp7MIbu2ettqIR8oF8xGdULjYH6v1C4Kj42Li2V9/Uo2i7oK532MfH882UQiZiJC2GfC9yif6bxs+YyJMgUzhpneK7oviqYj3yGdTieet8xKEoT/ldTuxIyIunkwKwb+mTtDDbGmaiNJer4uibHzBfJlonNKJDaSGGTqpyKxtIdfF2sD6mPua9E9O4SWSa1tkplkmYWla1nNBjfTyAkjOpYeo7vd1JGjDumd0PDPg/bkqgCIubrzzjvLZK40xkmDBg0aNGi4cdAGTpUE2ePJHwJpoWJiYq57YEQpLygRL6XqkNNm6HmyXeh1wsdJToNBmiU5HYYMobNQKG2BHkSSmMPYLFukkOD1sURGqepDjFOxnTFONge5Q7sjuijlgkGv1gYRaFtoW7iGhPYTE+E0kROy0532hJyDeUqNUnuB6vqktSIWhqDndSEdDkwmEeGUX8wYOUooKrQhlMiWnIVL5ZQMOn4+q7/J4M04iWg+h5rtkNkEecbs2SYOyXuHYDGRSzbXlkgRULLnDfk+2R0uNxvgUPv70F/xDKQILYekfXG6FMEgUQQTpcege6f6yBocWYPl2Y70vB0Si3KNsxzEJFH9qMx8KTKS2AS7w+WVFFecw9MGyewaOeCTBo6eFblol8SECQaM2pZYF0qsTDdP756Rawd1evWzNAj9lA5y7lNFEjvJ+p7yQGi9oNbBEYhYkhkokREI8vE6v6yUYCNdag2bUfR9/twN6ndBr9eJelGRRoOakSUhEp3L5Uju94g0g7zJFMVbKyYzoXQsbbuTALP91F8Meu/Qew1VG9rAqZIgezz5Q6DBVVn6JkBjnDRo0KBBg4YbCW3gVIVQ3sFXIFC+OPJFIpTmME2EgSf3JYbH5XTCXsDzMMUyFiikBtM2UYJg8lyyRjP9FCUItkZHAnCzXNZodv7pHHfU4IWdzEskKJZFVxRfZd5G9gLG6JDWiSJ4bmvcEwDQLpEdT869Tqfi1rRwVoD8cIgRIe1IBHe2pnNvrss1WjQ75zPTS5n5Iu+WUWGfZR05DABo0iwJgFv7RC7FVGYI18LQrJfqknPsCK5xEeSgewYAAAp4xJZwDucCFNIBkUtxfqHb4RpwJxb21DgpivovRae55+a+o5pKMpjztcFKDGAEwN2mG9dlkY3hvN1krQYxPwSddA0H19sYLBYUutwMB+DWjpDWRmYcqCwi8ujaDqcCJZcxdqZQ5u2Vx0kfmS2i9iSncWo/0isV29xRg1Qv0sfQPeYc+Q0AUHiSORNbqzFfJ4VHwPZpr3Zb1lFkn14vmAURWcnbK+PHvaq2MHBDPkpT2izxJgBuvZKD1z/z2x0i0jW0NnPzD6dkrTzHo5GzmkYr63dFPDmxYmTPl1hBYhidTheKJed80kMRU0LsSjjXCAqWUKKq3K7wLsEU6s1qNoh0XsQO0nMNsfrWqdHxpXYnakQzXzDSOpGfV4mtUFUGMTb+4GZ2vZk06kNUP5cUDUjsEDHJxPzVr67+PgCAuEjWHg1rUo4/tWs6MaDkh0Vo3oD1hxrR6gwIGqo+tIHTDcSfyW+nMU4aNGjQoMETx48fx9tvv43ffvsNmZmZiIyMRHx8PLp3747Ro0cDALp3746LFy+Kc6Kjo9GgQQOMHTsWvXr1AgC4XC6sX78eW7duxdGjR5Gbm4s6deqgb9++GD9+PCwWi+q6H330Efbu3YuDBw8iPT0dAwcOxGuvveZVv7Vr12LatGk+6757927ExsaK7cLCQsybNw9fffUVsrOzUbduXYwePRojR4687naqLGgDpxuIvyK/nZVH1ZEWouQa0wwR0+Tk2ibSLxlMRrenE2dkgkVkHosOI+8nisgjXVJYvbqq84jlahQXjgbR7LohdmZCFsqPdRbzLOXcbZzYLJphZ+XzvE+ZbHaZlet2bKZ8cPpCNoO8zDOU02wxk+c0I5fqutXZ7JvyVMmO13lFNjfjxGeFjVswpmnfEXbvlEOrRhSbadbkLtmy87TexfNnJTaBnrMDNBun2a2siRCskTSjp1kw6Vw8jyUNhkvoPCiSTF2G8NXh146oxlgboqYKShywmlk984s448GvS/URPjq8PWV9ENUpJoK1c6ndiUzObAptEy+T8rJR2cFS7jrS+9D9lNodqBvLZuQKr/QVHu0pX58YFMqTR8+XmApiXTzLt0iRjDV5vqsSnvLBGMyeNz1L0pLJ+QZZ/dT6HuI3Qmux3GM6A4+yi4wEANgLWd92GTnzyJkoU6nbjZreMcrlSD5nwTVZmZGNGrGyee7HkFqMmdp34By7D852eEYDUv3O8lxqxGTmFHD9o0EddUpweHhrAWoGUuiNeP/L4RGs5zPYNUiXFszZFmKJ7ILxUTM7pXaX6Pfp/P2mbcqZR2wh5XYkx33yWKKcfBmc+bbZXX41arLLOLFTxA6Rvi6ngLu7h7L2PH4+Rxx7rZDV48yVQt4+6sg88mEjdpi0jMfOXwPgZrPq1nEPHiqCtLQ0jBkzBnFxcRgyZAhiY2ORnp6OX3/9FStWrBADJwBo0qQJxo4dC4DpbVNSUjB58mS89NJLGDFiBIqLizFt2jS0atUKw4cPR0xMDPbv348FCxbghx9+wIoVK1SR2suWLUNhYSFatGiBq1evllnXxx9/HHXq1FHt8/SZcjqdGD9+PA4dOoT77rsPN910E3bv3o2XX34ZeXl5mDhx4p9qo8qGNnD6myGbZlaUddIYJw0aNGjQQFiyZAnCwsLw2WefeZldUu43Qo0aNdC/f3+xPWDAAPTu3RvLly/HiBEjYDKZ8PHHH6N169bimKFDh6J27dpi8OSZJHjlypWIi4uDTqfDLbfcUmZdu3TpghYtWvj9fOvWrdi/fz9eeeUVDB48GAAwcuRIPP7441i0aBGGDBnildT3RkAbOP3NkE0zK5t1cnBGh6bdpEciLyZimsh7CR5RMOQAXprLWQOez06R1v8pIq/gIvcr4uwRzdLtDieyi3xrbYwh7JjguDh2bB7zpSHWqihfHTFHM3unwyUyq9OMk/JwuaDWYtCMiGZysms2sUu5hXYxM09uxmZBlMGetE3EMJy8lKvaFv5JBrUPVK3oYKHbOpt+jV+HR1cJ/YdaY3Ipk82siXWh+pfyulk8ZvhyhJuZ10OOoqNoSnp2pMmy8xl/dm6R8Cqi65OvEIG6hqcXEODtEUVlFxbbRBZ5+szhEX3G2ovPujkLRNv0jDxz1cVGMoazuJQdS4yS3aGOQioVru68TD3lDiN9CkUruushu49bqkcCcGuKQmqx/km5Fs9fyVUdHxZC0ZcOOCQ9ETFgtXlEqUI6H/5+GLguKYtreEKDWVlmC2PIwhu43ZGJYSJk/PQjO5b/QJpDGQNKPk6kwaP7JI8oh9Ml+gixKGbhls+ZJhM5ravb18G3Za8tRQEMRrV+iFgVYrpEH+G6JMEakc8XZyaDhLeZS+jfiNkqsXHG26j2/BK5FV2US4/c3cHrwMqMDDV7MbV0jKw7ovoSOxcapO77l6+xZxYX7Z1fzmzi761dzaYRAyZybOawNqhbzaCqy5/FuXPnEB8f79MhvKxBRmxsLBo2bCjMKc1ms2rQROjVqxcWLFiAU6dOqQZOtfn7UhEUFBQgKCgIBoN3tDalYLnrrrtU+/v27YuvvvoK27dvV+Wru1HQBk43EFarFefOMWq9vMyTxjhp0KBBgwZC7dq1sX//fpw4cQKNGzeu0Ll2ux2XL19GJF9G9ofMTBbUExUV9WerCQAYM2YMioqKYDKZ0LlzZzz33HMisS8A2Gw2GAwGmEzqpfwgnkrs0KFD2sDp/3fMnj0b06ZNqzTXcADQ8VmlLY/rfzyi5wCmaQKgykNHLBTNWh2c7TEGc0djzk4JvybKcC5F7pm51iWvyAYuTRK6J8prRzm2iGkS0X98dmYxqmeoNHsPVoxCM0SsBGWoJy0BaTBof3Q4e9mIeQji7AfNvAuK7YLRCuLsT8kVFp0UzKPPKDIr2KKOeCMWxiQildhxJZmZKLnGmKawGvUBeESYuUgfwxknC2mM1O1Is/ZozqiZPGZmsu+UhbRqUu43YsLoeCPIp4qVFRkWJJykZQdr2S+H7o0gs23EDBgNVkTyyDzZoZna0SD55whdjbgPt6eRrD+JDLPwz6SoOn4f7nrx9gtnrIDJUCr2C1dpfg4xEKT9I7bQlscYJuqf0dE1VccTS1Rqc4jnSuwf9Y2STLVGkED6pQjyXKMoRTu7lr2wQGj/7LweOnl2TrknuX+Tq4S9V4IxkQLJ9DodjJIDvV4wR2rfITrXIdgZdZ8juBTFK4izrFx14jjJJ8vzGjYp55+bJeTH2l2qc4SnFi+zlDOSRv5d4lIUcT13DkUqw6C+N95ETgexWeq/ot/qdV5+TSL6kDvJO20SU+9xLuBmu6jf9OjRQ24mFbZv3+5z/7hx4zBhwgQMGDAASUlJaNOmDTp06IDk5GSvAYjD4UB2NotWzcjIwNKlS5GZmanSQfnCsmXLEBoaWq7ULr5gtVoxaNAgJCcnIzQ0FIcOHcLy5csxfPhwrFu3DrW4HrBBgwZwOp04cOAA2rZtK87/+eefRZ2rArSB0w0GLd1NmTKlXKyTxjhp0KBBgwZCp06dsGbNGixduhS7d+/G/v37sWzZMkRHR2PWrFmqAdnu3bvRoUMHsW0wGNC/f38888wzfstfsmQJvv/+e7z44osVThhM6Nu3L/r27Su2e/bsic6dO2PUqFFYvHgxZs6cCQC4++678fbbb+P555/HCy+8gJtuugl79uzBRx99BAAVjkL/q6ANnKoIaNnuelknYposkayD04zZls+0J156JZNRMEomToeSk3jumfMA3LNdymlHn5sjWPSdOSxMdVyI1YSabBec2WwGT07mkK5vy2UzaooCDK+uzvNFOqDiUrvHPvVnTkk7ZJKigoi1KpGykAdbjN4eRTwCiryiSE9BUUO0LecApNmvJTxcsAVmXoaI6pLYIFkzYpRYI4JnTjFicAyyA7OkzRCOzjSjd7A66IwmUQe3abJ6Jixc1L3qp64/gTyNjAa9l/7J5dKpzqGy5GhAejYip5lLAbhmhZgnk8G3HsXs4SvErqH3+TngjupTXQdufzFiC6lvO/x8UXu2t93hh5HhPlnUN4Krs8hGWz57R41B3L+HWBB+vLOkBA5id3kEErHBBquVn0OsL8+hWMz1fxJLR9s2u1NEWBL7R++TO0KTa5wkusoksZf0zjicitDnyP0wRMrtFyz5Nwn/JH4+1clsdCKa6wWJKY4O9x3VlycxtSbBgKqZ0BCrSTBOBKpHkEX9EygzdcRIl/D6k14u2GoU3wExoeq8mu6IPa695O81lRUp6TeJ6fXHKJUHSUlJWLhwIWw2G44dO4Zt27Zh+fLleOKJJ7B+/XrEx8cDAFq2bIknn3wSOp0OVqsVjRo1CjgY2rx5M+bNm4fBgwdXuh1A27Zt0bJlS/zwww9iX2xsLBYvXoypU6di3LhxAIDQ0FDMmDEDzz77LIKDvbVlNwLawKmKwHPZLhA0xkmDBg0aNPiC2WxGUlISkpKSUL9+fUybNg2pqamYPHkyAKZR8hR3B8KePXswdepUdO3aFS+//PJfUt+aNWvi9OnTqn233nortm3bhhMnTqCoqAiJiYliic5TD3UjoQ2cqhAqwzl8Htc6bF/95XWXRRTv9u3bKnxur05NqBSprMCzqjYVqtefn6H5K8sSUh8AwAkzVK/OPHZaNv3z9eJEg1/QNcpb3p+BXFakx2dtkxpcV1meuLlhxWaEFbnHxJtDKq0sL9Rk0UcxLVpWqKyAd8ufq1cfi67m83DybKp9eze/RU5c+p7PelGZ5eimuLlhnM96XQ+qalmVXZ6vsm5vVzFB9l9RL19o3rw5gD+nC/r1118xefJkNG/eHPPmzYPR+NcMFc6fP+9TcG4wGNCkSROx/f333wNAuQd9fzW8s4dq0KBBgwYNGv4R2Lt3r1fCZgDYtYulu2rYsKHXZ4Fw6tQpPPTQQ6hduzbeeecdWGl5+DpAgnS5focPH8Ztt91W5rnLli1DQkJClRk4aYyTBg0aNGjQ8A/FrFmzUFxcjF69eqFhw4aw2+1IS0vDli1bULt2bQwaNKjcZRUUFGD8+PHIy8vD+PHjsXPnTtXn9erVUxld7tixA8eOHQPArA2OHz+ORYsWAWApXhITEwEAw4cPR5MmTdC8eXOEhYXhyJEj+Pzzz1GrVi0vN/BRo0ahVatWuOmmm3D16lV88sknKCoqwpIlS6DXVw2uRxs4adCgQYMGDf9QTJ06Fampqdi1axdSUlJgt9sRFxeHkSNHYtKkSRWKhMvJyUF6ejoA4I033vD6fODAgaqB09atW7Fu3TqxfeTIERw5cgQA0y/RwKlPnz7YtWsX9uzZg5KSEsTGxmLIkCGYPHkyqlVTL103a9YMqampuHLlCkJDQ9GxY0c8+eSTqFu3LqoKtIGTBg0aNGjQ8A9Fly5dyuWvtGPHjjKPqVOnjnARLw9ee+01n0l9ZUyZMqXMwCfCtGnT/CYEriqoGryXBg0aNGjQoEHDPwDawEmDBg0aNGjQoKGc0AZOGjRo0KBBgwYN5YRO8RXHqEGDBg0aNGjQoMELGuOkQYMGDRo0aNBQTmgDJw0aNGjQoEGDhnJCGzhp0KBBgwYNGjSUE9rASYMGDRo0aNCgoZzQBk4aNGjQoEGDBg3lhDZw0qBBgwYNGjRoKCe0gZMGDRo0aNCgQUM5oQ2cNGjQUCG4XC4UFBTc6Gpo0CCwf/9+OByOv+VaJSUl2L59OzIzM/+W62moetAMMP/ByM7Oxvbt23H48GFcuXIFpaWlCA4ORv369dGpUyd06NChUq/3zTffYOvWrZg9e3bA40pKSnD+/HlERUV5Zb4mnD9/Hr/88gsGDBgQsJwdO3YgPz8f7dq1Q4MGDQAAu3btwoYNG1BQUIAWLVpg9OjRiIiIKNc9ZGVlIS8vDzfddBP0er3Yt337duTn56N58+ZITk4uV1kyrly5gh9//BG5ubmIjo5GcnIyYmJi/lRZvnDixAkcOXIkYJv5wsGDB/H9998jNzcXUVFRuO2229CkSZOA5xw/fhzZ2dmqPrR7924sXrwYBw8ehMPhgMViQfv27fHUU0+hcePGZdbj/PnzOHXqFKKiotCiRQvR/vJ1v/76a0yePPlvK+vgwYPIy8tDUlKSyCR//PhxbN68Gfn5+WjRogX69esHo/HP50TPyMjAww8/jGnTpqFdu3blOic/Px87d+7EkSNHkJGRgdLSUlgsFlSvXh1NmjRB165dRX0rA2X1r3feeQedO3dGs2bNKu2a5UV6ejouXLiAW2+91efniYmJiIiIwJ133ol+/fqhbdu2f1ldLl68iJ49e+Ltt99G9+7dyzz+6tWrWL9+PfLz89GhQwfxTq1evRobN24U32OTJk1CvXr1/rJ6a6g8aAOnfyiWLl2KRYsWoaSkROzT6XSgx6nT6ZCYmIg5c+YgPj6+Uq65ePFizJ8/H0ePHvV7zMKFC/Huu+/CZrMBANq2bYsZM2Z4/bBu2LABzz77rN+ysrOzMWLECJw7dw6KosBoNOKNN95AYWEhpk+fjtjYWNhsNuTm5qJu3br49NNPERkZ6bdeDocDzz33HDZt2gQAqF27NhYvXoyioiKMHTsWRUVFAFi7de/eHQsWLPD5YwwAL730Eu699160aNFC7HvjjTfwwQcfqGa9ZrMZjz32GCZMmOC3XhVBWe0/YcIEPPjgg2Lg53A4MHXqVGzZsgWer7lOp8OwYcPw0ksv+b3W/fffj7i4ODFI3rJlC5566ilERkaiW7duiImJwZUrV7Bjxw44nU6sWrXK7w+qy+XC888/j/Xr14t9devWxYwZM3Dbbbepji2rX1RmWUVFRZgwYQLS0tKgKArCwsKwePFiFBQU4JFHHhHX0+l0aNGiBVasWAGr1eqzrJycHJ/7Cenp6Rg4cCDmzJkj6hmovy5btgyLFi1CUVER9Ho9IiMjYbFYUFpaipycHLhcLgQFBWHSpEl46KGHAl67vCirfyUmJkKn0+Gmm27CPffcg379+qFu3bqVcu3KqFutWrVw+fJlAECtWrVw99134+677y7XoN4Ts2bNCvh5YWEh1q1bh65du6JOnToAgH//+98+j7148SKGDBmC7OxsAOzd+/e//42ioiIsXLgQTZo0QWlpKU6cOIHw8HB8/vnniIuLq1B9NdwAKBr+cfjoo4+UhIQE5bHHHlNSU1OVnTt3KnPnzlXatGmjrF+/Xjl9+rSyatUqpVu3bkq7du2U8+fPV8p1Fy1apCQmJvr9fNOmTUpCQoJy//33KytXrlTefPNNpWPHjkqLFi2UDRs2qI794osvApb1yiuvKG3atFG++uor5bffflOGDRumdO3aVRk4cKCSlpYmjktNTVWaNWumvPbaawHr/uGHHyqJiYnKf/7zH+W9995TOnXqpAwePFgZPny4smTJEuX06dPK0aNHlZkzZyqJiYnKhx9+6LeshIQE1f18+OGHSkJCgjJ+/Hjlu+++U06ePKns2LFDGT58uJKYmKh89dVXAetWXpTV/nK95s2bpyQkJCgzZsxQ/vjjD6W4uFg5fvy48uSTTyqJiYnKJ5984resdu3aKStWrBDbPXr0UIYOHaoUFhaqjsvKylLuuOMOZezYsX7Lov46bdo0ZceOHUpKSorSt29fJTExUVmyZInq2LL6RWWWtWDBAqVFixbK+++/r6Smpip9+vRR+vTpowwaNEjZuHGjUlpaquTn5yvvvfeekpiYqCxcuNBvWYmJiWX+S0hIUG37w8qVK5WEhATlmWeeUfbv36/YbDbV5zabTfnll1+UZ555RklMTFQ9p+tBefrXuHHjlN69e4t7GTp0qLJq1SolKyurUupwPXXbsGGDkp6erixdulS55557RB379eunvPvuu0p6enq5rkXnJSQk+P3n+Xmgej333HNKp06dlEOHDinZ2dnKww8/rLRv314ZOHCgcu7cOXHcr7/+qrRq1UqZMWNG+RtFww3Dn+eeNdwwrFy5Ej179sT8+fPFvttvvx116tTBrFmz8O233+K+++5Dnz59cO+992L+/Pl4/fXXfZbVo0ePcl+3LF3Lhx9+iPbt22P58uVi37hx4/D0009j6tSpyMjIwPjx48t1rV27dmHo0KHo3bs3AOCZZ57BqFGjMHToUNxyyy3iuDvuuAM7d+7EN998g2effdZveZ9//jn69+8vZoZ169bFY489hhEjRuDhhx8Wx82YMQNnzpzBF198gTFjxpSrrsuXL8ett96KZcuWiX2NGjXCbbfdhoEDB2LFihXiPmRMmzatXNcA2PJRRfDpp5+iR48emDlzptjXuHFjvPXWW7h8+TJSUlIwZMgQn+eWlJQgKCgIAFBcXIwLFy5gypQpCA4OVh0XHR2N4cOH43//+5/fenzyySfo3bs3Xn31VbFv4MCBmDlzJt566y1cuXIFL7zwQrnuqTLL2rx5MwYPHoyxY8cCAEJCQvDggw9iwoQJuPvuuwEw1nDcuHE4cOAAUlNT8eijj/osS1EUBAcHY8iQIQgLC/P6PDc3FytXrkSfPn3QsGHDgPVauXIlBgwYgNdee83n5yaTCa1bt0br1q2h1+uxatUqjB492uexld2/BgwYgH79+uHgwYPYsGEDUlNT8Z///AezZ89Gx44d0a9fP/Ts2VP0nUBYuHBhuev2008/leu4mjVrYsKECZgwYQJOnjyJDRs24Msvv8TcuXPx5ptvok2bNrjnnntwxx13+F3m7NChAw4cOICHHnoI48ePh9lsVn1+4cIFsVRX1vfnjz/+iKFDhwo29tFHH8WQIUPw8MMPq9i6pKQkDBw4ELt27SrXfWq4sdAGTv9AnD9/3uePeufOnfHiiy/i2LFjuOWWWxAdHY0hQ4Zg9erVfstKT09HjRo1kJCQUOZ1z549i7y8PL+f//HHH5gyZYpqX0REBN59913MnDkTc+fORWZmZsABjme9GjVqJLbr168PAGjatKnXsc2bNxdLcP5w7tw5jBw5UmzTMpsvHVjnzp2xYMGCMusIsEHFpUuXfOpojEYj+vXrh3feecfv+evWrYPRaITJZCrzWhURvxYVFSEzMxN33HGHz8979+6tGnjLaNCgAQ4cOIDBgwfDarUiODjY78C5oKAgoP7n7NmzGDFihGqfyWTCf/7zH9x000144403kJ2djTlz5pR5X5VZ1qVLl1RaL1rS8RyYE9q2bYtvv/3Wb1mrVq3CrFmzsGHDBjzxxBMYNmwYdDqd+PzixYtYuXIl7rrrrjJ/bNPT0/Hggw+WWX+q15YtW/x+/lf1r6SkJCQlJWH69On4/vvvsXHjRmzbtg3ffvstgoKC0KNHD/Tr1w+33367338cAHMAADtnSURBVDIWLlyokheUBc/2LA/i4+Px1FNP4amnnsLPP/+MjRs34quvvsKMGTPwn//8BwcPHvR53gcffICtW7fiv//9Lz799FP861//Qp8+ff5UPTIyMsRyHsAkAgBU322EhIQEfPrpp+UuW8ONgzZw+gciOjoaZ8+e9dp/9uxZ6HQ61WwvNjY2IFPUqFEjhIWFYcmSJWVel3QG/mA0GuF0Or3263Q6vPjii4iJicHChQuRnZ1dpgA7JCQEhYWFYttgMACA1+wPgNBABYLBYIDL5RLbFosFAHyyAyEhIT7vwxeMRiMMBoNfvUpERATsdrvf82vVqoWbb74ZS5cuLfNaixYtKnNAR1/qFosFJpPJiyEiWCyWgD9YQ4cOxauvvopu3bqhR48eGD16NBYsWICmTZuqtF0//PADli9fjo4dO/otK9Cg68EHH0R0dDRmzJiBhx56CL169Qp4f5VZlsViEVo8AGJw4YstMZlMAX8w27Zti3Xr1mHNmjWYN28eVq9ejenTp/+pAI06depgz549ftlAT+zevVv1wyyjsvuXDL1ej86dO6Nz584oLS3F9u3bsXHjRqSmpmLTpk0B9ZAxMTFo2rSpXzbcEx988AHefffdCtXNE23bthV6y++++w5ffvllwON79+6Nrl27YunSpZg2bRpWrlyJ559/vsLC+PDwcNVkU6/Xw2w2i+8fTxQXF/vV0GmoWtAGTv9A9O7dG6tXr0bjxo3Rt29fmEwmHDhwAC+//DJq1aqlYo/OnTuHGjVq+C2rRYsW2Lx5M5xOpxic/Fk0atQI+/bt87tsMHnyZERFReGVV17B7t27A5ZVr149/PHHH2I7KioKu3fv9hk998cff6BWrVoBy6tVqxYuXrwotkNDQ/Hmm2/6ZNrOnz9fZjTcBx98IFgus9mM06dP+zzuwoULiI6O9ltOUlIS9u3bF/BahPLMdN944w0Vw3X8+HH07NnT67hz5875jXgEgBEjRuDgwYN49NFH0bJlS7Ro0QIOhwNDhw5FnTp1EBMTg4yMDKSnp6NatWqYOnWq37ISEhKwZ88ejBs3zufngwYNQnh4OJ5++mkcOHAg4P1VZlm1a9dWTUDCw8ORkpLikw04e/YsYmNjA5an0+kwYsQI9O3bF/PmzcODDz6I22+/Hc8991yF3q2xY8dixowZmDRpEkaOHIlmzZqp+lB2djYOHTqEjz/+GDt37lQtxcqo7P4VCBaLBX379kXfvn2Rm5uL1NTUgMcnJSXh0KFDiIqKKrPs8iz9lQdGoxHdunVDt27dyjzWbDZj8uTJGDRoEF577TUMGTIE/fv3x7Bhw8p9vYYNG6qWQCMjI/0yXb///rtgpDRUbWg+Tv9ATJkyBU2bNsW0adPQqlUrJCUl4b777kN2djZef/111RfggQMHAi4N3HXXXejTp4+I+giE7t27q7QlMrp27Ypdu3YhPT3d7zH33Xcf5s6di9zc3DKvJdepWrVqXksOJSUl2Lx5c5nhxy1atMDPP/8stk0mE/r27etzULNt2za0bNnSb1lxcXHIycnBiRMncOLECURFReGXX37xOs7lcuGrr77yubxISE5ORnBwcMA2IyQmJga0Irj11ltRp04dREZGIjIyEq1atfJZrs1mw5dffqlijmTodDq89tprePPNNwGw0OmcnBwoioLz58/jwIEDsNlsGD16NNavXx+Q9ejevTu+//57nDp1yu8xPXv2xLJly8ocYFRmWW3btsXhw4fFtsFgQMuWLREaGqo6zuFw4KuvvkKbNm0ClkeIiIjAiy++iM8//xz5+fm46667MG/evHIPTIYMGYKXXnoJ+/fvx0MPPYROnTqhefPmuOWWW9C8eXN06tQJDz30ENLS0jBjxoyAzFRl9q+KICIioswBRlJSEq5evYpLly6VWV5cXFzAd3zy5Mnlkhv8GcTFxWH+/Pl4//33cejQIYwePbrcz/Kee+4pF4uUl5eHzZs3/2krFA1/LzQ7gn8o6Ef5l19+gc1mQ8OGDXH33XcHZBH+auTk5ODAgQO4+eaby5w5HTx4EKdOncLAgQOv65rFxcU4e/YsatSoEXDmWlpaipKSkjL9nq5du4YNGzagTZs2aN68+XXVLTc3Fzt27EDjxo1viPeNPxQUFODIkSOIi4sLOOCRzzl//jwKCwthtVpRvXp1VK9evVznkq9XtWrVymQXLl26hAsXLvj1OqrMssqL/Px87Nu3DwkJCX8q/H7z5s2YM2cO0tPTyyUoJpSWlmLv3r04evQorl69ipKSElitVsTGxqJJkyZo3769zyWfvwo//vgjGjVqVKneZP80OJ1OrFu3DpcvX8Zdd90lvOUqo9yioiJYrdZy6dE03FhoAycNGjRo0KBBg4ZyQtM4afhLYLfbcebMGWRkZIiZcvXq1VG/fv3rnlEpioKioiKEhIRUUm0rDy6XCxcvXoTD4UC9evWuWzfmcDjgcrl8iuIritzcXCxatAiDBw/GzTfffN3lVUXYbDYUFBQE1JWVB5XxHHNzc1FSUoKQkBCv5b//iygoKMDatWvRrVu3v80Y0xPbtm3DunXrYLVacf/99yMpKQnnz5/HW2+9hbS0NDgcDjRr1gwPPfRQmcuuRUVF+P7772G1WtGxY0dhhvvdd98hLS0NTqcTTZs2Rc+ePa/LUf7MmTPIz89HfHx8pem4NPz10AZO/0A0b94cnTt3xj333IPu3bv/bZEYixcvxoIFC3DkyBG/x5w7dw7z58/H9u3bhau5oihCE2C1WtG9e3c89thjwmLAFw4ePIh69eqpotWOHTuGN954A/v27YPdbofFYkHnzp3x1FNPlemNQ/jhhx/wxx9/ICoqCl26dPH5g3bgwAGkpKT4TS3jcrnw2muvYd26dbBYLJg4cSJGjRqF7du3Y+bMmcjIyADAovMeeuihMp2dP/zwQ/GF/+CDD6Jnz544ePAgXnnlFRw6dAgulwuNGjXCpEmTcNddd5XrPn2hoKAAK1asQHJycrkGTidPnsTSpUtFapO77roLAwYM8NJ3lOXQXRGUp4/t3r0bH374oUhhMWnSJDgcDkybNg1ff/01FEVBrVq1MG3atICRdZX9HG02Gz799FMRTebp6h8dHY2OHTvigQceKNeybWWn6aiMfl8WcnNzMXv2bNSpU6dCA6edO3di06ZNPlNHdezYEcOHD0fNmjUDlrFr1y5MnjwZwcHBCA4Oxo4dO7B8+XI8+uijsNvtaNOmDRwOB3766Sfs2bMHH3zwgd/0Lenp6RgxYgSuXLkCgGmxli9fjueeew5fffWVOE6n0+Hmm2/GihUrArrAf/rpp/jggw+Ql5eHjh07YsaMGbDZbJg0aRJ+++03AOx78cknn8T9999f7nbTcOOgLdX9A5GYmCj+HxwcjF69eqFfv36qmdFfgbLSHhw5cgSjR4+GwWDAnXfeiaSkJMTGxopUEVevXsWvv/6Kr776Ci6XCytWrPArnG7SpAlef/119OvXDwBw6NAhjBo1CgAz7axZsybOnz+PHTt2ICQkBJ999lnAL2ubzYYJEybgxx9/FGH4YWFheOaZZ7xErGUNBFauXIlXXnkFt956K6pVq4Zt27bh3//+N/7zn/+gdevW6N69OxwOBzZv3oyjR49i5syZfgW8X3zxBZ599lnUq1cPUVFROHz4MObPn49nnnkGsbGx6NKlCxwOB7755htcuXIFCxYs8BklB0C0lT84HA6cPn0acXFxCAkJgU6nw4YNG3wee+bMGQwcOBBOpxPx8fHIysrClStX0Lp1a/zvf/9TRZhV9sApUB9LS0vDqFGjEB0djaioKJw8eRLDhg2D3W7HwYMH0b17dxQXF2Pr1q24evUqVq5cidatW/ssqzKf47Vr1zB27FgcO3YMwcHBsFqtyM7OhslkQrdu3ZCRkYHDhw/D5XLhiSeeCDgIq8w0HZXZ7ydOnOi3zgDTZP3www9o0aIFYmJioNPpsHjxYr/HFxcX47HHHsOePXtU1hhGoxFNmzZFeno6rl69iqCgIMycOTNg/x49ejQKCgqwcuVKhIaG4uWXX8ZXX32F2NhYrFixQmgbL1++jOHDh6NBgwb44IMPfJb1/PPPIzU1Fc8//zyqVauGuXPnokaNGvj555/x4osvin6xceNGvP766xg8eDBefvlln2V98803mDRpEhITE1GzZk1899136NWrF1wuFwoLC3HHHXegpKQE69evx9GjR7F48WJ07do1YDtrqAL4273KNVw3EhISlJSUFOWLL75QHnzwQaVZs2ZKYmKi0rFjR2XWrFnKr7/+Wu6yfvzxx3L/mz59esD0AqNHj1buvvvuMtMvZGVlKXfffbcyZsyYgPfomT5k9OjRSvv27ZWzZ8+qjjt69KjSqlUr5dlnnw14zUWLFilNmjRRFi5cqBw/flzZvXu38sADDyiJiYnKjBkzFKfTKY4tK1VHv379lEcffVRsf/TRR0qzZs2UyZMnq45zOp3KsGHDlHvuucdvWYMHD1ZGjRqlOBwORVEUZeHChUqrVq2UUaNGKXa7XRxXUFCg9OnTRxk2bJjfshISEpRbbrlFGTVqlM9/Q4cOVRISEpS7775b7POHJ554QunUqZNy5swZsW/9+vVKmzZtlG7duimnTp0S+8tqr8rsY+PHj1cGDBigFBcXK4qiKG+88YbSvHlzZdSoUarUJLm5ucrtt9+uPPLII37LqsznOH36dKVVq1bKN998I/adOnVK6d+/vzJ16lRRpxdeeKHMNDyVmaajMvt9QkKC0rJlS6Vbt24+/3Xp0kVJTExUOnTooHTr1k3p3r2737IURVFmz56tNGvWTFm1apWSnZ2tFBcXK99++63SrVs3Zc6cOYqiKMrvv/+uPPTQQ0qTJk2UH3/80W9Z7dq1U6VJOnXqlJKQkKCsXbvW69glS5YorVu39ltWt27dlDfeeENs79u3T0lISPCZcmfGjBnKbbfd5res++67Txk1apTicrkURVGUDz74QGnSpIny8MMPq46z2+1Knz59lHHjxvktS0PVgTZw+gdCHlRkZWUpK1euVIYNGyZyJ/Xu3VtZsGCBcvr06TLLKk+eLc9cW/7QqlUrZfXq1eW6h9WrVyutWrUq1z06HA6ladOmytKlS30e+8orrwT88lIURbn77ruV6dOne+1fvHixkpiYqEyaNEkpLS1VFKXsH5BWrVopKSkpYvvixYtKQkKCsmXLFq9jV65cqbRo0cJvWW3btlW12blz55SEhARl48aNXse+9957Adts0aJFSqtWrZQHHnhAOXHihNfn58+fVxISEpRt27b5LYPQtWtXZfHixV77T548qfTo0UNJTk4WA/Ty/OBWVh/r1KmT8v7774tt+oH8/PPPvY6dN2+e0rFjR79lVeZzbN++vfLmm2967f/pp5+UxMRE5dKlS2LfuHHjAg6Au3fvrvzvf/8T2wcPHlQSEhKUDz74wOvYl19+OeAApTL7/fPPP680a9ZMef7555XMzEyvzyvSvxRFUW677TZl1qxZXvt37typNGvWTFzD5XIpQ4YMCZgPsW3btsqaNWvE9oULF5SEhASfA9RVq1YFHDglJSUpn376qdi+fPmykpCQoGzfvt3r2JSUlID9Ijk5WZVLkN7v9evXex27aNEipV27dn7L0lB1oGmc/g8gOjoao0aNwqhRo3D+/Hls3LgRmzZtwsKFC/H222+jWbNm+Oyzz3yeGxwcjISEBDzwwANlXmfr1q3YvHmz38+tVmuZWeIJ165dK7c2q6SkRCwZ+cLNN9+Mjz76KGAZFy5c8JmmZuLEiahXrx6effZZjB07tlwO6iEhISguLhbb9H9PF2rPugcSBhsMBtUyBf3f15KrwWAIKBKfNGmSMOsbOHAghgwZgieeeELoLypicJiTk+PT2qJRo0ZYs2YNHnzwQdx///0BneQJldnH8vLyVDnGyJLAlwFqXFxcQL+wynyOhYWFPnU4NWrUgKIouHjxoqhjz549A7plV2aajsrs97NmzcKwYcPwyiuv4I477sDEiRNx//33i2CPihpoXrt2zec7HR8fD4fDgTNnzoglv379+gXMh9iwYUPs3LlTLD9+88034q+cJ3Lr1q246aab/JZVs2ZNlTEqmduePHkS3bt3Vx37+++/BzQYpsAYAvUhX1Ye1apVU2VL0FB1oQ2c/o+hbt26eOSRR/DII4/g6NGj2LBhQ8AfoubNmyMjI8NvTjNPeDp5+wIZD958880BRblbt27F+++/j759+wYs79ChQ8KnJiQkBNeuXfN5XFZWVplRSxEREX5NPvv27YuIiAhMnjwZ9913H+65556AZdFAdNCgQQgLC8Py5cthNBqxZcsW9OrVS0TH5Obm4pNPPvE74ANYfrRNmzZh2LBhMBqNWLduHXQ6Hb7++mtV+zgcDnzxxRcBBfUA+6F+66238NNPP2HWrFno3bs3HnnkEaEPKy9q167tN+lrtWrVsGrVKjz88MOYNGkSunTpErCsyuxj0dHRyMzMFNsmkwmdO3f26emUnZ3tN5ErULnPMT4+Htu2bfPKo7dt2zbodDrVQKgsl/7KTNNRmf0eYEaya9aswfr16zF37lykpKTg2Wef9au7C4S6deti7969Xlqrffv2QafTqXR0RqNRlTJJxv3334+nnnoKQ4cORXR0NHbv3o0OHTogKCgIkyZNQvfu3eFyubB582b8+OOPItm3L/To0QOrV69GXFwcYmJihKYvLS0N27Ztw+233w6Xy4UtW7YgJSUlYLtVq1ZNBBkAbHI5bNgwn4PsK1euBBSZa6g60AZO/4fRpEkTNGnSJGA6jKSkJLz33nteM3lfUNjSrt/Pp06dit9//x2PPfYYqlWrhmbNmiE2NhZmsxk2mw1Xr17F4cOHkZWVhZYtWwasF8CizT788EOxvWvXLgwaNMjruP379wecQQKsLb755hs8/PDDPj/v1KkTli9fjocffhhvvfVWwLIee+wxjBgxAp06dYLFYkFBQQHuu+8+1K1bF71790b79u3hcrmwZ88e5Obm4sUXX/Rb1sSJEzF+/Hj06NED4eHhOHnyJO68807Ur18fAwcOFF/SX3/9Nc6cOYO5c+cGrBvh1ltvxbp16/Dxxx9j/vz5+PjjjzFmzJhyswLt2rVDamoqnn32WZ/h1qGhofjggw/wxBNPYMeOHQHLrcw+1qRJExGJRPVYtmyZz2N//fXXgNGWlfkcx48fj6effhpjxoxBnz59YLVakZaWhnXr1qF79+6qH8pff/3VJ3tEqMw0HZXZ7z0xYMAA9OrVCwsXLsSTTz6JNm3a+E215A8jR47ErFmzYLVaVW327rvvonXr1qpowaNHjwZ8x/v27YusrCysWrUKly5dQu/evfHvf/8bVqsVjz/+OGbMmAGADUIHDx7sNcD1xCOPPIIff/xRCL6DgoIwb948REVF4f7774fNZoOiKHC5XKhWrRoef/xxv2U1a9ZMlfonKCjIr5D8559//svczzVUMm7cKqGGP4tRo0Yp33//faWUlZGRoezbt08pLCyslPJcLpeyadMm5YknnlB69+6ttGrVSmnSpInSqlUrpXfv3srjjz+ubNq0SSVK9YV9+/Z5/UtLS/M6LisrSxkzZoyycuXKgOV9/vnnSkJCgrJ///6Ax508eVK5/fbbA2o9FEVRDh06pPz73/9WpkyZonz88cfift555x2la9euSvPmzZW7775bpUXzh23btinjxo1Thg4dqsydO1cpLi5WHA6HMmPGDKVZs2ZKQkKCcuutt/rUHJUH165dU1544QWlSZMmSmJiYrk0KAcPHlQee+yxMtvL6XQqs2bNCig0r8w+9tNPPymffPJJmcdlZWUpAwcOLFNzV5nPcfXq1cqtt96qJCQkCK3WlClTlPz8fNVx77zzjrJz506/5XzyySfKSy+9VOb1cnNzlVatWimvvvqq32Mqu9/7wh9//KGMHz9e3HN5NU6Koiivv/66CG4hjdvQoUOVK1euqI6bNWuWT6F3eXHu3Dll//79ZQauEFwul5KWlqZ8++23SnZ2tqqcefPmKTNmzFDef/995dq1awHL+f333wM+a0JWVpby6KOPKps2bSpX/TTcWGh2BBr+v4CiKCguLobJZCrTgLOwsBA5OTlVIuGm3W5HTk4OYmJirttq4uzZs7hy5QpuvvnmciVW1VBx2O12/P7777DZbLjpppv+0nYuT5qOv7Pf//DDD7h8+TI6dOhQpu+SJ65evSpyHzZo0CBgbkcNGqoCtIGTBg0aNGj4P4Nz587h0KFDImsBmWm2bt36Tzm4FxUVeWVACA4O/gtqruGfAk3j9A/G6dOn8dVXX+HIkSPIyMhAaWkpLBYLqlevjqZNm6J3797ldtSuzLL8IT09Hf3798ecOXNw++23l+ucgwcPIi8vD0lJSUIfc/z4cWzevBn5+flo0aIF+vXrd11pD65cuYLc3FxER0eXK0nyO++8g86dO1dq4l5FUWC321VRczabDT/99BPy8/PRrFmzcrsxUyLcqKgov/dz/vx5/PLLLxgwYMB11/3nn3/G3r17MXny5IDHVdX+mp2dje3bt/t1ru7YsWO5ygEq9zkClT8IkJGdnY0XXngBDz30EJKSkq67PMKJEydw5MiRcvWvY8eOwWKxqBLmnjp1Cvv374fT6USTJk3KVbeff/4Zs2fP9nKdV3jmAqvVisGDB2PKlCllDnxyc3Px/vvvIzU1FefOnfP6vG7duujTpw8eeOCBcrGKf8f3mIa/Dxrj9A+E0+nErFmzkJKSApfLhZo1a3o5dF++fBl6vR5DhgzBCy+84DeKpzLLOnz4cMB6Z2RkYNKkSXjuuedEugN/g4+ioiJMmDABaWlpUBQFYWFhWLx4MQoKCvDII48AYCkzdDodWrRogRUrVgSMLtq8eTNuueUWVdj6rl278N///leEGwPMlf35559H27Zt/ZaVmJgInU6Hm266Cffccw/69et3Xbm53nrrLaxcuRIlJSW45ZZb8Oabb6K4uBhjx47F5cuXoSgK9Ho9Ro0ahenTpwcsa+HChXj33XdFSH3btm0xY8YMNG7cWHXc3+n2XVX7KwAsXboUixYtUqVH0el0QqCu0+mQmJiIOXPmBIyqAyr3OVbmICAQLl68iB49emDRokVeofbXg7L6BMAsL8aNGyeO6dWrF+bNm4c5c+bgww8/FFF0Op0OnTp1wttvv+0zshBgkXjjx49HbGysSEP1yy+/4NChQ3jqqacQGhqKPXv2YNu2bUhMTMTKlSv9ttv58+cxZswYZGRkoH379j4zIBw8eBB79+5FbGwsVq5c6ff9r+zvMQ1VBH+7qkrDdWP+/PlKkyZNlLfeestLREm4cuWK8tZbbylNmjRR5s+f/7eUVZlGhwsWLFBatGihvP/++0pqaqrSp08fpU+fPsqgQYOUjRs3KqWlpUp+fr7y3nvvKYmJiT5dfT2RmJioEvju3r1badKkidKpUyfljTfeUFavXq289tprSrt27ZQWLVooR44cCXif48aNU3r37i3uY+jQocqqVavKLT4lrFu3TklISFAefvhhZebMmUqrVq2UsWPHKmPHjlVmzJih7N69W9m2bZvy8MMPK4mJicq6dev8lrVp0yYlISFBuf/++5WVK1cqb775ptKxY0elRYsWXuLmsswOK4JFixYFLKuq9tePPvpISUhIUB577DElNTVV2blzpzJ37lylTZs2yvr165XTp08rq1atUrp166a0a9dOOX/+vN+yKvM57t27V2nWrJnStWtXZebMmcrrr7+uDBs2TGnWrJny3nvvKSkpKcrjjz+uNG3aVBk0aFBA0f0tt9wS8F+rVq2EI/gtt9wS0BiyIiirTyiK2zl8/vz5ykcffaTcfvvtynPPPac0a9ZMWbBggXLkyBHl119/VV555RUlISFBuIn7wogRI1SO8oRZs2YpvXv3Fs7dv/zyi9KyZUufZqWESZMmKV27dlW54/vCqVOnlK5duyqTJk3ye0xlf49pqBrQGKd/ILp164aePXvi+eefL/PYWbNmYfv27cIQ7q8sq0WLFjCZTHjggQd8zsCys7MxZ84cjBo1SjBNAwcO9FlW37590b59e7zwwgsAWGLXBx98EBMmTMDTTz+tOvbxxx/H6dOnsXHjRr91J9aA8l0NHjwY2dnZWLdunchjBbBlu/79+6Ndu3Z+zR09yzp48CA2bNiA1NRUZGZmwmg0omPHjujXrx969uxZZsbzIUOGoHr16nj77bcBAOvWrcO0adPQr18/zJkzx+tYs9mM1atX+yxr2LBhCAoKwvLly8W+3NxcPP3009izZw+eeeYZjB8/HkDZjJMv00R/uHTpEi5evOi3rKraX/v27YuGDRti4cKFqv0pKSmYO3cuvv32WwQFBSE7Oxv33nsvbr31Vr/GlZX5HEeOHIni4mJ8/PHHKvbhlVdewbfffovU1FTodDqkpaVh3LhxuP/++zFlyhSfZSUmJiI4OBg9evTwuQxUWFiIrVu3Ijk5WeS785fkd9q0aT73+8Lx48dx9OjRgIxTr169cPvttwtPpV27duHhhx/G2LFj8eyzz6qOffrpp3HgwAFs377dZ1mtWrXC008/7WWJcObMGdx5551Yu3atEJ3Pnj0bO3bswNdff+2zrDZt2uDxxx8vV8Ld5cuXY8GCBfjll198fl7Z32Maqga0BdV/ILKysryWXvyhLGfhyixr8+bNeOWVV7Bs2TLcf//9mDhxIkJCQsTnFy9exJw5c9ChQwf06NEj4LUuXbqEJk2aiG2q4y233OJ1bNu2bfHtt9+W6x4AFvl0+PBhTJ8+XTVoApiB5LBhwwLepyeSkpKQlJSE6dOn4/vvv8fGjRuxbds28aPbo0cP9OvXz6+m68yZMyodSLt27QCwAYKM3r1745133vFblz/++MPrBzQiIgLvvvsuZs6ciblz5yIzM9PrR8kXfvzxR0RERPh0OJbh6b7tC1W1v9KSjIzOnTvjxRdfxLFjx3DLLbcgOjoaQ4YM8TvQASr3OR45cgRPP/2015LNfffdh5UrV+Lo0aNo2rQpWrdujWHDhmHz5s1+B06vv/465s6di8OHD+O5557zMiu9cOECtm7dijFjxpT5Tq5btw5Go7HM6DyAGbaWhYyMDFXCcvq/r2Xydu3aYevWrX7LMpvNPvthcXExdDod7Ha72HfzzTfj448/9luWXq+H0+kss/4AWzoOFO36V36Pabhx0AZO/0DEx8dj8+bNuPfeewO+tIqiYNOmTQHN9iqzrLp162LJkiX47rvv8Oqrr2LdunV44okn/GaUDwSLxaJKfUFf1r4YHJPJVKF0Dw6HA4qi+NUl1KlTR+XcXB7o9Xp07twZnTt3RmlpKbZv346NGzciNTUVmzZtCqj/8fwhIt2FL8FpZGQkSktL/dbBaDT6/MLX6XR48cUXERMTg4ULFyI7OxvJyckB7+emm25CrVq1VOyVPyxatAgLFizw+3lV7a/R0dGq1BqEs2fPQqfTqfpabGwsCgoK/JZVmc+xMgcB99xzD3r27IlFixbh0UcfRYcOHfDcc88J4XxF3ptatWrh5ptvxtKlS8s8tqw+ATBX7cuXL4tt+n96errXsZcuXVI5icto3749VqxYgTvuuEMYZRYVFeGtt95CUFCQylgyMzPTa8LkiY4dO+L9999HcnJywACQw4cP4/3330enTp38HvNXfo9puHHQBk7/QDz66KOYPHkyBg8ejKFDh6JZs2aoXr06TCYT7HY7MjIycOjQIXzyySc4fvx4wC+wyiyLcNttt2Hjxo1Yvnw5XnvtNXz00UeYPn26WAooD2rXrq36UQsPD0dKSorPH8KzZ88G/FIl7Nq1S6TrCAkJwZUrV3wed+XKlYBfrGXBYrGgb9++6Nu3L3Jzc5Gamur32OrVq+PSpUtiOzg4GE899ZTP1CqXLl1CdHS037IaNWqEffv2+XVwnjx5MqKiovDKK69g9+7dAe8hKSkJO3bsCHgMoawv+6raX3v37o3Vq1ejcePG6Nu3L0wmEw4cOICXX34ZtWrVUv3Ynjt3LmBOssp8jpU5CKC6PPPMMxg8eDBeffVV3HPPPRgxYgQee+yxgOfJSEpKwr59+8p1bHkGAB07dsRHH32EpKQkxMTE4L///S/Cw8Oxc+dOtG7dWiyt/fTTT1i1ahVuu+02v2U988wzGDp0KO666y40bdoUFosFJ06cQG5uLmbMmKFi73bs2IGWLVv6LWv69OkYM2YMBg8ejBYtWqB58+ZeGRAOHTqE3377DXXr1g24hPlXfI9puPHQBk7/QPTo0QNLlizB66+/jpdeesnnl5SiKGjYsCEWLVqErl27/i1lecJoNOLBBx9E//79MXfuXNx///1o06ZNuWdUbdu2VUXpGQwGn192DocDX331Fdq3b19mmV9++SW+/PJLsf3111975ckCgL1791639QIhIiLC5zUIzZs3R1pamti2WCx46KGHfB773XffBTQH7Nq1K/73v/8hPT3dZ9JbgC33REVFlZnuplu3brh8+TKuXLkScMAAsPQujz76qN/Pq2p/nTJlCn777TdMmzYN06dPh8FggNPpRGhoKBYvXqwq+8CBAwGXsirzOVbmIMAT9evXx9KlS7Fz507Mnj0bGzZswNChQ8v9TiYnJ+O3334L2L8IiYmJZVoRPP7449izZ49IB6PT6TBz5kzUqFEDQ4YMQbVq1eB0OpGVlQWr1Yonn3zSb1n16tXD+vXr8c477+CXX35BXl4eWrdujREjRngtT86bNy+glUONGjWwbt06rF69Glu3bsVnn32mYo3MZjMaN26Mp556CiNHjlTJEWT8Fd9jGm48NHH4PxynTp3CkSNHcPXqVWHQFhsbi//X3plHRV1+f/w9SCJESWpWJp4wbQZnWNIg8YilCTluueUGhRySJLNOampGmYpLxzpaJnLI3AYTcCFzXzAqCQdzC9PU0E6KYyI4xOAC4zzfP/jN/Jhm1wf4zHzu65w5x3l4fM99lnM/dz7zfO4NDg52+Ph0Y2r9lxMnTmDJkiXQaDRIS0tzKTeOPaqrq6FWqyGVSu2mBCgrK7No8/LysrgAGA+wR0dH2yxCXFxcjKeffhpt27a9P+NRf87jxo0bDmtUVVZWIiMjA3379kVUVJTVPlqtFidOnEDXrl0dZn/+7bffUFpaavNwfmMhtP1qMBiwd+9eHD16FLW1tejcuTMGDx7sVD6vhvBcR6D+ZytjEGDMqG0tCLhy5Qr8/f0d1gD8L3V1dVizZg0yMjJw8+ZNrFixwuEZp8bg5s2bOHjwIHQ6HSIiIkx3Yo4ePYrc3Fxcv34dQUFBiIuLM8vz1JQwxqDVak25wgICArj/pOasHyOEAQVOBEEQIkWn06Gqqgpt27al/EEE4SQUOBFuxc2bN3H69Gn8+++/aNOmDeRyuVNP+Tiirq4OpaWl6NixI5eMzIRzGAwGlJWVQa/Xo1OnTnaTVRKEPQ4cOIC8vDy0atUKCQkJCA0NxaVLl7B06VIcO3YMer0ecrkcycnJ6NGjh0O96upqFBQUWM1OHxwcjBdffNHlO31GGsuPEU0DBU5uiEKhQO/evTF06FBTllxP09q9ezeuXr2KxMREAPW3y5ctW4b169fj9u3bpgzKrVu3xrRp0+7pyb2GlJWVoX///lixYoXDDMo8x2kNg8GAPXv2oKioCFVVVXjkkUfQp08fhz+lCHUtDQYDFi9ejLy8PPj4+GDSpEmIj49Hfn4+5s2bh2vXrgGoP7CfnJxs82wQb7t4ryPvC3dBQQF27txpsxTM2LFjHRbTTUpKQu/evTFw4ECHZ9WcpaioCBcuXDDtS2tfNE6cOIGcnBybOaGM8JozYw4oPz8/+Pn5oaamBmvXrsXkyZNRV1eHHj16QK/X49dff0VtbS3WrFljql5gjVWrViE9PR03b96El5cXAgICTJnDtVotDAYDfH19kZKSYne/NrUfI5oGCpzckIa5T/z8/BATE4MhQ4agV69edh/RdietESNGIDIyErNmzQIAfPHFF1i5ciWio6MxaNAgtG3bFv/88w+2bt2K48eP47PPPsOgQYNs6q1Zs8bu51VVVSEjIwMjRoxA165dAcDk7BpznAMHDsSMGTNMh5gblmiQSCQICAjAjRs3AAB9+vRBenq6zbsyQl1LlUqFBQsWICIiAu3atcOBAweQmpqK+fPno3v37ujXrx/0ej127dqFM2fOYN68eTYvIEIdI88L961btzBlyhQUFhaioXv29vZGt27doNFoUF5eDl9fX8ybN8+U1NXWGCUSCSQSCSIjIzFkyBC8/PLL93RXtba2FhMnTkRxcbHJroceegjTp0+3eADCmZI+POfstddeg06ng0qlgr+/P+bOnYu9e/fi0Ucfxfr1601PHl69ehVjx45FUFCQTZ+QlZWFtLQ0DBkyBHFxcRZ3g+rq6lBSUoKNGzdix44dmD17ts0nWXn7MUIgNE2CcoInUqmU5eTksG3btrE33niDyeVyJpPJWK9evVhaWho7efKk22s9++yzLDs72/Q+MjKSTZ8+3aKfwWBgiYmJbOjQoQ5tM5Z6sfVq+Hd75SJ4z1nDcihz585lUqmUZWRksNu3bzPGGNPpdOzTTz9lUqmUZWZmNpldvLSGDBnCJk+ebHr/7bffMrlczt5++22zfnfv3mVjxoyxu5ZCHWN8fDwbNmwYq66uZowx9sknn7CoqCg2dOhQptVqTf00Gg174YUX2IQJE2xqGUuRZGVlscrKSnbr1i32008/sb59+5rKjpw/f54lJyez4OBgVlxcbHeMCxYsYLNnz2YRERFMKpWy0NBQNmXKFLZ//35WW1vr9BjT09NZcHAw++qrr9jZs2fZoUOH2IQJE5hMJmMfffQRu3v3rqmvMyV9eM5ZZGQkW7dunel9aWkpk0qlbOvWrRZ9MzIy7JaWiY2NZTNnzrRru5EZM2aw2NhYm3/n7ccIYUCBkxvy34ttRUUFU6lUbMyYMaaLfmxsLFu+fDm7ePGiW2r16NGDbdiwgTHGWE1NDZNKpWzfvn1W+27YsIGFhITY1VMqlSw8PJylp6ezS5cuscuXL5u9jhw5wqRSKcvNzTW1NcU4/6sVGRnJZs2aZbXvxIkT2eDBg5vFrvvRCg8PZzk5Oab3ZWVlTCqVst27d1v0ValUdtdSqGPkeeGOjo5maWlpFu0FBQVMLpez69evM8bqL7avvvoqS0xMdGqMd+7cYfv27WNTpkxhoaGhTCaTsYiICJaamsrUarXd8THG2ODBg9ns2bMt2leuXMlkMhlLSUlhd+7cYYw5FzjxnLPnnnvOLEC5fPkyk0qlbO/evRZ9s7Ky7GqFhISw3Nxcu7Ybyc3NtbtfefsxQhi4dj+aECRt2rRBfHw8srOzsX//fkyZMgXe3t746quvoFQqMWrUKLfTksvlpgSMfn5+eOyxx3D27Fmrff/44w+HSQC///57vPPOO1i9ejWmT5+OiooKPPnkk6aXMS1BmzZtTG1NMc6GGJ9wspXoLzo6Gn///XeT23W/Wg8++KBZJmzjvxvmxjFy+/Ztl35GEsoYDQYDfHx8TO+N/7aW48fR+G7cuGE1nUKXLl2g1+vx119/AajPe2Ssl+gMLVu2RExMDL788ksUFhYiLS0N3bp1w5YtW5CQkIAXXnjBZi0+oL48S3h4uEX7pEmT8Pnnn+Pnn39GYmIiqqurnbKH55x17twZBQUFpvfG+oTW6hTu27fPlFjUGh07dkRhYaHdzzNy6NAhdOzY0ebfefsxQhhQ4ORhBAYG4q233sLOnTuRl5eHCRMmoLy83O203nzzTRQWFmLRokXQ6XSYMWMGvv76a3zzzTe4evUq6urqcPnyZSxbtgybN2+2mXPJiLe3NxITE7Fnzx4EBQVh7NixeP/9921mD79X7mXOjDlh/Pz84Ovra/d8jatnb+7HLl5acrkcmzdvNl1Q165dC29vb+zevdssoKqqqkJubu495wxrzjHyvHAHBgbi8OHDFu1qtRoSicQsu7S3tzcMBoMzQzLD398fI0eOxNq1a/Hjjz9i5syZaNu2rd2zgK1bt0ZlZaXVvw0cOBAZGRk4ffo04uLiTAf+7cFzzhISEvDDDz9g9OjRmDRpEhYvXoyoqCjTAe5NmzYhJycHCQkJKC4uxsiRI21qGf1ESkoKfv75Z4sxV1ZW4qeffkJKSgr27dtn8ywkwN+PEcKADoe7ITKZDEuWLLF7KLQh7P+e3HAnLQDYsmUL5s+fD4PBgM6dO0Oj0VjUkGOMISoqCunp6VbrP9nit99+w/z58/Hnn38iKSkJSqUSgwYNcioRIO858/HxMR34vn37Nt544w1MnTrVou/cuXPxyy+/YO/evU1iFy+tU6dOYdy4cZBIJPDx8YFOp0NcXBwCAwOxatUq9OzZEwaDAYWFhaiqqsKqVats1v8S6hh37dqFqVOnIjQ0FG3atMGhQ4cQERGBoKAgaDQa9OvXDwaDAbt27UJxcTFSU1MRFxdnVct4OHn48OFQKpVo1aoVjh07hq+//hoymcys2PDHH3+MkpIS5OXlcRnjxYsXbSaaTElJwY0bN5CdnW3z/588eRJvvvkmqqurYTAY7B4O5zlnQP1DCFlZWaipqUFkZCRSU1PRqlUrvPPOO6YSQ15eXhg5ciTmzp1r90tIdnY2li1bhqqqKgD1Gb+NZX3u3r0Lxhhat26Nd999F+PHj7epAzSuHyOaByq54oYYn05yFnvBiVC1AGDkyJHo2bMnNm7ciKKiIty9e9d08W3fvj0UCgWUSiX69+/v9GcaCQ0NxaZNm7BlyxYsXboUKpXK6WzAPMdpLXO3tf41NTXYuXMn+vbt2yR28dRSKBTIzs5Gdna26aI2evRoeHl54c6dO9i4cSOuX7+Op556Ch9++KHdoqlCHePAgQNRUVGBrKwsXLlyBbGxsWYX7o8++ghA/YV71KhRGDdunE2t+Ph4aDQarFu3Dt999x2A+gtrWFgYli5datbXx8cHr7/+utNjcIS97NwxMTGYPXs2Tpw4YfUnOwAICwvDhg0bkJSU5PBuLs85A+qfrLP2dNuqVatw6dIlVFRUoFOnTnbrBBoZO3Yshg8fjsOHD+PMmTNWs9P37NnT7KdGWzSmHyOaB7rjRIgenU5nunX++uuvIzg4uLlNssBYXPThhx/GQw891NzmEC7i6oUbAMrLy3H8+HHU1dUhKCjIbn27poAxhlu3buGBBx5wmKyxpqYGWq3WpbOC/+Ve5owgmgIKnAiCIAi3JycnB2vXrsXly5cREBAApVKJ6dOno2XLls1tGuFh0OFwD+fcuXOm2/1i18rJyYFSqURISAiio6OxcOFCq0928cQZ24RqV3NonT17VpB2NfU6ikGLp96BAwcwZ84cXL16FVKpFIwxqFQqzJkz555tc4Zt27Zx+6mU534lGhcKnDyc/Px8fPDBB6LXai7H6sg2odrVXFoHDx4UpF1NuY5i0OKtt2bNGnTq1An79+/H5s2bUVBQAKVSie3bt0On092Tfc5w5coVHDlyhIsWz/1KNC4UOBGioLkcq7vaRbgGz3UUgxZvvYsXL2LMmDGmw/7e3t5ITk6GXq9HaWmpy7YRhD3oqTo3xJVvJbaSrYlJC6h3rElJSRaOddeuXSgtLUVYWJjTn8fTNqHaRVquafFcRzFo8darrKxE+/btzdqMRY0b5gpzBp4Ph/D2Y4QwoMDJDcnLy4O3t7fDJ1sAQK/Xi14L4OtYedomVLtIyzUtnusoBq3G0HM2nYgjWrRogcDAQPTq1cth31OnTtnN3M7bjxHCgAInN+SJJ55A165dkZmZ6bBveno6li9fLmotI7wcK2/bhGgXabmmBfBbR7Fo8dZbvXo1duzYYXpvDESWLVuGgIAAi89duXKlVZ1nnnkGXl5epjxS9li5cqXdwKkx/BjR/FDg5IaEhoZCrVY71deRYxKDlhFejpW3bUK0i7Rc0wL4raNYtHjqdejQAVqtFlqt1qL92rVrFiVg7K1naGgotmzZgtraWqdSGdjL6NMYfoxofihwckOef/55lJSUQKPRmIrT2kImk2HYsGGi1gL4OlaetgnVLtJyTYvnOopBi7eesZAuD0aMGIF27dpBp9M5TLz5yiuvoEePHjb/ztuPEcKAEmASBEEQHktpaSn27NmD8vJydO7cGSNGjIC/v39zm0W4MRQ4EaJHqI5VqHYRrsFzHcWgdS96WVlZUKlU2Lhxo9ldooMHD+Ldd99FXV2dqS0wMBA5OTlUxoW4dxhBiACVSsViY2NZRUWFWXt+fj5TKBRMKpWaXv3797foJza7CNfguY5i0OKtl5iYyJKSksza6urqWFRUFAsLC2Nbt25l586dY5mZmaxbt25swYIFdm3Lzs5mAwYMYAqFgvXu3ZstWLCA3blzx+7/IcQDJcD0cHiWBHBnrYMHDyIwMNDsW6Zer0dqaipatGiBRYsWYfv27Zg2bRquXLmCjIyMJrFNqHaRlmtaPNdRDFq89f7880+Eh4ebtanValRWViIhIQHDhw9H165dMXHiRAwYMAA//vijTS1PKN9CNC4UOHk4PEsCuLMWT8fK0zah2kVarmnxXEcxaPHW02q1ePzxx83aioqKIJFIEBMTY9bevXt3aDQam1qeUL6FaFwocCJEAU/HKga7CNfguY5i0OKt165dO1y/ft2s7ddff0WrVq0gk8nM2lu2bGk3ISWVbyEcQekI3BCeJQHEoAXwdaw8bROqXaTlGjzXUQxavPUUCgXy8vIQHx8Pf39/nD9/HiUlJXjppZfg7W1+mbtw4YJFwNYQoZZvIYQDBU5uCM+SAGLQAvg6Vp62CdUu0nJNi+c6ikGLt97kyZMxatQovPzyy+jSpQt+//13SCQSJCcnW/Tdv38/evbsadc2IZZvIYQDBU5uCM+SAGLQAvg6Vp62CdUu0nJNi+c6ikGLt55UKsW6deuQkZGBS5cuISwsDElJSVAoFGb91Go1fH19MWDAALu2CbF8CyEc6IyTGxIaGoqzZ8+itrbWqf7MQUkAT9cC/t+xyuVyXLt2DWFhYcjMzLwnx8rTNqHaRVquafFcRzFoNYZe9+7dkZmZid27d+Obb76xepfn+eefx/bt29G7d2+bOsaM5ufOnTO9Lly4YMpo3rDd+LIFbz9GCITmyYJA3A8nT55ky5cvdyqnT1lZGVOr1aLW4o1QbRPq/ItBiyCsQXvMM6HM4QRBEAThBJTNnwCo5ApBEARBmKDyLYQj6IyTm5KTkwOlUomQkBBER0dj4cKFTv+OLkYt3gjVNqHOvxi0CM+Ad4Z02mOeBwVObgjPkgBi0OKNUG0T6vyLQYvwHDyhfAvRyDTDuSriPhk/fjyLiYlh5eXljLH6Ypbvvfcek8vlrLq6mrQaGaHaJtT5F4MW4TmEhISwTZs2mbUtWbKEyWQyVlJSYtaelZXFQkJCbGrRHvNM6I6TG8KzJIAYtHgjVNuEOv9i0CI8ByrfQjiCAic3hGdJADFo8Uaotgl1/sWgRXgOxozmxoK+xozm0dHRzVq+hRAOlDncTeFVEkAsWrwRqm1CnX8xaBGegVDLtxDCgdIRuCEymQzdunUz+yaj1+tx6NAhhIeHu1QSQAxavBGqbUKdfzFoEZ7FsWPHTOVbOnTogKSkJItM5Gq1GmlpaZg5c6bNTOS0xzwTCpzckH79+rnUXyKRID8/X7RavBGqbUKdfzFoEYQ1aI95JhQ4EQRBEARBOAmdcfIweJYEEIMWb4Rqm1DnXwxaBGEN2mNuTHPmQiDuDZVKxWJjYy0KR+bn5zOFQsGkUqnp1b9/f7sFJsWgxRuh2ibU+ReDFkFYg/aYZ0LpCNwQniUBxKDFG6HaJtT5F4MWQViD9phnQoGTG8KzJIAYtHgjVNuEOv9i0CIIa9Ae80wocHJDtFqtRdK1oqIiSCQSxMTEmLV3794dGo1G1Fq8EaptQp1/MWgRhDVoj3kmFDi5ITxLAohBizdCtU2o8y8GLYKwBu0xz4QCJzeEZ0kAMWjxRqi2CXX+xaB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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -691,262 +2009,343 @@ } ], "source": [ - "# sample correlations\n", - "model.plot_correlation(data=\"samples\")" + "reconstruction_errors = [model.reconstruction_error for model in models]\n", + "\n", + "plt.plot(ns_signatures, reconstruction_errors)" ] }, { "cell_type": "markdown", - "id": "91b589a6-035d-43f9-90c0-d4f2abf88517", + "id": "e667a6c7-f89b-40d9-8765-cb6ba42523b5", "metadata": {}, "source": [ - "## Fixing a priori known signatures" + "We can see that three components are sufficient to explain most of the signal in the dataset. However, no normalization of the count matrix was performed in a preprocessing step and no outlier samples were removed. The decay of the reconstruction error might for example be strongly influenced by a small number of signatures causing a lot of variants. In particular, this does not rule out the existence of other mutational processes.\n", + "\n", + "When selecting the number of signatures at an exploratory stage, we encourage the user to try different preprocessing steps and to run multiple NMF models." ] }, { "cell_type": "markdown", - "id": "d4cf4c88-6c86-4e81-a87a-72c0c20a70a0", + "id": "ac26f542-7ac2-4729-8be9-f5d9cdb6fc83", "metadata": {}, "source": [ - "Salamander supports fixing arbitrary many a priori known signatures during inference. However, only learning a subset of the signatures might cause NMF algorithms to get stuck in poor local optima. We recommend to track the objective function values and to compare them to runs where no signatures were fixed." + "# 2. Multimodal correlated NMF" ] }, { - "cell_type": "code", - "execution_count": 15, - "id": "8d1e1edb-3931-411e-9942-b42a9b8050b4", + "cell_type": "markdown", + "id": "ce12c03c-3948-4f26-8d63-984b22799388", + "metadata": {}, + "source": [ + "Multimodal correlated NMF can process multiple modalities at once assuming that the input data of each modality originates from the identical samples. In the multimodal regime, the base data structure is MuData—a multimodal extension of AnnData." + ] + }, + { + "cell_type": "markdown", + "id": "b3d8904d-73ec-4bd8-bc5f-24e413fe260a", "metadata": {}, - "outputs": [], "source": [ - "catalog = pd.read_csv(\"data/COSMIC_v3.3.1_SBS_GRCh38.csv\", index_col=0)\n", - "my_known_signatures = catalog[[\"SBS3\", \"SBS13\"]]" + "## 2.1 Data preparation" ] }, { "cell_type": "code", - "execution_count": 16, - "id": "22915d78-51b4-4765-a3c1-9c28e95f1a83", + "execution_count": 39, + "id": "98800f71-58c0-4281-a8fc-376e660c46f5", "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
MuData object with n_obs × n_vars = 192 × 179\n",
+       "  2 modalities\n",
+       "    SBS:\t192 x 96\n",
+       "    Indel:\t192 x 83
" + ], "text/plain": [ - "array([,\n", - " ,\n", - " , ,\n", - " ], dtype=object)" + "MuData object with n_obs × n_vars = 192 × 179\n", + " 2 modalities\n", + " SBS:\t192 x 96\n", + " Indel:\t192 x 83" ] }, - "execution_count": 16, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" + } + ], + "source": [ + "counts_sbs = pd.read_csv(f\"{data_path}/pcawg_breast_sbs.csv\", index_col=0).T\n", + "adata_sbs = ad.AnnData(counts_sbs)\n", + "\n", + "counts_indel = pd.read_csv(f\"{data_path}/pcawg_breast_indel.csv\", index_col=0).T\n", + "adata_indel = ad.AnnData(counts_indel)\n", + "\n", + "# initialize multimodal data container\n", + "mdata = md.MuData({\"SBS\": adata_sbs, \"Indel\": adata_indel})\n", + "mdata" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "334f0f65-f01a-45a7-9029-a2d2b8810f64", + "metadata": {}, + "outputs": [], + "source": [ + "catalog_indel = pd.read_csv(f\"{data_path}/COSMIC_v3.4_ID_GRCh37.txt\", index_col=0).T\n", + "catalog_indel.columns = counts_indel.columns # unify feature names" + ] + }, + { + "cell_type": "markdown", + "id": "f9adfe44-56f3-46a4-89d9-aa05cdc3c5d4", + "metadata": {}, + "source": [ + "## 2.2 Training the model" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "60562a56-c5f3-4456-8718-76a591e138b5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "iteration: 10; objective: -8647230.11\n", + "iteration: 20; objective: -159577.88\n" + ] }, { "data": { - "image/png": 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", "text/plain": [ - "
" + "" ] }, + "execution_count": 41, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "model = salamander.KLNMF(n_signatures=5, max_iterations=5000)\n", - "model.fit(counts_sbs, given_signatures=my_known_signatures)\n", - "model.plot_signatures()" - ] - }, - { - "cell_type": "markdown", - "id": "376d464d-9724-4a6f-b6a1-d2341f7983c1", - "metadata": {}, - "source": [ - "# Other NMF models" + "model = sal.models.MultimodalCorrNMF(\n", + " ns_signatures=[5,4],\n", + " dim_embeddings=6,\n", + " max_iterations=20\n", + ")\n", + "model.fit(mdata, verbose=True, verbosity_freq=10)" ] }, { "cell_type": "markdown", - "id": "c72fdfa4-00a7-4492-8d92-14dc7550328f", + "id": "042bedae-29d2-4c72-b8ba-bc479668f729", "metadata": {}, "source": [ - "The syntax for minimum volume NMF and correlated NMF is identical, and fixing a priori known signatures is also supported for these NMF models. In this tutorial, we only run these algorithms for 10 iterations because of their longer runtime.\n", - "\n", - "**Note**: The first iteration of an algorithm takes a while because the update rules for the parameters are just-in-time compiled with [numba](https://numba.pydata.org/). All subsequent iterations are much faster." + "All the sample-level information of the model is stored in the $\\texttt{model.mdata}$ MuData container" ] }, { "cell_type": "code", - "execution_count": 17, - "id": "5205a6eb-1905-4213-8bfd-d1a71207eb99", + "execution_count": 42, + "id": "b13ca535-b6af-4ef7-a8ef-18067349d8f0", "metadata": {}, "outputs": [ { "data": { + "text/html": [ + "
MuData object with n_obs × n_vars = 192 × 179\n",
+       "  obsm:\t'embeddings'\n",
+       "  2 modalities\n",
+       "    SBS:\t192 x 96\n",
+       "      obs:\t'scalings'\n",
+       "      obsm:\t'exposures'\n",
+       "    Indel:\t192 x 83\n",
+       "      obs:\t'scalings'\n",
+       "      obsm:\t'exposures'
" + ], "text/plain": [ - "" + "MuData object with n_obs × n_vars = 192 × 179\n", + " obsm:\t'embeddings'\n", + " 2 modalities\n", + " SBS:\t192 x 96\n", + " obs:\t'scalings'\n", + " obsm:\t'exposures'\n", + " Indel:\t192 x 83\n", + " obs:\t'scalings'\n", + " obsm:\t'exposures'" ] }, - "execution_count": 17, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# lam: volume penalty hyperparameter in the loss function of mvNMF\n", - "model_mvnmf = salamander.MvNMF(\n", - " n_signatures=n_signatures,\n", - " lam=1,\n", - " max_iterations=10\n", - ")\n", - "model_mvnmf.fit(counts_sbs)" + "model.mdata" ] }, { "cell_type": "code", - "execution_count": 18, - "id": "eb47f642-7c6c-440d-9846-e3a9a602b25a", + "execution_count": 43, + "id": "75ef4ff3-f6ab-4569-aae1-a1fdbc50076e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "AnnData object with n_obs × n_vars = 192 × 83\n", + " obs: 'scalings'\n", + " obsm: 'exposures'" ] }, - "execution_count": 18, + "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# dim_embeddings: common embedding dimension of the signatures and samples\n", - "model_corrnmf = salamander.CorrNMFDet(\n", - " n_signatures=n_signatures,\n", - " dim_embeddings=n_signatures,\n", - " max_iterations=10\n", - ")\n", - "model_corrnmf.fit(counts_sbs)" + "model.mdata[\"Indel\"]" ] }, { "cell_type": "markdown", - "id": "85805199-5357-4048-b4b0-9bf528f2c69f", + "id": "35f2ea78-a78f-4164-98ef-79f83d03203a", "metadata": {}, "source": [ - "The only difference to the above visualizations with these models is that the embedding plot of CorrNMF shows the signature embeddings as well. When coloring or annotating the projected embeddings, please note that the the first $\\texttt{n\\_signtures}$ many data points are the embeddings of the signatures:" + "and the signatures can be accessed as a dictionary of AnnData objects via $\\texttt{model.asignatures}$." ] }, { "cell_type": "code", - "execution_count": 19, - "id": "a7056af3-b914-473c-8746-84b4965a6c3f", + "execution_count": 44, + "id": "b28f1be6-84bc-401a-ae5b-bbb18b54c671", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "{'SBS': AnnData object with n_obs × n_vars = 5 × 96\n", + " obs: 'scalings'\n", + " obsm: 'embeddings',\n", + " 'Indel': AnnData object with n_obs × n_vars = 4 × 83\n", + " obs: 'scalings'\n", + " obsm: 'embeddings'}" ] }, - "execution_count": 19, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" - }, - { - "data": { - "image/png": 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GTEF4spvKaaayshIAcPLkyW4eSWphuo7Auo/AwxHkLJ7rlIs0BdsbShS+FUsglxTH/eIKBAJBb4SFI/C/sg527TXIpcXQxo+CXNgPIATE60Zww0an0Vg0JAn5j65olsGNcw/dQOjjbdD3H2l3jvpy4Fu+GKEtu8B1Hd55MyHl5yYVmme6ATAGu64eAIHUvwCgJCsXccLppxmmG6j/zV/gW7oI4W17YF24HNtYkVHw1w+DakJGVyAQ9C1YOIKGZ14Gv6VszzVlPIgiI7w1fu96pXwIcu6al3C/n+kGeDiC8M4a2PWNIIoMrWoklMGlYIYBKstAc51/b0QsKTMAzc0B9bjiO3wAMC0YR05BGzcyoe6zQCAQ9Dao2wX7FqevjaxE05vvJnyteeZ8cvfQVEBT4b19enNmPmlNhO6tjv5mhGdJN5xDG1kB8/ylpMyNU2fBzeT6NAsEAkFvgWgqtPGj2x93u6Jvid4K5+AdUL4jigLqcjlqfX2o8kk4/TRDXRrUYeXJazNkl46DQCAQZARCKbTRw0B93jbHuWE42vnJXCOJCqiOwDkHi0TAwhGwSCRpXZVsRoT30wznHDQ3B0oUUZ1oKENLQUQin0Ag6IMQRUbug/fB/9Lbrep5xokz0EYPQ2TX/rivlQcOSKncLdMNmGfOI7L3EFgwBOr1wDVxDJSywVmXkd8RhHdJMdw0wRkHa2gEZxxSng/WlWuQiosgFRfCvhK7g1RLp6dE9aYCgUDQGyGUguZ4kffwUtjX6qEfOg4e0eGaMh76gaOxw/eEwDN3esr25FkoDP/qN2HfJNvLGvwIXLgMqSAPuZ++FzSZJmhZiMjeTyFMNxDetgd6zeEbAhCEQKkYAu/tM8AJgf8vr0Zv4EAIcu6+A2r54JSHqAQCgaAnwm0bYBycAMwfgP/Ft9pl90OWkXPXPChDB6akRI5FdDS9sg7W5asxbeSSIvhWLOmRiX/C6acIphsIvPluszxue4jHjbyHlgLgCH+yB/rRk4DlaDorQwfBPXsKpH75SanyCQQCQV+DMwZuWrAuXoZx7DQ4Y1AGl0IdUQ5CpZRti1p19Wj880sJ7fI+9ynIhQUpuWcmEeH9FGGevxTT4QMAD4UR2rwT6rChkIv7wz1rCmDbIIoMq/YapH55wuELBAJBDAilIJoKtWIolMEDAXBAklJa3swZg37gaFK2+sFjkG6b1uMy/4XTTwEsEompFX0zxvFT8MyZioY/rgE+2AJIFLAZiMeF/M+vzMBIBQKBoOeTtmRnzsGtGF31bjU1LYAxoIflYImSvZRAmuUXE2AzsEDwRgJIcz9mpWwwQMRHIRAIBN0JkaSYDXZuRR7Qv0cmXQtPkyriNGW4GSJL7foze6ZX9+gSEIFAIOgtqMPLADlBJEGRHbseiHD6KYBQCnVY4i8Azc0BJAk8FG495l0wG8TbM0s/BAKBoLdBKIV3wey4Nt47ZvdYqfSeOeosg6gK3NMmAjR+QodrUpXT3UmSoA4vR96j90MdPSwrOzEJBAJBX4QoCtRhZci5byFonq/NOZrnQ859C6EOL0uq+142Ikr2UgQ3TRhnLyLw5rsAa/+WauNHwzNnqjMxaD4tQvoCgUCQnXDGwA0TLBgCD4ZBvG7QHA+IovTYVT4gnH5K4aYJrhsI7zoA49RZwLad8rxpE0Hzc4WTFwgEAkG3Ipx+GuCmBW5Zzn9QKpy9QCAQCLICUaefBogii6Y5AoFAIMg6eu7GhEAgEAgEgg4hnL5AIBAIBH0E4fQFAoFAIOgjCKcvEAgEAkEfQWSbdQIW0cEjOoxjp8AtG3JpMeTSYhBZSpsWM2cMIKTHdXQSCAQCQfYgnH4HYaEwmt58D9aFy22OE48bvrvmQy4pAklRi1xmWYDNYJ69AOtiLSBJ0EYNA/V5QV1aSu4hEAgEgr6DqNPvAEw34H/uNdj1jdENKEHug0uhlBR1/V6GCevCZQTe/gBcN9qck4oKkbv8ThCvW6z8BQKBQJA0wuknCWcM+tGTsGvroA4bCqIqYOEIjCMnoR85CTR3zpNLi+FbfmeXVuKcc1iXrsC/+k0gxsdDc3OQ9+j9QvhHIBAIBEkjwvtJwg0TyqASMH8Awfc2g0UioDk5cFWNhHtGNQLrPoJ1sRbWpSuAZQHogtPXDYQ++iSmwwcA5g9AP3wCrvGjerQOtEAgEAgyh3D6ScAZA4/oaHzhjTZtce1QBMEr1yD1y4dv2WI0vfke7Kt1YMEwaI638ze0bFiXryY00/cdgjayAsTt6vy9BAKBQNBnEEvEJOCmBf+Lb7Vx+DdjX29A4N2N8Nw2DQBAuphkx8KR5OyCIUDs6QsEAoEgSYTTTwLr0hWwpkB8m3OXQD0uKOVDQLq4z07cyU0aqMcddwtAIBAIBIKbEU4/Adw0oR8+kZStceocPHOmdLlkj8gypOL+Ce208aNBVJHIJxAIBADAbQam62DhMFgoDKYb4M1J1gIHsaefAM45YFvJGoMW5HU5sY5oKry3T4d/zdqYNjTHA23scBBJzNsEAoGA6Qb0Q8cR2VUD5ncis9Trgat6LLQJY9Ja6cQiOsAYrGvXQSiF1L8fQAloFi7KhNNPAJFlyCXFMI6dTmgrlw4Albv+lhJCIBUXIufeBQis/xgwzTbnpYI8+D51F4iSGhEggUAgSCXcNMEt21ERVZW0Vxgx3UDg7Q9gnjrX9ngwhNCmHTBOn4dv2eKUO37OGHgogsCGjTDPnL+x3SpJ0EZVwnP7jKwTUhNOPwGEUmhjRyC0aQfAWEw76vVAHpA4JJ8sVFWhlg9BwV8/DOPkGVgXakEkCnX0cEgFeSCaKoR5BAJBVsF0AzwURnhnDey6ehBFhjpmONTKMhBFTovz54zBPHmmncO/GevCZegHjsI1cUxKpdJ5REfDX14FD4banrBt6AePwbpWj9yVd2eVnopw+skgSfDOn4Xge5uin6cEOXfPB5FTq7tPFBkEgGvMCPCRlQCICOcLBIKshOkGQhu3Q6853Oa4efYiQh4X8j59H2ieL+WOnxsmwjtqEtpFdu+HNnZEypw+M0yENu1o7/Bvwr5yDcaxU859s0RPJTtGkeVQVYE6qhI5SxdB6pff5pxcWoy8B5dCHtA/bc12AIBIknD4AoEgK+GWhci+Q+0cfuv5UMTRObllqzIlUAK7rj6hGWsKpva+nEM/kjjJO7JrP7iRhr+7k4iVfpJQTYVaMQTKoBJwXQePGKBeNyDLGduz4YyBmxYADiLLaZ1kCAQCQbJwmyGyM/5qm4cjMI6cgjZuZIpXvR3Y5kzhjig3DMBKXBlgX28AsmSVDwin3yEIpY7wjksD8jJ3X27b4JYN4+QZGMfPAIxBGTQAWtUoQJJAU9TVTyAQCDqDfb0BPKIntNMPHoU6ojy1KqKMQS4tdiTQ4yD1ywdSKGuS9KJLkbNKT0U4/SyHWxbsugb4X3qrTbc989Q5hDbvhHfhbVBHlGdlaYhAIOgbcMNIbASkJcxNXRrc06vR9Or6uHauqeNT1vbcubFTmmdfux7XTB1entIIQ1fJnpiDICpcN9C45s127XUBAIwj+M7HsGuvZX5gAkEPgTMGphuwrtXDOHMB1rXrYBEd3I5djSPoGFJeblJ2ND83LaFueeAAaBPHxjyvjh4GdVh5SrcViKbCM29GfNl1QuCZUZ1VizKx0s9iuGkivGMfYMYXBwpt2gHfiiVZVw/KDROcM5gnz8Gqqwd1u6CNHgbIEqiWXWMV9E6YYTjZ4x9vA2tsaj1Oc33wzJ0GpWxQVj2QeyrEpUEqKoR9tS6unXvK+LSUr1FNhWf2FKiVQxDethfWhcsAALmkCK5pE6EMLk3ZfZlhAozBvt4AQgjyHr0f1oXLCO/cB/vqTat+SpFzzx2gHk9K7psqhNPPYrjNkpIAti5fzao9I6BZHevwcYQ2bm8zaQl9vA3qiAp4F80Rjl+QVrhpwjh+BsH1H7U7x/xNCLz5HryLboM2sjK1Yd8+CNFU5Cy6DY3Pvx5Tz0QpH+wo1aUJqqlQywZDHlAE0OZ4OuMpXQyxiI7Qxm3QD50AWuR9CYFaORS++xYhvGMfrMtXoJQPgbt6rCNMlGUiasLpZzOUJJUcAzTvld2UHMMsC7AZ7Kt1sJuCkHK8kIoLAYmmRDUwHsy0YBw9idD7W6KeN46dAtcN5Ny7IKtEKwS9C84Ygu9vjmsT/GCLk1iWoTH1VgghkPrlIffB+xBc/5GTsd6CJEGrGgHPnGkZ+b2nK+LJdAP+l99uv53KOYwTZ2BduYa8R5YDlILIEkian7OdJTtHJXBgHDQ3p01YMiqEtNlXYrrhON3NO8FvatNL3C54Zk2GOmpYen98jDkKhnEwz14Aa2wCLS5M3zgEfRrjxJmEW2OwbBjHTsM1blRmBtWLIYoCubgQuQ/eBxYIwq5rAFFlyKUDslaHPlk4YzCOnIybP8Waggh9shve26ZlrcMHRCJfK9yympN9rsOqvQYWjoBFS57LIERR4IqTnNKCWjm09d+ZYUI/cATBdze1cfiAUycbfG8z9P1HwJLMtu0M1uWrSUUowrv3p0esQ9Dn4YwlneBq1V4TndhSBKEU1KVB7t8P2qhKqBVDQV1aj3b4QLPq3+79Ce30g8edJm1ZTPZORzII0w1Edu1HZO/BG86KEqgVQ+FdMBvE5eoWNTwiUWhVIxHZdwiswR/dSFGcpg4tK3fGENq0M+51Q5t3QqsameLR3qClw1VCu0AQ3GYg2bXlJegNEAIkuZdKZNmxFwhiQCgFq29MbGiaTnQpiyc5fX6lz3QDgXUfIvzJ7rarU+bs0zQ8+wp4JBL7AmmGqAryHrwP8pDSduekfvnIe3ipowzYjHH05I0Ek1jYNvQjJ1M91FZuHk9cO7f7RsKNQJBCCCHQxgxPylaryh5ddEF2wsGBZBd+Wf5d6vMrfevSFZgnz8Y8z0NhBD/cCu/C27ol6YwQAuJxw3fvQnDThHn6PDhjUAYOAPXltGlbyW0b1rXEGtQAYNddB7fttEj5yoNKQFQloRCHq3psjw/7CbIX6vUkVGqTB/QHzfFmcFSCbIUz5uihEAJw7jxbW56PHFAry2AcOxX3GlJRYdZHjfq002cR3amDT4Bx/Ay8C+ZkYESxoc3yv9L40XGMKEiSExOiqmmbkRJK4Jo6AeHNsbcZ5AH9IRUWpOX+AgHg/GZ8yxbDv/rNttnkzUgFefAtvzPr9C0EmYVzDm6Y0A8dh77vEFgwBOJ2wTVuFLRxo0BUBVRT4Z45Ccbx03HLo90zqpN+BncXfdrpA0gooQgAYAwsEMr6hwMhBK6qkYhs35vQ1jVuFEiaZqQtCYjcMJ0mHLf8SOSBA+BbukiU6wnSDnW7kPvQUpjnLiKy5wBYMAzqccNVPRbK0EHiO5jlcM4BywLncMrg0rBQ4aEwGp9/vU0uEm9uExzetR95Dy8FNA08osO7YI7TYj2K43fPnARlyMC0PVdTRR93+hxEkpLqwdBT2toSlwZlyECY5y7GtJGHlMaXjkwBVFPhnjYR7snjEKk5Aru+AVRToU0YA+r1ZP0EStB7oJoKdVgZlMGlrQ9r4tKy/uHcl+E2A7csmOcuOiF1xiEPKoE2epjT+CxFYkososP/6vqYycc8FIb/xbeQe/8S+NeshXfeTOR99n7oNUdgnr0AzjmUkiK4p00E8Xp6xCSyTzt9IklQhpVB33covp3XA+JJLjmtu6EuDTn3LkDTK+scpb5bkAf0h+/ehRlxui0/APe0CU5yIaWiHbCgWyC3aFkIshdu27Ab/PC/+BZ4KNx63Dh2CqGPtyHnztuhVAxOST4QCwRhX4kvHcwam2DXNUAZUorgB1tAc3PgGj8annkzQQiBXd8AFtGh9Mvv8ngyQd92+ooC99QJ0PcfBlicfZrJ40DknuOsqEuD7/67YF+93hzSDIF6PXBVV0Eq6pfx2SihNOszWgXZC9MNp+Lk8AmwQBBSv3ync1kPF3wRRIfrBvwvvBG9yZhtI/DW+8j99L2gg0q6fC/9aHJVTMbpc5BLi2GevQjmD7QTH5MHl8B336IeEcHs004fAKhbQ869CxF4872omtHqmGFOMkcPW6FSTQUdXAKpqJ/zd1HaI0JPsWCGAXBnxcYZa1O1IOi9MN1A8IMtMA6faLOPGnx/C9zTq50KkB78vRa0hVsWwrv2R3f4NxHauL3LSZiccyDZTos2i7twsS5fzar2ufHo806fKArUoQOR/6UHEdlZA+PEWYDZkIoK4Z42EVJhQY9+qPTksQOOEhYLhRH6ZDeMY6cBywItyINrUhW0dMsJC7oVpusIbtjofO63YtsIb9npVIpUj826piaCzsEtG/rBYwntrEtXutxkjBACZVCJk2ycgIQdBAlFUslhWUCfd/qA4/glRYFn9hS4p1c7MzZCRBe4boYbJoxzFxF489022y+svhGh9zZDrzmC3JV394iQmqDj8LAe3eHfROiTPdAmjO4piyxBIjrUZMxo02SsM8iDSkDcrnaS5W1QZKjDytAQp5+IWjYo6+vzWxDx0ZvgjAOUgpsWwDhYkl8+QXrgltW87RJ9Cm1frUPwgy3d3iNBkHq4ZSOy50BiQ8uCefp8+gckyAyMg/qSEEsiBCQFizIiUeTcPT+uMmjOwjnQDx0DrNjNm9wzqntM1FGs9OFki7JQBKGPtzniC817+3JJEdyzp0AuKWqTMMQ5B9d1EEqdiE6KezYLnNbA4b0HY/bmbsE4dgre+TMzNCpBpuC2DdYUTMrWTtSFUtBjIIoM18QxCH20La6dUj44JXvoRJahlBYj76GlCH74CayLta3npOL+8N4+HVL/ftDXfxTzGp6500HzfF0fTIbo806fcw7WFETjX15tlzxiXb6KppfehnfhbVBHVYKqCphuwDx5FuGd+2BfqwcIgVI2CO6ZkyEV5PWY2V7WY1owTyWxgrMZrCt1UIcOSv+YBBmDSBTEk1zoVsjo9h6IJDlNxvYcjN24S5LgvX1GyrZfiaJAHlAE37LFgG2DhXVQlwrIMoimghCCnCXzYJ69gPCOfU6JHyFQygfDM6MatCCvR1WRCKevG2ha+17cbNHge5ugDhsKxjkCb7zbVviGc5inz8M8fR6eudOhjRslHH+q4Elm1mZ5K0tBxyGyDNfEKug1R+IbSlKb1tKCng9RVeQ9tBRNb7zbrm8Czc2B776FIGmY6LVEa6nX0/6cpkIdXg5lyEBnK4ADAO+ReV/C6YcjCcUZwDmsq9dhXaqNq3QX+ngblLJBoFq/FI+y70FkCXJpMeyriWWS5f7i/e6NUJ8H8pBSWOcuxbRxVY8VnRqjwC3LyU0Cely5LiEExOuBb/md4BEdxokzAGOQB5VAKswHUbqnXLe3CDz1GafPIrqTXWlZrX22qarAjNOBqxVCIBXkIfD2BwlNw5/shnfR3B71I8tGiKLAPWUC9H2H49opZYOAHqahIEgOqmnw3bsQgbfeh3nmQrvz2oTRcE+b2KNCq+mGGya4aSK8ez/Mk+fAGYNcXAj3tGrQ3Jwe9VxqaTLmnjK+u4fSq+j1Tp8ZBuyr1xHatONGkoYkQRtVCc/cGUnpb1OPGzyixy/raMY8e1GEm1MEcWlwz56K8ObopTLE44Z38dysSKLkpgnOOLhptioQCgGhFMA53DMnwzNrCvQjJ8AiOqQcL7Qxw2HV1SO0fR880yf2KGeWLrhpwjx3EU23CI0ZDX4YR09BmzgWntlTxHvVx+nVTp8ZJoxjpxF85+O2J2xHAMK6cg2+5UsSX4iQ5EOIwuGnDKqpcE0cA6kwH+Gtu2+IY8gStNHD4Jk9NSVlO12Bcw4e0RHasgv6oeOAaQIApMICuKdPhFI+RDxkOwnTDQTf3wLj6ElIhQVQK4dC7ucGC0Xgf+ltsICT3a+NLAcdUNTNo+1+WDiCpls0LW5G33sQclE/aGNHiMloH6ZXO31YFoIbNsY8bV+rB2tohFI+OG6tLzNNp3ZUUVof6rGQS4s7PVxBe6imQq0cCmVQCcA5uG03d9gioB3otMV0w1n9EIBoqeuwxsMRND73WrtMY7uuHoG3PoBryni4p00AdXVNRKRPwphTQgvn/QzX1Uc1i2zbC+nO2/v05IoZJsLb98btIQIA4e17oY6oyFjPd6braK2t46K0ORvotU6f2zYiNYcTrryDH21D7v1L0Lj6TbD6xvYGkoTcZYsBEGhjR0DfezDu9dzTJoovdorpSgIN0w3Y9Q2I7KyB3Rhw2vuOGwWlfLATfu+C829ZicYsLQIQ2VnjNIfJh1P+I1ZYScEME3ZdfUKdBgCwaq8lZderYQzG8TOJzRqbnEqlNDt9Zhhg9X6EPtnt5GNwBrm4P1zTJkIZXNqnJ2jdTe91+qYF6/zlhHb21TpYV+qQ9/BS6AePOfWhjU0gqgJ11DC4p08EdbtAZBmeWZNhnb/kPIyioI0fBamoMNV/iqCTMN1wksBuiuLYAMxzF0F9Och98F7QHG/nHT9jME6cTmgW2X0ASsUQqEMHgkQpBxK0x65vSLhqbUVk7wPEydhPCttO61CYYUCvOYLQx20FdqzLVxF4fQOUYWXI6eORme6kVzp9FtGdL3aSD3MeiYBqGlwTxkAb4+x3cc6dFeZNIWTq0pD76XsR3rkPes2RVo1oqSAPrmkToQ4rE1/kLIHpBkIffxJz24Y1BeBfvRZ5j67odKjTbvAn5Zisy1fhmjgGwQ+3wrvwNvEdSQCL6Ahv2wPvvJkgqgJuxN9SU8qH9KjW12mBc8iFBU63t3h0QPSos7DGpnYO/2bME2egHzgC18SxGe9eym0b3LLBdR1gHMTtcvqsdGCrsKfTq5w+syxwfwCB9zZDLiyAMnQgzLPtS31uRR5cCsBRg2r5EsaaLlCXBs+MSXBPneiU/1Hq6ECLTO3sgjHoB4/HN/E3wbp4GWpF58RdSLIrTEoAzmEcPwPvgjmdulffgsO6fM3JOK8aicjuOBr8hMA9dXyf77JHNA2uKeOdXhVxUEdUpLUxDNN1hLfuTmgX2XUAWlVmW5Yz3YB+4Cgiu/a3JoFClqGNroRnzjQQV+pyfbKZXuOlOOdgDU1o+O9XYZ2/BP3wcagjKwA5/rxGKRsEksDmVogsO/3qvR5QtwvUpQmHn2WYZy8mtc+r7z+asGEPi+hghgFuGGAR3enDDYDm5wFK4u+OMnRQ675zsnryfRoOEEoR3rUfrgljWifl7SAE3sVzQaIkSXLbdmrW0xzKzhYIIVCGDor9XsEpcfXcNs1pA5tGjCQWWiwQdLrkZQimGwi+uwmhjz654fABwLKg7z+Kxr+8lnR3v55Or1npc91AYN2HrZ2QuO7sK/nuno+mte8BdnsHQPN8yFkyTyTe3QQzDIDxVicl9e8Hosg97j1KtvMeN62YyZ5MN2Bfu47wJ3scJUbOIRUXwj11ApSywSCUQKsaCX1PnOROQuCaMBpNr29w/lsSk8NEEFmCUjEE+r5D8L/2DnxLF8G6UItIzSHY1663Su+6JlVBys9rE5plug4eiiCy9xBYKASa44WreiyIpvX6bRWqqfDdtxDhrbsQOXDsRqVRi0783OkIfbzdyVMqLEjTKEjyuRgZLG+2aq/BOHoy5nnmb0Jo43Z45s3o9WJPvcfphyM36ribCW/fC8+cqch7eBkiuw9AP3oSsOzWB4E2blTGSld6AkzXEfpoG/TDJ9ok+8iDS5zEG6+nTTiOM+bst7ZoURNkzQ9GLsxPyk7qlx91P5jpBsK79iPySdtQpX2lDoG170OpHIqcJfPgmTkZdu21dhrhAJyV6ILZsC7WOsmhHldUXW9BW4iiwD11AvSaw2D1jWh89hWoI8rhbelmZjOYFy7DulLXRoKZ6QYCb38I89S5NteL7NoPdUQFvIt6fz6Ffb0RNNeH/M99qrX6QeqXD+tqHYLrPoRVew3M3wTf8jvTM5HnHHJJEawL8ZOoiaZmrmwwoiOyfW9CO/3ICXhun56BEXUvvcbpW1ej6+eHNu2AdPgEXBPGwD1jkvOAb1FLE/KtrTDdQNMr66M6L+v8ZTQ++wryPvspSM29rpluwDh6CpFdNbDrGwFZhjq8HJ6Z1aAeT5sEyO5A6t8PNMfbNpQXBdfkqqjbO3ZdfTuHfzPmybPQDxyFa+IY+FYsgXH8NCK79jsPWkmCOmwoXNVVsOsbW7UiXNVVIGKlnxTEpSHn7vkIvPUBYNswDp+AcfhE63mlfAhy7p7f+tkxXUdg3UftHH4LxrFTTne2O2b2yCYpycAiOsLb98A8dQ6hzTsgFeQBhII1BdqoiVqXroCbJpAGp09dGtxTJ6ApgdPXxgyHfa0epKQoI89h68q1JIxs8GAY6KXfjxZ6jdOPty9v19Uj+P5mAE7Snu++BcLh3wTnHObpc9FXqy02uoHQh1vhXTwX4Bz+l96GffMPybJgHD4O48gJ5Ny7AOrQQd3q+IkswbvoNjS9uj5mGFGbMCaqol9L9ngiIrsPQKsaAappUEdWQBlc6kQ9GIN5/jKCH26FXeu8R+rwcidbuYP5I30VqipQyocg/4ufRnjbHhgnzwK2Dal/P7inTYA8sKTNqp1HnJbX8TAOH4d37jSgtz7TOXcm4ABg2XGbVbHGJki+nLQMQy4thjqiwploRUEqLICrugpNb3+A3BVLMvMsTjbnilInb0c3YF9vAFFkSEWFIJT0mmTRXvMEkgcWO/ulUfbub0YbWQmSJSHobIHrOsI79ye0M06egZffhtDG7W0dfpuLcQTWvoeCv3q4e52+JEEeWAzf/UsQfG8zWIP/xjlNhWvyOLiqq6KHewlxEgETwJoCgGUDGkAVBdzdPGHYuR/myTPgNoMyZCBc0yZCHtC/14eWUw1VFUBV4Jk3E565N8Kut4alOWOOEFcS6IeOwz11QkrHmU0k65jS6cC4ZcM9vRrygP6I7DvUKl5FNBXamBFwVY9FYN2HsC9fzUwCNCFQyofAOHQsvpnHDeJS0fTK27Au3/R8UxS4JoyCe/qkDv2GOeeAaTmlYJKUNcnevcbpg1Boo4ZBPxj7gyWaCnVURda8+dkDccRQEsE4WCgct71wi114z0F4ZlR368qWqiqUwaXIe2QZmD8Au9EPqmmQivuDUAoSK/OeIOkkI36THVEVSKoC79xp4LMmt5ZG9bQkyEzATRPccvJGiCzFdUIJa6gZAw+Fk7ovC4TAGeuVzwCiKtBGD0MoxlZnq53bBZqfm75xyBIaXngDrqqR8C2/0znIOIimwDhyEv41a8ECQUeDgfOY5dGpgmoqPNMnJnT6rkljEdl9oK3DBwDTRGTnftj1fifxO4Hjb9ECMM+ch3HiLAAOZchAqCPKASqBJlHxk056jdOnmgrPvJmwG5uiJpEQVUHuyrtFeDUGRFFu9N+OZ0dpQrEUADBPnwOfPK7b329CqZO5XaRBTlYtkTUnIyVou0xcWlRnRRSl14QCUw0zDHDdQHhnDaxzl5zEryGlcE8ZD+LSOpcISqmT4JeMaUFur3T4gBPd0qpGIrxtjyO1GwP35HFpD6nLRf0Q2XMAkT0HnIgfpc6Ybpokq6OHJ6910UWI1wPv4rntm681owwrgzaiEo1/eTXmNcyTZ2Ffuw46qCSmDbMssLoG+F9+u00JoHHkJIIfboVv2Z1QSvp36/OhV3lAqqnwLVsM68JlhHfWwG7wt85+XRPGiOS9GBCJQh1ZEb/0DHBWB4qcVIvhpMt2shDq0uCeNhFNr70T104bP1p8nzoAMwzn4ffupjbH7esN0Pcegmf+TGhjR3TY8RNK4Ro3CuEtu+IbUgptZGVHh92jIIqM3AfuhX/Nm1Edv1Y10sllSaOCIXVp8MyZCv/qNwEg+iJBluGePjFjzo+qCtQR5VBKixHathfmqbPgjEEuKnRyREqK0fjfr8SdLAFAeGcNpP4FMZNBeURH45o3nbB+680JtHGj4ZowGtwwYV2pc+S/mysYMi0I1KucPnCjK9vN3e6IogiZzjgQRYF7ygToNUfi6nK7Z1Qn7eTk0iKgBztEeVAJ1JGVMWt7peL+zupUfK+Sxr7e0M7h30zog62Q+/cDjSMwExNZgjZhDPR9h2KauKaMTz6hq4dCJAlSvzzkf+lB6EdOwjh8AtyyIBX2g3vqeNAcT0ZyS6SiQuTcNQ+B9R+3E8kiqgLf/Xd1uolWZ6GqCvRT4V0wC2Azm7fxnEmKee5iUsJZ9vWGmAsabpoIf7KnrcOXKHz3LQILh9H0+gawxqYbp4oK4Z0/E1JRYUZlgHud02+BukUr045AXRpyV9wJ/yvrozp+17SJUCvLAM4TtiIGAPfUiT1az5pqKrwL50AZUorwzprWREDidsE1cQxck8aJxLwOwCJ64pU4gNDW3fDd16/DeRBUc1aXRJYQ2XOwraORJLimToB7ct/4zFrkxF3jRkEbUeEclGhGNTSoqkCtLEPB44OhHzgK88JlgBCow8qgDi93xthNE+Zo70MqEiA549APt5X+9t4+A3ZdPUIbt7ezt6/Wwb9mLXzL74QyuDRj70evdfqCjkEUGVJJMQr++mHo+4/AOOFkn8sD+sM9dYKT/NP8wMxZNBcNf3kVPBiKei33zElOI4seDtVUaFUjHb1yzgAGQJacB6jIDekYlDgtVhNgnb/U6a55VFPhnjEJ7ukTYRw/A9YUAM31QR1WBlCSNcJRmYJQ2q2/Q6IqIFDgmlQFbfwoAAREkbMyp4IW5IG4tIRSvNroYbGrkgjarPKJS4NSPgQNf1wT+4KcI7D+I+R/4QHh9AWZhyoyoMhwTR4HbdwoAM2rhlu+5MTjQv6jKxDavMNR72vOwpaK+sE9YxKUIQN7zYqKUJrxMGSvpCMpHl1IB2n53rmav7+C7ufmRmbZCpEoXJOq4kajiKZCqxoR+2/hTiSwJedJGzUM+pETCXuA8FAY1qUrUMsHd3r8HUE4fUE7iCSBuGP/SAmlTvOO22fCc/sMcN10ZqmEdEtiiqAnwEE87oSldb0hQiToeRBZdhQ0G/wwDrXvzkk0Fbkr74kb3ieSBG3cqFbJX5qb4/QwSQLrsnD6ggzBTQucMdhX65yEn4I8EE1Lynm37tn3sbCpoOMQSYZr4piE+/ra+NGiKVGWwBlzVq995POgmgrv/FlwTx6P8I69sOscRT51VCW00cOdrYk4EQsiS3BPHgf9wFFncstY0iH7TJbwCaffh2G6gfD2vYjsPXSjIxcAaUB/5Cy+HTTP1+1CEswwQcDBGW/tS99btdN7IyyiO7XZhMA1cSyMIyedDOgo0PxcJ9lO5Et0G5wxcNOCfe06jGOnwBmHMnQglCEDQSTa7bob6YZqKmhRP3gXzGkNyxNVTXriQzQVeY8sQ9NrG2BeuAxt3Ki4gnEtqC0JlxmAcJ7B/oZxqKx06mdPnozd/jAVsOZEDR7RW0Ujsj0kzS0L3GatSSbEpXX5B8h0A4H1H8E8cSa6gSwh7+HlkPt3vQUn03UQQluV0DgSq6xx2wYLRxDevBP6kZNORQEhUCuHwjNnKqjPKwRwshimG7Au1SKy5yBYMATqccM9cxKk/DwEP9gC49jpG3udlEAdVg7vgtnOdzuLf4u9Gc4YmD8A/8tvtyktA5xnju/ehZC7WVimJ8A5B9cN53uvqWhc/Wa79/NmlCEDkXPvgowpd/YZp89MCzwQRPDDT2CeOd+qDCWXFMEzZxqkAYVZmd3LmnXx9X2H2jh9bcIYuKeM73TCnHmxFv4X3ohrI5cUwbdiSae/jNw0YfsDCG3a4XQ/4xyQJGijKuGePQXU7YoaLuOMgTX40fj869HFMiSK3BVLIJUWi1VhFsLCEachUxQ5WKVyKHIW3QZQAvtaAwAOqbDAUdXrJcmfPRUWjqDhTy/GFt+iFHmfWd6mnXE2w20Gbplg/gBYwJl40vxcR/Y5Q4mFnHOwQBD+518HC7SvdpL6FyB35T0ZLTHvE06fMwb72nU0vvBGa6b5reQsmQd1WFm3t4S9Gafd7bqYcrByabHjlDv4sEy4yr+J/C89BCm34924mGnBunjZ6XIXRcyCaCryHl4KmtdeFpVFdDQ+91qbJjntXq8qyP+rh4WjyDJYREfTGxtgnY/dWlUuLU5fP/dmOOdO8y2JishBEnDLRmjbHkQSdJdUygYh5+47sr6fBNMNmOcuIvTRJ60NfwCA5njhnjMVauXQjD07WrZMjCMnEak5DB6JgOZ44ZpUBaVscMafYX1imcRNE01vvgfqy4GraqSj0804rIu10A8dAzdMBDZ8jIKKIWlv/pAs3LahHzwaV//dunQF+sFjjsRwR5JtGIu5r3ordkNjp5w+mI2mN96NrV6lG/C/tgF5Dy1tVxJnNzTGdfiAI+1pnjzj6HeLh3rWwMORuA4fcL63LBhKi+Ngug5YDJEDR8D8AVCvB9q4USCKnPWOqjvhlgV9/5GEduaZC8iah2QMuGnCOHEGwfUftTvHAkEE130IPm+m0xY7A9Fd0ryFrI0b6TTdaTneTVtZfcLp2/V+eOdOB831IVJzCMbx04AkQa0YgrzP3o/ILqcxhH7omNPzPAvEI7hpIbL7QEK7yO790MYMB5E69kBLZwtOzhiM42faylFGgdU3gjU2tXsYm6cTi7gAgHHmAtTh5YDYY8wKOOeIHDyalK1+4Bik26am9LfGdAOhTTuh1xxu09gl/MluqCMr4V04R0SGYkAoTbpTITdMIIuTaTnjCL6/Ja5NaOM2aGOGZ2hEDt0tltRCn3D61KUhcuQkIm+82+a4deEywtv2IOe+hYBEYV2oBR87EiQbHgyEtAlLxYL5A60tXJO+dEsLzivxa0iJpkLql9+hawNobSuZDObZC5AH9L/lxsneKcuXHH0NxsH1xB0YAYCbbTuudfnWuoHQll0xtfeNoycBzh3H3wtX/C3JvoQQp10tJR2asHPGktJRAJxs9mzGPHWuTTVSVGwG/fBxZ5HXxyKFvd7pc5vBPHsRkd37o583TDS9vgH5j96P8M6aDjvQtJHGYRBJgjZ2BMKf7I7bVco1aVynanTJTf/r/KuTda9UDAFRFbBgGPrh47BrryHaH6pWDElKp12tHAKIRL6sgUgU8oD+iC9k6iAXFaY2mYox6Pvid4k0jp2CZ+50oBc5fc4YeMRAeNc+6PuPtlYlaVUjHflsl5bU+0xk2RGWSWJPP5WTtVTDOYdVezUpW/tKnVMV1MeeId0fx04z3DIR3rE3vpFpIbL/CLQJo0G6uS69leae7omQS4o69SNsacEZK6qhjh4O16SqzpUFKjLUyqHOvw4diPwvPAB1RDmME2cQ2XMQ1pVr8M6djtwH74MybGi7l9NcX8IIA3FpUMoG97lZerajDi9L/BCVJKgpbnGrHzmZVDvnyL5DjuhML4AzBtYUQMOfX0RkR01rdQ83TER2H0DDn16E3eBP6u8lsgT3pKr44WdK4Zk7PasjJYSQpCMRRFGyZ5GXQXq/0w9HkgqTG8dOQfJ6ssaJEE2Fe3p1QjvX9OpObUe0tuB87EF45s+CXFoMqX8/qKMqkffoCnjvmNXp/U9CCJSKIVAqh8I7fxb8r6xD4O0PYZ46B+tiLYxDx+FfsxbhHftAPe72r1cV+JYtjv0AkiX4lt8p2tpmIYRQeOfNiGvjmTs95S1umT92HXQbu2DIyervBXDThP+V9TFL7LhuoOmlt8ET5Na00FpRk5/b/pxLQ+6n7oKU5+vSmDNBsnv1WtXIrO8JkA6yZFmbPpL9wnPDBEj2zIEIIZAHlcA1eRwiu6JvTbgmj4MyqKTTE5XWFpwTRkMb1bzySlG9NJEk5Cyei8bnX4+ZiW+ePIvQ5h3wzJnW5p6EUlBfDvI/9ymEt+91ZC0N80aN/8xJIG53n/zBZjtEVaCOrARRZIQ2bm9Tm0y9Hrhvmwq1sizlbZdpks6I5nh7jcyvXe8Hq2+Ma8OCIUfXvSyxrnvL7y7vkWWw6xpgHDvlRByHDnRav3ZjO9yOQFwa5MGlTsfGGEjF/UE7U5XUC+j1Tp/meJKyk/JzAZJde1UtrULV4eUIb9vj9KQGoAwqgXt6NaTCgtQ46DRklRJZgnn+UsLSO/3AUXhmT23/eqm5qc/sKXDPnNx80Pm/bBRREtyAairUERVQKobCbmgED4RAvB6nr0OahFG0kZUIfbg1YYjfNWFMVlTnpALj+Omk7ZRByfVrd8rLNNCBA1q3F3va+0VdGnz3LogpECUV5CF3RXp1IrKZXu/0QSiUskEJe3m7powH6WIZCjdMcHCAcacEhrEuf7GopoIOHADprvk3ct44sv4Ly3Qjqbpf2AzmmQs3Ig23QBRF5Oj3QFqiSHRAETAgAzekFK7qqphRMQBQRw3LnpydLsI5Tz6XJ4lch2j0NGd/M9TtQu4D98C6WIvIngOtinzaxDG9qvV3Z+gdv4A4UJcG7x2z0fDsKzHLOOSBA5yGEp0Mkzu6+BGEtu6CfugEYFkAIVDKB8MzZyqkXF+Xlf6y3cm3g3MnJJ8ETE8m31sgiE1LVAycI7LnYDuHqI4dDu+8zuepZBuEEChlgxDZWZPQVikb1CPC8qmGairUiiGQS4tbmz5le5+VTNDrnT7ghPjzP7MMgbc/bNvfWKLQRg2DZ96MTj8MHG3lABr/8lpr9mzzCZinzqHxzHn4li6GPLgEtA+JyBBZAi3IBc4mFtqRO6EFIBDcCtVUuGdOhnt6NfSDx2A3NoHmeOCqGglIUq9x+C3IA4pAvR4nOTEGRFOhJLGf35vpcQumNNMntPeBG52PuG7Arm8EiPOjASFdehiwiA7/i2thX70e20iWUPDXj3Trl48ZJsAYrNqr4KYNuX8+iMuV1pmv3ehHw3+tjmtDvB7kf35lr3sgC7ofbrNe3Que27bTU2T1m9F7ilCK3PuXQC4t7vUtcdNNi/gReHOLb8Z77GSiz30TiERBPW4Qt/OBdTXszoKh+A4fACwb+pETcI0f3S37ZI486XboB445YhTNSMWFyLlzHmieDzQNe53E5YJWNRL6gdjSrN4Fs/tk6FGQfnqzwwecvAnarwD5n/0UQhu3wzh5xtm/b9lavG0apNwc4fC7QMtiMbxjL/SaI61iZvKgEnhmTYZUnJ3dWePRJ1b6zDBhX6tD8MNPmlXgHKSiQnjnTodU0r/TH1x4zwGEPtia0E4ZVoacO2/P+IqW6QYCb74L8+zF6AayhPzPrOiU3G6y9w/v3IfI7oNtciqozwvv/FmQh5T2uB+NQJBtsFAEkAgAAjAbkOSUl0X2RVgojMbnXo+pA+GZNxPa2BE9KlLZ66eAzLJgXbiMptfeaZfcY1+tg/+lt5Bzzx1QK4Z2LrM3ydB4d6WOWLVXYzt8ALBsBN7dBN/SRWkJV1FNhWfaRLinTIB1qRYsrEPKz4XULz+jfa0Fgt4I0w2wBj9Cn+x2KpQ4hzygP9xTJ0AeXNqjnFG2wXQdwXc3xRV+Cn24FeqwMqAHvc+9O/4FADZD4O0P4pa3BN75GJxF2RNLAnXooKTslPIhGS8XYhEdkR2Js3utC5ej7wmmCKIoTiZt+RC4xgyHUloMqqnC4QsEXYDpBvSaw2j8y6swT551tu4Yg3XpCppe34DgOx+DxemtIUiAzWCcPJvQLLxzX9KVStlAr3f65rmLcZvKOEYWjONn0JmdDuJ2te8SdyuKDHVkeeb38zmH3RBfsasFO0kZU4FAkB2wRj9CG7fHPG8cPw394FFwO30T+t6Mde16UloI1oXLPeo97tVOnzPmrGKTwLp0BehEIw6iqci5byFIFA15AIBEkbtsMdBNq9pk22t2pA2nQCDoXpiuI/TJnoR2kV0HwNMYxevNkKQ3ZXtW3X+vdvqEUiDZzPBOrsIJIaBeD/I/96lmVb/mvR2JQh1VifzPrYRcUgzaDRm0RFWgjR6W2M7j7rM61AJBz4TAPHM+oRVrCoAn6i0viIpU1M8pz0uAMnRgj6qQ6Dkj7STaqGGIbN/X7jgtyIMyuAREkmD7A9DGDO/0HnOLdr1n1uQbnfEIHLncbkzwIJIEbdwohHfsi7vF4Z46QeyvCwQ9jWTldbOjQKvnQSnU4eUwjp6KbUMIXJPH9Sh551690gecrlpScWHrf0tF/ZD7qbvhu/sOUK8HkGWoIyogFeSBJdmRLxZElh2tfE0FVdWsyJwlqoLclffEbL+rTRjjtJgUtfICQc+Bs8S5RHC2H5PtLy9oC9VUeO+YHbec2bt4bo97f/tGnX4whMbn3wD1uJBz13wE3t0I61zbtotEU+FdPBfK0IG9rm6c2za4ZUE/chLGkZPglgW5fz9nhe9xZ8XkRCAQdAzj5FmnFDkOrsnj4Jk1pUetRLMNFtGh7z+MyJ6DTqvoFvGjWZNB83N7nL/oE06ftzR/sWz4X34b9rXYCnq++++CMqS0R3eYigVn7EaYX5KEeIdA0INhuoHgho1O3/soSIUFyP30vT1WLjab4LYNbloAJSAgKemg2l30Ps8WBUIIiKrAvFQb1+EDjthCT6q57AiEUlC3y/lHOHyBoEdDNRXeRbfBM38mqO9GIi7RVLgmjxcOP4UQSQJ1aaCqCqIqPfp97TMxHx7REdlzIKGdfb0BPBQBo6THhW0EAkHfgmoqXONHQxszwsnS5xxEVZ3kYhHSF0ShT30rWCB2C8qbseobYB05Dm1YGWhertjzFmQczpijkkhJazkQi+gAY2BNQRBVAfG4QGSl1zeWEcSHSM1y1uI51e1w03S68XWxe2s66VNOn7pdYA3+xHaaBvPoKUQ+2QN1RDm8i+Zm7Qco6F0wwwBsBn3/EVhXr4MoMrSqkZAK8hDatgf67hvRKpqbA/eMaqjDK8T3UyDoRphugAVDiOzaD9bYBKKp0CaMgTygf9b9NvuM03c+hNGO8l4caK4PxK3Brnfka41jp0Fzc+CZOVmo1mUQphuAbcOqvQaAQy7u7yQf9uC9tEQw3YC+7xBCm3e2qa3WDxyFVFgA370LwOrqWxsoMX8AwXc2wm5ognvqhKx7uAgEfQGmGwi+uwnG0bZJ6Mbx05D65SP3gXtAYym2dgN9Ji5IKIVaWQaa64tr554+EXrN4TbHIvsOO+FWQUZg4QiC73yM+t/8BU2vrkfTq++g/jd/QeDtD8CCoV75WXDbhnH0JEKbdkQVU7Hr6uF/7R14F94G3BLOj2zfm7i/hEAgSDnMMBDavLOdw2/Bvt4A/5q1WdX4qM84faBZqObB+6KLLUgUntumgeZ4ENl3qO0504J1+WpGxtjXYREdjS+8AeP46XbOzzx9Ho1/ea1XOjhu2Qht3R3XhjX4YZ67CHV4ebtz4V01TkmRQCDIHIxD3384rol9vQHWlboMDSgxfSa8D7To5LuR+9BS2HX10A8ec4RqCgugjqqEefIcml7fEFXeMhNlfI6Ijg1wJxEE3Jmo9ETNAM4YuGnCbmiCdfkKCJWgVAx2VAtjhOi5bSOy7zBYfezOgCwQRHjbHnhmT+lV2y12QyN4MHGiqX74BFwTRsM40nZlYV+pA7cskbEtEGQQ88wFwE4cedRrDkEeUJgVFWF97glBCAHRVNCBAyD1L4B59iLMsxfR+OwrcVeQUkFeWsfVsp8b2XMQrPnhLxUWwD1tApSKoT1qv5aZFlh9A5rWvt8ucVIpH4ycJfNA3a52r+OmBX3vwYTX1w8chXvm5B7W2yo+PBxJ2i6q7KdEnYmiQCDIGCyS5O9WN5LvlZBmet4SMoVQVYWUnwt936H4Dr9fPmiON23jYLqOppffRmjTjlaHDzj7uIG3P0Too0+yak8oEbwpgMbn34haKWGePh97j4uQNn9/zOsbphMN6UUk+/2iPm/UCYI2shJECC4JBBkl2cUgzcvNmv4mfdrpAwD15UAdVRnHgDQ3VUjPA5VbFsI798fNGdAPHO0xOQUsoiP4wRbAjt3D266rh3H8dPuEPILkV6ukd311aY4XNC9+kikAaGNHQr8laYhoKtSRFT1yG0gg6MnIA4pAokQtb8U9eVzWtN/t808JqqnwLpgD17SJ7Ry7VFiA3IeWQSrIBdcNRGqOOLXSx0+D6UZKEqe4zdpVC0QjvH2vI86S7XDeWlIWj8ieA+2jK5xDrRya8LXyoJJe1y6UqAq882bGtZFLiiD3L4B5+kYf9dYuilnyQBEI+hQShfeOWXFN1DHDk5oYZArxpIDj+D3TJ8I9dQLsK9fADdPpnuT1AIQg9PEn0A8ca+NoiKrAM3ca1JHDurTfzg0jqf1c61Jtj9izZaFwcnb+QLu/h2oa3LMmwzh5Nq5T98ya3Ovq9QmlkAeXIOeeBQi+u7HdhEgpH4KcxbchuGkHiNsFoirQRlbCVT0WUBVHkU0gEGQUKstQywcj5547EPxgK/jNzz9ZgmviWLinV2dVTpZw+s0QRQEBQIcMbD3GdAPBdz52ysdugRsmgu9uBgiFNnpYF1ZayTry7Hf4AJLeBiGaCqC9Y6e5PuTcPR+Btz+ImvjiuWM25OLCLo4yO6GqCqViCPK/9BCs85dgXbkGyDLUyqFg/gDCO/ZBG14O98Sx4Jbl5Ee8vgG5K5aIX7JA0E0QVYVaWQalbDDsK3WwGxpB3C4oQ0oBQrOuuZl4VMSBBUNRHf7NhDZuhzqiAqST7yRRFRCvJ2G5ljKktEeEtImiQCosgF1XH9dOGzsi6kSJqgrU8iEo+KtHEN57ENaZ8+AAlEElcE0e57xfWVD2ki5oc8mdOqwM8pBShD76BE2vvgPmbwIARHa3bxplXamDOqQ0o+MUCAQ3ILIEIkugQ0qdZ3UWI5x+DLhpRX3AtrOL6LAu1UItH9Kp+xBZgrt6rKPEFgf39OoeEdImqgLP7CmO3kEsG02Fa+LYmNERx7ErcE+fCEyqco7Jcp+rQTeOnIS+/2hCO/3AESgl/XuVboFA0JtoaZZlN/idFucFeSCUdMtvtm89RTsAt+3W1VUi7AY/mGnBvnYd3DAg5eWCuDQQTQVJsA9PJAnahDEwz12CefZCVBvX1AmQCgs6/Dd0B87edCk8d8xC6IOt7aITxO1C7gP3JLUNQGUZ6OUJapwxcMMED0fAgiEQlwvU5wGRFXAjuTJNblrgjPeQDSBBX4a1fKebHwu9vQUwZww8FEbg3U1OAm7z85CoCrRxo+CeMSnj+/29993uIoRSEFdyGZdE0xDcsBHGkROtx6SiQngXzYHcLz/hbI5qKnLuXQDj+GlEdtbAvt4AwMlSd8+ohjygqPWLwTm/keTFGCBJWffDoZoKbfRwaCMqEKk5DOvSVRCJQh1VCaXMUeUT7WABZpiwLl9B6IOtrZ854HTP88yZCnVEpdN8J4Hil1SYnzU1wAJBNLhpgYVCCG3ZBePYKcBmThO0qpFwT50I4lJ7ZckpD0fQ8N+vtk3wg5MTFtm1H9bVOvjuW5RRx084z46N4spKp1b+5MnojQu6A/NiLfwvvBHfSJaQ//kH0PDnlwDzFqleSpH76XshD+if1Be6ZdUH6kjwgvM2IX2mGzDPXEB42x7Y164DaO4eWDUK7ukTk4osZBpu205pIyFO2D7LxtddMMuCeeYCAnG2QTzzZ4LIMoIbNsa9VsHjjziVJgJBFsIsC3btNfhfejuqfgfxuJD38HJQn7dXPR+YbiD43qZ2ktm3knPfQqjDyjL2t/e+qVUKkQoLIA3oH9fGNWEMzFPn2jt8AGAMwfUfJa3bTygFdWmgqgqqqe0cfnjbHgTWvtfq8AFH3jGyqwaNz70GnoV1/KS5HS7NwglJt2IzBN/5OK5J6KNtUCuGNlc6RMc1bWKv3wIR9HBshqZX18cU7OKhCJpe39D7GmlxnjARHAAiO2sy+uwWTj8OVFORu2IJ5JKiqOe1cSOhjRmB0ObYSXh2fSNYINjlsTB/EyI7a2Kfb/Aj+NG2G3tmnYRz3itb12Yb1vlLiX/ojEE/chy+T98Lmp/b5hRxu+CZNwPuqROyqgZY0DfhhgkWjoBFdNwcPOaMOeqbCRY+9tW6pCS4exI8FE6qGY91rT6jGixiiZAA6nbBd/9dYA1+RPYdAo/ooAV5cE0YA9boh//FtQlnqHZdPeT+/To9BmeVvzehnXH0JLzzZnTuHhEdrCkI/cgJwLIhDxoAZeggQKJOQp0gpZhJyipbtXXQxo1C3iPLwPxBMH8AxK05iZ3isxF0M0w3wAJBJxepwe8kqFWNhDJ0EIiqNOtJnEvqWuaZC5B7SMJyUiSZZ5PpfBzxxEgCqqmgA/rDe8cscJuByJKjmb99X1JhmS6XZTAG69KVxHa2DeYPdKi0j3MOHgrD/8p62Fdv6vm85wCIpiLnrnmQB5VmncBETydpESNZAqHNNcBFGlDU+cmjQJBKYu1Zm6fPg+bmIPfT9wKaFk2DKwZZkV6WMoimgubmOOqjcVCHl2c0sVmE9zsAkWVnb1qSQFQV2pjhiV8kSZAHDkjBzZNtRNOxMBE3TDQ+/0Zbh99yTjfQ9NoG2NfqkCX5nr0GbWScJk8321WNFJn5gqyDGSbC2/bETFJj/gD8L7wJwjmU8sFJXVO5SQ21N0BkBe5pE+MbUQL3tIkZrdcXTr+TEEKgVA4F8cQv69OqRjjZ+F1BolCGJv5BEFUBzc1J+rKcMehHTsTXI+AcoQ8/6TVJNuXl5fjiF7/Y3cMA0VTICZS7pII8SIX5mRmQQNAROENk78G4JqwpAPPcRagjK4AEJcVSYQGoL/lnV0+ASBTqyEpoE8ZEN6DUKddzZ1Z0rdNO/+rVq1i/fj3effddNDY2xrTbtm0b/v3f/72zt8lqiCIj79P3xeygpJQNgmfONNAuysZSVU08Y0TzqrADEwyuG9D3HUpoZ9VeA6yudxRMNzU1NXjggQdQVlYGl8uFQYMGYfHixfjFL36Rkuv/5je/wbx58zBgwABomoaKigo89thjOH36dIevRV0afPcsgBQj14Pm5sC38u5eLTks6LlYF2sBK3b77Bb0/UcAi8F378KYix+iqfAtXZS29uXdCdVUeOZMRd5nVkAdUQGa54PULx+uqRNQ8FcPQRlSmnFVvk7V6f/+97/Hz3/+c1jNjkDTNHzlK1/Bl7/85XZlWf/+7/+Op59+GocOxXcu2VinnwycMXDThHHkFPSDR1s79LmnjIfUv1/KMquZYcA4fALB9zZHPS+XFsO34k5QLflZI4voaPjD6qTyEvIeXQG5KHsb3WzevBl33HEHhg4dii984QsoKSnBuXPnsHXrVpw4cQLHjx8HAOi6DkoplE780L761a8iFAph/PjxKCgowKlTp/Cb3/wGtm1j7969GDiw4+FJphswz11EZPcBsEAQ1O2CNn60s88ndA0EWUrk0HEE132Y0E4eOMBx6LIE2x9AaPNOmC1dNGUZ2phh8Myc7CiY9vJOkUw3HEE1OAvG7mqH3eG7bty4ET/96U/h8/lw9913Q1EUrFu3Dk899RR2796NX/ziF1D70OqEUAqiadDGjYQ6otw5SGnKy6ioqkIdPQxySRFCW3c72gCcgxbkwT1lvDOL7Og9OQf1emAnk4yYpDphd/HjH/8YeXl52L59O/Lz89ucu3LlRhKk1oFJ0a38x3/8R7tjK1aswNSpU/GnP/0J3/nOdzp8TaqpUIeVQRlcckOaVOud6mSC3oPULy85u/xcJwdKUSAXFiDnzrkghIIzBkIJOEiPSxJmER3ctGCePQ9ucygDi0FzvM4kPc7vNltKazvs9P/4xz/C7XZj9erVKC8vBwB885vfxA9+8AO8+eab+MpXvoJf/vKXXXq49kQIpTHD/KmCqipocX/kLLndUbgDHM31BF+2WBBVhTZ+lKORHwepuDCrZH6jceLECVRVVbVz+ABQXFzc+u/l5eWYP38+/vCHP7Qe27dvH1atWoVt27ahsLAQX/nKVzBo0CB86UtfwqlTp1q/59FoOdfQ0NDpsRNCsn5SJRDcjJSXC5rrS9ifxDVlfJuwfUsksiV+1dPiWCwcQeCtD9r1SZEKC+C7dwFori/rE2877Clqampw5513tnkQ5uTk4P/+3/+Lxx9/HJs3b8aXv/xl6Hr2qcP1FqjmqPYR1VHt6+yqkEgU2pjhoDneuHbeudPjqsJlA2VlZdi5cyf279/foddduHABd9xxBw4cOIAnnngC3/zmN/Hss8/iqaeeivmauro6XLlyBTt27MBjjz0GAFi4cGGXxi8Q9CSIosC7aE7caiF1VGXCZ0tPguk6Gl94I2pjNLuuHo3PvQYWyn6BoQ4v34LBIEpKSqKe+/u//3tIkoRf/epX+Ju/+Rv853/+Z5cHKEgvRFGQ+9B9aHp5XZumLwAARUHO4rmQBvTP+r3lb33rW7j77rtRXV2N6dOnY+7cuVi4cCHuuOOOuPv3P/nJT1BfX49du3ahuroaAPDYY49hxIgRMV8zaNCg1kltYWEh/t//+39YvHhxSv8egSCbIRKFXFIM3/1LENywqe2KX5bhmjjGaQee5YuFZOE2g37wOFh97KR1bpgIfbQN3sVzs/rv7rDTHzBgAGpra2Oe/8Y3vgEA+NWvfoXHH38c48aN6/TgBOmHUAqa40XuQ/fBvt4I4/BxcJtBHlgMdVh51nXwi8XixYuxZcsW/Mu//AvWrVuHLVu24Kc//SmKiorw29/+FsuWLYv6urfffhuzZs1qdfgA0K9fPzz66KMxs/7feustRCIRHDp0CM888wyCwa7LLAsEPQ2qKlAGlyLv0eWwG5rA6hudUtSBxQChPW6vPh7cNBOWKAKAcfIMvJibgRF1ng4/zUeMGIEtW7bEtbnZ8e/evbtTAxNkDkIIiKaBlhZDLu4PgPfITNpp06bhpZdegmEY2Lt3L15++WX8/Oc/xwMPPIA9e/Zg7Nix7V5z5swZzJo1q93x4cNjCy/dcccdAIC7774by5cvx7hx45CTk4Ovfe1rqftjBIIkaenOyXUD3DSdjouEdEiZs7O0JDLTARqQoDlZj4YSsMb4+QsAAMadaqgsXul3eDN4/vz5qK2txQcffBDX7hvf+Ab+x//4H61lfYKeAZFoj3T4N6OqKqZNm4Ynn3wSv/zlL2GaJlavXp2Wew0bNgyTJk3Cs88+m5brCwTxYLoB/chJND73Ghr+6wU0PvMy6n/93wi8/QHsRj94ErX0giRgPOm8pmzXG+jwSn/JkiXgnMPtdie0/bu/+zsMGTIEFy9e7NTgBIKuMnXqVADApUuXop4vKytrreFnhgkCDm7ZOHbkSNL3CIfDInFVkHGYbiCyaz/Cn9wSTeUc5unzaHjmFeQ/sgy0IC/rc3KynZak58juA3Ht5JKijHbM6wwddvr5+fl4+OGHk7b/1Kc+1dFbCAQd5v3338f8+fPbPdzWrl0LABg1alTU1y1ZsgRPP/00dm3ZgpFBC/rhk6hvbMCzf/gjAMCsvQo2cBAYJWhqakJBQdsuYNu2bUNNTQ0+85nPdGi8zDBv9BeXaJdVGwV9D64b7R3+zZgmmt7+ELmfugskA6H+3gxRFLinTECk5khcdVL37ClZX+nU6Qyt7du3o6amBoQQjB8/vnVFJRB0B6tWrUIoFML999+P0aNHwzAMbN68Gc8//zzKy8tbS+tu5dvf/jae+fMzuPPOJfjr2xbAo6p4ZuvHGFzQD/WhIIJvvg8jNx+hwnwMrazAQw89hKqqKni9XtTU1OC//uu/kJeXh3/8x39MapxMN8DDEYS374V5zomAyaUD4J4+ETTHm9VZv4L0wW37Rs/5JPbjuWkhvKsm4XXtK9fAIxFAOP2u41KR+8A9aHr57fa9SAiBd+EcKCVFWR9V6bDTtywLq1atarenv2jRIjz11FOgQklMkCH8fj8YY/B4PPjZz36G1atXY+3atfj1r38NwzAwdOhQfPWrX8X3vve9qKI9ADCoqBivPfFDfPvXT+P/v+FNFOb48Fdz7oBH1fDEy3+BpsgIrv8Y3i+sxF//9V/j/fffx5o1axAOhzFw4EA88sgj+N73vhdXwKcFbhjQDx9H6P22ibCGPwDjyAm4Z06Ca9I44fj7ENy2wU0T+v6j0A+fADdNSAV5cE2ZALm4MOZ3gVsW7NprSd3DulIHKT85BT1BbKgsgxT1Q/6XHoJx/DSM46cBziEPHADX+NGARHtEr4wOO/1nnnkG77//PgoLC1trkzds2IANGzbgv//7v/HZz3425YMUpIZoanQ9Ddu2EQgE8MEHH+DPf/4zIpEIpkyZgq9+9auYPXs2cnNz477+1uY4XDcwVsvBG6v+oc3x/9/Lz8GlKCj0+gDOwY6cxM9/9n+7pLZlXW9o5/BvJrx1N+QB/aGUD8n61YKg63Dbhn29Ef41b7ZZObLGJpinz0MpG4ScexZEd/wEQJIJtz09MTebIJIEIknQxgyHOrwM4M06+j3oPe7wsvyNN95Abm4uXnnlFfzwhz/ED3/4Q7z88svw+Xx47bXX0jFGQRKku8McADDG8Mtf/hLV1dVwu90oLCzEggULsHfv3pTdIx6WZeHUqVOoqqrCihUr8OKLL+LNN9/EP/3TP2HgwIF4+umn4ff7O3RN82ItwkbbUN31YAAv7NiCGRXDITVHrsxzl8C7UInCIjrCWxOXr4a37u41bYwF8eGW1c7h34x55gJCW3Y6+R+3QFT1Rq+PeFAKeeCALo5UcCuEUkcZtQc2CurwSv/UqVO46667UFRU1HqsqKgIixYtwrp161I6uJ4Ea/7hcsNsFbPJRJ0s0LbD3OOPP96mw9xTTz2FVatWAQCOHDnSpe2XL33pS3j22Wfx+c9/Hl/72tcQDAaxe/fuNg1t0kkgEMCcOXOi3o8xhu9+97sYPHgwHnnkEchJdrAilODup/4Fc4aPwogBpbja5Mezn3yMpkgEf3/n0psMgdaOOJ2AUArz9PmEdlbttazP/hV0Hc6YE85PMMHT9x+BZ9bkdscJpdBGDUN4044buQBRUEdUAGLLVXATnZLhLS0tbXe8tLQUoR6gO5xquG2DBcMIbdwG4/iZ1taJ8sAB8MyZCqmoMO3KVJnoMPfCCy/gj3/8I1566SXcf//9nb5OZ7EsC3/605+iOvy8vDyUlpYiEonghz/8IZYuXRpzD/9WlEElWDR2PF7buxN/2vIRCAEmDCrDUw99EbOHjWy1UyuGdqnvNe/IhIGzTt9H0DPgugHjSBJtxC0b1uVrUMsGtTtFZBm+T90N/4trAbN9FEouKYL3jlkiR0TQhpTpq/bFPUjOGFhjExqfe63dbNu6WAv/6jeRs2Qe1GFlaRVsyESHuX/7t3/D9OnTcf/994MxhnA4DK83c800Ghsb8bvf/a7NsZkzZ+IHT3wXM2fMQOR6PaiigKkKjEgk+QvLMn70P1bhe1GaaLQiSdDGjuhaGI9x0NwcMH8grhlxaQARK7O+QNLCOTG2lYgsQe5fgILHHkR49wEYh0+AGwak/Fy4poyHUjZYOHxBOzrl9Gtra7Fv3742xy5fvgwA7Y63MGHChM7cKqvhhommN9+LG14LvPMRCso/A4L0Of2ysjJs2bIF+/fv71Cvg5YOc4QQPPHEE/B6vfjtb3/bLiLg9/uxbds2fPWrX8V3v/td/OIXv0AgEEBFRQX+9V//FQ8++GCq/6So1NfXt/77V/7mb/Dj730f8q4DMJ97Awp3VtKK1wN18jiwgn5JPfCoS0POXfPQ+Nzr0duEUgrfskVJJ03FgigKXJPGIfRh/DbG2vjRIJJw+r0eiULuXwD7SuIMfKmwIOY5IssgsgzPjGq4J49ztoY4B3FpfXIhJkhMp5z+mjVrsGbNmnbHOed46KGHor7m0KFDnblVVsMCQdh19QmMOPQDR+GaVJW2hI90d5g7ceIEOOd47rnnIMsyfvrTnyIvLw9PPfUUHn74YeTm5uKuu+5Ky9/WAiEEZWVlOHfuHObOnYsff+/7wBvvwbxlT5QFQ4h8vA28wQ/PbdOScvzE7ULeZ5Yjsu8QInsOgofCgEShjqiAZ+ZkUK+7002HuGWB2064XhszHPqh4zEf9LQgD+4p40GSzEcQ9FyoqsI1ZTz0g8fi2knF/ZMS1mlx/r0Rp6zRiXYQRRGT4i7S4W9Jd+znZivmhcvJ2Z2/DG3cqLQ5/XR3mAsEnJB0XV0dtm7dihkzZgAAli1bhoqKCvzv//2/0+70CwoK8M1vfhMbN27Ej3/wQ0jb9sKKkwSl1xyGa8Jo0KLChNcmhIC4NLgnj4drwhiAEidnj6DTSnmcc3BdR3jnfug1h8EjOqQB/eG7byHC2/dCP3T8RthWkqCOrIT39ukZS/4UdD80xwtt/GjoNYejG8gScu6cm/UKb+mCmya4ZUPff6RZyIpAKR8MbewIR8WyCzk2fZkOO/1/+Zd/Scc4eiQk2axYStKekZ3ODnMtfRYqKipaHT4A5OTkYOnSpXjmmWdgWVbSGfOdgRCCRYsW4a677kLV6DGwVq9N+Jrw9n3wLpqTtOMmstSlOvyb4aEIGp9/rc0evl17Df41b8I1aRwKvvQgWJPTkpfm+RwVtj76cO+rUE2F57ZpkPJ8CO+sAQ/fyEWRBw6Ad+Ec0FxfnwzTM8OEeeocAus+bE2OBgDz7AWENu2Ab+kiKINKekTb72wjI+9YbW0tBgzofbWiStngpOzUYWUZ+3K2dJibNm0aRo4cicceewyrV6/GD37wg05fc+DAgQAQ9TMsLi6GaZoIBoPIy0uv6ldubi6ef/55WOeTi7DYV+sAO/OZ8CyiI7D+w6hJe8wfQOjDrQht3oGCLz0E6nZlfHyC7IFqKrTqsdDGjwZr8IObFmieD0SR+3TUh11vQOCt96OftG00vfYO8j/3KUgFQmmwo6Rtc8SyLKxfvx5/8zd/g4ULF6brNt0KURXIg9uXL95qow4vTz4qkEI60mHuZm49NnDgQJSUlODChfYZ7hcvXoTL5YLP50vBiBOTm5uLnLz4qnutpGjV3mFsG+aZONUAAGBaCO85CCZaT/d5qCyDaqqjxji4BJLP27cdfkRHaPPOBEYMoa27WvVRBMmTck904sQJ/OQnP8Htt9+Ov/u7v8NHH33URsinN0FdGnz33OGEZ6Mhy/Ddf1faFZvef/99cN6+DjyZDnNbtmzBnj17Wo9dv349am/4hx56COfOncM777zTeuzatWt49dVXsWDBgoz2XJD79wOS2M9Th5d3qba+s5iXriZlZ527GLW+WiDIdphugIUjYJHUt5QmlMCMV0LbjHHsdLNolqAjpCTmHAwGsXbtWqxZs6a1ZE9VVdxzzz1YuXJl1H3j3gJxu5D3yHLo+48gsvcQWFPAWd2PHg739IlO6UyKV5zMMADGYV2qBTcsrPrqVxGKRLDi/vsxZsyYjnWYe+YZLF68GKtWrWot2Rs6dCiuX7/eZi/xiSeewAsvvICVK1fif/7P/4m8vDz86le/gmmaePLJJ1P69yWCUArX+FGI7Nof20iW4JowJuXvfUqJMlETCLIZphuwr9YhvPsAeCAI4nbDVT0GcumAlOWkcJbkllyydoI2dMnp79y5E2vWrMHbb7+NSCQCzjmqq6uxZ88eLFu2DP/8z/+cqnFmLS2Z365JVdDGjWrN/CaUpGWVyXQDoc07oO8/2tqP/fu334XXD+/D2tffwG9+85ukO8wNGTIE77//Pr7+9a/jySefRFFREf72b/8WXq8XX//61+Fy3dhvHjBgADZu3Ihvfetb+PnPfw7TNDFr1iw888wzmDhxIhobG0EpBee8tfOdmqaOU0SR4Z4xCXZdffQwuiQhd8USoJtKmJTS5CJb8tCBgEhEEvQQWERH06vrYV1qq4ppnj4HqX8Bclfek5ocFUqd30WCKBhxu7qijN1n6fATp66uDi+//DJefPFFnD59GpxzDBo0CMuWLcOKFStQVlaG0aNHp2OsWU1L96V0wnQDgbfeb6fhvnDMOCwcMw6gFHkPLYVUXBg14/fWDnMAUF1djY8++qjNsW984xtwuVzo379/m+OVlZV46aWX2hwLBALYv38/vv/97+P111+HZVkoLS3FqlWr8JWvfAX5+flpyT6mmoqcexbAulSL8I4a2NfrQWQZ6sgKuCeNA9HU7qtbliQoZYPi7+sTAvfEsaC9tLZa0LtgER2Btz9o5/BbsK/Vo+nV9fCtWNLlfARCCLTRw2OXMjajTRgDiJr9DtPhJ868efNg2za8Xi9WrlyJFStWtCaMCdKLfe16/KYtjCGwYSNyV96dlKAHAITD4daSPMCZ1P35z3/GbbfdBinBJCYQCGDt2rV45JFHwG4KtV26dAnf/e538Yc//AEbN25MW04H1VSo5UMglxQD4DfaXHazI6UuDTl33u6o/DVFl93NWTKv2yIRAkFH4YaZsGGUdfkqWCDYdaevKPDMmgzj+Ok2ZYw3Q305cE+qyspJM9MNgDEYJ8+ABSOQCnKhDB2UtuhvR+nwO2ZZFiiluPfee/HQQw9Frf8WpB6mGwjvrEloZ1+tA4/oQJI/vFmzZmH+/PkYM2YMamtr8bvf/Q5+vx//+I//mPC1wWAQjz76aBuHfzNHjx7F448/jj/84Q9JN8DpDNmY6Uw8buR9ZjnCu2qg1xxxPhNCoJQNhmfWZNCCvLQ3YhIIUoV+qH2VT1S7/UcgzZ3e5agncWnI+8xyBNa+3y66IJcPge+u27NStIjpBkKbdkDff6RNzgFRFbjnTIU2eni363F02Ol/7Wtfw8svv4znn38eL7zwAoYPH47ly5dj6dKlvbIWP2tgDKwhuV7xdqMfUn5yZW333HMP1qxZg1//+tcghGDy5Mn43e9+h9tvvz3u6yKRCJ5++mlYCUrOXn/9dRhG3yurIYSAuF3wzJgE99SJLQcBxrJykiIQxIJz7kxak7E1zJQkqBJKIfly4Ft+J7iuw7xQCygylIEDQCQJ1oXLYIYJuTDfETBSlahl0ZxzoKWxkSylVeiI6TqC72+BcfhE+3EYJkLvbwEAuMaO6NYVf6ec/te+9jVs3rwZa9aswYYNG/Czn/0MP//5zzFz5syYkq+CrpNspz7SgQS6J598slPZ94FAAOvWrUtoxxjDtm3bcN9993X4Hr0BRxO9u0chEHQeQgjk4sRy1gAg9S9wEvFSBHVpgEuDlJfbvIreDv3AsdYkZgCg+bnIWTwXcnFhqzPltg1u2TDPnIdx6hzAAbViCJTywU7+VRqqenjEiOrwbya8aQe00cO7tdKw04+j2bNnY/bs2WhsbMRrr72GNWvWYNOmTdi8eTMIIThw4AC2b9+OadOmpXK8WQmL6ABj4LrR3BqVpHw1RzQV6pgRsC7HrwEnLg1Sv/yU3jsW0bQBumInEAiyE6VyaOKMekqhjRmRFiEyphsIvP0BzFPn2p9r8MP/4lrkPnAv5JIicJvBvnYdTa+ubxOhMA4fB9FU+JYthlzcP6UqqdyyEdkdp4S4xc4wYZ27CHV4ecru3VG6/Onk5eXhc5/7HF599VWsWbMGDz74IHJycnDw4EF8/vOfx6JFi/D000+nYqxZBzNMmBcvo+nV9aj/9X+j4Y9rUP+fz6LpzXdhXb0ObsZuudtRCKXQRlU6ZSpxcE0en5EuVF6vF/Pnz09oRwgRiZ4CQQ+HUALvvJlxbTyzJqd0lX8z9vWGqA6/FcYRfHcTuGGCh8Lwr1kbdUuC6wb8L70NFgyldHzctmE399JIhF2f3DZtukjpJzRu3Dj86Ec/wsaNG/Gv//qvmDp1Ki5cuIB///d/T+VtsgJuWjDPXoB/9dp2iSbWuUto/MursK7Ugd8UhuoqRFWQ9+C9IJ7ojl8bPxquiWMykr3udrvxjW98I+Ee2eLFi9tUBwgEgp4HURSoIyrgvWseqNfT9pzbBe+C2dAmjElLkhrTDUSSSWKuq3daa+873Cb8397QRmjzjpRK+BJKk47uEm/3Pg/T4h00TcOKFSuwYsUKnDlzpl1td2+AM9vpABUrdM0Ymt58D/lfeCBl9fuEUtC8XOR/4dMwTp6Bceg4uGlBKsyHe8oEEI87o5mhPp8Pv/rVr/DlL3856vnBgwfjj3/8Y1oz9wUCQWagmgptRAXUiqGwrzc45XkeN6T+/ZxWt+labDAGO8kkZtbYBOtaXUI74/gZeBfd1tWRtUIUGa6JY6AfOBrfUKJQK4em7L6dIe1x4LKyMnzzm99M920yCufc0X1OoBjFQ+GYYhadhVDq/PhGDUPOPQvgW7YY3nkzIRXkpd3h19TU4IEHHkBZWRlcLhdGjx6N5557Dn/3d3/XJtSvKAq+8Y1vYPfu3Z2u0TdNE2PHjgUhBD/72c+6PPby8nJ88Ytf7PJ1BIK+DJEkUE2FUloMbUQFlEEloJqa9nr55JOYFSCZFTxjKVfzo3k+yKXFcW208aPT3mY9ER3+pLZv396pG/WqhD7LhnUhufau5vlLUMuTa8HbEQilSQvwpILNmzfjjjvuwNChQ/H444+jpKQE586dw9atW/HGG29g27ZtkGUZwWAQqqrC7XbD4/EkvnAMfvGLX+Ds2bNJ2dbU1OBHP/oRtm/fjtraWhQWFmLs2LFYtmwZVq1a1ekxtPDFL34Rf/zjH9sdHzVqFA4fjq8aJhAIugbRVGhVI2FdrE1oJxX1g5XMnrkspbxZD9U0+JbfGVWqGADUsSPgmTWl59Xpf+5zn+tUreOhQ4c6/JqshZCkE1bSLc2bKX784x8jLy8P27dvbxeuv3LlCvr16wfAaX3bVa5cuYJ/+qd/wj/8wz/g+9//flzbeJORp556qtXpHzlypEudADVNw29/+9s2x/LyRC9vgSDdEEqhDi9HaNMO8FA4pp1r8jgABNqoSuj74vsbbfQwpKNFH3Vp8K1YAtbYhMi+Q+DhCGieD67qKhBN6XaHD3RyT1+SJNx22219VoyHyBLUUZWJ928AqCMrMjCi9HPixAlUVVVF3Z8vLr4R0iovL8f8+fPxhz/8ofXYvn37sGrVKmzbtg2FhYX4yle+gkGDBuFLX/oSTp06hfLy8jbX+853voNRo0bhs5/9bEKnn2gy0oKmdS0qIssyPvvZz3bpGgKBoHMQRUbeQ/eh8YU3waNk3mvjRsFVXQWqqfDMqIZx5AR4jDA/0VR4Zk5OmyIm1VTQ4kJ4588Et1nadAE6S4ed/vjx41FTU4OPP/4Yc+bMwcqVK7Fw4ULIWaiBnE7kAUWguTlg/uja6gAgFRW2y3TtqZSVlWHLli3Yv38/xo0bl/TrLly4gDvuuAOEEDzxxBOt7XtjOeFt27bhj3/8IzZu3JhURCmTkxHbthEMBlMSzRAIBMlDKAX15SD/8ythnj4P/eBRJ4m5Xz7cU8eDuG8kMROXhrxHlsP/6nqw+sY216H5uchdtjhh6XNKxpylwlwdHtLq1atx/PhxrF69Gq+//jo+/vhj5OfnY/ny5Vi5ciVGjBiRjnFmHUSRkfupu9H4/OtRm0JQXw58SxeB6zoYcUpe0iFakSm+9a1v4e6770Z1dTWmT5+OuXPnYuHChbjjjjugxJGU/MlPfoL6+nrs2rUL1dXVAIDHHnss6veEc45Vq1bhoYcewqxZs6J2BbyVTE1GQqEQcnNzEQqFUFBQgEceeQQ/+clPkJOTk/Q9BQJB5yGUOiJlIyuglA0COHdW0bes2IkkgebmIO/hpbAb/K31/Ur5YEgFeT3+WdxleBcwTZOvW7eOP/7443zs2LF89OjRfOXKlfy5557jTU1NHbpWRUUFr6io6MpwMg6zbW6Hwzy4dRe//tvn+LVf/Be//l8v8OAnu7nV6OeNr6zj137+W379D6u5fuY8t3Wju4fcJbZt28bvv/9+7vF4OJzcV15UVMRfffXVVpuysjL+hS98ofW/R4wYwWfPnt3uWqtWreIA+KlTp1qP/f73v+dut5ufPXuWc875qVOnOAD+f/7P/4k5pvXr13NJkrgkSXzWrFn829/+Nl+3bh03jLbv9a3jWrVqFSeE8N27d7ceq6ur4/369Ws3ru985zv8H/7hH/jzzz/P//KXv/AvfOELHACfM2cON00zwbsmEAgE2UOXnP7N1NbW8l/96lf8zjvv5KNHj+bV1dV8+/btSb++Jzr9FphpcjsU5lZTgBsXa3nggy287j/+xK/9/Ldt/tFPnuHMtLp7uF1G13W+bds2/sQTT3CXy8UVReEHDhzgnLd3rqqq8s9//vPtrvHUU0+1ca6NjY18wIAB/Pvf/36rTTJOn/P0T0ai8eMf/5gD4H/5y1/i2gkEAkE2kbIYR3FxMR577DF87WtfQ3FxMSKRCBobGxO/sBdAZBlgDA2/fQ7+519HZPeBqEkkgXc2plShr7tQVRXTpk3Dk08+iV/+8pcwTROrV6/u0jV/9rOfwTAMPPTQQzh9+jROnz6N8+ed/t319fU4ffp0zG5906ZNw0svvYT6+nps27YNTzzxBJqamvDAAw/g4MGDUV9z5swZDB8+vN3xaMei8c1vfhOUUmzYsCHJv1AgEAi6n5Q4/f379+NHP/oR5s6di29/+9tgjOGv//qvMWnSpFRcPuvhto3wnujOpY1dKAyr9loGRpQ5WnT1L126FPV8WVkZjh9v34v71mNnz55FfX09qqqqUFFRgYqKCsydOxeA0wmwoqIipgNvIR2TkVi43W4UFhbi+vXrabm+QCAQpINO5xbW19fj1VdfxUsvvYRjx45BkiTMnz8fK1euxLx587pUE93T4JYNu64+KVv7ah0wdGCaR5R63n//fcyfP79dRv3atWsBOEI10ViyZAmefvpp7NmzpzWR7/r163j22Wfb2H3961/HihUr2hy7cuUKvvzlL+OLX/wili9fjoqK5MsfUzUZiUVTUxOuXbvWacVBgUDQ9+CWBW7ZACUA4yCKnHEtlw47/Q8//BAvvvgi3n//fZimieHDh+Pb3/42li9f3irQ0tcghCTdpjFZOclsY9WqVQiFQrj//vsxevRoGIaBzZs34/nnn0d5eTkee+yxqK/79re/jWeeeQaLFy/GqlWrWrPkhw4diuvXr7dOIiZPnozJkye3eW1L9n5VVVW7CUEL6Z6MRCIRmKYJn8/X5vg///M/g3OOu+66K+r1BQJB74c3y/km6mzKbRtcNxDetR/6wWPgkQhoTg5cE8dAGzcSRFU7JXrXGTrs9L/85S9DlmXcfvvtWLlyZesDk3OOurrYjQ4KCws7Pchsh6gKtKqRMI6cTGBIoA4ry8yguoiu6wgGg6CUwrZt/OQnP8FLL72EtWvX4te//jUMw8DQoUPx1a9+Fd/73vdiNtUZMmQI3n//fXz961/Hk08+iaKiIvzt3/4tvF4vvv71r8Pl6lq9bLonI5cvX8akSZPwyCOPYPTo0QCAdevWYe3atbjrrruwfPnyLo1fIBD0LDhj4KYFq/YqzBNnwDmgVgyBPHAAiCy1W7lzm8Gu98O/+o02uV7M34TQx9sQ2XsQeQ8tBcmQpgvhPFabuOiMHj26wzMSQkjC/djKykoAwMmTCRxnlsJ0A41/eRUsTjcodUQFvIvmgHZRHS6dmKYJv9+P//iP/8Dvf/971NXVYfDgwVi1ahU+85nPIDc3NyUz0m984xv4z//8TwQCAUgdDG9xzmGaJmRZxvr167F69Wps3rwZ58+fb52M3H333fje977XKtATTZxnz549+PrXv45t27a1m4xcvnwZAwYMQENDA1atWoWtW7fi4sWLsG0bw4cPx6OPPopvfetbcTUKBAJB74LbNux6P5peWQcWCLY5Rzxu+JYvhtSvAPSmyC/TDTT8cTV4qL2eSwtyaTF8y+9Muj1vV+iw0//c5z7XqRv9+c9/jnu+pzt9zjlYMAT/C29EVemTB5XAt2xRVjt8y7Jw8uRJzJ49O2rUZvjw4di0aVMbpbtkCIfDcLtv9JCuq6vDyJEjMXnyZLzzzjtJX6exsRHhcBi/+93vcObMGQwcOBCPP/44vF5vytr3dmUyIhAIuga3Gbhlghums+ft0kAoAcmSybUdCKLxTy8644uGLCH/cysh5TnbgZxzGCfOIPDGuwmvnf+FByAVpL+fR4edfrro6U4fcD5gbpgwT59DpOYweEQH9eXAPWW8I8mbBc0W4tHY2IiqqipcuHAhps2cOXPw+uuvo6CgIOnrVldXY/78+RgzZgxqa2vxu9/9DhcvXsS7776L22+/Pemx/cM//AN+/etf49av7KOPPoqnn366ww1wUjUZEQgEXYfpBvTDJxDZue/GwkmRoY0ZAc+syc4EoBvb0nLDRPDjbdBr4nfWVEdVwrtgDqimghsmAu9uTLz1C8AzdzrcU8anargxyUJl4J4LIaRZJrISytBBLQeTDtkwwwSa6/iJqmQ8q3PTpk1xHX6LzfXr1zvk9O+55x6sWbMGv/71r0EIweTJk/G73/2uQw7/u9/9Lv7zP/8z6vlnn30WnHM8/fTTHVrxz5o1q91kxO/34x//8R+TvoZAIOg6TDcQ/GALjEO3VM+YFvR9h2CeOY+8h5dlRDM/Fhwc+uHE1T3GsdPwLryt+TUAWJLrasY6P7gO0OGV/hNPPBH3PKUUPp8Po0aNwuLFi5PWJu8NK/3OwnQDLBBEeMc+2FfqAEmCOrwcrvGjAFlusz+ULoLBIL7yla/gmWeeSWj705/+FP/rf/2vtI+phStXrmDgwIGwEwgbnTt3DoMHD076ut/97nexZs0anD9/vnUy8oMf/ACLFi3q6pAFAkEHMM9dgv/FtXFttKqR8MybAap2T8SU6Qbqfxl/m7qFgq98FtSlgTOGyL7DCH2wJeFrch+8D8rA9Heu7bA3efnll5OyI4TgySefxI9//GPceeedHR5YX4HpBkKbd0Lf2zbRMXzlGsLbdiN3xRJgQFHaHX9LclwyRCKxE1LSwbPPPpvQ4QPAr3/9a/zgBz9Iei/+ySefxJNPPtnV4QkEgi7AIjrC2/cmtNOPnIDn9ukZGFEcFBkwrfg2EgWadWoIpdBGD0Po422tUdxo0NwcSIX5KRxobDrsSf70pz/FPc8YQ319PXbv3o01a9bg7//+77F69erWcifBDbhtwzhyop3Db8Wy4X95HQq+9KDzZUsjbrcbs2fPxvPPP5/QtkUpLxMwxpLqtgcA58+fh2maIgFPIOhhWLVXkzCywYLhbkuGJpRAGz088Z7+8HLgpgA6oRQ5S25HYO370V8gS/DdtzBjyYod9iTTpyc307r77ruxcuVKPPDAA/j973+Pn/70px0eXG+HWzbC2/fFN7JthHfvh2fmZEfjP01IkoTPfe5z+Pa3vw1d12PaDR48uFWbIRNQSpNW4hsyZIgooRMIeiJJKrh2ZyIfURR4ZkyCceREnOx9GZ7ZU9skbRNVgVI+BLmfvhehjdthXbrSfIJAKR8M7+0zQHK8GWv3m9a7jBo1CgsWLMCOHTvSeZseCw+FwZral/fdinH0FHiikFIKUBQFv/nNb2KeV1UVzz//PLxeb9rHcjOPPvpowtU7IQRf/vKXxSpfIOhpNDu/hGZuF4jHndAunRC3htyHloL62j8DiceNvE/fC+JtP0aqKlAGlcC3/E4UfPlR5D/2IAq+8ihylsyDVJCXkbyt1rGk+wbl5eW4ejWJ0E0fhFvJddzjpgVkYIabk5OD5cuXY/369e2aJd1xxx3Yvn07qqurM76aVlUVX/va1+LafP7zn4fHkxlFK4FAkDqopsIzvTqhnat6rLNf3o0QSYJUkIe8z34KvpX3wFVdBVf1WPhWLHHq7PsXgMaJyFKXBup2QcrzgWpaRsR4biXt0wvDMETINQY0x+M48wQFFJkQbGghNzcXixYtwoYNGxCJRNDQ0ICioiLIstyhMr1UkpeXhx/96EdgjOE//uM/2iT1UUrxxS9+Ef/2b//W4Tr9TMIs60YCkES7LQNZIMhGiNcN76LbENywMep5pXwIXNVVcR1qpiCUOqXZQ0qhDBrQeqynkHZxnpUrV4IxljDrvy+W7LGIjsC6D2GeOhfXzrdsMdTKoRkaVfbS2NgIwzDwpz/9CadOncKQIUPwxS9+EZqmpUyRL9Vw0wI3TYT3HoR58hzAGKTi/nBPmwDq9WS9YJNAkCmYYYA1BRHetgfmqXPgNoNcXAjX1AlQBpem7bfCIjp4OAL96Clwy4QycADkgSUgEk1rHlV3kba/qGVVdvDgQfzt3/5tum7To6EuDd47ZqPx4sttGjHcjDy4FPKgkgyPLDtpWcn//d//PSzLgpzlP0humjAv1KLp9XcA+4bwhl1XD+PQMbimjId7erVw/AIBAKqqoIUqvAvmONFP4rSfpe70hcBZKIym1zfcSK4DEIGTP5CzZB7kgQNAe2hn1FikXJyHc46GhgbU1NTg+vXrKCsrw5o1axKK9PTFlT7glO2xQAiBdz6Cdf7yjROyDK1qBDyzp2S1Xr8gNnZTAA3/tTqu0pb3ztuhjR7Wo8KDAkFvgOkGGp97Day+MboBIcj99L2QS4u7tWog1aRNnEdRFCxduhTf+c53klbl64sQSYKU54PvvkXglgW7rt45VtQPILTXzTL7Ctw0nXLMBNKa4W17oA4bCiImdgJBxuCMwTh+OrbDBwDOEfpwK3z33wXSDQl36SLl4jyUUuTk5KCyshKqSFZKGieLU4OUk9lyOEF64DaDcexUQjvW4HdqfoXTFwgyBtcNRGKJot2EVXsN3LIA9J7fZ9rEeQSCPg0hyWsrJFm6KRAIUgQhYIFQUqY8GAZ60WJMbCQKBOmAM0j98hPbUdqtncMEgj4J56BJ/u5IGhMJuwPh9AWCNEA0Lane2Orw8owILwn6Bpwxp0w0iQZVvQFmmGC6AdvfBBYIOeV3SbSoJaoKbfyohHZSYQFIL9umzu6aJ4Ggh0KapUXlgQNgXayNbuN2wXv7dFGyJ+gyTDcAy0Kk5gjsRj+oS4M2fjSox90tqm/phjMGHtER2rwD+uGTgOVspdGCPLinTYQ6rCzu74pIFNqY4Yhs3wcWjB3m99w2DaSXJVOnXZwnWfpqyZ6gd8MiOkKbdkA/dKzN3r0ydBC8i28D9XhAullaVNCzYbqB8NZdiOw52E7dUx5SCt+9C1Pi+LlpgTMGu/YaWDjitIPtlw8iSyAZ7nnBQmE0/uVVsKZg1PPaxLHN5c6xHT9nDCwQgv+lt8Aa/G1PShK8C2ZDG1He61b6wukLBGmGGSbAGeyr9eDMhlxYAEhSr1yBCTILM0yEt+9FJE4/enlQCXzLFncposR0A3rNYYS3720jJEZzPPDcPhNK+aCMSUsz3UBww8cwjp2Oa5f3meWQi/vHteGcgxsm7Kt10A+fALdtyCVF0EY52hm9bZUPiPC+QJB2WrQW6GChrChIMYwhsmt/XBPrwmWwxibQ4sLO3UI3nInFjvZtwFkghMDa95Bz13wow8oy0y2OMRgnziQ0C2/fC++iufHD/ISAaCro4FLIJcVOpESivVosq/f+ZYK0wCI6WDgCFo70mWQhgSBbMc+cB5L4HUb2HAA3Y/SAT4RlRXX4NxN8f3NCIapUYTf6AZY4QG3VXuvQmIgsgShyr3b4gFjpC5KE6Qbsq3UI76iBfb0BRJWhjRoGbdwoEFXJ+J6eQCBA3CS0NnbhCDhj6GidCLdtRPYdTmynG7DOX4I6rKyDd+g4hCTplEVVTFSE0xckhOkGAm9/0K4bYOjaDoS370Xuynsg9S8Qjl8gyDA015ecXY63U79Pbtuwr9cnZWtdu54Rp0/zc0FUxVGyjINSMQREFs+kW+ndcQxBl+GmifDW3THb/3LDhP/FtcmrzwkEgpShDBmYVLKZa1JVp9rEOslsySXoZUqfnlACrWpkAiMC95TxIErvS8TrKsLpdyPctsF0A9aVazDPXYLd4HfEJbKjoAIAwBlHZH/88B43TOgHj4k9foEgwxBK4J45Ka6NUjkU1OPu3PVlGdq4xCI2IATa8PJ2hzljrTlALVsMXYUoCtwzJ0OOlRhLCHLumieaWMVAhPe7CaYbMI6cQOiTPeA37ctJRYXwLpgNuX9BVsxS7at1QBKreOPoSWhjhoO4RThNIMgURFGgVY0CGEdoy652SX3qqGHwLpjdpXI9qV8+pKJ+sK9ej2mjDi8Hbto+aCmFM46dQmTfIbBgGNTjhmviGKgjKpw8oC7suVNNhW/pYpinzzl5RnXXAUmGOqwMnhnVIF6P6FAaA1Gn3w0w3UBkZw3C2/ZEN6AEuZ+6G3LpgG4XbjFOn0PTK+sT2kn9C5C78p6k9awFAkHqaNGCMI6fgX29AdTrhjZqWMr0IFgoDP+atbCvN7Q7Jw8uhW/pojYTCxYMofGFN8Aam9rZ01wf8h66D9Tr6fK4OOeObgAhADhASIf0ApiugxACbtmALAEcvV4hU6z0uwPTjO3wAYBxBNZ/hLxHV4BI3Ruikgryk7MrLAB6eamLQHAzTDcAAkdpUZKcJi7dJLjUsqp1Jdrr7uz1PW7kPrQU1sVaRPYdAg9HQH1euCaPh9Qvv63Dj+jwv7I+qsMHAOZvgv+Vdc4ioYvvFyGkU7kE3DRhNwUR2rjdyVfiHKAU6vByeG6bCuJxg3YwB4JFdAAc4HAmW1kaaRBOP8Mwy0Lk0Al4bpsGeeAAEEph+5ug7z8C8+zFG3b+AOzrjaClxd04WoBoKuSSIliXr8a1c0+d2OtnyAIB0JyLE44gtGkHjKOnWkPq8pBSeOZMc5xglj7wuwLVVKgVQyCXFrc6yWi/edYUcLYF42BfvQ7mD3TLJIlZFuzLV+F/eV3bOn7GYBw9CePUWeQ9eB9Iv4KkIq1MN2Bfu47w9r2ONgAhUMsHwz292pk8ZNl3QSzNMo1lQRteBtYURODtD9D0+gboB4/BNXEs8h5e1ibkZV251o0DdSCaCu+dtwNxZr1a1UjQ3JwMjqp3wm3bSeQ0DDDDcFaSgqyCcw7mD6Dxzy/BOHS8zR66de4S/M+/DvP0+YTlZD0Z6tJA3a6oDp9zDv3QiaSuox86lpLEvg5jMzS98W5s4R7TQtNrG8CtxJ8h0w0EP9wK/+o3nc89HAEPhaEfPIaGP6yGcewUmJFdv2Ox0s8g3DRhXbzS7gvHgiGYp89DHVEB3/1L4F/9JrhuZEUiHyEENDcH+Y8uR+DdTbDOX75xzu2Ce8p4p5tXD1/lc9sGtyzY1xsc8SFNgzK4FKAd2yPs1L2b9yX1/YcR2XMILBAEJAnqyAp4Zk4C9biz4rsgcERomt58t43+fFsDjsC6D1Dw+Gc6LIST7bTkDZinzsFuaAL1eZy6fHLTip9xcCu58l1us3YNgtIN5xzm6XOxP79mnGjFddDBpbGvZTMYR07AOHgspk3wnY8hlxaD9sue56Nw+hmERYy4M0zj2ClI/QvgmjAG4R37oFYMzvAIo0NlGSjIh+++RYBlwW5sAlFk0LxcQKId3vvKNphhwLp4BcF3N7bt2iVJ0MaPgmdW/G5dXYWHI07S082dvmwbxqHjMI6ehG/5nZBLB2RG11wQFxYMwb6WQKzGZq3Ru+5OxE0VTDcQ2XvQyUW6qVtk8N3NcE0cA/fMyaCaCiJRKKXF0PcdSnhNpbQo84Jetg3zzIWkTI0zF5yJfwy4ZSK8oybhdcKf7IZ3wZysWRj1jm9kD4CbJsI79yXUgo7sPQStaiTUkRVZlxhHXRpojhfKoBLIxf1BNbXHO3xuM1iXrqDplXXt23TaNvQ9BxF85+O0hdpZREdg/UftW3u2joGh6bV3ktJXF6Qf8/ylpO2SCQ/3BJhhILLnAMKbd7Zx+M5JhsjuAwht2t76G1EqhyYWDFIUKJXpV+/rEglKCrlpgfmjJyveTGuiYJaQXV6lF8MtG+aJs4ntQmGwSKS5tlaIS6QbbpkIvrs5ro1x/DRYUyA9A7BtmKfPx7exbCF+lC0kq/vuGKdtGIngluVogZw+h9DWXQjvrIHdFGjOMO8gjCO8LXbrXgDQ9x0GWsL6lMC7aG5c+5zFt3VLYxsiy0lLBavDhsY3sJPLR+A2y6o+AD17mdaTIAC3k9vrIpIkHH6GsBuakpqth3fUOBOxFGfimjflSMTDOHUW2tgRor9BN6OWDUIyLW7UYUNBumk7hhkGrAu1CKz/CDwcaT0e+ngblKGDkHP3/A7paRjHTyfXyW/fYbhnVIMqCpTyQfB96i6EPtoG+9oNUR+pfwE8c2dALi3utvdHHlwK4nGBhyIxbaSCPEh5uXGvQ1waoMgJxcvkon5ZtdIXTj9jEMj9+7Upy4sKJaA+kQmfKVhDY3J2jf7mB1+KE+qSfRhwDqcAWNCdEE2FPHAArIu1sW1UBerw8m5ZyXLOYV+pc7aEony3zLMX4H/pLeQ+cG/Se8x2fXK/EbuxyfmNUAqqqlCGDETuA/eA6wZ4OALidoFoqvNPN658iSwh9/670PjCm0CUdsPE7YJvxZKEWxSEEGijh0OviS9T7po6ASRL9vMBEd7PGNSlwTV1YkI7tbIsq0JBvZ1k9bmJpqblc5FLi5KzG1TaqYYpgtRCXRp89ywA9XmjG0gSfMvvbCNJm0m4biD4/pa4k0n76nWY5y4m3eOD5iSnnEc9rjZ5SIQQUJcG6f9r787DpCjPhf9/q6q7qpeZnhmGGfZhGJYBhp1hFWQRRHABRIkENSHGnNckmnPlkARNTjgnieaY+DvnvJq80ajRxESDIi6ggiCoCMi+7/u+w2y9VXdV/f5oGGimu6dnmH2ez3XlumLX09U1Q0/fXc9zP/edloqtdRZKWiqyQ6vXgA+RmVQlI530b01D69MjcrdO5G/cMbA36Q/di5zqrvRLm6TacQ0fmLDToT23faQpUgP6TBefInXI1qolapfcyHRZDJLLgXvMsAaT5dkc2NpkJzVFp/XKr5Vv65KmYWuTTfj0uQSDJJx9e4ig30BIbidpM6cS2LqLwNbdWD4/2BS0/M44h/RHdjnq7d/KCgQxLlbeCjeweSf29m2Sqman5XfG9+W6SmelHH16NJrlJ8mmoKS4cY8chOuWwkj6hQWSIlfp305yaKTNuAfvl+vQ9x0qXwaRHBqOvj1xDOjV4D7PxadIHZI1Fff4kShZLQhs2XVtvU2SUPNycI8ZhiRq19cpSZZw9CsgsD5+opLsSam1b+uyQyNl4hiK33wfK06SlXvciEhdcKFBuFr61TmwN46+PUG+9r6o7ZoOlTHLksk4ILJTJdmlJUVG69mF4M74+9Htue3jfoGwwmEsw4x83lkWkssZadnbALagSnb7TaVbSpKE5HTgHj0U96ghmGU+JFlCcruQFAWpAf7d1v9vvZmRr0whOfoVRP7wDCNSzU6WRPJePZDsdpyFfTC9vphFNmRPKp7770yqZ3l1yW4X6Q/di2/1RoJ7D5Zvi7K1bYVr+ECU7Mx6DyZCRZLN1uBmX5KtQy87k/+skTUN161DsUJG5G72BvactpHkwBifX2ZQx79hG8Hte8q/1EqailaQj3NI3ybzmXf1br6+ei9UheiyJwhEPpwsnx//ph0Yl4uRVDuOXvnY2rW+6TagSV/D1XKdoXCk7HE9NnARGiczGKT4H+9jliTeYuoeNyKyG6QKyYZmUMcKBAls2YlZ6kVyOXH064nsdsYN+KUffBo36VHJboln2h0NNvCbQT0yGyJJYJpIDSAfoSY0rK+pwk3Lzc1l9OjRvP766/V9KY2KrKmgqbhvHVy+r7au1+LK7+bFXb1QTZItklxWtviLuGPkVHekp30Vdxdc/Rtx3TIIyzASTl9bpklwz4GEuxyMcxcIbtuDY0CvBpULYOohLJ8f39othA4dxQobKC0zcA7sjb1j+wa3Rl9VInu/Edm+fTv33XcfHTt2xOFw0K5dO8aPH88LL7xQI+dft24d3//+9xk4cCB2e93c3TY0kt0eqTxYw3/YZiCI6Q9gXC7G9PmrVyRFECohKTL2Tjm4Rg2JyjW4Sk734Jl+100tV0k2JVJyN8F6taWHCGzaUem5Alt2RXrZNxCmHiJ05DhFf52Pvnt/pEa/YWCcvUDZxysoXbis0TfCEnf6jcTq1asZM2YMOTk5PProo7Ru3Zrjx4/z9ddf83//7//l8ccfB2Dv3r3I1dwf/PHHH/PKK6/Qp08f8vLy2LdvX03+CM2SFQphFJXg/XIt4ePXSrja2mTjGjkIpWVmg2u9KTRusqaiFXSL7CHftZ/w2QtINgWtZ1eUrMy6Wa6SJMziyotemV4fDan+hBXUKfvk87hJjuETp/Gv3Yxr2IBG2wRLBP1G4umnnyYtLY3169eTnp4edezcuWvbvbSbWB977LHH+NnPfobT6eSHP/yhCPo3yTIMwucuUvLuJxV6LoRPn6PknY9JuXMsasf2DSKTWah7VtiItFQuLcMKhVE8KaAoN53LcXWpyNG/IJIYKkl1+x6r0neKhjGjWN4fpZI0t+COvTiH9G8gV111Ynq/HlmhEKY/EPlfJf23Dx48SEFBQYWAD5CdnV3+/3Nzc/n2t78ddXzbtm2MGjUKp9NJ+/bt+c1vfsNrr72GJEkcOXKkfFyrVq1wOp038yMlJdY1NkVW2KD0o+XxmyxZFmVLvsAyG870plB3zKBOYNtuiv46n+K/v0fJvIVcfvktSj/6DONycdItahORZDlyZ1/XXypNC1vbVpUOU7Jb1kmJWjMcvvZZG2dpzQon0QeDyNKFWRynQVYjIG4v6oGph7CCOoFN2wkdPYllWdjbtsJZ2AfJ5Yy5ntyxY0fWrFnDjh076NWrV9KvdfLkScaMGYMkSTz55JO43W5eeeWVm5oRSGT79u3853/+J+vXr+fs2bNkZmbSs2dP7rnnnvIliOoyTZO//e1vLFiwgM2bN3Pp0iU6derEAw88wOzZs3E4GlaNg/CZc5HCLYmEwugHjkYyqZthDkVzZQZ1fKvWRxrV3CB8/DRFb75P+ozJKC3S6/7iaoDs0HAO7U/pgsUJxzkH963VErVmOAx6CP/WXeh7D0VmUzLScBb2jrSrvvG1K+mCem1cw1mSqCoR9OuYqYfQDxzBu3Rl1Dfc4OVigjv34Rw+MLIN5oYM7tmzZzNx4kT69evH4MGDGTlyJLfddhtjxozBnmBt6dlnn+Xy5cts2rSJfv36ATBr1iy6du1a4z9bbecd+Hw+Zs2axdChQ/k//+f/kJ2dzZo1a5g7dy6fffYZy5cvr/fAaeqhSAESm0L43IWknhM+cRqtW155OVCh6TPLvDEDfrlQmLKlK0mdfHuj3bZpa5WFY0h/Ams3xzzuGFBQqyVqrXAY4/wlShZ8ElVxM+z1UXridKS+wJ23XQv8sowtuyV6JdsdkSXktPildxs68SlTx8ziUryffhn3uH/1RmxZmZEKV9f9MYwfP541a9bw29/+liVLlrBmzRp+97vfkZWVxSuvvMI999wT83yLFy9m2LBh5QEfoEWLFsycObPGsv6vipV3YIXDYFqcu3SxfFx1ZxlUVWXVqlUMHz68/LFHH32U3Nzc8sA/bty4m/oZqsOyLCw9RPj0OYK790fuJlq2wNGrG0pKCmXLVyUu8yvLot9CM2LqkYI1lQmfPoel69BIg76sqTgH9ELLy8G3bgvhE5FEVlvbVjgH90NpkV6r29+scLhCwL9e6NgpfGs24hpeiKzaI9c7uG/cMulXqXkdo3oMNDaN98obITOo4/96U6Xj/F9vimwVucGgQYNYsGABly9fZt26dTz55JOUlpZy3333sWvXrpjnOnr0KF26dKnweKzHbtbVvIO0tDTMoE7o5Bm8K9ZQtuwrPMfPXsld0Kudd6CqalTAv2rq1KkA7N69u8Z/pspYpolZ5qX4H+9T+v4S9L2HCB06RmDdFor+8jbhS5fxTJmQsAGLmt+5QZbrFGqJYWJcqLw+PpBUHf2GTNZUbK1aknL7SNJnTSd91nRSJozC3ia7dgO+YRDcsa/SnhrBHfvAujalL6d50Pr2jDteTnHhHjO8Ue/VF3f6dUmK9EWvTPjshYQJraqqMmjQIAYNGkS3bt2YNWsW77zzDnPnzq3Bi626q3kH29evJ2fPcYxLReXH9H2Hyr9V37hD52bzDs6cifSkb9myZU39KEmzQmFK5i3CLPPGPB5Yvw3Z5cTRv4BAjLs72ZOCrVXdX7dQv5L9ktfQyvxWV11X3bOuLKNWKhzGOHcRuUNbIPIlxTV8ILbsTPzrt2IWXUnYu9JQyXVLYdKljhuqpvGOakySTQAxkksoKSwsBOD06dMxj3fs2JEDBw5UeDzWYzfrat7BgGHDGJDTiaF5Xbm1aw9GdM3HrtjAtPB9tT4y5X9dPsPN5h387ne/w+PxMHHixBr/mRKxTBP9wJG4Af8q/4btpN03icDG7VE/t+R04Ll3otiu18xIqh21a6fEnRUBbDaU7My6uagmKNmiP5YRPU7WVLQeXVC7dMQKhcEwkBwOkOq/oVJNENP7dcm0EvZevkrS1Apd1VasWBGz//XHH38MQH5+fsxzTZgwgTVr1rBly5byxy5dusQ//vGPKlx4csaNG8cXb77NHQV92XnqOC8sX8z9L/0Pvf/jJ3yy49rrW8Eg1nVffhLlHVTmmWeeYdmyZfzXf/1XzO2MtckK6gR37K18nNeH6Q9g79gusgc71Y1z2ADSH56G7EmpcjlUoXGTlEihnMqq4mkFXUES741qUWSUrBbJDW2RUeExSZaRNQ0lxY2S5kHW1CYR8EHc6dcpyW7HMaAA3+dfJxyn9ewKhokZ1MvXjh5//HF8Ph9Tp06le/fu6LrO6tWrmTdvHrm5ucyaNSvmuX7605/y97//nfHjx/P444+XT53n5ORw6dKlqGTBo0eP8sYbbwCwYcMGAH79n/8JQE5ODg99c2bCftNWIEgvVP76nR+gh8PsOHWcj7dv5sUvlvKd1//E57Pnkt+6LZgWVuhaXYKjR48ybNiwCuerLO9g3rx5/OIXv+CRRx7hscceSzi2tiRbTtcKhUiZMCqSsGdZYLMhizv8Zkuy2UidNpGS+Z9AqGKNDntOu/IEM6HqZFXFWdgHfXfiGU1b21a12kGzIRKfOnVIUmS0Hl0J7tyPcf5izDGyJwVHvwJKP1qO7NRwFvZFTvfw3HPP8c477/Dxxx/z5z//GV3XycnJ4fvf/z6/+MUv4t7ldujQgRUrVvDEE0/wzDPPkJWVxQ9+8APcbjdPPPFE1N72w4cP8+///u9Rz//lf/wHAMM7d+PukIqjdw+0fj0JmgZBXScjI/pbsuUPAKDabAzI6cSAnE50zmrF42+9xgdbNvDTO67sMrjJettLly7l4Ycf5s477+TFF1+8qXNVmySheFIwLxdXPlRVKZ63ELOoBDndg3Nof9ROOY06IUioPsmmYMtsQcZ3phPYtpvgnoNwZQ+5o7APttZZjeq9YYWNa1/kZblBXLuc4kbr04PgttgJvpJqJ2X8yEa7JbK6RNCvY7Km4pk2Ed/KdZE/9KvrSbKEmtcR1y2FeFesLt/eou8/gtqjC7ePGcsdd9xR6fmvr7B3Vb9+/fjyy+htgv/6r/+Kw+GISn4bPXo0lmVhhsMYZy9QsmDxtesDLF8A/9rNBHftg4mj+M3/9xzTp0+nZ8+epKamRjrTpboxbgiC/TrkAnC25LrHr7vLrWrewdq1a5k6dSqFhYW8/fbb2Oop2Ul2aDj69yJ09GTCcUpmBpIklScFmUUleBd/gXlLIY4+Per0A9IKhbFMk9CRE4TPnkfSNLTunZE0tdl9+NU3yRbpUucc2BtHnx5XHpQa1b+DFQph6WH8W3YSOnwMDBMluyXOwX2RU9z1GvxlTcV1SyFKizQC67ddqfMfYe/YDvfY4chud71dX30RQb8eyA4N16ghuEYOjmS4myZyipvw6XOUfrQc48KlqPH67gPYWqSj9S9ArkaA8/v9UeV1L168yBtvvMGIESNQYm0lMwxKP/g0KuBfzyz1Ylu5gW9Ou49Bw4bx5z//mW984xts2LCB4f16Ejp2Kmr80l2RrPUu2VfKcspyVPbyhAkT+OMf/8iWLVvK1/Xj5R3s3r2bO++8k9zcXBYtWlQnZYMTsbXJxtYmO35SliThuqUQ/5aKWyr9qzbg6NkV6uiD0dR1QgeP4V2xGuu6ss/+NRsjhUomjW1UAaepkGy2Rpmlb4VChE6coXTRsqjEY+NyMfregzgGFOAcMqDWA79lmpH3cziMFTaQnJHZS1lTkTUVR+/uaD26RhJuwwZyqjsyG9FM3+uN753WRJQnhWRmYBaXEjp5Bv3Qsbj7cv2bd6D16VGtf7Fhw4YxevRoevTowdmzZ3n11VcpKSmpMJUPVzLS9x+JCgqxhE+fI3doX7p168b3vvc9JkyYEMk78HqZ1KMPnVPTCRlh1h0+yPtb1pPToiXfHDIi8rM7tKjktWTzDkpLS5kwYQKXL1/mJz/5CR999FHUNXXu3DlmbkCFn1EPlWfsSjblprplyZpK6uTb8S5diX7waNQxye3CPWooZpkXfU/sWQv/lp04h/Sv1pe5qrAMk9CxU5Qtid1nPXTsFCULFuOZNrFBTM0KDZ/pD1K6cFnc0rWBTTtRMlug9ehSa8mqZlAndOQE/rWbr20RlmXULrm4bh2M7HQiKQpYFrLbBUQSKZvzjhnJipUSXg/y8vIAOHToUD1fSd0wgzqm10dg0w6MohIkTUXr2glb6yy8y1cTOlZxyjht5lRsSWakXu+pp55i/vz5nDhxAkmSGDBgAHPnzo1Zvc4M6pQt+YLQocrrCTCkL2+s/YodO3YwbNgwMjMzWbhwIatXreLE0WPooRDtMlowrkcvfjz+LrKzsnCPG0H+uNGMHj2a119/vfxUW7Zs4YknnmDdunUV8g7OnDlDq1atOHLkCJ06dYp7Od/61reizhnrZ7MCQfwbtkWWTyQJW4c2OAf2QXLcXHauGQiCYaAfOoalh1AyM1DSUgls3UUgxl3+VfacdqRMGlPrdx1mMEjxP97HrKTEaOqUCai57Wv1WoTGzwqF8H65juD2BKWEATndQ9oD99TK+9sM6gQ27cAfp8yv5NBI++ZkJJsd/8Zt5TOQ9vZtcAzohaTZm0xGflU036879cgM6nhXrEbfczDq8dDBo8jpHjz3jMf7+dcVAn91u24988wzPPPMM0mOtpLueuV0OunZsyclJSWoqsqoUaO4/fbbcblcmIEgViiMvu8Qlh7C1roltratQZGrnXeQm5sbc9tiLKaug2lhen2RTmNOB8Fd+/F9uTZqnHGpiODW3bhvuwU1P6/aHwJXP9QcvbsDoB89SdHf3q38d6nUTQles7is0oAPENiyM5JE1kynPoXkWIaZVPEbs6gkkuBXC+8nKxCIG/Ajx4OUfboS58DekRoZVxjnLxLYvAP3bcPR8jsjNbPAL4J+HTP1EP61WyoE/PLjRSWUfLgUz5QJFP11flTQUJLY43+zJJsde4e2hA4fr3Ssnp7Ks//2LMuXLwfA4/Hw9NNP8/DDD+PxeMCh4RzYO6nXrXLeQRyWaWIFgni/XIe+/xAYJva8HBwF3SoE/Ot5P1uFkpWJ3Dor6ddKJNkZmciHTu1vGTK9iQsIlY8r89ZJq1OhkZOqcBNykzt1YrFCoeT6F5w4jTxmGHKqG7M0+m/A+9lqlMwM7G1b1/j1NWSi8kNds0wC2+JP90Ik8IfPnseelwOAvVMHPNPvApuM6fVh6nrkTrYWSIocqROgJH5rKC0zcGek8+4/3mTRgvcoKCigpKSExx9/nL/97W94kwwyVw0bNox//dd/5aWXXuJXv/oVAwYMiJt3kIgVCFL81geRNfQryUWOPj3wb9pR6XP9X2/CDCa3775SsozauWPCIZLTgb1ThzrpDCglmfAoO52i+Y9QOZPk2v4qcnliXU2ywgbhM8l1sTTOXURO88Q85luzKelaG02FuNOvY+ETZ5L65hvcdxg1tz1al1wkpwPfqg2ET0ZqzKMoqN064b6lEMnpiCSq1CBJkUm5YzRlH6+IedcnaSopt9+Kb8XXGEdPcGteDl8uXcbUB77Bl19+yVNPPcWDDz5YpdecNGkS8+fP589//nN53sGrr77KrbfemvQ5zKCOd+X6Ct/obS0zrv3uEggdOVFjAU92aLjHjcAoKcOI0WJX0lQ8902qs6xtJSMNye3Cum7bUixa3x612t9caBokh4pzYO/IZ0QCapfcWvsSKVVyY1JOkeMmG4aPnwa5eX3JFXf6dSzpCm7BILZWWViGQen7S6KDlmGg7z5A0d/fwyzzJr3OnSzJbsfesR1pD9yNPafttQOKgtajC57pdxHYtofQkeNgWegHjyJ/+hXvvvVPMjIyKC0tLZ/yT9YzzzzDvn378Pl8eL1eVq5cWY02uRb6voqJoFX6/dTgr1J2aHimTSRl0hhsbbKRXA7kjDScwwtJ//b9KOme5D+4bpJkU3ANH5hwjJKRVqv9zYWmQ5Ik7B3bY2sXf2pccjlw3zqkVnaDSKq9fCY0IUXG1jorcbfCZracJe7065iSkZbUOFvLTOQUF95/roo7xgoEKf1oBZ5776jxzk+yqiK3yiJl0liQJKygjiRL6IeOUfbxigp/RMblYuRDx3n0kUf43XPPsXdv5TXpa5rl9ceuLWCYSE5HebXAeGS3q8Y/AGRNRe3aCXuHtuUleCXVXuOzM5WRFAW1Sy5WMIjvqw0V7nyUrEw8UyeI7XpC0mRNJfWe8fhWbyC4cz9ct8Zvz22Pe9yIWpnah8j72dG7O/61W+LWEwHQuuVhhYyYrcqBK5+bzetLrgj6dUzJzEBOcWGWJZ5mdRT2JrBjb6Vd+YxzFyLBrJayrWWHhqXrXH7rffAnnqWQ9h7i+9/7Hr977jlat66H5Jg4d83BPQfQenaNyuCNxdGvZ63s35UkqdY+/KpC1lS0Xt3RenYluOtApAiUzYajVzfktNQ6b38qNH6ypuK+ZRCu4QMxLhZFKvK1SAel9ovfSHYbqXffFqkVEKMrqa1VS5xD+mOUlmHv2C5m5UytV36dzbY1FCLo1zHJpuAeewulHy6NO0bNz0OS5aTWoQFCJ88kPYNQHVbYqDTgQ6RSX1p6Bna7nXvuuafWriceyeFAdruiym0CBLbvJe3+O9EPHr3WH/sGSot0tD7d6/wOvK5FGrjYcfTrGbnbl6Qm/zMLtUtS7UiA3LZVnb6uFTYwfQHSZkwhsHVnpKhYKIzSIg1H7+7YO7Sl9KPPkB0OHP0LKgR92ZOCc2DvRlkN8WY0r5+2AZAUBVv71qTePQ7vitXRd/yKgqNPd5xDB0SmmZNdW63t1qzJBgVFxjRNHn30Uew3UeWuuiSbgmNgL3xfrot63PL6KFv2FZ4pE/Ct3oB+4Oi16W1FRu3aCfeooc3qTleS5dp/3whCbZIlvJ9+iZwRCfKe++5EsimYZV6CO/fh/WItGAYGkDLhuoRgScLeqQMp40bU+LJoYyAq8tUTyzCwwgbGxcsYl4qQHBr29m0iNaFVO5ZpEti+F9+K1ZWeK/2RB1BSa69xhBkIUvrBp/Hry19h75rL7jQH3Xv3Ii2t9mYeEjGDOt7lq9D3VnwfKZkZpEwcjex2lZfsVDIzIk1OxFq2IDQqZlDn8p/eSGpsxmMPXtniZ2HLyowsPzSjL/nXE3f69URSFCRFQW7bCnuMaTFJltHy8/B9tQ5C8Ytg2Dq0qfU60rJDwzlsIKULPok/SJJwDulPT80e6bhXT2RNxT32FrRe+QTWbyN87kJki2On9jgH9UNyOpBVO3KCrGNBaKqu3myYxaWYXh+y24mc5on0oFCUSNc80yJ86gxGqRclNSXSc16WG2S9esnlwPIlTtCVrtTcVzu2q4tLavAa3r+icI1NwTP5dkreWxIzQ1X2pJJ6R+3XbQewtW6Ja8wwfCvWVDwoy6TcORabJ5XUalSXs8LXmt/UBFlTUTu0jXyjh8hSiaJcWc8WhObJDOqEjp7E99W6qJLMcqob5y2FqLkdCO7cj3/tpqiGW5Km4hw2AK1H1wY1IyYpcqTw1tfxS/ECOPr2aHbr9omI6f0GzgqFMf1+/Gu3ENx7MNIa0u1C69sTR5/uSJpaZ/uqTV0HPYR/007Cp85E1sZy2+Po06PK3eqssIFlGISOn4qU/JUk1M452Nq2Lr/rEITmyAqHsQwT48IlrKCO7ElFTnFFEuaqmYdhhUIE9x3Gu3Rl3DGuUUPBsuKWq3aNKETr06NBNakxA0FK5i3EuFwc87iSmYHn/jtFL4nriKDfSJi6Dldy+yzTQrLb6i0wWuEw1pUlB8lur/IduhUKEz5/gdIPl2HdUKxIcjnxTJmA0iJNfDsXmh0zqBPcvgf/hm1RfxtKRhruscNRWmVVa8bKDAa5/PI/o/bSV6AopH9rGsV/fy92a21FIePRGQ0ugJr+AN4v1pb32gCuVC3Nwz1qMLKj/rfLNiQi6At1zrhcTNHf34tfVMNuJ/3habWanCg0D5ZhYoVDmCXeyBq2y4mcloJkq78vzfGYQR3f15sIbt4Ze4AkkTplAvb2rat87YFd+/F++mWl41y3DsG4cIngrv0xj7vHDsfRp0eVXrsuXO2qefWOX8lIA1lqULMSDYW4lRLqlBnU8a3akLCKFqEQ/rWbcY0Y1ODuKoTGwwzqhI6dwrdyHWZJafnjcmoKrhGF2HM7NKg1aiuoxw/4AJaFd9lXpD04pUpB3zJNjLPnkxprXCpCTk2Jf/ziZSzTrPYyQ225GtzlNtn1fCUNX8P6lxOaPEmS0A8drXRccM9BME2sOI0yBCERKxRCP3CEso8+iwr4AGZpGWWffI6+92Dsaex6YIXDBJLoBGmWlkUq31WFJEGSd7yS3YaV4Au55HA0uIAvVI341xPqlGUalZYWBiJrj6YVt2a2ICRimRbez2PsNLmO94u1DeZLpRU2ymtHVCZ8IUHzmBgkScLRs2tSY9UuuYSOnYp7XCvoVqXXFhoeEfSFuiUrcWvkX09S7ZE7DtHxTagG/dDRhPUtgEi3yn2HarxLZbVIUtL74GWt6ol8ktMR3RHPpiBnpCGne8orbtpaZ4Eix2wFDWDv1AFJbHtt9MSavlC3LAu1S27MinnXU7t3QT96Aq1rpzq6MKGpsEwT40zswHWj8LmLaIYB9bxTRNZUtIJu6AcrWfqSJew5VS8yIzs0Uu+6jbJPv8TesR1qXkfM4kgfCjnNQ+jYSdTOHSP5NjHY2rch5Y5RzbaKXVMigr5Qp2RNxXVLIfqhY3HvxCRNxdm/AP3oiSrt/RcE4MoadnLvG8luazA9CGztWiN7UqIK59xI696l2tcrOx2kTLgV31cbKPpqw7Xte3Y7WkFX1K65uG4dEqlmuWUnlteP5HbhHFCAnOapUtKjZRiR/haKInIAGhixZU+oc2YohHmpmNJFyzBLvVHH5HQPqRPHENi1D9fQAcgNoCWt0PgYl4sp+uv8SselPTgVW8sWdXBFlbMsC7PMS8nbiyr8XQDYc9qScudt1d5xYAaClLzzEcbF2DkBtlYtSb13IrKmYuohuJKlX5UpfTMQxPT6CG7fixkIoqR7cPTOB5utQe2UaM7Enb5Q52S7HdI9pD1wD+Ez5wmdOguAvUMb5JQU/Ju24SzsK9YPhWqTnA5sbVsRvvLeisXWqiVySsOpBSFJErLbRdqD9xI6dIzAzr1YQR3Fk4pjYG+UzIzqB/xwmMCWnXEDPkD47AWCu/fj6N2jegWAAkFKF31G+MTpqMf9azfj6N8T5+D+5Tk6kiRhmWbMLblmIBjZuRPUI13wJEls3a1B4k5fqDemHgLLInTmHFZJGWapFyWrBfacdpGKg2JaULgJpj9AybsfY8TIdldapOO5bxKyy1kPV1Y5y7KwgkGwiHTevMm7ZDOoU/T6O1j+xM1pZE8Kad+cUuUgawZ1St9fkrATp2NwX+QUN77lqyMlvDu2xzV8IHK6B1m1Y+ohjIuX8H25Luo8tvZtcN86BCXDI5b7aoC40xfqzdW7CbV9m2tNd1R7nfUSEJo22enAc/9dhE+eIbB5J6bXh+Ry4ujXE3uHtg16ulmSJKSaLB9rWZUGfCCST1CNvz/jcnGlrbcDm3aS/vA0fHYbhMKEjhyn+OgJUiaOwZ7TjtDJ05Qt+izSIOs64ROnKf7nB3imTsTWJrvGGnM1VyLoC/XuapthoWm6WgrX8vqx9FBkSt2m1MmUraypqHk52Nq2igQTSarTJlUNRlV+3ir+aqxQiMDWXZUPDIcJHTuJvUNbQoeOXXmyRdniFWR8dwbez7+uEPDLmRalHy8n/dv3i6B/k0TQF2K62unLLPWCaSJ73CDd/DSj0LyYQR39wBH8azdHZaXb2raKNJBJ89RJn/ZmvyZsWdhatSR8NvFWRntO2+SKZ11/asNMahYBwPIHkG6sDmhaBLbvQevWicDG7QmfGz51BrVTTpWuT4gmgr5QgRnUCWzaQWDrrmudvmQZtXNH3KOHIjlFKU6hcmZQJ7B5R8x+5+FTZyl+60PSpt+JkpUp3k+1TNJUnEP7U/rB0oTjnEP6V/kLkqTIyG5XUmPlFDfWyTMVHg8dP51U1cDQ8dPYczs0v5maGiT+0oQoZlCnbMkX+Ndujm57a5ro+w9T/OYH5Y+bwSBmUMcoLYts1bmhTa7QvFmhUMyAX84wKF38RYOpf9+USZKErW1rHIP7xR3jGjkYpRrbFyW7HceAXpWP01Rs7VoROn46xsEkX0yRRcC/SeJOX4gSPnX22npbDKbXh/fLdbhGDMK7fBWhw8fL1+Fs7VrjGjEIJTNdtLRs5qywQSBRx7grzMvFmCVlYvq9DsiainNgb7SunfCv2xLZziiBrX1bnIP7Irtd1V6+k1Pc2HM7EDpyPO4Y56C+kUZaMRr62HPaEr5wqdLX0brlVev6hGvEnb5QzgwE8W/YVuk4ff9hME1Cx05GJd6ET56h5O1FhI6dwgqJu7fmzAqHMc5dTGps+HxyJXOFmydrKrasFrjHjSDtwamkzZyKe+wwbC3SbypfR9ZUUiaORs3vXPGgTcE5fCC21ln4126peFyRcfTqHnsG4PphLVskbPsrJEfc6QtRjCS+bWMYmGVeZJezYslQy6Js8edkPDqjqknAQlOTZJa1VM9175uj2kjIlTUV95hhuG8dTHDvQUyvHyUzAzUvB33/YUreW1LxLl+SSJk0FhSZ1LvGUjxvIZavYlKgnOImdcrtSCKR+KaJvzYhWpJb5yRFxjLitCUNG+h7D6P16iYStJopSVPR8jtHln8SDpQiGeNCk3B1mcY5oHf5Y5ZponbJxSgpJbh9byQnSJJQ83JwDh+I7ElBttuxbDbSH76PwLbdBHfsxfT5kd0uHH16oBV0EzU8aogI+sI1soya14Hgjn2Jh6W4kOx2LK8v7pjQidOo3TsjqSLoN0eSJEVasTodCbdzqV1zG0zDG6F2SLKM5HTgGtIfZ2HfyGOShGWZUV37JFlGcmg4B/TG0adHpLaAZSLZ7aKORw0Sf21COVm14xzUr9JCHo5+BQR27E18MkkS0/vNnGS34bn/zkj99BhsrbNwj71FtGttJqQrTXdkTUVS7XH/3aUrhZtkTUV2OETAr2Ei6AtRJKeDlIlj4gZ+tUdn7B3bEawk6Ktdc6EOiq4IDZckyyhpqaR/+/7Iro4W6cgpLmxtW5Fy9zhSp94hsvYFoY6JhjsCEMm2xrLAZsMKhbGCkUz+0KHjWIaBLTsT56C+KJkZlH2ygtDRk3HPJbkcpH/rflG9TyhnGca1/fjNtRSuIDQAIug3Y5ZpYoXChM+cQ997CMu0sLdrjdotF0lWAKu8Ec717S2NMi8l8xbG7PktqXY80+9CyUgT03KCIAgNjAj6zZRlmJglpZQs+KRi8LbZSJlwK/aO7WP21Y60/dQJbt9DYOtuzDIvkkND69kVZ2GfyF2cCPiCIAgNjgj6zZTpD1D01/nRpXavJ0l47p+EvW3ruOewDAMrFAZZAstCkpU6aZ4iCDey9FB5D3pJVsCmRLZ4iZ0BghBFfEI3A6YeigRlW6SFrRUORzfTicWy8K1cT+rk2+MmW4mWuEJ9sywLKxDEt3ojwT0HIBQGQE734BzUF7VLrsgtEYTriKDfRJWv1584TXDvITAMbK2z0HrlYwHB3QcqPUf49Dkw4xTgEYQGwAoEKX7rgwqVIc2iErxLVxI+ex7XLYNE4BeEK0TQb4Is08QsLqXk3Y8xy64V0NEPHsW3ZiOuW4fiHj2M0g+XRtXOj3muoA4uZ21fsiBUmRnU8X6+pmIp6OsEt+1B69kVuXV2HV6ZIDRcYsGrCbL0EMVvL4oK+OVMC9/na7CCQbQk+lfHK6wiCPXOstAPHKl0mH/9NsygaPssCCCCfpNjGQbBHXsTlj4F8K/bGil1mYA9p12l1fkEob6YJaUQr//DdYwz58FsEPnKglDvRNBvYiw9RGBn4tr5AMalosje+xRX7AGKjOvWwaJimtBwSUl+fMnii6sgXCXW9JsaSYpk5SsKWrdOaL27o3hSsCwwzl8ksG03oSMnImMtC6V1FuaBo9GncLtIvXMMSlpqPfwAQlMX2U1iXlmLl5A9KZFmK1Xc7il7UpA0NZJ3koA9t73YZSIIV4ig39RYFrbW2bhGFBI+dRbv8tUYFy4BYGvfBmf/AhwDelG26DPkFBcp40ZiDhuIvv8Ilmlgb98GW6us8u19glCTzEAQ31frCO45CFerPdrtaAVdcQ0dUKWZJUmW0Xp3J7BhW4JBEs7CvkgxikwJQnMkivM0MZZpYvkDlC1dee2O/gaOgb1Ru+SiZKSJ6XuhxpiBIIQNjJLSSBe11JRILQebUn685O1FkaWlGGytWpJ678Qqba8zgzpliz4jdPxUzOPu229F7dIRWRVb9gQBxJ1+02NZBHcfjBvwAQIbt6Pm5YiAL9QIMxzGKimj7LNVhE+eKX9ccrtwFvaJ7BJRZPybd8QN+ADhsxcI7j6Ao0/3pCvpyZpKyl23ETp6Av+G7ZFZLUVBzeuAc0h/5BR3zFLSgtBciaDfxFhhg8CWHZWO86/fipKZIQK/cFMsy8IsKqX4nx9cm66/eszrw/fF1xhFJbiG9ie4bU+l5wts2oHWvXOVtorKmoratVNkt4ksgXXtcUEQoons/SbGCoVi78+/Qej4KbEdT7hpVlCnbMkXFQL+9YJXSj7LSRR5MktKq/W+lK50gZRVFVlTRcCvY1YohOkPYPoDWEb894JQ/8SdflOTbIaGBYiYL9wkyx/AOH+x0nH+jdvQCrrh+3JtpWMl8WW00TCDOlZQx79pO8bpcyDLqJ1z0ArywWZDFg24GhzxL9LESKodyaElbqYD2Npki4Ilwk0LX7yc1Djj/CXUbnmVjrPntMMyTfF9tBEwgzqBbbvxr9oQ9Xj49Dl8azaTOnk89jatROfNBkZM7zcxkhLZxlQZ56C+Yj1fuGlXM/MrZbMhp7grHeYc2l+8LxsBy7IIHT9VIeCXMwxKP/gUM5C4MqhQ90TQb2Ikmw1nYR+UVi3jjlF7donc6QvCTbK1zoYk6jmo+XnIKW4cg/vFHeO6dQhKy4wavDrhRlYNdc20gjr+rzclHmSY+NdtxQqFauQ1hZoh5l2aIFlT8dx7B4Etuwhs3Y3l80cez0jDWdhH9BgXao4sofXsSnB7/Mx8SVPR8vOQVTvOgb3RunbCv24L4VNnQQJbh7a4BvdDcjnFfvpaYAaDEDII7NqH5fMjp6eh5eeBIlf/922YGBcqX9rR9x3CdUshktg12WCIoN9EyZqGc2AfHP0KwDTLM6Il1Z70HmhBqIysqrhGDMIoKiZ8/HSF45Km4rlvEpIt8lEjaypyVgvc40ZE3pcAsiy+hNYSM6jjXb4afW900TPfl2txFPbBObB3tX73Vjic3LhQWPQ+aGBE0G/CJJuS/JqrIFSTrKmk3jWO8JnzBDZuw7hcgqTa0bp3RuuVH/miecMSgAjytc8MBin7dCWhg0djHDQJrNuCJMs4BvSqcgEjyaGBIlfa5VDJSBMJww2MCPqCINw0WVNRO7bD1qolXKnsHSvYC3XH8gdiB/zr+DdsxdG/Z7XOr3bJrTCDcCPHgALR96CBEfO8giDUGNmhITsdyE6HCPj1yAobBDbvqnxg2CB06HiVzy9rKq6RgxNWTlSyMlG7dBLLiQ2M+NcQBEFoYizDwCzzJjXWKCmt1mvITidp35yMrV3rGw5IqPl5eKZVrXmSUDfE9L4gCEITIykKUoorqbFyakrC45ZpYuk6WFfyhOz2K68ho3hSSb17HJYeilRmlKXINk6RnNlgiaAvCILQxEg2BUffngS37k48UFFQ83JiHrIMEyscRj9whODuAxAOo2Rm4CzsE9leeSWoyw4NHBqKJ/GXB6FhEEFfEAShCZLdTuy57RO22XYM6BWzwZFlmBjFJZS88xGW/1pVvfCZ8wR37kPr3R3XiEHibr4REmv6giAITZCsaaRMHI091p28JOHoX4CzsE/MwG2FQpS8vSgq4F8vuH0Pwe17sBJ0VxQaJnGnLwiC0ETJmkbK7bdi6TqB7XuvVOTz4CjoBooSO+AbJsE9Bypt2uXfuB2td3dRC6SREUFfEAShCbu65u4aNiBSKEeRE7YvtnQ9soZfCcsfwLxcjNw6qyYvV6hlIugLgiA0A5IsJ72ga+nJNclJdpzQcIg1fUEQBOEa00RJ9yQ1VE5LreWLEWqaCPqCIAgCEKnX7/t6M45e+ZWOVVq1RBLZ+42OCPqCIAgCAGZRKcHte5BTU7Dnto8/UJFJuW2ECPqNkAj6giAIQqRe/869AJQu+gz3qKFofbrDDT0UlMwMPNMmoWSkJUwIFBomkcgnCEK9sUIhLNPCOHcBSw+jtEhDcjqQNFUElLpmmVh6GACzpJTi+R/jGtwP57fuI3zqDFbIQMlMR5JlwpeLsbdtVc8XLFSHCPqCINQLM6jjX7+VwNbdELqWBa5kZZIyfgRKRjqSXXxE1RlFwdayBfqV/7S8PrwrViOtsqNkt0SyKZhbvBgXL5MyaWy9XqpQfWJ6XxCEOmcGdbxLVxLYsC0q4AMY5y9SPG8hxuViLMuqpytsfiRZRivoCnL0DIulhwifOE3oyAmMi5eRVDv2ju1q/XrMQBDTH8C4VITp9WEGguL9UAPE12hBEGKyDANMExSlxnuiG5eL0Q8cSTDApGzpSjzTJibs2S7UMFnGNXwgvq82xB3iHjO8xt8P17NCIYziUrxffE34+Onyx5VWLXGPGIzSKhNZFQmE1SWCviAIUcxAELO0LFK2VQ9hy0xH65VfY+1SzaAeucOvhHH+YqQUrAj6dUbWVLTePZA0Dd+aTVg+/7VjnhRcI4dg79i21pZdLMMgfP4SJe9+DIYZdcw4e4GSdz8mZeJo1Lyc8ha/QtWIoC8IQjnTH6D0g08Jnzlf/pgO+FZvxDmkH47+vW4+8JsmxuXipIYaRcVJF4oRaoasqWg9uqJ2y8O4VITlCyCnupDTUpFsNiSl9mrtW2GDso+XVwj41yv7dCUZj85AEjG/WkTQFwQBiNyBl7z7CcaFSxUPWhb+rzcjqSqOPt2RbDf30SGpyX1ii7u5+iHZFCSbgtwmu05fN3zuAmaZL/EgwyC47xCOXvm1uszQVInfmCAIQKRXesyAfx3/ui1YCe7CkiFpKmr3LkmNU1q2uKnXEhqX8MkzyY8TbX2rRQR9QRAwg0ECW3dVOs4KBDHOXrip15JkGS0/r9IEPa1vT3En18wku3QgKQqIOg7V0iin9w3DIBQS3Z2EaHa7HaUW1xubNNPC8geSG3pdclelY8NhMEzCZy9glpYhu13Y2mSDIuOZfhclby+K2bddzc/DObC32KffzKhdcvGtir9zoHxct07ivVFNjeq3ZlkWZ86cobhY7N8VKpIkibS0NFq3bi2quVWVLCOnuJIbmupOapwZ1NH3HcK3akNUYJc0Feegfmi980mfdT/6vsMEdx/ACkUq8jkL+yJ7Umpkp4DQuEhOB7bWWVGJpDeSU9zY2ohqgNXVqIJ+cXExRUVFZGVl4Xa7xQe7UM6yLLxeL+fPn8fpdJKenl7fl9SoyJqKo38v9P1HEo6TXM6k1tmtUIjg7v34Pv+64rGgju+rdVihEI4BvdAKuqF2yb1yITWzLVBonGSHRurd4yietwizpLTCccmhRWo3iLv8ams0vznLsjh37hwej4eWLVvW9+UIDZDT6SQYDHLu3DnS0kQzkKpSMjOwtWudMJnKNXIwkq3yJRTLNPF9tT7hGP+6LTj6RdbtJaejytcrNE2Sy0nazCkEd+8nsHU3ZqkX2elA69UNR58eSKoqcj1uQqMJ+oZhYBgGHo/YsyvE5/F4KCkpwTAMbDe5ray5kTWV1LvHUfbpl4QOHYs6Jql2XCOHRIqiJJE3oR88Vnl2tWUR3LkPx4Be4kNcKCdJEpKm4ujdA617Z5BksKwr2whtmEEdK2Sh7z+MUVyK4klF7ZorZomS1Gg+FcPhSPcn8UEuJHL1/REOh8V7pRpkh0bK7bdihcPoew5iBoLYslpgz+2AJEtJ7Zu3LAvjfOKtf1cZl4oihVhE0BduICkykhI9A2QGdfzrthDYvDNSIvoK7+drcPTtiXNofxH4K9HoPhXFlK2QiHh/3DzZoQEazsI+1Xq+JElIruRK50qaWqHBi9A8WaaJpYfAMLAMM9Je+bovmmZQx792M4FNOyo+2TQJbN6BZZm4hg0UgT+BRhf0BUFo+LTuXfGv2lj5uF75tVrWVWgczKCOfuAI/vVbMYtKIg/abWg9uuAaNjBS08E0I3f4CQS37sY1uF/tX3AjJubUBEGocZLdhj0vJ+EYW7vWSW8TFJouM6jjW7UB79KV1wI+QChMcNseit/6ILIbZNc+qGyrtmUR2LlfbOlOQAT9RmLOnDmMHTu2vi9DEJIiOzRSJtyKrX3rmMeVVi1JvXscsiY66DV3xuUigtt2xz1ulpShHz6OUVyW1PnMkpKo9X4hmpjev0LXdVTRozlpL774Il26dGHcuHH1fSlCAyVrGql3j8e4XExg8w7MMh+yy4GjXwFKyxZi3VXADAbxr9ta6TjjzHlktzOpc8oul0gMTaBZB/2ioiICgQCvvfYaR48epWPHjsyaNQuHw9Hgirv8+te/blBTVi+99BITJkwQQV9ISNZU5NZZKLfdUp6lL4K9UM60CCfRy0E/cBTP9Dvxr9lU6VitV75I6E2g2Qb94uJifvKTn/Dqq69GBdOf//znPPLIIzz33HOkpaXV4xVGszeDFqOmaRIKhdDElG+TI9/ELJqlh7Ask/Dx0xi+AEpaCrbW2ZEvEKIyW6MnyRKV3c6YpWWAhNq9M/qeg3HHqd3yRLW+SjTLOZCioiJmz57NK6+8UuHu2bIsXnnlFWbPnk1xcXGdXVNZWRlPP/00Y8eOpVevXgwbNoxZs2axc2ckWzXWmv7ly5f5yU9+woABAygsLORnP/sZe/bsIT8/nwULFpSPmzNnDv379+fs2bN8//vfp3///gwdOpRnn30Ww4guoPLqq6/ywAMPMGTIEPr06cO9997L4sWLo8bk5+fj8/l47733yM/PJz8/nzlz5sS9ToAXXniB/Pz8Cuf51a9+xYcffsidd95J7969WblyJQBnz57lySefZPjw4fTq1Ys777yT+fPnV/O3KzRWZlDHt3Ebl1/5J6WLPsO3fBWl7y2h6LW30fcexAzq9X2Jws1QFOy57SsdJmkqkmrHPWY4are8mGPUrrm4b7vlypZTIZ5m+ZUoEAjw6quvJhzzl7/8hd/85jd1drc/d+5clixZwoMPPkjnzp0pKipi48aNHDx4kIKCggrjTdPkscceY9u2bcyYMYO8vDw+++wzfvazn8U8v2EYPPLII/Tp04ef/vSnrFmzhr/85S906NCBb37zm+Xj/va3vzF27FjuvvtuQqEQH330ET/60Y946aWXGD16NAC/+93v+MUvfkGfPn2YPn06ADk5iTO14/n666/55JNPmDlzJhkZGbRr144LFy4wffp0JEli5syZtGjRgi+//JKf//znlJWV8e1vf7taryU0LmZQx7dmE8EtFbdpWYEg3mVfgWWide+SVNEgoeGRVTvOwr4EdyTOzNd6d4+Ua7bbcN82HNeIQgJb92CWeZFTXJHyvJoqlo6S0CyD/muvvVbp+rhpmvzlL3/hySefrJNr+uKLL5g+fXr5HTPAo48+Gnf8smXL2Lx5M0899RTf+ta3AJgxYwazZs2KOT4YDDJx4kR+8IMflI+dOnUq8+fPjwr6S5YsweG4VgVr5syZ3Hvvvbz22mvlQX/y5Mn8x3/8Bx06dGDy5MnV/pkBDh8+zMKFC+nSpUv5Yz//+c8xDIOFCxeSkZFRfr0//vGP+cMf/sADDzwQdY1Cw2WZJlYohBXQsUIhZLcLJCm5u7FwOGbAv55v5XrUbp0RK7iNl+TUcI8fiffTL2Met7Vvg3NQ3/Jpe1nTQNNwDR8QyRNRZFHroQqa3fS+ruscPXo0qbHHjh0jFArV8hVFeDwetm7dytmzZ5Mav3LlSux2e/mdNoAsy8ycOTPuc2bMmBH13wMHDuTEiRNRj10fTIuLiyktLWXgwIHs2rUrqeuqqkGDBkUFfMuy+PTTTxk7diyWZXHp0qXy/40YMYLS0tLyJQ+hYTODOsG9Byl+8wOKXnub4r+/x+U/v0nZki8wikuxjPi1+S3DwL81/jau8nF6iNDRkzV52UIdk1UVtUsuaQ9PQ83PA7sNZAklO5OUiWOubO2seAcvKQqSahcBv4qa3Z2+qqp07NgxqbE5OTl1lkA3e/Zs5syZw+jRoykoKGDUqFFMmTKFDh06xBx/6tQpsrKycDqjt7HEm2bXNI0WLaJboqalpVXIW1ixYgV/+tOf2L17N7p+bb20trJh27ePXs+7dOkSJSUlzJs3j3nz5sV8zqVLydV1F+qPGdTxb9xOYN2W6AOWRejwcYpPnsEzYzJKuifme8syTMyi5HJqjIuXgU43f9FCvZFVO3KLdNxjb8E99haQAMNEcmgiE7+GNbugDzBr1ix+/vOfJ5zil2WZ73znO3V2TZMmTaKwsJClS5eyatUqXn31VV5++WVeeOEFRo0addPnV5L4NrxhwwYee+wxBg0axNy5c8nKysJut/Puu++yaNGipF4n3h/ojQmDV904TW9eKapxzz33MHXq1JjPuTEhUGh4rECwYsC//rgewrvkC1In3x6zra4ky5G6/EmQXGKpp6kQa/K1r1kGfYfDwSOPPMIrr7wSd8x3vvOdOl83zs7OZubMmcycOZOLFy8ydepUXnzxxZhBv23btqxduxa/3x91t3/s2LEKY5O1ZMkSNE3j1VdfjSpU9O677yZ9jqutbW906tSppJ7fokUL3G43pmkyfPjwpF9XaDisUAj/pu2VjgufOY8V1CFW0LcpOHp3J7h9b+KTSBJaV3GXLwjJanZr+gDp6ek899xzfPe730W+oXKTLMt897vfrdN9+oZhUFpaGvVYZmYm2dnZUVPs1xsxYgShUIi33367/DHTNPnHP/5R7etQFAVJkqLuyk+cOMFnn31WYazL5YoZ3HNycigtLWXPnj3lj507d46lS5cmfQ0TJkxgyZIl7Nu3r8JxMbXf8FmhMEYSBVcAwmfPxz0mp6Via52V8PlqfmdQmuXHmCBUS7O804fIevZzzz3Hb37zG/7yl79w7NgxcnJyyu/w67Iwj9frZdSoUUyYMIHu3bvjcrlYvXo127dvj8rmv964cePo06cPzz77LMeOHSMvL4/ly5eXr9FXZx1s1KhRvPbaa3z3u9/lrrvu4uLFi7z55pvk5OSwd2/0HVdBQQFr1qzhtddeIzs7m/bt29O3b18mTZrEc889xw9/+EMeeughAoEAb731Fp06dUo6Ae/f/u3fWLt2LdOnT+f++++nS5cuFBcXs3PnTtasWcO6deuq/LMJdceC5MugJhgnaxqpk2+n5L0lGOcqfomwd+qAe8wwMSUsCFXQbIM+RAJ/WloaTz75JKFQqN6q3jkcDmbMmMGqVav49NNPsSyLnJwc5s6dG7Wd7nqKovDSSy/x9NNP89577yHLMuPHj+cHP/gBM2bMqFZVu2HDhvH000/z8ssv88wzz9C+fXtmz57NyZMnKwT9OXPm8Mtf/pL//d//JRAIMHXqVPr27UtGRgZ/+MMf+K//+i9+//vf0759e3784x9z9OjRpIN+y5Yteeedd/jjH//I0qVLeeutt0hPT6dLly7Mnj27yj+XULck1Y6al0P4VCU7UWQZe9vYDXkgkgwYvnCJ1EljMIqKCe4+gOUPIKe4cQzsjZziFgG/iTEDwUiFPtMCWUKSJFGDoYZJVgMp6J6XF6mydOjQoZjHA4EAhw8fplOnTmKPdgLLli3jBz/4AW+++SYDBw6s78upc+J90jCY/gCX/zIPQuG4Y9TunXGPGoocY03f9PkpfucjzMuRmStb+zaonTsiaXZAQu3cUQT8JsTUQ5iXi/Gt3nBtC6bdhtajK66h/SNZ/KKJTo1o1nf6jV0gEIgKbIZh8MYbb5CSkhKzip8g1BlJwnP3eEo+XArhioHf1joL98jBSLaKu0rMYJCS95aUB3yA8InThE+cLv9vvVMHUiaMEiVXmwBLDxE6cpyyTz6PrsoXChPctht9/2HSZkxG8aTU2zU2JSLoN2K//vWvCQQC9O/fH13X+fTTT9m8eTM//vGPxV2uUK9khwbZmaQ/dC+BLbvQDxzG0kMo6R603t1RO3UAuz3m1K1xuQTj/MWE5w8dPo4VCoMI+o2eZRiULf4ibhleyx+g7JMVpE6+XXzJqwEi6DdiQ4cO5bXXXuPzzz8nGAzSsWNH/v3f/50HH3ywvi9NEJAdGqYk4RzcF0e/niBJYJpILicSkbX/G1lhg+DOSrbpXaHvPYSzsHcNX7VQlyzDiNTdv1KfI57w6XNYgaD4klcDRNBvxO6++27uvvvu+r4MQYirfN09xrp9TKaJpcfPA4gaGgxWeMwyzUgr3lAISw8hu5zJ1/oX6pwVChM6nlwNj9Cpsyjpnlq+oqZPBH1BEBoOm4KtZQZ6Ejf7tlYto/7bDOqET57Bt2rDldK8EfactrhGDUP2pCCLXuv1xtRDYJqEjp/CCgRRMtJQWrbA3qVjJPA3jJzyJk/8BQiC0GBIsozWKx/fmo1gxg8CkqZi79C2/L9NXSe45wC+FWsqjA0dO0Xxm++TNv0upKwWNZYFfnVWwfQHMEtKkTQVJSMdFBnZJj5ar2cGdfxfbyKwbQ9cV/xLcjlxjxpCyh2jKVv8ecLAb2/fpg6utOkT70xBEBoWRcY5dAD+1RvjDnGPGR5d2Mcw8X3+dfxzGgalHy8nbcZkpBqY6jf1EMb5i3iXr46aVZCcDpyD+qIVdGu2Wwot0wQLpCuVEs1gEO/y1eh7K27Htnx+yj75nJTbb8XRv4DAph0xz2lr3zpmDohQdSLoC4LQoMiqiqNvT2SHhu/rTVi+wLVjnhRctw5BzWlb3l/dMgwC2/dUOj1sFpdiFJUgV1LatzKWYWCcPU/JgsUVXtPyB/B9uRazzIdzSL8GGfitcDiy80ECya6WB+ebOqdlYekhjIuX0fcfxjJM7B3aYM9ph6WHYwb863lXbSDt/kkENu+s8DuVU92kThwj8jJqiAj6giA0OLKmovXsiprfGeNSEZbPj5zqRk5LRbLZonqoW+Ew4dPnkjpv+PQ57Dcb9MMGZZ+uTPglI7BpO47+BdCAgr4Z1LH0EIHNOwifOQ+yjNq5I1qPLmBTqr0kYZkmZpm3Qm2F4LbdSJpKyoRRuEYNxfdF/JkYy+vDLPXiHNIP/7qtkV0eTgda7+44BxQgVaPCqBCbCPqCIDRIks2GZAO5TXZlI5Nep49VDKiqjIuXMUvLKh0X2LwD1/CBSA1gfd/UdYLbd+P7akPU4+ETp/Gt3oBnygTIblmlREczEIysz0sSxf9ciOXzVxhjBXVKFy3Dc+9E7LntCR05Efd8RlEJjoF9cAzodaWBAyI/ohaIuoaCIDRqkmpHzc9Laqw9t8NNv174QnKdHo2Ll7HCRuUDa5llmoSOnaoQ8MuFwpS8txgrxhbImOczDIySMso+Xk5gyy4CW3bFDPjlTAvf15tx9OmR8LySQ0O225BVFVm78j8R8GucCPpCtT300EM89NBD9X0ZQjMnSRL2ju2RKqkFYO/YrjwP4GbISSaUSTZbpCBRPbP0EP41mxIPChsENm7HCoUqPZ/pC1D85vuEjp1C7ZpLcPf+Sp8TPnEaJasF7ttuIfXucaRMHIPWsytcXaZRlKjdGELtEUFfEIRGT7LZ8Nw3CSnOGrrSIp2UO0bXSDKYvWN7kCsP5lrPrg0jkS9sRO0wiCe45yCWkbgynhkM4v18TaQ6HiBpGqbXl9RlWKEw4XMX8K3dTGD7Hmytskj/1jTUrrk4+nRPvh2zcFPE3MkVlmFEJQcJgtB4SIqMku4h/dv3E9i6m+Cu/VjBILInBUe/AtQuuTUXgGUZtVtn9D0H4g9JdWNrIPvKk7l7h8iMQKUzE6ZF6NCxa88JBpHdLsxSb6Xnl2wKwd0HyxswhU+cRlrnwnPvHUgp7qRnUISb06yDvhnUIRwmsGsfZokX2ePG0bMb2GwN4xu6IAhJkxQFyangLOyNo18PQALLQtLUGm3LKmsq7jFDMcu8UZ3/yo+7XXjuv7NGlhJqguR0RGYmEhQ7AiIlbq1K7vTLfFG7FvT9R9B6dMW/bkvC59nat8G4cLlCx0XL66N0wWLSHp6W+IcQakyznU8xgzq+leu4/PJb+FdtJLh9D/5VG7n88lv4Vq6LfCGoQ2VlZTz99NOMHTuWXr16MWzYMGbNmsXOnTsB2LBhA0888QSjR4+mV69ejBo1imeeeYZAIBB1njlz5tC/f39OnTrFv/zLv9C/f39GjhzJP/7xDwD27t3Lww8/TL9+/RgzZgwLFy6Mev6CBQvIz89n/fr1/PKXv2TIkCEMGDCAn/70pxQXF1MZXdd5/vnnGT9+fPl1/u53v0PX6/b3KTRfks2G7HAgOzRkp6NW+rDLmkbq3ePw3DcJe6cOKC3SsbXJxj1+JGkPT0NOcTec/u+ShJrXsdJhjgG9kNTENzs37n4I7NyLVtANyeWM/yRZwjW0P4Ftu2MeNr0+QkdOYIkyvHWiYXwVrWNXA35wR+wC31cfd40cXGd3/HPnzmXJkiU8+OCDdO7cmaKiIjZu3MjBgwcpKChg8eLFBAIBZsyYQXp6Otu2bePvf/87Z86c4fnnn486l2EYPProoxQWFjJ79mwWLlzIr371K5xOJ//zP//D3Xffze23384///lPfvazn9GvXz86dIjOav7Vr36Fx+Phhz/8IYcPH+att97i1KlTvPHGG0hxpgBN0+Sxxx5j48aNTJ8+nc6dO7Nv3z7++te/cuTIEf7f//t/tfb7E4S6Jmsqcvs2KFktyu+ia3pWoSbImorr1iGRmvdxbmaUrEzULrlIshypqHdlK96N2w0llxM5xY1ZFpnOt3wBfKs24Jl6B6UfL4/apw+R34d7/EjC5y8m3K4X3LUvkmgpCvDUumYZ9AmH4wb8q4I79+EaNqDOimt88cUXTJ8+nTlz5pQ/9uijj5b//9mzZ+NwXMtO/sY3vkHHjh357//+b06dOkXbttcyX4PBIPfccw//8i//AkS68Y0cOZKnnnqK//7v/2bSpEkADB8+nIkTJ/L+++/z+OOPR12P3W7n9ddfx36l33nbtm35/e9/z/Lly7ntttti/gwLFy5k9erVvPHGGxQWFpY/3rVrV+bOncumTZsYMGBAdX9FgtAgyY2gcIzsdpI2YzJliz+PFOa5SpJQu3TEfdsIJFnCDAQJ7j1I+PR5JEVG7d4FW3YmkmpHkiQkm4KjsA++z6/1OND3HcLSQ6TeORazzEvo6EkwTWwd2mJv2wr/+m0ENscur3uVpYdEw5060iyDfmDXvsoHWRaBXftwDepX69cD4PF42Lp1K2fPnqVVq1YVjl8f8H0+H4FAgP79+2NZFrt27YoK+gD3339/1Lk7derE0aNHmThxYvnjeXl5eDwejh8/XuH1vvGNb5QHfIAZM2bwP//zP3zxxRdxg/7ixYvp3LkzeXl5XLp0bS/z0KFDAVi7dq0I+oJQDyRFQU5LJXXKBKxAkPC5CyAr2Nu1AllCkiSC+w7jXb46qiFOcOc+5LRUPNMmIae4kBQFrUcXjIuXCW7fUz4udOQ4xUeOY+vQFvfY4cgpbmS7jfD5i5UGfIjsrqiJwklC5Zpd0LcMA7Ok8kxTALPUW2dZ/bNnz2bOnDmMHj2agoICRo0axZQpU8qn3U+dOsXzzz/P8uXLK6ytl5VFVwfTNI0WLVpEPZaamkrr1q0rTM2npqZSUlJS4Xo6doxeA3S73WRlZXHy5Mm4P8PRo0c5ePAgw4YNi3n84sWLcZ8rCELtkiQpMn3u0KL60lumSejoSbxLV8Z8nllcSvG8haQ/dG+kgI6m4hoxCEef7vjXbyN8/mJkVqBLLo4+PSKzAleWBeTUFOR0D2ZRxc+Y6zkG9kayi+z9utDsgr6kKMged1Jj5VR3nW3jmzRpEoWFhSxdupRVq1bx6quv8vLLL/PCCy8wYsQIZs2aRXFxMd/97nfJy8vD5XJx9uxZ5syZg2lGZ9wqca453uM1lUBjmibdunXjySefjHm8devWNfI6giDUHEsP4ftqfeIxXh/B3QciQV2RI/kMWZm4b7sFrnz+SHZbxRwA1U7K+JGUzP847vS92qMLsjtBIqBQo5pd0Adw9OyGf1X8tp0ASFJk+14dys7OZubMmcycOZOLFy8ydepUXnzxRbKzszly5AjPPvssU6ZMKR+/atWqWruWo0ePlk/LA3i9Xs6fP8+tt94a9zk5OTns2bOHYcOGxU32EwShYbF0PbniPdv3oHXvHFX5sLJEZ0mWsWVn4rlvEt7PVmFcKrp2TLWj9S/AOaC32CJdhxpWmmldsdnQeuUnHKIVRPbr1wXDMCgtLY16LDMzk+zsbHRdR76SDXz9HbllWfztb3+rtWuaN28eoeuKerz11luEw+GEQX/ixImcPXuWt99+u8KxQCCAz5dc5S5BEOrO1ep6lTH9AajGd3nJbsfWJhvP9LtIe+jeyFbHaRNJf+QBXIV9RMCvY83yTl/WVFwjBwORRJWoaSdJQivoVqfb9bxeL6NGjWLChAl0794dl8vF6tWr2b59O3PmzCEvL4+cnByeffZZzp49S0pKCkuWLIm5Fl9TQqEQ3/72t5k4cSKHDx/mzTffZODAgXGT+AAmT57MJ598wty5c8uT9gzD4NChQyxevJhXXnmF3r1719o1C4JQdXKiPfbXj0txX+t+V0WSLEfyARwaZGZU7yRCjWiWQR+uBX7XsAGRinylXuTU+qnI53A4mDFjBqtWreLTTz/FsixycnKYO3cu3/zmNwF48cUX+c1vfsNLL72EpmmMHz+emTNnMnny5Fq5pl/+8pcsXLiQ559/nlAoxJ133skvfvGLhNP2sizzxz/+kddff50PPviApUuX4nQ6ad++PQ899BCdOnWqlWsVBOEm2GzYWmdFb+WLwdGvZ9zeBkLjIVkNpAxSXl6kNeahQ4diHg8EAhw+fJhOnTpFbV+rKaL2fsSCBQt48sknmT9/fqO8K6/t94kgNDWWZRE+c56StxfFTbaTM9JIe+AeMRXfBDTPNf0YRMAXBKE5kiQJW2YGqVMmILkqflG2tW1F2v13ioDfRDTb6X1BEAQhQlLt2Nu1Jv1b9xM+fY7QqTNINjtat07X1uKFJkEEfUEQBAHJpiDZFNTc9qi57ev7coRaIoK+EOXee+/l3nvvre/LEARBEGqBWNMXBEEQhGZCBH1BEARBaCYaXdBvIDsMhQZKvD8EQRDiazRB/2qbV1HKVUjk6vvDLjp2CYIgVNBoEvkURSE9PZ1z584B4HK5RFMXoZxlWfh8Ps6dO0d6enrcjoKCIAjNWaMJ+nCtNevVwC8IN0pPTxctfAVBEOJoVEFfkiTatGlDdnZ2VAc4QYDIlL64wxcEQYivUQX9qxRFER/ugiAIglBFjSaRTxAEQRCEmyOCviAIgiA0EyLoC4IgCEIzIYK+IAiCIDQTktVASpg5nU7C4TAdOnSo70sRBEEQhEanQ4cOfPHFFwnHNJjsfU0T/ZoFQRAEoTY1mDt9QRAEQRBql1jTFwRBEIRmQgR9QRAEQWgmRNAXBEEQhGZCBH1BEARBaCZE0BcEQRCEZkIEfUEQBEFoJkTQF4RGYu3ateTn5zNnzpwqjXnooYfIz88nPz+fFStWxH3u/fffXz5u7dq1ccf94Q9/ID8/n4KCAs6fPx933Jw5c8rPd/V/AwYMYNq0abz++usV2mMvX76cX//61zzwwAP069eP/Px8XnjhhbjnFwSh6hpMcR5BEGqXzWbj3XffZcyYMRWO7d+/n23btmGz2QiHw3HPYVkWCxYsQJIkwuEw7733Ht/73vcSvu59991H69atsSyL06dPs3TpUn7729/y9ddf8+KLL5aPe+2111i3bh0pKSlkZ2dz9OjR6v+wgiDEJO70BaGZGDlyJJ9//jmXLl2qcGz+/PnIssyIESMSnmPNmjWcPHmS6dOnk5KSwrvvvlvp695///08/vjjPPHEE/z2t7/lo48+IjMzkxUrVkTNKPzoRz9iyZIlbNiwgR/96EdV/wEFQaiUCPqC0Ezcd999hEIhPvjgg6jHQ6EQH374IbfccgutWrVKeI758+cDMH36dO644w6OHDnChg0bqnQdrVq1Yvz48QBs3769/PHCwkJyc3ORJKlK5xMEIXki6AtCM9G3b1+6dOnCggULoh5fsWIFly5dYtq0aQmfX1RUxNKlS+nSpQu9evViypQpwLUvAtUhArwg1C0R9AWhGZk2bRr79u1j27Zt5Y/Nnz+f9PR0brvttoTPXbhwIbquM3nyZCByZ96uXTsWL15MWVlZ0tdw/vx5li1bBkCfPn2q8VMIglBdIugLQjMyefJk7HZ7+Vr82bNn+eqrr7jnnntQVTXhc6+u+99zzz1A5C79nnvuwe/389FHH8V93jvvvMMLL7zA888/z1NPPcWkSZO4cOECt912G4MGDaq5H04QhEqJ7H1BaEYyMzMZNWoUH3/8MU899RTvv/8+hmFUOrW/fft29uzZw7Bhw2jdunX541OmTOFPf/oT8+fP5xvf+EbM514//e9yuejcuTN33303M2fOrJkfShCEpImgLwiNhCxHJuZM04w75uqxRGvl06ZNY9myZSxZsoQFCxZQUFBA9+7dE7721cB9dR3/qtzcXPr168eWLVvYv38/Xbt2rfDcefPm0a9fv4TnFwShbojpfUFoJFJTU4FIQl08ly9fjhoby6hRo8jKyuK5557jyJEj3HfffQlfNxAIlE/f/+xnP6tQcGfLli3AzSX0CYJQN8SdviA0Ep06dcJut7N9+3bC4TA2W8U/36sBOD8/P+55FEVhypQpvPzyy2iaxl133ZXwdRcvXkxpaSk9evSgoKAg5piFCxfywQcf8G//9m+V5gYIglB/RNAXhEZC0zQmTpzIhx9+yJ/+9Ccef/zxqON79+7lnXfewe12l++Dj2fWrFn069ePtLQ0PB5PwrFXk/7mzJnD0KFDY44JBAIsWrSI5cuXc8cdd1ThpxIEoS6JoC8IjcicOXPYtm0bf/jDH1ixYgWDBw9G0zQOHz7M8uXLAfj9739faSDPzMxk3Lhxlb7e0aNHWb9+Pe3atWPIkCFxx917770sWrSI+fPnVzvoL1u2rHwr34kTJ8ofO3nyJAB5eXmVlvwVBCExEfQFoRHJzMxk/vz5vP766yxbtox58+YRCoVo2bIlEyZM4JFHHqFnz5419nrvvvsulmUxderUhMmBw4YNo02bNqxatYrTp0/Tpk2bKr/W7t27ee+996Ie27NnD3v27AFg8ODBIugLwk2SLMuy6vsiBEEQBEGofSJ7XxAEQRCaCRH0BUEQBKGZEEFfEARBEJoJEfQFQRAEoZkQQV8QBEEQmgkR9AVBEAShmRBBXxAEQRCaCRH0BUEQBKGZEEFfEARBEJoJEfQFQRAEoZkQQV8QBEEQmgkR9AVBEAShmfj/AcXLHE8g67viAAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ - "hue = model_corrnmf.n_signatures * [\"signature\"] + model_corrnmf.n_samples * [\"sample\"]\n", - "palette = [(0, 0, 0), \"#ec8f9c\"]\n", - "\n", - "model_corrnmf.plot_embeddings(hue=hue, palette=palette)" + "model.asignatures" ] }, { "cell_type": "markdown", - "id": "24c0ad36-43d3-426c-8775-1cebf4e9ff59", + "id": "ce8bd704-daed-47cb-8e38-dafb5bc16095", "metadata": {}, "source": [ - "# Multimodal correlated NMF" + "We can again examine the convergence of the algorithm by checking the history of the objective function.\n", + "\n", + "**Note**: The number of iterations specified above is insufficient and the obtained result is not meaningful. This tutorial only focuses on the usage of the package, not on the interpretation of any results." ] }, { "cell_type": "markdown", - "id": "e3752982-b592-468b-8ddf-d3e27406d513", + "id": "387c5b29-b28d-43e3-928a-75bec6a361c3", "metadata": {}, "source": [ - "Multimodal correlated NMF can process multiple data modalities at once assuming the input data of each modality originates from the identical samples." + "## 2.3 Visualizing results" ] }, { - "cell_type": "code", - "execution_count": 20, - "id": "66315278-628f-4f51-8154-276e53ed86a5", + "cell_type": "markdown", + "id": "d219151d-d4c1-4767-b154-01fc4a9d4b4e", "metadata": {}, - "outputs": [], "source": [ - "counts_indel = pd.read_csv(\"data/pcawg_breast_indel.csv\", index_col=0)" + "For plotting the results, we currently recommend to use the implicit API as the signatures and embeddings are spread across modalities." ] }, { "cell_type": "code", - "execution_count": 21, - "id": "f4daad93-54f4-4115-ba00-7dbd9de683e4", + "execution_count": 45, + "id": "0148ad00-3f60-4d0d-ba0a-0280bf69cce2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "array([[,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [, ]], dtype=object)" ] }, - "execution_count": 21, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "multi_model = salamander.MultimodalCorrNMF(\n", - " n_modalities=2,\n", - " ns_signatures=[5, 3],\n", - " dim_embeddings=5,\n", - " min_iterations=50,\n", - " max_iterations=50\n", - ")\n", - "multi_model.fit(data=[counts_sbs, counts_indel], history=True)" + "# \"Indel83\" is a constant from sal.consts\n", + "model.plot_signatures(colors={\"Indel\": \"Indel83\"})" ] }, { "cell_type": "markdown", - "id": "5ea5bd50-202d-4628-b189-a9c24ff4df4d", + "id": "7df869ef-d03d-422f-a275-755373e2c950", "metadata": {}, "source": [ - "The above cell should take about ten seconds to execute. We can examine the convergence of the algorithm by checking the history of the objective function.\n", - "\n", - "**Important note**: The number of iterations specified above is insufficient and the obtained result is not meaningful. This tutorial only focuses on the usage of the package, not on any results." + "The results of an individual modality can of course still be plotted using the explicit API." ] }, { "cell_type": "code", - "execution_count": 22, - "id": "9889858a-53a0-4ef4-b151-a5126636c01a", + "execution_count": 46, + "id": "04199259-cb0e-4cb1-97cf-66c7feef2f0b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", + "text/plain": [ + "
" ] }, "metadata": {}, @@ -954,28 +2353,36 @@ } ], "source": [ - "fig, axes = plt.subplots(1, 2, figsize=(10, 4))\n", - "\n", - "# by default, the objective function value is computed every 10th iteration\n", - "multi_model.plot_history(ax=axes[0])\n", - "\n", - "# the first iterations usually distory the history plot\n", - "multi_model.plot_history(min_iteration=30, ax=axes[1])\n", - "\n", - "plt.tight_layout()" + "sal.pl.barplot(\n", + " model.asignatures[\"Indel\"],\n", + " colors=\"Indel83\",\n", + " catalog=catalog_indel\n", + ")" ] }, { "cell_type": "code", - "execution_count": 23, - "id": "9138bc3b-75c7-4e7e-9ee1-24e109ef252b", + "execution_count": 47, + "id": "898cdb6c-34fc-476b-a683-570da04c252f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" + "array([,\n", + " ],\n", + " dtype=object)" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" ] }, "metadata": {}, @@ -983,41 +2390,31 @@ } ], "source": [ - "axes = multi_model.plot_signatures(annotate_mutation_types=True)\n", - "\n", - "# remove mutation type annotations for the SBS signatures\n", - "for ax in axes[:,0]:\n", - " ax.set_xticks([])\n", - "\n", - "for ax in axes.flatten():\n", - " ax.tick_params(axis=\"x\", which=\"major\", labelsize=6)\n", - "\n", - "plt.tight_layout()" + "# samples are ordered jointly\n", + "model.plot_exposures()" ] }, { "cell_type": "code", - "execution_count": 24, - "id": "50efc2b6-b5a5-4699-9362-c1c399258402", + "execution_count": 48, + "id": "07923c30-2139-4a44-872b-f892517e7f00", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([,\n", - " ],\n", - " dtype=object)" + "" ] }, - "execution_count": 24, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1025,30 +2422,29 @@ } ], "source": [ - "# exposures for each data modality\n", - "# samples are ordered jointly\n", - "multi_model.plot_exposures()" + "# not converged yet\n", + "model.plot_embeddings(adjust_kwargs={\"arrowprops\": dict(arrowstyle=\"-\", color='k')})" ] }, { "cell_type": "code", - "execution_count": 25, - "id": "682a99d6-5a7b-4772-b392-bf939edc0ab6", + "execution_count": 49, + "id": "7b23fe45-45b1-4aef-a3bf-587e99daf8bf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 25, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -1058,30 +2454,30 @@ } ], "source": [ - "multi_model.plot_correlation(figsize=(6, 6), annot=True)" + "model.plot_correlation(figsize=(6, 6))" ] }, { "cell_type": "code", - "execution_count": 26, - "id": "15c31509-8253-4b52-854a-f0e9c0e16b60", + "execution_count": 50, + "id": "e37ff64b-d9c7-43c5-8a60-41885b4131e0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 26, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -1089,30 +2485,68 @@ } ], "source": [ - "multi_model.plot_correlation(data=\"samples\")" + "model.plot_correlation(data=\"samples\")" + ] + }, + { + "cell_type": "markdown", + "id": "8f87a420-b521-4a0f-bf3a-8428710b95cf", + "metadata": {}, + "source": [ + "## 2.4 Fixing a priori known signatures" + ] + }, + { + "cell_type": "markdown", + "id": "c5c9049d-88f2-45ae-846e-0d3677e7a1dd", + "metadata": {}, + "source": [ + "Fixing arbitrary many known signatures is also supported for multimodal correlated NMF. Again, however, only learning a subset of the signatures might cause the algorithm to get stuck in poor local optima. We recommend to track the objective function values and to compare them to runs where no signatures are fixed." ] }, { "cell_type": "code", - "execution_count": 27, - "id": "adbe803e-fdc8-480f-a973-e75b1b0eb429", + "execution_count": 51, + "id": "28b81746-8452-42ea-97ae-7ad032b4e2dd", + "metadata": {}, + "outputs": [], + "source": [ + "known_signatures_sbs = catalog_sbs.loc[[\"SBS1\", \"SBS13\"]]\n", + "known_signatures_indel = catalog_indel.loc[[\"ID6\"]]\n", + "\n", + "given_parameters = {\n", + " \"SBS\": {\"asignatures\": ad.AnnData(known_signatures_sbs)},\n", + " \"Indel\": {\"asignatures\": ad.AnnData(known_signatures_indel)},\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "6eb4f5e6-014a-4b93-88c9-542155f5837c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "array([[,\n", + " ],\n", + " [,\n", + " ],\n", + " [,\n", + " ],\n", + " [, ]], dtype=object)" ] }, - "execution_count": 27, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, @@ -1120,33 +2554,41 @@ } ], "source": [ - "# the first data points of the projected data again correspond to the signatures\n", - "palette = [(0, 0, 0), \"#ec8f9c\"]\n", - "hue = np.sum(multi_model.ns_signatures) * [\"signature\"] + multi_model.n_samples * [\"sample\"]\n", - "\n", - "fig, ax = plt.subplots(1, 1, figsize=(6, 6))\n", - "multi_model.plot_embeddings(\n", - " method=\"umap\",\n", - " hue=hue,\n", - " palette=palette,\n", - " s=70,\n", - " annotation_kwargs={\"fontsize\": 10},\n", - " adjust_kwargs={\"arrowprops\": dict(arrowstyle=\"-\", color='k')},\n", - " ax=ax\n", - ")" + "model = sal.models.MultimodalCorrNMF(\n", + " ns_signatures=[4,3],\n", + " dim_embeddings=6,\n", + " init_method=\"random\",\n", + " max_iterations=10,\n", + ")\n", + "model.fit(\n", + " mdata.copy(),\n", + " given_parameters=given_parameters,\n", + " init_kwargs={\"seed\": 42}\n", + ")\n", + "model.plot_signatures()" ] }, { "cell_type": "code", - "execution_count": 28, - "id": "c0d7270d-03e6-4f3d-b26e-8258023e5cac", + "execution_count": 53, + "id": "65b1825d-768f-4d30-8d92-e7e13c606025", "metadata": {}, "outputs": [ { "data": { - "image/png": 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zcnKMMWPGGD/99FOROTk5OcaCBQuMdevWGRkZGUH3XZqaVb59+/YZeXl5RfJlZWUZX3zxhbFv3z7jzJkzRW7vZs0qY4GCjMuXLzcmT55c5DkW8Lpmls8wDGP8+PGWz8PrWmF33XWX8dNPPxUZ89N6NIzza7Jv375FxrKysox3333XyMvLKzKP9ViyjNG2HhcsWGD52titg4L5Bdw4xk6edziOlWGEtllVgA0oAACACLP7LaJVzckcq5rTxtrhzmFXK01GpzW/ZPTyOHr5Ovfp0yfkhtBerbcCVs2n/ZSxuObTu3fvNpYtW2Z89913Ea+F0uDYMPy/Hu3uk/V43oVrsiyuR7uam8fYyfN2eqwMI/TjZYYm5AAAABFmePTVznYNsu0aa4c7h9cZndb8ktHL4+jV6zxlyhSlpaVp2LBhITWEDncOu5pV82m7htBeZrRrPl2zZk1NnTpVs2fP1hdffKGOHTvq008/VaNGjbRjxw5Pa3/6058CmUNpcGx3TPyyHr3M6Pf1KJ1fk/v27VOvXr2KNM+eMGGCNm7cWGbXo10t3Md4yJAhMgwjpOe9detWrVixolTHSgr9eJlhAwoAACDCCr7tJpSakzl9+vRR5cqVNWPGjCLjBw8edJzRSQ6vMzqt+SWjl8fRq9f5X//6l5o1a6YZM2Zow4YNeuSRR5SUlGSbzY0cdrX09HRdddVVGjdunO68805NmjRJ0n+a9UY6Y2JiojZt2qScnBy9//77kv7TqLhfv36SpOXLlys5OVlxced/7Lv//vtVsWJFT2sFWaXzDY4LspWkebHf16OXGf2+Hguy/O1vf9PQoUOLNM/Ozc2VVHbXo10t3Mc4OztbMTExIT3v66+/3nS8JMdKcn68zLABBQAAUE78+te/VkxMjF555ZUi48OHD49MIBNkDA+/Z8zNzVXlypUlSe3atdNf//pXPfvss/rhhx8inOw/cnNzValSJcXExOiFF14IjOfl5UUw1X/cfffd6tGjh+644w796U9/UocOHXTu3DlJ0u7duzVs2DClp6crPz8/8ENlVlaW9u/f72lNUuAb3BITEx3/4Oom1mN43H333Xr//feVmZlZZE2yHsNn9+7dkqSKFSuG9LydHispvMeLDSgAAIAI8+qy/n/84x+mvy0v+PhGbm6u4uPjXc/hdUanNb9k9PI4evU6P/XUU/rb3/4W+HudOnU0efLkwJU8oeZzo/bqq6/queeek3R+U0I6f/XBI4884puMMTExqlmzpl5//XWtWLFCCQkJkqSUlBTl5eWpYsWKqlChgiTp9OnTGjZsmJo2bepprfCxKrgSo6T8vh69zBgN67FA9+7d1b1798Ca/Mtf/iLp/GZZWVyPdrVwH+OUlBQ98cQTGj9+fImf90svvaQbb7wx5OMvFV1XoR4vMzFGcasHAAAApbJ27Vo1b95cl156aWDsxIkT2rZtm2JiYkxr77//vnr16hXSnOJqN954o2XGZ599Vunp6UG/3Xz22Wc1ZswYyznhrtlZu3atJkyYoAULFgTGSnNMnB5jJ8fR7nl7fRwlqV+/fkpOTta5c+e0fft2NW3aNPBRDEmW427VQs1HxuIzFuTzS+35559XWlqarrjiCjVv3tz0dn5fj9GQ0a/rsXDGko67WTNbj/Pnz7fNb2bDhg2BDUEv9O3b17bu5JiUZE5aWlqx79+SqOB4JgAAAEpk/PjxRTYyJKlatWp6/fXXLWsTJ04MeU5xNTvp6emmv3FNT0+3nRPump3x48crNja2yFhpjonTY2zH6jgW1EIZL02tONu2bdO5c+c0evRozZw5M/DRvH79+pmOu1ULNR8ZS57R6ytfzGpDhgyRJB06dEijR4/WwYMHNW3atKD3kdVz88NxLHhufs/o9/VYcBxDGQ93rbj1WKVKlcD/5s+fX+TvVrVLLrkk5DmlqRUnnFdpFW54bvf+DQUfwQMAAHBZXFyczp49G+itIBW9rN2sVqFChZDnlKRmZevWrZKkXr16BcYMw9C2bduKjBWMF3z7VrhrKSkplhkLPyez5+blMbZidRztnrcbx9juOBaoUKGCTpw4ob/97W/q06dPYL7ZuFu1UPORseQZvWw+bVXLzs6WJB07dkzLli0zbXAsWT83PxzHgufm94ySv9djwXEMZTzcteLW4z333BO47aJFi4r8vbDCNSdzwlUzE85G6XYNz51iAwoAAMBlgwcP1oABA5SQkKBq1arp+PHj2rhxox566CHFxMSY1vr16xfynOJqdlq0aKGYmJigy/ATExMDDUgv5EbNzuDBg/XUU09pwoQJYTkmTo+xHavjaPe8vT6OkhQfH6++ffuqR48eys/PD1xZdvnll5uOu1ULNR8ZQ8sYaQXNp7Ozsy0bHEvWz81Px9HvGVmPxStuPX7xxReSzm+uHT9+PPD3wi6sffvtt2rZsmVIc0pT69Spk4Nn7oxdw3On6AEFAADggczMTG3evFlHjx5VzZo11apVK1188cWSpOPHj2v79u1BtczMTG3cuFGnTp0q8ZzialZX8Tz//PPat29f0IbG888/r5deesl03vPPP6/nnnvO8v6c1OwyStIDDzygxx57LOTnHe5jHOpxtHvebhzj4o5jYmKiJkyYoBo1aujs2bM6fvy4LrvsMknnrw4wG3erFmo+MpYso9ebx2a1jIwMSdITTzyh+fPnq2LFijp9+rQ2bNigLl26FFmjVs8t0sex8HPze0Y/r8fCx7Gk4+GuFbce33zzzZA30tatW6cbbrghpDmlMXToUNu6k+NlNZ6RkRFoeF67dm3b929JsQEFAAAQYW41Db2QXRNvu8ba4c5hV7Nr4l2ccGfx8jg6yWFXK+447tixQ9dcc03g73v37tVVV11lOW43pzS1Ahc2MvY6R1nI6Kfm06E2Svf7erSb55eMfluPVsfRbjwStcLatm0baLBdeJuk4COYBR9VK1zbvn17yHNKU7v99tst81tx2ii9NA3PrdCEHAAAIMK8+mpnuybeTjOGu3msXRPv4oQ7i5fH0UkOu1pxx/HCb8+bPHmy7bhbNatGxl7niOaMXjeYdqNRut/XYzRk9Mt6tMvo9/V4ySWXqH79+mrXrp2eeuopTZkyRVOmTNHf//53tW7d2rTWq1evkOeUpuZlo/TiOPm3mh5QAAAAERbOpqF2teKaeNvxqnmsXRPv4hprhzuLl8fRSQ67mtVxPH36tLp27aoDBw5o7NixkqS8vDzt3LlTr776atD44cOHtXr1aqWmpoa1VjhT4UbG3bt39zRHWcjodYPpcDamPnnypOmx9Mt67NOnj+U8v2T023q0Wwd+X49XXHGFRo8ercWLF2v48OH6n//5H/3hD3+QJD355JPKz88Pqo0aNcp03G5OaWqRapRuxu7fJitsQAEAAJQTdk28/cKuibdfRPNxzMjIUEZGhtasWaPOnTtLOt9gtnfv3jp27FjQ+PDhw3X8+HFVrFgxrLUCFzYyrlKlirp06eJZjrKQ0esG0+FsTF25cmXTY+mX9RgbG6vGjRubzvNLRr+tR7t14Pf1mJaWpj/+8Y/6r//6L40bN07VqlVTWlqapPNXeB07diyoNm7cOOXl5YU0pzS1gj5WXjRKd6PhOT2gAAAAIiycTUOLq9k18S6uabUXzWPtmng7zei05uVxdJrD6XH88MMPdffddweNL1myRHfccYfpHDdqknkjY69zRHtGrxtMh7tRutVz88trbTfPLxn9tB6tMtqNR6J2oZtuukk333yzZd1sE2vjxo1q27at5QaX3caXk1qDBg1C/tZBp43SS9Pw3AobUAAAABEyc+ZMDRo0KKSakznF1QqYNRT1MkdxGQ8ePKiRI0dq3rx5On36tN577z3l5+erZ8+eysrKUs2aNVW5cuUS12666SZdeeWVIc3p2bOnatSoEdaMTnM4zSid/8Fh2LBhOnPmTGCsU6dOys/P17///e+gcUmu1KwaGXudI5oz+qn5tNNG6VbPzS+vdTRk9Mt6tMsYLevRildfImFXS0xM1I4dO9SsWTPXG6XbNTwvrkG5FT6CBwAAECGpqamWGy5WNSdziqsVMPu9pJc5iss4YsSIwInyyJEj1apVK9WtW1cjRoxQVlaWZs+eHVKtX79+Wr16dcj3N2PGjLBmdJrDaUZJ2rNnjxYvXqzU1FS1adNGp06dUqdOnfT000/r4osvDhqX5EptzJgxRX7Imjx5ssaNG+d5jmjOaJXPLrvXtX79+mn27NkaPXq0jh8/ruzsbL399tuB21k9N7+81tGQ0S/r0S5jtKxHK159iYRdrXXr1tq7d6/atWunTp066de//nWgNnnyZP38889q0KBBkdqECRN0/PjxoHG7OZL06aefBv48bdo0/fGPf7TMW1J8Cx4AAAAkOWso6qXY2FjFxsbq+PHj2rdvnx5++GHdfffdys3NVWxsrOLj40OqGYYR8pzc3NywZ3Saw2lG6XzT4KSkJNWvXz/ww5ok/fzzz6bj4a6tXr26SOPksWPHavTo0YFGxl7liOaMR48etcxnl93rmhTcDPrIkSMlet5+ea2jIWOk16Ndxgsbtvt9PVrx6ksk7GpPPvmkrrrqKjVq1EjDhw/X0qVLA99a9+STT2r06NFBtVGjRpmO282pUqWK7rnnnsD/atWqVeTvTnEFFAAAgMsef/zxoJNJwzC0a9cuy9qGDRs0bNiwkOYUVysu4+7du4s8pls5nGasX7++1q9fr1GjRgVOgDMzM5WVlaUmTZro9ddf165du0pci42NDXlOVlZW2DM6zeE0o3T+oye5ubmqWrWqFi5cqIMHD0o637/KbDzcNavGzgWNjL3KEc0ZT5065Zvm06VplG73vP3yWkdDxkivR7uMXjdsL+169LMnn3xSO3bs0IEDB1xvlG7X8Nxpg3J6QAEAALis4CQuFIcPH1bdunXDmqNBgwaWtYyMDD3xxBMaP3686zns2GU8d+6cevTooWeeeUbt27eXJB09elQ//vijrr76aqWmpiouLq7EtUOHDunIkSMhzfnxxx/VrFmzsGZ0msNpRknq06ePkpOTdeLECS1ZskQ33nijrrnmGh05ckRVq1YNGpfkSs2qkbHXOaI5o5+aTzttlG713PzyWkdDRr+sR7uM0bIerXj5hSFWtWeeeUb/+te/LJulh7NRul3D8+IalFthAwoAAMBlhb+BZs+ePWrSpIkkaeXKlapatappbdKkSXrkkUdCmlNcrVu3bqb5Zs6cqRYtWniWw2nGn3/+2fJjCYUbqZa0tn79eiUkJIR8fw8++KBl8++pU6d6lsNpxho1aig3N1eLFy/W8ePHlZiYqK1bt6pNmzaW45JcqVk1MvY6RzRn9FPzaSeN0u2em19e62jI6Jf1aJcxWtbjhfzyhSFOv0ykuJqThudWj1EcekABAAC4rHBz06SkpMCfk5OTLWuzZs0KeU5xNSupqame5nCasUuXLurcubM6d+6sjh07SpKWL1+u9PR0R7XKlSs7ur8RI0aoQoXzp9EjR45UTk6OLrvsMo0YMcLTHE4zSuebpZ87d04rVqxQfHy83nzzTdtxt2pPP/20Fi9erJdeeklLlizRwoULI5IjmjNa5fNTbcyYMSps8uTJRf7u9/UYDRn9sh7tMkbLerxQampqyDUnc0pTKxDORumtW7dWfHy82rVrp6eeekpTpkzRlClT9Pe//73YHFbYgAIAAEBUSEhI0EUXXaSVK1dq4cKFaty4sRYtWqQJEyY4qs2bN8/R/dk1//Yyh9OMknTixAn94Q9/UHx8vKT//ABiNe5WzarJsdc5ojmjH5pPW9XsGqUX5vf1GA0Z/bIe7TJGy3qMZuFslG7X8NwpmpADAAC47IcfftDYsWNlGEaRPx84cECGYZjWzpw5E/Kc4mp2zb/j4uI8y+E043//938rKytL3bt31w033KC8vDwtXrxYkjR37tyQa2+//bYqVqwY8v3Vr1/fsvm3k4xOczjNKEmNGzfWa6+9pmPHjmnq1Klq3Lix7bhbNasmx17niOaMfmg+bVWza5RemN/XYzRk9Mt6tMvo9/Xoly8McfpFHeFm1/D817/+taP7pAcUAACAy9avX6+jR48qLi4u0Pg0Ly9PtWrVkiTT2k8//aQ6deqENKe4WnFNyL3K4TRjampq4LftheXl5ckwjJBrX331VaB5dyj316tXL8vm31u2bPEsh9OMBQ3KV61aFeh90rVr18APPFbjbtTsGhl7mSOaM/qp+bSTRunFPW+/vNbRkNEP69Euo9/Xo1++MMSO3b+RUngbpds1PH/llVeUm5tr+m+QHa6AAgAAcNmRI0f07rvvqkOHDrr00ku1f/9+paamqnfv3oqJiTGtNW3aVJ9//nlIc4qrGYZh2fw7Ly/PsxxOMy5dutSygapk3kPKrjZmzJigj2yU5P727dsX+EHrwp4cW7du9SyH04zNmjVTbm6usrOzJUnZ2dnKy8tTfHy85bgkV2pVq1YNamTs1mOV1YxW+eyye1373e9+p40bN5o2irZ7bn55raMho1/Wo11Gv6/H9PT0kL8843//9389/aIOqw2oggblZhtJVrXi5rzyyiumj1Vg8ODBITcj5wooAAAAlyUmJmrWrFmKi/vP7/5yc3M1aNAgxcTEmNbat2+vtWvXhjSnuFqFChUCJ4uFv/WmX79+MgzDsxxOM27dujXom4oMw9D+/ftlGEbIta1bt6ply5Yh31/hhrX5+fn68ssvtXz5cjVv3lypqame5XCaccKECXr44YfVpk0bXXnlldq3b582btyoqVOnWo5LcqX2+OOPq2PHjnr//ff1j3/8Q/3799ecOXM8zxHNGa3y2WX3ujZixAhdfPHFSk1NVZs2bXTq1KkijYz9vh6jIaNf1qNdRr+vxwv/zSn8Z0mmtXbt2mnDhg0hzSlNzWrDZ9CgQZo5c2ZINSdzCrO72soKV0ABAAC47Pjx41q9enXQ+MmTJ2UYhmktJycn5DnF1apXrx5yRjdyOM3YokULy48PSAq51rZtW6WkpIR8fwkJCfr222+1ePFiHT58WB06dNCiRYt06aWX2n7EIdw5nGaUzn9Mb8iQIYE5a9assR13q1bQyLigd1XB78a9zhHNGa3y+an2888/67XXXlNiYqLGjRunhx9+WIX5fT1GQ0a/rEe7jNGyHlEydg3PLedwBRQAAIC73nrrrZDnrFu3LnAJfrikpKSoe/fuMgxDy5YtC/z5k08+Uc+ePT3L4TTjggULVK9evaA5hw4dkqSQa5s3b9Z1110X8v0NHDgw0Py7YcOGRepdu3b1LIfTjH379lViYqIqVaqkq666Snv37lV2drZatWqlpUuX6je/+U3QuCR9++23pnNKUztz5oyqVq2qL774QnfeeafS09P10ksvWeZzK0c0Z1y9erU6duwYlE+SXnjhBdPsXtfuv/9+zZkzR8OHD1fHjh21cOFCffTRR4E16ff1GA0Z/bIe7TL6fT127tzZ8t8fwzBMa3PmzNGAAQNCmlOaWsuWLU0blG/atElt2rQxrX322Wfq2rVrSHM2bdoU9PHtC9ldkWWFDSgAAIBywq4ZekJCQqTjSYqOjO+8845l8+/evXtHIFGw4jKuX7/edN727dsDTcq9kJCQYNrI2CpfJERDxlOnTvmi+bRVrbjm3n5fj9GQ0U/r0e44+nk9+uULQ+xqxTUhN+O0UXppGp5bqRByCgAAAESlI0eO6J133tH3338vSdq/f7/eeecd/fLLLxFO9h/RkHHp0qW65557gv63ZMmSSEcLKC5j69atdeDAAX377bdq3bq14uLilJCQoPvvv990PCEhwXJOaWpmjYzt8rmVI5oztm7d2jSfZN4oOhK1gmbQH330kfr27avMzMwi69Xv6zEaMvplPdpl9Pt6tPv3x6qWkZER8pzS1NLT09WgQQM1aNBA2dnZgT9v377dsrZu3bqQ52zfvl1WCnpDhbr5JLEBBQAAUG4sWLBA06ZN00MPPaQ//OEPGjx4sKZOnaoFCxZEOlpANGTcunWrevXqVeR/PXv21HfffRfpaAHFZRwxYoTOnTunFStWKD4+Xm+++abtuFu1xx9/XBkZGWrcuLEyMjI0dOjQiOSI5oxW+fxUs3tednW/vNbRkNEv69Euo9/Xo92/P1a1RYsWhTynNLW333478PySkpICf05OTraszZo1K+Q5dh+tK+6jeXZoQg4AAFBO2DVD94toyFhcM3Q/KC6jX5oER0Njbb9n9FPzaSfHyq7ul9c6GjL6ZT3aZfT7evTLF4Y4/aKOaMAGFAAAQDlx++2369tvvw0av+222yKQxlw0ZBw7dmxI45FQXMbGjRvrtdde07FjxzR16lQ1btzYdtytWm5urgYPHhxoZJyXl6exY8fq+PHjnuaI5oxW+fxUsztWds/NL691NGT0y3q0y5iWlubr9Vjcvz9mtdatW4c8pzS1lJQUjR07VoZh6Icffgj8+cCBAzIMw7R25syZkOccOHBAjz/+uGmD8l27dgVlKymakAMAAADlUEFz3iuvvFK33HJLUJPgC8fdqNk1Ti5orO1FjmjO6Kfm03bsGqVL/l+PhRtr+zWjH9ajXUavG7bbKW49+pWXjdLtmpA7aYYuSTIAAAAAlCujRo0y8vPzSzzuVi0nJ8dISUkxpk+fbuTk5Bhff/11RHJEc0arfH6q5eTkGEuWLDGmTp1qLFmyxMjJySnRc/PLax0NGf2yHu0yRst69LOPP/7YGDBggDF9+nTj3XffNaZNm2b079/fWLp0qWVt9OjRIc9ZunSpsXbt2sDjpqWlBf68YsUKx/lpQg4AAACUMxkZGapQIfhHAatxt2pWzYC9zhHNGf3UfNpJo3S75+aX1zoaMvplPdpljJb16GdeNkp30qC8OPSAAgAAAMqZpk2b6q9//avatWunuLjzPxJ06tTJctxuTmlqVs2Avc4RzRn91HzaSaN0u+fml9c6GjL6ZT3aZYyW9ehnXjZKd6PhORtQAAAAQDlT8IPF9u3bA2OdOnWyHLebU5qaVSNjr3NEc0avG0yHu1H6yJEjfb8e7eb5JaNf1qNdxmhZj37mZaN0u4bnTtGEHAAAAICk8z+YxcfHl3g8HDW7Jsde5ojmjF9++aUvmk9b1Ypr7m3F7+sxGjL67T0TzeuxvLFreO74ODnuHgUAAACgTElMTAxpvLQ1u0bGXuawq/k940033eSb5tNOGqXb8ft6tLtPv2T003sm2tdjeWPXoNwpmpADAAAAkFS0f0pJxktbs2tk7GUOu5rfM2ZnZ/um+bSTRul2/L4e7e7TLxn99J6J9vVY3tg1KHeKHlAAAAAAJMnyozx2H/EpTc2ukbGXOaI5Y5UqVXzTfNpJo3Q7fl+P0ZDRT++ZaF+P5Y1dw3On2IACAAAAEBF2jYz9wu8Z4+LidMkll/ii+bSTRul+4vfXWorujKzH6FJcw3Mn2IACAAAAIMn7jxMNHTrUtGbV5DgSHyfye8YGDRqYZszNzbXN7mXtz3/+s7788ktVq1ZNV155pf74xz+a3u5Cfl+P0ZDRT++ZIUOGWDZsj4b1WN5YHb9Scdw9CgAAAECZMGPGjJDG3aoVuLDJsdc5ykLGSDSftmLVKD0jI8PIysoyDMMwTp06ZcycOdOYNm2asW3bNtPxo0ePWs4pTc1ORkaG0bdvX99mLJiTmJjoSQ6nx9EwvG/YbsWucT/cRRNyAAAAoJxLTU0NadytWgHjgissvM5RFjJemC+SNatG6SNGjAiMjxw5Ujk5ObrsssvUr18/0/ERI0ZYzilNzc6IESMCz82PGQvmGIbhSQ6nx1Hy/moxK3aN++EuPoIHAAAAwFfsmhz7hd8zRqL5tBWrRumxsbGKj4/X8ePHtW/fPk2aNEmS9PLLL5uOv//++5ZzSlOzExsbq5iYGN9mLJiTn5/vSQ6nx1HyvmG7FbvG/XAXG1AAAABAOfH4448H/WBmGIY2bNigYcOGBY3v2rXLck5pasXl2717dyC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", "text/plain": [ - "
" + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" ] }, "metadata": {}, @@ -1154,21 +2596,7 @@ } ], "source": [ - "# co-occuring Indel spectra of all SBS signatures\n", - "axes = multi_model.plot_feature_change(\n", - " in_modality=\"SBS\",\n", - " colors=[\"SBS96\", \"Indel83\"],\n", - " annotate_mutation_types=True,\n", - " figsize=(12, 10)\n", - ")\n", - "\n", - "for ax in axes[:,0]:\n", - " ax.set_xticks([])\n", - "\n", - "for ax in axes.flatten():\n", - " ax.tick_params(axis=\"x\", which=\"major\", labelsize=6)\n", - "\n", - "plt.tight_layout()" + "model.plot_embeddings()" ] } ], @@ -1188,7 +2616,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.5" + "version": "3.11.9" } }, "nbformat": 4, From a05f9d5f5a4ccd6410add4be80b2d7bd67b59aba Mon Sep 17 00:00:00 2001 From: BeGeiger Date: Wed, 1 May 2024 15:26:59 -0400 Subject: [PATCH 3/4] update readme --- README.md | 19 ++++++++----------- 1 file changed, 8 insertions(+), 11 deletions(-) diff --git a/README.md b/README.md index 68bd508..32576d0 100644 --- a/README.md +++ b/README.md @@ -11,8 +11,7 @@ [style-image]: https://img.shields.io/badge/code%20style-black-000000.svg [style-url]: https://github.com/psf/black -Salamander is a non-negative matrix factorization (NMF) framework for signature analysis. -It implements multiple NMF algorithms, common visualizations, and can be easily customized & expanded. +Salamander is a non-negative matrix factorization (NMF) framework for signature analysis build on top of [AnnData](https://anndata.readthedocs.io/en/latest/) and [MuData](https://mudata.readthedocs.io/en/latest/). It implements multiple NMF algorithms, common visualizations, and can be easily customized & expanded. --- @@ -28,16 +27,15 @@ pip install salamander-learn The following example illustrates the basic syntax: ```python -import pandas as pd -import salamander +import anndata as ad +import salamander as sal -# samples and features have to be named appropriately -data_path = "..." -data = pd.read_csv(data_path, index_col=0) +# initialize data +adata = ad.AnnData(...) -# NMF with a Poisson noise model -model = salamander.KLNMF(n_signatures=5) -model.fit(data) +# NMF with Poisson noise +model = sal.models.KLNMF(n_signatures=5) +model.fit(adata) # barplot model.plot_signatures() @@ -52,7 +50,6 @@ model.plot_correlation() model.plot_correlation(data="samples") # dimensionality reduction of the exposures -# method: umap, pca or tsne model.plot_embeddings(method="umap") ``` From e970f7c502c7f57621e2633750e66cb333924229 Mon Sep 17 00:00:00 2001 From: BeGeiger Date: Wed, 1 May 2024 15:27:13 -0400 Subject: [PATCH 4/4] update changelog --- CHANGELOG.md | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index 788e7a6..3951d4c 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -8,6 +8,10 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0 --- --- +## 0.4.0 - 2024-05 +### Changed + - Refactor using the AnnData and MuData data structures + ## 0.3.2 - 2024-01 ### Fixed - Support fixing the model variance of (multimodal) CorrNMF models during training