From 69ab7bd0a2992ee393386314dc630ca9e1c5faff Mon Sep 17 00:00:00 2001 From: sarahnash Date: Wed, 9 Aug 2023 10:22:20 -0400 Subject: [PATCH 1/5] Initial file commit --- because/causality/cdisc.py | 17 +- because/probability/prob.py | 21 +- .../model_analysis-checkpoint.ipynb | 567 ++ because/probability/ucm/LLCP_Analysis.ipynb | 8534 +++++++++++++++++ because/probability/ucm/__init__.py | 0 because/probability/ucm/categTestStats.py | 218 + because/probability/ucm/llcp_ucm.ipynb | 701 ++ because/probability/ucm/model_analysis.ipynb | 1135 +++ because/probability/ucm/models/M1A.py | 41 + because/probability/ucm/models/M1Aold.py | 44 + because/probability/ucm/models/M1B.py | 45 + because/probability/ucm/models/M1C.py | 35 + because/probability/ucm/models/M1Cv2.py | 37 + because/probability/ucm/models/M2.py | 41 + because/probability/ucm/models/__init__.py | 0 because/probability/ucm/models/categTest1.py | 33 + because/probability/ucm/models/categTest2.py | 48 + because/probability/ucm/models/llcp_pairs.py | 34 + .../probability/ucm/models/trinaryCateg.py | 28 + because/probability/ucm/ucVarTest.py | 74 + because/probability/ucm/ucm.py | 289 + because/visualization/cmodel.py | 4 + 22 files changed, 11937 insertions(+), 9 deletions(-) create mode 100644 because/probability/ucm/.ipynb_checkpoints/model_analysis-checkpoint.ipynb create mode 100644 because/probability/ucm/LLCP_Analysis.ipynb create mode 100644 because/probability/ucm/__init__.py create mode 100644 because/probability/ucm/categTestStats.py create mode 100644 because/probability/ucm/llcp_ucm.ipynb create mode 100644 because/probability/ucm/model_analysis.ipynb create mode 100644 because/probability/ucm/models/M1A.py create mode 100644 because/probability/ucm/models/M1Aold.py create mode 100644 because/probability/ucm/models/M1B.py create mode 100644 because/probability/ucm/models/M1C.py create mode 100644 because/probability/ucm/models/M1Cv2.py create mode 100644 because/probability/ucm/models/M2.py create mode 100644 because/probability/ucm/models/__init__.py create mode 100644 because/probability/ucm/models/categTest1.py create mode 100644 because/probability/ucm/models/categTest2.py create mode 100644 because/probability/ucm/models/llcp_pairs.py create mode 100644 because/probability/ucm/models/trinaryCateg.py create mode 100644 because/probability/ucm/ucVarTest.py create mode 100644 because/probability/ucm/ucm.py diff --git a/because/causality/cdisc.py b/because/causality/cdisc.py index 7b048f7..38b5421 100644 --- a/because/causality/cdisc.py +++ b/because/causality/cdisc.py @@ -353,11 +353,18 @@ def discover(ps, varNames=None, maxLevel=2, power=5, sensitivity=5, verbosity=2) v1, v2 = link linkR = (v2, v1) if (ps.isCategorical(v1) or ps.cardinality(v1) == 2) and (ps.isCategorical(v2) or ps.cardinality(v2) == 2): - # Both variables are either categorical or binary. Use differential entropy - de = dirDE(ps, v1, v2, verbosity=verbosity) - vprint(4, verbosity, 'cdisc.discover: Differential Entropy for', link, 'is', de) - dirDict[link] = de - dirDict[linkR] = -de + # Both variables are either models or binary. Use UCM via testDirection + adj1 = adjacencies[v1] + adj2 = adjacencies[v2] + + adj = list(set(adj1 + adj2)) + adj.remove(v1) + adj.remove(v2) + # adj now contains the set of adjacencies to either v1 or v2, without v1 or v2 + dir = testDirection(ps, v1, v2, [], power, maxLevel=maxLevel, verbosity=verbosity) + vprint(4, verbosity, 'cdisc.discover: Final direction for', link, 'is', dir) + dirDict[link] = dir + dirDict[linkR] = -dir elif (ps.isCategorical(v1) or ps.cardinality(v1) == 2) or (ps.isCategorical(v2) or ps.cardinality(v2) == 2): # We have no method for this case dirDict[link] = 0 diff --git a/because/probability/prob.py b/because/probability/prob.py index 681fbcc..04928cb 100644 --- a/because/probability/prob.py +++ b/because/probability/prob.py @@ -15,6 +15,7 @@ from sklearn.ensemble import RandomForestClassifier from because.probability import direction from because.probability.standardiz import standardize +from because.probability.ucm import ucm DEBUG = False @@ -1829,14 +1830,14 @@ def testDirection(self, rvA, rvB, givenSpecs=[], power=None, N_train=2000): else: # Unconditional. # Standardize the data. - if self.cardinality(rvA) > 2: + if self.cardinality(rvA) > 2 and not self.isCategorical(rvA): standA = self.standCache.get(rvA, None) if standA is None: standA = standardize(self.ds[rvA]) self.standCache[rvA] = standA else: standA = self.ds[rvA] - if self.cardinality(rvB) > 2: + if self.cardinality(rvB) > 2 and not self.isCategorical(rvB): standB = self.standCache.get(rvB, None) if standB is None: standB = standardize(self.ds[rvB]) @@ -1844,8 +1845,20 @@ def testDirection(self, rvA, rvB, givenSpecs=[], power=None, N_train=2000): else: standB = self.ds[rvB] # Call the direction module with standardized data. - rho = direction.test_direction(standA, standB, power, N_train) - # Add result to cache + # Use UC model for categorical and binary data. + if (self.isCategorical(rvA) or (self.isDiscrete(rvA) and self.cardinality(rvA) < 3)) \ + and (self.isCategorical(rvB) or (self.isDiscrete(rvB) and self.cardinality(rvB) < 3)): + print("Using UCM test...") + if rvA in self.stringMapR.keys() and rvB in self.stringMapR.keys(): + # For readability with testing + rho, identifiable = ucm.uniform_channel_test(standA, standB, AMap=self.stringMapR[rvA], BMap=self.stringMapR[rvB]) + else: + rho, identifiable = ucm.uniform_channel_test(standA, standB) + else: + # Use ANM test + rho = direction.test_direction(standA, standB, power, N_train) + + # Add result to cache self.dirCache[cacheKey] = rho # Add reverse result to cache, with reversed rho reverseKey = (rvB, rvA, tuple(givenSpecs), power) diff --git a/because/probability/ucm/.ipynb_checkpoints/model_analysis-checkpoint.ipynb b/because/probability/ucm/.ipynb_checkpoints/model_analysis-checkpoint.ipynb new file mode 100644 index 0000000..d2f00dc --- /dev/null +++ b/because/probability/ucm/.ipynb_checkpoints/model_analysis-checkpoint.ipynb @@ -0,0 +1,567 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T03:17:13.475456Z", + "start_time": "2023-08-09T03:17:12.759654Z" + } + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import sys\n", + "import ucm\n", + "from because.synth import Reader\n", + "from because.probability import prob\n", + "from because.visualization import cmodel\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:12.786944Z" + }, + "is_executing": true + }, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: 'probability/ucm/models/M2.csv'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m df \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mprobability/ucm/models/M2.csv\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m A \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray(df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mA\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mtolist())\n\u001b[1;32m 4\u001b[0m B \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray(df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mB\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mtolist())\n", + "File \u001b[0;32m/Library/Python/3.9/site-packages/pandas/io/parsers/readers.py:912\u001b[0m, in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[0m\n\u001b[1;32m 899\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[1;32m 900\u001b[0m dialect,\n\u001b[1;32m 901\u001b[0m delimiter,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 908\u001b[0m dtype_backend\u001b[38;5;241m=\u001b[39mdtype_backend,\n\u001b[1;32m 909\u001b[0m )\n\u001b[1;32m 910\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[0;32m--> 912\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n", + "File \u001b[0;32m/Library/Python/3.9/site-packages/pandas/io/parsers/readers.py:577\u001b[0m, in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 574\u001b[0m _validate_names(kwds\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[1;32m 576\u001b[0m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[0;32m--> 577\u001b[0m parser \u001b[38;5;241m=\u001b[39m \u001b[43mTextFileReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 579\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[1;32m 580\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m parser\n", + "File \u001b[0;32m/Library/Python/3.9/site-packages/pandas/io/parsers/readers.py:1407\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m 1404\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m kwds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m 1406\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles: IOHandles \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m-> 1407\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine \u001b[38;5;241m=\u001b[39m 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\u001b[0;32m/Library/Python/3.9/site-packages/pandas/io/common.py:859\u001b[0m, in \u001b[0;36mget_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[1;32m 854\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(handle, \u001b[38;5;28mstr\u001b[39m):\n\u001b[1;32m 855\u001b[0m \u001b[38;5;66;03m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[1;32m 856\u001b[0m \u001b[38;5;66;03m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[1;32m 857\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mencoding \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mmode:\n\u001b[1;32m 858\u001b[0m \u001b[38;5;66;03m# Encoding\u001b[39;00m\n\u001b[0;32m--> 859\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m 860\u001b[0m \u001b[43m \u001b[49m\u001b[43mhandle\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 861\u001b[0m \u001b[43m \u001b[49m\u001b[43mioargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 862\u001b[0m \u001b[43m \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mioargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 863\u001b[0m \u001b[43m \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 864\u001b[0m \u001b[43m \u001b[49m\u001b[43mnewline\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m 865\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 866\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 867\u001b[0m \u001b[38;5;66;03m# Binary mode\u001b[39;00m\n\u001b[1;32m 868\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(handle, ioargs\u001b[38;5;241m.\u001b[39mmode)\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'probability/ucm/models/M2.csv'" + ] + } + ], + "source": [ + "df = pd.read_csv(\"models/M2.csv\")\n", + "\n", + "A = np.array(df['A'].tolist())\n", + "B = np.array(df['B'].tolist())\n", + "\n", + "print(ucm.uniform_channel_test(B, A))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test M1A:\n", + "Simple V structure\n", + "Note that the model definition file initializes a distribution at the top, and uses the choice() function with parameter p corresponding to the initial distributions." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.195177Z" + }, + "is_executing": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "getData: 10000 records read.\n", + "\n", + "\tTesting A -> B direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 2.5821678129034353e-11 \n", + "Backward:2.5821678129034353e-11\n", + "Rho-value: 0.0\n", + "identifiable: False\n", + "\n", + "\tTesting B -> C direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 4.508332707153784e-09 \n", + "Backward:5.5486102379376234e-09\n", + "Rho-value: -1.0402775307838397e-09\n", + "identifiable: False\n", + "triangles = [('B', 'A', 'C')]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Python/3.9/site-packages/scipy/stats/_distn_infrastructure.py:2176: RuntimeWarning: divide by zero encountered in divide\n", + " x = np.asarray((x - loc)/scale, dtype=dtyp)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9025786428566827\n", + "Map = \n", + " A --> B ( 0.3 )\n", + " C --> B ( 0.3 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"models/M1Aold.csv\"\n", + "ds = Reader(filename)\n", + "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", + "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A->B<-C is the correct direction, and was correctly identified by the model." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test M1A:\n", + "Simple V structure (with UCVar class variables)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T03:17:13.617271Z", + "start_time": "2023-08-09T03:17:13.209869Z" + } + }, + "outputs": [], + "source": [ + "filename = \"probability/ucm/models/M1A.csv\"\n", + "ds = Reader(filename)\n", + "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", + "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With modified file, the model did not do as well to predict the correct causal graph." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Conditioning using subspace might fix the issue:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.223934Z" + } + }, + "outputs": [], + "source": [ + "ss = ps.SubSpace([('A', 0)])\n", + "cmodel.show(probspace=ss, targetSpec=['B','C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.236797Z" + } + }, + "outputs": [], + "source": [ + "ss = ps.SubSpace([('C', 0)])\n", + "cmodel.show(probspace=ss, targetSpec=['A','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.255731Z" + } + }, + "outputs": [], + "source": [ + "ss.testDirection('A','B')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TestDirection directly works but doesn't seem like it gets called with cmodel.show -> cdisc." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.271056Z" + } + }, + "outputs": [], + "source": [ + "ss = ps.SubSpace([('C', 1)])\n", + "cmodel.show(probspace=ss, targetSpec=['A','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.280789Z" + } + }, + "outputs": [], + "source": [ + "ss = ps.SubSpace([('C', 2)])\n", + "cmodel.show(probspace=ss, targetSpec=['A','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.297407Z" + } + }, + "outputs": [], + "source": [ + "ss = ps.SubSpace([('B', 0)])\n", + "cmodel.show(probspace=ss, targetSpec=['A','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M1A\n", + "Conditioning on A yields C->B\n", + "conditioning on B yields nothing (as expected)\n", + "conditioning on C yields A->B" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test M1B:\n", + "Inverted V\n", + "structure\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.308422Z" + } + }, + "outputs": [], + "source": [ + "filename = \"probability/ucm/models/M1B.csv\"\n", + "ds = Reader(filename)\n", + "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", + "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "B->A identified but not B->C (expected, since C does not have a uniform channel distribution)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "( Repeating M1B with the alternative distribution definition of C yields the correct directions B->A and B->C )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test file: M1C (Growing Chain)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.319487Z" + } + }, + "outputs": [], + "source": [ + "filename = \"probability/ucm/models/M1C.csv\"\n", + "ds = Reader(filename)\n", + "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", + "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test model: M1C (shrinking chain)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.327079Z" + } + }, + "outputs": [], + "source": [ + "filename = \"probability/ucm/models/M1Cv2.csv\"\n", + "ds = Reader(filename)\n", + "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", + "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Both versions of the model seem to predict accurately; the shrinking cardinality maybe slightly less." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test model: M2 (Common cause model)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.338575Z" + } + }, + "outputs": [], + "source": [ + "filename = \"probability/ucm/models/M2.csv\"\n", + "ds = Reader(filename)\n", + "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", + "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Predicts B->A only. (Sometimes did other predictions correctly on different generations, but was not consistent)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Try testing with subspace and conditioning to see if there are different results." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.351465Z" + } + }, + "outputs": [], + "source": [ + "ss = ps.SubSpace([('A', 0)])\n", + "cmodel.show(probspace=ss, targetSpec=['C','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.360638Z" + } + }, + "outputs": [], + "source": [ + "ss = ps.SubSpace([('A', 1)])\n", + "cmodel.show(probspace=ss, targetSpec=['C','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.370864Z" + } + }, + "outputs": [], + "source": [ + "ss = ps.SubSpace([('A', 2)])\n", + "cmodel.show(probspace=ss, targetSpec=['C','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Conditioning on A seems to yield B->C" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.379217Z" + } + }, + "outputs": [], + "source": [ + "ss = ps.SubSpace([('B', 0)])\n", + "cmodel.show(probspace=ss, targetSpec=['C','A'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.389060Z" + } + }, + "outputs": [], + "source": [ + "ss = ps.SubSpace([('B', 1)])\n", + "cmodel.show(probspace=ss, targetSpec=['C','A'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Conditioning on B yields A->C" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.399260Z" + } + }, + "outputs": [], + "source": [ + "ss = ps.SubSpace([('C', 0)])\n", + "cmodel.show(probspace=ss, targetSpec=['B','A'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.411734Z" + } + }, + "outputs": [], + "source": [ + "ss = ps.SubSpace([('C', 2)])\n", + "cmodel.show(probspace=ss, targetSpec=['B','A'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Seems like conditioning on C blocks flow of information from B->A (this is what we would expect), so the direction is not identifiable." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.418303Z" + } + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.6" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/because/probability/ucm/LLCP_Analysis.ipynb b/because/probability/ucm/LLCP_Analysis.ipynb new file mode 100644 index 0000000..a5dac5d --- /dev/null +++ b/because/probability/ucm/LLCP_Analysis.ipynb @@ -0,0 +1,8534 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "getData: 290759 records read.\n", + "ps.N = 290759\n", + "ps.fieldList = ['age', 'gender', 'weight', 'height', 'ageGroup', 'genhealth', 'asthma_ever', 'asthma', 'skincancer', 'othercancer', 'copd', 'arthritis', 'depression', 'kidneydis', 'diabetes', 'maritaldetail', 'married', 'education', 'veteran', 'income', 'state', 'childcnt', 'sleephours', 'employment', 'smokertype', 'physicalactivity', 'insurance', 'checkup', 'nohospitalcost', 'bmi', 'bmicat', 'drinks']\n" + ] + } + ], + "source": [ + "%matplotlib widget\n", + "\n", + "from because.probability import prob\n", + "\n", + "from because.synth import read_data\n", + "from because.visualization import viz\n", + "#import matplotlib\n", + "\n", + "r = read_data.Reader('models/llcp.csv')\n", + "ds = r.read()\n", + "\n", + "ps = prob.ProbSpace(ds, power=5)\n", + "print('ps.N = ', ps.N)\n", + "print('ps.fieldList = ', ps.fieldList)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.display import display, HTML\n", + "display(HTML(\"\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Target = [('insurance',), ('sleephours',), ('employment',), ('smokertype',)] , Condition = []\n", + "Viz.show: Showing graph = Multi Variable PDF Plot , power = 1\n", + "vars = ['insurance', 'sleephours', 'employment', 'smokertype']\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "1d1b2cd0e1714c9895b595e8240cd9c5", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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", 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", 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 33.196\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "076c5d10b80b4658b304389c43edb1bb", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 30\n", + "Elapsed Time = 0.363\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b0482e606ac94721bbfbbe6d90d252e1", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 13.78\n", + "colorInd = 0\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "78699556d7c14f76852e50f9bd047041", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 4.362\n", + "colorInd = 0\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "42f51be903594d15870d7295d1048c37", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 24.279\n", + "colorInd = 0\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "34d4c136ac65481eb86c629704857ee1", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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RwxcAUFWlhEKRg+Tk24EwJSUT6ek5ki5Jc7fLl9Nw+XIa1q79Dbq6OggO9saAAYEYMqQzunXzgq4u1y4kIqKmSZJ1AKOiopCcnIzQ0FAAwMSJE3Hq1Cl07NgR33//Pdq2batxoQ2F6wC2LJWVVbhxIxfXr2fj+vVsKBS3/ywsLNVqvzY2Zhg2rAtGjAjCoEGdYG5urNX+iIioZeBC0I2EAbB1KCgoQXp6NtLTc3D9ejaysgqQm1uEvLwiyU8j6+npolevDhgxIgjDh3eFt7eTpO0TEVHLwQDYSBgAWzdRFFFcXIbc3GLk5hb9EwqLkZNThMTEm8jMzNe4Dy8vRzzzzEDMnTscxsYGElRNREQtRbO7EwhRSyAIAkxMDGFiYggXF5t7Xs/KKsCVK9f/eaTX61Ty1asKvPba9/joo114441xePbZQZDJ9KUon4iIqE44AvgfHAGkulKpRKSnZ+PKleuIjb2O+HgFKisf/k4nHh52WLFiAsaP78WJI0RErRxPATcSBkCqr8rKKsTFKXDxYjIuXkxBdnbhQx3v7++GVasmY8SIIC46TUTUSvEUMFEzo6+vB39/V/j7u+Lpp0XcuJGL6OjbYTAh4SYe9G+tS5dSMHLkWwgN9cHq1VPQu7d/A1VOREStDQMgkRYIggBHRys4OlphyJDOKCoqw+XLqTh69DKuXlXc99iTJ6+gT5/XMXJkN3z77Qto08a8gaomIqLWot4BsF+/fg99jCAIOHjwYH27JGq2TEwM0K2bN4KCvBATk4Zff41AWlrWfY/Zvfs0OnVagO3bX8Gjj/o1UKVERNQa6NT3QJVKBVEUH+qhrTsyEDUXgiDA398Vr7/+FGbOHAhb2/uP7qWnZ6NPn9fx/vu/PPAUMhERUV3VewTw8OHDEpZB1Lro6AgICvJC586e+PvvK9iz5yzy8opr3FepVOGVVzbg2LEYbNy4AJaWJg1cLRERtTT1HgEkIs3p6t6+S8jKlRMxalQojIzkte67e/dpdO68AGfPXm3AComIqCViACRqAmQyPQwe3AkrVkyAn59LrfslJ2eiR49X8fnne3lKmIiI6o0BkKgJMTU1xAsvDMfIkd1Q21KAFRVVeP75LzF+/PsoLCzRWi2iKKKoqBTXr2ehtLRca/0QEVHD4zIwRE2Mjo4Ohg/vCk9Pe6xfH17r7eZ+/PEY9u07jyefDMHYsY+if/+Odb6lXFlZBU6disfJk1dw40YucnIKkZtbhJycomrPq6qUAABdXR0899xQvPfedBgYyCR7r0RE1Dh4J5D/4J1AqCnJyyvGt9+GP3DtQACwtDRRh8F+/TpCX//ff9/dCXyHD1/E4cOXcPLkFZSXVz50PcHB3vjll9fh4GD10McSEdGD8VZwjYQBkJoapVKF3btPYd++yDofY21tilGjQuHgYIUjRy4hIiKuXoGvJk5O1ti1azG6dGknSXtERPSvJn8ruE2bNj30MVOmTKlvd0Stlq6uDp58MhTt2jngu+8OoqTkwdfjZWcX4ptv9mulnvT0bPTs+Ro2blyAsWMf1UofRESkXfUeAdTR0XnoG9Yrlcr6dNWgOAJITVl2diG+++4Arl270dilAACWLn0ay5Y9DR0dzicjIpJCkx8BBAB9fX04ODg8cL8bN26gslKa009ErZm1tSlefvkJJCbexNmzCTh/PqHWBaQfhqGhDMbGBjAyksPYWF7tz/PnE5GZmV/jcStWbEdMTCq+/34BjI0NNK6DiIgahkYBsHPnzjhx4sQD9wsNDcXp06c16YqI/iEIAtq2dUDbtg546qkeSEi4oQ6DBQUPXhZGX18P7drZw9vbEd7eTnBzs4W+vm6t+w8a1Alff70fV67U/C/RsLATSEi4gV27lsDVtU293xcRETWcegfAXr16wd/fv077durUCQYGHB0gkpqOjgAvL0d4eTli3LgeuHr1Bs6du4bz5xPVy8fIZHpo29Ye3t5OaN/eEW5uttDTqz3w/ZexsQHmzRuOHTtO4PDhizXuc+FCEoKCFuLll5/85xZ3bWFmZiTJeyQiIulxFvB/8BpAagmUShWyswtRVaWEra35QwW++zl6NAbbth2DSqW6736CIKB9eycEBXkhKMgLXbu2Q2CgBwwNa7/VHRERNZNrAImoadLV1YGtrbnk7fbq1QF2dhb46qt9KC6ufTayKIq4cuU6rly5jh9+OAQA0NPThZtbG1hYmMDc3AgWFsawsDCGufmdP29v69KlHTp0cH3oSWZERFR3GgfAqKgobNu2DceOHcO1a9eQn58PMzMzeHl5oWfPnhg/fjwCAgKkqJWImoD27Z2waNEYfP75H1Aocup8XFWVEgkJN+u0b/fuPli7dhbXGiQi0pJ6nwI+cOAAli5dilOnTgFAjTemv/Mv+NDQUKxYsQL9+vXToNSGwVPARHVTWlqB9evDcfFiilbaFwQBM2cOxNtvT0abNtKPZhIRNUVN/k4gd9b9srS0xODBg9GtWze4ubnBzMwMBQUFSElJwenTp/Hnn38iNzcXOjo6qKqqqlPb27dvx7vvvovY2FgYGhqiX79+WLNmDdq2bXvf45KSkrB8+XL8+eefyM7OhqWlJbp27YqtW7fC3Lxuf4EwABLVnUqlwsmTcThy5BLS0rIfeG1gfZibG2P58vGYM2dYtdvbERG1RE0+APbp0wcvv/wyhgwZAj292r+Uq6qqsHfvXnzwwQc4cuTIA9tdv349Zs6cCQDw8PBAdnY2CgoKYGtri6ioKNjb29d4XHx8PLp3747s7GwYGRmhXbt2qKioQEJCAhITE+Hs7Fyn98UASFQ/FRVVSE/PRnJyJpKTM5GSkombN3Mh1TQzPz8XfPLJsxgwIFCaBomImqAmHwC1oaKiAk5OTsjKysLo0aPx888/Q6FQwMfHB4WFhXjhhRewdu3aGo8dMmQI/vzzT/Tt2xc7d+6EhYUFAKC0tBT6+vr3Dal3YwAkkk5ZWQVSU28hOTkT169no7i4DCUl5SgtrfjnUY7y8rqdGbjjySdD8O6709C2rQMnihBRi9MqZwGfOXMGWVlZAIDRo0cDABwdHRESEoLw8HDs27evxuNyc3Oxf//t+57eOe2bkZGBDh06YOXKlRg4cGCtfZaXl6O8/N/ZjE0oDxM1ewYGMnh7O8Hb26nWfZRKJUpLK1FaWo5Tp+Kxb995VFbWftvIX36JwC+/RMDAQAY7Owv1w97eotrPbds6oEMHV8jl+tp4a0REzZpGAXDFihXq54Ig4I033tComLS0NPVzW1tb9XM7OzsAQGpqao3HXb16VR3cdu7cCQ8PDxgYGODUqVMYOnQo/v77bwQHB9d47OrVq7F8+XKN6iai+tPV1YWJiS5MTAwwYkQQQkN9EBZ2AufOJdz3uLKyCqSk3D7VXBs9PV34+DgjMNADgYEeCAjwQGCgJ2xszKR+G0REzYpGAfDNN99UP5ciANbmQaNyd08uGTBgAPbv34+CggJ4enoiJycHX3zxRa0BcNGiRVi4cKH6Z19fXygUCmkKJ6KHZm1tilmzBiMuLh0//ngM6el1X2rmv6qqlLh0KQWXLqVg8+bD6u1OTtYICPBASIg3hg3rik6dPNUT24iIWgONAmBSUpJUdQAAXFxc1M8zMzPvee7q6lrjcU5O/55e6tq1KwRBgLm5Oby9vREREYHk5ORa+5TL5ZDL/707Aa8pImoa2rd3wuLFY3H0aAx27z6NkpLaF55+WOnp2UhPz8bevWexdOlWODhYYdiwLhgxIggDBgTAxMSw1mNFUURq6i1ERSUhKioJOTlFcHGxwbBhXdG+vRO/Q4ioWdAoALq5uQG4fWr27hBVX0FBQbC2tkZ2djbCwsIwfvx4KBQKREREALg90QMAfHx8AABz587F3Llz4ebmBi8vL1y9ehXnzp2DKIooLCxEfHw8AMDLy0vj2oio4enq6qBv30cQFNQOu3adxrFjMZLNKr7bjRs5WL8+HOvXh0Mm00OfPo9gxIggDB7cCfn5JeqwFxWVhOjoFOTnF9/TxksvfQcvL0c89lgQRo4MRo8evpLdgo+ISGqSzALW0dFBaGgo/v7772rbhw4divPnzyMjI6PObX399deYPXs2gOrLwNjY2CAqKgqOjo7qf2EvW7ZMfRp6586dGDNmDERRhKenJwoLC3Hr1i0YGxvjzJkz8PX1rVP/nAVM1HRlZRUgJiYVOTlFKCwsQX5+CQoKSlFYePtPpVL6dQjry9LSBMOGdcHIkcEYPLgTzM2NG7skImoGmt0s4JpyZGZmpnpWb13NmjULxsbGeP/99xEbGwsDAwOMGjUK77zzDhwdHWs9btSoUfj111/x1ltv4eLFizA3N8cTTzyB1atXq0cMiah5s7ExQ+/e/jW+JooiSkrKkZ9fgpycIqSnZ+P69SykpWXh5s28Bp/hn5tbhC1bjmDLliPQ09PF6NHd8d570+Di0qZB6yAiqolGI4AzZswAAGzcuBFt2rTB8OHD1a8VFxcjLCwMxsbGyM/P17zSBsIRQKKWp6KiCgpFjjoQpqVlISXlFqqqal9uRhvs7S1x6NDb8PGp28L0RNT6NIsRwI0bN6pPx2ZlZeH7779Xv3YnV4aEhGjSBRGRxmQyPbi728Ld/d/lpcrLK3HlSjouXkzGxYspyMu797o+qd28mYs+fV7HX3+9BT+/mie1ERE1BI0CYK9evSAIAo4cOQJTU1N06tRJ/ZqRkRF8fHzw8ssva1wkEZHU5HJ9BAS4IyDAHaIo4vr1bFy8mIzo6BQkJ2fUONnEwsIYzs7W/zxs4OxsDVNTQ1y+fB3R0cm4dCkFpaUV9+03IyMPffosxl9/vQV/fzctvTsiovuTbBJISEgITpw4IUVNjYqngImosLAUMTGpyM4uhFyurw5991seBrh9V5OrV28gOjoZUVHJyMoqqHVfGxszHDy4Eh07ekhdPhE1Y63yXsBNAQMgEUlBFEXcuJGLLVuO4Nq1GzXuY2VligMHVqBTp7YNXB0RNVXN4hrAO1QqFTZs2ICDBw8iIyOj2mw7QRBw8OBBKbohImo2BEGAo6MV5s0bgU8/3YP4+HvvMJSTU4j+/d9AePgKdOnSrhGqJKLWSpIAuHDhQqxbtw7Av5M/BEGAKIpcFZ+IWjW5XB8vvDAcn366F3Fx6fe8nptbhAED3sD+/SsQFMRF64moYUgSALdt2wZRFOHo6AgPDw/o6Um2vCARUbMnk+lj7txh+PzzPxAbe+8pnby84n9C4HIEB7dvhAqJqLWRJKkplUo4Ozvj6tWrktwSjoiopZHJ9DFnzjB8+eU+xMSk3vN6QUEJBg5civffn46pU/tDLtdvhCqJqLXQkaKRp59+GqWlpaisrJSiOSKiFkkm08Nzzw3BI4/UvPxLYWEpZs/+HJ6ez+Kjj3ahuLisgSskotZCkhFAExMTFBQUIDAwECNHjoSFhUW115cuXSpFN0REzZ6+vh5mzx6Cr7/+E9HRyTXuo1DkYOHC9Xj77R1YsGAk5s4dDgsLE0n6LywsQVFRGeztLXmNNlErJtk6gPeb9KFUNuztljTBZWCIqCFUVSnxzTf7ceFC0gP3NTU1xPPPD8OLLz4OW1uLOvdx40YOLlxIQmRkAiIjExEZmYiEhJsAAB8fZyxdOg7jxvWEjo4kJ4OISALNah1Ad3f3+/5LMinpwV9wTQUDIBE1FKVSiQ0b/sKZM1frtL+hoQxdu7aDsbEBjIzkNT6Kikr/CX2JyMjIe2CbgYEeWL16CgYP7swRQaImoFkFwJaEAZCIGpIoioiMTMTeveeQlpbVaHX07u2P1aunIDTUp9FqIKKGC4CSjvsXFxfj5MmTOH36tJTNEhG1WIIgoHPntli8+Cm88MIItGvn0Ch1HDlyCd27/x+eeOLtGmcpE1HLIlkAfOutt2BnZ4dHH30UCxYswI4dO+Dp6YmtW7dK1QURUYslCAL8/V3xyitP4qWXnoCfn0uj1LFr1yl07DgP06d/gtjYNPAkEVHLJMks4C+//PKemb79+/dHWloatm/fjgkTJkjRDRFRq+Dt7Qhvb0ckJ2di377ziIxM1LhNPT0dODpaw9nZGvHxCmRlFdS6r0qlwsaNB7Fx40G4uNhgwIAADBwYiP79Ax5qEgoRNV2SBMC1a9dCR0cHH374IRYsWAAAsLa2hpOTE6KioqTogoio1XF3t8X//jcECkUOjh27jNTUWygvr0RFRdVdj0pUVlZfacHAQAYXFxu4uNjA1dUGzs42cHCwhJ6eLoDbM5CPHbuMvXvPoqCg9L41pKVlYcOGg9iw4fY93QMCPNSBsGfPDjAy4uL/RM2RJJNA5HI5fHx8EBUVBR0dHYSEhODEiRPo3LkzLl++jLKy5rOYKSeBEFFzo1KJqKy8HQhFUYSJiSF0dB48o7esrBJ//RWFP/+8gLKyiofuVybTQ5cu7dC9uw9CQ33QvbsPHBys6vMWiOgfDTUJRJIRQHNzcygUimpBLy8vD/Hx8TA3N5eiCyIiqoWOjgC5XP+hbx9nYKCPYcO6olcvf+zbdx6HDl1EVVXd122tqKjCyZNXcPLkFfU2NzfbaoGwY0d36Ovz/vBETY0k/1f27t0bO3fuRHBwMAAgISEB3bp1Q2lpKUaMGCFFF0REpCUmJgYYM6Y7+vV7BL//fhYnT8ZBpVLVq62UlEykpGRi27ajAABjYwNMndoPb701CZaW0tzNhIg0J8kp4Li4OAQHB6OgoEC9kKgoijA3N8fJkyfh49N81pXiKWAiau2Kispw5cp1xMZeR2xsGrKzCzVu09W1DbZufQk9evhJUCFRy9WsTgG3b98eZ8+exdtvv40zZ84AAIKCgrBo0SJ4e3tL0QURETUQExMDdO3aDl27toMoisjKKsDly2m4cuU6rlxJR0lJ+UO3mZp6C716vY6lS8dh8eKx6gkpRNQ4eCeQ/+AIIBFR7VQqFVJTbyE29joSEm4iMfEmiosfLhA++qgftmx5Ca6ubbRUJVHz1eRHADdt2lTnfadMmVLfboiIqAnR0dGBu7sd3N3tANy+3CczM18dBhMSbuLGjRzcb2jh+PHLCAiYh2++mYsxY3o0UOVEdLd6jwDq6OjU6cbhgiCgqqqqPl00Co4AEhFpprS0HElJGdi3LxJxcen33ffZZwfh44+f5XqCRP9oFvcCFkXxgY/6ziQjIqLmydBQDj8/VyxY8BieeCL4vmsSfvPNfnTtuhBRUUkNWCER1TsAqlSqOj+IiKj10dHRwdChXfB//zcKNjZmte4XG5uG4OCX8dVX+3jvYaIGotEIIBER0YN4eNhhyZKn0K2bV637lJdX4n//+xyTJ3+IoqL7356OiDRX70kg/fr1q9N+giDg4MGD9e2GiIhaAENDOWbMGAA/Pxds23YM5eWVNe63ZcsRnD+fiJ9/fhV+fq4NXCVR61HvAHj48GEIgvDA4fq6TBQhIqKWTxAEhIb6oG1bB3z77X6kpNyqcb/Y2DQEBb2Er79+HhMn9mnYIolaiXoHwClTpjDcERHRQ7O1Ncf//d8o/PrrKYSHX6hxn5KSckya9CGOHbuMjz+eCQMDWcMWSdTC1TsAbty4UcIyiIioNdHT08WYMd3h5eWAjRv/qvXuIl99tQ9nzlzFTz+9Ck9P+waukqjlknQSyKFDh7B69Wp8+eWXKCgoQGpqKsrLH/6WQURE1DoEBHhg8eKn7ntXkPPnE9C584v49deIBqyMqGWTJACWlpZi4MCBGDBgAJYsWYJNmzbhwIED8PDwwMcffyxFF0RE1ELZ2Jjh//7vSfTu3aHWffLzi/Hkk6swbdrHyM0tasDqiFomSQLgkiVLcPDgQfXizwAwfPhwyGQy7NmzR4ouiIioBdPX18OECb3xzDMDIJfXfnXS99//hQ4d5uK33043YHVELY8kAXDHjh0wNDTEhQsX1Nvkcjnc3NwQHx8vRRdERNQKdOvmjUWLxsDBwbLWfW7cyMHIkW9h8uQPkZNT2IDVNS0JCTcwZsw7MDZ+Cu7uMzFr1qfYs+cMysoqGrs0agYkCYCZmZnw9vZGx44dq23X19dHXl6eFF0QEVEr4eBghUWLxiAkxPu++23efBh+fs+3ymsDt207gk6dFiAs7ARKSsqRkpKJb77ZjxEjVsLGZhLGjHkHP/xwqFUHZLo/SQKgg4MD4uPjkZCQoN524cIFxMbGwtHRUYouiIioFZHL9TFtWn9MmdL3vkvAZGTk4cknV2HChPeRlVWgUZ9KpRL5+cUoLi5rsrekKy4uw4wZn2DChA9QWFjzHVOKi8sQFnYCU6Z8BFvbyejbdzE+/ngXUlNrXneRWidBlOC3fP78+Vi3bh3kcjkqKiogk8mgVCqhVCoxb948fPTRR1LU2iCcnZ2Rnp4OCwtrrFmzubHLISJq9XJyCrF58xHExKTed782bcwREOAOXV0d6Orq/vNn9UdFRRWKikpRWFiKoqIyFBWV/fO8FKWl/546lcv1YWNjBmtrU1hbm9713Aw2NqZwd7dD376PwNzcWNtvXy0qKglPP/0erly5Xq/jdXR0MH16f7zzztT73puZGtedHOLk5ITr1+v337ouJAmABQUF6N27N6Kioqpt79ixI44ePQozs+bzi8YASETU9IiiiJMn47Bjx/FqQa0x6enpolevDnjssSA89lg3tG3roJV+RFHEZ5/twcsvb6j1FnoPw8rKFKtXT8bMmYOgoyPpanAkgWYVAAGgsrIS27Ztw+nTt2dmBQUFYfz48ZDJmtfq7QyARERNV25uEbZsOYKLF1Mau5R7+Pq6qMNgaGh76OrqatxmTk4hZsxYi127Tt13PyMjea2LademWzdvfP75/9ClSztNSiSJNbsA2FIwABIRNW2iKCIiIg47dvz90KGnoVhbm2L48K548slQDBrUCUZG8oc6XqlU4sCBKDz77KdIS8uqdT8DA31MnNgHXbu2Q3JyBqKikhAVlYwbN3Lr1I8gCHjuuaF4661JsLQ0eagaSTuaVQB85ZVXcPDgQWzYsAEBAQEAgOjoaEybNg0DBgzAu+++q3GhDYUBkIioecjLK8aWLUcQHZ3c2KXcl5GRHEOHdsHo0aEYPjwIZmZGNe6Xl1eE/fsv4Pffz+CPP849cFKLu7stZs4ciDZtzO95LSMjDxcuJCEqKgmJiTfxoL/p27Qxx3vvTcOUKf0gCEKd3xtJr1kFQBcXF6hUKqSnp1fb7uzsDEEQkJaWpmkXDYYBkIio+RBFEVFRyTh9Oh4ZGXlQqUSoVKp//rx9c4I7P4uiCB0dHcjl+jAw0Idcrv/Pc5n6uVyuh6oqFYqLy1BcfHuSyN1/qlSa/ZUpk+lhwIBAjBoVgpEjg5GdXYjffz+DPXvO4tixGCiVqjq1M2hQIB5/PBh6eg8+zZydXYiffvobkZGJD9y3S5d26NnTD35+LujQwRV+fi6wsODIYENqVgFQLpfDy8sLly5dqrbd398f165dQ1lZ2UO1t337drz77ruIjY2FoaEh+vXrhzVr1qBt27a1HjNt2jR8//3392x/2A+QAZCIiGoiiiJKSyuQnV2ImJhUREcnIzExo0GXjDE1NcS0af3h7+/60MdeupSK7duP4tath1sux9HRSh0GO3RwhZeXIzw87ODsbC3JdY5UXUMFwNrvt/MQrKysEB8fj1OnTiE4OBgAcPr0acTFxcHGxuah2lq/fj1mzpwJAPDw8EB2djbCwsJw7NgxREVFwd7e/r7HOzk5wdnZWf2zra3tQ74bIiKiewmCACMjOYyM5HBxscGQIZ1RVFSKixdTEB2dgsuXU1FWpvks3dr4+jpj+vT+9V56xt/fFcuWPY0//4zEvn3nUVmprNNxCkUOFIochIdfqLZdT08Xrq5t4OFh98/DFu7ut597ezvC2rr5rADSGkkSAPv27Yvt27ejd+/e6N27NwDgyJEjUKlU6N+/f53bqaiowGuvvQYAGD16NH7++WcoFAr4+PggMzMTq1atwtq1a+/bxsyZM/Hmm2/W+70QERHVlYmJIUJDfRAa6oPKSiWuXlUgOjoZFy4kITe3SJI+DA1lGDasCwYMCISOjmbX5+nr62HEiCAEB3vjxx+PazSbuqpKicTEm0hMvFnj67a25vDzc4WvrzP8/Fzg6+sCPz8X2Ntb8jrDJkCSU8DXrl1DUFAQ8vPz1f9RRVGEpaUlTp8+fd9Tt3f7+++/8eijjwIAtm7divHjxwMABg0ahPDwcHh5edV6b+E7p4DNzc1RWloKW1tb9OjRA2+//fZ9+y8vL0d5+b+zyHx9faFQKHgKmIiI6k0URaSk3EJkZCIiIxORkZH3UMdbW5vikUfc8cgjbmjf3hH6+pKM19xTY1RUMnbsOI7s7Ia7ZZy5uTH8/FwwenQoZs8eAhMTwwbruzloVqeA27Vrh7Nnz+Ltt99WrwMYHByM119/vc7hD0C1ySJ3n7q1s7MDAKSm3n8VeJlMBgcHB1RUVCAxMRE//vgj9u/fj4sXL8LJyanGY1avXo3ly5fXuUYiIqIHEQQB7u62cHe3xRNPBOPGjVx1GKxpWRcdHQFt2zrgkUfc8MgjbnBw0P4omSAICAz0gJ+fM44evYzo6GQoFDm13mJOKvn5xTh58gpOnryCb78Nx6+/vo727Z0ffCBJSuvrAJaXl0Mur9v6R9u3b1eP+h04cEB9+njSpEnYsmUL5HJ5rRNKLl26BHd3d5iY3J6t9NVXX+F///sfAGDlypVYsmRJrfVxBJCIiBrKrVv5iIxMRGJiBoyMZOpTo8bGBo1dGgCgqKgUCkUubtzIUf9540YOCgq0EwzNzIywbdvLGDasq1bab26a1Qhg//79sWnTpntG2c6dO4fJkyfj8uXLdWrHxcVF/TwzM/Oe566utc968vf3r/bzxIkT1QHwfiOHcrm8WkDldQlERKRNbdqYY9CgTo1dRq1MTAzh7W0Ib2/HatuLisqQkZGLrKxCZGUVIDu7QP08N7eo3kvkFBSUYMSIlXj77Ul47bUx/Hu4gUgSAA8dOoSAgAB89tlnGDduHERRxNtvv42VK1eiqqqqzu0EBQXB2tpaPfN3/PjxUCgUiIiIAAAMGTIEAODj4wMAmDt3LubOnQsAWLZsGebOnYs2bdoAuD2aeIe7u7sUb5OIiKjVMjExgImJQ433PFYqVcjNLUJWVgEyM/Nx82Yubty4/ajLZBhRFPH66z/g/PkEbNgwn9cFNgBJTgEHBwfjzJkzEAQB48aNQ3JyMk6dOgVRFDF27NhqYexBvv76a8yePRvAv8vAFBQUwMbGBlFRUXB0dFT/62DZsmXqGb+CIEBHRweenp4QRREJCQkAAHt7e0RFRdV5ORiuA0hERCSdsrKKaoHw4sUUKBQ5te7/yCNu2LVrMTw87r/sW0vVUKeAdaRo5OTJk1izZg0MDAzw448/IiIiAjY2Nvjxxx8fKvwBwKxZs7B582YEBgZCoVBAEASMGjUKJ06cgKOjY63Hvf322+jevTsKCgqQnp6Odu3a4X//+x/Onj3LtQCJiIgaiYGBDO7udggN9cGoUaFYtGgMQkK8a93/4sUUdO36Eg4ejGrAKlsfSU4B6+jowNLSEvr6+igtvX2RqIGBASwsLOrV3sSJEzFx4sRaX69p0PL111/H66+/Xq/+iIiIqGHIZHqYNq0/XF3b4OefT9R47WBOTiEGDVqG99+fjgULRvK6QC2QZARw4MCBmD17NgoKCjB06FAEBgYiLS0NQ4YMwaxZs6TogoiIiFoIQRDQv38A5s17DMbGNa8UolKpsHDhevTp8zrOnbvWwBW2fJIEwIMHD8LQ0BBffPEF9uzZg1OnTuGVV16BIAhYv369FF0QERFRC+Pr64zXX38Kzs7Wte5z9GgMgoJewvTpn0ChyG7A6lo2SQJgUFAQIiMj1ZM39PX1sWbNGvz111/3XbqFiIiIWjcbGzP83/+NQpcutd84QhRFbNx4EN7ez2Hlyu0oKSmvdV+qG0kC4IkTJ+Dl5XXP9l69eiE6OlqKLoiIiKiFksv18eyzg/DEE8G43+V+xcVlWLp0K3x8nsPWrUdqnBNAdSNJANTV1UVWVhaWLVuGwYMHY9asWbh06RI2bdqE3NxcKbogIiKiFkwQBAwd2gVz546AhYXxffdNS8vCxIkfIDT0FYSHR6KiorKBqmw5JJkFnJycjB49euDmzZsAbq8LmJeXh2nTpuHll1/Gu+++K0U3RERE1ML5+7tixYoJ2L8/En/+eQGVlbXfUOLUqXgMGrQMhoYyPPqoH/r2fQT9+nVEly7toKen24BVNz+SBMD/+7//w40bN+Ds7KxetPDRRx+FmZkZwsPDpeiCiIiIWgm5XB+PPdYNjz7qh19/jUBERPx99y8trUB4+AWEh18AAJiaGqJXrw7qQBgQ4AEdHUlOerYYkgTAAwcOwMbGBrGxsTA1NVVvd3NzQ3JyshRdEBERUStjaWmC6dMHoE+fR/DTT38jIeFmnY4rLCzFnj1nsWfPWQCAs7MNJk3qjalT+8PHx1mbJTcbksTh0tJS2Nvbw9i4+jn7oqIilJdzpg4RERHVn4eHHV555Uk8++wgWFubPviA/7h+PQvvvBMGX9856NbtJXz22R5kZxdoodLmQ5IA2LZtW8TExGDz5tv3zi0vL8e6deuQlJQEb+/ab/dCREREVBeCIKBr13ZYvnw8nngiGEZGNS8g/SBnzlzF3LlfwcFhGkaNWoVduyJa5SQSQZRgDvUnn3yCF198scZbtXz00UeYN2+epl00mDs3YbawsMaaNZsbuxwiIiKqQWWlEklJGYiLu464OAUSE29CqVTVqy0bGzN06OAKKysTWFub/fOnKaysTGFtfftha2sBLy8H6Opqd3LJnRzi5OSknlehDZJcAzhv3jzExcXhq6++Uq/JIwgCZs2a1azCHxERETUP+vq68PZ2hLe3Ix57DKioqERCwk1cuZKOuLh0pKRk1nif4ZpkZRXgyJFLD9zP0tIEgwZ1wpAhnTF4cCc4OFhp+jYajSQjgHckJyfj7NnbF1x26dIFHh4eUjXdYDgCSERE1PyVllYgPj4dp07FIyoqGVVVSsn7CAjwwODBtwNhjx6+kMn0NW6zWY0A3uHu7o68vDwUFBQ0y/BHRERELYOhoQwBAR4ICPBASUk5zp69hoiIuDrPJK6LqKgkREUl4d13d8LExBD9+j2CefMeQ//+AZL1oS2SjgACQGhoKM6cOYOqqtoXbmzKOAJIRETUcmVm5iMiIg4REXHIzi7USh8bNszHtGn963VssxwBvIP35iMiIqKmyNbWHCNHdsOIEUG4dk2Bs2ev4caNXBQXl6G4uBxFRWUany5+5ZUNmDChlySnhLVFKwGQiIiIqCnT0RHg7e0Eb2+ne16rqKhUh8GSknIUFpYiKSkDMTGpuHEj94FtZ2UV4Pffz2DUqO7aKF0SkgdAURQ5AkhERETNlkymD5lMH5aWJuptXbu2w1NP9UBOTiFiYtIQE5OK2NjrKCurqLGN77470LoCYEREhNRNEhERETUJVlam6NnTDz17+kGpVCIpKRPffXfgnusJ//jjPBSKbDg6WjdSpfen1TsjnzlzBkePHtVmF0RERESNQldXF+3aOaBHD997XlOpVPjhh8MNXlNdaTUATpgwAf369dNmF0RERESNKjS0PWq4GRo2bDjQZC+L02oABDgjmIiIiFo2KytT+Pq63LM9Li4dJ09eaYSKHkyjawAdHR3v+/qtW7c0aZ6IiIioWeje3QeXL6fds33DhoPo3v3eU8SNTaMAePPmg1fTFmoaEyUiIiJqQQIDPWBkJEdJSXm17du3H8PHH8+EsbFBI1VWM40CoK6uLqytrTF06NAaX9+5cyeKioo06YKIiIioydPX10O3bl44fPhSte1FRaUICzuBKVOa1pwIjQJghw4dcPPmTWzYsKHG148fP84ASERERK1C9+4+9wRA4PaagE0tAGo0CaRnz54oLy9Henp6ja87OTnB1dVVky6IiIiImgVX1zZwdr533b8jRy4hIeFGI1RUO40C4Lp165Cbmwsnp3tvowIAhw8fRlJSkiZdEBERETULgiAgNNSnxtc2bjzYwNXcn9aXgSEiIiJqLYKDvaGre2+8+v77v6BUKhuhopppFABTU1OrPYiIiIhaM1NTQwQEuN+zPS0tCwcPRjd8QbXQKAC6u7vDw8ND/SAiIiJq7bp3r/k08HffHWjgSmqn0SzgpUuXcp0/IiIiorv4+bnC3NwI+fkl1bb/+msEcnIKYWVl2kiV/UujAPjmm29KVAYRERFRy6Crq4OQkPb488/IatvLyyuxbdtRPP/88Eaq7F+cBEJEREQksdpOA2/Y0DRmAzMAEhEREUnM3t4Sbdva37P93LlriI5u/CXyGACJiIiItKApjwIyABIRERFpQdeu7SCT3TvdYvPmw6ioqGyEiv7FAEhERESkBQYGMnTp0vae7VlZBXjuuS8QEXEFKpWqESpjACQiIiLSmu7dfWvc/t13BxAa+n9wc5uJBQu+wfHjlxs0DGotAHp6esLT0xNPPPEE7xJCRERErZKXlwPatDGr9fXr17PwySe/oWfP1+DsPAN5ecUNUpfWAmBycjKSk5Oxe/du+Pn54b333tNWV0RERERNkiAI6NmzQ532vXEjB8XFZVqu6DatBcCpU6di6tSpGDlyJAwMDPDaa69pqysiIiKiJqt//47w9nZs7DKq0ehOIPezYcOGaj9funRJW10RERERNVl6erp48cXHER2d/M86gMkoK2sls4D9/f3rvO/27dvRuXNnGBoawsrKCmPGjEFCQkKdjlUqlejevTsEQYAgCBx5JCIiokanoyMgMNADzzwzEO+/Px1z5gxDSEh7GBrKGqUejUYAZ8yYoX4uCALWr1+vcUHr16/HzJkzAQAeHh7Izs5GWFgYjh07hqioKNjb37uq9t1WrFiBkydPalwHERERkTbo6+shIMAdAQHuqKpS4sqV6zh/PgEXLiShuGHmgGg2Arhx48ZqD01VVFSoR+xGjx6NxMRExMbGwtTUFJmZmVi1atV9jz9x4gTefvttjB07VuNaiIiIiLRNT08X/v5umDKlH957bxqMjQ0apF+NAqBKpVI/lEqlxsWcOXMGWVlZAG4HQABwdHRESEgIAGDfvn21HltQUIBJkybB0dERX331lca1EBERETUkXV1d6OvrNkhfWpsEUh9paWnq57a2turndnZ2AHDf9QSff/55pKSk4NChQ7CwsKhzn+Xl5SgvL1f/LIriQ1RMRERE1PzUOwCuWLGizvsuXbq0vt0AeHAo++WXX7B582YsWbIEvXr1eqi2V69ejeXLl2tSHhEREVGzUu8A+Oabb0IQhDrtW9cA6OLion6emZl5z3NXV9caj4uKigIAfPjhh/joo4+qvfbhhx9i8+bNuH79eo3HLlq0CAsXLlT/7OvrC4VCUad6iYiIiJojja4BFEXxgY+HERQUBGtrawBAWFgYAEChUCAiIgIAMGTIEACAj48PfHx88Omnn1Y7vqSkBMXFxSi+awpNZWUlioqKau1TLpfDzMxM/ahrqCUiIiJqruodAO+eAHLs2DGYmZnh22+/RUFBAQoKCrB+/XoYGxtj//79dW5TJpOpZ/qGhYXB09MTvr6+KCwshI2NjXqGcFxcHOLi4tQTRt58881ag+err76KvLy8+r5NIiIiohZHkoWgn3/+eTg7O2PGjBkwMTGBiYkJpk+fDjc3N7z44osP1dasWbOwefNmBAYGQqFQQBAEjBo1CidOnICjY9O6jQoRERFRcyTJLOC4uDiIoojw8HAMHDgQAHDgwAFcu3atXqdUJ06ciIkTJ9b6el1OLXM2LxEREVHNJAmAAQEBOH36NIYMGQIjIyMIgqC+Di8oKEiKLoiIiIhIIpKcAv7666/h6OgIURRRXFyMoqIiiKIIBwcHfP3111J0QUREREQSkWQEsGPHjrh27Rq2bNmCy5cvAwA6dOiACRMmwMCgYW5pQkRERER1I9mdQAwMDPDMM88gOzsbANTLuRARERFR0yLJKWAA2Lp1Kzw9PWFrawtbW1u0bdsW27Ztk6p5IiIiIpKIJCOAu3fvxqRJk6ptS0pKwqRJk2BqaooRI0ZI0Q0RERERSUCSEcB3330XANCtWzesWbMGa9asQXBwMERRxJo1a6TogoiIiIgkIskI4IULF+Dg4IBjx45BX18fADBv3jx4eHggMjJSii6IiIiISCKSjACqVCrIZDJ1+ANu39ZNJpNxQWYiIiKiJkaSEUA/Pz9ERkbiqaeewrhx4wAAP/74I1JTU9GlSxcpuiAiIiIiiUgSAJ9//nk888wz2LlzJ3bu3KneLggCnn/+eSm6ICIiIiKJSHIKePr06VixYgUMDAwgiiJEUYSBgQFWrFiBadOmSdEFEREREUlEsoWglyxZgoULFyImJgbA7TuBGBkZSdU8EREREUlEsgAIAGfOnMHZs2cBAKWlpejVq5eUzRMRERGRBCQJgGVlZXjiiScQHh5ebfugQYPw66+/Qi6XS9ENEREREUlAkmsAV6xYgf3796uv/7vz2L9/P1auXClFF0REREQkEUkC4I8//ggdHR189NFHyMjIQEZGBj788EMAwPbt26XogoiIiIgkIkkAvH79Onx8fDB//ny0adMGbdq0wYIFC+Dj44O0tDQpuiAiIiIiiUgSAE1NTZGWlgaFQqHeplAokJaWBjMzMym6ICIiIiKJSBIAe/XqhcLCQvj6+mLEiBEYMWIEfH19UVxcjN69e0vRBRERERFJRJJZwCtXrsSBAwdQWFiIP/74AwAgiiJMTU2xYsUKKbogIiIiIolIMgLYoUMHnDp1CpMnT4aPjw98fHwwZcoUnDp1Cn5+flJ0QUREREQSkWwhaF9fX3z//fdSNUdEREREWiJJANy0aVOtrxkaGiIgIADe3t5SdEVEREREGpIkAE6bNg2CINx3n8mTJ+O7776Djo4kZ52JiIiIqJ4kTWP/vRPI3Y8ffvgB69atk7I7IiIiIqoHSQLg77//DiMjIyxZsgTR0dGIjo7G4sWLYWxsjG3btmHlypUQRZHXCBIRERE1AZKcAl69ejVcXV2rLfni7++PsLAwrFu3DsePH8evv/6K2NhYKbojIiIiIg1IMgJ49uxZpKSkICYmRr0tLi4OaWlpOHfuHADAyckJoihK0R0RERERaUCSEcB27drh8uXLCAwMhI+PD4DbAVCpVKJDhw4AgKtXr8LR0VGK7oiIiIhIA5KMAK5btw5GRkZQKpWIiYlBTEwMqqqqYGRkhE8//RTXrl2DTCbD2LFjpeiOiIiIiDQgyQhgnz59cPXqVXz22We4fPkygNvXAM6ZMwd2dnYAgMjISCm6IiIiIiINSRIAT58+jW7dumHlypVSNEdEREREWiTJKeCQkBD4+fnhnXfewfXr16VokoiIiIi0RLKFoK9cuYLFixfD3d0dgwYNwg8//ICSkhKpmiciIiIiiUgSAKOjo7Fs2TJ06NABKpUKBw4cwLRp02Bvb4/p06fj8OHDUnRDRERERBKQJAD6+/tj2bJliI6ORlxcHFasWAEjIyMUFRVh06ZN6N+/P4KDg5GYmChFd0RERESkAUnvBRwfH4/169fjiy++qHb618zMDGfOnMG0adOk7I6IiIiI6kGSWcDfffcdvvvuO5w8eRIAIIoirKysMH36dPzvf/+Di4sLQkJCcPr0aSm6IyIiIiINSBIAZ86cqX4eHByMOXPmYOzYsZDL5ertfn5+uHDhghTdEREREZEGJDkFbGxsjFmzZuH8+fM4efIkJk+eXC38AcDmzZuhUqmk6I6IiIiINKDxCGBlZSVmzZoFKysrBAQESFETEREREWmRxiOA+vr6+Pzzz/Hjjz9CEAQpaiIiIiIiLZLkFHD37t1x8+ZNVFZWStEcEREREWmRJAFwwoQJKCgowJAhQ7Bjxw4cOXIER48eVT8e1vbt29G5c2cYGhrCysoKY8aMQUJCwn2PWbRoEXx9fWFmZgYDAwO4ublhxowZSElJqe/bIiIiImqRBFEURU0b0dHRqfX0ryAIqKqqqnNb69evV88q9vDwQHZ2NgoKCmBra4uoqCjY29vXeFznzp2RlZWFNm3aoKCgANeuXQMAtG/fHleuXKlz/87OzkhPT4eFhTXWrNlc5+OIiIiINPXqq5OQl5cNJycnXL9+XWv9SLYQtCiKtT7qqqKiAq+99hoAYPTo0UhMTERsbCxMTU2RmZmJVatW1XrsiRMnkJqainPnzuHq1auYNGkSACAuLg7Z2dmavTkiIiKiFkSSdQCTkpKkaAZnzpxBVlYWgNsBEAAcHR0REhKC8PBw7Nu3r9ZjDQwM8Pnnn+P7779HTk6OegTQz88PVlZWktRHRERE1BJIEgDd3Nyq/VxVVQU9vYdvOi0tTf3c1tZW/dzOzg4AkJqaet/jU1NTq91tpFOnTvj999/vOzu5vLwc5eXl6p8lOCNORERE1KRJdgr4yJEj6N27NwwMDNC7d28cPHgQM2bMwIkTJzRuu66h7J133kFVVRWuXLmCvn37IjIyEhMnToRSqaz1mNWrV8Pc3Fz9UCgUGtdLRERE1JRJEgAPHz6MgQMH4tixY6ioqIAoinB1dcXGjRvx7bff1rkdFxcX9fPMzMx7nru6uj6wDV1dXbRv3x4LFixQ13bw4MFa91+0aBHy8/PVD0dHxzrXS0RERNQcSRIAly5dCqVSiSeffFK9zcvLC3Z2dvj777/r3E5QUBCsra0BAGFhYQAAhUKBiIgIAMCQIUMAAD4+PvDx8cGnn34KALh69Sp2796tvtWcSqWqdr1gcXFxrX3K5XKYmZmpH1zMmoiIiFo6Sa4BPHv2LDw8PBAWFgYdnX8zpYODA+Lj4+vcjkwmw6pVqzB79myEhYXB09MT2dnZKCwshI2NjXqGcFxcHACoJ4ykp6fj8ccfh4mJCTw9PZGRkYGMjAwAt5d16d+/vxRvk4iIiKhFkGQEUE9P757r9FQqFdLT06Grq/tQbc2aNQubN29GYGAgFAoFBEHAqFGjcOLEiVpPz7q6uuKJJ56ApaUl4uLikJubi7Zt22L27Nk4efIkzMzM6v3eiIiIiFoaSUYAO3XqhOPHj+PZZ58FANy6dQvjx4/HrVu30KdPn4dub+LEiZg4cWKtr/83bHp6euKXX3556H6IiIiIWiNJRgDvnJr97rvvIAgCEhMT8fPPP0MQBLzyyitSdEFEREREEpEkAA4dOhRbt26Fq6ur+u4frq6u2Lx5M4YOHSpFF0REREQkEUlOAYuiiHHjxmHcuHHqiRk2NjZSNE1EREREEpNkBNDV1RWLFy9GfHw8bGxsGP6IiIiImjBJAmB6ejreeecd+Pr6IjQ0FF999RXy8/OlaJqIiIiIJCZJAFy8eDHatWsHURRx6tQpzJkzBw4ODhg3bhz++OMPKbogIiIiIolIEgBXrlyJuLg4nD9/Hv/3f/8Hd3d3lJWV4aeffsJjjz0mRRdEREREJBFJJoHcERgYCEdHRzg5OWH16tW4efPmPWv2EREREVHjkiQA5ubm4ueff8aPP/6II0eOQKVSQRRFCIJQr4WgiYiIiEh7JAmA9vb2qKqqUo/2tWvXDlOmTMHkyZPh5uYmRRdEREREJBFJAmBlZSXMzc0xduxYTJ06Fd27d5eiWSIiIiLSAkkC4LZt2/DEE09ALpdL0RwRERERaZEks4DHjRunDn/fffcdVqxYIUWzRERERKQFkgTAu33zzTdYvny51M0SERERkUQkD4BERERE1LQxABIRERG1MpIuBA0AnTp1goGBgdTNEhEREZFEJA+An3/+udRNEhEREZGEJDkFnJ+fj+Li4nu2X7hwAUePHpWiCyIiIiKSiEYBsKioCCNGjICVlRUsLCwwZcqUakHwueeeQ79+/TQukoiIiIiko1EAfPfdd7F3716IogilUoktW7Zg2LBhKCsrU+9z5/ZwRERERNQ0aBQAf/zxRwiCgJCQELzwwgtwcHDA8ePHMX78eKnqIyIiIiKJaTQJJC0tDTY2Njh8+DBkMhkWL16MRx99FLt378aCBQskKpGIiIiIpKRRADQ2NoaTkxNkMhkAwNbWFn/88QdCQ0Oxbt066OvrS1IkEREREUlHo1PAbm5uuHLlSrWJH23btsWuXbsgl8tRUVGhcYFEREREJC2NAuCjjz6KsrIyfPXVV9W2h4aGYtOmTRoVRkRERETaodEp4LfeegsvvvhijXf+GDNmDNLT0zkKSERERNTEaBQATUxMYGJiUuvrDg4OmjRPRERERFqgUQD872neKVOmaFQMEREREWmfRgFw2rRpEAQBoihCEAQGQCIiIqJmQKMAeOjQIanqICIiIqIGolEA7N27t1R1EBEREVED0WgZGCIiIiJqfhgAiYiIiFoZBkAiIiKiVoYBkIiIiKiVYQAkIiIiamU0mgV8P6mpqQCANm3awNDQUFvdEBEREdFD0toIoIeHBzw8PODl5YWffvpJW90QERER0UPSWgAURRGiKEKhUODpp5/GiBEjtNUVERERET0ErZ0C3rBhAwAgNzcXR48exfHjx7XVFRERERE9BK0FwKlTp6qfL1iwQFvdEBEREdFD4ixgIiIiolZGoxFAT09P9XNBEJCQkKBxQURERESkXRqNALq6usLNzQ1ubm5wdXWVqiZs374dnTt3hqGhIaysrDBmzJgHhsvXXnsNoaGhsLW1hYGBATw9PfHCCy8gMzNTsrqIiIiIWgJBFEWxsYu42/r16zFz5kwAt5eSyc7ORkFBAWxtbREVFQV7e/sajxMEAbq6uvD19UVOTg4UCgUAwN/fH1FRUdDRqVvWdXZ2Rnp6OiwsrLFmzWZp3hQRERFRHbz66iTk5WXDyckJ169f11o/TeoawIqKCrz22msAgNGjRyMxMRGxsbEwNTVFZmYmVq1aVeuxixcvxo0bN3Dx4kWkpqZi9OjRAIBLly4hKiqqQeonIiIiag4kmQWsUqmwYcMGHDx4EBkZGbh7UFEQBBw8eLBO7Zw5cwZZWVkAoA5wjo6OCAkJQXh4OPbt21frsW+99Zb6ua6uLrp3746wsDAAgFwur/W48vJylJeXq39uYgOiRERERJKTJAAuXLgQ69atA/BvgBIEAaIoQhCEOreTlpamfm5ra6t+bmdnB+Df28s9SHFxMTZt2gQA6NGjB/z8/Grdd/Xq1Vi+fHmdayQiIiJq7iQJgNu2bYMoinB0dISHhwf09KRdXvBhRuVu3bqFxx57DFFRUfDx8XngbegWLVqEhQsXqn/29fVVXz9IRERE1BJJktSUSiWcnZ1x9erV+55ufRAXFxf187tn7955/qCZxnFxcRg2bBgSExMREhKC3377DTY2Nvc9Ri6XV6v5YUYsiYiIiJojSSaBTJkyBaWlpaisrNSonaCgIFhbWwOA+vo9hUKBiIgIAMCQIUMAAD4+PvDx8cGnn36qPvbo0aPo3r07EhMTMWbMGBw6dOiB4Y+IiIioNar3COCKFSvUz42MjFBSUoLAwECMHDkSFhYW1fZdunRpndqUyWRYtWoVZs+ejbCwMHh6eiI7OxuFhYWwsbFRzxCOi4sDAPWEEQAYOHAgKioqIAgCUlNT0adPH/Vrb7zxBoYPH17Pd0pERETUstQ7AL755pv3nC5NTEzEJ598cs++dQ2AADBr1iwYGxvj/fffR2xsLAwMDDBq1Ci88847cHR0rPW4iooKALevFzx9+nS1127dulXn/omIiIhaunoHQFdXV61dLzdx4kRMnDix1tdrmhTC5VuIiIiI6qbeATA5OVnCMoiIiIiooUgyCWTGjBk13qVj586d+OKLL6TogoiIiIgkIkkA3LhxI37//fd7tr/33nuYO3euFF0QERERkUQ0Wgfw7jtzlJeXIy0tTX0tXnFxMVJSUriuHhEREVETo1EA9PDwAHB78eQLFy7A3d39nn3uXtyZiIiIiBqfRgHwv/f9/S99fX28/vrrmnRBRERERBLTKAAeOnQIoiiiX79+8PPzw2effaZ+zcjICG3btoWVlZXGRRIRERGRdDQKgL179wYALFu2DM7OzuqfiYiIiKjpqncAPHr0qPp5375979l2t169etW3GyIiIiKSWL0DYJ8+feo0w1cQBFRVVdW3GyIiIiKSmCSTQIiIiIio+ah3AExKSpKyDiIiIiJqIPUOgG5ublLWQUREREQNRKNTwHe7ePEifv75ZygUCiiVSvV2QRCwfv16qbohIiIiIg1JEgD37duHxx9//J7JHqIoMgASERERNTGSBMBVq1ahsrISpqamKCwshEwmgyAI0NPTQ5s2baTogoiIiIgkoiNFI1FRUTA1NUVKSgoAoHPnzrhy5QpkMhm++OILKbogIiIiIolIEgDLysrg5eUFCwsL6OjooLy8HG5ubnBycsLLL78sRRdEREREJBFJTgFbWFigoKAAAGBtbY1Lly5hzZo1iIuLg56eZPNMiIiIiEgCkowAent7IzU1FQUFBQgNDUVlZSVef/11VFVV4ZFHHpGiCyIiIiKSiCTDc8uWLUNMTAzy8/Px3nvvISYmBgkJCXB2dsann34qRRdEREREJBFJAuCAAQMwYMAA9c9Xr15FTk4OrKyspGieiIiIiCQk6QV6hw4dQkREBCwtLTFhwgSkpqbCzs4Ocrlcym6IiIiISAOSBMDS0lKMHDkSf/31FwAgODgYtra2eOqpp7Bq1Sq8+uqrUnRDRERERBKQZBLIkiVLcPDgQYiiCFEUAQDDhw+HTCbDnj17pOiCiIiIiCQiSQDcsWMHDA0NceHCBfU2uVwONzc3xMfHS9EFEREREUlEkgCYmZkJb29vdOzYsdp2fX195OXlSdEFEREREUlEkgDo4OCA+Ph4JCQkqLdduHABsbGxcHR0lKILIiIiIpKIJAHw8ccfR2lpKfz9/SEIAiIjI9GtWzeIoojHH39cii6IiIiISCKSBMCVK1ciICAA5eXlEEUR5eXl6ruALF++XIouiIiIiEgikiwDY2ZmhtOnT2Pr1q04c+YMACAoKAjjx4+HTCaTogsiIiIikohkC0Hr6+tj6tSpmDp1qlRNEhEREZEWSBYADx48iIMHDyIjI0O9FiAACIKA9evXS9UNEREREWlIkgD49ttvY+nSpfdsF0WRAZCIiIioiZEkAH7xxRcQRRH6+vqwtbWFnp6ktxgmIiIiIglJktQKCwvRpk0bXL58GdbW1lI0SURERERaIskyMKNGjYK+vj4sLCykaI6IiIiItKjeI4CbNm1SP+/UqRN27NiB3r17Y+zYsfcEwSlTptS7QCIiIiKSVr0D4LRp0yAIQrVtJ0+exMmTJ6ttEwSBAZCIiIioCdHoGsC7l3vRZB8iIiIiajj1DoAqlUrKOoiIiIiogUgyCYSIiIiImg9JloFRqVTYsGFDrXcCOXjwoBTdEBEREZEEJAmACxcuxLp16wD8e82fIAjqO4EQERERUdMhySngbdu2QRRFODg4oEePHujduzd69eql/vNhbd++HZ07d4ahoSGsrKwwZswYJCQk3PeYnTt3on///jA3N4cgCBAEAfv27avvWyIiIiJqsSQZAVQqlXB2dsbVq1chl8s1amv9+vWYOXMmAMDDwwPZ2dkICwvDsWPHEBUVBXt7+xqPO3r0KP7++284OzujoKBAoxqIiIiIWjJJRgCffvpplJaWorKyUqN2Kioq8NprrwEARo8ejcTERMTGxsLU1BSZmZlYtWpVrccuWrQIBQUF+PbbbzWqgYiIiKilk2QE0MTEBAUFBQgMDMTIkSPvuRPI0qVL69TOmTNnkJWVBeB2AAQAR0dHhISEIDw8/L6ndO3s7OpVe3l5OcrLy9U/c91CIiIiaukkCYDvvvsuBEFAYmIiPvnkk3ter2sATEtLUz+3tbVVP78T7lJTUzWs9F6rV6/G8uXLJW+XiIiIqKmSJAC6urpqdbavNkflFi1ahIULF6p/9vX1hUKh0Fp/RERERI1NkgCYnJwsRTNwcXFRP8/MzLznuaurqyT93E0ul1ebuMJla4iIiKilk/ROIMXFxTh58iROnz5dr+ODgoJgbW0NAAgLCwMAKBQKREREAACGDBkCAPDx8YGPjw8+/fRTCaomIiIial0kC4BvvfUW7Ozs8Oijj2LBggXYsWMHPD09sXXr1jq3IZPJ1DN9w8LC4OnpCV9fXxQWFsLGxkY9QzguLg5xcXHqCSMAsHbtWrRr1w4TJ05Ub5sxYwbatWuHV199VaJ3SURERNT8SRIAv/zySyxduhQlJSXq6/X69++PtLQ0bN++/aHamjVrFjZv3ozAwEAoFAoIgoBRo0bhxIkTcHR0rPW4nJwcJCQkVLt+78aNG0hISEBGRkb93hgRERFRCySIEsyw8PPzQ3x8PD788EMsWLAAISEhOHHiBNzd3SGKIlJSUqSotUE4OzsjPT0dFhbWWLNmc2OXQ0RERK3Iq69OQl5eNpycnHD9+nWt9SPJCGBCQgI6dOiAefPmVdtuZWXF0TciIiKiJkaSAGhubg6FQoGysjL1try8PMTHx8Pc3FyKLoiIiIhIIpIEwN69eyMnJwfBwcEAbo8IduvWDaWlpejbt68UXRARERGRRCQJgG+99RZMTU1x8eJFCIKArKwsXLt2DWZmZnjzzTel6IKIiIiIJCJJAGzfvj3Onj2LqVOnwtfXF76+vpg6dSpOnToFHx8fKbogIiIiIolIcicQAGjXrh02bNggVXNEREREpCWSBMBNmzbV+pqhoSECAgLg7e0tRVdEREREpCFJAuC0adMeeA/dyZMn47vvvoOOjqR3nyMiIiKihyRpGhNFsdbHDz/8gHXr1knZHRERERHVgyQB8Pfff4eRkRGWLFmC6OhoREdHY/HixTA2Nsa2bduwcuVKiKKI77//XoruiIiIiEgDkpwCXr16NVxdXbFixQr1Nn9/f4SFhWHdunU4fvw4fv31V8TGxkrRHRERERFpQJIRwLNnzyIlJQUxMTHqbXFxcUhLS8O5c+cAAE5OTpDgtsNEREREpCFJRgDbtWuHy5cvIzAwUL3uX1xcHJRKJTp06AAAuHr1KhwdHaXojoiIiIg0IMkI4Lp162BkZASlUomYmBjExMSgqqoKRkZG+PTTT3Ht2jXIZDKMHTtWiu6IiIiISAOSjAD26dMH165dw2effaY+Dezv7485c+bAzs4OABAZGSlFV0RERESkIcnuBGJnZ1dtEggRERERNU0aBcCjR49W+7lXr14aFUNERERE2qdRAOzTpw8EQYAoihAEAUqlUqq6iIiIiEhLNAqAGzZskKoOIiIiImogGgXAqVOnSlUHERERETWQei8D87CLOnMRaCIiIqKmod4B0MvLC59++imysrLuu19OTg4+++wztG/fvr5dEREREZGE6n0KOCkpCfPnz8fChQvRrVs3BAUFwd3dHaampigqKkJKSgrOnj2LiIgIVFVVQUdHkjWniYiIiEhD9Q6AMTExePPNN7Fz506cOHECJ0+evGcfURShp6eHsWPHYtmyZRoVSkRERETSqHcA9PHxwfbt25GZmYmff/4Zx48fx9WrV5Gfnw8zMzN4eXmhZ8+eGDNmDGxtbaWsmYiIiIg0oPGdQGxtbTFnzhzMmTNHinqIiIiISMt4YR4RERFRK1PvAGhlZYUhQ4bUad9BgwbB2tq6vl0RERERkYTqHQDz8vJQUFBQp30LCwuRl5dX366IiIiISEIaXQN46tQp6OrqSlULERERETUAjQLgw9zdQxAETboiIiIiIonUOwAeOnRIyjqIiIiIqIHUOwD27t1byjqIiIiIqIFwGRgiIiKiVoYBkIiIiKiVYQAkIiIiamUYAImIiIhaGQZAIiIiolam3gHwyJEjWt2fiIiIiLSj3gGwb9++6Nq1Kz7++GNcu3atxn2SkpKwdu1aBAUFoV+/fvUukoiIiIikU+91AENCQhAREYHIyEi89NJLsLCwgKurK0xNTVFUVITU1FTk5uYCuH3HkO7du0tWNBERERHVX70D4IkTJ7Bv3z58/vnn2LdvH3Jzc9WBT924nh6GDh2KOXPmYPDgwRoXS0RERESa0+hewEOGDMGQIUNQUFCAiIgIXL16Ffn5+TAzM4OXlxdCQ0NhZmYmVa1EREREJAFJZgGbmZlh0KBBeP755/H6669j7ty5GDx4cL3D3/bt29G5c2cYGhrCysoKY8aMQUJCwgOPW7duHfz8/CCXy2Fra4sZM2YgIyOjXjUQERERtVQaB8CzZ89i4cKFWLhwIc6ePatxQevXr8f48eMRGRkJBwcHKJVKhIWFoXv37rh582atx73xxhuYN28eYmNj4ebmhqKiImzYsAF9+vRBSUmJxnURERERtRQaBcCTJ0+iR48e+OSTT/DJJ5+gR48eiIiIqHd7FRUVeO211wAAo0ePRmJiImJjY2FqaorMzEysWrWqxuMyMjKwZs0aAMBLL72E+Ph4REREQBAEXLlyBV9++WW9ayIiIiJqaTQKgKtXr0ZlZSVEUYQoiqisrMTq1avr3d6ZM2eQlZUF4HYABABHR0eEhIQAAPbt21fjcQcOHEBlZWW14zp27Ih27drd9zgiIiKi1kijSSDnz5+Hvr4+fvnlF4iiiCeffBLnzp2rd3tpaWnq57a2turndnZ2AIDU1NSHPu7q1au1HgcA5eXlKC8vV/+cmZkJAMjPz8HLL094yHdAREREVH9FRXkA/s0j2qJRALx58yYCAgIwbNgwAIC/vz8uXrwoSWF3E0VRa8etXr0ay5cvr/HYwsLcGo4gIiIi0i6lUqnV9jUKgCqVCnK5XP2zXC6HSqWqd3suLi7q53cn3zvPXV1d63Rc27Zt63QcACxatAgLFy5U/2xvb4/y8nLo6upWG028myiKUCgUcHR0hCAID3pbVA/8jBsGP2ft42fcMPg5Nwx+ztqXmZmJysrKavlKGzQKgAAQGRkJT09PAMCNGzcAQP0zAAiCUKclXAAgKCgI1tbWyM7ORlhYGMaPHw+FQqGeWDJkyBAAgI+PDwBg7ty5mDt3Lvr37w89PT1UVVUhLCwMoaGhiI6OVt+i7s5xNZHL5dU+5LrMGC4oKIC5uTliY2O5zqGW8DNuGPyctY+fccPg59ww+Dlr353P+H4rn0hB42VgKioqkJycjOTkZJSXl0MURfXPdx51JZPJ1DN9w8LC4OnpCV9fXxQWFsLGxkY9QzguLg5xcXHqCSP29vZ45ZVXAAAffPAB2rdvj5CQEIiiCC8vL8yePVvTt0lERETUYmg0AtirVy/Jh4BnzZoFY2NjvP/++4iNjYWBgQFGjRqFd955B46OjrUe9/bbb8POzg5ffvklEhISYG5ujrFjx+Kdd96BsbGxpDUSERERNWcaBcDDhw9LVEZ1EydOxMSJE2t9vabJHYIgYP78+Zg/f75WarqbXC7HsmXLtH5+vjXjZ9ww+DlrHz/jhsHPuWHwc9a+hvqMBbG+U2yJiIiIqFmS5F7ARERERNR8MAASERERtTIMgEREREStDAOghlQqFZKSkpCRkdHYpRBRMyCKIjIyMpCUlNTYpRBpTJObP1DjYgDUQGZmJkaPHo22bdti3bp1jV1OiyWKIo4ePapeEJykxS/whlFYWIi///4bixcvxuOPP46ZM2c2dkkt1p25jZzjqD1lZWV47733MH78+MYupUUrLy9HYmKiVtrmLOCHJIpitbUPr1+/jpCQEBQXFyMyMhLu7u6NV1wLVVFRgR49ekCpVOK3336Dk5NTY5fUrFVVVSErKwslJSWwtLSEpaWl+jWVSgUdHf67UCoVFRWQyWQ4d+4cXn/9dcTHxyM1NVUdTOLi4uDl5dXIVbYMt27dwsGDB3HgwAHo6+ujZ8+eGDZsGCwsLBq7tBYrKCgI586d4++xlnz55Zf44IMPIJPJ8Oyzz2L69OkwNzeXrH1+09fB/v37MWrUKPz000/Vbs5cXl4OZ2dnvPjii8jPz8fGjRsbr8gWoKCgAFeuXFGPSBUVFSEyMhIymQxPPPEELly4gA0bNjRylc3fihUr8Pjjj8PPzw8DBw7EM888g7179yIxMZHhTyKpqakYOnQoPvzwQ4iiiC5duiAjIwMpKSkYOHAgZsyYAQD8fZZAamoqFi5cCG9vb0yYMAHfffcdvv76a0yaNAmTJ0/G0aNHG7vEZuvuswN3jxVVVVUBAKZOnQqAv8dSOXToEGbPno033ngDV65cwa5du5CQkIDY2Fi88sor+OGHH6TtUKQH6t69uygIgigIgtivXz8xLCys2uuHDh0SBUEQu3Xr1kgVNn9///236OHhIY4fP15UKpWiKIriiRMnxPbt24sfffSRmJ+fL5qbm4seHh6NXGnzdedzffrpp0VBEMROnTqJU6dOFa2srERBEERbW1tx5MiR4htvvNHIlTZ/3377rSgIgvjFF1+ot+3cuVMUBEGcMGGCKIqiaG1tLTo5OTVWiS1CSUmJOHHiRPX3853f44EDB4q9e/cWBUEQe/fu3dhltlhJSUlimzZt+HssgbVr11b7PXZxcREtLS1FKysrcdasWaKOjo7o5eUlaZ/8534d/O9//wMAGBkZ4dixY5g0aRJGjBiB3377DREREdi8eTN0dHRQVVWl9Zs3t1Tl5eVITk5GUVGRehSqffv2iI+PxxdffAEA8PLyQnJyMi5cuNCIlTZf4j//gp87dy4AQKlUYuPGjUhLS0N0dDSCg4Px22+/4a233sLx48cbs9Rmz9nZGQCqXbfar18/WFhYYM+ePaioqMBjjz0GhULBESoN7Ny5E1u3boWBgQF69OiB0NBQlJSUIDs7G3/88Qf69u2Lo0eP4sSJE41darOUmpqKV199FceOHcNvv/2Gs2fP4ubNm4iJiQEAODg4ICQkBAqFgt8ZGigrK8O5c+cAAB06dMDs2bPxyCOPIC8vDxYWFvjqq68wZswYXLt2DWfOnJGuY0njZAtVWloq6urqiv7+/uK7774rBgYGqlO6m5ub+vnYsWMbu9Rmq7y8XLSyshI9PT3FoqIiURRvf+53PuuRI0eKXl5eorGxsbh9+/ZGrrb5qqqqEkVRVP/eHj9+XNy7d684YcIE0d7eXjQxMREFQRBnzpzZyJU2b2VlZaKJiYno4uIiJiUliaIoipGRkaKDg4NoaGgoXr58Wdy6dasoCII4b968xi22mVKpVOLs2bNFHR0dcf78+WJiYqIoiqI4f/58URAEcdeuXeL+/ftFQRDEF198sZGrbZ7KyspEfX199d9xzs7OoiAIoq+vr+jj4yP26NFD7NKliygIgjh16tTGLrfZqqysVJ9p/Pjjj8W8vDxRFEVxxIgRoiAI4o4dO8Rp06aJgiCIq1evlqxfjgDWgYGBAR5//HHExMSga9euiIyMxAcffAAfHx+kpqZCLpejZ8+emDdvXmOX2mzJZDIMGjQISUlJ+OSTT5Cfn4+9e/fi+vXr0NPTw2+//YZr166hqqoKwcHBjV1us6WrqwsA6N27NwBg2LBhGD58OLZt24Zbt25BJpOhY8eO0NfXb8wymz25XI6JEyfi+vXrmDhxIkaPHo3evXvj5s2bMDc3h6enJ4YPH47jx4/jk08+aexymyVBEKBSqSCKIvr06QMPDw8AgLW1NQDgzz//RGBgIIDbk/Xo4cnlckyZMgW6urrw9PREeno6ACAxMRFxcXE4deoUzp8/DwD45ZdfOOu6nvT09ODj4wMA8PDwgLm5OVQqlXqC3rhx4/D9998DAGxsbCTrl7OA6yg8PByDBw/G+PHjsWXLFgC3T6GdOXMGxcXFsLa2Vn/ZUP0cPXoUffr0gbGxMXx8fHDp0iWUl5dj7dq1+Pzzz2Fra4upU6di+vTp98zGprq5du0a+vbti5s3b6r/8jQ1NYWjoyMeeeQR9O3bF927d0dAQEBjl9rsXbhwATNnzlT/BQkALi4uWLhwIebPn4/KykoGbQ0dPnwY/fr1Q9euXfHEE0/g2rVr2LJlCyorK/HBBx/gxRdfxOeff46ePXuiQ4cOnORUD3l5eRBFEQqFArdu3YKxsTHOnj0LuVyOzMxMpKWlQS6XQ19fHwsWLICDg0Njl9ws3fldDggIwOOPP47Y2Fj89NNP6NatG8zMzKBQKGBnZ4ctW7bA3t5ekj4ZAB+CmZkZnJ2d8ddff8He3h7p6emIjY3F33//DZVKhZycHAQHB2PcuHH8Yq+nGTNmYOvWraioqAAA9OzZE0eOHIEoirh582a1LxeGwPoxNzdHSUkJjIyMUFhYiOnTp2PlypWwsbGBTCarti8/Y81cvXoVL7zwAvLz86Gvrw9vb29069YNN27cQFlZGQoKChAaGsrvDA2MGDECe/fuBQDo6+tDV1cXffr0wVdffQULCwvo6urCyMgIAH+ftaWqqgp6enoAuJSUJvr164fDhw8DuH1WTKlU4vvvv8eECRNw9OhRODg4qJfbkeJ3mQHwIWzduhW5ubl45plnEB0djc8++wwRERFQKBQoLi4GcHvIfNy4cfjss89gbGzcyBU3P4WFhVi7di3Onj0LT09PDBkyBBUVFdi1axcyMjKgq6sLfX19rFixAl5eXvyiqYePP/4YqampyM7Oxg8//IBnn30W8+fPx65du5Ceno7CwkK0adMGCxYsgJOTE//CrKe7v6Dz8vLw999/448//sDJkydx9epVFBUVAeB3hqZu3ryJjz76CH/88Qdyc3PRpk0bBAQEQEdHB1lZWdDV1YVcLseyZcvg7e3N7wwN3Al3WVlZ2LdvH44cOaK+C5aJiQmWLFkCHx8ffsb1dOHCBXz44Yc4cOAAVCoVunbtiiFDhqCoqAg3b96EUqmEoaEh5s2bJ813s2RXE7YClZWVoiiK4tGjR8X27dvfM2V79OjR6otkv/7660autvkLDw8XJ0yYINra2ooymaza5+3j4yP+9ttvjV1is1ReXq5+vmfPHvHNN98UO3bsKJqbm1f7jDt37izu37+/ESttOcLDw8WOHTvyO0OLSkpKxB9//FGcMWOG2KFDB9HQ0JDfGVpw+vRpcezYsaK9vT2/l7WgsrJSjIuLE48dOyYuX75c7NWrl2hhYaGV72YGwIegUqlEURTFJ554QhQEQTQ1NRVnzJghnjx5Ur1PeHi4KAiCGBIS0lhltgjR0dHio48+qv6F19XVFb28vMTZs2eL48ePFwVBELt3797YZTZrcXFx4qhRo6p9sVhaWorjxo0T+/fvLwqCID766KONXWaLcOdz5neG9ly6dEns06dPtd9nfmdI69KlS2JISAi/l7Xs+vXr4pNPPqn172YGwIcUHR0turq6itbW1uK+ffvueT05OVk0NTUV3d3dxYyMjEaosHm7E7JXrVolCoIg6unpiZMnTxaPHDlSbb+goCBREAT10g9Ud3c+42+++Ub9GT/22GPi3r171fsUFhaK3bp1EwVBEBMSEhqr1BaB3xnaxe8M7eNn3DDufM5ff/11g3w380T9Q3JwcMCtW7dgYWGBvn37Vnvt+PHjmDNnDoqKitC1a1dYWFhwWvxDEgQBpaWlOHLkCADgu+++w6ZNm9CrVy/1Prm5uerlTO4sSEp1JwgCysvL8eeffwIA3nzzTezevRtDhw5V72NiYgIrKysAUC9QSvXD7wzt4neG9vEzbhh3vpvDw8MBAMuWLdPqd7OeRke3QjY2NujevTv++usvvP322+jXrx8OHTqE33//vdpyDz169LhnRiXVjaGhIQwNDQEAtra21V6LiIjARx99hNOnT8PLywudOnVqjBKbPblcrg4a/12+KCYmBmvXrsWBAwfg4ODAJWE0xO8M7eN3hvbxM24YcrlcfQ/m/36Okn83azR+2Er99ttv6jsm3P2Qy+Win5+f+PHHHzd2ic3eli1bREEQxC5duohr164VX3vtNbFt27bVPm/eQUEzmzdvFgVBEHv27Cnu3r1bfPfdd8WePXtWW/l/9OjRYkVFRWOX2uzxO0P7+J2hffyMG0ZDfTczANaDUqkUw8LCxA4dOoiWlpaij4+PGBgYKE6aNEkMCwtT38rszvl8enjl5eViv3797vkL08jISAwMDBTff/99fr4aKi8vF4ODg+/5jPX09EQXFxdx7ty5Ym5ubmOX2SLwO0P7+J2hffyMG0ZDfTdzHcB6EP9Z3ysrKwvFxcVITU2Fo6Mj2rZt29iltSjXrl3D999/j23btsHGxgZ2dnbw9PREv3790Lt3b5iZmXFhVw3dWc8yLCwM9vb2kMvlcHV1xfDhw/HYY4/Bzs6OC7tKgN8ZDYPfGdrHz7hh1PbdPGLECIwYMQJ2dnYaf84MgPVU2wfPX3zpVVRUoLCwECUlJXBxcWnsclqcqqoqlJaWIiEhAXK5HL6+vo1dUovE74yGw+8M7eNnrH13vpsTExMhk8kk/25mAKQmjX85al9NnzE/d2qu+LurffyMG4a2P2cGQCIiIqJWhhf2EBEREbUyDIBERERErQwDIBEREVErwwBIRERE1MowABIRERG1MgyARERERK0MAyARERFRK8MASERERNTKMAASERERtTIMgEREREStDAMgEVENjh49iqeeegpeXl6wsLCATCaDo6Mjxo4di+jo6Gr7RkdHo2/fvjAyMoKzszOWL1+OAwcOQBAECIKAadOmVdv/1q1bWLhwIby8vCCXy2FpaYnhw4cjIiKiAd8hEbVmvBcwEVEN3nnnHSxatKjG14yMjHD27Fn4+voiKSkJnTt3Rl5eXrV9AgICEBUVBQCYOnUqNm7cCABITU1Fjx49cP369Xva1dfXx88//4yRI0dK+l6IiP6LI4BERDXo1q0b1q1bh927d+PQoUMIDw/HmjVrAAAlJSX46KOPAACLFy9Wh7+OHTvil19+wSeffIL4+Pga250zZ446/E2ZMgX79u3DF198ARMTE1RWVmLGjBkoLi7W/hskolZNr7ELICJqikJCQnDs2DF8/fXXSEhIQElJSbXXz549C5VKhd9++029bcuWLfD39wcA3LhxA++88061Y3JycrB3714AgL29PZ599lkAgL+/PwYOHIhffvkF2dnZ2LdvH0aPHq3Nt0dErRwDIBFRDcaPH4/du3fX+npeXh4yMzNRVFQE4PZp4TvhDwBCQ0PvOebatWu4c9XNzZs30bNnzxrbjo2N1aR0IqIHYgAkIvqP1NRUdfgzMTHBu+++Cz8/PwBAnz59AAAqlaraMYIgSNY/TwETkbYxABIR/Ud6err6+eDBg/Hcc88BwD2zdG1tbWFqaorCwkIUFxcjNjYWvr6+AICTJ0/e0267du0gCAJEUUTbtm0RFxcHXV3davtUVlZK/XaIiO7BSSBERP/h5uamfv7XX39h27Zt2LFjByZNmlRtPx0dHTz22GPqnydPnoxdu3Zh3bp1+OSTT+5p18rKCkOHDgUAJCQkYOTIkdi5cyfCw8Px7bff4vnnn4erq2u1AEpEpA1cBoaIqAYjRozAnj17qm3r0aMH/v77bwC3Q2JycnKty8B07NhRvV5gXZeBuSMpKQnu7u6SvRciov/iCCARUQ1++OEHTJ06FTY2NrCwsMDkyZOrzfi9w8PDA0eOHEGfPn1gYGAABwcHLFmyBEuXLlXvY2RkpH7u6uqKyMhIvPLKK/Dx8YGBgQFMTU3h4+ODKVOmYPfu3XBxcWmQ90hErRdHAImINCSK4j2TQF577TX1uoEffvghXnzxxcYojYioRpwEQkSkoe7du2P+/Pno3LkzAGDfvn1Yu3YtgNt39xg1alRjlkdEdA+OABIRaai2JWAEQcC6devw/PPPN3BFRET3x2sAiYg09MILL6Bjx44wNzeHvr4+HB0dMXr0aBw5coThj4iaJI4AEhEREbUyHAEkIiIiamUYAImIiIhaGQZAIiIiolaGAZCIiIiolWEAJCIiImplGACJiIiIWhkGQCIiIqJWhgGQiIiIqJVhACQiIiJqZRgAiYiIiFoZBkAiIiKiVoYBkIiIiKiVYQAkIiIiamUYAImIiIhamf8HI0GD2GayY14AAAAASUVORK5CYII=", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 12.645\n", + "colorInd = 0\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "10c8a2a4701041b0b89ebdc700bef509", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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gtype='pdf', power=5, enhance=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 302114\n", + "Viz.show: Target = [('genhealth', '2-verygood', '1-excellent')] , Condition = [('age',), ('income',)]\n", + "Viz.show: Showing graph = 3D Bound Probability plot with 2 conditionals. , power = 1\n", + "enhance = True\n", + "nTests = 248\n", + "Test Time = 114.092\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "28d60de2b0f04b2db066e53f8f3d3160", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 18.893\n", + "colorInd = 0\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4a50b6231a224069adfd6d4ebe75e74c", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.show(probspace=ps, targetSpec=[('genhealth','2-verygood','1-excellent')], condSpec=['state'], controlFor=[], \n", + " filtSpec=[('income', None, 9)], gtype='pdf', power=1, enhance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 302114\n", + "Viz.show: Target = [('genhealth', '2-verygood', '1-excellent')] , Condition = [('state',)]\n", + "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 1\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 18.708\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2f773ce376a94ccc8888a527da02845c", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 27.905\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c5b602b1f3024c13b238802b11cb3b89", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 88.819\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9ff6350a6d4b4d95ac02d3ee3f061355", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 18.573\n", + "colorInd = 0\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b45261da1bf5419191dcf1616a355e62", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 26.619\n", + "colorInd = 0\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "830d82c97e044baca77aca7266b78ab0", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 26.642\n", + "colorInd = 0\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8751e451aba8441084aa3e67289a8ef3", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 73.346\n", + "colorInd = 0\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a3a934538d16414199b323bc94dab62e", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 7.585\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3a522d1e013f47cb985341423f634317", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 13.869\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5045234bf4dc47a0bd819a5ea9ab7f12", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 12.082\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "13e0882e325040f69d7d261c5b0b6a40", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 56.122\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "de05a552e08b4c04bf44bf4053db0030", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 7.597\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6af56939313a45718ce8fbce392e7052", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 52.229\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7f7c5af4d63e483088d0ac8587eace49", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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COTzd+vqWRjS2934aektdBzRNICCrGJWWoGvM3VvDBRUN73IaeNhiAkhERHGjvt0HTQgomkB60vETQIvJAKs5/GOyxaV/EUhI0dDY4YesakiyGGH8ymikzWrCSQVpMBokOP0yHv/v/l5X3m6udSDU1Vi6OKfvu38cT35aAhLNRmiawKf7HQjIg1chTYOHCSAREcWNBoc3UgCSfZwK4G4pVjMkSUK7L6R7otPQ7vtyNDLx6Mno1FEpSEs0Q1Y1bKy2o6zGccLzhhQNXzR0IihrMBkkjE7v3+4fx2I0SCjMSoJBCiemG6tPHBPFHiaAREQUN+ocPqiqBk0I5KaceGq0e0cQRRU4pHMrmFq7NzwaqWrIsh09GTUZDJhTlAGT0QBPUMGyj/efsCfhzgOdCCoq/LKKnBQrJOnY6xz7a1xmuCegrGh4d6c+29ZFS7z2M2QCSEREcaO7BYzRIB1zF5DD9WwFo28hSK09XACiChy3Hc2YjESMTk+ApgnU2D1Yue3Acc/7WW075K7dP8YNcPePY8lJsSLZaoImBLbVd8DplwflOoOpweHDra9vx/df2IyKOOxpyASQiIjiQkBW0eIKRNbc9WZkLMVqggGAJgRqdG4FU2v3QtE0CCF6VAB/lSRJOGVsJqymcEHIXzfWo80dPOprhRDYXBve/QMCKM7Wd/3f4TGNzbLBaJDgDSpYW9E6KNcZDEIIfLinGbf8czvKm12oc3jx6IcV/W64PVwxASQiorgQrqIVCKkCacdYc/dV4UpgCUII1OnYDDrcW9ALWRWwmAxIsBx/NDIt0YyS/FRIkODwBvH0uuqjvq66zYN2b3i9YnqSGWbTwHb/OJ6xWUkwGcI7pQyXptD+kIpHP6zE4/+tgtMvo80dRKdPxu6DTmystkc7vCHFBJCIiOJCncMHTQCqqiHTduwRt8N92QwaONChXyuYVncQ/pDaq3Y03aaPTkNyggkhRcPqvc3YdcB5xGs213ZA1QSCsoqizMGZ/u2WnmhGepIFQgjsbXINSqW0nmraPLj59S+wpqIVTr8MuzuIZKsJVpMBvpCKZzfUxNUoIBNAIiKKC/UOb2TNXW8qgIFw4+PuPXSbdUxwatq8EEJAVjVk2HqXAFpMBswqTIfJYIjsE6x+JWH5rNaBoKJC0QQm5A7O9G+38DRwEowGCf6Qig/3Ng/q9fpLCIH3dh7CL9/YgXqHDw5PEO6AgjlF6fjGyQXIS7VCEwJVLR6sGUZT2QPFBJCIiOJCuAAkvOYu5zhr7r4q2WqCJEno9IXgD+nTCqa2ews4IZCb3PtGzcXZNuSmWqFqAnsPufD+zi+nXtvcQdS0eRGQNSRbTUhN0Gf3j+MZ27U3sKxpWLH1ADz92LJuMHmCCn6/ah+eXrc/MuUrSRK+Nn0UZoxJhyRJOHlMOszG8CjgcxtqIMfJ9nZMAImIKC7Ut4crgE1GAxLNvV8b1z0NLKsCh5z6TAPXtHki/QhzU3ufjEqShDlFGbAYv5y27K7A3VLXDk2Ed/8o0Ln337EkW00Ym5UECRIOOQN4ZVPdkFy3N6pa3Lh5+Rf4pMqOTp8MhyeE/NQEfHPW6B6/AOSmJmB0emJ4nafdh//sjs2RTL0xASQiohHPFZDR4Q1BVjTYelkB3K27FYyqCd32BK61e6GoGowGqdcFKd1yUqwozk0GEJ6WfumTWgDA5tp2hBQNiiYwUefdP45nVmE6Eru2rHtj6wHd2+X0lRACb28/iNtX7MSBDj/sniA8QQVzx2XivGl5MJuOTH1mjkmDxWSAX1bx0qd1J+y1OBIwASQiohGvwdFdAawhPalvU6MpCWYYpHArmOq2gSc37oCMVncQIVWDzWLqV6PmWWPSkWQxIiir+Nf2g9h90IkdBzoRVDSYjRJyU/Xd//d4bFYTpo8Ob1nn8stY9nFV1JoruwMyfvdeOZ7fUAN3IDzlazRIuGTGKEwrSD3mcVnJ1kjRzIEOH97ZMbybW/dGTCaAy5cvx5w5c5CYmIjMzExcccUVqK4+esl7tzvuuAOnn346cnNzkZCQgOLiYtx0001obe25oHPcuHGQJOmIx9VXXz2Yb4mIiKKo3uGDqgGqJpDZy6KLbikJJkgIt4Jp0KEVTH13MqpoSO9jLN0SLUbM6E66Agp+/e89kFUN/pCKvNSEQdn943hK8lORnmSBrGooq2nHp/uHvqXK3iYXfv6PL1BW40CHT4bdE0JBenjKNzP5xNPsM0anwWI0IKBo+OvGevhCsbWeUW8xlwC+8MIL+O53v4svvvgCo0aNgqqqWLlyJebPn4/m5mPPyz/00EPYsmUL8vLykJWVhdraWjzxxBM499xzoWlHLuicOnUqTjvttMhj4sSJg/m2iIgoiurbw02XNYE+FYAA3UUg3a1gBp4AVrd5Islodi/b0RzN5LwUZNgsUFQNzU4/ZCVcVTw+a+imf7sZDRJOKcqA2WiAN6jg8f/u133v5GPRNIE3tjZi6Zs70eQMwO4OwhdScXpxJhaV5MFk7F2qk55kwfiuxtktrgBWbjs4mGFHXUwlgKFQCHfccQcAYMmSJaipqUF5eTlSUlLQ2tqKBx544JjH3nnnnTh06BB27dqFhoYGLFmyBACwe/du7Nix44jXP/nkkygrK4s87r333kF5T0REFH319nABiBB9T7r0bgXTvQOIJoC8AUzV9ky6VLgDMiQp3KA5GgrSEzAmIxGaCK+VfGNr46Bf0+mTcd87e/DKpjq4Awra3EGYjQZ8feYoTMk/9pTvsUwfnQqLKTwK+NrmergCw2+Lu96KqQRwy5YtsNvDw8bdCVxBQQFKS0sBAKtWrTrmsb/73e+Qk5MDADAajZg/f37ke1brkf/YlyxZgoSEBEyePBn/7//9P7hcLt3eBxERxQ4hRHgEsGvXDWsfKoC7hSuBJTh98oCnBmu6dgABgOyUgbVqKUhPRFFmEgSAoKIh02bp9YiX3rorlK1mI/yyhlfK6ge1ObQ/pOLut3dja30HOnwyHN4QijIScdnsgj6v8+yWkmDGxJxkSADs7hCWb27QN+gYElMJYGPjl78t5ObmRp7n5eUBABoaevc/wuv14pVXXgEAnHHGGZg2bVqP76ekpGD06NFIS0tDVVUV/vCHP+DCCy886lRxt2AwCJfLFXkQEdHw4PCG4A2qkFUNKdbjb7l2LClWEwwSIGsCTZ39T2pkVUNDuw+yqiHRbITJMPAfw7OL0pHStUPItFF9H/XSU2qiGVPzU2AA0OEN4am1x1+/31+aJvDYR5WRre/8IRVnTMjCgim5MA7wnp5UkIoEswFBRcWKbQfQ7g3pFHVsiakE8Fj6Uk3U1taGc889Fzt27EBJSQneeOONHt9fsWIFOjo6sHPnThw8eBDf//73AQBlZWXYuHHjMc/74IMPIi0tDWlpaSgoKOjfGyEioiFX7/BBdBddDGBkSJIkqOrAWsEc6PBD1cKxpCb2Lxk9WmyXzByF784rRHFOsi7nHIjpo9MiCenH+1qwvbFT92ss39KIjdV2uPwyArKK86blYlJeii7ntllNmJyXAoMkod0bwt/L6nU5b6yJqQSwsLAw8vzw6t3u50VFRcc9vqKiAqWlpfjss89QWlqKDRs2YNSoUT1ec+qpp8JoDA//m0wmXHnllZHvHW+EcenSpXA6nXA6nWhqGvnl4UREI0VDuxeqJqAJgUxbfxPA8AigBoGaAbSCqbV7oAkBRRPI6mcsR2M1GZFo0SehHCiz0YDZRRkwGQzwdG1Zp+i4u8bG/Xb8Y3MDPEEVroCCeeMykZ+qb+PraaNSkWgxIqRoeGv7QbTG+D7H/RFTCeDcuXORlZUFAFi5ciUAoKmpCWVlZQCAxYsXAwBKSkpQUlKCJ554InLs+vXrMX/+fNTU1OCKK67AmjVrkJ2d3eP8e/bswQsvvIBgMAgAUFUVK1asiHx/3Lhxx4zNarUiNTU18iAiouGh3uGDoop+VQB3S+5aA6gJMaBGxzVt4bWImta37eiGm3FZScjr2rKuotmtW1+9mjYP/ri6EgFZRacvhMm5ySgZhGnvBLMRU/JTYDCE132+vLFO92tEm24JoN/vR3l5OcrKyrB37174/X3fLsdisUQqfVeuXIni4mJMnToVbrcb2dnZkQrhiooKVFRURApGAOD8889He3s7JElCQ0MDFi5ciNLSUpSWluK9994DEJ4evv7665GWlobp06dj9OjR+Otf/woAWLRoEU4//fSB3gYiIooxDY4vK4D7O+qWYjVBAgARnsbtr5pIBbBA/hA2ax5qkiThlLEZsJi69tj9pBadvoGtpXP6ZNz/Xjk8QQUdvhCybFaUFmfqFPGRSvJTYLMYIasa3t91SJcWQLFkQAlge3s7/vznP6O0tBTp6emYPn06zjjjDMyYMQPp6ekoLS3FsmXL0NHR0etz3nDDDXj11Vcxa9YsNDU1QZIkXH755di4ceNx196FQuG/WEIIbN68GZ999lnk0dbWBiDc++/WW2/FlClTcODAAXi9XsyYMQMPPvgg3n333SFvnElERINL00R4D2BVQ4LZ2O8KWZPRgERLePlQfytbhRCo7aoAtpgMMTNlO1iykq2YlBtel9fmCuD5DTX9Ppesavj9qnI0uwLo8IVgMRpw/rQ8GHQoojkWq8mIqaNSYTRIcAcUvPRJ3aBdKxok0c/9Wu666y4sW7YMXq/3uEUakiQhOTkZv/jFL/Cb3/ym34HGEq/Xi+Tk8EJbj8cDm23om24SEdGJHXL6ccMr29DqDiDZasIlM/tfxPdxeQsaO/ywWYxYfesC2PpYUdzmDuK6l7fA7gkiwWTAN2aN7ncsw0VAVvHOjiZ4ggoybBY894NTMbkfxRp/WbMfH+w+hHZvCEFFwyUzRvW7oKcvZFXDOzua4PTLSE+y4OUfzo2JQhs98pB+p84PPPAAZFnGxRdfjKeffhqff/45HA4HZFmGw+HA559/jqeffhoXX3wxQqEQ7r///v5eioiIqF/q7D4IIaCoAhkDTBi69wSWVYGmzr5PA9e0eSLVyBk6FoDEsgSzETPHpIdH0fzhghBN69u40/u7DmHV7kNw+xX4girOnpg9JMkfEC5oOakgvOWeJ6jguQGMYsaafo8/33PPPfjZz352RKEFAGRkZCAjIwOzZs3CDTfcgLa2th4FG0REREOhod0LRRNQhUBW8kATwHAhiKppqHN4+9x2pNbeVQAiBHJ6sTftSDEpNxn72zxodQWwvbETH5W34IKT8nt17M4DnXhmfQ18IRVOv4yZhWkoGuKt7ibmJqO82YUObwifVNmxr9mFkn7sMhJr+j0CeO+99x41+TuanJwc3Hffff29FBERUb/UdxWA6FF1m9zVDFoT4f18+yq8BVw4Gc1Ni58E0GAIF4R0b1n31NpqeIMn3k2l2RnA7z/Yh0BIRYdPRmFmImYXZgxBxD0ZDRKmF6SF29oEFTy7bmSMAsZUGxgiIiI91Tt8UDUNkiQhI1GfEcBwK5i+V4RWt3mhqBoMOsQy3OSnJmBcdnjk7mCnH6+eoLmyP6Tit+/tRacvhHZfCClWExZOzhmKUI+qONuG9CQzVE1gc137oDS3HmpMAImIaESSVQ0HOv2QVYEkixEGw8A6PSR3t4JBOInpC19IQYsrAFnVYLOa4rLrxOzCdCSYDQjIKl7f0ojG9qMn0Zom8MfVFaize9HulSEBuGCQK35PxGCQMGNMGkxGA7xBBc+sq+7TLmWxiAkgERGNSE2dfmhd266lJAy85UqPVjDOvrWCqbV7ge7t6BLNA45lOLJZTZjeVVDh9MtY9nHVUZOo1zY3oKzGAadfRlBRsagkB0n93MNZT2Mzk5Bls0DVBHYe6MRnte3RDmlAmAASEdGIVO/wRbZdG2gFcLfuaWBXQIE7IPf6uFq7F6oGKJpA9gCLUYazklEpSE80Q1Y1bKpxYFO1o8f3N1S14fUtjfAEFbgDCkqLs5Cn8zZv/SVJEmaOSQuvZQypeHZ9TZ8rmmMJE0AiIhqR6h1dewDrmHR1t4JRVK1PrWBq2rp3AAFyU0buDiAnYjJ07RNsDBdUPP7f/QgqKoBwYc1jH1V1bfMmY0peSr96Bg6m0emJyEmxQtME9h1yYUNVW7RD6jddEsDi4mJcccUVR3z9zjvvxLe//W09LkFERNQnX+4BLHRLulKs3a1gBOrsvS8EqbWHdwAREMiJ4xFAABiTkYjR6QnQNIEauwdvbD2ATl8Iv3t3L7xd27xlJ1tx2vihr/g9EUmScPKYdJiNXVvcbaiBOkxHAXWZVK+rq0N+/pE9fT766CNs3bpVj0sQERH1SZ3DB0XTYDRIuqwBBMJTwAYJUDSg2t67VjCqJlDvCFcAJ5qMMJuMusQyXIX3Cc5EsysIv6zilU11+Ly+A63uIDq8IVhMBpw3NbpFH8eTl2rFqLQENLT7sL/Vi4/70NcwlgzoX8Qrr7wSed7W1tbjz16vF+Xl5bBY4vs3HSIiGnoBWe2qug1XAOtVdZuSYO5qBaOhoZetYA52hCuRQ4qG1DgtAPmqtEQzSvJTsOuAE+3eEPY1u9Dpl6FoAotn5MNiis3kD+heC5iOZmcAfjk8CrioJLff+0xHy4ASwGuvvRaSJEGSJNTU1OCHP/xhj+8LITBz5swBBUhERNRX3S1GQqqm65Rrf1rBVNs90ISArAlkxskWcL0xvSANdXYvnH4ZDm8IQVnDOSU5SB8GPRJzUqwYnZGIWocXDe0+1LR5MHmY7Q4y4HS1u4RbCNHjkZCQgNmzZ+Mvf/nLgIMkIiLqi7quCmBV1XSrAAbCu0IkdbeCcfWuFUxtmzeyG0leavzsAHIiFlNXQYjBAF9QxazCdBRlDu02bwORl5oAk8EAWdFQ24f1oLFiQCOAmqYBAAwGA0pLS7Fx40ZdgiIiIhqI8Jo7AU1A9313UxLM6PDJcAcUuAIyUhOOP61bY/dAUTVdi1FGivHZNtgsRmgCyE8bXvemP+tBY4kuq2LXrFmD1NThNfRJREQjV0O7r6vtysD3AP6q7h/8sqrhYIcPqaPSjvlaIcLVwooqYDYaIqOH9KXc1OGV+HU7fD1of7YGjDZdEsAFCxagsrISzz77LFpaWo7o7H3PPffocRkiIqJeqXf4oGgCJqMU2b1DL5E9gTWBOocPU4+TALZ7Q3D6ZYRULXIcjQw91oN29G1rwFigSwL44osv4sYbb4xMCX8VE0AiIhoq7oCMdm8IsqLBZtE/6UqxmiNTfzVt3uO+ttbuhejaAi5/mI500dEZDRJsVhMCsopmVwBCiGGV4OtSs/y73/0OqqoeUQjS/SAiIhoq4ek4gZCqIT1J/7Yryd0jgCLc3+94atq8ULuaUcfzFnAjVfeorjeowOnv/daAsUCXBLC1tRVpaWnYsWMHZFmGpmk9HkREREOl3uGDqoUbMA9G25Vka3gNIAA0dR6/ErjG7oWsCahCII8jgCNOj/WgfdgaMBbokgCef/75yMzMxIwZM2A0coErERFFT337l/vu6l0AAnS3ggmvoOqe+juW2q4KYAMkZLAH4IgTXg4Q3hrwRMsBYk2/1wCuX78+8vxb3/oWPvzwQ3znO9/BVVddhfT09B6vPfvss/sdIBERUV80dBWACCGQZRucvnspVhPavSF4gwpcfgVpR5lq9odUHHJ27UZiNcIwjNaHUe+Ep4ABoQE1bcOrFUy/E8CFCxcesdjxjTfewBtvvNHja5IkQVGU/l6GiIio14QQ4QpgVcBiMiDBPDizUj2n/nxISzqyErjO4YUQQvfdSCh2hP8eDM9WMAOaAj5W0QeLQIiIKBravSF4ggpkVUOyVZdGF0eV/JVWMEdTa/dC1QBF1ZCtczNqig02a3gEEACahtkawH7/66itrdUzDiIiogGrb/dF2q4MZtHF4a1gqo8x9Vdr/3ItYi63gBuRDJKEZKsJ/pCKFlcQmiZgMAyPqf5+J4Bjx47VMw4iIqIBa3D4oGrhtitZg1h0cfjUX8MxRgBr2sLb0QkhdN+OjmJHSoIZdk8IfllFuy80bEZ7dRkfv+666475vcTERMyaNQvf//73kZDAEngiIho83ev/BqsCuNvhU39Ha/8Rnhr2QlY1JJqNsJjYIWOkOnw9aGO7L74SwJdffvmE3a8fe+wxfPLJJ8jIyNDjkkREREeod3gPqwAevBFAo0GCzdI99XfkLhAHO/0IKVp4C7jEwVuLSNH35WhwuBXM7KLhkefo0gewqKgIFosFQghkZGQgIyMDQghYrVZkZWVBCIF9+/bht7/9rR6XIyIiOoKmCdS3+6CoGhLMRpiMuvyIO6buXSB8IfWIXSBq7V5oQkBWB68VDcWGFKsZkgRoAqixD59WMLr86/jTn/4Eo9GIjz76CHa7HXa7HatXr4YkSXjqqaewYcMGmEwmvPPOO3pcjoiI6Agt7gBCigZZ1ZCSMPijbsnH2QWips0DRRPQNK7/G+m6RwCFEGhsHz6VwLokgHfccQfGjRuHRYsWRb527rnnYvz48fjVr36FM844A2eddRYaGxv1uBwREdER6h0+iK5Rt/Skwe+7d/guELX2nrtA1DnCI5GaEMhLYwI4kiVZjDB2Vf4Op+3gdPkVqaGhAYqi4Omnn8a3vvUtAMBbb72FiooKmM3h7ugJCQmwWvmPgIiIBkf3DiCaEMgegm3Xeu4C0TMBrO4aATQZDbBZuAZwJJMkCSlWE7xBBW3uIFRNRBLCWKbLCODZZ58NVVXx05/+FLm5ucjNzcWNN94IVVWxYMECaJqG7du3o7i4WI/LERER9SCEwK6DTiiagCoEcoag717yYYv/D28F0+ENodMnQ1Y0pFhNJyySpOEvJSE8GhxUVLS5g9EOp1d0SQCff/55zJkz54gdQE455RQ899xzqK+vx7e+9S383//9nx6XIyIi6mFjtQPbGzsRlFWYDQZkJA7+CGCy5fBWMF8mgDV2b7gZtaoh/Sh7BNPI0z0arKgCDe3DY0s4XcalCwsLsXXrVvz3v//Fnj17AADTp0/HOeecE3nNn/70Jz0uRURE1IM7IOPpddUIyCrcQQWnFKUPyW4MBkPPXSC6W8GEt4ATUDUxqL0IKXYc3gqmus2DeeMzox3SCem6MGHRokU9CkGIiIgG24uf1KHdG4LTLyM90Yxpo1KH7NrJVhPsnhB8IRUdPhmZNgtq7Z6uZtQCeSncACEehKeAw1sD1h5ja8BY0+8EcNGiRTjppJPw+OOPHzfpkyQJH3/8cX8vQ0REdEzbGzvxUXkL3AEFsqphweR8GAyD2//vcF/+4NfQ1OnrSgDDewBLkJA5BMUoFH3dPSGF0NDYMTwqgfudAK5duxaBQCDyXOrqgfNVXPxKRESDISCreOK/VQgpGtwBGdNGpQ5J+5fDdU/9qVp4F4iJuSk42OGHrAokWYxDMhVN0Wc1GWA2GhCQVTQNk1Yw/U4Af/CDH2DSpEmR50z0iIhoKL1aVo9mZwCd/hBsVhPmFKUPeQzJ1sNawdi9aGj3QRMCQUUbklY0FBskSUJKggnugAyHN4SQosFiGrqR6P7odwL48ssvH/U5ERHRYKtsceOdHU3wBBUEZQ3nluQN6dRvty8X/2tocPhQ0+aBKgBV1ZDFHUDiSvffhZCiocUVQGFmUrRDOi5di0DWrFmDsrIyZGRk4KqrrkJnZyfy8vLYAJqIiHQjqxr+/HEVgooGV0DBxLzkqFXb2qxftoJpcvpRaw/vAKIKIJcVwHGle2cYRQu3gon1BFCXX5f8fj/OP/98nHfeebjrrrvwyiuv4KOPPsL48ePx2GOP6XEJIiIiAMDKbQdQ7/DC6ZdhNRpQGsWWGwYp3AoGAFpcwfAewGq4Fy4TwPiS3L0zjBDY3xr7lcC6JIB33XUXPv7440gDaAC4+OKLYbFY8N577+lxCSIiIjS2+/D61kb4gip8IRVnTMyCMQpTv4dLsZohSRL8IRWVLW7Imgar2Qir2RjVuGhopUaWAwB1Du+JD4gyXf7V/POf/0RiYiK2b98e+ZrVasXYsWNRWVmpxyWIiCjOaZrAso+rEJBVOP0yxmYlYXRG9KfZwmu/wq1gNCEgKxpSE7j/b7w5fASwcRjsBqJLAtja2orJkydj5syZPb5uNpvR2dmpxyWIiCjOvb/7EPY1u+D0yzAaJJwxITvaIQH4ck9gVRNQNAFZFez/F4esJiOsXZW/zc5AlKM5MV0SwFGjRqGyshLV1dWRr23fvh3l5eUoKCjQ4xJERBTHWl0BvLKxHr6QCm9QxWnjM2OmzUb3PrCaAIKyBpXr/+JWSoIZkIB2XwgBWY12OMely7+eSy+9FH6/H9OnT4ckSfjiiy8wb948CCFw6aWX6nEJIiKKU0IIPLm2Gp6gAqdfxqi0BBTnJEc7rIjwbiDhzRACigpN4xZw8aq7FYysiphvCK1LAvjb3/4WJ598MoLB8GbYwWAQiqJgxowZuO+++/S4BBERxam1FW3YVt8OV0CGEMBZE2Nj6rebzWKEoasXjKIKmIwGJHMNYFw6fGeYekdsrwPU5W9oamoqNm/ejNdeew1btmwBAMydOxff/e53YbFwHQQREfWP0yfjuQ01CMgaPAEFp43PRJI1tpIrqasVjC+kQIhwQsjdseJTSoIZBgCKENjf5sE5JbnRDumYdPlX1NraitzcXFxzzTW45ppr9DglERERnt1QDadfRqdfRlayBSWjUqMd0lElJ5jQ5pGgahoybJz+jVfh9aAShKahPsZbweiSAI4aNQolJSVYsGABFi5ciIULFyI3N3azXiIiin1b6tqxvtIOd0CGqmlYMDkn2iEd05etYARyuAVc3IrsDS2AxvbYXgOoSwIohEB5eTn27duHZ555BgAwZcqUSDJ45ZVX6nEZIiKKE76Qgr+s2Y+gosIdUDBzTHq4wjJGFWYkofyQC5oAxmVFvzchRYfZaECixYiArKLFFdutYCTRvXXHAKxZswYbNmzAhg0b8Nlnn8HjCW+BIkkSJEmCoigDDjSWeL1eJCeHK9A8Hg9sNluUIyIiGlmeWluNd3c2we4Owmo24tKTR8EQ5R0/TsQfUmEySjAbYztOGlwfl7egscMPm8WID29dENkqUE965CG6RHXOOefgnHPOAQDU1dXhiSeewLPPPhtJBImIaHgQQqCsph0AMHNMGmxRKLjYfdCJ93cdgieoIKRquGBaXswnfwCQaOHWb9TdFsgPWdXQ1OHD5PzYXLeqy7+op59+GldffTXGjRuHCRMm4I9//CMCgQDmzp2Lm2++uc/nW758OebMmYPExERkZmbiiiuu6NFk+mjuuOMOnH766cjNzUVCQgKKi4tx0003obW1tcfr3G43brnlFowZMwYWiwUTJkzAfffdN+JGKYmI+mPl5wdx//t7cd87e/Dd58pwx8qd+OeWRuxv9UDTBjxhdEIhRcPj/61CSNXg9suYkpeCTK6po2GkuxBE1QRq7bHbCkaXKWCDwQBJkpCamor//d//xcUXX4x58+YhMTGxz+d64YUXcP311wMAxo8fD4fDAZfLhdzcXOzYsQP5+flHPU6SJBiNRkydOhXt7e1oamoCAEyfPh07duyAwWCApmlYtGgR1q1bB7PZjOLiYlRVVUHTNHz/+9/HK6+80qsYOQVMRCOROyDjf/66FXZPEJ3eEAwGCYlmI6wmIywmA7KSLZhdmI45YzMwuygDaYn6rskLyCpe+6wBb35+AHZPCAYDsGT26GEx+kfU7UCHD+sq26CoAjcsKMZPFk7U/Rp65CG6JIDTpk1DRUUFhBAwGo2YPn06zjjjDJxxxhmYP38+xo4d26vzhEIhjB49Gna7HUuWLMGKFSvQ1NSEkpISuN1u3HTTTVi2bNlRj73rrrvwi1/8Ajk5OVBVFd/+9rexcuVKAMDnn3+O2bNn480338SSJUsAAO+88w4uueQSPP744/j5z38OANi2bRvmzJlzwjiZABLRSPTKpjq8vqURre4gzIZwHztPMDw7YjJIsJiMSDAbYDUZYDEZMSk3GXPGZuCUsRmYnJcCo+HEve+8QQWHnAEccvpxqDOAQ84Aml1+NHUG0O4NdV1TRodXxoUn5SE/re8DCUTR5PTLeG/XIQRlFYun5+PhK07W/RoxswZw79696OjowKeffopPP/0Un3zyCV588UU89dRTfSoC2bJlC+x2OwBEErWCggKUlpZi9erVWLVq1TGP/d3vfhd5bjQaMX/+/EgCaLWGpw8++OADAEBiYiIuuuiiyHW6E8BVq1YdMwEMBoMIBoMAwjeeiGgk6fSF8O/tTfCFVMiKhotmFSA9yQJPQMGBDh/q231odQXgCykwSBJMRgkdvhB2HOjE3z+rR1qiGbMKw8ngSQWpcAcUNHUlec1OP5qcATQ7A3D6ZQCAJgRU7cuHogkomgZFFZBVDeNzbEz+aFhKtoZbAgFAU2fsVgLrtrrXYDBEHlLXnoh9HVxsbGyMPD+8j2BeXh4AoKGhoVfn8Xq9kencM844A9OmTetx/qysrMiUQve5T3T+Bx98kNvaEdGItWLbAfhlFe6AjNEZiUhPCu/ilJxgQsmoVJSMSoWqCbS5A2ho9+FAhz+SzBkNEtq9IRxyBvDffS2wGA2QJEATiCR34USvO8EL/1mD6PpZ8WX7jEybGTnJFswqTI/i3SDqP6NBQpLFBH9IRbMrACFETO4Mo0sCOGPGDJSXl0cSvu7/WiwWzJs3b8Dn70si2dbWhq9//evYsWMHSkpK8MYbb+hy7qVLl+LWW28FEE4wCwoKeh0TEVEss3uCeH/XIXiDChRV4LTxmUd9ndEgIT8tEflpiZg3Ptyrr6kzgHqHF82uADq8IUiSBJNBCieAmoAmwqN9AGAxGZBkMSI9yYLURBPSkyzITDIjPcnC1ik0oqQkmNDuDcEbVOD0y5FfqGKJLgngnj17AIQTvrlz50YaQM+fP79PhSCFhYWR54dX73Y/LyoqOu7xFRUVuOiii1BTU4PS0lK88847yM7+ctPw7vPb7XZomgaDwdDjOsc7v9VqjUwlG40s9SeikeP1LY0IKBo8QQVFmUm9bricZDFhYm4yJuYmQxMCDk8IjR0+tLqCsJgkpCaYkZ5kRqbNitREE0ws5qA40b0zjKxqONjhj8kEUJd/jXfeeSdWr16Njo4ObNiwAb/97W9x7rnn9rkKeO7cucjKygKAyPq9pqYmlJWVAQAWL14MACgpKUFJSQmeeOKJyLHr16/H/PnzUVNTgyuuuAJr1qzpkfwdfnwgEMD777/f4zqHf5+IKF40OwP4cG8LfEEFqiYwb3xGv85jkCTkpFgxpygDi6fnY1FJHk4dl4mJuSnItFmY/FFcSbGaYehqBVPdFps9kXUZAfztb3+rx2lgsVjwwAMP4MYbb8TKlStRXFwMh8MBt9uN7Oxs3HHHHQDCI30AIgUjAHD++ecjFApPPzQ0NGDhwoWR79199924+OKLcdlll+HMM8/EJ598gssvvxwTJkxAZWUlAOCqq67qVQUwEdFI8trmBsiKBndAwfhsG2zW2N1ujWi4CPcCBIQG1Npjs3B06Fu8n8ANN9wAm82GRx55BOXl5UhISMDll1+O3//+98dddxcKhdsHCCGwefPmHt9ra2sDEJ66fe+993D33XdjxYoVqK6uRlFREX7wgx/grrvuGrw3RUQUgxrbfVhX0QpvUIGAwKljj772j4j6JjwFLEETGuodsdkMWpc+gPGGfQCJaCT4/Qf7sK6yFS2uICbm2HD6hOwTH0REJ6QJgX9ubYQ/pGLaqFQsv/F0Xc+vRx7CRRlERHGous2DT/fb4Q2qkADMKerf2j8iOpJBkpDctY92iys4JNso9hUTQCKiOPT3sgYoWrjyd3JeCqxmdjcg0lNKghmSJMEvq2j3haIdzhGYABIRxZl9zS5sqWuHJ6DAIAGzi9KjHRLRiHN4K5jG9thbB9jvIpD169f367izzz67v5ckIiIdvFpWD1kNj/5NL0hjE2aiQfBlIYhATZsXs2NsmUW/E8CFCxf2aWuT7q1QVFXt7yWJiGiAdh7oxI5GJzxBBSajASePSYt2SEQjUngKGNA0oMYee70A+50ArlmzRs84iIhokAkh8LdN9QipGrxBBbMK02Hk6B/RoEixhkcAhdDQ2O6PdjhH6HcCuGDBAj3jICKiQbatvgP7ml3wBGRYTAZML0iNdkhEI1aSxQijITxTerAz9hJA/upHRBQHNE3gb2X1CCkCvpCKmaPTYOD2bESDRpIkpHS1gmlzB6HGWCsY/usnIooDZTUO1LR54A7ISDAbUZKfEu2QiEa8lITwnsBBRUWrOxDtcHpgAkhENMJpmsCrn9UjqGjwhVTMKkzn6B/REOjeE1hRRcytA+QnABHRCLeusg2N7T64AwpsVhMm5nD7SqKhcHgrmOrW2KoEZgJIRDSCKaqGv3/WgICswR9SMaeIo39EQyU8BQxoIvZawfBTgIhoBPuovBXNLj/cAQWpiSYU5yRHOySiuBGeApYghMCBjtiaAu53G5ji4uI+vV6SJFRXV/f3ckRE1EchRcPyLV2jf7KK0yfkRjskorhiNRlgNhoQkFU0xVgrmH4ngHV1dX16fV92DSEiooFbtacZdk8Q7oCMjCQLijKToh0SUVyRJAkpCSa4AzIc3hBCigaLKTYmX/udAALAhAkTcNddd53wdb/97W9RW1s7kEsREVEfBGQVb2xtRCCkIiBrOHtSbO1DShQvugtBQoqGFlcAhTHyi9iAEsCcnBxcc801J3zdU089xQSQiGgIvbvzEDq8IbgCCrKTLShIT4x2SERxKcUa7gWoaAIN7b7hnwCuWbMGqam920boqaeegsvl6u+liIioD7xBBSu3HYBfVhFUNCwalxntkIjiVncvQE0I7G/14IyJ2dEOCcAQ7QU8e/bs/l6GiIj6ICCr+OfWRrgDMtwBBXkpVuSlJkQ7LKK41T0FrGgCdQ5vtMOJGNAUcDe3242ysjLs378fTqcTqampmDRpEkpLS5GSwu2GiIj0FpBVHOjwo7Hdh4auR73Dh1Z3AEIAvlB49G9eMUf/iKIpuWsEUAiBxnZftMOJGFAC+OGHH+Kpp57C+++/D0VRjjy5yYSLL74YP/nJT3DeeecN5FJERHHpRImeJgQUTUBRNaiagKwKhFQNiqphdHoCsmzWaL8ForhmNRlhNYVbwTQ7Y2c/4H4ngGeddRY2btwIIQQAIC0tDUVFRUhNTYXL5UJDQwOcTif+9a9/4e2338YZZ5yB9evX6xY4EdFI1dTpx6tl9ahs8Zww0VNVAU2EH0aDhESLEVk2C7KTLZg5Jj3ab4WIEN4RxBmQ0e4LISCrSDAbox1S/xPATz/9FHPmzMFVV12FSy65BJMnTz7iNZWVlXj33Xfx6quv4tNPPx1QoERE8cATVHDXv3bjkNMPf0g9YaKXmWRGVrIV2SlWpFhN7LlKFIO61wHKqkBTpz8mduTpdwL43//+FwsXLjzuayZPnoxbb70Vt956K9asWdPfSxERxQUhBJ5csx8trgDavSEEZQ1JViOybRZkdCV6OSlWJDPRIxpWuhNAtasQZFgngCdK/r7qnHPO6e+liIjiwn/3tWJDVRtcARkhRcM3Zo1CRhLX8BENdykJZhgkQNEEqtu8WFQS7YiA2NiPhIgozjV1+vHMuhr4ZQ1uv4I5RRlM/ohGiJQEEyRIEEKgzh4brWAGVAVsMBgi0xCSJB21EpiIiI5PUTU88p8KuIMyOn0h5KVaMX10WrTDIiKdhJdtAEIABzr80Q4HwAATwB/84Adch0JENED/2NyAylY3nD4ZBknCwim50Q6JiHRkNhqQaDEiIKtoccVGK5gBJYAvv/yyTmEQEcWnXQeceGPbAXiDCnwhFYtKcmOiRQQR6SvFakKnT4bLL8MTVJBs1WUvjn4blDWABw4cwFtvvYWKiorBOD0R0YjgDsh4dHUFgrIGp0/BxLzkmNkonoj01V0IIqsamjqivyOILgng//t//w/FxcUoKyvDjh07MHXqVFxxxRWYMWMG/v3vf+txCSKiEUUIgSfW7EebO4hOXwg2qxGnj+e2bUQjVUpCuH2TqgnUxEAhiC4J4IcffojW1laccsopeOmll+D1epGSkgJFUfDQQw/pcQkiohFl9d4WbNxvh8svQ9YEFpXkwmBgYwaikSrcCxDQBEZOAlhXV4exY8fCbDZj27ZtKC4uRltbGwoKClBeXq7HJYiIRowDHT48u76r5UtAwSlFGUhPskQ7LCIaRCkJZkiSBC1GWsHokgDKsgyjMbxouaKiAieffDLMZjPy8vIQCMRGtQsRUSyQVQ2PflgJb0iJtHyZVpAa7bCIaJAlW8MjgADQ1Bn93EiXBLCoqAh79uzBhRdeCIfDgdmzZwMAmpubkZ+fr8cliIhGhFfL6lHV6kZnV8uXc9jyhSguGA0Skizhyt9mZwBCiKjGo0sCeP3110MIgdWrV8NiseCqq65CTU0NDh06hDlz5uhxCSKiIRVUVFS1uBFSNN3Oub2xE299cRCegAJ/SMXZk7JhZcsXorjRXQjiDSlw+uWoxqJLE5rbbrsNkydPRlVVFS688EIUFxdj//79eO655yKjgUREw0VQUfF/K3Zif5sHmUkWXDZ7NL42fRQSLf1P1lwBGX9aXRlu+eKXMTkvGaMz2PKFKJ50F4LIqoaDHf6orv3VrQvh17/+9chzRVEwceJETJw4Ua/TExENmVfLGrC/1QOHN4Q2dxB/WbMf/9zaiK+fXICvn1yA1ARzn84nhMDjH1fB7gmiwxdCSoIJp7HlC1HcSbGaYehqBVPd5sFJUdzyUbeeA+vWrcOCBQuQkJCABQsW4OOPP8Z1112HjRs36nUJIqJBt/ugE29vPwhP184cflmF3RNCTZsXL2yoxbUvbsbzG2pg9wR7fc7/7GlGWY0DTr8MRRNYNCWPLV+I4lB4Cji8J3C0W8HoMgK4du1aXHDBBVAUBUD4t92ioqLIVnHz58/X4zJERIPKH1Lx2EdVCCoaXH4Fk/OScVJBGnYd6ES13Qu7JwhXQMbfP2vAv3c04bypeVhyyhiMTk885jkb2314bkMt/CEVnoCCeeMzkZbUtxFEIhoZwlPAEjShocER3d1AdPkV9J577oGqqvjmN78Z+dqkSZOQl5eHTz/9VI9LEBENupc21qLZ6UenL4REixGl4zORlmjGmZNycMWcMZg2KhWaJuDwBHGww4+Vnx/ADa9sxe8/2IfqNs8R5wspGv7wnwr4Qgo6/TLy0xIwdRRbvhDFK5s1nAACwMFOf1Rj0WUEcOvWrRg/fjxWrlzZY1pj1KhRqKys1OMSRESD6vOGDnywqxnuoIKgouG86T2naW1WE04rzsLJhekoP+TC3kMudHhDcAcUvL/rENZVtuK08Vm44pQxOKkgFZIk4ZVNdahp86DTJ8MoSVg4OSeK75CIos0gSbBZjfCFFLS6gtA0AUN3c8AhpksCaDKZjuhno2kaDh48GGkQTUQUqzxBBcs+rkJQUeHyy5g2KhXZKdajvjbBbMTsogycVJCGyhY3djc50ekLwROQ8HF5C8pqHJgxOg1zx2fi7e1N8ATDLV/On5bHli9EhJQEM+yeEPyyCoc3hJxjfNYMNl0SwNmzZ+OTTz7B//7v/wIA2tra8N3vfhdtbW1YuHChHpcgIho0z66vQZs7CKdPRrLVhFOK0k94jMVkwPTRaSgZlYLqNi92HeiE0y/DE1TgDijYecAJAQGnX8aU/BQUHGedIBHFj8NbwRzo8EUtAdRlDeAdd9wBAHjxxRchSRJqamqwYsUKSJKE22+/XY9LEBENik3VDqzZ1wp3QEFI1XBOSU6fKnRNBgOm5KXg8tljsHByDlISzHAHZLS4A2j3hpCaYMa8cRmD+A6IaDj5shBEoKYtepXAuiSAX/va1/Daa6+hqKgIQohIFfCrr76Kr33ta3pcgohId06fjCfX7kdQUeEOyJg5Oh0ZSf37bdxgkDA+JxmXzSrAeVPzkJ+agNQEMxaV5LLlCxFFpCSYIUmAJoCaoxSPDRXdGkF/+9vfxre//W3Y7XYAQHZ2tl6nJiLSnRACT67dj3ZvCJ0+GWmJZswcM/AKXUmSUJiZhMJM7vJBREdK6aoEFkJDY0f0KoF1+bV02rRpePjhh3Hw4EFkZ2cz+SOimLeusg0bq+1wdTVnPmcKR+qIaPAlWYwwGqLfCkaXT7t9+/Zh6dKlGDduHC688EK89tpr8Puj29+GiOhYHJ4gnl5XjYCswR1QMLswHamJbM5MRINPkiSkWMMTsG3uIFRNnOCIwaFLAnjLLbdg7NixUFUVq1evxve//33k5+fjf/7nf7B27Vo9LkFEpAshBB7/7364/Ao6fTKyky2YHsX9OIko/qQkhPcEDioqWt2BPh8fVNQBxyCJrzbwG4DPP/8cK1aswJtvvonKykpIXd2ux40bh9tuuw0/+clP9LpUVHm9XiQnJwMAPB4PbDZblCMiot5atbsZf1lThQ6fDH9IxeWzRyPJqttyaCKiE9rR2IkdBzphkCQ8dfUpmDc+86ivE0Kg3RtCncOLmjYvau1e1Dm8qG9ux/u/vABA//MQXT/15syZg6SkJCiKgqeeego+nw9CCNTW1uKmm25CVVUV/vSnP+l5SSKiXmtxBfDiJ7XwhzR4AgpKizOZ/BHRkDu8FUx1qwfzxmcipIT7AtbavZFHncMLl1+BgICqCSiqgKJpCPhDA45Blylgj8eD559/HvPnz8dJJ52ERx99FF6vF/n5+bj77rvxj3/8AxkZGXjllVd6db7ly5djzpw5SExMRGZmJq644gpUV1cf95g333wT5557LtLS0iBJEiRJwqpVq4543bhx4yLfP/xx9dVX9+u9E9HwoGkCj31UCU9QQac/hLw0K6bkc19eIhp64SngcCuY93Ydws9e+xzfemYTfrF8O/64uhJvbD2AshoHGtv9sHuCONQZQLMzgFZ3AO1eWZd1g7r86jtq1KjIaB8AnHPOOfjxj3+Myy67DCZT+BJvvfUW3njjjROe64UXXsD1118PABg/fjwcDgdWrlyJDRs2YMeOHcjPzz/qcevXr8enn36KMWPGwOVynfA6U6dORWrqlx/+EydOPOExRDR8vbOzCbsPOuHs+s15AfflJaIoSUkwQepqBdPQ7sPBTgmyqiGkaFBUAU2EH2ajASkJJuSnJiAr2YK8lARk2iyQg35sGWAMuiSAXq8XaWlpuOaaa/DjH/8YU6ZMOeI1P/vZz07YFDoUCkV2FVmyZAlWrFiBpqYmlJSUoLW1FQ888ACWLVt21GOXLl2Khx9+GBs3bsQ555xzwpiffPJJblNHFCca233468Y6+EIqPEEVZ03KRqKZU79EFB1WkwFZNgsOdvq7fimVkGg2IiPJgkybGTkpVuSnJiDRMnifU7qc+fnnn8d3v/tdJCYee6/LM888E2eeeeZxz7Nly5ZII+klS5YAAAoKClBaWorVq1cfdUq3W15eXp9iXrJkCbxeL4qKinDZZZfhrrvu6jEiSEQjg6oJ/OmjSvhlFZ0+GWPSEzEhJznaYRFRHJMkCQum5KDFFUCC2YgsmzXSG3Co6LIG8Lrrrjtu8tdbjY2Nkee5ubmR593JXUNDw4CvAQApKSkYPXo00tLSUFVVhT/84Q+48MILoWnaMY8JBoNwuVyRBxENDyu3HUBlixtOnwyjQcJZk9ionoiiz2oyoijThtyUhCFP/oABJoDFxcWRx4QJE/SK6Qg6dqrBihUr0NHRgZ07d+LgwYP4/ve/DwAoKyvDxo0bj3ncgw8+iLS0NKSlpaGgoEC3eIho8NS0efDa5gb4giq8IRXzJ2TBajZGOywioqgb0BRwUVFRpNefHgoLCyPPW1tbj3heVFQ04GuceuqpkecmkwlXXnkl/va3vwE4/gjj0qVLceuttwIIr3lkEkg0uDRN4NkNNdh1wAmzUYLZaIDZZIDFaIDFZIDZKMFiNMJskg77Wvj74ddJeHfnIQRkFU6/jHFZSRibxZ6dRETAABNAvXf5mDt3LrKysiKVv9/97nfR1NSEsrIyAMDixYsBACUlJQDChSU/+9nPen3+PXv2oKysDFdffTWsVitUVcWKFSsi3x83btwxj7VarbBarQAAo5EjCESD7Y1tjXh3ZxO8QRWqJiBJgAREfumM/LnrD1LX1wBAghR57vTLMBslnDGBU79ERN1iqgzOYrHggQcewI033oiVK1eiuLgYDocDbrcb2dnZkQrhiooKAIgUjADAsmXLsGzZsh57EF933XVISkrCkiVL8NBDD6GtrQ3XX389fvrTn2LixImw2+1oaWkBACxatAinn376EL5bIjqWimY3XvssPHXb7g23bTnRUpBwwvfljET3H4UALpiWB7NJlyXPREQjQkwlgABwww03wGaz4ZFHHkF5eTkSEhJw+eWX4/e///1xp13b29uPaBZ96NAhAIgkeVOnTsWtt96Kjz76CPX19VBVFTNmzMBVV12FX/ziF7pOZxNR//hDKh75sAJBRUOnX8b4bBsWTM6BEOFO+GrXfzUNkeeqpkHu6pAf7pQf/pqiAbkpVuSlJkT7bRERxRRd9wKOF9wLmGjw/PmjKny4txl2TxBGg4Rvzh4Nk4Gjd0RE3YJ+H5ZeOhtA//MQfqoSUcz4pMqOj8pb4A4oCCkazpmSy+SPiGgQ8JOViGJCmzuIJ9ZUISCrcAdkzBydjuxka7TDIiIakZgAElHUaZrAH1dXwuVX0OmTkWmzYOYY7sxDRDRYBq0I5LrrrgMAzJw5EzfddBNbpxDRMb35xUHsOtgJp1+GgMCiKbkwcOqXiGjQDFoC+PLLL0eqal9++WU8++yzmDdv3mBdjoiGqf2tbvytrB6+kApPUMHZk7KRZI25BgVERCPKoH3Kdu8S4nQ6sXPnTsyfPx+KogzW5YhoGArIKv7wnwoEZRVOX3i3juKc5GiHRUQ04g1aAlhXVxd5vmvXLqxbt26wLkVEw9QLn9TiYIcfnT4ZVpMBZ0zkbh1ERENhSOZZZsyYgRkzZgzFpYhomNhU7cCq3c1wBxUEFBUXnTQKZiPX/RERDYUBJYCvvPJKjz//4Ac/GFAwRBQfHJ4gHv9vFYKKCpdfxvSCNOSksuULEdFQGVACeO2110KSJAghIEkSE0AiOiFNE/jTR5Xo9Mvo8MnISLJgdmFatMMiIoorA0oA16xZo1ccRBQn/r2jCTsaO+H0ydA0gXNKctjyhYhoiA0oAVywYIFecRBRHKhp8+Cvm+oiLV/OnJiNZKs52mEREcUdXX7trq2txfr162G32yGEwKOPPopLL70U99xzD2RZ1uMSRDTMBWQVj3xYAX9IRadPRlFmIibmsuULEVE06FIFfOutt+Lf//43du/ejf/85z+4/fbbAQDvvvsuQqEQfv/73+txGSIaxl7eWIcGhw+dPhkWkwFnTcyJdkhERHFLlxHA7du3IycnB1OnTsV7770Hs9mMG2+8EZIkYeXKlXpcgoiGsc217Xhv56FIy5ezJ2fDbOK6PyKiaNHlE7i5uRmjR48GAOzevRunnHIKnnrqKUybNg1NTU16XIKIhqkObwjLPv6y5cu0UanIT02MdlhERHFNlwTQZrPh0KFDOHToEPbv349p06YBADRNg9XK3l5E8UoIgT9/XIUOXwgdPhlpiWacUpQe7bCIiOKeLgngySefjJaWFowZMwbBYBBnnHEGNE1DY2Mjxo4dq8cliGgYem/XIWyrb4fTH275sqgkly1fiIhigC6fxA888AAyMjIghEBpaSmuuuoqrF27Fm63G/Pnz9fjEkQ0zNg9QbyysR6+kAp3QMG88ZlISWDLFyKiWKBLFfBpp52GtrY2dHR0IDMzEwCwaNEiyLIMo9GoxyWIaJh58ZNaeEIKnH4Zo9ISMDkvJdohERFRF10SQACQJAmdnZ34z3/+g6SkJFx66aVM/oji1PbGTmyossMTkKEJ4KyJ2dEOiYiIDqPLFLCqqrj++usxefJkXH311XjooYfwt7/9DUajEY8//rgelyCiYUJWNTyzrhohRYM7oGB6QSqSrLr9rklERDrQJQF88MEH8eKLL0LTNAghAADf/OY3YTKZ8O9//1uPSxDRMPHv7U1o7PDB6ZeRaDHi5DFp0Q6JiIi+QpcE8KWXXoLZbMa//vWvyNeSk5NRWFiI8vJyPS5BRMNAmzuIf2xugD+kwi+rmF+cxapfIqIYpMsn84EDBzBt2jR84xvf6PH1lJQUtLW16XEJIhoGnv+kBr6QCqdfxuj0BIzOSIp2SEREdBS6JIDZ2dmora2Fw+GIfK2hoQHl5eXIyeF+n0Tx4POGDmzc74A7KEMI4IwJLPwgIopVuiSAF154IVwuF2bMmAEA2Lt3L+bMmQNZlrF48WI9LkFEMSykfFn44QkomF6QxsIPIqIYpksCeP/992PMmDFobm4GALhcLrS3t6OgoAC/+c1v9LgEEcWwf20/iIOdfjj9MpIsJswckxrtkIiI6Dh0+RV91KhR2L59O5544gls3rwZADB37lz89Kc/RXY2p4GIRrJWVwCvb2mEr6vw44JpeSz8ICKKcbokgOvXr0dqairuueeeHl8PBoPw+XxISuJCcKKR6vlPauEPqXD5ZYzJSERBemK0QyIiohPQ5df0hQsX4qc//elRv56ayqkgopFqW307NlU74A6ECz/mT8iKdkhERNQLus3TdDeAPpzX6z3q14lo+AspGp5eV4OQosITVDBjTBqSLCz8ICIaDgb0ab1o0aLI87179/b4s9frxe7du5Genj6QSxBRjHrriwM41OmH068g2WrCjAKO9hMRDRcDSgDXrl0LSZIgSRJcLhfWrl17xGvOO++8gVyCiGJQy1cKPxZMZuEHEdFwMqAE8JprrgEA/PWvf0VOTg4uuuiiyPeSkpJQUlKC6667bmARElHMeXZ9DQKyBldARmFGIvLTWPhBRDScDCgBfOmllwAAa9aswSmnnBL5MxGNXJtr27G5tv3Lwo+JLPwgIhpudFmxXVdXByC87m/nzp0wGo2YN2+eHqcmohgSVFQ8u74awa7Cj9mF6Ug0s/CDiGi40W3Rzu9+9zvk5eXhzDPPxM0334x//vOfKC4uxmuvvabXJYgoylZuO4hmZwAuv4xkqwknsfCDiGhY0iUBfPrpp3HPPffA5/NF2r6ce+65aGxsxPLly/W4BBFF2SGnHyu2hQs/ArKGMyZks/CDiGiY0uXTe9myZTAYDHjsscciX8vKysLo0aOxY8cOPS5BRFEkhMAz68KFH06/jKLMJOSlJUQ7LCIi6iddEsDq6mqcdNJJ+PnPf97j65mZmWhpadHjEkQURZtr27GtvgOugAxJAk7njh9ERMOaLglgWloampqaEAgEIl/r7OxEZWUl0tLS9LgEEUVJQFbx7PoaBBUV3qCCk8ekI8FsjHZYREQ0ALokgAsWLEB7eztOO+00AOERwXnz5sHv9+Occ87R4xJEFCVvbDuAFlcATr+MFKsJ00alRDskIiIaIEnosFlvRUUFTjvtNLhcLkiSBCC8ZigtLQ2bNm1CSUnJgAONJV6vF8nJyQAAj8cDm80W5YiI9CWEwL5mN9ZXtmHVnmZ0+mR0eEP42ox85KZw7R8RUTQF/T4svXQ2gP7nIbo08JoyZQq2bt2K+++/H1u2bAEAzJ07F0uXLsXkyZP1uAQRDTIhBGrtXqyvbMOGKjta3UEomhbe8cMvoygrickfEdEIoVsH14kTJ3InEKJB4A+p+HhfC8xGA4qzbSjKSoLVpN8avAMdPqyvtGNDVRsOdPihagIBObzHb0BWIQSQl2rFGROydbsmERFFl24J4I4dO/DQQw9h165dAICZM2fi9ttvx6xZs/S6BFHc8QYV/Prfe7DvkAuyJmAySDAZJIzJSMK47CQUZydjfI4Nxdk2pCdZen3eVlcAG6rsWF/Vhpo2L1QhEJRV+EPhpE8VQEaSGSX5KZicm4IEC4s+iIhGEl3WAK5cuRLf+c53oGlapBG0JEkwGAxYvnw5lixZMuBAYwnXANJQ8AQV3PP2blQ0u9HhDcEXUmGQAJPRAIvJALNRgslggMkowWiQkJFkQXG2DeOzbSjOScb4bBtGpyfCYAivy+30hcJJX2Ub9jW7oQmBoKzB3zXap2oaUhPMGJdtw5S8FNis3OKNiCgW6bEGUJcEcNKkSaiurkZ6enqk6nft2rXo6OjAxIkTUVlZOdBLxBQmgDTY3AEZ97y9B5UtbrR7QwgqGqbmp8AdUNDuC8EdUCCEgCQBBimcAFqMBphNhvAooTH83wSzEWMzk2A1G7C3yQVFEwgqWniKN6RC1gSSreHXlOSnIDWx96OIREQUHTFTBHLgwAGkpaWhvLwceXl5AIDW1lZMmTIFBw4c0OMSRHHDFZBx9792Y3+rB+3eEEKKhvOm5mJUWmLkNaom4ArIsHuCaHMH0e4NodMnwxNUAISTQoNBgtkoodUVgMlogKJq8IVUKJpAotmI4hwbSvJSkZnMpI+IKN7okgCedtppaGlpiSR/AJCbm4v8/Hzk5+frcQmiuOD0h5O/6raeyV/+YckfgMiUb0aSBZNyw335hBDwyyravSG0uoKwe4Po9Mlw+mUAgNVsRFFmEkpGpbCal4gozvU7AWxoaIg8X7p0Ka644grcdddd+M53vgMAeP3113Hw4EH8+c9/HniURHHA6ZNx5792odbujSR/50/LRV5q4okPRnjdbZLFhCSLCWMykiJfl1UNIUVDksUY6dNJRETxrd9rAI3GE1cFCiFgMBigKEp/LhGzuAaQ9NbpC+HOt3ajzuGFwxOCrGm4YGoeclM5UkdERD3psQaw31vBCSFO+Oh+XV8tX74cc+bMQWJiIjIzM3HFFVegurr6uMe8+eabOPfcc5GWlgZJkiBJElatWnXE69xuN2655RaMGTMGFosFEyZMwH333TfiklQaPjq8IfzqrV2o7Ur+FE3DhdPymfwREdGg6fcU8Jo1a/SMI+KFF17A9ddfDwAYP348HA4HVq5ciQ0bNmDHjh3HXFO4fv16fPrppxgzZgxcLtdRX6NpGr7+9a9j3bp1MJvNKC4uRlVVFe69915UV1fjlVdeGZT3RHQsDk8Qd761Gw3tPrR7w8nfBSflIyfZGu3QiIhoBNOlDYxeQqEQRo8eDbvdjiVLlmDFihVoampCSUkJ3G43brrpJixbtuyox7a0tCAjIwMbN26MtKL54IMPsHjx4shr3nzzzUhPwnfeeQeXXHIJHn/8cfz85z8HAGzbtg1z5sw5YZycAiY92D1B3PnWLjS2+9HuDULRBBaflI8sJn9ERHQcMdMGBgi3fXnvvffQ1NQEVVV7fO+ee+7p1Tm2bNkCu90OAJFEraCgAKWlpVi9evVRp3S7HV6BfCwffPABACAxMREXXXRR5DrdCeCqVauOmQAGg0EEg0EA4QSQaCDsniB+9eYuHOjww+ENQmPyR0REQ0iXBHDLli04//zz4Xa7j/r93iaAjY2Nkee5ubmR593J3eGVx/3Rff6srCwYDIYe5z7R+R988EHcd999A7o+EQC0ugP41Zu70dTZnfwBX5uejwwbkz8iIhoa/S4COdzdd98Nl8t1zEKQgRrMWerennvp0qVwOp1wOp1oamoatHhoZGtxBfCrN3dFkj8hgIuY/BER0RDTJQHcvHkzEhISUFVVBQAoLS3Fpk2bkJeXh82bN/f6PIWFhZHnra2tRzwvKioaUJzd57fb7dA07YjrHO/8VqsVqampkQdRX7W4Alj6leTva9PzkW7jThxERDS0dEkAPR4PSkpKMGHCBEiSBEVRcNpppyE3Nxc/+clPen2euXPnIisrCwCwcuVKAEBTUxPKysoAIFLQUVJSgpKSEjzxxBN9irP7+EAggPfff7/HdQ7/PpHeDjn9uGPlTjQ7/XB4QoAAvjYjH+lJTP6IiGjo6ZIApqWlIRAIAADS09OxZ88evP7669i/fz927drV6/NYLBY88MADAMKJWXFxMaZOnQq3243s7GzccccdAICKigpUVFRECkYAYNmyZZg4cSK+973vRb523XXXYeLEifi///s/AMBll12GM888EwBw+eWXY+rUqbj55psBAFdddVWvKoCJ+sruCWLpm7vQ7ArA7gkBEnDRjFFIT2TyR0RE0aFLAjh+/HjU19cjEAhgzpw58Pv9uOqqqxAIBDBhwoQ+neuGG27Aq6++ilmzZqGpqQmSJOHyyy/Hxo0bUVBQcMzj2tvbUV1d3WN93qFDh1BdXY2WlhYA4d1L3nvvPfz85z9HTk4OqqurUVRUhHvuuQcvv/xyv9470fGEFA0PvFeOVlcQDk8IkgRcNH0UUhPN0Q6NiIjimC59AF977TVs2bIFP/vZz9De3o4LLrgATqcTNpsNK1aswIUXXqhHrDGDfQCpN4QQeOyjKnxc3hLe21fV8PWZBUz+iIhoQPToAzgojaC9Xi8qKipQXFyM9PR0vU8fdUwAqTfe3n4Qz2+ogdOvwB2Qcd7UPBSkJ0Y7LCIiGuZiqhH04Ww2G9fTUVzb3tiJFz+phS+kwuWXMWdsBpM/IiKKGf1eA2g0GnHGGWeET2IwwGg0HvVhMg1KjkkUsw45/Xjog33wyyo6fDLGZiVhxui0aIdFREQU0e/s7KuNnmNoS2GiqPGHVPzu3XJ0+kPo8IaQmmDC2ZOyox0WERFRD/1OAF966SXk5OREnhPFO00T+OPqCtQ5vOjwyjBIEi6YlhfZdpCIiChW9DsBvOaaa476nCheLd/SiLIaB5x+GUFFxddOGoVEC5dAEBFR7On3T6dXXnml16/9wQ9+0N/LEA0LG6vt+MfmBniCCjwBBaUTMpGTyv19iYgoNvU7Abz22mshSdIJXydJEhNAGtHq7F78aXUlArKKTp+MSXnJmJLH/aKJiCh2DWh+ioUfFO9cARm/e28vPAEFHb4QsmxWlI7PjHZYREREx9Xv1em1tbWRx3vvvQebzYa77roLO3fuxM6dO3H33XcjMTERK1eu1DNeopihagIPr9qHQ84A2n0hmI0GnM+iDyIiGgZ02QnkrLPOQnt7O/bs2dPj69OmTUNaWho2bdo00EvEFO4EQgDw/IYa/Gv7QXR4ZQRkFRfPzEdGEtf9ERHR4IqZnUC2bt0Kk8mEffv2oaSkBABQUVGBhoYGqKqqxyWIYsrH5S14e3sTPAEF3qCCsydnM/kjIqJhQ5cEcMKECSgvL8fMmTMxZcoUAOEEUFVVTJs2TY9LEMWMimY3/rJmP/yyik6/jJMKUjE+OznaYREREfWaLouVHn/8cSQlJUFRFOzZswd79uyBoihITEzEsmXL9LgEUUxweIK4//1y+EIqOrwh5Kcm4JSxGdEOi4iIqE90GQE855xzsH//fvzlL3+JrAM86aST8JOf/AT5+fl6XIIo6kKKhgfe3we7O4h2bwiJFiMWleT2qh0SERFRLNFtm4K8vDz85je/0et0RDFFCIEn1+5HRbMLnb4QNCFw/tQ8mI2s+CUiouFnQAng+vXre/z57LPPHlAwRLFC0wQOuQKobfOi1u5BZYsH2xs74Aoo8Mkqzi3JRWqiOdphEhER9cuAEsCFCxdCkiQIISBJEit+aVgKyCrqHF7U2b2obgv/t87hRUDWIISAogkoqoaQKuDyy5hTlI4xGUnRDpuIiKjfBpQAvvTSS3rFQTTohBBweEOotXtR2+ZFjT08unfIGYAQAqoGKJoGRRWQNQ2yokFWBVRNQBMCJoOEqaNSMGNMerTfChER0YAMKAG85ppr9IqDaFDVtHnwh/9U4ECHHwICqiogd43syapASNWgqhpUEU4UrWYjUhNMyLRZkJNsRV5qAlISTCz4ICKiEaHfCWD3tO9gvZ5IL02dfvz633vQ5g7C6ZcRUjRoIjyyZ5AkJFmNyEm2ICvZirwUK7KTrbCajdEOm4iIaND0OwGcNGkSbr75ZnznO99Bdnb2MV/X3t6Of/zjH/jzn/+MysrK/l6OqF/avSHc8/Zu2D3h1i0AUJSZhJwUK3JTrchIssDAX0yIiCjO9HsvYKPRGPnvvHnzMHfuXIwbNw4pKSnweDyor6/H1q1bUVZWBkVRYDAYIMuyrsFHC/cCHh7cARlL39yFmjYvHN4gAODrMwtgs+rW/YiIiGjIRXUv4D179uDee+/Fm2++iY0bN2LTpk1HvEYIAZPJhCuvvBK//vWv+3spoj4LyCp+++5e1Nq9aPeGoGoCF88YxeSPiIgIA0gAS0pKsHz5crS2tmLFihX45JNPUFVVBafTidTUVEyaNAlnnXUWrrjiCuTm5uoZM9FxKaqGh1btw94mFzq8IYRUDYun5SM9yRLt0IiIiGJCv6eA4xmngGOXpgk89lEl/lvRik6fDG9QwaIpuRiTyb59REQ0MugxBcx9rGjEEELgxU9rsaaiFS6/DE9AwRkTs5n8ERERfUW/E8DMzEwsXry4V6+94IILkJWV1d9LEfXKG9sO4O3tB+EOKHD6FZw6NgMTcpKjHRYREVHM6XcC2NnZCZfL1avXut1udHZ29vdSRCe0ancz/rapHp6gik6fjBmjU3HS6LRoh0VERBSTBlQS+dlnn0XawRBFy8b9djy1dj98IQWdvhAm5ibjlLGZ0Q6LiIgoZg0oAexL/Qh3AaHBsKOxE3/4sAK+kIoOr4zR6Yk4vZjJHxER0fH0OwFcs2aNnnFQHHAHZHy6345MmxUzx6QhYYDbre1vdeP+98rhCypo94aQlWzBOVNyYDCwtomIiOh4+p0ALliwQM84aAQTQmBtZRte/KQ20pQ5yWLE9NFpOGVsBk4dl4nR6Yl9OufBTj/u/fdeuAIyHN4QUhJMuOCkPCZ/REREvcBtEWhQHez046m1+7GjsRMBWYPTL0NWNZiMBtg9IWyqdsBiMmB0emJXMpiB6aPTYDUde3TQ7gni7n/thsMbhMMbgtVkxNemj4KJyR8REVGvMAGkQRFSNKzYdgArtjUiIKtwBRR4AgoybBakJ5rR5PSj0xeCJEkwGiR0eEPY3+rBW18chM1qwswx4dHBueMykZeaEDmvOyDj12/vQbMzgHZPCEZJwkXT82ExMfkjIiLqLSaApLsdjZ14cu1+HOzwwxdS4fTLkCTgtOJMlOSnAghPCzv9Mhrb/ahv98LuCcETVGA0SDAbDWhzB/FJlR0WkwFFmUk4ZWwGZhdlYPnmBtQ5wvv7agK4ZEY+kri/LxERUZ/wJyfpptMXwouf1GJNRRtCSni61y+rGJuZhPkTsmA9rOhDkiSkJ1mQnmTBjDFpCCkaDjn9qHf4cLDzy9FBk0FChy+EimY3Vmw7EBktlFUNF07PR2qiOYrvmIiIaHhiAkgDpmkCH+5txssb6+AOKF0PGUkWEy48KQ+j0k5c4GExGTA2y4axWTYIIdDpl9HQ7kODwweHNwRPIDw6aDRIUDWB86bmISfZOgTvjoiIaOTpdwK4bt26PlUC9/X1NDzU2b34y5r92Nfsgr+ryENRNZxUkIrZhen9qsqVJAkZSRZkJFlw8ph0BBUVhzoDqHN44Q4oOHlMOgr6WDVMREREX+p3AnjOOedgzpw5uPrqq3HJJZdg4sSJR7ymtrYW77zzDv72t7/h888/h6qqAwqWYkdAVvGPzQ341xcHEVLDiZ83qCI3xYqzJmUjJUG/qVmryYhx2TaMy7bpdk4iIqJ41u8EsLS0FGVlZfjiiy9w2223IT09HUVFRUhJSYHH40FDQwM6OjoAhBf8z58/X7egKbo+q3HgmfU1aHUF4A0pcPnD07NnTczGhNzkaIdHREREJ9DvBHDjxo1YtWoVnnzySaxatQodHR2RhC9ycpMJX/va1/CTn/wEF1544YCDpeiqanFj+ZZGbK5tR1AJV/cGZQ3FOTaUjs+Cma1YiIiIhoUBFYEsXrwYixcvhsvlQllZGaqqquB0OpGamopJkybh9NNPR2pqql6xUhQIIbC9sRMrPz+AHY1OKJoGT0CBJ6ggxWrCuSV5yElhMQYREdFwoksVcGpqKi644AJccMEFepyOYoCmCXxabcfKbQdQ3eZFSNXgDSrwBhUYJAknF6ZjRkEqt14jIiIahgacAG7duhWvvfYaAOCqq67CqaeeOuCgKHpCiob/7mvBys8PotnpR1DR4Akq8IdUmI0GTC9Iw4wxaTAbmfgRERENVwNKADdt2oSFCxdCURQAwF/+8hesW7cOpaWlugRHQ8cbVPD+rkP4944mdPhCCMjhqd6ArCLRYsQpYzMwNT+FI35EREQjwIASwAcffBCyLEf+LMsyHnzwQbz99tsDDoyGRrs3hLe3H8QHu5rhCynwy2o48VM0pCWacOq4bBRn2yBJUrRDJSIiIp0MKAH8/PPPYTab8dZbb0EIgW9+85vYtm2bXrHRIDrY6cdbnx/Ax/taEVI0+EIqPEEFIUVFdrIVZxWmY3RGUrTDJCIiokEwoASwubkZJ598Mi666CIAwPTp07Fr1y5dAqPBUdPmwetbG7Gp2gFFFfCFwhW9iiowKi0Bc4oykM2qXiIiohFtQAmgpmmwWr9MFqxWKzRNG3BQpL9mZwCvltVjXWUbFE2DN6jCG1SgCYGizCTMKcpAaqJ+u3cQERFR7BpwFfAXX3yB4uJiAMChQ4cAIPJnILyva3V19UAvQ/3U6Qth+ZZGrNrdjFBXRa8nqEACMCEnGbMK05FoMUY7TCIiIhpCA04AQ6EQ6urqenzt8D+zeOBIra4A6tt9KMlP0XXP3MP5Qyre+uIg3vriAHyh8GifO6BACGByXjLmjM1gKxciIqI4NaAE8Oyzzx6UBG/58uV4+OGHUV5ejsTERCxatAgPPfQQJkyYcNzjHn/8cTz11FOorq5GWloaLrnkEjz44IPIy8uLvOZY8d5555343e9+p+v7OJp2bwg3v74dTr8Mk1HC7MIMnDkxG6cVZ+qSDIYUDav2NOOfWxrR6QvBF1LhCshQNIFxWUmYNy6LI35ERERxbkAJ4Nq1a3UK40svvPACrr/+egDA+PHj4XA4sHLlSmzYsAE7duxAfn7+UY+7++67IwncpEmTcODAAbz00kvYtGkTtm3bhqSknhWts2bN6rF+sbCwUPf3cjSvltXD6ZfR6g5CCIEObwgbq+1ItBgxp6g7GcxCsrVv/2s0TWBdZRv+/lk9ml0B+EMq3AEFQUXD6PQElBZnDdpoIxEREQ0vkhBCRDuIbqFQCKNHj4bdbseSJUuwYsUKNDU1oaSkBG63GzfddBOWLVt2xHEtLS0oLCyELMu47bbb8Mgjj2Dnzp2YNWsWhBB49NFHceuttwL4cgSwtrYW48aN61ecXq8XycnJAACPxwObzdar42rtXvxi+Rdw+mW4/DIsJgP8IRWSJMFslJBkMSHBbAg3Xi7KxJmTsnDa+CzYjpMMCiGwrb4Df91Ujzq7BwFZgzsgwy9ryEm2oHR8FrJY1UtERDRiBP0+LL10NoC+5SGH02UvYL1s2bIFdrsdALBkyRIAQEFBAUpLS7F69WqsWrXqqMd99NFHkYbU3cfNnDkTEydORFVVFVatWhVJALudeuqp8Pl8GD9+PL7//e/jlltu6TEiqDchBF78pBayqsEdUDApNxmlxVmwe0KoafOg1uFFpy8USQY7vC34ZH8bkiwmnDI2PDI4b3xmj2RwX7MLf91Yh90HXQgpKlyB8JZtaYlmnDkxm338iIiI6KhiKgFsbGyMPM/NzY08717D19DQ0OfjqqqqjjguIyMDY8aMQX19Pfbu3YulS5fiiy++wOuvv37M2ILBIILBIIDwCGBffd7Qge2NnXAHFBgk4NSxmZAkCTkpVuSkWDFvfCbsnhCq2zyo65EMhtDuDWFD1ZfJ4GnjM7G1vgObqh2RhNIXUpBoNuLMidmYkJvc5/iIiIgofsRUAngs/Z2lPtpxZWVlmDdvHiRJgs/nw9e//nX897//xT//+U888sgjx1wL+OCDD+K+++7rVxyqJvDiJ3UIKeFq3NmF6TCbelbgHp4MnnaMZNByWDJoNEjhli4BBWajgXv1EhERUa/FVLZwePLV2tp6xPOioqIBH3faaadF1gEmJSXhm9/8ZuR7h48kftXSpUvhdDrhdDrR1NTUq/fTbfXeZtS3e+EKKEi0GHFSQepxX9+dDJYWZ+HbpxbikpkFmJKfDEmS0OkLocUVRIszAF9QxUkFqbjylDE4qSCNyR8RERH1SkxlDHPnzkVWVhYAYOXKlQCApqYmlJWVAQAWL14MACgpKUFJSQmeeOIJAMC5554Lk8nU47idO3di//79PY5bv349VqxYAVVVAQCBQABvv/125Ppjx449ZmxWqxWpqamRR2/5Qgr+/lkDAnJ4v9154zL7lKh1J4OnF2fjO3MLcdGMUZg+OhUnFaThW6eMwSljM2FkPz8iIiLqg5jKHCwWCx544AEA4USuuLgYU6dOhdvtRnZ2Nu644w4AQEVFBSoqKiIFI/n5+bj99tsBAI8++iimTJmC0tJSCCEwadIk3HjjjQCAmpoafOtb30JaWhpmzpyJgoICfPTRRwCAH/7whxg9erTu72nltgPo8Ibg8svITrZgbFbfK3W6SZKEvNQEnDo2E3PGZsBqZj8/IiIi6ruYSgAB4IYbbsCrr76KWbNmoampCZIk4fLLL8fGjRtRUFBwzOPuv/9+PPbYYygpKUFtbS1sNhuuueYarF+/PlIefeaZZ+JHP/oRioqKUFtbC03TcMopp+Dpp5/Gs88+q/t7aXUH8NYXB+ENqQgpGk4vztL9GkRERER9FVN9AIeL3vYBfPTDCnxc3opWdwCj0hKxqCT3qK8jIiIi6i09+gDG3AjgSFHV4sbaijZ4ggpUIVA6PjPaIREREREBYAI4KIQQeKGr6bMnoKAkLxVJfdzajYiIiGiwMAEcBJtqHNjT5IQ7oMBklDCnKD3aIRERERFFMAHUmaxqePnTOgQVDd6QglmF6TCxTQsRERHFEGYmOnt/1yE0Of1w+RWkWE2Yksdt2YiIiCi2MAHUkTsgY/nmRvhDKvyyinnj+9b0mYiIiGgoMDvR0etbGuEKyHAFFOSmWDEmIynaIREREREdgQmgTpo6/Xh35yF4gwpkRcP8CWz6TERERLGJCaBO/rqxDiFFgzugYFx2EtKTLNEOiYiIiOiomADqYE+TExurHXAHZQDAaeM5+kdERESxiwngAGlaz6bPU0elIMFsjHZYRERERMfEBHCAPq22o6rFDVdAhsVkwKzC9GiHRERERHRcTAAH6LXPGhCQNfiCKk4ZmwEj274QERFRjOMGtQPU6grAJRuQlmjGpNyUaIdDREREdEIcrhqggKwiIGsoLc6MdihEREREvcIEcIBcARmj0hKQn5YY7VCIiIiIeoUJ4AApGtj0mYiIiIYVJoADND7bhpQEc7TDICIiIuo1JoADdEpRerRDICIiIuoTJoADZDGx6TMRERENL0wAiYiIiOIME0AiIiKiOMMEkIiIiCjOMAEkIiIiijNMAImIiIjiDBNAIiIiojjDBJCIiIgozjABJCIiIoozTACJiIiI4gwTQCIiIqI4wwSQiIiIKM4wASQiIiKKM0wAiYiIiOIME0AiIiKiOMMEkIiIiCjOMAEkIiIiijNMAImIiIjiDBNAIiIiojjDBJCIiIgozjABJCIiIoozTACJiIiI4gwTQCIiIqI4wwSQiIiIKM4wASQiIiKKM0wAiYiIiOIME0AiIiKiOMMEkIiIiCjOMAEkIiIiijNMAImIiIjiDBNAIiIiojjDBJCIiIgozjABJCIiIoozTACJiIiI4kxMJoDLly/HnDlzkJiYiMzMTFxxxRWorq4+4XGPP/44pk2bBqvVitzcXFx33XVoaWnp8ZqWlhZcd911yM3NhdVqxbRp0/DEE08M1lshIiIiijkxlwC+8MIL+O53v4svvvgCo0aNgqqqWLlyJebPn4/m5uZjHnf33Xfj5z//OcrLyzF27Fh4PB689NJLWLhwIXw+HwDA6/ViwYIFeOmll+DxeDB27FiUl5fjpptuwj333DNUb5GIiIgoqiQhhIh2EN1CoRBGjx4Nu92OJUuWYMWKFWhqakJJSQncbjduuukmLFu27IjjWlpaUFhYCFmWcdttt+GRRx7Bzp07MWvWLAgh8Oijj+LWW2/FH//4R9x2222QJAnbt2/HzJkzcdttt+GPf/wjzGYzGhsbkZeXd8I4PR4PUlJSAAD3vb4RloRE3e8FERER0dGEAn78+tvzAQButxvJycl9P4mIIZ988okAIACI1157LfL1888/XwAQkyZNOupxr776auS4jRs3Rr4+adIkAUCcf/75QgghzjvvPAFATJ48OfKaTz/9NHLs3//+92PGFggEhNPpFE6nU+zfvz9yDB988MEHH3zwwUe0Hi0tLf3KuWJqCrixsTHyPDc3N/K8e1SuoaFhQMd1v+5orzne+QHgwQcfRFpaGtLS0jBx4sQTvxkiIiKiGGWKdgC9Ifo5S92b43p77qVLl+LWW28FAGiaBofDAYvFgoyMDEiS1K/4hpLL5UJBQQGampqQmpoa7XCigveA9wDgPQB4DwDeA4D3ABi+90AIEalvyM7O7tc5YioBLCwsjDxvbW094nlRUVGvjpswYcJRjyssLERFRcVRz3288wOA1WqF1WqN/Dk9Pf2E7yeWqKoKALDZbLDZbFGOJjp4D3gPAN4DgPcA4D0AeA+A4X0P+rXu7zAxNQU8d+5cZGVlAQBWrlwJAGhqakJZWRkAYPHixQCAkpISlJSURNq3nHvuuTCZTD2O27lzJ/bv39/juO7/VlVVYefOnT1ebzabce655w7uGyQiIiKKATGVAFosFjzwwAMAwolZcXExpk6dCrfbjezsbNxxxx0AgIqKClRUVMButwMA8vPzcfvttwMAHn30UUyZMgWlpaUQQmDSpEm48cYbAQA33ngjJk2aBCEESktLMWXKFPzxj38EANx+++29qgAmIiIiGu5iKgEEgBtuuAGvvvoqZs2ahaamJkiShMsvvxwbN25EQUHBMY+7//778dhjj6GkpAS1tbWw2Wy45pprsH79+siwbnJyMtatW4drrrkGNpsNtbW1KCkpwWOPPYb7779/qN5iVFitVvz617/uMY0db3gPeA8A3gOA9wDgPQB4D4D4vgcx1QeQiIiIiAZfzI0AEhEREdHgYgJIREREFGeYABIRERHFGSaARERERHGGCeAIFQgE4Pf7ox1GVPEe8B4AQFtbG1wuV7TDiCreA94DgPeAemICOAJ1dHTgjjvuwM0334z6+vpohxMVvAe8BwCwZcsWzJo1Cz/60Y94D3gPeA/i/B4A4c0lXn/9dbS0tEQ7lKhjAjgCSZKEiooKPPfcczjnnHNQUVER7ZCGHO8B70EwGMSGDRtQWFiI5cuX47zzzkNVVVW0wxpSvAe8BwDvweFefvllXHvttbjooosiu4XFLUEj1je+8Q0hSZJITEwUDQ0N0Q4nKngPeA+EEOL2228XkiSJadOmicbGxmiHExW8B7wHQvAeCCHEz372MyFJkhg9erSoqqqKdjhRwxHAEepvf/sb3nnnHQBAcXEx9uzZE+WIhh7vwZH3YPfu3VGOaPAJIaBpGgBE1j8+/PDDmDVrFsrLy/HXv/41muENiRPdg5dffjmK0Q0N/j3g34OvKisrw/vvv4/HH38cDzzwAJqamnDVVVehubk52qFFBRPAEURVVQDA888/j2uuuQYAsGDBAjz44INYtGhRNEMbMrwHvbsHYoRuACSEgKqqMBjCH22JiYkAgD179sBsNgMAvvjii6jFNxR4D3p/D0bqvwOgd/fg888/j7x2pJJlGQAQCoXw+uuv45JLLsEdd9yBiy++GJMmTUJ5eTnKysqiHGV0mKIdAA1MR0cHNm3ahIsuughGoxHPPvssfvSjHwEI/9C/5ZZbsHjx4sg/eL/fDyEEkpKSohm2rvp6DwDA4XAgKysrWiHrri/3oLOzEx9++CHmzp2L8ePHRzly/axbtw733nsvnE4nCgsLkZqaioSEBBgMBjQ0NGDLli0AgGnTpkU50sHT23swY8YMACPz86C392Dq1KmQJAnAyPs86O09mDNnDgDgjTfeGHGfBwDw8ccfw+Fw4Morr4TFYsHNN9+M1157DQ8//DD++c9/wm63w+v1Yt++fdEONTqiMvFMulBVVdx///1CkiTxk5/8RLz44otCkiQhSZJYuHChePvtt0UoFIq8vr6+Xlx66aXif/7nf0bM2o++3gMhhLjlllvE5MmTxb59+6IUtb76eg+2b98uxo0bJywWy4i5B36/X4waNSryvhMSEkRKSkrkz92PG2+8UezevVsEAgGxadMmUVtbKzo6OqIdvi56ew+uvfZasWfPHlFfXy++/vWvj6jPg97eg+9973uitrZWCCHEL37xixH1edDbe3DNNdeI3bt3i+3bt4uioqIR9XkghBBVVVUiKytLzJ49u8fX//znPwuz2SySkpKEJEli3rx54uDBg1GKMrqYAA5z5eXlIiEhQUiSJEwmk5AkSSxatEi8+eabkR/6mqYJRVHECy+8ILKzs4UkSWL69OkjZvFrb+5Bt1//+tciKytLSJIksrKyRswHXm//HnT75S9/KSRJEjk5OSPmHuzduzfy/3bx4sWirKxMvPPOO+L5558X//jHP8S6devEvn37xDPPPCPOPPNMYTKZRGFhoVi0aNGI+bdwrHvwwgsviNdff1288847wuPxCFmWxcsvvxx57Uj6PDjRPXjrrbcir/3Nb34jMjMzR9znQW//HnQbiZ8HbW1tYuHChUKSJHH77bdHvv6nP/1JJCQkiN/85jdixYoV4uDBg2LPnj3i+eefF3feead47rnn4iYhZAI4AuzduzfyITZ+/Hjx7rvvHvV1gUBAaJombrnlFiFJkhg3bpyoq6sb4mgHx1fvwTvvvHPEa375y1+KrKwsYbPZxOLFi4UkSSI7O3vEfOAd7+9Bd/Knqmrka3feeeeIuwd79uwR6enpQpIk8fDDD/f43oEDB8SPf/xjUVRUJCRJEqmpqaKgoCBSDVhTUxOlqPV1vHtwOJ/PN2I/D3pzD375y1+KjIyMEft50Jt7MNI/D/bv3x/5N37JJZeIX/7yl5HR0d///vdCCCGWLVsmzjjjjB6jo5MnTxaVlZVRjn7wMQEcIQ7/je+nP/1pj+9pmiY0TesxGnbxxRcLSZLEj3/8YxEMBoc63EFxvHvw2WefiZKSEiFJkpgzZ45obGwUjz32mJAkSWRmZoqKioooRa2v490DIXp+4AshIj/88/PzRXl5+VCFOaj27NkTGen+1a9+JYQQwuVyidtvv13k5+cLSZJEXl6e+OCDD0RDQ0OkJcTVV18tAoFAlKPXx9HuQTdVVePi8+B496CsrCwuPg+Odw+EiI/Pg/LycjF27NgeCV5JSYlYv369+MMf/tBjuvx73/ueuOiiiyJJ4EgfCWQCOILs3btXZGRkCEmSxAcffHDM13V2dorzzz9fSJIkzjvvvCGMcPAdfg/ef/99YbfbhcvlEkIIUVdXJxYtWiQkSRLf+ta3hBBCPPDAA0KSJHHFFVcIWZajGbpuDr8H//rXv4QQQiiK0uM1mzdvFu+++644/fTTI6MEY8aMGTHr4Xbv3i1sNps47bTTRG1trdi2bZuYNGlSJPk7/Af8unXrREJCgliwYEH0Ah4E3fegtLRUVFdXH/N1I/nz4PB7UFVVFZefB933YP78+WLPnj1CiPj7PKipqRHXXnutmDlzppgyZYp45JFHxGOPPSamTJkiJEkSVqtVPPnkk5HXf+1rXxOSJIlnnnkmilEPPlYBjyBTp05FWVkZVqxYgalTp+KXv/wlQqEQ8vPzYTKZkJGRgczMTLzzzjuRDuh2ux0ulwuJiYk9qmSHq+578M9//hOzZ8/G9ddfjx/+8If4xje+gbFjx+Ltt9/GWWedhRUrVuD+++/HnXfeiVGjRuHMM8+EyTQy/jl034O///3vuPTSSwEARqMRTqcTa9aswUcffYSVK1eitbU1UgE6evRo/N///V+kZcRwd9JJJ2HPnj3YsWMHxo0bh8ceewz79+9HdnY2Vq9ejcmTJ0de++STTyIYDOLQoUNwu92w2Wwj4j6cdNJJ2L17N/bt2wej0YhbbrkFqqrG1edB9z0oLy9HSkoKrr32Wvzv//5vXH0edN+DnTt3Rirg4+3zYPz48XjmmWegqio0TYPNZsNNN92EyspKAMCyZctwww03QAgBSZIiFeFtbW3RDHvwRTkBpUEgy7K48sorj6j6+urDbDaLNWvW9Di2ubk5OkEPgg8//FBIkiQuv/zyHl//+c9/Hlkc/VWHF0qMFCtXrhSPPfaYmDp1qrDZbJH//9nZ2eJb3/qWeO211yIVkUKEp0tH2tTHDTfccNRpsO6/CyaTSfzmN7+JUnSDS5Zl8c1vfjPuPw/ef/99fh4IId566624/jzQNE1UVlaKxMREIUmSeOCBB3p8/x//+EfknjzxxBNRinJoMAEcoXbu3BlZ+3HqqaeKxx9/XNx7773i5ptvFj/+8Y/FnXfeKb744osex3znO98RkiSNmPUvra2t4txzzxWSJIn/9//+n3A6nWLfvn1iwYIFkYX/DodDCCGE1+sVra2t4t133xV79uwRbW1tUY5+4DRNEw6HQyQnJ0c+0AoKCsT06dPF008/LTZu3HjEMZ2dneLCCy8cMX8Pun+A33fffZE1Pt26k0KDwSDmzJkj9u7dK9xutygvLxd///vfxaZNm0RLS0u0QtcVPw/4eSCEiPvPg25ut1tMnz5dZGVl9VgesWLFisi9OeOMM0bM//djYQI4gnWvBbNareKhhx467mt//OMfR/7i5+XljZgqsKqqKjFmzBghSZKYOHGimDx5spCkcG+s3/72t0IIIRobG8WPfvQjMWfOHCFJkhg1alRkzdBIsHPnTnH++eeLq6++WuzYsUMcOHCgx/e71zp1dnaK733veyPy70FdXZ0oLCwUkiSJs846K1L1ZzabxcSJE8XHH38s7Ha7uPjii8W4ceMixQCzZ88eMX8P+HnAzwMh+HkgRHhUs7vY49ZbbxWff/55pAiouwDk6aefFkII8fzzz4vbbrtNXHbZZeKee+4ZMZXyQjABHPF2794dKQj45S9/Gfn64dVfV111lZAkSRiNRnHNNdeMuFYAFRUV4rTTThOpqamRD/sf/vCHoqGhQTQ1NUV6wnVPBc6YMSOyCPrwqZDhzO12H7Hw+/DpLafTGVn4bDQaxU033SQkaWT1BSsvLxfTpk2L/L9OSEgQl156qfjkk09EW1ubGD9+fOT9Z2RkiNLSUiFJkhg7duyI+dDn5wE/D4Tg54EQQlRWVoq8vDwhSZJIS0uLJH/Tp08XDz/8sGhra4t0CDAYDJHvjxs3bsT8MsAEMA7s3btXmM1mYTAYRFlZWY/vbdq0KfKXe+HChUIIIR555BEhSZKw2Wwj5i96c3OzePfdd8Xdd98t3nvvPdHS0iJcLlek/YXFYhHz5s0TmzZtEkII8aMf/UhIkiRuvvnmEVMNKMSXH/Jf/e+mTZsijaS710L94Q9/iFTIHa+KdDg5ePCgeOutt8Qf//hHsXbtWuF0OkV7e7uYOXNm5Afct7/9bbF7924hhBD/8z//IyRJEvfdd9+IWQ/GzwN+HnSL98+DyspKcfHFF4tp06aJjIwMcdVVV4nVq1eLYDAobrzxxh5LRH71q1+J6667TkiSJGbOnDkipoeZAMaJvXv3iueee074fD4RCATE1q1bhdfrFUKEG+R2f/B1t0O47777RHJysrj33ntH1Afe4V544QWRmZkpDAaDWLhwodi5c2fke3/+85+FJEnisssui2KEg8vlconVq1cLn88nhBCiqalJXHLJJUKSJHHllVcKTdPEPffcI3JycsQLL7xwRM+wkUBVVXHPPfcISZJExv9v7/5jqqr/OI4/DxhMJ1cvMmbRzIXzrkWgywAHCA5n0Mp0q9id8aPxRzM3ytVaLEe/tmprs7Qt+4MlSDMUbZkt+SNXAxdqzC3U+BGikbaGkEDQFIHP9w++95OYgfVF7td7Xo+NcTj33HPeXC6fvc7nfM7ner2mqKhoXMh5/vnnjeM4Jj8/P4hVTj21B3+l9sCd7UF/f7/p7e0dN8axtLTUhr/HHnvM1NbW2sdSUlLM7Nmz7cnBrUwB0EUCZ3d1dXUmNzd33Bu4r6/PTowauPPp4MGDIXPp63r8fr+9xPf999/b9V1dXWbt2rX27HdwcDBken8CRkZGzK5du0xmZqadG8wYYy5evGji4+ON4zimsrLSGDM2aW53d3ewSr3pVq9ebQd9By5vjYyMmMbGRnuDwNNPP22Gh4dD6n2g9mA8tQfubg8Cf9PTp0+b+Ph4Ex4ebh599NFxd8bX1dWZuLg44zjOdT9t6lYTGpP8yA1xHAdjDJ2dndTW1vLuu+/axzwej50b7ciRIwDk5ORw1113BaXW6dDf3w9AWVkZiYmJDA8P09/fT2lpKfv37wdg/fr1zJo1C8dxglnqTTEwMEBdXR1vvvmmXTd79mxiY2MBOHbsGAApKSl2XqxQMzo6ysDAAAAvvvgiPp+PS5cu8cMPP/DWW29RV1cHwJo1awgPDw+p94Hag/HUHri7PQj8TX/99Vc6OjpwHAe/309WVhYAra2t7Nu3jwsXLhAZGWlfl1uZAqDLOI7DqlWrSEtLo6amhhdeeIGenh6qq6s5d+4cAD/99BODg4OMjo4Gudqbw4z1fBMfHw+MNWxDQ0OcPHmSkpISPvroIwAKCwvJzs4OZqk3TVhYGI888gjJycns2rWLTZs20dnZyZYtW+jq6gKgr6+PoaEhjDFBrvbmMcbg8/kA+OqrrxgcHKS2tpbNmzfz6aefAvDSSy/x4IMPBrPMm0btgdoDUHtwtejoaObNm4fP5yMvLw+ApqYmysvL2b59O1euXGHdunUkJycHudIpELS+Rwmq1tZWOx3CHXfcYWJjY+1dTlVVVcEub1p0dHTY7vzExER7t19g7NM333wT7BJvutbWVjs9SnR0tB347TjOuHEvoay9vd1+HuiiRYvse8JxHFNSUhIydz1ORO2B2gNj1B4YY0x3d7dZtmyZ/f/fvn27WbdunYmIiDCO45jVq1fbqXNu9XGQCoAu1tbWZtLS0kx0dLT9J3/77bftIGA3aG5uNkuWLDGRkZH2NSgtLTVHjx4NdmnTpr293WRlZZn58+fbufEC433coqWlxSQnJxuPx2PCw8NNVFSU2bp1q+ns7Ax2adNG7cGNtQehNv7vWmoPxoJw4KTw6mlgHn744XE3B93qHGNCvD9XJtTd3U1bWxttbW0sWrSI9PT0YJc07S5cuMCpU6cYGBggLi6OpUuXBrukaXfx4kXOnz/P+fPniYuLIyEhIdglTbvffvuNn3/+mcuXLxMTE8Pdd98d7JKmndqDidsD89/Pig11ag+gvb2dLVu2cOLECWJiYkhISOCVV14Jmc+IBlAAFBEREbnGyMgIIyMjhIWF2eAXSicBCoAiIiIikwil8Ae6C1hERERkUqEU/kABUERERMR1FABFREREXEYBUERERMRlFABFREREXEYBUERERMRlFABFREREXEYBUERERMRlFABFRKbBwoULcRznf5pLrKKiwu7j1VdfnbriRMR1QudD7UREZJyzZ89SUVEBwJIlS1i7dm1Q6xGR/x8KgCIi02Dv3r1cunRpWo959uxZXnvtNQAKCwsVAEXEUgAUEZkGy5YtC3YJIiKWxgCKiGsdOHDAjqnbvHmzXf/kk0/iOA6RkZFcvnwZgObmZrttXl4eMPbh8Dt27CAtLQ2Px8PMmTNJSkpi69atjI6OjjvW340B7OnpobCwkDlz5jB37lwKCgro7u622y5cuPBv66+pqSExMZHIyEgWL17Mnj177GNZWVmsXLnS/lxZWWn3WVRU9G9fMhEJEeoBFBHXSk9Px3EcjDEcOXLErm9oaABgaGiI48ePs3z5crsOYMWKFQAUFRWxc+fOcftsamriueeeo6Ghgerq6gmPf+XKFXJycmhsbLTrqqqqaGpqmrT23bt309LSYn/+8ccf8fv9JCUl4fP5Jn2+iLibegBFxLW8Xi8JCQkAHDt2jNHRUbq6uujo6LDbfPvtt+O+A2RkZLB3714b/nw+H5988gkHDhwgNTUVGAtou3fvnvD4O3bssOHP6/VSXl7Onj176Ovrm7T2lpYWiouL+eKLL8jOzgZgdHSU8vJyAN5//322bdtmt8/NzaW+vp76+npefvnlSfcvIqFNPYAi4moZGRmcOHGC33//nZMnT3LmzBkA7r33Xk6dOmV7/gLf586dS0JCAmVlZXYfGzdu5M477wSguLjY9iZ+/PHH9nLx9Xz22Wd2+fXXX6e4uBgAj8dDTk7OhHUnJSXZsBcTE8OhQ4cAaG9vB+C+++6jp6fHbh8bG0t6evokr4aIuIUCoIi42ooVK/jggw+AsZAXCIAbN27k2WefpaGhgd7eXpqbmwFIS0sjLCyMtrY2u4+SkpLr7jvwnL9zdU9jSkqKXV6+fPmkdWdmZtrlefPm2eXe3t5JnysiokvAIuJqgfF8MBYAAz19K1euZOnSpfzyyy9UV1djjAHGegxv1ODg4A1v+08niPZ6vXZ5xow/z+UDdYqITEQBUERc7fbbbyc+Ph6A+vp6Ghsb8Xq9+Hw+2xP33nvv2e0DgXHx4sV23ddff40x5i9fp0+fnvDYgeMCfPfdd3b56htO/hdhYX828dfelSwi7qYAKCKuFwh1HR0d/PHHH6SmpuI4jg2Ara2tAMycOZP7778fgPXr19vn5+fn8+GHH3Lo0CGqq6t54403SE1N5Z133pnwuFdPzFxWVkZFRQU1NTVs2LBhSn6vq3sJDx8+zMGDBzl8+DBdXV1Tsn8RuXUpAIqI6117WTcQ/K4di5eSkkJERAQAjz/+OAUFBQCcO3eODRs2sGrVKvx+P2VlZRw9enTSy7FFRUV2guju7m6eeuopnnjiCaKioqbk97rnnnuYP38+AGfOnOGhhx4iIyODL7/8ckr2LyK3LgVAEXG9q8cBwp/Bb8GCBcTFxdn11wbFyspKdu7cSWZmJnPmzCEiIoIFCxaQnZ3Ntm3beOaZZyY87m233UZtbS35+fl4PB48Hg9+v599+/bZbWbNmvWvf68ZM2bw+eefk56ePmWhUkRCg2M0YlhEJGiMMX+5AaS2tpbc3FwA1qxZw/79+4NRmoiEME0DIyISRIWFhTzwwANkZGTg9Xo5fvw4mzZtso9PNI+giMi/pQAoIhJEnZ2dVFVVXfexvLw8/H7/NFckIm6gACgiEkR+v5/h4WFaW1vp7e0lKiqKpKQkioqKKCgo+MfzA4qI3AiNARQRERFxGd0FLCIiIuIyCoAiIiIiLqMAKCIiIuIyCoAiIiIiLqMAKCIiIuIyCoAiIiIiLqMAKCIiIuIyCoAiIiIiLqMAKCIiIuIyCoAiIiIiLqMAKCIiIuIyCoAiIiIiLqMAKCIiIuIyCoAiIiIiLvMfLPrQzMg8TOYAAAAASUVORK5CYII=", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 17.591\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e8950221ca934815a983ad078d00207d", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 22.901\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "253ae0527338413a82a272f321b92c18", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 55.442\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d6721758d59c4855ae8ea38d0a2abb52", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9), ('weight', 100, 400)]\n", + "Viz.show: Filtered N = 300279\n", + "Viz.show: Target = [('diabetes', 'yes')] , Condition = [('state',)]\n", + "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 5\n", + "Viz.show: Controlling for ['weight', 'income', 'age']\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 481.738\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6621f6edad694b368bfc85d8a191f903", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 8.795\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b116ae6917354c79bada9ddb5c20f7c2", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 23.322\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "165c27a6d00b4395b72712e7e9049448", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 28.637\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e934ec932aee43ce8097cd218d9c8cb3", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 36.909\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c767661ccdfa4e479943ef72c3d6892b", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "viz.show(probspace=ps, targetSpec=[('weight',)], condSpec=['age'], \n", + " controlFor=[], filtSpec=[('income', None, 9)], gtype='exp', power=1)\n", + "viz.show(probspace=ps, targetSpec=[('weight',)], condSpec=['age'], \n", + " controlFor=['income'], filtSpec=[('income', None, 9)], gtype='exp', power=1) \n", + "viz.show(probspace=ps, targetSpec=[('weight',)], condSpec=['age'], \n", + " controlFor=['income'], filtSpec=[('income', None, 9)], gtype='exp', power=5) " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 302114\n", + "Viz.show: Target = [('income',)] , Condition = []\n", + "Viz.show: Showing graph = Univariate Probability Distribution plot. , power = 1\n", + "Test Limit = 0.1 percentile to 99.9 percentile.\n", + "incr = 2\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e3a1ccbf11c045ae8301f9446f21b99f", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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", 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"nTests = 248\n", + "Test Time = 102.943\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "15bd3ed1d3f84575a0c75741f6a54fed", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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4w6RSKXRdxzRNhoeHeeCBB3jiiSf4oz/6o0ofrvKUMEr18TyPQqFAEASThqgrCS/PZACc7FhXss1sKo3jt8nlchw6dIjbb7+9sk15X6rSqChKNVMBsIokEgl+//d/f8Ljb3rTm0ilUvz85z/n9a9//SKcmbJQXNelWCwShiGGYUwa3K61CuBCmSyAlQPyVNXG+ao0lr9v2zamaWKapgqNiqIsKhUAq0xvby9BEOB5Hq7r4nkeZ8+eBeBrX/sa999/P77vo+u6urlUESllJfxJKSt/3/kMbgtZAbxWwuZ8VRrLgfGpp55i1apVtLW1VfY135XG2ZyjoiiKCoBVxLZtbrnlFizLwvO8yqjfnp4eAK677joADEP92auJlBLHcSgWiwghxoT7+QpTQogJA4meSQsZAOf7WDOFxvLfaPw5zFRpHL3dbEIjlAYCGYahJvhWFGUClQSqiK7rnDt3bsyoX03TqKmpYfXq1bztbW9b5DNU5puUEtu2sW170mAxPgBeaSBcyHBQ7UFktlXFq6k0livCP/rRj7jjjjswDGNOlUZQq8IoSrVTAbCKmKbJq171KkzTJBqNEovFiEQitLS0cPPNN/OsZz1rsU9RmUdSSorFIo7jTBr+YPLAJ6UkDMM5LQm40M2y10oT8LVsNpVGYEwFECb+bq+20qhCo6IsTSoAVpl//ud/HvPv0Rfuud70lWuXlJJCoYDjOOi6PuXfdT6bgK+lUcBL8VjXiqmm3ZnObEJjOp3m8OHD3HLLLdOGxvLn8dP9qNCoKAtLBcAq1NPTwwMPPMDPfvYzbNtmx44d3HXXXdx4442LfWrKPAjDkN7eXsIwJJlMThvq56vvnqoAzo/F+B3OR3iaTWgUQlQGmI0+/ujzmWxVmNlUGsufx4fG8Y+P315RlKmpAFhl8vk8v/Zrv8ZPfvKTMY9/7GMf44EHHmDfvn2LdGbKfCiv69vR0UE8Hqempmba7VUFUFko48PbfFQaRz82PjQWi0UOHz7MjTfeOKvQqKbdUZSxVACsMn/7t3/LT37yE1atWkWxWGR4eJh9+/bxxBNP8I53vIOvfe1rxOPxxT5N5QqMXtd3sv5+k1mK08As9LEW2kKFjPmsAM72eFd7rLkMhpFSkslkJq2AT7X+9GSDosZ/rUKjslyoDmFVonxR+853vgPAl7/8ZZ7//OcjpeRLX/oSN9xwA9/73vfI5XKLeZrKFQqCgHw+j+d5U07wPBlVAVQWynwEwCs53mQfmqaN+dB1vdJXtvxZ07QxP1Nuog7DkCAIKstmludUdV2XQ4cOMTw8jOM4ldH3tm3jOE5lG8/z8H0f3/cJgoAgCAjDsKrf1ChLkwqAVaJ8cRkaGiKVSnHTTTcRiUQAWLNmDZs2bQJKcwUqS4vv++RyucqcbuUb3JUEwCu9QVdrKKvmvo2LFcgWShiGV/V6nmtoFELQ09OD53ljKoMzhUbHcXAcZ0Hn0VSU2VABsMq0tLRULjrRaBQoVQP3799PLBar2ht5tfI8j3w+TxAEVzTB81KtAKpqydKzGIFzIWc1KA+oGr3KzmxCY7nSqCjXGhUAq8yuXbtwHIeOjo7KTfS1r30tJ0+e5Hd/93dpbGxc5DNUZst1XQqFwph1fcuuNgDONWBVc6VsoS2lPnlzPd5CWujnB3OvOo6vMCrKtUS9IqtE+aJ0zz33sGrVKh599FGklNTV1bF27Vruvfde3vrWt6oBIEtAeRWHcvibbN3maq8AKldvMQLZQoacxQiAC/0cFeWZpEYBV4nyhfCuu+7ipz/9KS0tLWzYsIGdO3eyefNmXvjCFy7yGSqzMTr8CSEmDX+w8AGwfG7K0lLNFcCr6QN4NcdUAVCpFioAVhnDMKipqeHChQusX7+e5z3veUBpfkBd1yv9ApVrz0zr+o422wmel2oFUDU3X71qb5JdjIojqAq1Uj3UW5kq09fXxxve8Aa2bt3Kpk2buP/++0mn0/zjP/4jf/3Xf01vb+9in6IyifK6vo899hiFQmHGef4Wowl4IalQNj+qeRTwYow6BlQFUKka6pVcJYIgAOAjH/kI//Ef/0EymURKyX333Ud3dzcPP/ww733vezlx4gSAmpLgGlJe19e2bQqFwrwGu6VaAVSu3mL0kVMBUFGWDvVKrhLlm3NPTw8Ar3vd67jrrrsYGRlhYGCA5z73uUCpQqhcO8pLuzmOU+nvt9wD4EJajLBZrQF3ofvkLfTxrrYJuFr/7srSpfoAVonyxWXr1q1omsZrXvMaTp06xXe+8x2KxSK1tbUAlZVAqvFmvtSUw5/rumNWJ5jPvn3jt3Ndl1OnTmEYBpFIBNM0sSwLy7ImfD260lHNfQCr1XKoAC5kNU5VAJVqowJglSj3GfvVX/1VPv/5z/O1r32NVCoFwGOPPUZ/f/9inp4yzuh1fUfP8Tfb8HMlK4HYts2BAweIx+Mkk0l836dQKDAyMjJm5YJydwLTNCuhMAxDisUiJ06cmDQwWpY15YjlK6EC4NKzHPoAjl4BRFGWOhUAq0R5pYgHH3yQM2fO8IEPfADXddE0jfe+970EQUBLSwvr1q0DVHPEYiqv6+v7/rxP8DzVdsVikf3791NfX8/69euJx+MYxuT/+wdBMCYQuq7L4OAgtm1XQuPo73ueV7kZjw6E4wPiZP+erJpSza9NtRTc/FmMJmDV/KtUExUAq0T5xjIwMECxWKws+yaEIBKJEI1GedOb3sSznvUsQDVjLBbf9ytLu40Pf/DMBMAgCHjyySdpbm5m48aN+L4/7c+Ul7MaPWWQrutks1l27tw5YXspJb7vjwmEo8NjoVAgnU6P+X75HAzDmBAOXdfFtm26uromBMbJfmdLzUKuBLKQqn0aGDUHoFJtVACsEuUL0w033MBLXvIS2tra0DQNy7JIpVLcdNNN3HnnnUSjUXzfV2tULgLP8ygUClOGP7iypt3pOI6DbdusWbOGjRs3XnEomO54QohKc3EikZjV/sIwnDIwliuN3d3dY74/vso4Vf/F8Y/NdNOu5ubmpVIhWwrHUwFQqTYqAFaJ8oXpJS95CS95yUum3XZ0099idBRfjsrhb7J1fUebzwmes9ksp0+fxjAMNm7ceFWDK+Z7YIamaUSj0UknJr906RIdHR3cdNNNlcdGVxnHNz+XQ2Mmkxnz2HRVxtF9G8MwZHh4uPK9aqgywuJUABf6eNUcOBXlmaYCYJXJ5/N0dnYShmFlVQnHcSo3zPLXg4OD7N69m+c85zmLfcpVz3EcCoUCwIwDJebStDtdUMxkMhw4cIDW1laGhoau+sa12PMAjq4yzla5yjhZYHRdl0wmQ7FYJAxDDhw4MKHKOF2Fcfy/Z1sZUhNBz5/FmHZGVQCVaqICYJUoDwL5/Oc/z+/93u/N6mfuvvtuFQCfQeV1fY8ePYrrumzfvn3GG9Z89AEcGRnh4MGDbNiwgVQqxeDg4ITzmquluDzbdFXGsmw2y6OPPsrznvc8pJQEQTCmOXp0YLRtm2w2O+Z7nucBpWA/mwEwYRji+/6ChKVqr5AtRh9AVQFUqokKgFWifGFqbW0FoL29HSklpmlWbk6xWAxN0zAMg2w2y6233rqYp1zVxq/rC7OrxlxtH8ChoSEOHTrEpk2bWLVqFel0etLtriRgVftKIEIIDMPAMAzi8fisfiYMwykrjK7rTgiMtm3z1FNPcejQoUoonKm6WH5spuUBF5sKnFNTwVG5FqkAWCXKF6Zbb72V//zP/ySRSFRuZoZhIKUkn88TiURobGwkCAIaGxsX+ayrU3naFcdxEEKg6/qsw9PV9AEcHBzk8OHDbNmyhba2tsp280FNzjw5TdOIRCJEIpFZbf/QQw+xefNmampqJoTFcheNcmgsf398lXG2g1+W0jQpV0I1ASvK1VEBsMq0tLTw4he/eMLjw8PDvOc972Hbtm2zbiJW5q4c/mzbHrO6x1wC4JVUAPv7+zly5Ajbt2+vVIHnsr/ZHG+hLMXm5tkqvyGYbYURnq4yjg+M5X/ncrkJ1cfRbyIeeuihKSuMk03mfbXPb6EsdBOwGgSiVBsVAKtQNpvl7Nmz9PT0kE6nMQyDQ4cO8bGPfYy2tjbCMCSVSvHqV79aXdTmkZRyzLq+5ZvTbKt65W3nuhJIb28vx44dY+fOnTQ3N89qf3MNPdUcyq51c60yQmm+yZ6eHs6cOcO2bdsmhMd8Pj8hTEKpyjhdk/Rk3ytfP5ZDxVFVAJVqogJglclms/zpn/4pH//4xyd8T9M0Ll26xO///u+zZs0aXv3qVxOG4TXft2gpmGxd37K5hKe5VgAvXbrEyZMn2bVr16RN+pPt70pumos9CrgajgULF2zLU9/ouj7hTcFkpJTT9mXM5/MMDw+P+f7oJQMty8L3fTRN4/Dhw9MGxqlWoJkrFQAV5eqoAFglyhfDzs5OPv7xj5NKpVi5ciWGYRCNRgmCgMOHD1NTU8NNN93E9u3bAdU5eT6EYUg+n5+wrm+ZpmmzrgDOdlshBL7vV8JfQ0PDlNuNDh1X04ldVeWWntn+/z16gu3ZGj1i2vM8Ojo6CIIAy7LwPK9SZRwdJoHKBPWzXS7QsqxJn0d5Ts2FokYBK9VGBcAqU75AXX/99XzlK1+hWCxSU1PD+fPnufPOO2lububb3/42w8PDgFoS7mpNt65v2TNRAezt7SUIAvbt20ddXd1V72++zms+VHvYXMil4J7JY+m6TiwWIxaLAaV+qEIItmzZMuX5jB7YMr4JerLAOLrKOD4cptNpLMvi4sWLEwLjTPNtXgk1ClipNioAVonyBabcT2jHjh2V/n6aphEEAYlEonIBS6VSqknjKvm+T6FQmDb8wfwHwI6ODrq7u9F1fdrwN3p/8xEGVB9AZTozBaQrrTJONlra87zKZPcXL14c83j5POYymbdpmjNeC9X1Uqk2KgBWmZaWFj70oQ+xd+9e4OkKX2trK+973/sqAXEhm06qke/75PP5adf1LZtLE/B0AVBKyblz57h48SLbt2/n6NGjs9rffKjmfnkLaaFD9EIPyphvuq6j6/qkk3kXi0USiQQbN24ccw7lJQMnqzQWCgXS6fSYx6aqMo4PjNlstrKk4zNVZVSUhaRSQJVJJpO89rWvxXVdOjo6xqyfettttxEEAT/60Y9wXRdN07jzzjsX+5SXHM/zOH36NJlMZl5X94Cpw6KUkjNnztDT08O+ffvmNFik/PNXc7Oq5mbZan1eC20xVuYYf7zRSwYmEolZ72eqwOh5XiUw5nI5fN/noYceGrNk4GwqjOV5WRXlWqJekVUmm82yfft24vE4vu8TBEHlQlmen840TWzbpqGhga6ursU+5SWlXEUIggDf9+d1dQ+YfMoYKSWnTp2iv7+fffv2EY/HKRaLcw6AV0P1AZw/1dIHcLLjLaT5en6zWTIQ4OTJk7iuy86dO8e8sR4fGIvFYiU0lr+/fv16duzYcdXnqijzSQXAKqPrOpcuXap0zC6PFi1X/FasWIHruiSTyco2yszK6/oWCgWAZ2R1j/K2o/crpeTEiRMMDQ2xb9++yt+sXPmY6Sa4FAMgqKrcfFiqgexaPp6maWOqjLOl+g4q1yIVAKtMNBrlHe94B9FotHKRKhQKPPTQQzz66KO86U1vYtOmTRiGMaeJZZez8ev6luf5m+/JncdvG4Yhx48fJ5PJsG/fvjEVitk27U4VAK9kIujZHG8+qP6G86eaA9lSWgpOBUDlWqQCYJXRNI2/+Iu/mPR7ra2tdHZ2ct999y3wWS1dk4U/mHu/vrkGwDAMOXr0KPl8nr17904I67Ot7M1XBbBMrRyzdCyHCuBCLwWngpxSTVQArEKDg4P4vl/5cF2XdDpNLBbjH//xH/noRz+KYRjqgjaD8rq+juNU1vQtm2sFcC4TQZcn7bZtm7179046bcZCB8D5DpIzHatam4AX+nlVcwVwMSqOc2n2VZRrnQqAVeh1r3sd+XyeMAwrAfDUqVMMDw+zYsUKoHRjUJWcqU21rm/ZMzG5c/m45bC+d+/eKW84cw1kSykALrRqfE6wONXaag+A6g2zUk1UAKwi5Qvid77zncqyS2VCCFasWMHb3vY2tfbvDKZb17dsLs26s93W9326u7uRUrJnz55pp42YSwVwPipqC90vr1pDGVRvv8NqD2RqKTil2qgAWIVe+MIXksvlSCQSWJZFNBqlpaWFG264gVe84hWAejc7lZnW9S2b68jembb1fZ+DBw8ihCCVSs04Z5iQDjFtaOag5OXY6X8bsycH7ffAFd7AqrUCWM039Gpvkq32PoeK8kxTAbCKlC+GX/3qV2fcVl3IJprNur5lVzIKeKoblud5HDhwAMuyWLFiBb29vVPvTPoYvV/AGvgCd9Tl8C/8iLD++QQNL4bLf1Nt4GdIqxGMONEn72N9eB5OPkZ4/p8JGm+mK/USCi7EYrExE9eWPyZ77qoP4Pyo5ql0qj0AXs2b5mp+o6EsXSoAVqFy2Bh9A9B1nTNnzmDbdqV/2549e+a0Lmc1832fc+fOEY1Gqa2tnffVPWDyG5bruhw4cIBYLMbOnTvp6+ubdr/G0Nex+j9BEL+eocEcjdoprMJjyO6P4tXcgTS2ETn1YYL4OkJzNUGslXTOpZZeNGcArftBNslvk49s4kLjyxmSDWMmsy03c40PheW+iBcvXiQej1cei0QiM4ZlZfFUcyCr9uMpyjNNBcAqNH6AR7lS9b//9//m4MGDxONxOjs7OXXq1Jh1NJer8rq+Fy9epK2tjbq6uhl/Zq4VQJhYkXEch/3795NMJtmxY0dlklkpJVpxP6HeBNaap38gKGD2fQpBgFF4kqaojh/dhRTbwRvAHP56abuYhl48i144T5Daia/FcWpvxHNctEIXSTFAjXuCnd3vQ0ZXEmx7I6y9CyklQRCMWdmg/OE4DgB9fX1jtpksMJaXwIpEIhOWxyp/f6a5C6u1AggLuxLIQlpKFbmlcDxFeaapALiMbN26FcuyaGpqIp/Pq5VAoLK4exAEc17d40oqgGW2bbN//35qa2vHrCdshp3srPkwkb6jSBEnNPcQmHsJ6n8Lc+Cf0fyhp/crAiznAFJECKM7keEmhNOPNDKIOg9cH714kAYzQsHTCAp5zLoNOMEa9JHzaAyjOd1oB99L+NTfEa65G7HrLRjxOPF4fMxzkFJy/vx5du/eXXndTBcYXdcln89PeGx0YJwsHFqWVVm+MJfLzSowKlOr5gpZtU88rSjPNBUAl4HyKNSPf/zji30q15Ty0m5SSgzDmFNVb66TO8PTldhiscj+/ftpbGxky5Ytle9rxf+hzX87Bb2RIPILaO4xdPenaO7PMYrfQjg+oZ5CC7Jj9y8d9OKTSC1OWLsdLd9JGEiEHEbEfXQCUvYhgngdUm9E5C8RtGxCaCZ+/1mEPYCwchgX/g15/quE9XsJ9/0pJFonPIfRz1kIgWEYGIYxITBOZqbAWCgUGBkZwbZtwjDkpz/9aeWmO1VYnOxjroGxWquNai3g+T+eqgAq1UQFwCqSz+cJgoBYLDZhomchBEEQjLlIzzTStFpNtq6vEGLOoe5KmoDz+TzHj/w3O9Ycor5xL7g5hMyB14018v8QuCSti+BdJDRWEejXI7w+9OAU0jQII6uRbgICDb8wSER3nj5OWEAvPoE0Usj4FrRsAT+MIvwsuhmgRwfBGyaIt6G5Q4hsFzTsQDpNyL4zhNJDMyVi6OcY//0rhLF1hNveAGvuGPM8rtRsA2Mul+ORRx7hzjvvnFVgnKzCONvAGATBVT2nuarWsAmqCVhRlprlmQCqTPnC9MY3vpEzZ87wK7/yK6xYsYLh4WFe9rKXsXr1agA1/x9TL+0Gc1+xY7qRvQCEDwH7EKIUdnK5HMeOHeOmTV8naR5EFr+F1HdAGEcEw4RWM07QRlC4SCpyCS24iBZcRGoNBNFng++hBSfByCGj2wiCHJ5WjyCG7vYgKJaeR5hFt5/At2rI2LXU6VmkFoUQkDa60Q2ym7BxLSLfjVboI0w1Edo+oeciAgeJQLhd6E++Cw7+LeHKOxFy54KOAp5rhRGoTHzueR6O44z5ulAokE6nK30aPc+rBMAf/OAHz1iFcbFUe5PsUjreUni9KMuPCoBVZMuWLXzrW9/iHe94R+WxtWvXsnr1avXulenDH1z5wI5JL+7yHxHcD9JAyBY2tm/h+HGX7e29JM2DpX1gI4InAQiNzUg2INwCwgzwozcjfIEIz6OFl9DdR5AiQWhth0ADOUwkNoKnNWEGDlKLEtCCCKNo7lkEHobM0BDJ4IQ1SHMd0eJxhAkhCURQRKMTGQeZaEWMZDEMh1BqSK0GfA/pe4hAA1lEO/cNXqB9g/Bn34Ab3w61a6/iLzGzKw2a5cA4W7lcjocffpgbbrhhQoWxWCxWAmP5oxwYpxvwMtngl9GvkWoOA0slkF0JdQ1Vqo0KgFWgXI36sz/7M1760pdy3333cezYMQYHB6mpqVns07smTLeub9lcV/cAkNr3CFmNYAeCyzcj+RWEvL/0tfCBbtrbu1m37keIUCdwQdgw+gy08BRwCsOoIxuuIKJHgCGQLQTBGgQ+IjiN7v0ciUlo7iSdXU8sHgO9lzDSAr6FZp/FM+opFHVi0ThWcI6IloHgEGFiBVJrRc8cQRgSKSyEHyKCXmRKIMMEIu2iyRGkEITUEHpe6SbrFxFSoA8cQ/zgtcj4CsL1L4PN917x5NJTWcibevlNQG1t7ay2n65J2rZtMpnMpIGxHAhd1+XkyZOVSdqn+piP30G1D5JQAVBRro4KgFWi3Gx2/fXX88ADD3Dp0iXS6TRr15YqNcv5wjXTur5lc+3XV1PXAdZHgRgyeBYySADdCDGI5FkQhIRBL5rWiaaHpZykB4QxDaIQhDrCDdDssBIGNUZorBlBylNIcycyrAPNRQttJOsRQQgaaO4RahM+rrYFKVdCGEFqRZxII4WcSV2iE7Q6QmMVmaxBPBoS8c4DPQTJVUgaMHJHETqgA6GBIAd1EHo+wtHQvTTSAimThK6FHxpYWhG8AIYvoqU/Die/iGzci9z7exCtv7o/1BKg6zqxWGzWI+jHB8aDBw+STCbRdX1WgXG2TdKTvaYXo79hNQcyNQ+gUm1UAKwioy9ObW1ttLW1LeLZXBtms65v2dxGAbts2/UvCBECeTD+G/Q6CLYgg2ZAx2cIx3cwtespDBeprUmh63kQHQitAHqAjEEQ1Uph0NPRbBtNgiBABE8BIPW1hPpqhK4hZbFUtQvrydg1xOIegnNIYyOerRHaNrFkE6FhACm0/BFqE5JANBGwGsQK8HswgkPImvVImUDLHkNoHmggA4FmhmAGyNBHODrC9tGiBvgWMogghQVBHk3zoTAAue9D9yPI2o2w7RWw+tlX9TerpnkAxwdGXddZuXLllHNNXm2FcfRHeVWbS5cuzSowXq2l1CfvSqgKoFJtVABUqtbo8Deb1SrmUgHE+DTxWP+4HYyA8RjoTXj2SqS8iGluxDJjOO4QoSnQhQXBWghqAR3CcyD6QfOR0YAgouEHGpofR9g5dBkiwgsILiBFEqltBRHDNzYR+EPo/gBoLTh2jDC4SCQVQdMEWqGbMLqZMLmTbDZPLZ1oOIQig9STBKxD6M0I9zxh7QYIDLTcSYQuQQcpQQRALICYj7R9tLyHZphI6RKKKGEAeA7CDNCCHHLwIOGPjuCxGn3j7XDDb6JZkSv4y5VUY8Vlpud0tRXG0YNfygNiOjo6Kqu9+L4PTF1hLK/uMr6P42yCz0L+vcpvEFQAVJQrpwKgUpWCIKCzs5N0Os369etndaOYbQVQcgm0L5IdWUMi3oBmnASt+PQGYgAzNkDgt6LjQ/gTjEgLMmxE6joYGhIXETpABsEmkFGEcxEphxG6j7RyyAiEoYnwkwhboIdDCPkEEgH6VqQmsCPtyFAQ5i9SawwThhuQmkYYb0EKA71wnAgxitY2rIiFnj+GzkWkrgEBIMEXSCtJUHc9sv8chpkpNVcbktDR8buTyKKFMANCPUCPueiGj9RBmim8NIggRAYQ5uNABq/7m4infoL+Wx9Cj8+tH+pC3tRnHMxzjZsuMJ4+fZpisciuXbsqj4VhOGWF0XEcstnsmMdGB8aZVngJggDP8xYkKJUDoGoCVpQrpwKgUnWCICCfz5PP58lkMrO+aM92EIjU/hmER6qmG+gGGQN/H2gFJCcQWmkfutEL9EK4jiDUicefAGkA2yC0kEIDYztSCoQcRhr9CJkin4+TjBZB5hEESG2YMCkIpY7wUwinDi04S12tixs0ksvVkappwTM3I7wRtMJBBIIwkiCIb8PO5UgFHej5PGF0Ox5xTPsEmt9ZavbVCgh8ZGYQ9DhOfynkaWaId74eDfB9DePy79FPJ9Fq8+i6IPQFYTZGKQ16pdIhGkKHIJ2Fz7wZfuuD6HVNV/S3VK7cZIFF0zSi0SjRaHRW+5guMLquSy6XGxMgDxw4AJRGY8+2D+NsK4zjzwsWdlm9qwm2Kjgq1yIVAJWqUl7XNwxDDMOYfZMus2sClgyB9p/jfrAIojS1i2vXo2lrMa0+0LpL39fOk6wH312PLqIIDpcGXshakJtA5pACMG4mCEKEcRaMTOl4MgVBgPBsIACRRkZHCNAI3Bh2waI2lUPTupDaNgSSoOZmkBI9fxjdyZEiiqdvhGgdmn0Oy+8mNNoIIs9CFM+C5yL7W5BuE9LOgFvALyQJhiNY8VIFyLBCvLyJEStlvDAXhZiHe8lCyACpG8jAQEQ0cBwEGhohfrqI/PTv4V//Qqw7Xz2rG+FSr8pVk7kExh/+8Idcf/31xOPxWQXG0RXGuQbGhW4CXoyKo6I801QAVKrG6HV9DcOY09q+MLsmYKl9sTSHyxQi0TRwqPSPYCuQBHECtBy6da60j3A7BD5CdIB4ojQfjFwLoY8mziOFRqA/C0EIwVk0Y+DywQWEBqXOdyF6xCbZ1AOhJPQi4GeQWhypDSNCizCxjoA6/MxRYsERyEOoN+PFbkIEg+j2CWS4DUbiiL79CMCPbYPcCAKJGfdxsxGslIPQJJoZEvoCgYbM6+R6kkQud/ETgUOo1SA9By0Wh2IRTYdQF3hFgfHkA+RPHCP+e3+5rG+iCzm4ZTEGZei6/oxVGD3Pw/M84OlVjB5//PExfRbnq8I42XMDVclTqosKgMvI4cOH+fd//3fi8Tg9PT3cfvvt3HvvvVVRafnud79LPB5n586dlQEfcxnVCzM3AUsOI+QJZLAFRBdohel3KE5f/kGL3MhmIlGBaZ0B7djlEbe7IMggRDeIC6BfQGo6nlxJlDxwHKG3EHJzqXk1PIWmZ0vVQ0SptTUANBChje6fQ3gSAh0Z24TU65AEBKZFTttNTNjozklEMEwQ7kUOrUHrPYQ0YshoE8IeQJcDBIT4xQhW0kWzQry8gZnwMaI+TjqGEXcIPRMrJimOWMRqSjdlPczgunGQHlo0AXYB3QoJfB3fNtA5R/6Df0T8Dz+AbphT/9omWXdYmbvFWJt3rq60STqXy/Hzn/+cdevWjRn8ks/nJwyKgacrjKMHuYz/uty/cbLAWL6OXEmQXOrXVqV6qQC4DARBgK7r7N+/n/e97320tLTQ19dHGIZVEwD/6Z/+ia1bt7J79+7Kc5nTqN5ptpd4ID4J4p9BBKXpnmUN2eH1CFGD5xVJ1YboxiXQ8pPs2CVZc/byzhohWAfiEuiHQNOR4W4I+hCiDyECamo7gU6QKaRshrAfTZxF6i3YznqKxTS1yYtowkdqEjMdR3NyEEo0KZAEyOKJ0hx/gBR1eIGOpAE/uA2ZczH7jiOFQVizFi1zAZlcDfYAwh4gDGqwagq4mQhW0sMeSKCZAbolsWqK2ENJonUF/IKJEQkpjkSJ1ZWqoqZVwMlGsWQRrATCzWMlQ5wRE9/WMCLdFD7wB8Tf+mF0y5rDX7h6LMYgl4WwENeRcmAsh822trZpjxmGYWUE9FTrSU8WGHVdH1NBLFccL1y4MGnFUS2zqSxFKgBWqdEX4/LF6a677uKBBx4gkUjg+z7r1q0DqqNfSzQaxXXdMTeDuazsUd5+0sAoPlBqxg1vBTwgC6KPVG3H09vIJITrIagBqYGwkSILWtfYUCgGgcHS18EmoBbEKTCLl4PgBYQYubxtFsR+0CCUq3GdeoQ4S11dDkkdmeGVRG2DaLi/dAqaSRAIdEqDMaQHwgSTDPQX0QwdbegoYWwt0kgg/DyQI9TjaCOnCJt2IQYOYaZyuEMxNEMSeoJIfYFCbw2xljSaBlayiJu1MOIeliYJbJPiSIxYXREhIJKysYdjRGpyBJjooU+k3sROR3G9JKbRT+EDbyb+1v+HHp04enUxKoDV8CZovMWoAC5knzwhxIzH0zSNSCRCJDK76YimCoyFQqnaP35pwKkC4+iPeDxemZBfUa4lKgBWqckujK2trbzwhS8c81i13PgikQiu6455bD6agCUHQPwHCHl54EYNyM0U8itw7DpisQTRmAZIEJnSYBC9ADKOkOsg2A6+JJ/LYloRzKj7dCgU5y4fxAS5A3DAKDA0tI76mgGEGB0cu7CiXUipEfrXY6YNmoqPE5AkMK5D9w8j8MCI4cvd6P4Tpb56TkAufR219hkA/MZ9GIMHcWt+AWP4AMLuQzbuRPaeQKRPV5qCtYiP0CReOkakvoiVsrEHUsRbsuiRAN+2kIGGBKL1BfJ9Sex0jGjt5RBYa2MPx4nW5Ql9HQ0bK2XgpAWencBMDJP/wFtI/NGH0BOpOf+9ldmptgpg2TO17NxUgbFQKHDhwgX27t074TxmqjDm83kVAJVrkgqAVchxHE6fPk0qlZpw4clms/z4xz9meHiY2267jfb29sU5yXkWiURwHGfMY3MNgOObgCUeaO8vhb/KRhkQTxBPgWY0o2tRoBdBLci60hx9QR5oBCwQLohBoqlBAn81QtaBvxqkjRD1SGEgRQ60DtByIOsQQKi1oFED4QnEqEEnQoRYaR/dPkkhWEPCuICUFwj0m9GDRxGyiCYOE5j/C937GUIzidjdlZ/Xc4fw4+2Y2ScIGm5BH/wp2sgRwpbdaP1HkcnVSHsAM+lQ7KvFqiviDJdCoF+wcNJRIrV2qSm4P4VVnyewNayUi5uO4mRiRGqKaLokUmtTHE4QaygQBBq6nsMwo/jE8fJJzHiG/Af/gMSbP4Be3zDm7wALU8Gqhjc/U6n2CuBCtlxMNQXMbCqM1fwaU5a2pd/2p1SUw8vDDz/Mrl27uO2223jkkUcAKktGhWHIF7/4RV796lfz1a9+FaiOzvbRaHRCAJxrH8CJFcDHgZGpjxnrx4w8BVovUgMpPKATQQZBiEAgZA4he9FCgSY9IASRBC2JFBIEiFAgvBDNWYXmtSMCHREYIAs4/haGRtYjZem9ml7YgVF8CiFzxPRuCuFWhMygcQRf+19IaSCkjcZjBMbNoJmYKzL4+uV+kdJDaFlCI4Hmniao2VN6PHeCMNGKNnIK2bATAKvBwckkkFLgOzpmXRFnJIlXMBECrLoixf469IiHEXcRpoZTjFLMlCp6uhlgpiSF4brSvICBgRm1EcInlDpuPoEu8uQ/+jb8gZ4Jv99qeF2Ot9AV94UOHwvdBLxQruZ4KgAq1yoVAKtI+UKTTCYB6Ozs5Dd/8zc5dOgQuq7jeR61tbX88R//MQBPPXV5rdkquNHORxPw+MAouAURfheCbyL9v2Cw/y5y2XVIOW4EqwhAHAPtIGgGUmxG4gJPAueBJLa9iiBIIRhEcADB8dJ8gPICCA2065DaBqRIYGgOWtCJ7p9GczqpiUYR4c1I9waM4aereZrwiWsnCKwbEDKHLp4g1G5GygRCOmg8Riiuw5cptBU2oX55gmq3j7BmNRR7EYYgTKxHBA7CFITCQMueRUYa0Q0bicBqsHHzrRgRHzNlU+ytIwwEuuVjxGzcTAxESLQujZABfk7HHin17bOiBQzDodifAALCQBCJZxG4BL6GV4ihU6D4sbfjXTxf+TsoV2+hK3KL0Qdwoahl4JRqpF7RVci6PLqyoaGBCxcu8IpXvIJz585hmqXg0traimVZnDt3bjFPc15NFQDnYxCIDFdw5PAqzpy6l4jxZUT4PxD8Exc7f51i4VaQrU9vLHKg7Qf9FFJrRYq9SKLE4+eIRo8BXUA9sAvYg8C8HAafQPBTBD8jkezFDxsYzqxHGO0YmBjZDJH0U8hIgpCxS6vp7hME1l6QLpr2BCHXEbICgYvQfo7jrsAN26DNITQuL+2VO4xs3oeefYKQNqRVjyh0QfMWhF+EeD0SiLekKfbVY0QGyPY3EG3MoycFuYuNQKn/X+AaCE2WwmLKBiHxihHsTGlqj0htAc0MsIcT5d8okZSNbgQEroZXjCCETfFT78E5d3LWfy/l2rPU+wBeK8dTlIWgAmAVKgfAO+64g7e85S0cO3aM3/iN3+Dw4cP09/fz0EMPjZmFvxpM1QewXJmYjckCYxAEHD58mGKxyN69e7EsC4GFYDeD/b/E8MCfIMJvQfBfEPwNhK8CeT3ISGmqF+0J0PoouqspOluRxIBhSpNFHwB6gCZgN3A90IymBZjmJerqzhHRXAz3FGgDSL0Fwk7CaJ7AaGD0qerufqS5BaSGpu9HhqsI2YLAI548jhekkNo2WOEhzdLIRS13kCC1CUMexgs3IzUTbeQpgoYtaCOnoWk3QgQkrqtBq19BGIng2xZmMoNm6BTSKwGIt2Qo9qcwE0XMpI1u+chQ4uWjONkoQkCsvoDQJPZIgjDQ0A0fs1bDsAJ818C3IwhcnM+9H/dEaVWVaqhML6aFrsjBwjYBL/Q6wKoCqFQbNQikipQvvuVJVWtra/nQhz7EyZMn+a//+i/uvvtubrvtNh5++GEANmzYsGjnOt8mqwCWfx9hGM5qnq7xTcBBEPDUU08RBAF79+6tVFAn217QAvwiyF8EeXkACSdBHAKeQtOfxLIugIwh5S6QDnAKgQQGLn+U2HYd0EZUb0BzHkPgAkUwIDQaSpM960P4wkJzA3RR6t+peccIjbWIII9mPIX0dhJq+9DEk8TjJ5DhbqS4Hq31APQKhAeayCGlxEhl8Qt7MJ3H0ewLhJE6xMhJZKwZLXMCkbyVqDxK0dlKUhwi1KM4PR6OVkMklSHaFlIcbiWSGiRSnyfsryHwwc1FKVX8HKJ1eezhOE42jpUsYloj+CKBGfHxnNKlSLN83K98hIb2Zy3oIJCFCpsLPbXNQh9LNQErytKhXtFVqFwBHBoaAuALX/gCd999NxcvXuTLX/4yXV1dNDQ08NrXvhaojnkAp6oAArPuBzi6Auj7PgcPHkRKyZ49eyaEv/Hbj1dq2t2JkK9AyPfTcfr/0XH6kxD+ObAXtARoKy83EbeN+dlodAQT0J2fABFCbS9SrLu83xEw04SRJFLXkNGAQDcr1UDNvwBCII2VCPMwyJB89jqQIUJ/CgS4zk5ki4uMeAj7IsVoKyJ7FI8AN349ws9BIoX0HYjUIgEjPEHOXYNVaxMkbyCS7MNqsAgS2wiCGJY1jLAkvl+LiEex6gM0vbRusJuL4eYsdDPEqnFASrxcjMCPEKsvICWYER/fNQhdHUHIlnOP4D36w1n93ZSpVWsFcKGbZKtluixFGU1VAKtQNBolEolQV1cHQF1dHf/2b//GO9/5Tg4dOkQkEuGuu+7ijjvuWNwTnUeRSATbHrtGbzkAzrYSUq7oeZ7HwYMH0XWd3bt3T1k9nMsoYyFEKRxxI8jnXq4SBsBpEIcoFE5TKBylof4Cdj5FitMIIYEsojzRs2hHinpEeAohchCBIIygawGBDporEFIiwgGQBUJzExqHQN+MndlKtO4cQj9I3ltP6Gwg2nQWBiFhH2PI3E6t/xTDl9ag16+gLneOochaGtKnGYm0U2t3IKw6goKD52pErRT6KhPvZAfOmhuIuj8l3jhEfmAVhtmLnohh2CZ+GAe7gJONgwZW3CX0NfxCBDdjYqQMYnUFCiPxUiXQNjCFD5ok/MG/UvQdYr9476x+x0vFQoeyhTxWtTYBqwqgUo1UAKxC9fX1fP3rX2flylIfLSEE8XicD37wgziOgxCiUiWsFjM1Ac9G+QK/f/9+IpEI11133bRNx3MZZDLZABOBDmxloL+Rw4eb2Lnz9QjNpPvC59iw4iim1YUQvU9vLzsQsgOJRajtxrEzRM0OpAVIk1D3wQXdB0EBzTtFaO0injhInq3I7Gq8SB91dWcJwj2I3DpoOI8chnq3gzDaTkPCx+1IELY2U+904SbWUlO8hGc10OCeY7CwjUSqj0xvI/X+adJ17ejd5xlJbGJl7CSiJc/I0Fpqkl3ozSbBJRtPi2GGRZxsCqFliSQdQl8ndA18L4bEJ5K0cbMRzGipOdiM+EgpcX/8dWSxSPye35jV71kZqxrDZvl4S2UQiKocKtcq9ZamChmGwQte8AJ27doFQEdHB93d3YRhWFnHsjwvYLWYah7AuUwFUx4UE41G2bVr14z9BudaAZxs24GBAQ4fPsyOHTtobm5GUMdg7lmMyHch5D1ohbUIdw8y2IGUpalVBC5a+BQxqwMvaCDUbkCKBqQlkAmNIC4INEAG6O4B8uF2EokTpEOBkYsS0o6uHyCsbULkm6DGh0gGTS+AO4yxvgl/pBF0C1OkQTcx4/UIAlLNBQxjA3XtKfz4L9BUnyYqfOqiddjRnST8PuKtBkWxCdEQhfYaZF0U20ohZEBxOInrWERrCwg9BNvGK1rIUGDESqGv3CdQSEnogffod8h/9Z9m9XtWnrYYg0AWqkq2GPMAqgqgUm1UBbDK+b7Py1/+cvbt28f9999febzaFi+frA8gzD6kOY5TmRdx27Zts7rYz6UCKISYsO3AwABHjhxhx44dtLS0jD1novg1b4LEr2JkPo6RfxDQkOYmQrMGqQ0C57GMIQiHkGhIbRsSE8ERhBmU1gK2JUntKMN2O7V1HSD2oA+cwKvbiaH9nLDxF9D6ish4AYqnoPZWtMEnCOJ78dmB4e6H2s3Qf5pcbCOp4llcswnhjxAOmoQNSSJb6nEOnUau3UEQXU3cPoYTbseQcaLNJsW8i2xZRTCSg54u3EIjQh8mWl+gMFKL5ge4xQhWwkboOoSiEgLNiE/oCdwnf0RfVyf9z/qlCWutlt/UlL/Wdf2arbpU68jmhX5eizENjAqASrVRAbDKGYbB448/vtin8YybrAkYZjcZdLFY5MCBA9TW1lIsFufcZ3C2247e7+DgYKXyNzr8Tdiv3oJf/16C5Csx0h9Cdx9DK83igi9rKIatxGoSoHUiwuMIQIoUobYBLTyETJWCYK3oAGMLwj+B17gFc+AQYcNNCB4jbL0Jrecg0vIR3k8IG5+HmTuP2xEjXHcjeuZxwuZdJAZP41kNmNo57HQ71hoHpytFxD2GtmoTYfdp3NZ2ItoQkZoBCt0pos0jRFe3kj90CrGiHRI1kM/gxVehRQeIt3gUekxEGOA7cax4HicXRTAxBNb3nSV54Ifknv/rlXVWR0ZGKuuuOo5TqdRMFxJH/7usGoOZmgZm/qgAqFQjFQCXAU3TCIKgqkeyTVUBnKlKVygU2L9/P01NTWzevJmenp459eub7VyKo4NoOfxt3759QviDyauF0tyK1/QJAvshjMyH0fxzGCJDSs9AHiQCaawlNJtAzyPkEdBDPDeBKfIEKYHwT4FsQAsv4DVdhzWwn7D2F5D6fsIVe9B6DiB1icaPCY09mJuTeE+dQezYicgdxzEaEEYcCp2YTe2EdhK9zscXe4kYXRQv+ZBP46Z2Ec0/SrR9BU5fikhkhOi2NpyuYfTGJoJijnB4EEdrIZboJbm1jvyJYaQf4oYNWKkR3LSF0ASGNTYEmueP0fSD/yD1+rdN+L1JKfF9f0wgLH/tui7pdHrMY57nVX72pz/96ZQhcfSHaZpX/f9QNf4/WO3TwFTztVNZvlQAXAYaGxuJRqP4vj/pdCbVYKoK4HRVunw+z/79+2ltbWXTpk0IIealX99U20opK+Fv27ZttLa2TrvtZMLobbiRZ6MXvoYY+XsMkS79DBLhn0fzS8upSREj664EM4oW7UUXaaQmITZEEAjwIGjdg957gDCxBRk9SbjievTeg0hCtPgR5HAT+uYdeKfOYa1vRXPyGHYGmnejDx7Ez23FaAiwT/ehr4ljbV+Be+QcJOtw4zdjDj+GHt2N77Zg1rh4ZgARAWs3EXScJBzsp6itJBZ2Ed+5jsKhTmTBxrHqMGpzBBkdIRgbAn2Bf+YwmU/8JTW/+44JvzfTNDFNk0QiMeF3N+F3GYYUCgUefvhhtm7dShAEleBo2zaZTGZMkCw3O84UEkc/tphdLap53WHVBKwoV08FwGXgXe96F/X19ZXwV40Xs+kqgJOFtFwux/79+1m5ciUbNmyo3EzmMmhkuqA22Xk4jsPhw4fZunXrlOGvvO20+xUGQeLXuDh8PbHiF2iLfw/BuAEwskiN2VH6hw1uoR5Dc5BGAWlJiAzgB8PItjUYl04i/TbCVA9+y3UYfYfBdaBxBH3wCEFiFW6vi14ziJtsIzJ0AqINWEkPp6+GyNYU7vkikbpTaPVNhF0nCFZtRUtswwoukL+YQtNqiLYnyP/8FNq67bB2I8GFM4T9Pdita4gOniO6YzP20XMI36Uo40SiLtIp3ehLIVDHjASEoSDoOEn6I++l5i3vvuIgoGkakUgEKL1JMoypL4dSykpAnKzCWA6Loz+g1Nd2dCAMw5COjg4SicSEvovzUV1cLNU+L58aBaxUIxUAl4E3v/nNQGnQQXlVkHe84x3E4/FFPrP5M5cAmMlkOHDgAGvXrqW9vX3C9lcztctUCoUCmUyGHTt2sGLFimm3nXVlUSTozP8qDet/DzPzMbTif11eWWQiSxsufeEDHkgkoeET6OcIV5uI4S6M4VrC+hr85q0Y/SfAzkMDmJGVeEcyFPQ1pORpZO1WRBhA+iR6ch/SNRCWxNO3Y60axh4G2Xcer7YZkTSIb6qhcCpPrN0let067ONnoG4ForEFOdhH0HsJu2090ZFTmOvb8c51YQKk6gndNLoMLlcCA3xXx7ACZCjxu86R/sA7Sf3Re9GnCW/zQQiBYRgYhjGr/2+klHieNyYkOo5DX18fnucxNDQ05vHyqPyZBriM/t5Mg12quQKoloJTlKunAmCVc12XCxcucOjQIb7xjW/wr//6rxSLRX7nd36n6gKgbdsTbnrjA106nebgwYO0t7ezdu3aCfuZS7PubMPi0NAQFy9eJB6Pzxj+yucwm/1WzlVfgVf/5xB/Be6lP6fGOjnDD4IA9AAILi9blwQ/MYzIpxHRvfgN7RhDHeDk0WKH0LfdTuTIcXKJHSTt08iwBpp2Y2Y7KHbWY7UnsZ86hb65BXPzOrxT50EGuPlVRLwjWGt24QxLIm02el2CMHAQuo60ouDaBJcuYq/eSNS/QNjcCP2DkM0TWbcCt2sIzS8iBOhmWAmBupAEfd1k/vod1PzJ+9GNa6d7w+im4tFOnDjBli1bJvy/N7q6OL7vYj6fHxMYXdcdM9hlqr6L5aZs27axLOsZDTDV3ievGltNFEUFwCqVTqfp6urigQce4HOf+xzHjx8HoK2tjT179hCLxRb5DOdXuSnP87wxN93RVbrh4WGeeuopNm7cyOrVqyfdz1ybgGfadmhoiEOHDtHW1kY+n5/1fmcbAMvbhWHI4RMhrvs2btieJpL7GFpwfnbHA5CXPydCRO5JoJEg2YTI9iN8ByP+Q3L11xO70E24cxuaP4AcPglWDdaGWvwhE2vbOryuDJHWYbx4DDnYjbZmG562D8s/jF9owc+uILI+SuHx8+hrtyIicYLOswAEXZ04a9uJ1PaSHTHQPQe/Z4jolpU4p7sRbhEhJLol8X0Dw/DRjZBgeID0//1jat7+fozY0nxTo+s6sVhsVv9flquL45ucy8GxUCjgui7ZbJZMJkNHRwcApmnOuu+iYRhzClhLqUn2SqhBIEo1UgGwypQvVH/6p39amfevqamJm266iW3btvGLv/iL3HPPPdTX1y/ymc6vaDQKlObzGx0AyyGtPPhi8+bNlRVSJjPXJuDpth0eHubQoUNs2bIFTdPI5XLzst+ycgCUUnL06FFs22bv3r0I08SNPwe98O8Y2X9AhCOzOi4AIYgQBEOlxuSEjiwGiBBqNxyk+NQ6OH4Jc3McGtYiXA89fRDf3gTJemTg4PntRDcVsZ/qIuw8jmjbjJ/cRnRdhsKh02jb1xK9rh37qeNoa7bC+i0E50pVS//CeWhvh9aL0B2CXcTr6CW2Yx3Fw2cQvocgRBMQEEUXdqkqmMuQ/r9/TO19f4WRSM3++S5BU1UXx3viiSdobm5m9erVU1YXp5pKRwgxY0gc/e9qn5hZVQCVaqQCYJUJwxBd1/n+978PlJaFe/GLX8zv/M7vcPPNNy/y2T1zyhXA8SOBNU0jk8nQ29vL1q1b56//3QzblquNW7Zsoa2tjf7+/nmfX7BcrTx+/Di5XI59+/Y9PcpbGASJVxDEXoTd8xFq5H+iiVlMWeODKNUCL/83gBhIGaD5AbFd53EPtOJ1xbBauwn1RkTTTqxUEftUH5HNLTgHT6FvXYW+ZiVBZzdy6CJeLonWGhDZuRbn7CDRLY3oLY0E/ReQVg3ayrWE3RdKp9DRQbGhgfqtEbxjF5GFHM6pbmLXbcY+eAykRNNDAt/FkyaG4eEWYjj9EQpv+zMa7/tj4qtnbmov/66hOucBLNM0jWg0WnmTNJ3xU+mMD41TTaWj6zphGPKzn/1sxul05mOwy2JUHKcbJKQoS5F6RVep9evXc+rUKYaHh3nwwQcpFArcfvvtbN++nfXr17NmzZqqekdbDoDjB4KUO9zv3Llz0jn3xrva1T3g6fC3efNm2traKts+E6OLbdvG8zxuuOGGyStCWooR7fWc7rmRvWt/iG5/d9r9ad7kN1UhABM0wyH67E7c43m8/FbMxEWknUXoJsaqVQRZDWP1CtzOLNF1OoFugFNApBpwegKiTefRko24PSGRDTUUHhtCr23ET6chVQvZ0rQ2iaEhvJp1RLa14xzvQOYzOGe7iVy3HefQUQB0IwRPMNjVCLJ0KXOzIZfe/kFqX/Fimu65bVa/w4W0kEHzSkLSlUyl43keAwMDHD9+nLVr1046lU75scmm0pmpujjZVDqL0QR8pddL1XSsXKtUAKwy5Yvln//5n7Nz504efvhhLly4wFe+8hW+8pWvYFkWt9xyC5/+9KfZsGHDIp/t/NE0DcMwxgTAnp4estksra2tswp/MPdBIOO3HRkZqYS/0U3Ncwl1s9lWSklvby++73PjjTdWAvBU+7P9RryGv8J3fxMj/UF07+AUW9cB6WlODtAl1s5BpP8Iob0KUYwgPQtT76DYE8Xc2I7f3YebX09key3O4Q7kQBdizXbcYpJo8xCFY8P4NZuI7FqPc/AsRvt2gnSOMJ+DsDQiVnacJ9i8CbN9FV7HRWRmBLdTw9i4Af9Mqd+gF6aQgYnv6uiWf/kmLRn+lwfI//wYq9/5umd8hPByVp5KJxaLoev6tN0rgGmri9lsdsJjULqmjQ+F2WwWIQSXLl2aECSficClmoCVaqSujFXqxhtv5MYbbwTg+9//Pl//+tc5dOgQFy5c4Ec/+hFHjhxhw4YNVXVhGz0ZdHd3N6dOnaKurm5OA17mMghkfLVwZGSEgwcPTtrPcK5zBs60bUdHB8PDw0Sj0Rmf3+hjS2sXdsOnIf894vb9CL+zsp0kCcHs+ikCCEOiJ7uQiS6EnyQsbMKKNOOeHcDc3o535Azh1na0pkbCgUFk53FYsR7fayN6nYv91CkiuzeXmoLPH0dr24hYu5Gg4+lRzN6p05hbN6M3NRAMDCFHhgg0HdHcghwewsk3IETh8hQxJtII0I0QTZO4J85w7nfez6r3/G9i66aed3GhVeNqGbM91tVOpVP+GBkZIQxDzp8/P6epdCarLs7mvKvpOqkoZSoAVrHyRevOO+/kzjvvBOB73/sen/3sZ1mzZg1AVV3UynMBdnV1cebMGXbv3k1vb++sAx1ceaWuHP42bdo0aRVkPieYvnDhAp2dnWzcuJHOzs4pt5tuf37kefh1d6Hn/xWR/gQizCDEegRHZnWOY/cPmDm0mgNoSR0hWvEyDWj1tXgdfUQ2N+AMAEhkug8/bWCtrsFY3Ypzqpvo9jUUBoaQIz2E0kJft5ng/KnK/r0TpzC3b0Pki8hiETnUj9a0gnDFTrwzvZVzMCM+vqfjFjXMqIemQ2jn6bzvIzS84h6a7nn2nJ+bMjvPRNicbrCL53nous7WrVsrj003Ufdcp9IZ/9hsl3xUlKVEBcAqpmkafX19nD9/nkwmQzQa5TnPeQ7Pf/7zF/vUnhGRSIRz584xMjLCnj17qK2tpb+/f04B8EqmgSnPLbhp0yZWrVo15bbzMQjk4sWLdHR0sGfPHoIgmNW5jj925UYtTKj9bWTylyH9SUT6xKzOb+rjAHqA2daN0dqNXNdI4fEavKEWzG3r8Y6fg2IO0bIO91w/kU21+P0ubneOyK4NOAfPYLStw7t0nmKihlg+U9m3d+w41o4deCePQhgiXZeRHoGxdg3+hadDsGEGBJrAKUYwTB/DDJHSY/BfvknmJ4dZ977XoZsT+5RV4yCQa7ECOF8mG5Qx16l0fN+fUF0cP5VO+THf9xkYGODs2bOz6rd4JVPpKMpCUwGwij3++OO85z3v4dvf/nblsV/+5V/mXe96F/v27VvEM3tmNDU18da3vpXHHnuM2tpaYG6Brrz9XJpqfd/nwIED04a/ue53qgDY09PD6dOnuf7666mpqWFkZGTO8wVOSq9FNvwfZHIQOfxDtPRjCG+wtHYwNsLvhWAAoc0+JAkNRHSQxP8aRNqdBIWNeMkU5ArIvvOl/oDdg0S3tWEfPI9Wsx29uZHg0nnM9u24nV3ISBTh2JV9ukePYm7bgX/6KNl8G+75PvT6GvStOwjPn0PaxdLT0SVa1MexDTxbw4o7GLqPd/YMJ37zvSRfdBdrX/2/Zv1clqpqXwnkao43erDLbDz22GM0NTXR1NQ0ITQWi8UxU+mMXzf61ltvJZWq7qmJlKVJBcAqdenSJd785jfz+OOPk0gk8DwPwzD4z//8TzzP41Of+lRlhOpSJ6XkXe96F8eOHeNv//ZvaWxsrHxvLoM65rp9oVDA8zy2bNkybfib634nC2x9fX2cOHGCXbt2UVdXN+V2s90fTFL1shqRrS8jaH0ZIncCre8baAPfRnjDSAxComihDUjQAE2WQqIpEcbk5yEEiJiPFjuBcbuO3x/FOdZK2HUc0bwOP61hbliNd/I45u5dBINDhOdP4McaMGMJ6Okasz/v+FGC9TeR/0FpyphgOIN0PUTzanTNI7jQcfm4kkjMxy0aOPkYuukTibmIwCH/wH/x86/8hIZfupk1b1i4ZuHy77saq0LVPg8glFoYampqZtyuvG50OShW26T7SvWong5gCkClI/TXvvY1Hn/8ce644w5e8IIX4LouL3rRi7jnnnv41re+xcMPPwwwp3B0rTp+/Dhf/OIX2bBhw4T+d1dSAZzN9ul0mlOnTqFp2pSriox2NYNABgYGOHr0KDt37qShoWHO+5zLsctkcivBhj/Gu/HbeNs+hGx8HgIPoclSdQ8QoUDzNbSiDhkDRgwYMSFtIPMm2AI84PKvU2gBZmuexHPOkrj9FEbdYcKBXkQkAYkY3qkzWDs3gQyJ+HlID6Kv3zr2xIQgfTiDtfs65OW+YWG+SNh9gcDXkKu2QLw0fYlAEol5GJZH4OkUsjGQYFoeieQIme/+mMde9FGiX76A3T3NyOclqtqbgK/VpeDK60YnEgnq6+snncZGUa4FKgBWqb6+PgD+v//v/+N3f/d3AfiN3/gNfu/3fg8oVQihOvo+bd++nePHj1NbWzthHsBnogk4k8lw8OBBVq9ePeub0JU2AQ8PD3PkyBF27NhBU1PThO2eqQBYoZnIxufgb/sAp1v+gfPWqwiTOyc5BggdhF4KiFooEZ6OsA3IGaWAmNUhpyOKGrrpEWu/QOr2JzET3yOypQGKecKRHFpTI5ZbRGusJzh/Em1V+9PHaV6L3Z3DPn4Off1WtOZmAKTrEXRdQDclxXwMfd3TUxxZEZ9I0gchcAoxnKKFYQTEEkVq6jJY50d46tWf58nf/hxDPz17Zb+nZW45rAVcjZVbZXlTAbBKje4gXR7BdujQocq6oNU2qi0SiVRGAY82l+AFMzfVZjIZDhw4wPr162lra5vziOG5BLZ0Ol1ZTWSyeQznumTc1Qr1GnrNO/Cv/zzu3n8nWPVqpNEw488JcfkDgZACEWilcOgYaA6YNQVi9d8neWMvZE+itzQjBWi9nZgbNhEO9iFqS8exvdIShmHBIezpxtPrMTZuunyCId7pM6Q21ZN+qhe5cjMiWaoG6sInXi+RgAwM7FwcAUSiDnX1aSJxh+L5QY6+/ev87MX3c+GfH13yb46quQK40E3Ai9HkrCjPNPWKrlLlaV7Onz9fWQLqK1/5Cn/xF39BIpFg585SFaea3tWOngewbD6bgEeHvzVr1lTC4myCQvnmMdvA5rouBw8eZOPGjVP21VyQCuC4/VTENxC0/wHeTd/B2/ExAqOdKz2EEIAE3ciRuq6bqPEdnNWlia3DzlPodXUIy4JonJHDTzfV+oNpTJEnf9FF33odWKUO/c6JM9TtXUH+RDeFdBS9fWPpB1ybRIOPsAyEAKcYxbMtzKhHMpElkcohhE+QKdL5mZ/w0zs/wvH3fgt3uHBlT2ycpR4op7McKoAqACrVRr2iq0z5IrVt2zYaGxs5cOAAPT09ABw9epSLFy/y1re+lec973ljtq8Gk1UA5zoIZKqqWjn8tbe3T5hDcbYhbLbbep5HOp2mvb192v6FVxMAgyCo9BedrUmPJ3Rk/S0EN38Vb+V9BMMRpH8FN+awtAKxEGDW2rStPUTq+m70RBFXX0GRNRTr9uIXxlau3c5eEm0GmcO9sGoL+uVmcufkOequayZ0PdIHewhbNyFqasDziEZzmM1JhAAZ6hSzcYQmicWLpGpz6LHLrxc/YPAHx3n83k9w8He/RObopbk/r0lUY1VuocPtYiwFV01vlhUF1CjgqlO+SO3YsYP77rsPz/PwPI/nPve5QGkamFe/+tWTrxt7hT7+8Y/zt3/7t/T09HD99dfz0Y9+lJtuumnSbZ/73Ofy4x//eMLjL3zhC3nwwQev6jymagK+2lHA2Wy2Ev7Wrl07Zt8wtwAYhuG0ncILhQJdXV1Eo9Exx5pqn+Vm5eluTuODW3newvK5lOcuGz2H2fjHIpHIzE3YG36VIDeEf+BBtOQARp0NZoiYzXuMcOz5C01i1mRJXZfH7Bui99g+8oMNJK7bQOFYB4wKr/apC9Rs28DIgYskr1uJWVOLf/YMzpkL1GxYQa6zSOHkJbSYRWrLJoKO0xjFfqI715I9NoCGxLMjCBESiTsIPY0rYtjFCMjSeeWOXeKp3/0SkZYUq3/7Zla8eNeSCAQLGQAXukl2qVQAl8LrRFmeVACsUqlUij/8wz+s/Pu3fuu3JmwzHxfRr3zlK7z1rW/lE5/4BDfffDMf/vCHecELXsCJEycm7bf21a9+dUwz7eDgINdffz2/9mu/dlXnAfMTAMdvn81m2b9//4TwB3Or6s1m22KxyP79+6mtrZ31BM+zMToA5vN5Dh06xLp161i9ejVhGFamqyh/tm2bdDo95rHya0UIwSOPPDJpQLQsC2vDbxAbvoT98GGsxixmawYt6SGMEIypw6B0dSZ7OpoREl+ZZl3zj7EHG+g+sIvYzp3YxzuQo15Hzomz1OxYT/pAF6nr16C3byHsOovb2UOitZFi2sQbzJM+eInYpg0Y3hD++QvUbG5l5EIerRgAGk4+hhl10eN5NOHhBEkCW1z+PYLbn+Xs332fjo/9mOZf2kH7m27DiM3fm6n5tJBVuYWuAC504FRNwEo1UgGwSuXzeU6fPk0YhpUbeT6fx7ZtcrkcGzZs4NZbb73qEPjBD36QN77xjbz2ta8F4BOf+AQPPvgg//iP/8jb3/72CduPnsYE4Mtf/jLxeHxeAmA0Gr3qQSCjty+Hv3Xr1k1ajRtd1ZvNfmHqG6XjOBw4cICmpiZSqVSl2X46s60qlgNgsVjkwIEDrFq1ira2NizLwjTNGSepLa/Jev78efr7+2lvbx8TGjOZzJiwGAa/wJ6GXmoGdPxcnEhLGr2uiLB8pAARCUph8PLLTgalaWWmo5kh8RUDbPzFH1PoP0R/5PlkjhSRhaf75/ldF4hvbCN7sJPkjlWEqZVYWg6vd5BIXQptZR1O9wjF071oUZPkts24504TSZpoTU04ncNoGvhuKdBF4zaaHWKHMXzfqkxnAxA6Hr3/eZDebzxF7b61bPjDO4ivrZ/hWSysah8EUs3HU5SFoAJglSm/U/3mN7/JK1/5yim3u/HGG3nsscfwfX/Ws+GP57ouTzzxBO94xzsqj5XXHn7kkUdmtY/PfOYzvOIVryCRSFzROYxmWdaEQSBXOhF0udl33bp1rFu3btJtr7QJeDzXdTlw4AC1tbVs2bKF3t7eee1XWA6ABw8epKmpifb2djzPm9MIZsuyiEajmKY57QTiTy+xdRvBV/8K0XWG4oVGIsUsWqqIUeMgA0Ho6+gJD8wAPG3mBFg+FzMk3jbA2qavYK9ZQddjOyl2Xf49eAF6cQirJUnu6EViG5qxcxHi6zfgnzuLEffQNzRTODtAaHtkDnQTXb+OoNCLmesjed1acocvVU4lCBMYVpG4XsAp+vgiSWCP+/tJSfqJ8zz5W/9EbHUD6373f9F026YpfzfVqtqnZbnSCqAKjcq1TNW0q1Rrayu6rrNp0yY2btzItm3bWLlyJZqmEYvFKusBX80kpQMDAwRBQGtr64Rjz6aC9dhjj3H48GHe8IY3XPE5jDZVBXCuTcCe53HgwAHWrFkzZfgDKk2is93/ZNXI8rESiQTbtm1DCDGn6V1g5mBRHuyRTCbZsmXLFd+UZvNz5SW2kskkyd/6v9C6EQQ4/TW4PXX4A0mCbBRNDwlzJjIdBUcv9QGUlD5mPAZoVkisqZvNd/6AjS/aT6QmV3qu2QKRpIuWsCie7SeUBoVLNlr7FkLXh6FLJHesqOzLPtePO6jDynb88x3U7lsJ4vJJBD4yMBGmRTTuYGkZhOaCPvH3IAC7a4gT7/wGP/21L9L3064J28zl9zgfFroJuJqngVFNwEo1UhXAKlO+SO3Zs4dvfvObJBIJdF1H0zTOnz/Ppz71KY4fP87tt98OLO471M985jPs2rVrygEjcxWNRhkeHh7z2FwDYLlJc/369bS3t8+4/VymWBkfFn3f5+DBg0QiEXbs2FH52802VM4mAAZBwIkTJwAqAbP8MVdznU5GCEHkt99N/qNvRytcIswnCWyLSHMGHAMRdxFRH89OYUbzl39KgpD4BQs97iL0qY8nBBAJSKzsZ8tLhyj21XLhJ9tx+0E0J5FFidubRkYNbBGgGw1EzTx6ZweRbatwjg+W9uNLsk9dIrpuDf5QmtrrmsmeThMWvdKBPB8tkcDSXTTNwS5KpBUhdCc/r/TZPI+96b9ovHElN37k+ZiJxesjqJqA5+dYqglYqUbqLU2Vqq+v55d+6Ze47bbbuOWWW3jWs57Fy1/+cj784Q/T3d3Nl770JeDqloJrampC13V6e3vHPN7b28uKFSum+KmSfD7Pl7/8ZV7/+tdf8fHHm2oewNmGllwuR2dnJ5ZlzSr8wZWv8RsEAU899RS6rnPdddeNqS7MZXoXmDoAhmHI0aNHK+d3tTewK5lPUDMtYq97O7bTRHHEwstbOL11uEMJwnyUYCiORhE3ZxH6GiBAati9tYQDSYLBBGE2gnT1KecZFBpo0YD46iG2vvRnbLr756ScPur3lAYhCduHPgctHsceMnCbmtE6uxAbx3Y7sM8PkO6wGc766I0hov7pNVzDvA1+SKSthljSwTQ90MIJ1UDf1wj90pQ2Qz/v5nu3f55zXzoyp9/ZfFno0FKtTcDl17yqACrVRr2il4lyM2AkEmHt2rXk86WKy9VcRC3L4oYbbuC///u/K4+FYch///d/8+xnP3van/23f/s3HMfhVa961RUff7yrmQg6l8uxf/9+GhsbiUQisz7mXAJmedswDDl8+DBSSnbv3j2hGX4+AqCUkhMnTlAoFCqTfl9tk+CVTiht1LVQ8+Z3EUYacPJR7GwEN52g2F1L6BrIXBzhaQSOhpMuhS6zrgAI8HVkIUI4nCDsTxGMxPAyUWQw8dJVCYKrhtn6qz9jzcav0fzseOmbfoh3doj4hlV4Z/NoG7YS6Rumbu8KpHj6OYlAIs9kcO0URp2GWD12gEzQn0ZEdIj7WBEHIsCoP5/rju1PK/2QI3/5U374kn8l35WZ8+9uqajmCuB8vYFSlGuNCoDLgJSyEjLa2tq4++67KxMMX+1F7a1vfSuf+tSn+NznPsexY8d405veRD6fr4wK/u3f/u0xg0TKPvOZz3DvvffS2Nh4Vccf7Uongi6Hv9WrV9Pa2nrV8wZOt20QBBw5cgTXdbn++usn7YM529BabsqdLJSdOXOG4eFh9uzZU5nzcbECIIDZ2kLju/8vYctGvKJJIRPDy0exe+pxRyLgG4hiFC0MKfSmMFIOnj2u6VQKcEy0okU4kMTubcHN1SADMaY6KHSJFvVJrBpkw75/ZfdvPo6VyoOE7FNdxLauJXu4m7BuNV7vEGKNhbDG/h3C3gxOh0O8voHU9avGfE9zA6y2NXj1a3GKFl4gEPVR0MALJg6oEgIK59P8z0v+neCrwxw9epSTJ0/S0dHBpUuXGBwcJJfLVabbmS/VPgp4oSpyqgKoVCvVB7CKSCkZHh4mGo0Sj8crjwshcByHEydO8Pjjj3Pq1Ck6Ojr40Ic+NOMUIjN5+ctfTn9/P+9+97vp6elhz549fPvb364MDLlw4cKEC+eJEyd4+OGH+e53v3vFx53MdE3AU92g8vk8+/fvZ9WqVaxfv57BwcErnjZmNjo6OnBdl3379o1Zr3m0ufYrHL/thQsXuHTpEjfccAORSGTOK35M52oCih6N0vKOP2Hg458hOPFzbF/H91wioSAoRIi0ZNEwsXSJ1x/DDeOYTNHRDjCxIQ+F9GoEeWKNGdDD0jrCRogwJOg+8aZL7Ht1L5muRk5//3pyhy8S39SK2zeEJ3TChpDa9TEKXTZB/unjST8kc6CTyMp6am7aQPbJc0hfYtSnuHQgg/QkkdYkGCkCTxA2txCN+9g9eaQ/McALgEdzdB85QPPvb0bfHBsznU65WXM2k3KXvzdd6Kr2QSALXQFUo4CVaqMCYBW5ePEiGzZs4L777uM973kPUFr14cyZMzzwwAN8+tOfpqurNDrxOc95DjA/F6g3v/nNvPnNb570ez/60Y8mPLZ169Zn5OYUiUSwbXvMY6Onahn/XEeHvw0bNgBXPm3MTKSUBEFAoVDgxhtvnHbqnasJgN3d3Zw7d459+/ZV3gTMZcLquRzrSvfR/OY3MPRvrRR/8F1kCKGnYyUMZLeB0ZDHTDgYhgAvS7qrDSMl0UWaSKo46WTRUaO0PnDhUiNaLCRakyZ0JK6XIhJPl6aaMUJq1vaz79U/IN3ZxOnvX49W2wahi+zMEuxqJr7Cxx4pTRg9mtM9jNMzQmrPeuyz3cjGFcjjQ6Xv9eYQpkbNdSvJdmTIdbk03LCK4oCN05NFeBMDrMx59L7/KM3PXs0vfOj5GDGj8vooB8LR8yo6jkOhUBjz73Kony4gll9v8Xgcy7Ke0QpWNU8DU37NqzCnVBsVAKuIZVn4vs/jjz/OyMgIhw8f5p/+6Z/4/Oc/j+/7JBIJbr31Vp797Gdz7733AtXVrDHVSiAwcRqHcvhbuXIl69evH7P9fKwdPJqUktOnTxMEAZs2bZqxj+GVBsD+/n5OnTrF7t27x0zufC0FwLKGX3sxudUrGfrsl4iQo5jWCeIGVqjjZW3iLVmMWEgklsbLRAmsNkK7HxkKNCsgUuug6WPXBY7GiwAU+xsQMUk0OYybS+FndOJNWTBDMANq2/u54XXfJ32hhXOP3oRXHyN3qJtYezOxRhs9UovdnR57wqEk+2QHkTVNpIfH/v2kF5Le30Vq5wr0qEH2ZB+xFTUETXUIXeD2p8G20UblBwEMPNLFd2/7Z3a+/dmse9l2DMPAMIxZzYk5XVhMp9M4joPv+xw7dqwSFk3TnFVlMRKJzPm6UM1NwOWwqQKgUm1UAKwiiUSCPXv28K1vfYv29nYymVKn80gkwq233sob3vAG7r333nmZdPlaNFkT8GQTMJfDX1tbG+vXrx9zYZ9rk+5sKoDnzp2jt7eXWCw2q0m353IO5eMPD5f6lu3YsYP6+voJ28DEEd9zDXPzfQNMPvsGzBXN9PzNJzBkGqTA93QiqSj5Tp1oaxYzZSM9gzAYxJXNiKBAzMrip00CUYs0BIaZw4o+XfmNRAsgoTjUTBC4JJvT5HrriKUK6FZQmudPD0itHGD3i7/L4Llm0unrGT7Qh5uKk9pYgxYzKZwZmHjSkTj5CwGxG7bid17C63t6YEf2SA+R5iQNO+rIX8wTZgKslnpCPYa1shZ3KIuwi+ijBp1IL+DQ+x7m3BePcNPHX0B85fSrspTpuk48Hh/T1WO8H/7wh+zdu5eampoJIbH8OZfLMTg4WPm355WmvjEMY9ZrROu6XvVNwNX0RllRylQArCKJRILPfOYzvO51r6OzsxPTNPE8D8MwuOuuu9iwYQPnz5+nubmZ5ubmxT7deTdTBRCgUChUwt+GDRsm3ETm2gQ8U1g7f/48Fy9eZN++fRw7dmzWo3vnEgDz+TwnT55k8+bNU/5d56v5dr6b7iPr17Lqr95O97s+SFAYxpIORV9DSzRAj45eU0AzfTTPJMIgPjEKmQY0USBaU0QEQCDIZ+tANzDiPlYkjRCSiJkFE7IXGzBqINQkzmCSeGMOfAMNCCXUrxwiVfcT1m4S+I5G5lI92Zpnk9yxgtzRsROaF+0Yxa4MRtIirG8l0liPd66b0C4FJ6c/hztUoO7GteQ6c2S7hmjY1sKlRwaJtsSxTTAKYEgXEfhoWmmQSP7sMD984Vdof+VOdvzxs+Yl3JRDkqZpRKNRotHojD9TXjpydFAc3Qw9PDw85jEohdHycRzHmTEszudzWwhqDkClWqkAWGX27t3L/v37efDBB/n3f/93Hn30Ufr7+7nvvvsAWLduHc9//vO5+eab53UOvmvBZCuBjF6to1Ao8OSTT04Z/mDuTcDTBcauri7Onz/P3r17SSQSc5rgebbnIKXk1KlTtLe3s3Llymn3eS0GQACjtobVH3wnl/7vR3AudGJEHfRQkvObiAUZ9KiNbviAwNCLaKKI5zdQHNbQzYBIysYyXcAFG5xiCt+PoccCIrFhErUFQFLI1qNHCuSHEkRqfAzDQbs8dUzuUoJozMH16mhY00+T9TUkGuF2i3RniuylRoqZFJ1HSyuOZI8PULunjWJGJzAaqNluUTjehZASGYSMPNpBcnsrZjJF/tIIzbsTjHS4yJEQc1UCI54i15nG1CSGdEp9G6Wk44uHufit09z4wefTsG/6uTSfCXMJi+U1oh3H4dSpU4RhSH19PY7jYNs26XR6TJAsN9vO1Pxc/mwYxpTBayH7AKoKoFKtVACsQlJKXvSiF/GiF70I13X52te+xre//W2OHj3KiRMn+PSnP82nP/3pqguAkzUBQ+mmViwWOXbsGCtWrJgy/JW3nY9RwN3d3Zw5c4Y9e/ZU+uPNZX6/2WxXbrJraWmZdsm68j7nwzM1slQzDFa99630f/ILZH+yHzPiYeBT8GqxXAsrmUc3baTUS9U9awhfjxPYGoUhHTMZYlqlPoC68NHNLPjgZyJ4YQwsE0MbJmJ42G4COwtCT5KoubwaiFkKFDErXeo3WDSI1+YQWkjDmgHq1wwgDMk2HiPTV0e6r55sfx3+mo30FGpIXwCzsY1o0sPu6Acgd6wXqzFO3bYVFLrzxJIeYVJQ6CoNMkmsTWLEdDKnRzAsgam7aIR4wzaPvPabNN+2lhv+7hfRI1d2mX6mK1flEcvldaI1TZtyAvVyWJysKdp1XbLZ7JjHygFvsmbo8rRG6XSaIAiIRCKYpvmMPderCYCqcqhcy1QArEKj+3yZpsnLX/5yXv7yl5PL5XjwwQf53ve+V2mOrKYL1GRNwGVHjx6lra2NjRs3Tvucy+Frtr+byap1vb29lcEYtbW1lcdnW12cbuRyWXkNYV3XaWtrm9V5XqsVwNGa//ersFa3MfDl/0KGGrrl48gUvmcQrdMxjQJOMYoVdzH0AmEM3GKK0C5QcOqw4jaG/nR/QCHA0osQFCHQyF6qJ9QsIok8MvRI97cSSwyTaMngDcbRNDBNB9O0yWdqsCIFzPDy3wMJRkCyLku8Ns+a686h6U/CTVDIJijkmhk8GydYs5bcRYNsh4Y7WMAbOUfN3nVoMQ3nbIamZ7fS88gQ+QulamKyvQYjqpE5NQIaRGIS4bv0P3SB7972z1x33/9izS9veUZ/7/Nhpv+vyuEtmUxOu5/xI6LHfy5PYn/ixAk8zyMIgjH7n6myaJrmnAJdtV0nFaVMBcAqVr7IZbNZhoaG0DSNl770pbz85S/n3LlzVXdRm6wCWCgUCIKApqamGcMfjO0zOJv5EcdXAPv7+zl27Bi7du2adDDGXFf4mOx8gyDg4MGDxGKxq5ovcK4WIgAC1L7oFzlfzJL85k8JQ4EeBISxBOGATqQ2gWkNURxKYCZ8zKhNNJHF9yLgBAQSPKsZUxvCsMbPfyiIxi43FfvgBwYiFGRy9ZiWh3R0Ygmnsm08lSUIdHKDKZKNWUorkxjgl2bQDx0NGQnwAx3DCGhc0UFTG8BR2AthWPrZXH+K3OAp4k1rKco4QTbPin1JBk/aeDmfXEcWgNTGWnRLI3NyGEkEMwqm43DwXT/m7OcPc9PHX0CsdfYDuBZ6oMRU81rOlRBi2hHRvu/z/e9/n1tuuaUy88Fko6Fd12VkZGTMv32/NHJ8fFCcLjSqJmClWqkAWGU8zyOfz1fm/jp69Chf/OIXeeqpp3Ach7a2Np7//Ofzyle+crFPdd6NrwAWi0X2799fqZLN5mY4uvo2G6MrgENDQxw9epSdO3dOusLJbJuXR1dwx994wjDk0KFDaJrGzp07eeKJJ+Z9YMlM57UQvPVr0H//N5D/8O94BRtT+shIBDImQbQVwxrEzUSxcynitcPoloOmg5uLYpLDJ0oxrZNoyqGJyauuhh5g6EUiJoShJJONI32deG2hso2uByQacmQGa9AN/3J/wjIN6WilleB8CNwoARBqEXSjiBVzqWkeoaZ5BOgEDrMTcN04Qz3t+Dsgl6lj4LRFbjhFrsvFcyxqNtchDMieHMGTEXRTIE+P8INf+hIbXrOb7X9w06x+hws5ETQs3Otj/Moc5bA43YjosiAIpgyLmUxmzL/LI6J1XScMQx599NEZ+y5ezaT6irLQVACsMvfffz9f+tKX+OQnP0mxWOTuu+9mZGRkzDaf//zn6ezs5I//+I/n7V37tWD0RNDFYpEnn3ySlpYWBgYmmc5jClNNmTKVcqgbGRnh0KFDbN26ddqRuLMdBAITb+BSSo4dO4bneezdu7cyovJKAuCV3KwXqgJYOV5zI6s/dB/d7/oQbu8wpgzxdEko4gRFCVoeXXrkB2qxEg5WwiZaY+O7BmFgEIm6OMMxiMeIRgYRYupz1zRBLOmiAdm+GnQzIF7/9ITQqYYsYQCDFxupbxtG0yb5O4alMKiHHvgGritw7QihBvG6IoZZChSWVaCuuZOIWSid076nd+EUImSHUuSGk3jXNVPM1dJ/TCM3nKKQi3Hys8fp+uYpbvzg86nf3TLz73CBR8rKMAA7DflBKAxB4fLn/CBYccSz3jgvx4Ire266rhOLxYjFYjNuWx4RfenSJTo7O1m9enUlHJaX7hvdjxFKYXR0RXH16tWVZTcV5VpTPXd/BYB//dd/5fjx4+zYsYMXvOAFjIyMsGHDBrZs2UIymaSnp4fHH3+c97znPbz+9a+npWXmm8hSUa4Alqd6aW5uZtOmTQwPD88p0MHcKoDFYpGOjg42b97MihVTj9y8kibgsvJo30wmww033FAJ7nPZ51xGN0+1j4UKgOVj6fE4qz/wp/T+zf3kD3WgWyEy5xJG4hhoOJ6Lrku8gonvpzCtNFaiiGYU8OwkhuEgvDy2VwsGxGIjUx7TijsUhxNE46Wbea6vBmGGJOpLffU0HRpWDlFIx8CKkogPTfsctFAnal2erDqnk3ejOESImB6x2gyZ4RXU1veO+ZlI3CESd2haPQB0lB68ufTJ93Tyw0mywymGPvMo6dY1rHvV7Yi6VZBoBX3sHJPzu65wCHamFOjy44JdYYgNg11YXhZ+lAM5xeusbg0scgCci9Ejoi3LYtWqVVNuK6WctLJYHrCiKNciFQCrTF9fH+vXr8cwDPr6+gD43Oc+x6233gqUmohvueUWnnjiiQnLpi11kUiExsZG7r//fl784hezefPmMdPAzMZctw+CgL6+PjZu3DjtNCww+ybgyUJoR0cHfX193HDDDWNuKnOtKo52JRNBL3QALH+94k9+j8EvfJWRbz9CqBkYAlypYSaShG4O37GwQhfbTRG4BnosJBLLEQYGvoxjiAL4UMjUI3CI1RQmOSaEegIorQISuRwERy7VEaLR0FYKfPHaIlBgeKSNVHIAw/Bm8Yw0IlZAhNJx/ZEYYd6hP70KIykAgQwkoR8SuqXJqoUm0bSw8tmIC4xYQEN0CG11P7pxCvGD76HpEik0iLdAqg1SK5GpNlrtPvR0G0Q2gjl586iUEpzM5TA3KtiND3qFYZBTryk9c+Mr4BVns9WMyq/3hezfONOxyiOWI5HImFV4qqmFRak+6tVZZWKxGBcuXGBoaIi7776bgYEBGhoaKt83TZNkMskrX/nKCYMUlrq+vj5c1+X48eO89a1vrVy053Nuv9Hy+TyDg4OkUinWrFkzb/sd3wzd1dVFZ2cn+/btm9B0Nd9Ty8xkofuVjdb4ql/BWr2Cvn/8Ol5Bosdj+LkCWrwGQyuQH4kQifmI0ERqFn4xSjSZxrAyeH4dBjkMYQOSTF8t0QYfyxi77u9kV8REqvRGKd1Thx/qNLQNIoSgrrYH246SL9RTW9M3p+eiaZCqscmno4iCh6fVEE8OYSZm8aZMABLwdEJPxw8h8HVEtoiR64a+PtAPs75oY/30KNIwkUYEzCQy1oIQIWL47NPhLvRnOuL8cCeG7itRbm5eyOZtNQhEqUYqAFaZ3bt3c+jQId797nfzwhe+kC9/+cu8853v5Ld/+7eJRqP8z//8D48//jjbtm1b1Jv5fDt//jwveclLyOfzvP/975+wvNt8r+9bLBY5cOAAiUSCmpqaWe33Stb47enpqcwnONn0GVcaAK/kb7/QfQAnk3ruLRgrW+n5q08RFAJCK46RtwmNCFYyJNsfIZZysAIXLWbhFFIEOY1E7TAIDbdgYMU8ojEXWZDkRQtWbATTuNyHS6ZLAWsS8WQpnGX7apHRGKlUL9GoTTRqk860EjVGiMQnn4ZoKnbGoKaxiMkQYUGQ9lZixgrE4yOz3oemgWYFQAD5pwNkEsAeYcxfzIjjZyX6hk1oCxn+ALwiUoYIcXVhaqGnZVGjgJVqpV7VVebXf/3XWb16NX//93/PPffcQ1dXF1/72td46Utfyt13381f/uVfUigU+OQnP8mhQ4eAxa3qzJcLFy7wK7/yK4RhWBm9Vzbf6/vatl3pY1hXVzfnASOzPYfh4WGOHz/OddddN2Y+wSvZ52Thbak0AY8X27KRNX/7Jxi1UaQb4LkWgS8InYBYg0Y+HaOYieNlQtyCjqYZ5AZbcXMGVtzFKVhIWTqGSZYgb5AvtBL4OpGEg+dM/744lnCI6yMUM3UMXmwkDAU1qT40M2ToUsO0Pzte4D89alTTJPHIEGZYJDvSSjrdigznN+gIvwBmlOD0STy5Alm/YV73Pz0J3tV3O1mMAFhtU2YpCqgKYFWRUvLiF7+Yw4cP86lPfYp8Pl+Zz648VUJ5KabBwcFJ59haqm677TZuu+02PvrRj066HNx8VQBd1+XAgQPU19ezefNmzp07RxBM3Tdq/HnMZdtTp06xffv2SaeUGb3dlQTA3t5eRkZGiMfjY6ayGP31+KrHtXQTNBrrWfPhd9H9ng/jXOjHdwQyEsfwbYyaFMW0jucYRJMOgetj1Wh4bhJvUBBJZggDCGUE03TQNIkWZHCLcTzXIHTAjMxcGbOMIlYtFAaTeMSpqe+nfsUwmcEUuhGMmzJmCtpkfztB1Cj1QyxkanC8JMlUH1Z0Nn0NZyFRD04BRgbxRyR6+y60/Flw8zP/7NXyCmDNqsfglBa6IqeagJVqpQJgFSnf5N/xjnfwmte8hscee4xMJkMsFqvc6DVNq8yFtX79+srPVYvJJoOerz6A5dU3UqkU27Ztu6IBJrMJa7lcjiAIWLduHa2trfOyz9Hb9fb2cu7cOdasWYMQgnw+z9DQ0JgRjFDqLzo6GJaD8cWLFycExvl+Dc3meWmmyaq/eBv9H/ss2UePETohrhnD0vI4eiOeW8Qf0UjU2IR+iJmw0K0AO9+MLtOYCRvXLYVAIUDHR7d8stkk6cEWPE+SqLOJRbPTnkck5hEhjZNNks3GaFo1iMBnsLuR+tZhNH3q14cZmT7UWYaDZTiErklvTz3x2gKpy6OSr5SIxkc1CwuCjtMEsSTGynWIgaNXte8ZzcNAENUErCjzQwXAKlO+cba1tfHLv/zLlccvXbpEoVCozE1VrSZbDu5K+gCO3973fQ4cOEA0GmX79u1jBpjMtll0NudR7luo6zpNTU0z7nOuAXB4eJhjx46xbds2mpubJ50PrTz/WTkQjl+Cq6urq/K90SsrjK8kTlZZnO81W4UQtLzltZirv83QV38AXoCvWUQiefKFKELo5DM6kZiNDH00Q8OqgyBIITMmmukgowaaaWBeXkIuXl/ETgsiUY9sb4Ks1YBu+eA5RGJFEjV5JnsKpunS0OBSHI5S9Gupb+qlmIsS+AY1jZlJzz9W68AsXj6aFtLQlAEkA51NENFpbOrlSrrT9Z8s0DS+O2kxh38mh7ZqG3o4AIXZz505J/MwEGQpNQFX05trpfqoAFiFRl90Ojo6+Id/+Ae+9a1vMTg4SFtbG3fffTdveMMbZjVydakZPRl02Vz7AI7fvrz0mmmaXHfddWOqAfNZASw3L7e0tNDX1/f/s/fm8XEd5NX/966za7RZsizvq7wv8h4CoQQCAV5oKU0DJSGlYWsKIbwNCZAAAUKBkrrwC4TQhKUsCUvKWxpIS0wTspHdm2RJlmXL1r7Ovtz198f4jkfSaJcniTLn8/HH0tWde+/M3Ln3zPM855w5Vfc6foXNzc2sXbuW8vLycR+X63+Wi1QqRWdnJ7t27cq+Bk41Odf7zPl5eHh4xHIns3UqRNG27WmR9rI/fzNq7UJ6v30ftmEhYiLJKpYhkU5J2DZomonPnyI9YCKXurEVEdNwIceS6KKF5g7icUeQRJOUEcAvDRMIJoAEpiUS0UsRRBkhJJBKqtgIuDxpfME4Yk4r1+U2cDGIFneTTPkIlA4y2F1OcEF0jGWMy50gHfMiSVMbDQCB4LkKYKi3lHjcQ9XigWm1h414+pxCZCysznYsWUFevgVh4Nj4nn4zhT57AljombxiC7iI+YoiAZzHSCQSfPSjH+Whhx7KLuvs7OS5555jaGiI22+/fYRn1Wxw55138vWvf52enh62bt3Kt771LXbvHj+yKhQK8ZnPfIYHHniAoaEhli1bxoEDB7j88stndRxz3QK2LIsjR44gCAKbN28ecyOYbgVwvHWdCmNJSQlr1qxhYGBgTg2ebdvmzJkzLFmyhEWLFo15jaaCfAbV00lWMAwjL1FMp9MjYrjS6XS2ytPZ2ZmXJOaL4PLt3kbtwgV0fekurEQaxSeQGBKRVdBSLiTJIKqLGR+/sIYpuQAdSwoQdEexYgYxswJZiKGqI+fhJNGiLJDxAUwbHoy0gseXwKWYpCIekgk3ti3gLbdwqyFEyUaRDRR/GCPlwtJlklEVnRLKywZzXlNIRN0ESqc/f+cPpPAHUugJlb6zCyipiFBSPnl7WJQmUSobOkbrCYTKZUheAyF8dtrHNi7mqAJYSEJWFIEUMV9RJIDzEM7Myo9//GP++Mc/UllZySWXXMKSJUvo6enh4MGD3HPPPbz1rW/lzW9+86xnXO6//35uuOEG7rrrLvbs2cOBAwe47LLLaG5uzps0omkab3zjG6mqquKXv/wltbW1tLe3U1paOotnnUG+FvBMRCCWZWFZFseOHcM0TbZt25Y353O6FcB865qmyZEjR1BVNdtenippnUoFUNd1YrEYfr+f5cuXT+lYx9sXzFw17giRJhMf2bbNkSNHUBSF6urqEUQxkUgQCoVGLHO2nSWF17wV/48fQg7FscRK0gkDV4mIlQIzJSNIMoqSylq26JpMXClHMSOo6TQ6PgzdwhLduD1jVasuOYmrLAnYhAf9WLZESWkUSbbABC3hIRl3IXg8WOk4JeUxgmVRTEMgFZMYsmrwuIbxnLOV0TVlzD6mA0U1qa4ZAmy626qQVIuqxeO3cB1fw8lgD/RgCALSyq2IoSYwpmdxkxdzUAEsdAu4WAEsYr6iSADnIZwb9JkzZ0gkEvzTP/0T1113Xfbvt9xyC1/+8pfp6OgYsf5Mcccdd3DttddyzTXXAHDXXXfx4IMPcu+993LTTTeNWf/ee+9laGiIJ598EkXJ3PxmQ0xyoapq3grgaGuYieCQr8bGRlKpFNu3bx/X0X+61i6j17Usi4aGBizLYuvWrdkbzVwZPFuWxdGjRxFFkerq6lndOAt103UIsKIoEyqg4XwE1+jKYvqj70b80YOosTiptJdU2EL2iwi6RSTuxy2JGLqEJ5DCLRnoURvDU4oWS+L3x1EUm1A4QGQogOIHVU3hdUdHzf4J51rEYBgi4aEAimoQKI3j86eAFHjBSKiE415Et4JoJlDtOLFwOZEhg6olfdj2XL2uApVVmVnD4a4yEkkXVUsGUNSRimZ/MI6ZcI1oW48L28Y82YIZKEde4EcYPDG7Q3yFzgA616kiiphPKH6tmYdwCIFTQRptVOwYCicSs78Ya5rG888/z6WXXppdJooil156KU899VTex/znf/4n+/bt4+///u+prq5m06ZN3H777VO2SJkIbrc7rwhkuiS3q6uLWCzGtm3bJrz4T6cCOPo4bNumubmZZDLJ1q1bR1QY54IA2rZNY2MjlmXlNaue7k10thXAmexrKuu5XC5KSkqorKyktraWlStXsn7jRtZ99UYWvHULCDYgYsQUbNmLKmok417iUS/xkBc9LSELJko6QdpSGQoFsSyR0mAMf0mM1LBIdMhHV8ciutur6O+qIBIrRdPOfymQZYvS8ig+f5J4xM1QXxDdyMxQiiIEAgl8ShiPW8fWJARdwEh6OHN8CaYx92TGX5KkqjqEFnPRcaKGaOh81VWSbFLJaVqxREMYbWexgpvAPTXj87yYAxVwoVW5xRZwEfMVxQrgPIRzsVq2bBkA3/ve9wgGg9TU1NDc3MzPfvYzgGxE3GwubgMDA5imOcaupLq6mqampryPaWtr4w9/+APvfe97+e1vf0traysf/ehH0XWdz33uczM+Fph9C9i2bZLJJKZpsnv37knD3KdbAcw9jpMnTzI8PEx9ff0YkjkXBLC1tZVoNEp9fT3Nzc0j1pvJe15IAjhXqPngu9D9z9N5zyNIgoERN7FRcJfY6HGZWNiHbUuo7hRun45H0LAEkXCiCq80jMuj4QrakNJJ2y5MFAQDtLBNUirHMm1ELATZxh9M4XUn8Hg1PF4N27aJxoNYmk0gGEMUz2fYul1J3K7MMaaTMn0nq5BVE0XV0XUZyxYRJAlBFknGz8XwijaCkMkFFiULV4mImdZw+20EK43qNpGlkdU+VTWprhnGtm26Ti5EcessqB0kEVPwTtsGVMA8cxLT5UZesgmh/9j035BXYAVwNi3gInEs4uWMIgGch3AuVvv27eM1r3kNjz/+OE888cSIdd70pjdx8cUXj1i/ULAsi6qqKu6++24kSaK+vp7Ozk6+/vWvzwkBnKkIxLZtTp48iaZpLFmyBJfLNeljZqoCbm9vp7u7m/r6+rz7meoxj7fe2bNn6enpob6+PuvTNxdJIDN53Ewwl6kjS99Tj1waoO2O36MQR8BGi9koARdWMkks4sFrCZiGgieQRJIsXFaMhBUgldQoKRsipFfhkxOATTzhRTNVSJv4S5JYFiTiLiJpCbNUwjQkLANkxcDrTyAHTAxNJBoPoog6JaN8/Fweg1ioBJ8/io2AqhhIspm1ePGWjvPETDJX8BSAjKHJaJYLw5YBBc0APSliWiI2AopPxkzYnHyxBNMUcLn0GYlPSKcwWk8iLFyDLEUg1jv1x74CZwCLPoBFzFcUCeA8hHPz3LJlC5/+9Kf59Kc/TW9vL4Zh4Ha7Wb16NTfeeCPLli2b9cW0srISSZLo7R15E+jt7WXhwoV5H1NTU4OiKCNanuvXr6enpwdN0yatuk2E2fgAnj59mp6eHsrKyvIKPvJhJirgrq4uTp8+zY4dO/B687fiZlMB7Ovro62tje3bt2e3P5eE6pVGAAEWXb4WtcLLkRt/h1uKIIsGRkxHcLlRxCTxqA+3J4VlgcubRnUZuIQUlgRD/eWILuf8EfB5M21Mw5SIhDzIHgVFSeHzJbF0m3TSg+yVwY5iGSKRqBdUN5KoI0oW0ZCXVNJFsDKBqmTOVUnRz21dAARMXUCQLETRmpbXnyiCigEYqBKQ7zuMGwbCi7CTCdq7yrAQ8QRTlJaHcHumrg63ezrQRAl5xVYYOIrIFL4IvUIrgMVKXhHzEUUCOE/h3EDf/OY384Y3vIE//OEP9Pb2Ultby+tf//psIshUic54UFWV+vp6Dh48yDvf+U4g84354MGDI4Qnubjooov46U9/OuKbdUtLCzU1NbMifzC+D+BkBPDMmTOcPXuWHTt2cPbs2TlP93DW1TSNEydOsGXLlgkteGZKAIeHh2lsbGTTpk0j5v7mglC9ElvAuajcs5j6u/+C5z74a8RUHK9fg7SBgYzqtUgl3JiGCLaIaWi4vRqiaONxp9F0ibjux+1KIYmZNqssmZQEk0CClO6lb7AcGZ3SshiikHmNElE/WlpG1g18JUlEwUYzZWxTZKg7gOQtx6UkCJRFSYS9eM4pkwVBAEvCNEUE0UYQLURp7l53I55C8tlUVmaqkamkQndrDaJsIsgmqjdNZXUIWZ74cyBYJubJFhJSBd4aN0p0EsuYOfIBLPQMYLECWMR8RPGsnsdwbtjDw8OUl5dTWVmJruscPXqUdDo9a/Ln4IYbbuB73/seP/zhDzl+/Dgf+chHiMfjWVXwVVddxc0335xd/yMf+QhDQ0N8/OMfp6WlhQcffJDbb7+dv//7v5/1seRrAU9Gfjo7Ozl9+jTbtm3D7/fPebqHg3g8TiqVYsOGDZSVlU263ekSwFgsxtGjR1m7du2YFJFXWgv4QiG4roL9918BvlLCQ15M2YeAgJECV1DCMBXiUS96ykU87MXQM58RVTHRNZXQUAnDkUpiqXKSSccoW8CtJCkPRvB4NQYGgvT1lZJKKaiKjt+fxK3qaHGVUCSIZpbgduuUlccocQ+jimlikRJSRglD/UGiOfsVBAFsEdvMtHgtQ2QuXn6Xe+RnxO3RqaoOU1kRRbYFEkMBhrvLONu6kNOtNQz2Tyz88Jox6OhnMLEGW55AYFKMgiuiiJcNihXAeY7jx4/z8Y9/nIcffji7rLq6mi984Qt88IMfnJN9XHHFFfT393PrrbfS09PDtm3beOihh7LCkDNnzoy4gC5ZsoT//u//5hOf+ARbtmyhtraWj3/843zqU5+a9bGMpwIej6T19PTQ2trK1q1bsxWzufD2G41oNMrp06dRVZUFCxZMabvTIYDpdJrDhw+zePFiFi1aNOPtTWV/hcBct4Bz4Vno56IHruCp9zxApDOM7PPhdaUxYgayV8FKpYlFvHj9KZIxAdWdQnUb+L0hEjE/lmaTMvx4FI1YyEtaU1BLJNxSGEUxKS+PATbRiIfQcACPN00wGEeSbHxS8lz0m014yI+uKahujUAwjktOETeDeNwJsAQSUS/RqAvTEjNziR6NQCCBaFrnKoLTaw/nIhBMjRNBJxAsTRAELAtiYR8INi5shrpKicY9yF6bYFkYv3c0mRMo0TsId7pIyeUsrOgYu/lXYAu4qAIuYr6iSADnMYaGhrjtttt4+OGHKSsro6qqilQqRXt7O5/5zGdYtmwZl1122ZxcUK+77rpxW76PPPLImGX79u3jT3/606z2mQ/j+QDmI2l9fX00NzezefPmESbU06nqTaVSl0gkOHToEAsXLmRoaGhK250qsRQEIZsiUl5ezooVK8Zdb64IYKEqgBdyP2rAxcUP/BVPvvc/iLcOEElIuLwGHhIIoozkMolHvXi8SWxbwNANPP4UpiUiSyYSMTRdxZJceNwhBD1j6JyI+kCRkEQNfyBOoCSFpkn09paiugVKAmEk0QIEvB4Nzs3cJaIe0mk3aolMKuXC5UqjqjoVFSP9K01NJhJ3k0orSG4Rvy+G1xvPkMFpfIRlySCVDqBK41fkRBGqzvkKJpMuhof9eH0pyj0xSIl09VeSMFQ8JRqVwRCuc36DPncaH2lOnaihvDpMsOQ86bO1OMzyevNKioIrEsciXs4oEsB5CIfQtbS08MADD7B06VI+8pGPsHfvXoaGhrj//vv5+c9/zi9/+Usuu+wyLMuas3bwS43xRCCjycTAwEB2Vs6xw3EwlxXAdDrNiy++SE1NDQsWLGBwcHDcdUdvd6oEKBwOU1JSwrp168a94bzSCGAh9iMqEhfd/y5+9+5/R2pLkI4r6OkAgTINQTdR/CLJmAfT1HB7IR724vHE0dOZ1q8s6GDpxM0Aoqnj9aZQFR3QwYJYxEcqpSBKFoFAAtWlEwn5EH0e3HZoRBtWVUxUJZ55nLWA1GAMy+UnNmggKyaCYAMCgmAjyRaKbKCKaWTbwki6MW0LWTVQXMaUiWB0WKaicvL1ADxuA09NCIBQNMhwSGFBRYTaQIYgGhE3g1oAzRRxKXGqFoRZXBVC0yVamhexek0Xogip4TAH/+MhfKXj50Dn/qwoyphz+qWIgiu2gIuYjygSwHkIhwDquo6u67zpTW8a0V6tr6/n5z//+Zwlgbyc4PF4GB4eHrFsdEVveHiYhoYGNmzYMGZWLt/6E2GiCqCu69nK3KpVq4hGo3MqLrFtm76+PmzbZuPGjRPepF5pKuBCQRAE1A8vIvjfFkMH27AMkXC/C1dAxUMM2S+hxVRMU8TrT2FoImBimAqSmKm6uaUklgDhiB9V0fCcq+rJooX/nKjD1GSGIl5MS8RlpzB9IuFEGYpk4FFHJozIRgjJDYIQwrsAwCYWd5FKqUiihdubwuPJVAYtQySRVrAllfSAgG1bBMujGcHJJKIR05wZqSnxxCnxgGXZdHSVYwGLqkKUuaPZdWJDQQZDbmwBKqri9PcsBClJeXmMgx/Q2PjWIFv+spKqHW40TUPTNIaHh0dkRJummTX6ziWHiUQCwzDo6ekZsXy8tJ7ZoqgCLmK+okgA5yGci5XH4wGgu7ubcDiMIAgIgsCjjz4KnPf/m08Xt8l8AMPhMEeOHGHt2rV5c4ph+srefOsahsHhw4fxer3Zytx0tjuV1vLJkydJpVIEAoFJb375KpUzIXKFrABOJ795tqi7dR8dtUHO/PuLYAukowJpwU+JrCO7bExDJh7x4PWnkGRQZJNo1I8sGbjcGbWwz5vCMESGhgL4/MlsS/TcM8LjPt/OTcdcpDUJu1TGiEsILgk3IRTFxO3WGR4uJeCPZx/r92n4fc55bRMO+0glVQTRwu9P4nUl8ATP/dmSSYb8SKqO4tHGbQ8vqBpmNjpAURRYdK5FnEornO0K4PWmqa6MokoGNRXn/A4NiIYlklQTCldi62kO/bKXQ7/spXKFj73vW8re9y2nbMNI8YhhGGMi/jRNIxKJkE6nOXXqVHa5bdtIkjSigjhRdXE6Fb2ZVgDn03W1iPmJIgGch3AuPJWVlaxYsYIHH3yQd7/73Vx00UV0dXXx61//GsjM4UHhjaAvJMZTAVuWRTQa5fDhw6xatYqamppxtzGTCmBulcCyLI4dO4YoimzYsCH7+s4mNWQ0zp49S3d3N4sXLyYcDk9pe6P3PdM0kPlUAczF+uv34K7y0fKNJ8C2wRaJ9Km4gi48ShRBUohHRdzeFIpqIEkmhqZg6CKKV0CVU8iyRUlJkmRCJhL2UlEZQxTGvo+yZCF70pAGsDEMibBQgRk38JckkDwTjWQI+LwaPu/58zwS9pJMuRBlCJSkcCtJTE3F1FQEyUT1pJHUke1hQZi799HtMlm2KATA0JCfUMzNgvIYAX/Gking0wiQOd7XX5bkuUMBhjtTDJyK81+3HefBLx2n7s+q2Hf1Mrb8nxoUl4Qsy8iyjM83NrIknU6zadMmIPNFRtf1MUQxnU6TSCQIhUIjlgPIsjylFrSqqkURSBHzFkUCOI9RW1vLjTfeyD/8wz/w8MMPj1ACv/GNb8zatMyni9t4M4CmaXLo0CGWL1/O4sWLJ9zGdIkakJ2jdPJ3dV1n+/btY/J956IF7Bg9b9u2LXuDm8n2ZloBLAReKqK54j2bcC3wcvTm34OVmbtLhyEt+imp0JE8OsmYB8uj4XYniWt+sCX0OGi4UTw2spTG4zVwewyGBn24gzI+eXiC2TwB2daQbcADekomrov0xitwuwwUl4XbZyORxq3oebfj9ep4vecrjMmUl1hUBdvG69PwmRJgoXg0ZJeeaQ8LjKMEnh1KS1KUlqSwbZvO7jIMS2BRVQhFyZz76xY08uRAGXUXV9J+JEQybGBbcPzhPo4/3IevXKH+r5aw7+plLN1eOmb7o1uygiBkyZqTcz4ebNvOSxTT6TTRaHTEMl0//3oeO3YMr9c7IWnMN69YRBEvZxQJ4DyGoih88IMfRNd1fv7znwMZlezq1av50Ic+RG1t7Ut8hHOPfARQ0zQsy2Lp0qUsXbp00m1Mh6g51T2nCtjS0kIsFmPHjh1j2rJz0VoOhUIcP36cjRs3EgwGSSaTs84Mng7mcwXQwaI3rsRd8Q6e/dBvwDQzCy2BSL+Kq8SF15cgFQfLFBElE8vMvM8CIkYSdNwIErhcaUpLk5iGQChdiduVwKNMboMiSQIlUoroUDnDcQ9eTxqPHAVBIpEWSesyKCqmLmCkLQQEBNFCkiwUxURVDVwunbLS8wQmHveQtrxoPRYeb4qyigiqRztPAEfxlrngMYIgULMgMxdoWQKJmBtbsKgp62H/3rMMIuF1iyzdUsnJpwcxtMzBxId0/nhXG3+8q43FW4PsvWoZu69cgq88YxI/m5m83JnCyWBZFul0mieeeIJly5YhSVKWHIZCoRHk0ZlXzCWGgUCAzZs3z+g4iyiiECgSwHkOQRCyFi2NjY34fD6WLVsGMCdJIC83jCaAyWSSxsZGAJYvXz6lbUynBZxrjnzq1CkGBgbYsWNH3kSTXLI42Q0s3zHE43GOHDnC6tWrs+KV2UTGzQTzSQWcu6/RKN+xkP0/fzdPvedX2Omc2b2ITTrqIVCloGkpBNvE0CUE0UY+N2snIIIJybiLJAIuT5qAO0RalxlKB/G5UriU9Jh9joaFwILSFJG4Snd3OZJiUFURxaOaQBJUMv9GwxRJJ1Q0XcK0ZZBl9ISFKAmIboVETCQRd2OaIqJk4fVo+P0JEskSFDHTIrVtk/5oCQuCYRTZQhDsbMtYEHPeF4ERf3OIpCDYCJyrMgoAdmbaUJBIR93sWXUMPXWCX7XvQqCE2nUlyF6JtqeHRhQlOw6H+eUnj/C/32ll0f4y3nb9OiyhMC1ZURSzc9QVFRUTJvcYhjGmsjifRmuKmJ8oEsBXAV588UUefPBB2tvbsSyLxYsX88Y3vpHXvOY1L/WhzTlyCWA6nc6qcHt6eqa8jZm0gDs6Oujo6KC+vj570xhv3anY7owmQM5zWbx48YjK7UwJoFPlnEk1ZT5WAPM9p8CKUl77myt5/C9/gRnJ8cuzIdoro/p9uD1pVElHT0Ms5kFRDGTZRJYtxHMuzemESirhQnHplHjjpC0fyZgPnytjHD0e3OUCaFDi0zAMgUjcTWgYdEQqyyNIeWYLz0NAVSxAAzQ8uZ3REaenjabLDPaVEo54qaxK4HGlEASJqpI4sbgHzZCoKo+dJ2bjH/K04XabND02iKQILKkvZf0lC4gMpuk4GhmxnmeRm8d+3M7jP2ln1UV+Lnp/FevXz91xTISpfEacecXcbO9iO7iIlzuKBHCe46GHHuIv//IvSSRGtp7uvvtu/u3f/o23vvWtL9GRXRg4IhBN0zh06BDBYJDVq1fT09MzZTXfdGf1ANrb29m+fXvegfXR606VsDnH4CiKy8rKxhg9z7YCOF0COB8rgBPBXenlkt++h8f+8hdoPSNJiRYT0GIufJUKsisFaYlUSkKSMr59omjh8Rk4p5yRlhlMqqiqic8fJ5YKYkfOZQeLY5+raiZwVLqybFMeTDIUduP3akSGfVgeFwF5GHUCEjk5BFTZQpUtolEBOy3QGyqjbEECVUzj9+qAxtneIFVlMVzqHLI/IJmKIy2poHKxF0OCcEcCt1tiy5ur6TweYbA9CaJNx4nMa2/b0Pp4jNbHYzxxd4i3Xb+O+v9TiyheOLJVVAEXMV9RJIDzGKlUir//+78nkUiwevVqlixZgqIodHR00NjYyI033jgvCaBpmjz77LMEg0Hq6uqyROJC5Ps6yR5r164lGAxOuG5uC3gyOATIsiyOHj2KqqrU1dWNualMJzHkldQCfjlB9iq87jd/zVN/82tizX2j/ioQH5CQ3D5cfo3YkAvbEpBkC9sWiYZlZLeI4jKRhSQuGUxdZKi/BF8FKIrOQH8pLrdGMBgfsWW/J0EsEkDKIYflwRTJtISmKQTlFMm0lyEUSj0R3C6D2UAUM63VEm+adFRiwK6gMhA+Z+kSJ5FSGIp4qamMTr6xKcKr6gydSDLUcb7C6imRSbugdI2P6o0lxMNpDj81MOaxrc8MceA9T7FwtZ/LP7aWi/9mOap7bkdaRiv8iyhiPqE4pDCPIUkSp06doqKign//93/n4MGDPPTQQ/zbv/0bwWCQU6dOAZkKk2nO7Tf7lwqWZTEwMMADDzyQtWBxiNdcxrtBxlPw2LFjCIIwKfmDkS3gqaxrWRbHjx/HMAw2bdqUtwox0wqgpmmcOXOG06dP09XVxeDgILFYDF3XJ9zeq60C6ECURC762V9Qvn9Z3r+bKUgMS9iKgoWMacgYhoQAmGmbVEQklvQTiXgwTRm3yyIdtoilSlB9YNsCfX2lJM3zFWRJhFhSGbMvj8skGEgzEPIgYOMXNbSUh7M9pcTzrD9VqDm+hbIIZVKSZMRNX6ISwxTxug0WlCbo6AuSTM9N7cCTh7QmIwanXhjmyMFenv1dFwmXzfrLq1jzugqCC8eKN3paY9z7sRe4vu5Bfv3V48SHtTHrzBTOOVic5ytiPqJYAZzHUBSFSy65hJ6eHvbs2ZNdvnfvXioqKrj88ssBLpiDfqGRTCb50pe+RCwW47bbbhthdD2X8W4AsVgs6yl46tSpKZM6mFoFUBRFYrEYlmVRX18/7ns0EwJomiYNDQ0AY6wwnHZXrplu7j/TNEkkEqRSKVRVfdXdGHf9f2/hyG1/pOs/GvMoZSU03U0iYuHxmihoYJ9X6GKCIIik0y4SSQFJNPGSxjTAxItAmkjURX9SobIsjtetY5jjV54qS5NEEwqiAD6PTpnXwEyrdIR8BEuSBHyTC01y4XFrYI+soKmyhWomiEZ8mC6Vcs8gC8vjpNISnREvtQsi42xtavCqk1ctY1Gdlkd7qV0XoGpzANcSGxkZMyzS2xLLrhfuS/OLLxzjN99o4pKrV/CWj62lcol3gi1PDudz/Wo7z4t4dWB+3PmLGBdXX301H/zgB/na177GRRddRDqd5g9/+AOdnZ0sWrSI++67j3Q6TTKZ5MMf/vBLfbizwi233IJpmqiqOmYWb7rWLhOtm0wmOXToEEuWLGHx4sWcPn16yiRsqscRDodJJpPs3r17QsuK6RJA27Y5fvw4giCwceNGAoHAiNa0k74wmhjG43GGhobQNI2WlhaOHz8OMCZ5YfS/mcZ0vdwqgLnYcutr8VT5OHn3s6PdU7BTSSzDQzwiIqkyMjput4Es6cjnfPAEQUASASSiMQ+mKeANmKiKSCwsIUjQNxDIZACLE58rAa+OacFgyEtFaQJRFCj1GdiGTEePB78vRWkgNaXnpaomiZiS9evLhVs2wUwSipRiiDZVgTBuV4Ku/hJKgym86syqbl6XPuk6oYEMke1sjtLVEmXJFg8pzSBQ7sFdq1CzPICRMOluiGBoNqmYwUN3nuD3321l718u4W2fWMfSzaUzOj7ns1psARcxH1EkgPMcN9xwA7quc9NNN43526c//ekRv19zzTVT8sd6ueKWW27hbW97G1dcccWYv81Vvq8jLqmqqsraysyVwbOD/v5+BgYGCAQCE4pKJjvWfPtta2sjEomwbdu2MVUNQRBQFAVFUcY11H3yySdZtWoVCxYsGEEUU6lU9udYLJb9W25M10RE0fnnmOkWmgBOd19rPlyPq8pH45ceGUECFeV8RcvUBAxbQTclFEVFTJt4XSlk5Xw0myRmyKCRktANP7glJC2GbololoiARfegj4pgElXOf45JIlSUJgjH3LhVHZea8aQr9RpgS3T2lOLxpCkPJvM+PhdpTUGZwKLGc84mZjBajmWmqSqLo+kinQNBaisnT6QZs71JKoCiDINd5wVstg1nDifxl8v4gx4MbEzRpr0tjK3Csm1BVEmkpylGYljnifvO8MR9Z9hyaTVvu6GOjZfkj38cD8UWcBHzGUUCOM+hqiputztrTyCKIpIkZVt9siyjKArJZPIVPwcYDAapqKgglRpb8ZiLGDbDMDh06BAlJSWsWbMmWxWYzrYnWzccDtPY2EhNTU3e55HvWKdKAFOpFNFolPr6ehRFwbIsNE3LEi7n+Yz+ffTNz7btrEfaeJY3uevquj6CEDqEMRKJjKgyGoaRNdN1ntexY8fGrSzOlYflTKs7S/+iDlelh0OfeCjDTABZssm4K59/LS1TImmCachoqoS7xMYjxZEke2Q0m2EhGxY2KoYlYVsGsmQiCiZDIR8INiX+FN5xxB5BfwrdlhiOuCkrcc4dgaDXAES6ektRVJ0FZfG8jwewFYVz+XQTwksKJJv+SAUyCapL4/QMBCgpNfDKkxPN7HYmEa6ULvEy0D6WWMaGDJr/NMjKraX0nY1jWDartpXRdzrOUGcSURJYujlISalK6EySIw/3cuThXlZsL+Otn1jHnj9fjChN/r7PpgJYrBoW8XJHkQDOc3zqU58inU5nqyvOP1EUR/wuy3Je8+JXGvIlgcD0W8CjSZVpmhw5cgSXy8X69etHXNynaxw93rrxeDw7VyhJEsnk5DfSqRLAeDxOMplk+/btuN1uTNMcVxyTL2or92+GYaDr+hiiCGPJYm5M10RGupB5jR0yePbsWaLRKKqqZsliLomEzIzr6FiufP9kWb5gN+Pq1y5jzw//nKf/9v+BYSIIoLhBH8XdRUCQIJmW0Ydt0rIfW7QoC8aRxJHJGwICHtECUcSwRJJpECQLXVMwDYmIbOL36/hdY89zRTApKzEJpXwElASSdD7qo8RjAAI9fUEEyaS6Ijbm8ZY6nUqXgF/InKMd/aUEvQkEw6BPq2CBZ3BKaSJel5HLl8f+vVKF9vEf33Y4hKwKrNtdSfNzgxi6xdpd5aTjBqePhbLrVS33Ub3ER3rY4M73/4mff87HW/5hLZdcvQJ1gtxl57NQJHNFzEcUCeA8x/XXX/9SH0JB4RDA0SRmJiTN2YZlWTQ0NGDbdl417lxEvKXTaQ4fPkxtbS2LFy/O+hbOdHu5iMfjnD17FrfbTTAYxDCM7BeA0c8ld5/OzKCDvr4+EokEHo8HwzDGJYqjK4nACEFO7u+5kCQJr9eL1+slHA5jmiZr164ds97oPNfcf6FQaMT8okN0HZLodrvHEEYn8mumfm+lm6p4zX9cwZN/9UuspIaiWuipsaRCEEBVwLQE4ikFt9siHCpBkjVKAiny7VoWIeAGEEnYFrGEC4+qM5iWSfhcyKpBuWdsvFypO07cUCAt4htFFP3uTKW/t78ES7CpLo9m920xtc/IqGdGhVvDMmW6+70sKI8xHC9BknSCnom/xHhUHVsRcLslUlFjDGmUPJO/H4Zm0/B4P5VLvJRUumh6dhCAZRuCeH0Krc8N0tcep689U/kMlKt4Fqo8+rNT/NeBZl73vuW86cOrCVSMHX+Z6TlRRBGvBBQJ4DzH6Ju4M4/13//93wwODmKaJqFQiPe9732UlpbOal933nknX//61+np6WHr1q1861vfYvfu3XnX/cEPfsA111wzYpnL5ZpS23MiODOMuq6PqGhOdwYQzs//NDU1kUwm2bFjR96242yri47Rc2lpKStXrsxucy4i3jRN4/Dhw9nWuNNmzUf+nOPLh2g0SlNTExs3bsyeJ7nPOR9xzD22fF5qo1XauT8728h3A55qnqtt2yOqirn/EokEw8PD2dbzCy+8AJwXtUylqpgLX20Jr/vte3jsL36B2KUxKm5jBCQRJNFG1wQ0WcGNwPCwgsebxOMeS4IceFUYCqskk25cqoZlakhuFylNRVEMKjxxROH8ueCTdSwJInYJASJjtutzZd6zwaESdAuqK6KIlj5jczBRgAV+DSPlIpRQqKpM0x2roMo7NMLLMBeqbCFikIjbBCpV0hEdUz+/rm5OnZAOnE0wcDZB3e4KetrjtDdmWscLFntZuMxP26Eh0nGT6JBG45/6AVBcIk/9roOGJ/tYu7OCN/ztKhYsOz93WySARcxnFAngPMfo9oUz5/fJT36SxsZGvF4viUSCN7/5zbMigPfffz833HADd911F3v27OHAgQNcdtllNDc3U1WVf/C6pKSE5ubmEcc6WzikIJ1OjyGA05nTg8zF/9SpU4RCoezc3Hjrz7QFbFkWx44dQ1GUEUbPc0EAnbZ1SUkJCxYs4PTp0xOSv/HgxNAtX76c6urq7PLcbUy0vfGqiqO/nDjLBEEgFotlK325z3U80pjvGARByEZ0TSSm+cMf/sD27dvxeDx5yWI8Hp+SqEVVVdZ877W0fOxPxI5OPk8rS2BbFglDRvWL2AmBdMrC50+cy98d+xiXy0QyIa0rJAwFKW2gegXSskI8oeDzmwTlWFYwIgpQQoSw5sYjm6jiWNWtR7XwAKFQgCFdxHQplLr1vBXJqUAWbRb4NVIxD2lNICKXYKQ1FowjQtmwJ8CRJxNEhzRkVaRiuYeBUwkEAWLh6auLW54Zwu2X2PSaKhqf6qe/I0F/RwJfUGH9axbQ3Rol1JP5oqmnLVpfzJi5v/BID4//5ixbLqnmrR9ZS+2akqIJdBHzGkUC+CqDc5O88cYbGRwcJBAIoOv6uCRtqrjjjju49tprs1W9u+66iwcffJB77703rwIZMjfohQsXzmq/o+EQwFzi4OxruvFuZ86cobe3lx07dsyJFcvodW3bpqmpCU3T2LFjxxhCNd3IuFzk2r2sX7+eoaEhEokEL7zwwrhWLfksW0zTzFYnR8fQTRVTJZvO8xgYGKCnp4cdO3aM8E502vL50hlm234WRRG3243b7Z7wGB1RS74WtKN+Vv5xIZ7/Fyb2cBIhZDJRSpkggEuyMOMWSdWNSzKJRkRUVcPrTefM8GVQ4k0Tj3pxKTaWDfG0iiKYmFjgkgilDNKlldjJBOUlKXznRBZBNUXaEAhbfoLy2Nk/AJdisUixaO8upUewKfHq6AjIXlAUC8VMU6JqKNLUznWXbOGSNRIhCcsX4HSfi8UV4XNCmfPoa+in7uJlND0+gKFZ9LUnWLjWTzKkMdA1dUFJLlIxk8bH+6ldE0CQBc4cDxMP6xx9vA9ZEVmzp4L4sEZXy8hUk47mCB3NEfa8fTG1a0qKFcAi5jWKBPBVBucmeNVVV83ZNjVN4/nnn+fmm2/OLhNFkUsvvZSnnnpq3MfFYjGWLVuGZVns2LGD22+/nY0bN87qWHIrgLmYSQv47Nmz7NixY0TA+3jrz0QF3NbWlq0ujm4pTpVU5rarcwmRY/eyc+dObNumpKSEHTt2jGiJappGPB4fQWZyq1uKomRn4yoqKuju7h5BGh3LlrmCKIrE43EaGhrYsGHDhBXp2bSf81UPDcPItsenKmoZzyoHgNdlyHPXoT4O//NxBp8eQDTGb+9KIkiGTlIDW1bw6gJaSMbrTeN269nHuWSTIUPAJduIAgTcJrG0iFsBOS0CItFeC3eZn44+FVUxKAukKPVpuGQbFzH6Im7KAzqykL9KaYk25YrAYMyFx2VSouugA7iIp1TipkDaFLAEG1ky8agGpR4d1zg2NV6XCYaJKKqcGazAqyRYWHZ+bnH1BhePPzbAih1l9LRGSUYMelpj1GwJ4C33IAkCof40fSdj6KnpzSh2nogiCLDxogWcPhYiHtYxdIvjT2ei5VZsLkVVJU4+P4ijRKle4WfLJZlKt2VZMz7Hi5XDIl7uKBLAeYrW1lYAysrKEAQBXdcpLy/PtjFzRQ7OTX+mGBgYwDTNEe1BgOrqapqamvI+Zt26ddx7771s2bKFcDjMP//zP7N//34aGhpYvHjxjI9FkiRkWZ4VARwYyNwc6urqJlWuwvSri5Zl0dnZSWdnJ/X19Xmri1PdZm6FzPm5q6sru21JkjBNE1mWKS0tnbCaMbq61dHRQTwep7q6eoQRtCOuyJ3FG292ziFLU6miOLOQtbW1k1aGZ9t+dn7v6+vLvj6OJY6D0T9Pp/0MmXNxSX0NS35Wg2VaPPn1w7T85CTCkIEsW3mFry4RLMMiIapgmNgJkVRKxedLoSgZlbFbNbCt859Xv8tCMyBhiHhVUBGxhkGUBNKGTK+mMBg2KfGlWBBMUVWSIp6WiNluSt1jZ24tMSPLrXDbWJZA+5CHyoCGT8m8534Z/LLzOkpgSqRiKsOGQNIUEF0CHp+AbGh4xHQ27s0raXgliJpemjs8rFg4jCpblJfC+t3lHH9miMplXgKVLvpOxQhbOqf+GAJgaV2QZTtLiUV1DDOB3+MlOWjRdyrOZN+TbBuOPzFAoEJlw95KGv90Plf41NHM9quX+aha7KX1+SEuvWrliM9VsQJYxHxFkQDOM5imiSRJfOADH+Cxxx7j9a9/PUuXLqW3t5evfe1rbNq06WVxUdu3bx/79u3L/r5//37Wr1/Pd7/7Xb74xS/Oatsul2tMC3iqVbqhoSEaGxsBpkT+prNtyBCGcDhMV1cXW7duHXc2bTozgHBesDI0NERLSwtbt27NqnUdv8fJ3vPc6lY8HmdwcJBdu3blfR2cxBCHEDr/J5NJQqFQ9nddz8ycOdvN13p2fm5pacHlcrF69epJn/dUMdFzTiaTNDc3s2HDBvx+/4RVxbloP2/68ArSu4bYvGAHT33hKAPP9SHZBrIwkuiLIrgNAxOBqOFClU2sqISiaPh8aVyqQSo1OrINFNsimpLwuzJEUTQlRCQs00LXLQY1mVDUg8+bpro0gUcw6Q55qA4mR7SpVdkEWzx3LAJVHot0SqY9prK4LIVEvvNSwCODRz7ngxgHkNDwkkgJpA0RXbdQvQIet0m5J017dxleb5r4UARP5WK2XrKAw4/04/bLrL+8mqce7cxu/UxTRtCheiSqVkjE4zqnT0Vx+2QWrQhQEnRhahZDZ5OEuvMLyaKDGk2Dg6zaUkY8otNz+nwrvLc9Tm97nJJKF2/4m5UjzoOX+lpZRBEXCkUCOM/gXKw+9alPoWka//u//5v927XXXpslgHPZnqisrESSJHp7e0cs7+3tnfKMn6IobN++PVu5nA3yqYmnUgGMRCIcPXqUdevW0dLSMmvj6HywLIuOjg42bdo0YYtzOjOAkCEp8XicY8eOsW7duqzdy0xEH5FIhIaGBjZt2jQuCZ6KuALIWqzktpmdn6PR6IjfIVM1+9Of/jSGHI4mjrP19rMsiyNHjrBw4cLsOTpXopbx2s+JRKbtGVzn5bKf7MY24dA3W2n68SmMoSSeANhpI1sZlLBx2wamqDIcA59bRNdlVFXHtkd6B0Lm94DbJK6JuBQb+ZwiWBREREQwJQzTJKzLxONuXG6NhWUJwnEVRbbwuzOVOr9bh+RIwZNLhirZYiDkQiqVqST/HGE+yHamVYwEWDYkBNK4cSEQGfAQ7oPGF/tYe1klm99cRTim88f/OYsoCazcXIY/qDDUm6TjRBQtadLRaAIaNUsCVC3zcbY1zMljw9n9lS5wsXBpAK9XRosa9J1KkAifF7+cOhJCUgQ2X1xF83ODaMnzrfBVW8soX3RewT2bFnARRbzcUSSA8wzOxeryyy/nzW9+M1/96ld56KGH6O/vzwo95vqCpqoq9fX1HDx4kHe+851A5sJ58OBBrrvuuiltwzRNjh49yuWXXz7r48lnBj0ZSXNMmFesWEFNTQ0nTpyYk+i4XCQSCeLxOFVVVSxYsGDCdadbAXR8BBcvXkx1dfWIVI2ZKH5XrFgxa2EQMKXEkIGBAY4cOcK2bduyc4e5xDAcDo/43anKjEcOR7ef853vDsFft27djJ7TVJB7/hiGQWtrK7W1tTkbstl2/Sq2Xb+KvkPDPPvlZvqeHcLrB9HSEa2MEljWNLwKpCyFRFogYIkI2NgIY9JEAHyqhW5CUpDwiLlzfgIyMlgydtogoSu0p1Rk1aCqMsWZsIulwTSlbp2BuI2cR71S4rKxEzrdog/JSlPlnTjJYyKI2ARUKAuI+EyVF57twzRt1u+vZO9bFxGL6MSGdU4cGSIZMQhWuKhdU0I4HCbaB31n4/SdjSOKAuu3VyLIAi2HBgkNpLP5wQ6ql/pYsMiLKknEhzX6TsZpeKyfiloPpdVuTryQUQL/2XtGCp1eDt2SIoq4UCgSwHkMURS5+eabR4gzLpStwQ033MDVV1/Nzp072b17NwcOHCAej2dVwVdddRW1tbV85StfAeC2225j7969rF69mlAoxNe//nXa29v5u7/7u1kfy3gt4PEIXSqV4tChQyxatIilS5dOuv5oTKUC6GQIu1yuKdntTHcGsLGxkWAwyLJly2Zc+XMUv+Xl5dmc4wuNRCLB0aNHWb9+PeXl5cDErXcniWS0CtfJIB4vWi6XGOq6zsDAAGvXrs2mjbhcrjm/0edur7W1FVVVWbVqVd79LNq5gHf8xwJM3eL5bzTT+O/tGFENRTJRBANJBA8GpkcikhCQRZuA2yQUVfC6LdRz84EOFAkUTBKWgkfQ81QLZRQb0CQ0zWJA8ZLUYpwwRBaXpEkrIrKZ/wuIIECpbWAicWJQYWEgTUCdiYF0BsFSCK7w0vr7MNgCzz/UTUmFi9W7y/EslhFcEB1KU7bAg41NLGwQHbaoXR2gfKGHZFTnVMMwhmYTKFdZtqGU/q44nW3nFb69Z+P0nj0fgScrIovWBSitdCPYsO0N1fSejrPv/ywZcWzFCmAR8xlFAjjPkTu/dCEjsa644gr6+/u59dZb6enpYdu2bTz00ENZYciZM2dG3PiGh4e59tpr6enpoaysjPr6ep588kk2bNgw62PJVwEcj9Dpus6hQ4eoqKjImjA7689Vvq8jbnDasnOV8DEadXV12RuWLMvTEvbYtp2dfRwddXeh4LwuixYtoqamZkqPcYitoiiTtp9N0xxDFOPxOP39/fj9fjo7O2lra8t+WcgXLZfv59GK7cnQ29tLb28ve/fuHZdkOstFl8jeT29k76c30vPcIE99oZGeZwcRrAzJUywTnwJpUSaUEJAVi3hCJSlYeD06ijLSP9Ar6qRtCcG2UYV8552IjIgxDAJ+NEnjbFomZdl4PExoYSMJsNhrEUsp9MYElgbTqFO0iBmBeIKnGzpYutODrQkMnNCJDKZ54XfdBKtUlm4uoSQok9Zsetrj9HXpeHwyklfExAYZggvcVFR7cHlkBjoS9J6Os7KujEC5yoljgyQiIyuVhm5xpiXMmZbzOcNvft8q3N6R7+1sKoBF4ljEyx1FAjjPIQjCrBS+08F11103bsv3kUceGfH7v/zLv/Av//IvF+Q4VFWdkgjEISA+n49169aNGeyfiwqgY/QsyzLr16/PRspNZZtTWa+trQ3IqKqdGTRnPm86cAyvd+/eXZDzxSGciqKwZs2aC7IPSZJGtJ9N0+SZZ55h6dKlIyLmLMtC07S8c4oT2eRMNqfotLMbGxtZv379hG3wfFi4s4I//83FGGmTZ796nMPfbSMRM1AkG1G28fhEEnFIGjaKKGInXYhpM0ME5fPnjkswMW2I2zI+YfyWrYyMbMrYCRNZMDkZExFkmzK/SbmqjxfXi18Bv2LTF3ZjSiZLS7Rx7W7yIeC20JLQ+lySpet9iOUCC9eqJPtMwl0aRw8OEFggEqgV8JXZLFIlFFXmzIlh0snzzzNtGVTVegkuchGsdiHLEqZm4vOorN5QQSKucfLocF4JC8Br3r50zLKiCKSI+YwiASxi3mG8GUAnBQUyF/ajR48iSRIbN24c8219ur6B45kxNzc3jzB6nmplcSrrdXV10dXVNeIYJEmaNoHr7e3l9OnT7Nq1a9J4tblCe3s74XCYPXv2FOwG29TUhCRJY1TGszGBzhW0DAwMjLDJgfNpJD09PQwPD8/IJkd2Sey7dRP7bt3Ec99s4anbGhEMm3TKRnZJuH0QCUEUAb8KliUhSSZet458jghKAvgwiNkyHgykCc2pJVxIuBSLlGUTDyukRRWhRMArpAnKY9NEACo8FpYlcHLQS4lXp8qbf73RcIkWimCj2wJnjsfxl6rINW46ugdYs7Ucrypz6vlhov2wcIUXry+FJ+BGqwFPQCIZM+g+mWawO8VgjgJYVgUqFyn4axQMIYnLK1K3sxRJFulsizPcd/4a4StR2PmGRWOOrUgAi5jPKBLAIuYd3G533hawY0niVJ8Mw2D79u3jJkPMVgV86tQphoaG2LlzZ7YiN53ZvnyWIw5y7V4OHz6MYRi43e4p2b3kYiqK37nG4OAgbW1t7Ny5c0Rc34VEV1cX/f39E7ZhJ8OUTaDJVJdPnjxJb28vq1evztrmzMYmx+VysfNja9l67Up+9vYnGXhuCDttI2oCbtkinJYYTgooEnhVAcOQUGUDj8fIJor4BYO0LZLWbbzKZOe3iFuEkA6qJUHYxpTc9Clu0qZOiVsn6BppJi2KUOszSZsiLQMeast1fOLkQpGAajGUznxxiYU0Wp4bZOv+KpoODZJOmFTWeFi2KkhXQ5TYKYvF60SqKkpQvBKDRoLqZTLVS3ycaY4Q6s+QQEOz6TmtAee7AYEyibJqmbLFAhVLFZIRm56TBqvqXRw5+uKYlJx4PI5pmhiGMe2qehFFvNxRPKOLmHeYSARi2zYtLS3EYjF27Ngx7kV9Oi3gfGSxs7OTjo6OMUbPM/H3G00AY7HYCLsXQRDo7OwkEAjgdrunbJcy14rfqSCZTHL06FHq6uooKSkpyD5jsRhNTU1s3bp10irfXO6zo6ODXbt2Tfg8nfbzaEGLU1XM9Vl02vsul4sN/+Sl//cSR/55CFszcUsiJR6LwZQIpkA4KZCUbNxKxoPPrZp43AaiCC7BwpIhlBIpdU9+jvsVSCZURNFEUCwky8InKpgJhc6YhSmblHs0/DlCEJcES3wWoYhMr6CwNJhGZvx9BRUzSwAdHHuyn+plPiRV5OyJCAPdSRSXSE2djGFZdDwzzIotpbgEiZJFLtJJk/BwirU7KhBFaHlxEGtU2El02CQ6fH6hJAvUrPBx2d+spqqqdEysXzwexzAMHn744bz5z/n+zXVCThFFXCgUCeCrFOl0mkgkkk0J8fv9BasAXWiMJwKxbZtTp04xMDBAfX39hNWn2aiABwYGaG1tzWv0PBN/v1xomsaRI0dG2L2sWrWKRCJBJBJhYGAgexPLtUsZXUlSFIX29nYCgQC1tbUFCb03TZNDhw6xcOFCFi0a2267EHDmPJcuXUpFRUVB9qnrOkePHmX16tWTktzptp9ziWLFX2ssuiTIHz94hujpTNyaZFtogohgg20KaKZEShJRdQmvJuJxWbhdGSJY6raIqTJqykCdoCgqi5CybNxIpNISsqSjKDaSZOMRRbBEtLhMR9QG2WBBiYHrXMxcqcsmaNt0DLrxlgksEOJ55wNLxlER97bHM559+xZw7E/96GmLM82Zqt6ydSWIHug7FGPphiDpmM66TeUoqsCxZwcIlKksryulryNOz+l43u2bhs1gT4o/e8dGXO6xoxMnTpwgmUxSV1c3JvvZuYbmkvZc5fm+ffsIBoMTvq9FFPFSokgAX2VwbvSPPPIIn//856msrOTMmTNcddVVfPKTn5wXMy/jGUHH43GGh4fZsWPHpDfc6ahwc0ldOBymoaGB9evX57V7mWplMTfj14Fpmhw5cmSM3cvixYvHzP05dimjTZidm9bw8DCmaZJKpXj00UcRRXFMCzKfuGGm1Q2n7S7L8ggBxoWEs0+3282qVasKts/jx4/j8/mylkJzgdz284gvaitg69FN/PIfHuXEjyPIBggWGCqkNBuXIJA0IWWJpAwFdIuytITPbeBymfg1g5gNcR3KlPH3r2HjPicDMUwFw8yokmXZInPqCXhFASyVeEhhSBGwRI0KVcMt21R7TcwEnLL8lPkMyqSRn8/gBDYypm7T+FRmHrD7TITocKal3N4SoR0IlKngFTB7LDxBmb7OOEtXlFBardLwXD9aymL5+iCBEoW2YyGS8ZFlwT1vrEVRhbzXPkf0k/e1z3esOVnbk2WIF1HES40iAXyVwSGA6XSanp4efD4fkiSNiKx6pSNfCzgajRKPx9m5c+ek9iEwswpgIpHgyJEjrFy5ctyW6kwj3hwyIwgCdXV12eXjiT5y7VJGo62tjUgkwr59+3C5XFmiOLoF6bTB8lU3JiKJzrLcc+nMmTMMDw8XVPTR0dHB8PAwe/fuLdh53d3dXfB99vT0UPkum9d8ZD+/eveLhM8ksXSbKBYgZT7zQNoUUG2RkC4yrImUe2z8qo5PzaR0dKehZhwNkC7ZjJTPimi6iKZbuF0mkmRx/m0VcOkAasYiBgtRyYhCahSdeBw6fUECRoySczOEJcrkn7WTh4dx+wXWbS+n+cWh7PLosMahJ/sQJQFfrYuycg8ej8yZkxHKyzzUrvbTdGSQ08cN3F6J9XsqSEYNTjdmLGD2v3UR6XQ6b6SfYRjYtj1C1APjm4FLkoTX68Xr9RZnBot42aN4hr4KkNvecy5cb3nLW7j44ouRJAnLsrIWFfOBAI4WgQwMDGTJ7lTnzqbrA+iYKNfU1LBkyZIJ1zWMyYfinffBIaEnT54kFotRX1+f9XaUJCkvwZsI+RS/U411y61u5FYVHWGDszxX2OByuRAEgWg0Sk1NDf39/WPEDReCEEYiEVpaWtixY0fBlM3xeJympia2bNlSsH2m02mamppYv3491dUVfPTYG3joE4d58d6ziKbAoG0SkAUEAxDAtgR0wGNIhGI2PTJUqhKlHpOFLpOoIqKkLdyj3hLbzpDJsRBJpUVE0TxXERyZTCIKAgEkMCQiYRcxTFTVoFpKEbfdJNwypXpk3BbwaKRiNq0vDrNlfxXNLw6Szolxs0yb488PArBohZ/Fq0uQBZHWxiEUW6L+4kpOnwjR8PQAAAuX+liyuoR9b16CJEljIv0gI7aqrq4eQRBhZN5zvp81TUMUxWl/PosoopAoEsBXAfKROkVRKCsrewmO5sIj1wcwFArR0NBAbW0tkUhkytuYjgjEtm0ikQgVFRWTthqnm/Bh2zadnZ10dXWxc+dOJEnCNE0kSZp2hWG2it/c6sZEyDVgjkajnDhxIjt/19fXlyWOEylg81UXp0oUdV3PVmILdY47tkK1tbVUVlYWZJ9OVbiioiJruC4IAm85sI3NVy7hJ+9/ntNnk8RMELDw2yJpQBFsEpaIINj4dZm4YdOflqjymAQ9BqIMUUUioJ8nV6VBBcLjHAgZ65lUWkQxjex84GhIgkAQGXSZoWEXccHEh8ZZ24PgE/CVS8SHzDxbH4uGJ/tZuNyHqGQEIqPRdSpG16kYHr9M3dYKPC6JhucGSKdNtu+rprc7Ts/ZOJ/4lz34Avlngbu6ujAMgyVLlmSr7Lnk0Pl9dDa0IAh8+ctfJhwOc/fdd0/p+RRRxEuBIgGc50in05w5c4ZgMEhVVdWYsPoTJ07w4osvsnfvXpYtW/YSH+3cwBGBxGIxjhw5wurVq1FVlXB4gjvYKEy1BWxZFl1dXQiCwIYNGyatoE6nBSwIAsPDw5w4cSKrYDUMA1EUp2334sTdTdSenis4BsyqqtLU1ERNTQ3r168fs14+BaxTRYxGoyN+h/xJHfk89RoaGvD5fAWLs4NM1BtwwUyt86Gzs5NoNMq+ffvG/G3xngpubHwjP//UUR69+zS2IRLBxm0LSLaAKVjItkDi3M+ltkQ8JjGQlKgusfDoaaJ+GX/aQADshAZMZtkjoBsKunEutUTJbQuPhCyeI4MRGdO2iEV0NgtxTq724vIqDJzSSEUn/pz0nI4jybBxTzmNzwyR72OVjBm8+EQvAGu3llNa7qLh6X5sGz53z8XsubR27IPIiIdOnDjBunXrplXFsyyLjo4Ovv3tb/Pwww9P+XFFFPFSoEgA5ykconf48GEuueQSbrjhBr70pS+NmXM5efIkV155JXfccQfXX399QdSgFxput5tYLMahQ4dYunQptbW1DAwMTLmiB1NrATtGz7qu4/F4pkTIpjNbCNDS0pK1e5mLjN9CkXxHDCGKIuvWrcu7zlQVsJZljVHA5ka75RJF5z3zer288MIL46Z0zCTSbTwMDg7S0dFR0PnGZDJJS0sLW7ZsGZegCILAFV/bwts/U8e/XfM8x/+nj7QAaft8NdAUbGRbJGSDLFoETJnIMAx7JPyahu4S8LsFSmyL5NR8nXHmA3XDxKVayPLIeLrRcAkiVbioUmGoO82LCQ1JFlizvRyPKnH66DBaIv9n0TSg6elhFq5UCA8aJMLjf2ZbDmfmBitqPHz6u/vZ/rrx4wdPnz6N1+vNVlanCkEQ+NKXvsTb3vY29u7dO63HFlFEoVEkgPMclmWRSqVoaWnBMIxscoSu63i93mwb7vHHH583BNC2bR544AG2bt3KRRddBEyfeE2lVXv69GmGhoZYsWIFnZ2dU97uVCqADpmprq7O2r04AozpkAzbtmloaEAUxSlVKOcKZ8+eZXBwcFbGyw5yrWwmwvDwMC+88ALr169HVdURRNGZUcwX6TaZmGUiL0VN0zh27Bhr166dkrhoLmDbNseOHaOmpmZK7WZvUOVjD+yj+3iE777vWXqaokSxkW2QbAENkAQbyZIYFCx8AriTEsmkh5jbIBJPEwyK2BIoU+vQnjvOjG2MZJioqok8hZzgClkCLEzDpulQZp5PVmDtjgpcskT70RDp5NjPZV+bQaBcpXarhxOHQxPuIzKUZCDdwOOPn8xrtg2ZpJqtW7dO/cmew5EjR3jggQc4evToK/46WsT8R5EAznM41ZUXXniBD3zgA0SjUSzLwjAMLMsiHo8jSRJnz559iY90bhAKhfjxj39MVVUVV1xxxQjxy1xWALu6ujh79iw7duwglUrNyjR6NBy7F0EQWLhw4Ywrf5BR/BY6cm1oaIgTJ06MMcG+kNA0jaNHj7JmzZpJPQZzPfVGt6DD4fCIZfm8FHPbzR0dHfj9/hHjFRcaZ86cIZ1Os2PHjmk9rmZ9CZ9/7g0c+q9u/v3vXyQxqBOxLXwI2LaILdiIFhiCyIBgUiaISCkZG5m+pEZKNHCVqKiKiKhDOm7g8krY2GhJAwQQAVHIyEVEAWQEJEtENsCnWKjq+G1hgHWqSKsMp43znydDh8YXM2TQ7ZVZu6cMwYDTR0MY2vnPUnRIIzqk5RWI5GLttkr2X7Qvb+7z8PAw4XAY27Z58cUXR9jvTGSN5NgoffrTn+bDH/5wwWyHiihiNigSwHkO5wbc1tZGW1vbuOvNBwJo2zZXXHEFZWVlrFy5coQ9ynRUvc7646l1BwYGsjFsfr9/ROtxMkxWAcy1e8lVJs4047e9vZ1du3YVLHItlUpx5MgR1q1bl9cH8ULAqYgFg8EJFdgOcm/qk2031yInlxhGo1EikQipVApBEAripQiZhJHW1lbq6+unfT442Pa2Gra9rYYHv9rM777aTEKzEG0Ljy1gIZLEQrVEYgKYokm5IKHaKqqpEhsw6BMMyoMKolslbYKRMAi43MjaOG3ac//SKRsbndKAiddl5m0LuyS4zOsmYcL/JtJ02CNJXCphcOSZfiCT37t6RzlWyuL00VA29aPhyX5qVvhBgo7W6Jh91NVX4vP58lZsh4eHefHFF7n44ouRZTlv7rPjpen83tPTw9/+7d/i9/uztjFXXXUVCxcu5D3veQ/btm2bzttTRBEFQ5EAzlM4NxiHAC5YsICtW7ciy3J27ip3/soZmH8lm0A76rtHH32U//3f/x3zt7loATtK2vXr12cVptPZ9mTrOnYvO3fu5Omnn84qfqdrJ+EYUm/evLlgCS/OrGFVVRWLFy8uyD4hk7mcSCTYs2fPnFbgcr0UR2f/RqNRnnnmGerr6ykrK5u2l+JEs4njeSlalsWxY8dYunTpnJDrt35qHW+6fjU//NCLPP+rTmKWhQsB2RYzDoK2jdeSGcJEFcEviPglmUHTZHjYRpdMKhQZQZAJ2wKWYKN6RdIRDbco4EdEHPF+CAiohKOQSOkEfTrqKP8/QQAB8IgCq8tceFaopGIWg10JEtGRX8jiEZ3DT/cBUFLuYu26UtJRgzPHwnSfiiGrAlsvquLIk30jBCJ19fkTYZyZ3hUrVmSvmx6PJ2uRNR4Mw2Dnzp184AMfYMuWLezdu5fu7m66u7tJJpNTei+KKOKlQJEAznM4VY7NmzfzP//zPy/x0Vx47Ny5kxdeeCFvFNxsW8CJRILDhw+zYsWKEcPh06kuTlQBzLV7EUURSZKySRZut3tC9WsucU+lUhw+fJiVK1eyYMGCKT/n2cC2bZqamrJG1YXC0NBQ1tewUJ5rpmly9OhRli9fnv0SMBMvxVximEgkGB4eHuGlOLr96DzG5XLR19c3J16Kikvi736wk7/40ga++zfP0v5cCB0Ltw0WIjHbQkVAtAQGBJOAIFAZkElFwGNKDJsGqFBqyygpESsFsqCQAsKWAYKNLIBLEPALIuo5QqjrCgMhGa9bI+DTkXIOXxRtNE3EExc49EJ/dnlphYsFC70EAiqyLGJqNrFhjcGuBJGhNC8+lVH7VlR7WLaqhMSgzrEn+lm3rZyejjihgcw1oW5H/rnJrq4udF2fdoKLLMs8+uijDA4OcueddxZs7KGIImaLIgGc53C73fh8vuyNKpVKjUj+cCAIwiu6+peLibKAp4rRhFHTNA4fPszChQvH3CCmUwEcj4gODg6OsXvZtm0buq6PUcA6+aOjvfQcMhCJRHC5XEiSNGdEYTJ0dHQwMDBQ0FnDdDrN0aNHWbt2bUFzrJubm1EUhRUrVkz7sTPxUnRELIODg1RWVo7Ie873/s/ES7F8sZebH3kdzY/18/2/e4HhzgSynakIWggYto3HltAESMcMLFlCMgT8yNgaDGoGilvEp4i4YgKKAQrnCbmJzQAmhmgiCuAPSogxC1IuEimJoE/H68m0hUXRxjBFSgWRbVsqOd48RDplERpKExpK5z/+KjeVVefIoSQQTxnEDJ3SlR4kn0TVYh/VS3x0n45Ru3LsuWIYBq2trdTV1U27tR6NRvnyl7/MgQMHiuSviFcUigRwnqOsrIz//M//zKoFJ7PcmA/IFwXnEMCpDurnkjpHlBEIBFi9evWYdWdbAYzFYjQ0NFBXVzfC7sXr9U5KpnK99FKpFKdOnUIURQKBAP39/eMShYn+jW49Tobh4WFaWlqor68v2PllWRZHjhyhoqKC2tr8Xm4XAr29vfT29s6JunkiOF6KHo8H0zQ5efIkK1euZOXKlSPWm6mX4nhkcelOP19uvJTHv3+GX9x8lHjCxI2AjYgJuGzwItNn6CCJ+AUJwYAgMlbKZiil43XLyBJ4UwLiue86EgIeZDj3uz0EKQQGBQNLNJGiIhVJgeUlFoJgoRuZ82/wcIi032L9nkrMpMmJo8N5/f6G+lMM9afGLBcEGEomqazyEgy6eN2V+at7p06dwuv1zsgj81//9V9Zvnw57373u6f92CKKeClRJIDzHJIk8frXvx7ItOkef/xxAoHAvB5MHq8CCGQj1CaDQ+qcuStRFFm/fn1eYjTdCmAuAUyn0xw+fJglS5ZQVVU1bcVvrpfewMAAuq6zd+/eMQIHy7Lyth5TqRThcHjGRDGdTnPkyBHWrl1bMNEHZGYldV1nx44dBbPbSKVSNDY2sn79+knnwuYSra2tyLKc19h6Ol6KmqblJYv5vBSllRJv/3cXDT8UaPmvBGnLxIOIjYBhW1Qg029axLBQSyTsqInbFilDwUjZhAUDQ1ZAsfCbGRXwaCiIlNpqViVi6HAsaaKoGobLQgGqUwpNsSTPPd0NQGWVh9Vrygj3pjnTOnmyj23DQG+Sgd7MLN6e14/9spBIJDhz5gy7du2a9rnU3d3NN7/5TX73u9/Nmw5KEa8eFAngqwBO1cswDF73utdx8cUX8+ijj16Qfd155518/etfp6enh61bt/Ktb32L3bt3T/q4++67jyuvvJJ3vOMd/PrXv57VMeQjgLnZulMhgIIgYJomLS0tpFIpduzYMe7jplsBHF1ZLC0tZenSpSPI33TbUD09PbS3t7N79+686lZRFKc00D6aKObm/eYjioIgIMsyAwMDRKPROakoTob+/n7Onj3L7t27Z6yEnS4cpXFVVRULFy4syD4hM+PY2dk569b6VImibdvZcQdZlrnin6sZ/sc4v/r4KTpfSOA6Vw00yOSCWAgYEQsQiCgmgm4TQKbcVtB1i5hpIdgihmQSkCXU/B3cLNxIoHmQzhXwazwyshDD0DOfmYG+JAN9GTK3dHkJtbV+uk/F6O+amthi92vHmj+fOHGChQsXTjkn3IFt23zxi1/ksssu4zWvec20HltEES8HFAngqwDOzdchFtOZhZsO7r//fm644Qbuuusu9uzZw4EDB7jssstobm6esLVy+vRp/u///b9cfPHFc3Icbrc7bwsYmFalLplMkkwmqa+vn1Bg4LR1p9Jezl23sbExW1l0jmsmdi/hcJjGxkY2b948Rq06XUyVKJqmSUNDA7FYjBUrVmTnFJPJ5AjT5VwD6/HIodvtnrI9SjKZzKqwZ/tcp4NTp06RTqfZvn17wfZpGAYNDQ2sXr26YCbTgiAwODhIMplk//79KIpCbS1semwtZ4+G+Ze3P060X8OLiAAkMFAQkRCQ9MxnbBgDQbApsWXKLJkUJpptk0pB3GOiiOBPTO0cV5KwbHUJokfgRNPwiL+dOR3hzOkIggDrNlZQGnBx+niYaFjLuy1/QGHDtpECkKGhIQYHB7OG8dNBQ0MD999/P4cPHy6aPhfxikSRAL7KYJomw8PDF8S09o477uDaa6/lmmuuAeCuu+7iwQcf5N577+Wmm24a93je+9738oUvfIHHHnuMUCg06+OYrAI4FTjVrt27d09aNXHI5VReU0cEkmv34rSaZ2L3kpvxWyjFL2RaX8PDw+zZs2fC12e0mMH5l6t6nQpRdAji8ePHqaqqoqZm/BivuUYoFOLUqVPs2rWrYBVHyIhNvF7vlLwN5wrpdJqWlhY2bNgw5lxcsjnIHaffysHvnOTnnz6KrIGKQEQwsW1QBAEFATcSgg1RLEwsAkiUmhJp1SKRtghYCoOKiS1alOsyoj3+Z0ZAIHYqybCsU79rAceODJJOj/wM2zY0NWSMohVVZMOOSlRRovXoEFrOutv3LUTKkRs7ti8rV66ctnjDtm0++9nPcu2117J27dppPbaIIl4uKBLAVwkccrJ582bWrFmDrutzag6saRrPP/88N998c3aZKIpceumlPPXUU+M+7rbbbqOqqooPfOADPPbYY3NyLOMRwKm2agcHB+nq6sLtdk+pypRLLidr0zmt+Fy7F9M0EUVx2tm0pmly6NAhKisrC5bxCxlC1NzczI4dOyYlx7lihomQa4+SSxhziWIikcC2baLRKIODg+MKGebCcNmBruscPXqU1atXT7tFOBv09/fT19fHvn37Clpdam5upry8fMKK/Rs+sorXf2gFX3z9I3QeioBpgyiQxkJHIGlbyIKAWxRRTYkUEEGnRJQpsxSG0BB1AT8KEdlGl3RKTQnFzP/ZKUVh0NI5/Owg5QtkVC90tOev8umaxeEXMt6APn+m4qcnTFqPDbP7tSMTYjo7OzFNc9q2LwAHDx7k2Wef5ac//em0H1tEES8XFAngqwTOTeT73/9+9sY5lxgYGMA0zTHh6dXV1TQ1NeV9zOOPP84999zDoUOH5vRY8hFAmJpYIxKJcOzYMZYsWcLg4OCU9pdbAZwM0WgU0zSz5MkwDERRnHbMmzOTJknSuOKUCwFHtLJmzZqstdBcYDJ7lN7eXhobG9m5cyeSJE25ojiRgGUyomjbNsePH8fn882IJMwUmqbR2NjIunXrCqra7+vrY3BwkP3790+6riiKfO7RP+P4431888o/MRRKkanXgSWADRi2hSDYSAi4ENBSMISGIkDQlhkQ0ngMGbehEBdsLJ+JzxBxpUe+F2X2+UrkUL+BIMCuPQs5drSfZGL8cOJ4TOfZc+KR0jKZwILMqITL5UKWZdra2li+fDmapk3LIskwDD7zmc9w0003TSmLuYgiXq4oEsBXCSKRCIcPH6axsZFoNMqLL77Inj17WLNmzUtyPNFolPe9731873vfm/OL6HgEcDIz6GQyyZEjR1ixYgV+v5/+/v5x182FQx4mI4CxWIyTJ08iiiIlJSWzzviNRCIF9d2zLIvDhw9TUVFR0LZkIpGgsbGRDRs2ZP3+puKjl0/MEovFGBwczFYaJyKKyWSSwcFBtm7dimEYyLJ8wYm2Y6gdDAYL2ubWdZ2mpibWrVs3rXbo+tdU8f+dfhvf+OsnOPxwH1FDx4uMiY2AjSRkBCMGNgl0RBsUW2SIjIjIhcCgkKbEVlBiEmkgGbBRTBtfMnNe13jcCEYY27GQseHFp/uoXuSjbI2LY4cHJj3ORNxiS/1ibNsglUoxNDSEbducPn2a1tZWYGIvRZfLRTwep7y8nJ///OdEo1E+/vGPT+s1LqKIlxuKBPBVANM0+eIXv8g3vvGNEcv37NnDPffcw4YNG2a9j8rKSiRJore3d8Ty3t7evKrJkydPcvr0ad7+9rdnlznkTJZlmpubZxyo7hDA0TN5E7WAHeVjVVUVS5YsIRwOTyveLff488GpnC1cuJDu7u5Zkb+enp6sbUWhMn4h0x60LKugFUdHKb1o0aIx1eWJMFXD5fGyfkOhEAMDA7hcLg4dOpRt00/FHmc2RLGnp4ehoSH2799f0NbviRMn8Pv9MyKdkiRy4y8u5vmHujjwkafoG0jhEWQ8toSOiYSIiIAtCJgCxG0bgUzkWwQTGxsTk4igU2qrSFEBE4GQ20ZWwZsUqarzUbXAS/+ZBD1n4gD0dsXp7Yqze28NjQ0DxKL6uMdYt6mSVauWA5kvFD09PezevZtAIDBlL8Ubb7yRY8eO4Xa7WbBgAe94xzuoqalh69atfOITn5jBq15EES8tigTwVYCf/vSnfOMb36C0tBRZlhkeHmbNmjU8/fTTfP7zn+eee+6ZdZKCqqrU19dz8OBB3vnOdwIZQnTw4EGuu+66MevX1dVx9OjREcs++9nPEo1G+dd//ddZVZicCsboOcfxKoAOyfD5fKxZs2Za84KQIYATtZdz7V4WL15MV1dX1j7lpVT8TgednZ309vayZ8+eggshRFG8YJXqfBFulmXxzDPPsHTpUtatWwcwJus3X0UxnU5nieJEZsvjEcVUKkVTUxMbN24sKLEfGhqip6dn1vOG9W9exL81vIMvvO+PPP6/Z/EYMn5bQcRGx0bh3BcdgXP1QYEENiIiESwkG2JomAKU2y7ElICVgrBoscJTgimD7YaajX4qSzy0HQsRj+q88KdeKqs9rFxdxpEX+/Ie26Zt5wVSLS0t1NTUZK95U7XIeeyxx/jyl7/MI488wi233EJvby9dXV3TipgsooiXE4oEcB7DESX8/Oc/BzKCi4MHD/L//t//4/Of/zx33HEHv/zlL/na1742J1FaN9xwA1dffTU7d+5k9+7dHDhwgHg8nlUFX3XVVdTW1vKVr3wFt9vNpk2bRjzeMRIevXy6cAhgOp2elADatk1DQwOCILBhw4bsDXA65s7OtvMRRsfuxZnVS6VS2LbNM888k7U/mQ5BOHToEKtWrSqo4jccDtPU1MT27dsLaoDc1dVFX1/fBU/dGA2nJZhLOqea9TseUYxGoyMi3JzPZi5RjEQieDweDMPIilxmW1GcDKZp0tjYyOrVq+fkvXV5ZW7/1Z9xomGQr33yKdr+FMJlSfhsCR0bEQGJ8++lIAjYgC0IWLaNKYCNRb+dREUiiIpsiUSei3FcjuD1y/iCKj3RGMNGkg27FiDpAieODDHQm2Tn7hpaW4YIhUaOgGzenvm8DA0NMTw8PCPbl6GhIe666y5+85vfcMkll8zmZSqiiJcFigRwHsMhJE5b9u/+7u84deoUAH/+53/OI488wjPPPEM8Hs+uP5sbzRVXXEF/fz+33norPT09bNu2jYceeijbujtz5kxBbuQOARztBTia1Nm2TUtLC4lEgvr6+hGVrelmB+eLeAPG2L3IssyePXvGzKhNpZI0PDyMx+NBURSGhoZwuVy43e4LWpFzWterV6+mvLz8gu1nNGKxGE1NTWzZsqWgQojBwUE6OjpmPFs5FaJo2/aY97+vrw9d1wkEAnR2do5LFCcStcyEKJ48eRJVVed8pnPNxgq+99DbGB5M8pn3/C8n/xRCsQV8toyJiYJ4TjKSA0E4lxQnYQo2cdskLiQosRUWW16O22FiMZ1oLNPqlZE48ewQlpC5bnlLZJoaBrAtmzXrSmlpHs7uY/O2KizLorm5mRUrVky7wmrbNl/+8pf5sz/7M173utfN/gUqooiXAYoE8FWAYDCIJElEo9EsWfjFL35Bc3MzMDX16lRx3XXX5W35AjzyyCMTPvYHP/jBnBxDbgUwF6MrgO3t7fT397Nz584xnmeTCUZGI9/6nZ2ddHd3U19fP8Luxe/3T0guRhOEVCpFe3t7tlXV2dlJKpXKzjnKsjwpQXC5XNMmNE7ebllZWUFVsIZhcOTIEZYuXVpQlaWmaRw7doy1a9deUONlp/3vEMVEIsHx48fZunUrFRUV2fVs285WFEfPqEUikRG/T5UoOhVFyFR2z549y549ey5YhbGswsO3//tyhvqSfPii3xLqTeNCBDujGVYY55wUBERBhnN+ghYGVaabXjk9mjYi2RnZcSpyXhF8sjnMhs2V9HbHSSYM1qwvo6ura8a2L8ePH+enP/0pL7zwQtH0uYh5gyIBfBVg/fr1HDx4kI6OjizR+dCHPkQ8Hued73xndvB7vlzYJElCluUJCWB3dzft7e3jetlNJ90jd30Hg4ODnDhxgm3btk3b7mU0QWhtbcU0zTEZv7ZtZxM4ppLvqijKlCpJzvG1tLRgGMaI1viFhmO9oqoqK1euLMg+nf02NDRQWlpKbe3YvNgLvd9FixaNIH9AViQ0mTl4LlEcLWLIRxQlSUJVVTRNw+Px0NnZOSFRnAuUV3n4+Yl38YtvNnLPrYfQLAuPLWFjI58TieSFAIIgIiFSiRfNgmHSjMcbHVjYHG3sY/POajasq8SyTFpbW9mwYcO0vwjZts2tt97KNddcQ11d3bQeOxFM0+Tzn/88P/7xj+np6WHRokW8//3v57Of/ewIZ4HPfe5zfO973yMUCnHRRRfxne985yVzbyhifqFIAOcxnAvdG97wBu677z4OHz5MOBwGMhef3bt3c9NNN4258cwHjGcGbds2g4ODNDc3s2XLlnFnH6eT7uFs2yGXsViMY8eOUVdXN2u7l+7ubs6ePZtX8eskZ6iqOuEMp5PvOt5sWi5hALIkMJ1OU1VVxenTp7OkYDqxbTNBZ2cnQ0NDBZ/7O3v2LLFYjL179xb0i1B7ezuaps3qhp5LFCcSBuUSxdOnTzM0NMTChQvRNC2bfOOcJw5RnMxDcbpEcfvlKjesWMpPPztE9+kYom3itWUkBFQmHmWQEQmiUoJCwjAJCSl0KX/3Yt2mcjq7oli2xf/97B7a2toIBAIzmp199NFHeeKJJ/jBD34wp+fGV7/6Vb7zne/wwx/+kI0bN/Lcc89xzTXXEAwG+djHPgbA1772Nb75zW/ywx/+kBUrVnDLLbdw2WWX0djYWNDRiCLmJ4oEcB7DuVhdfvnl/OAHP8jO4n30ox9lyZIlXHnllQVt7RUS+QigKIokEglOnDhBXV3dhDNtudnBUyEizsygMzO3dOlSqqqqZkX+wuEwx48fZ8uWLbNS/Ob63E0Exw5jcHCQpqYmamtrkWV53HzfqbYbp3rTjEQiNDc3s3379ml50c0W0WiUEydOsGPHjmlH8c12vydPnhwzf3qh4JyH6XSa3t5edu7cSTAYHLPeeBVFxx4n93fbtscliqP/OaMM+y7ZzZsOB/i3W17kl986Tsw2kO2MCCSTK5z/cyIjINgZxb1fFPGKMma5TX8sSVo73/4Nlrr4z0fenY19i8fjHDnSwe7du6dN4EzT5NOf/jQ33njjhOkoM8GTTz7JO97xDt761rcCsHz5cn72s5/xzDPPAJn34cCBA3z2s5/lHe94BwA/+tGPqK6u5te//jV//dd/PafHU8SrD0UC+CpAX18fl156adaq5f3vf3/2b8eOHaOsrKygba9CIB8BtG2bzs5Oli9fntebMBfTzQ4WRTE7u1ZWVsby5cuzRGkmdi+5it9CzcGJoogoirS1tbFq1SqWL1+ed72pmCynUqkpz6W53e7svOGKFSsKKjYxTZOjR4+yfPnyOU02mQyWZdHQ0MCyZcuy6vdCwFGlL1myJC/5g+lVFHVdz1tdzkcUBUFAkiRaWlpQVZXXvs9H3cVb+dcPNRIZ0olioNoibkRUpDEiEQEBEXA+kYZlkRg0sGWLVZtLCZa4iAxrrN9YMSLzt6WlhUWLFs3I6eC+++5jaGiI66+/ftqPnQz79+/n7rvvpqWlhbVr13L48GEef/xx7rjjDgBOnTpFT08Pl156afYxwWCQPXv28NRTTxUJYBGzRpEAzmOYpokkSdx8881ZFZtT8bNtm0OHDvH+97+fm266iSuvvHLK1a5XAlwu1wgVsK7rhMPhKcd6TSfezcGZM2eQJIm6ujpM08wKNGaa8btgwYKCVmgdEhYMBifMFp6KyXI+pavzz2k3jiYHoigyNDREIpGYMyHLZGhubkZRFFasWDGn250MbW1t2LZd0DlHyLS6NU2bscl6LnJHECYjih0dHZw8eZL169djGEaWNAaqDf7vfUv5xVe6Ofq/CTTBQrMtXLaFBwllVFtYQsAi85k0z/0vGAKNx86ngXzg41uzPw8ODmZn56aLRCLBF7/4Rb74xS9eEFHQTTfdRCQSoa6uDkmSME2TL3/5y7z3ve8FMqbgQN54TedvRRQxGxQJ4DyGQ15KSkr49re/zdGjR/nCF77Arl27+OMf/8inPvUpzp49SyKRGLH+fEBuBdAxYpZlmfLy8inP9E3HC9Ahm3v27MG27ewM1XQrf07GryzL1NXVFTwNQtd1tm/fPuv9jhayjAfbtjl16hRnz55l3bp1I0jjXAhZJkJvby+9vb0FnzcMh8O0t7eze/fugu43mUzS2trKtm3bCmrmbRgGbW1t1NXVjZvmsufXcOiPPXz+yj+SjBmkBSsjFMHCg5wViUiI6GTavQ4RzFUSiyKs3+whFAqhqirNzc2sXLlyRsba3/72t6moqOBv/uZvpv3YqeDnP/85P/nJT/jpT3/Kxo0bOXToENdffz2LFi3i6quvviD7LKKIXBQJ4DyGc3N585vfzOHDh3niiSd4z3vew65du3j++edJp9P85V/+Jbt37wYo6E3hQsNROTotL4Dy8vJpe/tNhQB2dnai6zorV65EkqSs4leW5Wnf4E+ePEk0Gi04Oeju7qarq6vgSR/hcJhTp05RX18/YSt0JkKWiVrOznmxYcOGgppbm6bJsWPHWLly5ZyYr08VzvNduHBhQVvskDmn/X7/pFF+2167kF+cfhefv+KPPHewG1uEBCZpy8SLjAspY/ly7ruJUwGUz9nKIMCqtX7CkW76+k9nvwCePHlyXKXzeNXlvr4+vvGNb/CrX/3qgn0e/vEf/5Gbbrop28rdvHkz7e3tfOUrX+Hqq6/Ojqn09vaOiOjr7e1l27ZtF+SYinh1oUgA5zEc25O3ve1tXHrppXzkIx/hhz/8IX/84x8BuPLKK/nBD36AoijZsPv5AqcC2NLSQjwep76+nlOnTs1JukcuHLsXv9+PLMsXTPF7IRGJRLJik8myc+cSmqZx9OhRVq9ePekc3HSELPlIYq6QJZVKYZqZKlJLSwvt7e1zJmSZDCdOnEBRlHHnKy8Uuru7icfjbNmypaD7jUQidHZ2TlldrSgSX37g9Tz6QDtf//BT6GkLU4QoBinLxHWuJWxjZyuAAgISAiY2b33Hevbs2Y2u6zzxxBOsXbuWQCCQ9c10vkSMV13+9a9/zaFDh7BtmwULFnD8+HEikQg1NTXs2rVrTq+RiURizDVCkqTsNWrFihUsXLiQgwcPZglfJBLh6aef5iMf+cicHUcRr17Mnzt+EXkhiiKaptHY2Jht9TpEpbW1lR/96Ee85S1vYdGiRS/xkc4tXC4XPT09VFZWUl9fnyVk0yGAk1UAc+1eenp6suRvqi3IXMyV4ne60DSNw4cPs2LFioKaLjut7pKSkjmdcxRFEY/HM2FVr62tje7ubrZs2TJG7TobIctklaLBwUG6uroKbjWTTqdpbm5m48aNBVU5O56Oy5Ytm/YM3ev+Yhn1b6jh0+/8A80vDAGgiza6ZSAAi1eV8Oa3V/Hr7zeTjpisW1nO6Z4wr7s0M7va1tZGSUkJNTU1CIIwZZsky7IoLS3lgQceYMeOHfz+97+nq6uL7u7ubIrSXOHtb397di5748aNvPjii9xxxx387d/+LZC5/lx//fV86UtfYs2aNVkbmEWLFmXz1osoYjYoEsB5DOfm9eijj/Lnf/7nJBIJdu3axVve8hZOnjzJT37yE5599lm++c1vct1112VFI/MBsizz+c9/nqeffjpLBhyl7lQxUQVwtN1Lb28vg4ODCIKAx+MZQQ4me00dxe/q1asLSsIsy+Lo0aOUlJQUvCJ1+vRpEonEBU2hyIdQKMSpU6fYtWvXpC3Y8YQsqVQqr5BlokQWSZKymbuFrLICNDU1UVFRMec2JpPBGY2YqcDGH1T55v++mf/33Wa+e/MLmKadNYBesq6E67+wm+u/sJtf/eA4//ObU1z98S1s3VFFPB7PxvlNdd7XeZ9e//rX893vfpc3vOEN3HXXXRf03PzWt77FLbfcwkc/+lH6+vpYtGgRH/rQh7j11luz69x4443E43E++MEPEgqFeM1rXsNDDz1U9AAsYk5QJIDzGA55ef7550kkEvz1X/81n/rUp9i6dSvRaJRdu3Zx8803c+zYsRHrv9Jx8OBBHn/8cT784Q+PULNOR9Qx0fqOqCTX7qWmpobh4WEikQj9/f0jiMFEwgVZlmlqamLBggVznsc6GVpbW0mn02zdurWgJGxoaIi2tjZ27dpV0IqUruvZlnNJScmk609HyDJZIkssFstm0ba1tc2ZkGUy9PX1MTw8zP79+2e9relA0zROnDjBpk2bZv2l8h0fWsdFb1/Cp952kI6TUWxg8Zrz79+73r+ed71/ffb3lpYWamtrZ1RJf/zxx3n00Udpbm6+4J+JQCDAgQMHOHDgwLjrCILAbbfdxm233XZBj6WIVyeKBHAew7mALVu2jGuvvZbvfve72b8FAgE+9rGPsXr1alKpFDA/RCDRaJQrrriCbdu2jfE2nIt8Xye6a7TdS2Vl5YhBbWfd8YQLkUiEVCpFIpHAtm3i8TgDAwNjEjcu1DxaT08PnZ2d7N69u6Czn+l0mqNHj7Ju3bopkbC5gtOOnKoN0HQwWSJLX18fDQ0N7N+/P5uwMp6QJZVKoes6kF/IMvq8mCiRRdd1jh8/zrp16wo6UwqZWcfy8vIZJW/kQ+UiL/e88HZ+cNshfn7gOLWr81dvBwYGCIVCbNy4cdr7cEyfP/nJT475LBdRxHxEkQDOYzgVhCuvvJIrr7wSyFyYY7EYgiCwfPlyLr/88uz68yELOBAI8Nxzz3HzzTeP8AGEmRHA0VXR1tZWEokE9fX1k9q9TCZcaG1tpaenh127do0QLzgD6+PNo+Ujh6OXTVQ9ikajNDY2snnz5gvibzYebNvm6NGjlJeXF9x4vLu7m+Hh4YLP32maxvHjx6mrq8uOIsyFkGUqiSw9PT14vV4qKiqmHGk4FxgeHqa3t5d9+/bN+bbff+s2Xv9XyyFPdrBlWbS0tLBq1aoZEd5f/vKX9PT08MlPfnL2B3oOy5cvp729fczyj370o9x5552kUik++clPct9995FOp7nsssv49re/Paliuogi5gJFAvgqQSQS4Sc/+Qk/+9nPaG9vJxAIsH//fq655poLcqF+KbF8+XLcbnfeKLjZ2MB0dHTQ09OTje6ajd1LruLXIQQTCRcmiucaHh6e0C8vlxxKksSJEydYvHhxQecNIWPHoWka27ZtKygJi8fjNDU1sWXLloJGzDlVx9LS0kmTZ3IxFSELTJzI0tPTk/2i9+ijj86ZkGUyWJZFU1MTK1euvGD2OsvqSvMu7+jowLZtFi9ePO1tplIpvvCFL3DbbbfNqQjr2WefzSrOIZO89MY3vpF3v/vdAHziE5/gwQcf5Be/+AXBYJDrrruOv/iLv+CJJ56Ys2MooojxUCSArxJ873vf4x//8R9HLGtsbOTIkSPcd999BRcBXGg4PoC5mO4MYG7FcHBwMGui63a7Z2X3EgqFaGxsZOvWrVO+2UwnnstpOzuVROfnUChEOBzGsiza29s5c+bMhGQgt+08WwwMDHDmzJmCt5wdoUttbW3BCW93dzehUIh9+/ZdEMI7XiKLaZo89dRT1NXVsXjx4hFEMfecmK6QZSoV5jNnzmDbdsEzxnVdp62tjY0bN85odvKuu+6ipKRkzg2YR7fA/+mf/olVq1bxute9jnA4zD333MNPf/pT/uzP/gyA73//+6xfv54//elP7N27d06PpYgiRqNIAOcxnLbPsWPH+M53voMkSbz2ta+lvr6eUCjEwYMHeeaZZ7jnnnv44he/OK9UwLlJIA5m2gLOtXspKSmZld1LMpnk8OHDrFmz5oIQktyW4OgZuxMnTpBKpbLqyHzq1mg0ysDAQHaZ0+KeaC5xMlKQSqWyr18hLW4g02YHWLNmTUH3m0qlstYrhZ6/a21txeVysXjx4jkVskyWyCKKIqdOnWLt2rVomjZnQpap4OTJk5SUlMxo5nBgYICvf/3r/OxnP7ugX040TePHP/4xN9xwA4Ig8Pzzz6Pr+ois37q6OpYuXcpTTz1VJIBFXHAUCeCrALFYjLa2Nl772tfy0EMPZZWXP/3pT/mbv/mbrAp4PsHtdhMKhUYsm4kPoOOT59i9zKbyZxhGNuO30Irf3t5eOjo6RlTgppLn67SdcytHDinINdeF/KIFVVU5e/YsZWVlVFZWFnQWbXBwMGsHUshUFUcoVFVVVXDrlXA4TEdHx7RnHScTsjiYSNjU39+PKIqcPHmSpqYmYOw5ke9LxERClqkgFovR2dnJnj17ZvT4r371q+zevZvLLrtsxscwFfz6178mFArx/ve/H8gIsVRVHWOCXsz6LaJQKBLAVwGcm9/69etRFIVYLIbf72f//v0IgkAkEpnT/d155518/etfp6enh61bt/Ktb30rGzc3Gg888AC33347ra2t6LrOmjVr+OQnP8n73ve+WR2Dy+XKKwKZ7gxgR0dH1u7FmeWZTcavqqoFz/iNxWI0NDSwadOmaYk+ptp2tixrDClIpVIkk0m6urrQNI1UKsWjjz6arVBOVE2ci1k0TdM4duwY69atK6jQBTKzaIlEgq1btxZ0v5Zl0dDQwMqVKy/Ycx5P2DQwMEBvby/79+/H5XKNK2RJJBIjZlYnE7JMRQE/G9uX1tZW7r33Xp566qkL/pm855575qXpfhGvXBQJ4KsATiuwoaEBIGsi2traim3bWcXZXFwA77//fm644Qbuuusu9uzZw4EDB7jssstobm7OWw0pLy/nM5/5DHV1daiqyn/9139xzTXXUFVVNatv5OOJQKZaAbRtm2g0OsLuxWmHzsS7rrW1lVgsVvBqlK7rHDp0iGXLll2wapSjTB5tTtvX10d/fz979+7F5/NhmuaYSqJjiZNbZRxvFm00aRyvxehU4EpLSwt+s43H45w4cYJt27YVPFrx1KlTCIIwwvuyEDBNk6amJlavXp0lhnMhZJlKIothGIRCIRYvXkw8Hp/Wlwfbtvnc5z7He97zngtO1tvb23n44Yd54IEHsssWLlyIpmmEQqERVcDe3t5piYaKKGKmKBLAeQyH0C1cuJBrr72WWCzG8PAwZWVlQEZ1eu2113LFFVcAzAkxueOOO7j22mu55pprgMxw9YMPPsi9997LTTfdNGb9Sy65ZMTvH//4x/nhD3/I448/PisCmG8GcDoikNbWVkzTpKamZoTdy0xu6l1dXdn2a6GjuI4dO4bP52PlypUF2y9kck4bGhrYsGFDtholSRI+n29as2i5hDEWi42YRYPzLcZcchiLxQiHw2zbti2bcV2IiqtTgautraW8vPyC7y8XsViM06dPs2vXroJ+wYBMqouiKDNS344nZMlFbiLLaGFTb28viqLQ3Nw8ZSFLKpUiGAxy6NAhfv/739PU1HTBz4/vf//7VFVV8da3vjW7zImoPHjwIO9617sAaG5u5syZM/POmaGIlyeKBPBVgNLS0qwJtGEYdHV1IYoiF110ERdddNGc7UfTNJ5//nluvvnm7DJRFLn00kt56qmnJn28bdv84Q9/oLm5ma9+9auzOpbxWsBTIYCO3Ut5eTmCIGCa5oztXkKhEE1NTWzdurXgrciTJ0+SSCTYvXt3QVvOTlJKTU3NtP3MpjqLNl6LMRwOZw21X3jhhex7N1k10bHImQ3a29vRdZ3Vq1fPajvThW3bNDY2snTp0oKaa0Om4nn69Gl27tx5wc6x8YQsZ86cwe12s3fv3ux4x1SELLfffjuPPfZY9svI3/3d37Fo0SJqa2u5+eab5zyqz7Isvv/973P11VeP+AIZDAb5wAc+wA033EB5eTklJSX8wz/8A/v27SsKQIooCIoE8FUC27Z57rnnePDBB2loaEAURTZt2sSb3vSmGQ9Pj8bAwACmaY656VdXV2eHwvMhHA5TW1tLOp1GkiS+/e1v88Y3vnFWxzJTFfDAwAAnT55k27ZtdHd3z0r04Sh+V69eTUVFxbSfw2zQ19eXtV0pZNURMjNZgiCwdu3aC7aPfC1G0zR5+umnWblyJatWrQIY453oVJByDZVzK0eTzSaqqpqX6ESjUdra2ti5c2fBlfRnzpxB1/WCV3lt26a5uZna2lqCwWBB961pGidPnmTz5s3Zz+VUvzzs37+fH/3oRxw4cIDbb7+dUChEV1cXnZ2dF+Sz8vDDD3PmzBn+9m//dszf/uVf/gVRFHnXu941wgi6iCIKgSIBfJXg2LFjvO1tb6O/vz+77Be/+AW/+tWv+OUvf1nwqkUuAoEAhw4dIhaLcfDgQW644QZWrlw5pj08HYxHACcSgUSjURoaGqirqyMQCNDd3U1fXx+pVGoEMRjtkZePEDiK36qqqoIrfh3bmo0bNxbcdqW7u5uenp5sVaaQaG5uRlEUVqxYkV02HQuUieYT0+k0uq5nScZoUtjR0UFVVRWSJKHresHazolEIvuFpdDEs6+vj2g0yubNmwu6X4C2tjZKS0tnZKVkmiZ33HEHn/rUp/irv/qrC3B0I/GmN71p3OuO2+3mzjvv5M4777zgx1FEEaNRJICvAqTTaW677Tb6+/vZtm0bp06dIp1Os3//fv7whz/w5S9/me9///uz3k9lZSWSJNHb2zti+WRDzaIoZgnotm3bOH78OF/5yldmTQCnYwSdTqc5cuQIy5YtY8GCBRiGwZIlSygvL8+2lRKJBENDQ1lC4LQXR5NDVVXp6elBFEWWLVtWUOsTXdeztjWFjpOKxWIcP36czZs3X7AUiPHQ29tLb2/vjIhnbuVoIoxuOzuEsaenB8MwCIfDPP300xNG9o3+AjEbkuwkjdTU1BR85tAwDJqbm1m7dm3BK8yO7ctM26R33303Ho+HD3zgA3N8ZEUU8cpCkQC+CmBZFv/zP/9DdXU1999/P1dccQWtra3cd999rFq1ioMHD87JflRVpb6+noMHD/LOd74zu++DBw9y3XXXTet4R1fvpouJKoCjCZkzs1ZWVsayZcuydi8ej2fcmap80WwOIejt7SWVSiHLcjbSabRYYTQ5cLvds1aNOqIPj8eTbYEWCs5ruGTJkhmZ8c4GqVSKxsZGNmzYcEGJZ762cygU4uzZs+zZswe/3z9hZF8oFBrhnZjPUDkfaRyv7dzV1UU8Hi+43Qxk5ku9Xm/B1apO23nx4sUzmqkdGhriq1/9Kj/60Y/mXKXd2dnJpz71KX73u9+RSCRYvXo13//+99m5c2f22D/3uc/xve99j1AoxEUXXcR3vvOdgpuUF1GEgyIBfBVAlmWi0SgbNmxgzZo1WJaFYRhUVlZSUVHB4ODgnO3rhhtu4Oqrr2bnzp3s3r2bAwcOEI/Hs6rgq666itraWr7yla8A8JWvfIWdO3eyatUq0uk0v/3tb/n3f/93vvOd78zqOMYjgEBW0QvnLUMcuxfLsqZk9zKeR15XVxc9PT3s27cPn8+XV6yQSqWyNhcOIZgocSP394nSFdra2ojH49mkj0LBqUQpilJw4umQ3qqqqoJXPE3T5NixY6xatSp7DsxFZF9uRJvTds4nWDlz5gwrVqzInueFsp2JRqNZg+1CnmeQmdGNRqNs2bJlRo//2te+xvbt27n88svn9LiGh4e56KKLeP3rX8/vfvc7FixYwIkTJ7KOC86+v/nNb/LDH/6QFStWcMstt3DZZZfR2Ng4xkKpiCIKgSIBfBVAURSqq6uzyRgejwdd1/nud79LR0cH69evn7N9XXHFFfT393PrrbfS09PDtm3beOihh7I35zNnzowgMPF4nI9+9KN0dHTg8Xioq6vjxz/+cdaaZqYYTwUMjJjHaW1tJZFIUF9fn7WbcBS/00UoFOL48eNs27YtW52Yih/aeIkbDlEcbX2Sjxym02k6OzvZvHlzwW/KXV1dDA4OFtzjEMiOM2zfvr2g+4WM2MXlcs3Id2+iyL5c5PPJS6VSdHd3I0kSXV1dnDp1ak4i+6YCh+wvXbq04POllmXR0tLCqlWrZtR2bmtr49/+7d947LHH5vw8/epXv8qSJUtGjNLkzqLats2BAwf47Gc/yzve8Q4AfvSjH1FdXc2vf/1r/vqv/3pOj6eIIqYCwZ5ONEIRr1hcdtll/P73v6erq4u/+Iu/4E9/+lP2b/fee282nmi+4IknnuCKK67g+PHj2WWmafLoo4/ymte8Jju4f+rUKXbu3Jk1lRVFccaK36effppVq1ZdMNHHeDNo8XicgYEBFEUZYVg9USXR+TdbshiNRnnmmWfYtm1bwZXOoVCI559/nl27dhXc/mRwcJDDhw+zd+/eObcNmQy9vb0cP36c/fv3o6rqhJF9uefKRJF9o8+R8eLZOjs7aWtrY//+/QUXnbS3t2dn/6b7+bRtm/e///243W5+9KMfzfmXpA0bNnDZZZfR0dHBo48+Sm1tLR/96Ee59tprgQz5XLVqFS+++CLbtm3LPu51r3sd27Zt41//9V/n9HiKKGIqKFYAXyW48soraW9v58UXX8yq5xYvXsyb3vSmbOya812g0BWkC4GJKoCWZY2we3HI32wzfqurqy+o4jdfNdEwDJ555hmWL1/OmjVrsmRgdCUx10g5lUqNUbRORBbHq4YahsHhw4dZvnx5wcmfruscPXqU1atXF5z86bpOQ0MDa9euLTj503WdpqYm1q1blxWtzCayL51Ok0wmR9jijI5nc84FWZZpb29n+fLlWWV8oUigpmm0tbWxZcuWGVXvnn32WX7729/S2Nh4Qa5vbW1tfOc73+GGG27g05/+NM8++ywf+9jHUFWVq6++Opvtm88iq5j7W8RLhSIBfJXg/e9/P295y1sIBoMIgkA4HGbTpk1s3Lgxu858IH4OxksCEQSBaDRKY2Nj1u5lNuQvN+N33bp1c/kUprxvl8uVVVHnkoGpGCmPJorRaJSBgYHsMsuyRiQrOGTAUTqrqkptbW1Blc62bdPU1ITP52Pp0qUF2Wcumpub8fv91NbWFnzfLS0tlJSUzEh8MV5k32iMF9nX3d2dzcdua2ubdWTfdHDy5ElKS0tn9EXDsiw+85nP8LGPfeyCxeRZlsXOnTu5/fbbAdi+fTvHjh3jrrvu4uqrr74g+yyiiNmiSABfJRgeHkaWZSKRCHv37kUQBBKJBM3NzViWhWma2Xmj+vr6grd35hr5CCBkCFJTUxPLli2juroaTdOypGkmz7m1tZV4PM7u3btfkvm3aDQ6o2H8qc4mOhY4owlBb28vyWQSSZJ47LHH8goV8lUV5+K86u7uZmhoKHseFxK9vb309/ezb9++gu97cHCQ3t5e9u/ff0H3nS+yLxQK0dHRwf79+/F4PHMS2ZdPBT+eyXZXV9eMbV9+85vfcOLECX7729/O7AWZAmpqatiwYcOIZevXr+dXv/oVQJaw9/b2UlNTk12nt7d3REu4iCIKiSIBfJXglltuyX6D1zQNXdez82KGYWR/Hhwc5PHHH5+RwerLCQ4BzK1MGYaBZVmUl5ezbNkyDMMAMje8mRCTlyrjF6C/vz+b/TqZf91MMV6yQjgcpru7m507d1JaWjpGqOCQAcdE2fk9t2I0mdJ5PIITj8dpampiy5YtuFyuC/K8x0M6neb48ePU1dUVXLVpGAaNjY2sWbOm4Pu2LIvjx4+zcuXK7BeG6UT2aZo25gtEIpFgeHg4e36MF9mnqird3d0sWLAgG8s4nc+qpmnceuutfO5zn7ugaSUXXXQRzc3NI5a1tLRkK44rVqxg4cKFHDx4MEv4IpEITz/9NB/5yEcu2HEVUcREKBLAeQ7HlPb++++fst1LNBqdFwQQMjNTzqC8M/+zZMmSKdu9jIfh4eExit9CIZFIcOzYMdavXz/hzfdCQNd1jhw5wqpVqygtLQUyBNrr9U44DzdeNTGVSuVN2xhPmHD69Gmqq6tH2GsUAo76tby8vODed5BpgbrdbhYvXlzwfXd0dGBZ1ozap1NtO4/nqdnf308ikcAwDJ588skpR/bJsowkSdxzzz1IksQHP/jBmT79KeETn/gE+/fv5/bbb+ev/uqveOaZZ7j77ru5++67gQxhvv766/nSl77EmjVrsjYwixYtynqmFlFEoVEkgK8SXHHFFXR2dlJSUjKuCtDj8WAYRsEH+i8EHAKYTqdRVZUTJ06QSCRQVTXb8p6p3YuT8bt27dqCv1aO4GTRokUjWkmFgDNzGAgEpk0Gploxyq0m5hLFSCTC8PAwuq6TSCTo6uoaQwTy/TyemnW66O7uJhwOvyStX6f9+lK0vFOpFK2trWzduvWCjjjki+yzLIsnn3ySuro6Fi9ePK3IvquuugpFUbBtmzVr1nD99ddTW1vL6tWrL0j8265du/iP//gPbr75Zm677TZWrFjBgQMHeO9735td58YbbyQej/PBD36QUOj/b+/O46ou08aPfw5wDiCyiawquINK7hummeUyjuNoaYv2qJXVM6aWmc9ktmmjqfmMOeWSzZTaoqbz1LRoWToZpuK+oYIiJusBAdnhrN/fH/zOd0AWDTkc5Vzv14sXcDjwvcEjXOe67+u68hk8eDDff/+99AAUDiNtYJxAYx7Qv12UjLYjUAAAO3RJREFUlpbi5eXF5cuXKSsrU9u9nDp1inbt2hEQEFDvit8jR47g7+9PVFSUnVZfM0VROH36NGazmV69ejnkzKEtEGnsLW9b25UBAwbQrFmzKtWs1wcEtvcrV7PeqCVOXduKZWVlxMXFER0d3ehTTqxWK3FxcYSGhlbpK9dYTp8+jUajcci8319//ZXMzMzf3F/SarVy8eJFVq9ezenTp3nsscfIyMggIyMDd3d3PvzwQzuuWog7h2QAnYBGo+HSpUvk5ubW2FjWdljbZDKRk5PD9OnTHbLN1ZBsGcDc3FwyMzPVdi8ajYaMjAxKS0vx9PSs1uairkBZURTOnDmDTqejc+fOjfWtqH799VcKCwsd0nD52rVrJCcn07dv30YP/oxGI/Hx8URGRqoZIlvgVpeaqlltkzays7PV264fyXb9ecTLly/TsmVLhxyLuHz5sjpTurHl5uaSm5vLoEGDGv3aRqORy5cv1yvzaNt23rJlC3v37qV///52WqUQdzbJADZxtkPT99xzD7/88stNfc5PP/3E0KFD7bwy+2vTpg09e/Zk5cqVBAUFYTabyc/Pp6ioqFoGybYlXNOsXtvbGRkZ5OXlOaToIycnh9OnT9O3b99G73tnMBiIi4ujffv2du1zWBNFUTh58iSurq52mXJS20i2ypNYbJWsNRUp1PQ4aajg3NZk2xGNrq1WKwcPHqRNmzYOabVz7tw5jEZjvSpkFUXhqaeeQqPR8Nlnnznd7ocQN0sygE4iODgYT09PAgIC1IPUtgIIWwsUDw8Prl692ugjnuwhPT2d3NxcgoODCQkJUYsLAgMDazw7V7l5cuXXtpYWpaWlWCwWAOLi4uoMADw8PBo0Q1daWsqZM2eIiopq9EDAdu7P39/fIQUIqampFBcX2+38W10j2UpKSjh06BB9+vTBx8enxm1mWwNl26SNytnEuradb3Q20Va0FB4e3uj/5lCRbXZ1dXXIv3lRURGZmZnExMTU6/NPnDjBV199xdmzZxv0MbNw4UIWLVpU5bbIyEgSEhKAivOSL774Ilu3bsVgMDBq1CjWrl3b6DOqhbhZEgA2cbZAZPbs2YwbNw5/f388PT3x8PBAo9FUmQhhGyXW2A2NG1pxcTFjx47FYrEwdepUzGazGvTWVvTh5uZG8+bNawx+r127xvHjx+nVqxdeXl7VAsWCgoIqwYEtCKgtOKw8YeNGf6AsFgunTp0iNDSUsLCwBvn5/BbJycmUl5fTo0ePRs+kFBUVcfHiRXr37t3oGVer1Up8fDytWrWiRYsWANWKFK5nyyZeX+VcedJGTS1Panqc5OTkYDabad++fWN9y6rS0lL1zGxjHzVQFIXExETatGlTrykrVquVBQsWMHPmTLucmezWrRu7d+9W36/8++SFF15gx44dbN++HV9fX2bNmsWDDz7I/v37G3wdQjQECQCbONsf7XvuuQeo+AWbkpJCSUkJHh4eDvkDY2+pqalERUWRmZmpTrOob68/W8VvZGSkegbsRs2TawoCSktLycvLU9+3ram24NDDwwOdTseFCxdwc3NzyJnD3Nxcrly5Qr9+/epVLX0rLBYLZ86coW3bto3e8gUqMmAWi0WdsHIzKmcT61Lb3N7KffFs286//PLLDbecb+aJxM2yBWChoaF27ZtXm6tXr1JSUlLv5si2cW9fffVVwy7s/3Nzc6vxfHRBQQEffvghmzdv5r777gNgw4YNdOnShbi4uHo3sRbCniQAdCJJSUmsX7+e7777jry8PIKDgxkxYgQzZsygXbt2ambiTj8z06VLFzZv3kzbtm0pKytT273Ud8ZvSEjITW+F3UwQYJvXe/12s8FgoKioSH3bZDIBFQUPR48erRYoVg4GGjpTU15erm47N3avQagYt6bVah1S+VpYWKhmwOwxEaemlic2iqJw/PhxPD09ad++fbUtZ1sDZdv7lbOJtbXE+S2PkatXr1JQUMDdd9/d4N/3jVitVi5cuECHDh3q9YTDZDLx+uuv89prr9ntScPFixcJCwvDw8ODmJgYli5dSnh4OMeOHcNkMjF8+HD1vlFRUYSHh3Pw4EEJAMVtSQJAJ1FaWsrcuXP59ttvgYpARa/Xc+rUKfLz81mxYoVDnvHbU25uLm+++SY9evSgdevWhIWFERYWRqtWrWjVqlWdgY3ZbObEiRO4u7s3ePat8rze2s5b5ubmcvLkSaKjo9FqtVUCgcrbibZxd5V7O9YWKN7sH1Wr1cqZM2cIDAx0yLZzVlYWWVlZDBw4sNG3IC0WC2fPnqVt27YO+f9gq1Dv0aOH2uewLpXPrlZ+jFTONl8/jq22YNHV1ZWEhAQ6d+7c6FvuACkpKbi6utZ7xvLGjRuxWq12m6wxYMAANm7cSGRkJJmZmSxatIghQ4YQHx+vzsW2NUe3CQ4ORq/X22U9QtwqCQCbONskkO3bt/PDDz8QHR1NixYtiI2NZfjw4RQVFfHRRx8xduxYxo4dq96/KXjppZdwcXGhqKiI5ORk9u3bR1paGmlpaZSVleHj46MGhNcHh5s3b6asrIzPPvus0X8eZWVlavbtRgfIbaO2rt9SLCkpIS8vT73NarWqY9jqKl7RarUkJSVhNpsbvc8hVGQez507R9euXevcareXS5cuodFoHJJ5LC8v58KFC0RHR990sF7X2VWb2h4jlY8l2LKJUHHu09Yzr6bHiU6na/D/EwaDgeTkZHr27FmvHYjCwkKWLFnC2rVr7TYacfTo0erb3bt3Z8CAAURERLBt2zaHPFaFuFUSADZxti4/qampGI1GXnvtNZo3b05sbCzTp09Hp9MxYcIErly5UuX+TcGrr75a4+2KoqjTFdLS0khPTyctLY3U1FROnDjB2bNnyc7OxtfXl5CQEDVArClQDAsLIzg4uMG2Cm1FH8HBwTeVCak8aqu2jJVty7mmKufK83pts5EBvL29OXv2bI3bzfbYcratMz4+nqCgIIdUTl67do3U1FSH9FlUFIWEhARatmzZ4M2mb+YxYms5Yws+KweKtkp4W79QqMgm1rXlbBvHdrOSkpIICAhQC25+q5UrV9K5c2cefPDBen1+ffj5+dG5c2eSkpIYMWIERqOR/Pz8KlnArKysO76nqmi6JAB0ErbArvK2Z3p6uhpklJWVNej11qxZw4oVK9Dr9fTo0YP33nuv1oasf//73/n444+Jj48HoE+fPrz11lt2a+Cq0Wjw9/fH39+/2oSDffv28bvf/Y5du3bRv39/NTis/BIbG0t6ejrp6elkZWXh6upaJVCsHCzaAsXQ0NAbFgdYrVbOnj2Lq6trg1ZiV95yrmvbu7i4mMOHDxMeHl6l2jk/P79KQAC1BwCVX//WoPjy5csYDAZ69ep1S99vfZjNZs6ePUvHjh0d0gYpOzub/Px8hzRdtgWfbdq0uamM8/VN5G3tknJzc6tknK8vcqotWCwqKkKv19e77UtaWhpr1qzhxx9/bNTAvbi4mEuXLjFlyhT69OmDVqtlz549TJgwAag4x5qSklLv70sIe5MA0EnYet9lZ2er21s7duxQn9HbJg00RAHI559/zty5c3n//fcZMGAAq1atYtSoUSQmJhIUFFTt/nv37mXSpEkMGjQIDw8Pli9fzsiRIzl79my9zwPVV9u2bdm0aRPDhg0DoHPnznWeATQajWRkZFQJFG2ZxG+++Yb09HQyMjKwWCwEBgbWGCTa3t6yZQu//vor69evb/QMlK3tSVhYWJ2Vr7btxOurnIuLi8nJyVFvq7zlXFegaOuHl5+fz+XLl+nXr59dCi9u5MKFC3h4eDik6bHJZCIhIYGoqCi7bV/WJTMzk7KyspsKvF1cXPD09LxhJXxNlc6V+2pWzibanqDY/g1qChZryyYqisJf/vIXxowZY/dAa968eYwdO5aIiAgyMjJ44403cHV1ZdKkSfj6+jJ9+nTmzp1LixYt8PHxYfbs2cTExEgBiLhtySSQJs52pm/v3r3cd999PP744/z+979n8uTJ6pbfU089xfLlyxuscm7AgAH069eP1atXq2to06YNs2fPZv78+Tf8fIvFgr+/P6tXr2bq1KkNsiZHslgsZGdnV9tyrvz2lStXsFqtdOzYERcXl1qziWFhYbRo0aLBK7XPnz9PYWEh/fr1u+XgU1EUTCZTjVXO18/qdXFxQafTYTQa8fLyokWLFjW2w7FnQGybshITE+OQs1zx8fGYTKZ6n3+7FSaTif3799OlS5dG33a3Wq2kp6eTlJREZGSk+pi5/vFiyyZWflxcvHiRxMREdDodS5YsYffu3QwcONCuTx4effRRYmNjyc3NJTAwkMGDB7NkyRI6dOgA/KcR9JYtW6o0gpYtYHG7kgxgE2f7w9mtWzf+9Kc/4erqSmFhIX369MFsNjNkyBD++7//G39/fxRFueU/QEajkWPHjvHyyy9XWcPw4cM5ePDgTX2N0tJSTCZTvc8D3W5cXV0JDQ0lNDSUfv36Vft4amoqffr0YcGCBdx3331VgsPU1FSOHTtGRkYGaWlpFBQU4OHhUS0ovP51UFDQTf8x1Ov16PX6Bqu6tTUW1+l0N6y0Li8vJyEhATc3N4KCgjAYDFWKV2xZorqKV+q75QwVAdC5c+fo3LmzQ4K/nJwcrl69SkxMjEPaLyUlJeHj41NjZt7eFEXh119/pXPnzrVWm19/ftUWHGZlZbF7927S0tLQaDQMHjxYPYrx9ttvM3ny5AZf79atW+v8uIeHB2vWrGHNmjUNfm0h7EECQCcRGBjI2rVr1fcHDx5Mq1atqvQia4g/QDk5OVgslmrZhODgYHVk0o289NJLhIWFVemp1ZQVFxczc+ZM5syZA1RUGNamqKhIPX9Y+VziTz/9pN6enZ2tBp21Fa7YziWeP3+ev/zlL6xevbrRAyA3NzcKCwspKSlh4MCBNZ6RvP7MWeV+iTk5Oer7tkkvdc1ythUmVH6cJyQk4O3t3ehHDaAiAD5//jydOnW6YbsXeygoKCAjI8NhwWdKSgparbbOVkO1nV/t0KEDbdu25amnniI1NZXmzZuTmZlJenq6Q7bxhbgTSQDoJEpKSkhOTq5S5XvmzBmKi4spKSkhPDzcIYfvr7ds2TK2bt3K3r17HfJH0RG6dOnCG2+8cVP39fb2Jioqqs4WLQaDQc0YVq5wPnbsGF999RXp6elkZmZisVjw8fEhMjKS5557rtZt57rGn92KkpISEhIS6N69e60FMjd75sxkMtVY5VzbCDYPDw8URaGwsJB27dpx9erVKmfPGiMgSkpKwtPT0yHBp6IonD9/nrZt29Zr5NqtMhgMXL58mV69etXrZ202m3nttddYsGABAQEBQMX53bZt2zbwSoVouiQAbOJsZwD379/PmDFjCAsLU1t+2M5fZWZm8tBDD/H5559jNptvaexXy5YtcXV1JSsrq8rtN9MO4X//939ZtmwZu3fvrjMLJurm7u5Ou3bt6uxlZ7FYeOyxx0hISGDevHlkZWWRmprKhQsX+Omnn9TMosFgwM/Pr8YsYuVA0d/f/zf9Ibc1m27VqpU6Yq++Km8516XyVmJxcTFJSUn4+flRUFBAdna2uuVs+3o3muV8K+fN8vPzSU9PZ+DAgQ7JvqWlpWE2mx0WMCUlJdGyZct6nzv+5JNPKC8vZ/bs2Q28MiGchwSATkKj0WCxWCguLlYzIfn5+WrzV1t/sFv9Y6TT6ejTpw979uxh/PjxQMUf+z179jBr1qxaP+/tt99myZIl7Nq1i759+97SGsSNlZSUcPXqVXbs2FFrBkpRFHJzc6sVraSmpnL48GF1y7mwsFDNZN3oXKLtjOGKFSvo2rWr3Vr91MTWNNnLy4uUlBSCgoKqtQGybTlfn00sLCyscg5NURS0Wu0Nq5xrmtNrsVg4d+4cHTp0sFt2tS4Gg4GkpCS6d+/ukIrrwsJC9Hp9vVveFBUVsXjxYt55550btla6VcuWLePll1/m+eefZ9WqVcB/ij22bt1apdjjZopo3nnnHTZt2kRKSgpFRUX4+fkxZMgQli1bpnYb2L59O/PnzycjI4Nhw4YxefJkpkyZAsBPP/3EvffeC8ChQ4dYtGgRBw4coLy8nK5du7JgwQImTpxol5+FaHqkCthJpKSksHHjRgICAnB1dcXNzY28vDy++eYbkpKSWLduHePHj2+QQpDPP/+cadOmsX79evr378+qVavYtm0bCQkJBAcHM3XqVFq1asXSpUsBWL58Oa+//jqbN2+uMoP0RhMOxO2hsLCwxnOJlbegc3JycHNzIzQ0lICAABISEnjsscfo2LFjlUAxJCTE7q1QbJWngwYNqtfIM0VRqk3WqKnK2WKx1NgLr6ioiNLSUqKjo/H09ESn0zVqFvDMmTMoiuKQLLuiKBw9ehR/f/862w3VZfHixfz73//mwIEDdq0OP3LkCA8//DA+Pj4MGzZMDQBnzJjBjh072LhxI76+vsyaNUvdZbmR8ePHs3v3bsLDw3F1deX8+fNYLBZat27NxYsXSUhIoE+fPlitVnx8fAgMDESv11NSUgL8JwDcv38/w4YNw2QyERISgq+vL4mJiQBs2rSpSXRPEPYnAaCTu3jxInfddRcLFy5k/vz5DTYKbvXq1Woj6J49e/Luu+8yYMAAAO69917atm3Lxo0bgYqzO7ZJJJW98cYbLFy48JbXIhyvvLycjIwM4uPjmTZtGsOHDyc0NFQNEm3nEhVFITg4uMoWs62YpXKgWN9za2VlZRw8eJDu3bvf8tZzXSr3wru+eCU7OxtPT0/MZjMmkwmNRnPDEX0NNX0lLy+PkydPqj03G5terycxMZG77767XkdNMjMz6dGjB9999x1DhgyxwworFBcX07t3b9auXcvixYvp2bMnq1atoqCggMDAQDZv3qxm2hISEujSpQsHDx68Yc+/c+fO0alTJ/WJx+7duxkxYoT69saNG/n000/x9vYmMTGR0NBQpkyZwqeffgr8JwAcNmwYe/fuZcSIEezcuRM3NzdeeOEFVq1aRevWrUlNTbXbz0Y0HbIF7CTMZjMpKSnqgXmj0YiiKBw6dAij0cjXX3/N/PnzG2wU3KxZs2rd8t27d2+V93/99dcGuaa4fXl4eNC+fXu2b9/O8OHD2bZtW7Wsl9lsJisrq9p2c2JiInv27FGziUajEX9//xqDw8rnFH19fatcw2KxsHXrVgYMGGDX4A+qVq/asthWq5UjR47Qrl07NftlsVhq7H1X+Vxi5S3nmiau3Oz4NavVSkJCAh06dHBI8GexWLh48SKdOnWqV/CnKAqLFy9m5MiRDB482A4r/I+ZM2cyZswYhg8fzuLFi9Xbjx07hslkqtKhICoqivDw8JsKAK9cucIzzzzD6dOnKS4urvL7NiMjg7NnzwIwZMgQtXn/ww8/rAaANocPHwbgxx9/rJbFtv3fcURxkbizSADoJNLT0xk3bhz+/v5qc1XbQXhA7QPmiAPpwnn8+c9/xmAw1Pg4c3NzU4M3W7b4eoqikJOTU227OT09nbi4OPX24uJimjVrViU4LCws5MiRI6xcuRKDwUBYWBiBgYGNNnUlJSUFi8VSpTjH1dWVZs2a1ZnRtG05X7/dXFpaSl5ennpbTQ2TKweKubm5ALRu3dru32tNrly5gk6nUwOb3+rs2bNs3bqVkydP2vX31NatWzl+/DhHjhyp9jG9Xo9Op6sy7xcq2lzp9fo6v25ycjLjx4/HaDTi7e2t9mI9efIkgHoe+7do1apVjf+eled6C1EbCQCdhMlkUp9dVqbVaunVqxczZswAaPQRZMK5aDSaW8o+aTQaAgMDCQwMpGfPnrXer7CwsMoZxOPHj7Nt2zaGDh3K22+/TVpaGrm5uWi12ipZxMpv2wLHkJCQep0VrKy0tJRLly7Rp0+f31x4UXmLuDY1jV+rXMBSVlZGaWkpULGNeKPt5obacrYpLy/n119/pXfv3vUK3hRF4dVXX+Wpp55q0DnZ10tNTeX555/nxx9/bPAs6YkTJ9TG5rt27SImJoatW7cyadIk9T7R0dGcOHGCAwcOkJ2dTVBQENu2bav2tfr168fPP/9MREQEu3fvVtskpaWlcezYMXW0pxB1kTOATiI3N5epU6fSsmVLtWGuh4cHrVu3ZuzYsXTs2BGTyVRj1aIQd7qhQ4cyYMAA3n77bfW2srIytV9i5S3n688lAoSEhNwwUKytV6HVaiU2NpaQkJA6+zfa08mTJ9FqtURFRdVatFL5Nqio6K9ru7muGb3Xi4+Px2q11rvwZM+ePUydOpULFy4QGBhYr69xM/71r3/xwAMPVAnSLRYLGo0GFxcXdu3axfDhw7l27VqVLGBERARz5szhhRdeqPVrJyQkEB0drfbfDA8PR6/Xk5OTA8CGDRvo1asXvXv3xmq14ufnR0BAAJmZmVWC93vvvZfY2Fjuv/9+zGYzvr6+ai/LjIwM7rnnnmrHbISoiQSAgr1795KVlcUjjzzi6KUIYRdJSUm0bt36N2d1zGYzer2+1upm22vb6MKaziXGx8ezZ88efvzxR7vMcb6R7Oxszp07x6BBg26qwtpqtVarcq4pULRarbi5udWaRbS9Li0t5dixYwwaNKhe02bMZjODBw9m8uTJNzVL/FYUFRVVK0h74okniIqK4qWXXqJNmzYEBgayZcsWJkyYAEBiYiJRUVE3dQbw448/ZuHChWRmZjJw4EBeeeUVtQhkw4YNPP7442zfvp2XXnqJjIwMhg4dyvjx43n22WcBiIuLU49HHDx4kL/85S8cPHiQ0tJSwsLC6Nu3L9OmTeMPf/hDQ/9oRBMkAaCT0ev1ak8zRVHIz8/n0UcfJT8/n71791JSUsJ9993n6GUKccewWq3k5ORUCQhtbyclJREXF0dERATJycl4eXnVWrRiCxxbtmzZYNuvFouFAwcO0K5duwY9+2crJqstSLS9bTuLZuvBWFugqNPpav2eP/74Y5YtW8b58+cdMq/53nvvVauAoaINzM6dO9m4cSM+Pj5qM+oDBw40yPVshTI2zzzzDH//+9/R6XRcvXoVHx+fBrmOEHIG0IkcP36cd999l0uXLlFcXIzVasVkMlFQUIDFYuHRRx/Fw8OD8+fPO3qpQtwxXFxcCAoKIigoiN69e6u3K4rCuHHjmDx5Mps2bVLPJV4/oi8+Pl59Py8vTy2UqC1QtJ1LvJnt18uXL+Pu7t7gFaGVp69UntF7PVsQ3LVrVzVgNBgMXLt2TQ0SbefiKk9fKSws5Pvvvyc4OJh169Yxe/ZsrFZrg34P9fXOO+/g4uLChAkTqjSCbij9+/enXbt2hIeHk5SUpJ7d/vOf/yzBn2hQkgF0EhaLhX79+qkVZ1C14td2xsXT05OCggIHrFCIpkVRFD755BPGjBmjzqu9kdLS0hueS9Tr9Wg0mmrnEq8PFHNycpgzZw47duyo98i1W2HLPnbo0IGwsLBa72fbcq68xXzhwgXWrFlDSkoKqampmM1mjEYjfn5+/PGPf2TTpk2N+J00rscff5w9e/aQnZ2NVqvlrrvu4plnnuGJJ55w9NJEEyMBoBOxbcE89dRT+Pj44O7ujlar5b333iM1NZUPP/wQnU7Hww8/7OilCiFqYTKZyMzMrLEVTuW3PTw8aNOmDVqtttrs5sqBor2ySpcuXSInJ4f+/fvX69yjXq+nR48efPPNNwwdOpTc3FzS0tJQFIVevXrZYcVCOBcJAJ2Ii4sLHTt25MKFC1Vu79+/P0ePHr1ttliEELfms88+48UXX+Tzzz+noKCgxiAxLS2N0tJSmjdvflPnEn9LEFdeXs6BAwfo3bt3tZ55N0NRFJ5//nmys7P56quvpDOBEHYgZwCdyODBg+nYsSMGgwGdTofFYsHNzY0hQ4bg7+9PUVER7u7udp/FKoSwr9TUVN59912GDh1a630URakxOExNTeXUqVPqVvS1a9dwd3evM4sYFhZGcHCwei7xrbfe4p577qlX8Adw/vx5PvvsM44fP97gwd+6detYt26dOoGoW7duvP7664wePRqoCF5ffPFFtm7dWuWMX3BwcIOuQwhHkwygEEKIWpWWllbbXr7+XGJWVhYajYbQ0FACAwM5f/48U6ZMoW3bttUyijdqxaMoCg899BARERGsXbu2wQPAb775BldXVzp16oSiKGzatIkVK1Zw4sQJunXrxowZM9ixYwcbN27E19eXWbNm4eLiwv79+xt0HUI4mgSATsS2xXt9u4UNGzaoI6Xy8vJ488036xxNdaezWCwsXLiQTz/9FL1eT1hYGI8//jivvvqqbDUJUQ9Go5HMzExSU1N54oknaN++PV27diUjI4PU1FTS09PJyMjAbDbTsmXLalnEym8nJyczffp0Lly40GhZtxYtWrBixQomTpxIYGAgmzdvZuLEiUBFA+cuXbrcVJ8/Ie4ksgXsRK4P/KxWKy4uLixYsICsrCw8PDwoLy9n3rx5TToAXL58OevWrWPTpk1069aNo0eP8sQTT+Dr68tzzz3n6OUJccfR6XRERESQmZmJ0Wjkyy+/rPY7xGq1kp2dXW3LOTk5mX379qm3l5WVMWHChEYJ/iwWC9u3b6ekpISYmBiOHTuGyWRi+PDh6n2ioqIIDw+XAFA0ORIAOjFbQPjJJ59QXl6Op6enOqaoKTtw4ADjxo1jzJgxALRt25YtW7Zw+PBhB69MiDvbwIEDOXv2bI1PIF1cXAgJCSEkJIS+ffvW+PmKopCcnGz330FnzpwhJiaG8vJymjdvzpdffknXrl05efIkOp2u2tnF4OBg9Hq9XdckRGOTANCJKIpS4xZn5We7zmDQoEF88MEHXLhwgc6dO3Pq1Cl++eUXVq5c6eilCXHHa968eb0/V6PR0KFDhwZcTc0iIyM5efIkBQUF/POf/2TatGn8/PPPdr+uELeThpk3JG5reXl5mM3mmz7ftmfPnibdDHr+/Pk8+uijREVFodVq6dWrF3PmzOGxxx6z2zXbtm2LRqOp9jJz5ky7XVMIUTOdTkfHjh3p06cPS5cupUePHvztb38jJCQEo9FIfn5+lftnZWUREhLimMUKYSeSAWzCbGf8nn/+eTp37sz48ePx9/fH19cXLy8vdQu4pKSEjIwMzp8/z7Fjx1ixYgWxsbG1btPc6bZt28Znn33G5s2b6datGydPnmTOnDmEhYUxbdo0u1zzyJEjWCwW9f34+HhGjBjBQw89ZJfrCSFuntVqxWAw0KdPH7RaLXv27GHChAkAJCYmkpKSQkxMjINXKUTDkirgJswWAI4bN45vvvkGqDij069fP1q1aoWnpyfFxcVkZGRw7tw5YmNjsVgshIaGsnfv3ioDyZuSNm3aMH/+/CrZt8WLF/Ppp5+SkJDQKGuYM2cO3377LRcvXpTKYyEa0csvv8zo0aMJDw+nqKiIzZs3s3z5cnbt2sWIESOYMWMGO3fuZOPGjfj4+DB79myg4uywEE2JZACbMFuG7+233yY8PJyff/6Z+Ph44uLiarz/gAEDGDFiBA888ADt27dvzKU2qtLS0moV0a6uro02CcVoNPLpp58yd+5cuwd/6enpvPTSS3z33XeUlpbSsWNHNmzY0GSzu0LcSHZ2NlOnTiUzMxNfX1+6d++uBn8A77zzDi4uLkyYMKFKI2ghmhrJADqR3Nxcdu7cyeHDh9Hr9VitVjw9PQkJCSEqKopBgwbRtWtXRy/T7h5//HF2797N+vXr6datGydOnOCZZ57hySefZPny5Xa//rZt25g8eTIpKSmEhYXZ7TrXrl2jV69eDBs2jBkzZhAYGMjFixfp0KFDoxy0F0IIcfuSAFA4naKiIl577TW+/PJLsrOzCQsLY9KkSbz++uuNMgZv1KhR6HQ6dVveXubPn8/+/fvZt2+fXa8jhBDiziMBoBMoLi6muLgYPz8/dDodZrMZqNgiVhRF3fp0d3fn8uXLnDp1ir59+9K6dWtHLrtJunLlCu3bt+eLL75g3Lhxdr1W165dGTVqFGlpafz888+0atWKZ599lqefftqu1124cCGLFi2qcltkZGSjna8UQghxY9IGpgmzxfbr169n4sSJJCUl4eLigk6nQ6fT4ebmhlarxd3dHXd3dwCOHj3KlClTiI2NdeTSm6wNGzYQFBSkNqG2p+TkZNatW0enTp3YtWsXM2bM4LnnnmPTpk12v3a3bt3IzMxUX3755Re7X1MIIcTNkyKQJszW+PnSpUscOHCAuLg4AgICyMrKwmq1YjQaMRqNmEwmysrK8PLyYvfu3ZSUlJCbm+vo5Tc5VquVDRs2MG3aNNzc7P9fz2q10rdvX9566y0AevXqRXx8PO+//77d2t3YuLm5Sd80IYS4jUkG0Al4eXkB8Morr9C3b19GjhzJiBEj+N3vfscf/vAH/vjHP/LQQw8xevRoNmzYAFRUyoqGtXv3blJSUnjyyScb5XqhoaHVinq6dOlCSkqK3a998eJFwsLCaN++PY899lijXPN6y5YtQ6PRMGfOnEa/tnCspUuX0q9fP7y9vQkKCmL8+PEkJiZWuU95eTkzZ84kICCA5s2bM2HCBLKyshy0YiEan2QAnUCLFi2AilYnZrMZNzc33N3dcXNzw9XVtcprDw8P8vLyJHtjByNHjqQxj9zefffd1f7oXbhwgYiICLted8CAAWzcuJHIyEgyMzNZtGgRQ4YMIT4+Hm9vb7te2+bIkSOsX7+e7t27N8r1xO3l559/ZubMmfTr1w+z2cyCBQsYOXIk586dU58Qv/DCC+zYsYPt27fj6+vLrFmzePDBB9m/f7+DVy9E45AiECdw5swZ4uLi8PPzUwM9rVaLm5tbjS8Wi4Xw8HCCgoIcvXRxC44cOcKgQYNYtGgRDz/8MIcPH+bpp5/mgw8+sOvYu+vl5+cTERHBypUrmT59ut2vV1xcTO/evVm7di2LFy+mZ8+erFq1yu7XFbevq1evEhQUxM8//8w999xDQUEBgYGBbN68mYkTJwKQkJBAly5dOHjwIAMHDnTwioWwP8kAOoG77rqLu+66y9HLEI2sX79+fPnll7z88su8+eabtGvXjlWrVjVq8Afg5+dH586dSUpKapTrzZw5kzFjxjB8+HAWL17cKNcUtzfbbHPbbsixY8cwmUwMHz5cvU9UVBTh4eESAAqnIWcAnYSiKL/pRTQNf/jDHzhz5gzl5eWcP3/e7i1galJcXMylS5cIDQ21+7W2bt3K8ePHWbp0qd2vZbNu3Tq6d++Oj48PPj4+xMTE8N133zXa9UXdrFYrc+bM4e677yY6OhoAvV6PTqfDz8+vyn2Dg4PR6/UOWKUQjU8ygE5C5s2KxjJv3jzGjh1LREQEGRkZvPHGG7i6ujJp0iS7Xjc1NZXnn3+eH3/8EQ8PD7teq7LWrVuzbNkyOnXqhKIobNq0iXHjxnHixAm6devWaOsQNZs5cybx8fHSikiI60gAKIRoUGlpaUyaNInc3FwCAwMZPHgwcXFxBAYG2vW6x44dIzs7m969e6u3WSwWYmNjWb16NQaDAVdX1wa/7tixY6u8v2TJEtatW0dcXJwEgA42a9Ysvv32W2JjY6s0tg8JCcFoNJKfn18lC5iVlSUFcMJpSADohOra4rV9TKPRSNZQ1MvWrVsdct3777+fM2fOVLntiSeeICoqipdeeskuwd/1LBYL27dvp6SkhJiYGLtea+nSpXzxxRckJCTg6enJoEGDWL58OZGRkXa97p1AURRmz57Nl19+yd69e2nXrl2Vj/fp0wetVsuePXuYMGECAImJiaSkpNj9302I24UEgE6orsBOgj5xp/L29lbPeNl4eXkREBBQ7faGdubMGWJiYigvL6d58+Z8+eWX1XowNrSbaXXirGbOnMnmzZv56quv8Pb2Vs/1+fr64unpia+vL9OnT2fu3Lm0aNECHx8fZs+eTUxMjBSACKchbWCaOIvFQl5eHoqiYDabq7yYTCZMJlO1t0tLS2nZsqX8IhR3vHvvvbdR2sAYjUZSUlIoKCjgn//8J//4xz/4+eef7R4EVnZ9qxNnVtsT2Q0bNvD4448DFY2gX3zxRbZs2YLBYGDUqFGsXbtWtoCF05AAsIlLSEjg0UcfpUWLFpSXl1cJAC0Wi/raYrFgtVoByMvLY+jQoXz77bcOXr0Qd6bhw4fToUMH1q9f32jXTEpKolOnTpw5c8buGc/Y2FhWrFjBsWPHyMzM5Msvv2T8+PF2vaYQomHJFnAT5+rqiqIoeHh44OXlhU6nw93dvdqLh4eH+lqj0VQ7MyOEuHlWqxWDwdCo17u+1Yk9lZSU0KNHD5588kkefPBBu19PCNHwJABs4jp16sSpU6ccvQwhmqyXX36Z0aNHEx4eTlFREZs3b2bv3r3s2rWr0dbQ2K1ORo8ezejRoxvlWkII+5AA0AnYtnZ/y26/RqPBxUX6hAtxI9nZ2UydOpXMzEx8fX3p3r07u3btYsSIEY1y/dpanQghRF0kAHQCEsiJ+njrrbdYv349M2bMYNasWTRv3tzRS7otffjhhw657o1anQghRF0kABRC1CgzMxO9Xs+VK1fUqkqz2Yybm/zauB3cqNWJEELURaqAnVDlf3Lp+yfqYjAYMJvNTt9X7nZ0M61OGmsdUgUsxJ1Hnso7IQn6xI0oikJ0dDQtW7bkz3/+Mx06dODrr78mMjKS3//+9xQVFeHj43PT2UBFUao87uRJyK2T5+5CiFshAaATunjxIrm5ufj5+REVFYXFYmmUMVnizmEymTh//jxubm5cvnyZvLw85s+fD8CiRYtYt24d2dnZ3H///axZs4aOHTtW+fykpCQ8PT0JCAhQWwtVdqOgT1EUrFarFCPdpoqLi0lKSlLfv3z5MidPnqRFixaEh4c7cGVCiJslv1mdTFxcHJMmTeK+++5j2rRpHD58mOzsbF588UU2bdrk6OWJ20RJSQkArVq1IiQkRH3f3d2dDz74gA4dOqDT6fjxxx9ZsGCB+nkZGRksWLCAUaNG0aZNG5o1a0afPn3YsmVLla9/6NAhDhw4wMWLF9WvXZlGo8HV1bXW4M822cZisTTUtyx+g6NHj9KrVy969eoFwNy5c+nVqxevv/66g1cmhLhZEgA6meeff57jx48DcOTIEV566SXc3d155513WLJkiWwrCQDy8/OBilm6Xl5eZGdnA9C1a1d27NjBvn37+NOf/gRAamoq5eXl5Obm8uabb7Js2TL0ej3R0dH06dOHs2fP8u9//1u973PPPceDDz7I4MGDiYyMpF27dixevFi9dklJCZ9//jkrV65k//79mM1m8vLy1I/btpPd3NxqzVwrilJl0o08rhvWvffei6Io1V42btzo6KUJIW6SBIBOJjExEXd3d1555RUCAgI4dOgQLVq0ICYmhszMTEwmk6OXKG4DWVlZAPj4+NCsWTP1/ZiYGLp37w6ATqcDoFmzZhgMBg4fPsznn38OwBNPPMHp06c5cuQI8fHxzJo1C4A1a9awevVqSkpKGDNmDKNHj6akpITXX3+defPmqddes2YN8+bN45FHHmHRokW0bNmSkJAQPv30UzQaDR988AH/8z//w9atW6sEhza2DKItSJRzhkIIUZWcAXQyAwYM4MyZM7zyyivs27ePH374AQA3NzdKSkowGo3qH3bhvFJSUoCKliIeHh5qi5E2bdqo98nMzFTv4+XlRVJSEgUFBYSFhTF27Figom2M7XzgwYMH2b17NwBTpkzhvffeA2DevHmsXLmSffv2kZqaitVqVTN7hYWF/PDDD3Tt2pVz586xcOFCPvroI/bu3QtUBHrLly9Xg0eomH/9/vvvk5mZSWBgIDExMYwcOZLAwEB7/biEEOKOIxlAJ/Nf//VflJWVsXPnTsxmMwA7d+4kNTUVQL1NOLfk5GQAAgIC0Gq15OTkAFSZNJGeng5AYGAgbm5ulJWVodVqKSgowN3dHah4YmGbRJOamqp+naFDh6pfJzg4GIC0tDQyMjIwGAzqFvTkyZM5dOgQixYtonnz5iQnJ6PRaNi1axdPP/00iqLw9ddfqwHrxo0bGTJkCO+++y7bt29n7dq1TJkyheXLl1NYWGivH5cQQtxxJAB0ErYzULb5pJMnT+bw4cNoNBqmTp3Kr7/+yuDBg6UaWAAQHx8PVIwRNBgMnDhxAoAWLVoAYDQa1axgcHAwRqORkSNH4uvrS0lJCd999x1Xr14FKgI7AG9vb/VxqNVq1WvZgjdXV1d8fX25du0axcXFwH8CxYKCArUX4RNPPMGIESPo0qULUFGRajAYSE5O5sMPPyQ3N5d58+aRnp5ObGwsPXv2ZOXKlWohii0gFUIIZyZbwE7CdnB+165dFBQUVPlYfn4+nTp1YsGCBXh7eztoheJ2smHDBpYsWYJGo8HLy4uFCxdy5swZoqKiACgtLVW3gHU6HRqNhp49e/L000/z0UcfsWLFCv7xj3/g5eVFs2bN+Omnnxg1ahQeHh4AbN68mYiICBRF4fvvvwegd+/etGrVinPnzqkBYPv27QG4du0a5eXlAHTu3Bn4zzlFqNiG/umnn0hISADgiy++IDU1lbZt26oB36lTpygpKZGm1kIIgQSATmfq1Kmkp6er46I8PT3x9/dn4MCB3HPPPY5enrhNaLVaIiIi1Pfnzp1b5eN+fn5cvXqV7OxsdDqdmtFbsmQJERERfP3115w+fRqr1Ur//v1p2bIlLi4uLFmyhIULF7J9+3a2b98OVMyq1mq1vPzyy3h7e5Odna0WI7Vq1QqAvLw8DAYDnp6e6paxrTLZz8+P5s2bc+3aNQwGg3p/W0GKTX5+PmVlZRIACiEEEgA6DVs/tb/+9a8OXoloKlxcXAgJCal2+zPPPMMzzzyjvm8wGNQAceLEifj4+LBz506OHz9OeXk53bt353/+53+IjIwEUBtPw3/OB+bk5GA2mwkMDFSLOfLz83F1dVXPKXbq1Em95ubNm+nWrRt6vZ709HT27dtHdHS0ZLiFEOL/kwDQCVitVsrKynBxccHT05PU1FT27dvHyZMnKSwsxN/fn969ezNu3DipABYNzlYQYjNy5EhGjhxZ6/0nTpyIm5sbubm5aLVajEYj5eXlaoFSs2bNMJlMnD17FovFglarRavVMmzYMNq2bUt8fDyvvvoqDzzwAGFhYbi5ueHh4cGECROqrUUIIZyVRpEOqU3eL7/8wpYtW3jsscfo1KkTs2fPZtu2bVXu4+bmxpIlS3j22Wdli0zcNirPEC4vL6egoEAtOvn44485duwY/fr148knnwQqKpNnzpzJ119/XeXrhIaGcurUKVq2bNno34MQQtyOJAB0As8++yzvv/8+p0+f5osvvmDhwoX4+fnRrVs3/P39ycrK4ujRoyiKQlxcHP3796/yh1eIO0lRURFXrlzh0qVLahYxKiqKfv36OXppQghx25AtYCeQlZVFQEAArVu35sKFCwDMmjWLGTNm4OvrS2pqKi+++CI7d+4kNzcXQAJAccfy9vYmOjqa6OhoRy9FCCFuW9IH0AlotVpyc3PJz8/n7rvvRqvVMmLECEJDQ2nWrBmRkZG0b9+ezp07q5WfEvwJIYQQTZdkAJ2AbRTX2rVruf/++4mIiOC9997DaDSi1WpJSUnh+++/Jzw8XO3TJoQQQoimS84AOoHdu3czc+ZMLl68SPPmzfH09FSnNPj5+aljtwA++eQTHnvsMSwWi0wFEUIIIZoo2QJ2AsOHD+fpp58mLCwMRVHIy8vDw8MDd3d3ioqK8PT0xM/PD6g4QC+EEEKIpk0ygE7kxIkTfP/99xQVFeHm5oa3tzeenp64urqi0WgwGo1VZqwKIYQQommSANDJFRUV4eXlpU4KEUIIIUTTJ0UgTsTW2qWwsJDvvvuOH374gbS0NHx9fRk4cCATJkwgIiJCWsAIIYQQTZxkAJ3QO++8w4svvljt9j/96U8sW7YMHx8fB6xKCCGEEI1F9v2chC3OP3z4MO+++y7e3t706dMHV1dXIiMj6dGjB+vXr+df//oXUDE/WAghhBBNkwSATsIWAKalpXHlyhWmTJnCihUrsFgs3Hffffz1r39FURSOHz8OSAAohBBCNGUSADoZi8UCQGRkJK1btwbA1dVVbRZduSegEEIIIZomCQCdjK3fX15eHlqtFo1Gw9GjR1m1ahUAYWFhgIyCE0IIIZoyCQCdhC2gCwkJwdPTk/3795Ofn4+Pjw9xcXGsWrWKbt26MXnyZACZAiKEEEI0YdIGxknYAsDWrVszffp00tPTuXz5Mq1atcLb25u77rqLp556iujoaGkDI4QQQjRx0gbGCZWVlVFaWorBYCA2NhZPT08GDhxIcHAwVqtVmkILIYQQTZwEgE7CZDJx5coVAgIC8PLyUs//VSbBnxBCCOEcZAvYSSQnJ9OzZ0/Gjx/PXXfdhdlsJjAwkBkzZmA2m3Fzc5PgTwghhHASkgF0ElevXuWRRx7h4MGDGAwGAJo1a0ZxcTEWi0WKPoQQQggnIgGgk9mwYQMfffQRJSUltG/fnn/+859S9CGEEEI4GQkAnYgt0FMUhYyMDNzd3WnZsqWjlyWEEEKIRiYBoJORbJ8QQggh5NS/k5HgTwghhBASAAohhBBCOBkJAIUQQgghnIwEgEIIIYQQTkYaQTshW+8/q9Va5cVisWCxWGjTpg16vZ6ioiI6derk6OUKIYQQooFJAOiEli5dSmFhIRaLBZPJhMlkwmw2YzabKSws5JtvvmHt2rX8+9//5scff8TT09PRSxZCCCFEA5I2ME7E1gLmRiPfiouLuf/++zl06BB6vZ6goKBGWqEQQgghGoNkAJ3QhAkTyM/Px9vbG3d3dzw8PPDw8KBZs2bqXODXXnuNhIQEvL29Hb1cIYQQQjQwyQA6GWkELYQQQgjJADoZjUZDYmKiegbQaDRiMBgwGo2YTCaKiop44IEHaN68uZoNFEIIIUTTIhlAJ2K1WnFxcWHEiBEcOnSIZs2aYTKZsFqtaLVaXFxcyM7O5vTp00RHR0u2UAghhGiiJL3jRGyxvtlspqSkBJ1OpxaF5OTkAODp6XnDIhEhhBBC3NkkAHQitsBu5syZjBs3jubNm6tbvBcvXmT9+vUMGzZMrfqV7J8QQgjRNEkA6EQ0Gg2KojBx4sQaP37lyhXi4uLIzc2lZcuWsgUshBBCNFESADoZjUaDXq8nLy8PRVEwmUwYDAasVivXrl0jOTmZy5cvExkZKQGgEEII0URJAOhELBYLrq6urF69mv/7v//D19cXg8GAoihkZmZy9epVAHQ6nYNXKoQQQgh7kgDQidiKQC5cuEBiYmK1jwcEBPDkk0/So0cPACkGEUIIIZooCQCdiC2gGzVqFIqiEBQUhIeHB15eXjRr1oy2bdsyevRofH19HbxSIYQQQtiT9AEU1dj6BQohhBCiaZIMoJMqKioiNjaW2NhY9Ho93t7e9O/fn3HjxuHr6ysFIEIIIUQTJhlAJ/X3v/+dGTNmYLVaq9y+ZMkS5s2bh1arddDKhBBCCGFvss/nRGyx/tGjR3nnnXewWq10796d8ePHM3DgQADeffdd9uzZA1AtOBRCCCFE0yABoBOxBXTnzp0jISGBIUOG8MEHH7Bt2zY2bNjAI488QlZWFkePHgX+EzAKIYQQommRANAJmUwmAMaNG0f//v0xm81ERkYybdo0AHJzcwEJAIUQQoimSgJAJ+Tl5QVAZmYm8J+Zvzk5OQC4urpWuV0IIYQQTYsEgE7E1tolKiqKHj16UFpaCvxn8odGo2Ho0KHcf//9Ve4vhBBCiKZFqoCdkNlsJjMzEzc3N0JDQ6vcXlBQgI+Pj1QBCyGEEE2YBIBOTK/XExcXR1paGhqNhqioKO655x4J/oQQQogmThpBO6lz584xe/ZsfvrpJ/U2T09P5s6dy2uvvaZuCwshhBCi6ZEMoBMqLCzkueee4+OPP6ZFixa0a9eOsrIyzp07h1ar5R//+AdTpkyRaSBCCCFEEyUBoBOxBXSJiYn07NmToKAg5s2bR//+/SkrK+Orr77ib3/7G2PGjOGbb77BYrGoFcFCCCGEaDpkC9hJGQwGevfuzezZs9XbBg4cyN/+9jcyMjIcuDIhhBBC2JsEgE7Etp3r7u4OVPQBvHTpEv7+/lgsFr777jugalsYIYQQQjQ9EgA6IV9fX/r27cvhw4eZNGkSMTExXLt2jV27dgGofQAlABRCCCGaJjkD6IQUReHrr79m+vTp5OXlVfnY/fffz8aNG2nVqpWDVieEEEIIe5MMoBPSaDSMGzcOo9HI5s2bKSkpwd3dnU6dOjFlyhQJ/oQQQogmTjKAQgghhBBO5v8BH5aqfqRtQfMAAAAASUVORK5CYII=", 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", 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Distribution plot. , power = 3\n", + "Test Limit = 0.1 percentile to 99.9 percentile.\n", + "incr = 1\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "67438ea9fe7643f19e5f26c46f0ddbe1", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 10.139\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c5c806d5e4864a0b86ef3babde8605a9", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 4.076\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.8/dist-packages/because/visualization/probPlot2D_exp.py:110: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " fig = plt.figure(tight_layout = True)\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f48d7a9645884981b6e75230b6c89b49", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 4.157\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "135573204c1e4620840c7c3f6c660d4e", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 17.409\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "baa1b48e1b594e809a559ba90f9bdbf6", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9), ('gender', 'female'), ('height', 48, 84)]\n", + "Viz.show: Filtered N = 156198\n", + "Viz.show: Target = [('income',)] , Condition = [('height',)]\n", + "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 10\n", + "Viz.show: Controlling for ['weight']\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 17.628\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e40e862c845241c697d3f711eb9fc503", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.show(probspace=ps, targetSpec=['income'], condSpec=['height'], \n", + " controlFor=[], filtSpec=[('income', None, 9),('gender','male'),('height', 48, 84)], gtype='exp', power=1)\n", + "viz.show(probspace=ps, targetSpec=['income'], condSpec=['height'], \n", + " controlFor=[], filtSpec=[('income', None, 9),('gender','female'),('height', 48, 84)], gtype='exp', power=1)\n", + "viz.show(probspace=ps, targetSpec=['income'], condSpec=['height'], \n", + " controlFor=['weight'], filtSpec=[('income', None, 9),('gender','male'),('height', 48, 84)], gtype='exp', power=10)\n", + "viz.show(probspace=ps, targetSpec=['income'], condSpec=['height'], \n", + " controlFor=['weight'], filtSpec=[('income', None, 9),('gender','female'),('height', 48, 84)], gtype='exp', power=10)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 302114\n", + "Viz.show: Target = [('income',)] , Condition = [('gender',)]\n", + "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 1\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 2.471\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4318f990e24a4262953f81361a7e37da", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 0.959\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "97d5d8f80153449198b58ae941a52eb6", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9), ('education', '1-college')]\n", + "Viz.show: Filtered N = 122639\n", + "Viz.show: Target = [('income',)] , Condition = [('gender',)]\n", + "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 10\n", + "Viz.show: Controlling for ['height']\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 8.958\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e44edb4939964f6887cdfa3b7ea8146c", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 40\n", + "Elapsed Time = 0.116\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "cdc9b226f49c47569a17d063f4f6a67d", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 40\n", + "Elapsed Time = 1.16\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "97ef043f48704bc7a4bc9e950a9360c0", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 3.373\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "526f94203a39434e84f9669254a2ea2a", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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aT3wAAMDRCIAJxBcI6vWdB7S2NlLpO+DvHvC6OV6PTi0v1GnlhXpPeaHyM9OGsaUAACCZEQDjyBijnc1+vVrTorW1zdq0t02h8MDvmFdRnK3Tygt1+vginTw6l4soAADAgBAAY6yzO6S3dh+MVPlqWrS/LTDgdTPSXJpzUoFOKy/SaeMLVZzjHcaWAgCAVEUAjIF9Bzv1ak0k8L2154C6QwOv8pUVZOq08YU6vbxI08vyOH8PAAAMGQFwGITCRm/vOahXa5q1rqZFuw90DHjdNLelmWX5Om18kU4rL1RpQeYwthQAADgRAdAmYWO0sa5V/9zaqH9ta9TBjoFfwFGS49Vp4wt12vhCzR5boIw09zC2FAAAOB0BcAiMMdq2v12rtjbqn1sb1NjeNaD1XJY0bUxepMo3vlDlRVmyLC7gAAAAsUEAHITaJp9WbWnUqq0N2nuwc0DrFGSmRW7TMr5Qp4wrVI6XrgcAAPFBChmgvQc7oqGvdoCPXps0Mkdn9FT5Jo3MkYsqHwAASAAEwGNobA/on1sbtWpLg7bubx/QOuUjsjSvskTnVBZzAQcAAEhIBMBDHOzo1r+3RULfhrrWAT1+bUx+RiT0TS7W+BHZw95GAACAoSAASmoPBLV6e5NWbWnQG7sOaCAP4xiRna5zKos1f3KJJo3M4SIOAACQNBwbADu7Q3plR7NWbW3Q2poWBQeQ+vIyPDq7sljzKks0rTSPc/oAAEBSclQA7A6F9Vpti1ZtbdSaHU3q7A4fd52sdLf+v4kjNG9yiWaPLeB5uwAAIOmlfAAMhY3e2n1Aq7Y26j/VjfIFQsddx+txqaqiSPMml+g94wqV7uHxawAAIHWkdAB8cNUOvbLbpwMDeCqHx2XptPJCnTO5RFUVRTyNAwAApKyUDoB/3rBPrvSMo37usqTZJxVoXmWJzpw4gpszAwAAR3Bk4plemqd5lSU6a9IIFWSlx7s5AAAAMeWYAFg5MkfnVBbrnMoSleR6490cAACAuEnpAHhSUaYWzjhJ51SWqIyncgAAAEhK8QD43cvnKCuLJ3MAAAD0xf1NAAAAHIYACAAA4DAEQAAAAIchAAIAADgMARAAAMBhCIAAAAAOQwAEAABwGAIgAACAwxAAAQAAHIYACAAA4DAEQAAAAIchAAIAADgMARAAAMBhCIAAAAAOQwAEAABwGFsDYEdHh/bt2ye/32/nZgEAAGCjIQXAUCik3//+97riiitUVlamnJwclZWVKTc3V2VlZbriiiv0zDPPKBQK2dVeAAAADJFljDGDWfHBBx/U8uXLtWvXLh1rE5Zlady4cfr617+u66+/ftANHSifz6ecnBxJ0pote5SVlT3s+wQAABgsv9+nqsllkqT29nZlZw9/dhl0AHS5IsXDGTNm6IILLtAZZ5yh8vJy5eXlqbW1VbW1tXrllVf0hz/8QevXr5dlWTGpBBIAAQBAMkmqAHjttdfqy1/+smbOnHncZd966y3dc889euSRRwazqxNCAAQAAMkkqQJgoiIAAgCAZBKPAMhtYAAAAByGAAgAAOAwCRsAGxoadOONN6q8vFzp6ekqLi7Wueeeq+3bt8e7aQAAAEnNE+8GHEljY6Oqqqq0Y8cOpaena/LkyTLG6OWXX1ZdXZ0mTJgQ7yYCAAAkrYQMgF/72te0Y8cOTZ8+Xc8//7zGjBkjSerq6jrmPQcBAABwfLYEwPe+972aPn267r///n7zv//976u2tlb/+7//O+BtGWP0m9/8RpJ00kkn6bzzztOOHTs0adIk3XrrrfroRz962DqBQECBQEBS5CpgIJEYY7SvtVNdwXC8mwIASECdcXiEri23gXG5XJo7d67+85//9Js/d+5cvfrqqyd0A+j9+/dr1KhR0fdlZZHLovfs2SNJeuKJJ3TppZf2W2fp0qVatmzZYdviNjBIBLua/dpQ1yqP24p3UwAACSjQ4detHzpFUuxuAzOkCuCqVaui062trf3e+3w+bd26VW63+4S2GQwGo9NTp07VG2+8IUmaM2eONm3apO9973uHBcCvfvWrWrJkSXS/paWlJ/qtAMMibIyqG9p1UmGmFkwZGe/mAAASkM/n060x3ueQAuCCBQtkWZYsy9KmTZu0cOHCw5aZNGnSCW2zpKRE6enp6urq0uzZs5Weni5Jmj17tjZt2qSamprD1vF6vfJ6vZJ0woETGE57WjrU2R3WrHH58W4KAABRQ74NTO8RZGPMYV9FRUUndP6fJKWlpWnevHmSIo+Q6+7uVnd3t9566y1JUmVl5VCbDMREKByp/o0bkamiLG+8mwMAQNSQKoA7duyQMUYTJkzQKaecoieffDL6WVZWlkpKSga13eXLl2vVqlXauHGjKioqJEXOAXS73brtttuG0mQgZvYc6Kn+jaX6BwBILEMKgOXl5ZKkhx56SCUlJdH3Q1VVVaW///3v+trXvqZXXnlFmZmZ+q//+i8tX75cVVVVtuwDGE691b/yEZkqpPoHAEgwtlwFLEkHDhzQK6+8ovr6+sPu1XfNNdfYsYsB8fl8ysnJkcRVwIif2iafNu1t0wWzRxMAAQDH5PP5NLG0WFKSXAXc649//KOuvPJKtbW1HfaZZVkxDYBAvIXCRtsbfBo/IovwBwBISLYEwJtvvlmtra12bApIerta/AoEw5o1tiDeTQEA4IhsCYC1tbXKysrSY489pmnTpsnjScgnzAHDLhQ22tHg0/jiLOVnpcW7OQAAHJEtSW3u3Lmqq6vTBz/4QTs2ByStXS1+dYXCmk31DwCQwAYdAHfu3BmdvuWWW/ThD39Yt9xyi6666ioVFBT0W3bcuHGDbiCQLHrP/asYka28TKp/AIDENeirgAf6xA3Lsvo93m24cRUw4mVHo09b69v0wdmlBEAAwIAl1VXANt09BkgJobDRjkafKoqp/gEAEt+gA+A//vEPO9sBJLWdzX4FQ2HNKOOpHwCAxDfoADh//nw72wEkrci5f+1U/wAAScOWq4C/+c1vHvWzzMxMzZkzR+edd54duwISTm2TT6Gw0Uye+QsASBK2BMClS5fKsqxjLjN//nw999xzysjIsGOXQEIIhsLRc/9yM6j+AQCSg8vOjRljjvr10ksv6a677rJzd0Dc7Wz2U/0DACQdWwLgqlWrlJubqwcffFCtra1qbW3VT37yE+Xl5emPf/yjfvGLX0iSfvOb39ixOyAhdPdU/yaU5FD9AwAklUHfB7CvOXPmKBgMav369f3mz5gxQx6PR2+88YbOOeccrVu3Tn6/f6i7OybuA4hYqW5oV/X+dl10SpmyvTz+EAAwOEl1H8C+Nm/eLGOM/vznP2vx4sWSpL/97W/atm1b9NzAoqIiuVy2HnEG4qY7FFZNo08TR+YQ/gAASceW31xz5szRmjVrdP755ysrK0uWZcnn80mSqqqqJEnr169XeXm5HbsD4q62ya+QMZrFuX8AgCRkS0nugQceUGlpqYwx8vl8am9vlzFGpaWl+vGPf6zq6mrNmjVLn/rUp+zYHRBX3aGwapp8mlSSo6x0qn8AgORjy2+vWbNmadu2bXr00Ue1YcMGSZHz/z72sY/J6/VKkp566ik7dgXEXW2TX2HDlb8AgORlW/kiIyND119/vV2bAxJStPo3kuofACB5Dfo32PXXX69JkybptttuO2bwsyxLP/3pTwe7GyCh1DT6ZIzRTJ75CwBIYoO+DYzL5dLcuXP1n//8Ry6X64hPAjHGyLIshUKhITd0oLgNDIZLdyisFzc3aNLIHJ1RURTv5gAAUkRS3QZm3rx5mjFjRnT6eI+CA5LdjkafJKMZZXnxbgoAAEMy6AD44osvHnEaSEVdwbBqm/yaPCqXc/8AAEnP1t9k27dv15o1a5SVlaULL7zQzk0DcdVb/ZtO9Q8AkAJsuQ9gKBTSDTfcoMmTJ+uqq67SXXfdpV/84hdyu926//777dgFEDddwbBqm32aPCpXmWlU/wAAyc+WALhixQr97Gc/UzgcVu81JRdffLE8Ho+eeeYZO3YBxM2ORp9clkX1DwCQMmwJgA899JDS0tL09NNPR+fl5OTopJNO0qZNm+zYBRAXgWCop/qXQ/UPAJAybAmAu3fv1rRp0/ShD32o3/zc3Fw1NDTYsQsgLqLVv1Lu+wcASB22BMDi4mLt2LFDTU1N0Xk7d+7Upk2bVFJSYscugJgLBEPa2ezXyaNylZHmjndzAACwjS0BcNGiRWptbdXMmTMlSRs3btR73vMedXd3a/HixXbsAoi5HY0+uS1L00s59w8AkFpsCYDf/va3NXbsWO3bt0+S1NraqubmZpWWluqb3/ymHbsAYqqzO1L9mzwqV16qfwCAFGPLWe1jxozRG2+8ofvvv1+vvvqqJOn000/X5z73ORUXF9uxCyCmeqt/PPUDAJCKbLussaioSLfffrtdmwPiprM7pF3Nfk0vy1O6h+ofACD12BYAt2zZohdffFH19fXRewH2+sY3vmHXboBht6PRJ7fL0rQxVP8AAKnJlgD4s5/9TJ/+9KcVDoeP+DkBEMmC6h8AwAlsCYDLly9XKBSyY1NAXG1v8MnjpvoHAEhttlwFvH//fuXn5+vNN99Ud3e3wuFwvy8gGXR0hbSrxa8po3Op/gEAUpotAfC8885TUVGRZs6cKbebX5xITtsb25VO9Q8A4ACDPgS8atWq6PRHPvIR/fWvf9UVV1yhj33sYyooKOi37Lx58wbdQCAWOrpC2t3SoVlj85VG9Q8AkOIsc+gluwPkcrlkWdbxd2BZCgaDg9nFoPh8PuXk5EiS1mzZo6ys7JjtG8lr/Z6Damjr1MWnlBEAAQAx5fP5NLE0ct/k9vZ2ZWcPf3YZ0kUgg8yOQELxdwW150CHZo8tIPwBABxh0AFwx44ddrYDiJvtDT6lu12aMiYn3k0BACAmBh0Ay8vL7WwHEBe91b85JxUojQuYAAAOYctVwECyqu6p/p08muofAMA5CIBwLH9XUHtaOjS9NI/qHwDAUQiAcKxt+9uVkebSZKp/AACHIQDCkXyBoOoOdGraGKp/AADnIQDCkaobItW/k0fnxrspAADE3KCvAt65c+eg1hs3btxgdwnYor2n+nfa+EJ53PwNBABwnkEHwPHjxw/oSSCHCoVCg90lYIvq/e3KTHOpciTn/gEAnGnQAfBnP/vZoAIgEE/tgaD2HuzU6VT/AAAONugAeO2119rYDCA2qve3KzPdpUlU/wAADkYJBI7R3hmp/s0ozaf6BwBwNH4LwjG29VT/KkdR/QMAOFvCBcClS5fKsqwjfgWDwXg3D0mqrbNb+1o7NbMsX25Xwv3YAwAQU4M+B3C4FRcXa+LEif3mcdEJBqt6v0/ZXrcqR3HfPwAAEjYAnn/++Xr44Yfj3QykgN7q3xkVhXLxRwQAAPYGQJ/Pp7feektut1tnnHHGkLb1u9/9To8//rgKCgp06qmn6lvf+pZOOeWUIy4bCAQUCASibejV2tGtbqt7SO1A8tu2v53qHwAAfdgWAJcvX64777xTHR0dqqqq0k033aRbb71Vy5cv18c+9rET2pbb7dbo0aPl8Xj0zjvv6I9//KP+9re/6eWXXz5iCFyxYoWWLVt22PxXdjQrPaNz0N8TUseZE4uo/gEA0MMyxpihbuRHP/qRPvvZz0bfz507V88++6xGjx6t97///XrmmWcGvK0tW7aouLhYRUVFkqS//OUvWrx4sSTpE5/4hB588MHD1jm0AlhaWipJer16r7Kysgf9fSE1uN2WcrwJe7YDAMDhfD6fJpYWS5La29uVnT382cWW34r33XefXC6X7r33Xt10002SpBEjRqisrExvvvnmCW1r8uTJ/d4vWrRII0aMUFNT01GfP+z1euX1eiVFqoe98jLTlJ2VdkL7BwAASHW23A+jurpa06dP1xe+8IV+84uKilRfX39C27rrrrv6Bb3nn39eTU1NkiLPHwYAAMDQ2BIA8/PzVVdXp87Od8+3O3DggLZs2aL8/PwT2tYPf/hDjR8/XuXl5Zo2bZoWLVokScrOzo5WFwEAADB4tgTA+fPnq7m5WVVVVZIiFcEzzjhDHR0dWrhw4Qlt67bbbtO5556r7u5ubd++XeXl5bryyiu1bt06TZs2zY7mAgAAOJotF4Fs3rxZVVVVam1tjd6s2Rij/Px8vfzyy5oyZcqQGzpQPp9POTmRR31V1zXG5ERKAACAwYrHRSC2VABPPvlkrV27Vh//+Mc1depUTZ06VR//+Me1Zs2amIY/AAAAHJ8tFcBEQgUQAAAkk6S9DYwktbS06NVXX1V9fb0OzZTXXHONXbsBAADAENkSAH//+9/r6quv7vcYtl6WZREAAQAAEogtAfArX/mK2tvbj/hZih1hBgAASHq2XASyd+9ejR49Wtu2bVM4HD7sCwAAAInDlgB40UUXKRwOq6SkxI7NAQAAYBjZcgj4Bz/4gebOnavKykqdffbZysvLi35mWZZ++tOf2rEbAAAA2MC2ALhp0yZZlqWnnnoqOt8YQwAEAABIMLYEwO985zuSpLS0NJWUlMjjse3uMgAAALCZLUnNsiyVl5drw4YNysrKsmOTAAAAGCa2XARy880368CBA2pqarJjcwAAABhGtlQA//SnP6mzs1OVlZWaMWPGYReBvPDCC3bsBgAAADawJQC+9NJLsixLxhi99tprkhR9b1mWHbsAAACATWwJgPPmzSPoAQAAJAlbAuCLL75ox2YAAAAQA7ber+Wll17S2rVrJUmnn3665s2bZ+fmAQAAYANbAmBnZ6cuuugiPf/88/3mv+9979PTTz8tr9drx24AAABgA1tuA/PNb35Tf/3rX2WM6ff117/+Vd/61rfs2AUAAABsYksAfPzxx+VyufTd735X9fX1qq+v17333itJ+vWvf23HLgAAAGATyxhjhroRr9eryspKrV+/vt/86dOna9u2bQoEAkPdxYD5fD7l5ORIkqrrGpWdnR2zfQMAAJwon8+niaXFkqT29vaYZBdbKoC5ubnatWuX6urqovPq6uq0a9eufjeFBgAAQPzZEgDnzZuntrY2TZ06VRdccIEuuOACTZ06VT6fT/Pnz7djFwAAALCJLYeAN2zYoDPPPFPt7e3RG0IbY5Sbm6uXX35Z06ZNG3JDB4pDwAAAIJkk7SHg6dOna82aNbr66qs1ZcoUTZkyRddcc43WrFkT0/AHAACA47OlAphIqAACAIBkkrQVwEcffVRLlizRpk2bovM2bdqkJUuW6NFHH7VjFwAAALCJLRXAqVOnat++fWpoaJDHE3m4SDAYVElJicaMGaONGzcOuaEDRQUQAAAkk6StANbU1GjcuHHR8CdJHo9H48aNU01NjR27AAAAgE1sCYBer1fV1dVqaGiIzmtoaFB1dTXPAQYAAEgwnuMvcnynnXaa/vGPf+iss87SddddJ0l6+OGH1dHRoTPPPNOOXQAAAMAmtpwD+Pzzz2vx4sX95hlj5HK59Je//EXnnnvuUHcxYJwDCAAAkknSngN43nnn6de//rXGjx8vY4yMMaqoqNCvf/3rmIY/AAAAHJ/t9wFsbGyUJBUXF9u52QGjAggAAJJJPCqAtpwD2CsQCKijo0PGGO3cuTM6f9y4cXbuBgAAAENgSwDcsmWLPvGJT+g///nPYZ9ZlqVgMGjHbgAAAGADWwLgJz/5Sf373/+2Y1MAAAAYZrYEwHXr1snlcumLX/yipk2b1u+G0AAAAEgstiS1sWPHyu1265577rFjcwAAABhGttwGZvny5aqurtZzzz1nx+YAAAAwjGy5DUxFRYXq6uoUDAaVn5+vgoKCd3dgWaqurh7qLgaM28AAAIBkkrS3gamtrY1OHzhwQAcOHIi+tyzLjl0AAADAJrYEwNtvv92OzQAAACAGbH8SSLxxCBgAACSTpDoEvGrVKuXl5WnOnDlatWrVMZedN2/eYHcDAAAAmw26AuhyuXTmmWfq3//+t1wu11HP9Yv1k0CoAAIAgGSSVBVASeqbHVPsSDIAAEDKGnQA3LFjh7xeb3QaAAAAyWHQAbC8vPyI0wAAAEhstjwJBAAAAMmDAAgAAOAwBEAAAACHIQACAAA4DAEQAADAYQYdAJctW6ampqYBLdvc3Kxly5ad8D4uu+wyWZYly7J0xRVXnPD6AAAAONyQAuDYsWN10UUX6cEHH9Sbb76pgwcPKhwOq7W1VW+//bYeeughXXLJJRo7dqy++c1vntD2H3roIT3xxBODbR4AAACOYtD3Abz11lt1//3365lnntGzzz571OWMMcrOztatt9464G1XV1frC1/4gs4880zt2rVLu3fvHmwzAQAAcIhBVwDvuOMO1dTU6Dvf+Y5OPfVUuVwuGWOiXy6XS6eeeqruuece1dTU6Nvf/vaAthsMBnXllVfK5XLpV7/6ldxu92CbCAAAgCMY0rOAR4wYoSVLlmjJkiXy+/3asWOHDh48qLy8PFVUVAzqYcbLli3TmjVr9Mtf/lIVFRUDWicQCCgQCEiKPFAZAAAARzekANhXVlaWpk+fPqRtrF27VitWrNBVV12lK6+8csDrrVixYlAXmQAAADiRZYwxg135mWeeUVFRkc4+++wjfv7EE09o7969+sIXvjCg7T388MO67rrrlJGRET306/f7ZYyRx+OR1+vVnj17lJ+f32+9QyuApaWlkqTqusZBVSEBAABixefzaWJpsSSpvb09JtllSPcBvOiii/Q///M/0fdut1tnnXVW9P29996rL33pSye83c7OTvl8Pvl8PvXm02Aw2O99X16vV3l5edEvAAAAHN2QbwTdN5D1XgAyWNdee22/C0mMMSovL5ckXX755TLGqKCgYKhNBgAAcDSeBAIAAOAwtl0EMlxqamri3QQAAICUMuQA+Prrr2vChAlHfF9XVzfUzQMAAMBmQw6AXV1d/ap0gUCg33vLsoa6CwAAANhoSAFw3rx5BDwAAIAkM6QA+OKLL9rUDAAAAMQKVwEDAAA4DAEQAADAYQiAAAAADkMABAAAcBgCIAAAgMMQAAEAAByGAAgAAOAwBEAAAACHIQACAAA4DAEQAADAYQiAAAAADkMABAAAcBgCIAAAgMMQAAEAAByGAAgAAOAwBEAAAACHIQACAAA4DAEQAADAYQiAAAAADkMABAAAcBgCIAAAgMMQAAEAAByGAAgAAOAwBEAAAACHIQACAAA4DAEQAADAYQiAAAAADkMABAAAcBgCIAAAgMMQAAEAAByGAAgAAOAwBEAAAACHIQACAAA4DAEQAADAYQiAAAAADkMABAAAcBgCIAAAgMMQAAEAAByGAAgAAOAwBEAAAACHIQACAAA4DAEQAADAYQiAAAAADkMABAAAcBgCIAAAgMMQAAEAAByGAAgAAOAwBEAAAACHIQACAAA4DAEQAADAYRIyAK5cuVKzZ89WQUGBvF6vxo4dq4985CN666234t00AACApJeQAfCll15SQ0ODJkyYoIkTJ2rv3r367W9/q4ULF8rn88W7eQAAAEktIQPgY489prq6Or322mvauHGjbrvtNklSc3Oz3nnnnTi3DgAAILl54t2AI8nIyNBTTz2lu+66S62trdq8ebMkqaSkRJMnT45z6wAAAJJbQgZASaqvr9eaNWui7ysqKvTss88qNzf3sGUDgYACgYAkcYgYwFF1dIW0q8Uf72YAQD8d/thnF8sYY2K+1wEyxmjXrl265ZZb9Pjjj2v69Ol6+eWXDwuBS5cu1bJlyw5bv7quUdnZ2bFqLoAEt6HuoDI8bo3ISY93UwAgyu/36T0TSyVJ7e3tMckuCR0Ae7311luaPXu2JOmBBx7Qpz71qX6fH1oBLC2NdCIBEECvts5ubahr1aJpo5SRnrAHPwA4kM/nU05OjqTYBcCEuwikqalJv/jFL9TV1RWd99xzz0Wnj3SI1+v1Ki8vL/oFAIeqbfJrQnEO4Q8AlIDnALa1temaa67Rpz/9aU2cOFEHDx7Url27JEm5ubm65JJL4txCAMmmtaNb7YGgzprIEQEAkBKwAlhQUKArrrhCY8aMUXV1tfbu3auTTjpJV111ldasWaPy8vJ4NxFAktnZ7NfEEqp/ANAr4UbDgoICPfbYY/FuBoAU0Vv9O3tkTrybAgAJI+EqgABgp9qe6p83zR3vpgBAwiAAAkhZBzu65QsENXnU4fcPBQAnIwACSFk7m/2aNDJH6R6GOgDoi1ERQEo62NEtf1dQlSOp/gHAoQiAAFLSzqbIuX9U/wDgcIyMAFLOQX+3OrqDmkz1DwCOiAAIIOXUNvs0cWSO0qj+AcARMToCSCkH/F3q7A6psoTqHwAcDQEQQEqpbfJr0shcqn8AcAyMkABSxgF/l7qCYU0q4akfAHAsBEAAKaO2ya9Jozj3DwCOh1ESQEpo8UWqfxOLqf4BwPEQAAGkhNpmvyqp/gHAgDBSAkh6zb4udQfDmkD1DwAGhAAIIOnVNvk0meofAAwYoyWApNbs61IwZKj+AcAJIAACSGq1TT6dPDpXHqp/ADBgjJgAklZTe0ChsNGE4ux4NwUAkgoBEEDS2tns1+RRuXK7GcoA4EQwagJISlT/AGDwCIAAklJtE9U/ABgsRk4ASaepPSBjqP4BwGARAAEkFWNMpPo3muofAAwWoyeApNLk65IxRhUjqP4BwGARAAEkjd7q35QxeVT/AGAIGEEBJI3G9i5ZllRelBXvpgBAUiMAAkgKxhjtbPbrZK78BYAhYxQFkBQa2gNyUf0DAFsQAAEkPGOMdjb5dfJozv0DADswkgJIeA3tAbldlsYVZsa7KQCQEgiAABJab/VvCtU/ALANoymAhLa/LSC321L5CM79AwC7EAABJCxjjHY1+zVlVJ4sy4p3cwAgZRAAASQsqn8AMDwIgAASUm/1b+poqn8AYDcCIICEtL8tII/b0jju+wcAtiMAAkg44Z4rf6n+AcDwIAACSDj7WwNKT3PpJKp/ADAsCIAAEkqYc/8AYNgRAAEklN7q31ie+gEAw4YACCBhhI3Rzma/po2h+gcAw4kACCBh1Ld2KjPNrbICqn8AMJwIgAASQm/1b+qYXKp/ADDMCIAAEsK+g53KSvOolOofAAw7AiCAuAsbo10tfk0rpfoHALFAAAQQd/sOdior3aMx+VT/ACAWCIAA4ipa/ePcPwCIGQIggLjad7BT2VT/ACCmCIAA4iYU5spfAIgHAiCAuNl3sFO5GWlU/wAgxgiAAOIiFI6c+zd1NNU/AIg1AiCAuNh7sEO5GWkanZ8R76YAgOMQAAHEXChstLulg2f+AkCcEAABxNzegx3Ky0jTqDxvvJsCAI5EAAQQU8FwmOofAMRZwgXAe+65RwsWLNCYMWPk9XpVXl6uj3/849q+fXu8mwbABnsPdCo/M02jOPcPAOLGMsaYeDeir/Hjx2vnzp06+eSTFQgEtGPHDknS6NGjtXnzZuXl5R1zfZ/Pp5ycHElSdV2jsrOzh73NAAYmGA5rbU2L5laMIAACQI++2aW9vT0m2cUz7Hs4QZ/85Cd19dVXa9y4cZKkL33pS1q5cqX27dunF154QRdffPEx1++bZ/1+37C2FcCJ2d3iV7oJKscTks/H/08AkNRvPIxVXS7hAuD/+3//r9/7c845RytXrpQkeb1HPmE8EAgoEAhIkhoaGqLzZ04qH55GAgAADAO/3x+tBg6nhDsHsK9QKKQf//jHkqQJEybo3HPPPeJyK1asUH5+vvLz8zVp0qRYNhEAAMA2vQWt4ZZw5wD28vl8+uhHP6pnn31Wo0eP1gsvvKBp06Ydcdm+FcBwOKympialp6ersLAwblcZtra2qrS0VHV1dcc9bzGV0Q8R9AN90It+iKAfIugH+kCKHPatr6/XpEmT1NLSooKCgmHfZ8IdApakffv26YILLtC6des0efJk/elPf9KECROOurzX6+13eDgWHXc8oVBIkpSdne3oC1Hohwj6gT7oRT9E0A8R9AN90CscDkuSXK7YHJxNuEPAGzZs0Ny5c7Vu3Tqdc845evnll48Z/gAAAHBiEq4CeMkll6i2tlaS1NbWpg984APRz2644QbdcMMN8WoaAABASki4ANj35Mc33nij32eLFy+OcWsGz+v16vbbbz/qlctOQT9E0A/0QS/6IYJ+iKAf6INese6HhL0IBAAAAMMj4c4BBAAAwPAiAAIAADgMARAAAMBhCIAAAAAOQwAEAMSc3++PdxMSAv0QQT/Evg8IgACAmPrjH/+o6dOna+PGjfFuSlzRDxH0Q3z6gABos4aGBm3atEm//e1vtWnTJjU3N8e7SXFBP0TQDxH0A33Q1+uvv67a2lqde+652rx5c7ybEzf0QwT9EKc+MLDN2rVrzSmnnGJGjx5tLMsyo0aNMgsXLjTbtm2Ld9Niin6IoB8i6Af64Ei+8Y1vGMuyTHFxsXnnnXfi3Zy4oR8i6IfY9wEB0CbPP/+8yc/PN5ZlmdGjR5vTTjvNLFy40FiWZUpLS83WrVvj3cSYoB8i6IcI+oE+OFR3d3d0+vbbb4/+wtu8eXMcWxV79EME/RC/PiAA2mDjxo2moKDAWJZlXC6XmTZtmrnxxhuNMcbccccdxrIsU1VVZZqamuLc0uFFP0TQDxH0A31wqGAwaIx59xfeK6+8YhYsWGAsyzLZ2dmOqYjSDxH0Q3z7gAA4RJ2dneaiiy4ylmWZgoICU1lZaaZMmWIsyzKXXnqpMcaYSy+91EyaNMns3Lkzzq0dPgPphw9/+MPm5JNPdnw/XHrppWby5Mn0w6WXmsrKypTtB8YGY8Lh8GHvu7q6zIMPPmg+85nPmMLCQpOVlWUsyzJer9fceeed/aohqeJE+iErK8vceeed0WCQSk6kHzIzM1OyHxKpDwiAQ9Ta2mqmTp1qLMsyV111ldm9e7cxxphTTz3VWJZlnnjiCWOMMa+99lo8mznsjtcPTz75pAmHw+b11183+/fvNy+++KJpbGyMc6vtN5B+CAaD5vXXXz9sIEglx+uH3/3ud6arqyul/18MpA9CoVC0D4LBYMr+TIRCIfPPf/7T3HzzzeY973mPsSwr+lVRUWEuueQS89xzz5n29vZ4N3VYHasfJk2aZC6++GLz3HPPmTfffNO88sorKTlGGnP8frjwwgvNc889Z+rq6uLd1GFzrD6YOHGi+eAHPzjsfeCJzaUmqSscDisUCikrK0s333yzysrK5Pf75fFEura6ulqSlJ6erkceeURbtmzR+PHjdf7556u0tDSeTbfV8frhjTfe0MUXX6yRI0dq5cqVWrFihRYtWqQf/OAHqqioiHPr7XO8fnjttdd08cUXa+bMmbIsK7qOy5VaF+Qfrx82btyoSy65RKeccoq2bdum1tZWFRcXq6ioSDk5OXFuvT0G8n/ikksu0ZgxY3TXXXfpxRdf1KxZs/S5z31O48aNi3Pr7bNy5Uo98cQTWrt2rbq7uyVJhYWFmjlzpj784Q/rwgsv1Lhx47Rz5049+eST2rRpkyoqKlJujDxWP1x++eVauHChpkyZora2Nt1111264447UnKMPFY/XHbZZVqwYIGmTZvWb51UGyOP1QeXXnqpFi9erEmTJkmStm/frnXr1qm4uFgjRoywd3wctmjpEB0dHeaDH/ygsSzL3HLLLWb37t3mxhtvNPn5+aawsND85Cc/Mffcc48566yz+iX8yZMnmy1btsS7+bY5Wj+MGDHCeL1e8+Mf/9gYY8yBAwfMr371q+g5DhUVFSl1nsexfh5yc3Oj/WCMMV1dXaarq8usX7/evPzyy2b79u1xbLm9jtYPhYWFJicnx/zkJz8xq1evNkuWLDEulyt6gcTixYtNdXV1vJtvi6P1QVFRkUlLS4v+LHzrW9/qNzacfPLJKXUC/MaNG01RUZGxLMssXLjQfPrTnzZvv/222bdvX3SZe++915x55pkpPUYerR8OrfI1Nzen9Bg5kJ+HXqk6Rh6tD/bv3x9dZs2aNeamm24a1vGRAGiDzZs3m7Fjx0av3Olbyr7ssstMRUVFdN6VV15pPvCBD0QHuD179sS7+bY5Wj9MnDjRbNiw4bDlb775ZmNZlpk1a5bZu3dvHFo8PI7UD2lpaWbSpEnm7rvvNg899JC56aabzPz58820adOi53vk5+ebTZs2xbv5tjnW/4u77rrLXHjhhdF5Z5xxhjnttNOMZVmmrKwsZX7xH+v/xK5du4wxxnzyk580lmWZD3/4w+aqq64ylmWZCRMmmB07dsS38TbaunWreeSRR0xHR8dh5zPdfvvtprS01BFj5JH6ofew/5EO/6fqGHmsn4c//OEP5oc//GHKj5HH6oNnnnnGLFq0aNjHRwKgTbZu3Wre//73m/Hjx5uioiKzcOFCc+ONN0Yrf16v1/zgBz+ILv/+97/fWJZlHnjggTi22n69/TBu3DgzYsQIs3DhQrN69WpjTOScB2MilRFjIn/djR8/3mRkZJhf/vKXcWvzcOj78zBy5Ejz3ve+18ydO9fMnDnTeL1eM3LkSHPqqaeaiy++2FxxxRXRvwbLyspMS0tLvJtvm779UFhYaBYuXGgefvhh85nPfCY6uJWXl5ulS5eazs5Os3z58uiA1/ev4WTW2wfl5eWmpKTELFy40CxdutSsXLnSzJ8/35x99tn9Lgy5/vrrjWVZ5rrrrjNdXV1xbv3w6B0LHnvsMVNZWemoMbJXbx8ciRPGyCNZsmSJGTVqlMnMzDSjRo1yxBjZqzcEbtmyxVx88cUxGR8JgDby+XymqanJ7Ny507S1tZlbbrkl+o/YO4j1/pXX+5f+8uXL49nkYeHz+UxLS4vZuXOn2b17t+no6DB1dXWmra3NGPPuwHf//feb9PR0Y1mWufvuu+PZ5GHh8/lMc3Oz2blzp1m9erWZMGGCsSzLfOxjH4v+HKxbt84sXrzYWJZlcnNzzfLly01zc3OcW26vvv0QCoXMT3/60+j/i9mzZ0dvjnz55ZcbY4y58cYbjWVZ5l//+lecW26fvmPD+vXrzbXXXhvtg1NOOSVaHbzyyivNJz7xCWNZljn11FOj/2dSVe/36rQxsi+/3292795t9u3bZ3w+nzHGOWNkX1u2bIneMunKK6901BjZ19133x2z8ZEAOEy2bdtmMjMzjWVZ5o477uj32WOPPRb9B/7+978fpxYOv/r6enP11VebsrIyM2bMGDNjxgwzd+5cc9ZZZ5n3vve90f/slmU54q/bZ599Nvr93nbbbeadd94x8+bNi17uf++996b8/eAaGxvNrFmzjGVZ5pprrjHr1683dXV15vTTTzeWZZnvfe97prOz0zz66KPxbuqweeaZZ6I/B9/61rdMe3u72bRpkykpKYlWwnp/CaaqcDhstm3bFj2059Qxcu/evebqq682J510kikrK3P8GPmHP/zBsWNkOBw2jY2NZs6cOTEbHwmAw6Strc3MmDHDjBgxot9Jm7/97W+jP+ALFixIqfNbDlVfXx8d4HtPYi0vLzeWFbkpbnZ2thkzZoy5/fbb493UYRUOh6N/zf7lL3+J9sf48eONZUXu+3XPPfek7MDWVzgcNvPmzTNut9s89dRT0fmf//znjWVZ5jOf+cxhy6eaV155xZSUlJiysjJTU1MTnb9o0SIzceJEc+edd5rHH388ZW8B0qutrc3MnDmTMZIx0hhjGCNNpA/mz58fs/GRADhMWltboycyL1myxLz22mtm5cqV/a70+7//+7+UvOlpXxs2bIhWNq677jqza9cu8/bbb5u///3v5rXXXjNvv/12dNlU/GXfq+/3dt999xnLskx6erpJS0szDzzwgGltbY1j62IjHA6bjo4Oc8011xjLsszNN99surq6zK9//evo/4ubb7453s0cdg0NDeacc84xlmWZr3zlK6apqcn86le/ivbB+vXr493EmGCMjGCMjHD6GBmP8ZEAOIy2bNliRo0aFb16qfcfcc6cOebb3/628fv98W5iTGzYsCF6KOPOO+884jKpPLD1CofDZu3ataaqqir6s2BZliP+uu9r69at0fNaJk2aFO2HM88807z88svxbl5M9O2DiRMn9qt4peIJ7kfDGBnBGBnBGBnb8ZEAOMy2bNlizj//fDNt2jRTWFhorrnmGvPss89Gr/Jyir5/5X75y1+Od3PipqamJvofuvexP6l8tefRbNmyxbzvfe+LHuJZvHixeeihh0wgEIh302Jmy5Yt5uyzzzYjR440lhW5H9gjjzxyzKtDUxFjZARjZARjZOzGR8sYY+y7rTSOpK2tTeFwWPv371dlZWW8mxM3Gzdu1IwZM3T99dfrgQcekNvtjneT4uKdd97R3//+d332s5/Vli1bVFpamjJPvzgRLS0t8vl82r59u6qqquTxeBz3M7F//37V1tZq+/btmj9/voqLi6NPCnESxsgIxsgIxsjYjI8EwBgyxkQf/+VUe/fuVVFRkbxeb7ybElfBYNCRv+iBY2GMZIzsxRg5/AiAAAAADpM6T1cGAADAgBAAAQAAHIYACAAA4DAEQAAAAIchAAIAADgMARAAAMBhCIAAAAAOQwAEkHLGjx8vy7K0dOnSIW1n6dKlsixL48ePP+F1LcuSZVl6+OGHh9QGABgOBEAAOIqxY8eqqqpKp5xyyrDtw66wCgAnguesAMBR3HDDDbrhhhvi3QwAsB0VQAApq6urS0uWLNGIESM0cuRIffGLX1QwGJQkBQIB3X777aqsrFR6erpGjhyp66+/Xo2NjdH1j3QIuKWlRZdffrmysrI0btw4/fCHP9SCBQtkWZYWLFhwWBsOHjyo6667Tnl5eSorK9Py5cslSTU1NbIsS7W1tZKkZcuWRQ8bA8BwowIIIGWtXLlSmZmZyszM1J49e3TfffdpxowZ+uQnP6lLLrlEzz33nNxut6ZPn66amho99NBDWrNmjdauXavMzMwjbvOGG27Qk08+KUnKysrSV77ylWO24atf/aoKCgrk9XpVV1enr3/966qqqtKMGTNUVVWl119/XV1dXSorK9PYsWNt7wMAOBIqgABS1ujRo7V9+3Zt27ZNpaWlkqQXXnhBL730kp577jlJ0t///ne9+eabeuedd5SZmamNGzfq0UcfPeL2qquro+Hv5ptv1jvvvKO1a9cqEAgctQ1z5sxRTU2NNm3apLS0tGgbxowZo9WrV2vMmDGSIsFy9erVWr16tW3fPwAcDQEQQMr60Ic+pPz8fGVkZKiiokKSVF9fr1deeSW6zPz582VZlkpLS9XR0SFJRw1hGzZsiE5fdtllkqQpU6Zo1qxZR23DZZddpvT0dBUXF2vkyJHRNgBAPHEIGEDKKigoiE57PJHhzhjTb5mqqqrD1hs9enRM2wAAsUYABOA4p59+enT6q1/9qi688EJJUjAY1N/+9jdNmTLliOvNmDEjOv3UU0/p9NNP1zvvvKO33npr0G3JysqSJPl8vkFvAwBOFIeAATjOggULtGjRIknSRRddpClTpmj69OkqKCjQ+9//ftXU1BxxvQkTJuiSSy6RJK1YsUJTp07VaaedpvT09EG3pTds3nfffTr99NN13XXXDXpbADBQBEAAjvT000/rG9/4hiorK7V9+3bt27dPU6dO1de+9rV+lb5DPfjgg/rIRz6izMxMtbW16c4779S0adMk6ahXDh/L8uXLNXfuXLlcLq1du1Zvv/32oL8nABgoy3AyCgAM2K5du1RSUqKMjAxJkSuDZ8yYoc7OTt16661asWJFnFsIAMdHBRAATsDvfvc7jR07VosWLdLixYs1e/ZsdXZ2atSoUbrxxhvj3TwAGBACIACcgJkzZ2rixIlavXq1XnjhBRUWFuq6667TmjVrovcaBIBExyFgAAAAh6ECCAAA4DAEQAAAAIchAAIAADgMARAAAMBhCIAAAAAOQwAEAABwGAIgAACAwxAAAQAAHIYACAAA4DAEQAAAAIchAAIAADgMARAAAMBhCIAAAAAOQwAEAABwmP8feQ8j5NahuOEAAAAASUVORK5CYII=", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 5.962\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "12dd2477d6754df1b8a039fe763de6cb", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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with two conditions , power = 3\n", + "nTests = 512\n", + "Test Time = 236.054\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "fe1f33f918ab4623bcbde43cb5a52e70", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 12.026\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4e389f8271de40d7aacf5fc2f190e76a", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "reductAmount = 1\n", + "condspec = ('height', 59.0, 60.0)\n", + "condspec = ('height', 60.0, 61.0)\n", + "condspec = ('height', 61.0, 62.0)\n", + "condspec = ('height', 62.0, 63.0)\n", + "condspec = ('height', 63.0, 64.0)\n", + "condspec = ('height', 64.0, 65.0)\n", + "condspec = ('height', 65.0, 66.0)\n", + "condspec = ('height', 66.0, 67.0)\n", + "condspec = ('height', 67.0, 68.0)\n", + "condspec = ('height', 68.0, 69.0)\n", + "condspec = ('height', 69.0, 70.0)\n", + "condspec = ('height', 70.0, 71.0)\n", + "condspec = ('height', 71.0, 72.0)\n", + "condspec = ('height', 72.0, 73.0)\n", + "condspec = ('height', 73.0, 74.0)\n", + "condspec = ('height', 74.0, 75.0)\n", + "condspec = ('height', 75.0, 76.0)\n", + "condspec = ('height', 76.0, 77.0)\n", + "Test Time = 4.282\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9ca47501cd494c609b7aba70b1edcee9", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "reductAmount = 1\n", + "condspec = [('height', 59.0, 60.0), 'genhealth']\n", + "condspec = [('height', 60.0, 61.0), 'genhealth']\n", + "condspec = [('height', 61.0, 62.0), 'genhealth']\n", + "condspec = [('height', 62.0, 63.0), 'genhealth']\n", + "condspec = [('height', 63.0, 64.0), 'genhealth']\n", + "condspec = [('height', 64.0, 65.0), 'genhealth']\n", + "condspec = [('height', 65.0, 66.0), 'genhealth']\n", + "condspec = [('height', 66.0, 67.0), 'genhealth']\n", + "condspec = [('height', 67.0, 68.0), 'genhealth']\n", + "condspec = [('height', 68.0, 69.0), 'genhealth']\n", + "condspec = [('height', 69.0, 70.0), 'genhealth']\n", + "condspec = [('height', 70.0, 71.0), 'genhealth']\n", + "condspec = [('height', 71.0, 72.0), 'genhealth']\n", + "condspec = [('height', 72.0, 73.0), 'genhealth']\n", + "condspec = [('height', 73.0, 74.0), 'genhealth']\n", + "condspec = [('height', 74.0, 75.0), 'genhealth']\n", + "condspec = [('height', 75.0, 76.0), 'genhealth']\n", + "condspec = [('height', 76.0, 77.0), 'genhealth']\n", + "Test Time = 7.549\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "56a78655529c4546aecbfc61ce533d30", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "reductAmount = 1\n", + "condspec = [('height', 59.0, 60.0), 'gender']\n", + "condspec = [('height', 60.0, 61.0), 'gender']\n", + "condspec = [('height', 61.0, 62.0), 'gender']\n", + "condspec = [('height', 62.0, 63.0), 'gender']\n", + "condspec = [('height', 63.0, 64.0), 'gender']\n", + "condspec = [('height', 64.0, 65.0), 'gender']\n", + "condspec = [('height', 65.0, 66.0), 'gender']\n", + "condspec = [('height', 66.0, 67.0), 'gender']\n", + "condspec = [('height', 67.0, 68.0), 'gender']\n", + "condspec = [('height', 68.0, 69.0), 'gender']\n", + "condspec = [('height', 69.0, 70.0), 'gender']\n", + "condspec = [('height', 70.0, 71.0), 'gender']\n", + "condspec = [('height', 71.0, 72.0), 'gender']\n", + "condspec = [('height', 72.0, 73.0), 'gender']\n", + "condspec = [('height', 73.0, 74.0), 'gender']\n", + "condspec = [('height', 74.0, 75.0), 'gender']\n", + "condspec = [('height', 75.0, 76.0), 'gender']\n", + "condspec = [('height', 76.0, 77.0), 'gender']\n", + "Test Time = 6.067\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "65d530facfa94aeba2797409ce9ed26b", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "reductAmount = 1\n", + "condspec = [('height', 59.0, 60.0), 'gender', 'genhealth']\n", + "condspec = [('height', 60.0, 61.0), 'gender', 'genhealth']\n", + "condspec = [('height', 61.0, 62.0), 'gender', 'genhealth']\n", + "condspec = [('height', 62.0, 63.0), 'gender', 'genhealth']\n", + "condspec = [('height', 63.0, 64.0), 'gender', 'genhealth']\n", + "condspec = [('height', 64.0, 65.0), 'gender', 'genhealth']\n", + "condspec = [('height', 65.0, 66.0), 'gender', 'genhealth']\n", + "condspec = [('height', 66.0, 67.0), 'gender', 'genhealth']\n", + "condspec = [('height', 67.0, 68.0), 'gender', 'genhealth']\n", + "condspec = [('height', 68.0, 69.0), 'gender', 'genhealth']\n", + "condspec = [('height', 69.0, 70.0), 'gender', 'genhealth']\n", + "condspec = [('height', 70.0, 71.0), 'gender', 'genhealth']\n", + "condspec = [('height', 71.0, 72.0), 'gender', 'genhealth']\n", + "condspec = [('height', 72.0, 73.0), 'gender', 'genhealth']\n", + "condspec = [('height', 73.0, 74.0), 'gender', 'genhealth']\n", + "condspec = [('height', 74.0, 75.0), 'gender', 'genhealth']\n", + "condspec = [('height', 75.0, 76.0), 'gender', 'genhealth']\n", + "condspec = [('height', 76.0, 77.0), 'gender', 'genhealth']\n", + "Test Time = 10.931\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "19fb97f7d7554eb7b8964252806c274c", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "reductAmount = 1\n", + "condspec = ('height', 59.0, 60.0)\n", + "condspec = ('height', 60.0, 61.0)\n", + "condspec = ('height', 61.0, 62.0)\n", + "condspec = ('height', 62.0, 63.0)\n", + "condspec = ('height', 63.0, 64.0)\n", + "condspec = ('height', 64.0, 65.0)\n", + "condspec = ('height', 65.0, 66.0)\n", + "condspec = ('height', 66.0, 67.0)\n", + "condspec = ('height', 67.0, 68.0)\n", + "condspec = ('height', 68.0, 69.0)\n", + "condspec = ('height', 69.0, 70.0)\n", + "condspec = ('height', 70.0, 71.0)\n", + "condspec = ('height', 71.0, 72.0)\n", + "condspec = ('height', 72.0, 73.0)\n", + "condspec = ('height', 73.0, 74.0)\n", + "condspec = ('height', 74.0, 75.0)\n", + "condspec = ('height', 75.0, 76.0)\n", + "condspec = ('height', 76.0, 77.0)\n", + "Test Time = 4.244\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "48f9168ba1d647b484d619c0f181b5c9", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "reductAmount = 1\n", + "condspec = [('height', 59.0, 60.0), 'genhealth']\n", + "condspec = [('height', 60.0, 61.0), 'genhealth']\n", + "condspec = [('height', 61.0, 62.0), 'genhealth']\n", + "condspec = [('height', 62.0, 63.0), 'genhealth']\n", + "condspec = [('height', 63.0, 64.0), 'genhealth']\n", + "condspec = [('height', 64.0, 65.0), 'genhealth']\n", + "condspec = [('height', 65.0, 66.0), 'genhealth']\n", + "condspec = [('height', 66.0, 67.0), 'genhealth']\n", + "condspec = [('height', 67.0, 68.0), 'genhealth']\n", + "condspec = [('height', 68.0, 69.0), 'genhealth']\n", + "condspec = [('height', 69.0, 70.0), 'genhealth']\n", + "condspec = [('height', 70.0, 71.0), 'genhealth']\n", + "condspec = [('height', 71.0, 72.0), 'genhealth']\n", + "condspec = [('height', 72.0, 73.0), 'genhealth']\n", + "condspec = [('height', 73.0, 74.0), 'genhealth']\n", + "condspec = [('height', 74.0, 75.0), 'genhealth']\n", + "condspec = [('height', 75.0, 76.0), 'genhealth']\n", + "condspec = [('height', 76.0, 77.0), 'genhealth']\n", + "Test Time = 8.301\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f79165c5fa2b4cc8a3e224f5f8206e4a", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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BkIiI6PRsDheWbi/Cqr3laDDZYXe6oNf6Y0KKAeFB6nb7u1wCxxstKKppQWmdCXangBACKqUCgf5KaP1VSE/S46phURiXGA5/Vd/qIu6zAXDEiBE4cuQIFAoF0tLSALgDoNPpxPDhw3HgwAEMHz4cNpsN+fn5XS50X8AASERE1N6xBjPmr8vGT2UNaLY4IAFIjtTikoSOBTerw4nSOhOKqo2obLLA6RKQJAn+SgmBahX0gf64cmgkrhwahbTo4HMOUu0N+mwA3LJlC2644YZ2rXtarRZr165FTEwMbr75Zlx//fV45ZVXunq5PoEBkIiIqK2tedVY+F0uTjRaYLY7oVYpcUmiHskR2k4FtSaL/WQXsRFNZjtcQkChkKBWKaD1VyHeoMW1w6IwOS0SUbqAbqiRPPpsAASAyspKLF68GEeOHAEAXHDBBXjwwQcRFRUlx+n7HAZAIiIiN4vdiX9uLcL/fjqGBrMdDqcL4UH+uDw1AmGBXX92TwiBqmYriqpbUFxrgtXhcncRKyRo/JXQ+KswJi4UVw2LxoQUAzT+ShlqJZ8+HQCpLQZAIiIioLTWhFfWHcGhY01osbq7fAdHBeHiBD38umE6F7vThfJ6M4qqW1DRaIHD6YIkSfBTSgj0VyFE44crBkdgytBIXBQbCoXC+13EfSoAzp07F7GxsZg1axbmzp171n2ff/75ThWuL2MAJCIiXyaEwPfZVfjH93moarbCYnciwE+JcUl6JBmCeqQMRqsDxbVGFFa3oMFkh9MloJDcXcSBahViQgNwzbBoTEmLxCB9YI+U6bTl7EsBUKFQ4NJLL8WPP/54zpVAnE5npwvYVzEAEhGRrzLbnFiyuQBrDlag0eSAw+VCZHAAJqQaEKLp+RU9hBCoNdpwtNqIo7VGmGxOiJNTymj8lND4KzE8JgTXDI/CxMER0PXwqiN9aiWQuLg4REdHe7b7wigbIiIi6l5F1S14ZW02sk80wWh1QiEBw2N0GB0fBpWXloOVJAmGIDUMQWqMjg/DsQYzjla3oKzejBarAy02B34sqMH+0nos3lSApAgt0qJ1SIkMQkpkEOLDA6FW9a7nBruKzwB2E7YAEhGRLxFC4JtDJ7B4UwGqW6yw2p3Q+CtxaVI44sN75+9Ai92J4lr3KOKaFqtnShmlBKiUCvirFPA7+d8kgxZp0cFIjgxCckQQEg1aBPjJEwr7VBfw6RiNRhw4cABKpRKXXHKJXKftkxgAiYjIV7RYHVi0MR/fHT6BRrP7WbvokABMSDEguIe7Uzur3mRDcY0R5fVmTx1cJyOSJElQSPCEQT+lAv5KBRIMgRgSFYyUqGCkRAQhKaJzobBPB8CXX34ZCxYsgNlsxrhx4/DII4/g6aefxssvv4zbb79djkv0KQyARETkC/Irm/Hy2mzkVzajxeaE8mSX78hBYVD2ghG2neFwulBvsqPeZEOd0YaaFqtnEMkvQ6FKqYD6lFAYHx6IIdHBSDnZUpgcEXTOaWf61DOAp/p//+//tRvpe+WVV6KsrAwrV670yQBIRETUnwkh8FVWBd7dUojaFiusDhe0/iqMTwlHbJj3RtTKQaVUICJYjYjgn5elc7hcaDDZUW+0odZoQ63Rigajexk7q9092FWSJFQ1W7C/rMETCv2UEgaFBSJtQDBSI4PdoTBSi0B/WSJYp8ly9UWLFkGhUGDhwoV45JFHAADh4eEYOHAgsrKy5LgEERER9RJNFjsWfpeHzblVaDLb4RRATKgGE1IM0Kq9G2y6i0qh8AwkST35mdMl0GCyoc5kQ73RjpoWK+pNtnahsLrZigPljfBXKeCvkqBSKDBIH+h+pjAiCAODer6lVJa/pcLCQgwfPhx//vOfPQEQAPR6vWdlECIiIur7Dlc0Yt66bBRVG2G0OqBUSBgVG4ILe8mkyj1JqZAQHqRGeNDPLYVOl0Cj2Y46ozsY1rZYUWe0weFywWr5ORTWtFhxsLwB/iolFE5Lj5ddlgAYEhKCiooKWCw/V6ChoQF5eXkICQmR4xJERETkRS6XwKp95Xh/WxHqjDbYHC4EqVW4LMWAmFCNt4vXaygVEvRaf+i1Py9x53QJNJntqDv5TKE7FNrdodBqh8tq7/FyyhIAJ02ahM8//xzjxo0D4G4RvOSSS2A2m/HrX/9ajksQERGRlzSYbHjt21xsz69Bo8UOIYDYMA0uSzF4/Vm2vkCpkBCm9UeY1h/JEe7PXC6BRov7mcKq+kYc7uEyyTIKODc3F+PGjUNTU5NnQmghBEJCQrBjxw6kpaV1uaB9DUcBExFRf/BTWQMWfJON4hoTTDYHVEoJI2NDccHAEC4CIROr2YTZN44C0MdGAQ8ZMgR79uzBK6+8gt27dwMAxo4di9mzZ2Pw4MFyXIKIiHyYyyXgcAn4q7yzkoQvcroEPtlVgg8ySlBvcnf5Bgf4YUKqAdG6AG8Xj7pItv+TUlJSsGzZMhw6dAiHDh3CsmXLOh3+Vq5cidGjR0Oj0UCv12PmzJkoLCzs0LFOpxPjx4+HJEmQJAlPP/2057vy8nL84Q9/wIgRIxAWFoagoCBccMEFeP3112G3/9z/Xlxc7Dn+l6/333+/U3UiIqLzV9lkwf/bWogb3/kRdy3diaLqFm8XySfUtFgx+/MD+OcPRahutsLuFIgP1+LXFw5g+OsnZOu4b2howK5du1BZWYlf9irffffdHT7P0qVLce+99wIAEhMTUVtbi9WrV2Pbtm3IysryrD98JnPnzsWOHTtO+11BQQHee+89BAUFISUlBUVFRTh8+DCeeOIJFBUVYcmSJe2OaX2usVVkZGSH60JERJ1TVN2C1XvLsSG7Cs0WO8x2J/yUCsxfl423bx8t2xJc1F5WWQPmrctGSa27y9dPqcDouDAMHRDMLt9+RJZnANeuXYs77rgDzc3N7S8gSXA4HB06j81mw8CBA1FTU4MZM2Zg1apVqKioQFpaGpqbm/Hwww9j0aJFZzw+IyMDEydOxIwZM/Dpp58CAJ566iksWLAAAHDgwAHs2rULd911F9RqNerr6zFmzBgcPXoUOp0OjY2NANwtgImJiQDQLsx2FJ8BJCI6P0IIHDzWiM/2lCOjsAYtVgcsdheEEFApFXA43V2Qt10yCA9NST33Cem8uFwCq/aW4/3tP4/yDdH44fLUiDYTIpP8vPEMoCxdwI8//jiampoghDjtq6N2796NmpoaAMCMGTMAADExMUhPTwcArF+//ozHNjU14c4770RMTAzee++90+5z4YUX4t5774Va7f5BDgsLwwUXXAAAns9+KSIiAkFBQRg1ahT++c9/wuVynbEMVqsVTU1NnhcREZ2byyXwY0EN/rLyJzyy8iesP3wCNS02WOwuaP2VuDhBj6nDoxHgp0SL1YHP9x9DRmGNt4vdrzRb7Ji75jDe2VKAqpNdvgnhWvzqwgEMf/2ULF3AJSUlCAwMxCeffIJhw4ZBpercacvKyjzbp3a1RkVFAQBKS0vPeOyf/vQnlJSUYPPmzQgNDe3Q9XJzc7Fp0yYAwH333dfu+8jISERHR6OwsBA//fQTHnjgARQWFuLVV1897fnmz5+PF198sUPXJiLydTaHC5tyKvHfPeU4Wt2CFqsDNocLkiQhVOOHYTE6JBm0UCndbRWXJOrd05CY7HjjuzwMvisYhiCGk64qqGrGS2uykVfZDKPVAZVCwqj4MAyP0bHLtx+TJQCmp6ejoqICN9xwgxyna+dcrYhffPEFVqxYgeeeew4TJ07s0Dl3796NG264AUajEdOnT28T3CIiInDgwAGMGDECAFBXV4fLL78cR44cwdtvv42XXnoJ/v7+7c45e/ZsPPbYYwDcXcAxMTEdrSIRkc9ottjxzcETWL2vHMcbLTBaHbA7XVBIEqJ0ARgeo8MgfSAUvwgfSQYtKhrMKKhqwbF6M17/Nhfzpo3wudUn5CKEwLeHT2DRxnxUN9tgdTgRpFZhQqoBA0I4sXN/1+ku4NLSUs/rySefRFlZGZ588kkcOHCgzXdna7X7pUGDBnm2q6qq2m3HxcWd9rjW9YYXLlyIoKAgz7N3rZ/Fxsa22f/LL7/EFVdcgcrKStx///349NNP27RaarVaT/gD3EvaXXfddQAAs9ns6ab+JbVaDZ1O53kREdHPqputeH9bEe58fycWbcpHXmUzGkw2uIRAnD4Q1wyPwnUXRCM+XNsu/AHuZ8ovSdQjROMHk82BjMJarN5X7oWa9H0WuxMLN+Th1fU5ON5ogdXhREyIBtePGMDw5yM63QLYOkjiVG+88QbeeOONNp+dzyCQsWPHIjw83DPy97bbbkNFRQUyMzMBAFOnTgUAz8TSDz30EB566CHP8SaTqd057XY7Wlp+njbgH//4Bx577DEIIfDqq6/iySefbHfMl19+CY1Gg2uuuQaAe4Rz6/OHWq0WERERHaoPEZHcLHYnGkx2RAar+0zLV2mtCav2luG7I5VoMrtH9Dpd7oEdqVFaDI3WtVlL9WzUKiUmpBjw7ZETaLbY8f72oxg5KBSpUcHdXIv+41iDGS+vOYID5Y1osTqgkIARA0MwKi4Myj7yM0Vd1+lRwApFxxoPJUmC0+ns8Hn/+c9/4oEHHgDw8zQwTU1NMBgMyMrKQkxMjOeZhBdeeAFz5sw543WBtqOAd+zYgfHjxwMAgoODMWzYsDbHfPHFFxgwYADmzJmDF198ESEhIYiPj0dRUZEnRL744ot4/vnnz1kPjgImIjmV1Bqx7uBxrD90Ai1WBwL9VRgSHYy06GCkRAYhNSoYMSEBveqZrcMV7hG92/NbR/Q64RICapUSqZFBSBsQjOAAv06dO6usAfvLGuCvlDAiNhTv3D4aGn9ODXMuGQU1nlY/i90JjZ8SlyaHIz6cv6O8qU+tBLJ582Y5y+Fx//33Q6vV4vXXX0d2djYCAgIwffp0LFiwoMvP1FmtVs92c3Mzdu7cedrvb7jhBhQXF+PHH39EQUEBNBoNLrzwQvzlL3/BLbfc0qUyEBF1lN3pwo7CWnydVYF9pfUw2Zww251wuQQUkg3HGszYnl8Nf5USfkoJOo0fhkbrMCQ6GKknQ6EhyL9HQ6HLJbCruA6f7inDT2UNaLE4YHW4IABo/ZVIiw7G4KjgLs/jN2JgCI43mnG80YLcE034f1sL8ejVXHnqTBxOFz7IKMbHu0rRYLLD7nTBEKTGxMERCNF0LoRT3ybLPIDUHlsAiaizqpot+PbQCaw5cBwnmn4eJCEgIUClwICQANSb7GixOOA8ZbothSRBqZDgr1LAX6mAn1KCPkiN4TE6pEYGY3BUEFIjgxESKP8vfJvDha151fh0dynyq9qO6NVpVBg2QIfkiCD4KeVbyq3ZYsfag8dhsbsQrvXHnN8Mx8TBfETnl2pbrJj/TQ52FtWiyeKABCAlMgiXJOpl/fugzutTLYBERCQfl0vgp/IGrMmqwPYCd5ep2eZ+Vk6hkBCuVWNIdDASwrWe9XCtdidqjTbUGW2oNVpR02yD0eaAyeaEUbifva4x2lBY1QK1SgF/lQIqpTtADo3WYfDJlsKUyCBo1Z37dWCyOTwjesvrzW1G9EYEqzE8JgTx+sBueV4xOMAP4xLD8UNeNRrMdry5IQ9p0cGI5FJlHgfLG/Hy2iOeVT38VQqMTdAjNTKoVz0uQD2PAZCIyIuaLXZszK7Cl1kVKK4xwmg92WUqBPyUCiRGajE4KhiRwep2v7DVfkrEhGoQE/rzqE2TzXEyENpQ22JDTYsVFrsTRpsTLVYHIEmobbEi+3gT1CoF/JTuV5w+EEMH6JAaFYTBUcFINGjP2k1bZ7Thq5+O4X8/VaCmxQqT1QGHS0CpkBAbpsHwmBAM6IFnEhPCA1ERGYS8ymZUNJrx929z8eqMC31+MIPLJbB6Xzn+te2UVT0C/TAxNYJzJxIABkAiIq/Ir2zG2gPHsSG7Eo1mO0w2JxxOd5dpcIAKQ6KCkRShRaD/+d2mA/1VCPRXITYsEIB7rrcW66mh0IqaFhvsThearQ5AuAfN1bRYcaC8EWo/dyD0VyqQFKHF0AE6DI4KQkpkMBLCA3GiyYLP9x3DN4eOo9Fs97RSqpQSUiKDMHSArkcDhiRJGJugR3WzFfUmG3YdrcNne8pw6yWnnzbMFzRb7Fi4IQ+bcqrQaLZDCCA+XIvLksOh5hrKdBIDIBFRD7E6nPghrwZfZ1XgcIV7Cg6r3QWXcLecxekDMTgqGANDNbJ1mboDpR+CA/w8Iz2FEGiyOFDbYkWd0d1KWGu0we5ywWp2eo6rbrZgb0m955lCjb8SNocLzZafR/T6qxRIiw5GWrQOOi8NJvBXKXBZigHrD59Ak8WOf/94FBcNCsXQAb43H2thdQvmfn0E+ZXNaDm5qsfIuFBcMDCEXb7UBgMgEVE3O9ZgxjcHj+ObQydQ3Wz1PCcnSRI0fgr3NC6RwT0WoCRJQojGDyEaPySdHDPhdAk0mu2oNVpR2+JuKaw32WFzuGCx/xwKAXeA1Pgr3c8RRgX3iulXIoLVGDkoFHtL6lFntGHBNzlYcsfoTj/b2NcIIfDdkUos2piPqmYrrHau6kFn5xv/ZxAR9TCnS2B3cR3WZFUg82gdTFaHZwJkpcK95NmQ6GDE6wM9a916k1IhQa/1h17rj9STS7E7nC7Um9yhsK7FhuoWKxSSu6s3JVLeEb1yGB6jw/EGM441mJFf2YwlmwvwxNQ0bxer21nsTry7pRBfZR1Dg8kOp0tgQEgALk+N8JkATOev0z8ZCoXivJuTz2dVECKivqjeaMOGI5X4KqsC5fUmGK0O2JzuqVrcEyAHIjUqGOHanp2frzNUSgUigtWICO4bgwYUkoTLUgxYc6ACRpsT6w6dwMUJekxOi/R20bpNRYMZL689gqwyrupB56fTAfD555/v9TcvIqKeIITA4YomrD1wHJtzq9BsccBsc4+KVUgSQjV+GBIdjCSDlg/hdzOtWoX0pHBszatGo9mOt77PQ9qA4H7ZDbqjsNa9qkeDGWa7EwF+Soznqh7UQZwIuptwImii7mN3urA1txq7i+sACQhQKaH2UyBApUSAnxJqlQJqPwXUKiUC/BSezwL8lJ59W9/7KxWdHnBhsjmwOacaX2VVIL+yGUarA5aTU7iolArEhWmQGhXcI9OhUFs7CmuQc6IZGn/3Umevz7yoV3S1y8HpEvgg4yg+2slVPfoLTgRNRHQWFrsT3x4+gc/2lKOszgSjzQEh3F1/kgRI0s/bns/Q+l/3Yyju/7bd9lcqoPZzh0WNnztEavyV0Pi5X+pTA+TJYFnZZMZ3hytRZ7LBZHV6BnVo1UoMjgxGcmQQgvj8lddcnKBHVbN7lPPeknp8sqsUd12a4O1idZl7gEs2dhTVosnsXtUjNSoY47iqB50n3p2IqNdrttix5sBxrN5bjspmC4xW95x5CoU7xLmEQGtfRmuXRoc6N04GxJObJ9+3fiV53rcLlgBcArA43OvyKhUSBoZqMDg6GIPCAvnsVS/gp1RgQooB3xw6gWazAx/uKMGouDBcMDDE20XrtEPHGvHSmlNW9VAqMDaRq3pQ5zAAElGvVdNixZf7j+GrrArUGm0wWh2eUbRJBi2Gxuig9VfB6RJwuAQcLhccTtHmvdMl4HC637u3XW32tTtP2T5lfwEAAnBBAAJwnPzvqbFSrVIgOVqL1KhghAX6e+lPic4kPEiNUXGh2F1cj3qTDfO/ycb/u3MMggP6VjepEAKf7zuG934o/HlVD40fJg7mqh7UeQyARNTrHGswY9WeMnxz6ASazHbP9Cl+SgVSo92rTYR2Y+ASQsAlcNZAKUlAZHCAZ11e6p2GDdDheKMFZXUmHK024u1NBZh9XVqfaTFrsTqw8LtcbMypQpPZDtfJVT3GJ4efdak+onNhACTq41qsDqw7eBzBahXGJur7dItAQVULPt1Ths05VW1Wm1CrlBg2IAhpA3Q98lydJElQSoBSoQQf4+vbJEnC+ORwrDHa0GJzYMORExiboMfVw6K8XbRzOlzRiNe/zUXuiZ9X9RgdF4oRXNWDZMBbG1Ef1myxY/bnB/FTWQMkAGo/JdKigzE+2YBxSXokGbS9/heFEAIHjzXi091l2FFUixarAxa7q81qE0Oig9naQZ0W6K/CpUnh2JxbhUaTA4s25mNYjA4DQ3vn1DANJhv+vf0o1h48jiazHVaHC1q1ChNSDIjppWWmvqfTAXDWrFnntb8kSVi6dGlnL0dEv9Aa/vaW1MNodU+wLlkcqDPasK+0Hu9vV2KALgATUg24JDEcIwaG9KruSpdLYOfROvx3TykOlDWi2eqAzeECAASplRgWE4KUiKBeVWbquwbpA5EWHYzDFU2obLJgwTc5WHjLRb1q5KzLJfDNoRNYur0IxxstMNncS/DFhGgwIdXAVT1IVp2eB7B1JZBzHd66jyRJcDqdnSpkX8R5AKk7NVvseObzg9hzMvwFB/hhcFQQjjWYUdNsg8MlALgHS/ir3FObhGj8MC4pHJcmhWNMQhh0XnoQ3uF04Yf8avx3d5mna8vmcE+hEqrxw/CBOiQZgjiSlmTncLqw7tBx1LbYEKLxw+8vS8SsCYneLhYAIPdEMxZvyseB8kY0W+xwuAQC/VUYHReKFI7y7ff63DyABoMB119//Tn3W7t2LWpra7tyKSI6qdlixzNfHDol/KlwzbAo6DR+uDA2FCabA8cazCivM6Oi0QyL3QWzzYkGkx0VDRasP3QCGj8lLhoUgkuTw3FJYniPdIVZ7E5sOFKJT/eUobTOhBaLA3anCwpJQmRwAC4YqMMgfSAU/EVH3USlVGBCSgS+OXQczRYHPt5ZgtHxYRg5KNRrZWo02/FBRjG++qkCjRY7rHYnlAoJQwfoMHJQKB99oG7TpRbA9PR0ZGRknHPf9PR07N69my2ARF3UYnXg2c8PYldxnSf8XT0s+oyz/9udLpxotKC83oSyejPMNvegCkmSoFJI0Pi7JzhONGhxWYoB4xLDkRYd3OmVMU6n2WLHuoPHsWpvOU40/TyHn1IhIVoXgAsGhnClDOpROcebkHm0Dn5KCYOjgvHunWN6fAUNl0vguyOV+Ne2IhxvMMN4srs3IliNSxL0fWb9ZZJHn2oBfOGFFxAbG9uhfe+77z5cd911nb0UEeH8wx/gngx3kD4Qg/SBSBcCNS02HGswo7TOiAaTHU1mOwCg3mjD4YomfLijBIYgf1yWbMAlSXqMGhQGjX/nWiBqW6z48qdj+PKn9nP4JRq0GB4Twl9y5BVDooNR0WhBSa0RR2uM+Mf3efjbr4f12D9CCqqa8famAvxU1oBmswMOlwsafyVGDQpDalQQW8GpR3At4G7CFkCSk9HqwDOnhL+gABWuOUf4O5cms93dVVxvQmWTFQ6XgBDugOanVEDjr0SQWoWL48NwaXI4xiboEd6BKWYqGsxYva8c6w4eR6PZDrPt5zn8Widv5qTJ5G1mmxNrDlSgxeqAXuuPp6am4boRA7r1ms0WO1ZkluDzfcfQYP65uzclIgij4jr/jy3q+/pUC+Avmc1mFBcXo7GxETqdDomJidBoOFydqKuMVgee+eIgdssY/gBAp/GDTuOHoQN0sNqdqDjZVXys3gyrwwWL3f3cYGWTBZtyqqD2U2LYAB3GJ4fjkkQ9En8xxUxhdQs+21OGTSfn8GvtblarlEiL1mLYgBAEBXAUI/UOGn8lxicbsDGnEo1mOxZvLsDwmBDEhQfKfi2XS2BTThX+ua0I5fUmGK1OAAIRwWqMTdAjShcg+zWJzqVLLYB1dXX4z3/+g08++QT79++Hw+HwfKdSqTBq1CjcfvvtuOuuuxAWFiZLgfsKtgCSHIxWB57930HsKqpDy8nwd/XQqG5dBcPpEqhssuBYvRll9Sa0nOy6lSQJSoWEAD8FAvyUiAnVYEKKAUOig7EppwoZBTXt5vBLOzmHn4YPslMvtae4DgePNSLAT4mxCWF487ejZJ16qKi6Be9sLsDekno0WRxwOF0I8FNi5KBQDImS93lb6ru80QLY6QD43HPPYdGiRTAajWedCkaSJAQFBeEvf/kL5s6d2+mC9jUMgNRVJpsDz35xCDtPTo4cpFbh6mHdG/5+SQiBepO7q7iszoTaFuvJKWYApUKCWqWE2k8Bs80Jq8MFQCBIrcLQATqkRgZzDj/q9RwuF9YfOoHqZit0Gj/cc2k87puY3OXzGq0OfLSzBKv2lqPBZIflZHdvokGLMfFhCPRnazj9rE8FQIVCAbVajauvvhq//vWvcckllyA+Ph46nQ5NTU0oKSnBrl27sGbNGmzYsAE2m42jgIk6yGRz4Ln/HUJm4c/h76phUV5/ds5odaCiwYyyejOON5phdwrPPJ+hGj8Mj9EhMUILlYLBj/qOepMN3xw8AZvTBUOQP/4+80KMidd36lxCCGzJq8Z7WwtRVufu7nUBCNf6YWyCHgNC+GgUtdenAuCcOXPw0EMPwWAwnHPf6upqLF68GC+++GJnLtUnMQBSZ5ltTjz7v4O9Lvz9kt3pwvFGC+qNNoQG+mFQWCC7s6jPyqtsRkZhLVQKCSmRQXjvrjHn3dpeWmvC4s352HW0Ds0n57lU+ylxUWwI0qJ1nNyczqhPBUA6OwZA6oy+Ev6I+hshBLbmVeNojRHak//fzf3N8A5NDWO2OfHJrhL8d085Gow2mE929yaEazE6PgxBXMKNzqFPjwImoq4x25x47pTwp2X4I+oxkiQhPSkcNS1WNFsc+CGvGl8fOI7fXBRzxmOEEPixoBbvbi1AcY0JRqsDLgjotf64OEHfIyvsEHVWlwLglClTPNuSJGHjxo1dLhCRLzLbnPjbl4ewo+jn8Hf1UIY/op4U4OeeGub77Eo0me34f1sKMWJgCBIN7VtjyutNWLKlEDsKa9BkPtndq1JiRGwIhg4I5nOw1Ot1KQAWFRVx+SaiLjLbnHj+y0PIKKxBi+WU8Kdl+CPqaTGhGgyP0eFAeSOqW6xY8E02Ft02CmqVeyoji92J/+4uxSe7ylBvssFsc0KhkJBg0OLi+DAEB/TsknJEndWlAFhcXCxTMYh8k8XuxAtfHcKPreHPX4WrGP6IvGrkoDBUNllR2WTB4Yom/Hv7UfxhUjIyi+qwZEsBjtYY0WJ1wOUSCA30x9iEMAwM1bBBhPqUbnkG0OFwQKXi44VEZ2Oxu1v+thecEv6GRUHP8EfkVUqFhMtSDFh78DiaLQ6s2luOgqoW7CttQJPZDrvTBX+VAhfEhmJ4jA4qJbt7qe+R7ad269atmDRpEgICAjBp0iRs3LgRs2bNQkZGhlyXIOo3LHYnXvjysCf8BfqrcOXQSIY/ol4iROOHsQlhkAA0mOzYXlCD2hYrnC6BOH0gbrgwBhcNCmX4oz5Llp/cLVu24Oqrr8a2bdtgs9kghEBcXByWL1+O999//7zPt3LlSowePRoajQZ6vR4zZ85EYWFhh451Op0YP348JEmCJEl4+umn23zf3NyMRx99FLGxsfD390dycjJefPHFNsvYAcDevXsxdepU6HQ6BAYGYsKECfj+++/Puy5Ev2SxOzHnq8PYXlB9MvwpcdXQSIQHqb1dNCI6RUpEEBIMWtidLphtToRo/DA5LRJT0iKh6+Ja3ETeJksAfP755+F0OjFt2jTPZ6mpqYiKisKPP/54XudaunQpbrvtNuzfvx8DBgyA0+nE6tWrMX78eJw4ceKcx8+dOxc7duw47Xculws33HAD3nrrLVRVVSEpKQnFxcWYM2cOZs2a5dnvwIEDmDhxIr799luo1Wro9Xr8+OOPmDp1Kr777rvzqg/RqSx2J178+jC25Vej2RP+ohj+iHohSZIwPjkco+PCMC4xHDdcFIM4fSCf9aN+QZYAuGfPHiQmJmL16tVtPh8wYACOHTvW4fPYbDZPi92MGTNQVFSE7OxsBAcHo6qqCvPmzTvr8RkZGXjllVdwyy23nPb7//3vf9i6dSsA4PPPP0dOTg7eeustAMB//vMf7Nu3D4B7nWOTyYSEhAQUFRWhuLgY48aNg9PpxOOPP97h+hCdymJ3Yu7XR/BDHsMfUV/hp1TgokGhGBajgx+7e6kfkeWnWaVS4ZcLirhcLhw7dgxKpbLD59m9ezdqamoAuAMgAMTExCA9PR0AsH79+jMe29TUhDvvvBMxMTF47733TrvPN998AwDQaDS4/vrr21yn9fwOh8PT1XvNNdcgODgYKpUKv/nNbwAABw8eREVFRYfrRAQAVoc7/G09Gf40/kpcyfBHREReIksAHDVqFIqLi3HfffcBcK/9e9ttt6G6uhpjxozp8HnKyso825GRkZ7tqKgoAEBpaekZj/3Tn/6EkpISrFixAqGhoWc9f3h4OBQnJ+lsPXfr+WtqamA2m89YhrOVw2q1oqmpyfMiAn4Z/uzQnGz5MzD8ERGRl8gSAFu7bf/9739DkiQUFRVh1apVkCQJTzzxRJfPf67lir/44gusWLECzzzzDCZOnCjruc9nv/nz5yMkJAQhISGIiTnz8kHkO6wOJ176+gi25P4c/q5MY/gjIiLvkiUAXnfddfj4448RFxcHIYRnFPCKFStw3XXXdfg8gwYN8mxXVVW1246LizvtcVlZWQCAhQsXIigoCEFBQZ7vFi5ciNjY2Dbnr6mpgcvlaneduLg4GAwGaDSaM5bhbOWYPXs2Ghsb0djYyG5igs3hwstrsrH5F+EvIpjhj4iIvEu2J1p/+9vf4ujRo6iqqkJVVRWOHj2K22677bzOMXbsWISHhwOAZ0BJRUUFMjMzAQBTp04FAKSlpSEtLQ2LFy9uc7zJZILRaITRaPR8Zrfb0dLS0uZ4i8WCdevWtblO6/cqlQpXXnklAOC7775Dc3MzHA4HvvrqKwDAiBEjzti6p1arodPpPC/yXTaHCy+tPYJNOVUMf0RE1OtIoqN9oGdxtmfzNBoNIiIiOnyuf/7zn3jggQcAAImJiaitrUVTUxMMBgOysrIQExPjGYL/wgsvYM6cOac9T+s+Tz31FBYsWADAPUfgFVdcge3bt8PPzw/JycnIy8uDy+XC7bffjo8++giAu0Xx0ksvhdlshsFggFqt9gxoWbNmjSdIno3RaPS0RLa0tECrbb+YOPVPreFvc04Vmsx2aPzcAz4Y/oiI6HSsZhNm3zgKQM9lBllaABMSEpCYmHjaV3R0NGJjY7F8+fIOnev+++/HihUrMHLkSFRUVECSJEyfPh0ZGRldfq5OqVRi7dq1+POf/4yIiAgUFhYiLi4Ozz//fJvyXXTRRdi6dSuuvvpqWCwW1NbWYvz48Vi3bl2Hwh/5LpvDhZd/Ef6mDI1k+CMiol5FlhbA1hG1Z72QJOGrr77Cr371q65erk9gC6DvsTlceGXtEWw8Gf4C/JS4Mi0SkboAbxeNiIh6sT7bAvjmm29Cq9Vi0qRJWLRoERYtWoRJkyZBq9XipZdewrXXXgshBN588005LkfU69idLsxbx/BHRER9g0qOk+zevRvh4eHYuHGjpzXwj3/8I5KSknD48GGsXbsWgwcP9qy0QdTf/GdHMTZmM/wREVHfIEsL4P/+9z+YzWZYLBbPZzabDVarFV9//TUUCgVGjBgBk8kkx+WIepXs4034ZFcZmi0O+KsUmMLwR0REvZwsLYChoaE4fvw4LrzwQs+8fxs2bEBVVZVn4MaJEyc8U7wQ9RdWhxNvfJeLBpMNAsCouDBEMfwREVEvJ0sAfPrpp/HnP/8ZRUVFWLJkCYCfV8545plnUFJSgj179vjMABDyHR9lliDnRDOsDhcGhAQgLTrY20UiIiI6J1kC4EMPPYT4+Hj8/e9/x5EjRwAAF1xwAZ544gn8+te/hsPhQE1NDQIC2DJC/Uf28Sas3F2GlpNdv5cmG6A4Of8kERFRbyZLAASAG264ATfccMPpL6JSISQkRK5LEXlda9dvvfFk1++gMIRo/LxdLCIiog6RLQBarVZ8/PHHyMzMxIABAzBr1iwUFxfjggsugF6vl+syRL3CR5mlbbt+B7Drl4iI+g5ZRgHX1tbi4osvxr333ov3338f3333HbKzszF58mQsWrRIjksQ9Ro5J5qwcncpu36JiKjPkiUAPvnkkzh8+DACAgI8gz+uuuoqBAYG4ptvvpHjEkS9gtXhxOvfsuuXiIj6NlkC4Jo1axASEoLCwkLPZ0qlEvHx8SgqKpLjEkS9wqldv9E6Nbt+iYioT5IlADY0NCAhIQHR0dFtPnc6nWhubpbjEkRex65fIiLqL2QJgPHx8Th8+DC2b9/u+ezrr79Gbm4uEhIS5LgEkVfZHC688V2ep+t35KBQdv0SEVGfJUsAvO222+BwODBp0iRIkoSdO3fipptugiRJuO222+S4BJFXrcgsQfbxJk/X79ABOm8XiYiIqNNkCYDPPvssrrvuOggh2ryuueYazJ49W45LEHkNu36JiKi/kWUeQH9/f6xduxY//PADdu3aBQAYO3YsJk2aJMfpibyGXb9ERNQfyTYRNABMnDgREydOlPOURF51atfvgJAAdv0SEVG/0OkAOGXKlA7tJ0kSNm7c2NnLEHlN7olmdv0SEVG/1OkAuGXLFkiS5Jn4+Uwk/sKkPsjmcOH173JRb7Sz65eIiPqdTgfAu+++m+GO+q2PdrZ2/TrZ9UtERP1OpwPg8uXLZSwGUe+Re6IZn+z6ues3PSmcXb9ERNSvdDoAlpaWdnjfuLi4zl6GqEe5R/227foNDfT3drGIiIhk1ekAmJiY2KH9JEmCw+Ho7GWIetRHO0tw5GTXbzS7fomIqJ/qdAA81+APor7ml12/l7Lrl4iI+qlOB8DNmzfLWQ4ir2LXLxER+ZJOB0Cu8kH9Cbt+iYjIl8iyFjAAbNu2DZMnT0ZwcDCCg4MxZcoUbNu2Ta7TE3WbvEp2/RIRkW+RZSm47du346qrroLD4fA8G7hlyxZcddVV2Lx5M8aPHy/HZYhkZ3O48Pq3rV2/AiMHhbHrl4iI+j1ZWgDnzp0Lu92OuLg4/PGPf8Qf//hHxMfHw263Y+7cuXJcgqhbfHxK12+Ujl2/RETkG2RpAdy1axfCw8ORlZUFnc79C7SxsRHJycnIzMyU4xJEssurbMbH7PolIiIfJEsLoMVigV6v94Q/AAgJCYFer4fVapXjEkSyajvqV3DULxER+RRZWgCTk5ORk5ODv/71r7jtttsAAB9//DEKCgowbNgwOS5BJKuPd5bgcMUpXb/R7PolIiLfIUsL4KxZsyCEwFtvvYVx48Zh3Lhx+Mc//gFJkjBr1iw5LkEkm/xfdP2OTw6HQsGuXyIi8h2yBMBHH33UE/SEEJ6RwLNmzcKjjz563udbuXIlRo8eDY1GA71ej5kzZ6KwsPCsx8yePRtDhw6FTqdDQEAA4uPjMWvWLJSUlHj2+d3vfgdJks74arV8+fIz7lNQUHDe9aHew+Zw4fXvclFvck/4fBG7fomIyAfJ0gWsUCjw/vvv45lnnsHevXsBAGPGjEFSUtJ5n2vp0qW49957AbjXG66trcXq1auxbds2ZGVlITo6+rTHffvttzAajUhNTUVTUxMKCgqwbNkyZGRkICcnB4C7q3rcuHFtjjt06BCMRuNpzxscHNyuCzsgIOC860S9xye7Tnb92t1dv8PY9UtERD5IlgBotVphtVoRFxfnCX0OhwNNTU1Qq9VQq9UdOo/NZsPTTz8NAJgxYwZWrVqFiooKpKWloaqqCvPmzcOiRYtOe2xGRkabcHbXXXdhxYoVyM3NRW1tLcLDw/G3v/0Nf/vb3zz7VFRUIDExEQDw8MMPtzvn6NGjsWXLlg6VnXq//MpmfLSTXb9ERESydAHfdNNN0Ov1yM/P93xWUFCA8PBwTJs2rcPn2b17N2pqagC4AyAAxMTEID09HQCwfv36Mx4bEBCAJUuWYNy4cUhNTcWKFSsAAMOGDYNerz/tMYsWLYLNZoNWq8Uf//jHdt/v2rULQUFBMBgMmDx5Mtc/7sPY9UtERPQzWQLg7t27kZycjKFDh3o+S0tLQ1JSEnbv3t3h85SVlXm2IyMjPdtRUVEAgNLS0rMeX1pail27dnme0xs1ahQ2bNjQ5vm+Vi0tLXjvvfcAAP/3f/+HsLCwNt9LkoSoqCgkJCSgoaEBW7ZswZVXXom1a9ee8fpWqxVNTU2eF/Uep3b9Rgar2fVLREQ+TZYA2NzcDLvd3u5zu92O5ubmLp+/dVDJuSxYsAAOhwM5OTmYPHky9u/fjzvuuANOp7Pdvv/617/Q0NAApVLZbqDKlClTUF5ejqNHj+LQoUPYs2cPNBoNhBB48803z3j9+fPnIyQkBCEhIYiJiTm/SlK3YdcvERFRW7IEwEGDBqGkpAQLFy70hLW33noLxcXFiI2NPa/ztKqqqmq3HRcXd85zKJVKDBkyBI888ggA95rEGzdubLOPw+HAW2+9BQC4+eabkZCQ0Ob7uLi4NgFu5MiRnsEgZ2uFnD17NhobG9HY2IiKiopzlpW6H7t+iYiI2pPtGUAhBJ544glotVoEBgbir3/9KyRJwvTp0zt8nrFjxyI8PBwAsHr1agDugRqty8lNnToVgLt7OS0tDYsXLwYA5Ofn46uvvoLL5QIAuFyuNs8LGo3GNtf59NNPPUHu8ccfb1eOd955B0eOHPG8P3DggOf9L8PiqdRqNXQ6nedF3rdyVym7fomIiH5BlgA4Z84cjBo1CkIIWCwWWCwWCCEwatQoPP/88x0+j7+/P+bNmwfAHQCTkpIwdOhQNDc3w2AweEYI5+bmIjc31zNg5NixY7jxxhsREhKCiy66CDExMXj33XcBALGxsbjyyivbXOeNN94AAEyePBljxoxpV47PPvsMw4cPR0xMDEaMGIExY8bAbDZDpVJ5ykC9X35lM1bsLPl5rV92/RIREQGQaRqYoKAgZGZmYuXKldi5cycAYNy4cbj11lvh5+d3Xue6//77odVq8frrryM7OxsBAQGYPn06FixYcMbn6uLi4nDTTTdh7969yM3NhRACycnJuOqqq/Dcc8+1aY3btGkT9u3bB+D0rX8A8NBDD0Gn02H//v3Iz89HVFQUxowZg+eeew5jx449r/qQd7Tr+o0NRRi7fomIiAAAkujoCAs6L0ajEUFBQQDcI461Wq2XS+RbPswoxr+2FaHRbEeULgBTh0ez9Y+IiHolq9mE2TeOAtBzmUGWLuBTXXrppVCpZGlYJOqU1q7fZnb9EhERnZbsARDo+LQtRHJj1y8REdG5dUsAJPKWlbtKceTUUb8DOOqXiIjol2QPgGz9I2/JPt7k6fr1U7Lrl4iI6Exkf1jv3Xff5TJo1OMaTDa8tOYI6ow2CAAjB7Hrl4iI6ExkD4CjRo2S+5REZ+V0Ccxbl42iaiNsDhdiwzTs+iUiIjqLbn0GMDU1lSOCqdst+/EodhTWwmRzIETjh8tTI9j1S0REdBbdPgiEzwRSd/ohrxqf7CpF08kpXy5PjUCAn9LbxSIiIurVutQ8d/vtt5/1+8rKyq6cnuisSmtNnilfJACXJOgREaz2drGIiIh6vS4FwJUrV0KSztzVJoQ46/dEnWW0OvDi14dxotECh9OFtOhgpEQGebtYREREfUKXH9ALCAhAZGTkab87duwYnE5nVy9B1IbLJbBwQx6yjzfBYnciSheAsQl6/mODiIiog7oUABMSEqBQKFBQUHDa71NTU1FUVNSVSxC1s2pfOb7PrkSL1QGtWoWJqRFQKTmnORERUUd16bfm2LFjcfToUdTX15/2ew4AIbntL63H+9uK0Gi2Q6WQMCHFgKAAjjQnIiI6H10KgP/4xz+wb98+BAYGnvb7H374gS2AJJuqJgteWZuN2hYbhHBP9hwTqvF2sYiIiPqcLjWdREdHIzo6+ozfx8TEdOX0RB42hwsvrc1GWb0JdqcLiQYtLhgY4u1iERER9Ul8cIr6hHe3FGB/aT3MNif0Wn9cmhzOQR9ERESd1KUWwKSkJM+2JEkoLCzscoGIfmn9oRP430/H0GxxQO2nxMTBEVCrONkzERFRZ3UpAMbFxbEVhrpVXmUz/rExDw0mOxQSMD4pHGGB/t4uFhERUZ/WpQC4ZcsWmYpB1F6jyY65Xx9BTbMVTiEwIiYECQatt4tFRETU5/EZQOqVnC6BV9fnoLC6BVaHCzEhGoyKC/N2sYiIiPoFBkDqlT7cUYztBdUwWh0IDvDD5akGKBV83ICIiEgODIDU62QU1GBFZgmazA74KRWYONiAQH9O9kxERCQXBkDqVcrqTHh1fQ4aTHYAwNgEPSKDA7xcKiIiov6FAZB6DbPNiZfWHMHxRgvsTheSI4MwOCrI28UiIiLqdxgAqVcQQuDN7/NwqKIRFrsTEcFqpCfqOc0QERFRN+i2B6tmzZoFALjwwgvx8MMPQ6nkxL10Zl/sP4bvDp+A0epEoL97smeVkv8+ISIi6g7dFgCXL1/uab1Zvnw5/vnPf+KSSy7prstRH3agvAH/b2shGs3uyZ4npERAF+Dn7WIRERH1W90WAFtXCWlsbMSBAwcwfvx4OByO7roc9VE1LVa8vDYbdUYbXAIYNSgUA8M03i4WERFRv9ZtAbC4uNizffDgQWzdurW7LkV9lM3hwstrj6Ck1gibw4X4cC0ujA3xdrGIiIj6vR6ZXG3EiBEYMWJET1yK+pB/bSvEnuJ6mG1OhAX647KUcA76ICIi6gFdCoAffvhhm/d33313lwpDvuP7I5VYvfcYmi0OqFXuQR9qFQcKERER9YQuBcDf/e53kCQJQghIksQASB1SUNWCN7/PQ4PJDkkC0pP00Gv9vV0sIiIin9GlALh582a5ykE+oslix0trjqCqyQqHy4XhMTokRXCyZyIiop7UpQA4adIkucpBPsDlEnhtfS7yKpthdTgRE6LBmHi9t4tFRETkc2SbadflciEvLw/btm3DDz/80OZ1vlauXInRo0dDo9FAr9dj5syZKCwsPOsxs2fPxtChQ6HT6RAQEID4+HjMmjULJSUlbfaTJOm0r+eee67Nfnv37sXUqVOh0+kQGBiICRMm4Pvvvz/vutDPPtpZgq151TBaHQgKUOHywQYoFRz0QURE1NNkGQW8c+dO3Hbbbe3CFuAOXOcz/9/SpUtx7733AgASExNRW1uL1atXY9u2bcjKykJ0dPRpj/v2229hNBqRmpqKpqYmFBQUYNmyZcjIyEBOTk67/UeOHAm1Wu15P2jQIM/2gQMHMHHiRJhMJhgMBuh0Ovz444+YOnUq1q1bh2uuuabD9SG3nUW1WJ5RjCazHSqlAhNTIxDo3yOD0ImIiOgXJCGE6OpJxowZg/3795/+ApIEp9PZofPYbDYMHDgQNTU1mDFjBlatWoWKigqkpaWhubkZDz/8MBYtWnTaYy0WCwICAjzv77rrLqxYsQIAUFNTg/DwcE95AODo0aNISEg47bl+85vf4Ouvv0ZCQgIOHDgAjUaDCRMmYOfOnRgxYgQOHDhwzroYjUYEBbmfbWtpaYFWq+3Qn0F/VNFgxp8+2ofSOhMcLoFxiXoMHaDzdrGIiIh6BavZhNk3jgLQc5lBliaY7Oxs+Pn54fXXX8ewYcOgUnXutLt370ZNTQ0AYMaMGQCAmJgYpKenY8OGDVi/fv0Zjw0ICMCSJUvwwQcfoK6uDgUFBQCAYcOGQa9v/5zZxRdfDJPJhMTERNx111149NFHoVar4XA4PF2911xzDYKDgwG4Q+HOnTtx8OBBVFRUICYmpt05rVYrrFYrAHcAJMBid2Lu10dwrMEMu9OFlMggpEUHe7tYREREPk2WAJiWlgaLxYKHH364S+cpKyvzbEdGRnq2o6KiAAClpaVnPb60tBS7du3yvB81ahTWrFnTbnLhsLAwxMbGoqSkBEeOHMHs2bOxf/9+/Pe//0VNTQ3MZvMZy9B6ndMFwPnz5+PFF1/sSFV9ghACizbm4+CxBljsThiC1EhP4mTPRERE3ibLIJCFCxeiuLgYS5YsQVNTkxynbKOjvdQLFiyAw+FATk4OJk+ejP379+OOO+5o0wWdmZmJ2tpa/PTTTzh27BimTJkCAPj000/bBNDOlGH27NlobGxEY2MjKioqOlTm/uyrrAqsO3gcLVYnNP5KTBocAT+lbOOOiIiIqJNk+W185ZVXwmq14uGHH0ZYWBiUSqXndT7dwacOxKiqqmq3HRcXd85zKJVKDBkyBI888ggAYMuWLdi4caPn+3HjxnlaoAIDAzFt2jTPd2VlZTAYDNBoNGcsw9nKoVarodPpPC9fduhYI5ZsKUSj2Q6FBFyWbIBO4+ftYhERERFkCoBCiLO+Omrs2LGewRqrV68GAFRUVCAzMxMAMHXqVADuLue0tDQsXrwYAJCfn4+vvvoKLpcLgHtKmlOfF2x9Hu+HH37AqlWrPC2CFosFX375pWe/+Ph4qFQqXHnllQCA7777Ds3NzXA4HPjqq68AuNc1Pl33L/2szmjDy2uPoLbFCpcARgwMwSB9oLeLRURERCfJ8gzgsmXL5DgN/P39MW/ePDzwwANYvXo1kpKSUFtbi+bmZhgMBjz99NMAgNzcXADwDBg5duwYbrzxRgQFBSEpKQmVlZWorKwEAMTGxnoCXVFREX7/+99Dq9UiKSkJ5eXlqK+vBwD8/ve/x8CBAwEAL7/8MjZu3Iji4mIkJSVBrVbj2LFjUCqV+Pvf/y5LXfsjl0tgf1k9lmcUo7jGBJvDhTh9IC4aFOrtohEREdEpZAmA99xzjxynAQDcf//90Gq1eP3115GdnY2AgABMnz4dCxYsOGPLW1xcHG666Sbs3bsXubm5EEIgOTkZV111FZ577jlPd+yECRPwhz/8AVu3bsXRo0ehVCoxZswY3Hffffi///s/z/kuuugibN26Fc8++yx27NiBlpYWjB8/Hi+88ALnADyN6mYrNhypxDeHjqO83gSj1QmL3YmQQD9clmKAgoM+iIiIehVZ5gEEgLy8PMyfPx979uwB4O7OffrppzF48GA5Tt/n9Pd5AB1OF3YV1+GbQyeQWVgLk80Bs80Jh0tAkiToNCpcMTgSeq2/t4tKRETUq/XZeQAPHTqEyy67DC0tLZ5n/o4cOYLVq1cjIyMDw4cPl+My1AtUNJjx3eET+ObQCVQ2WWC0OmFzuiCEgJ9SgURDIFIigxATooGCy7wRERH1SrIEwL/97W9obm5GUFAQLr/8cgDAtm3b0NzcjOeff94zoIP6JpvDhYzCGqw/dAJ7SuphsjpgtjvhdAkoJAkhGj+kRgYh0aCFVs3l3YiIiHo7WX5b//DDDwgODsaRI0c8AynKy8sxfPhwbN26VY5LkBeU1Brx7eET+PZwJWqarTDaHLA7xc+tfZFapEQGIVoXwMmdiYiI+hBZAmBLSwtSUlI84Q9wj76NjY31LMlGfYPZ5sT2ghqsO3gcB8obYLK5B3Q4XQIKhQS91g+pkcFINGgR4Kf0dnGJiIioE2QJgHFxccjNzcXbb7+N2267DQDw8ccfIycnB0lJSXJcgrqREAIFVS349vAJbDhSiXqTHUarA3aXCxAS1CoFUiMDkRwRhIhgNVv7iIiI+jhZAuAtt9yC+fPn45FHHvGswNHq1ltvleMS1A1arA5sya3CNwePI/tEM0xWJywOJ1wuAaVCQmRQAFKjghAfHgi1iq19RERE/YVsg0B27drVZsk1AJ55+Kj3EELgcEUTvj10Aptyq9BktsNkc8LudEGSJAT4KZBk0CI5Igh6rT9b+4iIiPohWQJgQEAANmzYgC1btmD37t0A3PMAXnHFFXKcnmTQaLJjY04l1h08jqJqI4w2B6x2F1zC3doXE6JBSlQQ4vSB8FPKskIgERER9VKyztlxxRVXMPT1Ii6XwE/lDfj20AlszatGi9UBk80Jx8nWPo2fEskRWiRHBiEskBM2ExER+YpOB8ApU6Zg+PDhePvttzFlypQz7idJUruuYep+3x+pxH8yi1FaZ4bR6oDV4Z6sWamQEBumQWpkMGL1GqgUbO0jIiLyNZ0OgFu2bIHFYvFsS5KE060qx2fIel5lkwV//zYHNS02T2tfkFqJlMhgJEVooQvw83YRiYiIyIs6HQDvvvtupKamerYZ9HqPrbnVMFrdXb0DQzUYOkCHmFANlFyajYiIiNCFALh8+fLTbpN3CSHwfXYlzHYnVAoJl6UYuDwbERERtSHLA2BJSUmYOXNmu8+fe+45/Pa3v5XjEtRBxbUmFFa3wOF0IUoXwPBHRERE7ciSDoqLixEdHd3u8w0bNmDPnj1yXII6aGtuFUw2JwAJiQatt4tDREREvVCXAuCHH37o2a6urm7z3mg0Ijs7G/7+nF6kp7hcAt/nVMFid8JPKSFOH+jtIhEREVEv1KUA+Lvf/Q6SJEGSJBQVFeH3v/99m++FELjwwgu7VEDquOwTTThWb4bTJTDIEAi1H5dvIyIiova63AUshDjtFDAajQZpaWlYtGhRVy9BHbQ1txpmmxOSJCExnN2/REREdHpdCoAulwsAoFAokJ6ejoyMDFkKRefP4XRhU04VrA4n/FUKDAzTeLtIRERE1EvJMghk8+bN0Ol0cpyKOumnsgbUtFjhdAkkR3A9XyIiIjozWQLgpEmTUFVVhWXLlqGiogJOp7PN988//7wcl6Gz2JJbDdPJ7t8Edv8SERHRWcgSAHfv3o2rr74azc3Np/2eAbB7WexO/JBfDZvDhUB/JaJDArxdJCIiIurFZAmAf/vb39DU1HTa77hEXPfbdbQOjSY7XEIgITyQS74RERHRWcnyoNiuXbsQEBCA/Px8AEB6ejp27NiBqKgo7Nq1S45L0FlsyqmCyeaAgt2/RERE1AGyBMCWlhakpaUhOTkZkiTB4XBg3LhxiIyMxIMPPijHJegMmix2ZBbVwuYUCA5QISJY7e0iERERUS8nSxdwSEgILBYLACA0NBSHDx/Gf//7XxQUFLSbH5DklVFQA6PNASEEEg1adrkTERHROcnSApiYmIiSkhJYLBaMHj0aZrMZt99+OywWC5KTk+W4BJ3BppwqmKxOKBXs/iUiIqKOkSUAPvLII7j//vtx7NgxzJs3DyEhIRBCIDAwEK+//rocl6DTqG62Yl9pAxwugbBAf4QG+nm7SERERNQHyNIFfPvtt+P2228HACQnJ6O8vBy5ublISkpCaGioHJeg0/ghrxoWu5Pdv0RERHReZGkBrKiowIEDB9DQ0AAA0Gq1SExMRGlpKSoqKuS4BJ3GxpxKmG3u7t/48EBvF4eIiIj6CFkC4O23346LL764zUTQRqMRF198Me644w45LkG/UFprQu6JZthdApHBagQHsPuXiIiIOkaWAJiVlYXU1FQMGjTI81lsbCxSU1Px008/yXEJ+oWt+dUw252AEEg0BHm7OERERNSHyBIALRYLGhsb233e0NDgmR6G5COEwMYjlbDYnPBTKhCnZ/cvERERdZxs08AcP34cjzzyCI4fP47jx4/jsccew/Hjx5GUlHTe51u5ciVGjx4NjUYDvV6PmTNnorCw8KzHzJ49G0OHDoVOp0NAQADi4+Mxa9YslJSUePY5fPgwfve73yEtLQ06nQ4hISEYM2YMli5d2uZcW7ZsgSRJp319//33510fueVVtqC0zgSHS2BASAA0/kpvF4mIiIj6EFlGAd9xxx3429/+hrfffhtvv/2253NJknDnnXee17mWLl2Ke++9F4A7WNbW1mL16tXYtm0bsrKyEB0dfdrjvv32WxiNRqSmpqKpqQkFBQVYtmwZMjIykJOTAwDYvXs3PvjgA4SFhSEpKQl5eXnYt28f7r33XtTW1uLJJ59sc05/f3+MGjWqzWchISHnVZ/usCW3CiabE5IkIdHAuf+IiIjo/MjSAvjkk0/iV7/6FYQQbV6/+tWv8MQTT3T4PDabDU8//TQAYMaMGSgqKkJ2djaCg4NRVVWFefPmnfHYjIwMlJaWYu/evcjPz/cEz9zcXNTW1gIA4uLi8Nlnn6G6uho//fQTsrOzPYHuo48+anfOAQMGIDMzs81r7NixHa5Pd3C6BDblVMHqcMJfqUBsGLt/iYiI6PzI0gLo5+eHr7/+Gtu2bcPOnTsBAOPGjcPll19+XufZvXs3ampqALgDIADExMQgPT0dGzZswPr16894bEBAAJYsWYIPPvgAdXV1KCgoAAAMGzYMer0eADBlypQ2x8THxyMuLg4HDx6EWt1+Dd2KigrPPIZpaWl4/PHHMXPmzPOqk9wOlDegqtkKp0sg0aCBv0qWDE9EREQ+RJYA2Oryyy8/79B3qrKyMs92ZGSkZzsqKgoAUFpaetbjS0tLsWvXLs/7UaNGYc2aNWecIPmHH37A4cOHAQD33Xdfu+8jIyMRHh6O3Nxc7Ny5EzfffDOWLFmCP/7xj6c9n9VqhdVqBeCeBqc7bM2thsnqgCRx6TciIiLqHFmaj6ZMmXLG15VXXtnl8wshOrTfggUL4HA4kJOTg8mTJ2P//v2444474HQ62+27bt06/OpXv4LL5cKf//znNgFw+PDhKCgoQHl5ObKyspCXl+cJoW+88cYZrz9//nyEhIQgJCQEMTEx51nLc7M6nNicWwWr04UAPwUGhAbIfg0iIiLq/2RpAWwdNXtqUGt9fz7Lk506j2BVVVW77bi4uHOeQ6lUYsiQIXjkkUewefNmbNmyBRs3bsQ111zj2efdd9/Fww8/DKfTiblz5+Jvf/tbm3NEREQgIiLC8z4uLg4TJkzA6tWrz9oKOXv2bDz22GMA3C2AcofAvcX1aDDb4XIJJIRroVKw+5eIiIjOnywB8O67724T9BobG7FlyxY0Nzfj1ltv7fB5xo4di/DwcM/I39tuuw0VFRXIzMwEAEydOhWA+3k8AHjooYfw0EMPIT8/H9nZ2fj1r38NhUIBl8vV5nnB1u5YIQSeeuopvPbaa/D398cHH3xw2pVKPvzwQwwZMgTjxo0DAJSXl2P79u0AgISEhDOWX61We54lVCrln5plc241TDYnFOz+JSIioi6QJQAuX7683Wc1NTW48MILERsb2+Hz+Pv7Y968eXjggQewevVqJCUloba2Fs3NzTAYDJ4Rwrm5uZ5rAMCxY8dw4403IigoCElJSaisrERlZSUA94okrd3QK1euxGuvvQYA0Ol07aataQ2amzZtwj333AODwYCYmBjk5eV5JrR+9tlnz+ePRjYtVgcyCmtgd7igVSsRqWs/aIWIiIioI7qtD9FgMCAlJeW04fBs7r//fqxYsQIjR45ERUUFJEnC9OnTkZGRccYu1bi4ONx0000ICwtDbm4u6uvrkZycjAceeAA7duyATqcDAM8ADcAdHnfu3Nnm1equu+7CzTffjKCgIOTl5SEkJARXXXUVNmzYgHvuuef8/zBksKOwFs0WB1xCINGgheI8utaJiIiITiWJjo6wOIu5c+e2ee90OpGXl4f//ve/CAsL88zD50uMRiOCgtxr9La0tECr7VqX7TOfH8R3R07A6RK4fsQAGILYAkhERNQfWM0mzL7RvfCEHJmhI2TpAp4zZ84ZB3v8+te/luMSPq3OaMOeknrYnQKhgX4I1/p7u0hERETUh8kSAOPi4toEQEmSEBkZiSuvvBKzZ8+W4xI+bVt+NUw2B4QQSDJoz2tkNREREdEvyRIAi4uL5TgNncGmnCqYbU4oFRLiOfqXiIiIuogTyfVyFQ1mHD7WBIdLIDxIjRCNn7eLRERERH1cp1sAk5KSOrSfJEkoLCzs7GV83g951TDbf+7+JSIiIuqqTgfAc3X7dmYlEGpLCIEN2ZUw211QKRSI0wd6u0hERETUD3Q6AJ46H54QAqtXr4ZarcYVV1wBwL08nMlkwi233NLlQvqqohojimuMcDhdiA3TQKuW5ZFNIiIi8nGdThTLli3zbM+dOxf+/v7IycmBwWAA4J5oeciQIbKvh+tLtp5c+k2SJCQagrxdHCIiIuonZBkE8s4770Cv13vCH+BeCUSv1+P999+X4xI+x+US2JhdCYvdCZVCwiC9xttFIiIion5Clj5Fi8WCmpoa3HnnnZg2bRoA4H//+x8KCwsRHBwsxyV8zpHjTahotMDpEog3BEKtUnq7SERERNRPyBIAb731VvzrX//CJ598gk8++aTdd3T+tuRWwWRzQJIkJHD0LxEREclIli7gt99+G48++ij8/f0hhIAQAv7+/njkkUewaNEiOS7hU+xOFzbnVsPmcEGtUmBgKLt/iYiISD6ytAD6+/vjjTfewEsvveSZ8y85ORmBgZy2pDP2ldSjtsUKp0sgJSIQKiXn6yYiIiL5yJosTpw4gUOHDqGoqIjhrwu2nBz9q5AkxLP7l4iIiGQmSwB0Op249957MXjwYNx555149dVX8Z///AdKpRJvv/22HJfwGWabE9vy3d2/Gn8lBugCvF0kIiIi6mdkCYDz58/Hv//9b7hcLgghAADTpk2DSqXCV199JcclfEbm0Vo0WRxwCYGE8EAoFFxJhYiIiOQlSwBctmwZ/Pz88L///c/zWVBQEAYNGoTs7Gw5LuEztuS4R/8qFBz9S0RERN1DlgBYXl6OYcOG4Te/+U2bz4ODg1FdXS3HJXxCo8mOzKI62J0CwWoVIoLU3i4SERER9UOyBECDwYCjR4+itrbW81lpaSmys7MREREhxyV8wo+FNTDZHBBCICkiCJLE7l8iIiKSnywB8Nprr0VTUxNGjBgBADhy5AhGjx4Nu92OqVOnynEJn7AppwommxNKhYT4cI6iJiIiou4hSwB85ZVXEBsbixMnTgAAmpqaUFdXh5iYGMydO1eOS/R7VU0W/FTWAIdLIEzrj1CNn7eLRERERP2ULBNBDxgwAD/99BMWL16MXbt2AQDGjh2LP/3pTzAYDHJcot/7Ib8GZpvT3f1r0LL7l4iIiLqNLAEQAPR6PZ5//nm5TudzNmZXwmx3QqWQEK/n6F8iIiLqPl0KgD/88EOb9xMnTuxSYXxVSa0ReZXNcDhdiAnVIChAtlxORERE1E6XksYVV1wBSZIghIAkSXA6nXKVy6f8kFcNs839Z5fIuf+IiIiom3UpAC5btkyucvgsIQS+z66Exe6En1KBOD1H/xIREVH36lIAvOeee+Qqh8/KOdGMsjozHC6B+PBABPgpvV0kIiIi6uc6PQ1M65q/3bW/r9iS6577T5IkJBjY+kdERETdr9MBMDU1FYsXL0ZNTc1Z96urq8M777yDIUOGdPZS/ZbTJbA5pxpWhxP+SgUGhTEAEhERUffrdBfw0aNH8Ze//AWPPfYYLrnkEowdOxYJCQkIDg5GS0sLSkpKsGfPHmRmZsLhcEChkGXO6X7lp7IGVDVb4HQJJBo08FPyz4iIiIi6X6cD4OHDhzFnzhx8/vnnyMjIwI4dO9rtI4SASqXCLbfcghdeeKFLBe2Ptp7a/RvO0b9ERETUMzodANPS0rBy5UpUVVVh1apV2L59O/Lz89HY2AidTofU1FRcfvnlmDlzJiIjI+Usc79gdTixNa8aNqcLGj8FYkI13i4SERER+YguzzgcGRmJBx98EA8++KAc5fEZu4/Wo8Fsh8slEB+uhVLBpd+IiIioZ/ChMy/ZnFsFk9UJBbt/iYiIqId1OgDq9XpMnTq1Q/tec801CA8PP6/zr1y5EqNHj4ZGo4Fer8fMmTNRWFh41mNmz56NoUOHQqfTISAgAPHx8Zg1axZKSkra7FdZWYlZs2YhMjISarUaw4YNw+LFi9ud7/vvv8eECRMQGBgInU6HqVOnYt++fedVj9NpttiRUVgDm9MFrVqFKJ26y+ckIiIi6qhOB8CGhgY0NTV1aN/m5mY0NDR0+NxLly7Fbbfdhv3792PAgAFwOp1YvXo1xo8fjxMnTpzxuG+//RZGoxGpqakYNGgQSktLsWzZMlx77bWefYxGIyZNmoRly5ahpaUF8fHxyM7OxsMPP4znn3++zbmmTp2KH3/8EXq9Hmq1Gt9++y0uv/xyHDx4sMN1OZ0dhbVosToghEBShBaSxO5fIiIi6jld6gLeuXMnlErlOV+7du3q8DltNhuefvppAMCMGTNQVFSE7OxsBAcHo6qqCvPmzTvjsRkZGSgtLcXevXuRn5+PO++8EwCQm5uL2tpaAMB7772H3NxcSJKEzMxM5OXl4bHHHgMALFiwAJWVlQCAJ554Ak6nE+np6SguLkZRURESEhJgMpnw7LPPdurPq9Xm3CqYbU4oFRLiufQbERER9bAuBUAhRIdfHbV7927P5NIzZswAAMTExCA9PR0AsH79+jMeGxAQgCVLlmDcuHFITU3FihUrAADDhg2DXq8HAHzzzTcA3BNZX3jhhW2uY7fbsXHjRhw7dszTyveb3/wGKpUKwcHBuPrqqwG4u4adTme761utVjQ1NXlep1PbYsWe4nrYnQIhGj/otf4d/rMhIiIikkOnRwFv3rxZznJ4lJWVebZPnT4mKioKAFBaWnrW40tLS9u0OI4aNQpr1qzxdLO2nv905249/lxlMJvNqK6uRnR0dJtrz58/Hy+++OJZy7e9oAZmu9Pd/WsIYvcvERER9bhOB8BJkybJWY5z6mgr4oIFC/DKK6+goKAAf/zjH7F582bccccd+P7776FUKrt07nPtN3v2bE93stFoRExMTLt9Nmaf0v0bzu5fIiIi6nm9bhqYQYMGebarqqrabcfFxZ3zHEqlEkOGDMEjjzwCANiyZQs2btzY5vynO3fr+c9VBo1Gg4iIiHbXVavV0Ol0ntcvHWsw43BFIxwuFwxBaug0fuesCxEREZHcel0AHDt2rGfKmNWrVwMAKioqkJmZCQCeqWfS0tKQlpbmmb4lPz8fX331FVwuFwDA5XK1eV7QaDS2OT4/Px8HDhxocx0/Pz9ceeWVGDhwIC644AIAwFdffQWHw4Hm5mZs2LABAHDVVVedsTXxbLbmVp/s/gWSDJz7j4iIiLyjyyuByM3f3x/z5s3DAw88gNWrVyMpKQm1tbVobm6GwWDwjBDOzc0FAM+AkWPHjuHGG29EUFAQkpKSUFlZ6RnRGxsbiyuvvBIA8MADD+C9995Dfn4+0tPTMWjQIOTl5QFwj/xtfc7v73//O379618jMzMTCQkJsFqtqKmpgUajwUsvvXTe9RJC4PvsSlhsTqiUCsSx+5eIiIi8pNe1AALA/fffjxUrVmDkyJGoqKiAJEmYPn06MjIyTvtcHeDuur3pppsQFhaG3Nxc1NfXIzk5GQ888AB27Njh6ZINCgrC1q1bcc8990Cr1eLo0aNIS0vDW2+9hVdeecVzvuuuuw7r1q3D+PHjUVtbC4vFgquvvhpbt27FRRdddN51KqxuQXGtEQ6XQHRIAAL9e132JiIiIh8hifOZo4U6zGg0IigoCADQ0tKCT/ZVYun2ozDZHJiQEoGUyCAvl5CIiIh6A6vZhNk3jgLgzgxabfc/JtbpFsCtW7d26/79icslsCmnCha7E35KBQbpNd4uEhEREfmwTgfAyZMn4+KLL8Zbb72FgoKC0+5z9OhRLFq0CGPHjsWUKVM6Xci+7vDxRhxvtMDpEogN00CtOv8BJERERERy6fSDaOnp6cjMzMT+/fvx17/+FaGhoYiLi0NwcDBaWlpQWlqK+vp6AO4BEOPHj5et0H3NtrwamGwOSJKEhHCO/iUiIiLv6nQAzMjIwPr167FkyRKsX78e9fX1nsDnOblKheuuuw4PPvggrr322i4Xtq/all8Nm8OFAJUCA0PZ/UtERETe1aWhqFOnTsXUqVPR1NSEzMxM5Ofno7GxETqdDqmpqbj00ktPOyGyr6kz2eB0KREfGQiVslcOvCYiIiIfIstcJDqdDtdccw2uueYaOU7X75htTigUKsSz+5eIiIh6gS4HwD179uDjjz8GANx+++24+OKLu1yo/sbmEAgOUiJaF+DtohARERF1LQDu2LEDV1xxBRwOBwDgnXfewdatW5Geni5L4foLIQQSDFooFJK3i0JERETUtZVA5s+fD7vdDiEEhBCw2+2YP3++XGXrNyQFR/8SERFR79GlALhv3z74+flhzZo1+Prrr6FSqbB37165ytZv6AKUMAT5e7sYRERERAC62AV84sQJXHTRRbj++usBABdccAEOHjwoS8H6k0FhWkgSu3+JiIiod+hSC6DL5YJarfa8V6vVcLlcXS5Uf5MSye5fIiIi6j26PAp4//79SEpKAgAcP34cADzvAUCSJBQWFnb1Mn0al34jIiKi3qTLAdBms6G4uLjNZ6e+Z9cnERERUe/SpQA4ceJEBjwiIiKiPqZLAXDLli0yFYOIiIiIegoXpiUiIiLyMQyARERERD6GAZCIiIjIxzAAEhEREfkYBkAiIiIiH8MASERERORjGACJiIiIfAwDIBEREZGPYQAkIiIi8jEMgEREREQ+hgGQiIiIyMcwABIRERH5GAZAIiIiIh/DAEhERETkYxgAiYiIiHwMAyARERGRj2EAJCIiIvIxvTIArly5EqNHj4ZGo4Fer8fMmTNRWFh41mOefvppXHrppYiMjERAQACSkpLw8MMPo6qqyrPPnDlzIEnSGV/FxcUAgC1btpxxn++//747q05ERETU7VTeLsAvLV26FPfeey8AIDExEbW1tVi9ejW2bduGrKwsREdHn/a4V199FUqlEkOHDoWfnx+OHj2KxYsXY8uWLcjKyoJCoUBsbCzGjRvX5rj8/HzU1dVBrVYjLCyszXf+/v4YNWpUm89CQkJkrC0RERFRz+tVLYA2mw1PP/00AGDGjBkoKipCdnY2goODUVVVhXnz5p3x2GeffRbHjx/HwYMHUVpaihkzZgAADh06hKysLADAvffei8zMTM9r8+bNUCqVAIC77767XbgbMGBAm/0zMzMxduzY7qg6ERERUY/pVQFw9+7dqKmpAQBPgIuJiUF6ejoAYP369Wc89uWXX0ZERAQAQKlUYvz48Z7v1Gr1aY/54IMPUF1dDUmS8Ne//rXd9xUVFQgNDUVoaCjS09OxatWqs5bfarWiqanJ8yIiIiLqjXpVACwrK/NsR0ZGerajoqIAAKWlpR06j9FoxIcffggAuOyyyzBs2LB2+7hcLixcuBAAcMMNN2DIkCHt9omMjER8fDwsFgt27tyJm2++Ge++++4Zrzt//nyEhIQgJCQEMTExHSorERERUU/rVQHwTIQQHd63uroaV155JbKyspCWlobPPvvstPt9+eWXyM/PBwA88cQTbb4bPnw4CgoKUF5ejqysLOTl5XlC6BtvvHHGa8+ePRuNjY1obGxERUVFh8tMRERE1JN6VQAcNGiQZ/vU0but23FxcWc9Pjc3F+np6di5cyfS09Oxbds2DBgw4LT7vv766wCA9PR0TJgwoc13ERERSE5O9ryPi4vz7HO2Vki1Wg2dTud5EREREfVGvSoAjh07FuHh4QCA1atXA3A/h5eZmQkAmDp1KgAgLS0NaWlpWLx4sefYH374AePHj0dRURFmzpyJzZs3w2AwnPY6GRkZyMjIAAA8/vjj7b7/8MMPsXPnTs/78vJybN++HQCQkJDQxVoSEREReVevCoD+/v6ekb6rV69GUlIShg4diubmZhgMBs8I4dzcXOTm5noGjADA1Vdfjbq6OkiShNLSUlxxxRVIT09Heno61q5d2+Y6ra1/KSkpmDZtWrtybNq0Cenp6YiIiMBFF12E1NRUVFZWAnCPNiYiIiLqy3rdPID3338/tFotXn/9dWRnZyMgIADTp0/HggULzjqwwmazAXA/L7hr164231VXV3u2CwoK8OWXXwIAHn30USgU7TPwXXfdBZPJhN27dyMvLw8hISGYMGECnnrqKVx11VVyVJOIiIjIayRxPiMsqMOMRiOCgoIAAHM/3+vZJiIiIjqV1WzC7BvdC0+0tLRAq9V2+zV7VRcwEREREXU/BkAiIiIiH8MASERERORjGACJiIiIfAwDIBEREZGPYQAkIiIi8jEMgEREREQ+hgGQiIiIyMcwABIRERH5GAZAIiIiIh/DAEhERETkYxgAiYiIiHwMAyARERGRj2EAJCIiIvIxDIBEREREPkbl7QL0V0IIz7bNYoZVyaxNRERE7dksZs/2qfmhO0mip67kY6qqqhAVFeXtYhAREVEfUllZicjIyG6/DpuliIiIiHoJq9XaI9dhF3A3MRgMqKysBAAEBgZCkqQevX5TUxNiYmJQUVEBnU7Xo9f2Jtab9e7vfLHOAOvtS/X2xToLIVBZWYmUlBQEBwf3yDUZALuJQqHokSbcM3E6nQAArVYLrVbrtXL0NNab9e7vfLHOAOvtS/X2xToDgMvlAuDODz2BXcBEREREPoYBkIiIiMjHMAD2U2q1Gi+88ALUarW3i9KjWG/Wu7/zxToDrLcv1dsX6wz0fL05DQwRERGRj2ELIBEREZGPYQAkIiIi8jEMgEREREQ+hgGQiIiIyMcwABIRUa9nMpm8XQSvYL19R0/XmQGQiIh6tbVr12L48OE4cuSIt4vSo1hv36m3N+rMANgPVVdXIzs7G6tWrUJ2djbq6uq8XaRu54t1BlhvX6q3L9a51f79+1FSUoIrr7wSubm53i5Oj2G9fafeXqmzoH5lz549YtSoUSI6OlpIkiSioqLE5MmTRUFBgbeL1m18sc5CsN6+VG9frPMvPf/880KSJGEwGEROTo63i9NjWG/fqXdP15kBsB/ZsGGDCAkJEZIkiejoaHHxxReLyZMnC0mSRExMjMjPz/d2EWXni3UWgvX2pXr7Yp1PZbfbPdsvvPCC5xdkbm6uF0vV/Vhv36m3t+rMANhPHDlyRISGhgpJkoRCoRDDhg0TDz/8sBBCiHnz5glJksS4ceNEbW2tl0sqH1+ssxCsty/V2xfrfCqHwyGE+PkX5K5du8QVV1whJEkSWq2237aAst6+U29v1pkBsB+wWCzipptuEpIkidDQUJGamirS0tKEJEli5syZQgghZs6cKVJSUkRpaamXSyuPjtR5xowZYsiQIf2mzkJ0/O968ODBPlnv1NTUflNvX/z/2uVytXtvs9nE+++/L/7whz+IsLAwERgYKCRJEmq1WixYsKBN60lfdT71DgwMFAsWLPAEh77sfOqt0Wj6Rb17U50ZAPuBpqYmMXToUCFJkrjzzjtFeXm5EEKIMWPGCEmSxGeffSaEEGLfvn3eLKaszlXnzz//XLhcLrF//35RVVUltmzZImpqarxc6q7rSL0dDofYv39/uxtNX3aueq9evVrYbDaf+hlfvXq1cDqdnjo7HI5+83fudDrFtm3bxOOPPy5Gjx4tJEnyvBITE8X06dPFunXrREtLi7eLKquz1TslJUVMmzZNrFu3TmRlZYldu3b1i3uaEOeu94033ijWrVsnKioqvF1U2ZytzsnJyeKGG27o9jqremaoCXUnl8sFp9OJwMBAPP744xg4cCBMJhNUKvdfb2FhIQDA398fH3zwAfLy8pCQkIBf/epXiImJ8WbRO+1cdf7pp58wbdo0REZG4q233sL8+fNx7bXXYsmSJUhMTPRy6TvvXPXet28fpk2bhhEjRkCSJM8xCkXfHvB/rnofOXIE06dPx6hRo1BQUICmpiYYDAbo9XoEBQV5ufSd05Gf8enTp2PAgAF49dVXsWXLFlx44YX405/+hLi4OC+XvvPeeustfPbZZ9izZw/sdjsAICwsDCNGjMCMGTNw4403Ii4uDqWlpfj888+RnZ2NxMTEPn0/A85e79/+9reYPHky0tLS0NzcjFdffRXz5s3rF/e0s9X7lltuwRVXXIFhw4a1Oaav39POVueZM2di6tSpSElJAQAUFRVh7969MBgMCA8Pl/d+1m3RknqM2WwWN9xwg5AkSTz55JOivLxcPPzwwyIkJESEhYWJf/3rX+KNN94Ql112WZt/ZQwePFjk5eV5u/idcqY6h4eHC7VaLf75z38KIYRoaGgQH330keeZisTExD79HMnZ/q6Dg4M99RZCCJvNJmw2mzh06JDYsWOHKCoq8mLJu+ZM9Q4LCxNBQUHiX//6l8jMzBSPPfaYUCgUngETU6dOFYWFhd4ufqecqc56vV74+fl5/q5feumlNv9fDxkypE8/MH/kyBGh1+uFJEli8uTJ4oEHHhAHDx4UJ06c8OyzcOFCcemll/ab+5kQZ673L1v56urq+tU9rSN/3636yz3tTHWuqqry7LNz507xyCOPdOv9jAGwn8jNzRWxsbGe0UOnNp/fcsstIjEx0fPZHXfcIa6//nrPTfPYsWPeLn6nnKnOycnJ4vDhw+32f/zxx4UkSeLCCy8Ux48f90KJ5XG6evv5+YmUlBTx2muviWXLlolHHnlETJo0SQwbNszzPElISIjIzs72dvE77Ww/46+++qq48cYbPZ9dcskl4uKLLxaSJImBAwf22WBwtp/xsrIyIYQQ9913n5AkScyYMUPceeedQpIkkZSUJI4ePerdwndBfn6++OCDD4TZbG73/NMLL7wgYmJi+t39TIjT17u1W/903fv95Z52tr/vNWvWiHfffbff3dPOVuevvvpKXHvttd1+P2MA7Efy8/PFddddJxISEoRerxeTJ08WDz/8sKflT61WiyVLlnj2v+6664QkSeK9997zYqm7prXOcXFxIjw8XEyePFlkZmYKIdzPWAjhbkkRwv2vx4SEBBEQECBWrFjhtTLL4dS/68jISDFlyhSRnp4uRowYIdRqtYiMjBRjxowR06ZNE7feeqvnX5sDBw4U9fX13i5+p51a77CwMDF58mSxfPly8Yc//MFzs4yPjxdz5swRFotFvPzyy54b6Kn/uu5LWuscHx8vIiIixOTJk8WcOXPEW2+9JSZNmiQmTJjQZmDIrFmzhCRJ4ve//72w2WxeLr08Wv9f/uSTT0Rqamq/vZ+dqrXOp9Mf72mn89hjj4moqCih0WhEVFRUv7yntWoNgXl5eWLatGk9cj9jAOxnjEajqK2tFaWlpaK5uVk8+eSTnh+k1htj678kW1sLXn75ZW8WucuMRqOor68XpaWlory8XJjNZlFRUSGam5uFED/fSN9++23h7+8vJEkSr732mjeLLAuj0Sjq6upEaWmpyMzMFElJSUKSJHH77bd7/o737t0rpk6dKiRJEsHBweLll18WdXV1Xi5515xab6fTKZYuXer5Gb/ooos8kyX/9re/FUII8fDDDwtJksT27du9XPLOO/X/60OHDonf/e53njqPGjXK0zp4xx13iP/7v/8TkiSJMWPGeP4f6C9a69af72e/ZDKZRHl5uThx4oQwGo1CiP57TztVXl6eZwqkO+64o1/f00712muv9dj9jAGwHysoKBAajUZIkiTmzZvX5rtPPvnE80P2zjvveKmE8qqsrBR33XWXGDhwoBgwYIC44IILRHp6urjsssvElClTPDcTSZL65b+Wv/76a0/9nnnmGZGTkyMmTpzomU5g4cKF/W6+uJqaGnHhhRcKSZLE3XffLQ4dOiQqKirE2LFjhSRJYvHixcJisYiPP/7Y20WVzVdffeX5e37ppZdES0uLyM7OFhEREZ6WsdZfmv2Fy+USBQUFnq4/X7ifCSHE8ePHxV133SUGDRokBg4c6HP3tDVr1vjMPc3lcomamhoxcuTIHrufMQD2Y83NzeKCCy4Q4eHhbR4cXbVqled/qiuuuKJPPzNzqsrKSs8viNaHZuPj44UkuSfR1Wq1YsCAAeKFF17wdlFl5XK5PP86/vbbbz31T0hIEJLknjfsjTfe6Dc3ylO5XC4xceJEoVQqxRdffOH5/KGHHhKSJIk//OEP7fbv63bt2iUiIiLEwIEDRXFxsefza6+9ViQnJ4sFCxaI//73v/1mipBWzc3NYsSIET5zPxPCd+9pQgifvKe5XC4xadKkHrufMQD2Y01NTZ6Hox977DGxb98+8dZbb7UZLfiPf/yjX0yk2urw4cOelpDf//73oqysTBw8eFBs2rRJ7Nu3Txw8eNCzb38IA61OrcuiRYuEJEnC399f+Pn5iffee080NTV5sXTdw+VyCbPZLO6++24hSZJ4/PHHhc1mEytXrvT8jD/++OPeLqbsqqurxeWXXy4kSRJPPPGEqK2tFR999JGnzocOHfJ2EbuFL97PhOA9TQjfuKd5437GANjP5eXliaioKM+IqdYfpJEjR4pXXnlFmEwmbxdRdocPH/Z0jSxYsOC0+/SnG2Url8sl9uzZI8aNG+f5e5YkqV+2DpwqPz/f85xMSkqKp96XXnqp2LFjh7eL1y1OrXNycnKbFrD+8ED8mfji/UwI3tN86Z7Wk/czBkAfkJeXJ371q1+JYcOGibCwMHH33XeLr7/+2jOSrD869V/Nf/3rX71dnB5TXFzsuWG0LivUn0aDnkleXp645pprPF1EU6dOFcuWLRNWq9XbRes2eXl5YsKECSIyMlJIkns+sQ8++OCso0f7A1+8nwnBe5ov3dN66n4mCSGEfNNKU2/V3NwMl8uFqqoqpKamers4PeLIkSO44IILMGvWLLz33ntQKpXeLlKPyMnJwaZNm/Dggw8iLy8PMTExfXY1jPNRX18Po9GIoqIijBs3DiqVqt//nVdVVaGkpARFRUWYNGkSDAaDZ6WQ/swX72cA72m+dE/rifsZA6CPEUJ4lgjzBcePH4der4darfZ2UXqUw+HwiSBAvs3X7mcA72kkHwZAIiIiIh/Td1dTJiIiIqJOYQAkIiIi8jEMgEREREQ+hgGQiIiIyMcwABIRERH5GAZAIiIiIh/DAEhERETkYxgAicjn/e53v4MkSZAkCVu2bJHtvHPmzPGcd/ny5Z0+T+s5EhISZCsbEfk2TqtNRNTPvPXWW2hoaADgDqFERL/EAEhE1E1mzZqFq666CgAwePDgHrvuW2+9hZKSEgAMgER0egyARETdJC4uDnFxcd4uBhFRO3wGkIjoFA6HAy+99BLi4uIQEBCAyy67DFlZWW32OXDgAG677TYMGDAA/v7+GDhwIO69916Ul5e32e9szwAuWbIEycnJ0Gg0uOSSS7Bp06YOPYtYXFyMadOmITg4GHq9Hn/4wx9gsVgAAMuXL4ckSZ7WP+Dn5wclSer6Hw4R9RtsASQiOsWf//xnZGdne95nZGTgpptuQn5+PlQqFb755htMmzYNVqvVs09FRQWWLl2KtWvXIiMjA4mJiWe9xptvvonHHnvM83737t2YOnUqUlNTz3pcY2MjLr30Upw4ccLz2XvvvQeDwYCXX375fKtKRD6MLYBERKcoKCjAq6++is8//xyDBg0C4G51+/bbb2EymXDPPffAarVCpVLhlVdewXfffYcnn3wSAHDixAk8+OCDZz1/Q0MDnnvuOc/7Bx98EGvXrsXMmTNx5MiRcx4bGhqK1atX46WXXvJ8/t577wEArr/+emzbtg3R0dGe77Zt2+Z5ERG1YgsgEdEpHnzwQU+gy8vLw9NPPw3AHQztdjuqq6sBAFdffTUmTpwIALjhhhvw6aefeoJiTU0NDAbDac//3XffwWQyAQDGjBmDd955BwBwzTXXYNu2be26kX/pk08+wciRIzF9+nR89NFHyMnJQU1NDRobGxEZGYnIyEio1WrP/hMmTOjCnwYR9VcMgEREp5g0aZJnOzw83LPd0NDQptv3m2++wTfffNPueCEEcnJyzhi8ioqKPNvjxo3zbKtUKowdO/asAVCn02HkyJFnLF9ISMgZjyUiOhW7gImIThEWFubZVql+/jeyEKLD5zAajR3a73wHZpxaNqDz5SMiYgAkIuqgU+fyu+eeeyCEaPcyGo249tprz3iO5ORkz/bu3bs92w6Ho837rlAofr61u1wuWc5JRP0Lu4CJiDro6quvRkREBKqrq/Hhhx9Cr9fj6quvhtPpRHFxMX788UdkZWWddTDH1VdfjcDAQJhMJuzatQuPPPIIrr32WvznP/855/N/HRUWFoajR48CAN5++22MGTMGISEhGDFihCznJ6K+jwGQiKiDtFotli9fjunTp8NqteLNN9/Em2++2Waf+Pj4s54jNDQUL7/8smcamH/84x/4xz/+AT8/P6SlpSEnJ6fL5Zw8eTL27dsHAHjkkUcAuJ9tlHOdYyLq29gFTER0Hq6//nrs2bMHd911F2JjY+Hn5weDwYCRI0fisccew2effXbOczz66KN45513kJiYCLVajdGjR2Pt2rVIS0vz7BMYGNjpMr7wwgu4//77ERMTwwmgiei0JMEnh4mIepQQol0ws9lsSElJQVlZGSRJQnV1dZtRvkREcmIXMBFRD/v444/x448/4uabb0ZKSgpOnDiBv//97ygrKwMAXHXVVQx/RNSt2AJIRNTDli9fjt///ven/S46Ohrbt29vM1qYiEhufAaQiKiHjR49GjNmzEBcXBzUajU0Gg2GDx+OJ554AllZWQx/RNTt2AJIRERE5GPYAkhERETkYxgAiYiIiHwMAyARERGRj2EAJCIiIvIxDIBEREREPoYBkIiIiMjHMAASERER+RgGQCIiIiIfwwBIRERE5GMYAImIiIh8DAMgERERkY9hACQiIiLyMQyARERERD6GAZCIiIjIx/x/zNHjiPXNGWUAAAAASUVORK5CYII=", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "reductAmount = 1\n", + "condspec = [('height', 59.0, 60.0), 'gender']\n", + "condspec = [('height', 60.0, 61.0), 'gender']\n", + "condspec = [('height', 61.0, 62.0), 'gender']\n", + "condspec = [('height', 62.0, 63.0), 'gender']\n", + "condspec = [('height', 63.0, 64.0), 'gender']\n", + "condspec = [('height', 64.0, 65.0), 'gender']\n", + "condspec = [('height', 65.0, 66.0), 'gender']\n", + "condspec = [('height', 66.0, 67.0), 'gender']\n", + "condspec = [('height', 67.0, 68.0), 'gender']\n", + "condspec = [('height', 68.0, 69.0), 'gender']\n", + "condspec = [('height', 69.0, 70.0), 'gender']\n", + "condspec = [('height', 70.0, 71.0), 'gender']\n", + "condspec = [('height', 71.0, 72.0), 'gender']\n", + "condspec = [('height', 72.0, 73.0), 'gender']\n", + "condspec = [('height', 73.0, 74.0), 'gender']\n", + "condspec = [('height', 74.0, 75.0), 'gender']\n", + "condspec = [('height', 75.0, 76.0), 'gender']\n", + "condspec = [('height', 76.0, 77.0), 'gender']\n", + "Test Time = 6.564\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2ad92d731eb9464cb62f6a03ee620c9f", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "reductAmount = 1\n", + "condspec = [('height', 59.0, 60.0), 'gender', 'genhealth']\n", + "condspec = [('height', 60.0, 61.0), 'gender', 'genhealth']\n", + "condspec = [('height', 61.0, 62.0), 'gender', 'genhealth']\n", + "condspec = [('height', 62.0, 63.0), 'gender', 'genhealth']\n", + "condspec = [('height', 63.0, 64.0), 'gender', 'genhealth']\n", + "condspec = [('height', 64.0, 65.0), 'gender', 'genhealth']\n", + "condspec = [('height', 65.0, 66.0), 'gender', 'genhealth']\n", + "condspec = [('height', 66.0, 67.0), 'gender', 'genhealth']\n", + "condspec = [('height', 67.0, 68.0), 'gender', 'genhealth']\n", + "condspec = [('height', 68.0, 69.0), 'gender', 'genhealth']\n", + "condspec = [('height', 69.0, 70.0), 'gender', 'genhealth']\n", + "condspec = [('height', 70.0, 71.0), 'gender', 'genhealth']\n", + "condspec = [('height', 71.0, 72.0), 'gender', 'genhealth']\n", + "condspec = [('height', 72.0, 73.0), 'gender', 'genhealth']\n", + "condspec = [('height', 73.0, 74.0), 'gender', 'genhealth']\n", + "condspec = [('height', 74.0, 75.0), 'gender', 'genhealth']\n", + "condspec = [('height', 75.0, 76.0), 'gender', 'genhealth']\n", + "condspec = [('height', 76.0, 77.0), 'gender', 'genhealth']\n", + "Test Time = 11.932\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8fb3f1222d774b638c8cd8f8e116f19c", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.show(probspace=ps, targetSpec=[('education','1-college')], condSpec=['height'], controlFor=[], \n", + " filtSpec=[('income', None, 9)], gtype='pdf', power=1, enhance=True)\n", + "viz.show(probspace=ps, targetSpec=[('education','1-college')], condSpec=['height'], controlFor=['genhealth'],\n", + " filtSpec=[('income', None, 9)], gtype='pdf', power=10, enhance=True)\n", + "viz.show(probspace=ps, targetSpec=[('education','1-college')], condSpec=['height'], controlFor=['gender'],\n", + " filtSpec=[('income', None, 9)], gtype='pdf', power=10, enhance=True)\n", + "viz.show(probspace=ps, targetSpec=[('education','1-college')], condSpec=['height'], controlFor=['gender','genhealth'],\n", + " filtSpec=[('income', None, 9)], gtype='pdf', power=10, enhance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9), ('height', 48, 84)]\n", + "Viz.show: Filtered N = 302044\n", + "Viz.show: Target = [('income',)] , Condition = [('height',)]\n", + "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 1\n", + "Viz.show: Controlling for ['gender']\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 17.667\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "82c1c007a66c43ed952adb8b9178b3b1", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 75.162\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "89f667e0f91d416a8fdc67ad1d761b8e", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 6.644\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8103554375134114a67e2132f4c16650", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 19.76\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "fa815db4c9654679b799e36f46d9f6d2", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.show(probspace=ps, targetSpec=['income'], condSpec=['education'], controlFor=[], \n", + " filtSpec=[('income', None, 9)], gtype='exp', power=1, enhance=True)\n", + "viz.show(probspace=ps, targetSpec=[('education', '1-college')], condSpec=['state'], controlFor=[],\n", + " filtSpec=[('income', None, 9)], gtype='pdf', power=10, enhance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 302114\n", + "Viz.show: Target = [('education', '4-somehs', '5-elementary', '6-none')] , Condition = [('state',)]\n", + "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 1\n", + "Viz.show: Controlling for ['income']\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 22.099\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "47ff8c9d80d44f29a3f912e36a2d1b69", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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2-somecollege=2, 3-hs=3, 4-somehs=4, 5-elementary=5, 6-none=6, 7-unknown=7\n", + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "9dc9b0af2b734d7da51f00dccfea2bdc", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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"model_id": "5741ab76bc0c49d58a06ebcb5948c812", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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"reductAmount = 16\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "31a4014c41f94db98e22163bebbad404", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "viz.show(probspace=ps, targetSpec=['age','weight','genhealth', 'state'], gtype='multi')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 302114\n", + "Viz.show: Target = [('arthritis', 'yes')] , Condition = [('state',)]\n", + "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 1\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "condspec = ('state', 'AK')\n", + "condspec = ('state', 'AR')\n", + "condspec = ('state', 'AZ')\n", + "condspec = ('state', 'CA')\n", + "condspec = ('state', 'CO')\n", + "condspec = ('state', 'CT')\n", + "condspec = ('state', 'DC')\n", + "condspec = ('state', 'DE')\n", + "condspec = ('state', 'FL')\n", + "condspec = ('state', 'GA')\n", + "condspec = ('state', 'Guam')\n", + "condspec = ('state', 'HI')\n", + "condspec = ('state', 'IA')\n", + "condspec = ('state', 'ID')\n", + "condspec = ('state', 'IL')\n", + "condspec = ('state', 'IN')\n", + "condspec = ('state', 'KS')\n", + "condspec = ('state', 'KY')\n", + "condspec = ('state', 'LA')\n", + "condspec = ('state', 'MA')\n", + "condspec = ('state', 'MD')\n", + "condspec = ('state', 'ME')\n", + "condspec = ('state', 'MI')\n", + "condspec = ('state', 'MN')\n", + "condspec = ('state', 'MO')\n", + "condspec = ('state', 'MS')\n", + "condspec = ('state', 'MT')\n", + "condspec = ('state', 'NC')\n", + "condspec = ('state', 'ND')\n", + "condspec = ('state', 'NE')\n", + "condspec = ('state', 'NH')\n", + "condspec = ('state', 'NJ')\n", + "condspec = ('state', 'NM')\n", + "condspec = ('state', 'NV')\n", + "condspec = ('state', 'NY')\n", + "condspec = ('state', 'OH')\n", + "condspec = ('state', 'OK')\n", + "condspec = ('state', 'OR')\n", + "condspec = ('state', 'PA')\n", + "condspec = ('state', 'PR')\n", + "condspec = ('state', 'RI')\n", + "condspec = ('state', 'SC')\n", + "condspec = ('state', 'SD')\n", + "condspec = ('state', 'TN')\n", + "condspec = ('state', 'TX')\n", + "condspec = ('state', 'UT')\n", + "condspec = ('state', 'VA')\n", + "condspec = ('state', 'VT')\n", + "condspec = ('state', 'WA')\n", + "condspec = ('state', 'WI')\n", + "condspec = ('state', 'WV')\n", + "condspec = ('state', 'WY')\n", + "Test Time = 17.347\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4cabfa2b4d4143f3a858554e9bae2abd", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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xNBkJvJ8jgYmIiCjAtCkA1Ov10Ov1UBQFq1ev1v7W6/UICwvDvn37kJCQ0OL1ORwOrcZu0qRJ2LVrF7Zt24bw8HCUlpbiySefPObnV65ciSeeeAKXX355s+9//PHHWL58OQBg8eLF2L59O55//nkAwL/+9S/88ssvLc7rsYSbjd5H4Lk9nAuQiIiIAk6bAsCmj3o72mPgZsyY0eL1rV27FuXl5QC8ASAAJCcnY9iwYQCAr7766qifra2txZQpU5CcnIxXX3212WW+/PJLAEBwcDDOO+88n3SOt/7WCDcboFMAp1tQxACQiIiIAkybRgGrAz+uv/56dOnSBXPnztXeCwkJQU5ODvr27dvi9alzCQJAfHy89lqtRSwsLDzqZ2+77Tbs3bsXy5YtO+rcg+r6Y2JioNPpfNZ9vPXb7XbY7XYAgNV67NG94SYDFEWB2+PhVDBEREQUcNoUAF577bUAgGXLlqFr167a3/6m1jIezX//+18sWLAAc+fOxZgxY/y6btVTTz2FRx99tEXLGvQ6hAbpUWdzYW+FFSICRVFalS8iIiKik8Uvg0Cef/55TJs2DY2N3ubORYsW4c4778Q///nPVq0nLS1Ne11aWnrE6/T09GY/t3HjRgDAs88+i7CwMISFhWnvPfvss0hNTfVZf3l5OTwezxHpHG39ADBnzhzU1NSgpqYGxcXFx90W71QwglqbC7U2/40wJiIiImorvwSAt9xyC7KyspCbm4vPPvsMl112GV588UXcdNNN+Mtf/tLi9QwdOhQxMTEAvEEkABQXF2PVqlUAgIkTJwIAcnJykJOTgxdffNHn8w0NDbBarT5NtE6nE/X19T6ft9ls2vyEajpN32+OyWSCxWLRfo4nItgIAHB7hANBiIiIKKD4JQBcv349IiMjMXjwYCxatAiKouDss8+GiOCdd95p8XqCgoK0kb6LFi1CdnY2evbsibq6OsTGxmojhPPy8pCXl6cNGJk/f/4Rg09U999/P6qrqwEAF198MUaNGgUAuPTSS9GzZ0/t0XVXX301Bg0a1NZdoQk3ewNAl9vDqWCIiIgooPglACwuLtaaTzdv3oyBAwfiyy+/RI8ePY45sKI5M2bMwIIFCzBgwAAUFxdDURRceumlWLlyJZKTk9uUT71ejy+++AJ33HEH4uLiUFBQgPT0dDzyyCN4++2327Tuw4WbvQNBnG7BftYAEhERUQDxy7OAg4KCUF1dDbvdjvz8fFx88cXa/9XRtq1xzTXX4Jprrjnq+y0ZuHG0ZSwWC/7v//4P//d//9fqfLWGxWyETgFcHg8DQCIiIgoofqkB7NmzJwoLC5GQkACr1YrTTz8dAFBUVKQNwOhsQk166HUK3B7BnopjTxtDRERE9HvySwA4d+5cGI1G1NbWIjs7G1OnTsWqVatQVVWlTeLc2SiKAovZCI8A+6sa4fG0bLoZIiIiopPNL03A5513HoqKilBYWIjevXvDZDKhd+/eyM/P10b1dkYRwUaU19thc7pRVm9HgsXc3lkiIiIi8k8ACACxsbGIjY3V/g4PD0d4eLi/Vt8hWQ5NBWN3efDH/2zEmT3iMbpbLLrGh3FiaCIiImo3fgsA6UhxYSbodQpqG53Ysr8GO0vrsWDVXqRFB3uDwe5xyI4NZTBIREREvysGgCdRcqQZY3vEo6C0HvurG9HgcMFqd6GqwYEdJfV4d9VeZMSEYlyPOIzqFofMmBAGg0RERHTSMQA8iRRFQXp0CNKjQ2B3uVFU1Yi9FQ0orm6E1eGG1e5CtdWBvAO1eHvlHnSND8P9E3OQHRd2/JUTERERnSAGgL8Tk0GPLnFh6BIXBpvTGwzuqbDiYI0N9XYX6u0u1Da68OhnuXhlyiCEBPGrISIiopPDL9PAUOuYjXp0jQ/DhJ4JmDQ4FSO7xiI2zAS7y4380jq8tnxXe2eRiIiITmEnXM307rvvntDnpk2bdqJJnpKCjXp0TwhHcmQwPt9UDKvdjU83FeO07GiM6BJ7/BUQERERtZIiLXmuWjNO5BFviqLA7XafSHIBxWq1IizM20/vqU9+hSk4xC/r3VVWjxX55dDrFGTHheK1qUMQFRrkl3UTERHR769pzFBfX4/Q0NB2zpHXCdcA7t6925/5IABZsaEoqmpEQVk99lU24vmlOzD/D705MpiIiIj86oQDwIyMDH/mg+CtIT0tKxqldTbU2VxYvqMMX205iHP7JrV31oiIiOgUwkEgAcZs1GN4l1jodQpqGp14+fsC7K9ubO9sERER0SmEAWAASokMRk5iONweQWmtDX/5ajvcnhPqqklERER0BAaAAWpQehRiwoLQ6HTj18IqfLh2X3tniYiIiE4RDAADlEGvw4gusTDqdai1ufD2yt3YUVLX3tkiIiKiUwADwAAWG2ZC/7RIiABVVgf+/OV22JwdfxodIiIial8MAANc7yQLEi0m2F0ebD9Yh3/+yOl3iIiIqG1OOADU6/Wt+jEY+GzbE6HTKRjRNRZmox71dhcW/VKEdXsq2ztbRERE1IGdcAAoIq3+oRNjMRsxJCMKAFDd4MRfv85DTaOznXNFREREHVWbquV69eqFl1566bjLzZw5E9u3b29LUp1e1/gwFFU1Yk+FFYWVDXjm6zw8fEEvBBnYik9ERESt06YA0GKx4IwzzjjucuHh4W1JhuB9Ssiw7BiU19tRb3fhu+2lsLvcmHdhb4Sa2LxORERELXfC1Ue7d+/G4sWLW7Tsxx9/jF27dp1oUnRIcJAeY7rHIdioR53NiR/zy3Hfwo2osjraO2tERETUgZxwAJiRkYHExMQWLZuYmMhnB/tJgsWMs3olIMxkQL3dhfV7qzH7ow04WGNr76wRERFRB+GXtsPt27djxYoV2LlzJ2pqamCxWNCtWzeMHj0aOTk5/kiCmogJM+Gc3on4dnspqhscyC2uxV0f/oonL+mL7Liw9s4eERERBbgTDgBdLhf++c9/4pVXXsGmTZuOulz//v0xc+ZMXH/99dDr9SeaHB3GEmzEOb0T8N32UpTV2VFQZsU9/9mIP13UB31SIto7e0RERBTAFDnB+Vm6dOmCPXv2QESg1+vRu3dvZGRkwGKxoLa2Fnv37sXWrVvhdruhKAqysrKwc+dOf+e/XVitVoSFeWvanvrkV5iCQ9otL3aXG9/nlaG4uhFBBh0SLGY8ckEvnJ4d0255IiIiIq+mMUN9fT1CQ0PbOUdeJ1wDuGfPHlxyySW4+uqrce655yI4OPiIZRobG/Hll19iwYIF+PTTT9uUUWqeyaDH+Jx4/JBfjr0VVhysseHhT7bgvnNyMKFXQntnj4iIiALQCdcAFhQUoEuXLidt+UAWSDWAKrdHsGpXBfJL66FTgOjQIMwc2xWTBqe2d9aIiIg6rUCtATzhUcCtDeZOleAvUOl1CkZ0iUGfZAtEgAqrAy8u24kXv8vHvsqG9s4eERERBZA2jQIuLCz0+Ts9Pb1NmaG2URQFgzOiYA7S45e9Vai0OvD+mkL899f96JYQjjN7xGFk11ikRrV/jSURERG1nzYFgJmZmVAURfvb7Xa3OUPUNoqioE9yBMwGPVbvrkC9zYV6mwtVDU5sLqrGaz/sQveEcJzZIx4ju8UiJfLIvptERER0amtTAPjII4/4BIAUOLrGhyE50ozCygbsrWhAaa0NdTYX6uzeYHBTUTVe/aEAPRLDMbZ7PMZ0j0NihLm9s01ERES/gxMeBNKZBeIgkOOx2l3YV/VbMOjyCKAABp0OwUY9LMEG/OmiPhiSGd3eWSUiIjplBOogEL88CeRwa9euxY8//oi+fftiwoQJJyMJaqVQkwE5iRbkJFq8wWBlA/ZUNKCszoY6mxM2pxt//y4fr08biiDDCY8NIiIiog7ALwHgtGnT8N5772H58uUQEYwbNw4ejwcA8Prrr2P69On+SIb8JNRkQE6SBTlJFtTbXfi5oAJFVQ3YVW7Fl1sO4KIBKe2dRSIiIjqJ/FLVs27dOoSFhWHkyJF477334Ha70aNHD4gIXnzxRX8kQSdJmMmAIZlRMOgU1Ntc+NfPe2G1u9o7W0RERHQS+SUALCoq0kYEb9iwAb169UJubi6ysrJQUFDgjyToJIoKCULX+DC4PYIDNTYsXL+vvbNEREREJ5HfOnvZ7XYAwI4dO9C3b18AgMVi4dQwHUTf1EgEGXSwOlz4z7oilNfb2ztLREREdJL4JQDs0qUL8vPz0bNnT9TU1GDw4MEAgOLiYiQnJ/sjCTrJwkwG5CSGw+MRVFgdeH914fE/RERERB2SXwLAu+++GwCQl5eHqKgoTJ06FZs3b0ZZWRmGDh3qjyTod9AnJQIhQXo0ONz4fFMxHyFHRER0ivLbKOABAwZg586dGDlyJBISEuDxePDNN98gOzvbH0nQ78Bk0KNvSiTW7KlETaMTb/20G49c2Lu9s0VERER+5rd5APv164d+/frhwIED2LdvH9LS0pCUlOSv1dPvpHtCGLYfrEWtzYXlO8qQW1yLXsmW9s4WERER+ZHfBoEsWLAAGRkZSE1NxRVXXIHPPvsM48aNw5IlS/yVBP0ODHod+qdFAgBqbS688eMu8GExREREpxa/BICLFi3CtGnTsG/fPi1YGDRoEJYvX453333XH0nQ7ygrNhQxoUGwO934tbAKq3ZVtneWiIiIyI/8EgA++eSTUBQFd911l/a/lJQUJCcnY+3atf5Ign5HOkXBoPQo6BQFdTYX/vnjLrg9rAUkIiI6VfglAMzNzUWPHj3w7LPP+vw/Li4OxcXF/kiCfmfJkWYkRZjhcHmwo6Qe3+SWtHeWiIiIyE/8EgCazWbU1tZqz/8FvBND7969GyEhIf5Ign5niqJgYHoU9DoFdXYX3lm5BzYnJ/UmIiI6FfglABw+fDgOHDiA8847D4D30XATJkxAbW0thg8f7o8kqB3EhZuQGRMKl9uDoqoGfLqBtblERESnAr8EgPPmzYPBYMA333wDRVGwf/9+/PTTTzAYDHj44Yf9kQS1kwFpkTDqdai3u/D+mkLUNDrbO0tERETURn4JAE8//XR89913GDNmDIKDgxEcHIwzzjgDS5cuxemnn+6PJKidWIKN6J4QBrdHUFpnw0dr+Yg4IiKijs4vAaDD4cDIkSOxbNky1NfXo76+HsuWLcPo0aNPaH0ffPABBg0ahODgYERHR2Py5MkoKCg45mfmzJmDnj17wmKxwGw2IyMjA9OnT8fevXt9llMUpdmfuXPnnlBeO4M+KREwGfVosLux6Jf9yC+pQ3m9HdUNDtTZnGh0uOFweeDhSGEiIqIOQRE/zPIbHR2NK6+8EtOmTcOwYcPatK4333wTN954IwAgKysLFRUVqK2tRXx8PDZu3IjExMRmPzdo0CCUl5cjLi4OtbW12LlzJwCgR48e2L59u7acoigAgAEDBsBkMmn/v/7663HzzTe3KI9WqxVhYWEAgKc++RWm4FN/oMvGomr8srcKIUEGhJr0AH7bl8qhZRQFUKBAr1Ng0CkIMxsQG2ZCbFgQYsJMiAoJQnSo8dDvIESFBiEy2AiD3m/zkRMREQWUpjFDfX09QkND2zlHXn4JAHU6nRYMdO3aFddeey2mTJmC9PT0Vq3H4XAgJSUF5eXlmDRpEhYuXIji4mLk5OSgrq4Os2bNwgsvvNDsZ202G8xms/b31KlTsWDBAgBAeXk5YmJiAPwWtOzevRuZmZmt3VQAnTMAdLg8+GTDftTbXc2+792tyhH/08G7z/U63x+dokCnAHqdDjGhQciOC0VWbCjSokOQHh2CjJgQhAT57UmFRERE7eKUDgD//ve/Y/HixVixYgU8Ho/WrDpmzBhce+21mDx5cos2+KeffsKoUaMAAO+//z6uuuoqAMDZZ5+Nb775Bt26dcOOHTuO+vmXX34Z77zzDiorK7UawF69emHLli2/1VYd+h0TE4OGhgZkZWVh6tSpuPvuu31qBA9nt9tht9sBeL/M5ORkAJ0nAASAino7dpbVw+UWiABu8Xh/ewQeEXgEv/32CGwuN+xODzwiEAAiOOKxct6yAugVBQa9giC9Dga9DgadgrhwE7rEhSEzNhTp0SHIjAlBVmwoawyJiKjDCNQA0C9VLLNmzcKsWbNQVlaGjz/+GIsWLcKyZcuwfPlyLF++HLNmzcItt9yCP/3pT8cMsvbt26e9jo+P114nJCQAAAoLjz0AobCwEGvWrNH+HjhwID7//HMt6FNFRUUhNTUVe/fuRW5uLubMmYNff/0VH3744VHX/dRTT+HRRx89ZvqnupgwE2LCjv79NccjApvTDZvTg0aHG41ON2xO7+9GhxsNDhdqbS7YnW7YnYJGh3euQUUByuvtyDtYB6NegfFQYGgxGzAgLRID06PQLzUCmTGh0OmU4+SCiIiImvJrG1tsbCzS0tJgsVigKIpW21NfX4+//e1vKC4u1pplW6OllZRPP/00nnjiCezcuRO33norli1bhmuuuQZLly6FXu/tt7Zq1SqcdtppUBQFDQ0NuPDCC/Hdd9/ho48+wjPPPIO0tLRm1z1nzhzMnj0bgG8NIB2bTlEQEmRASBCAo9z0iAhsLg9qGpyoafT+VDU4UN3ggN3lQaNT0HAoMKyyOrC/uhFLt5fCZNAhOjQIg9OjMCAtEv3SIpEcYT4i4CciIiJffgkACwoK8NZbb+Hdd9/F/v37AXgv6oMHD8bMmTPRq1cvTJ48GZ999tkx19M0+CotLT3idUv6FOr1evTo0QN33XUXli1bhu+//x7ffvstzj77bADwmZYmJCQEl1xyCb777jsA3hrIowWAJpNJq71Ug0nyD0VREGzUIzhCj8SI3/pxigganW4tKKyod+BATSMaHG7UNTpRB6DS6sDeciuWbD6AIIMOiRFmDMmIwvieCeiXGtlu20RERBTI/BIAdu/eHYD3gh0cHIwrr7wSt956K4YMGaItM3r06GM2sQLA0KFDERMTg4qKCixatAhXXXUViouLsWrVKgDAxIkTAQA5OTkAgNtvvx2333478vPzsW3bNlxwwQXQ6XTweDz46quvtPVarVYAwA8//IDS0lJccskl0Ov1sNls+OSTT7TlMjIy/LA3yF8UrfbQgKSIYADeMlZrc6Gk1oYDNTYcrGmEzeWB/dAE1ZVWB/JL6vH5pgM4u3ciZozORlRoUHtuBhERUcDxSwAoIujevTtuueUWXHfddYiMjDximUceeeS406wEBQXhySefxM0334xFixYhOzsbFRUVqKurQ2xsLB544AEAQF5eHgDv6F4A2L9/Py666CKEhYUhOzsbJSUlKCkpAQCkpqZi/PjxAIBdu3bh+uuvR2hoKLKzs1FUVISqqioA3mlgUlJS/LE76CRSFAURwUZEBBvRPSEcHhFUWR0oqbXjYK0NB2ttsLs8sNc78PGv+/FzQQVuHJ2F8/oksa8gERHRIX4JAJcuXYpx48Ydc5mcnByt5u5YZsyYgdDQUDzzzDPYtm0bzGYzLr30Ujz99NNH7XeXnp6Oiy++GOvXr0deXh5EBF26dMGECRMwd+5cWCwWAMCoUaNwyy23YPny5di9ezf0ej0GDx6Mm266CTfccEPrN5zanU5RtMEpvZItcHsEeyqs+GVvFertLhRWWPHXr/PwzdYSzBrfDV3jw9o7y0RERO3OL9PAdDadcR7AjsbudOPXfdXYUVIHt0dgMuoRFWLEpEGpmDo8g3MMEhHR7yJQp4Fp04RqOp0Oer0eer0eBgMvqBQ4TEY9hmXHYGKfRMSFm+BweVBaa8e7P+/BDW+vw4r8shaPLiciIjrVtClqmzZtGqfcoIAWH27GuX2SkFdSh437qlFnc2FHSR0e+WQLRnWNw4wx2UiNCmY5JiKiToVNwCeATcAdU73dhfV7KrGnsgEejyA4SI8wkwEWsxHZcaHIjgvTHkOXER2KiBBje2eZiIg6uEBtAma7LXUaYSYDxnSPQ5fqRqzZXYmaRicaHW5U1Duwt7IBK/LLEWTwPobOoNchKiQIXQ49ozg7Lgyju8XCbOQckERE1PExAKRORVEUpEaFIMFixo6SOpTV2VFpdcDqcMPh8sDmdGvLltfbUVBWD6NegcmgQ1p0CG4e0wWju8WyyZiIiDo0BoDUKRn1OvROjtD+drg82hNHag89iq6ywQGbwwP7oecYW+3evoNDM6Nx69guyI7jlDJERNQxMQAkAhBk0CEu3IS4cJPP/+1ON6oandh2oBb7KhtQaXVg+Y4ybCyqxkUDkjFlWCYigtlXkIiIOhYGgETHYDLqkWjUI9Fixv7qRqzfW4lKqxMltXa8t6oQ324rxfRRWTi3TxL0fNIIERF1EG2aB5CoM0mJDMb5fZNxelY0zEYd6u0u7Cm34i9f5eG2937Bxn3V7Z1FIiKiFjlpNYDqo+H69euHxx57THscG1FHptcp6JlkQWZMKDbsq0J+aT2qGxxYt7cSsz+qw7icBJzTOwFJkcGIDzfBqOc9FhERBZ6TNg+gTqfTRkomJSXhueeew2WXXXYykvrdcR5AUpXX27FuTyUO1toBAMFGHUxGvXcqGZ0O8RYT0qJCkBIVjESLGUmRZiRFBCMpwswpZYiIOoFAnQfwpAWAY8eOhaIoqKqqwpYtWyAicLvdx/9gB8AAkJoSEewut+KXwirU2V3AoSNKURToFO9v79yCCow6HfQ6BXqdgrToEAzLjsaQzGj0SY5AkIG1hUREp5pADQBPWhPw999/r72uqanBihUrTlZSRO1KURRkx4UhLToERVWNqLU5UW9zobbRiVqbCw6XxzvHoEuaBIfe2sPc4lq8v7oQ4WYjhmZG4bSsaAzOiD5iNDIREZE/8VFwJ4A1gNQadpcb9TYX6u0u1NldqLe5UNPoRFmdHS6PQESgU7w1hMFGPUxGPbrFh2FYdgyGZEYhJ9HCEcZERB3UKVkD+Nhjj2mvFUXBww8/3OYMEZ1qTAY9TGF6xIT51uo5XB4crLWhuLoRRVUNaHC4UdPoBGwuVNbbsWFfNcwr9YgJDcJ5fZNwfr8kJFjM7bQVRER0KmlTDaBO91ufJUVRTpk+fsfDGkDyNxFBpdWB4hob9lc1oKzeAbfHAxHvyONgox6hJgNGdYvFhf2TMSA1EjrWChIRBbxTsgZw9+7d/soHUaemKApiwkyICTOhb0oEbE43DhwKBvdWNqDe7oLV4cYXmw7g+7wyZMeG4qKBKZjQMx4hQZzPnYiIWod9AE8AawDp92RzulFQVo+8g3WotbkgIjDodQgN0iM6NAgT+yTi/L7JSI9hOSQiCjSBWgPol3kn1q1bh3fffReFhYVwOByYNWsW+vfvj2nTpqGmpsYfSRB1WmajHr2TI3DxwBSMz4lHWnQIRAQ1jU7srWzAuz/vxfS312DO4k3YVFTd3tklIqIOwC9tR4888gi+/vpr7Nq1C//85z/x0ksvAQC2bNmCsLAwvPzyy/5IhqhT0yneuQPTokNQ3eDAjpI6FJRZ0eBwo8HhxtLcUqzZXYlxOQm4cXQWB4wQEdFR+aUGcPPmzUhKSkJGRgaWLl2K4OBgPPXUUzAYDFiyZIk/kiCiJiJDgnBaVgwmDUrF8OwYRIUY4XB7UF7vwGcbi3H9W2vx7so9aHR0joFZRETUOn4JAMvKypCYmAgAyM3NxdChQ3H//fejd+/eKCkp8UcSRNSMIIMOPRLD8Yf+yRjTLRZhJj0aHC4U1zTitRW7MP3ttfhuewk8Hnb1JSKi3/glAIyIiMCePXvw888/o6CgAL169QIANDQ0aB0fiejkUZ9GctGAFAxMi4RBp6C20YkdJXV47LNc3P3RBuQdrGvvbBIRUYDwSwB4+umno7KyEqNGjYLL5cLYsWPhcDiwb98+ZGdn+yMJImoBo16HAelR+EP/ZGTHhcFzaH7BlQUVuO299fjb13moqLe3dzaJiKid+WUQyDPPPIOioiLs3LkTF154ISZPnowffvgB0dHRmDhxoj+SIKJWCDcbcUb3OBysCce6vZUor3egrN6Bhb8UYXl+GcZ2j4Ml2IhQkwFh6o/ZgNCg316HmQwIMvjlHpGIiAIM5wE8AZwHkDoSjwh2ltZjw75qWO0u6HUKDDoddDrvyGK9ToFOUaAo+O03vM3KESFGDEqLQv+0SPRPi0BKZDAUhU8gISJqqUCdB/CEawALCwthMpmQkJCAwsLCYy6bnp5+oskQURvpFAXdE8KREROCzUU12H6wDi6PB+IGBN7H0DVHUYCyejv2lFuxZMsBmAw6xIebMSQzCv1TI9EvLQLx4ZxqhoioIzrhGkCdTofhw4fjp59+gk6nO2qtgKIocLlcbcpkoGENIHVkDpcHjU43HC6P98ftgdP922uHywO7y/t+pdUJu8sN96FRxHqdAoNeB7NRB5Nej7ToYAzO8NYQDsmIRnCQvp23jogosJxyNYCAb80BW5KJOoYgg67FfftEBFUNTpTU2nCgxoaSWps3QHS6AcWJCqsducW1+GhdESKCjRjbPQ7jeyWgX0oEdDo2FRMRBaoTDgCXLVsGi8WivSaiU4+iKIgODUJ0aBB6Jlng9ggqrHaU1NpxsKYRpXV22A/VKNY2OvHRun34fPMBpEQG45zeCTgzJx6pUawhJyIKNCccAJ5xxhnaa0VRYLFYMGDAAJ9l7HY73G4+iYDoVKHXKYgPNyM+3Iy+KRFwuT0oq7djX2UDdpc3oNHpRqPTjuoGB3aV1ePtlXvQNzUCZ/dKxOhusQg3G9t7E4iICH4aBdy0P2BTw4cPx9q1a9kHkKgTcHsE+6sbsausHkVVjXC6PVAUwKDTISRIjzCzAaO7xWFs9zgMTI9if0Ei6hROyT6ATTUXR1qtVvYNJOok9DoF6dEhSI8Ogc3pxp4KKwrKrKiot6Om0Ylamwsf/7ofX289iJAgPQalR+H07BiclhmNxAiOJiYi+j21KQAcN26c9jo3N9fnb6vVii1btiAyMrItSRBRB2Q26pGTaEFOogVVDQ7sLrdiV1k9rHY3bE43qhsUlNYexPIdZTAbdMiOC8PwLjEYmhmNnkkW6DmAhIjopGpTE3DT6V+OtprJkyfjo48+OtEkAhKbgIlazyOCklob9lc3Yl9lI+psTu/0MgpgUBSYjHqYjXpEhxoxPDsWOUnhCDbqYTLovdPOGPQwGXUwGQ69NuhgNnp/c8QxEQWqU7IJ+NprrwUAvPPOO4iLi8N5552nvRcSEoKcnBxMnz69bTkkolOCTlGQFBGMpIhgDE4X1DQ6UVxtQ1FVA0rr7GhwuGG1u1DV4MC+ykYEGXRQFECBcui3d8CZ9/dv/zfoFeQkWtAvNQJ9UiLQM8mCMJPfercQEZ2S/DIIJDMzE4MHD8aiRYv8kaeAxxpAIv+yO90orrFhf3UDiqoaYXd64GnhqUk59Dg7b82gd47DrvFh6J8aid7JEeidbEFUaNBJ3gIiouadkjWAqj179vhjNUTUSZmMemTFhiIrNhRuj6C83g6rwwW3W+D2CFyHfryvPd7fbu//6mxO1Da6tBpERVFQXmfH+r1VMBn0CDLokB4dgv6pEUiPCUFMqAlx4SbEhAUhJtTE/oZE1CmdcACYnZ2NQYMGYeHChcjOzj7qcoqioKCg4ESTIaJORq9TkGBp3ahgm9ONsjo7SuvsKKm1ocLqgM3pQaPDDSgKKurt2LK/Bka9Ar1OB71Oge7QFDXRoUFIsJiQYDEjLtyE2DATIkKMsJgNCDMZEWY2IMzk/WGwSESnihMOAPfs2YPExETt9dEc7RnBRET+YjbqkRYdgrRob3cMh8uD8no7yursOFhrQ3m9HQ6XBzaXAE1alhVFQUmdDXkHAZ3O25Rs0HmDREXx9lvUKd7ldAoQEmRAuNkAi9mIiGAjYsNN6J8agcEZUYgMYTMzEXUcJxwAzps3D6mpqdprIqJAEWTQITkyGMmRwegPwOXxoMrqRIPD21Ts/XGh3u6C1e5Go9OtNSs3HqXvoXcAih3qPa3a9/DjX3UIMujRMykcp2XFYEhGFHokhHNkMhEFtDYPAnG5XFi5ciUAYNSoUdDpWvaQ+Y6Mg0CITi1uj6DR6dYCRLvTA4fbA4fL+2N3uWF3eWBzen87XB6IeKe28YhAUQC9TgezQQeTUY+oECNOz4rBkMwo1g4SdXKBOgjEL6OAjUYjMjIysHPnTn/kKeAxACTq3EQETregutGBA9U2FFU3orLeAbd4A0OdToFRp4M5yDtnYU5iOPqnRqJ7Yji6J4Qh0WJm9xiiTiJQA0C/jALu3r07bDabP1ZFRBTwFEVBkEFBfLgZ8eFm9E+LRKPDjQM1jSiubsT+6kbYnB7YG9xQFCcq6x1Yu6cSJoMeRr2CqNAg9E6yoEeiBT0Sw9AtIRwWs7G9N4uIOhG/1AB+/fXXuOiii3DPPffgzjvvRHx8vD/yFrBYA0hEx+IRQUW9A8U1jdhf1YiKegfcItoTk3Q6BXpF0eYtNOp1SI0KRu/kCAzJjMLobnEccUx0igjUGkC/BIB6vf7oCSgKXC5XW5MIKAwAiag17C43Kq0OVNQ7UF7vna7G5nTDI97mZHXEsUGnQ4hJj65xYZgyLANndI/jYBKiDi5QA0C/NAH7IYYkIjplmQx67TF4gPecabW7UWG1o6LegbJ672+n24MqqxsbbNXYWVaP7vFhmDI8E6O7xjIQJCK/8ksA+NZbb/ljNUREnYKiKN4Jps0GZMR4awPcHkFZnR2bi2twoLoRVVYHfimsRn7pFnRPCMeUYRkYxUCQiPzEL03AnQ2bgInoZCqptWFTUTUO1Njg9giMeh3CzQb0SAzH1GGZGNElhoEgUQdxSjcBA0B1dTXWrFmDkpKSI5qEp02b5q9kiIhOeQkWMyb0TEBJrd0bCNbaUGl1YN2eKuQdrEPPJAumDsvAsGwGgkR0YvxSA/jFF1/gmmuuQV1d3ZEJcBAIEdEJExGU1NqxsagaB2tt8HgEQQYdwkwGdIkLw2VD0jAuJx5BhlN/En6ijihQawD9EgD27NkTeXl5zSegKHC73W1NIqAwACSi35uI4GCtDZv21XgDQfE2DYeaDEiKMGPSoFSc2zcR4ZxPkCigBGoA6Jdbxr179yIkJASffPIJ8vPzsXv3bu1n165drV7fBx98gEGDBiE4OBjR0dGYPHkyCgoKjvmZOXPmoGfPnrBYLDCbzcjIyMD06dOxd+9en+VKSkowffp0xMfHw2QyoVevXnjxxRdbnUciot+ToihIigjG2b0TcFavBKRGh8AjguoGB3aU1OGF7/JxzRur8foPBSit48T8RHRsfqkBHDduHIqLi7F9+/Y2Z+jNN9/EjTfeCADIyspCRUUFamtrER8fj40bNyIxMbHZzw0aNAjl5eWIi4tDbW2t9li6Hj16aPmyWq0YPHgw8vLyEBwcjNTUVOTn5wMAHn74YTz22GMtyiNrAIkoEFTU25F7oBZ7Khrgcnug1ykINuphCTbirJ4JuHRwKrJiA6O2gaizCtQawBMOAAsLC7XXubm5mDRpEm677TZMmTIFkZGRPsump6e3aJ0OhwMpKSkoLy/HpEmTsHDhQhQXFyMnJwd1dXWYNWsWXnjhhWY/a7PZYDabtb+nTp2KBQsWAADKy8sRExODZ599Fvfccw8URcGGDRvQr18/3HPPPXj22WdhNBqxb98+JCQkHDefDACJKJDU2ZzYfqAO+aX1sLvcUBQFZqO3n+CILrE4u3cChmREIzjo6JP2E9HJccoFgMd6+odPAq0YBPLTTz9h1KhRAID3338fV111FQDg7LPPxjfffINu3bphx44dR/38yy+/jHfeeQeVlZVaDWCvXr2wZcsWKIqCs846C0uXLkX37t21PosrV67EyJEjAQDvvfcerr766mbXbbfbYbfbAXi/zOTkZAAMAIkocNicbuSX1GPbwVo0OLx9r4MMOoQY9QgzGzAsOwajusZiaFY0wkx+mwSCiI4hUAPAEz4DnIzpA/ft26e9bvo8YbVWrmmtY3MKCwuxZs0a7e+BAwfi888/h6IoPutvbt3HW/9TTz2FRx99tCWbQUTULsxGPfqmRqBnUjh2lVuRW1yLmkYnqpxu1DQ68emG/fgmtwQhQXoMzYrGqK6xGJYVg4gQDhwh6mxOOABctmyZP/NxTC0NNp9++mk88cQT2LlzJ2699VYsW7YM11xzDZYuXXrUGsuWrnvOnDmYPXs2AN8aQCKiQGPQ69A9IRxd48NQWmtHYaUVhZUNsNrdsDc4UNOo4MvNB/B9XilCjAYMTI/EqG6xyIgOhUGvwKjXIUivg9HgfW3U/fbaoFO0m2oi6rhOOAA844wztNc//PADLBYLBgwY4LOM3W5v1RQwaWlp2uvS0tIjXrekL6Fer0ePHj1w1113YdmyZfj+++/x7bff4uyzz0ZaWhry8vKaXffx1m8ymWAymbQ0iIgCnU5RkBhhRmKEGUMzo1FWb0dRZSP2VFhRb3ehpsGJWsWFb3JL8OPOcp/gTlEANcxTFKXJa29NY2iQAeGHHmdnMRkRZjYgxKRHmMmA0CADQk16WMxGZMSGIsli5oTVRAHGL51Axo4di+HDh+Onn3464v9r165tcR/AoUOHIiYmBhUVFVi0aBGuuuoqFBcXY9WqVQCAiRMnAgBycnIAALfffjtuv/125OfnY9u2bbjgggug0+ng8Xjw1Vdfaeu1Wq3a55cuXYr8/Hxs2rQJ/fr1w6JFiwAARqMR48ePb9uOICIKUIqiID7cjPhwMwamR6LS6sC+qkbsrbCiptGJ2kZni9bx22tvgKgc+kOneANOnaJAp/O+1isKDHoF4WYDuieEo3tCOLrEhaFLXBhSo4IZFBK1I7/1Am6uKdVqtbaqr2BQUBCefPJJ3HzzzVi0aBGys7NRUVGBuro6xMbG4oEHHgAAbQBHeXk5AGD//v246KKLEBYWhuzsbJSUlKCkpAQAkJqaqgV2N998M1599VXk5+dj2LBhSEtL0waV3HvvvS0aAUxE1NEpioKYMBNiwkzonxqB6kYnDtTY4HB54PEI3CJNfgNujwcuj8AjApdH4HILHG4PHC7v/yECtwAuEahn/Kbn/op6BworG/HDjjIEGXQw6nUICTKgW0KYFhRmxIQgJTIYoRycQvS7aNORNm7cOO11bm6uz99WqxVbtmw5YkqY45kxYwZCQ0PxzDPPYNu2bTCbzbj00kvx9NNPH7XfXXp6Oi6++GKsX78eeXl5EBF06dIFEyZMwNy5c2GxWAAAYWFhWL58OebMmYMvvvgCu3fvRk5ODm655Rbceeedrd8BREQdnKIoiAoJQlRI0Al93uMRON0eONweON0Ch8sDp9v7Y3W4UWl1oKLeDqvdjUanRxudrFMc2F/diJ92liNIr4PhUP/C6NAgZMSEICMmFCmRwUiJCkZKZDASLGboWWNI5Ddtmghap9NpTQJHW83kyZPx0UcfnWgSAYnzABIRtY7N6UZVgwOVVgeqrA6U1TtQb3fBc6hmEQDQpBnZoDs06ETvfR1k0CE1MgSDMiIxdXgmp7GhDuOUmwYGAK699loAwDvvvIO4uDicd9552nshISHIycnB9OnT25ZDIiLq8MxGPZIigpEUEaz9z+5yo6rBiWqrA7U2F2oaHahudMLm8DYv25y/DSJUFAUHa2zYWlyDnwsq8OD5PZGTaGmPTSE6JfjlUXBZWVkYNGiQNqDiVMcaQCKik8fh8qDW5kSdzYXaRidqbU5UN3h/O1weBBl0iAkzYcbobFwyMIWDSSignZI1gADgdDqhKAp27doFEeH8UERE1CZBBh1iw0yIDTP5/N9qd+GnneUorrGhtNaGF77Lx4aiavzxrB6czJqolXRtXYHRaITVaoXH42HwR0REJ02oyYAJvRIwMC0SCoAqqwNLc0tw63vrsbmopr2zR9ShtDkABLx9AfPy8rBlyxZ/rI6IiKhZOkVB/7RInNUrEeFmA6x2F3aU1OGe/2zA+6sL4fH4/zGlRKcivwyjOnjwIADvRM5nnnkmEhISmswmr+DNN9/0RzJEREQAgMQIM87vl4yVO8uxr6oRpbV2/GN5ATbuq8Z9E3sg5rDmYyLy5ZdBIOp0MOqqmk4NoyhKqx4H1xFwEAgRUWAQEeQeqMUvhdVwuT0ICTIgLToYfzy7B3qnRCDEqOcgEWpXp+wgEAAYM2YM+/8REdHvTlEU9E6OQHy4GSvyy1DT6MSuMiseWLwZep33EXVBeh1CgvQIDjIgJOi35xWHmPQINRkwNDMaQzKiGChSp+KXGsDOhjWARESBx+5yY1VBBXZXNBzRIqXA+/xi72vl0KTT3j6FoSYDuieE4cqh6RjdLRYGvV+6xxMBOMVrAImIiNqbyaDHmO5xSCu3ovjQs421x9S5PHB6BC63Bx6B9vxipwhsTjvWNTqx/WAd0qNDcNmQNJzdKwFmo769N4nopPFLAOh0OjF37lx88MEHKC4uhsfj0d5TFAUul8sfyRARER2ToijIjgtDdlxYs++LCDwCON0euNyC6kYHthbXoqTWhiqrA3U2F/Z8vR3vrtyDSwel4oL+SbCYOccgnXr8EgA+/vjj+Otf/+qPVREREZ00iqJArwB6nR4wAmFmA1KjQlBWZ8fW4hoUVjagpsGJepsLLy3biX+vKcSF/ZNw8cAUxIeb2zv7RH7jl44O//73v6EoCqZMmQIASE1NxXnnnYfo6GjMnTvXH0kQERGdNHHhJoztEY8/9E9GTmI4dIqCOpsT+6oa8PZPezDtzTV4ask2LMsrRa3N2d7ZJWozv9QAFhYWIjU1Fe+++y4WLFiA1NRUfPrpp8jIyIDNZvNHEkRERCddZEgQhneJRd/USGw/UIsdpfWot7tgdbix+Nf9+HLLQQQb9eibGoHh2TEYmhmNtOhgzoRBHY5fRgGHhYWhR48eWL9+PcxmM1JSUlBQUIDs7GzU1dWhrKzMH3kNGBwFTETUOdicbuSX1GP7wVo0ONzwHJrf1qBTYDbqYTbqkBIZjJFdYzE0Kxp9kiMQZOAoYvrNKT0KOD4+XnsaSEZGBnbu3ImePXtiz549iIqK8kcSREREvzvzodq+3skWlNfbsb+6EUVVjahqcKDO5kSdDai0OrCjpB7/XlMIS7ARp2fF4Ny+iRiQGsm5BSlg+SUA7NevHz799FNs374dkyZNwtNPP428vDwAwEUXXeSPJIiIiNqNTqcg3mJGvMWMgelRqLM5sb+6EfurGnGwxoZGpxsNDheqG5w4WGPD0m0l6BIXiosGpGB8z3iEBHHWNQosfmkCttlssNvtCA0NhU6nw1NPPYXVq1ejX79+ePDBBxEScmo1kbIJmIiIVA6XBwdrbdhf1YCiqkZYHW6ICIyHnkASHRqEiX0ScWH/ZKRG8XrR2QRqEzCfBHICGAASEVFzPCLYX9WI7QdrcaDGBrdHoNMpCDbqERpkwLDsaFzYPxlDM6PZPNxJBGoA2KY66R9++MHn7zFjxrQpM0RERB2ZTlGQFh2CtOgQVDU4kF9Sh4IyK6x2Fxocbny9tQQ/7ixHZkwoLhqYjLN6JSLMxOZh+v21qQZQp9NBURTIoVFRbrfbn3kLWKwBJCKilrK73NhdZsX2g3WoaXTCIwLDoebhmNAgXNAvCRcNSEG8hRNNn4pOyRrAt956y1/5ICIiOiWZDHrkJFnQIzEcxdU25JXUYX9VA2obnai3u/DWT3vwn/X7MaFnPC4dlIKu8eHtnWXqBNgH8ASwBpCIiNqittGJvIN1yC+th93lhqIoMBt1CDMZMCQzGpcNTsWg9Cj2EzwFnHI1gGqz78lanoiI6FRlCTZiaFY0+qZGYGdpPbYdrIXV7obNacd320qwZncluieEYfLgNJzRPY6TS5PfnXCJ6tatG1588UWUl5cfc7nKykq89NJL6NGjx4kmRUREdEoyG/XokxKBSwamYFTXWESHBsHpFlTU27FuTxX+9Hkupv1zNd79eQ+2HaiFx8NGO/KPE24C1uv12u/TTjsNQ4cORWZmJsLDw1FfX4+9e/di3bp1WLVqFVwuF3Q6HZzOU+MB2mwCJiKik0FEUFxtQ+6BGm0aGb322Dk9okO9TxoZmhmNQRlRiAg2tneW6TgCtQn4hAPA7du3Y/78+Vi8eDFcLlezzbsiAoPBgEmTJmHevHnIyclpc4YDAQNAIiI62crr7dh2oBZ7Kxrg8ngg4n0iiVGvQ7BRD5NRhz7JETg9KxpDMqOQHRvGPoMB6JQLAFWlpaVYuHAhfvzxR+Tn56OmpgYWiwXdunXD6NGjMXnyZMTHx/srvwGBASAREf1eGp1uHKhuRHF1I4qqG2F3euA51K/eWzuog9mgR5zFhFFdY3FR/xSkx/C6FChO2QCwM2IASERE7cHjEZTX21FcY0NRVQOqrA64PADgbSo2GfQINxswtkc8rhiayillAkCgBoCcfpyIiKiD0OkUxFvMiLeYMSAtEla7CwdqvM8hLq6xodHpRqPTjU837Md320swokssrhiahj4pEe2ddQowJzwKODo6GhMnTmzRsmeffTZiYmJONCkiIiJqRqjJgK7xYTijRzwmD07FsKxohJkMsLk8KK934OutB3HHB7/i3v9sxPq9lWCjH6lOuAawuroatbW1LVq2rq4O1dXVJ5oUERERHYdRr0NOkgXdEsKxq7weW/fXorrRCVudHd/nlWLd3ir0SYnAVUPTMCw7hgNGOrkT7gOoPge4NU6VZwWzDyAREQU6j0ewt7IBW/bXoNLqgEcEQQbv00a6JYRjXE48BqVHoVs8Rw+fTKdkH8DWxI58CggREdHvR6dTkBUbisyYEBRVNWLz/hqU1dlRaXVg/d4qbC2ugcngnVvwtMwYDMqIwqD0SMSEmdo76/Q7OOEAcNmyZf7MBxEREZ0EiqIgLToEqVHBOFBjw9biGhyssaHe7kK9zYWqBgcKKxrx+eZimAx6dIkLxWlZMRicEYVeSRY+hu4UxWlgTgCbgImIqCNTRw8fqPHOL2g7NLcgFAUGBQgy6GE2epuLuyeEIz0mBKlR3iAyNSoYiRYzDHoGhi1xSjYBExERUcejjh7uGh8Gjwgq6h04WGPD/uoGlNU70Oh0o8HhQnWDE8XVjdDrdTDqvU8hMRx6GklKZDAyY0ORFhWM1KgQ9EmJQGKEub03jVqIASAREVEnplMUxIWbEBduQt/UCNhdbhyssR2qIfQ2FTvdHjhcgIgLgLdZuaTWhg37qmHU62A0KAgxGnDbuK64sF8S+/13AAwAiYiISGMy6JERE4qMGG9TpcvtQZ3NhVqbE7WN3t/VjQ7UNLrgcnsO1RYK6nUuPPdNHvZVWnHzmC5sIg5wDACJiIjoqAx6HaJCgxAVGuTzfxGB1eFGbaMTB2oasbW4FpVWJz5Ysw/7q2yYc14Ows3Gdso1HQ8DQCIiImo1RVEQZjIgzGRAcmQwokNNWFlQjppGJ5bllaKk1obHLu6DlMjg9s4qNeOE62eXL19+UpcnIiKijiMrNhRn90pEuNkAq92FzftrMOv9X7BhX3V7Z42accIB4JlnnokhQ4bg+eefx86dO5tdZvfu3XjhhRcwdOhQjBs37oQzSURERIEvLtyEc/skIT7cDJvTjb0VDbhv4SZ8teVAe2eNDnPC8wCOGDECq1at0kb6REZGIj09HeHh4aivr0dhYSGqqqoAePsJjBgxAj/++KP/ct6OOA8gERHR0TndHqzcWY7dFQ3QKUBkSBCuOi0NN4zKhr6TPXYuUOcBPOEawJUrV2LJkiU4//zzodfrUVVVhY0bN+LHH3/Ehg0bUFlZCb1ejwsuuABffvnlKRP8ERER0bEZ9TqM6R6H/qkRAIBKqwP/WrUX8z/bCqvd1c65I8BPTwKpra3FqlWrkJ+fj5qaGlgsFnTr1g3Dhw+HxWLxRz4DCmsAiYiIWqagrB4/F1TA6fYgzGRAn5QIPHheT2TGBkZN2MkWqDWAfBTcCWAASERE1HKltTZ8v6MMVrsLZqMekSFGXDIwBVOGZZzyU8UEagDY5lka161bh9mzZ2P27NlYt26dP/JEREREp5B4ixnn9klEXLgJNpcHpbV2/GvVXlz/1lp8teUAPB7WRf3e2lQD+PPPP2Ps2LFwubzt+QaDAcuXL8ewYcP8lsFAxBpAIiKi1nN7BNsP1mJTUQ1sTjcMOh3Cgw3ok2zBzDO7ondyRHtn0e9OyRrAp556Ck6nEyICEYHT6cRTTz3lr7wRERHRKUSvU9A7OQIXDUhG94RwCARVVgfW7K7EHf/+FX/+ajvK6+3tnc1OoU0B4C+//AKj0YjPP/8cn332GQwGA9avX++vvBEREdEpKCTIgJFdYzGxTyISLGY43ILyegc+/nU/rn9rLT5auw8Ol6e9s3lKa1MTsMFgQP/+/bWgb9CgQdi8eTOcTqffMhiI2ARMRETkHyKCgjIrfi2sQr3dBb3O+4i5LvFhmDWuKwZnRLd3FtvklGwC9ng8MJlM2t8mkwkeT9sj9g8++ACDBg1CcHAwoqOjMXnyZBQUFBzzMw888ACGDx+O+Ph4mM1mZGdnY9asWSgtLfVZLjMzE4qiHPEzZcqUNuebiIiIWkdRFHSND8MfBiSjb0oEdIqCmkYnNhfV4L6Fm/DSsnzYnO72zuYpp001gDqdDiaTCUlJSQCAAwcOwOFwICMj47cEFOW4wVtTb775Jm688UYAQFZWFioqKlBbW4v4+Hhs3LgRiYmJzW+IokCv16Nnz56orKxEcXExAKBPnz7YuHEjdDpvrJuZmYm9e/eiZ8+ePnMUTpw4EfPnz29RHlkDSEREdHJUNziwbm8ViqoaAQBhJgNyEsNx/7k56J4Q3s65a71ArQFscwCoKAqOtQpFUeB2tyxydzgcSElJQXl5OSZNmoSFCxeiuLgYOTk5qKurw6xZs/DCCy80+9m5c+fizjvvRFxcHNxuN6644gosWrQIgLev4sCBAwH8FgAuW7YMY8eObd0GH8IAkIiI6OQREewsq8e6PVWwOd0wGXSICjXh+pGZuHxIWod6nFygBoCGtnx4zJgx2rOA/WHt2rUoLy8HAEyaNAkAkJycjGHDhuGbb77BV199ddTPPv7449prvV6PESNGaAFg02Zq1aRJk2C1WpGeno6LL74Yc+fOPeZTS+x2O+x278gkq9Xa+o0jIiKiFlEUBd3iw5FgMWPlznIcrLWjtM6GV77fidW7K3DvOTlIiQxu72x2aG0KAL///ns/ZcNr37592uv4+HjtdUJCAgCgsLCwReuxWq149913AQAjR45Er169fN4PDw9HSkoKSkpKkJ+fj7/+9a9YsWIFfvrpJ62p+HBPPfUUHn300VZtDxEREZ04i9mIs3slYmtxLTYWVaO6wYmfd1bgltL1uO3MLjind6JfK6I6kzY/CeT30JpW6rKyMowfPx4bN25ETk4O/vOf//i8v3DhQlRVVWHTpk3Yv38/pk6dCgBYtWoVVq5cedT1zpkzBzU1NaipqdH6FxIREdHJpdMp6JsagYl9EhEdGoRGpxv7qxrx9Jfb8djnuahucLR3FjukgAoA09LStNdNR++qr9PT04/5+by8PAwbNgyrV6/GsGHDsGLFCm2AimrIkCHQ6/UAvNPYXH755dp7x6phNJlMsFgs2g8RERH9fmLDTDivbxJ6J1sgEFRaHfhqy0HM+Nd6/FxQ0arKIgqwAHDo0KGIiYkBAK3/XnFxMVatWgXAO1IXAHJycpCTk4MXX3xR++wPP/yAESNGYNeuXZg8eTKWLVuG2NhYn/Vv3boVb775ptaXz+12Y+HChdr7mZmZJ23biIiIqG2Meh1Oy4rB+JwEhJsNsNpdKCitx0P/3YyH/rsFu8rq2zuLHUabRgGfDK+99hpuvvlmAL7TwMTGxmLjxo1ITk7W2vvnzZunTd1iMpngcDigKAqGDh3q0yfg4Ycfxvnnn4/vv/8eZ555JkwmE7p27Yry8nKUlJQAAMaNG4elS5e2qC8BRwETERG1L5vTjdW7KrCnogEeEZiNekQEGzGxTyKmDc9EXPiRA0Dbwyk5CvhkmDFjBkJDQ/HMM89g27ZtMJvNuPTSS/H0008jOTn5qJ9zOLx9AEQEa9as8XmvrKwMANCzZ0/Mnj0bS5cuxd69e+F2u9G3b19cffXVuPPOO9mRlIiIqIMwG/UY0z0OmZUN+LWwGtWNTpTW2bFwfRG+216KK4amYfLgVIQEBVyoExACrgawI2ANIBERUeBwewT5pXXYtK8GVof3cXKhJgOSI4MxbXgGJvZOhEHfPr3eArUGMKD6ABIRERG1ll6nICfRgosGJqN/aiT0OgW1jU7sLKnHX77Kw80cKHIEBoBERER0SjAZ9BiUEYWL+qegW0I4BILqBgc2FlXjwf9uxr0LN2FHSV17ZzMgsGGciIiITilhZgNGdY1FTmI4fimswoFqGyrq7fhhRxk2FFbhnN6JuHZEJuIt5vbOarthDSARERGdkmLDTDirZwLG94xHTFgQ7C4PyuodWPTLflz/9lq8/dNuNDhc7Z3NdsEaQCIiIjplKYqC1KgQJEcEY2dZPTbuq0a93QVbtRuvr9iNJVsO4voRmTi7dyL0us4zGwhrAImIiOiUp9Mp6J4QjosGpGBAWiQMOgV1Nid2ltbj6S+3Y+Z767FuT2WnGSjCGkAiIiLqNIIMOgxMj0K3+HBsKKrCrjIrqhocWL+3CvklmzAsOwY3jclGVmxgTNdysrAGkIiIiDod70CROJzbJwnJkcFwuQXl9XYs3VaCGe+uw+Jfito7iycVA0AiIiLqtOLCTTi7VwLG9ohDVIh3oEh5vR3/WF6APeXW9s7eScMAkIiIiDo1RVGQEROKC/sno0+KBW4PUN3gxMvf7zxl+wQyACQiIiKC94kiA9OiEB1qhM3pxprdlVi+o6y9s3VSMAAkIiIiOkSvUzA0Mxp6nYI6mwv/WF5wSs4VyACQiIiIqInkyGBkRIfA6fZgX2Uj3l9d2N5Z8jsGgERERESHGZwZDZNBD6vdhf+sK0JhRUN7Z8mvGAASERERHSbMZEDf1Ah4IKhucOClZafWgBAGgERERETN6JkUjqjgIDQ63Vi9uwIr8svbO0t+wwCQiIiIqBkGnQ5DM6OhazIgpNHhbu9s+QUDQCIiIqKjSIn6bUDI3ooG/HvNqTEghAEgERER0TEMzojSBoR8tG4f9lV2/AEhDACJiIiIjiHcbESfFAs8IqiyOvDK9wUdfkAIA0AiIiKi4+iVZEFUiHdAyM+7yvHTzor2zlKbMAAkIiIiOg6DXochmVHQ6RTUNrrwyvKdHXpACANAIiIiohZIiQxGetRvA0I+XNtxB4QwACQiIiJqAUVRMCQzCkEGHertLnywdh+KqjrmgBAGgEREREQtFG42ok9yBDweQVVDxx0QwgCQiIiIqBV6J1sQGRKERocbP+4sx3/WFbV3llqNASARERFRKxj0OpyWFQ29TkFNoxOv/lCAlTs71mPiGAASERERtVJKZDAGZ0RBBKhqcOKpL7ejoKy+vbPVYgwAiYiIiE5AryQLuieEweX24GCNDY98sgWVVkd7Z6tFGAASERERnQBFUXB6VgySI4Nhd7lRUGrFo59thd0V+PMDMgAkIiIiOkF6nYIzuschMsSIBocL6/ZU4flv8gN+ZDADQCIiIqI2MBv1GNsjHsFGPertTizZcgAfrdvX3tk6JgaARERERG0UFRKEUd1ioVcU1DQ48doPu/BTAI8MZgBIRERE5AepUSEYnBkNwaGRwUu2oaC0rr2z1SwGgERERER+0jMxHD0OjQwuqbXh8S+2tXeWmsUAkIiIiMhPFEXBaVkxSIkMht3lwe7ywJwbkAEgERERkR/pdQrGdI879Lg4T3tnp1kMAImIiIj8zGzU48wecTAHBWaoFZi5IiIiIurgIkOCMDI7rr2z0SwGgEREREQnSVKkub2z0CwGgERERESdDANAIiIiok6GASARERFRJ8MAkIiIiKiTYQBIRERE1MkwACQiIiLqZBgAEhEREXUyDACJiIiIOhkGgERERESdDANAIiIiok6GASARERFRJxOQAeAHH3yAQYMGITg4GNHR0Zg8eTIKCgqO+ZkHHngAw4cPR3x8PMxmM7KzszFr1iyUlpb6LFdXV4e7774bqampCAoKQpcuXfDoo4/C5XKdzE0iIiIiChiKiEh7Z6KpN998EzfeeCMAICsrCxUVFaitrUV8fDw2btyIxMTEZj+nKAr0ej169uyJyspKFBcXAwD69OmDjRs3QqfTwePxYNy4cVi+fDmMRiOys7ORn58Pj8eDqVOn4t13321RHq1WK8LCwgAAT33yK0zBIX7YciIiIjrV2BsbMOeigQCA+vp6hIaGtnOOvAKqBtDhcOCBBx4AAEyaNAm7du3Ctm3bEB4ejtLSUjz55JNH/exDDz2EAwcOYPPmzSgsLMSkSZMAAFu2bMHGjRsBAB9//DGWL18OAFi8eDG2b9+O559/HgDwr3/9C7/88stJ3DoiIiKiwBBQAeDatWtRXl4OAFoAl5ycjGHDhgEAvvrqq6N+9vHHH0dcXBwAQK/XY8SIEdp7JpMJAPDll18CAIKDg3Heeef5pHO89RMRERGdKgztnYGm9u3bp72Oj4/XXickJAAACgsLW7Qeq9WqNeeOHDkSvXr18ll/TEwMdDqdz7qPt3673Q673a6tn4iIiKijCqgawKNpTTfFsrIyjB8/Hhs3bkROTg7+85//+GXdTz31FCIiIhAREYHk5OQW54eIiIgo0ARUAJiWlqa9bjp6V32dnp5+zM/n5eVh2LBhWL16NYYNG4YVK1YgKSnpiPWXl5fD4/Eckc6x1j9nzhzU1NSgpqZGG2BCRERE1BEFVAA4dOhQxMTEAAAWLVoEACguLsaqVasAABMnTgQA5OTkICcnBy+++KL22R9++AEjRozArl27MHnyZCxbtgyxsbE+61c/b7PZsGTJEp90mr7fHJPJBIvFov0QERERdVQBFQAGBQVpI30XLVqE7Oxs9OzZE3V1dYiNjdVGCOfl5SEvL08bMAIAZ511FiorK6EoCgoLCzF27FgMGzYMw4YNwxdffAEAuPjiizFq1CgAwKWXXoqePXvirrvuAgBcffXVGDRo0O+4tURERETtI6AGgQDAjBkzEBoaimeeeQbbtm2D2WzGpZdeiqeffvqYfe8cDgcAb5++NWvW+LxXVlYGwDs6+IsvvsDDDz+MhQsXoqCgAOnp6Zg2bRrmzp178jaKiIiIKIAE3ETQHQEngiYiIqKW4ETQRERERBQQAq4JuCNoWmnqsDW2Y06IiIgokDWNEwKp0ZVNwCegtLTUZwJpIiIiouMpKSnxedBFe2ITMBEREdHvQH2iWCBgE/AJiI2Nxc6dO9G1a1fs378fERERR122trYWycnJKC4uPub8gS1d7mSs81TKY2dNuyPkkWmzXDDtjpXHzpq2v/MoIigpKUHXrl0RHh5+zPX9nhgAngCdToe4uDgAQFhY2DFH9LjdbgBAaGioX5Y7Ges8lfLYWdPuCHlk2iwXTLtj5bGzpn0y8qg+fUynC5yG18DJCRERERH9LhgAEhEREXUyDABPkMlkwrx582AymX7X5doz7Y6Qx86adkfII9NmuWDaHSuPnTXt9szj74nTwBARERF1MqwBJCIiIupkGAASERERdTIMAImIiIg6GQaALVRWVoaDBw/6fb3btm3D7t27/bp8a9fpr3RP5nqPt9z69euxY8cOv6XX3nJzc7Fz585WfeZo29bastuatE9mefTX9rQ0D/4qiye6bEv5O58nY3tOxnfkz33p7zJ5svmr/Lb0PNnS9bXGiayvPa53HeUa4RdCLTJ37lxJTU2VLVu2+G2dmzdvlpiYGImPj5ft27f7ZfnWrDM3N1f+7//+T9555x05cOBAi9LNzc09bj5bqqV53bx5s0RHR0tcXFyzy+3bt08URZHo6Ojjrqc1+7u9OBwOGT9+vMTFxUleXl6LPtN027Zt2+bzXmvKbmvSbkm5ONGyc6zvvLXHoj+Pm9aUoZZue0uPQ3WdxzoWWpt2a76f1mx7W76jw8uv+n5Ltru1abVmXe11/jjevmlp3lp6njx8ff4455/IvmvpcdvacrFhwwZZsmSJ39bXkTEAbIHNmzdLbGysKIoi06ZNa9Vna2pqpL6+vtl1du3aVcxmsyiKIvHx8bJv376jrmfTpk3SrVs3bfl77723TetcsWKFKIqi/fTr10/y8/OPm+7QoUOlrq7uiOWKiopk1apV8sEHH8jOnTulqqrqGHul5XndvHmzT/pHOxk89NBDoijKUQ/c1u7v4uJi2bx5syxZskRKS0ub/Q4Pd7TvWtXSfbR+/XqJjo4WRVFkzpw5x0338O/okUce0d5rbdltadotKRctLTuHO9Z33trt8edx05oy1NJtb+lxeLz9ciJpt+b7acl+bJrPtnxHTctva7ZbROTAgQOydetW+eqrr6S0tPSI7WnteaCl29/a85/I8c8XzaV7+L5Rt6ml383xzpPNpXmscnG8/a3mr7X7vCXb1Jpy0fQzKSkpoiiKLFiw4ITXp273e++9J8uXL5dFixa1+DoRSBgAHsfBgwdl7Nix2oFwrFoRj8fj8/e3334rU6ZMkYEDB/rcuW3evFmys7NFURQJCgoSRVHEbDYf9cS/adMm6dq1q+h0OlEURWbPnn3EMq1ZZ1lZmXYQTJw4Uc466yxRFEUyMjKkoKDAZ51dunQRRVG0tEeOHOlzcnM6nfLFF19IamqqREVFiaIokp2dLeeff77s2rWr2e1paV7VE5Fer9f2v6IoEhsbqx2YTqdTW/6OO+7QTm5Nv6fW7Bt1ezIyMiQuLk4URZE+ffrItGnTZM+ePdpyLf2uW7uPamtrZdKkSaIoigwePFhKS0ub3YdH20f33XefiIi8/fbbsnr16haX3dak3ZJy0ZJlWrI9p512mnYy/vnnn1u1PYev6/bbb292W1pSNlpThlq67S09DpvblmHDhomiKJKWluZThlqadmu+n5acf1StOV82t11Ny++uXbuOeQ5ouu+dTqcsWbJEsrKyfI7ba665RjtuW3vePVoem5ajlh7brTlftHTfqNt0vDKu5lN1tPOkur6WlIuW7G91fa3d54dv92233XbcZY52PBz+maaBaGJiouzdu7fZ9R2vnGVmZorFYhEAotfrBYD06NHjiOtEoGMAeAxOp1NeeukliY+Pl9DQUHnsscektrZWREQqKiqkpKSk2c+9/vrrctNNN/kcRFFRUbJt2zbtbkg9UfTp00f0er12cLvdbp91qQVTp9OJyWSS0047Tfbv3y+FhYXy66+/SlFRkSxbtqxV6ywqKpKkpCRRFEX+8pe/iIjIfffdJ4qiyOjRo+XgwYM++UxLS5OkpCTR6/Xy1ltvaetxu93yzjvvSEREhHaAm0wm7aKWmpra7IW0JXltut2KosgDDzwgIiKPPPKIKIoiERERPk0T5eXlMnfuXK32Sr3Dbe3+fvvtt7XtURRFjEajBAcHa5/fsWNHi79rVUv2kXqByMvLk759+4qiKDJr1ixpaGg4Io+Hlw31pHXPPfdoeYqIiBCz2SwxMTHHLbutSbsl5WLjxo0tKjtH2x51P6rb8+CDDwoASU1NldjY2BYdi4fvm1tvvVV7T70YtrRstKYMtfS4EWnZcdjctsyaNUtERO6++25RFEXOPPNMKSkpaXHarcljS84/arN1a8+Xxyq/sbGxYjKZJCMjQysPf/zjH0VEZN68eaIoigwZMkT2798vIs0ft6GhoaIoimRmZsrnn3/eqvPA0fJ4yy23+Lzf2vNfS84Xx9s3EREREhkZKZ999pl079692TIu4q1hLCsr8/nf0c6TIq0ru8fb3zt27Gj1ubfpdh/+nYv8dp5av359i46HppoGtkajURRFkZ49e0ppaelR0zxWOQNwxI+6L5q7TgQqBoDNUAtmeXm5nHHGGdrdTVFRkYh4L3D9+vWTbt26aUHIvn375LXXXpPzzz9fKwiKokjXrl0lJCREFEWR+++/X7uTDgsLk9tuu00mTpwoiqLIe++955OHxsbGI+689Xq9GAwG7aKhKIpYLBbR6/UtWufWrVulpKRE6urq5IorrhBFUWT69Ona++ecc452MWqaz1tuuUUGDx4sOp1Oli1bJiLeO/1LL71UC44yMjJk+vTpsmbNGiksLJRZs2aJoigyYMAAKS4uFpHfTjDHy6u63eoBriiKvPDCC9r79957ryiKInfccYfY7XYpLCyUOXPmSGpqqnbXpijevi7p6ekt3t8bNmzQTmLp6ely2WWXyZdffinffPONXH311aIoinTr1k1WrVp13O/6+eefFxHvyUpdZ0v2kfq/kJAQ2bRp0xFl02q1avuouQvEK6+8IllZWdpdKQDp1avXMcuu6nhpr169+rjlYtmyZWKxWI5bdm6++Waf/mGHb4/FYpEvvvhC3G63LFu2TKKjo7Xj4HjH4rGCP5fL1aqyqF44WlKG1q1b16Lj5sorr5Tly5cf9zj897//fcxtaWxslP79+0t0dLS88MILLUr7sssu8zkmjrbcjBkzZPHixcc9/0RHR0tqaqrk5ua26nx5tPL76quvSvfu3bWyq6atlgcRkcrKSunbt68EBwfLv/71r2aP26+//lqWL18u1157rQAQo9HY4vPA0crkzTff7LPs0qVLxWQyCQBJTk4+6rG9bt26Fp8vWrJvFEURAGIwGMRgMDQb/FVXV8vtt98u/fr104LLo50n4+Pj5ZNPPmlR+ZkxY4YsXLjwmPtbDYIyMzNbtc8P325FUeTll1/WlnM6nbJw4UIJDw8/7vHwySefaP9vGoimpqZKVlaW6HQ6+dvf/nbU887h5eydd97Rypka7AGQ+Ph4GTt2rEyYMEEAiMVi0a4Tau1iIGMAeJimVfXqnVpwcLBs3rxZDhw4II888oh296QeRK+//rqkpqZKeHi4KIoiJpNJpkyZIu+99568/fbbEhwcLF26dJHs7GzR6XQSGhoqf/nLX6SoqEjS09Ploosu0tJcvHixzJ8/XxITE6VLly6i1+slKChIO2gVRZG+fftKTEyMBAcHi8Fg0E6Wd99991HXecstt4iiKLJw4UIREfnwww+19f3f//2fiIj88ssvMnXqVJ8L3p///GcpLi6WrKwsmTBhgoh47+anTJmipRsXFydz5849ogO7ejF48cUX5ddff5WePXsed/v/9re/SVxcnHaQnXfeedq2P/fcc9py//3vf2XDhg3y8ccfy+23367ddWdmZsqaNWvk5ptv1vIXEhJyzP09b948SUtLk8mTJ4uiKBITEyMPPvigFBYW+mzP1KlTBYAEBwcf87vu06ePbNmyRdxut1x55ZWiKIokJCQcdx9t2LBBevToIXq9XjvpN83nvffeK/Hx8bJw4ULp1avXEReIf/zjH5KZmamdnNTmiaOV3YSEBGloaBAROW7aU6dO9bnRaK5cLF++3Ofu+OGHHz5imcrKSpk6daq2n0tKSuTXX3/12Z7Ro0drtRP33XefTJ48WQtog4KCjrk9K1eulJ49ezZbY6MGf60pi7GxsS0qQzfffLMYDIZj7p/Kyko5//zzBYBERERIaWnpUY/De+65RxYuXHjUbXE4HGK1WmXo0KECQAuQW5I2AAkNDT3qcmo51+v1xzz/hIWFacddcnKy9r0e63yZkJAgP//881HLb3PB36hRo7Rg4+WXX5ZPP/1U+17uuece7TwdHR0tDz74oFZbo37XUVFRWhA4b968Y55309PTZdu2bVoZaa5pdfXq1fLWW29JWFiYzzlm+fLlPsfN6aefLgAkMjLyuOcLNTA+/Fg4fN+o+3HAgAFa2ldeeaVPulVVVXL//fdrNV6xsbGyZs0aeeihh444T86fP1/7ro9XfqZMmaJtw9H2t4jI5Zdfrp2/W3KtS09Pl8WLF/tsd9PzvnrzrwZ/6nZfe+21zR4PiqLIXXfdJSK+N3ohISFy9913a4Hos88+q6UJQNu/zZWzhx56SG688UYBoAX9UVFRPteJmTNniqIoMmjQIFEURa688kqpqamRQMYA8Cj+9a9/SWRkpBiNRnn00Ufl9ddflx49eoiiKDJmzBiJiYkRo9Hoc2JU78auvvpqERGx2+3Ss2dP7QStXvQefvhhcbvdMnv2bK2wvvTSSzJx4kTtQGxarTx79mx54oknRKfTyZAhQ6Surk4OHjwo/fr109Y5cOBAiYyMlOuvv/6IdaonUvUkqPb7ePjhh7WaqY0bN0p9fb3WBBgTE6MNAnjmmWdEUbx9UEpKSrRaC3Wd/fv31+52PB6Pdken3g1ec8012kGhbr+IHLH9Z599tk+Vuslkkry8PPnmm2+0wOapp54SEe/FfNGiRRIdHa3tp4yMDPnpp5/EZrPJoEGDtHXk5OTI9u3bj7q/1ZOO2jTQu3dvLVArKSmRr7/+WhobG31OuupnDv+uFUXxOTGdfvrpoijevmzqOpvbR9OmTZNXXnlFFMXbNPTTTz+J1WqVJUuWyLXXXisGg0HMZrN28Vb3f9PaAfWEr9bKApBrrrmm2bIbFBQkf//737V8HittdVvVi7IaiPztb3/TykVhYaF2oQUg/fr1k927d8uf//znZsuO0WiU6667TrZv3y6DBw/Wtkddt1o21Typ3/HDDz8sr7/+uiQnJx+xPc8++6y2LoPB0Gzwp5aNpmVx9+7d2sn7WGVxx44dzZahw4/X5vZPSUmJdmEEIOnp6Uc9Dl0ul+zevVvbFp1OJ1OnTtW2xWaziYi3D+GQIUO0dcbExMh9990n9fX1R6Q9efJkn22ZOXOm2O32I5a74oorfGo41Avt4eefqqoqrTWhvr5ennnmmeOeL9XvaMiQIUeU38ODP/X9mTNnitvt1sqnoiharVliYqJ89NFHctFFF4miKNKjRw+t2VxEpL6+Xvuu9Xq99OrVS8466yy57rrrjnkeiIyMlN69e2vpqd1Pdu3aJY8++qikpaVpNUHqMQFArrjiCnG5XNLY2CiNjY3auUmtrTve+aKhoeGY+0b9/1tvvSUzZszQ1j1hwgQpLy8Xkd+CP/V8aTQaZezYsZKTkyMJCQk+50m1LCUmJmo3V2otZ3PlQl1fdna2AJDs7Gyf/e10OsVms2nnyeDgYO0aojbPNrfPm55P1e9cROR///ufdn297777fM4vOTk5snv3brHb7T7Hg9pneMaMGbJ27VrtpjY8PFyefPJJqaurk169esngwYO1fd20zD344INHlLP09HT5z3/+o91sqf9XrxNOp1NKSkrkk08+kT59+sjDDz+s9YNdt26dBDIGgM0oKiqSCy+8UIKCgsRsNku3bt20QvGPf/xD3nnnHVEURS688EJZsmSJxMbGyoUXXijPPfecttxDDz0k//rXv0Sv10u3bt1kyZIlkp6eLrNnz5bS0lI5/fTTZcCAAdpdklrQRo8erd1hAJCuXbtKY2Ojtu7hw4dr+czNzdXW+eSTT/oUzsPXGRQU5HNxdrlc8sEHH0hYWJiYTCb5+uuvfdZ5xx13aH2lLrvsMgkJCZFvv/1Wbr75Zm0bMzIyRFG8TSOnnXaarFu3zqc/mdpUdMUVV2jrVTv0Op1OGT58+BF5HTx4sM8BeeONN4rL5ZKPP/5YwsLCtKDlo48+kuTkZG3ZqKgo7aTmcDi09NQALCYm5pj7u+lFXD1J19bWygMPPCB6vV6effZZyc3NFYvFIllZWfLyyy8f9btWL+wlJSWSkZEhALQahMbGxmb30XnnnSdZWVnaBXPVqlUyatQoLdBR9/cdd9wh//73vyUkJERuuukmEfEN/nQ6nXZhAaB9R4qiSFZWljzxxBNa2VX7qezYsUO7YIwbN67ZtFNSUrQypA7CObxcqPtvwIABUlBQIOvWrZOoqCgJDg4+ouzMmjVLW6ZPnz4SGhrqE+So/W969OihNdE0PRbVi6p6c6JuT25urkRGRoqiKHLJJZdo61PLssfj0crGjBkz5I033pA+ffpotRrHKotTp07VAorDy5DRaNSWVctsc8cNAK0W5v777xcR8TkO//e///kc32qNR2ho6BEjEtWaL/UG8+6775b3339f+vbtK+ecc06zaYeHh8v06dNl3bp1MnTo0GaXUxRFrr/+eu2GIygoSObPn3/E+Uctx7t27ZKBAweKTqcTo9GolePmzpfqdxQSEiI33HCDiBwZ4MyfP1/Cw8Nl6tSpPv3E/vWvf2mBWWZmpkyfPl0KCgpkzJgx2rZt27ZNCwhERLZs2aI1U7722ms+wcbRzgPqOSslJUUmTJggu3fvlhtvvNHnOpCTkyNpaWmiKIqEhYVJRESEvPbaaz7Htlp7lJyc3KLzhYjIjz/+KDqdTi6//PJm982rr76q/d9gMEhQUJDExcXJ0qVLpbq62if4UxRF3n//fZ/gPzk5WVatWuVzTOTm5kpMTIx2/aiqqjrqOX/mzJlyzjnnaMff7t27ffa3w+GQrVu3SmJiolx33XXHPNcffu41Go0yZcoUnzL+6aefaoFr0xuyu+66S9avXy+nnXaabN682ed4UPfT5ZdfLoqiaDV1It4+fIri7XKxfPlyrQXNaDTKjBkzJD8/X1577TWtnKWmpsoNN9wgzz//vKSkpPjcnDS9Ttx///2i1+vl1ltvlY0bN8rixYu1WshAxgCwGWVlZT4dXCMjI+XSSy+V5cuXi9VqlYEDB4qiKPLBBx+IiPdC/+c//1lOP/10ee2117TPqSeMyZMnS2lpqZSWlkp5ebn07dvX58LSp08fueuuu2TLli1aFbbZbJZJkybJ1q1bRUTkr3/9qyiKt3q5sbFRO3iLi4vF7XbL+PHjj7vOoKAgrXZo7Nixctppp2kB4/vvv69t/9///nc599xzpW/fvjJq1CgxGo0SHx+vNc0BkFmzZsldd92lnQAVRZFevXpJWVmZ5OXlyeWXX66NtvrTn/4kIiL333+/JCYmyvbt22Xjxo3afjo8r2otxTXXXCMFBQVSUFAg+fn52tQBy5Yt8wn+IiMj5b///a+I/HZRcrvdPrVIx9o3AMRsNstpp50mer1eRowYoe2Lzz//XGu+efHFF306F3/++efNftdVVVVaPsaNG6ddRJtewA/fR2rzs1pToAYx4eHhEhcXJ88//7x2ovN4PPLEE0/IxRdfLA899JDk5ORod+fvvfeeTzNJZGSknHvuuZKVlaVtZ9OyKyJy5ZVXanmMjIyUmJgYURRvf5i4uDh58cUXZe3atVJaWqpNI6EOMklMTNTKhRqwFxQUyMaNGyUzM1OrIWlas6EGfxs2bNDyHhUVpe0fm82mNZ1fc801PsdiSEiItm1xcXFaDUHT7fnjH/+o7cc//OEPPkFEY2OjVFVVycyZM2XMmDFHXFi6d+/ebNm4/vrrpWvXrsc9vq655hrZt2+fLFq0qNn9M2fOHPnwww+1i1qfPn1kyJAh2nH47rvvanldunSp1oKgHhNvvPGGvP322z618MOGDZNPP/1UFi9erH3P6v5pmvasWbNkzZo1snHjRp/1Hr7crbfeKrt27ZInn3xSYmNjJSgoSGtZOPz8I+KtyW+6D3U6nZx99tlHPV+KeAdzDRs2TB588EGtplBRfuvzdeDAAe17axpgHDx4UFavXi0bN26UBx54wOfGA/D2wdq+fbtP/kpLS7V1qc14zX3X6nn32muvlZ9//ll2794tM2bMkMTERO3mSlG8TdJ79uyRxx57TFtXly5dtNqwpsc2AO38p3abae7aIOLtc96vXz9tfY899ph2fCiKIq+88oq2Tfn5+dKjRw+fm9bLL79cC0oVRZEvv/xS/vSnP2n5ALxdD5oGnOp+evfddyU4OFgGDBggq1atkuDg4CPKrnrcPvfcc9r61BYZp9Ppc5z9+9//lkceeUQmTJig9Wk92nGjnuvXr18vO3fulPz8fK3Gft++fdoIX0VR5KqrrtJGW6ujcJOTk+Xiiy/WlpkwYYIsXLhQGxw5atQoWblypZSXl8uMGTMkKChIFi1aJLfeeqv2fdx+++2ybds2+eWXXyQ9PV3+/Oc/y4YNG2Tr1q3yxhtvyGWXXeZTzgDIwIEDtf3X9DqhNlkXFRXJokWLZMeOHUeMAg8UDACPYuvWrdooyg8++EB2794tIqI1aalTISxbtkzrGwFAxowZIwsWLNAKo6Io8s0334iIN7BUT7yRkZECQMLCwmT9+vUiItodS3BwsEydOlXWrVsnmzdvlscff1yuueYaURRFBg4cKA6Hw6dA1dfXazU9l112mbz66qvasP2m61Q7n6elpfkERBMnThSR32q8mub98CYZ9WApKCiQr776Sqv5CAsLk8svv1zefvttGT16tBZEpKenS319vbz++uta8NmzZ0+pqKiQDz/8UF599VWtn8TheS0sLJT8/Hwt/W3btsmKFSu05l01aPn0009FxLf/5l/+8hctv8HBwdrdZXPphYaGyrRp0+Snn37SmtVnz56tTfGg1g51795dKwd2u10qKyvl1Vdf9dk/33//vYj8NpCosLBQu7s2m82ycOFC+eKLL47YR5s2bfKpRQIgQ4cOlddee01L8+DBg/LII49o/QYPr814++23RUTkuuuu076T119/XZuGQe2fp9YcqmW3aZrq+kaOHCmvvfZas9Pt3H777T77//BysXHjRp/mvKZlqOky6kVQvYG46aabxOFwyO7du7UO6jfccIN2LDbtc5WTkyPnnXfeMY9F9YL9hz/8QUS8/atuu+02rSbYYDBIeHi49OzZU9v3H374oU/ZCAkJkSlTpsiaNWu00chhYWFa087hZXb//v2yY8eOZvfPQw89JO+9957ceeedWplo+nPGGWdo+3jp0qUycOBALV9NWwXUder1esnJyZHnnntOlixZcsT33LRcqvt9w4YNWo1S0xuFpsvt3btX6urqtJrkCRMmaE2Ch59/Vq1a5VMW1VrilJQUny4AR/uO1BuSpgGO2+3Wjh+73e5zXs7NzZUXXnhBOwbU9TTdP++8844czuVyicvlkrq6Ohk4cKAA3ibz7du3N/tdq/Ly8kRRvP3d1G4CiqLIvHnzZOXKldr2jh8/XtatWyefffZZs+e/V155xefmpblrgxrsxcfHy/jx432Cv9dee03bDrX7yHfffafVnjVtQjUYDLJ06VIR8V7H1GNs5MiRoii+I3/VQOu2224TRVHk7LPPlo8//lhMJpN23lODP3XQ1hdffKHt96bdXVTvvvuuhIWFaftGXTY5OVl++eWXYx43av5zc3Nl06ZN8oc//EHLw8yZM6WgoEA++eQTnxatpoOUTj/9dLniiivk0ksv1ZqMFUWRpKQkOf300yUmJkbCw8O1mxJ123bs2OFzYxQRESGbNm2Szz77TMaPH69tQ3x8vM8xO2PGDBHx1lSq+6tfv35y3333Sbdu3Zq9+Q8kDACPYdeuXT5zoe3du1e6dOkiI0aMkE2bNsldd93lc5BOnz5devXqJZGRkVrT4+TJk0XEW0uonnijo6Plyiuv1KqsU1JS5Mwzz9Qu5FdffbVs3bpVFi9erF0c1QI4YMAALT/qSXjTpk0SEREhCQkJsnHjRhER2blzp9Z5OiQkRK666irtIGt64g8JCdEK56OPPqqllZKSIueee67W30P9mTJlinYhUWtE1JOQOiJZXUdSUpLk5uZqTUCK4p1eYO7cuUfsa3WE3OF5bTrFwlVXXaXVJEVERMidd94pn3/++RHrahr8nXnmmdo8VepJ0eVyaXel4eHhctNNN8l7770nCxYskNTUVG17kpKStJqkUaNGyWeffSYi3kD5hx9+kHPPPVe6dOmi7Ztzzz1X6uvrxePxiNvt1k6u27Zt0+5W1RPV4fvo7bff1tYTHBws5557rvb9rl69Wh555BEtyDcajRIUFKQFEUajUV5//XVt+0877TTJysqSzz//XPr3769dVCIjI2Xw4MHNll11lLPRaJQHH3zQJ5j2eDzathw4cEAuuOACn1HGTU/OTQO7phdlwNtMv2LFCi1AVPOl3hg899xz4vF45OmnnxZF8Ta/qIHW008/raWVk5MjDzzwgHYsbty48YjtmTp1qsydO1f77s8880ytj6eieActPPnkk/LNN9/I/PnzxWAwyIUXXih1dXVaWVSbpVevXq3tC7UJPS4uTuvn07TM5uXlHTFNhKJ4+z4tWrRIpkyZotVgREdHi8lk0o5HddqQr776Sgv+1HPIjh07tNqhptv4+uuvy5dffqkdp126dJH+/fv7pH/11VcfccympKRoF6imy6kX+eeff14UxdvP7ttvv9VaIIYNG+ZzrOXn50tsbKyEh4fLiy++KKWlpVo/yVGjRklmZuZRz5e33nqrXHfddVoQeMUVV2jlTi1vqk8//VReeOEFiYyM1GpLY2Ji5Oabb5YvvvhCHn30UW07xowZIz/88IM2wElVWVkpb775pvZ5tbw3/a7V5lHV//73P7n66qu17iX/+9//tM+qTc9N+w4e7fyn5k298Qcg55xzjog0f23YsWOHbN26VSsrTz/9tE++qqqq5LTTTtPSj42NlaioKBk2bJg2GEXdl+vWrZOHH35YC0DVfdc0KFFvBOfPn6/1qVQDq9tuu81nxoAXXnjBpxyec8458sMPP4jH45FFixZp/1dvGG666SY5++yztWN63LhxzR436ghaRfEOFlJr6JvewDS9uQwODpbY2FjtO7zhhhvktttuk/Hjx2v7OTU1VVJTU31q75ueB5pbb1pamtx9993y6quvyoQJE7RlL730UsnLy9P6TKo/I0aM0K4TmZmZ0rt37yNu7hITE6WyslICDQPAVlAnyR0/frzW50otyO+//74sWrToiLvvhQsXSm1trXY3bTKZZPTo0dq0H1dddZW2vFoTtX79eqmqqtL6h40dO1ZGjRqlBVv5+fk+NTJvvvmmdhIbM2aMnHfeeT4X6AsuuOCIgywpKclnsssFCxZohXjw4MHyj3/8Q0RE66/T9KT1008/aRd5g8EgI0eOlIsvvlhryklNTZV+/frJ2rVrtb4qalCpNhk0deGFF2r78eqrrz4i+EtKSpKLL75Yu2uLiIiQ+fPnHzFKV8Q3+Js8ebK8+uqrYrFYtL5LDodDa4JX+yG99tprcuedd2oXhsMP3tGjR8vixYultrZW3nrrLa1/qKL81gwBQPr06aNN0yLiveCoM8YvWLDApxNzYmKijBo1SoqKinz2kRqYOJ1O+f777+WOO+7QAj5F8Tazz549W+69917JyMgQs9ksH330kZbmsmXLJCwsTDIyMrTyk5SUpF1gDi+7oaGh8sorr0hRUZFWvtW+V+pFWK2N2bVrl5x33nk+FxL1RPy///3PJ7BLTEyU6dOna8GdegK+7LLLtLKTk5Mjc+fOlaioKBkyZIhWs1FQUKBdDEXE5wYiJydH/vznP8ull1561O15+eWXtZPt9u3btaaZpid/tU9mYWGh9v6f//xnrSyqx6IagKr7YvXq1Vq/TnXbmyuzcXFx2o1EWFiYrFixQt58802Jj4/Xvsf//Oc/smnTJiktLdX6WXXv3l369Omj5fPiiy/Wnq6g1l6FhITIs88+K3V1dfLZZ59p26/X6+Wyyy474piNiYmRb775xueYHT9+vOTm5voMZjAYDNoktmoQMHToUNm9e7cUFBSI2WyWhIQEWbt2rbz33ntSXl4uBw8e1G6mmg66Oeuss7Qy0tz58r333pOffvrpiMDk4osv1sqbGsCUl5dr5081/4ri7aeoHmfqRTktLU2CgoLkvvvu02rORbw3bWotnHqOS0pK8jlHql0sRLz9atVmb/WcowbHTYNARVHk7rvvlkmTJvmc/5o7tlNSUnxq3OPj42XLli0+XTiSkpLk7LPPlueff16efPJJueWWW7Q8X3LJJfLWW2/JP/7xD+nVq5cWpA0YMECWLVsm+fn52rx/6r5rbrvVPoERERHy8ssvyxNPPKGV2y5dusgZZ5zhc/47/LFpf/zjH7XvddiwYWI0GuX000+XP/zhD9ogwvDwcLn++ut9AvnbbrvNp+KhueMmJCRE9Hq9FiQqiiJ33nmnT5Cmnl/uuece2bhxo/z666+Sm5srLpdLHn30Ua31YODAgbJu3TrZt2+fNDQ0+NwY6XQ6n5vWpuu9//775Y033tCCVvUnPT1dPv74Y1m1apWkpqZqtXvqje7hN7zqd6rX6+XMM8/0GS0dKE3CDABbSA2y1IEh6oE+bdo07Y7roYceEpPJJOnp6aIoilxwwQVSW1urNTmptXkpKSna3Epqx1K9Xi9TpkyRtWvXioi330pycrIYjUZ56aWXRETk+uuvFwBy+umnayNK165dKxdddJE2R1fTAEY9QUycOFE2bNigBX9RUVHywAMPyMGDB7XO9hERERIcHCx6vV4efvhhremloaFBtm7dKn/84x+lX79+kpycrHXyjomJ0db53HPPyYEDB+SLL76QDz/8UIYPH+4zd5ui/NYUp7LZbNpdXkRERLMnhOTkZJkxY4bWiTgsLEweffRRqaioOOI7Ujuqq3el3333nbz++uuiKL+NqFP7dan754svvpB58+ZpgcrAgQPlzjvvlNdff11bNi4uTm6//Xaf5ghFUeTyyy+XuXPn+gTHM2fOlKuvvlomTJggWVlZ0qVLFwkKCpLQ0FCfKXuCgoKkpqbmiO4C4eHhMm7cuCPuMhXF23/G4XCIiMjjjz8uiuKthWj6WCW15katiYiPj5dzzz33qGVXrdlQT5DqCbdpX0oRb/B3/vnna/upb9++8vnnn2u1IGazWbvIqyfRPXv2aGXn1VdfFaPRqDWTpKeny9///netH+ndd9+tpVVVVSUvvviivP322/Luu+/6BH9PP/201s+26fao05CotXUul0vef/997ZgxGAwyffp0+fTTT7X1/fGPf9TmlBw9erTWDzMyMtIn+FP9+OOPMmLECJ8BQyaTSX744Ycjyuydd94p33//vVaGxo4dK3369NGCYbWmqemFQO1cr353F110kRYU2+12cblc2kXpuuuuk8WLF2vnmoSEBK226MUXX9T2+6233ipnnHGGNg9adHS0dsy+/PLLsnXrVrn33ntl6tSp0r9/f6msrJQ33nhD20fqnG1Op1P+97//SXZ2ttY/9eOPPxYRkffff19bXu3Dd88992jlXP2OUlJSZNq0abJhwwZpaGiQ+++/XxtoFB4erjWbqq0mTeXm5kpCQoJcf/312rlYUbx9KtURwv3795dNmzbJzz//7PM0iMODoIEDB2rNocHBwQJATjvtNCkqKpI33nhDeyKLeu5SZ3Do2bOn1n1k5syZ2oCrLVu2SE1NjRQXF8sXX3yhHY8LFizQ1mEwGGTKlCmSm5urrVMNztXzX9PzQNOfpmVCUX6bhiU4OFgyMzO1lo3DNbfdl19+uZx11lnaAJWm14mmaQDeQTUWi0VmzJihlcODBw/6DIQKDQ1ttmm7adlVb2AuuOACLfi65JJLjjjX9+jRQ2vlePzxx2Xr1q1y3333yZYtW2TTpk1HBGmHP3GjqqpKuzY1nclB5XQ6tVaT8ePHy86dO326RKjrfeutt7QWPEVR5LHHHpNnn31W+x6bjrxXW4matoKp29D0+vfcc8/Jzp07tZsIBoAdzK5du3xqEvr16ydLlizRovrq6mrtDvD888+X7du3a52o1aDr2muv1YaZ6/V6rS8K4B3F9/XXX8vWrVulrKxM6urq5LLLLhNF8X2eptrv6dVXX5W1a9fKtGnTtBNC3759ZciQIXL99ddLRESEjB49Wnbt2iVr1qzRDjL1Aj5//nxtnWrfJvWuVL1zVgup0+kUh8Mh//znP7VRXImJiTJv3jx54403tI7Hr732mmzatEkmTpzo0/E4KipKS1+tWbTb7fLJJ59oTahnnnmmFBcXH3EhnTlzpuzfv182bdqk7Uu16UTNm4h3bkI1AL7ooovk22+/FRFv00ZQUJB8++238t577/lUz8+bN0+2bNmiXaCGDx8u3377rdZ01NDQoI0EbXpC7tu3rzboRO0IfvhJu+mJPyQkRMLCwqRXr17Su3dvOe+88+Tll1+WF154QVtOHRSgfvbwWkg1jeeff17rL6go3rms1O/KZrNpFy9F8dbs3n///bJixYpmy27TE+T27dslOTlZQkND5csvvxSRowd/vXv31iaKdjgccv3112tlMDExUebOnSs7d+7U1u1wOHya6BISEuRvf/ub7Nu3Ty677DIJCgqSnTt3yrZt2+TVV1+VXr16aftN/U779u0rf/7zn8XpdB5xLA4YMECbNPrgwYPy4Ycfahd49TtQa4eKi4vls88+095TO/jPmzdP1q9fLykpKXLJJZdo/XJVP//8swwbNkzre2QymbRmV7UZt2mZVWun6+vrZcCAAWKxWLRg55ZbbvHp2+Z0OsVqtcqwYcO077npCGZ1WavVqk04O3LkSO37yMzMlH//+9/yzjvvaAHhX//6V3E4HNrD7RXFWxP8+OOPy6uvvqot98wzz/jc7DWdnHry5MmyZ88eKSkpkVtvvVVGjx7tUx5TUlK04099gknv3r1lz549kpeX5/Md9enTR7744gupra2VyspKue+++7Qy36VLF1m/fr1s27ZNkpOTj/oIOXWqExGRJUuWaOtWL7jXXXfdEc9iramp8QmCBg0aJB999JGsWLFCMjMz5brrrpOrr75aq1FXlwsPD5errrpKZs6cqdU+qs2wJSUlWk3u5Zdf3uwTLZoe22rAnZ6eLl9++aX8+9//1uY6VZuFL730Um1/DB8+XO69916ZNWuWTJkyRW644QY5++yzpV+/fjJ48GCJjIyUrKwsueGGG2TFihVHpC1yZPCnbvfq1au1AF6v10tSUpJWQaEo3q4Sb7zxhnz88cfa1F5qq0ZxcbHccccd2nlYDRgTEhKkS5cu2s1OeHi4bNiwQSvbqr/97W/aNv/nP/85IvibP3++5OTkSHh4uNaVaeXKlXLttddqNzdHC/5EvLX5SUlJYjQa5fHHHxcR3+mfRLytC/Hx8fLmm282G/zt2bNH9u7dqx1b6kh9EdH6h0dERIjFYpGzzjpLu84d3u3CYrFoA9kmTJggubm5Wt/X5rottRcGgK2wZcsWGT58uMyYMcPnRON2u7XATm0iEfmtA7F6olAPCvXiZDabtRq1F154QX788UdJS0vTagcXLlyofV6dJHbVqlVy5ZVXyrJly+SSSy7RahUvuOAC2bNnj3awqo9oUof4K4q31mfixIla06AaPIiINiFnQkKCFgAe3g9n8+bNoijempc5c+ZoJ4jPP/9cCwJ79+6tdVxXLzrPP/+8fPnll9oyzz33nPz4449aH0UA8uSTT0pubq52cmka/Il4A5xt27Zp71988cVHNFFu2rRJrrjiCvnss8/E5XLJ/v37JSUlRRITE+XJJ5/0GcWsBsBqjVlaWpp89NFHWg2besJ44okntLtWtTOwelcoIlqt4DXXXKPt57i4OPnLX/4ir776qixevFjWrVsnmzZtktraWu2uWJ0WQh1hPWXKFO3EPH/+fHn33Xfl5ZdfloceekheeeUVbb5ANYDT6XRy5plnajUSarC+bds2CQoKEp1OJ3PmzNFOlEcruyq1rJnNZtm0aZOUlJRIbm6uzJ07V8466yyf4E/tD6QGDvn5+VrexowZo5UL9XvZsWOHzyTEc+fOlYaGBlmxYoUoirdm6KabbtLSUJTf5uDS6XQycOBAmTdvns9ULlu2bJFhw4bJHXfcIW63W3bt2iWvv/66ZGVl+TTDXnLJJdpJ3mKxaKPqv/76a59AWX327v79++XXX3/12TdNgz9F8TZ97dq1Sw4cOKDVMKrbccst/9/evQdFdd1xAP9dWFmoIiqK4gM0IGKqVbEzThQoNKISHxGtSdRKA0ZoWtFJHXymUaJYanzUJm2irTEZmyapio8EJW5UjJqk2om81gVEeZMlSoBVjBDk1z+Yc3rvsiDi+mj2+5lhEpfl7t37/N3fOed3fq05ZpmZw8PDZbZAHUiob47MLdl8ETStWbOm1T5S99FdsmSJDDCmTp0qj4PU1FT29PRkPz8/zsnJ0eybkJAQOTtHamqq7Bf6+eefy884e/asfCCaNGkSJyYmavrtKUpLXz2RURQ3SJGVdXJyktlNccwtWrRIZoHKysp4xYoVmuBPnWmtqKiQ18+2iHM0PT1dc7yIoEGwWCy8detWeTyIIEh9jXzmmWe4Z8+emr7W/fv3l83B7733Hnfv3p0DAwPl8kUXBTc3NxmoqoNA9bnt7e3Nf/3rXzUlwjw9PTVddObPn89Go1EObBEDPqxdv36d6+vr2Wg08rVr11r1cVS/r73vnZOTwzt27GCDwcBms5mPHj3Kffv25V69esnzQ62pqYnLy8s5ISFBPsR069aNt2zZwu+++y4bjUaura3l/Px89vX15V69erXaLpcuXeLY2FiZEd63b5+8lg8ZMoRfffVVPnXqFHt5efFPf/pTvn37Nufm5mqajV1cXHj16tVtzrV769YtWQdQ9IlWn2NnzpzhVatW8e7duzk1NVUmbGwFldnZ2bx27Vp5jSssLORBgwZxnz59+MMPP+Tc3Fy+desWZ2dnc3JyMldWVvKuXbvkukZERPDjjz/ORMTx8fG8cOFCuf9tdYN6WBAA3qWamhp5UImDw2KxyMzc9OnTNaVC9u/fz0FBQTxgwADOy8vj+vp6DggI4C5dunBKSgrn5+fL+SLFRXTWrFny78Xct4MGDeLc3FxubGzkW7ducUVFhbyIzpgxw+bcrg0NDfJJXzRjMrfc/EQtMjHyTswUoCi2J98W8vPzed26da0mq09OTpYZG9Hk5uLiwikpKfIikJaWJj9X3EBEjT2z2SzX1dfXt1XwJ+Tl5cmO/ZMmTWqVSq+vr5eviQ7JAwYM0GSE1HNbrl+/XmZR1IWaxTqL+ooeHh5cUFDAJ0+elMtRlzc4duyYptN2eye5qEXXo0cPdnFx4W3btrHFYuHHHnuM9Xp9m0/1GRkZmhvxsmXLWgUR7e0j9bErgmfx7zfffFNm3ebMmcOenp6aLIV18GfdT+vixYsy06R+av7qq684MTFRDnQICAiQ2zkuLk5+l+7du7Ofnx/HxMRo9tWUKVO4oKBAE/wJtbW1XFZWxosXL9ZkMX70ox/xrFmzODMzkw0GA4eGhrKTkxP/+c9/5ubmZhlADh8+nHU6nSzTYSuT8+WXX2qCv4iICNm/sLGxUR6zvXv35t/+9retOnpnZ2fzqFGj2MnJSTadTZ8+Xf7e+nupt+PcuXP53//+Nx84cEA2lStKSzbt+PHjmveuXbtWLvP48eP8wQcfyIcY9fuSkpLk+9LT03nLli3ygaCpqUkOBnJ3d2e9Xi8z/gMGDODY2Fg5EKqgoEBmT5988kmZEfPx8dGMoq2pqZEBW2FhoSwFZSv46yhxflosFp4wYQI7OTnxCy+80KoUSU1NjQxYxo0bpwmC1PtHBErqPl+vv/4637hxQz48qKfqY265DsXGxrZqZhTbW5zbycnJzMya87t///48duxYjoyMlNPHNTc3y1Hc6hmPmpqa2pynuC0d+d5q//rXv+Q+Li0tbfXg39TUxImJifLBQJ3hU6uuruZp06axoiiaGnjZ2dm8atUq+XATEhIis7aBgYH86quvckNDA7/99tusKAonJydzXl4ev/DCC3J/PPnkk7x69epW1zTr9RQFp+fMmaN5vaGhQV6v+/Tpo+kL31ZG0dY2UhSlzSb3uro6TWkekSUXmT9F+d+c38z/SzI8zOZgBICdpD4p1bX/xMFx+fJljo6OlgMOFKVlfsQdO3awq6srOzs784kTJzTLNJvNctSRmDA7IyNDnjji4itkZmbys88+a/MiJGRnZ8tAcenSpfL11NRUHjlypCzPwNxygVY3U1VWVsqLt5p10JGRkcHTp0/XZA7y8/N527ZtrS5eL7/8srypODk58ebNm2XJGjEMPzo6Wg6SsXVy5OXlyWxRWyduU1OTDDDUM2eogz/mllIKoki0OnBmZv7ss8/kjT88PFx+b1EGQfyIyvXMrAkCX3nllTa3GTPLbcTcUgZCXJTUxYCtt4EY/DBgwACbAXJ7n2e9PHGhv3LliqYJWvyIOnbiiV9kB9q6IRmNRnn8jB49midNmsRDhw6V23/kyJEyu93U1CTr4UVERPBnn33Ghw8fln0bFaUla66ezN7W9ywtLdUEfiIrJgq/ij6Wnp6efObMGbkcMaq1W7dusgi6tfPnz3NgYKBc/4kTJ8oAT5QVUZ9fL730Uqt1e/nll+X6JSQkyKyDepJ7ayaTSQYebm5umlIpPj4+MvsstrkI7sQMO+ptJf7b1nEpjgHxPutBM6NHj+YFCxZwQUGBzOIJeXl5HBAQIJsCxYObrcxUUVERJyQkyFaAzgZ/aurBQdbzywpZWVkcFhbGe/bsaTMIKikpkVNknjhxQi4zODiY9Xo9BwQEyC4N6mNfXZ/QmvrcZmY+dOgQK0pLK8ypU6dk0N3Q0CDPVTHI7Y033mDmewsMOvK9xfJFZlnd7cCaKNGiKIrMkFsHiswtmT6R6Y6MjOTf/OY3PHbsWJlhHTFiBJ84cYIzMzM5KCiIV6xYIesnimvb5s2bZSCnKC2D0iwWS7vXNKG4uFj2RVbf25hbAnPRhC4e+tevX3/H4K+urk4GtiEhITb3e3Nzs5yAQN1/W2Q5FaVlkJlgMBg4KSlJdjV5WEEgAsB7VFVVJYO25557jj/99FOeP3++HHEnAoilS5fyX/7yF16yZIm8WVk3WTC3nEAiSxYVFSXLnnTt2rVVAMjc9s1YTX2TUJdgsZXuN5lMsgr6uHHj+PTp0zZPdOGTTz7R9A8TNQWt1+3mzZt8+PBh2czh5OTEmzZtksGf8PXXX2sycW0pLCyU62/rfY2NjXKUs/h5++23W73PbDbLQqOJiYnM3NKEYjAYZJOuu7s7//73v+fGxkYZEG/dulVOz2Zdd0x9s7XVlGeLuj+MdQAovuP58+fZ39+fXV1d5QPC3WYHBLFPCwsLZZDXs2dPHj58OC9evJhTUlL41KlTXFFRwTk5OTabumy5dOkSh4SEaIIIRWnpgP7hhx/KG5/YZ+Xl5dzY2Mhms1meG+JcUpdgao/JZOKXXnpJTkgvlvHiiy/K/lsJCQmav8nNzWVFaWnObEtRUZHMbE2ZMkUT/KkZjUZ5rDz77LN8/Phx3rFjB8fGxmqCCdHPUWQNn3jiCX7jjTdktwDrz16wYIGm+fWpp57iP/3pT63eazQa5Y1GzBRhi9FolN9HHZxYu3jxIo8bN47XrFnDpaWl8oGorQB8586dnJyczGlpaTLYsH5vVVWV/C7Dhg2zyxRZYh9GRETI12yto8ViabO51BaDwaA5dkVx93uxadMmdnFxYW9vb035FfX5JLrEiNmOOntuCx393qKIcnx8vMyQ22IymWTf3/bWzWQyyVHK7V0Drl69Kvt1XrlyhXv16sXu7u6y77s6+LsbJpNJzoYyfvx4/tvf/iaDtsrKSk5PT+ft27dzfn5+h+bqFf14FaWlP76tpIja8uXLWw2KEX0SmVtaLkR9TC8vL1kL8mEEgQgA79HZs2flThY3ffHTr18/Xr58OR85coSbm5vZYrHIpxMxKtUWk8kkmwMUpWU00dSpU22WPeko9U3K+snI+sArLy/nTZs28e7du2Umzpb6+no5crK94K+hoYH37t0rgz9nZ2d+7bXX2r2odvRkaO9ClJOTI588rTN/avn5+fLGOGLECE1zosj+qee8rKqqkgF+WFiYzWWKEhuKoshBFe25du0aDxw4kHU6nSy7YL0NKioq5Dq11Ux8N4qKiuQDipeXF8fFxWlGTwpiG3f0hmQ2m/n999/n2NhYjouL42XLlnFFRUWbDxIFBQWyEK2itDR9djT4E9SDKtQjfbt06cL+/v6yX5l6HYqLi1sV7raWm5vLUVFRctR5W9/BZDLJ7J7I2IlsZFBQEO/atUvTnygqKoq7du2qmfnDWn19PVdVVfHp06f53Llz7TbjZWdnc3h4uGaghC1ZWVk8ZswY2e2kLdbZvru5ObX13szMTB4zZkyrWnv34vLly7xnzx5Nt43OUq/34sWL5TEkjpHOunr1qgxIJk2aZPNzb968KbsItBec3w+5ubnct29f3rx5c4fe35HtXFZWxtu2beOoqCieM2cOv/jii1xSUtJmFu+f//wn6/V6TT/gzgR/wuXLl3n+/Pk8fPhwTk1N7dQy1LKystjf319ey20d483NzVxXV8c+Pj6aAFB0A2hsbOQ9e/bwsWPH+Pr16/z666+zTqdjZ2dn2TLyoCEAvEf5+flyRKYYCRkcHMwJCQlcXFzcqqCuqNG1ceNG+ZotRUVFvHHjRo6Pj+edO3favDHfLVEVPigo6I432Kampg5d9E0mEytKy8wRgvUF4vr16zxlyhR5c1Q3+95vOTk5bTYPqeXn5/O4ceM0xUh9fX05KipKBsHie1VWVsosjhgNbCswyMnJ4VWrVmnqP7WlqqpK9osUTZK2tn9OTo7NQtqdIQYp6XQ6XrRokTzG7vVGerfrEBsbK8+hefPm3XXwpyaezj/++GPZNDl58uRO30iYWzeZt6W4uJgXLlwoHyCcnZ356aef5kOHDrXKxNTV1dnlnFYT++1O6ym2UUfOb3tnJdprNn1UFBYWckhICLu6uvK8efNazbx0t77++mtZnuQf//gHM9s+x/Ly8tjJyand7gH3S0FBgV0eKjtLdNcRD6Tz58+/p3OWuSVz114C426ZzWY5iKo9Fy9eZH9/f96wYQNv376dm5ub+bvvvpODEF1dXTk8PJwtFovsWzhkyJB2+zfeLwgA7UBk15544gnesGEDWywWeaGzdaLb6mhri/VFxx4X4ytXrths+r0X6sxkW8FDVlYW9+7dm9evX//Agr+7VVVVxR9//DGvX7+eU1JS+OTJk1xbW8vMrb9XTk4OBwUF3XGKn47sZyE3N5e7d+9us6larSN9YToqPz+fExISZB8ne93wO3rsms1mmTlfsGCBps9fZ92+fVvOJtKjRw9ZG/BBNLHcvHmTb9y4wRcuXJA1v4T7/fmPSm2x/3dXr16Vx+SuXbvssszs7Gz29va+Y/bTaDTyzp07O/wA/ii7m/uXulxRdHT0PQd/D5u6xYiZefPmzawoLSVkRCvgsGHDuKqqiseMGcN6vb7VmIAHAQGgnVy7dk2Wv+ioB5lpeRDu9H2qq6tlQPX/pK0Ll+i7Zc8LdWFh4QO/ENgaYfsgZWVl8aJFizQj2e+FumvCzJkz2Ww2P9Sb6Q/tPHcEWVlZPG/ePLuO1BRBzZ2W5ajHS3Z2NsfFxXWoX97/C7GvxUDRUaNG8cWLF+XAG3UBcFsZ2Pt93VKYmQnsiplJUZSHvRrQCep9d6f9iP1sP83NzeTk5GS35eXm5tJPfvIT2r59OyUkJNhtueA4bt26Ra6urg97NRzKD/WaWlRURKGhoVRRUUFr1qyhxYsX08SJE8loNFKXLl1o5syZtH37durXrx99++23VFZWRqNGjbrv2wMBIAD8IH3zzTfUp0+fH+QNBQD+v+Tl5dHWrVvp3LlzVFNTQ2VlZaTT6Sg4OJhWrVpFERERVFNTQ8899xwZDAb65JNPKCIi4r6uk/0euQEAHiFeXl4I/gDgkRAYGEhvvfUWhYSEUFlZGbm5uVFoaCitWLGCIiIiqK6ujmJiYshgMBARUVpaGpnNZiJqyYzeD8gAAgAAADwARqORwsPDaeDAgfTHP/5RE/wdPHiQnJycyNnZmfr27UuDBw+mpKQkCg8Pvy/rggAQAAAA4AEpKSmhy5cv089//nNN8KfT6eiXv/wl/eIXv6CvvvqKXnnlFXJxcaELFy7Q8OHD7b4eOrsvEQAAAABs8vX1JV9fX7JYLDRr1iw6efIk6XQ6Wrp0KcXHx5O/vz/16NGD3nrrLWpoaKDa2lr5t/YcGIIMIAAAAMADVl5eTj4+PkREtHz5coqLi6PHHnuMjEYjrVixgo4cOUJERKGhoTRt2jQaP348jR8/3m5BIAJAAAAAgIfAZDLR+++/TwsWLKChQ4eSyWSilStX0kcffURERBMnTiS9Xk/p6enk7OxMn376KQUHB9vlsxEAAgAAADwkTU1NpNPpKDc3l9auXUsHDhwgIqINGzZQTEwMeXt7U1RUFB06dIji4+PpzTfftMvnog8gAAAAwEOi0+mosbGR/vCHP9CBAwfI2dmZ1q1bRwkJCeTq6koZGRlUWVlJRETu7u52+1zUAQQAAAB4iFxcXGjFihXk4eFBy5cvpyVLllC3bt3o9OnT9Nprr9H58+dJr9fTU089ZbfPRBMwAAAAwCOgurqa9Ho9de3alU6dOkWbNm2i9PR0IiLat28fzZo1y26fhQAQAAAA4BFy+vRpWrlyJX3xxRdERLR3716aPXu2XT8DASAAAADAI6SsrIx8fX2JiGj//v0UFRVl989AAAgAAADwiDEajXTlyhWaPn36fVk+AkAAAAAAB4NRwAAAAAAOBgEgAAAAgINBAAgAAADgYBAAAgAAADgYBIAAAAAADgYBIAAAAICDQQAIAAAA4GAQAAIAAAA4GASAAAAAAA5G97BXAADgUZWZmUkHDx4kIqKwsDAKCwvr9LKKi4vpnXfeISKi0aNH08yZM+95/QAAOgsBIABAGzIzMykpKUn++14DQLGsX/3qVwgAAeChQhMwAAAAgINBAAgADqm6upp+/etfk6+vL7m4uJC7uzsFBATQ3Llz6dSpUzR48GCKiYmR709KSiJFUUhRFFq3bh0RER08eJBmzJhBQ4YMIXd3d3JxcSFfX1+KiYmh4uJi+bdhYWEUHh4u//3uu+/KZT3//PPy9atXr9Lvfvc7Gjp0KOn1eurZsydNnTqVvvzyy/u9OQDAwaAJGAAc0jPPPEMnTpyQ//7+++/p0qVLdOnSJfLz8+vQMtLT0+mjjz7SvFZaWkrvvPMOHT16lLKzs8nLy6tDyyotLaUJEyZQeXm5fK2xsZGOHDlCBoOB9u3bRzNmzOjQsgAA7kRhZn7YKwEA8CBdv36dPDw8iJlpzJgxlJSURF26dKGSkhIyGAw0duxYioiIoAMHDtDGjRuJiCgmJoZiY2OJiMjHx4d8fHwoNTWVrl27Rv379yd3d3e6desWGQwG2rJlCxERJScn0+rVqyknJ4cyMjJoyZIlREQUGRlJq1evJiKivn370tChQ2natGmUlpZGRETR0dE0b948KioqosTERLpx4wZ5enpSSUkJde3a9UFvLgD4AUIGEAAcjk6nI0VRiJmpd+/e5O/vT0OHDiWdTkfx8fHyfbm5ufL/fXx8KDg4WLOcsLAwSk5Opq1bt1JpaSl99913mt//5z//ISKikSNHUnV1tXzdy8tLs6xvv/2Wjhw5QkRE/fr1o0WLFhER0YgRI2QgWl1dTenp6TR79mw7bQUAcGQIAAHA4bi5udHcuXPpvffeI4PBQI8//jh16dKFfvzjH9P06dNp2bJl5OHh0e4ybt++TRMnTqQLFy60+Z7a2toOrU9hYSGJxhiz2UwhISE232cymTq0PACAO0EACAAOaffu3RQaGkppaWlkNBqpqKiIMjMzKTMzk86dO0fp6ent/v3Zs2dl8Oft7U0pKSk0ZMgQqqiooLlz5xIRUXNzs13Xub6+3q7LAwDHhQAQABySTqejuLg4iouLIyIii8VCkZGR9Pnnn9OxY8eovr6enJz+VyjBOpirqKiQ/z9v3jyKjo4mIqIPPvjA5ue1tyx/f3/ZJO3n50f5+fnk7Oysec/333/fiW8JAGAbAkAAcEh+fn40e/ZsGjVqFPXv35+++eYbKioqIiIiZqaGhgbq2bOnfH96ejqFhoaSq6srjRw5knx9feXv9u/fT8HBwVRTU0MrV660+XnqZZ05c4aOHj0qS894eXlRZGQkHTlyhC5fvkwzZsyghQsXkru7O5WUlNCFCxcoNTWVvvjiCxo8ePD92SAA4FAwChgAHJJOp6Pbt2/b/N3kyZMpPT2drl27RgM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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "condspec = [('state', 'AK'), 'age']\n", + "condspec = [('state', 'AR'), 'age']\n", + "condspec = [('state', 'AZ'), 'age']\n", + "condspec = [('state', 'CA'), 'age']\n", + "condspec = [('state', 'CO'), 'age']\n", + "condspec = [('state', 'CT'), 'age']\n", + "condspec = [('state', 'DC'), 'age']\n", + "condspec = [('state', 'DE'), 'age']\n", + "condspec = [('state', 'FL'), 'age']\n", + "condspec = [('state', 'GA'), 'age']\n", + "condspec = [('state', 'Guam'), 'age']\n", + "condspec = [('state', 'HI'), 'age']\n", + "condspec = [('state', 'IA'), 'age']\n", + "condspec = [('state', 'ID'), 'age']\n", + "condspec = [('state', 'IL'), 'age']\n", + "condspec = [('state', 'IN'), 'age']\n", + "condspec = [('state', 'KS'), 'age']\n", + "condspec = [('state', 'KY'), 'age']\n", + "condspec = [('state', 'LA'), 'age']\n", + "condspec = [('state', 'MA'), 'age']\n", + "condspec = [('state', 'MD'), 'age']\n", + "condspec = [('state', 'ME'), 'age']\n", + "condspec = [('state', 'MI'), 'age']\n", + "condspec = [('state', 'MN'), 'age']\n", + "condspec = [('state', 'MO'), 'age']\n", + "condspec = [('state', 'MS'), 'age']\n", + "condspec = [('state', 'MT'), 'age']\n", + "condspec = [('state', 'NC'), 'age']\n", + "condspec = [('state', 'ND'), 'age']\n", + "condspec = [('state', 'NE'), 'age']\n", + "condspec = [('state', 'NH'), 'age']\n", + "condspec = [('state', 'NJ'), 'age']\n", + "condspec = [('state', 'NM'), 'age']\n", + "condspec = [('state', 'NV'), 'age']\n", + "condspec = [('state', 'NY'), 'age']\n", + "condspec = [('state', 'OH'), 'age']\n", + "condspec = [('state', 'OK'), 'age']\n", + "condspec = [('state', 'OR'), 'age']\n", + "condspec = [('state', 'PA'), 'age']\n", + "condspec = [('state', 'PR'), 'age']\n", + "condspec = [('state', 'RI'), 'age']\n", + "condspec = [('state', 'SC'), 'age']\n", + "condspec = [('state', 'SD'), 'age']\n", + "condspec = [('state', 'TN'), 'age']\n", + "condspec = [('state', 'TX'), 'age']\n", + "condspec = [('state', 'UT'), 'age']\n", + "condspec = [('state', 'VA'), 'age']\n", + "condspec = [('state', 'VT'), 'age']\n", + "condspec = [('state', 'WA'), 'age']\n", + "condspec = [('state', 'WI'), 'age']\n", + "condspec = [('state', 'WV'), 'age']\n", + "condspec = [('state', 'WY'), 'age']\n", + "Test Time = 23.497\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "54d648e935f84b5cb0695d699fd7d92a", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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People with income 8 and education 4 are taller than all other groups of people, yet the same is true for neither males nor females." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9), ('education', '1-college', '2-somecollege', '3-hs', '4-somehs', '5-elementary')]\n", + "Viz.show: Filtered N = 301521\n", + "Viz.show: Target = [('height',)] , Condition = [('education',), ('income',)]\n", + "Viz.show: Showing graph = 3D Expected value plot with two conditions , power = 1\n", + "nTests = 40\n", + "Test Time = 23.88\n", + "String Value Mappings:\n", + " education: 1-college=1, 2-somecollege=2, 3-hs=3, 4-somehs=4, 5-elementary=5, 6-none=6, 7-unknown=7\n", + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2097181f6fa944a1a138d38d44dfce3a", + "version_major": 2, + "version_minor": 0 + }, + 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", 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1\n", + "Viz.show: Controlling for ['gender']\n", + "reductAmount = 1\n", + "nTests = 40\n", + "Test Time = 21.383\n", + "String Value Mappings:\n", + " education: 1-college=1, 2-somecollege=2, 3-hs=3, 4-somehs=4, 5-elementary=5, 6-none=6, 7-unknown=7\n", + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "1957114ba874429ba680a0b9026645b8", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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jJyYmeOGFF3jZy14W1cIYCASi1mcMBoNkZ2fzmte8JuW1CsKZQASgICwCpvjTdT0p8adpGoODg2iaxr59+5LqdQsSAxiPTLZsng0L4GLPdzYsjqlkTpvuY0E4lxABKAhnGJ/Ph9vtBkiq60IgEKChoQGAoqKipMUfxC4hk8o4IsrSZ7FF0vlkkUuWxS4Dk2obOFVVk44ZFITFQPLZBeEMYRgGPp+PlpYWWltbkxJ/fr+furo6bDYbFRUVC1q+JRURkqkWwEzmfHPJpjLfYpZkORu9hwXhTCICUBDOAGZfX7fbHXpoJPrw8Hq9HDp0iOzsbLZv347FYklZEEkWsLBYiOCMjbynhXMRcQELwgITra9vouLJ7XZTX19PUVERW7ZsQVGUeVvBxeN8TALJdBYzCziTBdn54gIWhHMVEYCCsICY4s/r9Ya6eyQq4FwuF/X19ZSXl1NVVRVhOVxoC2Aq4ywW4m5eGM7GdZ0vFrlU5xNLnpBJiAAUhAXCMAzcbvecvr6JJGJMTk5SX1/PqlWrWLt2bcSD5kwIwGTHE1F2fpLJFrmzYXEUC6CQSYgAFIQFYL6+vvHE09jYGI2Njaxfv55Vq1bN2Z9OJu/suTVNo6OjA13XcTqdc4rVhhezTeYaFpLFtjYuJpkuokUACsL5gwhAQUgTXddDBWCj1fhTVTWmgBseHqa5uZmNGzeyYsWKqMcslAVQ0zSampoIBoOUlZWh6zper5fJycmIbgdmzTKzSK7dbkdVVQKBAK2trVG7H5g9VYVzi0wXZMl0/liI+cQFLGQSIgAFIQ0S6esbS8ANDg7S0tJCdXU15eXlMedYCAGoaVqopuDWrVvJzs6OWcxW07SIDgd+v5+pqSnGxsYieqqGd0CAmRqH0YThbMui+XOyv69MQZJAFm6+xY4BlCxgIZMQASgIKRIMBnG73fOKP4guaHp7e2lra2Pbtm2UlJTMO0+6WcCGYVBfX4+iKOzcuZNgMDjvORaLBYvFEtFveGpqiq6uLrZt2zbneMMw5rTFCv+anJycs88UC9HEodmftb+/f85+eZCeu2R6Uoa4gIVMQwSgIKRAMBhkeno6ob6+s13Ap06doqOjgx07dlBUVBR3rnQsYqY7V1VVduzYgcViiSsAY61hvn0OhwOHw5HQWIZhhEReNOHo8/lCsYrmvnC3dCyLYrSvc+2BvdgxgIttkVtMMt3CKQhnGhGAgpAkyfb1NQWcYRh0dnZy6tQpdu/eTX5+fkLzpSoAg8EgLS0tAGzbti2tGL2FdMsqihKKL8zJyZmzf2RkhObmZg4cOBDapmnaHLdz+GuXyxWxb7ZbOpY7Wtf1UAKPGccoD/nUOBudOTJ5PkE404gAFIQk8Pv9uN1uDMNIWCyYFsD29nb6+/upra0lNzc34TlTyQIOBALU19eHguTTfXAtdhbw7LksFgtZWVlkZWUlNIau6zFd0oFAgImJCfx+P16vF8Mw+Nvf/hYSMLEsi7G2JSsYMzkGcDHJ9MLTgnCmEQEoCAlgxrm53W6ApC1FPp+PgYEBamtryc7OTmruZMWXKf4cDgdbtmzhySefTPvhfL7VAVRVNSG3tMvl4umnn+Y1r3lNhFt69tfsxBe/3x8S5Ym6o20223n1O0xlvkx2yS62hVMQzjQiAAUhDmZfX6/XG2rtlii6rtPV1YWu6+zZsycisSJRkhFfgUCAuro6nE4n27ZtC503+/xUCkGb553ph+7ZqAMYzy0dDVMwRrM0hpfXMfebsZeHDh3C4XDEFY7m9nRKnWSyIDufWsGJ5VA4FxEBKAjzkI740zSN5uZmvF4vNpstJfEHiWcB+/1+6uvrycrKYuvWrRHJJwtlDZJA+NNYrdakxJmu6zzxxBNs2LCB7OzsOaLRLCQeLiiBkFs60eQXMy51KVgAz5cyMIJwLiICUBBiYBgGLpeLuro6tm3bltTDPhgMcvjwYTRNY/PmzTQ3N6e8jkQe5n6/n7q6OnJycqipqYloQ2deSzos1DiJzpWJdQBVVUVRFLKzsykuLo57vGEYUa2L5rbwxJfZ5XXM2ERN06ivr49raVwIYZPpLmBd17HZbIs2nyCcaUQACkIUzL6+Xq+XsbGxpM4NBAI0NDRgsVjYtWsXHo8nLUETLwnE5/NRV1dHXl4e1dXVUR/m55MAXGzO1WsKr5OYCGbBb1MM9vb2MjIyQkFBwRy39HxdX+IV8J6v60umC0CxAAqZhAhAQZhFeF9f8xN/olm4phvW6XSydevWUF/gdAVgrPNN8Zefn091dfWcB6KiKAtiUVvsuLxzVZQtBGfqd6koSsgtnZ2djcvlYnp6mnXr1sU8J1rXl/mSX+br+jI5ORkqjZRo15d0OBtlYCT8QcgkRAAKQhix+vomIgC9Xi/19fVzLHGplHEJJ5Yg8nq91NXVUVhYyJYtW5LqRJLKGuDctZalSiY/0BOxkEXr+hJvzFiJL6Ojo/h8Pvr6+hLu+jKfxTHe2jM95lAQzjQiAAXhJWL19U3Egud2u6mrq6O4uJjNmzdHPJjCC0Gn8sCKJuC8Xi+HDh1i2bJlp+fTgy99BUAPougBDKvzvBOAmWwBPN/LwMzX9WV8fJzy8nJWrVoVsYb5ur643W7Gx8cj9ifa9SUQCODxePB6vYvS9UWygIVMQwSgIDB/X994FjyXy0V9fT0VFRVs2LBhzs3efGgkIwCVYDeq71lU70FyJpxcNHkCx19+CXoQQ/Oj+ty8XDGwjBhwLAC6hsLcNRrWHEp8f4eu10ZcT7JkqgUw0znbMXmplNdJtOuL1+ulra2No0ePAvG7vszelmwtT8mAFzINEYAZyPj4OMFgkEAgEPpu1iELv5FeeumlZ3up5wTx+vrOZwGcnJykvr6e1atXs2bNmqgPiITEkz6J6juIxfssqu85VK07tMvqAG1bMcbEWiwnTwEKiRajUYLT1Fr+h8G/gO+Ct+NYXpDgmdERC2D6LGYnkMVkoQRSol1fnnjiCbZu3UpRUVFCXV/Ct6XS9UXTNHEBCxmFCMAM5LWvfS0ulyuUFWh+mX1PzQzXgYGBhDMMMxWzr28s8QexLYBjY2M0Njayfv36CLfXbMItgCGMAKq/EdX3LBbvcyiBIyhoMcfIcY6Ac4SpvEpsvbk4R0cTvkYVnQrjN4w9Pcqg/fUUvHZTWoWgF4NMFoCLydm2AC7GfIl2fQk/z+wXnWzXl8nJSU6cOJFQDONiuKUFIR1EAGYQ5g3x2LFjTE1NxT3e7/cvaQEY3td3vizFaBbA4eFhmpub2bhxIytWrJh3ntC4/uNYvC9i8T6H6n8RxfAkvea87B6oAt3YDm0+1PHES9QUqY9iZ4rjX9jN6n9+Nc7ViRemXuwYwMUkU8Wm9AKOTnhCSjJdX5577jmWL19OXl5ewl1fzIzo/fv3U1CQnvVdEBYaEYAZiMPhwOv1cvHFF5Ofn8/Bgwfp6+vj7W9/O6WlpTz00EN0dHTg8/nIzc0928tddJLt6xveUQNgYGCAI0eOUFNTQ1lZ2fxzBZ7CMfU4r1r/CM6xyYW5AEBVDmNssqAFdqAeHUHxJCYmc4IH2XzxBE03jbDi6kspv2JHwnNK/FP6ZKrYhMyuy2cWgc/NzaW0tDTu8bquR7ic47mzBeFsIAIwgwjvArBy5Ur+/Oc/o6oq73znO/nlL3/Jj3/8Y5xOJ+9617vo6OgItZpaSqTS2i08Jq23t5e2tja2b98+bzcHgwEM2y1g68HwZTEZLMXiWIeq6qhaN4qRXHHpqOtCw2Krw9iRhTZdg3qkB0WL7UY2cfpa2fU2F03/E2Dkb8fZ8K+vwVGaF3++RYrNy/QYwMUi0ztznMvzqaqK0+kMldeRDiLCuYgEKGQgdrsdv99Pf39/xPauri7gdE27pSYAU+3ra1oAT506RVtbGzt27Jhf/Km/w7C/BdSnQO1EcygUVZxAywmAMY4SGENnBZp1N5p1B4ayLK3rUgwPluwXYa8XbdMqEpFOVl8vO9/wBHbjJPXvu5fBP8ZvVbeYwmyx5jkbVs1MtqSeq4JsIZBOIEKmIRbADMJ8aFqtVqampkJCz6yrZQo+c7snQbdhJmAYBh6PB5/Ph6qqSd/IBwYGGB0dZffu3eTn50efg2EM6xfA8njEdt2pgA8s6lG0XBUtdzeWiW4s3rrTx1iWY1grQNFR9F5UfSjpa1SMcSyFh9AvqEDvL8NysheI/YBU/ONs2v9HTpW8huNffpiRJ9rY8C+vwb4sdlxUJsYAZipnQyCJABSE8wd5N2cgy5YtIzc3NyT0tm/fztatW0PuiO3bt7N58+YlkwAS3tc3WfFnxguOjo5SW1sbW/yp/4dhv2qO+APA0oIrMGPlU9BRaEArmMK/bA+6ZWY8VevD4qvD4m1A9Q/h9RbiDlajWXehq+VJXa9q9GMpb0Tfn4deXjLvsYrmY9Wa/2PLe/yMPdVO/T/+mOG/HI1+rLhmzyvOxt8qkwWZ1AEUMg2xAGYQpkvz85//PG63O+Sm/OxnP8tnP/vZ0HEf/vCHufrqq+ctXZIphPf1NfvyJophGBw7doxAIMDatWujJswYjGJYvwSWv8QeSDHwWnPJ5XTpFgU/KHUEC3NQtL1YJppQDW9ov9M6DozDS5u8wXwsWatRLVYUvR9Vj3TvR0PlBKwBV/EqnN1WrJOu6MtDpzT3EZwfvYT67xfS+sU/MPJEG+uvfxW2wuzTx0kM4HlHJlvkxAIoCOkhAjAD+bu/+7uI15qmhUqdAJSWliaUyXa+Ey7+km1Gr+s6LS0tuFwu8vPzowZxG+qfMKz/AUr8hI7copNo44VYmIjYrjANlkMElxWhezdhczVhUebWHHRaJyHQBAFz7mJ0WyUoFhR9AFXvjT137imMLSq6vwbl2DiKxxf1uDz9SfZ/YieH7lzFyOOtTDZ2s/6GV1P8so0zaz0L5VkyzeKymNd0vpRlSXUuyGyLoyCcaUQAZiCapjExMcHw8DDt7e309s6Ig9LSUoqLi0MtyzIZTdM4deoUExMTrFu3LqkHhaZpNDU14fP5qK2t5ejRoxFlYAzGMay3guWPCY+pWoL4nSvJ8k5E3a8whsU5ht9WilWrwDLViDpPOoeij2DxjZxek1qEblsJihVFH0bRThF+yQo6ir0JY7udicGV5J1yoWpzx3d4G9j23kGaf7ObwJCbY//+O7IuXEXJ+/djGAYulwuHw3FGi9wu5kM9vL5hpolNyFwLoCkAxQUsCKkjAjCDMAyD0dFRHnjgAe68805eeOGFqMft37+fK6+8kle84hXs3r074Qr65wuapjE9Pc309DSTk5NJ3bSDwSCNjY0YhsHu3bux2WwRhaAN9TEM6xdBGYkz0lyUrHZ0rwOV6BY4AKtlCCxDBIvXoXodWKePJDa2PobFd9oSaagFaNZVoNjxeXrIsg6gKDOu54KyDvSyPPSJ9SitPShG5O8njz72/IOPpj9egKvVgufZU5xq7sd43Qpa9JZQUlG8bgjml8PhwGazycNzkclkl6z5gWwxBWc6FkB57wvnIiIAMwDzxvub3/yGj33sYwwNDZGdnc3KlSvJz88nNzc3lPAxNTVFa2srN998M6qq8vjjj3PxxRef5StYOMy+vrquY7Vao7Zwi0UgEKChoQGLxcLOnTtDMZWqqmIwiW69GSx/SHltqjqFnr0X1d0Q91iFTgwn+J3VWKa9WLwnkppL0Sew+GasjdkKaFoOLn8JFls2Trsbi96FUtCAsb8UY6AMpbOf8JwwW3CUXZc/QceKV9H7Vx2mAmTfd5KCy6rYeP1r0e0Kfr8fn88XsyuC+WUKxkTEYnhiklhczi8y2QV8NiyOgnCmEQGYAei6jsVi4fe//z1DQ0NcccUVvPGNb+TSSy9l06ZNEcd1dHRw6NAh6urquPfee0Pu4Uxgdl9fi8WScByU3++nvr4ep9PJ1q1bI2oE5ubXU7H6h2BJvP9uLHRHD7pbmde9G47CMbQchXF9Pfn6NLbgQErzWpimwD498yIAhpKDYV+LYclCWT6KUZoDXQ6UgfHTcwenWV/zf2QVv5b2+2cefBOPHaexeYCqG19L4b61Cc2taVpIDM4WjG63m/Hx8ah9Vx9//PGErIt2uz1uN5dzhcWMy8tkC+DZEoDnw3tMEBJFBGAGYH4qffOb38xHPvIRDhw4ENqn63rIAqOqKlVVVVRVVfH2t7+dd77znRnTn/KRRx4hOzubrVu3hhI+Zrdwi4XX66Wuro78/Hyqq6tDv0+DKQzr7azc8NuFW6jah+7cieptSfgUBYP8vE4Mw4KfWqyTnajB9MSoYkyDrzlUJdBQsmH9WvSKNdA6gupxvXRckBVl/0f2tZdx+Icz9QH9g1O03Hg/5W/Ywdp/ejmW7PnLCVksFrKyshJqh2XWa3ziiSfYsWMHmqZFiEaXyxUhFv1+P4ZhoKpqwq5oh8ORcBHw85mzkQSyWJj/14tlkUtnPhGNwrmKCMAMwLzBvPnNb56zb766d9u3bwcyw9V2zz33sHnzZnbs2BG6FkVR4gpAt9tNXV0dJSUlbNq0KfL3oLSB0rjga/Vbp1L6x1MUDagnWOBE0fdimTiCqk+nvR6D5SiB1SiTfpSpNoySUoITNSiTJ1CZKRZeaH2Mjf+4hfZfVKG/1EBm4PeNjB/spOpTl1Owe3Xa64CZv5mZrV5YWBhXqBmGQTAYjGlhnO2ONouhWywW7HZ7aK6mpqZ5LYwLKTTORpLLYpDJGc6LLTgFYTEQAZiBTE9PMzIyErKemO3PvF5vxANycHCQAwcOsHPnzrO95LRxOp34/f6IB1B48kY0XC4XdXV1LF++nA0bNsx5eClGLQR+w9Do9ygq/RUWa/Q6eslidXTgn96A3ehK6XwFL6iHCBbloWh7sEwcRjUSb+tnGFZ0vQpLsAjVNYji6QXGT4/v68FStALdu4ygrRjV1YKqBKnIOkrBR4I0/rQa/9jM79XXP0nzDfdRceUu1nz4UizO9HuehmfmJnKszWbDZrORkxO7g4mJYRgEAoGQWJyenqalpQWHwxEKIQgXi4HATN0dq9WasDvaTBw622R6GRhFUcQFLAhpIAIwgwgGg1itVm655Rb+8z//M6FzPvGJT/CNb3zjDK/szONwOOb0Np7PBTwxMUFDQwOrV69mzZo1MW/sClamxv6e8ZEDVG15DCy/BCWY/oLzc5hVEjBpFKbAUkdwWSlKYAWWyQZUol9vUCtANapQPGBxdWLVTgInY46teg+hOzehjh7BKNpOwOfD4mshK3Ccve/zcvh/a5nqeGkuA/ofqGf8+U6qPv068rdXpndhZxBFUUKCLTc3l5ycHFpaWqiqqooq2nRdDwnGaBbG2S7pYHDmvRErQ1rTNIaHhwkEAhGC8UwJi0y1AC522zlzPhGAQiYhAjCDMG9Oy5cvB2DlypXAjPXC5XIxMjJCZWVlaPvY2Bhbt249O4tdYBwOBz5fZHmVWAJwbGyMxsZGNmzYEPpdzIeqqvj9OajajRj62zAsXwPLE+kt2NKMbqlA1QbTGwdQGALbEMGSlSiePGzTzRi6gsF6lEAp/tEBsrQBFJKIOzQ0LIXTaGMK6mgjSk45Y75N5GT7cXpOsPMNLlqfuZTB50//fr094zR94lcsf2staz5wCaojtdtLMhbAdIn3QFdVFYfDkXCpJF3XY4pFr9eLYRj09vZy6tSppDKkw+MXEy1qnukWwMW0skoRaCETEQGYQZjxUldeeWWodZmqqlgsFjo6OvjOd75Dfn4+X/jCFygrK8Pn87FixYqzvOqFwel0MjYW2ZEjWgzg8PAwzc3NbNq0KSSU4xE+jmKsRQl+G0N7FsP6n6C2pbZgRUPLrkCdSl8AhoY0ujHsCmMjuyjQLNjGWoDelP/JVW8Xxrp9GO2tKNMDFFkG8dm24PPswmqMsGn/H8kqeQ0n/y/sJN2g79cvMv7sCapueh151Yn9jqNxPraDU1UVp9MZ6rs9m4GBAXbu3EleXh4QmSE9WzTGypAOt2LOJxYDgQBWq3VRhdliu4AXi3TmE6uhcK4iAjADWbduHevWrYvY9opXvIJly5Zx1VVX0drayqWXXnqWVndmSMQFPDAwwJEjR6ipqaGsrCzhsaPFEirGhRD4FagPYFi/C0ryWbmGrQVdyUU1Fia2MODLgcESio3DAAQrtqFOTqK64/cNjoXqqyO4rApltA8FA6frCEZWCUGtAs0oY+X6Z8l6Ty1HfxqZCezpGuXwR/+byqv3seofD6DaEs+6XUoPzGQzpOcTjLPd0aZFvLu7O+H4RbOkTrIYhnFWYgAXC7EACpmICMAMxO/3MzQ0hK7r+Hw+fD4fuq7zzDPPAHDw4EE++MEP4vf7Iwrvns/EEoCmcOvp6eH48eNs376d4uLipMaO5UpWsID+VvC/DsPyQ7D8HJRA4gMrHvTsbajT9UmtJxqeqQqyRn04lNOJJRZfE4bDwqS1iqzpYWzaVNLjKkYQyzIv2piKYrxkBfUMY2MYfdl2/KeyKSgbY+dHcmi4M5eIEETdoOfnzzP2dAdVN72O3E3l6V7mksbMkLZarWRnZ8c9vrm5GUVRWLNmTUoZ0vFc0ea2cGGU6TGAgpBJiADMIMxPqb///e9529veRl5eHl6vF03TIgTMqlWrADKqFlqsGEDDMDh58iSdnZ3s3LmTwsLCpMdWFGVed6RCLop2PYb2NgzrN8Dy54TH1h0d6NNWVFJPLJkeqqLQfRI1SnKKgkae5RhavpOgbQeW4WMoeuxWdNFQPZ0Y6/djtB+L3D56GHtxEUE9iH2snV0fquHwT2xo7sjz3SeGOfxPv6Dy3Rew8j0XoFrnf98tZgxgpmO1WsnJyUkpQzoQCMxxSc+XIQ0z5XScTmdM6+JCZUgvdgzgYs8nCIuBCMAMxGabKcVhlsgIvxG/7GUv4x3veAeQeQJwtgXQ5OTJk+zevZv8/PyUxk60oLTCSpTg1xgaeBh77rfJy++OP7gygp5Vi+o5nPS6DMOKt3c9y7Q2iGOcsOCFwAvoy5ahGxuwjhxBSbAbCcy4gqezluP0RKYuK94xbIyhr9kKXc3sekshHYe3MlYfWZ/Q0HS6732GsafbqbrpdeSsL03g+hYvCWSxxOZidwJJhtkZ0vEIz5D2eDwcOnSIoqKikJs62QzpaBbGWBnS4gIWhPQRAZhBmDfEzZs3c91111FWVobdbsfpdJKVlcXatWs5cOBAKAA9k5htATQMg87OTgB27NiRsviDxApKm3R3d9PensXOnT9FyXoCw/odUIbmPUd3DvNSveWEMbRitB4nhSSXhKJqo6iMopWuRNWWoY4eTeg8xQigLgtg9ChRhaM62ox9WT6arZyqjX9jbOPL6PhDEN0daW2cbhuk8cM/Z9U1F1F59T4Uy9yHqrjaFo4z+bsMz5A2YxhXr14d+gA6m9kZ0uEWxmR7SAeDQYLBIP39/REWxkQzpJMlE4rlC8JsRABmEOEC8Dvf+U5o+/T0NIqihOKGNE3LKOsfzAhAr9cLzNysjx49GsoKTiReaj7iFZQ2OXXqFB0dHezatWumxZ5+Jfhfi2G5G129F1WNUaxZ7SLo2IbVdyz6/tn4N2Lp68eZQuKJiSXYDXSjVWxBmdZQp2LXBDTJpo/plTtxdHdG3a/4J7H661HXVlPU+yzb/2ELHS+sYqoxMgnFCGh0/ehJRp88TtVNryN7TXIxmec7mdgtI5FCyfEypGczX8KLGdrS0dGRcIZ0uFAMT3hJ5O8hFkAhExEBmKHous7zzz/PT3/6U44ePYrT6eTAgQO87W1vY9OmTWd7eQuO6QLWdZ2WlhZcLhe1tbU8/fTTCVvvYpGIBbCrq4vOzs7T4s88l2wU7WOc7NjDsrKfklf4VNTz9SwNEgjNU1y1WEcaURUtqWuIheo7imFV0JbvQB0fRvHMb63MogWtcC3KeOzyNerYEez5OVicI2zeM0jfyt30PeNFH5uMOM51tJ/Ga3/GqvcfYMXb96Kop1v4gcQALgTns9icL0N6YGCA9vb2UN/zRDKkR0dHE+4hPdsVbX64TAWxHArnKiIAM5THHnuM17zmNRHbHnroIX7/+9/z29/+lvLyzMrIdDqdBAIB6urq0DSN2traUIZiugIwngUwXPzFcjXrwTL6Tn6c/OwPY1hvB3VWzJ/lCLptPWrgVIzzbWhD68kN1MWN90sWBQPF24CRZUMv3Ik6dAIlGD1jWDUCUKKjTSgo8yXGBKaxBupQizexwvI8uZdvpqtlLe7DJyPO0/1BTt7xxIw18NOvI2tlUWifCMD0OBu9eRfLSjb72pLNkI7XQ3piYiJqhvSf/vSnlDOkBeFcQwRgBjI0NMSXvvQlALZs2UJXVxcWi4UtW7bw/PPP89WvfpWvfe1rGeXWCAaDjI+P89Of/pTbb789IhHmTFoAOzs76erqYvfu3fPGVpqZxIqxEwI/BfX/MKzfAuW0e1TLKoguAIPLodcgl9a0riMeihFA8b6AUZCLbt2JOnQERZ/rtlY97Rjr9mN0xHdZq+Ot2K1ZFFVmkZUzSXfhWkbbdPS+gYjjppp6afjgT1hz7cuouGp3xlpNMlXULvZ1pVuWJdke0qdOnaK3t5etW7fGLNodK0N6w4YNbNmyJeW1CsKZQgRgBuL1enn88cfZtWsXDz74IHv37mXZsmU88sgjFBUV8dRT0d2Q5yujo6P8+7//O1NTU3zhC1+ICEJfKAtgtDFOnDhBd3d3XPEHkaVkFBTQ/x78rwLLjzEsPwbFg2E9jK4Wo+phsX2+GuxDp1BYmGLRiaDoLhT/QYziMnRjE+pw0xyjoxpoIFiwEmViOP54QQ/WiUPkFG5g3XYf+bklnCzchNZxAnyn6ybq3iAnvv0YI0+0oRxIL24zWTJRmJ0NC2CmtoIzDAOr1ZpQdjREZkhnSq1VIfPIDPOPEIF5Y9ywYQNlZWWhgtB5eXnk5OTMaZl2vnPLLbeEMp5nu2ATTeCYj9ljGIZBR0dHwuLPHGO2iFRwomgfQfH/DrQ3Ahpa9qqX5lBQp2qxDxxF0RdP/EWsLziIqh3CKK9EL9oYuU/3YSlTMZJ44CsT7diDL1C2bYBN1YfJ216GunrNnOMmG7rJues4Q39oSvsazkUy0bp5NgTgudwKzsyQzsvLSzsJTRDOFCIAMxCn04nD4WB4eDhUCHZ8fJwf/OAHTE9Ps379eiBzHkRf+cpXuO2220Jul3AW2gVsir/e3l5qa2sTtgjMV0xaoQw1+EWUwM8xrA50oxjbaA22sbqkavWdKRT/CRSacRVU4nOcjh1V3W2o65JLKFI0H9bRZ1m2tp0NO9tZtakfbc1mlLzI36Pi1+n57t9o/tff4BucjDFa+mTK/0A0FlskZXJnjkwKlxEEE3EBZyBZWVlUV1dTX1/P0NAQNpuNkZERPvrRj1JUVMRHPvIRIHMefllZWeTk5MzpBAIL5wI2e522t7fT39/P7t27E4odmj3GfCjGVpTg99DV59Esj+HRDPyBALm5ufj9XkAjy2kFw4Oie1D0adCnUZTFEYk56gmMbBVt2U7UsX4U7whqoJFgfiXKZHxXcDjK5ElyLD3Yd+7HHhzgpHMbfv9yjBNtEe7miRdOUv++e1n70VdQ/vrtC3tBwoKx2ILsbBSCTnW+TLnPCpmHCMAMxOl0cvXVV/P973+fZ599lrKyMsbGxqisrOStb30rb3rTm4DFd9ucSaK1goOFEYCKoqBpGsePH2dwcJDa2tqk3TrJWCKN7H0c7S9mbLKavatOYp18CHtwZGbnLG+wgQXDkoOh5oAlC0N1gGIDxQKKAhj4fG60oI/sLBXF8IHuQtFcKFFax8W9DnQUbx1GtuOljOE2LOUWtMnkkpN1az6GrRiL5qJwZwFWx0EmfWtpndhEnmUEfWgkdKw27af9q48w+sRxNvzra7CXJGZ1PRdZ7Np8mWoBlFZwgpA+IgAzEFVVufHGG7n++utDjd11XWf//v0UF58uupsJws/ELAQ9+6G3EDGA5niDg4Ps3r07pZieeP2Ew+ns7KSvr4/du18FOTl4jH9iuPU+irx/Is9oiXALK+igTaFoUzDXAw5AaLWR3dkwlGwMSy5YcsDiANUOihWUlx50ig5GEAwfiu7D75/AihuL4kMxfCi+gxhFBRhqFsq6zXDidFawrjoxHKWgFmAoTgxNxfAHMTxucI1BwAuMvvQFuXbIsZ+iaNeL9PVtoNW3mmL3KARP1zsce7aD+vfdy7p/vozS19Yk9Ls8F8mk/zuTcz0mL13EBSxkIvKOzlAmJyeZmppiZGSECy64gP379+N2uzl69ChHj860/2ptbeXgwYMJj9nT08O73/1uiouLycrKYvv27bzwwguh/YqiRP26/fbbY475+c9/fs7xqZRMcDgcAHPiANO1AIa3lNu1a1fKAd2JrqOzs5Pu7m527dp12sWsWHE5LuKY7V/xVN+Hv+zdGJbClNYRjmJ4UYPDqL6TqO5WVFcT6lQ96uShma+JetTJJtSpNpTpLhyBCSyBAEbAjqEvw1BWAeWAF3KzCFZcgj/vZfiDWwn0OQl2ThLsOIXW3obeeQyjtx3G+l4Sf1HWQ5CsnEnWV9Xxmot/z7qdrRRt0iBM8AanvLTd+hBHP/tb/GPutH8HmcxiZwGfLy7ZVJBWcEImIhbADOXd7343Pp8vVB0/GAyiaVqoH2dDQwNf+tKXePbZZzl27Fjcm9vY2BgXX3wxl112GQ899BClpaW0tbVRVHS6cG9fX1/EOQ899BAf+MAHeMtb3jLv2Fu3buXPf/5z6LXVmvzb0mwv5fP5IsoupJMEYhgGx44dC2VNJ9rCKhqJWAC7urpCNQVnJ5eY5xuOVQRW/DOBio9gmXgU2/ADWKbrUl5XKihGEILjEBzHE6hAm7KS432OoHMLtslhAvlrQSlGUZ0ojhwwwJiegskB0BLrYGKx6pSsGKCEAQJrbUwOLWPgRCnT4zNZ3qNPHmfycA/rP/kqSi7bfOYu9jwmkwXgYrtkxQIoZCIiADOURx55JFS9Phq6rtPf38/x48fx+/0hC1osbrvtNlatWsU999wT2rZu3bqIYyoqKiJe//a3v+Wyyy4LZR3Hwmq1zjk3Wcz1z77mVC2AZj/h8fFxdu7cyXPPPYeu6yn3UI7nij516hSdnZ0xy8rMEbKqDa3ocrSiy1G8J7ANP4B17CEU7cxlzIajk4/fuxHHaFuoRqHT24ZXLcUx0YKBwrhSjjE5Sd70GAqgqyqB7CI0ey6KYsUS9GOZHkWNYRE0sTkCFK8coHjlAD63nfG+ZQyerMA7Aa23PMjIE62s/+SrsRXMbRkWD2k7tzAsBRdwKh9MBeFcRt7RGcp73vMefD4f2dnZZGVl4XA4sFqtqKoacrV+7GMf4w1veENCouZ3v/sdl19+OW9729t4/PHHqays5LrrruPaa6+NevzAwAB/+MMfuPfee+OO3dbWxooVK3A6nVx00UV8+ctfZvXq1UldrykAZyeCpBIDaBgGR44cYWJigtra2lBh6XREwnyWyO7ubk6cOMGuXbti1hScz4JoONfhX3kD/hXXYR37M9aRB7C4z0wNPd2wYKj7UAY7cQQiO4GoaDgryzBOTKJgUKT1gwW05RUE1GUo/d04PCPgGYk4z+fMxWvNRsOKqus4A9M4AtHdu45sP+Ub+ilb3493Koux3mIGnvJTX9/N+hteTfHLNkY971whU5NAloILOFULoLiOhXMVEYAZyg9/+MO4x7zxjW9MeLyOjg6+//3vc8MNN3DzzTdz8OBBPv7xj2O327nmmmvmHH/vvfeSl5fHVVddNe+4F1xwAT/+8Y/ZvHkzfX193HLLLbzsZS+jqakpoQLLJqqqYrVaowrAZCyAhmHQ0tLC1NQUtbW1OByO0EM7nVjCWAKut7eX9vb2efsIz3d+BKqTYPEVBIuvQPW0Yh3+3xmroL4wsXLT/o1YJ/zYA7HFpTLehF60DmXsdDiAZbofC/0YhdkYhZvQhkYhrGyMI+jCEYxMbw7Y7ejZxei2LIyghuJzY3ePhoKWFQWy8j1k5XezfFM37olcRu5qo/N3O8l/z36yluVF9Gi12+0pW2+F+Cy2BVWSQAQhfUQAZhh+vx+LxYLFYmFoaIiHHnqIQ4cO4Xa7WbFiBZdeeimXXHJJKDPYMIyEHoy6rrN3715uvfVWAHbv3k1TUxN33HFHVAF499138653vStu3Nzf/d3fhX7esWMHF1xwAWvWrOHXv/41H/jAB5K6dofDMccFnEwMoK7rHDlyBJfLxe7du0NWRdNiutACsK+vj7a2Nnbs2EFBQUHS58+HnrUJ/6p/o9f+D0wc/wVrsw6Sr3antHZDXYMxvYzssba4xyroqAUOjCjNZpSAG2WoYaYV3tqN6H4reu+JqOPYdD+4ImNKsVsxckvxj/nRXR5UVcNqD6JaIKfIRU6Ri5VaF67/fpzR0m107qnFr+mh94TFYgmJQVMYmm69gYEBsrOzQ/tsNtsZExiZaJWTGEBBOP8QAZhB/P73v+f+++/nn//5n6moqOCqq66KmuX7wx/+kGuuuSapmJbly5dTUxNZeqO6upr7779/zrF/+9vfOHbsGL/61a+SvobCwkI2bdrE8ePHkz43Wi3ARC2Auq7T0tLC9PQ0u3fvntO/M91yMrPX0d/fT2trK9u3b49IpJnv/GTnHx0dpelIBytXvpUXR1/JhdtysQ7/D9axP6EY88fdARhKAUawBvqaUYyRuMeH1jrRQrBkM8rwqaj7FQwYbcUCqCvK0R3L0XtOgj/OmvQgymQfDgsQppeDfsuMmNRVFMUgu2CKfOMpVj37LMGc9Vj3/x3Kzgvx+/2hL5/Ph9/vx+udmbOrq4tAIIDP5wu5F8Oth7OtibN/XuriINMFoGQBC5mICMAM4u677+a3v/0t3/jGN/jXf/1XDh48yLJly1ixYgU5OTlMTk5y7NgxPvGJT/DqV7+aNWvm9mGNxcUXX8yxY5ExX62trVHHuOuuu9izZw87d+5M+hpcLhft7e285z3vSfrcVAWgrus0Nzfj8Xiiij9Iv6VcuAVvcHCQY8eOsW3bNpYtW5bw+cnMPzExweHDh9m8eXOoE4yeXYN/dQ3e5R9HHX6QrIkHUb3tc841sKIre1EGO1EChxOeMxw1R8dIoDmI4hrA4hpAzXViFG1CG5mA8cGk5rLaNbBHZhfrQRVdB8Y60f74fYy/3I1aupH8S96Abcvp92UwGKS3t5e9e/eG/u7BYDBCJIaLxomJiYh9Ztkhm82WkFCExXOXZrIFcLGTMsQCKGQiIgAziJ6eHqqqqigoKAiJtS9+8Yt86EMfwmKxcPz4ca6++mpefPFFXK6ZmKtEb9zXX389Bw4c4NZbb+Xtb387zz//PHfeeSd33nlnxHGTk5Pcd999fO1rX4s6zqte9Sre/OY387GPfQyAf/3Xf+UNb3gDa9asobe3l8997nNYLBauvvrqpK8/FQGo6zpNTU14vV52794dSviYzUJYAA3DYGhoiJaWFrZt2xZRlDseybiAXS4XDQ0NbNiwgeXLlzMyMhJ5riUX37K3YFn5Hqzuw6iDv0EZ/TOK4UO37IARN2qaSSTqZBta+VYYiO7inY0S9KIMNc64h9dUMT7mI2dqiFS73KlWHbs1PBzAizH1AsHfNuD9bSF62W6M1Xtw7q6ec67VasVqtSZU89EsqzTbsuj3+3G73YyPj0fsA3jyySfntS7O3p6qsMr0TiCZnHQiCIuBCMAMwmq1MjIywtTUFPv37+fw4cO84hWvCMX4VVVVsXr1aqxWa8jtmOhNbd++fTzwwAPcdNNNfOELX2DdunV885vf5F3velfEcb/85S8xDCOmgGtvb2d4+LRpqLu7m6uvvpqRkRFKS0u55JJLePbZZyktLU36+qMJwPksZ5qm0dTUhN/vn1f8xRsnEcx2cs3NzWzdupWSkpKkz09EALrdburr61m9ejUrV66c91zDMDDydqHl7YI1N6L0PIzacCeKHrt8UDKo9mmS/Y0pGDDWRhGglRZDzir03lPgSy+RJei14nc70PxW0AMoYwcxjh1k4rcONvlz6flTM/aVK8nZtZG8C2qwZCdW81FVVZxOZ0I1InVd55FHHmHv3r0Ac0Sj2+2OEJDB4EyrvkQsi2c70WUpuIAlC1jINEQAZhBbtmzh2Wef5Y477uAtb3kLv/nNb/jWt77Fhz/8Yex2Ow0NDTz55JO84Q1vSKmjxRVXXMEVV1wx7zEf+tCH+NCHPhRzv9lVw+SXv/xl0uuIRbQkkFgWQE3TOHz4MMFgkF27ds0r/sxx0rEATkxMoOs627ZtS0ncJiIAvV4vdXV1VFRURLjmExKP1gKMNe9AK7kEteHrqIPPJ73GOWt2dcLyndAXP3kkGhbvCHhHULMdGCs3oY1NwehAQucaOgQ8DgIeO3rAMmNZ5KV+xS89jxXAke3Dke3DMEbwnWhjoukZRu6yoVucWIuX4Vi/ipzazeTt2YzqmBsakAymEMjOzk5IMJpF3GdbFn0+Hy6Xi9HR0Yh9EJnoMj09TXd3N9PT01EtiwuZ6JLpFjlxAQuZiAjADOK1r30tf/zjH7npppuAmc4VP/jBD/jBD34Qcdzdd9/N1Vdfzate9aqMurEl6gLWNI3GxkZ0XWfXrl0JxRKl01JudHSUtrYZEVRWVpbSGPFEnN/vp76+nuLiYjZs2BDxcEwqgzinEv3A1zB6HkM9/C0UbwKBfPOgqsNoioKSTg1FzYcydBgVMNZsQNey0Hs6YPaYtiyMwjUE/Q68nYMoLyV4JCITFAWc2T6c2T4MA3xuB77xKTzP9eB59nmGjJnxLaXFODesJmfPFnJ3VaHaztwt1GKxkJWVRVZW/ALXhmGEklhModja2hoqjTQ5ORkhIMMTXRKxLMZLdFkKhaDFkidkGiIAMwTDMPiHf/gHDh48yF133RVq/ZaTk4PFYkFRlIjyMOm4M89VYgnAcPETLv527tyZcCB5smVYTMbGxjh8+DDr16/n+PHjKT+45rNABgIB6uvryc3NZfPmzXPGT2XtRuVlaGUXoB75IcqJB1CMxFq4zUZx96BU7obuY/EPTmS8sfaZ7OGyYvScVWhDYxhZ5QQndfxdA9A1YyFM51GtKODM8eHMCROD006Cfh29z4O7rxv3k08zaCjgyMZaVoJz4xpy91WTs339WREK4WLOpLOzkxUrVkTtsrPQiS5utxtN05iensbhcITuOWeK88kFLAjnKiIAMwTzZvu1r32Nd77znTz66KNMTU1htVpDN26r1YrT6cTr9bJp06aI8zKBeC7gYDBIY2MjQFLib/Y4iTIxMUFjYyMbN26kpKQkLQEYKwbRFLQOh4OampqoY6cqXrFlo+/4BKx+HZb6r6GMH0l+DEDVutFUK4oeTOn8aCieEVR7Hkq2FyPLg9XixVFajq7b0QIW9OkgmsuHPjmF4Z5OfZ4oYtDrdhL02VAUwD+N1j3NdPdJph97AsNQICsHa3kZWZvXkndBDVmbVqX+NzhDpJPoMjtucXx8nOnpabxeL08++WRILJ3JRBcpBC0I6SMCMAPZs2cPe/bsSejYTBOAsZJAgsEgDQ0NqKrKjh07kg6WTzYJZHJykoaGBqqqqlixYkXIipKqCIgmIHRdp7GxEUVR2LZtW8wHVNrio3Az2svvYOyFuyjqvQ+r4UnqdMU7hLKyFrqOpr6GWRiFa2BqCCXgBvcwlG1D6W1ANYzTN7VcG0Z5KdhL0NUc3CMGk0dGsOPBos78PhTFINHnelQxOO0k6LedjjFUDPC60E66cJ3swPXIoxiGCtm5WJeXUWDX8a0bwLk58RJMqbJQIimRRJeenh66u7vZv39/VOviQiS6mK8tFstZaQWXSfdKQQARgBlLe3s7J07MlODw+XyhL6/Xi9/vR9M0NE1jcHCQq666it27d5/lFadPLBewpmnU19djsVhSEn/mOImKqKmpKerr61m3bh2VlZXAaaGt63pK888WcWbtQk3T2LVr17xjRhOASQtCRWWi9DV0s5GdyuOo3X9O6nTVdwLNakcJpp9hbBSshqlheKlfsGLoMNCIUbZxpoag76W2cloAZbIX6MUC5AF5m8AwFPweO0ZQRQ9YZr6CKnpQxdBtBANWDN2YEYcWHYtFi+JWnyUGp50zlkG/NSQGTx+rg2cSrWOSMmD4i99lEAtqTh62ygqyt64n78JtOCqTywxPhMWsA2j2GbfZbNhsNnJycuKeF57oEi4U4yW6GIaB2+1maGhoXtG4UIku6VgARTgK5yoiADOMYDCI1Wrl1ltv5Z577knoHIfDkbEC0DAMXC4XhYWFbN++PeUyGYlaAF0uF3V1daxdu5ZVq1ZFnG+uJ9X5zXMNw+Do0aO43W5qa2vjurLnKwOT7Br8ah76ns9hrP571IavoUwn1l5O8Y+hVNbCyfSsgEbBapgeDYm/iDlG2jCylkHOGhg9GXstioEj2xd1nx5UCXht+N1O9IAFQ1dQDNA1FV2zoGsqhj7zt1QVA0XVsVg1nLlenLleDAO80058McSgiYoG0+MEWseZaD3KxAP/h44FNb8A28rl5GyrIv/AVmwlhcn/kl5iMV3Oqc6VaqJLQ0MDy5YtIzs7OyQQU010CX8dS+SJC1jIREQAZhim0FizZg02m401a9aEPpVPTU3R29vL2rVr2bBhA6qqMjExwfbt28/yqhcGp9MZIQADgQCdnZ0oisKOHTvSuoEnYgE0xd/q1atZvXr1nPMh9QelOb9hGLS1tTExMUFtbW3c8jWwAC7gKOMYZXvRXnkvauvPUNp+nlDtQNXTimbPRvGnVtPPyF81I/78sWP6FM8ohncCKrdCT3PSc6hWHUeuD0furA8SOvhfKivjn7bPxP/pChgQDFjQNetM/J+hoCg6WXnTKAoE/FYCHjvBgC1CDOo6GLqCrqsYhoLx0ne8Hryjp5io7+bUPY8SsOZhq62l5qMXYM93JHUtmdYJJFzMmbVMly9fHvN40xUdzR2dbKJLMBhkdHQUXdcjXNFi3RPOZ0QAZhimhesjH/kIV155JQ6HA1VVUVWV9vZ2brnlFgoLC/nP//xPKisr8fl85Ofnn+VVLwx2uz3kJgoEAtTV1YUEUrqf3uMlgUxPT1NfX8/KlStZu3btnP3hLuBUMMVXR0cHQ0ND1NbW4nAkJghiPaRSsQBGdhSxo1e/H1a9ZqZ24NAL858fcKGu2ITRmbwV0MhfCe7xecVfaB5Dm3EJL98Cwz1RrYXJoqgQ9FlRrRpFq0bn7NfC3MmGpqIHLWh+Cxa/FYs1iO63EgxYCfjsBPw2tOBc8aAovFTA0IcFsKhg10fghT/x3FXPwaoqNn74QioujC16zhbnYlmWhUx00XWd7u5uTp48ic/nSyjRxW6343Q6E/4/FYTFRgRghlJWVjan5tyGDRvo7e3l/e9/P1deeSXXXnvtWVrdmcG0AJo18bKyslixYsWcHsapMJ8L2O12U1dXx/Lly6OKP5N0ikmb8/f29lJbW5uQyyz8XNN6mM5DOua5uavQL/4GRvefUQ9/G8U3VyCFxnC1oGcVongmE57XyK8EzyT4Xcmtd+goRk4ZKEUw3pPUueFMj+SiWHWyC2MLSYtVx2LVISsQdb+hM+NCDpji0IrblcXUWA6eyWzwWVHV2OEJxQWTGBOHOPqpNpqcpZS/fhs11+3BYpu/Nt9icb53AomX6NLX18eePXvIzs7GMIy4iS7ma4vFwitf+coFW6cgLCQiADMUt9tNf38/mqbh9Xrxer1MTk7yyCOPAHD8+HFgxlKWiBvxfMDpdDI5OUldXR05OTnU1NQwNTW1IDUPY4k3j8cT6r6xfv38NeDSaSc3ODiIYRjs2rUroeD62fPC6Ye0GayfLPFcycbKV6OVX4jacifKid+iRGkEp2he1IrlGCcSE4BGXiV4psA3lfR6AZTpQQyLHVbUQG9LwucZOnimcrBaA2QXpV5GJrQOFSyqhsWmATMiMbvERcnaoZn5jJn4Qy1gJeizEvTZZjqZuB343E58Lie6ZqWsZApdn2Lo/mEeu+85nDVr2favByjctCz6vOeJC1j3eTFONqGdaobBDgzXMJrPwHH157EUzy2evtju7fD5kkl0ERexcC4jAjDD0DQNi8XCnXfeyQ033BD1GIvFEqoDeLZ6h54JdF3nwQcfZNu2bbz73e8Oub4XKv5ttngzW6+VlpbO6b4Ra4xU1tLf3x9qoZebm5v0+ekmoISPE3cMWy76zhtg9d9hqf9PlInWueNMNqHnlqO4YlsKAQJZZVi9rpTFX2g+zQ+DhzFW1MBgJwSjJ4DATIYwZZswPC6y6E1r3kQIBhSCASsYoKgGFouGIzeII9cLyuSMW1gxwFAIem0E3Tb0oJUVgZnexsODXRz9eD3TltWsfuceqt5ZM0fwLxaJzKUHfBgnm9G7mjAGOmCyF8U3joKPmYBKFdWmgwLe3iL03/yInGs/jTLL2reYZWDM97wkgQiZhgjADMXsN1tRUREqPeJwOLDZbLzxjW/kqquuAjLnptbb28uPf/xjVqxYwTvf+c7QdaXTwi2c2ULS5/Nx6NAhiouL2bhxY0IPo1TE6PDwMEePHmXLli20tLSk9FBfVAFoUlSN9oo7UToeQD3yI5TgaSuaogdQS5dhzCMAPdYi7AEv+NMTf+Eogy0YectBU2AysqewgQKlm8E7CQOtKXUS0TXweux4vTNxfsGgBU1XwQAUA9ViYLVq2OxB7E4/ziwfjpwAdqK7jU38LjsKCjZnEItFRw8EcKoKFLtYtmpkZv16HdrJB5m8xU5QLcC5cT0VQRWlwIqevwfVdmbj0Ga/L/WAH6Or5SWh1w4TptDzoiigzjpX1y1Y7EFsjgCGAe7+QjAUtM5W/E/9EcfL/m7e+c4k5v1DrHlCpiECMMMwLXoXXHABX//61yksLERV1VAXkE2bNrFt2zZgJksuEzLZDMPgrW99a6j0SnhZlHTcruGEj+Pz+airq6OoqIhNmzYl/PtLdi1jY2M0NzdTU1NDUVERkJqIOysCEECxYGx4K9qKV6Ae/hZq72Ond000oResRpkYnHOakbscy/QkqpZ+8sacJU31YVidULEF+o9ioDBmK6fQDsrArFhRezY4csCehWtAY3rQi81m4PdBUFexWHWs9iAORwBHlg+n009uVpBcFmbdugadx1ayavUQquUlK5RNJxC0Y9GDKGpYv2cVrHYNq90DeKCnn7UAf3qSwCNgYAVbDmQXohSUo5SsRF2+AXX1FtTcwjTWGMToaiGv8W8UjJzE/9z3UbxjUYXebFVt6KDrKhZHAJvldKtB/2QWmu90WIr3kfuxbtqBpbzy9LmL2JpNLIBCpiICMEOpqqrik5/85JztPp+Pz33uc9TU1PCOd7wDOP+r3CuKws9//nN+97vf8ec/RxYoDi+fks41qqoaCvyuq6sjPz+fLVu2JDVmMgLKbCO3adMmysrKQh0T0hGA4YyPj6PrOtnZ2TgcjpB1ON5DLiURmVWCvv8LGAPPoTZ8HcXdi2LoqEW5GLMEoJFbDn4vtjMg/kCBrEKUnBLILUTfczV4JzE66iHXiZK9GoKemUxj/zSKMQm+SfBBfjbkrz0DS4qB121nqLuENevmCmRHlpf+/gqK80cS6mKiKKAQhOAETE7A5Ek49Tx6HeiAYagYlixw5kN+KeqyFSgV61FXbUYtqZz54KJpGN1H0TsPYwwch/Gel4SeB0WBiAjEOP8SugYYChZnEIsa2R5QC1jwjc+KqwsG8dz3Q3L+6bMolplH1tmwAKYiAM/n+6qQ+YgAzGDMRBC328309DR2u51nnnmGL37xi1RVVZGfn4+qqlx++eXnvQhct24dWVlZeL3eiO3h9ffSzYANBoPU1dWRl5dHdXV10uMl6gJ2uVw0NDSwfv36UJ2zdKx4s88dHBzkyJEj5OfnEwgEIuqgRevZav7sdrsJBoP4fL6ExOJsjPIL0F71E9RjP0U5/guUiWb0ZVUoozMZukZOOQT84B1P+hpnFp8LuaWQUwo5ZZBb8tLP5lcJWE5bltSXficvTD3EZTvX4Bg7DgMtMNg8I/zOEsP9hSi6wopVwzGPqajo51TnclZUxD4mURRFR9GnwT0N7j7ob8RoAQ0IGCqGNRebdRwFfV6LXjz0oAIKWJwBov3rGAZ4h/PAmLtT6+nE99c/4HzVm2bGOgsxgOfz/VEQoiECMENxu918/etf5/Of//wct6PVauX48eP8/d//PRs3buTYsWMptyg7l4jVCg7Sr+RvGAYjIyMUFRWlJP4gMRew2+2mvr6eVatWRe0kkoo7O1wAjo6OcuTIETZv3szy5cux2+2hccPbcIV/n5iYwOfzhfq4PvbYjCs3mliMJh4jxKLFgV7zwdO1A/1ujFEwsssgGADPePSLsDpPC7nckpcEXmmkwLPF7lU7/y9IxVi2AVZsha0zAgPXIAw0zwjCgRYYOzHjszzDnDy2gvKKMWx2Le6xq9b20Xl8OatWpi8CY6H5VZzO+ZN14qEHFVANLFnRhZ/JbNfvbHyP/g7blp1YKtcuqgvYFJsiAIVMQwRghmFauo4fP87nP/95bDYb5eXlWCwW7HY7mqZx4sQJ8vPzqaqqYu/evUBmxLc4HI5QIWiTdAsww0ypnP7+flRVZevWrWn1BJ3Pguf1eqmvr6e8vHxOPcGFsABOTU3R3NzMpk2bWLZsWcRYqqrGbck1NDTEsWPHOHDgQEyxaLbjmt1hIapYXPEJlk09T5b3BSw+H6rVjrJiF0puGSeG3ORVrKNkzZYZcefIS/q60yK3bOZrw2Uzr/3TMHgUBltmhOHQMQh4Fmy6oF/l1PEVrI7i8p2PtVV9nGyrYOVLySALid9rI6sgtWs0DANds6BadKzZ8ye5QAzX72x0Dfd9PyT3o59bdBdwJtwfBWE2IgAzlJnMOp3du3fzta99Db/fT35+PidPnuS9730vlZWV/P73v2d6eiY7M9GbaU9PD5/61Kd46KGHcLvdVFVVcc8994SEZKxxvvrVr3LjjTfGHPe73/0ut99+O/39/ezcuZNvf/vb7N+/P6lrjmcBTIVgMEhDQwMWi4Xs7Owz1k7OLF69bNkyqqqqonSJUNJu6XbkyBHWrl3L8uXL5/yeEsGcPxGxaGJ2WPD5fFHF4rB/Pb68SvyOl8SiF+y6Hc2q4XQ5yT81hcPhj2phnK93azLXBAkIa3sOrNwz8wUzgWyjHSELof9EA3bGU1rD5FgO7omcpMWfyaoNA/R2lrJ8xVhK50cj4LXhzE9e/BmGgabkYbF5sTm88U9gftfvbPSBHrx//l8MS+F5U+NQEM5VRABmKKZrb9euXVx00UWh7StWrEBRFDRNm7ePZjTGxsa4+OKLueyyy3jooYcoLS2lra0tlKEKMxXzw3nooYf4wAc+wFve8paY4/7qV7/ihhtu4I477uCCCy7gm9/8JpdffjnHjh2b081kPmb3AobTwikVAWiKP6vVSnl5OaOj6bnCYq0jEAhQX19Pbm4umzdvjvmwSVUAmlbR4uLiOT2KkyGV+eN1WAgnXCw2NTWRn59PdnZ28pbFMyQWIy/MAiUbZ762vgk7EBjupeGLv8XmOU7Fyn5Kl4+iqvP/vnpOlJGf56G0fDz1pagG5atGGeovoLQ0/djFgM+KPdc7r7t2NroGAa8DW7YPu308qfniuX7nHP+3h8je+SqxAApCmogAzDDMm2JpaSkf/OAHufTSS4HTBaIdDgcf+tCHyMubcaklc3O77bbbWLVqFffcc09o27p16yKOqaioiHj929/+lssuu4z169fHHPfrX/861157Le973/sAuOOOO/jDH/7A3Xffzac//emE1gbRXcCQWv09TdNobGxEVVW2b9/OwMBA2uVkogkocx6Hw0FNTc28D7VUBFgwGKS+vh5FUVi9enXaD80z2V4sXCza7XaKiopYuXJl1GPjWRaTEYsAo6Oj5OXlpSUWbSUr2Ptf/0Tf88P87n3PEfS6yS/oZ9X6flau72fl2gHsjpmsV12Dk8dWsnLNUFyRmNDctiAFJS7Gx3IoTKNzyfS0E6waTktia9KCKsGXBGNWCvNq/gRcv7MxDDYefRbl796Q9HypkI4AFMuhcC4jAjBDKSkp4c477wy9NhM8CgsLuf3220Pbk7mx/e53v+Pyyy/nbW97G48//jiVlZVcd911MXsKDwwM8Ic//IF777035ph+v58XX3yRm266KWJNr371q3nmmWcSXhtEdwFD8vX3TFEGsGPHDiwWy4J0FJldlFrXdQ4fPoyiKGzbti3u3yJZAajrOo2Njdjtdjye9OPV0nVBL+RcqVoWo4lFgPb2dgKBQEgs2my2iAzo2RnR81kWl+8v4drmv+eZW5t44ft2ertW8vj/KSiKTnnlCKvW91NY5GJ7bfuCiD+TrCwfAb8Fl8tBbm7yLn6/z4I/YKFkWfyey0G/iq5Zsed6sGXP/dCVCIYBk54dWFYUoHiGMUYH4p/0Ek6vC+3PD8BV/5jS3MkgLmAhUxEBmMHEunFp2kyGYbJZvx0dHXz/+9/nhhtu4Oabb+bgwYN8/OMfx263c80118w5/t577yUvLy/UdSQaw8PDaJpGeXl5xPby8nKOHj2a1PrmswAmKgB1XaepqQld19m5c2fod7QQBaXDRY2u6zQ3NxMIBNi9e3dCf4tk1mAYBs3Nzei6zo4dO3jmmWcWvxB0mizUXPHE4sMPP8y+ffvIysqKEIuzRWMsy2Issbj6miJWvmUvf/unZobb3EyOKvR3l9LfPdOl58+/v4CVqwdZv7mH9Zu7qVgxgpKmpzG/wM3IUD5ejxVnVjD+CS+h6zA6lkflmvkzisdGc7CoBgUlkyhqasLPZLJnGRMnvcBMrKC1cBVZqwuwOYMoE30Yrol5z9cO/pXgjn1Yq7amtY54iAtYyFREAGYwsT61plruRdd19u7dy6233grA7t27aWpq4o477ogqAO+++27e9a53JWSlWQhiWQATFYCm+AsEAuzatSuio8hCWQDNotRHjx7F7XZTW1sbMc98JCrADMOgtbWV6enp0PgLId7Otb6yZ4JULYvzicXyz1iwP2OBH/rxecDrmvn/M3SVU50VnOqs4PE/7iE7x8O6Tb2s39TN+k095OQllkQxm+LSSfp7lmG1urDaEvub9/aUsKaqP/b+3kIMBVbFEYiJ4nfbGe8qjdgWHPcwNW5aqq3YK9aTtSIHq8WDMdINvrm/D/dv7iLvk19CcWYvyLqisZg1BwVhMREBKCTM8uXLqampidhWXV3N/fffP+fYv/3tbxw7doxf/epX845ZUlKCxWJhYCDS/TMwMDAnnjAeDodjTiFoSEy8mRY5n883R/zBwlkANU2jra2N8fFx9uzZg82WePB7oiKus7OT4eFhamtrQzFus89NtY7hYloAF5NUrispsXiZzuRHJ/nfD/yVyYPgmtDRgpFWJfd0Fs11G2iu2wAYlFeOsGFTD+s391C5ZgBLgnF5ABWVo3R3llFeNha3W8iprhLWbpwr/nQdunuKcWb7Wbl24WoNGgYMt63AMOZbmIK/fxJ//0tJLUouWWtW4yhxoGoT6EPdqIaOMTGK58FfkP3WDy7Y+uaud/FqDgrCYiICUEiYiy++mGPHIvultra2smbNmjnH3nXXXezZs4edO3fOO6bdbmfPnj385S9/4corrwRmxNhf/vIXPvaxjyW1PtMCONv1Hc8CqOs6LS0teDwedu/eHVWULYQFUFEURkdHcbvd7NmzB4fDkfT58dbQ09PDqVOnqK2tjSjTstAu7DPNYs91plFVleycbCo+5OQNX72Q/7vmeUa7PEyOxLpGhYGeEgZ6Snj6sZ3YHX7WVvWxfvOMdbAwgTi9lWsHOXm8gpUrY9cI7O8rYvX6yA9fwaDC8GQFDus4azckHpeXKK316zj6QhVWm44n30+R3Yru9pOXA1l2HQvaTKtA1UC1gmKZyXSe7nLjPjUNhoaulJBdkYez1IbS2Y6/5RD2mtoFXyuIC1jIXEQACglz/fXXc+DAAW699Vbe/va38/zzz3PnnXdGJJsATE5Oct999/G1r30t6jivetWrePOb3xwSeDfccAPXXHMNe/fuZf/+/Xzzm99keno6lBWcKKagCgQCIcsXzC9+THfs9PR0TPEXb4xEMVvymfFmyRJPhA4ODnL8+HF27txJbm5uxL5oIidZgZWpAnCxKVyXx3ueei1NP27nb//RwtRoEJ9nfhHq99lpbV5Da/PMh61lpRNs2NTNus09rFnfF7NzyJqqfjrblrMqSlu50ZFcSirGUV+yLPq8Vgb6l1FSMcaKilNpXmV0BvoLufenl6FpFoouzuPrzzVSUpDFRXoFrpHTMYUWC+zYnkPVSisFPi+BrnE0z+yYRh1V1bE6luH4cxMr32Zl3TtrsGYt7GMtHRewuI6FcxkRgBnG4cOH58QkhX95vd7Qd/Nnt9sdU6yFs2/fPh544AFuuukmvvCFL7Bu3Tq++c1v8q53vSviuF/+8pcYhsHVV18ddZz29naGh08/kN7xjncwNDTE//t//4/+/n527drFww8/PCcxJB6mAPT5fBECMJYF0BR/k5OT7N69O+Kc2SSTSBKNnp4eXC4X5eXl5OQkWfbiJeYTRWNjYxw5coSamhoKCwuTOjcZMlWUnQ22/eMGNr9jDQ9/8DlOPjXC+JCGkUAxZIDRoQJGhwo4+NRWLNYgq9cNhKyDpRXjEceu3dg3xxI47XLgyPHjcAaYnnIwMpJPxaph1m7qXchLjEDTFH7985ejaRZs2RZ+3dkBwPCEh0AtMBJ+LNTVT1NXP/PaYsli+7YcqlZZyAt4CHSOgV9F11X8HvCfCnDk6wfp+EkTmz6yizVv2YxqX5jWluICFjIVEYAZxv79+0OJEIqioKoqqqpisVhCX1arNfRlt9vRdZ2vfOUrCcWjXXHFFVxxxRXzHvOhD32ID33oQzH3d3Z2ztn2sY99LGmX72zMWKzZmcDRxJthGBw7dozx8XFqa2vjumPTcQEPDAxw/PhxiouL5xWZ8YhlhZyamuLw4cNs3LiR0tLSKGfOFYCptpQTAZg65u8u3Cpky7Lyhp9fTP8Lwzz0kRcY6/YynWQtZy1o5URbJSfaKvkLkFfgYv3mHjZs6mFNVS9Z2X5Wrhug7+RMtxC/X8UXtGFT/ZzqKqFyzRBri1Oo4acpeD12PB7HS9/teL3209vcM9s8Hgder52J8Rx6u0sAsOx10v38aTf2w4dOcM3+Grqej575q2lQ3zBNfcPMa1XNYfv2XKpWWijS/TMWQncA37CHw196hvZ7DrP5o7WsvGIDiiU98SYuYCFTEQGYYfz617/GMAzsdnuE0DO/TAEYLggVRUkqGeFcJdwCGM5s8WYYBm1tbYyOjiYk/iB1F/Dw8DBHjhxh+/btjI6OpiWgogkwj8dDQ0MDq1evZsWKFUmdKy7gc4eKvSW874XX8exXDlN3VydjA0G0YGruw6mJXBqe30zD85tRFJ3KNUPseNkwy3I6GRzMZ9rtJCvXy7LyaezZASbGcvF67PheEm/elwSdrayQniPBSIEXJvj8/tTuGbZC+HFdy5ztf+hoZ39BOZ6J6O7scHRdoaFhmoaQIHSybdsyNq6yUmj48XWNU3fzE7T9qJEtH9/D8levSdkdK1nAQqYiAjDDeMMbFqc6/rmIqqpYrdao7eBM8WYYBsePH2doaIja2tqES9SkYgEcGxujubmZmpoaiouLGRsbC9VgTIXZosjsH1xWVhY1EWe+c1OdXzizXPjp7ez44Eb+7x+fpbdxgonh9P5mhqHS3VnO0Fgljry9eIbGsNt1fF47wcD8t/+81Vn0dqZfQHw2kzUWPIfmfpganvQxvcmLOpG8sNR1aGx081L9dlTVydaaZWxy2gj8oJH2nzWz+UM7KT1QmfT7WFzAQqYiAnCJEu6OyqRK99GKQZsuYMMwaG9vZ3BwkN27dyeViJGsBXBycpLGxkY2btwY6mecrggLF6Fmn+L8/Hw2btwY9++3UAJQLIBnnuwSJ2998BWceLiXRz9dz0iXD583vf9P30SQ7BIHWHKYnkrsQ8hUl4eiNdmMnXSnNXc4RZuyuefFZohxOY8fG+S9e2s49cL8RaDjoetwuMnN4aaZ16pisLnpRdbsPM7rPrOTinUFCYs6cQELmYoIwCVKuGDIFPEH0YtBmwLwxIkT9Pf3U1tbS3Z2coVjzQdAImLZ5XJRX1/P+vXrI9yy6SaSmKLIbCFntVqprq5O6O+3kBbATPrAYLIYYjPZOda9bgXvv3w5j/3Lixz9XS+jvRpGLOWUAGPt06zYV0TvwbGEzylenbWgArAxdzKm+ANAgT/1nKS2oBT3RGDB5tUNhSNHfBw5Msh06d/YeJk91MElWn/o8O+apkkWsJCRiAAUMopoxaBVVWVsbCzUGSNZ8WeOATPWgPk6qbjdburr61m1ahWrVq2K2JeuCDMLSbe0tBAMBtm9e3fClolohaBTXctiCMBMqwOY6nyKovDKr++l9p+nePja5+htmmJ6MvX19h4cY/UlxXQ9Gbs2YDjByYUTYcV787inqTHucX0j06h7K+DphZs7nHxW8YpXVM/pC+3z+Ziamop4bbb7U1WViYmJeftCm9/FWiicL4gAXIJkogXHJJoLeHp6mqmpKfbu3ZtWCRaY34rj9Xqpr6+nvLyctWvXztm/EMWkBwcH8fl87NmzJ+EWcrDwFkBhcSlcl8c//PnVNP2knWduP8pQpw9NS01odD05wvLaQvoOjcc9dqR5EkeeFd9U4n2Fo6FaFB6e6En4+N8fbOe9e2o49WJ6ruBodDVPJtXuz/zAVVlZmZBYDLcsbt++PWpZJkE4FxABuEQIBoP4fD5ycnIyVvzBXBfwqVOnmJqaoqSkZE5x5GQItwBGw0zIKCoqoqqqKurvON1i0mbdxv379yddTuZ8E4BLOQZwPra9dwOb37aGP330IO1/GWB8KLVxRtqmKFiTzUQ8964Oy2vy6HwucbdxNPIuyqXphY7ET1DgL31d7MwvxjOZnvicTVfTeMLHmiW0rFZrzBJLJtF6Qyfb7UcQFhMRgBmO1+ulrq6Op556iuHhYdasWcP+/fvZs2fP2V7aGcFut4csgN3d3Zw4cYKysrK03TLziZ9gMEh9fT25ubls2bIlpsBOR9T09vbi8XhYuXJlSl1EzscsYBGA0bFlWXn93RcxcGiUP33iBXqaXPh9yb2//VMaWcvAnmvF75pfYFnT9Gjacy38su140uf1DLvYu68Cz1MLKwAnBn2M93sorEjs/0jX9YTKZEXrDZ0J5bWEzEUEYIZiunlvv/12Pve5z0XsKy4u5mc/+xmXX375WVrdmcPpdOLz+ejp6aG9vZ1du3YxOjo6Jy4wWRRFiWrB0zSNhoYGHA4HNTU184qkVF3AQ0NDtLW1UVhYmHIh6WgCMFlBt9gWwMXkfBSb5bXLePffXsvztzdTd1cHg11B5s+wiGTipDshV/D4sSkUBVL+Fe1x0P9caokkv33+OO/ZXU13XZLVseNwsmkiKQGYyV4TYeki0aoZiCn+HnzwQb71rW+RlZVFeXk5iqKwceNGRkZGuPnmmzl+/Hjo+EzB4XAwPDwc6olbUFCwIH18Ya4L18zGVRSFbdu2xbUyprKO8fFxWlpaqK6uxuFwpPy3ipYEksoYkFnvF1g8sRmtE8hCsP/Grbz36dey4w3F5OQn97fpOzTO6kuK5z3GNx6kvCY/pbXlrXBw76GjKZ0LgAKPD3fjzF1YW8XJJNzA6dQBFOEonMuIAMxATJHx17/+lZGREf793/+da665BsMw+Jd/+Rfe9773UVdXR3t7O5BZD3RFUfjsZz9LZWVlKPg63fIrJuEWPF3XaW5uJhAIsGPHjnkzg8PXlszv2uVy0djYSFVVFWVlZWkJ2dlzDw4OUl9fT319PUeOHKGjo4Pu7m6GhoaYnJzE5/PFtBhKDOC5R9YyB2/61aW8+ScXsHqbA4sl8d9d15MjrNhXNO8xecWpuTL71wbxBlIvfg7QNTCFc1fqLRSjjtmUeHKJ1AEUMhVxAWcg5oNzbGwmcPuKK67ghRdeAGDbtm3Y7Xbuueee0P5MedD++te/5umnn+a6666jqqoqtH2hBKApwMw+wm63m927dyecjZuMC9jj8YTKyVRWVobmXwgL4MjICG1tbaxduxabzTZvRuPskhcAXV1d5ObmRuyzWq0Lau0QAZga6167grWvWc5fP/0i9T/rxDWW2HtzsHmCovU5jHVE7wns6U2+I8iy6hzuebEpGa90TB54ro337Kymu2FhXMEnDycuADO5aoKwtBEBmMEUFBQAM2VQTJHy17/+lY6OmWw884GeCTe38fFxPv7xj3PBBRewfPnyiH0LaQHUdZ22tjbGxsbYs2dPUjF5iVrw/H4/DQ0NlJaWRpSTWQgBODU1RVNTExs3bqS8vDxmTURd1/H5fBGi0IyjnJiYYGRkJLTftJCE10ObXSct/HUi1lIhdRRF4cAXtjNZ3Y//N1l0PDURN0kk6NYJ+jQcBVZ8E3OTLsbb3RSscDLRm3gs7QuO0QURfwAo8LfRHrZkF+Jzp2dRBOg+OkkwoGO1xbfsiQVQyFREAGYgpqDbuHEjAMeOHUNVVVRV5bOf/SwAl1xyCTt27ADIiJtbYWEhra2tfPjDH55TB3ChrEmKotDb28vo6Ch79uxJusRDIuvQNI3GxkZycnLYtGnTnI4t6QjAQCBAQ0MDa9eupaysbN6xVFUlKytrTsZxe3s7NTU1IeFoGAaapoXEYPiXx+NhfHw8QkQCWK3WeUWi2X0hE96X4Sy2RdNRYeUNv7uMo788ydNfbqKvff4kkakeL+U7Cxg8PIEx63OKokDJ+pyEBWDx/jzuaTyRxurn0jkwyZ4LKvD9LbqVMhm0gE5v6xSrtxbEPVYEoJCpiADMQMyb1f79+9m8eTPNzc2UlpaSlZWFYRhs2LCBT3/601RVVWWUeyM/Pz+UBRzOQlkANU1jaGiIvXv3plSKJZ4L2EwqsVgsbN26dc7fJZ3rMAyD/v5+ysrKWL16NcFgaqU1Zq9JURSsVitWqzVukW3DMEJCMFwU+nw+JicnI16b6+vr65sjEqMJRovFcl68j89GwknNO9ex6S2rePT6gzQ90M/0ROw1DDRMxOwUorsTe89YbAp/GD6V2sLjcP+zrbx9ywaGjqaX1Q9w8vB4wgLwfHhvCUKyiADMQMyb1c6dO/nZz35GVlYWw8PD3HjjjZSVlfGmN72J5cuXZ5T4MwmvA2iyEAKwt7eXQCBAVVVVWt1EYq3DMAyOHDmC3++ntrY2qsUhVQugruuMjo5itVrZuHFjWn/zdK2QpmCLR3NzM7qus2rVqgirot/vx+VyRbw22/Ml4n52OBxL0ppjdVh57fcuYseHRnj0kwfpPORFi6Hnup4cYeUFRXTPKv482jyJPduCP44LNufCHI4cTKLoczIo8JxrgE3OQoLe9CyqJ5vGeRlr4h4nWcBCpiICMIOxWq3s2bOHQCAQ6lChaVrIfZeJN6fZnUAg/RZsAwMDtLW1RXWJJsN86zh+/DgTExPztnhLJQvYFJaGYVBcXLwgBbEXw5VpsVhQVTVuGy3DMEJdbmZbFd1uN2NjYxHdGeB0qy5TFOq6Tnd3N/n5+RGi0Waznbf/I7FKzlTsKuadf30dh77dwrP/1cZIb/S/ZV/9OMWbchlpdYW26QGDih35dB2M3RXEWWjl50fbFuAKYnNy0EXN1gKCdemN05VgIoi4gIVMRQRghtPZ2cn3v/99fvOb39Df309eXh6XXXYZH/7wh3nFK16R0pg9PT186lOf4qGHHsLtdlNVVcU999zD3r17Q8ccOXKET33qUzz++OMEg0Fqamq4//77Wb16ddQxf/zjH/O+970vYpvD4Ui6gHNWVlYou9kkHQvg8PAwR44cYdu2bZw8eTItS2IsAdfV1UV/f3/cuMJUxFdHRwcTExOUlpYumJg5l7JzFUXBZrNhs9nitvozW3WFi0Tzw8LU1BQTExOhbZqmoShKXKuiuS2ZvsyLQby/Ue0/17DlXet59OPP0fLHcXzTkcdrPgPfZICsZTY8o4HQdodt/veQf4eV4efTd8/G46GmHt61dQu9zVMpj3EywVIwmegpEQQQAZjRnDp1ig9+8IM8+uijAGRnZzM0NMSvfvUrnnzySe69915e+cpXJvUJd2xsjIsvvpjLLruMhx56iNLSUtra2igqOl1HrL29nUsuuYQPfOAD3HLLLeTn59Pc3By3+Xp+fj7Hjh0LvU7lputwOBbMBTw2NkZzczPV1dWUlJTQ1dWVtgCc/WDu6+vjxIkT1NbWxszIne/8+ejp6aGnp4c9e/bQ19c3Z+2pCLnFsgAuVPHucKK16gI4ceIEW7ZsIS8vL7QtGAzGjFecmpqKeG0YBhaLJa7rWdO0RRXP8f5/spc5ueJnL2f7X3p57KZ6TjVF/t+4+n2UbcvHOxHE0GbWPd7mijYUALkrHfzgxWMx9y8oCjzvGWCdM5eAN7X3yVifh8lhH/kl84ckpGoBFNEonOuIAMxAzBvWM888w6OPPkpZWRmveMUr2L59O0NDQzzxxBPU19fzm9/8hle+8pVJZVzedtttrFq1invuuSe0bd26dRHHfOYzn+H1r389X/3qV0PbNmzYEHdsRVGoqKhI8CqjE00ApiImJicnaWxsDJVLgfRdybPPHx4e5tixY+zYsSNCfCR6/nyEd0PJyclZkFZw5jnnkgXwTGEmtsQT5YZhEAgE5lgVfT4f09PTjI6Ohl6btRX/8pe/RLUizn6djgs6mb/Rmlet4JrnlvP05+t44d4eJgdPx/gNNk2y+uJiup6aSQrxjvgp25LH4NG5lreTyz34hxdWtM9HW/cYuy8sY+iJ2KI0Hl3NE2x7edm8x0gSiJCpiADMYMxG5FdffTXf+MY3Qtsfe+wxXvWqV4XcVsm4r373u99x+eWX87a3vY3HH3+cyspKrrvuOq699lpg5mb5hz/8gX/7t3/j8ssvp66ujnXr1nHTTTdx5ZVXzju2y+VizZo16LpObW0tt956K1u3bk3qmmPFACYjAF0uFw0NDaxbt44VK1aEtqdrlQo/f2JigubmZmpqali2bFnC5yfyYJ+cnKS5uZktW7aEYuiinZuqBXAxOF+EpukmttvtcV3QU1NTPP300+zdu3eOVXF8fDzitemCjmdVDM+Cjra2ZK7j4ltq2fb+TTz6yec58tgUmn/m99/11AirLlrGqWdGASgotTM4q7ubfS38rvHkwtX9S5D7nj3G1TVb6GtJzRXc1TQeVwCmkwQiCOcyIgAzEPPGX1VVRXV1NSMjM5/eXS4XDoeDo0ePsnbtWl7zmtcA4Ha7sdlsCRU17ujo4Pvf/z433HADN998MwcPHuTjH/84druda665hsHBQVwuF1/5ylf40pe+xG233cbDDz/MVVddxWOPPcbLX/7yqONu3ryZu+++mx07djAxMcF//ud/cuDAAZqbm1m5cmXC155uEojZgaOysnJOvGK6FkBT1ExPT9PQ0MCGDRsoK5v/4RPt/PnweDw0Njaybt26kOUy0XMXag1CdFRVRVGUUIH2+TATW6JZFs1WfeZ+wzCwWq0RotD8O3V3d0eIRrvdPq+YKViTy5sfeCU193XwxJdb6X+p3ErPC2OUVucxdGQK76BvznnPKiOLLv4ADOCQf5DVjhwCvuQ/nCXSEUSSQIRMRQRgBmIKwBUrVrBr1y5+/etfoygKe/bs4cSJE/z6178mLy+Pw4cP87e//Y2JiQl27NjBRz/60bhj67rO3r17ufXWWwHYvXs3TU1N3HHHHVxzzTUhC9eb3vQmrr/+egB27drF008/zR133BFTAF500UVcdNFFodcHDhygurqaH/zgB3zxi19M+NqjCcDwFm7zWUV8Ph91dXWUl5fPcWtD+uVkzIdIfX09K1euTErYQnzxZRZ6LisrY9WqVUmdu1BrWCgWU2gudm2+REimtmIgEJgTqzg1NWMR6+3tjdveL5plcf2Vq1j3hlU89f/qeeFnA3jHg0wP+8kutTPW6iKv3MHUwMz/2bIL82ioX9iiz8lwtGuUXReWMfBE8lbAk4fH4x4jAlDIVEQAZiDmDevQoUP893//NwA//elP+elPfxo6pq+vL9QVBGYscIkIwOXLl1NTUxOxrbq6mvvvvx+AkpISrFZr1GOefPLJhK/BZrOxe/dujh8/nvA5ENsCCPNn8/n9furq6kLlcqIdl64L2CxuvGzZsqgCMx7zzW8Wkc7Ozo5a62+2oEpUFEcjEy2A5+s1hbugw+NIp6amGBwcZP/+/aFtZnu/2VZFv9/P2NhYxDbzHmJ/vZ3dO7PpvNtN3zM+8tfbsYwp5K+2MzXgw+JQ+d/ezrNw5ZH8+rljvGPLJvqPJhcPeOrIJFpQx2KNLfAkC1jIVEQAZiDmzWrZsmVYrVZWrVoV6tVqs9mwWCzYbLZQXTu/3x/xoJiPiy++OCJTF6C1tZU1a2YKqtrtdvbt2zfvMYmgaRqHDx/m9a9/fcLnQOwsYIj9ST4YDNLQ0EBOTg5btmyJebNPxwWsaRpHjhwBiCkw4xHLKmYYBi0tLei6HrWDSLxzk40VyzQL4GJyNoVErPZ+s5nT3m+zj6qLfbTf30PjD0YpqLbhnfIA4Nnopf345GIsf150w6BRH2a5LQstkPj7JuDV6G93Ubk5P/bYkgUsZCgiADMQ88azbds26urqcDqdoaxCi8US+jL7w6qqmlD8H8D111/PgQMHuPXWW3n729/O888/z5133smdd94ZOubGG2/kHe94B5deeimXXXYZDz/8ML///e/561//Gjrmve99L5WVlXz5y18G4Atf+AIXXnghVVVVjI+Pc/vtt3Py5Ek++MEPJnXt8SyAs9E0jYaGBmw2W0zxZJKqBVDXdZqamtJ+IMQSRe3t7UxOTrJ3796oyQDznbtQaxDOLdKxWsVq77f2X9Zy8Qd8PPXVo/TUTeKZcPGTvt6FWnLaNHeOsOOiLfQn6Qo+2TQRUwAahiEWQCFjkcCGDMbhcLB161Y2bNjAsmXLQsHhgUCAqakp3G43xcXFFBUVJdzebN++fTzwwAP893//N9u2beOLX/wi3/zmN3nXu94VOubNb34zd9xxB1/96lfZvn07P/rRj7j//vu55JJLQsd0dXXR19cXej02Nsa1115LdXU1r3/965mcnOTpp5+e40qOR6xewMAc8Wa6TQG2b98e91N+KhZAwzA4evQoPp+Pbdu2RV1HokSbv7u7m76+Pnbt2jWviD/fBKAIzXMTZ6GDV926k9fdvp2CNxcwPj03IeRsct/zxyjfNH829my65okDNN+DEgMoZCJiAcxwxsbGeOihh3jmmWcYHh4mGAyiaRoul4uVK1dy9913o2laTMtRNK644gquuOKKeY95//vfz/vf//6Y+8OtgQDf+MY3IkrVpEqsOoCzrXem2zQQCLB79+6Erl9RFDRt/j6os2lvb2d8fJw9e/aEBFo6vXTDzx0aGqK9vZ1du3YteBHp+cYRzn3OtNWqbFshH//6AV75vo18+78O8r//c4wFrtudEkHd4JC/l1WWfPQE/1Xn6whi3jNEAAqZiAjADMbr9fL//t//47vf/W7U/QUFBdx9990Z9VCP5gKGSPetaZVzuVzU1tYmXAdRVdVQIkcimFbO8BZv6SSShIu4yclJWlpaqK6uTqisiFgAzz6LfT2L8X+9bXsp373jtVx8aZDD9dn88hcteL3JfUhaaFp7p6jZVcTEi4mto71uiJMnT87JhLZaraH/1Uy6RwqCiQjADGZ6epo77riDvLw8tm3bRmVlZagVlqqqER0uMoVoFkA4XcLFMAyOHz/O2NhYhFUuEZIRb/39/Zw4cYLdu3dHWOfSETbm/B6Ph4aGBtavX59wHUERgPOzlEvOLARlZXZuve3lfOrmA/zoB/Xc9cN6xsfPnnv4Dy3dXFVVxeDx6bjHjvcF6OkcRLEH57T3M+8PjY2NOJ3OqOVz4tVWFIRzFRGAGYzVakXTNHbu3MkTTzxxtpezKDgcDrzeuc3ozfi5zs5OBgYGqK2tDVnlEiXRGMCRkRGOHj3Kjh07yM+PDC5PJ5PYFIANDQ2Ul5fPqfUX79zwec2f/X5/yEVuipPZr2c/3DLNMpeJ1p3FTFww3w+KolBSks2nP3OAj31iLz+7t4nvf+9FentSb9WWKgFN55htnGKLHV2L/34tsq6l+qJSILK9n9kSsqioCL/fH9Hez+/3hz5s2my2OfUUS0tLIzoJCcK5hgjADCY7O5urrrqKrq4uhoeHycrKwmq1hjLbDMOIGzt2vjGfC7i/v5/+/n5qa2tTuu5ECkFPTk7S1NTEli1borZ4S8cFbBgGPp+PkpISNm7cmNS54QJQ07SI9laz1zNbPIT/bBgGwWCQQCAwRyhCZlmThcQIF4Amubl2PvLRWt5/7U7+5zdH+c63XuDY0dFFXVd9+yDvOlBN79/il6k5eXic6otnBGB4bUWze0usup26rofqKkarrygI5zIiADMYm81GbW0t//M//8M//MM/8OpXvxq73R7qHKDrOp///OfP9jIXFFMAzhYxuq7T29tLbW1t3J6tsYjnljRbvK1fv56KioqUxoiFYRh0dXUBUFNTk7R1x5xX13U0TUNVVWw22xzBNjtRJnytg4ODuN1usrKyCAaDMYXibEsinBaGsayKsdYrpMbZsgDOxm638A/v3Mrb/6GGRx7u4Fv/dZCDz/XNOe5Mcd+Lx7hyfRVDHfO7grtiJILEqwGoqmoorGY2ySTWCcLZQARghmN2+3j00Ud59NFH5+zPRAEIM23RzPidwcFBAoEA69evn+OSTYb5LIA+n4+GhgZWrFgxr2s2VRfw8ePHcbvdWK3WlB4spqAKBoMoihJV/Jnri8bU1BRHjx5l69atFBYWApFiMZpwDBdx0QRJuCicLRrNMTKtDVemupth/mtTVYXXvX4Dr3v9Bp59podvf/Mgj/zxzLeP8wd12rMmKFCtGPMY3mNlAmfa+08QwhEBmOFs2LABwzBwOByhIGa73R4qDp1pRU5NAejz+bDb7YyMjNDS0kJWVlbCtQ5jEct9GwgEqK+vp6ioiPXr16c0xnycOnWK/v5+tmzZEuomkiymmJpP/MXC5/NRX1/P2rVrQ4lDECkW5xsvllVxtoXR3KYoCi6XC8MwItxoiqLEFI3x1nAusNhJLeeCBTAaF15UyYUXVXKkZZjv/NcL/M/9xwgGz1wNmRfbBnj3JTX0PBG73EtX8wS6bqCqkdeQafdHQQhHBGCG09jYiNVqxWazne2lLAqmADT7mzY1NVFdXc2pU6fS6uML0a13mqbR2NhIVlYWmzdvjvuwSNa1OTQ0REdHB7t27cJisaSVQOJ2uzl06FBEsHp4RmN4+Yvw62toaKCwsDCl/sWQuDAz/z7Dw8OhWE3z92kK2PD41TPlfhaSI1WRVF1Twnd/8Dpu+uwBvv/dQ/zsJ4dxuxMvs5QM9714jDeuXc9wpzvqft90kMHOaSrWR4aHiAVQyGREAGY4WVlZBAIB2tra6OjoCHX/2L59O0VFRWd7eQuOKQDHx8fp7u6mqqqK8vJyenp60haAs613uq7T3NwMwNatWxN6UCTjAp6YmKClpYWamhoKCgqYnp5OSQAGg0Hy8/Opra2N6PFqZjWGB6+b5S/MvtFmrGhxcTF9fX0RotFmsy2odURVVaanp2lubqampibkao5GOu7naNbDYDAYco9nQlLLYlsA05lr5ap8/uMrr+Bf/u0C7rqznh/dWc/o6NxM/nTwBTRO5rnIVVRi/QudbByPKgDTaaknCOcyIgCXAHfddRc333wz4+PjoW3vfe97+cpXvhIzWeF8xWKxsGLFCr70pS/x+c9/nsrKSiCxDN54hIs3wzA4duwYHo+H2trahOPyEnUBu91uGhsb2bBhA6Wlp7MTkxWAmqah6zpWq5XCwsJ5BU14+Qufz0d3dzfT09OUl5eHyl+Y+zRNQ1GUmFbE8O2J1kkLBoM0NDRQWVkZ932ZrvvZfD04OIimaVit1lBJHJPZP59P7ufzSQCaLFuWxY2fvojr/nkvv/hZE9/79ot0dyfX13c+nj/Wx3surqH7yeiu4JNN41xw5cqIbeHZ8oKQaYgAzHD+8pe/8M///M9omsby5ctxOp10d3fzk5/8hOXLl3PLLbckVQz5XOfEiROMjY2RlZXFmjVrQtvTqb9nEi7eTpw4wejoKHv37k3KvZ6IiPP7/TQ0NFBRUcHKlacfSOY1JPrADc/4tVqtCWXemoJtenqakZER9u3bR15e3pxjg8FgROkL87vH42F8fDz0OhAIAITGjeZ6Nn9ubW3F4XBQVVUV99oSZb5r9ng8HDt2jJqaGnJzc+e1Ki6E+zndDyDnKgsd25iTY+PaD+/mH9+/g//9n1a+/V8HOdIysiBj399wjNevXsdIl2fOvmiZwOICFjIZEYAZivmQ+t73voemabzsZS/j2muvpbS0lIceeoh77rmHH/zgB3ziE5/IGCtgb28vr371q9F1nWuvvTZi30JZAHVd59SpU/T09KRcTHq+dZgxhXl5eXOEUDJWFl3X42b8xmJycpLm5ma2bdsWVfzBTJFxq9UaN7FG1/U5NdLMn6empiJew4wF99lnn50jDmcLR6vVmpbVSdd1GhsbqaioCL3/FyqpJZb72e2eiT8zXe1mjTmYW3w73hricT5aAGdjs1l42zuqeevbt/DnP3XyrW8c5NlnetIa0+3T6C5yk31KmeMKjpYJnI4LWBDOdUQAZijmTdmsHffjH/84FMR/+eWXc/jwYR577DGmp+O3Sjpf8Pl8XH311dx1110hy5PJQlhgzF7AZlJGKlnF81kADcOgpaUFRVGorq6e8+AxX+u6Pq/LOVz8Jdumysz4XbduXcJt5uZDVVWysrLIysqKeczw8DCNjY3s2rUrFHcYLgwnJiYiXptWmVjicLb7OdoDvLW1FcMw2Lx5c0rXlAjh77dgMMjx48dDIQkwI/ZN5iu+fa67n8+02FQUhde8dh2vee06Dj7fy+c++zAHn4+d0RuPZ4/0RnUFD3S48LoCOHNPW/TFBSxkMiIAMxRTZJgFf018Ph8Oh4OCggKAUJmNTCh3sG7dOr70pS/x85//fE4V/oWwAE5NTREMBtm5c2fo95cs87mi29ramJ6eZs+ePVEFXnhGbCzSsfyZGb/Lli1j7dq1CZ+XDm63m8OHD1NdXR3qnBLL6ginO5FE67rgcrkitoeL4HBhGAgEGB4eZtOmTUxNTYX2LfSDPny848ePY7fb2bBhQ9R5EnU/m9uiuZ3N74qiEAzOZNOasZqz17PQLNa9Y9/+Fdx40zpyc9fxk3uOcf99RwkEkv+//p/GVl63ci2j3ZGu4K6WSTbtLw69FgugkMmIAMxQzJtWbW0tBw8epLu7m3Xr1oXEoNvtprq6OmTFyqSbXLR2cOkKwMnJSY4fP46qqhQXF8c/IQaxLJFdXV0MDAzMG1OYiAA0H/jJFow2rY9AVOvjmcBM+lixYgXLly9P6BxT2NpstrgWWE3T5gjF6elphoaGyM3Npaenh46Ojjn9XGO5n6OVyUmEgYEBBgYGuPDCC2OKsIWuqTg6OhpKbDEJL7K9kO7nxf7waBgGmzYV8e3vXc5NnznAHd87xL0/Pox7OhD/5JeY9gbpX+/B3h25vevweIQATMcCmEn3VCEzEQGYoZg3rY985CNs27Yt1P5MVVVGRka47rrrKCgoiCjsmynY7faoFsBUg9XdbjcNDQ2sXLmS7u7u+CfMQzQX8ODgICdOnGD37t3zukrjCUCzPZsZn5cMJ06cYHx8nP379y9KCytTcNpstqT7GieKxWKJcD9rmsbzzz/P6tWr2bRpU+g4s59rtDjF+crkxItTNN3ZLS0tVFdXz/u3TZRExMjY2Bi9vb3s378/ovd3OIm4nxOtqXg2BKA534rKPL7wHy/n+n+9gLt/1MCPflDH8PDcBI9oPNXSw3svruHUU6ddwZ2HxyOOkSQQIZMRAZjh7Ny5k23bttHX18eJEydYs2YNxcXFvPGNbzzbSztjRLMAKooS8dBLFDMmbvny5VRWVnLq1Km01jZbiE5MTHDkyBG2bt0at02d+SCKJgDNci8WiyVpATcwMEBnZyf79u1LOqklVU6ePMnExAQXXHDBoj1gjx49isVimZNcM18/13Bml8mZndAyPDwcUSYHCFlj+/v7GRsbS6tMTiIEg0Gam5upqqqa15UeTro1Fc3/tfAyOrOtigv5N47mli0qcvIvN17AdR/bw3//vJnvfusFurom4471P83Hec3yVYz3zdQdnJ0JLAJQyGREAGY4ExMTfOYzn+EXv/gFRUVFfOUrX+GKK67gvvvuY2Jigne+850puTR7enr41Kc+xUMPPYTb7aaqqop77rmHvXv3ho45cuQIn/rUp3j88ccJBoPU1NRw//33s3r16pjj3nffffz7v/87nZ2dbNy4kdtuu43Xv/71Sa3N6XRGdQHPTgyJh+miLCwsZMOGDfj9/qTKsEQj3AUcXuuvpKQkoXNhrgBMttxLOIlk/C40IyMjdHR0sHfv3kUrQdTb28vQ0NC8bth4hMcTmhb1WASDQdrb2xkYGKCqqipUNiedMjkOhyOuuG9tbcXpdM77PzabdNzPhmHQ1dVFYWFhwkkt0dzP4cfE+/vM55bNyrLy/g/u5L3/uJ3f/W8r3/rmCzQ3DcUcy+X2M7Leh6Vv5vXJpomItWdCbLQgxEIEYIZifnL9zne+w/e+9z0sFgvj4+N88pOfZOvWrfzmN7/hwQcfZPfu3VxyySVJfdIdGxvj4osv5rLLLuOhhx6itLSUtra2iM4i7e3tXHLJJXzgAx/glltuIT8/n+bm5nmtLE8//TRXX301X/7yl7niiiv4xS9+wZVXXsmhQ4fYtm1bwtfucDjSTgIxy7E4HA62bNkS8aBKVwCaPW5Ny2J4rb9Ezp9tsUk16WOhM34TwePxcPjwYbZs2RLX4rlQuFwujh49ys6dO+Na+RZyzu7ubvbt2zfvdZru59kJLaZVMbzOounejyUOvV4v/f397Nu374xcU7T3Vl9fHy6XiwMHDoRiV+MV307X/RzNpT0bq1Xlqrdu4c1v2cxjj57kW984yFNPRg/feKKpO+QK9kwGGD7lpnR1TuhaxAIoZCoiADMU88Z14sQJAN7xjndw8uRJnnrqKcbGxrj88st58MEHGRwcTHrs2267jVWrVnHPPfeEts3uE/uZz3yG17/+9Xz1q18NbduwYcO84/7Xf/0Xr3vd67jxxhsB+OIXv8if/vQnvvOd73DHHXckvL5YSSCJxgCa8Wm6rrNz587QA8D8ns5DQVXVkLjMz8+P+zuZTbg7Lp1yL5qmUV9fv6gZv+acFRUVrFixYlHmNK24q1evTit5JxkCgQCHDx+mqqoqIbd+Mu7naEJxYmICr9fL5OQkiqLw7LPPRi2TE8v9nOqHGb/fz7Fjx6iuro5IXErmfZis+9kUwpqm4fF4YpbHCX/9istW88pXreXQi/1865sH+b8Hj8+pAfjblnZeWbGS8X4vJw9PRAhAsQAKmYoIwAzFvGmZwuymm26iubmZp556iunp6VDJjcnJmTiZZBIkfve733H55Zfztre9jccff5zKykquu+66UPFlXdf5wx/+wL/9279x+eWXU1dXx7p167jpppu48sorY477zDPPcMMNN0Rsu/zyy/nf//3fhNcGhKwh4SRqATQMg9bW1qjlWBLJwk2EoaEhnE4nNTU1ST9czAdiOpY/wzBobm6OWW/wTGCKaqvVGpGAsRhzOp3OpIV2OnMeOXKEnJycpNyw8Qh3P0dz1Tc2NmK329m5c+ec7OfwhJaxsbG4ZXJiuaJnv8eOHj1KUVFRWolkybqfjx07Rnl5eUgwh38YMollVazZWsgPfvRaOjou4I7v1vGbXx/F7585b2Lax/h6P/RDV9M4e/9+RWgsyQIWMhURgBmKedN6wxvewE9/+lMefPDB0E2zoaGBkZGZ1kqplEbp6Ojg+9//PjfccAM333wzBw8e5OMf/zh2u51rrrmGwcFBXC4XX/nKV/jSl77EbbfdxsMPP8xVV13FY489xstf/vKo4/b39895mJSXl9Pf35/U+qK5gBMtBN3Z2cnw8DB79uyZU44l3AKYCoZhMDExQTAYZPv27Sk9WExLprmGVJI+Tpw4wcTExKJl/MJMmZuxsbFFTfro7u5mbGyMCy+8cNEexn19fYs+Z39/P6Ojo1x00UWoqhqq/ZlsmZzwnycnJyPczxBZJsd8L69du5b+/v60yuQkglm9YGRkhAMHDsw7R7yaiuvW5fOV2y/lkzfUctePDvPzn7TgcgV47PAp3nNhNScaR/H5fKF6iuFu63Ol+LYgLAQiADMU81NwS0sLLpeL22+/HUVRsFgs3HbbbUxMTJCbmxuqv5bMw0rXdfbu3cutt94KwO7du2lqauKOO+7gmmuuCd103/SmN3H99dcDsGvXLp5++mnuuOOOmAJwoYiVBBJPuPX09HDq1Clqa2ujuuTCO3GkwqlTp/B4PJSUlCTVP3j2GoLBYCjjN9lxzkbG7+joKMePH2fv3r2LNufk5CStra0ptetLlenpaY4ePcqOHTsWbU6fz8fRo0eprq5Oes7ZZXJioet6hPvZ7XbT3t5OQUEBU1NTjIyMzCmTM19CS3iZnETvO7quc/ToUTZs2BD3OhO1Kq5cVcjnbnkZn7xhPz/58WF+9IMGHmzt4C3GxtD/+OjoKOXl5SFBaBLN5Rz+s9/vn1OEXxDONUQAZihmnFpjYyO9vb0RsTSjo6M4HA4+8IEPcOGFFwLJfaJdvnw5NTU1Eduqq6u5//77ASgpKcFqtUY95sknn4w5bkVFBQMDAxHbBgYGku5VHKsO4HzCbXBwkOPHj7Nr1655MzxTrSc4MDDAiRMn0k62MMvZWCyWpC0tZyPj1+Px0NjYyJYtW1LunpIsgUCAxsZG1q9fH5GYdCbRdZ3Dhw9TWVmZUEb3QmC6uIuLi89oPU8zntAUXi0tLRQUFFBbWxshiswuLbESWsKFolmwPJHC23a7nc7OTiwWS1IJU4lcF0BRURafuH4/H/6nWn79yyM0/KkfI6gyMj5IMBhk1apVIUt5tKSWaO7n//iP/2BiYoI777xzwdYrCAuNCMAMxby5bd++nT179lBZWRn6ZJ6Xl8fFF1/MNddcA8wEcydTjuPiiy/m2LFjEdtaW1tZs2YNMCPA9u3bN+8x0bjooov4y1/+wic/+cnQtj/96U9cdNFFCa8Nkk8CGRsbC9XiiydSEnUlhzM+Ps6RI0fYvn07k5OTeDyJFaqdjRmQ3t7eTnZ2Nk6nc45lxeFwRLWseL1e6uvrWb9+/aJl/Jqt5crLyyN64J5JzPjGnJycRUtugZlWb8AZK2odjZ6eHqamppL+/0iH0dFR+vv7ueiii+a8x8K7tMQrk6NpWlSh6PF4Qr2fw8vkAGRlZVFfX59WmZz5cDqtvPcft6O9Zyt+f4C2tjY2b96clBVP13W6u7v53ve+x5///OeU1yIIi4EIwAzFFIBXX301V199ddRjHn74YdauXcuWLVuSGvv666/nwIED3Hrrrbz97W/n+eef584774z4tHvjjTfyjne8g0svvZTLLruMhx9+mN///vf89a9/DR3z3ve+l8rKSr785S8D8IlPfIKXv/zlfO1rX+Pv//7v+eUvf8kLL7yQ9Kdop9PJ+Ph4xLZYwm1qaorDhw+zadOmhCw3yVoAp6enaWxsZOPGjRQXF+NyuVJyIZtJHzU1NaEHoxnYPzo6GnqAmoH9szM9h4eHcTqd5OTkMDU1FVMoLhRmMoSqqmzevPmMzBGNrq4upqamuOCCCxYtBm9kZITu7u5FjW/0eDy0trayY8eORXMzappGS0sLVVVVaXc1sVgsZGdnk52dHXfOuro6rFYrK1asiIhTTKRMTixXtNVqjfn+sFhUenpOkZ2dnbRlVVEUvvSlL3HFFVeEvCuCcK4iAnAJEAwGGRsbw+Px4PV6ycvL47e//S3XXXcdb3nLW/jKV76CrusJWy/27dvHAw88wE033cQXvvAF1q1bxze/+U3e9a53hY5585vfzB133MGXv/xlPv7xj7N582buv/9+LrnkktAxXV1dEQ/MAwcO8Itf/ILPfvaz3Hzzzf+/vfMOb6re//g7qxO6aEsHowtaWigU2kILKqCCCHgVJ6AyFK+KDBFE+HkREHDgBa6LoYJwtaKiiKiAipQhu6zuvXfTJk2aplnn90efc273SJMTaD6v5+lDc0jy/aZNz3nnM94fDBkyBD/99FO3PACBRgHYlRRwfX09bt68icGDB3drFm1XBVxDQwNu3rwJX19fLgLW1ii4zmja8evq6tqhyGgZWVGr1SguLuZKAjIzM1t1gLaMILIXSjbCaIxVSGFhIaRSaY+Ml7uLTCbjag35MpjWaDRISkrC0KFDO226MBUMwyApKQne3t68pZuBxuYvGxsbDBw4kLc1pVIp5zPY0e+0pU1OU6Eol8ub3Wb/FtqLIgKNk2pGjhzZ7f3eunULP/74IxITE6kLmLjtETA99bQgbmsMBgOOHz+OAwcOoKKiAiqVCgKBAFKpFFlZWfDw8IBYLMazzz6Ld955p1cYn27evBnJycnYvXs3d0wmkyE5ORnjx48H0HjhTkhIgLu7O4KCgrp8sj5//jxCQ0Ph4uLS4f10Oh2uX78OBweHZnYvRUVFqK6uRnh4eJfWa2n30t0UV3Z2NkpKSjB27NhmF9D2UnAtv9oTim0JR1YoVldX4/r16xgzZkynPydTodFocPHiRfj5+ZnUfqUjGIbBjRs3IBQKER4eztsFPz8/H4WFhYiJieGti1sul+Pq1asYO3Zsp+ldU6HT6XDhwgUEBASYrISArVNsr/tZo9FALpfDYDBw9Xyd2eSwNkw2NjaYOXMmIiIisG3bNpPslyDMCUUAeynsyev8+fOYO3cu5HJ5q/sIBALIZDJotVpuxm1v+DzQng8g+9pYc2AnJ6duiT/2eTqLABoMBiQnJ0MkErXy2etuBLAndi/l5eXIz89HVFRUq+hJd1JwbQlEdqQZ+39arZYTqVqtFo6OjigpKYFUKm1XKJoKNiLm7OzMa3SqsLAQSqWSV8sXpVKJrKysVh6V5sRgMCAlJQV+fn68iT+g0a7Izs7OpKbhTesU24rY1tTU4Pr167jrrrsgFou7ZJNTVlaGhQsXok+fPpxtzLPPPgsvLy/MmTMHo0aNMtn+CcKUkADspbACsLa2FnK5HGFhYZg6dSqEQiGcnJxQVFSEzz//HGFhYXjllVe4T9h8XVTMSUc+gGy3pkQiMcoEuTMBxzAMMjMzoVarMXr06FbR1O6kkPV6vdF2L3K5HMnJyRgxYkSPOn67IxTZRpM+ffrAw8Ojw6L+9lLPLeu3uhKNzs3NhUql4rXuT6FQIDMzE6NHj+atBs9gMCApKQmDBg3iLbIKNHpjAq2n/ZgTpVKJgoICREdH8/Y7ZRgG6enp8Pf351LBXbHJ0el0iIyMxHPPPYfw8HCMGzcOpaWlKC0tNbrhiyD4gARgL4cVKzNmzOCaLYDGrsU9e/bA1dUVCxcu5O7bG+pW2usCZovYdTodIiIijDZi7kjA5efno7KyEpGRkW0Kg65GAPV6vdF2L2q1Gjdv3kRAQAA8PDy69VhjEQqFyMvLg0Qi6fBnazAYWqWZNRoN1Gp1l4Vi02P19fWcryGfzRCJiYnw8/PjzWYGaBS6DMPwNtUEaGxiys3NRWRkJG+lIWwD0cCBA3mzKwKAkpISaLXabpcQiMVinD59GlKpFJ988glvHpAE0VNIAPZSWCHn5uYGNzc3zvqDtXwRCASYOHEiV+jMio3eQFsCkBVeSqUSo0ePNnpaQUcCrqysDPn5+e0aSQNdTyHr9XoIhUKIxeJuz/i9efMm+vXr16HljqkpKipCVVVVp52wQqGwy+bDbaXemgpFtVoNnU4HALh27VqH9YndiSh2Rnp6OiQSCa8RMblcjry8PERHR/MqxJKTkzFgwADePBwBcJGziIgI3tbU6XTIyspCSEhIt8+DCoUCmzdvxo4dO0j8EXcUJAB7KawAjImJQVVVFYD/iTyDwQBfX18cOHCAEyparRY6na5XnMDaSgGXlJQAAMLDw3vUIdqegKupqUFaWlqnKdfOIoCmmPErFAp5m/ELNL72jIwMjBkzpl3h2106E4oGgwEJCQmws7NDUFBQm00sbY0za1nQ312hWF5ejvLycl67m/V6PZKTk+Hv789rRKywsBAajQZBQUG8ranVapGRkYFhw4aZZaRce+Tm5sLBwcEoj8z//Oc/8PPzw+OPP26GnRGE+SAB2MupqalBXFwcbGxsoNVqodVqodFooNPpoFQq4efnh/nz5+PNN9+Em5sb1q5da+kt95iWEcCSkhJOAPZU4LZVw6dUKjkvwX79+nX4+I58BHsi/oBGmw65XM6rH51arcatW7cwdOhQXuvSsrOzodVqMXr0aG6kWUcYDIY2RaJGo4FCoWh2G/jf3NumX2yamzWY5qtjPisrC2KxmFdj6/r6em4yDp+ZgaysLDg5OfFmVg4AKpUKBQUFiIqK6vaHptLSUnz44Yc4duzYHe+eQFgfJAB7KWw9X1FREZYsWdLu/Tw8PPDss89i27ZtcHBw6HUCsLKyEpmZmRg+fDhu3rzJNVUYS0sBx3r9DRgwoEvdiu01gfTU7oVNP0dHR/PmgWcwGHDr1i24u7ubdERXZ1RWVqKwsBDR0dFd/jkJhULY2dl1GqFsKRTZ79VqNSoqKiAUClFYWIjs7GwAbQvFtiKMxoqD6upqFBcX8yrq2Ro8Ly8vuLm58bIm0JjmLikpaXPKiDnJzMyEl5cXnJycuvU4hmHw9ttvY+rUqc38TQniToEEYC+FPYE6OzvDzc0NPj4+3EWwqeHp8OHDYWNjg8WLF/Na0G5OWCNomUyGlJQUhIaGcq/NmCkcTWmaAmbtZFxdXbtcD9ZeCrgndi9yuRwpKSkYMWIErzYdaWlpYBgGISEhvF2w6+vrkZycjGHDhpnltbYnFFkT5HHjxnFlFBqNps2oYkcRxc66n5v+7nU6HZKTkxEUFMSbyTTQGNVSKBQYMWIEb2uyotPPz6/TjnNTUl1dDalUyvmDdofk5GR8++23uHnzZq9oniOsDxKAvZxBgwahsLCw0yjERx99xOOuzIutrS3s7e1x5MgR3H///fDw8OBEV08FICvgWEsOiUTSLQHUVg1hT+xems745avjF2hs+qisrMTYsWN59aNLTEyEp6dnlye3mAKZTIbc3FxERUVxr7WrEUWGYdo12VYqle2OMmM7nNnnKC8vN9nM245oaGhARkYGQkNDeeuqBhrfTzqdjtc0N2v7EhAQ0O3SEIZh8Oabb2LRokUYOnSomXZIEOaFBKAVYG9vj7q6OmRmZiI/Px96vR5eXl499oi7XamqqkJBQQGys7Mxb948AI3CrbtzfNuCtZNJT0+HRqNp0+uvI1pGAFm7F7bjtzvo9XrcuHED7u7uvHb8ymQypKend9jtbA4yMzNhMBh4nS2s1WqRmJiIoKCgbqcIATSby9wRLYViVVUVZDIZPD09UVNT0yyi2FIodpR+7q5QTE9Pb+YawAcNDQ3IyspCeHg4r/WGxcXF0Ov1Rk2OOXnyJK5cuYK4uDgz7Iwg+IEEoBWgUCiwfv16bN++nTsmEomwbNkybNiwgdf0krmprKzEsmXLoNfrsX79+mb/1x0T5vYQCATcXOUxY8Z0W7Q1FaFN7V6M6fhNSkpqc9qIOWFrHocMGcJryUB5eTk30o4vkcCmJR0dHc0+Xq6pUNRoNEhJScGwYcNa1ZW2nHnb9Kuurq5Z3WJbQrG9FLRIJEJFRQWkUiliY2PN+lpbkpmZiX79+nXaQGVKtFotsrKyEBoa2u3aSp1Oh//7v//DG2+8wessZoIwNSQAezkMw2Dfvn3Yvn07bGxs4OPjA4FAgPz8fGzbtg2+vr549dVXLb1Nk3Hw4EGEhobi5MmTrU7sXfHg6wzWhy4qKsqo6FfTFHJPO35ra2t5bQ4wGAycxyCfI9dUKhVXy8lnfVhpaSlqamp4HfXGMAzS0tLg7OzcZpq76WzajqL3HQlFdoQf+8UwDFfXaG9vj4yMjHYji6a2ZqmurkZFRQXvojM3N5ebWNNd4uLioFAosGzZMjPsjCD4gwRgL0ev1+PTTz+Fvb09nn32WcyYMQMCgQB//vkndu3ahT179vQqAfjKK6/gwQcfRFBQUKvJJj1NAVdXV0Mmk8Hd3d3oBgQ2CtkT8VdWVsbZVvDV8Qs0pgcNBgOvEUe9Xo9bt27Bx8cH/fv352VNoHECRlpaGsLDw3n1xiwrK0N1dTViY2N79DPurlBMTU1FfX09BgwYwAnH9oRiV1LPXRGKBoMBaWlpCAwM5LWUQKVScV3k3f0Z19XV4e2338b777/P654JwhyQAOzliMVi5OXlwcvLCzt37uSOP/jgg/jhhx+4OZ+9BYFAwKW0tVptM4HUkwigUqlEUlISXF1deyQI2AigQCCAWCy+Yzp+i4uLUV5ezmsKFmgUnUKhEEOGDOFtTbbZxNfXl9cUn1qtRlpaGsLCwngT9gKBAEqlElKpFDExMe36KTaNKLZsamkqFDUaDdfQ1FnauaysDAKBgNdoMgBkZGTA29vbqPrnjz76CD4+Ppg9e7YZdkYQ/EIC0ApgbVGysrLg7e0Ng8GAvLw8GAwGSCSSXjMDmIUVaA0NDSYRgGzd28CBA2EwGLg5tcbCMAwuX74MOzu7DidSiMXiZr8XtuM3MDCQ145fuVyOtLQ0REREdGq4bEpKSkpQUVHB69QNoNGMGACvopNhGKSkpMDDw4PXBgx2PnZQUFCHv9umEcWOYBgGOp2uzdSzXC5v5qvIMAyEQiHOnz/f6WSWln8LxlJdXY2amhqjbF/Kysqwfft2HD16lEyfiV4BCUArYPz48Th27Bgee+wxzJgxAwzD4Ndff0VxcTGmT5/eY3Pk2w1WALYcB2dMEwjr9efm5gY/Pz/k5eUZnUbW6/UQi8UYO3Ys9Hp9K0sQqVTK3WabQ5peBGtqamBvbw+JRILq6mrY2trCzs7OrL87VvwGBQXxagqsVCq5FCyfqTapVIqioiJeayuBxgirUqlETEwMb2sCjRNVbGxsTBaFY8saJBJJhxHqGzduQCQSwd/fv9Vkltra2mbH2IkrHQnE9j40NcVgMCA9PR3+/v7djrAyDIPNmzdj8uTJuOeee7r1WIK4XSEBaAWsWrUKiYmJuHXrFm7dusUd9/HxwapVq4wWEMXFxVi9ejWOHTsGlUqFoKAg7Nu3D5GRkQCA+fPnY//+/c0eM3XqVBw/frzd51y/fj02bNjQ7FhwcDDS0tK6vK+mEcCmdDcCyKYCbWxsEBwcDIFAYHQncVO7lz59+nQoLhiGaSYQ1Wo18vPzOe+54uJiqNXqdjs92/vqrqBhJ324urqavQu2KTqdDrdu3cKgQYN4TcFqNBokJSVh6NChvHbGq1QqZGRkYOTIkbx678nlchQWFmLs2LG8ZgAqKyshk8kQGxsLGxubDoViy4hi0/RzV4UiKxBra2uh0+ng7e3d7axHamoq4uLicO3atV6VLSGsGxKAVsDEiRPxySefYPv27ZBKpZBIJPDw8MDzzz+Pu+++26jnZNMokyZNwrFjx+Dh4YHMzMxW1iAPPPAA9u3bx93uSv1cWFgY/vzzT+52dzsPRSIRxGJxjwQg243JzptlxZMxjSTdtXth6wPFYjEcHR2RlZUFvV6PcePGNYtcdMUSpKl3XFtjy9q6WLL7y8jIgE6nQ2hoKK9dsKmpqbCxsUFAQAAva7LrJicnw8XFBb6+vryv6+Pjw6sNisFgQEpKCvz9/XmtJdXr9UhLS0NQUFCXonBdjSiyQrG9ySwVFRWora2FUCjEmTNnWkXXO0s9r1u3DgsWLEBISIgpfxzNMMWHX4LoDiQArYSZM2di5syZnBjpaaThvffew8CBA5uJu7bGodna2sLLy6tbzy0Wi7v9mLbWbSkA2xvD1hZ5eXmoqalBZGRkMwFqTBSxJx2/paWlKCwsbLPjtzudnu1No2hrbBkrAhsaGuDp6Ym8vDzuosjWLUokErOIwuLiYlRXV/Ne91dYWAilUsmr5QsA5OfnQ6PR8FpvCIBr/uJz8gbQaL9ia2trcpHdVCi2Fb1NT0+HWCzG6NGjW5VftFeGUVxcjCVLlsDV1RVKpRIikQhLly6Fj48PHnjgAURERJj0NQA9//BLEN2B3l1WQEFBAZcu0ev1UKvVUCgUUKvVqKurw6OPPtrtlNfPP/+MqVOn4vHHH8fp06fh6+uLl19+GYsWLWp2v/j4eHh6esLV1RWTJ0/Gpk2bOo10ZGZmwsfHB3Z2doiJicE777zT7RRkWwKwq+KtpKQEhYWFGD16dKuIZXdEZE/Fn1wuR2pqKsLDw3sUpenqNAp2vq1UKkVaWhp8fX0hFotRX1/frNOTfU1dSTt3p3i/trYW6enpiIiI4NV6RaFQIDMzE6NHj+Y1BatQKJCdnY0xY8bwWoOrVCqRm5uLyMhIXkV2XV0d8vPzjbJf6em6RUVF3LpNo+sdUV9fj/DwcKxcuRIDBw5EdHQ0SkpKkJSUhLCwMLMIQFN8+CWIrkICsBej1+shEokQERGBmpqadu83evRoDB8+vFt1MTk5Odi5cydWrFiBtWvX4sqVK1i6dClsbGy48WsPPPAAZs2aBX9/f2RnZ2Pt2rWYNm0aLly40O4Fb+zYsfjyyy8RHByM0tJSbNiwAXfddReSkpK6ZdtgrACUSqVcPVZboqs7EUC9Xm+03UvTjl++6uCEQiGEQiFycnIQGBjYbnSoKxEUtVrdafF+06giW2/o7+/Pa7OJXq9HYmIi/Pz8eJ1sYjAYkJycjMGDB8PFxYW3ddlu44EDB8LZ2ZnXddPS0jBgwADex09mZGTAx8en2+va29sjKSkJhYWF+P3333mpCzXFh1+C6CokAK2AUaNG4ebNm3BxcYFQKIRIJEJ5eTnq6uqanRi786ncYDAgMjISW7ZsAQBEREQgKSkJu3bt4gTgU089xd1/xIgRCA8PR2BgIOLj43Hvvfe2+bzTpk3jvg8PD8fYsWMxePBgfPfdd3juuee6vD92pFZTOhNvCoUCSUlJCAkJaVcMdLUJRKfTcQ0axs749fDw4PXkz4owZ2fnDmcLi0QiODg4dDiVo2UjS0s7kJYGw+ys5urqaqhUKpM1snRGeno6JBJJm+UL5iQnJwcMw/Ba5wg0pro1Gg0CAwN5XbesrAxKpRIjR47kdV2pVAqZTGaU7YtKpcLbb7+Nt99+mxfxZ6oPvwTRVUgA9mLYqNOWLVsgl8thZ2fHiaAbN25gy5YtmDp1qlGRD29vb4SGhjY7NmzYMPzwww/tPiYgIADu7u7IyspqVwC2xMXFBUOHDuW82bpKexHA9tK3arUaN2/exODBgztMwXSlCUSv13PWOt2N/LEzfsViMUJCQnhNlWVmZkKr1SIiIqLH63Y11cYwDHJzc1FYWIjg4OBmotEUjSwdUV5ejvLyct7rDeVyOZcK5XPd+vp6ZGVlYdSoUbymnLVaLTIyMhAcHMxrTRtr+xIQEGCUsfann36Kfv364emnnzbD7lpjqg+/BNFVSABaAWPHjm117O6778bFixfx7bffYunSpQgNDe1WCnj8+PFIT09vdiwjI6PDyFFRURGkUmmbM07bQ6lUIjs7G88880yXHwM0NjJ01QdQq9Xi5s2bcHd373D/HT0HS9OOX7FY3O0LfHZ2NhQKBe/ioLS0FCUlJbxP+pDL5cjNzcWYMWM6TIUa08jSUcqZTYWGhobyam6t1+uRlJSEgIAAXqM67Ov18vLiNcUONL6n+/Tpw+soP6CxoYhhGKM8DisqKvDvf/8bP/zwg8U8Uo398EsQXYUEoBVQUVGBmpoaLrqiVqu5eZhyuRzl5eXdFoCvvvoqYmNjsWXLFjzxxBO4fPky9uzZgz179gBoFG4bNmzAo48+Ci8vL2RnZ+P1119HUFAQpk6dyj3Pvffei0ceeQSvvPIKAGDlypWYOXMmBg8ejJKSErz11lsQiUTdHr3U1RpAg8GApKQk2NnZYejQoZ2+/o4igObs+DUntbW1XLNJR2ldU6PRaJCYmIigoKBO6+C608jSlkhs2siiVquh1+sBNH5oyc/PN1kjS2dkZmZCIpHw3n1bWlqKuro6hIeH87pubW0tiouLee+u1mq1yM7ORlhYWLf/DhmGwTvvvIMJEyZ0OVNhDoz98EsQXYUEYC9Gp9NBLBbjxRdfxE8//QSJRNJqjJmLi4tRNYBRUVE4fPgw1qxZg40bN8Lf3x87duzA3LlzATSmn2/duoX9+/dDJpPBx8cHU6ZMwdtvv93sIp6dnY2qqirudlFREWbPng2pVAoPDw9MmDABFy9e7Pbos64IQLYwXafTISIioksXivYigE3FX1dTkE0xVcdvd9FoNLh58yb8/f15NV1mU91OTk4mrXMUCoWwt7fvMKqXk5OD0tJShIeHtxpb1pNGls4iRVKpFCUlJbyLoYaGBqSnpyMsLIzXLmfW03Hw4MG8GmsDjb9jJycno97TGRkZOHDgAK5cucLr78lUH34JoquQALQC2KiOo6MjF+VzdHSEg4MDXnjhBQwbNgxA9wQgAMyYMQMzZsxo8//s7e1x4sSJTp+D9SNjOXjwYLf20B7s/OOmCIVC6HQ67nZubi5kMhnGjBnT5dqk9qKIPYn8sR2/QUFBvIowdtKJk5MT7xGpvLw8qFQq3qdQyGQy5ObmIioqqtMUbHuNLGq1us1Glo4msohEIm7mLp9RVgBIS0tDv379eJ0xDDSmYLVaLe8NNqztizHvLYZhsG7dOjz77LMICwsz0w7bxlQffgmiq5AA7MWwombWrFkYNGgQXFxcIJFIuPFLI0eOxKhRoyy7STNha2sLtVrd7FjT6F1JSQmKioowZsyYbnnOtZUCZtOJxjR9NO34NdU81q6SlZWFhoYGjBw5klcRVl1djZycHERFRfEakdJqtVzK2cnJqdP7d6eRpbOJLEqlkmtKyMnJMVkjS2ew5R+xsbE9fq7uoNFokJmZieHDh/NeQ5eRkQFfX1+jIunnzp3D6dOnkZ6ezvvIN1N9+CWIrkICsBdjMBjAMAxmzZqFWbNmWXo7vNJRCrip1193U1MtU8BN7V66K2Ys2fFbVlaG4uJiREdH89qZ2dDQgMTERAQHB3dJhJkKNh3p6OhocmudziayVFRUIDk5GbGxsdyElfYaWdRqNVem0VYjCzuJhf3qaCKLVqtFamoqgoODea0pBRprHd3c3HiPXlVVVUEmkxkVvdPr9Vi7di1ee+21bjWqEcSdCgnAXgib5j1y5AiysrIwbdo02NvbQ6FQwMfHB56enlynam8dbN6eD6BGo0FSUhKGDRtmlP1N0whgT+xeAMt1/CoUCqSkpGDEiBG81mYxDIPExES4ubnxOm8XaGyCqKmp4b3+TqPRIDU1FSEhIVxdoikaWboykaWsrAwODg7o169ftxq8ekpNTQ3Ky8sRExPDy3osBoMBGRkZCAwMNErwHjp0CGVlZXjttdfMsDuCuP0gAdgLYU/2169fx6ZNm7B69WqIxWLodDps3bqVO8H1VvEHNNYAtowA6vV6yOVyBAQEGG1JwUYAe2r3YqmOX9byxs/Pj/foTHZ2NjQaDUaNGsX7KLC0tDSEh4fzOmKOjTq6uLh0a7xXVxpZgI4nsrDGywKBAKdPnzZZI0tnGAwGpKWlISAggFd7HaCxho5hGAwYMKDbj1Wr1diwYQM2btzIaxMWQVgSEoC9EFaMrFu3Dt7e3ti+fTuqq6tRXV3d5TFmdzotfQC1Wi2KiopgY2PToxQgGwHUarUQCoVGNX3IZDKkpKS0O27OXLARuD59+vBemF9VVYWCggLeU85so4uvry+vDTZAo8iXyWSIiYkxi+BtbyKLXq/HhQsXEBISggEDBjQTimq1usOJLB01snRlIktBQQEYhuF9fJlWq0VOTo5Rti8AsGvXLjg5OXFTjAjCGiAB2IsRiUR46aWXMGPGDPz0008oLy/nRiLxmXK0BE1rAFkRwBbWm+JirFKp0Ldv324/V319PW7evIkhQ4bwLkiysrJQX1/Pe+etWq3mRuzxHV1hTXSHDBnC67pqtZqzXuG7/i4rKwu2trYYMGCASRtZOpvIIhQKkZubi6FDh0Kj0ZiskaUrZGdnw8nJyaiodlVVFbZu3YpvvvmG1w8nBGFp6N3eixEIBJwT/pIlS1r9X2/Gzs4OMpmMS8Pp9XoMGjQIhYWFRj8nGz3t06cPbt26xaWAOyrSZ2+zFjSW6vgtLy9HUVGRRSJwt27dgqenJ3x8fHhbF2j03WPtQPj8wMMwDJKTk+Hp6cm79YpcLkdRUVG3ax07a2Rh6WgiS2VlJYRCIbKzs5GWlgagdSNLy7+PzhpZuoJSqURxcXGbE4+6wnvvvYfo6OhmBvUEYQ2QAOzlsCdWhmHAMEyvj/yxsE0gOTk5kMvliIyMRG1tbadzfDuCNQWOjIyERCJpZiLcNLXWdOIEGzERi8VcbaaTk1MzKxD2otjTC2F7KJVKJCcnY/jw4bwb8mZmZkKv1yM4OJjXddlmn+DgYN5fc1FREVQqFUaOHMnrugaDAcnJyQgICDDba25vIktVVRXKy8sRGxsLW1vbdhtZVCoVampqutzI0pWJLD2xfcnKysLevXtx4cKFXv+hmCBaQgLQShAIBFZ1grOzs4NSqURqaiomTZrEpaOMrYHU6XRcxy9r99LV1JpGo0FWVhaqqqowePBg6HQ6zkyYFY4tL4RtRUrYY90p1Ndqtbhx4wYGDx7MezSqoqICJSUliI6O5tULjo3Aubi48B51rKurQ2ZmJkaNGsV7OjE3NxcCgaDTedamRq/XIy0tDUFBQZwwNEUjS1cmsuh0OshkMgwYMAB1dXXdamRhGAZvvfUW5syZw6tYf/fdd7FmzRosW7YMO3bs4G1dgmgJCUCiV5Kbm4tffvkFTz/9NCfQ2hvj1hlN7V66e1EXCASQSqWoqKhAdHR0u2Kx6ZzmphfC2traZseaFup3JBLZurOkpCQ4OjoiICCg26+7J6hUKiQnJyM0NJT3CFxhYSGUSiXvli9sBM7X1xdubm68rQs0Rnnz8vIQFRXFe5Q/Ly8PEonEqO7b9hpZmtJ0IkvTvwW1Wo3y8nJIJBKkp6d3uZFFrVbD2dkZN27cwB9//IG0tDTe3idXrlzB7t27eZ/JTBBtQQLQSmia+mz5PdsYodfrIRAI7vg08dWrV/HVV19h5MiRzYa5GxMB7Kndi0wmQ1paWqem0129ELKF+m0JRfZ7rVbL/R4ZhoGbmxvS09PbjC6aI0ql1+tx69YteHt7G223YywKhQKZmZkYPXo0r1NGACA/Px9arRZBQUG8rsswDFJSUjBo0CBezbWBxohnXl4eIiMjzSai2mtkKSgogJ2dHcaNG9esO7+zRpYtW7bg7NmzcHR0hKOjI55//nn4+PjA19cXa9asMduoPqVSiblz5+Kzzz7Dpk2bzLJGU9iSEz49IIk7CxKAVkLTE0B7JwM2dXKnnzC2bNmCmTNnQiaTNTveXQHY0xm/bMdvUFAQ+vXr163HtkVXC/X1ej1KSko4U1yBQMBNm6iqquIuhGxUs6NIojFjyTIyMiAQCDB06NAev+buoNfrkZiYCD8/P6NMvnuCQqFATk4OIiMjeR99VlBQAK1Wy3uUl2EYpKenw9fXF87OzryurdFokJ2djREjRnDvza7+fcTGxuLAgQPYsWMHtmzZAplMhpKSEhQXF5v1Q8PixYsxffp03HfffWYTgE3P3S3/vdPP64TpIQFoBTQ0NCArKwsGgwFqtZr70mg0kMvl8PHxQWxsLPbs2QMPDw88+eSTlt5yjzh48CDi4uKwd+/eZsfbmuPbHk3FnzF2FmzHr6enJ+8dv/X19dwc1vYicAzDcLWILRtZlEplM9sPoLGbs70O56bRxLKyMpSVlXFRGT5JT0+HRCLh3ePQYDAgKSkJgwcP5l0IqVQqZGdnY9SoUbwLz4qKCigUCowYMYLXdQEgJycHLi4uRlkp6fV6bNu2DatXr8YTTzxhht215uDBg7h27RquXLli1nVYgXfs2DFkZWXB2dkZw4YNQ1RUFAlBohUkAHsx7B/65cuXcc8997R7v5CQEFy4cAFLly6Fj4/PHS8AWbHSchRcV2sAexr5Y2f82tjYIDg4mNeTLTvpY9CgQR2mX9nXJpFIOoyWtNXNqVarUVdXh+rq6mZF+my6qU+fPsjKymozstiRiXBPKC8vR3l5uUWEZ3Z2NgQCgUUicKmpqfD29ua95lCn0yE9PR1Dhw7lPdXO2r6MGzfOqMfv2bMH9vb2eO6550y8s7YpLCzEsmXL8Mcff8DOzs5s6+j1eohEIvzwww9YuHAhFAoF3NzcMGTIEEyZMgVPPvkkQkNDSfwRHCQArQBXV1dIJBIuEiWRSCAWi2FjY4P6+nrcfffdsLe3x4MPPsh79MRcNDWCZmEjgJ19AmZForEzfrOyslBXV8f7jF9WeNrb2yMwMNAkz9mVbk6GYdDQ0ICrV6/CyckJ7u7uXDSRrb1iI85Aa2+4ltFEOzu7di0/2kKtViMlJQWhoaG8jx+TyWQoKCjg3WsQAEpKSlBXV8e73QzQKHodHBy6NeLOFLBp5wEDBhjVXFRdXY333nsPBw4c4K1LOyEhARUVFRg9ejR3TK/X48yZM/j444/R0NBgkugt+xybNm2CQqGAl5cXysrKcOnSJWRkZODcuXN46KGH8Mgjj/A+qYW4PSEB2IthL6ABAQH49ddf4eDgwNmYsB2tAoEAffv2hY2NDT788ENeZ6Wak/YEIACu9q0tmnb8GhPZKCkp4QyX+Y6M5OTkoK6ujvdJH8D/pk8MHz68XSFkMBiamQizIrG+vr6Zd2JXDbbZ1HxSUhI8PT15bzjR6/VISkpCYGAg7xNOGhoakJGRgeHDh/NuN6NQKDiDbb7fZ1VVVVAoFEZ30b7//vuIiIjAgw8+aOKdtc+9996LxMTEZscWLFiAkJAQrF692iTij7XJSU9Ph0qlwowZM3DkyBHs27cP27dvR3JyMuLj43H69GnU19fjjTfe6PGaxJ0PCUArwMHBAZMmTQLQeKIwGAxgGIbrcGUxJoVVXFyM1atX49ixY1CpVAgKCsK+ffsQGRkJAJg/fz7279/f7DFTp07F8ePHO3zeTz75BFu3bkVZWRlGjhyJjz76CNHR0V3eF2sE3RRWmLRXB6jX65t1/HYXmUyG1NRUjBo1infrk4qKCuTn5yMqKop34VlSUgKpVNppFEwoFMLOzq7TNFh3DLbZqK5AIEBKSkqbotFcBtsZGRmwtbXl3XcPANLS0uDu7m7U6LOewKadBw0axLvoNRgMXGOTMe/xnJwcfP755zh79iyv0dq+ffti+PDhzY45OjqiX79+rY4bAyv+6urq8Omnn6K6uhpjxoyBQCDAwoULMXv2bHz44YfYsWMHysvLeat7JG5/SABaAQqFAps2bYKNjQ1nE8J+KZVKeHp6Yvv27VwNSVepqanB+PHjMWnSJBw7dgweHh7IzMxs1YH5wAMPYN++fdztzqKM3377LVasWIFdu3Zh7Nix2LFjB6ZOnYr09PQumxnb2dlBrVY3O8aKgLbqAJvavRjb8Xvjxg0MHTrUJB2/3aGuro7z3Ouons8cKBQKpKWlYdSoUSarb+qqwXZVVRVu3bqFoKAgiEQiThzyYbAtlUpRWlrKu9cg0FjvWFNTg9jYWF7XBRrFfkNDA+/1jkBjLZ1AIICvr2+3H8swDDZs2IBHH320WSq2N8Ceq1544QV88803sLGxwffff48xY8YgJiYG/fr1w+rVqzFnzhxcuXLFIr874vaEBKAVUFdXh61bt3Z4n+3bt3f7Qvbee+9h4MCBzcRdWzWEtra23aoV2rZtGxYtWoQFCxYAAHbt2oVff/0Ve/fu7XLqoqMIYEsB2NOmD7bjt3///rx3/Op0Oty8eRMDBgzgvR6LXdvPz4930avT6bjpEx1F4MxhsK3T6ZCcnIyhQ4eazTOuPbRaLdLS0hAcHMyZffOFRqNBZmYmQkNDee84Zsc6hoeHGxW9u3LlCn777TekpKTcFk0Q8fHxJn/Oe++9FydOnEB1dTVSUlKwfv16zJo1C/fffz+GDRuGgQMH8n5+Im5vSABaAewkCHd3d0gkEi5Sk5eXh/z8fE5odffE+vPPP2Pq1Kl4/PHHcfr0afj6+uLll1/GokWLmt0vPj4enp6ecHV1xeTJk7Fp06Z2BYNGo0FCQgLWrFnDHRMKhbjvvvtw4cKFLu+trRpAdhxeUwFo6o5fPmHXtrW1tYj5cHJyMhwcHCzS/ZqWlgZHR8dOi9nNYbDNmmxXVVVBqVTyZrANNKadnZyceBf7ADhbEb7TzkBj04mLi4tRHzQMBgP+7//+D0uXLrVIup4vFi5ciAULFmDjxo3YtGkTrl27hmvXriE+Ph733XcfFi5caJRtDtF7IQFoBfTt2xdZWVmtjp86dQpPPfUUpk6datTz5uTkYOfOnVixYgXWrl2LK1euYOnSpbCxscG8efMANKZ/Z82aBX9/f2RnZ2Pt2rWYNm0aLly40GYUoaqqCnq9vlVBf//+/ZGWltblvbUlAIHWXoBNxd+d1PELNI67UygUFinGLywshFwut0gKtLS0FNXV1SZbu7sG25mZmQgKCuIscvgy2JZKpSgvL0dsbCzvP3OZTIbS0lKLrK1QKFBSUmK07cvRo0eRmZmJ3377zcQ7syxN3QwMBgPy8vIQEBCAt956C0uXLsWaNWuwZ88e/Pnnn8jOzsbrr79u4R0TtxskAK0ENh3a1AZl5MiRkEgkeOmllzBr1qxuP6fBYEBkZCS2bNkCAIiIiEBSUhJ27drFCcCnnnqKu/+IESMQHh6OwMBAxMfHNxvTZmpYAdjS8qXpNBCdTgfAeLsXS3b8VlZWcrNf+U4FyuVyZGZmYsyYMbyvXVdXh7S0NISHh/Pesa7T6ZCdnY1hw4bB29u7zfuYy2Bbr9cjJSUFQ4YMMauXXFsYDAakpqYiICCAd5sdhmGQkZFhtO2LRqPBunXr8NZbb/Fu0m1u2PPaTz/9hIMHD+L8+fNwd3fHc889hxdeeAG7du3CkiVL8M9//hMLFy608G6J2xESgFbC119/Da1WC41GA41GA5VKhdTUVJSUlBjdzeft7Y3Q0NBmx4YNG4Yffvih3cewqeisrKw2BaC7uztEIhHKy8ubHS8vL+9W2osVB1qttplIYVPAPbV7qampsVjHr0qlQlJSEoYNG8Z704dWq8WtW7cQGBgIFxcXXtc2GAxITEyEr68v76kstvvVzc2tw/ehOQy2hUIhFymsqamBWq3mzWAbAIqKimAwGCySPq2srOyR7csXX3wBkUiEF154wcQ7syw6nQ5isRhHjx7Fs88+C6VSCbFYjKKiIixZsgS//PIL9u3bh7CwMJw7d87S2yVuU0gAWgkdud7PnTvXqOccP3480tPTmx3LyMjo8EJRVFQEqVTabgTFxsYGY8aMwcmTJ/Hwww8DaLxYnjx5Eq+88kqX98YKwIaGhmYCUCgUQqfT9cjuhZ3xa4mOX7bhxMfHp92foblgaw779u1rETHAljEMGTKE97VLS0shl8sRExNjkhRoVw22dTodqqqqkJKSgoCAAM50mw+DbaDRZDsrKwsjR47kvcSBtX0JCgoy6kOaTCbDO++8g88//5z3CL25Yc9br732GpRKJV588UW4u7sjPT0dhw4dwokTJ/Dpp59i48aNFt4pcTtDAtBKCA4Ohk6n46aA2Nraom/fvggJCcFbb71l1HO++uqriI2NxZYtW/DEE0/g8uXL2LNnD/bs2QOgcWQTa73g5eXF1aEEBQU1qzu899578cgjj3ACb8WKFZg3bx4iIyMRHR2NHTt2oK6ujmtW6QqsAGyrE1in0xlt98IKMC8vL9476tjGC1tbW4uIoLy8PCiVSovU/UmlUs58mG8hUl9fj/T0dAwfPpzXlLdAIIBIJEJubi4CAgLandLTE4PttkSijY0NVxKRkZEBDw8P3j/oAEBBQQFEIhF8fHyMevwHH3yAsLAwPPTQQybemWVhy1ri4uKQlZWFGTNm4NNPP4VWq0VBQQHs7Ozw3//+FwkJCdBoNGbzwSTufEgAWgm//PILhEIhHB0dYWdnB4lE0uN6nqioKBw+fBhr1qzBxo0b4e/vjx07dnARRZFIhFu3bmH//v2QyWTw8fHBlClT8Pbbbzer38rOzkZVVRV3+8knn0RlZSXWrVuHsrIyjBo1CsePH+/WpIemEUAWdl5tSUkJVCoV7O3tm10AO4uOMAyDxMRE2NjYYOjQoV3ei6nIy8tDbW2tRURQTU0NcnJyEBkZyXs0RaPRICkpCcHBwbyn2xmGQUpKCvr372+R7tfc3FwIhcIOI67mMNhmm6IaGhrQv39/ZGdn82awDTT+znNzc42OPObn52PXrl2Ij4/n/W/F3LA/c6lUCgDc78nW1haBgYGYN28eDh48yPlh8l2nS9w5CJj2xiIQvZKCggKUlZWhvr6eG93Ft6M/X4jFYiQkJCAgIICze5HJZFAoFK0iJmx0hL24tYyK2NraoqSkBNXV1RZp+mBNjyMjI+Hk5MTr2g0NDbh48SICAgIsEvW8ceMGRCIRRowYwXsko6CgAPn5+YiJibHIyLXLly8jKiqKt985wzDQaDRcmYOLiwscHR1bCUdzGWyzpKSkQKPRYNSoUUa9hueffx4CgQBff/11r41+/fDDD3j88cfRr18/LF26FFOmTEF0dDRef/11/Pvf/8bKlSvx/vvvW3qbxG0MCUAr4scff8TGjRtx69YtAICLiwueffZZvPnmm73SH6pPnz44deoUQkJCoNVqAfxvykRLmnZutvy3oaEBKpWKG5vXljhs+r2dnZ1Jow4qlQqXLl1CcHCw0ekwY2EYBteuXYNEIrGoABs3bhzvoruurg6XLl3CqFGj4ObmxuvaDMPg8uXLcHNzs0i6PycnBxUVFe3aG7VnsN3yWHcMttn3Fit8Y2JijDLavnbtGqZMmYLk5OR20+amYOfOndi5cyfy8vIAAGFhYVi3bh2mTZtm8rXeffdd2NnZYfHixdzfQV5eHh588EGkpaXBxsYGYWFhqK2t5TwTc3Nze13nM2FaSABaCdeuXcPdd98NlUoFV1dX2Nvbo6SkBADw1ltvYc2aNb0uVdCvXz8cOXIEYWFhMBgMEIvFRnf8Xrt2DSNHjoSjo2OHQpG96LGG222Jw6b2Hp0JKr1ej8uXL8PV1RUhISHG/iiMJjs7G2VlZRg7dqzFImCjR49uNV7Q3BgMBly5cgUuLi68G3wDjSnMoqIijBs3jvepGyqVChcuXEBkZGSPBERHBttNb7MG22wTS319Pezs7NC/f/9uG2wbDAY8+OCDGDt2bKfTj3rK0aNHIRKJMGTIEDAMg/3792Pr1q24fv06wsLCTLZOWVkZfHx8YG9vj+rqaqSmpmLEiBEQiURITEzE8uXLcerUKe7+I0aMwKpVq/D000+bbA9E74RqAHs5rI3Ehx9+CJVKhfDwcDz99NPw8vLCqVOn8P333+Pjjz/GwoULe92YIPZiwtq9GHMhZVNhwcHBXJS0s85NjUbTygdOpVK1svcQiUTtikO2GD8jIwNisdgiNYdSqRT5+fmIioriXfzp9XokJibCz8+Pd/EHNEZX9Ho97xNWgEYBlp2djYiICN7FH8MwSE9Ph7e3d4+jR90x2Gb/ZioqKlBXVwcXF5duGWzn5OQAaIwYJycn48iRIz3ae1eYOXNms9ubN2/Gzp07cfHiRZMKQLYB7t5770V2djZGjx6NmTNnYuXKlbjrrrtw8uRJ/Prrr4iPj8fQoUMxefJkBAYGmmx9ovdCArCXwwZ42RPkl19+ydXVPP300ygsLMSff/4JpVLJ3b+31MzY2Nigvr6es3vpScfvgAEDuvSYpnVR7cHae7QVRVQoFNz3bNra1tYWV69ebSUUm14ITV3orlarkZiYiJCQEN69BgEgPT0dEonErCm89qitrUVubi4iIyMtIsBSU1Ph7e1tEeFbWVkJuVyO8ePH87amSCTiGrLYGcst/946M9jeu3cvTp48CZlMBoFAgLCwMPj6+sLX1xcffvhhpyMDe4per8f333+Puro6xMTEmPS5AwMD8eGHH8LR0ZGr6Tt69CiOHj2K559/Hq+++iqmT5+O6dOnm3RdovdDAtBKYBgGQqGQa/ior6+Hvb0911mrVqstuT2zIJVKsXHjRowcORIDBgyAj48PfHx8uAtDR8JGp9Ph+vXrsLW1NXn0ralZcHsNOFKpFDdu3MDw4cMhkUiaXfSadm2yXc5NPeDaE4pdjeKxhsseHh681xwCjabf5eXlGDduHO8dnHq9HsnJyfDz87NI/RTboT5y5Eje19bpdEhPT8fQoUMt4pvH2r74+vq2+r/ODLYPHDiAzz77DJ988gl+++03VFZWori4GMXFxWZtoElMTERMTAzUajX69OmDw4cPtzLH7wkMw0Cv18PR0REKhQJPPvkkgoKCsGfPHvz+++/4/PPP8c033+DVV1/FP//5zzZ/dgTRHiQArYQRI0bg77//RkFBAYKCgjgxUFVVBR8fH97tNfhg9erVEAqFUCgUyMnJwdmzZ1FUVISioiLU19fDycmJE4QtxWFcXBzq6+vx9ddfW8R3jo2+dWZ909QDrml0hJ0owR5jayA7a16RSCTIysqCTqezSM2hWq1GSkoKQkNDeR87BjTWPAoEAotEHtVqNTIyMjB8+HDeU+5AY5bAzs6Od4NxoLHTPCcnB6NGjTIqA1FbW4vNmzfj008/RVBQEG+p++DgYNy4cQNyuRyHDh3CvHnzcPr06R6LQDYTo9fruffCU089hYcffhhz5sxBVFQUjh07hs8++wwJCQnYtGkT/vOf/yAlJYVEINFlqAnESrhw4QIOHz6MBx54AJMnTwbQeMH57rvv4ODggGnTpvVKEdgWDMNAJpNxYrC4uBhFRUUoLCxEUVERkpOTUVFRAWdnZygUCk4gtiUUfXx80L9/f5OlCvV6Pa5cuQJnZ2cMGzbMJM/ZMn3WVvOKWq3mZiMDQN++feHg4NBmutlcY8cYhkFCQgLs7e1NWkPVVdhmn7Fjx/JujcQwDG7evMnZ3fCNUqnEpUuXEB0dbZGUf3JyMnQ6ndGRz/Xr1+P8+fM4c+aMRX3/7rvvPgQGBmL37t0meb5XX30VY8aMQUVFBVauXIk5c+bgq6++AtA4ljE7Oxs//fQTNm/ejGHDhuHy5csmWZewDkgAWiE5OTlQKpVwcHCwSJH77czZs2fxwAMP4JdffkF0dDQnDlt+seml8vJyiEQieHl5tRKITYWit7d3h3WBQGM0LykpCQ0NDRgzZgzvFzKlUonLly9j0KBBzbqdW4pFoDHl3FGXs52dXbdFcU5ODkpLSy3S+arT6XDx4kUMHDjQImPuysvLkZqaitjYWN678RmGwdWrV+Hs7GyRZqPa2lpcuXLFaNuXoqIiRERE4I8//kBsbKwZdth1Jk+ejEGDBuHLL7/s8XOdOXMGEydORJ8+fdDQ0IA+ffrgzz//REREBDQaTbP3SUJCAgYMGNAts3yCoBSwFZGbm4vPPvsMx48fR3V1Nby9vTFlyhQ8//zzva4D2Fj8/Pywf/9+TJo0CQAwdOjQDi+KGo0GJSUlzYRiYWEhrl+/jqNHj6K4uBglJSXQ6/Xw8PBoUySy33/zzTfIy8vD7t27LTJ3NSkpCT4+Ph1+KGBTzi3FoVKpbNWx2Zb/W0uhyE6TkMlkyM3NRVRUFO/iD2gceWZnZ2f2ZoG20Gq1SEtLQ0hIiEWsmEpLS1FfX4+IiAje12a7jgcNGmSU+GMYBm+//TamT59u8uaLzlizZg2mTZuGQYMGQaFQIC4uDvHx8Thx4oRJnr+wsBAxMTFITEzkIvgfffQRFi5ciAkTJgAA3n//fTAMg1WrVvW6iSeE+aEIoJWgUqnw2GOP4fjx463+b/HixdiyZYtFUj/WgF6vR0VFRauUc9Pv8/PzYTAYEBQUBKFQ2G400cfHB25ubibv1E5NTUVtbS2ioqJ6fCFpy/+trWgiO5PZxsYGGo0Gjo6OcHNza9MOx5wXN3bKSkxMjEXqDpOSkqDVao2uf+sJWq0Wf//9N4YNG2aR6FF5eTnS0tIwfvx4o+oeb968icmTJyMxMZH3bMZzzz2HkydPorS0FM7OzggPD8fq1atx//33m2yN+Ph4TJ48GXZ2dmAYBg0NDRg4cCAef/xxTJgwAc8++yyUSiWqq6vh4uJisnUJ64AEYC+H9QHcs2cPVqxYAQcHB0ycOBEDBw5EWVkZTp48idraWvz444944IEHuPsT/FFYWIgxY8Zg7dq1mDx5cjNxyNYllpSUoKioCHK5HHZ2dq1EYct/PT09uxxJKysrQ2pqKsaNG8erAGKjGmlpadBqtejfv38rkajRaACgw+YVY1POQKMAunDhAgICArps9WNKqqqquE7Szmb5moPU1FQu+se3+NTr9Th//jwCAgKMalwwGAyYOXMmRo0ahe3bt5thh5aDbQI5e/Ys5s6diwcffBCurq44cuQI16QlEomg1+uxadMmrF271tJbJu5AKAXcy2H1fUFBAVQqFd5991288sor3P//61//wubNm1FUVNTs/gR/KJVKLF68GMuXLwcAhIeHt3tfhULB1R82rUk8deoUd7yiogIikQje3t7tNq6wdYmpqal4++238fHHH/Me/RKLxaitrUVdXR3GjRvXZo2kwWBoc4IEaxLM3mZHjnU0y9nOzq7V9JW0tDT07dvXIp2TOp0OqampGDJkiEXEn1wuR0lJCWJiYizi/VlQUACJRGK01dDvv/+Omzdv4tChQybemeVhfx933XUXcnNzuQ83MTEx+Pnnn3HhwgUUFhZi1KhRJP4IoyEB2MthBZ3BYACAVp5YbLejSqXid2MEx7Bhw/DWW2916b59+/ZFSEhIhxYtDQ0NXMSwaYdzQkICjhw5guLiYpSWlkKv18PJyQnBwcFYunRpu2lnc3WH19XVIS0tDeHh4e02yAiFQtjb23c6fUWr1bbZ5dzUM1Gv10MoFHJikGEY1NbWwt/fH5WVlc26nPkQRFlZWbC3t7eI+GQNp/38/IyqvespDQ0NyM3NNTryqNPp8K9//Qtr165Fv379zLBDy3P9+nVcunQJtbW1GDt2LO655x489NBDmDRpEhISEuDm5mYRs3Ci90ACsJfDnlzZzsbPPvsMzs7O8Pb2Rnp6Or755hsA4Ibd95YpINaMra0t/P39O/Sy0+v1mDt3LtLS0rBy5UqUl5ejsLAQGRkZOHXqFBdZbGhogIuLS5tRxKZC0dXVtVvvHdZs2tfXlxuxZyxNR451RFMrHKVSiaysLLi4uEAul6OiooJLObPP19ks5540q8hkMhQXF2PcuHEW+ZsrKiqCTqeDn58f72sDjeLX3d3daAHz3//+F2q1GkuWLDHxziyLTqeDWCzG6dOn8eKLLyI9PR1CoRAODg546KGHsGbNGoSFhWHixImW3irRCyAB2Mth6/liYmIwYcIEnDt3Dn///Xez+0yZMgV33XVXs/sTvZu6ujpUVlbi119/bTcCxTAMpFJpq6aVwsJCXL58mUs519bWcpGszuoS2ffX1q1bERoaiujoaN5es1gsRp8+feDo6IiCggJ4enq28txjU84to4m1tbXNGlkYhoFEIum0y7llyhloFN8pKSkIDAy0iPdmQ0MDsrKyEB4ebpGO69raWpSVlRlt2aJQKLBp0yZs3769U2ulOw22EWb58uVIT09HREQEsrKyoFQqERcXh2PHjmHBggVYtWoVWb4QPYaaQKwAtqD42LFj+L//+z+Ul5dDp9PBzs4OQ4YMwRtvvIH77ruvV80BJvijtra2zbrEpinoqqoqiMVieHt7o1+/fkhLS8PcuXMRFBTUTCh6eXmZ3QqluLgYWVlZiI2NNWrkGcMwraavtNXlrNfrIRKJWolEhUIBlUqF4cOHw97eHjY2Nrz+3SUmJoJhmA5rTc0F6zno6upqdNfupk2b8Ndff+H8+fO96gMr+37Zu3cvnn/+eTz11FPYvXs3vL29IRAIoNVquXKHuXPn4r///a+lt0zc4ZAAtDK0Wi3++OMPSKVS9O/fH5MnT7bI2CnCulCr1SgpKUFSUhLmzZuH++67D97e3s1MtUtLS8EwDPr3798sxcw2szQVisbWrdXX1+PChQsIDw/vceq5I9jpK201r1RUVMDe3h46nQ5arRYCgaDTEX2mmr5SXV2NGzduIDY21iKNJ2VlZUhPTzfa9qW0tBQjR47EsWPHuKxFb0Kv1yM6OhqJiYnIzMzEDz/8gJUrV+L111+HXC7Hd999B6FQiJMnT1pEwBO9CxKAVoJGo0FlZSU3VB0Al9qqra2Fl5eXxeqBCOvhvffew9WrV/Hdd9+1inrpdDqUl5e3SjezUUT2X41GA1dX1zbFYdM6RWdn52Zr6PV6HDhwAGPHju3xrFZjMBgMuHLlCvr168dFv/R6fZvTVpp+3zTl3NbElaaCsSNRZTAYcPHiRfj6+lpk2glr+xIYGGhU5y/DMHjllVcgl8vxww8/9MpsRUZGBiZNmoSBAwfir7/+gre3NwwGAxQKBVatWoWzZ89iw4YNmDp1qqW3SvQCSAD2cti0bnx8PJYtWwZ3d3fU19dz6QSBQICysjI89dRT2Lp1K5eGIAhzwJrZGht9YhgGVVVVrdLNLcUiO+qwqThkR45t27YNgwcPho+PDzw8PHhLI+bl5aGkpARjx47t1t8Ym3LuKN2sVqthMBggEonajSJKpVJUV1d3e31TkZOTg8rKSkRHRxsl3pKSknDPPffgxo0bCA4ONsMObw9u3LiBhoYGVFZW4qGHHsKAAQOwbNkybNy4ERMmTMDhw4ctMjGG6H1Q7q+Xw4o8qVSKxMTEdu+XmprK3Z8gzIVAIOhR6lEgEMDDwwMeHh4YNWpUu/erra1tFjW8du0avvvuO9xzzz14//33UVRUBKlUColE0iyK2PR7Vjh6eXkZVSvYFJVKhezsbIwZM6bb4qtpirg9mqac22pgqa+v56yeTp061Wm62VQpZxa1Wo28vDyMHj3aKPHHMAzefPNNPP/8871O/LHn6IyMDEgkEu59nZ+fj4EDB6KwsBCrVq0CAERHR5P4I0wGCcBeTlMbmHHjxmHAgAEQi8WQSCRQqVRITExEZWUlHn74YQDUBUz0DpycnBAaGsqler/88ku8+uqreP/997n71NfXc36JTaOIFy9ebFaXCABeXl6dCsX2vAoNBgMuX74MX19fs43rYks7JBIJ5+3ZlBs3bsDFxQUhISFtRhFlMlmzYwBgY2PTYbqZ7XLuCqzti7Gv/6+//sKVK1fw9ddfG/X47vDOO+/gxx9/RFpaGuzt7REbG4v33nvPLMKTzbikpaXhmWeegZeXFzZv3oywsDC4u7tj9uzZ+OKLL+Dk5IQRI0bgzTffNPkeCOuFUsBWzh9//IE5c+Zg9+7dmDVrFnUCE72SrKwsDBgwoNvRR51Oh7Kysna7m9l/tVot3Nzc2qxLTEpKwsmTJ/HHH3+YZY5zZ1RUVCAlJQWxsbFdih4ZDIZWXc5tRRYNBgPEYnG7UUT2X5VKhYSEBMTGxho1bUan02HChAmYM2cO3njjDWN+BN3igQcewFNPPYWoqCjodDqsXbsWSUlJSElJMZttz4MPPojjx4/jX//6FzZs2NDs/3JzcyEUCuHu7m4R2yCi90IC0ErQarXIy8trZmEhEAiQkJCAf/7zn4iNjcW5c+eoBpAguonBYEBVVVUzQch+n5WVhYsXL2Lw4MHIycmBo6Nju00rrHB0d3c3WSSebbzw9/c36axj1o6ko+YVtVoNnU4H4H8ejO0JRRsbm3Zf84EDB/Duu+8iNTWV93GFAFBZWQlPT0+cPn0ad999t8met+m833vuuQcRERG4cOECbGxsoNFoYGNjgy+//BJDhw612Lg+ondDKeBeDnuSycrKQkxMDDw8PLhP7/X19aipqQEA7uJAJxmC6B5CoRCenp7w9PTE6NGjueMMw+Af//gH5syZg/3793N1iS1H9CUlJXG3q6urYWNj02F3M1uX2JX0a25uLmxtbU0+bq7p9JW+ffu2ez9WBIeGhnKCsaGhATU1NZxI1Gg0ANBs+kptbS2OHz+O/v37Y+fOnViyZAk3zpJv5HI5gP9NSzIV7Ln2/PnzABpngLMRWlYEvvXWWxg5ciT27dvXa0feEZaDBKAVwU4zYD+VsyfUprUlVANIEKbjsccew/Tp0yEQCODs7AxnZ2eEhYW1e3+VStVmXeL58+e5usSysjIIBIJWdYkthWJVVRWWL1+OX3/91SIf7PR6PXJycjBkyBB4eHi0ez825dw0xVxZWYmUlBQcP34cUqkUb775Jl5//XW4uLjgoYcewv79+3l5DQaDAcuXL8f48eMxfPhws6zBCrsjR47g0KFDuO++++Di4oK9e/eisLAQY8eOJfFHmAVKAVsJlZWVWLFiBfr169esCSQhIQEGgwFHjx6lkwxB3AFotVqUlpa2aYXT9Hs7OzsMHDgQEomk1ezmpkLRycnJLPvMzs5GVVWV0bYvZWVlGDlyJI4ePYp77rkHUqkURUVFYBgGERERZthxa1566SUcO3YM586dM2kKvSk3btzAlClTuJ9VcHAw9Ho9vvvuO+h0Oly/fh0jR440y9qEdUMC0MqRy+VwdXXFk08+iW+++YaaQAiiF/D111/jtddew7fffgu5XN6mSCwqKoJKpUKfPn26VJfYnfOCWq3G+fPnMXr0aKM6fxmGwbJly1BRUYEjR45Y5Jz0yiuv4MiRIzhz5gz8/f1N9rxsnbVarYadnR0MBgM2bNiAt99+G0BjvaROp4OzszNeeuklbNmyxWRrE0RTKAVsJRgMBqSnp3OTB9RqNbRaLbKzs2Fvb49z585ZeosEQZiIwsJCfPjhh7jnnnvavQ/DMG2Kw8LCQty8eZNLRdfU1MDW1rbDKKKPjw/69+/P1SVu2bIFd999t9G2L6mpqfj6669x7do13sUfwzBYsmQJDh8+jPj4eJOKP9asu6ysDA888ABee+01PPPMM9iwYQOmTZuGDz74AKmpqfDz88OiRYswZcoUk61NEC2hCKCVIJPJ4ObmBqFQ2GYx9VNPPYW4uDgL7IwgiNsZlUrVKr1cWFjYbI5zeXk5BAIBvL294eHhgdTUVDzzzDPw8/NrFVHszIqHYRg8/vjjGDx4MD799FPeBeDLL7+MuLg4HDlypJn3n7Ozs8m6kJcvX44PP/wQADBx4kSsWbMG999/P4DGec19+vQhw2fC7JAAtBJUKhU8PT25jj2hUAixWAxnZ2cMGTIEGzdu7LA4vTeh1+uxfv16fPXVVygrK4OPjw/mz5+PN998k9LfBGEEGo0GpaWlKCwsxIIFCxAQEIDQ0FCUlJRwI/pKSkqg0+ng7u7eKorY9PucnBw899xzyMjIQP/+/Xl/Le2dA/bt24f58+f3+PkNBgPOnDmDr776CnFxcVCr1QCAJ598EqtWrWrWSU4Q5oQEoJXAMAwOHDgAW1tbODg4wMHBATY2NnBzc8OwYcOsyvtvy5Yt2LZtG/bv34+wsDBcvXoVCxYswObNm7F06VJLb48g7lguXryIJ598EqmpqXBwcGj2fwaDARUVFe02rbDf19fX49FHH8WhQ4cs9CrMj16vR3V1NS5evIi9e/fiyJEjAAA7OzvMmTMHO3bsaHOiC0GYEhKAVkhdXR2qqqqg1Wrh5OQET09Pq2r+mDFjBvr3748vvviCO/boo4/C3t4eX331lQV3RhB3Pkql0mjxwjAMcnJy4OTk1KF1zJ2GTqeDWCxGUlIS9Ho919Wr1WpRVFSE//znP/jss89QX18PGxsbLipIEOaETN+sjNOnT+O5557Dvffei/vvvx/z5s3DgQMHrEb8AUBsbCxOnjyJjIwMAMDNmzdx7tw5TJs2zcI7I4g7n55ErgQCAQIDA3uV+APANcfMmDEDEREReP3111FWVgaJRAJ/f38sWLAAIpEIc+bMwe+//27h3RLWAnUBWxEpKSmYPn06VCoVdyw/Px8nTpyAk5MTHn74YcttjkfeeOMN1NbWIiQkBCKRCHq9Hps3b8bcuXPNtqafnx/y8/NbHX/55ZfxySefmG1dgiAsBzvSDQCuXbvGzU/+4IMP8M0332DJkiV4/fXXkZqaChsbG8yYMcOk4+YIoiMoBWxFzJkzBwcPHsSkSZOQl5eH3NxcPPPMMzh06BCGDBmCixcvdtqh1xs4ePAgVq1aha1btyIsLAw3btzA8uXLsW3bNsybN88sa1ZWVkKv13O3k5KScP/99+PUqVOYOHGiWdYkCMJyHDlyBDdu3MDcuXPh5+cHnU6H+Ph4/Pbbbzhx4gQyMzMBAC4uLhCJRJBKpbh165bZJo4QREtIAFoBbH1fSEgIMjIyoFQqMX/+fBw6dAgGgwETJkzA+fPnIZVK4erqauntmp2BAwfijTfewOLFi7ljmzZtwldffYW0tDRe9rB8+XL88ssvyMzMtKr0O0FYC+xYzfHjx2PBggV46KGH4O7ujpqaGpw8eRJHjhzBxYsXkZ2dDVtbW8yfPx87d+608K4Ja4JSwFYAKwAbGhrg5eUFiUTCnZxKS0vh6OgIANxQ9t6OSqVqNfNYJBLxNmxeo9Hgq6++wooVK8wu/oqLi7F69WocO3YMKpUKQUFB2LdvHyIjI826LkFYM0VFRZg1axZOnDiBv//+G3///Tfuv/9+vPjii5gyZQoee+wxxMbGIj09HXl5efD09KRMAME7JACtCD8/P/z999/QarWcoem7776Lc+fOYciQIVyhcm9n5syZ2Lx5MwYNGoSwsDBcv34d27Ztw8KFC3lZ/6effoJMJjOJp1hH1NTUYPz48Zg0aRKOHTsGDw8PZGZmWkWUlyAsyYABA7Br1y5cuHABcXFx+Pbbb/HHH3/gr7/+wuzZs7Fw4UKMHz8ePj4+lt4qYcVQCtgKYCOAq1atwr///W+cOXMGn376KQ4ePAigMVXxxRdf4Omnn7YKP0CFQoF//etfOHz4MCoqKuDj44PZs2dj3bp1vLjvT506FTY2Njh69KhZ13njjTfw999/4+zZs2ZdhyCI5rDn3IqKCvzwww944403IBQKIZfLAQCurq6YP38+Zs+ejdDQ0FaeiQTBByQArQD2ZHThwgWsXLkSixYtwrVr1xAfHw83Nzf84x//wNKlSznxZ02egHyTn5+PgIAA/Pjjj/jHP/5h1rVCQ0MxdepUFBUV4fTp0/D19cXLL7+MRYsWmXXd9evXY8OGDc2OBQcH81ZfSRCWhj2Hzps3D//973/x/PPPY+LEiSgpKcGePXuQlZUFAHBwcMDp06cxZswYC++YsEZIAFopOTk5qK6ubvbpU6/XQyAQtKqPI0zH+vXrsXv3bhQWFpo95c52dK9YsQKPP/44rly5gmXLlmHXrl1m63YGGl/joUOH8Oeff3LHxGIx3N3dzbYmQdxuXL58GePGjYOnpyfKysoANM5k/+WXX7B06VLIZDJIJBI0NDRYeKeEtUJXeiugpas8wzAICAhAZGQkHBwcuOYHkUgEoVCIzMxM1NbWWmKrvRqDwYB9+/Zh3rx5vNRbGgwGjB49Glu2bEFERAReeOEFLFq0CLt27TL72mKxGF5eXtwXiT/C2qirq4NYLEZdXR1XbuPi4oLZs2fD2dkZq1evxvXr1y28S8KaIQHYi2GDux988AH279+PkpISyGQytAz6CoVCyGQyXL16FV9++SUeeeQR3Lp1yxJb7tX8+eefKCgo4K3ZxNvbG6Ghoc2ODRs2DAUFBWZfOzMzEz4+PggICMDcuXN5WbMl7777LgQCAZYvX8772sTtxZkzZzBz5kz4+PhAIBDgp59+MvuaISEhCAoKQl1dHVatWoVXX30Vf/31F7Zv3478/HzY29u3+vskCD6xjrZPK8VgMEAkEuHGjRtYt24d+vXrh6lTpyI6Oho+Pj5wcHCAUqlESUkJUlJScObMGW48mjU0g/DNlClTWolvczJ+/Hikp6c3O5aRkYHBgwebdd2xY8fiyy+/RHBwMEpLS7FhwwbcddddSEpKQt++fc26NsuVK1ewe/duhIeH87IecXtTV1eHkSNHYuHChZg1axYva3p7e2PlypX497//jfT0dHz00Uf4z3/+wzWaTZ8+nZd9EER7kADsxbC1fMuXL4dOp8OVK1cQFxeHuLi4Nu/v5eWF2bNn49FHH6ULZy/g1VdfRWxsLLZs2YInnngCly9fxp49e7Bnzx6zrtt0pnJ4eDjGjh2LwYMH47vvvsNzzz1n1rUBQKlUYu7cufjss8+wadMms69H3P5MmzbN7LO+9Xo9RCIRCgsLceLECSQkJMDe3h5+fn7o06cPpFIpcnJy4OnpiaeffpoaPwiLQwKwF8N28k6YMAETJkxASkoKDh06hCtXrkAul4NhGNjZ2cHV1RVDhgzB+PHjMWXKFKvxA+ztREVF4fDhw1izZg02btwIf39/7Nixw6wzj9vCxcUFQ4cO5Tofzc3ixYsxffp03HfffSQACV5gsy0KhQJPPPEEEhISoNPpIBaLMWzYMMyfPx/+/v4YOnQoHBwcMGDAAEtvmSBIAFoLBoMBoaGhWLduHXesuroaEomkVVrOYDBQJ3AvYcaMGZgxY4ZF96BUKpGdnY1nnnnG7GsdPHgQ165dw5UrV8y+FsvOnTuxc+dO5OXlAQDCwsKwbt06s0eciNuPf/3rX7h06RKeeOIJ1NfX4+jRo9Dr9YiKikJ8fDwCAgLg5+dn6W0SBABqArEaWEFnMBi4rl83Nzf07dsXDMPAYDBw9Wkk/oiesHLlSpw+fRp5eXk4f/48HnnkEYhEIsyePdus6xYWFmLZsmX4+uuvOQscPhgwYADeffddJCQk4OrVq5g8eTL+8Y9/IDk5mbc9EJZFKBSipKQEe/fuha+vLw4ePMh9sF6/fj3q6+uxbt06XLp0ycI7JYj/QRFAK6MtcScQCMj4mTAZRUVFmD17NqRSKTw8PDBhwgRcvHgRHh4eZl03ISEBFRUVGD16NHdMr9fjzJkz+Pjjj9HQ0GCW5qaZM2c2u71582bs3LkTFy9eRFhYmMnXI25PMjIy0NDQgOjoaBw7dgxxcXGYPHkyHnvsMcyZMwcAMHDgQAvvkiD+BxlBEwTRK1AoFMjPz292bMGCBQgJCcHq1asxfPhws+9Br9fj+++/x7x583D9+nWz2ny88847+PHHH5GWlgZ7e3vExsbivffeQ3BwsNnW7A0IBAIcPnwYDz/8sEmft7CwEJGRkdBoNHBwcEBVVRW+//57eHl5Ydy4cRgxYgRu3rxp0jUJoidQBJAgiF5B3759W4k8R0dH9OvXz+ziLzExETExMVCr1ejTpw8OHz5sdo+306dPY/HixYiKioJOp8PatWsxZcoUpKSkwNHR0axr32kolcpmTUi5ubm4ceMG3NzcMGjQoB4/P8MwcHFxwV133YUff/wRcrkcrq6uOHr0KH777TcAwFtvvdXjdQjClFAEkCCIXsvEiRMxatQo7Nixw6zraDQaFBQUQC6X49ChQ/j8889x+vRpXo1+Kysr4enpidOnT+Puu+/mbd07gfj4eEyaNKnV8Xnz5uHLL7802ToymQxvvPEGvv/+e9TU1AAAnJycMH/+fLO/Bwmiu5AAJAiCMDH33XcfAgMDsXv3bt7WzMrKwpAhQ5CYmGj2iOeZM2ewdetWJCQkoLS01Cwp1TsVmUyGS5cu4ezZs6ipqcFTTz2F8PBwODs7W3prBNEMSgETBEGYGIPBgIaGBl7XW758OcaPH89LraMlJmvcKbi4uGDq1KmYOnUqd4ziLMTtCAlAgiCIHrBmzRpMmzYNgwYNgkKhQFxcHOLj43HixAne9rB48WIkJSXh3LlzvKzHx2SN3gS5LBC3IyQACYIgekBFRQWeffZZlJaWwtnZGeHh4Thx4gTuv/9+XtZ/5ZVX8Msvv+DMmTM0YYIgiC5DApAgiDbZsmULdu/ejZdeegmvvPIK+vTpY+kt3ZZ88cUXFlmXYRgsWbIEhw8fRnx8PPz9/S2yD4Ig7kxIABIE0SalpaUoKytDfn4+l8Ji55sSlmfx4sWIi4vDkSNH0LdvX5SVlQEAnJ2dYW9vb+HdEQRxu0NdwARBtEtDQwN0Oh35yt2GtFdXtm/fPsyfP5/XfVAXMEHcedBHeYIgWsEwDIYPHw53d3e8/vrrCAwMxM8//4zg4GA8+OCDUCgUcHJy6nI0kGGYZoKl6edOKpA3DvrsThBETyABSBBEK7RaLVJTUyEWi5Gbm4vq6mq88cYbAIANGzZg586dqKiowL333otPPvkEQUFBzR6flZUFe3t79OvXD3Z2dq1EXmeij2EYGAwGCASCNudXE5bF3JM1CIIwP3RmJQiiFXV1dQAAX19feHl5cbdtbW2xZ88eBAYGwsbGBn/88QfWrl3LPa6kpARr167F1KlTMXDgQDg4OGDMmDH45ptvmj3/pUuXcP78eWRmZnLP3RSBQACRSNSu+GMYBjqdDnq93lQvmegGV69eRUREBCIiIgAAK1asQEREBNatW2fhnREE0VVIABIE0QqZTAagcZauo6MjKioqAAChoaH49ddfcfbsWbz44osAgMLCQqjVakilUmzcuBHvvvsuysrKMHz4cIwZMwbJycn466+/uPsuXboUs2bNwoQJExAcHAx/f39s2rSJW7uurg7ffvsttm3bhr///hs6nQ7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+ "text/html": [ + "\n", + "
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ps.E('height', [('education',4),('income',8)]),\n", + " ps.E('height', [('education',4),('income',8),('gender','male')]),\n", + " ps.E('height', [('education',4),('income',8),('gender','female')]),\n", + " ps.E('height', [('education',4),('income',8),('gender')])\n", + ")\n", + "print(\n", + " ps.E('height', [('education',1),('income',8)]),\n", + " ps.E('height', [('education',1),('income',8),('gender','male')]),\n", + " ps.E('height', [('education',1),('income',8),('gender','female')]),\n", + " ps.E('height', [('education',1),('income',8),('gender')])\n", + ")\n", + "print(ps.P([('gender','female')],[('education','4-somehs'), ('income',8)]))\n", + "print((ps.E('height', [('education',4),('income',8),('gender','male')]) * ps.P([('gender','male')], [('education',4),('income',8)]) + \n", + " \n", + " ps.E('height', [('education',4),('income',8),('gender','female')]) * ps.P([('gender','female')], \n", + " [('education',4),('income',8)])))\n", + "print((ps.E('height', [('education',1),('income',8),('gender','male')]) * ps.P([('gender','male')], \n", + " [('education',1),('income',8)]) + \n", + " ps.E('height', [('education',1),('income',8),('gender','female')]) * ps.P([('gender','female')], \n", + " [('education',1),('income',8)])))\n", + "print((ps.E('height', [('education',4),('income',8),('gender','male')]) * ps.P([('gender','male')]) + \n", + " \n", + " ps.E('height', [('education',4),('income',8),('gender','female')]) * ps.P([('gender','female')])))\n", + "print((ps.E('height', [('education',1),('income',8),('gender','male')]) * ps.P([('gender','male')]) + \n", + " ps.E('height', [('education',1),('income',8),('gender','female')]) * ps.P([('gender','female')])))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9), ('education', '1-college', '2-somecollege', '3-hs', '4-somehs', '5-elementary'), ('gender', 'male')]\n", + "Viz.show: Filtered N = 145553\n", + "Viz.show: Target = [('height',)] , Condition = [('education',), ('income',)]\n", + "Viz.show: Showing graph = 3D Expected value plot with two conditions , power = 1\n", + "nTests = 40\n", + "Test Time = 11.337\n", + "String Value Mappings:\n", + " education: 1-college=1, 2-somecollege=2, 3-hs=3, 4-somehs=4, 5-elementary=5, 6-none=6, 7-unknown=7\n", + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8d1efaf9fc9c4adabfe433d0b33a35ac", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.show(probspace=ps, targetSpec=['height'], condSpec=['education','income'], controlFor=[], \n", + " filtSpec=[('income', None, 9), ('education','1-college','2-somecollege','3-hs', '4-somehs', '5-elementary'),\n", + " ('gender', 'male')],\n", + " gtype='exp', power=1, enhance=False)\n", + "viz.show(probspace=ps, targetSpec=['height'], condSpec=['education','income'], controlFor=[], \n", + " filtSpec=[('income', None, 9), ('education','1-college','2-somecollege','3-hs', '4-somehs', '5-elementary'),\n", + " ('gender', 'female')],\n", + " gtype='exp', power=1, enhance=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 302114\n", + "Viz.show: Target = [('weight',)] , Condition = [('height',)]\n", + "Viz.show: Showing graph = 2-variable Probability Distribution plot. , power = 1\n", + "Viz.show: Controlling for ['gender']\n", + "Controlling for: ['gender'] , power = 1\n", + "Test Time = 279.357\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "cc2dc0774fbb4a28842867bee1cbf603", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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bG2uJ5zAMW5YzR44coVwud1jODA8PJ9Gs6jM41S+A2YPJ3wSODypGVBaYAjmIigZAvw5xfgBxvgNUl5CUGsjf84a7voDDAYi3gPMEqA1X5mIsk2Yn+0IsJAhrtVprGysILZZOrAC0WK4TluLtdzlTwCLCiRMnOHDgAFu3bmXr1q0XnSSyVKEWBAF79uyhVqsxOjrK6OgoAwMDHdGfG/Vm7Xkeq1evbtnm1Ov1pMN4cpKpk/8P3vQ3GSqewvHqiAuiPcStNsTdIRTl+Z2pHMp8E2W+iYQjiPtOxPnBJDpongZ5EU/tZPWq5mfjMBL/NDi/Bere/ouMj+JM/zHx6C+Cunr2MWkRwIuxWEHYNKO2gtCyUrEC0GK5DljqOLfL1QQShiG7d+9menqaBx98kNHR0Yu+dqkCcHp6mh07djAwMMCaNWuYmZlpWasMDw8zOjraSp9eDxHA5ZJxJthQ+BgbBr8OBiSbTNKIAVWDMPRw84cBEMlh1FZQa4AMuJPAukSkiQZeAZ6ASKM4C5xGqc7PhWIKif9X0B8C/c86FyPnUMGf4k38DTquYwrvRbLLm+e8FJo/dJZDP0FojGkJwmbjlBWElpWEFYAWyzVOM+q31HFuy7WBKZfLHDhwgEKhwGOPPbbo2biLPbaIcOzYMQ4ePMi2bdvYuHEjURSxadOm1izhqakpJiYmOHz4cCtqMz4+/pp30vbjkq+5CKr2V6jo80jmJNI4NdUM7tVBC8RZQRtNNbiT2NRx3AsIE8SxoVA4iohCsQUYAT0F4oOcQalRFEWUzGDMCKVSgYHBNQgRyARwGmU+gsiroN8HVED+CF19Ce/CN9EYRI+iqqevqgC8lAjgxegnCOM4Jo5jarWaFYSWFYEVgBbLNUq3t99SbkDLiQA2i+kPHTrEtm3buOWWWy77GLlmZHFmZoaHHnqIkZGR1nk29zEwMMDAwACbN2/GGMPRo0c5e/Zsq5M2m80yMjLSihAuqnHiWiT8b2A+D0yABpUE/BDtEschTkmBC7EH4ioYniPDXpAMyN0YOUVAhnJ5K35mHM87ghhNUL2LjL8PpQQYRtgF6gE0LzI4MAVykua7KvggG1DyAsK/B3Ueb2IGt/Jq20IVujqOGVkgVdxO/SnIXADeAQxc0qVZTA3gckmbY9wuCLubStrnGFtBaLmesQLQYrkGaaZfmyJuqTebSxWAYRiya9cu6vU6t9xyC1u3bl3yPi4mAJvNJPl8nu3bty8qsqi1Jp/Pk81meeCBB4iiqNU4cfToUXbv3p3aOHFFEYHg/0VHu1ByHiUTPLDlHD6Cc7wI+nsJN/4v0Od9k3gnSn4RyZxr7U7VQcUgCEpl0NmQOCeoMHmc2QHEHUAK6wAXpcfR6gxZ90xrvyYeIw6KZDN7W4/V6gG5jAAvEpk3oNUutJp/jxQBRpVAZ1D1Gs5UBTd8tWvFClUdX9SlUeE3Qf8qQg34JPA24AeARYrH5rlcgQjgxVhIEEZR1Hq+u4bQCkLL9YYVgBbLNUSz1m96eppisXjJaadLEYDttXjDw8MtY+el0k8ALrWZZKH9uq7LqlWrWLVqFdDWODE1xf79+ztm9aY1lCwLM4OK/hM6/BpIKYmiSSLSCrGgBNCT6BO/h3f6CwQ3/xzRmu9tuw7TqOh/B+8liAVVL4AI4lWRLEgo6BhMroSeA1yS5g+AeBZqY6BDUC8irAO5G8iABGA8NEdw/BNd127+3B3nZWbnbmKgcAGtahiGQN8Ceg4V5PHPfQPx35By4hpdO33x6xMfQ5n/L+JFycJVHfibxn9bwfwL0O9a1KW+HDWAy6WfIIyiiDAMOwRh+xzj13rdFsvFsALQYrlGaBd/3/zmN/mu7/quS44oLKUGUER49dVXOXToELfddhtbtmzhpZdeuuR6tjTxGUURe/bsYWJioq9/4MVY6FpkMhnWrVvHunXrOmb1Tk5OcuLECUSkw3i5UCgs/drGL6LDJ1HRPhRt1yYYwKnOdAb6dAxZhQ7myB75D5iT/ze1Wz9ElH0erf4Q3DooEE8BlfmXVQSTAZMWFA08KAGjR4E3gDLAOKhxMBrFA6BeBRkF5jqvj99ZLzk4cJJyZQPVeo6BofN4eidm5m6KM99KTlX1Rk9lMRFAM4MOfwrxm+n8DDCf2kdO4L3yd4S3/+CiuomvRgp4qSwkCE+cOEEYhtx8881WEFqueawAtFiuAdrHuTXHXi3nxrfYCGAQBOzatYu5uTkefvhhhoeHgeU1kXS/tn1k3GOPPbasqReLWVParN5SqcTk5GSroaR9NNvo6GhqtFOkjshToP4RwhN49VdS3xPFLCoCui338gYCJxF6+jQm9zNo7SF+hIqbtX6CaAVaoasG08eTWZfB+AKjTTHVJibMIMrcBOpFknBkDZHbURxovyi0a9ZabYR83iVbCFG6RnT2FgbrO+efr85S6NErClVdIAJoYnTtx5Bspe1BH5o2NeLgHnoD3sHDhLdWwSv031eDayECeDHaBWEQBK2oYDNCCOlTSq7187Lc+FgBaLG8hqSNc2sKQBG5ZBG4GAE4NTXFzp07GRoa4rHHHutooljOJJHmmkWE8fFx9u7dmzoyrt/rLvX5hV7XbCi5+eabO0azjY+PtxpKRkdHWTf8EgMjz6C8g4hzPhE1okEXQXyEsKekTzwScRUDbYEzyRvMpBDeHFPfFIMGXY4SQejS+vbVc4K4WVBVdAnESZp3cZLd6jkSYajaI2mN/zc3o0wAan/bCVeAQ4i8AcXLzQdbT4fxHbjuURRTaO7Hm9Dk6wc7zklT6rmORsANJiGugdMrmHXtPUj2XNejjc+UaJxXH8DfnxxHRVVkEQLwtagBXA7NH3DNLmKYjxCGYUgQBC3BaAWh5bXGCkCL5TWin7df+41jOaKnn4ATEY4ePcrhw4d53etex+bNm3uOs5xJIs197d69m3PnznHfffe1TI6Xw+WaMNI+mm3r1q1EYZmo/AS+/xQxBvwyokBP52AgSLRT5KII0TWDySQRu7aFYXKCU1EYJa3MpvGh9lCIybevWWiJMQMqKGAGykB1PkAXgwp8VBAkj2lQ1Syi6pBr21d8L0oOJuaAPRcrAl5G5H4ULwEKQQP34uodVCrrcNVW9ITBDQ/3vDzrTHdEDAGCIMQHDu74BzKr72ZkZIRisZh8ZssfRHL7Uq62B6JwTj5IZnebyIwqKdv2ci2mgBcijuOeCHdayrgZ8W9GCLsFYbPL2GK5klgBaLG8Bizk7de8USwn+tFPwNXrdXbt2kW5XOaRRx5haGgo9fXLiQBWq1UASqUS27dvv6x+fZfTCNqYcZzwP+Hqb6BHA3CSAJ4uaVSkkcFg/rilCMnVE2FYT+r02kWgySp0GXTJQQZjggJEI4DTtd7GS1TQaOzIlJOAHXmUVJLHfBA/+VEguaYOa4i8igeZB1BmAJgC7mi0B0dAmOyYGlAFKqBfROQBEFA8AtQxspqgPszI2T2Iui/J0nahpIqoEZRMtR7LZnNAwFiuzolG97XWmts3fJ11G59GVwQUGN8Bp/nZ8dCnHyGz40Dn/uNqt77s8x5dXxHAxay32TDSpF0QpkUI27uMLZbLiRWAFstVpN3br984t3YBeKmkpYAnJyfZuXMnIyMjbN++fUHfvEuNAJ45c4Zdu3YB8OCDDy7aPBquXAq4G5GTEH0EzU6kIdB0ACJFpJSBwWkk03nuGoVSEGsfV8JeEeioZESbV6c+CqZpe2eSXg1VBxwwEegaoEDFPqIDJA9QaQkiFYKIRnLx/AIqDmraRQZclNRRJkIkRKndC58rGZLOkSkUFxBuxYTrWX3uAK7UCBWY3CZ0fKLntcYdwwmn2h5JznVNMWR0873JJI3pv6eQ//8l6WqncS3EYCojiL8F5/wg2Rd39ux7sRHA66EGsB1jzJLthxYjCJulIe1NJVYQWpaLFYAWy1XCGEMURRcd53a5BaCIcPjwYY4ePcrtt9/Opk2bFiW2liIAjTHs37+f8fFx7r77bl5++eVLukFd7DXLiQCKhCC/gnh/B36cpNgDUCKIFlQlRhnVU8uXrCt5T3QmQmoapU2PCAyLAfGqRk1g64UgJunBUFFjU53U+eEEdKPqIArwQ4hBV0DcLJKtIasNem4Qsi8D96PNKxh9G0odWuCsh4FJYAbR96PCkOLRvTjSdJsGCdaD0ysAUd0dKY1r0OgE1uYMA5kPI07XaLkQ6rUCtd0x/vgcuZTfGSqqLrDmeYwxuO71c5uK4/iyjK5bjCD8yle+gtaad77znctdtmWFcv38tLJYrlOajR5BEBDHcesLvJ/YaaaAmkLxUmgKuHq9zre+9S3Gx8d59NFHU+v9+r1+sQK0Uqnw3HPPMT09zfbt21m7di1w+ef2LifiIeaLoN+KeP8DVXdQdQEMkjPJyFzJIgOJC7Mzm/K1KI1roUCiRo2XVui6gBHijBCtk0T8hUlZXqtnwwclYHLJa8QnaQiZVUmmtnl+tWR8r45Al5PuYTMAkqtBqNATPgxMzG9PgDZnEVmffs6MJQumAHo9ui5kX2kTfwBRiHNuKvX1vTYtyfVX1dNg6jjVdrsXUKGgankUkDu1kbGXZ/Cyq1J3PTd1rmPySz+uxxrAy21AnmY6LSL89V//Nf/wD/9wWY9lWVlcPz+tLJbrkO5Gj8VOC1jOKLfm6+fm5vj617/O2NgY999//5IiKVrrRQnQc+fOsWvXLtavX8/tt9/e6mCG5UUw07iUJhBjDqH4RXAOJuleB8SdV126pBFfN+roEmTIoCc1ZrRt/dL254EaMpdFuTWMhiAPuIKKEgGH1xYFNOBUweSa6dHmyYAZFJBECBonB6YCLpg8JGHIBlWNLrkw1ibcmmKMObTJY/QwSk3PL5chIA9qNXAYVbmL3NFneq6PiuswO4W56RZ0fLTzyXah2HZMXR3HKf0rJDeTPFr3UVJPzllV4ZnV6EPJZBKH9BrTC2eOc/jM1zqmtwwNDfWIJ2NMp2C9xrnSNYvtM4wrlQrr16eLf4tlMVgBaLFcIdq9/ZY60WO5s3ybUzHuvvtuNm7cuOQoysUigMYYDh48yPHjx7nnnns6bkTtNjCXmyXtU54A50/m86rGhThKmh4i0DUXyfS5LhkDAfMNEl1iWOKYOCdERUDLvLVLOyYZ2GGyC1x7lWxHsYaISlLSQQ7iKuIKol10VcFwd7SsfYzbWbTcgqGKUnWEAWBLEnZEULXbyJyppx/fCPijSG0EvE4BqMxsymIhHjuMZAJ0GcTNgFdHUMl5fHUUjuVbrwhrmR5/RICtm9ax5qY3tT6n+/bt65jeMjIywuDgICLCTWc+A7f8n6Av3T/yanEpNYCXSrlcplC4uJWOxdIPKwAtlstMmrffUgVYeyRtKdRqNXbu3Em5XGZ0dJSbbrppyfuAhZtAmscIw5A3velNFIudtWLNKOdrlQIWmQb9HiRzBKKmMBOaEylUpYgKq0g+bX+NNfvgzGjiVY33QOYFoAHMmjCp/4uZFzjxfCBRBJTTnPTRH2dKEw9JItYUySg4qSYdxTWFkRxkyhc9ZyVH0dyF4VVQ9wPTIHtQ0R1kD+1Hcnekv1AEcQdxzp5DblIdE05U3O3pp4iHA8zqKIl25gAawjIWnFcLxMc6PwtB2U3KELv3FFXIZrOsX7+e9evXd0xvmZqa4uTJkxhjWB0fZsB5gQuTx8iNbbvm08GXowZwsZTL5Z5/exbLUrAC0GK5jIgI5XIZEcF13as6y/f8+fPs2rWLVatWsXr1amZmZpZ83Cb9IoAXLlxg586drFmzhrvuuqtvtONKCEC4eARQ5O8R79+nNlgAODMOJldHXIWuyYLRubRUcKwEk23U+qlE8LVW5CTNHaqeiD8VzNf7tWgeTsCZUcTD0vq7rgEG4qwGbTAZUE4Zzvmwrvt8UtZtDoF+CKW+2vj7NrIHD6ExGNNfRIrK4ZQniZxbUfF8Q4mSKqJHUWYy2U7qmE0h0gzERSQnJwZ9yENO9ppDR3MuMqJR0vVZiju9C9Omt5RLJUae+79QrnB4zzeYUmc6xvnl8/lrThBeiRrAflgBaFkuVgBaLJcJYwxBEPDiiy+ycePGS46+wdIEYHs69q677mLjxo0cP3582TWE7WJLRDh06BCvvvoqd95550XP7VK6iF955RUmJiZaN/jh4eGOm+mC+xRB+GUk8zed2qj55xickotpRf1UMlot1OCZns1bZAyEGsEQeYLJSOe0D1G0p2N1rVH/pxSSJUk118Fk23ZuQM8lkT9VBh0q4qLC5JJ1qLKDOAbVtJhZE8CpDGxsT+N2XgcRD7gF1ewqkc1kD55Gm0Q4qqjPjwERWreB6hj4nR3FxhnFMZOIgBROJxHP+UsIGNTuImrWIT6fpxsTa8QfQ9XPdzyuLmIDo5Ri5MR/xfeTmcb33r6e6fx9TE5Ocv78eQ4dOtQxzm9kZOSy+k1eKlfTt7BSqdgUsGVZWAFosSyTZso3DENE5JLTt+0sVgBWq1V27txJFEUd6djlNpG0i616vc7LL79MrVbjjW98IwMDAxd59dIEYK1WY8eOHURRxMaNG/DkT9DndnHh1BChfh0UHmZw7M6+rxdzClH/BjInehWcAhVmUPW4Tfw10AqMhpqB3uBVgg+q6mHWVhFPenwT4okxnPUXkt1NaWSo65zdpPRQhY1ooQE9l9TLqTpIAWKSWj0gGQXnhb2RrbV1zPksenUSOQvDiExjLSIOsA0lexAeAFlL5nAJHbVF/eIZRLsoUmoJG58TfXocudlBtTegqCIiEOc14kvv0JFzA8iLq5BbQgh7I1/GKGI9gqZTAHIxG5jaBN7Z/94S2054gcHBQQYHB9myZUvHOL/Tp09z4MABMplMhyBczszpS6Fp13I1IoDNTIONAFqWgxWAFssySPP2W674au7nYvtoduCuXbuWO++8s+PGczm6iI0xHebRS+kkXqwAnJiYaKSUPW7f+tcgXwVVxcm4OLUAsl8H/h+kojCRz91D2zh1agujo6PkcjlEvoT4vwK6ISiipJxOyIJTa7ToBv2bPdwIVdNIbBKxodqinghGgwxWIRYo6UQAFtuvqyCxwp1RmOGU8w0S4acS15lkfUYl3cKm8V9DyDlzIBmVltxNbGMGI6JoFa57gUq1QqYAYhS1YCs5f09jOS7+cY1T77R2UQjGHUVFXXV9AoSJqtO1WSJnGypunyvsYHzdMKvuYi4DXx5NdlP3GyfTtftYEZuBnj6Qi0UAMy/9EsqZF6KqfqHj+fZxfgBRFLUE4YkTJ9i7dy+FQqEjmryQ8fnloDnz92qlgEul0qJ+jFks/bAC0GK5BNrNWZsze9stGq6kAGymS0+cOMHdd9/Nhg0berZZzii3JuVymRdeeGHR5tHdx19IADbnEV8493e88cEv47mN1GPzEF6EhImukxwoR3CcOmvW7ObMqd/h2Vfezl33/BmrNn4DJTL/OrcRSzM1VOCiqzoxd5akPs9kXPA6o2BSNOhpHzM0X2dnkMQ2xgCeoEoOMtKw8plyIVTIaAyRIKcLmNVl1JxCRY1jZbKIX523hKmqZD+xwrScUVRiDl0DKh7aDzDKR5w6OCnX2otwyCGSY2hwEAmhHt5Ozt9HrTZMubIW97RirXcm/Zo7A9AtABEI5uYjm+XBjmiomKPIYMrOIuDpNRA3XlgJSLudSARRPSW8ukAEUJ/5Gk6wtyOaq4LzfbcHcF2XsbExxsbGAAjDkOnpaaampjhy5AjlcrnDcqa7vOBy0P4j8GpQqVRsBNCyLKwAtFiWSPs4N+j19lush95C9BOA1WqVHTt2YIxh+/btfWuALnWUG0AQBJw4cYJarcajjz7ad17wQiwkAMMw5OArf8Ha1f+VTWuO97WjlzxIWVBVkIaPnlKwduxp3nrfDsg2hE73ZYpdVAg4CpOvJ8HBRjeulhiqoAxIXISwiuQMZjips5OsQSJBXEFVFWY4Jao1krzvMlNAyi56qAquQopJ1DBhXuCoUh7cWvJt252B1YKuKFQcgwiaerJN1UdmBYxCHJKxcAOCck4g8nqS3Pb9ZLwAkdvJZDL4513CaQ9ZpVAq5drrlDCegKpNYfIajUGfOYlsSVLFBoUMTKe+hmfGYHb+9qFMiKTcTkwkRHMOdAWq+k4CESGz/zd6PKhVvVu4LozneaxevZrVq1cDSRlDs8P4wIED1Ot1BgcHOzwIlyvcmv9er4YAbKaAbQ2gZTlYAWixLIF2b7/mRI9urlQE8OzZs+zevZt169Zxxx13LBjBuNQU8PT0NDt27MD3fQYGBi5J/EF/ATg7e4xq5RfYuvUgWsXJ3Nu2NOj8Dhq2KJ5COYKqCpKBKAvhugjctihX22FUqBCjoTHjF92wgTEy31ThJKIKrwzZJNCkKi4YMKaR5jVd4q8rIKemXETHeNsuIDUNF0ZgZKpnhJwzozD5Wms9Kk4aSiBZk3dBIXmBuWQsXVJnqMCvo1Z1HloiBWY9ogwiBZTZBTKDOPeh51z8Qwdwio9i/M044bHeaz9XZaT7G18EJRF4oxBeQNfLRPp2iPcQj6jUZmN1OIcc7QwL9gsOm8AQTkmPACROTwF7u59A67neY3algBckKgMhuMOthzKZDOvWrWPdunUAHZYz4+PjRFHE0NAQo6OjjIyMMDAwsOQO44W+Ey431WoVY4xNAVuWhRWAFssiWIq33+WOABpjOHDgAKdOneLuu+9elPv/UgWgiHDs2DEOHjzIbbfdRiaT4dixXhFxKesHMCZmdubDZP3/SWYkSgSD0SgMqi7zkzLmV5T8bxakpFC+UM8rzGDUIxaTmj9QdQ3KRemuDtlM0lzRMnVOQxTKbwzt9QXxpfvp+XM76yEjBt2wmlFZA9mpxP5ltlELqMCZVpgBOuoKWztqF39NXNBlHzOQPvlCKQEZR9RanPiriBoG5zZUWMf91pHW/k24Dofe9y6bzfVEIIN6nSxgnCF02BBZpRziK5xq48I2/1MgFQfzjXUpi0uP9pq6EJwLYHPX5ikRQAkqOKefSm3IUcFk4sWoLp629c78V9y5v6a+6VcwxUdSt8nlcuRyOTZs2ICIUKlUWoKw+bkfHh5uRQgLhcJFBeHVNoEGbArYsiysALRYLkL3OLeLeftprRc153QhmgKqUqmwY8cOALZv304+n1aN38tSagDDMGT37t3MzMzw0EMPMTIywtmzZ5ft49d8fRT8GWH42+Rz5SS61Vxj1Pizr9A1g8k2lJ3pjCiFOSEeMEihbT1Rl+lyPJA0fdBHiBSBuQw60zsRQ9WA2MHUBIYMuqSJh+Ne/z4D+qyPrEl/byWTHF5PapAhzOB0agQtVfw1cQKoZSGbPrlD1B2oaCeibwWmwZTxvhmjm4LZgJlSMNL7Wt9VPQJQGp+RmXLEWEO76KlXkPUqqYHs2BjifSk7hmQaStqpBjHhXB3RPsq0eRmmCED13B8Ql12cNAFIjAomkczq9OO31ii403+Flgtkjz5OuOrHCdf+r6D7N4AopSgUChQKBW666SZEhLm5OaamppiYmODw4cM4jtNjOdP9HXC1TaC11teE9Y3l+sUKQItlAZrefkuZ6HG5UsCzs7McPXqUDRs2cMcddyzp5rLYGsDZ2Vl27NhBPp9n+/bt+H4SJluukbPWGs1earVfR8k4jqt68oRKIloKyVWoQBBfddT0xVqIhuPUcWI0Bmg4VSf5i6MxjkacKP2brRBAXToaLFQVVF0RGoXaXAVdw5BEE3VZY7IxUhQwgj7fEH+hQsoF4ukMOgrAEVQ2whkNwTVoATM4jTKg5vJQrSOFRMCK9lFHPWRtnxo4BarcSAV3NYKIrAdzAnHuRcluIIv78gi63WPPCPGpKWSky84FwHR7uEAm48McFIvDUD2GEYG1pR5/QwBmXORCPr1LOSUCKChMECVOM/4qnNr4/OZxLVGrjWI/EcEf/wdM4MNYn0tTP3dRAeie+iO0JJFMheBf+EOc0reob/4PSGbLgq9tHUepluXMzTffjDGG2dlZpqamOHv2LK+88gq+7zMyMtJKGWcymavqAdis/7vWjLAvleZ3zY1yPtcLVgBaLCl0e/stZaLHclPAcRwzPT1NpVLhDW94Q6tuaSlcLAUsIpw8eZL9+/ezdetWtm7d2jo/Y87juc+ybu1zRMH/QOQMIjMoUwWZBnFRMoLyfhDl/zhad6a9jJnkjjt+m/zgoUQE9bspNtKKACiFwkHC+esW+UI80IjECcmoNWlkUV0gVui6g2p004o2OJGBMPHdE8D4DRNmB9AmiWpJo3GnrFAVMAMGNdRVk5YRTCaGusI55iGBoAdBShqyAsUyTrF3uoYqKUyxrf4wV4FGkMY562DmsjjrJvu+LwAqX0POZDuMn6WmIaMR5za0vITg4BzZijP1aueLjSTRTO9mnPBI537j3tq6psZzml0XwyFkDarudso/gfCl1f0CrOk1gFojQZx4IaphHMY7n4+q4CVNDGrfl3HULFG9iIQa5fV+drvNpNPwLvxxbx1mbT+5gz9JsOHfEY3+4EX30XsamuHhYYaHh7nllluI47hlOXPy5En27t1LPp9v2BIl2YIrbTlTKpVuCAHYnJxyvZ/H9YoVgBZLF0tN+XaznAhguVxm586dBEHQUbS+VBYSgFEUsXfvXi5cuMCjDx4n53+WqFIBVcaoEugahaIinwcTuigJE3sVt9GJG+QR5yhifhuqn8Sou9Dev8bo+zDmwxj1DxSHI1Ss5xsvTKMFdqHL6MQ4ZUWcEcK8wWQNKlZgJGnacOf1h1NRqNBBqYY6NLVE7ekwqVVr1PtpQFeSQ+MqYl9QZT85p9AQj9CZWjYqsXMJFZIRxFFoX8CVJPKX5vXXfOmsh/bD3hrFGY2OFCIFnMwsEgsqzeal/TVDdWTGgaEYIgVzOci5KLMLkTthej3u8Rd6XieAuAVMOIhDlwCMJnuvfzPKG9YxSmBtI0rYNbpNZlzMmQFUPujjU5hyXZSDBMlnJ4oLKV6AVaQhAJ09f9o4rGDKPs5wb7RSBQs3gujpb6F0P5Go0Se/jgx/f/8fJIvEcRxGR0cZHU08EJuWM+Pj44RhyNe+9jWKxWKH5cxi/TMXy40yBcRxHMbHx/nHf/zHll0PwIYNG7jrrrvYunUrmzZtumq1lSsNKwAtljaaUb+lpHy7udQO3NOnT7N79242bdqE1pogSJ9nuxj6pXBLpRIvvfQSa1ft4Nve9KeIO4PpvnkbQdUdwnIBtxCB313z1vZ3VSeWF4njf4foCJwQU8uhHdN57XTUWefXh6hgME4MXrMLuGttMbhTLsrXnT5xClQ5TJouutE0GkAEJ1KoMCLOGKSgkJxAzYVJNxExozEyGCMk9jNu1UtSxxWFykTocx4mpQZQQoVUHSjON3DokoZQwWCMVB1UMIsuGqJzOdT6boHTeZ7KESipJP18JgsFDdEoOpwBJlDHVvW5ggrcHGYi6EmlKgkQZxBlZtsO2zhuMAerg+S6N3bTvrTwhTXJn+M+/x5SbWd0kgLOQ1TN9ETmaJhBy7mDuGY8OWYsxHOZdAF4ESsY/8QnUiORxrkJSh4m1Ei1jipc3rq5puVM0xD+nnvuaTWUHDx4kFqtxsDAQCtdPDg4uGxBUy6Xr8lZyEth586dfPKTn+To0aMEQUC9Xm/VLk9MTBAEAa973ev4vu/7Pn7wB39wWaM1LelYAWixMO/tt2/fPoaGhli7du0lf7kuNQUcxzH79u3j7Nmz3HvvvaxZs4bDhw9flkkeTZNqgFOnTnH65Bd58L4/x8lNJKnUOAO0NRyEkvQ75Axubi7RJUEeJZVkpJnSSFMAmiSlKlmSYrpYE5fyeLk6aaE+k2mr84POFDAQK8HkoiTaBknTRSVpXBDXRQhxyx6qe6pH5ABRYrRcp//UDwCjibSBrEJVdRJdzMewvvP9UtUkyki2IcIVoEENhMiZEdS66Y7t4/E87qYyEoNTUuBlIFdL0r8GVNVHZ8uN9yblfU2zWxkKkaNZ1FCIzlYheDG5bGceQfX7cSAgKos5MY6M9dYBijuECnoFoIrPw+paz+MAMu0h5xrdpkal+jYak+IBKApig2iHaFb3NKaouIoAznOfawk3iTWmlGkvD2yhF0oB186jzb7eUX3uveiJ4yhTJZx6HaYWoC+zAGzS7AL2fZ+1a9eydu1aILFsaZpS79mzp2U504wQDgwMLLl2sFQqXfcdwB/72MfIZrO8613v4ju+4ztYt25d61rUajX27t3LV77yFX7v936Pz3/+8zz55JO85S1vea2XfUNhBaBlxdP09jPGUC6XyWQyy/plvZQUcKlUYseOHbiuy/bt21tdfZdjlBvMTyw5cvCvWLP6k7z+wXOdkTOjk/SqafjQZUDaz12BZCpJfCoSJDCN5osYcRoeejUgdFFl0AMLdD8rheikoaK9Gxggdg0m22XxosFoQaPQ9RzuBTBrU96XMA/ubNJAETa6cfsgc4IaVklkzoBkeyNX8+IvLa0J7vAUtX1DeHcmQio6WsTZUCI+WkQPBzAYAPNiSk0V0bl50aVH60QXMuhVbSLO9J6XlBy0FijOX1NhG+4rRzADm/qfo/JQ9QDj3YITHup8TnelDRupXrVxqrfrOTkg4Yur2zZXqenesDaA0yU2TcPyJlaaudNVRrobiKMqUivhlna1ooMSa/AEU/Fxip0id6FpIP6xj3XY/4g4xPpB3PMvN847Q3i8AtX07urLQb8u4KblzPr163ssZ06cOIExpsNyplgsXvT750aYA/y+972PBx54AN/3+cu//Etuvvnm1vXLZrM88MADPPDAA7z//e/nr//6rzlw4ABvetObrnh95UrCCkDLiqV9nFsz5es4zmXx8FvMPk6dOsXevXvZvHkz27Zt67h5LFcANm8gpdIM5erPcdPrvoU2jZo6URitkjo0E6DqSY2dZEgaLaIcqhIQ1At4qpakYfMCjkG5MSYTtxKWAjhzyd3biw2xMTDtQCTEBR8ytU6x56rkeJn518d+jGTiRgqwkTp1Cog3h2STKKCOKmijMKG0pno0kWo4bzTsgaoJkk2JQAZZGK6jokajRiHpAKY6hORmICdQ8XGqYbr4ayN7ywzBsdWIqqAiUFUXb3Op932YdiA72/t4vUsoSO96dUl3JIYFhTrU8EiJelOkjY2QhpoywWoc1SUAVbZne/IhjPWJKE61Rf+gIVR7r029MkxOT6PM/Ofe9ZM3WWeyyGSv8fP0+XGKL38F7bR9zkUjEmFKKQKwXwTQxLiVf2zdzYweQeobcEsvtzaJvVsTwV+7cgJwMT6AaZYzpVKpJQiPHj3aMee4n+XMjTAF5I1vfGPrzz/6oz/a+i5sp9mB/c53vvNqL29FcHV61i2Wa4xmo0cQBB1dvpfDwuVi+4iiiF27drF//37uu+8+br/99p7IweWIAA4OHUFnvpuRdc+jHIN4YLKCyRnQMYQuEged93NXIdkqZjTGXT+LrAsgF6FmNfiGzpwtuDMa5SSWG5JNJnaQiaFgcKjhVDXOrMaZE1TY8KrLKFTdYBCiXIh4MXrGRc8k18AMGUxxDvHAO+fgxDpJESpwp1IiI116RKUFIWPAD5NawPbLmgGGZ1COQr2axe0b+et9zB2awqkI2o3RhZSDBkmIVKcsWa+qInF7kV7XRhf8JJrYhkT344yfTrYOezuQW5jGdbyQlmruEihiYHMpvTlHIHhxTddj6ZGpemUQnG6n7WQd2vORUoy4nYJl6txJvNP/mLq/eCZHdwlrvyYQ9+R/QbnJtYr1NpjN4pQOd2wTlkdAO5japdfVXoxL8QFUSjEwMMDmzZu59957efOb38wb3vAGisUi586d4/nnn+cb3/gGe/fu5fTp01SriX3Q5RSAn/rUp9iyZQvZbJZHH32U559/vu+2YRjya7/2a9x6661ks1nuvfdevvSlL13ScY0xfPrTn+a5556jVquxdu3axD6q7b9arcbjjz9+qadmuQhWAFpWHE1vvyiKWqObmr+wL1cEsJ94m5ub49lnn6VSqfDYY4+1ZpUuZR8XI45jpmcf54E3fQI3W04EUphB1UDVmbdTcQUpakzDW1oFnc2fYkCd9pPu27XJjVPCJBqkag5uRXdG41TDnNm03bm1AS+xAtGh4MwanHIhib7mYxL/PjDDEWbIzDcKRC7+eQfdFfnQUVpkrkuUeKCrnZ29xtWQWeB61hVONoLaAvnjLszZAbwNZbyxMnLKIzqaR5o6UEDPOWivz1QPDTOz8x0r0tZcIZGgdVftnvjo3TPzD0RVJO3rWxQSNybIHD+PqM50merq7sWfhHzK510Bkx5yvltkqLZ5x/PUS70CUJpFfI0OWON1dqXcIpN4XldErrk842DCzlo9ZQIIp3uO7U1+IXlJaRA9OY4Op3q2CY7Vk67k1zgCeDG01gwNDbFlyxbuv/9+3vzmN3PnnXeSyWQ4deoUn/3sZ7njjjv42te+xrlz5zh3bmkzkrv5whe+wPvf/34++tGP8uKLL3Lvvffy9re/ve9+P/ShD/Gf//N/5hOf+AR79+7lfe97Hz/wAz/ASy+9tORjx3HMf//v/50PfOADZDIZfu7nfo7f+73f4ytf+QpHjx6lWq1y6NAh/uRP/mRZ52jpj00BW1YMixnn5jgOYZh+014saSJSRDh16hT79u1jy5Yt3HrrrQtGCy5VAFYqz2Gc/43i8FyjYzMHqgJeHfFI6vfqCvFUR6hM/EYgLQA1rTA6g6kp1Pouw+KZABXn0W6906i4qQkyoMsqvRtXKfDA6FlMIU7EngFVy6MrdYyfmCXrssYtuyidElXzDarkIO3lTzrlptt2+UX54AftD9ARNqwqnDmFGoyQoNKwjOlee9fuZzzcVdOtvzujdRzqmCmPeCaLO+agctMsxEjxNFFcwHHKSNtHTp3Poka6Urxz9+DMHm9bjoBbgKjb20+QKDl5FUUYdytOeGD+6bZpHGJAZ8qoioLAQZRCfAOFOD3610RLT81ifa6IaK/zMjWjjTq5mDFDHY3AenxH6h1IRKEUBKUcudHOz5+qnUO84fl9THwDxSQykUXr9Oie8VZhxmdgZN0VjwBe7vq0bsuZ2267jbVr1/Jf/st/YceOHaxbt4577rmH7/zO7+S3fuu3lnz8J554gve+97285z3vAeAzn/kMf/M3f8PnPvc5PvjBD/Zs/wd/8Af88i//Mt/7vd8LwL/9t/+Wp556it/+7d/mD//wD5d8br/1W7/FM888w9e//nWOHj3KN7/5TfL5PGvWrGHz5s28+uqrbN++HaCjoc1yebAC0LIiWKy3n+M41Gp96qsWSXcNYLvv3v3338+qVf0sPDr3sRQBaEydubkPkcn/LdptjjEToK32KgIV6/kuXEiigTEoA4R5hBqgYLiK1iQRrboDNYWac5IJGSMp49Q60siSeNelfLvEnkkif7EmafMFyVaIG6Vp7nkHXU8sV3poHMOdhfBiAtADXRFiXyGFrpt++1pDcKYd1FCiwJQfoaY1ZmThax+fy+PePN3zuMqGqDNZ1DkfohwyEKNWpYsORQ3tPAi8SJKLDpCqxhnovL5SddB7Tve8XtwCqksAiiho+wFj6qM4bb8zlJlPHUvVQzlxkl7PmPm+jxmHuOwhF/qlGHsjgCbS0BVtbE35cNykvDOcH2MY1x0cp7M2Mkn56tbuVTkHo5273PfSPxKNBvM1cic+C9PZno7hdiJuBmYR5WCuYBPI1ZgFPDw8zA//8A/z1FNP8Z3f+Z08/vjjfOUrX+Gll15asvgLgoAXXniBX/zFX2w9prXmbW97G88880zqa+r1OtlsZx1pLpfjn/7pn5Z8LlprHnzwQR588EEmJyf5yEc+wqFDh9i5cycvvPACL7zwAvl8no9//OOAnRJyJbAC0HLDsxRvv+XW3jX3ISKtAu8dO3aQyWTYvn17z5fn5VhHGP0xYfwJMsWZDguVqJ7DU1UkA6rmISoGUUkaWHuIahg8O417rq6iKwqzKhGvYgQ17SeBQt+g8wY1FKdHyNpxwalAPDj/kAAmG2MyJkkVGw+h82bsnnMS4+aGCXM/lI6TOrdmcV2f99OILGwJEwrubBaGOgW/DBgIaHgHNg86/8doIoN/0wzdxNMeuqLRIii/hDNQRSmIT2QwomFdDeV3npeOXsU4Dvh5YA497aK6BLYcGUSnRKVFp32WBKkHrbWb8zGsbTuNKFm3hAqVD6Ge8kY6Qu3gqv6e3WllmDGI7txXKwXcEOhhxSfXWFdc9nFz3SI/2XFrDF0ppirD5NR0a4tbbxrgpCpw9uxZDu7dxf9HvYrqLj3sIryQBWZB6SWlgOM4GVW4WFF3NWcBl0ol8vk8q1at4l3vehfvete7lryPCxcuEMdxy66mydq1a9m/f3/qa97+9rfzxBNP8Ja3vIVbb72Vp59+mi9+8YuXXDbT/E7+yEc+AiQRzttuu40f+qEfuqT9WZaGrQG03LC0N3os1tj5ctQANm8Yx48f59lnn2X9+vU8/PDDixZ/sDgBaMwuasEPEun/iM5Od96XNbi5KuKDLoEyKrFhyTSsXrywQ8Tpkg9GMEMxelbB5BDUNaypgRK0BlU0kBGYSLnjduk1yQrUGt2oCHEhwmRNSzx0+NgZ8E67OEol70+/t6j5uAt0RKdSOn4jgbyDjhV6wkGVu9LVkeBN6cSrrxsHdKX/V6OZ8hOj5jbiYwU8HaHzId5QGTdbIZ4dTnY3WMcbquLOKuRoHpmYj9QomQB1D+SHkUmvJ7qq6hpnIn0tlVrK50MU1OajvubEeUS11TXGMxhxIHKSqFlKc4u5kCc8P9jzeGtNKY+JAVFdYrIVlkv+P5xp2MIEGhMs8AuiLb1cCTrT0Hld4pZbbuGBBx7gLWN1zOzC6k9wCA/PtNazlBRw9K3nUZXe7uW+y74KEcAmr5UNzMc//nG2bdvGHXfcge/7PP7447znPe+5ZOHbfN3x48f5oz/6I/70T/+U5557jlOnTi3LCN+yOGwE0HJDYoxpOfPD4se5XQ4B2BRuhw8f5oEHHmBsrM90+4XWITNsyP0D8eROdOFB8B5Gaa+x/zni+P3E7AJ/Zj4A1t02GTRu1h4Yv1EXFpLYYfgkTwroWhExJZyKwmiDGY6AySRDezyHHu26HsW4x6hXyABt9VoKdBgR5SAuxtAlmJrF/hI4+BcUui17JRnpMYnuuT4zIXFDGxgTd9SWiQj4znxDyWCc+DhPKUQUogR3QieRvj7IgIG6B5mwdT4A0Zkc/k3zqUupKcyZPP66xAImOj6Auyb5c1j1cIfaLoln8EYTQRGXb8HkhkDtRcWTiL8K3Xj/pKJhzkMiRXSsiO+mR0MdL0tXEJWgXod6FYODJkbFcaMOcF/jNISolsfL91rWNCm9vCGJwrUGL/dcnZ5HTCRIz+2kkQLWDgoILkSwGupnhlKFZysCaBrlAYCa0dCmAdutYJzjz2PmfGS4gupzjcpmHVJOLpIsMQIYfusbOJu2oAfSClp7uZoRwEqlsmwBuGrVKhzH4ezZsx2Pnz17tu8IytWrV/MXf/EX1Go1JiYm2LBhAx/84AfZunXrJa/jxIkT/PzP/zzf+ta32LhxI9lslnXr1nH77be3vADXr19/yfu39McKQMsNRbu3X7NoeKlzfJcjAGdnZ9mxYwcADz30EIOD/SMpLUSQygtQ/juIX8LoExS9KsWtIJFPXP08qqIQhhBfiP1JDC7a77YCmW9uUFWNZAyiSYr8m4dqCq1YQT2Z+iFSQQbjpCyvuV3VQ5/LoNP84Qox5lQRZ2ObiAiinm+TuChJbZ/RqJoA0pq7a8SHuRh/Nov2u6JwLhBmwetfi6mHakRlD1Uw0BUpFXRSUteFFAVmwZ1O+mdj1Ri1lnoAUGEGyXSmXqXqoBp1afG5LI6KW+LP1By84fn3JLP6AqbuozO919CJjuLMgagicW6M2BmBSh6pVtD5CPEiqGSJTg/hb5pOXaKfyaUIwAAPCFWGjCRiM6oM4zTedxHBdfpf13gyR3B2KElfFyKk3ltXJilBWonn/QfnaX6gkq2DM3XM60iif06v+JaWAJzfe3ZyBlmfR8XJubRPA9HTr4JSxHMZ3O6mmQYmWAckgn1ursz01BlKx49f1HDZzM5gxo8hc91NNv252hHA5drA+L7Pgw8+yNNPP833f//3A8k5PP300xe1Xslms2zcuJEwDPnzP/9zfviHf3jJxw+CAN/3ef7553n66af5gz/4A9auXctLL73E888/z1/8xV/wa7/2a7zrXe/iv/23/0Ycx3Ym8GXGCkDLDUN3o8dSxR9ceg2giHD8+HFeeeUVtm7dysGDBy86AF6icUzlVzBmL7pawuQliap1BBES8WCUEDtnkyhfYNBO1BjL1SZgGhEbFRWQXP8ID4CKEvuVxJDZQOygyhoVgqoq4pqHs7Z/CkZ1CaPuoFDsC1Ex2TUOSC4x8lPVRFwy6eLnDapb/LV24EC39mg/VQ36jIfcWke3GfuJCOR6ozBqNlEtugq6EEMN3DqYmTwmMph1Iaq77rBQQs04yFBiUh2OF/A3ziGxEJ9ehz9ytiMVHJ/Lt6J/ANoRKudGyK/vjLB0rEtKOLXDOOEhVCERG1LTEDqE44NEgbdAMLT30WJxgDollD8A9UQ0lV6dJrOtcX1qHrrYv8u9vCuJtEisUX6cLgCLW1DTJzsfS4kASpcAlHpMbWI12hGiMO1G3jgf0a0fb1qE2L8Vt7or2aIxDURO7kbFVXDBTOeSsXem1xtRXZhfU75YpDKtUw2XR0dHW1N4AIIv/xUSCmYJAvBqRQBFhHK5zMAiI5ML8f73v593v/vdPPTQQzzyyCM8+eSTlMvlVlfwT/3UT7Fx40Z+4zd+A6CVnr3vvvs4deoUv/Irv4Ixhl/4hV9Y8rF9P0nf1+t1HnnkEd7xjncAyQ/n9773vQCcO3eO6elpACv+rgBWAFpuCOI4plqttsycL7Vj7FIigGEYsnv3bqanp3nwwQcZHR3lyJEjffcj4auY6keI/Z3QKAuM84lHnyorTFZaDZWCENdV0vTgFmB4OhFCOk5StDVAwHhAVAAVI16X+OscJ4EKi4hfQgUOLb8UB6Rg0OcdVCFJkXI4C1uqnXYvDfSqOvGFIs6q5FjtGb0oK8R5kvt5QwC2Dp8BNeWQPSmYTQ54fUbHpc3L7cJxQiJoTZ8QESSr53WEEarHV+P6Zfx1FfQFjfYbxwsdcGN0toIGZEZhSj4y5CMjpfkGk3bRGQnxnAcXMmTWn+lYS3f0r7VGfw6Rvn0qyWudW3HqiY9aU/whiuj0ABJrxBlExb3TRFIysS20X2hFB/NTVQxZVFRD9TRezBNPZamfGkl2HWuUn75tt6EzJEFYka4btGpv6kgWbGY12okxCwnAttcCxOUcbkNXNVPAau/Tba/TRGYzHvu61jlI9Opk6++O45FVmnvvvbc1YWJqaoozZ87wyiuvkMlkWmKwuO8FxGiktDQBeL3VAP7Ij/wI58+f5yMf+Qhnzpzhvvvu40tf+lKrMeT48eMdorZWq/GhD32II0eOUCwW+d7v/V7+4A/+gOHh4SUd94UXXuCrX/0q73jHO7j77rt54IEH+OpXv9ox6zeOY9asWcOaNX3siCzLxgpAy3VN09uvWq3y93//93zXd33Xsuf4LkUAzszMsGPHDgqFAo899ljrV23aNBAJ9mFqv0Ls728Jv/knk27cuCBJ1+00RNoBNwO5MpQVrJ5OxIHXWJ8G09iPriUmxDqsYwqkt3fFGhUbxG+ItjiH0BCLBtzzLqqQxJuMp/GGysjZDHHewHDKNQm7vA6BqCCYDPPNHvUC4s0LI30yT26iCpJDXTBEBY1KSQfi1hLx2DGftssUuhg2mkGSjmvxGp3BRjCTo5i4Sn5zI2J0OoOTb6tR7NYqjuAM1YE6nFOIUUTDHgwFqCkXY/JQj3F8wVnfKwq6o39NMmMV6pOjZEYne54DMO7N6MqO5M/OKlQ4i85G1PevAjQiilivQqcKwJT3pGnC3dYhrMRgvFtxagd6I7dtlPe01X01IoCppP37iqRHADYjgE3vab9QRTvJPk2wsFAS5aIartrmxAXkZo3CoOIyxBX0+X3Ng4ACc3IaubmQPN9ckt4K0mZ7g2o1gWitGR4eZnh4mFtuuYUoipiZmWFycpJz33qOgbCMmDwTx46RuXCB4eHhi0b0m41mV4PLUQPY5PHHH++b8v3KV77S8fe3vvWt7N27d9nHPHXqFH/0R3/En/3Zn1EsFjl69ChPPfUUv/qrv8rtt9/Oxo0byWQWb8puuTSsALRct7SnfJtfvMs1Y12sABQRjh07xsGDB7ntttvYsmVLh/Bs9wI0Zpy49FGInwOn0YjRGG0mykluqDqZloEGqmAKAkMBTHuJSd+6xo27rDvFmFHoWgaTr0CoEUejAlCmiMnMJEJHJdYv4qqk+aNJtQb5xBjamdEN8Zeg1tYwMxpdrOPEIMczmI1BRzTQWV+FUh6KFYwYZEAw3U2Z9QAa9ynnWJH8bAW0SrRdXaHPDiEbeic3oCWJYLXdA0QVaNZztTYr+ZhsPRF+DnDGh1yMHp1sacfqwVGKq7rGiOViJCTdP84TFDFeNUYmXIyAiXwya86lap8k+te/WzSYUWRG058T46ORRPzFGXQ2QuoO4clG94hAGA33ZMMBVJxiDdP6/86vdjMd4Qz0F3+m5FE/Pt+sJLFGp3kxAmm/LkwkGNP9uO5YVGGs1La9mxIZbfuL9iFOjq8qFUx2C07tSPLc9BFUrXMusAoDIvdOvPhbrcfC6QLQFpUVhfTxAXRdl7GxMcbGxqj+4183zkWhKhVeeeUV6vU6g4ODjI6OMjIywuDgYI/Yu1oRQGPMdT8L+C1veQu/8zu/w9GjR9m5cyeDg4McOnSID3zgA2zbto0tW7bw8MMPc+edd7Jt27bLku629GIFoOW6pDnOrfmr23VdlFKXZYzbxfYRBAG7d+9mdnaWhx56iJGRkZ5tkghgTBT9NpH6I7TrI3npSNkqNd/tKJGgSwqTN5jVyR0znsiiR+c6LUfqbTedeg5FgMk3omUNcZZM9SghsYuuGSQEKQBO53kpBD2n0aFC5el8zhXiuVwyKcIBNVxHnXGJ8wpG5vcjgQ9xCTMineKydUENCHivjpItTXc8JVUPLz9D/VwGtSbFXNp0Za/rQNc6newcxgXRQFVD134qB0cZGJ2gJzCjSVLmPY00XWvIR+hZDy+YJTg6RGZriv9fn+hfk8JNU8R1H6erGST234BTfhnjjCXiL0zMnsMTQ40TStKn4VymJaI7d5AiZhoXrDsa55bPQJhBhus944ABqge6zMlF9U/P97HdEdMnAhgLbibAzbafv0IijfLSU/2iMxDPi+o4WoVDIgDV/qeSSSjdazhxAVnroRpjVYLDXe+JUhe1gTEmRk6+gjQ6oga0Yvv27VSrVaamppicnOTkyZMYYxgeHm6ljAuFwlWLAFYqFUTkuhZFw8PDbN++ne3bt/PjP/7jBEHAwYMH2bNnD88//zzf+ta3+PM//3POnTvHZz/7WX7yJ3/SNoFcAawAtFxXNFO+zS7fyz3H13GclolzWip5amqq9Yt1+/btrZRvN4XCSQqDHyJyJpJ1q6Q2zTTqzFUIqm6ItY+uFlDOFOIl0ThVBZQQN0dutQlAFTdufeNZWBMgbqPhJXaRLqsVJYKoLAzWk9q/yAfjooxBqnWkEqNd3d9Id7BLMA5EOAZkfJR4zTTKBRmcSoSfp5LUtUjSxdloqBAFmQM+fsoMVxppQK8UEw5qVLYrZd79XR+EPQJQnAidAeoKM+WBI5hcBtE1pJanMDSJ7mMRIspZyGlmfruai1uo4+YD6ocHkHyMtz4RJxeL/gFozzB7aJDB2+ajkKKyqPp4Q/xlW+JPVJHg+HBrO4NPeC5KF4BRSgNN81TbZzprg86VURpkxkcyBlVoGwNYd6gc7K2zUjr9upXLZXp622PBxF3iR5pdvUJhbLYj2icCJnLQHQKwKwLYhjlbgUaAUo3vSV2XKs8RZ+/Gre4gzmxCpjvfF5GL28BEz34VRYxphLKbXcC5XI5cLseGDRtaTRiTk5MdDSUiwvnz51mzZk1HQ8nlptLwJnwtfAAvJ83vWRHB933uvvtu7r777lZHsYjw1FNPtSxmrPi7/FgBaLluuJi3n+u6l83EOY7jjpofEeHVV1/l0KFDbNu2jZtvvjlVIBqJieMPctd9f9txPxMn7BAbxhV0BCr2Maua9WGCKgGeQXKCQwWJHDibQUUKGQ6RGNR4FtnQdfOvG8jPH0FVSRo7so0bngJxApQ4SKBwyhpvVhF79LVC0aMB8fkcTm6+dk5pUMVJZDxDlAfW1+fr6XRyIOUAcw5q2sWfMniqTyQpTtarHYNzysfc2nVOXmObbg/BNsQH3MZ+Vtcay6hTPzQMF4ZRd8zRoYbayVSQqE8auLn/uka3zSTOjJURA8HhQfS6CvFEbsHoXxN/sPPcjHcXqnasQ/wBhLV7IT43v6H2CC4IcpuPMp3RKxVVerKxTStIieevmTtUbZ2jaozpk8kMDCWfDXM2DyblVhCly2PH6d3WRNLM2M6vpfGJ1/EcfrFr2oqQNILk2ocgt7+262Z/7gJm3SpUcAFVmi8Z6P43aE5XkWFFFG4AOusu22sA+xE99/eJNVJDzKZ1ASulKBaLFItFNm/ejDGm9cPw/PnzHDlyhEwm00oXj4yM9P2heCmUy2Vc173ua+Satjm/+qu/yunTp3nLW97CunXr2LRpE+vXr6dYLPLd3/3dr/Uyb2isALRc8yzW2+9yTvFoF4BBELBr1y5KpRIPP/xw3463KP5HYvkFxOlKK8aqo9FB1RMLFlMAKvM3QD2lMCNRx01duTEMGWTah/N+Ig5RSfNu2z1SRfNJMT3pYIZNUkcXgao74CjEN4iu480pdCbpsHBrMXHgYkb7iSyfDoPn5vFW1WGInmYKph1UzQHfkJkyODUFfYIh7e+g6wYEJ7NwU61zg6qCpkDtesuNYt7XsIEEDsGJItlqSFh3CfaPkLl7oivS1NidEyEzHmqB2jg15/WkG5WGzFiJeNYlmnQJoyJ6qI5T6L+f7JoSldOD5NfPYpy1qNp4j/gTlSV4qUtwOC54WUx2PU7lWOdzYQXJJM0RbVcg+d8oUWMi4I52RsKUAuUaZNZHEIJTQ6QhUXrEJZvJQNsyJSlmZWpyjvZqiGb371D+UHrtZGoncOO1ce/nMdY3o0uzqIVsmqYuYNbfSXgsRdULYAwmCNF+b1WlKc3B9JkkUt+oZ5RyGTEGtUBqV2vdisY98MADGGOYnp5mamqKY8eOsWfPHorFYitdPDw8vKxoVnMM3NVqOLlSNNe/adMmfvVXf5Xf//3f58EHH2TdunXcfPPNfNu3fRvbtm3jpptuWtT8dMvSsQLQck0jIkRRRNS4oS3k7Xc5BGBz3839TE1NsWPHjlbNSlqDiZGYKP55jH4aEFSkMCiU25hmEAhkFERJh69ppjENkK1BpNFlgxlrhFBi0CVNUBnAyRnU4Fxy81pfa6VWqXiEZ4Zx1kyhiw1PwFDQJY3JxehpDY7CDBik0LBJCTz8CUE3p4I4AnWNk4tQZ13itb03XRmuYMqqI40aexANkQhVSSJKxCpZw5BBPMgdUTgYTOymp1kVoCWpA2tcJzcMCCsZVH4+TaekrQ6wbXkijXR622dBJnzIOXglwc8HBLFiYGSW8itjeLdPoN0U8+HYAdKFm5ikg7afC188lUOXPDJjZahAMDVAaaKAybvkV82RHemsF4wqSRTIqE048ekO8QcQRvfB3ETnGrQPXoZIRnHoFIAKSayBog41lhAkY2B0LkDn+p9feH6QqJw+orA2NYrKDqJqXR3I3RNnGjfygXynkJyZmUPpIrl8Sge0XGQcXBj2Cv5poNoWSevzPRBN+YSHe4/ZFKRSq0OKAAye+iuUanQtN61rjEHKZdRF6u2MMa3vJtd1WbVqVUu0BEHQqh88cOAA9XqdoaGhliAcGBhYkpgrlUrXffq3ndHRUd797ndzzz33MDY2xt69e/nyl7/MJz7xCUZGRnjsscf4+Z//ed761re+1ku94bAC0HLN0oz6Ne1ULvYlebkEYHM/hw8f5siRI7zuda9j8+bN6Slfc4BQ/jXiNNJSCkQLSgRdByggYRkVeZh80NEooUIS3zdPIa7gTDiIJ5iCwQwZ3KEZxKgk5XtTV3o0H+JtPY+ECs6PYoIZdKCTGrkcmFyn2NHTGl0TtNtV1xcoJA/aj1CnHaK1Mu+BBygvhrLfShfGPkSDgAEVgHgqScG6AIKa02SPgdOa9dbvPROUAlPNoQaSiKnW4I4L8a3Me/n1yXIZn9Y6JQImsqjVNczBVeTyDeElMSZWFIqzlPaMkrlnomeGr1rAFJk5D63T3VYg6WKWtjo5P1NjtJmajyA4lqdWKmAchTdUI79hmki/HqfaK/4El3BHSn2adsHzCau5tOEmiJNHdQjApsipQg6ckfT6RBNqKPvMnRxD9xFiJ/c9wsY7z+BcTAA2u0q6mkCKxUGcm86i+6Tw44UEYK2MySp0m8GkOXk2Vbj17LecgSiluaexK1MNcFIG9MR7v4WGnm5mmZuDiwjAphNB2neE7/usXbu25a1XrVZb9YPtDSXNlHGhUFjQyqpSqVzXHcBNmingD3zgA3zkIx/hp37qpzqe/4mf+Ak2bdpEuVzmHe94B3/+53/O29/+9tdotTcmVgBarjmajR5RFLU66xY7x7cZKVwOWmt2795NGIY88sgjDA2lp8ii6Eki/fud0zgAYhoNEUAEOjKYYh0dmyTY1LhJmyiLKgmyNkB8Q7fOMGUfalmkbfYsBpjxoF4kqmbArSAV8LaCiQ26otGTGskIkhdQ4J7TaEyP+EEAz7T89lQ2xj2XIxwJUO32K40Ubug1uomFJKXc7aU35ZA7adr1I7hZeuaVtVP3oO3e6ngR5sIwsno6ecA3SMlFFaOWKGxP/cpsEmFUa2pwYpCcbou6GaF+oUhu7RzF4Tnmdq8ie8+FjuugcjFm2kUXej83qp7UH4qonhhgNJPB9ROBGU7m8EZ70+R+PsTPT8+/ZtJlZjYk447gZtbiugKqipIp4ngLMjndsw8cr1EHCKRkwcTpyq83xVmtguQM7nDvukzdQWoeEmvqU0U8lZ5SDaMRYlXuyfJ3j95rRgBN1P2wS6bQe/xknRB3p4DbP57GEHsFdNRWXxmG9NYc9BLEq0FN9QjVjghgF/GxI+ggOZZ0NbOY0txFj7qUDuBcLsfGjRvZuHEjIkKpVGJqaoqJiQkOHz6M67qt2sGRkZGehpJyuUw+n1+W3+m1QHP9uVyu1dgCidl0NpvlN3/zN/nxH/9x/uf//J9s3LiRj33sYzzwwAOsXr36tVryDcf1XURgueFoevuldflejMsRAZyYmCAMQxzHYfv27aniz8gE9eidRM5nSe5k+UTwxTmIaI1YE9GYXBk8jWQNJpukf01OktzmUBXZVIPYwZl00LO61a+gZ3SSi3IMnMrBiTycy0LowpCBNbM4N11AKi7etobfnw9m2GBGDeILekLjH9E4Kr2jGQBXoDL/NaAyVZzTLjLbdssbCYlcheRV4ikYqaSO0bQJqYnBXvGXXK2FL3iYUstZnoHKfKRHSq2xKEnqt5GxlHIWlY9QAxGczuLXO8WGCQ3BzHzb8MDwLLXdq3oCWJISiZIw2zdyBWCm5m/KprS4Yvxgboix+CjF+kGys3twJ/fiThwlmvIpH+xzU1Meoh3qJ/t0Guuu9G3z5KIQZzjoEf2m5iBVLymvnGgob0n/bDieEMX53ie6Q6KNCGDc9V6aIMbE6dJJBOKuMXNGOj8rkdN57ORM2qeFpO6a2mwO/JS0djMCmNIIEjz9V/Pr6IoAmtmLTwO5VIsSpRQDAwNs3ryZ++67j7e85S3cc8895HI5Tp8+zbPPPsszzzzD/v37OXv2LGfOnLmsKeBPfepTbNmyhWw2y6OPPsrzzz+/4PZPPvkkt99+O7lcjk2bNvHv/t2/o1brP1t6IZqC+Wd/9mf5+Mc/zhe/+EUgmTPc5Nlnn2V8fJyf+ZmfYd++fQTBwk08lqVhI4CWa4Zub7+l/sJdjgAUEQ4fPszRo0fJZDJs2bIl1fm/Fn4R+D9BVeYnVTiVxr2lIUBi0OF8GlbaJ10kpVnzdYAAuZA4B4SgpjWqqsEHNaBQ+Sq9nhsgNZ94poi3ra3WqabRFRrdv4JbAydQGCPpP/Wa0zqizjYHZ6iOmnOJah5qTYjRgjTSvqhmulehDMQn8zDtUFSlFPEHqIvcHEyvyNJK4U5oooyTeBe2IqzzRtMqUqh8sm+Z8PHmIroXILFB6p3v4cDwLJXD6/Fvm0/BqlzvZ0ZVsrRMhLsFY+zgtjqDBTcTJan6PrYprdelJHFDhqhXClw4FrMu7TWOB2jimQDjD6OD6a6F9v8Kd0c606Cm6iJ1t1U6N314LVoblBMjUe9+tA9B3e923oHuf2ONFuOuJmWiyVoSrk1FYeqdZtDdcda6cTr6h3r3lH69q6fBL+ZQXT8ImvrSpJhBx8cPtqJ83RHAxYyDa6Yzl0v7hBKAKIpaDSXPPvss7373u9m8eTOe5/GlL32JN7/5zZecDv7CF77A+9//fj7zmc/w6KOP8uSTT/L2t7+dAwcOpI5f++M//mM++MEP8rnPfY7t27fzyiuv8NM//dMopXjiiSeWdOz2iOlP/uRP8sILL/DRj36Uf/iHf+BNb3oTQ0NDfPrTn2br1q2sWrWKIAg4f/78FbXXWYnYCKDlmiGO40sWf3DpNjD1ep1vfvObjI+P8+ijj5LJZJCuMFFsxgminwD+D3D6+76pOtAWpQIwjcYNVfEScdasA4wV6oKHOptDlzSIQimNyijMmGAuZInPpqSfJzwwGmf1JNGpPOErQ8TncpBtRP9cwbtAo3FDwWx6kX8LP6Y7/6zzER4Bpq4RX6UX3GtQVUXmJB21Wh2b+BHSx04EQKkYSQkSahMiJ5IvezUYJNvkksYABQiCmS0ip7LJuaaqT9ApoizvTRK9Mjy/hoEQqbXdvA0Q9kldAuHUqo7ooPZiqhcWTkvVZ3PkB852PCa6gGYMT93E0FD662tBRBgkb07s9UpE0elpVKdQwynMC514zu8QfyZWlMfHQFRqcwwk2ed6KcW+pDvX24gAdgtAM1vpp9Eaj+uOCGH3Oyi6LQos0jsyMMW/x+RWEZUlGaHYvb8+KeDqoZMoCRrbgHRHAFOsYLppn0Z0OWk2lGzbto3v+77vY/fu3bzlLW8hDEPe9773MTIywlvf+lbOnTt38Z118cQTT/De976X97znPdx111185jOfIZ/P87nPfS51+2984xs89thj/NiP/Rhbtmzhe77ne/jRH/3Ri0YN02i/VplMhk996lP8m3/zb3jppZf49//+3/PTP/3TvPrqq3z84x+nWCzy9a9/nZtvvvmGqH28lrAC0HLNoJS6ZPEHS48AioTMTPwpB3Z9mkKuxvbt2xkcHOzYj4gQRv8XIT+A8V5AUUvuVA7Jvx7joIJsEvWrNcRdezClkRJ2ZhWSC1Eh6HKyLQpkVYisrSYjTUMHMzR/x3Q2VHDWziTj4MYziUg7lYG6QuaKSC2Lu7GC97oZnDWJYFFTLv6M0NQFseRh8iLX0yEZMddFNCrIYLujcNf1O1CgOFvB8Q1xpX9xvqmlRKka77FSgpTTPdIyqoKcyqKyBplKahRVDNSSGkvtl3FnVF+/OgT8fHr9YTZTJTw4L65NtW39ZRfdXhfXlSJV1V5VU7+wsM9bfaLQaYSsfGK1GV05SeWoQ79kTCxQLiWRvOmpNGuTrmhVY2nZm+Yjw+FkPpnt23b82mQjhRirnsagJtoRatMp17bL8E8aQiyudwo0FdX7pmlbu1pgJrBui24KvXrPpOw8cteD0skkkW4a0WbTLQCf29UKHotRdC9aFiEAL1cE8GLcdNNNrFu3jje/+c0cPXqUffv28RM/8RNLtkkJgoAXXniBt73tba3HtNa87W1v45lnnkl9zfbt23nhhRdagu/IkSP8j//xP/je7/3eJZ/H7/zO73R8V2utefzxx/mnf/qn1iSQ3bt3t9a3du1a/tN/+k/XvffhtYZNAVuuGRayeFkMjuMsqkZEzFlM/U+Jqv+dojvNXbc5KL0TPft/g/cGRgtjmHgUEz9PaD6IuOehkfKT7puOjhEdoyIQJ+mMVQJGsjhhjTiMcXSjm1UUkpU2HdWIDJ7JIGNRy/C4pyRrOIQBUCeziej0BTU22bJPaRLtHSI/Motqj4ZVYzTxxSrxUDKfBhYgHFSYfNcdt13A7CtSqJTRSkE2JLyQx9ncaXvS2jZw6bFacbM0w45ScWEg/X3z6iFhycUJDaphZ9MUAvLqAI6qJ92kmfTX+7mAqJzBLfQKwZxfIzizFr3uLPjtPo2qUwO06b1wOoen21Krje2KIzPEgYPj94qpOHDIj8038ohoYu9OnJl9GH8NwcEZ2LYpdf35XB7yBagAtXxiy9hGGNQ7v8SNgDL4q5OGhmgql6R5uz5TM4eTjlSJHXSfkW/aFarnFKztPqHuCGBDAAZtVkGhRquofwSwudyo7TPW3bTR5gWY9q0gqtfCpzyTBa0x2u+JbjRLF6WrBjA4crSVau6O/gGYudmex7q5UhHANMrlMsViEaUUt956K7feeuuS93HhwgXiOG51JjdZu3Yt+/fvT33Nj/3Yj3HhwgW+7du+rWXP9b73vY9f+qVfWtKxa7Uaf/u3f8v73vc+oijih3/4h3n00UfZtm0bt99+O7feemtPpO+RRx5Z2glaFoUVgJZrhuV2tV0sAijRtzD1/4ZEf48ixnWax41BXsC4IyijuWXVS5jikwRiki7Z9mV16796MkSh3a5EIoFAgQjaV8RFwamArucwmbbpDTHos1nMui5x1H0fqWhUyYVNbf54kUN0ahVSrqNHaqgzWYqrU25UIuhCQFxTqOwCd2M/hjDprg2HFCbX/2Yme4oM1CutKJ7ORphTC0TA4pTqrXaVG/aPHmpHcM5o1Ejc2SR6Ik8makyyMB4O/YV/MDuIWzif+pxfnyY8lUetryBVhYQZXNX5GWo/bnQhh5frFZNuJmL61VWMvO5sz3Pl0yMMbpiPyMXZ+3GmdgFQj7YCcxjTP3okUWM9U05PPWi9WiXXdinjKCazdhblGaLJHEpLj/iTWDF3spFyVkkKOw3tGMpnDLy+64mo61o3m0Bq81eqNptPPPVImoZ1j85rzgluP+8ui5647d9FSipfu37POLzpI3Uq5TJuKWC4a/umvuyuATTnz8Fo48/d4+y4tiKAkAjA18IY+Stf+Qr/8T/+R373d3+XRx99lEOHDvGzP/uz/If/8B/48Ic/vOj9+L7Pb/3Wb+H7PpVKBc/z+Ju/+RtEhGKxyPr167n77rt5+OGH2bJlC7fccssVPKuVjRWAlhuGfgLQmAiCjyHxPsKgTqWyGc9zyOU8FBFJFKEOEhA7e4lHATdOH0HWvJmKQtdlvtYvFHQsiCuIB7pWIx4xODMKHIgHBEgaR3QFxPhIVfWKP+iY6RufK+Dm6rCqczsJHUyo0KJwTmXIpIm/5pI1cD4Dm7oaMtpPTwNVh6hoEK1QoSQ2L+3RRKVwjg6Sq/eOPlOxwoQ6deJGWvjGBCGtSbwpUZfWEkXQxahT/E1m8KqmJZST5ooU37fm9tWF07NeFBOeyWE8gwp8cLrq/5q1Y5HC9xbwDewz2cLLzV/3KPcQzsTLrb9XDzcaKFK6oZODggRJxK1+soRscVBtXbgD+UzHoJZarcrAxhmiiTzK6Y38AYTl+V8rSs0bg3ejtRCVBfFzqKDtIHHY6cbSbAKpz79LUTWDJvmNILEGnR6DNnHbLagrAuiEyZjBOFKgNdrpLlTtfF/F8ZGzkF9bSB3vFzQif+0RwGD8PCqcr+lNjwBefNTf1Y4ALlcUrVq1CsdxOHu28wfL2bNnWbcurR0JPvzhD/OTP/mT/Ot//a8BeP3rX0+5XOZnfuZn+OVf/uVFn7/WmnvuuQeAfD7Pn/3Zn1GtVjl06BDPPvssTz/9NJ///Of59V//dR566CGefvrpvrPZLcvDCkDLDUM/H0CtXWLv5zh77rMM5f+EocHpnm2ERLiJQDR3M3PBW1m1tkasvwSqEb2JSQRRoAAf40boWoS4Bsk0DE8iIPAxg42bTc9iEj0hPiAGdcZHVgUd/xKlMXUjPjyAc1MliUIKMO1CxYVcjBoOcEZmcMc1mXVVgjN5/HX9m1N0PW0tDk2bFgPEawQ8BU6jPi8WiBK7F3E07lGfbKnPzVAL0fkC/oaUaEmKkE7GeSUqQvcRB8mGCjIxKlTJe1RzcC/ozuaOaOEEtyzCGtIJYuKqh871b/6onx4k6/bf2cDqGYJqBr8tQlg+PURhVXJNoux9HeLP+GsJDidp8zhQqUJZpM22JBJMdh1O9dT8BnFnNK5YAAl1aiq6SaWtsUhp0z8C2HhfJDPcKQCjEKPnTZqlocSjatv70DbD2cQOTtoPA8C0j5vrEoBuUIEcxHUXROH6Xe9NVwOMyW+EyKAdF8/tta+pN67jmeMnmTh0iJGREeQfX8T1569hagSwXLroOLirGQGsVCrk8yn2PEvA930efPBBnn76ab7/+78fSM7h6aef5vHHH+973G6R1zzn7qa5i9Eu6KIo4qtf/SoXLlzgscce473vfS8AJ06c4NChQ8Dys0OWdKwAtFwzXKkUcLVaZefOnUTR67nv3h9BZf4WCT4Lkgg70QrRoyj9fTjev+HwsVdRSrF+/R24/BIm/kdM6ZcQfxZqkjQueFVMZt6WBEDVFOJJZz1a1z1DlxrpVRWDC1IIoKrR5SymUEn+Rbqgp4ZgXYn4dAHXC2AohJEo+Q+Ip/J40xp/pGFeW1t4QoKTCwlNZyG94KEIE/E3ojC5hr9f64QaokQr3EMZMjMx9DuMI8hsBlIEoPZTRFN7YNGJkbpGZTpFgoggxfnHxIA6nsXRXdNM9MJWM+4Coq21RqWQsgNzw8jqOVR7tKlxSXRd9841bjsPxzVMn1zDqm0nWo81593OnVpNYaSztqoebgWSyG1cB1KbtRWmGtB0kInVGA5tAjDqFEUqmlhQ/ImBuZOj89vr3ukwredU4nMU6wE07ZNLBFw3iQQmO0nOtdEEEtWdDkscSSkBaGIWaAJxTETsZJOpJWn6oivMF8RjJB1CmjhljnE+m6dMQNHPUApD9u/fz+jzu1mfST4fBielAJdkHFylglrAe+9qRgAvlw/g+9//ft797nfz0EMP8cgjj/Dkk09SLpd5z3veA8BP/dRPsXHjRn7jN34DgHe+85088cQT3H///a0U8Ic//GHe+c53Lln8Nr/rS6USv/M7v8Of/umftvwEX375ZcIw+WzZ8W9XFisALTcMaQLw3Llz7Nq1i7Vr13LnnXc2vqh+HPF+AAn+BGEC5f4LXGdLx36aX0AKB0d/J677R/DyD0MxRHKCyQqmLpicYHzBKSniQemJ4jSjeUmX8CAmn5KqzBlMrpI0H0yAFp14CHqCuzklojbhkanEuIX5iJ/OL5CaBJQfw4QPq9uiHaEkKbZRhckuMOz+uE922hBXfJzhdLGlXANVN9UPT2WiRLx1HKLLoLiUwcl0+ba5tFKNIiDHCvi6V6y4uQCJFMpNj0L42Wr/9HT78aouTi5AJgvEvosz1KzbU4QzWfxcSp2hUh3nott8DeszOYprpyiNj5AfnEN1teJUD8//OQ6AbOe+kkUJUqsjGYVCCGuFjj4QFVU6fmSomhBN5XBH+kQyI4eo2qY0taEe+jQMg7pOLQY0kcn36n7tzwvAVi5eIY5HfTbb2fHcxwwaIG7vEE8RX5EqgknOpbuWsDu/XZvwSQSgIgpSInmNppIMik133omIcOy/fA13TXIe9SDT40XYeu3sLCwguowxqb6hV4JKpcLARUbTLYYf+ZEf4fz583zkIx/hzJkz3HfffXzpS19qNYYcP368Q9R+6EMfQinFhz70IU6dOsXq1at55zvfya//+q8v+djNCOCOHTv47Gc/y8c+9jHCMOSXfumX8H2fU6dO8cu//Mt8z/d8Dz/90z9tU8BXCGsDY7lhaPcBNMawf/9+du7cyZ133sk999zT8StVqTw687/gZP53nDbxB0mNSreQlPytqJt+Fm/WwT/rkj3mkT/gU9yRofi8jz/u4l7Q0G0i6wI1ha45yVSQJpFGTbjocR99xkeXs6i6QvsaMyYQO8SnCj3RE3XGxwtC3ExnIbs7VsXUF/7nrGY7b8QShRcVf3K2SOZsIxVY7X+DU36ERhFN9Bq1Kg3SYwXT9WXe9bwIkJ8XTGbKJdOnwUdpCCv96/yUFuqTC/uHiVFII1qnJMKp16i9soq44oJAdKFPyq1Lrw2PTVKZTLatTxaoTgySyQXoLg87468jONLWGWxAvD7TK0RQ2eS6BlNd1y2sINJMwSY1DBI5RGn+fSQRybCtJlI5wu7nHyVOPXYSGQuDlOec+X1I+41Ze0S1rtq8bjPotmsWVxeOXEupKU0T4+hOOvdbPlJvPR6nuP80BWAzpR5NziLVGk6jmz6o9f+MTJ480fpRmMbVrgFcbgq4yeOPP86xY8eo1+s899xzPProo63nvvKVr/D5z3++9XfXdfnoRz/KoUOHqFarHD9+nE996lMt0+ql0EwZnzhxgsHBQb7v+74PEWkZPW/ZsoW77rqLv/u7vwNozYO3XF6sALTcMDQjgJVKheeee46JiQm2b9/Ohg0blryftC8cs/7HMQP39Tyu0XjTDv7Rt5D94/W4z9+Fns43on4aFWtUpHBKBZxyUo+nlMBIjKwLkTUhKvSRbCMIooGhWdzN5cQi5VQOpl3UiQwuQXfpE5DcyPuKlOY626JnIoJsNguLv3M++eNBYvVC0njSr9RHN9NoM+k30bRxa507mI+uiAiSa3RfBwqmHcyrNy34clNbuNEjnlvYDDucK/TUlGWHKzCRJzg9gO+k3/y7r4fSwtyJVcShh+sHuCqZFNJNPewq4hcBb4EpB43RZvVTncpGIeAl1zycTAY1KwVS9TujayQiMyr7tHsHGjzOn74bpzjSc8jS3DQA0xMpwttp33fbZ8jxe6Z/9AjAdmKnNRM47aMl9fnr3j06rj2kbLKjBBca10apVB/vpgCURhdw+WsvdURlqzP9P6Pnj77K1772Nb75zW9y+PBhpqamOr4jrlYNoIhQLpcvSwTwWsD3/da5hGHYGgOnlCKOY+YaHdhLrTG0LA4rAC3XDJejBjCKIr7xjW8wNDTEG9/4xktyju9rJ6Mcolt/FemevwrEmfuQPYdQkcYZ34TzT/eTf8HFveCAqzAFMPkKJqcQr63g34A67WMGSuAkpYHt6GIE62s45128810psC4kpe6pY1+FAKl6icByFJLtf71l2iX3aueED+UIpp6eBtO5xo26ni7E4rjzhqW6Joe03+jRCrSg5hxUAHJqEBNmiPtEtSBpfOhl/vwWqjUDiGuDoHujUU4mQgUORH0ufMp9KZMJKF9YhzYOXj7dnqZ6qOv8UYjbf34tflIEGJ2vIm7neyDNmbnRvNmzUmBms0lzSZPIIap1GunOBVtRjkOse/+dDBYTQVqf6b12otIFYFj1emYoS09qt/PvcTOy13UtTQzEbSKre1xd2/dF5K3v2H9Y6X1jpLGvphF09eWDHfWPceCmvwfA1rVreOyxx9i0aRP1ep09e/bw1a9+lR07dnD8+HHq9fpVS1FWKpXLNgv4taIZLf32b/92Nm3axEc/+lGOHDnS6kA2xvDKK6+kjqSzXD6sALRcU1zql6gxhiNHjiAi3H333dx1112X/It8IT9ByWzibP4nO4+duYV4z1laNzbtoE+coVzdQvaMQ3Gngz+uev3wAoWa8JF2K5ium6XUNO6hHBmnijOtkcoCRfMD6VMvmigFMl1IBJanUHWDCqR3Hm9Vkzvo4nTX8nkx8Vy6oNaZGBFw4ojK+d7xdXGlM4JmnM5opePWkVghJjHKVnUNSpDzOVTdxVQCoplLj3p0n0s3Uq6ndoACmLpLfXLxN9yhNTOY2SyZwfQ6PJNZT3C0q7ZTSP1h0Vp1W8o1znTadIiTw8SqJ82sNEQXBhMhBUike1LlpeBmlKMIpTd6rBvRMSn3rqvSbqUSzv9bqU+lRNHSGiva6InsNV8WOZ1S0WiM3xapbPuuqFfaPxuKqNT7fpuoKwV85iyO15z4k2S8Yz9l9CLJOLhMJsO6deu46667eOyxx3j44YcZGxtjamqKmZkZjhw5wp49exgfH281NFwJmkbQ1zsiwtjYGO9973vZvXs3n/zkJ3n11Vd56qmneP/738+LL77IP/tn/wzgqqXXVxq2CcRy3VOpVNixY0crTbB69cJzWS9GPwEYBAG7du2iVLqT0dEH8csvIO4I0REH1W4/0/iyMifzsDXxyMuccnAnioQbpwmHdWJbJxpZ1b+uyEz6+OPgF5LaQSUK57xDvClO9TlzR2vEJQ+nOL/P7hG9amwume0L83YvgSS1Y75KvO72+j2dtgDKM5gJF/pcXkFQKConBsmv7pwK0t0YEpejjsYC5QjhdA53tIL2BIlB5jyYKrTOI5rL4fc0kyT062Rt4vUZCQdQnSyQyYbU671jpkys8LyIsF+KOWUG8szZYfLeNNOH1jB8W++M1np9C83u3xYiGHx65H1z920p1yge7vzi1hmCyQJa9abKHD8mODNMZv00xJqo2nmOIgocTVDP9DQ4N2f+Vs4IvK7zqfzAIExNJOcTzH/eoorpual0RwC7s3nz4+C6t1M9PoZxdhM6mOrZvtrWpCwogrmUmrG2FHBcqiKVOt5AsvYo8EAUdQZx6TXz7jaDVkpRKBQoFAps2rSJb37zm4yNjQEwPj7OgQMHyOVyjI6OMjIywsjIyGVpEmmWuNwIM3GVUogI3/Ed38HQ0BC/93u/x65du/hX/+pfAfCBD3yAd73rXYAVgFcKKwAt1zVnzpxh9+7dbNy4kW3btvHUU08RRdGyvmy11j01gNPT0+zYsYOBgQG2b/82MHcgu36c6MJm1Nx4x7aJYx3kZ8vE/v04wUvJ47UK/gQ4k/cRTR0ifl2lN4PYEBTmdJHcbBmn0CZsXIPjRZjxLNyUHmGIJrMdArD93hsNCjKQcmN0FRhBVwV5qYDXp6NYeTGUDCbSaLd3P7HroGODl2JqrLPd48NSUnSiURlBjCRNIafboxyCVF3i2RzucG9kzenef/cp+jHBTBZ/qPe6Vc4N4Q+WkHqK6J8q4LkGPxcQBxrH74qypRyrNlWguG6KgZEyM6+so3jLuQ4fvMrBVE8TjKSIzMamotzWscJShmxHBtYjLmX6Gjq7mYhoOofjSUcDCCRiTGlFPaWJRjUEYH3SIK6PapsAovT8AgqFZvRN0CZecl7JhL0p4OSfX+/VNfU2idysTdUupUOdHpjhXNx4/fxOTcMvUoKQua+9hIk1bmMMXljzQaBUKlJIWb+5yDQQEWFwcJBVq1axdetWoihiamqKyclJDh8+TLVaZXBwkJGREUZHRxkcHLwkUVMuJz8Gb5QawGbG54EHHuDTn/40URRx6tQpNmzYgOct3CBkWT5WAFquKZq/Ci9GHMfs37+f06dP8/rXv75lXdAsHl4O7RFAEeH48eO88sor3HbbbWzZsqXxpbWecOBx1O7PpOyhbSLCoQB9czK9QWOIVQ4qOdx9RZx9BczagHhbBbO5nhjnanDPKtzKHNrvSsG6MVJ3cLw6cyeGyG/qnb3bbWNhGrVacUGIB3pvqKpOkgJ2QY1nURfy0GemL40oWzSZx1/TawhtXA/iOvlsjbCSx8vP35TTZvG2I0rw1pQT8Rdp5NQAnf4mENcVwexAugDMBRe1egmm8qkCsBXsTDNiDh1wDMoRgokBcuu7rk13g6uBQnH+vItjc1RPjuLfEuMzRZzZQHisV0yIEWKzwA2vLewZnI+hreRNlNMxsCUNE7o4XpgqAFGKykzvmDnaRrFJZggVzY/Tk44wbHJwP1fvNOhuPquSer605iXoMoNu7j90UqeYmPNnMYM6SU83/QcLN0HY5hcpJM7mfgaC+fdb2gzDay/uw8Qax0/OMaj5CIoLxzOs3dJ7XCktLAC7u4Bd12X16tWtbEStVmNycpKpqSl27dqFMYbh4WFGR0cZHR0ln88vqvylUkk+WzdCCrjJ1772NXbt2sWaNWu46667uPnmm634u0pYAWi57iiXy+zYsQOtNdu3b++wRGi3grlUmgIwiiJ2797N1NQUDz30ECMjXZ2SG94EpAhA0xaNmpzGbH0QJ3o++bsuQDlZn0LhnM3gnM0ws3qEgVsOgh/h0j+KIlUXnYnxZgxx3cXp6jB1RjoFTmxc4qwQDav5mqlYkmYTIYn+oVBljX/ao1rp/8WrGlNM4tkspAnAxhgtpRSlE2MM397mU+jHRGUPt9An5T1SA8ck4u90AbpFgdJI7KDmHEzsop3O81YKwrKP38enEEBS0rhR3aUw0LDn8TqfN6HGbRv9Jj02JNDduTB9eozBYqdAzQ1WiabzzBQ2Upke6uM0p1LNi6VRnykyL+1rx8vI+sQXECCaiFq1bGnEoYM0pnqkpoCVojyhewVgNH/uxh1E0zZPuU0ANieBFIb6j0wzkdM7yq35XEoDjxidmuqnVkbWb4LyMZrCM4zHgPYfGI0r5WX7CsDo1GniWOP6bRFAx2NyP7DNgy7Ll4tFAOM4XrDmOJvNsmHDBjZs2ICIUCqVmJqaYmJigsOHD+N5Xis6ODIyQibTW44AyXef7/v4/sJd79c6xhi01vzxH/8xv/mbv4mIMDw8TD6fZ+3atbz+9a/n3nvv7fl+t1xebGLdcl0xPj7ON77xDcbGxnj00Ud7vhwWauBYLO3dxGEY8thjj/WKP4CB9cjI1t7HTefNI9o/PV/gr/PIdO/ItgF/EP+Ui9t/pG1Co1EhP1Sm9krvQHhnICCaa7NU8SKiUQWS1PqpuiTZV0c1xB8QgbOn8ZrYWdibzZFkHF0KUTR/EzZTvV8tcXuasd0oOBMlBtuBg5n0odx78wvrLrFTSJxhZkd7ngcwF5mGQkpwcO7UKE5z9F7UKc2C6XxH1MrLhpjuRp7uvp4+djNuXCFfU6gz6V2NURQSpfk4NlPAcdtkjVqMZOcLMaPz5Z7t2ymdHUoagAxEXddITFIzN3e693XtEcCop0mk/Q1M/pwr9h+j124G3V0T2IwAmkYFpDGkRmNby9JjjSUkG1Wnu0Rt433u7uiVRpRQRKBeAaQVsQxqPjguEgNDvf+upJSMg+tHU9AsBqUUAwMDbN68mfvuu483v/nN3HXXXWQyGU6cOMHXv/51nnvuOQ4ePMjExETH91mpVFp0tPBifOpTn2LLli1ks1keffRRnn/++b7bfvu3fztKqZ7/3vGOdyz5uCLS8lT83d/9Xe68804+//nP82u/9mt893d/N7Vajc9//vN8z/d8T2tN1gfwymAjgJbrgjiO2bdvH2fPnuXee+/taw+wXAEoIpw7d444jtmwYQO33nrrwl+2m98EU0e6FtuV7iyVibkfl2dA5WByumc32iTpX1XXSKHf+hWqrdNzeOwcleMDeF3TQuJyEXeghEHwN5QgJJmo4aQPm3VeyeM0v2AF4pksTq5PpM4x6NglLvs4hU6LE69Qh1IiMIrZOnHg4rSNgTMpXoCCwFgNag7MuXC+kP6zVCAuhTAA4fkc2RQ93q+Lt7W+FD++uOJDNokSRbWuUXShA221jto1RDMF/NH5SFf7FTVGM9AnCmbcAqF7KyYc6IykNahV68TnK4yMdT/TqHOLO5VdpNfgkzSY6FqV1niQlLf4wtF1FDdONQyaexstEKicN0mjSdx2jdoigGGY65pU1x0BFPxsuuUNdL033T6BjRrAprWMROnp39bLS53/vspHu8sLGtfMycyfrVLz3e6SnLfbqJk0sSIOXXQmWWOgR/DpUsQXGQe3HB9Ax3FajSK33norYRi26gcPHDhAvV5naGiIL3/5y4yOjl6WBpAvfOELvP/97+czn/kMjz76KE8++SRvf/vbOXDgQOp36xe/+EWCYP79nZiY4N577+Vf/It/seRjK6VaEU7HcfjBH/xB7r//fqBz9NuBAwdaHq62CeTKYK+q5ZoiTWyVSiWeeeYZSqUS27dvX9AbajkCMIoidu3axauvvgpwcfEHsOlNKTvqjYTEe84gziAiw6g4pWGhueb6AjcRRTJWrS1V6Md14nJXVEdFScQvApAk0tfnPJyzLm77hBAF8Vx6+gmSTmBI6gC7yQ63pXy1UD7TqWakTQS0VjNch1CjKg7RqSGkb+hH0I00phvUiVKihBeLiXi5elvHaRIpyufm3yvVFpmKIw8v0yuCTXf0s62ZZfbcajIpwjk2Hkavpz6TS/UaBCgUiuS87hxsMscawNQ7PzNRw48xDjWO17++Mqx6lC4Mo1RvAwg0IoBCEsXLdTUWiKAzyTUJUl7b2gxFtlDt8f/rPE6bYOy2hTEaEQflJO+pXETIy/nTiY2QUkhmmOBM5/k3S4iNbluz7vyMm/b0b71TGJfL6SnH7k7g+ePJZTWC9jyPNWvWcMcdd7B9+3be+MY3Mjo6yje+8Q0++tGPcvbsWX7oh36IT3/60xw8ePCSTJKfeOIJ3vve9/Ke97yHu+66i8985jPk83k+97nPpW4/OjrKunXrWv99+ctfJp/PX5IA/NSnPsUf/uEfcurUqZbdS7O2ERIxHccxt99++w3T7HKtYgWg5Zrm1KlTPPPMM6xevZpHHnmkNSqoH5cqAEulEs8++yzVarU1DmlR+xnbhuS7UkZhb4qXekAY3M3MhfQoiTRrjlJmmM5v1AhktI2scjMRnOiMzXhDUxAlNYY6EnQ9xesPUGXQR7tSlgpMxWul0Xpe06g1MymmzF4+IDJtdiXnO/fdYQWjBPFicA2q6iTHLOdadYRpNOvclFLUpnu9aPQCdXDJ8aE+MX/tSueGOwSbtOVPa3OjqTVojmvol40Ky73iLg41YbgeZsaZ2VUF1UckiBDXep9r/gApz3TaxgTTybbhdH7BaNns6ZHGfoSw2iuaRVTrvTZ+b3TLzScXob7AlAxEkR9cuHahfRpI2mQQIx5o76Lp32TjmKq7njg2RH7vlB9pBfra3o82Gx2tDSZ2cNsaQAAkSj4/06fTRXq/OsDm98SVilLlcjm2bNnCX/7lX/KJT3yCW2+9lYcffpg/+7M/45577uG5555b0v6CIOCFF17gbW97W+sxrTVve9vbeOaZZxa1j9///d/nX/7Lf3lJ0cjdu3fzqU99in/+z/85n/zkJ3nyySf5hV/4Bb761a8yPj6O1vqqTFWx2BSw5RoliiL27dvHuXPnuO+++xbt7des31sK4/9/9v47WpLzOu+Ff2+lzn3yOZMzcsaAGMzQJCEGg7KuRFmWRN8rChRs8lqiKMsGaYuk7qWWtSxBWqRJ+i6TpgJpSqQClSzJtD5ANEjYhDBIBAYTMDmHk/uczpXf74/qUFVdfSYCGsD9rIWFOd0V3gpd71PP3vvZFy5w4MABNm7cyLZt2zqfe553cTsZIWDDLjj0192PnAZSpHoMz7wD5+DGPupla8zCF/huGqGtYCTrRieodLFO/dgQxragQlVVPdABl47yp1gSXyeS96cdzHbavIUhPQWvmkZLqphNufiAsFWkJxAx1ceVBhrBsWRwkL7oED8lFA5GSsg6geGzlDgzwZu+dJRI2DWyb1Vi2waGYePOK7A2+r2W6R+CbMOrpWl78FmLebIjIWIVVgArfm9RBEEY2KmPkCoEXnRtguY5KoVCtELYcwWNuWGyw7M4QzfjlS3kmn7sRuDWe0l6ykhhY5JW9UgOY+VUheE7ApPqfhY4UsLC8Va5sCJxE6xepOx6B7oiR3wJtaUANksChmIrdv4pSOdWNj6OEMAEY2jf10HTka6/IqFtwzQ1HJZpVBPIWpvQhquqW+RMSomq+ThWrAAEkJaLUGH+MGx+S8Jmq5XeD+nmp70eYcpGo8Hk5CSf/OQn+eQnP0mj0ehbMNIPCwsLeJ7XcU5oY2pqikOHDl10/eeff579+/fzla985bL228YnP/lJTp48ybFjx9i7d28nvP3SSy+xbt06tm7dygMPPMCmTZu44447BuHf1xADAjjAdQUhBNVqlT179mAYBm9961s7/SEvBZejAIbzCsMksz0hXrKSGCOAABhZsKKqiOL7ZGurgbO923C6YSxpFVckgELpnfDTqRp2KY1WMCFJwFACNRAb/DRox1MoSe3NFAG+gle5CAFE4CxlMcajx+iFHim67mEvjZEaWwBAC7VFU3UX4QNC4lcz0DJh9h0NMgmEpkUKrEYGw7BJ6w5WdYhUiHSpaRfP0VD1FV4AQhWneuw8timNZWbJ5vsrWnY53yGAbdTmx8hnu/l/vi+oz4yQGwm201gsAst9eylLKbGrSd6IbfNiG0LzvLLk4WKg9pDl7jbsWhqz1jLSXiEE3C5ad7x0DwHUWr2iG3M+bI4MrPNPzwGraZBewepHhvsPJ4R4paeBoSE9J7n6N4asZZOaGsK8UACiinuzEYTNXVfpnrK2b2FLRfe8boW3026PJyXpEY3mgguFIahGCX2/EPBrrQCGETeB/vuokP3KV77CHXfcwf33339F62/YsIENGzZ08v3aXVT27NnD888/z3e+8x1+7/d+D13XOXjw4KAK+DXEgAAOcF1henqaPXv2sGnTJrZu3XrZD9VLJYBxK5lwaFkIgaqql155tupOpJ5DOCHSYGR6CCBAbXaM4aRDskMVtOYISq63g0Qbit7As1XUkPGvqko0y4OE4ogOhAAVlLMa6lKfnC7NAD85xAugpB2klAgh8MtpiBHAuLhjLxQ7BFDNOvi2EqQlal4QzrYVnJmu1OaaGqkE5a0Nq6pTGA7+3bgwSuqm6CRtN7JkhpKVGqDTLs2qpskV64Tjje1/Lc5OMVXs7QbR2Uar2lnK0Nqh0LfvQ620mtxI0ClD6lkqL7fG5PVhgIBTSSCu7XCmaSFTXesXJLjNSVRtOXF5gPK5bg6mUGSPBUwwVtHpkWtbKeIBvXYHusasj1RURKevXPe3UTvpYjdTSFntr95FTJ4TFEBXRfoajqWhpVyEroPndo83jkoJKbZgneolnX7rHJcWa+RaL0N+p0lyS/X0uwqgHbIHyoyqNBdcvOwYaowA9gsBt/P/Xo9ewNeiDdz4+DiqqjI7G73HZ2dnO714V9r/H//xH/Orv/qrV7x/xwmeIVJKFEVhaGiIe+65h3vuuYdHHnkEgPn5eZ5//vnLevkf4PIx0FYHuK6Qz+e55557uOGGG67ojfpSfABnZmbYvXs3o6Oj7NixIzGv8LJyCRUN1kffhn01QW3JTWEtgFfY2vOd8B1kKz/Mq/Vhca25UAif5my0Z6mv+TDlRPOnEuZOsawi9/WUmoZW0YK8MFvFtxNy0lTZIXmymVDVG/fnq0bDsm4tjahrLVsSiV/JQMgixFuh2ABCXSMAteH25JP51so5okbWwvegNj3cO2FrLR9Du08FdAvpfIP6fKHDdh1TJ5vpks7542vIZRY7f9vpGzpGxWEvuggkQf/auPzVvoZSItLRY/OS/LpFZ3HmTrTCv0IGPol9FcBgJ2ZCOFVNtzboA+kQMw+9HNUvADKopL0UyIQ8T89Wac6pNJbyNEtFGrMZaqUiprIRZ/hmvFW3IVffCGPrIBUoQrZZwDd7f6Pp1nnKpru/kXa/YiFkR4FUdRfX1iLjaR+i6fa+hfQzg46bQL+WqNVqV10FbBgG27dv58knn+x85vs+Tz75JDt3JhS1hfCnf/qnWJbFBz7wgSvev67rGIZBKpXqa/g8MTHBD/3QDw3Cv68xBgrgANcVisXiRQs9VsJKxM33fQ4fPsz58+e5/fbbV3zbvexikvW74MR3O3/WTKvXV1dbC76P2Zgix/HYtwLUDLg1vMowMrHnraDNCNx6dzL3hY83Su/rXFyQMAXypTH8hkE8bNbZlksrTCbwymmUiYRQqOqDp6J4Kp6VQU11K2lV3YIQ50sbDk6lgF4MJk+vqWK0Ws1JR8WdiVb5ObUsUEocG0TzxwzDpb4wSX6yq2T49soqjKr7mIsFSCK3mkajnmd8tP/+22guFMmM1RBAdWaYoeHgPM0eXcP4msXIsrUzOtCq5nWS76mOd52RQYSV4zCJN9Jghiqt/eRrCOCZOp4d3CNCSHxXwbXVnlvC98F3gp3Ul3r7PKuh+dnXiqi0Qt9+10LFLqtk8kGlsGb0D7/7ficVr/c7S6E5r2FbCrphto5P4s0t4c0txZbWEPkpKOWAhYSDb4XNbY12c+VUJgtIFNXHc1Q0w0WIqPoHYLS4VXUx3aOG+pX+CuDrRVTq9fo1sYF59NFH+eAHP8h9993H/fffzxe+8AXq9XpHgXv44YdZu3Ytjz32WGS9r3zlK/zoj/5op+/x5cI0TX7iJ36CsbExstksmUyGkZER8vk8xWKRQqFAoVAgl8t1Pstms2SzWQqFwoAQXmMMCOAAbyqoqhrxq2qj2WyyZ88epJSX5C5/2QRw7X1IRev0T80UimBGiUBzTkG6HuX9FrlbErahpIEafkPFW86gjUbtZMLh1fZE6+Pjj5H8Sw7P9i7wwiiKFLi+CMKXCVzJM13aNMGrptATCaCE1qlpzI9RWHeu+1XGBDv6Vm+XRjsEUPNaHUVcgVfKEmetnmPgmhpan8IGVY0qaI2zGfLhuppLuGbNxQL5fC95sk1BtTnBmpH+4d82dM3rkDOlpULOHl3dQ/5sO0fjaFcdlH3UxQ7P02K5oxEC2A3hKpqLqvcvemmUumFCoUisehohZI8qXC1XadZV0kB1zu8hgGEnFVfk6dDmFgGsLQyBFAghcW0d3xOJdjBCEPj/KbI3TwDwTA17ScOzVfxCFqW6MgmXTZvy2XSyZWRr964JbRYnFBXHVsjkXBxPDeX/xbq/YAKCxVMKqzbFtruCAvh6Va02Go2e4o0rwfvf/37m5+f59Kc/zczMDHfffTePP/54Z9tnzpzpIVuHDx/m6aef5m//9m+veL9SSm6++WZ838c0TXzfZ8+ePZimSbPZxDRNTNPEtm1s28b3fRzHwTAMPvnJT3YI6gDXBgMCOMCbCknEbW5ujn379rFq1SpuvvnmS3pYK4pyWe7zpq9iZjYxUj8GgG7EuhOoBrUjS2jjBvaciX//ZpTqydhOg3W8hsSZz/cQwPDsnRmrIl0BKZD9Xorb86wPvDyM0jZiFgLfVlFTCWTJlx2Zxk+oGgUQmt9R+axpncK67nepYh3Kw5HlveV2OzPQMkH+j++qeIu9Hl+uY+A0jR4CKFom1nGFKafZeK6OqgUTurICKWrDKWfQEgyb7aZE1VeuZu3sd7iGWc6iqT654RpLc+sYX9Nr8NyoRidraVp9ja4hZl5MrJA8lFaQKjST8+1aOW7lmW63FCF87HoaoYig00UI2UyO5VZItHLeh9ui34fcU3DcTLeoouVlWZltpSsICQgcyyCVTS4G8T0FRfMSs/rsqopdDVIDvOzqixPAVZsxj1gkvca1cwDdpuwQQCkULCtFJmfj+wpGrAK4s11pAWkWj3n4W1WU0LPkYjmArweuRQ5gGx/96Ef56Ec/mvjdU0891fPZTTfddEWeg2FkMhl+/dd/HSEEc3Nz/Pmf/zm/9mu/huu6Hf8/13XxPA8pJfV6Hdu2cV23Ywo9wLXDgAAOcF3hahOpwwTQ932OHj3KmTNnuO222y7rAXI5CuDCwgKvvPIKt4zd3SGAKLHctOIWcOyO31+zuZocUQIoFQMBeDUPZy5P5qZeQtGGlnKpzRfJTlRQqx4yBX6GLumTgNIqVDiYR6l0CalABvYhSQSw/b0PCkpixw9heJ0Iclo4EdVHzzg0HBU95MmXESZu3UD1fRTDwxfgziYbvEpH4loJIepWrlAqbeH7otPCS9Uky8cnGLvpQvB9/uIEzq8bVE6NY5tG0A4545AZb+J7CqtXx8ONyRACGrPDKJqHV01THO29VlJCYzZFRy4FpGmTyFpatMhX4qpWaMINszGfnkKgzhqOit3oJs8LRWLX0qBr4EVfaoRQEa32dl5DReopRKgivWHVaJeVR3IIPRffE1Tni63ttFqqNQ1S2UBF6xmXrwBeogLoVA2kL1A0iXVyDrWgoSQZprewfEbHq5n0lC3TDac7NQlti06hdPJFvQQPwDaK+dbvxBe4uRGMSjfE7NdqLC4sMDwyEiF8r2cO4LUKAf99op33V61W+Y3f+A1+4Rd+oSeM7roujUaDtWvX9tvMANcAAwI4wJsKbR9A0zR55ZVXcByHnTt3XvZb86UQQCklJ06c4MSJE9xyyy2sGb0bzvwZEJCo8Luy3SgCC50QYPmATe6m2AZF8GD0qg7SThhv7OXbqaRhqI7AQ1ggHPAyBJNiIMjAqSzKTGzCEOBbOpCg1LSLCFrhOq+cTiCAbmcouu5Tmx6huK6r2NiOFiGAQgic0hhqpoQ0XKQnkNXkPE8pwfezwHLs0BUEPooqcewMqXSoc0C1O4lrGQenbqDn7N4TRtCuzbc0MhNlMmGy2ITG7DjnagZS6NgmZAoKUroUx00MUYMUKNJDSzlBQbWQWJUMI6PJ1a+NUh6vFr2HpG0j86Fq2s4XwQZ84opUeBEtyAJtde6ozxXRcjbZkRphwuW7Kk6o569QJHY9FSS4mVEVS/rgWSFSmB2CcrcCPZXtThFz55uMtOpKpGtTXxhC+gERahNA6av4UsTff4Lv2vYvCSKSa3X3I00Le8M60gunehcExKr11L5XA0UgR0VPpXC7bZ5dDal3KCiqH1QgS4FmuPi+wI2lKwjPpuO3k56EEAEUvs+RvXsxW5Wro6OjjI6Ovu4E8FopgH9fOHPmDE888QSmaXaIdPz8Pffcc3zjG9/gP//n//y65lj+74YBARzgTQVVVbEsi2eeeYbx8XG2b99+cTPnPttZiQA6jsPevXup1Wrs2LGDYjFQQuT4TYiFw4RVH4D6iSCcK62AdNkzTfz7NqJUT3cXahPAioUncn0KQcJj9CBU9CB8UBcEMiPwCz5iUUM5kaC0KQLfusg5aak1XoIdjJJ2I0dnzRUgRAC9pJh0Q0EMeUhVYp8bXqHZg8Rze+1KPKv7sLKsKAHMp0ysaoZUITjHdjXTIoAJw1ieSNy35yqMDlfxpRfkB4aLrJvgk4JGEE23fXBdFathgK8iR5Ib2NXmhxI+JahibcaJWEsBlLHzHeY2rZvB90XrnwKvkaLmKKRH6mi6F+TZeUo0tCmCHEDyeYgVMvgeeKbX4Ty+lkelSwAzGYOgmTSoTvdeci2T8kw3vB0mwPXlHIWR3tzRpA4gbTi23tpIcMBOFfoZgFSrQ0AZfInIZaEesyJq29pUusS2Ma+g6R5uq1JZ093WOYr7Flm0T0aj3muMfd/NN2MNDVEqlSiVSp22kZqmMT09zejo6GUbM18O6vX6G749Wrlc5nd/93dpNBrUajU+8pGPcPvtt3PTTTexZcsW1q9fz9NPP813vxsU1Q0I4GuHAQEc4LrC1YSApZTMzs7SaDS4/fbbWbt27RVvb6UcwHK5zJ49e8jn8+zatStqZbBhFywc7rrrAjK/Cns2mKQCAqgCAtNcS5YQAURDqpkWd1Rxl7LoY/0rPbMjdQRKoAi15k7hCZSaAjWBf2QkmWgJcKw0K9ZatwigNHWkryCU7rlQ0w5eR2IE1YnuJSHCRypTQToCaRp4i3m0Pt0+AJx4v13ANf3Ow6pHtVEE5dPjTN4eGGy7zWRrCQhCjUnnZObsBBNjVU6dGSOf7+/BCEGKpGF4NJZSDE+UqVwYQ83ZFEa75Mr3VaxKNnFfwkj3EMA2PC+aSyZDLfykFK3LHFO8HJ3m3DBa1kQx7ODeDfWLDhTANHoxwbbHB9/xkWmBkBKXDOERKKHrbi8qsKH1uSepLYTq3EMHunhuIjgXsReBtt1KvBOI7xMQM1Wl08ZjuoS1pkjKjHo6ipFRll5Y7uxQpLLIHgLY+ocnQU+BY1G7oGIYJs1mCiFBMxya1d5QqmyYtFvALE1rDMdK+WWtRm7NGnK5HOvXr8f3fY4cOUK5XObcuXMcPHiQXC7XUQeHh4evaX5gvV5/wxsjb968ma997Wt8/vOf53d/93dZWFjg61//OqlUiomJCYaHh9m/fz8/+IM/CFx9WtAA/TEggAO8KWBZFnv37qVer2MYBuvWrbv4SisgSQGUUnLu3DkOHTrE1q1b2bx5c+/DacMueOm/gN+t9nTUNYRDmiKVQlo25VdtsjdE9oovupOSM5ePEsDYrlTDBU/phnt9EO0MMltF+EpiwYEEfKfPJNIO5akpwEEg8K08asjnTqgST9FQW2HMrGFh11MYrU4Qoqcnr0TJm/i2hj1bRDoaaP2KNQRuQkeMMDyv97GlmaED7dNP2LU0dL+JKXpDaEqLVCnKyvuOjLS1aLbYwPcEM8dWM75xFk33WV4cRfTROaWWQEJb2/J7vPRCLdRaoU09lZwb55o6mmgrsCFluJUDqKu956X9jqOmVHzTxXbS4YYjiFDVdX3aQ94ThFzrC9lO+DdyGDK4PratY8Tug359nh1LB6kgVCUinFup0R4CaGprQHYNEKXRqxPKsNm2kQbHorGkUMy7LJWKpFN20A7O7FW3vVozuLBSJLaEi3cDURQFwzAoFovccsstOI7D0tISi4uLHDp0CMdxIuHifD5/xYSmXRTxRlcA8/k8t9xyC5/4xCd4xzvewU/91E9x4MABDhw4wPe//3327t3L2972Nv7Vv/pXAIO+wK8hBgRwgOsOQojLqjZbWlpiz549jIyMcOedd/Lyyy9f9RjiBNDzPF599VXm5+e59957+/tgDW1AFta0PCgCmHPRiU9JG3iWjXWhiX/PBpTaGQBsy8WxupODO5eHW0JqlOyGyIAg3AeBaNLKr4dgEj7yJzvZdPsJjGwv0VJUBb++ckhFhnQgr5aJEEAA19dRWzsUiqB2dpTRm6cBUDMOhDiKyFn4poa0Ndy5VqgcmUyQJOAmXfuu4igSvs5mbJZnRhleVYqolWE0FwqoCQSvNFdkbCyoCp6aqOC5SkKLtSgcSyOV6V5jRZWMTixTmx1GqhKr2if8S1ARHj/yjnWJE5vswgpgi9gYqWTyLPUgR9KsRRVQ31XwHB1EAmFr3TOKERBAq2kQpheBAtjKT7SBdAHMCtVYeLtTe+QLQLBwbpLVm6YjoeFOO7jYJegoujFiJOcayLSCaFd1ZLIsvBRTTrUEc+vQ/SO1NPhlZMvr0KxnOhZA8QIQADyf9IiGWfIwl2RPSzg/wQomXAWs6zqTk5NMTk4ipaTRaLC0tNQJFyuK0iGDVxIubjQab/gcQAiep1u2bGHLli0A3Hbbbdx222385E/+5N/zyP73woAADvCGhZSSU6dOcezYMW688UY2bNhAo9G4PP++PlAUBdcNWEy7bZyqquzatWvl9kRCBCrgicBl31N0akeilaUi1Z14THstWQICWKs1yGeHO9858/0f9EEhQOsPv0UMW0n2pUNrWDq4jjVbzicSQAR4DZK9ANtFIJ7s9BT2l9UefzirCalQDNmrdM+JnjOh3O6vCkrWAlfFmgmHDJP94BBBuYdsect1P+8uq4jk67t8MiCAeqYPQbINUNwe8lVbypNfvQxAKuUyvzTK5ESCwXAIjXKOdLq3iCZbaFIvZzFLBlpCz2aAcq3R27GvxQBdU4lWtoaLQBwP3w/MrHug+JTnhpncMN+jbLWrd2VCQmmbXyqpgMA0Kzrh3AAhfAi9DPhGEVGvUi/Fbc6DDbVD2M1yHsfSMdIh38PWC0uc+ncIYKxyRKmbsGEjzAbV8t7IJvx4EUurMCZyTKFKZ6mmMGtZND0o+mg202ipZAuYNjKjKmYpuMfiLeH8Sm+bwX4+gEIIcrkcuVyOdevW4fs+lUqFUqnE+fPnryhc/GYoAoGuqvfcc8/x/PPPMzw8zA033MCGDRuYnJy8orztAS4fg7M8wBsStm2zb98+qtUq999/P0NDgSLR7uHb7ld7pWgXk8zOzrJv3z7Wrl3LTTfddGnJyBt2waH/BkBdXQVOVPIQevdnVz7okG11hisWhlCETycRfiGH9AQiwVg3WKStALbM3zzwbI3Df/DWYP1GCkjINVMUBALP1NEyUWPidkVlUA3Z2lUTfNdACYdtY0paWnTJTmqogWwRQJG2g5CvL/Cq3bCzFMlKHggUIXHsFEYqbOnSVQA1NZngFXQHKcEoxP0Twa6lOoQsUp1tG4yNRSd1x165HV37AOK5bG3MnFyNqqXRlOSexIXCEDSiZtOWFRyT05Qxa5OQmmW79BXGFZ/pwxuY2thLANu5eKIT6A591bpsQgsm5PqiAqHsCYFHmAB6ooC5WOxt59a+FUOfVxcLjK0N+/nJyP+C5ekUZiQdmuOkg9Ohqizs773uUiq9ampYARQG9XIeVXOxTAPfV9ENG9dR8b1kspUudrdoucWIa0+SGbTv+xjGxe8ZRVEYHh5meHiYLVu2dMLFpVKJQ4cOYds2w8PDfcPFnudhmuYb3gamXdTxxBNP8OlPf5parcbk5CSGYTA+Ps5NN93EnXfeydve9rYr7jgywKVhUFozwHWHixG35eVlnnnmGQB27drVIX/QfbO8WhVQURTK5TJ79+7l9ttv55Zbbrn0SrSJW0BPI4VCs977th4mgNa5Jk09kNdUoeB7Ya81BbfUJ1cvVFEpbSUIA0uFhb+7rzPhh73gwmiH4px6//CTonrhdq/4zWjekYj5zwVFEcHDWku72HbrXBkuiu5jz8fyli7Czc1qdGzhxQ3dwvN6N5DL2CxPr0Y1PKxKOrJWs5SsmsycHkM3oopaIddrEh2G66hkss1ExtKspWku5zHt/udWqL1FKm1NrDwfLfqR4Wtg2YmhaYlAMTxcKwVCRixg4svF4bfuI0UPrlctVv+ixKrZXS9DdX44cftAp88uwPL8SISwCgGuo0SYv20aXQuchKIr6+Q0MpNHrtqMvdiruPoJ6QJhAugLnfpyDlXzMc0Uvi/Q005f9Q/AyHXPU6UU/Q0lmUFfqQ1MO1x88803s2vXLnbs2MHExATlcpmXXnqJp59+mgMHDjA9Pc3S0hK1WnBfXoscwC9+8Yts2rSJdDrNjh07eP7551dcfnl5mZ//+Z9n9erVpFIpbrzxRv7mb/7msvcrpcRpeaH+4R/+Iel0mt///d/nN3/zN/nH//gfk8lk+Na3vsWP/diP8Vd/9VfA1T/LB+iPgQI4wBsGUkrOnDnDkSNH2LZtG5s2beohi20C6LruFYcRLMvi3LlzWJZ1RR6CKCqsfwC/+QLucb9n2m2rLW1IZSswj/QlvqsR9udz5vLJ7djCBNBREa5H9dAqnGq3L5rdSCYhnhtMVm4zYRIM52xh0G754VXSaKF5R83YYEYnPXNhmOxI0ArNcXWMVANF9/EdBXc5VnPcN8WzbQOS6pr4xocoJFYtQ3aot0K6cjrPyBpwatGJW3FF0MIudIhSCnIJXSsK+TqlhQKj48mVuo1yjmzW6pCnMKaPr0EgaDYzjPQTahKUQ13TMXHRZZTwm82uCuo3LfShXhXMs1XyG8uARAiJY1/6fd8pmNBaBHDaD5iabJ+r6OTbrOrUl/oTkDABBAWzno74LbpWNP/RC1V0a4YBbux6eD611BjmieQ3Bt/uJY2+2/3MsTUalRzprInVDF4KNN0JCk/6QE93b87SyWhLOFntfTm4Fp1AhBCdnrdJ4eIPfehDeJ7HqlWrePrpp3nXu951xUrgN7/5TR599FG+/OUvs2PHDr7whS/w0EMPcfjwYSYnJ3uWt22b97znPUxOTvJnf/ZnrF27ltOnTzM8PHxFxxnOe3zve9/L9u3bAbj//vs7n58+fbpzfIMikNcOAwVwgDcEXNfllVde4cSJE9x3333JFbgEyp0Q4orfGpeWlnjmmWfQdZ1isXjl+Tbrd+FmpxDLvb1fG1a0W0XlUGvC8vyeKtC+eYAh8iE8gVPKsPzcFrzQ9HoxAuglKUUhdUbK7vreMhE1x0jouCHqoXCVr4DuIVSJs5gj/qjpFz5tq1RufGxxu7Zm8rENp5tBm7nQBG/WR1ATwuhLpQkKheTOIdXyClYbLb/G+BbNeqqjNNaq/dePVKm2P2v9361GCY0Rshjym82eCmDXVvFdBWPIREs7CKXdSSVhvwmpg+0iENEigL4jIBO652R0f9XjTm/4l26KZrzStzQ9FrlvPDs6mUeIWB/l361rmGeSr5Nv9uZZyhABrJ4L7jVFSMzWPaMZ7ooEUNO6z47F4z6EXiSvpQK4Etrh4i1btnDffffxt3/7t/zzf/7PaTab/Mt/+S8ZHR3lXe96F3/3d3932dv+3Oc+x4c//GEeeeQRbr31Vr785S+TzWb56le/mrj8V7/6VUqlEn/5l3/JW9/6VjZt2sQ73vEO7rrrrsve9+///u/zxS9+kRMnTvAzP/MzlEolzp492/leSonrumzcuJHx8T5vgANcMwwI4ADXHeLErlKp8Mwzz+A4Drt27WJkpCeFPgJN0y6bAEopOXnyJC+++CJbt25l06ZNl9ULuAdr7sV2k/NX/FgXCPNMHT+3BjwPP6aqObO9BFCG8/8APMHc40ET16bdVYj6EsDWYbmyf6UqgBeqSBWexA0VeqSGevPs0rKJa7byuYREqBLpCZzFhGPoYwnSPirf7j9BQ7RzRBgpw6MyuyZCkO1qMoluLvd//KXTvcQdAvKcSrWOPcbjpk+s6Zg11yrpvoQmTFA6aFVj2JXovSFClbuaHiU7vg/SValX8jimgZ6yEUicPucmKX+wfYuLkEWMTHUVPhEjgNZcUmFLKOTqxVThehYv5EnouSEy5RP5rl/qh8ysRi0mE2pzOcFwOhQCrk9LND3o3GKaKUBelACqoXxW6QFD3QooWav2OBS8Hr2AJycnefvb346qqpw4cYL9+/fzT/7JP7noszAO27b5/ve/z7vf/e7OZ4qi8O53v5vdu3cnrvPXf/3X7Ny5k5//+Z9namqK22+/nV//9V+/opfs06dP8/u///v8+I//OP/u3/07vvzlL/Ov/tW/4vHHH+f06dN4njcoAHkdMTjTA1y3kFJ2quU2b97M1q1bL6mw43L6+EKgLu7bt49yucxb3vIWhoeHmZubuzoCqKVoVCaA3mrS4lCR5vlos3vL3UDGPYcfEzrcUhbpCoTWLYIgFnpsnBrHrwch1ky+O3n3ywH0WwqUOQ/c2P8QvIYfacfgLWfQh4IBaoaLGev5qyiS6vkxRrbOkjFshOLjLmWJGwIHGxOg9bf68eN2KKEiEAiMlvuhOWuQn6rho+J7AmH1hnlNM8/4eJkeabGF8YkKjYZONhslgotzw4wOt0y9Q+taTYP6YrFLYH0FCkWolIlDugn3ZjsPzgSp6givtd8Q2dBj9i++rYGAhfPjjC4W0dI2jmUk+vMFKyQoj20FMFxsoOQ6E4MI9eP1fbAaGimjf4/eJK+/aqnAyNRy8L2roLYUNquRInL++/y0y8t50hMSKmd6v2y6kaIZGasktpYF2byJLwPy2SbJXs/9FRqG79ApgQdsbQSD6fYBIut1RCgy8Hq1gmv3ARZCcMMNN3DDDTdcfKUYFhYW8DyPqampyOdTU1McOnQocZ0TJ07wne98h5/6qZ/ib/7mbzh27Bgf+chHcByHX/mVX7ms/f+Lf/Ev+If/8B9y6tQpXnnlFdatW8e+ffv4f//f/5c1a9awYcMGduzYwdatW7n33ntf064qAwwI4ADXKVzX5dVXX2VhYWFl370EXA4BrFarvPzyy2QyGXbt2tWp5rtcEpkEbeuNeC8fvKRlK0cl6bsc/EaMdPoKzmIOY6rWJQMhAuh7KqXvb+z8rWrd1l1OHwVQ4Ad0KoHfRnzbYoTBNzNA19LGdqM9fwHcpUxQidsKVVpzyfli0lMgqaChHYKOF3ms/GcERa2JbJHL2uwwGvHrKKksDTOcK/Wu3IKiSBbnRshumo987oXVtRA5mzmxJmJu4vkKfm4UJYkAWr3qYqS7h56BFgEMq01GpktkfT8o5nEdDbORpb5QRE/bWI1U0Lkl4ZiSQs9e+7OQAujIbHdiCHW0sW2NjLcy0XGd3u9LM2MMTSyjKO0CpGCb8Y4uJJEoTaV0TmNoPEvi3ex4oBvg2D3bkFLiO2AYdoeYZrLNVi6gQvylonugFmEC2KhFW8LJWjVoq9fC66EAQtcC5vXujOH7PpOTk/z2b/82qqqyfft2zp8/z2c+85nLJoBtj8QdO3bw/ve/n0qlwqlTpzhw4AAvvvgiL730Et/61reoVCo899xzbNu27TU6qgFgQAAHuA5RrVZ56aWX0HX94r57CbhU8nbhwgUOHDjApk2b2LZtW+TBei0IoHJTnzf0hFhc82QVeW8Rt95Lity5fEAAO/JSd5ynX7odNZzJIVTaBNBzNDxbRTXixxHsQ0sYR5iIKGpsLCY4TR29ZR3jJeTxpaSPX8qgqD5uLQ391ChXhaSOFi2za7FC31ho9UHu+52kaQ6h0MStG2gxxcoXKhkt2aKldyyh9XxBYagbcmx/a1t6tC0ageee7eUT+9n6dkJ4Oez3p2UQtMbXuQQ+Rsjf0LN1hIDKYrDf+mIRPWNhN9J4noqWcH6atQbxYHhbAYxY41iprhWg1x2r76uJhS9huI5KTwRPKjSqOfJD9Yj1Tw8BTLKFnFyFt6CwcE5jbb9dZ7NQDs6NEqqw9zwVVQ1CvpYZ0MdU1qJRyyBEUEyUlIsqm00InanlGZ3h0HuMX62irlod2s/rpwBebRu48fFxVFVldjZqQzQ7O8uqVasS11m9ejW6rkdI7i233MLMzAy2bV+SBU4YUsrOi02xWOTOO+/kzjvv5P/8P/9PIDjO733ve6xevXqlzQxwDTDIARzgukOpVGJiYoK3vOUtl03+4OLkzfd9Dhw4wMGDB7n77ru54YYbEquJryYEXK1W2XfqJM2huGEu4CeNTWA1J/BrveQgXAgSNoC26ykWDt0RWVbGftLJeYDBBlQF7FglsNC7D3lVi+ejQfXcaHcrCYUVKcPFK2XxfLAWVug2LAWOlWCe2/q/gsQLqU3xaVpPJefodVDT8GwNQ+slmS5pUn3aqYUxPl7Bc7t7XpobIp0OrddSzWaOr+4Jc0sUakt9ijGaCQUNYQKo9l4zRfe6hRYeLR9CWLgQJMrXFovoaQermYrk1UWQcDt7bY/K0P1v1kPjdoPzHCiOIjmc396Wq+D7yZrC0sxo571HIPD93jB+krLVlCOgQLOmoE0k56yKVIgUJRAxRfFxva4CWG8X6CQbUeLXovmtc4eiy8lKtBDk9VYArwaGYbB9+3aefPLJzme+7/Pkk0+yc+fOxHXe+ta3cuzYscjz8MiRI6xevfqyyV8biqLwIz/yI3zsYx/jK1/5Cv/jf/wPjh07RrPZJJfL8d73vvcN73f4RsBAARzgusOmTZs6XTiuBKqq9l2/2WyyZ88epJTs3Lmz7xu1oihXrABOT0+zf/9+1q1bR3XVBJlyTG3qs93KIQdR67X5cObCVZkQ2DVLDv3V/Sh+L/EIw26kyQxH7VIU4Xe4gFnORpQls6GRbRNE3cPzRKSC1q10SZ3SoywGCqKq+ljVFBJ1xVCt3Uyhp3qtXCAgA41ylsJo23YjOgkbaQfXUdCSumIAGRosL2WRnsCjiG8JrKqCED5L5QmqwmBkskJxOMFip4V0xmF2bphVa4Kwt22ngS45kKi4rkZlfqi3G4VUWTrrMp4gqkjLRqZFx3QboqFeKVI9n4fz/zzHQAho1tMdwtVYLDC+eZrmQhHX0UgltIvTlV6S4tiB0XOj0T2uRlmBNtdqEUDH0RAiMY2ww85dR+spAmnDbqYx6+mWGisx65neMuoEArh4VkcgUNIafnEU5ntD6ujd8yVCRExptwSUomM2ncpaLM8NUyw0EIpMrox2PFJDClY5+DLeEi7eDu71zgG8Wjz66KN88IMf5L777uP+++/nC1/4AvV6nUceeQSAhx9+mLVr1/LYY48B8HM/93P8p//0n/jFX/xFfuEXfoGjR4/y67/+6/zLf/kvr2j/baJ/11138dhjjzE+Ps6NN97I2NgYGzdu5O1vfzvr169n27ZtAyPo1xgDAjjAmw79FMD5+Xn27t3LqlWruPnmm1d8a7+SjiK+73P48GHOnz/PXXfdxcjICLtX7WHy8PHIcrIPObUWBJnhItJejnzulrJITw0Ei1YIrj43xPKJ1aQn/XC0qttvtYUkBTDcYs2O+eVJLwjBtuFZGmqoEMIIzZhq2gErem6E5uGZGs0LI6gFa8UQg5dQ6RsOQTermRAB7L0GZi1DfqQ/gZPVAlJzULBQBCh5KC+O0lgUbLmhjm8pnDm6mqFVJkOFpcRtWC3rECkhG7OMcW2oVdYiZO995LmweNzjhrVqL+GXMuijZzVCH4XyOsPZbi3G1Sbpnqd2UtdKM1011vdUPFvDbqTxPRWRSSGb0eIX6fT+JlRFxSFQ5dpnvnTeYXObAHouKN0Wb4nt+9rnw+1PACEIV4+vDYqiEvvwxn9nusb0ix75mwVCV6mWUiTRH6mEprEWEfN9UNXg9+v7ArelimayTc4srw8IYB8FEEAt+BDimuGWcGErmGD7bxwFEOD9738/8/PzfPrTn2ZmZoa7776bxx9/vFMYcubMmQihXb9+PU888QT/+l//a+68807Wrl3LL/7iL/JLv/RLVzWOoaEhPvzhD/POd74T0zTZt28f3/rWt/hP/+k/sW3bNu6//37+zb/5N1dkNzPApWFAAAe47nC1Sc5xAiil5Pjx45w8eZJbb72VtWvXXtI2gEu2JbAsiz179uA4Djt37iSXy+F5Ho3RYUQ+h6x1iYp0+qibw6twcx5qZTn6uRR49SIaTfCD0N+rfxq0e4sb4cZzmpIIoBJS9JxGbCKOTYqerUOIAKYMl/pCgdx4NfACtLqKoJQSLeVilXI4tRx+xm3lovXxd0uqxBRdAmrWu+RU6KKd2tgdu5kCkglgaW4IQ4uuUFkYAj2FqviUl7MMDTcYG66DCSdnVqFnbdatjRaGFIsBSVssDzGcioYGfaGxcGo4cf+eHfjuiZFR5MJ87wJGlACG80K9SBhVIKXsFIB4th4ouJ6gUoru226kWpW1oBTyeJdAANs1Hul0hkarwMdcjN3vOq3ezL0vGGG4jhr4P/ZBbbnQIoAC3zfokQBjv3tvdALPBgRIVeHCPocbNvTKkGGlWXQIoIKm+SAkquZ1ws2K6mM10/h+0GtaKWTxq70qdKogaITGt1zVaWtRMkQA22HR14sAXquw6Ec/+lE++tGPJn731FNP9Xy2c+dOnn322WuybwiK/D796U93HB7a+PjHP86HP/xh3v72t/Pyyy/znve8hxdffJENGzZcs30P0MUgB3CANx3CPoBt36sLFy7wwAMPXBL5g8trKdc2j06n0zzwwAOdh7SiKCAE+s1RrxXp9IbnACwnS2U+OW+uudR68PuC0rFVmK1uDJ4ZI4CxJP2kSuCw8uHH/NDiVM1VepWa5kwgD6XinTgUiVs3Oqqi0P0VFaGk989IkUCzO7ZwbmLn+xU6XlQXo7mXlpcnV6x3KnDLsW4Wk8MNRgyXs8cnmZ5b1Sl2GB6ps7yUo2Z1J95qNcWhg2vZ9/11SLsPubWDA/GMPl6Leuy6hAig73WPS/oSVXdRlKDFm9Iq3a4u9xKBMAEU2d77yLd6XzzaBDAcCrUWFVBDY0AJGT2voAA6Wl+D72BDCrWlPI6lJi4Xf/FruEPtL5AEIVl9dW9I0A9XjKvR+01RJKruIX0R2BI5GhAogp6nIEeSQ4yFsej1qSx2/y5fuMCFCxcwTbNDAN9IIeDrAaZpMjQ0xPR0YK/jui6WZbFq1So+9alP8e1vf5s//MM/5Id+6If49Kc//fc82jcvBgRwgDcd2gpguVzmmWeeQVVVdu7ceVk9NNuT0UoEsN2a7sUXX2Tz5s3ceeedEbVQCIGiKGi3xAhggi8dQOWMy9wrVmIiu2ZNBUoICgf/6wOdzz0zOr54fUliCFgJ5ZvFbTtiCqC5lBCmbREzLeXihNYXuovvaJiLwXlWL9JzVSQkkMvQ/r0QwXMSTllST10A29Io5LpqnedrCNfHbGYx1IB8iz6q5GjRpCgazJ0Z49TxKRxHpVzKk1EbzC7mOHB0LX4jTUr18Pp0I4FAmRWGimn3qdrUosceJkSeE7Wa0Yx2VXdAgh1LZX66t0uCVc121pVq77n1k+xnWmpaj0VMtkugw/12g1Emh05dV0v0AQyjvDBEdamAkk44dzECuHimu0z7vnZSwz2rRfoBt4y42/l/iuohVB9fKqQyFo1WAYjnatiORt1JfiaE28EBNEOG7LptMT09ze7du3nxxReB4CXwte5Ze61CwNcDUqkUH/rQh/i//+//m+eeew5N0zqef/Pz853exD/90z/d6XYSN+Ae4OoxCAEPcN3hakPAiqJ0emj26xl8KWNYqRLY8zwOHDjAwsIC27dvZ3R0NHE5VVVRbtga6a8qTYvg3SvUzi2Tpny4EXw2sQ5mo6a3fmMcClBbvAHfDk/uAtRunpnsIYC9VdSd5HhAuHECGF+296Gb1mw8V0HVfBxXR9ctJBLZNFot3IJtqhmbejlHKpdMeL2kUytDOYgh9dC1ehduty+LY/bsBCOhfTpuHl3UcPwhjFbIuFho4jgKep8ikkLOpgAszwzTqOVZrKTZPFpn02gFzxc4jo7h6zi+h670bkNKULIa1UVJIgVU9N4V2sdqh47LD/L/mtU0uu7jOiqNapZGLYceq8JuLOfoUrQk820fXwiUsNrYUgD9uOejnkeh1P6y+4XohoNDgw/G7ag9CnQcjpWmXEoxfOcUHI/mxobvPV9Tmdvf+r0gcFvVyksXNOK9LyLt4FQF3ycI/9KqZBcS6QvSWZN6JVDQXFfl9IUxMprBRnoR97dcPO7DNg1cF92y2b59O47jMDMzw9GjRzly5Ai2bTM0NMTY2Bijo6Md0+ZrhTcDAfR9H0VR0HWdn//5n+fIkSP8i3/xL3jwwQe5++67qdVq/NZv/VanU0m9XqfaCrlfTj72AJeGAQEc4E0F13WZn5+nVqtx33339SVml4J+xSSNRoOXX34ZVVUv6lOoKAoyncbYuhn72IngQykRhoEM+cEp41O0Z8Bqs0hcl/DrBWRTZ/nsvcT9PISuI1vjjKgh9MkBDJE6Lab4BeHh7kNWS7BR0VRJ7cIoQxsWur2HhY9ApTkfCnkKqC0UGV6zSA+zBDy7d9tKSoVWq7QEl5nosiI5l1ILkZB6c5S0WsH3BYprdmIemuZTWhhianVy8Ucb2bRDpamxptCtCDg2M4LupVCFwPU1dCUhpC/BVT2mD1tMJXRbkUqsQjp0SV1T6XRg8X0fPW3hmilsU6dRyeB6Gs1mBi1Xj02IXdLn231OnqZ3TZPppgzE7xtXdM2P1RjB9X0FVY2SQriEEDABz3XtDJXTdm9BR+hYGrli92VGgGP6KMDMfpvR2zRkKJztNULKplBoNFWKheAFQNddfCnwfYV0xqRWDgiU62ocPzVFsQEbb+8dpyKiv/tOS7jF6U47OF3XGR4eRtd1du7cSbPZZHFxkVKpxIkTJ9A0jdHR0Q4h1PWV2xteDG8GAhgOla9Zs4bf/u3f5j//5//M3/zN3/DXf/3XOI7DW97yFj772c/iui779+/nnnvu+Xsc8ZsbAwI4wJsG9Xqdl19+Gd/3GR4eviryB8kEsF1JvHr1am6++eaL5v607WTSd9zWJYCAkjbwQgTQlgUgqHidOeRSWBPdjvTAOTmCZyVMsJoOBBWqfowTOU0jID8h0hcOAatC4tpayCw5SgD1Pj1xrcUcbFhAKoGpq2xZgPihXq9OJYPnKv36LaApvcqgVLpG1mFymri+2tuPeHF2mEKrWnd5MU8uH5zTZiOPpsR6MDcv7jHp+4J8upv0P19Os3GswvHTW1AB19eBpJxOQW64QOOEg7xVQ8Qqvx03Uusb8QZ3m3QIoCId7EYa6Ss0qxmEApWFAr6nomge0kt+hHsNl6SyBKlpiV0zfCdKAB0v3SGAcUNw11WjBLDz+cUJoOsJpOdjXmgwtH017tnp7pchAlhthomOwGkE58uzJNrqCZxT3fW8mtVtWSgE5Wq2QwCF4uO5gTKZyljMnZsMjk8rAAqVOYk6WsQrRa2aFGkT7gYCoZZwvo9sNBC5XEfREkKQzWbJZrOsX78e3/dZXl6mVCpx+vRpDhw4QKFQ6BDCYrF42XmDb/QcwJMnT/LEE0/wsz/7s53PRkZG+NSnPsWnPvUpLly4QCqV6li/mKbJW9/6Vt75zncCr0+e5f9uGBDAAa47XInMPzMzw/79+1m/fj25XI7z589f9TjCXoDhSuLbbruNNWvWXGTtAO0wcvqO26j81//W+VykDMIVrNXp7oRqnVUQNxSQ9ZDdhCvB1fBsBWKtzYSmdbKy4hM5CJymEQnDKrEecGY5S36i0l48glTGxrFV9Jjnn9YySBbtBHtV0pyPFl40F/IYxSau09syDiCbEBp2ne60a6he0FlC94JxxQ7N0B2spk4q0yWptcUCqZE6jq0G/nGtY3X9FAatopXWdlL6xb0m5+aLTIwFJNLzoWEZGKqEigAB7gpVsUpKBSlQRseRczOR7+q1ZowAhkLADWjHOYWwcG0Nqx3K92G5Xf27go2JUzaTCWC4WjXUN9d3o/eEZXYtV+JdVzxXhQQj7kjuYh/IkGVOralFO6WE7r2lc9HAuV11O+fL9PORY/PqJjKrIHwf29Rw2nmQSDxPxXO1QOmUXfNpL9fNofTyoxAjgNi9BDDcEk5WK9Cq9E+qAFYUhdHR0c5LqGVZlEolSqUS+/btw/d9RkZGOupgJrOCaXp7/43GZeUxX2+Ynp7mueee42d/9md57rnn+NjHPsZ73/tebrzxRm677Ta2bdsW6f2bTqd5+9vf/vc44jc/BgRwgDc0fN/nyJEjnDt3jjvuuIOpqSlmZmauSUJ2m7w5jsPevXup1Wrs2LGDYjGhu0cfKIqC7/toa1ejjozgLQUhR2GEJhdNpXQoXFEr8IrrUOrdPsKylTDnJjSRCFdsenavMmPX0xECKJQg50tpEQCrlu4QwCTuXatlGRmNmt+mDQurlkZNO8iaAgo4tegkZi4U0Qsmy7MjTKxb6NmupvlYZppUuntQdl2SaTdqEIJ6OcvQeJV+fVvr5SypTBCetU2dYiFQBRdmR5icWgbAR0Pzm93VW/8vFEwaVoZsqldJbCNcxXx8Zpitk1UOnB7HaJ0oP4kAtqPirYpUVyuiEiWAxXwRQpfccbqEyiz70CpW9ywVx9WDlyIZVAS325p5nta3is9ZapIqCkQscV6GzKBFWAG0/ci2zKrW4T9KLATsxOx7BEElbrsAxJcRbhmFUGkz8PqRBvpqDbUVzvW8IKFApFNUT3TzXCVgLjsUWrfXwmnBVHj7EkQmC/UaJ/fn0VvqpBASs5ki5TTxfaXrZUi0Wr5q5XpSLqRpQixIHW4J124Hd6km0KlUitWrV7N69WqklNRqNRYXF5mdneXIkSOk0+kOGRweHk60nqrValfdCu7vE3fddVenordYLDIxMcF3vvMdnnjiCdLpNFNTU9xxxx3ceeed3HbbbQPrl9cBA011gOsSl6ICmqbJCy+8wMLCAjt37uwYmV6LPr7t7dRqNXbv3g3Arl27Lov8hccihCB1x62dz0XoAd/M5uOiHtWl6OQjnRYBTOIqIQLYqwAmW8HIEJmKfJ+gKjXrvaFSIQS18yMYGQtFk1jlhNCUo+KYOtWZ4b72IbXKymHYZnVlZcRsdL+fPTuBrvnMnBvrkD+ApjOM0kctK9fjJQWhfZs64+MBMV6q66xtdVSxKqHWfCv4v8kWMWiavccgYxUwWqii2SoHZFD64LsqQnRbp0m/WzxkrVBhjS9Ri735YpHxhn5jvhMdT32pe0/FQ8BWgoG360Yrl5PgugLC1cYuGGu7k7xlB6HpeqYQ6XctJbimj0gFY58/aKMWoveNSAfEaOGc0VGbFcXHbKaD3ERfRFrkeZXuS8fsud7j8au9P7T5w6Hq+VZhwpWYQAshKBQKbNq0iXvvvZe3ve1tbNu2DSklR48e5Xvf+x4vvfQSp06dolqtdnrnXisF8Itf/CKbNm0inU6zY8eOTsVtEr72ta8hhIj8dyXtOQFyuVzH8++WW27hv/7X/8q3vvUtvvjFL/JjP/ZjuK7LH/zBH/CTP/mT/NZv/RZwaTZcA1w5BgrgAG9ILC4u8sorrzA+Ps59990XeQiHfQCvBq7rcvz4cTZv3sy2bduuKDTdVgAB0nfcSuN/BZYGQu++eynZCSAajpx9xWbo5lDlsOuD2ocAhlSduC0MgGX1PrB9X6Aq7W2HWmklHKJl9skzq6RBOiCguZiQnC5g+cIwuZRkaWmIsbHlnkWa9TiJiZIHq0U++536sBegBlSWswyP1CLLWE1BPxrpWv3fgRcWC6yZCtTF+UqGrRN1Kg2dnKd11cQEf8LOl618uMq8Tj62mIyFXMP81G8E65m1bPe4pYIQkmYob9EyU2TSVt/+vCKXhXJUuZUitGxIufIsPzIZ1OeBydZiHQIogxZ0ZpwwyU6rNQhUUSXBKsZ19B6Ho8pZt6Oz5XI5vKVlTDeau1uvB8RbK+g4lgdSICYmoHq2OwIjhesqmFWN4kSriEj3sMopXEdDqH6nqwuAs2wilCzSF5x5Bba9RUSIq7QdtJyCW+9ep2ap2xKu3Q3kWrSB0zSNiYkJJiYmgv2EiklOnz7NH/3RH1Eqlcjlclh9LKQuFd/85jd59NFH+fKXv8yOHTv4whe+wEMPPcThw4eZnJxMXKdYLHL48OHO39eqEndmZoYnnngC0zT54R/+YX7u534OgMOHD3ee36+Hwfb/zhgogAO8oSCl5MSJE7z00kvccMMN3HHHHT0PiatVAH3f5+DBg9RqNdasWcMNN9xwxQ+9cB5h6uYboaX81ZtdJufUegmavewhxrt5hu0uDuEJqbuTlQlg00tSDcIKS4iEJShl0ks+dkO4yHoap5Yi6VHiugoL84HCtjSXrFz0mjlH9+X2kI0olFSw/lJ5nGzGxiEVyTdcqqTJyP7t4nJavV9rZrKtApgjM0W2TgTbODM7jBK6F0bXJoTk2vyvdSpLJxLOaawCOtIL2AGpGTRbZs9tDzxVd2lGbH0EQu1/n4tU730VIYCh44jfN9Vz3b/DIWApoZ6gCIe7uvT1Akz4DZnn62jrWg2TW18vn4uqyW2CZYVekiq12IuDanDm1FTrxSYYr6a5WKaBa2sYhtOxgIHA97AwGdxbzYpEHR/uGVt2LKHFXzYoULgaBfBiyGQyrFu3jjvvvJO3ve1t/NN/+k9Zu3YtMzMz/KN/9I+49957+cQnPsGePXsue9uf+9zn+PCHP8wjjzzCrbfeype//GWy2Sxf/epX+64jhGDVqlWd/9qRlitB+z4/duwYH/vYx/jd3/1dPvWpT/HLv/zLQJAnmMlkuOWWW654HwNcOgYEcIDrEkmEy3EcXn75Zc6cOcP999/P+vXrE5e7GgJoWRYvvPACpVKJ8fHxq865CXsJKqkU2rYtwRftcQtB6XByDprFROffvh0cj1NPCK+J7gTkNHqT88vNXvIV3krYDDqpP6rSx49FWhqK4dIIW7+EMD831KFzTj3ZNNnr6RQS86NrKUtqKpmENlrmxtNnM5w4O8ZwNqp4zS+tbJuR0l3mF3vHX1rKMTzUoOloTIQ9BatRcqKn+rWzA68Vjq9e8BGxJH9pxyqHY6dYqlmarbC69FVAYKTtSHs8WLk1G0qScttfAYxs1/E6pC4cAnYcFdOKXUsRDQEndX/xPNG3964jW/enEIhshvlXo+Q4lQrOXW64ex9fOBC9zz0U5ubGkJJIhbKUCq6rBS3gzOi4CxOh3022NxUgPdx7HJYbpIBcSwVwJSiKwoMPPshv/uZvUi6Xeemll/j4xz/O9PT0ZRPAdlektsdee/vvfve7O2kuSajVamzcuJH169fzvve9jwMHDlzp4XSehX/4h3/I8ePH+frXv85P/MRPdL7fu3cvjz76KE8//TQwMH9+rTEggAO8IVCpVNi9eze+77Nr1y6Ghvq02KJLui734RFv6ZZKpa46lBwOAc/OznIuE0xChVZ+ljoxgVtL3kfpdChpvaUYJSmAEVUnIQdwbqH3XIVz8oS18jGmjF5S6fuAVLCr2Yj1S2QZr+sXp0sRaTfW2Xfsb0WPPpJ8EWy7aSasDGRSDo2mgVM32LKm19NvKNt7bFomuo9qQp5hW+U6vZCnmAnO/XIjRc6PHms8dy4ML3QtZDEa1vRjfXrjeXP1hcD6xfdEy3wZNN2j2YiO1fb652O5boLyGH5hCv1bejLSRk1TfWwrUNnCBNB2dDxPi/BVAdEQcIIC6Lpan94rsLR/GSUXHIccXdUJnXfG1jo3ItXdhzmnoox2yf3SQhXLMgIDbkUSZLm2Daq1FpmNbjc70h1npd6bw5rK9464WgrG6b+GCmASarUgrWHjxo38X//X/8Xv/d7v8TM/8zOXtY2FhQU8z+tR8NqFc0m46aab+OpXv8pf/dVf8Y1vfKPz/D137twVHUf7Wr766qvs3LmTTZs2Ua/XO7nVDz74ILZt8+qrr0aWH+C1wYAADnDd49y5czz33HOsWbOG7du3YyS0EAvjcvr4QvCQOX36NC+++CJbtmzhzjvvRFXVa1JMoqoqruty9OhR9u7dy5oH3xb53s/0L0JY2N+EdDDh+7YDitbj8wfQaFjtnfVMngBnTyaQ5dBymu/gtzqCJKk0SXYtTj2FajjU54p9H9JS0KnINFQoxfrzBkOOEqiGFdtWm5z2YQ9DeZMTJyeZHO5VUWcW8hSN3rGXY+FOI6Zwer7C6HCNxcowN0x0FcXzc8M9irOfUHXdhtvs7sdVoyps0A0mtJ3YYTfmg/Ck56kIEXjv+b7oUbEsMxMldSGUFys9n/nhExlTrpR08LvxfUAEvYeDxUIEsBWyj6p80RzAXlU3WRXsrO34iFVrQQjqZkKRVftejREtMdK1cqmcG295EApU1cfz20RUtghg70tKOiTuT5/q/d7I9N7Xi6eC45C110cBbKNeD1IQXm8fwJ07d/Lwww9z99138453vIO/+Iu/YGJiolOkcblo/37WrFnTIbWO43RscFKpFOVyufPSPCCAry0GBHCA6xJCCDzPY//+/Rw+fJh77rnnkgsx2gTQdS/u8+Z5Hvv27ePEiRPcd999bNy4sbOPcP7e1WBmZobp6WkeeOABVt9yM9rqKdoxv2Z1BTIrBd7wuuDftovUktUep1VQkNRbV+gqJ/b3kswwbVEUgdlWQBIIYC5rRqw/fE+0W67imimElkyCBJA2utdgab53cjeM2DWKXd5Mi5z1u+opw6M8W2SpnKVUzmDZ3XFWasmlH/HufqPFBo1mlwAs1UdRVYke8wl0a73pAJ6ZcI+1O2M0uvdOox4bi+8j9dD1DI1JInGqGormdgy8LUvHbKZ6jJY9S6JPDfeOAciI3rC763THFP8tKa2CFrvV0i1ZAQzOkxuqqEWsnAPo+8ktBcOonnUQQjB7tHdK6vQrjn1eKXfP3/xJrSOiqoqPRNBsptA0ry8BNEJtAM/s9SMKKICW0CZw8ZgPmva6K4D1ep1sNntV+xofH0dVVWZnZyOfz87OsmrVqkvahq7r3HPPPRw7duyKxtAe/0c+8hFeeeUV/vRP/5S5uTk2bdoEwPnz55mfn+8UxAxav722GBDAAa5LNBoNnnvuOarVKrt27WJ8fPziK7XQdua/GHlrNBo8++yzNJtNdu7cychIlChdrQJYq9WYnp5GSsnOnTs7Fg7p22/rsJDS8ZWr+uqVNmkSYCTns+ULLYVP6y2YUCaGgxZi8Ry82GzqmPnObuIQCtRDITKnkUL6gkZb0euT2yUJ2sbZrW4VTkJf4nTajq0T3VZK84Mq5D77OD8zxKqcw2jaJYPAb6ZYXihw9uxob5/j9vHE/lYUmFsYDg1CMjM7TE7vqorz1RTZhK4bfrM3PN6etOxaqGhhNmHiDhdphA5P011AoOpep4W05ymYCecPQBnqU2Cz3GsaGZ5QLSc6dsVovTh5Cr4MEcC2AiiSCaBArpgD6Dpa3yruNprn6vjpAvOHegl1m9jFf4rT+1xQAoscs6Z2yLGi+iB86vUMuu7i2hquk2BdYzZC/wZ1IhqmV5WEsXjA8ASyVkNK+boqgNls9qoIkWEYbN++nSeffLLzme/7PPnkk+zcufOSttF+YV69evUVj0NKybZt2/jIRz7CH/3RH/HUU0/x3e9+lz/7sz/j4YcfZmJigrvvvhsYEMDXGgMbmAGuS5w6dYrh4eFLareWhItZwczPz/PKK6+wdu1abrrppsR9hAs4LhczMzPs27ePYrFIJpOJ9AFN33Er1pFjKCPDmIeT2oh1MbffodiqG5Fav/BPK3yb0GvUSQUkrbyUi4RyZYwGWc1A3eqXqG9aGaCC7wbExPcFVvnSCmQcL4WhuugJ4els1sLzBGonDNu7TGW5f9irND/EaKwrRUr3uLBQQEllgGrPOkoCF3Os4NxV6ykUfFZNRq1kzs0NkUS/3bqD0adQ2am6pDPBES0cl6y7LbZAWAEMhbpSGQuJ7Fjg2JaOkYpXAIfG4CarQl7NRkwYkYITESoY0mIvDI4MCE+7d277nLQVQEE3BNyrAHanEhlTAD1PDV3fZCgpjeXlIiRUbLd/gl6Ma5slD337KOf3tnwTIwogNBopinkLs5Yh6b7yLQvo3sM1kSND17BckQ5JU6StjGB408hG43VVAK9F+PfRRx/lgx/8IPfddx/3338/X/jCF6jX6zzyyCMAPPzww6xdu5bHHnsMgF/91V/lgQceYNu2bSwvL/OZz3yG06dP86EPfeiKx9AmdT/zMz/D6tWrWbt2LXv37uWTn/wko6OjfPazn2Xbtm2RZQd4bTAggANcl7j11luvSn3rp95dTku3K1EA22aup0+f5s4776Rer1OpRHOxjG1bg3ym4jhx/784zHmPxq0FsmYVXySHNDtdDdTen/NyIw1Iyst5Vq8rhcYZXa5RDtbtW6npBmTAaaRRNA+nYdD1O+k3+qB7h+MH6xoqlBYKjI53SZmiSiq1FCNDgVqVyqs926tXM+jxUDFgOwpDqkw0edYFqCL52imZXrJfzAYkaaGUY6jYG7KU9WSy6zcdZCpoQxaH9CRqVsdvODQXfEQ+h6yFCI4a6nbRuSA+6YwVVPe2KnzLywXGVpWozib3tm7OmiTXWIMo5pEL3eseTjZUY90mVF3D9i2QAt8X2GY8BCw7+X12yL4n6ATSPafhMLXv97+nAPTJAmJklIX9NfRSjnB7xM72Wrt3Lb+HxrnpYUolq7XfYIyqKmnYGrato+v1VqV0L5FI+VHiNjsn2BT627dMSKD9jUbQEk5Wq6+bAlir1cjlcldNiN7//vczPz/Ppz/9aWZmZrj77rt5/PHHO4UhZ86ciRzP0tISH/7wh5mZmWFkZITt27fzzDPPcOutt/bbxWXhoYce4qGHHmJubg7btlm3bt012e4Al4YBARzgusTVPuiSyFu7pVu9XueBBx64qKv+5RJAx3F45ZVXaDQa7Ny5k3w+z+nTp3tURKGp6BvWUX6lRpJCFUfVGyZLlXI1WS1ciQBOn1MBl3LMDqVHASy3Hvr9TrtU8BwVLeXg2lo3/Av4npqYS9K+hk5ILVqaH4oQQIBavUsALdcj3sTWaqTQE3rPHj87xogiewjGdCnHaM7Bky5NSyWTil7DRt2BmJiWz9oslPLYtk4+Fa0mnimnKcj+foRKNo2shfq6he5dLa9jt6x5ZH4U+hLA1vK6h+cqHcVMSlhaHGL1xpm+IeDmhRrp1SlkvTedQMlmIvmekT9ivzEjm6JqmwgRhJzbIWBVCZ+/Vng71A0kGLuILeMDCp6r9pg/owjSWyYxTYPZfWWQywhVsHg8+bfW/vnYdb+H6JZmNCxLdsbQHqtt69i2jhCgDxs4y733j7PchNAWq/PDEOLYdrVKEgFcng5awvnV6htOAQT46Ec/ykc/+tHE75566qnI35///Of5/Oc/f032C8GLjhCCH/uxH+O+++7jkUceYfXq1R0T6n69lQd4bTDIARzgTYk4eatWqzzzzDMAkXy8lXA5RSDVapXdu3cjhOiQv/Y2ksLIxrYtlE9fvEgFoDYbKH+el1ww0tl83PdNwIn9wT7KSytPHooTTOD91BpF8XGbBkIBz1GRob6qzWayMtXO5/NCuXh2golwM9TSzLZ6z5Vj6ihqgi9kq8gjrtY1Wq3tVCGZvogPYBgzs8MUsjYLtTEulKc4cHqUo2dHefngyvlOSjp2XUJDVdPda2LHOs6G+/K2K11TGQvH7qqrjq0BCobhYDb76HwS9Knka4AeHVvEikfEHv+KgtO6rp7fJYAiIXxrhRTAeGEKgGw1Aw7331VzKdK3rMfUJ7nwvElpb6Vz3JnNo5TPJ/8eZKt9nFXp/f78921AdAi0ogZt0yxLx7aDwhB31Vjidr2GS6rQPQfn90uE0T0u3U1O/5ht5Sl6lcrrmgPYfqa8kdF+Kbzvvvt4+umn+Wf/7J/xH/7Df+DIkSPAoPPH642BAjjAdYlrqQBeuHCBAwcOsHnzZrZu3XrJ277UHMB2vt+mTZt6KpX7qYjGthtx9aNAsgl0GM0TKv6kTi7Xh2i1O3UoKmGJR5sYxmylspVjeXRx2xGjRdZEn2rNtGqipR1cW8WMbUv26fPbntzDXnl6gnGxnVChGdmMo6KlFQjVNJQqacZ1DxAood1XGwaTha4SZlorWwaFoaJgeBp4LgYu+RycLmWCQpxMo+96IhVXB7sDUkIEsFFLER6NDOXjBZWuPqrmRNxOyss5FMXDddUVTZ8jFcXhz2NyaqQHcex3IFQF6QcV3q4b5AAGxsoJ7QXNsHq50u9JIBUFfcs6Fl6p4J/ttaYBsNQszVKToRF6TbFbQ7bKDvGefq6jtAplgjGoio/nC+q1DLajsVBLsWBoJDc5g6EpjbmWsu65IMbHkBeCKlnZtFHTAs+MtSdcUrCNNBdeeYX6tm2Uy2WGh4evuEfupeBaKoDXAz71qU/xyiuv8Bd/8Rd8+9vf5qWXXuKd73wn73znOzv9ggd47TEggAO8KaGqKo7j8OqrrzI9Pc3dd9/dsRa4nG2spABKKTly5Ahnz57lrrvuSuyl2U8B1EcLnDk3jmdn2HCnQM7MtkJSCfAU/JF1eJ4OJJgyt4cYU3S8fNf/r3Kxjhia15MXGEYu3Qj86CwNN+ZFJ2QfJVMEOYBtBQcCz72lxTwjY90ii76tw1pQPAXX8wnHhs+eH2WqY9fT3f5sKc+aoS4BzBuXpuB6PhTz0XNru0FBg2KnsBSbVJIJIyRWX7chQr2Cly+oDIedcMLESUpU3cV1dTTNCSqo0yZLS+tJpZy+4d82rKqXGM7x48bgoWsR9w/0pexwQtcL8uYcS+9UAYe31LRWJoASgdlUqNcyuK4OC8srjv/8ARffBb2g41Si18Fvva24po8YVpEtb8jw/dopAFF9EFCrZfF9hSPLE8xfsJmcoIdYAuTGFAg5mljqEDpdm5TMmEotQZlUR9awdniIkhAsLS1x4cIFstksY2NjjI6OMjw8fE2VwTeLAhjGXXfdxV133cXhw4f5nd/5HX7913+dP/mTP+Hhhx/mp37qp/6+h/e/BQYEcIA3LU6ePImu6+zcufOKWrqtRABt22bv3r00m00eeOCBvg/nlcLI639gipf/v8MsnQahjrBl1xqGCnWax2Z6JqtavYhhSxIJoNv2SYuqPVWnK5fEFcC4YbSmSpq1fKICKH1Q9YAgJoVwFbFyKFuNZqFRmh+KEEAldLBJHDStg2N7hAlg2tHA8PFDLMD1BMPp6PkZzVk0XIOs1s2fTNrH6eU0q2OFJocX8qSEzuRImsKmFPaJ5G4JMl5WHG62EfKWWzzms2m76LCVSDhWSnTDIZVy8D2BaaYYHqpRrebIr1no6QASR/10lbwhEDEW7za96F2xggJYn3NDHynB9bYM9HYnmNCmPS8Ir4bVtzB8HyqVfLC+vnIFcHp9kaX/GexDLxq9BDD089EKBo7VbI2h+87TDQH72I7afakYGaVyrk7q7iLWuV71MVOIjr20lCbcJyMznEwALbdIxrZQVZWbb76ZXC7H0tISi4uLHDx4EMdxGBkZ6RDCq20p+WZSAD3P46d/+qeZnJzE8zx0XWdkZIR3vetd/PEf/zFPPvnkgAC+ThgQwAHedCiVSpRKJXK5HA888MAV55X0CwFXq1VeeuklCoUCO3fuRNP6/4xWCiOvfzAggBD4ix3/XhNQyEyuYtUtDgWziVMKQo+LhySFPnGstjAlYxrQ3IxGu8p4uacIpBeVhSyFod5Qp9fyePNdBTuhbZoiXDxfoPYJHxtalADbMVNkPWQ0nBRMTAs/QiFPXRhmyAg+Cbe0Ozc/xGQu5m0n4ORcmtvWdAmgn3D0NUuDEAGcr+tsKfqIjRs48m0XS833rY9RVJV+OmNYZbOrElEsIsvl4LuwGicliiLxXJV6JQsKFCeWsW2DdNakmUC8w/AaLvr6YdyZaAGLW7GiBND1Q5nf0SNqlqJER8rAHieVsRKX9zwFTfMj16Czrq9Rb6TxPB1dX9nqSBaKtOP7ajbBazF0ntScjrMQEMCmrZJNy0gRiqr4WFZXkS0OtWxrijmglwCmUtF74fwRlamQMUCqkHzVq6U0xcluDqCu60xOTjI5OYmUknq9TqlUYn5+nqNHj5JOpztkcGRk5LKfSW8mBdA0Tb75zW8ipeQd73gHDz30EJqmsWXLFn7t136t0xZugNceAwI4wHWJK8kBbLd0O3r0KENDQwwNDV1VUnGSejc9Pc3+/fsvOZ+wXwgYYPWOMbSsGukYAdCcUzg5lwJhsHnnanRtjuZsDbOWIyln0O/0fI0SwBOvhjpR1DK4roqm9Q+JNisZhiZM4qP1HRWh+NjNFEkUTQhwvRSqYsY+D0LAhu7ied1OXlrMKDjcLSSJQmrCp2qFOnUsFljdUpX8kPqk9slFs/v45LXh+TARCxUX104iLyyycEZBupK6qSf6AAIgotsP3xPxS+9nhxFtAuh296lqgelzrZzFdTV03e1UPquqR618CUVLQwWIEUBnqYGRDV0116eTiBi7d92GG7mDZMsMOtwKLgzPUwMCmNDmzbI0TDOF72sMTwm8Wn/D85mT3e0rqSQCSM/3UoLjK0A0dUFVowQwmwqOcb6qkZRBq8WObfqwh9iaQrZ6NRvZ5JeaxVMKa9ZWEquAhRDk83ny+TwbNmzAdV2Wl5dZXFzkyJEjWJbF8PBwhxBeir1LvV6/LDP86xmZTIYnn3ySp556iqWlJYQQ/OAP/iC33RY3yhzgtcaAAA7wpoDruhw4cIBSqcR9993H3NzcNenj6/t+x6PtYvl+/bbRbxxqSmXNrgnO/I/k0CJScPKZJlAgO1FkaAGg1LOYb0tQo2qYOpRlaSZWHdssUCwsB5tOIHJOw0hqJYznaCiqi1Xpr0I1GgapoXjniXaOXtDKLJsNCE1KkyyUc4wPBZYo+UzIqLiPqWCjnoacjWmrjIaURq814PNLWcbyyUrTWHrl++BsJcVUSAnSt2zC3D+Dks8w/2JABCoVtS8BrNca9Cs1iRfImG6uU8cgnRbxbU3+zVoaKRUURaIofieMKRSJZV38UR1ux9bZv+OjFHLIanCuhRMigCG6J6VE+DLC79tegP0IoOuqQcg6IYdzeTnXqgAWaOsn8A6eS9yGKGrMvGLR3rEre/fVfcHp5lQ2baVT/BMOQSuKjxXKT9RaIe8jr9o8kMChhRcL70qBGBtDnrsQrG8kH/viMR//nuYlVQFrmsb4+HiHwDUaDUqlEouLi5w4cQJd1xkdHWVsbIyRkZGIaXwbbyYFUFEUHnzwQR588EGeeOIJ/vzP/5zf+I3f4I477uA973kPN91001WHzAe4NAxsYAZ4w6Ner/Pss89imia7du3qhFiuBQEEaDabvPjii8zNzbFz585LJn+wsgIIsP4HLm1bjXnJ2ZlkFciz2zllodk71tYOoN7ohlaSCj6kpfW0YpMyUAClr+AktNNqo1ZLUtm62zKt6Lozs92x5LM2jhM8ivoVlDabwfonzo6RSthVbYUQ6XjGY26Fnstb71nf+bfIpGm0KlWVyYlOUXVtWSC05MelY8X7GXcPIl4f06h2x+mbASG2TAP8oH1hu8OG54uWBUxAcC5WKAPQnEsuIlLyodyxkLWJjCiVoqddW9sKRiggRO893B5rkgLYCBWtLJ/pzVttI71+MnLRa40EhTtcst7KqaxbWid1IK4ANpqhApVGcAEWp12Mqd4cOmn2vjQ06N6bmpL8DJEe+Go6KN65zChDNptl3bp13HXXXbztbW/jlltuQdM0Tp48ydNPP833v/99Tp06RaVS6bx8NhqNa0IAv/jFL7Jp0ybS6TQ7duzg+eefv6T1/viP/xghBD/6oz961WNoNpt873vfY/fu3axbt46f/dmfZfXq1XzmM5/hB37gB/jSl74EhM3RB3itMFAAB7gucakh4Lm5Ofbu3dvT0u1aEsDnn3+eoaGhi+b7JaEdRm4boIZhmiZLo7N91oyNJaPw3H+v86M/kMarRpU23/EhEw2Vzfc2VKBeDxHIpJ6/nsDxPMJUzXeDalDPV7gwM8KGtb0KJPRvR9ZG3OrFChEhRUC5lmZ8pL/VSt1uGRDXU2B0JwbfF1SbOqvzK/dUvlBOM1kIJvsb7xiFC9PBF0JgnuuGTZXV6/D2B2pV08wBwXb1tII+VsS+sNyz7Vy6v1rh2VHiVL6gMtaKRUrbBhXK80WEAMcJQqqOoyDdFHar2trzVKrVLIVcVylLQvNCPdEQWoR6DgtfIhUV4XuRbSVNtb4vIu3gvNg1bncDSSKntqkFm5dQO9Ng+N4xrNOLPcstLUS3mc8NUSd6f5uh4/Fk4PnnegJDa/kDOtC175NYoSp1eyHU/nCsALPRH4ZXsYhPg4tzKda2/h20g0u+t21RQHWcRAWwWXbQsyqavjJxV1WV0dFRRkeDm8I0zY46ePr0aZ555hleeuklTNO84raUbXzzm9/k0Ucf5ctf/jI7duzgC1/4Ag899BCHDx9e8aX21KlTfPzjH+dtb3vbVe2//Qw8duwYH/nIR9iwYUMnhD4yMsJDDz3Ed7/7Xb773e/y8Y9//HUz2f7fGQMCOMAbElJKjh07xqlTp7j99tt7mpNfCwI4MxOEZletWsVNN910RXmJ7QdYnAAuLy/z8ssvM3rjKPl1FWrnVvYDzKxP487b+JOroHoq8p3XMk8OR8/m5nt/2rVaiAAmzPgpQyBjITjf0QDJiTPbqJZT0IcAJkp3oY/CZtAAmVgbrno9xfhIoy+98W2N2XKaSd2PbNiTktlSjo3F/ioTwNS6Iu0igGxOp00LtNVTNI8sA6CumaL+6vnOOvNHuucilQY/lweWE8bmR0MpoYNwYvmdC0c9tuxUwPeRTQvH0Kgv5/F9gaLIFrlRcVwNy9QBieuqOI6OsTqFPb1C55iWIbR9Yjr6uRpTbnUNrCgBVBJOvB8yg04mgHprt7GuMrYa5JsaEtk6fEfLAVECqOZ0Tn8/SvYcq/fGVES3mGlpqYy0g5cSRQkEzaajYmjBtQpeNLrjMRctjIyO3ZQsNvSQttfaX9lEqLnOOAHOHRSs3dr6w7XpMR9soV7LoVtWD0nxPcn3fusU//Df3pC43kpIp9OsWbOGNWvW4Ps+mUyG+fl5vvWtb/Gv//W/5hvf+Abvfe97ed/73sd99913Wdv+3Oc+x4c//OFO398vf/nL/Pf//t/56le/yic+8YnEdTzP46d+6qf4d//u3/G9732P5eXlyz6mOFavXs0v/dIvdaqaVVVFURTS6TS/8Au/0LHrGpC/1x4DAjjAdQshRGIYoG3B0mg0+rZ0U1UV1720Thtx+L7PkSNHOHfuHIqisG7duis2pm6rA77vd/59/vx5Xn31VW644QY2btxI6UGXg984ufKYMsHD8OxMhni3TM8MJj/H6s5ipZkcxMo5apVuCClJ8Unh9vTV9VwVX8Le0/ezyjrUd3xJpyeczxdXifKqYLGcYWyoVdFptclEMjRP5eT5ITbFmIorYSh98es8Qp82eumA1Emh4DbVjkO2Nlak/GqXVBq6oO6mEnvuek23by6N03AjiqpnSpThYfxSCVyX5fIIUgYVtaoqcRwVISSmaXQsWJqtcKop8igXaR3oJxhC91TpajpYVueiBRXIvdtyPaXbDzghD7CtAMbzNhtNHc9X0XWQrZewhb0VxicM/Eb3OqQ2jOLvi1WINxPugND4M6k885bX2afjKjih78M9ioODg8k1ac4db3L8iMs9sUwA6UmKkxrl6e49tHBaotyTxa80gvPUhwAuT+vojt3zbPjLTx5gaM3Ktj2XAkVRuP/++3nLW97CU089xWc+8xkAHn/8cf70T//0sgigbdt8//vf55Of/GRk++9+97vZvXt33/V+9Vd/lcnJSf75P//nfO9737viYwm/AI+Pj/OBD3zgirc1wLXDIAdwgDcUKpUKu3fvRlGUFVu6XakC2H5QLiwsdEK+V6Mktt9iPc/D930OHjzIoUOHuOeee9i0aRNCCDa8c+oiW4FqNZiAX3naQUlHFR3PDsZXXQ689ZSMwfmjvWOullcmgJqI5k9BoABeOD+G42soro7jJj8y1D6FAh0kEMSZ2a5RdbuAwe+pQQ5gSMGQp7PU1Dg4m+elM8McODvCKycnODFXxPJWJuh+tY5TGO4Zi3l+GQB962as8111Uw5HKy5VFWan+1TDNmLkMkQInIT2ZV4myM/0PIXacp5U1ur0/nUcHU3zME0DxzTIZCxq1SDEvPxqBW1y5Twwu9J73T0nOm7ZSmNoK3dJ+X/t8Xmuhu8JFLXXPKfdZSV/W1R9t1u2QUqmS8Y800PfGA0z1pq9eZlm0vhDeYueHYR/2+bfjifwZbcVXLhHcRsj48FnF07Z6GO9xKww2auDyOGgfZxf65+WsHgMDDt67Z/56mlOv7jM1rf2ac13hWg0GmzYsIEPfOADfOMb3+A3f/M3L2v9hYUFPM9jair6rJmamupEOuJ4+umn+cpXvsLv/M7vXPG42/iTP/kTdu7cydNPP33RZU+ePMnzzz/PuXPJhUMDXDsMFMAB3jBoK2dbtmxhy5YtK6pyV0IAK5UKL730EkNDQ9xzzz1omnZZ/YCT0B6jZVns3bsXy7J6jKnXvn0SocSMgWOYOxFMNLYJYu0qOH628520g8k5rWeo0UCZGCGJcVUu0g8YoFxJd8JkvieQvsJT/+t2lHUKAsFCqcDqyXLPeoaeoMK1csAg6MsbR7PWnYzbKpXTpxexZ+lYi8MMp3zWGYDhU7cFF1wd3U8xvaQzNNFgRPafsB2jgM4y5XKZNMDEGO7JGspQkcaRuciytUqacO8512pw5qjLhvX0wKvbEEoDDJ95p+7CkIh04LCcHGmgUc0gFA+rpfD5flAEks25WJaBZRqkMjal+S5RVkZHYK5GP9TP9BpCezUn8qAXajR02091bZN92zJQ1N6bs93DWWjdUJ3ni06oWC+mcZe6OXiV825HQRWq4MxLvXmbzSWHdOwdI1xIU5+1EYjOC4ftCkBge4KUJnsVQMDQu79fMVmExWi6RXao97dSdwpkAb9pITSBdBPu30WQze66x763yH/9NwdY/5ZhNt433LP81eD1NoKuVqv89E//NL/zO79zTexnHnzwQY4ePconPvEJVFXlbW97G7fffjtTU1MYhkGz2aRUKnHmzBm+/e1vk06n+ff//t+zbt26xPzpAa4NBgRwgOsW7RCw7/scOnToslq6Xa5y1+4XvHXrVjZv3tx54FxtLqEQAkVReOmllygWizzwwAM9hSTpYYPJe0eZfTE5vy61Rsc60p2Appdzsd6mAqHpKF4w8Vpqsiq6PJ8Jr5KIRi0NqWDGdW0Ns6kzuzDMxCof21MoL+cSCWA6tXIOnpZAINJe9zyIPsSvM/ZKlnWp6DZmZZ7RrIZSyFKwF5CLWdS3rME7cTyxzDmlBsefy+bwKFOXKgpQV9IIM2QSLGBmX6wtXNOkNq+j3tpbhCNdH5EykJbdPpjosecM3EqX7FSXDQxP0KylESqdHr+2HfTeRQSFH+38Oy90nkoHqxRSKtJOvie9hou2fhgv5AfoLJvRB30nt6pl09N3blUA2dcL0PO0oA9y6FTXGwZe275GjW64crLO2rtHsc+WyGwepXk0gVQuuYxMEMle8ELkq7EYnGOtrZi2KpBtNyCASUEtz+y+FMxVJcOx75NqeOZnDDYCSMiOq9RnktMMnGpAphdO1PnaB77PqlsLTN6Yv+aEpV6v9412XArGx8dRVZXZ2WjR2ezsLKtWrepZ/vjx45w6dYof/uEf7nzWLkLRNI3Dhw+zdevWnvX6YWpqin/7b/8tDzzwAN/5znfYs2cP3/3ud3FdF8MwOl6JIyMjPPLIIzzyyCNomjYgf68xBgRwgOsapmmyZ88efN+/rJZul0rcfN/n8OHDnD9/PpFcrtTJ41IwMzOD7/uMj49z22239X2YrX9wqi8BVEcNoEsgXvk7j/fcpkTaegldx28Gf5eqKUjoTbE0nUH6rfZZffiW3dQ7BLBZznL2XPD2X6/UsTQFrZ6c25RJuziugq71CeEmKIRFFZYqaUaKJkJrf588sJyrR55Wi47OaEFHMdJow3mYXkA6PnPPlBi6bSuGPY1fiVZ82ucXSBtK8HIAGDWJ3LAOcWghspwcLWAeiJ6/vJEBXNTxYg8BBFAyKTwrOc9QzesRArh8GjLZDJrhdSp9pQSnVSnd9rGzTb238KLskNk5RePghcR9AYhiPmII7VZMGNOg7TuodAlgv/y/MBxTDxTAhEujFLKRoH3T1Fr+f8l5oV4qD5SwlCxJpuZIgZJT8avd898NYUukE2w3pfl4ftcI3PIUCn3SB4ZSOSBQTU+c9Lg3XhOj9653Zh9svD34d3qkPwG0FzWaZYevvP9FGksOhbVpbv/Bi6d0XA5s28Z13auygTEMg+3bt/Pkk092rFx83+fJJ5/kox/9aM/yN998M/v27Yt89v/8P/8P1WqV//gf/yPr1ydI4StASolhGLz73e9m165dnWf67OwspVKJyclJ7rnnHjZs2BBZb0D+XlsMCOAA1y0WFxd5+eWXmZiY4NZbb72sqrBLIYC2bbNnzx5s22bXrl2J5PJKFcBwlbKmaaxdu3bFh9n6d07x4mcPJn5nxXZfW5KYI1nSC6FQoK51qoHPn0rej1mW1GsZ8sX+FceyFUKzHAXP1dn/avCgz6SyWJZKzjY6PWDjaDYN9EKXHCkq7eJNDN3HcgSpWF/YC3NDjBRNcqm2KXLvds+XU4zEPPgmt61CamnKxxvUT5XJpbthz/KBEvpQgbGbR3FOhULlpoWyNlA71KlJmmdN3FovmTP1XqVFtrz+bC35BUSk+/sMqunoY7Z0wmFkawo3lK/mumqgBAov8AUkCL3GCSBArRRv+hcbq9dbCKEUcvilVgcSRW1F5wW+L9C0ldTXsAKYcHHS2QgxjNgBJdwkC3srjI3pnDvQv3BHySoRAui3WxHLQK2UEjQVTKd7FnwpUIo6fqVXiXbLXWI+c0qibTdwK93PasslIBpercxJ1NEiXqlCuk87OIDGecHXH3mZ2cM1Vt1WYP5kg5t+4Np27KjVgt/51foAPvroo3zwgx/kvvvu4/777+cLX/gC9Xq9UxX88MMPs3btWh577DHS6TS33357ZP3h4WGAns8vBUIISqUSv/Ebv8F/+2//jeHhYd71rnfxS7/0SxFl0/d9hBAD4vc6YVAEMsB1i5mZGbZt28btt99+2ZYA8S4ecZTLZZ555hkMw+CBBx7oqyxeCQF0XZeXX36ZCxcu8MADD2AYxkVVxKl7RzGKyUbLpene/Zf96CQj1BYBVBVOHeidBLW0AAnV5dYk0uf5qrXCdxfOjoIQnDgdqBmeI7FcBVUoLFWSz1XTjI5f0aM7qVm9x1euBgrYcLZ/CHm2HiVkxsZVNI/MUD8fEFmv6aKvHoss45RtZp6rIzbeiOiaxCEzQT6dyBfR1m/ALfXm01mVXgLYXA7CiLOLycRFGCECGJu8FCNKyHKZeovYhYpFWibbihJUAAPYppHor7h8uEJq3XDiOAAas72kVoTub9GuTJdx2+9eSIJ2cKrqJS4rNaMTbTctLXrsCfeY2/QwblzH8tkVUgZCSYBCSyovl4FvYqzwJ7N5qHdZoDljdlIMpBSoq6PL5VNJtd1gpYP7wFgh6FBbUDj0P+YBUAyFm35gHD19be1LarUaQoir7o7x/ve/n89+9rN8+tOf5u6772bPnj08/vjjncKQM2fOMD09fZGtXD7az76vfOUr/NEf/RHbt29n586dfOlLX+JjH/tYx1omUKOVAfl7HTEggANct7j99tvZsGHDVfnvJZG38+fP8/zzz7NhwwbuuuuuFc2dL5cAtruSeJ7XqVK+WDcQAEVTWPf2XjPW1JDO0rneyfLIK7FJS9XwLA99agTH7j1fWjb4qbcLQfpN/CkJlbqBaGSYqQzRnsV9x8dqkZHSUrISYcc6hSixebCR0M4s6wbr5NMuTSt54tw42SW7Ugicho8+OUTjXJe8KfnkBvILzy9Ql2vQVgWhfbfaKqZpCmqvJoRRNZWZfb2hXMVq9ZS9kPzIFCvcQyJiBuyTStvIlg+ir4CRaVJaanui+Z3qWstMVgABZL5/PljzfA0lF7WDaYb6Ditqa6xSrJD/1xqtL/oWgQC4skt8qw0jYvfT72dbu1hbu1DuYDePsOs22B5zUADSRaOSPEbf9hld1f29VGT0tyOayaR+ttQKLzuVxO8B5irBsUzckOPsy2Xu+KFrG/6FbgHIxVrOXQo++tGPcvr0aSzL4rnnnmPHjh2d75566im+9rWv9V33a1/7Gn/5l3952ftsv4R/61vf4id+4if4/d//fT73uc/xR3/0R/zP//k/2bNnz2Vvc4BrgwEBHOBNiTYBDHsBxm1YLlZJDBdv5RbGwsICzz77LGNjY2zfvh2jpQpdKolc/2Dv5JHblCdJSlk456GvD6mAiorXdHHSyURIa6kq1eWAaPTruVtUfY6dmMSUgif2jpIeDgiaa/lYrZBbs5qsRCiZKAGUsZwsO4HMjKoKpVpwnmpOBj0bfSSJXB7rTJfopW9Yj3VuCW18OLrtJP+4Fprnasy9KtG2bsOZXoB0GnOJSA5lG1Yxg7R6z7dneuhpwfwpJbFqItLCLP51aOLOZptkMzaWreJ5ArtuUBwrM79YxHFUVNXrKICureEk9PeFIJQq0v2JlLYqakPihg+1xcylr3TsVPrB85UgB7CPzY/jaJ23iUZT7+T/rYS5GqRG+rcVlKHzq7RC/+G0g7ZXpRNrQTd/sIaWTz4nY5NdonrmTPSYneVexRTArAa/r1Qq+RmhpBWO7w+2lR7WEQrc9t7XhgBms9k3rDLWHvfCwgIPPPAAiqLgOA4PPfQQQoiewpQBXj8MCOAA1y2u5oHXDiW0iZdlWbzwwguUSiV27tx5ydYGl0LepJScPHmSl19+mZtvvplbbrkl8rZ+qSRy/Q/0Th6u3v8cVJTQJK8Z4EPZTO6Jq7UmsUorBBzv3tCG72iMujqZlMPfHpqicHNA9jy7qwB6ZnLIrB5reyZj3UHchJ6xAHONIHxbbuisXhdVF+Xwuk5FqEjrNM8GeWzNpahq0zhTXTGcKR2f2WdK2IWNWHYO6/R88oLp/hXm+RENqwH6ZK/6phndc+I4McVWdM3Add2j2UwjPQ3HNkjlbFJZC18qzMwXg97LLXXQNo1IBXAYbsMlvaU/2ZAxQ+hcJtwFJrguy7N232vS2Y+rdBXAhBNsNVWkD54nELF7Kun3mxpNcWpfndwN/S1NPJmkAHahqTJSANKG70qyW5LDwMWhLjE9dsBEzYY8CpsumaHe83B6LyAg2yeka01ouDYU1+mc/v4ym+4fIT/WPxf0SvF6W8C8VjBNk8OHD1OpVND14AUgm81G0nuutt3dAJeHAQEc4E2LthVMuVxm9+7dpFIpduzYcVm5NBcjgJ7nsW/fPk6dOsX999/P2rVre5a5VC/B4sYcQ1uiBOjCuf6dH17d0/35SjUgINPnkicrpSW4dLwA+/DK0/MFlps65aaOJxXmvYDMuKaP2fKF06RGxewlJpYZJWV2rHolTgjbqLf6Am++eTUTU9Fr01juKkXGpnW4yw3UYobqseXIck7ZQp+6uPlu5dUlFs5kEVtuDCoJYqjNJhNogOxQy0A5wY7DMLrrqWr03FSrgYIpFEk243QscRTVI5Wr074YpmWwUOoquP3IX2e7s/0LKczlKAltd4uBrkNOZdHFdi5GANW+NjAAzUrAC2tNAy0TG2/C5TY2Fqgt2CytYHrphQ5LaEHJenhTuupj9zEkt/tMaZnQi5Tvgb52OPJ9car3XDfLEnV8BOEmV3cvO8G9qg8HHp5Dd1gcPXqUUql0TYlMrVYjl8u9YRXANtavX89v/uZvsmvXLn7kR36EL3zhC5w4cYLFxUVs2+5YZg3w+mFwtgd400JVVWZmZnj++efZuHHjRfP9krASeTNNk+eee45Go8HOnTsZGkpWHy7HSibSFUSB8gpm+GcOuehTwwBIJTiuE/uTx9ouyOgWgfQxXDYN6r7ghVOBKvfSwXnUlBIogKFw5PlSryKhq9FtxsPMss8+J1pJ+LW6hWWFzIF1nfKhQPFTRwrUDgYJ6sba8XiXu+AYi8nh7zDSG8dxG5KF5+epydVYIdsfJZti7kCvOXEbmXwrBO71ksQwn1HU6GNVaZktaDGLnKGxMprqRSwLZ+dGULWVPRXbqByvkd6YTHqrJ8vIEGFo5z5ClwA2Kh6er+DFW8WF4Loq0ld6Wvm1UV+QSF9Sq6fQCjFlOGGzpXpwrs7Pmj1FQp19hi6BogocT0byCQ1d9hSAtLFwpJGoBCtu9NzX1JhCOpL84uRkR1rt4KJQ0yrH9nnkJlQWDgWM9YGf2ILrurz66qt873vfY+/evZw/fx7TTA4xXyre6Apgm9T91m/9Fn/wB3/Aj//4j+O6Lv/lv/wXhBB8/vOf55FHHuFLX/oS3/nOd664hecAl4+BDcwA1y2u5o3X931c1+XMmTPcc889V+xmr6oqtt2rACwtLfHyyy8zOTnJrbfeuuKb6+XkEa59xyT7fvc4APlNWZy9yepDG43cODrLSHS08SL1cjLJahdkrNQNxHYVJnQPP+vw2f8VmLw2mh65m3Qqr1p4oaqOciUHa6KG0Bl9ZZVT0fp8P+cht+ZRVQ3LtDq8wSpOIlvWNsroKHImKNpw+rjYuBdRswD8VB7Zmo+t2TrWLHDDFrJ6FSWXSSSWbaQywchKJZV48FVGCEb0vtUVA1NKDKM7sTVNnWFkYGgcuWSCpqmT0nxWNnsJ4Bk5IME/0pYYW0ZwpoPvnFKDjkjZGqrTurVsRyGTSr427RZ9rqslEqvqvI/vSRp2CmMuSpTiP1/FUDi2N/Bm1FMqQ7ekWdrbW2DhmLLbc1kR1IF2YFVKUJXeApA2Ggs2k3fmaZyIVnfLWpRUn7sg2RT6O9OnpqZSzzJqTQPRl7vU1hHsIxajtxhU5ptM3pDjlgc2tsYoqdVqLC4uMjMzw5EjR8hms4yOjjI2Nsbw8PBlKV1vdALYxk033cRNN93E+973PiqVCsePH+fIkSM8//zzvPzyyzz22GPU63VOnjzZ92V6gGuLAQEc4E0Hy7I6RqM333zzVbUySgoBnz17lkOHDnHjjTdeUpXypRaB2LbNTOYMQgvaX6UmcsDKBPDYEY1bNPClil/o7xPWSkPrKoAJODVfoF5LIwyXesijbl40SaGgpnUcX6ArEtnoVcHyqeibe7xWYmqFxH8/v5607pIyNKoEliv1WgqwsUdz2K2KXZHSKB/p7UQCUD9XJ9mmOoDQVEoHa2Q3Rs9B7egSNVWQuWMCWEpemW4xwIUTHvFosx/Jf4xSJdcKWvUpHSsSmF8okh+pMjG51JOP6Tg66byLNC9m0gILe5cZnTDwagmVy0MFaBFA33IRoxlko4n0gj2230kcVyFteIlVuz4KUoLXpxjFrkqqs5LMWAq3FCWAcQum/A1DNP9ncG1zeR0zlUyCnHo0B9AJnU/RpwAkctzDGdrGz22Y81EV7sg+iy03KJ3rZqSTz/XMaZ3hvBl0bAn9hBeaOqkRh5kDwXZv/0fdVwIhBIVCgUKhwKZNm3Ach6WlJRYXF3n11VfxPI+RkRHGxsYYGxsjne6fdgABAbxaD8DrAVLKjtVLsVjknnvu4Z577uH9738/AKdPn+a55557UxzrGwWDEPAAbyosLy/zzDPPkE6nKRaLlx3yjSNM3nzf59VXX+XIkSPce++9bNy48ZJUyktRAKvVKrt37yY7nGHVW4Lwa+MSCMChFxy0kRy+r1Fz++c2tkdpNlPYpp7Yeq1WTdN0NF6djcohp+YC9UQzFLxWH9msk8KOheEKKS+izMSd41Je/9CmZeaRdohACIF7Pggi60r3uKzhFH7cGbsFe6GBOtLfHiW9ZQqn7FCrJvfSXSivnBvavpVmT3ko2WiyvxfKf4zfE27DQwupn+VKlqZlUK1mg88TLnN1SSO1QqFEZ7+Wj7Gx1z4IehVRpfWCIFvVz13iKfrm1EGQu+k6WlJ3PQBKcwYjW3sn7fh5qIcUZENXOHIq+TrYIRVbiuh9pLQa4MQLQMKozveGEO1lh2yxu3/Hkhjrhzt/ayL593lmrw+KIDPSfY4ohsL+7zcZ2qjjWcHYwgQwDl3XmZyc5JZbbuGtb30r9957L8VikZmZGXbv3s1zzz23Yu7gm4UAJuX4tVt9AmzcuJGf/MmfvGzP1wGuHAMCOMB1i8sNAZ87d44XXniBzZs3c+edd6Jp2lXnk7RzAG3b5oUXXmBpaYmdO3cyNjZ28ZVj2+iH2dlZnn32WdauXctdd93FhnetBmDmZP+OHV0InNFJPFdhbm4lstudRCvLycQiLwTrhps8dSyqmM6XLEZvyaOmFBotKVEVCueXeglTpRlS+eINKRwPkU3W6BpnXbAaHaYqJtbgLlukb1iPc365s1wmNxJZLx6eV8f7F4LUW8pSKsH4N71xnMriRZTcUCGENhENUXnN/uTWrtpk0q1iGldhqZzHl6JFAH38PmpW+YSLSKhOjWPxRD3x88ZM9P4RmUBpkl7XFLmNitV/P74veoyrw1gqZ3DKvQqkiE32p452Cb6QkunzTYqbe+8hryEQrfzAuYpACe1XFf0LQNpYOFxDH+5VmydWR6970+jei6LPy4nTBHVilPRol5Skt40ghWD+cHDM+XGDzTtGEtePo60Obtq0ie3bt/MP/sE/YPPmzSvmDl6rEPAXv/hFNm3aRDqdZseOHTz//PN9l/2Lv/gL7rvvPoaHh8nlctx99918/etfv+oxxDEo/Pj7xeDMD/CGh+/7HDhwgMOHD3PvvfeyadMmhBBX3MYtjHYO4DPPPHNFVcTtbSS92UspOX78OHv37uWOO+5g27ZtCCFY/+AUmck0SxcuLXn81Nk0viM4dXilysouEa4u5zrG0G2cXcxRqqe5UDWYrfWSNHdMIZXTmK10t7NY7p2UqqFuIBvuGO75XumjZDRO1yK+fI4yCoZO80KoCloR1E9FyU5cLahWk0PmImtQfjXYVhIBbPgFnJpLaqJ/EFnxuyTaSUXvAa8e2m/8xaXR6FgBLi4VkVLB9wXVVkcV20km7l7NJz0+wgpiFwDmtI2+qZeANC/UUfKh8KIWqJZ+qydwWEWruwpun9vHbymAItVLqnwJjSVJ+USCmhcad25jnvlzoXPUbu+2KjktQC8GY50tScJXWNH6F4C0IX3IbOwtCBoejZ7nC3Pd7chm/1QL2xgmbK+55BisvrOI2/KevPWhSZSLOWr3wUrq4Fe/+lXuuOMO9uzZw9LSUrRA6jLxzW9+k0cffZRf+ZVf4aWXXuKuu+7ioYceYm5uLnH50dFRfvmXf5ndu3ezd+9eHnnkER555BGeeOKJKx7DANcfBgRwgDc0LMvi+eefp1wus2vXrogydy0IYLlcplarsX79+iuqIoZkBdDzPF555RXOnj3Ljh07WLVqVee7iTuHGbql24XjYtj3jIPt6syf7X+sqZAvXGU5jx/r/zq/lEMVkufOJCsZhy5UyK5PERZ67ASiuPnObjgyk0sI5fRpu4UELz0Jrem+dtohtWUtbqlL+NIbJ3qUpjgBdBaTlRxzOA0d4hCLZSqCoWvE0gAAq7hJREFUk993caou6tQKSkuom0a1EQsBNxxkHyUjrQdjNi2NheVsK5QqsCwD29Zw7P65kQv7K4zee3FzYdtP9p8LW+NI2apiLrXOYbiHrxQsmMmhN98PCKA+ktAreyjN6E0FpNsbH47w4LEYYW60+lYvJhOvtqFzpSEjuaS66mNdhAACWAlFItlM9Poc2W92fAbdSn9ytVzJYrTdkzSFIwctzu/vvpjc8X9cG/PnuDr4T//pP+XjH/849Xqdxx9/nLGxMd73vvfx1a9+9bK3/bnPfY4Pf/jDPPLII9x66618+ctfJpvN9t3Wgw8+yD/+x/+YW265ha1bt/KLv/iL3HnnnTz99NNXe5gDXEcYEMAB3rBo5/tls1l27NhBJhMlJG0fwCuBlJLDhw9z9uxZUqkUW7duveKq5LgC2LaPsSyLnTt3UozZlwhFkLp1iFX3DDF5e4GRbVlSE4LchIGRU3sEJs+B88vDrEQYDbVLMqpLOcz4ebE1xjIOT59JDqGeOFXhcGmZuug+MlJuglqmrWyEK1b43rYKSKEhhscwK5L64ag6IVMXV169eQul2Lucsxwi7rFktvSmcaqzHlbJpqn2J/jS6qqfcwktU5VMErmVZDM2vg9LlQzlhk49RLSq1WzfAos2Ljy/TG5z/9xGgKUDNfxs7+Pc17tj8u1WAUWrYCSsADoSztXVxN7ZnqfguSqpyYQ8v7SBqeuM3DbcO6jQ7Tgd8yxsLgVE/fDhCunR3ntCzej4fpAH2z4qX0rSGsw60L+ZYYC5Q/WeKiQjtk6jKkmtC0L5TtnqeGXGceGEgp4K1s1sG2ZoS4Fmy2dx4u1Zbn5Xf/Pwq8Ho6Cgf/OAHWbNmDb/8y7/M3/3d37Fz505effXVy9qObdt8//vf593vfnfnM0VRePe7383u3bsvur6UkieffJLDhw/z9re//bKPY4DrF4Mq4AGuW6xEuNqVuDfccEPfYowrVQAdx2Hv3r3U63Vuv/12Dh06dNnbCCNcBLK8vMzLL7/M+Pg4t912W9/8l80/tJovfW5/8gYFpLMqmaxGOqOSTmnsnU0B/XMGPbs7+TWsIhlrrvPrX6ylaJgpXlnMYferrhyD/9++M9xfbA0ASHkqYmQMubQYPtrQv3snaSn6v3PWz3mkRhS83BTaxAjmXLRXb+1cQq5bAmHRJsawK43Q33mcwyH1rlKNjLIhC4CFXXWZX/bpVzPuNV3ax37usMeWG4gcoppJ4dabEekrZTgoCixX0tSaOiCoWTrZlIMmoFbNUBha+R71bZ9mXUFJqX0LYPAgvXEV9sHoOavMNjqV0W7DQQVkS8kM5wC6Mqj4rToKRSN6Tn1fBOph7DcmJdQXHSoLNWpFlayhxKqhAxjDBsf31Qgzwtp8YPcjfcjekMN8LqbspjRKloIX6lfsiYCo1qSgqIG6wmmzyi65ewrUj4ZsZhJ6/lq5LLAMvqQ4pbF8rneZ8/slt98XnJOKSDNzOAh3G3dK0mM6Rp9OIdcKjUaDfD7PXXfdxV133XXZ6y8sLOB5HlNTUaVyampqxWdbuVxm7dq1WJaFqqp86Utf4j3vec9l73+A6xcDBXCA6xpxYtfO9zt69Ggk3y8JV0IAa7Va5614586d5PP5q3b1b4/j/PnznSKV22+/fcXk51sfmODm+/sUmggwTY+lksX0+QYnT1T4zqFphjb0z1/zQsTByY0hQ8zl3HyBvO7x5PHe/UkkC6LJdK3Oj/zkDXzsM1EFwMtE1Q95sbZ5K3zdOFlFegpmM0/t1SiRMdaMYE43+qwZhSuj77VazAYoE8rhlAKOPtvNtVxc9BJ7/QK41W54uVHx0cejiphI9SpZ2YyN6wpsR8dyuxJTw9KxPUGlksW7SDs2gOrpBvmbVy48qpy0I+bPAPa0SdvnubkQhC2VlhFgnAACnK1rxIl7v/GJtE5uc57Ggs38iSZDd0fH124Nl95cRMbMpj1HUmy1TZu3e8P2UlGZayml4cB9rRXanfcl6RVshQBEIWqv4iz1hptnS13yVhhPJnKeC7ZMIzTBoqNTW7AY/wcFTh+weMsPr0pc51ri76sKuFAosGfPHl544QV+7dd+jUcffZSnnnrqdR/HAK8dBgRwgDcMTNPs5PtdSiXu5RLAubk5nn32Waamprj33nvRdf2S27itBCEEtVqNgwcPcs8996xIWsP40V+45ZK2v/bGAmfOVrA3rNDRodk9hguNbCRYXK+lOFbKUrWjxMlHsmSY/IMfLfDYb2/jQ4+uZfLGKMls1KPhVmmHFZSEcKK9wrmUYJp5qucCc2SRSaFtWo/YfCPuyLr+68WwfC7qE1g+ES2m0UJ2JKmNYzRD1b+ua6NNJYepnZqDUELHNBQrNGj1N+2eXEkm47BcySb61pmOxvxSrm+XjTimn11C39Kf5DdmmmRviFrCSMsntSb4nciqg49AU9oEMHRsrX/XXRVVjb7wuH3Gp49lINMlYQefqZCZCpGu1nlYMpPXHx4LwtP79y0jYlzOl4JKy8amzccVRVJvEUDHh/SNK6cELF+IEr7mnIkSi3kd3m91xpldoeK60TTIbh3h3KE6428tsm/3PEZWcOcPJFvwXEtcLQEcHx9HVVVmZ2cjn8/OzkZyj+NQFIVt27Zx991387GPfYwf//Ef57HHHrvicQxw/WFAAAd4Q2BpaSnwyeuT75eESyWA7WrcV155hdtuu42bbrqpQ9Da+XtJuVGXAsdxOH36NI7jsHPnzssypd71I+uY2nhx+4f0ZDCr/Y/95zDyySqG2wjOg1Dg6b12xxi6Yat4tsETMesXD8ldPzzJ9048zP/3lR9n1z+4A9/3OTZ3KrJc6USs3Vuo7VUSHfUbKxtbV+eymIzSzG5k4XyO2RdrLLwwH5hCq5eWgynnHUQrHy+9aYLGdDQ0Hq6qNUXUzmV4JI2T75MZ40tyw93vTBkz8I3lD6YMB9tWcV2FhpV8XUpLBVxPQVUvza7InFYwhvvnUVpW79hF2yBcgu2nUBRwXEG7qNmVksjVUqK/Gb+tqMZ+ArYtmTvSrf51Gj5yPHq/Krrg6CvJfn/ZnNYas2Tktuh1cB2J3VIN25OUpvrUQwUg+59bYvSm/sSodKyOMd7NgZSuZHx19JpVSh6pNUF+5UoppkvzKs18Fm2zwb7d8wBseotOOruyCnm1kFLSaDSuygbGMAy2b9/Ok08+2fnM932efPJJdu7cecnb8X3/qiqRB7j+MCCAA1z3OHPmDC+++CJbtmzhjjvuuGSjUFVVL+oD6LpupBp39erVPdsArkgFrNfrPPvsswBkMpnLfoirmsL7fv6mFZcRAg4cWwCgWnfI3508i9m14DxktxicvqB3Jv9TswUWGgZz9e5E6QnJJ766ky984x+SLxioqsrExAS33norb/+HDyKMUEu4Exae0SUkfj2cp9dLmt3qytY2y/MjLLwwT+NMhfYgtWKKRsknve7SvNaQoK8KCK1nJJzzNplvVf+GUcimcI3+BRepQpeAlJajZEt0egAHy2SzNpVWpbTZhwDato5laVSaOplVfSqkQzBLNtpU/zZZi/uW0caix+za3cd8rRGM2XFV2o9/O3aZfOGjhEig74GSibaCk4pAG05TnY4SgqO7K4zc0bpOAvLbhmhU+hh3292QfiMTJfcXzjsdo+r2NymVjgIIwWVcQq5YLG+sjZ6L0YleguwOBSRS1/qneswe8zm07LP/2fnOZ1t36a+LaXGtVqNQWLkI6GJ49NFH+Z3f+R1+7/d+j4MHD/JzP/dz1Ot1HnnkEQAefvhhPvnJT3aWf+yxx/j2t7/NiRMnOHjwIP/hP/wHvv71r/OBD3zgqsYxwPWFAQEc4LqFlJL9+/dz7Ngxtm/ffsmdN9q4mALYaDQ61bi7du3qqcZtbwO47DzAxcVFnn32WSYmJrjxxhuvWEF8z8NbyQ31VxnW31Zkfq47ke4+O9dTJazqotOxoJyx8aVCoxmQtlI5x/88FbIK0SWff/zdvPefbE3cnxCC1HiXZAop8ArdMJhsNPHbIdakitJKo69dirp+PY2l3gk1vWEkIAO53kmw31n1tRRCVym9mqA+tVZKbxynOhO9P3RVcPZ8f5VST3eXP3M03vqsdVwCBD6eJ8AH11NWrFmtN9K4nsr8tGTk7v5G1m3M71lmpI81jPRBi/Wpa4YMoc1GMEbPUzovAVZscKoCQosSY7VgIEM/gfRUHvLJ9+X58y6KEdg3m/1sf4C03n1xOHw8ep2mZ7rXIKwAOjFTxDOHqqx6oP+LgRUzuM7ne++9+Upwz6my/8uiLKZ44X91yV92SGfdXfrrYmJ8LXIA3//+9/PZz36WT3/609x9993s2bOHxx9/vFMYcubMGaanu6Xt9Xqdj3zkI9x222289a1v5c///M/5xje+wYc+9KGrGscA1xcGBHCA6xZCCEZGRti5cyejoxefGONYiQCWSiV2797NyMgIb3nLWzCM5LBam3BeqgIopeT06dO89NJL3HTTTdx8881XZUeTLei8959t679AjBOdvFBh/N7oh0a+ax0z0+KK1VoKzxfMLeU42erooeQEX3nm/+CeB1ZObA8TQACpRHMxvVSgelUqFXoguy3J4liYGUpUc+xWbmI1oVNHP4XXWnJJb57CrfTv0NEUvYRS8SQnjzRR+1R2joRCnAtnQOrdMVlml7QYKRfLMpAITLt/Fw2AajU4X57pc+rZCqNvubityPT3l8muTz6PpcP1gMW10JyuoxRa+/CC43JctVMEYv7/2Tvv+Dbq+/8/77Rt2bLl7Sw7zt47ZLBKIGSQOGF8aeFbAnz5Ugp0sFr6LaulvwLdAwp0AJ1ASYAQGjYEyE4cJ3GcOE68Yse2vGTJ2tLd7w9ZsmTLM47jwD0fj/DAp9Pd506y9dJ7vN6yjEyHupNkaPQKRMprrxjAau2orZT1ahpOxG7KaapwBxtCBIGKE913psdFTOKor3VhGtdxb1vtHQPgRCAgy3ik2Pfw2FEbOlPstH3DsTYETce90Ku7HqP0aPA9Inu6f6/U6/xENrDPWZ6BSnP2p1jIsjxoTSB33XUXlZWVeDwedu/ezcKFC8OPffLJJ7z44ovhnx9//HFKS0txuVw0NzezY8eO8MxehS8OigBUGNaMHDmyT/V+sYglvEICbf/+/UyYMIEpU6b0+Ee8PxNFQh3KJ0+eZN68eYwcGWxc6Mss4J5Yc8dExBh6RKUWOHKsscv2E4HoaIrc7pehTdFwvCwoymwOHRUNRvbXBNOJuhQVLxfmkzshqdf1aDuZ+rbWRn/4aozBY8bHd1NUpe/6eqoy06nb3zU9LKgEGo8G08qWI+6oD3MAuZv76qhsxe3uplZOlmOmfwHwBJACoB8dO+Wm1UWkICUBXWbHFxOXM7h+r8eLFKpfE3qfXGGzRdwnGco/bYE8TY8TQAJuCW9A0+V+ALibPMSNj44QqjOCUbKQ6PNLYvj/vTKoIw4TkKHZqSXS29loTg6LEFmGFreT1qruxV3x9laIU1NX0X3NWKguNUyGrv34Mr6IhwSCFjCObu6jvcWHcWrs18vbFsA4riOyrw50jcU21vrRpMcRaIu9Vm2Cms8PWdDFdbzP56/OGJIxZm63G0mSvhCzgBWGH4oAVBjWDNR8GbpGADsLtFGjRg3oOLEIzQoOdSgnJ3ekpc5UAKaOiGPSRV1F0+jpJqytXT+0dhbVkZTXISpU7TV7xc3WcCDK1qalvD6RIksCSTk6Nh25hpT0vo246ywAm4q9EFELJWiDH+Td1Ue1xSgkt7ljpzTjcs14W4NCze+S0I+MjgRruoncqnRqrPYERF3XyJAsy8HZv7VdX1O/I7jNFx87dantlPX0GzqiVkZ98P8DfhUqAQIBAU9EpK07Wlu73vfWIpmEqamIPXjMtZ5swzQtdrTQae/k2acKNj+EOmolf4cA9MggCNHCyObWUOuNuLcqFar2JhdtmgFjRm8ReQFLoGebWbc1OuJW2RAUlE45OrUvAghy2AImFod2NpM8PnaNrazvuI5AjJnFAKQm4rfGrk/VT43D5Q6E/f6MyVomLzUPSf2fo72mVhGACmcDRQAqfGGJFG4hCxmbzcbixYujBFpv9GYFY7fb2blzZ3hWcOeIZWgdA60DBJi/vusHgE/XjagUoCmpIzpT0+6f10THNdgcOnaVpTJ6jolXC9ajN/TdE75zCjjglhBSOgScHB6pEPt6E5KjxYMv3kDVZ6F0YqfndLqXPk0nIdzNLdXnpNC4vxlvfBpqc2dhIODqnDtvx2sNCoTm2I2rqMToE7a5IydtBO+vzaJHEECtkvF6Vb3MrICAFPve1+y1os5KRNtDDWjNzmYSJ3d9LzcXt6LN7LhGT7uI1rSvPyCJ4RJNr0yUvU1ABl9ARa1NRfyY4PtOkjv216TF0VLRfTOPLlPAYxYoOt5EXFb3HcttjdFirPSYDUOaFlunGyYIAqoIC5hYSJKMXRP78eZTHWt1W2Kvu9mlQfIEiEvuKuqKW4L+iVp98ONy3sosRBVDUv/X1taGKIoDzoIoKPSEIgAVvrCELFysVmuUhYxer+/9yZ2O050ArK+vZ9euXYwYMaLbWcGhD4qBCkBZlsmeYCB3TseHgEYvcrCovtvnfHioDk+74JOQ8SPjiJAipTVJBKZO4oWPr0Kl6t+fgc4RQACfKlLUdTNzN/xo9IesVzc67M3S0mKNesxaFR0lqq/smxm0qy14TbYyOzabHt3oaNFZXhC7dtDdFLTIqSiPLRQ6t3M01neIjkD7pInWRh2+kF9dQAh3sw6EhmI7Xq2euOxuorMytFb7UCdqumwXzEnhH+1lrQQCoNO0vyciUsAeol8pT4RnoScpKJ793o6dAjoNLWWxX4fsC5JpsILXDadOOPGmdp8C9jkDUQ1OsgyGvHjcEYsJ91ULcpcGkM6UH7HFbAixVrjQZwXvn6/NT2JKV0F98njwtUvMiP79TcgxcLCkBQC1LriaBVdl4na7w5H9MzWK74mQBcyZZEIUFLpDEYAKw5ozTQED7Nmzh5ycnH5ZyHQ+Tuc/8iHvwEOHDjF9+nTGjRvX40QSGJiVjCzLBAIBJk+ezKVf77CoSR2rwensvmtRAipER/v/y9QLnvAoLxmZ0avn8rOXl/d7PdA1AgjQ1hzhtxbo+QNR8nc8LibEU7Or4+fECHNlOVFFa3lQaHja/QUdlaqYad1I1EYtDYc7QnjuRg+W4wH0E7MBEBLjY6Z/IdhFa0rRUnvKi9bcNQ0sdHoNT5V2vAZ+hxefT4XbqUEUweMLNn+cQeAXgNYqF9YWmcTxXbvUAZwWD/pRXYVP0xF72LJH9knYXDo0KhmPT2wf79ZRAxiIbPjwd3wsFO5pQ2VQBT3+ZBDj1Pjo+jukiVORdkEyh3Y243VJpE0KRh/rKv2IPbjbJKdEP2hx+whAVAMIQB+9sjleao/phanN7ogCp2Z2jUrWlHvRpBiIT44+kXdEh1jU6FUkmLVMvTCVqqoqjEYjfr8fv9+Pz+cjEAgMuhhsa2tTBKDCWUMRgApfSCRJ4sSJEwBMmzaN3NzcAf8R7RwBDAQCUd6BPbnpQ0cEsD8fDrIsI0lS+EPFZDKxZsM8Rk4IfrC6exqE2k6N6EZqH/rWQDCSJiFz48PT+d7PF/d5LZ3RxhCATRGzdsPTQLpRPpK7QzR5E8cQiAj5qCK6XYyjO+xlXO5gSlv2gSorthAKoc9JQfJFnzvgDnB6jw39lNHYbT2b95qSgwJBk9U17S53mmRib5RQm4P3I+DwYrPFo9H6UbcLLejeqqY/uJp91Ja6SZoRu/aufl8LSbOi6wG9rT70eR2peUd7U4zDrUWSgwLQJwffH5FfJdwRAtBpCxA32YzbGixhMIwxYa2Ojo6ax8UTSNNydGdzeJulPYfuccikzU/q9roEVXSE99ih6M5xkeDvgr+PvzqtjV4SZ3b1SXTaO14FUzcj5MR0EwZjx98IQSWws7TD+kWlEVmwOpujx4pRq9VMmzYNjUYT9QXP7/fj9Xrx+/2DIgYdDscZmUArKPSEIgAVvnB4vV72799PU1MTACZT98a5faFzLeHu3btxu90sWrQopndgZ0RRRBCEflnJhMSfLMvh54uiwNq7JmJIUHP0eGuvx/EKMtViUDjZkJAEmXueXcAt9/Z/oHwkuhgpYJfFh2Bq7zRtj9YJ3QhAvyOYFhT0Wip3RN+TSInubuv4KbII3uaOsCyRut5Tp72bP2syWGt81Dd0X5cGYEwIRhjd6q5CQXJ1jbqKycH3gOyXsLYaEUQZSQKfXzzj6F8kfpdE1V4b5nmxGz/qD9kxZEeLBUdzxwKk9tSux6tBlgRkOjwAO/SyjNsfHUE7UenH1eQFGQJGLU0R0z9GLDZTXuXAUtGREtYnqag83mEIfrreQXckdJrX29mVWgD8Aji6sYCJxcGdTSTlRr9HLcV2RF3wuuJ0sY9l9WnQ6jrOnzQ9gVpLRy2tqBZImxZM/c6aNQuNRoNarUar1aLVatHpdKjVakRRDIrWdjF4JtHBkABUIoAKZwNFACoMa/r7hy/UkKFSqbjgggvQaDRnPMs3JABDtYQJCQksWLAAXQ8mt53paydwKOUb2jck/kJcen0OeQuT8fn69mFSJTjxChJeDfy/TZdw1Vcn9HnN3aFJNiDEGMsmxQcjdlJb6AM/tvoJ2IIfqlLGWLytnV+b4HNEnQpLkT28VR0pxpwdgr7za6syamgsit3Boc+Mg+QEfPE9C0BDe7F/XXPX903A0dUrzi0EazN9PhU+nwqvW4PXF+n9N3gf3rIE5Z+1ED8zucvd9TsCBNTRI/OsJTZIDorn0AAXnz9YySjJHXrLI3Ws1OmL/lioPOZCm2lEkoRweliboCZlQRIHtzfh6+QkrR8hRQnfujIHKTNjN93EG6IFoAahSwewDD02gHRGCsi4EqJFrN8the1gNHLs353ysgDqiAkodZro1zogusiZE8esWbO6lJKIoogoimg0GnQ6HVqtdlCig0oEUOFs0vfWPwWFYU59fT2HDh0iJycnXJPXVw+/nhBFEavVSmlpKePHj+/3RJLQMXpbR6T46yz8Qmj1KtbfO4mcpcmcPHGa+tOtqIR43E4Zh92Hs82H2+nH6w7g80q0+fy0Gn3c8kgKBnMjNTUCaWlp3Rpf9wVBFNCYDXgbohsBnM544gHZ5UI2arqVPZLLi5BhoGpvD12d6Trk2tiPNRxzkTtOQ8DpQ6PR4qPjg9qTpEaq6io8tck6vD4NbU0S3sSew3K6dlO8k8fdpMURpWN9Ni+d/2xabRrMgNOlQ60O4A2oBzX9G4vTu+wYJ2pQnfYTadjXUmJnxJJ0rAUdDUJ1jSKZKtBrJFxeEUlSBZtuZCEsAAMICIIEcnA+dGda1Tri4gTslR5SJxlptPso2d0Sc22yRk+wtaQDty72nRAizQblrhEJAZD70ADSmRMHW5m3wEz9Xmt4W6Ddw0d2xK6drShxM39qUJDqTGrePxjdZJU2XsOcubP7VEccEoRAeJZ4KKIfig4CYS/B7jwFQzWACgpnA0UAKpz3hBoyysvLmT59elRN3pkKQFmWsdvtOJ1O5syZQ2pq6oCOE6uRpPN5Oqd8u2P2BRmo4y1MWWBi9uxLev2ACE0TaGhooKamhqNHj5KYmEh6ejppaWkD+oDRpcR1EYAtlRDfHpwT4ozBcFU3MlDOysOxq2unbaD9HkmijujKtIjnBkA30ozzeNcuaK2YDERHAAW9iE+rQ3JJlO6zkbXIjHGUgbZTsY2MxfYZaXarH8O4eFw1HSlMySehM4p42jpey9pKCbMBnE4dfkmFIErhSNlgpoA701YikzQhDpqcyM6OE53e1ULGVBP20mCZgGgL4EsU0KhkWh16tFofshw0hfZELFAlyPjl2OLm4C478avMaJLhyK5m/L7YF6Yzqig/Zu+yvfRAMxNHJWA/FS0M/a6O3001IHSOAArdvQt6p6zKicmgCp+jqcyFHvA2x+5MlmUBr1oDeNFPjce7o8NkfdRMLWtumzugJrKQsIscKxn6XQ/9f+S+keJxsKaAKCjEQkkBKwxreou0+f1+Dhw4QE1NDRdccEGXhowzEYA+n4+CggLcbjdZWVkDFn/QfQq4c7OHIAg9XrPb7Wbv3r34/X4WLFjQJ/EmCAJGo5Hc3FwWLFjAhRdeSHZ2Ni0tLezatYvt27dz/PhxrFZrn61qYjWCWEs9CCGLHX3PptINDUkxt9vbx8d5anv+oPXR1RdNnaCjoVP6V9CIkBKPo8JFW4IfWRJwt7oRs7uPgEZGpYQY12lMjv7efLrUj1fSIIoysiSij3cREr7SWRSAANbjHkhIQJ/ZkUqVAzKNNS6E9lS2WgBLW7BcweNTB2f9CkFxGllyJ4jdL9bnkanwQdHu7sUfQOa0RPwxyhNkCbQ5Xe2XPLYOeReSfp1TwL4BxlGb69yY53aUC9hq3BhGxuOyuNF0Uwdoa/9OU9QYFLHxZpH06WrMo5KZOic95nP6SyhVHKod1Gq1qFQqBEFAkqSoVLHdblcigApnDUUAKpy3OJ1Odu3aRSAQYNGiRSQkdK0zGqgAdDgc7Nq1K+jBl519xq7/sdbRXbNHd9hsNvbs2UNCQgJz5swZcBpXp9MxcuRIZs+ezcUXX8y4cePwer0UFhaybds2jhw5gsVi6fG+xWoEQQI5OSjABa2+2/CXJjuNE1ttxE8f0eUxvV6PYZQJR133/nEALdVdRYY+JwU5MlwkCsSPS8Vxwo0gQvPpoABxt3g52WDt9thShL2OPdD1dY9LjN4W8IPdGU8gICILMoa4jsioQwI3En4kpLOUELZWOLHZRRLyOt7//iYZ1cgO4SC3N3aICGhUUjC1KglRiVo5Rl1niJRxBqxWLxkX9NxQ5YzRlBOi9HALmk4WLW0NHWbQbiH4mjbjxdXuYSki04Pe7JWDu5pJHB3hn5kRDzKkjYztBVpd5SdpQjyHjjeTPU2LLeBFErRcvnbswBfRA6IoolKp0Gq16PX6qEYSSZLYunUrxcXFZ+XcCgqKAFQ4L2lsbGTnzp2kpKQwd+7cbsWQSqUK19v0laamJnbt2kVaWlpYaA1GHWFkBLC3Zo/O1NfXs2/fPkaPHt3r/OL+oFarycjIYNq0aVx00UVhM+vjx4/zySefhKOrnk7j22KZQQN4AkGBIItququAc4rBSGrNjpYuIlCn06NK7j3l1XTchTohugnH2Rp9/xKnZ2ApCNapmaYk03I6KDYCNoFTp2UEdez77Y0YUVZT17XpQx/faR6xDI42Ff6AGkkVQK/reI5fFnD6RWx+EatfwCFLyAZInp6I2M3kioHgavRSX+YlaXqHH2DrYTcWT3CtcSpocWiI00hoxGCtnxRRAwigTe/eIF1M1eD3ShQXNJGQHbv5SWMQOVEcuy4QwGX3Y54d/SXNY/ejj1fjRwrPqXGIfiwqD42iCzQS3c8c6R2/T8Jp7LjItpbgWcwxzKABThS58eaImCepOFpsI2eymUaLi+X5uWewir4Tig5qNBoefvhhGhsb+fnPfz4k51b48qEIQIVhTWdRJMsyFRUVHDhwgEmTJjF58uQexVB/IoCyLFNZWUlBQQETJ05k0qRJ4W/ogykAQ5G/UMq3p/XLskx5eTlHjhxh2rRp5OTknDVLCFEUSU5OZuLEiSxZsoSFCxeSlJRETU0Nn332GXv27KG8vByHwxEzBQxgqwulR4XYEUC1SMWeju01O1vwjYpIcckybQ196JCUBbTZHZ546kQdDRFdw0mzM6nb1RT+uS2its1j94MIpomxO1OdjR2So6zEiaiNfn30huj7r9cE8PsEEPxoNdHjzQKdboEnINJih5MHbNhEEeOsJFIvMBOX1feO8u7wOQNU7W/DPK+jVEEbEAn1PDjcWlQi2N1a/AGxSwpYnxFbAAoCNNs9IIDXFUA1MrZ4ypqWiMfV8+9JdXUbdJo7nJyixYuESNCQOvTqOwSZJsnP6YQAaRclEp8xsIh3+REn+nHB16y+2IYYp8IYH/t3Tpeg5rXdlZSXOJm1OJPCPRau3TAZjfbMMgD9QZIkHnroId544w22bdvGV77ylSE7t8KXC0UAKpw3BAIBDh8+THl5OfPnz2fEiK4pxM70VbxJksSRI0c4efIk8+bNY+TIkf0+Rl/WEYr8BQKBXqN+kiRRXFzMqVOnmDdvHunpg1OD1Be6qxu0Wq3s2rWLsoaqmM9rKvaAKCIHZGJFANWjRuJsjLiXMjiOyuFIoKBR0XSsm0G8nfBKHYJFP7oj/Zs0J4PTOzrEn86spWRPtMFwSqoenyl2D5zsJWwI7POCnBq9n7ZT/Vi8JoAsibg8agw6T3isnSRDT1LW6whQtc/K8c+bqT7lgVFxmBeZSZ6RiKgdmMiXAzLln1lJnp+OJINGELB7VEgS6ETw+gUcbi0+vwoZIWp9TQ2xvSUTxho4faJDXB/f34xxYtePDq+q91ytpcpJ2pxo78yEJC0BQUaFgBcpqm/ILQe72/dtr6PE2opxYRyp0/tfE9fi1KDSCch+kNJFXDZrzP3cOR6sNh8zF6Wzb0cdao3IdTdP7vf5Boosyzz++OP861//4oMPPmD8+PFDdm6FLx9KF7DCsEcQBFwuFwUFBQiCwKJFi/o8z1etVvcq3rxeLwcOHMDv97No0aIug9f7YuHSG6Io4vf7e7V5iVzTwYMHCQQCLFiwoN/ziwebUN3gyJEj8fv9VGtPUEZXEeh3yggp6cheb8wMcEtLAhAdJUMORgJHLMpGVgnIfbzVTRV+UtuDeM527WKamcbpHc1R+xnyTATKosVNYqKOCouT2JbKkJxiwNXWXsuXFAenO9bs9XTU+MmyjEEj0eLQMCajFVHsuOxg9K/vQq653Elz++g7bZyKjJkJGAwizionztP9S4RWfNqMQxDI0EokiCJ1Hplsg0SjXU+8wYMkqcKj4EL4nSo0MV40h9pHwC9HNQjZvSJqjUygvUBPpRE4cczap7XZO8lirzcAAoiSgFeIfswZsZ6AX+bIvmBn7siJCWSnxtO4v42Au/eIcWONm5ylqdRvbybOlIQq4AGiu9jjRwm8X9zExFkpHNxnAWDZ6hzSMntuaBosZFnmySef5M9//jMfffQRkycPnfBU+HKiRAAVhj0tLS3s2LGDxMREFi5c2C8x1Fv0LmQcrdVqWbhwYRfx15dj9EaowcNqteJyuXoVfw6Hgz179qDVapk/f/45F3+dUavVZI7vPvra4tHhszuQOzUEiEYDlTu71tQBIEPtPht2W9+/k1rLPKgT9KhNOhqOtJE4OYX6/a1dhGfFia4NJfEGNcdLbei6GQuWYOrY7gxEp2dVEQJGrw4QkEREWSTe6IqSe53Tv/3B6wxwan97dLDKDSOD0UHzDFOfo4PxsgqLR4VXkkmQRWxeAUES0aponwUcvX9bsw9Vp2PLokR9bVAo2e0dUcCGKicZizoaQrKmJ+K0d/PaduJkYQuJYzt+z2rbj68CfJ3EoaubOtLqE3b27KrDEu8l9aIEjCN6T6Ef3NeMMVtPQ6kTua1TXbAA5Ro7qVlqTpQ04W/vBP+v/xkaESbLMr/61a94+umnef/995k+ffqQnFfhy40iABWGNZIkcejQIfLy8pg6dWq/mx96Em/19fXs2rWLESNGMGvWLNTq2OKjNw+/ngilfDMzM/F4POzYsYM9e/ZQVlZGW1tbF9uVpqYm9uzZQ0ZGBjNmzDjj7uOzRXdNIABeewKS04HLFe2z50/JDEeMOqMxqjHNSKe5rn+qSTAloB+dQvwYEw1HHV1mAJsmm7CUd42eaUURSYK4vNjpxPj4jvteURUdsYycXhGnkfH7VNgDAm0eDaoIK5UzEYCdaa5wcuKzZk4UtNKKSPxME6mLzMSN6PnLQRwiLR4Vbik4qUQlgMujxu8XkeTO9bVg7FSLqMrS4nW0T2fp9KWluKCR+MxgXZ5k6F/KWp3dbsqMjNUeFOgqBLyd6gN7u4VtVi/7t9dz1GIlfoGB1JndNxD53BJk6XBYvKDVIEScK3GGimafjNevxtM+m3rUWB2trqMcOHCAU6dOdXk/DxayLPP73/+eX/ziF7zzzjvMmjXrrJxHQaEzSgpYYVgjiiIXXnjhgBsfurNfKSsro6ysrItxdF+P0Rcimz1SU1NJS0vD6/XS2NiIxWKhvLwcnU5Heno66enp2O12jh8/zuTJk8nOzu73+YYSUaNCY9Lja+0qrhxVKtJH+dCkJ0dtLz8SW0Tr0w1IKi1et0zDITsZI/X4rH1LeTodagRRhfWUi0CMBgSXWgN0/eAOTfyydaOvtREdutVlbmZM1OCztUe4fMEny7KELAmoBLD7BewuLQn6iA7gQRwBF4nPGeDU/o6UdvIYAymjDeAM0HrMRqDzaDZEHF4BndqP1akhTgK1ThPTo1CfpKG1suPeOwIdkbKEhATq6ejy9bok3KPcCBaR0qPRaffeOH6whWyTDnurF3+7zFOHagAHgCTJFO8P1n1mjzMyMsNIc2EbPkf08Y7ua2Hu7GTEBJGkNC8tFh9ao0CRzY4uXk19WUet6G3fXcgFF4ykoaGB+vp6SkpKiI+PJzU1ldTUVEwm0xl348uyzB//+Ed++tOfsnXrVubPn39Gx1NQ6A+KAFQY9pxJBK6zeAs1klitVhYuXEhiYmIPz459jL7Q3Vg3rVZLdnY22dnZBAIBmpqasFgs7N+/PywUQ/OLh2v0L4Q2NS62AKz1I0w1IWgN0G7u4UvQ03aoaxenflQcbiuodBKNe1uCUz7GJOGz1vVpDS2nJGS1Gm9r1/SjJlHD8X1dp1IABBzBdR0tsxFrOrKm0xcO7cgEfMVBkSO5g89ViQF0gohTCtq92JxaRqfaw6nVwYwA9kRLpYuWyqDI1RhE4kboaapqwygIxLULFC0Cfp8aQS3h9Yn4fCokqatAVUdEPv0qmZbGjuhnrC9htcf9zLrQTOHn/ROAHmeA5MVGTm+3hLfJhPtnzojT5W2cLm8jLlHDpDlmvJU+7FUd79PqZjcjAxriTQFaLBA3Jw6dw8exwx2NQ8kpelZek4dOryY+Pp6cnBx8Ph/Nzc00NDRw8OBBZFkOi8HQ721/kGWZl156iYcffpgtW7awaNGiM794BYV+oAhAhS80kT6AbrebgoICRFFk0aJF6HR9s97obopHd4Sifr01e6hUKsxmMzU1Neh0OvLy8rDZbBw7dgyfz0dKSgrp6ekD+nAZCrQpcThOxv7gl4wZoPYRKrSXEkZ12Uc/Lp7WEx5kD+gn6ZHag01tlr6LbXVyPMc/bCV9RgpxRoHW4mbk9kkU8ROS8FbF7mz1tHv91de5mZuXhL0iuiEgakYt4InwmZScPmQEVIKIIICtfeybzaVBo5LxtKuYoRKAkfhcEq2VLtSocMtglyQkQUYvQAIiAb9Im6RBrdUhiTG+YESYQTvj/eDouktn7CrIXJJAoFGioaQPT2invNyGTQi+6LIs4x9g9K87nDYfBTvqEQSYMC+FBElFwwE79ZUukmYFiEsQSR2vp1x2RIk/gPX/PRGdPvrjUaPRkJGRQUZGBrIsY7PZaGhooLKykiNHjmAymcJi0Gg09pi1kGWZf/zjH3zve99j8+bNXHTRRYN67QoKfUERgArDnjPxvQtF76xWKwcOHCA1NbXftYR9jQCGBr2H9u2t2cPlclFYWBhuQNFoNGRlZTFhwgTa2tqwWCzhD5fk5GTS0tJIT08fNk0hum68AAFcrnj8qvYonihQfVBN5FRX85x0avcEI36GDB3W4o5IU9MxO+l5OgKNHc0bse6iqBGoKQoKN8uhYOpObzaQMceIt9ZOzanumxLaLB3HFrN00EkAyu7o17uhVSKU0PbZvQTQohLAI4GnPZLW5tYiyeBrF4TnQgB2RkOwLVmWwYqMDGglEV+rHtVIFdiimyH8gfZZzEi4fb3X46m1IgcPWbC1Bl+/MRMTyUo1Un+4LWrMWywaa10E2l9YAfCfnYw5sgwlB4ICL31MHCkmgcoqP7Pmp1Cd5qTg4+iZ0iqVwH/dMqXHYwqCgMlkwmQyMW7cONxuN42NjTQ2NlJWVoZWqw2LQbPZHBXNl2WZf//739xzzz1s3LiRSy+9dPAvWkGhDygCUOELjUqlCs/PHT9+PGPGjOm3oAyloGVZ7va5IeEXaurobaZva2srhYWFpKWlhQ2nQwiCQEJCAgkJCeTl5eFyuWhoaMBisXD8+HGMRmO4bjA+Pv6sGUP3Rndm0AB1xz1kzgyKCc2obNoK2yM9gHlutE9f/OgEWk5FRxIDJi1ECEBfjGkuSdNSsHwSneJ1N3up/KyZrEvTsB6ydXlOCL9LIjFFi83qpc7ZdbKw3x59vpPHXcxrD8J67X4M6JCRsUWoFlkWcLg1wakWMshnoQZQE6dCG69CbVCh1ouodCKCVghONVEJNFtcVJ9sQ2qfrCEhExBCBssysgiSBJqAwPy0JKiKntzRZgve8za1hN8bLflivc1GzzBRVVAT/rmy1EZlqQ29QcXkRakIrTJ1xbF9HQNREb+B1//1h5ZGF15RReq0BEr1Lqpb25i2JC0okpExGNRcuTqPrFG9T6OJRK/Xh22SAoEALS0tNDY2UlJSgsfjwWw2c+jQIZYsWcLhw4e58847eeWVV1i+fPlZulIFhd5RBKDCFxZZljl9+jRer5e5c+eSltad61vPhL69BwKBmJ3Ckc0evUX9AOrq6iguLiYvL4/Ro0f3ur/BYGD06NGMHj063ETS0NAQ1USSlpZGUlLSkIpBnbmrZU4IZyUkLk2mjRasjiTAi6ARMU1OpTZC/BnSddTu7To+zNesITLp7XB0FRGt3UwMGXFhKkWH7aSPM+Ko6742zZyqx2b1cuRoKwt1GgKejuN5WqI7f1sa/ehnx+Guc9Ls0KIWBHwyONpDWKG7bnNp0em84eifgIwuSYMuURNTsMkqkAQIyBJurw+Xx4vL7cXjCyDJIv6AgNcr43IHcLb5kbxy0Eax+4lrQT+VHhAFyJD0aLRdywpaGhxoUeHXQV9msLmE2FE+tyvAgd3ByNrIcQmMzDDSUOTA1Rr6IiCHmz8gaEfR2QNwoKjUAkkj9BhTtYh6AZ8kYbN7OF3dir01wJS0VAqrLZza1fHlIdms55Y7ZnLTbTNISBzYxJHw+VWqcPRPlmUcDgcNDQ288MIL3HXXXRgMBq688kqSk5PPi1pfhS8uigBU+ELi9/s5ePAgdrsdtVo9YPEHHQIwVh1gd80esQiNdauoqGD69OkDWlOsJpJQUToQThN3TjudDXqKACIJ+GUDosFBxU4fGqMabZaJ+r3RgsyYk0BLdVeRZqtwMnKGCVdlsIbPZDLhilA9qmwV9Ue61ptlLUnB7pNprnUTl9bzB7kpMSiAXK4ACbOSsR7uiBh6rD7UGgF/RBrUbQRfQMDqCD6vJSCjoUMAqgCLSyRJK+MW/ZRpvNhkoK393zAhWVIR182ffpcV/IIXt7v3/HWcScOhQw297lddZqe6zI5GJzL1glRUToHqQ61ReX0B8PVq+hJNYoaWhHQdWqOKgErG4fTR3Oii9rSD6qo2OvuUZ4zSkTQmnh0HOiKW5hQ9/3PnLL7+P9OJN56Z8ItFaKKO0Wjk+9//Prfddhv//d//TXNzM/n5+UiSxOeff66YPiucExQBqDDs6W9Uy+FwUFBQgMFgYPbs2ezevXtQzt+5DrCvzR6hfYuLi2lpaWH+/PkkJMSeQ9sfVCpVOBUsyzJWqxWLxUJJSQler/esN5H0KAABl12DkD0KdbkeSaWlqSi6IUOfqqN2n7Xb54umeCD4HKFTOlVrSqKzqkqeE4+tzk1RabCe7/QRO6lmDa7m2LWABl3Hnz9PQlexnJSmozFiAkerH5x2LTICLWIAuyQTmkYsEkyR2lxajEY3AUEOir9hhl+WGGNKxmX1xSysDPhkbLoAiQk6HN3ctxDZUxM4sSt2k00sfB6Jwj3Brt8EtQZVoGMBQvg/0WgMEJ+hJi5Zi9qgwesP0NLipv60g1qLAyxdn9OZhCQV5lFaDhe3ItUERX5KmoHb7pzFf986nbj4s99g9dFHH/H1r3+dZ599lhtuuAFBEAgEAuzZs4dx48ad9fMrKMRCEYAKXyiampooLCxkxIgRTJgwAa/X22v9Xm8IghDVCNLfZo/QWDdJkliwYEGfu4/7u8bk5GSSk5PDTSSRHYqhJpK0tLSY004Ggi6l55mstmoBuy8JtyuAu7FrtC5hbALW092naBuPOzAIAp1HVujT9NTsixZ/5rlGGgoc2NJBas+/SgGZ5IlGXDtj50u1QkfdZXmdi85ukKYkTZQAbKzWILlFUPvxywIBUUCSZMQIeepx6ZABdz+jWUOBH4kE1JhG6YMCMAZeArT5/YybnEL59uj71vktbrFFN870GbnDhxGCtYB+dYCcWSmo9AJeScJu91Bf56S2yQ2VBP/1E61OxciJWopP2Dh1JLjWtIw4br97Nl/bMBVD3NB01n/66ad89atf5Xe/+11Y/EHwC5xi/aJwLlEEoMIXAlmWqaqqChspjxw5Eui9fq+vhARgZMo31OjRk/hra2ujsLCQxMREpk6dOiT1PpFNJGPHjg03kTQ0NEQ1kaSlpfVqV9ETmpSehaTdImAJGJHpGiXSJWupLbD2+HxnvYfUeck4SjvN9h2TiHQieEwZyFqUQvWOZtIXm6n4NNrOo6Gx+3MIEendEyds5KQZcTd11P4ZDB0CUUbGWe1Dr5Zo9arwqv0EGxdk9BECUPJp8QcEnJ3nrJ1jJGR0soiIiNoU/D3weLxd9nO01/QVFzSSkW7AZunYJ/KSUkYaOFzc1PnpfUJGohk3fkHCh4SbAGpJoL6g68i+gTJ1firHKhooaO8Sz8iK5/ZvzeZrN03tYu9yNtm5cyfXXXcdP/vZz9iwYcM5a9hSUIiFIgAVhj29/dEMpVctFgvz5s0jObljAkVIcPn9/jMSgKIoEggEosRfb1YyjY2NHD58mFGjRpGXl3fO/vhHNpH4fL6wGAw1kYTqBvvTRCJJEqWVJ0AnBr1QYuBLTKVsUzOCCGnTzMQlithLrfjtfkwTEmn9rHfzYEnbaTSZTqT6QHs0UYCshWaqdzQTn6nj8P6ukb7WSpnEOAG/s6sg8zs6wlCyDIa8+CgB6Pd2RC3jEHBK4PKqMWr9WHzB83sFGb0cnb10etS0DUFHa1+RkZFlCT3Be+mVg2tzuaIjeB784UYMrztAypz4KAEY+dZIzjHA6YGtxytKeOUAPgL4hWAEVSMPzhejUePi8Wlktu8P1vllZsdzx3fm8l//PQWdbmibLfbu3cvVV1/NT37yE26//XZF/CkMOxQBqHBe4/V6OXDgAH6/n0WLFnVJb4bSswMZ5RaJSqXC5/P1udP31KlTHD9+nClTppCVlXVG5x5MNBpNVBNJc3MzFoulX00kfr+fQ4cO4fF40KcZcVfHsFsRBSpKgwJZljp8+lRakax56bh9MqJWRPL2LJQsRXYStR1C2zQ1hfqPbSBAxgIz1e3pXTlLj7u6a9tqwCuTNjuJ2t3WLo/Z6qLT0i1y9FriDFqC3oUyKllEQARkAoDc/vqHGhci3w5Oj4bWWHPWzhFeApjp8I6sq7chAsaEBKAjiufo1NF7ZH8DmRnx2Oq7RuZOVln7vY7RUxIJaGUOF1qQkPELQSOYRPnMmy9SMvQkZqooPNyMDKSkabjx1vF8/dbZJJtNQy6+Dhw4QH5+Pg899BB33XWXIv4UhiWKAFQ4b7Hb7RQUFJCYmMjcuXO7jfCp1eozEoCyLKPT6SgpKSEzM5P09PRuU6eSJHH8+HHq6uqYO3cuSUlJAz7v2UalUoXrAkNNJA0NDWHvstD84rS0tHATicfj4cCBA2g0GubNm8fhtIaYAlA/NhV7QVcRFPBKwfo5N3hUGjLmJxJoddN6PPbINq/NT/yilPDPzTV+EAUy5iVTsyso/tLmJrFvd/e+KP5utJjXGv1AUUkL0+gQm0adAXCilkHVvl3QyLTJErT/LAkgyTKRMUCHS4NjmOg/v1oiyRctsOqqXYwQ9QQi5vy68eMTohft80iYx8V1CMD29/uIyQnsLYk2T+4OjU5k7OwkLM1ODh61oDOo8AsSfiRkAeIkdZcGn/5giFMzYU4KuwtOc7LBT3qmlnVfHcH1N06j1dZC4cECNBpNt6bMZ4PDhw+zZs0aHnjgAe655x5F/CkMWxQBqDDsifUHtL6+nkOHDpGbm9trenUgs3whutlj+vTp4bm9lZWVaLXacAeuyRSMMIQiY263m4ULFw5as8VQENlEMn78eBwOBxaLhaqqKoqLi0lOTiYxMZHa2lrMZjNTpkxBFEW0KbE7gVvcRgQx9mvSVu+h+YSDrLkmqrYH08CmMUaSxxhwlNtx1UdH8rx+FXoCJE1O4uReF+lzkqhpF3yaeBUnK3tuRqg5YsOgEwh4ogWO5JNJztDT0hg8X0uLH/VIHf7a4H4+hwcZGV27sZ6ETMAvY0WIyvl6kYmL2NDiVoPY8xSMoSCAhKyBzDFGLCc67pHfB8YsDV5vR3q3rRs/v+L9DWRlxtNa1xEF1Jh7F1ApWXpS8+I4WtzErt3BXPGMRWkU7qvHhwQCqGQhOKlkAIiiwLQFaRwtb2TbjipG5ySyIt/MspVZzJkzq708YzSSJNHS0kJDQwPHjh0Ld8eHvtwMdkNWcXExq1ev5u677+b73/++Iv4UhjWKAFQ4r5BlmbKyMsrKypg+fTqZmZ17N7syEAEYae4MhMe0ZWVlRaVOCwsLEQQBs9lMS0sL8fHxzJ8/f1jO7u0rkd5loSaSqqoqKisrkWWZtrY2ysvLSU9PR5vaVeSq4jQc+dxLQkbXkXXmSQnhyRC2U260iSq8tgCtlS5aK10IIqRPS8ZgFGkpthJwBrActpFwUQI+UUXqLD2n91qJz9ZjHBOHZFJR/l7PXnQeR4DRc5Oo29+1GSXFrAsLQADNiHj8tcH1ua1uZFlG3S7u/LRH/zoJW2+nyFmDcO7DfzIyDnxoXCrq7E4SUkUcjR0p7sQRcYg6EXDhwkegmzX7PBLJeXFhAajSCBw52n3zR+7MJPxqiaLCBk7UWQFITtWRnhOPy+PH7Q8ExbMMBnlg0b/x081YPW4+3XOKnDwT9z28kFG5dvQGHTNnzoyqzRVFkZSUFFJSUpg4cWLYlPn06dMcO3YMo9EYjnInJCSckWArKSlh9erV3HbbbTzyyCOK+FMY9igCUOG8IRAIcPjwYaxWKwsXLiQxMbFPz+uvAOw81q1zs0dk6lSSJKqrqyktLUUQBGw2G8eOHSM9PZ2UlJQzajwZLrS2tlJdXc2kSZPIyMigsbExHAlV2bumf1WjM/Dtk2JGADWmDmHssHgYuchMzc6OZhBZgvr2ekFNvIrMucnILh8BjRavWkCSZQx5RizH27C2+DgtBhizMInKz3oajQGyNnakKSEhWqg3emRC5jZqjxoNQbsUCRkVAn5B7iJavME2CwQEHASwC2dWbzoY2PGhaY9cNlvcCNkaDAla3Pb2tek6rqG76F+II3stZGcGR6ONnmFi+4Ho7g+9UU3ODBPVtTYKDtVFPTZtfip1jQ7cngBHixrD23WIqPsZ/cscFU9Cpo69+2vJG5/Mr55bxpVX5VBYeACdrqv460zkF5vc3NzwVJ3GxkaqqqrCEzzS0tL6nSo+efIkq1ev5oYbbuDxxx9XxJ/CecH5/+mk8IVHEATcbjcFBQWIosiiRYv6lbrpjwDsz2QPCKaiS0tLGT9+PKNGjcJms9HQ0MDJkycpKiqKMmPWagd/0sDZRJZlKisrKSsrY+bMmaSmpgJERUJPWg5Q/XZ0PVh5Wft0DFUn8+YENbWF0VG46p3NZMxMxHKwq5D0OQKc2tlCfIYOMcNAyUfRkb6UWYmUft5Aye4mRo4z0nii+1Tw6WN21CqQO70NZH+0FcqRo60s1mvxuyXcLV707SLF3978IQhdBYYsgFcGHVAv9GyePBS48IejliGaTvuYMCMB3xEnAT+0uf0k6jU48SH1olX8PhnB7KHNDu6Iy8/IiScxW8eRww3s3FkT9ZwEk5aRExNobnXjdvupquh4fQUZdHLfP3qMiRrGTk9m174achKS+O0fr2DVunEEAn7279+PXq9nxowZvXbldyZyqk4oVdx5fm9IEOr1XaPZISoqKli9ejXr16/nZz/7Wb/XoaBwrlAEoMKwx+v1snPnTlJTU5k6dWq//8CqVCr8/t5rsvo71q2srIyqqqoocWQymTCZTIwbNy5cR3fq1CmKi4tJSkoK1w329IEyHJBlmWPHjoWtdWJFW1UqFam5mVRHbBNT9VR9GlRZHm9096h5WkfNXyTORi/qOBG/s2tHcMZsE/VlTuJs0cpNpRMpKQmKioBPxqcGQQxGEGPhbPGRN8MU7kYO0+l94fFIJExNoOVgK26PjBoxHP2zCUHvv1i4kRAQaOklmna2CSARQAo3rURy/FAzMy9Ip2anDUudg8ScJNr6WKtYc8LH7PkmDu6vI22cCo8coKS8CTmGQfPk2SlU1rSCCFWVrXg72QTpZTViH1K/KpXAtIVpHCqxUN/q5JfPXc7KtcF6X5/Pd0birzORqeIJEybgdDppaGigrq6OkpISjEZjWAwmJiaG/zZUV1ezatUqVqxYwW9+8xtF/CmcVygCUGHYo9VqmTVrVr986iLpLQIYavbo61i3QCDAkSNHaG1tZf78+RiNxpj7xcfHk5ubS25uLm63G4vFgsVi4fjx4yQkJITFYHx8zxM1hppQqt3pdLJgwYIem1k6j4OTzJlAMKqm1ohEyovmU7EH4tpr3IxaYqY6QhyKaoHMhWZOft4UNCDu9HqkzzVRtqMjIni6xM6UJalUft59KliMMe4tQWcEoiOHrrjgh7hT6qj9UyMg0Z38C07+sAt+5HOY+QvX/dF96vLgLgvzlmZS+bkVbZwAcQITZidH3N9gKltu//+OK5aRk9WIaSqOn+w61QVAH6cib0YShQUWZs/PYM+O2i77qGQBbR9Sv5NmpVBvc9DgcPH/fn0py1ePDf9ODrb464wgCMTHxxMfH09OTg4+ny+cKi4oKKC6upq3336biy++mGeffZZLL72Up59+WhF/CucdigBUOC8wm83hmrz+0pMA7Nzs0Zv483g8Yc+8hQsX9jmtq9frw2bModoji8VCWVkZBoMh7L8XGV04F4R8FUVR7FMziy5SAIoCx/Z2RHt0Oh1uglHAhPF6mkq6n/RQvbOZ1CkJNBbbic/UoTZrOfFZR7NBSJJAMLVcVtVVhJQWtJA+Wo+1qqsfIED9CQfRogYCjq4hw5OnHYwAXFJQVKkQcCH1PO4PaDPKnbXkkNLWi/gLsW97HbMXprP3QB2jxifGFGqdSTBp8agCWFtiv4ZjJsRR3+LkaLGF7FG62MfsQ+PHyNwENEkqHIKPB3+yhMtX5EY9frbFXywiG8AkSeLw4cN88sknPPXUUzQ2NjJ27Fj+8Ic/cNVVVzFmzJizvh4FhcFCEYAKX3i68wHsrdmjM3a7ncLCQpKSkpgyZcqA/cQia4/8fn/YXqagoAC1Wh01mWMoowoOh4MDBw70a2ydxqRH0IjIPgn92DRaNnfE/MSIGkBDchzQvQCUJfA6A2TNT6K2pA3n6c6+gB3HyphnYvfuRjrjcwVQJanhlEysUJyt3kP6GBWuyg7R52rqWrNXVtZGlimOQLOEjISIiFMIQE+RKwHGTkrmcEHPHclnC4/oZ/Q4I16vF1EU0ev1QcEacqxpvx0hEXuwxILT76Wp0UVcghqnvedUcO7UJHbt7Dr6Q6cXmTg3ld07a8ibkEyr1U1lmSvmMbQ9NH4kJusYPcWE0+/lznvn8ZUrcrrscy7EX2dEUWTEiBEcPnyYSy65hEcffZR33nmH119/neeee47Dhw8P+ZoUFAaKIgAVzgsEQRjUCGB/mz0aGho4fPgwY8aMYezYsYMWpVOr1WRkZJCRkYEkSWF7mcOHDyPLcrjbOCUl5awa2FqtVgoLC8nOzmb8+PH9uj5tShyeujaaXUagI/oW6pfQmdTUdWr+6HKMkQIOgxsPAZytXcVI+JUXoKYxdoQPoOpwK1MWp1K5PXYqWJuixVXZ8XxHgweVWiAQiH5vWX0yoXRoINzj2zNG3bmx/vEjYZW8tJZGNrTETrcnpelJG23glL2NBDS0NLiZsySDgu3dGzuPzktk7+6uEb3cSSZsbi+7dtQwb2EWhwrru9T7hRDkYO1fZzRakSnz0whoJf7nzplcvCx2BG04iD+A5uZm1qxZw/jx4/n73/+ORqNh8uTJfPe73+1TnbGCwnBCEYAKX3hUKlWU6W1k5K8vzR6nTp3ixIkTTJkypU++gwNFFMXwxAJZlmltbQ3XDIYMbEMdxYPpM2ixWCgqKgp3MvcXXUoc/jYvxZ93ivC131fzVBOVn8ee+2saHw/xGk7tt5K1KIHmSidxU1Q4j3SO2AYFWsYcE3v2d+9DB1B2yEpSpg57XdeIo7NT4FCWwJyup6G2I2olI9PWJqEXwCMLuAj0SRDbaroXpmcLGZkW3J1LJKMRZCbMTEFSg6SW2V9Yjxox3ChycLeFkWMTqS6LMdIPEAwCgYjRdiq1wPSFaezefRpBEJi/KIu9O3tOI8dq/MiZHEfySD03/M8ULlue1+1zQ+LPYDAwffr0cyb+Wltbyc/PZ+TIkbz88stdfge/CJZPCl8ulHeswheeyAhgqN6vL5E/SZIoKSnBYrEwZ86cIR3rJggCSUlJJCUlMX78eNra2rBYLFRUVHDkyBHMZjPp6elnPM2gqqqKEydOMG3aNNLT0wd0DG1qHG5Jh29PtGgLRQBbY8zoTcyLRzBpqN5nRZZBa1RRe8RJXKKaxiI3uYuSqN9lDe9vtwVTwg0Ob5djdcbd5scwwRhTADZXuRidF0/LyY5iPXOyLkoAamUB5GBdn4xEo+DBSO+1no0VTlKzDDTWx06Bng1a8XTbeJKUqmPUJBOVFa1U1NgYMcFIWZkVjzeAKWL+bsAvY4iL/VEwbUEae/Z2iLtRYxPwqSR27KjBnKInPTO+V/HXufFjzHgT42abWHpFCiNzZKzWcnbtaohpyDxcxJ/dbmfdunWkpKTw2muvDfoEEQWFc4HStqRwXnAmKdeQDUwgEOhz5M/n83HgwAGsVisLFiw4pzN9BUEgISGBvLw8Fi1axOLFizGbzdTW1vLZZ5+xd+9eKioqcDr73oEgyzIlJSWUlZUxd+7cAYs/CDaCVJZ1TU8LApinJmKt6FhX4tg4kuYmUVPq4NTeoPgDyJhpwm3zI7dHmsp3Whmx1Bx+nkajwZinpvxY7JnBnSkvsJIxJ/aYOkNWtAWPMT46khMvq3AhISHjFiU8goyTvqX3xuT0zZx8MHDix0OnSKkgM36mmQnzU6i3udi1/TQpI+PQmEVO1do5bXGQLOm6JLRLi5qZviAtapshTk15VTB1L4owc0k6ZTVWyk5YGT8xGbVa5NiRnqOx0NH4YU7Ts2bDBB78zWJ+/vwV5F8zl3nz5nHxxRczZswYHA4H+/fv57PPPqO4uJi6ujr27dt3zsWfw+HgmmuuIS4ujtdff31QLZxycnIQBKHLvzvvvBOASy65pMtj3/jGN3o8pizLPPzww2RlZWEwGFi2bBmlpaWDtmaFLw5KBFDhC09IAEZ2+vaE0+mksLAQg8HA/Pnzh11qJy4ujpycHHJycvB4PDQ0NGCxWDhx4gTx8fFhexmj0RhT5IZsbGw2GwsWLCAuLrZQ6ivqLDMVB6xdtguigLo9spSYE4cqVUfVnhZkOVqoCiqwlAe3Rfr4lX7WzLglZk7vaEar0dGWqCKyxrA3ak60kZCsxdUSLd5aaqOPodd0iFdZlomTVcHOXyGAQwggEEwDGyRVr19ENPLQiBQ/EnY84fUkmnXkTDFRWWWj8JAFgNRMA6YsHY2tLpqtbhobXRglDdpuOoVPV7ZhiFfhcgRF5YQ5KezcXkPmqHg0CSI7dwTNnuddkMXBgnp83m5MFyMwGXToAyquuHos+TdNZM6CriUUnbtsW1paqK+vp6ioCFmW0ev11NbWkpqaOuSRN6fTyXXXXYcgCGzevPmMf1c6s3fv3qj65KKiIi6//HKuvfba8LbbbruNH/3oR+Gfe1vDU089xW9/+1teeuklcnNzeeihh1i+fDnFxcXD3n9UYWgR5IFW1isoDCGhCF5/kWWZlpYW9u7d2yfvvZaWFg4ePEhWVhYTJkw4r0Y6hfzKLBYLTU1NaLXa8PWaTKawgW5hYSGyLDNr1qxBmU5ir3NT8UkjlsM2LEds1B+24bB4GL0ombYGLyqzlso9Ld2aNI9YmMzJ3cGmjcRULY7GjjSvIMLY+ckYTGo+eb93u5LOjF9g5vTurg0o2aMM2E8FhWD20mS2tacxNbKAWVLjQ8YvyDQKvnAHbZwsou/lO7MxRUtZi42z+UdVRqYRF7IA2eN0aI1ajh9t7RBkgsyMC9IpLLIwYaKZoqMNuF0BRFkgS4rr0YR5zpJMCrbXkTkqnmqLncnzUiksrMfl8qPRiMyal9FryjeE0ahh8dyR3P3QPKbN6XuE2ev1UlBQgF6vZ+zYsTQ1NdHQ0IDNZiMxMTGcKo6Pjz+rv59ut5v/+q//oq2tjXfffbfPoyfPhO985zts2bIlPFrykksuYdasWfz617/u0/NlWSY7O5t7772X++67DwjWLmZkZPDiiy9y/fXXn8XVK5xvKAJQ4bwgEAj0u8sustPX7/dHiaNYkbLTp09z9OhRJkyYMKBmiOFEIBAIdxQ3NDQgCAJms5mWlhYSEhKYMWPGWe0qbrN4qN7TzL82FOBz9RwpShwfj6U06OtnNGtwNUdbs6g0AqMuN7Nva/edqj0xfnYSpwuiU8eTlqZQ096YkjXfxKcFwWObAir0iDgECS8SbWLElw4ZTLIaVYxxcJHox2upPBm7oWIwsKk8jJ5rxFLvoaaTuXZKpo64VA3FR5pZuDibXbtOI7X/iTdLOuLlnpuH1BqRjBHxmEcZaLA7KToUtLUxpxpIz4jrU8rXaNSw5poJ3HDzVKZMT+t1/0hC4i9W2tfj8dDY2EhDQwNNTU3odDrS0tJITU0lOTl5UFPEHo+HG2+8EYvFwnvvvUdycvKgHbs7vF4v2dnZ3HPPPfzgBz8AgingI0eOIMsymZmZXHXVVTz00EPdRgHLysrIy8vjwIEDzJo1K7z94osvZtasWfzmN78569ehcP4wvHJbCgqDROdmD51Ox4gRIxgxYgR+vz+cNq2oqECn06HVamlra4sa63Y+o1KpwpESSZKoqanh+PHjCIKA1WqluLiY9PR0UlJSzkqK25iuY9LqLFb/bBqv33Wo2/0yZyZSETEHWA50/T5qzovnk3dryJubjKfej7W6f00Wpypa0cWJ+CMyz63NHVFGX/uYOVkOmj7bBQkRcHSprwtuS5CFHiNPmRnxZ00AekQ/NrWPA/uihZggwMS5Jg4VNeFvlJg4JZ4d7fN51bKAShTIHpOAVqtCrRZRq0VElYBKFXxMFAUEUUAUBBKTtGz7vAq7PXiPxk9Kxtrs7lX8zZyTztVfncTaa8aTaOp/qtHr9bJ//37i4uJi1vxF/g6HvuA0NDRQVFSEJEmkpKSEBeGZdMn7fD42bNhATU0NH3744ZCIP4A33ngDq9XKhg0bwtu+9rWvMWbMGLKzszl06BDf+973KCkpYdOmTTGPUVdXB0BGRkbU9oyMjPBjCgohFAGo8IUiNNYtlC6O1eyhVqvDNUder5fCwkLa2oKRlJAwSk9PJzk5+bxKAXdHU1MTpaWljBs3jlGjRmG322loaODkyZMUFRVhNpvJyMggNTV1UFLCkcy/eQw1ha3s+VOMobGAv9P9laWuAtCuDyADJw60oDWomHShmcqdLUh9DAi7W2Qy5xho2N8hHGuP2klP0+Jq8OFsCgodrSzgEYJzdH1IxCrn8wsyxjF6HJXdm1pLMaaLDAYBJOplFwFf9D3KzjEixAns3d+AMUHD+ElmDrZH7pBBJ6tJTdZSV9OG399zwic13YDT7w2Lv97q/UxJWpavGsv66yeycMnIAV9bb+KvM5FfcGRZxmaz0dDQQGVlJUeOHCEpKSn8eH/q9vx+P7feeisnT57k448/JiUlZcDX1F/+/Oc/s2LFCrKzs8Pb/vd//zf8/9OnTycrK4vLLruMkydPkpfXvXWOgkJfUASgwheGzpM9Ql1z3eHxeCgsLEQURZYuXYparQ6nTQ8dCkatQmLQbDafl7M+q6urKSkpYerUqWEPQ5PJhMlkYty4cTgcDiwWC6dOnaK4uJikpKTwNQ9WwfhVP5+G5aidiu3RXoDmcfFUdzKIljpFALNmJ7KjvakBwOsKcGh7A5m58SQatNQW9a0ruPJAG3kzkqk91B6Zk0FI80MDOJu8qHUigic49QPA1Tn6F4Gl0Un2iDhaa2KLwLpjbWi0Yp+aJPqKjEyD4CYgRPjxqQSmXZDGnv21eD0BMrPi0RpUHeIP2v3+BFoafUycFk9pUfed4qIokJShp6bIjkYjMnteBnu6qfebOTedVfnjWHP1BDIyz2yWdX/FX2cEQYh6T7tcrnCquLS0lLi4uLAYDNXCxiIQCPCNb3yD4uJiPvroI9LS+pe+PhMqKyv54IMPuo3shVi4cCEAJ06ciCkAQ7/j9fX1ZGVlhbfX19dHpYQVFEARgArnCb1F4iJn+vZlsofdbufAgQOYzWamTJkS/tAJGTFPnjyZlpYWLBYLxcXFBAKB8Ii2sz2VYzCQZZkTJ05QXV3NnDlzuk1jxcfHk5ubS25uLm63G4vFEjaf7kvTTF9QaUS+9vd5PL30U1ojzJL1qVo4ET3TV4qIUAkinHbGTvfWlTuoFxyMmKbFVSXjtfUc2ZJlaLG6UetF/O6gMNNqjDixgwzGRBl3Q/A94EPCJ3Z/PI8zgGq8GroRgF5XgLwZSRwrim1+PRBseHEJHSHP0eMS8YgBPt9RDcD4ick0NruoKY+oCZRBH9HxW1rsZMLUJI4fscY8x5xFGWzfUU1KqoHU9Lgu4i85Rc8ll49h5do8LrlsDGr1mX8hOlPxFwuDwcCoUaMYNWpUeNRiQ0MDhYWFQPB3PDRdJ1T+EAgEuPvuu9m3bx8ff/zxWTV8j8ULL7xAeno6q1at6nG/0DVEirtIcnNzyczM5MMPPwwLPpvNxu7du7njjjsGc8kKXwCUJhCF8wJJkvD5us5thf6PdQtNvsjNzQ37cPVEKMVksVior6/H4/GQmpoaNmIebjYxkiRx5MgRrFYrc+bMGZB483q9UU0zBoMhLIATExMHlBqvOWDluWXb8bsljJk6Wpq8XdKZahXI7cG3ERck8fne3uuWjGYtuRNMVOyIPf4tkslLUqn6PLifqBYwG9V4rH4asiTcdX40iNjx4e1BAIaYtTCdqgiz6kjGLjWzc0fX2bkDwY2fWsEJAqg1AlMWpLFn72l8vqCQnT03I9zpG4lGFjF0Gr+WlhGH1xXAbos21M4eo6XylJNRufG02QI0tY/bEwSYMSeDr1wxhlX548gbP3j1cCHxFx8fz7Rp0856hF2WZaxWKw0NDTQ2NuJ0OvnTn/7ErFmzqKio4PPPP+eTTz5h9OjRZ3UdnZEkidzcXL761a/yxBNPhLefPHmSf/7zn6xcuZKUlBQOHTrEd7/7XUaOHMm2bdvC+02aNImf/vSnrFu3DoAnn3ySJ554IsoG5tChQ4oNjEIXFAGocF7QnQDsz2QPWZaprKykrKyMqVOndimU7guyLIenclgsFhwOR3hEW1pa2qDX0PUXn8/HwYMH8fv9zJ49e1B800JRFIvFQmNjIyqVKhwZTEpK6tcH94F/VfPv/znAyKUpnPi8a1NBKF6l1om0pslYavve8JEzPQlaAzRVdP8cUSUwZlwilmPBSNnEC8yc3tVCqd6F3qNCRMCKr08W+cYkDckqLY7Gru/LrEkJFB5viPGs/hFApkZoIyDI5Ew00eb3Ul7WkTa/YEk2O3d2dPqGkcEkasNiOpJZ8zM4tLcjrZ5o0iLGCWSNMHD4YCMBPyQmqZgxN5nLludy9XXTSUg0nPG1RDLU4i8WNpuNX/7yl2zevJnjx48zefJkrrnmGq666irmzJkzZGt67733WL58OSUlJUyYMCG8/dSpU9x4440UFRXhcDgYNWoU69at44c//GGUJY0gCLzwwgvh5hFZlnnkkUd4/vnnsVqtLF26lGeeeSbq2AoKoAhAhfMEWZa7zPONbPbord5PkiSOHTtGQ0MDs2bNwmQyDcq6QjV0FosFu91OcnJyWAwO9bdtt9sdZaFxNiKTkiRF2cvIshyur+pravzdR47yyXMVeOzRXRyCAKHA24ilyXzeR7+5SNRakcnzU6jeY8Xvif2nLSPPiLPCheSHnLlJ1O+3UqJyYZLUeAUJl9D32r3J81Oo39O1DlEQoS1Ros3W++i6nqgXnPj1EpPmpbJrdw2B9hpJlUpgzoIsdu2qifk8LSJ6qfvXf+7CTA7sDlrfTF+QhqCC/XtqmTEng4WLs1lyaTqZ2TIWiwW3243ZbA6/zmf6pWI4iD8Ivpd/+MMf8tprr/H6669z/Phx3nrrLbZu3crWrVtZvHjxOVmXgsJQoQhAhfOCSAHY32YPn8/HoUOH8Pl8zJo166wJs1ANXX19Pa2trSQmJpKenk5GRgYGw+BGUDoTqmlMTU1l0qRJQ/KhKssyra2tYQHs9XrD0dCerDhkWebTp8vZ8tBRAhGNEiqNAD4ZXaKa0xovNuvAxVPaqDhSzHpqDsS2Y5myNJXKz1rQ6EWcfi+1sg+TpMaGP2b3b0+Mn2Kk6UjXtWbOT+TgfkuMZ/SNVjwkTzfQ1ObmVFXHdcQbNeSOS+LgwW6OLUOqTo/X3b2QjTdqSErSMSo3EZffjzlVz+KLRrJm/XiSzdHvVYfDQUNDAw0NDbS2toZrQwdixjxcxJ8sy/zoRz/ipZde4pNPPmHSpElRa1Sr1edl05eCQn9QBKDCeUFIAPa33s/hcFBYWBj+wBmqer3IEW3Nzc0YjcYo4+nBpKmpiUOHDoXHw50L65pYqXGz2RwWCrGiRjUHW/nbzQVYSoLpWLVeRHZLZF2YxI4dg+NZNmlBCq0nnbQ1RKdp1VqRrBHxNJc5qVO78coyeknELfa/c9doVhPnivYZBBi72MzOXQOrA3TjJ3mRgT17a4n8C52RGY8+XkVZWWu3zzUZtMiObh8GIDFJy8wF6YzMTeQrV+Rw0aWj+vS+8Xq9YTEYacaclpbWaznAcBJ/TzzxBM8++ywff/wx06ZNOyfrUFA41ygCUOG8we1290v8NTc3c+jQIbKzsxk/fvw58/Tz+XxhMRhqqAiJwYSEhDNaV2h6yZQpU7rtDDwXOJ3OcJq4tbUVk8kUbiKJ9GXzOv28fv8Rdr9YhTZehcGopqStDa+7/2P/uiMuUU3e1GQqdjaD1HGvR0xOwHLUTp3YHr2T5WAeegBMX5RGzY5oUWZMV3GysRclFoMAEs3pHmqbop87bkIyzS1uGhq7t3JBhhGJRuytnSKSgkzOhCTSMuNISNIybUYa666byIiRCf1eX3idgUC4w7ahIVjvGKvDFoaX+PvVr37Fr371q6hOWQWFLyOKAFQ4L9i1axf79u1j1apVpKWl9foBUlNTw7Fjx5g4cSIjRw7coHawCTVU1NfX09jYiEajCaeJe/Io64wsy5SVlVFVVcXMmTMxm81neeUDp3M0NNYYvoOvn2bzg8VoR2vZu2tgI996Y9TkRDRegYbSDmHlN8q0On0IskSz6CNBUqMW+m/xIwgweWoKdYej6wG96X5aGvs3wrBCtGETogVcd52+nckbnURDRVAgGhM15Ew0gUogIEmMm2Dmkq+MZvmqsWi1g2tjFCoHCL3OkXWDJpOJoqKiYSH+fv/73/Pkk0/y7rvvMn/+/EE9fk5ODpWVXQ3Pv/nNb/LjH/+YRx55hPfee4+qqirS0tLIz8/nxz/+cY/1yBs2bOCll16K2rZ8+XLeeeedQV27wpcTRQAqnBds3bqVhx9+mMLCQhYvXkx+fj5r1qwhMzMzSjRF+t8Nd2EUa15v5BSS7j4oJUni6NGjNDU1MXv2bBISBh7FGWp8Pl+UvYxWqw1fc8Cm5uff3o3sAckj0drgwNkSwG2TGKy/Uiq1wJSFqZze34rHGaBF8CEh4RH8ONs7UHSiirxcE3Wl/YvepY+Ohzp/VPPJ6MVJ7N3V93R2g+CiVow+b7edvp1Qq0RmT07HkKChpdVNVVUrM2dlsGBhFlflj2filKGbahGqG6yvr8dms6FWqxkzZkzYU3Koo/GyLPP888/z2GOPsXXrVhYtWjTo52hoaAg3pQEUFRVx+eWX8/HHH5OamsojjzzChg0bmDJlCpWVlXzjG99gxowZvPbaa90ec8OGDdTX1/PCCy+Et+l0uiEbT6fwxUYRgArnDSEbl40bN7Jp0yZ2797NwoULWbt2LWvXriUxMZE77riD66+/nssuu+yMzIuHGkmSwsbTFosl3F0bmkIS6q71+/0cOnQIj8fD7Nmzz2tfr1gC+IN/OXnn5ejuX51ORUZ6HMnJBhLitGhEEcEPPoeEo9mL1eLu4ifYG8mZekSgts6JT/ZjFwMQoUkEAWYsSMdW4aG11t3tcToza0k6VZ9bwz/nzE9i9/6+CUAnPk6Krcjt61CpBOYuyOy1jlAUYObMDFpb3FRW2BgxMoF58zO58JLRXJU/DmPCubEmCqV9DQYDqampNDY29rtucDCQZZkXX3yRBx98kC1btnDRRRed1fOF+M53vsOWLVsoLS2NKXj//e9/c+ONN+JwOLqtTd6wYQNWq5U33njjLK9W4cuIIgAVzktkWaampoZNmzaxceNGPv/8c9LS0jCbzTz77LPMnTv3vJ3jG9ldW19fj8/nIzU1leTkZKqrq9FqtcycOXPYGVCfCZIkYbVaKSqs4P5rC5H6UQIoCgKp6QZSUwyYjDp0ahUqWSTgknBafbTWe3A7YqdhPfhxE8DVTfOHVq9ixtw0Thfacdt7T+Wq1ALjck00HA+mYeOSNFTa23qN3vmRKBWt+NotaHrt9AU0GoEJ483U1jiw27zMnJ3OwkXZXLlyLPMvyO72eUOB1+tl3759GI3GqLRvpOhvbGxEluVu6wYHA1mW+cc//sG9997L5s2bufTSSwf1+N3h9XrJzs7mnnvu4Qc/+EHMff70pz/x4IMPhusnY7FhwwbeeOMNtFotycnJfOUrX+Hxxx8f0hnFCl9cFAGocN6zb98+rrrqKsaOHYvBYGDbtm1MmzaNtWvXkp+ff04bQM4UWZax2+1UV1dz+vTp8AdmRkYGaWlp3VqtnI84nU4KCgp49bdN7Hyvq0n0mWBK1JKWHk9yog6DTkPALVG2vxknAeJR4xICOImOAkaSaNYxcaKZit0tBPw9/8kcOT4B90lPWMTGT9RRVtp91y5E1/0lmzVo9DK1tbEn3+h1KkaMSKCmyk5cvIYFF2Rz0UUjWXP1BFLT4mI+ZygJib+EhASmTp3abYQvsm6woaEBl8sV9tFMTU094+i2LMv8+9//5q677mLjxo0sX778jI7XH1599VW+9rWvUVVVRXZ2VzHe2NjI3LlzufHGG/nJT37S7XFefvll4uLiyM3N5eTJk/zgBz/AaDSyc+fOYT+OUmH4owhAhfOayspKpk2bxsMPP8x9990HBG1R3nzzTV577TU++ugjJkyYwJo1a1i3bh2TJ08+78Rgc3MzBw8eZPTo0WRkZITTxG1tbb1arZwv2O12CgoKgjWd3lRuuPDNs35OURZQIQSjbjJoUfX63sgaHU9WmpGKvdYe95u9JJ3K9lRw7tJkdu3o3tS6UXBxur3ur9tOXxkMBhXJSXrqah1MmGBm0ZIRLFuey6XLxiCKw+M93VfxF4tYfoOhMoiB1A2+/vrr3H777bzyyiu9ztgdbJYvX45Wq+Wtt97q8pjNZuPyyy/HbDazefPmfn2JKysrIy8vjw8++IDLLrtsMJes8CVEEYAK5z1FRUUxvbxCsz83b97Mpk2beO+99xg9ejRr165l3bp1gzZ8/mxSW1tLcXExkyZNYsSIEVGPuVyucJrYZrNhMpnIyMggPT39vKoNDAncSB/Du9a9w+6PB2eWbkxk0KPGgx9ZADUiqr7Mf2snb0oyhoCK00e7TgEB0OpFRqUZaalyM2pGIvuKYqdyI+v+Zs3N4EjnTl8ZjPEaVCpwO/1MmBTH7LlJrM4fz8xZYwY8l/lscCbiL9axBuo3CLBlyxZuvvlm/vGPf5Cfnz/gdQyEyspKxo4dy6ZNm1i7dm3UY3a7neXLlxMXF8eWLVsG9HualpbG448/zu233z5YS1b4kqIIQIUvDTabjS1btrBp0ybeeecd0tPTw2JwKGd/9gVZlqmoqKC8vJwZM2aQmpra4/5utztswdHS0hKe1hCKngxXLBYLRUVFTJw4MUrg7v64hrvWvXvWzquRRQQEvEIAFQJqBpZOmz4/DVeNj+bqrvOHx05LwlrkQK1RBUe6dcroBpA43l73t3BJNrsiO31lMBo1SH4Zk0nHhRePZtkVY7jsitHY26w0NDREzWVOS0vrsXP8bOPxeNi/f/+giL/O9Ldu8J133uHrX/86L7zwAtdee+2graOvPProozz33HOcOnUqam02m43ly5ej0+n4z3/+E+WH2Veqq6sZPXo0b7zxBmvWrBnMZSt8CVEEoMKXEofDwdatW9m4cSNvv/02ycnJrFmzhrVr17Jw4cJzWl8jSRIlJSVYLBZmz54dNfi9L4SiJyGrlVi+e8OBmpoaSkpKmDZtGunp6V0ev+HCNzh+uHnQzyu2R/9c+EEQ0BAUgwNFoxWZMS+d+sNtOFujVd70BSnU7LaTMEXDiWPR0cIK0YZD7Yvu9JUhPk6D1xNg2vRULl2Ww8rVY5k2o+v9iewcD1mQpKamkp6eflYaKrrjbIq/znSuG3Q6nZjNZo4cOcLSpUspLy/n+uuv57nnnuNrX/vakL/XJUkiNzeXr371qzzxxBPh7TabjSuuuAKn08nrr78e9aUsLS0t/Pdm0qRJ/PSnP2XdunW0tbXx2GOPcfXVV5OZmcnJkyd54IEHsNvtHD58+Lwu+VAYHigCUOFLj8vl4r333mPjxo3htMyaNWvIz89n8eLFQ9ptGwgEOHToEC6Xi9mzZ5/xDGG/309jY2PYeFqn04XTxOcqfRiKblZUVPTo1bj11ZM8/L/bBv38Ojn4YesVAmhQnZH4i8SYqGHytBQq91jxe4N/VrUGgfQ4PZmTTOzc0ZHSbhRctCZ6yR2fxMEDwfSwQa9GlmW+8pUxXHFlLivXjiMxsW8f8rIsY7PZwsLf5XKFjZjPZn1opPibNm3akL+fHA4H9fX13HTTTRQWFmI0Glm2bBmPPvroOVnPe++9x/LlyykpKWHChAnh7Z988km3Hcjl5eXk5OQAwbnmL7zwAhs2bMDlcpGfn8+BAwewWq1kZ2dzxRVX8OMf/5iMjIyhuByFLziKAFRQiMDr9fLBBx+wceNGNm/ejCAIrF69mnXr1nHRRRed1a5bj8dDYWEhKpWKmTNnDvq5QqO7QhGjUPowZDw9FB+Wsixz/Phx6urqmDNnTo8m1n6/xLpZ/6auuv/j1LpDJQvh6J9KEBEHSfxFkp4dR1aGgaoCO4IsMHFuCmKrzKGTjQB41QGa0zxo41RUVtrQakSSk/Tkr5/AylV5LFwyopcz9E6oocJisWCz2UhMTAynigerJOBci79IduzYwY033sjy5cux2Wy8++67ZGZm8ve//53Fixefs3UpKAxnFAGooNANPp+Pbdu28dprr/HGG2/g8/lYtWoV+fn5XHrppYMaVXE4HBw4cIDExMQhGZclSVKUCbMsy2ExaDabz8r5JUmiuLgYq9XKnDlz+lQD9c+ni/jV/+0ZnAW0p35Bxi/I/Wr6GAgj8+Ix6+OoPmxj5vw0TpRbsdu91Jsd1Le6kCSZiRNS+OqNU7gqfzwZmWenVjM0ii/UUBEXFxcWgwONAg8n8bd3717Wrl3L448/zp133okgCLhcLj744AMWLlwYs7xAQUFBEYAKCn0iEAjw2WefsXHjRl5//XXa2tpYsWIF+fn5LFu27IxStVarlcLCQkaMGMG4cePOyZgsq9VKfX09FouFQCAQtt9ISUkZlHrIUGrb7XYzZ86cPotnZ5uP1VNfwd7q7X3nXtDIIlpUaE0qnLb+zec9E6bOSUXjFbA5PXx2+jQBWeKSS0fz9Q3TuWTZGNTqoWvcCM2iDjVUqFSq8Gvd1yaSkPhLTExk6tSp51T8HThwgNWrV/PQQw/x3e9+d9jUtyoonA8oAlBBoZ8EAgF27doVFoONjY0sX76c/Px8rrjiCoxGY5+PVV9fz5EjRxg/fjyjRo06i6vuG6FaspC9jMfjCTcWpKWlDage0ufzceDAAQRBYNasWf1Obf/u0b389deH+33eKGSIQw0iZIw3IkvBcW+CCEK7h15A8hMI+PEHAqjUIhqNBq1WjUqtAkFAEACh3Ss64ucQHq8Hl8tFvDE+fI2SLFN9yk59vQOVVuaqGyZy8//MZOy4pDO7nkEg1EQSShX3pYlkOIm/w4cPs3LlSu6//36+973vKeJPQaGfKAJQQeEMkCSJ/fv389prr/H6669TXV3N5Zdfztq1a1m5cmWPHbyVlZWcPHmy2y7Yc40sy7S1tYWNpx0OBykpKWExqNX2PmPW7XZz4MABDAYD06dPH1A0sbHOyZoZr+Lzxh7X1he0sgoRmXEXpbD985oBH6ffqCBtZBx33TOH/GsmYogbnpNbOjeROJ1OUlJSoppIhpP4Ky4uZsWKFdx11108/PDDg7qWnJwcKisru2z/5je/ydNPP43b7ebee+/l5ZdfxuPxsHz5cp555pkeGzNkWeaRRx7hj3/8I1arlSVLlvCHP/yB8ePHD9q6FRT6iyIAFRQGCUmSOHToUFgMnjx5kssuu4w1a9awevVqkpKSEASBQCDA3r17cbvdzJ49G5PJdK6X3iccDkdYDNrt9vDYrrS0tJiGtg6Hg4KCAsxmM5MnTz6jusIf3fkZb/2jdEDPFWUBHSIZM4zUWNpotHT17BtMBAEErcC8pVk88H8LmTH7/OvYjDWVw+VykZSUxMyZM8+p+CspKWHFihXceuutPP7444O+lpClToiioiIuv/xyPv74Yy655BLuuOMO3n77bV588UVMJhN33XUXoiiyffv2bo/55JNP8tOf/pSXXnqJ3NxcHnroIQ4fPkxxcfF5Zdqu8MVCEYAKCmcBWZY5evQor732Gps2baK4uJiLL76YlStX8sYbb+D1ennrrbcGZAY7HHC73WExaLVaw12mGRkZGAwGbDYbBQUFg1bXWHashesXvU6//1rJoEeFeUIcBpOagv31Z7SOnhDVAvpENTfcOpX/uWMmyclnZuEzXAiN6RMEAZ/Ph8FgCNcNDrWV0IkTJ1ixYgVf/epXeeqpp4bE+Po73/kOW7ZsobS0FJvNRlpaGv/85z+55pprADh27BiTJ09m586dXHDBBV2eL8sy2dnZ3HvvveFxla2trWRkZPDiiy9y/fXXn/VrUFCIhSIAFRTOMrIsc+LECV566SV+85vfEB8fz5QpU1izZg1r1qwhIyPjvK5f8nq9YTHY3NyMXq/H4/EwatSoKC+0M+U7173H9veq+/UctSxgzNBS1+Rk/PRkig42Dtp6Qqi0kJSh4uY7cll51STS09P7lB4/H/B4POzbtw+TycTUqVPDVkKh6OBAmkgGSkVFBVdeeSX5+fn8+te/HhLx5/V6yc7O5p577uEHP/gBH330EZdddhktLS0kJSWF9xszZgzf+c53+O53v9vlGKH5vQcOHGDWrFnh7RdffDGzZs3iN7/5zVm/DgWFWAydw62CwpcUQRBQqVS8+uqrLF++nB//+Me8/fbbvPrqq9x3331ccMEFrF27lrVr1zJixIjzTgxqtVpGjhzJyJEjOX36NMXFxRiNRk6dOkVjY2PYXiYhIeGMru2/757ePwEogzZBRYvDQ+aIeI4MovgTRNDEwYXLRvHQ4xdhShKxWCzU1NRw7NgxkpKSwtd9vqb4Oos/QRBQq9VkZGSQkZER1URy5MiRcBNJWloaqampg2qgXl1dzapVq1i5cuWQiT+AN954A6vVyoYNGwCoq6tDq9VGiT+AjIwM6urqYh4jtL1zjWBPz1FQGAoUAaigMAS88cYbrFq1ip///OeoVComT57MvffeS3V1NZs2bWLTpk08+OCDzJ07l/z8fNauXcuYMWPOKzF46tQpSktLmTlzJmlpaQQCARobG7FYLOzbtw+NRhNOE5tMpn5f29wLs5g8O5WjB/om5IzJGiQ9uOr9TJ5lpPKUbSCXFYVWryIuWeDK/FTuf/AKEhI6Uvi5ubnk5uaG0+MNDQ0cP348PJc5LS2tXx3i55JY4q8zoiiSkpJCSkoKEydOxG63Y7FYKC8vp6ioCLPZHL7uM/HMrK2tZdWqVXzlK1/h6aefHtJ5x3/+859ZsWIF2dnZQ3ZOBYWhQkkBKygMAbIs9yh4ZFmmrq6O119/nY0bN/Lpp58yffp01q5dS35+/jnxB+wrsixTXl5OZWUls2bNIjk5ucs+gUAgynhaEISoKSR9/VB///UyfnDzJ73ul2DWoEvWUFVmQ6tToYkTsbZ4+ntpHcdL1pIzwcQN/5NB1ggVc+fO7VOa1+v1hkVwU1PTOa2f6ysh8ZeUlMSUKVMGtEan0xl+rVtbW0lMTAxfd38mkdTX17NixQrmz5/Piy++OKQzuisrKxk7diybNm1i7dq1AEoKWOELhSIAFRSGGbIs09jYyJtvvsnGjRv56KOPmDhxYng+8eTJk4eNcJBlmZKSEurr63sd7RZCkqQo42lZlsPiwGw29/ghHwhIrJ/zGqcr27rdR60TGTUlkSOFwUjhrAXp7N3T/1SbWiOSmm3gkuVjuO8H8yk9UYzf72fOnDkDGtMXy4Q5JIKTkpKGNLLVHW63m/3795+R+OuM1+sN28s0Nzf3WQQ3NjaycuVKpk6dyj/+8Y8hnckN8Oijj/Lcc89x6tSp8LlbW1tJS0vjX//6F1dffTUQ7EqeNGlSr00g9913H/feey8ANpuN9PR0pQlE4ZyiCEAFhWFMaErH5s2b2bhxI++//z5jxoxh7dq1rFu3bkjGxnWHJEkcOXKE1tZW5s6dO6BpKLIs09raGjae9vl8pKamkpGR0a0Z8SvPFfPz7+2KfTxkJi1M5cCejm7fsVOSKClu7vOaEkxaRo1L5PbvzGbF6jz8fj8HDhwAYPbs2YMiRGKN4gt57g3W9JX+cjbEX2dCIjjURCKKYjhNHDmCsLm5mdWrV5Obm8urr756Vmdwx0KSJHJzc/nqV7/KE088EfXYHXfcwX/+8x9efPFFEhMTufvuu4HgPOIQkyZN4qc//Snr1q0DgjYwTzzxRJQNzKFDhxQbGIVziiIAFRTOI2w2G1u2bGHjxo288847ZGZmhtPEc+bMGTIx6Pf7OXToEF6vlzlz5gxK16ssy+E6MovFgsvlijKeDokAl8PHVdNepTVGSnfSghQO7KsP28WMyUvkxElrr+cWBMgabWTanDR++JPFZGYFI5k+n4+CggI0Gg0zZ848K8IsUgRbLBa8Xm/4ulNTU4dE/AyF+OtMKBIcEsHV1dW88sorXH755bz88stkZWWxadOmc9JR/d5777F8+XJKSkq6dLKHjKD/9a9/RRlBZ2ZmhvcRBIEXXngh3DwSMoJ+/vnnsVqtLF26lGeeeWZQu+QVFPqLIgAVFM5T2tra2Lp1Kxs3buQ///kPycnJ4TTxggULzloUyev1UlhYiCiKzJo166yl5iKnkLS1tUU1FfzlZ0X85ecHo/bPmWriZJkVj7vDxHf2ogz27Kzt9hx6g4qJ01O4bFUO/3vXbESxQ/h4PB4KCgowGAzMmDFjSMR1rOkrg9VM0R3nQvx1RpZlSktL+f3vf88777xDbW0ty5YtY/369axZs4asrKwhX5OCwhcdRQAqKHwBcLlcvPvuu2zatClsML1mzRrWrl3L4sWLB02kud1uCgoKiI+PZ9q0aUOWqnS5XGFR1NraiijF89B/l+D1BMfDpY0w0Obz09TQMeUjLl6NT5Bwtvm7HC8tM465SzLZcPt05szvKi5Coig09uxcpdmdTme4fi7UTBGqGxwME/HhIP5CtLW1sX79erRaLb/73e949913eeONN9i3bx8Wi+W86aBWUDhfUASggsIXDLfbzYcffsimTZt48803UalUrF69mnXr1nHhhRcOOKXY1tZGQUEBqamp57QRxePxYLFY+NX39/PZ281o9WDM1FJd6Yzab86iTHbvPB3+WRQFps1OZemyUdz+7VkYDLFTi06nk/3795OSkjKsGm48Hk9UM0V8fHxYDBqNxn6vcziJP6fTyTXXXIMsy7z99ttRYs9ms/U4U1tBQWFgKAJQYcj59NNP+dnPfsb+/fupra3l9ddfJz8/P/x4XwanNzc3c/fdd/PWW28hiiJXX301v/nNb5QoQSd8Ph/btm3jtdde44033sDn87F69Wry8/O55JJL+pxSbG1t5cCBA4wcOZK8vLxhIYoqT7Ry3cKNjJxq5Nhha5fHR41LoOxEK8ZELV9ZMYbV1+RxybKcHo/pcDjYv38/GRkZTJgwYVhcZyx8Pl+UvYxWqw131oZmTvfEcBJ/breb//qv/8LhcPDOO+8oYk9BYYhQBKDCkLN161a2b9/O3LlzWb9+fRcB2JfB6StWrKC2tpbnnnsOn8/HzTffzPz58/nnP/95jq5q+OP3+/n888/DYrCtrY2VK1eSn5/PZZdd1m0Xb1NTEwcPHmTcuHGMHj16iFfdM3975hAfbq3EUuvEUuvA5QymezNHaQgAV6wdyXX/PY288Zm9ihy73c7+/fuHlcjtC7E8FiNtdTqnr91uN/v27SM5Ofmciz+Px8MNN9xAY2Mj7733XpcJGwoKCmcPRQAqnFMEQYgSgH0ZnH706FGmTJnC3r17mTdvHgDvvPMOK1eupLq6WnHt7wOBQIBdu3aFxWBjYyNXXnkla9euZfny5WGz3vfeew9RFJk6dep5UYhvb/ViqXPgdntJzSRqZm2k8XRn0dPa2kpBQQE5OTnk5uaeo9WfOZGdtRaLJTyeLT09nZSUFPx+/7ARfz6fj69//etUVVXx4YcfYjabB/0cNTU1fO9732Pr1q04nU7GjRvHCy+8EP670d31P/XUU9x///0xH3v00Ud57LHHorZNnDiRY8eODe7iFRTOMsooOIVhRXl5OXV1dSxbtiy8zWQysXDhQnbu3Mn111/Pzp07SUpKCv8RB1i2bBmiKLJ79+6w95ZC96hUKpYsWcKSJUv4xS9+wb59+3jttdd47LHHuP3227n88stJSkri1VdfZevWreeF+IOgh1+CqaO2LzSzNhQhO3z4MLIsh8Wg2WymtbWVwsJC8vLyhl2Es7+IoojZbMZsNjNx4kRsNhsNDQ2cPHmSw4cPIwgCiYmJ53yyjN/v59Zbb6WsrIyPPvrorIi/lpYWlixZwqWXXsrWrVtJS0ujtLQ0alJNbW10h/jWrVu59dZbwybP3TF16lQ++OCD8M8DbbIKTQjqbVKQgsLZQBGACsOKvgxOr6urIz09PepxtVqN2WxWhqsPAFEUWbBgAQsWLOCJJ56gsLCQb3/72/znP/9h1KhR/OxnP2PNmjWsWrWqT/Vlww1RFElNTSU1NTVsrG2xWDh69Cg+nw9JkhgxYgQjRow410sdVARBwGQyYTKZGDlyJHv27EGn0yFJEp999hlJSUlhITyUZsSBQIBvfOMbFBcX8/HHH5OWlnZWzvPkk08yatQoXnjhhfC2ztHdSO8+gDfffJNLL72UsWPH9nhstVrd5bkDQRAE3G43jz32GD/96U8pLCzkD3/4A88888w5MQNX+HJx7mcPKSgoDBtkWeaPf/wjFRUVFBYWsnnzZubPn8/TTz9Nbm4u69at48UXX6SxsZHzsXpEEASSk5OZOHEiEyZMQJIkUlJSaGpq4pNPPuHgwYPU1tbi93e1jjlfCdX8paamsmDBAhYuXMjSpUtJT0+noaGBzz//nN27d1NeXk5bW/cj9gaDQCDA3Xffzb59+/jggw+6fNEbTDZv3sy8efO49tprSU9PZ/bs2fzxj3/sdv/6+nrefvttbr311l6PXVpaSnZ2NmPHjuWGG26gqqpqwOt87733+OCDD3j44YeZP38+Y8eOVcSfwpCgRAAVhhWhb9X19fVRacf6+vrwIPXMzEwsFkvU8/x+P83NzYPyrfzLTMiEePv27eF06NSpU3n44YcpLS3ltdde4y9/+Qvf/va3Wbp0Kfn5+Vx11VVkZGScV5HB2tpaiouLmTFjBunp6ciyjMPhoL6+noqKCo4cORI1heRcTKMYDELiz2w2R1na6PV6Ro8ezejRo/F6veGO4rKyMvR6fTgy2NOs3v4iSRLf/e53+eyzz/j444/Peq1uWVkZf/jDH7jnnnv4wQ9+wN69e/nWt76FVqvlpptu6rL/Sy+9REJCAuvXr+/xuAsXLuTFF19k4sSJ1NbW8thjj3HhhRdSVFTUp1nYnVmzZg1/+9vf+PnPf87//d//8b3vfQ+/3z/ks48VvnwoTSAK55TumkB6GpweagLZt28fc+fOBYLfoq+88kqlCWQIkGWZ8vJyNm7cyOuvv86ePXtYtGgRa9euZc2aNYwYMWJYi8Hq6mqOHz/OjBkzSE1NjbmPw+GgoaGB+vp67HY7ycnJYTF4vsxu7U789URoVq/FYqGxsTGqeSYpKWnAhtiSJPHAAw/w9ttv88knnwxJo41Wq2XevHlRM3q/9a1vsXfvXnbu3Nll/0mTJnH55Zfzu9/9rl/nsVqtjBkzhl/+8pd9ih5G4vP50Gg0mM1mnE4nF198Me+++y4QvGfnyoBc4cuB8hVDYchpa2vjxIkT4Z/Ly8spLCzEbDYzevRovvOd7/D4448zfvz4sA1MdnZ2WCROnjyZK6+8kttuu41nn30Wn8/HXXfdxfXXX6+IvyFAEATGjh3L/fffz3333cepU6fYtGkTr7/+Ot///veZN28ea9euZe3atYwZM2ZYicGqqipOnjzJ7Nmzo5oBOhMfH098fDw5OTm43W4sFgv19fWUlJSEp3FkZGR0a51zrhmI+INgbVtGRka3zTORHcV9TVNKksQPf/hDNm/ezMcffzxkXdZZWVlMmTIlatvkyZPZuHFjl30/++wzSkpKeOWVV/p9nqSkJCZMmBD1Ny0WkY0eof8PmbLv27cPvV7PpZdeygMPPMBTTz2FKIoxn6OgMFgoEUCFIeeTTz7h0ksv7bL9pptu4sUXX+zT4PTm5mbuuuuuKCPo3/72t4oR9DlEluWwsfemTZv49NNPmTFjRlgMnuvO0/LycioqKpgzZw4mk2lAx/B6vWGLlebmZoxGY9Q0juHAQMVfT8iyTGtra/javV5vOEWempra7XQZWZb50Y9+xF//+lc+/vhjJk2adMZr6Stf+9rXOHXqFJ999ll423e/+112794dFRUE2LBhA0VFRezbt6/f52lra2P06NE8+uijfOtb3+pxP6PRGI76OZ1O7HY78fHxGI1GXC4Xf/7zn9m4cSPf/va3w194q6urGTlyZL/XpaDQG4oAVFBQGHRkWaaxsZE33niDjRs38tFHHzFp0iTWrl1Lfn4+kyZNGjIxKMsyJ06coKamhrlz5w6oTisWoWkc9fX1NDU1YTAYwmIwISHhnIhdl8vF/v37B1X8dUaW5XCtqMViweFwYDabwyny0HQZWZZ54okneO655/joo4+YNm3aoK+lJ/bu3cvixYt57LHHuO6669izZw+33XYbzz//PDfccEN4P5vNRlZWFr/4xS/4xje+0eU4l112GevWreOuu+4C4L777uOqq65izJgxnD59mkceeYTCwkKKi4u77WguKyvj3nvv5ZFHHmHWrFlhqyudTkdKSgp//vOfGTVqFKdOneLb3/428fHxPPjgg+zZs4eNGzfywgsvdFuuoKAwUBQBqKCgcFaRZZmWlhY2b97Mxo0bef/998nNzWXt2rWsW7eOqVOnnrVaJ1mWKSkpwWKxMHfu3LDB9WATCATCjRQNDQ1oNJpwmthkMg2JGAyJv5SUlCEV2E6nMzyjuLW1lT//+c/hMXp//vOf+eijj5g5c+aQrKUzW7Zs4cEHH6S0tJTc3Fzuuecebrvttqh9nn/+eb7zne9QW1sbMzKck5PDhg0bePTRRwG4/vrr+fTTT2lqaiItLY2lS5fyk5/8hLy8vG7X8fHHH/N///d/rF+/nltuuYXVq1eTl5fHrFmz+Oijj9DpdDz77LOkp6dTVFTEihUryMjIoKCggFdffZVrrrlmUO+LggIoAlBBQWGIaW1tZcuWLWzatIl33nmHrKyscGRw9uzZgyYGZVnm6NGjNDc3M3fu3CGr15MkKdxIERrNFjmF5GyI3XMl/jrj8Xh4+umn+fe//83hw4fJy8vjhhtuYN26dcyYMeNLXcP2q1/9iqeeeopnn32W7du38/jjj6PVannzzTf53e9+x7p167jlllswGAyUl5eHJ9PMnTtXqf9TOCsoLUYKCt3w6aefctVVV5GdnY0gCLzxxhtRj2/YsAFBEKL+XXnllVH7NDc3c8MNN5CYmEhSUhK33nrrWfdaG+6YTCZuuOEGNm7cSH19Pf/v//0/ampqWLVqFdOmTeP73/8+u3btIhAIDPgckiRRVFRES0sL8+bNG9JmDVEUSUtLY+rUqVx00UVMnz4dQRAoKiri008/5ciRIzQ0NJzR9UUyXMQfBDtv4+Pjqays5L333uNHP/oRR44cYcmSJfzhD384Z+s6l3i9XiBYf7hy5UrWrVvHwYMHw9ZCa9euZfr06fzxj38M+wnm5uZy9dVXh10OFBTOBkoEUEGhG7Zu3cr27duZO3cu69evj7KrgaAArK+vj5o0oNPporpLV6xYQW1tLc899xw+n4+bb76Z+fPn889//nMoL+W8wOl08t5777Fx40a2bNlCfHw8V111Ffn5+SxatKjPvmiSJHHo0CFcLhdz5swJ16SdayIbKerr6/H5fKSmppKRkUFKSsqAfN+Gk/iTZZkXX3yRBx98kLfffpsLL7wwap1+v3/Q6i/PN9xuNzabDYPBwLXXXhsezRdpKXTRRRfhdrvZs2fPOVypwpcJRQAqKPSBzn6FEBSAVqu1S2QwRMivcO/eveG5xe+88w4rV65U/Ap7we128+GHH7Jx40Y2b96MWq1m9erVrFu3jqVLl3bbdRoIBDh48CA+n485c+Z0u9+5RpZl7HZ7uJHC5XJFGU/3Zd3DTfz9/e9/57777uOtt97ikksuOWdrGS5Emjnffvvt7NmzhwMHDvDBBx9w//33s2HDBr75zW+iVqsRBIGysjIuvPBCXnnlFZYuXXqOV6/wZUBJASsonAGffPIJ6enpTJw4kTvuuIOmpqbwYzt37iQpKSks/gCWLVuGKIrs3r37XCz3vEGv17Nq1Sr+8pe/UFtby9/+9jdUKhW33HILeXl5fPOb3+S9994Lp9cAWlpa2LFjB4FAgLlz5w5b8QfBLxSJiYmMGzeOxYsXs3DhQkwmE1VVVWzbto2CggKqq6vxeDwxn+9yudi3b9+wEX+vvvoq9957Lxs3blTEH8EvIiHx99RTT2E0Gjl48CAPPfQQy5Yt47LLLuOf//wnJ06cQBAEAoEAo0ePZteuXYr4UxgyFAGooDBArrzySv7617/y4Ycf8uSTT7Jt2zZWrFgRru2qq6sjPT096jlqtRqz2UxdXd25WPJ5iUaj4fLLL+e5556jpqaG1157jfj4eO68805ycnK47bbbePnll1m2bBn/+te/mDNnznk3RstoNJKbm8sFF1zAkiVLSElJoba2ls8++4y9e/dSVVWFy+UCOsRfamrqORd/AK+//jp33303r7zyCldcccVZOUdNTQ033ngjKSkpGAwGpk+fHuXZ15d63Fg8/fTT5OTkoNfrWbhw4aClX0Mm2UuWLOHtt99m4sSJrFq1ii1btrB582aeeuopAoEA3/72t8P7q9VqRo0aBXBeztlWOP9QBKCCwgC5/vrrWbNmDdOnTyc/P58tW7awd+9ePvnkk3O9tC8sarWaSy65hKeffpqqqiq2bNmC0WjkzjvvxOPx4HA42Lx5Mw6H41wvdcAYDAbGjBnD/PnzufDCC8nMzKShoYHt27ezc+dOdu3ahclkGhbib8uWLdx+++38/e9/Z9WqVWflHC0tLSxZsgSNRsPWrVspLi7mF7/4RZdJLldeeSW1tbXhf//61796PO4rr7zCPffcwyOPPEJBQQEzZ85k+fLlXeaM9wWbzcaBAweitn300Ud4vV7+9a9/8b//+7/86U9/YtKkSTz//PPYbDY2bdrEgQMHwv6CkZzr11Xhy4EiABUUBomxY8eSmpoaHgmVmZnZ5cPE7/fT3NxMZmbmuVjiFwqVSkVubi7btm0jPz+fv/3tb+Tm5vLoo4+Sk5PDDTfcwKuvvordbj/XSx0wOp2OUaNGMXfuXBYsWIDb7UatVmOxWNi1axcnT57Ebrefk4jRO++8wy233MKLL74YVRs72Dz55JOMGjWKF154gQULFpCbm8sVV1zRxXdPp9ORmZkZ/tfTqD+AX/7yl9x2223cfPPNTJkyhWeffZa4uDj+8pe/9Gt9fr+fb33rW12mi1RXV9PY2EhGRgYAGRkZ/OhHP2LXrl385Cc/YfTo0Tz00EPMnz+/X+dTUBgsFAGooDBIVFdX09TURFZWFgCLFi3CarWyf//+8D4fffQRkiSxcOHCc7XMLxS/+MUvWLp0KX//+99ZsmQJTz31FCUlJXz++edMmTKFJ598kpycHK677jr+8Y9/YLVaz8v0msvl4uDBg2RlZbF06VIuueQScnNzcTgc7N27l+3bt1NaWkpra+uQXN9HH33E17/+dZ5//vmzblK8efNm5s2bx7XXXkt6ejqzZ8/mj3/8Y5f9eqrH7YzX62X//v0sW7YsvE0URZYtW8bOnTv7tT61Ws1dd93FnXfeGbV9ypQpGAwGqqqqCAQC+Hw+xo8fz8UXX8wvfvEL/vnPf/Ktb32Lm266CVDSvgpDj9IFrKDQDW1tbeFo3uzZs/nlL3/JpZdeitlsxmw289hjj3H11VeTmZnJyZMneeCBB7Db7Rw+fDhsPbJixQrq6+t59tlnwzYw8+bNU2xgBgm/348oit2aK8uyzJEjR3jttdd4/fXXOXbsGJdccgn5+fmsXr0as9k87NNtoZq/tLQ0Jk6c2GW9gUAgynhapVJFGU8P9vV9+umnXHvttfzud7/jpptuOuv3L2SVcs8993Dttdeyd+9evv3tb/Pss8+GxdPLL79MXFwcubm5nDx5kh/84AcYjUZ27twZrseL5PTp04wYMYIdO3awaNGi8PYHHniAbdu29blJq7NB86233so3v/lN5s6dS2lpKUuWLOGhhx7i7rvvRpIkBEHgW9/6Fna7nYqKCl566SXGjBlzJrdHQWHAKAJQQaEbPvnkEy699NIu22+66Sb+8Ic/kJ+fz4EDB7BarWRnZ3PFFVfw4x//OJzygaAR9F133cVbb72FKIpcffXV/Pa3v8VoNA7lpSgQ/LA+fvw4GzduZNOmTRw8eJALL7yQ/Px8rrrqKtLT04edGOxN/HVGkiRaWlqor6+noaEBWZbDYtBsNp/xFJIdO3awfv16fv7zn3PbbbcNyf3SarXMmzcvKsX6rW99i71793YbrSsrKyMvL48PPviAyy67rMvjgyUAO3PllVdy6tQptm3bRmpqKr/73e+49957ee2111izZg1Hjx7lzjvv5JZbbuFHP/oRL7/8MnPmzBnQuRQUzhRFACooKHzpkGWZ8vLysBjct28fixYtYu3ataxZsyY8/eVc0l/x1xlZlrFarWGvQb/fT1paGunp6aSkpMSMjPXEnj17yM/P5/HHH+fOO+8csvszZswYLr/8cv70pz+Ft/3hD3/g8ccfp6amptvnpaWl8fjjj3P77bd3eczr9RIXF8drr70WVb940003YbVaefPNN3tdV2T0T5IkRFGkqKiI++67j7y8PJ588klEUeSHP/whv/71r5k6dSrl5eXccsst/Pa3v2XChAk88cQTrF+/vh93Q0Fh8FBqABUUFL50CILA2LFjuf/++9mxYwcnT55k/fr1vPnmm0yePJlly5bxm9/8hsrKynNSm3Wm4g+C15icnMzEiRNZunRpeCpKaWkpn3zyCQcPHqS2tha/39/rsQoKCli3bh2PPPLIkIo/CFqplJSURG07fvx4j6nTzvW4ndFqtcydO5cPP/wwvE2SJD788MOoiGB3BAKBqHsQsn6aMmUKK1eupKioiPfff5+4uDj+3//7f/znP//huuuu45lnnuG3v/0tVVVVmM3msO2LgsK5QIkAKigoKLQjyzK1tbW8/vrrbNy4kc8++4wZM2aQn5/P2rVrycvLO+viZzDEX0/IsozD4aC+vh6LxYLD4YiaQhKaURvi0KFDrFq1igceeIAHHnhgyCOje/fuZfHixTz22GNcd9117Nmzh9tuu43nn3+eG264gba2tj7V41522WWsW7cubLvyyiuvcNNNN/Hcc8+xYMECfv3rX/Pqq69y7NixqDKOzoSifQCPP/44R44cQa1Ws379etatW4ckSVx//fWUlZXx0UcfkZiYGPX806dPc9NNN6HT6diyZctZumsKCr2jCEAFBQWFGMiyTGNjY1gMfvzxx0yaNCksBs+GD5/T6WT//v1nTfx1d85Qmthms5GcnMzx48dZuHAhbrebFStWcPfdd/PQQw+ds7T4li1bePDBByktLSU3N5d77rmH2267DQgK5r7U4+bk5LBhwwYeffTR8Lbf//73/OxnP6Ouro5Zs2bx29/+ts8d+nfccQdbt27lv/7rvxBFkd/+9rf8+9//ZuXKlfj9fqZNm8akSZPCoyJlWWbnzp088sgjtLS0hI2sIwWlgsJQoghABQUFhV6QZZmWlhbefPNNNm3axPvvv8/YsWNZu3Yt69atY8qUKWf8IR4Sf+np6UyYMOGciC23243FYuF//ud/2LlzJ8nJycycOZPnn3++i+/el5ndu3dzxx138Ne//pVp06bx+9//ngcffJD//Oc/LF68GJVKxe7du1m1ahXPPvts2CqnsrKS3bt3c8011yCKYtS8YAWFoUb52qGgcJ7z05/+lPnz55OQkEB6ejr5+fldaqbcbjd33nknKSkpGI1Grr76aurr66P2qaqqYtWqVcTFxZGens7999/fp/qwLwOCIGA2m7n55pt56623qK+v5wc/+AElJSVceumlzJ49OzxRQpKkfh9/OIg/CFqujB49mmeeeYacnBwWLFiAWq1m8uTJzJ49u0/NEV8GmpqaSE1NZdq0afz5z3/m//7v//jLX/7ChRdeGN5n4sSJ/Otf/4rySRwzZgzXXXcdoihGzQtWUDgXKAJQQeE8Z9u2bdx5553s2rWL999/H5/PxxVXXBE1Du273/0ub731Fv/+97/Ztm0bp0+fjuo+DAQCrFq1Cq/Xy44dO3jppZd48cUXefjhh8/FJQ17TCYTN954I5s2baK+vp6f/OQnVFVVsWLFCqZPn86DDz7I7t27+yQGh4v4C1FRUcHq1avDs2vfffddLBYL9957b5fZ1l8GQg0ekTgcDlJTU3nhhRfCnoTXXnstLS0tPPHEE7S2tpKUlMTll1/e7TH624WtoDDYKClgBYUvGA0NDaSnp7Nt2zYuuugiWltbSUtL45///Gc4GnHs2DEmT57Mzp07ueCCC9i6dSurV6/m9OnT4bqpZ599lu9973s0NDR0aQxQiI3T6eTdd99l48aNvP322xiNRq666iry8/NZtGhRlw/94Sb+Tp06xZVXXsny5ct55plnvtS1aeXl5eTm5oZ/3rVrFwATJkzAYrGwePFiPB4Pf//731m3bh0Q/L26//77+eEPf6hM+1EY9nx5f7sVFL6gtLa2AmA2mwHYv38/Pp8vauzVpEmTGD16dNhId+fOnUyfPj2qaH758uXYbDaOHDkyhKs/v4mLi2PdunX8/e9/p7a2lj/84Q+43W6++tWvMn78eL797W/zySef4PP5OHLkCLfffjspKSnDQvzV1tayatUqvvKVr/D0009/qcXfX/7yF2677TYqKioA+PGPf8yll17KjTfeyPr168nKyuKWW24hOTk5LP7a2tq4/fbbMRgMivhTOC/48v6GKyh8AZEkie985zssWbKEadOmAVBXV4dWqyUpKSlq34yMDOrq6sL7dLa+CP0c2kehf+j1elavXs1f/vIX6urq+Otf/4ooitx8883k5OSwfPlyfD4fY8eOPefir76+nlWrVrF48WKef/75s5aerKmp4cYbbyQlJQWDwcD06dPD3bA+n4/vfe97TJ8+nfj4eLKzs/n617/O6dOnezzmo48+iiAIUf8mTZp0Rus0mUw4HA7effdddu7cycsvv8ybb77JT3/6UxISErjvvvtYv349kyZNIjs7m6997WtceOGF+P1+Xn31VYAB1YIqKAwligBUUPgCceedd1JUVMTLL798rpeiEIFGo+GKK67gueeeY9u2bWg0GnJzc9m3bx95eXn87//+L1u2bMHtdg/52hobG7nqqquYNWsWf/nLX86a+GtpaWHJkiVoNBq2bt1KcXExv/jFL0hOTgaC6fCCggIeeughCgoK2LRpEyUlJaxZs6bXY0+dOpXa2trwv88///yM1nr11VezcuVKHnnkEQoLC7nxxhu54ooruPbaa1m/fj1lZWWUlZXxzDPPsH79enQ6HWvXrmX79u1Ax4xqBYXhjNKCpKDwBeGuu+5iy5YtfPrpp4wcOTK8PTMzE6/Xi9VqjYoC1tfXk5mZGd5nz549UccLdQmH9lE4cyoqKrj88sv57//+b37+858jSRI7duxg48aN3H///VitVq688krWrl3LFVdcQVxc3FldT3NzM1dddRUTJkzgb3/721ntSn3yyScZNWoUL7zwQnhbZI2dyWTi/fffj3rO73//exYsWEBVVRWjR4/+/+3de1SVVf4G8OdwQAUEzJDQVSIqwpAQKkaIP7Mi8QJBAyojAqJhEehq1MnRSfM6JqaoaeDApGYyKDcVQglBYlYwojgIyCSXUFM4gk6IIvezf3+wePOkNpXK7X0+a7HkvLfz7rVci+fd7977+9Bra2trP7b/px3r8q1atUqq3bt27Vppf0BAADIzM7Ft2zakpqZi165daGtrk4IzZ/dST8FHFKIeTgiBkJAQJCYmIiMjQ+OPKgCMGzcOOjo6GmWvLl68iCtXrkhlrxwdHVFYWIjq6mrpmLS0NBgaGsLa2rpzGiIDxsbGWLlyJT7++GMoFAoolUr83//9H7Zv346Kigp89dVXGDp0KFavXo1hw4bBx8cHsbGxuH379mO/l9raWri7u2Po0KGIiYmBjo7OY/+Oex07dgz29vaYOXMmTExMMGbMGERGRv7sObdu3YJCobhv+MJPlZaWYsiQIRg+fDh8fHxw5cqV33yfWlpa0uvb9evXw8nJCRkZGRqz6vfv3w+FQoEZM2YA0JzRy9m91FNwFjBRD/fuu+8iOjoaR48ehaWlpbTdyMgIurq6ANqrFqSkpGDfvn0wNDTEokWLAADZ2dkA2nst7OzsMGTIEISGhkKlUsHX1xdvvfUW/vrXv3Z+o2ROrVYjPz8fcXFxSExMxKVLl+Ds7Ax3d3dMnz4dRkZGjzRusK6uDh4eHhgwYACOHDmCfv36Pca7f7CO71iyZAlmzpyJM2fOSEuo+Pv733d8Y2MjnJycYGVlhYMHDz70usePH8edO3dgaWmJqqoqrF27FteuXUNRUREMDAwe6Z6FEDhw4AD27NmDoKAgzJkzB0IIKJVKZGdnY8uWLTh8+PATD89ETwIDIFEP97AgsHfvXsybNw9A+x/TpUuX4h//+AeampqkZT7ufW12+fJlBAUFITMzE/r6+vD398dHH33E11ldTAiBCxcuIC4uThoX98orr8DDwwMzZszAwIEDf1UYvHPnjjRuLTk5WXpIeNL69OkDe3t76aEDABYvXowzZ85Is9E7tLS0wNPTE1evXkVmZuZ99XR/Tm1tLczMzLBt2zYsWLDgN9+vEAIKhQItLS0ICAhAeXk5EhISMHjwYAghpHF+SqWS5dyoR2IAJCLqIYQQKCkpQXx8POLj41FQUIBJkybB3d0dbm5uMDEx+dkwePfuXXh5eUEIIa1T2FnMzMzw+uuvIyoqStoWHh6ODRs24Nq1a9K2lpYWzJo1C9999x0yMjLw9NNP/+rvGj9+PJydnbFp06ZHuueOENjU1ARbW1uMHj0a8fHxj3RNou6CjyxERD2EQqGApaUlVq5cibNnz+Lbb7+Fi4sLoqOjMWrUKEybNg3h4eGorKzET5/tO9YjbG5uRlJSUqeGPwBwcnK6r0RhSUkJzMzMpM8d4a+0tBQnT578TeHvzp07KC8vx+DBgx/5nhUKBdRqNfr27YvY2FikpaUhLCzska9L1B2wB5CIqIcTQuD7779HfHw8EhMTkZOTg/Hjx+ONN96Ah4cHnnnmGfj4+ODGjRv46quv/uekiifhzJkzmDBhAtauXYtZs2YhNzcXgYGB+Nvf/gYfHx+0tLTAy8sL586dQ3Jyssa6lAMHDpSq0bz22mt48803ERISAgBYtmwZ3NzcYGZmhsrKSmnpluLiYgwaNOix3X99fT1iY2Ph5ub2m4IpUXfDAEhE1IsIIVBZWYnExEQkJCQgKysLBgYGMDExQU5OjlQhpiskJydjxYoVKC0thbm5OZYsWYLAwEAA7Uvk/HQGe4dTp05h8uTJAIBhw4Zh3rx5WLNmDQDA29sbWVlZuHnzJgYNGoSJEydi48aNGDFixGO//45Xwvcu+0LUUzEAElGn2rRpExISEvDtt99CV1cXEyZMwObNmzVmME+ePBlff/21xnlvv/02IiIipM9XrlxBUFAQTp06hf79+8Pf3x+bNm3ipJV7CCFQU1OD5cuXY+nSpVJ1GCIiBkCibqg3zyqcOnUqvL29MX78eLS2tmLlypUoKipCcXEx9PX1AbQHwFGjRmHdunXSeXp6etJs0I5la0xNTbFlyxZUVVXBz88PgYGBXLaGiOgXYAAkoi5VU1MDExMTfP3115g0aRKA9gBoZ2eH7du3P/Cc48ePw9XVFZWVldJYsYiICCxfvhw1NTXSeDEiInqw3tnFQNQDdTyL7dq1CyUlJRrbfvp7b3Lr1i0AuG9s2sGDB2FsbIzRo0djxYoVuHv3rrQvJycHNjY2GhMFXFxcUFdXhwsXLnTOjRMR9WAcLEPUTSgUCqhUKnzyySdoa2vDqFGjoFAoUFZWhpEjR2qs76ZWq6FQKB6pGkR3oFar8d5778HJyUljfNqcOXNgZmaGIUOGoKCgAMuXL8fFixeRkJAAAFCpVBrhD4D0WaVSdV4DiIh6KPYAEnUDHb17p0+fxvDhw6X6u9988w1Gjx4NKysrjeO1tLQ0wl9P7R0MDg5GUVERYmJiNLYvXLgQLi4usLGxgY+PDz7//HMkJiaivLy8i+6UOly7dg1z587F008/DV1dXdjY2ODs2bPSfiEEVq9ejcGDB0NXVxfOzs4oLS39n9fdvXs3hg0bhn79+sHBwQG5ublPshlEsscASNQNdIS5wsJC6Ovrw97eHv/85z+xf/9+NDc3w9XVFUD7H9cdO3ZgwYIFaGtru+/8trY2qZB9Ryi8evVqZzblFwsJCUFycjJOnTqFZ5999mePdXBwAACUlZUBAExNTXH9+nWNYzo+31vejh6vH374AU5OTtDR0cHx48dRXFyMrVu34qmnnpKOCQ0Nxc6dOxEREYHTp09DX18fLi4uaGxsfOh1Dx06hCVLluDDDz/EuXPn8MILL8DFxQXV1dWd0SwiWWIAJOom7ty5g6qqKpiamkKpVGLevHmYPHkyRo4cKU2OCAsLw6FDh2BlZQWlUinViT127Bjq6+uhVCql2cMdJaw2bNiABQsWSMGwqwkhEBISgsTERGRkZDx07bd75efnA4BU3cHR0RGFhYUaASEtLQ2GhoZS7yk9fps3b8Zzzz2HvXv34sUXX4S5uTmmTJkirbknhMD27dvxwQcfwN3dHba2tvj8889RWVmJI0eOPPS627ZtQ2BgIAICAmBtbY2IiAjo6enhs88+66SWEckPAyBRF+voqSsrK4MQAg0NDdi0aROcnJwwadIkGBkZwcLCAvn5+Vi/fj1CQkLwpz/9CcXFxRg7diz++Mc/Ys2aNTAxMcE777yD2tpa6dp9+/ZFREQENm7cCC0trW7xqjg4OBhffPEFoqOjYWBgAJVKBZVKhYaGBgBAeXk51q9fj7y8PFy6dAnHjh2Dn58fJk2aBFtbWwDAlClTYG1tDV9fX5w/fx6pqan44IMPEBwcjL59+3Zl83q1Y8eOwd7eHjNnzoSJiQnGjBmDyMhIaX9FRQVUKhWcnZ2lbUZGRnBwcEBOTs4Dr9nc3Iy8vDyNc7S0tODs7PzQc4jo0TEAEnWxjte3NTU1KCsrQ1xcHBQKBcLDw3Hy5Ek4ODggLy8P69atw+zZszFnzhz861//gpubG+bOnYvk5GScO3cOGRkZyMzMRHZ2tnTtw4cPo7GxUXoteu+r4q4Kg+Hh4bh16xYmT56MwYMHSz+HDh0CAPTp0wcnT57ElClTYGVlhaVLl8LT0xNJSUnSNZRKJZKTk6FUKuHo6Ii5c+fCz89PY91Aevy+++47hIeHw8LCAqmpqQgKCsLixYuxf/9+AD9OwHnQBJ2HTc65ceMG2traftU5RPToOAuYqBsQQuDixYs4efIkXn75ZaxcuRL6+vo4e/YsdHR0sGrVKgQEBGDx4sVoampCaGgoKioqsH37dly/fh1eXl5wcHCAs7Mzjh49iunTpyMhIQHe3t4oKyvD8OHDNb7v3jJWHYtOd5S5qq+vlxZkflJt/TnPPffcfVVAHsTMzAwpKSmP67boF1Cr1bC3t5cW2x4zZgyKiooQEREBf3//Lr47Ivo1GACJugGFQoFZs2ZBW1sbr776Kvr374/q6moUFBTgwoULmDRpElavXg0AyMrKQmZmJrKysnDr1i1ERUXB1dUV2traqK2txfr16/HDDz9g79698PPzk8JfdXU1srKyEBcXh+effx4LFy7EM888I40Z7AiAkZGR+PLLL7F161bplSsR0D4G86djLH/3u98hPj4ewI8TcK5fvy6N1+z4bGdn98BrGhsbQ6lUPnBSDyf0ED05DIBE3UTHGL4Ora2t0NfXx9ixY/H3v/9d2l5bW4vbt29j4sSJAIAZM2agrq4OGRkZyMnJwTvvvIPdu3ejvr4e77//PgAgPT0dGzZswJUrV+Dh4YETJ07g2rVr8PLywoULFxAcHAxtbW00NTUhNjYWL7300n29hkROTk64ePGixraSkhKYmZkBAMzNzWFqaor09HQp8NXV1eH06dMICgp64DX79OmDcePGIT09HR4eHgDaexrT09MREhLyxNpCJHuCiLoFtVot1Gr1fdubmpqk/UIIkZubK0aMGCHCwsKkY1pbW6Xfa2pqhIWFhQgNDRVqtVrcvXtXPPvssyIgIEBcunRJCCFEW1ubcHd3FwqFQnh7e0vn7ty5U1hYWIiioqIn0UTq4XJzc4W2trbYuHGjKC0tFQcPHhR6enriiy++kI756KOPxIABA8TRo0dFQUGBcHd3F+bm5qKhoUE65tVXXxWffPKJ9DkmJkb07dtX7Nu3TxQXF4uFCxeKAQMGCJVK1antI5IT9gASdRM/rerRsWxLR13bjv3jx4/H22+/jQ0bNiAmJgaurq64c+cO3N3d4ejoiLCwMOjo6MDHxwcKhQKhoaFobm7Gnj17oKOjA6B9lqWenh4GDRqEjz/+GADw/fffIzIyEk5OTsjOzkZ0dDS8vb1hY2Mj3Y+WlhZu3ryJq1evwtbWtsdXIqFfZ/z48UhMTMSKFSuwbt06mJubY/v27fDx8ZGOef/991FfX4+FCxeitrYWEydOxIkTJ9CvXz/pmPLycty4cUP6PHv2bNTU1GD16tVQqVSws7PDiRMn7psYQkSPUVcnUCL6bW7evCl27NghZs+eLdasWSPq6+vF+fPnhbGxsfjss8+EEEL897//FXZ2dmLlypVCCCH1whQWFopXXnlFhISECCHaexm3bNkilEqlePnll8XOnTuFp6en0NPTEydOnND43sOHDwt7e3uxd+9eIUR7b2Jv9umnnwobGxthYGAgDAwMxEsvvSRSUlKk/Q0NDeLdd98VAwcOFPr6+uL3v//9fT1Xly9fFtOnTxe6urpi0KBBYtmyZaKlpaWzm0JEJFEI0Q0WBiOiX0wIASGENHkD+LF37sCBAwgLC8O5c+cAAI2NjRg4cCC2bt2qMQYrODgYpaWlWLNmDSZMmICMjAx8+OGHsLS0RFRUFACgoaEB06dPx4gRI6RtFhYWaGxshKOjIw4cOCCLNfeSkpKgVCphYWEBIQT279+PLVu24N///jeef/55BAUF4csvv8S+fftgZGSEkJAQaGlp4ZtvvgHQvuSOnZ0dTE1NsWXLFlRVVcHPzw+BgYHSbFoiok7XpfGTiB5Ja2vrfeMG7+1ZamhoED4+PuLFF18U+fn5Ii8vTyxatEgoFAoRGRkp9QjOnDlTeHp6aoz9KykpEW5ubiI4OFjatmzZMqGjoyOMjY2FgYGBWLVq1RNuYff01FNPiaioKFFbWyt0dHREbGystO8///mPACBycnKEEEKkpKQILS0tjV7B8PBwYWhoKI3vJCLqbFwImqgHUyqVGuPw1Go1tLXbh/Y2NzejX79++Mtf/gJDQ0N4enoiIiICSUlJsLGxwfz589GvXz9UVFTgyJEj8PX11Vji4/Dhw6irq8Mf/vAHAMDly5dx/vx5zJ8/HzU1NUhMTMQLL7wgfa8ctLW1ISYmBvX19XB0dEReXh5aWlo0qlhYWVlh6NChUhWLnJwc2NjYaIxnc3FxQV1dHS5cuNDpbSAiArgMDFGvcu9r4ezsbDQ2NmLq1KlIS0sDAOzevRulpaV48803oaWlBZVKhdWrV8Pe3h7u7u7SIs3V1dWIjY2Fl5cXnJycAAAJCQlQqVTYuXMnAOC111574Pf2RoWFhXB0dERjYyP69++PxMREWFtbIz8/H3369MGAAQM0jr+3ioVKpXpglYuOfUREXYEBkKgXam1tRUVFBf785z9jzJgxmDp1KgoLCxEXF4e1a9di/vz5AIDKykqUlZVhyZIlANp78pRKJXbt2iUtTg0ARUVFSEpKwrRp02BlZdVl7eoqlpaWyM/Px61btxAXFwd/f/9fVK2EiKi7YgAk6oW0tbUREBAABwcH7Nu3D6mpqRg7diwOHjwIV1dX6bixY8dKryqB9lfKBQUF2LBhA/bs2YNRo0YBAKKioqCjowNfX18AP046kYs+ffpg5MiRAIBx48bhzJkz2LFjB2bPno3m5mbU1tZq9ALeW8XC1NQUubm5GtfrqHrBShdE1FUYAIl6MWtra4SGhgL4sdRbx7/Ag4OcsbExli9fjsDAQGlbUVERLCwsMHr0aAC9/5Xv/6JWq9HU1IRx48ZBR0cH6enp8PT0BABcvHgRV65cgaOjIwDA0dERGzduRHV1NUxMTAAAaWlpMDQ0vK+sGhFRZ+EyMES9mBBCeq37KNfYu3cv3nvvPbzxxhtYtWoVLC0tH+Nddm8rVqzAtGnTMHToUNy+fRvR0dHYvHkzUlNT8frrryMoKAgpKSnYt28fDA0NsWjRIgDtYzCBH5eBGTJkCEJDQ6FSqeDr64u33nqLy8AQUZdhDyBRL6ZQKH51+Ptpr6BCocD8+fNhaWmJuLg4lJaWyioAVldXw8/PD1VVVTAyMoKtra0U/gAgLCwMWlpa8PT0RFNTE1xcXPDpp59K5yuVSiQnJyMoKAiOjo7Q19eHv78/1q1b11VNIiJiDyARERGR3Mh7IA8R/WJqtRp8XiQi6h3YA0hEREQkM+wBJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimWEAJCIiIpIZBkAiIiIimfl/CObi+/A2Q54AAAAASUVORK5CYII=", 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.show(probspace=ps, targetSpec=['weight'], condSpec=['height'], controlFor=['gender'], \n", + " filtSpec=[('income', None, 9)], gtype='pdf', power=1, enhance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 302114\n", + "Viz.show: Target = [('weight',)] , Condition = [('height',)]\n", + "Viz.show: Showing graph = 2-variable Probability Distribution plot. , power = 1\n", + "Viz.show: Controlling for ['gender']\n", + "Controlling for: ['gender'] , power = 1\n", + "Test Time = 282.498\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "abac67bef050471293665db67e159d73", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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ra6OlpYVYLKbFwRSJx+Nlc4zz+TxPP/00nudx+PBhCoUCjY2NQYSwubl5RsfWwcQEoWEYVU0l+j3XaC4fWgBqNFcI4ZvqD37wA17xildQV1c35j7nz5/nwIEDrFq1Kpj9C8U6walG2yYjAIeHh9mzZw+pVIodO3Zgmiae5zE4OEh/f38QsWpsbAwEhOd5My5QFhJ+PeCmTZtIJBLkcrkgQnjw4EFs26a5uTlIFzc3N8947V5YEPqflShBWFlDqAWhRjNzaAGo0VwBhMe5wfgizHVdDh48yMWLF7nhhhuC6JDPdOr4JiIew7OE169fz1VXXRV0KVemMAuFAv39/Zw7d45MJsOTTz4ZCJS2tjYaGxvnTHPBfEhR+2v0xZQ/tm758uUopcjlcsGUEn9snX+9W1tbZ/x6h2cYh9cnpWR4eJgDBw5w8803a0Go0cwwWgBqNPOcsLefHzkZaxzbyMgIe/bsIR6Pc/vtt5NMJqu2mc44NyHEmPu6rsuBAwe4dOkS27Zto729fczjJRIJli9fjuu6DAwMsHHjRgYGBujv7+fs2bMopWhpaaGtrY3W1lbq6+u1MBiDSgEYRghBXV0ddXV1rFy5smyO8cDAAGfOnAmud3iO8Uw3lMCoIMzn85imGZQ22LYNRNvO6Pddo5k4WgBqNPOUsbz9ogScUoqzZ89y+PBh1q1bx8aNGy/LOLex9vXFZyKRqJolPNGbd6VASafTDAwMcOnSJY4fP45pmoE4aWtrm7RJ8kJhItc7ao6xf739LmMhRJkgnEkBHm5gCkcI/f8VCgUtCDWaKaIFoEYzDxnP268yCuc4Dvv372dwcHBCUbfxonjj7VspAJVSdHV1cfDgwXHF51jHjXqssbGRxsbGYIza8PAw/f39dHd3c+TIkTKT5La2tipPvIXGWBHA8Yi63mMJ8JaWlmnNMfZ/2FSuIRwlrBSEhUIhiITHYrFAEE7EBkmjWUhoAajRzDMm4u0XrsMbGBigo6ODxsZGbr/99gkJoJlsAnFdl87OTvr6+rjpppsCv7qpMN6aDMOgpaUlmFfsui5DQ0P09/dz5swZOjs7A088v8P4cligzGWmIwArMQwjmGO8du3aQID7Y+uOHj2KZVllU0omE5H1O9nHYixBmM/ng220INRoytECUKOZJ0zG288wDDzP48SJExw7doxNmzaxbt26WRnnFt43XG+4a9euyHrDMGOdcyo3a8uyaG9vDyKeYU+8o0ePks/nAwuUtrY2mpqarvgO45kUgJWEBfj69evxPC8QhBcuXODw4cNBRNZPG4/1mYiKAI7HRAWhb0atBaFmoaIFoEYzD5jsODeAI0eO4LouO3bsoLm5eVLnm24TiJ/y7ezsZO3atWzcuHHcG/l4gnMmJoxEeeL5DSUHDhzAdd2qDuMrTRRcTgFYSTgdDKMRWb/D+ODBg6RSqbIIYThC7f/QmQ61BKGUMhCEfuOUFoSahYQWgBrNHMeP+k10nFtfXx/ZbJbm5mZ27NgxpRTndMSW35V86NAhbrzxxsDOZSaYaZuVZDLJ8uXLAwsUv+PVTxkDQaSqra1t3Hq2+WID81IJm8qIrD/HeGBggNOnT3PgwIEgRd/S0oLrupfFgzBKEHqeh+d55PN5LQg1CwItADWaOUqlt99ExrkdO3aM06dPk0wmWbNmzZTr26baBJJOp9m3bx9KqZoWM1Plct98ozpeR0ZG6O/vp6+vj+PHj5fVs7W1tc3o65stXkoBWEnUHONwh3Emk8EwDI4ePRqIwstRs1k5xzgsCCubSsJzjOfKddRopoIWgBrNHMSPovkibLybTS6Xo6OjA9d12blzJ52dndOKRk2lCcSfKrJs2TK6u7sviziazQibECJocFi3bl1Qz9bf38/58+c5fPgwyWSyrKFkPjCXBGAlsVisLEV/5swZLly4gOd5VTWbfq3h5RhbV0sQuq4bPF9ZQ6gFoWa+oQWgRjOH8Gv9BgcHaWhomFDaqbu7m/3797N8+XKuueaaIF011Ro+mFwE0PM8Dh48SE9PDzfeeCOpVIru7u4pn3usNb2UKdaoejY/fRmOVl24cAHDMGhubp7xaNVMMB/S1D6maZJMJrnmmmuA0ZrNgYEBDh06hG3bNDU1Be/L5WjiqSUIXdfFcZwyQRieYzxXptNoNLWYe99OGs0CJSz+fvGLX/Arv/IrY4o/z/M4fPgw58+f57rrrmPZsmXBc9MVSxONAKbTafbs2YNlWezatYtUKkU2m52W+KzFXIuuVKYvbdvmF7/4BVJKDh8+TKFQKBMnl2Om7lSYyxHASiptYCprNsOC8Pz587iuWyUIL1cNYZQgPHv2LI7jsHbtWi0INXMeLQA1mjlAeJybP/ZqrJt0Op2mo6MDwzDYtWsXdXV1Zc/PRARwPAHop3zXrFnDpk2bghvc5YzUzeXoVTweJxaLsWrVKhYtWhTM1O3v76erqwvP88oaSmZ6hNpEmU8CcKwuYCFEMMd4xYoVZU08g4ODnDt3Dill1RzjmX7tYUFo23YQFfQjhBA9pUQLQs1LjRaAGs1LSNQ4N18ARt2owxM1KoVXmMuZAvY8j0OHDtHd3c0NN9wQ1GuF9/XXOpmb7UQMf+cTleIkk8kEgvDUqVMIIapG1s3Ga5xPAnAyPoBRTTz+Nfe7jJVSZR6EMy3C/R9wfhcxjEYIHcfBtu1AMGpBqHmp0QJQo3mJqOXtF75xhG9O4Yka49mrTGeUm7+WqGhbJpNhz549QeQxaqrDVAXgeLzUNYATodb6hBA0NDTQ0NDA6tWrkVIyMjLCwMAAFy9e5OjRo8Tj8TJBGJ6TPNPMJwE41bVWXnO/qzvcZewbV/vXfTpj66AoACvft6iUsR/x9yOElYLQ7zLWaC4nWgBqNC8BY3n7+TeKcPRjaGiIjo4OksnkhCZqTGeUG0QLyAsXLnDgwAFWrVrF1VdfPWZqDi5PunauC8CJ4jeJNDc3Bx3GlQbJdXV1ZR3GsVhsRs49HVE120xlEkgtwl3d/tg6XxD29vZy7NgxLMsqE4STjcpOZL1+w4hPWBBGRQjDXcYazUyiBaBGM4uEvf1qjXMLC0ClFKdPn+bo0aNs2LCBDRs2TOhGMN0UcFhASik5dOgQ58+f5/rrr2fp0qVj7jtVAXilpYAng2matLW10dbWxlVXXRU0Aw0MDHD8+HGy2WzZyLrm5uZpdbvOl2s5E5NAalEpwqWUgQjv6enhyJEjZVHZ8cbWQfFvZbLvy0QEoV8aEm4qmS/voWbuogWgRjNLSClxXXfccW7+Da9QKLB//36Gh4e55ZZbAvuRiTBTTSDZbJY9e/YARDab1NoXphatG++mdqVEAMcjFouxePHiIM1fKBSC+sGDBw9i23bVyLqJCqX5VgM4W1Y6hmGU2fyEo7JdXV0cOnQomGPs/68y3et53oyMrpuIIHziiScwDINf//Vfn9b5NAsXLQA1mstM+Avcv/mOdQP2n/vFL35BS0sLu3btKpuPOhGmWwMohGBkZISnn36alStXsnnz5kkV48PMi7X5IlouB4lEgmXLlrFs2TKUUkGHsZ8yllKWdRjX19fXvF7zTQC+VGsNR2Vh1PdxcHCQs2fP0tnZGaTp/cYSvwlkJgkLwnBU/lvf+hZNTU1aAGqmjBaAGs1lpLLRYzzxp5TixIkTAKxcuZKrr756SjdAwzCCAvPJIqVkYGCAkZERbrjhhjJ/wYngr3emvQDnQxMIzM7Iurq6Ourq6li5ciVKKdLpdFVzQ2WHsc98E4BzpTs2amxdlBF4T08PpmnOaN2mT3iGcTabZfny5TN6fM3CQgtAjeYyEfb2m8hEj3w+z969e8nn81iWxbJly6Z8o55qCjibzdLR0UE+n2fp0qWTFn8w9QigbdsMDQ2NaZg8HwTgbCOEoLGxkcbGRtasWYOUkuHhYQYGBuju7ubIkSNlqcv51ARyOWsAp0tlmt43Ageq6jZ9I/CZTGdnMhnq6+tn7HiahYcWgBrNDBPl7TfeDbe3t5d9+/axaNEitm3bxlNPPTXtJo7J7t/T08O+fftYsWIFixYtIp/PT+ncfpRzMmLt0qVLdHR0BJHScPTKt+aYL6Llpca3NmlpaWH9+vV4nhdEqs6cOUM6ncYwDI4cORJc57k4sg7mV8dyPB5HCMGaNWtobW0N6jYHBgaCyTCVgnA66eJMJkNDQ8MMvgLNQmNu/tVrNPMU33xWKYVlWeOKPyklR44c4ezZs1x77bWsXLkSmJ1JHuE1HD58mK6uLrZu3cry5cs5fvz4rJxfKcXJkyc5fvw4mzdvZvHixWSzWfr7+7l06RLHjx8nFosFBfeXY8TcTDIXI5SmadLe3k57ezsAXV1dnDlzBqUUx44dI5/Pz6gwmUnmUgp4IoRrAMN1m0BQtzk4OFjVyDOVsXVaAGqmixaAGs0MIaXEtm1eeOEFVq5cyapVq8bc3k+3SinZuXNn2Zf5TNi4TGT/XC7Hnj17gjX4KaWZ8BEcb3/Hcdi3bx8jIyPceuutNDY2Ytt2kM5cu3ZtWSdmb28vhUKBZ599lra2tqDwfq5Gr+YqpmkSj8fZvHkzQNk83c7OTlzXreowfqmicHM5BRzFWIK1cjJMZSOP53lVY+vGeu3ZbFangDXTQn9zajTTxE/5+l2+/ii3sfBNlVesWMHmzZurIi6zIQAvXrzIvn37WLZsGddcc03ZGqbbcDHe/sPDw7z44os0NDSwc+dO4vF45HrDnZiLFi1i3759rF+/nv7+fo4cOUKhUJiyHcpCpbIJJJlMsnz5cpYvX142T9dPGQNlHcbTnZYxGeZTCtjv9p9I9DSqkSeTyZSl6pVSZabU4bF1/vZTjQA+/PDDfPzjHw/GOX7605/m1ltvjdz2wIED3HfffezevZvTp0/z4IMPcs8995Rtc//99/N//+//5dChQ6RSKXbt2sX//t//O/iRoZmbaAGo0UyDKG+/scSX53kcPHiQnp6eMU2VL6cADKedt27dyooVK2b8/GMJQH/SxWSMrcMsWbIkmD+cy+Xo7+9nYGCAs2fPAkWx4kcIZ1OszBfG6gKOmqfrT8vo6+vj+PHjWJZV5oUXNQ5wpphPKWB/5u9U0ufhsXX+da/s7BZC0NLSwrlz51i8eDEjIyM0NjZO+lxf+9rXuPfee3nkkUfYsWMHDz30EHfeeSeHDx+umusNxUjjhg0bePOb38yf/MmfRB7zJz/5CX/0R3/E9u3bcV2XD37wg7zmNa+hs7NTRynnMFoAajRTYCxvv1oRwJGRETo6OrAsq+YcXZ+ZEGBR++dyuaDZojLtXLn/TEcAPc+js7OT3t5etm3bFtSkTeaYlaRSKVauXBlEUUZGRujv76e39yL16Q9QX3+crH0zmdRdNC+6ZtJ+ilNhrgvOydjARI1P81Py58+f5/DhwySTyTJBOJPXeD6lgMM/AqdLVGe3Lwgffvhhvv71r2NZFh/5yEf4zd/8TX75l3+ZTZs2Teh9/eQnP8ldd93Fu9/9bgAeeeQRvvOd7/ClL32J97///VXbb9++ne3btwNEPg/wve99r+y/v/zlL7NkyRJ2797NK1/5ysm+fM0soQWgRjNJwuPcoNrbzzCM4Gbgb3/u3DkOHTrE2rVr2bhx47g3iZkc5ebT29vL3r17Wbp0KVu2bBkzUjETRtLh82ezWV588UVM05zQLOOJHDPq+aamJhobU2xovQ+r/xCYilj70zTLp8l3tXNu5FXkkr9JW/tiWlpa5kyzw2wzHXshX+ht2LAhMEceGBjg9OnTHDhwgIaGhjJz5OnUaM6nCKD/93I51msYRiDE//Zv/5YHH3yQTZs2sWXLFr72ta9xzz338Hu/93t85jOfGfM4tm2ze/duPvCBD5Qd+9WvfjXPPPPMjK13aGgIIDDR1sxNtADUaCZB2NvPH8lUSTgC6DgOBw4coL+/n5tuuikwkR2PmUwBSyk5evQoZ86cqZnyjdp/piKAvr3MZCeKTAUlM5iZt4HZRWzIwmlXgAcGJFsvsb7131D2Nzh54nXsTb+S5ubmoMbwpWx2mE1m0gi60hzZtu0gbenXaDY1NZV1GE/m/Z9PNYBjfSfMNH60+/3vfz/Lli0jl8sxPDw87n59fX14nldVerJ06VIOHTo0I2uTUnLPPfdw++23c911183IMTWXBy0ANZoJMBlvPz8CODQ0xJ49e6irq+P222+vmhs6FjMlAPP5PB0dHTiOM2bKt5LpRgD9a3D48GHOnDnDddddN+2pBeNFAJXXg2G/DcEQRtZAuAIhBQqvbDthemxKfY8l699AX2Ex/f39QbOD3+jg17ZNVnzMRRuYSi7nJJB4PM7SpUsDgRHudD1//jyu65Y1lIQbG6KYbxHA2YooZzIZgODv2e8wngv80R/9Efv37+epp556qZeiGQctADWacagc5zaet58QgqGhIbq6urjqqqtYv379pG+4M1ED6DgOP/vZz1iyZAnXXnvtpG5O040AKqWCiMJkhOdEjhuJewSh3oVwbIgJrIHS9faqxYORNjCES0vv/yCx+btV9YM9PT1l0zN8QTgb9YOzwWyOgqu0PslkMoEgPHXqFEKIsvrByqad+VYDOFtr9cfOTVb0LVq0CNM06enpKXu8p6dnSlN/Krn77rv59re/zZNPPjmuDZbmpUcLQI1mDHxvv4lO9LBtm56eHgqFAtu3b6elpWVK552OAJRScu7cORzH4frrrw/MpSfDdJpA+vv7yefztLa2sm3bthnz6at17VVhD8R/D3NEIWICXDDSxW2FV72PMWKAkIjYJeKn7sPe8NGyZod169YF0zP6+/vLatv8dPFcMkueLC/VLOBwp+vq1auRUgYdxhcvXuTYsWOB6bcvvOdTCng2o5X+GLjJXpt4PM7NN9/M448/zhvf+EaguO7HH3+cu+++e8rrUUrxx3/8x3zjG9/giSeeYP369ZPeH+Z+A9WVhhaAGk0Eld5+ExF/ly5dYu/evcRiMdra2qYs/qC6kWSi+Clff57wVMQfTC0FrJTi1KlTHDt2jHg8ztq1a2fcpLlSlCpyYP4pZloiYsWbrzUoEMqPAFa8Z6oYAVSNxddmut/DGPw1ZMvtZZtVTs+wbTuwmzl48CCO48wZs+TJMlfS1IZh0NzcTHNzcyC6/Q7jrq4uDh48CMDp06dZvHgxra2txGKxl3jVtQlPAbncpNPpKQlAgHvvvZd3vetd3HLLLdx666089NBDZDKZoCv4ne98JytXruT+++8Hip/9zs7O4N9dXV3s2bOHhoYGNm7cCBTTvo8++ij//u//TmNjI93d3QA0NzePGaX0r9l8+du50tACUKOpYLIpXyklx48f59SpU2zevBmlFH19fdNaw1QigH19fezdu5dFixZxzTXX8Nxzz03r/JMRCo7jsH//foaGhti+fXtww5hJIt8D972YfQ6ieTTyYg6O/ltUXEKR8esCS/9tQOLC+8k1/gDM2jeqeDwejPUKmyX7EUIhBG1tbbiui23b03mZl52XKgI4HmHTbyiKjaeeegohBCdPnmT//v1lI+vmWhf3bNYATmcKyFvf+lZ6e3u577776O7u5sYbb+R73/teULd55syZskjm+fPnuemmm4L/fuCBB3jggQe44447eOKJJwD43Oc+B8Av/dIvlZ3r7//+7/md3/mdmmsxTZPz58/zk5/8hBMnTgS1jStWrODaa69lw4YNrF69ek69z1cSWgBqNCH8qN9EU75+xM22bW677TYaGxs5d+7ctGfWmqYZ2MyMhz/T9dSpU2zZsoWVK1eSzWan3cU70dcwMjLCiy++SF1dHbt27SIej0/bR7DWmsLHVPwbItdB/ITAKd2fRBaMwuh7JiqCqEa6OkUnYlkSJ+6hsOlvJ7yOsFmyn8os+g/20tnZyYkTJwIxM9ciV3NVAFbiR483btxIPB6nUCgE9YOHDh0qm6U7F6bAzHYN4HRMzu++++6aKV9f1PmsW7du3L/lqfytd3R08JnPfIaTJ09i2zaFQiH43rl06RK2bXP11Vfzhje8gTe96U26pvAyoAWgRsOot9/Bgwdpbm5m6dKl4365+qPUli5dys033xzcsKaavg0z0QhgoVCgo6ODQqEQCNDw/lO92U80AtjV1UVnZyfr16/nqquuCs51OQQgjN5oFN3gPULdzy1U/eh1sgYrbsCyfA3mSHQkweB5zIvfxFvyxkmvKZzKvHDhAldffTVAMMHBj1z5YvClrh+cLwLQ//z7a00kEmVR2MpZulLKmqPTZmu9s5kCnqnGqpeKBx98kGQyyW/91m/xqle9imXLlgUiPp/P09nZyRNPPMEXvvAFvvzlL/PQQw9pU+kZRgtAzYLH9/aTUpLJZEgkEuOmfA8fPkxXVxfXXnttla/eRGYBj8dEBOClS5fo6Oigvb29qtnCj0RM9WY/noALj7SL8je8XBHAUe4m0VFASIvgNBLMofLXKrzRayjyAuHUGoEG8f6/JtfyCohPbkJJJaZp0traGlwTP3LV399PZ2fnpK1QZpr5IgD9z09UVC1qlm7l6LSwafVUbX0mw2xHAOe7APyDP/gDtm3bRjwe59///d9Zu3ZtcP2SySTbtm1j27Zt3HvvvXzrW9/i8OHD7Ny5c05F0+c7WgBqFizhcW5+ytc0zTGjd5lMho6ODqBobxJVh3O5I4BKKY4fP87Jkye55pprWLVqVdWNzf/vqXYmjnX+bDbLnj17EELUHGl3OQWg5AHM4QvEesttWczhYn1f2T5SgQJEqft3zOM7xPf+OfbNDxcV4QxRGbnKZrNBQ8mpU6cCoRL2H7yczBcBOJnJGlGj04aHhxkYGKiy9fH/NxlfzomudzZ9AOf7jN3bbrst+Pfb3vY2Ojs7WbNmTdk2/vv467/+67O9vAWBFoCaBUmtRo+xonfnz5/nwIEDrFq1asyJFpczAlgoFNi7dy+5XI4dO3bQ1NRUc3+YesdnLQF38eJF9u7dy4oVK7jmmmtqXoOpCsDxhElj0ykM+XWSL1ZHAczK9K+PB1jjCEBHQFcDhn0a67lP4u7400mseuKE6wd9KxRfqFy4cCGYrevXD7a0tFyWiMd8EYCVYxYnimEYtLS00NLSwvr16wNbn4GBAc6ePUtnZyf19fVlgnC6HeuzHQGc7wJQSsnf/u3fsm3bNvL5PEuXLq26ftlslrvvvptHH330JVrllY0WgJoFR3icW2WjR1QE0K8NvHjxIjfccANLliwZ8/jTNXGudYz+/n46OjpobW3lpptuGvOG5X+RTnUdlU0gSimOHj3K6dOnJzTVYzrXoFaESuBw4/VfxryoMPLlkRaZqUPYOaA6AiNcUKqYAo4kZ8L5evAMDJkn1vM9vDPbUWsuf71RpVDxZ+v29/dz/PhxstlsMErN9x+crsiYL+bKM+kBWGnr4zhOkC4+fvw4uVyurMN4KnWasx0BnO8pYM/z+Nd//VceffRREokE99xzD7fccgubNm1i7dq1LFu2jGPHjvHVr35VC8DLhBaAmgXDRMa5maaJ4zjBf4+MjLBnzx7i8Ti33347yWRy3POMl0aeCGEBpZTixIkTnDhxgs2bN7N69epxb4zhFPBUz+9H8MKNJhOd6jHVCGDN9KRSxC+9D9VqE99bkSJVwGAdxHLgVO+KJzCyAkHEcYdj0FMHvm8gAiEg+eJfk2vfDPVLq/cZh+mIlsrZuoVCgf7+fvr7+zlw4EBQP+hHCKfiBTdfUsCXU6jGYjGWLFkS/JjL5/OBIPTrNP0O49bW1gl1GHueN2v1ael0OrDLma+YpsnHP/5xnnnmGX72s59x8uRJfvGLX1BXV8eSJUtYs2YNp06dYteuXcD8+dzOJ7QA1CwIJurtZ5om+XwepRRnz57l8OHDrFu3jo0bN074y2cmawBt22bv3r1ks9kxU76V+Kmz6UQAoTzqOJmpHjNdA2j1/L/IxGHMQ3GMysOmE9CdRC2NPp/wort/vd6lmAN5iBCGwnBIPPEnFH7tn2e0HnCyJBIJli9fzvLly8tGqfX39weNDn7tYFtb24R+oMyXG+lsTgFJJpNl19n3eRwYGAjmRIc7jKOE92xGAHO53LyPABqGwc0338zNN99Mf38/9913H8eOHaOjo4Pdu3eze/du6urq+NSnPgXMj7KF+YYWgJornsl4+xmGgeu67Nmzh8HBQbZt2xakjSaKHz2bzo3WMIxglm9LS8uUut+mM8/XX/fzzz/P5s2bWbNmzaRey0wKQKv7f0LT8zCwCKsnX63XPEnhZ61Yr8xjxgar1+KZiGz5Tk7XUtRFgdlW+zWZspfYU3+B84oPT3itl3PKRtQoNX9yxvnz5zl8+DCpVCoQhLXq2uaTAHwpUtWVPo/+nOiBgQEuXbrE8ePHsSyrqsN4NmsA0+k0dXV1s3Kuy4n/Ht93331A0fNx48aN/Nf/+l9f4pUtDLQA1Fyx+N5+rutOeJxboVCgr6+P9vZ2br/9duLx+JjbR+FHAaYaEVBK0dPTQy6XY8uWLZMWXz5TrcNzXZcDBw4AcPPNN09aAMPUBKDruly8eJGmpqbg5mZe/GtofBzRb2CcTmGIQo2dIf9MO/FXDlbH8+wUQpVP51B9oOzxv/6sgafxjvwH8urfmNRrmQ3CNicbNmzAdd0gOhiua/PTxU1NTdP6UTDbzJVaxfCc6LVr15YJ73DjjpQSy7KwbXtK3xuT4UqoAYTRWuUzZ87w05/+lFgsxtq1a1m1ahWLFy++7NdxoaMFoOaKREqJ67oTHuemlOLkyZOcPn2aVCrFtm3bphW9g6nNBrVtm3379jE8PBzM050qUxGA/lQPP5XoG0tPlskKwHQ6zQsvvICUkkKhQDKZZEv74yxq/yZGnwEJCRfiELUcYaCUANdC5U1Esjz9Xsv7z7PHf2+EgMTBz5JbfD20Tm7A/WxjWRaLFy9m8eLFQLGuzbeb2bdvX2CUXCgUsCxrzkcCX6oI4HiEhTcQNO4cPnyY/v5+Lly4QENDQ9nIupmeiZ3NZq8IAQhw9uxZ/vRP/5Tnn3+elStXkkwmWbZsGZs3bw68AMdrOtNMDS0ANVcUYW8//wY3kaifb62yadMmenp6pnVjDEcAJ8PAwAAdHR00Nzfzspe9LPAbnCqTFWG+zc26devYsGEDjz322IzbyETR3d3Nvn37WLNmTeDh5nb/A03y2whPQYMH5+uQTq26SoEq+f/JbBwjmSt/1omu85OFiaXUheFhPPUw8tcfmND2c4VkMsmKFStYsWJFmVHymTNn6Orq4uLFi2X1g74vXu7z92NtvYnY7a99Sdc/mzWA08Fv3Dl16hRr1qyhpaUlqB88evQo+Xw+6OT2O4ynK2yvBBsYP1L63HPP8fjjj/OVr3yFpUuX8uKLL/Lcc8/xzW9+k7/8y7/kt37rt/g//+f/TOkHtWZstADUXDFUNnpMRPz19fWxd+9e2trauOmmm4Jf8NNhsg0YSilOnTrFsWPHAguEdDo9a+PkpJQcPHgwGAy/ePHi0ZFrl1EASik5evQoZ8+e5WUvexlLlizBtm3Mwceo5wvQEJqF3NUAqsZrEQIlS1HXdAKrrUIAqjiR7cHuxKJgXjaGO5SBfA4jOb5J81wULWGj5KGhoSCl2d/fT1dXFwcPHqS+vp61XfupO9dNbOhRCueOE3/LH75kr2eupIAnil8DGI/HWbp0KUuXFjvIwyPrzp8/XzYJxu8wnsw19puBphqdnyv46d1CocCtt97K6173OgBuueUW7rrrLqDoOzo4OAigxd9lQAtAzRWB53nkcrnAzHm8L1QpJceOHeP06dNs2bKFlStXBvtOV3jBxDuB/ZTvyMgI27dvp6WlJdh/NsbJ+VM9gLKpHjPRRTzWvrZt09HRQT6f57bbbqOhoaEoGJUiNvS30BwSfxkDY8gAEX08qRSoouD00hFdsI5NVASwtNIxX4dyDbyRJF5BIX/2IxK/8roxt38pUY4NQiGssSdc+MIqnMZ0HIeB8+do/NFzOHYMIcA6+yyZT53Efdt7aVq8ZNbF2FxNAdeiVoQqlUqRSqWCSKzfye1PghFClDWU1NXVjfv9Nd9rAHfv3s2TTz7J6173OrZu3cq2bdt48skny2b9ep5XZtWjmXm0ANTMa3xvv1wux49+9CN+5Vd+Zdwvz1wuR0dHB67rVvnazZQAnMg0kMHBQfbs2UNTUxO33357WZevaZoz0kk81hp6e3vZu3cvy5YtY8uWLVU32+l08o615qGhIV588UWam5vZuXNnWX2Udf7LCDFUfqzuoqgTRL8vQpTWLcAdihCAhgKvxnqkADP6NSoF7mCq6BGoFO7+F6YsAM2zP8Q88e94cjHeq+6b0jFqIj3Ec19B7H0cw8iAEUPFGlB17dC8EmflNqwtrwg2j/pMxWIxWp98lEJaQOgjk3IvYn/5z3n+2v9Ccu3GIF08EZEy7Zc1T1LAPhMRrFGd3H6HcW9vL8eOHSu+FyUxGE7Nh5nvNYBdXV388z//M//2b/9GQ0MDJ0+e5Ic//CEf/vCH2bx5MytXrpzxUX2aarQA1MxbwinfcOPFWHYp3d3d7N+/n+XLl3PNNddU/WKfjQigUorTp09z9OhRNm7cyLp166pudOFJHlNNfdQScEopjh07xqlTp9i6dSsrVqyouf9MRwDPnTvHwYMHo1+3UsQy/4CMh26iEjhf7AgWhkRKqLzHhq+cyiVQrkBYo69biCjRU0pxS4GoIQC9kQTKNYPN1aULSLuAEa99Yyq73rlLxA5+Hqv7KZAFvEwcU13Au7Afll9X8xgTRinEnn/F3P8N5IiH8kxEUiBwUIUBvPQI8tw5VOchvOa1mCtG56xWft684/swLh7CzbciKowW42aBmw5+i67V76Gvr4/jx48HIsWvIbwcN+srJQI4FoZh0NzcTHNzM+vWrcPzvKDD2E/N19XVlaWL4/H4lGsAH374YT7+8Y/T3d3NDTfcwKc//WluvfXWyG0PHDjAfffdx+7duzl9+jQPPvgg99xzz7SO6fPKV76Sv/mbv+HkyZN0dHTQ1NTEsWPHeO9738umTZtYt24d27dvZ8uWLWzatGnep7vnKloAauYlvkmyf5OwLAshRE3R5Xkehw8f5vz581x33XUsW7YscruZMHGG2hFAx3GCLt9wyjdqHTA9ARgVAfRTr7lcjttuu23ML9bpWIZUXkcpJZ2dnfT09NT0VhTnvoRIjoAXimwMxhCF0NeUFFQ7QZcjs3HMpgq7GCUis73KMyBW/T7JvIXMVlhQeBLnpz8cNwqY7PkpiRf+L0bmTHBKL2chPANFHvPJT+O99W/HPMZ4iAPfxdzzFYSTwc0kQRY/I56oR6VtpGviv2ClIP8vX6L+nr8ovraKyJpSCvWdz+Jk4hQbaqrP5+ZNlja2s+6q1WUiJTxXN+w/OBP1WvOtBnAmBKtpmoFtDxBY+wwMDHDy5EnuueceCoUCK1as4Pnnn2fZsmUTFoJf+9rXuPfee3nkkUfYsWMHDz30EHfeeSeHDx+OTLNms1k2bNjAm9/8Zv7kT/5kRo7p09LSwq5du9i1axdvf/vbsW2bo0ePcuDAAZ577jmef/55vv71r3Px4kW++MUv8o53vEM3gVwGtADUzCv8lK/f5Ru2d6kVvUun03R0dGAYBrt27RrTQHUmUq8QLb6GhobYs2cPDQ0N7Nq1a0yPq+nO8o1aQ7jLeNeuXeNaU0w3Bezvm8vlIusMy1AKY+jvIAmEUr3ifPm2xWaPsQW6zFQLQCXiCOyqbZVXfcOWtok9mMSoUIxKCry9z0KUAMwPEOv8PL88+ATWYHnDiXIMsE0oaVAj1408/Bhq86+O+ToisXOI//wIou8wGB5uNhUaYwcy46C8CPPn3m6c/S8Qu24bUB4BdH/wf7DUENlMa+mRogj0M+tKQX44RSxdfF1hkXLVVVcFc3X7+/s5cuQIhUIhGKPW1tY2oTFqUcynCKCUEqXUjAuUSmufr33ta3zjG9/ggQce4H/8j//BO97xDnbu3Mn//J//k1/7tV8b81if/OQnueuuu3j3u98NwCOPPMJ3vvMdvvSlL/H+97+/avvt27ezfft2gMjnp3LMMP73rFKKeDzO1q1b2bp1K295y1uC53/4wx+yYcMGQDeBXA60ANTMG8bz9rMsq0wAKqWCNMqaNWvYtGnTuDcU/0vG87xpeXeFI2ATSflWMt1Zvv4a/BuTf36/y3gi4nY6jSi+ALx06RIdHR0sWbKELVu21P4SP/v3xegfxVo/BeAI6Kmo6ZNR6/Y7lovpXi+dJMZI+W5uAiMWEoClw3huEiskDJWC9OlFxFJ5sMrFr1IGarB3NA2sFJz+CYmT/4SRORXZTqKkQGZj5ePkDIXx7N/jXf3qyY2Z6+7E/MFH8UZcHKOVmJumMqwphH81qtfh/Mc/Y229qezHjRoewOj8Lq5jId3Rz7tSAlE6kpONI10LZzjahLtyrm4ulwvmF589exagbH5xKpWa0OdvPtUA+n8nl1uwrlmzhl//9V/nwx/+MH19fZw+fZrHH3983LnAtm2ze/duPvCBDwSPGYbBq1/9ap555pkprWW6x/SzGx/+8Ie5cOECr3zlK1m2bBmrV69m+fLlNDQ08Ku/OoUfSZoJowWgZs4zUW+/cATQdV06Ozvp6+sLrE0mwkwJQD8F7DgO+/fvZ3BwkFtuuSXouhwPIcS0O4GFEDiOQ0dHBwMDA5M6v7//dKZGDA8Pc+HCBa655hpWr15de0OlMIa+WIr+gd+FIC7GEarihlr536X9i/9fDLG5w9WNIF7aw4p46cpLAsPBf9t2E246hRV3wAp1IqtSvaBy4QefJJY8j5k7ijA8vIyFSlTXEipFtfgDhCkR+RziuS+jdrw76opUIZ7/Csaeb6DMJE6uDruQwmzIVNVDFpFA5RMC8mmcJ/4T1bQs+Ptxv/4gluGRT5c3FChpgOkVo38jxYi5O1RjCksFqVSKlStXsnLlymCMWn9/P729vRw9epR4PF7mP1grEj6fUsD+985sRKn8MXCmaXLVVVdx1VVXjbtPX18fnucF1jQ+S5cu5dChQ1Nax3SP6b+3q1ev5sMf/jB/93d/x80338yyZctYu3YtL3/5y9m0aROrVq1i0aJFU1qjZmy0ANTMacLj3GBsbz9fAA4PD7Nnzx6SySS7du0KplpMBP/Y060DNE2TdDrNsWPHqK+vn9JYuSgBqKSHyp7CaBj/S19KyenTp4OU82QL9afaBOK6Lj09PWSzWW699daadY4BZ7+MSA5XP95VnapXURHAUtGaQgAKbzgRRAPHQ+XL/1sOlv7fNSB8uawhWq/NEW/NYhgnwAZK93qrwUZ5AjcTx0zaiNLjTqYFU1acgNK6DIV54D9xb/p/ID6Gt6CTw/juhzB6j+EZdSjHBFehcjZusol4vPy6Rb9mP5oMzpPfRb32t4s/Dg7uxhw6hlLgZMs/G/51Lkb/ii+oVgQwCi+bLkbok3WB56Df5DA4OBgYUnd2dtLQ0BAIwpaWljIj9fkiAP1o5WxELNPp9LzuAK6kra2Nd73rXVx33XW0t7fT2dnJY489xqc//WlaW1u5/fbb+dM//VPuuOOOl3qpVxxaAGrmLH4EbaLpFcMw6Onpoaenhw0bNrBhw4ZJfyH7XoDTibwppcjn8/T19bFp0ybWr18/rVm+SjqI9NdQ+W8gzeOIdCvi/GbU+o9BrCly3/Pnz3Pp0iVaWlrYvn37lM8/2QhgJpPhxRdfxPM8Fi1aNL74Uwpj6Auh6J9/IAMxHCFYoyKAftLTbxBRJqqQRCSrxVclEfqseMRQbaAyJHVtaayEi3JMpG2VBJLAI4lwC8XOWaHw8jGUFCizHlPmog9OsaNZuR7GTx5C/uoHIrdRh3+K+YsvYRSGUNJEqDzOcBIont8eUMSWmQhVMfounkTZlfWOxfdfeA7LX3wKseEqnB/9O5YAO5uouq5KibLoH4AzNP719LGfeRpz6CzxN/1u2eOmadLe3h40Adm2HdQPHjp0CNu2aW5upq2tjXw+P29mwfpOBLMhALPZ7KQ7gBctWoRpmvT09JQ93tPTU7Mh7nIf008Bv/e97+W+++7jne98Z9nzv/3bv83q1avJZDK87nWv4+tf/zp33nnnlNaqiUYLQM2cw2/0cF03iAKM98Vq2zbZbJZ0Oj3pVGcl07GCcRyHAwcOkMlkWLlyZVDAPFmUzLG29XHqsw8ivTNFr7qSHhI44P0c89BrkK2/i1p1V7CflJJDhw5x4cIF2traaGlpuWw+gpX09PSwb98+Vq9eTSwWY3g4IqpXybl/qIr+KaEQ3dFRMaWqX4uIeM7NNRIPCcBaVi+qYERGC1Wpq1YpsFI2IuaNNkYIFVilGGSqvkWVguylJhJ1eYwa5xWmRLlgnPkFcrgbmkZvmOrk84invoKRvYhhFYpiTBooKVGlOj2lDJSSuFmTWKr8syodWaMe0QBD0nL+GPlf/BQzewHiYEeZZ0uBk00E0T8AZ3DiEUD3wAvQfxzvmpswr91Wc7vw1AylVFA/ODAwQF9fH0IICoVCECGcaP3gbDOb0cpMJjNpH8Z4PM7NN9/M448/zhvf+EaguObHH3+cu+++e0rrmO4x/fWnUimy2WzweD6fJ5lM8rGPfYy3v/3tfP/732flypU8+OCDbNu2bcLlPJrx0QJQM6eoHOc2EfHX39/P3r17EUKwbt26aYk/mLoA9FPPqVSKpUuXTtkbTeWeQWU+yLr1l6KtS5RCNXqobAZj+NOoA99Erv0YOXMDe/bsQSnFzp07OXny5LRrCCcSAVRKcfToUU6fPs3111/PsmXLOHXq1Pj7KoUxGBH9Q0Smf4v71P4shNPD7nAd8dDHQJi1roMBwgLcskdVyThaxFyMRPGz4BVMzMT4n4tCrg7lFbAH64k3ZzGs6nP7QhIlML7/UdxfvQ/6z2A8/c+IofPFa5Modt1Kx8IwPdz8aDRMlQysCyNJrKRdJmCFcoj+4JReE5LkL76P1ZTFk3G8iJnIUhoURsrfGGegdkQzjDc4iOg7CwbY3/4KyTUbEQ3RkeowQgjq6uqoq6tj1apVdHZ2YhgGyWSSnp4ejhw5QiKRKPMfnCsRwtm0KJlqCvjee+/lXe96F7fccgu33norDz30EJlMJujgfec738nKlSu5//77geKP6s7OzuDfXV1dgYvBxo0bJ3TMsfAF83ve8x4+8YlPsGTJEt70pjeVlez8/Oc/5/z58/z+7/8+n/3sZ7GrItua6aAFoGbOUOntN57wU0px4sQJTpw4wdVXXx3MjJwukxWASinOnj3L4cOHg9TzwYMHpyS+1PCXkPJTkACRARUZCJNgghQGZspDuGcwTv422fRWGhv+lC3XvgzTNKfl4wcTqwG0bZu9e/eSzWbLpqpMqH7w3D8ikkNVD4thE2HXuJmO8XLKBGC/BWtDx4wQYT6yIDArtLqUxWtn1Y3ecGpFEasoxIiZBaRnYA/V1RSBShYjj2KoC/7hjzHM0UikMgTCAFc1YZppFAaenSC4AMJAxBLgOHheEssajXYapsRzR/9+KlfteQLT9DAMRS7fRJRYlKIB6ZXvaQ9OLAWce+yHo3Obs2ns//hHEv+/yUeZlFIkk0nWrVtXVj/Y39/P6dOnOXDgAI2NjYEgbG5ufsmsQqbj1zlZppICBnjrW99Kb28v9913XzD3+3vf+17QxHHmzJmyKOb58+e56aabgv9+4IEHeOCBB7jjjjt44oknJnTMWoQjpu94xzvYvXs3H/rQh/jxj3/Mzp07aW5u5nOf+xwbNmxg0aJF2LZNb29vtIWUZspoAaiZM3ieN2Hxl8/n2bt3L/l8nh07dtDU1EQmk5mxKR4TFW+u63LgwAH6+/vLDI4nbSitFKr/T5Gxx4PmApUCHKAyQCNKx22QyEETI+kh6h2WqH0sjr0PmX0IGq+btqn1eAJyeHiYF198kcbGRnbu3Fk2gcWPHirPQXbtx1h9Y9V7Ks7+C6ggr40yGlGmRHW7tSf0jqXBpAi6xOVQxVi7WO3roBxR3vABIA2MpIsRsoIxLIl0DIwI42gfNxfDkC4IkJ6JGZNFEdiUw6hYgzAVSIEQYBghaxalMOLgOQZCZcAEN2uNdjsDSInMKwwTCoMWZvuoeBRGMd1bLVgFUiqsuCxGHwE3rYgSgG62+kI7AxMTgN7BFwlLIXmkA/eFn2Jte0XNfaKoTKtG1Q/66eKDBw/iOE5QP9jW1kZDQ8OspYvD04guN9NpArn77rtrpmd9Ueezbt26Cf2AHOuYtQhfq0QiwcMPP8xnP/tZvvrVr/LNb36TfD7P0qVL+dSnPkVDQwPf+ta3WLt27ZSEr6Y2WgBq5gy+9cl4X9q9vb3s27ePRYsWsW3btsCuZSbn+E7kOCMjI7z44oukUqmqLlvTNIPO5fFQXg76/x9k8lT5E4ZASBWheUYFiKpXqEJp9FmjB5lhzLO/h2z8XQzjl3Acp2rviTJWCrirq4vOzs7yZhulUD2dcPJplp7Zw/KRbni+gCEMHLUM6x0fx6hvLh7g/E8xZT8iHhZTQyjPxOlrrfnNFP3JUKFni4JGSAM3n8JKFtOWRtxFOaNdmsocjSQorzpyIywXMxWRbhojBQ0gc9XpVMMAezhFrLmAaY2+H0bcxcvGA8Pl4BjKwiSH9OKYseJnyPPqqEpT++43noWTTxBPhWr0VOWGfiewQSJhg+FRyKYwlIOsUr+gnGorGWcwN65BunupH9O+hDDKt3G+9y8Y67dgtE7czmM8G5h4PM6yZctYtmwZSimy2WzQUHLq1CkMwyibqXs5o0ezGQGc6hi4ucTf/M3f8Ed/9EfBNTMMIxCSFy5cwLZt1q4dDeEvXbqUBx54QM8HnmG0ANTMGcazUZBScuTIEc6ePcu1117LypUry543TXNGakTGE4BKKc6dO8ehQ4dYv349V111VeQs34mISGWfRA3/NiqZjn4+JRBZhQqXY4mQaIopVNZElDzrRH0W5cQxBj/NmvyPORJ/77hrqEVUJDTcZHLjjTeyKJ7F2P0gou9Z3D4DkS4aMJdVZikJ6T7cL/y/WG/+C4yVV2Me/SIY1ddHZhqLgsyqde1U5DzggNDbYA82YC0rCkBhgHTMQHBKe/RGopzqg9UtH6wSZgDC8sqmZITxCmZZN60Rc/FFlGGAm65DJTNYSd/SCFyVJEY+mFSnlMKM2bjZOFaquJ2bt8Cp/jGhGJ2KYmfi5QKw7OM4GlmM1Tl4jkmiySZzIUksNrEfKQDKUXhpG6ux9k04/8PHipHIyt8Ndh7nm39P/F1/iphgpGwyjRVCCOrr66mvr2fVqlVIKQP/we7ubo4cOUIymSyrHxxrZvhkmc0IYCaTmdc2MPl8nu9+97v8wR/8Aa7r8pa3vIUdO3awadMmNm/ezFVXXVUlcMebLayZGloAauYMY4m/bDZLR0cHUsqyWrMwsxEBDBtM15pp6x9jvDSyHPkB5D6ISo0dpVMxyr19RUUkqMlDDRuIRMlAOWaDJahjP9dn3gMjn4fGLWOeI4rKCGA+n2fP879gceZ5ftk8gvXs/RhmBgBvJIEsLKdmDMRQCK+A+9UPYt7x28TcQ6h49fVxe1Jjpp0EVPsc1/jYOENJCLlReK6FES/+QJDu6AFkRQQw1pDFqo/ueBVG7WYQr2J2sBmTODkTs5RGFsrDSaeAPFay+J4LzwETlBEH5SA9EwOFmRx9j91cVKODKInN0jo8E1emsIxSxDM8L9mPAAqFFfNwChbSEziZBPFWFxE3UfY4fzclceMM5ccUgN6hPaWbSkTc+vQR3J//kNiu14x9Ln/7aUwCMQyD5uZmmpubWb9+Pa7rBv6DJ0+eZP/+/TQ2Npb5D05HwM12BHA+GyPH43E+/vGPE4/HyWazxGIxvvOd76CUoqGhgeXLl7N161a2b9/OunXrWL9+/Uu95CsWLQA1c54LFy5w4MABVqxYwebNm2t+0c6UAKwVvRsZGWHPnj0kEolxDabHqyNUQx9Bqa9jOB6GDRgCLwVYETe8mEBkFCpVGndWWdslQMYFRtjORChoUJjGEHT+NmrF3cjVE5s6ERw21MjR399Pxwu/YMfAP9PccLQowvxaRQXuQB3hFGz1wYpPCRRG58OI1bJKIkjHwOlKYTXlah8HQBqE0+C18IbKv95USPQVo2clA+lwBFApUssHxzSRjmoGka6B8ozq/VR5OMw0FU66aFQdSznE6gtI28IrCIyYwrCcUiS8dFxPFCeQVNrUAEKVR0OdfD1WXUkAWhIZ9jJUinhDofScR34o1GVtGTCeAPQnhwzlYFVz5CbupX5MZ6Dm2waQP95FbNfYp/KZSWsVy7JYtGhRIJwKhUJQP9jZ2YnrusG4utbW1knXD852BHA+iyLDMLjuuusAqKur49/+7d/I5XIcO3aMn//85zz++ON8+ctf5qMf/Si33HILjz/++LRns2ui0QJQM2fxPI+DBw/S09PD9ddfP25n2WTq7sY7TqV4O3fuHAcPHmTdunVs3Lhx3C+jWiJSyRwMvANpHSkGcWICoRSgMAtARqGsODLpgDl6DpUClbUgLjFExM06KaGvEeUWghuwSsQwRA5SDuLcpzAHf4a39XNgTCz15YvYU6dOcfTIIX7Z+SIMOVARfJXDSXBNlFUyYo6Y1iHEqAiKLfLT3eVCyulpBFkUUrWOU9xtDCsYjFH9kav4oRA6XnHWbenfIa87w/Iw42OLIcOSuAUTKxQFdDPxyM+EMKqFqmmCl0mAEsTqbAr5JpAeuUwdyWaJaWSCbZ1MIvqzVtLHyje/BtwRFy9uYFoSYSikE0qVGwrTkigJsZRN+mLL6OtRebzasdvSRqMRwFrkfvB9jLH+LGIJLh6qp3HsMwVczlFwiUSC5cuXs3z58qB+0J9ffPLkyaB+0G8oGW+a0Gx3AdfV1bBJmieEBZ3rujz55JP09fVx++23c9ddRV/Ts2fPcuzYMWDs7JBm6mgBqJkzhP/IR0ZG6OjowLIsdu3aNaEC7suRAg6nfG+66aYJp16iRKSyD6NGfgdljd7gVQJUumRFJ4AYCGzMHMWRX3GBTFJsCLGNUoQw9BoLAmPIxMgD+TjkPYyEf14PvxpPuQIKexDPvwb32s9Dw6ZxX4NSiu7ubux8jlfLv8cY7sf1KmfGgjtYF/xbxGTRcLgCYSiUB0Z9HqNU21YZKfIuNZbWaoApS5G+CGoJQwAjAbIU6XKNYkrV9EqvJ7RfOEPqFQWx5xWjgV7eQsTd2nWGAN5o+lVJUI4ZGTU04y7SNatrRE3wsglA4EkLhYdyBVZJ/EkPXLset1AUjLWQVgKToigTQGEkRV1r6fNVEoeuI0nUFVPOnmMhLImTixNLOkhPYCVzeLkKVS8YDejCaARwuLYAlIc7qiYQhyk0b6ZwYeLWSNNJAU+GcP3g6tWrkVIyPDxMf38/Fy5c4PDhwySTyUAMtrS0VNUPzpcu4LmC/76m02n+5m/+hn/5l38hny9+tvbu3Rs0r+nxb5cXLQA1c4pwg8XatWvZuHHjhL9YZ1IAOo5DOp1mz549xGKxSc8UrlyLSv8r0v4oRPnBxQV4qlxAGEC8mDI1MyC9OpRRgJFWVLwPY9jAyAiEq4Koi0QgRxIYiQjDXlNBOoHI5LFefCfe+rtRq95ec/3ZbJZLly5hGgavkv+IpU5TGFhU1bjhDaVKYqhk/WZE1+8Jo9jNHFs8Evm88iy8gURRc3hmcVJGjdLIqGkgPlLFMCgKQCEETqaJRNNA9XZSBDEvaRfX7w7Uo5wYyi2aL0sUWF7QjBHGTDp4joEZk7i1onSUmk/coh1MJYap8AoJlAF2PkF98wjpvkakY5JstHHtJNL2MCPOH1yLnAeh30aebYUmlhQfs4fjxFtKNY1CkRtsCJ60C3EaG/NUVjwKQCSSqNJNebwIoHuxF9MdLBP1ZRNWYnHO/9xANYGSqqpLOPK1XcYI4FgYhkFLS0swxtCvH+zv7+f48ePkcrkq/0EpZeBGcLnJZrM0Nk40jjo38SOAe/bs4Ytf/CIPPvggjuPwwQ9+kHg8TldXF3/2Z3/Ga17zGn7nd35Hp4AvE/Nj0rZmQeA4Dh0dHRw7doxt27Zx9dVXT+oGYFnWjNUAjoyM8Mwzz7BkyRK2b98+KfHnH0NKWbRGGXgv0v1IMaoVgYpTFtSrwgQjnsGMu4gRiJ2xiA0LTA+Msi9FAUogh6ubBoQADAnKQAwZmAc+jbH3nmKoqYKLFy/y9NNPk4jH2Zn7EjF1uFjjJ42KyJkoCsDggVKtmqgWgcJQYHiYLdECwu5rQpSEXRABrMUYEUDplj/nhmbZlokTr/xhKS1kKSInC6VaPiHAs7AH6rCHU8Uu3+D1FNOzSoG0p37jN5CYTgGvYOBmEySSDqnGPJ4jKIzE8Mzoejv/ZigqJmEIBPl06T2JF6NU+dBMZTPukhv0r4lCKoEiymoIRHJ0vyBdV0MA5h77fkQEdPQBu/kaCpeKE0qckYlZE83meLWx8OsHr776am677TZ27tzJypUryefzHDhwgCeffJLe3l5GRkZIp9PTMl+fCP4ouPmMf43Onj1LU1MTb3jDG1BKBZmedevWce211/KDH/wAYFoTjTS10RFAzZxBKYVpmlWeehNlJiKAnufR29vL8PDwtOZOFmsAbcT5dyMKz6MaQCVq38xkQmC4KjKNGHApTiw/AI4JNUeSCZRrIT0bozJ1GPOgUFyDcEzMM89iXHojzs2fRzQVa6GOHz/OyZMn2bp1K60d/4sG6wjKFXgD1TccbyhVnqb173uGhEpvPaGILUoHM3RLSw1wz4cEthRIKYpNI1HXY6wIoK3KI2KhObfh5o3Ke7Q9EA+EpXItZMwOUsC+8bNyYjiFWDGaaUispFus/Rur6wFKBtC1t0n3NxFP5DBD0eHsQAOmUGQHEySXlG9f5gddcKDirXFzcWjKYeJgF0zcQvFr3nMNFArpjn7tWzGHvrNLScQczArRLcJ/gyXfm1opYHlkX+1oghWj69lSytwQ2MMO8ebxR7jNFQFYSTKZLKsfzGQydHZ2ks/n2b17N6ZpltnNTPbH41j455vvEUCfeDwevBbHcYJrJYTA8zxGRooZg8stqhcqWgBq5gyJRILrr79+yvtPVwD6KV/P82htbZ3W0HFTSHas/P+DHEA4BlZeonISL1VDCMaAArX/IgctzGGJYYBXsIL5tGWoYtOBMEANpaCtIhVcFVUzEJl+eOx/4fza37C38xCZTIbbbruNxo6/ImYeAMDtrw/52/kiqSL6B4Ey8ev9wggB1qIMUShPIAdTIYkkcNL1GA6BZ175DmM0gTjlKVE5MnpBy+cBl99Q3KE6LINSLEygaojsog4SCGniZGI4WYNEvTemcDdjHq6TxKD6tRRySZKxDDLkH2jn4hildThpCUuqdgsdW6EMCyFHjy0QOE49sViG7EB7IN6kZ5CviIjG6wsc33M1qzZ0VRlfi3CdWyllG5UCdrt7ML2hao3rp6Bbr6HQV4z6KQT2yMQatWarBnA6CCFoaGggkUjQ3t7OihUrGBoaYmBggK6uLg4dOkQqlQrEYGtr67RTxdlsdt7XAPrC/pd+6Zf4+te/zoc+9CFisRjLlhV9m3zP1yVLxvjwa6aNFoCaOcVY0yfGw2+8mEq9yPnz5zlw4ABr1qyhvr6e8+fPT2kNAMgsTem3YKR6QVoITxRv5wKsPCUhmEQlym+4MiUwCqraZNiJYw7IsZsSoCjATFWsxRMCmbNGGy4ADL9LtiLSk+0m8y/3wHV/wM6dO7EGDmONPFn0p3MMvLBlSOmtcQfrqoRY8K4JRaWNi0jaGJVizh9HdqmuKormZusRtltDAFb8twj/s/xJlR6tRas1Dq542SosbFwTGfPGvObOSBI3G8NQNlZdAWOMWcGSRJUAVAqcQh1xM0tIv5EbqsMqHUsIcGyLWLyGaFIK0dwKA71lD3vNa4llO/Fca7QDWygKI6EJKMqg/0I7TiFOIRcnUSEAHSVHL60fAYwQgLnHflC7+9e0OP+cyahtj8AZnlgK+KWqAZwKnucF87d9obdhwwYcx6mqH2xqagoihE1NTZN+jfPdCNpHKUV7ezt33XUXn/nMZ/jZz37G0qVL+eEPf8i3v/1tXnjhBT7ykY8AzJvPwXxDC0DNFYNvw+B53oR/ZYetZm644QaWLFlCd3f31COJ3gDiwm8gRKnxQIFAomyC8RhFIZhH9Zt4rTFUsnTj9e+T4e86F8weAyNkJyJqpH+VlAhRjPQYMYXKxpGJ0W7W4qQJrzqvqhyaC11sG/kZInYz/OITiNKEiGL0r3x7z04WrV+qFjD6+lSFjYvZEtGYUsLprk5neYUUMu2Sao+IGo4RARQVTSiGLBo0W/U2RtwdFY/hzYSKEG8CmY9h1EWLlfxAHbgWShlIx8QZTiEsD6vOjhaC0qmquE73N5GIZ8seyw2nAvFXXJqikEkSi4cmxVTeDFMNVQLQPXUed2UbhukVI7Kq2CASvnYKwbkjq4s2KJkUTW3l02gKjoP/LrulGix7sPp9lMdqpX8FdtsW8hdD11AI7OGJTeuZqyngKGqtNRaLsXjx4iCbkM/nA//Bffv2IaUs8x+sr68f88er53lks9l5PwoORn/sv+pVr6K5uZkvfOEL7Nu3j9/93d8F4L3vfS+/9Vu/BWgBeLnQAlBzxeALQNd1JyQAM5kMe/bsCeoO/QLk8Uyca+L0ILrfACJ8Iy1FcpxSs0cIUedhFTzIgpsUqDpRHgX0wOoxEF559MdIuSjXqPaYk6NRFlAIU6FGktAcitrEY5FjxYQlUYd+gLIkZu4ExEDaZnWaF7B7G6Jv+OHyPqMUiQQwJEZjdO2Y8gTepfqq7KG0TQpD49eJVZ5YCPA8gRkSUe5QqigAYxKVMxAV5YlGhFcfAJ6B9KiqpXTzseIM31LQsNjl66Fci/xADCPhkqx4vZaVKxlFF1+pJ2NYRnVE0M4mygQggFOovA4VV9+MuE4Ksr0p4nXD5NMp3EKM/HC5aPBcA6eQIB4rkBlqgNXlIrKxqQnnYp9/OAByl4pm6L4lCqcvUrikcMwUiYZcuTa1LM4/bwHlgs+eQARQKTWvOj8n6gOYTCZZsWIFK1asQClFOp1mYGCAS5cucfz4cSzLCsRgW1tbVS10JlP8QXSl1AD67++2bdv43Oc+h+u6dHV1sWLFihkd1aeJRstqzZxiOl/4hmEExcPjceHCBZ5++mna29u59dZby3wGp1RL6JxBdL++QvwxWrGvqD28wgTLUcT6JcIWxciZBOuigXCj/0RVpZqEoKO3TBh6oqwzVsTyESl2VaoPVJhd/45RSgW6l+qpLuwyMKRDdR429FqhGHrzX15zLnJ2LgLkUCKyiULmITfUUNWsMRGUV34yLz16E5VO8YeBlKq0ZFVq0ohYngFuujzSqaSg0F8X+pwKZMhI2jQVwjXJZ1vLxs0ZpsINdQvn041lTR8Amf7GKvEH4NmVirUi9e5FWAspyHRDLOkghMLOx3Dz5Z8Z2bK6eLj6BI4dR5nlP5rCf4qxUrexyEva2toYGBjg+eef5/w/fQNDFD0bc4MNFNQSVLxYMuC2bibfXS7+FGJCAtD/ATZfIj9T8QEUQtDY2MiaNWu48cYbecUrXsHWrVtJJBKcO3eOn/3sZzz77LMcOXKEvr4+8vk82WwxYjyVFPDDDz/MunXrSCaT7Nixg+eee27M7f/1X/+Va665hmQyyfXXX89//ud/lj2fTqe5++67WbVqFalUimuvvZZHHnlk0uv66U9/ymc/+1n+7d/+jSNHjrBo0SIt/mYJHQHUXFGMZwXjeR6HDh2iu7s7SPlWMmkBqCSi+00goqJckmJZvkA5CsZqbjbBsj1wgGGBcMa4oVSGsWBUgJXqAIUhRhtC2os3DmF4uCSxSvVoShVXhwCVcMCUiJhEFhLIkag0r8AwKqsI/edCyxPgYiKkR6xpjPRvT3QkQ3guyjORThwzXpkyFGUj0CqRIZNmAC8dL3sufOWEIFqchp6XnsAwi2nUQn89ouJ3s5JGcVxbKP0sCjZ2IYkR84jVF0rRwpL3Xj5JTJSnfqU0SlHd6jVUGmtX/khS2WyVhHZtEyeXIDdUj2l52Onq91LUNQAOVksjXnoAsXgldJ8OLyq0cWkNnmJF61LWrFmDM5xm4OvfDTYxDIUcypCzYoi119D7QnX0D2FMOAJYPOb8EYDTnQTidw+3trZy1VVX4TgOAwMDDAwMcPToUe666y4aGxtZvnw5zz//PDt27JiwUPra177GvffeyyOPPMKOHTt46KGHuPPOOzl8+HDkd+DTTz/N2972Nu6//35e//rX8+ijj/LGN76RF154IRjjdu+99/KjH/2If/qnf2LdunX84Ac/4A//8A9ZsWIFv/EbvzHmevyU+aOPPsrHPvYxlFK0tLRQV1fH0qVLuf7667nhhhvYtWvXvLe8mcvMj78ujWaCjCXeMpkMzz77LMPDw+zcubNmh9mkBaB7HrwaExJCNVdiglPqRMHA6B/HOiJqHJz/lKiIghkKe3DUT06p6puGUgqrsRA0Zjjd9dHRNz+vG2nPUtFZ68ZBKNRQCpmOilgK3BoC0E/LOoUaX/61poQU9y5fVmb03P48YKMURRNWxXWseM2GqXDTyWJ6diiFtKNvuJ5bffMvin6LQrYFNx/DjHlIT5TZsPgURlLRglYUG1u8cCS4QgDKwcHq9TgWdiHOYHcrhuVh56LTxABGsrgep2LGnyoTgKPn9DuBh7/2vcjOZmUYXDhlkbkUMQpRMaEmED8COJ9SwDMtVmOxGEuWLGHz5s3s3LmTr3/967zmNa8hm83yxje+kfb2dt7whjfwi1/8YtxjffKTn+Suu+7i3e9+dxCpq6ur40tf+lLk9p/61Kd47Wtfy/ve9z62bNnCRz7yEbZt28ZnPvOZYJunn36ad73rXfzSL/0S69at4/d///e54YYbxo0sKqWCSR+f/exn2bJlC1/+8pf5y7/8S371V3+VfD7Pl7/8ZV7zmtcEx9I+gJcHLQA1VxS1xFt3dzfPPPMMra2t7NixY8xflZOuASwcRdTcXJX/czwRKE3ExTgUzCorlfJF5kdr7CIJCU8BqmAGns9mLKKxQihEwsVI2XjZGN5wKtLQObx9JZWC0c0WR6oJU0E+htvTgMyPih85lAjZy1QcvmTZYmdqFLuP5RNdmdhwYshSGtWPpilK6d+IySxVaxEKJ53Ay9YW5dI1qfWREbaDm43h5GLkBlM4+RTp/gay6VZGLjXR17UIr1D7q1gIQSGTDD9QvoFdgPqm0bVI8DwTlMCzY2SH6lEN1SMMVekzImLFa5PPVIhbNyzURs/pDuWKN/G9e6oXm0yhVmwht08Qb6iuH81mswz1DGPbYzeCzLcI4GzMAt68eTOvec1raGhooKenh5/85Ce8/OUvH7chxLZtdu/ezatf/ergMcMwePWrX80zzzwTuc8zzzxTtj3AnXfeWbb9rl27+I//+A+6urpQSvHjH/+YI0eO8JrXvGbM9QghgtpG0zR505vexE033cQdd9zBvffey1e/+lX27dvHwYMHufnmm4P1amYenQLWzCmm+4u/UgBKKTl06BDnz5/n+uuvZ+nSpRM6xmTsZIR9pJhxLHc+qd7OTwOP8VcnhhoRno1SBvTVodrziAiRIgTFEWw1GhgqG0RiiRxOTzOJFUOYKQd3sBHTskGVDLgbC8iChdnk4pxtLq42PAu2+sVUU6EAnWGT2JrRG71hKtRIAnckgdGWwblYu47JKKVT84MpmpZFbCANAhVY5T9XfSN2h5PEF2VGN1bFRpWJftzsoRoROh8lcHIJEvWVQ9VKSxKi6N8ImEaOWCNIaZNO14M0kMSI+nWgSg09dj5OXXO26vmAxhbIDAPg2hZOflTMObkksdYU1MjEi9ILy3RDY1hLOOXdu8HDQ3lGHn8Oq+KAUgpE6zLOPFasgzXrEniXymtihTAZvjjCU089RUNDQ9l83fBN3vcAnA8RQKXUrAhAGLWAMU2Tm266iZtuumncffr6+vA8r+q7b+nSpRw6dChyn+7u7sjtu7u7g//+9Kc/ze///u+zatUqLMvCMAy+8IUv8MpXvnLM9Tz88MM0Nzfzqle9invvvZef//znvO51rwt+lPvfvZs3bx73tWmmhxaAmiuKsADMZrPs2bMHYFK1JJO2kykcLd6mJVB1Dyi/gQmvtqaiAPQVivu4RnHm7aUkYmn0jX9MvRmqAwweSjh42RhmnYNXgKDm31QYcYmXF3jpONJvmogUgKWoUdT4sAoBmGjMl03fgFLNHeD11uP0Vnf/BtuVBGCuN47aHOFcM1bgLqKQLhCApv+crNn8UYmTSaCkWVNs+3i2BTUEoPQESoqgo7iQi4MZI5EqgCymbCNfSukqe24oOhclimKjEULlGdj58mJTmY+KuJWOUxJew6fyLLveCGr/VCH0WkLndIfz2D/6cdnNQ3oCT5r07k+gnOK5RLz6NSVTKerTDbz85Tvo7++nv7+fzs5OXNcNOl/b2trmnQcgzE6Uai6Ngfv0pz/Nz3/+c/7jP/6DtWvX8uSTT/JHf/RHrFixoip6GGb//v3s2bOHBx98kLa2Np566ilGRkZ4y1vewsaNG1mxYsUsvoqFjRaAmisK0zRxXZeenh727dvHihUruOaaayb15TxZASjsI8X/l6DGCQIIBMpOQrwiHKPAuBgeK6ZQVhLDLSBH4hiNETdwo3aK1vcDDDcmGKbCGajHrBvESJYmM3gCq6GYTjbqbAqnFxGOkkWhainPkCrzbJPkonTERiAdgTOcKkYEa2mqUopZuSZewYowhLaolU9XEYsLRG1JAFp4Yxo3B8dS4ORKli/jpItNy8NzBaZVfVy3EAsezwylSCRtDMNlcKiZeNxFjTX7GFAinJ6NuPilU0oPlBLIilF8MpMvTpupeG3F/y/+QxaKptJq4FLx8XzoMxoS1YXTF0hme4NleJ6BUjDQv4j8pdHPqbCq/xj8GsB4PM6yZctYtmxZ0Ycwmw0E4fHjx4MofHd3N21tbcTjE7UEmn1ms2M5nU5PugN40aJFmKZJT09P2eM9PT3B5I1Kli1bNub2uVyOD37wg3zjG9/gda97HQAve9nL2LNnDw888MCYAvADH/gAJ0+e5NixY+zdu5fm5mYee+wxXnjhBVatWsVVV13Fbbfdxrp167j++uvnzQ+B+YgWgJo5xXRTPoZhcOHCBUZGRrjuuutqfsFNZA0TagSRNtilzkmPqpts5PFtq9oTMG0g8hV/jq4FFGAkhqpzqqJpWKUoX81LVh3Ci9UXsHvribVnkMMplB3DqC/g5S2wLWQ2UbF/rUOPbQPj2hap1uGqTaQnkIUY2d5mUq1plBN9wYQADA+kiZNN1BCANdYZsTQvW7IxKWkSc9xizNLryMdAGRPypRMG2JkkqeZyce/kiuJPSsgO1VFX8gh0XQvLLK7DMGVN8QiA7eF5RnFeb8QaVL6AoOgZWO0bCKrgoJJWhadkaaxfSHvKZCuCS6Vz2kUTRFmu+FXnC8ESCk4KyyiQHaknfak8MiWqhlEXz1nZBSyEoL6+nvr6elavXo2UkvPnz3Ps2DHOnDlDZ2cnjY2NQXSwubl5TomC2YwATsUEOh6Pc/PNN/P444/zxje+ESiK1scff5y77747cp+dO3fy+OOPc8899wSPPfbYY+zcuRMozu11HKfqNfvCfSzWrFnDmjVruOOOOwAYGhrixIkT7Nmzh+eee44f/ehH/MM//AOxWIyDBw/OmYjnlYgWgJorhmw2y8DAAIZhTMs+QAgxoS8yAJwTiJLliFAgvTjCDEXrou7nMlsUi/790QPRExHhsB2Il6KGl1KIJeWpYCEAV0AsWjRUGUX7j5dsS5ysSbyhtFahsLuby7YrWsTUIOoJIQI7FMOSVTpFeiBzRcGX7W4h2RI9G9jHirm4BRN7JEmqrXxbVZ1rDz0Z4YuXixXFsinxbBPphlLgY+Bk/fdlYj9MVEVTi+uYCKGQroFLMhB/AOmBeuKlEW/FkW+xYl1mBEJANt1AY/NwpACUI8PFK6KgkIv2GhJ1KRgZCa219P/O6A8d26srcyoSqRQqkw2dU5JwusGEvNeIZeRwbIu+C+3Ri65ASbBHxu4CNgyDhoYG4vE4t956K7ZtB9HBAwcOVKWL6+rqXtJaQb/+bzbWMNUxcPfeey/vete7uOWWW7j11lt56KGHyGQyvPvd7wbgne98JytXruT+++8H4D3veQ933HEHn/jEJ3jd617HV7/6VZ5//nk+//nPA9DU1MQdd9zB+973PlKpFGvXruUnP/kJ//iP/8gnP/nJMdfiOE7wg8owDJqbm4N6Rn89vb29PPfccyST47ghaKaFFoCaKwI/5ZtMJmlvb5/2r8axrGCk52GU0sSicGT0cVKIIRfaxj62MCRq2ILWUvTnkoWo7IYVFgKvVMcHOAIvU4dZX1kPOEanhqnwbBMzXi6IzISL09OIKlhQ76Jk0R5FVRgFI42aaWalCGbshh5FSQFCEWsot8WREmQ2XoqSxQEDOxcfM2BqxlzcQoLCSB34UangVGNE4iKEu1AGbjqJSDgUTrfgpJPEWmpY9/hrdg082wpeo1Ji3KYRK+bhFCxiCXd0/JoUCKGwjNGaOs8zMc3yz5d0xq4fsGUDMEyUGFUjIxTMBIbplRlOhxGJJCokAP3jyMLoOnJDRrkATCbLBGBz2zCmKXGox1R58k4DA10pIg0looLECJyR8aOvYVuVynRxJpOhv78/mJ4Ri8UCMdja2jrr6eKpmEBPlXQ6PaUxcG9961vp7e3lvvvuo7u7mxtvvJHvfe97QaPHmTNnyl7Drl27ePTRR/lf/+t/8cEPfpBNmzbxzW9+M/AABPjqV7/KBz7wAd7+9rfT39/P2rVr+ehHP8of/MEfjLmWiXgXLl68OEgtay4fWgBq5hST/RUtpeTIkSOcO3eOrVu3Mjw8PPU5viECAZjvQ1x4EnHpeUT6KMLpQZFA2S3ItW+AJReCfYYzK2jNncUbRwBCqBlkJIYYivDlw0QIiXRNRNwrzs0cNFBJUZYKViKq4q10DgFuNoFZUW+oZHFiReZ8K7GmfLGDtbepan/liarZuj5eLl706gudvDhruDjJJJyyDYs/gGxvMdKYH0lhpgo1a/HMUpNGbqC+WmyW7VKxv4oWGN5wkvjyEfLdK5B2DDsjidfXtiNxsomyz6N0TYz42L6BUKwZjCVcXNvCsy2suFslHHOFJkyz/NxqDFELoIxSNKRGe3Z6oJlUbISa0cpYuTDyI4BefvR6pc9LWkLBPFG6Wfufspb2YQq5ONI0kG4K17VwvWjhqmSEVZAE5SmctEOsobYQ8LuAKxFC0NDQQENDA2vWrMHzPIaGhujv7+f06dMcOHBg1tPFszmzOJPJTHkO8N13310z5fvEE09UPfbmN7+ZN7/5zTWPt2zZMv7+7/9+UmvI5/O8+c1vDn6kp1IpWltbaWhooKmpicbGRhobG6mvrw8eq6uro66ujsbGxjmV+r8S0AJQM2/J5XLs2bMHKSU7d+6kvr6eTCYzrsfYRNiU/S6Ln/8zhGGX37wNEOSRTpbYyc8h7SyUvIybjTpE3ihP79Yi4UFOIC7W+BP0xYA3enJDKLzeOqxloXSopSIicaHDVIgKJUE5Fk46gXItlBKoXBxViBChngmx6DSynUmSqM9XpZmVFIiKOjYvnQhEnpKCXG8LUDQ/jgtV0zrFLJk0K7fo42cmQuIrQlz4GEJGTgrxRhIYqwaLo+EU2JkEVsqOtHdRCpxs+TVRnoGU3th2MBQtbOycBZ5JLFEtRj3XiJ7HHCG2w++rMYZAdB2D/KBFfNEYX+lWRWTMF4CZ0ZRs+mwBlsUCCxgRjwULSdVli1FNx8JUNpaA3kuLUCo6pRs5oq4kJO3hsQXgRLuATdMcnUsMVeliz/NoaWm5rOnimZgCMlGy2eyErKzmKkoprrnmGqSU5PN5pJTs2bOHfD5PLpcjn8+Tz+exbRvbtpFS4jjFpqEPfOADQYpYMzNoAaiZl1y8eJF9+/axdOlStmzZEnwBT2mObwRJewRQiJrlNqUojB/p8gRG39Gid1nGRDWNvQYhgItxDFnjZuRGCy/DA5mOY5Rq94QB2AKs6NZcMzF6cy6KPxMUZM+0gyhG+ZzB6HR5sZMYomr5nWyCWNIuN1IWoDwwU6PnzF5sLBN4dmi8XH6kjphRWwCGp3Q42QRmIpT+DrlkR93PvYhoncwUk5tG3MPLWQgE+cE66tqqbXacXDFNXbEiPMfESIzz3hqK3HA9ybpCYOMSJjtcV2zmqMC0PDxPYIYjvIy+qzKTg1YRGQHMDNfj2DEK8eXACJHUKHp00wWs0RI/aFkEvRcq9hHUNWRQ0sAqRWbzuTiZ/gTxlBv5eyecWg5eT+ll28MO9WO4fdSKAI7HZNLFbW1tMzJzdrY8AGHqNYBzhVQqxV/91V8hhODixYt8/etf56Mf/Siu6yKlxPM8XNfF87zg/bNtG9d1tT3MZUALQM2cYrwvfSklR48e5cyZM2zdurXqS2GmBKAlPQQGMmth1EVEa1Iu0gk1YKRNjNLajYyBN44AxBGIoQSkatRDydIM4cDPr3ReIZCD8WJXcClipIghKmeu+q+jzsZzYpgxF+WYCASFIb9mSzFyuh3LSGIZNerhpAERYsXJJJBNWSiLcBW7RnxRaA8mq8Rd5mJL8O/8UApTCZqXDkae2gid106nSLaOCjWhKqN8FZ2qrgmVAtDvBE64kCt+9UnHCmb9hnGz0XVk0jWL0dsxcG0L5Zrk0ymEoYglClilOkzPNRA1JqwIAZ6XxDRHU/bhvwbhehTijZieV/aMUyiey7ETXCxsoY1ao7gqosF+E4inMBotZK74XnpWEyZFASjM4j6FIUki6QQG3QBD/cVUvuOaWHFZNbM4UgCWdnfGaQSZibTqbKWLZ7MGcDop4LmCL7pHRkb467/+a/74j/+46v12XZdsNsvKlStfqmUuCLQA1MwbcrkcHR0duK7Lzp07I38J+z6A0yXupVHSQJgSlTcRyfKbmbAkEiO4pYpcKAIwYsEyZ+zG0b4kKFEm7qII5vqGUq2GAd5QE1br0OgDY+zvOvUYaqTYTawg19UKFG/G/YfW0bQ6Q2NztAD0iGFQLuLyQ3U4uQReRNOCWYqIOiPxqjFryhMUBkffM+nGSV+K1Uxhh9PLhaEUrK5cnAiaVCqP4XnVB/TyFl7ewoiPfj6EKEYlky2jostzjMh5vcUTjR+VckrNNEIIUAI7lyIzaJFqylDIJTHH8G/0iBMe2VF1beraUNm+sn0KmSTDA01YTSnSAzHaE3FUofoHQfVs51B5QV0iEIB2IYk/xM3/QZY9lyu7WXjKZGSoKEQc16Sx0cGpsLb08tUiLxwBHAs/BTxereBkqEwXFwoFBgYGpp0unu0awPkcAYRiw8n3v/998vl8EDmtvH7PPvss//RP/8TnPve5Wb2+Cw0tADXzgt7eXvbu3VuV8q1kpiKAMS+N8kwELngGylaIim5aUV8SEq4AR4zeT10DkTFQDTK6QTdjIXKxYsrUNSAene71UZ6BqKjFM7IeqkEgYgpMd4zxImCahaKYFVDor8dPbQoEykxQyEgam6P3VXlR5W04fGYpxTmz5V8fSkis+gJuJo6gWtQVRspnw3qewMBEumbQ8FH2GkNCKT9YHfVQ0qSmGbSsvmE4uQTucBKjoi7Ps61St3RxDU4m2kYFiundqPrC0fOC61hYVrnIjCddnHyS7HCCxjG6j6vtbcojm4bVRCw2hFN63XYuhl0opqsdKcnl86jlrXChh0qkq8qS2mFBaKZiwZXM9huBAEQpsukkhmeDObqOdLYN/3PkOhZGQlaNmvMydvWrKZ3THho/Aph/boj+gfMsfdXaMbedKolEYkLp4vb2dlpbW2umi2ezBjCTydDY2Dgr57pcDA0N8cUvfpFsNks6neYP//APue6669i8eTMbNmxg9erVPPXUU/z4xz8GZldgLzS0ANTMKSp/cYdTvtdee+24KYEZEYDSw/LSgEC5BkZMomwTZVA+l7eudBPLWEH6t7i/QKQtVEN0FEZcCgkMLzTTthYR4k4IYDCBWpRHCBdViP6CVJ7AxCl59EG+wuvPcwT2sAk1ymsiO1NLp/ICW5IisToHWSjZnkREuTIXWsuPXUovO7YVKQDDEUDPiZeJNADkGNNAIgQgCtzhVEkAliVXsdNFr0GlihG8sTqrI7uBS9j58DSXyudiZIcbSdU7QR1d1fG9SpPk8uedYUksXjJwLnn+jQwX31MzZqEcwUDWoPxKFwn7/fn7+xjJUXEzctqmfe3oRvmRurL1KgUDPaN1o45rIq3q90LmHIykUWbLo+RoE8hYSCnJfrcHu3XJmNvNFGOli0+dOsX+/ftpamoK/AfD6eLZrgGc78bI69ev58tf/jIPPvggX/ziF+nr6+MrX/kKiUSCxYsX09LSwv79+/kv/+W/AJN3htBMHC0ANXOWfD5PR0cHjuPUTPlWYlnW9AVgYSgo3ldOsRNWGCALSZQsjN7848VtRK5CbEiBGDEhYgiJGIwj3NDNYgIpxVpWLDgWZCxocIsecpVuKFKAY+KLnfSZdiobG6QtkQocN0XMqgjhwJiRRXuIstdoJB2kY0baukjXwE5X3LgEGIbELsRIRjSCVL5uJ5vAjI/WASoSQD44VtmyK66r5xggwB1KEWvJVptUuyZOrtgVXUvABcdyTawaAtD1u6kjDlHIJZDSZLi/kdYlg5Fpb0MVyhpBKm9+dvcIdWtLdXnZOFIW/RSh+OMnKVIIpx24QCX54QxlcdTQ5Q2PbctfcmFLPWQzDJ2yR8WfX+46XI+bH93edkzyhejpKlZdHC89GvGcaAo4d3oEeT5L7nz0OMHLTVS62O8u3r9/P1LKQAzm8/lZESl+lHK+RwAbGhrYsmUL73//+7njjjt4+9vfzoEDBzhw4AC7d+9m7969vOIVrwimkMyWuF6IaAGomXMIIYKU7+LFi9myZcuEZvLCDEUA8wOj//aMoE7PEA5utg5hjoCpihYpjkC4EX5ljgF5USYEFAZisDq9qDAQVVHA0dSfMEDKBIYR0S07EkelTBCS8B1dScAeFX9OOo6XSVXvj0Iqk3y2iVhTtQCMuq8pVwJmWQrYdRUxJarq/nwKQ9VRC4FCGAq31ji4SgGYTpJsGRWArmNiRb0kqBKuTq7oQ+gOp4gvrR5RB+BkkrhepKVxOaHO7bA5tPQMPNeMvmaq2ByCFKBMRgYbaWqt7tYVAuxcnFRDdGe0N5xHJRpQqh+nkKAgFo0+aQhkXtF72KVlDdXi3S4XaLlcKBVtVbzqxnZUJkPuQgFfG/qHG+ov94x0HIvBi9Ae8V4YFQLQDwY64wjAi186DgpyXTU6mmeZRCLB8uXLWb58OUop0uk0/f399Pb2MjAwgGmaHDp0KDCjnonu4iiy2ey8rwGEYtp8w4YNbNiwAYCtW7eydetW3vKWt7zEK1tYaAGomVMopThy5AinTp1iy5YtrFq1alL7z7gARKBKZswAVjyPHElCW7aoFNJmdcSo1OUp0haqMXTTHUwgKiJTxT6BJKhqK5IwSsYhSgAqAzWUQDQMBWlgpQDbIqw+cxeji/wEColFIZOksdoLOrJjVfj1OMpASgvDcJGFOK4ysZpyVfVxSkG6uzopKQwFhkIastjkUpG2FQKE6aK84tdUYShFY+jjIO1KZ+jaUZhiZE8VPQmt6M+H5xpcOL2GJcu6I/37RtcVHRa1c/EgElSlvfLFOj1FUQQ5uRh2KkY8WS2EXKc4A7q6aaOIjDWTz2QAg+ELsdGzCYGbcyn0S8ybWvH6Bsr2M2yv7Btfhnz6stnyz59rNJDpbwxmFZdOQCEfI58rV3qOYzI8IFi6og53oGJcYaLCS9GvARyjC9jNueQ7BxDMHQEYRggRGBavXbuWQ4cO4TgOpmly8uTJqu7ipqamGathuxKaQGA0qvfss8/y3HPP0dLSwqZNm1izZg1LliyZ8A9+zfTQV1kz53Ach9tuu21KqQ5/hq9SakppGc/zuHC0gzWhx5RTbilixL2gS1Rky9MTSlHq2BUYIyZeSQCqgoHor5HKkNbYHcNQNJeu8dcq8g7KiIEsdvmqglUmSu1MPbLGfFhEUfgUBg1YHvF0hAWMDMXIXC+JpTIoaSJQOIP1WA25svFzXj6Gm6090zOWcovdvBHBQyvm4ZQEYG6o4sZn175oYZHm2sZoWloJZI1RaX3nllDIJhnqbaa+JUOqIbpZQxhF65VYwiuLADphM21V7tVXyI3ayniuSSzuMTLYSNvS/qqIoRLFz0mtySCubeHacVi6BnUm/KNA4KSLnzfZ0AoVAlDlbVSTiZDFz3JdXT0DFE3FDcMsu/z9vS5GPo4ZiugqBYOXqn9IKCVwzHqM1jhUCsB4RaNQSU+OlQI++pkXECWl+FKlgCeDUoqGhgbWr18PlKeL9+3bV5YubmtrI5VKTfm7KZ/Pz3sbGL+p4/vf/z733Xcf6XSaJUuWEI/HWbRoEZs3b+ZlL3sZr3jFK2hvj5gxrZkxtADUzCmEEFx33XXIiHmuE8H/Zel53qR/RWazWV588UVWZyrmzkoDRbzMa0/UO8iCgVGR/lWuMXpDzxnFDmGlEJeSiFrJRder6rStpJbPX0DGQpoS8gm8nImXi6M8A8OQZC42105rKvBsULFik0JlRMowVZUZtJ8CBnBGBNJKIkTx/TIM8NIpZMIhVhqzlhuodcNSoARW0sZ1zcgvI8NyoTSd1ivEkU6xKaf4QLkJdVlNW0gAOvl4WVRS5qsvtmNb4Fl4brGhJzNQNFZuaouOQA32tbB45SVclSROHtc2oXKec9nx/XMKPNciFvcQCIb6m2hpL09Jm/GxxUH68AAoweCZ6ohpYdAmBmSzKSKz48kElKJ94QhjIp4sa+K1T+epr0jnS89gZLg6+qSUQMXqcM3qz6ioqN+SpZOOJQAvfPto8G8v42AP5om31P4B8VJT6QM4Vrr42LFjxOPxstnFE00Xp9NFMTyfawCVUjiOQyKR4NFHHyWZTPLZz34Wz/N44YUXeP755/n2t7/NX/zFX/DFL36R//bf/tusdlkvNLQA1FxR+F8UrutOSgBevHiRvXv3snLlStYkG6A8eIKrlhMTp4P/VgmJyFanf5VrBJ3CAlGMEDog8mOsxbVRMRE5NcLHMFyUU20HM4pADSRRbhzTkME0jmx/I142gZGqccM1Rjszc0N1xJNDVZso1wSzRtrUqMMSQ2URTGGAsmNk0ykS7cNkQ+bPZSsWIKXAStnkLtXRGFGDaMbKU7FOLk4ili+dp/b1KnuuIhon8xaVKePec4uL0zBKI+YMQ+DmEgz0xWlpv1QdpStF5xzXJG4W6+LiZdGy0XPa+VggDpUCGRKKnm2RyyZI1Y1G8kzyuK6BEZFqVgq8QQdz9SryT1dcLyHwch6JZpOB05CKUIAqnkD4AjA0Tq+8Q1iRFJmy/TxPMDKUihS5EoNYXYxMRlWJTmGWb69K/oy1agC7vnMcmSt/Lnc+PacF4FhdwJXpYs/zGBwcpL+/f9Lp4kym+J7M5xSwEIJEYjQb8drXvpabb74ZgFtvvTV4/PTp00GkU4u/y4c219FcURiGgRBiwnWAUkoOHz5MR0cHW7duZcuWLYjCYNV29tCi8pqshFdu/hwcsKLGb9iAS7V95aAoQyTlkydURE5YRhgvB89l4yivHiNknSI9Qa63acxO43AqqpCOvsl63hhfwHkPw1RVdXFCQCzhkj7XjqzR5IEoCiUraTMcUSMIVDWV2KE1ls0hrtBK/hQRt1DdleyOJBEhWxNPWr6fNKZwCQefVUHQfXopbsW1T6WKgk26CikFRqVADH0OCpXp97JIpSA7XB90x0Jx5nN2JBX5c0ApA6Qil42IqpbeS6sxzqVjDiIZ0XAUngccOoFnj16PeKJAPpsgPVxHPhcnl0mSzyYZGIiuI1XCQMRhsDvKr6hCAI7TBXzi8x1Vj83FOsAwk5kEYpom7e3tbNq0iR07drBr1y5WrlxJLpdj3759/PSnP2Xv3r2cO3eObDaLCn3pZDIZksnklOrjHn74YdatW0cymWTHjh0891ytaTFF/vVf/5VrrrmGZDLJ9ddfz3/+539WbXPw4EF+4zd+g+bmZurr69m+fTtnzpwZ87j/+I//yMMPP8yJEyf4nd/5Hfr7+zl79mzwvFIK13VZu3YtixYtGuNImplARwA1c47pWipM1AqmUCjQ0dFBoVAot5nJVdROCYPC6Qzx9UliTXmU3+QRGYyrEEJZq2jFMs79wRAxUNGdnwE15gbLvIXMJlBWAkKp4kxPM7hG1ZoqThxEy5xadYJexeJDYi+WKEahakXjRi62hv2Dyw8jFJ5rYSUcMn2tyKsuVIk1oyLyWBiuo3HFYOm52mUColTb6BZiVZNW3KEUZp2N5xS//kZGmjFKCk4gsQtxkqnR65iIefR1LaJ58SCpkl1Nsq5ANpdCeYreiy3UVXY/GxbFwk1wCuGvWVEtlhGkhxtobBmtd8vnE9RXRESL0UMLsbidgY6ITubSdbYa4ti9OYzFi/DOdpUfIxRNCf+g8aeAKKWIxd1SylyhpFm8KTsxcrk6GuqqP6NSCnKFLCPHXZZfTfnHreJjIb1SVDSiCWTk+AD588NV0db8+bktAKfjAzhWuvjo0aMkEgna2to4duwYDQ0NE55OEuZrX/sa9957L4888gg7duzgoYce4s477+Tw4cMsWVLts/j000/ztre9jfvvv5/Xv/71PProo7zxjW/khRde4LrrrgPg+PHjvPzlL+d3f/d3+fCHP0xTUxMHDhwgmRw7Unv69Gm+/e1v83d/93c0NTWxe/duTpw4wV133cWWLVtYuXKlbgCZRfSV1lxxTKQTuL+/n46ODtra2ti2bVv5l06+v2xb1bAGCg6FvkZiTXmIS0QmovsXAnGkFMhcDGegHpWzsJrzxGqMWwPA8cb9a4wSWQoLb6Qo3JSrgmO4BYvCQEOwwprTK4QIoobKM3HyMWIVdYBFYTm6dj+5aSYKWKVu2ajOWDsTJz9UT31Lpuo5fx9fpClp4BRiJOrK68gqI4DhiSBGzAtel6ioAQRwHQNFdWpduWZxvB7FKKkdtuYRxWaOsAAEiMc8Ri41YRfyNJfqAofTzcTJUsjGqWuqeG9LFz6bTaFUuTgwDHBdAyv02uxcnFwsSaq+eBwlRbWvoxEHEaMQX4VIDqAylecsntRMFT8ENo3VkziM0IcsHAHMFt9zYajAg9BHSgNHxorRxygMk+a2ZnqODiCak6jB0XXlshUi1reBGanusj70seciLXRyXXO7EWSmZgHXShf39fXxoQ99iOPHj9PU1MSHPvQh7rzzTm699dYJ1Q9+8pOf5K677uLd7343AI888gjf+c53+NKXvsT73//+qu0/9alP8drXvpb3ve99AHzkIx/hscce4zOf+QyPPPIIAH/2Z3/Gr/3ar/Gxj30s2O+qq64ady3//b//d17zmtdw6tQpOjo6WLVqFfv27ePP//zPWbFiBWvWrGHHjh1cddVVbNu2rSxdrJl5dApYc8UxlgBUSnHy5El2797Nhg0beNnLXlb9izNfHgGUFDvRnIH6Ym1XwoV89Z+Okga53ibSF66j78mr6f/5JkYOr8AZrkflYhTSNeatAcIp1viNhbBkUEMFoISFO5DE/zP28qM31cyFlpBArRYTwTGFwjSlX/pGbrjar8+zK9dVPG5da7Sw8xnqbvPttGucHDzXwi1FHgvp6qK1cEobwM0lkW5plJ0odWjXOIedjeMWolW1LD2eG66v6j6ulfK2TIWTSdB7oc1/pDgHNyIq5jMyWH49/aib65SvSwhBbiSFU3o8FnPLA2kKpCvwWtcw1KUwGiIK/ErqyYgV1z/cW/3aw6UF4bSzmy4K3ni8ognIcvFci/RIqrYtjTICARRrL0/lexXTR+zSfGBpS9zc6OfVzTkM7umOPP5cTwFfrkkgfrp48+bN7N69m89+9rM0NjZy7Ngx3vjGN7Jo0SKef/75MY9h2za7d+/m1a9+dfCYYRi8+tWv5plnnonc55lnninbHuDOO+8MtpdS8p3vfIerr76aO++8kyVLlrBjxw6++c1vjvua/G3f+ta38ld/9Vd89rOf5Stf+Qr33nsvGzduZP/+/fz5n/85r3/968tSw5rLgxaAmiuOWgLQcRz27NnD6dOn2b59O2vXrq1Op0gXUShvhHCGSt5unom064oTLEKedbJgMXxoGV0vvpmzP7yR7PC14I3efJ1MotjwMCwoZGqPcVI1xIqPEKPCRUmBO1xX7DIOni/e0QsjSdxK0+ca0RvfxkSVQof5iDpAVZlDRSFMl1h4ekfFZXRtk6xvGFzDN08IhZIG2UvF1Ht6oLq7MSrNa2dHowJeYbS7thInl8TJJfAijLqRBkpBdjiilm6sjLkBpjQ4eWw5MSPH8GADllV7B1WRPvdKAl5WptWLR6evVAuZqssHQheAZAOs2kDh/BD9nZnI+r6yRQIXD7pjTkgJCzrlSoibJBKjkU/PE0X/QqEYHqqraUuj1GiM1RHln5+kVV7b6oRqDQ+9eJi+vj48z+PIp0atXyqZqBWMV6jt3Xg5makI4HgkEgmWLFnCo48+Sk9PDz/+8Y+59tprx9zHv75Lly4te3zp0qV0d0cL7u7u7jG3v3jxIul0mr/+67/mta99LT/4wQ/4zd/8Td70pjfxk5/8ZNzXoZRCSomUkqamJl72spfxtre9jU984hP8+Mc/Zv/+/fzzP/8zy5dH+FJpZhSdAtbMOaZbAxglAEdGRnjxxRdJpVLs2rWLeDwevXN+sOoh56yfElbIEQujveS3l43hjCyl+6fFQbrGuuIxlSxPDkvHwrOL48Pc4SSOcIjVRRTB16jxq9xGKXAHUkHHqo8wVFHUdLdU7yZrmdD4KWsLhIuTjbguFedBQKolE5mu8xkpCRmBb8JcjZ/SzpdsYjKXGouzkkX1NmEKwymSpfo4aZvBqyizhVbFiKxAkB+pJ9mYwbT811pMC+dHUihZHbkxDFU7ZV6iOeUw0NMIsnapQcFJEqtIYfuvRkbNKgYSMcml3mbaFw+RyaSImwolDDyrkfT+i1jr16A68xCvTv0Ffze+2fKwxFzcjndx1NZIeRXTYkKYlldWL5nLJonHvVKA1ChrSAgjvdHjZtIW4Z84Ml9+fWKxBFD87LtpjyNHjlAoFBj+bh+1zILy3WmUJ6s6iis59Q/7KHSnueaDt2NUTja5jMzWLOCwCbRhGGzbtu2ynzMK36LrDW94A3/yJ38CwI033sjTTz/NI488wh133DHuMQzD4PWvfz2bN2/m2muvZe3ataxbt46VK1dSX1/Pa1/72sv6GjRFtADUXHGYponrjkYDurq66OzsZN26dWzcuHFsgVlZ/1e/CpUtRbriCWTWwOutw+uvB8/Ea7sGKBbk+zdBFaEJ3Exxjq1lODh99RjLRjAr5smOZWsSbCOKTQxECRdTkrvUgLQj6oJqRm+K/++pog+f8iycglU2CUOoSn83j0RjxNzgEtITDPe0jP63FETeu0uRwcJIXWk7C+kamCGrm6grUhisg1X9pXOVrkNFDaCdj42mwFVRBKaaMiVfQwPDlGQjPO2gNI6tohEkiriSDI/UM2IpGitHtynF0KX6qho8f6Gxxtq1W9K2yOfjFPJx4vUFaFlCrscET5K+5L/eiK9ufySdG7K8qWsBQgLQqS1Y42K0dq+QjxEvfT5H0qPSLEoYSymQTvE96+9S1IVetJevqCcNBelWtK1kyS3tnPj+KZ4fGqQuVmP0oKfId2dIraztf6eUovvbxyj0pMlfSHP9//5lYk2zUz82WxHATCYzaRPoRYsWYZomPT09ZY/39PSwbFnEsHJg2bJlY26/aNEiLMuqij5u2bKFp556atw1+d+/N9xwA/fffz+LFi3i6quvpr29nbVr1/LKV76S1atXs3HjRm0EfZnRKWDNFYcfAfQ8j/3793Po0CFuvPFGNm3aNH50saL+zzNHu+SM+hQg8HqboCQ87NBYLFW6CYZvwD6OMzpnLZbwyHc3laf4AGEqVFW9XTnSMfBGEkjHiKzJyvVGzHODmvVb+KI1FH3MDZXfZOJJGxl6PtFQqOrWDZPuayL81VLTRqa0KC80QWOkYs6sYcqqyJMvGIs7R1+vqo5mJcgN1+HaBkoJ0kP1eLXsaaiY6lGDoeF6Guod8iP1XOovF5MKhYwQaf5VVPkCMkIeApgmDPQ2gxQ4Mk6+0Ig3mMFoSHHpQLHuUkZGi4uPuYVRAZ2pTOmHUrDhCKAQHrFYKTLnGsGxhCEZHPBfm4j8HElX4dnFg/Uedwl74niZchEtQxFIp9QJfPzvTyOUQS5X+5qfeP4IQ0NDNQ3iT/7zIQo9xVTx4Avd7P6975A9Fz3zeSbx05mzHQGcKPF4nJtvvpnHH388eExKyeOPP87OnTsj99m5c2fZ9gCPPfZYsH08Hmf79u0cPny4bJsjR46wdu3aCa+tubmZu+66i09/+tPcddddbNq0iR/84Ae85S1v4R3veAfvec976OiotgXSzBw6AqiZc8xECjifz/Pss88ihGDXrl2kolxxo6iwgHGGRwWGqEv4zh4B+fOjkTC/BilKAHq04zkXg+hWPOGSPd9C/aqBssifzMcw49FNBdI2i7NsDYoRPZVAxQxwXVAO2b6myMggMEYEUCIwy8RAIZ2EJaN1kIahsPMxknU2SkGysuM1fDwpGDhX7t/lOibxWFTkqXpNQ70ttCwdHN1CVG/m5RN4jokZ88qaYsrXYVRHk5RBbrgBZUgKlTWSFYzpfRico3iCRMLFdS26L7SwbHlx7S4pLM+tDmn5HycF8ZWLcLvKIy0+iZgkl02iGlqQp/oAMJctRR0sXntfcJVROpWbHQ2z9Z+GupCeV4XRiFz4PU8kSs0ZEjzHClLBnhRl9aOqwlQbiqLOyZV8F/OK2OJGnJ6i+JI5ByNpIGT1jyN72MHNuQztu4TEYHAkSSrlREYBM13D7N27F6UUra2ttLe309bWFtiO9ISmhwBkTw+x+3e/zfUf+xVablhafcAZwheksyUApzIG7t577+Vd73oXt9xyC7feeisPPfQQmUwm6Ap+5zvfycqVK7n//vsBeM973sMdd9zBJz7xCV73utfx1a9+leeff57Pf/7zwTHf97738da3vpVXvvKVvOpVr+J73/se3/rWt3jiiScmtCbXdbnvvvs4ePBgMEIP4L3vfS933XUXr3zlK3nxxRf51V/9VZ5//nnWrFkzxtE0U0VHADVXHI7jcPbsWVpaWtixY8fExR9URQCdc4PBv42KuiuVaMQ+PyqUZK40+ixdPg8VQMUbGO4p75BMJBwyZ1vLoirB2LTK4n1P4Awly8Wx60LWRuYV2e5GCjVHrlFTAAZp0lCdnx1RB2iXImpONo4ZKeaKZAfqq0SoE5WSDi8ttDY7E+EjFtFEkgu6a4OY2ugx8lbN+kTDUGSH6pDuODfscbLxUglSydHolmVJkjHJ2TOLAegdbIj8IWOExryNOGM3LUjHRPaOfr5G+kd/r7u5iPdAVE/ZGDhuY9SFrmk4Jav8mkhFsmRsbRfiZXWAIxVNMrLycyQAJXAyoZKBxvIolVU/+nmSoZdsDzscePgQyvGCCSl2DbPzNpp4+ctfzo033khDQwMXLlzgmWee4dlnn+XAE3vJne6v2scZLLDn7u/T8/jJyGPOBL4AnKspYIC3vvWtPPDAA9x3333ceOON7Nmzh+9973tBo8eZM2e4cOFCsP2uXbv+P/b+O96u+6zzxd+r7d5OL+rF6rJky7Il2SYmZCYBfgMBknCZgTChDIGEYX6BUHKHBAaGTJgEyJ0EQkgoM5NAbnKHzFwuJNekEdsqtnqXrHako9PP2b2s9r1/rF1W20eSG7bZn9fLL+vs1b6r7P39rM/zPJ+Hz3/+83z6059m165dfOlLX+LLX/5y2wMQ4Ad+4Af41Kc+xe/+7u+yc+dOPvOZz/B//V//F4899thdjaler5PNZtvHNU2TRqPB6OgoH/jAB3jyySf5/Oc/z/d+7/fywQ9+8J7PuYe7Q08B7OF1AyEEly9fZn5+nv7+/jtWyIVBcuUAVqUsotRR+KSIirthqp1cBXQqFK2mL5tRNcDHY4QSozA1QN9Kb5/haMygcquf1CrnuNF00wfOUkG2mueFQ/58lbxCOJ0dzIqMXo1jGQrqMq3iwiDaxiCuvLuQPEBTb3rLlaJoSb1dUOHZlw2LE0FjWb0RAYKWMa0R1csxtOa4bUML5iDKdiDUm5/uJzVU6hA11+np1e5mtNVyDL0aQ41YyJEQEtWsJnEKQSTkbgbX1TQR1WeZIkM21eDW0gpkuxF6ybWYgl1xjhuNJHDn5/lRr8aIRZyXCTkZY+FM51kzS0bIj7dzQL2gE2krjRLSwCBUbzl/NwzsiIws7DbxVlUTRbFp6FHP+do25PPevDvHC9DXgxnQXb5+uvBefzkexSo1lUufAnjtS9ed/dpOVXihGGd4MFj1W5ssIUkSmUyGTCbDunXrMAyDpaUlzv/qoWChUhORFTkm/n6Oke9aF7r8xaJVbPZKEcAVK1a8oG3f+9738t73vjd0WZhq9/a3v523v/3ty+7zJ37iJ/iJn/iJFzSeaDTKT/3UT/Fv/s2/4bOf/SyPPPJI245rbm6u3ankx37sx/iZn/kZwPl9f7HRoR686BHAHl51eCFfcndXj5UrV3bNFbojXApg1epDozPJ+1O6jEaCNgGUJOxKHZCISUHFyxYR8rf7A58DRCMGlYVxkgO30eIGtYUkdjlColnpalTiYHYObtuOJQ2KBjULSRLU80lsIaFq3cOzpiEHCGLLQFn2tTWpFRNoQ50cKttUqRdjCEvFrCiYso2WrHsKAmrFBLYZ/EmpV5dPxrctBVzjqhRS5Ibz7b+dwg3vNkbF2We9FnWqR91dLcxg+zeAaiWKaahOn19DRQsjgM1HT5KgoceIx8KLXaolhUg6vJ1Zvaag2lFIBItIPBXO1e5KqmEonl7Aytgo4kLn3upLdWKBxrvO/2xDoA5omGVnfA2R9vzQi0gEGvV2L+BYXMcwnBZzbtLqeBJ6iY1fAZSa+X5G2ULVJIQlKBUU3LRRinaO7q5CLl0tYSw2r29TjWzoGokNA1SveIlxmBWMpmkMDQ1x+kIh9PXGXJVi/kINc6nIbsO4K9Pke0WrAOSVICYvJAfw1QbbtpFlGU3TeM973sOlS5f4mZ/5GZ544gl2795NuVzmj//4j9s+hJVKhVLJ8YHsEcCXHr0QcA+veSwtLfHMM88QiUTYv38/iUTirnsBB1DrKICWLxTqV4PqMx0CYGoardkzzI/MslSMWoxGPdwMWjOKFG86BNEodmZ2vZZGVJ2wmJOfpTi9dYUMpnOOtaWkU+RQ6u4xCGCFhGJbZyTLtqcHbt1vyixALyVwWpmBJGTqS2lqrbGKcPUPoBYW1qXjhef3l6v6zKilEC9Au+6cS6tTiGU7JMNoqKHkzzBkZMBoRDzHDsAdji93J66xSHj4Nl+JUS1r1I0uaQfuSuWZAqKLclQuJZBcPfRmb/uKKRqWk5PqQWd9NdN5douz3rCqHWnZFQHYaJqOoUcCYfNqLcQT0k8AXeXdkYxzDxYnffZEkQ4BtFyXbfbQrGu/ok0uy/XgcbuZQV/77+eRLN+9UGSiW1ZQu2ChZFXmTtb41v/7bY4ePcq1a9coFotdLW3uFa9UAQi8PgigWykdHx/n05/+NO94xzt47rnn+A//4T/wkY98hPvuu4+PfvSjmKbJmTNneOCBB/4RR/z6Rk8B7OE1CyEEN27c4PLly9x3331tY+e7aQXXFS4FUFnyKzyuiUaL05jorKsmkujNPrx2zQBfMa7ZzG0ql0aJxrxG0+ConjHVoDyVa1a+QqMcxSrKSLLAqKZQIhYy3iR525baeYONWsQJpXXhNlZI3lu7V4gEtq0gN8POpj8P0Gru13VsVbMAiep8GjVew2qEeyuaRgRJthE+77vWNfGTikbJS55kxfLX3iDbktO2rknEbEkBYdIIzSG0MPUohq65C1TvCKtLZ5aKkSQWDRJAw1YxGhpmzUaTw39aPebLhoW6os/j0wfOPZUEyE0CKCWiVK6EKNqJCFTDzbjVRIfsz5036L9PaodJhdYigIJIxKBRj3na0rXGUAwxyRZ2dwKoJVUaSwbzVwzW3i875tKA7Oq007KBEQIac9VOTYzV9KqUYPK5Ciu3qUhLnWts5BuYFQM16X2JuflX5z1/q7k4VjLL/FHnRS6xqh8ultk2uhPGDBYWFrh58yaSJNHf39/+74W2HGspWq8EXmgO4KsF165d46tf/Srvfve725/19fXxgQ98gA984APcvn2baDTatn6p1+s8+uijvPGNbwRemTD7PzX0CGAPrzrcjcxvmianT58mn8/z0EMP0dfXKbDw+wDeE5oEUMQG0cpe1UWyO3+byRXg8sdTEgloEkBhmI6Xh4uEms1IV3lpmIEhr31Ce/8yaKaN0TTdbSyk0CtxoikDLRIe2q3nE20zYyFkDF0jEgsPTYaqXp5LLdMqc7ZNFdOKoCrOOSk0W6+F7FfRLPIz3f26bEtGUqwAAexWqaH7LFxkNUjmJUmitJAhO+qQaWE5w/eHf4VkY9RjKIqgWo+0Q9ZdHzF3iLbLOnUjQQJvSNK2YXouRS6hI8dMJGFhmtKyXUIA5HQqQACjG1eiHMu3i2/V8VG4GKwMbwBuyu2kPTgbya6wq14WjiH0jFNNjNLqJiNQFCvQ+xegVosQFiAKKoAu1bFpAGiboA1n0G/nmyfZWcc2bUBClgSy62kStsCyZCRVIAmJWiROAq/qV7tdIn1fJ42ifK2AOVds36fYmj6Ks9CYdBXOzDdDyzMm6/aMMz4+jm3blEolFhYWmJyc5Pz586RSKfr7+xkYGCCbzd412bAs6xVTAKvVKul0dy/EVzumpqY4fPgw7373uzl8+DC/+Iu/yFve8hY2bdrE9u3b2bhxo4eIx2IxvuM7vuMfccSvf/QIYA+vObi7ejz66KOBrh4vWAG0dCTdmXTs6Apg3re8Q8IWfEWHkqfllYQUiSFqncIHvdzslLCYa1uYhEFWBYohyN/OkkxaJHPBiuIWbFuils+1/xYC6pVYVwIYWgnsVqRQwJXzWKvkSGdmMRtKU+0LR7WQDJA2zyEsOdTkWnL9yxZSJ+fNVqiVY8RTzvVWuhS21CsZ+pUF9LqGsASmqfiOIzAbmhMer0Y9+Yqy7PQ/Xk4R1DQTy3K4vGfchhn45ZytDDCYrDLfiJFRbECwUEww0u8vfhG+v4LkoTbfLCxodrOoFDQcuudFsi+HMd8hSeVKlZb0bPo0Uyueo/U8i6Y6aVd0J5wfcg1q9fD7GWgH51IA1VjnXEQyBeSdP1qStNRREBV/WF+AQCKaVdALJktnFdLrIlilzktWbdJLAC/8/tH22BPbxpk7WcB22eNomQi3TjvXv3ij8z2SZZlsNks2m2X9+vXous7S0hILCwucPXsWy7LI5XJtq5lEontqxStlAg1QLpeXHcurHbt27WpX9GYyGYaGhvj617/OV7/6VWKxGCMjI+zcuZP777+f7du396xfXgH0NNUeXpXopgLevn2bQ4cOMTY2xkMPPRTa0u0FE0BXGzgzjNAYnUlEqfiW+1lCxLvcKDZz1Ro21cXl3+KrCxlkPbqMe7ODynwalyiJsGXK+dQym4UskNxqmffnoLzknEMtn2xPtAFrPQH52b5lbVWEkBEhVi6S1tnG36+3ku/kOqldinobFSccptedSbFeibvIjI1pqAhbcVrn+fIfHX/BkPdf1zBlWVD35cHVGyoxxVsYkq/1kZWcZ6Ne7VzDSlg1su8ymD6VObJ6lNqEQ+okRUJORJk7Haygdlbwjt+tDtXqXsJYynfOv1X3XZoXVKtxdN27H9uWqHTxSQwogC4GrUQ6596wIq5tmusqrZxPEVAdW39F+51nztYlIqu9fpK1yY7qals2hWdvIYDYtpXMPLvkIX8AibXZdlceNwH0IxKJMDIywrZt23j00UfZs2cPuVyOubk5Dh8+zDPPPMPFixeZm5sLRBZeqRxAIcRrXgFMJpNtz7+tW7fy13/91/zN3/wNn/zkJ/nBH/xBTNPkc5/7HO94xzv44z/+Y4AXnsrTw12hpwD28JqAbducP3+e6elpdu/ezdDQUNd1VVV9gQSwI+sZU8FJV9SKju2ZrGLd9i4PKDmql5g2Fp2J3qqZVBfSpF1mx25Ul5JEZAuhWTRKCWS1hBwyvwgB9bw3H8iyZeyGjG3JKGpQNetmadKGj3QbJQXLkD3VqH4GUy0mHHIlCeSQYo0WwsLP7k4YTm/czvZ1V0GLooWH8/XFZucLIwYIJ/wrC4QQWKbWbhNXr0VClT4hR7zGdNAkxJ2VTTkFdJTfcj1NUu38XSzHUWzdCT8LyLoqi5Ww2lQfO9dnS54wrmHHcFvmKGMjiIvhLen8he5uMpZOZSjSIT3TF3XSTT9ky7IpLKUw6yqqYlGvx6jXnXCw48cn0VUb8PX0cx9TUl0eh0sK7XKnlkVLUylTFNE1vK5lO5ZBk6cMBqKdXMLa7Y7aef2/X8A2bERfP3PPhlvpVF1kvDTRnQB6zkeSSKVSpFIp1qxZg2VZLC0tsbi4yPPPP9/2r2uFi03T7OUAvkBMT0/z1a9+lXq9zr/4F/+Cn/3ZnwXg4sWL7d/vVyq8/k8VPQLYw6setVqNEydOIIRoV/kuhxeuADbz/yJZrNkl3ETAlmVk2wmPiuwaMH09Tv3cSnEpLrKMUTIBySGAi2mECIbe9FoE0VCRVBtJEkRTdSr5HOmBfGCo5Xw/+HLqnMIBG70eaYdP3ViOoDkD9f4pmVBZSAcKBNqrC8g3e/7apgLL7N9oRNB8BNSsdNa3fefiLuZQ5HACFJEEekNFr6lO/pgksG2nmKVF/lrqXxgBtIXSpRlbB9WKQtb9uLkmpIauIIigNcdXFgliLrKajplYQkZxWez4q0/tSgN5PIOdL6IOZFg65yIzQlApRWnllgbGb/gfuk6XjlZv3hbq0wqsj0GljtEwmZ0axnvDJSzLmQ4WFhOBfr+d1brncbpV+4UJm2xTrLKbBK6VLxiWc9iG68CVGZNV/2yYytlpwGsFc+OLl6nUYkj1cJseOaowdbJD+koTXVTUO0BRFAYHBxkcdNTIWq3GwsICi4uL3LhxA3BeOKenp+nv7w+NSLxUqFQqr2kFEDpWLs8//zwf+tCHmJiY4Ny5czzzzDP8xV/8BVNTU8TjcVatWvWPPdR/EuiFgHt4VaI1mczNzfHMM8+QyWR45JFH7ioH5gUTwKYFjB1fhT/YKeIdQmKKXGBT4W//5iKAdjTR3p/dMLFNjYbP6sS2ZBqLyQ7ZapKlRLLC7GywlVV1NiS8qMhOp4tiePhOUe1AqNVzmsJLGiRJ+NQ/3xgKSUw92h6/WKZ9RrkQct9cx/aHFo26hi1aipEZ6vMrSRKF+X70sgKmE+q1DNXjRTg5m0HuIjf5xT9nIL51Gp3nyLIkYk0ncNuGUiVLxEXOShXvcRRZIPp8SnXIech9Ta0sN+jxWFYGssyf7a5chXYDWWaZMuDY9DTmElhG+Lu/acoslLobaduGjZRwkRyXIujmtos3jHYhimj1H3Z6GKKEKNGtbRt574vV/GTnmrasYGZPLjJ/udG9kAdIbcxh1joXs3SzdtfWL/VSlxxaIB6Ps3LlSu6//34ef/xxRkZGUBSFiYkJnnrqKZ599lmuXLlCPp9/4V6kITAMA13XX/M2MK1r8vnPf54rV67w3/7bf/MYTp86dYr3ve99PPXUU0DwhamHlxY9AtjDqxKtrh4nTpxgy5YtbN++/a7DAYqiYNv2vf94NHMArUaQrEQynR/exkLIBOZTXHDZgNieJDYJKRqhsuB9ky9N9RFxWYu4iVdfaolSwVX9uJRFDinoEDZIqkyl0D0P0O8F6N6LJLykIZpsBD31mhs4uX8573ktowAuTYeYYHs8UXy5Zcg0GhnXquGzfb2WxTZlbFvGqEeanSocWEImukyVh10PTvR+UpGI6e1i7qVCsq3mzczkSGpe9SkeMKsBLRfu++iBoiHFIhTOOwq00pdE27QGPTVKbEWu62bGMkTFDDGZrltO+HD+UpRunWGK5ZhTkCN3J5dqqpPf6r5ewsXShS2hDjn3z276YkqKjHkHTlSa9F7T+XN1EhucZ6c+VUYIweHfukC5EunW3RAAQ3ifc6thU53ubpLegl41OPix5++4HjjFJNFolGw2y8MPP8xjjz3GypUrqdfrnD59mm9/+9ucPn2ayclJarVwpfJuUS476udrnQC2fpPPnTvH/v37Wbt2LZVKhUzGeVaeeOIJdF3n3LlznvV7eHnQI4A9vCpx4sQJpqam2Ldv3z23P2oRxXtVAVtt4PSZoOoiR5sTiiRTv5YPLLcavpCwK7hoyT5bk2iE6kKH3NTKw8RiPssZuTNTyrJAk3WqRYdI1op9hEGWwZaigIxphVdxhnkBto+JwLJas6pNLNV90qoWEpi6N9wlSd1nd9MKkmrZVTQgaUFFqlbpTHZ2F3XRKMeQJeEYZNsSSDZINlMzWS5NjAfCzp7jS4JGffksGFURFJtqbaPhPANz82lyaW+RRUXESEWD568XfDJjyIRm1y20VeMIWyayeQ2VeTB1maUJGzPVPeRn5P2VwR1GpBeCYePCjEJ+KYXcZVIVAhaWUkiyjb4MUZPjrvvuCtn6w84i7hBOq+Z8NwqFSDs0Hzh2c+xmxSI25H2uqqZz/e2GxfyxBeaO57FsCW3lYGA/zpgkZs4Fn93lCkFaePojz7P4/N3lC4K3CjgSiTA2Nsb27dt57LHHeOCBB0in08zMzHDo0CEOHTrEpUuXWFhYuOffpkrFCWG/1nMAW5Gd8fHxNqk1DKPdrz0ajVIoFNpKYY8AvrzoEcAeXpVYv349Bw4ceEE5Ly0CeM9egPUlhJrAvB1sLC9FmjllmVVtRcMNq+qdcIXrq2XhU90iGno5jtlQqRfiSCHqgN82RdMaGLUYC7f7oNbN509gC2ecjXp4qNzyF2P4Qrwtr75IXA8tJAHRrvwNDjr0kADoteDEb+guwqKH2KG4DKG7hfusokQ0omObGpapoddi6LUY6aRBfSnCrdnlFTi9i3m1G61q3mTcpFiKEw+xxCnVw9uM1W4sgZvchsxn+nyZmp6mYcXJH58huWkEfUln6WqDxaXu7cusmokUc+WauvshF42Ax83ceYOlhfCXB3AqnG3bcecrVLsft2q4nj/XISwfa6ybzrW1qs76E1czIEnc6WsZGfS+vNw6XCY67BCfg799AatqIUkw/3wDrT+Y7pBan6U6HzzInQpBhBCc++JtKvPhOZdh6FYF3OpbvHbtWh588EEef/xxNmzYgG3bXLx4kW9/+9scP36ciYkJyuXyHYlOpVIhkUi85osiWuP/uZ/7OU6ePMkXv/hFZmdnWbt2LQCTk5PMzc21i/x6rd9eXvSKQHp4VSKXy71gC4BWb8573V4vTFM1+0LfiloVjqbcDwSrDu2qN7wkhNSeG03L9zVTncm1NNVHNF4POMgIQWgSfjxVY+LMarLZ8IlMAsyygapCOZ8klVoKruTv5ICXk9i2jBAm0W7qn+QUq/jVPwjlNu08PtuSsYWCLHXuiTvibBshIculCKxtHjYmQSN4BFm3nbxJ3zyxWBtAlkCvxmjYEaJdCkkM484TqmUqFEoxJBksXUUL6QKiGCZhFSXCtJGHR7AnJ1ufBNZRh/qYOegUOiTuGyJ/apbIfatAalCvyQyuylK/GeweAyCnE1j1kGXC8cFzq4RWzUROetdx/zE3n25/PFeMMJAID5lqsWg7VbFWrwPOy4bhCzsXF2T6cDrjlPQ49UqzXZ+loPrNvV1jUeLeCylsCQb6MG9XWDjjnKukSJhVC9HXB4u+ZzURx+1n2R7PHRTAE5+doDhZR47cPcmyLAtVvfM0qqoqQ0NDDA0NIYTwFJNcvXoVTdPalcV9fX2BvsUtAvh6IERCCDZu3MjP/dzP8Zd/+Zd885vfZGBggOHhYf7oj/6IoaEhdu/eDfQI4MuNngLYw+sS3axgrHKwqXzLYsYszxFRw+1lWopcIx8yOcgydtUbjnOTG9NHMqTmhFG4NRio5IVgu60Wpi6Ph/bz7ey4M4vqJQXDCFvXV9ziO5QQEpJiYdSiNCrRoNWIJMLz+XAMnwOfuc7FsTgJR1hhgFmR0ZvnUOlS8KDXYlh1DTeDqNQ07ILzd93QmC+FjxegeBcEUJUF5XKMci0X2gKuampkY91fNoTWYV1+oUdSFQrXHHIaGUlTvVlGVmRuH6+1ybmV7K6CS3FvfqkbWtrrxdetfzE4xR+1Rkd5s1SVxNpM6LparKO6RWOdbcpLXoI1f6NzTSZuDbXHZ4Y9J65/21bwWZg4XGM2n8FqksxWRfH0c3niG71daOauBE2z4c4E8NlPXkUgUZ4J3z4ML8QHUJIkEokEq1atYteuXTz++ONs3boVTdO4du0aTz31FM899xzXrl1rh0NfqAXMJz/5SdauXUssFuORRx7hyJEjy67/xS9+kS1bthCLxdi5cyd/+7d/23Xdd7/73UiSxB/8wR/c05hapO5f/+t/zc/8zM/wnve8h9nZWX7t136NcrnMb//2b7Nx40bPuj28POgRwB5elXixX/xulcDW4hL5//p5rLyjJDQaDZ599lkWFhZISHUohIdipKZyVQvJ/5MSnSrfFjwEsO77mrVyFA2NhYmRgAVKoGUaMDu7GpU7e/k5PX2df1eqwXCf5Av5Sn5FSgi0iIUsg7AV6qUE1UKiHaKyLZlGNbzKOLTVnGv//u4ScrSzvqKEE6ileScPUOvyS2XoGrqv/+/sQpZWhzLDVBBFQb4cTj7Dwrl+JOI6tUqEOOFWIgul5RWghruntI8BRjeuoD5bQ05oCKFglXViG4ZoFCyQJcy6zdTV7vuWl7EdUVz9gBXZRuvSUQVg0e0pKUmk12ewM+FpBO6CHMUV3pYaXiKUv2lBVKFUjmK4zKatkBccWe1sqxdD1OCiTUPX2i8Ubv/BwqzUrkZOrExRuBFO4Eo3uxPAm08tkL/uLDeqFvVC9wIbN16KTiCKotDf38/GjRt55JFHOHDgAOPj41QqFY4ePcqmTZv4j//xPxKNRrl9+/Zd7/cLX/gC73vf+/jQhz7EsWPH2LVrF29+85uZnZ0NXf+ZZ57hR37kR/jJn/xJjh8/zlvf+lbe+ta3cubMmcC6f/3Xf82hQ4cYHx9/wecN8OY3v5n/8l/+C1/84hf5xje+weHDh3n88cdf1D57uHv0CGAPr0t0I4CR1atQRoaZ/eB/YO5Lf83Bf/g2sViMfQ89AMLCvBVuKisJHZEex64EQ4lyLEiI3BYjpi9C5e64oVdjzE1v9BbE+mS56ZuDWAvOuWhdTJGhoyzazd7ApdmgAngnL8BIXPeQRFl2/tOrMWwb5m93V9Nax/WMyXUqNV9emV7zHscwgj9HrY4gYa3o9IaKsGUa5VibfxdKMWIuMi5sCQmJxYVwNSsd0zFc1jhhdjOGoVKrpKjr4T+X6h3eVeo386AF74UU1Vi8WEVIErEV/dSbRselJec+SkC9aDJ1rtHOgfNDeFzCvQNphTKFgGi0O6ERApYKnYKbyFgWLamysNDFPsfjP+hSeCuWpzcwAH0Jbk71e6vNkYLKsovhV6eDBM6wJHArg65bUbxRJbF1FABlsHuV7HIK4Df//TlPhfLdqoAvRyeQaDTK+Pg4O3bs4A1veAOf+cxnWLFiBTMzM6xZs4adO3fyS7/0S8zNzS27n9/7vd/jp3/6p3nXu97Ftm3b+NSnPkUikeBP//RPQ9f/+Mc/zlve8hbe//73s3XrVn7rt36LBx98kE984hOe9SYnJ/n5n/95Pve5zwVC1XdC60XyB3/wB/md3/kdpqamABgeHmblypW9zh+vMHoEsIfXJZbzAkz+szdijY9hPPl17vt/v859uolqlhDJNeEMAMBqYGnD4csiwYpbd0Wk5ROOSmXvRLR0K83c9dHOti6FpFLJYJVibUVUi5iYZvjXtpWE3yr0sA0F2/JOyIpqeSdft40HNtF4+MQnbAW9HsUKyf1rjzu0wrhzPYMVt95rbVjByaTS9A9UQ8KXtXIckDBK8faulpbSHt+/llAUlWVmFoMkSpFhobJ8IUjBTJGKW+RLaeZKXrKv2woDqeUnLWHaKCNNL0cX04+sG8dYapDZMU7pvNOnNzKcYvpkpT34ymzzfgzmQvdtd0kXAFwefQJFDiH+zaEUy97nNzIQR9Zkrp6qIanBZ81T7OErNIlkvPe4Us9hmt7PJAl03zMsuwigUbKQM67qYjvEBsj3Nb19rITWHyd/e5me1TN1zHpweeFmlbkzJdxfhnIICQ3Dy90LWFEUnnjiCb7jO76DBx98kLm5OT70oQ+Rz+eJRrv339Z1naNHj/KmN72p/Zksy7zpTW/i4MGDodscPHjQsz44Cp17fdu2+bEf+zHe//73s3379ns+n9bv2EMPPcRTTz3FT/zET/Cxj32MS5cutc+3h1cOPQLYw6sSL1sI2LI4e/YsV3Zug2QCqVgi/5k/J/+ZP8SodM9Rk4wqejE81CeFvAXbeufYZsk7W8kuj0BJU7FrBvMTI+SnWyFb52vZqEXI3+73d9+iUe9CWJqHaZECSZIoFbyKiCSBZYdPHJGYHmj04EZxIYOyjJJkW3KgmtF9Gw0fAZQ17z3W68Eff9nQEAIivuO6SUGjHMO2ZOaXksR9ClTU5WNYLaVC+X25sbyKkW2qb3HVJipHUDau6yzbNuoxb+4GW22GU5tjlpNRFs4USW0bJX98ur2ePNjnScxsFEy0pMLc7fAbE2pm3ULz4ktIVGqx0EprIWB23lspLZAQtqBRsUPzAL0m0768w6T3Ht84IYVWcPvzAE3b+13V+hXXstY+PG8r3u0rFgz1M3d+mY4fIjwM/PX3n8XwGblXZu7sGQivXC/gVg5gX18fb3vb2/jMZz7T9s4Lw/z8PJZlMTLiNZEfGRlheno6dJvp6ek7rv+Rj3wEVVX5t//2376Is4EPfOADfPjDH+bhhx/mySef5Dd/8zf57Gc/y7Vr117Ufnu4N/QIYA+vSyiKErCBqdVqHD58mHK5zCPf9Ub6f/xH28vs2QnqV0OqZltolKndKIUvC2nW67aKMYveySWR6JAyOZWkNbHdvrSSSj4JioZlycxcHUGxgjO82aWLQ3t+dBGISjGYx2XbHQLZDvdKFtqyYUJBfmYgkEMYHEB3Aqj7ciElzXvdwooDVEliMZ8i4vNJrBSStOushYxZjVApBc9VU6BmOOtFZIkbc8FJ03Ad109WtLF+Kq7QoTBtFo/OY42vhUQUK9COLRytXtDt81o5RqQ/Remiy3JIkZg611mvlecWH44ycbyOmg0SdzcZE77B26bAspzWa7IEuqGRL8U8JL1WV4M5qEJgNlU+Ix5MbzDKrmfSpwCqCdc9FQKzFn59bJ+ip0S8z7T7HcW2pWU70rSgC4W+7cvb/pR8YWCzYTHxjTn8dSevFgWwhUql8o9uAn306FE+/vGP8+d//ucvSXHGrl27+M3f/E0+/vGPMzY2xu/8zu/w7ne/m8997nMvwWh7uBv0CGAPr0v4FcD5+XmeeeYZcrkcjzzyCLFYjNiunSSecBKO5aiNCOme4OxMRkRSmPlwaxQhBQmg1SSAIhJD8u3WLZLJ7ipOIXPz7FpqjTS3L48T6dIz1epiphtmMWKEqIW2CCpe0fjyrbXKhWRz7EGS50Y9NETsrO9vP2ZUveTWT0RaWJzNBkLTbhJsmArT8zli/vyz1thdypdUi9HwhR+jyxTWiFS4b175/AJGYhRdjqNkw4ti3KjdLCA1K2aVbILC1Tp6wfS0mktsGKI6HSTh0ayGsEBbEcy/NN3dQPxt7HThCZ1KkkOIq/UoLWvtWV9HGmdDaJSdcc3cDsqbRojJdAtqrHOtVUV0f6buQABbyw2zM3bP4pBbNjOpU1TUgLLsRtHnBfgPv3EBQxf4lcy7JYCvtAJ4txgcHERRFGZmZjyfz8zMMDo6GrrN6Ojosut/+9vfZnZ2ltWrV6OqKqqqcuPGDX7xF3+x7eN3N7Asi3/5L/8l/+7f/Tt+/ud/nj/+4z8mm83yXd/1XRw8eJAf//Efv+t99fDi0COAPbwu0SKAQgiuXr3K8ePH2bx5M9u2bfO8sWff9gOo42NIsVxHUfJBTiawomNdjyVCQoB2zZm5dDlItjwd13z5g7apcuIftrFcULJbWzS5aQrsNpGWhEzDZ1LsL9aQFRM10j13yrZhacYhH5ahokS6K4WlEMWxNVmLLrmLLdS6hFKrxQSaaqM3izXq1YjHJ7FUjmJUu4fv3UbcmixzzacC5lwWLrJb0ZIg/3w46Vf7EpDMUS3Emb0WwRxcgbR+GCvT5c5ZNtKQk0Mqj4wgJ+LoC959u21YgHY4Xm364i2FmELrhe5EpVHUwyt/hUy1FqNS1Wg0gqqiAKrNnrzXz9RQEl5yZtUtpGafXz8zU5rdXQxDBPwtvZCw3EPzF6PXnf1athwM/xLsEJFalWDqQhUbidyD3QuV3AqgEIJz//1maHu60l20jYNXrwIYiUTYs2cPX/va19qf2bbN1772Nfbv3x+6zf79+z3rAzz55JPt9X/sx36MU6dOceLEifZ/4+PjvP/97+erX/3qXY+tXq/zhS98gf/j//g/OHPmDMPDw8TjcdavX89//I//kc9+9rN3va8eXhx6RtA9vCrxYkMMqqpiGAYnTpygUCjw8MMPk80Gw0OSptH3U/+ayn/7/e5jiccwqt0LBYQZlCPsmjMxe/sAN5eZoj2dST4T2ciKIRa/nqA+Ggm0h2shNKEfaFQEmgyyb3lpKU10rBNqdBNASbLR4su3ZqhV4rTeFU1dcwhgFxEo0GkEZ26XcApJloPShYCLZrcOw5aIIKiV4x4CeHspwXD3fHh0HXCJJ3EjSqGuko05553ULKRkAlGpukYLkdUj1J8LEgElHcOSk9QWdefe21C40PKXTJBaGye9QoNyCX0y397OlmOog2nq1QiVK16lRc3GuHksPH+t9XRde7bO9o0qdr1zv6yKgTSsInQTP0mqz1SJdvkaCWwKXaxxBFCZ11ElsAyIrclSOe+tjldSMcxGOUAAW4bpDSRUA+KR7uqqacookWbLL98jrc9ZtNICHY/I5QmgNBSB8zqKJHH6SIGNI1FqIZW8bgXw+H+/gVGxQlM4/zGrgMNQqVQYHOzS+q4L3ve+9/HjP/7jPPTQQzz88MP8wR/8AZVKhXe9610AvPOd72TFihV8+MMfBuAXfuEXeMMb3sDHPvYxvvd7v5e/+qu/4rnnnuPTn/40AAMDAwwMeD0XNU1jdHSUzZs33/W44vE4X/va1/jmN7/J0tISkiTx3d/93S+oqKSHF4eeAtjD6xKWZTE5OYlpmhw4cCCU/LWgrRgn+p0/gBkfCw0tybEItVvd++K6Cz7aEBJCjaDFgjlnbhuNVuu2FoxoH7YtUyx0f9tX1XDC1poUZVl4Kn1rvuKW2lJne0WxurR8a47PllhytX2zdBWxXMg0RJ1seQ3KyJimm3x61zO79BKOCBnDUNBtCcvsFBUIBHOlKPlKl2vVXM9PLFVJ4nbV+zwo/cFQr6kG96skI4hEBqtuUriwRPFyHrnP+3JQvl5j6ukiUycFVW0YbdNqomsHaSzqWANjFE7MBPYbWTWI7RdWm2qkqTvXz6wLYmuD6pYc4tcnBChWkKXbNjR0mXojQr7LS42wnZeUxICzvC4H2bXS7gfsI4CSY/FiCYmqKVM1ur/IWa6Qv58AmiUbS7SWh/gG+h6eGxcdAp6fKtGo2JjD4WF5dzu4Q38ygdDk0P3fTQhYCPGqVQABfviHf5iPfvSjfPCDH2T37t2cOHGCr3zlK+1Cj4mJibYNC8CBAwf4/Oc/z6c//Wl27drFl770Jb785S+zY8eOl/RcZFnmiSee4Dd+4zf4nu/5Hq5cucJ/+k//id/93d/l+PHjVKt334u5hxeHngLYw+sO09PT3L59m2QyyUMPPXRXamL8kQPEHzmAOTdL5X99EXHtBIrkTAK1yQLGjES3Zrd2IzwkKsfiGEQBL0G0dbvdNcw/8c1ddyaTajEBI8GexOBYwVimhKJ2M6128gRl2TmubagI0SFcLS9BIWiSv+7Xp1JMYLtsPIxGBJkabqXMDSXENsS9Zk2PkFYdMm1JwhPqjnURUhQJZuYymAjKhZRzHpKNaWjMF5Kh/oEARrMjcySEsGaqKtqOIYzbjpeaFPGpYarM0jlv1xg5riHl+ik/nyf34CjlKWdbMaDCUrgkWptqUJtynqPMpixWRSWyZRWyZCMMA6tYw1ysMHelewi+Uew8X8VaLPCjLcdjWBS9UVRJoPpySC2raYwtZHTbxrBUYiHXRjT3FO/XqM7r3L5hMuJbp92DOMSdpeUSo9tg1CXiUQspJL/TbWEjfOXZQrRaIoY/Z+4XtezmNDePOs9U5baFpMDFwyW2bldpXPO+LLUI4MylEjPny10V0spdKIB28y3rlVAAq9XqCyoCee9738t73/ve0GXf/OY3A5+9/e1v5+1vf/td7//69ev3PKZarcZzzz2HqqqsXLmSd7/73fzVX/0V//k//2d+53d+h3//7/89v/RLv4QQotcJ5GVGjwD28KrEC/ni27bN5cuXuXnzJmNjY9i2fc/7UYeGyf7kexBCUP7G31P5v/8HTiyqe1aeVesSD1UjWLaKnwBaeicrzXL1t1WySeYO1QGJej2CYaihxs+SBI1GhITqm6RcBRpC0drHlZAoVzKkU0UAYs2CinrLP69bmFBAcdFbJGBbCohmZWYY7woL+bnuQbWmkU44k7UhBG7apS1jUr20lAbZaasnKwJTj2DaEnFbQ7YVLAGBGpDmvBxXwZRlVLcsKiSKlSxxHBJnt8L4zf9F14xhHOqovpKmoAwPUrzgVIpXbnXCtWpFC+k8G4J4nPzR+cDHmYfXU/iHYAW6UwUsqM51nq/rRxvcNyIh3GWr0aCSp/k6q+iGhGGozXsmWCjGsCwZtQ/Mso98Ni9TJOVMD7fO11i5M4KRdz3n7dQFb1GQsASNJrHTBUQlmbmSynhOD1Sv28JRC52uMyFpFDaouQiUlr+6IhUFnHtl64KhjUlmL1eYK6lkVRPh+grpJZPCVIknf+siNlCq26RDvI8aRROjaqElupO7FgF8pRTAF9IK7tWEFqF7/vnn+bmf+zlWr17dDqH39fXx5je/mW984xt84xvf4Jd+6ZdesfD6P2X0CGAPrwvous7JkydpNBrs27ePxcXFOzrlLwdJkkh955s4NF1m5EunyPUtooX0gQWwSl0SxrUIVk0FvETNdpnRWrXOPuWhjtG0ZamUqxn6suEqoKFrkPSrFK5ewIZGJNoZV3422SaAqmpTKcSo51PIioWsWaFkrl6JYRkhYUJLpl6LkggcHzCDk7V7aq9UVWimEck+5hlrmlSHjaVWjZFLVaibKq0Uxytzafqb5LKkK+SiXiLjrgZNrcxSn/CSrMUzZda+YSXG1VuYxZpnNA0jRotUoMhoq0YpnHXy4BJrMxQudwhg7VaZzPos1RuF4MCbiA4lWDwZ7DKTfWCMSlklPhqnessb+mqF9GuLBvGkjFWzqeVtYvsGqD3vIpKyGtgu4ir+8JI/h3jpTVU3OhjH9PXHtpvHVWJyc38SkRVZjLzr+9S2PvISwHrZar9TmIAmAGQWqyrZiI0Q7psrNV8khIcAttQ9O6pSKcHAcJT6rP9lp7kHVeL6GW/uZGYowuzlCvMTBmu/c4DFw97r/tT/PMjFr5vYipPKGs2pNPLB73Z5uk7f+u6k65VUAMvlMul0957QryWMjY3xK7/yK21CqygKsiwTi8X4+Z//eYaGhtqf9/DyokcAe3jVQpKkQLJ3GAqFAsePHyebzfLAAw+gqiqFQiHgA/hCjs9Qiv4ffRNzn/ka6b4SiUzVk7smZBnR0AmV0RQNK4QbWnWTlvRlulrLFZdigLOBaSrUa3HokroYagXj9tyrCnClbum+SuDyQhZVEdiWimmoRBKNNkFoXXK/+teCsJwcxTACmIgGQ5nCFX82LReh9F0yWYa6oYTuQ62rpAZNWt3YDBtyQgMJLASFRpAADq2KMNfkfHI6DgRVtvmrGllFxpgtoEWdfDA5HmH+jEOWhSwR3zDO0skO4aqGVMBo/QlYhgDGV2YoT3nVv+wDY8yfWGLJyjCyIQY+AthSAAESQ1FKEw4hreHNb2t56rXyLxXZbj+juuHkXbpJddlluK1lQqaA5n7c/XYrZlC9A/zFu8xfr9EhhRImEAGqDRVVahBXvLmfIhoBqxFIhTAsIKZgFk20sUyAALae0dy2LBPP+EL1rn+fPlwMFISUDvZRK80iKWBEBGLMgnzwMpRnGssSwFb+38sdphRCUKlUSCTCezO/FuAO5w4ODvKjP/qjd9iih1cCvSKQHl7TuHXrFkeOHGHNmjXs3r0btRmaWq4V3L1AURRSb9xOZu8mSktZlmb7PIUblqbRNYYqqxghhZ2my//OyDuET1JlJo93iIVpKuhlGdMIfwvuZgXTgt+wWQUM0yGBliGh+Pr96tUonWYMEo26RqMWnkhvmzKFfDq0JZ0q21Qb3jG7h1qsuVp+Ebw/tS4m10oj5hnzjYVMuxBAjctIiWBFq+Iy6C6WwitsyzdrqOvXIgyrXQiirRrDbjhKVmLTSg/5QwF7KhiqLl8rBoyYW9CyURZPe8ln9oExZg7Nk97Sj1Gzsf0+eHgJWLSvQ+AnThueR87dDUQIQbRp6VOrq1iW4iu2ESy5ejJL0RAT86YaZ7vCzDcueZXdtpWR75wrBe9Ll+WiiMV6lJLuXT99X7Z5rNb4m7mpgxEaRWdft47kSW/yvYw0d9sI8eCszne+R42qjT3qJXGXvrHYPj+tX8Pw5382MXV5oa3yheGVKgABJwfwtawA/p//5//J/v37eeqpp+647rVr1zhy5Ai3bt16BUb2Txs9BbCH1yRs2+bcuXPMzMzw4IMPBuwJXioCKMsytm2z6he+l6u/+3eY0zPM31TJrigTVWpo6TT6XDeDaBW9GKKIGRbIMpKqYC8agIS2chTjdGeyMS2ndnVpKc3QcD5kXMv3H1N9lb2SJDEzlWXlqnnK+XSg5Zssg1GPojXzA0tL3Scbsx4BZPL5JIODwe4opbrmUfEkV56haXTIhyxL/vRIaiE2MgB6I4reNLU2BGTtzn627hnENm24UfRsE4lGcAKRoNLdJ2bqmM7ISBQ5lQKqVAvOGJLbV7Pw3Kxn3cR9OQqng+fcWKiT29ZP+WIwzJva2E/1cCd82iJ/AIUFQIKwOiK3L6UW7/xUFyYtYt+Vpd5UHM2qiQLNQh+HGZWrWqCFIOB4KbrCsCLs5aVJrox65xmau6GzaW+CxoyjUrb6AbsFesPubNtNt68aCgnNpFUr1A69unbUkGRkt+AnoK7LgXRVNaFw7UTwXixdr6JGJcxmfu35gwX2PJxl6UyBqgkVl42Okla4eLHI9kQMw2cEf+30BLVv36avr4+BgQH6+/uJuzqj2Lb9ihHA13oO4BNPPMHly5f51V/9VRRF4fHHH2fHjh2MjIwQiUSo1WosLi4yMTHBk08+SSwW47d/+7dZuXJlrxjkZUSPAPbwqkW3EHCtVuPEiROAY10QD2lXparqS6YAWpZFZKif7Bt2c+bXn0QdH0W3BIOxPMmIRDtXLAAZfTEsDC0hRyNI8RitjPu6ncGdK2hZMgKJaiVOWHxKVUPOzfUbGY0FCWK1HMcyJbClUO1fkprkTrKdKuQuMJq9c8uVeCgBrPtUPM8ddIUSrZB7Ww+5XC0ja70eBQRWbBy/EWF5xmI5fcQu2V3DHXrepL55mAgWSjbB/PkCyR2rmX92NrCuInUvBmoZcXvWj6ssnc+3/3aTv/h4gisnysT6ohTzNgEdyj1gX8s1K54FmgSw3CKAAkW2qdXDyR9AvuHN6TQawXvQ+qRe9LJSZTgFTQJo1ixneK6JueF65FopfTYEJvD5qsxIRiDZguL1Ktk+BbskEAIsAYkNEYoXvMeev1Bm7f5+lo43c2KFILM1y7VveUk/ODZLg5uTTF/oqL43Z00yEZl8TXjbvkUk9IZNbk+Kuee8IfyhxAoefHAFi4uLzMzMcOnSJeLxeNsP75UsUqhUKq9pBXBkZIRf/uVfZt++fXz961/nxIkTfOMb38A0TSKRCKZpks/n6evr413vehfvete7UFW1R/5eZvQIYA+vKSwsLHDy5EmGh4fZunVr1x/glzIE3AoD2fcnYUsK80KF/G3ISxlGH+0jvSKONTkZ2NYWCka5QViIWIpGmm3gmrYUF/2ETcKWNSTTxrIkFJ+lh6YZWLbUNMltwvVPRTIxLNlTWatYCuWloPrnGbMlUy4lWS47pFZ31DTLCg8R66bvnriba3RtY+fAsILXqlaLoSgCS9eQNJXShJf8SRIs3dBJj0kd5uHfx3SVZELG236ig7mjBvZDVax4DGntQCj503JRls4F8whbKF7MI0UVhKu9W2brILNHHMLnJn8A2kgGThWRJFi4rbOi657B0r3ndeuS1bZmMYo6UQVK00bT/id8H0IIajXvT34rzOpGKwRcWfSSsEJVaVevmxWTCK6CDdshe62717nKUkj/aJlFU2Lt+gil6xUSKzMsna0jBNiZKLXp8O/t/LU6WlTGbtgIAaVq9/zgVH8E6BDA2et1xh/LUn8q3/5MicrUKs75V0Iq0CszDdLpNOl0mjVr1mCaJouLiywsLHD+/Hl0XUeWZW7dusXAwEDoi+hLAV3XMU3zH70X8IuBEIJIJMKb3vQmDhw4wIkTJ7Btm5mZGRYXFxkeHuaBBx5g9erVnu165O/lRS8HsIfXBIQQXLt2jWPHjnHfffexY8eOZd++X0oCaJomFy5c4Pz582z7378TNdVUUYTE0mWTs1+JU4jejzLqdUuzrO75gZKmQcTZjzaUI389GAM0hIYsSeTzwTd/WYZ63R/W9E6Ipbp3stdUC2GHj8e2QK+rGLpGMZ8J7Mu/HwCzrlBtBN8hbd8x3EKfanXWDxIDsH3Xq9FQm15wYNQiFKpBw2YEWA2byGAq8Hn7n6YgOrzMBGqCyghERqieCc8XTK7rC+360t5FxSCzqZOKIGkyhWtOgYKf/EmyxO1zzQohCZam9XbLt/Y6bnWt7CVqs5d0YmPOc2GWdNAUpp+XqNZVuqWt1QhWdFfmgwUtrYKM2pKB4jLKu362o1DrbXWwY/nibaXo8vgL61FdFcznndxGORnFNm1EUmNwcxojH34C5ekG2fsdI+xon8b140H1uX30kNt0+mAByzWuWFajMNcACc5fKCCr3mfPbwatqmr7xfPAgQOsX78eVVWZnZ3l0KFDHDp0iEuXLrGwsPCS/Pa0x9Gs0n4tE0BJklhcXOSXf/mX2bNnD7/4i7/IV77yFf75P//n/PRP/zTf//3f37aFuZvCvx5eGvQIYA+vWrQmQNM0OXnyJDdu3GDv3r2sWrXqjtu2lLsX+2MiSRJXr15lfn6e/fv3s2Lrajb9/x9tL2/MlpE1hannapx9Mk05cz/KoEMCrC4GxeAQQElx9BQ7G97iqdbsh1ophYdjaxVfyNHH7Wq+ApJorBFQh4QQ6A0VQ48ghIJpKpiGhtWFKAJENKs9qc8XgmNb7p1dQ0ZvFo+IkMtj+8hCvRZvRxnr9QSNxe73U8kunyN1p+WFCSgtZpDj4WHepZv5ZbcHsFw8Lbt9iMZcPUD+ADJb+ihOeslXbLR72L0yF6y4Fn2dEnFDSVIpSthCplLTQkigYKkcPK/ago4c9d4I93cmMdghjYVZk/gqh4SYZQNUuU3ujWW+ZmaXJ2LpVgOzP4HREMhRFd2WWLocTr5bmDxaJDYUJbUx4yl+8aPit43BMcJ2I5ZVMeo2qf4IpaJB/3YvwSrPdO8HLEkSkUiERCLBgw8+yOOPP86GDRuwbZsLFy7w7W9/m5MnT3Lr1q0X3dmiXC4jSdJrtgq4FUH57Gc/y1/+5V+yZ88e9u/fzx/+4R/yi7/4i+TzecB57l6JquoeOugRwB5e1ahUKhw6dAhd1zlw4AC5XO6utmupgy/mTbxUKlEoFJAkiX379rWTsMe/bwv9j6x0VhIQH28RC4lbT9c4+80+agP3oxvh1YUAqCp2kwEtTYcTDqOZr9Xq5OGHaXbPRwMwPSTOJhr3qT2yhaFrzR69zrrFfBohZGq17kUTkgRGUyYqV0LyL33dJYTkVya15viCSk+/q62arqttlVAIi7q8fC9UW12mITAgactnvEgDfcwcmqdQiyCt9frvxFemMafubPdcuLCEmomALFGZCSd/AHVXEUur2lfJ+BQ6169zdV73qHEAMzc7f09NJtpxV4FEteFVAk1ZwQxrbiEgOug9rnu7eM43pr4OSVJSMZDAtJfTi2EZ0ZTJkxWqQkUeSjKyI+sxvQ6DUbXQVqRYmFve4il/o0Yk4Z7eRKDnbzTr3INM8/z1pHc6LE8t3w3EXQWsqipDQ0Ns2bKFAwcOsHfvXvr6+pibm+Pw4cMcPHjwBauDrQKQV6rg5KVG64Xib/7mb3j729/Of/2v/5Xf+73f4y//8i/51re+1c7n7uGVRy8HsIdXLWZmZjhx4gSrVq3ivvvuu6cfwBYBNE2zbQ1zL5iamuLMmTPE43HGxsY8+5AkiW3//js5+MN/hVU1iOaiVG64wlFCYvKoxe3+YUbGTPSpkLwxWUFYIMcj3D4eVBokVaJakCDj9D0tFJLkcl51xG8FE5Jp2P5XNK63Q6mWKYEkYfpInhDC8R4EarUoqWQ9dK8AQrZBKIhAGBqivgpkV4MSAMq6xgANZEXC30JjfCQOi3lnDNVYU7G0qdfjRNf0oy/cDg6mOcRGffn8QjOk4KENV0jWLtrkT+kM7h6HQh5joUp0KAnX7qzkCNMmtX4IYVkYxELJn5bRmHjW5V3XHL+lLjN+AYmRWNsLEODmiRpDe+M05msszkQ8IXXblqnUNRJRA0WBstadHEdyMWqTnWdQuPIk1YT3O7ewJNHSoZRkBEtIIeFfL2ykZZP5yxWBZcPSZa+fnxKXSYzEiOZUlJgCsoTRsNGjCvaAjDvHzw9hCQbXpbh91vle+h5BZ/8RZzzxtEMEL10tMupaXlsyMBsWaohVDtC1CESSJJLJJMlkktWrV7cLHBYWFrh48SK6rpPL5drFJPF4fFnVq+UB+FpVxlrjnp+fZ9++fciyjGEYvPnNb3bcCWaCvbF7eGXQI4A9vGph2zY7duxgdHT0ziv70Aol3OvbthCCS5cucfPmTXbt2sXs7GyoF1h8LM19P7+fCx/5BxRfCE3LRtG1DPmTJeor+xgdLCNVfUxHVrDqNurYKOJYcBzR/hhlV7FDqZAKEEBZ8o5L7nR/A3AViNhE4w0nz6/hEIGwuaTqUvMU1XISqbr5Dco2WKAKlVJNIx3vnF9C815zv3pZrqrQD1JIH1qzVEcDDN3xrzNNGVmGUimJWg/PDWvtvzxvs1yWVCPfXV3SVmeoHjU8vWHnTyyhJlSGHhinUWgQG0kgLKdrhbAEwrK9/7YECFiazqP2Jck/FyR/AMkNfVhXgwSw5nsP8E/40VzEQwAREupoPzPX5jENGS3iv+4S1bpGNG1RmOxOHhRfuzP3XfHnxV07VWPHkIQwBVIsgmXZ3qraLhBS+KuEGpeZv11n1e40ZiFKfI3N0kwJsyRRXTQpXfWS7khapZ6WSayLMbQ/x8JzBewu8edkTm2eT6jZTZu0ahHn+zs/U2frpn6WLnW+Z5UZnezq8OKOu/UBVFWVwcFBBgcHEUJQrVZZWFhgYWGBK1euEIlE2mSwr68vQCpf6xYwLdTrdS5evEixWCSTyQCQSCQ85/tKWuv00AsB9/Aqxvj4+Asify3cqxWMYRgcPXqU2dlZ9u3bx/Dw8LLFJCt/aDt9D44jjE44KtIXoyGlyT/vTFzFWybTpVHQ/JWxMlbNolIP/2HX0hEMvRP6NfXgu1ok4g2DyQnvOtFmZWM0rmPoKnojiiSFkz8hBIWlTGffmkW50l01Ulw2NP48wJhmU9O7/7S0bGKGVwfPySzVEZJEtRrHNBUkBIWCc41qc91zsgDy15cP2VWnql3NmvNVkEO8U8yqSaWoki8lmLoM01clZq7LzN5UmLutMT8dYWEuyuJinKVCgqVSHJ0+iksqxMOPNT/p82hs/r8QahnUgZYIXq+FeYVytXuqgUBCXr986FxI/hxA17h99jO1kk18tVN8IikKVy6Zd9UHOTYS/iyNPJhDTipU6lCtW9w8kqd8w6Le5VrktqdYmqpTyZucOrhAdEuCWK5LKoTZeQEyAgHgTmqC+3SlYV/HnGXyAF+IDUxLHVy9ejW7d+/m8ccfZ9OmTQBcunSJb3/72xw/fpyJiQkqlYrTk7xcJplM3rMC+MlPfpK1a9cSi8V45JFHOHLkyLLrf/GLX2TLli3EYjF27tzJ3/7t37aXGYbBr/zKr7Bz506SySTj4+O8853v5PbtEEW+C1atWsVHPvIRDhw4wPd93/fxB3/wB1y9epWFhQV0XUeSpB75e4XRu9o9vG5xL5XApVKJgwcPtvP9WhV3six33YckS2z79e/EqjlTYGQgTtVMUrju9QUsXpEoJlZ5JBCBhFlucDMk/AugJlQEEkbTUkWRZOqWlyzGYronsb3qM7JNRUwsSziFCUIOJX4t6Lpj7tyCLNtMTg90XV9zEcBSNTi5lxudidSfAzi2ztnvwHCGAGyBHXHInywJTFPBaPYjrs9WkRPd8x6Nio02sEzv1rpFdDBkeUSifEV1QtIhaNRlHKe9u4CQkJQohVN1DJEkubXfs1gZ0Zg95wslN0nW3C2fQum/YSG/1teOVNH1ZarhYzJFSWNg5zLG3j6LGeF6jMIKLYyEo4jpQuLK84J6aAag9zM7hFynxqLcfr5M/4YkVt3i1tkS/Zu737/RB7OcO7QIEkyeL5IejnL1dJFKWiK3NqjSlacbCAR1gtXlQKc9ocvA8NptbxjaXwnsxkvRCURRFAYHB9m8eTMHDhzg4YcfZnBwkMXFRZ5++ml27tzJn/7pn6IoSrsa+G7whS98gfe973186EMf4tixY+zatYs3v/nNzM4G7Y0AnnnmGX7kR36En/zJn+T48eO89a1v5a1vfStnzpwBnE4kx44d49d//dc5duwY/+N//A8uXrzI933f991xLK1r9Md//Md87nOf421vexumafJnf/ZnSJLE7//+7/Oud72LP/zDP+TrX//6i27h2cPdo0cAe3jV4sXmvNwtAZyenubQoUOMjY3x4IMPomkdkuH2AQxDYlWWFW/dSnQkSbmWoHQznNBNPWsjrdvU/tu2oCJkGovh+5WaiqHuUv4qVe8kriiCer2TpG8a3nFGVIFlq1hWpKs1CDghVLf6B2BYMpgR8tWgdYizb1enj3pQgXKbQfsre1NJh1xHuhRlFOYUFFlg2xKFoosQCJa3cgHUvjstDxKMxH0jmFU7VBqNr8mweKnC7PECqTV3NuLN3pdhoWlAXF/QmX6uTHzLCJEB5xopIeNrPV+VJZNItnuvZCukmkJY7v4YwfGrm/qwLainu2f7+C1m3LYtejU4Gc/POcc5cQwMXQolgP5LWZisk/CpgPGVMQZ3Zli4VAFJwqjZLM3paCGCZaxPY2Ki0ty3hBAwfJ9zL2dv1ri+WGNkt/cZzt+sISsOQfU/g27UXOd/81qFjCvkuxwBfDmMoBOJBKtWrWL37t18x3d8B7/5m7+JJElcvnyZ/v5+vuu7vouPfvSjdySDv/d7v8dP//RP8653vYtt27bxqU99ikQiwZ/+6Z+Grv/xj3+ct7zlLbz//e9n69at/NZv/RYPPvggn/jEJwDIZrM8+eSTvOMd72Dz5s3s27ePT3ziExw9epSJiYm7OrfNmzfz/d///fzGb/wGf/VXf8Wf//mf86lPfYrv/d7vZWpqig9/+MO87W1vo1JZvhK8h5cOPQLYw+sWdyKAQgguX77M6dOnuf/++7nvvvsCpPNuSOTqd+wktns9kaEUscHu4bgLX6kR2bQOgKV8icYyvStaYbmGiwDWi0EyVncVcki+Sc4xXzVBSO2K4jBYluxp0QZgNjt2LJnh1hPRaCfwF0FlseLdf91lQTO62kt6GuXuxF7XFaRmO7hyJYb/J0pOhYQS3X1xtVjo5+2PokEFsbTonGuYQbaUSrbJjJJdpqq7tX5IN5DZo0sUl2SyD44wez74LLkVD7nPRSh842+UfERNCCIe/uG9/4mxGBcO5RHA9GKNaJdQaXXB1+fXZaZdKwQJ4PVTNXRF4dZNZ70GYPtCrGETS3pNh1gN35/BjMrYus38lWq7UrSyYGAoElraS6wSGxMUfZ6F1VJn3LWixalTecYfdflEiubYJEICwB2UFrwkL7Kq84yVpruHgF/uXsCxWIwf+qEf4oknnuBNb3oT586d4wd+4Ad4+umniUS6f591Xefo0aO86U1van8myzJvetObOHjwYOg2Bw8e9KwP8OY3v7nr+kDbIeFunRmEEO2XnUwmwwMPPMAP//AP87GPfYyvf/3rPPXUU3zqU596TfsdvtbQI4A9vG6xHHkzDINjx44xNTXFvn37GBkZCV3vbgigpMjsfM9Obpyoc+uKoJHMktw+TP+eETIbMnSihxJn/s6iMZhCk+PU50NCoE20Qm+6S0mzaqLdFq1zHt2VHan1nwQgozfCCUCpGFTFoqqNJQlK8+G5W6mI6fGLmyt7Q3BD6zvkVvEVEtTz4WqMEE7XD0kSNBpaO/TrRj7f3fwXQHfnHoYcRm94qUB0OMn0SUdN8ZN/LRtl5nihHaKdPpYnNtydBKZWJ5l6Lh9KJI2SSU1X0UO6V8RinWtsaC71reElJlUfAZIlb4qe3/PSHEwibKfUIZrWyGwPf+GozDaQXOFv2/W4l0OMoo2G4OJS0jH8bm7mzwMMo/gt30dZlaBPwxZQXzQCW1SnBfFVMWTN+Wz8kRyXnnVV0jdXnTxXItnfeaZtW3D06XmGD+SQVQlT2FSbFc1WyMPQ+qS0oKNGXJY6+Q7pq7zCCmAYKpUKqVSKjRs38t73vpe//uu/XpYAzs/PY1lW4DdtZGSE6enp0G2mp6fvaf16vc6v/Mqv8CM/8iPtgo47ISzHz00K16xZwzve8Y5XrL1eDz0C2MOrGC9FCDgsn6RcLnPo0CGEEOzfv3/ZHpvL5QC6kV2T5I0f3Q1IlG43uPFMkUtfL3D1mM5iOYY5miK2LYu0UmXm2ghqYoDZs93VBb1Z8ar7ij9KRe/bsbBdX2G3EmaD6qvGtS0Zw2cOjWxRq4TnXelYaEaESkhBhyqDLnfIVCSV8yzvH+oQQv9trLU93LyTcrkcb7IEqan+BRFXgopkvdbJuawsLF+SWpjxEkhlpK9TBeA7zfi6fqyG3R6/bQjiq7pPdpGBeLPcNfjcyhGZ25MG6TUhiqpr9Wi6s3//mVTnGkhNMi0EqL72gO7jZjamuHgo396/EpG5dis8tCYsQXSoQ0LdPNKoWkQz3mfQQlDIe/cRngfoRXHGIZMj+7LMT9eoFwymTrfuh3f76bMVBh/MkRqJ8vz5YL9fANsSjGwOqkUnn1kgvi1JWYJWZ0ElFUYqWh6TkHUR+0vnCySGHIJVnnl5cwDvBq+2KmDDMHjHO96BEII/+qM/elH76hV+/OOid+V7eN0iTL1rtW0aGRlhz549nny/u91HN2x5x2o2vz3YpcTWIX/R5NbBBrOnVG5ekDl/bZTEiu6hjkbROabuU/jqvopPzVVp6qYdsiwCPESSJCxDxXL1260uU0FqqRayJDFVDLfBiA12xiYXI14Cariuma+StL5ogaJ4xmtZrbCzTbXmLUhxozEbJM3u+7NwbflKYcnHJWYudV4QPC8cisT8xaDv38yJImoqqLrGR2JMPZdv7id43NzufkrzBkpfyPPmWt/dNCIW894bYYOSbY1VoAYukeu+apFONa8Epm5z63qFgS4qYCTXIYC2z9clMegdc5iZTs33dyTkGi1eq5JZHWNmziASVYhGOicgQno4Xz+0RHJniqqvX7H7+jZq4d/Nyyfz1FyB33rNQo13n+6SrvsiBCQ3OkT9lc4BDENLAbxbDA4OoihKwF9vZmamq6vC6OjoXa3fIn83btzgySefvGv1r4dXJ3oEsIfXLdzkTQjB888/z8mTJ9mxYwebNm26K4XxTkUgfnznf95FeuXyTeEHd/dx+ViVcxMayS6FBbUlJzTmVwAtQ8G0O+Ef1e39JnUUDVUNnxglScLQnaIQgSA/n+s6Tkt2xlDsYgczvqGjZtWXLNSRTva+Ve3QhNDcuqT3vIvFNLIEhiE3CWA49KUGSsY7HvfkaJYEIulcs1otSOCssomade5PYkM/xYnOBC+5iGpm2xDVVjsx12NilE3Sm72VvQDJVWnsLn4oSkzh+dNVkCDcyrBzgPycEfZxG9kx51yVEA/FlnKX3Zzh0rNepltadO5HPRX+k68mO8+Zn4xFMx1yZHZR+kzAdBGu/vuChEUIiK5PEs9o1Asmk8c7Ywzb6+CmJLOzfmqJhwHeOlckng2STRWPJSbCJuDn5z5mzGexs1B37sNyNjCvpAJ4LwQwEomwZ88evva1r7U/s22br33ta+zfvz90m/3793vWB3jyySc967fI3+XLl/n7v/97Bga6uwT08NpAjwD28LpFywfQNE2OHz/O5OQk+/btuydvwXtRAAFiuQhv+fTeUNIDkByNce1ilfKsTmHW4ORFidQGb9sxJKjNO+TDFjKG2dmZJEmU6531NZf20poWw9Q/7+6dopBGPQqiu4KhNTt6RBtxjBDiEvFFM614JwHfKrnGFTaWWKJNWBsN1enUIGwqtRjV+vL+9NGh5atx4yMOQeumzqhNKxhT9U2qrnGWlzr0wP+isHChguRSr6J9EaaeK3TW9yme2fv7Kc0aSJLEUogZtftZmb3ZWK6oFy2pYdk2Wlgf5WYe33wj+LwuTtYAwenjS0RDCBOKW43zLlJjznUUCAy6d/1wa2Wt/D03cqviXD22xNKNKv3jMc9x5JCHxErC5NkS8T7/eDv3xjIEY1vTvqWCsG9sNEx9bR3fl6d64VyeSEqhOq8HFNEWXkkF8F5DwO973/v4kz/5E/7iL/6C8+fP87M/+7NUKhXe9a53AfDOd76TX/u1X2uv/wu/8At85Stf4WMf+xgXLlzgN37jN3juued473vfCzjk721vexvPPfccn/vc57Asi+npaaanp9H15dv39fDqRY8A9vCqxUuRA1iv1zl48CCWZd0x36/bPu61m8iKA4Ns/qnxwOeyKqEnI9TyJpZukxyMUFmyOHpCkN7UIU/RvijC1cfXrwJWCh0FTFNtSi2rFkk4uX9d1D83hJDJLy5/LWLN/agoxNePBZYrivc4pYXOBGuVqojW5CgH76PtyuUrlxOYpoxpKtTqMSo1jehA99C0nOiuEAIQdbbtdt/Keh00iVvHvFYarectuS7L4nlXrqA/h3G+Qd+OjvqRuS+L6Zb2XOurSYVLxzu5d5PXK11fDgD0qk1sKOYZjwcyGEKioMtUTG/f3uyaFMn74tw84w1bGqaJXrPIjcXQGzaZ7cGwnemymLF9CmCLzC1H/gD0mDsdIbhecmWMlTuyIOCmizCHYXhLiisnCtiWYHCTl/z4r4vheztRRCf3zw3h45Huohm/yK/rNrmtKYQNlS55gK+UAlitVu+ZAP7wD/8wH/3oR/ngBz/I7t27OXHiBF/5ylfahR4TExNMTU211z9w4ACf//zn+fSnP82uXbv40pe+xJe//GV27NgBwOTkJP/rf/0vbt26xe7duxkbG2v/98wzz7x0J9vDK4oeAezhVY0XQwLr9TrT09MMDQ2xZ8+eZSvnuuFeQ8C2bXP+/HnU7yozcL+XYPXvGWDyXId0JJtN6Otli8OHDTLbHOUqkvWGOP15gGYZTzFHuUUABajK3Y21VovSWMYaBiAZ6exLt4NkUbK8b/6zZ4yOkiRASTsKW9gdtHCOXSrFMZvnUmuOR0gKYqh7eMnfA9mPemP5n7V4Io2yKotR9tnmtELoCa+0GfYMFm41EDih0+kT3SuT09v7qbQqXSWoV2xSvhQB/+4jy5Df+bk8tpBQJAnbVqiYMjVDQooqaDGVkh0M17d81bS0c37XpoIecrrLRNxPAG0bLGz0OxR6VHWbSEtl851TbnWc4pLO9UNLjG1KYene57RU8o7JdOW2Gvryx715tkg01VEpu30Dqj6/Q/d6jVqwWKzYbLVY7mIF82rNAWzhve99Lzdu3KDRaHD48GEeeeSR9rJvfvOb/Pmf/7ln/be//e1cvHiRRqPBmTNn+J7v+Z72srVr1yKECP3viSeeeKGn1sM/MnoEsIfXHYQQXLlyhenpaTKZDFu2bHnBb+p3WwUMHf+thYUFDjx+gP/fn+1HSzoTRHyTxrl/WPCsH3WZ8xp1wcF/aJDZOYiS9CXd+xRASZIo6R3FsK4762vIKOqdCaBtw/xcH6ahgtR9/f4ooDqT740TwXw6UfPmZxllC21sqDPOeJNIhVx604wgTJtqJeYQOklQriScPLZ0iitPlYkOhedS6oXlm4/N33YITzwevr2oS1hGkNDqhg4pmamjee+CEL5ZvFGlb+cAfdv70P1FCk3FU0urXDraITYtohddxkoGQEqEkyiA4qTwtWeWMIVM1ZSRhhNcPxkkd9mskzIQaz5vt65Wia/1EpfaYuea+t93TN2mBqFhVTeEDekunTwSK6IokkQkKXP7ZLCq102yR7alef5Ex/bl1rki0XR3f0SzYTO2rdm5R0hdx7l020fkXLyykg8+U+cu5FEiUtdKYMuymLpS4eQ3Z/jmF27wPz9xib/44Cn+6N8dpV556bpZvFAC2EMPd0KPAPbwuoJpmpw4cYKbN2+ydu3aF6T6udFSAP0ea360rGUURWHfvn0kEgn6NqR44j/tIj4a4fYVC//MpcW8k7BpwNNfq2FlvJNoI8TrL5/vkAjblrBtWKbIsQ0hYGkxCzit4Yq1ZaqgbUFm3DmOPi8jBr2TkLEUJBuGmuv8EXXUqDAR16gpTJ8yEEJGUS3qLjWyXrSxDZCGg8UWANXby3cK0Oda1zVcKTSqJhU9ipbxnnssFiW2uh9h+BWwcJJcq1jMXw4ZS/Owqa19VPNmYIEV8Y3LFyJvWOE30rYFogIhBbMIC2bL4aSjTTyjnWfG6vd+L0rTtTYfEr6ct+J8A6OprPkNn9W49xmutq6V65T6VsdBlpi+UGTlI330bQha4bhDnLrvK2s2bEa2dcLWYc+TY/cnMLC63XaKcw1iOVexi+s7XZgNkrxqyaRvW7prJfDB/1Hi4+8+wW/8wLf5+Luf5c9//RRf/i+XGFyZIJZcPo/1biGEeEEh4B56uBv0CGAPr2rcSwi4Wq1y6NAhDMPgwIEDpFKpF91XshXiWU4FbFnLjI6O8sADD6CqnR//bT+6hpU/NIYRFNBCMbQtw999ZQFze47keLPnqh4ymVTAbCY6yRIUlzIofl+4EBiGSqXp+2fZCtdnlrdxSAx1jq3kvMUzoqojxbzHLMy4CIHS3DbkFpamBZPns7QamZXKDimQZIlG0SQ+HOXK01W0XDCkaVYMIgPhHUoAGksCNR1euQxg53JMHCyyMA3ySI7s7hFy9w+ipSMUrgQT2i07/N4r2Ti1hsLgw4MoLvYtAZGsxoUjvtBw8zoUfT2b/ZenUrZDl9Ro1c0EL+jg3hzFgkFioPsLj7vl2cVzVSIufz9bByXjnINpesc3ddNp1YYUNHxWfdUoty6UkHxR0fS6BLfPFNn4z4e49A8L3LhQZPTB8PzTke1prpxcCnxuhbFe93HPlTAlgR4HJaQApT2WlR0S7H6n02sWyZBOKY1EUAEUQvCHHzjKif+nTtRXPbxqS4Yf+IXNy471XlEul+85d7mHHu4GPQLYw+sC8/PzHDx4kIGBAR566CEikcgLKuDwo0UAw1QgIQRXr17l5MmTbN++PdRaRpIk9r1vLQ99OE12hTckafm6UozuynD5+SKNqsWpZ/MculknvW8Qk+CkrsoS0wvOpBDTTPR6NJwoesYLszMuVU3IaHYU0d89vBRLd85n4XpwYm0phC3MnK6B2szHahayhJH4mfMCISRk2abuHndTDUuOxTBrNtqqkMawgDrQUURqtaBViDqYJsxcJLE6zc1TzQldQP5qhZtPLzJxsIARSyAngtcwEg1efykKM1dLVKYbTDy1iKFEGHxkEC2lgASJzTnqJR/Ra16GqZu+8fouz+KMQ7NMs0O3hBDtH2v/1UyORDl11GkqnVkVDC+3rkLelcvWqFnkdnhJRXI06d0AMLCxXIpg4Ir67m2taJLdlm5/3rcmjqFbjD6QoTynY+o2ZsPm6qkC/fe7SHpzxw01nOjdOldAjXZ/noyqQU22Wf1wjtX7cqH7AFBdoWTbp+qnB4MvDRefL1B2qYOWafORdx/k6vE85UUbNeKu0Ief/f0HA6T4xaIXAu7h5UKPAPbwmoYQgmvXrnH8+HG2bNnC1q1b2/l+LwUBbE02/v1YlsWpU6eYmJjg4YcfZmwsWCXbgqIo9O2S+bfPfSe7/7eV7c91lyIztjvLxYsF9HrnOEZD8K2vz3MzlcASwa9qqeSoYKm4QaMWpV6NLUsCS6UEtu1dProlgTow1GULULUOSZ09X0ft84aiEv3e/QldwuxzVMX8gqPkmJZXNzJNCb0iEYk1kCVByd1GrjknK3Fnv1cPVVFTQWVGiXVIWaMRYkMRC8//q0qp0BhibDDC1Iki8jLKoRuprVmMcufa1Bd1Jr69SM1QSG/JceFwSPeK5mEXZxo+SxLveOZu1pEUiaqL2FaF420XBmV1HL1qgwRyuvtPemG20S6WALgx4yWiajP31G4Sd4GggfBU9ArwlFmECvQum5n+LSkM28YwBRPHO5W/woLJc3VW7s+1PxvdmebqqXzo2BsVi9Ed2dBl4PgTWkKgGxbPnpimv4sXp6u4PlDsksgEr/DiXAOjSRT1usVvvPMpJi4WuXjEyedVXW7c/+yd69i6L/yF5YVCCNEjgD28bOgRwB5es2iRsBs3bvDwww+zYsUKz/KWD+CLgSRJASJZr9c5fPgwtVqN/fv3t5Psu0GWZWzbJp6L8I4/e4gf+e97ifdrVJpef2MPZjl/Lo/RCM81uz1RY6kWrDaMWCq2DVHNwjIVQKJQSFFxEaqWyGFZEvmlXGAfyUGViWMmkhL+UyCZLnIlJKQhL1mMhKQmKQnHaiKuOCRN170htHojghBgGhF0QyHsZ8hq5uE1ijbR9UGCarqqSDOZYHjMMIOTeXpzP9cOVpCVIGtJrU2hl0ymjhXo8xENP8lRUwrzF+poWvAYesnk2vU8trR8yDLpIij+/dsmSDmJhKsa2abzMuK2kRncmeHs4cXmfiRq5vLPe79Lhb7xfJl+Vys1SWsqt03Fr4EIqm0SqLnOAMKU8ZnJKpIEfWvjVGsm+SWd/I2gSmtbgkuHF1n1qFPQVLtDlbHUJbQrhI3eTH8wdJvB8QRiOHzdSqF7SogSDd9mvtCgVjb433/4m5z49jTVeaMTPm5u0jcS452/uXPZ8b8Q1Ot1bNvuEcAeXhb0CGAPr2p0ywFs5fvV6/WuJOylUAD9+8nn8xw8eJB0Os3DDz9MNHpnxahFAFvY+UMr+IVn38jKPX2s2Jvj8uUCmdEoK3ZmWPdIHxseH2Dto/2M782R25pAHlVZ8vfwBTRZYrHmqG2qZgI29VqUpaWMp92bEDA31xfYHiASFVRmTWLrh0OX22XvxF1Y8IZD3QphC0u3msdudgNJuiYvy5KQZYGwJSTZplj2KTXNmbW60CGe1482kKPe8y9MdxQ2KaTCu+a3mZNgbk5rru99pvq2Zpg83Mk7K+dtb2GG7xHMbu+nUTAD+wEY2ptj6pxJbCxIDt2PsuSqAA/LkUyMpNsEs2oL3E+ZFnXOV1YlZspedXV2Iaxzhmu/fd77Z7hMllt5dsIW2Nhdu34M3df5romQdeauVSEu07ctRblm0j8SY+lWyLhwbvfFQwtooxrXz+VD12lh8kIRSfERZgG6LDqFMUKQHY5x+uQ8ax/JBfaxcMudjOu98HIXg8aL5/O8/61f58S3Z9l6/yDztzvn0lIRf+J3dpHMvriCszC0LHx6BLCHlwM9AtjDaw4LCwscPHiQvr4+9u7d25WEvVQEsGUFMzk5ybPPPsu6devYsWPHXVvLtMbhrjrMjMd55//Yx+P/+yZG9+W4dqvEuTOLnDgyx7GnZjj5zCznn5vnxoUiSkSmpIb7jd2adSYdVTOJpC1ARlUtbFtuh/JqtSh6I9x6RGqGZ0vV8KIKfcFb5Tp1rIEUdfUADpQFwPz5BlIsglmsOgFE1zxbq0ecnraKoKGHq38AxYkaUrM7Q3XeJLnZS1DtBTPUYLqFwi3vuDI7hpk640zcniIFWaJRsz3JbUtXKgzs6fgQul9CIjmNyWNNduk7fGo8xqXTTmV0NqRbSb3RUUIruruFX3D8cjzaZjomwtMpI7vKIc1DD/dx+0rn/kgSTE5UQoogOn/7O16cPrlEpBkWNmpOGFkIiTrdX75uni4QzTjbuAue3JitFZgrlFmarHK92SPZj9FtKdY+2kd0JMJ8vUFkY4QVD3VX06t5g7HtGQ8DtLAxXDfPFhKW6byUnLu+SNwX1q0VTVKjzu+FPwRsmeGEV8/YFPINNm7Pcf7QfGCbB980ymM/GOwB/lKgXC4jy3JXS6Meengx6BHAHl4zEEJw/fp1jh07xubNm9m2bduyJOxuLVzuBFmWuXHjBufPn+eBBx5g7dq191Sd3BqjfxySJPHAW8b59f/7CT5+4rv57ndvJJbyTlgbH+5nOl9hciH8eIPN6kBVM4mnnfCWppmAhGXJGIbMfBf1D8AqOKToxuE6Skj+m103SQy7esE2BNpKVzVwI2iRIUxQRobBspHTyXbI0rJAwmlTJwQUi0HS2Q5Z67YnTDpx2mwTQgBhCKLD3VWR8rSB1FTQJFVm4qIrb81FHEf29rP0fNDKZfZ8ue3h6CZoqU059LIV2A8SGLlIu/CjUQ2+eERdlkQ3JzoSZVgYtdGMVDZsQcSvVKky8cEI5055q2UFYBo22TV+stB57gxfm7h61SK301GRa3lH1bSwsZcJx5oNm+FWN5GQx1KSwVZVrj1TIpo2PV1SBjYkWPdYP4mVUa6fK3Lh6QUGNyYpFw0S/RFOHpsjuT3O6P3hVa9ayl3EYWP6RTchmLnl3M/F+ToD9wdzFFLjznPub3lXD7HRWfdwjoPPTdE3HqWWNz2VwwKBaVr89H/eFTrWlwItC5gX2xWphx7C0COAPbyq4S7COH36NNeuXWPv3r2sXLnyDlvenYXLnWAYBo1Gg3w+z/79+xkcvPck77sZx4pNGX7y9/bw6ee/j5/82IOs3p5l9/eMUjJ1dj42zLrHw4tM7LyBYURQIxaK7Ux8TjgYQKJWj9HVGA2oz1SQVLAaAm3lSOg6qRFvEUa10SFuVjHck6/R7BwiJZPtw9fr0bYqWamphP78uK05tE7VavG2jjnuJahqX9M6JnQEtAtBUtuHWbreCSm3iFu0X2PmdEixBlBb0Mls9xLn6ECEW56ev51lI/sHuH6yY/uycD3o+yO78izzs50Wa7V6MDxazDtqXB2BGpKHF92QoFoMrzKODXpZkZvKlRaDBTMT8851rsw4xSdFzHZXlG6ohXTOaGHzG4e4+VyVlduTLF0SJEdVhh+Ioo3B5JUy55+aZ7EZEs6NxTh/fB4EGE3l7sb5AmfOLND3YJKB+7wEbur5MpLcDFVrnW3a5yoE87dr9I04z8qRQ9OBXsFKolnZ73shKy54X2ayw1GOPj9DIq2SycZZKjQgJmFrAkNylMfH37aK/vEohmFgWdY9dQ26G5TL5R4B7OFlw0vjVtlDDy8jarUax48fR5Zl9u/fTyy2fCeFFlrEyzTNrqGq5VAulzl27BiSJLFx48YXbMbaUgDvZnJIZDS++2fv4y3v3ogQAtu2sW0bc7HKcz90OXSbailGPKdjNZwJTdM6k3NEM4muyNGY9CfFORCmTXZVlPy1BrM3FMJcAWM5L1GbOm2yqh8QYBaqSGoG4eMDi9dhSAEpGkOqOd0lbFtCUWzqDY1CKUYsai07sWX7c8yx2P57YSLCsFRvM5qWwkcXhddEQ01qPH/ES3paBDCzIcOtg4thmwJw60ie/rFYe4yJ9Vnmnuqs3/o8sybB2cNeNa66aDC8OkbxZngbMcsUpDYkKF6pNp9TL5mbnqiQkGVUF73V0grZtUliK2Ic/ep013Gby3h7L9yqOWaCrnYi1y+V2L85y9KlCsUBiYYEFSwSAiJIoffo1ukCA0OxAPletSfH5Lkitm1hx+pkNkaZfb7GQpfhipxBfcbCsiyunFqifzjWNmW+fGIJSYKt+wbRJ3XyN+sUZxtsfLCP2WML6GEktTmg4VUplmYa2EIwZ9dRVKkd4jUc1+hACLg430BWm0U4ErBSRp1R2LFtmJsXCx4fRYD7Hx3iB969uf09db/gybLc/u/FoFKp9Eyge3jZ0FMAe3hVY3FxkYMHD5LJZHj44YfvmvyB8yMsSdILUgDn5uY4dOgQIyMjd6zyfanH4Z5QhBDIskxkMIUcCyextUocRdKbCpBAVTsTVe6xrTSS3fvqAqSbCt/06TrR8eC5alHvRFmdM4msbFbm2oLEcDD5ffFSHTkVB1UFycn9A6cCWDcVbKG0lZxuMGtewlybklDXddScYrMTSbcQf6MqE9kwRHXB36oNcpvT3DrUnfyB49MYGXYUzNhIjFtH8t4VJCenrqIpGPXgGFLjvp6/vpzFesQhOmH5XaV5m+uXGzSAmhA04jKLRQs7ITNxqxIwW26NB6BQCbHFacJs2PStCIberQHnGbhS7JR+VGSLkmSS2xgcn7BhYHPSI7+mR6KYDQtbWGS2y9QqGpXF7krh6gez3LroXINyuYxtCbIrvFOSEHDuyDzXZ0uMP5YjMaihJhXok0Jz9lqPQqtQBuD68wVW7++oucV5vXkOvl7QNuRGnN+X9Y/2s1CuM9AX4/Jzi1SL3pzSeErll//wAJqmEYlEiEQiRKNRVFVFlmWEEJimia7rL0odbBHAngLYw8uBHgHs4VUNVVXZuHHjPRVd+Le/FwLY8hU8ceIE27ZtY/PmzS+JnYy/Eni547snixZ5lCSJ2FiQnEkSGLqGZShYloSqmu1QoB6N0/jBtRQrgtjK7p0EYilXUn0q2H5NFsFCDyPSGUtiMISYCgl5aBghnMnQMGQahooQUKo4ZFCOLiNVAUsTwVZzpcWOGmIXnWuUL4Srm5VFuHneRPbZe0iyhGkS5hMdwOSRJeLjCWIrU1i69/5JksTgw/3cOh8cJ+DJWQyDiHTv+WsJm3xBRkLCREKv2vRtl1kqFbl+pkA2xPC5hdu3lm+VlxkK5nqePpUnr9kUdSf03FIeTQmuXimS2p5gZKf3GSou6B1rGgVGN6fQMSg0GuRvSMxeraGkFPpXBQlkJKEwM9sJk7desvJz4X2eTUNw6plZZup1Lt1aJDke83gattB6Gcj7wrnPnpgmN+Zcs/mbVSQlqAACpPqiDK9LMq1XKMzVicoK5YJOqeAl1T/zWw8ytraTg9pS+zRNIxqNEolE0DTNk/7RIoSmad41GewpgD28nOiFgHt4VSObzXr80O4V91IJbFkWZ8+eZWFhgb1795LL5YC7J2/LoVVJvBzc5K9F/NyIrchQvbYQum25mEDVzHb410Zhze+8lbxUw+5vsDAL3aYRmY5KM3HCZDwtgbv7Q61BwKz4ikQrGzKaDic69UaSSLRA/oaOacaRZWgYMq33zvTmAQonZ8OuBCDRmLdI5RSMcue6zZ6vseONg5TOz2PO62gJhWw2yyJB0rNQkpi56oRgtbhKrE8jmlOJrk7QmKwzsKcPSW5WKTf/3z6T1j8EmAkV0zQZO9DvuQxqRuPMk2Hjd1Be8JEZ32VqGBoy9VB1x0RCa5p/C2D9Y/3cOl6gEneeQ5EII0rOfpYW6qwazFJtKV0+nhNJBF+kqmWD+jJ8fOKcQ7I3PNiHXBYsXKowdaHE+vtzMFtl0xsGWCpWuXG+wn2P9HHp4BKxuMz8zSrpgQijW9JMX+jkSK7ek+P40zPtv1tjXJjUWb81x83z4bmZ1aqJOStYtytBJKZw+7h3vdZ+Jq+UiMRk9GYBSr1qomxRYMpRQTNrUlRCCGA8rcIKiePfnOWBR0Y5/ZRzf42GTSwqYzTgoTeO8S9+4r7uFws84d9WIVpL0W+pg+C8RLS+62EvuK0cwB56eDnQI4A9vK5xtwSwXq9z/PhxgECe4UvVUm45EumeIMLIH0BsRc6/VXNbqFfiJDIVVM2pVFzxnrcwsmU1I0DjDRoHf+ssqdEKIsRs2q508tTKUybx+4epPd+ZnI3FCuCtuF241GD0QBpzvkQkFi6lLVy1SW4xWLjhkD8hBOVqh2Xo1S7XQ2qfGqlVSZZ8ZGBxUUPDMSyOjqZD/duiG+NcPtwprjBqFlpGQY4rLM3oSJrM7aeXDwG3xjK0I8O0r1hk9aP9FMsGY4/kuPkPwd61zvlXiGgSdtPU2vb1FJ6cqBJmHmJiobaCMzKs2dvH1acWWfl4HyefmgMglcmQx3vccrlDsDIrY20CGDCaDrnsFgJX5zmEBKu3ZZg45z3vK8edvLxNDw9gzBjEBjRW78kwPVfi1pkayX6NidPOOKSm4XZpQUevWax+MMvEsQJD65OcPuwlzu4xJvrCmahAoEacjhyVSgU5Hpy+WpW9pmGzdlOOa2c76vDJY3M8unecG8/mSY5EKS95i28kCeRBmaf+9gYbtuY4d2jOszzdF6NRs/ilT+wLHV83uDsTAZ70jjvlDva6gPTwcqIXAu7hVY0Xm/tyN+StUChw8OBBkslkaJ7hS0EAu6mI7knAtu12uDcMsRXhIWAAQ1exLRlNM0ns3sTI9+5or9O/OUOjaJPYGF7lW53yTvLluldxMIv1tlec59j9jgaoyOF5XvmrOrNXJBpVJ+Tb8HX9KE0EK2X9iGSCZOD2iSqpjU5Ol5oJhhe1tMb0DW9eYnKjQrWiU9FrVAs1bh4vkBi5s4n3qn19HvKnxiRWPNKHrtvMT9WZq+vkQkKc4ChN/Rs619Lfsq6SN0mOxQLKoIWEhISQYHxnhhuHl8itjHH2SEf9LS0E7XfcPYuLVocM+qtdayXv/bK72L4kQlrwQdO8+dkFrk+WqGgmk9NlbjU9FldtzbTtVGRXzmOjanHtdJ4NB/ohJWH68vfcQ7x6ZgktFpyaBNAUzlAUhenZUmAdd1w/mQvmpl6azBNNKkgRydPjOBJXGNib5Llz0yTTKo28FcgxTKYj/NyH9zAUkkN5L2iFilu5g62+5ZIkOQVfrlBxqVTqKYA9vGzoEcAeXte4E3m7ffs2R44cYe3atezcubP9lu7GSxECDhtHWLHHcoTXDlFGnInTIY31WgStL8F9v/X9nnX67nMUhJmbXfZdt4n2d5ZdO1hDTniPlVoRnEzzs811jPCiA9uG288n2v+u1Lz7bOQNosPBXDb3JeiWpldqOKRLhITNIuv6KU03xyTBykcHKF6xSA7GmT+rY5gmesVC9C1P6hNDEabOdkhGejxKelWS2ycL3LpVRQK0mILR3/1nNDbQuW6xWJBwxse8569joyEjgP41CSZPOuRTG4142t/NXqugRLz3022ILrteYvJLec96S1Ne5csCT7/fFq6fzJPMdo8L25Zgaq5A/rYjHQ6sinP5iKtK2lf0YpkCA5tKNRi+dq9ZLZms25XzHgvhkMLmAxGLx5ibNAJ5gOVy56WiHmJVMzdTZeTBNI2G1c4BzA5HsdbAwecmqZZ19jw2RnYoytDqCNkhlURaBUmw+w0jvOVfbeh6PV4IZFlGURQikQixWMxTSGLbNn/3d3/HuXPnXtJj9tBDCz0C2MPrGoqitPNt3BBCcOnSJc6dO8fu3btZt25dV/L1ciiA3Yo9umFmZoaLc9c9n7UMlVuwRJLNH/1hj98cQHIkRjSrMXW6TnxNeEXzwFpX31kdajmvyhHvC47t9okGcjyCXQlv81Wraxg1Zyx1V+6fZ78jy6sb9Xx4UcDEkQrJtVnMmve+ZDbnOP9NJ+wXH4wwuCPD9acWEDaoaQ1hQirlHHPxvEl6c3eCk1uboFF0np3R+zM0qjbzl8qM7MmxOFUHCaolg8unl1h5INxsu1zqEBIlpJuLHVPahNd2+qYgEMQyKotNL8GxXRkuHPWGqy1DMLC+fkMCowAAuIhJREFU+7VbKnSuW9rXK7m0oBNNN/PTsEPbuYGjYK7Zket6jLGdUW6c7pxf/1i83cMZCPRcTvVHuHxxkWRI1bh/BA2XYbVAICug+9IXLEswuMl7DSIus+2Jy+Gh+UOHphCKQ2DHNqe4pZRRUhKPvGGc++8f4em/m+TCqUWmbjZYmDcQCjzy3St556+99L1+/Wipg5qm8cEPfpD5+Xk++tGPvuzH7eGfJnoEsIdXNV6OELBpmhw7dozp6Wn27dvH0NDQPe/jXuEmgG5/v27J3y20qpLPnj3L9kd3I6nd1x373/aSWB2s4gXo2+SogEY0zOkP4lnvfvWidz9VPR/YxtYF6ooRzHywCtayQDcUhHB6/tbq4eHWuhVC8Fz3vHAznFwC1JUU9dlaWz6SIzJT04CQGN6ZwQamTzkK2thDOaaaappbbtKrKnIk+Izltka4+WwecPL9ps6UqC0ZpMdjnHeRsemrZZAEZ84tkgoJKRemgqFaN8p1qz0gvUmDJEWi3iSesiKxUA5XWOMDPiLlOg13S7gwVTs52KxOJVz9a6E4G+5jGE1LTE/UEbZTVLJic5rnn/WSVNmnAA5uTlDMG1w8ukD/Cq/y6R/B1dN5+prqqABEl98BKenrkiJ3zrVWEgyMh3S3sQW3ChX6N8eojVrotkVEU1Asiee+3jEsTGY0Hnh0BCSJf/nz2+kffGXasdm2za//+q/z5S9/mW9961u88Y1vfEWO28M/PfQIYA+va/jJW7Va5dChQ9i2zf79++8qwfqlKgJphXotyzG+vWPI17Y5d+4cN2/e5KGHHmJkbJToSEvNaWkmzvbqaB/rfmpv1331b3K2u3KwhpIIql6q5lVXpk7WiY52yGJ/LtxGplDSEA2TaL83Ib9Si9AKTdeM7ipbrdjdsw5AL5okRsMtT649U0LSlHZP4NSOIeavNlj5aD9TZ0tU5px9KzGJpclwIpOfqDG610t2IymF6qyFHIXkZolrTy1iN/PFoquiGK3WZpKTTzeyPk21aKCtDipbtVlBrK+73cv0lENgTZpKMCBcj9rKfTmmrobbzLhz2PwIbwnXQd9Ieln1rz2+y2XG7wve+8wahVrThieWUtGicqDaWHIpgKvvz3LysFNUYZnCozgDgXHYtmB0QwobGyUita+/H7Nz3jxS/1ojq8Of26pU5v/+5lVOPzfDmnVZrLrg7GEnxzKWkNh1wOk9ffzpGf7Vv9vBrgPh+bMvNYQQ/PZv/zZ/+Zd/yd///d9z333LVxv30MOLQY8A9vCqx4tRAd0efgsLCxw8eJCBgQH27NmDpi3vQ9fC3Vi43M0+TNNc1ubFDV3XOXr0KKVSiYcffphMxiFjsZXBEK5A5v4/+L5lj98igHrZJrY+pJ1dPahUWZkOMZLMcKI2eUJHSKBmOwRSN5w+xNDM/SsHiVEbxWAlp/+ydCOAwpawUllQVFJrU1w9UWd4d5brTy0iXIRhbE8/xdsdAujf/43nlki7fPVGdmXR4hqZlUmKFzr7SayTuHgkGFbMNpW/s0cXGN8bvD+5da2WdcH7PXerjqRJGLS895wS6GhGJbcmxuVz+dBzB8h3Ueda8LeEc0NWJKqYy/b8bSHd71UQhzZr3DzbeV5Wbs1w/VTQi7ElbKtRmfmiV8m9eGyBtGd8Id1GrhQxJUE2JE+0hZtXikQzrmcowEKD+11/f44L1yqMr02QyWhM3Vzi1uUismqz4f44qqZy8plZKkWDR9+ykn/1C9u7Hv+lhBCCj3zkI3z2s5/lySefZOvWra/IcXv4p4seAezhdY1WDuCNGzc4duwYmzdvZuvWrfdkKv1iFcBWgUc+n6dWq92R/FUqFY4cOUIkEmHv3r2equSYq1NHa64b/9G9xMfDQ7st9G3uKJ1T14LH1heCFbk3T9ptdc0qhFfsWiUZdcUg0Uxnny31z7YFVW35isnqTAPNX2jgG54SC2t74eDK02UsVIy+LLYkMXXcS0RSY1EmjvpIm+/am3WbyKBD4oa3p6lXTeoli4XnO96CkgyW6iUi1aqzvOYiz+cuL6D5fBHVhBp6XuDcw+dvVjAAKyoj51QaMqTXx0nsSCxr+Dx/o4oW4unXPi+tcww/bt8u08CmJJnoScG6x/rJjIaH6W+eKaI096XFoewqGl+5OYWkdQnPNp+ddXv7mJrw+jTqdZuxLS51LmSMi1M1pJjE0NpgrmPrFlqWYOi+zjPmP9eFae9zu2JjmrPX5tn18AiLt3VkVJKRBOPrIyiKxJVTNcrN/MnhlXF+7ZP7XpEuHEIIfv/3f59PfvKTPPnkk+zc+fLnG/bQQ48A9vC6hizLLCwscOXKFR566CFWrlx5z/u4k4ffcmiFfEdHR2k0GjzzzDMcOXKEq1evUi6XA23MFhYWOHLkCCMjI9x///2B/K140wuwNSepwznW/5uH7ziOlgIIMHOuTmKdt2hBX6gFrF5Ktw3i64aay6uhuXIAVqSPTL9DVGoNpdlnVqBHFRqrY6jJ5X9m4uPLh+HdhQV+2AYsVKIsLdkYjSBJT61MBFrKheHWsQLjj/SRGItx+0SRmq/4ZMX+fm4/7yUxrRZucy47m2rRJr3VS1hatihhBNAWNvOTBgoSZsPGNCzW7e9DjslMXq1QTwsiiXACbFuCgXXdC0G6tYSzsbk5UUKSJCIRmVrN5MQzM9yaK9O/M8m6R/tIDrj8GiuC4Y3O37mNKkvTdQZWaazekSQ9EOXZr00xuivFwGpvyFmWJYbWJjjxbLhZ9uVTi8QyXcixEGhJhUbdppBfPo9SxDsb+y1vpq6XSTathAbH4xREg/X39XHi6RkUVbBl+wDFxTrXztSplTvbqprE29/Xx9ETBzl+/Dg3b96kVuuej/piIITgE5/4BB/72Mf4yle+wu7du1+W4/TQgx89I+geXvWQJKlrv9fl0Gg0uH37NoZh8Oijj4b2XL0bvFAF0F3sMTg4yNDQELquMz8/z+zsLNeuXSMajTI8PMzw8DClUolLly6xdetWxsfHQ/fZ8gIUwgn97vz494eu50dmdQIlJmO1OiPIKfAZCWdXR5g7553kKkYKmVmwBemxKIUbwbDjzCXBqu0WQjiVvyAwZQ2DKDE1ir1KwIXu4Uol4Q1VOopL535X5rvnCaZWxJldEFx/No8kQd+aBJmxGLIkAMH1Z0IqQbsIOmZMpjjbYHRfP7IMVtWitqCjl0yunA+GOFvkvDxvkcpJ1PPO52eeW2TLfXGKl5upB1fDW7MJIdBc7+Ar789QWmwwd7XCXL1BdiyOUGH0wTQTT+VD9xHNdYiaX6i6favCAFJAFStjOlXRikQkp2LnTSxDIARcO+scR1Yk1j+QIxFVuH26gGwprNgeo65bbHggzvPH89hCcOu8c25XT+VRIzLbHhvg2uE8luFU7oq0jDkRTsBrJZNNj/Vz8dsLHulOCIEakTGaz8D18wUGclHKXSrC5+ZdKp+/v6+AsQ1pZq6Xyd0X4/qlAqlMhO0PD5LKRDj2zBTDK6Js2JmlVjaZvFqiVjb5+d/Zyw++azPVapW5uTmnCv/iRZLJJIODgwwODpLNZl9Qe0rv+AR/8id/woc//GH+7u/+jr17u+fx9tDDS40eAezhdYliscixY8eIRCIkk8kXTP7ghRHAbm3dIpEI4+PjjI+PY1kWCwsLzM7OcvTo0TZR1DQNy7JCqzcdAuhMcuP/ci+JFcuHfluQZIm+jSnmzzjxu6sHa2xcH8F0VZgmB1XmfNvdOFxn4wYNq2qQGFIp3AjuO39VZ9WuCJWqirDBsFX69gyw9FSemK5y84zBmtUy5u1wImCEdCdxozhRJaJJCL8SKEEjHUESnY4oi9erLF53QqPZDSkiGRW9GG5U7UZ2dZyrB5cwfWPJrowxfCDHrf9npsuWDgZWJ5jMd4jIbNkiFZcwa4JawaRvXMWyOuMQQuAY40hIMqw/0M+VZ5wihP5daSonK+TGoVG3OHx0jod2jDB5JtgezbRc1kK+Za2WcO4CixomtuQcd+XWLJfOLnL//mHOH5z3bGtbgudPOuRZUSWG+jNomsKVp/MIAbICiXicJZfhtKnbnHp6jv4VGgOpOAMrEhz6xtSy1+3aubzX9FmAFlVYe3+Os885Y7JtwfjmNJcOu6qMXWR34vkia7Np6gXTz/8AiKdU1h/oI1+oUzcszpyYY+dDQ5w/PkO9ajNxucbEZefFR5Yl3voTm/ihn94CQDKZJJlMsnbtWgzDYHFxkbm5OU6ePIkQok0GW9/be4EQgr/4i7/ggx/8IH/zN3/D/v3772n7Hnp4seiFgHt43WF6eprDhw+zatUqVq9e/bJ18egGd2eP5fL9FEWhv78fwzCIRqPs2LGDRCLBhQsX+Na3vsXJkyeZmprCMDrKR2wsAxIogznWv/uRezoPdxjYqNlE1nqLQSLR4OxpVAXamlEAouEFlQDU6xGqdY2GpTD62DDXm4pVrVIjOiJRk+OEdGwDYPGGT13zty4zBOlVwVzCoYf7uXaiFJo/NrI7x+3TRQa3Bwly2O2I9GkB8rf64RxyTObY12ZIDQULKkwXoUumvS8YizM6Q3s6+ZrxYRVd79xHCVCRkTTIrYzx/NMLCAFrDvRz+WRHtbx9rYRAMFkqh4aClzzFLcETy6yMNUPyTui3LlnIzQucbKqHUzfLXe8NOFW7tgpztyttoW77/iEmL4d14gC9ITCTdW6Wpxi7P8LQuihI4Qp+cVFn3Z6+9i2MJGRywzHOH/X2vDYDzM4V9rUFgxud50OEfE3NpM3X/vY6R5+eJr9QZ2AoxrULSzTqwZUHRuO8+9f3hI5V0zRGRkbYsWMHb3jDG3jwwQeJx+PcuHGDb33rWzz77LNcu3aNUql0x4iFEILPfe5z/Mqv/Ar/83/+T77jO75j2fV76OHlQI8A9vCqx90mYQshuHz5MqdPn+b+++9nw4YNnirgF4q7VQDvtbNHrVbj2WefxbZtHnnkEcbGxti8eTOPPfYYe/fuJZVKtSeXo0ePMjExgS5MIiNZ7v/48lW/Yejb5GVwty95Jyk5zJMPmJ90AgWq2v0aXD9UxbBlBrZnmb3cUcJ0Q6dvRYapi3UG9oZUHwPmvECKdn6Kwsh2rN9boJAYiXL+WIuAeK/x+J4cV59x1KKrBxcZ2e0ngd71Vz7Sx62THXVNiUisebSfq0eWiA5pGA2bgQ3BXLtGo0O+igvBMPWxg7OMbHeueTyZIJFskhQhUJGwJBvbEiw2vQ4H1iU4fdSlxEkOQRpdm+L2rQqjDwYZ+MLNKtGM0t6vH3JaaZOvIkaXSuQqm/YOBD5vYcODfZx6ZhYt6hxnfGOKC4fnA+utvT/Lhr19FAsGyHFsK8X1S1WuXStjxC36NsmsfCDO4BpvYcvk9RKyLKFGJWwLkgORQC7f9YsFZA//9YV6m3mAfjuZDfv7uHIj3/5bAtI5iWrZolHzritJ8KE/epxs351bBEqSRDabZePGjezbt4/HHnuMsbExCoUCR44c4amnnuL8+fPMzc2FdgD64he/yPve9z6+9KUv8Z3f+Z13PF4PPbwc6IWAe3hdwDRNTp8+TbFYZN++faTTzmT5Unn42baNEKIroWuFfFuT8HI9fcHpP3zixAmGhobYsmWLJ5dIkiTS6TTpdJoNGzZQq9WYm5tjdnaWS5cukXjbSqaNRYbLKslk8q4Jcv8mb7HF3OUGK76rn8rzDlky8jXC3glvH6+zY38ayQwniLopsTShEM1F0HJRllxGyalUum0Jc/5oiVUDEeo+siRsSK1OU7rsKIGyLOG/Y5bvE3soQb2tHHYm8li/xtwNb+VnflZHS8oYFYdYui9XNKsy7Sru6FsdR4rKXHl6gcENSc43++/aIa/KTlqBcy5TV0pEYnLHIxAnJD1TraNGZcoLOhFFwhYCBRCScJS45tAlFRaNqicc3iJrA2Nxpq9XOHJomj07hj2hYCGgf22SqVPF0OegZpooyNQwERIoXRIgF+dqzevoXZ4ZiDB5wyHaWlRBVkCWJMxmOD6aVFi3q4/56SqXTzvK5aZH+jl1eI6xTSm2PDTE6admaVQFNy81AKegI5GRGV0dJxGNUJw2UZMSyUyEwZUJzh33qn8AlaLBlp393Djduufecc7ONu+h691haF2CZ09Nk0p3QrMbdya50uxeYtuCREKlXnWerR95z3b2viE89/ZOiMVirFy5kpUrV2JZFktLS8zPz3Px4kUajQb9/f2cOnWKRx99lNOnT/Oe97yHL3zhC7z5zW9+QcfroYeXAj0C2MNrHtVqtZ3vt3//fk87qJdKAQSwLAtVDX5l3MUed1L9wAlRnzt3jg0bNrB69eo7rh+Px1m9ejWrV69uF5HMzc15ikiGhobI5XLL7qt/U1BBqtpJwCFsjdkKkppGhKTMib4BrNIS4M1zsmyo6ioCmaH7c1z+B2/RhSRJLN10JtxawUTZmYOF4ASvpaOebfwKT36+Y4ac253mzKFO2NgtFuU2JJlodvBooXC7zoZH+5l82tupAmBoR4Yrzc9XP9LH5NkijWbVrpJT2vueux4s5FBckpRlCEY3p7jpy9O7faPC3kdHmD6UZ2hDFAmHYvuVuNX7+jj+tDcDs1Z3lEHTdFiNLQST5QpaXMZwVTa3fPDCTJ3nFusMZqJUJRNNUro2V759tcym3TmunfCOv39NgovHnPulaBLb9g1x9uk5htcm6F8R58rpJU4f7FT5ZoeiXLvo3BtJkjh/bJ6+kRhLM94ioGrR5uqZCtC8rhGT4qKBsoytjcfvz3ciN6+WWJdNtwtHtJhMXm5Qr5kYukVUkhkcjTBxyVvklEhp1KsW9+3o5+c+GB76vVcoitLOCxRCUKlUmJub48/+7M9473vfSzwe5y1veQt9fX1dc3176OGVQC8E3MNrGouLixw8eJD+/n4eeughD/mDl04BhPDQ5L109hBCcPXqVc6dO8fOnTtZs2bNPXuMtYpIdu3axRNPPMGmTZswDIOTJ0/yrW99i7Nnz4aGnQByG1Oe7gwAV56pomUd8iVMm+yq8PDXrVM2xmLFk8slBCxUo8iaxor9AyxN1bEaQYZRnGqQbJoln38qT9/2oFmyabnGFXJNpLJDPLWcwqUzXjJmNwshVu7vD5C/Fq4+s8jQDi8BHt6e5uozi6gxiTUH+rh6eLFN/sZ3Zrh8vENml6bqJEd9E7VvnPFcuPHyscOz9K1NcGO6jpAEtiYxsCnJ+ANZ1uzrY/Nbhjl5MBhSbT13E8+7cgJvlhnb4w1p6037m7Bn6daNMqcvLaIpclfy18LCvDenb8uBgTb5A0hkNQzTYvWuLJM3ypx+Zo5qyfu20L86Timvt8dTr1mMrlve5ue+bTnmrhms2h5n6kZ4xTTAzC33Mu+52rZg4L4EopkrOPpgmhvXHDJrWYJ0n0JEkzF8z2csrhKNKfyHz7wBLfLSEzFJkkilUqxbt45f/dVfJZfL8VM/9VMkk0ne+ta3Mjw8zPnz51/y4/bQw92gpwD28KpHN5I0MTHBxYsX2bJlC6tWrQpd56UggK3j+/fTUv3uRvlrtXVbWlpi79697RD1i4GiKG0LGSEE+Xye2dlZLl68iK7rDAwMMDw83K5QVCIymTUJCi5bEqsh0FYNYhQmAUiPaOSvBX3XCrcM1m7rJ1FVqE47oeC8HmVgUxrJtNENk5kz4WbRALk1cSozzn6n5i0SERlb7xDq2jJWLwCV6QbpPhV1bQb9UN6zrFgoEB2UuHkqH7otOGS1UjJRohJCAkmBesOmb20cIUtcecarDlatoAwaHZKoTLs+8N3uRjW82tgyBRP5CrWSiYqEbQqmLzmK5uDaBFOXFolnVSpL3hB7NOoQysqSzcBIlKUZ5xodPjTFjo1ZFp53/l5oFoKE5QDqhoVh2qiycseuHwu3LDbt6ufayTwja5NcaIZiM/0RNu7qR45K5CcaXYs/Nj8ywMnDHTWwVVhy5sgc67fmuBFipTO+OsXU5Qpr78+SXhEleqVOoxL+fZ2+UWHVqjTzN8OfMxGTsAWsezjH04cmOwskweqNCc4dCbbUi8QV3vubD7F+Sy50ny8Vvv71r/POd76TT33qU/yrf/WvkCQJy7I4cuQIGzdufFmP3UMP3dAjgD285mDbNufPn2d6epo9e/bQ39/fdd27yd+7EyRJ8hBJIURb+QPuqq3byZMnsW2bhx9+mGj0zknmL2SMfX199PX1sWnTJsrlMnNzc9y4cYOzZ8/S19fH0NAQ2Q1eAghw67xFfzPqGkt1P4+qmSI1YlGdNqgRQY9EqU5WSayMMHGiRFeDPUCJdIINs1drPPDGfhZchQTFiSqJqIQwRdfdDOzt59m/DSpl6XQGSeiULixv1Lt4o8bGxwaQhGDV/n50S3DzZAG96iUcq/fmOHM0GKaOxRJAJ0TqH+bMtTJheXS2sCnPGyiy9/PUQIQly6CUN9j68CDPH/aFqF2rj67NsDTjnLsQMF2vE4vIWDr/H3vvHR5Xfadv32d670W9d1m2ZLnLtNCbC5C8ELIJSX5sGiE9WXZTN2STkE0vJGQJkLYJwYaACYSlg23ZsmXZkmXJ6l0atdFoen3/GGmkUTHNGEjmvi5dtmbOnPM9Z0Yzz3zaw/SQD5NeukwAxojhJ4w1R03QGcU7s3IN52LCkShiqUBMCml5GlQ6KYIoHmUMBaL0d7tYU2el94QT36Lon8Emp6vNueLyYzGIrvCcqjQSYr4YxbUmXMEgw/1usAqkZWgY7VjZ/1hmCMMARKLLxfbYmAedVUZTuwODSU5ekQ6f34tGLaW5fhaTXUlGtgaFQozXHWakz031Vjvv+UjFK16XN8KLL77ITTfdxE9/+tOE+IP4e1Nq9EuKt5JUCjjFO4pgMMiRI0dwOp1s3br1jOIPkuv33gjzAnBe+IXD8Q+gV2r2cLvdHD58GLlczoYNG94U8beU+SaSgoICtmzZQl1dHVarlfHxcTxK57LtJ7uDqIvjHboiVp+Z13vIj1wnJiKV4nDJyChVoyuRMxULI8jOPAPNM5UsPloOOlFnLHSDRoNRVFmrpwplWgmnWtxoC1XYN+jJ3m4ip85Eeo0OhUVK0AvaTDlquwyFUYxUKyBSxBAksaS0dffBKWR6CcFojK6DU8vEn0gs4JhYWUiOdiWnwJcqQPd0aEXbMhEiRAiojAspYqlShMguYXwoHs2Kic4cnVs6pmV8JEDWJkPid7kNnDPOpG3CxNDZFYz0e0grW35tA4Hlkd7uFifrLrUTFWL0np5BLBFBTKDlwDgIMaKRGCf2OxArREmdw4YsJe6ZJVHcRden55ST8k2WpLtycnSkl2gIiaKcOjZJd6sTsVigY2iK4rqV/67Dofjf86xreRTSMeJFlC7GnqHG6QzgmnXjnY3Sc9IfL1dw+Gg+Ok7D/lEG+lxUbbXxr/9es+JxzhYHDx7kPe95D9/73ve45ZZbzomtXIoUr5aUAEzxtmf+TXN2dpaDBw8ilUrZvHkzKtWZfWZhQQDOC7bXi0gkStT6RaNRBEF4xcjfxMQEDQ0NpKWlUVVV9ZYVe883kdTW1rL24pUN5p3euICLelZ37Ah5YvgicibCakw5CgIeDzPhMP5hCZqClS3J5i/PRJcH0SLP2JAvRtiY/PzJjIqkxyxGs0bHRL+P8S4PfUecdLw8SUf9JFKzFE8kxuiAG8ewjwmHn2lnCJc7gicQwxuJ4SOGXxwlIIsSkEcYD3gIEsVcsPz1k7PZgKNv5RSjZzqEtfjM9WyG9OR5gJFYDOmcEjKlz52fCCxVGnrbFlKio93LI16LX1vzQnExh+pHyZgbM2O069HrFmoro8SIKaPMTMdF3snD4xRtShZVK1mblW+x8PLfBnFNBcgvNzAx4qXr+HxkcmE90+N+TjaMk1dtYM1FNtoal0dMRUsU8siAG9nc0OfqLXbEKjHDA25amxaiupnpWgL+CAcPDpG1SYdSl5ykGuryotRJMBgMSbeLxaDJgRee6WdywktBsYrh3gBSZHhcC18+9EY56+vSiAlw6+eqMVtf+T3k9dLQ0MD111/Pt771LT7ykY+kxF+Ktx0pAZjiHcHY2Bj19fVkZmZSXV29YjfuSsyLtLMRAQyFQol6v1eygBoYGOD48eOUlZVRVFT0tnnzt5Yvb8CAuOMHGjG+keVuE/MIIhjuBY8jiFwXJKyMMdU6NxZEtsr1mAtshQNRzEvEU8fhGcw1xkWbzu1jyaUylmhoXlKjp7HKsJfrmHEGcU0Eydu2+hw7iI+aiYbAUqHCOeGj4+AUQz1uNEUysjbrkKlFSFVi+rpXrm9LHNe+KIK7wlO6OA0bjUWRx70+krbJ3Wbk5JFkweR0BLCvIqIBxvo9GCzJ0eNoLMaI14tUIcLviyASx69fjBgReQydTZHko9x5ahKtZeHvRqNJrkPNW2PgVOMEeeVxi7Oh7lmEKAR8kdVOl+lxPyOjnoSwS2LJAyZGfZRtsFBabWJ6yk/7sQnEqvja5+lunkahiH9RajoyRsgQJaN04XUTDkXJLNUlfUsQiQRyqnW0tc9SXKEm5A/T3e6loFDHUE9cWBvMceHnD4Q5sn+ET311I1W1thXO6Oxw7Ngxdu3axVe+8hVuu+22t83ff4oUi0kJwBRveyYmJjhx4gRVVVWvS0y90VEwsVgMuVxOe3s7vb29uN3uVSf9R6NR2tra6Orqora2lvT09Nd93DeDpcOg54mFBaRZFmL+KDLjipugW2tm8LgHY7GASAkBt4rAbPy6Ol+hiQNAaVqeJu7p9iOZc7jwO5dHaQUROGMQXfT0ZVTpiMRApBDRe9QJsRh9J2bQpZ05vW7KVTLU6kOnW+iinejy03nYiTcWwbxVhmtyeVp0MV73whpXehVOjSxy5kBIjoIJULDdROMBxwqPBH26YsXb51mpm3ao303GBh2Tg96FmYIqgdy1Bhz9yRE+nzuCSB8hNpfGXmxNZ8tWMTropnyDhaFON9MOP8VVRkZ6V67Fg7gdnEQnpqfNSeH65Snblf5OHWNeZiYC9J92Ub7VmhgZM4/bFWLNOmvi99FBD6f6JimuW/RFYcmnVslmE92DLtbWWOlq9eL1RKneYKKrZRa1TkRBpQK3O8iR/SP4vGGu+5dS3n3LypHws0FzczM7duzgi1/8Ip/97GdT4i/F25aUAEzxtsdisbBt2zbS0tJe1+Nfbyfw/Hy/cDhMVVUVBQUFuN1uGhoa2L9/P6dPn8bpdCbEYDgcpqmpiampKTZv3rwsTfV2QK6Tol5FaAyfEkAkYM5fHomSF8s4/bILhBiGLBkikY7REwvRsrFOzxlnuAGEg8tFs3M4iGZN/MPd1ecBIVk4WDeb6D+1IEIKtpsZap3F7w4zNTpXPxcDvzu86nlBvOsXpYiQb+XXgcYmY8LlR1EUQXSG4PJw+yzi+VT2SgKnz4PKICUSiyGbe3sVRJBerkWfI+f40aVuywv4lnYRL9m9WLry9T1UP4raLEOQCoiVApZCNe0rNLEAjHaHKNwYjwIHg3HRrtAIhIUQWUUamg+MEw5FqdpqpXUFt4/FlG6x0DPX+HH8oIPi2mQRuPTyqHVSQqEIUoWY3HIdTfUr+yv7Z5Kfo1AwysGDw2Rs1KLSS+nvmEnUYq7ZbsVHmLA/Ssux+Hor11kYHwhQs81OMAidJ30E5wZs5xTJueZ9GgYHB1esgXyjtLa2cs011/DJT36Sf/u3f0uJvxRva1ICMMXbHkEQUKtXT4+9Eq9HAC62dYO4D2h6ejrr1q3jggsuoLS0lFAoRFNTEy+++CLNzc0cOHCAWCzGxo0b51wi3p4sdQSZx9kfbwZR6ZPfFjR5KgZb4x+4hnJwDYfork8e+BwNx9AUnbk+bqp/5dq6ky9Po81TE/JEUGUs1GQpzTJOnYinpBU6CVkbDHS8PEk0EiN7o4HpobnxJ3Oz33qPOcndsnL4Mm+rieG2ldO7ggj8sijBQBhBrkBXrkCiWPmDO+iLYCt9pTpABWIE9JkKcjcYkGrFOAY9TLgCZG5ZOQUPMNA2g0S+cNylK5gaW7k5JRqLMeLzERaiaPMVOCcCrBKgBqCzZQZbngqtVotYKpBVriEGtB2JP6fpBXJOr1DTt5j8KgNN9cmRzMHeWfSWxQO9F+4TSwTS8tQM97nR2+XMeIJEIisvsueUk/zC5dfpxFEHfk0YXZociVLMugtsTHp8HKsfY9YVRCKFwlIDBp0cpzPI0QOjBPwLf/dGs4If//5yLFYjw8PDvPTSS9TX19PV1YXL5XpF/95Xor29nWuuuYZbb72Vr33taynxl+JtT0oApviH57UKwPlO3/nBz0ubPcRiMVarlcrKSs4//3zy8/NxOByEw2FcLhdtbW2MjY294caTN4vV0sAALq8CiXSRy4RRxth4jGgApAYBrUhNICJLGvg8f54xzZmbXGZHFwZCLyYSArdEAgLILKqE8pEVqvHOhLEWq5HppPQdcQJgylPSdXihJnDxfO7BU7NorMkDmW2lGtrrVxc01vUKRrt8aLUaFGo5p086URUpljUgzBNTzL2WVhEMw92ziAWB6WE/3Uen8bnCpK3T4p0N4/WHyK9bWaSG/FEyyxcNeV6iH0Z63KhXWdNQ/yyz8ggarYyp0TOPwwn4IsQUAoIIqi+yMzkcxmzVUrnVQkaJEq87gr1Ygli68vlpDDLGxr1Eo8n3z0wFMGerFjqlF/3NVGy0cPrEFHqzDLVFQiiyfKj6YtJsK4tsx4iXls5xwpoIXkKIJALpOXI0BjEKlZRwIErj4TGyCrSs35bG2k020jLViMUCd937LopK7eTn57Np0ybOP/98cnJy8Hg8HD16lJdeeonW1tZVB6mfia6uLq655hpuvvlm7rzzzpT4S/GOIDUHMMXbnjf6ZvpaBOBi8fdqbN3Gxsbo6OiguLiY7OxsXC4X4+PjdHV10dLSkjSMealLyVvFSpZw8/Qc9FBzdVykCRIBn1qKeziIZaMWnUFOxBdl+qXkhox5GTAy7OSV4rSLB0Ivpu+4m/UXmuNjWwBLlY5jB6bJ32air9GZ5LErM0gI960sILwzIewbjLjH4+lNiUKELxAmGl4sVhb+r86Q0NUSTzFLxBLajk8gU4jobJ0mt0iHRirDvcS7eHaus9btWe5aESVKLJIshDPWaGk5OE5elQGRIHC0fpR1NVYGji1vuJFrVn9LjkZjZBRqkxxK5qmos+AnQkwO5dstiVN0e9xEo1G0Wi0iQQAEYsQQEJCZJQx0uBgf8zA65EYiE8gtMjDk8OJ0xOsCZTIY6YoLSpcrvl5zvoK2puVrAGhrmqRmm52T+8cT+m9dnY1jB0ap3m5DoZTgdAaZiQQorTMx2u5mZoX60a6WaRRKCX7f8i9R5est9DtcNB1cSKdLJSLKyo20NceFfuep+fXFWLPexr9+oYYtF2Qm7WfeVScjI4NoNLqif6/FYsFqtaJQrF5e0NvbyzXXXMN1113H9773vVdsEEuR4u1CSgCm+IdHLBa/qmjcaxF/87Zu/f39rFu3DoslPuNMr9ej1+spKirC4/HgcDgYGBigtbUVg8GQcO440wfKm41xlRQwQCwCwagM8CIpUuJ0hpGkKRjv8KPfIF+W+gWQSiRAmNkRUIuSp/4GQ8kf7uLVuoWB9mYPletUiKUixrwR8raa6FzS/Zu72UDH4SUCdEkkrufINCWbTPQdniazVk/7/iXRv/nNRTECijCR+SUK4PeEKdtopr1hkr5OF5m5WvRSBTOjC80d0wNhNGoxCoUcWLg9ShQRAlllWkbnRaVcYMo9l5IVoL9jhlgsRnvXNDl5GiZ6k6N1kyMLv6/0+pOrlr9ll2+1EFNAwBUmJoLmgyvVGSYfp3KThcmJKN0nnQv7qbFwclHdn2PAi0gkUFVnpa1hAplMTvZaVhV/87QcHSezUIMgQFmtmekpP2u2WpmZDNLpmCav3EB+sYHD+0dQqiSs226j/4QraVyLxxWiaquVhvqR5HXXWjjUOExZZXK9Yc0GO8cW1RQqlGIqqq0MD7nJytfx7g+cuelDJBJhNpsxm82UlJTg9XoZHx9ndHSU9vZ2NBpNQgzqdLrEczM4OMjVV1/NlVdeyY9//OOU+EvxjiL1ak3xjuCNRAFfKQK4uN7v1Yi/SCRCc3Mzw8PDbNy4MSH+lqJWq8nPz2fz5s1s374dm82Gw+Hg5Zdf5tChQ/T09OBZIYr0ZnOmCCBA31E/0rUKxpxRJk9HmRnwk7NWh65AQzS0ep1UyBtFW5S87/lGg3ncZ+iy9UyG8MTEmNYbCESh62Cy0JOpRThW8IqNrRAMHOqcJW+LkdMHlqd+5wWjsUrKRO/yLwaLU5tDfbPMSIKYshdqOiOhGLZSLVLpQldzjNhcx6+AL7CwxowNesYWrdk1FSS3VI93NoQzGkSpT+6MHu12o7PNRYpXeAnOLLl+ReuNxBQxBtpchENRjh90sHardfkDF1FQqaft+GTSeVbX2ZPE3+JrcXy/A3OmCoNNycwM6MwylFoxUrmAsMIA61AgSpgYWpMMsUJAKhfR3eJEphThnIyL4fbmSdQaCT5vmPr9w8yKgpTXWZArF6Kn3iXWeOXVZo42jxCORJmcWqjn3FKXkRB/RouC2m1pSBRiGg6OoDfI+dZPLzjj9VjKfM1xXl4eGzdu5IILLiA3Nxefz0djYyO///3vufHGG7n77ru5+uqrueiii/j5z3+eEn8p3nGkXrEp/uE5kwBcLP5isdgrir9AIMDRo0fx+/1s3rwZjebMDQHzKBQKcnJy2LBhA+effz7Z2dnMzMxQX1/PgQMH6OjoYGZm5g0Xor8a1HYFcv3qzh2BSITetgjO0/FrZilQkX++hfKdrzzSRmROTnMvvT7jnR6EM+QdRgf89Dv9KO0ycrYasFdoUBrja82o0TOzQvp4pWsWDkeJakUU1JmRKpPf5mZn3SjtIoY6l1ijze2mu9mJWrdwfRzDXhxBH7bChQS3WCVaItAWLOA02vg5a3PEtNQvROPma0oNFsXcuXpQ5kkRLSmdtBWs/poa6ppFNnc+uRV6IvIY7skg48PeREni8XoHeRUrNyHZs9U4RnyEAtGEAKzYYKF5hdE0pjQFFZvNVGy1IFGJcIfCCCoYm/QwNevHFQjijYbxCyFC0jARRZiYOoJYHyMkDdJ8wgEx6GqepqDCwMnGBYE56wpSsWjcy+xMkPoDQ0S0Mcq3mRFLBHrbZsgvMgBQUmXieLuDYCh+Db2e+L/rN9ppPDBKToGOdZttzLgCHD4wwsx0AJNFwc9+fxkK5RtLdM03gFVVVXHBBRewdu1a1Go1d911F93d3QwNDXH33XfT19f3ho6TIsW5JpUCTvEPz2pzAOdTvvMC4pW+wc/OztLU1ITBYKCiouJ1O3ssrj0Kh8NMTk7icDhobGxEIpFgtVqx2WwYDIY3LapgLNEw2rByKs+jlRKZiABzozPW6dn22SKikRhiuYhIYPUCfm/gzLWW0RAYihVMdyx3HFHoJYyFwjgbfUSWjIzJXqcnEFxFxK+wHFulFq8rRNfhadRGKYW1RkZaXXinQgiCgNyuJDiePINuXtCFg1Fy15torV8QLFPjfkLBKAVlekbaZnGOBdBp59xTiCKRiBN1hhKxGJEEYnIpsejCeXq88Ujg6ODCcU+fmKJmq52BAwu3ReeU6EpfQ8KhKHllRrzuMCFJFI1ISmvzvEdwdO5fGOjyU1BpSErxavRSEMA1FRfRkXCMnGIdPSedxGJxwWfP1SCI4vP3HIMeHGNeFCoxxiwlUo+YKYePjFwNw30Lo3liMQiHYhACiKE1iPG6ApgsEk4ccGBKk9F2YuFazp9XZ9s0coWIwKL6zslxH5PjPtKzNORk6JCKRYikAqd6JvD7F6K1ntkIZRVmiEJJlZnWExP0dC9cQ4lExA/vu5SM7DNHu18rIpGIzMxMmpubufDCC/n617/Ok08+ycMPP8yvfvUrmpubz+rxUqR4M0kJwBTvCARBeN3RsZUigK+12WN8fJzm5mZyc3MpKCg4a11+EokEu92O3W4nGo0yNTWFw+GgubmZWCyG1WrFarViNpvPqpWcqUS7ogDUVCpobQkhmxNgObVx8SeWihBLIbPWQP+BpTV4C/939HhZZY50Aq1dtVwAiiBgD+PoDCOKLRE/QoxgOMpovwd9poKZoSWPXdKNmr1BT1v9JMW18ZV4pkO07p9ALIPMGiX6NB2H/55cW7YU/9KZfMSjVKcj05RXmRhqcWHeaiFGDJVWhn920fYC5Gw1cvzl5KiaVqsFfIz1+VHpBbwz8XUfOzjGhq12eg/GBcxQx2y8k3aVl5jWImfGH0SvknN8UeRucTlBKBDFMewhLUfNaL8HiVTAlqWm8+TCcy4SgTVLhc4iTxJ8ixGJIaNUx6ljE6zdbGNmKoBcIcZkUzDlWC7ilWoJmTk6ZGIxbccmEUQgVQr4Rhf+/ubLAqYn/WzYlsaRA6PL9jMy6GZk0M2GbWnITCLKdGbcnlkEQYRapcJgUiEKxxgd8tLZNrXs8V+8cwubt2esfAHfAFNTU+zYsYPi4mJ+//vfI5VKKS8v5zOf+czbtus/RYrVSAnAFP/wiMXipFq0xZG/V9PsMTAwQGdnJxUVFa97GPWrQSQSYbFYsFgsxGIxZmZmcDgcnD59mmAwmNRRvLj+7PVgXMHTVqwSMTgMSp2EyEQIkRgqr00nY70hsU3edvMyAbgY90SQzHwV3v7VR5GsNBA6o87Ikf3jiGUCBJLvz99i4nR9/JjGdAVih5BkcbZ4DIzaJGVozr0iuiQyGAmC3yViUrWy3/Hio/a0zGCwKnCOJ2/rc4dp6ZxkXY0FiVaMziJndlEXa1zwiDhev7wRY/51FotBQbklKT3c2DBGUbGGqY4w7qkgOcW6ZY8H0Nvl+IQwgkig43jy8yAWS4CFFLlrOohSI0VnkpNdrMUx5GXtFisxQKWW4Oj3Eg2Bc9KPY3DlWtSyTRaOHRybuz7xK+QY9pJTqCPoj+Be1LghlYmorLYwNeKnu9sJwNqtdo7uTxbbPv/Ca6OnYxqxRCASXuE1kaOh5fQ4U5MLz0FVtZVAIEpnyxSxWFwoanUyCkuMSCQCfd0znH9JDu//SNWK5/NGmJmZYdeuXWRlZfGnP/1p2d/gq7WnTJHi7UKqBjDFPzyLI4CLmz0EQTij+Ju3devp6WH9+vVvqvhbiiAIGAwGSkpKqKurY+PGjWg0Gnp7e3nhhRdobGx8Q24GptLlqTHdWiPTowHk2vgHWfkVdrZ+siBpm9ztZ/bcBZC9gqXZ0oHQGRsNHN0fF0NSeXKUU24Q6DmxIHSG2mbJ3rQkxrgoBKkvUjE7N7ZlacRYphTjI8zpI5PorMtH8ix+JUSjMbJWaZYJBiIcaxlnxh/AlKmk/DwLxZtNpBVrUBmkOL1BwsHleenF+18qeKIRGHL4Udvm3pKVgWXPrd4uJ6CI4Jrx43UFCfqTo9ordZaPDXgoqTYy1DvL6KCb4X434WAUpyPAQIeL9qZJphw+quvsy/x819RZE+IPklPt/V0u0rM1yOTxx4hEApsvyKC/zcVg9ywyhYg1Wyw0HVoe3dPrFoY8T44HyClaPhvSYlfiDocS4i+vUE1JuYnTbVNEAzGGB9yo5jqiZ11Bmo6McaR+lOIKE1//wXnL9vdGmZ2dZffu3ZjNZh566CHk8jPbDqZI8U4gJQBTvCN4o13A4XCYSCTyqiN/oVCIY8eO4XQ62bRp01tq6yYIAlqtlsLCQrZu3cq2bdswmUyMjIzw0ksv0dDQQG9vL17vyk4bK7E0AqjLV9O0Py60ZCoxCr2ECz5XhESRLMiyNxsRSc78XLySJJ0dDaCZ8+015qloaXcmom/SJWNi0koNhJacVtuBCexrF8TOfKQvd4uBjoYFsRgMJDd5ZFbrGO5xEw7FSDvDKJx5ZiZWPxONSUo4Ar0nZmh9eYLTh6cY6XRjLVFz6ugkWeUriMdFl62vfWZZ84fHFSakESHXiIkExEQWGSBrzGK80hAWu5KQN0ZGwaurbauus3Po2WGmHH5qtqXhdYWQiEV0NS+kgkOBKE37xzCYFZTVxAV+xRYLR/cvF2+L6Tg5TfEaMyIR1F2cxcDpWXJK9ZTUmNCYZXT3zpBXalj2uKWxvoBHgrDoaVdpRIQlIUZH3GTkyCkoVtPb5aGzbZo1FTY65mb8yZZ8WajZaOcXv78CufzsRuI8Hg833HADKpWKhx9++KyOcMrLy0t8EV3884lPfAKACy+8cNl9H/3oR8+4z1gsxle/+lXS09NRKpVccskldHR0nLU1p/jHISUAU/zDMy8AV3P2WIrX66WhoQGRSPS2tHVTqVSJERXnnXce6enpTE1NceDAAQ4ePEhXVxezs7Or1kxGIhH6XF0Ii4Jgs3IJ0bkSJqlCzNZ/zSNrs2nZY2VqSVJKeCUmBs7sRAGgz1Ei10qYFML43Qu1U4v9bnNq9HQeXjndPNLlQzk3fScYCKKxSek9lTxY2eddSB0WbjZyYpF12UCHa5nn79Kr1d/uwpatYinmDCUGjWLZA0rrzJw4HI9kasxnjhB5Z0PkVyyvlhzucaMtUTDW60Orn+smtkiJGWKY08E16aa3bYZjB8bIrlwSxVyynnXbbBzbP0pWgZaCMgNNB8YoXWvmVMPKHr+TYz78/jB112Zx+uTq43MWc/LoOOdflUt/l4uBPheNB0Y53TKJ0iBlYsyHxx9aJnSXrnN4wM3aWhsQT00b0hXEBMgvUjDcH6C7I56e3rgpnRNHF55DmWxhx+VVZn79l6tQqd9YacRSvF4v73nPexAEgUcffRSVavnr4Y3Q0NDAyMhI4uf//u//AHj3u9+d2ObWW29N2uauu+464z7vuusufvKTn/DLX/6SQ4cOoVarufzyy/H7Vy59SPHPS0oApviHJhaLoVQqmZmZoaGhgb6+vjPO3puenubw4cOYzWaqq6vf9nU9crmcrKws1q9fzwUXXEBeXh5ut5uGhgb279/P6dOncTqdiQ/vUChEY2MjgWAA09zMPssmE93HF8STyijl/M8Xr3rMV0oDTw34kFvO7HoilolQlKkY7UsO70nmIoBShQjnGSJwQW8MhUmFWBrPAEd1Ybyu5IifXBaP1FhyVLSdTBaSTkeA/PWv1K4CtpxkbxNbrgqrRcVIlzvp9qxyHU2HF8TJYJdrwRJtFTS6lcVK27FJMjfqkevE6O1yMtbqyMo1ohB0jHQvnGPPyQAF6xYEyWJ9VrXZysmj46yvS8Mx6KX7lJOaOnvSuBepXETBGgNr62wUrDUiSAWiIujrc2Ev0iKRJn9JWun7xLptdiYnfAx0L7x+yjZa6WiNR+n6u11UbbWf8ToAOKcCSGUiStab0BoVjI746OlcECxrqnQ0Lhr0DHF/YYD8YgO/2XMNOv3ZTcv6/X5uuukm/H4/+/bte9Ujn14LVquVtLS0xM++ffsoLCzkggsWZheqVKqkbXS6letDIf5+96Mf/Ygvf/nL7Ny5k7Vr1/Lb3/6W4eFhHnnkkbO+/hTvbFICMMU7gteTAp5v9tBoNJx33nlkZWXhdDo5ePDgipGy4eFhGhsbKSwspLS09B3n5zk/r2zdunVccMEFlJaWEgqFaGpq4sUXX6S5uZmDBw8ikUiora3FVKpDppPQfiouiNUWGZfdUcLN/7P+jJZkeduXRwaXosw7c6QkLBMISGNJqT9Y+FDP3WhkcvDMkcSRDjfZm0ykrzEw3rW8AzPoDyKRCYTlUfye5ff7lnT6rvRsTwwvrCGjSEtamoae486kB2jNMhzTXsLhhSK5qVE/2RV6FrP05TQ+vHrK/uj+UULyKIZ8BSF/lIg/xskVInenj3vIq1IQI5b4YlNabcQzGyQtU8Ox/WOEglHWbbHReXyK4nVG1tbZyK3QE47FON0yTeP+MU6fmMKWo6a/f4ZgIEJr0wQF1SYWTyFa6v1bucFC0+ExQqGF815bZ6PxYHLquOXYOJa0xVH05UpysHeGjRenE4pG8HrdlJRrWbveRuU6C3XnZdF7enn0yu2exZam4If31mF8hYjrayUQCPAv//IvOJ1O/va3v51RdJ0tgsEgv//97/nQhz6U9N7zhz/8AYvFwpo1a7jjjjvOWOrR09PD6Ogol1xySeI2vV7P5s2bOXjw4Ju6/hTvPN7e4Y0UKV4n0Wg08SMSiZDL5WRmZpKZmUk4HGZ8fByHw0Fvby9yuRyZTIbb7U6ydXsnIxaLEyNkotEoQ0NDnD59GkEQcDqdtLa2IssUUJTpkA0FuP4/Stn0LznIlK88aiZ7iwlBLBCLrB7hCktX/25pq9Bw+KVRIpEYlhwV5nQlPQ3TxKLxFLClQMXpQ8tTkBCPDJpzVKhMMgSJQFQGnnCIgk1G+o9PE04KGoowlkJ3y+yK++ppcZJdoMPRHRdOK53NSI+brCINEpkIk0lJ60uL5tkJIBILaDLlDDcvT1WrDEsifEsU4HCPG0uGMklkzmO0KTjdM4VEJEarl9C0f2zZNvN0Nvuo2mzB5wqQVQKBkIf+9gCWdAXltUYMJgWRMHj9YU4dXzmlnlGgYczhwTMbSgi9E0ccrN9sp/XQOMSEpAtUvMbIqZYpIpEYwbnZj0VrjBw7vHydPm+YonIjE6Nz57nkQotEUFRr4u9P9izcJghU16owG5QcemEYQRDIK9ZjsiiBGJMOHxabis98NZvxqW7GXujEbDZjtVrfcJd8KBTilltuYWhoiGeeeQaj8ZUjxWeDRx55BKfTyS233JK47b3vfS+5ublkZGRw4sQJvvSlL9He3s7evXtX3MfoaFx82+3JUVe73Z64L0WKeVICMMU/FLFYLBH5g5Xr/SQSCenp6aSnpxMMBmlqasLtjqf0WltbE369RqPxHRcFXInJyUk6OjooKioiOzub2dlZxsfHCeVOIpH5ufJKG2npchBHgFcWgAqdlLS1OkaOzay6zbQjgJTlUS+FTsKQy0dkTjxO9HuZ6PdizVVhSlMS8oQRJGIEEdiK1WjMMkQSEX5/GKcjwOSQl9mOeLpRqZOgNEjwzYTwzISRyAXyNxoQxQQGWlykF+s59NzwGc9FlyZPCMDVSMvTEPJFk8QfADEo2mpatVlioGMWQVicOl1h1EmudpkANNoUmPIUTAz7yMhVLhN/IhGodTJUWgkKlQS5UkwkFiOzWI/bGWLS4UMiDTM26CcUDjM+Nsv4YIjCSh0hPwx0JQtiW5aKmdkAruk59bwo19t4aIwN29Jo2T+eiJTnFOkY6J9NCD+/L4w1XcXQsHvFcS4AzUfHWbveSlvjZFKoVRCgZKOZhsPxUTESicD6DWmMDnmIBKMcfmmEcDgGxOjucNLd4SQ7T0dhiYF/++Y2ikqMxGIxXC4X4+Pj9PX1cfLkSQwGQ+IL0Gup2wuHw3z4wx+mq6uL5557DrP5lbvezxb33nsvV155JRkZC/ML//Vf/zXx/6qqKtLT07n44ovp6uqisLDwnK0txT8mKQGY4h+Gpc4erzTmJRAI0NTUhEgkYvv27UgkksQg5hMnTgAkxKDJZHpHen0ODg7S3t5OZWVlYoyNXq9Hr9dTVFSEx+PB4XAwMDBAa2srBoMhcc5n6nbM224+owB0dHnI1SwXk+oKFd2Hl6cyx/u88QHK1XrGej14I1HcnbPQudoRYqQVqelsnEYiiz/H4UCMjiPx2rOcCh1+eQRDugLnyOrF76cbJ1CoxAS9sRVDgNnlOhDF8IwHySjRIhLFR54IIgGFXsL+JwZX3bdz3E/xGiN9zfHrJKyQZA4scU4xWhVkVmjpODFF+XozgUCE7HIVsy4/sYgYnzeCdzZEwOljyrnwuKwCLeFIlPajCxE+nVGGVCIlGokCIbpOuhAEyK9U4RyPMO0IYkpTEIxGmBpfEKFL5yceOTDKpu3p+GZC2DLVOF0B3LPxWkSRADKFCJlOylBTcl3kUsbGvMiV4oS+FAQo22zm8KERFEqB4hIdY0MhjtaPUlZppue0k9DcOB25QsyadVbcs0EcY16+8NUtFJUY5/YjJL2mfT4fExMTjI+P09HRgUqlSohBvV6/6ntCJBLhox/9KK2trTz77LNYrWf2VD6b9PX18fTTT68a2Ztn8+bNAHR2dq4oAOf/xsfGxkhPX7BuHBsbo7q6+uwtOMU/BCkBmOIdwStF4uY9fV+ts8fs7CzHjh3DZDJRUVGREHfzg5jLy8uZnp7G4XDQ2tpKJBJJWLSdbVeON4NYLEZnZyeDg4OsX79+1TSWWq0mPz+f/Px8/H4/DocjMXxaq9UmxKBandwMkbvdzMGfdq96/Ggkhrog+TFZWw0cPrTcczazQodUKSIag/FBH86JAIY0BVNDq9cAlm23cPLleMdtPOq08HybM5WMTXoJq2Bo0s2abRZm+vxMLXUQAUL+GNnVCoaafDhnnEn3pRWqURmlRPzxjuDFmNIUBGVRCutMdO5ffTC2QrfoLXaFl2TvKSdSuYhQIIrBqiBnnR73TJDCNUYmx/1MT3nxuAO4nXERtxLWdBU+TxipdOE1KZEK2DLizh/W9ORGke6TXiQygfwqKZOTAcaHk/e7tNYP4PD+ES64LAu1SUYkEiUnL4prOsDkuA+VRkZYEkWbISMjU4NcKsbtDDHU7UqyeRsb9rCxLj1eOiDEKN9ipbNjiso1Wvp7fLTONSIVlxoZ7nXj90XIL9Rjtqloa5nk6KFRDEY5v/3rDkorV4/MKZVKsrOzyc7OTlgtjo+P09TUBMT/xufddeabvCKRCJ/85Cc5cuQIzz333Dmd+Qlw3333YbPZuPrqq8+43fw5LBZ3i8nPzyctLY1nnnkmIfhcLheHDh3iYx/72Nlccop/AFICMMU7ntdq6+ZwOGhpaSE/Pz8xh2spgiBgMpkwmUyUlpbicrkSwigQCGCxWLDZbFit1rddp3A0GuXkyZOJGYZLxdtqKBQKcnJyyMnJIRgMMjExgcPhoLu7G6VSmRDAOp2O3G2muKBJ1l5JxDQSmIvgmPJUHD+xuK4vRv56E4FAmL6TM9jyVLimgmSW6pgc8mFMU2DNVjE+sLzgvWC9gda5wdEiMcQiCwvQmmUEJVGmhv1Mj/uxZilpOuhALBFYs9WKayDA1JLmEo8zLnjiXZ5xkag2C0gNYQIzAWS65BMUiQVkFintx6YwFijI3qRjrNlN0Ld8+HNf2wyCaGW/YoCAL0JJtYmxQQ+FtUbGR70E/GG6TnmwpMsYG/RhTVeiUgk4Vmga0ZvkSKUihvvdqDULdW8VtdbE2JuVBJ0ABMNyzHYZ48NOFj+J4fByz2WlWoLHF6bxxYV0t1QmIr/CSFf7NE5/gIwsDY0NC+lqiURETrEOi1mJCIGpMT/Hj4yxaXs6tRdl4PUG8LiCtE0uFG7mFxpwz4QorzLjnArQ2T5NT1c8gqrTy7j/4WupqHr1NbqLrRZjsRhOp5Px8XG6urpobm7mf/7nf6iurqa3t5eXX36Z559/nszMzFe9/7NBNBrlvvvu4wMf+EDSe0lXVxd//OMfueqqqzCbzZw4cYLPfOYznH/++axduzaxXVlZGd/+9rfZvXs3giDw6U9/mjvvvJPi4mLy8/P5yle+QkZGBrt27Tqn55Xi7c/b65MrRYrXyNJmj1eydevr66O7u5vKysplhdKrsTTF5Ha7Ew0kJ0+eTFi0Wa1WZLIzjz95swmFQhw/fpxwOMymTZtet2OBTCYjIyODjIyMRBTF4XDQ2NiIWCyOW9KVqZg45V15Pggw6wphUIiRyEXMyCIEfBHEUoGCWiNTY346GuORM7VeSjQKvtlwout0etSP3ibHlqfC0bsgfCzZKgY7XIlDyhQSAp64YFFoJMgtUvpOxwVDLAYZ2VpGBjxEwjGO18eFYOUWK57hABNzdnVjvR5K1poSH756q5ysCg1+d5Duk7NklSePoynZaubIXN1fZoaW+v1D5BbpUHtETA8nRxldU0FK1prone8cXgGVTkL2Gh0Hnx7EmhGP5vk8YUKh+Gt5fMSH2aYkM0/LUO9C/Z5SLcZkVdLTHt/3fF1lTZ2dY4vqBlcSgIU1JpoOxbeprUtL2j4YCCZtKxJDXrGevq6FKKhYIlBYZaKlcRy1VkowECEaiaFQivH74s9HOBxN1O3No9ZIiKhiuEb9+Hweiiu0qNVqYtEYgkhAp5bTeGiUI0s6ibU6GffvvZY1615/WlYQBIxGI0ajkZKSElwuFy+//DIPPvggp0+fpry8nHvvvZdrr72W9evXn7OSj6effpr+/n4+9KEPJd0uk8l4+umn+dGPfoTH4yE7O5vrr7+eL3/5y0nbtbe3MzOzUI7xxS9+EY/Hw7/+67/idDrZvn07Tz755FkdYJ3iHwMhttq02BQp3kbEYrFlfr6Lmz1era3b+Pg41dXV6PX6Vbd9LczX0DkcDmZnZzEajQkxeK7fcP1+P42NjSiVSqqqqt6UyGQ0Gk3USe7/5gBDjwWRm8QMTS4fsyJTiSldo8Mjg5PNk+SsNTDUMcuMY0FQicSQvUZP74n4B1jpFjOn6hdqBLVmGTqjnJFONzKVCK1ViqNvIYKnMcnwTIWQyETYyzWcPpGcjlWoxIQk0STP2vhxBSo3WPCNhhjv9VKywYRMLuZUyySF642M9XtwDQcI+iNUbDbTUR+vLTTnienvDyQEqNGmYHhylkg0hs4opyBLT/+J5HTxmq1WTh+YpHijiSNHkoWNUiuhYLORI8+MYLQokCnEjM358uaX6ehqW/hg15vkGMwK+jpmkEgFCitMtB9fiKraM9WkpalpbZxI0uR6k5yZqYVrXlVno2F/cnNM7bY0jh0YS+xnaHihni+vTEZ3WwC1VkLAFUEshtL1Fk4ciUdhlSoJU3NDt2u3pHG0fpVuUyHGui12fP4QLU3JdaDZOTrC3iiT4z6kUhEZ2VrMFgUSiYhQKMq/f2sbNRvPblo2Go3y5S9/mYceeoiHH36Y06dP89hjj/HEE0/wxBNPsG3btrN6vBQp3m6kIoAp3nG81maPUCjEiRMnCIVCbN68+awKs5Vq6EZHR2lvb0en02Gz2bDb7W+6m8h8TaPFYqGsrOxNi16IRKJEnWTs/zPwl8eOrrpt0BtBZJcxO+MjArTuX978UbLFwqkDi0ariJKfx9nJINFIjIxSLRJllJ6m5A5WqUyEIILsah0tK8zJ83sjVNQttzWLRmI0HxpHJBKo2GTBNRnAnqsmu0JP84FxsnK0Ca9d0dy4VK1JhtsXTRJX0w4/eeVqutrcuKYDNLvGqa1LT6oL7D01E59vuOQlKpWL0OUrmJ72o9JK0Bpl9HcsiEfREguNmakA4XCUokojSpWEgZ5Zcor0qLVS5AoRGr2MqRH/soDs4ghgxSYzRw4s74w+Vj/Gmo1WWhrGk7avrUujYX+8Q9frDiMWIKtUlRB/S/d/tH6U6o12mhqWjIOZE3/19cPk5CX/LWRmaYn6Y0zONaKEQlH6umfQaKWIxCI+/9XNZ138xWIxvvnNb/KnP/2J559/nrKyMjZu3MjNN99MMBh825V1pEjxZpB6lad4R/Fa6/08Hg9NTU2o1WrWrVv3pr6xL66hCwQCiVmDnZ2daDSaREPF2XYUmJyc5MSJE+Tl5a1a0/hmkFcXL8SXSMTA8gig0iKia3wakSAlrUhDf8sMkdCCWCirSxZ/sHxsDIB3Joi9WI5zykvRJgMSiQTfbIipYR8SmYiiLSaaDi5vLplntMuNWCwkUqSLiUZjtDSMIxKDoUBJS/046+vsnNy/IHDmv2gY81W0Ni4XmQrxwmsqEolx+MAw1ZttjDS5CQWiuJ1ByqrNSfpPEEHaWi0njjqoXGchK0/L6UX+vKvhcYXQGGScOOwgHIoyNeEjM0+LNU1FW9MkE6M+KtdbcDuDDHW7E+cIkFem4+SJiRUz9tFojLYTkxSvMSU6gmu22hPiD0ClkVBWZebogWRxt3gANkBX+zT2dDVjI3PjdRaJP4DwotdARoYGIQSOsXia32xRUlhqYKBvlraWSX7228vZvP3s1uTFYjG+853v8Jvf/IbnnnuOsrKypPvf6jKOFCnOFSkBmOIdgSAIr1n8TU1NceLECTIyMiguLj6nM/3mLdqysrIIhUIJMdjT04NSqUyIQa1W+4bWNTw8zKlTp6ioqFi1M/DNQm2VYynV4JsOLrtPJBEImgVCTj+OjnjUTqERk1ujh2h8qPDpwysPe16MRC5gL1HS0RDfx3iXEwC5Skz+WgNqq5Sp2QBylZiAd3nzAsRdOSo3WTlxeHWRWLHVxqw7RMlaE60HxpPui8WgvM5Cw4GVU5sjnQE0WmliNApA02EH6TkKtF4ps+MhxAoBFi2vYIuRI/WjlKwxotVImRhzLdvvStU5NXX2RDRTpZVQttbCqWMTqNXSxKDlk40TiEQCVZutjPV78LhCWNKVjE14CfhXvkYAwUCEoX4XuYV6rNkq2lsmqai2oFBJEIlBLIiSXD/mWVpjOOsKkp6pZnzMQzQWY+0i8QcQCsUjqunpasQxEWOjHtZUWxCLRZw8PsHh/SMIAnznZxdx6VX5q6739RCLxfjhD3/IL37xC5555hnWrFlzVvefIsU7iXfeYLMU/5TU19fzP//zPzgcjldM+QIMDQ1x7NgxioqKKCkpeUsHOkulUjIyMqiuruaCCy6gsLAQr9fLkSNHePnll2lvb0/y6301xGIxurq6aG9vp6am5pyLv3nyVvEFztiqp7/Tg1y2kO7zuyN0NEwz0udketJNdpV2+QMXPU1qgxRDlpT+5oUmkLwqPWWb48cMhaJ0tk0TiESIaOLNGas9zYGZ5RHKeUo3mDl2YBSpWMA1tjyFqtJJaWpYXTwG/RHK1izvTB3p9zMZ8mLIE+hqniIYitfhlWw3MTQ0y9Z3ZWIxKWl8eYyhHj+VG87c3bpY/FVvsSOXS2jcP0rZOjOdJ5Ojh9FojOOHHExO+qjaaiG7UkdWoZa1W2ys3Wqjus4e/9m+8O+6OjsFa0wY0hR4fWG8/jCd7VOIBAEhJnDoxWEaD46ybqMt6Vix6PJG8NOnpimr0lJWY+BQfXLKedYVxG5XYTGqyM3XkZahpqVpguNHHYlo4r99cxvXv7eMs0ksFuNnP/sZP/jBD3jyySfP+ly8+ej70p9PfOITTE1N8clPfpLS0lKUSiU5OTncfvvtSc0bK3HLLbcs298VV1xxVted4p+XVAQwxTuC6elpHnjgAT7zmc+wbds2du3axY4dO0hLS0sSd4vn39XU1GAyvbJv7blk8ViKSCSSaKhoampCEIQkF5LV6vii0SinTp1icnKSDRs2oNWuIKTOEbnbzZx6bCTptqxaPYfnomWRJREjsVRArZcz2uVlvC9AWokU35SAeyJZoJmzlATDQca6wpgzFKQVaBntcdM7N1Q5rVBDx+kpjHYlvadn8M4EOVo/SnahFoNGQW+TM2l//e0uCiuNdC0RSukFGjrbphFLQKeXIysWkV6kIRqNEQ5FUetlhNVR1CYpzrHkbuDFrCYw3TMR/N4AlVVGkERIqxIz6XKiM0gIeYOcOBiPgkbCMU42TrBum43jB+Jic7GYXbvFRuOBUfJL9YhEIprq42nY9dvsNB1YLk7tWWoy8jRMjPqYdgdxu4MM9LnwulcXwgCFZUZam8fxusNUrrPgnAggxEhKBXe2TZOWqWZ0aMFBRSwWEY4seq6FGBGxiLZT05jMEpQqMVqtArVajsGgQCGR0NnmpP3k8hmKH/vsej78iXVnXOdrJRaLcc899/Dtb3+bJ554go0bN57V/QM0NDQkmtIAWlpauPTSS3n3u9/N8PAww8PD/Pd//zcVFRX09fXx0Y9+lOHhYR566KEz7veKK67gvvvuS/z+ejv7U6RYSqoLOMU7hvkxLnv27GHv3r0cOnSIzZs3s3PnTnbu3IlOp+NjH/sYN954IxdffPGrnn/3diAajSYGTzscDmKxWGLunslkSgyeDofDnDhxgkAgQE1NzVs+2mF21M8v616kbzTeBapLlzMU9OFyxtPC6blqHH0LEbyybeZldX8ypQhrgZjR1jA51Sp8s+Ce8aGzSREhZ6DVlRSV05pkRJTgGPaQVayjvXOKdVtsNNcvpG7Lqs2EZyKMLbJ5K91oSorkqXRSFAYJCFBaZuLI3xdEjlgiULHZgicQRqIWcfK4g/IKK6cPTsZ9cVdAmyNjZGB1N4zzrsym/tAQBYVavLMB+tu9xFbY1/xYloJyA52npqmotTDcP0tOoZ7jh8YS16K0ykxX6xTROc1hSVOSXahjatxHz9wonOrtdo7WjxKKRCkqMzI27GbWtfJA6bwiPZMOX9yerdxMU/0Y67elceTAyLJtC0sN9HbNJKzfIrIYweCC+KneZufgwaGF6ykSKCnTEvAFCfnB64ky6wpjNCnIzdcjl0uYnvCxZXsm3/jv81e9hq+HWCzG/fffzx133MG+ffs4//yzu//V+PSnP82+ffvo6OhYMQPxl7/8hfe97314PJ5Va5NvueUWnE4njzzyyJu82hT/jKQEYIp3JLFYjKGhIfbu3cuePXt4+eWXsVqtmEwmfvnLX1JbW/uO9fGNxWLMzMzgcDgYGxsjFAphsVgwGo0MDg4ik8ne9IaW18Kv3/Uyxw9NIZIIKMrkdJxyJu6zpCuZnrNiK91sou3Q6nV/6UUq9Jkiphx+JrrDhFcIuImlArYyNR0t8UhedomOto4p0nM0OAY8SUJRLBao2mRj/LQb10QQkVhAbZfiGPbGLdGqjciVIqQSMR31U4Tnhlan5aqRycVobXIa949SuN5ITByjuWGc4gojIp8oSVjOs2a7hfr9K3sPV2ywcOr0BKUlZmZnAowNuAn6V3/rrd5qwzMTAhFojXLajk/idi3UWtoz1fg9YaQyETlFemacAbpPTSedf8laE6daJ4lGY0Tm7sgv1jM5viDQ58nK0+KZDZFXoGOw2830pJ/qzTaOHRpbySEPiI+OOTpfF6kEny8eXayps3PgQFz8yeUCNevTGeybxen0k5er5/SpKSxWGRPjyWu4enchP/n15YhEZ+/vNhaL8Yc//IHPfe5zPProo1x00UVnbd9nIhgMkpGRwWc/+1n+/d//fcVt/ud//oc77riD8fHxFe+HuAB85JFHkMlkGI1G3vWud3HnnXeeU4/iFP+4pARginc8R44c4dprr6WgoAClUskLL7zAmjVr2LlzJ7t27TrnDSBnk1gsxuzsLIODgwwPDxOLxbBYLNjtdqxWK1Kp9JV38ibzxJdaePxn3WSdZ+DQkkYJvVGGezpEWoGaqREfAd/yJgR7gRpjhhK/P4TX70GIiIkGxYx1LXe+KNpqpKl+IYqXW6ajtT2eRqystXDq6HKBqVRLqKy20HNkmuJaE0f2j7L2AhuCVMDR7wE3TMy5bKzZaqWjaYqsUh1tzXHxVFBjwOML0d3mBOKjZ9ZvTKPr8DTh4MLbpyVDSd/IzDLBVLLOxOSMD5lIjM8bIugPzlm7LUciBa1RjFwtwp6lAKSE/ALEBCLhKOFwvBEqLTOe3u1snV5x0LMlTYknGGZmOq6io4tWlVOgY9YVZHoiLszTs9SoNTLUKikn57qcqzZYaW4cX3Hf8wgCVKyzcLJpAkETHxNTU5fGgQOD6PRi8vO09Pf6cM0EkUoFKiqstByPi528Aj293Qv1b2trtXz88xlYrab4kHGL5Q1Ht2OxGH/5y1+47bbb2LNnD5dffvkb2t9r4cEHH+S9730v/f39ZGRkLLt/YmKC2tpa3ve+9/Gtb31r1f386U9/QqVSkZ+fT1dXF//+7/+ORqPh4MGDb3s7yhRvf1ICMMU7mr6+PtasWcNXv/pVPv/5zwPxsSh//etfeeihh3j22WcpKSlhx44d7N69m/Ly8necGJyamuL48ePk5ORgt9sTaWK3243JZEoMnn6raoNO7Bnibz/u5HDT8miRUilGJBbQmuU4+haiZjqLnIxSLdMOP4Mds+gsMkLRENZsJf3H4xG64loTXmeIkc54WjWjSsbpluTIW265nta2uOgrKDfQe2r1onpzmpLCIgOhaJiIGLqanRQVGDh9dAqdWU56rpr2xiksGUpcviCzc1GyghoDzcfGKaow0tm6UEOYmafFrFbS37LQwZu9Vsup5gURWlhhRFDCcNcskUgMvUkgGhVhsmqQK8TERALBQASPO8T0pI/piXgTSmauGoVGRE9L8txDkRiqt6YxNuxBr5PT1rRc8EplIuwFGrrnHEIAECC66K0+K1eL3x9GAEorzPScdmJJU6FQiVFrZQTCYYYG3eh0ciRiET53iCmHn/ERD4tbPgwmOWKJwIw/QFGVicEhFxp1jO4OL6G5cS8iQWD9BjvHFs0GLC030X4qLtxrN6Xxu707iMaCjI+PMz4+zszMDFqtNlEGoVarX/Pf7cMPP8xHPvIR/vznP7+ix+7Z5vLLL0cmk/HYY48tu8/lcnHppZdiMpl49NFHX9OXuO7ubgoLC3n66ae5+OKLz+aSU/wTkhKAKd7xtLS0rDjOYd7789FHH2Xv3r089dRT5OTksHPnTnbv3k1VVdU5s3t6vYyMjNDa2kpZWdkyj1Kfz5dIE7tcLvR6PXa7HZvNdk5rA2dG/fzi9iM0PjNKeEnTh0SAog1mTjdMIlWIyFtrJBiM0N3sJDo3l08sFdClC0wORCjbYOZ0w0JjwLwQlCvFHD04umyWny1fRs8iq7iiSiPdJ52rrrWoyohcI6atcZLqWhut+ycoXW9itM/DzGQAqVyEKVeZNJA5v9pAS9M4azZYaTmSnK4TBFi/JZ2RFjdeV4iKzWYOH47XzOUU6zBlKGlpcFBSYyAU8eJ2CvS0L08fLyYtU00gFEFvlNPflixoc8vlTI6FcU3HI6mVNRZcEwFG+hdqD6u22pa5cQhill27kkoTJouS4f5ZBnpdrKm2EgpFGRl1o7fI0WhlSaIN4q4fGVlaDAY5MqmYoD+CSilBUMOYw0vL8fFlXdSbt2RwpD65jnDNung0sLTCzJ/37UJvSH69BoMLYnBychK5XI7VasVqtWIwGF7x73bfvn188IMf5A9/+MM598Dt6+ujoKCAvXv3snPnzqT7Zmdnufzyy1GpVOzbt+91/Z1arVbuvPNOPvKRj5ytJaf4JyUlAFP80+Byudi3bx979+7lySefxGazJcTgufT+fDXEYjF6e3vp6elh7dq1WCxnHhHi9/sTswanp6fRarWJjuJz1QzjdYU4/twYjf83QuP/jTI7HaC01oR3NoxULaan2YlvhS7UtHIJw23xxoSSGhOdjcmdumkFGqKqGP2tM8vERVapmvbTCyIpv0JNX+vy1DFAYaUBrUnOsZdHKSo34uz3UbDGSMvBBVFXutXMifrkrtr8aj0tTROIxQIWu4qx4eUCzmRVUJBrZPDkLF5REINFgT1PTSAcRSSO4px2IRbLON3iomZzGo2rzBQ02xWIJSJGhzzkFxsYWHRu67encWT/KAaTDOfUQv2cWCKwZr2J3lOzFFbG5wsuRSwTCAUXxLnRrECjlTLQO4vZpiQrR0tH6xSWTDU9HU4KygwM9Luw2FQM9C6fUbiY9XVpdPVMEQqFMBjkmC1aJOL4zEC9TsbLzw4QXZLxrt5gZ3rSx1/+dh1W+5lfn4u75ScmJhJlEFarFbPZvKwW9sknn+T9738/9913H+9+97vPuO83g69//ev86le/YmBgIGltLpeLyy+/HLlczt/+9jdUKtVr3vfg4CA5OTk88sgj7Nix42wuO8U/ISkBmOKfEo/HwxNPPMGePXt4/PHHMRqN7Nixg507d7J58+a3tL4mGo3S3t6Ow+GgpqYGnU73mh4/Hz1xOBxMTk6iVquTXEjOVQq8t8XJ07/vYd8vO1atJcuolDDYutCVWrjWSM9xZ+J3g02OXxJlYsRL5UYLbQ3JKc+CNQaaTy6ykhPAZJcwPZpca5hfrkdnkXPspTH0RhnFRUamx/yMLkpLl2+1JMarLCZ3nZ7W4/FjrK9Lo3H/Kl63wJr1VkxGBX5RhK7TTkwmGT6fl972ANWbbTQeiu+/Zoud1saJJFGmN8pR66UM9sbTvnlFegbnIpHrNts5djj+WKNZwfSkf/k6S+RI5RJONy/vRJYqBAL+aOI4eqOcwZ5Z1m+x094yhWc2SMUGK8ePxMVvUYWBttYpcvJ0TIx78XpWHh+zvi6N/QcGsdqljI8ldxdvq8vk0P5hVGop+YV6dFoZ7tkQfV1ONtVl8o3vnk927mt7bc83SM1HB71eLyaTiZMnT7J9+3Z6enq48cYb+dWvfsV73/vec17uEY1Gyc/P56abbuI73/lO4naXy8Vll12G1+vl4YcfTvpSZrVaE+83ZWVlfPvb32b37t243W6+8Y1vcP3115OWlkZXVxdf/OIXmZ2dpbm5OTUOJsUb5u3RRpgixTlGrVZzww03cMMNN+Dz+XjqqafYs2cP73nPe1AoFOzYsYNdu3axbdu2c9ptG4lEOHHiBD6fj02bNr0uD2GZTEZmZiaZmZmEw2EmJiYYGxujt7cXuVyeSBPrdLo39QMyb42B//edGi59fz4PfO1E0pgVAGuhhOH2ZGERDS8IRYVaglgvYmKuBnBq3I8gkBQFXOodHK+fMzI9uiAKbdkSYuIQx15yIhJB7dZ0nA4/5kwl5iwVkXAUnUXO8HByvd3CThf+23Z8EpVWgnd2ZUE0PuZlaGwWvUlByBdmwhFgZnJO5C261sfqxygqNzI97md6wo9GK8VgVdBz2pl0LgCla800H1tuTbeYnEIdoyMePLM+iipUDPX4CPiWXyetXobRrIBYfJRL48E5QVqXxuFFs/7m19rf66Jm04L4XMy8+ANQKCTAggDcui2DQ3Md0V5PiJMn4s+H2aJk/dZ07vjG1tcs/uLLEjAYDBgMBoqLi/F4PIyNjXHPPffw8Y9/HI1Gw+WXX87atWtf877PBk8//TT9/f186EMfSrq9sbGRQ4cOAVBUVJR0X09PD3l5eQC0t7cnhkOLxWJOnDjBAw88gNPpJCMjg8suu4xvfvObKfGX4qyQigCmSLGIYDDI008/zZ49e3j00UcRBIFrrrmG3bt3c/7557+pXbeBQICmpibEYjHr1q0768eKRCJMTk7icDgYHx9HLBYnDZ5+s6MlLS87uO8rx+k4OoXOLiLoF/C6koVUTomOwfZZxBKBzCodrU3JMwPXbLZy6tDCbYXrjJw4kVyXJ5GKMJjkTI35yS3RERPFmBjzYs0VIY2K6D2+kD4tqDQgkYkYHJrFnKuk78jyJpLcKh2tixo71m9bOYWbkaPBEw6RV2Dg2MFRlCoBhUrGpCPeiVu9xU7jkvSsxa7EYlURiUbpaE1OfecU6JDEBMYnfHgW2czpjHJc0wszcmwZKgKhCJPjC4rPlq5CrRHT1xEXzzIliMQiMnO0GAxKjh8eIzwnttdutHG0IXldJVXGpHPeuC2dhkXzANfX2dl/YGHOX8UaC60t8edl8+Z0jh4eTQhYkQjWrLUiEovo7Xbyu4d2sK7Gvuz6vREOHDjA+973Pi6//HJcLhd///vfSUtL4/e//z3btm07q8dKkeIfhVQEMEWKRchkMq666iquuuoqQqEQL7zwAg899BC33noroVCIq6++ml27dnHRRRed1W/hHo+HY8eOodPpWLNmzZtSj7hY8EWj0URdVXNzM7FYLHGfyWR6U45fsc3CB3+aTv1j0HdYzLFnlztYzDeRFGw0cmyFdOz4iBdBFLcfg2S3jMX7yCrSodHL0Fnl+ENhMjVa9GoFTc/H96lQC1izJQx0OjFkKZge9+P0+ympNtG9xEVkafZ6sNeFSERSXVtWgRaRXIRBkHB0/yiCCOxZWrrbzlw/NzXuw56pZrTfS36pHrVGikwuRhAE5HIxA12zSeIPILZoQXqTHCQwOexL2sYx4kUsFqjdlkbT4THUOimZOXIGutx0tS6qmSzVc7J5+Ry6pV8GmhrGKC430nFqepn4A5BK46+X2g1pHDsSH1adlq4mN19PT5eTE03jKFUSfvuXsy/+GhoauOGGG7jzzjv5xCc+gSAI+Hw+nn766WXRthQpUiyQigCmSPEqiEQivPTSS+zZs4eHH34Yt9vNlVdeya5du7jkkkteV6p2HqfTSVNTE5mZmRQVFZ3zuqX5bumxsTEcDgeRSCQxfsNsNp+Vesj51Lbf72f9+vXI5XJOHZpg36872P/XgcQQZluGCmu+Osl6bClVW6y01sejTcU1JpqalgvJgkoD/lCIgZ5ZqjfZEYWh7dAksRhUbrIw2DXLzGSAvGoN7cfjgiiiiGLPVDLTlSy4ctboONWSXHtYtdFKc0NcOOUW6zGmKTh1fDIh1qo2mGg+kmxzVrPFvqw7d/1WO0cOJt9mS1eRW6hncszHzHSAwhIDJxochOfGqmh0MtyuIEq1BFuWiq7F416WYLYpKK0yo5BLmZ0JEI3GCASC+LxBYkIYsVygrWl500zZOnNiZl9iXXYVhRUGnnuhf1kzTu3GNCLhKJ1tU5RWWIiEo5xsnkjUfspkIn7zx2s4/105q6719XDs2DGuueYavvKVr/CZz3zmHTfiKUWKt5KUAEyR4jUSiUSor69PiMGJiQkuv/xydu3axWWXXYZGo3nV+xobG+PkyZMUFxeTnZ39Jq761RGLxXC5XInxMoFAAIvFkpg1+HrqIUOhEMeOHUMQBKqrq5eltp3jfp56oIsn7u8ivUBD/Qsru2nMY8tWMz3sJRqBkvUmjh1LFoDpeWqcswEUSjEatQyVUspAiwuTXYnBLOf08bnB0XXWpFRuRBElEIhSXKjE0bnQRJJVqV3mWVtQZqC7zUlBuQGNUTZXSxfDaJNQWGbmyIvLRelSAbjUZs1sU5BXaKDl2DilFSZaGhdS3fYMNRnZGk4cdqDSSAn4wxRUGBPNKRAjPVuDJU2FVCbG4wkxNDDL7EyA0kozkyNeJh0LjSNavQy1QcpA3yxravS0HkuOVJatM9FyPDn9Xl1nx+ny09s9jd2uxGbXIRIJuGdDZGSq8LojtJ+aZGpJg4pEIuLu+67g8qsLll2TN0JzczNXXXUVX/jCF/jSl76UEn8pUrxGUgIwRYo3QDQa5ejRozz00EM8/PDDDA4Ocumll7Jz506uuuqqM3bw9vX10dXVxZo1a7DZbOdw1a+OWCyG2+1ODJ72eDyYzeaEGJTJZK+4D7/fz7Fjx1AqlVRVVZ0xmhiJRPnBF+vpbHLS3TSd8JldiaotNlrrxympNXGscUFs2bNVeAIhsvK09LQ6ScvQMDsaoLDKyKkjkwT9cWFXVG2krWUyaTZeWB73s80r0jHd6Ut4/hryxAz1Lu+63XRROhEgGIowOeFmeMBDdp6Ong4XVeutdJ2cxrto7E3NVjtH56J96zbaaJpLlRrNCgpKDbQ0jhPwR9i4LX3BYm0J2fk6rHYlMrUEjzuESAyumSCD/S7cs8s9fucbOLIytInxNXKFiIwCHadbF0Tthq1piYYQgKxCKb1dC3WGNXV2Xjo4SHGRmu6O5IhhaamJ4UE3eoOcjEwNYrHAhMNHb48TEPjh3Zew+92lK57P66W1tZUrr7yS2267ja9+9atnVfzl5eXR19e37PaPf/zj/PznP8fv9/O5z32OP/3pTwQCAS6//HJ+8YtfYLevntqOxWJ87Wtf49e//jVOp5O6ujruvvtuiouLz9q6U6R4raQEYIoUZ4loNMqJEycSYrCrq4uLL76YHTt2cM0112AwGBAEgUgkQkNDA36/n5qaGvR6/Vu99FeFx+NJiMHZ2VmMRmNCDK400Nbj8dDY2IjJZKK8vPxV1RX2dczw3m2PoNZKKSoz4hzxM7qC7641Q8WMw0/ROiONcwLQkq4EWQx7uoYT9Q7Ss9RkpGtxjvsZ7lkYjWLLUTE948ftShZMQWmUcDieit5Qm0bHXArXXqKk+3RyhCy3TIvKJOfYItGUmaNmZjqYEGLpWWp0Wjldc97I8wKwpNJId+cMcrmY0jUmTjZN4PPGheKGbWk0Hlhe+yiRCpRUmpErxIgVIlyzAfq7XQmrt5XYWJeeSKXn5eoZ6ptFJIKyGgvHjyZHKEUigXW1No43xG8vrzbRPNeAk1sh42Rb/DmoKNfS3rpwLfPz9cxMB5hxLl9HzQY7t/y/Kna/p2zVNb4e2tvbufLKK/nwhz/MnXfeedYjf+Pj40QiCxHglpYWLr30Up577jkuvPBCPvaxj/H4449z//33o9frue222xCJROzfv3/VfX73u9/l29/+Ng888AD5+fl85Stfobm5mdbW1nM6tD1FisWkBGCKFG8CsViMU6dO8dBDD7F3715aW1u54IILuOqqq3jkkUcIBoM89thjr2sY7NsBv9+fEINOpxOdTofNZsNut6NUKnG5XDQ2Nr6uusYf/Nsh/vzL1sTvBWUGjAYFfS0z+BaNX1m71UY4HKXxyBgmuwJrtpKZiSBDvbPozRLWVafT2Tyd1DQhlogQFAJDvctHvgTEESJz22bn65jtiduyZZRr6Di1yAKuWEn3wCw5eQr62uPCx2CSI1dIlg2JlkgE1m9Oo+ngGOs22xkd8RAIhMkp0NN2YiIparemxkrb8YlEc4lCJaa4woQgQEfbNJ7ZEOu3pXH8mAOvL4TZqiQjU8PJJZ3SsLxrt6jISF/nDNVb7TQcXLm+UiIVUb7GzMljE6yptdJ0dIzqOjsvHxxMbFNaqqSzbc5DOENNJBhjcmKhAcVoUlBSbmKwb5abb6nkts9uWPFYr5fOzk6uvPJKbrrpJu66665zMrz905/+NPv27aOjowOXy4XVauWPf/wjN9xwAwBtbW2Ul5dz8OBBtmzZsuzxsViMjIwMPve5zyXsKmdmZrDb7dx///3ceOONb/o5pEixEikBmCLFm0wsFqOzs5MHHniAH//4x6jVaioqKtixYwc7duzAbre/o+uXgsFgQgxOTU2hUCgIBAJkZ2dTUlLymvfncga4Yf0eZqaSo0pyhZiydWbCnii9LU7MdhXpuRo6u6cpWmukrWmCnGI9YrEIpVLCkWeWplFjlG40MzPpZ6h7+bBknxBO8jLeuCmd04cmSS/T0NkWF4CFVUbauqbw+8KUr9HR2eJGKgOTTcrY4PIU7DwllSbS01WEIjFONk0si9zFmz68iMUiCssMhEJRTrdOEfAvRKKqt9hpqB9BrhDj8y8I4Y1b02k5Np7YtnZL2rJmk9IyEwazIjGbbzUUCjF5hQbkSjEo4KUDg0n3b96czpH6UUwmGSIhxvRkfB0l5QY0ajnNJ8YJBaP86yeq+fI3t5/xWK+V3t5errjiCnbt2sWPfvSjcyL+gsEgGRkZfPazn+Xf//3fefbZZ7n44ouZnp7GYDAktsvNzeXTn/40n/nMZ5btY96/99ixY1RXVyduv+CCC6iurubHP/7xm34eKVKsRGoMTIoUbzKCICAWi3nwwQe5/PLL+eY3v8njjz/Ogw8+yOc//3m2bNnCzp072blzJ5mZme84MSiTycjKyiIrK4vh4WFaW1vRaDQMDAwwMTGRGC+j1Wpf1bnpDHJuvaOG//5CfdLtAX+E44fiKUp7lhpbrhqtXkq5xcKUw4fXG6b39Awmk4KYeXlarWq7jSMvj1C8xrTicZd+Ex4ajadM51teF4s/gFAojCBAWZWV5qPLR6motBJy8nWotDJ8/jC9Q7PMzgSxZavJKzMgFiAUiuH3BrHa1KjUEjpapxJuIYupqLHQODerb+lX9oaDI2Tn6ZBLRag1Mo4fWXi8SAQqjZS0HBVtLVOkZakRiQXEIgFBJCAWx/8ViQREovjAaLlCjNEu56lnepetQyQSYTDK0esUOKf9rN9kZXhwltNzaW6Aa6/L49++tjwS9kYYHBzk6quv5qqrrjpn4g/gkUcewel0cssttwAwOjqKTCZLEn8Adrud0dGV6zbnb19aI3imx6RIcS5ICcAUKc4BjzzyCFdffTX//d//jVgspry8nM997nMMDg6yd+9e9u7dyx133EFtbS27du1i586d5ObmvqPE4MDAAB0dHaxbtw6r1UokEmFiYgKHw8GRI0eQSqWJNLFerz/juV33oVL2/qaN7kXCYjFjgx5CwQhFVSbqn4nPpNMb5ZhMSga6XJisyWN5itYZEx2/HS1TVG+203JoQbSJRMIyBTjc72bz5nSmp/wUrjXS1rkg/gDUKjW124wcmauzS8/WYMtQESXG6NAsI0Nemk9MIBJBUZmOzlPxOsL5NLHRrKCkwoRKq2JwYBajUbGiy0dRuZH2UwsNKyvZ6g30uiivMuP2BLFmqPF5Q/g8YYwWJaXlJnzBEO5QKClduxob69IZGXMTDUYpyFWTlqHHH4jQ0zuDWCKwbq0Nvz/C2KiHxsPJwnf7hXbee4uJ559/HpPJlKgRfSMzM0dGRrj66qt517vexc9//vNz6tl97733cuWVV5KRkXHOjpkixbkiJQBTpDgHrDSjTBAEsrOz+dSnPsXtt9/O6OgoDz/8MHv27OGrX/0qVVVV7Ny5k127dr0l8wFfLbFYjJ6eHvr6+qipqcFoNALxwdN2ux273U4kEkkMnm5qakIQhCQXkqUf6mKxiE//1yZu3/3Uise0ZaoIC9FEKlRnkGE2K+nvjIusxRZxlnQlA/2uJOHU1zWDWifFM9cIIoiAZPtgAHoHXBSUGDhwaIhQMIJSJUIqE9Bqldgz1Mw4g1TUWujvddE/EP9ZypoaEyeOLnTcavUSistMtLVM4feGmQ1F6emYoYcZ7BlqcvJ0nDo+gc8TJitfy9CIG/+iVPCyECCQV6hnsG+WWVfc5USnk7F2vQ3PbJADLw6SX6pHoZSQnqFmZHh5U808G7ens3//EOXlGiIR6Ov10tcb7/pVqiSEA1EixIsULVYlQwMLqfS6C7K473+vRS4X4/V6cTgcjIyM0NbWhk6nS8yWXOyD+0qMjY1x9dVXs2XLFu65555z6tHd19fH008/zd69exO3paWlEQwGcTqdSVHAsbEx0tLSVtzP/O1jY2Okp6cnPWZxSjhFinPNufsqlSLFPzGvJN4EQSA9PZ2Pf/zjPP300wwPD/Pxj3+c+vp6Nm3axNatW/mv//ovWltbV4wSvVXEYjHa29sZGBhgw4YNCfG3FLFYjNVqpbKykvPPP5+qqiog3mH54osvcvLkyWXdl5svymT75ctnI2YWaPAGw4wOehAAnV6GxapKiD9YcAiRykVItaIk6zSA6Qk/BZWGxO8i0crPj8EmZ2TCTSwSIxaBgDeG2xklI1PL4ZdHCIUiHD/qYHpy+ZgYiDdjzIs/vVFO9UYzwUCUxkMOsvJkHD/qIBJZiCqODXtoODCCSCKw+aIMIsRwLemwXfr0p2dpmHUFmXUFkUgENm1LRyQSMT7qpbfHRcAfQRAEhgZmiURi5OSt3HW+sS4u/gBksuTYgEwmorDISMOhEQ7P/fQPzGK0KKjeaGf3u0v4n99dhVweF2gqlYq8vDw2btzI+eefT2ZmJk6nk/r6eg4cOEBHRwczMzNnfC1PTExw7bXXsm7dOu67775zKv4A7rvvPmw2G1dffXXittraWqRSKc8880zitvb2dvr7+9m6deuK+8nPzyctLS3pMS6Xi0OHDq36mBQpzgWpJpAUKd7GzLt0PProo+zZs4f/+7//Izc3l507d7J79+43zTbu1RCNRjl58iQzMzPU1ta+LjeUWCzGzMxMYvB0KBTCYrFgt9sxm80M93q4aesjCYu4vDI9o6NuXM54pGvz+RlMj/jp70iOvNXUpXFiv4PyLWaaVrCUg7joyy/S03fahUwhxhlIFlqVGy0cP+4gLV3NUN9CpKt2SxqNhxa8btdtsNHd5VzW2LF+k53Gw2PoDHLKKk20NE3g9cQjjrVb0xIzAXMKFAx2Jz9WrZFitCvw+8JYLEpaTyw4kQgCROYObrEpkUrFjAy5qa61MTnuZ6h/lrRMDYFgOOEPXLHeTNPcwGyDUY7VpqKjfaGzeUNdOgcW2btt3ZbB4bnUtkQisGatjabG5OuYnqEhNy8+5/LXv70Kk+mVn/9wOMzk5CTj4+OMj48jEokSaeLFFoRTU1Ncc8015Ofn8+CDD76pHtwrEY1Gyc/P56abbuI73/lO0n0f+9jH+Nvf/sb999+PTqfjk5/8JBD3I56nrKyMb3/72+zevRuIj4H5zne+kzQG5sSJE6kxMCneUlIp4BQp3sYIgoDRaOQDH/gAH/jAB3C5XOzbt489e/Zw8cUXk5aWlkgTr1+//pyJwXA4zIkTJwgGg2zatOlVDYVeCUEQMBgMGAwGiouLmZ2dxeFw0NXVRUtLC2azmSvfm81jD/RRXGWku9tJwBdhTa2VLRdlUlpppv7pIfzeMI6h5AHFlVstNB5cvcg+Go0RFeKCamkAsGqLjaMNI0QiMbzeBXG2fon4Azh+xIHJqmRtjY0TcyKrvMpMb/cMm+rSOXl8IiGmACrXWTjesCCm4s4xC8cQiWOY0yV0d8Qt6kaHPWzcms6pExN4PeHEsXU6GWqNDKlUoGKNhRNzjSgmiwKEWEL8AQgsnKBzOkAoFKWyysLJ5ol45G+Jt+/89iIRrKuxc3SuAUUqFahaZyMYjHKyeRyxWOCRJ254VeIPQCKRJMoCotEoTqcTh8PBqVOnGBwc5M9//jOXXnopf/rTn8jKyuLPf/7zORd/AE8//TT9/f186EMfWnbfD3/4Q0QiEddff33SIOjFtLe3MzOz4Ln8xS9+EY/Hw7/+67/idDrZvn07Tz75ZEr8pXhLSUUAU6R4h+J2u3niiSfYs2cPf/vb3zAajezYsYNdu3axadOmNy1lFgwGaWpqQiQSUV1d/brs4V4N8y4kvd0jPHBXP5YMJZsuyOJdV5VgtS93WOlpc3Lo2SEOPzeMWCJi/zMDhOY8hs9EzVY7nSemmfTG07jrttk4dHA4IbSMJhkzUyHWb0mj6fDYik0Y86zfksbsTACTVcmJRgce9xJf4XwdUxO+pPl/FWsttC2K8FVtMHPsyPKuYnu6CotFxanmSRRqMWWVFkQCHDs8llirRivFnKaip8OZ9NjKWgvHlkTwZHIx29+VzeGG4WX2bdu2ZXJo/zAbN6fTcGiE3Dw9aRlqTp+aYno6vq3FquThv91AQaFh1evxaonFYnR0dPCzn/2MJ598kpGRES655BKuu+46duzYkVQ7lyJFirNDSgCmSPEPgM/n4+9//zt79+5NDJjesWMHO3fuZNu2bWdNpPn9fhobG1Gr1axZs+ac1WX5fL7ErMGZmRn0ej12ux2bzbZiFKWtZZLP3vI0Op0MpVJCLAKz0wHGBz34PMndHlq9DJ1ORs+gi3V1NuqXzMozm5XkF+tpOuxIEn9isUBalgaTVYFMLiYUihAjhlItYWzIi96oQCIWCPgjTDi8BP0RJDLxsmHRiwVgbV3aGWf1CQLUbDZhNKhwTsXnForEIBIERGIBiVTEy88OLntc1QYrR48mR0M31mWw/8AgggDZOSoyM41MT/s53T7J5i2ZSEQCoWAUlytA+6lkL2StVsZDj13HmrXWVdf6WnG73Vx33XXIZDJ++tOf8ve//51HHnmEI0eO4HA4XpPHdooUKV6ZlABMkeIfDL/fzzPPPMPevXv561//ilgs5pprrmH37t2cd955rzul5na7aWxsxGKxUF5e/pZ1JQcCgYQYnJ6eRqvVJjqKF3eY/vk3rfzn515e9nhbmgqrXYVaLYUoeFxBLFYV7nBomfgD2Hp+BsMDbgzmOaEXjDA56Wd4cDYpwpiWoSYci5Kbp0/U982jVIkpKDaiVksZGXAndc/OC8CauUHPSQgxcvP1mO1KguEIQ0Mz6HUS+k97iUYXrr9IBBXrrZw8Ps76DWnLjr9UAK6U9p1nfa2dzAwNzqkA3V1ORkeSBatCKeEPf9nBlm2ZKz7+9eD1ernhhhuIxWI8/vjjSWLP5XKd0VM7RYoUr4+UAExxznnxxRf53ve+x9GjRxkZGeHhhx9m165diftfjXH61NQUn/zkJ3nssccS9Tg//vGPU1GCJYRCIV544QUeeughHnnkEUKhENdccw27du3iwgsvfNXz2WZmZjh27BhZWVkUFha+bUbSBINBxsfHcTgcTE5OolarE2JQo9Hwhf/3LE/s7TrjPgSBhEWaSCwgEkAkFsjN15OVo8PtDXL86Bg+7wpzYuaw2pUIUoGRITebtmQkCTCxWKBirYXmY+OJ41WusyJCoKXJQcVaK4IAp05OghAjv9iAzijH6wvR0+XENTfaRSIRWLvOxvGjDlRyCQH/gvgsrFRyunVBqG3ZlhG3govFn6e1m2wcaYiLyw3b0jlwMFn85eToyMrS0tM7Q0Genkg4RsOh+PaZWVoyszWEglH6emf4wc8u4dLL81/xuXm1+P1+/r//7//D4/Hw5JNPpsReihTniJQATHHOeeKJJ9i/fz+1tbVcd911ywTgqzFOv/LKKxkZGeFXv/oVoVCID37wg2zcuJE//vGPb9FZvf0Jh8O8/PLLCTHodru56qqr2LVrFxdffPGqXbyTk5McP36coqIicnJyzvGqXz3hcDgxeHpiYgKZTIZOY+ZLH26iv3u59y/Exdi6Lcn+uFk5Siw2HXK5mIb9I4jkYLOrkSvFdLU7l+3DbFUgU4kZ7I8fY9OWdI4eXKi327AljSP1KzejZOZoqKgy4/IEmZjw0d3lTLJ/m0csFqiusdM05/KhVcvwuuPjYzZss3NoBX/fNevMdLfFx8Cs22SjoWGEDVvTOVAfF386nYSKShtTU35Ot8dTvHXbMqnfP0ztpjSOHk5es0gk8JNfXsruG0pXPJfXQyAQ4Oabb2ZiYoKnnnpqmcNGihQp3jxSAjDFW4ogCEkC8NUYp586dYqKigoaGhrYsCFuNv/kk09y1VVXMTg4mJra/yqIRCLU19cnxODExARXXHEFO3fu5PLLL0+kUp966ilEIhGVlZXvqEL8SCTC5OQkDoeDY4cH+f4dA4SCyW91IpHA2k22RNo1PVOG3qik46SLDdvSaZjv3BVDOBJFKhVRsymNhgOLGkTMClQ6Cf29C2NoNm5Op3Fu9MymuvSkDuB5CooNWGxKfL4wYplAb+8Mufl6GhtGE44f84jFAjU1do4tsngzaBXMuoJsrEuj/sDqNYOZ2XI8MzGyC7QIcjHHTzjIyVUgCCK6Oj2EwwtRxHnxB1BTa+fY0YXjCQLc9cN38d73V656rNdKKBTi/e9/P/39/TzzzDOYTCtb9L0RhoaG+NKXvsQTTzyB1+ulqKiI++67L/G+sVok+6677uILX/jCivd9/etf5xvf+EbSbaWlpbS1tZ3dxadI8SaTGgOT4m1FT08Po6OjXHLJJYnb9Ho9mzdv5uDBg9x4440cPHgQg8GQeBMHuOSSSxCJRBw6dCgxeyvF6ojFYurq6qirq+P73/8+R44c4aGHHuIb3/gGH/nIR7j00ksxGAw8+OCDPPHEE+8o8Qfx85tPBVdUVBD2HeW/v3wscb9IDGVrDTTUj1BUqiMcDtLfFWBsKMTGukXiD4hE4iIpFIpyeP8wZZVmpqf8+H1hNAYpvd0zy44PsGFrWpL4S8/SkJ2rZWTIQ3eHk0gkypTTT2a2BseYF8eYl+wcLRabKiH2xCKBmvV2jjUkd/BKpCLWb7GfUfwBjAwFyC3UIFUFGZ/yIwgxTrcvdwKp25ZF/f6FtPBSEfq1O887q+IvHA7z4Q9/mO7ubp599tk3RfxNT09TV1fHRRddxBNPPIHVaqWjoyNpWPnISLI4f+KJJ/jwhz/M9ddff8Z9V1ZW8vTTTyd+f71NVrFYDEEQEv+mSHEuSQnAFG8rXo1x+ujoKDabLel+iUSCyWRKmau/DkQiEZs2bWLTpk185zvfoampiU996lP87W9/Izs7m+9973vs2LGDq6++GoPB8I77oBKJRHzwExtpOz7Lvr90IpYI5JepmXK6yclX0N2+kB5OivwRjxKGl0ySaTs5SWaOhrWVVkaG3YjFQrJgikFVtZWmBgcmi4KiEiNTU34626YZGYw3f+QU6Jie8eOcjgvAeQb6Zxnon6Wo1IhcLkKrltNwcBhIvubF5UaOHhnBZlehNypQaaVIpPFtgsEobneQ6Sk/k5M+VHoloUiMkZFZcnJViMUwOupnajKeQt66JSNJ/MGC6AX4/B2bufVj1a/5uq9GJBLhox/9KK2trTz33HNYrWevk3gx3/3ud8nOzua+++5L3Jafn1y7uNS+7a9//SsXXXQRBQUFZ9y3RCJZ1frttSAIAn6/n2984xt8+9vfpqmpibvvvptf/OIX59z5JMU/HykBmCJFigSxWIxf//rX9Pb20tTURCwW46GHHuLnP/85t912GxdeeCG7du3immuuwWw2v6PE4Fd/cB7tJ6ewZ6oYGfYw1LOoLlCAwlIFRw4kR4REYgGWCMD0rHi37/PP9AOgUkspLDagVEkZd3hR66QEvBFKK020tUxyeMk+c/K1OGf8TE+tbB8H0HV6mtpN6dQfjEf4pDIBhVyC1a6isNhAMBQlEI0wOOZmcMy96n6qa200HR+juETFrCtCu2thW5tNQX6BkvHxaeRygUBgQcTOC9pPfGo9n/nCplX3/1qJRCJ88pOf5MiRIzz//PPLvuidTR599FEuv/xy3v3ud/PCCy+QmZnJxz/+cW699dYVtx8bG+Pxxx/ngQceeMV9d3R0kJGRgUKhYOvWrXz7299+3fWxTz31FE8//TRSqZRvf/vb3HnnnSnxl+KckPICTvG2YrFx+mIWm62npaXhcDiS7g+Hw0xNTZ2Vb+X/zMwPX96/fz8VFRVUVlbyta99jaamJlpaWrjwwgv5zW9+Q2FhIddccw2//vWvGR0dfVv5E6+GWiPl/seu5kvf2sZXvlfNN36ey5+fuYznmm/mmaabWL8pm6V6VrzkHbKw1IjXH2J4cEFIeT0hertniISjZOVoCYWihCJRxFIRckXyB3l2vpaZ2cAZxR/Ahs3pHDm0IBz1ejmVVRaIwpFDo7SenKCkzIzJvLqTRFWNlRMt44TDsRVH/xQVmzlUP01nl48wUFCqprhcicEowevx895/KeWOr2474zpfC9FolM985jO89NJLPP300296rW53d3diesDf//53Pvaxj3H77bevKvAeeOABtFot11133Rn3u3nzZu6//36efPJJ7r77bnp6ejjvvPOYnV250eiV2LFjB3l5efz3f/83//Ef/8GXvvQlwuHwKz8wRYo3SKoJJMVbympNIJ///Of53Oc+B8TngNlstmVNIEeOHKG2thaIf4u+4oorUk0g54BYLEZPTw979uzh4Ycf5vDhw2zdupWdO3eyY8cOMjMz39aRwcHBQU6fPs3atWuxWCxJ9zXWj/KVT7+Q6PZVKEW4ffEP45JKHb29bnze+O8mi4LCIiM+X5j21klyC/Q4Rj0UlZhonLdOk4koLTejVknxuoMMjXiYmvAlHbNyrYUTJxacPzZtzeDwXOTPalNSWGTkRKMDuVyMRi9joH8WW4aakWE3NrsKg1HB6bbkQc1r1lo41T5FMBjvKN66LYODi+oFt27L5OAKcwAFAUpKDWzaoufKq7VIJJJELaXBYHjdVoPRaJQvfvGLPP744zz//PPLUrFvBjKZjA0bNiR59N5+++00NDRw8ODBZduXlZVx6aWX8tOf/vQ1HcfpdJKbm8sPfvADPvzhD7+mx4ZCIaRSKSaTCa/XywUXXMDf//53IH7N3iqf7xT/HKReXSnOOW63m6amJpqamoB440dTUxP9/f0IgsCnP/1p7rzzTh599FGam5t5//vfT0ZGRkIklpeXc8UVV3Drrbdy+PBh9u/fz2233caNN96YEn/nAEEQKCgo4Atf+AL79++nu7ub66+/nscee4yKigouvvhifvzjH9Pb2/u2iwz29/fT0dFBTU3NMvEHcSu3h1+8gU98qRapTIRUGq+SqawxcLp9Bpk8RtkaDYXFWpxTARrqR2g5Pk5BkYHRYTeumWDSOYeCUVqOjzMy7GbM4aWw2BD36l2Fzdvi4s9uV7FlawbumRANB0aIRmOkZWkYmBs1M+9d7Bjz0tvtZNOWhSadiioL7R0L4i/OgiCPi8Fk8VdSYmLLtgysVhVVVXa++70dXHjhhVRUVBCNRmlububFF1+kpaUFh8NBJLL6TMSlRKNRvvzlL/Poo4/y9NNPnxPxB5Cenk5FRUXSbeXl5fT39y/b9qWXXqK9vZ3/9//+32s+jsFgoKSkhM7OzjNut/h1Mf//+cjskSNH6O7upre3ly9+8YtAvHZ1pcekSHG2SEUAU5xznn/+eS666KJlt3/gAx/g/vvvTwyCvueeexLG6b/4xS8oKSlJbDs1NcVtt92WNAj6Jz/5SWoQ9FtILBZLDPbeu3cvL774ImvXrmXnzp3s3LmToqKitzQy2NPTQ29vL+vXr0ev17/i9p1t03z3KwcJRsIEQhEmJ3x0tk8v266wWMvIkA/vXGSwesPCvD6AnFwdbk8oEflTqaVUrbPSfNyB1xNORAC3bMugt2eG3Fw9xxvHFrmMxKheMpcvPUvD4GByynHTlnQ83hAdXdOJKOU88xHAxZG/3Dw9GRkaBgZcDA7E97VzdzG/+NXliJfkvmOxGDMzMwkHlmAwiNlsxmazYbFYVnWXicVi/Od//ie//e1vee655ygrK3uly37WeO9738vAwAAvvfRS4rbPfOYzHDp0KCkqCHDLLbfQ0tLCkSNHXvNx3G43OTk5fP3rX+f2228/43YajSYR9fN6vczOzqJWq9FoNPh8Pu6991727NnDpz71qcQX3sHBQbKysl7zulKkeCVSAjBFihRnnVgsxsTEBI888gh79uzh2WefpaysjJ07d7Jr1y7KysrOmRiMxWJ0dnYyNDREbW0tWq32NT2+oX6YfQ938sSjXYyPeZPuKyk30NftIhBY6BSpqrbQ3DQBLBd/izFZlBQWG/D7w+gMcgLeSFz4hZK7TjZuS1827iUtW51kJwdQUmZiesaHRgcqpQyvB7q6nMRisG1bJtFYjP5+F7m5OsbGvHR3OZMef/U1hfzq3iuRSM6cGIrFYolaUYfDgcfjwWQyYbPZsFqtCXeZWCzGd77zHX71q1/x7LPPsmbNmjPu92zT0NDAtm3b+MY3vsF73vMeDh8+zK233so999zDzTffnNjO5XKRnp7O97//fT760Y8u28/FF1/M7t27ue222wD4/Oc/z7XXXktubi7Dw8OJGtnW1tZVO5q7u7v53Oc+x9e+9jWqq6sTo67kcjlms5l7772X7OxsBgYG+NSnPoVareaOO+7g8OHD7Nmzh/vuu2/FiHWKFG+ElABMkSLFm0osFmN6eppHH32UPXv28H//93/k5+ezc+dOdu/eTWVl5ZtW6xSLxWhvb8fhcFBbW5vkFfxaiUZjHD4wzL6HO3jysW4ysjScbpta5tyRX6Sgp9NPeoYSvz/K9FRg2b6kUoH8IiN6oxyjWcHkuA+RWITfG2ZqwsvIkJtoFGq3pHO4fvmsv4ychXQwQHGpkcHhWdzuUNJ2Wq2MikozNpuK8QnfqnMDL7sin3vvvwqp9LV3n3q93oQd38zMDPfeey8lJSUIgsC9997Ls88+y7p1617zfs8G+/bt44477qCjo4P8/Hw++9nPLusCvueee/j0pz/NyMjIipHhvLw8brnlFr7+9a8DcOONN/Liiy8yOTmJ1Wpl+/btfOtb36KwsHDVdTz33HP8x3/8B9dddx0f+tCHuOaaaygsLKS6uppnn30WuVzOL3/5S2w2Gy0tLVx55ZXY7XYaGxt58MEHueGGG87qdUmRAlICMEWKFOeYmZkZ9u3bx969e3nyySdJT09PRAZramrOmhiMxWKcOnWKqakpamtrV7W6ez1EIlEOHRjmiUe7eOrxbhyjC5HBtTU2Jic8uGeDzDjjgkyjlZCdr0WjUTAzE0hYvm3eloHbHeTkiYmk/cvkYrbUZRAMRBLuHIvJyNUw0BcXgIXFBkYcHmbnPIMBRCKoWmtDLBEhlYoQCQIHDwyRnaMjK0vDjDPAqVOTxGJw0cW5PPD7a5DJ3vjokUAgwM9//nP+8pe/0NzcTGFhITfffDO7d+9m7dq1b+vmoDebH/7wh9x111388pe/ZP/+/dx5553IZDL++te/8tOf/pTdu3fzoQ99CKVSSU9PD42NjeTl5VFbW5saFJ3iTSHVBJIixSq8+OKLXHvttWRkZCAIAo888kjS/bfccguCICT9XHHFFUnbTE1NcfPNN6PT6TAYDHz4wx/G7V59bts/A3q9nptvvpk9e/YwNjbGf/3XfzE0NMTVV1/NmjVr+Ld/+zfq6+tfU6PBUqLRKC0tLUxPT7Nhw4azKv4AxGIR287L4pvfu4D6k7fw0BPX8eGPryMrR4tOL0OrV1BUamb9ljTSc9S43CFaTkxRf2CYUycnCQYibNySzqEDw7DCV/CKNRYOvjRE/f5hKtZYyMpOrm0VzTV15BcZGBtfEH/Z2Vq2bcvEYlFxvMlBLBrjaMMo0bnv+QP9Lg4eGKa1dRKDQcG/vL+S+3579VkRfxDvvFWr1fT19fHUU0/xn//5n5w8eZK6ujruvvvus3KMdxrBYPy5+cxnPsNVV13F7t27OX78ODKZDICdO3dSVVXFr3/960SDSn5+Ptdff31iykGKFG8GqQhgihSr8MQTT7B//35qa2u57rrrksbVQFwAjo2NJTkNyOXyJKupK6+8kpGREX71q18RCoX44Ac/yMaNG/njH/94Lk/lHYHX6+Wpp55iz5497Nu3D7VazbXXXsuuXbvYunXrq7bbikajnDhxAp/Px/r16xM1aeeKhkMj/Oi7h3np+YEV7xdEUFSioqMtHjUsLTfQfsqZuL+m1k7LifGkWkC5QkxNrZ2G+hEikRjZeToQwaTTh88bpLhETyQi5lTrZOIxVWutnG6fIhCIsHlLOofqkwdSn3d+Nr/947UolWfHDyAWi3H//fdzxx138Pjjj3Peeecl7vP5fITD4ddcf/mPgt/vx+VyoVQqefe7301XVxfNzc0oFAsd4eeffz5+v5/Dhw+/hStN8c9ESgCmSPEqWDqvEOIC0Ol0LosMzjM/r7ChoSHhW/zkk09y1VVXpeYVvgJ+v59nnnmGPXv28OijjyKRSLjmmmvYvXs327dvX7XrNBKJcPz4cUKhEOvXr191u3PB0cMj/Ph7DQnHEIjX/q1ZZ0t4/QLkFSjp7Y43iVRWGTndNrOsEWSewmIjsVgMvUlOKBrB6/XQ2+PHv6QOsazcRH+fK9GZvGlzOocXDZbefl4Wv/vfHWdV/P3+97/n85//PI899hgXXnjhWdnvO5lwOJz40vKRj3yEw4cPc+zYMZ5++mm+8IUvcMstt/Dxj38ciUSCIAh0d3dz3nnn8ec//5nt27e/xatP8c9AKgWcIsUb4Pnnn8dms1FaWsrHPvYxJicXIjAHDx7EYDAkxB/AJZdcgkgk4tChQ2/Fct8xKBQKrr76an7zm98wMjLC7373O8RiMR/60IcoLCzk4x//OE899VQivQYwPT3NgQMHiEQi1NbWvqXiD6B2Uzq//csO/vrUDbzr0lzkCjHlldYk8QegUsUbUyrWGGg75VxR/JksCirWWjBZFWTkalFqRHg8bkaGg8vEX2GRgeEhd0L8QbyBZZ5t2zPPeuTvwQcf5HOf+xx79uxJiT/iX0Tmxd9dd92FRqPh+PHjfOUrX+GSSy7h4osv5o9//COdnZ0IgkAkEiEnJ4f6+vqU+EtxzkgJwBQpXidXXHEFv/3tb3nmmWf47ne/ywsvvMCVV16ZqF0bHR3FZrMlPUYikWAymRgdHV1plylWQCqVcumll/KrX/2KoaEhHnroIdRqNZ/4xCfIy8vj1ltv5U9/+hOXXHIJ//u//8v69etfdbr4XFCzIY37/3wtjz/3Hm58fwU3vb+CNeusyGRzb79CPO3b0e5CJhNTUGKgssZISZWGjHwZCr2I0UkvTc0OhkfdNDWNcfr0BO1tXlyuEEVFRrZuy6Si0kxevp7pKT+uRQ0hAPN5nq11mfz+f3egUp09cfzwww/zyU9+kj//+c9cdtllZ22/ixkaGuJ973sfZrMZpVJJVVVV0sy+V1OPuxI///nPycvLQ6FQsHnz5rOWfp338q2rq+Pxxx+ntLSUq6++mn379vHoo49y1113EYlE+NSnPpXYXiKRkJ2dDaSGPqc4N7x93iVTpHiHceONNyb+X1VVxdq1ayksLOT555/n4osvfgtX9o+LRCLhwgsv5MILL+QnP/kJBw8e5He/+x2f+MQnSE9Px+Px8Oijj3LZZZe9oZEvbwYlpWZKSs2J34PBCO2nJmlvneSxfZ0Y7AqGh93MdEyt+Pi0dCkTE25mZyPk5KqAuLDr7Jyms3Oa7GwtIrFAdo6O0jITExN+ujqniEbjEcAt2zLOuvjbt28fH/nIR/jDH/7A1Vdffdb2u5jp6Wnq6uq46KKLeOKJJ7BarXR0dCTV2kL8C9nSetwz8ec//5nPfvaz/PKXv2Tz5s386Ec/4vLLL6e9vX3ZF7dXwuVy0dXVRU1NTeK2Z599lmAwyF/+8hcyMjLYuXMnn/70p7nnnns4//zz2bt3L7W1tdx222387Gc/S9pfquM3xbkgFQFMkeIsUVBQgMViSVhCpaWl4XA4krYJh8NMTU2Rlpb2VizxHwqxWEx+fj4vvPACu3bt4ne/+x35+fl8/etfJy8vj5tvvpkHH3yQ2dnZV97ZW4BMJqZqnY0bbirnl/9zJdfdULrqEOaiYgNer8DsbDy6vLRDOjtbiz8Qoa/XxfEmBwcPDNNxegqVWsb6DXbWrbPxh//dgVp99sTfk08+yYc+9CHuv//+pNrYs813v/tdsrOzue+++9i0aRP5+flcdtlly+buyeVy0tLSEj9LBeJSfvCDH3DrrbfywQ9+kIqKCn75y1+iUqn4zW9+85rWFw6Huf3225e5iwwODjIxMYHdbgfAbrfzn//5n9TX1/Otb32LnJwcvvKVr7Bx48bXdLwUKc4WKQGYIsVZYnBwkMnJSdLT476sW7duxel0cvTo0cQ2zz77LNFolM2bN79Vy/yH4vvf/z7bt2/n97//PXV1ddx11120t7fz8ssvU1FRwXe/+13y8vJ4z3vewx/+8AecTufbMr2mVEr4j6/W8X/P38TmLcnNQSWlJsbGvLhmFtK6Ws1CdNNqk+Ka9THuSHYpKSszUVlpwWxW8pVvbEetkZ219T777LO8//3v55577nnThxQ/+uijbNiwgXe/+93YbDZqamr49a9/vWy7M9XjLiUYDHL06FEuueSSxG0ikYhLLrmEgwcPvqb1SSQSbrvtNj7xiU8k3V5RUYFSqaS/v59IJEIoFKK4uJgLLriA73//+/zxj3/k9ttv5wMf+ACQSvumOPekBGCKFKvgdrtpamqiqakJiHvJNjU10d/fj9vt5gtf+AL19fX09vbyzDPPJPxuL7/8ciBuPH/FFVdw6623cvjwYfbv389tt93GjTfemOoAPkvcdddd3HPPPYmaK4h/kNfU1PCtb32L1tbWRBf2z372M/Lz87nuuut44IEHmJycfNt96JaVmXlk3/X84McXYzQqKCs3MTw0mzTkGUAkjqcIc3N1xGISZpzxhg+zWUJFpRp7moK2tinkCjH33HvVWY38vfjii9x000387Gc/46abbnrT05Xd3d3cfffdFBcX8/e//52Pfexj3H777TzwwAOJbV6pHncpExMTRCKRRHRuHrvd/prqc+dfP/ONXh/+8IcTX/j0ej0TExPs27cPsViMWCwmFouRkZGREM99fX2JfaXSvinONakxMClSrMLzzz/PRRddtOz2D3zgA9x9993s2rWLY8eO4XQ6ycjI4LLLLuOb3/xm0ofK1NQUt912G4899hgikYjrr7+en/zkJ2g0mmX7TfHmEovFOH36NHv27GHv3r0cP36c8847j127dnHttddis9neVh/CExNe/vTHZvY8dJLTbR4ikYW36so1FtyzQTyeEIFAmIpKCy5XkLY5dw+A6vVaPvuFXLKy0rDZbJhMpjfssvL/t3fnUVHW/f/Hn8PiAiouQOhdIppAKuZuiJmWigrK5laopIVGoJXrV8sdc88lFUxzLTNFyCTNUFy6g1xvUzQVV0wYQBNRFFnm8/vDH1dOalkqoPN+nMPJuba5Lk6cec1neyckJODv78+sWbMIDg4ult9XmTJlaNasmVEX65AhQ9i3b999W+vOnDlDnTp12LZt2z3H46ampvKf//yHhIQE3N3dte0jR45k165d/3qWfqdOnbhw4QK7du3C1taWTz/9lGHDhhEVFUW3bt349ddfCQ0NZcCAAUyaNIm1a9fSpEmTf/VeQjwsCYBCCJOjlOLs2bNaGNy/fz/u7u74+PjQrVs3rfpLSbp58yb79+/Hzs4OB4da7NyRwrYfzhG//Rz169tSUGAgL89AUlLmXfWIO3ZyYsmyzty4cY2MjAwyMjIoKCjAzs4Oe3t7qlWrZtRq+iD27t2Lr68v4eHhhIaGFtvvx9HRkQ4dOrB06VJtW0REBOHh4Vy8ePG+59nZ2REeHs6gQYPu2peXl4eVlRVRUVFG4xeDgoLIyspi48aNf3tfd5ZnMxgMmJmZkZSUxPDhw6lTpw7Tp0/HzMyMjz76iLlz51K/fn3Onj3LgAEDmD9/Ps7OzkybNg1/f/9/8NsQ4tGRLmAhhMnR6XTUrl2bESNGkJCQwOnTp/H392fjxo288MILtG/fnnnz5nH+/PkS6Sa+M/y5uLhQuXI5fP2cWRDRkaTjwYyb2Jou3s9T4z8VqFK5nNG5Xt51+HxFF8qWtaBKlSq4uLjQunVrrSpKcnIyO3fu5JdffiEtLY2CgoL73MUfDh48iJ+fH+PHjy/W8Ae3l1I5ceKE0baTJ0/i6Oh433P+PB73z8qUKUPTpk3Zvn27ts1gMLB9+3ajFsH7KSwsNPodFHU116tXjy5dupCUlERcXBxWVlZ8/PHHbN68mZ49e7Jo0SLmz59PSkoKVatW1ZZ9EaIkSAugEEL8f0op0tLSiImJYcOGDfz44480bNgQX19ffHx8qFOnzmMPP38Ofw/yfhcuZLNvTxq/Xcjm3cFN7zubGG4/Y05ODunp6WRkZJCTk0O1atWwt7fHzs5Oq1Fb5PDhw3h5eTFy5EhGjhxZ7C2j+/bto1WrVkycOJGePXuyd+9egoOD+eyzzwgMDOT69etMnDiRgIAAHBwcOH36NCNHjuTatWscOXJEWw7mtddew8/Pj7CwMOD2MjBBQUEsXryYFi1aMHfuXNatW8fx48fvGht4p6LWPoDw8HCOHj2KhYUF/v7++Pn5YTAY6N27N2fOnCE+Pp5KlSoZnZ+amkpQUBBly5YlNjb2Mf3WhPh7EgCFEOIelFJcunRJC4M7duzA1dVVC4Ourq6PPAzduHGDAwcO/KPw9yjes6ibODs7mypVqnDy5ElatmxJbm4unTt3ZvDgwYwdO7bEusVjY2MZPXo0ycnJODk5MXToUIKDg4HbgflBxuPWqlWLN998kwkTJmjbFixYwMyZM9Hr9TRq1Ij58+c/8Az9kJAQtmzZQq9evTAzM2P+/PmsX7+eLl26UFBQQIMGDXB1ddVKRSqlSExMZPz48Vy5ckVbyPrOQClEcZIAKIQQf0MpxZUrV9i4cSPR0dHExcVRu3ZtfHx88PPzo169eg/9IV4U/uzt7XF2di6RsJWbm0tGRgZvv/02iYmJVKlShRdffJHPPvvsrnX3TNmePXsICQlh1apVNGjQgAULFjB69Gg2b95Mq1atMDc3Z8+ePXh5eREZGaktlXP+/Hn27NlD9+7dMTMzM6oXLERxk68dQjzhpk6dSvPmzalYsSL29vb4+vreNWYqNzeX0NBQqlWrRoUKFQgICCA93bgmbUpKCl5eXlhZWWFvb8+IESMeaHyYKdDpdFStWpX+/fuzadMm0tPTGTNmDCdOnKBdu3Y0btyY8ePHc/DgQQyGu2v5/p3SEP7gdg3mmjVrsmjRImrVqkWLFi2wsLDghRdeoHHjxg80OcIUXL58GVtbWxo0aMDnn3/Ohx9+yLJly3j55Ze1Y1xcXPjqq6+M1kl0dHSkZ8+emJmZGdULFqIkSAAU4gm3a9cuQkND+fnnn4mLiyM/P5+OHTuSk5OjHfPBBx+wadMm1q9fz65du0hNTTWafVhYWIiXlxd5eXkkJCSwcuVKVqxYwbhx40rikUo9Gxsb+vTpQ3R0NOnp6UyZMoWUlBQ6d+6Mm5sbo0ePZs+ePQ8UBktL+Cty7tw5vL29tdq1W7duJSMjg2HDhv3jEmlPg3utJZiTk4OtrS3Lly/nvffeIzIykh49enDlyhWmTZvG1atXqVy5Mh06dLjvNf7pLGwhHjXpAhbiKZOZmYm9vT27du2iTZs2XL16FTs7O9asWaO1Rhw/fpwXXniBxMREXnrpJbZs2YK3tzepqanauKnIyEhGjRpFZmbmXRMDxL3duHGDrVu3smHDBr777jsqVKhA165d8fX1xd3d/a4P/dIW/i5cuECnTp3w9PRk0aJFJj027ezZszg5OWmvf/75ZwCcnZ3JyMigVatW3Lp1iy+++AI/Pz/g9t/ViBEj+Oijj6Tajyj1TPevW4in1NWrVwGoWrUqAAcOHCA/P9+o7JWrqys1a9bUFtJNTEzEzc3NaNC8p6cn2dnZHD16tBjv/slmZWWFn58fX3zxBWlpaURERJCbm8vrr79O3bp1ee+999i5cyf5+fkcPXqUQYMGUa1atVIR/tLS0vDy8uLVV19l4cKFJh3+li1bRnBwMOfOnQNg8uTJtGvXjj59+uDv70/16tUZMGAAVapU0cLf9evXGTRoEOXLl5fwJ54IpvsXLsRTyGAw8P777+Ph4UGDBg0A0Ov1lClThsqVKxsde2fZK71ef8+yWEX7xD9Xrlw5vL29WbZsGXq9nlWrVmFmZkb//v2pVasWnp6e5OfnU7t27RIPf+np6Xh5edGqVau7Sus9ShcvXqRPnz5Uq1aN8uXL4+bmps2Gzc/PZ9SoUbi5uWFtba2VTEtNTf3La06YMAGdTmf04+rq+lD3aWNjQ05ODlu3biUxMZG1a9eyceNGpk6dSsWKFRk+fDj+/v64urpSo0YN3njjDV5++WUKCgpYt24dwL8aCypEcZIAKMRTJDQ0lKSkJNauXVvStyLuYGlpSceOHVm8eDG7du3C0tISJycn9u/fT506dRg4cCCxsbHk5uYW+71dunSJrl270qhRI5YtW/bYwt+VK1fw8PDA0tKSLVu2cOzYMWbPnk2VKlWA293hBw8eZOzYsRw8eJDo6GhOnDhBt27d/vba9evXJy0tTfv573//+1D3GhAQQJcuXRg/fjyHDh2iT58+dOzYkR49euDv78+ZM2c4c+YMixYtwt/fn7Jly+Lj48NPP/0EQEFBgUm3oIong0xBEuIpERYWRmxsLLt37+bZZ5/Vtjs4OJCXl0dWVpZRK2B6ejoODg7aMXv37jW6XtEs4aJjxMM7d+4cHTp0oG/fvsyaNQuDwUBCQgIbNmxgxIgRZGVl0alTJ3x8fOjYsSNWVlaP9X5+//13unbtirOzM6tXr36ss1KnT5/Oc889x/Lly7Vtd46xs7GxIS4uzuicBQsW0KJFC1JSUqhZs+Z9r21hYfHI/j8tWpdv7NixWu3eiRMnavv79+/Pzp07+eSTT9i6dSsLFiygsLBQC84yu1c8KeQrihBPOKUUYWFhxMTEEB8fb/ShCtC0aVMsLS2Nyl6dOHGClJQUreyVu7s7R44cISMjQzsmLi6OSpUqUa9eveJ5EBNga2vLmDFjmDVrFjqdDnNzc15++WXmzp3L2bNn+eGHH6hZsybjxo2jVq1aBAYGsn79eq5du/bI7yUrKwsfHx9q1qzJ2rVrsbS0fOTvcadvv/2WZs2a0aNHD+zt7WncuDFLliz5y3OuXr2KTqe7a/jCnyUnJ1OjRg1q165NYGAgKSkp//o+zczMtO7byZMn4+HhQXx8vNGs+pUrV6LT6fDy8gKMZ/TK7F7xpJBZwEI84d59913WrFnDxo0bcXFx0bbb2NhQvnx54HbVgs2bN7NixQoqVarE4MGDAUhISABut1o0atSIGjVqMGPGDPR6PX379uXtt9/m448/Lv6HMnEGg4FDhw4RFRVFTEwM586do3379vj4+NClSxdsbGweatxgdnY2vr6+VK5cmW+++YZy5cr9/UkPqeg9hg4dSo8ePdi3b5+2hEpQUNBdx+fm5uLh4YGrqytffvnlfa+7ZcsWrl+/jouLC2lpaUycOJGLFy+SlJRExYoVH+qelVKsXr2axYsXExISwhtvvIFSCnNzcxISEpg5cybr1q177OFZiMdBAqAQT7j7BYHly5fz5ptvArc/TIcNG8ZXX33FrVu3tGU+7uw2O3/+PCEhIezcuRNra2uCgoKYNm2adGeVMKUUR48eJSoqShsX165dO3x9ffHy8qJq1ar/KAxev35dG7cWGxurfUl43MqUKUOzZs20Lx0AQ4YMYd++fdps9CL5+fkEBATw22+/sXPnzrvq6f6VrKwsHB0d+eSTT3jrrbf+9f0qpdDpdOTn59O/f39Onz5NdHQ01atXRymljfMzNzeXcm7iiSQBUAghnhBKKU6ePMmGDRvYsGEDhw8fpk2bNvj4+NC1a1fs7e3/MgzeuHGD7t27o5TS1iksLo6OjnTo0IGlS5dq2yIiIggPD+fixYvatvz8fHr27MmZM2eIj4+nWrVq//i9mjdvTvv27Zk6depD3XNRCLx16xYNGzakQYMGbNiw4aGuKURpIV9ZhBDiCaHT6XBxcWHMmDHs37+f48eP4+npyZo1a3B2dqZz585ERESQmprKn7/bF61HmJeXx6ZNm4o1/AF4eHjcVaLw5MmTODo6aq+Lwl9ycjLbtm37V+Hv+vXrnD59murVqz/0Pet0OgwGA2XLlmX9+vXExcUxZ86ch76uEKWBtAAKIcQTTinFhQsX2LBhAzExMSQmJtK8eXO6deuGr68vzzzzDIGBgVy6dIkffvjhbydVPA779u2jVatWTJw4kZ49e7J3716Cg4P57LPPCAwMJD8/n+7du3Pw4EFiY2ON1qWsWrWqVo3mtddew8/Pj7CwMACGDx9O165dcXR0JDU1VVu65dixY9jZ2T2y+8/JyWH9+vV07dr1XwVTIUobCYBCCPEUUUqRmppKTEwM0dHR7N69m4oVK2Jvb09iYqJWIaYkxMbGMnr0aJKTk3FycmLo0KEEBwcDt5fI+fMM9iI7duygbdu2ANSqVYs333yTCRMmANC7d292797N5cuXsbOzo3Xr1kyZMoU6deo88vsv6hK+c9kXIZ5UEgCFEMVq6tSpREdHc/z4ccqXL0+rVq2YPn260Qzmtm3bsmvXLqPzBg0aRGRkpPY6JSWFkJAQduzYQYUKFQgKCmLq1KkyaeUOSikyMzMZNWoUw4YN06rDCCGEBEAhSqGneVZhp06d6N27N82bN6egoIAxY8aQlJTEsWPHsLa2Bm4HQGdnZyZNmqSdZ2Vlpc0GLVq2xsHBgZkzZ5KWlka/fv0IDg6WZWuEEOIBSAAUQpSozMxM7O3t2bVrF23atAFuB8BGjRoxd+7ce56zZcsWvL29SU1N1caKRUZGMmrUKDIzM7XxYkIIIe7t6WxiEOIJVPRdbMGCBZw8edJo25///TS5evUqwF1j07788ktsbW1p0KABo0eP5saNG9q+xMRE3NzcjCYKeHp6kp2dzdGjR4vnxoUQ4gkmg2WEKCV0Oh16vZ5PP/2UwsJCnJ2d0el0nDp1iueff95ofTeDwYBOp3uoahClgcFg4P3338fDw8NofNobb7yBo6MjNWrU4PDhw4waNYoTJ04QHR0NgF6vNwp/gPZar9cX3wMIIcQTSloAhSgFilr39uzZQ+3atbX6uz/99BMNGjTA1dXV6HgzMzOj8Pektg6GhoaSlJTE2rVrjbYPHDgQT09P3NzcCAwMZNWqVcTExHD69OkSulNR5OLFi/Tp04dq1apRvnx53Nzc2L9/v7ZfKcW4ceOoXr065cuXp3379iQnJ//tdRcuXEitWrUoV64cLVu2ZO/evY/zMYQweRIAhSgFisLckSNHsLa2plmzZvz444+sXLmSvLw8vL29gdsfrvPmzeOtt96isLDwrvMLCwu1QvZFofC3334rzkd5YGFhYcTGxrJjxw6effbZvzy2ZcuWAJw6dQoABwcH0tPTjY4pen1neTvxaF25cgUPDw8sLS3ZsmULx44dY/bs2VSpUkU7ZsaMGcyfP5/IyEj27NmDtbU1np6e5Obm3ve6X3/9NUOHDmX8+PEcPHiQF198EU9PTzIyMorjsYQwSRIAhSglrl+/TlpaGg4ODpibm/Pmm2/Stm1bnn/+eW1yxJw5c/j6669xdXXF3NxcqxP77bffkpOTg7m5uTZ7uKiEVXh4OG+99ZYWDEuaUoqwsDBiYmKIj4+/79pvdzp06BCAVt3B3d2dI0eOGAWEuLg4KlWqpLWeikdv+vTpPPfccyxfvpwWLVrg5OREx44dtTX3lFLMnTuXjz76CB8fHxo2bMiqVatITU3lm2++ue91P/nkE4KDg+nfvz/16tUjMjISKysrli1bVkxPJoTpkQAoRAkraqk7deoUSilu3rzJ1KlT8fDwoE2bNtjY2FC3bl0OHTrE5MmTCQsLY8SIERw7dowmTZrwwQcfMGHCBOzt7XnnnXfIysrSrl22bFkiIyOZMmUKZmZmpaKrODQ0lC+++II1a9ZQsWJF9Ho9er2emzdvAnD69GkmT57MgQMHOHfuHN9++y39+vWjTZs2NGzYEICOHTtSr149+vbtyy+//MLWrVv56KOPCA0NpWzZsiX5eE+1b7/9lmbNmtGjRw/s7e1p3LgxS5Ys0fafPXsWvV5P+/bttW02Nja0bNmSxMTEe14zLy+PAwcOGJ1jZmZG+/bt73uOEOLhSQAUooQVdd9mZmZy6tQpoqKi0Ol0REREsG3bNlq2bMmBAweYNGkSvXr14o033uDnn3+ma9eu9OnTh9jYWA4ePEh8fDw7d+4kISFBu/a6devIzc3VukXv7CouqTAYERHB1atXadu2LdWrV9d+vv76awDKlCnDtm3b6NixI66urgwbNoyAgAA2bdqkXcPc3JzY2FjMzc1xd3enT58+9OvXz2jdQPHonTlzhoiICOrWrcvWrVsJCQlhyJAhrFy5EvhjAs69Jujcb3LOpUuXKCws/EfnCCEenswCFqIUUEpx4sQJtm3bxiuvvMKYMWOwtrZm//79WFpaMnbsWPr378+QIUO4desWM2bM4OzZs8ydO5f09HS6d+9Oy5Ytad++PRs3bqRLly5ER0fTu3dvTp06Re3atY3e784yVkWLTheVucrJydEWZH5cz/pXnnvuubuqgNyLo6MjmzdvflS3JR6AwWCgWbNm2mLbjRs3JikpicjISIKCgkr47oQQ/4QEQCFKAZ1OR8+ePbGwsODVV1+lQoUKZGRkcPjwYY4ePUqbNm0YN24cALt372bnzp3s3r2bq1evsnTpUry9vbGwsCArK4vJkydz5coVli9fTr9+/bTwl5GRwe7du4mKiqJ+/foMHDiQZ555RhszWBQAlyxZwnfffcfs2bO1Llch4PYYzD+PsXzhhRfYsGED8McEnPT0dG28ZtHrRo0a3fOatra2mJub33NSj0zoEeLxkQAoRClRNIavSEFBAdbW1jRp0oTPP/9c256VlcW1a9do3bo1AF5eXmRnZxMfH09iYiLvvPMOCxcuJCcnh5EjRwKwfft2wsPDSUlJwdfXl++//56LFy/SvXt3jh49SmhoKBYWFty6dYv169fz0ksv3dVqKISHhwcnTpww2nby5EkcHR0BcHJywsHBge3bt2uBLzs7mz179hASEnLPa5YpU4amTZuyfft2fH19gdstjdu3bycsLOyxPYsQJk8JIUoFg8GgDAbDXdtv3bql7VdKqb1796o6deqoOXPmaMcUFBRo/87MzFR169ZVM2bMUAaDQd24cUM9++yzqn///urcuXNKKaUKCwuVj4+P0ul0qnfv3tq58+fPV3Xr1lVJSUmP4xHFE27v3r3KwsJCTZkyRSUnJ6svv/xSWVlZqS+++EI7Ztq0aapy5cpq48aN6vDhw8rHx0c5OTmpmzdvase8+uqr6tNPP9Ver127VpUtW1atWLFCHTt2TA0cOFBVrlxZ6fX6Yn0+IUyJtAAKUUr8uapH0bItRXVti/Y3b96cQYMGER4eztq1a/H29ub69ev4+Pjg7u7OnDlzsLS0JDAwEJ1Ox4wZM8jLy2Px4sVYWloCt2dZWllZYWdnx6xZswC4cOECS5YswcPDg4SEBNasWUPv3r1xc3PT7sfMzIzLly/z22+/0bBhwye+Eon4Z5o3b05MTAyjR49m0qRJODk5MXfuXAIDA7VjRo4cSU5ODgMHDiQrK4vWrVvz/fffU65cOe2Y06dPc+nSJe11r169yMzMZNy4cej1eho1asT3339/18QQIcQjVNIJVAjx71y+fFnNmzdP9erVS02YMEHl5OSoX375Rdna2qply5YppZT6/fffVaNGjdSYMWOUUkprhTly5Ihq166dCgsLU0rdbmWcOXOmMjc3V6+88oqaP3++CggIUFZWVur77783et9169apZs2aqeXLlyulbrcmPs0WLVqk3NzcVMWKFVXFihXVSy+9pDZv3qztv3nzpnr33XdV1apVlbW1tfL397+r5er8+fOqS5cuqnz58srOzk4NHz5c5efnF/ejCCGERqdUKVgYTAjxwJRSKKW0yRvwR+vc6tWrmTNnDgcPHgQgNzeXqlWrMnv2bKMxWKGhoSQnJzNhwgRatWpFfHw848ePx8XFhaVLlwJw8+ZNunTpQp06dbRtdevWJTc3F3d3d1avXm0Sa+5t2rQJc3Nz6tati1KKlStXMnPmTP73v/9Rv359QkJC+O6771ixYgU2NjaEhYVhZmbGTz/9BNxecqdRo0Y4ODgwc+ZM0tLS6NevH8HBwdpsWiGEKHYlGj+FEA+loKDgrnGDd7Ys3bx5UwUGBqoWLVqoQ4cOqQMHDqjBgwcrnU6nlixZorUI9ujRQwUEBBiN/Tt58qTq2rWrCg0N1bYNHz5cWVpaKltbW1WxYkU1duzYx/yEpVOVKlXU0qVLVVZWlrK0tFTr16/X9v36668KUImJiUoppTZv3qzMzMyMWgUjIiJUpUqVtPGdQghR3GQhaCGeYObm5kbj8AwGAxYWt4f25uXlUa5cOT788EMqVapEQEAAkZGRbNq0CTc3NwYMGEC5cuU4e/Ys33zzDX379jVa4mPdunVkZ2fz+uuvA3D+/Hl++eUXBgwYQGZmJjExMbz44ova+5qCwsJC1q5dS05ODu7u7hw4cID8/HyjKhaurq7UrFlTq2KRmJiIm5ub0Xg2T09PsrOzOXr0aLE/gxBCgCwDI8RT5c5u4YSEBHJzc+nUqRNxcXEALFy4kOTkZPz8/DAzM0Ov1zNu3DiaNWuGj4+PtkhzRkYG69evp3v37nh4eAAQHR2NXq9n/vz5ALz22mv3fN+n0ZEjR3B3dyc3N5cKFSoQExNDvXr1OHToEGXKlKFy5cpGx99ZxUKv19+zykXRPiGEKAkSAIV4ChUUFHD27Fn+7//+j8aNG9OpUyeOHDlCVFQUEydOZMCAAQCkpqZy6tQphg4dCtxuyTM3N2fBggXa4tQASUlJbNq0ic6dO+Pq6lpiz1VSXFxcOHToEFevXiUqKoqgoKAHqlYihBCllQRAIZ5CFhYW9O/fn5YtW7JixQq2bt1KkyZN+PLLL/H29taOa9KkidZVCbe7lA8fPkx4eDiLFy/G2dkZgKVLl2JpaUnfvn2BPyadmIoyZcrw/PPPA9C0aVP27dvHvHnz6NWrF3l5eWRlZRm1At5ZxcLBwYG9e/caXa+o6oVUuhBClBQJgEI8xerVq8eMGTOAP0q9Ff0X7h3kbG1tGTVqFMHBwdq2pKQk6tatS4MGDYCnv8v37xgMBm7dukXTpk2xtLRk+/btBAQEAHDixAlSUlJwd3cHwN3dnSlTppCRkYG9vT0AcXFxVKpU6a6yakIIUVxkGRghnmJKKa1b92GusXz5ct5//326devG2LFjcXFxeYR3WbqNHj2azp07U7NmTa5du8aaNWuYPn06W7dupUOHDoSEhLB582ZWrFhBpUqVGDx4MHB7DCb8sQxMjRo1mDFjBnq9nr59+/L222/LMjBCiBIjLYBCPMV0Ot0/Dn9/bhXU6XQMGDAAFxcXoqKiSE5ONqkAmJGRQb9+/UhLS8PGxoaGDRtq4Q9gzpw5mJmZERAQwK1bt/D09GTRokXa+ebm5sTGxhISEoK7uzvW1tYEBQUxadKkknokIYSQFkAhhBBCCFNj2gN5hBAPzGAwIN8XhRDi6SAtgEIIIYQQJkZaAIUQQgg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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 23.572\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ca219e4a3a834c6fa87d47ba7af52cea", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 62.19\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f151f190b06c433bb2a832d6926ec055", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.show(probspace=ps, targetSpec=[('skincancer','yes')], condSpec=['state'], controlFor=['age','income'], \n", + " filtSpec=[('income', None, 9)], gtype='pdf', power=5, enhance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "True\n", + "False\n", + "1.0000000000003368\n", + "False\n", + "True\n", + "False\n", + "False\n", + "False\n", + "False\n", + "False\n", + "True\n", + "False\n", + "False\n" + ] + } + ], + "source": [ + "print(ps.isIndependent('gender', 'state'))\n", + "print(ps.isIndependent('gender', 'state', dMethod='d'))\n", + "print(ps.dependence('gender', 'age'))\n", + "print(ps.isIndependent('gender', 'age'))\n", + "print(ps.isIndependent('gender', 'age', dMethod='d'))\n", + "print(ps.isIndependent('height', 'age'))\n", + "print(ps.isIndependent('height', 'age', dMethod='d'))\n", + "print(ps.isIndependent('income', 'gender'))\n", + "print(ps.isIndependent('income', 'gender', dMethod='d'))\n", + "print(ps.isIndependent('income', 'gender', [('education', '1-college'),'height']))\n", + "print(ps.isIndependent('income', 'gender', [('education', '1-college'),'height'], dMethod='d'))\n", + "print(ps.isIndependent('arthritis', 'othercancer'))\n", + "print(ps.isIndependent('arthritis', 'othercancer', dMethod='d'))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 302114\n", + "Viz.show: Target = [('gender', 'male')] , Condition = [('state',)]\n", + "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 5\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 17.214\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "650da4d5edea47a982cf18f97633ec86", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 34.16\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e0b2c0e1c54948bfae69804387e87c72", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 34.195\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "84185b89487c4986a5295120e10bd3e3", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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6sWOvA2V7HSH/21yxO0DdPj+27LZjy257k98ZdDJ6pRmRYtTBpCowNtQemlQFBlWBUfteF/jeqDatgdQrctBrMnQ86IUxxliMGXQyQIAzDgNBOABkIcx6HQbkpmBAbkrI60SEWqcXZXsd2FnjxB6bG9V2N/baPai2u1Ftc6Pa7ulQHsP2cnn9KG0mMOwMWUKgGVonw2xQYNEHciqa9YGE22a9InIsitcMOlgaXteW5WZrxhhj4dLrApUPNnf0752NcQDIwiJJEtJMKtJMKob2sra4nMfnbwgIPdhrDwSFLq8PLq8f7oYvl9cPt6/he48ProbvbS4vymudcHpi3xfC3zAfo8PjazOfYkskACYtIGz4f18AqYNBDervqJMbflZgDOoDqdVK6mQZOkWCTpbE94oc+JmbvxljrHuQJakhFyD3AWRdnKrIyE01IjfV2KH3ExGq7R6UNTQ9l+11oqzGIWoe49FRNlwEwO72we72oTKK29ECQZ0cCAplSYIkBYJ0CQj6GZAQ+F6WJBhVGfnpJvTONKMo04zCLDN6pZk4rQ9jjMWRQSdHLLVbe3AAyBKKJEnItOiRadFjeH7o8GY/EfbY3Cjb68CuOhccbh+cHh+cXn/gf48PTk/Q90GvB9c+ticlTiLy+Qk+P6Ejw2sazz6jkyUUZJhQmGkWgWHvTDN6phm5tpExxmLAoCpweGKfC5ADQNZlyJKE7BQDslMMnVqPz0/w+PyNmqUDzdQurx92lxf17kBuRe17u8sHW/D37kCuRbvLh64cTnr9hNLd9hb7VMoNtYdaTaMsA4okQZYl8b9WgajVNgJBtY+BX0BCILg3qQp6phnR02pEjzQDeloD32elcIJxxlhyMqoyqm1cA8hY1CmyBEVWYFSVTq/LTwSnxwdbQ4BoawgcA/8HAsR6txd2t29foOnxNwSbDUGnZ9/3To8PiVRB6afA3xjJWtOSiromr+lkCTmpBhEc9kwzIt2kBpq1G4LQxs3bsrSv+VuWtIAUIlhVgprIlYaAVZEl6HUyzA25KbmGkzEWbwadwk3AjHU1siTBrA8M8shJ7VzNpMbrCzRT+/yBwEv7Wfs+UIOp/T7QJ9JPgf6TWpzmJwIFvUZE2OvwYOseu/iKVM7HSPD6CTtrnNhZ44zZNhVZglmvBEZ46wMDdrSR3eaGn3NSDRiQm4K+2RaeH5sxFhUGnQwX5wFkjOkUGbrOV062qbZRQJiIgWE0+fyEOmdgzm200aNSJ0soyjJjQG4KBuamYkBuCoqyzBwUMsY6zagqiMfwRg4AGUtSVpOK4flpTQbb1Do8qHF44G+oPfT5CX6i0P/9gI8Ifj/BD0LDv0CtIxpqH4GG1/f9XOvwoLzWiYoaJ8prnXFL+9NeXj9hY6UNGytt+Ka4AkAgKOybbRF5M3ukGqHqJOgVGWrQVIfa/6oicz9HxlgTRjU+D5IcADLGQog5pmNASzBergWENU5UNASGdrcvpAlb+58I8DcElX4KBKOBYDUQnPqCXtOC1mj0q/T6Cet31WP9rvqw36PIgQAxL92IA4sycVDfDAzMTeXAkLEkZtApiMdoQg4AGWNxE5xgfHDP1Khtx99QW+kjgtPjh71hYI7NFfq/3R0YwGN3+VDn8mBLlR3b9zoiVg6fn+Dw+0Rt4vt/bYPVqMOYogwc1CcTBxRlIMXAl2XGkoleJwdSJcQYX2kYY92eLEmQFQk6BJ6209pRw2l3e7Gx0ob1FXXYsKseGyrrUbY3coNVap1e/FhSiR9LKiFLwLA8Kw7qk4mD+mSid4aJRyozlgSMsej43QgHgIwx1gqzXocR+WkYEdRXst7lxcaGYHBDRT02V9lgc3vh9vnh8RLcvo71a/QTsGpHLVbtqMWc30rRw2rAQX0yMa5vFobnW6HjQSeMdUsGXezPbQ4AGWOsnVIMOozsnY6RvdOb/T015E7UEo1rc197fH7UOrxYuq0af5ZWY+ue5hNwaypqXfhixU58sWInLHoFB/bJxMF9M3FgUQYs3FTMWLdhiEMNoERECZR2tvNsNhtSUlIAAIvW7YDZbIlziRhjrHkVtU78WboHf5ZWY8X2vfD4wrsc62QJI/LTMLZfJsb2zYpYDkrGWHws3VSOaROHAADq6+thsUQ/dknYALCyshL33nsv5s2bh507d8JqtWLkyJF4+eWX0a9fvxbfxwEgY6wrcnp8WL59L/4srcafm/dgt80d9nv751gwtm8W+udYmiSzthh0PMqYsQS3eusunPWPQQBiFwAmZBtCVVUVxo4di82bN0Ov12PQoEEgIvz+++8oKytrNQBkjLGuyKgqGNs3C2P7ZoEOJ2yusmFx6R4s2rSnzVQz2qjilhh0MiwGXcjMJzpFErkJdbIEXfD3sgSdLENRJKiKhB5WI/pkWVCQYeLk14xFQTyagBMyALzjjjuwefNm7LfffliwYAF69eoFAHC73UjQCkvGGIsYSZLQLycF/XJScPZBhaiqd2Hx5kAwuHz73nbPzRyYe9qNPS3HiGFRZAkFGSb0ybKgKMuMvlkWFGWbkZNi4NHKjHWCQRf78yfhmoCJCFlZWaiursYxxxyDbdu2YfPmzRgwYABuvfVWnHPOOU3e43K54HIFpnKy2WzIy8sDwE3AjLHux+724u8te7Fo8278WVqNepc33kWCRa+gKMuCwiwzzKoCSIAMCZKEhi8JMhB4XQq8LksSTGqgRtIU1GSt1VCa9AoMOpkDS5YUKqtr8H8jigAkcR/AXbt2oUePHuLn/Px8AMCOHTsAAB9++CFOP/30kPfcc889mDVrVpN1cQDIGOvOvD4/Vu+sxR+b9mD1zlrUOT2wuXywu71Rmf0k1mQpkIbHYlDQN8uCwT1TMbhnKgbmpsKkj32TGWPRUldXh38M7Q0giQPAsrIyEfQNHToUy5YtAwCMGjUKa9aswWGHHYaFCxeGvIdrABljbB9qPOOJ2ysCQ+1/rz8wVZ7XT/D6/Pt+9hG8fr/4nd3tw7Y9duyqc8X7zxJkCSjKsmBwj0BAOKRnKvIzTJC5tpB1UXa7DWMHBWKfpB0EkpOTA71eD7fbjZEjR0Kv1wMARo4ciTVr1qC0tLTJewwGAwyGQBoEReGnQsZYcpMkCaaGptWsCK3T5vJiy247SnfbAl9Vge/tbl+EthA+PwGbq2zYXGXD18XlAALN0IN6pmJwj1QUZJjQK82EnmlGWI06bkZmrBkJFwCqqoqJEyfiu+++w4oVK+DxeAAAK1asAAAMHDgwnsVjjLGkZDHoMCzPimF5VvEaEaGy3iWCwfIaJ3x+gp8IBIAosAxRYK57v/g+UNvo8PjgaJiDOfDlDTsXYmM2tw9Lt+7F0q17Q143qQp6phnR02pErzQjeqYZ0aPh+5xUA49qZkkr4ZqAAWDRokWYOHEi3G53SB9ARVGwYMECHHHEES2+l/MAMsZY1+Xx+WF3a4FhoAm7ss6Fkoo6lJTXYVOVDb4IdXCUJSAvPTCquU+2OfB/lgW5VgM3J7OYikcTcEIGgADw22+/4Y477sDixYthMpkwevRo3H///Rg7dmyr7+MAkDHGui+X14eNu2xYW14rgsKq+vCTZofDqMooygykuumTbUGfLDN6Z5qRYtBxjSGLCg4AI4ADQMYYSy5V9S6UlAeCwc0NTdG76lwRqykMppMb+leqStP/G7436GSR7kZLgSMFpb+RsC89jl4nI8uiR3aKAdkpeqSb9TxzSxLiQSCMMcZYO2WnGJA9wIBDBmSL13x+QlW9C+U1TuyscaK81onyhv931jhgc3Vs8IrXT6hzelHnjE7+RUWWkGnRIyfFgKyU0P/TzXqoSmDWFp0cmMlFp+ybyUV7jQNIFo6IBYAOhwOlpaWoqamB1WpF3759YTKZIrV6xhhjLGyKHJjCrofViJG9m/6+3unFtmp7yMjmLbvtUQvswuXzEyrrXKjsRNodWQKsJhUHFmVgwsAcjCxIg46brlkjnWoC3rNnD9588028++67WLp0KbzefSeOTqfD6NGjce6552Lq1KnIyMiISIHbwk3AjDHGOoKIsMfmRuluO7bston/t+6xd3h0ciJINeowrl8WDh2QzcFggupSfQDvuOMOPP3007DZbK3OzytJElJSUnDdddfh3nvv7XBBw8UBIGOMsUjy+Qk1Dg8cbl8gdU1D+pp9aWy8cHh8cHr8cLh9cHl9Ig1OcOqb4J+1/+1uH3bbXNhd7273HM8dkWrUYXy/LBw6MBv753MwmCi6VAAoyzIMBgMmT56M448/HgcffDCKiopgtVpRW1uLLVu2YPHixfjiiy+wYMECuN1u+HzRTxjKASBjjLGuxk+EGrsHlfUuVNW7UFXvRlVd0Pf1LtQ5vfD6/fD6AnkWO8tq1GF8/yyM7ZuFXmlGZKcYeIq9OOlSAeA999yDq6++GtnZ2W0uW1lZiWeffbbZ+XojjQNAxhhj3RkRwU+BnInBU/l5fQSPzw+X149VO2rwy4YqlJTXtWvdFr2C7FQDsi0Ng09SA/9npxiQk2JAilEHWZIgayOaG/5X5MDoZlnWRjnzQJT26FIBYKLiAJAxxhgL2FXrxK8bqvDbht0oqWhfMNgZsgSkmVQMCpqveUBuCsx6Tj7SHA4AI4ADQMYYY6ypilonfttQhV83VGFdRX3Mty9LQGGmGUN6WkVQmJ9h4llXwAFgRHAAyBhjjLWuvMaJ3zZW4Y9Nu7G92hG39DcWvYJBDcHgiPw0DOlphV6XfANTOACMAA4AGWOMsfZxenzY3TDYpKo+MCq5Muj7qnoXamMQJKqKhKG9rBiRn4YR+WkY3DM1Kabf45lAGGOMMRZzRlVBfoYJ+RktT+Dg8gZS3QSnsvH7AwNSgl/zEcHnJ2zbY8fahin6NlXZwpqaz+MjrNhegxXbawAABp0cqB0sSMP++ekY2CMlKQLCWOAaQMYYY4xFlcvrw8ZdNqwtr0VJRSAorKp3t3s9Bp2MgT1SUJhpRkGGGb0zTOidaUaWRd+lRx53+RrAH3/8EX/88QcyMjJw7rnnYu/evejRowcMBkMkN8MYY4yxLsSgUzAsz4pheVbxWlW9CyXldVizsxYrd9RgU6WtzfyGgRQ3tVi1ozbkdZOqoCDDhIKGgLAgw4TeGWakm9WGtDUSZBlQJAmyLPHAE0QoAHQ4HDjxxBPxww8/AADGjh2L3NxcnHHGGXjwwQcxY8aMSGyGMcYYY91EdooB2QMMOGRAIJ9wvdOL4rIarNhRg5Xba7C5qu2AUOPw+LB+Vz3W7wp/dLMsBeaM1vIYpplU9EwzIi/NhJ5pRvRq+OqZZoRB1/0SZEckALzjjjvw/fffh7x23HHHQa/X48svv+QAkDHGGGOtSjHqMLZfFsb2ywIA1Dk9WLWjFit27MXK7TUo3W2P6Pb8BPh9BDSEmXa3DztrnFiKvU2WzbTokdcQDPZKM2Fsv0z0yeraXcwiEgB+8MEHMJlM+P333zFq1CgAgMFgQFFREdatWxeJTTDGGGMsiaQaVYzvn4Xx/QMBYY3DgzU7a7F1tx3bqu3YXu3A9moHHJ7oTzO7x+bGHpsbq8oCTc9v/rEF5xzUG+eOLeyyfQ8jEgDu2rULw4YNw/777x/yuqqq2Lt3byQ2wRhjjLEklmZSMa5fFsY11BACgWnxqurd2F5tx7ZqR+D/PQ5sq7Zjr90T1fK8++c2+AmYMq5rBoERCQB79eqFdevWYePGjeK1ZcuWYc2aNSgsLIzEJhhjjDHGQkiShJxUA3JSDRhdmBHyO7vbK9LW+PzUkLYGoT8T4PMTvH4/qurdKNvrQHmNEztrnNhZ40B1G0Hk+39tA4EwdVxRlwsCIxIAnnTSSXjmmWcwfPhwSJKEpUuX4uCDDwYR4aSTTorEJhhjjDHGwmbW62DWd24dTo8P5TVOlNUEAsOte+z4bs2ukGU++Gs7/AScP75rBYERyQNYW1uLww47DMuXLw95ff/998fPP/8Mq9Xawjsjj/MAMsYYYyxavi0uxzM/bGgyQvn0Awpw/j86FgR22TyAVqsVixcvxrvvvovFixcDAA466CCcc8450Os7GX4zxhhjjCWIo/brCUjAM9+HBoEf/b0dfhAu/EefLlETGJEA8I033kBOTg6mTZuGadOmiddLS0tht9sxbNiwSGyGMcYYYyzujhrWE7Ik4T/frQ8JAj/5ewdAwIWHJH4QGJEJ9S644ALcd999TV4/55xzmowMZowxxhjr6o4c2gPXHzkQjcO8T5buwKu/bkaiz7Qb1RmV9+zZk/A7gDHGGGOsIya1EAR+uqwMryR4ENipJuB+/fqJ75cuXRrys91uR2VlJbKyspp7K2OMMcZYlzdpaA/IkoQnv1sHf1C899myMgDAJYf2Tcjm4E4FgKWlpQACeXhcLpf4Odipp57amU0wxhhjjCW0I4bkAhLw5IKmQSARcOmExAsCOxUA3n333QCAWbNmoaCgABdffLH4ndlsxpAhQ3D88cd3roSMMcYYYwnuiMG5kAA80SgInLe8DIN6pODwwblxK1tzIhIA/vjjj9hvv/3Ez4wxxhhjyebwwbmQJAmPf1sSEgR+XVzevQJAzcKFCyOxGsYYY4yxLu2wQTmocXjw0s+bxGvlNc44lqh5ERkF7PV6MWPGDBQVFUFVVSiKIr50uojEmIwxxhhjXcKwXqEzoO2xueH1+eNUmuZFJDq777778O9//zsSq2KMMcYY69JyUw0hP/sJ2G1zo4fVGKcSNRWRGsB3330XkiRhypQpAICCggIce+yxyMzMxB133BGJTTDGGGOMdQmpRh2MamiItavOFafSNC8iAeDWrVtRUFCAN954A0AgAJw3bx5MJhOczsRr92aMMcYYixZJkpCbGlrbt6s2seKhiASAOp0O2dnZAAC9Xo+KigrIsgxVVfHaa69FYhOMMcYYY11GTkpoM3C3rAHMzc1FeXk5AKCoqAilpaUYOnQoSktL4fcnVqdHxhhjjLFoy7GGBoCV3TEA3H///bFz506sXbsWp512GogIJSUlAICTTjopEptgjDHGGOsyGg8ESbQAMCKjgN977z24XC5YLBbcf//9sFgsWLRoEfbff3/cdtttkdgEY4wxxliX0TgATLQm4IgEgIsXL4bVasWoUaMAALfffjsAwOVywefzRWITjDHGGGNdRk4zNYBElDBzAkekCfjwww/HVVdd1ezrVqu1mXcwxhhjjHVfjUcBu31+1Dg8cSpNUxEJAAGAiJq8ZrPZmn2dMcYYY6w7y7ToocihtX2J1AzcqSbg//u//xPfr169OuRnm82GVatWIT09vTObYIwxxhjrchRZQnaKHhW1+4K+XXUuDOqRGsdS7dOpAHDhwoWQJAmSJKG2thYLFy5sssyRRx7ZmU0wxhhjjHVJOSmG0AAwgZJBdyoAPP/88wEAc+fORU5ODo499ljxO7PZjCFDhuCiiy5q1zrvuecezJo1q9nfeTwe6HQRGbfCGGOMMRZVTQaC1HeTJuA5c+YAAH788UeMGTNG/BwJ2dnZ6N+/f8hriTJyhjHGGGOsLbnW0IEglbXdJADUlJaWhvy8fft2/Pnnnxg2bBgGDx7coXUed9xxeP311ztfOMYYY4yxOEjkXIARGQV8yy23oF+/fvjjjz+wfPlyDB06FKeffjpGjBiBefPmdWidH3/8MUwmE3r16oXjjz8eS5cujURRm/ATwenxReWLR0AzxhhjySuRA8CI1AB+++232LVrF8aMGYPp06fDZrPBarWitrYWjzzyCE488cR2rU9RFPTs2RM6nQ5r167Fl19+ie+++w6///47Ro8e3WR5l8sFlyuwU202W7u2tXzb3pAOmpHUN9uCwT0TY7QPY4wxxmKrcR/AepcXdrcXZn38xzNErAm4qKgIqqpiyZIl6NevH9asWYO+fftizZo17VrXueeei2uvvRaZmZkAgG+++QbHHHMMXC4XnnvuObzyyitN3vPQQw+1OHCkLXtsbvTPsaBvjqVD72/Jxl31qHd5I7pOxhhjjHUdjQNAIDAjSFFWNwkAPR4PFEUBAJSUlGDChAlQVRU9evRodwA4aNCgkJ+PPvpoZGVlYffu3di6dWuz75k5cyZuvPFGAIEawLy8vLC2ZXd74fERCrPM6JVmalc521y3y4dl2/fCTwSZB68wxhhjScegU5BuUrE3aAaQXXUuFGVFttKpIyLSB7CwsBDFxcU4+uijsXv3btFMW15ejp49e7ZrXY888khIoLdgwQLs3r0bANCnT59m32MwGGC1WsVXuGodXkACsiz6dpUxHOlmFQBQ5+RaQMYYYyxZNTcncCKISAB4ySWXgIiwYMEC6PV6nHvuudi0aRN27tyJAw44oF3reuGFF9CnTx8UFRVh2LBhOProowEAFosF119/fSSKK9Q4PLDoFZii0BafZlahSBLqnIkz7x9jjDHGYqtxALgrQVLBRCTyuemmmzBo0CCsX78eRx99NPr164cNGzbg5ZdfbnbQRmtuu+02fPjhhyguLsamTZtQVFSEQw45BHfeeWeHU8q0pMbhQaY58rV/AKCTZaQadajnGkDGGGMsaTUeCZwoyaAjVvV1wgknhPw8YMAADBgwoN3rueyyy3DZZZdFqlgtIiLUOj0ozIxs379gmRY9ymsSZ9oXxhhjjMVW42TQu+oSIy6ISBNwV2Rz++D1EbJSolMDCABpJhU2txc+P+cDZIwxxpJRk1yACdIEnLQBYK3DA0hAdoqx7YU7KNOih8z9ABljjLGk1bgP4B6bGx6fP06l2SdpA8AahwepBgV6XfR2gdWkQpEl1HIAyBhjjCWlxjWABGB3vTs+hQmStAFgrcODTEvTBI2RJEtSoBnY5YvqdhhjjDGWmFIMOphUJeS1ROgHmJQBoJ8INU5PVPL/NZZu1nMTMGOMMZakJElKyFyAHR4F3NKsHG0pLCzs6CYjxubywu8HslKjHwBmmFVsqPDD6/NDpyRlvM0YY4wltZxUA7busYufd3XlALBPnz6QOjDFmc8X/+bQGocHkgRkR7kJGAjUAMoyUOv0IjMGNY6MMcYYSyxNcgF25QDwtdde61AAmAhqHB6kGdWY1MilGnXQKTLqnB4OABljjLEk1CQVTFcOAC+44IIIFiO2ahweZKVEv/YPCAwESTepqHfxjCCMMcZYMkrEZNBJ1ynN5yfUOb3IjmIC6MYyzHoOABljjLEklZPStAnYT/GdJCLpAsB6lxdEQFYM+v9p0s0qnB4/3N74J35kjDHGWGzlWkNjDo+PUOOIb4aQpAsAaxweyBJi2h8vw6yHIoETQjPGGGNJKMOshyKHjpuI95RwSRkApjfzQUSTxaBA1cmoc3IzMGOMMZZsFFlq0vUs3iOBkzIAzLSoMd2mJElIN+thc3ENIGOMMZaMGieDjvdAkIgGgDabDb///jsWL14cydVGjM9PqHd6kR2jEcDBMswq6pzxz4HIGGOMsdjLTQ0dCdxtagDvv/9+9OjRA4ceeiiuv/56fPDBB+jXrx/eeeedSG2i02obOlzGJwDUw+3zw+nhIJAxxhhLNomWCzAiAeCLL76Iu+66C3a7HdQwrHnSpEnYtm0b3nvvvUhsIiJqHB4oMpBmjm0TMBAYCaxI+4JQxhhjjCWPbhkAPv3005BlGU899ZR4LSsrC/n5+Vi+fHkkNhER2gAQOQ4zmJj1OhhUhfMBMsYYY0moW/YB3LhxI/bbbz9ce+21Ia9nZmaioqIiEpuIiBqHJ6YJoBvjhNCMMcZYcmrcB9Dm8sHujl9MEJEAMC0tDWVlZXA690Wze/fuxbp165CWlhaJTXSax+eH3e1DZgwTQDeWblY5FQxjjDGWhBrXAALxbQaOSAB42GGHYc+ePRg7diyAQI3gwQcfDIfDgSOOOCISm+g0re9dTmp8awB9foLDzQNBGGOMsWSi18lIbzQGoTKOyaAjEgDef//9SE1NxcqVKyFJEqqqqrBhwwZYrVbcc889kdhEp9U4PFAVCVZj7AeAaNLNKmQJqOEZQRhjjLGk03hO4C5fAzh48GD89ddfOP/88zF06FAMHToU559/PhYtWoQhQ4ZEYhOdVuvwIsOshxSHASAao6rApNfBxv0AGWOMsaTTeE7geOYC1EVqRQMGDMCcOXMitbqI2+two2+2Jd7F4H6AjDHGWJJqPBAkniOBIxYAVldX488//0RFRYXIBaiZNm1apDbTIW6vH06PPy4JoBvLMOuxs8YBIoprbSRjjDHGYiuRcgFGJAD87LPPMHXqVNhstia/kyQp7gFgjZgBJH4DQDTpZhV+AuxuHyyGiMXfjDHGGEtwTXMBdvE+gNOnT0d9fT2IqMmX3++PxCY6pcbhgV4nIyWOA0A0GQ2JqGt5IAhjjDGWVBrXAFbb3PD44hMnRSQA3LlzJ3r27IkNGzbA7/c3+Yq3GocHWZb41/4BgWHgFr2Ceu4HyBhjjCWVxn0ACcDuendcyhKRAPDkk0+G3+9HTk5OJFYXcbUJFAACPCMIY4wxlowsBgUmVQl5LV4DQSLSCe3555/HuHHjMHDgQBx66KGwWq3id5Ik4dVXX43EZjrE6fHB5fUjO44JoBtLt6jYWm2Hnygu8xIzxhhjLPYkSUKu1YAtu+3itV11LgzIjH0XtYgFgGvWrIEkSfjvf/8rXtdGusYzAKxxeAAJyIrjFHCNZZgDwajN5UVqAvRLZIwxxlhs5KQ0CgBrXQBSYl6OiASAjz32GABAVVXk5ORAp0uc0a01Dg9MqgJzAo24TTepkCUJdU4PB4CMMcZYEmmSDLo+PiOBIxIVSZKEoqIiFBcXw2w2R2KVEZNIA0A0OkWG1ahDvZPnBGaMMcaSSZNk0LXx6QMYkUEgN998M/bu3Yvdu3dHYnURVevwICsB8v81lm7Wo44HgjDGGGNJJVFyAUakBnD+/PlwOp0YOHAghg8f3mQQyPfffx+JzbSbw+2Fx0cJVwMIABlmFaVV9fD5CYrMA0EYY4yxZNA4F2BlnQv+RjOoxUJEAsCffvoJkiSBiPD3338DgPg5ntOd1Ti8gARkpybOABBNulkPSBLqXV6kmbgfIGOMMZYMGtcAev2EWnvsJ4eISAA4ceLEhJzXttbpgUWvwKBT2l44xtJMKnSyhDqHhwNAxhhjLElkWvTQyRK8/n21fpVxSAYdkQBw4cKFkVhNxNU6PMhOT6xBKRpFlmA1qqh3cz9AxhhjLFnIkoTsFAPKgwZ/VMYhGXREc6P89NNP+OuvvwAABx10ECZOnBjJ1bdbrcOLQfmJW7uWblaxsyY+o38YY4wxFh85qY0CwDikgolIAOh0OnHyySdjwYIFIa8fddRR+PTTT2EwxKcPnp8oIfv/aTLMemys5IEgjDHGWDJpPBCkqi72TcARSQNz77334ttvvwURhXx9++23uO+++yKxiY6RgOyUxA0A082BhNC1jth3/mSMMcZYfDQZCRyHGsCIBIDvv/8+ZFnGk08+iYqKClRUVOCJJ54AALz33nuR2ESHpOp1UJWI/IlRYTWp0Mky6lwcADLGGGPJIqfxbCBx6AMYkeho+/btGDJkCK677jrk5OQgJycH119/PYYMGYJt27Z1eL1nnnkmJEmCJEk4++yz2/3+jARMAB1MliSkmVTUOXkgCGOMMZYsclNCZwPpsk3Aqamp2LZtG8rKysRrZWVl2LZtW0hS6PaYM2cOPvzww06VK8OcuANANOlmFfU8IwhjjDGWNBrXANrcsZ8aNiIB4MSJE1FXV4ehQ4fi+OOPx/HHH4+hQ4fCZrPhsMMOa/f6Nm7ciGuvvRbjx49HQUFBh8uVyP3/NBlmPZxuPzw+f7yLwhhjjLEYyEmA+CQiAeB9992HlJQU1NXVYf78+Zg/fz7q6uqQkpKCe++9t13r8nq9OO+88yDLMt5++20oSseTOGcm4BRwjaWbVcgyeCAIY4wxliT0OjnurZQRSQOz3377YdGiRXj44YdD8gDeeuutGDJkSLvWNWvWLCxatAhvvfUW+vbtG9Z7XC4XXK7ACBqbzSZeV+TEHQCiSTUGBqqs3lkLXRcoL2PJpH+OBblWY9sLtsOqHTXc7zeKDKqMUb3TISfg7FSxUl7jhN3tRb+clHgXhbUiJ9WA6jhMAaeJWCLooUOHYu7cuZ1ax19//YWHHnoIU6ZMwXnnnRf2+x566CHMmjWrU9uOF0mSMDw/DbtqnfDHfi5oxlgLqupdKK91RjQAdHv92F7tQF66EWZ9RPPwMwBenx9lNQ7UOZN7jvVte+yoc3k4AExwualGrKuoj9v2I3IFeuedd/DXX3/h0ksvxdChQwEAa9aswcsvv4wDDzwQ5557bljrWbVqFXw+Hz766CP897//BQDY7XYAwMcff4yUlBTs2LEDaWlpIe+bOXMmbrzxRgCBGsC8vLxI/Fkx0zfbgr7ZlngXgzEWZNWOGmyusrW9YDvUNHT1GNs3EynG5A1QosXnJ3yxoizp51ivcXogSYDd7eUHjQTWOBdgrEWsD+CcOXMwcOBA8drAgQMxZ84c3H///e1en9PphM1mg81mA1GgWszr9Yb8HMxgMMBqtYovxhjrrAyzHi6vHy5v5Ebn1Tg80OtkDv6ihOdYB2wuL7w+girLqOWuBgktpzsEgKWlpSgsLIROt+9JQ6fTobCwEKWlpWGv54ILLmgym0hRUREA4KyzzgIRIT09PRJFZoyxVqWbVSjSvlq7SKhxeJBp4eAvmtLNyZ1btcbhASTApFdQ7+TBhYmsW9QAGgwGbNy4EZWVleK1yspKbNy4MW7zADPGWGdYDDoYVAW2CAYTtQ4Psix8TYymDLMedrcPviTtVF3j8CDVoCArRY96V+xzy7HwxbsGMCKdAw488ED8+OOPOOSQQ3DhhRcCAF5//XU4HA6MHz++U+tuTw0iY4xFUrpZRV2EErU7PT64vH5kJfgMRV1dhlkPWQoE2xldIBVYpAX+bgMyzHrsqHaAiCAl8YjoRBbpDAPtFZEAcMaMGfjxxx+xceNG3HHHHQAAIoIsy7j11lsjsQnGGIu5DLMelbV1EVmX1pSczQFgVKWadNDJMmqdyRcAEhFqnB70zbYg3ayCEJhhIsXAA0ESUYpBB7NegT0Os4AAEWoCnjx5Mt577z306dNH9N3r27cv3nvvPUyaNCkSm2CMsZhLN6vw+gmOCFygaxweGFUZFgP3AYwmbY51WxJOsVnv8sLvBzJT9A01oRJquR9gQotnM3DEHgvOOOMMnHHGGaiqqgIAZGdnR2rVjDEWF6I50emBSd/xWYkAbQBIctVIxUuGRcXWPfZ4FyPmah1eSFJgGlRVkZFi0AX6sKa1/V4WH7mpBmzZHZ9jNaJTT7hcLjgcDtjtdmzdulV8McZYV2RUFRj1CuojUJtU6/B0ifnJu4N0U3LOsb7X4YbVqEJVArf2jAj2YWXRkZsav36AEakBXLduHS6++GL873//a/I7SZLg9fIByBjrmjLMetR3ciSw3e2Fx0c8ACRGMiyBOdZrkizoblzLnG7WY8tuO/xEST01XiKLZxNwRGoAL730Uvz2229NcvhpX4wx1lUFRgJ3rh9VrcMLSEAWNwHHRIohMMd6JGpuuwo/Eeqc3pBBRhlmFZDQ6QcYFj1dvg/gkiVLIMsyrrvuOgwbNiwkITRjjHVlGWY9/BSYYcHSwdGUNQ4PLHoFJp6WKyYkSUK6WU2qwKfO6QURkJ2yr0kxzaxCkSTUOT2wJvHUeIksnsmgI3I1KigogKIoePzxxyOxOsYYSxjpZlWMpuxMAMgDQGIr3axHaYTnck5ktQ4PZCnQ/K3RyTJSjTpOCJ3A4hkARqQJ+P7778fGjRvx1VdfRWJ1jDGWMAw6BWa90uHaJCJCjcPDzb8xlmFW4fL64fYmx0CQGocHaWYVOjn0tp5u1ne6CwOLngyLHjo5Pv0zI1IDOH36dBARTjjhBKSlpYXM1ytJEjZu3BiJzTDGWFxkmPXYa3d36L22hmnJsuM87VOySTfrxVzO8Z5yKxZqHB7kWpv+nRlmFaVV9fD5CUqcAg3WMlmSkJ1iQJnTEfNtRyQA3LJli/h+79692Lt3r/iZp6BhjHV16WYV26rtHZpWq8bhaRgA0v2DkESSYtBBrwuk8OnuAaDPHxgAMjQvtcnvMsx6oKEfYLqZa6ETUa7VgLKq2G83IgHg3XffHYnVMMZYQspouHHWu7xINbavM32tw4NUgwK9LqJpV1kY0s0q6pJgJgxtto+cZlLeWE0qdDIHgIksXv0AOQBkjLE2aANB6pztDwBrHB5kJVEuukSSYdZj/a7IzOWcyGocHigymg3wFFmC1ajyQJAEFq8a6g4HgD///DOsVitGjRqFn3/+udVlJ06c2NHNMMZY3KmKjFSDrt0DQfxEqHV40C/bEqWSsdakm1V4fQSnxwej2rmp/BJZrSNQu9dSsud0s4qyvc4Yl4qFK16zgXQ4ADz88MMxfvx4/Pbbbzj88MNb7BfDM4EwxrqDdLOKqvr2DQSpd3rhp/gme01mwXM5d+cAsMbhQX6GqcXfZ5j12Fhpg9fnh07hrgiJJifVgJQOppjqjE4dCcGzfLQ0CwjPBMIY6w4yzHrYXB7423FNq2nIzcY5AOPDpA/M5Vzn6L6VEB6fHzaXr9VBRlogXJdEibG7kpEFaXj9ooNivt0Oh5ybN2+GwWAQ3zPGWHeWblYbRlN6kRbmrAo1Dg+sRpVrXeIow6yHrRsHPrWOwACQ7FbmmU416aBTZNQ6Pcjgh5GEE69sKR0OAIuKipr9njHGuqPgabXCDQBrHR7O/xdn6WYV5TXdt/9bjcMDnSK1ekzKUuD3tiSaG5m1jR9LGWMsDDpZhtWkoj7Mm6jPT6hzeZHVSs0Mi74Msx4+P8Hu7p7BT63Diwyzvs1apAyzijoOAFkQDgAZYyxMGWY17JHAdU4PiDgBdLylm1XIsiSaSrubGqen1eZfTbpZD6fbD48vOabGY23jAJAxxsKUbtbD5vbC5297IEit08sDQBKAmMu5G9Z+ub1+ONy+sGqZM8wqFLlhZhrGwAEgY4yFLaMhIXRtGLNL7LW7A/PR8vyrcZdh1nfLEbCtzQDSWIohMBCkOwbCrGM4AGSMsTBZTSqUhmm12lLr9CLT0r5ZQ1h0pJsDfTe7W1qyvXYP9DoZKWHMTiNJEjLM+nYnM2fdV4cDwFmzZmH37t1hLbtnzx7MmjWro5tijLGEIEsS0k36NqfV8vkJ9U4vsnkKuISQYdaDANi62XRoNQ5Pux4ytECYMaCTAWBBQQFOPvlkvPLKK1i+fDlqamrg9/tRW1uLlStXYs6cOTj11FNRUFCAe++9N5LlZoyxuEgzq6hvowZwX242DgATQXo7mu67klqHp12DjDLMeri8fri83SsQZh3T4TyAt956K5555hnMmzcPn3/+eYvLEREsFgtuvfXWjm6KMcYSRqZZjw0V9fD4/FBbSPBc4/BAkQPBIos/VZGRYtB1qzx4To8PLq+/XWmG0s0qFClwfOamdt+p8Vh4OlwD+OCDD6K0tBSPPfYYxowZA1mWQ6Z/k2UZY8aMweOPP47S0lI88MADkSw3Y4zFRZpZhSyj1bQigaY5PeQ4ZfhnTWWYVdR2o/5v4cwA0pjFoINBVbr1zCgsfJ2afTgrKws33ngjbrzxRtjtdmzevBk1NTWwWq3o27cvLBZLpMrJGGMJwWrcN5oyq4Um3hqHB70zTTEuGWtNulmPLbvt8BN1i8C8xuGBUZVhMbSvljnNxAmhWUCnAsBgZrMZ++23X6RWxxhjCUmSJKSbWk4I7fH5YXf7OAF0gskwq4AE1Du9sIY5lV8i02qZ2yvTose68roolIh1NZ1KAzNv3jz8+uuvLf7+ww8/xNNPP92ZTTDGWMLJMOtbrEXREu1mp3IC6EQSPJdzd1Dj8HRokFG6WYXXT3C4eSBIsutUAHjyySdjxowZ4mdFUXDIIYeIn5944gnccMMNndkEY4wlnHSzCpfXD7e36bRatQ4PVEWCNYzcbCx2dLKMVKOuWySEtru98PioQ/NMZ5j1kCV0uxHRrP06nQg6OLGmNgCEMca6swyzHkoLN1GtaU7qBv3MupsMsx717q4fANY6vIAEZHWgCdioKjDqFU4IzXgmEMYYa68Uow6qTm62NqmjfbNY9KWbVdhd4c3lnMhqHB5Y9ApM+o51488w6zkhNOMAkDHGOiLdrIfNFVoD6PL64PT4kZ3KA0ASUYZZD3SDfoCdfchIN6uoc3XtfcA6r9OjgJcuXYp+/fo1+3NZWVlnV88YYwkpw6xiwy5XyGtiAAjXACYkq0mFrmEu53Rz1/yMiAi1Tg8KO5FmKMOsh58CfQnNHaxFZF1fpz95t9uN0tJS8bPL5Qr5mfvBMMa6owyzHh4fwenxwagGZlWodXhhVGWk8ACQhKTIEtJMaptzOScym9sHr486VcusTY1X4/BwAJjEOvXJT5w4kQM8xlhS0qbVqnV4RABY4/AEmhlZwko367Gj2hHvYnRYjcPTMACk4wGgQafArFe61dR4rP06FQAuXLgwQsVgjLGuxawPTKtV7/Iit+G1GocHg3JT4lou1roMs4oNFfXw+vzQtTCXcyKrdXiQalCg13Wu7BlmPfba3REqFeuKut7RzxhjCSJ4NKXT44Pb6+cE0Aku3awPzOXcRdOg1Dg8LU5B2B6BgSBeTt2WxDgAZIyxDko3qyIVTCSa5lj0pTbM5dwVRwL7GwaAZEagm4HWVcHWhftDss7hAJAxxjoow6yHz0+wu72ocXhgUhWYDdypPpHJ2lzOXbD/m83lhd8P5EQgzZA2EIRnBEleHAAyxlgHBW6igebEGoenQzMzsNhLN3fNAHCv3QNZQkQSjauKjFSDjgeCJDEOABljrIOMamA2hnqnB7UOT4fmZmWxl2HWw+n2w+NrOpdzIqtxeGA1qhEbvJJuVrtsX0jWeQkZAD711FMYOXIk0tPTYTAYUFBQgDPOOAMrVqyId9EYYyxEullFZZ0bHh9xDWAXkWHWQ5H3Je7uKmodHmRG8CEjw6yHze2FnweCJKWEDAB/+uknVFZWol+/fujfvz927tyJjz76CEcccQRsNlu8i8cYY0KGWQ+n1wdI4CngugiLQWlxLudE5fMT6lzeiNYyp5sDCcu70n5gkZOQAeC7776LsrIy/P3331i9ejVuu+02AMCePXuwdu3aOJeOMcb2STerUGQJKXoFBp0S7+KwMEiShHSTHvVdaD7cepcXRJEdZZ5mVqF0g7mRWcck5HA1o9GI//73v3jkkUdQW1uLkpISAEBOTg4GDRrUZHmXywWXKzAnJ9cQMsZiKcOshyxJ3PzbxaQ3zOW8uapr3DNqHZEbAKLRyTJSjTpU1Ljg8XEzcDRIEpCfboKagEnHEzIABICKigosWrRI/Ny3b198/vnnSE1NbbLsQw89hFmzZsWyeIwxBgDQ62T0SjOiV5ox3kVh7dAzzYhNlfXYXFUf76KELT/DBEWO7PSr+RkmrC6rRU0VzwoSDT4/QSdLKMgwx7soTUiUwGnAiQjbtm3DLbfcgvfffx/77bcffv/99yZBYOMawLy8PADAxrIqWCyWmJebMcYYY2z+qp3ItujRJ7v1KSLtdhvGDsoHANTX18ckdkm8OskgkiShsLBQ9AEsLi7Gu+++22Q5g8EAq9UqvhhjjDHG4s2oU+DyJma6oYQLAHfv3o0333wTbve+6uivvvpKfM99/BhjjDHWFZj0CtwJ2r8y4foA1tXVYdq0abj88svRv39/1NTUYNu2bQCA1NRUnHrqqXEuIWOMMcZY24yqgr32xOxfmXA1gOnp6Tj77LPRq1cvbNy4ETt37kTv3r0xZcoULFq0CEVFRfEuImOMMcZYm4yqnLBNwAlXA5ient5sPz/GGGOMsa7EqFPg8RH8RJClyI7g7qyEqwFkjDHGGOsOTHoFkgS4PIlXC8gBIGOMMcZYFBhVBTIAl9cX76I0wQEgY4wxxlgUGFUZkCS4E7AfIAeAjDHGGGNRYNApkCXA7eMAkDHGGGMsaRhVhWsAGWOMMcaSiVFVuAaQMcYYYyyZmNTEnA6OA0DGGGOMsSgxqjI8HAAyxhhjjCUPo6pwGhjGGGOMsWRiVBV4/YDPT/EuSggOABljjDHGosSkNswGkmC1gBwAMsYYY4xFiVGVIQNwJth0cBwAMsYYY4xFiUlVGmYD4RpAxhhjjLGkoFNk6GQJbi/3AWSMMcYYSxomVYHHz03AjDHGGGNJIxFTwXAAyBhjjDEWRUZVhosHgTDGGGOMJQ+jqsCTYPMBcwDIGGOMMRZFiTgfMAeAjDHGGGNRZFQVECGhagE5AGSMMcYYiyKjKgdmA0mgfoAcADLGGGOMRZFRVSBJUkKNBOYAkDHGGGMsioyqAgAJ1Q+QA0DGGGOMsShSZAkGncx9ABljjDHGkolBJ8PNNYCMMcYYY8nDpFc4AGSMMcYYSyZGnQI3NwEzxhhjjCUPkz6xkkFzAMgYY4wxFmUGnQyX1w8iindRAHAAyBhjjDEWdSa9AklCwjQDcwDIGGOMMRZlRp0CCYAzQWYD4QCQMcYYYyzKAjWAEty+xJgNhANAxhhjjLEoM+hkSADcXu4DyBhjjDGWFCRJgkGV4U6Q+YA5AGSMMcYYiwGTmjjJoDkAZIwxxhiLAaOqwO3jJmDGGGOMsaRhVBW4uAmYMcYYYyx5GFUZLk4DwxhjjDGWPEyqAq+f4E+A2UA4AGSMMcYYiwGjGpgNJBFqATkAZIwxxhiLAaOqQAbgTIB+gBwAMsYYY4zFgFGVAUmCJwFSwSRcAPj444/j8MMPR69evWAwGFBUVITzzz8fmzZtinfRGGOMMcY6zKBToEgSXBwANvXMM8/g559/Rnp6OvLz87F161a88cYbOOSQQ1BbWxvv4jHGGGOMdZhBleHxcQDYxKWXXorS0lKsWbMGmzZtwvXXXw8AKC8vx/fffx/fwjHGGGOMdUKizAaScAHg7bffjsLCQvHzhAkTxPcGgyEeRWKMMcYYi4jAbCDxDwB18S5Aa3w+H1566SUAQL9+/TBp0qRml3O5XHC5XAAAm83Wrm1s22PH9mpH5wraggG5KchJ7RpB68odNah3esNaVpKAUb3TYVSVKJeKRUq1zY0qmwsDc1Mjut6KWic2VYZ/zuVnmFCYaY5oGRhjrCsxqQqq6lzxLkbiBoA2mw3nnHMOvvnmG/Ts2ROff/55izWADz30EGbNmtWh7VTb3Rieb0V+mqkzxW1ix14Hqh2eiK4zWnx+Qo3DgyOH5kIvt10pvKa8DjaXjwPALqTa7sZeW+SPx2q7GwNyLeifndLmsnvsbmyuat8DGmOMdTcGVYbbF/80MAkZAJaXl+P444/HkiVLMGjQIMyfPx/9+vVrcfmZM2fixhtvBBAIHPPy8sLaDhGh3uVFD6sRJkNkd0VmigFlNc6IrjNa6l1emPUK0kz6sJZPN6uotrsBhLc8i796lzeQfNTrg0EXucC93unFkJ7WsM6fLFnCmp21ICJIkhSxMjDGWFdiUhX4/IDX54dOiV9PvITrA1hcXIxx48ZhyZIlmDBhAn7//fdWgz8g0DfQarWKr3A5PD7IkoSUCAd/AJBq1MHt9cPnj/90L22pd3qRYVLDXt5qUuFMgCzmLDzag06qUYXdHbmnTq/PD6fXj0xzeA8CRlWBQVXgiGAZGGOsqzGqCiAh7qlgEi4APPXUU7FlyxYAQF1dHY499liMGzcO48aNwyuvvBLRbdU5vUg366NSG6EqMswGBXZ3eP3q4qnO5UG6JfzaPKtRhd3lTYi5DFnbHB4fFElCzzRjRAP3epcXFr0Oqi78y4jVqMLBDw+MsSRmUhXIkgSnJ74PwwnXBKwN5gCAZcuWhfzumGOOiei26p1epJvDr/lqL6tRhdPtR6oxapuIiEAzXvgBoF4nw6TXweHywWJMuEOINaI96FiNKnbXR67jcZ3Ti4x2nj+pRh322N3I4u4DjLEkZVQDD83xzgWYcHfv0tLSmG2r3uVF7yiOSLQaVVTUJXY/QK0ZLyvMZjyN1aSD0+uDJfEOIdaI9qBjNelgc0XuibPe5UV+evsGT1lNKsr2RmfUPWOMdQU6RYaqSHB749uKlnBNwLGi9YvKtESxBtCkg82V2E3A9S4vUgw66NrRjAc0NANzX64uoc7lRZZFD7NeB50swRWhZod6pxcZ7Tx/rEYVDrePuw8wxpKaURf/XIBJGwDa3D6oigSLIXoBYKpRhddH8PoTt89TndOL9HYMANFYTRwAdgX+hgcdrauD1RyZz83j88Pl8yPd2L6aY71Ohtmg44EgjLGkZkyA2UCSNgCsb+gXFU2KLCHFqIM9gs1ukRaoBW3/fuhKo5yTmd3tg0GRxYNOYBBG54/HOqcXVmP7a45FGTgAZIwlMaMqw+WN73UwaQPAOpen3R3YO8JqVOM+0qc1dR1oxgMaRjnru8Yo52TWeKCT1RiZ2rdA6qCOPUClGnURCUIZY6yrMumVuA8CSdoAsN7pRaYl+tO0WU2Je7Pz+Pxwd6AZT2M1BUY5s8QVeNDZ9/lqTffUyT549S4v0jvYf5a7DzDGkp1Rp3AewHjwE8Hm9nWo6bO9Ip18N5LqnF6kGdUONeMBDU15ca7CZq0LPOjsO86NqgK9Tu50rXSdy9PhByjuPsAYS3ZGVQFRfFPBJGUAaHN5YVTlmMxlm2rQweujuFf1NqezeRCtJh03AScw7UEno9GDjtXUuWTMLq8PXh8h3dSxFEBdKUk6Y4xFg1GVIUmIaxexpAwA6zrRf6m9ZFkK3HATsBawcfNge6UaVXi8iT3KOZnVO5t/0LEaOxe41zu9sJpUyHLHLx9WowoXzwjCGEtSJr0CSZLiOhI4KQPA4LQYsWA1JWbai8AAkI4HgF1hlHMyq3c1/6CTauzcXM6BGUA69wBlNaqwJ2jfWMYYizbtwTyeI4GTMgDsbODTXol4s3N5A8l4O9qMp0n0Uc7JrN7V/HFuNek6NZdzXQQSqHeFJOmMMRYtsiTBoJPh8cWvL3TSBYA+P8Hh8SEzyjkAg6VGKPVGJNU7vbAaO9eMBwT+tkQLbllAS3P1GnRKYC7nDh6T9RGoAewKSdIZYyya4p0MOukCwHqXF2a9AkMMBoBoUgw6EFHckz4Gi1QtaKL2b0x2Xr8/8KDTwkhdq0nXoZpb7T1pHZg9Jhh3H2CMJTujKnMAGEuBBLax6/8HAJIkJVzuszpX87VD7aWNcvYm4CjnZGZz+mDRB1K+NKejcznXOb1IM+kgSVJni8jdBxhjSc2kKnBxGpjYqXN5kB7D/n8aqymxRj1GohkP2DfK2cY1OQklMNCp5c+3o7Nx1Dk9EZtCMZGTpDPGWLRxE3CMNU6MGyuBGpfE6PTu9PggofPNeJqONiey6GkrxY/2QNLegSAdnTu6pTIkUq04Y4zFklENzAbS2ZmZOiqpAkCvzw+n14/MGOUADBZImpwYN7tAM54akWY8oGG2Ew4AE0rgQaflAF+by7k9I3GJKKIBYIo+cZOkM8ZYtGnJoOM1JVxSBYD1Li9SDLoOT33WGSZVgSJJCVFTVuf0RDQNjjUBRzknM+1Bp61k5+3tluDw+KBIElIMnUsdpEnkJOmMMRZtJlWBDA4AY6LO6UV6jAeAaCRJQmqC3OzqXZHp/6fRRjnHsy8D26fOGd6DjtWotqsPXp3TizSzPmI1x0DiJklnjLFoM6oKIElwxylDSFIFgJFsvuqItATo9L6vGS9ygfC+Uc6J0ccx2dW5vGHlubSadLC14zPr7NzRzZaBuw8wxpKUQSdDAtcAxkQg9118agCBhhqXONd2iGY8Y4Rv5KbOTS/GIifcQC3FoGvXXM51Li+yIvwAlYhJ0hljLBYkSYJRVeCN02wgSRMAur1+uH1+pBvjVwOojXqM14gfoKEZPAqzoCTSKOdkF25Nt06RYTHo4HC3HQBqNceRyB0ZLBGTpDPGWKyYVCVu17+kCQDrXV6kGdW4DADRGFUFOiW+A0Gi0YwHJNYo52Tm9vrh8fnDDtQCKXzaDtxtbh8MigyLIbLHTiImSWeMsVgxqHLckkEnTwAYpcCnvdJMKhxxbCqNRjMe0DCaSUJCjHJOZnVOT7vmeA7U3LZ9PNY7vUiL0vnD3QcYY8nKqCpwx+n6lzQBYJ3LE9cBIBqrqX0jLyPJ39CMF41AOFCTo+f+XHHW3s833ME7gcTSUQoAjSoc3H2AMZaETA3JoOMheQLAKPV9ay+rUYUjTtOm2aPUjKdJhFHOya6unTPdhDuXcyCxtKGzxWsWdx9gjCUrk6rA6yf4/bEfG5AUAaDL64OfCOmmyCSw7YzAHKzeuAwEiXYzeCKMck527c3xKMsSUo26Vudy9hPB5vZFrQY9kZKkM8ZYLBnEbCCxv/4lRQBY7wwMAAm3X1Q0GVUFBlWJS41HW/PDdlZqQ2LheI5yTmZOT+BBJ62dDzqBPngtH482lxdGVQ4kLY2CREqSzhhjsWSM42wg8Y+IYqDO6UV6AvT/07R3BoZIqW9n82B7mfQKFFlq1/RiLHK0ke7tfdBpq19qndPb5rRyncXdBxhjycgkZgPhADAqAjMjxH8EsCYe859qzXiRnAO4OWlxHOSS7Dr6oGM16lodCFLv8kb9uOHuA4yxZKTXyVAkCV4v9wGMinpn9G9g7WE1xr62o94Z3WY8jdXEU3vFS72zYw86Fr0OPj9afAKti0EKpURIks4YY/FgjFMuwG4fADrcPkgI1DAkCqtJhdMd6K8VK/Wu6DfjAfEd5ZzsAjOAtH+krixLSDM3nw7G5yc4PL6w5hbujERIks4YY/FgVBV4OACMvHqXF2kmFZIkxbsogqrIMBtab3aLtFg04wHxHeWczBxuHyQpsP87wmpU4WwmIXS9ywuLPjBwKdrinSSdMcbiIV65ALt9AFjn9CRU86+mpRtutNQ5Iz+Pa3O0Uc7cnyu26lwepBk7/qBjNeng8DZ9IKmPYf7MeCZJZ4yxeDGqCjwcAEZee/OixUog+W1sagC9fn+gGS9KiXwbC4xy5pqcWOpsP1erUYW9mab7OpcnZlMocvcBxlgyMupluHycBzCyGqY+y7QkTv8/TSyDJJvLB4tegV4Xm487UJPDU3vFUqCGt+MBoFmvQGpmLudopw4KZjVx9wHGWPIx6hT441Bn0q0DQLvbB0WSkJJAA0A0qUYd3F4/fDGY/iWWzXhAwyhnbgKOGWp40MnqxINOYC7n0FQsXp8fTq8fmTEYPAQABl38kqQzxli8mPQKEIdhCt06AKx3J8b8v83RKTLMBgW2GDQDR3sGkMZSG3K6xXKUczKzu31QFQmWTj7oWI0qnEH9UOpdXqQYdNDFqOZYKwP3A2SMJROjToEch4Gq3ToAtMUgf1lnWI0qXDG42QWa8WK3H/S6wChnrgWMjXpXZB50AjWA+x5I6pzeqKd/ab4MfNwwxpKHUR+fUKxbB4D1Lh+yEnAEsCbNpMIe5ZHAWjNeLHIABuOZHWKnzulFuqnzAb7VqIY0vwYCy9g+QMUjSTpjjMWTTpahKlwDGFGBJuDErgGM9kjgOmfsm/EArUM/38hjoc7pichADW0uZ2dDEFgXwwEgmngkSWeMsXgz6KKfa7Wxbh0AGhQZFkPiBoApRh28PoI3ihnAA/Mgx74WtHFtEosOMcdzhD7jwJRsXri9frh9fqTFeABVPJKkM8ZYvBn1HABGVJqpY7MixIoiS0gx6qIaKNni0IwHxHaUczKzu3wwNPS5jASrUYXD6w/MoGNUY15zrJUhlknSGWMs3kxcAwj8/PPPOPbYY5GTkwNJkiBJEl588cUOrStRRwAHi/aox3g04wGxHeWczCI9wttq0sHh8jWkDopP7Xksk6QzxlgiMKjcBxB///03FixYgMzMzE6vKx5Nn+1lNUVvtKzb64fH54/IAIGOiNUo52QWqQEgGqtRhd3jRW2E+hV2vAx83DDGkoeRawCBqVOnora2Ft98802n15WewCOANVqfq2ioc3pgNalQlPh8zGkmnhIu2iI9U4dRVWBUFey1xzZ3ZDDuPsAYSzamOPQBTLhOcllZWZ16f/A0Uj63EzZb7Hdqe0h+Qn29DTW1MnQRDtQqq20wSBJsNltE1xsuxedBVXUNsgx8I48Gv5+wp7YOelhgs0Uu0Nb53fB7nND5XbDZPBFbb3vIPhcqq2uQmoCz+DDGWKT5PS7xfaymw0y4ALAjXC4XXK7AzqusrBSv9+jRI15FYowxxhhrN7vdjpSUlKhvJ+GagDvioYceQlpaGtLS0jBgwIB4F4cxxhhjrEO0Cq1o6xY1gDNnzsSNN94IAPD7/SgtLcXo0aOxY8cOpKWltfre2tpa5OXloaysDFarlZftZsvGe/u8LC/Lyybe9nlZXjbRliUiVFRUYMCAAUhNTW11nZHSLQJAg8EAg8Egfu7Xrx8AICUlBRaLpdX3+nyB0YYWi4WX7YbLxnv7vCwvy8sm3vZ5WV42EZf1+wN9uWU5No2zCdcE/Mknn2DAgAE4/PDDxWt33XUXBgwYgPPOOy9+BWOMMcYY6yYSrgawtrYWGzduDHmtsrISlZWVKCgoiFOpGGOMMca6j4SrAbzgggtARM1+LVy4MKx1GAwG3H333SHNwrxsci4b7+3zsrwsL5t42+dledmuvmwkSBSrhDOMMcYYYywhJFwNIGOMMcYYiy4OABljjDHGkgwHgIwxxhhjSabbBYBr1qzB5s2bI7ZcNMsQr/V1dL3hLF9ZWYny8vKolqMjwtlGOMusXr0aGzZsiNv2O/KeaHwm4e6HWBwP0dq30RCt61O8r2fROnYT4Xoei/W3ZsmSJVi3bl1cth0s3H0QTnk7cl1obzliva7Orjsuxxh1IytXrqTMzEzKycmhtWvXtrpcVlYW5ebmtrpcY8uWLaOvvvqqzTJ0ZN2xWl9H1xu8/OrVq1tc7o477qCCggJatWpVu8vR2no7I3gba9asaXGZto4dt9tNkyZNopycHCopKenQ9ltad0c+53CP9858Js2ttz37IdrHQ3v3bbSOsXCEW46OnJvhHAerV6+m//znPzR37lzauXNnu8vc2rnT3v3b3vVG8nre3v0QrWtwOLZt20aSJFFmZmbMtx0s3H0Qbnnbe10ILkc4x3q464rWdSFa53CkdZsAcOXKlTRw4EAyGo0kSVKLO37lypU0YMCAkOW2bdsW1vrz8/NJkiR66623wirD9OnTW13nzp07qbi4mL7++mvatWsX1dXVdbqsba2zI+tdsWJFyN910EEHtbje7OxskiSJpk2b1mo527Pexmpqaqi+vr7N5Zrbxl133dVsucM5dpYsWUKZmZkkSRLNnDmzQ9tv7pgIZ5mOlrm9n0k4x3C4+yHax0M4x3F717l9+3b6448/6L333qMNGzZQdXV1i8uGc661txztPTfDPQ5++eUXkiRJfO2///60fv36FtfbXJmbO3c6cg6He06Gsx/au7/aux/CPTfbc9wEC+dadvvtt5MkSW0GB+0pQ1lZGa1cuZK++uor2rVrV6tlaO/1qa3ytve6EPy+cI51TWv7trnjdv369WHvk7bKGY1zOBq6RQCofZiKopAkSTRu3DiSJIl69+5NmzZtEsutXLmS+vXrR5IkkV6vJ0mSyGg0hnUhDP5Ae/bsSVu2bAlZRvsQtTJcffXVLa7P4/HQV199RX379qWcnBySJImGDx9O5513HpWWlnaorOGssyPrXblyJfXv358kSSJZlkmSJDrkkEOaXFzKy8vp8MMPFydTWzVD4a7X7/eH/Pz999/TlClTaPTo0S3WHGgaHxe33HILERG9/vrr4rhovMxBBx1EkiRRdnZ2yD6pra2l0047jSRJojFjxtCuXbta3XZz627umNCOLW0f3Hjjje1e78EHHywuHMFlbu9n0ni9V111VZNlwt0P0Toegpdv6zhuzzo9Hg99+eWXVFBQQBkZGSRJEvXr14+OO+64kGuItmw451p7y9HeczPc615lZaV4eD3mmGNo8uTJJEkSFRUV0caNG8Nad3PnTns/s/asN5z90N791d79EM75257jpr3XMo/HI76/9tprRVDV+Fxq77H75ZdfUlFRUcixO23atGaP3fZcn8Ipb3uvC8HlaOk6vXbt2nbt28bHLQAaOnQo9e7dO6x90prOnsMt3X+ipcsHgI134DXXXENERDfccANJkkRHHHEEVVRUiKhcOzmGDx9OiqKIC5DP52t2/cEHi6qqJEkSDR06NOTGt2rVKho0aJAowxVXXBGyjpqaGqqsrBQ/v/7665SWliaeQlVVJYvFQpIkUZ8+feiLL75od1nbWue6devavQ+Cl+/duzf16tWLFEWhOXPmiGV8Ph95PB567rnnKDc3lywWC917771UW1tLRES7d++mioqKDq032Msvv0yXXnppyM0mIyOjxSCw8XFx0003ifVkZ2eTyWSiTz/9lAYOHCjWd/PNNxMR0d13302SJNGBBx5I27dvJyKikpISGjFihDjG7HZ7i8dMc9v/17/+1WSZpUuXiu0bDAY6+OCDaceOHbR161ZaunQpbd++vUkTlbZercza33XbbbeRJEk0evRoKisra/dn0ni92r4gCty4/H4/uVyusPZDtI+HcI7j9q5z7ty54vzR6/VkMBhEsFBQUBByMQ7nXGvv39beczPc6x5RoGaoV69eJEkSPfroo0REdMstt5AkSTRhwgQqLy9vdd3B505aWhqlp6fTvHnz2n0Ot7be9PR0slqt9Nlnn4W1HzpyPW/Pfmhc1uBrenCg057jRtPea1lVVRXdcccdota9cc1aZ49dk8kk9mPwsRt8TQj3+tRaedt7XWiuHJIk0a233kpERHfddRdJkkRpaWmiCbetfdvc+ShJktgHbe2T1nT0HG7t/rNjx46wtt1RXToAbFzrFnySOhwOGjlyJGVmZtLTTz8tnmJSUlLoqquuomOOOYYkSaK33347ZJ0OhyNk/doHWlBQQH379iVZlunxxx8Xy2zcuJHGjh1LOp2u2eBv7969dPXVV9P+++9Pa9asoWXLlombRWFhIZ1xxhn0zTff0E8//UTnn38+ASBVVdtV1rbWqR2Qffr0CXu92t+uLf+vf/2LxowZQ7Is048//khEgWaEyy+/nH799Vc67LDDxJOTFjQtX76c9t9/fxo4cKA4QcNZb3l5OV1++eX03Xff0UsvvUTHHXecODklSaIBAwaQ2WwmSZLoqaeeanJctHSjmT17Ng0aNIgkSSIA1KNHD7GM1WqlL7/8koiI9uzZQyNGjCCTyURvvvkmERFdc801JEkSmc1mWrFiRZNt2my2Frd/+eWXhyxbWVlJ9957L6WkpIiTX1EU0ul04oIkSYF+NL179xb7rvF6g8v8448/UnZ2NpnNZpo/fz5VVVWF/Zk0Xq8kSfT888+L8no8Hlq2bBmdd955dO6557a4H3w+H9XX17dr2+EeD5dddhmtWrWqyfLNHcftXeeSJUvE+VNUVEQXXXQRLV68mLZu3So+91GjRlFZWVlY59qwYcNo+/btYZfjjDPOoMLCwnadm+Fc91588UWqqKiguro6Ouuss0iSJLrooovEskcffTRJkkTvvvuuqEEJ99xRFCWsc1jr49Xaevv27Us6nY4AkMlkanM/aA/l4e6vDRs2tGs/tBb8eb1e8X17jptt27Z16Fq2detWmjlzJhUUFIiaIUmSRN/Jzh678+fPpwULFojzeuDAgbRly5YmNX8tXZ/y8/NDAtfmyguAcnNz6X//+1/Y1wVNc9emp59+Wvx++vTpBID+7//+j/75z3+2um+bOx+HDh1KAMQ+OeGEE+if//wnvfzyy032SWvCuS4FH5OtXcuD7z9z585tdbud1WUDwKVLl9LQoUObrWFxu91ks9nooIMOIgCUmZlJsiyTxWKhRx99lLZv306FhYV00kknifd88skndM8991BhYSGtWbMm5AM1m810ww03iA/0v//9LxEFLnJjxowRNYOXXnppSBmrq6tpxowZ1L9/fwJA2dnZdN5554mT57bbbguJ8JcuXUoZGRkiCLz77rtbLWvv3r1pzZo14omnuXUSEZ155pniIA9nH/Ts2TPkAvvII49QWVkZ9e3bl4488kgiCjyxTZ06lSRJIoPBIJ6iVq5cSTt37qS77rpLPAFKkkQ9evSg33//nYYOHdrqevfs2UOnnHIKARDLaduYMmUKvf322/T666+TyWSi4cOHN7lgLF26lIYNG9bkRvPiiy+G3MC0GgtJkujQQw8VF4Dnn3+e5s2bJy60N910Ey1btowGDx5MiqKI9QXvs+nTp1Nubi4VFxc3OS6Dm40WL15Mc+fOpd69e4umBwDUs2dPsZ9GjBhBWVlZlJKSIi6ieXl59MMPP4T8XRMmTBA3gltuuYVOP/108dT6yiuviGMinM8keL3HHnus2K52oV21alXIZ9Lcfvj444/ppptuotzcXDrjjDMiejxox1laWhoNGjSo1XN56dKlovza59fSOrVrw6mnnirKdMcddzSp1TjssMMIAD377LNtnmtXXnmlCDCGDBnS5t923HHHiePAbDaHfW6Gc90zGAy0ZMkSIiJ6//33xT75z3/+Q0REf//9N910001UXFzcrnMnJSVFXE9mzJjR6meWlZVF33//fbPrnT17NvXp00esN5xr1OOPPy6CinD3l9VqDWs/rF27lv7+++8W7yta8Of3+8nn89HZZ58d1nEzdepUKigooNTU1FavZdrnoNm6dSvdfvvtojavT58+tHjxYrrnnnvEsXviiSeGVYZnnnmGLrnkEvGZ3HbbbbR169aQZa+66iqSJImOPvpoGjJkCCmKQnq9PuR8Cr4+5efni9rv5cuXN1veRYsW0T333NOu+4Tdbm/2eAy+Nj355JO0efNmmjt3LmVlZYnAtqV9+/HHH4dcax5++GHasWOHOJazsrLoxhtvFNeCrKwsqqioEPvk7LPPppqaGmqOds0PN8ZofA63dv+5/fbbiYg63B+xLV0yAHQ6nTRmzBiSpEA175VXXhnyO6JALcuBBx4oLixZWVl0xx13EBHRjTfeSJIk0fXXX0/PPfccHXPMMaQoivhAUlNTqW/fvqQoCqWmptKDDz5IdXV1NGzYMDrooIOIKHCRmzJlilj/wIEDxbaJ9gV/2gVOVVX65z//KZ6ghg4dGtLkUF9fTwcccIB42ho2bBhNnjyZLrjgglbLmpGRQZMmTWp2nR6Ph5xOJ40aNUo8XWud9rWmosbrDQ5M0tPT6bbbbiOiwIVXkgJ9dioqKsSTtHaRUFWV7rrrLnr55Zdp8ODBJEkSTZw4kbKyskiv19MTTzwh/j7tAtTcek8//XSxfQCiZvXcc88lIiKXy0VDhw4lSZLo/PPPJ6J9Vet2u50OPPDAkJs/UdMbWFFRkVhGe7p/4YUXxGvaU2PPnj3pgw8+EL+TZZl+++03stls9NVXX9H5559POp1O9A0dN24cjRw5UqxHa6rYtGkTzZo1i3r37k1msznk7wNAI0aMIFmW6cADD6S6ujqqrq4WNRb19fVUXFws9l3wTenOO+8Ur2n76R//+Ae99tprlJ6eToqi0NVXX93qZxK8v7Tz6NtvvxUX2ttuu43OPPNM8fdrQeDChQub7AeDwSBu4qqq0qxZszp9PGjHmU6no9zcXHFc3nnnnU3O5aeeeoqsVmvIvs3IyKBbb7212XWqqkq33XabOEcPPvhgcQP1+/2ihl2r2Zs2bRqddNJJLZ5rRIGa4GHDhomgPtxj3WAw0DXXXEMul6vF61PwudnadU8LAAHQKaecQg6Hg+rr68XxUlRURMuXLyev10tlZWXi/drnFM65YzQaCQAdddRRdO+997a4f6dNm0bDhw9vst7Zs2eLrjVWq1XUAFqtVvHZXn/99SH74aijjgr5bI1GI5WUlIS1vyZPniz2VeP94PF4aOfOnSH3FZ1OF1JzH1zzp9WWan3ZRo4cKR5Eg4+b4PtD8Dna2rWMiGjDhg30999/hwRTRUVF9Ntvv4llbr/9dpo2bZoIFMI5drVgcb/99hPLVlRU0DfffCPWe/jhh4vySlKgz98DDzzQ5Pq0a9cuqqmpIYfDQZdccglZrVa64oorWizviSeeKFq2WrsmPfPMM+J4bO7atGDBAurTp494iNd+ryiK2Nfr168P2bdTpkwJudZo98DHH39cvGfw4MFi/+h0Opo8eTJt3ryZXC4X/d///R9JkkR//fUXNeZ0OkPW3dx1qaVjMvjvau7+U1hYSB9++CF9/PHHdNJJJ0VlYEiXDACJAkP5tQ6vs2bNavJ77Ulde1LSOq96PB4aP368eNLUdvSECRPIYDCEfEAZGRni4v3666+TJAWe7MvKysTTn1ZFPnjwYHEx3bt3b0jwJ0kSff/99/TRRx+JdR977LFERCFB46pVq0TV/EsvvSSaWlorqyRJ4kJ69tlnN1mn2+2m4uJi6tmzJ11wwQVh7QNtvw0fPlxc+M444wwym830/fff0+WXXy6W6du3r+h3or1XkiR68cUXae7cuSRJEp1wwgm0bt06Wr16NRUWFobUirW0XqPRSJMmTaJbb71VnCy33347vfnmm6QoCg0cODCkA/GuXbto/Pjx9Nlnn5HZbBZBUvANTJIkmj17Nq1evZpSU1NpypQpIcfMm2++Sfvttx9JUuDp9aKLLqLvvvuOevToIWoc3nvvPTr00EMpLy9PrLOoqIiuvfZa+uOPP2jVqlWUn59PRx55JG3evJkuueQSGjhwoFh2yJAhorbOaDRSWloanXPOOSRJEo0fP16URbvJuFwueuONN+icc84hg8FAp512mlhG6ysyfPhwuv322+nuu++mdevW0QknnCBuqNp2W/tMUlNT6ZxzzgnZF/PmzaMePXqI92o3Z0kKdFQeNmwYHXDAASH7oXfv3qIGu3Gg3drxEDzYpLnjQbtQfvDBB6TT6UhVVdq8eXOzx3GvXr3IYDCIi60kSdS3b99m13nzzTfTG2+8IcqrBScOh0Ps/5KSEnGjOeuss0Sz0KmnntrkXPP5fOT3++mHH36g//73v1RYWEg33HBDm8d6amoqXXzxxfTXX3/RgQceSKNGjWrx3AwOgILXrQm+7g0ZMkTs7xEjRtDjjz9OKSkpZDAY6Ntvvw1533fffUd5eXkEQFxHWjp3tHN40KBBlJubSxMnTmx2/1511VW0efNmWr16dcg5GRz8KYpCjz76qHhw0kaFbtq0SdT+B++HMWPGhNxAL7roIjH4pbVrGQDRx+q9994T+yE4+CEKdKdJT08nSZLolFNOEa9rAX7wYAMtMMjNzaX+/fvTsmXLmhw3WnB/wgkn0PPPPy/2TUvXsoqKCpo6dSqlp6eL86+oqIj++OMPIgpczzW33367+Nu0c6i1Y1e7zpx11llEFBjQdeutt5KiKPTEE08QEdFnn31GU6ZMCbkmPPnkk02uT8G0ZlitJSy4vB6Ph7Zv396ua5Lmr7/+otTUVJo6dWrI9j799FNKSUmh22+/nbKzs+kf//gHFRUViX0xadIkmjt3bsi+1Y7byy+/nMaNG0fFxcV0xhlniPurdo0GQGPGjCFFUeiGG26ggw46iJ5++mm6/vrrm/3biUisO9wYQyvnoEGDQrqcvfXWW+L+U1BQQBdffDE99dRTdMIJJ5AkBSp72pN+LBxdNgAkCuz4rKwskiRJ9MV5/fXXxROoJEl05JFH0quvvkq//PILPfjggyIy126c119/Pa1atUqMvjEajTR16lQ6+OCD6dprrxXbuuyyy0iv19PHH39MV1xxhVjH+eefL/oJmkwmuv766+nMM8+k3r17i2W+/fZbcVIec8wxomZL+zCDOxXv2rVL1GhdcsklIQdL47Lq9Xo677zz6MEHHyRVVWn06NFiPR6PJ6TT6bvvvkt33XUXHXnkkaLPS0v7QAs0tm3bRhs2bKCPPvqITCYT9ezZUzQ9SpJEl1xyiWjW0MqZmppKn332GdlsNho9ejRJkkTvvfeeKMddd91F48ePp5KSElq0aFGz673mmmto0aJFtHz5ctFHQ7twaCfq6aefLgbiVFVV0f777y+CYa1v2lNPPRVSqxHcry246S74Jl5eXi62PXPmTPq///u/kJuutq7U1FTKyckRfUuIAjeHp59+miZPnkxnnXWWqAXSApEJEyaIUWVazW7//v1FZ+YDDjiAHA5HyPFwxx13hARhw4cPp3Xr1pHT6RQPIRdffLFYvrKykkwmU0h5R44cST/99FOLn8mdd95J48aNo5KSEhHwb9u2TdxYJUkSIyb1en3IQ5K2H5599llasGABpaWlhWx78uTJbW577NixrR4P1157LW3cuJFqa2tF4PDQQw/R8uXLmz2OtQDKYDDQ0UcfTUajkXJyckJqFK644grauHEjPffcc6JW9uCDDw65vpSUlNCZZ54parvuu+8+euGFF0hRFFJVVTyRB39eRIGgXTuXt2/fTgsWLKAPP/ywxWN98eLFzR7rLV2fTjnlFFHjccwxxzR73Rs3bhy98847lJmZKdYZ3Ln9jTfeEOX97rvvaPTo0eK4yc3Npdtuu00EkJIk0QsvvCCW37ZtG1VXV9OQIUPEtazx3zVz5kz67bffaMOGDTR37lx67LHHaNWqVfTQQw+J9aqqSl988QWVlJSQqqp04oknivUPGDBAlHvo0KEh+0ELqs477zz69ttv27yen3TSSWJ057HHHkuHHXaYqGV55513xN81d+5c+uc//0kDBw4UIziPOuqokOuow+GgPXv20M033xwSdEiSROnp6bRu3bqQ40aSAs3kRET33nuvqLRofC3TRk57PB6aNGmSWG9eXp4IprR7iM/no4cffjjkupudnR0SnDZ37D777LMky3LIsfvFF1+Ia/izzz4r3r9z507xd//73/9u9vrk8XjI5XJRv379Qh76tPIGr0sbeKJVapx66qmtXhceeeQRGjt2LP3yyy9NzivtGCEKPKhq57X2mbZ0n1i7dq0YwJaZmUlGozHk/qWdj6+88gpZLJaQ1sO1a9fS7t27Qz6HYMGDQlu6LgUfk6eddppo8g/+uzZs2EDLli2j4uJievXVV0V3Gu1LG/UcKV06ACQKfKjaBUVrjtS+Hzt2LJ111ll0+umni5oJ7UQdPHgwLVu2jIhINHGZzWY699xzafHixSEf8vLlyyk3N5dSU1PFwaodLBs3bqTPPvtMPN0EBwk6nY6+++47Itr35LZ+/XrRTGUymZr9ML1eL3m9Xqqrq6PRo0eHHIRaWU0mE5199tm0Y8cO+uWXX8S2L7nkkibre+ONNyglJYX0er0on3Zx+fvvv0P2QfB6161bF7Jfg2v4rr76atq4cSN9/PHHYn1ZWVk0bdo02rp1Kz3yyCMkSfvSBvz44480ZcoU8f4BAwbQG2+80aTmUFvv8uXLadCgQWK9jfftggULiCgQ8Giff25uLh1zzDFUXFxM1dXVIhAIvoH5fL6QC3rwyUcUeKh4+umnRWflxs21AGjAgAH00ksv0ebNm4koEDTedddd4j2SJInasszMTNEvTJIkuvvuu6m0tJQGDx5MZrOZXn/9dXriiSdIkgIjeN1utzj2/vjjj5BgW0u/UlRURL/88oto/gkOAOfMmSPKqSgKnXfeeeKpuq3PZMSIEVRWVkYrVqwQzSGSFKh9++GHH5rUQPXq1YsefvjhkECouLiYjEajuPFkZmZSSUlJm9seN24czZ49u8nxcM0114iBBIsXLyaj0UgZGRn0559/ElGgT9fs2bNF/5zGx/Frr70mjnvt+Ln66qtpy5YtVFdXJ4Iu7eZx9dVX019//UVffvklTZgwQTxgFhYWUn19vbgZau8JPn+Db4zV1dX0+OOP08SJE0Xg3NI5tGzZsibHekpKimhyCr4+TZkyhZYsWUKXX355yOccfN0bMmQIPfnkk/TVV19RQUFBk+N3woQJosxa8KfV3gwfPjykNkeSJHrppZfEdUmrsSgtLaX8/Hyx/eC/6/bbb6e3336brrvuupBa5N69e4vzwmKx0Ouvv05ERDfddBNJkkRz5syhqqoqUeuYlZVFhx9+uLhRNv5st27dSuvWrRN/l9bPT1vOYrHQtGnTaMOGDbRy5cqQFhlJCqSCIdpXExb8u+D9NWnSJCIK9PW66qqrxHUluElPC8jvvvvuZo+bl19+WQSEhYWFIdtauHChuDYRUcjflJaW1iTNyaOPPireq51n7T12s7KyaPfu3fTll1+Kz27QoEHimkYU6Oa0YsUKUZvV+PpEFOi6pB0Her2eFi9e3GS0q9frpeLiYrGP9t9/f9q8eTP5/f42rwsTJ06kLVu2iAdTbd1ut5t++eUX0fxqtVrpvvvuo7feeitk3wbfJ7Qm4fT09JCHIu37Aw44gDZu3EjPPvus2E/a5zthwgQaMWIEffHFF9QarZytXZemTp1Kf/31F61cuZLuvfdeeuutt6isrCxkv37++eeia5ckBbpXaMdoYWFhk/Q+HdXlA0CiwMXokksuoeHDh4sL18UXX0xXXXUVTZo0SVTpFxQUUEFBgaixy8/PpyOOOEJcLKZOnUp//PFHyAfx7bff0oknnkhmsznkothcoKI9UaSlpdG4cePop59+IqJ9Twx79uyhV199VZy02gH41ltviY6vGm3Z4Kcabftms5nOOeccEaQF17oAoEMPPZR+/vlnIiIRoGlfo0ePpksvvZSOOuoosU+0pozg9ZaUlDSp3QsOCLQbl/ak3qNHD5oxYwZt3LiRtmzZQv3796d//OMftGLFCrr++utDahOmTJlCzzzzjOhP1Xi92j6VpEA/vBkzZtC//vUvUQ6t+byiokIsl5mZSWeffXZIE0JxcbH47M866yzxOQT359HMmzePnn76aUpPTxf7PCsriy6//HJ64YUXRP+dwsJCkTNs0aJFdNddd4mmTlVVSa/XiwvvuHHjxJNqcE2FFhQUFBTQkiVLxIV53LhxIWVav349ZWdnU2pqKn344YdEFOhbogWh2jq0QOHVV18V2+jXrx/deeedIigpLS1t9TO54oor6KabbqIbbrghpOYv+DjXajyMRqNo4tb4/X6xXxctWkSTJ08W+zEzM5MKCwtb3PZVV11Fhx56qDi+tRrTq666KmSQz9NPPy3O1eAO7Nrnqo2wNJvN4iEmuDYFAI0ePZqWL19ORIEaYkkKNBvPmTNHNGdr/Se18vXq1YtWr14tmqqCH6JUVaW3335blKGiooJuvvlmcU5ptVVtnUPa9ejWW28VDwzZ2dnioUK7Pi1atEj83TfffLMIPrTjc+rUqfTyyy/T/PnzRT6ywsJCOv7440XzqVaL8PXXX4cEf6effjq5XC665ZZbRM2eJEn08MMPhxyX1dXVojZDW0b7uv766+njjz+mKVOmiNqunJwcslqtVFhYKG6qDz74oFjfwQcfTIMHD6bffvtNNAX36tWLZsyYIWrMgz/bxtc+bdvB+ys1NZUuvfRSevvtt+mtt96ifv36UW5uLuXn59OoUaNE/1wiolmzZol1FBQU0D//+U+6/vrraezYseJzGz9+fMj1Py8vjx588EF69dVXKTU1VRwLbR03BQUFNHPmTHHfOeuss6i+vl4MLNHOofXr19PVV18trkPag0Zw8HfEEUdQTk6OCOhaO3a1LkzBQc2hhx4qPr9DDz2UPv/8cyIKBMS//PIL/fOf/wypiR05cmSTc27FihWUlpZGWVlZ9O677xJRIIBdsmRJkxx6J598MgGge+65h4iIFi5cSL1796YxY8Y0e124+OKLab/99qOMjIyQATJer5d+/vlncQympaXRrFmzqLS0NKTP3umnny7OSe0+kZGRQWeffXZI7W3wA6BW4aIFtFqAqD08ZGVlUVVVVbO1gC3Rjl2LxULnnnsuFRcX0yeffCLur7Is0wEHHCDuXZ9++ikdeeSRYj9o3U2C13X22WeHtFx1VLcIAIkCzXjV1dW0dOlSWr16NXm9Xpo1a5aoJRk9ejT99ddftG3bNrLb7XTVVVeJD9pkMtG5554rmvKIAv1ULrzwwiYBkNb5urlA5frrr6fffvuN1q9fL/L+aQdKbW0tvfDCC+JA22+//cTJazQaRU1hc8uOGTNG9CcBQMcff3yTC2BeXh6NHDlSLHPZZZfRjz/+KJIEp6am0oUXXhgS/ATvA632s/F6zWazGPkpSftqPZcvXy6q2bVOs1rtQHCi4OB+YBaLhZ5//nnas2cPEQVq27Snz+D1Bu/T6dOnU0VFBc2bN0+U9aijjqKKioqQpqRevXrRUUcdRU899RQ9+OCDdOedd9KDDz5IX331lWj+Ofnkk8UTZPAJXFVVJZ4Og29qF154IREFgvHc3FySJImuu+46WrhwIV177bUi4JOkQOqPG2+8kaZPn05FRUVkNBrF06JW+xscBEqSRPfddx8RBVIJGY1G6tGjB9XX19MXX3xBVVVVVF5eLprrg0cjTp48WRyPmZmZRETiJiNJgX6GjzzySEi/Je0zmTRpkmhG1T7ft99+m3777Te68847RdOH9rc2/kxyc3NDbsyNn8w3bdpExx57rDh2g4/bcePGhWzbYrHQCy+8QNu3b6dzzjknJOi49tprm4zwvvnmm0mSJDrppJOopKSEfvrpJ5o5cyZdccUV4oba+DjWRvlpN7Dg80x7ADnooINo8+bNtGHDBjrttNNEt4G8vDw69NBDafv27fTiiy+KsuXn59MNN9wgRvdnZWXRo48+StOnT29Su/PAAw/QqFGjSKfTicC2pXNIq2kiItH3VTs3p02bJgL94EBbC6oyMjLom2++obq6Ovr8889D+tidccYZ4njXahHS0tJCHphPPvlkMYOH2+2mgw46iMxms7hJnXLKKTRnzhx68cUXadiwYeJaOGzYMPFZX3XVVVRaWkqvvvqqOF+GDRtGH374Ia1cuZJ27dolai4POugg2rlzJ/3444+UkpJCRUVFor9a4+BP6wMV/NmWlJSI2sS8vLyQgS9ms5kuvvhieumll+i6664LeYjWju3+/fvTunXr6Oeffxaf65gxY+jFF18MOeYuuOCCkOu/tr+0fsxbt24V54x2nSkoKGjxuHnooYfo008/FeVpPKvUnj17xAwzP/74o2je7NWrlzj+teBm9uzZZLVaafz48bRhwwY65ZRTRH/lnj17NluGgoICuvHGG2n8+PGij+XRRx9Nn3zyCdXW1tKcOXPohBNOENe1nJwcEeDq9Xqqq6sL6fKgPXRaLBaaOHEiHXvssWSxWESL2MKFC2nevHn0wAMPiHtK//796fjjjw8ZuBF83pjNZnrnnXfo448/Fu/RmtG9Xi99//33NHbsWHEc33PPPeKBcN68eWI9H330EdXW1opru8FgoAkTJlBZWRmtXr1abL9v3770+eefi5pd7Rg67bTTyGw2i358+fn5IlVLsNaCQe3Y1WqjlyxZQtXV1eJYP/zww0VlTO/evemll14SP2tfhYWF9Omnn1JlZaUYyT1y5Ejau3dvi9sNV7cJABurrq6mvn37imCr8fB4LTWK9iS0fv162r17N73yyiuiv1NwIklt2X/9618hzTZaoBJ8wWqscUA3evRo+uyzz2j79u100UUXEQA67LDDyG63N7vsIYccIg5g7UaqPXlpF8DrrruOysrK6OqrrxZ/008//SQuSieddJII0LQL/fHHHy+eCE855ZQmwd/gwYNFAHfttdfSzTffLJ7ugptptAvxiy++KC4I2oUSCPQpCq698Hq99M4779CFF14oTrb58+c3W/On7dPVq1eLz2TUqFGiz19wDUBzX5mZmfTFF1+IpijtqbCx1atXU48ePejCCy8MqUmbOXMmvfDCC6Lp4vjjj2+yjeHDh4sg7/777ydJCtTyabV/fr9f/P7KK68kWZZp6NChomnT7/fTypUraeLEiXTrrbeSxWIRwc8777wjtqP1Yfzuu+/o7rvvppUrV9KXX35Jb7zxRkjw9/DDD4cEf9rfo9frRTNUfn4+TZs2jZYtW0Z2u51mzJghasBSU1PpggsuoHXr1tGKFSvaPM6Dg7/jjjtO9DMbMWIEPfDAA+I40G6iBQUFNG3aNDFK0G63i5qfKVOm0M033xzyMEYUaGbXmnssFgulpKSI405bd2pqarMPMTk5OTRq1Cj6/vvvxT555ZVXxD7T8nR5PB5atWoV3XXXXdSzZ0/Kz8+nFStW0FtvvSWuBTqdTgweqqqqot69ezdphs3NzaUHHniASkpKaNmyZeLh6dZbbxXnUPCxnpmZKf4W7TPWrk+KotDZZ5/dZATir7/+Sv/4xz9En0ztXHz22WfFzbRHjx6iFk4bXUlEdNZZZ1F6ero4R4OvDS6Xi7xer7gJnXbaaaJjunYNkqRAU1afPn3ou+++o+LiYpo+fTqtXLmSvF6vuJEOGDCgSX8wIhI3sSeffFIMMND2UeMHDK3pLC0trdngLyMjg2bOnEknnniiOA4MBgPNmTOH7r77bnEsjh49mq677jr6+OOPRYqa/v3705w5c8hsNpOiKHTnnXeKLiHBLTIjRowgvV5Pl1xySUiAcfPNN9P06dNJkgIDJLZu3UpffvmlCEaCjxtJkkQfx9WrV5OqqpSenk6zZs2iCy64gM4991w68sgjqW/fvtS/f3/S6/VksVhCrqPa+XP00UfTDz/8QC+//DJJ0r6R1c8//zwdfPDB4kGqpqamSZOo1WqlSZMm0WGHHUbDhw+nwsJCGjZsGP3rX/8K6fYhSRKdeeaZ9Oyzz4puCT169AgZhPDnn3/SSSedFFIDrZVVqznTrjfatVv7nINr37Qv7ZqktZzdfvvtZDAYaMCAAbR48WLxuWi1vCkpKTRr1izRN0/bt5Ik0fHHH0+1tbXiWNSC3fz8fJGr8sgjjyQANGzYMFq8eDH17duXAJDFYqGLLrqIjj32WFG23Nxc+uabb6i6upo+//xz+vnnn0Ou383Rjt309HQ6//zzRbeVXbt2UV5eHqmqSs899xwRkah11x64JEmie++9V3QP0ul0IX2YGw/a66huGwBu3bqVevXqRaqq0v33309E+56cPR6PyBdmtVrp+uuvpzfeeIOKiopE4KWNggpOFnnKKafQ2rVrOxX8HXDAAfTBBx+E5BR67rnn6JtvvqGamppml/31118pLy+Pjj/+eHrwwQfptddeCwn+rrzySnHRcbvdNGrUKEpLSxMDXrKyskR/x+Cnt+Bh8B9++GGT4O+ee+6hIUOGUGpqKi1fvpzcbje9++674qLas2dPuvvuu+mVV14Rg14efPDBkA60Wv8Jn89H5eXl9P7774uAVjuwtYuLdrPq2bMn3XHHHbRhw4aQffnwww+HXAjT09Pp1FNPFcHd+PHjafr06XTNNdfQlClT6OKLL6aTTz6ZrrzySiouLhY1BS2NpKqqqhLff/XVV6KMWhB8wQUX0P/+9z/q1asXWa3WkBGPTz31FK1YsUJcsLVRdcEqKipEzciZZ57ZpK9MeXm5uCEGn+DabAX77bcflZaWhowE3LNnj7j4jhgxoknNH1EgMAu+sAwfPpy+/PJLqq2tpT179tAtt9wi9mH//v1pyZIl5Ha7adWqVaIGvb3B33777UcrVqwQ29Y+t2HDhtFXX30V8kC2du1aysvLI4vFQvPnz2/SL7OsrIyuvfZaURbtJtKjRw/q378/HX744WSxWGjMmDFUVlbWpGb8yiuvFM3Vfr+f6urqxACa008/nUpLS6miooKuuOKKkIEM2r7SbuJa0FFYWEjz58+nhQsXhnSAD+5zqmX/12ZomTx5MjmdTnK73bRixQqR+6xXr150//330+zZs0Xg9thjj9GyZcsoPz+fTjzxRFqyZEnIsfL777/TuHHjRMA5efJkuummm0LOjT59+tC7775Lc+fOFev997//TTabTXRBkKTQka7afrfZbKIJ6owzzqANGzbQddddR2PGjKH09HTq27cvXXzxxc120K+vrxc1qP/6179CPkvtuNy5cyelpqbSu+++Kx62JSnQhNv4GFu2bJm49jX+bLVj7Z577hH7S+uOc8QRR4jgY/z48fT999+HBHVaEKilcsnNzQ05RoLL++OPP9Ijjzwialw+//xzUWZtoNfdd99NXq9XfE5PP/10SAWCVmathlFLyty4dUm7JprNZkpJSaFhw4aFDGQ76aSTxIPMlClTSK/X0/fff09vv/22aBKVpECf5+AyBPfFDA5Kg6/T2msjRowQuW61FD8FBQXiHuL3++nPP/+kadOmiQeCESNG0IEHHki33nor3XnnneJ6o6oq9e/fP+TcOOKII+ihhx4KmX1j+PDh9NVXX4nBeXv37hV/93HHHSeaO30+H61YsUJcC44++ugmx9fmzZvpwQcfFMtkZGTQ+eefL85FRVFEX36tW4jWhF5QUECPPvoobdy4UTzcpaSk0Msvv0yzZ88WOSK1a1BrfQK1Y/Lkk0+mP//8k1avXk2VlZVUV1cnBncEz4WspTmSpH01nkQUUtlhtVrp5JNPpt9//73F7bZHtw0AnU6naP58+eWXiajpaL0NGzbQ0UcfTRkZGeIJQbtpaDUQb7/9NpnNZsrOzqbXXnuNPvnkE3FgthX81dXV0RNPPCFOfi2g02aNCC5PbW1tq8uWlpbSzp07Q0Y+5+fn07/+9S9x0mgXLq057Mwzz6SioiLREZ9o3w17/fr1dNFFF4laoY8++kicMH379qV7772XfvrpJ8rNzaUDDzyQfD4frVq1KiS31TXXXCMypH/xxRciCNSanwCI+Shffvll6tu3b0itzCmnnCIC6eD9r3X8DS7vunXr6Oyzzw5JJXDeeedRcXGxeCLUOqs3dywQBUb+ak9hrdECrK+//lqUyWw2i75jZWVl4gT85ptvxDL7778/ybJMRxxxhAjwg58ON23aJG5cjT8PTXl5uQiQtYvASy+9JC7czdWorFy5kg4++GC6++67m01XQRRIMTR+/Hi69NJLRQ3wtm3baMaMGSHBX3BN04YNG0iSAjWHt912W4vH+YYNG+ikk04KCf60GkyXyyW2feGFFzab0PSjjz4iSQp0aF+xYgVVVFTQ6tWr6amnnqLff/+drrnmGlE7mZKSQo8//jjNnTuXiouLae/eveT3+8W0VGvWrBHHsRb8NT4//ve//4ng4KijjqLp06eH9D3Sgn0tabvWxeD5558XAbr2YKUdj2PHjqWysrKQ4OCqq64SzaUzZswQn8369evFMhMmTBAzInzyySeUm5tL6enp9L///Y927NhBS5cuDfksGwd/kyZNEkHWxRdfLM6N4447ThyDn3zyCWVlZVH//v1p5cqVtHr1atE3Vks0Gyy4T5yWYktLMl1cXExVVVVN+ixrvF6vOB+1voONr7u1tbW0dOlSIiJas2aNqMWcOXNms8eY9tkGX/sKCgromGOOEU1pTzzxBO3YsYP+/vtvevnll8Uo2d69e9MHH3wgzmntWqDVAO+///5UVFREPXr0EAFg4z7CNptNPBxq6wk+77Ozs0PmEtbSvWjHzVNPPUXz588X18cnn3ySfv31VzrggAPEtVRLFj579mz65JNP6K+//qIVK1ZQbW2tmDnirLPOos8//5w8Hg/t2LGD8vPzqWfPnvTggw+GPLjMmTMnpAy5ubk0ZcoU8Znfc8899MYbb9C7775LDz30kDjHg3OY3nvvvUREolbw2muvJZfLRT6fj/7880865ZRTxDX7+OOPp9LS0pDZkNasWUOzZ8+mr7/+msrLy2n+/PnUo0cPyszMFP35tOvCZZddFlIh4vP5RLDWo0ePZq/ZS5YsEef5ySef3KQrSklJifhbzj33XBG8atdWo9FIeXl5NHDgQJo9e7a4tvznP/8hu91OH374ofhsjjjiiJDMCsFN11pOwZbs2LGDVqxYQb/++iv17t1b1D5q1zxJ2peQ/I8//qBjjjmGZsyYIc7pDRs2iDmK33//fVq1alVE+v5pum0A6PV6RbLjM844I+T1YMFNqcFt78888wzV19fTwIEDxYetdWbWntxbC/6IAs3Q2o1r7NixIQFdR5Z1u93iaT4nJ4euuuoq0Z8u+O8ZNWoUybJMF154oWiyDM5jtGLFCpo5c6Z4SpswYYKo5RoyZAjde++95HK56LXXXiNJCvRjWrt2rWi6AQKJMxtPBfbAAw+Q2WwWN8XDDz+crr766pCnP7PZTKeeeiotW7aMFixYQBMnTiRZlunpp5+m1atXi5qR4Cegv//+m6ZPny7KO3bsWDHlERGJzu5PPvlkyOfc2ly9rdE6ZNfW1tIhhxxCsizTJZdc0iS1jmbhwoUhwcNNN93U5KanWbt2LV100UXNzqGpWbdunahZmDRpkqg1LCwsFH9zY1VVVS0Gf5rq6mpxA9uwYQPNmDFDbKdx8KcpKSmhe+65J+QGF8zj8YSkHwkO/oL7W1ZXV4vyBdfEE5EYZGM2m+mMM86grKwskfQ5eORsamqquJAH07bjcrnE+VFUVNRs8Of1ekUuv9TUVDIYDCF9fC666CLRGV4LlPR6PT3wwANEFAhe+vXrRwaDgfLy8mjMmDEir5q2neDaY23fBqeJ0NatHevBeUy//vprevzxx5sNlP/4448mNX+Nz/8333xT1KTffffd4vXvv/+e3nvvPXHzCN7+OeecQ4sWLaL//ve/IvmyViuj1TaFQ9vHWuqiE044QfyutWOzrWOMqOm1T+uD980334jkw8Gpau677z6SpEBNaHCCZO1YefDBB0mSAs3vWi1gcD7Ktv7GVatW0dChQ0mn04m+vNq6g4+b4AE0X375pSirNvBHlmXx4PTQQw+1ul2bzSa2oQ3uy8/PD2lR0eZiDi7Dk08+GXLcBtfcEgX6IP/666/k9/tDrmXB6cKC80bu2LFDPDSeeOKJIXP4avun8ef8wQcfiPJu3bpVXAOCrwta0FNbW0vHHnusOIaC179kyRK67777qF+/fiH9u4866qgm29SutVqmC5vNRoMGDSJVVenhhx+mkpISMU/yunXr6LnnnhPHSnDfT71eT/369aNjjz1W9LHU7oHag4F2XrV07dUe4oMHdGjpv3r37k2rVq0it9vdZD3afpMkKaT/cqR02wCQaN/IR0naN8y8OVu2bKGPPvqIiIh++OEHscMPPfRQMhgMVFRURMOHDxdPUH369KH77ruv1eBPs3z5cjr88MPpzTffbDH4a8+yK1asECdf40SwW7duDckbd8cdd9D69evFU/I///lPuvLKK2nMmDHi6W348OH0ww8/0LJly+iAAw6gGTNmiBkOtGlxHnvsMRFMS1JgpGHjG8/ChQvphBNOCKlZ2bp1a0jgpzU9aMm1tf4pWVlZ9OuvvxIRiaZaSQrMYXnUUUfRwIEDxU16xIgR9NNPP4m+SkQkqvO1PFbtGaHVmuCBFY3nc2y8HW1f5efnNwk6GgvnCW7t2rU0aNAg0dSgBTQt1bw0V6aWbN68ma655pqQGtvmgj9NS8GsZs2aNWQ2mykvL0/MC9pS8N14JPamTZtCmqe0L6PRKCZr12q1tFqj5kZxa7R8etOmTROJ2Zu7MQQ3iY8aNYqmTp1K69atE7WjmpKSkpAHi88++0zUQP30008hgZrb7RYB9ltvvSXSo2iBWONyFxcXi2DtrrvuEq8HTzmm+fPPP2nIkCHiPDjyyCPFOailjQperxbcaTMTBK9P+3/NmjWiBl5LTK7tk8LCQlEL1F5btmwRrSRa8uW2tHWMEYVe+6677jrx+ieffEIjRowIucb/8MMPlJWVRaNGjQpJqk5E9PPPP4sg+ogjjhBdECQp0GxdVlYW0s2iMb/fL0bup6SkNEkmTdT0uNHccccd4jOUZZkee+wx+v3335s9DlraJ16vly677DKSpH2JhoODv+bKUFlZKSovGicBb+zLL78MOReDZ5zRLFu2jM4666xWH2SJ9h1rWq1ycJeDYMHXCy1YCg56Nm7cSNOmTRN5/LTr1q+//ioC6Obux9pn7vP56P333yej0UiKotAPP/zQpJzBZXj//fcpKytLtP7l5uaKQZtaf3BtoOeCBQto1qxZIg1Rc9fgiooK0a1C6x6ycOFCcR3SHjqD1dTUiAqcCRMmRLTmT9OtA0CiwEVOG8L9j3/8g15++eU2d+SCBQtCToDTTz+d1qxZQ19//TX95z//oZKSkhbnBWxObW1tmzfu9ixbXFwsmkLOOuss+v7772n27Nl00UUXhQSvWh+61atXi6ao4K/Ro0fT+++/L25ilZWV4olm06ZNlJmZSampqSHJKKdOnUq1tbUh5fnmm29C+n9p+bW0st5www30zTff0E8//STWc8UVV4jRWddcc03I+tavX08TJkwIuUk3V16NNpei1tG9ozV/ja1atUrUtGgan9xaf5gBAwaQ0WgUJ3ckyrB161Z66aWX6IEHHqAvv/xSPBR0NsANHkE9ePDgVoO/cG3cuLHFZu3GtGBlw4YNogYyIyODhg4dSldffTU9/PDD9NNPP9GOHTuovr6e1qxZI2qbw9mvO3fuDKn1ac7q1atp7NixdPvtt9PWrVvFjaKtffvoo4+SXq+nXr16heQAbFwurQZKURSR5605xcXFooa3uYBBs3nzZrHcMcccExL8tbRerYls9uzZra536tSpIU3gxx57LD311FMtvicca9asETV248ePp2effTZk1oOOCg5utak9tdeDlZeXi3RG06dPJ6JAl5wFCxaIa2dqaqpIlbRmzRox2EVLQNzag4Z2bQiu/W2N3W6nefPmieZxWZbp0UcfFQmggx8GmmuWD6aN0g6+Nr722mutvie472RLAWDwYLUnnnhCTHM5d+7cZpdvzzXu5JNPJkmS6PLLLye/39/ieRYcKJ199tn03Xff0XnnnSdGy2uB+3XXXUfPPfcceb1e2rBhg/j8Wzt/tdrt4O48zdHWsX37dtqyZQvNnj07JHXbiBEjRI3+3r17RS7D3NxckXewuXKsX79e1ACfcsopYlCHxWJpNgCsr68XrWfTpk1r9aGko7p9AEgUuDmdd955NHToUPrkk09aXC74Q9NyMEmS1OoFPF7WrFkjnrK1J3ethu2AAw6gV199tUnm9CeffJJOOeUUOuOMM+iKK66gLVu2tPiU+c4775DBYAjpqNtc8Gez2ej0008XywQHf8FNc5rgUXSqqtKAAQNEH4/gC255eTm9++67dNFFF9Fll11GN910E+3YsaPJnJx2u12MDm3tBtpRGzdupDfffLPJE2KwHTt2iL+pcfNKpEWqdnPZsmU0evToZvsUdka4N4XNmzeHjJq97LLLmk1uGry+9gbVbe2rxrV9bS1fWVkpHiaPOuqoFrdZU1Mjgp+2buZEgVrL0aNHi+aolqxatYpOOeUUMeqxtQCFKFBjdsQRR4QMbmqOzWajiooK+uWXX2jx4sVttlSES0tNYrFYQmYe6azgB+DGLTuNZ8PQgubhw4eHdEXRav+C53Pevn07PfroozRnzhxRe9ya0tLSJkmcm+NyuejDDz8UwZ+iKPTvf/9bBH+a1atXixq9+fPnt7rtlStXilacxjV/zamqqqKCggLS6XT01VdfEVHLx3tFRYUIuA4//PA21x2OVatWUY8ePeixxx5rdbnffvtNfD7Bs6ZIUqDP/S233CLKrwmeIaU5fr8/ZBYhbdR0ONatWyeyVWg1f7t27SK3201vvvkmffvtt1RXV0fPPPMM6XQ6UhRF9PNrzpo1a0SXJUkKdEE47rjjQvKaBlu+fDkNGDBAHA+Ruv5rkiIAJApE0+Gc1ESBC9eECRPIaDTSueee2yT7eaIoLS2liy++OCQz/UknnUSfffZZ2DWOLdGaGLSb9Hnnndck+NOsWbOGJEmiQw45RLzW3MmoPcF88cUXomnz6KOPbnG94Vq7di3Jshx2c1M0rFy5MqRGoiuIRpNCuLRO2jqdji699FIR/EWq9rY9wj23d+7cKVJLafnbWirv6tWracCAAWK2i7a2oZ0bbS3XWjLz5mjlC3f5SKupqYnYrAXBiouLxcNu4/6VwUpKSmjs2LGi+VOSAt0pTjnlFHE/CP4MvV5vxK/1dXV1dMwxx4iH9ccee6xJ8KdZuXIlzZw5M2SqypasXLmy2a4pzamoqBD9DrUm65b+zrKyMvEAo40GjsTxs27dujYfkLVpASVpX8qhQw89lK655hoqLS0NKXN7PydtTmotCXlb7y8pKaGLLrpIpLQZM2YM7dq1ixwOhxh0YzQa6YgjjqDa2lrRX69v376t9mfVRilffvnl9NJLL7V5fpSXl4uBYpGWNAFge1RWVoqnj1dffTXexWmV3W6n+vp6Wrp0qchLpGmuubK1n4OtXLlSNLVMmzatzSAt+AmmtZt48DyW6enpIjdgc2VpT3mLi4vppZdeisoFPFzh9GNi+5SUlNA111wjuiok4kNWYytWrKBevXqFVXMaXLsUL11hn3bUpk2bmjT9NqeiooK++OILuu++++jhhx+mH3/8UaR0idUDx/Llyyk7O5vuu+++FoM/TbSC9VWrVpHVam2zuZgocP0/4IADIjrvbLi0Gt7x48fT/fffT7W1tSFpYDojeABKW8rLy0UcMHXqVNHn77HHHiNJCqRl0WoVBw8eTBUVFTR69GgyGAxN+hg21p57WzRxANiC5cuX07nnntvm6J5EFKmL2ooVK5oM0e/stoObjE8++WQqLy+P2L6NR+0R65y2Ri4nIu1hKNwyd6W/LZnE+nPZvXt3RGZv6IwNGza0GZxotD6b8Th+q6qqRCqwaAj3XrF8+XK69NJLQ0Yia4NURo4cSatXrxYDXIInJWiupjMRrwMSERFYs5xOJ4xGY7yLEVdEBEmSIrrOVatWYf/998d//vMfXHPNNRFdN2OMNRZ8HYvGNa07SpT9FO9y+P1+yLIsft68eTMmTpyIHTt24Pbbb8fVV1+NI488EsXFxVBVFSeffDL+85//oGfPntizZw+2bduGkSNHxv3vaA4HgCwudu3ahZycnIQ7IRhjjLHWrF27Fk888QQWL16M6upqbNu2DTqdDoceeihmzpyJyZMno7q6GmeffTYWLFiAb775BpMnT453sZuQ216EscjLzc3l4I8xxliXM2TIELz44ouYMGECtm3bBpPJhIkTJ2LGjBmYPHkyav6/nbsJiWr/4zj+mRwf8gEnhCTRtHEER3OQMrQhJMNaRCFa0aZ8gMqNmbRQFz0YRWEuoja2aFEaBGpYRGIUZFk4U2qBTbOpzDSfQuqaEUU1dxF3Lt3773L/lc3/33m/VuNwfofvOQt5+xvP/PabysrKdPXqVUnS5cuXNT4+Lunzjub/CnYAAQAA/ksej0d5eXmKj49XfX39F/F34cIFzZkzR0FBQYqNjVVSUpIOHDigvLy8QI/tRwACAAB8g6GhIT1+/FirVq36Iv7MZrO2bNmijRs3qr+/X/v27VNISIju3bsnu90e6LElSeZADwAAAPD/KDExUYmJiZqenlZRUZGuX78us9msXbt2qby8XDabTRaLRSdPntS7d+/06tUr/9pAPxjCDiAAAMB3GBkZ0cKFCyVJ1dXV2rFjh6xWqzwej2pqatTR0SFJys3N1bp16+R0OuV0OgMagQQgAADAd/J6vTp37py2bt2qlJQUeb1e1dbW6tKlS5Kk/Px8hYaGqrOzU0FBQbp27ZpWrFgRsHkJQAAAgB/gw4cPMpvNevDggfbv36/29nZJ0qFDh1RWVqYFCxaosLBQFy9eVHl5uRobGwM2K/8DCAAA8AOYzWa9f/9eR44cUXt7u4KCglRXV6edO3cqLCxMXV1dGh0dlSRFRUUFdFa+BxAAAOAHCQkJUU1NjaKjo1VdXa3KykpFRkaqu7tbDQ0Nunv3rkJDQ7V27dqAzslHwAAAAD/Y1NSUQkNDFRERoRs3bujo0aPq7OyUJLW1tamoqCig8xGAAAAAs6S7u1u1tbXq6emRJLW2tmrDhg0BnooABAAAmDXDw8NKTEyUJJ0/f16FhYUBnugzAhAAAGAWeTwePXnyROvXrw/0KH4EIAAAgMHwFDAAAIDBEIAAAAAGQwACAAAYDAEIAABgMAQgAACAwRCAAAAABkMAAgAAGAwBCAAAYDAEIAAAgMEQgAAM7/Tp0zKZTDKZTN+0vqury7/+6dOnP3Y4AJgFBCAAAIDBEIAADKGjo0PLly+XxWJReHi4bDabNm/erIKCApWVlfmP+2Mnr66uTpJUW1ur9PR0WSwWBQcHKy4uTiUlJRobG5Mk1dXVKS8vz79+0aJFMplMKi0tlSR9+vRJx48f1+LFixUWFqZ58+Zp06ZNGhwc/GnXDgB/RQAC+OW9ePFChYWFcrlcio6OVkpKiqamptTS0qKsrCxZrVb/sdnZ2crOzlZ8fLwkqbOzU8+fP1dCQoJsNpvGx8fV1NSkgoICSVJ8fLzsdrt/fWZmprKzs5WcnCxJqqioUFVVlTwej2w2m4KCgtTW1ian06nJycmfeBcA4E8mn8/nC/QQADCb+vr6lJWVpaioKE1MTGju3Lny+Xzq7e1VWlqaWltb/buAf/2VODAwoPT0dM2Z8/nv5VOnTmn79u2SpEePHik5OVldXV3+XcDBwUElJSX5XycnJ8vn8+nMmTMqLi7WzMyM7Ha7RkZGtGfPHh08ePAn3QUA+BM7gAB+eenp6bJarXr9+rXmz5+vJUuWqLS0VGNjY4qIiPjHtffv39eyZcsUGRkpk8nkjz9JGh0d/ce1vb29/qAsKSmRyWRSVFSURkZGJEkul+s7rwwAvo050AMAwGwLCwtTX1+fmpub5Xa79fDhQzU3N6upqUktLS1fXXfr1i2VlJTI5/MpJiZGaWlpmpmZkdfrlSR9/PjxX8+QmZmp0NDQL95LTEz8tgsCgO/EDiCAX9709LS8Xq8qKip09uxZ9ff3a82aNZKkmzdvKjw83H/smzdv/K/dbrd/B29gYEB37txRcXHx387/tfVLly71f7VMaWmpXC6XXC6Xenp61NDQoMrKyh97oQDwLxGAAH55k5OTcjqdiomJkcPhUGpqqq5cuSJJ/p//kJaWppycHN2+fVsOh8P/fkZGhux2uxoaGv52/uTkZAUHB0uS8vPzlZOTo7a2NlmtVv9HxlVVVbJarXI4HLJYLMrNzVV/f/9sXjYAfBUBCOCXFxMTo9LSUsXGxmpwcFDDw8NKTU3V4cOHtW3bNjkcDu3du1exsbF69uyZ3G63Xr58qdWrV6u+vl5xcXF6+/atUlNT1djY+B/Pf+LECSUkJGhiYkJut1vj4+OSpMbGRh07dkwZGRkaHR3V0NCQkpKStHv3bq1cufIn3wkA+IyngAEAAAyGHUAAAACDIQABAAAMhgAEAAAwGAIQAADAYAhAAAAAgyEAAQAADIYABAAAMBgCEAAAwGAIQAAAAIMhAAEAAAyGAAQAADAYAhAAAMBgCEAAAACDIQABAAAMhgAEAAAwGAIQAADAYAhAAAAAg/kdeX6mwO8YvwQAAAAASUVORK5CYII=", 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.show(probspace=ps, targetSpec=[('gender','male')], condSpec=['state'], controlFor=[], \n", + " filtSpec=[('income', None, 9)], gtype='pdf', power=5, enhance=True)\n", + "viz.show(probspace=ps, targetSpec=[('age',)], condSpec=['state'], controlFor=[], \n", + " filtSpec=[('income', None, 9)], gtype='exp', power=5, enhance=True)\n", + "viz.show(probspace=ps, targetSpec=['income'], condSpec=['state'], controlFor=[], \n", + " filtSpec=[('income', None, 9)], gtype='exp', power=5, enhance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 302114\n", + "Viz.show: Target = [('age',)] , Condition = [('gender',)]\n", + "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 5\n", + "Viz.show: Controlling for ['age', 'income']\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 75.122\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "eb58279cc4c64de8a33a76214f173dca", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 23.729\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7303f47437e44c79afa66fbedbc5c589", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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AEhERxYCBijgaupzQqRSnLf4Y6DgpBjUqm9kLGM+iKgBWV1dDkqRT3tasWdPv9TU1NbBYLMHnt2zZEpmGExERhcGJRRy17Q5Y9Ccv/DyY4xxrs8PHYpC4deYZo2GkVqtRWFjY77GOjg6UlpYCANLT04OP+/1+3HjjjWhvbw9rG4mIiCKlbxGHUauA3e1FdpJ2yMfRqxVQymWo73RgvFk3Ci2laBdVPYDp6en4+uuv+90uvfRSAIDZbMbPfvaz4Gsff/xxfP7557juuusi1VwiIqKw6y3iqGl3INmghoRTbP1xpuMkDm6HERqboioAnqi1tRUvvfQSAGDlypUwGAwAgH379uHBBx/E0qVLsXLlykg2kYiIKKx6izgaOp2w6AZf/DHQcTpsHlhZDBKXomoI+EQbN26E3W6HWq3GqlWrAAB2ux3Lly9HcnIyXnzxRRw8eHDQx3O5XHC5XAAAm43/6iEiotgjl0kYlxBY9FkuH17vHwDIJAkpCSrsrmyFQR3VcWDMc9jDn0mi9jfucrnw3HPPAQBuuOEGpKWlAQDuv/9+lJWV4Z///CeSk5OHdMx169Zh7dq1IW8rERFROOUm60Oym0dush5WlxcKWVQPCI55dvmp93keLZIQIipLgF544QXcdNNNkCQJxcXFmDJlCgBg/vz52LFjB3S6wKRVn88HpzOworlGo8GyZcvw+uuvD3jME3sAMzIyAABH6lqg1+tH+y0RERERncRms2FiRqBTy2q1hiWTRGUPoBACGzZsAAAsWbIkGP76Pj/QEK7T6YTD4TjlcdVqNdTq3m5zeQhbTERERBQ7orLPd/PmzcGlX+65555+z23btg1CiODt888/Dz738ccf47333gtnU4mIiIhiTlQGwPXr1wMA5s6di6Kiogi3hoiIiGhsido5gKPNZrMFl5XhHEAiIiKKlEjMAYzKHkAiIiIiGj0MgERERERxhgGQiIiIKM4wABIRERHFGQZAIiIiojjDAEhEREQUZxgAiYiIiOIMAyARERFRnGEAJCIiIoozDIBEREREcYYBkIiIiCjOMAASERERxRkGQCIiIqI4wwBIREREFGcYAImIiIjiDAMgERERUZxhACQiIiKKMwyARERERHGGAZCIiIgozjAAEhEREcUZBkAiIiKiOMMASERERBRnGACJiIiI4gwDIBEREVGcYQAkIiIiijMMgERERERxhgGQiIiIKM4wABIRERHFGQZAIiIiojjDAEhEREQUZxgAiYiIiOIMAyARERFRnGEAJCIiIoozDIBEREREcSaqAmB1dTUkSTrlbc2aNaipqcEtt9yC6dOnw2w2w2AwYNq0aVi/fj08Hk+k3wIRERFR1FNEugF9qdVqFBYW9nuso6MDpaWlAID09HRUVFTg+eefh8FgwKRJk1BZWYni4mLcc889qKysxMaNGyPRdCIiIqKYIQkhRKQbcTq33nornnvuOZjNZhw7dgyVlZX45ptv8N///d9Qq9Vob2/H7NmzUVVVBaPRiM7OzkEd12azwWAwAACO1LVAr9eP5tsgIiIiGpDNZsPEjGQAgNVqDUsmiaoewBO1trbipZdeAgCsXLkSBoMB55xzDs4555zga8xmM6ZNm4aqqiqo1erTHs/lcsHlcgEIXOxeLVYX7P6ovhRERBRHDGoFtCp5pJtBY1hUp56NGzfCbrdDrVZj1apVA76mtLQUn332GQDg17/+9WmPt27dOqxdu/akx7+qaIFaax95g4mIiEIgQaPAwoK0SDeDxrCoHQJ2uVzIyclBY2MjfvWrX+HPf/7zSa/Zs2cPli5disbGRlx99dV44403oFCcOtOe2AOYkZEBANh28Ci0Og4BExFR5HU5vDhQ04EfTU1DSsLpR7ZobOAQcB+vvPIKGhsbIUkS7rrrrpOef//997F8+XLY7XbcdNNN2LhxI+Ty03eXq9Xq4DBx39dqVQroVFF7KYiIKI7oVAqUN8lxpKmbAZBGTVQtA9NLCIENGzYAAJYsWYIpU6b0e/6pp57C1VdfDYfDgf/5n//B888/f8bwR0REFCuyzDocbbPD6fFFuik0RkVlANy8eXNw6Zd77rmn33O7du3CHXfcAb/fD4PBgHfeeQfnnXde8FZfXx+JJhMREYVMplkLr1/gWKvtzC8mGoaoHPdcv349AGDu3LkoKirq91zvHD4A6O7uxu7du0/5PBERUSxSymVIM2pQ1mRFfmoCJEmKdJNojInKALhjx45TPjd//nxEad0KERFRyGSZddhT3YZmqwvjEjSRbg6NMVE5BExERBTvzHoVdCoFKpqskW4KjUEMgERERFFqvEWL4ywGoVHAAEhERBSlMhMDxSDVLAahEGMAJCIiilK9xSAVjVbOf6eQYgAkIiKKYtkWHTocHjR1c5ULCh0GQCIioiiWqFNBr2YxCIUWAyAREVGUy7boWAxCIcUASEREFOXSTRr4hUBVC4tBKDQYAImIiKKcUi5DukmL8qZuFoNQSDAAEhERxYAsiw5dDi8au1gMQiPHAEhERBQDTFolEtQKVDR1R7opNAYwABIREcWILIsONe0O2N3eSDeFYhwDIBERUYxIN2kgABaD0IgxABIREcUIRe/OIE1W+FkMQiPAAEhERBRDsiw6dDu9aOh0RropFMMUkW4AERERDZ5Jq0SCRoHdlW3QqNiPEw3MOhXOm5AU6WYMCQMgERFRjJmWYUKrzQ2ZFOmWkMvrR3WLDZNTE2DRqyLdnEFjACQiIooxRq0SRq0y0s0gAEII1HU4UNHUjbl5sdMLyL5jIiIiomGSJAlZFh2Ottrh8fkj3ZxBYwAkIiIiGoHMRC3cXj+OtsbO8jwMgEREREQjoFHKkZKgRnmTNdJNGTQGQCIiIqIRyrLo0G5zo9UaG3s1MwASERERjVCSXgWVQo6KGOkFZAAkIiIiGiFJkpBl1uJoqx1ub/QXgzAAEhEREYVAplkLjy82ikFGvA6gz+fD1q1b8cUXX6CiogKdnZ0wGo3Iz8/HRRddhIULF0Iul4eirURERERRS62QY1yCBuVNVuSnJkS6Oac17ADY3t6Oxx9/HH/5y1/Q0tICILAYYi9JkvDoo48iOTkZv/71r3HXXXfBbDaPvMVEREREUSrLosW3R9vRYnUh2aCOdHNOSRJ9U9sQJCYmoru7G0IIpKenY86cOcjJyYHRaERXVxeOHj2KPXv2oL6+HgBgMpnQ3t4e0saPhM1mg8FgAADsLquFTqePcIuIiIhoLNhR1ozxZi0KB7k/sM1mw8SMZACA1WqFXj/6mWTYPYB+vx933nknli9fjnPPPfeUr9u3bx/+9re/4S9/+ctwT0VEREQUM7IsOlS1WDEzOxFqRXROgxt2D2BXVxeMRuOovX60sQeQiIiIRoPb68e20ibMybNg8iDmAkaiB3DYVcBDDXPRFP6IiIiIRotKIUOqUYPyxuhdE5DLwBARERGFWJZFhw67G83d0bkzCAMgERERUYhZ9CpoVXKUN3VHuikDYgAkIiIiGgVZZh2Ot9nh9Pgi3ZSTRF0ArK6uhiRJp7ytWbMGANDd3Y0777wT48ePh0qlwsSJE7F27Vp4vd7IvgEiIiIiBHYG8foFqqNwZ5AR7wQyEK/XC4VieIdWq9UoLCzs91hHRwdKS0sBAOnp6fD7/Vi6dCm2b98OpVKJCRMmoLy8HGvWrMGRI0fwyiuvjPg9EBEREY2EUi5DmlGDiiYrzkpNgCRJkW5SUMh6ALdv34558+ZBo9Fg3rx5+PTTT/HLX/4SX3311ZCOk56ejq+//rrf7dJLLwUAmM1m/OxnP8N7772H7du3AwDeeecdHD58GE8++SQA4NVXX8W+fftC9baIiIiIhi3LrEOH3YOmKCsGCUkP4LZt2/CjH/0oOPwqhEB2djZefvllAMAFF1ww7GO3trbipZdeAgCsXLkSBoMBH3/8MQBAq9Vi8eLFAIBrrrkGt912GwBgy5YtAy5O7XK54HIFfgE2W/R1xxIREdHYYtaroFcp8J+aTjSbBg6BDnv4M0lIegAfeugh+Hw+XHXVVcHH8vPzkZqaip07d47o2Bs3boTdbodarcaqVasAAMePHwcAJCUlQSYLvIXU1NTgzxw7dmzAY61btw4mkwkmkwkZGRkjahcRERHRYEwaZ4DN5cWxNvuAt5p2R9jbFJIewL179yIvLw9vv/12MJABgeHcsrKyYR/X5XLhueeeAwDccMMNSEtLO+VrB7Ohyf3334/f/va3AAI9gAyBRERENNrSTBqkmTSnfN5uV4exNQEhCYAKheKkAOb3+1FbWwu5fPh74L3yyitobGyEJEm46667go9nZWUBAFpaWuD3+yGTydDU1BR8Pjs7e8DjqdVqqNWBizySdhERERHFspAMAc+aNQvV1dX49a9/DQBobm7G9ddfj+bmZsyePXtYxxRCYMOGDQCAJUuWYMqUKcHnFi1aBABwOp346KOPAABvv/32Sc8TERER0ckkMZix0zP4+OOPccUVVwz43P/7f/8Pl19++ZCP+cEHH+DKK68EEKgwLioqCj7n8/kwf/58fPnll1AqlZg4cSLKysrg9/uxfPly/P3vfz/j8W02GwwGAwBgd1ktdLrR33iZiIiI6ER2uw2FkzMBAFarFXr96GeSkPQAXn755XjttdeQnZ0NIUSwCvhvf/vbsMIfAKxfvx4AMHfu3H7hDwgM33744Ye47bbbkJKSgiNHjiA7OxsPPfRQsPKYiIiIiAYWkh7AvlpaWgAAycnJoTxsyLEHkIiIiKJBJHoAQ1IEMtCyK72PabVapKSkhOI0RERERBQCIQmAubm5p93eJD09HQ8//DBWrFgRitMRERER0QiEbCu43rl/A93q6urwq1/9Ch9++GGoTkdEREREwxSSAPinP/0Jer0e8+bNw9NPP42nn34a8+bNg16vx//5P/8Hl112GYQQ+NOf/hSK0xERERHRCIRkCHjPnj1ISkrCp59+GtwJZOXKlZgwYQKKi4vx4YcfYvLkydi3b18oTkdEREREIxCSHsD33nsPDocDTqcz+Jjb7YbL5cLmzZshk8kwffp02O32UJyOiIiIiEYgJD2AiYmJqK+vxznnnBNc92/r1q1oamoK7rfb0NCApKSkUJyOiIiIiEYgJAHwvvvuw2233YbKykps3LgRAIJ7Az/wwAM4evQo9u7diyVLloTidEREREQ0AiEJgLfeeitycnLw+OOPo7i4GAAwbdo03HPPPbjiiivg9XrR0tICjUYTitMRERER0QiEfCeQWMGdQIiIiCgaxOxOIL2qqqpQV1cHn8/X7/ET9/IlIiIiosgJSQBsaGjAsmXLsGfPnpOekyQJXq83FKchIiIiohAIWRHIN998E4pDEREREdEoC8k6gFu3boVMJsMLL7wAACgoKMC6detgsVjwxhtvhOIURERERBQiIQmAzc3NOOuss/CrX/0KAGAwGPC73/0O48aNwz/+8Y9QnIKIiIiIQiQkAVCv10OhUATvV1ZWorGxEc3NzfjnP/8ZilMQERERUYiEJABmZmbi+PHjAIDJkyejtbUVGRkZaGtrQ2JiYihOQUREREQhEpIAeMUVVyAnJwfFxcW44447AAR2AhFC4Pbbbw/FKYiIiIgoREZlIeidO3di9+7dOOecc3DppZeG+vAhwYWgiYiIKBrE/ELQvS688EJceOGFo3FoIiIiIhqhkAwBExEREVHsYAAkIiIiijMMgERERERxhgGQiIiIKM4wABIRERHFmWFXAe/YsWNYP1dUVDTcUxIRERFRCAw7AM6fPx+SJA369UIISJIEn8833FMSERERUQgMOwB+/vnnoWwHEREREYXJsAPgvHnzQtkOIiIiIgoTFoEQERERxRkGQCIiIqI4wwBIREREFGcYAImIiIjiTFQGwObmZqxatQo5OTlQqVRITk7GJZdcgsrKSgDAvn37sGzZMmRkZECtViM1NRWXX345vvjiiwi3nIiIiCj6DbsKuK+LL74YU6dOxTPPPNPv8eeeew5Hjx7FY489NuhjtbS0oLCwEFVVVVCpVJg8eTKEENi1axfq6upgsVhwySWXoKOjAwaDAVOnTkVpaSm2bNmCzz//HMePH0dKSkoo3hYRERHRmBSSHsBt27bh22+/PenxV199FRs2bBjSsVavXo2qqipMnToV1dXVOHjwIIqLi9HR0YE5c+bg4MGD6OjoAAD8+c9/xr59+/Dss88CAFwuFxobG4fc/sZO55B/hoiIiChWjagHsO92cF1dXf2+t9lsKC8vh1wuH/TxhBB48803AQBZWVlYuHAhqqqqMGnSJNx33324/vrrMXXqVJjNZrS3t+N//a//hcceewyHDx+GVqvFnXfeiWnTpg35fdz62nc4d1IaFk1NQ2GeBQp5VI6MExEREYWEJIQQw/1hmUx2xu3gJk2ahNLS0kEdr6mpCampqcHvMzMzAQC1tbUAgE2bNuEnP/kJiouL8eMf/zg4JxAAcnJy8Pjjj+Paa6895fFdLhdcLheAQEDNyMgAAGTd+RZkKg0AIFGnxMIpqbhsahrSTJpBtZuIiIhouOx2GwonBzKP1WqFXq8f9XOOuKurNz8KIU66WSyWIc3/83q9wftTpkxBZWUlKisrMWXKFADAs88+C5vNhhUrVqCyshLr16+H1WrFhg0bcPToUfz0pz/Fd999d8rjr1u3DiaTCSaTKRj+TtRh92DTtzX4X6/sxYPvHcSXFS3w+vyDfg9ERERE0W5EAbCqqgqVlZUQQmDWrFmoqqoK3hobG9Hc3Iwrr7xy0MdLSUmBSqUCAMyYMQMqlQoqlQozZswAAFRXV+O1117D3r17AQC//OUvodfr8Ytf/AJAIIR++umnpzz+/fffj87OTnR2dqKuru6M7fnueAce/fgwVry0B3/5sgrH2uyDfi9ERERE0WpEcwBzcnIAAC+99BJSUlKC3w+XUqlEUVERPvnkExw4cAAejwcAcODAAQBAfn4+Ojs7g6/fu3cvFi5cGAyEAE7bbapWq6FWqwGg39zEVRdPwudHunCovmvAn+twePDud7V497tanJWagIUFqbgoPxl6dUiKqImIiIjCakRzAPvq6OjAN998g8bGRpx4yBtvvHHQx9m9ezeKiorgdrv7zQGUy+XYunUr0tPTMWPGDLjdbqhUKpx11lkoKyuDy+WCyWRCSUkJ0tPTz3gem80Gg8EQOGdZLXQ6PY622vDP4kZ8drgJVpf3tD+vVshwwcQkLCxIxbRME2RnmAs52oQQsLl9aLW60G7zQKWQIUGjgFGrhEGtgFwW2fYRERHRwCIxBzAkAfDDDz/Ez372M3R3d598AknqN7dvMHbu3InVq1fjm2++gVarxaxZs/Dwww+jsLAQAPD111/j0UcfxZ49e9DS0oJx48bhwgsvxEMPPYSCgoJBnWOgANjL5fXhq4pWfHyw4ZS9gn2lGTWYmmGERimHWimDWiGDRimHRiGHRimDWiGHWiGDJAFCAH6IwFcR+CoQCHD+nt+EBECSAAkSev6D1PuECPRItlhdaLW6v/9qc8HpGXiuogTAoFEEAqFGiQSNAiatEmkmDSYkGzAhRY8kveqMBT1EREQUejEbAKdMmXLKSl9JkuDz+UZ6ipA7XQDsq6bdjk8ONeHTw41ot3vC2cSwMmoUmJBiwIRkPSak6DEhxYDMRG1Eew6FEHB6/Oh2eWB1emF1eSGTJGhVcmiVPTdVb7hmeCUiotgUswFQp9NBJpPh9ddfR0FBARSK/nPjRjo3cDQMNgD28vkF9h5tw9ZDjdhT3Q6fPyQj51FNJZdhvFmLjEQt0k2a4NfMRC0Sdcohhy6fX6Db6UGH3YMOhwcddjc6HYHvOx0edDk86HZ50e30otvpQbfTC+8grrMEQNMTBrVKOcx6JdKMGqSbtEgzaZBm1CDNpIFRozhtm/1CwO72wer0wub2wuPzw+8HfELA7xfwCQGfX8Df+9Uf+Bkg0IsL9FTD9zzQ+5hCJgV6hJU9PcNKOTQKGdQ9j6l61p10+/zweAVcXh/cPj9cXj883sBXt88PuSRBpQj0MKsVcqgUsuD3KoUs4tMQiIhoeGI2AF588cWoq6vD4cOHQ9GmsBhqAOyr3e7G54ebsPVQI463O0aricOWoFHA6xNweEav51WrlCPdpEF6ogYquQxev4DH54fXJ/rd9/j88Pj86HZ60eX0IJK5WaeSB8MgANhcgV7F3pvd5UMkmieTEJLropLLkGRQYVKKAZNSDcgfZ8DEFMOQipWECPy56XL0hPCeQG51etHt8gTvW11eyGUSEjQKJKiVwSkGgZsSCWoFDBoF/EIEX997s7l8gfs9QVurlCMzUYtMsxaZiVqkGjVRO2fV5xdo6HRCIZcwLkHNnmciComYCoDHjh0L3j906BCuueYa/OY3v8ENN9yAxMTEfq/Nzs4eUSNHw0gCYC8hBMoardh/vAPdTg9cXj+cHh9cXj9cHj+cXl/ge0+gFwfomdsnATJJCs7z6/3+xGP37UkSPfMGgUDASzaokWRQIdmgDtzXB+5b9CqoFIEeJY/Pjy6HB109PWpdjkAI63J60G7zoLrVhspm26gGRYq8zEQtJo0LBMJJ4wxQymVotQXmjrZa3YH7tu/vn2ouabgoZFKwpznTHLhlmXXIS9ZDoxz8zkIj5fML1HY4UNFkRXlTNyqarKhstgX/XzZplTgrLQFn99zyxyVAqwpf+4ho7IipADjYLd6GUwQSDqEIgGOBXwg0dblQ2WzFkRYbKputqGqxocXqjnTT+pFJgEGtgE8IONy+iPYkUmTIJGC8WYeJKXpMTDFg4rjAnNXhLsfk9vrR7fTA2tPLaXN50en04GirHRVNVhxptg4pDMskIDdJj7PTE3B2mhHTMo0Yl8DdhIjozGIqAMpkg1tDOtaLQOJVp8OD6hYb6jodqO9woq7DgbpOJ+o7HfD4Rp6+EjQKJGqVMOmUMGtVMGqVMGmV/YcR+9zXqeTBXlIhBDw9Q9wOt6/fV7vbi+ZuF+o7nWjocqKh04mmbteQ52zKJECtkEMmAXKZBJkkQSaTIJckyGR9HuvTcyv1VGwH7kvB+x6fH06vHy6PD05PYD7fYKnksuBcP79fBHqXvQzAfaWbNJiYYoBZr+wz7UDA6w987Tsdwe7+fvh5KL+H4bpgYhKun5uNvGR+vhDRqUUiAA57JePPP/88lO2gKGPSKjEjKxEzshL7Pe4XAi1WF+o6AmGwodMJAUApk0Ehl6CUy6CQ9Xzt872hN/D13BTy4W9CI0kSVIpAQYRJqzzj633+QJvrO3sDoRMySYJBrYBerYChZ75a4Hs5DGoFtEr5qM3v8vkDhR4ujx8OT2CagEwmBYo55IECD6UicO1OVdjh7SkScfcUibi8gQB8tNWO8iYrKpqsqG6xDaqI5lQUvXP8NMrgNUroc638foGunvl9vUU73T1zBW2u7//RJwEnXefea61XK9Dl8KCm3YHaDge6nUMfLajvdKK+0zns9zmavjrSiq+OtOLCSUm4fk42csMcBLudHpT3DF37hUCqUROYu2vSIEFz5v93iGjsCtlC0LGGPYA01nl8flS32IKBsLzJiqOtNkiSBIteFZw3mmQI3E/qM5fUpFVCoxz+8jo+v4DN5YVMJvXrvT2TLocHtR2OYCCsbXegpt2O2g5HxHo9k/sV1iRg0jgDHG4fShq6cLi+G6WN3ahstg6qfT+clIzr52YhJyn0nzdOjw+VzTaUN3WjrNGKssbu0wZjvVqOdJMW6T2FUekmDbIsuuA80ZHyC4EuhwetNjfarO6eeaaB+aZtNjcUcgk5SXrkJemRl6xHmil6i3+IRltMDQH39Yc//OGUz2m1WsycORMLFy4c6WlCigGQ4pHPLwYsOop2To8P1a02HGmy4UhzYH7e0Vb7iHo4+9KpAj2/CRoFkgxqTEr5vmjGrFcNqn0VTVYcbujG4fou/Ke2Ezb3wFNfJAA/zE/G9XOzkW3RDbmtHp8fDZ2BaRk1PWH5SJMV1a22kIRkpVxC/rgEFGQYMTXdiCnpRhg0px4scvb0PFe12FDdakN1iw1N3S602dxD+v2oFTLkJOmQ2xMI85L1yDRrkaBWDGrEQAiBDrsHx9vtqGnv+UdEuwM1HXa4PP7gUkxaVe8i/X2+V8qRqFVicmog4Iez2IgIiOEAKJOduadg3rx5+Oijj6DRRMekaAZAotjm8flxrM2OI02BwiWX199v6oHyhKkISrkMGqWsJ+gp+w1Jh7rnyeby4oN/1+G9/bX9hsP7kgCcm22GWa8M7hykDq4VKQt+3+XwBntBazsC0y7C3RuabdEFA6FaKUN1ix3VrTZUtdiC00BGk1ohC/6+9Krer3IYNArYXb6ewGc/ZegeCpkE5CXrcXaaEWelJeCstARkmDRc8odGVcwHwNMdSpIkPPTQQ/j9738/0tOFBAMgEY02q8uLD/bX4f39tSEJJ8OhlEuYkGKATilHfc8cWBYRDY1Ro8BZaYHewTSjBqlGDcYZ1UjSqzlsTSERswHwyy+/xBVXXIEnnngC1113HQDgjTfewF133YXXX38dbW1tuPHGG3H22WejuLh4xI0OBQZAIgoXq8uL9/fX4v39dbCPYhCUSYHeusmpCchPNWByagJyLLp+Q6henx/NfYqi6judqO+p8j/eZg95b55MAhJ1PfNM9SpYDCpY9CrYXT5U9fQidsToNptymYRkgwqpvaEwQQ2zTgW5TPr+1rNygEImC36vUcmQpA+s28oASUAMB8CZM2fC6/Xi4MGD/R6fNm0aFAoF9u/fj4suugjffvst7Hb7SE8XEgyARBRuVqcX7/UEwZEuwJ6oVSIjUYvxZi2yLLrgnMWRzF+zubw43NCNQ3VdKK7vRFmDdVDL5cikwILjucmBoo7xFm1wYfreQHQ67XY3qlsCYbD3VtPuGNYcT5Vchkxz4LoEbjqYNEo4eyrlnT3LRjn7LNZvd/twrNUesnmUgyWTALNOdcLC/oGv6SYNJqQYGBDjREwtA9NXaWkphBDYsmULFi1aBAD45JNPUFFREZw3YbFYBr12IBHRWGTQKHDDeTm4cmYGvjrSiuZuF5ye/mGkdxchhzuwq5Ba0RNoEnXB7fIyE7WnLcwYLr1agdk5ZszOMQMIzLM80mzFobouHKrrQlmTFX6/QHZSYGeW3oKNLIsWasXwg6dZp4I5W4VZ2ebgY96eLST7byN4wnaCLi+UcgmZiYGgl2XWIjlBPewiJ4fbh4pmK0p7inkON3aPau+kXyBQHW1zA40nP2/UKHBujhlzci2YnW0eld85xa+Q9ACef/752L17NyRJgk6ngyRJsNlsAIDCwkJ89dVXmDhxIjQaDYeAiYgoJggh0NTtwuGGbpQ1dqOuw4HGLhcau5zBLQHDRSYBBelGzMmzYG6uBePNWhamjCEx2wP4/PPPY/HixairqwsGPwDIzMzE//2//xdHjhzBOeecg/nz54fidERERKNOkqTg/L55k1OCjwsRWAS9scuJpi4XGroCxTWNXS7YXF74/AJ+IeDz99z63Pf2rJE51B2V/AI4WNeFg3VdeGlnNVKNaszNtaBocgrOTktgGKQhC9lC0E6nE6+99lqwh2/atGlYvnw51Gp1KA4fcuwBJCKiSOgNkC1WF1qsLrRa3WixutDcHVgouzdUDla6SYOLzx6HBWeNQ5opOpZao6GJ2SKQWMQASERE0aqpy4k91e3YU92GAzWdg967uiDdiIvPHocfTkrmnMEYElMB8Je//CUmTZqEBx54AL/85S9PfQJJwl/+8pdhN3C0MAASEVEscHp8OFDTiW+q27C3ug0tVvcZf0YhkzA3z4KLzx6Hc7PNUClYhBnNYioAymQynHfeefjqq69OuROIEAKSJMHni8wCqKfDAEhERLFGCIGqFht2V7VhW2kzajscZ/wZtUKGWdmJmJtnwZxcC8y6M29vSOEVU0UgRUVFmDZtWvA+J6ASERGNLkkK7OwyIcWA/5qThbJGKz473IQvypvR5fQO+DMurx9fV7bh68o2SAAmpyZgbp4FhXkW5CTp+Pd3nOIcQLAHkIiIYpvH58e3R9vx2eEmfFPVNuhFtMclqDEjKxEGtQJqhQxqhQwqhQzqnr2o1T33lXIJMimwu4lMkiCTAJlMgoTAV3lPiOytdP6+6tn/fTW0X0ClkCHbooNFr2Lw7COmegAHUllZid27d0On0+HKK68M5aGJiIjoFJRyGc6bkITzJiTB6vTii4pmbCttRkl912l3N2nqdmHroQFWoR5lRo0Cecl6TEgxIC85sKD4eLMWSjnnKoZLSAKgz+fDzTffjJdffhlCCBQWFqKrqwsrVqzAk08+iVWrVoXiNERERHQGBo0Cl09Lx+XT0tHp8GBvdRu+qW7DvqMdI96CMFS6nF78u6YT/67pDD6mkEnIsugwMUWPggwjpmeakGbUsKdwlIRkCPjhhx/GQw89FPz+vPPOw7/+9S8kJSWhqKgIW7duHekpQo5DwEREFE88Pj/+U9uJb6ra8E1VG5q6XZFu0hklG1SYlmnCtAwTpo83IcM0NgNhTFUB9zVx4kTU1NRg06ZNWLZsWbA6eNKkSXA6naipqQlFW0OKAZCIiOKVEALVrXZ8e7QdTd1OuL3+4D7ULq8fLq8/8Jg3sD+1x+eHXwB+EdjlxO/vc/+EFKGQBeYK9n4N3JdBLpPQ4XDD6Rn+NnoWvQrTMoyYkGKA3y/g8gXa6fb64fZ932a31w+lXIYJKXqclZqAyakJMGqVI7xqoydm5wDW1NSgoKAAP/7xj/s9npCQgOPHj4fiFERERBQikiQF596NlOgTAuWy0/fO+YVAQ6cTVS02VLXYUNnztXmQvZFtNjd2lLdgR3nLoF6/u6oteD/dpMFZaQnBQDghRR/Xcw5DEgCTk5NRVVWF1tbW4GPHjh1DSUkJUlJSTvOTREREFMskSYJ8kKOyMklCRqIWGYlaXDgpOfi41elFVasNlc1WHKrvwsHaLnQ6PCFtZ32nE/WdTmwrbQYQ6Kmc2FOEkpOkQ16yHrlJ+rjZQSUk7/Kyyy7Dyy+/jOnTpwMADh06hHPPPRcejweLFi0KxSmIiIhojDJoFJieacL0TBOunJkJIQRq2h34T20n/lPbiYO1nWi3hzYQev0CpY3dKG3s7vd4skGF3KRAGMxNDgTDLIsOsjE29zAkcwDr6+tRWFh40ly/zMxM7N69GxkZGSM9RchxDiAREVFsEEKgrsOJ/9R2oriuEx12D5QKGdTywLqFwZu8dx1DGdpsbpQ1WlHRZB30XsqnYtIqMTMrETOzEjErOxHJBnWI3llAzBaBAEBbWxueeeYZ7NmzBwAwZ84c/OY3v0FycvIZfjIyGACJiIjGPq/Pj+pWO0obAr19ZQ3dqBnEFnqnMz5Ri5nZiZiVlYjp403QqUY2oBrTATDWMAASERHFJ6vTi7KmblS12FDdU4hS0+4Y9A4qfckkoCDdiOvnZmNGVuKw2hPTAbCsrAzbtm1DY2MjTjxk3zUCowUDIBEREfXy+vyo6XDgaKsdVS02HG0NBMMWq3tQPy+TgFsXTMKPpqYN+dwxGwBffPFF3HzzzfD7Bx5j9/miY+XxvhgAiYiI6EwaOp3Yf7wD3x1vx7+Pd8Lq8p729b+8MBdXnzt+SOeI2QA4YcIEVFdXn/L5UwXDSGIAJCIioqHw+QWONFux/1gH9td04FBd14DDxtfOHo8bz88Z9K4lkQiAIVkBsampCSaTCf/+97/h8Xjg9/v73YajubkZq1atQk5ODlQqFZKTk3HJJZegsrIy+JodO3Zg0aJFMJvN0Gg0yM3Nxe233x6Kt0RERETUj1wmYXJqAq6bk4U/XjUd/7jpPPxk9sm9fZu+rcHGbUfgG8acwnAJSQBcuHAhLBYLpk+fDrlcPuLjtbS0oLCwEM8++ywaGhowefJkpKamYteuXairqwMAvPnmm7j44ovxz3/+E3K5HAUFBZAkCR999NGIz09ERER0JhqlHCsuyMUvL8w96bmPDzZgw79K4RnhEjSjZdh1yzt27Ajev/baa/Gvf/0L//Vf/4Xly5cjMTGx32uLioqGdOzVq1ejqqoKU6dOxdatW5Geng4AcLvdEELAZrNh5cqV8Pl8uPfee/HII49AoQi8le7u7tMdmoiIiCikrj53PAwaBZ79rKLf3sg7yltgc/tw/+VnQ6MceQdZKA17DqBMJhvU2LYkSfB6Tz9hsi8hBJKSktDe3o5Fixbh+PHjqKqqwqRJk3Dffffh+uuvx/vvv49ly5YBAH7+859jy5Yt8Hg8uPDCC/HEE09g0qRJZzwP5wASERFRKO2saMHj/yw9aV5gQboRDy0tgEE9cL9bTBWByGSDGz2WJGlIVcBNTU1ITU0Nfp+ZGbggtbW1AIBNmzahsrISv/vd74LHLygoQGVlJRwOBzIzM1FcXAyTyXTSsV0uF1yuwIbTNpstuEMJAyARERGFwv5jHXj4o0NwevoP/eYl63Hj+Tmw6FWw6FQwapWQywIdaZEIgMMeAq6qqgplO4L69hZOmTIF+/fvBwDMnDkTJSUlePbZZ/GjH/0o+Jo//OEPWL16Nb744gsUFRWhtrYW7777LlasWHHSsdetW4e1a9eOSruJiIiIZmYn4pFl0/H7D4r7LRlT1WLD2s2Hgt/LJMCoVcKsUyFBPviR0lAZdgDMyckJZTuCUlJSoFKp4Ha7MWPGDKhUKgDAjBkzUFJSgurq6mCvIBDYcg4A5s6dG3zsVEvS3H///fjtb38LoH8PIBEREVGonJWWgEevmY6H3i9Gm23ghaT9Auiwe9Bh98Dvdoa5hSGqAg4lpVIZLBo5cOAAPB4PPB4PDhw4AADIz8/HxRdfHByC3rt3b7+vva8ZiFqthtFoDN6IiIiIRkNukh6PXXMO0oyaSDdlQFG5F/Du3btRVFQEt9vdbw6gXC7H1q1bsWDBAtx+++14+umnIUkSpk6disrKStjtdhQUFGDfvn1Qq9WnPQeLQIiIiGi0ddjdeOe7Wuw/1oF2uxudDg9OXB7Q73bi+J9+AiAGikBG286dO7F69Wp888030Gq1mDVrFh5++GEUFhYCCOwu8vjjj+PPf/4zjh07hszMTCxZsgR/+MMfYDabz3h8BkAiIiIKN59foMvhQbvdjXZ74Gtjawce/a9Avon7ADjaGACJiIgoGsTsVnBEREREFDuGHQDXrl2L1tbWQb22ra2Ny68QERERRYkRLQStVqtx2WWX4YorrsCcOXOQm5uLhIQEWK1WHD16FHv37sXmzZuxZcsWuFyuIS0IPdo4BExERETRIKYWgr7vvvvwzDPP4IMPPsDmzZtP+TohBPR6Pe67777hnoqIiIiIQmjYQ8B//OMfUV1djfXr12P27NmQyWQQQgRvMpkMs2fPxoYNG1BdXY1HHnkklO0mIiIiomEKWRWw3W5HVVUVOjs7YTQakZeXF5YuzOHiEDARERFFg5gaAj6RTqfD1KlTQ3U4IiIiIholI1oG5oMPPsCXX355yuc3bdqEp59+eiSnICIiIqIQG1EAXLZsGX73u98Fv5fL5bjwwguD3z/xxBO48847R3IKIiIiIgqxES8E3XcKYW8BCBERERFFL+4EQkRERBRnGACJiIiI4syIq4C/++47TJgwYcDv6+rqRnp4IiIiIgqxEQdAt9uN6urq4Pcul6vf95IkjfQURERERBRCIwqARUVFDHhEREREMWZEAXDbtm0hagYRERERhQuLQIiIiIjiDAMgERERUZxhACQiIiKKMwyARERERHGGAZCIiIgozjAAEhEREcUZBkAiIiKiOMMASERERBRnGACJiIiI4gwDIBEREVGcYQAkIiIiijMMgERERERxhgGQiIiIKM4wABIRERHFGQZAIiIiojjDAEhEREQUZxgAiYiIiOIMAyARERFRnInKANjc3IxVq1YhJycHKpUKycnJuOSSS1BZWdnvdTU1NbBYLJAkCZIkYcuWLRFqMREREVHsUES6ASdqaWlBYWEhqqqqoFKpMHnyZAghsGvXLtTV1WHChAkAAL/fjxtvvBHt7e0RbjERERFRbIm6ALh69WpUVVVh6tSp2Lp1K9LT0wEAbrcbQojg6x5//HF8/vnnuO666/Dmm29GqrlEREREMSeqhoCFEMEwl5WVhYULF0Kv12PGjBl4++23oVarAQD79u3Dgw8+iKVLl2LlypWDPr7L5UJXV1fwRkRERBSPoioANjc3B4d0t2zZgo6ODpjNZhw4cADLly/HW2+9BbvdjuXLlyM5ORkvvvjikI6/bt06mEwmmEwmZGRkjMZbICIiIop6URUAvV5v8P6UKVNQWVmJyspKTJkyBQDw7LPP4v7770dZWRn++te/Ijk5eUjHv//++9HZ2YnOzk7U1dWFtO1EREREsSKq5gCmpKRApVLB7XZjxowZUKlUAIAZM2agpKQE1dXVwddeddVVAACfz9fvsWXLluH1118f8PhqtTo4jCyXy0fpXRARERFFt6jqAVQqlSgqKgIAHDhwAB6PBx6PBwcOHAAA5OfnAwjMFbTZbLDZbHA6ncGfdzqdcDgc4W84ERERUQyJqgAIAA8//DBUKhUOHTqEvLw85OXl4dChQ5DL5XjggQewbds2CCGCt88//zz4sx9//DHee++9yDWeiIiIKAZEXQAsLCzEZ599hvnz56O9vR1OpxOXXnopdu7ciQULFkS6eUREREQxTxJ9F9eLIzabDQaDAQCwu6wWOp0+wi0iIiKieGS321A4ORMAYLVaodePfiaJuh5AIiIiIhpdDIBEREREcYYBkIiIiCjOMAASERERxRkGQCIiIqI4wwBIREREFGcYAImIiIjiDAMgERERUZxhACQiIiKKMwyARERERHGGAZCIiIgozjAAEhEREcUZBkAiIiKiOMMASERERBRnFJFuQDTwCwG/EJFuBhERUUjJJCnSTaAoxQAI4LOSJqg0ukg3g4iIKKSSDCrMybVEuhkUhRgAAZw3wQKtTh/pZhAREYWM1enF4cZudDs9SNAoI90cijIMgABykw3Q6xkAiYho7PALgZoOB2raHZiSzgBI/bEIhIiIaAySSRJyknRosbrg83OeO/XHAEhERDRG5SYFRrfqOx0RbglFGwZAIiKiMUqvViDVqEFDpzPSTaEowwBIREQ0huUl62Fz+dDl8ES6KRRFGACJiIjGsDSTBnqNHLUdHAam7zEAEhERjWEySUJukh7N3S54ff5IN4eiBAMgERHRGJeTpINMBjR0cS4gBTAAEhERjXE6lQJpRi3qOhgAKYABkIiIKA7kJuvgcPvQyWIQAgMgERFRXEg1amDQKFgMQgAYAImIiOJC784gzd1OeFgMEvcYAImIiOJEbpIecpnEhaGJAZCIiCheaFVypJu03BqOGACJiIjiSV6yHg6PHx12d6SbQhHEAEhERBRHxiWokcBikLjHAEhERBRHpJ6dQVqtbhaDxLGoDIDNzc1YtWoVcnJyoFKpkJycjEsuuQSVlZWoqanBLbfcgunTp8NsNsNgMGDatGlYv349PB6ubURERHQmOUk6yGUS5wLGMUWkG3CilpYWFBYWoqqqCiqVCpMnT4YQArt27UJdXR28Xi+ef/55GAwGTJo0CZWVlSguLsY999yDyspKbNy4MdJvgYiIKKpplHKkJ2rQ0OlEtkUf6eZQBERdD+Dq1atRVVWFqVOnorq6GgcPHkRxcTE6OjowZ84cWCwWvPDCC2hpacF3332H6upq5OXlAQD+/ve/R7j1REREsSE3KVAM0m5jMUg8iqoeQCEE3nzzTQBAVlYWFi5ciKqqKkyaNAn33Xcfrr/+epxzzjk455xzgj9jNpsxbdo0VFVVQa1Wn/b4LpcLLpcLAGCz2UbvjRAREUW5cQlqGDUKlDR0QaeKqjgQd5wOe9jPGVU9gM3NzWhvbwcAbNmyBR0dHTCbzThw4ACWL1+Ot95666SfKS0txWeffQYA+PWvf33a469btw4mkwkmkwkZGRmhfwNEREQxQpIkTM0wwaRVQpLAW4RvYf/9CyFE+E87sLq6OmRmZgIApkyZgv379wMAZs6ciZKSEsybNw/btm0Lvn7Pnj1YunQpGhsbcfXVV+ONN96AQnHqf8Wc2APYGwKP1LVAr+ccCCIiIgo/m82GiRnJAACr1RqWTBJVPYApKSlQqVQAgBkzZkClUkGlUmHGjBkAgOrq6uBr33//fcyfPx+NjY246aab8Oabb542/AGAWq2G0WgM3oiIiIjiUVQFQKVSiaKiIgDAgQMH4PF44PF4cODAAQBAfn4+AOCpp57C1VdfDYfDgf/5n//B888/D7lcHrF2ExEREcWSqBoCBoDdu3ejqKgIbrc7OBxcW1sLuVyOrVu3QqPR4IILLgAAJCQkoKCgoN/Pv/vuu0hPTz/jeWw2GwwGAwAOARMREVHkxP0QMAAUFhbis88+w/z589He3g6n04lLL70UO3fuxIIFC4Jz+ACgu7sbu3fv7nfr+zwRERERnSzqegDDhT2AREREFA3YA0hEREREo44BkIiIiCjOMAASERERxRkGQCIiIqI4wwBIREREFGcYAImIiIjiDAMgERERUZxhACQiIiKKMwyARERERHGGAZCIiIgozjAAEhEREcUZBkAiIiKiOMMASERERBRnGACJiIiI4gwDIBEREVGcYQAkIiIiijMMgERERERxhgGQiIiIKM4wABIRERHFGQZAIiIiojjDAEhEREQUZxgAiYiIiOIMAyARERFRnGEAJCIiIoozDIBEREREcYYBkIiIiCjOMAASERERxRkGQCIiIqI4wwBIREREFGcYAImIiIjiDAMgERERUZxhACQiIiKKMwyARERERHEmagNgc3MzVq1ahZycHKhUKiQnJ+OSSy5BZWUlAKC7uxt33nknxo8fD5VKhYkTJ2Lt2rXwer0RbjkRERFRdFNEugEDaWlpQWFhIaqqqqBSqTB58mQIIbBr1y7U1dUhNzcXS5cuxfbt26FUKjFhwgSUl5djzZo1OHLkCF555ZVIvwUiIiKiqBWVPYCrV69GVVUVpk6diurqahw8eBDFxcXo6OjAnDlz8N5772H79u0AgHfeeQeHDx/Gk08+CQB49dVXsW/fvgi2noiIiCi6RV0AFELgzTffBABkZWVh4cKF0Ov1mDFjBt5++22o1Wp8/PHHAACtVovFixcDAK655prgMbZs2RL+hhMRERHFiKgbAm5ubkZ7ezuAQJDLzMyE2WzGgQMHsHz5ciiVShw/fhwAkJSUBJkskGFTU1ODxzh27NiAx3a5XHC5XAAAm80WfPxgTSc0Os+ovB8iIiIKv2SDGplmbaSbEbWiLgD2LeKYMmUK9u/fDwCYOXMmSkpK8Oyzz0Kj0Zz0c0KIMx573bp1WLt27UmPF2QkQKfXD7/RREREFDW8foFDdV1INaqhkEfdYGdUiLoAmJKSApVKBbfbjRkzZkClUgEAZsyYgZKSElRXV2PhwoUAAsUifr8fMpkMTU1NwWNkZ2cPeOz7778fv/3tbwEEegAzMjIAAOmJOuj1utF8W0RERBRGrVY3Wm1upBpP7jSiKJwDqFQqUVRUBAA4cOAAPB4PPB4PDhw4AADIz8/HokWLAABOpxMfffQRAODtt98OHqP3+ROp1WoYjcbgjYiIiMamTLMWbTZ3pJsRtSQxmLHTMNu9ezeKiorgdruRmZkJAKitrYVcLsfWrVtRVFSE+fPn48svv4RSqcTEiRNRVlYGv9+P5cuX4+9///sZz2Gz2WAwGAAAVqsVeg4BExERjRlCCOwoa0ZmohYJWmWkm3NaNpsNEzOSAYQvk0RdDyAAFBYW4rPPPsP8+fPR3t4Op9OJSy+9FDt37sSCBQsgl8vx4Ycf4rbbbkNKSgqOHDmC7OxsPPTQQ3j55Zcj3XwiIiKKMEmSMN6iQyt7AQcUlT2A4cAeQCIiorHN6fHhi/IWFKQnRHUxCHsAiYiIiEJEo5QjJUGNFit7AU/EAEhERERj1nizFu12BsATMQASERHRmJWkV0EmSehycMOHvhgAiYiIaMySJAlZLAY5CQMgERERjWnpJg26HB54fP5INyVqMAASERHRmKZRypFq1KDV6op0U6IGAyARERGNeeO5M0g/DIBEREQ05ln0KihkMnTaWQwCMAASERFRHOgtBmnjkjAAGACJiIgoTqQnatDt9MDtZTEIAyARERHFBbVCjjSjlsUgYAAkIiKiOJJp1qLN7oYQItJNiSgGQCIiIoobZp0SagWLQRgAiYiIKG5IkoTxZh1a47wYRBHpBkRK365fm80WwZYQERFROBkVfvy7vQtJKgGlIvJ9YXb79zkkXEPTcRsA7XZ78H5qamoEW0JEREQUYLfbYTAYRv08kY+9RERERAQAcLnCU6Ectz2AycnJaGxsBADodDpIkjTg67q6upCRkYG6ujoYjcZwNjGu8DqHB69zePA6hwevc3jwOo8+IQQaGxsxadIkJCQkhOWccRsAZTIZxo0bd8bX+Xw+AIBer4derx/tZsUtXufw4HUOD17n8OB1Dg9e5/Dw+wOLU8tk4Rmc5RAwERERUZxhACQiIiKKMwyAZ6BWq/H73/8earU60k0Z03idw4PXOTx4ncOD1zk8eJ3DI9zXWRLxvhcKERERUZxhDyARERFRnGEAJCIiIoozDIBEREREcYYBkIiIiCjOMACeRnNzM7q6uiLdDCKKIQ0NDWhoaIh0M4hCxm63R7oJY14k6nEZAE9hz549mDlzJm655RYcPXo00s0Z0+rq6vDGG28Et+YjilUNDQ343//7f2P27Nk4fPhwpJtDNGIffvghpk6dikOHDkW6KWNab8h2u91hOycD4ABcLhe++OILZGVl4R//+AcuvfRSlJeXR7pZY9bLL7+MFStWYPHixaioqIh0c8ac3u2FuOLT6Kqvr8c999yDf/3rX6ivr8f8+fNRWloa6WaNSc3NzSgpKcFbb72FkpIStLW1RbpJY9Z3332Ho0eP4pJLLuGf51Fy5MgRXH/99Vi6dCluvfXW8HU6CTqte+65R0iSJAoKCsTx48cj3Zwx69ZbbxWSJInMzExRXl4e6eaMWRUVFWLfvn3imWeeEdXV1ZFuzphRX18vfvKTnwidTicmT54sli9fLiRJEsnJyaK0tDTSzRtT9u7dK2bNmiXS0tKEJEkiNTVVLFiwQFRUVES6aWPWQw89FPzzfPjw4Ug3Z8zw+/3C4XCIK6+8UkiSFLzl5uaG5e9BBsA+/H6/8Pl8Qggh7HZ78PFZs2YJSZLEww8/HKmmjVm7du0SH374oRBCiHXr1glJksScOXNEfX19hFsW+2w2m3jnnXfEvffeKxYtWiQmTZoktFqtSExMFJIkCZPJxA/zENm1a5fIy8sTkiSJCy64QAghxJNPPikkSRIGg0EUFxdHuIVjw9atW4XJZBKSJIm0tDTxgx/8QCxYsEBIkiQyMjL4j8cQ83g8wfu///3v+Y+aEHM4HEIIIX7+858LSZLEsmXLxG9+8xshSZLIz88f9X+kcwi4hxACPp8PMlngkmi1WgBAcXExlEolgEBXOI2cx+MBEJjr8MYbb+CKK67AfffdhyVLliA/Px8lJSX4+uuvI9zK2NbR0YEHH3wQ119/PV577TW0tLSgoKAATz75JKZPn46EhAR0dXXhv//7v9He3h7p5sas6upqdHZ24rzzzsNnn32GxYsXY9euXfj5z3+OVatWYc2aNbDZbNi1a1ekmxrzSkpKcO2116KrqwuSJMFiseD888/HZ599hkceeQT19fW44YYbOBwcIj6fDwqFAl6vFwCwZMkSzJs3D62trTj33HNx5MiRCLcwtu3atQtXXHEFioqK8O9//xsAYLFY8Oyzz2LFihWoqKjAhg0bgn9fjgbFqB05hmzfvh1r1qxBZ2cnsrKyYDQaodFoIJPJcOzYMezZswcAUFBQEOGWxr5PP/0Ura2tuO6666BSqXDHHXfgtddew2OPPYY333wTLS0tsNlsnEA/Qs3NzXjmmWfg9Xoxf/58vPrqqwCAd999F//+97/R3d2N/Px8LFmyBGazOcKtjU0HDhzA4sWL8eWXX8JkMiE3Nxd/+ctfcMEFF+DVV1/FD3/4Qzz00EO45JJLcOGFF0a6uTHN5XLhgQceQGdnJ0wmE1JSUuD3+/Hss8+ivr4emzZtwr59+7B//37YbDZYLJZINznmCCEgSVLwe5lMBo/Hg1deeQV79+7FG2+8AZfLBQDwer146623cNddd0GhYIwYquLiYlx++eXo6upCYmIiJk2aBIvFgpdeeglWqxXffvstAKCmpibYATUqRrV/MQY4HA6Rnp4eHHvXaDQiISGh33i8JEni5ptvFgcPHhROp1Ps2rVLVFVVifb29kg3P6aUl5eLpKQkMWvWrH6PP/XUU0KpVAqdTickSRJz584VtbW1EWrl2PHBBx8E//w+/vjj4o033ghe47y8PLF+/fpINzFm+Xw+8eyzzwpJksQNN9zQ77mrr75aSJIkfvGLXwQfczqd4quvvuLnxjB1dXWJKVOmBK93TU2NEEKI2bNnC0mSxKZNm4QQQuzbty+SzRwTfD6f+OKLL8Tdd98tzj333H5/D+bl5Ymrr75afPTRR8JqtUa6qTGrd3pIWlqa2Lhxo2htbRW1tbUiOTk5eK3Hjx8v7r333lFtR9xHd41Gg08//RQXXXQR2traMH/+fKxZswbNzc1obGyEXq9HRkYGUlNTsX37dtxyyy34+uuvkZ6ejvz8fDz//POYNGlSpN9GTEhMTMT06dOxfft23HvvvXjssccABKpU5XI57rvvPhQUFOD8889HR0cHPv74Y1RVVSE3NxeLFy9GRkZGhN9BbBA91b5Lly7Fli1bsGjRItx7771QKpXweDzIy8vDbbfdhttvvx0ejwebN29GfX09xo0bh4suughpaWkRfgfRTyaT4ZprrsHf/vY3/P3vf0dKSgruuOMOfPzxx3j33XcBAOPGjUN9fT02b96Ml19+GXv27OHnxjD5/X74fD7odDrcfffdyMzMhN1uD/Y+9Q5HqlQq/PWvf0VZWRlyc3OxZMkSfm4MwZNPPolNmzZh7969waFHs9mM6dOn45prrsGVV16J7OxsHDt2DO+88w5KSkqQl5fH6zxE+fn50Ov1kMvluOKKK2CxWFBXVweDwYDU1FTccccdmDp1KgwGAz799FOUlJQgNTU19J/PoxovY0hxcXFwcvxjjz3W77mamhqxcuVKkZ2dLSRJEkajUWRkZASrVisrKyPU6thTUVERvHZXXHGFuPvuu4M9sI8++qgQQoinn35aXHjhhf3+5Tl58mRRVlYW4dbHDr/fH7x/7733CkmShEwmExaLRbz44otCCCHeeecdcdVVV/W7zgUFBbzOQ1BaWhr889tbldp7HdeuXStWrlwpsrKy+LkxQg6HQyxdulRIkiTuvfdeUVNTI1atWiVMJpMwm83ihRdeEBs2bODnxggdOnRIWCwWIUmSWLBggbj55pvFf/7zH9HQ0BB8zRNPPCHOP/98XucRaGhoEHPnzhWSJInf/e53orq6Wtx0001CkiQxa9Ys0dzcLN577z3x05/+dFQ/nxkA+yguLg52wT7wwANCiMDQwz333NNvyYGPP/5YHDt2LLh0yQ033CCcTmeEWx87SkpKRE5OTr8/2GeffbbYsWOHePzxx/sNyf/sZz8TixcvDn7IcGh4aF577TUhSZKQy+VCqVQKSZLEgw8+KDZt2iRmzpwZvM6LFi0SRUVFQpIkMWHCBC55NAQVFRVi4cKFYvz48UKSJDFz5kzxm9/8Rtx9990iNzeXnxshUlpaGrzGfYfKJk2aJK677rpgFTY/N0amvLxc/PWvfxUOh0N4vd5+z/3+978P/iOG13lkSktLg/847A3dMplMXHTRRWLt2rXB6Q2j+fnMAHiCgwcPCr1eLwoLC0VVVZX49ttvRX5+fvBDvG/5+/bt24VGoxHz5s2LXINjVGVlpVixYoU455xzxFlnnSXWr18vnnzySXHWWWcJSZKEWq0WGzduDL7+8ssvF5Ikieeffz6CrY49JSUlwmAwiHHjxokVK1YISZLEnXfeKRYtWhT8cHn44YeDyx795Cc/GbAXnE6vtbVVlJaWivfff18cO3ZM7N27Nxiw+bkROuXl5eLyyy8Xubm5wmKxiAULFohVq1YFe/74uRF6vUujvf7668G/C3mdQ6O8vFzMmzdPpKSkCLVaLX7wgx+Ixx57TCxbtiwsn88MgAOorq4W77//vhBCiNtvv11IkiRSUlLEgQMH+r2ut3t28uTJoru7u9+wG52Zy+USdrs9OJm4t2ek7wdJ7zW94YYbuBbjMJWXl4unn346+P1zzz0XvM69w+69H/J33323kCRJ3HrrrRFp61jBz43RY7PZRGtrqzh27Jjo7u4OTnHg58bo+tWvfsXrPAra2trEgQMHxM6dO0Vra6t44oknwvb5zAB4Br3j8r1Dwr1uu+02IUmSUCqVwT/0/CAfHr/fL8rKyoRWqxWSJIk//vGP/Z5//fXXg/9DPPfccxFqZWzr/bNZVVUVnMt611139XvNli1bgtd5zZo1kWjmmLFy5Up+boRBRUUFPzdGmd/vFxUVFcEVBHidR09TU1NYP5+5EPQpiJ5KyszMTADotzffzTffjGeeeQYymQyzZs3CvHnzAKDfGko0eJIkIT09HRMnToTFYsFPf/rT4HNvv/02li9fDgCYN28eli1bFqFWxrbeP5vjx49HRkYG1Go1lixZEnz+X//6F2688UYAwPTp03HZZZcB4P7BQ9V7vXor9fi5MbpSU1P5uTHKJEnidQ4Ts9mM9PT0QX8+jxQD4Cn0fij//Oc/x/jx4/Haa6+hqKgIP/zhD/HCCy9AoVBg8uTJuP322/HDH/4wwq2NfUIIZGdno62tDc899xy+++47PPXUU7j22msBAJMnT8ZVV12FcePGRbilsc3tdiM7OxsulwubN29GS0sL3njjDSxbtgzNzc0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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 8.01\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f3f33d586735418a803d2ecbe691927c", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 9.559\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5a217c529a1843df93bea19f5bb50110", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "condspec = ('gender', 'female')\n", + "condspec = ('gender', 'male')\n", + "Test Time = 0.851\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4aa595b034444ec6904dc8ef5b1443bf", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.show(probspace=ps, targetSpec=[('genhealth','1-excellent', '2-verygood')], condSpec=['gender'], controlFor=[], \n", + " filtSpec=[('income', None, 9), ('education', '1-college')], gtype='pdf', power=10, enhance=True)\n", + "viz.show(probspace=ps, targetSpec=[('genhealth','1-excellent', '2-verygood','3-good')], condSpec=['gender'], controlFor=[], \n", + " filtSpec=[('income', None, 9), ('education', '1-college')], gtype='pdf', power=10, enhance=True)\n", + "viz.show(probspace=ps, targetSpec=[('genhealth','1-excellent', '4-fair','3-good')], condSpec=['gender'], controlFor=[], \n", + " filtSpec=[('income', None, 9), ('education', '1-college')], gtype='pdf', power=10, enhance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "53.38349033653593 55.66351809984698\n" + ] + } + ], + "source": [ + "print(ps.E('age', [('gender','male')]),ps.E('age', [('gender','female')]))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "7.229267309136272\n", + "6.846252815616078\n" + ] + } + ], + "source": [ + "print(ps.E('income', [('gender','male'), ('education', '1-college'),('income', 0, 9),'height']))\n", + "print(ps.E('income', [('gender','female'),('education','1-college'),('income', 0, 9),'height']))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "19.33032604462249\n" + ] + } + ], + "source": [ + "print(ps.E('income'))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0030229157751376396" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.testDirection('genhealth', 'income', power=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.0030229157751376396" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.testDirection('income','genhealth', power=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 290759\n", + "Viz.show: Target = [('income',)] , Condition = [('genhealth',)]\n", + "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 10\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 6.616\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "cd5d4aa690b44c46b76c66ab1486f99f", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 290759\n", + "Viz.show: Target = [('genhealth', 1, 2)] , Condition = [('income',)]\n", + "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 10\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 4.494\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "eea20ba425f4445f88b68202841a3b8e", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 48.1\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d403448cf7314275aa08fec9772a6d1d", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", + "text/html": [ + "\n", + "
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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.show(probspace=ps, targetSpec=[('income',)], condSpec=['bmi'], controlFor=['height'], \n", + " filtSpec=[('income', None, 9)], gtype='exp', power=10, enhance=True)\n", + "#viz.show(probspace=ps, targetSpec=[('bmi',)], condSpec=['income'], controlFor=[], \n", + "# filtSpec=[('income', None, 9)], gtype='exp', power=10, enhance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 290759\n", + "Viz.show: Target = [('bmi',)] , Condition = [('gender',)]\n", + "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 10\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 4.177\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "6664ea5983d8435d9b35c276257be1ad", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.show(probspace=ps, targetSpec=[('bmi',)], condSpec=['gender'], controlFor=[], \n", + " filtSpec=[('income', None, 9)], gtype='exp', power=10, enhance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['age', 'ageGroup', 'arthritis', 'asthma', 'asthma_ever', 'bmi', 'bmicat', 'checkup', 'childcnt', 'copd', 'depression', 'diabetes', 'drinks', 'education', 'employment', 'gender', 'genhealth', 'height', 'income', 'insurance', 'kidneydis', 'maritaldetail', 'married', 'nohospitalcost', 'othercancer', 'physicalactivity', 'skincancer', 'sleephours', 'smokertype', 'state', 'veteran', 'weight']\n" + ] + } + ], + "source": [ + "vars = ps.getVarNames()\n", + "vars.sort()\n", + "print(vars)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0061487891269735515" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.testDirection('bmi', 'bmicat', power=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-0.002969728576212992" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.testDirection('physicalactivity', 'diabetes', power=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 290759\n", + "Viz.show: Target = [('income',)] , Condition = [('depression',)]\n", + "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 10\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 5.749\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b6f36b259a564eef922a69b217d80c29", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.show(probspace=ps, targetSpec=[('income')], condSpec=['depression'], controlFor=[], \n", + " filtSpec=[('income', None, 9)], gtype='exp', power=10, enhance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['no', 'unknown', 'yes']" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.getValues('depression')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "6.282513313316758" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.E('income', ('depression','no'))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5.469918188637117" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.E('income', ('depression', 'yes'))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[0.16865205421431598, 0.20142163222682827]" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[ps.P(('depression', 'yes'), ('veteran', 'yes'), ('gender',)),ps.P(('depression', 'yes'), ('veteran', 'no'), ('gender',))]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "6.090752666054872" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.E('income', ('veteran', 'no'))" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.2604459363252727" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d = ps.distr('income', ('veteran', 'yes','no', 'unknown'))\n", + "d.E()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "6.119253402302251" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.E('income')" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[2.003118154509194, 1.051728945900725]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[ps.E('height', ('gender', 'male')), ps.E('income', ('gender', 'female'))]" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(36.0, 36.0, 7.135365009597066e-06),\n", + " (46.0, 46.0, 7.135365009597066e-06),\n", + " (47.0, 47.0, 7.135365009597066e-06),\n", + " (48.0, 48.0, 2.1406095028791197e-05),\n", + " (49.0, 49.0, 1.4270730019194132e-05),\n", + " (50.0, 50.0, 1.4270730019194132e-05),\n", + " (51.0, 51.0, 2.8541460038388263e-05),\n", + " (52.0, 52.0, 2.1406095028791197e-05),\n", + " (53.0, 53.0, 5.7082920076776527e-05),\n", + " (54.0, 54.0, 2.8541460038388263e-05),\n", + " (55.0, 55.0, 4.281219005758239e-05),\n", + " (56.0, 56.0, 4.994755506717946e-05),\n", + " (57.0, 57.0, 0.00010703047514395598),\n", + " (58.0, 58.0, 8.562438011516479e-05),\n", + " (59.0, 59.0, 0.0002640085053550914),\n", + " (60.0, 60.0, 0.002397482643224614),\n", + " (61.0, 61.0, 0.0017196229673128928),\n", + " (62.0, 62.0, 0.004338301925835016),\n", + " (63.0, 63.0, 0.006821408949174795),\n", + " (64.0, 64.0, 0.014149428814030982),\n", + " (65.0, 65.0, 0.02436727150777398),\n", + " (66.0, 66.0, 0.0537435692522851),\n", + " (67.0, 67.0, 0.07172468907646971),\n", + " (68.0, 68.0, 0.09666992515002105),\n", + " (69.0, 69.0, 0.11126174659464705),\n", + " (70.0, 70.0, 0.1432353172026515),\n", + " (71.0, 71.0, 0.12105860275282382),\n", + " (72.0, 72.0, 0.14431989268411025),\n", + " (73.0, 73.0, 0.07176750126652728),\n", + " (74.0, 74.0, 0.05997274290566334),\n", + " (75.0, 75.0, 0.03342918506996225),\n", + " (76.0, 76.0, 0.021520260868944752),\n", + " (77.0, 77.0, 0.008854987976909959),\n", + " (78.0, 78.0, 0.00418132389562388),\n", + " (79.0, 79.0, 0.001626863222188131),\n", + " (80.0, 80.0, 0.001184470591593113),\n", + " (81.0, 81.0, 0.00034963288547025626),\n", + " (82.0, 82.0, 0.0002069255852783149),\n", + " (83.0, 83.0, 0.00014984266520153838),\n", + " (84.0, 84.0, 0.00010703047514395598),\n", + " (85.0, 85.0, 3.567682504798533e-05),\n", + " (86.0, 86.0, 3.567682504798533e-05),\n", + " (90.0, 90.0, 7.135365009597066e-06),\n", + " (92.0, 92.0, 7.135365009597066e-06)]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d = ps.distr('height', ('gender', 'male'))\n", + "d.ToHistTuple()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8973422278695468" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.P(('gender', 'male'), ('veteran', 'yes'))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[69.52075391783143, 67.34332607603321]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "[ps.E('height', ('veteran', 'yes')),ps.E('height', [('veteran', 'yes'), ('gender', )])]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "67.17940631244433" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.E('height')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 290759\n", + "Viz.show: Target = [('veteran', 'yes')] , Condition = [('state',)]\n", + "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 10\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 23.725\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "1a9ca2ea2d3b4dc7ba87235a6c75072b", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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"\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7cce3d01e9b24ab7b8ac0a2ffa318f25", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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+ "model_id": "80074228913144df805b5a38b328ac26", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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", 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4-obese=4, 5-extremely obese=5\n", + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "0e59340c4a064f79b0afb70f352b47d1", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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4-obese=4, 5-extremely obese=5\n", + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "390769c0a8bc482ea75e9c878d0eee25", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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+uPk5LDeGsT0B5qXMRgvAGyH+bqOvgUKx3igB+BKn8av0Ax/4AB/4wAcQQrBlyxa2bNnC3r172b59O7quUygUmJub4/Lly/yf//N/+NSnPsUf/uEf8sM//MMbfQoDj+u6zfZ8q8mEXYn48jyPY8eO4TgOd9xxB4uLi6t2+652DteD63F8TdOwbRvbtpfczvM8/v7v/57v+q7v6siaTrI0NrKm29c3jrVcsdhY1vie3AjWr40WPxt9fFAWQMXgoQTggHDx4kVGR0f52Z/9Wd785jdz8ODBxO1OnTrFww8/zP/8n/+TfD7/Is9yc9Ho6/v000/jeR633Xbbqh5iyxU/ruty7NgxMpkMt99+O5qmJe67GiG10QLwRqFhZUylUsvafrlldtrXt5fZaSS2ADz99NPYtp0oFl+MMjtKAEYbPgeFYj1RAvAlTuMX6b/7d/+OX//1X2dsbAyIb1bdHSCEEOzbt499+/bx1re+VbWDu4509/WFtRWQvZb4qtVqHD16lKGhIW699dbm96LfvmvJAt4IXqoCdLlldtrpLrNTqVQoFArYtk0QBM3yQe3CcTlldpIsj8u1aG20ANvo4zfmsFoL4EbPXaFIQgnAAeHAgQMd7691o9J1XXUEuU4k9fVdi3i5Viu4arXK0aNHGR0d5eDBgz11/taDl6oAeynSXWanYUXev39/YizhUmV2GhnT1yqzcy2xGARB80flRoiZG0EAKhewYtBQAnBAmJ6e5uzZswgherIfk15fvnyZhx56iAceeGCjpz5QNMRfrVZrdvdYSy9fWFp8VSoVjh49ysTEBAcOHOh5SK6XcNvohy9sfCmSG5X1KLPTLR4LhULHOtd1efLJJzl+/PiKE2DWQzTdCOLrRhChCsV6ogTgS5zGTeljH/sYv/iLv7iifUulkhKA64iUkkql0tPXdy29fBv7J4mfUqnEsWPH2LZtG/v27Ut8OK2XC3ijLYCb+cF7PZJAusvsXIuvfe1r7N27l+Hh4URL43LL7CynRmNSmZ0bQXzdCCJUoVhPlAAcEBq9fcfHx0mn003XTiNovFG/LJvNsrCwwFe+8pVl3/wV12apvr5rFU9JArJYLHLs2DF27tzJnj17+j4ck459PRNRFINLo8TOSsvsJHV/aS+z076uvcxOuyiMooggCDhz5syGldlRAlAxaCgBOCA0Cv3+3M/9HO9973spFovYtt10QWqa1ryB/fVf/zVf+cpXuHTp0gbPejCIoohyudy3r2/j2q+WbvFVKBR4/PHH2bNnD7t3717RvmsJYt9oC6ASoBvHaixwyy2z004QBIlisVAoADA/P59YZkfX9RV1f1lNMW+VBawYNJQAHBAaFsBGaZdUKtX8VSylJIqipgDcvXs3b37zm3nta1+7UdMdGJbT13c9LICN/efn53niiSe4+eab2blz54r2XQtKgG0cN0odwBeDfmV2pqenKRaLHD58uGde/crsdNdl7FdmZ7mZ02uxACrhqLgRUQLwJU7jxvK2t72NH/mRH2neoBq1w9q3aay76667+NM//dMXeaaDR6Mkx1LiD9YunhpJJHNzczz55JMcOHCA7du3L2vfxrHXI4ZKWQA3Lxsdg9fv+OtRZqdbIPYrs9PoRPK1r31t3cvsKBQbgRKAA0J3myTP8yiVSs1fwJqmkclkOnoAh2H4km9RtVEEQUC5XF5WX9/1cAH7vs+TTz7JwYMH2bp164r2XQ+UBUNxIwrA1dBdZmc5xw6CgJMnT1IsFrnpppv6ltlpCMbuMjs33XQTt9xyy7rMX6FYL5QAHDAqlQrPP/88n/70p/n617/O6dOnqdVqjIyMcPPNN3Pfffdx7733cvfddzM2Nrbhv+xfiqy0r+9arVeFQoFqtcqdd97ZIeCXQ3s7sbV8zjeCBW6jj79R3Cgu4M16/EaZHcMwcBxnWX+D3WV2lts5RqF4MVECcID46le/yn/8j/+RL3/5y0Cr2LNhGMzMzHD06FH+/M//HIDv//7v513vehff8z3fs5FTfsnRcBFJKZfdemstdQCnpqa4cOECtm2vWPxBpwBcCxstANWPlI1lMwvABitJAukus6M8LYobESUAB4RvfOMbPPDAA6TTafbs2cPdd9/N4cOH2bVrF6lUikqlwqVLlzh58iSnTp3ik5/8JI899hinT5/e6Km/JGj09a1UKgAr6ru62jqAFy9e5IUXXmDv3r2rztgeFAEIm9sCuNHiZ6Ov/Y2QgbuWVnAKxY2IEoADguM4bN++nd/4jd/g+77v+8hms323vXr1Kp/61KeYmZl5EWf40qW7r+9Kf82vRjydP3+eU6dOcejQIaSUXLx4cUX7tx8beh/gqykE3dhvIx7EG/3wV2y8C3qjxZfKAlYMGkoADgiHDh3iwoULzfdL/WKenJzkXe9614s1tZc0axV/sHIX8NmzZzl79iyHDx8mn89TKBRWbYFZLwtggxvBGqV48dnoz32jj9+Yw0aLUIViPVHf5gFF07RmZnDjX6MciO/7uK674W6dGx0pJaVSiUceeaQZ87calusCllJy6tQpzp071xR/jf03WgCut5BczfE36/f1RhE/m10Aqk4gikFDWQA3CcVikV/+5V/GsiwWFxcZGhri137t126IG+uNSKOvb61WY35+fk1jLUe8SCk5efIkU1NTHDlyhEwm07H/WsrINMZfCxstABUby0bfJ26EGEAlABWDhhKAA07jxl2r1fjIRz7C5OQkvu9fs4XYZqa9r2+jxd5aBNi1XMBSSp5//nmmp6c5cuRIT6/VtVoA18N6ttEP381uAdxoNnoON4L79UYQoQrFeqIE4IDTuGFNTEzw1a9+Fcdxmj0629crYvr19V1rIed++0spefbZZ5mfn+fIkSOJ9cLWs5XcWsaAjRcCm5WN/jvdaAvgRh+/MYeNFqEKxXqiBOAAU61WKZVKRFFEJpPhZS972UZP6YamX1/ftdTxg/7t2KIo4plnnqFYLHLvvfc2RXm//dd6/LVwIwhAJT43ls0uAFUWsGLQUAJwQIiiCNd1sW0bTdM4ceIEf/iHf8hTTz1FFEXs27ePN7zhDbz2ta9tJogoWizV13etMXiNh0b7QyyKIp566ikqlQpHjhxZspfpWvv5dgvA1Y4BG5sEslm5EYTvRguwjT7+jTIHhWI9UQJwQPjN3/xNvvjFL/Kxj32M06dP87rXvQ7P8zq2+dCHPsQnPvEJfuRHfmSDZnljcq2+vuthAYTWgzwMQ44fP47neRw5cqQZZ9iPtbqd1jN+TlkAN4aNFh4rvfYyeIbI+xNkdBYRbUcYhxDW/QjjplUdv1/8nQx9ZOCj2emEvdYXlQSiGDSUABwQ/uAP/oBarcaePXt44xvfiO/77Nq1i5tuugnHcZiamuLpp5/m3/7bf8sP//APb/gD5Uah0de3n/iD9bUAhmHIE088QRiG3HPPPdcUf43jQ/wAWk0pmiQBuJZC0BuB+r6unaj6dWTxdxCGjTBfBqnvQxg7+24vw2mofZrI/0deecdp7NJvIxcMRGhBZKCFBkgdpI7UdKQzQ+jMIq0S0ogglEhbAI8Bn4EIqGqIMAvRNmA7msgiZArIIUQeyCO0EdBHIPLBn0H459kWHUcTC2jPBRAUICwiKIPhIYMcUe7H4aZ3wnX8nqgkEMWgoQTggDA1NcXLX/5yIO4iYRgGn/70pzl06BAAly5d4r777uPSpUv4vr+ky3Gz0N7Xt5/4g/WzAHqexzPPPIMQgnvuuQfDWN6f31rFV7cAXM04Gy0AbwQ26tzX6nqU5c9B6bdAXgZDInWBjB6F0scgSiHkFoRxBGm8ChE9igy/heQcaDVkBESS1LBAaoKwfeBIggeEILOA1pqjDICk3zZ6hJQFNG+RKHOCMOG0RDEFPmhFDc0LIIAsAl2rokUyrl7bbogzi0j9dwhnPooR5UBzQGiATnNjkQcxBqEN1QzMGchDP7+i66qSQBSDhhKAA4Jpmpw/f54gCHjwwQd59NFHO0q9bN++nYmJCV73utdt+pvYSvv6apq25ixggOPHj2NZFnfdddeKLHnrLQBXy0ZaPzZzGZhE/Ar4Z8A5AFqyFVmW/gLKH0YyCwKkJaD9IxSAXkVyBhmdB/+TSJ1YNwGE6fo2HkILe8ZHE4gQoiwdgkxGQMmGUbd3n4oOtTwyLEHW710fAL4P+YAoD1FRR5vT0VI1pBEReBpUdfA0ZCSJtgSEoxHSiLAKPkTz4DlgHUBEJsIrQe0KghrSSyHOn0KUF+NLuOutMLbvGhe6hXIBKwYNJQAHhDvuuIMvfelL/OZv/ibveMc7+MIXvsAv/uIv8pa3vAVN0/ibv/kbTpw4wVve8paNnuqGsprWbmsVH74fP+gsy+Luu+9e8UPkegjA1VoBlQh78em45pGPmPpPyNqnIVODRQGRCTJTt3INIbVxEMdBu4oUBlLTwJAIvy4Cu4kkQoZIo22d6xDpVdBAq9YtfF2IWgopDdCKncuvWsjtCeJv3oBAIEcWEYspoFcAitkUjFVbC3IhUS4kcjWYTmPoVRjxCTN1fRpKIivCnNEQZRCRRIQ1KB2Pr4l2EDGTRlw+h+C5zmNdfHhFAnAtlljlOlbciCgBOCD80A/9EI8++ijvf//7m8s+8pGP8JGPfKRju/e9733883/+z9m5s3/sz6Cy2r6+a7EAuq7LsWPHANi/f/+qLAjtMYSroV24NYpOLyws4DgOpmli23bzf8uyev41LKQbLQA3s/gUAsTUf4XiH4GoQa6xQoLuAR4ymkeUNchEsfs1SCMtH0jFlj7foEd0SRBRBmnFoktKEAFEqRqEDug1IrvTcAggF01k2oNy59+FLOkwkWDZmzEhFYIhQAuJ0m7PmGJOh9Fq774AtkTuqOJPWcjxWizGZgyi7S7i6f2U/mAU+/a96DNPxGPlc1g7BVhZmHma3jMAMf0YUfRDiGX+TSoLoGLQUAJwAJBS8s53vpPHHnuMv/iLv2hm/+q6jmEY6LqOpmkYhkGxWNyUNzEpJdVqFdd10TRtRddgtcKnVqtx9OhRhoaGqFQqa7YCrFUASimbdQdvvfVWdF3H87zmv2Kx2PHe87xm3JNlWc3s5XQ6nSgUG/+WG9u40nPYKDbUeiMlTuF/8R07/n9Q8kATidY4WRUgbWQmBDOCskaUryKqGjJXhZoAK8HiVqmvpx63F2hEmQhRyiOzi8hSDi3TaeGTngAkECFH/aa0khLwNMh3uYuvWDDmwZwFkx5iMQv5Uuc2PmDIJJ0Wj10ThMUhtD1zyEUdRITc7iIuOehPHgRmcJ+/SHpbHmqLyMUi7rMa5u0jaCMHoHAaEXVWRdCKJwjOHUffc3fyQbtQAlAxaCgBOAA0HlAf/ehH+Zmf+RkeffRRyuUyqVSKVCqFaZrouk4YhoRhyMjIyAbP+MWl0dfXdd2mGF4Jq7EAVqtVjh49ytjYGLfccgszMzNrbue2WitkY99nnnmGxcVF7rzzTlKpVE/LuW6klARB0BSDjzzyCKOjo+i6juu6LC4udohF3/c7BKNlWde0LjYsjMvhRrcAihd+BzL7kNu+d20D1c4hCl9CVB+H6Cgp7SpSE7H4S3W78kEUdXAiEC7SkFDNIIcriKKGHIq3Fy7Irryv9vVR1YmtajmX8FwafXccJycXNMh07se8hdjiIq/aiG0tV6+4YiG3d4osZkdgYj5et62+zutNQNNmTeR4guUQkPM6+DrarjmYMmFLDUwJNQ3jc1vArM/B9wmze9BrsRWQKMI/fhb95pswhm6C0hTCb4lZ4Zfg8mOwTAGo6gAqBg0lAAeMgwcPcvDgweb7ubk5XNfFcZxNJ/ygs6/vasQfrLwMTLlc5tixY0xOTrJ///41C7jGHNYigC5cuECtVuPIkSPLfogJITBNE9M0yWQy6LrOli1bGBoaStxeSonv+z1WxMa/QqHQswxiS/VSFkXLsvB9H9/3CcNwVaVwrit+Ef3Y2xHeSYQJ8vxvE+76KeS2N15739o5xPRforlHEf4ZEAXQQmRUz9Y1JDLKg16JXajtyRZebDCTWQk+SEtCVUcOVRAFDTnSlvltdX53RMVE1i110bSNHAkRtk90xUbb0XLDily5Yz95yUFsr8Vv2r7Osmz2un4v2bB9HmZM5JY2YWh0xgdGl1OIiWTXr5yywYyIJmuIqwZyZ2s74wuTiJKJzFaay9wT50nvGobKQnNZePIs0dgY1o6dUJlG1Gaa6/TiCWTgIYxrV0VQFkDFoKEE4IBy7tw5PvrRj/K5z32OxcVFbrrpJt7ylrfw1re+lXw+v9HTe1FoF39LlXm5FispA1MqlTh69Cjbt29n3759zWNuVDs3KSWu6+J5Hi9/+cuxbbunQPhK5nCt9Q3Btty5NQSj67r4vt+cq+/7LCwsNIVitVplZmaGM2fOoOv6siyLjX/X9aE9/xjGiZ8E30XUO/kJZjDO/xLy3O8Q7v5J5LY3de6zeBT9yicQ5UcgWoR0FAs7vXFdNKQukXoEkQZ6CWnLuLIJdatfVUBKxm5XaSIND0IdORRBSUPm274rVQfslnCS5TTSdhFCEl5KwfYqQgdZ1hGZEKHXrYLTNvp4S6zJuTRsjcWWDIFxrzmfqJZCy8VWQyLgig3bXShrcbxi4yPwBORbolLWTLR07/dR+sCiBamQyIjiUjMN4Qlojw+hnY594cItAnVrdhgSOnvQ2wQggJydxS1aWLfehGY4iNKFeJxwCv+Fx9BvfUXPHLpRAlAxaCgBOICUy2Xe+ta38vWvf7257OTJk/z93/895XKZn/qpn7oucVo3EmEYcv78eQqFAnv37l2T62a51rtiscixY8fYuXMne/fu7Vi3HqVkVtyNQUqee+45giDgwIEDfXsNX885XGu8hkjLZhMC29p48skncRyH3bt397UwlsvlHpc0gGEY1xSJqxGM2qmPok3/j/iNKekOYBNiFuP8B5DnPkww8c/Q3aMI7xhCxAJIShHHvbVb9cJY+ElNInUbNA0MtyX+AhuiII71i4jLpmge0tLBCsEV4NAq5QKImoesf/SyrIPwkUZEdCmF2FWP/4tiK5422RJZsmIAsQAMFh20VEDz0szZsLUuDqdzaFvr4i8AZi3Y5kIIuDpk2iyDCwZMtt7LKQttZ6eVkaKOAKKUD64GY7XO87lqo39tvLXAr4KegzC2aLrPnSO9ZwxKs53jeh7eE6cwbt2PPmSjFU4iSmeITn19WQJQuYAVg8Zgq4BNRuMX6kc/+lEee+wxbrnlFnRd55lnnuE7v/M7OXHiBL/xG7/Bgw8+yF133TWwN7QwDCmXy5TLZRYXF9d8jsuxABYKBR5//HH27NnTUX+xwVrF00qLUTeyfWdmZshms+si+Dc6C1gIgW3byxayURR1uKQb1sXGv1Kp1PE+CAKAptu7YV1sXLtz586RSqWwdMHYuX+PFj2O0EC6OsLqL+6FmMGY/yjCDJsaUboa0tDAaiVRRKEGuoXUQFoRSAFaAFo9g9sdAqsYJ3lIAZ4ETRClAD2MxZcU0O7ujUDWjWPSExBYyLSLnHWa4g9ATuXRti92zFsbqlv4QkFU1DF2tMRhoyK0LOowGid0yKqGcFOwpS7oGlbA9msRCRqzC8+mMbrEX3Qlhxh2kUEAQna4fAHwBMYXbkJ0/ZjScmmihXp8XxQRmLsw6BKA8QwInj1JtG0r5sSdaHPH0f3LyFoJ4fT/ESKlXJMFcBDvs4qXPkoADhCNh/NTTz2F53l8/OMf5+tf/zrvec97+OAHP8if/dmf8au/+qtcuXJlYAVgo69vFEUYhrEmq1uDa1nv5ufneeKJJ7j55pv7ltdZj24iy91fSskLL7zA9PQ0R44c4dlnn+3Zd7Wf+0a2glvpsTVNW7FgTLIsVquxCJmbmyNdeZzbxO9jOqW4uLKngRmSnL4aIQ0dEYpY/NWRoYl0IvBabt0oACTIKIhj8xotMuwIWRPg6TBUiPePBGFhHD0dIrPz9UBAEK6FzHXF4VWykC4iI4jmUoghkK6B2NoSc9HFFNqOTvEXzVroo7EADK+OY+2Ybs1fAiP147g6DIVQtYhKGvpEXdBNWT3iD0BmY5EtKzZ6W6FoGQiiqw4iWyMq1hM9nKBnf/1Lkwh9P3TV9NPSTksAAt5zZzH2TUBxmiSiy1O4hTTWgXvR/Rr+s1/HuOfBxG3jc46/e8oFrBgklAAcIBo3qVotvrmPjIw0rRdTU1NkMnE6X6MDxqDR3ddX1/V164DRTwDOzs5y/PhxDhw4wPbt21c1xlrn0I6UkpMnT3LlyhWOHDlCKpVqLm8fSxWC7kXTNBzHwXGcjuW+7zNz+lHuq/x3NPMswmjUVIzXJ4vpKE680AICaWHQsqZJGYEHIhcLnFj8aXHs32gAgYgFYDZELhiQDSFVF04ReOeyRFkbLX+xeTRREb3iDwgXQvQ0RJey4IRI00e0lWmR8yZiotaznyyZMOoRXkhj7OwUUeHVLPr2EvKyDTtcWDRAhOgT9XMsZBDjCfeYog65sD5fBzEcC9powUTqJjgBUUWDfQuJLX3F0zm0E3nY3vvY0lJd3VAkBPpWDJIFIACVCt7jp9Bvu43w6X9YlgActB/Mis2N+jkzQDRuTg0r1MLCQlMA/PEf/zF/9md/hqZpDA8Pb9QUrxuf+9zn+MY3vtG0/Akh1hx316Cf9W56eponn3ySgwcPLin+4MVJApFScurUKaampjhy5EizzMtarY8rmcP1ZEOO7c5ifeNn+Y70h9CcM03xB0DNQJgJc9KiOGlDB1wdw2wkS0ik7iDSAbJuMYwCCKVDKGzkWBDH9bka0oyQBQNGgnp8YSw43TPDkAZ7R0v8+edyyBw9SE9Dm6gSXsggNWDSRaTaxF9NxG1yrd5z0HIe0ayFtqU3Ozcqa0RlGyY8mDVjl3Rd2Mmqhgz9OLax51rGP0DFJasp/oKL6VjoliNkRkfcXEwWf/Mm+pcn42MUrvTO1+rNDPeePwv5rb2DdY6MHL0XoVnIwkzfrRr3kdVWEVAobkSUBXCAaNxo7rjjDgC+9a1vEdYDoz/+8Y8D8NM//dPcfXdc92qQ3Bm///u/z8GDB7n77rs7Mm/XQwAmjXPlyhWeeeYZ7rjjDiYmJq45xovhAj5z5gyXL1/m8OHDHTX+1rMX8Ea6gF9Ughra4/8J7cpnEUMuZLrq70U69CQ7SzAk0pAIUbcQiqhtbRZhlZBuFi1XIgog8gywQ8SwH8fvVW1kFMQ/zYc7XaC1kyPoky5GW8kU72oOc1dXEkWd6KoTF0wWAu2mrnIuEpi3Edt6rX/RvIWWCuLYxgSBq03UCOct9KyDyC22Yg4lhDNpjF2lnn2AOJGjqMGIj4wgvJhB31smeCGF2FfqEKcdBALzH0bjHsMA5TnIT0LxanMTYSZ8PyT4jGMylTwuoL3qbej3/QAMfZPwma9ivOJNidutRQAqFDcq6ts8QDQekq985St5zWtew6lTpyiVShw4cICbb76Zd77znfzMz/wMw8PDA+fKcxwHz/M6hMJ6Wb66x7l8+TLPPvssd91117LEH6yPC3ipczl9+jQXLlzgnnvuabr6l7vvSuawUbyY4lM+/xn0z78RffZvEKO1zqSKOlHRQGjtgiWKLWGmbFmwXL1pXZOejrBLcQkXvRaLv5qFzErEsI+UIGdMZBjFVr+uY1ZfGMW8qdwUf2HRofbsNuRCJt4voYaydAVSF2h7egWif3EoUfwBsGgQzdloQ72D+pczRJUhZCAgv9g5z0tOf/EXAJlFRM1E+gLKJroMMR+3cIoRqdMmxrfyaGfGkdXOx5L82gHEnI1mtwnibOffndCS/7b8F87CcLJ1Xvv2uvgDtAP3Ep17JnnuKBewYjBRFsABonFzuuWWW/jiF78IxG7gBx98kAMHDnQUgh60G1lSfbv1cgG3i7eLFy/ywgsvcNdddzE6OrqiMa5XFvCZM2e4cOEChw8fTiynknRsFQPYi3RLaF/8BfTKUbSRKmSCxNyOqGqg5VyaK0UUC6H2ci4yjtcT1BNF6skPVHWidEgkR5BjhVb28FUnbpdm935faydH0EdqRGdS4DuYaRc7X6Uwmyd3YCpOHpmGqGwRuiaRnicSEZpfQ3gCMZuOk0Qa/aADQcpwoTyClDWidAj5EJkLELpAhgbG7sWeeQAE8zZhSpLaXwRPEF7IYtV8dALQPcIXsvh5D22yq7bfgomoaZC20RYizFKElqkRmQZS6mgZHyvjA2XkZY1wMUWoaQSeSfSlDMXsEPnRKYQeIkMd6Xf2Ehb0Jow01vjBMCaXOpZqr/5R9Je9qbWVpqNtP0B09RzaZG8WfxRFzYLuCsWgoATgAFKr1ZifnycMQ4QQbN++nenpac6cOUO1WmXPnj3XjFl7qWHbNq7bmXW43jGA58+f59SpUxw6dGjFcZTXywV87tw5zp0711f8LbXves1hEJCnv4j+yG8CRbTtFbCivn1pCbWWENDq4q9rW7loo+VdKlN5nB2LsRCMACNE+gaMLsQlWk7kEHMG5lgFFmKfstQcwooEw8IrhaRvKqILH8Y6j6GnWhY8oYGe89BzHlCmeGwrmbuSRZx/JYM5WgHaEjUWQc4L3JkxHD1EfjON1ATSBGlH+KaBSLnIssAKfPRns5j5RYRTAAeiGQdtuIZGATMC/+kUQWjBzhpiJICKhqiBvuhiZGrN9nLRbAptd6eFUugSY6SGAYSf3RefaynA0zNYuQphRYO5c6CbEMZWSiH7Fzf3T53HPLgL5s/HH1mX+Gtez0PfSXD0c30FoHL/KgYNJQAHiMZN6g//8A/59//+37NlyxZqtRq+7zfbep0+fZpf+ZVf4f3vf/+N2VZrlTiOw/z8fMey9YwBLBaLTE9Pc/jw4VV1UrkeWcDnz5/nzJkzHD58mFwuIQugjfUSbi+lMjDLQYYe2hffhz77CFL30XdUkhMY6oTVPHqmCETxdga94k8ClsCdy2BNlpudNSpXtqLnFjFsH3F0CFFyEFFEZAZoZvtnW0bPA1Twq2PoqV5XbFA2SW9fSJ5jycRYohuLMJO/h0KXaJU05uR5SHWuS/ngztik919N3BfTAVqC1BytYlJFViG4lEELJPpQpdktpYGsGogEqyeA9AXh1VYsq1+00U0fYUTIwEdO7EXMnIpXBsmt5Opnhu9mMQHtgR9Dv/f7krfKjULgIWWEEF1u6DWUzFJWQ8WNihKAA0TjAVmpVJifn8f3fYIgQNO0gS390uB6uYCllMzPz1Mul3nZy152TaHVj/XOAr5w4QKnT5/mnnvuueacrqcF0D/xdcTsSbTxmxBbb0HkJ9d8nH6sq4gtX4Urx9Ef+y1EVEZmfPSJypJR0TIQCMpA3erX57eTLKYI9QiR9tHrteyCsk4wNUL4TBpruBEnF383hbbEjzDDSVzsL6Rx8slWr/BcHjOd7BKVvkAfSo79i0oGWlIwYWN9lPy4kL6AdDFxndCARR1tvJKY3ast8ZGGV7NxK7zmBARhzUS3fUAyX6rRCMLwy/PELVCS8c9cwPyBf4F+7xv6HxDQbr4Xef5ZxO7bO5YrC6BiEFECcIBo3KDuv/9+fuqnfoqJiQk0TcM0Tc6fP8+nP/1pbNvm1a9+dcf2g0A/AbgW0dCoqbe4uMjQ0NCqxV9jLuuVBHLx4kVOnjzJPffcsyxr5PWKAQwf/gTisb/AsNsK+kYCKWykniEavRX9DT+HZi6vN/B6I6Uk/OLvos09hhZVEGEFohqCCCJiq5sGTNbQM25/l2+dcNFBz1WRgQ52kLi5lBBiEfo+9kQZf9HGOzNMcDVNbnQWhnv3qZVtzN7FRIEALVmQdSREtM+xaKJFIGXyD76gkMJMqtEHyPN5tOFkt7GM6Ht9vOks9vZkASgDgS5DNKt3vtIzEEsowNA9iH7rIbSxbTw3s8iOO49gXjgGz38agGEzahodzbCKi913koFh88WrEu3v/m7pVoDpSZxn/wFjcl9HW8BGDKBCMUgoAThANG5Q999/P/fff3/P+gceeIB3vOMdTE/HxVEHqRNIvxhAKeWqzrPRR3dmZobdu3ezuJj8YFwu65UEcunSJV544QXuuecehoaGVrRv93xWSmMfKSXRX/8K8sLj6FZXqy9NQlQjKocY3tcJP/4O+IH/hDaW3CFlJcdeUSu8+YuEn/llNO8cRqpNfIi4B6+wDNBdxLZFhNWn/Egbkauj5aswnwLPQApJGOiIySr6cMuiFpZG8WsBuiWpPL6F9GgRc7TA3MkRGE0u16Knki2A3mwWY2uvsAqrBuZEn9IvM6NY+SKB1efz1TN0xP7VkZ6GFklENlkchuhEYZ/HRdT/uxScyWEYfRI0CjYRop8hFf3Q/wdz5OUAzHzpS+zYfjPGwUOEJz6LpnmIxSnIjEBlHiEjSDlQ7e0+ApC67wFe8+B3L6uP9NClq1z++y8gNb3ZR1rTNHzf5/jx4x2CsdEu0LIsTNMcqB/VisFHCcABJAgCFhYWkFLi+z6u62LbNpcvX6ZUKvGZz3yGN7/5zQPl1kiyADYESxRFK4p1lFLy7LPPMj8/z5EjR1hYWGBhYWFN81sPF/DCwgIzMzMcOnRo2eKv37FXbQF0S8j/9U5EZRYZBIiEO0gQDWOYsXDRwwWiP/1Jwtf8DPrtr13xMVcz5/BbnyT61h9gmFX0VKf4kFIifR0papCvYS5D/AHga1C04lp9gJACXY9g1ia4nIaMgbalQPmchanp2GMuzmRc7Hjx5DhaH99y6GloTnL8WliycPLzPcu9uTROttA7xbkUYcVAGwvRcn3Oy0j+IRNd3gZRDSNhmlJKtJQP5d4xZUR/i2KgYToeYdVKPHtREZBUvw+QDKMNv6xzDpqGZpgE+74DzvwtIGBoG1Tia6Tn0oR9BKB933egL7MtoKzdy+2XnifYfrB5/5ydneXixYtYlnXNPtLdVsXR0VH27NlzzeMqFC82SgAOEA1L17e+9S3+zb/5N4yNjeG6LmEYMj8/z7PPPgvQdGUOivUP+lsAYWUCMIoinnnmGYrFIvfeey+2bVMoFNYcS7hWF7DrupRKJe65554VZyCvVwxgqnKFrX/3n5BoEPgYTq8gcGsjWF0iQxMB8sv/heDicYzv/slVHXs531XpVog+9R+RM89ipgKSTjmsWRhZH7fkUH1hO8OvegG9Tyxdc59KHk1UkYs2MhUh6BxYt0LwQ8rHtzB8U2+XinAuAyRf/6Caxt6RXKhYhlozgaSdfkkc3vk8WhQQBRaa01uPrzadwUmwHMoQtHKFyOrzOBACISRaptcd7U0PY29ZSN5vegg9vUhQShZdQtMRTp8foOlX0h402O6CNb77HYQf+zs0LUSGYdPpq6VskmSvvucW9C07ko+TNC8njdBEsy1gLpdDSsn09DS33HJL4j79+kh7njewmfOKlz5KAA4QDQE4NzfHI4880rNe13Ve8YpX8IM/+IPA4MUANnogN2ic33JvwFEU8dRTT1GtVjly5AhWPZNyPQpKr0WETU1NUSqV2Lp1a0ctx5Ww1vnL5/+BO058jFBzMEWZICEhwKsN94i/BkKAfvKzBFefR/vBX0NzMonbrZbo9KPIz/0aBDV0OwRNohmdciAij5FeIIrAK6bAMyl89QC5V5zCHE22wslQQFBFzqWRSEQg+mYuBAk6sjqVw3I83GqyCHK9PJnM+d7zCQUkiL+wpmNN9oo7v5DFzlWwHJ/aQg57W+82QcmBBAEYnh3CNEOiTK/IllIibRk3ORlJaAtX6WPBc3V0Ec8h6WpJ30DTPUj12d/5tp55NASgZqcIdrwCLn8N5i/EmSYyQtjJjzPr5a9JXL4UIjeOrFUQTpyFfC1vSb8+0o11CsWNiBKAA0TjBrl161buuOMOdu3ahaZpWJZFOp1m7969fO/3fi/3339/Mzu4fb+XMtdyAV+LMAw5fvw4nudx+PBhTLMVlr8e5WRWawG8cuUKJ06cYGhoqNnXeaUsd/61Zx9Hd2yMmw52fCfkwx9HPv5nBJqDJcqEro7hdLpW/bKFaScnArSjF08S/c934d36fWhDo4ihScTIFsiNoy1hpe0noKPyIv7/+TBm4RuAjjAjdCcgdA20Nvdu6OkYzjyBtKAm8Cs2GrEQWXz4IEPf/gzGUK/7MJhLoXs6RBrVYp7M+Fzi/PyaTmqyV/xWL42Qsn20PqKxmjwc/mwm0dLnz2Wwd/W6f93TOUSoYe+YIXB1kuSmkUq2dIqqjdRd9AS3Mlqsr6KKidZlKY3dv8mxiP7pHMZk/H1IsmIGVzIYuovoMyeWEIAAxkPvIvr9hxFeBcZ2wdw5NLNXaIlUBvOulycfYwm0se1Ec5c6BKAqA6MYNJQAHCAaN5ojR47w5JNPLrmtYQzWR+84To8LWAixLOEVhiFPPPEEURRx+PDhnmuzXhbAlQrAq1ev8swzz3DnnXdy9erVVc+hWzw15tKwaoTlEpU//B302cdBkwRSIPU0ZMaw7Bm0YBpppDBl/WEvOx9oftnCsK8dSxcGOmhpomoZ/Yn/1VwuqWfPSo2QLNr4brRX/TDGnjs69m8/hygM8P/6/0v47D9gpUtEmkYUgjPiI6WBZrfclaGvods+UaShiYAocHAXMqQamamBpPCPdzL0wBMYbW7OqGagCwlu/H3wSjqZ8eRzK18dZvSuix3L3EUbo94uThjJ10f2y1ot2oiEVmzovd8hdzpDbtscfjGOC41k75hBxcCeSHALnxwhZdUI/AyG3ingpZTNVm+Ra6DRKda8qxnsrQkWxbKOPdyKCxSphO99UY8zolO9olsae8HY2rGsW4BpuRGC8UPoc0fBjjPhtYT6jebhVyJWmYUurFYNwkYMokIxSAyWClAAsaC5cOECYRg241Bc18V1XYIgIAxDXNelXC4zNDTEQw89tNFTXjNJMYBwbeEVBAGPP/44QggOHTqUKIzXwwK4Uhfw9PQ0Tz/9NHfeeSfj4+NMT08vPwmiVsP/h89hHn4F+sTkkseuffXz1L7wZ1hGAU1v9DuViKiIyQxaGBGGAl2P67gFrtFh/fPLVhwDtwSBp8Wxd7aHX/YxUoJux6CUgkikMWQRZp5Cfup9ePYY3PodGK98c8fD3/vqXxF+/U8hqGGm45pwyAB7OBYo3qKJPRKLpygQ6EZYz/wNCOczRGFcpDm1tc3i5QUUvnw7I9/1DJodjxOVTMSi05RoutO/Rl6C5qJybgynbsXTzORr1K+HrZCgDXe6XCO/j/v3Qh5peWTG4vNJymr25vKkd/aaG+WsAyNlamWNnj4ygmZdRBn2ip+oYgEJAvBcHmtLyxqqZXvno2sRoasj9ISahF3WP0iuWKD/Pz+B/F8/AdVC/BmJ3mtp3ffa3vGXSyqLDAOEbgxUwpxC0UAJwAHkhRde4LbbbiOVSuG6blO8JFnDbrrpJk6fPr0R01xXklzAsLTr1fd9jh07hmma3HXXXX0TRdajoPRKBODMzAxPPfUUd9xxB+Pj4805XGt/KSXu//0r/Ee+hKkt4n/z07jWKJndt1O77Z7ObYuLlH7v14mmz2M5flP8xZONsHI1hC4JAw3NCBGibgkSFtT7rvoVE90KEwv8AvhVAynSGEYR4XiEXuxW17oe1BEWoQ+G2RITQoDwZuGJPyd84lNM5vYyP3Ir1b/7EJq/gIgkuh0idIkQEj3jIYRERhpGNhYVUSji4sWOjq4vEhRTgKA6l0czEz5rH+b/7hZGHnqGqJqCBbsp0KII0qPJLu7afJr0ZKf7NPRNhBfXCwTqxYs7CTw9URhGocB0fLSxTgHoFiZwtlzunHIhR27HLMXTEzAWi0M93XssPd1badC9nCU1HF9zPdMpxNqtfwAywYWdFBMYLhrYoy2RKiMQTucPM+npGDmPSBsnSUAmxf9BbyydProNN38L+vyzCDvTY6FcafJHN0I3msdWAlAxiCgBOIA0khfS6TSpVArDMPA8j4WFBdLpNHv27CEIAnzf57bbbtvg2a4P/SyA/YST53kcO3YMx3G48847rxngvVYX8HJF5OzsLMePH+f2229nYmKiufxaAtJ95GH8z/8lolbANIO6tUSie7MMv/AV8s99lcqXd6N/23cRlRbQHv5LooBYaBiteQkjwMy4CA0CV0cYAk2vd7Oomlip2LXnB0PoZilR/IWhRVAWmGkPIYpEUif0NaQEq0uc+J6FbkQYfSxkAJG0MOcusmXmDJqQSFlvW2YFcbKHHTQFbBCkMZ0iUkqCmoVmhRhGhcA1wY9vd7WCg+70Ua2BzvTfvYzsTVOknJYVq1rIkN2aECMHVGZyjL/sbMeyqae2M2K2BEmSAKzMZeMC1N1TKA0TBaB3xc75tbCn14WcG4LUNJk2AWqMdJZlkRGYmV7rX3g+jxgpISOBtbUrflHQ2emkq12bN5PCGk9ICrmYRdvSEsqRbyP0rjIx5q0IcRIxNIHkXOdcMcDpjNlrfO+TYumMB9+F/OR7YWQneJ3XcjXJH920175UsXyKQUMJwAFkcnKSD33oQ+RyOXRdxzRN5ufn+cxnPsOjjz7Kz/7sz7JvX9xkfS3dLW4k+lkAk9y3ruty9OhRstkst99++zV/2b9YLuCG+LvtttuYnOxsqdZvDv6pF/D+4veRizPoRgh68oNK0yRy4Sz+p/8AK+MSRTqG7aO3iT/N9jBSPkLErlMpNcz2Qs91K6Af5NGjMl3tUglcHSKBbvlY9STf0NeIQg3dioi8znm5ZQvT9pM7akQQhFnwPXTTRdYMdFvGMXOOg2EWgChO+qi7PKUETYstSl7RQXcCrFyNKATZVoqkVhnDMPsUJwZkxe0QfwB+bYk4sq7rEIUCfyGFmKi7kgMNMyE+zSumcG7qFWbBghmbHNsIPZ301s5tg9kUTvYqxXOj5HfEtfBC3+wpEh2URjC76gn6CzapfLydW0zh7GyJtm7rH9BTAiZYdHoEYLCYxd7SaUkUQzuB5zqXhXHMnkyKQ7buBK3TGb2UANR3HMBN3YSIJATtcYerS/7oh7IAKgYRJQAHkEwmw0//9E/3LH/3u99NLpfjW9/6Fv/iX/yLDZjZ9WMpC2C7cKrVahw9epShoSFuu+22Zf2qXy8L4FJjzM3Ncfz4cQ4ePMiWLVt61ncLQCkl1T/+PTh5FOG7scAKNHSzX4kSDRlpmCmXKLIRVtgm/iR62m26c2UkibQsVqYlgmqFFM5QFd9NoYtO8ecHWUTooRudIiH0tLrQDHCLDnY2/nxkBF7Fxkr3CnYpNQIvjYhcDLMKFnh+BsOuxK3dPAPLWYgtVIaF0VbvLqxaGFkXv2qjZyRWphZbAgsZRJvM9Ar1mnbpnsPH4yRI0n4xfMWZLc2Czw1K50cZauu3GwbJoQWRZ+CM9cb0iRBkrjOPtzo/Qmb7dOf+0ynERLHDCusuOjjbOwVgbdbE7OoY6L0whjUUHzvomV9nCZoo1BH5TsFs5BP+1uRNCJ7tXKj3XmRRrYtNI+Fvr0/8H/Qvp2K89h3Iz/8n4pbKsY10LckfSagsYMUgogTggHLlyhXCMMT3fTzPw/d9Tp06BcAnP/lJPvrRjxIEAbquD8QNajkCsFKpcOzYMcbGxrjllluWfd7rZQHsN8b8/DxPPvkkt9xyC1u3bk3cpt2CGFXKuB/7NaiU0GQNYUqC0MQwe92MUkLgmkjbxBIlpNQQmovZbM8VYWRd9LaSI37Nxs51WsCEHlFbTGHaQaPsGkGUJ6q6WOlyz50kCgQYJobwCGomVqYGCGQk8Ktmj/gLA42waqFbAYZebbof/TCDrpXj8wgc7FwJoUlCX8PJdoknIySoGGiWh5mJx3dncuhtuqG6kAKpIRwb6BVfQGL9vdRI8rbz53PseW2n+9ebz5Bps5xGCQkUAJqhYw13irUoFBgpD1/rKmnUFYMXzKRwxooEFYvs1oXWcrc31s9IdyWT1HQcpyVQtUzbsSTQ9SMiqKQwhlsWQn/ewerq/uHP5bF5PuEkTWj72ktstHLs9pV6wvc1QQA2/m76/b3qN9+D/7WtoFVADyCM1pb8kYDKAlYMIkoADiC1Wo1XvvKVWJaF7/vNrN+pqbjjwJ133gkMVimYRiHo7lidhuWtXC5z9OhRtmzZwv79+1cketfSU7hBPxfwwsICTzzxBAcOHGDbtm3X3D84exL/D/8r+G4cN6eBGwxh6b016KJAxNYbITFEGWGb4HuY9cQEKULMbKcb2C3bOPlOwVAtpNG0EMMKECKiupDGcGTc7i3BihZFFpIATXhIGYtQIURsEQx1zFTrwR+4OpFvYlh+x3KAaslBaB66I5ibHSU7voi0LTzfJjfS2T1j/vIImdESuhVgZj28BYfa7DZMZx7aspars7EprDIvyPSpRa1ZndauSiFFZrI3AcT3DKTsFPXlKzm0sOs7oiVbAA1H9KyqTA2RtjzC0dayKBDYowsd28nZFGK8iD+fatbbA4iiTpHiLTqktnTOvfrsBNlMLOCkpCNjVyKhy10dFvWOB0Uwn8Ic6XT16mxD8ELPOUpNdiXn7kPIetKZ1il+pciAfXfvGEu4gBuIwz+AfPpTaFkfMbx1TckfSSgXsGIQGRwFoGii6zqnT5/usH5pmkY+n2fnzp28973v3eAZrj+NHp++7zeTYCA+70qlwokTJ9i+fTv79u1bsYhr7yiyWgGYlARSKBR4/PHH2b9/P9u3b7/m/tmnH8U7/lU04aPVrTSVxRSpXK/482tG06qnWz6aHiH9ALMuhiIi7LyPprVcm27Z6hF/UoIMBFpK4hYdDCvAySV3zQDwqiaaHjZd0aHMYzpF/KqB0CRGXXwGQYqoFmHYQWJ5lSjS8FyL3EiRmcujWOkaMoyoVQxyo1d7z9fTKcsRrFKR8oUJNBkRhSFal+uyUp0Eojhesg+G01XvrmqToVcATj27neyuzmvvTudwHBfa3MiB6C3gHQYCoSW00pvL4Ez4GPnWuO50Fmdn6703N4xTz0juKe7cVTzancli5VtiTYZgidZxvZKDvaPNupnwROgWlVpXIo83NYxjnezdMV7b8U4ErR7WUix0Otudl5PUXHo5AtC46wH8k19GyyxirrP1rzGHQfCUKBTtKAE4gJimydve9jZM08RxHFKpFLZtMzk5yf33388rXvGKjZ7iutNoweS6bocADMOQM2fOsGfPnlU3ZG/PBFwt3RbAQqHAsWPH2L9/Pzt2LG2tkFKS/9yf41w8gW62yq5Uiw6pXKclJgwEnpsllS7Vy4wE6FZI6OtY6XpfUl3g5GodbsXKQob0aK+b0/OGiQKJDENS+f7CD8CrWGhmK7Yw9A10o4xbtjHtuF6fW7LRBBi2h97bNavJfHErIyOXmbk8imbGmcm6GWDlSh0WS4CFK0MEvol3IY9pROhaBALCSKfbaFOe0rCsCH2JJBCrqyRKt/u1QVg1Gd3bKv7sLtpIz0B0ZfxWFmC4S997i2mIEpKWJNSKadLmQmuh7DwJ/2KK1PYy7mwaO9/V/jDV7TruvFb+pa3Y6Zb71vfMZtcQKXutfwCkW2bKsOL01CI0jFFEgkCOB+3cVtTqlkcEiJnOTZ3k+9K1XMANtP0PoBW+tK7JH+1zUBZAxaChBOCA8gd/8Acd79t/wQ7izaxhAWzPBC4UCpRKJcbHx1ct/qBlAYyiqG+twOWM0RCAi4uLPP7449x8883XFH9RuUTtf/wnUoUpdKvNVVuzsdOdMY9ekAY/IJUuUVlMYY+CqdcIvFj8hYFAs0LsfK0pIsPQoDiVI3BNilNDaKk0UdElDHRkqOFFNkOT06SHk1t+NShXRzC0coc4m50aJvANJnbMcfX8ONl8lfQS1sPmfpdHGNlymZnSNoRWxRmqkMpXCCMd3Qgozo1SnnaoFdP4FRspArbtmkPTZjvGmT4/Qn5HK3HCqxqYdeHXLwtYSkkq3xnf5nS9B/DKGdBlR6mWyuVhrASrXkcQXJ2gbENX0kwUQma4RHkx2/Ssy1BgtnXwqFzIk9saC6eoZkKXALTaikdHgSDVVd4lmtahLfFf2G3XQYeklGx9rHWvCEt59HTrmO75EdKZs707NQ/YylyWmGjl+rbmMEJ01jRMSgCB5VvftDsewERf1+SPBlEUDVTIjEIBSgAONFNTU3zmM5/h61//OrVajdtvv52HHnqIl73sZRs9tXWnIQAbiSDz8/M88cQTZDIZhoeH1zT2elkAoyiiWCxy7Ngx9u7dy86dO5fcJzj9PN7//l20sNR0+UJcjFnX/WYmrpRQK6ZwslWEA+XFFMIIsfQSNTdHOlPAqxgIXRIU05SvDhNpGWQlFiCLiyM4Vl3kFIG2anPl2RS1+d3Mnd3CttvPkh7uFUPlygimUWqKK4Ar58fxXANNCsLAYnJHn6a33WMtpskOF1mYHyXQA4a31JAePPf3d5NyPAyjs/C0ARhDtcReu90t0eYvTDT3Na1kARhGoqOtXa1skxrtFb+lqTHstgxev2oitEycudyFZvQKwNA10Mc6r2XlyhDplE/UZkyrzEyQ3n6ldU6zacTOKlGgYXV9FlGgYU62xFlteoT0ttZ1r5wcJZPrtNSZ9fhBKWVP8kcDPd06z+74SNPOAr0hCABS2Ai50LZkLyKqJ4BYw0BLAEp9C5g3J4+zzAQMIQTGnd9+ze1Ww1qSQJTrWHGjogTggFIul/mn//Sf8rWvfa1j+e/+7u/ymc98hiNHjmzQzK4PmqZhGAau6zbr6d1yyy3Mzc2tSwYvsKZxhBCEYcjRo0fZs2cPu3btWnJ778ufJfjSp9B1r6PkiowglGDUXXW+qxOFRtMVXCs7GFlBJlOitJDBzpSZvTBGpKWwZbs4qdf7i8CPjJ4CwwBBoBH4Orod4tdszj12gNRQmW13nMGqxxJWayNYRrFZyLm0kObquQk0PWLHnqs97tqlCAONINCoVTPohoemR8xfncC7YKMhMBNKsdSqJhPbe0WXWzF7ikuXZobQiAWzYSW3desuAVMtphMFoPADJg+33L9XntuOExnYCcYnPelYkYbR5b5357Kkt8wj2mruuYuCdN197M/kyG+PrZzFC2MM7ei0eLrFFPa2tng/0kCbBW46BWMtAeiVLaztdXGnkWj9k/owuhbXEIw8E72tnqB7epT00KXenRqYY0Bbbb5wFBqFn82u7KE+7l+4MeLvBtFrolAoATig/Of//J/52te+xo4dO6hWq8zPz3PkyBEeffRRfv7nf55PfvKTpNN9CqG9RLFtm9nZWc6ePcttt93Gli1bmJ+fXxcBuNZSMLVajVqtxr59+9i9e3ff7aSUuH/0UeQLj2F0iScpIcTE0GKBUC062CkP04rd3tWSjW75pDNVSoUsUSiZPzeJaQWEZeht9gqVWh7h+SQpwGI529kiDkG1kOXUP95Bfusc6W0VZs4OUZrbjV+1sRyBhcfCQgrTDtm9f6p30CWYuzKCaXtYKQ8v0Jl9YQ85auh6hOzjsq3WLFLZ3li6wsxQTyxfULWxjIAo1HpiA5t0lYCRCU1+S1NDRFJg1gtQR5FAiyBtLpKkosyELiCaFvVY8BrZslbdMhiFkNmx0JrLrIEYr++f0PfWr1q0Vw80Um2JJJdzZLpa2QVhCou69c/uY902J4FY9PnzI9hb4gQc6QustJ28T2O+RmfxQVFrE6dGZ7mapPIvzXVKACoU1wX1jR4wGm7Kv/3bvwXgj//4j/nu7/5upJT87//9v7n33nv5/Oc/T6nUpwbaS5h9+/bxrne9i1tvvbVZTHk9+vg2xlmtC7hcLnPy5El0XV8yFjEqLlL97V9EnPpWj+VMSgh9HV0EhIGgVnJIZd2mQKuWbAzHJz1UpTiXxveH8UvppqtT15OzXiuLDrqV/HAtzaXRRNI5Cxanxjjz9X34s0PYUiPr+Fj1jM9KOUXKDHn+sWSXXhIzl0ax0zWslMfCzBBzz+0kR6157lYfi10UJcdkuhWH9FCn5U43Gpbc/rc9I9d5Lexsr3WxOpNDy7bEzNWTO/CLTl+RYnUlZoShQDdDzLaWbVEI6eEyUSRwtsXCrXRxFKtuJaxeGSE1Hv/N1hZTHbX/mmO0XYvabBp7uC1z+MxQT9s+LVffXohE6x+A1Fu1crQ2weeeGcUwe7OxOw/Q+lUhpYEot8UKtpke4u4uS1sAN1p83QgiVKFYb5QAHDAaImVubo5cLsd9993XjI/btWsX+/fvB2KL1CDx8Y9/nKeeeoof//Ef7yimvF4CcLUWwEb9wYmJiSUTSPwXnsX98Pswyhd7WqxBXfyZEZ7nIEMdp62HbLVkYaVdUrka85eHcQtZqLbi4qSUmAkCKorAK5voeh/rWsXp6Ufb2ldg9bHKefVixO5CjrmpocRt2imVs1iOi2n7XDyxi3Aui91mNat4VmKMH8R1i5MwHJ3sWEsALc6NoBOP2R0b2DFe2zn5NYNMV2Z0GAiclEv+5lZcXljWGFoiQ9rOdv6t+eVMbIVsTyC5msdKebjFVLO1XdDWfi643BJf1Sv5xMxk2TZeba5l7vULNtnh3h98Wmqh3vZtie91vVBhKC2MXN365wns3DLEULtoE3sRYesaSb1NFJv7QR/vO8xaunCsF8oCqBhE1Dd6QJmcnMTzPFzXbZZI+eM//mOOHj1KKpXa8BvqevKtb32Ln/qpn2JiYqIntnE92ritdpxKpcLRo0fZtm0bO3bs6Lu/98W/Ifzfv4UukzNtA19HMyL8yMY0XAyrZc2rlm3snEvo65w/vovQNXush4FvdLly6/Mr5Yj0NLpItq55Xm9XieZxa2aPRalBGMTmHUOPOPfEzQR+/9tM4OsEvgW65NRj+7GF7JlrLeofqaLpCa7QQIAWYLYlc8ydbQmMpT5GTbQ+g3Ih0yO0iufH8VwLMxULxdlzY4Q1EzuhC0vj/Lo/j1pluMcK6c7GqbluLRZ6MpKkty0AUDozyvCuVrxfUlYygN5WSFtvS9aonZjoSUTxqybW6GJs+VviKSC1emxpsAtB/KOj+sIEhjXff6fGvm31BkU41rlSaxOkziuXHucGsL7dCCJUoVhvlAAcUO666y5c1+XMmTNN4fH2t7+d5557jp/4iZ9gbGzsGiO8dLj33nt58sknGR4e7mkHtx5t3FYzTqVS4bHHHmPr1q3s27cv0RIZRRGVj38I+bU/7yjI3E4YaAgkMtQwhdchumplC8P2mD07wfzFCbyalWix6+fyLMxkqcyDnlT7jaUFoO8lizI/EMi2unWOHfDU1+7sO87M1AihGzF7age1UnJMqqYnl/UoV9PYTm/839TsEIUujVSZaxVjFmayJVZKSbat5VsU9m4XVmxEWxu7ykwOPeh/Gw393jFKUybYncubpYbqH3Dx0ih2vaSLLLTOv1YYS0xKATDqVsjQ00hvi/sThzWddDrB2j+0Y8nM3yYyFnpSNIqh2/jRG5fep7lvy+Inap1/l1JbaL1eIv4vPubGC0CVBawYRJQAHDAaN5vv/d7vZceOHXzjG99ASsnw8DC7d+/mTW96E+95z3sGKgFECMGePXuwbbujDiBsTAxgtVpttp27+eabm0kk3fsXvvgEV75QYGbqJoqzQwRepyiIQoEMNYRGj1WsWrIoFzLMnduCDI04ozdBsADoqeQ/c69mE/YRh55nIJeIleu339VCpiem0ALOndnXs+3UhXGiQKd4cYyUU8PvIzj9ah9Xc5DB7u6EAVT9YWrderrt2tRk8tzDSGCnWscyu8b2KhbpXJnc3ri2oFdOY9seo336BANEQcJnEkHYVVOuEa8o6lY8vxxbAkunRhne2bL+1WaTEy+kFFijseCqXBppupFLx7dh2L3XSB/Pxta/JcpaSnSIppBSJ6VfiBfmf4j0d/0E0lo6iz0eYLE+Nw1R7//bHLeenSwxwb53yWFuBOubcgErBhGVBTxgNG6UDz30EP/4j//I5OQk+/bt44477uDAgQO8/vWv3+AZXj9s2+6xAK6nAFzOOA3xNzEx0dFzOElAzn/uCYjAnQeXYQpXhjEciWWXSeVKIASagMCDyLAIy7H70vcMvIqDptG0CEYRfQWbEbk9D/pyMYWUoq8bt7SYwXBW/sCruFnsTOegQsDi2WFm8xnG6tarwlyWWjGF7hk4KY8g1PtaKjWSBaBblEzs7I29E76GaGv15tUM7LYYyGo5+XNsLwEThhqZ8c76dotXJtFqEeP5uH5d8dII5ekcuYlC4niQbH21rADXbYmy2kway4qtdOZobLpMNwo4F02oh1GGnkZuW7LrNXRTaGb83Y/qVkcZCpw+7n3E9JLiL57MJEJcohbdjKOdRJJD5t+BrjtE+Vehz/zx0vtH9U4fYg8ibCsXYw0jRL2Ejn0PaL2t8tq5ESyAN4IIVSjWGyUABxTDMMjn85w7d469e/fyHd/xHUCclKDrejMucJDoJwDXIwYwyYLXTa1W4+jRo4yNjXHgwIGOB0Zj/8bDLHI9Ss/PkO169gU1QVDLUg2G0dxeyw3ED8TuuDK3aifGw0UhzXIl7SzODSElcdu0BGZLEyzM67An+Vz77SdDmzChz65BwFPfPMi3P/QYrmcwN7MDK6w2Y9XmZ4Yw+yQjpBN6BTfIjvS6Q3N6lagtSWb23GRHEklSkg10dlybmRph674rHetNqRHUhWTo6aRSZYz80qKg+ysTBoJ0pkot3zonfz6DNVxGSkhtW6R4cZjs7nmKJ8cY3tmq47d4bpyRmzrbp7XGtZruHKeeLVx6egv5hHhBaaQRwRlEoCGX6IksjVHgEpGsxyXmfxT00frrb4clBKDUhxB1K5+IJoCWAJTWEBALwGu5f+HGyQLe6DkoFOuN+kYPKFevXuVf/st/ycGDB9m/fz8f/ehHKRQK/N7v/R6/8Ru/wZUrV649yDL5yEc+wp49e3Ach/vvv59vfvObfbf1fZ9f+ZVf4eabb8ZxHA4dOsRnP/vZdZnH9XYBLzWO67ocPXqU0dFRbrnllh5rQePh0RCRM5/8JpHXf7yw1L9VWWLig2eiJzzMo1BPtPK5FZso0vqWh5kv5dD6iDwgsSgzxNa3WpcIbzCZCnj00bt5/LGbcYJKR7zi4kIWO9t7PCkhk+DmDUOBrodYVue68mKKtOGSb6uxV7zamYnc75y1tnOqVTrjDkszORynQG5PLMAKZyaozOSw7P4CCugpr1Key6EbEam2gsyE8XfDraTQUwFeKf5xJsqdv8+NbP/bdcPSWJ3OYtfLy5gy2bImczsRUQSuBv4SAlZ3kAgs7QJ+mIfcP2+NkX05UixRB9AYab4Utc7vsmwvAr1MAbjR1jflAlYMIuobPWCEYfxA+p3f+R3+4i/+gmw2i5SS973vfVy6dImvfvWrfOADH+DEiRPA2rpbAPzJn/wJ73nPe/ilX/olHnvsMQ4dOsT3fM/3cPVqco2w97///XzsYx/jwx/+ME8//TQ/8RM/wfd///dz9OjRNc0Dki2AL0YSiOu6PPbYYwwPD3Pw4MHEh1V3O7npv3sOkVhjLybsE88nDatH0EURRKGWWOolcb5ViyjSCEMNvY+QK1cNjD4WOSnBTrDKeZ5AC0J0kSxeAfxZnT0jlZ5zqFUcdL1X6AWRjZ5Q8qRYyGIkCN7SXJxNOznZElh+pdPa3e+cdaf13emO/6tMDVNZzOCMlolCsGwPbYnkjwZaujOusTKfRUpIb1loLrPqSRqRiIVRaqJE8YVxhtra59UWUmRHp+lHUL+g7nw8RnVqG6nUbPLGjg2RQCDAH0OKPi5YTYJ5AEMsMu2/CfS2SuKag8z2j92TRrytlAJRPt+5sh7/KLU8WHf0HaM51g0gAG+EOSgU640SgANGQ2BMTcVdGN7xjnfw0EMPsbCwwMzMDK997WsB+gq0lfLBD36Qd77znbz97W/n9ttv57//9/9OOp3m937v9xK3/8QnPsEv/MIv8PrXv559+/bx7ne/m9e//vX81m/91prncr1jAJNcwA3L39DQELfeemvfh0R7Ozl/tkD5XDlRwEDstk3qQAHgeb0ZsZ6fAkTfjhPdFAojCAFhaGAYfSyNFYE9nLiKWs1IFGWLhRwCsPsILAC3j2iKAh2T3mzVoI8QrlYdRELGc+BaBJFJpq0LiNmV6Wr2qV9o193GMoKxtli7KALHcQnqH0nx/BiRr5NKsEz2zr/zcwyqNm7NwnTia7R4eQiznvghdShfzpOaKKJVO69TeWZkyR8M1D9nIx2PFXgjfTet1i5CfV7z1gPM229L3E5SBi2PF04wHzzUuz6/RN9drf49FbsRQVev4EbWuX1/f398+3FuAPG1FgvgRs9doeiHEoADRuNmc/DgQTRN48d//Md5xzveAcQJCkNDsTus0QlkLfFxnufx6KOP8uCDDzaXaZrGgw8+yMMPP5y4T3tdwgapVIqvfvWrq55Hg+spAJMsgJ7ncezYMXK5HLfddtuSN/p2C+D0n/0jUd2FmYTnW5ip5LGGbu0trFyYySCl6OlvK6XsqBnYHN9NI2XsNtQTxNBi2cYMJJ6e7Mqt9cnWLZdjS1Iq4ZgN/ARh69ZrCloJJV1Ct08h6kBDS7h+uhYSyNb8rkzlMfXO65JK9+4npWzW1yvN53DaSr0sXhjHybhkdtUzV30Ddy6hr14CYVdIApHAc1sivjw13FonKriLGYrPj5Pf3pnskZnsX2gawN6iEboWmR2LSLmDnJvco1cKg5R5GYFAAqeC7+GZmZdTCPb2bOt5l/EqJzk1/xBz83E3m/Pnz3P16lUWFhaomP37iTc+ZhFt7V2nxddELtH9o50bwf16I8xBoVhv1Dd6wGh0m/jBH/xBbr/9dj75yU9y9mzcgumb3/wm3/jGN9btWDMzM4Rh2Gy71mDLli1NC2Q33/M938MHP/hBnn/+eaIo4vOf/zx/+Zd/yeXLl9c8H8dxrlsSSPc4nudx9OhRstkst99++zV/5bfHAM5+5RxRqKP1sQAGmQl0rU/rs/nejNMo1Iii3v62gXR6OmgEnoZflmipWCQlWcMuXx3uuw4gSCptQqsDSMbu7wImwYo1PzuEhJ75xyR/dnpKx7A6j+N7OqmUS9RmdbtwbqJn33S6d36hBKM+b7faGdsWeMNUiymy2xYoTeVJD1dIOcniuBuzS9RaVkDQLoKD1ms9VyW1tYJW67wQixdGcFL9M40lAj01D+n9CBFCaQ+CPj968rvRovh7J7P7OHTvK7n//m8jc+uHkKIlTKVIoZl5NC3LnPcAQgjK5TJTU1M8//zzHD16lC9/4xzlYDTxMDU3dsH7pYQahI0i0MuI/4MbwwJ4I8xBoVhvVBbwgBGGIbqu89d//decPHmS//Jf/gue56FpGh/4wAcIw5DJyUluuukm4MV3T/z2b/8273znO5vu0ptvvpm3v/3tfV3GK8GyrJ4kkPWKAWy3JPq+z7Fjx8hkMte0/LXPA6D2wgUWL4QEvlnPpE2IFxzbgpg737M8SJlo853uNFdm0fSIKEEnuSWdVNfzebGyBRBEXgiYaE7vjnPzdeuWTG4X2FdPRxpSA7uPWxnASOpIUs337elmJCS81FwD3Y6wUp0ibHFmCFMDKVviuTyfYTTVKbRtq/e8Ir3V2aQ9GcSrGqTMecqV2LrpzuXwjTSOvrxe2nZbNnIUQjpXZaHUirnLtdUQlHYEtRT57a3YP79isVjYT37Lo/0PYo4iuIywbGRlGHH1ub6bylQW4dXDEXb8SNtE9xFNvBv96m/H760tGPYYMvtD5Msj6LrOwYMHO8eSEnHumzD/5wkHirOztfLFnlVucAUpx3ni8atY1gK2bWNZVvP/9n+NH14bLb5WawHc6HkrFEuhBOCA0cwynZmhWq02274JIbBtG8dxePe7380rXhG7X9bi1hgfH0fX9Z6M4itXrnT0421nYmKCT33qU9RqNWZnZ9m+fTv/4T/8B/bt6y0UvFL6WQDX0wXcEH+pVIrbb799RddP0zTm/+pbcfctvX9dsaCWrIbCnAOzneKllM1jp2tESUIywdo2d8FB16BSjK09ht4rhsrlFDbgaMkxbkl9eT03tkBGUvSx5MU4CVbFapAGkq2h3VY+gKszQ2RSFdJDnW7RWimFma1itFndrFDvGFtKMPRe66rbFouWGW0lkFw8sYMdWxZwRgu4izb5LfOUL1jLunNKCXZbFw63mEbXQrR6Ak1xaojMUOx2rhTSyJzErAVQN0DOnNjGk3/0AMM/8RqG9EVy4fPJx7FHkFxGeGegdgcierL/pPQCRCA1g2ji+zrHGf9x5OLnEbWnkcYQkIXM9yDlU30Tm8TwA4kC0LEqSLkLi87EFYmOZZWo6q9rtqv0PI+FhYXma9d1CYL4czdNs1lC6dixYx0isfv1Ur2214pyASsGESUAB4zGTeree+/ljW98I9u2bUPTNCzLIpfLcd999/Hggw/iOA5BECCEQNO0Vf1StSyLe++9ly984Qu86U1vAuIb5Re+8AV+8id/csl9Hcdhx44d+L7PX/zFX/CWt7xlxcdPGnN+vjN2aj2TQIIgaD6E7rjjjhU/EARQeOwquiHQ+pjRZG4ksW8vxEkC3VipPGFYYfTwOCx0Wg2trqSQ0BdNmehjQCRxEuL1QtcCAUNOsihLKgGzWMghRJxA0Y9azWRoqNdyVluMcBIqikSR7CnzAlD1M0wMXyU93FkDsKF37WwsDD3fYCzVdQ0CPVGgen68XbmQItuWQawHGsVCmolbTzP91A6kr5Mzky2j3bg1i9xYa45+OY1JhJmL9y9dHiKzMy4rUyml0IqQ23KO0Nd57jMv4+yXbye1cxjnrklOFd/F3bVfQQTF3gOZGbD2gnsJcfVc7/o6Eg0RnEIgCIfvbVURbyAMwh2/gn7qraCnkbm3xvstEUIhc/chhYWQrc9JCgOieYTcB10CEGsUIc7jjH4nu9O7+44bRVFTDJ47d45isUg+n8fzPMrlMnNzc03B6HleXBtT15cUiO2vDcNY9j2vvX6nQjFIKAE4YDREyRvf+Ebe+Male3Yabe2oVnuDe8973sOP/diP8bKXvYz77ruPD33oQ5TLZd7+9rcD8KM/+qPs2LGDX//1XwfgG9/4BhcvXuSee+7h4sWL/PIv/zJRFPFzP/dzKz52N/3qAK5HDKCUkqmpKXK5HHfeeeeqrAHp09OUZ3SEJvvH12UmMYkg4TmvdxWGDpwMlm5SBQyza10gcLpcpLNXx9A08CMNQ0ZUwj6dQ6SOBLIJ1jeI+/t2Uy7HiT1LXepS2Wbvzs7s88WSjaNLRKpX3fqeiZUgUDXbxPV1LLMl7qIQnHpWbqbuVr18eVuPyznsc86NWL1aOUO2fvGri1kmt81z8dIYw65ObqLMN//gtRx+8FsYS2Q6N/BqnRnbQZTHZIHM1nqNwrZYSs+zyPjzVOdGOfWVN3D+y3E85Y7vvxNfgKeNEex/P+az/77nOFLXkPoYwp9EeM/0n1B2ByI8gUQQ7v7Xyds4B5Hj70TKOUjHWb5L3hu0FDJ7BFH8emuZMYYQlxAJYZLSyiPRwF46AUTTNBzHwXEcMpkMYRj29RJIKfF9H9d1O6yIjf8XFxc7ljW6evQTif0si8oCqBg0lAAcUMrlMufPnyeKImq1GrVaLfEGOTs7y913381rXvOaVR3nn/2zf8b09DS/+Iu/yNTUFPfccw+f/exnm4kh586d67hx1mo13v/+93Pq1Cmy2Syvf/3r+cQnPsHw8PCaz/l6FYIOgoC5uTk0TVu1+AOwj16h4jkILSKVSrYieX4K2+7t3iBMA2ux0+UpxnYRztRjrYJOa5g0cwjRaQ0tu8NASKFs4ggIEi5LoWhjaeBHoCecputpWAnix/cstGv8fghDvWfMS1fjciWlUkINwDD59iTDkKrfua60kMMwQsJQI1XvqztzeZjRrmSIqE8f4HTdKicyrQzixbOjjIwXSG8tcPHpnYTeGMUrI1QX0+TGEhR6F77XOcfKnCA1CqnxBQCywy1rqB9pnH/0ZmYvfCdbdlSAEpqls+17b+PczKXYDTrxIOHCm9CnPtV5IM1DBIuI6aVv5zI9hPAFWHnI3dl3u2jineBdaO13jR+HMvft0CYAY/fxJUS5NxNZmmmwbgW9N5u97/jX6MLREHOW1VsiKWmsMAwT74VLuaIhTqLrJxJfLFe0QrGeKAE4YDSSQD7xiU/wr/91n1/5Xbzuda9btQAE+Mmf/Mm+Lt8vfelLHe9f85rX8PTTT6/6WEtxPQpBB0HA448/jhCCsbGxVd/coyAkPOOj6Qa+Z2NtG4Zqrzu0MhuRmextb2ZsHSG81JlZ7bsGXn2ZqC50rMscGCM61VnLrlaUOCa4voFjSWRCjODlmWGgX0Qe1FwLy+w17UgpYh/3UsWto14RUSxmSAOIhNIsCdsvlmyEX0Wmu+rkLWTIpDw8z2y6eKuzBmS7hGWCqpVSkm8kY4hWko1l+Xi+w5bbzjHz3Db+6Le/jUMvT1FZzCxLAHYX89YJCCMTM12jdDVHps2F/cxn72HqxE1AwOQPxec9+eABzKEUtHV/C/e9F61wDFE905q/FkAtj1Y5ufSEjCLCEwTj3730dsIEu7MszFICMMp/O/ql/9J2oimk3I7wEgpRm/qys38brKf7VQiBYRgYhkEmk7nm9lEUUS6X+drXvsaBAwcIgqApEEulUocbOskVPTIywt13370uc1co1hslAAeMxo2yYYHbs2cPUkpM00TXdSzLIpVKoWkahmFQLBZ51atetZFTXjeWcgGv5iEShiFPPPEEmqYxOTm5JiFZ+JuHqS7amHaE74GZM6CrtJvUNMqnS2zJLfTsL9KdQXLScuLMWRm7RLValyDxOkXa+YtjOGZ9/pGo75hQkqWeARz1Scv1Ewozu67R1FUiYcy2s+hZomlpIMBMKIkjErT29MwQ2bSLmesUcpFvQMrrEJk5o/fziuzeW54fCayUT3HRYWwiLrdSuDBKJl+hUB6j+PxWzh2/icLMMLM1h22L1xYOAMLqPFYmW6VadRgGyldHSW+J4+MundhRF38AgqkzGVKTHjt+4C6gKwZPTxHc+msYx368FXdnOoipJUrvNEYOziKBaPe7lzX/Btf823H2Iq3tCK9u8dN0CLYDc73b6hHSeeX6Hv860oifBpicnFzSEpnkilbWQMWNjBKAA0bjBvWqV72Kv/qrvyKTyTR/8RqGgZSScrmMbduMjY0RhiFjY2MbPOv1wbZtarVO12p7/b2VPEQa4g/g7rvv5uzZsx3uoJUy9/dP43sWqd3DcKKI5vZa/+TINjgDotprXaoWCnSUXx7fifBjYWCOpTs3FiBnZzoWzc4OMWLVt6+LtKRC1OVSGhuQfQRg5PQ+AEvVXPO1LvqL5CRxqPvx9lZCGzsr3ft5lUopto4X8boerI2YSqNuGSzNZck7vZ9XqdY7v2qgIQTMzOTJT8Sfi1scJjU8i+4UcN00//DJOGbtqS9WOfi2ceAa1jZAs1rXqjibxbQCCkWtfr6tW+/xLxzu2O/swx73/ss95O9o1dds/+7K7EHCvT+Fceq3kEYO/BTawrEl5yJTWxHhKWR6F5jJtfv67ruMv50o9+3os38ab0+E5vZpZahLsA8nrus79gZn4DYE+LWuQZIrWsUNKm5klAAcUCYnJ/kn/+Sf9Cyfn5/nl37pl7j11luX7SJ+qdCvEwis7CEShiFPPvkkURRx6NAhdF1fUzJJsFimfDkCNPyGPq30Fvb1zWGcyd79JRK90OkWdms2wfQCAEbehrbT1kdHkIVOAZhydIgCvECQMuP6g0mJKKFnggCR0EIOoOgGTHRl7JaKrc4uWkLdPohd0LrWKTinF9KY9bRhOyHhRBe9cYERAl2TaLSuR6nkNBNAzGw83tyF8cR51Nze4wR1y2RQTxDxPJ1UukTgGVhjFa6cvINKsSGyBbPuTuDaBdVl1Drf0myO4ZRLVP8KplKxq3n2wjiXnu3MhnUmUoz/kyNLu123/xDR/NfBu4yYvXYPaJkZRQSnibatPNt+Od97mX8V1AUguIjKYvKGzi4Q147V6z7+RmbgNpJGVBawYtBQAnCAKRaLnDp1iqmpKQqFAoZh8OSTT/K7v/u7bNu2jSiKyOVy/NiP/diG32TXgyQXcHsP3uUQRRHHjx8nCALuueeeZqb0WpJJSt98jmo4jNTLeBfLmEM2wk+oRVcx4/67XRolzKexym0Fg3WdoOQTzMciyEiJDgGoDeU7BGCQ3YYTxYMWaxZ2/Zp0l4mBOAM4FoDJD30jIVbPrRgY9a+O3qe7SaXidLRXA5iaHm62Ikp3ddaIIolh9MYa6nVhmh9qCcCrU8OM18c2rHh5dT6HlWCNTBS2ddd4bjhOvjl/Yhu7xosslscIpiwuHb+rY/NH/q/Dt70s8TQ7z8Fvzd8rO5By0eyA0nSOtBPP8/gX7unYZ2h/nu/4+GvJ7mq1mksUYEIQ3PIB9Of+X8Slb117MmYRQp1o6w9de9sErnVvkNn7kMJESB+khnCTe41H6VtXfOyNvjdttAVSobheKAE4oBSLRX7hF36Bj3zkIz3rNE3j8uXL/PRP/zS7du3ix37sx4ii6CUfr3ItC+C1iKKIJ598Et/3O8Qf0CxGuxqKJ2apXSohtqaILnpYowlF74DyZY/cbgu6jIPpraMEJ9tcxhO7MEOboB5y1d3PV+iiw4Fb1VrxWK6vY9d9ySm7U5A1MoCBxD67AHkrQVQ1EkAAo48ArIUZRoc7C4YXi2kauaBpp1OMep6FZXUGSc7OZ7BtHylhpK1Yc61iQ10AWk588SJPB7t3rnqChdJ0PKpVg8ltcdJMVI0tVCURMf/0borPl7GHLNxCfHEqJRvPd7CuUQ+wo4h13bpoZGsULoyQ3jlDpZjnzGP7m5tsecUkD/yPB7CHei1kiQLIGiGa+GcYp69tjdSCi8jhu+L4vBWyLAGmp5GZI4jSNyBMJW4ihQmp/v2Dlzr+RruAX+o/jhWKJNTPmgGjIVLOnz/PRz7yEXK5HAcPHuSOO+7g3nvv5Z577kHTNIaHh3nooYf4gR/4AWAwWhYldQJpuG6uJQAblj/P8zh06FCH+IPVWwAj16d4OrYsiXQ8ppXrfQhLO0X1chkzwRWqdX02fpRFBi3BpHW3bCt1xhDG7uc6bZkVmXTntbo8PdJ8bSQIQF8K8l11+WpVoyOx1uzTBq4SOuRyXaVqvFiJRhLSXQWbpeXQTaGcJ+141DwDy27Nw66LOikF2dESYaBh9amzmCRQM9kqV68Oo+uSUsFhx7Z5fF9jdk5nqvoaiCRbDnbOb/pyPnH8duy2OoxW/bo4I2VkvTzM1IX7kfWyNHu/fw/f+QffkSj+lkJuuZ9o1+uX3sYegbBMsPNdKxq7uf8yBZDMvwqpZejTQAac7WAd7LOyPw0X7EahLICKQUVZAAeUxg3z0KFD/Mmf/AnVapV8Ps/Zs2d58MEHmZiY4LOf/Wyzc8Yg3OCSXMBw7WLQURTx1FNPUavVOHz4MKZp9myz2nIy5WOnKZ2NLVmykbSRArpK/YVDW0FGGPRalcL5lklQApXzpY66f7rXEnzCsojaEkBCZ4TqMwvN90OjJnIxFkHZTOexmj2AIbHQcSE0GNM7hVWhkO14n9QlBGCxJjDN1vULI2hUcnHDhHIvFch1aSHfdxgfXaTstm5bfqAzkqvWx7HRjYi5y9sT29UlzU9KSW64wtylOBHqwnPb2bdzlrMXR/nWV27j/Fm4f6tBznRp9mgDZq8OsWN3spuzQXsf4HS9O0l6yyKmFlItpjj51GGgxJ0/dQeH/u3dfUXOtSzP4R0/jZh+BFGbTlwvMxMIrQDDSxdf7sdyLd9R/tvRZv8MUey8LlF6H9H2f0a05Q293UeWefyXqgAchB/WisFFCcABo3HDse34YXX77bc34/00TSMMQzKZTPOGlsvlBuYXbpILGJYWb1EU8fTTT1OtVvuKP1h9R5HC45eoXowFWjQTi9OkODmfPLCArHa1ssulCGcXWvMd3YpRsQkutJaJSqvchj4xBldaRXxrzk0gYwEpTB0WY9HnhwK7y5rn+Rka9kErwZI3U5GM5TqXVSqdlrqkbF6AUrlzvKtzWaz6wYKEy+q7Ca5mIbDMkMU2ATi/MIZTn+tiKR5w/kK+r2sj1d0eT4KV9khn4+uSrlsOp2ZyPP7NA0CAf/9WjOcukBrSqBbiec3PLG0BjEKBPRSPWSlmseyAwNexIsiPFfnmp+9n+ozBt33wFdz8g9fug72kkDBzhHf/HMY3/12f9SWi4QeueYx+LFuAOTcT2Xsxph9GoiHHXk24/a3IkZev+tiN4ysXsEKx/igBOKBMTk7yX//rf+Xw4bjkQuMGumXLFn7lV36lKRC7XZ0vZZayACYJQCklzzzzDOVyeUnxB6uzAMogpPhCLP6sySzVy7EVKCm7tVqIHzBapVMAGpMjBGfaOkbow5hDFkFd4xlDKUTQGk9LOx29L8ozrc/XmMwh5+Nt/QSrG/UCMAB2Qru3aoJXNQjMpmiUgNWnfVz30a7MDjfL2iTZDLu7jYQhWFp97LY4vvmrDtvqHTUaQtIt2KSW2cYukDpRpLFl2zxXL4ywdUuBMBQ88vWDzVn/w+dqvOYOnX0vs3nqC/FnOHcNAVirWtj1C1MpDpOhQs11iCrbsFPTHPj5f8uR/duXHKPBsrJwt7ySaOf/g3bhsz3rhJwhuOm3l3Wsfiy7b67zcsId+wi3vwVSO9Z0zOaYL2ELoEJxIzM4T39FB9lslre//e14nseZM2eaFex93+fVr341YRjypS99Cc/z0DSNBx98cKOnvGb6WQCTBGBD/BWLRY4cOXLNNlKrsQCWnzxL8Uzs67UnM00BqPm9nT6KZ0uQEphRp0DRuooJ16Zc7FxrG2OkK+C+TQxGZpryiZagFJkUEK8Xdu8DTbR5hJ0+lrx2pAShaXEQHxCGgqTnpOeLnuSLwM80BWBS0el0l6WuuJjH0ONlHdnLQUsYaHXrnb6EVkg7neI7EpJSaZThySlmLowxfNM0J57bxgvP7mrNvyY5LzLcarcu0Nz00q3MPLf1fYqiLFAhd3Cc1J4yMvNt5JYp/hosRwCFd/yb2BXstjpwSCMDVhbslR2vnZUIMLn9R/t2kXkxjn892OgYRIXieqEE4IBSLBa57bbbSKfTBEFAGIbNX7LVapVarYZpmtRqNUZHR7lw4cK1B73BSSoEDb3iTUrJs88+y+LiIocPH15WD9HVWAAXj12keqEenydaykhUO2ukBdkRwqKPs7uroDMQlVvBgjUnS3i5hltonaOZNWkriYecaz383cw+CFsr27tkDO/udN0uFFJoYesape1eK6XdlbtSrVpoUWufqI8+nimlcLqElx6ZNGx/3aVZwgjyqU4hX/GHsPX4WjjZVnbwUFsco511WZjN9k0ACaNeC6CektSKBuGYYGKkRBTB3/xNr8vy2W8Z3PK6ECdnUCtGzM/kkVHHx9pBex/goZuGiM5cRcsYUJ4nOvTW5J3WipUnvPvfYTzyH5qLZG4COf7qNQ272QXYRrugFYrrhfpWDyi6rnP58mUuXbrE1atXmZubY2ZmhgsXLjA/P8/Q0BCGYZDNZkmlkss2vNRoWAC7LXXtFsCG+FtYWODw4cNNV/i1WKkFUEaSxedaQs+djUWLMAVUOrN0F8JYjKXHuuZi6ARXWgkdFWMIa1e+Q2npduu1NjKMLLcEX2Wx83P15luWs+xk52+/qXoP4AYpp9cCOGR2nv9s1/hSJj+kF8o22XRLqIWhwAxaoq+75EypavVYEt2qjV2vFTg0FAvBmelsR/ZwbrjEpTMJlbTr1AK9pxWwlg7RdY+r53cwlK/y2NGbuZBYRFpwYirFzS+PP6sgMFhcoiVcex9gWY3PXaQFcuR2SG/tu18SK/rebX010Y62Xr+2TrTj7Ss63lqOfz3YaAGmXMCKQUVZAAcUx3H4+Z//eRzHwTRNTNOkUqnwla98hW984xu8+93vZv/+/RiGsWwRdKPTOA/f9zuseg3rnZSS5557jvn5eY4cObKi816pBbD6zHkW67X7tLRB9WL8Wh+yeuLhhDYMVLBSkvYkYHPbGOGly833YUHDHhcdLjZdbwkgfWQIWYwtgJFmUnqhLXtYE9QutayJhhl1HGuhLQM4lGCbXVY5CeNddfUWqzbtErBf+7hKzWb79pZlcn52CNEmKrpb0lU8g+7mhH45xJoIkBKGR2IBPTebZ2u+dRIjE4tcOLEzUbwCuEGC21svk59cZO78Xnytwt/89b2J+wKcOFrjpn86QiOFe346z9BwrzsfYOS2lotYFuIkHd0RRPuvTyHmdsI734OYeRThziHzt4C2tr/vjbYAbvTx12KBVK5jxY2MEoADiqZp/Oqv/mriui1btnD+/Hne9773vcizur40BJ3ruj39OMMw5Pnnn2d2dpYjR47gOL115pZipXUAC0cvNN2/qZ3D+M/EsXh6rleEhMX4z9AwO4WLnnWaYk+ms8iTNaKu8iZ6m4u3vQC0l99HVGu5XeWwjVxs7StEl4u1nGolZSTouNmaYKLrkjXaxrUG7d0PwPdNJtqE0sJ8ZwJFd+3DoCtBpebqmHV9GgoLs16MOvRMGiq2FthMpj00X4c+AtAPO6+9lBI3FAgdhtIzfOUrtzE3n0vct8Gxh8ukx0yqsz5zM0PsOXA5cbvUqAVFiIxhqNXPPbcdhg4sOX4SK7bAWXnCu96L/tgvEU1+14qPl8RmFoAbbYFUKK4XSgAOMLOzswRB0PzneR6FQoFUKsXv/d7v8eEPfxjDMAbmBtcQdUnt4KampqhUKqsSf7ByF3ChrfaelmqJUSNNR9s2dJ1yPcvXiDo7X8i2dnFyZAfkioSzpY5thNsWT9jWLq5aHQJadeGilEV7jzmvq9xM6JuY9WdslPBVWPA1JpyWAJYS7K4IEk3vc30iQcZpO7bXGetod3cy6Tr+5Zkhwnof4aitkHW6TTiWqwZBIMin+lUhhrBr4EDCQtVCXNzJEEW+/JVldKlIWfybE99Fddqj9rUKXH42ebt6y7zI3ELjc5A7X9tPI687cttriA6+A0a+be1jvYQtcOt1/EG4PyoU3SgBOMC84x3voFwuE0VRUwA+//zzzM/Ps3VrHIc0SE3O2y2ADaSU1Go1giDg5S9/+arjHVfiAq4+f5nFF1pxfkG5zU1rhh0CMBreivTjcTWvMzkkvNpym9aKOmLMgostN64wNERlIX5jGM0C0BJB6VRnnGGETrsAdPQQ2gxlhtSaFjyR4DGsdlnlKmUbs+t7o/cxnnV/vUJporXPpSvj1+lyNRcWs6TqSSFCyPrxTYZzLcHs+jB9eRum0f8z0ruyWCqRhm6GVBdDLj13JztvGWXhG8U+e8c88K/3oesa2a0OmXtvIfpMnw1lLEQlOWAa0kOIyTuXHHspVvM3Gu3/0VUfr52NFoAbffyNFqAKxfVCCcABpHHD/Nu//dtEa9jWrVt573vf+5Lv/duNpmkYhtEUgFJKTp06hed57Nq1a03JLiuxABaOnqd6PhYSUgiq51vCLuqy8vnmCFAEAaLcssrp40NE83HsmDQtKifn0HZ2ZisboxmEjAWPMTkOVy/GYw7tIXi6Mxs6LHfO3REt0eUbwxhtBg7D6X3YCU2jvWLfXKX3Wi56vRnYNc/oyPKteRrC77T4ZboyhHOZLpewZ5IbW6zPLT6Pq1dGGG2zKgojYmFuHGeJIiSa0XleHmAbIbbp83j1FUyMLv2Qt3MG971td2vBcP/SKiKKv4ORH/+NabtuW3LspdhoAbTZk0A2+vgKxfVCCcAB5vWvfz2lUolMJoNlWTiOw+TkJPfeey9vfWtcimLQ3BvtxaBPnz7N5cuXGR4eXnPB65VYAAvHW505UjvylM+2XLMmnWKnVq73Bx5z0MK2+n6jefy6AGR8F/L8IvpsZ/84c8huGvW0TKpZALoajAOt7GE0QTjdaWXT2trHec62jnUNK1s7OUun3WQ4XzLIdm0jEsRXqZRGa+sqcmF6qMcNmm6L2QsiSJmdItkUMFTPIjbqLt5qKQVO6xystIu3mMeh00XeOcHO8/IlVGZzfOGrB/E0jQOy0mfHmJf/8E6cXFux8PwW0AyIEsrOhPE8ZDUWgtqu25cc+1pstADczMcftHukQtFACcABpHGz/Mu//MtrbjtoN7ZGKZjTp09z8eJFjhw5wtmzZ1fVx7edxnW61sOodnaawolW9q05moI2AejIzuSL8qX4vTPa6XcVbckerufg7NQIpzp7vRoZHRqHahOPpbOdljhzIgcnW+v1jIkWtkRXNRyhXdyJsFfQ5LqapERBb9cUK6HFXbnkkGsrXD0zn6PdUxxE4LS1pFusWky2xfYtlm2EHjbLt4QiTqgwupJhthz0KJySsNAzhSZhl+UxEuCWLf7hsb1oYoG9t1gMT1osXE1OInnVu27qeC80PRaBCxd7N/brFuBCbNUVu9cmADeazS4AVRawYhBRAnCAkVI2/zXQdZ2TJ09Sq9WQUlKpVLjnnnuWVQz5pYBt25w6dYqxsTEOHz7c7Hu8VjdWQwBGUbSk63zx0XNN9y+A7NJEhteyMkknQ+35+L2V1zoKOocLsctTahqVUwtkDoxRneoaq61US6MAtJ/djvd0pxUsTBm0x/+ZQ51is1JyaBeAkdcrgHJa2/oIUtLoyfq1EwSg65oMT7auh1txyLVdPi/qHKTqd17bKzN5pNYaN2WXCSONkVynldBOB7CQXJKlOe+g87yiCD7zD7chpSCUEN2UZ/+44FsJAnD8sMbEgW6bJ7EbuFsAagZaWCAy8lAtQiqHGN/du+8yuRFcsC9VAbYeKBewYlBR3+oBRgiBpmnouo6u682b6L/6V/+K1772tbzhDW/gFa94BefPn9/gma4fk5OTvPe97+WOO+4gm40f2Cst4ZJE49pd62G8cHy2433pYssaqOUM9DbrWjTUKghstmXYammHcGYhfjOxk7DsNYsJt6PVS7loQ3lkKRZZNW1bz3YVr1OYmdnO332lTsMihtFdl0/DEq1l1YrTkwACkLJ6BWAQGAxnW6LXkp0CL+i6nN2lWoqlTLNMTBjByGiJsj/e0StYOA7CuHars/YEESklswsZHn+utd9Xj8+CO5+0K3veYDA/P0+pVML3/eb3QCTFATrx906aWwDQdt66ZgGz0QJoo4+/0YWglSVPMYgoC+Am5ODBg1iWxfj4OOVyeWA6gXzwgx/k+PHj/OZv/iajo6PN5atp49ZNuwWwH97UPIWnF1rHzZkEs62YP3Oo023qySwNn6Wht7Yzto4QnI2tWT45NNvHPd8pLAE0v15cenQYWU8gKV3qnZ8tHYI2C5+R1trzOSie7xSXltHpKi27Fimz5bqeKSaX0cmYCQkYQiefjudZrulku4ynsuu53h1/GPkGmZHYGhpYFoYuSU1spzp7rrmNPpynVs0BXSbSLtpbxPmR5K++1JmYceGi5DtuThGnabce+LkdBhNHNJ555hk8z2sKAtu22bnosrfrOIFuYwJ+mAVmEWuM/7sRLIAbffzNLEAViuuFEoCbiIYr9CMf+chGT2XdOXHiBL/2a7/G3r172blzZ8c6TdPw/eS4ruWyHAtg4VtnqZxry/gdMmChTdhltXZPLNWF1mujraCzZreEYuVcmdSeYbzTvQWHtfoAmqETAmFqhFqbAG3gXu4UeIZNo5kFvjWCt9h5bTJDnefo+p0Pv8WqSXcTNCkh01XQOYpAaIK0E7trz18ZQet2G6c6F3S7kfM5jS2TPnigj8a3q7DWXX7GpjJzbZFitfUBnltIc/pib8u3Rctm536NCy+0rtl3/fRBPO0Ur3zlKzFNkzAMcV03FoPngXOf7RjDjSQpYGG2zBDwzUtF/C9/Gdu2sW0by7I6/m9/3S+8YKMF0GY+fhRFmGZvzKtC8VJHCcABpFwuE4YhqVSqp9CzEIIwDDuEzFozZG8EDh48yAsvvMBDDz3UUQcQVl7EOYlGvcSlLIDzj890vM8M5SjSstwZKaAeDieB0tk20VdrCUdZiQWTHNuG/2SZ1K7eAntaykK4jUzTeJyatYfuLAhzPEvpTKfAM9osda7V25d2fLugPVk57KoMLRMSQFwJRpd2qQROR5DJXCHLUOcmWF01BzNtNQGD9Di5LQbUYxJF3fAYTC907KOlBe7xzmVJpNrGnltMiOcD/vHYIt9xaLgpAK2Mzn3/fDdf/eapeA5CYBgGhmGQyWSQ5l1E/9A5RnZoBGqnGXYySLvC3d/5BlzPx/M8XNfFdV2q1SoLCwtNIdn4zhqG0SMMFxcXsW2bq1evdix/Ma1Sm10AKhewYhB56T/5FU0a5Qre+c53cvLkSX7gB36ArVu3Mj8/z5vf/OamZWzQ6v81GB4ebmYBt7MeLuBrjePPLHaUfwGIyp3WrI7YuqFxgufrwsbUEOWFeLmuEVyJhWRojwJXCed7ixObY+nm9tH0VQDKs72fqzGagzOFjmXt/YNrXRnAALYVdAhArc0tG0XgSL0nAcSLegX25UWbKGyds1+1e+44VlsiSxDR0ckjymwht82CK/V52yHSGSW61Hk+6Bay1vmZJ5FuG3tmMTnsYXrGQ8+0ruN9P7Kb1FB/64/IjoHpgN9mZa0XVZTFBbSdt5HN5XtK5nQjpcTzvA6R2Hjt+z6+7/Pcc8813wOYptljQUx6bVnWmgTMZhdga3EBK+GouJFRAnAAueWWW/ibv/kbfv7nf765bPfu3ezcuXPga1q11wFssB5JII1x+lkSC4+eo3K2rZOHqVNpKwANYIjWvILUBA0/rDOeotHF19w2Rng5jmWrXHYxh1N4lxd6jmfkLKiBMTkB05eIrAzlE70JDNLoFS9aWymaSrEzAxhAeJ318Ky25IlKKYWR8FBLcrDPFQ1GhlvXy0nIOWu3Ri5WLSaHWm5a10/jZF3CugA0TZcovQ3odIcH/jLcc7pGuq1w9Eyxf9zr5TkXXYcwhFe/e9+1xx7aBjOnm2+FgEjPQLmw7Pi/Rkyhbdvkcp0WX9/3SaVS7N+/H4gFUUMcdgvGQqHQsTwI4nO+luu58do0zR7RstECcKNj8Ab9nqnYvCgBOEA0BMov//Iv8/3f//28733v45lnnmF2dpZ8Pr/R03tRSLIArpcAXMoCePWbnaVA0jvzFF/oFIB62CpdUnNbgXj2qEmjirOeSxFeBpkfwX22QO7OLdSe6xwHwEwJqIGWSRNNg5ve1yw+3I5f7k3M0Nu6kXRnAAtNILzOEivptti52VJyAkhS/2DPsyg78ZwqrkM24W4j2pJfQtOiGZwIVGcj0lurzXwVS68SBiM9Y/iL1/5stVTnvGf7JLIAPPzIPN921yjGaIptt+UJw4TklvZzGN6ObBOAECDNrcA82jrU/+v+0aFpGo7jLKundRiGfcXi/Px8x/swDJtCtF0YBkHQ7KXdvry9ssD15EYQoMqSpxhElAAcMIQQSCk5dOgQn/nMZ7h8+TKFQoHdu+M6ZNfrl+xHPvIR/vN//s9MTU1x6NAhPvzhD3Pffff13f5DH/oQH/3oRzl37hzj4+O8+c1v5td//deX9VBbCtu2qdU6kx6utwWwcGma6Uc7M1D1vAN0CUCvJdCq0y1RYWVEKzawXqw4ym0FZjoKQneMVc/UFTL+f3YqebvKpd7uFo3sYYDFrgxgM2c0rZEA///2zju8rfru2/fRsry3HdtJHGc429l2EsJoIewR4OFhlV0olJEyWjaUTctTRhmhbHhLoEAZZVMCCSMEQshwvB3b8d5b1tZ5/1COItmSp2wp9u++Ll+Jj87R+Um2z/noOz5fmyx5NHd0mbSEeTmPNrzv75Vs16DVOtO1rZ19Gy4AZMdBsT55QRz2snbndklFd2UXsfqDUc1QVRe29l6vR63GUt/P9I8DqEIPFhvKMjR1+I4Ams0ymsQQjvjdjAGfF4CYtF4brDikGNCZkJJ79wgPj+EKELVaTWho6KA6/W02m1ehCNDW1kZLS4truxKVG0wKur/mlsEQaAEmIoCC8YoQgOMQ94tlSkoKKSl9veH8yb/+9S9uuOEGnn32WXJycnj88cc57rjjKCoqIikpqc/+Gzdu5JZbbuGll15i9erVFBcXc/HFFyNJEo8++uiI1uItBayI4pHiLQJoNBrJ/8/30Ms82GHx3E+lU6E60KwhazQYyg7W9WlD7C4BaG921hGaWp3rtdZ796VTyc4onaOtFbtKi6XK2GfEmiYmjO7qvrVx0oGGE4suDmuX57q1vUZ+GDV6ImwHRaJs837JsEt9BbZeVhEd7jy2x9i3kQVAxcH1qdUHh8k5oiehDVdh7zgg7jRqNJgxNXqGLFUxMVjLe9UEejuPW2e1zaqmvKn/iHiTycr8E/o2yHillxegZDci2yKR0mY7p4UcIrg3t7hTUVHh4aspy7JLLPYWjEpzi3vUUZZlr80tvv7fW2wFugZQCEDBeEUIQMGIefTRR7n88su55JJLAHj22Wf5+OOPeemll7jlllv67L9161YOO+wwzjvvPACmTZvGueeey48//jjitej1+lFLAfeOAJrNZnbu3Im+RtVrwi8YazyjUrq4UJdAc8SkINvdurBVTpGkjovC0dEGoWH0lLcSkhaFramv/x+AytKJKjICubODNnUakrXv69MmRkF1ryhkhA7Vgdm1Jk1fca4L9xQsIfER0OBcn8PuvQEEwNAr6mq1Q7hKIjHaGbHr6dGgxdbnuMQk2eVJKFsO/txs2gQip0hwQP9qYsLp0cS61q6gio2HMi+j2HqhCtG4LHg6DCHoo8OxtPhuHFl5djoq9eBEhxSTisfHC4cBh8mCatbyQR0/EMHmwydJElqtFq1W6xKF/R1rtVq9ikWDwUBra6tru/LBTWluUYQhQHV1tWumubtYHAthGGgBKhCMFkIACkaExWJhx44dHg0nKpWKY445hh9++MHrMatXr+af//wnP/30E9nZ2ZSVlfHJJ59wwQUXjHg9Op1uVJtAlOexWq3s2rWLGH04hl4CRJcUjrGX954uRusSIDZ1NK6QH6C2HphvGx+FtaMNR9xk2NdGSEIYRm8CUALJ0IojJRGVsQOZZFxKyR1t3/F+2qiD23psMXg4QgPaMM9IR1RcGMYDTRgGQxhqXzdCyfN5Gg/UCiYcGNlm67ah7X2oBFq3ekRH10HRbDLqCY2xIB94WepoPWZbGKFuaXVVTAzhJ55Kx44N3tfkhkp70IOxpSuMpPRwOn0IwNhJen79myGkbmM8fSexdCJ3RaAaoQG0O4dqDZwkSa5O5N7NLb1RmlvcRaLyYa67u9tlm+Pe3OKtsWWwzS2DRXQBC8YrQgAKRkRzczN2u53k5GSP7cnJyRQWFno95rzzzqO5uZk1a9a40klXXnklt91224jX46sJxF8pYGW9u3btIiwsjEltIeT2SkHqkiL6CEBtuAoO7GY0eP7ZSUanypEORJzM3c7HZUvvuKITTXQYkt2G0WIiHAljhdHrflajl6hg5MFzG7vcHKGV5w7BwwLG/QbW2U/nrFbtea6W7hDMsoxG7ey4DfVyH9RE6JBkpftF5Zp/DNDTaCFiutnVXawJk7C5v6VaLTGXX4FmylQkrcZVO+kLSXNwAXJYLPpQ35e+066bg04/+NStpI8AfSSYukCjA0xgMiKlzBz0c/RHMEQAxwJvzS12u52SkhIWLFjgMa98MM0tynZfzS2+/t+7uUWkgAXjFSEAJzCyLAfEYmHz5s08+OCDPPPMM+Tk5FBaWsr69eu57777uPPOO0f03KGhobS1eUbD/BkBtNls7NmzB41Gw/z58yn/+/d99pOkvu+nNuTg+Q01B5WMOlSDyuSMADo6u0CjxbCvDUmrwlztPf2rjnamxcJUErboDOz5fecEAxjr+wpDTejBMXDdTX1VmUYnewhAh/lgjaDRpPM5PLz3BA+DKQTHgROFpmZAcV8RoY08eEPXxEVDm7O+T9aE0FPdhZx0cP2aEAdS60GxGnX2OWjTpzmfZ1Iilqq+k1Lckdz0XMS0FGx53jt7I+J0HHvZIJs/3IlJg/pCCIlA1sUipU09pOr/fOGaeRygSJav8w+1ucWbv6LZbKa7u9tjuyL23EWh0Wikrq4Os9nsVSwKBIcqQgBOYJTpFiMhISEBtVpNQ0ODx/aGhgYmTfJeRH/nnXdywQUX8Nvf/haAhQsXYjAYuOKKK7j99ttHJEhH0wcQoKqqCpVKxeLFi8Fqp+3nhj77mFv7CjK1yimkLBo95saDwkaf6LyBSaEh2BpbkSdlIFd2ETYzHmul99m2ZkzIKglNRzvd2mlAc5991JF6uuu8CEC3oJ+3BhG11vN9snceFF0Om6bPKDfX69B4Hme1akmd7ozkWOVoek8oAdC6+cJoIkOxHdDt9qhUVFoJW9NBIa8OlZAORPlCjzyK0JWrDj7P5OQBBaBKdXB9Kcun0/pcX2sdgFOuziQ0Yuhjv6SYVOT6QggJQ5bC/Zr+hcCnEgN1fuXvdiTnV5pbwsK89a8fxL25xV0ktrW1YbVaaWpq8hCLsiyjVqt9RhRDQ0NJS+vdIS4QBA9CAI5jenp6qKurIy4ujtjYWI9UjiRJ7Nq1i4KCAo488khSU1P7eSbf6HQ6li1bxqZNm1i3bh3gvGhv2rSJa665xue6eos85ZP0SNNNvrqARyoAZVnGaDQiSRLZ2dloNBrad5RjOGBboqAK1WCs7ju5Q3Wg1s2g8+w+1cVowAraSXHYKquxWMOALjQRWq/mygC6cBWaqERoqaO71nv0T5sUBXV97VEU42WLLh6boW/aVKM+GBmTJQlrq1Mo2WwSam/dHwcI03m+v1OnxpA6CzBDT4v34zRhKpeDtEp/UHRZ1bFETbOB8eDvgkol4QC0s2YRecaZHs+jmzwJA/2j9BfLMoRNTSEtE8yyg47GgyI4NFLDib/LHOCZfKB0AmtDcNh1fvH/UwhkCjhYIoBjkaVwb25xZ//+/UyfPp34+HiPdSnNLb1rFpXmFkmShAAUBDWisGEcooid9957j1mzZvHcc88BByN+ysV8y5YtnH/++Xz66afA8G80N9xwA88//zyvvvoqBQUFXHXVVRgMBldX8IUXXujRJHLKKaewYcMG3nzzTcrLy/nvf//LnXfeySmnnDLilMpoGEHLskxJSQk2m420tDTXDaL1p9o++4ZOjgEvY9FUB+b2Gq2eKSvdAccNlV6LLKkwHKgndHT29e9TiAzXoo4MxxqRhqXJuweeFBLidbsyBs5bBzCASjooCrVxkWB3vm893WH0pwEitL1Sqj0OQnRmZCS69nuXZxr3Jbq9ZaYuDWEJvS5NFjOW0FCiL7kMqdfviC7Ns/7UG9IBpSnLKjRTppJ92mSSpnjanZxwxSwiYvs2zgwG6YAAlDRaZCt+q/8LNMEiAAPdBNNbgCrNLZGRkcTHx5OamkpGRgZz5swhKyuLFStWsGLFigCtWCAYHCICOI7RaJw/3vr6esxmM9XV1QCYTCaio6Ndxda7d+8Ght/td/bZZ9PU1MRdd91FfX09ixcv5rPPPnM1hlRWVnpcQO+44w4kSeKOO+6gpqaGxMRETjnlFB544IERvV4YnSaQ8vJympqaiImJORiptNpp/alv2lEV5iN92OMUdpZONe6dt1rtAWFiMiElpmGvMaGOCMFc2+rtWZzncPSA7MAkpQDe6wRtZu+vVyUf8OWzRtO7A9j5+MHoqToyHGuzM5ppdvRv9xGlc4sc6kIwNZvQYsQRkYSty3szi1p7cI3uFjCGWiOR82WXaYyk0+DoMlC2fAWTvXSS6iYP7NcnOQ6sISIGdWgYy09JY+v7VQefQ6/mlKtnez/2wN9Ev79Dihm0WoLweCT10NPI/RFoARYogkEAiiYQwXhFCMBxjCLwPvzwQ/bu3UtPTw8Oh8NlodDT44wyKcJwJBf7a665xmfKd/PmzR7fazQa7r77bu6+++5hn88X3gSgkgIejsCtrKykpqaGpUuXUlFR4YokdubWYNjX3md/u5e0qjY6BMlqRUbC0eQZidRgArWEraEZa2wmYCJ0agzmUt/TLVSmDuQOO921MT73MTV6tzhRxtE5ZwD3jcy5zwlWhR6MhjlUobjm1fXC6JDRuQXl5Chnqkxrb8MSMgn6uCQeWItbulmxgJH1EZgaDEgz3ERyXAT6tWswdnR6/RlqEuOQdFpki6+kOWB3vi5VjHMiScLkMOJTD0Zj114ynZjkEUyhiU7F6c8jIcVNGf7zeCHQIgwCWwMY6PpHIQAF4xUhAMcxiolqeXk5ZWVlPvfr6Bh4ksKhgq8IIAw9wllbW0t5eTlLliwhPDzco5aw9ce+6V9ZkujxUv+ni3P+HBwxCVDSa66rtRNtcjz2hgZ6qpyCXNVP8EhWS6hUFqxmLaaqdq/7qEK1dNd3482xWRkDZ2jq85DzcXevFbduZqvJ9/tm6iVQ7NookMyoTS10ydPxKQCVdLPmoAWMLSIVSW3D1nQwAqqfORXd0mXw9dden0dSqdCmJmGp8G0ILdmcwlcVe3Ak3cxlcWx+az8arYp1f5jj89jBIGlDICIemRC/N4BA4COAgTx/oMVXoEfRCQSjhRCA4xglApiens7SpUuRZdnlsxUSEoJer8dms7FkyRJgbAqtRxtfXcAwtE/yjY2NlJSUkJWVRVRUlOt5ZFlGtjto2dZXbISmRWLwUu+mi1RDD9hC4gHPzlxVdzvqScnYrUlY9jrFmbWxH0EeqUMbH0u3IQ5vnbUAuuQYaPJed6cydzrr8qq9N49IloO1h4q3ns2mwtLl3TYFnM0U7thkPfp4UDms9DT5jl4p0UZN7EELGIscRfhkk0c0L/qYnAHTsLq05H4FIDbn+6GKTXRtWnJcKrGPFbDsuFQSJof7OnLwxKQCWqTUWSN/LjcmehNIoMXXcCOAgV63QDAQQgCOQ5QLjyIAjzzySF5++eV+jwmGC60/GCgCOBhaWlrIz89nwYIFxMbGurYrEcDu/HoMJX0nb2jjwsCLANSGAj1gNutxF4DamBAkmxkcdmz6BKAJXXIEthbv838BpAg1kg66y33fkKSwELyld6UwNZLDjiUkEXuPd0EnmQ8eZ+92isTurjDo562z9nrQ3KMiNEGHLKno2u87lS0dSMtqosJcFjDGdomISVo44ICjm5xE2LyMPqK+N/3WAapVqKzO1+IuAFNnRTJtQQxn3Di33+ceLM6RcBKSZniNJMHIRBeAilfqeLg2CgS9OfRDPgKfhIeHo1KpXP5XFosFu93u8WWz2YKizsZf+JoFDAyqE7ijo4O9e/cyZ84cEhISPB5TIoAtP1R7PVb2ESRTHzBJNjZ61gfq452pYVtzG8ZGZ8QrctFkJK3vTmhViITDKtNT5lsk2q3ef5bSgTm/vjqANQcEooLtgAWM1dF/dMwueb6vxlYb+hgV9ohUHCbfEzok64GUt+5gzttQbSAk/OAaYo7J9jjGZwSwHwGoCj1Y26eK8/yZ/uaeRaTM6H9E2aCJSYPY4dkpDUSgU8CBItDiayxtaASCsUZEAMchygVzwYIF5OfnExcXB+AxSmm84ssHcDBegF1dXezevZsZM2Z4NbGWJAmbzUbnVu8C0NTo3bpFLVmQtTp6yjyjYbpoNSp9BA47mCrbkXRq4s/Lpj7OQtj7xd7tZLR2jMZIcPhOE5t8zLhVhzpvYkZrNHhxGdS6GSCrIsKwdzmjlXZJT38hQF2o583RUG8iNj0EizqJ3ilvdySL8n44fy6OiASs7SZUNhV2QArREnWkszxhIBGg7ccKRhXqFNqyQ0I9yXNu7/TFsd4OGRZSTOqBcK9/CbQIg4nbBKJcM4QAFIxHxG/1OESWZerr6+nq6iI9PZ3IyEiMRt834vGEtxQwDGwG3dPTw65du5g6dSqTJ0/2uo9KpcK2v4Pu4r4WLZoYPeZ6H3V3VgOOmBRku+eNXBcqo42Pxh7tjBrFHTeP/MoSonJmknbNsd56OFCHODC0+u4SkXQaemq8p11Veuf5ezq9ewTq3CdzxB60fbEa+79MpLrVz8lhkdi6rYSEmDEafXfVShoVksX5O6nMPLaFOiOT9lZndDNyVRbq8MEJKk1CLJLe++tShRx4v8KjUXuxkfEXclw6UuL48P9TCIYUcCDFlz8mkQgEwYqIAI5DampqmDp1KscccwxLly5FrVYTHR3Nn/70p4CnVEYbbxFA6N8M2mQysXPnTlJSUkhPT/f53JIkYdrl3Z9PnxKFucW7J59k7MQSOQ3wHD+mUVuQNCpMjTKSRkXLvFBCQkKYPXs2qrkq7N1m6l/a7PlcagfdJe0+16ibFA2t3sW+Wue8mXf7aMzQhh+80arDnGLKalFjNfhuAAFISdHDAUtEOeJAtFlloKXed+pYG+VmMdN5wGvQGo4+0YGjyymkY449mP4dqAlEkiR0qUmYy6r6PKYK0YDtoAXMaKGK8p5a9wcTuQYv0OcHEQEUjE+EAByHxMTEsG7dOj7//HO+/PJLwHkBmygC0GTq2+HqywzaYrGwa9cu4uPjmTFjRr/vjUqlwryr3etjks77n5KkVUFPFyapb12fRu7BYbLQU2ZElZ2CLUJD1vz5rptN4rrl2Dt6aPr3T65jrLb+/e5U4aH4SruqNTZku0RXlfcOYLWeg97QBwyvu7v6n58KoFUffF9tmnDAiFruprvSd+pSG3kgKudmAWNsdRA5WQ+tEJKRSujMvn56/aVDtZMneReAWpVTAMYlejkq+Al0F3CgBVgwpICHs4bxfJ0VjA/Ex5pxSEREBO+++y5vvfUW2dnZzJo1izVr1gDj/5PsUFLANpuNXbt2ERERwezZswe8YNtrurFVek/zWju8192FxIciAd1VfUWZytGDxREByBizE1i0aJFreovCpIuOIO64LOdrCNNhae9/VJ7D4fvnq1bZsOoTsBu9R/TcJ3PYrQdmBjsGFoCuKRuA1eaM7EmaEGSb75S7Jsz5OjRx0SDLzjF4lV3oo52Px6z1bP4YzM1UN9l7HaCkdb4nUsyhKQBh4jaBBLoGUBGgQswJxiMiAjhOkWWZk046iZNOOgmLxTLiGbuHCooA7B056J0Cttvt7N69m5CQEObNmzeoC7xhR5P3XgiNip6qTi8PgC5GixwShaWkV9RNJRESpaa1xYF1QRyLjsz22aSTetVabF0meirqsdSavZUGujC3eheiABrJgknlO02p1clwYJmyySnq7Hivq3NHth1ck7ETtFFaLHZnJNDnuULVYAZNZBi2VnBETcJutKGRTNhDQ4has2jA8/ZGl+a9E1ilOpDGO0QjgIEk0BG4YKgBHO8fmgUTF/GbPU5xr5nS6XQTSgACWK2eaVJ3AehwONi7dy/g7JQe7AW+52fv4zNCJ0cjW7xHu7ThKmyRfSNTIfF6bGoZc1UXMy87ymXV4w1JJTHlxpMImZuG5CN6B4BahaHGe4QSnGPnDJYo34dr3ARyh/N5rKaB3xvJejACaGyxok/Q0dPVf8e5dMAahwOWN1atc3yco6OdiMOyQKfF4XD0ScH1F5HyGQFUHejkPEQFYKCjcIEWgIFOAQsBKBiviN/scc5ES10oAtCbF6Bi6pqfn4/ZbGbRokWDFsbG6g5Mpd6tV7TRvjtVtSEOrLa+zRCaGDXtXXbCl08lPtN717HH+rVq4s9fjS09wuc+umTfQhRAZzfS0+U7oqdWHfDs02mwdxiwmDXYjQN7J0oHTJZlSaKnzkRonJqehv4bRzRKuvnAFBGjMQR1mBp7azthRy7BbDZjNpuxWCyYTCZXF7vVasVqtWKz2VxelopQ1MTFoArr23ksYUeWQZ2YMuBrCVZEE8jEPL9AMJoIASgYVygC0JsXoN1up6ioiO7ubhYvXtyn3q4/mr+p8GmFZzf7FjtqlZWetr4iyioZ0TiimHbx4YNeg1qvped/ZhCxuG9zBIA6qp96PQl09h5aKvvx5XM4hZwmzhklNHQPXP8HgNHpfyhHxiHbHOgjoKefSCQcNMeWDkRqTU02otL1hMyYTNj0NNRqNSqVylV/VVFRQVhYmNOKx2bDYrG4vtyFoibFW4rbihwahRQVNSgz8GBDNIGICKBAMBqI3+wJTqDTS/6mvwhgQ0MDLS0tLF68eMim2M2b9/t8zFjbz7gz2eR1PnB4nJaIKZPQT4kb9BokSULWSMz482lELpna53EHvqOZ6ggdEjLWZt/Pb+x2+u8Z7AdEmdW3j5/reUM1YHeKOUeos4NDrVd7NbH2OE5ynsPe1Y2s0dFT3UVovJroY7JRqVSo1Wo0Gg0ajYaWlhbq6upYvHgxISEh6HQ6tFqt63F3oahJ9SIAbSakmHhXVNFkMnlEGHtHFZWIYjCJxYkaAQx0E8hIzi8ih4JgRwjACc54u0gpwqG3ADSbzbS3t7NkyRLXjOTBYmropjOv0etjuqRwrG3ebVUAJLUWu7HvOLSo2HAST1sypHVIkuQsig/RMP3PpxK5zNOz0NLu2x5GF6XDqk/CYfItaqLDnKI4MtYp5GyOgUWyQ3dQ6HUeeBtMRt/vh4LkMINGjaO9E3uU0yRbFyERsWqBx37d3d3k5eUxf/58wsMPptJVKpXrSxGCGo2GkKl907wq2YwqLtEjqghOcaOMQ3SPKg4n/TxeCfQHxEA3gQT6/ALBaCK6gMc53d3d2Gw2YmJi+jxWV1dHV1cXCQkJrnFx44HeZtA1NTWYTCamTJnSb7OFL1Q6NbNvO4KWwjpai+oJ6VRhqul0ipbECIx1vgWPTdYBfTtz9VNjCc0YmjGxex2jSqdh+l2nUH7fR3T+XAEqCYOPCSDg9N0zqX2PSwOQbMYD53FGEh2D+HCgjz4opq0W52s1tQ8sAO3GTrSRodBlxuiIAgzoM9M85gJbrVZ2797N1KlTSUoanMmyt5Fwks2EKjZpwHpPdyHn/v/KykqP9HPvqJjyf/d/lf8r4qH390Mh0CJMpICFABSMT4QAHOfcc8891NbWcvPNN5OVleXx2C+//MLjjz/OkUceyR//+EdX+vRQx90Mur6+ntLSUqKjo4c9C1kXG8qkkzIJWZ1IR4GW7NWrcVjtGKs76cxvxlD2E7buvtNHNFE6LMa+f2KSVkX8UbOHvI7eN0KVTkPGnSdT/sDHmPa30L2vb6TRtZZQFUZrFNB3na7nMztT1bYeE3abivD0KDr3dvW7ppBwrUvfSlY9YEbdJeF7JQfOZTNij9Kg6YKWRguySqZA1U7B118TEhKCVqvFaDQiSRJqtZq6ujpCQkJcKWCNRuNVGOhSvQhAq2FQHcDuN3rl/y0tLVRXV5Odne36+3AXh4ogd/+/EqlVtvUWi65Irls0Utne27rI/bhAEGgBFujzBzoFLRCMJkIAjlOUT65vvPEGtbW17Ny5k7feeosFCw6m2FatWsUll1xCUVERV1555bgSgGazmebmZgoLC1m4cCH19fUjTtW5TxNRadWEZ8QSnhFLzJJJ5N/9DR17PNPEIfF6DA2eaVn11FDSb1pC2IyhW5IoNyKHw+GKZql0GjLuOJnKZ7+jdV+Rz2M1epnO5hB8CUBJIyFZnUrO1NqB2awj7bSZdO7d2e+a1HqVSwD2NJrRxYSgCfMW8/RE67AQFhuPtbkZjUFHaGYMC9ed4Eq/VldX093dTXJyMp2dnTQ1NbnSs8rvtiIGFWGofE9YKPQcaHZRq5BsZqS4oY9pM5vN5ObmMnv2bCIiDnZfDzYi5EsoKtjtdo/HvUUVlf3sdjtWq9VDJI4kqjhYJroAEylgwXhGCMBxinKziYqKora2lsLCQn73u9/xyiuvMGvWLCwWC3FxcaxZs4b333+fzs5OEhJGd1bqWBESEoLRaCQvL4958+YRHx9PY2PjiAWgt2kiAKGpkSx99gTKX9jF/lf3INud7702UkPXHmdjhaRRkXHZIjqXyIQk+56RO9D5oW9KUKVVM/nSVTR+U4O53nsaWKOx093Qj0XMgdFsMhIqgwWHJoaUkzMpeGwAAXggqCprdZiaTCSvSSFhfjiG8nbfx4RqkGwWkB3IIeGY6g0kHz8HnU6HTqfDZDLR2trKihUriIyM9DhWlmVXvZ4iFpV6ve7ubiwWC5HRYYQcEIB2jRpZhp37a9B29HgIxd7/d7/Ry7JMbm4uCQkJpKam9vse+GIowsFX+rmtrQ2DwUBYWBg2m821Nm9pZ+VfX1HFQzH9PNEFqEAwmggBOM5Rq9XExMQwf/58vv/+e9avX8+TTz7JjBkzgINRCG/j0w5VEhISuOmmm3jrrbdctWO9J4EMB1/zhAEktYrpv1tKXHYqeX/+BnO9AZskgwxhM6JZeM+RRGbGsWfPnmGvoz8zZE24jszbjiJ3/Ude7WrUaivd1b5r87QRzkuBHKFD6rKgS45BnxBGaGpEv13O6gNzgOXIOJAhdkE8CYclsf//5fo8RhN5QDVaLFgjUwAHsTlOa5uenh727t3L3Llz+4g/cL4HWq0WrVbr0RTiTkteFd11LQDoIsOQQ8JInzffo7Gjo6PDw0IGQKvVugShsl98fDwNDQ0eQnEo9kGDxVv62Wq1UlhYyKxZs4iOdjbmDJR+dscf6edAC7BAR+BGcn4hHAXBjhCA4xy9Xo8sy/z973/n0Ucf5fXXX+e6667jsssuo7W1lR07dgCMm07GgoIC9uzZw9lnn01GRoZre3/ibbD4igC6E7NkEtn/PI3cezbTXt9K8rmzmH/tKlSag80Aw13HQNMwIhYmMemMedT/O7/PYw502E2+/QplrfOxkPgYLF2N6JJjnK9nYWK/AlB1QADadVGAldiF8cQsSkYTFYKt0/uHCkVs2ru6saomoYk0EL0g2TWeLzU1lZSU4Zs269waQdT6ENRxSSQn+26AcTgcHh3Ara2tVFVVkZiYSEdHB01NTa5IoyzLqNVqn1FE9++1Wu2IREBRURFhYWFMmXLQ93Es08+SJLkm6ij/+qOpZSgEWoCKJhDBeEYIwHGKcsEPDQ3FZDIRHR3N3//+d1paWvj000/59NNPXfseeeSRxMbGBmqpfqO2tpa1a9cSHx/P2rVrPR5TjKBHwmBFpAkLXafomRGXQ/rC6cN6Dl/nB+8CULEkmXbFCjp31NFT0ebxuNXuu/4PwC45xZo6NASHA0InO0ezxWQlUvd5ue81HWj3sMp6FAGo0qiIX5lGwxdlXo/RhKlB7bSAMaokYpZNBpVEXu5etFots2bN8nm+weDeCSzp1APW/6lUKvR6PXq9HrPZTH5+PnPmzGHyZM8JLbIsY7Va+1jFmM1murq6aG5udn1vt9uRJGlQQlGn0/URGfX19TQ3N7Ny5cphCSB/pJ8dDge1tbVERER4TT+D95Sz+/9HKhSFABQIRg8hAMc5Go0Gi8VCR0cH06dP54knnuDuu+/mq6++wmq1EhMTww033DDsOqdgIjExkYceeoh//OMfXo2ge88HHiruNiy+bkpGo5Hdu3eTnp5O+rRpfR4fTBTRF74igA6HA7vdjkqlQhuuZe7dR/PL5e8i2w6ex2TU0J8AjIwNBQdIkgqrRUfaKufaY7L6b1aRZKcwsBjVhKaEoU9wjsVLXDPFtwAMkdBERUFrE4aaHjJOWkhlZSXt7e2sXLlyxDdcdwGo0qlRxQ6u4UaWZfbu3UtcXBxpaWl9HpckySXY3JtCvNG7TlH5v9FopL293fW98jupPK+SYm5qamLSpEl0dHRgMplcj43GTG9v6WdwitCOjg5Wr16NTqcbcfrZ/Ry+RGPvNQS6Bi/QAlQgGE2EABynKBetlStXotfriYpyjveaNWsWL774Ip988gkVFRWsXr2aVatWBXKpfkOr1XLBBRfw6quv9hkF548aQHcB5u2moPjWJSYmkp6e3udx5TlGkoruLSAdDgc2m81VG6dSqYicnUj6JcupeP6nAweBob1/4RAapoFucFht2DWhRGU5PxBEzYlHpVXhsHp/7yS78302ttuJXRDv2h6/egqSWnI1xLijDpFRR4ZhNcVhbTOhmhNFaWkRy5cvH7ZVj8fzR4ajiorA0dmNpAYpfnAdwOXl5ZhMJhYtWjTim75iTD2Q76SSfnafUrJ//370ej0Wi4WKigqXgJRl2Wl23U9U0V1EjuQ1WCwWCgsLmTNnjutn4o/0s2K+7f59f56Kiu+i1Wod8/QziAigYHwjBOA4RYkUPPjggx7bZVkmNDSUM888MxDLGhMUGxh3/FEDqNwIvN0U7HY7e/bsISwsjMzMTJ8335Guw11Auou/3mnE9AuX0Lp1P515DWiiQvrtAAZQa5yP27tN6JLjXOtX69REzo6jY6/3GXKKdUxPvYnJJx8UgLoYPdELkmjf3eD1XCqdBlvYJELT9RTWlTJ79mxXo4M/0KUlY+rsRqVhUBHA1tZWysvLyc7OHpUmD1+4p58B9u/fjyRJ5OTkeKxDEUG9O5/NZrNHQ0t/Njm+0s/eflcLCwuJjY3tt3ayv9c0WHylnxWh2NzczOTJk70acLufq7/081DX1Ht9IgIoGK8IAThOqampwWw2ExMTgyzLOBwODzNkZZt7Oma84G4EreDvCKA7siyTl5cHwPz58/t9P0eSAlaOV352vSN/HvupVcy569f8fNHbaKN0dOUa+31etdqZyrW1daGb6Rm9jM1K9CkAsZiQQ8Oxdlo9IoAACYdP9S4AJRsgY7KFYs3QkpSU1KfebqRo05IxFewD7KgGqAG0WCzk5uaSmZnptfN4rOjq6qK0tJRly5b1EaHu6ef+1ujNJkf5v8FgoK2tzbXd/cODuzi0Wq00NzczZ84cOjs7vdrk+Atf6WeAqqoqNBoNU6d6zr3unX6GvuLRV/pZkiSfotHbGkQXsGA8IwTgOEMRdbfffjuvvfYaRx11FDNmzKCxsZHrr7+eo446ynWBHI16omCg9yg4GLnwAs8IoIIsyxQXF9PT08OyZcsGfE9HmgJWIojKGtRqtc9zhk2JYcbVq6j7qACHpf8GGLXKhioyDFuHkbDJnkIuJisJNhZ4PU429eCITQEJYhd4jhNMWDOF0qe2930NkgXMZtprTaiOj2fOnDn9rm04aCc7I1eSRo0U7bvBSfH7i42N9bsIHQp2u529e/eSnp7udWzjYBmMTY77OXsLxZ6eHurq6ggLC6OqqsqnTc5A6eeR0tPTQ3l5OcuXLx+yAOsvquhwOFwCcjAj/ZTIo5K2Hsv0s0Aw2ggBOM5QLlCXXnopZWVlbN68mc2bNwNw+OGHc9RRR2G320clzfX000/zyCOPUF9fz6JFi3jyySfJzs72uu9RRx3Fli1b+mw/8cQT+fjjj0e0DqWb0x1/RgDdn2f//v00NTWxbNkytFqtr0M91qF0VA53DTabzTUNZKBzpp25gI6SDvi2qv91OSyoY8IxNVuJXuoZcYlZ6D2FqgpRI9ls2DURRKRr0UZ61u9FzoxDnxKBqc7TRkZlN2Nu78TSHEb26atH5WaqNIKoI8P7jcSUl5djNBr9Uvc3EkpLS1GpVEyfPn3gnf2EWq0mNDSU0NBQ17bc3Fzi4uJYvHixx++7r/SzwWDwEJGKTY63dPNgbXJkWaawsJDU1NRhlQX0F1V0ZzBNLa2trSQnJ2M2m4fU/WyxWJxNWYO4JggEgUIIwHGGciE64ogj+Oabb3jyySd54403qKurc6VSRuOG+69//YsbbriBZ599lpycHB5//HGOO+44ioqKXGbM7rz77rseUbqWlhYWLVrEWWedNeK1KEa+7vhDACrPo9wc6urq2L9/P0uXLvW4ifaHP1LAdrsdtVo9aBGfdOxseGEgAWhGHarHrgklerFnB2zY5Eh0cXosrZ5pdUXwWW06Yhd6Rv8UEtZMofrtXtFDuxGDVUXknCTCooY3FWUglJnAqn7SpW1tbZSXl7NixYoxrfvrTUtLCzU1NeTk5AQ0stTU1ERzczOrVq3qUz+nCLf+UNLP3oRiV1cXLS0tru392eQodY3p6emuDujRTj97o7a2FpvNxpQpU1xRdm9NLd7Szw888AAdHR0899xzfl+3QOAvhAAc51x77bVce+21ru9Hy1n/0Ucf5fLLL+eSSy4B4Nlnn+Xjjz/mpZde4pZbbumzf1ycp2B48803CQsL84sAHK0mEDgo4FpaWigqKiIrK2tIdWMjSQErBen79u0jLCwMvV7fJ7ISEhLSJ7ISvySe0EmhGOt91wFKNhOSOoyQ1HivUZmYhYk0bvEUkZpw5+XDZFCRcnh8n2MAEtdM7SMALbIRR0gyyatGL9qlCg9FHRuFOsZ7BMm97k/pkA8EFouFvLw8MjMzB0zZjiZWq5X8/HwyMzNdDSlDxT39PJBNjt1u9xlRbGxsRKfTkZub69Ump7/0s7/KWmw2GyUlJcyePXtIUTyHw0F1dTXPPPMMX375pV/WIhCMFkIAjnPc617UavWopLksFgs7duzg1ltvdW1TqVQcc8wx/PDDD4N6jhdffJFzzjnHLzdBvV5Pe3u7xzZ/1ACC83V1d3dTVFTEnDlz+gjZwRw/nHUoTR/z5s1z+ccpN8zW1lbXDVQp7O9jNJylgvp+1mXtQbbr0aV6b5iIyfIiAMPUYAZjS98GEIXY5Smo9BocpgNpbwl04WrMxmjiVk7xeoy/0KYlo/JST6f4/UVHRwe07k+WZQoKCoiKivLqOziWFBcXExkZOWZ+oGq1mrCwsD42OUr38dKlS11/s94aWpSoovs4P282Ob5E40A2ORUVFYSFhQ25C1qSJO6//35OPvlkVq5cOaz3RiAYK4QAHOeMRbNHc3Mzdru9z8UyOTmZwsLCAY//6aef2Lt3Ly+++KJf1qN4qLnjrxQwOG+WGRkZTJo0acjHDicC6N7xGxsb228Et3dkxWQyUVNTg25ZCIYvDL5PYjbQ06bBmpzi3F+nc0UYdTqd1zpATYgK2SJhajITM9d7o4U6REPcilSav610btCriIiOoMekIyx9dKfPaNOSUcX1PUdFRQU9PT3k5OQEtO6vrq6O9vb2PinXsaa5uZnGxsaAr6Ozs5OamhqP6Se9bXJ80dsmx10oDtUmB5y1vYsWLRrya9izZw/vvvsuubm5ogtYEPQIASgIOC+++CILFy702TAyVLx1AftDAFosFmw2GwkJCR7zWYfCUFPRA9m99KZ3ZGXfvn04HA6O/M2RfP7yZ17TwOowNSpZxtZhxp4aTn19fR+rEK1DAxLgtnSbbMEeFoV+chg2yY5K9h5hTjx8qksA6mP0IFkInTK0yOlw0E1ORpOQ4LGtra2NsrIyli9fHtAC/Z6eHgoLC1m4cKFfzK+Hi5L6nTVr1rBTv/5AiYZOmzZtWFkAf9rkdHR0IMsyO3fu9GqT0zuqqPxd6nQ6brvtNq688kpmzJgxkrdDIBgThAAUjJiEhATUajUNDZ6ebw0NDQNGyQwGA2+++Sb33nuv39bjywdwJDWAitGzSqUiNTV12J/uhxoBHIzdiy8aGhrYv38/K1asICQkhCnHT6H4leI++4VEaSFEi8OsYdG6NajUB0WmElG0WCz8kt6EqeJgR6/dYcZACNYkG998843rZtn7JmmdfNCCRhOhwWILI2bV6KZ/AXTTpyBFHKwBVOr+Zs2a5VfT6aHicDjIy8sjJSWFxMTBjakbLUpKSggPDw94Crq6uhqr1co0L+MT/clANjltbW3s3LmTww8/3DVG01tUsbOz0/V9fX09l156qWtmsizLXHjhhUyaNInzzjuPxYsXj+prEgiGixCAghGj0+lYtmwZmzZtYt26dYDzJrdp0yauueaafo99++23MZvN/OY3v/HbevztA6jcsJW00UgYyjrsdvug7V5609HRQV5eHgsXLnRFRKacONWrANSGa9DGRYEq0kP8gWdEMXFpKlUVB4+PjgnH7ghn3lELmfrrDI8bpPJlMBho6mpCSgtBrjFjtBqorTVhMpej39bQp4Gld/3WSBqWdGkHP3woZt3R0dHDjt76i4qKCiwWC5mZmQFdR0tLC/X19QFP/ZrNZkpLS8nKygqoN6ksyxQVFZGRkeH6O+9tk+MNm83G8uXLueyyy8jKymLlypXU1dVRV1eH0di/AbtAEEiEABzn2O126uvrMRgMTJo0qU/HY3d3N83NzSQnJw/aysQbN9xwAxdddBHLly8nOzubxx9/HIPB4OoKvvDCC0lLS+Ohhx7yOO7FF19k3bp1xMd7byIYDr66gIcjABWjZ6PRyNKlS9m1a5dfJnkMhN1uH7Ldi4LJZGL37t1Mnz7dI8LkqxtYE6ZCFa5Hn9B/NCpmYSJV7x4UgCpsmCxhxGbFe/WUU9Jo8fHxRBwXTflLu4hLiiZiehIJ2Us9Iismk4mOjg7XNvfuT18C0f37gYTi/v376e7u9qgvCwQdHR0u65lAih2bzeZK/Y7k794fFBUVER8f79drwHCora3FarX2mTwyEBqNhi1bttDS0sLTTz894g+JAsFYIQTgOEXxo6qoqOCMM87AZDLx9ttvk5WV5bFffn4+t99+O7///e85/fTTvc7bHAxnn302TU1N3HXXXdTX17N48WI+++wzV2NIZWVln5t0UVER3333HV988cXwX6gX/GkDU1FRQUtLi8vo2R+TPAYSkA6HA7vdjkqlQqPRDCkKZrfb2b17N/Hx8aSne450kyTJaxpYqwdJqyVkav8j02KyPAWiJNuwmCWiZnpPp+7btw+j0Uh2djY9mjbKX9qFJkwifGbqgNMuHA6H19TbYIRib4FosVjYt28fS5cuDWjdnzLtY/r06QG1ngGn8XRoaGhAu6DBGYVsaWlh1apVAV2HzWajtLSUOXPmDFmYd3V18cADD/D4448L8Sc4pBACcJzT0dFBbm4uJ554okv81dbW8vLLL3PSSSeh1WrZtGkTU6ZMGZEABLjmmmt8pnyVaSTuzJ492y/efL3x1QTibfxTf9TW1lJVVcXSpUtdBfIjbSYZSEAOtenDHSXNqVKpmDt3rtfX6S0NrNGDwy4TOr3/es2I6TFoIrTYup2iS3JY0MaEotL0XWNjYyOVlZVkZ2ej1WqJmp+ILk6PWisRMW9g0aFSqQaVfuttE+L+1dnZidlsprvbWbf4888/e/WT8xZhHA2vzKKiInQ63ajXuQ1Ea2srtbW1AY+G2u12CgoKmDFjRkAbUMA5ESYsLMyraf1APPHEE0ybNs0vHqYCwVgiBOA4RxErKSkprm379u3jzjvvpKmpibvvvhu9Xk9lZWWgluh3fEUAAVdN3UA0NzdTXFzMokWLPExtR+on2F8kciTiD6CsrIyOjo5+J0p4SwOrNQ5sRohc1H8jgKSSiJ6fQMuPdc4NdgehU/t2XBoMBvLy8pg/f77rvZMkiYTDpqCSDETMSuhzzHDpzyZElmV27dpFaGgoCxcu7DPOTIkudnV1eXwPB+fe9lejGBISMuifUVNTEw0NDUEhuvLz85kxY0YfD76xpqKiAo1GE/CazJ6eHiorK1mxYsWQfzZ1dXX8/e9/59NPPxXzgQWHHEIAjnOUlJe7MbLSrdvZ2UlPTw8mk6lPxOxQxpsAdJ9rOpAA7OzsJC8vj7lz5xIb6+kjN9JuYl8Csrf4G2oaqr6+nv3795Odnd2vrYgkSUw+fgolblFAtdqOOiq0TwOIN2KyEl0CUNbo+hhA22w2du/ezeTJk/v4QiasmYqpom7MBFBlZaWr7k/poh4o0jSQ8fBghGLvCCNAXl4ec+bMCXi9XWlpKTqdbsh1bv7GYDBQUVHB8uXLA+6XV1JS4rU+eiBkWea+++7juOOOY82aNaO0OoFg9BACcJyiXFSVCMz333/Pf/7zH8LCwnjmmWcAZ1r2wQcfBAioLYa/8WUEDQwYvevp6XE1UHibAjBaKeCR2L10dHSQn5/PwoULBxzBBTD1xKl9BKA2YXA//5iFB1NkdlWIhwBUUtAhISFefdDiV6bRrvd/yt8bHR0dlJaWumo3B8tgjYcVoegt/exNKEqSRHl5ObW1tf1GFkezMaS9vZ3q6uqARyFlWaawsJC0tLSAX3daW1tpaWnhsMMOG/KxeXl5/Otf/2L37t0BF7ECwXAQAnCcExMTw69+9Su+/vprl0ULwIoVK9i+fTsbNmwA4Fe/+hXAuLiQDRQB9IXFYmHXrl2kpKT4TEuNRhPISOxeTCYTu3bt6tPx2x+908BaPejTB1f7pEwEUelUyNoQIqYdTAFXVFTQ2dnpMwWtCdcRvzpjUOcZCVarlT179jBjxowBm02Gy2CFYlVVFWVlZSxcuLDPlJbu7m6fo8wGSj8PVSja7Xby8vKYMWNGQGcOgzNa3d3d3achbaxRbF+mT58+5OYNWZa54447uPzyywNu5yMQDBchAMc58fHx3HDDDezcuRObzYZWq+XUU0/luuuu4/LLL8dms7F48WIuuugiYHwLwP7St0rqMjo6ul8Xf39HABW7F6XjdyjY7XZ27dpFQkJCn47fgdbgngZWax3oMwY31i4kTk/Y5EhsRiv65EjX70tLSwvl5eUsX758wBT0aKJEISMiIob0nowGBoOBkpISFi9ePODMaFmW+0QT3SdUuG/rTyj2Tj8rQnHfvn1oNJqAvydWq5Xi4mJmz54d0I5sgJqaGux2+7DS4Zs2bWL79u1s3LhxFFYmEIwNQgBOAE466SQ++OADPvnkE6ZOncoll1yCXq/nk08+oby8nEWLFqHX610zMg91vAlA6L/+Li8vD41G47N7dqDnGCzuItTd7mU4Hb979+5FrVYPuGZvTDnhoABUqSXCMwc/1zgmK5GOvY3o02IAMBqN5ObmMmfOnIDbm1RVVdHZ2RnwNKfD4SA3N5fJkycPKP7A+XvlXjPoi94zb3ubbrsLR0UoajQaTCYTCQkJlJSUeBWOY+VJWFpaSmRkpNfyirHEarVSWlrKvHnzhnzNs9ls3H777dxyyy0kJPivoUkgGGuEAJwAyLLM4YcfzuGHH+6xLSkpiaSkJJcgGQ/iD3wLQG/ROyUNZDabWbp06YDvgT+aQGRZ9kvHb3/p1oFIWJpAaHIoxgYjung9Ku3gBUDMwkQMZS2ETo1z+Q5OmjSJ1NTUIa/Dn3R0dFBSUsKyZcsCOl8XnD8fWZaZOXOmX593KDNvrVYrRqORPXv2kJiYSFRUFGazmfb2dg/h6B5R9GWRo2wfapTanY6ODmprawM+eQScti8RERHDGsW3ceNGurq6WL9+/SisTCAYO4QAHMe0trYSGxvr9WLrvk2SJFpaWvj+++859dRTx3KJo4IiAHt7/nkTb+Xl5bS2trJ8+fJB3dxGGgFUjh+J+Kuvr3fZVgxX6EiSxOQDUcDQpIEbR9yJWZhI3WelRGbGU1BQgFqtDngdlNVqJTc3l+nTp49a3d9gaWtrc3VkB+pDlSIUKysr0Wq1ZGVleV2Lt4iiEkH0JhTVavWgUs+9/5YcDgcFBQVMmzYt4PYzPT09VFVVkZ2dPWQhajAYuO+++/jrX/8acO9CgWCkCAE4TrFareTk5PCnP/2Jo446isjISMLCwlydhopRbm1tLfn5+Xz66ae8/fbb2Gy2QC99xChpNKvV6iGQekcAa2pqqK6uZtmyZYMuAvdXDaAkSWg0mlHv+O2PKSdMYd/rpeinxA68sxtRc+LRxulptjqnOKxcuTKg0WNZlsnPzycsLCzgJstWq5W9e/cyc+bMfiN0Y0FnZ+eAQnSoEcXe1ji9haLFYnE1NLmLQ2WKi16vp7W11SP1PNbRwOLiYlJSUob183nyySdJTU3l3HPPHYWVCQRjixCA4xStVktLSwu/+93vAGfX7+LFi0lOTiYkJITW1lYqKirYsWOHywT6tNNOC+SS/YYi5sxms08B2NTURGlpKYsWLRpSV+RII4DgvJn+9NNP6PX6fjs+NRqNx81R6fidMWPGsFJXvUlYmkDUzEj0U4dWj6XSqghfHOtKtwZ6/FVVVRUdHR0Br/sD57SPsLCwgPvsKXWt06ZN84sQdReK/SHLMjabrU9tYmNjI9HR0dTW1rq2K0JxMJNZev8tDJfW1lba2tqGZftSX1/PY489xocffjhuymUEExshAMcxW7Zs4ZFHHuGHH36goKCA7du399knNTWV008/nbVr13L22WcHYJX+RxEkvb0AFfGmRNHmzp075HThSGoA7XY7Go2GnJwcr5YgLS0tru+V5hD3m2BbWxuhoaFotVpXFEWv1w+7gF+SJNJPSiVkytDEpMlkoj6xk8zMzICnWzs7OykpKWHp0qUBr/urr6+nubk5KIRoeXk5ABkZo2+7445S1qDVal0R6j179pCcnMzChQtd+3kTikoEURnh5y4U3f8W+ks/9ycUHQ4HRUVFZGRkDPl3RZZlHnjgAX79619z5JFHDv8NEgiCCCEAxzELFy7ktddeo6WlhY8++ohffvmFuro6bDYbcXFxTJ8+ncWLF/PrX/96XNWzuEcA3VGpVBiNRtf80eHM/RxuBNDd7iUiIqLfCIIsyx4C0WQysX//fpf3XE1NDSaTqU8B/0Bf3s457exMr7N8feFwOJxNBenJTJ488Ezf0UTx+5s+fXqfiS1jjclkoqCggHnz5gX8b6mrq4uKigpWrFgR8EhVc3MzLS0trF692mO7N6Hojd5C0T39PFihqAjEzs5ObDYbKSkpQ555XlBQwMaNG/nll18CLu4FAn8hySNpaRQIghStVsuOHTs8IiA///wzRqOR1NTUfr3++qOyspLOzk4WLFgw6GOUpo/h2L2A0zqjvr6+z5i3/ixBekdVZFnud76t+82yv/UVFBTQ0dHBihUrxsw6xBuyLJObm4vNZmPJkiUBn2zxyy+/oNfrmT9/fsDWAc7ftZ9++omEhAS/dyAPFbvdzg8//EB6evqoz/tVhKK3ySxmsxmj0UhnZ6erDKR3dH2g1PNZZ53FtGnTePrpp0ftd+3Pf/4z99xzj8e22bNnU1hYOCrnEwhEBHAc097ejt1ud0VH7HY7siy7UpjKhUyr1bJ9+3bKy8s5/fTTA55K8we9rWBsNhsGg4Hw8HCmT58+7OcdahPISDt+6+rqqKqq8trxO5QCfl83Rm9jy3zdELu7u6mvr2fZsmUBjyxVV1fT1tYWFJYilZWVGI1GFi1aFNB1gHMai8PhGNHvuL8oLy9Hq9WOSaTYPaLoraa3qKgIjUbD0qVL+5Rf+CrDqKmp4dprryU2Npbu7m7UajXXXXcdqampHH/88SxZssTvr2P+/Pl8+eWXru9HYrsjEAyE+O0ahyjpjTPOOAONRsPHH388oPh44YUXeOGFF6itrWXSpMGbAgcr7gJQMeVVqVQkJyePSDAMZRTcSMVfR0cHBQUFZGVljajjd7Amw8p8WyW97B49aW5udkVQfvzxR4/nHEojiz/o6uqiuLiYJUuWBPzDSldXl2vmcKBv1t3d3a5pLIEW6AaDgf3797NixYqAC3SDwUB1dbXL9kUxxx6o+ctoNJKVlcVNN93ElClTyM7Opra2lr179zJ//vxREYAajWZcXH8FhwZCAI5DFAFYVlaGyWQiNzfX9Sm2t5WD0WhEq9WSn58P9K2bO1Rx9wIsKCjAarUSFRU1IhNnGFoE0G63D9vuxb3jd6ymDfiab2uxWPjxxx+ZNWsW06ZNG1QExWQyDVi8r3wNpZHFZrOxZ88eMjIyBjVhYzSx2+3s3buX9PT0gDfDKF2/U6ZMITo6OqBrUf7mJk+eHPDJMOC0fUlNTR1yN3RoaCh79+6lqqqKL774YkxmKJeUlJCamoper2fVqlU89NBDAe8oF4xfhAAcxyhGsErX6WAwmUyjvKqxISQkBIvFQllZGR0dHSxbtozS0tIRW7gMtgnEZrN5jOIaCsqM38TExIBf/JXoaVRUlGuOrFqtJiwsrF9D396NLO5fHR0dPidRDFSfmJ+fj16vH/PuVm+UlpaiUqmCIt1aWVmJzWYbdm2rP6mrq6Onp4fFixcHeim0tLTQ3t4+LNuXnp4e7rvvPu67774xEX85OTm88sorzJ49m7q6Ou655x4OP/xw9u7dG3BPScH4RAjAcUxiYiLV1dXExsaiUqlcYkSj0aDVaj3+DQkJob29PeCebv4iJCSElpYWZFlm6dKlri5Yf0QAB3oOu93u8jgbauRPmfGr0WiYM2dOwNNnpaWlmM1mFi1aNKS1DDbVNpjZtu6NLABhYWHs3Llz2I0s/qClpYWampphj+LzJwaDgX379rFs2bKANuaAszO7uLiYuXPnBjwlrti+TJ8+fVilAs888wzx8fH85je/GYXV9eWEE05w/T8rK4ucnBzS09N56623uOyyy8ZkDYKJhRCA4xDlhvTII4/Q0dHhSrEpqUjl395fsiyTlpYW4NX7h7i4ONavX8+2bdtcAsQfJs4DPYfD4XDZvWg0miGLg3379tHV1RXQMWIKDQ0N1NTUkJ2dPWo388E2snR2drJ9+3YyMzPR6/XDbmRRUs4hISFotdphCWyr1UpeXh6ZmZljEhnqD1mWycvLY/LkyQFPQ4MzhRkVFTUsiyV/U1NTgyzLw+pAbmxs5G9/+xv//ve/AyaqY2JiyMzMpLS0NCDnF4x/hAAcx/T23poofPfdd/z000+sX7/eo6B6pGPclOfwFQEczY7fsaa7u5u8vDwWLFgQcJFjs9nIzc1l2rRpA97MHQ6HTxsQ95Flys9pqI0syti5yMjIoPiwVFlZicViCbjlCzhdB+rq6oKiM9tqtbJv3z7mz58/5L9DWZZ56KGHWLNmDUcfffQorXBguru72bdvHxdccEHA1iAY3wgBOEHpLWLcZ9QeytTX13Pqqacybdo05s6d6/GYPwSgrwigu/gbTgrSXx2//sBqtbJ7926mTp0a8EiO0lAQEhIyqFo7lUpFaGgooaGh/e433EYWh8NBd3c36enp1NfXD6uRxV/09PRQWlrKkiVLAp76dTgcFBQUMH369H5rQ8eKsrIyoqKihtVAVVxczGuvvcb27dvH9Hp40003ccopp5Cenk5tbS133303arVazB0WjBpCAE5QvF3YDnXxB5CcnMx//vMf/vznP/cZBadSqbDZbCN6fm8icqSRP6Xjd+bMmWPW8esLpQYxNDQ0KBoKamtraW1t9ft4teE0siiWL3FxcRgMBlpbW4fcyOJrIstQUVK/aWlpAe+GBuc8ZlmWXY1CgUSxfcnJyRny74wsy9x1111ceOGFY27qXV1dzbnnnktLSwuJiYmsWbOGbdu2+WXut0DgDSEABeMKSZJYs2YNISEhfTqa/VED6C0FrHRYD6fpw73jd7SnJQyGsrIyDAbDsG6e/qa7u5uioiIWLVoUkOYk90aWsLAw9u3bR2pqap/I8lAbWfwxkaW6uhqTyTQqXnRDxWQysW/fPhYvXhzwulVwRvDS0tKGFUn/7rvv2LJlC0VFRWP++//mm2+O6fkEAiEAJxi9xYv797IsBzyV5C96TwKB0UkBu9u9aLXaIT1XsHX8NjU1ucx7h/pa/I3i9zd16lTi4+MDuhZwTtiwWCxkZmb2ecyfE1lMJhNWqxXw3siieDQWFxezYMGCoPh7LSoqIikpKSgikc3NzbS3tw8reme327ntttu48cYbSUlJGYXVCQTBhRCAE4zeIiPQomO0UHwA3fF3E8hI7F4guDp+e3p62Lt3L3Pnzg0Kz7HCwkJ0Ol1QeOx1dHRQVlbG8uXLRyS4hjKRxVcjS1tbGx0dHciyzJ49ewI6kQWcHxpaW1uH5bPnbxwOB8XFxcyYMWNYTVTvvPMO9fX13HjjjaOwOoEg+BACcJyiFLTb7XasVqvHl9lsxmq1YrFYXF82m422tjZWrlzJrFmzAr38EaNYhbjjDx9AJQI4UruXYOr4tdvt7N69m9TU1KCIfNTW1tLc3MzKlSsDLoyVaR/Tp08fswkb/TWyVFdXYzQaXZ22gZrIAs73prCwkFmzZgX8dxic740sy8OaPWwymbjnnnu49957A96EJRCMFUIAjlOeffZZHnnkERITEzGbzS7B4nA4kGXZ9a/ypdFoqKqq4qmnnhqxAHz66ad55JFHqK+vZ9GiRTz55JNkZ2f73L+9vZ3bb7+dd999l9bWVtLT03n88cc58cQTh70GnU7XJwLozxpAq9WKSqUaVtNHe3s7+fn5LFq0KOA3G6WZQKvVBoXw7+7uprCwkKysrD4j6QJBcXExOp2OadOmBXopGI1GSkpKWLhwocuXcaiNLO5znoc7kUVpZCkrKyMkJCQo7HCsVitlZWXDsn0B5/UyKiqKiy66aBRWJxAEJ0IAjlMmTZrEggULSElJcQkVnU7n+rf3l16vx2q1jjiV869//YsbbriBZ599lpycHB5//HGOO+44V51QbywWC2vXriUpKYl33nmHtLQ09u/fP2JT29GqAVTo6ekhMjJyyGk1o9HI7t27mTVrVsA7fsHpI9fe3h400bY9e/YwZcqUoHhvmpqaqK+v93sH8nBQ7HCSkpKG9N6M1kQWjUaDzWYjOjqa/Pz8gE1kUdi3bx9RUVHD6phtbm7mkUce4Y033gj49BKBYCwRv+3jlLPPPpuzzz57zM/76KOPcvnll3PJJZcAzk/WH3/8MS+99BK33HJLn/1feuklWltb2bp1q6vxwB/RFr1eT3t7u8e2kQpA5diIiAj27NnjSgF7mzLR+3vFgiaYOn5bW1spLS1l+fLlQZHCKywsRKvVBoX9jNlsJi8vj9mzZw/oKTgW1NbW0t3dzcKFC0fl+YfSyGI2m9m1axd6vZ6EhASPRhYlwuirkaX338dIJrIodHd3u8byDYe//OUvZGdnc9xxxw17DQLBoYgQgOMYpd7NW92bLyNolUo17IuxxWJhx44d3Hrrra5tKpWKY445hh9++MHrMf/5z39YtWoVV199NR988AGJiYmcd9553HzzzSMquPfVBDKSGkCllmr58uVotVpsNpvX1JoyccJkMnlETBSj7aioKFf6zB+jyYaDyWRiz549zJ49e8xq2/qjtraWpqamoIhEKtM+4uLigqIm0mQyubp+A92dLUkSra2tWCwWli9f7jNi5quRpaenh7a2thFPZHFnJLYvpaWlvPTSS/zwww8Bj/IKBGONEIDjGOWCNlYXtubmZux2O8nJyR7bk5OTKSws9HpMWVkZX331Feeffz6ffPIJpaWl/P73v8dqtXL33XcPey2+mkCGGwG02Wyujl/lJjzY1JrFYqG0tJTm5mbS09Ox2WyYTCY6OjpcwrH3jdBbpETZNlLrD6XpIykpaVgF8/7GYDAEVd1fTU0NXV1dQTHSTEn9JiYmBoUhsMViobi4mHnz5vWbLh3tiSzKl81mo729ncmTJ2MwGIbUyCLLMnfffTfnnXceixYtGtL7MBIefvhhbr31VtavX8/jjz8+ZucVCHojBKAgoDgcDpKSknjuuedQq9UsW7aMmpoaHnnkkREJQG81gMNtAnG3exlqjZAkSbS0tNDY2Eh2drZPsajcCN0jiWazmc7OTo9t7oX6/YlEnU7nVbzIsuwS43PmzBnye+Fvgq3uz2AwUFxczKJFiwIebQPnaMPOzs6gmetdUlJCdHS038ToUCeyuP8tmEwmGhoa0Gq1FBUVDbqRxWQyER0dza5du/jvf/9LYWHhmAn97du3849//IOsrKwxOZ9A0B9CAE5wvKWCh0tCQgJqtZqGhgaP7Q0NDUyaNMnrMSkpKWi1Wo9P7XPnzqW+vh6LxTLs2jR/+QCO1O6lvb2dwsJCFi1a1G+kcLA3QqVQ35tQVP5vtVpdNV29RaLBYKCpqYlFixa5oiqBpKioCLVaHRR1fw6Hg71795KWlhYU5tNms5nCwkLmz58fFGK0ra2NhoaGMY+M+mpkqaysRK/Xu8oGBtvI8uCDD/Ltt98SHh5OeHg4v/3tb0lNTSUtLY1bb7111GYZd3d3c/755/P8889z//33j8o5BIKhIATgBMefF3KdTseyZcvYtGkT69atA5w31U2bNnHNNdd4Peawww5j48aNHmKkuLiYlJSUETUm+KMLeKQzfpWO35kzZ/pFUAy2UN9ut2OxWPqIxJaWFtra2tDpdOzcudMV1ewvkjia3Zx1dXU0NjYGRd0fOMsRHA4HM2fODPRSXJHa+Ph4r93zY43D4aCwsJCMjIygaIqxWCzs27ePhQsXun53Bvv3sXr1al577TUef/xxHnzwQdrb26mtraWmpmZUhfbVV1/NSSedxDHHHCMEoCAoEAJwAmC32+ns7ESWZWw2G3a73eNLqW8zmUxERUWNaPrCDTfcwEUXXcTy5cvJzs7m8ccfx2AwuLqCL7zwQtLS0njooYcAuOqqq3jqqadYv3491157LSUlJTz44INcd911I3rNvgTgYJtA3MXfcASQ0vGblJQ05h2/arW6T/2V2Wzmxx9/JDMzk/T0dNfvQu+UmlJ/5W77AXiNJvb+fijTJgwGAwUFBSxcuDAo6v7a29vZv38/2dnZQTFeraGhgba2tqBJ/VZWViLLMunp6YFeCuAU6zExMcMqG7Db7Tz66KPcfPPN/O///u8orK4vb775Jr/88gvbt28fk/MJBINBCMAJQGlpKX/605+IiYnBYrFgtVqx2WyuLla73Q5AS0sLa9as4emnnx72uc4++2yampq46667qK+vZ/HixXz22WeuxpDKykoPMTVlyhQ+//xzrr/+erKyskhLS2P9+vXcfPPNI3rN3lLAg60BHGnkT5nxq9PpmD17dsAbCRwOB3v27CE2NpapU6cCuF6bVqvtN1rirZvTZDJhMBhobW3tU6TvLgq9RRZDQkJcY8wmT54cFI0NNpuN3NxcZs6cGRRj8CwWC4WFhcyZMyco7HmMRiNlZWUsWbIkKCK1iu3LypUrh3X8c889R2hoKJdddpmfV+adqqoq1q9fz3//+9+g+LAjECgIATiOUWxHWlpa+PDDD8fsvNdcc43PlO/mzZv7bFu1ahXbtm3z6xr6iwAq74svFJE43Bm/paWlGAyGoJjxC87CfZvNxrx584YsRgfTzalEE3uLRPfaK8USR3lOcP6MFBPh3sJxtGbXeqOwsJCwsDCXOA40hYWFxMbG9ummDxRFRUUkJycTGxsb6KUgyzJFRUVMnjy535paX7S2tvKXv/yF1157bcxMn3fs2EFjYyNLly51bbPb7XzzzTc89dRTmM3moIg6CyYeQgCOY5QbaEpKCrNnz6aqqor58+czc+ZMHA4Hu3fvpqWlhUsvvZSoqCiAEaV/gwlfAhBw1b55w73jdzj1QLW1tVRXV5OdnR0Uhft1dXXU1taSk5MzajcZ92hif15sDoeDmpoaSkpKyMzMdEUXjUajh3fiYA22dTrdiF9TQ0MDTU1NQWH5oqyntbU1aNbT2NhIe3t70KSim5ub6erqGnYX7V//+leWLFkyojGTQ+Xoo48mNzfXY9sll1zCnDlzRux3KhCMBCEAJwCTJ0/mnHPO4c0332Tr1q2uC86mTZs4//zzWbNmDSeddFKAV+lffHUBg3djbMBVE6l0/A6V9vZ2CgoKWLx48bCiE/6mq6uLgoICsrKyRq2zcSgYjUZKS0tZsGBBv40NQzHY1mq1A05h8WWwbTKZyM/PZ968eUGRmlNSv7NnzyYkJCTQy8Fms1FUVMSsWbOCIhXtcDgoLi5mxowZw/pwVVZWxgsvvMC33347ppH5yMhIFixY4LEtPDyc+Pj4PtsFgrFECMAJQG1tLffccw8nnXSSx6fNjIwM2trauPXWWznppJMwm83DqnkLRvR6PSaTyWObIgK81QG6270Mt+N3165dZGZmBoWFiNVqZffu3UybNi0o/PXsdju5ubmkpqYO2NU6FINtb95wgzHY1ul01NXVER0dTWRkJHa7PeCRmKKiIqKionxaJo01ZWVl6PV6UlNTA70UwFlLJ0kSaWlpQz5WlmXuuecezjzzTI9UrEAwkRECcAKgfFretm0bL7zwAgsWLKCjo4N3333X5Rmn7DcexB/0HwHsLQBH2vShdPwmJycHxYxfWZbJzc0lIiKCjIyMQC8HcFr7SJLErFmz/PJ87qJOKV/whi+D7fr6enp6erDZbGzdunXEBtsjpampiebm5qBJ/XZ1dVFVVUVOTk5QrMdisVBWVkZWVtawrlHbt2/nk08+IT8/Pyhej7daaIFgrBECcAIQFRXFMcccw5dffskVV1zh8ZhKpeKCCy5w/X+84GsSSO9OYH93/AYD+/btw2g0kp2dHRQ3u4aGBurr6wPi9+fNYLurq4vq6mqWLVtGbGysXwy2ewvHoZQQWK1W8vPzyczMDIpUtDJ+burUqcOarzsa7Nu3j5iYmGFF1x0OB7fffjvXXXdd0NjYCATBgBCAE4CIiAieeuopfvvb31JZWUlPTw9qtZrk5GSOPfZYrr322kAv0e94E4DQ1wvQXfyNh47fxsZGKisrg6YJpaenh/z8fObPnx8UBsJ2u529e/eSnp7u6modqcF2V1cXzc3Nru+HarBdXFxMZGRk0KRaa2pqMJvNQdMQ1tXVRW1t7bBtXz788ENKSkr45JNP/Lyy4GIgdwOBoDdCAE4QMjMz+eabb/juu++oqqpCr9czf/58MjMzA720UUERgL0viu7TQGw2GzB8u5dg6/g1GAzk5eUxf/78oIjcKP6DKSkpQTHNApyRJJVKNSxx481guzdDNdjWaDTYbDbi4uIoLCwcscH2SLFYLJSUlLBgwYKA10SC8/0sLi4etu2LxWLhrrvu4u677yY6OnoUVhg8CPEnGCpCAE4Q6uvrsVqtZGZmkpmZic1mo6enh59//hmA5cuXB3iF/kXporRarR4djEoKeKR2L21tbUHV8Wuz2di9ezeTJ08OGv+44uJigKD5kNHS0kJ1dTU5OTmjFq0disG2wWBgx44dpKWlERERMWKDbX+8ppKSEmJjY4PCoBuctZEjsX158cUXUavVfUpfxgNWqxWtVssLL7xAXl4eDz74YFBE2QWHDkIAThDOO+88HA4HVqsVq9WKw+Fw1b85HA727t0b6CX6FUUAms1mDwGoUqlc4/CGa/eizPgNlo5fWZbJy8sjJCSEGTNmBHo5gLPur66ublTF1lCwWq3k5eWRmZkZFIJdpVJRVVVFZGQkc+fO9Rq9GarBtk6n6zflPJDBdmtrKw0NDaxatWpUX/tgUWxfZs6cOawPae3t7Tz00EO88MILQRGh9wfKB4K9e/dSXFzMkiVLuPHGG5Ekid/+9rfMnz/fY3+RFhb0hxCAE4SBus6UC8t4QRGA3jqBbTbbsO1elI7fSZMmBUXHL0BFRQWdnZ1BI7aMRqPLXy8Y/AeVpobIyMhhWYiMBi0tLdTX1/fb9TsUg23FEsddJA7GYFsRhlqtln379jFlypSg8PwD59hItVo97NrI//u//2P+/Pmceuqpfl5Z4FD+vteuXYvJZCIzM5Ouri6uvfZal/hzF31C/An6QwjACcJpp52GLMuEhoai0+mw2WxUV1ezfft2zjjjDJ/myIcq7hFABYfDgSRJ1NbW0tPTQ2hoqEeUZKBaK8VeRafTBVVas7y8nOXLlwfFjdu97i9YUtF1dXW0tbUFjcWKzWYjPz+fWbNm+SVlp6SIB+og7s9gu6OjA4vFQkVFBRUVFSMy2PYHFouF8vJyFi1aNKwPNfv37+fZZ59l8+bNQfGhyJ+Ul5djNBrp7Oxkx44d6HQ617UpLS2NuLg4qquref311znttNOYM2dOoJcsCFKEAJwgvPfee163Z2RkkJSUNO4EoNLYoZhBK+nujIwMurq6XIbBvaMjys3NW82VIhyDpePXaDSSm5vLnDlz+vXCG0tKSkqQZdlvfn8jxWg0UlRUxIIFC4JCIIPzPQoNDWXy5Mljel5fBttGo5GtW7eyfPlyoqOjR2Sw7U0oDre7PjY2lri4uCEfK8sy9957L+vWrWPFihVDPj7YycjIoL29nblz51JUVITFYuGpp55ix44dnHnmmRx//PE8+uijvPTSSyQmJgoBKPCJJI+3O7/AK5WVlRiNRmw2m8vKwm63c+WVV5Kfn09TU1NQ1LP5k4iICL7++mvmzJmD1WoFDt4Ee+Peudn7X7PZTE9PD3a7HcBnQb67eBxtgWi329m+fTsxMTFBc4FvbGwkLy+PnJycoEn9/vzzz0RERDB37txALwdw1tnt2rWLlStXBs17tGvXLkJCQpg3b96gj/NlsN1723AMtru6uvjpp59YtWrVsN6jX375hWOPPZa8vLxRNULfsGEDGzZsoKKiAoD58+dz1113ccIJJ4zaOcH53huNRk444QQ6OztZs2YNGzZsAJzR4IULF7J7924SExNpaGgY1bUIDm1EBHCco9SDnHPOOVRWVrpsJ+x2O42NjciyHBSjwkYDxQrGZrO5bkS+mj40Gg0RERFea63a2tr45ZdfWLJkCeHh4X0EohJJdL/pabVan+JwpPYeSk2bWq0OmlS00WgkLy+PuXPnBoWwAWdtpMViCZr3yG63k5+fz4wZM4LmPWpsbKSjo4PDDjtsSMd5M9juzXAMtkNCQjAajYSHh9PQ0DBkg22Hw8Ftt93G1VdfPepTcCZPnszDDz/MrFmzkGWZV199ldNOO42dO3f2acbwJ2q1mvDwcN577z3MZjNpaWnccMMN3HHHHfzrX/9i9+7daLVaHnvssVFbg2B8IATgOEcRgPX19dTW1rrSMUo0S61W88gjj7hMcccTys1EsXsZTipK6fidPXu2SygP5APX2yzYZDLR09PTx95DrVb7FIf9jR6rqqqipaUlIJM1vOFwOMjNzWXSpElBM8e2s7OTsrIyli9fHhR+duBMa+p0OqZOnRropQDOqHdRURGZmZmj0iU7HIPtxsZGDAYDMTExQzLYLisrA5yZjry8PD744AO/v57enHLKKR7fP/DAA2zYsIFt27aNigBU5lWbzWYKCwsxGAxoNBrCwsKYMWMGb7zxBjfeeCObN29mxYoVHHnkkX5fg2B8IQTgOEcRD7/5zW9oaGggIiLCdbEvLy/nu+++Izk5OSiEhL/R6XQYjUaX3ctIOn4HW6/lXhflC3d7j97RRKU+0T0y4i4KZVmmqamJjIwMl7j1lwfccCktLcVutwdVpC03N5eMjIygMf9tb2+nurqalStXBkUjCjhNscPCwkhJSQnoOhSD7ZCQEJdVT++/t4EMtl966SU2bdpEe3s7kiQxf/580tLSSEtL4+9///uoi2673c7bb7+NwWAYNRsd5YPM+vXreffdd2lubmbFihUcddRRHHvssaxevZrly5ePO09XweghagAnOL/61a8oKCjgxx9/HHdzMiMjI5k9ezaLFi1i8uTJpKamkpqa6rox9BeVsNls7Ny5E7VazeLFiwMisHrXWRkMBvbv309YWJirwUXpcnb3gOsdUXTvcvY3TU1N5ObmkpOTExT+egAFBQV0d3ezfPnyoBBbdrudbdu2kZaWxrRp0wK9HOBgnV1OTk5QTI0BZ8q+rq5u2CL5+eef5+mnn+aTTz6hqamJmpoaampquOiii4iJifH/goHc3FxWrVqFyWQiIiKCjRs3cuKJJ/r9PDabDY1Gw4svvsjll19OfHw8LS0tgLN8ZeXKlZxwwgkcddRRQePjKAh+hACcIFRWVtLe3u6KPCkNIffddx/ff/89P//8M0uXLh1XxqH3338/KpWKrq4uqqurqampobq6murqaoxGI1FRUS5B2Fscbty4EaPRyOuvvx4U3aMOh4Off/6ZsLAw5s+f7/oZuXvAeYuOKP86HA5XMX5/zStDsfYwGo38+OOPzJ49O+BRJIWmpib27t3LypUrg2YqQnFxMW1tbWRnZwfF35Ysy2zfvp24uDhmzpwZ6OUATrum77//nsWLFw+r87ezs5OsrCyeeeYZ/ud//mcUVugdi8VCZWUlHR0dvPPOO7zwwgts2bJlSA01A6Fck61WK1OmTKGxsZE9e/bw2GOP8fLLL7v2CwsLIzs7m3feeWdY76Fg4iFSwOMcpW7kwgsv5JtvvvG6T0ZGhstGJBhuUP7ijjvu8LpdlmVXSs5dGFZVVbFz507y8vJobGwkOjqaSZMmuQSiN6GYmppKcnLyqNeZFRUV4XA4+kyNcPeA85Xu7J0+c/9XKcY3mUwua4+BmleU9HZubi5JSUlBI/4sFgv5+fnMnj07aMRfR0cHVVVV5OTkBM3fVk1NDRaLZdSbJIZCaWkp8fHxwxYujz76KJmZmZxxxhl+Xln/6HQ6l4hetmwZ27dv54knnuAf//iH38/17LPP0tjYyG233caUKVN4+eWXmTNnDpdeeikPPfQQbW1txMXFCfEnGDRCAE4Q4uPj0Wq1rhmfarWayMhIoqKiWL9+fdCkpsYCSZKIjY0lNjaWhQsXejz27bffcvzxx/P555+TnZ3tETVUvr755htXeqmhoQG1Wu0hFN3FoiIUU1JS+q0L7A/lPDk5OcMSmoOdT2u3271GEdvb2z22w8GJBFqtloKCAq9p57FsvlDG4cXGxgaNIHU4HOTl5TF9+vSgSbOazWZKSkpYsGBB0DTHdHZ2uqaiDIfq6mqefvpp/vvf/wa8ltnhcHiYz/sDSZKwWCzs2bMHgN/97nf89a9/BeC6667j+OOP58knn+Tuu+/m/PPP9+u5BeMbIQDHOcoF8dprr2XdunWEh4ej0WhcAnDRokVBUygfDEybNo1XX32VX/3qVwBkZmb229xgsViora31EIpKJPHDDz+kpqaG2tpa7HY7iYmJXkWiu1DsLRR+/PFHqqurOeqoo0Y9qqXYS/RXy+dwOKivr6egoICZM2ciSRImk4nu7u4+HZve/N96C0V/TZOoqamhq6sraKZ9AJSVlaFSqYKqtrakpIS4uDjXB8FAI8syRUVFTJ06dVjWOLIsc99993HSSSeNee3brbfeygknnMDUqVPp6upi48aNbN68mc8//9zv51Kr1Zx22mlMmzaN0NBQ3nvvPdRqNUlJSdxzzz20tbVx8sknjzsvV8HoImoAJzhKo4HSYWo0GgkNDQ2a6MB4QPFc7J1y7v1/k8lEdHS0SxDGxcXx1Vdfcdxxx3HGGWe4BGNcXFzARI7JZGLbtm391v1583/zFllUZjL3l27W6/XodLp+IzsGg4Eff/yRRYsWBc0NsLOzk+3bt5Odnd1v1HUsUUyoV69ePeDYuLGioaGBwsJCDjvssGE1Ke3evZtf//rX5Obmjnk942WXXcamTZuoq6sjOjqarKwsbr75ZtauXeuX53e3fVGyBz09PUiSxNq1a9m6dSuTJk2ivr6e1NRU9u/fL67bgiEhBOAEYfPmzezYsQONRoPZbMZisWC1WnE4HNTV1XHTTTfR0dHBI488wg033MDq1asDveQJhSzLtLW1ucTg/v37eeSRR1CpVGRkZFBXV0d1dTUdHR3o9fo+dYm9/01KSvL7zcDhcLBjxw5XI8pI8Tabtve/FosFwGfzik6no7i4mNjY2KCZiOJwOPjxxx9JSkpixowZgV4O4FzTDz/8wOTJk4MmImm329m6dSvTp08nLS1tyMc7HA5OOeUUFi9ePK5Nj//0pz+xe/duHn74YRYuXIhGo+GNN97glltuoaqqiilTpvDggw+K9K9gyIgU8DhHsQ/YsGEDb7/9ts/9fvWrX2E0Gnn33XdZuXKlEIBjjCRJrgLurKwsnn32WUJDQ9m2bZtHBKmrq8tVf+hel/j111+7tjc2NqJWq0lJSfHZuKLUJQ6lw3nfvn1YrVa/CS1fs2ndUWqqegtFxSS4q6sLu91Od3c3dXV1/Zpq6/X6YU9fGQrl5eUAQdVkUVFRgVqtZsqUKYFeiovKykq0Wi2pqanDOv6LL75g9+7dvPPOO35eWeBRrttffPEF//d//0dUVBRhYWGuKOm5555LTk4OO3bsICsri9mzZwd4xYJDESEAxznKzS4rK4utW7eSlpbmctPXarWEh4fT0dHBzJkz0ev1XHDBBcJHKgj47W9/y6mnntonfRgZGcmcOXP6FWFms5na2to+Hc47duzggw8+oKamhrq6Oux2O0lJST67nJV/w8PDeffdd9m+fTu33377mKaZVCoVoaGhXusf29vb2bFjBzk5Oej1eq9RxPb2dtf/7Xa7K+XsyytR+RquSOzq6qKiooIVK1YEvCFBoaenh/LycpYvXx40azKbzZSXl7NkyZJhvdc2m40777yT2267LWjS/v5EEXp33XUXABs3bmT27NmutHBVVRVqtZqzzjorkMsUHOKIFPAEwW63u+bhCgR2u52GhgaPWsSqqqo+0UWz2UxUVBQ2m41Vq1YxefJkr0IxNjZ2TOsSbTYb27ZtY8qUKYNOafqaJOG+zWKxuEaYDWSH01sIOxwOfvrpJxISEoLGX0+WZXbu3EloaChz584N9HJc5OXlYbfbycrKGtbxL7/8Mo8++ij5+fnD7q4Pdn766SeOPfZYIiIi2Lt3LzExMVgsFnQ6HVdccQUffvghn3zyCUuWLAn0UgWHKEINTBCUm1VNTQ179+6lqakJnU7HvHnzPIyFBRMDtVrtEnHZ2dle95FlmYaGBk4++WSio6M566yzXELxp59+conFzs5OQkNDB1WX6K8IVFFREaGhoUMa8aXRaIiIiOjXkkVJOfcWh52dnR5CUZZltFqthyjs6enBYrEQFRVFd3e3a/pKIP+2Ghoa6Orq6mN3FEgU25fhlpl0dXVx//3389hjj41L8edwOFCpVMTGxhIaGkpnZyefffYZ55xzDjqdzmWa3dTUFDQNRoJDEyEAJxDbt2/n+uuvZ+vWra5tmZmZPPjgg2NuoCoIfiRJoqWlhZCQEP7zn//4rNXr7Oz0Wpe4adMm17bm5mY0Go2rLlGpQexdlzhp0qQB6xLr6upobGwcFcuX/lLOCrIs95m+0tnZSVtbG1FRUZSUlGA2m13pOl81ie6NLKMhEm02G0VFRWRmZrrmfwcaxfYlPT192LZGTzzxBOnp6fzv//6vn1cXWH755ReWLl3q+pAUFhZGaGgoDQ0NXHLJJRQWFpKYmMgnn3xCQUEBl156adBEmgWHJiIFPEGor6/n0ksv5bPPPiMuLo7k5GTa2tqor69n3rx5vPbaa+NuFJzAP/jjd8JkMnmtS1S+V+oSZVkmOTnZI8XsLhTBaYT7zjvvsGDBAn+8vBHjcDjYvn07sbGxLs9IZfrKQF3OVqsVSZIGHNEXEhIy5OhpYWEhBoOBpUuXBs3fdH19PUVFRcO2famrq2PRokV8+umnHH744aOwwsBw77338tBDD/Huu+9ywgknuLa///773HzzzZSUlADODygOh4OMjAx++OEHkpKSArVkwThARADHOUo64aeffuKLL75gypQpXHXVVRx++OGUlJTw3HPPsW3bNj777DOWLl2Kw+EQXlICD/whHvR6PdOnT2f69Ok+97HZbF7rEouKiti0aRPV1dXU1dWRnJzM8ccf7zWK6N7tHB0dPSbCp7KyEpvN5mH54j59pb+Us+LD2bsWsaOjg8bGxj4p5/6aV5QuZzgYlV25cmXQiD+73U5JSQmzZs0alviTZZn777+fY489ljVr1ozCCgNDT08Pb731FvHx8axevZpHHnmE1tZWrr/+etatW4csy/z73//mu+++o6mpifPOO49zzz1XiD/BiBECcJyjBHgNBgMOh4NzzjmHW265BYDDDjuMuLg41q1bR01Njcf+AsFYo9FoXOItJyenz+NPPPEEjz/+OJs2baKzs9Mj3VxTU8O2bdtc0cXu7m7CwsK8ikP3fxMTE0dUl2gwGNi3bx/Lli0b1gcntVpNWFhYv1MwlJRz7+hhT08Pra2trm3Kh7eQkBDMZjNhYWHU1dX1EYz+mr4yVPbv349Opxv2qL68vDzefPNNdu3aFTSi1h/o9XruvfdeoqKiMBqN3HzzzajVar799luuvPJKzj33XE455RQ6Ojqoq6sLmsi34NBHCMBxjnKhVGqAlPqqnp4ewsLCXBMBFMNdgSBYCQsL47XXXnNFERcvXuxzX0Ug9h7Rl5+f79rW0tKCVqv1WZeoiMRJkyZ5raGz2Wxs2bKFGTNmEBMTM0qvGo8UsS/cU85VVVU0NDSQkJCAxWKhs7PTFUl0TzkP1OXsT8sYk8lERUXFsNPRsixzxx138Nvf/nbced6pVCpXDfY333zDYYcdRnl5OVu3bmXnzp28+eabXHXVVZx00kkuyxtRqiPwB0IAjnOUi8SUKVOIjIx0mdQqQrC1tZXY2FiXlUCw+IQJBL25/PLLB71vVFQU8+bNY968eT73MRqNrrpE95SzEklU6hIBJk2a1EcolpSUsHXrVv7973+7RigGCiXlrMxqzsrK8uqPp6Sce9vhtLe3e2wD5zWiv3Sz0uU8GEpLS0lISBi2UP7qq6/Yvn07r7/++rCOHwpKLV5hYSGhoaGsXr2av/zlL6MmPN3F3BFHHMHrr7/Oe++9x/vvv88vv/zCJ598wo4dO1i1ahV33nnnsL0TBYLeiCaQCUJnZyf//e9/0el0HH/88Wi1WiwWC3l5edTW1rJ06dJhp2YEgvGKzWajvr7eI91cXV1NYWEhn332GfPmzaOwsBCr1UpcXNyAdYlRUVGjevPOzc1FluVh++uBs264d5eztwYWh8OBRqPxGUV0t8fZsWMHq1evHpZIttlsrFmzhvPOO89VvjKaHH/88ZxzzjmsWLECm83Gbbfdxt69e8nPz+93ao0/MBgMrnMUFBTw1ltv8dFHH1FQUEBPTw+ff/6532YNCwRCAE4wamtraWtrIyEhgeTk5EAvRyA45JBlmaOOOoqFCxfy1FNP4XA4aG5u7pNy7m2Lo9zcfYlDRTgmJCQMKxLf0tLCnj17WLVqlau0Y7SQZRmr1epTJCr/t9lswEEPRl9CUafT+XzNr732Gg8//DAFBQUBibI2NTWRlJTEli1bOOKII/z63MrIty+//JK3336bb7/9lnXr1nHFFVcwbdo0ALZt28YLL7yAxWLhtdde8+v5BRMbIQAnCA6Hg3feeYc//vGPtLW1ccYZZ/Dwww9TV1fH66+/zimnnMKRRx4Z6GUKBIcEn3zyCUcccUS/Hb7uyLLs0bjiboXj7qHY2trqapTwJRSVukT39KvBYOD555/njDPOGJI59mhTU1NDaWkp8+bNcwnG3tFEpf7YffqKYn6cnJzMhg0buPbaa/n9738/6hE4b5SWljJr1ixyc3NHrQFjxowZrvIcgPj4eP7whz9w1VVXERcXh8PhoLu7m6ioqFE5v2BiIgTgBKGsrIzDDjuMhoYGNBoNNpuNW2+9lVNOOYXVq1dzwQUX8Oqrr7psYwQCwdjT09PjtS7R3S+xvr4eSZI86hINBgNlZWXcdtttTJkyxSUURzsS2B92u52tW7cyY8YMUlNTfe6npJzdRWFxcTFPP/00lZWVVFVVYbPZsFgsxMTEcOqpp/Lqq6+OyWtwOByceuqptLe38913343KOT7//HNOOOEEDjvsMA4//HA+/PBD8vLyAJg3bx5XXHEFV199tbDnEvgdIQDHOUqBcWFhIfPmzWP27NmcfPLJ/O1vf2Pt2rW89957JCYmsmzZMr755hvX9AKBQBCcWK1W6urqXFHDnTt38sgjj3D88cfT1tZGdXU1tbW1WK1W4uPjvdrg9K5LHA327dtHc3Mz2dnZw6p7rK+vZ9GiRXz44YcceeSRtLS0UF1djSzLYzb/9qqrruLTTz/lu+++Y/LkyX57XvfGj8rKStauXctLL73EYYcdRn5+Pm+88Qavvvoq1dXVgHOkX2Jiot/OLxCAEIATBqXRY82aNbzzzjuEh4eTmZnpGhQ/Y8YM9u7dKyKAAsEhxplnnklqaipPPvmka5vD4aCpqWnAusSenh4iIiIGVZc4FBFnMpnYunUrS5cuHVbnryzLrF+/nsbGRj744IOAdL1ec801fPDBB3zzzTdkZGT49bmV6+znn3/O+++/zz/+8Q8uuugi7rzzTqZPn47NZmPHjh088cQTTJ8+nfvvv9+v5xcIQNjATBji4+O54IIL+M9//sPWrVuJioqipaWFr776CrPZHDSzQgUCwdB45pln+qR6VSoVycnJJCcns2zZMq/HybJMR0eH17rE3bt3u1LRbW1thISE9BtFTE1NJTk52VWX+OCDD3LEEUcM2/aloKCA119/nV9++WXMxZ8sy1x77bW89957bN68edTEX2FhISeccILr9b3//vuoVCpOP/10Vq1aRU5ODi+88EJA7YUE4xsRAZwgdHZ2cvzxx1NQUIBarXYVX0dGRtLW1sZvf/tbnnvuOWEwKhAIPOjp6ekTRexdl9jQ0IAkSaSkpJCYmEhBQQEXXHAB06ZN6xNRHKguUZZlzjrrLNLT03nmmWfG/Hr0+9//no0bN/LBBx94eP9FR0f7VYzde++9/PnPf+aoo46iurqa0tJSAKZNm8aZZ57Jsccey69+9athjc0TCAaDEIAThLa2Nq/GsBqNhmXLlvHMM8+MWV3NWGK32/nzn//MP//5T+rr60lNTeXiiy/mjjvucN1YZFnm7rvv5vnnn6e9vZ3DDjuMDRs2MGvWrACvXiA4NLBYLNTV1VFVVcUll1zC9OnTmTdvHrW1ta5O59raWmw2GwkJCf3WJZaVlXHZZZdRXFwcEKsqX4Lz5Zdf5uKLLx7Rcyu2L9XV1fz5z3/mq6++Ij8/n56eHp577jkee+wxmpqaADjxxBP56KOPRnQ+gaA/xEeLCUJYWBjHH388ERER6HQ6l+VCeno655xzDunp6djtdlQq1biKAP7lL39hw4YNvPrqq8yfP5+ff/6ZSy65hOjoaK677joA/vrXv/L3v/+dV199lYyMDO68806OO+448vPzA9pFKRAcKuh0OtLT06mrq8NisfDee+/1mW/scDhobGzsk3IuKyvj22+/dW03Go2ceeaZAfMpHc2YiBLNO+ecc8jPz0etVrNz505WrVrFLbfcwjnnnMOTTz7JY489xtlnnz1q6xAIQEQABcBPP/1ERUUF//u//xvopfidk08+meTkZF588UXXtjPPPJPQ0FD++c9/Issyqamp3Hjjjdx0000AdHR0kJyczCuvvMI555wTqKULBIck3d3dg/ZH7I0sy5SVlREVFTVuu14V2xcAtVrtmnKydu1al/lzcXExmZmZAVylYCIgIoATjJaWFjo7O10u/TabjQsvvJDi4mKmTJmCxWIZV4bQq1ev5rnnnnNdUHfv3s13333Ho48+CkB5eTn19fUcc8wxrmOio6PJycnhhx9+EAJQIBgiwxV/4Ey/zpgxw4+rCT6OO+44PvjgA26//Xb27t3Lli1bKCsr4/vvv+fEE0/kyCOPFOJPMCYIATiBKCkp4YknniA/P5/u7m5sNht2u52amhpUKhUXXnghVquV8vLycZMGvuWWW+js7GTOnDmo1WrsdjsPPPAA559/PuD0GgP6pJuSk5Ndj/mLadOmsX///j7bf//73/P0009jMpm48cYbefPNNzGbzRx33HE888wzYmSfQHCIo/irNjU10dDQQHx8PJs3b+all17i/vvvp6qqitdee41PPvmEhx9+mEsvvTTQSxZMAIQAnEBcddVVfPXVV322uxuSWq1WLBYLISEhY728UeGtt97i9ddfZ+PGjcyfP59du3bxhz/8gdTUVC666KIxXcv27dux2+2u7/fu3cvatWs566yzALj++uv5+OOPefvtt4mOjuaaa67hjDPO4Pvvvx/TdQoEAv+hNH50dXVx3nnnsXPnTlpbW4mKiuKuu+7ihx9+4KOPPuLmm2+mubmZo48+OtBLFkwQRA3gBCItLY3W1lYuvfRSEhIS0Gq1RERE8MILL5Cfn89TTz1FREQE55133rixHpgyZQq33HILV199tWvb/fffzz//+U8KCwspKytjxowZ7Ny5k8WLF7v2OfLII1m8eDFPPPHEqK3tD3/4Ax999BElJSV0dnaSmJjIxo0b+Z//+R8ACgsLmTt3Lj/88AMrV64ctXUIBAL/43A4XEbbAOvXr+fJJ59Er9cTExPjyjAsWLCAzz//HLvdztdff80FF1wQyGULJhDj4y4v6BfFeLS9vZ3IyEiefvppj8e/+OIL8vPz+d3vfjfuxsD19PT0mWyiVqtxOBwAZGRkMGnSJDZt2uQSgJ2dnfz4449cddVVo7Yui8XCP//5T2644QYkSWLHjh1YrVaPWsQ5c+YwdepUIQAFgkOQv/3tb1RUVHDBBReQmZlJbm4uycnJbNiwAZ1Ox44dO3jmmWfYu3cv9957Lxs2bBDiTzCmCAE4AVAE0MqVKwkLC6O1tZW4uDisVitarZbs7GwMBgNtbW0kJCQEeLX+5ZRTTuGBBx5g6tSpzJ8/n507d/Loo4+6amwkSeIPf/gD999/P7NmzXLZwKSmprJu3bpRW9f7779Pe3u7y1esvr4enU7XZ3LCaNQiAtTU1HDzzTfz6aef0tPTw8yZM3n55ZdZvnw5ILwRBYKRsH//fm6++WZUKhW5ubmcfvrpdHd3c9ppp7Fu3TrsdjsrVqygubmZJ598kq1bt1JdXe3XecMCwYDIgnFPd3e3bDKZ+n28paVFdjgcY7iqsaGzs1Nev369PHXqVFmv18vTp0+Xb7/9dtlsNrv2cTgc8p133iknJyfLISEh8tFHHy0XFRWN6rqOPfZY+eSTT3Z9//rrr8s6na7PfitWrJD/9Kc/+fXcra2tcnp6unzxxRfLP/74o1xWViZ/iEeILAAAE35JREFU/vnncmlpqWufhx9+WI6Ojpbff/99effu3fKpp54qZ2RkyEaj0a9rEQjGIxaLRb7zzjvlsLAwWZIkOTY2Vtbr9fLy5cvlvXv3uvZ7++23ZUmS5MWLFwdwtYKJiqgBHMfIB8a6/f73vyc2NpajjjqKqKgoenp6WLlypZgxGSD279/P9OnTeffddznttNMA+Oqrrzj66KNpa2vziAKmp6fzhz/8geuvv95v57/lllv4/vvv+fbbb70+LgtvRIHAL7S2tnLLLbfwwgsvAE7D7HXr1rFmzRrmzZvH+vXrqaio4NVXX+WMM84I8GoFEw3VwLsIDlUUbV9ZWclDDz3Ecccdx6pVqzj66KMpLCz02Ecwdrz88sskJSVx0kknubYtW7YMrVbLpk2bXNuKioqorKxk1apVfj3/f/7zH5YvX85ZZ51FUlISS5Ys4fnnn3c9PpA3okAgGBxxcXE899xzlJSUcMwxx2CxWHjrrbe45ZZbWLt2LQ6HgxdffFGIP0FAEAJwHKPU/n300Uf8/e9/Z+HChUydOhW9Xj9uunwPNRwOBy+//DIXXXSRx88gOjqayy67jBtuuIGvv/6aHTt2cMkll7Bq1Sq/N4CUlZW56vk+//xzrrrqKq677jpeffVVYGy9Ef/85z8jSZLH15w5c1yPm0wmrr76auLj44mIiODMM8+koaHBr2sQCEabGTNm8MUXX/DDDz8wZ84cenp6kGUZq9XK4YcfHujlCSYoQgBOABwOB9dccw0ffvghjz/+OM8995yr2Hi8GD4fKnz55ZdUVlZ6NXp97LHHOPnkkznzzDM54ogjmDRpEu+++67f1+BwOFi6dCkPPvggS5Ys4YorruDyyy/n2Wef9fu5BsP8+fOpq6tzfX333Xeux66//no+/PBD3n77bbZs2UJtba2IlgiGzDfffMMpp5xCamoqkiTx/vvvB2QdOTk57N27l3//+99IksTUqVNJSUkJyFoEAhEGmgCoVCocDgdTp05l6tSpgV7OhObYY4/1mXbX6/U8/fTTfWx6/E1KSgrz5s3z2DZ37lz+/e9/AzBp0iQAGhoaPG5ODQ0NHl6J/kKj0bjO6U5HRwcvvvgiGzdu5Ne//jXgTJ/PnTuXbdu2CWscwaAxGAwsWrSISy+9NOAfIFQqFaeffjo9PT2YTKaArkUwsRERwAmCkg6WZVnU/U1wDjvsMIqKijy2FRcXk56eDnh6Iyoo3oj+rkcE54jC1NRUpk+fzvnnn09lZSXAgN6IAsFgOeGEE7j//vs5/fTTA70UFyEhIURHRwd6GYIJjBCAEwylzkowcbn++uvZtm0bDz74IKWlpWzcuJHnnnvONS3F3RvxP//5D7m5uVx44YWj4o2Yk5PDK6+8wmeffcaGDRsoLy/n8MMPp6ura8y9Ed15+OGHXe+DgqhHFAgE4wmRAhYIJhgrVqzgvffe49Zbb+Xee+8lIyODxx9/nPPPP9+1z5/+9CcMBgNXXHEF7e3trFmzhs8++wy9Xu/XtZxwwgmu/2dlZZGTk0N6ejpvvfVWwGyKtm/fzj/+8Q+ysrI8totZzQKBYDwhIoACZFl2jUYTTAxOPvlkcnNzMZlMFBQUcPnll3s8LkkS9957L/X19ZhMJr788ksyMzNHfV0xMTFkZmZSWlrKpEmTsFgstLe3e+zT0NDgtWbQH3R3d3P++efz/PPPExsb69qu1CM++uij/PrXv2bZsmW8/PLLbN26lW3bto3KWgQCgWA0EQJwguFwOKirq/NIoUmS1GderkAQCLq7u9m3bx8pKSlj6o2ocPXVV3PSSSd51B2CqEcUCATjD3HXn2C88847XH755Vx55ZW89957WCwWvv/+e958801RzyQYc2666Sa2bNlCRUUFW7du5fTTT0etVnPuueeOqTciwJtvvskvv/zCQw891Oexsa5H3LBhA1lZWURFRREVFcWqVav49NNPXY+LekSBQDBSRA3gBMDhcKBSqfj444+56qqraGtrA+CXX34hOTmZt99+m7///e+8+eab/O///q9rf4FgtKmurubcc8+lpaWFxMRE1qxZw7Zt20hMTASc3ogqlYozzzwTs9nMcccdxzPPPOP3dVRVVbF+/Xr++9//+r3OcThMnjyZhx9+mFmzZiHLMq+++iqnnXYaO3fuZP78+aIecYh0d3dTWlrq+r68vJxdu3YRFxcnrLEEE5fAjCAWjCU2m02WZVn+29/+JkuSJC9btkzOycmRJUmSX3vtNfnTTz+VJUmSH3nkEY/9BYKJwnvvvScDslqtdn0BsiRJslqtlr/88ksZkNva2jyOmzp1qvzoo4+OyRpjY2PlF154QW5vb5e1Wq389ttvux4rKCiQAfmHH34Yk7Ucanz99dcy0OfroosuCvTSBIKAIcI8E4i4uDgAbr75Zv7xj38A0NTU5Iq2NDc3A2I+sGDicfTRR5Obm8uuXbtcX8uXL+f88893/X+s6xEV7HY7b775JgaDgVWrVgWkHvGhhx5ixYoVREZGkpSUxLp16/p4SQZzWvqoo45yeaC6f73yyiuBXppAEDBECngCoKRzV6xYwfLly9m+fTvh4eGAMxWSmpoKOG80AsFEJDIykgULFnhsCw8PJz4+3rVdqUeMi4sjKiqKa6+9dtTqEQFyc3NZtWoVJpOJiIgI3nvvPebNm8euXbvG3B9xy5YtXH311axYsQKbzcZtt93GscceS35+vutaItLSAsGhhRCAEwidTkd4eDhvvfUW27ZtQ6vV8vnnn/Ptt98CuMZ+CaNogaAvY1WPqDB79mx27dpFR0cH77zzDhdddBFbtmwZtfP1x2effebx/SuvvEJSUhI7duzgiCOOEGP7BIJDECEAJwAOhwO1Ws13333nuoEo47aUwui1a9dy8sknA6BWqwOzUIEgiNi8ebPH92M1q1lBp9Mxc+ZMAJYtW8b27dt54oknOPvss13+iO5RwNH0R+xNR0cHcLCsZKC0tBCAAkHwIQTgBECJ6KWnp5OSksKUKVNQq9WEhISg1+vJyMjgN7/5DZmZmciyLCKAAkEQ4nA4MJvNHv6IZ555JjB29YjKOv7whz9w2GGHudLjgRzbJxAIhocQgBMApQbwV7/6Ffv370ej8f5jt9vtIvonEAQBt956KyeccAJTp06lq6uLjRs3snnzZj7//HMPf8Sxqkd05+qrr2bv3r189913o34ugUAweggBOIGQJAmNRkNNTQ1FRUU0NjZit9tJSkpixYoVfT69CwSCwNDY2MiFF15IXV0d0dHRZGVl8fnnn7N27Vpg7OsRFa655ho++ugjvvnmGyZPnuza7j62L1BpaYFAMDQkWXh+jGssFgs//vgjBoOBY445hry8PG666SYPO4vQ0FCuvPJK/vjHP4qLtUAg6IMsy1x77bW89957bN68mVmzZnk83tHRQWJiIm+88YZHWnrOnDmiBlAgCFKEABznlJeXk5WVxezZs/nvf//L8ccfz/bt24mJiSE1NRWLxeJqBLn++uv529/+JiaBCAQCD37/+9+zceNGPvjgA2bPnu3aHh0dTWhoKABXXXUVn3zyCa+88oorLQ2wdevWgKxZIBD0j0gBj3MsFgsGg4ETTzwRk8nE9u3bmTp1KldffTXZ2dkYjUY++eQTnnrqKb788ktAGEELBAJPNmzYADgNld15+eWXufjii4HApaUFAsHwEGGecY7S8GEymYiJiUGtVjNnzhz++Mc/cuSRR3L88cfzt7/9Da1Wy7x58wDhAygYPo899hiLFy8mLi4OrVZLYmIiZ5xxBsXFxa593n77bWbMmEFoaCgnnngi//znP5EkCUmSPKxXfvzxR0488URiYmLQ6/UsXbqUd955JwCvSuBtioYsyy7xBwdtclpbWzEYDLz77ruipEQgCGKEABznhIeHI0kSX375JbW1tZx33nmUlJSwa9cuysrKKC4u5h//+AeRkZEcd9xxACL9Kxg2W7ZsobS0lEmTJjFnzhza2tp47733OProozGZTOzatYtzzjmHsrIydDodxcXFXHnllX2e5/vvv+fwww/n008/JTQ0lGnTprFz507OOussXnvttQC8MoFAIBhfiDv9OEcRdrt27XLdhCsrKznmmGO47rrruPzyy7nhhhuwWq2u6ItIAQuGy4MPPkhbWxv5+fnk5ua6JkhUV1fz/fffu2pMIyMjKSwspLS0lNNPP73P89xxxx1YrVbWrl1LVVUVhYWF/OEPfwDg9ttvH8uXJBAIBOMS0QQyAfj+++857bTTaG1tHXBfh8MhzKAFw+bTTz/lgQceYM+ePXR3d3t8mHjttdd47LHH2LlzJyeeeCIff/wxAB9++CGnnnoqAF9//TVHHXUU4eHh9PT0+DxPdXU1aWlpo/tiBAKBYBwjmkAmAIcddhhffPEFjz32GPv378fhcKDX64mMjESv17umgiQkJACiBlAwPMrKyli3bh0Wi4XIyEiWLVuGzWZj165dgNNofKikpaV5+M0p2Gy2kS5XIBAIJjRCAE4Qli5dyv/7f/8v0MsQjGN27tyJxWIB4PPPP2fVqlW8+eabnHvuua59FixYwM6dO9m6dSuNjY0kJSXx1ltv9XmuFStWsGXLFtLT0/nyyy9dViPV1dXs2LGD9PT0sXlRAoFAME4RKeAJhOLvV19fz44dO9i9ezcWi4Vp06axevVqMjMzA71EwSFMYWEhCxYswG63ExUVxdSpU6mvr6e5uRlwWoYsWbKEpUuX4nA4iImJIT4+nrq6Ole6V0kBf/PNNxx99NHYbDaio6PJyMigqamJ2tpajjjiCI9uYYFAIBAMHdEEMoFQqVQYDAZuvfVWTjnlFO644w7uvfdeLr30Uq699loqKysDvUTBIcycOXN46aWXyMjIwGKxkJCQwBtvvOGxz6JFi3jzzTfJyMjAaDQyY8YM/u///s/1uBLpO+KII/jmm2844YQTkCSJ/Px8tFotZ555JjfddNOYvi6BQCAYj4gI4ATjscce48YbbyQ5ORmLxUJXVxezZs2ioKCAK664gmeeeUbYwAhGlZKSEo9RYldccQXPP/88Op2OpqYmoqKiArg6gUAgmBiIO/0E4/XXXwfgoYceYuHChdhsNv72t78xbdo03njjDUwmU4BXKBjvZGdns3TpUtatW8eCBQt4/vnnAfjTn/4kxJ9AIBCMEUIAThCUQG9DQwNRUVFcfPHFrq7f448/nszMTLq6uoQAFIw6p512Gk1NTXz66adUVFSwcuVKXnrpJe67775AL00gEAgmDKILeIKgePtFRUVhNpuxWq2uMXEffPABVVVV6HS6YVl1CARD4ZVXXgn0EgQCgWDCIyKAE4x58+bR3NxMY2MjOp0OgN/85jcUFBRw8cUXExEREeAVCgQCgUAgGG2EAJwgKObOJ598MjExMezcudNlvSFJEkcffTR//OMfXV2YAoFAIBAIxi8iBTxBUATgaaedRlRUFBkZGRx99NGkpaUxc+ZMLrjgAmJiYgBnuliWZdENLBAIBALBOEXYwAhc2Gw2V12gQCAQCASC8YsI8UwQiouLqaysxOFw+NxHEX9lZWXce++9lJWVjdXyBAKBQCAQjCEi3DPOsdvtqNVqzj//fBoaGrj++uvJyckhNjYWnU6HWq3GYrHQ0dFBTU0Nu3fvZsuWLWzevJklS5Ywffr0QL8EgUAgEAgEfkYIwHGOUvt35JFH8txzz3HjjTcCEB8fz/Tp04mMjMRoNFJfX095eTkAYWFhXHzxxSxZsiRg6xYIBAKBQDB6iBrACYDiAfjjjz/y3HPPsXv3bhoaGmhtbcVoNKLRaIiLi2P69OksX76cX//615xyyimo1epAL10gEAgEAsEoIATgBEERgQDd3d388MMPVFRU0NXVRWhoKCkpKcyePZu5c+cGeKUCgUAgEAhGGyEAJxgOh2NAe5fB7CMQCAQCgeDQRQhAgUAgEAgEggmGCPMIBAKBQCAQTDCEABQIBAKBQCCYYAgBKBAIBAKBQDDBEAJQIBAIBAKBYIIhBKBAIBAIBALBBEMIQIFAIBAIBIIJhhCAAoFAIBAIBBMMIQAFAoFAIBAIJhhCAAoEAoFAIBBMMIQAFAgEAoFAIJhgCAEoEAgEAoFAMMEQAlAgEAgEAoFggiEEoEAgEAgEAsEEQwhAgUAgEAgEggmGEIACgUAgEAgEEwwhAAUCgUAgEAgmGEIACgQCgUAgEEwwhAAUCAQCgUAgmGAIASgQCAQCgUAwwRACUCAQCAQCgWCCIQSgQCAQCAQCwQRDCECBQCAQCASCCYYQgAKBQCAQCAQTDCEABQKBQCAQCCYYQgAKBAKBQCAQTDCEABQIBAKBQCCYYAgBKBAIBAKBQDDBEAJQIBAIBAKBYIIhBKBAIBAIBALBBEMIQIFAIBAIBIIJhhCAAoFAIBAIBBMMIQAFAoFAIBAIJhhCAAoEAoFAIBBMMIQAFAgEAoFAIJhgCAEoEAgEAoFAMMEQAlAgEAgEAoFggiEEoEAgEAgEAsEEQwhAgUAgEAgEggmGEIACgUAgEAgEEwwhAAUCgUAgEAgmGEIACgQCgUAgEEwwhAAUCAQCgUAgmGAIASgQCAQCgUAwwRACUCAQCAQCgWCCIQSgQCAQCAQCwQRDCECBQCAQCASCCYYQgAKBQCAQCAQTjP8PLvupxOiySZYAAAAASUVORK5CYII=", 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4-obese=4, 5-extremely obese=5\n", + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "04ed4c2fc40e4515a73dde7a93386ca8", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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glo67MxeiAEhMhFVtFydFZskx0n4CKo8h8lNIvRdKE2Cm2s9Z21Z/MInMZxCFY+3PQ3poV38XWU4iRCN5RXgFjEv/Ef3cO8BpH2v4UuKlav1aq+ODEoAKxVoSVolL8RInm81i2za2beM4Tv1n27axLKv+7zWveU2np7phsG273trtdsQfvHhZwNX4v1jb9Z5toOXOV3+J7EAULyCFsWQsHwDW18CZQStexIvfh8YZPLNd4gjgNeYgkGg3fx/4N6GbajN/B4UrUNoKseA8tPRjUJ7AG/9Z5MijS8/zFnTaCtZJOi0A10P8XaevgUKx1igB2IW84Q1vIJ+vusMcx8F1XVzXxfM8PM+r152bmpoiElniRaxYEyqVCsViNUO11t3jdlitC3i54lHkTuPG229rTW1HeFerv2j91f+NQRDTS+/YyyHyi8WdRXxxXPvMEVH2l6HRSifZHPkmUu73b2jPod18L553L6ChiWBdQQAhTcxTv4E3+QqcPe+ExI6l57vOWA/Wr06Ln04fH5QFUNF9KAHYRdQekidPnqwLjqWwLEsJwDtIra/vyZMnsSyLe+65Z0UvsbWMAaxUKpw6VW3RFo1GiUQiRCIRTNNky9yzeFvb1wDUs00vP6/a+UMa/cAtBKC2Ez23mMxh5RfHhQtNSQStcDmwfFfkH5j1/i9gtDGf63+McHPIXAzpLZH5u5isoqW/hfnMj+FtfRvu9n8JentrpyKIEoBex+egUKwlSgB2Id/93d9NLpcjkUiQSCT4whe+gGma/MAP/ACDg4N87nOf4+LFi1hWuMVEsXpqfX1rrd1gdQVk10IAVioVjh07RjKZZHR0FM/zsCyLSqVCLpdjW+Es5WgBM2Q/rh2hx7tRjxp2SzfQAEsa3OqshGUgyleRQkcUqtm5UiuHb6vvQJPnA8sjWp6e/IeAd1e3yz2LNv9pPGnC7A2Ib2s/AbtRcFpIG/3aB9GmP4ez5+3I4dfdYvadZz24njstwDp9/NocVmoB7PTcFYowlADsImoPmX/6p3/yLd+2bRuRSIS//uu/BuBtb3sbFy9epFJpX4ZDsXJqfX0rlUq9r+9qXuJrkQRSLpc5evQo/f397Ny5k0QigWk2ST17AfNbGey+Nhm9c3swtHPVTWUPEVl16RYtmzZ9QKrbOim86QIRwNY2EfWqbeY8cuEZaLK37b5SxU/hlP8FRHegX/3d6ubyXjA90Jeoo1gJtrYTlQnMk++kvO3/i7br+5c4g/XDRhZgnT4+KBewovtQd3MXIqWsW3cAkskkU1NTnD17FoAbN24A1fhAxdpSE3/NfX1XI+BgbWIAn332WQYHB7n77rtDX6QifxoZGwEt/J6IFxsxe3qsEUPXM9hesAG47nailWo7uLKdqC933NnQ7YvpdPtzwUW78fto03+FKC9aCQv9yNgQwgx/lEl9EGFnQtc5cgxx+ouwlPtYAXTeCrkexNd6EKEKxVqiLIBdSC1bzjCqH++uXbs4e/Ys//N//k927NjBiRMnSCQSt9iL4napJde0tnZbTRZvbfxKX8CVSgXHcRgfH+euu+6q76d1fyJ/ChnvD9+J04NZutDYlqbYOW1pK3JC68X0TgOQiiegAhIdMxYeo5rwZpbcn5c5ipx7Hl0HzxPYE9coGeNoCY+wyoKePoZGeBkY19mPVrgA176C3LG6DOE7yXpIAun08deD+FoPIlShWEuUAOxiag/MRx99lK985Sv86Z/+aX3dW9/6Vnp6ejo1ta6j1tfXsqxAX9/VCLja+JUIyEKhwKlTpxBCcNddd9Xn0c4C6MWjofuJ5O5GcLyxwGu4iaWeX2IGvWiFhnVNKy26YiP9CHEzsLXUtmB6weU+9IeI8E0AbHcPprOArXtII7x+YSZbYbiNbsjOmAywgPP8h0knD9UTYiKRiHrRt9BpAdbp44MSgIruQwnALqb2wPzFX/xFvvnNb/LEE09gmib9/f38yq/8Cv39/Z2dYJfged6Srd00TXvRLYD5fJ5jx44xOjrKzZs363Nq9wLTcqdwtg6ErjOyjWQhKQWicq3xu1iiBqDYg5ZbTPowhtByVbevNHuBoNATYix0uW+edrweuGLYW4AFolYBrSc8o3egtwdyweWuZ+KVJFpCEilcYeLop5nWtmPbVSGp63pdDNYs6WfPng1kTjdv02mBcifptADr9PFBZQErug8lADcAqVSKj3zkI3zhC1/g+vXrvP71r2fPnj2dnlZXUOvru1Rrt7WwAN7O+Fwux7Fjx9i6dSvj4+PcvHkLq5qTQ5Sv48VDSgLZ/YjCucbvka2I0qKoE1HQ2peN0SpxhDVV3TayGWquWDM8/OAWTUiolPdjNAlOOTsPkRRk0ggt3Jqt2eEC1fMOkkqmYPGyPhA5iffan8XzPF/B9FoB77m5OTzPY2FhIVBQvSZOwoRh87/m5aZpLtuatB5cwCoGUGUBK7oPJQC7nFpCAsD3f78/23E9fKt+KeM4DsVi8ZZ9fVcrAG8niWRhYYFjx46xfft2du7cSblcRkq55GctctUYPTcejL+LLOxFcKyxQB8BqgIQcxi40WYmPWiFJkUnG+5laYQ/dkRxqs2+qrhz/ZgjzwPgyR3V1nL9eyBzDSGCcX5SxBClYAYwgJMbANetWxPF5HcgfR5tYC/RaJRotDFfy7I4e/Ys+/fvR9f9BayllPVuO82isCYeS6US2WzWt9x1q25x0zQDYjFMPK7GerxWdPpZ0enjw/oQoQrFWqIEYBdSKpWYmZnhqaee4ujRo3UX4PDwMPv372fv3r3s37+f0dHRW+9MEYrjOMvu6/tiuYCz2SzHjx9n586dbN++vT72lvvPn0KKCF40WNDZWCj5F8jG/qSxVAzpHrTc5cYxrIZAk0bwJSq1AbRKe0tlpTKAsC00UU0ekZUdwGmkUStCE7T0SXMLWulyYDmAO5uDqOGrgyDOfBT5ine1nUMYQoi6kFtuYlUtQz9MMFqWVY8lbRaVAF/84hdv28q4lqJpowvA9TAHhWItUQKwy3j66af5X//rf/GXf/mXS273wz/8w/zwD/8wP/iDP8jg4OCLNLvu4Hb7+r4YLuBMJsPx48fZs2cPW7du9Y2FpV9e1QzgEdD8JViENYwonvMvs+fqP0sj3nY+mpWsbytFFFFoxA0SkrAhxFYg03Z/xdmdRJNNVsR0sVqA2gUiSbSQpBL0sLxgcOQuECaiRYiKq19G3v+vIHFnvxhpmkYsFiMWW14nkmKxyOOPP86rXvWqUEtjoVAgnU77ltW+cLQTi+0EZDsLV6fFT6ePD8oCqOg+lADsAmoPpne/+928+93vRgjB2NgYY2Nj7Nq1i82bN6PrOtlslvn5eSYmJvj0pz/NJz/5ST784Q/zEz/xE50+hZcMNQuNlHLZfX3Xog7gUhbEdDrNc889x969e9myZUtgLCwdw6Xlz+AlgmLJXNiF4Gj9d8c1MZzrjQ3a9vNNouWbysNEtyOKl+q/hnYBcdu3JPSkSTyThh1VwekxCumqoJSlHMRSoeOEDP9snNIOiMUQhqwKyPr2LuLMx5CH/03buXSC2meYSoWfZxhLuaVrnV+al4UlvzQLRdu2mZmZwXGcjiS/rBcB2Ok5KBRriRKAXcSNGzcYHBzkV3/1V3nrW9/Kvn37Qre7ePEi3/zmN/nQhz5Eb+/ShXwVVWp9fWs9lpcr/uDO1gGcn5/n+eef56677mLz5s2hY2EJAejkoXQNb+iBwCpjwZ/gUXSG6dMbMXWe3qaAsrgLLdeoGyh1/z0mtVygfZwoh9fqA5D2EXTvGpo5Uf3dugvBOaTQITsFQ1vDB1rhCSrurAtCA83yCUAAcfEzyPv+RTW5ZJ2wEvFjGAaGYRCPt7fSNhOW/NJqUZybm2N2dva2kl/CYhxXYkVbD+JrNUkgCsV6RAnALqD2UHrnO9/J7/3e7zE0NARUH5rNL/7aA3v37t3s3r2bH/uxH1Pt4JZBa1/f1kSAW3GnXMBzc3OcOHGCffv2MT4+3nYsBAVgPbM0fxqBxIv7lZBWGUdrKv4MYLsJaDr1dv18tXIPwmkIOmG3uHxbSsdIomjFK6H7ApDTHqXYEL3aogDMelUBmRqHwgxEgt2LpdQR5WCCikcvcvoGsm8nWiLEFe0UERc+jbznx9vOpxvRNC2Q/NLM1NQU9957b7101FLJL5ZlrUnyS21ZrZVip8XXalzAnRavCkUYSgB2EXfddZfv91s9rHRdVx1BbsFqxR+s3gUcNn52dpYXXniB/fv3MzY21nbsrSyAIl/NAPbi/mJ55sJ2wN+uTadFMGkhBfZkAi3v7/Ihio34PKnFEJrf2if0HWjSH2tYw3P3Iuav4A5XrXwePTBXFYsy2g/MhLeBi2xCVCYCi237XvAm8NJziME22chn/x5591tBDwrLjUqrFXIlyS+u67Z1Sy+V/FJrqeh5Hk8//fSLnvzSfA06LUIVirVECcAuYmZmhitXriCE8D1gK5VK6M8TExN87/d+L695zWs6PfV1iZSSfD7P0aNHOXDgQL0g8O2y1i7g6elpTp48yX333cfIyMgtx8ISAjB3CgCnpQSMnp0LbBvX/UkiUgS3QduLlmuIOWmOo5WahGSkH1pbs8n2YQhedjOCBcxEprqpcy/Cq8UTLgo0M+Tc9CEgKADdbAIS/TBfRHjhYl6U5xBXvoTc/f2h619s1kP821rMQdd1dF1fdvKLlLIuBq9fv878/Dzj4+P151c+nw91VcPaJb8043kepqm+FCi6ByUAu4Daw/nP/uzP+O3f/u3bGpvP55UADKHW17dcLpNOp289YAnWshXc1NQUp0+f5sCBAwwPDy97H+2Or+VPIbUoMtIQgFp5G1rF75L19GFielMGsJYCLdgGTiv1IdzGcmmO02xJlGawdIyohLuSPdkHE5eQepR4fDHpI2fW4wfl4jgR2gYu+KL2pIY3MQ09o4sCMBN6XACufBW5/fUII9wlutHohAhtji+sZU1v27ZtyTFLuaVXkvzS/K9cLqPretuOPwrFSw0lALuIWm/f4eFhEokEhmEQiUTq7aui0SimaZJKpchkMjzxxBPL/ja+kWju61v7xr8aC95aZAFLKZmcnOTMmTMcOHCgHue5nLFtBehiAohMbgWtEZdnLmwmYD3TNwFNAtAcBFoEoIyh5VuXtRRONv33m0SgFa+Gzl2W7ke4Z5Aje9C167ieCTNN2y4sCkutFBzsBJe5ch+UcjCwA3QDramnceDYZQf5rb9EvPpftd3mxaLTXTjWwxyW635d6+SX5s4vhUKB2dnZupfldpJfam5shWI9oQRgF1ETK7/2a7/GO97xDnK5HNFoFE3T6v9qgcyf+cxneOKJJ27dJmyD0a6v72pduGsx/syZMxw8ePC26za2E4Aif2YxAcTvgjWyYR05Wsq0hBWBFnej5c76F5VbCjS3lo7Rt6I1l5ZZxJMaciKNAERP9b62KncTcaqWShnrh/lqlq/Qg5ZIUQl2AHEKm4AL4LgQTwbWNyOLJbj0aeSe74KhzrdN7LS1qdNu6Dt1/FslvzRz9OhR+vv72bp1a6hYrMUxhiW/PPjgg776nArFekAJwC6iZgGslXaJx+P1b51SSjzPqwvA7du389a3vpVHHnmkU9Ndd7Tr67tWFryVvsSmp6eRUnL//fczMDCw4uMHluer8X9evOEu1Us7EVZQkAnXn/AhQ1yjeqkP4TUsb1JLIAr+fUndPw9BU2u55u2cBxCFxSzeSLVDiZdPAYuu6vgocHnx/PzlXqQ+iFbOBPbpzZQW95NDxNonLkihIeemQXrIL/8PeMt/a7vtRqIbBeDt4Hkeuq7Xk1+Wi+u6RCLt61wqFJ1CCcAuoPZgfNvb3sZP/uRP1l0lzUkLzWIG4ODBg3z0ox99kWe6flmqr+9qLXi1a76Sl9j169e5erXq9qyV4LhdWgVgbQ61HsBevBFDZ2bHaBVkUuoIy++mlXqLO05G0fItQiy6Ha1w3r+dYfnnZodfVzkXRwDSTKBxHk8KzEwjTlHqzS4+fzJKNe7Qn2jiylHk7ARoOjIzi7ZpiViyxBjMLArezA20Z/4W6Jz1ptPu19ocNroAXOkcdF1X2cOKdYm6K7sIIYTvQWNZFvPz81y7do0LFy5w6dIlpqf9/V5rtbk2MrW+vmHiD9bGAgi3/yK/evUqFy9e5L777lvxsWvHDzu2tmgBdJtKwOgLwdp5RLYjpL9epNSdlo32IVrcv4hgMWXZEq8nikF3s+dthenFGoQDW9CES7G0E91ucvU6i8IxkkQTrXUGg9Y9x7obkNA7Cp6HiLT/7isj/uQa8fyn6S2HucVfPNaD+Okk66EQtGoFp+g2lAWwCykWi5w7d45PfepTfOtb3+LSpUuUy2UGBgbYs2cPDz/8MA8++CD3338/Q0ND6+Lbdaeo9fV1XbdtZt9aWgCXy+XLl7l69SqHDx+uxyfVXFC3S5gAlE4BStXMWjde/VKgF/Yi7MvBHeiD1Nyt9fG6X8jppb6ASBR2MBFDatlGFq82iBYSqyfzexGcrO4jVb12Tm4QaCRtyMKihS8eFJnCbRWn4KYXXXbxPmAOYbS/36Xrd+8J6XFg+jFwfxQ2YCB/vWh4hy2AnRZf60GEKhRriRKAXcaTTz7Jf/gP/4Gvfe1rQKPYs2EYzM7OcvToUT72sY8B8Ja3vIVf+IVf4I1vfGMnp9wxmvv6LlXWYa0sgMsVkZcuXeL69escPnyYnp6eeqmKlc6hVQBKKdFL5xB4SD2BjFZdq+ZCUOhVBwTnLZuLOUsTLd9SIxARiP+rTqbhrhViK+Af58kY8ubVukgUkWo2ciTXsFJKzYTcoiU7Gsz2FJbfJexJE29iMdlJGIv/eRDUidX9F4qBZSk7jXz6b+G7fiZ80B2k01/Q1osA7LT4Wg8iVKFYS5QA7CK+/e1v85rXvIZEIsHOnTu5//77OXz4MNu2bSMej1MsFrl58yYXLlzg4sWLfOITn+DZZ5/l0qVLt955F3G7fX1r2dMrZbkuYCklFy9eZGJigsOHD5NKpW5r/FLHbx2rF85U9xkfAWbA09AXwtuxCdtfJFoiQDR3CdmHyLe4f6NbESV/KRlp9CFEUwiCGwyMl5UjCKsaNygjKQQX8eQuolamsVFqHPKLLtmWNnBSRBElv1XR9e4Duyo0ZblqpRStbuP6eA05NxO6juOfQN71XYjRu8LXt8HJZdBjCYT50k4E2OgCULmAFd2GEoBdRCwWY/PmzfzBH/wBb37zm+sCIozp6Wk++clPMjs723abbmQlrd3WopBz7dhLzevChQtMTk5y+PBhkslGmZI7IQC1Qi0BpJo5rhfvRjjnA2OlSCGsllJBxoCvn69e6kdIvzlNGiO01hKUkT6gIQBFOVhgW06X69Y/BjajiUu45W3A6ab99ANVASgi/heyNLeilS77ljm5IWqWRi9bnbcQbXpgJzbBTDZ0lZAe8rH/gfy//hjNWH4WaOUr/4jZmyTyyFuWPaaZTsffrRcLYKfF12pEaKfFq0IRhhKAXcQDDzzA9esNt9tSMSujo6P8wi/8wos1tXXBSvv6roUFcKk4Qikl586dY2ZmhiNHjgR6q64khrD1+O0tgNVHgLkQ3o5NmtvR7FP+ZUY/MF/7BW1hPjAON2SuZkPUShFDK/gtjq57LyLTuH9rOSRyPo/vLpZNQsBouaZ6X3AqU5nqD7EUZKquZEHQzQsgI0MEWtU17yuXw/viXxP9/p9uu00zzjOfx57NIp//CsaRR9B6b7+MD3RefHV6DuuhDZuyACq6DXU3dzGaptXFR3NHiFqPzUql0nHrwouFlJJSqUS5XL7tqvyrtQAutQ8pJWfPnmV2djZU/LVuuybHdkto5VoCiAWejr5wMXysFlIw2Whetg9ROBvYRCsH3aiyyQUqtB1o+DPQZbol+9a8jse4TxQCyHIjuaS1DZyQfpHiyu2QXbRy9zT2Lzx/XcP6vt2lvxNbsf14z3wO59nHltwOwJufxP7qR/EqGlgVrMdemmWX1sMzQrmAFYq1R1kANxC5XI7/+B//I5FIhIWFBfr6+vgv/+W/rIuH652k1te3UqmsqCbXai2AtX0EMnGl5PTp02QyGY4cOdK2Ld+tLIi3olUAGqXzCKr7cuMLGIX9CPdM+GA3aCmTRkPI6cWB+r7q6/U+tHwwu5fm2oGe3+LoySGYbLigZawPXZzHrbwaaBGYzZ1K9JY+wpa/FqFT3kU9saXJAinccCufzLdvDwfgOj1ogP35P0eMbEPfdnf4fjwP+9P/CzexFelVha5z/EncV7wRfdPOJY8R2JdKAun4NVgvc1Ao1hL1dWYDUHuAl8tl/uRP/oS/+qu/4uMf/ziPPXZrK8ZLnVprt5WKP1h9GZiwfUgpOXXqFNlsdknx1zx+rSyARqkhqLz4FMZC+76pwgrWBZS6qP2AthBi6YuGF1mWRsPiJyy/sJSFAwivKY5wYLy6PNsSWxgfAqvJAiiasoOlhij74xWduWbL5+LPZhRNtghHQAq92gGkDXZ0K27N4Og6WH//x8hciPsbcL/5SeTNc1hOLzh2bYJUPvfhtvtf72x0AagsgIpuQ1kANwC1B+fIyAhPPvkksVis3gOzeX234XkexWIRy7KWLPNyK1ZbBgb8IszzPE6dOkU+n/fV+Vvu+NUcG8AoVgWgNFJIYw594ULoOGlsQiuH1OnTF7t5ePsQxTDLYbiYlVpVdEk0tHyjs4gnDeTElC/OTyQ9PNkHc5f9O4mPAA3RJ7Qmi19kk68HsEcKOdkUE1usWvdEuz7Ayc0wE0xMqVHxtiOcJpdzPkPlY39M9Kd+G9GUFOJNXcZ58mNIKXBLAj3WELHe5dM4p57GuOdlbY/TSqddsOvBArgeavApAajoNtTd3OWUSiVmZmaYmpoin8/z0EMPceDAAe6991727Ol8k/s7heu6XL16lQsXLqxK/MHaWABrbmTP83jhhRduS/zV5rBWArCWAOJEBtEW9reNh8MYC10staqQ0ov9CEJ6DFv5wLLFAy/+vw3Na2wjncOIkt+SJsyrSOceREsNQqm1isumccaQb41j3wuL7leEQKYXYwHbWFuluXSChj3v0lo8UN44j/25Dzadi439qfeC5+L27kRioOGPU6x84W+RTpsihG3otPVtPcyh0wJwPcxBoVhLlAWwizl9+jQf/vCHOXnyJJ7nsXv3bn7gB36ARx55pJ4g0o24rkuhUKBQKLCwsLDq81wrC6Drupw4cYJyucyRI0duK6txNXNoFoCVUpZE+RoIWHDAu1Yk0eZrYLFoEVZISIo0SA0tF2yPJoWOKFwNGVUdJwDBMNDYRs7oPuufjA+icwYnt5PWT07aTWIqkkQTTS5f6a+z5y70UCsXQ88ITGcAENHwenzSaZ8YlHbGkXoETQu2TnSPfQVnfCfGQ9+L87W/Rc5WrY4Ow0hPIly/u1nOT2E/9QUir/pnbY+3nui0BbI2h05a36SUq7IAduuzVvHSRgnALuWxxx7jn/2zf1bvIlHjPe95D3/xF3/B2972tg7N7M5S6+vreR6GYazacgdrkwQihKgX3D58+PBtl7RYCwtgpVLh4vHP8jJRPZfesSG08nFCjHgA6N5CYJkndaSYJ5/ZwnApWEDc1jYT9SYCy6UwQGSq87EbIsrzdiJmWzKQB0bx5BWYuRycVD7T+HmxhmGdJqHlSYE70RTPlxgAFo9vhgs9mWufAJIvDJKM6QgZbG8HYH/hL5BC4j79mfqyytQCrhtFDAT3a33tk5iHvhuR6AmsC8xLuYA7bn2rXQPlAlZ0E+pu7lJ++Zd/Gcdx2LZtG69+9at59NFHOXjwIJqm8Y53vKPjL5U7gW3bFAoFXNdF13V0XV+T81ytC9h1XSqVCq7rrkj8rcUcbNvm2LFjjMaaCn8b0baCRhIhJkIsfMYAQoMUm0PHle3wMjYVL4EQ1c/CyTSsf6Xp8cC2ImEjvfsQruVb7mlRyDUlnUT9rlzRFK/oyruh2CRgtcY1FyFfe6VmIueD5wvgoWPOlfAKRYTdxr3tuXgvfB1qcZ6JTbiZHM7MPFRCXOzlItZXPh6+rxA6bUHq9PHXiwDs9HVQKNYSJQC7lGvXrmGaJp/61Kd4/PHH+cIXvsAXvvAFxsfHmZ6eplQqIaXEdYMurZciX/jCF/j2t79dt/wJIdbEcgerc786jsPx48cB2LFjB4axMqP7amsRXrt2jWQyyaZUprFPJ9N2eyLbA909ADy9F6QgUgzPlk3FwzOKjcQgAK4cICqriRauG8ecDfYLrrinydwIHrtk9PvnYjQeX1IfQNiNBA63uMW3rbQalnChh9wTyc2NeMEW7Nh+hO3izswirKBVtH6MpvI0trkZfWgENA3NDi86bX/ny7gzwSzrwH7XgQWw08Kn0wkYtefISqsIKBTrESUAu5TXv/71bN68mR07dtSXjY6OMjo6ys/93M+RSCRuqxvGeueDH/wgX/rSl3x9fdcieWM1+6mJPyEEyWRyVS+wlQpA27ZZWFjANE3uvffeegKI7fZQemYHntvGBakFO2oAuHoM4e6rF5IODCsG3b8AWqwaTagb2xsLrQfRPb+VTyZHiEVz9IZYzeyW7OJsqbHNQtmf2Vu87q/z52Yb4lBowT7AskVcNlMp9FJJVPcvyuEJM6J30OeetuYtRCKJnmpf2BvPJfeFL7df37z/Dex+XQ9zWI0AVCjWK+pu7lJ+9Vd/lbm5OX7nd36HJ554gieffJJ//+//PadOnWL//v184hOf4G/+5m943/veR6XSpi/qS4hYLIZlWb6XxFokb6x0PzWXq67r3H///WvSTu5251AToLquMz4+jiYttFK1/Vox/zK80xcpfu0ITvHe4OA21jCpG+jFcHEozWGENRe+rmb5dBuuWDkZIqYGhpHyHrQQV6uh+5M3Bkf66z/HE40uH7bTj7nQmIermZBrCMD8QtB6WVgI/xuQWgzryhSOGUHrSdXd2K2IvkYGshftx745hZQCLdG+vqOnmRRPXqH4jW+23WY90GkLZG0OnRbBoKx5iu5CJYF0GTVXyfd///dTKpV473vfy3vf+17fNr/2a7/m+/0Hf/AH2bp164s5zTUnGo1iWX5r0lq5gG/XAlgTf5FIhAMHDtStkqt5kd6uCK2JP8Mw6OurCjateA6x2H7NTg9jcg2ZmaP0xQiRl30v0c1fqI8XdkgnD0BqEm0h6LYFkOZmaokWgXWLTxqtVBVmrnMQkQtaC0WiAsUhICjSNMufTdvcBs5sei973n0IGnPUBzbhFhvn05MSrdVc0IrhCSBTpU0YlgUxqLQRfwCu59W/TTvxnSBv4C7k0ZMRaPP9yonvgFyR7Mc/QfTgAfSecGvsehBgnRY+nRaAtTqEnb4OCsVaogRgl7J7927OnTtHT09PPSGi5r6IRCL1f5lMpivcwNFoNGDJ7EQMoGVZHDt2jFgsxoEDB+rXfLXWyNsRkK7r8txzz6FpGgcPHuT06dNIKevu30plO+6CTd0W5zpY37qJu+sHiN3/DYQJmtUmIcKNISrhbt7WMiw+dAcpElCsJoDI+T4EwWMI/SLe7Eiw/AsCs9hSpLmpDZywGvUA3XTLPKL+Yjaa9FsXpRYhUgiP7YvJURxuECmViIz2B4RjDWv+Zt1BPXsjR0RouNNzWFv6aVN2moocQBYvgPRY+NjHGfjZn26zpXIBd7oQdKdjEBWKO4ESgF1G7SH1W7/1W2SzWeLxOIZhYJomhmHUf9Y0jUgkgpSSwcHBDs969cRiMdJpv0B4sWMALcvi6NGjJJNJ7r33Xt8LY7VzWe74mvgDuP/+++viXkqJVjgNQH7uEEY5KL7cS1cozt5H5FVJTPNxNC3YLk2rtE8aElam7TqpFRHaDjRO48kxmDof3KZnHCFLiOJsYJ0dGUAv+oWb0Kq/SxFFlKqi1JMG3kSLQJV+4SC8lj7Ayc0wHTymZ/TjXJ2AVAozWySajEJYC+FkH7Fy9d6TeoxYtgCDQ3gTGfSoAcHLCMD0VJGRxULXpaee5mp/H3LXTqLRqO9LWrFYxPM8bNtedVHzlbAeBGCn57Ca43f62ikU7VACsEv5sR/7sU5P4UXlTrqAl2O9q1QqHD16lJ6eHu65556AtWC1LuDljPc8j+effx7P83jggQfq4q82ViucwZMapZleesqnQvchcxnKL2ylfG0PJHrQensQqQhaEhbsWRIDEi+lowm/EJQiiiiEJ4YASD2H8Bb7++b3I2Tw+KJvAFkaAILWOMfoRadFAC7WFZTmVrTSZQBc716w/CpNFptK3UQTaC3ZzdUEkKAArBh3g3cTbWAYN3sVTQu/l7SBEeREVQA6PXvAmcbo7cOZyJBIRtoKwJ5oP5QaWcDDT32Hyr33YElJoVAgnU5jWRalUgnbtnnssccQQhCJRIhGo5imGRCLrf9WmnXeTKfFV20Onc4CVhZARbehBGCX8sUvfpHr16txUJVKBcuysCwL13WZnp7mXe96F9/+9rf5u7/7O9797nezffv2W+xxfdNOAK5VEshSQrJcLnP06FH6+vq45557Ql+WdzoJxPM8Tpw4geM4HDp0yPfiF0KAV0ErXaZUegBZbj8PqRl4CwvVeLZiDq9YTdRwAcvcjLEwSzr+MMaOYSJjOSJ9z6Hr8xDdgShebLtfxByi0oMnI8ibNwIuXgASJeSEHbrOo9W9LEAsun31RlKKkx+h1UznZRoJISIezMr1gknBAFRmF6/34rUUWOEb6g1hYJerZXCkXHT9E75z10whC/7PU2QyDJ88Te9b3uxbPjMzw+nTp3nFK15R/ztu/ZfL5bAsi0qlgm3bWJZVF001wbiUUKz9CwsHWQ8xiJ0WoZ12QSsUdwIlALsMx3EwDINf+7Vfq9efC+Onf/qn+fznP8+HPvQhfuInfqIrBGBYDKCUctUvj6XEV6lU4ujRowwODrJv3762x7mTSSC1/sKVSiUg/mpjY/ZlhHQpzu5BN532iQn9d6PPnQ5dV2SQBLPIUhH79FXs01AQ29E3P0x0X5xkJFwASj0BYgFRuIK0jiAqwe0kAqEtIBbSIXsA4bQIqWgSbTEgT3iNa+5OtfhoU4Mw27AcipA+wHIhmI3sRsdwTi+6lYtVE57mhtfzk/mqEJVCp3Ktmrzi5qrbtraBq+FEt6NFdGjJPcl/6THiL3sIc2ujjmHt/jVNE9M0SSbbRRXiG1MTgmH/stms74thrWOQrusBsei6Lq7rcvPmzYBgfLGsYp0WgJ22QCoUdwIlALuM2kNy//79XLlyhbGxMXRdJxaLEY1GicfjzM3N0dPTw+tf/3rOnz//ks8AhnALYO1aeJ63qkSXdta7UqnEs88+y/DwMHffffeSL6g75QKWUnLy5ElKpVLbLiNCCGLWJTwvSXk6RlSbCWxT31+kD0HwXKUexbPDWmhI3BsTlORdaHteTjz57eA2kQHQ+9G8yzjTbrj1r28zWD1AuADUSy0iLdaU2GFXXcau3AqZlnNL+gUgEf/1kXoU5oIZxxX2AFeRQsObqe5T2CFlaxIpyCyKvt7dyCsZpKbjzlStjqKNaKy4fWiRkCvheWT+6m8YfufbES0xpLdDzVUciSyRmOM7rNdWMC4sLOB5HlevXq0vc5yq+DZNc1mWxZrLeqUirtMCTLmAFd2IEoBdRk3ofPCDH0TX9SXbju3atYs3v/nNbde/lGhnAYTVC8CwBIxiscjRo0cZHR1l7969t3yx3QkXsJSSU6dOUSgUlmwxJ4Qg4VymmHsQezJLsr9NGRc9iqyEuzmd3n0w037+zuwc2SkD83WbMYyb/v2aSYSM4HoRRPpK+Bz7epGZcqg4lJEUZqYlLnCxDZyUGqJctdQ55T3AZf92ut/ip0Va7oPkFpAhAvBm1TSnj4zgTcwgAVEOZoCIwXGYqM7NdvuADPrQEO6NqpAVVnjruEpWYMTDvxDYly9TfPwJko+8NnT9nUDTNKLRKNFoNLBubm6OQqHAK17xivoyz/MCQrFmUSyXyywsLPjW1ToOLVcoRqNRX8JLp12wnbZAKhR3AiUAu5RYLMb8/DwXLlxA0zTuvvtuUqkU8/NVd9XAwEBXfaONRqOUy353W+38VhvD1Op+LRQKHD16lPHxcfbs2bOsF8NaWACbBaSUktOnT7OwsMDhw4dvaemJO5coTL8cEXHRvHCRZ/fsQ7OCyRAAViWBRriYET39yEUrW/rY/Qw9OIsmGseQZgxh28jMJkSbOoHEXLh6NXxdYgwyLQkm0UWxa44hKlUB58wTxGnJWtYlzQZOqffSWnPQie1sWPBSvcAMTjSCkMEMaKHr1D5V62YGAC3ZC6RB08L7AAPliRw9e9p0YQGKzz5P7MGH0HuSHY/BCzu+pmnEYjFiIS71MFzXDRWLlmVRLBbJZDK+9TXBVxOGjuNw9uxZksmkTyy2xi/eKZGmLICKbkQJwC7lxo0b/MzP/AyPPfYYUC3+/Ou//ut84AMf4OzZs/zmb/4mu3fv7ppvtrdyAa+GZvGVz+c5evQoW7ZsYdeuXcu+dmtpAZRScvbsWTKZDEeOHAm12viOjQ0FBysTwRwASuHbWeUYidLzgeVefBDX1tC18CJ4om8YZqvizbkxRXbk+xjY8anGBroO+TmYaNMlRGgIz0DI8OsjjVRgmTAXX8bmCDCNJ+PIyWBfXS/vtxwK3fUJwDAtXHG2AIuWSre6sRtpY0kvZKrrU9twr2br5wOgJeMIguLJjQ7jZoto3hJdQizJ/Me/xMhPVy30L3Xrl67rxONx4m16RbceryYYa0kttfJKUP0bbLU+Nie8hFkVl5vw0o7VWCC74fmq6E6UAOwyXNdF13Xe//7389hjjzEwMEC5XOY973kPb33rW5mcnOT9738/b3rTm7pKAMZisYALWAixJqVgahbAXC7HsWPH2Lp1K7t27bqtfaxFHcBaQsu5c+eYm5tblvgDiLvXWZjYizVbJLlZCxWAXiSFdGSoYLGju5EW6KJdFqxfHJWPXaMw8FqSvV8DFtvAzW5DuOHJJfRtQWbDs38BcEMsYEbtWlYtn457ANwWV65uItN+i6YQ/ntELrSUjEGjcrURh+hkMtXlra5jgGgCma52GLG1MWqi0ctXL7CWDBc7VmQLkEfa4S5vACtdxDr5Lfre8CrocJ32F/sZIYSo1yxNJBpZ29u3bw9NgJFS4jiOz6rYmvDSugyqorSd+7lVLLquqyyAiq5DCcAuo2YlWlioWj7+7//7/2ZiYoIPfvCD3Lx5k4ceegiAqakp3/YvdcJiAGFtikELIXAch6NHj7Jjxw527Nixon2shQv4woULzMzMcOTIkWW73xLuFSpTEdzpOYzh8ELOdvwuTLzQTm7liSJ2qUikL9x06OWDiQ4LXy8TeXQPpnkBhIGcmG0rdkRvL/J6sDB0DVkK1gWst4Fzqm5/dyHoyqV3FAr+pBCtqSifNOIw5xeIdnwf3uLfDokk3vyiGDSCsxfD4zBZnbc1U70GcrEDCIAejxBWBcaqpIA8wgpPEME0sSbS4Erm/uaziJ98Y/h2LyKd/pK4lAhtzpBe7r7aZUfXXNLN1sdahrQQgscff3zZZXU6fc0UiluhBGCXUXvo3HfffSQSCV73utfhui4f/OAHyefz9Pb2AlU3SjcR5gKGtSkGXSqVqFQq7N27d8XlctZCAKbTacrlMkeOHFmWK63ObAnLSqGnKuilC6GblNOQ6A1mB7s9O/AyNs5siVQyJJ5N03FmQuIGLYv007sYeuUkFGOIwhKZx3oM4YZbF6XQIRtM0qi1gROLHU3ciZA5xKrxe82I5jZwic0g/R1RrNIgUD1PfWgEN1d1bQs9eA8J00QCXmIE52r1OPrgEO5Epro+oocKwHJ6UYS3ZjbXTm14GOaqIrT47EliL78Xob+0XcCrPT6wZhY4IUTbhJcwPM/j0qVLzM7OsmfPnkAsYy6XC9RaBerWxF27drF79+41mbtCsZYoAdhl1OJa3vSmN/HhD3+Yj370o+zfvx+Ap59+uv4QXYsOAeuJdhbA1RaDzmQynD9/Hl3XV1UrcbVCNJ/Pk8/nednLXuZziy0HcaWIt+ARG+snpMILXnQQ51oWXQQ7eVhyDGNIw8rNoIcEzGmDo3AjPLbPnZkje+576Nl5s631T2oGlNsEJQIkx6AQFHealkdq/WjleRxvbz0Wz4cI+k6F17AmVhNAGgJQCpPKpSZBaDYSa3ThEvCOFxezfyPbgOq103p6YVEAambwrCWCyo0sImqCEy56RbyH5m4o1qcehx9+Zei2LwbrRQB2ag6aptVbaA4PD99y+9aEl+XUbVQoOkF3qQBFPQbwL/7iL/jKV77CV7/61foD9H/8j/8BwObNm+uisFviWtpZAFfjAk6n0zz33HNs27at3lVlpazGAnj58mXy+TwjIyO3/TKRtg2TGbQ5ibE1FdZlDSu2m8gmEI6/QLMUOuXLM2hjmzF6g4kYACR7gXABCFC6kqdS2s3QwFW0sE4afVthpk32LyCjA4S1aUNkkOYmIIdT3AaEFJcutRRhFhq4DaubZ/nvCyt+L7LcOBevabyhWdV2KDXMGHK+Wn7GSjdWSNF4pGpaSAJIYite2cIc7g2eU22bFquhd2Oa2Olr8Kq2Q+4onQ4T6bQAhNvLAm5NeFlNCSqF4k7SHW9/RYCaha+3t5eenh5SqRTDw8Ns27aNf/2v/zWvfW21xli3xKksZQFciQCcn5/nueee4+6772ZsbGzNS8ksl6tXr3L16lVGR0dXZLX1Lp3G0gcRgCEzoduUpyuYqeA1cvv34RWKOHNZ9FS4uyykMor/+P17KD13g6kL34UtxoIbJAcQdiG4vE7YOS+2gdOqYtidDbekedmWujDxJFqTCVRm/AkglYWGZVUicGca7uOI9ItJMbwJpIcX6cG+Mdk4ZqFhzRQi6P+1tFEA9GR796M9FwzPSH7rJF6bGo13mvViAex0IWiVBazoNpQFsMuoPSQffvhh/p//5/9hZGSkXh4hmUzy0EMP8bKXvazDs1x71lIAzs7O8sILL7Bv3z7Gx8cpFotrWkpmuVy/fp3Lly9z6NAhZmZm6sHot4N75jncAkhNYBaDLl43MY59aYbUYDCAvpyPo/WkqExniIz0EGbA87LhcWw1LDeBAOzr00xldzD84AgxeaJpAkuLYhnymdbawEnXwWMAORMs/0K8F9J+ISViTQLPSMJsw7Lo6Ums8xP13/XhEeypxvqo50/YENEIEnASu8CrjquKxqa+wzJ4wSqlOJBBixmh7fhENIrd2s4O0AtlMp95nMEfeTQ46EWg09a3Ts+h051IFIo7gRKAXUbtIfnyl7+cl7/85R2ezYtHrRB0q7Xidi1vMzMzvPDCC9x7772Mjo769rEaS8jtuoBv3LjBhQsXOHToEL29vczOzq7IguhcOo+cKuP2pxDuRGC9pW9DS8yi5S7THKjnRVJULk1gbtsGszfQwhIso3HcufDC0QBu/za8iqxXMfFyBaaf0Ol/+WvpNb9WdZemg6LURy4suaPqjhbWPJZ1D8gQAdgzDGm/217EGlY3mdwMNK6HFbkXnMbvoqcXFgWgiMcwaLEmlqtWS7vQeITqg0O4kw3xpjnBLN/KorVSj4SLCX14BGbC2+Fl/vFr9L7uYYyB9u7jO8F6sQB2WoQqAajoNpQA7FLm5uZ45pln0DSNSqXi+2fbNo7jYNs28/Pz3H///fzIj/xIp6e8KmoZfbZt+7pi3I4FcHp6mpMnT3LfffcxMjLi2wes7kV4O/O4efMm58+f54EHHqCvr68+/nYFoDdxFVfrQ3hFRE/4n3r5Zp7I5iGEc8m33EncDc4N0KrjREgNQG1wFBaCorKGpW1CVlqslq5L5huzWAe/l8HdV9DSZ9uOl9E+SIcELUZjSBFFlCZxM/vCBxvBLGkRaboGmj+msTLf8nKXzZu2xD/qJnLuBlKLYF1rJI1ovX3QJACx/RZITzOpTCy2iGsXFhZN0q4fsqxYzP/d5xn9hf+rzeA7gxKAnb8GCsWdQAnALqP2TfWxxx7jx37sx5Y15uGHH37JC8BaTbxKpeITgMt1vU5OTnLmzBkOHDgQyPSrPfhXW8ZlOeMnJyc5d+4c999/P/39/bc9vhn3zHPYpaqwMc2yP4kBcFLbcS6liW9NBOr/lWerws2er7p4NS8kUzfSPhtZCg27ZKAb4W7r4vM38Iz7GO4574vL85EYhbDewVETaW6B0nW8iTYCNMS1LIyGyPPKjWO65hD2GX//YjfbZMlLRH3lXMTIZpi5hNN3N7K5dZ7wP05FSxs4J74d6VSPq2nh5+xWlr5Xc998jtT3PUJi+8iS260lnU4CWQ8uYGUBVHQjSgB2KTX3ZSwWI5VKMTIygm3b3Lhxg1QqxeHDhwEol8s8+mhn4orWkpoFsDUTeDmWt4mJCc6ePcuBAwcYGhoKrK89+D3PW3FG33IseNPT05w5c4aDBw8yMDDgW7eSGEL3/Cmsa1Uhk2h1YQIVOQZcw3D8tfDc5Gbsk9NoyQSVqeo4YQVj/bxW617zPgb34uXA1NonLpTnDDLa9zCY/GLoeqmHC0xhagi9H9frhUqIhRDwCsH5CsOri2CZbVjZKtpdIJvcxfE47lzjemlRwy8AY3EkYNspmjOU3WIjUURLxBGevwahxRC1jGkhw6+dNbN0TKXYvJPpjz3Nzrf/syW3W0s6bf3q9PGh+rffbaWzFAp1R3cZzUkg/+7f/Tv++q//mt///d/nla98JfPz8/zpn/4pTz31FP/hP/wHDh48iGVZt1dUeJ1SE4CtiSC3El43b97k3LlzHDx4kMHBwdBt1soCuJSAm5mZ4dSpUxw4cCB0HrdrAZS5DHZZA9uGZJy4O+lb70lB+VoGLZlAy13yxf/Z+hbgKvrICMxXLWOiFHRLurPty7+USz046SLRgfBuF1Jo2HmXuXMZ4m/YR5wzwY2cNtfL9EAKnPwooXVtNB2ZDs5NaA64IM0emG0IPGvaL1L1oRHcfEMQitanZKWARGBdbwg8icBt2mdYG7hKvimQ0ikH1otkEmfiFkk1spfCYyfY8jOvwRxsU5rnDtBpAdhp69tq5tBp8apQtEPZtLuMmki4fv06f/mXf8nrXvc6fuqnfoq9e/fy8MMP87u/+7ucPn2aD37wg/T29jI8PNwVhUprxVrDBGA74XXjxo26u7Wd+IPGA3wtevmGUcs6vvfee0MtkLcaH4Z79nkcqyqKtaGewHqnZydeNkdk8yBCNPYrqQpDoN7jV0vGA506RN8gshBevsUzo5RuLFCZmG/b7UL2b4JiCVyXqWe34BIUTLIYzIYFELoNdg5vqo1Y6hkG1wmOW4xjlIlN9WVObCvOREunkYi/xZ6mNe1LN5DzN3F7d+PlG+evD/T76g5q8WCZl8pUU4kYOygA9cGliwzLniGsrI20Xab+4Zklt11LOm2B6/TxQbmAFd2JuqO7lHK5zPT0NNeuXePmzZtMTk5y8+ZNPvvZzwJw4kS1FMdKSousV8KKQbezvF27dq2eZdvqbm1FCLHqnsLtBNzc3Fxd/DUnnix3fDucsyewrlWFjZEMjivbVcFrJv3n5PbdhZtZ7HCRrQocvS/4BUH0hgvV6j7uxhzqR2gaMsQVC+BGhpGL3Tvs6Qwz06/3rZeaCQshLeAAtDJeyUWmp8LXJ/pDFwsWrZGicT6WF+zr7LV+ifAaYk0MbQLHxpb+Lwyi138PaTG/2dA1U1jTDUEry8HrIs2leztX4tvqVsaZf3wWt/Ti1AXstADr9PFBCUBFd6JcwF1G7UHZ09NDT08PTzzxBC9/+ct59atfzdTUFF/96lcBOHToENBdVerDagGGWQCvXr1ar69X6418K1bbUi5sHvPz85w4cYJ9+/bVYzbX4vjStnHSRWS5ei0iwm9Jk0KncrXqIjVsv8iyKn1AFhGPYd2sxrfpySi0GqwCftEGxbQOhonRn0QQLuJsy0Bv+qxyz06QfPQV9Bjfqi5IjUM+XOCJiI47vx0ISRABEGE1a0B41axcr9LIhilf87uQJQKvpbexaCrnIhJJ5BxYky3WyZY6OZrpFwtOdDv1wn+6Ftr+zi22r6rtAcVZD5GuCkc3V2b2c8cZe8udr+nZ6SSQ9eIC7rQIVSjWGvWVpkvZsmULv/M7v0MymeTGjRt85CMf4atf/SqGYfCGN7yBX/3VXwW6pxUcLE8AXr58mcuXL3P48OFliz9YXUu52vjmF2kmk+H555/n7rvvZnx8fE2P7106jWMtWpN0nWjZn+FaiO2EYhknYiKaYt0cYVK8UN3W7eurl0KRelAAePk2sX3xfkoXp7HTBYze9hYtuxg8l+lv6dhUhbCM9Lcdi2Hgptu/jGWbjhnCq4o2ma5a0ez4XXhpf2yjPjSELPnFmag0iT2rhJvcjDvnH1cT2/UxLVm+ltvXmH5PHBFoLAzWZCZ03gCF1Dh63C8ypz7xHaS7ugLly6XTGbidFl/KAqjoRpQFsEuJRCK8/e1v5+DBg3zoQx9ifn6+nv37Mz/zM2zatOnWO3mJsZQAlFJy6dIlbty4wZEjR0i11na7BWthAayNz2azHD9+nLvuumvZn8PtuICdM89h3Vi08I0NorUUSs7MaUSB5PZRNKdRiLkc34NwqsLGQavnhRTKWZqvlic0nOmp0G+Pxcg2RDSHdXOe1H2bIUQnytRQeFeRfImpCw+yeffnQLazTAukBt5ESPHn2v4XMsGFuonmFZCRPpitrq9URmm1IorePphuypg2TTR78XdNQ85PYCcOBMY5M/4sa03zW/MqCw0BoydjgZI8Wl8f7rWQUjuL5Is99PZL32WzJjOknzzD4GvvaTtuLei09avTx4f1IUIVirVGCcAu5w1veANveMMbKBaLuK5LMpmsi6Ju+0YbJgCFELiuy8WLF5mYmODIkSMrSnpZCwug53ksLCxw/Phx9uzZw+bNm29r/LIF4ORcPUHBHIj6RJiDQXS+6s81kx40GbdksWGxi7paXWwMDSSbq53AwAjaRJtuFVfy2MkI5kKJbD5NWFRjUe/H04NJGgClc1NkNn0PfeWr4ScXTSJzveC2if+LJpDZTGCxiFc/cxnfBFyvusGvhHUx8f9N6L09wOKxBschfR17zu8P13r7cWb9CTGtbeDKNxsxf1rchJZ2v1r/IFwLd5d7ZgzrQhm5J/j5T/7dt5QAfJHmoLKAFd1GdykARYAnnniCf/7P/zmHDh3ioYce4id+4if4/Oc/33XiD9ongWSzWSYmJjh8+PCKM55XawGsCcBjx46xa9cutm7detvjl3N8b+IqdqlhPTMNv1gpxXZXS8MAZlP9Py8+jHW1WipGRCNYE40SJ8L1m/GMnvCkGa93C3q6TP9QNZt1oD/8WheKOnZIGZQas1/PcOX8KI4MZtLKaBJnbokXak+bWMrYYpaxqNYWtGP3hGYxu1l/TKCWaIhikejBiw1it2QNa/3B6yHchjXPjQ7jZBvXUI8GrZtSiwSW1SimtoEmsCaCpW2KZyfJPddGLK8RnY4BXA/Wt278wqxQKAtgF/P000/z2te+1rfs3LlzfOpTn+LLX/4yr3jFKzo0sztDqwVQSkk6naZcLvPwww+TSLTvXHErbqeVWxilUgkpJTt27GDbtm23PX65AtA985wvQcGw/PX/pJUCFhDJBHrhYn25Fd0JsuoONsZGsc41xGFrEWgZ0mUDoKKNAzex01VhZYhwK59eNEmNaT7rYzNisI/itwucix8muk9j09AJ4npVmOUsB236GkFpuDgHqYc+1ES0KrC8cnVOlUIfgfYn0SjurN8qqMVMqOlEp4IT2+EvGg1gBMWbcBri0opsodnkp4VM0M23z8bPTWroYzFEJrzo9eTffYue+7e3Hb9aOm2B6/TxYX2IUIVirVFfaboUz/N497vfjRCCV77ylYyNjWEYBm95y1uoVCr8zu/8TqenuOY0C0ApJWfOnKFQKNDf378q8Qcra8VWo1AocPLkSQC2b1/Zi3q5Fkj7+k28dFVZab0p9HJD0HhmksqVqrAzxvt84yo3mqxhkaaafEIEikC76UzguBJB4VIWLRHDurkYD1cJBgDKSILyjSzCbh/vFhlYLLFSsqgcK3Pl8f1cnnw9OXuMVN8Y0SXGWuVwIZUrV8/Pmp7EJUL5YjCGUBsagZZrrJmLRcAB0hNYCyEJMeVgQKNo6lBiVfzxpqI1qUYIKhOZ0HnLgXGs6wWMRHvxkX3qAqWrYe7staPTArDT1rf1MAeFYq1Rd3SXomka3/rWt+jt7eXLX/4yu3fvxvM8/v7v/55Nmzbx1FNPdXqKa07NBSyl5PTp06TTabZv374mL6+VWgCLxSJHjx6tJ3usVEQuJwZR5jLYmYYA0kf8Wc5WfC841ewDM9HUC7d3F05TFws313DP6j0JhNew5LlmFG8+GP/nDe7ByRQwNw3Xs4cJKeTs9W0GT0IxH1hXwyn5RZy0HUrPZbj21S3cvHAfXpsyLwDJNmWNEr1JXLMP0yqSE3sQTtA6mS4F3dKlxULWxWgvriOxrgV7Dzuz/ushIibCaViiK2n/59baBk4bGMAr+mNXa5T16n2ju0vU/JMw9bH2f8+liXDL4XLptAWu08cH5QJWdCfqju5iSqUSO3bsIBqN1gVMoVBgYGCAYrG4KpfmeqRmATx58iTZbJYjR44QiUTW5DxXkgRSE3/j4+Ps2FEtOLwaAXirse7Z57FmGpa8iud33VYyjZdoc/xfxW10oBCmSeVmI8ZN7/XH8dnJ/tBjl62qRVEYVXEmoiaUgxZAmx7QBF6hjSjRdcrXwlvMSQkLNxNcn3o9MtzRi8yEW8IiMR2RrCbdaJXwc+hPBGMWjcVkFTsSI6uNQ0vZFTsa9XUEAfBiDQe1h6B0I+OfpdciAHvDYyqlppM+vQCaQJ9fWsTNPXYCez6PZ7tkn5/kyl8d5blf+yyPf9/7ee43v8DM11ceJ9hpAdbp46+XOSgUa42KAexitm/fzuRkNQYsFqsGs//BH/wBL7zwAg8++GDXfauNRCI8/vjj7Nmzh1e96lU+4btabjcJpFQqcfToUUZHR9mzZw+uW7W8eZ63ouLbyxGAzuUruNMN8RQ38rBo6CqJBNbVqugTqQRmqRr/JzWT8uVGwocxNop1oUkAJiLQ5HH1tKD1TRoRCueqwstJV0WfORCeAFJJe5gDCYQXLtTMTSNUzs+Hriv2jhIt2lQuz3D9/u9h68hjCJoseT1DMBMulISwkcTxjD6ss+ElZNy54HHjRvXe0XDRtUEs/GLPHBrFybX0WY40Pt88g8gWF3F5Ie1rfFeuhBeA9kb3YJ8rYm5OIvJL9wiWtsuZP/wqM1+/5it0DRDbOsSpP/g6Qx/bgha5/Xuv00kg60F8reZZ2em5KxTt6J63vyLAgw8+yPT0NOfOnauLoP/8n/8zsViMt7/97RhG9+h/y7J47rnnePbZZ9m3bx/R6GIf3DUSgLdjASyXyxw9epTh4WH27t1bbyUHd84CKG0ba7ohEqQm6GkSWRl3vB7fFhlvWJyc3ruRxSaFF2uWJqBFWx4RVtB16vTfjVe20BIxKjcX6w+mQjJ4NY3ilQxmX/sC0SLEClej6PUii1UBln1uhusz34OkSdAk27f0E6KMLNlUzH0Q8jlqA+G9jYVVFZTRSh77erBMixELxpYm+xu9l43UzsD6aEsRRCsTHtN483r1WnuJW993YmSEzOVSQPwBWFmL4rUFLn3o+C33E0anBdh6+KK6HuagUKw16o7uYn70R3+Uu+66i6eeeorR0VF27drFQw89xB/90R/x4z/+4wBd4QauVCq89a1vJZvN8pa3vMVXX2+15Vtudz+VSoWjR48yODjI3XffXX9x1l4eK53LrY7vXTqNNdtwuZrjwz5Xo5dpbGskGiKhkveLMbfQUkhb9wsKPReM3StlqlZBc9NIPf5Pjwe/XMi+zXgVByPZPobPyYfHwnmJFHZJQ+YaIjf73AzXZx9tiECtXW4wCErI+VkqM+HXUPSFiEdNQ5SzMDBK0esLdPsA8CrBpBPR1AauUmoRuwJEpUnwaRpaJhh76CV68K5V9x3Rb/03OuXEKM6FWD8NjcKVaizmhfc/S+FGm9TrJei0AOz08dfLHBSKtaZ7TECKAD/0Qz/ED/3QDwFw5MgRisUiDz74IJlMhieffJJXv/rVXfGt1jAMHnroIQYHBwNWzdUWcK6xHEuiZVkcPXqUvr4+9u3b53th1H5e6VxuZQF0LpzFvjld795hDsTqBaCd2AiRpjp0pl11WXqRHioXmtrEGXq9/28NTTSsVV5PP/qsP67Pi/VRPLPoWm669poZnKtjDgGz6JHwF6mImJTbZLOWk5vBEsiWRI3s8Rl44FG2Dn8J7PCyM9W5CRwvgXM9mMRR3SD4d6ClUghmEal+SjM2cYICy5kLJsQ0l3mpzLbE+yViCK8hqvXhYeT5oOXR6d0FXtUlbebbZz0DiL5eolo/lK8HVw5FkdcWLYkVlyd+7R8wf24LkUiEaDRKJBLx/dy6rBausNEF4EotgJ2et0KxFEoAdjm2bVMqldi6dSuO45DP5/m3//bf8rGPfYwvfelLbNq0ia1bt2Ka7a0y6x1d1/nt3/5tfvmXf/mWvYBXyq2EZE389fT0cM8994Q++FdjjbyVAEyfu07zEU2zIRrK2lagKny0niRG6UJ1zvG94DUEoDE2in2xRQA21bPzEn209nazk7vAqwpAe76xrRZSA7BSqIqJ1jZp9TlvGqV8ZiawXAqN3EULUuH3aPb4DBx6lE3RE7R93UbiVBgDroWudkMsm3qq6t6V0sHIBK1/ItWDNx8cVzs/TzOptHRMMXr8FkGR7AWCAjBzuSoco8NJyLXperKI1bMVmdMRleA17x0bYu5a0/iTJfa6W0jsH8KyLCzLolKpUCgUmJ+fry+rZdPruo4QAl3XKRQKoaKx9rNhGHdE8KyHGnzKBazoRpQA7GIqlQof/ehHefrpp+sFkXVd5+tf/zrlcpl3vetdlEolPvaxj62oOPF6IxaLkU77X7gvRhKIbdscO3aMZDLZVvzB6qyRSwnAG0efwpnK+YojG5WGpasy1bCameP9sGiUqsz4rVPV+LsWC5zVsHpJ9IDAKk5WRYeWiGFNNJIomsug1Chdr7pvhRvu5iUaHhsoNu1EZiWN+jJB8hfzXEgfYsfO72A6LVY5MwoYVG6GW9KkaeLNBIWnFq8mwLgVA7MSnLM2MAjzNwPLxWKMnxPfjnT8n7ceb0mq8YJJGd7wNkrfrl6r+OYU3uX2AlAkE8ydzENvD/GQ9U4leL9d+V9HefXH/vmSCSFSSmzbplKpcObMGTRNY3BwsC4YFxYW6j9bllUXae0siWE/L1fUddoCKKXs+BwUijuBEoBdSO1h9e53v5vf//3fD91G13Uef/xxAObn57tCAIa1glurGMB24s1xHI4dO0YsFuPee+9d0kqwmmLStbGtL6KbN2+SP/4sfZkm61tvCr18vjq/5Fa8Sw1BZCZcyIKd2IRzxS963GJLPJumIUqZxu9Fv/vV691E5Xg16cPcNIKdbXKvWn7LmOwZxr5YtR4KqxAq5dolQxTyScwRCbLsE0/NRDcPkT42w7nZA+x8eJqEdaa+TsST2IUU7kx4r11jZAzrWlDIaREdERnGtlNAsDSNMNsIVq8qFm2GAuO0mOE7BzsdPKGSNwxUPxsjKlmiAiDu8A4SmobjGqGdVUo3gtnDxWsLXPzgMfb+4oNt9yuE8Im2WCzGzp07Q7eVUuK6bl0M1v6v/VwsFn3LncUajEsJxOZlrut2XAACygKo6DqUAOxCaqVGasWeX/GKV7BlyxYMw6Cvr49vfOMbnDhxgp/+6Z9mbGyMkZGRDs94bWgnAO+UBbAm/iKRCAcOHLjlC2K1LmDwW0NqGd4HpYnVdI7maB8selkrjAON2DBjMf6vwiagqRyKpmHd8Fv/9L4UQi6WODEMSPvLpFj6ZqAqnERrRnner0bcxCg1hSJzwVg6EY9Rvh5S/6+3n+zJOSJ3j6DJcNcxUK8LaM0VOfelPrY98t0Mek9UV8bilOeW6AEdkskLIHQPkRrEOh9etNoLyYgGEHZV6JbzQZd1rbMIAIaB1eIilqZJ+oVM4/eQa1UnYjL9XIHU3iEMTwZEdWQkReFGeM/li39+jM0/eBeJLb2h631zuoX1SwiBYRgYhrGsXtuu6/oEYvP/uVzOJyBrf89CCB5//PFlWRhrbuu1ovb8UBZARbehBGAXUhMZxWL1RfQ3f/M39ULEAL/xG7/BiRMnePvb387BgwdXfbw/+ZM/4Q//8A+ZnJzkgQce4L3vfS8PP/zwLcf97d/+LT/+4z/Om9/8Zj75yU+ueh6tvYBh7ZJAWvfjui7Hjx/HMIxlib/VzqU1i3hubo5Tp05xYOd2eMpf3sNMSlgAKQXl6w0BIXqSGMULSDSs6xnfGGNsFPuyX4DpPfG611UbHENca1gMJYL85YZ1yRf/l4yC7d+XZcWAbNWtWgkKPXPTCOV00NXp9GxFunPY6QrR/vZJHqWJphI4tsvVLxYpPvxGNvd+BSMapXI2vLh0dfvw9nEaFp5I4M60iRucz4TvcNFtXpkKWveaE0T0kRFoKfDsDu/FPV09Fz1hYk3MtY1rlJv3YF/IkJ+s0LslQutZREd7KdwIurah2hP51H/9Bg/+j+9rs3c/ayl+dF0nHo8Tj4c5rf14nsfZs2cpFots377dJxaLxSKZTMa3rNaybanElub/TdO85bkpC6CiW1ECsAupPdC2bdvG1NQUpVL1RVT7Jj80NMTY2Bi5xZIaqwlw/shHPsLb3/523ve+9/Hyl7+c97znPbzxjW/kzJkzjI6Oth13+fJl3vGOd/Dd3/3dKzpuGEu5gFcbw6NpWt11VRN/QggOHjy47MLOq3UBQ/UzzGaznDhxgn379tF78yJz1/yuTUNWrUpO7y68yw2BYY71gQNO317kFb+FTqSCbk49YTbyE+I91NySAO7gbpxL1funNf7P7E/WLZA1SlNVYR4ZiEOYBtYjgUVSaKTPltCTJuWbBRKp8NhBc7iH/PWglW72qVmKO7+bneN5vIUzISMXzyWkADSA8EpYpTbWwUQSJxNindN1hFXENVNYM0GfbHPhahFPQUtmcW6mYTVMbO9D3AxmGVePozF7pkJkMEb2Uo6+zX3BbUIym5uZefIqk09NMf7w2JLbdTL+TdM0dF0nEokwPDy85LZSShzHCbiga//n83nfsppruSYO24nG1Zy7shoq1jNKAHYhNUHyZ3/2Z2iaRjweZ25ujkKhQE9PDz/3cz/H937v97Jr1y5gdd9s/+iP/oif//mf52d/9mcBeN/73sdnPvMZPvCBD/Abv/EboWNc1+Unf/Inefe7380TTzxBJpNZ8fGbiUajlMt+l1ez5Wy1D3LP83Bdl+effx4pJYcOHbqtrh5r4QLO5/M899xz7Nmzh/HxcQrffBKaLViGjlGounwrzhDNWbtmwoEFqJR6aA0Y80pB65oeEXUBKG2/aqtY/fV9t8b/6amIb/cymqB8KVOdXm8UMsHzs+aCAk5s3oX1jSKp/aOUT8xjlMPdmeboAFwPT5QoXs5waeAuenp7SC08g2hxlIq+Ptz58C4bwgBrJjzoUBsYgkywpIyeSiCQONFtIIPRe77ajLb/fpR9wywcbYjRSI8RsOrV97NtD+UncgwcGiV7MwN28FiVufDrVd//ns2c+tCldS0AYflfUIUQmKa57IoGjuMEhGLt52w26xOPAF/60pcwTfO2S+goFOsVJQC7mP7+fnK5HB/+8If57Gc/y8zMDJs3b+ZNb3oTb33rWzEMY1UPd8uyeOaZZ/jN3/zN+jJN03j00Uf55je/2Xbcf/pP/4nR0VH+5b/8lzzxxBMrOnYYYS7g2otjtWUcarGEJ06cwHGc2xZ/sPosYIDnn3+e7du3s3Xr1mr3jyt+6585NoTwbiCFTvmq36JnWpN4epxKa1apEIH6f+Av1+KmM/WfpR6hcL6x71r/3xp6TPcJQK9vC8iqWDTiekAAaj1JShNBS1dhIQ4U0WImIqKhV8LTIdx2Kmlx3+UspL9ZoHffK9k0dhGj2GjdpvUPQTsBGItj35gMXxcNd19qyWpiiOX2AyFJJ25DlFlz/vIvlehWkE2fQyXYSxmqXvn0laqQ9WT1HvRaEnS0uEnx+hLxg4AV7eXmP1zl4d+6n+TmcEsndG8ruFrcYiLR/tyhGkrz+OOP88gjj4SKxaVK6GzatIkHH2yfbKNQdBIlALucX/mVX+GDH/ygb9nf/u3fcv78eX791399VfX/ZmdncV2XsTG/BWFsbIzTp0+HjnnyySd5//vfz7Fjx1Z83HaEuYBXW4C5eT/pdJpoNMqhQ4dW1EZvNS7g2nmNjIzU4zndS2ewrvgFitEfhSLYPXuRFxsqzIlFMMpXqfTdD7ZfABpjI9hXggJMUBXTIpHCaxKAzsBdeE39eu2WWni64T9H2+uhZi3UjOD5G6PDMOO3poneATIvVI9hLdhEhtq3jytdW6K7xeatuJnqsRfOpMlfGmbTK3fSV3wKIT1oI+JFIoHjpkCGC0CvTdFpLRYBCyoL4V82RHkxEzoaxZ7K1JdLBJnzDcEndIEzEV4UW9++k/zXq9c8e7H6v5v1fwbxrf1UmpJJWjE2DVIsgXQlp//yAg/++tKxwJ3Owu20BVLXdWKxWL2n+lI0l9BRVkDFekZFtXYhNbHzkY98hE9+8pP1nrQA999/P1u3buWP//iP+cY3vuHb/k6Ty+X4qZ/6Kf73//7ft4znWQm3sgCuFM/zmJqawvM8Dh06tGLRvFIXsG3bHD9eTfTYvn17/WVoX7oWaE9mGlURUSn3+JY7fdUqgZV0SIHqVHgmaK0ItBjwx3KWFhrxeloy7ov/AxDSb5IrpxuWRC3EqSlF8CVpp7aAJ+utzMzecMEd3TyAHdJKDQBdo1KO4GYa4sizXG58LcuVmYexUjvx8uFWNr0nhZVuX4DFTYdb12q19co321jfytW56MONtnkA3uguKjONucS39iHbWDwzs9XPMrGth9JMBbPHRJb911VPLC1UrPgAlUL1b+LMX1/Es9v/fXRagL3Ujl+LK+zp6SGVSt3BmSkUq0NZALuQmsg4c+YM6XSaD3zgA0SjUX7yJ3+SX//1XyebzfJv/s2/4cKFC7z2ta9dsVVqeHgYXdeZmvJblKamphgfHw9sf+HCBS5fvlxvTwcNYWYYBmfOnGHPnj0rmgtUC0GHZQGvxvUqpeTUqVNYlkVPT8+qLKYrmYfjOBw/fpxEIlHP6q5RuRBs/WVUJpBahMrlFtdw3MaJDWGfDcbKue3KmVQWLWtGo8S0pcUonm/s2xwfxm6JhRNuI25Oajqlq5nGOqsUKFdiTfnFktQ00mer55rY3k/27AJGXGvNlwBAH+iltTtJfd2OHZSKHmQLgUzawuUsF2Z6Se3qJzW4nbh3A7PQuJ4iEcW6GqwNCEAs3jYDWDMEbnQIJxuck4iaYC/en9EE0LC6Fst9NCfZxIZjtNazBtA2byH77ernEhtNwbkKsaFo4BLY+fZ+cZGIkJ92EcmqWC1Nl7n0mevs+eHtodt3WoB5nrcii/taHl9lACu6EXVXdyE1QVfL/t2xY0e9PpdlWXWXbS0LeKVEIhEefPBBHnvssfoyz/N47LHHeOUrXxnYfv/+/Tz//PMcO3as/u9Nb3oTr3vd6zh27Niqi1GHuYBh5Za3mvjL5XJs3x7+crwdbtcFXEs40XWd++67z3ce7sQ1rEt+4aX1pdAr81g9dwWsRyktTVnfBq3HFwLrZkiJFEOHclVxeaXGvjLaJnAbIrY1/g+AUsPiJvu34DW1KJOlFnfxQC/WjF/ZiU27sOaq967RW421081w4eyU2gvq7LSGU7DbllFJbBskfXyea1/JcfZrvZy7cIQpXk2h7wiO3t+2t7A+1N56LTQXy9waus7oacQNupXG5yCjibq7u0aYpRQgV2pYa61C1bIa7fN/BlIIitfax/9pW7cQGYiim43H/6kPnmu7fbfGAC6X1QhAlQWsWM8oC2AXUnvo1IReOp2mp6fqEvzyl79ct5INDQ35tl8Jb3/72/npn/5pHnroIR5++GHe8573UCgU6lnB/+Jf/Au2bNnC7/3e7xGLxThw4IBvfH9/P0Bg+UoIcwHDyixvUkrOnDlDNpvlyJEjpNPpVb8Ib6coted5vPDCC7iuy6FDh9A0zScg7XMX8fL+JAJzpFoAupL3u/+0vh6S3iTzE8Ges8bIMPa1THB5X6qaMSsE7nTDMmXPC5odtq3xfwiQhUxddDnmAPX2cppA5rM+QWYMD8KE39JWS/4AcMpVkaOHCSJNULwcXiZF3zyGOwtmaokCxhG/cLLSZWa/U2YWiN2/F9MdYXToItHCFf+4aPukAU04lKxeIKS3cKIaHwhgzTTWO4O78ayMb1t3NliaRhsdZf6Z6vlqpkb6TPULnBkXvso68c295C61SSARgumzFuaQgRlviJqpp2aZP5lh8N7+4JgmAdYJMVar7dcpOi1AFYo7hbIAdiG1h1XNnfqd73yHYrGIaZr85V/+JR/96Ed505vexGtf+1pgdWVgfvRHf5T/9t/+G7/927/NoUOHOHbsGJ/73Ofq4vPq1atMTATLZdwJlrIA3o4AlFJy9uxZ5ufnOXz4MNFodE0KSi/XAiil5PTp05RKJR544IG6+6t5DpXzVwPjzKTEMxKBLF9zrJeMNoYMiVsTveHxf/qitUr0DyMr1Rg7JzmCPtdw74bF/xm9CYTbiPmr5Br3ltmfQLRcQ89tebH2DZA5Wd2nBIpXF/sH20FhH9s2HGxfVzuuGCA2HMdMtL+3y5PhHT70oV7KOZh6KsPz/zTIpewjTMtN9fXSbt+RRHhlKunw+0SLVwWnSCZxZhufRfaGf7vIcAI3HdLCTTQsj6nd/TilRXHcYoQ1B9vHnUV2b6YwWWb2TD5wHqf+/HzbcbVnyrf+6DQX/unF+Xuu0WkBplzAim5FWQC7kNrD8v777+f7vu/7mJycZHJyku3bt1Mul3nggQd45zvfybZt29bk4fZLv/RL/NIv/VLouq9+9atLjv3zP//zVR27mXYWwNsRgFJKzp8/z+zsLEeOHKln/a1FT+Hl7KN2/Ewmw4MPPuiLOaz3A84vUDkf7E5hyHms5F5wWuP/HPKzvURCgujaBf/rcQPyIHoGYLIac1bWNtNc2iQs/s/oi9PcvLZ4vSFkzP5YIFatfDPj+91JbQWvajGMb+kld2Uxa7YQtF5qqSRhgYFaT4LZY2lSewdI9MvWmtQAREZTvu4hzcjhcZymHr1zx7PMMU52311s2pMmmQ3vKQyAWw6cU31eiy5XfXAIJqpudzm4icLT/u0TW3rwLvmP4aaSzB5tWDv1VJSalVFIv6t6iY55LCxE6NtjMnGigNMins///RVe9u/vJ9LrL8pdE2DH33eWa09nuPipCfZ8/yZeLNaDAFQWQEU3ogRgF1J7WO3YsYPPfvazAFy5coWhoSH27NnD4cOHgWqMWTeVKQgrBA3LF29SSi5cuMD09DSHDx/2tapaKwvgrfZx+fJlpqamePDBB4lGo751NQFonT2Pl24pfWIYGIXrFJ2gK92wp9FnwkW+PRneBUOL1Fx+i4W0EZSu+9VbWPyfnmy4OWXvMM7FhpAykqZPABrDA1SuN4Sd1DTSpxu/R4ZScKWIMDRkPpjIYefCs2TlyFbkpSzZ81mSh8Pr9cXG+yhNhBR5Ng1KBR2tGPwikT2ToziRYODAATbzeOh+PeK+mMlmam3gpNmYU0kbpzn5A8CISFr3kI+MIJtqCBZnGluIliLQpalw968x1s/00SxjrxgBCthZ/zin6HDuo5e571/d7VsupWTiy/M8957LRO4dZuZYhgv/9OKJwE4LsE67oBWKO4W6q7sY13WZmJjgypUr7Nixg7e+9a3E43G+/OUvc+bMma4Sf9CwALaKveVaAC9dusTk5CSHDx8OFIddCwvgrVzA169f59q1axw6dCi0T2ptfOXMpcA6c3wQaSaxWtrCaX09eOYQekhCgzY0iLsQLhY0rbq9l6sKMm9gF25LvF8g/g/Qo41Hihv314ds7famDfb7fhebdmPNN0RZ7SOLDceDHTwiBoVLIfF/usbc6RK9e/vxKi5eIbyTRzvLp7FjK54ncNJBiyNAbGs/176WY1J/TXClEFheT3D5IppWPaa76LqVuk7mdNAK6S34rZpeLEruVEOsmb0Rsucb49ymczT6YpQnwl3bdnIIJJSzLgiozAdF7qkPBd3A+TMVnn3XOWK7+/Cc6jl86/dPtT3PtabTAky5gBXdirqru5CayDh//jzf8z3fw4//+I9TKpX49Kc/zX333cejjz7KL/3SL9WLNXc6y2+tqFnMbNvv2lqu5e3GjRuh4m+5+7gVS4nIyclJLly4wAMPPNC2dpimaUjbChWARl+USnR3QzUtEhnvo5ILL10j+sLj/wA0WQEzgjtTtU6VnUH/+lQw/g9A0xvHtyp+C2ZzZxEAz/Jfi3zWn7xSWkxaiQwE+wTHtg0H2tNBtfRLebZc7WMMOGH1+jSN/GJrulbmb0Al7yKtcD+qFq3u98pXc0wafhGoJeLYpfb192r1Ea1Fl7o3sgc767dY6wkTe9KflV3o2YS0Guea3NmPbDp1N9sQq7FN/eHzjkeYeDaHHtWYPZ0jPhRBOsHrlz2f4+YTjRjShSsFLv6nWdyyR2bWxq1Ux0wvWgFfDF7KLmDlOlasZ5QA7EJqImN2dpbTp09z3333EY/Hef/734+maRw6dIjHHnus3iHkxSoEfaepCcCwYtBLneOVK1e4du0ahw8frpfLaeV2E0nCaCciZ2dnOXPmDAcPHqSvr2/J8fLqVdypYIcI0yxSmQ2KFj0hAt1Caljl8DInAMLJow2OgechNYPCef8xzfFhAgX9ANHU/7Y06Rc3wmtyOQpB+XqTgOwbJHuyIXzMoQTlqaqwMZNBS7Vo05EhN7NYiHmmTKQ/EiiQDJDYOYBbCLppzW1jFKYqWMX2QXSVTGPcla/kmIp8d/13LRWnPLtEXzrHQuvtxV2sEZjPBq28ie19iOYvCdEIC2f8+5Ra43qYvSay0ljfmtlcn9v2zdgFh769vThlj/hgUFTXOLlYEqaSsfjMjz+Jk/WI7UmiRXW0prm9WFbATgvATlsgFYo7hbqru5iaENq0aRP5fJ7jx4/zIz/yI/yf//N/ALh48SLQPRbAWsJGaybwUuLt2rVrXLlyhUOHDi1Ztf9OuYDT6TQvvPAC99xzD4ODg21GNsa7566Er5Ml7BvB5AQp9YBVsIY1FV5CBcDNz1JYzNAtJnfgtcTECT08fFjYVXekjCYpT/jjFEW5Yakyx4Zw8w2B6CS3+ARlbLxhnTRCtEplPhjrqW8aJXMmS2QgSu7yAvGRcJHYXI+vmaLXQ++uHmI9bc4topO75LcoXn4sz3T01QBo8SiVkJ7G9fF2EW2gWnpJJvvIngpaUCMtx5abduMV/IJ04UqTxW/Ib2VtjeuD6mWdPl8V+2aPGXqcZq5+4SYLV/J87me+SeZc1dVsmyZ6TMdrsoy+WFbATscAKhewoltRd3UXUysfUiwWuXr1KrOzs+zdu5etW6uFamuForvFTbGUBTBMvF2/fp1Lly5x6NChep3EdtwJF/DCwgLPPfccd911F6Ojo0uMbJpDiADU+npw5EBweX8v9mR4QWA3lcQotml1ZhqYbhnhVeeaSwfFQvb6TGAZgJfPAGAnxwIWQllozEVrKj8jdZ306Za4tab41NaiyHoySjGkd3FFrwro5I5ekBDpC7eGWZlg7Jven2Ty2SxazCASD/97SGzvDY0dvPSlAjPR7wIjFupWbUywgNSqatbq2Yl0Q75QVJqzZHRmT/vnGt+cojjREL/R3qZz1DUKV4N9kSO7NpG7Wt1vYa56LY1o+0e/dCVP/uZRbn69+hmLpGDyuQLFtI1X8FuNXwwrYKctgJ0WoArFnUIJwC6k9rAaGKiKgr/7u7/jd37ndygUCuzevZsbN6qFx2qFoLsFTdMwDCO0HVyreLt582Y95q63TS281n2vhQWwNo9CocDx48fZtWsXmzdvXtb4SCYDE0ErnznaS2UyaBEzRgdwpkK6fADmcPvP3hioiuFIoYyMpOCmX5yJZBwjGzye1ES9C8hc1n+tZESDciNZodDUKs0b2YGV9u+vMtf0u+VfF90yDC06S6TizB5bFIWL93+Y5VBPRSmEFI/2hjchHUlhxkY3wj9nPdU+vu/il4pMzC7RLUYTyFIBN18VUNlLQfEtdIEz0XC1i627Kc/4k1ji434rtdEkVuPbBvAqQfd1rlidt5kymFssHt3GgFtn9kRDrMvNETwpmT2fx17wi/EXwwrYaRdsp4+vUNwp1F3dhdQE4ObNm3nb297GtWvX+Pu//3seeOABXvnKVzIxMcGOHTt49asXXVdd9HALKwbd6gKemJjg3Llz3H///UvG3DWzloWgS6USx44dY8uWLbfVYi4e4uIF0BJRnOkQoSfaZ3lLr/1nbqRiiFQv3kIWu3ePr/UbQGRTePyf2Z9EW1wRl36LqjnQSKyRmsBpcg9P3WypYxf1W7KcBb9Vy9NC1MvoNrzFRIn81aoI1UQwxjG+fQC8lskbGlMnShgJnfT5HJoXHsdnLxEbCHDtQgqnJ9ySq/ckEEgqk2m8kR2Ubgazf+Nb++ot/KQQzF0OXmSr7F/WXImn1jbPt36kj6mj1evXt7cHr3ZJWq9BEz27UhSaSuQsTEn6diVwKx7l2aD19E5bAdeDBbCbnpEKRQ1VB7CLGRoa4r/+1/9KX18fuVyOH/7hH+bee+8lmUzyyU9+kh07dgDd4wKG8GLQzQJwamqKs2fPcvDgwbqFdDnUXgCreRlpmoZt2xw7dozh4WF27dp1W+Oj18KTOWRTNw2JwOrbS7YwjHUCkr3DJKJpjIULGE0Vgps7UQTmGTMQfSMwd43idFAotIv/M3rjUK66dItXMr51sf4ELOq4yKZRrAuLVrj+QeRzfsEV29pHftFShQBR8Fsg01dmfd9cpRBMv1DdPjIeo3SzKl68UrAEjAgpfWTs3Eb5awUGDwyQ+04u0EcZqno3fyW8vAqAuW2A+TMF2LmH3bGgUDeSUfT+QbzLFUqRQVpr/wHEhmM4i5dF27aTwtdbLK+6IHPWLxybi0B7leAXFLt3GORi+7ho43Nzl0gAio0m4Fz12vXc3cfkswV6X24QH4wg80HL7/Qdrgu4HgSgygJWdCNKAHY54+PjvPe9763/LqVkx44ddfHXbYQVg665b6enpzl9+jQHDhy4ZcJFKzUB6Hneiusnep5HOp1maGiIu++++7ZeDu5CjshESNydYWDdmMVNDJPTdjN32qbybInYwRTWqavkPQkIMO4isSvB4BZIRNJ416+3PZZmAnoELzVK+fngMe25cCFkJM2qAOzfgjznt5YZcb0uAEUyBVRFiZ3YAtKfYRztSZCnKnSiw/F6LCKAMZBEm/CLF3fTOM53Fpf16bDYWrg8mw484LKXgpbSucXttUR1ay8XUjtwyMCZXCLDd7AP68QUk/MVxn/oPhJzL/hWawkT0TuANOdJv5AJ3YUmG/vPTEcA/zxSu/uZfr6lPmFTEejijRbBGDO5+WxDMOYmGl+MnHz7cylON/bpxKNAAbsiSQ6aECIAoWoFvFMCsNMxeMoFrOhWlADcANSsX0IIhBAUCgXe+973YhgGuVyOVCrFO9/5zo5/014L2rmA8/k8V69e5cCBAyuKfaxdl5XGAbquy9TUFJqmcc8999z2da6cOO0rD+LG+rEjIzjxATKXBQunsyCrVj0JyEjU7+ZzJMVzBYrnoPf+7fT36USy4RnFmmbjFctYka2AP77LjRi4k+GZrrVCz44etHBpZmMuTq0Ei66TPhUUk1ZTnFl0IAZNRq/I+CCFljhIK5+kpi7jRpwSRYQh0FusXMZYkspNv4CxBpJkT1RF1czVNIhqgevWT0emDAhtKgda3KBcbIw4+1SMB/ZFEU5DcOlRHYmBO7QX93S49dWZrYpTbctWFr4VTOYwemOAXwDWCl1HRpIUbvgFo75jC/aF6rGigxHmL+Rh8cwq6XAhFxuJkV4sMm2kDK4vuo8zV8sM70wSdABXmT6W4fwXJtn7veNttlg5nRZgnRagCsWdQgnADUDrw7NYLPKud72Lvr4+LMti+/btvPOd7+zQ7NaWMBdwuVxmbm6OAwcOMDw8vKL9NlsAbxfP8zhx4gRCCHp6elb0Mps+VuRm+RBuTseedesWnKEHEyyc8ruGY3vHkXZ7oWqXPK5e6Wf3rhk0K9gJRJMV3NlZCnPBzGi7N47ZprtGrdNFJRd8WdYyeYVpUL62aPEb3419sUUAGhqFKw3xE0npPgHotcQu6uMjZJ5d3N4QLFxYFIKjcYTlF6qJ8QEqN/2CVu/ZDKTRIhrlSUF82ESEXDrPbS8AikMJ7FxD1BWnKkzccx+bebZx/obAyVVYmAl/5EZHkniZagHmXKGHmoW0mfJ80GrnZqrXLzraS+GG35I6c7EhWPt29ZCZzABgxHSchXAB2LOzh4XFAt/JfYPYX5snMizIz9hE9mttBaCW1Pnifz/HrteNoptrK9Y6/cW00wJUobhTqLt6AzI4OMhnP/tZPvGJT/BP//RP/MVf/AXQHfEqkUjEZwGcn59nbm6O/v5+RkZGVrzflVoApZScPHkSy7KWne3bSiVd4eInZ8g/b1O6XG6474SkdD1oTSp7MZxSeIs3PWGSPZOhMl1mqhLsGwygRTSc+CbsmaAVSi6RWIJXlQfF68EEB+yq4DA3jda7bOTTwTTdxPZ+Xyar7i9zR+mG/3wto2HN7d3Tj1OsWv1igy0DAafktwhqqRiTi+Kxb08PblmSGA6OA/Dm2gv//HwUMe/f9+UnLLJGI8Eos5AmPWWROxveezk6Vk3gEGNjzD8fFH9aXCd9zn/ukb4I0lo8rub/XMxd4yxcbuqzrDce9fGR9kWgrVLjPOcmqn9HkZHqWN1o/3yI393DtW+n+eb/G+xSs1o6LQBVEoiiW1F39QZE13W+7/u+j0ceeYTXvOY1vOxlL+v0lNaMWCxWtwCm02mef/55hoeH60WiV0rNfX47FkApJWfPniWfz/PAAw9gmuaKXMjXv3ADZz4o6FK7+7Bm/csjWwdxXY9yLijeABK7BurWwfljWYqDRwLbaBFBxQu3lGqF9rFjwi4he0dxsiEWwsXyMMQWhU7/ENnTQTHUmsnanMnr9kZ95yuScWaOZ5rGNoSNmfQ/2oSpB3sHb9pSb21m9laFX7QnKHCjIwnkQvjnHtnaj5UFe6YlccSFmcy99V/7Bvuwo1tC9wFQKFc/r4l0uMDWx6PIlryNaFM3D1/ZHCBf9rczzFxpfCaxNvUR9bjO/KmqyEzu6WX2bPUzk4uXUlvi3vWSJk7Z40u/e5piuk19yRWyHgRgN3w5VihaUQKwC5FS8v73v5+zZ88yOTnJjRs3uHr1amCb5n/dQs0FnMlk6kWWe3p61qTd3e0KwIsXLzI7O8uhQ4eIRCIrLiUz8+3w8i/R/qC1qqInyWfyxNr0sm11oV55ooTT1xAmWjyG9CSFC8FkCS0VR8+2cwIChSxOPKQMiiaQ+arAsRddj1Zic2gpGafsn3dzHJ2bajnf8W0+a2FlrrGtYfp3ntg1hNccE6gJppuKLJeyi50yQopARze1LxJejvcyuDvYOxpg+rkc+aGD1flEIxQut8+87dN1xMAATkjpFwAnRH+UqYphabYUgO5PMPlspv5rYlOMhWsNARgJaa0H0L+vvy6IZW/jC1N5fnFZm3sKIL9YIqc4b/PY751pu91K6LQAW40LWAlHxXpGCcAuRAjBL/7iL7J//34OHTrE6173Ol7/+tcHtmn+1y3UkkCOHz/O3r172bx585r08YXbKwZ95coVbt68yaFDh+rWx7BWcLcie36Bykx4zF25xR2qDyaYeSGLO+0hQwo1YwgWzrXU1LM8rl8YRxpVcaX3JalUen1t2mqYY0OB5IgawtSRpQJWOeheNPviCNdFxKLV+D/DIH0y6CaWQPFqy/Jiw43ZXJ5PCsHcmcYcjR6ThYtN18Nt6R4S98/L2LmF4mLxbGEI5hetXYYWvE+kCH9MiqjB9WfzRMK9xgCc/YaJF0lgWfGAtbY+t6SJPTmHldgc3h0E8OaDV35gpCpMo5t7fYWxc9GU73c75b8WJaslk7h2jMVD6HGD64uu8WivTmmyOicnHy5go1sTuE5j3t/4/11k5nz7kjm3S6dj8JQLWNGtqLu6S/niF7/Iww8/TD6f58KFC1y8eHFNRNB6JxqN8tu//dv09vayZUvVsrVWAnC5FrybN2/W+wsnk8n68pV0E7n08SuhhYmTu/uozPgFRT4WI7Y1SnIs4csYrmFu68EpBF/ihWt55rTDQLXbRXGmjczTw12HUC3PIpCUJoNi1exf7ESxaQRciRzbjR1iSYxv7sVe8C/3srXaMcBM4zoYO7dTnm4cq2d3vz/rueifR6VFfC1kGqqtb3cvTnExU94NXuvSdHjChLl7jMqCgzMXLtABynMW09r9LNxsuwnJbX1oySTTRzOh6/UBk3JICZpItGrJi/U3LJQiYpC/4P/8elL9/nkbwUQUKWDmVPX49maBtdh/OLpJr4vJ8nz4eepbE0RiDauia0s++64XQrddCZ12AXf6+ArFnUIJwC7lda97Hd/61rf4z//5P/PzP//z/MIv/EJXuXrDOH78OF/60pd45JFHOHz4cH35i2kBnJ6e5ty5cxw8eDDQX/i2Ywg9yeV/uIYzF7SWxQb9Fi0Z0Sicd0n1J4kPhQs1uUT9wqlvpykNHUTEohTPh7ucnfn2Vh2jJ4aMpahMBJNSjOTifBatjPn58PlFRvxtziIDMXAWXbObBhDlxrXLtSSQCMP/KHPSjWtm9scpNrlIjbEBZp9vyjRucqXLsl+AGimTwrXw856dhGifQeFKSNJLE9eOVbg5NxDm8a7Or0fHGdwe2sYNQB8JNzGKxbqBdpOo13dtwcr6xWL6kl/8Ro3g9R/Y14e3eJpeuRGHGelZ3FYDOx1uAbwxlaGQ81+DFz41wdF/vEAul8OyrFU9ezotwJQFUNGtqDIwXYyUkl/5lV/p9DReFPL5PG984xvZv38/Bw8e9K1bies1jFsJuLm5OU6ePMmBAwdCu4zc7jwmvzGNU3CwK0GXXav7tzzcgzchyV8pMLw/RuBVLaB8PdySVePKNzyiP9SPG3Pw+pK4Io4roziugSsMUoVLbb8x6nEDT2ymtU4dgB6tvrytdAEGhlk4Fp4J21pqJToUq+9O70vBYsybPjZCpsValr/eEGlmj4lXbKyPbxugPDdV/92KD9NcZqVSaAgvd8Fv5Ups76eQ9h8LwNzcx9TTObY81E/ldHsLIEDi3mFe+MwM44fuYXPqJqRbEnRcm+nj7RMn3LAAQADLrrrNrzXuhdnL/vuzd2eSqbP+z90tBoVctcZgnuTOFBdONAlGq/qKSAyYkA9abUVEkL7qsXV/DPALz8/+xkle9kcX6jF8kUiEaDRKNBqt/xy2zDAMn+DrdAygEoCKbkUJwC6mJjhqoqObH2KpVIovfelL/Pf//t+XbAW3GpayAGazWU6cOMH+/fvb1hq8XRfwpY9fIbUtDhMZ3/Lkrl4qVxsCRgqwpyP07DHJXcgjQgSDvjlB5eISnSwAt+Jx7tgw6Wdr18qj1o1i6MgI6dwOtsXmQ7NB9YjAtlKECkDNQ0vGKd2Yxx6/n7A2aAClCb+lLdJj1HfX7Lq2IkNAI0klvilJ/kZDtMRH4/WuIwCe17geIhZh8ljDWiU0wfzZ6kE0U+BkS744RxENt1baqX4gTSzVvjYegIhoWIulcyaP5ZhL9LP/taMYV88hqLZ3s7wkTj68uDYCStfCPzevUCS2qY/8leq5mzvHyH7df/3jYwloEYDWQlBs5q4vXr/BBLAYG6nB7GIsX7yNAEzs68N+JoPuBK3L2fMug1P7OfTjm7Esi0qlUv+/9nM+n/ctr4mtZmEI1ZjaZDIZEIxGiDt7rem0AFUo7hRKAHY53ZbksRQHDhwI1AGEtRWAYfvJ5/McP36cPXv2MD7evhPC7biA7bzN9S/cZPRQL5a/djGxoSiVpqRuY/cY5adK9OzoIXchj5cOcUkmIrRaaFqJ3bud/PXwRAXXhvlTOeThnewkWOtNEw7lYOJwFa+CMT4C2VnSJ8O7YJhDCYpTfvGy6DFGGBqlRReuSMaYbSr9AhDf7BeAkV6jLgAl+PoSa9u24lxozKFnZ4qpk1WRmxiJ+trOAVSyIdfM1Ll2tCqMvLBkm+a53TeE3eS6tosuz/9TiU1H7mFT7AbxAY2ZE+0tiKmdfcycCl/vZgrE94/BogAs2Ekg49vGKrfcbyJYMia5LUn6UhE9pnP9WOPaDOxNMXmmep6xHiP07rGT1VdIKaRINcDn/+NJ7v//bCaRSJBIhGdL15BS4jiOTxCWy2Wmp6exLItisegTj1JKdF0PWBDb/bzSL8AqC1jRrSgBqOgqwjqBrCT5IowwF26xWOTYsWNs376drVu3Ljn+duZx9Z9u4JZctJD2Y63u32K6+mdcnq1gJA3c+UxgjDW1tPjTklGKVoTyVNA6J0yN9JmqokofM9j0+h1E51rayEmb4tXwWDlRKSLjyWrnjwvh8XKxTb0Up/ydLHTdxQOi24Ypn1pUdOPbcc/5rWVeS9cTMybqLvDE9gHylxot8mYv+N2fseEYNStnfDACTVMQpk7uUlCwRvaMUX4sjxHX6vtuR64iiIaI/olnc8ylBjnwg0kqrdey+VwGE7T2BIbFItC2g1y0buqDKSaf8buWhS6YO+P/TGIDEWTJL7QTm1OkL5VJ3TvAjcczjeUjUVgcb8ZEqACculFCCChMhdtBszfKfPF3z7D/B8YZ399DcrB9EWohBKZpYpoNq6vrupw5c4Z77rmHSKQxVkqJbduhVsVCocD8/LzP6ghgmuaSrufaz5FIxCf4lAtY0a0oAbiBaRYj3fJNNR6Pk077BcKdsgBWKhWOHTvG2NgYO3bsuOX427EAXv5EVRR4mRar2OYolakma9eOYaafzREbjpG7mKPv7p5AF7HY1l6yF5aOU9O2bcIpukg7OL/eu/qZfS5T/UXCxeMp9t2VQis1xIXUYkg73HooCwtYtkcu076eXmsnCwAWawBqiQSQxQOy51osblqj/Vt9UVMpF3MwCYsiLbJzC7mv++dolRt/A9Ee3ScAkzv6KJ8KCtb52erfyvDdKZyQeok1EvcMkjc0CLmmAFbe4er1CPHdu4hcvuzPYl6kshCeeBEbikIeyov3gjc0inQzvm369vQwcaLFJTwUwbnuX1ZaLNycnffP020S1oYefD5ExmJMXyiQGo7gzbSvcXjyy9N89r+fBaBnLMr4vh423dPDpnt7eOXP7MSMtk9Oqj2jWp9PtZjCZlHYDs/z6mKxVTDmcjnfMtuuytzavqPRKMVikRs3blAsFgOC0TTNrnl2KjYeSgBuYNbywfUnf/In/OEf/iGTk5M88MADvPe97+Xhhx8O3fbjH/84/+W//BfOnz+Pbdvcdddd/Lt/9+/4qZ/6qVXPo1YHsJk7UQbGtm2OHTvGwMAAe/fuXda1XG4SSP56gemnZtHjOpWpnC8mTe/VcBv5DJS9BGCR2pWkPFsmPmAEBGBkKAlLCEBztJf0DRuzN9zKocf9cXDlWYupHfvZxHfqy2w7PFZOi5noEYuibbJwtk2cG1CZD3GlLrazs7LVz7M40EfpBf959OzuJXO2xQpnN6xRdlO8W64Yh5aIvfT5hhgyotJnb9V7Y/gaEQPGeC8Tz1SXJQcM/NLTT9bWcMoOwgoXR3pSp5izufpslq0PbmewNIEsNOarxXTSZ8ItjJFeA0NEKd3MgakzcSwYexkdjNIakxnpMXwJQpH+COnTCyS2p7h4wn+s9LWmrishczB3JOBamZ7hKIU2AjA+YHL1ucZVyk1VyE1VOPf4LDseHSBXcviBX9kXOhYavbdX86zSNM0XT7gUnucFLIoLC9Xrks1m68srlQqu6/qSW1otifF4nO3bt6943grFnUYJwA3KtWvXWFhYQEpJoVDg4MGDt4zRacdHPvIR3v72t/O+972Pl7/85bznPe/hjW98I2fOnGF0NNgZYnBwkN/6rd9i//79RCIR/vEf/5Gf/dmfZXR0lDe+8Y2rOq8wAbjSDhyt1Fy4juNw/PhxEokE+/fvX/bLabku4MufuAoSerYnENP+l7LbVBTaGO1lYtEy5y3GehmmF8gALs0u3ZrLig8STZoYukfYlrlrQXEx+UyW3u+9n+T0c2jxCJWF8PMyBxLoIzHsuWHaJX/oCZPC1aDQ8RayaDGT4uVq1nBhIYavwjFgDsQA/1gvVxUuWtyot3/Th3qZOe6Xaz3bk0yfbQhCXXg+AegUg+53p6+fWpydLLZ3q0e3Jbl6Oodrw6be8Psjta+X/OJnc/2ZBQq7RtgxsoA7UxWYPbv7KTwb7jI344JYbz+luXmMXVupfCW4XTkXnL8Z84v83r195L81jzbcSP4ASI7FSN9sEuVW8O8nZ1U/83iPEZL6U2Vkfw+z3wxaSSMpHTcm+OR/PcVr/8UuUm1cwy92ApumacRiMV/ryAsXLrBjxw6GhoZ827quG2pVrCW3CCGUAFSsa1RgwwbDdasvhXe84x286lWv4gd/8Ad55StfyfPPP7/iff7RH/0RP//zP8/P/uzPcu+99/K+972PRCLBBz7wgdDtH3nkEd7ylrdwzz33sGfPHn75l3+Z+++/nyeffHLFc6jRLgZwrSyAjuPw/PPPo+s69913321ZJpYrRC8tun9jA36rmjZmQqbxUpd9A0gPtJhG5uxikoTlt6RFhhPkL7aPU4vuGmHiO2kylwoIN2jFSW5PUbwZ7to9/9UK7uAmjP4EpRABB2D2RvAwmH+hva0svq0/4P40eiJQsYhuHUY6Em1kEPda8Nq11rxDEzjp6lwSO4aQTnWM2zeGbDlGfNz/hUc4jX1JIHfZL6qEoXH9+KK4NASFJeL/nIEUY/f0EknoWNlw65hlCIoTjc8rfanI6Qtx9F3VL01arL17UzckYtH9OX89JCs7qjEb4r7WDf/96toSLaJx43n/tn07/D2Z3dYC4hpcr8UHLuHCLbepbTh0pBfHlhQzNp/4/ZNtx7dzAb+YtEsC0XWdRCLBwMAAY2NjbN++nbvuuov77ruPI0eOcORIsM+2QrGeUAJwg7Jz505e8YpX8Mgjj/DmN7+Z/v7+Fe3HsiyeeeYZHn300foyTdN49NFH+eY3v3nL8VJKHnvsMc6cOcNrXvOaFc2hmTudBDIxMYHruhw8ePC2rRLLcQHPfGeW/JWqPUUX/peu1uSi1ZJRpo9XBUj/3X14iz1c3Xn/izy2pbftsSSQzUTpu6uX/I0SdiboJo6PJYMDF/Esj0sXxhA9PTi58GxYI25QLPXg5NpbIbV40DVXTc6AWp81KxosraPHdRbO+4VlfDgGi6JPRBYFdMRg8rlggopj+T8Lr9g4h8S2XuxcSzu5XSOU5qrnMXRXCrcULuyMfpNL38lgxHR6x8PdjhLIzlm4LVm65bTNc086sG87+Yn2BWaEdLAXLMwdo6TPBc+tb28vTmsGMEDTFxAtojF3aoHUvYOU0v5z1SL+e9vO+D+/xN09lBbFt9ZGm8V6Da49HxT+sQGTyYkC9mLf5y/9vxeYvhSeQLQeBKBKAlF0K+qu3mDoi90g/uAP/oDPf/7z/Pmf/zmf+MQn2LevfRzOUszOzuK6LmNjY77lY2NjTE5Oth2XzWZJpVJEIhF+4Ad+gPe+97284Q1vWNEcmgkTgDXL22q7EeTzeWzb5oEHHlhR/bHaS2SpeVz6eCMjtObKrGEsNKwp+vYx3FL199rL2uw18bItSQ4hbsAakbs2MX8mR6Q/imYIKlMhBafTS7uPc1cK3MjuQPYPha7XYzrZEAuVf47BY9Q6UFRmS4hEjLnngta21N7+uoWvRmy4IbjKk4v9fXdsC1oKgfSl/z97/x0lWV7e9+OvGyunruqcprsn5528AYEkgqyILGQMksAIo58sQMgriaSvV0aAQIABCxMsyRwJWRhZEpKsA0KGNbuwu5NDT+iens65OldXzvf3R8Vb99bsJNjd3nqf02em6qbP/dxbdd/1PM/7/egJbz5cJa4JGIlvKFS55q6W27TF628ik8izPhnD7jVfz7XLhSSbf/3msxpjg2k2HZ66xyCbITa9STznNF2suMyPW91txLvLSzaeIxIxSe8uV32GREjV2LzkvFWK3LT59W3Z6yKbMS7zHnDgabOgFYeSTef52hPmGYgXgwdfgwA2sFXRuKtfhkilUly7do0PfvCDnD9/HuCBpEjvBi6XiytXrnD+/Hk++tGP8vjjj/PUU0/d937rRQDh9sTrdtA0jdHRUTKZDK2trTqbirtB6UFWb65zqRwz35wHQFRE0sFKNM/W4yS7WjgvQZFYrfKGixSjJ84OfdpOdqmER0PmY1EllsdyIAms3Yzg6rYbFMCqRyU0enubE1GVWB7Lc/l7HuaFQ6Q7duhazmmyQuQ24g9kkdiUMUok2wQkl43E7AZCew+5pJHISqqRhKvOwrHVFifJxcL8rc0ar7uj0068yrpEtkrkIpXX+ZrgXsYpsThYZSCdMY/+CYrI9PUYvm12NueTqKr5V6zgt2Bz1f8R4drl4PK3Q4j72k2XK1YJbFYWL5qn1mNr5vWJ2Wi1yETG1mlncVB/jRW7yNp45ceA4sSQol9druwnHamT4s6azHubytCFVdLJHNlE5Zqe/bs5xs4ZawXvx4PvQeGFbkXXQAM/KDQI4BbExYsX+eY3v1lWr5WwubnJxYsX+eQnP8nP//zP8/GPf5wLFwpKznslR4FAAEmSWFpa0r2/tLR0W1NkURTZvn07hw8f5rd/+7d5wxvewMc+9rF7GkM16qmA4d5J7tTUFMvLy/j9/nIE9V5QeojUm+u5by+U047OHjvkKuO1t1T1Z+1vJ7VWICvu7a7y/y1e/dhs23xoddw5xL4OEkspmvZ6SaylcTQb682c/R603O3vC8fBVjaGQgAsDUa4/q0cw1M72AwcQvMFiIdu/xVj7/Ga9sCV5DyWDj8aImtj5qnQeNBYmygVubm1rRA9k3va2Bw3phft7foIn71Vn6qNzeujoVGbjXIzXwHidWoebfv8RFdSeLsL16vWWLqE1cUkilJ/bjRr4Vpe+m6EZJcxGikqAjS3oZmQLMUpszZiLh4pqa01YGM8itxutObxDTjJV+1XcenJj+JTWLxV2X9yzSSC65CYuRYyvG/fbkPLa8zc3CRWk3b+6gevGtZ/MZCve40AvtDjbqCB50ODAG5BfPrTn+bnfu7nGBoqFFevrq7y9NNP8zu/8zscP36cJ554gqWlJfbt28eePXuAe1fZqarK0aNHefLJJ8vv5fN5nnzySR5++OE73k8+nzdE7u4FDzoCODs7y+zsLIcPH0ZRlPuKlD7fOKrTv4pH//BILVYeuKGFCmGy+CvERZb1RCpXJ3sreawsXioSHKUYMbMZH1bPd6qSUyGbEyvEqIjkRprx/xfh+lU/88u3SWMCsttm+r6QS6OJMnJvN4lFI9GzNNuIzRqJnZgvkIqSOXQ8a54izddwTmtVqtYSsJNYqkoPSwKhycrnw7fNTiZkHmFbWiy8nypGxQziCcDaamXpVrRcq1gLyS6SKEY88zmNkasC+e4KUVO9KvmMxuI1c+2tZ7vLEMGEgjAkE84U13GTXE8zf91IFC01aWu5xhxAHXChFYcuSgKxZePntnW/m0xKf2O4u60Mn1+la5+HVDxHOKivGx15bpUL/2de994LTQBLrTQbZK6BrYiGDcwWRG9vL7lcjq9//evMz8/zpS99qUzQBgYG2LFjB6961at405veRHd3N3B/v1Yff/xx3vrWt3Ls2DFOnDjBZz/7WWKxGG9729sAeMtb3kJnZ2c5wvexj32MY8eOMTAwQCqV4pvf/CZ/+Zd/yRe/+MX7PHOwWq11CeDdkrdgMMjExASHDx/G6XTet5jkdingxEqS4DPL5depVIQStXP0ukjOhQDItjmJ3Kg8+JPLlYeokKr8X7RIhEfM04P5QCvZ0RCiRWT1RiGSZVAAS8Lzpn+V/mZSy/X9BV0Hm7nxjSUOvm4b4uSU6Tq1IogyUnESm1miqXbMOmE4ul3El4zCEy2ZBFEkOrmB5HWwdNl8DjZn9fu0OCoEz9ruIry4Xn6tDrSS/W6FhHq6rERXjPu17/YyfjaGbBNZKipw02tGcmTps8Nckmyd+kz3XjeZqshrLqUxNCRweI+H7NwmVr+FRN5Kcs383ESL+de6PWCB9WK0uMmKa5+VxWeN+0hG9eOSayoe4lUfAVezBW3R+Esja/I5kbtUcvMaFoeM228hs2o8/6/9p6s89JPt5frIF5p8vRz6qDfw8kWDAG5BvOIVr+Dv//7v+dSnPlV+TxAEjhw5wq/92q/xjne844Ee741vfCMrKys88cQTBINBDh8+zLe+9a2yMGRmZkb3BRqLxfiN3/gN5ubmsNls7N69m//5P/8nb3zjG+97LPV8AO/WC3B1dZWbN29y8OBBPB5PeT8lG517we1SwFP/OKNLt9ryQtnxztpsJTVX+H88oULR6c/aYinX/wHk1iqEzd7fROJKyHAcpd3DzLnCQ9+z203wQmGbbI0C2LPDy+r1+tYtss/KxkIGbc6cJFrb7WRyAmhw47sZDjzaDvP6psYamPr/AUhinnTOwsYN4zlAITJmhmwogn2bj8hoCGF7L9oNY/2hrdXK+rSePMqqVvZP1GrS/KGI/mtSxvw+CucLTKl1r5u5iyEkVSQRNJLUSKKwfXLFPOKdUkCL6Y+RjuYZmpbZ0+5AdcusTta/l8N11MMWr0KqyGujSylikrlCeW1CH1msbtKiAQtjlXvO6VeJ1BBAxS4xU3Pv+LbbuXm+UOO3PBvF02xhfdUY2V0cjfL//scEr/n/bQdeeBFI6TujQQAb2IpoEMAtBk3T+Ff/6l/R3NzMhz/8YS5dukQ0GmVzc5OxsTG+8Y1vEA6H2b9/Pz09PfT29t6zAXQ13vWud/Gud73LdFmtuOMjH/kIH/nIR+77mGYwSwHD3ZlBb2xscOPGDfbu3UtTU1P5fVEUyWbrt7x6PtyOiFanfxFBW68QslRRzSq2ukgOVY7v6nWRXC5FdFTykVB5mSaaf7TjuNFyBdJVCvqJikAyWNNyznn7FltiZxMeQSA0V2d5q5Ns0SYll8ozckVh9y4P2nqFGNg63ERmTOr47DKKVyacawJMhAEYPfoAJJtMPhJC7veDHGapTorU0eVkfTqk31bIlQlgYqVC2mS/g4VLepKaXDCmni2ddiYuFPap2AqMyd1ugRoPRdEmMnc9jGwViS8nEWp7bAgac7ci+O3G+Y8upxm32Ti2U2X9mVXDcijcBxvjUcx6d6hOiRRga7ORiueZHzMSfF+/naXxmjFXcW3HgJPIcOX8rU6Z2ivRut/NyLl13Xv5JgltQiPQYyM4E2P3iQDrmPtLfv1jQzz25l5ki0hkPUVkJc/09RCJaBZE2H3CaAn0g8KD6ETSQAMvVjQI4BZD6Yvq2LFj/OM//iPBYJCvfe1r/PM//zMjIyP80z/9E//n//wfAPbs2cOHP/xh/vW//tdbxurALAIId24GHQ6HuXr1Kjt27DB0MXkQHUXMvADXb4TYrGr55ep2oIUL5MXe4yI5HwIgY3EBlYdvtkoZ62i3QimDLAlETB7uuXYnK0XFp+KSWbtR7DjRZUfb0EcAo/PmD2cAudnK9JlN2vvM1dCOfhepjIZa9cxMrGeYXPSzzZuCRIFgqc1OMCGA1oCNnAYrV8wjkK4+N5vjRgJoa7FCDNKhFPK2bpJPmxNATTDe51rxnpGdCtGZyhznm/1o+VDl2B1WkkvGY2cDLjStQHo2pgvn5PRbSNUQQNduN9lzIQJ9dpg2prbdu13MjoRRQ+b32fp0grEdDixHW8jfWidfo8D19LkIBUOm28pF0Ymz10U+JcHoumEdR5sVagigkNXKZZ5aixWqCKBionLO17wV2OfgxoUCkQ/02AnOxuqqowGia2ne/dA3WVusnp9vAbD/p1t5zRv7+ZF//fy9tx8EGingBrYyGnf1FoamabS1tfFbv/Vb/Mu//Avf/va3+chHPsJP/dRPceDAAYaHh/mnf/on4IdvA/ODgsViIZk0pt3upH4vFosxODhIX18fHR0d97SP54PZPia/PqV7bW+pRH9sLQVDZMlrY/16hdBINpHNqho/i7uSp3P0+crF/iVogkBopbJf1w53WShhD+iJnK3DTtSk/VsJabcT7zY78TrrJCWVvAbZGnISmkqwJPSAVKzJrJNNVz0qsUR9o2WL3zxibfWpSE4LsakNNoL1v9rCsyZ1i/FCJFXXlUQUmK/pPezrNYpWZLfC5IXCtfD22gkV92+1GxXj6aLoxuGrE2H1K3jarOVrUwtBgqmLIS5/d53hkET+cCtqd0UlrEn1z1sohvJS0SyLw+bXzlS0XPVxWl+vKa+oWV+2iMzWpH8TSmWleEkUc5uvm20PeWvIXwH9p3wk4hk+/c4zzD1PfeqDwv1EABtRwwZe7GgQwC2M2pqzHTt28IEPfIB/+qd/4m/+5m/4nd/5HX70R38U4L7sTV5MuNcUcCKR4MqVK3R2dtbt3/kgWsrVjiOXyTHxD1O6dWS18sBMLRWiLUJbC1oVKfDs9JCv6s8qixWyJNqNtV1ifzOpKvVwqqrQX7Hq17W23aYkoFlh8WIMT6t59M+9z8fqWJTFq5vETKKIi5cjRJp3ApBYNCchskNi7WZ9RXg6Zq7AlW0Cth4fcnuAjTo2KFa/hbBJ5C0bKoxFtFXOSx1oIRrUj8PMAlLZ3kSm2DfY21MhiLVcTAMWi/VzFhNyCLC8kMQdMK/NA2g74CZetE9Jx3Lc+N4al4ZSRHf4sexrYnOmvihHy+RQnDJZQSa6ZD6/oTmT7WOF+05ySszf1M9rqQNNCa0H3DoRSethFxPFftUWu8TscIEcmnYpKSJbyyoBq0smmsmSiueIRzL8wS99j2T83ssx7hQlEUqDzDWwFdEggC8DCIJANBrl+vXrfO973+Ppp5/G7XbziU98gre85S0vuNLuQaJEAGujbLcjb+l0mitXrhAIBOjr66u77ztp5fZ8qN3H4N9cIxvSh8K0Yksye4+T5EIUQZVZva6vOxNrPeSqop6RaT2xEmwKKzerrGMCKhtVfWLFmnnJxOoLXTY1BU3DtPevBqxv5AnsdaPYJVIb5kRt/OlNMtt3kQxn0Uzuu7xkIb5gTg4Fi2ho/1aCJOYRJImk5K07fmeP0RZGdcnkE0X7lqqOIeG4MUqXWamZW1lguiqalq6yfdFqzKtdO5yEi8RLMvm42TusLI1HsTnrV+ZIDuMyTYPJi5vMpSDaUZ+85xI53Du9xJLmn3VbQCVUQyAFEfKRwv1q3eEmVxOZzNSaQNf0Gt5IV+azc6+bTJEwxk06swC4my2MXjamptsPuVHtIomiT+bUUIg//q1zpvt4kNgqpTENNGCGxp39MsDCwgLvf//7OXr0KK961av40R/9UX7+53+ef/iHfwC2VqrCYilETzKZmt6mdQhgJpPhypUruN1udu7cedu5eBARwOoU8OLiItP/MKtfQYD0UoFc2VoKD3Olv93QyiwyoSeEudUCKbL1egzWLFJPB+mNyoPaua3i4waQrar/k50ym7fM02v5VoXILY2WfS5SJgpWz6Em1m7FyKRyeDqtJnuoYHVV4vJVD1dGm7mx2M5opJvpfC8Lln5m1p3InT7T7Vz9HlPjaAAhmyaxliZYpzsGACaRbntL4Z4RZJHIZIEYSz4bcxf182D1KYa0t21/gEgxSihbRZaGKsQ6s1mTLm2uzIlmEgGz9BWut1Snua4gwcJQndSnqKEEFC4+vYL1WJPpKplwClSZuTrWON5eI3m0NSnlNG/SxLg6vlo5R0kRmK0aX9txD7M3K69lS2X7sImFD0Dbbhe5GoW3u0ti8OwSS7MxQlXbfeerE3zjy6Om+3lQaBDABrYyGnf2FkcymeTjH/84X/jCF5BlGavVitVq5ezZs/zmb/4mFy9eBO69E8iLDSUCaOYFWHuOuVyOq1evYrFY2LNnz/MS4QclAsnn86ytrTF8aZj0NX0ExdFpRytFo5aiaILAxpSeSLi3u0itV87P2mwhHy+KGLz6h7jc5GD+nJ40xFcrZFJURZJLFTLpGvDUrT9L5Aq1Zk6fkUQJisjSdBqrT2HpegSb5/bt8qIrxTFokI7miAZTrI8nyFhEpi5GuXw6z1pTJ+I2veJTsN4mOqZAxurTpcYNxw0aiavVU9invbeqK0lbwNAFpWnASJCWlyrXr22fW5faTAT1RHytirykTYykQ9GiiXWd9GjbAU85/VuL9pM+1ouCmgsX1rHuNnb4SIdSxDNi3e4uks2EHPsq13FxsqY3tSoSX63MZ9sBN4lwSVqusVwjLAoWLYscHoVUHQ/E4FyNwlrQSKt52nodbKwkCNd0HfnC755n9IpRKf6gsJWyIw00UIsGAdyiKJGdoaEhvvKVr9Df38+b3/xmAPr7+3nPe97D3Nwcf/EXfwFsLREIYOoFWH2O+Xye69evIwgC+/fvv6Nf+Q9CBCIIArFYjOvXr+OZMZIVR2sh7WjrcpJciGDZ3kpsvsa02K+vEXO0VSJLtb5zGU+AXFWdltQsEhqtPGRtbTJUEYK8iX0IgNBrZ+NWClERiJmkYN0H/YTnkgT2uMhnNW5XUeoZcLAxZkzxCjIIHpXYXOEcFq5EGfxehqCtnVSXF02A1Kp55AhAsGgsDddfrrqVokVKzfv2wrVXPIV51ICFYROiaNfPjW2nl6Wblf3JVQTK0aySi1fmXW22sDRSWTdec51kl8TsjcK8pup0GZEc5rMqqQIb8XR5/9lUnutzCZSOyn1h9Sm4+lws1BF/AMTXjcct9Va29tjZqLkPXS0W0CpzIlgr42s/6WOxKkrdNuBkvSjs8LaYR4e793sITunH13XEyeJkCn+7Hb9JbWomlefDv/x9oqE6bW/uE40IYANbGY07e4sjkUgQDod5zWtew2c+8xmSySR79uzhk5/8JADj4+Mv8AgfLG4XASwRQE3TGBoaIp1Oc/DgwTsWwDyICCDA5OQkfX19rH0nZFimWAsPVHtbQUwQCxkjXtXdPwAsrsLH2NLmJFZlYaJ0N7F4Tn8MV5c+MiRXvdSAtZtG42QNCG0UxhHYYydTk46WHDKz1wrHTRZrwmrTn9Ww1SEA/uNN5LKajlQArIzEufWcxpKrg5jNi2AzRhctTRZSeQeJOuIGAEevw7BvALHYQi9drH1UB5oJzxuJZHZD/15M0I+jZP8C4G7Vn6Ot30Hpt4OjSSVbU2fp2uMq19dFF4zHFiRYHDYXtrSc8uJ068cSXUszIwiIxXpCm9+C6HcQMdk3FEjk6piRHCuWwnyJHUb1c7WSWZQF5obDxf/D3Lx+X94qMurwmCugFbf+c2jzyEwVo4ZL8zHcXnNxTHAqyid+7VnTZfeL+zGibkQOG3ixo0EAtziUomzR4XCQTCZRFIVgMMiVK1eArRP5K0GSJGRZrksANU1jZGSEaDTKoUOHkOU7t8K83whgOp0mkUjg8XjwZLysXTEWu2vJwrjTyzHU7iY2burTt4JH0HX/AJCEAiGztOrJXTRhN/TpjS/qU85ef8VCxL3dgxYznp/Y7yQyVTiGphmVvdlOmcR6BotfZKnYWi5SxyJGVAWWbxiJjOqW2VhJ3zZ9a/VaufqdMMMLTlID3Uht7sqyZivr03U3LRy7Tos0IZ9FA6IzhXGFkyYqaivEpyvzrrbbmSoaP0NB/RuqspexufTHilb1xXW3Gvdf0mU4/SqZqDE92rTbTmzdSKpVj8yt6+ukN42K2KWJGJu9dgSpIHTZWKkv7mna7iSbMs59SckcMhmTtSoi2bbfTayYnm475WV1Tn+fRKt+EFisxh9cVqfM2KD+89C630VkI4OvXWZhMoLVVv+zOj22yX98w/8ltFY/Anwv0DStEQFsYMuicWdvcXi9XiRJ4tatW6iqisfjYWRkpNy145WvfCWwtYxOzcygS+RtYmKCtbU1Dh8+jKrevttFLe4nAliqN5QkidbWVqb+fsZ0vexyGFuXk8R8hLRkVKzKLSbRyniBeCQ3Kues7mhnbUhPtDzbXURqPPCEqs4milmERRLYXCrMk2yTYEF//opXYX248J6z14KWB4tfJBc1nyfbgELSJMVp2+PE1qwi1UlBA2wuFMaejuUYeXqTyxdhvaULaXsrklNl7frtveHiK+apVTGTwdblJhPOILmtLFw2ElRHt6gzycsGHDohjbtLH/Gr/l0hWATmblS16autjxRhpkj0Pa3m0VHJbv759B1yIkoCizfMz338UojckSYUp8RsFWGthaXJ/LMgahqaAnMm0UelShRSSk/LNpGJmhIBu0cu27+AWY8S6D7kIRmvkMy2nU4Gzxaczb0tSt3tSvBts/Hsv8zyy4/+A1eeC95mzbtDIwXcwFZG487eoiilH/x+P6dOnWJkZITx8XE0TWN1dZVz587xsz/7s7z97W/Xrb8VYGYGLYoia2trLCwscPjwYazW26tUzXCvKuBSvaEoijgcDvK5PFP/YCSAtlYruWgKe5sN2e807YShpWsidAJkV8MoXiuR8SIJkEVWp42RPMVnPOfMZmWeauvSAOz7WsvGyW0HXeQS+kiQss1LttjbNh8vkIBAj1GAUB6uZoziyM0CE+dCLIyuE5o3pqAB3P1W1idqoo8azF0Kc/mpBPM5j64GzXAMu2xadwiQjyWxBIr1ZR0BUxFMU2uFjEtOmekakpipmReyldfOXa6yTyAYhcjuPU7iRVJsd5tEuQSNlTGjP5+z3cLQhVW6d3l0ZLQWV59ZZdUukc/Wj15n6ghPtHQerUsynh+UzZwFEeaKvostx91sLuuj7x273IXUfhHZpHEcoY2qbQSNpJIv93veXMsUx2gewbS6ZMLRwvbL8zH+w099kz//1OADEba90L2IG2jgB4kGAdzi8Hq9/O7v/i4//dM/zerqKo8++iiPPvooH/jAB/jjP/5jmpubX+ghPnCYmUEnEgk2NjY4fPgwDoejzpa3x72kgDVN49atWySTSQ4cOIAoimxc3CRu0unAWayTSq/E0Px+g1pTsolk5/UPQXubFS2ZwdrjLT+Qle0dRGsNfUWB9Vs1XoKqWO4zbG21EZnSLxcsEnNVnTBUQX9sW5ed6TMhANzdVlaKggiL05yI2VstbNw0nre120Og30FiSSO/XkeE4qyfvrQPyMxMhFjzO81K/Arj63eh1dlFLhQnlxMKRs2jdaKEVeRD2dFUrhcEkK0Cy8P6uctXLc/UKJfFWjV6Ve2bbDJ1rgGZxIYxxWvps5BJ5uuqhktwtlqY3Iij/ojb2LqjiPVJc3Kci+VIWswnNVc8but+N9HVNBa3zK3rRgIv1JxTsqaGtHXAyXRVhHDgYT+TQyEA/J0WVuYKke2oSQocoPOgC7HKOieX1fjChy7wnn/9L2ys1DfGvhM0UsANbGU07uwtDkmS+Nmf/Vn+y3/5L7zmNa/hb//2b/n+97/PRz/60bodL17qqE0BLy8vE41GaWlpweWqH516PtxLCnhqaoq1tTUOHTqEoiiIokjwW8um6yp2AVuXk9R6ipWrxpSbe4cbanhAycMuW1Scik6VxSvGh55vj4fEqp4Uu7ttZQWwvcuYbrbuaiG+UphHi0dmc1gfkcy57eWokrvKQ07Ims+RZ8BpiFT59rmYOh/C0WzB02ElGzFuK0iQmDcnIRoacruF+EKWhatJwj3m5D6aMe9tbPHJaOkcsfkYlr6AaScNSRWJFf0BkQRmb+nXadnjNnS2SFb5JC7VRC5zNQKQlWphhklzC001zol3wMbQuVVsLpnFa7fxPQS8Bx2EV1Ocf2aJ/CkXgqKfS3e3jdiqObnKbGbYWK5joF5sN6gWBShNh53EatP7gsb8mP5ejtR4SLrbK6UHNq/CrZEKiWxqr6Sm14PmZG4+GDGNgJ75zjy//Og/cPapedPt7gSNCGADWxkNArjFkc/neeqpp/jCF77A4uIiAH/5l3/Ju9/9bj73uc8RCoVe2AH+AFAdAVxbW2NoaIimpqa7rvmrxd1GABcWFpidneXQoUPllHM+qbH6tFH8ASBk0oX0b08b2ZiRCYiy8eNqcQpIdoXwaAgAra2NdNhkWxMBRHUP4Exc/wSVnCozl6tsPPa70DKVdZw73MxWKYzDi5WHetrEq04DNmpasGlAOK2BoLE8GsXXYZ6Wbz3kIb5mTlBaH25CElRSG4WxzV7KIh9qNa6YrHPtHTk0p0hyKcF8HY89d59a9ge07fURrlHSqjX2LIpdIl0kVI5+B5uL+vVTVWTL3m1lZapCELO1YgtBI7ZgJCBZr4iWh+7dbnK1ZQFVaDnkIJZMs16MCF87u0Jkr4rsqozZWWfeRUkARSAaNCeA8ZU0ggDzoxFsAYWbJh08Ona6CVf98LA6ZJ2XoayKjA9VCF/LPifhKo/LUHGuvAEr6YRxHF373cxMhIlHzO+P9ZUE73/7k/ziI3/LP/7VCJl0/UiyGe4nAtggjg282NEggFscqVSK973vfbz73e9GlmWeffZZ3vrWt/L5z3+e97znPXzuc597oYf4wKGqKul0ms3NTa5fv87u3bux2+0PxMPvTiOAq6ur3Lp1iwMHDuB0VqJrkTPRuim77EqE9HqctTETJaOAQf0LIJLF3ucjn9aQml0snjeKAUSLyIpJB4mS5Yxkk9i4GdItk/v8pKqUpUJS/4CNZSsEwttnZ328kEIURIjNGaNt/n3uci1hCc0nfCzdjNJx0ENkOYVqNf86EkyIL4DilFhfSxmib4NPhVD3+suvJatEZNJcHeprc+PeFkB0qkTqNJWQ7JV5mJoxXoPlcf3culqr7FFqRB2SIhCvsqpRe/T2KvFgrem3QqKmVWDzQRdjlwukSb7NV7gow1IkSSSUJlUVdRy/FmKxDdSiuCJfJy1sa1LQ2s2tVxSbSHIjQ8teN+GlFO49DpImP1o8LfrtfTXz0XvYS7SkHt7l4uqZSnS8pdtOcKpwz/ia69TsFj9aa3Wig7uO+FlbTjBybY3/9OtP8RP7vsqffPLSHauFGyKQBrYyGnf2FocgCIyPj7N//36am5v5m7/5G6xWK7/5m7+JzWbjL//yL1/oIT5wlFLAg4ODDAwM0NbW9kA8/O40Ari5ucmNGzfYs2cPPp++pVnou+Zebha/BcUukrc6SZi0yXJvd5PeMIlyRGLk84WPccriNRUw+PZ4jT1bATKF96y9DrSq7ZQmG9NV3UMcLRbCNytpRvf+JoLXKufhrGr75umylWvDqiHX9LCVrAILxc4Sir1AJhMhYx2a6pZYvGqe4vQcduNqsaBa9F9jWh6uX0yg9BZsYtz9TvJ1omSqTUCQZYTulrqRNLelQNJs2z1EZ/TrONoVYjXWOnmlQvBmp/U1cfaAXK7VBFgPVZFBu6RrrQbgDNSk5gWNjWKbQ8UqEqyj/gVof8SLxSkjScav+YXxKONyGlufleiSefTM7lNYj5r7KrqaC8RO8Uo421WGL6yarheqMe52evWR2FSmQEwFAeJClnyV0rqtt3LuTrcxguv0q1y7vIzdIRNaNR9nLK6P6q4E4/y3PzjPa/f8Ff/9ExdNt6lGgwA2sJXRuLO3OCRJIhQKlaNQIyMjdHR08NnPfpauri5WV82/uF/KcLlcfOQjH8Hj8dDV1QU82D6+tyOB8Xicq1ev0t/fT2urPhUZW4gTu25ei+bstGHvsLO5ZL5fi8/4ABREyIWihG9tovT6Wb5kTgZydZQR2VAhahJP6R/SWltF2QvQvMtR8RMUYG1ZT3iqU7uuFmPESHFKLF3Vj813pIlwMIVkEZgv2rekTWxaWvZ7DBE+AGePjbHzG6zPJsiZpAbT8RxjcxpywIrsqJ/6l2SNxGqS4Lh5+lcQIT5dILsx2bif5gFjTWlzqxcAxacQntGPzeKu6pzh0HT2Ktba9seixuJN/Q+G1hMe5kYK89W7z6MTo1TD2Wbh+pVVHB4Fh8u8Ld96MMmEmCbWLWHfYTR6lmwaK5N1yKG3sM+liRiWbRYyJh6CjiaFuZq+0koVWfe2Wxktev/1PexjekRP9NerBByKSR/i1r1OMuk8LR3mdZ+d/S5GrtdpEydoRMLP3z2k0Qquga2MBgHc4lAUBafTydzcHCMjI4yOjtLX11deXuqcsVUwPz/PuXPn6O/v58CBA+X3HwQBLD0I6hHAdDrNlStXaG9vp7u727B86u9nDMbMJVicApm8TNikVRlAYtnEoqXDjq3HQyaeJbRRJ1XnlFk1EQlIFpFUMIYGaFW/ASztDmbO6NfPhyoPYvdDAZ0di3+3k82q1K5qM36l+Pd5dDYo1oDKxKUQAB2HPKQiWSQLZFaM1yexWYeYNSu0bHewNh03pJZLiCynWcjbiYXr131JYp40FkKT5vvw9TvIRjKorTamLxjn0YyAlZLj9h1Ow/X2VUX0PPt9OmWyJ6AnYe4BRaf+FSSN8clKnV0uXT+NqfQqpJNZpm+Gb+ut6Ou3cfrZRZ6ZXGG2N4/8Iw4cB+wgaiS1JNk6IlqrXaZ5txNNFbh5wbymtX2HUfRTJdYl0G9H0wqRxpFh/T787VYdIczXCIsEASYmC9HVeh1CvG31rZ4eeqwdu/P2/aqhEQFsYGujcWe/DHDs2DFmZ2c5fPgwMzMznDp1ipWVFUZHR2lpaXkgflkvBmxubvLa174Wn8/Hq1/9at0X94Po41vanxmRzGazDA4O4vF4GBgYMN1+8u/rt6pQbBBdM/84WlutRKeMxNDerIAsoe5sZ7OOx51nt0fXC7gEV5cN8hpqp0qmimSknS6dX5ynx0Z0vBCFEi0iizUKWJtfHxWrFoqUkKjpUmEdcJaJU67ol+frsRratLk6rSwNGVPmgcNuJi+GsHkUnH61bgoTIJ3Kc3U+i2Wn23S5YhOJacboVwnuogo13+4q+9KVIFkElm8ax5dPFM43apJSlquiSYm8frnTpScs7hZ9dLHllJfoalHtLQuEp0zS+oB9AIYurNLcpxBeTxFaNS87AMgJleu1Mh/n3HNLfH94mZGmJBs+DbmOAbUsC9gCKmK7YpiXEsze1bKF8xcEWCje04HddqI16uG2bfqoXiKiX951yM3SfOGeN4sO2lwyw4MrpuM69HALq8sJtu9pMl1ejYYKuIGtjAYBfBngve99LwMDA3i9Xvbs2cOb3vQmlpeX+YVf+AV+7dd+bcu0g3O5XDz++OMcPXr0tr2A7xX1IoAlo2dZltmzZ4/pA2P6+2tEbS4Er3nUQVIFVq+GTJe5eowWLQCyDSLzSVZG60e40rE652wvPFCdbZ7yW9ZeN7Pn9FEu/7YKOXIe8BMNVhv2wmoN8UzXWs302lmpInGuAQfjZwrRHqtbZv5aIUXobbZTC0+fsZWdIMFaOINiE5m7Gqapuz55A3B1WVmfSXDpWhTxWABBqr02ArMX6xMkKZ9DtMtMXTKu07rXTcYk/ZxZTyOqAvMm5FUrtroTZJitafOnZSrXURBh8WZV6zmXxHhVRKx3r4dU2HhsUYaYVohBOj2FOU2F6tQ29gosLZqnSGObWW7ejLMSyODZYzLHeYhls4ycN9++YA5tLEkoeQD2HPSwupCgfY+Tq2eNRC1SQwgjq/rXKbFCfvM54zz07/cSNxGldPY5SWZyDA+u0rfTTS6XI5fLkc/nTb8fGirgBrYyGgTwZYDXvva1fOtb3+JP/uRP+Pa3v83evXvZt28ff/M3f8M73/lOpNrWBC9RiKLI29/+dmw2m6EV3IMSgYA+AqhpGjdv3iSdTpeNns1w+o8nGP9eiIkpmXiPB7W9EuFQ3ArJiFA3PZyNm0d6VLuA5vXrVKXVsPhVVq/X8YgrPkCTVfYqcWyGMaSXosUxyszUdL9o3uciWnVsSRUNBtT2Tj15yNrlclrQ3S+TLz7XZZOH5YaJJ1/zKR8rEzG6D3lIRbPYbpPGczarjF8spAnzOY3B762x2uVCLY5JECGakk1FKyUk56Kou5tImYhoau1fSvtMBJM4d7tN08OZoneee6+bRI1dT3StQvha9rmIVV0b30MunRGyw2neF7ftYS/B6RiqVWTmZhTVKhFZNk+jOztc2BXzHxdtO1TCaxlW5hNcGFuB/VmQKjdHOhtnMRKjXlC9c4+bmEn6Plr8gSBYxcL857KGffjbrExVqdIVVSRUVQLh7bAyNFghngmTPsVLi8aIuNUmkdHyxCMZLFaJti4r6XSadDpNKpUinU6TTCZJpVLl19lsFk3TnpcoNtDASxENAvgywcDAAD/zMz9DR0dH+b2ZmRnGx8eZnJxkZGRky3yxWa3WH2gEsHo/ExMTbGxscOjQIWTZ/KG8Mhxh/NuFKIeWheClNCM38uQG2lC7Xbh67CxdMG+BJtklNm8ZIykAgiiwcMk89QvgHqjfIsxltWIJWAkX07v2HT4WLuuP49/pID5bqPezbG/S2cJAxQC4BE+3Da0qfSxIAqsjFVLTdNjDbFV7u9hm5RplashCYK/LYMps8cpMlgQjxZrCXJ32YAD+XU6yaf0ELAxHuDafQT3qx9ZsYfqqec0lFAySUxtp5kfNC+FCJrWHrjYr+YxG1mZ+LySKEdScSbeUbBVXV6pawjlaVIYvVgiPIMDaqPG6O9ss3LhSuM/6DvhIxrI0d9pNSZrVJTNydY3NFfP0ucNVIYZaHm4NJ0nsELF3F6655pCYGzYXNAFkReMyWRWIrqWxe2RGr6yz7ZSPmVHjvd3e79KNuanVpn/db9WphdeX9Ndh4ICPuSlj9HX7IT/+ZjuTtzbp2+HFarUgyzKyLCNJEoIgIAgCmqaRz+fJ5XKsr6+XfUVLRDGVShmIYiaTIZPJkM1myeVyJBIJslnzH24NNPBiQYMAvoxQSl2W/n33u9/NG97wBv7Nv/k3vOY1r2FtrY5i7iWGkg9gNR4EASztpzR/c3NzzM/Pc/jw4duKac58bsIQWdPyMH12k5tXsoTtbsQdzShdLkMQ0LPDQ96krk6QBSLrMtk6KlCA2Ip5ZBAgH07j6HGVx7URMRIWT1uh/s3SYmXqbEh/fAlD/ZszoK8HbD7oKXcSQYT1KgNgtQnCU5Xzis7qCYPFJFXu3OsisZnB22ktp44jC+ZCCKtbZvKqOalOx3Nc/P46oT474TodMAC83Vbs+5oIzRmP4emyGoytoTIHQZPWalaPXDbpXpzWLxckSK8V08M16V/bThvpql68XbvdRJaN41Z6FZIlYlwkSB6f+X3ZdsAFgsCGSUtCV5PKmMnczY5GGN4IE3jMzdr67etpMzHj/eTwSaAJOLo0BEueG4PmHXFWlvSk0NNUOQdJFhgZqQhG7E7FYAEjmbSuO3iqhcELS6wvF853YLcPURTLf5Iklcmgoiioqsrq6irZbJbu7m4URSkTRVEUdeUguVyObDZLNpstRxQ/+tGP8s53vvO2c9RAAy80GgTwZYTaGjaLxYLL5aKjo4Ndu3ZtmZoVs17AD0IEApVU8srKCuPj4xw8ePC2vYUji0lu/M1i3eUt+93c/NYqQ98Nc+Nylrmsm1RfG/L+VpROF4IMkteC0uFCHfCR6rKS7LGT3uFkYax+9MreZWfjlvlyySqSWoqVxSH2PQFWhmrWFSAxUxR/tLkMQpLWgx4S6/qonarq75981f0UONnEarV6eKBS3+fpsJKpUuqKisBSjb+du9/O6NnCg7+5z4Gmgc2jEJk3J7ltB90kI/XJsatNZSG6yYxLwLrDWH8IoEgaq3Xq53y95tvYnBL2PjuheRMvx6IJsqPPVu7MUV7WopYVwa37K+lfT5+NobN6qyZvk5HUtR52MVT04nO4FcavFQicxWJe3rEWStDW7TAIbwC697jJmvzoAEglcqxJKUKOjCnRKp3L0qQxAhhoK4hasmmV1n0eUnHj3Lp8EgsT+rlJpSv3pn+XzEaVt2BTi/5HR1OblRuX9TWFnX0url9d5dDxVuaLRt7b99R67uiRzWYZHR1lx44d5RaOtUSxmiyW/hRFIRgM8oUvfIG3ve1ttz1GAw280GgQwJchSnVq//t//2++973v8Y//+I98+9vfJhAI3Nd+P//5z7Nt2zasVisnT57k3Llzddf90z/9U17xilfg8/nKqt3brX83MEsBP4gaQCjMXTgcZmhoiL179+L1em+7/vkvTpFLmx/X4paJrKR0adrERobpc5sMfTfMOg7O/b8kw6MiNwazXD+TZPqyQFKzM3k6x/QkZHY4wGH8GGcd9dNPjg4LgiwQuhUGQWBl0fggbt3vIrWcxN7rZPqMMRokWozHzFelYy1NCsHBQk5TcUnMDuujhckq14/aFnCthzwka9LNWadUVpuuFKNrgW3mJEy2iszcNE+bQ0H5K7bnyaRFNhbTXJqNYD/pMaynobF43VwgkqmTepZlAamO/YjDU4hqKiat17ytlVpJucq3TwtIBpVtqCY1LikCwXCFcPXs9ZRT39WK7hIC/XYmbobqRgdXTKKCJTR1WFFcIlfOLSEMSDibjd6IbdvN+21b7BLtu5xoFoFr58wVus29VqN1TtVnLF4j+FDUGmNuf45c1XypFoFkNk0+n2NmvJJjfz4CODU1hd1uN3h5Ph8EQeAjH/kIP/3TP82pU6fuatsGGvhho0EAX0YomRiX/kp1Lg8Cf/3Xf83jjz/O7//+73Pp0iUOHTrE6173OpaXzdM8Tz31FG9605v47ne/y+nTp+nu7ua1r30t8/P33ri9BKvV+gNLAQOMjo4yMDBAc3PzbddLRbJc+vOZusubdjn1qtoqtB5wszISMXSn6Hm0ieClGPmMRj4LC5fSLCUs2I+0IMiViEw+ZF6DBpC3pBBaRLKJHNluCxsTxmiN6ijMVUpVDXWEkkVg6YaRGFV7FTbtcpe7krgPeImtVaKF/gE7q+OVFKjFpo9S1V6l5mMeZordQLoOusvRNVsdIUTnES/ROr2DAZw7VWKJLPl4Yft0IsdzZ1bgYQ+CUphDe7PKZso8wiWpAkvDdaKv6Twba+aii1LHkrV149hs9uK5CBrBkcLcBvY7uXVR74/XPuA0iGNaT7kJVqWUE7HK8RMm/Y3tHQXSJpsIlrp3u1mYqKOKFjScXRZi0cI+J0ZCLCmJglF4Fer125VEEUezymY6XVc8Eg4ZyWeueArNfXYmRvRj8/srxF2SBVZr+hZ373awOJegf6eD9ZXK/bm8McwzzzzDuXPnGBwc5ObNm0xMTDA/P8/8/DzT09M6v9Q7xdWrV/n617/OH/7hH26ZjEoDWxf1nxINvORx+fJl/H4/7e3tKIpi+EIqvU6n04yMjPDVr36VX//1X6e3t/euj/XpT3+ad7zjHeW0x5e+9CW+8Y1v8OUvf5n3v//9hvX/6q/+Svf6z/7sz/i7v/s7nnzySd7ylrfc9fGrUWoFV40HQQBTqRSZTIbW1tZyh5Hb4fKfzxiEEyV0nvIycyZkuqxln4v18ZiuG4eoQMdRH1PPGk13k5tZhp/ewNvjoqNLRopnWLlZXxzib/GgSllW5jaIBC1AjWJahvh4GKFTMghDAFzbVVZv6ImrYhOJV9XjhYvE1t5hYfycPoLobreyXEUAtSoVrtUrszhYidRIqsBSVWs81V75ytJM2t6JksDSbP3UeMfDLuanwqyv55A1PVG58twKvXvctGzkaepzMFxT91hC614381fM1dVaLs/isDmBEjQNtUlhzCQ6KRUdklsPuJkudk0JY7x3/O02ImNVnVfaLdy4UkkRe1ssTN6ojG19wRgtHL1ZuB7VdYUlOHz1VdU7HwmQFnK6qOLaUoLoZpojJ1uZPxtGUgRmTexfAAQNEkqeuTHz+bG5RZZnjOccDxXuT0eHClP6ZdXR0V1H/Fw6Fyy/PnCyhYvngrjcCoszFSLscCr85M88plP/plIpYrEYGxsbbG5uomkaly9fRhCEcnrXYrFgsVh0/7dYLOUUsaqqfPCDH+TXf/3X63qBNtDAiwkNArgFkcvlkCSJf/fv/h2zs7P8+q//Oq973etoa2srq91SqRSbm5ssLi5y5swZ/vmf/5kbN27wmte85q4JYDqd5uLFi3zgAx8ovyeKIq9+9as5ffr0He0jHo+TyWRoanp+c9bng8ViIZnU12Ddbw1gyehZkiTa2tqed/18Ns/5L02ZLrO2iATrpBYDuxyEZhK6zhkWt4S7x86MSSq2GqGZBNmsheY9LkRbkrzJAx5AyGSJzMWx7m0h9pSRyLQf8pAcXkNrcgEmZMrgpQeKX4Pis9faLbFRJHjZJpHsbDXx1liu6XaSXK6QycA+t47k+k/4GHqmQHAsLom5qr7A0UVj9LTrmIeb58w7U3QcdTNydoP2w3ZkN6zcMpLk6eEw634Vp9+N6pNJmrSnU00UvGU45LrKay2Rw7HTgXbaWB9YsqJRiunf1hMeBi8Y06TRRf22co9C8kLlOnfscLNWjLr7mq0ka9r2dR72cPFi4UJtBvX7Um0i49dDpmNv7XNw5VIQT7MVj1OfOk4lc5y5uMDJH+lA2YTxOn6WFrfEhefMMwIAgW6Z6A0jAdxYTqLaJYauG+cjFq5cn2is8kOms8/FjWuF+2b3/gAXn6sQw4HdvnJrTMOxNja4fPkyr3jFK5BlWaf8rf5/OBwuvw4Gg/zqr/4qTqezbBvzlre8hba2Nt785jdz+PDhuufcQAMvJBoEcAuiFNl77Wtfy//4H/+Dj3/843z84x8HoLe3F4/HQyKRYGFhgVis8BDs6uriN37jN9i7d+9dH291dZVcLmeol2ltbeXmzZt3tI/3ve99dHR08OpXv/quj18Lswjg/dQA5vN5rl27hqqqd7yPG3+3SNhEPYoIokMkvWx80DVttxMNpkhXec65Oi0IsshSHcJYhgCdjzQxc2mTle+s0rbXjm0xAiZDkGWNVDjDyrK5jYfVCuqhJkafNUZyFIdIaNSYwmzu8hAKFgiqvdlOeDqKrV9ldlAfgXJuE9icqhA32SoQmY0jFNuVhZcr61ubVcYvV0hv1wEP488VTaRdMpuz8cKJV2Fj3Tyl3lSse3O3ykxejbLzhJ8VzKOkqUSW62ObLKxH8HVaaety4FQltM088YmEqSoYCirfaPw2noJrGdKt5hG29EamnP4VJFhcMY4t0G1ndaxyzVoPu7hSQxJDVWnOpjYbS8v6+yZeNF602CTWFxNUz1/fQR/XTUyZJVkgpebo2+XlxuAqSafx3tU0OPPsAo+8tpNWlwtZEBGyGtlEnvRmjth6mpVIknjEPD0OIGgqtTes06OS2Mwy8LCPuTPGz0BJ1ds14OLWjfXyuWUFjWQiS1PAyo3LehFNvfo/TdMYGRmhr6+vrOq32WzYbLc3G89msxw7doy3v/3tHDx4kFOnTrG4uMji4iKJRP16ygYaeKHRIIBbEKVo1yc/+Ul+9Vd/lT/5kz/h+9//Pqurq0SjUdbW1lAUhdbWVnp7ezly5Ag/8RM/wY//+I+/IOP9+Mc/zte+9jWeeuoprNb6/TvvFPVUwPdCADVNY3h4mGw2y0MPPcTly5fvaD9n/njC9P2Wo04Wzxujar4+O4n1jE78ENjtILKUJrFR384FwDfgICcLjD1TiXwFh+I0Ddjxx9Jkq/YpW0VEVUDd0UziqZBhX7JNIjK6Sdxi/tBr3u9h5qwxEllqxyVZRTZuFR7iWcWYXvZ3+NicqozT22UhP144P2u7xHqV517KnyZV1R94Y6kyb95OlfCwnix0PuRh9IpxbDavTCiRJBPX6DzoJLi0hnSb6ueuIx7GzhYskTaCSTaqImWdu12EtQwtP+JGWM8SGY6X1buuNgvz9dK/IqTWksyu1elbvJgsp3/bH/Nw+TkjEWvrsTM1U5irWuEHQEuPndkqz8has2h3m4WRwcLct3U7WBvRj6W6drAaA6d8nHt2kd1H/TS324ksmtdXevwWTn9vnpSJQGbf8WaWMnEcXoVYyHgcm0tkesQ4d02tVlY24wTXjYTY7lTYLFrAuFssMF54f8ehJi6dXQKgf4eXS6eXdNvVI4ALCwtkMhl6enpMl9eDLMs8/fTTrK2t8fnPf37L9VdvYOuiQQC3KEqGpnv27OEzn/kMAFeuXGF0dJRwOIzNZqOjo4MDBw7g9/uBSt/Luy1eDgQCSJLE0pL+i3Zpael506Wf+tSn+PjHP853vvMdDh48eFfHrYcHaQMzPj7O5uYmR48eRZbl8rzeDhNPrrBsErEL7HESvGQkf55uK+loVmer0n7Mw9L1CNnbdKmQLAJtx3xMnNkwVXuuj6eQtjvwyUkyRVGEq8tOJgEzF8yJSttBF4oqsPC0ebq5nj1Irth2K3DQw+yZEP7jPkZqUtaiIrBYIx7xtthZLxLAwICH6GKBoHh3ORivIgSeToX18SrioRhJxHrYeE6CBHKHxPJwCk+bWhZVxDfqqKQFjaygkauz2OFRGDm7Vq5zs7sVtu1y4xJlLBaJ1Ih5/aG71YqjXSV9OWRY5gqoZFdyKC4FxSEyXsf4O7leGVTbKQ8XqtKaAM09DhZnKkRJEvQs17/DzvhyUZlt1V/HQJediRvGsXXucXHxTBB/m43hK6vsPuivSwB7d3u48KzR8qil046jSeGZ/ztHoNXGth4PM1f157htr5frNXY3AC63irJb5MqIMXXc0m5nYTSK3SUzPFjY9sDJFi6eLcxLe5eTqyZpdLMewNlslrGxMXbv3n3XnZEikQgf/ehH+exnP9sgfw28pNBQAW9hVPv+aZrG4cOH+cVf/EXe/va38+Y3v5lXvepV+P3+smN9tcHp3UBVVY4ePcqTTz5Zfi+fz/Pkk0/y8MMP193uE5/4BB/+8If51re+xbFjx+76uPVQTwRSmoc7xezsLIuLizqj5zuJJJpF/xSnRCKSpUZ3gKvDQi6jEavqyND1sJf5i5u3JX8tB9woLVbGnlk3JX8lrIzFWJVULC2FyKq9RSGat5A2aZ8FoCoaczfMU6NWr0zwmjk5SRSjZOlEHlEVWJg27qPzkIdETcePUgs4DVgvq5E14hI6pWhzn1u3nduutxpp3m1nbcLI2lz7JBaKHSukpgzZrIYgQnDC/Dw6D7rrtuTzNFt0KWmAeDjD0Pk1zp1fYjafoulH3CCa+Ns1q4Q180iup8VaTv/6j7oJrxrX87RYCA4Xxuxst3DtspHYLM/W9GWubiEoaExPV85Zq+lS0dLrMChzLTaRjXiSXE6je8BNLqdht5unsG1OmZvXjEbysiLQ1GkjWlQOry4luDS0RP9jXqQq1Xq6zr2uWiQkn/ljyu0tfCYHDvhIxLO6uj+Atg6H6Q+WHSYRwMnJSex2Oy0tLabHuh3+63/9r2zbto1f/MVfvOttG2jghUSDAG5hTE1N8f3vf5/Nzc3bEjtZlrlw4QLvec97OHv27D0d6/HHH+dP//RP+Yu/+AuGh4f5D//hPxCLxcqq4Le85S06kcgf/dEf8Z/+03/iy1/+Mtu2bSMYDBIMBolG6ys47xT1IoDAHaeBl5eXmZiY4ODBg9jtFb+556slDA5uMvmU8UHYvN9tqAl0tFoQRKFsBSNI0HnSw8zpUF0SYvHItD/cxPTVsGmvXDOsTycIZiUsHTYUh8z0GXMFq8UjkxMl4nW6YwT2VqxdqmH1yCSWUzjarSxdDeM54jGNEmkm3zalFnCt+92EiyrilpM+FoaqonkCLI/q74toTf9jyaQncPfDPuavFcbhbrGwNF64bv5OK1nzMj7WYpuEVs2jn4FtqqG1XAk7fyTA8NlVzj4XJLffgrNbHwmSLBpLs+YHtbtlWvd7yKFx87K5gKVzu6ts2qz0KKRqBD5dO1w6KxhA1y2k84CHpbnKcpnK+AQBZseM90TXEQ8LM1EkWWDiVgiAXJ0fGzsONRENG6/5nhPNiIqoq9TM5zXOPLeA3AuuVhGHR2H8hvmci5LA9SvmnoGqKgEaC/NRXd0fwLbtHq6eN0YNvU0WAq16/8h4PM7MzMw9meEvLi7yx3/8x3ziE5+o2we8gQZerGjcsVsQJYLy0Y9+lFe+8pU89dRTQEGtW/L+y2azZDIZ4vFCdOS73/0un/vc53j66afv6ZhvfOMb+dSnPsUTTzzB4cOHuXLlCt/61rfKwpCZmRkWFyvpoS9+8Yuk02ne8IY30N7eXv771Kc+dR9nXoAZATTr41sPGxsbDA0NsW/fPjwevUHw86WSz3xu0vBex3EvszXpUHtAQbGKZVKouiSa97mYPWtOzgA6TvjIyCITz5mThNshNJ9kKS2ymZPQ8ubjbz3oZuZC/eOnouZ5UU9XoV7Q1edA9cpMXjbuw+KSmL9qfL/UAk5xFapRZLvI3JSeyPQc9hCuInyqXSI0VdVVpN/O5EX9/LbudzFS1T+3ZYeDTJG8BTrMO7cE+mwsTWbJRYxpPEmF+TrpXU+3xMbmZpkcTQyFGApt4jlVIRqJXIzEmvm8y7KI4pZw7raTjJnPcbYYsW17qNLxQzeGFv2YFYvIRpUFjFbjmZ0MVT4HfYd8rC/pyem2Qx4unS6kUvc85Gd9pbAvs+ikrAhMjoUM7+85GuDmjTWuX1khGjKSw9nJGAuxJNsf89G63WFqQaNZMa0pBMhl82w/2MT8dIQdh5qYnaxEOJ1O1dRrcGC3Mfo3OjpKW1sbbrfbuMFtoGkaH/7wh3nd617HY489dlfbNtDAiwGNGsAtjJKlyjPPPEMymWRjY0PXrzKTyZBMJpFlmcuXLwOFdO694l3vehfvete7TJeVSGgJU1NT93yc50M9I2h4fgIYjUa5du0aO3bsMO2McrsU8OZsguG/19dAOdosrNS0ZJOdYHUr5ZSns8OCZBEJXjWvy3O2WbB12Bg3EV/cCTxdVjzb7MxfC3PmG8uodom2Ay5cLpncRprIaBQtC5og1E0N2wMqwevmaVO7VyEBbEzG0boksleMJKZtv5uJ03ri6u20kllIIVmF8r59RzwEn9FHUCVF/zs1sM1OqCpNbWtV0ap4t6vNQjAYI1eMVjr9KiNVkTWpjgLE3mnBFbEQMukvvOOon+HTRuIlqwJ5i8TquD61nUrkuXBhlbadMt4VmbRJy7USsskMsUSeoWKUrRYOr0LwesFjbyFkVG4XInj6e6el08HmeIG0WT0yw1crc2qxSaxXnaMo68dmdyvMLUfKBCpRJGBSHY/F3UcDXDpTU4/YYWdsbIOdB5o49+wiCzPm93YqmeXKjWXmisvtLoWWNjtejxWnXSF0GxVtPJpFtgq6uj+A3fv9DF0xXisw1v+tr6+ztrbGo48+Wvc49XDjxg3++q//msHBwYbpcwMvSTQI4BZGicx9+tOfvuNtgsHg86/0Ise9RgCTySSDg4N0dXXR2dlpus7tRCDnvjipr8cTwN5iIVxV8K66RGRPpd4tsMtBdC1NeMGkPqxo7TJ7ZZOVi6G64zaHRsdDHvKCwOyVECtVvWfT8RwzVUbG/gE7bdsdRGI5JItALmU8P/8uJ2ETE2oAUdAIHPCwvpogeM1cSZqOG4mlt91KeCFF60EPM+dCODotjF3Qk1ybR2Z2UB85dPpUQkULF3eHlfGqbWSriOYWiY5WCWr2uFh+tpIOTESMBNXmlRm5vMa2PR7m1oxEN7Rsnr7tOe4lr8HquDHtDxCcyLLhzHLA14zijJGJGu+/VDbOcjZdN73a0mdh5VKC1hN2rpwzHmfbfi9j12rMtv2WMgFs3+9i9nSFuLV1O1kbKf748KmMXtVf15Y9Dq6cKwi6OrY5GSnW9rV1OVmb1hMyQYClRX3EVpIFLB6Z1HqMW8MbtHU4WFswJ3L7j7dw/mzlR1M8lmFqfBOEEK98XQ/f+ZdZjp5oIzSdZKMmSpnP5gmFMsyXji9o7DvSTFOzjXAoRXDOWIdaXf9Xsn3p7++/a/GGpmn8f//f/8c73vEOdu7ceVfbNtDAiwUNArgFUSI7LS0tWCwWtm/fjizLZed6m82G1WrV/dlsNmKx2APx4XuhUY8A3i59m8lkGBwcpKmp6bYtoOpFAJOhDFf+Ylb3XtcjTUxXkSbFKeFst7B+q/Dw7TjqYWkoQiZh3J+3z45mlXTWLncCq1um9YCbtdk4Uyap2BJcLRaadzqIrqcJ3oywPFF4WNq9Cr3HPaSn4sSqahZj6/X923KRLKgaMUvOIHIBcLZYmL9mkhYutoDLFomP3GElM68nCp37PYw9W0N6qo7h7bMTXKxExQKHXIxWGUHbPQq3BvXbr5oIVNr2u1h8Lo7NZkxD9h3yMDEYMrzfc8jD1TMrdPWY974tYfuxJs4+tYzVLrH7MT/5xSwb45Xz9LY1cfVf6rdAzCeyWPwC1wfN74WcYEyvKlXf7Eur+qihx2dhjcJ7PXvcDFaZM28/7uNCVTeN5g47M1MFQuxvthkI4K4jfq5e1Nfa7TvZzLnnFjnycCvnTwc5eKTZlABKEszPm0cGjz3WTjRaOK+LF4LYHQpHHm1l5OwauayGw6XgabGyOZ8mk85y4GQzSysxXH4LgxeX2NxIcehkK6sLcYJV4phqC5j5+Xlyudxd274APPnkk5w/f56vfvWrd71tAw28WNAggFsQJQL47ne/m3e/+913vb2maS/plIYZAYT6Ao6S0bPVan3eQvB6+7j05Rld+rRph4O581WRKZuIb5u9bA/T/WgTM6fXjX12VYG2E01MnlkvpzDvBP7tDuwtKjNXNhmtJUxF2JsU2va4iIczLAyFCT1rjGrFQxmGn1lFEKH3iBc7ApmlJMt1/O0AUqEUcUuW0Kh5dDWw08GmSQRNS+axBVQWB8P4D7gYOW9McUdNas7iRcW0zacwUZXa7XlFEzee0QsGOg+4GayK/vk7bITnawRCEswUVcEpk+igIBrvB5tHZmE5xvZDPqZvQ7S7DtpYKJo3J+M5rpwujKX/oBe/zUJ4JM7sQv22fRa7xOZEFtdhB9kLJiRKhuCkcW4314uK4U6YHNWPL5+tEMaVYIUcugMqt8Yr18Bikxi5Xplfi8Voj1LdfQNgz1E/555bRBRhvpguNiPVAPtPtHDutNE25tCJFjLZfLk9HhQig8+cnqO3z0Oz3UY+pZEWcvjarWymU5w9t8DJRzrYXE+xVjTDvng2iCQJHD7ZytpCnMXZGNv3FlLAmUyGsbEx9u7de9fijWw2y+/93u/x/ve/37RMpIEGXipoiEC2OPL5fFn4UfrLZrN1/0pegC9l1COAZtE7TdMYGhoil8uxf//+530YmEURc+k85//7VPm1ZBXIZPLk0oX1JItAYKezQP5EcO8TmX7WSP6a97lQ222MfX/tzsifqNF53EPzfheLY1HGn1vXtZCDAlHZ9oiPjsNuYuEMo8+tMX89XLddWXnXskA6kydpF4i3qgROejGTJtsDKnhzxJL1vdMiy+b2J8nlFP5dTrR8nlDSSLyaBxwEa4QXskVkY7JAmFr2uUgXo6edRz0M1ZgnW50yY9f0UTN/h9Hguvuoh7VgAkGA5Uk9GWvusTNhYi7dvNvJejCBmK//WfG0Szg8dlbnjMRt4kaI8xeWsJ2ykXFphUa5Jujd5yGw12kq/ADoP9REImIMu6oUhC7ubmPLs2TRkqWpS2JhojK/QlOGcJXp+LbdTp2yN10jxth+wMfEzVD5daDdzth44fX+oy0szBX2nU4Zxycrgs6WpoSBPV6Gh1eZnQ6TyRpv0unJTS7cCNI0YOPq8DKnT8+zuBBl7/4AmWSebM02uZzGxbNBZhci/MhP9eApWsdMTk7idDppbm42HOP58NWvfpVIJMJ73vOeu962gQZeTGgQwC0OURQRRRFJksp/sizX/dsKVgYlAlhL1MzI29jYGJFIhEOHDt2RAaxZBPDaX8+XrVwA2o54CU0VHvqCDK373AQHwyhOiZYDTkI39Ntb3BIdjzQxeyPC+pR5e7Zq2Pwynv0iql9l8nyI+RpxhsUlse2Uj86jHhKJLOOn15kd3CSfq08qBRHa9rjof6yJ9kNuciJMX9tk5Jk1pi6FuHZ2DW2HnaYjeqWkpQkyFonNafMUsa/PxvIto3BAtUtEZ+NEllO0nGpiadQYBfO0G7vCNPc50HKF7aeLxsVN22xMjRpJbfdhD7GwnlgqJlGscLww9rZtTpI16/u7bAY1ad8JH9fPrdDR52TSJDUMIFtAdqnM3jAXzgBsP+YjJeQ5fXYBy34L/h12wzqKJJoKP0owi04CbCwkkFWB0WEjec1EC3PQ0l1Jhw6c8DA9qo8krq/rieviTEj3Op6qjEuSQXELRDYLhDEcrnweVpeM499/rJmlmshnc5udldU4ew8EWFqMsRw0j4zaHTKDl5dZXyuMt7XVzvJCnFg0U9enMJfT+Imf6y+MOx5ndnb2nmxfYrEYH/7wh/noRz/6QLoWNdDAC4mX/tO+gQZqUCrozmT0pKQ2AjgzM0MwGOTQoUN3rH6uJZGapnG2yvql7YibmecKD11Bgo7DXhYubeJss+BssxIc1JOhtqNeclaZ8WfXTW0rqtG6z0nrURfhzQwr13NEq8yjFZtI70kv3ce9pDN5xs+uM3MpdNtIYqDfTv+jTXQe9SA5JWaHw4w8s8bM4CYZE2Pe4GiUG5c2kPc78O0rRpbsWdbMu94B4O0ybynn77Xj63cQWUoxPWIkSaIMiyZpZ2dT4Tp1HPEQD2WxemRi+RzJmtStapOYGA4Ztk/X2Ky07XYyOVRYz9+qH6vDLRuif+5WC+O3Cu81txkJWwktu20EWuxE1s09FfsOeshIeaLhwj06NrTBtelV2l/hRnUVCJqsiuSssDRTx5jbITFx3UjwPAELyXCWtgMO4jXRQYtVYn0+gWIRmSh67/k7bQwN6SOl23Z5WJyuEELVKhFdq9wT7X02pm5ViF3PXhuTxQ4mHdsUxkdCxeOJBOf097yiCIwXI4Ul2OwSVpdEJJJianwTp0spK4NrceBwS7mPtWoR8XhsdPW4GBvZIJsxV7EfOtbCT79hOwC3bt2ivb0dl+v2tZtm+NznPkdHRwdvetOb7nrbBhp4saFBABvYcigRwNv1A15aWmJycpJDhw7pjJ6fD7URwLF/WWa1mKa0+RU2SkXyAnQe8zJ/IYR/h4O8BmtjlQe54gX7bpnJCyEiS+YpUgDZKtDzsA/vDgezNyLMXgyjFTmMbBHoOe6h56SXvAgT5zaYurBBNmWe3/V0Wul7pImekz4sfoXFiRgjz64xdTFEImzuP2eG2ethhm5skt+nYQ24dUS0FquT5tErh0/B0W7FfcBlKjDpPuwltmbcr6gV+uAujEcRRHD021idNaZYe494TcnXeo0Zs+StfAXKNdG03gNeUtUpdUHD3qES3czgblIZv2Ruy9Nx0MLqQrru8s6dLqYmN1lZjbMWrIw9l9M499wiG440Xac89BwwNzMuYdt+r8EQGiDQXiCyKyat8Vq7Ch0/+g/7iIUzCAKIXoFEDTF2evU/iDq6nFQHvj3Nlc/M7iMBbl6vkDyXu0Ks2rscZQPrErp2WlhdrrpmgkZrj8LEWIide9ysLMdp7zD/THZ0Obl8odJy8vDhNsZHNkgUu56smEQbAT740UcQBIH19XU2NjbYvn276Xq3QzAY5DOf+Qyf/OQnt0SmpIEGGndxA1sOJQJY6wVYIm/r6+sMDw+zf//+uzZ/rY0AVhs/u3vsxNcKZKb7pI+5syHaj7jZXEiWO1doQNtJN6msxNpwfdJl8YN7n0BG1hg7vV7uhCFIGq0H7HQed4EqMHkhxOS5DVObFWdApfekj20P+3B2WlidT3DruTXGz64TNSFX9SBIhWjhtpM+Bh7z037IheSBuRs5zn5nFds+O+2nPEiq/kHfts9JyKT+DUARBeLRrE6xeydIrKXpPOYlFEzS9YiPqSshwzqyRWR61CjM8DRbdEbGrha9P2CkisiKEiyM6wnUwMN+bl0prN+/x0fGhGj7ekSmhuNs215DHoto7imkOXv2ethYSbI4bSRp6ytJTp9fINOm4es2j6ACZWPrWjicKs4WmfkJ4w8Lr7+Qtix1zNjxiJ/RIT1RdbqVcm/d2u0AWrrs3LhYqLcMtNmYmAyVo9e9Ax6GqjwHA816022LVWRlWT/ug8cDjI7EsFhFZoo1mIpax4/SoZVrCg891MTFM0H2HmhibGQDm11mwcSn8Cd/foCHTrSRz+cZGRmhr6/vrv1ONU3jox/9KD/2Yz/GK1/5yrvatoEGXqxoqIAb2HK4XQQwHo8zPT3Nzp078fv9d73v6gjgwsUQM0Wblq5HmpgudujoecTHzHMbdD/iY+ZsCK1Ye+futSI4ZCbP1KsLK3n3weyVTSKlzhGihndARlA1wjMaC9fNU4KKAzy9KrJVIrqSZWM2xYaJivZ2sHlkmnrsWN0y+TxE1lKsTMdZnIjBhPlx54bCzFFIz/bu8RCdTBCdT2H11n/IqjaJUDxrmqJ2+FVmrxgJnKQIbEzFSaRz9Dzs5caz5sKIvqM+Bk8bI2eBLjszy1X+h7sczD5bIAwWm8TyeIU8DBxp4tb5KiKzzV42F5YVkYVbxmtocUEsURBDjJwzjs3bYiGRzRLZTMEidPa5GL8aMj2Htm0ORm+uszgd5dDJFhJzGdbnK9FLp09l/Jp5hFHL55Basmgm06PIIv4OG+PXNmjb7uDyBaPv5/YDTVx4dtGwXQnN3Xbm5iKIEtiaFOaGK/Pm8VtgvLJdrqbn8J4jzZx9bqH8+vDJVs6fK7w+fLSNs88W/m+zOQA9mdu9z8vNYt1n/3Ynw0V/yI2Nwn3pC4gEZ/TEUbWI/Nu3d7KwsEA4HCabzdLe3n7XTgfDw8N89atf5dKlSy95kVwDDZTQIIBbFPF4nIsXLwIFg+NUKlX+SyQSpFIpksmkbtnGxgYDAwO8973vfYFHf38oCV3MlMDT09N0d3fT0dFxT/uujgCe+eNC8Zu3z8785RAAPY9WyN90sRZQVKD1uJeZC2GyKaNlh6l3n6DRccCNxa0wNxRibcwYLZStIi07HChOkfBqipWJBPGhOyR8goarTcHZUiCM2aTG5lKazWCKsIln350gHk6zOBvD1arSecBJJpnH1WklMm9iAaMITBfnrBbte1yMPWO0sglsc+Bxq4QSaUYum5MfSRGYM4mqAVgdla872SIwXiWQ6BxwsXStQjiqW7KJEuSslNOtu4/4GT1bE7kUNJztKrO3Euw/5mFjRn/OdreC5BRZnIiw51SAS2eDdNzGP7Clx87F7xXI2ZVzyyiqyOFHW1m+HiW+maVnt5trp8175EbWY6xtmkcHM8k8rX0OVlfixMmaRBE1FmaN81eKZnoCFm5cLjDL/Q+3cK6KKLZ2OLh2SU+815Yrc2pzyNy6WZm3HXt8DA4W0rlOl8Lw9QpjXapJ5UqSQDxWGGtrq53wep5cTuPQ0RYGiz6EHR1NBGeWdNv97Bu7sLuyzM7OEg6HEUWR733ve4iiWPZFVVW1/P/qP1VVkWUZQRB44okneNvb3sbu3btN5/VB4D//5//Mhz70Id17u3bt4ubNmz+wYzbw8kaDAG5RjIyM8MpXvhJFUcjlcs+rBC4pZx9++OEXeugPBLVWMJlMhmg0itvtZtu2bfe831Id4cZknJv/tISoCCAJZBN5eh9tYv5SiPYjnjL58+92Ek/mmHg2ZNiXwbtP0Gjb68LepBIcjTJbo+4VJGjb7cLmU4iHsyyORJi+Vl9lWoLqEGnqsWNxS+TzeaKhDBtzKdYXM6wv1jd4NoPFDb52Ow6fBVEWyec0krEskdUUm8spVmbjrMzqH97eTiut3Q5USSC2kEJIa0wO1R/35qJ51w1XQCWT01hZTdatc+w75uPqGXNilK0y3O4+6uXymQpZcHlUSq+6druYGaqQ4L6Hm7j8bGVds5rFtn0KE9cT9O31MnpBTw5Vm4iny8LEUAhZEZidKZx7ra1KeV89DpI1tjiZdJ7zzy3idKvsfyxAPFL/uok2jY0x8xR/ZDnJaiZP3wkf558zevDtONikaxtXwvpiIZXfs8vNxWeD7D7iN2zfuc3FwkKVrYwAG8uVce4+7OdMMcLX2m4nuBItp3P3HWwuR//sDoX5GgHI0ZPtnHtuoSz6GB8pfL7Cm1U/eGoCc4EWGx/8yKtxulRGRkaQZZkjR46Qy+V0P4hLf9FolLW1tfLr+fl53v3ud+Pz+YhGo0iSxG/+5m/S0dHBT/zET/DQQw+ZzvH9YN++fXznO98pv5blxiO6gR8cGnfXFsWOHTv4+te/jtPpLBO+WuJXTQglSUIQBGy2+jVHLyVUE8BcLsfVq1eRJInm5ub7SuGUWsGd/fwkWk6j81Sh20fvY02s3Izi7rYxf3ETxSkROOBm8syGzp5EkKDzaKE+bP56GMagZZcDZ4uF5fEY8zrlq4ajQ6Sp20k+I7I4EmHmNrYiAN4OC54OG7JVIp3KsRlMsj6XIHYbI+dqKDYRd6uK1S0hqgJ5LUc6kSOxmSW2liMegXgkBtQ3LxZlcDVZcPgUrC4ZRZVAgGROI+eVSMWy2JwSPT0+8mmNxEqa9ek4Wg5adzlZGjHWcQFYXTIzM1HCK+ZRTlESCM7XH9d6VTeK5RU9SS15NkIhWldCxx4Xg2cqUa3+/V7mr+vnMrBdYvJGgbQqNeIAUYL23S5uXi6Qqp3H/Vw8XYjsBU3q1QC87RZEyfwejYbTbERTjN1aZ/dxPzZRYWEoUlZBSzJoigWz66NaJVxNFqRMlotnzFs+yqqxLNzhUlgNJrC7ZEaureFvszE5talTrbu9Ktcu64m3p0kiVixjsDtlhm8U5sDukJHtIusThTlze1RuXK1s27PNzc0bFRLq9VnK0cHDh9vKYz98rIUrFyrXJrSmvy/e88HjOF0qsViMubk5Tpw4gSAI5e8/h0Nfn1iLRCLBwYMH+Z3f+R26u7s5ceIECwsLXL9+nX379v1ACKAsy7S1tT3w/TbQgBkaBHCLwul08vrXv/6FHsYLhmovwKGhITRNw+Px1G0Fd6cQRZHkRparfxWk5aCb6efW6X20ifBiEkERWL0Vo/WIh7X5JBPPVVKMjoBKYLeT4GiUiXMbBLY76H9FE6vTcRZvRaHoldfUY8PTZSOTzjE/skloIU9owUj6ZIuAf5sDh18FAeLhDKszcVYWkqwsmEfQABA0PK1WXM0WrE4ZQRLIZfMkIlk2l5NEVtMkp82FG4IInhYLdq+C6pCQFACNbCZPJpklGc2R2MyRjOTZXC5EBGuhAXa3SCohk0wqqDYZtU2ho9uHKArksxqdAR+iWAjoiIJAPqeRS+eJaTnmR+oT2b5jPq6dM4/+ObwKoeK8dB5yc+OavkBuY6ZACL1tFsYuFSJ4qk1kI57S+SfaLHqfOUdAZHUpi6bB7qN+JnU9mzX6jzdxrRiRVK0ik2OF5U0tNjZM5qel287VC8t09Zqnh2VFYGMjQSqZY7BIfhRVZNdDfsikkFISozdCptu2djlQ7BIrs2HyeePnoKnFWq5zrEZ7l5O54QjbDzZx6cwiTd125of05HXHviZdOhigpc3O5FqBiO46VIj+CQJs2+1hsCpVvGd/oBz9A/B49H15d+xq4vyZRU483MHF5yrENVRlWi3LIrNTlc/Jrn1+fvFX9gAF25eOjo67tn2x2Wxcv36d2dlZ/u///b/PSxgfBEZHR+no6MBqtfLwww/zsY997J5a1TXQwJ2gQQBfxjAjQ1ulwLlEAG/dukUsFuPIkSOMjo6atnG7GwiCwNTfR5EUgchSip6HfaSiWaLLaURVoOWYl6nzofL6LXudKE6ZmcshhPk4zTsdyA6RpfEoS+NRnC0Wtp3yoQEr03GWZgp/1XA1W/B2WbE4ZDKZPOHlFKszcebqkCGbR8bdYsHuVVGsIvm8RiqeI7qeJhRMsr5U+KuG06/ibFIJdNtRrBKiJJDPa2SSOUKrUVIRjcRmzkDsZIuAw6ticyu4myz4OyREuXAP5fMamVSObDpHTsuj5fLk8xqCVPjLkSKeThBNAnnIZwVyacgkIB3Ll7t8lCDJAm0HLMSWs0SW9OlTQYDVFXPiCtDS42Buo0AQsor+vvc2WwkVjbw7BlxsBItE8SGPTkzS3Gln/FIlvSspINggvppDlATiNanh3Y8GdKnj7Uf9XCymTdu7HaYEuanTxmYsyfxEBENOk0L7tFqBRiad5/qVFSQZjvxIG14r+DxWIsEUi1XClqaAlaSQJThnHiXt2eFh+VmjjYrba0FRo0zcChnq/qCg7L01ZFRzezxOIIbTrXL9aoFYHnmklTNVIhCf38rVy/q6wWyuct37d3i5eC7Inn1+nSXO4eOtXDlfmduuXhcz4xUC+IGPPowoCqytrREKhXj00UdNz/l2iMfjfPjDH+bDH/7wD4X8nTx5kj//8z9n165dLC4u8qEPfYhXvOIVXL9+/Z48Cxto4PnQIIAvY2wVsmcGi8XC8vIygiBw9OhRVFU17QRyt8hnYOYf4vh3ehAkAQ0IDkVoO+plfijC+vkQslWg7ZCbyHqGaDhDk1/F22djeTRGdCNN8w4nfR1W1ucSrE7H2Sj2yRXlQvszwZ4FUUPGytpcgvWVJOsrFcImyuDttOFsUlHtEoIokE3niW2mCQVTRMOZssGww6vg9KvYXDK+DhuBHjv5fCGiloxmiYUyRFZTRNfSRNfS2D0ydo+KxSWjWiUy+TQWj0Cg21M4tlCI4mkaaHkNEBCKWUMtr5HLaiTDWVKJHMlolvhmhrSJV929IJfVmL+WRBChfb+FxHqe8EIh9dl1yMnIYH3xit1V+Kpr6rEyekVPVtp6Hcwub6LaRKaK0bOeGvIHhRq34ao+wk07RKaHCrV2+44HuHWmst89j/q5VEX+rA6JsSoBhMVq/Opt7rRx9cISew8HGF431uH522xcv2Qe4ZRkOHCqmTPfXySXrdzjgTY7fX0ehAxYPDJn/mXGdHtRgqlidNKwTBDYfTRANJkxrRvcd6SZ888ZU8rZYn3f9gM+zj67wEOn9OQPYOeuJp0qGPT9iVVVItBsY2UxQSZTIIaCABurerLfFLCVCeCPvq6XR17ZVbZ96e/vv2vbF4AvfOEL+P1+fvmXf/mut70X/Kt/9a/K/z948CAnT56kt7eX//2//zdvf/vbfyhjaODlhQYBbGBLwufz8fjjj3P+/PlyXaNZG7e7xejfr2HtktCEQr/c9ek4nl1Oxk9v4O600rzPyeZSkrwsgAzhjRS2ZhVnq4WcAEtjUcIXNrB5Ffw9NgYe85PLaURWU6xOx1koRmycARV3S46W7Q469roKxKpKbBHdTIMENk3BYpeQVBF3swW7RyEVyxELpUmEM0gWEUSBvCaQ1zQETUBUBGSLgtWj4O20oaGh5SCXy6PlC5G7XCZPPJoiGk5ARmZ5dN20O8gLAS0PC9dTCCJ0HrARX8+yula/9g8gHikQBmu7RH5O/yPAail8DfY/5GP4uVXsXoX5eX2K0+aUmRyspPRb98hMDhVIucUm6XoI7zqlJ3+lfV98tkKSzEQcgW47M/NhVNW8JWFrl4Mlk/ZosgKd2x2EN7M68geFNmyrS3EG9niJaGm6D3tw2RWCEzHWq0yodz8U4OoFc9PpZDRDDo3pubChW40owmwd1fXacgK3V+X64Ao79vm4fFlPEgMtNq5c0s+T3aGURTJHjrdxbXCZ/j4fYzcrc3/4WCuXz+u3k4s2NYoi8r4PF4Rs8/PzaJpGd3e36fhuh+XlZf7Lf/kv/N3f/d0dtYj8QcDr9bJz507GxsZekOM3sPXRIIAvI9RGv+q9fqG+8B4Uvv3tb3Pu3Dne+9730tLSUn6/thXc3ULLa4z90xqaoIEAGQ3WVtI0N6l0P+ojj0Y0kkawieRF0CSBdC7P5kYat2rB0WKh01loxRUPZ4hGM+QVAdUq4WxREW0akc04FtWGxSah2uWC0lbTyOXzyBYRb7sNd0tBgStbRBRVRJAERElAEEDJa1hcMo6AQjZTiPRlUnnikTSJxSyJcOYeiNydm0aXIMkCilUqj1G2iMiKiCgLSIqIJAuFcYuFfwUBXcZT0yCPhpbTyOXyhMNRRFFGFlWy2TzZTJ5sOsdyMEMmk6Nzu5u1OXNrGIDIcgbZDmPXQ4Zla4ubaGgEpwvEw7VNJjior7vceaiJm88WonK+LoW5iUpEdu+RAENFT8Ltx3yG7h12t8LItUr0TxBgYbJGSNJh42rRzqS6O0gJuw75TQmaYhEIdKs4XXYDKSphx14fnmYrl84GSVUpj/t3emlrcRAKJknXaaEG4PCoLG3EdTV3Jew/2sxlk24lNrvM4myUw4+2MTUVYmExarCc6Rvwcv60PqJYEoBYbRJzM2EeeqhNJ1gRBFgzSfVHiz2I/+3b9tK/w0smk2F8fJx9+/bdddcOTdP42Mc+xmOPPcaP//iP39W2DxLRaJTx8XF+5Vd+5QUbQwNbGw0C+DJCbcp3K6aAg8Egb3jDGxgYGGBgYEC37H4J4Mg3l5DtEvk0RGI5VJ9A1yNecnmNTDZPOpknKwlYXDKZfB7RKdG6341sERFlEUEWsFoUWl0y+byGpBSJG5DJZslKCVq2ubFYVBAKNXj5bJ5sBnJ5jXQiRyqeIxEpELlsnU4QtZAtImqRjLn8FmRVRFbF8vEluUAiBRFEUUATNCKRCIqiYLXZyunefPEvly14sGWzWpGIFQhZOpUjk8qRTuQLwolY9nZi4XtAGjBv9TU9vEn7dieLY0ZlrdUhsxnM0PdoE5ef05MkQYToYp7uvQ5mh2K0HbBwq4b8CSLMFW1HVBtEU2kyqcKPJadXYfJqYVnvAQ8j19d1ohGAvoNeXd1ee4+TpWn9eTT32pldCOP2WZibCFPNhkvCj1pYrCLeDon1pSzhTfP09879TYTCKUSroCN/ABOjISZGQ+w60MTI/DrbjnlxWhXimxnmxyOk4jm8TRY0FW7dMO/Ysrlp/uOgq9fFxnKS0ZF1rG65LMApobXdwZWLRsLqdhdStYeOtKLl0Yk+wDz6BzA3E8bjtfDu9x8rnNvEBG63m0AgYDq+2+HWrVt85Stf4fz58z/U78jf+Z3f4Wd+5mfo7e1lYWGB3//930eSpEbf4QZ+YGgQwJcJpqamSKVSpNPp8l/JBDqTyZS9r9LpNG9729te6OHeM9ra2njqqaf43d/9XUMrOFEUyWbvvOdtLca/u0JaFkipebydFrJ5jUxOQ5AEyIPilLBJKogCWpFo5jXIZQpELp0pEKcCqSsQqWw6DwKk0gmsdgupOGRSmUJdnVCsrxNAsolYLSIWj4yzzUI+p5HP58lli/vJaIXIWDpPJl0iY3kyyRxaOgfpu/P7KyAJ3Jl9zAuNVDxHPJrBHdC3ewNo3eZgYSjM3IzxXDr6XITGEiiqirc9x9yMUUG947CP6UsFUujsFpi7VbmHmjslFm5k8LQLTI6tk07qyZ/DK3O9RuQQaLPrCKC/zVaO7vX2uxm+qK//MxN+WO0SvnaZ2YkkRx5p44JJbd6ug37GRjfYc9BfTpHWQpYFwtEUG+tJNtaTVe+LbNvlYfsOL5ubafadaCaVyBKPZNhcSxGLZNhz0F8Wd9TC47XibbIQTqQNIg+A7h43S4vGXwe5vEZbh4NYJMNYTYs6UYSVZeMPgLYOB8sLcT74h4/g9VnLti8nT568awKnaRpPPPEEb3nLW9i3b99dbXu/mJub401vehNra2s0Nzfz2GOPcebMGZqbm3+o42jg5YMGAXyZYPfu3eXo1/ORoLe+9a0v6WbnDz30EBaLhWRS/zC/nxrARCRF1J4n5MqxmkiDlAEBcmgFlWs6Ty6jkUlppBP5gvo1U0i/ZtK5QnQw83zHTvNSIVwvRqwHk3TvcZOIVCJ0AA6PQs8RL1dNBBRNLVYsOZHJwQ2aDzqJXzUhyukCieg4qDJ2tUJAAh12lkfTBLpshBNpUgmjwMi/TWZ1UH8fRiP6CKO7XWAuWLg3pJpv5ICJ8MPmkAl0WZm8FWHbDg+XTDz99hz2M3Jzne5tbi6dC7Jzj3nbw0MnWznz3Lzh/Ww2j92tEE5keObZOcNym10m79A4+Ggz8XCGyaEQuaoAo8UikchmTMlfZ7fTNPoHsLocp3/Ay+jQRln0UcLh421cOms819Z2B3abwi/9+wJhu3XrFp2dnTidTtNj3A7PPPMMTz/9NCMjIz/0DMnXvva1H+rxGmigQQBfJmhtbWV+fp58Pk8gEEBRFBYXF5Flmb1795LL5ZCkQqeIUueQlzJqO4HA/aWAbS4Lb/zwISKRCP/vn8/jkbu5dXmNm5fWGL8aIhErGfEKWO0yFpuExSqhuiWcqoKsiCjF2jdJEgu1bwJEI1G0fB6Xy4WWBy0H+VyefLoQ2cukCgQzmy5YsqQTOVKJLGhbL33/IDA7HGbXCT9j56pSljmIZcx/9IgI+NqtODpUQ3oYoGenm+nrm7TttDJxQ59e7uh2spiOkCLP5pqxPs7XYmFqxJi6zWdUSnWVnoDMraqOL4uz+lSuzZsnGKyM3WoXCXQWyJ8oFtLTtZ5++x4KMDS0RjqVBQGsNpnJW8b6yNYOO4OXzYnY4WOtyFbRNOIGsHt/gLNnKlFHq01i754ANlVmfiKKbBc5/c9GYgnQ2u5k3sQE22aTcbpU1paTrK/qSbMoYhoxBLBaZf7DHxxBUSRWV1cJhUL3FL3L5XJ88IMf5Ld/+7dpb2+/6+0baOClhgYBfJngve99L0888QSPPfYYP/dzP4fD4eD06dP8+Z//OW94wxv4kR/5kbJVwlZoP2SxWExTwPerAhZFEW+rxCtf2cMrfq6TXC6HIIgsjMe5dWWdkUtrjFxcY+JGiPU7rNEroH6xnCAUujhY7TIWv4TbakNVJWS1KLCQ9cRSFEHQhEIZWdGzRctTSBvnNPKZqjR0pkAw04kc8VgKLSOQTuZ13Uteahg5t8b+x5oZfqaQntQkGL9mLhBJR7NE03kmpkKmy70+CzF/mqWlOPmqCFf3Djczw5s4WlRmx8y7s7Rtd7FwWn9dFVVkcaryXtdOL8Fi+tbtVVlbyFCq/9u+38PN65VxW+0i3laFydFClLh3p4Xxm/pxD+x1cv36CtmMxv4jfq5eWmPvQT83rxpr+PztNuYWjRHnh060MjsTJpHOkYwaI6KqRWRuTn/OyUSOS0VF70PHWzh/dYGWPic2m4zVIqEoErIsYLcqpJI5dh3wsxKM6eyNevo8uF0Wzg0a09kPHW/jokn0D6C338Orf7KPfD7PrVu3GBgYuCfbl7/9278lGAzy27/923e9bQMNvBTx0n/SN3BHmJycJJfL8Y//+I/l9974xjfy9NNP88///M/83u/93pYShVitVtMI4P36AJbSyNWRUkVR6N/no3+fj5/4pYLwJJPOMX4tVCCEl9cYubTGzIh5B4bng6ZBKpEj9YD89EpQVBFLMVqpkcHil3G4bMhKgVTKsoAkC4iiWFYZi4JQkSdoBUuWkkBEyxb/zRXIZi5TTIunC4rdTLJQm5iO5Qx2JQ8aN55dYdcJP1ODIVKa+bxZHTJOj8rcUpSMSW9hX7OV8SsbODoFYhP65R6PBdkiMn7dnFj6O2xcu2hMf3b1uZgpGnj7Wq1l5S9A74CnXP8nKwLhcIV8OVwKgS57mfB5fBZWFvVj2nnAzcjwJtmshmoRmJkqRBMzGWMUb/s+p64bRwlHTrZy6cISB4+2kEhkuXnN6Ed4+Fgbp581j+4dPNyMy21h4YJ5ZPHgwWauVrV9c7pVOtqdeL0WWprtbK6nOPRwC9lsnnQmRzKZI5PJkRKydO504XAoWCwSsiQiAPkcvPXX9wOFGjpN0+jq6jI99u2QTCb50Ic+xB/8wR/cU+q4gQZeimgQwC2OfD6PKIp8/etfJ5PJcOnSJfbu3Us2m2V1tRAhOX36NIuLi3R0dJRTwfeDz3/+83zyk58kGAxy6NAhPve5z3HixAnTdW/cuMETTzzBxYsXmZ6e5jOf+Qy/9Vu/dV/HB1BV1RABfBA+gCUSmclkyuTPLF2uqBK7j/rZfbRSe5WIZhgdXOfKs/Oc++4ka7MCy7P1u1f8oJFJ58mk00RDpXeyFIQf9w5RFLDYJaw2GdUmoVokFKuI4paxyiJSyfpFFJAkAUEoRiyLxDKXy7EZ2sTpdKLIChQJJlrRfLqkSM4W/rKZogCmKHpJJ3KkE1myaY3xqxvsORXg8llzMtLZ7yQj55kdNY/g9e7yEInFuHVZHyXbcdBHRsvXJX8AgV67aXTN67cyU6zz7BhwsvBcZR3VUvncVQs/nB6VpnabLtrXt8vDpTOV8zp4vIXBy0tki8T60LG2cns1LWeh+rqqFpHlZeN1Hthl5cK5KVd2/QAAVVRJREFUIF29hX8PHvIY1vE3W+umjfcfDKBYJZJJc8J9+EirwfcvGklzK7LOiVPtrKzEuWAS5TvxSDvXB1eIx4xp/Nf/wk527Q2QyWSYmJi4J9sXgC996Uu43W7e+ta33vW2DTTwUkWDAL5M0NraytTUFG9729v46Z/+aaxWK9/5zncYHBzE4/GUvzTvl/z99V//NY8//jhf+tKXOHnyJJ/97Gd53etex8jIiM6Tr4R4PE5/fz+/+Iu/yH/8j//xvo5djQddA1iLeDyOy+W6q6ipzamw44ibjexNXvVvj9PT08PmWpKRy8XUcfGvtk3bSwn5vEYimiURvXe1dQH6OSikwCUs1kKHEqXkL2gTUVwSFlFGEEEo570L/4/ns+x7pBlJLvQUziRzxCJZQstJvC0Wzn/XPK1osUmkU2luXakhcYKGzaVw5VlzEgTQ0mPnWh1T5XyRoPmaLVyricCVOsJUCz9cHhVvq42JkVB5vR17fVyuIn+HTrZw+cISuaL9TEubncGiyMLlVpka09cVHjjWYhB+HD3VxvmziwgCaMXHQtJE1OJpguUV47Ud2OliajaEoki0txvbpimKwNqKeT3hkaOtyJLI1KTRysbukIlEM6bkT5ZFfvv9JwEYHx/H7Xbfk2J2dXWVT37yk/yv//W/tkT5SwMN3Ckad/sWR4mg/MZv/AbBYJBr165x7dq18nKn08kTTzxBU1PTAznepz/9ad7xjneUrWS+9KUv8Y1vfIMvf/nLvP/97zesf/z4cY4fPw5guvxeYbVaCYVCuvfulwCWtnU6nVy9erWcArZYLOU/q9Vq+rpkQXPlyhWam5vL3Qk8fisnXt3BiVd3lI+zMh9n5NIaNy+uMnJpnZEra8Q278XGZesgncyRTua4F1Pqekhkshx4ZQs5IU8snGFtOkF4pfCjYedDTQxfWUG1irRvd2HzyMQSGWanwgRDUXwdFjYWjMIPAE+7lelZ86ji6lIh4tux08XCsxUhhMujMltsZdbcaScYjOH2qribrUyOhsrrSZJAMpWlRM0On2rh4rklXWlBe7eTYLFjSP92L9eqVMTdfS4untfX2B17uJ1zZxbQNDh2qp0zpxdQLRKz0/r6xe27fNy6Zawl7N/hZGY2xvadDoauh4nHjNdo9x4X164a5+TAwQBra4U2b2ZdTg4cLqSDzfCGN+6mf8BLNBplfn6ekydPmq73fPijP/ojTpw4wete97p72r6BBl6qaBDALQ5BENA0jV/5lV/B5XLxxS9+keXlZVRVxe1283M/93P82q/92j0VTdcinU5z8eJFPvCBD5TfE0WRV7/61Zw+ffq+9383qCcCuZ8awFI6/dixYyiKQjabLfsnljwVU6kUoVCo/F46nUbTNGRZRtM0BEHA7XYzMTFhIImKoiAIAs2ddpo77Tz2MwWSqGkac+MRXZRw7OrGA68JfLkhvJ7m8neXEEWBgUM+3N0Womqa9g4nETGM2iawOJNk5bo+Tb+5XiB+Hd0OkqEc6UiOUmVke7+D6xfM+/U63ArB6SjegNVQH9i73cPNi2vsOtzEtYsruH0WXH6LIXp3+GRruR/v4YdbuXBmUdeebefeJp1RssWqj+hbHJLOXuXYI+3lXry+JitDN4odTbZ7GakxfxYlwdAKbueeJmZmw7S2OhgZjrKtz8vEeEi3jserMjFhjP719FoZublGd48FiypSG1P1elWuXFli/36jmbOqivzH9xZ+ON6P7cvY2Bhf/vKXOX369JaqgW6ggTtBgwC+DFD6Ynv961/P61//eqDgBfig0x2rq6vkcjlaW1t177e2tnLz5s0HeqznQz0RyL1GALPZLPl8HkmSUBQFKKilZVnG4TCmvErQNI10Os3Y2Birq6v09vaSzWZJJpNsbm6WiWM2m0UQhLqRREeThUd+upUf/YUeJEkil80zNbzJzYsVUjg5HPqBiyu2IvJ5jdHLBbLT3GlH0TSGByPIqsyhU61Mj26ytmys1VyYK0SsvH4L6UgeMQ12v0p+0vwadG1zM3Z1g86dLhaf09ugWC1SoePHehKv34LdqzI9rid//hYbN4oCiocebuV8DfmDQkeaaqwEK8Tr8MkWzp+rRP+OP9LOmSL5g0JruHNFaxeP16rbz0PHW7lwXp8u37HLx9x8hFgsQ/+Al+npMC0tdgMB3L07wNkzC7r3du5sYn4hwvadfoaur3L8eAugn+P2HgvXr4VZXDDWWr7up9qIxRe5cWOWUChEV1cXsVgMq9V6x2Usmqbx+7//+7z5zW/m0KFDd7TNg8DHP/5xPvCBD/Ce97yHz372sz+04zbQQC0aBPBlgrm5OVZWVshkMuXIVSQSIZlMEg6H+dmf/VnTGr2XKsxqAO9VBJLL5crk725JsyAIrK2tsby8zIkTJ+qSxVwuZ4gkplIpwuGw7r1SNLFEErcdt7DrMT8WSweCJrMwnmLqRpTxwU1GLq8zNxY2RG0aqI+V+Tgr8+BUrWzf62N1Lc76eoL9J5pJRDKMD4cM24SKEUG7U2bwwhICIGIUIjhcCm6/yvXLxgjhxkqS/SeaGRsJYfOozEwY06WdvU6unF/moUfaOPfcgmH5kVNtXKgyhfY1WZme2AQEXB6VsbEKkTr+aAdnqpS823f5OH+2Qg6jkUr0vGD7oq+F7N/hZXEpRiSS5uixNi5eKBw3XWPePDDg1ZFOgL5+D0vLMeKxDKlkobYvEtbX+HV0Ohm5GUVRRFaX9cusNol//+t7yefzLC0toSgKIyMjhs9Hvb9kMonH4+HKlSt8+9vf5ubNmz+06N/58+f57//9v3Pw4MEfyvEaaOB2aBDALY5SpO/1r389ly5dqrtea2srP/MzP1NOc94LAoEAkiSxtKRP5iwtLdHW1nZP+7xXPCgfwGq7F1mW73puQqEQN2/e5NChQ7eNFEqShN1ux263112npD6uRxRTqRQpIYVvV4bjuwUe/RUP5AIsTeZZHM0wO5Jg4nqE0NLLu57wTpBJ5xk+W7BA2b+zBasocWtqnW27PLg9FoavrJKp8XmMx7Lk0UAAUcshIuiIYDqZo2e3m/M1bd2cboV4LEN0OoPVJTM7aSR/ew75uXJ+mSOPtJVTttWwO2UmayKGvf0erhbJ6fZ9Ps6dLmx34tH2GhsXrWQXCRTSqxOjFbJYa/uyrc/Nylqczc0UdrvM7ExlvNNT+jFYbbKuPrG720U4nGYzlOLEyXbOnV3EYpWYqokatnU5mV2IMLDdy9Sofp+/+o5DHDu+h5mZGaxWK6dOndKp86s/F6W/WCxW/v8f/uEf8v3vfx+Hw4HD4eDf//t/T0dHB52dnXzgAx+47WfwfhCNRvmlX/ol/vRP/5SPfOQjP5BjNNDA3aBBAF8m2LVrF9evXy9H+SSp4JqfSqVwOp3l9+/nl7Cqqhw9epQnn3yynGrO5/M8+eSTvOtd77rvc7gbPAgVcD6fL6dm69m93A6JRILBwUG2b9+O32/eiutuIAgCqqqiqioul6vuerlcTtfrubc/ReqxAknc2JBJxyRmRxIsjKYJjudYHMsQD7+EnZ9/wJi9VRRnuO10NLmYnt/E4Vbo3+VlcmSTjaquFSKFmtsMGgIaMlqZCEZCKVNrmN7tHmwOhdmZCHNTxuWKKhLaSHLk0Yq1Sy32HWo2LFOK/X8H9ng5X0zBHn+kndM16x072cHZs5X3Brb7uDVUSIkHWmw625eOLhsb4RShjcJn69DhFk4XCWl3j1tHBo8cbeVSVcu31jYHmWyetdUEdrtcThX393u5VVVv2L/Dy4WiUKU5YNcRQJdL5Tfec5R0Os34+DgHDhwofy7v9PPxyCOP8JWvfIXPfvaz/OEf/iGhUIiFhQXm5+fL5R0/CLzzne/kp37qp3j1q1/dIIANvCjQIIBbHKV6mHe84x382I/9GE6nE0mSEEWR2dlZvvCFL9DX11eO0N1vKuTxxx/nrW99K8eOHePEiRN89rOfJRaLlVXBb3nLW+js7ORjH/sYUBCODA0Nlf8/Pz/PlStXcDqdbN++/Z7HUY8A3qkIpJr8qap61+SvpPhtaWkpK35/WJAkCZvNhs1mK7+XSqU4e/YsO3fupLe3F03TyrWIqVSKufEQI5fWGb+6yeSNKHO3EqRNbEBezoiFMww9t4ogwMBBH7mERjSS4uDJFiKhNJNFqxYBAZlCn+gkeWQE7BYJV0AlMW60M/E1W7k1vMGCSXs0gEPHW8ii1SV/bZ1OLpsYLwcXoogipLM5NA2OP9JhsH9xuVWDstfnq9T/9fR5yqnh5laFREpjfb1AeHu3eXR1gR0djjIBVFWxrEQG8AdsKIrI3GyB4B4+3MpzxbF4a+oNbXa5UrZQcwv+2m8cxuezcvPmTbxeL4GAUSDyfMjlcnz605/mfe97H//m3/ybu97+XvC1r32NS5cucf78+R/K8Rpo4E7QIIBbHCVC96pXvYpXvepVhuUzMzN88YtfZGJigt7e3vtKAUOhu8jKygpPPPEEwWCQw4cP861vfassDJmZmdHtf2FhgYceeqj8+lOf+hSf+tSneOUrX8lTTz11z+MwSwHfaQ3g/Ub+NE3j+vXrqKrKrl27XnB1YT6f5+rVq/h8Pnp6egDK56YoCi6Xi0AgwOGT1dtozNwKc/PiCkPnVxi5tMbUUJhspkEKNQ3GB0MAdLd5ccoqM6th+vZ4cblUblxaIZcFGQERjQx5wqk0588GESnUsHVsc+P0qeQ0jUgyTWefC4tNYnpsk+pbtLXDQV6Es983J38ALe02Fub1kcPmVjvzM1GOPNLK2dMLnHi0w7R7x659fs6e1u+7VP+3fZePC8X6PX9AIZsXWV2tCDVcLkWnKK5O9R491s7pMsGz4HarTE4UInlt7Q4uXqoQx1IdIMC+gwFdp5C1tcrxfE1Wfu03Hirbvpw6darunNwOf/Inf4LNZuPtb3/7PW1/t5idneU973kP3/72t7Farc+/QQMN/JDQIIAvEwwNDXHz5k1EUSSZTJJIJAiHwzz33HMkk0kmJyf50R/90ftulQbwrne9q27Kt5bUbdu27YEcsxa3iwCW7FjqoUQSJUm6J2PssbExYrEYJ06cuC8y/aAwOjpKNptl7969d0xGRVFg224P23Z7+IlfKkRiM+kcE9f17e2mb95be7utgvVggvVgAlkRae13sBFN4vZb6NvuZWJ4g9B6ChWRDHlS5NCAeDLH+s1V3X5Ui8jhY214o2kcTrDZJPJZhaYWK9//7lzd4+/e7+eKiel0d68b8ho3rq8U075G8tc34C0TvBJkWWRiLARUbF/8zQo5DdaqUt3HTrRx4ZxeFTwzUyCh/oCNq4OFMTmdCs0tdkZvVWoKu7pcBBcr0cHZqWLaWNBIpipk0GKVmKkyh37nbx7F4VS4dOkaXV1dt62prYf19XX+6I/+iK985Ss/NNPnixcvsry8zJEjR8rv5XI5vve97/Hf/tt/I5VK3bcBfwMN3AsaBHCLoyQC+cQnPsFXvvIV03W2b9/Ozp07AV4UhOVBoB4BBMqKXjNUK37vpR5oYWGBubk5Tpw48QOtJ7pTLC4usrCwwMmTJ+/7IaOoEruO+Nl1pKq9XSzL6OB60bi6QAoXp8xTmVsZ2Uyem+cKopGOfidKXiSnaRw61UJoLcX06CYyAinyZLWCUKQa6VSec88u4HDKuH0q47eSJBM5umMuHv2xLoavrrK+qu+OIgiQSJoLekQBOvtdiLKgs3qphmIVy91DShjY7mXs5kbZ9iXQYiWTz7K+VtWX2CEzXSNUaWt3lEndwICXc2cXsdokeno9ZW9BgN17mnRp484uF8Fi6vvIsTbOX6gs27bNw9hwgTi2tjn4d+84yOrqKpFI5J5VtJ/4xCd46KGH+Mmf/Ml72v5e8OM//uM6832At73tbezevZv3ve99DfLXwAuGBgHc4ihFfLZv347Vai3Xo8myTDgcZn5+nje/+c089thjuvVf6qinAgbqRhxzuZxO8Xu3CIVCDA8Pc/jw4XuKTjxoRCIRhoeHOXjw4A9M2WhzyBx8pIWDj1QshDbXU9wqRwkL5HAt+ML1PP5hY2EiChPgdKo4BJWNbJKBfV7sNoWhy6tkcjkyWp4MGlrNxy0WzTJyI0ug2ca+w80Mnl9idirC/ocC7DkQILgYY/xmgRQdOdXG+dOLJiMAURYQqE/+jpxo5fw5Yxu8Jr8N1bLJ3FyE5hYbWTI68gdw4FCLYb/d3W6CizG27/Bx/twiiiKwc2cTVwf1lje1H72ODifB2SiSJLC4pO8E0lRVi/ibjx/DYhG5dOkWAwMD9/TjamJigj/7sz/j+9///g/1h67L5WL//v269xwOB36/3/B+Aw38MNEggFscpV+Xv/RLv8SpU6dwOBxIkoQgCCwtLfH5z3+eq1evMj09XRYHbAUSaLVaSSZrIyaF8zKrA6y2e7lXxe+VK1fYuXPnA1H83i8ymQyDg4Ns27btngrl7weeJgvHX93B8ar2dkuzEb7xN+dYnYaVKbh1eZ3o5oNr6/ZiRCKaZei5QvSrb78XQdDwt9vo6nUzNrTB5kaSjJYnTd5ABFdXEqyuJOjsdtLa5mDwwjKSJHDwRCv7DgewWCWisTSBVhuxSJpEvNIVpr3TQV7UOPuMOflzOGQmTfruAiRiGR461sbIyBqSCquLevLX1+cxpH4BSh8XVRURRYEDB1t0CmCA4yfaDZ6Aklg48SMn2jhTYxZdik52dbt481v2MTs7iyAIdHZ2mo79dtA0jQ996EP8wi/8gi4V20ADL2c0CODLBH19ffT19Rnen52d5Z3vfCcPP/wwv/u7v3vb9OhLCbeLANYSwPsVfZQUv62trT90xa8ZNE3j2rVrOJ1O02v+QmA9Ose+R50c/63j5VrM+YlSe7v1Ynu7dZLxrdnebvJ6CCgofq2ajMMp07+7jfXlBDPj4TIRLPkIljA/G2V+NsrATh82m8yl54J4myz07fKSSmbxBqwsLceQFRGHU8HhUHB6FSxWmYOHW7g1skaypmXg3kPNppFBWS7YzSytxLA65HJNXzVsdsW0N+/iQoxjx9u4cD5oSvSsVomZGaO/4cpyHJtdZrTKpLqE1aVCF5PH33sCyDExMcHBgwfvKXp3/vx5vvnNbzI0NPSi+IF7PwK3Bhp4UGgQwJcJbty4wb/8y79gtVpJJBJks1lisRjf/va3gYJJ6VZCvU4gtUrgB634fTFgfHycRCLBiRMnXhQPu6WlJYLBYNmwFwrXomvATdeAmx//xQJJzeUK7e2q6wknh7ZWe7uNlSQbK0kkWUBtkXA5VLbv95FOxZkbT5HO50lr+YJcpOrSjRdFFHsPBsikclw+vUTvgBvFInL8ZDvjYxusryX//+3deVjVdfr/8ec5Bw6HRVbZEcQVETcUEU2zRUtrKnWatt9k2oxNo5bNNNa0Td/JaZ0yx8rKymyx1cxqMisnNRcUEZUdFJR93znA2T6/P+icQNSU2OTcj+viEs/CeR+Uw+u8l/umtqaFokLISq9iUlwgarWa0WO9cBugpaykEbNZITGh4wwewJBhnvj6OlNQVE9OTscZwpiYABLOcF9vHx1lZY0YTRamxAURv79juJwwMaDDQRRXN0dO5dQyeWqQrSSM7TpXR/JO1TF0uCe/vTmCrKxMPD09OzW7brFYePjhh7nnnnsICwu74PsL0V9JAOznzGYzGo2Gb7/9lvvvv/+Mt4mMjOTSSy8F+vchEOhYC7Bt+OsPJ37LysrIy8vrM4dQ9Ho9aWlpjB49ul1dwjPRaNQMjfJiaJQXc29vPXlsaDZzPLna1u8483Al+dkXf3s7s0kh61Br/T3vIC3uA50YNESLj78rWclV1NU106JYMJ0WBNOOVaACxsf4U1Gq51RyHWMm+uLj5czwkd4cOlCM2axgscDBvcUMHeFJfa2B1GOtS9GhgwcwZWoQRqMFs1mhurqZ/Lw6WprNBAa6kFfYcMbw5+bmeNZl48HhHjg5OYCCrfRLW76+7YtJWw0Z4klRXj1Hj3U8xTx4sAcZKZX89YFY9PpGioqKOl325csvvyQ7O5uvv/66U/e/WPSX7Tui50gA7OesLwhhYWF4e3szZMgQVCoVOp0OJycn/Pz8uOmmm7j88suB/vMiYg2Apz+ftt1ATKbWkhOdLffS1078NjY2kpqayujRo3Fzc+vt4djqDwYGBna6z7RWpyEyZiCRMT/vY2yoNZB9pIoMayhMqqQsX99Vw+5xVUUGqopAq1OjuBnx9XcibIQb1eUGCk7VYfjpwIg1CCpAUkIpGo2KiXEBnDxeS11tC75+rowY6YOiUshIbT2RfCKrBiedhtipQRzYV0TeyXoqy5sYFuFt26OnVqsYFDoAjYMaHy8d2khXXJxdQKWhudlEfb2BkNAB7P2xY7iD1sMuZrPC3h/PXK4mfEjrqeDTDXDTMmKUD/v3d/y67u5aIqMG8psbhpGUlNTpsi8Gg4HHHnuMf/zjH3h4eFzw/S8m/eF1W/QsldIdRdiE6GUlJSUEBgZSUVGBVqu1Xb5nzx7GjBmDm5ubbXa07fXnq7q6msOHDzN+/Pg+cejDZDJx8OBBfH19GT58eG8PB4CMjAxqamp6ZHa0ury53Sxh5uFKaio6zgBfLHzDHFCczeiNJtQqFfk5zRiU1qLSpx8YcdJpGBftR0ZyJVonDaHDPbAoFnJO1FDZpnBz1HhfCgvrqShvAhQmTwvmwP6idnUcx4zzJPmnItdtTYoNIC+3Dr9AV1xdHbEoCnW1LRQW1jM5Lojvtp884/MYNtyTE8drzjhjO21aMAkJxRgMHfcUxsQEsHxFDOOjXUlLS2PatGmdepO1bt061q9fT3Jycp94k9aVjEYjjo6OvPHGG6SmpvLkk0/+4iy7EG1JALQTRqOR8vJyWwswo9HYrnG6n58fISEh7Nu3Dy8vr07X2eorqqur8fb2prCwsF1f0H379jFy5EgGDBjwq078HjhwgKFDh/aZQx/Hjh3DZDIxYcKEPrEUXVpaSlpaGrGxsd1WguaXlJxqaN1PeLiSjMQKMg5XXHTt7dy9tQSOcKWyQY+Ts5oTabXU600YMGM5LQi6uKkJDXchN1OPX6AOJ1cNTi4ako9W2fZReng6ETbMw9Y6bsx4X3Jyaqir+/nA1OQpARyM77jXb1JsIIfOMJM3KS6Q+voW3Ny0aDRqmptNVFU1U1xUz7Dh3u3qAFqp1SpiJgdyIP7MJ5XnXD2EN9+dy759+xg8eDAhISHn/T2zqqmpYezYsbzxxhu23uQXO2unppSUFLKyspgwYQLjx49HpVKxd+9eRo8e3e72/WVFR3QPCYD9nPUFICEhgcWLFzNw4ECam5sxmUyYza2nA8vKyrjxxht59NFHmThxIjNmzGDjxo29PPJfR6/X4+rqSm5ubrsZuvj4eMLDw/Hx8en0id+EhAS8vLyIiIjo6mF3Sm5uLgUFBcTGxnZqNrOrNTU1ER8fT2RkpK0FYG+ynoo2Gk34uA4hK6nKNkt4PLkaY8svtwfsbWq1iqHjvTA7mrFoFMqK9OSdqsNAxwMj3gOdCAx2JjO5lvCRLhjNJpoNZvJP/TwjOmK0Gydz9DQ1mfEPcEatVVGQ93MdvtipQRzcX9Ru5s7V1QFPL2cKC9qfDh4X7cfhM+zxc3JS4+qmxdVVi7OzAzqdA1qtGgcHNS4uDuj1rcvLpSWN7VrMeXg48ebbcwkJNVNcXExsbGyn3tQ88sgjJCYm8sMPP/SJN0VdKTAwkObmZkaMGEFCQgLLly9nzZo1gIQ+cf5kD2A/Z30xaGhoIDU1FY1GYwt+gO3vubm5qFQqiouLKS4+c3HZi4mTkxNAu4MgFosFlUpFUVERer0eZ2dnnJycbPshHRwczvnCaQ0SWq3W1jmlt1VWVpKbm8ukSZP6RPhru++vL4Q/aO2GUl1dTVxcHFqtlsERnsy+ZQjQ2sEjJ6X6p5nCKjKTKjmVUYvF3LfeF1ssCtmHWw+N+Ia4EDbYA79AF1qazaQeLae5zcnhqooWqipaGDTYHVdXZ7JSK4ma6EtgoJkTx6uprGgmK7UBX38nAoKcyT3RgJOTiqHDdZzIbq2deWBfEaNGu5GR1mALgY2NJvwDVTg4qjG16QF8LKmM4GA3CgvbVxJoabHg7KyQf4byL6efFnYboCUw0BVPTx2Ro32YPMWfvXv3Mm7cuE6Ft1OnTvHqq6+yc+fOfhf+cnNzba08ExMT0Wq1ttem4OBgvL29KSgo4P333+f666/vM29URd8jM4B2Ijc3l0cffRQ/Pz+cnJxwcXGxzYAZjUbGjBnD3Llz+eCDDwgICGDWrFm9PeRfzcHBgcTERIYMGWIr91JTU0N9fT0Gg8G2/N3c3GwrAm0Ng9Y/235eVFREVVVVnzn0YV2KHjFiBEFBQb98hx6QmZlJdXU1MTExfaKepHU2MioqCl9f3/O7T6OJ48d+niXMSKykKLfvlUnS6jQMHeeJUWPGrFJIO1JBrb6l3YERgOGjvHHUqKko1xM2zAMLFg4dLMFksqBSQXSsP4kJJZjNMHlqIAfii237AsdFe3MsqardTGBEpAsZae0P3Ywe586xYx1PCYcP8SD3DKeKJ0T7k3S446yhs4sDO3+8jUZ9IQaDgfHjx1/w90VRFP7whz+gUql4//33++1s2KhRo8jMzLT9PS4ujgULFnD11Vfzwgsv8NZbb/HGG2+wePHiXhyl6MskANopo9GIRqPpd++O23Jzc+OHH34gIiICo7G1o4GDg8MZ27yZTCaam5ttgbDtny0tLej1etvM6ZnCYdvPdTpdt39fzWYzCQkJeHp69pl3+GVlZaSmpvbqvr+2FEXh0KFDuLm5MWrUqF/1teqqWmxLxxlJrcGwsrjvtLcbNNIdNz9HDFjIz60hv7C+Q6u5qPED0TeYcHBU4+6jpbauhbTk1v15waHOoHIg71Rd677A3NaTxQAxsYEkJpS0OywSNXYgKcd+3tvn6qrBYFFobm5fdHpwuI6Tue078qjVrUGvscHU4Xk88eQMbr51KAcPHiQuLq5T/48OHz7M7NmzSU1N7dZC6OvWrWPdunWcPHkSgNGjR/PYY48xZ86cbntMaP3Zb2pqYs6cOdTV1XHJJZewbt06oLXKwZgxYzh69Ci+vr6UlnYM2UJYSQC0I4qicOTIEbZu3Up6ejqOjo6MGTOGa665xtaT0loipT8EQx8fH7Zu3cro0aOxWCw4ODh0aubOeuJ33LhxuLq6njMoWkvPODo6njUcWi/7pSXns1EUhdTUVJqampg4cWKf+LeyzrSNGjWKgICA3h4O0Drrba0f1x2zkRXF+nazhFlJVdTX9G57OzcPR8KiPDA5Wqipbib5WHm7VnMqYMLkAEqLGvAPdkNRG8nMqKS2xoyTTsOYaD8O7CsiKMQNByc1uSdaZ+9OD4EDfZ0xm1rrCFrFTA3sUAQ6ZnJAh57DYYNdOXWyfd9fgJERrjz979G0tDSj0+nw9/c/48/MuVgsFubOnUtsbCzPPffchX77LsiXX36JRqNh+PDhKIrCxo0bee6550hKSupwGKOrKYpCZWUlLS0tBAcHc+LECR555BE++ugjABwdHdmwYQO33nprt45DXNwkANqRI0eOcNVVV1Fe3r5B+7Rp0/jkk0/6zC/urhIUFMTGjRuJjo5Go9Hg4ODQ6RO/w4YNO6+TiIqiYDAY2oXCMwVGa8u9s4VD6+darbZDSMzLyyM3N5cpU6bY9jr2JovFwqFDhxgwYMCvnmnrKnV1dSQkJDBp0qQerf9WeKKezKRKW43C40d7p72dSgVDx3nh5KVBbzBy5FApDQYTFlXry72Do4rxE/05ebySQUMHoNFqOXSgGKPRwuhxvhQV1dPYaGTkaB9b55BJkwNJSiyx9egdN8GPo0k/F3EeFObOqfzadsvFcVODOxSHjpsaxP7TWtE5OWnY8uU1uLq1UFhYSFBQULttGi0tLbafmbY/J9aPnJwcoPVn4+GHH+b48eN4eXl1+ff1l3h7e/Pcc89x5513dvnXtpatamlpISMjg8bGRhwcHBg+fLjtuR46dIidO3cSExNjK+4vxNnIIRA70dDQwJNPPkl5eTmDBg1i2LDWTgvJycns3buXf//73/z73//uVyfItFotTU1NqNXqToU/a4/fgICA8y5DoVKpbL+UzsZaiudM4bC+vt72udFobPf1dDodiqJQXl5OeHg4TU1NWCwWnJycenUW8Pjx45jN5j5zMMZsNpOcnEx4eHiPF/8NHjqA4KEDuPy3g38ai4VTGbUc/jGf+B3HqSvWciqjvt0hiu6gKHD8SGv7OJ9AZy6ZMgij2kJaSgUlFY2YjQqH4ktw0qlw1DhRVqhn6rQQKir1pB4tx8PTiVGRPhxOKCXup3qBhw4WMzEmgCOHSzGbFY4mlREbF8SBn2b98n9aPj529Oc3mJYzzC80NBg7XPa3B6cwfkIo+/btY8SIER1+3qw/M2d6Y9XQ0MBbb73Fjh07qKmpQaVSMXr0aIKDgwkODuY///kPoaGhXfnt7cBsNvPJJ5/Q2NhIXFxctzyGdRb73nvv5bPPPqOiooKYmBhmzpzJ7NmzmTp1KpMmTWLSpEnd8vii/5EZQDtRVVVFaGgoOp2O9evXM2/ePABeeeUVli1bRlRUFMeOHetXAXDAgAGMHDmScePGERISQlBQEEFBQbZfDG3rA57OZDKRlJSERqNh/PjxvRKwzGZzu190jY2NnDp1ChcXFzQaje1yaA27Z1tubnvKuauVl5eTnJxMbGxspzo1dIf09HQaGhqYNGlSn/i/bDabiY+PJzg4mMGDB2NoNnPCdvL4p/Z2Wd3f3s5Rq2boeC8c3dWcyqsmM7sGs1pBUcDTy4kRo7zRNxrxGKgjNbWc8lI90bEBpKVWED7Ug5On6qitaSF6UgDHjpRhMlnQatUMCnXnxPEaAMZM8OXIkZ9nBaMn+ts6jgBotWrU6tZagVbjJ/jz3+03kp+fR3FxMVOmTOnUv9v69et5+eWX+frrrykvL6ewsJDCwkIWLlyIp6dnp79v55KcnExcXBzNzc24ubmxadMm5s6d2+WPYzKZcHBw4M033+SPf/wjPj4+VFa2dntxcHBgypQpzJkzh5kzZ3ZbABX9jwRAO1FbW4uXlxexsbHs37/f9oICEBAQgEajobCwsF8FwFWrVqFWq6mvr6egoIDCwkIKCgooKCigqakJd3d3WyA8PRxu2rSJpqYm3n///T5TXuXQoUO4uLgwevRo27+RxWKxLZWda9nZugfylw6vODo6nve/v3V5fOTIkQQGBnbn0z9v5eXlpKSkMGXKlD7TFSErK4vq6momT5581u9tY52RrCPWLiat5WhK8zruk+sqPiGOeIc60WJRk5hQglFlwWxR8At0ITTMHZUGVA4qDu4vwsfXBXcvLTU1LWh1GnJO1BA90Z/kY+UYjRZCw9wpL9PT1GQClULgoAEU5LfWChwZ4U1mRpXtcSOjBpKW8vPhEa1Wzbc/3EJ4uBt79+5l/PjxeHt7X/DzqaurY+zYsbzyyiv89re//fXfoPNkMBjIy8ujtraWTz/9lDfeeINdu3YRGRnZZY9hfU02Go0MGjSIsrIyjh07xurVq9mwYYPtdi4uLkyePJlPP/20U99DYX9kCdhOaLVatFotVVWtL8bW5YSysjIqKysJCwsD+lc/yUceeeSMlyuKQk1NjS0MWoNhfn4+SUlJpKamUlZWhoeHBwEBAbaAeKagGBQUhL+/f7eXPMnMzMRisTBq1KgOvY11Oh06ne6sy52nL5+1/bOurs72uclkatcn+mz7E63L28nJyfj5+fWZ8GcwGEhLS2PkyJF9JvzV1taSn59PbGzsOX+2XN0dmTAjgAkzft6HW1Pxc3u7jJ+CYU1581m/xoWoLDBSWWDEZYADl00Nw+xgIeFQMVWlTZQV6wkd7M5APxemXTKIiio9qcfKiZkaSEpyOZNiAjiUUMKEif6kHCsn71Qdk6cEcjC+GBQVg0LcbQGwpqZ9Oz4Pj/ZbI1b8dTIRET6kpqbi4+PT6eDywgsvMGLECObPn9+5b0gnabVa23aaiRMnkpCQwJo1a3jttde6/LFeffVVysrKeOihhxg0aBAbNmwgIiKCxYsX89RTT9m6H0n4E+dLAqCdcHJy4oYbbiAlJYXS0lL8/PwAqK+vZ/r06Vx55ZW9PMKeo1Kp8PLywsvLizFjxrS77scff+Tqq69m+/btTJ48ud2sofVj9+7dtuWl0tJSNBpNu6DYNixag2JgYGCnD2xYHyc2NrZTQVOlUuHo6Iijo+M5l73NZvMZZxFramraXQ4/nxJ3dHQkPT39jMvOPVkH0Hoy2svLq88EUovFQmpqKkOGDMHNze2C7+85UEfs7GBiZwfbLivNa2gtWP1TMMw+WkVjXcc9dedLX28i5cfWPXtjx/jhHqTlWEoZxfkN5J2sY3iEF57eOi6/cjDJx8oI8HejqryJuKlBHDxQzJhxfqSllHMwvpjoSQEcPlRC2rFyXN0caWwwUlXZvl5gddXPATZqzEDuWTGJuro6SkpKOr10WVBQwMsvv8x3333X6yfiLRZLu+LzXUGlUmEwGDh27BgAd911F88++ywA99xzD1dffTVr167lH//4B7fddluXPrbo32QJ2I4YDAbMZjMWi8W2X8vaUFy0ys/P58CBA+e9jGQwGCgqKmoXFPPz821/LywspKioCLPZjK+v7xlDYtugeHpQOHDgAAUFBcycObNdS7veYrFYKCkpIT09nWHDhqFSqc5YDqftkvO5ZhQvZMn5XAoKCsjJySEuLq7P/H8+fvw4FRUVTJ48uduCiaIo5GfX2ZaOMw5XciK5GkNz508ee/npCIvyIK+slqzsKgwWCyNHe+PppcOiUUg6VELEmIE0NBjIy68jNMyDjPRKdE4aXN0cKS5qbFcSxtPTiZqaFlxcHDAaLRiNFhwc1Gz77ndEjfHl0KFDeHp6Mnz48E49/z/96U+0tLTw0Ucf9egKxt///nfmzJlDaGgo9fX1bNq0iWeeeYbt27d3eSF9s9nMtm3bOHr0KHfddRczZswgOzubjz76iC+//JLNmzdz5MgRhgwZ0qWPK/o3CYB2xGg0Eh8fT1ZWFiEhIcycOROz2UxeXp5tP5zoemazmbKysg5Lzqd/3tzcjIeHhy0Qent787///Y+rrrqK+fPn2wKjt7d3ry3VNzc3Ex8ff859f4qiYDQaz1or0fq5yWRCrVafc7lZp9Oh1WrPGaAaGxs5cOAA48aN6xMhGX4uQzN58uRzzrp2B5PRQk5qjW2WMDOpkpPpF97eTuOgYni0NwaNmaSUUpqNJkaO9sZ7oDOlFY1YFIUWg4UWowlXN0cyM6oIH+JJdmYVgcFu5BW0HmwZMsSTnJwaxo7349hPB0RW/CWGBx+Oo7S0lIyMDKZNm9apQ0pHjx7l8ssvJzk52bYU21PuvPNOduzYQXFxMR4eHowdO5YHHnigy8Jf27Iv1tUDvV6PSqVi1qxZ7Nu3j4CAAEpKSggKCuLUqVN9ovuOuHhIALQj7777LgsXLrT9/bXXXmPOnDncdtttjB07ljVr1vT6Eoq9UhSF6upqWxg8deoUzz33HGq1mvDwcIqLiykoKKC2thadTtdhX+Lpf/r5+XX5LwOLxUJiYqLtIMqvZS2Fc7ZaiS0tLRgMrYWVz3Z4RavVkpWVhZeXV5/piGKxWDhw4AB+fn4MHTq0t4cDgL7BwOebfqSxzJnykwoZiZUU5tSf9/0DBrsyMMyFpLQS6psNDI/0xtNHR05ONR7eOkyKhZZmM9lZ1YyP9iN+XxFRE3w5eqSMseP8OHa0zFYTcGSEN9/9cAsaDezbt48hQ4YQHBz8y4M4jcVi4Te/+Q3jx49n9erVF3z/i8XKlSs5evQoTz/9NGPGjMHBwYEPPviABx98kPz8fAYNGsSTTz4py7/igkkAtCMRERFkZWUxYsQITp48ib+/Pzk5OYSFhdHc3Ex+fn6f2Txv71599VXWrl1LfHx8uxmk+vp62/7D0/cmWi8vKytDo9EQGBh41oMr1n2JF3LCOTs7m/Ly8k7vRewM656qswXF+vp6W4s+BweHcxbV1ul0ne6+ciFOnDhBWVkZsbGxfeYNVU5ODmVlZe2Wo+urW8j8qb1d5k/t7SqKzt3eTufiwLAJnhwvrKGqsYmwYR7o3DQ0NplQO6ioqzNw/HgVg8M90WhUHDlWxuTYQA4eKGboME9O5tby5bYbiZ4YQG5urm1va2f+Tb755hv+8Ic/kJ2d3WdmfruKtUrDt99+y9VXX427u7vtxL1VTk4OiYmJjB07tt3lQpwvCYB2wFpGICQkhOLiYuLj41m4cCEZGRk0NTVx44038tVXX1FRUSEnyPoIk8lEWVlZp5blW1paKCoq6nDCue2+xOLiYsxmM35+fmc95Wz909XVlc8++4yEhAQefvjhTh1o6A41NTUkJiYSExODTqc753Jzc3MzZrPZtuR8tlqJ1o/OhsT6+noOHjxITEwM7u7uXfyMO0ev17N///7z6opSWdLUrr1dZlIl9dVnbm83eLQHTRgpbdTjH+KCylGFyrE1BJaX6amtbcbN04ng4AGkpVZQV9fCn5ZG84//u4SWlhb27t3LhAkTOtWxw2QyERcXx6JFi7j//vsv+P4XiylTpnDw4EG++uor5s6da1sWzs/Px2Kx2Ko3CNEZEgDtgDUA/vWvf2Xz5s1kZ2dz55138t5779HU1MT111/Pt99+S3FxMf7+/r09XNEDzGYzpaWl7WYPrSGx7exiS0sL7u7utl+4ISEhZwyKXl5ePbov0WQyER8fz6BBg877l+DZOkm0vcxgMKBSqdBqtb9YDuf0WVCLxcLBgwcZOHBgj+9HOxtFUUhKSsLZ2bnTbfqKcupby9AkWU8eV9Pc+HMhZw8fJ7wG6agxN+PsrcHRxZGmFiPNzWZUGhUKCgaDmdqaFnbsvhWdzoHU1FTMZjNjx47t1Jg2bNjACy+8QFpaWp9oh9gdDh48yOzZs3FzcyMlJQVPT08MBgNarZYlS5bw5Zdf8vXXXzNhwoTeHqq4SEkZGDtg/cV82223sWnTJl544QUKC1v7c7700kukpqbi4OBgW0oT/Z9Go7GFuMmTJ5/xNoqiUFpayrXXXouHhwc33nijLSgePHjQFhbr6upwdnY+r32JXbUkmpmZibOz8wW1+HJwcMDNze2cM5jWJefTw2FdXV27oKgoCo6Oju1CoV6vx2Aw4O7uTkNDg637Sm/W1iwtLaW+vr5DuaMLETRkAEFD2re3y8us+3mW8HAlOak1WMwKnpHuWFoUnFzVuHg70tBopMVkxsnJgdVrp6PTOdjKvkydOrVT46mvr2fVqlWsXr26X4Y/i8WCWq3Gy8sLZ2dn6urq+Oabb7j55pvRarW22dPy8vIeP2Ak+hcJgHbAumxw5ZVXUlNTw9///nfbdX/7298AuPXWW+XFRLSjUqmorKzEycmJL7744qyt3urq6s64L3HHjh22yyoqKnBwcLDtS7TuQTx9X2JAQMAv7kssLi6mrKyMuLi4Lg9XarUaZ2fnc+6FVRSlQ/eVuro6qqurcXd3Jzs7m5aWFtvP3dn2JLY9yNIdIdFkMpGZmcmIESO6tDSORqMmPNKT8EhPrv5/rYdcDC1mclKqbQWri07VYzKZ0QwAk9qBUZG+TI4NQlEUMjMzCQsL6/R+4zVr1hAWFsbvfve7LntOfcHhw4eJjo62vUlycXHB2dmZ0tJSFi1aREZGBr6+vnz99dekp6ezePHiPjPTLC5OsgRsB6y/iGbOnMmhQ4fw9vZGURTUajWenp6EhITw3HPPdWn7ItF/dEV7wObm5jPuS2x7eKW4uBhFUfD392+3xNw2KEJrIdxPP/2UqKiornh6v5rFYiEhIQEvLy9GjBgB/Nx95ZdOORuNRlQq1S+26HNycrrg2dOMjAwaGxuJjo7ulVlIfb2RzKMVnDhVydx5I3FxcaSkpITMzMxOl30pLi5m3LhxbNu2jenTp3fDqHvHP//5T5566ik+++wz5syZY7v8888/54EHHiA7OxtofYNisVgIDw9n//79toL+QnSGBEA78vXXX1NWVoazszMajQatVounpyexsbFotVrMZjMqlUpqSYleYTKZzrov0XqZdZ9qXV3dGWcR25529vDw6JHgc/LkSQoLC5kyZcoF/+yYzeYOIfH0z9suOZ/r8Ir1lDP8XIdwypQpZ5257Wlms5l9+/YxdOjQTh1uUhSFZcuWUVtby+bNm/tN20q9Xs/kyZOpqakhNTWV119/naqqKu677z78/PzYsmULmzdvZs+ePZSXl3Prrbdyyy23cPnll/f20MVFTgKgYMeOHbz77ru88MILcgpY9Flr1qzhxRdfZMeOHdTV1XUogdM2LDY0NODi4nLGcNj2T19f31+1L7GxsZH4+HgmTpyIp6dn1z3ZNqxLzr90ytlisdiWnFtaWnB2dsbX17dDYOyq7isXKicnh/LyciZPntypx09JSeHSSy/lyJEj/arsicVi4fPPP8fd3Z2oqCiCgoLQaDTExsbypz/9iVtuuQVFUaitraW4uLjPzHyLi58EQDuTl5dHSUkJer2e+vp6XF1defrpp/n+++9ZtmwZQ4cO5frrr2fw4MG9PVQh2lm/fj0RERHntfRnDYhnatFnvayyshJHR8ez7ku0hsSAgIAz7qEzmUx8++23DB06tNcDSdsl5/z8fEpLSwkODsZoNLYLjG2XnH/plHNX1jBsbm5m3759REdHdyooK4rCvHnzGDlyJGvXru2ycfU1u3fv5uGHHyY3N5eioiKcnZ257LLLuPvuu7nmmmtst+uKbRlCSAC0I0ePHmX58uXs2bOnw3XOzs40NbUWgf3oo4+48cYb5UVG9GtNTU22fYltZxFP35cIEBAQ0CEoZmdns2/fPjZv3sygQYP6RBH1lpYW9u3bx9ixY89YHNm65PxL5XAAtFrtOZebraecz0dKSgoWi6XTZV927NjB7bffTlZWFr6+vp36GufLuhcvIyMDZ2dnpk6dyjPPPNNtIf/019m8vDy2bNnC559/zuHDh6mvr8ff35+4uDgeffRRKfsiuowEQDtgPQSybNkyXnnlFfz9/fHx8bGdeLS2GRs7dixOTk48//zzXHLJJb09bCF6nclkoqSkpEPXlYyMDL755hsiIyPJyMjAaDTi7e39i/sS3d3du/VNVXJyMoqidDpoQeuS5OmnnM8UFC0WCw4ODmedRWxbHicxMZGpU6d2KiSbTCYuueQSbr31Vh588MFOP6/zdfXVV3PzzTcTExODyWTioYceIiUlhbS0tG7fT9nY2Gh7jPT0dD7++GO++uor0tPT0ev1bN++vct6DQshAdAOWNsKLVq0iI0bN/Kvf/2L3/zmNzQ0NBAYGMhLL73E888/z7PPPsvChQtxcnLqM10MhOhrFEVh5syZjBkzhpdeegmLxUJFRUWHJefTy+JYf7mfLRxag+PAgQM7tfxaWVnJsWPHiIuLQ6fTdcMz/5miKBiNxnMeXmlubsZkai0Yba3BeLagqNVqz/qc33nnHZ5++mnS09N7ZZa1vLwcPz8/du3axYwZM7r0a1tfm7///ns++eQTfvzxR2644QaWLFli24YTHx/PG2+8gcFg4J133unSxxf2TeoA2gFrxrfWV5s+fXq7jcTWFxovLy98fX2R9wRCnJ1KpeKBBx6whQG1Wo2fnx9+fn5ER0ef8T6KorQ7uNK2FE5KSort71VVVWi12nPOIlr3JbZdfm1sbOTdd99l/vz53R7+rN8DrVaLVqs9Z/3QwsJCjh8/TmRkpC0wtrS0UF1dbQuJBkNrq7m23VesxY/9/f1Zt24dy5cvx2KxdPvzOpPa2lqAbjkgZ/03vOuuu8jNzQXg6aefZv369axYsYK7776bKVOmMHnyZBoaGrr88YV9kxlAO/L111+zb98+7rzzTsLDwzEajTg6OrJ//34+/PBDbr31VmJjY2XvnxC9RK/X/+K+xJKSElQqVbt9iY2NjeTk5PDQQw8xaNAgW1DsiTB4Nudb9sW65Nx2iTkrK4uXX36ZvLw88vPzMZlMGAwGPD09ue6669i4cWOPPAeLxcJ1111HTU3NGfdOd4Xt27czZ84cpk2bxvTp0/nyyy9JTU0FIDIykiVLlrB06VIpzyW6nARAO1BbW0tNTQ0BAQE4OTnR3NyMWq1Gq9V2CHsS/oTo24xGI8XFxbZZw6SkJJ577jmuvvpqqqurKSgooKioCKPRiI+PzxnL4Jy+L7E7nDhxgoqKik6XfSkpKWHcuHF8+eWXXHrppVRWVlJQUICiKD12EOLuu+9m27Zt7Nmzh5CQkC77um1fZ/Py8pg1axZvvfUW06ZNIy0tjQ8++ICNGzdSUFAAtLb06+7DL8L+SADsx6w9JR977DFWrVrFjTfeSHh4ODU1NSxYsIBZs2bZXohMJhMajUbCnxAXmQULFhAUFNSuPIrFYqG8vPwX9yXq9Xrc3NzOa1/ihbw2dEXZl3vvvZeysjK2bt3aK69Ly5YtY+vWrezevZvw8PAu/drW1+bt27fz+eef89prr7Fw4UIeffRRhgwZgslkIjExkTVr1jBkyBBWrVrVpY8vBEgA7Nes4W7nzp2sXLmSQ4cO2a5btmwZ//nPf2ybkIUQF6fS0lJ0Oh0eHh4XdD9rceEz7Uu0ziIWFBRQXV2Nk5PTOWcRg4KC8Pf3t72WPPbYY8yYMYMrr7yyU88pLS2N6dOnc/jwYUaNGtWpr9FZiqKwfPlytmzZws6dOxk+fHiXfn1r+MvIyCAyMhKVSoWiKHh4eDB//nzmzZtHXFwcPj4+6PV6nJ2d5Y256Bbym78fs76wzJw5k7179/L888/z2WefUVlZaatp1ZXFXoUQPc/f379T91OpVHh6euLp6XnO7hJ6vb7DLGJ+fj579uyx7UssLS1FpVIRGBiIr68v6enp1NbWkpyc3GFG8Zf2JSqKwmOPPcYdd9xBREREp57br7F06VI2bdrE1q1bGTBgACUlJQB4eHh0ySlk62vuxx9/DMCll15KQUEBx48fZ8OGDfzwww8sWLCA2bNnc9lll0n4E91GZgDtkD3N+pnNZh5//HHee+89SkpKCAoK4o477uCRRx6xvbAqisI//vEP1q9fT01NDdOmTWPdunVd/s5fiP7KYDBQXFxMfn4+ixYtYsiQIURGRlJUVGTrwFJUVITJZGLgwIHn3JeYk5PDnXfeSVZWVqfD7a9xtsC1YcMG7rjjjl/1ta2vvQUFBTz++OP873//Iy0tDb1ez+uvv87q1aspLy8HYO7cuXz11Ve/6vGEOBf7SAEC+LkcjL2EP4BnnnmGdevWsXHjRkaPHs2hQ4dYtGgRHh4e3HPPPQA8++yz/Oc//2Hjxo2Eh4fz6KOPctVVV5GWltarpyiFuFhotVrCwsIoLi7GYDCwZcsWXFxc2t3GYrFQVlbWYck5JyeHH3/80XZ5U1MTCxYs6JXwB3RrGSzra+/NN99MWloaGo2GpKQk4uLiePDBB7n55ptZu3Ytq1ev5qabbuq2cQgBMgMo+rlrr70Wf39/3nzzTdtlCxYswNnZmffeew9FUQgKCuKvf/0r999/P9B6atrf35+3336bm2++ubeGLsRFqaGhATc3t07dV1EUcnJycHd377enXq1lXwA0Go2ty8msWbNsNVmzsrIYMWJEL45S2APZACb6talTp7Jjxw6ysrKA1n7Ie/bssb0A5+bmUlJS0m6zuoeHB7Gxsezfv79XxizExayz4Q9al1+HDh3ab8MfwFVXXcXWrVuJiorCbDaza9cuVq1axeOPP87HH39MaWmphD/RIyQA2iFFUeym24d1WSUiIgJHR0cmTJjAihUruO222wBsG7xPX27y9/e3XddVBg8ejEql6vCxdOlSoLV0xtKlS/Hx8cHNzY0FCxZQWlrapWMQQvQ8s9kMtLaVS0lJwcfHh507d/Lss8/i7u5Ofn4+77zzDsuWLeO///1vL49W2AsJgHbIGjzswccff8z777/Ppk2bOHz4MBs3buTf//53j3USaCshIYHi4mLbx3fffQfAjTfeCMB9993Hl19+ySeffMKuXbsoKipi/vz5PT5OIUTXsdZYra+v59Zbb2XmzJlccsklDBkyBLVazf79+3nmmWcAqKio4IorrujlEQt7IXsA7YzBYCAzM5PGxkb8/f0JDw9Hr9djNptxdnbudwdEBg0axIMPPmibZQNYtWoV7733HhkZGeTk5DB06FCSkpIYP3687TaXXnop48ePZ82aNd02thUrVvDVV1+RnZ1NXV0dvr6+bNq0id/+9rcAZGRkMGrUKPbv38+UKVO6bRxCiK5nsVhshbYB7r33XtauXYtOp8PT09O2whAVFcX27dsxm8388MMP/P73v+/NYQs7IjOAdsRsNvPOO+8wceJEpk6dyh/+8AeOHz9Oeno6y5YtY9u2bUD3noLraXq9vkOtQ41GY2ssHx4eTkBAADt27LBdX1dXx4EDB4iLi+u2cRkMBt577z0WL16MSqUiMTERo9HYbi9iREQEoaGhshdRiIvQ888/zwMPPEB8fDxVVVUkJyfj7+/Ppk2beOONN/i///s//P39SUlJ4Z///CchISES/kTPUoTdyM3NVTw9PRWNRqN4e3srKpVK+fOf/6ykp6crKpVKWbBggaIoimI2m3t5pF1n4cKFSnBwsPLVV18pubm5ymeffaYMHDhQWblype02Tz/9tOLp6als3bpVOXbsmHL99dcr4eHhSlNTU7eN66OPPlI0Go1SWFioKIqivP/++4pWq+1wu5iYmHZj7SoFBQXKbbfdpnh7eys6nU6JiopSEhISbNdbLBbl0UcfVQICAhSdTqdcccUVSlZWVpePQ4j+6OTJk4pKpVI0Go0yffp05YUXXlBiYmKUu+66S1EURTGZTEpZWZlyzz33KCqVShk7dqySn5/fy6MW9kZmAO2I8lPrp4iICB599FGg9VRseHg47u7unDp1qpdH2PXWrl3Lb3/7W/785z8zatQo7r//fu666y6eeOIJ221WrlzJ8uXLWbJkCTExMTQ0NPDNN990aw3AN998kzlz5hAUFNRtj3E21dXVTJs2DUdHR7Zt20ZaWhrPP/88Xl5etttYayO++uqrHDhwAFdXV6666iqam5t7fLxCXGyCgoJ45JFHcHJyYs+ePTzxxBMkJyeTmJhIamoqGo0GX19fpk+fDrR2BwkJCenlUQu709sJVPSciooKZdSoUcq1116rKIqi+Pr6KiNHjlQURVFcXFyUYcOGKYrSv2YA+6KTJ08qarVa+fzzz22X7dixQwGU6urqdrcNDQ1VXnjhhS59/AceeEC55JJLznq9xWJRAgIClOeee852WU1NjeLk5KR88MEHXToWIfqzyspK5Y9//KOiUqkUlUqlODk5KTfddJOydu1aZceOHUpUVJTi5uambN68ubeHKuyQzADaEU9PT37/+99z5MgRtm/fjpOTE9XV1WzdupWmpibbjJe9nBDuLRs2bMDPz49rrrnGdtnEiRNxdHRstxcxMzOTvLy8Lt+L+MUXXzBp0iRuvPFG/Pz8mDBhAuvXr7ddL7URhega3t7evP7662RnZ3PllVdiMBj4+OOPefDBB5k1axYWi4U333xTTvuLXiEB0I7o9XpeeeUV6urqmDNnDqWlpZSXlzNv3jwALr/8ckACYHeyWCxs2LCBhQsXtjtx7eHhwZ133slf/vIXfvjhBxITE1m0aBFxcXFdfgI4JyfH1ut4+/bt3H333dxzzz220jg9WRvx8ccf71AXMSIiwna91EYU/cHQoUP59ttv2b9/PxEREej1ehRFwWg02paBhehpEgDtiFqtprCwkObmZrRaLYqioNVq8fHxYdasWSxfvry3h9jvff/99+Tl5bF48eIO161evZprr72WBQsWMGPGDAICAvjss8+6fAwWi4Xo6GiefPJJJkyYwJIlS/jjH//Iq6++2uWPdT5Gjx7drj7inj17bNdJbUTRFXbv3s1vfvMbgoKCUKlUfP75570yjtjYWFJSUti8eTMqlYrQ0FACAwN7ZSxC9K+ib+KcdDodd911FzqdDmdnZ9tHQEAAM2fOlE3IPWD27NlnLbOj0+l4+eWXefnll7t1DIGBgURGRra7bNSoUWzevBmAgIAAAEpLS9v9ciotLW1XK7GrODg42B6zrdraWt588002bdpkm53esGEDo0aNIj4+XmojivPW2NjIuHHjWLx4ca+/gVCr1cybNw+9Xi+HqkSvkgBoRzQaDevWrbP9XVEUzGazbSlSURRZ/rUD06ZNIzMzs91lWVlZhIWFAe1rI1oDn7U24t13393l48nOziYoKAidTkdcXBxPPfUUoaGhv1gbUQKgOF9z5syx9f/uK5ycnHBycurtYQg7JkvAdsBoNFJbW4vRaERRFFJTU3n22WdZtGgRt99+O3/729/4+uuvJfzZifvuu4/4+HiefPJJjh8/zqZNm3j99ddt3VJUKhUrVqxg1apVfPHFFyQnJ3P77bcTFBTEDTfc0KVjiY2N5e233+abb75h3bp15ObmMn36dOrr6ykpKUGr1eLp6dnuPt2xF/F0Tz/9tO37YCX7EYUQ/YnMANqBjRs38t133/Gvf/2L2tpa5s2bR0FBQbvbrF27ltdee42FCxf20ihFT4mJiWHLli38/e9/55///Cfh4eG8+OKL3HbbbbbbrFy5ksbGRpYsWUJNTQ2XXHJJt9RGbDsrM3bsWGJjYwkLC+Pjjz/G2dm5Sx/rfCUkJPDaa68xduzYdpffd999/Pe//+WTTz7Bw8ODZcuWMX/+fPbu3dsr4xRCiF9DegHbgUmTJnHixAkqKyu5/PLL2b17N4MHDyY8PBxXV1eKioo4fPgw3t7e5OXl4eLi0ttDFnYsJiaGK6+8klmzZnHFFVdQXV3dbhYwLCyMFStWcN9993X5Yzc0NBAdHc0rr7zCqlWrGD9+PC+++CK1tbXSq7mfUKlUbNmypctns4W42MgSsB0oLS0lKioKtVrN8ePHAXjppZfYsWMHX3zxBR988AEjRoygqqpKNiWLXtXQ0MCJEycIDAzs0dqIVkuXLuWaa65pt+8QkF7NQoh+RwKgHXBwcKCwsBCDwcCcOXPw9/cnNjbWdv3w4cPx9PTkd7/7Xbe2PxPidPfffz+7du3i5MmT7Nu3j3nz5qHRaLjlllt6tDYiwIcffsjhw4d56qmnOlzX0/sR161bx9ixY3F3d8fd3Z24uDi2bdtmu172Iwohfi3ZA2gHIiMj2bZtG2vXruWaa67h008/5YknnuC6665DpVJx4MABUlNTmTRpUm8PVdiZgoICbrnlFiorK/H19eWSSy4hPj4eX19foLU2olqtZsGCBbS0tHDVVVfxyiuvdPk48vPzuffee/nuu+/6xJugkJAQnn76aYYPH46iKGzcuJHrr7+epKQkRo8eLfsRL1BDQ4Nt9QNau90cOXIEb29vQkNDe3FkQvSiXmtCJ3rMhg0bFC8vL1s/Sq1Wa/vc+qFWqxWVSqVkZGT09nCF6HFbtmxRAEWj0dg+AEWlUikajUb5/vvve6xX89l4eXkpb7zxhlJTU6M4Ojoqn3zyie269PR0BVD279/fI2O52Pzwww8K0OFj4cKFvT00IXqNLAH3c4qicMcdd3DLLbcQHByMp6cnTk5OeHp64u3tjY+PD/7+/gQGBuLg4GArUqzI2SBhR6644gqSk5M5cuSI7WPSpEncdtttts97ej+ildls5sMPP6SxsZG4uLhe2Y/41FNPERMTw4ABA/Dz8+OGG27oUEuyLy9Lz5w5E0VROny8/fbbvT00IXqNLAH3cyqVCkVRePnll1m8eDEHDhxAr9ej0+lwdXXFyckJtVqNxWLBbDbbOj9ITUBhTwYMGEBUVFS7y1xdXfHx8bFdbt2P6O3tjbu7O8uXL++2/YgAycnJxMXF0dzcjJubG1u2bCEyMpIjR470eH3EXbt2sXTpUmJiYjCZTDz00EPMnj2btLQ0XF1dASmTI8TFRgKgHbCGwIkTJzJx4kTb5bW1tTQ1NeHm5oabm1svjlCIvq+n9iNajRw5kiNHjlBbW8unn37KwoUL2bVrV7c93rl888037f7+9ttv4+fnR2JiIjNmzJC2fUJchCQA2glrCFSpVOTn57Np0yZ27NhBdXU1wcHBzJ49m1tvvbXDrIIQ9mrnzp3t/t5TvZqttFotw4YNA2DixIkkJCSwZs0abrrpJgwGAzU1Ne1+XktLS8/YU7k71NbWAuDt7Q38cpkcCYBC9D0SAO2ISqXCaDSyfPlyvvjiC9vliYmJfPHFF9TX13Pfffeh1Wp7cZRCiDOxWCy0tLS0q4+4YMECoOf2I1rHsWLFCqZNm2ZbHu/Ntn1CiM6RAGgnLBYLarWaDRs2sH37doYMGYKzszOpqanMmDGDkydP8uyzzzJz5kxiY2Nts4VCiJ7397//nTlz5hAaGkp9fT2bNm1i586dbN++vV19xJ7aj9jW0qVLSUlJYc+ePd3+WEKI7iMB0E5YT/Wmp6fT0tLCiy++SElJCUuWLOGhhx7i2LFjrFy5kvz8fAmAQvSysrIybr/9doqLi/Hw8GDs2LFs376dWbNmAT2/H9Fq2bJlfPXVV+zevZuQkBDb5QEBAb2+LC2EuDASAO2ENQC2tLQAEBgYSHV1NdBavsHLywsAvV7f7vZCiJ735ptvnvP6nt6PqCgKy5cvZ8uWLezcuZPw8PB21/f2srQQ4sJJALQT1tk867vxmpoaXFxcANi8eTMFBQXAz5u6ZfZPCGG1dOlSNm3axNatWxkwYIBtX5+HhwfOzs69viwthLhwEgDthDXQRUREABAfH09wcDBqtZp3330XgIULF9reravVUiNcCNFq3bp1QGtB5bY2bNjAHXfcAfTesrQQonPkt7ydsAbAmJgYrr/+eurr62loaGDEiBFERkayaNEiVq5ciY+Pjyz/ik5bvXo148ePx9vbG0dHR3x9fZk/fz5ZWVm223zyyScMHToUZ2dn5s6dy3vvvYdKpUKlUrUrvXLgwAHmzp2Lp6cnOp2O6OhoPv300154VuJMXTSsXYasrMvSVVVVNDY28tlnn8n+PyH6MJUiv+3tjvWAx6lTp0hOTiYoKIjo6GgATCYTarVaZgBFp9xwww18//33hIaGotFoSE9Px2w2ExISQnZ2NhkZGUycOBGLxYK7uzu+vr6UlJTQ2NgIwA8//MDMmTPZu3cvl112GUajkYCAADw8PGytxzZu3Mjtt9/em09TCCEuevJb3k6YzWbb59bZwLCwMK699lqio6Mxm81YLBYcHBxQq9WYTCbKysp6a7jiIvXkk09SXV1NWloaycnJtg4SBQUF7N27l+effx6LxcKAAQPIyMjg+PHjzJs3r8PXeeSRRzAajcyaNYv8/HwyMjJYsWIFAA8//HBPPiUhhOiXJADaifj4eF566SXKysqoqanpcL1Go0GtVlNYWMiOHTtYtGgRb731Vs8PVFzUTp06xWWXXYa7uztqtdpWtgSgqKiI1NRUAKZPn27rO/273/2uw9c5ePAgAN999x2Ojo6oVCpefPFFoDVMFhYWdvMzEUKI/k0OgfRz1uXe7Oxs7rnnHp544gluuOEG4uLiCA4OxsHBAYPBQHV1Nbm5uSQkJLBt2zZaWlr4y1/+0tvDFxeRnJwcbrjhBgwGAwMGDGDixImYTCaOHDkCtJ+FPl/BwcHt6s1ZmUymXztcIYSwaxIA+znrcm9cXBzz589n3759rF+/nvXr15/1PpMnT+a6664748yMEGeTlJSEwWAAYPv27cTFxfHhhx9yyy232G4TFRVFUlIS+/bto6ysDD8/Pz7++OMOXysmJoZdu3YRFhbG999/j7OzM9A6+5eYmEhYWFjPPCkhhOin5BCInUlPT+f9998nISGBuro6DAYDGo0GT09PQkJCmDBhArNmzbKVixHifGVkZBAVFYXZbMbd3Z3Q0FBKSkqoqKgAWkuGTJgwgejoaCwWC56envj4+FBcXGwrQG49BLJ7926uuOIKTCYTHh4ehIeHU15eTlFRETNmzGh3WlgIIcSFkxlAO6IoCqNGjWLVqlVAazHo0tJSAHx8fBg4cGC724IUhBbnLyIigrfeeovHH3+c4uJiBg4cyOrVq9vtAxw3bhwffvghDzzwAEVFRQwdOpS//vWv/PnPfwawzfTNmDGD3bt388QTT7B//37S0tIICgpiwYIFLFy4sFeenxBC9CcyA2iHLBaLre5aW9baXme6Toiukp2dzfDhw21/X7JkCevXr0er1VJeXo67u3svjk4IIeyDzADaobPV+JPgJ3rC5MmTCQ8PJzQ0lOPHj9tOBq9cuVLCnxBC9BCZARRC9Kg77riDHTt2UFZWhqOjI2PGjGHJkiUsWrSot4cmhBB2QwKgEEIIIYSdkULQQgghhBB2RgKgEEIIIYSdkQAohBBCCGFnJAAKIYQQQtgZCYBCCCGEEHZGAqAQQgghhJ2RACiEEEIIYWckAAohhBBC2BkJgEIIIYQQdkYCoBBCCCGEnZEAKIQQQghhZyQACiGEEELYGQmAQgghhBB2RgKgEEIIIYSdkQAohBBCCGFnJAAKIYQQQtgZCYBCCCGEEHZGAqAQQgghhJ2RACiEEEIIYWckAAohhBBC2BkJgEIIIYQQdkYCoBBCCCGEnZEAKIQQQghhZyQACiGEEELYGQmAQgghhBB2RgKgEEIIIYSdkQAohBBCCGFnJAAKIYQQQtgZCYBCCCGEEHZGAqAQQgghhJ2RACiEEEIIYWckAAohhBBC2BkJgEIIIYQQdkYCoBBCCCGEnZEAKIQQQghhZyQACiGEEELYGQmAQgghhBB2RgKgEEIIIYSdkQAohBBCCGFnJAAKIYQQQtgZCYBCCCGEEHZGAqAQQgghhJ2RACiEEEIIYWckAAohhBBC2BkJgEIIIYQQdkYCoBBCCCGEnZEAKIQQQghhZyQACiGEEELYGQmAQgghhBB2RgKgEEIIIYSdkQAohBBCCGFnJAAKIYQQQtgZCYBCCCGEEHZGAqAQQgghhJ2RACiEEEIIYWckAAohhBBC2BkJgEIIIYQQdkYCoBBCCCGEnfn/CjOKsrIYKfwAAAAASUVORK5CYII=", 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1-underweight=1, 2-normal=2, 3-overweight=3, 4-obese=4, 5-extremely obese=5\n", + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8b429c5ba3b742deb1184b41ca0d5b7e", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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4-obese=4, 5-extremely obese=5\n", + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ee4a5d29c8f64124a96ff1394570d0ba", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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"print([ps.testDirection('weight', 'bmi', power=1),\n", + "ps.testDirection('weight', 'bmi', power=5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-9.158602211832032e-05, -3.7747582837255325e-18]\n" + ] + } + ], + "source": [ + "print([ps.testDirection('height', 'bmi', power=1),\n", + "ps.testDirection('height', 'bmi', power=5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.0030229157751376396, 2.220446049250313e-19]\n" + ] + } + ], + "source": [ + "print([ps.testDirection('genhealth', 'income', power=1),\n", + "ps.testDirection('genhealth', 'income', power=5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.0016608571991132144, 2.55351295663786e-18]\n" + ] + } + ], + "source": [ + "print([ps.testDirection('genhealth', 'age', power=1),\n", + "ps.testDirection('genhealth', 'age', power=5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.0030229157751376396, 1.5543122344752192e-18]\n" + ] + } + ], + "source": [ + "print([ps.testDirection('income', 'genhealth', power=1),\n", + "ps.testDirection('income', 'genhealth', power=5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.001149383032788455, -5.551115123125783e-18]\n" + ] + } + ], + "source": [ + "print([ps.testDirection('gender', 'income', power=1),\n", + "ps.testDirection('gender', 'income', power=5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-5.350128870146513e-06, 3.252688957844363e-09]\n" + ] + } + ], + "source": [ + "print([ps.testDirection('state', 'income', power=1),\n", + "ps.testDirection('state', 'income', power=5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.03884388650568498, -5.10702591327572e-18]\n" + ] + } + ], + "source": [ + "print([ps.testDirection('gender', 'height', power=1),\n", + "ps.testDirection('gender', 'height', power=5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.015120586274729729, 1.1102230246251566e-18]\n" + ] + } + ], + "source": [ + "print([ps.testDirection('gender', 'weight', power=1),\n", + "ps.testDirection('gender', 'weight', power=5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.03884388650568498, -5.10702591327572e-18]\n" + ] + } + ], + "source": [ + "print([ps.testDirection('gender', 'height', power=1),\n", + "ps.testDirection('gender', 'height', power=5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.0002833800705131416, 2.220446049250313e-18]\n" + ] + } + ], + "source": [ + "print([ps.testDirection('gender', 'age', power=1),\n", + "ps.testDirection('gender', 'age', power=5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.001624289136854604, 1.1102230246251566e-18]\n" + ] + } + ], + "source": [ + "print([ps.testDirection('height', 'weight', power=1),\n", + "ps.testDirection('height', 'weight', power=5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.004087735648236016, 2.7755575615628915e-18]\n" + ] + } + ], + "source": [ + "print([ps.testDirection('weight', 'diabetes', power=1),\n", + "ps.testDirection('weight', 'diabetes', power=5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-0.006246214419863126, -3.996802888650563e-18]\n" + ] + } + ], + "source": [ + "print([ps.testDirection('bmi', 'diabetes', power=1),\n", + "ps.testDirection('bmi', 'diabetes', power=5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[-2.0451462683323195e-05, 4.440892098500626e-19]\n" + ] + } + ], + "source": [ + "print([ps.testDirection('state', 'asthma', power=1),\n", + "ps.testDirection('state', 'asthma', power=5)])" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 290759\n", + "Viz.show: Target = [('income',)] , Condition = [('bmi',), ('weight',)]\n", + "Viz.show: Showing graph = 3D Expected value plot with two conditions , power = 5\n", + "Viz.show: Controlling for ['gender']\n", + "Test Time = 217.86\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "c1f84d25e0c1443b924651cfde73b66f", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 83.745\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f1c840f029c04560abf6a9536b481a98", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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+ "text/html": [ + "\n", + "
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dy\n", + " effect = dyc - ref\n", + " print(str.rjust(str(round(dy,3)),7), str.rjust(str(round(dyc,3)), 7), str.rjust(str(round(diff,3)),7), \n", + " str.rjust(str(round(effect,3)),7), combo)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Diabetes=yes \n", + "ref = 0.12910348432894597\n", + " 0.208 0.208 0.0 0.079 []\n", + " 0.208 0.208 -0.0 0.079 ['height']\n", + " 0.208 0.193 -0.015 0.064 ['weight']\n", + " 0.208 0.208 -0.001 0.078 ['age']\n", + " 0.208 0.199 -0.009 0.07 ['physicalactivity']\n", + " 0.208 0.125 -0.083 -0.004 ['height', 'weight']\n", + " 0.208 0.201 -0.007 0.072 ['age', 'physicalactivity']\n" + ] + } + ], + "source": [ + "intCombos = [[],\n", + " ['height'],\n", + " ['weight'],\n", + " ['age'],\n", + " ['physicalactivity'],\n", + " ['height', 'weight'],\n", + " ['age', 'physicalactivity']\n", + " ]\n", + "target = ('diabetes', 'yes')\n", + "print('Diabetes=yes'.center(15, ' '))\n", + "ref = ps.P(target)\n", + "print('ref = ', ref)\n", + "dy = ps.P(target, ('bmicat', 4, 5))\n", + "for combo in intCombos:\n", + " dyc = ps.P(target, [('bmicat', 4, 5)] + combo)\n", + " diff = dyc - dy\n", + " effect = dyc - ref\n", + " print(str.rjust(str(round(dy,3)),7), str.rjust(str(round(dyc,3)), 7), str.rjust(str(round(diff,3)),7), \n", + " str.rjust(str(round(effect,3)),7), combo)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Diabetes=yes \n", + "ref = 0.12910348432894597\n", + " 0.289 0.289 0.0 0.16 []\n", + " 0.289 0.289 -0.0 0.16 ['height']\n", + " 0.289 0.253 -0.036 0.124 ['weight']\n", + " 0.289 0.049 -0.24 -0.08 ['height', 'weight']\n", + " 0.289 0.288 -0.002 0.158 ['smokertype']\n" + ] + } + ], + "source": [ + "intCombos = [[],\n", + " ['height'],\n", + " ['weight'],\n", + " ['height', 'weight'],\n", + " ['smokertype'],\n", + " ]\n", + "target = ('diabetes', 'yes')\n", + "print('Diabetes=yes'.center(15, ' '))\n", + "ref = ps.P(target)\n", + "print('ref = ', ref)\n", + "dy = ps.P(target, ('bmicat', 5))\n", + "for combo in intCombos:\n", + " dyc = ps.P(target, [('bmicat', 5)] + combo)\n", + " diff = dyc - dy\n", + " effect = dyc - ref\n", + " print(str.rjust(str(round(dy,3)),7), str.rjust(str(round(dyc,3)), 7), str.rjust(str(round(diff,3)),7), \n", + " str.rjust(str(round(effect,3)),7), combo)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 290759\n", + "Viz.show: Target = [('diabetes', 'yes')] , Condition = [('state',)]\n", + "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 5\n", + "Viz.show: Controlling for ['bmicat', 'physicalactivity', 'income', 'age']\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 568.3\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ec988938b683468ebada1304f5fae4a7", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 18.663\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "744b6a2c844f43ef8034323536f36618", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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", + "text/html": [ + "\n", + "
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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.show(probspace=ps, targetSpec=['childcnt'], condSpec=[], \n", + " controlFor=[], \n", + " filtSpec=[('income', None, 9)], gtype='pdf', power=5, enhance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['0-zero', '1-one', '2-two', '3-three', '4-four', '5-fiveplus']\n", + "{'0-zero': 1, '1-one': 2, '2-two': 3, '3-three': 4, '4-four': 5, '5-fiveplus': 6}\n" + ] + } + ], + "source": [ + "print(ps.getValues('childcnt'))\n", + "print(ps.stringMap['childcnt'])" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 290759\n", + "Viz.show: Target = [('childcnt', 4, 5, 6)] , Condition = [('income',)]\n", + "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 5\n", + "Viz.show: Controlling for ['age']\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 9.015\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "1c09c762a1284abc8cd0367d661df372", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 44.848\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.8/dist-packages/because/visualization/probPlot2D_bound.py:91: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " fig = plt.figure(tight_layout=True)\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ddca7d46eedc4f3ebe4d8ba2875ddcf6", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 4.288\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "387778fb63a849b88af7185cc540def3", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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HsE1TE/SsRUhEAY4B8CQ0mtP7AFAUBS7XqT90cnNz1dDXsWNHbN26FQDQo0cPZGRkYNiwYfjpp5/qvObxxx/HE088cdy5GACJTszlFmSXVKqLStJzLPXaZ9mo06B9QoS60rh9QgRC9KxFSESBhQHwJLKzs0/7ua1atTrl4w6HAyaTCdXV1bj++uuxZMkSAMANN9yAjz76CK1atcKBAwfqvIY9gEQNIyLIKbNiR45FnUdYVGE/4/PoNAraNDWhS1IUOidHolNiJMKNrEVIRI1bIAZAr7wzb9y4EZdffjkMBkODz6XX6zF06FCsXr0a27dvh8Ph6ZXYvn07AKBt27bHvcZoNMJo9JSz0GrZ+0B0phRFQfPoMDSPDsOoLgkAgEKLDTtyj640zimz/u15nG7Brvxy7Movx6e/e2oRpsaFq2VnOidHsRYhEZEf8NoQcJMmTXDttddi0qRJOO+88xp0vo0bN2Lo0KGorq6uMwdQq9Vi1apVOP/880/6Wi4CITo7Siur1SHjHTlmHKhnLcIW0aHonBylziOMYy1CIvJzgdgD6JUAqNfr4XK51IUgrVu3xqRJkzBx4sS/HfI9mXXr1uHRRx/Fpk2bEBoaip49e2Lu3Lno37//KV/HAEh0bpTbPLUI03M8oXBvYf1qETaLNKpDxl2SopAYFcLSM0TkVxgAT6K0tBTLly/Hp59+itWrV8Nut0NRFCiKgsGDB+PGG2/E+PHjodef/aEfBkAi37BWu7Ar34IduRak55iRWVAOh+vM315iwg3qopLOyZFoGRMGDQMhEfkQA+BpqKiowHvvvYeZM2eisrJS/SafnJyMzz//HH369PHm5Y7DAEjkH6qdbuwuKFeHjTPyLLA5zrwWYUSIDp0TI9Vh47R4E2sREtE5xQD4N1auXIl3330Xy5cvh91uh4ggPDwcLVq0wK5du9CzZ09s2bLFW5c7IQZAIv/kdLmxr7hSXVSSnmtBhf3UdUFPJFSvRcfECLWHsF2zCNYiJKKzigHwJGbPno333nsPhw8fVrdq69SpE+644w5MmjQJERERGDJkCDZu3Ijq6uoGN/pUGACJGge3CA6WVKl1CP/MNaOs6sxrEeq1CtoneAJhl6QodEhkLUIi8q5ADIBeKQMzd+5cAJ7FIFdeeSXuvPNODBkypM5z+vTpg8OHD3vjckQUADSKgpS4cKTEhWNctySICHLNNqTnmD3zCHPNKLD8fS1Ch0uwI8eCHTkWAIeg1ShoE29SF5V0SoyEKYS1CImIjuWVHsDU1FTcdtttuOmmm9C0aVNvtKve2ANIFDgKy22e4eKalcaHS/++FuFfKQBS4sLVOoSdkyIRHdbwmqVEFDwCsQfQKwFw4cKFSEhIwOjRo+scP3DgAKqqqtCpU6eGXuK0MQASBa7SqmrsPGb7uv3FlajPG1jzJqFqD2Hn5Eg0jQjxeluJKHAwAJ6ERqPBwIEDsW7dujrHBw4ciM2bN8PpPPOJ3vXFAEgUPCrsTmTUFqfOtWBvYQVc9ShG2DTC6Ck9k+yZR5jUhLUIieioQAyAXpsYc6IceeTIkRMeJyLyBpNRh76pMeibGgMAsDlc2JVfrs4jzMwvR7Xr70vPFJbbUZhZhDWZRQCAJmF6T+9gTShsFctahEQUWBrUA5iWlgbAM9RrNBqRmJioPlZVVYWioiLExsaisLCw4S09TewBJKJaDpcbewoq1CHjnXkWWB2uMz5PuFF7dD/jpCi0jg+HjqVniIIGewD/4sCBAwA8G8nb7Xb152NdeeWVDbkEEVG96bUadEqKRKekSKAP4HIL9tfUItyR66lHWG77+ykqlXYXNu0/gk37jwAAQvQadEyIVOcRtmsWAYOOgZCIGo8G9QA+8cQT6r+bN2+Om2++WX0sLCwMHTp0wLhx487pXBr2ABLR6XKL4NCRKs9uJTXDxkcqz7xWqU5ztBZh5+RIdEiIQJiBpWeIAkUg9gB6ZRHI+eefj86dO+O1117zRpsahAGQiOpLRJBvsWFHjqcO4Y4cC/IttjM+j0YBWsebahaVeHogI0LO/l7oRHR2MACegMPhQEhICGJjY1FQUODzlXMMgETkTcUVdrWHMD3XgoNHqup1npTYMM88wmTPPMKYcNYiJGosAjEANniMQq/XIzExEU2aNPF5+CMi8rY4kxHD2sVjWLt4AIDZ6kB6zfzBHTlm7C+uxOlUnjlQUoUDJVX45s88AEBSk5A6K42bRhj5HkpE54xXhoCff/55zJo1C9988w1GjhzpjXbVG3sAiehcqrQ7kZFnUbev21NQAWc9ahHGm4xHi1MnRaJ5dCgDIZGfCMQeQK/NAVy/fj0cDgfat2+PZs2aqW9ciqLghx9+aHBDTxcDIBH5ks3hwu6Ccs/+xLlmZOaXw+78+1qEfxUVqj+mOHUkWsWGQ6thICTyBQbAk9BoTl7+QFEUuFxnXnervhgAicifOFxu7C2sUIeMd+ZZUFVdj1qEBi061dQh7JIciTbxJtYiJDpHAjEAeqVOwaRJkzhUQUR0AnqtBh0TI9ExMRJX924Ol1twoKRSXVSyI8cMy+nUIqx2YfOBUmw+UAoAMOo06JAQgS7JniHj9gkRMOq0Z/vXIaIA4ZUeQH/CHkAiakxEBIdLrZ79jHM8gbCknrUI2zWLUIeNOyayFiGRtwRiD6BXA+CaNWuwYcMGREdHY/z48SgrK0OzZs1gNBq9dYm/xQBIRI2ZiKDAYvfUIazpIcwz168WYVq8yRMIk6LQKSkSUaGsRUhUH4EYAL3y9dBqteLSSy/Fjz/+CADo378/mjZtimuuuQbPPPMMZsyY4Y3LEBEFPEVRkBAVgoSoEIzo2AwAUFJTizA917OwJLvk72sRugXYW1iBvYUV+HJrLgCgZUyYWoewc1Ik4kzn7ss5EfkXr/QATps2DS+99JL684ABA7BmzRo0adIEffv2xS+//NLQS5w29gASUaCzWB3YmXe0OHVWUcVp1SL8q8SokGNWGkehWSRrERKdCHsAT+KTTz5BaGgo1q9fjx49egAAjEYjWrVqhd27d3vjEkREVCMyVI8BabEYkBYLAKiqdiIjr1zdvm53Qflp1SLMM9uQZ7ZhdUYhACA23KAuKumSHIUWrEVIFLC8EgALCwvRqVMndOvWrc5xvV6PsrIyb1yCiIhOIsygQ+9W0ejdKhoAYHe6sLugQu0hzMiznFYtwpLKavy8uwg/7y4CAESG6OpsX5cax1qERIHCKwEwMTERu3fvRlZWlnps69atyMjIQMuWLb1xCSIiOk1GnRZdk6PQNTkKAOB0uZFVVFmz0tiMnbkWVJ5GLUKLzYn1+0qwfl8JACDMoEXHxEh0qekhbNPUBD1rERI1Sl4JgJdddhleffVVdOnSBYqi4I8//kC/fv0gIrjsssu8cQkiIqonnVaD9gkRaJ8Qgat6eWoRZpdUqotK0nMsKLM6/vY8VdUubMkuxZZsTy1Cg1aDDokR6krj9gkRCNGzFiFRY+CVRSAWiwXDhg3Dtm3b6hzv1q0bfvnlF0RGRjb0EqeNi0CIiM6MiCCnzIodORZ1HmFRhf2Mz6PVKGjb1OTZzzg5Ep0SIxFuZC1CavwCcRGI1+oAOhwOLFmyBJs2bQIA9O3bFzfccAMsFgvi4uK8cYnTwgBIRNRwhRabWocwPdeCnDLrGZ9DAZAWH47OSVFoHh2KUL0WIXotQvSamn9ra455fjbqNFx0Qn6JAfAk7rjjDvz73/8+7vjBgwcxcuRI7Nq1q6GXOG0MgERE3ldaWa0OGe/IMePAadQiPFMK4AmCes1xYTG0JiCGGmqO6+o+9tfnhjBYkhcFYgD0St/8m2++CZ1Oh1dffVU9tmvXLlx00UXIzc31xiWIiMiHosMNGNw2DoPbekZ0ym2eWoTpOZ5QuLewfrUIjyUArA4XrA4XyvD3cxJPV22w/GvPY23QPFGwDDXU/nfd5zJYUqDwSgAMCwvD66+/DkVR8Morr2DTpk0YO3YsSkpKkJKS4o1LEBGRH4kI0aN/aiz6p3pqEVqrXdiVb8GOXAvSc8zILCiHw+UfW80fGyxxDoPl3/VgMliSL3klAK5atQqjR4/G//3f/yEvLw8rV65EeXk5unfvju+++84blyAiIj8WatCiZ8to9GzpqUVY7XRjd0E50nMtyCwoR4XNCavDBZv6jxs2hwv+ERHr51wHy2N//rtgGWLQHO3BNHiew2BJx/LaIpCtW7di5MiRKCkpgYhgxIgR+OKLL9T5eOcK5wASETUOIgK7010nEFodLtgd7qNh0emCtbrmcafr1M8NkGB5tpxOsDxVD2aIriZY1gbNIAqWnAN4jCeffPK4YxdccAE++eQTREREoH///njxxRcBALNnz65/C4mIKCApiqIGD286WbA89ucTBUtrtQt2p/u45x4bNBuzc9Vj+XervU8nWIboNTBoAz9Y+lK9ewA1mtP/i3G5zt3/NOwBJCKis8Etguq/CZb1DZp0PI3i2dWmtqfxdILlKXsw9fUPluwBPEbLli2ZzImIKGhozlKP5V+D5bFD2scPc59+0GzswdItx/ZYes/fBcsTBU2t68wLo/u7egfAAwcOeLEZRz3++ON44oknTviYw+GATseq8kREFDjOdrA80VxJ67Hh8RRBk8Gy5jXVtrPYIt/wapo6cOAAtmzZAgDo3bt3g0rAxMXFoXXr1nWOsceRiIjo9JyLYHnKXskz7MFs7MGysfFKAHS73bj99tvx7rvvonZKoaIomDp1Kv7973/XK7iNHTsWixYt8kbziIiIyEvOZrC0n8ainDPpwbQ6POeg43klAL744ot4++236xwTEbz11lto27Ytpk2bdsbn/Oyzz/Dxxx+jSZMm6N27N5566in07NnTG80lIiIiP6NRFIQaPHPzvEkNlscMaavBstoFm/P4XklPoDwaNCsqKnDIq63yPa8EwHfffReKouDee+/F+PHjAQCLFy/Gv/71L7z77rtnHAC1Wi0SEhKg0+mwa9cufPPNN1i9ejXWr19/whBot9tht3smaFZWVjb8FyIiIqKA4I1gWVVVif4zvdgoP+CVQtAhISFISUnBrl276hxv3749srOzYbOd/uTJ3bt3Iy4uDjExMQCAFStWYNSoUQCAm2+++bieRuDkC0dYBoaIiIgaKhDLwGi8cZKQkBAUFxejvLxcPWaxWFBcXIzQ0NAzOle7du3U8AcAF198MWJjPXtNHjx48ISvefjhh2E2m2E2m5Gbm1uP34CIiIgoeHglAPbv3x+lpaXo3r077r77btx9993o0aMHysrK0L9//zM61/z58+sEvVWrVqGkpAQATrqq2Gg0IjIyUv2HiIiIiE7OK0PAa9euxQUXXACn06mu+BUR6PV6rFmzBuedd95pnyslJQUHDx5EixYtEB4ejl27dkFEEB4ejk2bNqFTp06nfD13AiEiIiJv4hDwSQwePBgrV67EkCFDEBISgpCQEAwdOhQrV648o/AHALNmzcKIESPgcDiwb98+tGrVChMmTMCWLVv+NvwRERER0d/zSg+gP2EPIBEREXlTIPYAem0nEJfLhaysLBQUFOCvmXLo0KHeugwRERERNZBXAuCvv/6K8ePH49Ch48skKooCp9PpjcsQERERkRd4JQDeeeedJy3RQkRERET+xSsBcO/evYiOjsbSpUuRlpZWr71/iYiIiOjc8EoAHDZsGP78808MHToUOp3XphUSERER0VnglbT2zjvvYPjw4ejVqxdGjhx5XDHm2bNne+MyREREROQFXgmA33//PbKysuB2u5Genn7c4wyARERERP7DKwHw0Ucfhcvl8sapiIiIiOgs88pOIBUVFUhMTMSePXvgcDjgdrvr/ENERERE/sMrAfDmm2+G0+lE06ZNodVqvXFKIiIiIjpLvDIEXFRUBIvFgrZt22Lw4MF1FoEoioJ33nnHG5chIiIiIi/wyl7AGo0GiqJAROrUAKz9+VzOD+RewERERORN3Av4JFq2bMniz0RERESNhFcC4IEDB7xxGiIiIiI6B7yyCOSvDh8+jC+++AKZmZln4/RERERE1ABeCYDTp09HWloaNmzYgG3btqFjx464+uqr0bVrVyxfvtwblyAiIiIiL/FKAFy5ciUKCwvRu3dvLFy4EJWVlYiIiIDT6cT8+fO9cQkiIiIi8hKvBMADBw6gVatW0Ov12LJlC9LS0lBUVISkpCRkZGR44xJERERE5CVeCYAOh0MtAJ2ZmYnu3btDr9ejWbNmsNls3rgEEREREXmJVwJgy5YtkZ6ejosvvhglJSXo2bMnACA/Px8JCQneuAQREREReYlXAuDUqVMhIli1ahUMBgPGjx+Pffv2IS8vD7169fLGJYiIiIjIS7xSB3DatGlo164d9uzZg4svvhhpaWnYu3cv3nrrLbU3kIiIiIj8g1e2gvMn3AqOiIiIvCkQt4I7K4WgiYiIiMh/MQASERERBRkGQCIiIqIgwwBIREREFGQYAImIiIiCTL3LwBw8eLBer2vZsmV9L0lEREREXlDvAJiSkgJFUc74dS6Xq76XJCIiIiIvqHcAfPfdd+sVAImIiIjIt+odAKdMmeLFZhARERHRucJFIERERERBhgGQiIiIKMgwABIREREFGQZAIiIioiDDAEhEREQUZLwaACsrK7F+/Xps2rTJK+e79tproSgKFEXB9ddf75VzEhEREQU7rwXAuXPnolmzZhg8eDDuu+8+fPLJJ0hLS8PixYvrdb6FCxdi6dKl3moeEREREdXwSgB84403MHv2bFRVVUFEAAAjRozAoUOH8NFHH53x+bKysnDvvfdi4MCBaN68uTeaSEREREQ16l0I+livvPIKNBoNXnzxRdx3330AgNjYWCQnJ2Pbtm1ndC6n04kJEyZAo9Hgww8/xPnnn/+3r7Hb7bDb7QA8w9C19hRUICTUfUbXJ/InWo2CJmF6RIcZoNVw5x0iIvIOrwTArKwsdO7cGffee68aAAEgJiYGO3fuPKNzPfHEE9i4cSP++9//IjU19bReM2/ePDzxxBPHHT9SaYfRrT2j6xP5E6dLsK+oAgAQHWZArMmAWJMRkSE6bsVIRET15pUAGBUVhdzcXNhsNvVYWVkZdu/ejaioqNM+z2+//YZ58+bhH//4ByZMmHDar3v44YfxwAMPAPD0ACYlJQEAxnZLQnh4+Gmfh8gfma0OFFhsyDNbkX2kCnsKK6DVKIgN94TB2HADwo1e+V+ZiIiChFc+NYYNG4bPP/8c/fv3B+DpEezXrx+sVivGjRt32ufZsWMHXC4XPv30U3zxxRcAgKqqKgDAZ599BpPJhJycnONCpdFohNFoBABotezxo8ASFapHVKge7ZpFwC2C0spq5FlsyC+zYU9BOTLcAqNOo4bBWJMBRh3/PyAiopPzSgCcO3cuVq1ahT///BOKoqC4uBhFRUWIiorC448/fsbnO7YnsZbT6YTT6VQXmRAFI42ieIKeyYguSVFwutworqhGvtmKPLMN6bkWuERgMurUMBgTZoBOy5KfRER0lCJeSlR79+7F008/jc2bNwMA+vbti4cffhjt2rVr0HlTUlKQnZ2N66677rRWFFdWVsJkMgEAsnKLOQRMQcXmcKHQYkOe2YZ8iw0VNicEQJNQvdpDGBWmh4bzB4mITltVVSX6t0sGAFRUVAREtvDaxKE2bdpg4cKF3jodEdVDiF6LlrHhaBnreXOqsDlRUO6ZP5hTZkVWUQU0ioKYcIPaQxgRovdxq4mI6FzzWgAsLS3F5s2bUVBQcNww7aRJk+p93gMHDjSwZUTByxSigynEhNbxJogIyqocyK9ZUJJVVIHMAoFeq1HDYGy4EaEGzh8kIgp0XhkC/vLLLzFx4sQ6NfjUCygKnE5nQy9x2jgETHR6nG43jlRWI7/MhlyzFUcqHXCJIEyvRazJgDiTETHhBug5f5CIghyHgE/ioYceQkVFxQkf46INIv+k02jQNCIETSNC0K1FE9idLhRZ7DU9hDbkllnhcntWIceEGxBnMqAJC1ITEQUErwTAvLw8JCQkYO3atUhLS/PGKYnoHDPqtGgeE4bmMWEAgEq7E4XlNQtKzDYcKKmEAiBanT/IgtRERI2VVwLg5ZdfjlWrViE+Pt4bpyMiPxBu1CHVaEJqnGf+oMXmRL65bkFqnUZBbLixZocSA8IMLEhNRNQYeGUOYHl5OQYMGICSkhIMHjwYkZGRRy+gKHjnnXcaeonTxjmARGefWwRHKquRZ7Yi32xHcYUdLrcgRK89Wn8wnAWpiSgwBOIcQK8EwPnz5+Phhx8+bihIRKAoClwuV0MvcdoYAInOPYfLjeIKO/LKPEPGZqtnQUmEUaeuLo4J5/xBImqcAjEAemW85oUXXgAA6PV6xMfHQ6fjMBBRMNFrNUiMCkViVCgAT0HqAotn7mCu2YaDJVWegtRhenXIOCqUBamJiHzFK0lNURS0atUK6enpCAsL88YpiagRC9Fr0So2HK1qClKX2xwosNiQV2ZDTlkVsooqoNUoiA7zDBfHhRthCuEXRyKic8Ur77gPPvgg5s2bh5KSEgZAIjpORIgeESF6tGkaAXdtQWqzDfkWK7IKK5DpLodBq1GHi2NNBoToOX+QiOhs8UoA/O6772Cz2dC2bVt06dLluEUgP/zwgzcuQ0QBoHYruphwAzolRcLpdqOkohr5ZivyzDbszLPAJYJwg1YNgyxITUTkXV5ZBKLRaKAoSp2iz7U/cxEIEZ2J2oLUuTX1ByvsDrUgdVxNGGRBaiI6l7gI5CSGDh3KYrBE5BV/LUhdUVuQusyKfIsN+4oroShAdJhnu7rYcAMiWJCaiOiMeCUA/vTTT944DRHRcUxGHUxGE9JqClKbrbXzB204UFyJ3QXlLEhNRHSGvPou+fPPP+O3334DAPTt2xdDhw715umJKMgpioImYZ4h4A6JkXC5PQWp8y1W5JXZkFlQDmeeILSmIHWcyVN/0KDj/EEiomN5JQDabDZ1O7hjjRw5EsuWLYPRaPTGZYiI6tBqFMRHGBEfYUTXZE9B6kKLp3cw32zDnzlWuASINOoQa/L0EEZz/iARkXcC4JNPPomVK1ced3zlypV46qmnMHfuXG9chojolPRaDZKjw5Ac7Zk/aK12odDi2Z0kz2JDdkklBFDrD8aGGxDJgtREFIS8sgq4devWyM7OxoIFCzB+/HgAwIcffohp06YhNTUVe/fubXBDTxdXARPRyVisDhSUewpSF1hssDvd0Go8ZWk8exgbYTJy/iAR1RWIq4C9EgCNRiPatm2LHTt21DneuXNn7N27F3a7vaGXOG0MgER0OtwiKK2sVoeLi8rtcLoFBp1GDYOx4SxITUSBGQC98lU3IiIChw4dQm5uLpKSkgAAubm5OHToUJ2i0ERE/kKjKDXzAo3onBQFp8uNkspq5JXVFKTO9RSkNhl06nBxNAtSE1GA8FodwGXLlqFjx44YMmQIAOB///sfKisrMXLkSG9cgojorNJpNWgWGYJmkSHoAcDmcKGo3IY8sx15ZisOHamCW4AmYXp1hXFUGOcPElHj5JUh4PT0dAwcOBAVFRVqMVYRQUREBNavX49OnTo1uKGni0PARHQ2VNidKLDYkGe2osBsh9XhgqIAMWGe4eI4kwEmIwtSEwUiDgGfROfOnbFx40Y8++yzdeoAzpw5Ex06dPDGJYiIfMpk1MEUb0Lr+KMFqfNqtqvbX1yB3QUCvbZ2/qABseFGhBo4f5CI/JNXegD9CXsAiehcqy1InWe2It9sQ3FFNVziKUgdVxMGY02cP0jUWLEH8CQWL16M3377Dbfccgs6duwIAMjIyMBbb72FPn36qKVhiIgC0bEFqbs1B6qdbs/8QYsN+WU25JZZ4XIDkaE6NQyyIDUR+ZJXegA7duyI/Px8FBUVQafzZEqn04n4+HgkJiZi586dDW7o6WIPIBH5m6pqJwotNuSabSgw21FZ7YSCYwpSm4yIDOH8QSJ/xR7Akzhw4ADatWunhj8A0Ol0aNmyJfbs2eONSxARNVphBh1S4kxIifN8OTVbHeqCkuwjVdhTWAFdbUHqmvqD4SxITURnkVfeYYxGI7KyslBUVIT4+HgAQFFREbKysrgPMBHRX0SF6hEVqke7ZhFqQera4eLdBeVwuQVGnUYNg7EmA4w6LighIu/xSgDs06cP1qxZg0GDBuHGG28EACxatAhWqxUDBw70xiWIiALSsQWpu9QUpC6uqEa+2VOQOr22ILVRp4bBmDADdFxQQkQN4JU5gKtWrcKoUaPqHBMRaDQarFixAiNGjGjoJU4b5wASUSCxOVwotNiQZ/YsKqm0OSEAmoTq1R5CFqQmOrs4B/AkLrroInz00UeYOXMm9u/fDwBITU3F/Pnzz2n4IyIKNCF6LVrGhqNlrOcDp8LmREG5DbmlVuSUWZFVVAGNUjt/0LNlXUSI3setJiJ/5/U6gMXFxQCAuLg4b572tLEHkIiChYigrMqB/JoFJYUWO5xugUGrQUzNdnUx4QYWpCZqIPYA/g273Q6r1QoRwcGDB9XjLVu29OZliIgIgKIoiA43IDrcgI6JkXC63Sg5Zv7gzjzP/MFwg1atPxgTzoLUROSlALh7927cfPPN+PXXX497TFEUOJ1Ob1yGiIhOQafRoFlkCJpFhqB7C8DudKHIYq/pIbQhp6wKLrdnFXLtcHETFqQmCkpeCYC33HIL1q1b541TERGRlxh1WjSPCUPzmDAAQKXdicJy2zF7GFd6ClKHG2pWGLMgNVGw8EoA3LJlCzQaDf75z3+iU6dOdQpCExGRfwg36pBqNCE1zgQRgcXqVOcPHluQuna4ONZkQJiB7+dEgcgr/2c3b94cWq0WCxYs8MbpiIjoLFMUBVFhekSF6dE+wVOQ+khlNfLMVuSb7cgsKIczTxCq16r1B2PDjTDoOH+QKBB45f/kuXPnIisrC99++603ToeXX34Z3bt3R5MmTWA0GtG8eXNcc8012L59u1fOT0REdWkUBXEmI7omN8FFnZrh6t7NcWHHpkiLC0dVtQs7ciz4MbMQ6/YWY1e+BUXldrjcXi0iQUTnkFfKwKSmpiI3NxdOpxNRUVFo0qTJ0QsoCrKyss7ofFdccQU2btyIhIQE2Gw2ZGZmwu12IyYmBgcPHjzl8muWgSEi8j6bw4UCi2fuYK7Zhip7TUHqMD1iw42IMxkQGcqC1BSYArEMjFcCoEZz8o5ERVHgcrnO6Hw2mw0hISHqz4899hjmzp0LAPjtt9/Qu3fvk76WAZCI6OwrtzlQYLEhr8yGgnIbbA43tBoF0WGe4eI4kxEmI+cPUmAIxADolf8758yZ443TqEJCQvDFF19g/vz5sFgsyMzMBADEx8ejXbt2xz3fbrfDbrcD8ARAIiI6uyJC9IgI0aNNU8/8wbIqB/LNNuRbrMgqrEBmfjkMWo06dzDWZECIngWpifyFXwZAACgoKMDGjRvVn1NTU/HVV18hIiLiuOfOmzcPTzzxhNfbQEREf692K7qYcAM6JR0tSJ1XZkWepW5B6ria/YujWZCayKfqPQT8yy+/IDIyEj169MAvv/xyyucOHTq0Xo0TERw6dAjTp0/Hxx9/jM6dO2P9+vXHhcC/9gAmJSUB4BAwEZE/qC1InVtTf7DC7lALUseZPPUHo0L1LEhNfisQh4DrHQA1Gg0GDhyIdevWQaPRnLRwqDd2Atm+fTu6d+8OAHjzzTdx6623nvS5nANIROTfKuxOFNbUHyyw2FFV7YKiADFhnjAYG25ABAtSkx8JxADYoCHgY7OjF9aSAABKSkrw7bff4rrrroPBYACAOuVlOMePiKhxMxl1MMWbkBbvKUhtttbOH7ThQHEldheUewpS14RBFqQm8r569wBmZ2fDaDQiISEB2dnZp3xuq1atTvu8Bw4cQGpqKkJDQ9G6dWuYzWYcOnQIABAREYE///zzlOdjDyARUePlcnsKUudbrMgrs6GkshpO99GC1HEmI2LCDSxITecUewCPcWwIO5OA93eaNGmC66+/Hps2bUJWVhYcDgdatGiBYcOGYdasWV69FhER+RetRkF8hBHxEUZ0TQYcLjcKLZ7ewXyzDX/mWOESINKo8/QQmgyIDjNw/iDRGfJKHUB/wh5AIqLAZa121cwftCHPcrQgdW39wdhwA6JC9Zw/SF7FHkAiIiIfCjVo0SouHK3iPB/AFqsDBeWegtSHjlRhb2EFtBpPWRrP/EEWpCY6Ef5fQUREjVZkqB6RoXq0rSlIXVpZjfyaHUr2FlZgV345DDpNnfmDLEhNxABIREQBQqPUrBw2GdE5KQpOlxsllTUFqc02pOd6ClKbDDrPcLHJgJgwA3QsSE1BiAGQiIgCkk6rQbPIEDSLDEEPADaHq2ZBiR15ZisOHamCAGgSqkdMTQ9hVJgeGs4fpCBQ7689TzzxBEpKSk7ruUeOHOFWbURE5FMhei1axoajX2oMLuuRjMt6JmNg61g0Cdcjz2zDpgNHsDqjAFuyS3GguBLlNoevm0x01jRoJxCj0YiLL74Y48aNQ9++fZGSkoKIiAhUVFQgOzsbv/32G7766it8//33sNvtcLlc3m7/cbgKmIiIzpSIoKzKoZabKSy3weES6LUatRh1bLgRoQbOHwxGXAV8jJkzZ+LVV1/F8uXL8dVXX530eSKC8PBwzJw5s76XIiIiOqsURUF0uAHR4QZ0TIyE0+32FKQu89QgzMgrh0ssCNNr1TAYazJAz/mD1Eg1qA5gSUkJ3nvvPXz00Uf4448/6vTwabVa9OzZEzfccAMmTZqE2NhYrzT477AHkIiIvK3a6UZRuaf2YH6ZDRabAy43EBmqU8MgC1IHrkDsAfRaIeiqqirs378fZrMZkZGRSE1N9ckfEAMgERGdbVXVThRabMg121BgtqOy2gkFxxSkNhkRGaJjQeoAEYgB0GurgMPCwtC5c2dvnY6IiMhvhRl0SIkzISXO0+FgtjpQYLEhz2xF9pEq7CmsgK62ILXJiNhwA8JZkJr8SIPuxuXLlyMmJgaDBw8+4eNLly5FXl4e7r333oZchoiIyK9FheoRFapHu2ZHC1LXDhfvLiiHyy0w6jRqGIw1GWDUcUEJ+U6DhoA1Gg0GDhyIdevWAfDM+xswYID688CBA7Fp06Zzsvq3FoeAiYjInzhcbpRUVCPf7ClIXVrl8BSkNurUMMiC1P6NQ8AncGx+FBF4aUohERFRQNBrNUiICkFCVN2C1Hlmz6KSYwtSe3YyMSAqlAWp6ezihAQiIqJzqLYgdctYTy9Suc2BwnI7ckutyCmzIquoAhqldv6gAXHhRphC+HFN3sU7ioiIyIciQvSICNGjdbwJ7tqC1GYb8i1WZBVWINNdDoNWU6f+YIie8wepYRocAP/44w+kpaWd8Ofc3NyGnp6IiCho1Pb8xYQb0CnJU5D62PmDO/MscIkg3KBVw2BMOAtS05lr8CIQRVFOOe9PURQuAiEiIvICu9OFIosd+TVzCMtrClJHhepreggNaMKC1F7HRSB/MXToUBa5JCIiOkeMOi2ax4SheUwYAKDS7kRhuScM5ptt2F9cCUWpKUgdzoLUdHJe2wnEX7AHkIiIgpGIwGJ11vQOWlFYbke10w2dRlGHi2NNBoQZOP3/TLEHkIiIiPySoiiICtMjKkyP9gkRcLkFpVXVyDNbkW+2I7OgHM48Qaheq9YfjA03wqDj/MFgxABIREQUgLQaBXEmI+JMRnRN9hSkLq6wI6/M00OYl2ODSwQRRp2n3IzJiGjOHwwaDIBERERBQK/VIDEqFIlRoQCiYa12obDcM3cw12zDwZKagtRhesSGGxFnMiCSBakDFgMgERFREAo1aNEqNhytjilInW+xIa/MhpyyKmQVVUCrqSlIXbOgxGRkbAgU/JskIiIitSB126YRdQpS55mt2FtYgV35xxSkNhkRG86C1I0ZAyARERHVcbKC1HllVuRZbNiZe7QgdVxNGIxmQepGhQGQiIiITkmn0aBZZAiaRYagBzwFqQstNuSZ7cg323C4tAoud+38QU8PYVSongtK/BgDIBEREZ0Ro06LFjHhaBHjmT9YYXfWBELPlnX7agpSx4QdHS6OYEFqv8IASERERA1iMupgijchLd4EEYHZ6pk/mG+xYX9xBXYXiKcgdU0YZEFq3+OfPhEREXmNoihoEubZk7hDYiRcbsGRymrkW6zIK7MdV5A6zmRETLiBBanPMQZAIiIiOmu0GgXxEUbERxwtSF1o8fQO5ptt+DPHCpcAkUadp4fQZGBB6nOAAZCIiIjOGb1Wg+ToMCRHhwEAqqqdKLLYkWe2Ic9iQ3ZJJQCgSZgBcSbPSuSoUD3nD3oZAyARERH5TJhBh1ZxOrSK8ywosVgdKCi3IbfMioNHqrCn8GhB6tqSM+EsSN1g/BMkIiIivxEZqkdk6NGC1KWV1eoOJXsKypHhFhh0mjrzB1mQ+swxABIREZFf0ig1K4dNRnROioLT5UZxRTXya8rNpNcUpDYZderq4pgwA3QsSP23GACJiIioUdBpNUiICkFClKcgtc1RW5Das6jk0JEqCIAmoXq15ExUmB4azh88DgMgERERNUohei1axoajZWxNQWqbEwXlnoLUuWVWZBVVqNva1fYQRoTofdxq/+B3AXDBggX46quvkJmZiSNHjiAhIQHDhw/HnDlzkJaW5uvmERERkZ8yhehgCjGhdU1B6rIqh1puZl9xBTILBHqtRg2DseFGhBqCc/6gIiLi60YcKyUlBQcPHkT79u1ht9uxf/9+AEBCQgIyMzMRGRl5ytdXVlbCZDIBALJyixEeHn7W20xERET+zel2ewpSmz2BsLiiGi4RhOm1ahiMNRmgP8H8waqqSvRvlwwAqKioCIhs4XezJG+55RYcOHAAGRkZ2LdvH+677z4AQH5+Pn744QffNo6IiIgaJZ1Gg6YRIejWvAlGdk7A1b2b44L28WgVF4YKmxN/5pThh4xC/JpVjMz8chRX2OFy+1UfmVf53RDwI488UufnIUOG4OWXXwYAGI1GH7SIiIiIAo1Bd0xB6laegtSFFhtyzTYUmO04UFIJBUB0mAHhWqevm+t1fhcAj+VyufCf//wHAJCWloYRI0ac8Hl2ux12ux2AZwiYiIiI6EyEGXRIiTMhJc4zjcxsdaDA4llQcrDA4uPWeZ/fDQHXqqysxBVXXIEVK1YgISEBX3311Ul7AOfNm4eoqChERUUhKSnpHLeUiIiIAk1UqB7tmkVgWLumuKJnsq+b43V+twgE8Mz3GzduHLZs2YJ27drhu+++O+UK4L/2ANaGQC4CISIiooaqrKxE66Q4AIGzCMTvhoDT09MxduxYZGdnY8iQIVi2bBliYmJO+Rqj0aj2Dmq1wbmcm4iIiOh0+V0AvPLKK5GdnQ0AKC8vx5gxY9THpk6diqlTp/qqaUREREQBwe8CYO1QLgBs3bq1zmOjRo06x60hIiIiCjx+FwAPHDjg6yYQERERBTS/XQVMRERERGcHAyARERFRkGEAJCIiIgoyDIBEREREQYYBkIiIiCjIMAASERERBRkGQCIiIqIgwwBIREREFGQYAImIiIiCDAMgERERUZBhACQiIiIKMgyAREREREGGAZCIiIgoyDAAEhEREQUZBkAiIiKiIMMASERERBRkGACJiIiIggwDIBEREVGQYQAkIiIiCjIMgERERERBhgGQiIiIKMgwABIREREFGQZAIiIioiDDAEhEREQUZBgAiYiIiIIMAyARERFRkGEAJCIiIgoyDIBEREREQYYBkIiIiCjIMAASERERBRkGQCIiIqIgwwBIREREFGQYAImIiIiCDAMgERERUZBhACQiIiIKMgyAREREREHG7wLgL7/8gjFjxiA+Ph6KokBRFLzxxhu+bhYRERFRwPC7APj7779j1apViImJ8XVTiIiIiAKS3wXAiRMnwmKxYMWKFb5uChEREVFA0vm6AX8VGxvboNeLiPrfVVWVDW0OERERBblj88SxOaMx87sAWB92ux12ux0AUFRUpB7v2qaVr5pEREREAaiqqgomk8nXzWgwvxsCro958+YhKioKUVFRaNOmja+bQ0RERAGqtsOpsQuIHsCHH34YDzzwAADA7XbjwIED6NmzJ3JychAVFeXj1hHVj8ViQVJSEnJzcxEZGenr5hDVG+9lauxEBAUFBWjTpg0iIiJ83RyvCIgAaDQaYTQa1Z/T0tIAACaTCeHh4b5qFlGDuFwuAEB4eDjvY2rUeC9TIHC73QAAjSYgBk/9bwj4888/R5s2bTB8+HD12OzZs9GmTRtMmDDBdw0jIiIiChB+1wNosViQlZVV51hRURGKiorQvHlzH7WKiIiIKHD4XQ/glClTICIn/Oenn346rXMYjUbMmTOnzrAwUWPD+5gCBe9lCgSBdh8rEigFbYiIiIjotPhdDyARERERnV0MgERERERBhgGQiCiIcNYPEQEMgERnVW3dKCJfKyoqgsVigaIovC+JiAGQyNtyc3Px8ccfo6CgABqNhh+25HObN29Gjx49cPvttyM7O5v3JQWkyspKFBUV+boZjYbfBcDaNyUOU1BjtWjRIkyZMgVjxozB3r17+WFLPmW32/G///0PLVq0wEcffYQLL7wQe/bs4X1JAcViseChhx7ChAkTsHLlSl83p1HwuwBYu8WKoijIysrCH3/8gddeew3Z2dk+bhnR6Zk1axamTp2KP/74A8OHD2cIJJ8yGo144IEHsGHDBjz44IPIysrC5ZdfjsOHDwfMllZEYWFhiIyMxOrVqzFu3Dh88sknvm6S3/ObOoBVVVVYsWIFNmzYgO3bt2Pv3r3IycmB0WiE2WxGZGQkNm7ciPbt2/u6qUQntWHDBhw5cgRjxozBs88+i1mzZqFPnz5Yvnw5EhISfN08CiK1BfQ1Gg2sVitCQ0MBAL169cLWrVvx1FNP4ZFHHvFxK4m869Zbb8Xbb78NAFi9ejUuuOACH7fIf/nF17+ysjI89thjuOGGG7B48WIUFxejU6dOePnll9G1a1dERETAYrFg4sSJKC0t9XVziepwOBwAgOrqanz88ccYN24cZs6cibFjx6Jt27bIyMjAhg0bfNxKCiYiApfLpfbw1Ya/9PR06PV6AMAff/zhs/YRnQ0LFy5Uw1/Pnj1hNps5newU/GIv4KKiIrz66qtwOp0YPnw4PvjgAwDAF198gW3btqG8vBzt2rXDuHHjEB0d7ePWEh31ww8/oKSkBNdeey0MBgPuu+8+LF68GM899xw++eQTFBcXo7KyErt37/Z1UylI/Pzzz3j88cdhNpvRokULREZGIiQkBBqNBgcPHsTmzZsBAF27dvVxS4nqT0SgKApcLhe0Wi3efvtt3HrrrQCAYcOG4YEHHsCoUaOgKIqPW+rHxE8sX75cFEURRVHk+eefl48//ljCwsJEURRp3bq1vPDCC+pzXS6XD1tK5LFnzx6JjY2Vnj171jn+r3/9S/R6vXr/9unTR3JycnzUSgomVqtVEhMT1ffSkJAQiYiIUH+u/Wfy5MmyY8cOXzeXqF5KSkpk0aJFUlRUJCIib775pnpvDx8+XL788kuprq4WERG32+3Lpvo1n/cASk337CWXXILvv/8eo0aNwvTp06HX6+FwONCmTRtMnToV06ZNA+BZJcyJy+QPmjRpgq5du+Lnn3/G9OnT8dxzzwHw3KNarRaPPPIIWrRogREjRiApKUn9xkp0toSEhOCHH37AkCFDcOTIEQwfPhyPP/44ioqKUFBQAJPJhPDwcIwYMQIhISG+bi5RvXz++ee49dZbMWTIEFxxxRV44IEHAHh6/u6//36MHj0aer2e77l/wy8WgRz7lzRjxgw8//zzUBQFTZo0wbPPPotbbrkFgGeuVe38FSJ/kJWVhaFDhyIvLw9jx45Fhw4d8OGHHyI/Px9PPvkkHn30UQCA0+mETufz71sUJHbu3IlBgwbBbDZj/vz5eOihh9THKisrodPpYDQaeV9So+R0OjFw4EBs2bIFWq0WLpcLI0aMwB133IGxY8fCaDT6uomNgl90pdWGvyVLluD555+HRqOBTqdDaWkpDh06hKysLJSWlkKv17OUBvmV1q1b44cffkDLli3xzTffYMGCBcjPz0f79u0xbNgwrFu3DmazGTqdDi6Xq86EZKfT6cOWUyDr1KkT1q1bh9jYWMyYMUNd7WuxWDB37lzcf//9OHLkCHQ6Hd9TqVGp/dKyfv16DBo0CC6XC/Hx8Zg8eTKuvPJKGI1GFBcXo6CgAABrCp+KXwTAWj179kR4eDhiY2Pxj3/8AwCQn5+PiRMn4rbbbsORI0eg0Wjgcrl83FKiozp06IA1a9Zg8uTJ6Nq1K9q1a4epU6ciPT0d119/PW699VaUlpZCq9WqX3bKy8uh0+lQVVWFVatWqRPzibylU6dO+OmnnxAWFoaffvoJmZmZiIiIQEZGBt544w3cfffdKC0tZY1KalR0Op0aAtesWYPBgwejqKgICxcuRHl5ORwOB1544QXcdNNN+P3336EoCkPgyfhs9uFJ7NmzR1555RUREamsrBQRkT59+oiiKHL99ddLSUmJ+tySkhI5dOiQiHBhCPme3W6XqqoqqaioUI/1799fFEWRa665Ro4cOSIiItu3b5cpU6bIm2++Kb169VIn6x+70InIW/bv3y/Lly9X3yMdDocMGjRIFEWRiRMn1nnvrJ04L8LJ8+TfHA6H+u/a+/ntt98WEZFZs2aJoijSt29f+eOPP056jmC/x/0uAIoc/UuxWq0i4nlTOu+880RRFHnkkUdERKS4uFj+9a9/SYsWLeSzzz7zWVuJTqT2g7S6uloNgf/617/E7XbLL7/8IlqtVl21lpiYKHq9Xn0O0dlis9lExPOhef7558udd94pIiKvv/663HzzzdK3b1+55557ZMOGDSLCD0jyb7Uh0Ol0yr///e86X2buvvtuURRFBg8eLMXFxerxsrKyOvd1MHce+cUikFOp7ep1OBy44447cMstt6Bnz55499138fzzz2P//v1ISUnBrl27YDAYuOqH/Ebtvet0OvHEE0/giiuuQK9evXDo0CEMGDAAhYWFcLvdePrpp3HhhRfi/vvvx6BBgzB79myEhYX5uvkUoP668OOpp57CU089VWdOalhYGL744gtcdNFFfE8lv/bX+9lms6kr3O+77z7Y7Xb8+9//xssvv4x169Zh7dq1GDx4MC655BJMmjQJQPBWF/H7AAjUXf3rcrnwn//8B8899xyys7MRGhqKxMREXH/99bjoooswbNgwvmGR36h9c6q9J//8809MmjQJ27ZtQ0xMDCoqKlBdXY309HTExcVBURTExcX5utkU4Go/8N59913cddddcDqdSElJwQ033ACXy4V58+YhIiICP/74I3r37u3r5hKdkdri0LWeeuopPPnkkxCROvNd582bhxkzZviiiX6hUUTe2vBXUlKCt956Sw1/rVu3xnPPPYdRo0bhmWeewciRI/HLL78w/JHfODb87dq1CxMnTsS2bdvQsmVLfPDBB3jqqafQqVMnbNq0CfHx8YiLi1P3cCU6W2p7O7Zt2wa73Y7k5GQ899xzePLJJ/H000/jxhtvRHl5OZYuXQqAKympcdFqtWrQ++yzz/Diiy+q4W/atGnYtm0bmjVrhocffhhffvmlj1vrO40iAAJAaWkpPvjgA7z00kvIzs5Ghw4d8Ouvv+Kuu+7Ca6+9huHDh8PhcODTTz/1dVOJ6lAUBTt27MDEiROxfft2tGjRAi+88AJGjBiBhx56CJ9//jkuvvhi2Gw22O12foGhc2bfvn0AgGuuuQZXXHEFqqurAQCRkZEAgL179/qsbUQNUfslJyMjA2azGZGRkQgNDcWCBQugKArmz58PAOo+7cG4Er7RBEBFUfDee+9hz5496NKlC3755RfEx8ejoqICq1atQm5uLgBPnSt+WyV/Ul1djbvuugtbtmxBWloaXn75ZYwaNQoGgwEA8Oqrr2L8+PHo1KkTJk2ahHXr1rF0AZ0TtcO7hYWFAACDwYDvvvsO//rXvwAASUlJAMAvJdRoWSwWAMA999yDDz/8EIqioFu3bli+fDkAz8gi4JlqVitoSs2d+3Un9ffHH39I//79paCgQEREqqqqZM2aNWopjaZNm8rvv//u41YSHe+PP/6Qrl27ypIlS6Sqqko9fvHFF4uiKKLRaNRVwUajUVatWuXD1lKw2L9/v6SkpIiiKDJu3DiZOnWqei/269dPtmzZIiIiBw8eFLPZrJY44upgaiwWLVokiqLIgAEDxOFwyEcffSSRkZHq++2zzz4rIiLPPPNM0FVhaFQBUOToku3Kykr56aefpGfPnqIoisTHx8t///tfEfHUBzx8+LAcPnxYysrKRIRvWOR75eXlYrfb1Z+nTZsmiqJIRESEjB07Vt5//3159tlnRVEUiYuLk+3bt/uwtRQsMjIyJC0tTf1ArP2wfOONNyQrK0vuv/9+adeunXTs2FGuv/56WbdunYjwPZUaB6fTKWPHjhVFUeSKK66QiooKWbRokURGRsqYMWPE6XSKiMgll1wiiqLIu+++6+MWnzuNLgDWvun873//U7+5xsfHy/vvvy8iIr///rsMGjRImjZtKtHR0TJs2DD5+eef67yWyNfsdruMGjVKFEWRCy+8UDZv3qw+VvtG9Oqrr/qwhRRMDh48KPPnz5c77rhDZsyYIenp6XLw4EG58cYb6wTD2qLl7KGmxqA23DkcDhk9erQoiiKtW7eWDz74QBYuXChbt24VEZGFCxeq93cw3duNbhfw2rkoycnJyM7Ohkajwcsvv4zx48dj27ZtGDZsGCoqKhAeHo5WrVrhl19+wYgRI/D9999jxIgRPm49kYeIoLS0FABw1VVXoU+fPqiurkZZWZk6/+Tw4cMnfB3nY5G3tWjRAtOnT69zbObMmVi0aBEA4KabbkL37t2Rn5+PefPm4aqrrsLatWvRtWtXH7SW6PRotVq1FNdXX32FZ555Bp9++ikOHjyIWbNmwe12w+12Y82aNVAUBXfeeScuvPDC484TqHUCG10ArJWamopdu3Zh+/btGD16NKxWKx588EFUVFQgJCQEiqJgyZIl2L9/Py6//HLcdddd+PHHH9VJzUS+pNPp0LNnT2zatAl//vknAKC4uBiLFy/Gd999B8DzJafWnj170LZtW5+0lYJD7ZcLEUFxcTF++OEHAMD48ePx+OOPo3nz5gA8X8Kfe+457N27F507dw7ID0YKHDqdTq0L+Nhjj2Hq1KlITEwE4FkpvGHDBixevBgigpEjR6qve+uttwAAt9xyS+De4z7tf/SC2mHdwsJCSU5OFoPBoC4K6dixo+zbt09GjhwpOp1OfvvttzqvIfKlrKwsSU5OVrcrOv/889VhiMsuu0zdTq52S6MVK1b4uMUULOx2u7q/6rx580Tk6PaGLpdLFi1aJDk5Ob5sItEZ+evnvtPplLKyMrn22mtFURS55ZZbxO12yzvvvKMeC/TtORttD2Ct2uEwrVaL0NBQxMTE4KOPPsJHH32EOXPmoF+/foiMjKxTAbyoqAhNmzblcBr5VFpaGlavXo0rrrgC69atU49ffvnlmDlzJvR6PWbMmKF+E120aBG6du2KxMRE3rt0VimKgh49euDXX39FRkYGAE9BfofDAY1Gg8mTJ8NisSArKws6nQ4RERGIiYnhfUl+66/3pVarxZEjR7B9+3bodDoYDAYMHTq0znvxjTfeqG5EUTsMHFD3uE/jpxdVVVXJlVdeKYqiyJw5c0REZNasWRIaGiqKokizZs0kNzdXMjIypEePHvLdd9/5tsFENXJycuSDDz6Q559/Xt566y31+GOPPVZn8n18fLxceeWV8tNPP/mwtRQssrKypHnz5qIoikyePFnMZrM4HA4REVm9erX06NFDoqKiJC4uToYOHSq//PKLiHCEhRqPOXPmiKIootVqRa/Xi6Io0rJlS7nzzjvlxx9/rPPc2h5wkaPVSBq7gAmAIiJ79+6VxMREURRFHnroIbFarTJ16lRp2rSpfP755yIismLFCjUQZmdn+7jFRCc2Y8YMURRFdDqdnHfeeTJnzhy56667RKfTSWhoqOzZs0d9Lj9w6WypLRGj1+vl9ddfFxGRH374oc4Xk7CwMFEURfR6fVCtoKTGz+FwqFMdBg4cKLfffruaC9xut2zYsEGuvPJKGTJkiEyaNEk++ugj9bWBEAIDKgCKeN6wunfvLoqiyAUXXCBfffWV/PrrryIicuTIEendu7coiiKXXnqpj1tKdGJ33XWXGv6uv/56+d///qc+Nn/+fJk2bZqIiGzbtk1EGADp7MrJyZHvvvtOcnJyxGq1ynnnnSeKokiXLl1k+vTpkp6eLvPmzVN7T479ckLkr2p7sx0Oh7z99ttSUFCgHrPZbLJw4UK1PqZOp1O/8MyfP9+XzfaqgAuAIiKHDx+WJ598UiZMmCD79+9Xjy9fvlyaNGkiKSkp8ueff6rHaz9A+UFKvlZYWKj2qEyYMEH98vJXtbUCV69efY5bSMHs8OHDEhsbK4qiyL333qvuDCIi8sgjj0hKSgqnKFCjURv4/io7O1vatWunhr9p06bJ999/L02bNhVFUeTDDz88xy09OwJybXNycjJmzpyJt956CykpKerxTz/9FGazGX369EHHjh1RVFSETZs24aKLLsK3334bOBM7qdGKj4/Hb7/9hptuugm33norBg4cCMCzn3CtsWPH4uuvvwYALFmyBDk5OQDAvYPprAsNDUVsbCwMBgMmTJiA8PBwVFZWAgDuvfdevPTSSxg2bBgAT1kjgPcl+S+dru462Np7ddGiRdizZw9iYmIQHh6OF198Eampqfj0008BABs2bDjnbT0bAjIAAp4Va6GhoerPX3zxBT788EMAwH333YcNGzbgtttuwxVXXIEff/wREyZMwPbt233VXCJVx44d8dprr2Ho0KEAPOHPYDAAAC699FJ899130Gq1AIBvv/0WU6dOVQuZEp1NISEh6NSpE6qrq/H+++8DAMLDwwEAsbGxuPzyywEAd955J8aOHYv169ertQWJ/F3te2hkZCQAYPLkyViwYAEAoEOHDnj++ecBAL/99hscDked19ZWGWlMAjYA/tX69euh1+uRmJiI9957D0OGDMGyZctQWlqKESNG4I033lADI9+syNdCQkIA1A1/l1xyCb7++muEhYVh7NixWLp0KW699VasWLECI0eORHp6ui+bTEEgLCwML7zwAhITE/H6669jypQp2LNnDwCoxXKLi4tRWlqKzZs3Y8yYMVi1ahVDIDUKtfdo7YYR//vf/3DzzTfj448/hslkwtdffw29Xo/LLrsMer0elZWVyMzMBOC5/xtdCPTh8PM5U1FRoY7d1y75VhRFbrvtNvniiy/UeQA5OTlSXl4upaWlIsI5geQ/hg4dKoqiSHh4uEydOlUtap6ZmSmtWrWSyMhIWblypfp83rt0NmVkZEivXr0kJSVFvv76a7FarbJgwQK5//77Zfbs2WKz2WTx4sXqHKraEjFEjYHL5ZJx48aJoihy1VVXSXV1tbz77ruSlJQkHTt2lHXr1onD4ZCPP/5Y0tLSZPr06b5ucr0ERQAUEfnzzz8lMjJSQkJCZMaMGfL111+rj/3+++8ybdo0iYmJkU6dOsmYMWNk7dq1IsIPUvK9gwcPql9ebrvtNvn9999FxLNgZMyYMepjY8aMkddee03Wr18vIrx36ewqLCyUDRs2iIjIvHnzJC4uTr0Xe/fuLU6nU958801RFEVGjBghRUVFPm4x0d9zOp0i4lkgcvHFF4uiKJKUlCTLly+Xl156Sa0h/Nlnn6lVRRRFkUOHDh13Dn8XNAFQRGTfvn1y4MCBOsfWr1+vrqhUFEXatm2rfmvlCkvyFxkZGXLvvffKpk2bRESkuLhY/YZqNBqlV69ecumll4qiKBISEsKVmHROXX/99aIoirRo0UJGjRqlvpc++eSTEhISIp06dVJHVoj8Xe2ooNPplEceeUQ6d+4sTz/9tFRWVoqIyOeff65uOWs0GsVkMsk///lPefnll33Z7DMWVAGw1rEFHGfPnq2Gv+joaPnjjz/UoYvU1FTZvXu3D1tKdJTNZhMRT8/L5Zdfrr75zJw5U9LT00VE5LrrrhNFUWTq1Km+bCoFCbfbLTabTa655hpRFEXGjx8vIp6SMLVTFhRFkZ49ex735ZvInx3bi3fw4EGpqKgQp9Mpn376qfTp00ctgv7II4/ItGnT1Ht93bp1JzyHP2r0ewHXR+1+foWFheo+qz179sQff/yBa6+9Frt27cKKFSuwbNkyHDlyxMetJfIwGo1wu92499578eWXX8JkMuGuu+7CbbfdhpSUFKSnpyM/Px+AZzKzBNKeleSXFEWB0WjE008/jZ9//hlLlixBSEgI4uLi0LRpUxQWFgIAHnjgAbRq1QoAcPDgQYSFhSEuLo73KPktrVar3p8tWrSA3W7HkiVL8Nprr2HLli0ICwvDzz//jN69ewMAhg4divT0dKSnp2PNmjV45JFH1GoNfsun8dPHXC6XDBo0SKKjo2Xz5s3q3qvJyclqmv/vf//r62YS1bF161ZJSEiQu+++W+1V+fPPP2Xs2LFqb/aaNWt820gKOgcOHJBnn31WunTpIjExMeq9+Oabb4qIZyem8847T5o1ayZ9+/aVn3/+WUQ4V5Uaj6lTp4qiKBIVFSVbtmwRkbp7BG/btk2Sk5NFUZQ66wz8VdAGQLfbLVVVVTJp0iRRFEVmzZolIiKPPvqoGAwGURRFevXqJQUFBSIismHDBm69RX6joKBA3bNyx44davjTarVqlfrKykrJysqSgwcPcmU7nRPl5eXqNARFUeStt95SH7vxxhvVqTa10xdq51nzvqTGoLq6WkaMGKEufqqdTlY7Z/Drr7+Wpk2bSseOHWXfvn0+a+fpCtoAWCsrK0sSEhLUEOhyueT222+X1q1by+OPPy5ut1s2btwol19+uWg0GnUFEJE/2LlzpwwZMkQURRGNRiPvv/++iHgWjQwYMEDi4+MlJiZGzj//fPa40Dmxfft2URRFXnrppTrHn3zySVEURVatWiVLlixRR1tqV7UT+bNje/pETjy/r/aL+BVXXCFms/m41/nbnMCgD4Aing/LLl26qJOVf/jhB/n444+lqqpK0tPTZfz48er+rDfccINYLBYR4Qcp+d6xJWJqpyvU1gZUFEViYmLUe5sr2+lcqe1xdrlcMn78eNm5c6ds3LhRmjZtKkOHDpXq6mpZsGCBKIoic+bMOe7DlaixqM0Ba9asEZPJJHFxcbJ161YR8XQwzZ8/X9555x1fNvGkGABrHDx4UB588EG55pprJCsrS0Q832RvuOEGdUg4IiJCmjVrJhdddJF89dVXPm4xkcfOnTtl6dKlIuJZKTx8+HB1iC0yMlLWr18vy5YtE0VRpF27dpKTk+PjFlOgq/1QXLhwoSiKIjfffLOIiLz44oui0+nk4YcfluLiYpk2bRp7ACkgzJkzRxRFkSlTpsj69evlww8/VL+IK4oiCxYs8HUTj6OIcH+eWna7HYqiwGAwYMuWLXjxxRexdOlSOJ1OTJgwAZMnT8aaNWswb948pKSk4I8//kBUVJSvm02kys3NxcCBA1FaWoqOHTti8+bN6NChA37++WdMnDgRP/zwA7Zs2YJu3br5uqkUBPLz83Httddi7dq1mD9/PiZOnIhBgwZBURR8++23aNmyJUJCQrBlyxbodDqYTCa0bt2aq4PJ7x17j27duhWjRo1CYWEh+vXrB5PJhLVr16K6uhp9+vRBjx49cNttt6krhv/6el8JyjIwJ2M0GgEAW7ZsweOPP44ff/wRTqcTDzzwAF544QUAwIUXXohmzZqhf//+DH/kdwwGAwwGA0JDQ/HGG2/g66+/xpw5c9CxY0e1jIzT6azzmtrvgL5+M6LAk5CQgHfeeQfDhw/HjBkzsHjxYpSVlUFEUFlZiZCQECxZsgR33303tFotoqOj8cYbb+D888/3iw9IohNxuVzYtGkTiouLcckllyAjIwNWqxUAsGnTJgBA9+7dcdFFF2H69OmIi4sDAOTk5MDlcqFly5ZQFAVut1vdQ9snfNf56L9ycnLUvYMfeugh9XhVVZUPW0X096qqquTaa68VRVFk9uzZIiIya9YsdQ5rq1atZP/+/SLimZ9Su5qN81npbNq1a5f06tVLdDqdhIWFyYQJE6SoqEisVqu6c0htcV2dTic//vijiPC+JP9UWVkpgwYNEkVRZOzYsepQb3x8vHTp0kUWLlwoe/fuVZ//1ltvyahRo6RZs2bSrl07ee6559THDh48KMuWLfPFr8E5gCezY8cOeeyxx9Sf/W31DtHJ7NmzR5KSkkRRFJkxY4aUl5fLbbfdJjqdTl0okpWVJR07dhRFUbhtHJ0TeXl58s0338iqVavEarWqi+luvfVWURRF1q9fLx9//LEoiiIpKSmyc+dO9bVOp7POXqtEvrZt2zZp27at6HQ6CQ8Pl2HDhsmXX35ZJ/iJiLrYSaPRqPMBFUWRL774QkpKSuT5558XRVFk0KBB5/x3YAA8DQx/1NhkZGRIt27dRFEUGTlypKxYsUINenv37lV7WxRFkRdffFFyc3NFhD0udG58/fXXcuGFF0p5ebmsWbNGYmJiZOTIkSIi8vDDD4uiKPL++++rdda2bNkiHTp0kAceeMCXzSaq4/Dhw/LTTz/Jb7/9dsKc8OWXX4pOpxNFUaR///7yyCOPyJIlSyQ6OlruuOMOee2119TRxpSUFMnLyzun7WcAJApQhw8flieffFKmTp0qf/75p4h4wl+/fv1EURQJCQkRrVYrcXFxkpqaKqtWrfJxiykYVFdXywsvvCCKosgtt9wiIkdXUD711FNy5MgRWbBggboPe0VFhRw8eFDtQWkMBXYpONV+Yan9Il27u1hqaqosXrxYfd5dd90lsbGxEh8fL4qiyIABA47rOTwXGACJAlh1dbWUl5eLiGfYt3///qIoiiQkJMjTTz8tP/30k1qgd+zYsVJUVOTjFlMwyMnJkV69eomiKPLMM8/Ili1bJD4+XoYMGSIVFRVitVpFROTnn3+Wfv36ydq1a2Xv3r2ydu1aH7ec6PS43W51PvZ1112nHt+7d6+MGTNGtFqtKIoiffv29Un4ExHhKmCiAKbX66HX63HgwAGMHj0ae/bsQbNmzfDSSy9h3LhxMJlMGDZsGNq0aYPw8HB1tRrR2ZSUlITFixdj2LBheOSRR/DOO++guLgYGRkZKCkpQVJSEn799Vc88sgj2Lx5M8aOHYtDhw6hdevWvm460WlRFAUtWrQAABw4cAAigt27d2PZsmXYsGED3G43evXqhSVLlqB169aorq6GwWAAgHO2Oph1AImCwIEDB5CWlgadTof//ve/uOSSSxAaGur7MgQU1Pbs2YObb74Z2dnZyMvLw3/+8x9MmTIFv/76Kx588EFs2LAB8fHxWLhwIcaMGePr5hKdFqkpYeR0OjFu3Dj88MMPaumXoqIilJeXo2/fvli8eDFat26NQ4cOYfXq1UhISMDo0aMBnJsQyABIFCR2796NHTt2YNSoUQgLC/N1c4gAACUlJSgrK4PVakWXLl2wfv163H///di0aROio6Px4YcfYtSoUXA6ndDpjg5aCesEkh+rvV/dbjc+//xzvPLKK9i0aROqq6vRu3dvLFmyBG3atIHL5cLq1atx1VVXoaqqCi+++CLuu+8+AGc/BDIAEhGRz7lcLqxduxaPPPIIfv31V0RHR2PJkiUYOXIk0tPTsXDhQhQVFaFDhw4YOXIkevfuzRBIfs3lckGr1QIALr30Unz99dfo3bs3PvroI7Ru3RobNmyAwWBAQkICtm3bhptuugkFBQV4/vnnMW3atLPePgZAIiLyOavVissvvxyrVq1C06ZNsWjRIowaNQqrV6/GNddcA7PZrD43MjISn376KS688EKGQPJrtfenw+HAnXfeiQcffBDt27fH66+/jrvvvhtRUVGIi4vDsmXLoNFo0LNnT1RXV+OTTz7B1VdffVbbxgBIRER+YevWrbjqqqvwyiuvYOzYscjMzMSAAQNgNpvRpk0bdOjQAQkJCXj77bdhNBqxZs0aDBgwwNfNJjolh8MBvV6v/pyZmYmOHTsCAFq1aoXs7GwAQEZGBpYuXYrZs2fjwQcfxHPPPae+5mx80eEqYCIi8gs9evTAn3/+ibCwMLjdbixduhRmsxlpaWmYNWsWLrvsMkRHRyMuLg7PPvssFi1ahF69ekGv17MXkPzWseEP8OzZnpycDLPZjLlz58LpdGLq1Knqnu0A1B7vnJwcJCcnn5W9g7n8j4iI/EbtAiWNRoPS0lIAnl6SK664AtHR0XC73agduMrKyoLBYGD4o0alVatW6N69OyoqKrB06VKMHz8ed999N7RaLex2O9q3b49rrrkGADB58mTMmDEDALy+IIQ9gERE5Jfat28PRVEQERGBqKgoAMCWLVuwfv169TmlpaWIjo6us+qSpY3IX9Xen8uWLcM//vEPFBQUICUlBYWFhXC5XGjevDmuvfZaDBo0CCtXrsSPP/6IH3/8ETfddBPat2/v1bYwABIRkV8aPXo0UlNTsXz5ctx4440wmUzYunUr1q1bBwC47bbbEB0djcLCQgwZMgTPPPMMrrrqKh+3mujkNBqN+mXlo48+wv/+9z8MGzYMAJCamorx48dj2rRpCA0Nxdq1a2EwGHDppZeiZcuWdc7jjTmBXARCRER+a9euXRg5ciQOHz5c5/gzzzyDmTNnorCwEOeffz4yMjKQkpKC9evXo1mzZlwdTH6t9v50uVwYMGAAtm3bhlmzZuHBBx+EyWTCjh07cN5556GiogILFizA/fffD8AzN7C2N/zYMjP1wQBIRER+bf/+/XjnnXewd+9euFwuTJw4EZdeeimOHDmCwYMHY9euXTAYDIiPj8eUKVNw5ZVXomfPngyB5NdqA5zL5cLChQtx3XXXISIiAgDwf//3f7jnnnswZswYfPXVV1AUBUuWLMHy5cvRs2dPTJ8+vcHXZwAkIiK/V/thWV5ejoiICBQWFmL48OHYtWsXkpKS0LZtWzRp0gRffvklDAYDvv32W1xwwQW+bjbRKf11hxvA0zs4ZMgQbNy4EQ8++CAGDBiAZcuW4b333lOf8/nnn+Pyyy9v0LUZAImIyO8d25tXWFiIESNGID09HSkpKZg+fTrGjRuH5s2b47777sMrr7yC4cOH47PPPkN0dLSPW07092w2G0JCQgAA7733Hm6++WZotVp07NgRFRUV2LdvHwDgjjvuQM+ePTF16tQGX5OLQIiIyO/Vhj+3241LL70U6enpaNu2Le6//35cccUVaNasGRwOBzZt2gQAqKys5J7X1CiYzWZ8+OGHMBgMuPrqq/H777/D7XbD7XZj+/btSExMxIQJE3DzzTdj+PDh6usauuKdPYBERNSobN26FTfeeCMmT56M8ePHo2nTprBarRg/fjy+/PJLREdH46GHHsL999+vFtYFzs5uCkQNVVxcjLZt28JsNqNTp07YuXMnAKBnz57o3r07Zs+ejbi4OJhMJq9elwGQiIganbKyMjgcDsTHx8Nms+GGG27Al19+idDQUIwePRpz5sxB165dAQDPP/88LrroIvTo0YMhkPxSeno6pkyZgiNHjiA0NBSTJk3CZZddhrZt20Kj0ZyV+5YBkIiIGi2bzYaxY8dizZo1CA0NxUUXXYTZs2ejV69eAIC5c+di9uzZaNGiBRYuXIgLLriAIZD8UnFxMUQELpcLCQkJ6vGzVdycAZCIiBqtw4cPo02bNqiursYVV1yBefPmITU1Fbt27YLFYkFqaiq++OIL3HPPPdBqtfj+++8xYsQIXzeb6KRqv6Cc7S8qDIBERNSo7dq1C08//TTuvfdedO7cGTNmzMBHH30Ep9OJgQMHYunSpVi5ciWuuuoqJCYmYsWKFejSpQuAs9e7QuTveNcTEVGj1qFDB7z11lvo27cvfv/9dyxZsgQlJSUAgO+//x79+vVDjx49MHLkSOTl5eH3338HcDT8FRQUYPXq1b78FYjOOQZAIiJq9GpX++bl5eHIkSNo2rQpNm3ahEcffRQZGRno168f9u7dCwBqONRoNCgqKsLTTz+NkSNH4plnnvFZ+4nONQZAIiJq9GrnSg0cOBAtW7ZEYWEhFi9ejKlTp+L888+HxWLBvn370KRJE4wdOxaAp6D0008/jaVLlwIAli9fjtLSUp/9DkTnEucAEhFRQMnMzMQ///lPZGZmIiQkBOXl5cjNzUVkZCQ++eQTdSh4/vz5+PDDD1FSUoLRo0fjpZdeQrt27XzdfKJzggGQiIgCjtlsxrfffosbb7wR1dXViIyMxOLFizFmzBgUFBRg3rx5avgbOXIkXn31VbRt25YlYihoMAASEVFAys7ORmpqKgDgm2++wejRoxn+iGowABIRUcDKzMzEoUOHcOGFF6KwsBDPPPMMwx8RGACJiCgIFBUV4eGHH8a3336L/Px8hj8KelwFTEREAc/tduOnn35Cfn4+xowZw/BHQY89gEREFBR27tyJ2bNnY+7cuejQoQPDHwU1BkAiIgoaDocDer2eW8BR0GMAJCIiIgoy/PpDREREFGQYAImIiIiCDAMgERERUZBhACQiIiIKMgyAREREREGGAZCIiIgoyDAAEhEREQUZBkAiIiKiIMMASEQBY8qUKVAUBcOHD/d1U4iI/BoDIBHRGfjpp5+gKAoURcGBAwd83RwionrR+boBRESNgYjA6XT6uhlERF7BHkAi8qpvv/0WAwcORJMmTRAWFoY2bdrguuuuQ2lpqTpEm5KSgvfeew8tWrRAZGQk7rvvPlitVtx3332IiopCy5Yt8cYbb9Q578GDBzFp0iQkJCRAr9ejefPmuPPOO3HkyJGTtqWwsBAdO3aEoijo168fysrK4Ha78a9//QtdunRBSEgIoqOjcc0112D//v3q6xYtWqT28n3//ffo3Lkz9Ho9LrroIpx//vnq81JTU6EoCqZMmYKJEydCURQMHjy4Tht69+4NRVFw++23AwBSUlKgKApmzpyJu+++GzExMYiKisKdd94Ju92uvs5ut2POnDlo27YtDAYDmjZtiptuugnFxcUN+vshIgIACBGRlxQWForBYBAA0rJlS+nWrZs0adJEAMj+/ftl8uTJAkAMBoOEhYVJ69atBYAAkI4dO0pkZKS0aNFCAIhGo5GdO3eKiEhBQYEkJSUJADEajdKpUyfR6XQCQLp06SJWq1VERD3/sGHD5MiRI9K9e3cBIP3795eysjIREbnjjjvUa3bu3FliY2MFgCQkJEhBQYGIiCxcuFB9jsFgkJSUFElJSZG33npLOnbsqD7Wo0cP6d+/vzz55JOybt069XhmZqaIiOzfv1899uuvv4qISKtWrdTfIzY2VlJTU9Xn3H///eqf5ZgxYwSAaLVa6datm0RGRgoA6dSpk1RVVZ2zv1MiCkwMgETkNb/99psAkIiICDWkuN1u2bRpk1RUVKgBDYCsXbtWXC6XGvj0er3s379fysvLJSQkRADIv//9bxERmT17thoKt2zZIiIiX3zxhXqud999V0SOBsDevXtL//79BYAMGDBAzGaziIjs27dPFEURAPLee++JiEh5ebk0b95cAMijjz4qInUD4IwZM9Tfz+l0ypo1a9TH9u/fX+f379atW53XvPDCCwJA2rZtqz6nNgC2bdtWLBaLiIjccMMNatgsKyuTn376Sb3Gzz//LCIiubm5EhoaKgDk7bff9t5fGhEFJQ4BE5HXdO7cGWlpaSgvL0fTpk3Rq1cvTJkyBXl5eQgPD1efFx0djUGDBkGj0aBly5YAgC5duiAlJQUmkwlNmzYFABQUFAAANm/eDABo3749evXqBQC4/PLLERYWBgD47bff6rRjy5Yt2LhxI1q1aoUVK1YgMjJSfZ6IAAAmT54MRVEQERGBw4cPAwA2bNhw3O903333qf+t1WpP+fvfcccdAID3338fLpcLn332GQBg0qRJxz133LhxiIiIAABcf/31AIDq6mrs3r0bmzZtUp83bNgwKIqCpKQkWK3Wk7aTiOhMcBEIEXlNSEgItmzZgg8++AAbN27Ezp078cEHH+D999/HJ598oj6vNpABgE6nO+6YoigAoIa1MxUeHo7KykpkZ2fjgw8+wF133XXcc3r06AGj0VjnWKtWrY57XrNmzU77uv/4xz8wffp05OXl4Z133sGGDRugKAomTpx45r9Ejf79+x93LCEhod7nIyICuAiEiLzIYrEgIyMDd999N/773//i999/x8iRIwEAv/zyS73P27dvXwBAZmYmfv/9dwDAsmXLUFVVBQDo06dPnef36dMHjz76KADgnnvuwZIlSwAcXZABeGoGbtiwARs2bMD69evx/PPP49577z3u2rXPr1Xb6wgAlZWVdR4zmUxq2HvggQcgIhg2bNgJg+U333yDiooKAFDDscFgQLt27dTfFwAefvhhtZ1r167F448/jptvvvnkf1hERKeBAZCIvKawsBDnnXceYmNj0a1bN3To0AErVqwAAHTr1q3e573rrruQmJgIt9uN8847D126dME111wDwDN0fMMNNxz3mqeeego33ngjRASTJ0/Gd999h7S0NNxyyy0APEO7aWlp6NatG5o0aYKhQ4eq4fJUWrduDb1eDwC48MILMWDAAHz66afq47XDwLXhcPLkySc8T05ODlJTU9G6dWt8+OGH6mujoqIwfPhwXHzxxQA8Q90dOnRA586d0aRJE4wePZr1B4mowRgAichrYmNjMWXKFDRr1gz79+/HoUOH0KFDBzzzzDOYOnVqvc/btGlTbNiwARMnTkSTJk2QmZmJZs2a4fbbb8fPP/+MkJCQE77uP//5D0aPHg2Hw4Grr74a69atw7///W+89NJL6Nq1K3Jzc5GdnY2UlBQ88MADp7WDSGxsLF555RW0aNECBQUF2LhxI/Lz89XHu3TpgiFDhgDw9BZeffXVJzzPP//5T/zjH/9AaWkpIiIicNttt+HZZ59VH1+2bBlmz56Ntm3bYt++fcjPz0fHjh3x6KOPokuXLmfwp0dEdDxF6jvJhoiITuj222/Hm2++iYkTJ+L999+v81hKSgqys7MxZ84cPP74475pIBEFPS4CISLykv/85z/45ptv8O2330Kj0WDatGm+bhIR0QlxCJiIyEt+/fVXLF++HAkJCXj77bfRvXt3XzeJiOiEOARMREREFGTYA0hEREQUZBgAiYiIiIIMAyARERFRkGEAJCIiIgoyDIBEREREQYYBkIiIiCjIMAASERERBRkGQCIiIqIgwwBIREREFGQYAImIiIiCDAMgERERUZBhACQiIiIKMgyAREREREGGAZCIiIgoyPw/YeAhsZ1bcq0AAAAASUVORK5CYII=", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 1.963\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "902a6137854c4b44811aa3374ef82303", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 40\n", + "Elapsed Time = 2.466\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "26bd6e4460f645e8b7099aa9298c993d", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 3.636\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4a689ab839a040a38f329b33f1980f08", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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dJVsABACTyYQjR44AaF5zT6fTyXVrt+IOARAAjGYbNmdXoqy+CWqlAkE+Gtw8IhZ3X9obKqVbrfFNREREbXQhAqBKzpvpdDqMGDFCzlvSOfhoVbi6fyR259fgWJkB1Q1mLNtZgJzKBsy7NhWB3udeGJuIiIg8kyzdRGVlZbj11lsRHR0NpVLZ6qVSyZox6Q+UCgmjEkNwaVIIJElCbaMVW7IrMWt5OjLLDK4uj4iIiNyQLAHw7rvvxooVK1BWVgYhxGkv6nopEX64dmAk/LQqNDTZkFlmwJwv92Pt4TJXl0ZERERuRpbuud9++w1qtRpPPfUUEhMTIUmSHLeldgr11WLy4ChsyarEiToTyuqb8MZ/jyGr3IAHrkiCRsVxgURERCTTJJChQ4fCbDYjIyNDjprcnrtMAjkbh0NgX1EtDp/QQ0Lz3sLD44PwzOR+CPXVuro8IiIiOoduMwt427ZtmDRpEv7yl79gypQpp+2UMWbMmM424VbcPQC2OF5lxLbcKlhsDvhqVYgP8cEzk/thYEyAq0sjIiKis+g2AXD37t2YOnXqGffIlSQJNputs024le4SAAGg1mjBxqxK1DVa4KVWIsRHgwfGJuH6IdF8VE9EROSGLkQAlGVQ2L333ouSkpIzTgDhJBDXCvLRYNKgSMQFe6PJake5wYzF67Px5i9ZaLLaXV0eERERuYAsk0BycnLg4+ODt956C7179+bSL25Gq1JifGo4DhTX4UBRPaoaLPjuwAnkVxvx7OT+iAzwcnWJREREdAHJ8gj4+uuvx9GjR5GTkyNHTW6vOz0C/qOimkb8llOFJqsdPloVegXpMPfafhgeH+Tq0oiIiAjdaCeQyy+/HL/++ismTZqESZMmnTYJ5I477pCjGZJBbLA3Jg2KwsbMCtQYLcivasTfVh/CPZcn4M/De3FcIBERkQeQpQdQoVCcNThwEoh7stgc2JZbheNVRqgUCgR6qzGhXzgeu6oPvDV8hE9EROQq3WYSCICzTgDhJBD3pFEpcEWfMIzoHQQBgWqjBWsPl+HRFftRVNPo6vKIiIioC8nS1XP8+HE5bkMXmCRJGBQTiBAfLTZnV6LeZMXB4no8sjwdT01MxSVJIa4ukYiIiLqALI+AT1VdXQ0ACAnpueGhJzwC/iNDkxUbsypRZTBDo1Ig2EeD20fF49aR8VAoOC6QiIjoQulWj4C/+OILJCYmIjw8HOHh4UhMTMTy5cvluj11MT8vNa4dEImUcD9Y7QKVBjM+2XocL645AkOT1dXlERERkYxkCYDff/89brvtNuTn5zvH/eXn5+O2227DDz/8IEcTdAGolApcmhyCkQnBAIAaoxXrj1Vg9or9OF5ldHF1REREJBdZAuDrr78OALj44ovx2muv4bXXXsPIkSMhhMBrr70mRxN0gUiShH5R/rh6QCS8NUroTVYcKanH7BXp2JRV6eryiIiISAayjAH09fVFQEAA8vPzoVarAQBmsxkJCQnQ6/VoaGjodKHupCeOATwTo9mGzVmVKNM3QaNSIMhbg5vTYnH3pQlQclwgERFRl+g2YwAdDgc0Go0z/AGARqOBRqPhMjDdmI9WhasHRCI10h9Wu0BVgxnLdhTgmW8Ooa7R4uryiIiIqINkWQamf//+SE9Px5///GfcfPPNAICVK1eisLAQw4cPl6MJchGlQsKoxGCE+Gqw83gNahot2JJdiRN1Jjw3pT/6RPi5ukQiIiJqJ1keAX/66ae45557zrgbyMcff4y77rqrs024FU95BPxHlQYzNmVVwNBkg5daiXA/LR6ZkIKrB0S6ujQiIqIeo9s8Ar777ruxYMECeHl5OWcBe3l5YcGCBT0u/HmyMD8tJg+KRnSgDk1WO0rrm/D62ky8uyEHFpvD1eURERFRG8m6EHRjYyOOHDkCABgwYAC8vXtmz5in9gC2sDsE9hXW4kiJHhKAAJ0aI3oHYd6kfgj11bq6PCIiom6t2/QAlpSU4ODBg7BYLEhLS0NaWhosFgsOHjyIkpISOZogN6JUSEjrHYwxfUKhUkqobbRge241Zn2RjsMn6l1dHhEREZ2HLAHwlltuwYgRI2AwGJzvNTQ0YMSIEbj11lvlaILcUGKoL64dGIUAnRoNZhtyKxvw5NcHsOZACWd/ExERuTFZAuCBAweQkpKC2NhY53u9evVCSkoK9u/fL0cT5KaCfTSYPCgKscHeaLLaUa43Y9G6LPzz1yw0We2uLo+IiIjOQJYA2NTUhPr60x/91dXVoampSY4myI1p1UqMTw3H0NhAOBwC1Q0WfLf/BJ746gDK9fz/T0RE5G5kCYAJCQkoLS3Fo48+itLSUpSWlmLOnDkoLS1FYmKiHE2Qm1NIEi6KC8K41HCoVQrUNVqxt6AWD3+xD+mFta4uj4iIiE4hSwC89dZbIYTAO++8g169eqFXr154++23IUkSbrvtNjmaoG4iLtgbkwZGIshbA6PZhvyqRsxbfQhf7y3muEAiIiI3IUsAfOqppzB58mTnGoAtr8mTJ+PJJ5+UownqRgK9NZg0KAoJoT4w2+yo0Jvx3oYcLPz5GLeQIyIicgOyrgO4ZcsW7Ny5EwAwcuRIXH755XLd2q14+jqAbSWEwOET9dhXWAcBwN9LBX+dGolhvhjSKwBDYgMxMDoAOo3S1aUSERG5jQuxDqCsAdBTMAC2z4laE7ZkV8JktUOjUkCrVkKrUkCjVECrUqBPhB+GxAZiaGwg+kT4QaOSpWOaiIioW7oQAVAlx00cDgc+/fRTrF+/HuXl5a3GekmShPXr18vRDHVTMUE6TBkSjWOlehTVmlBvssAgAIVCglohocZowb7CWmhUCnhrVBgQ7Y8hvQIxJDYAiaG+UChO32OaiIiIOk6WADhnzhy88847AHDaQH9Jav8P7xUrVuD1119HRkYGdDodxo8fj9deew1JSUlnvWb16tV49913sWfPHuj1egDAzz//jIkTJ5527ubNm/HKK69g586dMJlMiIyMxA033IC333673bVS2/hqVRjROxgjegNmmx1l9U0oqjWhtN6EepMVQPMOI2qlApUGM7blVkOjVCBAp8bgXgEYfDIQxgTqOvRnioiIiH4nSwBcvnw5hBCIjo5GQkICVKqO3/bjjz/GvffeC6B5eZnq6mqsWrUKW7ZswYEDBxAZGXnG6zZv3oytW7eiV69ezgB4Jl9++SVuueUW2O12hISEoH///qitrcVPP/3EAHiBaFVKxIf4ID6kuUu70WJDaV0TimobUVbfhLpGCyRJglICaowWlNSb8L9jFdCoFAjz02JwTPP4wSGxgdx7mIiIqANkGQMYGhoKb29vZGdnQ6vt+A9ki8WCmJgYVFVVYdq0afj6669RUlKC1NRUGAwGzJo1C4sXLz7jteXl5QgKCsK2bdswbtw4AKf3ABqNRsTFxaGmpgZPPfUUXn75ZWdYNRgM8PPza1OdHAPYdYQQMDTZcKLOhOLaRlQYzLDYHM2BUCFBq2oeN6g5OYYwJkjXPH6wVyAG9QqAn5fa1V8CERFRp3SbMYB/+ctfsHLlSlit1k4FwN27d6OqqgoAMG3aNABAdHQ0Ro0ahV9//RVr164967URERHnvf+6detQU1MDoDkw9urVC1arFZdeein++c9/njMAms1mmM1mAM3/Y6hrSJIEf50a/jo1+kX5QwiB2kYrimsbUVxrQlWDGUazDZIkQaWQUNNoQVZ5A77bXwKNUoGkMB8MiQ3E4F6BGBDtDy81ZxgTERH9kSwB0NfXF3q9HkOHDsX111+PwMDAVr///PPPt+k+RUVFzuPw8HDncUu4Kyws7FSdmZmZzuOlS5eif//+yMvLw5o1a7Bv3z4cOXIEAQEBZ7x24cKFePHFFzvVPrWfJEkI9tEg2EeDwb0CYXcIVDU0obi2CSdqTahptKChyQaFJEGllFDbaMGhE/VQK4vgpVaiX5Rf8/jBXoHoE+ELlZIzjImIiGQJgK+//jokSUJeXt4Zx9G1NQCejVwr1dhsNufxggUL8Oyzz2LLli0YM2YMTpw4gW+++QZ33XXXGa+dN28e5syZA6C5BzA6OlqWmqh9lAoJEf46RPjrMDw+CFa7AxX65gklJXWtJ5SolApUN5ix+3gN1CoFfLUqDIgOwNDYQAzuFYDeIT6cYUxERB5JlgAYFxcny8zM2NhY53FFRcVpx3FxcZ26f0xMjPM4LS0NAHDxxRc738vPzz/rtVqt1vl4W6nkY0V3oVYqEBPkjZig5nGYTdaWGcaNKK1vag6EEqCUJGiUCpTrzdiaUwW1SoEgbzUGxQRiaGzzLOOoAC/OMCYiIo8gSwA8V3Bqj7S0NISEhDhn/s6YMQMlJSXYsWMHADgndKSmpgIAHn74YTz88MNtvv/48eOhUCjgcDiwZ88eXHPNNdizZ4/z91NSUmT5Osh1vNRK9A71Qe/Q5gGzRrMNJfUmFNU0okxvPjnDuDkQ1jRYcKLWhP8dK4daqUCEvxeG9ArE4NgADOkViGAfjYu/GiIioq7hdjuB/Otf/8L9998P4PdlYPR6PUJDQ3HgwAFER0c7e2nmz5+PF154AQCwePFiLF68GCaTCSUlJQCAqKgoeHt7Y9q0aXjttdcAALNnz8bixYshSRIGDBiAvLw8NDY2on///ti3b1+bJrFwFnD3JISAvsmGE7WNKKo1ocJghs3++wxjr5O7lGiUCqiVEuJDfDD45JZ1g2IC4KOV5d9LRERE5+TWs4ATExMxbNgwfP3110hMTDzreZIkITc3t833ve++++Dj44M33ngDGRkZ8PLywtSpU/Hqq6+ec9xdTU3Nae2UlpYCaJ7x2+Ktt95CdHQ0PvroI2RlZSEmJgaTJ0/GggULOjWDmdyfJEkI0KkRoAtA/+gAOIRAjdGCEy0zjI0WNJibJ5QoFRJqG63IKNXjm/QT0KgUSA73PTl+MBD9ovygVXEoABERdU8d7gFUKBQYNWoUtm3bBoXi7DMrJUmC3W7vcIHuiD2APZPdIVBpaEJxrQnFdSbUNVohhIBC0bzkjNcpexjrNEr0i2rZsi4QyeG+UHJCCRERycCtewDnz5+PXr16OY+JujulQkJkgA6RATqMAGCxNc8wLqxtRGldE/R/2LKuqsGMncdroFEq4OulwqCYAAzu1TzLOC7YmxNKiIjIbbndGMDugD2AnslktaO0zoSiWhPK6pvQaLH9PsNYpYCXStm8Q4lKcXLdwgBnD2GEv5eryyciom7CrXsAiTyNTq1EYpgvEsN8IYRAg9mGkpOBsFzfhFrnHsYSaowWFNU04tejzTOMowJ0zuVmhvQKRIA3t6wjIiLXYQAk6gBJkuDnpUbfSDX6RjZvWVdnsuJErQlFtY2oarC02rKuttGC3MoGrDlQCrVSQkKYL4acnGE8MDoAOg0nlBAR0YXDAEgkA0mSEOStQZC3BgNjAuBwCFQ1mHGirnlCSU3DH7asM1lxpKQeX+8thlalQJ8IPwyJDcTQ2ED0ifCDRsUt64iIqOswABJ1AYVCQri/F8L9vXBRXBBsdgcqDC1b1jWh3mSBQTSfp1Y0PzLeV1gLjUoBb40K/aP8TwbCACSG+nLLOiIikhUDINEFoFIqEB3ojejA5glDZlvLlnUmlNa33sNYrVSg0mDG9rxqaJQKhPhqMDw+CGm9g3FRXCC8NfxrS0REncOfJEQuoFUpER/ig/iQ5pldjRYbSuua9zAuq286uWWdBKUE54SSnw+VwUutwMCYAKT1DsaI3kGICdRxuRkiImq3DgfA8ePHt/saSZKwfv36jjZJ1GN5a1RICvdFUnjzDGNDkw0n6kworGlEub55yRmFJEGtlFDTaMHO4zXQqhSIDtTh4pNhcEB0AMcOEhFRm3Q4ADocjnb3PHDJQaLzkyQJ/jo1/HVq9Ivyh90hUK43Ib+6ecu6+kYrJMkKpUKBWqMFuRUNWLWvGH5eKgyNDcSI3sEYER+EEF9ubUhERGfW4QC4ceNGGcsgorNRKiTn+EEhBPRNNhTWNKKg2oiqhub9i5UKCTVGBSr0ZmzKqoRG2bx38YjewUjrHYyUcE4kISKi33EMIFE3IkkSAnRqDIoJwKCYAFhsDpTUm5BfZURJncm5GLVKIaHOZMWhE/X4YmcBQny1GBb3+0QSHy3/6hMReTL+FCDqxjQqBXqH+KB3iA+EEKg2WlBQ3YjCGiPqGn+fWVxjtKKophFrDzdPJBkQE4C03kEYER+MXkGcSEJE5GkYAIl6CEmSEOqrRaivFsPjg9BosaG41oT8aiPK63+fSKI6OZFk1/EaaFXHERWgw8UJQRjROxgDOZGEiMgjMAAS9VDeGhX6RPihT4TfyYkkTSioNqLIOZGkeexgrdGCvMoGrN53Ar5eKgztFXhy7CAnkhAR9VQMgEQeoHkiiQ7RgTqMOrnMTPNEkkZUNphbTSSp1JuxObsS6lYTSYLQJ9yPE0mIiHoIBkAiD9OyzMzAmAAMPM9EknqTFYdP1GP5zgIE+2gxLD4Iab2DcFFcEHw5kYSIqNvq8HfwpUuXtvuaO+64o6PNEVEXOdNEksLqRhTWNKK20QLg94kkxbWN+O/hMmjVCgyI9kfayWVmOJGEiKh7kUQHV2dWKBTt/oZvt9s70pTbMRqN8PX1BQAs/C4dWp23iysi6hqNFhtO1DYvQl1Wb4LNIZwTSXRqJbRqJbQqBaICvJxrDg6K4UQSIqLOODVnNDQ0wMfHR/Y2OvUMR61WIyoq6rznlZaWwmq1dqYpInIBb40KKRF+SDk5kaRC33RyR5JG1JuskJp+n0iSW2nEt+kn4KtVYUhsYPMyM72DEcqJJEREbqdTAXDYsGHYtm3bec+75JJLsGvXrs40RUQuplRIiArUISpQByGCYWiyoai2EfnVjag0nDKRRKlAhcGMLScnkiSF+TrDYN8ITiQhInIHHQ6AY8aMwcCBA9t07kUXXQQvL6+ONkVEbqZlIskAXQAGRDdPJCmtb35UfKLOhLpTdyRptOJIST2+2FWIYB8Nhsc1h8Fh8ZxIQkTkKh0eA+jJOAaQ6OyEEKhx7kjSeiKJVqWEl1oBrUrpnEgyIr557GBsMCeSEBEB3WAMIBHRH0mShBBfbfP+w/FBMFnsOFFnwvEqI8r0rXckqTVasDu/Fp9sPX7KRJIgDIoJ5EQSIqIu1OkAeODAASxfvhxbtmxBTk4O6uvr4e/vj5SUFFx++eWYMWMGhgwZIketRNQN6TRKJIf7Ijnct3kiiaEJBdWNKKo5ZSKJxIkkREQXUocfAa9btw7PP/88du7cCaD5sc9pNz/5OOeSSy7BggULMH78+E6U6j74CJhIHvomK4padiQxmOEQAkqFBLVSAa+TS8xoVJxIQkSe5UI8Au7UOoAAEBQUhGuuuQYXX3wx4uPj4e/vD71ej4KCAuzatQv//e9/UVtbC4VCAZvNJmvxrsIASCQ/q92B0rrmiSTFdSaYrXbnRBIvdfPYQY1KgSBvDUbEN4fBi+IC4eeldnXpRESycusxgGPGjMETTzyBiRMnQqU6+21sNht++uknvPnmmx1tiog8gFqpQFyID+JO7khSY7Q071dc04haowWGppYdSSwoqTPhv0fKoFUp0f+UHUk4kYSIqG04C7gD2ANIdGGZrPbmHUmqjCjVN8Fmd5y2I4lGpUCUvxdGJYbgprRYBOjYM0hE3ZNb9wASEV0oOvW5J5KgyQbVyYkkeVVGbMutwvPXDUBCqPzfNImIeoJOBcAFCxY4jyVJwnPPPdfpgoiIzkWpkBAVoENUgA6jEkNOm0hiNNvQaLHh0ZXpeHpiKkYnhbq6ZCIit9OpR8AtE0GA5gBot9tlKcrd8REwkXtqtNiwKasSZfVNzgkj91yWgJvTYjk2kIi6Dbd/BHz8+HG56iAi6jRvjQpX9Y/AzrwaZFc0oKrBjA825+F4lRGPXdUHXmqlq0skInILnQqA8fHxctVBRCQLlUKB0UkhCPJWY09BLWqMFvx0qBQn6kx4fkp/hPtzX3IiIln2WtqzZw+WLl2KwsJCWCwWzJo1C0OGDMEdd9yB+vp6OZogImozSZLQPzoAE1IjoFUpUG+yYm9BLR5ZkY4jJfyeREQkSwB8/vnncffdd0MIgU8++QTvvvsuDh06hM8//xzz5s1r9/1WrFiBYcOGQafTITg4GNOnT0dubu45r1m9ejUmTJiAgIAASJIESZKwdu3as55fXFyM4ODgNp1LRN1TTJAOkwZFIchHA6PZhtxKI5786iD+e6TM1aUREbmULAHw0KFDiIqKQnx8PNatWwedToeFCxdCpVLhp59+ate9Pv74Y8yYMQPp6emIioqC3W7HqlWrMHr0aJSVnf2b9ubNm7F161aEhYWdtw2Hw4E77rgDtbW17aqNiLqfAJ0a1w6MRGywN8xWO8r1TfjH2mP4YFMu7A4ug0pEnkmWAFhZWYnIyEgAwNGjR5GWloann34aAwYMQHl5eZvvY7FYMHfuXADAtGnTkJeXh4yMDPj5+aGiogKvvPLKWa+dN28e9Ho9Pvroo/O2849//AMbNmzATTfd1ObaiKj70qqUGJ8ajkG9AmBzCFQZLfhiVyGe/+4wDE1WV5dHRHTByRIAAwICkJ+fj+3btyM3Nxf9+/cHADQ2NjqnMbfF7t27UVVVBaA5AAJAdHQ0Ro0aBQDnfEwbEREBjUZz3jb27duH5557Dtdddx0efPDBNtdmNpuh1+udLyLqXhSShBHxwbg8JRRKSUJdoxUbMyvx6Ir9KKxudHV5REQXlCwBcOTIkaipqcFll10Gm82GsWPHwmKxoKioCImJiW2+T1FRkfM4PDzceRwREQEAKCws7FSdjY2NuOWWWxAaGopPPvmkXdcuXLgQAQEBCAgIQHR0dKfqICLXSQrzxTUDIuGjUcLQZMXhknrMXpGOXcdrXF0aEdEFI0sAfOONNzB06FD4+PjgL3/5C6ZPn45t27YhODgYEydO7PT95dqueN68ecjKysJnn32G0ND27Q4wb9481NfXo76+HiUlJbLUQ0SuEeanxaRBUQj308JksaOothHPfnsYX+0pku37DRGRO5NlL+A+ffpg3759rd4bO3Zsqx69toiNjXUeV1RUnHYcFxfXiSqBAwcOAAD+9Kc/AUCrnUv+9Kc/4cYbb8Ty5cvPeK1Wq4VWqwUAKJVcTJaou/PRqnDNgEhsz6tGTqURlYYm/N/GXByvMmL2lSnQqvj3nIh6Lll6AFts2LABCxcuxPvvvw+9Xo/CwkKYzeY2X5+WloaQkBAAwKpVqwAAJSUl2LFjBwA4exNTU1ORmpqKJUuWtLtGIQSMRiOMRiOampqc7zc1NcFkMrX7fkTUfamUClyWHIq0+CAIANVGC9YcLMFTXx9EVUPbv3cREXU3sgRAk8mEq666CldeeSWeffZZLF26FOvWrUNCQgIWLVrU5vtoNBrnTN9Vq1YhMTER/fr1g8FgQGhoqHOGcGZmJjIzM50TRgBg8eLFSE5Oxq233up8b+bMmUhOTsbTTz8NANi4cSOEEM7Xhg0bnOf+/PPP+PbbbzvxKRBRdyRJEgbGBGB833BoVArUN1qx63gNHlmejmNlnPBFRD2TLAHw2Wefxfr1653BCgAmT54MjUaDH3/8sV33uu+++7Bs2TIMHToUJSUlkCQJU6dOxbZt2845+aKmpga5ubmtxueVlpYiNze3XUvREJFnig32xqSBkQj0bl40OqeiAY9/eQDrM/j9g4h6HknIMOI5NjYWNTU12L59O4YOHYpRo0Zh27ZtSE1NRV1d3TkXcO6OjEajc3mbhd+lQ6vzdnFFRCQXs9WOzdmVKK41Qa1UIMhHgxkXx+Hu0b2hUEiuLo+IPMCpOaOhoQE+Pj6ytyFLD2BFRQX69OmDwYMHt3pfrVajrq5OjiaIiC4IrVqJCakRGBDdvGh0dYMZ/9mejxfXHEGD2ebq8oiIZCFLAIyKikJWVlar/Xr379+PjIwMrplHRN2OQiHh4oRgjE4KgSRJqG20Yv2xCjy2Yj+Ka7loNBF1f7IEwBtuuAEmkwkDBw6EJElIT0/HxRdfDCEEbrjhBjmaICK64PpE+OHq/hHw1iihN1lx6EQdZi9Px94CLhpNRN2bLAHw73//O4YMGQKz2QwhBMxmM2w2GwYNGoQXX3xRjiaIiFwiwt8LkwZFIdRPi0aLHYU1jXjmm8P4Jr2Yi0YTUbcly0LQ/v7+2LVrF7744gvs3r0bQPOafjNmzGjT/rxERO7MV6vCxAGR2JZbhbxKIyr0ZrzzvxzkVxnx0LgUaFSyLqlKRNTlZJkF/OWXX+LGG2/0mLDHWcBEnkkIgUMn6pFeWAcBIECnRlrvIDwzuT+CfTzj+x8Rdb1uMwv4L3/5CyIjI/HAAw9g+/btctySiMjtSJKEwb0CMbZvGNRKCXWNFmzPrcbsFenILje4ujwiojaTJQAqlUrU1dXhww8/xGWXXYY+ffrgpZdeQkFBgRy3JyJyK/EhPpg0MAr+OjUazDZklhkw58sD2JRV6erSiIjaRLZ1AD/99FNMmjQJGo0GOTk5mD9/PpKSkjB27Fh89tlnsFqtcjRFROQWgnw0mDwoCtGBOjRZ7SipM+GlH47is235cDg4OYSI3JssYwBP1dDQgM8++wxz586F0WiEJDWvnB8TE4PVq1djxIgRcjbnEhwDSEQt7A6B3fk1OFZmgEJqHhc4LjUcT17TF94aWebZEZGH6TZjAFv88ssvuPfee/Hkk0+isbF5sVRvb2/07dsXxcXFuP/+++VsjojI5ZQKCSMTgnFJYjAkALWNVvx6tByPrdyPkjqTq8sjIjojWQLg888/j/j4eFx77bX48ssv0dTUhH79+uGdd95BSUkJjh49iksvvRSHDh2SozkiIrciSRL6Rvrjqv6R0KkV0JusOFBUj9kr0rG/qM7V5RERnUaWAPjSSy+hqKgIKpUKN998MzZt2oTDhw/joYcegp+fHwBgxIgRiImJkaM5IiK3FBnghWsHRSHEV4tGiw35VUbMXXUQaw6UcNFoInIrsowB7N27N+6//37cc889CA8Pl6Mut8YxgER0LhabA1tzqpBfbYRKqUCQtxo3DI3Bg2OToFZy0WgiOrcLMQZQlhHKx48fd072ICLydBqVAmP7huFAkRoHiutR3WDB13uLUVTTiGcm90OgNxeNJiLX6lQAXLp0qfNYkiTcfvvtnS6IiKgnkCQJQ+OCEOitwdbcKtQ1WrA1twqzV+zH/Ov6IzHM19UlEpEH69QjYIVCAUmSIISAJEmw2+1y1ua2+AiYiNqjusGMjZmV0DdZoVMrERnghSevScVlKaGuLo2I3JDbPwLesGGDXHUQEfVYIb5aTBoUhY1ZFSirb8KJOhNeXHMEd13aGzPS4qBQcAgNEV1YnQqAV1xxhVx1EBH1aDqNElf3j8TOvGpkVTSgqsGMj7bkIb/KiDlX9YVOo3R1iUTkQTgdjYjoAlEqJFySFIKRCcEAgBqjFWsPl+Hxr/ajXN/k4uqIyJMwABIRXUCSJKFflD+u7BcBL5UC9SYr0gvr8MjydBw+Ue/q8ojIQzAAEhG5QHSgDpMGRSHYRwOj2Ya8KiOe/PoA1h4udXVpROQBGACJiFzEX6fGxIGRiA/xhtlqR7nejH/8NxPvbcyBze5wdXlE1IMxABIRuZBWpcTYvuEY0isQdodAdYMFK3cX4dlvD6PeZHV1eUTUQ3VZACwsLERhYSFMJlNXNUFE1CMoJAnD4oMwJiUUSoWEWqMFW7Ir8eiKdORXGV1dHhH1QF0WABMSEpCQkICUlBR89dVXXdUMEVGPkRjmi2sGRMLXSwVDkw1HS/V4dOV+bM+tdnVpRNTDdFkAFEJACIGSkhL85S9/wZQpU7qqKSKiHiPMT4vJg6IQ4e8Fk8WO4tpGzP/+MFbuLkQnNm4iImqlUwtBn8unn34KAKitrcXmzZvx22+/dVVTREQ9irdGhav7R2BHXg1yKhtQaTDj/U3Ni0bPvrIPvNRcNJqIOqdTewF7Ku4FTEQXghACR0v02FtYC4cA/L1UGBobiOevG4AwP62ryyOiLnIh9gLmLGAiIjclSRIGxARgQmoEtCcXjd5TUItZy9NxtETv6vKIqBvrVABMTEx0vpKSkuSqiYiIThET1LxodKD3yUWjKxvwxNcH8OvRcleXRkTdVKfGAMbFxUGSJLlqISKiswjQqTFpUCS2ZFehqKYR5fVNeO3nY8ivMmLmZQlQKvi9mIjarlMBcOPGjTKVQURE56NVKTG+bzj2FdbicIkeVUYzlu0sQH61EXOvTYWfl9rVJRJRNyHLGMAFCxbgk08+Oe397du346effpKjCSIiAqBQSBjROxiXJYdCKUmoa7RgY2YlHl25H0U1ja4uj4i6CVkC4AsvvICPPvrotPfnzJmD66+/vt33W7FiBYYNGwadTofg4GBMnz4dubm557xm9erVmDBhAgICAiBJEiRJwtq1a1udU1xcjAceeACDBg1CUFAQfH19MXDgQLzxxhuwWrnlEhF1H8nhvrh6QAS8NSoYmqw4fKIejyxPx+78GleXRkTdQJfNAjaZTCgtLW33wqUff/wxZsyYgfT0dERFRcFut2PVqlUYPXo0ysrKznrd5s2bsXXrVoSFhZ31nJycHHzwwQfIz89H7969oVQqceTIETz55JOYPXt2u+okInK1cD8vTB4UhTA/LUwWO4pqG/HsN4exam8xF40monPqVABUKpVQKpWQJAk7d+50/lqpVMLX1xdFRUWIiIho8/0sFgvmzp0LAJg2bRry8vKQkZEBPz8/VFRU4JVXXjnrtfPmzYNerz9jT2SL4OBgfPjhh6iqqkJ6ejry8/ORkJAAAPj888/bXCcRkbvw0apwzYBIJIX5wmITqDSY8e7GHLz5SxbMNruryyMiN9WpANiy3dupx3983XfffW2+3+7du1FVVQWgOQACQHR0NEaNGgUApz3SPVVERAQ0Gs057z948GDce++90GqbF1ANCgrCwIEDAcD5HhFRd6NWKnB5SihGxAfCAYHqBgu+P3ACT399EFUNZleXR0RuqFOzgFu2e7v77ruRlJSEZ5991vl73t7eSE1NxaBBg9p8v6KiIudxeHi487ilF7GwsLAz5Z4mMzMT//vf/wAA/+///b9znms2m2E2N38jNRqNstZBRNRZkiRhUK9ABHprsCW7CnWNVuw6XoPZy9Px/HUD0DfSz9UlEpEb6VQAvPPOOwEAGzZsQHJysvPXcuuKsSy7d+/GddddB6PRiKlTp+LFF1885/kLFy487zlERK4WG+yNawdFYsOxCtSbrMiuaMDjX+3H41f1xbjU8PPfgIg8giyTQBYtWoQ77rgDJpMJALBq1SrMnj37jEvDnEtsbKzzuKKi4rTjuLg4GaoFvvvuO4wdOxbl5eW477778OWXX0KlOncWnjdvHurr61FfX4+SkhJZ6iAi6gpB3hpMGhSFXkE6NFntKK1rwss/ZeDTrcfhcHByCBHJFAAfeOABJCQk4OjRo1izZg3+/Oc/Y8mSJfh//+//4fXXX2/zfdLS0hASEgKgOUQCQElJCXbs2AEAmDhxIgAgNTUVqampWLJkSbtrffvttzF16lSYTCa89tpr+OCDD6BUKs97nVarhb+/v/NFROTOvNRKjE+NQP9of9gcAtUNZny2LR8vrjkCo9nm6vKIyMVkCYB79+5FYGAghg8fjlWrVkGSJFx99dUQQuCzzz5r8300Go1zpu+qVauQmJiIfv36wWAwIDQ01DlDODMzE5mZmc4JIwCwePFiJCcn49Zbb3W+N3PmTCQnJ+Ppp58G0Lww9aOPPgqHwwFfX1+sXr0ao0aNcr5KS0vl+DiIiNyCUiHh4t7BGJ0UAgkSahutWH+sAo+u3I8TdSZXl0dELtSpMYAtSkpK0KdPHwDAoUOHcNFFF+Hnn39Gv3792j1x47777oOPjw/eeOMNZGRkwMvLC1OnTsWrr76K6Ojos15XU1Nz2mLRLYGuvLx5w/SWSRwAYDAYsHPnzlbnn/r7REQ9gSRJ6BPhB3+dGpsyK6E3WXGouB6zl6fjb5P7YVhckKtLJCIXkIQMMyyCgoIQGBiIY8eOISwsDDfeeCOWLl2KIUOGID8/H/X19XLU6jaMRiN8fX0BAAu/S4dW5+3iioiIzq+hyYYNmRWoajBDq1IgxFeLB8cm4foh0ZAkydXlEdFJp+aMhoYG+Pj4yN6GLI+AW3r6IiIiYDQaMXLkSADNW6/16tVLjiaIiKiTfL1UmDgwEgmhPjDbHKgwmLF4fTbeXpeNJisXjSbyJLIEwGeffRZqtRp6vR4JCQm4/fbbsWPHDtTW1joXcSYiItdTKxW4ok8YhsUFweFoXjR6dfoJPPzFPhw+0bOe1hDR2cnyCBgAqqqqUFhYiAEDBkCr1cJgMKCiogIhISEIDAyUowm3wUfARNQTFFQb8VtOFSw2B7w1SgR6azB1WAzuuKQ3vNTnXx2BiLrGhXgELMskEAAIDQ1FQ0MDfvjhBwDA8OHDkZSUJNftiYhIZvEhPgjy1mBrbhXK6ptgsZnxxc5C7Dpeg0ev7IOBMQGuLpGIuogsj4AdDgfuv/9+JCcn46abbsJNN92E5ORkPPDAA12yiwcREcnDX6fGxAGRuCQxBJIE1BgtOHyiHo9/dQD/2pzLsYFEPZQsAfCf//wnPvzwQzgcDgghIISAw+HAhx9+iH/+859yNEFERF1EkiSkRvnj+qHRiAzwQqPFjkp9c28gxwYS9UyyBMBPPvkEkiRh9uzZ2LlzJ3bu3InZs2dDCNHu7eCIiMg1/L1O7w08dLI38INN7A0k6klkmQTi5eWF3r1749ixY63e79u3LwoKCtDU1NTZJtwKJ4EQUU+nb7JiW041SutNUCkU8NepkBTmi8eu4thAoq7WbdYB9PLyQlVVFQwGg/M9vV6Pqqoq6HQ6OZogIqILyN9LjWsGRLQeG1jS3Bv4PnsDibo9WWYBjxw5EuvWrcOQIUMwadIkAMBPP/2Euro6XHXVVXI0QUREF1jL2MDoIJ2zN9Bia8KKXYXYfXKm8KBe7A0k6o5keQT822+/Yfz48bDZbM7thIQQUKvV2LBhA0aPHt3pQt0JHwETkacRQiCzzIA9BbWw2h3QaZQI1Gnwp2ExuPOS3tBpuG4gkVy6zSPgyy67DL/88gsuv/xyeHl5wcvLC2PGjMEvv/zS48IfEZEnOnWmcFSgDiaLHRWG5t7Ah77Yh0PFnClM1J3IthOIJ2EPIBF5MvYGEnWtbtMDuH79eixevBh5eXnO93Jzc7F48WKsW7dOjiaIiMhNtPQG3jA0GtGn9AYuP9kbeLC4ztUlEtF5yNIDOHToUOTm5qK8vBze3s29YY2NjYiIiEBycjLS09M7Xag7YQ8gEVEzIQSyyg3Ynd+6N/DGi2Jw12j2BhJ1RLfpAczOzkZiYqIz/AGAt7c3EhMTkZ2dLUcTRETkhiRJQt/I03sDV+xmbyCRO5MlACoUChQWFsJoNDrfa2hoQGFhoXNWMBER9Vx+Xmpc3T8Co5NCoFRIqDVacKSkHk9+dRDvbcyBycJ1A4nciSwBcPDgwdDr9Zg4cSKWL1+O5cuXY9KkSdDr9RgyZIgcTRARkZtr6Q28fkjr3sCVu4vw0Bf7cKCoztUlEtFJsowBXLlyJWbMmHHG3r7ly5fjpptu6mwTboVjAImIzq1lbOCeglpYbL+PDbzhomjcPTqBYwOJzqHbjAG8+eab8Y9//APe3t4QQkAIAW9vb/zjH//oceGPiIjO71y9gX/9fC97A4lcTNZ1AE0mE44cOQIAGDBgQI/dB5g9gEREbXe23sDrh0Zj5qXsDST6owvRAyjLXsAtdDodRowYIectiYiom2vpDYwJ9MbW3CqU1DXvKfzlniLsya/B7Cv7YGhsoKvLJPIoHX4ErFQq2/RSqWTNmERE1E35eqlOmyl8tFSPp78+iHc3cKYw0YXU4QDYMtavLS8iIiLglHUDh8Qg5pSxgV/uKcKDn+/Ffo4NJLogOtw99+mnn8pZBxEReRBfLxWu6h/hHBtYa7SgyWrH018fxPVDo3H3pb3hreETJKKuIuskEE/BSSBERPJpaLJhW24VTtSZoFRI8NepkRDqg0c5NpA8VLeaBGKxWLB161aUlJTAbm89juOOO+6QqxkiIuphWnoDsysasDu/hr2BRBeALD2A2dnZuPLKK1FcXHx6A5IEm83W2SbcCnsAiYi6RoP5ZG9gbevewNkTUnBRXJCryyO6ILrNQtBz585FUVERJ4EQEVGn+GpVuKpfBC5NDnXOFM4o1WPuqkNY8r9sNFp6VocCkavIEgC3bNkClUqFX3/9FQBw0UUXYfny5QgNDXW+R0RE1BaSJKFPhB9uGBqDXkG/zxT+am8xHly2D/sKa11dIlG3J0sArKurQ79+/TBhwgRIkgS1Wo2bb74ZkZGReOWVV+RogoiIPIyvVoUr+0XgsuRQqBQK1BotOFamx7xVB9kbSNRJsoyq9fPzg8PhAAD4+vri2LFj2LlzJwoLC5GbmytHE0RE5IEkSUJKhB+iAnXYnluF4loTLDYHvtpbjN35tXhkQgqGx3NsIFF7ydIDGBsbi4KCAtjtdgwaNAgGgwGjR4+GwWBAVFSUHE0QEZEHO1tv4N9WH8Q767NhNLM3kKg9ZAmAd955JyZMmIDs7Gw888wzUKvVEEJAoVDghRdekKMJIiLycC29gdcPjUavIO+TYwPN+HpfMR78fC/2FnBsIFFbdclC0MePH0d6ejoGDBiAvn37yn17l+MyMEREriWEQE5FA3bn18Jss0OnViLAW40pg6Nxz2UJ8NFy3UDqvrrNMjAzZ85sNdkjISEBU6dOxZEjR/Dee++1+34rVqzAsGHDoNPpEBwcjOnTp593LOHq1asxYcIEBAQEQJIkSJKEtWvXnnaewWDAY489hl69ekGj0SApKQkvvvhij1urkIioJ2vpDbyhpTfQakelwYxVe4vx4LK92FtQ4+oSidyaLAHw3//+N3744YfT3v/HP/6BWbNmteteH3/8MWbMmIH09HRERUXBbrdj1apVGD16NMrKys563ebNm7F161aEhYWd9RyHw4HrrrsOixYtQkVFBRITE5Gfn48XXngBM2fObFedRETkej5aFa7sF/772MBGCzLLDJi3+hDeXsexgURn06kAWFhYiMLCQgCA2WxGUVGR872MjAwUFBRAkqQ2389isWDu3LkAgGnTpiEvLw8ZGRnw8/NDRUXFOZeUmTdvHvR6PT766KOznvPtt99i06ZNAJp7DI8dO4ZFixYBAP7zn/9g3759ba6ViIjcw9l6A1fvY28g0dl0KgAmJCQgISEBkiRh//796N27t/O9gQMHory8HL169Wrz/Xbv3o2qqioAzQEQAKKjozFq1CgAOOMj3RYRERHQaDTnvP/PP/8MANDpdJg0aVKrds53f7PZDL1e73wREZF7aekNvDzlzL2BDewNJHLqVAA8dau3M20Bp1Kp8Le//a3N9ysqKnIeh4eHO48jIiIAwNnb2FEt9w8JCYFCoWh17/Pdf+HChQgICEBAQACio6M7VQcREXUNSZKQHN7cGxgbfMrYwH3F+Ct7A4mcOjVNasOGDRBCYPz48ejfvz/effdd5+95e3sjKSkJwcHBnS6yK/cTbuu9582bhzlz5gBonp3DEEhE5L58tCpMSA1HbmUDdh2vRV2jBZlWO+atPoTJg6Jxz+UJ8OVMYfJgnfrTf8UVVwAA5s+fj169ejl/3VGxsbHO44qKitOO4+LiZLl/VVUVHA4HFApFq3bOdX+tVgutVgsAUCqVnaqDiIi6XktvYFSADtvzqlFU0wiLwYFV+4qxt6AGj0xIwYjene+kIOqOOvwIePPmzdi/fz8AYNy4cUhJScHmzZvP+GqrtLQ0hISEAABWrVoFACgpKcGOHTsAABMnTgQApKamIjU1FUuWLGlXzS3XNzU14aeffmrVzqm/T0REPUdLb2DL2MC6k2MD//bNISxal8WxgeSROrwQtEKhwCWXXIKtW7dCoVCcdbavJEntWmPvX//6F+6//34AzZNMqqurodfrERoaigMHDiA6OtrZ1vz58507jSxevBiLFy+GyWRCSUkJACAqKgre3t6YNm0aXnvtNdjtdowdOxa//fYb1Go1kpKSkJWVBYfDgVtuuQWff/55m2rkQtBERN2T0WzDjrxqFNY0QqmQ4OelRnyIN2azN5DciNsvBH1qdjzTJJBTJ4m01X333Ydly5Zh6NChKCkpgSRJmDp1KrZt23bOcXc1NTXIzc11hj8AKC0tRW5uLsrLywE0P7r98ccf8cgjjyAsLAy5ubmIi4vD888/j3//+9/t++KJiKjb8dGqML6lN1DZ3BuYxd5A8kAd7gEsKCiAVqtFZGQkCgoKznlufHx8h4pzV+wBJCLq/s7WG/jIhBSksTeQXOhC9ADKvhdwdXU1ADjH8vVEDIBERD2DEKJ5pnB+LcxWO7zUSgR6q3HtwCjce3kC/LzUri6RPJDbPwI+1ZIlSxAdHY3w8HCEh4cjOjoa77zzjly3JyIikp1z3cAh0YgL8UbTyXUDv0k/gb9+vg+787luIPVMsgTA+fPnY/bs2SgrK3OO+ysrK8Ojjz6K+fPny9EEERFRl/HRqjC+bzjGpIQ5xwZmlhnwzDeH8M9fs2Bosrq6RCJZyfIIODw8HNXV1bjsssswffp0AM177W7atAmhoaGt1trrCfgImIio52q02LA9rxqF1b+PDYwLbh4beHECxwZS1+s2YwD9/f0RGBiI48ePOxdJttlsSEhIgF6vR319facLdScMgEREPZsQAnmVRuzMr2k1NnDigEj8vzGJHBtIXarbjAG87rrrIIRotRZgy/HUqVPlaIKIiOiCkSQJSeG+uHFo67GB3+4vwYPL9mFnXrWrSyTqFFk2QhwxYgRWr16N8ePHt3oEXF9fj+HDh2Pp0qXOc++44w45miQiIupy3prmsYF5lUbsyq9BXaMFTVY7nvvuMKYMjsb/uzwROg23B6XuR5ZHwOfaCaRVY+3cFcRd8REwEZHn+ePYQH8vNRLDffDk1anoH+3v6vKoB+k2j4CBc+8E0vJyOBxyNUdERHRBtfQGtuwpXNtowdESPR7/aj+Wbs+H1c6fcdR9yBIAHQ5Hm19ERETdVcu6gdcPiUZUgA4mix3lejM+3Xocc1buR2F1o6tLJGoT2XoAT9XY2Ij09HTo9fquuD0REZFL+XqpcM2ACFzcOxhCCFQbLdhTUIuHl+/Dd/tPwOGQdZMtItnJEgDfeOMNjB8/Hnv37kVeXh6Sk5MxYsQI9OrVC7/99pscTRAREbkVSZIwICYA1w2ORoiPFkazDSdqTVi8PhvPfXcYlQazq0skOitZAuDKlSuxfft29OvXDx9++KFzR5CGhgYsWLBAjiaIiIjcUpCPBpMHRWFQTABsDoGqBgs2ZlbiwWV7sTGzZ22EQD2HLAEwLy8PcXFx8Pb2xs6dOxETE4PS0lKEhoZi//79cjRBRETktpQKCSN6B2PigEj4alUwNFlRUG3Eyz9m4PW1x7iVHLkdWQJgY2MjvL2bl0LJysrCRRddhIiICMTFxcFgMMjRBBERkduLDPDC9UOi0SfCDxa7A5UNZqw5WIK/fr4P6YW1ri6PyEmWABgdHY0jR47g/vvvR2lpKYYMGQIAqKysRFhYmBxNEBERdQsalQKXJodiXN9waJUK1DdakVlmwNxVB/HBplw0We2uLpFIngB40003wWaz4cMPP4QkSfjzn/+MkpISFBcXY/DgwXI0QURE1K3Eh/jg+qHRiA1u3kquwmDG8l2FmL0iHTkVfDpGriXLVnAvv/wyoqKikJOTgylTpmDw4ME4dOgQ/va3v2HMmDFyNEFERNTteGtUmJAajqxyA3bn16LGaMGBonrMXrEfd1wSj+nDY6FUnH8nLSK5ybIVnKfhVnBERNReepMVW3IqUaE3Q61UIECnxrD4IMy5qg+iA3WuLo/cSLfaCm7Lli0YN24c/Pz84Ofnh/Hjx2PLli1y3Z6IiKhb89epce2AKAyLD4Lj5OLR23Kq8NDn+7D2cCnYH0MXkiw9gL/99hsmTJgAm83W6g+wWq3Ghg0bMHr06M424VbYA0hERJ1RaTDjt5xK1DVaoVEpEKjT4PKUUDwyIQVBPhpXl0cu1m16ABcsWACr1Yq4uDg8+OCDePDBBxEfHw+r1cqFoImIiP4gzE+LKYOj0T/KH1a7QFWDGb9mlOPBz/die261q8sjDyBLD2BgYCDUajVyc3Ph7+8PAKivr0dSUhJsNhvq6uo624RbYQ8gERHJ5USdCVtzqmA026BVKxHkrcbkQdH4f2MS4K2RZa4mdTPdpgewqakJwcHBzvAHAAEBAQgODobZzL0QiYiIziYmUIfrh0QjIdQHZpsdlQYzVu0rxkNf7MPhE/WuLo96KFkCYFJSEnJycvD4449jz5492LNnD+bMmYOcnBwkJSXJ0QQREVGP5aVW4oo+YRiTEgaVUoG6RguOlujxxFcH8Nm2fFjtDleXSD2MLAFw5syZEEJg0aJFGDlyJEaOHIm3334bkiRh5syZcjRBRETUo0mShKQwX1w/JBrRgTqYLHZU6M3497bjmLNyPwqqja4ukXoQWQLgY4895gx6QgjnTOCZM2fisccek6MJIiIij+CrVeHq/hEYmRAMSEC10Yo9BbV4+It0fJt+Ag4Hl4uhzpN1Iei8vDzs3bsXADB8+HAkJibKdWu3wkkgRER0IdQ2WrAluwrVDc2LRwd6qzEyIRiPXtUH4X5eri6PusiFmATCnUA6gAGQiIguFLtD4EBRHQ6dqIdAcw9hZIAXHh6XjLF9wyBJ3Equp7kQAVCW+eVGoxGvvvoq1q9fj/Ly8laLQUuShNzcXDmaISIi8jhKhYRh8UGICdLht+wq6JussNjseOWnDOw8Xo2HxiXDz0vt6jKpm5ElAD7wwAP44osvAOC0rWz4LxMiIqLOi/D3wnVDorE7vwbZFQ2oNJjx46FSHD6hx2NX9cHw+CBXl0jdiCwB8McffwQADBs2DKmpqVCpuHAlERGR3DQqBS5NDkVssDe25VahvtGKLKsB81YfxNRhvXDX6N7wUitdXSZ1A7IkNS8vLwQHB2P37t1y3I6IiIjOIS7YG6G+0dieW43CmkZUGhxYvqsQewtq8dQ1fZES4efqEsnNybIMzKxZs1BVVYWysjI5bkdERETn4a1RYXxqOC5NDoVCklBrtOBQcT1mr9iP5bsKYedyMXQOHe4BPHWBZyEErFYrUlNTMX78eAQGBjp/T5IkfPzxx50qkoiIiE4nSRL6RPgh0t8Lv+VUoVzfBIvdgQ8352FPfg3mXN0XMYE6V5dJbqjDy8AoFIpWEzxabvPH9yRJgt1ub9e9V6xYgddffx0ZGRnQ6XQYP348XnvttfNuK/fOO+/g//7v/5Cbm4uAgABMmTIFCxcuREREhPOc9evX49VXX8XBgwdRV1eHkJAQjB49GvPnz8egQYPaVB+XgSEiInfjcAgcLqnH/qI6OATgo1Ei3N8LD1yRiGsGRHJSZjfi1usAjh07ts1/mDZs2NDm+3788ce49957AQAJCQmorq6GXq9HeHg4Dhw4gMjIyDNe99xzz+Gll14CAKSkpKC4uBgmkwmpqanYu3cvvL29kZWVhUGDBsFisSAoKAi9e/fG4cOHYbVaERYWhtLSUiiV5x88ywBIRETuqqrBjN+yq1DbaIFGpUCgTo3LUsLwyIQUBPtoXF0etYFbB8CuYLFYEBMTg6qqKkybNg1ff/01SkpKkJqaCoPBgFmzZmHx4sWnXVdeXo7Y2FhYrVY8/vjjeOONN3Dw4EEMHToUQgi8+eabmDNnDpYtW4bbb78dALBjxw6MHDkS8+fPx4IFC6BQKFBTU4OAgIDz1skASERE7sxmd2BfYR2OluoBAH5eKsQE6jB7QgpGJ4e6uDo6nwsRAGWZBNJi06ZNePPNN/Hmm29i8+bN7b5+9+7dqKqqAgBMmzYNABAdHY1Ro0YBANauXXvG69atWwer1drqusGDByM5ObnVdSNHjoRG0/yvn0mTJmHYsGFYuHAhAgICsHjx4nOGP7PZDL1e73wRERG5K5VSgYsTgnF1/wh4a5TQm6zIqzLihTVH8NavWTCaba4ukVxMlmVgmpqacOONN+LXX39t9f7VV1+Nb7/9Flqttk33KSoqch6Hh4c7j1vG8BUWFrb7uuzsbOd1KSkpWLduHaZNm4bKykrU1NQAAHr16oX+/fufs7aFCxfixRdfbNPXQURE5A6iA3W4YUg0dhyvQV6lEZUGM75JP4EDxXV44uq+GBhz/qde1DPJ0gO4YMEC/PLLLxBCtHr98ssv+Pvf/97p+3f0KfUfrztx4gRmzpyJyspKrFy5Eg0NDXj00Udx5MgRTJ48GaWlpWe917x581BfX4/6+nqUlJR0qB4iIqILTatWYkxKKK7oEwqVUoG6RgsySvV44qsD+HTrcVhsDleXSC4gSwBcuXIlFAoF3nrrLZSXl6O8vBz//Oc/ATTP6G2r2NhY53FFRcVpx3FxcZ267r333kNOTg78/f1x0003wcfHB3fccQcAwGQyYevWrWetTavVwt/f3/kiIiLqLiRJQmKYL64fEo2YQB1MFjsq9GZ8ti0fc77cj/wqo6tLpAtMlgBYXFyM1NRUzJ49G2FhYQgLC8Ojjz6K1NTUVo9nzyctLQ0hISEAgFWrVgEASkpKsGPHDgDAxIkTAQCpqalITU3FkiVLAAATJkxwbj/Xct3BgweRk5PT6rr6+noAgMFgQFZWFgBgz549zva7YpAlERGRu/DVqnBV/wiMTAgGJKDGaMHeglrMWp6O1fuK4eDi0R5DlgDo5+eHoqKiVo9GS0pKUFRU1K7eMo1Gg1deeQVAc5BLTExEv379YDAYEBoairlz5wIAMjMzkZmZ6ZwwEhkZiSeffBIA8Oabb6Jv374YNWoUhBBISUnB/fffDwD405/+BEmSIITAsGHDMHjwYDzwwAMAgPj4eIwdO7bTnwUREZE7kyQJ/aMDMGVwFEJ9tTCabSipM+HdDTn42zeHUKFvcnWJdAHIEgDHjBkDg8GAfv36YcqUKZgyZQr69esHo9GIK664ol33uu+++7Bs2TIMHToUJSUlkCQJU6dOxbZt2xAdHX3W615++WUsWrQIqampOH78OHx8fHDnnXdi8+bNzp69CRMm4KeffsKVV14JX19fZGVlIS4uDvfeey+2bNkCnY6rpRMRkWcI8tZg0qAoDI0NhN0hUNVgwZbsSjz4+T7871h5h8ffU/cgyzqAR44cwSWXXIKGhgbn4tBCCPj5+WH79u3nnWHb3XAdQCIi6kkq9E3YklMFvcnavHi0twbjU8Px0LhkBOjUri7P43SbdQAHDBiAXbt24fbbb3eOz7vjjjuwc+fOHhf+iIiIeppwfy9cNzgafSP8YLULVBnM+PlQKf66bC/2FtS4ujzqAm61E0h3wR5AIiLqqYpqGrEttwqNFju81EoEeqvxp4t64e5Le8NLff7tUqnzLkQPoCwLQQNAXV0ddu3ahfLy08cNtCy1QkRERO4tNtgb1/vGYHteNQqqjag0OLBidyH2Fdbiiav7om+kn6tLJBnI0gP4448/4tZbb4XBYDi9AUmCzdaztpxhDyAREfV0QgjkVDRgV34NLDYHvDUqBPmocfuo3rhpRC+olLLuJkun6DZjAJ944gno9frTdgJpeREREVH3IkkSUiL8cN2QaET4e6HRYkO53owPt+Thia8Pori20dUlUifI8gi4oKAA3t7eWL58Ofr37+9clJmIiIi6N38vNSYOjMThE/XYX1SHGqMFu/Kq8dDn+3DfmCRMGhTpXAGEug9ZktqIESNQUVGB6667To7bERERkRtRSBIG9wpETKAOW7KrUNtogcXuwD9/zcSu49WYfWUfBPtoXF0mtYNsj4CPHz+Op556CgcPHkRhYWGrFxEREXV/Ib5aTBkchYHRAc3LxTRYsP5YBR5YthfbcqpcXR61gyyTQBQKxVm7fzkJhIiIqOcpqTNha04VGsw2aNVKBOrUuHZgJO6/Igk+Wg4F64xuMwkEwFkngHASCBERUc8THajD9UOjkRTmC7PNgaoGM77dX4K/fr4Ph4rrXV0enYcsEX3Dhg1y3IaIiIi6Ea1KictTQhEbpMOO4zWoa7TgWJkdT359AH8eEYvbR8VDo+JyMe5IlgB4xRVXyHEbIiIi6mYkSUJCmC/C/b2wNacKJ+pMsNrM+M/2fOwrqMUT1/RFQqj8jzCpczoVADdv3tzq12PGjOlUMURERNQ9+WhVuKp/BI6VGbCnoBY1Rgv2FdbikeXpuGt0b/zpohgoFFwuxl10KgCOHTsWkiRBCAFJkmC32+Wqi4iIiLoZSZLQL8ofUQFe+C2nCpUGMyw2B97dmIN9hbV4dnJ/6DTcT9gddCoAfvrpp3LVQURERD1EoLcG1w6MwsHiOhwsrkd1gwUbMythth3G328YyBDoBmRZBsbTcBkYIiKitqnQN2FDZiUaLTb4eqlwaVIoFjAEnpNbLwPT3tzInElEROR5wv29cFX/CPhoVWhosmFrbhXmf38YJguHjblShwNgSkoKlixZgqqqc6/8XVNTg3fffRd9+/btaFNERETUjQX7aHBlvwj4aJpD4G85zSGwycoQ6CodfgSsVCqd/7344ouRlpaG3r17w8/PDw0NDSgoKMCePXuwY8cO2Gw2KBQKWK1WWYt3FT4CJiIiar8aowW/Hi13Pg6+LLn5cbCXmo+DT3UhHgF3OAAeO3YML7zwAlavXg2bzXbGreCEEFCpVJg2bRrmz5+P1NTUThfsDhgAiYiIOqa6wYx1GRUMgefg1gGwRUVFBb7++mv89ttvyM7ORn19Pfz9/ZGSkoLLL78c06dPR3h4uFz1ugUGQCIioo77Ywi8PDkULzIEOnWLAOiJGACJiIg6pzkElqPRYoevlwpjUsLwwvUDGALh5rOAiYiIiDoqxFeLK/tFwFujREOTDVuyK/HC90c4MeQC6XAADA4OxsSJE9t07tVXX42QkJCONkVEREQ90Kkh0HAyBL64hiHwQuhwAKyrq4Ner2/TuQaDAXV1dR1tioiIiHqoP4bAzVmVWLDmKENgF+vUI+CdO3dCqVSe97Vr1y656iUiIqIeJsRXiwn9IqA7GQI3ZVVgwZqjMNsYArtKpwKgEKLNLyIiIqKzCT3ZE/h7CKzEi98zBHYVVUcv3LBhg5x1EBERkYdrCYHrMsphaLI6Q+D86/tDq+LsYDlxGZgO4DIwREREXafq5BIxJosdfl5qjO0bhuev85wQyGVgiIiIyOOE+moxIbXlcbAVGzMr8XeOCZQVAyARERG5nTC/1iFwQ2YlXvohAxabw9Wl9QgMgEREROSW/hgC/3esAn//4ShDoAwYAImIiMhtnTEE/sgQ2FkMgEREROTWnCFQzRAolw4HwE2bNnXZ+StWrMCwYcOg0+kQHByM6dOnIzc397zXvfPOO+jfvz+0Wi3Cw8Mxc+ZMlJeXn3bet99+izFjxsDPzw86nQ4pKSl49dVX2/X1EBER0YUT5ndysWi1EgaTFRuOVeAlhsAO63AAHDduHEaMGIFFixYhJyfnjOccP34cixcvRlpaGsaPH9+m+3788ceYMWMG0tPTERUVBbvdjlWrVmH06NEoKys763XPPfccHnnkEWRkZCA+Ph4NDQ349NNPMXbsWDQ2NjrPe/PNN/GnP/0JW7Zsga+vL/r16weTyYT169e37wMgIiKiCyrMT4vx/cKhUyuhNzX3BDIEdkyH1wEcPXo0duzYAUmSAACBgYGIi4uDn58fGhoaUFhYiNraWgDNO4aMHj0av/322znvabFYEBMTg6qqKkybNg1ff/01SkpKkJqaCoPBgFmzZmHx4sWnXVdeXo7Y2FhYrVY8/vjjeOONN3Dw4EEMHToUQgi8+eabmDNnDoqKipCYmAibzYbFixfj4YcfdtZvMBjg5+fXpq+d6wASERG5ToWhCeszKtBktcNfp8aE1HA8M7k/NKqeMbLNrdcB3LZtG3766SdMnjwZSqUStbW1OHDgAH777Tfs378fNTU1UCqVmDJlCn7++efzhj8A2L17N6qqqgAA06ZNAwBER0dj1KhRAIC1a9ee8bp169bBarW2um7w4MFITk5udd3q1aths9ng4+ODHTt2IDQ0FFFRUbj99tthNBo7+lEQERHRBRTu54UJqeHwOtkTuP5YBV75iT2B7dHhreAAYOLEiZg4cSL0ej127NiB7Oxs1NfXw9/fHykpKbjkkkvg7+/f5vsVFRU5j8PDw53HERERAIDCwsJ2X5edne28LjMzE0Bzsv7qq6/Qp08fZGVlYdmyZThy5Ah27twJtVp9xjbMZjPMZrPzeiIiInKdcP/mELj+WAX0JivWZVQAkPC3Sf16TE9gV+pUAGzh7++Pq6++GldffbUctztNR3er++N1NpvNefzJJ5/gtttuw3/+8x/ccccdSE9Px9atWzF27Ngz3mvhwoV48cUXO1QHERERye/0EFgOSQLmXcsQeD6d/nT27NmDOXPmYM6cOdizZ0+n7hUbG+s8rqioOO04Li6uU9fFxMQ4fy8tLQ0AcPHFFzvfy8/PP2tt8+bNQ319Perr61FSUnLer4WIiIi6Xri/F8af8jj416PlWPhzBqx2Pg4+l04FwO3bt+PSSy/F22+/jbfffhuXXnopduzY0eH7paWlISQkBACwatUqAEBJSYnznhMnTgQApKamIjU1FUuWLAEATJgwASqVqtV1Bw8edM5ObrnuyiuvdLbVElZPDa0pKSlnrU2r1cLf39/5IiIiIvcQcYYQ+MpPDIHn0qkAuHDhQlitVgghIISA1WrFwoULO3w/jUaDV155BUBzkEtMTES/fv1gMBgQGhqKuXPnAmgey5eZmemcMBIZGYknn3wSQPMyL3379sWoUaMghEBKSgruv/9+AMCll16KG264AQBw9913Y9CgQbj77rsBNIfISy+9tMO1ExERkeu0hEDtqT2BDIFn1akAuG/fPqjVavzwww9Ys2YNVCoV9u7d26mC7rvvPixbtgxDhw5FSUkJJEnC1KlTsW3bNkRHR5/1updffhmLFi1Camoqjh8/Dh8fH9x5553YvHlzq+nTK1aswNNPP43IyEhkZ2cjISEBzz33HNasWdOpuomIiMi1Ik6OCWwJgb8wBJ5Vh9cBBACVSoUhQ4Y4Q9+wYcNw6NAh55IsPRXXASQiInJfZfom/O9YBcwn1wm8ZkAk5l6bCrWye0wMcet1AAHA4XBAq9U6f63VauFwMGUTERGR60T6e2F833BoVc09gf89UobXfj4GG3sCnTq9DEx6ejoSExMBAKWlpQDg/DUASJLUpn18iYiIiOQSGdA8JvB/J5eIWXukeTvZudemQtVNegK7UqcDoMViOW35lFN/3bLVGhEREdGFdKYQKEkSnp7Y1+NDYKcC4JgxYxjwiIiIyG39MQT+fLj5aaWnh8BOBcCNGzfKVAYRERFR14gM8MK41DBsOFbZ3BN4uBSSBDx1jeeGQM/8qomIiMijRAXoMC41DFqVEvUmK34+VIp//DfTYyeGMAASERGRR/hjCPzJg0MgAyARERF5jLOFQLujw8sid0sMgERERORRogJ0GNv3jyHwmEeFQAZAIiIi8jjRgc0hUKNSoN5kxY8HS/GGB/UEMgASERGRR4oO1GFc3/DmENhkww8HSzwmBDIAEhERkcdyhkCl9HsI/KXnh0AGQCIiIvJozY+Dm0Og/mQIfLOHh0AGQCIiIvJ4MYE6jO0TDrVSQr3JijUHS/DPXzLh6KEhkAGQiIiICEBMUHMI1CibJ4Z8f7InsCeGQAZAIiIiopNODYH6kyHwn79m9bgQyABIREREdIqWEKg+GQK/O3ACb/WwEMgASERERPQHfwyB3/awEMgASERERHQGMUE6XNEnDGqFAnqTrbkncF3PCIEMgERERERn0SvIG1f0DYNKIaHeZMN3+09gUQ8IgQyAREREROfQK8gbY08Jgd/uP4G312d36xDIAEhERER0Hr2CvHFFn99D4DfpJ7C4G4dABkAiIiKiNogNPjUEWrG6G4dABkAiIiKiNuopIZABkIiIiKgdekIIZAAkIiIiaqczhcB3/td9QiADIBEREVEHxAZ7Y8wpIXDVvhNY8r+cbhECGQCJiIiIOijuDyHw633FeHeD+4dABkAiIiKiTogL9sblKaHOEPjV3mK8t9G9Q6DK1QUQERERdXfxIT4AgM3ZVag3WfHlnmIAwF/HJkOhkFxZ2hmxB5CIiIhIBvEhPhiTEgrlyZ7AL/e4b08gAyARERGRTP4YAr/aU4z/2+R+IZABkIiIiEhGp4bAOpMVX+4uxvubciGE+4RABkAiIiIimf0xBK7cXYT/2+g+IZABkIiIiKgLxIf44PJTQ+CeIrfpCXTLALhixQoMGzYMOp0OwcHBmD59OnJzc8973TvvvIP+/ftDq9UiPDwcM2fORHl5+RnPTU9Ph1arhSRJkCQJx44dk/vLICIiIg/XO8QHlyefDIGNVqzY7R4h0O0C4Mcff4wZM2YgPT0dUVFRsNvtWLVqFUaPHo2ysrKzXvfcc8/hkUceQUZGBuLj49HQ0IBPP/0UY8eORWNjY6tzTSYTbrnlFlgslq7+coiIiMjD9Q71wWVuFgLdKgBaLBbMnTsXADBt2jTk5eUhIyMDfn5+qKiowCuvvHLG68rLy/Haa68BAB5//HFkZWVhx44dzp69999/v9X5c+bMwbFjx/DnP/+5a78gIiIiIgAJZwiBH2zOc1kIdKsAuHv3blRVVQFoDoAAEB0djVGjRgEA1q5de8br1q1bB6vV2uq6wYMHIzk5+bTr1qxZg/fffx+zZs3CpEmT2lyb2WyGXq93voiIiIja4/cQCNQ1WrF8V6HLQqBbBcCioiLncXh4uPM4IiICAFBYWNip68rKynDPPfdg0KBBeP3119tV28KFCxEQEICAgABER0e361oiIiIioCUEhrUKgf9yQQh0qwB4Nh39UP543f333w+DwYAvvvgCXl5e7brXvHnzUF9fj/r6epSUlHSoHiIiIqI/hsAvdhXiwy0XNgS61V7AsbGxzuOKiorTjuPi4tp0XVJS0hmvO3DgACwWi/ORss1mc143fPhwPPzww86xhH+k1Wqh1WoBAEqlsn1fGBEREdEpEkJ9ICCwNbsKdY1WfL6zEBKAey9PvCDtu1UPYFpaGkJCQgAAq1atAgCUlJRgx44dAICJEycCAFJTU5GamoolS5YAACZMmACVStXquoMHDyInJ6fVdQDgcDhgNBphNBphNpud7zc2Nrb6NREREVFXSgz1xaXJoVBKzT2By3YW4qML1BPoVgFQo9E4Z/quWrUKiYmJ6NevHwwGA0JDQ50zhDMzM5GZmemcMBIZGYknn3wSAPDmm2+ib9++GDVqFIQQSElJwf333w8AyM/PhxDC+fr000+dbWdkZGDRokUX8KslIiIiT5cYdnoI/Gxbfpe361YBEADuu+8+LFu2DEOHDkVJSQkkScLUqVOxbdu2c06+ePnll7Fo0SKkpqbi+PHj8PHxwZ133onNmzfDx8fnAn4FRERERG33xxC4YveZJ73KSRKuXoq6GzIajfD19QUALPwuHVqdt4srIiIiou4ur7IBW3OqYDU34fArNwAAGhoauqQjy+16AImIiIg8UUtPoCR1fVtuNQuYiIiIyJMlhvnCkhiCQ13cDnsAiYiIiNxIQmjXz11gACQiIiLyMAyARERERB6GAZCIiIjIwzAAEhEREXkYzgLugFOXTrQ0mVxYCREREfU0p2aLrlqumQtBd0BFRQUiIiJcXQYRERH1cOXl5QgPD5f9vnwETEREROSmzGZzl9yXj4A7IDQ0FDk5OUhOTsaJEycQEBDg6pK6Bb1ej+joaJSUlMDf39/V5bg9fl7tx8+s/fiZtR8/s/bjZ9Y+QgiUl5cjOTkZfn5+XdIGA2AHKBQKhIWFAQB8fX27ZI++nshutwMAfHx8+Jm1AT+v9uNn1n78zNqPn1n78TNrP4fDAaA5c3QFPgImIiIi8jAMgEREREQehgGwg7RaLebPnw+tVuvqUroNfmbtw8+r/fiZtR8/s/bjZ9Z+/Mzar6s/My4DQ0RERORh2ANIRERE5GEYAImIiIg8DAMgERERkYdhAJRBU1MTTCbuCdxWlZWV0Ov1ri6DiP6grKwMZWVlri6DerjGxkZXl9CtdNVUDQbATqqtrcXcuXPx6KOPoqCgwNXluL3du3dj6NCheOCBB/h5tUNJSQlWrlyJ8vJyV5dCPVRZWRn++te/Yvjw4Th27Jiry6Ee6scff8SAAQNw9OhRV5fSbbQEZovFIut9GQA7SZIkZGZm4sMPP8S4ceOQmZnp6pLcltlsxpYtWxAbG4sVK1bgyiuvRHZ2tqvL6hb+/e9/46677sKkSZOQk5Pj6nLcWsvq+VzgoO1KS0vx5JNP4pdffkFpaSnGjh3L72VtUFlZiYyMDHz99dfIyMhATU2Nq0tye+np6SgoKMCECRP4Z6wNcnNzMWPGDFx33XV4+OGH5e04ESSL66+/XkiSJHQ6nSgsLHR1OW7vySefFJIkif79+4uioiJXl9MtPPzww0KSJBETEyOys7NdXU63kJOTI/bt2yfeeecdkZ+f7+py3FJpaamYPn268Pb2Fn369BG33HKLkCRJhIaGiszMTFeX57b27NkjLrroIhEZGSkkSRIRERFi3LhxIicnx9Wlub3nn3/e+Wfs2LFjri7HLTkcDmEymcQNN9wgJElyvnr37i3b938GQBksXbrU+T9nwIAB4ueff3Z1SW7F4XAIu90uhBCisbHR+f5FF10kJEkSL730kqtK6xa2b98ufvzxRyGEEAsXLhSSJIm0tDRRWlrq4srci9FoFKtXrxZPPfWUmDhxokhOThY6nU4EBgYKSZJEQEAAf9icwfbt20VCQoKQJEmMHj1aCCHEokWLhCRJwtfXVxw5csTFFbqfX3/9VQQEBAhJkkRkZKQYMWKEGDdunJAkSURHR/MfaGdhtVqdx/Pnz+c/NM7BZDIJIYS48847hSRJ4sYbbxQPPfSQkCRJpKSkyPIPWgbADrLZbEIIIT788ENn+Bs7dqz4/vvvhdlsdnF17sPhcLT6S9/i8OHD4uKLLxaSJIlp06a5oDL3ZrFYhBBCmM1m8eijjwpJksTTTz8tDh48KPr06SN8fX3FN99849oi3Uhtba2YM2eO0Gq1olevXmLEiBHi+uuvFx988IG4/PLLhb+/vzM419TUuLpct3D8+HFRV1fnPJ48ebKQJEnccccdwm63ixdffFFIkiQ++ugjF1fqXo4ePer8R4VCoRD9+/cXs2bNEkII8corrwhJksTIkSNFdXW1iyt1Ly0/M1t+HuzatUuMHTtWSJIkfHx82HN6im3btokJEyaIyy+/XAwdOlRIkiRmzpwphBDi7rvvFpIkiVmzZjl/TnQUA2A71NTUOHtihBDigw8+aBX+vvvuO+f/EIfD4aoy3cbGjRvF2LFjxUUXXSSuv/56cdttt4l7771X3HfffWLixInOz+6FF15wdaluZd26dWLlypXOX+fn54vw8HAhSZJISEgQfn5+QpIk8dprr7mwSveSlZUl1Gq1kCRJ3Hbbbc73V69e7Qx/ffv2FS+++KILq3QfBw4cEDExMeL48ePO98rKykRiYqKQJEl8+OGHQojm3kH6XVNTk7jxxhuFJEkiMDBQpKSkiNTUVCFJkpg+fboQQojp06eLPn36ePxQoD/+DHQ4HMJisYiPPvpIPPDAAyIoKEh4e3s7h0698cYb/LkpmjtHWnqXg4KCRFpamggJCRGSJImbbrpJJCUlCUmSxNSpUzvdFgNgG9ntdvHyyy8LSZLEX//6V/HJJ58w/J2DyWQSUVFRzs/Iy8vLGVxOfd15553i8OHDri7XbWRnZ4uQkBBx0UUXtXr/7bffFmq12vkNc8SIEaKkpMRFVbqn77//3vnn6h//+IdYuXKl8/NKSkoSb7zxhvNcT/47arfbxZIlS04Ly0IIMXXqVCFJkrjnnntave/Jn9ep9Hq96Nevn/OzKy4uFkIIMXz4cCFJkli9erWw2WwiPT2dn9lJdrtdbNmyRTzxxBNi2LBhrb7/JycnixtuuEGsXbtWNDU1ubpUt9Ay/CIyMlK89957orq6Wpw4cUKEhoYKSZKEUqkUMTEx4qmnnhJNTU2d+nPGANgOGRkZwsvLS0iSJFQqlZAkSYwfP16sXr2a4e8Mjh496vyXy8SJE8WOHTvEmjVrxMcffyxWrlwp1qxZIxoaGlxdpluprKx0PhZ58sknne+/9dZbwsvLS7zyyiti6dKlDH+ncDgczr93//3vf50/XDQajXO8zKm9pfw72jzxY9SoUUKSJPHYY4+JgoIC8f777zs/uwcffNDVJbqluro60adPH+Hj4yP2798vhGgeezpy5EghSZJ4/vnnXVyhe3nrrbfE6NGjnX8XJUkSwcHB4oorrhDvvfeeyMjIcHWJbufHH38Uvr6+IiYmxtmLfOLECdG7d28xePBgsWTJErF161ZZepgZANvp6NGjIjg42Pk47ocffnD+Hn+wnO7IkSPO8TKvv/66q8vpFnJyckR0dLSQJElMmTJFPPHEE87e1Oeee87V5bmlU//uPfXUU87xWWFhYeK9994743meLjMz0/nnqmUmqyRJIjY2VixdutTV5bklk8kkrrvuOiFJknjqqadEcXGxmDVrlggJCRFarVb861//cnWJbuXUn5fjxo0T999/vzh06JCoqqpydWluq6yszDk+/umnnxb5+fnivvvuE5IkiX79+omKigrZ2mIA7IBTe7YeeughV5fj9o4cOeLsvv7b3/7m6nK6hYyMDBEfH9/qcUlCQoLYsmWLq0tza1988YXzMUlLr8Ozzz4rhBDOmej0u5ycHHHVVVeJXr16CUmSxODBg/mPjPPIzMx0fl4t39dahhlwxvTpsrOzxWeffSZMJpNzIgj/IXZumZmZIjY21tlj2vJn7LLLLpP16Q8DYAcdPXpUBAUFCUmSxHfffefqctze4cOHhY+Pjxg9erQ4evSoq8vpFvLy8sRdd90lBg8eLFJTU8WiRYs4w/w8MjIyhK+vrwgPDxf33HOPkCRJ/Oc//3F1WW6turpaZGZmih9++EFkZWW5upxuITs7W1x77bWid+/eIiQkRIwbN05s27bN1WV1Cwx/bZOdnS2uuOIKERYWJnQ6nRgxYoTYsWOHrG1IQnC5/I7KysrC8uXLMX/+fFeX0i3k5+fj0KFDuO6661xdSrdhsVhgt9vhcDjg4+Pj6nK6hZycHPz888+YNWsW6urqEBgY6OqSqAdqbGxEU1MTjEYj/Pz8+OeMZFdbW4vi4mIYDAbExsYiNjZW1vszABJRjyOEgCRJsNvtUCqVri6HiMjtMAASEREReRiFqwsgIiIioguLAZCIiIjIwzAAEhEREXkYBkAiIiIiD8MASERERORhGACJiIiIPAwDIBEREZGHYQAkIo9w1113QZIkSJKEjRs3urocIiKXYgAkIiIi8jDcCYSIPEJ2djbKy8sBAIMGDUJAQICLKyIich0GQCIiIiIPw0fAROQRzjQGsOXXvXv3RnZ2Nq6//nr4+voiODgYDzzwAJqamk67z/LlyzFu3DgEBQVBq9Wid+/euP3221FfX+88x2Kx4LXXXsPQoUPh4+MDb29vDBkyBK+++iosFkur+/Xu3dtZR0FBAaZMmQIfHx/Ex8fjvffeAwBs3LgRaWlp8PLyQp8+ffDll1+eVldDQwNeeOEFDBw4EDqdDv7+/hg7dix+/vlnGT9FIuoxBBGRB7jzzjsFAAFAbNiwQQghnL/29/cXISEhzl+3vJ555plW95g5c+Zp57S8jh8/LoQQoqmpSYwZM+as540ZM0aYzWbnPePj452/l5SUdNr5c+fOFRqNptV7CoVCHDt2zHmPuro6MWjQoLO2+e6773b550tE3Qt7AInI4+n1eoSFhWHVqlX4+9//7nz/gw8+cB6vWrUKn3zyCQBAqVTiiSeewE8//YSlS5fiqquugiRJAIBFixZh8+bNAIDY2Fh88cUXWL58OeLi4gAAmzdvxltvvXXGOpRKJb755hvMnj3b+d6rr76KtLQ0rFmzBlOnTgUAOBwOfPTRR85znnnmGRw6dAgAMGnSJPz4449YunQpIiMjAQCPPfYYioqKOvchEVHP4uoESkR0IZyrBxCASE9Pd56bmprqfL+urk4IIcQNN9zgfG/evHlnbWfw4MHO89asWeN8f82aNc73hwwZ4nz/1B7AX375RQghRGVlZavacnJyhBBC7N692/nejTfeKIQQwm63i6CgIAFAaDQasW7dOrFlyxaxZcsW8de//tV5/htvvCHHx0hEPYTqAmZNIiK35O/vj6FDhzp/HRIS4jyuq6tDQEAAsrKynO9NmTLlrPc69byRI0c6jy+++OIznnOqlnOCg4Od7wUFBSEpKQkAEBoa2qouAKiqqkJtbS2A5rGHV1555RnvnZGRcdaaicjz8BEwEXm8oKCgVr9WqX7/t7GQaaGElkfE59KyNI1C8fu3Zn9//zOe2966jEZju84nop6NAZCIqA369OnjPP7xxx/bdN6uXbucxzt37jzjOZ0VGhrqDLC+vr4wGAwQQrR62e12fPrpp7K1SUTdHx8BExG1wW233YbvvvsOAPD666/DZrNh3LhxqK6uxrJly/D+++8jPj4et9xyCw4ePAgAeOihh2AwGCBJEubOneu814wZM2SrS6FQYMaMGXjvvffQ0NCAq6++Go888ghCQ0NRXFyMw4cPY/Xq1fjkk08wduxY2dolou6NAZCIqA2mT5+OO++8E5999hlsNhtef/11vP76687fb3kk++ijj+LHH3/Eli1bUFBQcFrYGzNmDB577DFZa3v55ZexZcsWHDp0CNu3b8f27dtlvT8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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 40.437\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "42307a7e06df4f64b45dc8eb3c688dfe", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 41.31\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "39cbc37d30c8401aa4a73fd2ac32c351", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 41.34\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5f5da7d946b04d428f13e72a9d556db3", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 9.011\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d21cee04950d4b06a0820d410e1d8646", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 131.575\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "08af1c5e4fe3452c8f6052f66d0edcf0", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 14.957\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "1e26def50c694cb0a6fd75b239578f12", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 3.43\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5d89e71fb6814f7fb5d749f548f7117a", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", + "text/html": [ + "\n", + "
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\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.show(probspace=ps, targetSpec=[('bmicat',4,5)], condSpec=['income'], \n", + " controlFor=[], \n", + " filtSpec=[('income', None, 9)], gtype='pdf', power=5, enhance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'1-underweight': 1, '2-normal': 2, '3-overweight': 3, '4-obese': 4, '5-extremely obese': 5}\n" + ] + } + ], + "source": [ + "print(ps.stringMap['bmicat'])" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 290759\n", + "Viz.show: Target = [('diabetes', 'yes')] , Condition = [('income',)]\n", + "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 5\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 3.193\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "762e975e43aa44c6a450777f52afea69", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 34.286\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "70cb10ffe40441929aa0486dcb69f4d0", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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2-in2-Years=2, 3-in5-Years=3, 4-5orMore-Years=4\n", + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5058e6e033484b9ca1f95bc53e952f39", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Mappings:\n", + " checkup: 1-in1-Year=1, 2-in2-Years=2, 3-in5-Years=3, 4-5orMore-Years=4\n", + "\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "a0486d19171548c0a9b3e88b5b14d9f3", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 21.233\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "1005d4e5ee2d4f13bb56ddf604c38a69", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 11.805\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7fb6f619b0074439b30fac1d74a3b01e", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 7.604\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4e3b0c7aca7e4d1cb306214ab214ff06", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 32.037\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d2193449135e47a68d6bf747345643bc", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 2.928\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5bdcdf961456408ab7231ddc2a0ff2af", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 7.383\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "2c28ef66b86f4399b1d9783b3b7a3c5e", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 2.463\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ca7ea6eb9464436d843e2f2f7b9af5d5", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 7.012\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "10ccf70d324e48399992a4c87a2393f7", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 2.427\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "4fa5dfa5ba41401bb20165dcc4c525cb", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 4.27\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b27d2bcf84414ae5a4318928dc703a52", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 1.52\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "ea6bcb3932824624ba1f39b0bfc2a3a1", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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\n", + " Figure\n", + "
\n", + " \n", + "
\n", + " " + ], + "text/plain": [ + "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "viz.show(probspace=ps, targetSpec=[('othercancer','yes')], condSpec=['smokertype'], \n", + " controlFor=[], \n", + " filtSpec=[('income', None, 9),('employment', 1,2)], gtype='pdf', power=5, enhance=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.2793894599995185, 0.7518349970640047, 0.07653818858427609, 0.12609097064073368]\n" + ] + } + ], + "source": [ + "print([ps.P(('smokertype',3)), ps.P(('smokertype', 3), [('othercancer','yes'),('smokertype',1,2,3)]),ps.P(('othercancer','yes'),[('smokertype', 4)]),ps.P(('othercancer','yes'),[('smokertype', 3)])])" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.12910348432894597, 0.16482086436853952]\n" + ] + } + ], + "source": [ + "print([ps.P(('diabetes', 'yes')), ps.P(('diabetes', 'yes'),[('drinks', 0),('bmi',), ('income')])])" + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.12910348432894597, 0.1902621594832006, 0.17205606872941023]\n" + ] + } + ], + "source": [ + "print([ps.P(('diabetes', 'yes')), ps.P(('diabetes', 'yes'),[('drinks',0), ('gender', 'male')]), ps.P(('diabetes', 'yes'),[('drinks',0), ('gender', 'female')])])" + ] + }, + { + "cell_type": "code", + "execution_count": 126, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.12910348432894597, 0.07667060028182883]\n" + ] + } + ], + "source": [ + "print([ps.P(('diabetes', 'yes')), ps.P(('diabetes', 'yes'),[('drinks', 5),('bmi',), ('income')])])" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.12910348432894597, 0.15520215600811385]\n" + ] + } + ], + "source": [ + "print([ps.P(('diabetes', 'yes')), ps.P(('diabetes', 'yes'),[('drinks', 0),('bmicat',), ('income'),'age','gender'])])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Viz.show: Filtering by: [('income', None, 9)]\n", + "Viz.show: Filtered N = 290759\n", + "Viz.show: Target = [('drinks',)] , Condition = [('age',)]\n", + "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 5\n", + "Dimensions = 2 . Conditionals = 1\n", + "Number of points to test for each conditional = 50\n", + "Elapsed Time = 24.931\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "42c3f96363dc4bdc9579e38c25065608", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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", 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Conditionals = 1\n", + "Number of points to test for each conditional = 35\n", + "Test Time = 2.026\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "694e0d78c6ee476eb17c605bfd4d6f48", + "version_major": 2, + "version_minor": 0 + }, + "image/png": 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truncated probabilities +y_rows = [cond_y_trunc.iloc[i].to_list() for i in range(x_size)] # each row is prob y given X = i +y_sort = [sorted(y_rows[i], reverse=True) for i in range(x_size)] +# +print(f"\n\tProbability of Y given X: \n {cond_y}") +print(f"\n\t Rows of Y|X cond prob: \n") +print(*y_rows, sep='\n') +print(f"\n\t Sorted rows: \n") +print(*y_sort, sep='\n') + +# ---- X|Y Conditional Probability (NonCausal Direction) +cond_x = (df.groupby('B')['A'].value_counts() / df.groupby('B')['A'].count()).unstack() +cond_x_trunc = cond_x.round(3) # truncated probabilities +x_rows = [cond_x_trunc.iloc[i].to_list() for i in range(y_size)] +x_sort = [sorted(x_rows[i], reverse=True) for i in range(y_size)] + +print(f"\n\tProbability of X given Y: \n{cond_x}") +print(f"\n\t Rows of X|Y cond prob: \n") +print(*x_rows, sep='\n') +print(f"\n\t Sorted rows: \n") +print(*x_sort, sep='\n') + +# ---- Calculate MLE for the rows +# Test one: calculate MLE for y given x=1. +# Entry 1: N(Y=1|X=1) / N(X=1) +print("\n\tContingency table") +cont_table = df.value_counts(['B', 'A']).unstack() +print(cont_table) +cond_y = (df.groupby('A')['B'].value_counts() / df.groupby('A')['B'].count()).unstack() +x_row_count = df['A'].value_counts() # this returns the sum of each X row +y_col_count = df['B'].value_counts() # this returns the sum of each Y column + +row_count = [cont_table.iloc[i].to_list() for i in range(x_size)] +row_count_sort = [sorted(row_count[i], reverse=True) for i in range(x_size)] +print(f"\n\tSorted rows:") +print(*row_count_sort, sep="\n") + +# --- Calculating the MLE for the distribution of Y given X. +# --- Use the MLE to determine how different each row is from the predicted distribution (for a uniform channel) + +# Sort row counts by largest category in each row to smallest. +t = [[row_count_sort[i][j] for i in range(x_size)] for j in range(y_size)] +N_x = [sum(row) for row in row_count] +print(t) +print(N_x) + +expected_xy = [[(t[y][x], N_x[x]) for x in range(x_size)] for y in range(y_size)] +print(f"Expected xy: {expected_xy}") +# p = [(row_count_sort[x][y]*N_x[x]/n) for y in range(y_size) for x in range(x_size)] +# print(p) +# # mle = sum(t)/len(df) +mle = [sum(i) / n for i in t] +# # mle = expected_xy/n +print(f"\n\tMLE: {mle}") + + +# New test: try to do the entropy calculation for each row. Compare to the entropy of MLE. +def calc_entropy(row): + entropy = -1 * sum(elem * np.log(elem+0.000001) for elem in row) + return round(entropy,4) + + +mle_entropy = calc_entropy(mle) +observed_entropy = [calc_entropy(row) for row in y_rows] +print(f"MLE: {mle} \n\t Entropy: {mle_entropy}") +print(f"Observed: {y_rows} \n\t Entropy: {observed_entropy}") + +print(calc_entropy([1 / 3, 1 / 3, 1 / 3])) +print(calc_entropy([0, 0, 1])) + +# # Calculate expected value for each row: using the MLE just distribute each row +# exp_xy_sorted = [[N_x[i] * mle[j] for j in range(y_size)] for i in range(x_size)] +# print("\n\tExpected sorted rows:") +# print(*exp_xy_sorted, sep="\n") +# +# # Compare sorted rows to sorted expected rows +# # p = [(exp_xy_sorted[x][y], row_count_sort[x][y]) for x in range(x_size) for y in range(y_size)] +# pre_g = [row_count_sort[x][y]*np.log(row_count_sort[x][y]/exp_xy_sorted[x][y]) for x in range(x_size) for y in range(y_size)] +# g_squared = 2*sum(pre_g) +# print(f"\n\tG-squared value: {g_squared}") +# +# # Convert to a real p value +# dof = (x_size-1) * (y_size-1) +# print(f"p-value: {round(1-stats.chi2.cdf(g_squared, df=dof), 4)}") +# + +# # Repeat for non-causal direction +# print("\n\tContingency table (Y->X)") +# +# cont_table = df.value_counts(['Y', 'X']).unstack() +# print(cont_table) +# row_count = [cont_table.iloc[i].to_list() for i in range(y_size)] +# row_count_sort = [sorted(row_count[i], reverse=True) for i in range(y_size)] +# +# t = [[row_count_sort[i][j] for i in range(y_size)] for j in range(x_size)] +# N_y = [sum(row) for row in row_count] +# expected_yx = [[(t[x][y], N_y[y]) for y in range(y_size)] for x in range(x_size)] +# mle = [sum(i)/n for i in t] +# exp_yx_sorted = [[N_y[i] * mle[j] for j in range(x_size)] for i in range(y_size)] +# print(*exp_yx_sorted, sep="\n") +# pre_g = [row_count_sort[y][x]*np.log(row_count_sort[y][x]/exp_yx_sorted[y][x]) for y in range(y_size) for x in range(x_size)] +# print("COMPARE:", [(row_count_sort[y][x], exp_yx_sorted[y][x]) for y in range(y_size) for x in range(x_size)]) +# g_squared = 2*sum(pre_g) +# print(f"g-squared: {g_squared}") +# dof = (x_size-1) * (y_size-1) +# print(f"p-value: {1-stats.chi2.cdf(g_squared, df=dof)}") + + +# # Obtain expected value and observed value as pairs +# oe_pairs = [(t[i][j], expected_xy[i]) for i in range(y_size) for j in range(x_size)] +# print(f"Observed/Expected pairs: {oe_pairs}") +# print("1", [(t[i][j]/expected_xy[i]) for i in range(y_size) for j in range(x_size)]) +# print("2", [np.log(t[i][j]/expected_xy[i]) for i in range(y_size) for j in range(x_size)]) +# print("3", [t[i][j] * np.log(t[i][j]/expected_xy[i]) for i in range(y_size) for j in range(x_size)]) + +# Do G-test to obtain p value +# w = [t[i][j] * np.log(t[i][j]/expected_xy[i]) for i in range(y_size) for j in range(x_size)] +# print(w) +# g_squared = 2*sum(w) +# print(g_squared) +# dof = (x_size-1) * (y_size-1) + +# print(f"p value: {1-stats.chi2.cdf(g_squared, df=dof)}") + + +# --- Compare MLE to row computations +print("\n\tTotal difference from sorted rows to MLE") +for i in range(x_size): + # Get % difference from MLE + print(f"\tRow {i}:") + s = [round(mle[j] - y_sort[i][j], 4) for j in range(y_size)] + print(s) + +print("\n\tPercent difference from sorted rows to MLE") +for i in range(x_size): + # Get % difference from MLE + print(f"\tRow {i}:") + s = [round((mle[j] - y_sort[i][j]) / mle[j], 4) for j in range(y_size)] + print(s) + +# --- Repeat for Y->X direction +print("\n----- Y -> X -----") +print("\n\tContingency table") +cont_table = df.value_counts(['B', 'A']).unstack() +print(cont_table) +row_count = [cont_table.iloc[i].to_list() for i in range(y_size)] +row_count_sort = [sorted(row_count[i], reverse=True) for i in range(y_size)] +print(row_count_sort) + +t = [[row_count_sort[i][j] for i in range(y_size)] for j in range(x_size)] +print(t) +mle = [sum(i) / n for i in t] +print(mle) + +mle_entropy = calc_entropy(mle) +observed_entropy = [calc_entropy(row) for row in x_rows] +print(f"MLE: {mle} \n\t Entropy: {mle_entropy}") +print(f"Observed: {x_rows} \n\t Entropy: {observed_entropy}") + +expected_yx = [sum(i) / y_size for i in t] +print(f"Expected yx vals: {expected_yx}") + +mle = [sum(i) / n for i in t] +print(f"\n\tMLE: {mle}") +# +# # Obtain expected value and observed value as pairs +# oe_pairs = [(t[i][j], expected_yx[i]) for i in range(x_size) for j in range(y_size)] +# print(f"Observed/Expected pairs: {oe_pairs}") +# +# # Do G-test to obtain p value +# w = [t[i][j] * np.log(t[i][j]/expected_yx[i]) for i in range(x_size) for j in range(y_size)] +# g_squared = 2*sum(w) +# print(g_squared) +# dof = (x_size-1) * (y_size-1) +# +# print(f"p value: {1-stats.chi2.cdf(g_squared, df=dof)}") + +# --- Compare MLE to row computations +print("\n\tTotal difference from sorted rows to MLE") +for i in range(y_size): + # Get % difference from MLE + print(f"\tRow {i}:") + s = [round(mle[j] - x_sort[i][j], 4) for j in range(x_size)] + print(s) + +print("\n\tPercent difference from sorted rows to MLE") +for i in range(y_size): + # Get % difference from MLE + print(f"\tRow {i}:") + s = [round((mle[j] - x_sort[i][j]) / mle[j], 4) for j in range(x_size)] + print(s) + diff --git a/because/probability/ucm/llcp_ucm.ipynb b/because/probability/ucm/llcp_ucm.ipynb new file mode 100644 index 0000000..41fbee2 --- /dev/null +++ b/because/probability/ucm/llcp_ucm.ipynb @@ -0,0 +1,701 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:21:47.196610Z", + "start_time": "2023-08-09T02:21:41.683226Z" + } + }, + "outputs": [], + "source": [ + "from because.synth import Reader\n", + "from because.probability import prob\n", + "from because.causality import cdisc\n", + "from because.visualization import cmodel" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Read in dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:22:03.867885Z", + "start_time": "2023-08-09T02:21:47.202445Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "getData: 290759 records read.\n" + ] + } + ], + "source": [ + "filename = \"models/llcp.csv\"\n", + "# ds = Reader(filename, limit=10000)\n", + "ds = Reader(filename)\n", + "varNames = ds.getSeriesNames()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Mark variable types" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:22:03.912548Z", + "start_time": "2023-08-09T02:22:03.873912Z" + } + }, + "outputs": [], + "source": [ + "numeric = ['age', 'weight', 'height', 'bmi']\n", + "discreteNum = ['ageGroup', 'income', 'sleephours', 'drinks']\n", + "catVars = [i for i in varNames if i not in (numeric+discreteNum)]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:22:04.335023Z", + "start_time": "2023-08-09T02:22:04.323277Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "['gender',\n 'genhealth',\n 'asthma_ever',\n 'asthma',\n 'skincancer',\n 'othercancer',\n 'copd',\n 'arthritis',\n 'depression',\n 'kidneydis',\n 'diabetes',\n 'maritaldetail',\n 'married',\n 'education',\n 'veteran',\n 'state',\n 'childcnt',\n 'employment',\n 'smokertype',\n 'physicalactivity',\n 'insurance',\n 'checkup',\n 'nohospitalcost',\n 'bmicat']" + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "catVars" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create a probspace with the categorical variables marked as such (important for some to be treated as categorical and not discrete numeric)." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:22:08.944572Z", + "start_time": "2023-08-09T02:22:04.379477Z" + } + }, + "outputs": [], + "source": [ + "ps = prob.ProbSpace(ds.varData, categorical=catVars)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Throwing all variables in is a bad idea; need to isolate categorical." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:22:08.956760Z", + "start_time": "2023-08-09T02:22:08.945397Z" + } + }, + "outputs": [], + "source": [ + "# cdisc.discover(ps)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Trying to throw all the cat variables in is still far too much; better off doing a select number at a time. Limiting the read in to initialize ds helps a little with speed, but seems to throw some strange errors with dependency. Removing the limit seems to remove the errors." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:22:08.990361Z", + "start_time": "2023-08-09T02:22:08.964716Z" + } + }, + "outputs": [], + "source": [ + "# cdisc.discover(ps, varNames=catVars)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Test direction appropriately calls UCM for the two variables, returns rho value and identifiability." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:22:09.863013Z", + "start_time": "2023-08-09T02:22:08.975442Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting gender -> genhealth direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.0\n", + "Rho-value: 0.0\n", + "identifiable: False\n" + ] + }, + { + "data": { + "text/plain": "0.0" + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.testDirection('gender', 'genhealth')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:22:10.594721Z", + "start_time": "2023-08-09T02:22:09.900377Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting gender -> arthritis direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.0\n", + "Rho-value: 0.0\n", + "identifiable: False\n" + ] + }, + { + "data": { + "text/plain": "0.0" + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.testDirection('gender', 'arthritis')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:22:11.037539Z", + "start_time": "2023-08-09T02:22:10.678301Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting arthritis -> ageGroup direction\n", + "Using ANM test...\n" + ] + }, + { + "data": { + "text/plain": "0.09424524027970939" + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.testDirection('arthritis', 'ageGroup')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:22:11.349817Z", + "start_time": "2023-08-09T02:22:11.044607Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting genhealth -> ageGroup direction\n", + "Using ANM test...\n" + ] + }, + { + "data": { + "text/plain": "0.007960454624064564" + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ps.testDirection('genhealth', 'ageGroup')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:22:43.109538Z", + "start_time": "2023-08-09T02:22:11.360418Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " cmodel.show: Performing Discovery.\n", + "Pass 1 of 3\n", + " ageGroup -- gender are independent\n", + "Pass 2 of 3\n", + " ageGroup -- bmicat is blocked by ('arthritis',)\n", + " conflicts resolved: [(0.13255512897523625, ('ageGroup', 'depression', ('bmicat',))), (0.2947662905273777, ('ageGroup', 'bmicat', ('depression',))), (0.3125754111577419, ('bmicat', 'depression', ('ageGroup',)))]\n", + " ageGroup -- depression is blocked by ('bmicat',)\n", + " conflicts resolved: [(0.3113418851192863, ('ageGroup', 'bmicat', ('gender',))), (0.347718335927517, ('bmicat', 'gender', ('ageGroup',)))]\n", + " ageGroup -- bmicat is blocked by ('gender',)\n", + " ageGroup -- depression is blocked by ('gender',)\n", + " arthritis -- gender is blocked by ('ageGroup',)\n", + " conflicts resolved: [(0.3625660001978295, ('bmicat', 'gender', ('arthritis',))), (0.4314761560642067, ('arthritis', 'gender', ('bmicat',)))]\n", + " bmicat -- gender is blocked by ('arthritis',)\n", + " arthritis -- gender is blocked by ('depression',)\n", + " bmicat -- depression is blocked by ('arthritis',)\n", + " conflicts resolved: [(0.3198075038027801, ('bmicat', 'gender', ('depression',))), (0.3315620422658016, ('bmicat', 'depression', ('gender',)))]\n", + " bmicat -- gender is blocked by ('depression',)\n", + "Pass 3 of 3\n", + "Detecting valid links.\n", + "\n", + "\tTesting arthritis -> bmicat direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.0\n", + "Rho-value: 0.0\n", + "identifiable: False\n", + " cdisc.testDirection: best combo for( arthritis , bmicat ) = None , rho = 0\n", + " cdisc.testDirection: avgRho = 0.0\n", + "\n", + "\tTesting arthritis -> depression direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.0\n", + "Rho-value: 0.0\n", + "identifiable: False\n", + " cdisc.testDirection: best combo for( arthritis , depression ) = None , rho = 0\n", + " cdisc.testDirection: avgRho = 0.0\n", + "\n", + "\tTesting depression -> gender direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.0\n", + "Rho-value: 0.0\n", + "identifiable: False\n", + " cdisc.testDirection: best combo for( depression , gender ) = None , rho = 0\n", + " cdisc.testDirection: avgRho = 0.0\n", + "triangles = [('arthritis', 'ageGroup', 'bmicat'), ('arthritis', 'ageGroup', 'depression'), ('arthritis', 'bmicat', 'depression'), ('depression', 'arthritis', 'gender')]\n", + " cdisc.discover: found causal link: arthritis -> ageGroup ( 0 )\n", + " cdisc.discover: found causal link: arthritis -> bmicat ( 0.2 )\n", + " cdisc.discover: found causal link: depression -> arthritis ( -0.0 )\n", + " cdisc.discover: found causal link: depression -> gender ( 0.2 )\n", + " cDisc.discover: Duration = 30.1\n", + " cmodel.show: Analyzing Graph Relations.\n", + " cmodel.show: Producing graphics.\n", + "Map = \n", + " arthritis --> ageGroup ( 0 )\n", + " arthritis --> bmicat ( 0.2 )\n", + " depression --> arthritis ( -0.0 )\n", + " depression --> gender ( 0.2 )\n", + " cmodel.show: Elapsed = 31.0\n" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cmodel.show(probspace=ps, targetSpec=['arthritis', 'ageGroup', 'gender', 'bmicat', 'depression'], edgeLabels='rho' )\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Code chunk below throws an error described earlier regardless of limit; doesn't like some interaction with dependence testing?" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:23:30.012420Z", + "start_time": "2023-08-09T02:22:43.119499Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " cmodel.show: Performing Discovery.\n", + "Pass 1 of 3\n", + " gender -- genhealth are independent\n", + "Pass 2 of 3\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Python/3.9/site-packages/scipy/stats/_distn_infrastructure.py:2176: RuntimeWarning: divide by zero encountered in divide\n", + " x = np.asarray((x - loc)/scale, dtype=dtyp)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.7435275458130514\n", + "0.7514361449874603\n", + " conflicts resolved: [(0.18297862754345923, ('drinks', 'physicalactivity', ('genhealth',))), (0.3034432971444816, ('drinks', 'genhealth', ('physicalactivity',)))]\n", + " drinks -- physicalactivity is blocked by ('genhealth',)\n", + "Pass 3 of 3\n" + ] + }, + { + "ename": "AttributeError", + "evalue": "'NoneType' object has no attribute 'N'", + "output_type": "error", + "traceback": [ + "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[0;31mValueError\u001B[0m Traceback (most recent call last)", + "File \u001B[0;32m~/Documents/Causality/Because/because/probability/prob.py:1947\u001B[0m, in \u001B[0;36mProbSpace.dependence\u001B[0;34m(self, rv1, rv2, givenSpecs, power, raw, seed, num_f, num_f2, sensitivity, dMethod)\u001B[0m\n\u001B[1;32m 1946\u001B[0m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[0;32m-> 1947\u001B[0m (Cxy_z, Sta, p) \u001B[38;5;241m=\u001B[39m \u001B[43mRCoT\u001B[49m\u001B[43m(\u001B[49m\u001B[43mx\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43my\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mz\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnum_f\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mnum_f\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnum_f2\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mnum_f2\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mseed\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mseed\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 1948\u001B[0m \u001B[38;5;28;01mexcept\u001B[39;00m:\n", + "File \u001B[0;32m/Library/Python/3.9/site-packages/because/probability/rcot/RCoT.py:282\u001B[0m, in \u001B[0;36mRCoT\u001B[0;34m(x, y, z, approx, num_f, num_f2, r, seed)\u001B[0m\n\u001B[1;32m 281\u001B[0m w1 \u001B[38;5;241m=\u001B[39m w\n\u001B[0;32m--> 282\u001B[0m p \u001B[38;5;241m=\u001B[39m \u001B[38;5;241m1\u001B[39m \u001B[38;5;241m-\u001B[39m \u001B[43mlpb4\u001B[49m\u001B[43m(\u001B[49m\u001B[43mnp\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43marray\u001B[49m\u001B[43m(\u001B[49m\u001B[43mw1\u001B[49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mSta\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 283\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m(p\u001B[38;5;241m==\u001B[39m\u001B[38;5;28;01mNone\u001B[39;00m \u001B[38;5;129;01mor\u001B[39;00m np\u001B[38;5;241m.\u001B[39misnan(p)):\n", + "File \u001B[0;32m/Library/Python/3.9/site-packages/because/probability/rcot/lpb4.py:97\u001B[0m, in \u001B[0;36mlpb4\u001B[0;34m(coeff, x)\u001B[0m\n\u001B[1;32m 96\u001B[0m bisect_tol \u001B[38;5;241m=\u001B[39m \u001B[38;5;241m1e-6\u001B[39m\n\u001B[0;32m---> 97\u001B[0m lambdatilde_p \u001B[38;5;241m=\u001B[39m \u001B[43mget_lambdatilde_p\u001B[49m\u001B[43m(\u001B[49m\u001B[43mlambdatilde_1\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mp\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mmoment_vec\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mbisect_tol\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 98\u001B[0m \u001B[38;5;66;03m# print(\"lambdatilde_p \",lambdatilde_p )\u001B[39;00m\n", + "File \u001B[0;32m/Library/Python/3.9/site-packages/because/probability/rcot/lpb4.py:196\u001B[0m, in \u001B[0;36mget_lambdatilde_p\u001B[0;34m(lambdatilde_1, p, moment_vec, bisect_tol)\u001B[0m\n\u001B[1;32m 192\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m i \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28mrange\u001B[39m(\u001B[38;5;241m1\u001B[39m,p):\n\u001B[1;32m 193\u001B[0m \u001B[38;5;66;03m#TODO: uniroot, root\u001B[39;00m\n\u001B[1;32m 194\u001B[0m \u001B[38;5;66;03m# print(i) \u001B[39;00m\n\u001B[1;32m 195\u001B[0m \u001B[38;5;66;03m# print(\"lambdatilde_vec[i-1]: \", lambdatilde_vec[i-1])\u001B[39;00m\n\u001B[0;32m--> 196\u001B[0m lambdatilde_vec[i] \u001B[38;5;241m=\u001B[39m \u001B[43muniroot\u001B[49m\u001B[43m(\u001B[49m\u001B[43mdet_deltamat_n\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;241;43m0\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mlambdatilde_vec\u001B[49m\u001B[43m[\u001B[49m\u001B[43mi\u001B[49m\u001B[38;5;241;43m-\u001B[39;49m\u001B[38;5;241;43m1\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m]\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mm_vec\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mmoment_vec\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mN\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mi\u001B[49m\u001B[38;5;241;43m+\u001B[39;49m\u001B[38;5;241;43m1\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mtol\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mbisect_tol\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 197\u001B[0m lambdatilde_p \u001B[38;5;241m=\u001B[39m lambdatilde_vec[p\u001B[38;5;241m-\u001B[39m\u001B[38;5;241m1\u001B[39m]\n", + "File \u001B[0;32m/Library/Python/3.9/site-packages/because/probability/rcot/lpb4.py:59\u001B[0m, in \u001B[0;36muniroot\u001B[0;34m(fun, limit, m_vec, N, tol)\u001B[0m\n\u001B[1;32m 58\u001B[0m \u001B[38;5;28;01mfrom\u001B[39;00m \u001B[38;5;21;01mscipy\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01moptimize\u001B[39;00m \u001B[38;5;28;01mimport\u001B[39;00m brentq \u001B[38;5;28;01mas\u001B[39;00m root\n\u001B[0;32m---> 59\u001B[0m x \u001B[38;5;241m=\u001B[39m \u001B[43mroot\u001B[49m\u001B[43m(\u001B[49m\u001B[43mfun\u001B[49m\u001B[43m,\u001B[49m\u001B[43mlimit\u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;241;43m0\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m,\u001B[49m\u001B[43mlimit\u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;241;43m1\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43margs\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43m(\u001B[49m\u001B[43mm_vec\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mN\u001B[49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mxtol\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mtol\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 60\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m x\n", + "File \u001B[0;32m/Library/Python/3.9/site-packages/scipy/optimize/_zeros_py.py:784\u001B[0m, in \u001B[0;36mbrentq\u001B[0;34m(f, a, b, args, xtol, rtol, maxiter, full_output, disp)\u001B[0m\n\u001B[1;32m 783\u001B[0m \u001B[38;5;28;01mraise\u001B[39;00m \u001B[38;5;167;01mValueError\u001B[39;00m(\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124mrtol too small (\u001B[39m\u001B[38;5;132;01m%g\u001B[39;00m\u001B[38;5;124m < \u001B[39m\u001B[38;5;132;01m%g\u001B[39;00m\u001B[38;5;124m)\u001B[39m\u001B[38;5;124m\"\u001B[39m \u001B[38;5;241m%\u001B[39m (rtol, _rtol))\n\u001B[0;32m--> 784\u001B[0m r \u001B[38;5;241m=\u001B[39m \u001B[43m_zeros\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43m_brentq\u001B[49m\u001B[43m(\u001B[49m\u001B[43mf\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43ma\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mb\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mxtol\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mrtol\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mmaxiter\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43margs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mfull_output\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mdisp\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 785\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m results_c(full_output, r)\n", + "\u001B[0;31mValueError\u001B[0m: f(a) and f(b) must have different signs", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001B[0;31mAttributeError\u001B[0m Traceback (most recent call last)", + "Cell \u001B[0;32mIn[13], line 1\u001B[0m\n\u001B[0;32m----> 1\u001B[0m \u001B[43mcmodel\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mshow\u001B[49m\u001B[43m(\u001B[49m\u001B[43mprobspace\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mps\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mtargetSpec\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43m[\u001B[49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mgenhealth\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mgender\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mdrinks\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m,\u001B[49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mphysicalactivity\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43medgeLabels\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43mrho\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m)\u001B[49m\n", + "File \u001B[0;32m~/Documents/Causality/Because/because/visualization/cmodel.py:67\u001B[0m, in \u001B[0;36mshow\u001B[0;34m(dataPath, numRecs, targetSpec, condSpec, controlFor, gtype, probspace, cg, edgeLabels, enhance, power, maxLevel, sensitivity, verbosity)\u001B[0m\n\u001B[1;32m 65\u001B[0m vprint(\u001B[38;5;241m3\u001B[39m, verbosity, \u001B[38;5;124m'\u001B[39m\u001B[38;5;124mcmodel.show: Performing Discovery.\u001B[39m\u001B[38;5;124m'\u001B[39m)\n\u001B[1;32m 66\u001B[0m \u001B[38;5;66;03m# If we didn't get a cgraph, discover one.\u001B[39;00m\n\u001B[0;32m---> 67\u001B[0m cg \u001B[38;5;241m=\u001B[39m \u001B[43mcdisc\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mdiscover\u001B[49m\u001B[43m(\u001B[49m\u001B[43mprob1\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mvarNames\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mtargets\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mmaxLevel\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mmaxLevel\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mpower\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mpower\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43msensitivity\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43msensitivity\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mverbosity\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mverbosity\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 69\u001B[0m edges \u001B[38;5;241m=\u001B[39m []\n\u001B[1;32m 70\u001B[0m edgeLabelDict \u001B[38;5;241m=\u001B[39m {}\n", + "File \u001B[0;32m~/Documents/Causality/Because/because/causality/cdisc.py:251\u001B[0m, in \u001B[0;36mdiscover\u001B[0;34m(ps, varNames, maxLevel, power, sensitivity, verbosity)\u001B[0m\n\u001B[1;32m 248\u001B[0m \u001B[38;5;66;03m# print(f\"Calculating indeps: {v1}, {v2}\")\u001B[39;00m\n\u001B[1;32m 249\u001B[0m indeps \u001B[38;5;241m=\u001B[39m calc_indeps\u001B[38;5;241m.\u001B[39mcalculateOne(ps, v1, v2, varNames\u001B[38;5;241m=\u001B[39mmediaries,\n\u001B[1;32m 250\u001B[0m minLevel\u001B[38;5;241m=\u001B[39mlevel, maxLevel\u001B[38;5;241m=\u001B[39mlevel, power\u001B[38;5;241m=\u001B[39mpower, sensitivity\u001B[38;5;241m=\u001B[39msensitivity)\n\u001B[0;32m--> 251\u001B[0m \u001B[38;5;28;01mfor\u001B[39;00m indep \u001B[38;5;129;01min\u001B[39;00m indeps:\n\u001B[1;32m 252\u001B[0m \u001B[38;5;66;03m# If we find any independencies, direct or conditional, mark it as not causal.\u001B[39;00m\n\u001B[1;32m 253\u001B[0m spec, isInd \u001B[38;5;241m=\u001B[39m indep\n\u001B[1;32m 254\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m isInd:\n", + "File \u001B[0;32m~/Documents/Causality/Because/because/causality/calc_indeps.py:54\u001B[0m, in \u001B[0;36mcalculateOne\u001B[0;34m(ps, v1, v2, varNames, minLevel, maxLevel, sensitivity, power)\u001B[0m\n\u001B[1;32m 52\u001B[0m \u001B[38;5;66;03m#print('calculateOne: v1, v2, conds = ', v1, v2, conds)\u001B[39;00m\n\u001B[1;32m 53\u001B[0m num_f \u001B[38;5;241m=\u001B[39m \u001B[38;5;241m100\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;28mlen\u001B[39m(conds) \u001B[38;5;241m==\u001B[39m \u001B[38;5;241m0\u001B[39m \u001B[38;5;28;01melse\u001B[39;00m \u001B[38;5;241m100\u001B[39m \u001B[38;5;241m*\u001B[39m \u001B[38;5;28mlen\u001B[39m(conds)\n\u001B[0;32m---> 54\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[43mps\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43misIndependent\u001B[49m\u001B[43m(\u001B[49m\u001B[43mv1\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mv2\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mconds\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mpower\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mpower\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43msensitivity\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43msensitivity\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnum_f\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mnum_f\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mseed\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;241;43m1\u001B[39;49m\u001B[43m)\u001B[49m:\n\u001B[1;32m 55\u001B[0m \u001B[38;5;28;01myield\u001B[39;00m(item, \u001B[38;5;28;01mTrue\u001B[39;00m)\n\u001B[1;32m 56\u001B[0m \u001B[38;5;28;01melse\u001B[39;00m:\n", + "File \u001B[0;32m~/Documents/Causality/Because/because/probability/prob.py:2100\u001B[0m, in \u001B[0;36mProbSpace.isIndependent\u001B[0;34m(self, rv1, rv2, givenSpecs, power, seed, num_f, num_f2, sensitivity, dMethod)\u001B[0m\n\u001B[1;32m 2096\u001B[0m \u001B[38;5;250m\u001B[39m\u001B[38;5;124;03m\"\"\" Determines if two variables are independent, optionally given a set of givens.\u001B[39;00m\n\u001B[1;32m 2097\u001B[0m \u001B[38;5;124;03m Returns True if independent, otherwise False\u001B[39;00m\n\u001B[1;32m 2098\u001B[0m \u001B[38;5;124;03m\"\"\"\u001B[39;00m\n\u001B[1;32m 2099\u001B[0m \u001B[38;5;66;03m# print(f\"Testing isIndependent(prob): {rv1}, {rv2}\")\u001B[39;00m\n\u001B[0;32m-> 2100\u001B[0m ind \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mindependence\u001B[49m\u001B[43m(\u001B[49m\u001B[43mrv1\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mrv2\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mgivenSpecs\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43m \u001B[49m\u001B[43mgivenSpecs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mpower\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43m \u001B[49m\u001B[43mpower\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mseed\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mseed\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnum_f\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mnum_f\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnum_f2\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mnum_f2\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 2101\u001B[0m \u001B[43m \u001B[49m\u001B[43msensitivity\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43msensitivity\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mdMethod\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mdMethod\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 2102\u001B[0m \u001B[38;5;66;03m# Use .5 (50% confidence as threshold.\u001B[39;00m\n\u001B[1;32m 2103\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m ind \u001B[38;5;241m>\u001B[39m \u001B[38;5;241m.5\u001B[39m\n", + "File \u001B[0;32m~/Documents/Causality/Because/because/probability/prob.py:2088\u001B[0m, in \u001B[0;36mProbSpace.independence\u001B[0;34m(self, rv1, rv2, givenSpecs, power, seed, num_f, num_f2, sensitivity, dMethod)\u001B[0m\n\u001B[1;32m 2077\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21mindependence\u001B[39m(\u001B[38;5;28mself\u001B[39m, rv1, rv2, givenSpecs\u001B[38;5;241m=\u001B[39m[], power\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mNone\u001B[39;00m, seed\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mNone\u001B[39;00m, num_f\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m100\u001B[39m, num_f2\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m5\u001B[39m, sensitivity\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m5\u001B[39m,\n\u001B[1;32m 2078\u001B[0m dMethod\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mrcot\u001B[39m\u001B[38;5;124m'\u001B[39m):\n\u001B[1;32m 2079\u001B[0m \u001B[38;5;250m \u001B[39m\u001B[38;5;124;03m\"\"\"\u001B[39;00m\n\u001B[1;32m 2080\u001B[0m \u001B[38;5;124;03m Calculate the independence between two variables, and an optional set of givens.\u001B[39;00m\n\u001B[1;32m 2081\u001B[0m \u001B[38;5;124;03m This is a heuristic inversion\u001B[39;00m\n\u001B[0;32m (...)\u001B[0m\n\u001B[1;32m 2086\u001B[0m \u001B[38;5;124;03m TO DO: Calibrate to an exact p-value.\u001B[39;00m\n\u001B[1;32m 2087\u001B[0m \u001B[38;5;124;03m \"\"\"\u001B[39;00m\n\u001B[0;32m-> 2088\u001B[0m dep \u001B[38;5;241m=\u001B[39m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mdependence\u001B[49m\u001B[43m(\u001B[49m\u001B[43mrv1\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mrv2\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mgivenSpecs\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mgivenSpecs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mpower\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mpower\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mseed\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mseed\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnum_f\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mnum_f\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnum_f2\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mnum_f2\u001B[49m\u001B[43m,\u001B[49m\n\u001B[1;32m 2089\u001B[0m \u001B[43m \u001B[49m\u001B[43msensitivity\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43msensitivity\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mdMethod\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mdMethod\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 2090\u001B[0m ind \u001B[38;5;241m=\u001B[39m \u001B[38;5;241m1\u001B[39m \u001B[38;5;241m-\u001B[39m dep\n\u001B[1;32m 2091\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m ind\n", + "File \u001B[0;32m~/Documents/Causality/Because/because/probability/prob.py:1951\u001B[0m, in \u001B[0;36mProbSpace.dependence\u001B[0;34m(self, rv1, rv2, givenSpecs, power, raw, seed, num_f, num_f2, sensitivity, dMethod)\u001B[0m\n\u001B[1;32m 1949\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m DEBUG:\n\u001B[1;32m 1950\u001B[0m \u001B[38;5;28mprint\u001B[39m(\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mProbSpace.dependence: RCoT Failed. Using discrete method:\u001B[39m\u001B[38;5;124m'\u001B[39m, rv1, rv2, givenSpecs)\n\u001B[0;32m-> 1951\u001B[0m \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[38;5;28;43mself\u001B[39;49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mdependence\u001B[49m\u001B[43m(\u001B[49m\u001B[43mrv1\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mrv2\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mgivenSpecs\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mpower\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[43mpower\u001B[49m\u001B[43m,\u001B[49m\u001B[43mdMethod\u001B[49m\u001B[38;5;241;43m=\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[38;5;124;43md\u001B[39;49m\u001B[38;5;124;43m'\u001B[39;49m\u001B[43m)\u001B[49m\n\u001B[1;32m 1952\u001B[0m \u001B[38;5;66;03m#assert 1 <= sensitivity <= 10, \"sensitivity should be from range [1, 10]\"\u001B[39;00m\n\u001B[1;32m 1953\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m sensitivity \u001B[38;5;241m>\u001B[39m\u001B[38;5;241m=\u001B[39m \u001B[38;5;241m10\u001B[39m:\n\u001B[1;32m 1954\u001B[0m \u001B[38;5;66;03m# Use 0.99 as threshold to determine whether a pair of variables are dependent\u001B[39;00m\n", + "File \u001B[0;32m~/Documents/Causality/Because/because/probability/prob.py:2008\u001B[0m, in \u001B[0;36mProbSpace.dependence\u001B[0;34m(self, rv1, rv2, givenSpecs, power, raw, seed, num_f, num_f2, sensitivity, dMethod)\u001B[0m\n\u001B[1;32m 2005\u001B[0m \u001B[38;5;28;01melse\u001B[39;00m:\n\u001B[1;32m 2006\u001B[0m \u001B[38;5;66;03m# Otherwise use the previously computed prob1\u001B[39;00m\n\u001B[1;32m 2007\u001B[0m prob1 \u001B[38;5;241m=\u001B[39m prevProb1\n\u001B[0;32m-> 2008\u001B[0m \u001B[38;5;28;01mif\u001B[39;00m \u001B[43mprob1\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mN\u001B[49m \u001B[38;5;241m<\u001B[39m\u001B[38;5;241m=\u001B[39m \u001B[38;5;241m1\u001B[39m:\n\u001B[1;32m 2009\u001B[0m \u001B[38;5;66;03m#print('Empty distribution: ', spec)\u001B[39;00m\n\u001B[1;32m 2010\u001B[0m \u001B[38;5;28;01mcontinue\u001B[39;00m\n\u001B[1;32m 2011\u001B[0m \u001B[38;5;66;03m#print('ss1.N = ', ss1.N)\u001B[39;00m\n", + "\u001B[0;31mAttributeError\u001B[0m: 'NoneType' object has no attribute 'N'" + ] + }, + { + "data": { + "text/plain": "
", + "image/png": "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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cmodel.show(probspace=ps, targetSpec=['genhealth', 'gender', 'drinks','physicalactivity'], edgeLabels='rho')\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Discovery works ok with just a couple variables. May try to do discovery by just running through pairs with testDirection though." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:23:55.208615Z", + "start_time": "2023-08-09T02:23:52.961234Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pass 1 of 3\n", + "Pass 2 of 3\n", + "Pass 3 of 3\n", + "Detecting valid links.\n", + "\n", + "\tTesting physicalactivity -> gender direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.0\n", + "Rho-value: 0.0\n", + "identifiable: False\n", + "triangles = []\n", + " cdisc.discover: found causal link: gender -> physicalactivity ( -0.0 )\n", + " cDisc.discover: Duration = 2.4\n" + ] + }, + { + "data": { + "text/plain": "" + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cdisc.discover(ps, varNames=['physicalactivity', 'gender'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Try with subspace. Condition across each age group; test gender and arthritis for each age group." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:23:58.253332Z", + "start_time": "2023-08-09T02:23:57.547731Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting gender -> arthritis direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 3.08708614227271e-11 \n", + "Backward:0.0251559686680477\n", + "Rho-value: -0.02515596863717684\n", + "identifiable: False\n" + ] + }, + { + "data": { + "text/plain": "-0.02515596863717684" + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ss = ps.SubSpace([('ageGroup', 1)])\n", + "ss.testDirection('gender', 'arthritis')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T02:24:16.661252Z", + "start_time": "2023-08-09T02:24:10.830539Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting gender -> arthritis direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 3.08708614227271e-11 \n", + "Backward:0.0251559686680477\n", + "Rho-value: -0.02515596863717684\n", + "identifiable: False\n", + "-0.02515596863717684 \n", + "\n", + "\tTesting gender -> arthritis direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:4.9960036108132044e-15\n", + "Rho-value: -4.9960036108132044e-15\n", + "identifiable: False\n", + "-4.9960036108132044e-15 \n", + "\n", + "\tTesting gender -> arthritis direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.0\n", + "Rho-value: 0.0\n", + "identifiable: False\n", + "0.0 \n", + "\n", + "\tTesting gender -> arthritis direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.0\n", + "Rho-value: 0.0\n", + "identifiable: False\n", + "0.0 \n", + "\n", + "\tTesting gender -> arthritis direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.0\n", + "Rho-value: 0.0\n", + "identifiable: False\n", + "0.0 \n", + "\n", + "\tTesting gender -> arthritis direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.2002435392979206 \n", + "Backward:0.0\n", + "Rho-value: 0.2002435392979206\n", + "identifiable: True\n", + "0.2002435392979206 \n" + ] + } + ], + "source": [ + "# ageGroup values: {1,2,3,4,5,6}\n", + "for i in range(6):\n", + " ss = ps.SubSpace([('ageGroup', i+1)])\n", + " rho= ss.testDirection('gender', 'arthritis')\n", + " print(rho, id)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Seems like conditioning on ageGroup using subspace yields an unidentifiable relationship except in group 6. In this oldest group, gender -> arthritis is correctly identified." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.6" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/because/probability/ucm/model_analysis.ipynb b/because/probability/ucm/model_analysis.ipynb new file mode 100644 index 0000000..1ddd3a2 --- /dev/null +++ b/because/probability/ucm/model_analysis.ipynb @@ -0,0 +1,1135 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T03:17:13.475456Z", + "start_time": "2023-08-09T03:17:12.759654Z" + } + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import sys\n", + "import ucm\n", + "from because.synth import Reader\n", + "from because.probability import prob\n", + "from because.visualization import cmodel\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:12.786944Z" + }, + "is_executing": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\t**P-values** \n", + "Forward: 0.3866921299925631 \n", + "Backward:0.0\n", + "Rho-value: 0.3866921299925631\n", + "identifiable: True\n", + "(0.3866921299925631, True)\n" + ] + } + ], + "source": [ + "df = pd.read_csv(\"models/M2.csv\")\n", + "\n", + "A = np.array(df['A'].tolist())\n", + "B = np.array(df['B'].tolist())\n", + "\n", + "print(ucm.uniform_channel_test(B, A))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test M1A:\n", + "Simple V structure\n", + "Note that the model definition file initializes a distribution at the top, and uses the choice() function with parameter p corresponding to the initial distributions." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.195177Z" + }, + "is_executing": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "getData: 10000 records read.\n", + "\n", + "\tTesting A -> B direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 2.5821678129034353e-11 \n", + "Backward:2.5821678129034353e-11\n", + "Rho-value: 0.0\n", + "identifiable: False\n", + "\n", + "\tTesting B -> C direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 4.508332707153784e-09 \n", + "Backward:5.5486102379376234e-09\n", + "Rho-value: -1.0402775307838397e-09\n", + "identifiable: False\n", + "triangles = [('B', 'A', 'C')]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Python/3.9/site-packages/scipy/stats/_distn_infrastructure.py:2176: RuntimeWarning: divide by zero encountered in divide\n", + " x = np.asarray((x - loc)/scale, dtype=dtyp)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9025786428566827\n", + "Map = \n", + " A --> B ( 0.3 )\n", + " C --> B ( 0.3 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"models/M1Aold.csv\"\n", + "ds = Reader(filename)\n", + "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", + "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A->B<-C is the correct direction, and was correctly identified by the model." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test M1A:\n", + "Simple V structure (with UCVar class variables)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2023-08-09T03:17:13.617271Z", + "start_time": "2023-08-09T03:17:13.209869Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "getData: 10000 records read.\n", + "\n", + "\tTesting A -> B direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.0\n", + "Rho-value: 0.0\n", + "identifiable: False\n", + "\n", + "\tTesting B -> C direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.0018509413153152687\n", + "Rho-value: -0.0018509413153152687\n", + "identifiable: False\n", + "triangles = [('B', 'A', 'C')]\n", + "Map = \n", + " B --> A ( -0.0 )\n", + " C --> B ( 0.002 )\n" + ] + }, + { + "data": { + "image/png": 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++iree+89vxKCy+XCP//5TwDjL4LeBWhPP/20bwEdMBZi1qxZg8HBwUOOLxjuu+8+xMXFoa6uDr/73e8AjP0brlu3DjabDRdeeOGEU9wOhwP/+Mc/UFlZecQ+vJ9548aN47aN9ng8uP/++7Fjx44J3+fd6Kijo+OIgfBg3/ve96DRaPC3v/3N746HzZs34ze/+Q0A4Ac/+MFRnXciu3btwp///OcJN/V57bXXAEwchIJhdHQUt9xyy7ix7N+/H3fddRcA4Oabb4bBYAAwNtP129/+dsK1Gt5xJyUl+dYvEB0tlgloypKSkrB9+3YsX74c27ZtwxlnnIGioiIcf/zxMBqN6OzsxM6dO2G1WmEymXy3xqnVatx///244447sHr1ajz55JMoLi5Gc3MzduzYgWuuuQbvvffehFOf9957LzZu3IhNmzahrKwMJ598Mrq7u/Hxxx/j9NNPx/z58/0uXO+++y4ee+wxpKamYs6cOUhPT8fw8DD+/e9/o6urCzk5Obj77rt9x3//+9/Hiy++iE2bNqG4uBjz5s2Dy+XCu+++C6PRiOuuu873rTUU0tLScOedd+I///M/8dOf/hSrV6+GVqvFz3/+c7S3t+Oll15CRUUFTjjhBBQXF0Oj0aC1tRW7d++GzWbDm2++ecTbzy688ELMnTsXn376KcrKyrBw4ULExsbio48+wv79+/GjH/1owvKBVqvFRRddhI0bN6KiogILFiyA0WgEAPz2t789bJ+zZ8/Gk08+iVtuuQWrVq3Chg0bUF5ejqamJuzYsQNCCKxfvx7nnnvusf/jfa2pqQkrVqzw7R6Yl5cHt9uNvXv3oqqqCjqdzvdNO9hWr16N119/HcXFxTjjjDNgt9vxzjvvwGaz4bTTTvPNVABAf38/brjhBtx6662oqKjwLT6sqanBrl27IEkSHnnkEb87LYgmTYnNDShyvfnmm2L16tWitLRUxMXFCa1WKzIzM8WSJUvEr371K9Hb2+v3nr/97W9i/vz5IjExUcTFxYmTTjpJPPXUU0KWZd+GLw0NDX7v27dvn7jssstEUlKS0Ov1wmKxiJ/+9KfC6XROuOnQrl27xD333CMWLFggcnJyhE6nE2lpaWLu3Lniv//7vyfc6bChoUF8+9vfFvn5+UKv14uCggJx8803i46ODt/mMQ888MC49wRj0yGvoaEhkZaWJgCIX//61+PaNm3aJC677DKRk5MjtFqtSExMFDNmzBArVqwQL730krDZbBP2d7Dh4WFx7733CovFIgwGg0hPTxeXXHKJ+OSTT8TWrVsFALFw4UK/9/X29oqbbrpJ5OfnC61W63f+I/27/Pvf/xZXXHGFyMzM9G3odMEFF/htNuR1qE19Dtdfe3u7+PnPfy7OP/98UVRUJIxGozCZTGLmzJnitttum3BDn8P9DB5uHEfadOiBBx4Q9fX1YuXKlSIjI0PodDpRWloq7r//fr//VkNDQ+JXv/qVuPTSS4XZbBZxcXEiNjZWlJWVidWrV4tPPvlkwrERTZYkxDRaFkxEFOHWr1+PBx98EA888ADWr1+v9HCIAHDNABERUdRjGCAiIopyDANERERRjmsGiIiIohxnBoiIiKIcwwAREVGUYxggIiKKcgwDREREUY5hgIiIKMoxDBAREUW5iHlQkUcWvl8AoFZJvl9ERER0aGEZBpxuGQNWF/ptbgxYXeizuWB3yhMeq9eqkBSnQVKsFomxWiTFaaHXckKEiIjIK2w2HfLIAvv77KjvGEGf1Q0AkDD2WLTJOPBYk1GDkkwjclMM0Kg5c0BERNFt2oeBEYcHDZ2jaOgagcsd2KFq1BIK02NQlB6DuJiwnCQhIiKasmkbBtwegX0tVtR1jBzVDMDR8p47P82A4wviodWwhEBERNFlWoaBniEnPq0bxIhj4nUAwaLXqjC3xISMRH1I+yUiIlLStAoDB84GKImzBEREFE2mTRiwOz344Kt+DI96lB4KACBGp8IZM5MRa1ArPRQiIqKgmhZhYMThwfv7+jDqkIO2NuBoSQB0GgkLZibDZOTiQiIiilyKz4OPOj1498vpFQSAsUWFTrfAe/v6YB11Kz0cIiKioFE0DDhcMt7f1w+Hc3oFAS8BwO0WeH9fP0Yc06N8QUREFGiKhQEhBD6tHcSI3TMtg4CXwFho2Vk9gGlQUSEiIgo4xcJAS48dnYPOaR0EvASAfpsbte3K3uVAREQUDIqEgVGnB583DCvR9ZTsa7FimOsHiIgowoQ8DAghsKtuyPd0wXAiBPBp7SDLBUREFFFCHgb29znCpjxwMG+5oKFzVOmhEBERBUzIw0DNfluouwy4mnYbZweIiChihDQMDNhc6LeFf819xCGje8ip9DCIiIgCIqRhoKFzFFIoOwwSCUB9B0sFREQUGUIWBpxuGc3do2G5VuBgAkB7vwOj3IiIiIgiQMjCQFuvHWF4A8EhSQCae+xKD4OIiGjKQvYEnj6rCxIQlJmBd974E5746ffHvWZKSkF+kQWXXHMbTjxtccD7FAD6hp0AYgN+biIiolAKWRjot7qCXiJYccPdyMjOhxACA33d2Lrpz/jpnd/GvY+8iJMWnBvw/vqsroCfk4iIKNRCEgY8ssDwaPDr6yeedjZKZ1T4/n7OhVfjugtm4/0tfwtKGHC6BexODww6dcDPTUREFCohWTMwqNDthLHxCdDpDVCrg3exjoRbJYmIKLqFZGZgcCQ00+kj1mEMDfRCCIHB/h5sevk52EdtOPO8K4LSnwRg0OZCVpI+KOcnIiIKhZCEAYdLhiSN7e0fTOu/e+W4v2t1etx27wZUnLIwOB1KY7dMEhERhbMQrRkIRS/ADT/4GbLzSgAAA/3deO+fG/HUz+5CTGwc5i26ICh9huqzERERBUtIwoAcon38zTPnjFtAeMaSS3HXmnPwzC/vxdzTl0Cr1QW2QwHIkbR5AhERRaWQLCBUScpsQqxSqTDrxNPR39OJ9pb6wHcgASpVJGywTERE0SwkYUAd8mcjfkP2jK32t4+OBOX8aoYBIiIKcyG5TOu1qqAvHpyI2+3C7p3vQqPVIbfQHPgOBKDXMgwQEVF4C8magcRYbSi6wWcfvoO2ploAwGB/D97f/AraW+px2ap1MMbGB7w/ASDBGJrPRkREFCwhCQMmoyZozyU40J+eedj3Z53OgJyCUtz0w1/g3EtXB63PpDiGASIiCm+SEKGZwP/X5z0YCsGWxKGk16pw/tw0pYdBREQ0JSF7UFFSvA7Do6NBnx0IpeS4qf3zCSHgdDrhcDjgdDrhcrmQmJiImJiYAI2QiIjoyEIWBlLitGjqGg1VdyEgEH+YXYhlWYbD4Rj3y3vhP/DvB07MCCGg1+sxf/78EIyfiIhoTMjCQHaKHp83RtCOfQLobPwC3Y0eCCGQmpoKAL4Lvcv1zfMYhBAQQsDtdsPj8fj97v2zyWTynYeIiChUQhYGtGoVCtJi0NAZCaUCAa08BLdzFPv27fN9u4+JiUFcXBxiYmIgy/K4C/3BSzPUajXUajU0mrH/BLIsIy4uDunp6SH/NEREFN1CFgYAoCjDiPrOSCgVSCjJjEV/ZxwkSYLH44HL5YLD4cDAwADUajViYmKQkJCA2NhY30X/wN+lA3Zl7OjogMFggEajQWZmpoKfi4iIolFIw4DJqEFKvBa9w6F5pHGwxBnUKC9Oh1SSg9TUVHz44Yfo6+uDw+GAWq2GVquF2+1Gb28vrFYrEhMTkZKSAp3O/9kILpcLdrsdqampMBqNiI8P/H4IREREhxPSMAAA5uxY9FYNhLrbgDJnx/q+2ZeVlcFkMmHfvn1obW1FT08PPB4P1Go1gLE1BJ2dnejs7ERsbCySk5ORlJQElWps80ebzQZJkmA0GpGRkTFuxoCIiCgUQh4GspL0yE7Wo73PEXZrByQAyfFaFKQZxr2emZkJt9sNlUqFuLg49PX1Qa1Ww263w+Fw+I6z2Wyw2Wxoa2uDyWRCcnIyhoeHERsbC5VKxRIBEREpIuRhAAAqikzoHuyByxNecUCSgLklCRN+e8/NzfUtFJRlGVarFfn5+QCAnp4eDA0NweMZ23RJlmUMDAygr68PHo8H6enpyMvLg15/mHsViYiIgiRkOxAerK3Xjp01g0p0fcxOKIxHcabxkO1CCNTW1qK1tRXd3d0YHR1Fenq67+6CgYEB9Pf3w2q1QggBl8sFWZah0+kQFxeHnJwcFBcXo7S01HeXARERUbApFgYA4KPqgbAoF3jLA2fMTDpiTV8IgcrKSnR0dKCrqwt2ux2ZmZnjvvW7XC709vaira0NQghotVqYTCbfuTUaDXJycmCxWJCZmelbX0BERBQMioYBl1vGe/v6MTzinraBQAIQo1dh4XHJMOjUk3qPEAJffPEFuru70dnZCZfLhczMzHF3E1itVvT09CA5ORmyLGN0dHTc+gKv2NhYFBYWwmKxwGQyBepjERER+SgaBgDA4ZLx7hd9GHF4pl0gkADotCosmpUMo35yQcBLlmXs2bMHfX196OjogMfjQWZmJrTasaccdnR0QAiBrKwszJkzB/Hx8WhubkZNTQ3a29shy/5bNaakpKCkpASlpaUT3qZIRER0LBQPAwBgd3rw/r5+2OzTJxBIAAw6Fc6YmYRYw7HV791uNz7//HMMDAygvb0dAHx3DLS2tiIlJQXp6ek45ZRTxpUf7HY7ampqUF9fj/7+fr/zqtVq5OTkwGw2Iycnh2UEIiKakmkRBgDA6Zax/at+DNjcSg8FwNjGQgtmJiFmkqWBQ3G5XNi1axeGhobQ3t4OlUqFmJgYDA8PIy8vD8XFxSgsLDzk+/v7+1FVVYWmpiaMjvrv3hgTE4OCggKUl5cjMTFxSmMlIqLoNG3CAADIskBVmw1VbTYACPksgfR1nyWZRszMi4NGHZgNgBwOB3bt2oXh4WFfCSA2NhZpaWmYN28eDAbDEc8hyzJaW1tRU1OD/fv3+25TPFBycjJKSkpgNptZRiAiokmbVmHAa8Dmwie1gxge9b/gBZNRr8LckgSkmgJ/IR0dHfUFgo6ODqSnpyMrKwsVFRVHfS6n0+krI/T29vq1q9VqZGVlwWw2Iy8vj2UEIiI6rGkZBoADZgn22xCKEQZ6NmAiVqsVu3fvhs1mg06nw4wZM6a86+Dg4CAqKyvR1NSEkZERv3aDwYCCggJYLBYkJydPqS8iIopM0zYMeDlcMpq6R1HXMQK7U/ZN5U+F9xx6jYSiTCMK02OmvDZgsoaGhlBVVQWDwYDjjjsuYN/aZVnG/v37UV1djba2tgnLCElJSSguLobZbJ5UaYKIiKLDtA8DXkIIdA44Udcxgu5Bpy8QTCYcHHxMarwWxZlGZCXpoVJF3oOBnE4n6urqUFdXh56eHr9273MQzGYzCgoKWEYgIopyYRMGDuSRBQZH3BiwujBgc6HP6oLV7vErJ0gAYg1qJMVpkRSrRWKcBglGbVBLAdONdyaisbERNpvNr12v1yM/Px8WiwWpqakKjJCIiJQWlmHgUDo6OvFVZSUAoLSkBHl5uQqPaPqQZRkdHR2orq5Ga2sr3G7/WzgTEhJ8ZQSj8dDPYCAiosgSUWGgrbMdzR4XIEnI9EgoymUYmIjb7faVEbq7u3Hwj4BKpUJGRgZKS0tRVFTEMgIRUYSLqDCwp2s/Rr6uAOhkgRMzcpQdUBiwWq2oqqpCQ0MDrFarX7tOp0NeXh4sFgvS09MVGCEREQVbxIQBl+zBpz2dYwsFAEAIVKRkwKDmo4Anq7OzE1VVVWhpaYHL5fJrN5lMKCwsRHl5OcsIREQRJGLCQLN1CPtHx3+zTTMYURKfqMyAwpjb7UZDQwNqa2vR1dXlV0aQJAnp6em+MoJGw8BFRBTOIiIMuGQPdvV2QT7oJkMJwAnJ6ZwdmIKRkRFfGWFoaMivXavVIjc3FxaLBRkZGeMeuEREROEhIsLARLMCXpwdCJyuri5UV1ejubkZTqfTrz0uLg5FRUWwWCyIi4tTYIRERHQswj4MHGpWwIuzA4Eny7KvjNDZ2QlZlse1S5KEtLQ0lJSUoKSkhGUEIqJpLuzDwOFmBbw4OxA8IyMjqKmpQUNDAwYGBvzaNRoNcnJyYLFYkJmZydsUiYimobAOA0eaFfDi7EBo9PT0oKqqCs3NzXA4HH7tsbGxKCwshMVigclkUmCEREQ0kbAOA5OZFfDi7EDoyLKM5uZm1NTUoL293a+MAACpqakoLi5GaWkpdLrAPzKaiIgmL2zDwGRnBbw4O6AMu92Ompoa1NfXo7+/369drVYjJycHZrMZOTk5LCMQESkgbMPA0cwKeHF2QFn9/f2orKxEU1MT7Ha7X7vRaERBQQHKy8uRkJCgwAiJiKJTWIaBo50V8OLswPQgyzJaW1tRU1OD/fv3w+Px+B2TnJyMkpISmM1mlhGIiIIsLMPAscwKeHF2YHpxOp2oqalBXV0d+vr6/NrVajWysrJQVlaG3NxclhGIiIIg7MLAsc4KeHF2YPoaHBxEZWUlGhsbMTo66tduMBhQUFAAi8WC5ORkBUZIRBSZwi4MTGVWwIuzA9ObLMvYv38/qqur0dbWNmEZISkpCcXFxTCbzTAYDAqMkogocoRVGJjqrIAXZwfCh9PpRF1dHerq6tDT0+PXrlKpkJWVhdLSUhQUFLCMQER0DMIqDLTahtE6MhyQc2XGxKIwjivWw8nQ0BCqqqrQ2NgIm83m167X65Gfn4/y8nKkpKQoMEIiovAUVmGgyTqI9lH/i8CxSNPHoMSUFJBzUWjJsoyOjg5UV1ejtbUVbrfb75iEhARfGcFoNCowSiKi8BFWYcAty+i2j8A1wY52ANA/YsXo10/Q1csCKbHxEx6nUUlIMxihVamDNVQKEbfb7SsjdHd34+AfZ5VKhYyMDJSWlqKoqIhlBCKiCYRVGDiSus52dKvGPk6CW8aMrFyFR0ShZLVaUVVVhYaGBlit/otMdTod8vLyYLFYkJ6ersAIiYimJ4YBijhCCHR2dqK6uhotLS1wuVx+x5hMJhQVFcFisbCMQERRj2GAIprb7UZDQwNqa2vR1dXlV0aQJAnp6em+MoJGwztMiCj6MAxQ1BgZGfFtajQ0NOTXrtVqkZeXh7KyMmRkZECSJAVGSUQUegwDFJW6urpQXV2N5uZmOJ1Ov/a4uDhfGSEuLk6BERIRhQ7DAEU1WZZ9ZYTOzk7IB92pIkkS0tLSUFJSgpKSEpYRiCgiMQwQfW1kZAQ1NTWor6/H4OCgX7tGo0Fubi7KysqQmZnJ2xSJKGIwDBBNoKenB1VVVWhubobD4fBrj42NRWFhISwWC0wmkwIjJCIKHIYBosOQZRlNTU2ora1Fe3u7XxkBAFJTU31lBJ1Op8AoiYimhmGAaJLsdruvjNDf3+/XrlarkZOTg7KyMmRnZ7OMQERhg2GA6Bj09fWhqqoKTU1NsNvtfu1GoxEFBQUoLy9HQgIfiEVE0xvDANEUyLKM1tZWVFdXo729HR6Px++Y5ORklJSUwGw2s4xARNMSwwBRgDidTtTU1KCurg59fX1+7Wq1GtnZ2TCbzcjNzWUZgYimDYYBoiAYGBhAVVUVGhsbMTo66tduMBh8ZYSkJD5Km4iUxTBAFESyLKOtrQ01NTVoa2ubsIyQlJSE4uJimM1mGAwGBUZJRNGOYYAoRJxOJ+rq6lBXV4eenh6/dpVKhaysLJSWlqKgoIBlBCIKGYYBIgUMDQ35ygg2m82v3WAwIC8vD+Xl5UhJSVFghEQUTRgGiBQkyzI6OjpQVVWFtrY2uN1uv2MSExNRVFSEsrIyxMTEKDBKIop0DANE04Tb7faVEbq7u3Hw/zRVKhUyMjJQWlqKoqIilhGIKGAYBoimIavViqqqKjQ0NMBqtfq163Q65Ofno6ysDOnp6QqMkIgiCcMA0TQmyzI6OztRU1ODlpYWuFwuv2POP/98pKWlQZKkI55PCAFJkny/ExEBAB/OTjSNee8wyMrKgtvtRkNDA2pra9HV1QUhBIxG46SDAABIkoTGxkb84Q9/wPbt2zF37lzccccdXKRIFOU4M0AUhkZGRlBZWQm9Xo8ZM2Ycdv2Ax+OBx+OBTqfDrl27cNNNN6G7uxvf+c538Prrr0OSJLzxxhvc/IgoijEMEIW5Q035V1ZWwmQyITs72/fa4sWLodfrsWHDBlgsFjQ1NWHp0qW47rrrcPfdd4dy2EQ0jbBMQBTmJgoCsixj69atWLduHSoqKvD9738f+fn52Lp1K7Zv3w6LxQIhBAoKCpCeno6Ghgbf+3iXAlH04f/qiSKQSqXCLbfcgsrKSixduhQNDQ145513cNxxx+G0006DLMuQJAl2ux1utxvJyclwu92HDAI2mw179+6FLMsh/iREFAqcGSCKYKWlpXjooYfg8XhgNptxww03APhmBmDnzp0QQiA1NRUazcT/d/D+++/jxz/+Mfr7+1FfX4/ly5fjkUce4aJDogjCmQGiKNDX14fu7m7MmzcPwNjjlAFgy5YtUKlUmD9/PgD4vvl7f//kk09w2223Qa/X4/e//z1ef/117N69Gxs3blTgUxBRsDAMEEUBm82GwsJC7Ny5E8DYOoOuri689dZbqKiowKmnngoAvjKBdx3Cgw8+iNTUVDz77LOoqKjAWWedhXPOOQe//OUvlfkgRBQUDANEUaCwsBBnn302tm7ditbWVuzcuROrVq2C0+nE2rVrAYzNBngfsSxJEpqamvDPf/4Tt99+O/Ly8nzniouLQ2pqKjo6OpT4KEQUBAwDRFHi1ltv9a0dWLVqFaxWK5599lmcfPLJAMZmBdRqta9E8MorryAzMxNnnnmmb6bA7Xajr68PJpMJRqNRsc9CRIHFBYREUcJisWDLli3o6OhAfX095s2b5ysLeDwe3HXXXbjuuuswa9YsAMBrr72Gs846C/Hx8b5z1NTUoLKyEvn5+TCZTNzWmChCcGaAKMpkZmZi/vz5424jfO211/DEE09g7969UKlUsNvtSEhIQEpKCvR6ve+4bdu2ob29HZdeeikA+J6sKISY8LkJRBQeODNAFOWEELjkkkvw/vvvo7CwEABgMBhQVlaGN954w3cbYnd3N55//nnMnj0bS5cuBTB+weGOHTswMDCA4uJimM1mGAwGpT4SER0lbkdMRBP6/PPPsWbNGpSVlaGiogLPPfcc0tLS8OSTT+LEE08ct1uhy+XCn/70J98CRO8DlsxmM/Lz87mrIdE0xzBARIe0d+9ePPLII6ivr8eyZcuwcuVKFBQUjDtGCIGenh5s27YNNpvN7xwGgwF5eXkoLy/nRkVE0xTDABEFhCzL6OjoQFVVFdra2uB2u/2OSUxMRFFRESwWC8sIRNMIwwARBZzb7UZdXR3q6urQ3d2Ng/9vRqVSITMzEyUlJSgqKmIZgUhhDANEFFRWqxVVVVVoaGiA1Wr1a9fpdMjPz0dZWRnS09MVGCERMQwQUUjIsozOzk5UV1ejtbV1wlsRTSaTr4zATY2IQodhgIhCzu12o6GhAbW1tejq6vIrI0iShPT0dJSWlqKoqOiQT1QkosBgGCAiRdlsNl8ZYXh42K9dq9UiLy8PFosFGRkZCoyQKPIxDBDRtOEtI7S0tMDpdPq1x8fHo7CwEBaLBXFxcQqMkCgyMQwQ0bQjy7KvjNDR0TFhGSEtLQ0lJSUoKSlhGYFoihgGiGhaGxkZQXV1NRoaGjA4OOjXrtFokJubi7KyMmRmZvI2RaJjwDBARGGjp6cHVVVVaG5uhsPh8GuPjY31lRFMJpMCIyQKTwwDRBR2ZFlGU1MTampq0NHRAVmW/Y5JTU31lRF0Op0CoyQKHwwDRBTW7HY7ampqUF9fj/7+fr92jUaD7OxslJWVITs7m2UEogkwDBBRxOjr60NVVRWamppgt9v92o1GIwoKClBeXo6EhAQFRkg0PTEMEFHEkWUZLS0tqKmpQXt7u+/RygdKSUlBcXExzGYzywgU9RgGiCiiOZ1O1NTUoK6uDn19fX7tarUa2dnZMJvNyM3NZRmBohLDABFFjYGBAVRWVqKpqQmjo6N+7TExMSgoKIDFYkFSUpICIyRSBsMAEUUdWZbR1taGmpoatLW1TVhGSEpK8pURDAaDAqMkCh2GASKKak6nE7W1tairq0Nvb69fu0qlQlZWFsxmM/Lz81lGoIjEMEBE9LWhoSFUVVWhsbERNpvNr91gMCAvLw/l5eVISUlRYIREwcEwQER0EFmW0d7ejurqarS1tcHtdvsdk5iYiKKiIlgsFpYRKOwxDBARHYbb7UZtbS3q6+vR3d3t99AklUqFzMxMlJaWorCwkGUECksMA0REk2S1WlFZWYnGxkZYrVa/dp1Oh/z8fJSVlSE9PV2BERIdG4YBIqKjJMsyOjs7UV1djdbWVrhcLr9jTCaTr4xgNBoVGCXR5DEMEBFNgdvtRkNDA2pra9HV1eVXRpAkCenp6SgtLUVRURE0Go1CIyU6NIYBIqIAsVqtqK6uRkNDA4aHh/3atVot8vLyYLFYkJGRocAIiSbGMEBEFATeMkJLSwucTqdfe3x8PAoLC2GxWBAXF6fACIm+wTBARBREsiyjvr4edXV16OjomLCMkJaWhpKSEpSUlLCMQIpgGCAiCpGRkRFfGWFwcNCvXaPRIDc311dG4G2KFCoMA0RECujp6UFVVRWam5vhcDj82mNjY31lBJPJpMAIKZowDBARKUiWZTQ1NaGmpgYdHR2QZdnvmNTUVJSUlMBsNrOMQEHBMEBENE3Y7XbU1NSgvr4e/f39fu0ajQY5OTkwm83Izs5mGYEChmGAiGga6uvrQ1VVFZqammC32/3ajUajr4yQkJCgwAgpkjAMEBFNY7Iso7m5GbW1tWhvb4fH4/E7JiUlBSUlJSgtLYVOp1NglBTuGAaIiMKE0+lEdXU16uvr0dfX59euVquRnZ0Ns9mM3NxclhFo0hgGiIjC0MDAACorK9HU1ITR0VG/9piYGBQUFMBisSApKUmBEVI4YRggIgpjsiyjra0NNTU1aGtrm7CMkJSUhOLiYpjNZhgMBgVGSdMdwwARUYRwOp2ora1FXV0dent7/dpVKhWysrJgNpuRn5/PMgL5MAwQEUWgoaEhVFVVobGxETabza/dYDAgPz8fFosFKSkpCoyQphOGASKiCCbLMtrb21FdXY22tja43W6/YxITE1FUVASLxcIyQpRiGCAiihJut9tXRujp6fF7aJJKpUJmZiZKS0tRWFjIMkIUYRggIopCVqsVlZWVaGxshNVq9WvX6XTIz89HWVkZ0tPTFRjh9OGRBRp6rKjvtsHulmF3eSAB0GvVMGrVKEmPQ0GyESqVpPRQjxnDABFRFJNlGZ2dnaiurkZraytcLpffMSaTyVdGMBqNCowytLqG7dhe24O9rUPY3dKPL/cPweH2f2bEgYw6NWbnJOCEvETMyknAmeZUJBrDZwMohgEiIgIwVkZoaGhAbW0turq6/MoIkiQhIyMDJSUlKCoqCspDk5xOJ9xud8hDhxACOxv68OKHTXjzi3bIAtCoJLjlo7tEet+jVUu4uCIbq+YV4oS8xOAMOoAYBoiIyI/VakV1dTUaGhowPDzs167VapGXlweLxYKMjIyA9OlwOPDxxx/D7XajqKgIBQUFATnv4dhdHrz8SQue39GI+m4b1CoJnqMMAIfiPdfMbBPWzi/EJRU50Gmm5zoMhgEiIjosbxmhpaUFTqfTrz0+Ph5FRUUoKytDXFzcMffT2NiI+vp6DA0NITExEWazGTk5OVMZ+mF90tiHO/68G639Yzs4ButiKEmAEEBZRhw2LK/AcdnT78FSDANERDQpsiyjvr4etbW16OzsnLCMkJaWhpKSEpSUlBxVGUEIgY8++gjd3d3o7e1FUlISEhISMGPGjIDNPHiNOj34n81VeO6DBkgSEKCJgCNSSxIEBL672IxbF5VOq1kChgEiIjpqIyMjvjLC4OCgX7tGo0Fubq6vjHCk2xQHBgawe/dutLe3w+VyQZZlpKSkwGQyYdasWQHbGOnTpn58/0+70DYwGrIQcDAJgDkjDo+tmIMZWSZlBnEQhgEiIpqSnp4eVFVVobm5GQ6Hw689NjYWhYWFsFgsMJkmvvhVVlaipaUFbW1tSE1NhcPhwPDwMNLS0hAfH4/jjz8eiYmJUxrnW1924LY/fgZZCMWCgJdaJUGrlvD82lNwWonyO0AyDBARUUDIsoympibU1NSgo6MDsux/O15qaipKSkpgNpt9ZQSPx4MdO3agp6cHw8PDyM3NhSRJ6Onpgc1mQ0ZGBuLi4lBRUYH4+PhjGturu1px118+hxDBWxtwtFQSoFJJeHrVXJxdHthSyNFiGCAiooCz2+2oqalBfX09+vv7/do1Gg1ycnJgNpuhVqtRWVmJtrY2GAwGpKamAhhbR9DV1QW73Y6MjAzEx8djzpw5R33b4Zt723HrS59hOl7tJIzNErx43SmYX5qq3DgYBoiIKJj6+vpQWVmJ5uZm2O12v3an0wmdTge3243c3Nxxz0eQZRldXV1wOp3IzMz0BYLJPkNhe20PVj+3E7Isps2MwMFUEqBVq7Dx5vmYnavMnQYMA0REFBKyLKO5uRm1tbVob2+Hx+OBLMsYGhryLRpMSEhASkoKkpOToVarfe/r6OiAx+NBZmYmTCYT5syZA53u8Dv8DYw4cfYv30X/iHNazgocSCUBuUlGbL7jTBi06pD3H1FhYHDEBvvXW0PrZIGk2GO/35WIiILH4XCgpqYGe/bsQWdnJxwOBzQajW8dgSRJiI+P991R4A0EQghkZmYiMTERFRUVh7198ft/3o1/7G5TfLHgZEkS8J0FRfjxBTND33ckhQEhvpkGkjD2w0RERNOTEAI7d+5Ea2sr2traAGDCRYcajQaJiYlISEjA4OAgJElCZmYmkpOTcfzxx/tmEA709r5OfOfFT4L+GQJNArDxltMwtyA5tP1GUhggIqLwMTg4iF27dqGjowMAkJGRgaGhIfT19WFoaMhvUyMA0Ov1EELAZDIhOzsbqampmDVr1rh9DMKpPHAwpcoFgX/KBBER0SR0dHTA7XbDbrcjNTUVkiQhISEBCQkJ8Hg86OvrQ19fH0ZHR33vcTgckGUZw8PD6OvrQ15eHlQqFY477jjfbPAT79RicMQVdkEAGNsNsaV/BM9vb8Qti0pC1i9nBoiIKOQ8Hg8+/PBD9PT0YHBw0HdRn4jdbkdvby/6+/vhcrkghIDH44HH44FKpUJMTAyKi4tx1llnQdLocdJDW2BzeEL8iQIr02TA9nvOhloVmnI3ZwaIiCjkent74XK5YLVaERsbC0mS4HK54PF44Ha7fRd7759lWUZcXBwcDgdGRkZ8awuEEL7FiGq1GnutcWEfBACgY8iObVVdWDwjNJsRMQwQEVHIdXR0wOFwwO12w2azwWq1jmuXJAkajQZqtRparRYGg8H3d7VaDZVKhYGBAfT392NkZAQ6nQ4ajQb/qBqChOmzy+CxUqsk/G5HI8PAVLlcLvT09AAY2/5Sq9UqPCIiIvLq7++H2+1GfHw81Gq170Lv/f3gkoFWq4Ver5/wFwAMDw/jg69a0TLs/2yEcOSRBd6v6UFTrw0FKbFB7y/iwsBf/vIXPProo/j000/h8YxNFanVasydOxd33HEHli9frvAIiYgoOTkZQgjEx8dDp9Md8kKv1+uh0+mO+NTDpKQk1O2xQqMagDtcNhY4AkkCNu3tCMlCwogKA0899RR+8IMf4IYbbsC9997rewZ2Z2cn/vWvf2HNmjXo6enBbbfdpvBIiYii2+zZs+F2u6FWqwO2J8znLcEPAsOfvYG+Lf8HXVYZslY/GtS+AGBP60DQ+wAiLAw8/PDD+PWvf43Vq1f7tV100UWYO3cuHnjgAYYBIqJp4HC7Bx4tWRb4Yv9gwM53KLZ926BOyICzvRqu/v3QJmUHrS9ZALtaBoJ2/gMdft4lzHR2duKUU045ZPspp5zi29yCiIgiR32PDXaX/+6FgeQa6ICj7Sskn309VMYE2L7cFtT+AKBj0I6BEWfQ+4moMFBRUYENGzZMuGuVEAIbNmzACSecoMDIiIgomL5oC82sgMoQh5iSk2G0nA7bvm1B7xMAvmgbCnofEVUmePzxx7F06VJs2rQJixcvHrdm4O2338bIyAjeeusthUdJRESBVtU5DI1KCuqaAduX22Asmw9JrUXsjDNh3bUJjvZq6LPKgtanSgIqO4awwJwatD6ACJsZOOmkk1BZWYnvfve7GBwcxHvvvYf33nsPg4OD+O53v4vq6mqcfPLJSg+TiIgCzOZwB/X8jo5auPtaYZxxJgBAn3sc1PGpQS8VqCQpJJsoRdTMAACkpaXhhz/8odLDICKiELK7gnvBtH25FarYRBjyZwMY2xQptvwMWPdtRdLZ10NSBeehQpIE2N3BDwMRNTNw9tlnT3gnARERRTaPHLxdB4XswUjl+zDkHw/3YCdc/fvh6t8PXbYFsm0A9qbPg9TzGDkE+yZE1MxAYWEhMjMzlR4GERGFmF6rQrAe6WNv2gOPtQ8jX72Hka/e82u37duGmKITg9K3EIBeE/zv7REVBp577jmlh0BERAowaNQIVhqw7dsGlTERyUtu9msbqf4QI9UfQj7XAZVWH/C+BQC9NjgliANFVBggIqLolJsUA08QptNllwMj1TtgtCxAbPkCv3Z1XApGvnoXo7UfIfbrxYWB5JEF8pKNAT/vwSJqzQAAfPjhh1ixYgUKCgp8+1oXFBRgxYoV2LFjh9LDIyKiIJidm4AJtpiZstHajyCcozCaT52wXZ9jGduAKIh7DszOSQjaub0iambgr3/9K66++mqcd955uOuuu/z2GVi4cCFeeuklXHnllQqPlIiIAmlmlikojy627dsGSaODobBiwnZJUiGm+GTY9m2DZ3QI6hhTQPuP0alREIKZAUlMtF1fmCovL8eNN96IO++8c8L2Rx99FM888wy++uqrEI+MiIiCbdEjW9HYO6L0MALqlMIk/OXm+UHvJ6LKBE1NTbjgggsO2X7BBRegsbExdAMiIqKQOTE/CWpVsO4pCD2NSsIJeYkh6SuiwoDZbMb/+3//75Dtf/zjH1FWFrxtI4mISDnzS1ODsohQKW5ZYH5pcLch9oqoNQOPPPIILr74YmzZsgVLliwZt2bgrbfewmeffYa//e1vyg6SiIiCYtnxWVj/jy9hDfLWxKGSlWDAmea0kPQVUWFg6dKl+Oyzz/DEE0/g73//u+9xxZmZmTjttNPw7LPPYubMmQqPkoiIgsGgVWPlKXl4bntj2M8QqCRgzfzCkJU9ImoBIRERRbfGHhsW/c82pYcxZRqVhJ0/PgfJsbqQ9BdRawaIiCi6FabGYkFpKtRhvI5QrZJw4QnZIQsCAMMAERFFmO+dY0aYVwlwy6KSkPbHMEBERBHl5MJkrJlfiHC9y/COc8woy4gPaZ8MA0REFHHuPs+CrISYsCoXqFUSZmbF4+aFoZ0VACJsAWFdZzu6VWMfJ8EtY0ZWrsIjIiIipXxU34vlT/9b6WFMmlolYdN3z4AlM7SzAgBnBoiIKEKdWpyC6xcUBevJxgF317lligQBgGGAiIgi2H98qxxLjsuY9usHVp6Sh1sUKA94MQwQEVHE0qhVeHzlHMwvSZ2WgUDC2M6JP71kNiRJuQEyDBARUUTTa9R4du1JWDwjY9qVDK48KRePrZij+AOWGAaIiCji6TVq/N+3T8TKU/IBQNFZArU0NiNw21kl+MXlxyseBADeTUBERFFma2UXfrjxc/TZnCHfnEglAdmJMXj0qgqcUpQc2s4PgzMDREQUVc4qT8e/7lqEy04c+8IYii/mqq9nA9bOL8KWOxZOqyAAcGaAiIii2NaqLvxs01eo7rRCrZIC/rRD7zmPz03AfRfMnHYhwIthgIiIopoQAp81D+D3Hzbi9T3t8AiBqVwZvRMNOo0Kl52Yg2+fWoBZOQkBGWuwMAwQERF9rcfqwF8+acHb+zqxr30IdpcMYOyRwu5DzBoc2GbUqTE7JwHnHpeJK+bmIiFGG7KxTwXDABER0QQ8skBDjw1ftA1ib9sg6rqtGHF6MOr0QCUBBq0asXoNzOlxmJWTgNk5CchPNkI1De4OOFoMA0RERFGOdxMQERFFOYYBIiKiKMcwQEREFOUYBoiIiKIcwwAREVGUYxggIiKKcgwDREREUY5hgIiIKMoxDBAREUU5hgEiIqIoxzBAREQU5RgGiIiIohzDABERUZRjGCAiIopyDANERERRjmGAiIgoyjEMEBERRTmGASIioijHMEBERBTlGAaIiIiiHMMAERFRlGMYICIiinIMA0RERFGOYYCIiCjKMQwQERFFOYYBIiKiKMcwQEREFOUYBoiIiKIcwwAREVGUYxggIiKKcgwDREREUY5hgIiIKMoxDBAREUU5hgEiIqIoxzBAREQU5RgGiIiIohzDABERUZRjGCAiIopyDANERERRjmGAiIgoyjEMEBERRTmGASIioijHMEBERBTlGAaIiIiiHMMAERFRlGMYICIiinIMA0RERFGOYYCIiCjKMQwQERFFOYYBIiKiKMcwQEREFOUYBoiIiKIcwwAREVGUYxggIiKKcgwDREREUY5hgIiIKMoxDBAREUU5hgEiIqIoxzBAREQU5RgGiIiIohzDABERUZRjGCAiIopyDANERERRjmGAiIgoyjEMEBERRTmGASIioijHMEBERBTlGAaIiIiiHMMAERFRlGMYICIiinIMA0RERFGOYYCIiCjKMQwQERFFOYYBIiKiKMcwQEREFOU0Sg/gaLndbrjd7gnbXG43oFP7jrPb7RMep1arodVqgzZGIiKicCIJIYTSg5iszs5OVFZW4lBDduq1MJUWAQCGG5qhHZk4DACA2WxGTk5OUMZJREQUTsJqZmBwcBButxvd3d0TtuuSk2D6+s82mw32zomPS0lJwcDAAMMAERERwmzNQEZGBtRqNVQqFex2O1QqFdRqte+XpJJ8x0qSNK5NrVbDbrdDCAGNRoOMjAwFPwkREdH0EVYzAwkJCUhKSoLT6cTIyAhiYmIQHx/va3fqv1kHYDQakZD2TdYZGRmBzWZDYmIi4uPjkZKSEtKxExERTVdhNTMAAIWFhdDpdDAajRgcHDzk+oEDCSEwMDAAvV4Pg8GAwsJCSJJ0xPcRERFFg7ALA97ZgcTERLjdblit1iO+Z3R0FE6nk7MCREREEwi7MAAc3ewAZwWIiIgOLyzDwNHMDnBWgIiI6PDCMgwAk5sd4KwAERHRkYVtGJjM7ABnBYiIiI4sbMMA4D87gANmBzgrQERENDlhHQYOnh1wOp2+Nu/fOStARER0eGEdBoDxswOjBzyYyOl0claAiIhoEsJqB8KJHLgr4YD7m5kBj8fDWQEiIqJJCPuZAeCb2YEDH0usVqs5K0BERDQJEREGvLMDBkOM7zW9Xs9ZASIiokmIiDAAjM0OqDVq39/VajVnBYiIiCYhYsJAQkICjDFG3991Oh1nBYiIiCYhYsIAAGTnZPv+nJGRwVkBIiKiSYioMGCKj/f9OTExUbmBEBERhRFJHO6Rf9OdaxTo+AJo3w30VMM+OgSrfRiAgNEQD6MhHkgpBbIqgMzZgD5O4QETERFNP+EVBjxuoOYtoHIT0Pox0FsDCBmABKg0EBBf/x2ApIIECRCesdckCUgqBnJPBsxLgBkXARqdoh+HiIhoOgiPMGDtAj77HbDzt4C1A1BpANl9bOdSqQHZA8QkAydfD8xdCyTkBnS4RERE4WR6h4HeOuCdnwJf/X3sIUTeb/2BIqnHzll2HnD2fUDmrMCen4iIKAxMzzAgy8BHvwbefmDsW7zwBLc/SQ1IABbeAyy4A1Brj/gWIiKiSDH9wkBvHfDqzUDrTgU6l4D0mcBlT3OWgIiIosb0CgOfPA+8effYTIAc5NmAQ/HOEpz9E+D0748tPCQiIopg0yMMCAG8+zCw7b+VHsl4p94MLP0ZoIqo7RiIiIjGUT4MCAFsuR/Y8b+KDuOQKq4BLnqcgYCIiCKW8le49/5n+gYBANj9B+Ct/xgLLURERBFI2TCw64/A1p8qOoRJ+ejX0zuwEBERTYFyZYKBZuCJUwD3qCLdHzWVGrjpAyBjptIjISIiCihlZgaEAP5+GyA7Fen+mL1y49iWyERERBFEmTDw6QtAw3vK3T54LGQP0LkX2P4rpUdCREQUUKEvEwy0AE+cHD7lgYOxXEBERBEm9DMDH2wAZFfIuw2obT9XegREREQBE9owYB8Cdr907E8cnA5kD1D5OjDUrvRIiIiIAiK0YWDPnwG3PaRdBocAPntR6UEQEREFROjCgBDAR78JWXdBJWTg42cAT5iXO4iIiBDKMNC0A+itARAhO/nZuoGqN5UeBRER0ZSFLgzUbgFUmpB1F3QqzdhnIiIiCnOhuzq3fRb0fQXq+mQ8vN2BLfVu7B8W0KmB2RlqXDVTgxvn6hCjDeDjiGU30PpJ4M5HRESkkNCEASGA/Z8hmCWCN6pduPLlUeg1wOrjdZiVroLTA3zQ4sYPtzjwZbeMpy+MCWynPVWAyw5oDYE9LxERUQiFJgwMNAOO4aCdvqFfxoq/jqIgUYV3VhuRFf9N9eO2U3SoPUvGG9VBWOwne4CuL4GcuYE/NxERUYiEZs1A++6gnv7h7Q5YncCzFxnGBQGv0mQVvjdPH4SeJWD/7iCcl4iIKHRCEwZ668a28Q2S16rdKE6SMD8vxAsUVRqgrz60fRIREQVYaMKAazRoXQ05BNqGBWanBy9sHJYrTJ+xQERE9LXQhIEg7jo45BhblBivD+CdApMmImRHRSIiimahCQNS8C7Upq9DwLBDoc2MgvjZiIiIQiE0YUAT4Fv6DmDSS8iOl/BFV3D3MJiYFNTPRkREFAqhCQM649h+/kGyzKxBXb/Ahy0KPA1RyzBAREThLTRhINUCiOB9c7/7dD1itcB3XrOj0+ofOur6ZDz2b0fgO5ZdQFp54M9LREQUQqG5Fy+7IqinL0lW4aXLY7B84yhmPGnF6hO+2YFwR4sHL+9zYe0J2uB0HuTPRkREFGySECI0K+8eLgFGeoLaRU2vB4/scPqeTaBXA8dnqLFilhY3nKiFXhPgxX5qHXBvO6COoAcwERFR1AndVSznJKB2c1DXDphT1IF//sDhZBzHIEBERGEvdI8wzpkDIIJuw1NpxgIOERFRmAtdGCi/IKiLCENOdgMzlik9CiIioikLXRjInD32TVoKXZfBIwFJRUDRQqUHQkRENGWhvTKfelNQ1wyE1Kk3cfdBIiKKCKENAzMvBgyJIe0yKNRa4ISVSo+CiIgoIEIbBjR64KRrAUmhJwwGgqQGjl8BxCQqPRIiIqKACH0Bf/53v76QhunaAa0BWHSP0qMgIiIKmNBfkY3JwMVPAgjTtQPfehhIyFF6FERERAGjzNdzy7eA45eHV7lAUgMli4GKbys9EiIiooBSbq7+vJ9/XS4IkxX5Gj1w0eO8g4CIiCKOcmHAmAxc9kz4XFwvepzlASIiikjKruIrXQxc+htM+9mB834BzL5C6VEQEREFhfJL+o+/Cli2AdM2ECy+H5h3s9KjICIiCprQPcL4SPa8DLx649ifFd+lUAIggPP/BzjlBoXHQkREFFzTJwwAQN07wCs3AiN9yj3USFID+jjgoieAmRcpMwYiIqIQml5hAABG+4F/3gt8/tLYQ41CNkvw9WxA+bKxskVceoj6JSIiUtb0CwNe1W8Bf78NGOkNfiDwzgYs2wAcd1n43OFAREQUANM3DADA6ADw4ZPAJ8+OhQJJHbjygXfWQW8C5q4Z2yaZswFERBSFpncY8PK4gMrXgY9+AzR/+M3OhUcbDCQVAGnsfVlzxh5DfNylY88bICIiilLhEQYO1FUJVG0C9u8G2j4GhvaPvS6pvrnYAwDE2Dd/b4khLgPIOQnIngOYlwDZFaEfOxER0TQUfmHgYCN9QPvnQE814LQBbgcAAWgMgDYGSDEDWScAcWlKj5SIiGhaCv8wQERERFOi/A6EREREpCiGASIioijHMEBERBTlGAaIiIiiHMMAERFRlGMYICIiinIMA0RERFGOYYCIiCjKMQwQERFFOYYBIiKiKMcwQEREFOUYBoiIiKIcwwAREVGU+/8vwPNat74YFAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"models/M1A.csv\"\n", + "ds = Reader(filename)\n", + "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", + "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With modified file, the model did not do as well to predict the correct causal graph." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Conditioning using subspace might fix the issue:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.223934Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting B -> C direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.6964215668349265\n", + "Rho-value: -0.6964215668349265\n", + "identifiable: True\n", + "triangles = []\n", + "Map = \n", + " C --> B ( 0.696 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ss = ps.SubSpace([('A', 0)])\n", + "cmodel.show(probspace=ss, targetSpec=['B','C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.236797Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "triangles = []\n", + "Map = \n" + ] + }, + { + "data": { + "image/png": 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3Kjk52WdErFixQmvXrq1wCKGoqEj/+Mc/JJV/ESw7AW3RokXeE+ikcxGTnJysnJycSufnD3PmzFF4eLh27dqlt956S9K5n2FKSoo8Ho/GjBnjc4m7oKBAH3zwgbZv317lGGXPefny5eUuG11SUqKnnnpKGRkZPvcru9DRkSNHqgzCCz388MMKDAzU+++/X+ETD6tXr9Zrr70mSfrZz35Wo8f1ZfPmzXr33Xd9XtRn5cqVknyHkD/k5eXpgQceKDeXQ4cO6bHHHpMk3X///QoODpZ0bqXrjTfe8HmuRtm8o6KivOcvADXFYQJctqioKH3++eeaPHmy0tPTNXjwYLVv3149e/ZUaGiojh49qi+++EJnz55VRESE96NxAQEBeuqpp/TII48oKSlJL7/8suLj47Vv3z5lZGRo2rRpWrt2rc+lz9mzZ2v58uVKS0tT586d1a9fPx0/flwbN25UYmKiBg4cWOGF69NPP9XChQvVtGlT9e7dW82aNdOZM2e0fv16HTt2TK1bt9bjjz/uvf9Pf/pTLV26VGlpaYqPj1f//v1VVFSkTz/9VKGhobrzzju971qvhJiYGD366KP6xS9+oaefflpJSUlyuVx69tlndfjwYb3zzjvq1auXrrnmGsXHxyswMFAHDhzQV199JY/Ho1WrVlX58bMxY8aob9+++ve//63OnTtryJAhCgsL04YNG3To0CE98cQTPg8fuFwu3XrrrVq+fLl69eqlQYMGKTQ0VJL0xhtvXHTMHj166OWXX9YDDzyg6dOna8GCBUpISFBmZqYyMjJkjFFqaqpGjhx56T+8/8jMzNSUKVO8Vw9s06aNiouL9c0332jHjh1yu93ed9r+lpSUpL/97W+Kj4/X4MGDlZ+fr3/+85/yeDwaMGCAd6VCkrKzs3XPPffowQcfVK9evbwnH+7cuVObN2+Ww+HQ/PnzK3zSAqi2uri4ARquVatWmaSkJNOxY0cTHh5uXC6XadGihRkxYoR54YUXTFZWVoV93n//fTNw4EATGRlpwsPDzbXXXmteeeUVU1pa6r3gy549eyrst3XrVjN+/HgTFRVlgoKCTJcuXczTTz9tCgsLfV50aPPmzWbWrFlm0KBBpnXr1sbtdpuYmBjTt29f86tf/crnlQ737NljfvzjH5u2bduaoKAg065dO3P//febI0eOeC8eM3fu3HL7+OOiQ2VOnz5tYmJijCTz6quvlrstLS3NjB8/3rRu3dq4XC4TGRlpunbtaqZMmWLeeecd4/F4fI53oTNnzpjZs2ebLl26mODgYNOsWTMzduxYs2nTJrNmzRojyQwZMqTCfllZWea+++4zbdu2NS6Xq8LjV/VzWb9+vZk4caJp0aKF94JOt9xyS4WLDZWp7KI+Fxvv8OHD5tlnnzU333yzad++vQkNDTURERGmW7du5ic/+YnPC/pc7HfwYvOo6qJDc+fONbt37zZTp041zZs3N26323Ts2NE89dRTFf6tTp8+bV544QUzbtw406lTJxMeHm7CwsJM586dTVJSktm0aZPPuQHV5TCmHp0WDAANXGpqqubNm6e5c+cqNTW1rqcDSOKcAQAArEcMAABgOWIAAADLcc4AAACWY2UAAADLEQMAAFiOiw4BAFBNr6R/r+f+UXtf4e1v8yf21KRr21R5P1YGAACohu+OntHzq7+r62nUyNwPvq3W/YgBAACqUFxSqkfe/UpX2xn3BcW+v879QhwmAACgCovW7da3hyp+UVR9V1JavXxhZQAAgIs4cbZACz66ug4P1BQxAADARby7cX+132FfrYgBAAAqUVJqtDRjrxp4CxADAABUZs32Yzp6pqCup+F3xAAAAJV46197FeB01PU0/I5PEwAA4ENOXpE+23niqvs44aVgZQAAAB++PZhzRULgzJd/V+ZvRuvw0kevwGi+EQMAAPjwzcEcXYkjBJ6t6Qpo3FyFh79TUfYh/w/oAzEAAIAPWw7kyN8tUHTqiAoOblOTH90lZ2hjeb5N9/OIvhEDAAD4sHl/tkr8fJzAszVdzuBwhXTop9AuifJsTffvgJUgBgAAuEBeYYkOncr3+zieb9MV2nmgHAEuhXW9XsXZh1Rw+Mpf7ZAYAADgArmFxX4fo+DI9yo+eUChXa+XJAXF/kABjZrWyaECYgAAgAvkV/Pb/i6H59s1coZFKrhtD0mSw+FQWMJgebavlSkt8fv45yMGAAC4QKmfrz9sSkuUu32dgtv2VHHOURVlH1JR9iG5W3VRqeeU8jO/9uv4F+KiQwAAXCAo0L/vlfMzt6jk7Enlblur3G1rK9zu2ZqukPZ9/DqH8xEDAABcIMgV4NfH92xNlzM0Uk1G3F/httzv/qXc7/6l0pEFcrqC/DqPMsQAAAAXiAgOVJg7QJ7C2j92X1pUoNzvMhTaZZDCEgZVuD0gPFq52z5V3vcbFPafkwv9jXMGAAC4gMPhUI/Wjf3y2Hnfb5ApzFNop+t83h7Uusu5CxBdwWsOEAMAAPhwTZtIBfrhesSerelyBLoVHNfL5+0Oh1Mh8f2Ut/tLleSdrvXxfY5pjLHhC5kAAKiRlV8fUsr/2VzX07hse5+9pcr7sDIAAIAPPWP9c5igPiIGAADwoW2TULVoHFzX07giiAEAAHxwOBxKHhB3Rb7GuK4RAwAAVOL2a2PldDT8GiAGAACoRHR4kEb3bKmABr48QAwAAHAR0wfEqcTP31VQ14gBAAAuok/bSA2Ij27QqwPEAAAAF+FwODR/Uk+5Aq6+GKjujIkBAACqEBsVqidHd6vradRYdQ9uEAMAAFTDHT9sq/5X0eGCAId0W69W1bovMQAAQDU4HA7970k9FRzorPfXHghwOhQZ5lbqmB9U6/7EAAAA1RQbFaold/5QgU6n6uvlB5wOKcQVoHfu7q+oMHf19vHznAAAaFD6xTXRoqS+CnA46l0QBDikoMAA/fGuH6pLi0bV3o9vLQQA4BJ8/v0J3blko4pKSlUfLkMQ4HQozB2gP93dXz1q+CVLxAAAAJdo875s3b10k7I9hXUaBE6H1CoyREtm9lPHZtVfEShDDAAAcBly8or0i5Xf6i9fHpTDIV3JV1Xnf8abmdhe/zWqi0LcAZf0OMQAAAC1YM32Y/rZ8q+v2CpB2WrAgsm91C+uyWU9FjEAAEAtyckr0vwPt2vZpgMqLC6VVP0L/1RH2cpDqDtASQPi9PCwTpe8GlDucYkBAABqV05ekf7y7wNakrFX+07mKsDpuKwvOyrbv3PzcM1MbK/berVSqDuw1uZLDAAA4CfGGGXsytKfN+3Xxr0ndehUvqRzS/wOSSU+XoEDnA4ZY1Rqzt2nbZNQXRffRJP7tVWftpFy+OHzjMQAAABXSE5ekb49mKNvDubo/x46rZNnC5RXVKLCklIFBQYoxOVUTKNg/aBVhHrGRqpbqwiFB9XeCkBliAEAACzHFQgBALAcMQAAgOWIAQAALEcMAABgOWIAAADLEQMAAFiOGAAAwHLEAAAAliMGAACwHDEAAIDliAEAACxHDAAAYDliAAAAyxEDAABYjhgAAMByxAAAAJYjBgAAsBwxAACA5YgBAAAsRwwAAGA5YgAAAMsRAwAAWI4YAADAcsQAAACWIwYAALAcMQAAgOWIAQAALEcMAABgOWIAAADLEQMAAFiOGAAAwHLEAAAAliMGAACwHDEAAIDliAEAACxHDAAAYDliAAAAyxEDAABYjhgAAMByxAAAAJYjBgAAsBwxAACA5YgBAAAsRwwAAGA5YgAAAMsRAwAAWI4YAADAcsQAAACWIwYAALAcMQAAgOWIAQAALEcMAABgOWIAAADLEQMAAFiOGAAAwHLEAAAAliMGAACwHDEAAIDliAEAACxHDAAAYDliAAAAyxEDAABYjhgAAMByxAAAAJYjBgAAsBwxAACA5YgBAAAsRwwAAGA5YgAAAMsRAwAAWI4YAADAcsQAAACWIwYAALAcMQAAgOWIAQAALEcMAABgOWIAAADLEQMAAFiOGAAAwHLEAAAAliMGAACwHDEAAIDliAEAACxHDAAAYDliAAAAyxEDAABYjhgAAMByxAAAAJYjBgAAsBwxAACA5YgBAAAsRwwAAGA5YgAAAMsRAwAAWI4YAADAcsQAAACWIwYAALAcMQAAgOWIAQAALEcMAABgOWIAAADLEQMAAFiOGAAAwHLEAAAAliMGAACwHDEAAIDliAEAACxHDAAAYDliAAAAyxEDAABYjhgAAMByxAAAAJYjBgAAsBwxAACA5YgBAAAsRwwAAGA5YgAAAMsRAwAAWI4YAADAcsQAAACWIwYAALAcMQAAgOWIAQAALEcMAABgOWIAAADLEQMAAFiOGAAAwHLEAAAAliMGAACwHDEAAIDliAEAACxHDAAAYDliAAAAyxEDAABYjhgAAMByxAAAAJYjBgAAsBwxAACA5YgBAAAsRwwAAGA5YgAAAMsRAwAAWI4YAADAcsQAAACWIwYAALAcMQAAgOWIAQAALEcMAABgOWIAAADLEQMAAFiOGAAAwHLEAAAAliMGAACwHDEAAIDliAEAACxHDAAAYDliAAAAyxEDAABYjhgAAMByxAAAAJYjBgAAsBwxAACA5YgBAAAsRwwAAGA5YgAAAMsRAwAAWI4YAADAcsQAAACWIwYAALAcMQAAgOWIAQAALEcMAABgOWIAAADLEQMAAFiOGAAAwHLEAAAAliMGAACwHDEAAIDliAEAACxHDAAAYDliAAAAyxEDAABYjhgAAMByxAAAAJYjBgAAsBwxAACA5YgBAAAsRwwAAGA5YgAAAMsRAwAAWI4YAADAcsQAAACWIwYAALAcMQAAgOWIAQAALEcMAABgOWIAAADLEQMAAFiOGAAAwHLEAAAAliMGAACwHDEAAIDliAEAACxHDAAAYDliAAAAyxEDAABYjhgAAMByxAAAAJYjBgAAsBwxAACA5YgBAAAsRwwAAGA5YgAAAMsRAwAAWI4YAADAcsQAAACWIwYAALAcMQAAgOWIAQAALEcMAABgOWIAAADLEQMAAFiOGAAAwHLEAAAAliMGAACwHDEAAIDliAEAACxHDAAAYDliAAAAyxEDAABYjhgAAMByxAAAAJYjBgAAsBwxAACA5YgBAAAsRwwAAGA5YgAAAMsRAwAAWI4YAADAcsQAAACWIwYAALAcMQAAgOWIAQAALEcMAABgOWIAAADLEQMAAFiOGAAAwHLEAAAAliMGAACwHDEAAIDliAEAACxHDAAAYDliAAAAyxEDAABYjhgAAMByxAAAAJYjBgAAsBwxAACA5YgBAAAsRwwAAGA5YgAAAMsRAwAAWI4YAADAcsQAAACWIwYAALAcMQAAgOWIAQAALEcMAABgOWIAAADLEQMAAFiOGAAAwHLEAAAAliMGAACwHDEAAIDliAEAACxHDAAAYDliAAAAyxEDAABYjhgAAMBygVd6wKKSUuV4ilVQVKqSUqNSIzkdUoDTIXegU43DAuUOpFEAALhS/BoDxhhlny3WybOF3v/mFpRWuV+I26km4S5FhrvUJNyl6EYuORwOf04VAABrOYwxprYftKi4VPtP5GvXkVydzS85N5Ckmg5Utk+I26kOLULVrlkIqwYAANSyWo2BM3nF2nUkV/uO56mk6gWAGnM4pDbRwerQMlSRYa7aHwAAAAvVSgyUlhrtOOTRjgMeSTVfAaiJstWCDi1C1a1NuAIDOHwAAMDluOwYOOUp0qbvc3Qmr6S25lRtoUFOXduxsaIbua/42AAANBSXHAOlxmjHwSuzGlCZ81cJftA2XAFOVgkAAKipS4qBklKjjTtzdDi7wB9zuiRNG7k0ICFSgQGcYAgAQE3UOAZKSo3+tf2Ujp8u9NecLllkWKASu0bxiQMAAGqgRq+apaVG63fUzxCQpBxPsTK2Zau4pC4OWgAAcHWqdgwYY/TvXTk6llM/Q0A6d/5AtqdY63ecUmntXz4BAIAGqdoxsO94vg5k1Z9zBC7m+OlC7TyUW9fTAADgqlDtGPh67xl/zqPWbTtwVqdzi+t6GgAA1HvVjoHS0qts2d1Im77P4XABAABVqP45A/6chR8YSTm5xRwuAACgCg3+M3jbDpxVQZEfvigBAIAGosHHgDHS3mN5dT0NAADqrQYfA5K0+0iu/PBNzQAANAhWxEB+UamOnKq/10cAAKAuWREDDp1bHQAAABVZEQNG0rGcQhUWcyIhAAAXCrzSA/7z7/+jl57+abltEVHRatu+i8ZO+4n6DBjmt7FzPMWKaez22+MDAHA1uuIxUGbKPY+reau2Msbo1MnjWpP2rp5+9MeaPX+prh000i9jnvIUEQMAAFygzmKgz4AfqWPXXt6/Dx9zh+68pYfWffS+X2LAISn7bFGtPy4AAFe7enPOQFijxnIHBSsgIMAvj28knSQGAACooM5WBnLPntHpU1kyxign+4TSlr2p/DyPrr9xot/GzCssVUmpUYDT4bcxAAC42tRZDKT+r0nl/u5yB+knsxeo1w+H+HXc4hJiAACA89VZDNzzs1+rVZsOkqRT2ce19h/L9cqvH1NIWLj6D73Fb+OWXG3fvggAgJ/VWQx06ta73AmEg0eM02PJw/X6b2erb+IIuVz+OeufqxIDAFBevTmB0Ol0qnufRGWfOKrD+3f7bZyAevOMAQCoH+rVS2NpSbEkKT/Pf5cO5nwBAADKqzcxUFxcpK+++FSBLrdi4zr5ZYxAp0OBAcQAAADnq7NzBr781z91MPN7SVJO9gmtW/2eDu/frfHTUxQa1sgvY0aGB8rhIAYAADhfncXA/7z+nPf/3e5gtW7XUff91280clySX8ZzOKSoMJdfHhsAgKuZw5jqnV+/Yv1Rf8/F7/p1aqzY6OC6ngYAAPVKvTln4EqICquzhRAAAOota2Ig2O1UaJB/vvcAAICrmTUx0KFFKCcPAgDggxUx4HBI7WJC6noaAADUSw0+BhySYqODFeRq8E8VAIBL0uBfIY2k+OasCgAAUJkGfXq9Q1J0hEtR4VxfAACAyjTolQGnU+rboTEnDgIAcBENOgZ6tGvExwkBAKhCtWMgNjpIV8v7a4ekphEuxTXjXAEAAKpS7csRAwCAhqlBHyYAAABVIwYAALAcMQAAgOWIAQAALEcMAABgOWIAAADLEQMAAFiOGAAAwHLEAAAAlvt/V3L+vXgVhC0AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ss = ps.SubSpace([('C', 0)])\n", + "cmodel.show(probspace=ss, targetSpec=['A','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.255731Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting A -> B direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.998365689534332 \n", + "Backward:0.9983656895343253\n", + "Rho-value: 6.772360450213455e-15\n", + "identifiable: False\n" + ] + }, + { + "data": { + "text/plain": [ + "6.772360450213455e-15" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ss.testDirection('A','B')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "TestDirection directly works but doesn't seem like it gets called with cmodel.show -> cdisc." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.271056Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting A -> B direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.8541778959896855 \n", + "Backward:0.0\n", + "Rho-value: 0.8541778959896855\n", + "identifiable: True\n", + "triangles = []\n", + "Map = \n", + " A --> B ( 0.854 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ss = ps.SubSpace([('C', 1)])\n", + "cmodel.show(probspace=ss, targetSpec=['A','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.280789Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting A -> B direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.10613366770504296 \n", + "Backward:0.0\n", + "Rho-value: 0.10613366770504296\n", + "identifiable: True\n", + "triangles = []\n", + "Map = \n", + " A --> B ( 0.106 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ss = ps.SubSpace([('C', 2)])\n", + "cmodel.show(probspace=ss, targetSpec=['A','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.297407Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "triangles = []\n", + "Map = \n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ss = ps.SubSpace([('B', 0)])\n", + "cmodel.show(probspace=ss, targetSpec=['A','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## M1A\n", + "Conditioning on A yields C->B\n", + "conditioning on B yields nothing (as expected)\n", + "conditioning on C yields A->B" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test M1B:\n", + "Inverted V\n", + "structure\n" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.308422Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "getData: 10000 records read.\n", + "0.9998141639216849\n", + "0.0\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Library/Python/3.9/site-packages/scipy/stats/_distn_infrastructure.py:2176: RuntimeWarning: divide by zero encountered in divide\n", + " x = np.asarray((x - loc)/scale, dtype=dtyp)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.9989437890676743\n", + "\n", + "\tTesting A -> B direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.24677843645412056\n", + "Rho-value: -0.24677843645412056\n", + "identifiable: True\n", + "\n", + "\tTesting B -> C direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.0\n", + "Rho-value: 0.0\n", + "identifiable: False\n", + "triangles = [('B', 'A', 'C')]\n", + "Map = \n", + " B --> A ( 0.247 )\n", + " C --> B ( -0.0 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"models/M1B.csv\"\n", + "ds = Reader(filename)\n", + "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", + "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "B->A identified but not B->C (expected, since C does not have a uniform channel distribution)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "( Repeating M1B with the alternative distribution definition of C yields the correct directions B->A and B->C )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test file: M1C (Growing Chain)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.319487Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "getData: 10000 records read.\n", + "\n", + "\tTesting A -> B direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.6342994529476595 \n", + "Backward:0.0\n", + "Rho-value: 0.6342994529476595\n", + "identifiable: True\n", + "\n", + "\tTesting B -> C direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.8940868823851318 \n", + "Backward:0.0\n", + "Rho-value: 0.8940868823851318\n", + "identifiable: True\n", + "triangles = [('B', 'A', 'C')]\n", + "Map = \n", + " A --> B ( 0.634 )\n", + " B --> C ( 0.894 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"models/M1C.csv\"\n", + "ds = Reader(filename)\n", + "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", + "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test model: M1C (shrinking chain)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.327079Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "getData: 10000 records read.\n", + "\n", + "\tTesting A -> B direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.30783248182335754 \n", + "Backward:0.0\n", + "Rho-value: 0.30783248182335754\n", + "identifiable: True\n", + "\n", + "\tTesting B -> C direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.48319091634898104 \n", + "Backward:0.0\n", + "Rho-value: 0.48319091634898104\n", + "identifiable: True\n", + "triangles = [('B', 'A', 'C')]\n", + "Map = \n", + " A --> B ( 0.308 )\n", + " B --> C ( 0.483 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"models/M1Cv2.csv\"\n", + "ds = Reader(filename)\n", + "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", + "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Both versions of the model seem to predict accurately; the shrinking cardinality maybe slightly less." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Test model: M2 (Common cause model)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.338575Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "getData: 10000 records read.\n", + "\n", + "\tTesting A -> B direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.3866921299925631\n", + "Rho-value: -0.3866921299925631\n", + "identifiable: True\n", + "\n", + "\tTesting A -> C direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 1.9089095859570193e-09 \n", + "Backward:0.0\n", + "Rho-value: 1.9089095859570193e-09\n", + "identifiable: False\n", + "triangles = [('A', 'B', 'C')]\n", + "Map = \n", + " A --> C ( 0.0 )\n", + " B --> A ( 0.387 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "filename = \"models/M2.csv\"\n", + "ds = Reader(filename)\n", + "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", + "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Predicts B->A only. (Sometimes did other predictions correctly on different generations, but was not consistent)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Try testing with subspace and conditioning to see if there are different results." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.351465Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting B -> C direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.6093759055292958 \n", + "Backward:0.0\n", + "Rho-value: 0.6093759055292958\n", + "identifiable: True\n", + "triangles = []\n", + "Map = \n", + " B --> C ( 0.609 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ss = ps.SubSpace([('A', 0)])\n", + "cmodel.show(probspace=ss, targetSpec=['C','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.360638Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting B -> C direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.5287968457176331 \n", + "Backward:0.0\n", + "Rho-value: 0.5287968457176331\n", + "identifiable: True\n", + "triangles = []\n", + "Map = \n", + " B --> C ( 0.529 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ss = ps.SubSpace([('A', 1)])\n", + "cmodel.show(probspace=ss, targetSpec=['C','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.370864Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting B -> C direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.962598723657692 \n", + "Backward:0.0\n", + "Rho-value: 0.962598723657692\n", + "identifiable: True\n", + "triangles = []\n", + "Map = \n", + " B --> C ( 0.963 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ss = ps.SubSpace([('A', 2)])\n", + "cmodel.show(probspace=ss, targetSpec=['C','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Conditioning on A seems to yield B->C" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.379217Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting A -> C direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.8495545095223188 \n", + "Backward:0.0\n", + "Rho-value: 0.8495545095223188\n", + "identifiable: True\n", + "triangles = []\n", + "Map = \n", + " A --> C ( 0.85 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ss = ps.SubSpace([('B', 0)])\n", + "cmodel.show(probspace=ss, targetSpec=['C','A'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.389060Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting A -> C direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.7832085723472961 \n", + "Backward:1.3033656709460217e-08\n", + "Rho-value: 0.7832085593136394\n", + "identifiable: True\n", + "triangles = []\n", + "Map = \n", + " A --> C ( 0.783 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ss = ps.SubSpace([('B', 1)])\n", + "cmodel.show(probspace=ss, targetSpec=['C','A'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Conditioning on B yields A->C" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.399260Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting A -> B direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:0.0\n", + "Rho-value: 0.0\n", + "identifiable: False\n", + "triangles = []\n", + "Map = \n", + " B --> A ( -0.0 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ss = ps.SubSpace([('C', 0)])\n", + "cmodel.show(probspace=ss, targetSpec=['B','A'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.411734Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\tTesting A -> B direction\n", + "Using UCM test...\n", + "\n", + "\t**P-values** \n", + "Forward: 0.0 \n", + "Backward:1.107408427292178e-06\n", + "Rho-value: -1.107408427292178e-06\n", + "identifiable: False\n", + "triangles = []\n", + "Map = \n", + " B --> A ( 0.0 )\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ss = ps.SubSpace([('C', 2)])\n", + "cmodel.show(probspace=ss, targetSpec=['B','A'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Seems like conditioning on C blocks flow of information from B->A (this is what we would expect), so the direction is not identifiable." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "ExecuteTime": { + "start_time": "2023-08-09T03:17:13.418303Z" + } + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.6" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/because/probability/ucm/models/M1A.py b/because/probability/ucm/models/M1A.py new file mode 100644 index 0000000..429b234 --- /dev/null +++ b/because/probability/ucm/models/M1A.py @@ -0,0 +1,41 @@ +# ---------------------------------------------------------------------------- +# Model Definition +# ---------------------------------------------------------------------------- +from probability.ucm.ucm import UCVar +from random import seed +seed(1) + +# Initialize any variables here +# For models variables, initialize the variables outside the model equations +varA = UCVar([0.9, 0.1]) +varC = UCVar([0.2, 0.4, 0.4]) +varB = UCVar([0.2, 0.1, 0.1, 0.1, 0.5], parent=[varA, varC]) + +# print("\nA Distribution: \t") +# pprint.pprint(varA.distribution) +# print("\nC Distribution: \t") +# pprint.pprint(varC.distribution) +# print("\nB Distribution: \t") +# pprint.pprint(varB.distribution) + + +# Describe the test +testDescript = 'Reference Model M1A Categorical -- simple V structure' + +# Define the causal model. +# Each random variable has the following fields: +# - Name +# - List of Parents +# - isObserved (Optional, default True) +# - Data Type (Optional, default 'Numeric') +model = [('A', []), + ('C', []), + ('B', ['A', 'C']) + ] + +# Structural Equation Model for data generation +varEquations = [ + 'A = varA.get_value()', + 'C = varC.get_value()', + 'B = varB.get_value([A,C])' +] \ No newline at end of file diff --git a/because/probability/ucm/models/M1Aold.py b/because/probability/ucm/models/M1Aold.py new file mode 100644 index 0000000..6b4903b --- /dev/null +++ b/because/probability/ucm/models/M1Aold.py @@ -0,0 +1,44 @@ +# ---------------------------------------------------------------------------- +# Model Definition +# ---------------------------------------------------------------------------- +import numpy +from random import seed +seed(1) +# Initialize any variables here +aDist = [0.25, 0.75] +cDist = [0.3, 0.7] + +bBaseDist = [] +bDist = { + 0: [1 / 3, 1 / 3, 1 / 3], + 1: [0.25, 0.25, 0.5] +} + +## Alternative variable distribution +# aDist = [0.25, 0.75] +# cDist = [0.1, 0.9] +# bDist = { +# 0: [0.8, 0.1, 0.1], +# 1: [0.1, 0.1, 0.8] +# } + + +# Describe the test +testDescript = 'Reference Model M1A Categorical -- Simple V' + +# Define the causal model. +# Each random variable has the following fields: +# - Name +# - List of Parents +# - isObserved (Optional, default True) +# - Data Type (Optional, default 'Numeric') +model = [('A', []), + ('C', []), + ('B', ['A', 'C']) + ] + +varEquations = [ + 'A = choice(range(0,2), p=aDist)', + 'C = choice(range(0,2), p=cDist)', + 'B = choice(range(0,3), p=bDist[(A + C) % 2])' +] diff --git a/because/probability/ucm/models/M1B.py b/because/probability/ucm/models/M1B.py new file mode 100644 index 0000000..23db87d --- /dev/null +++ b/because/probability/ucm/models/M1B.py @@ -0,0 +1,45 @@ +# ---------------------------------------------------------------------------- +# Model Definition +# ---------------------------------------------------------------------------- + +# Initialize any variables here +bDist = [0.3, 0.7] +aDist = { + 0: [0.2, 0.8], + 1: [0.8, 0.2] +} + +# Non UC distribution +cDist = { + 0: [0.1, 0.9], + 1: [0.4, 0.6] +} +## Uniform channel distribution +# cDist = { +# 0: [0.1, 0.9], +# 1: [0.9, 0.1] +# } + + +# Describe the test +testDescript = 'Reference Model M1B Categorical -- Simple Inverted V' + +# Define the causal model. +# Each random variable has the following fields: +# - Name +# - List of Parents +# - isObserved (Optional, default True) +# - Data Type (Optional, default 'Numeric') +model = [('B', []), + ('A', ['B']), + ('C', ['B']), + ] + +varEquations = [ + 'B = choice(range(0,2), p=bDist)', + 'A = choice(range(0,2), p=aDist[B])', + 'C = choice(range(0,2), p=cDist[B])', +] + + + diff --git a/because/probability/ucm/models/M1C.py b/because/probability/ucm/models/M1C.py new file mode 100644 index 0000000..e75d7d2 --- /dev/null +++ b/because/probability/ucm/models/M1C.py @@ -0,0 +1,35 @@ +# ---------------------------------------------------------------------------- +# Model Definition +# ---------------------------------------------------------------------------- + +# Initialize any variables here +bDist = { + 0: [0.6, 0.2, 0.2], + 1: [0.2, 0.2, 0.6] +} + +cDist = { + 0: [0.1, 0.1, 0.1, 0.7], + 1: [0.1, 0.7, 0.1, 0.1], + 2: [0.1, 0.1, 0.7, 0.1] +} + +# Describe the test +testDescript = 'Reference Model M1C Categorical-- 3 variable chain (growing cardinality) ' + +# Define the causal model. +# Each random variable has the following fields: +# - Name +# - List of Parents +# - isObserved (Optional, default True) +# - Data Type (Optional, default 'Numeric') +model = [('A', []), + ('B', ['A']), + ('C', ['B']), + ] + +varEquations = [ + 'A = choice(range(0,2), p=[0.3, 0.7])', + 'B = choice(range(0,3), p=bDist[A])', + 'C = choice(range(0,4), p=cDist[B])', +] diff --git a/because/probability/ucm/models/M1Cv2.py b/because/probability/ucm/models/M1Cv2.py new file mode 100644 index 0000000..e643525 --- /dev/null +++ b/because/probability/ucm/models/M1Cv2.py @@ -0,0 +1,37 @@ +# ---------------------------------------------------------------------------- +# Model Definition +# ---------------------------------------------------------------------------- + +# Initialize any variables here +bDist = { + 0: [0.6, 0.2, 0.2], + 1: [0.2, 0.2, 0.6], + 2: [0.2, 0.6, 0.2], + 3: [0.6, 0.2, 0.2] +} + +cDist = { + 0: [0.3, 0.7], + 1: [0.7, 0.3], + 2: [0.3, 0.7] +} + +# Describe the test +testDescript = 'Reference Model M1C Categorical-- 3 variable chain (shrinking cardinality)' + +# Define the causal model. +# Each random variable has the following fields: +# - Name +# - List of Parents +# - isObserved (Optional, default True) +# - Data Type (Optional, default 'Numeric') +model = [('A', []), + ('B', ['A']), + ('C', ['B']), + ] + +varEquations = [ + 'A = choice(range(0,4), p=[0.1, 0.1, 0.2, 0.6])', + 'B = choice(range(0,3), p=bDist[A])', + 'C = choice(range(0,2), p=cDist[B])', +] diff --git a/because/probability/ucm/models/M2.py b/because/probability/ucm/models/M2.py new file mode 100644 index 0000000..43b2fcf --- /dev/null +++ b/because/probability/ucm/models/M2.py @@ -0,0 +1,41 @@ +# ---------------------------------------------------------------------------- +# Model Definition +# ---------------------------------------------------------------------------- + +# Initialize any variables here +from probability.ucm.ucm import UCVar +# For models variables, initialize the variables outside the model equations +varB = UCVar([0.9, 0.1]) +varA = UCVar([0.25, 0.25, 0.5], parent=varB) +varC = UCVar([0.2, 0.1, 0.1, 0.1, 0.5], parent=[varA, varB]) + +## Alternative distribution +# varB = UCVar([0.4, 0.5, 0.1]) +# varA = UCVar([0.25, 0.25, 0.5], parent=varB) +# varC = UCVar([0.3, 0.7], parent=[varA, varB]) + +## Alternative distribution +# varB = UCVar([0.2, 0.1, 0.1, 0.1, 0.5]) +# varA = UCVar([0.25, 0.25, 0.1, 0.4], parent=varB) +# varC = UCVar([0.2, 0.8], parent=[varA, varB]) + +# Describe the test +testDescript = 'Reference Model M2' + +# Define the causal model. +# Each random variable has the following fields: +# - Name +# - List of Parents +# - isObserved (Optional, default True) +# - Data Type (Optional, default 'Numeric') +model = [('B', []), + ('A', ['B']), + ('C', ['B', 'A']), + ] + +# Structural Equation Model for data generation +varEquations = [ + 'B = varB.get_value()', + 'A = varA.get_value(B)', + 'C = varC.get_value([A,B])' +] \ No newline at end of file diff --git a/because/probability/ucm/models/__init__.py b/because/probability/ucm/models/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/because/probability/ucm/models/categTest1.py b/because/probability/ucm/models/categTest1.py new file mode 100644 index 0000000..ea28a7f --- /dev/null +++ b/because/probability/ucm/models/categTest1.py @@ -0,0 +1,33 @@ +# ---------------------------------------------------------------------------- +# Model Definition +# ---------------------------------------------------------------------------- + +# Initialize any variables here +t = 0 + +# Describe the test +testDescript = 'Test with binary models values ' + +# Define the causal model. +# Each random variable has the following fields: +# - Name +# - List of Parents +# - isObserved (Optional, default True) +# - Data Type (Optional, default 'Numeric') +model = [('X', []), + ('Y', ['X']) + ] + +# varEquations = [ +# 'X = 1 if uniform(0,1) > 0.7 else 0', +# 'U = uniform(0,1)', +# # 'Y = 0 if U < 0.4 and X == 0 else 1 if U >= 0.4 and X == 0 else 0 if U > 0.1 and X == 1 else 1 if U <= 0.1 and X==1 else 0' +# # 'Y = 0 if U < 0.5 and X == 1 else 1 if 0.5 < U < 0.9 and X == 1 else 0 if U < 0.2 and X == 0 else 1 if 0.2 < U < 0.4 and X == 0 else 2' +# 'Y = 1^X if U > 0.1 else 0^X' +# ] + +varEquations = [ + 'X = 1 if uniform(0,1) > 0.7 else 0', + 'U = uniform(0,1)', + 'Y = 1^X if U > 0.1 else 0^X' +] diff --git a/because/probability/ucm/models/categTest2.py b/because/probability/ucm/models/categTest2.py new file mode 100644 index 0000000..4594c04 --- /dev/null +++ b/because/probability/ucm/models/categTest2.py @@ -0,0 +1,48 @@ +# ---------------------------------------------------------------------------- +# Model Definition +# ---------------------------------------------------------------------------- +from itertools import permutations +from numpy.random import choice, seed + +# Initialize any variables here +seed(1) +genderDist = [0.4, 0.6] +sizes = ["xs", "s", "m", "l", "xl"] +base_dist = [0.05, 0.1, 0.15, 0.3, 0.4] +dist_perm = list(permutations(base_dist)) +sizeProb = { + 'm': dist_perm[choice(range(len(dist_perm)))], + 'f': dist_perm[choice(range(len(dist_perm)))] +} + +#sizeProb = { +# 'm': [0.05, 0.15, 0.4, 0.3, 0.1], +# 'f': [0.1, 0.3, 0.4, 0.15, 0.05] +# } + +# Describe the test +testDescript = 'Test with 2 trinary models variables' + +# Define the causal model. +# Each random variable has the following fields: +# - Name +# - List of Parents +# - isObserved (Optional, default True) +# - Data Type (Optional, default 'Numeric') +# model = [('X', [], 'Categorical'), +# ('Y', ['X'], 'Categorical) +# ] + +# varEquations = [ +# 'X = choice(range(1,4), p=[0.25,0.25,0.5])', +# 'Y = X if uniform(0,1) > 0.9 else choice(range(1,4))' +# ] + +# Gender Equations +model = [('gender', []), + ('size', ['gender']) + ] +varEquations = [ + 'gender = choice(["m", "f"], p=genderDist)', + 'size = choice(sizes, p=sizeProb[gender])' +] diff --git a/because/probability/ucm/models/llcp_pairs.py b/because/probability/ucm/models/llcp_pairs.py new file mode 100644 index 0000000..32732ec --- /dev/null +++ b/because/probability/ucm/models/llcp_pairs.py @@ -0,0 +1,34 @@ +import pandas as pd +import numpy as np +from because.probability.ucm import ucm +from because.synth import Reader +''' +UCM testing on CDC dataset. +Tests all pairs of directions present in the categorical variables. +I recommend saving output to a text file on run for analysis: + python3 llcp_pairs.py > output.txt +Computing with full dataset vs a sample will produce somewhat different results. +''' + +df = pd.read_csv("../../../models/llcp.csv") + +ds = Reader("models/llcp.csv") +# ds = Reader("models/llcp.csv", limit=10000) + +varNames = ds.getSeriesNames() +numeric = ['age', 'weight', 'height', 'bmi'] +discreteNum = ['ageGroup', 'income', 'sleephours', 'drinks'] +catVars = [i for i in varNames if i not in (numeric+discreteNum)] + +for i in range(len(catVars)): + # print(f'\n\tvariable: {catVars[i]}, length: {len(set(ds.getSeries(catVars[i])))} \n {set(ds.getSeries(catVars[i]))}') + for j in range(i + 1, len(catVars)): + A = np.array(df[catVars[i]].tolist()) + B = np.array(df[catVars[j]].tolist()) + print(f"\n=============\n\ttesting: {catVars[i]} -> {catVars[j]}") + rho, identifiable = ucm.uniform_channel_test(A, B) + if identifiable: + if rho > 0: + print(f"Implied Direction: {catVars[i]} -> {catVars[j]}") + else: + print(f"Implied Direction: {catVars[j]} -> {catVars[i]}") diff --git a/because/probability/ucm/models/trinaryCateg.py b/because/probability/ucm/models/trinaryCateg.py new file mode 100644 index 0000000..a19315d --- /dev/null +++ b/because/probability/ucm/models/trinaryCateg.py @@ -0,0 +1,28 @@ +# ---------------------------------------------------------------------------- +# Model Definition +# ---------------------------------------------------------------------------- + +# Initialize any variables here +t = 0 + +# Describe the test +testDescript = 'Test with trinary models variables' + +# Define the causal model. +# Each random variable has the following fields: +# - Name +# - List of Parents +# - isObserved (Optional, default True) +# - Data Type (Optional, default 'Numeric') +model = [('X', []), + ('Y', ['X']) + ] + +varEquations = [ + 'U = uniform(0,1)', + 'X = 1', + 'X = 2 if U > 0.25 else X', + 'X = 3 if U > 0.5 else X', + # 'X = choice(range(1, 4))', + 'Y = X if uniform(0,1) > 0.5 else choice(range(1,4))', +] diff --git a/because/probability/ucm/ucVarTest.py b/because/probability/ucm/ucVarTest.py new file mode 100644 index 0000000..4c0b0c0 --- /dev/null +++ b/because/probability/ucm/ucVarTest.py @@ -0,0 +1,74 @@ +import pprint +from because.probability.prob import ProbSpace +from because.synth import Reader +from because.visualization import cmodel +from because.probability.ucm.ucm import UCVar, CategVar + +# Example of using the UCVar Class + +''' +-- Initialize the variables with a base distribution and any parent variables. +Base distributions should be a real probability distribution, with values adding to 1. +Parent variables should be initialized first, followed by child variables. +The parents of each variable should be passed when initializing each child variable. + +''' + +varA = UCVar(base_distribution=[0.8, 0.2], values=['male', 'female']) +varB = UCVar(base_distribution=[0.1, 0.1, 0.8], values=['small', 'medium', 'large'], parent=varA) +varC = UCVar(base_distribution=[0.4, 0.6], values=['yes', 'no'], parent=[varA, varB]) + +''' +For each variable, we are able to print the corresponding output values, distribution, or parent values. +''' +print(f"\nParent Values (possible inputs): \n\t{varC.parent_vals}") +print(f"\nPossible output values: \n\t{varC.values}") +print("\nDistribution of C (given (A,B) pair) : \n\t") +pprint.pprint(varC.distribution) + +''' +Generating values. +If the variable is endogenous, then pass the values of the parent variables +(and in the same order as they were passed during initialization). +''' + +A = varA.get_value() +B = varB.get_value(A) +C = varC.get_value([A, B]) + +print(f"\nGenerated values: \n\tA:{A}, B:{B}, C:{C}") + +''' +Output values which are not initialized will be inferred from the base distribution. +''' +varD = UCVar(base_distribution=[0.25, 0.25, 0.5], parent=varB) +print(f"\nPossible output values: {varD.values}") + +''' +There is also a CategVar class, with distribution explicitly defined by parent vars. +Intened to be a non-UC categorical variable but wasn't used much; not well-fleshed out. +''' +dist = { + 'male': [0.8, 0.2], + 'female': [0.6, 0.4] +} +varE = CategVar(distribution=dist, parent=varA) + +print("\nDistribution of E (given A) : \n\t") +pprint.pprint(varE.distribution) +print(f"\nPossible output values: {varE.values}") + +''' +For doing testing and discovery, read dataset into a ProbSpace object and use testDirection. +''' +# Read in model, define models variables +filename = "probability/ucm/models/M2.csv" +ds = Reader(filename) +ps = ProbSpace(ds.varData, categorical=['A', 'B', 'C']) + +# To test a particular direction +out = ps.testDirection('A', 'B') +print(f"\nCalculated rho value: {out}") + +# To perform discovery on target variables and show discovered the causal graph +cmodel.show(probspace=ps, targetSpec=['A','B','C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1) diff --git a/because/probability/ucm/ucm.py b/because/probability/ucm/ucm.py new file mode 100644 index 0000000..5500d53 --- /dev/null +++ b/because/probability/ucm/ucm.py @@ -0,0 +1,289 @@ +import itertools +import random +import pandas as pd +import numpy as np +import scipy.stats as stats +from pprint import pprint +from because.utils import vprint + + +verbosity = 1 +''' +Uniform channel variable class. +Auto-initializes the distributions for the variable given a base distribution. +Each parent value(s) has a defined distribution (which may or may not be unique) + corresponding to a uniform channel -- each distribution is a permutation of + the base distribution. +Values can be generated from the distributions corresponding to the parent values, +if applicable. + +''' +class UCVar: + def __init__(self, base_distribution, values=None, parent=None, noise=0): + self.base_distribution = base_distribution + + if type(values) is list: + self.values = values + else: + self.values = [i for i in range(len(base_distribution))] + if parent is not None: + if type(parent) in (UCVar, CategVar) or (type(parent) is list and len(parent) == 1): + self.distribution = get_dist_dict(parent.values, self.base_distribution, noise) + + elif type(parent) is list and len(parent) > 1: + self.parent = parent + # self.parent_size = [parent.size() for parent in self.parent] + self.parent_vals = [parent.values for parent in self.parent] + self.distribution = get_dist_dict(self.parent_vals, self.base_distribution, noise) + + else: + self.distribution = base_distribution + + ''' + Generate a random value from the distribution corresponding to input parent values. + ''' + def get_value(self, value=None): + vprint(2, verbosity, f"Value: {value}") + vprint(2, verbosity, f"Variable distribution: {self.distribution}") + if value is not None: + assert type(self.distribution) is dict, "Must have parent variables defined" + if type(value) is list: + c = np.random.choice(self.values, p=self.distribution[tuple(value)]) + else: + c = np.random.choice(self.values, p=self.distribution[value]) + else: + c = np.random.choice(self.values, p=self.distribution) + vprint(2, verbosity, f"choice: {c}") + return c + + def size(self): + return len(self.base_distribution) + + +''' +Heuristic variable class for models variables; not well-defined, + mainly for testing with UCVar and non-uniform channel distributions. +Distribution dictionary should be of the form + {parent_value_1: [weight_1, weight_2, ..., weight_n], + ... , + parent_value_m: [weight_1, weight_2, ..., weight_n]}. +''' +class CategVar: + def __init__(self, distribution, values=None, parent=None): + self.distribution = distribution + self.parent = parent + if values is not None: + self.values = values + elif parent is not None: + self.values = range(len(list(distribution.values())[0])) + else: + self.values = range(len(distribution)) + + ''' + Generate a random value from the distribution corresponding to input parent values.''' + def get_value(self, value=None): + if value is not None: + assert type(self.distribution) is dict, "Must have parent variables defined" + if type(value) is list: + c = np.random.choice(self.values, p=self.distribution[tuple(value)]) + else: + c = np.random.choice(self.values, p=self.distribution[value]) + else: + c = np.random.choice(self.values, p=self.distribution) + vprint(3, verbosity, f"Value choice: {c}") + return c + + +''' +Performs the uniform channel test as described in UCM paper, obtaining a p-value for both directions. +Each parameter A and B should correspond to a list of observations for a single variable. +Alpha value can be adjusted for confidence, default value is 0.05. +AMap and BMap to remap values to string names; cosmetic and for debugging. +Returns rho value to determine directionality and confidence, and identifiability boolean. +''' +def uniform_channel_test(A, B, alpha=0.05, AMap=None, BMap=None, limit=None): + # if limit is not None and limit > len(A): + # idx = random.sample(range(len(A)), 10000) + # print(type(A)) + # A = A[idx] + # B = B[idx] + + ab_pval = p_val(A, B, AMap, BMap) + ba_pval = p_val(A, B, AMap, BMap, reversed=True) + # ba_pval = p_val(B, A, BMap, AMap) + + vprint(1, verbosity, f"\n\t**P-values** \nForward: {ab_pval} \nBackward:{ba_pval}") + + ''' Alpha may not be needed if we're using a rho value to determine direction; + - if both are significant (high magnitude p), then rho goes towards 0. + - if neither is signification (low magnitude p), then rho goes towards 0. + - Otherwise, one will have a large p value and the other small, so rho is useful. + ''' + + rho = ab_pval - ba_pval + vprint(1, verbosity, f"Rho-value: {rho}") + + # Identifiable if tne direction is significant and the other is not + if (ab_pval > alpha > ba_pval) or (ab_pval < alpha < ba_pval): + identifiable = True + else: + identifiable = False + vprint(1, verbosity, f"identifiable: {identifiable}") + return rho, identifiable + + +''' +Performs the uniform channel test as described in UCM paper, for two variables. +A and B should each be a list of observations for a particular variable. + A[i] and B[i] correspond to the i-th observation of the A and B variables. +Generates and returns a p-value +''' +def p_val(A, B, AMap=None, BMap=None, reversed = False): + + from scipy.stats.contingency import crosstab + # if len(A) > 11000: + # idx = random.sample(range(len(A)), 10000) + # # print(idx) + # A = A[idx] + # B = B[idx] + # + # # A = A[]:10000 + # # B = B[:10000] + + if reversed: + A, B = B, A + + a_size = len(np.unique(A)) + b_size = len(np.unique(B)) + n = len(A) + + # Chunk mostly for seeing conditional prob dist when debugging + if reversed: + df = pd.DataFrame({ + 'B': A, + 'A': B + }) + cond_a = (df.groupby('B')['A'].value_counts() / df.groupby('B')['A'].count()).unstack().fillna(0) + + if BMap is not None: + cond_a.index = [BMap[i] for i in cond_a.index] + if AMap is not None: + cond_a.columns = [AMap[i] for i in cond_a.columns] + vprint(2, verbosity, f"Cond prob Var1|Var2: \n{cond_a}") + else: + df = pd.DataFrame({ + 'A': A, + 'B': B + }) + + cond_b = (df.groupby('A')['B'].value_counts() / df.groupby('A')['B'].count()).unstack().fillna(0) + if AMap is not None: + cond_b.index = [AMap[i] for i in cond_b.index] + if BMap is not None: + cond_b.columns = [BMap[i] for i in cond_b.columns] + + vprint(2, verbosity, f"Cond prob Var2|Var1: \n{cond_b}") + + # Obtain the contingency table, sorted rows of observed values + cont_table = crosstab(A, B)[1] + cont_table_sort = [sorted(cont_table[i], reverse=True) for i in range(a_size)] + vprint(4, verbosity, f"Contingency table: \n{cont_table_sort}") + + # Calculate MLE from columns of the sorted contingency table + cat_counts = [[cont_table_sort[i][j] for i in range(a_size)] for j in range(b_size)] # Group by size category + mle = [sum(i) / n for i in cat_counts] + + # Obtain the expected values (sorted table) + N_a = [sum(cont_table[i]) for i in range(a_size)] + exp_cont_table = [[N_a[i] * mle[j] for j in range(b_size)] for i in range(a_size)] + vprint(4, verbosity, f"Expected table: \n{exp_cont_table}") + + # Calculate a G-score + summand = [cont_table_sort[x][y] * np.log((cont_table_sort[x][y] / (exp_cont_table[x][y] + 0.000000001)) + 0.000000001) + for x in range(a_size) for y + in range(b_size)] + vprint(5, verbosity, '\tSummand: {summand}') + g_squared = 2 * sum(summand) + vprint(5, verbosity, "\tg-squared: {g_squared}") + + # Calculate the corresponding p-value from g-squared statistic + dof = (a_size - 1) * (b_size - 1) + p_value = 1 - stats.chi2.cdf(g_squared, df=dof) + + return p_value + + +# For initializing noisy UC probability distributions within models; Not really needed anymore +def get_noisy_perm(base_dist, noise): + # print(base_dist) + # print(sum(base_dist)) + # assert sum(base_dist) == 1, "Distribution must sum to 1" + + from random import uniform, seed + from numpy.random import choice + from itertools import permutations + # seed(1) + + # Generate noise + noise = [uniform(0, noise) for i in range(len(base_dist))] + + # Add noise to a permutation + perms = list(permutations(base_dist)) + unnorm_dist = np.array(perms[choice(range(len(perms)))]) + noise + + # Normalize distribution + norm_dist = [float(i) / sum(unnorm_dist) for i in unnorm_dist] + + # print(norm_dist) + + return norm_dist + +# Auto-generates a (UNIFORM CHANNEL) distribution dictionary dependent on possible parent values and base distribution +# For generating models variable values +def get_dist_dict(parent_vals, base_dist, noise=0.0): + dist_dict = dict() + # multiple parents + if type(parent_vals[0]) is list: + prod = itertools.product(*parent_vals) + for elem in prod: + dist_dict[elem] = get_noisy_perm(base_dist, noise) + else: # single parent + for val in parent_vals: + dist_dict[val] = get_noisy_perm(base_dist, noise) + # if verbosity >= 3: + # pprint(dist_dict) + return dist_dict + + + +if __name__ == "__main__": + + # for i in range(1): + # print(f"i = {i}") + # # d = get_noisy_perm([0.1, 0.1, 0.8]) + # get_dist_dict(2, [0.1, 0.1, 0.8]) + # # print(np.random.choice(range(3), p=d)) + + # CatA = UCVar([0.1, 0.1, 0.8]) + # CatC = UCVar([0.4, 0.6]) + # CatB = UCVar([0.2, 0.8], parent=[CatA, CatC]) + + + # for i in range(10): + # A = CatA.get_value() + # C = CatC.get_value() + # # print(A) + # B = CatB.get_value([A, C]) + + CatB = CategVar([0.4, 0.5, 0.1]) + + CatA = UCVar([0.25, 0.25, 0.5], parent=CatB) + CatC = UCVar([0.2, 0.8], parent=[CatA, CatB]) + for i in range(10): + B = CatB.get_value() + A = CatA.get_value(B) + # print(A) + C = CatC.get_value([A, B]) + print("VALUES: ", A, B, C) + + diff --git a/because/visualization/cmodel.py b/because/visualization/cmodel.py index e9c7704..0a6ee2c 100644 --- a/because/visualization/cmodel.py +++ b/because/visualization/cmodel.py @@ -73,6 +73,8 @@ def show(dataPath='', numRecs=0, targetSpec=[], condSpec=[], controlFor=[], gtyp rvs = cg.getRVs() if edgeLabels == 'mde': elText = 'Maximum Direct Effect' + elif edgeLabels == 'rho': + elText = 'Rho-value' else: elText = 'Correlation' vprint(4, verbosity, 'Showing', elText, 'for edge labels') @@ -86,6 +88,8 @@ def show(dataPath='', numRecs=0, targetSpec=[], condSpec=[], controlFor=[], gtyp effect = cg.MDE(parent, var) if corr < 0: effect *= -1 + elif edgeLabels == 'rho': + effect = cg.getEdgeProp(link, 'dir_rho') else: effect = corr edgeVals[link] = effect From f62c6c52910a71c3a7c0cbc96676ad6e5d0a60cc Mon Sep 17 00:00:00 2001 From: sarahnash Date: Wed, 9 Aug 2023 10:40:28 -0400 Subject: [PATCH 2/5] fixed file paths --- because/probability/prob.py | 1 - .../model_analysis-checkpoint.ipynb | 567 ------------------ because/probability/ucm/ucm.py | 2 +- 3 files changed, 1 insertion(+), 569 deletions(-) delete mode 100644 because/probability/ucm/.ipynb_checkpoints/model_analysis-checkpoint.ipynb diff --git a/because/probability/prob.py b/because/probability/prob.py index 04928cb..02cf1f7 100644 --- a/because/probability/prob.py +++ b/because/probability/prob.py @@ -1848,7 +1848,6 @@ def testDirection(self, rvA, rvB, givenSpecs=[], power=None, N_train=2000): # Use UC model for categorical and binary data. if (self.isCategorical(rvA) or (self.isDiscrete(rvA) and self.cardinality(rvA) < 3)) \ and (self.isCategorical(rvB) or (self.isDiscrete(rvB) and self.cardinality(rvB) < 3)): - print("Using UCM test...") if rvA in self.stringMapR.keys() and rvB in self.stringMapR.keys(): # For readability with testing rho, identifiable = ucm.uniform_channel_test(standA, standB, AMap=self.stringMapR[rvA], BMap=self.stringMapR[rvB]) diff --git a/because/probability/ucm/.ipynb_checkpoints/model_analysis-checkpoint.ipynb b/because/probability/ucm/.ipynb_checkpoints/model_analysis-checkpoint.ipynb deleted file mode 100644 index d2f00dc..0000000 --- a/because/probability/ucm/.ipynb_checkpoints/model_analysis-checkpoint.ipynb +++ /dev/null @@ -1,567 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "ExecuteTime": { - "end_time": "2023-08-09T03:17:13.475456Z", - "start_time": "2023-08-09T03:17:12.759654Z" - } - }, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "import sys\n", - "import ucm\n", - "from because.synth import Reader\n", - "from because.probability import prob\n", - "from because.visualization import cmodel\n" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:12.786944Z" - }, - "is_executing": true - }, - "outputs": [ - { - "ename": "FileNotFoundError", - "evalue": "[Errno 2] No such file or directory: 'probability/ucm/models/M2.csv'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn[2], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m df \u001b[38;5;241m=\u001b[39m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mprobability/ucm/models/M2.csv\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3\u001b[0m A \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray(df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mA\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mtolist())\n\u001b[1;32m 4\u001b[0m B \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray(df[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mB\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mtolist())\n", - "File \u001b[0;32m/Library/Python/3.9/site-packages/pandas/io/parsers/readers.py:912\u001b[0m, in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[0m\n\u001b[1;32m 899\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[1;32m 900\u001b[0m dialect,\n\u001b[1;32m 901\u001b[0m delimiter,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 908\u001b[0m dtype_backend\u001b[38;5;241m=\u001b[39mdtype_backend,\n\u001b[1;32m 909\u001b[0m )\n\u001b[1;32m 910\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[0;32m--> 912\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m/Library/Python/3.9/site-packages/pandas/io/parsers/readers.py:577\u001b[0m, in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 574\u001b[0m _validate_names(kwds\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[1;32m 576\u001b[0m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[0;32m--> 577\u001b[0m parser \u001b[38;5;241m=\u001b[39m 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be opened in binary mode.\u001b[39;00m\n\u001b[1;32m 856\u001b[0m \u001b[38;5;66;03m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[1;32m 857\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mencoding \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mmode:\n\u001b[1;32m 858\u001b[0m \u001b[38;5;66;03m# Encoding\u001b[39;00m\n\u001b[0;32m--> 859\u001b[0m handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m 860\u001b[0m \u001b[43m \u001b[49m\u001b[43mhandle\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 861\u001b[0m \u001b[43m \u001b[49m\u001b[43mioargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 862\u001b[0m \u001b[43m 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} - ], - "source": [ - "df = pd.read_csv(\"models/M2.csv\")\n", - "\n", - "A = np.array(df['A'].tolist())\n", - "B = np.array(df['B'].tolist())\n", - "\n", - "print(ucm.uniform_channel_test(B, A))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Test M1A:\n", - "Simple V structure\n", - "Note that the model definition file initializes a distribution at the top, and uses the choice() function with parameter p corresponding to the initial distributions." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.195177Z" - }, - "is_executing": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "getData: 10000 records read.\n", - "\n", - "\tTesting A -> B direction\n", - "Using UCM test...\n", - "\n", - "\t**P-values** \n", - "Forward: 2.5821678129034353e-11 \n", - "Backward:2.5821678129034353e-11\n", - "Rho-value: 0.0\n", - "identifiable: False\n", - "\n", - "\tTesting B -> C direction\n", - "Using UCM test...\n", - "\n", - "\t**P-values** \n", - "Forward: 4.508332707153784e-09 \n", - "Backward:5.5486102379376234e-09\n", - "Rho-value: -1.0402775307838397e-09\n", - "identifiable: False\n", - "triangles = [('B', 'A', 'C')]\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Library/Python/3.9/site-packages/scipy/stats/_distn_infrastructure.py:2176: RuntimeWarning: divide by zero encountered in divide\n", - " x = np.asarray((x - loc)/scale, dtype=dtyp)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0.9025786428566827\n", - "Map = \n", - " A --> B ( 0.3 )\n", - " C --> B ( 0.3 )\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "filename = \"models/M1Aold.csv\"\n", - "ds = Reader(filename)\n", - "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", - "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A->B<-C is the correct direction, and was correctly identified by the model." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Test M1A:\n", - "Simple V structure (with UCVar class variables)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "end_time": "2023-08-09T03:17:13.617271Z", - "start_time": "2023-08-09T03:17:13.209869Z" - } - }, - "outputs": [], - "source": [ - "filename = \"probability/ucm/models/M1A.csv\"\n", - "ds = Reader(filename)\n", - "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", - "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "With modified file, the model did not do as well to predict the correct causal graph." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Conditioning using subspace might fix the issue:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.223934Z" - } - }, - "outputs": [], - "source": [ - "ss = ps.SubSpace([('A', 0)])\n", - "cmodel.show(probspace=ss, targetSpec=['B','C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.236797Z" - } - }, - "outputs": [], - "source": [ - "ss = ps.SubSpace([('C', 0)])\n", - "cmodel.show(probspace=ss, targetSpec=['A','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.255731Z" - } - }, - "outputs": [], - "source": [ - "ss.testDirection('A','B')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "TestDirection directly works but doesn't seem like it gets called with cmodel.show -> cdisc." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.271056Z" - } - }, - "outputs": [], - "source": [ - "ss = ps.SubSpace([('C', 1)])\n", - "cmodel.show(probspace=ss, targetSpec=['A','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.280789Z" - } - }, - "outputs": [], - "source": [ - "ss = ps.SubSpace([('C', 2)])\n", - "cmodel.show(probspace=ss, targetSpec=['A','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.297407Z" - } - }, - "outputs": [], - "source": [ - "ss = ps.SubSpace([('B', 0)])\n", - "cmodel.show(probspace=ss, targetSpec=['A','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## M1A\n", - "Conditioning on A yields C->B\n", - "conditioning on B yields nothing (as expected)\n", - "conditioning on C yields A->B" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Test M1B:\n", - "Inverted V\n", - "structure\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.308422Z" - } - }, - "outputs": [], - "source": [ - "filename = \"probability/ucm/models/M1B.csv\"\n", - "ds = Reader(filename)\n", - "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", - "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "B->A identified but not B->C (expected, since C does not have a uniform channel distribution)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "( Repeating M1B with the alternative distribution definition of C yields the correct directions B->A and B->C )" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Test file: M1C (Growing Chain)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.319487Z" - } - }, - "outputs": [], - "source": [ - "filename = \"probability/ucm/models/M1C.csv\"\n", - "ds = Reader(filename)\n", - "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", - "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Test model: M1C (shrinking chain)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.327079Z" - } - }, - "outputs": [], - "source": [ - "filename = \"probability/ucm/models/M1Cv2.csv\"\n", - "ds = Reader(filename)\n", - "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", - "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Both versions of the model seem to predict accurately; the shrinking cardinality maybe slightly less." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Test model: M2 (Common cause model)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.338575Z" - } - }, - "outputs": [], - "source": [ - "filename = \"probability/ucm/models/M2.csv\"\n", - "ds = Reader(filename)\n", - "ps = prob.ProbSpace(ds.varData, categorical=['A', 'B', 'C'])\n", - "cmodel.show(probspace=ps, targetSpec=['A', 'B', 'C'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Predicts B->A only. (Sometimes did other predictions correctly on different generations, but was not consistent)." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Try testing with subspace and conditioning to see if there are different results." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.351465Z" - } - }, - "outputs": [], - "source": [ - "ss = ps.SubSpace([('A', 0)])\n", - "cmodel.show(probspace=ss, targetSpec=['C','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.360638Z" - } - }, - "outputs": [], - "source": [ - "ss = ps.SubSpace([('A', 1)])\n", - "cmodel.show(probspace=ss, targetSpec=['C','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.370864Z" - } - }, - "outputs": [], - "source": [ - "ss = ps.SubSpace([('A', 2)])\n", - "cmodel.show(probspace=ss, targetSpec=['C','B'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Conditioning on A seems to yield B->C" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.379217Z" - } - }, - "outputs": [], - "source": [ - "ss = ps.SubSpace([('B', 0)])\n", - "cmodel.show(probspace=ss, targetSpec=['C','A'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.389060Z" - } - }, - "outputs": [], - "source": [ - "ss = ps.SubSpace([('B', 1)])\n", - "cmodel.show(probspace=ss, targetSpec=['C','A'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Conditioning on B yields A->C" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.399260Z" - } - }, - "outputs": [], - "source": [ - "ss = ps.SubSpace([('C', 0)])\n", - "cmodel.show(probspace=ss, targetSpec=['B','A'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.411734Z" - } - }, - "outputs": [], - "source": [ - "ss = ps.SubSpace([('C', 2)])\n", - "cmodel.show(probspace=ss, targetSpec=['B','A'], sensitivity=10, power=5, edgeLabels='rho', verbosity=1)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Seems like conditioning on C blocks flow of information from B->A (this is what we would expect), so the direction is not identifiable." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "ExecuteTime": { - "start_time": "2023-08-09T03:17:13.418303Z" - } - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.6" - } - }, - "nbformat": 4, - "nbformat_minor": 1 -} diff --git a/because/probability/ucm/ucm.py b/because/probability/ucm/ucm.py index 5500d53..faa9369 100644 --- a/because/probability/ucm/ucm.py +++ b/because/probability/ucm/ucm.py @@ -7,7 +7,7 @@ from because.utils import vprint -verbosity = 1 +verbosity = 0 ''' Uniform channel variable class. Auto-initializes the distributions for the variable given a base distribution. From 6b7a2f3d9ad927c4765d6331a07b1b92498cbcb0 Mon Sep 17 00:00:00 2001 From: sarahnash Date: Wed, 9 Aug 2023 10:57:45 -0400 Subject: [PATCH 3/5] change cat/binary direction test from diff entropy to UCM test --- because/causality/cdisc.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/because/causality/cdisc.py b/because/causality/cdisc.py index 38b5421..dea6d22 100644 --- a/because/causality/cdisc.py +++ b/because/causality/cdisc.py @@ -353,7 +353,7 @@ def discover(ps, varNames=None, maxLevel=2, power=5, sensitivity=5, verbosity=2) v1, v2 = link linkR = (v2, v1) if (ps.isCategorical(v1) or ps.cardinality(v1) == 2) and (ps.isCategorical(v2) or ps.cardinality(v2) == 2): - # Both variables are either models or binary. Use UCM via testDirection + # Both variables are either categorical or binary. Use UCM via testDirection adj1 = adjacencies[v1] adj2 = adjacencies[v2] From f8e714314c071a8d3769ce56ffd1140913b2e483 Mon Sep 17 00:00:00 2001 From: sarahnash Date: Wed, 9 Aug 2023 11:10:51 -0400 Subject: [PATCH 4/5] removed unnecessary notebook --- because/probability/ucm/LLCP_Analysis.ipynb | 8534 ------------------- 1 file changed, 8534 deletions(-) delete mode 100644 because/probability/ucm/LLCP_Analysis.ipynb diff --git a/because/probability/ucm/LLCP_Analysis.ipynb b/because/probability/ucm/LLCP_Analysis.ipynb deleted file mode 100644 index a5dac5d..0000000 --- a/because/probability/ucm/LLCP_Analysis.ipynb +++ /dev/null @@ -1,8534 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "getData: 290759 records read.\n", - "ps.N = 290759\n", - "ps.fieldList = ['age', 'gender', 'weight', 'height', 'ageGroup', 'genhealth', 'asthma_ever', 'asthma', 'skincancer', 'othercancer', 'copd', 'arthritis', 'depression', 'kidneydis', 'diabetes', 'maritaldetail', 'married', 'education', 'veteran', 'income', 'state', 'childcnt', 'sleephours', 'employment', 'smokertype', 'physicalactivity', 'insurance', 'checkup', 'nohospitalcost', 'bmi', 'bmicat', 'drinks']\n" - ] - } - ], - "source": [ - "%matplotlib widget\n", - "\n", - "from because.probability import prob\n", - "\n", - "from because.synth import read_data\n", - "from because.visualization import viz\n", - "#import matplotlib\n", - "\n", - "r = read_data.Reader('models/llcp.csv')\n", - "ds = r.read()\n", - "\n", - "ps = prob.ProbSpace(ds, power=5)\n", - "print('ps.N = ', ps.N)\n", - "print('ps.fieldList = ', ps.fieldList)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from IPython.display import display, HTML\n", - "display(HTML(\"\"))" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Target = [('insurance',), ('sleephours',), ('employment',), ('smokertype',)] , Condition = []\n", - "Viz.show: Showing graph = Multi Variable PDF Plot , power = 1\n", - "vars = ['insurance', 'sleephours', 'employment', 'smokertype']\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1d1b2cd0e1714c9895b595e8240cd9c5", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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", 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", 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 33.196\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "076c5d10b80b4658b304389c43edb1bb", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 30\n", - "Elapsed Time = 0.363\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b0482e606ac94721bbfbbe6d90d252e1", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 13.78\n", - "colorInd = 0\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "78699556d7c14f76852e50f9bd047041", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 4.362\n", - "colorInd = 0\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "42f51be903594d15870d7295d1048c37", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 24.279\n", - "colorInd = 0\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "34d4c136ac65481eb86c629704857ee1", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 12.645\n", - "colorInd = 0\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "10c8a2a4701041b0b89ebdc700bef509", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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gtype='pdf', power=5, enhance=True)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 302114\n", - "Viz.show: Target = [('genhealth', '2-verygood', '1-excellent')] , Condition = [('age',), ('income',)]\n", - "Viz.show: Showing graph = 3D Bound Probability plot with 2 conditionals. , power = 1\n", - "enhance = True\n", - "nTests = 248\n", - "Test Time = 114.092\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "28d60de2b0f04b2db066e53f8f3d3160", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 18.893\n", - "colorInd = 0\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4a50b6231a224069adfd6d4ebe75e74c", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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MmTMxbNgwhIeHo0qVKrh58yaSk5Ph4eGh9hCOiIgAALXDCADMnj0bPXr0wKZNmxAUFITk5GTcunULDg4OJiV89GDZ2lqhenUfVK/ug9u30xAZGYuzZ2MLbCtYUgkJaUhISMM//1wvdJ6KFcuhWrUKqFbN699XBVSt6gl/fzfodA9V3ygiIiLNPVQBIAAMHToUDg4O+PDDD3HmzBnY2tqiW7dumD17Nnx8fApdrlu3bvjf//6HDz74ACdOnICLiwu6du2KWbNmqSWG9HBxdbVHw4aV0KBBAGJibiMyMhYXL8ZDry/79n/Gx9xt3nzGZLqtrRUCA8vDz88Vfn7l4Ovr+u/rznsPD0eWFBMR0SPtoRsI+kHjQNAPlsFgQFpaNrKy9P++cpCVpUdm5p3Pd97rkZ6e/e8rC/frSLaxsYSPT24w6ObmAFtbS/X5zXZ2VgW+t7e3RkCAG0JDvVG+vNP9ySgRET1S7udA0A9dCSA92XQ63b/jCBY8lmBhRASZmXqkpWWpAWFaWu7f9PRspKZm4vbtdE2qmjMz9bh4MR4XL8bfe+YCuLs7IDTUGyEhFRAaWkF9HxDA6mciIro/GADSY0FRFLW0rSjZ2TlISkrH7dvpSExMx+3baf/+Tb9vg1LfvJmKnTvPYefOcybT7eysUK1aBQQGloeDgzXs7KwLLV3MfVmifHknBAV5ws/PlcEjERGZrcQB4IoVK4q9TP/+/UuaHJEmrKws4O7uCHd3R5PpIoL09Gzcvp2GlJRMpKZmIjU1C6mpWUhLy/z3b1aZ5i09PRtHj0bj6NHoe898FxsbSwQGlkdwsCeCgjz//VsewcFeDA6JiCifErcB1Ol0xW4In5Pz8D/2i20AqTDG9onG4DAtLRPZ2TnQ6w3IyTG+BHp9jvo+J8cAvd6ArCw9EhPTCx0DsSzZ2FiiSpXyKFfOvpA2ipb/fs4tcbS3t4az851xF40v4/iLHGeRiKhsPDJtAK2srODt7X3P+a5du4bs7OzSJEX0wBnbJxb2rON7MRgEyckZuH07d5ia27dzq6Bv305DVlbZ/TjKzNTjzJlrmq3P1tZKHYjb3t4aVlYWsLKygKWlRZ73unzvXV3tUb68Izw8HFG+vJPJXzc3e5ZSEhHdR6UKAOvVq4fdu3ffc77GjRtj//79pUmK6JGn0ylqaVpAgLs6PW/1c0JCGtLSsu4qUTQgJyfHpEQx928OUlOz7lvbRaOMjGxkZGTjxo0kzdap0ylwc3NA+fJOKF/eERUrlvt38HA3BAS4w98/9y8H8CYi0kaJA8AWLVqgZs2aZs1bt25d2NraljQposeaoiiwt7eGvb01fHxci7WsMXhMTExHUlI6EhMz/v2bjqSkjPseHJaUwSCIj09BfHwKzpwpfD4PD0cEBLipAaGPjwtcXOzg7GwHZ2fbPH9z3zs52cLKyuL+bQgR0SOC4wDehW0A6XGRNzhMTs4waatY1Hu9Pkcdf9H490G0XdSKnZ0VnJ3t4ObmAA8PB3h4OBb6MlZJOzracLBvIrrvHpk2gET08Mpbsujt7VLi9YjkVj3fCQrvBIZ6vQEGg6gvEeN70+m5y+cO3J2RoVerke9HCaVxsPDiVFk7ONjA19cVPj4u6qDfPj4u8PUt9+9fV3h7u8DGpuhhh4iIHlalDgCPHTuGVatW4e+//8a5c+eQmJgIZ2dnBAcHo3nz5ujduzdq166tRV6J6AFQFAWWlrmdPLRug6fXG5CZmf1vYJj7SkvLQkpKpvpKTs5AZqZe03TvJTU1E5GRNxAZeaPI+by9XRAWVhlNmwahadNA1Kvnz17SRPRIKHEV8ObNmzF58mTs27cPQG4pQb6V/1uF0rhxY0ybNg3PPPNMKbJ6f7AKmOjhk52d829AmIHk5Ez1fUaGHtnZxhLJHPX9g2Jra4WGDSuhadNANG0ahCZNqqBcOYcHlh8ierTczyrgUo0DCADlypVD+/bt0bBhQwQEBMDZ2RlJSUm4fPky9u/fjz///BMJCQnQ6XTQ6+/vr/iSYABI9GgTEWRn5yA7+05QmJmZg8xMYynjnSrouz+XRVvHGjV80LRpIAIC3KAoivrDWFHw72f8+1n5t7RVhxo1fBAWVhmOjuw8R/QkeSTaALZo0QJjx45Fhw4dYGlZ+Gr0ej1+//13zJ8/v6RJERGZTVEUWFtbwtraEg7FKHwzBo7p6bnV0Kmpmf/+zcr3OSfHYPZ6T52KwalTMcXeDgsLHerU8UPTpkFo1iy3irm4vcSJiArDXsB3YQkgERVFRJCVpUdqahbi41Nw/XoSbtxIQkJCWpmnXbmyB5o1C0KzZrlVzKGhFTiANtFj5JEoASQiehIpigIbGyvY2FjBzc0BVat6AcgdIDs2NvnfgDARsbEpxSopNMfFi/G4eDEeK1fuBQA4OdkiIMANFSu6oWLFcvDzK5fvr4NDyZ5cQ0SPt1IFgNOmTVPfK4qC9957r9QZIiJ6FNnaWsHfP3eQagDIyTEgPj4FN24kIS4uBXp9Du6ub8lbAWN8m5mZjfj41AI71t0tOTkDJ0/G4OTJwquYy5Wzh59fOXh6OuUZINvGZPDsvJ+dnGzh6GgDBwcbODhYw8HBhj2biR5DpaoCzlv1oCgKcnIejacOFIVVwET0oOn1OXlKE5Nw/XrSA32qi6Wl7t+A8E5Q6OBgjYAAdwwd2hwtW1Z9YHkjepw8MlXAFy9e1CofRET0L0tLC/j4uKqdPgwGQUJCGq5fT1QDwpSUzPuWH73egMTE3EcM5rVr13l8//1+TJ78HKZM6cz2iESPkFIFgAEBAQCAqKgo2NiwnQkRUVnQ6RS4uzvA3d0BNWr4AABSUjKRmJiGlJTcHsopKZlITc1U39/P8RCnTVuPgwcv49tvB3PcQ6JHhCYNOypVqoTGjRtj165dJtM7duyIw4cP48aNokfTJyKi4nF0tIGjY+E/vLOzc/IEhlnIzMwdNNs4PmJWlj7PWIk5JgNql6Rl0O+/n0T9+jOxdu1w1K5dsTSbRkT3gWYtewu6YMTGxiI+Pl6rJIiIyExWVhZwdbWHq6t9sZfNyTFAr89BdnbuX73egOzsHJP3iYnpOHo02qRjy4UL8WjceA6+/LIf+vRppOHWEJHWShUADh48WH1//vx5k8+pqak4duwYHB0dS5MEERHdZxYWOlhY6HCvlj2+vq7YsuUfpKdnq9PS07PRt+/X2L//Ej78sAesrCzKOLdEVBKl7gWsKApERH28kZFxtW3btsWff/5ZulzeR+wFTERkvpSUTGzefAaxscn5/te8eRB+/HEoKlRweQA5I3r0PDK9gFu0aAFFUfDXX3/ByckJdevWVf9nb2+PkJAQjB07ttSZJCKih5Ojow2ef74Wdu8+jzNnrpv87++/z6FevRlYs2YYmjQJfEA5JKKClCoA3L59O4DcksDq1atj27ZtWuSJiIgeIRYWOjRvHgxPTyfs3HkOOTl3KpauXUtEq1bz8fHHPTFiRKt8tUVE9GBoMmiTwWDA7t27tVgVERE9oqpVq4AuXWrn652cnZ2DkSNXo06dD/Dll38jLS3rAeWQiIxK1QbQyGAwYNmyZdiyZQtu3Lhh0iNYURRs2bKltEncN2wDSERUOhkZ2diy5R9cvXq7wP+7utrj1VebYsSIlqhSpfz9zRzRQ+x+tgHUJAAcNWoUFi5cCOBO54+8nUMepUfEMQAkIio9g0Fw8OAlHD1a+E1MURQ891xNvPnmM2jTJoRPEqEn3iPTCcRo1apVEBH4+PigcuXKsLTkg8OJiJ5kOp2Chg0rw9PTGXv3XkBSUka+eUQE69adwLp1J1C1qhdGjmyFAQMaw9nZ7gHkmOjJokkJoIeHB+zt7XH27NlH/pFwLAEkItKWiCA6OgGnTsUgOjqhyHkdHW3QqVNN1KlTEbVq+aF2bT/4+rqy8wg9ER65EsCXX34ZP/zwA7Kzsx/5AJCIiLSlKAr8/d3g7++GxMR0nD59DRER1wt8XnFKSiZ+/PEQfvzxkDqtXDl7NRisVcsXtWr5oWZNH9jZWd/PzSB6rGgSADo6OiIpKQl16tRBly5d4OrqavL/yZMna5EMERE94lxc7NC4cRXUrx+As2djcepUDBIS0opcJiEhDX/9FYm//opUp+l0CqpW9ULbtqHo0qU2WrQIhrU1mx8RmUuTKuCinggCgJ1AiIioQCKCa9cScfJkDC5fvomS3pGcnW3RsWNNvPBCbXToUAPlyjlom1Gi++CRqwL29/dn+wwiIio2RVHg4+MKHx9XpKRkIjr6Fm7eTMWtW6m4eTMV2dnmFSAkJWXghx8O4ocfDsLSUocWLYLRpUttPP98LQ41Q1QATUoAHycsASQiejiICFJSMk0Cwlu3UpGYmF6s9dSs6YO2bUNRqZIH/PxcUbGiGypWLAdPTycOPUMPlUeuBNAoNTUVx48fh4WFBRo2bKjlqomI6AmjKAqcnGzh5GSLSpXc1enZ2TlISEjFlSu3cfnyLcTFJRe5npMnY3DyZEy+6VZWFvD1dUXFiuXg51dO/eviYgdbWyvY2VnB1tYq3/u8n+3trVkDRo8kzQLADz74ALNnz0Z6ejoaNWqEUaNGYfz48fjggw/wyiuvaJUMERE94aysLODp6QxPT2fUq+ePtLQsXL58E5cv38LVq7eRk2Mwaz3Z2Tm4dOkmLl26War8ODjYwMHBGg4ONnB0vPM+72d3d0dUreqJqlW9UK1aBXh4OJYqTaLS0iQA/Pzzz/P19H322WcRHR2N1atXMwAkIqIyY29vjdBQb4SGeiM7OwdXr95WA8KMjOwyTz81NROpqZkAii6JzMvNzQFVq3qiWrUKqFbN69/A0AtBQZ6wtbUqu8wS/UuTAPCTTz6BTqfDRx99hFGjRgEA3N3d4evri2PHjmmRBBER0T1ZWVmgUiV3VKrkDoNBEBeXjOjoW0hMzEBqaiZSUjKRmpqFB938/datVOzdexF79140ma4oCqpU8UDt2n7qq06divD3d2NVM2lKkwDw/PnzqFGjBt566y01AAQANzc3nD59WoskiIiIikWnU+Dl5QwvL2eT6QaDICMjGykpxoAwUw0O09KykJ2dg5wcA3Jy5N+/Buj1BrOrlktDRHD+fBzOn4/D2rVH1Omurvb/DoLti9q1K6J2bQ6GTaWjSQDo4uKCmJgYZGTcedbj7du3ERkZCRcXFy2SICIi0oROp8De3hr29tbw9HQyezkRgcEgakCY+8qBXp+D7OwcZGcb1Pd6veHfv7mfU1KykJiYhqSkDBgMxS99vH07DTt2nMWOHWdNpltY6GBlZaG+LC3v/pz7193dAY0bV0GrVlXRpEkgHBz41K4nnSYBYMuWLbF27Vo0atQIQG6JYMOGDZGeno7OnTtrkQQREdEDpSgKLCwUWFjoYF3CgjeDQZCSkoHbt9Nx+3Y6EhPTkJiYjsTEdKSmZhV7fcYSSnPaOm7bFoGZM/+ApaUODRpUQsuWVdGqVVU0bRoIR0fbkmwOPcI0GQcwIiICjRo1QlJSktpGQUTg4uKCPXv2ICQkpNQZvV84DiARET0I2dk5uH07zWTcw5s3Uwp8ZrKWLCx0qF8/AC1bBqNly6po3jwYTk4MCB+E+zkOoGYDQZ87dw4zZszAgQMHAAANGjTAhAkTULVqVS1Wf98wACQiooeFiCA1NfPfYLDkg2EXh7W1Jdq1C0WPHk+jS5dafKzeffRIBoCPCwaARET0sMttV5iBnJzcdokGg/zbRtGgfs77SkhIxbVriYiNTSlWD2hLSx3atAlF9+710LVrHY5fWMYeiSeBrFixwux5+/fvX6x1r169GnPnzsWZM2dgZ2eHZ555BnPmzEFgYGChywwcOBDLly/PN/1+fIlERET3k5WVRYlK5rKzc3DjRhJiYhJx7Voi4uKSi+yUotcbsGHDKWzYcArDh3+HVq2qokePenjxxbr5elfTo6XEJYA6nc6sMYkURYFerzd7vUuXLsWQIUMAAJUrV8bNmzeRlJQET09PHDt2DBUqVChwOWMA6OvrCz8/P3W6p6cnfv31V7PTZwkgERE9KfR604AwNrbogNBIURQ0bx6EwMDysLOzgp2dNezsch+Nl/ez8W+5cvaoXt2b1cn38EiUAAIwqxi5OPFlVlYWxo8fDwDo3r071qxZg5iYGISEhCA2NhYzZ87EJ58UHZQNGTIEU6dONTtNIiKiJ5WlpQV8fcvB17ccACAzU4+oqFu4cCEeV67cQk5OwfdwESlwWJp7qVixHGrX9kOtWn7/jmvoh+BgT1haWpR6W6h4ShwAGgzaD4h54MABxMfHA8gNAAHAx8cHYWFh2LRpEzZs2HDPdSxYsACzZs2Cp6cnmjZtihkzZhRZdZyZmYnMzEz1M5tEEhHRk8rGxhLBwZ4IDvZEVpYe0dEJuHAhHlFRtzQZCDs6OgHR0QlYt+6EOs3W1go1anibBIW1avmxvWEZ02QcQK1ER0er7z09PdX3Xl5eAICoqKgil7e2toa3tzeysrJw4cIF/PDDD9i4cSNOnDgBX1/fApeZNWsW3n//fQ1yT0RE9PiwtrZEYGB5BAaWR3Z2DqKjE3DxYm4wmJ2t3dA0GRnZOHQoCocOmd7jvb1dUKuWL556ylcNDkNCKsDGhs9K1kKJA8BnnnnGrPkURcGWLVtKmgwA80rlxo4di08//RSOjrm/GL744gsMHz4cCQkJWLZsGSZNmlTgchMmTMDo0aPVz6GhoYiJiSlVfomIiB4nVlYWqFLFA1WqeECvN+DKlQTExyerTz/J+3SUO+9z1M9paVnFfgLKtWu57RL//PPOI2UtLXWoVq2CWlLYtWsdhIQU3DeAilbiAHD79u1QFOWewVlxHl5dsWJF9X1sbGy+9/7+/oUuW7NmTZPPffr0wfDhwwEUXXJoY2MDG5s7j8Thw7aJiIgKZ2mpQ6VK7qhUyd3sZXJyDEhMTFfHMTQOdJ2WVrynn+j1Bpw6FYNTp2KwatUBTJnyGzZseAutW1cr7mY88UocAPbv31/zYKlBgwZwd3fHzZs3ER4ejt69eyMmJgZ79+4FAHTo0AEA1CeLjBw5EiNHjgQATJkyBSNHjkT58uUB5A4lY1SpUiVN80lERETms7DQwc3NAW5upr2A09OzcOtWmhoQ3rqVioSE1EI7n9wtK0uPgQO/wcmTU/j0kmJ66AaCXrJkCYYNGwbAdBgYDw8PHDt2DD4+PmrgOWXKFLXHr6Io0Ol0qFKlCkQE58+fBwBUqFABx44dM2lTWBQOA0NERPTgGAyCpCTT0sJbt1KRnJxZ6DIjRrTEokWv3Mdclo1HZhiYu23btg179+5FuXLl8Morr+D27dvw8vIyqWK9l6FDh8LBwQEffvghzpw5A1tbW3Tr1g2zZ8+Gj49PocvNmDEDf/zxByIjI5GUlISgoCC0adMGkyZNMjv4IyIiogdLp1Pg6moPV1d7BAaWV6dnZenV0sJ//rmO+PgU9X+fffYXXnqpPlq2fLQeP/sgaVICmJ6eji5dumDr1q0AgEaNGmHs2LHo2bMnZs6ciXfeeafUGb1fWAJIRET0cEtKSseaNYeh198ZmiYwsDyOH58Me3vrB5iz0rmfJYA6LVYyadIkbNmyBSKidgp57rnnYG1tjfXr12uRBBEREREAwNnZDg0bVjKZdv58HN5775cHk6FHkCYB4I8//gg7OzscPXpUnWZjY4OAgABERkZqkQQRERGRqkYNn3zPI/744y3Yu/fCA8rRo0WTADA2NhZVq1ZFrVq1TKZbWVnh9u3bWiRBREREpFIUBS1bBsPC4s6IJCKCwYNXICMj+wHm7NGgSQDo7e2NyMhItectABw9ehRnzpwpsuMGERERUUm5utrj6acDTKadOXMN06ez+dm9aBIAvvDCC0hPT0fNmjWhKAqOHDmChg0bQkTwwgsvaJEEERERUT61avmhfHnT5wbPmfMnDh8u+vGxTzpNAsDp06ejdu3ayMzMhIggMzMTer0eTz31FJ+zS0RERGVGp1PQsmVV6HR3qoJzcgwYNGg5srL0DzBnDzdNxgF0dnbG/v37sWrVKuzfvx9A7lM9evfuDWvrR7c7NhERET383NwcULduRRw6dKfU7/jxK5gz50+8995zDzBnD6+H7kkgDxrHASQiInr05OQY8PPPR3HrVqo6zcrKAocPT0TNmr4PMGfme+TGAfzPf/6DevXq4dixY+q048ePo169ehg3bpwWSRAREREVysJCh5Ytg6HcqQlGdnYOBg9eAb0+58Fl7CGlSQC4evVq3LhxA7Vr11an1apVC7GxsVi1apUWSRAREREVqXx5J9SuXdFk2oEDl/Dxx5sfUI4eXpqNA1iuXLl8011dXREXF6dFEkRERET3VK+eP1xd7Uymvffer4iIuP6AcvRw0iQAdHNzQ2RkJPbt26dO279/PyIiIgoMDImIiIjKgqWlDi1bVjWZlpmpR58+S3HlSsIDytXDR5MAsHXr1tDr9WjZsiXat2+P9u3bo0WLFjAYDHj22We1SIKIiIjILF5eznjqKdOOH4cORaFGjan4+utdYP9XjQLAadOmwcXFBVlZWdi8eTM2b96MrKwsuLq6chxAIiIiuu8aNAiAs7OtybSkpAy8+uoKdOz4CaKjbz2gnD0cNAkAg4KCcPDgQQwcOBChoaEIDQ3FoEGDsH//fgQGBmqRBBEREZHZLC0t0LZtddjb5x+P+M8/T6NmzfexdOnOJ7Y0sMzHAczMzISNjU1ZJqEpjgNIRET0+MjMzMbu3Rdw9mxsgf9v1646vvyyH/z93e5zzvJ75MYBfPbZZ3H16tV80w8dOoS6detqkQQRERFRsdnYWKF162po377g0sCNG3NLA7/66skqDdQkANy2bRtq166NH374AQAgIvjggw/QpEkTREREaJEEERERUYkFBLijZ896qFrVK9//kpMz8NprK9GhwyeIinoy2gZqEgA2aNAAt27dwiuvvIJXXnkFTZs2xZQpU5CdnY2ePXtqkQQRERFRqdjYWKFVq6ro0KFGkaWB3323r4ClHy+aBIB79uzBnDlzYGtrix9++AF79+6Fh4cHfvjhB6xevVqLJIiIiIg04e/vhp49ny60NLBv368xcuQqZGXpH0Du7g9NAkCdTody5crByspKrT+3tbWFq6urFqsnIiIi0pSNjaVaGujgkL80cNGi7WjR4sPHdrgYTQLAtm3bYtiwYUhKSkLHjh1Rp04dREdHo0OHDhg6dKgWSRARERFprqjSwH37LqJevRnYsuXMA8hZ2dIkANyyZQvs7OywePFirF+/Hvv27cN//vMfKIqCpUuXapEEERERUZmwts4tDWzVqiosLExDo/j4FLRr91/MnPk7DAbDA8qh9jTrBHLkyBEMGzYMAGBlZYU5c+Zg69at8Pf31yIJIiIiojJVtaoXunatne8JIgaDYOLEX9C162IkJKQ+oNxpS5MAcPfu3QgODs43vUWLFjh+/LgWSRARERGVOXd3R7z4Yl0EBOQfGPq3346jfv2ZOHo0+gHkTFuaBIAWFhaIj4/HlClT0L59ewwdOhQnT57EihUrkJCQoEUSRERERPeFjY0l2rWrjgYNKkFRTP934UI8Gjeeg2++2f1gMqcRSy1WcunSJTRt2hTXr18HADRq1Ai3b9/GwIEDMXbsWMydO1eLZIiIiIjuC0VRULduRXh6OmLLlghkZGSr/8vIyMagQcvx/ff7ERTkCS8vJ3h6Oqt/PT2d4OXlDGdnWyh3R5APCU0CwHHjxuHatWvw8/NTn13XrFkzODs7Y9OmTVokQURERHTf+fqWQ7dudbF58xnExiab/G/TpjPYtKnwHsI2Npbw9HSCu7sjbG0tYWNjBWtrC1hbW8LGxhLW1pawtrZQ3ycmppf15qg0CQA3b94MDw8PnDlzBk5OTur0gIAAXLp0SYskiIiIiB4IR0cbPP98LezdewGnTl0ze7nMTD2ioxMQHW1uc7jMkmWwBDRpA5ieno4KFSrAwcHBZHpKSgoyM+/fxhARERGVBQsLHZo2DcIzz1SDpaUm4dMDpUkJYGBgIE6dOoVvv/0WAJCZmYmFCxfi4sWLqFWrlhZJEBERET1wQUGe8PV1xaVLN5Gamom0tGxkZGQjPT1LfZ+dnfOgs3lPmgSAr732Gv7v//4PAwYMgKIoOHr0KEaNGgVFUTB48GAtkiAiIiJ6KNjZWSM01LvQ/+v1OUhPvxMUZmXpkZNjgMEgRf6NjNQh5z7FjpoEgG+99RYiIiLwxRdfqM8CVhQFQ4cOxVtvvaVFEkRERESPBEtLCzg5WcDJyfbeM+dx6ZIF0u9TPxBNAkBFUfDZZ59h3LhxOHjwIADg6aefRuXKlbVYPRERERFpSJMA0KhSpUq4ffs2kpKSGPwRERERPaQ0DQAB4PXXX8eBAweg1+u1XjURERERaaBM+jEb2wESERER0cPn0R/IhoiIiIiKRfMAUERYAkhERET0ENO8DeDevXu1XiURERERaahMq4APHDiAHTt2lGUSRERERFRMmpcA5vXKK6/g4sWL7BFMRERE9BAp804gbA9IRERE9HApVQmgj49Pkf+Pi4srzeqJiIiIqAyUqgTw+vXrRb5ySvhE49WrV6NevXqws7ODm5sbevTogfPnz5u1bE5ODpo0aQJFUaAoCsaPH1+iPBARERE9rkpVAmhhYQF3d3d07NixwP+vXbsWKSkpxVrn0qVLMWTIEABA5cqVcfPmTYSHh+Pvv//GsWPHUKFChSKXnzZtGvbs2VOsNImIiIieJKUKAGvUqIHr169j2bJlBf5/586dxQoAs7Ky1BK77t27Y82aNYiJiUFISAhiY2Mxc+ZMfPLJJ4Uuv3v3bsyYMQMvvfQSfvzxx+JtDBEREdETolRVwM2bN0dmZiauXr1a4P99fX3h7+9v9voOHDiA+Ph4ALkBIJDbzjAsLAwAsGHDhkKXTUpKQt++feHj44MvvvjC7DSJiIiInjSlKgFcuHAhFi5cWOj/t2/fXqz1RUdHq+89PT3V915eXgCAqKioQpd94403cPnyZWzbtg2urq5mp5mZmYnMzEz1M3stExER0ePukXgW8L2Csp9//hnffvst3n33XbRo0aJY6541axZcXFzUV0xMTGmySkRERPTQK1UAGBUVZfIqrYoVK6rvY2Nj870vrDr52LFjAICPPvoIjo6OcHR0VP/30Ucfwc/Pr9A0J0yYgMTERPV1r6FtiIiIiB51pQoAK1WqhMqVK6uv0mrQoAHc3d0BAOHh4QCAmJgY9fnCHTp0AACEhIQgJCQEn376qcnyaWlpSE1NRWpqqjotOzu7yI4oNjY2cHZ2Vl+KopR6O4iIiIgeZqVqAzh58mRNAyZra2vMnDkTw4YNQ3h4OKpUqYKbN28iOTkZHh4eag/hiIgIAFA7jEydOhVTp041WZcxX++88w5mz56tWR6JiIiIHnWlCgDvDrq0MHToUDg4OODDDz/EmTNnYGtri27dumH27NmsniUiIiLSQKkCwLLSp08f9OnTp9D/m9NTl715iYiIiAr2SPQCJiIiIiLtMAAkIiIiesIwACQiIiJ6wjAAJCIiInrCMAAkIiIiesKUWQBYpUoVVKlSBV27dtXkKSFEREREpI0yCwAvXbqES5cu4ddff0X16tUxb968skqKiIiIiIqhzALAAQMGYMCAAejSpQtsbW3Vp3gQERER0YNVZgNBL1u2zOTzyZMnyyopIiIiIiqG+9YJpGbNmvcrKSIiIiIqQqlKAAcPHqy+VxQFS5cuLXWGiIiIiKhslSoA/Oabb9T3DACJiIiIHg2lCgANBoNW+SAiIiKi+4QDQRMRERE9YUpcAjht2jSz5508eXJJkyEiIiIijZU4AJw6dSoURTFrXgaARERERA+PUrUBFJF7zmNukEhERERE90eJ2wAaDAb19ffff8PZ2RlfffUVkpKSkJSUhKVLl8LBwQEbN27UMr9EREREVEqadAJ544034Ofnh8GDB8PR0RGOjo4YNGgQAgIC8H//939aJEFEREREGtHkUXAREREQEWzatAlt27YFAGzevBnnzp1jFTARERHRQ0aTALB27drYv38/OnToAHt7eyiKgtTUVABAgwYNtEiCiIiIiDSiSRXwkiVL4OPjAxFBamoqUlJSICLw9vbGkiVLtEiCiIiIiDSiSQlgrVq1cO7cOXz33Xc4ffo0AKBGjRp45ZVXYGtrq0USRERERKQRTQJAALC1tcWrr76KmzdvAgDc3d21WjURERERaUizR8F9//33qFKlCjw9PeHp6YnAwECsWrVKq9UTERERkUY0KQH89ddf0bdvX5NpFy9eRN++feHk5ITOnTtrkQwRERERaUCTEsC5c+cCABo2bIg5c+Zgzpw5aNSoEUQEc+bM0SIJIiIiItKIJiWAR48ehbe3N/7++29YWVkBAN566y1UrlwZR44c0SIJIiIiItKIJiWABoMB1tbWavAHANbW1rC2tjbrecFEREREdP9oUgJYvXp1HDlyBD179kSvXr0AAD/88AOioqLw9NNPa5EEEREREWlEkwDwjTfewKuvvoq1a9di7dq16nRFUfDGG29okQQRERERaUSTKuBBgwZh2rRpsLW1hYhARGBra4tp06Zh4MCBWiRBRERERBrRbCDoSZMmYfTo0Th16hSA3CeB2Nvba7V6IiIiItKIZgEgABw4cAAHDx4EAKSnp6NFixZarp6IiIiINKBJAJiRkYGuXbti06ZNJtPbtWuH//3vf7CxsdEiGSIiIiLSgCZtAKdNm4aNGzeq7f+Mr40bN2L69OlaJEFEREREGtEkAPzhhx+g0+nw8ccf48aNG7hx4wY++ugjAMDq1au1SIKIiIiINKJJAHjlyhWEhITg7bffRvny5VG+fHmMGjUKISEhiI6O1iIJIiIiItKIJgGgk5MToqOjERMTo06LiYlBdHQ0nJ2dtUiCiIiIiDSiSQDYokULJCcnIzQ0FJ07d0bnzp0RGhqK1NRUtGzZUoskiIiIiEgjmvQCnj59OjZv3ozk5GT88ccfAAARgZOTE6ZNm6ZFEkRERESkEU1KAGvUqIF9+/ahX79+CAkJQUhICPr37499+/ahevXqWiRBRERERBrRbCDo0NBQLF++XKvVEREREVEZ0SQAXLFiRaH/s7OzQ+3atVG1alUtkiIiIiKiUtIkABw4cCAURSlynn79+uHrr7+GTqdJrTMRERERlZCm0djdTwLJ+1q5ciUWLlxo1npWr16NevXqwc7ODm5ubujRowfOnz9f5DITJkxAaGgonJ2dYWtri4CAAAwePBiXL1/WYtOIiIiIHhuaBIDr1q2Dvb09Jk2ahOPHj+P48eOYOHEiHBwcsGrVKkyfPh0iYlYbwaVLl6J37944cuQIvL29kZOTg/DwcDRp0gTXr18vdLk///wTqampCA4ORsWKFREVFYVly5ahffv2WmwiERER0WNDEREp7UqaN2+OW7du4dSpUybTq1evDjc3N+zcuRMNGjTAmTNnkJKSUuh6srKy4Ovri/j4eHTv3h1r1qxBTEwMQkJCkJycjDfffBOffPJJgctmZGTA1tZW/dyvXz98++23AID4+Hi4u7ubtS1+fn64evUq7O3LoW/fgtMiIiIi0trKlW8iPf02fH19ceXKlTJNS5MSwIMHD+Ly5csmAWBERASio6Nx6NAhAICvry/uFWseOHAA8fHxAIDu3bsDAHx8fBAWFgYA2LBhQ6HL2tra4rPPPkOjRo0QHBysBn/GILQwmZmZSEpKUl8axMNEREREDzVNAsCgoCCkp6ejTp06eOqpp9RXWloagoODAQBnz56Fj49PkevJ+9xgT09P9b2XlxcAICoqqsjlo6KisH//fpw7dw4AULduXWzatKnIDiqzZs2Ci4uL+sr7ODsiIiKix5EmAeDChQthb2+PnJwcnDp1CqdOnYJer4e9vT0+/fRTnDt3DtbW1njppZdKtH5zS+Vmz54NvV6Pf/75B61bt8aRI0fQp08f5OTkFLrMhAkTkJiYqL7uFaQSERERPeo0GQamVatWOHv2LBYtWoTTp08DAGrWrIkRI0aopXdHjhy553oqVqyovo+Njc333t/f/57rsLCwQLVq1TBq1Chs27YN27dvx5YtW9CuXbsC57exsYGNjY36+V7D2RARERE96jQJAPfv34+GDRti+vTppVpPgwYN4O7ujps3byI8PBy9e/dGTEwM9u7dCwDo0KEDACAkJAQAMHLkSIwcORJnz57FmTNn0LlzZ+h0OhgMBpP2gqmpqaXKFxEREdHjRJMq4LCwMFSvXh2zZ88uVa8Va2trzJw5EwAQHh6OKlWqIDQ0FMnJyfDw8MD48eMB5HYwiYiIUDuMXL16FS+88AJcXFxQu3Zt+Pj4YPHixQBye/U+++yzpdxCIiIioseHZgNB//PPP5g4cSIqVaqEdu3aYeXKlUhLSyv2eoYOHYpvv/0WderUQUxMDBRFQbdu3bB79+5C2+f5+/uja9euKFeuHCIiIpCQkIDAwEAMGzYMe/bsgbOzc2k3j4iIiOixock4gCdPnkR4eDjCw8Nx8uTJ3BUrChwcHNC9e3cMGDAArVq1Km0y9wXHASQiIqIH4ZEbB7BmzZqYMmUKjh8/joiICEybNg329vZISUnBihUr8Oyzz6JRo0a4cOGCFskRERERUSlo+izgyMhILF26FIsXLzap/nV2dsaBAwcwcOBALZMjIiIiohLQpBfw119/ja+//hp79uwBkDtun5ubGwYNGoThw4ejYsWKCAsLw/79+7VIjoiIiIhKQZMAcMiQIer7Ro0aYcSIEXjppZdMxterXr06jh49qkVyRERERFQKmlQBOzg4YOjQoTh8+DD27NmDfv36mQR/APDtt9/CYDBokRwRERERlUKpSwCzs7MxdOhQuLm5oXbt2lrkiYiIiIjKUKlLAK2srPDZZ5/hhx9+4GPUiIiIiB4BmlQBN2nSBNevX0d2drYWqyMiIiKiMqRJJ5BXXnkFb7zxBjp06IBhw4bBy8vLpDSwRYsWWiRDRERERBrQJAB87bXXoCgKtm/fju3bt5v8T1EU6PV6LZIhIiIiIg1oEgACuWP/EREREdHDT5MA8OLFi1qshoiIiIjuA00CwICAAJPPer0elpaaFS4SERERkYY0exbwX3/9hZYtW8LW1hYtW7bEli1bMHjwYOzevVurJIiIiIhIA5oU023fvh3t2rVTO3uICPz9/fHNN98AyB0mhoiIiIgeDpqUAE6ePBk5OTl48cUX1WnBwcHw8vLCrl27tEiCiIiIiDSiSQB48OBBVK5cGeHh4SbTvb29cfXqVS2SICIiIiKNaBIAWlpa5hsGxmAw4OrVq7CwsNAiCSIiIiLSiCYBYN26dXHp0iW89tprAIC4uDj07t0bcXFxePrpp7VIgoiIiIg0okkAOH78eADA119/DUVRcOHCBaxZswaKouA///mPFkkQERERkUY0CQA7duyI77//Hv7+/hARtRfwt99+i44dO2qRBBERERFpRJNhYEQEvXr1Qq9evRAfHw8A8PDw0GLVRERERKQxTUoA/f39MXHiRERGRsLDw4PBHxEREdFDTJMA8OrVq5g9ezZCQ0PRuHFjfPHFF0hMTNRi1URERESkMU0CwIkTJyIoKAgign379mHEiBHw9vZGr1698Mcff2iRBBERERFpRJMAcPr06YiIiMDhw4cxbtw4VKpUCRkZGfjpp5/w/PPPa5EEEREREWlEk04gRnXq1IGPjw98fX0xa9YsXL9+Pd8A0URERET0YGkSACYkJGDNmjX44Ycf8Ndff8FgMEBEoCgKWrVqpUUSRERERKQRTQLAChUqQK/Xq6V9QUFB6N+/P/r164eAgAAtkiAiIiIijWgSAGZnZ8PFxQUvvfQSBgwYgCZNmmixWiIiIiIqA5oEgKtWrULXrl1hY2OjxeqIiIiIqAxp0gu4V69eavD39ddfY9q0aVqsloiIiIjKgCYBYF5ffvkl3n//fa1XS0REREQa0TwAJCIiIqKHGwNAIiIioieMpgNBA0DdunVha2ur9WqJiIiISCOaB4CfffaZ1qskIiIiIg1pUgWcmJiI1NTUfNOPHj2KHTt2aJEEEREREWmkVAFgSkoKOnfuDDc3N7i6uqJ///4mgeDrr7+OZ555ptSZJCIiIiLtlCoAnDt3Ln7//XeICHJycvDdd9+hU6dOyMjIUOcxPh6OiIiIiB4OpQoAf/jhByiKgrCwMLz55pvw9vbGzp070bt3b63yR0REREQaK1UnkOjoaHh4eGD79u2wtrbGxIkT0axZM/z6668YNWqURlkkIiIiIi2VKgB0cHCAr68vrK2tAQCenp74448/0LhxYyxcuBBWVlaaZJKIiIiItFOqKuCAgAD8888/Jh0/AgMD8csvv8DGxgZZWVmlziARERERaatUAWCzZs2QkZGBL774wmR648aNsWLFihKvd/Xq1ahXrx7s7Ozg5uaGHj164Pz580UuM378eDRu3Bienp6wtbVFlSpV8OabbyI2NrbE+SAiIiJ6HClSim66KSkpuHnzJmxtbeHl5ZXv/9euXUNWVhYCAgLMXufSpUsxZMgQAEDlypVx8+ZNJCUlwdPTE8eOHUOFChUKXE5RFFhYWCA0NBS3bt1CTEwMAKBmzZo4duwYdDrzYl0/Pz9cvXoV9vbl0LfvJ2bnm4iIiKg0Vq58E+npt+Hr64srV66UaVqlKgF0dHREQEBAgcEfAHh7excr+MvKysL48eMBAN27d8eFCxdw5swZODk5ITY2FjNnzix02YkTJ+LatWs4ceIEoqKi0L17dwDAyZMncezYsWJsFREREdHjrVSdQO6u5u3fv3+pMnPgwAHEx8cDgBrA+fj4ICwsDJs2bcKGDRsKXfaDDz5Q31tYWKBJkyYIDw8HANjY2JQqX0RERESPk1IFgAMHDoSiKBARKIpS6gAwOjpafe/p6am+N5YwRkVFmbWe1NRUNTht2rQpqlevXui8mZmZyMzMVD9z4GoiIiJ63JUqANy2bZtW+ShScYKyuLg4PP/88zh27BhCQkLw008/FTn/rFmz8P7775c2i0RERESPjFIFgC1bttQqHwCAihUrqu/z9t41vvf39y9y+YiICHTq1AkXLlxAWFgYfvvtN3h4eBS5zIQJEzB69Gj1c2hoqNqBhIiIiOhxVKpOIFpr0KAB3N3dAUBtvxcTE4O9e/cCADp06AAACAkJQUhICD799FN12R07dqBJkya4cOECevTogW3btt0z+ANy2wc6OzurL0VRtN4sIiIioofKQxUAWltbqz19w8PDUaVKFYSGhiI5ORkeHh5qD+GIiAhERESoHUYAoG3btrh16xYURUFUVBRatWqFsLAwhIWFYf369Q9ke4iIiIgeRqWqAi4LQ4cOhYODAz788EOcOXMGtra26NatG2bPng0fH59ClzM+dUREsH//fpP/xcXFlWmeiYiIiB4lD10ACAB9+vRBnz59Cv1/QZ1C2HuXiIiIyDwPVRUwEREREZW9MisBNI7ZV758edjZ2ZVVMkRERERUTGVWAli5cmVUrlwZwcHB9xyLj4iIiIjunzILAEUEIoKYmBi8/PLL6Ny5c1klRURERETFUGZVwMuWLQMAJCQkYMeOHdi5c2dZJUVERERExVBmAeCAAQPU96NGjSqrZIiIiIiomNgLmIiIiOgJU6oSwCpVqqjvFUXB+fPnS50hIiIiIipbpQoA/f39+excIiIiokdMqQLA7du3a5QNIiIiIrpf2AaQiIiI6AmjSS9gg8GAZcuWYcuWLbhx44bJc3kVRcGWLVu0SIaIiIiINKBJADh69GgsXLgQANTgT1EUiAjbCBIRERE9ZDQJAFetWgURgY+PDypXrgxLyzIbXpCIiIiISkmTSC0nJwd+fn44e/YsbGxstFglEREREZURTTqB9O/fH+np6cjOztZidURERERUhkpcAjht2jT1vb29PdLS0lCnTh106dIFrq6uJvNOnjy5xBkkIiIiIm0pkrfLbjHodLp8HTwK6/SRk5NTstw9AH5+frh69Srs7cuhb99PHnR2iIiI6AmxcuWbSE+/DV9fX1y5cqVM0ypxCSCfAkJERET0aCpxAHjp0iUNs0FERERE94smnUAGDx6MmTNn5pu+du1aLF68WIskiIiIiEgjmgSA33zzDdatW5dv+rx58zBy5EgtkiAiIiIijZRqHMCoqCj1fWZmJqKjo9UngaSmpuLy5ctsJ0hERET0kClVAFi5cmUAuY99O3r0KCpVqpRvnooVK5YmCSIiIiLSWKkCwLuf+3s3KysrvPvuu6VJgoiIiIg0VqoAcNu2bRARPPPMM6hevToWLVqk/s/e3h6BgYFwc3MrdSaJiIiISDulCgBbtmwJAJgyZQr8/PzUz0RERET08CpxALhjxw71fevWrfNNy6tFixYlTYaIiIiINFbiALBVq1Zm9fBVFAV6vb6kyRARERGRxjTpBEJEREREj44SB4AXL17UMh9EREREdJ+UOAAMCAjQMh9EREREdJ+Uqgo4rxMnTmDNmjWIiYlBTk6OOl1RFCxdulSrZIiIiIiolDQJADds2IAXXnghX2cPEWEASERERPSQ0SQAnDlzJrKzs+Hk5ITk5GRYW1tDURRYWlqifPnyWiRBRERERBrRabGSY8eOwcnJCZcvXwYA1KtXD//88w+sra2xePFiLZIgIiIiIo1oEgBmZGQgODgYrq6u0Ol0yMzMREBAAHx9fTF27FgtkiAiIiIijWhSBezq6oqkpCQAgLu7O06ePIk5c+YgIiIClpaa9TMhIiIiIg1oUgJYtWpVREVFISkpCY0bN0Z2djbeffdd6PV6PPXUU1okQUREREQa0aR4bsqUKTh16hQSExMxb948nDp1CufPn4efnx8+/fRTLZIgIiIiIo1oEgC2adMGbdq0UT+fPXsWt27dgpubmxarJyIiIiINadpAb9u2bdi7dy/KlSuHV155BVFRUfDy8oKNjY2WyRARERFRKWgSAKanp6NLly7YunUrAKBRo0bw9PREz549MXPmTLzzzjtaJENEREREGtCkE8ikSZOwZcsWiAhEBADw3HPPwdraGuvXr9ciCSIiIiLSiCYB4I8//gg7OzscPXpUnWZjY4OAgABERkZqkQQRERERaUSTADA2NhZVq1ZFrVq1TKZbWVnh9u3bxV7f6tWrUa9ePdjZ2cHNzQ09evTA+fPni1xm7dq1ePbZZ+Hi4gJFUaAoCjZs2FDstImIiIged5oEgN7e3oiMjDQJ0o4ePYozZ87Ax8enWOtaunQpevfujSNHjsDb2xs5OTkIDw9HkyZNcP369UKX27FjB3bt2sVnDxMRERHdgyYB4AsvvID09HTUrFkTiqLgyJEjaNiwIUQEL7zwgtnrycrKwvjx4wEA3bt3x4ULF3DmzBk4OTkhNjYWM2fOLHTZCRMmICkpCV999VWpt4eIiIjocaZJADh9+nTUrl0bmZmZEBFkZmaqTwF5//33zV7PgQMHEB8fDyA3AAQAHx8fhIWFAUCRVbpeXl6wtrYudt4zMzORlJSkvoydWIiIiIgeV5oMA+Ps7Iz9+/fj+++/x4EDBwAADRo0QO/evYsVlEVHR6vvPT091fdeXl4AgKioKC2ya2LWrFnFClKJiIiIHnWaDQRtZWWFAQMGYMCAAVqtUlWWpXITJkzA6NGj1c+hoaGIiYkps/SIiIiIHjTNAsAtW7Zgy5YtuHHjhknApigKli5datY6KlasqL6PjY3N997f31+j3N5hY2Nj8qQSRVE0T4OIiIjoYaJJADhjxgxMnjw533QRKVYA2KBBA7i7u+PmzZsIDw9H7969ERMTg7179wIAOnToAAAICQkBAIwcORIjR47UYhOIiIiInhiaBICLFy+GiMDKygqenp6wtCzZaq2trTFz5kwMGzYM4eHhqFKlCm7evInk5GR4eHioPYQjIiIAQO0wAgCffPIJPvnkE6Snp6vTBg8eDHt7e3Tv3h1z5swpxRYSERERPT40CQCTk5NRvnx5nD59Gu7u7qVa19ChQ+Hg4IAPP/wQZ86cga2tLbp164bZs2cXOabgrVu38g0Wfe3aNQDAjRs3SpUnIiIioseJIhr0sBg0aBA2bdqEy5cvw8LCQot8PTB+fn64evUq7O3LoW/fTx50doiIiOgJsXLlm0hPvw1fX19cuXKlTNMqcQngihUr1Pd169bFjz/+iJYtW+Kll16Cq6urybz9+/cvcQaJiIiISFslDgAHDhyYr8fsnj17sGfPHpNpiqIwACQiIiJ6iJSqDaA5tcd8sgYRERHRw6XEAaDBYNAyH0RERER0n2jyLGAiIiIienRoMgyMwWDAsmXLCn0SyJYtW7RIhoiIiIg0oEkAOHr0aCxcuBDAnTZ/iqKoTwIhIiIiooeHJgHgqlWrICLw8fFB5cqVS/wkECIiIiIqe5pEajk5OfDz88PZs2dhY2OjxSqJiIiIqIxo0gnk5ZdfRnp6OrKzs7VYHRERERGVIU1KAB0dHZGUlIQ6deqgS5cu+Z4EMnnyZC2SISIiIiINaPIsYJ1OV2Snj5ycnNImcd/wWcBERET0IDwSzwLOy9/fn719iYiIiB4RmgSAly5d0mI1RERERHQfaDpeS2pqKo4fPw4LCws0bNhQy1UTERERkUY0exTcBx98AC8vLzRr1gyjRo3Cjz/+iCpVquD777/XKgkiIiIi0oAmAeDnn3+OyZMnIy0tTX0SyLPPPovo6GisXr1aiySIiIiISCOaBICffPIJdDodFixYoE5zd3eHr68vjh07pkUSRERERKQRTQLA8+fPo0aNGnjrrbdMpru5ueHGjRtaJEFEREREGtEkAHRxcUFMTAwyMjLUabdv30ZkZCRcXFy0SIKIiIiINKJJANiyZUvcunULjRo1ApBbItiwYUOkp6ejdevWWiRBRERERBrRJAD84IMP4OTkhBMnTkBRFMTHx+PcuXNwdnbG1KlTtUiCiIiIiDSiSQBYrVo1HDx4EAMGDEBoaChCQ0MxYMAA7Nu3DyEhIVokQUREREQa0Wwg6KCgICxbtkyr1RERERFRGdEkAFyxYkWh/7Ozs0Pt2rVRtWpVLZIiIiIiolLSJAAcOHAgFEUpcp5+/frh66+/hk6n2cNHiIiIiKgENI3GRKTQ18qVK7Fw4UItkyMiIiKiEtAkAFy3bh3s7e0xadIkHD9+HMePH8fEiRPh4OCAVatWYfr06RARLF++XIvkiIiIiKgUFDE+vLcUmjdvjlu3buHUqVMm06tXrw43Nzfs3LkTDRo0wJkzZ5CSklLa5MqUn58frl69Cnv7cujb95MHnR0iIiJ6Qqxc+SbS02/D19cXV65cKdO0NCkBPHjwIC5fvmwSAEZERCA6OhqHDh0CAPj6+kKDWJOIiIiISkmTTiBBQUE4ffo06tSpo477FxERgZycHNSoUQMAcPbsWfj4+GiRHBERERGVgiYlgAsXLoS9vT1ycnJw6tQpnDp1Cnq9Hvb29vj0009x7tw5WFtb46WXXtIiOSIiIiIqBU1KAFu1aoVz585h0aJFajVwzZo1MWLECHh5eQEAjhw5okVSRERERFRKmj0JxMvLC9OmTdNqdURERERURkoVAO7YscPkc4sWLUqVGSIiIiIqe6UKAFu1agVFUSAiUBQFOTk5WuWLiIiIiMpIqQLAZcuWaZUPIiIiIrpPShUADhgwQKt8EBEREdF9UuJhYIo7qDMHgSYiIiJ6OJQ4AAwODsann36K+Pj4Iue7desWFi1ahGrVqpU0KSIiIiLSUImrgC9evIi3334bo0ePRsOGDdGgQQNUqlQJTk5OSElJweXLl3Hw4EHs3bsXer0eOp0mY04TERERUSmVOAA8deoUpk6dirVr12L37t3Ys2dPvnlEBJaWlnjppZcwZcqUUmWUiIiIiLRR4gAwJCQEq1evRmxsLNasWYOdO3fi7NmzSExMhLOzM4KDg9G8eXP06NEDnp6eWuaZiIiIiEqh1E8C8fT0xIgRIzBixAgt8kNEREREZeyhbJi3evVq1KtXD3Z2dnBzc0OPHj1w/vz5ey63cOFCVK9eHTY2NvD09MTgwYNx48aN+5BjIiIiokdHiQNANzc3dOjQwax527VrB3d3d7PmXbp0KXr37o0jR47A29sbOTk5CA8PR5MmTXD9+vVCl3vvvffw1ltv4cyZMwgICEBKSgqWLVuGVq1aIS0tzay0iYiIiJ4EJQ4Ab9++jaSkJLPmTU5Oxu3bt+85X1ZWFsaPHw8A6N69Oy5cuIAzZ87AyckJsbGxmDlzZoHL3bhxA3PmzAEAjBkzBpGRkdi7dy8URcE///yDzz//3LyNIiIiInoClKoKeN++fbCwsLjna//+/Wat78CBA+q4gt27dwcA+Pj4ICwsDACwYcOGApfbvHkzsrOzTZarVasWgoKCilyOiIiI6ElUqk4gxXm6h6Io95wnOjpafZ+357CXlxcAICoqqtjLnT17ttDlACAzMxOZmZnq59jYWABAWtptfPPNyHvmmYiIiEgLWVm5NavGWKQslTgA3LZtm5b5KFJJHyNnznKzZs3C+++/X9DSyMpKLFG6RERERCWVk5NT5mmUOABs2bKllvkAAFSsWFF9nzf6Nb739/c3a7nAwECzlgOACRMmYPTo0ernChUqID09HVZWVvccv1BEEBMTAx8fnyJLOM2dr6zmZfoPNv1HKa9M/8lO/1HKK9N/stN/lPJanHXGxsYiOzsbNjY2Rc6nCXmIZGZmiru7uwCQ7t27i4jI1atXxcnJSQDIm2++KSIi1apVk2rVqsnChQtFROTatWtiaWkpAGTMmDEiInLs2DFRFEUAyPz5883OQ2JiogCQxMREzeYti3Uy/Ucn/Ucpr0z/yU7/Ucor03+y03+U8lpW6ZfWQzUOoLW1tdrTNzw8HFWqVEFoaCiSk5Ph4eGh9hCOiIhARESE2mGkQoUK+M9//gMAmD9/PqpVq4awsDCICIKDgzFs2LAHs0FERERED6GHKgAEgKFDh+Lbb79FnTp1EBMTA0VR0K1bN+zevRs+Pj6FLjdjxgwsWLAAISEhuHjxIhwcHDBgwADs2LEDDg4O93ELiIiIiB5upX4UXFno06cP+vTpU+j/pYDOHYqi4O2338bbb79dqrRtbGwwZcoUs+rfzZ23LNbJ9B+d9B+lvDL9Jzv9RymvTP/JTv9RymtZpV9aihQUTRERERHRY6vEVcB//fVXmc5PRERERGWjxCWAOp0O9erVQ9++fdG5c2f1qRt5Xbx4Eb/99htWrlyJw4cP35dxbYiIiIioaCUOAJs0aaI+bxcAXF1d4e/vDycnJ6SkpCAqKgoJCQkActvsNWnSBDt37tQu50RERERUIiWuAt69ezd+//13PPfcc7CwsEBCQgKOHTuGnTt34ujRo7h16xYsLCzQuXNn/PHHH49c8GcwGHDmzBns27dP03mL48KFC2Z/b1lZWfj7779x9uzZIucz5vVez2cuq20qi++1rPZVSeY157nXZbVecyUmJuLixYtmzav1cSAi6nO776U4+QTM+66Ksz1l9T2Vxf4vznFSnOuKubTefhHBkSNHsHXrVi2zaXb6ZTFfSZi7X4tzXpXVtepBKe6xUhbX1LI4/4t7/SsRLQYTTExMlD///FM+/fRTmTFjhixcuFA2bNhwXwYy1Nr169flyy+/lKZNm4q1tbXUr1//nvM2a9ZMrK2t5emnny5y3QaDQUREcnJy7pmPiIgICQsLk3r16hW5vsjISJk6darUqVNHFEWRQYMG3TOvNjY2hW5Xcba/ONt1d/oNGzYs9bwl2VfF3a/FzatWx0tx1mv8/o1/i3Lt2jUZNGiQtGvXrsj5ipNXc/b/jRs3ZMKECRIYGCiDBw+WXbt2aZLPu/Na2HdV3OO6JN+TucdKSY7Be52v5hwnIve+ruQ9hsw5nkp6rtzrmDp8+LBYWlpKjRo17pkHc4//4l5XtLz+lPZ7LWzdxTmvtLxWFedeVtLlzN2v5h4r5m5/cfZVWcULxbn+lcZD9SSQByU5OVnWrVsnnTt3lgoVKohOpxOdTicWFhaiKIqcPXu2wHl9fX3Fzs5OdDqdKIoiiqJIZGSkyboPHTokCxYskG7dukmfPn0kPDxcMjIy8uXBeKClp6fL559/Lk5OTuo6o6KiTOY1HkhhYWHi6uqq5tc4v/HkSktLkz/++EOef/558fPzy5fXS5cuFXv7i7Ndd6/XwsLCrO+1qHlLuq+KO6+5eS3oGDB+r8U9Xoqz3kOHDsnHH38sXbt2lS5dusjSpUvl9u3bhR5Xly9flunTp4uDg4O6vnPnzhW6v+6VV3P2v/FzUlKStGjRQhRFUddXo0YNiY6OLlE+zf2uirP/S/o9Ffe4Ls21paDz1cfHR6ytrQs9TopzXTGXlufK3dfLvDfcDh06FDiPiPnHf0mvK1pcf0rzvRa1/4tzXml5rfr555/l448/lhdffFF69+4tP/30k6Snp99zu4z7ypzlzN2vIuYdK8U5V8xVFvFCca9/Wil1AHjgwAH5v//7P/m///s/OXDggBZ5um/27Nkjr732mlSpUkXdMRYWFlKlShXx9PRUd8Cnn34qu3fvltdee02CgoLE0dFR3dmKooi3t7c0btxYFEWRd999V0REYmJi5I033jC54Bpfr776qpw6darAPK1YsUKqV68uiqJISEiIfPHFFyIikp2dLeHh4fLCCy+YHMh2dnbi7+8v1tbWoiiK1KxZU6KioiQpKUn69esnnp6eJnmtUKGCDBw4UMLDw2X37t0yZMgQs7bfyJztKuh7tbS0FF9fX3F0dBRFUaRcuXKyd+9es+f96quvzN5XxdmvJclrYcfAgAEDJDw8XAwGQ77jJe9J7+vrK40aNRJFUWTChAlFrtfLy0uGDx8uW7ZsERGR6OhoGT58uMn3b5y/e/fusmfPnnzH1KlTp+S1114Td3d39SYxY8YMyc7OFoPBkC/9wvI6fvx4s/b/5cuXpXXr1vLOO+9ITk6OHD16VFxcXMTa2lrGjh0r3bt3F0VR5P333y9WPvOes0V9VwsXLjR7/5fkeyrpcX2vY7CgbSrofA0KCjK5kdja2oqXl5cMGzZMfvjhB8nJyclXclHQdWXv3r2yceNG2bVrl3z33Xeybds22b17t/z0009y6NAh2bVrl/z6668SERFR6PWysO0v7vWyoJKWGTNmqOeIkbnHf2muK6W9/uzdu1c2bdpU7O/1Xud/cc6ror7/vMdUQdeqvPP6+vpK3bp1BYB6j8n7Gjx4sJw+fbrAe1lMTIyMGDGiwGvF3csV57pmzrGS9zst6lzZvXu32edAac7poq7/xbn+aa1UAeDu3bvVQESn04m1tXWBN6CHVbt27URRFLG0tBRra2upXLmyDBgwQF577TXx8vISZ2dneeeddyQ9PV3at29vcgA7OTlJx44dZenSpZKZmSlxcXHi6OgoVatWFRGR9957T53X3d1dgoODxc3NTSwtLcXS0lJ69eolIncO5uvXr8uwYcNMTvzvvvvOJL9+fn7qieHg4CC1atWSkSNHqttRs2ZN2bZtm4iIDB8+XF2XlZWVdOrUSZYtWya3bt0q0fYbSxXN2a6867WxsZHKlSvLwIEDpUePHmJlZSXe3t6ybNkyyc7ONnvetm3bmp3X4mxXcfJq/JVpfNna2oqiKBIWFpbv2Lp7XhsbG/ViJpJbdVOhQgXx8/PLN6+Dg4O88MILEh4eLmlpaZKdnS1bt26VadOmydtvv23y/desWVP8/f3F2dlZFEWRjh07qnmIi4uTuXPnio+Pj7pMq1atJDw8XFJTUwvNq/FC36NHDxERiY+PFxcXF/H39zdr/69YsUIURZFZs2aJiMj69evVc+PChQty+fJlcXFxkWrVqhUrnwXltaDvqn79+mbv/+KkX9Lj+l55MB7bxpejo6N06NBBvvrqK7l582aR2248DgcOHGhSqmLOdeWZZ54xOZZdXFzU98bgx9nZWYKCgoq9/cW9XholJibKrl27ZMmSJWpA4+fnp26Pucd/Sa4rWl1/ivu9mnNMb9u2Tbp162b2eWX8/o2Bh/H7v/seUFD6xutagwYNRERk1KhRAkAAmJzzFhYWYmVlJb179zZZn/FeMWnSpAKvFXmXK85+vTsIKuxYKc65Upx9VZxzujjX/+Jc/7RWqgDw+eefzxfZd+nSRau8lbnly5eLTqeTrl27ypIlSyQhIUEuXLggzz77rCiKIsOHD5cbN26IiMg333wjiqJIxYoVZcGCBQVWS4SGhoqi5BaVG2+igYGBMnv2bNm6datcvXpVvvnmG/H19RVFUWTfvn0iknuDfeutt6RcuXJibW0tXbp0Mfl1lJ2dLSIiY8eOFWdnZxk4cKD89NNPkpWVJbt375bAwECxsbGR1atXi4jIzZs31QO7a9eucuHChVJvv4jIyZMnzdquKVOmqOv97LPPJD4+XqKioqRly5YmFzCR3JIJc+YtTl6LM6+56YuILF26VBRFkcaNG8v8+fNl//79EhISIjY2Nuo8xotf3nk//vhj+euvv0RRFGnbtq06b4MGDURRFJk8ebIoiiLNmjWTzz77TK5fvy4iIidOnJBZs2ZJu3btJDg4WACo51ndunVl3rx58tdff8n169fl8OHDUrNmTVEURXbu3Clbt26VHj16qPP7+/vLxx9/nO/in52dreY1LCxM5s+fL3///bcoiiItW7YUkdwqp5CQEAEgVlZW99z/ixYtMrnYRUdHqxfOixcviohIq1atBIB89dVXZudTROSrr76653fl4eEhAKR58+ZF7n+9Xl+s76k4x0pxj0FFUaRp06by1VdfFVo1a9xPTZo0kblz5+a7ednb28uYMWPU7/he15Xly5eLoiji6uqqrqdChQoSHBwsOp1OXF1d1WDg77//Ltb2F+d6efjwYTlx4oQsX75cRo4cKU2bNlVLQYyvnTt3yu7du806/vfs2WN2Xsvq+lOc77WwY/rkyZMye/Zsadu2rVSqVEk9/+91XimKItOnT1eDqf/+979qaaNRTk6O6PV6k+OqoOva8ePHxdLSUg0Ahw0bJps2bZIrV67IkiVLpEKFCib3MiPjcoqiSNWqVWX27NmFLlec/ZqZmWnWsWLuufLhhx+ava8mTpxo9jFgzvW/fv36AkDatGlj9vVPa6UKAH19fcXa2lrWr18v69atEysrK/H19dUqb2VOr9fLsWPH1M/r1q2TcuXKqUX+eWVkZIilpaXUrFnTZPmMjAwxGAwSHx8v9evXl3LlysnEiRPF2tpafHx85K+//sqX7pIlS9QDZv/+/Wo7DuMvnfPnz5vMbwwqbt26pZ7oIiK///67KIoi9vb2sn79enX65cuXpVKlSqIoivz5558iYlpsnpaWJrt27ZLx48fLuHHjzNp+EZFffvnFrO0aOnSoyff6zz//SMWKFUVRFPnoo4/U6bdv35bTp0+bNe/Nmzfll19+MSuver1ejh49WqJ575XXuy90b775piiKIt9//72I5LbLiYyMlL179+abt0mTJup6d+3aJXXq1BEbGxv55ptv5MyZMyIicuXKFfnyyy+lR48eEhoaanJhAiA6nU5q1aolhw4dyvf9G288I0aMUC+aFhYW0qZNGwkPD5f9+/fL2rVrZenSpTJt2jRp06aNzJw5U/R6fb68BgYGiqIo8sorr8jAgQPF3d1drK2txdLS8p77/7XXXhM3NzepVq2a+kvbWP34008/iYjIkCFDBID6XZuTT+P+Kuy7Mv56N96sjB2iCtv/er2+2N9TSY/roo7BrKws6devn/z++++yY8cO+f7772Xr1q2yatUqWb58uVolFR4erpbe3b59W2rUqKHuI2PphPEmMnjw4HteV/R6vRw4cECuXbumlj5s2rRJbt++LRcuXJD//Oc/ainIqFGjirX9J06cMOt66eDgIN26dZMOHTqoNRzGl4eHh3rjHjBggHz99ddiZWV1z+N/5MiRZuf17uuKVtef/fv3F+t7zXtMG38UVa1aVezt7dXjE4DY2Njc87xSFEVWrFihBmDGUiRj0Hd3SVpB57/xuvb222+LtbW1lCtXTgDI8OHDTeb77LPP1HM+r//9739ibW0tFStWlJ07d+bbV3mXM3e/durUSd555x2zjpW821TUueLn5yeDBg0ya1+99dZbZp/Ter1e9u7dazLt7ut/7dq11XyYe/3TWqkCQAsLC5PeZHXr1hVLS8tSZ+pB2LVrl1SsWFEsLS2lVq1aMnfuXNm2bZusX79eLeXo06ePKIoiH3/8cb7ljb8krKys1BKdnj17ioiodfjGKP7GjRvi6Ogo9erVk3feeUcURRE7Oztp3ry5HD16VA4dOiR//PGHHD9+XDZv3ix//PGHSZtBvV4vv//+uwQFBYmNjY0sWLBA4uPjZdu2bTJ27Fjx8vJSLxx583rs2DFZtGiRvPLKK1KvXj1xcnISa2trMRgMZm3/woUL77ldDg4OJr2bjh8/Ls2bN1cvJjExMXL06FGZNWuW1KtXTxRFUS9I5s5rTl6Ls1/NzSsANa9ZWVkiIrJp0yb1l+aBAwdk3Lhx6sXGOG9aWpqIiKxZs0YURcnXJubkyZOyf/9+6dGjh9SvX1/Kly9v8n87OzsZNGiQDB06VBRFkdGjR6vfv16vV28Gxl+ZzZs3ly5duqjLW1lZqTcD48XG+N7a2tqkR15KSopaHZN3mby/ks05rnv37i2KktseacGCBWpb1EWLFomIyE8//SQTJkxQfz2bk0/j91nUd2Vvby+9e/eWihUriqOjo+zcubPI/Z/3ZmBu+sU9rs05BkeOHGmyv43vjVVgiqKIi4uLWFpaisFgkIkTJ4qi5JbEXrhwQVJTU+WPP/5Qv09j3ou6rvz+++9qiaCxum7s2LGSmpoqr776qpru4MGD8zXEN2f7zble5m0bZTzmnn/+eVm+fLkkJCTIzZs3pVq1amJra6u28zLn+C9uXg0Gg2bXnytXrqhp3+t7TUhIUI/pnj17Sv369cXNzU2dR6fTSbly5dTPxoDvXudVZGSkvPLKK6IoismPp4LkPa6NHUyM1zUvLy9RFEW6desmCxculD///FP27dsny5cvFxGRqKgo8fT0lNDQUJN1/ve//xVFUeTll19W91Vhy82cOdOs/Zq3ivRex0rebSrqXAEgdnZ2YjAYinUOFOcYMG5HQdf/vLU6xbn+aKVUAaCi5BZxGoWFhYlOpyt1pu4n45e6c+dOk4Mr78vb21sURZGpU6eKoiji6ekpo0aNkq1bt0p4eLh069ZN3XEtWrSQP//8UxRFkWeffbbQ9Pz8/KRevXry/fffm1zsjRd/b29v9QAwHvjffvutiIhcunRJwsLCRFFyq3g/+eQT9cJ194Hl4+Mjffv2lZdfflmaNGkivr6+JgcWAPnzzz+Ltf1FbZePj4/Uq1dP/vnnH8nIyJCXX35ZPU6++OIL6dmzZ77A4q+//jJrXgCyefNms/JqLCkxZ97vv//e7Lxu3rxZRHIvUomJibJjxw6pVKmSWFhY5Jt306ZN+S6uedu6+Pn5yciRIyUjI0O2b9+eL3/t27eXNWvWqAGa8UJobGZx91AKxiCiV69e8vPPP4uiKFK7dm3p3LmzdO7cWV577TX5/vvv5bPPPlNLORTFtPpmxYoV4ufnJzqdTkaNGiWTJk0SX19feeaZZ2T27NlmH9dr165VjzNjA+ly5crJkSNHRCS33V1CQoJs2LCh2Pks6rsyBqOvvfaaKIoi8+bNK3L/G8+T4qRv7rGyadMms4/B//znP6IoudVlxv/VqlVLqlatKra2tlKlShW1KurLL7+U4OBgUZTc0q67bdiwQQICAu55XalYsaIAkBUrVsjFixfVfdWvXz912UGDBqm9Go372NztNwYBRV0vjQFNkyZNZP78+SZVlcb0Bg4cKIqiyJw5c8w+/pOTk4uV182bN2t6/TFeq4v6XvNuq/HcNr5cXV1l6NCh8tFHH0nNmjXFzs5O3nvvPfnrr7/ynVeurq5y+PBh9bxKSkoSEZGtW7eKoihqcFbQECx3f4d59/Hbb78tH3zwgSiKIs8884xERUXJ+vXr5bnnnhMbGxu5du2aiIi0bt1a3Nzc5OTJk+p6du3aZXKtyMrKkt69exe4nLG5wL32a7Nmze55rAwaNEgURZE//vhDRERiY2OLPFe2b98uvr6+snTpUrPOAWPezL2v5JWZmWnyQy8wMFA95mrVqlWs67RWSh0A2traSuXKlaVy5cpia2srOp1O/Vy5cmWpUqWKVnktc+Hh4bJmzRr56KOPZNWqVTJv3jwJCQlRLwLt2rWToUOHqhfiu0ty/P395X//+5+I5AZCHh4eajdzvV6vlhplZGTI7NmzZdWqVZKRkSF2dnZSrlw5taGqt7e3+ss4b2le586dJTU1VapVqyaKkvurIG8wp9PppF69evL222/L119/LW3atFHXc3cPrtatW8vcuXOlX79+MnXqVLO3/+7tyhvgJCQkyIcffihDhgyRsWPHSteuXUVR7jSazZu+cdyqBQsWyLJly4qcNzg4WAYOHCgLFixQu8Sbk9fi7NfipH/69GlZvHixdO/e3eTXuaIoEhQUJAMGDDDJa97xMBMSEuSPP/6QhQsXysyZM9XqmfT0dPWX/zvvvCOZmZkmx6Zerxe9Xq9WfSxfvlzS09MlOjpavv32W5NGx8Zf0nFxcZKSkiJXrlxR17dq1Sr1R0CvXr3k4MGDahrGAM94LEdGRorBYDBpiOzj4yOurq6F7v8ZM2bI6tWrJSsrS95//32pUqWKus6hQ4fma9sikjv0Q3HyKSLi5uYmOp1Opk2bVuCwSp9//rkoSm5Jzr32f6tWrYqVflHHSrVq1aR///6yYMEC+eeff4p1DF67dk1iY2PlqaeeEkVRZOXKlZKWliZpaWkyadIktTTQWJXk4eEhJ06cEJHcG2zefXHz5k2xs7MTFxcXNfgzlubkDR4UJbdaTERMgk8HBweTKlAjg8FQrHOlqOuln5+frF+/Xg4dOpSvsbvBYFBLrCIjI2Xs2LEyefLkYh3/99pXwcHB8uabb8rixYvV9rhaXn+MwcK9vlfjOVGhQgVp1aqVfPXVV5KQkCB6vV7eeOMNURRFXnzxRbl8+bKISL7zavjw4ZKSklLgvjLuZ2NwFh8fny9dESl0qBURkfLly4ujo6PaLtJ4zZs7d66I5Ha4cHNzy9cb2MfHRzw9PdXpPXv2NFmuY8eO6nLm7tdDhw7luzaK3CndPHnypLz++uvqCAPGH4B5z5W7A8yePXtKs2bNRMT8c0CkePegvKWv69evlw8//FDGjx8vK1eulP/85z8yadKkYl3/tFLqAPDuIvy7X49CieDdB8T169flo48+ytfOwMnJSS5evCjjxo1Tq8M8PDykevXq0r59e1m4cKG6jmnTpomi5FaX3X1yXbhwQR3WQyS3zd7Ro0flt99+k5MnT8qOHTvk119/lePHj8vvv/8uP/zwg/j5+QkAuXnzptrQ1/iqUqWK9OvXTxYvXixHjhyRW7duSXR0tCxevFjeeOMNCQ0NFScnJ3nqqadkzpw5JsXTLVq0EAAmF4bCtt/e3l4tTn/ppZfUX9l5f1leunRJbXuUt/eh8abzwgsvyNy5c2X79u2SkpIiH330kRoc3D1vly5dZM6cObJjxw6JjY2VuLg4+f33301uFkXl1Vi9Ys68r7/+ulnp//HHH/Luu++azOvl5SWdOnWS2bNnm8y7YcMG+fzzz6VFixbyxhtvyLPPPivDhg2TN998Uzp16iTvvvuujBkzRl566SUZO3as2u5m4sSJIpL7Q+Huxr/GUhBHR0cJCgoSf39/qVSpknqTrV+/vkRHR+erLrh69arJNo4bN05Onz5tcuyPHz9eFCW3M8LdvzZPnDghY8eOFQcHBwEgnTp1Uo9r4w+bnJwciYqKMsnz8ePHZfXq1SZtV0VyG7AvXbpUunfvLv7+/urNyJx8itxpo7Ry5Ur1u0pLS1MvtGPGjBGdTidDhw5V81PQ/gcg5cqVU0tNzEk/bymuotwpZf/kk09k/fr1kpiYWOiAt4Udg3Z2duoPhcWLF4uiKNKvXz9JS0tTSwmM1xNj/oYNG2by/YvkVjO9+uqr0qlTJ/n111/lxIkTsnnzZjlx4oTs27dPNmzYIMeOHZPNmzfL+vXrZf/+/fLzzz/Lt99+q5aUeHt7y6effppvIP8jR45Iampqvu0v6lyJjo6WcePGqe0zXV1dxdfXV1q0aCHffPONpKamyvHjx+XTTz9V94FRUlKSbNy4UV599VX1ejtlyhSzjv/C9pWnp6c8//zzMmvWLNm1a5ds2rRJunTpYlIVV9Q2rV+/3qzrj5OTkyQlJcn3338vQUFBoii5w38sWbJEXT4rK0t++OEH6d27t9y+fdukx7eIqKVQbdu2NTmO9u7dK/v375cff/xRPa8MBoNcuXJFDh8+LL///rvJeWA8p+vVqydt2rSRXr16Sf369eWFF16QXr16SVhYmPTq1Uvd3ykpKXLmzBlZvny59OzZUz3n876MgbGIyNGjRyUuLk7u9v7774uiKNKwYUP1O1AURe35vXv3bnU5c69rRoVVZ1+/fl1tghMXF6de04YOHSoidzpTGM/PZcuWqT9M8pasF3YOHD58WL3v3esYcHR0zHdMp6amyuHDh+XTTz+VN998U5o3b67+QLt586bZ1z+tlCoAbNmypbRq1eqer0dBQkKCLF68WJ5++ul8O7FWrVoycOBAmT17ttp7cP/+/bJq1Sp5//33pU+fPtKtWzfp27ev9OnTR6ZPny67du2S7t27S7NmzWTv3r2SkJAgixYtkqefflrc3d2lbt260rp1a/n5558LPZhF7hyokydPFgDy3//+V+01+Pzzz6tBx40bNyQuLk42btwoQ4YMUdtGbdiwQS5fvpyvAbjxpmEc1mP27NkFbr+Dg4OEhoaqN7hz585J9+7dpUWLFrJ9+3aTdRoPUmMbyHHjxomi5FaLT5gwQX799Vc5d+6cegHcuXOn+ovL2GutefPmMn78eFm/fr1ERUVJQkKCHDhwQCZOnKj2Gpw4caJZeU1JSSl0v949r7EnWlHph4SEiKLkNgZWlNxS1HfffbfIvOYt8i/qR1Le78vLy6vQYyI2Nlad7+7XU089JTt27BCR3KqnY8eOSXp6unzzzTcSEhIiFhYWMnDgQLVXuHF/xcTEyPnz52X//v1ib2+vPk3g+vXr8vHHH6slUsaACYCEhYXJkSNHTIK9vHku6IJ169YtCQ8Pl6FDh8pTTz0lrq6u6sVv/vz5ZudTJDcgNd6E7i49OnjwoHpcTZo0qdDz+qmnnpJBgwZJ27ZtZfny5Wanf+TIEVGU3Cqpd955R9asWSMrV66U999/X8aNGyejR4+Wr7/+Wm1fau4xaLyxJCYmqj9MXn75ZbG1tRVXV1cZM2aM3LhxQw4fPiyKosj27dtNgr+8w24oiiKVK1eWZcuWSUREhMTFxcnNmzfl7Nmzkp6eLnFxcRIdHS05OTly4MABdZng4GDZuHGjus4rV67IrFmz1M4yM2bMULffnHNlzpw5otfr5fDhw/Ljjz/KnDlzZMmSJbJ9+3b55ZdfZMiQIWp19bx58yQ7O1sOHjwokyZNUms68r4mT55s9vF//PhxNa/Ga9Avv/yi7tfr16/LkCFDxN3dXQ1qCtumCRMmqPl5//33C9yfzs7OUrNmTenfv7/Mnj1b9uzZo/6vWrVqsm7dunznh7H92/z589X/xcXFqcFfv3795NatWxIVFSVTpkxRq8w/+OADdf7IyEgZMWKE2nHL0dFRqlevLitWrJCDBw/e87pjfH344Yfy008/yRtvvGFSEgZA7QlsDG47dOggkydPlhs3bsjJkyfVQC7vNeDixYtqUyVFyS05bNmypYwZM8akxDInJ0du3Lhh9n69u3OFSG5gl52dLe+9957Y2tqKra2tHD58WD1Xtm7dmu+7j46OVoeMyhugFnQOzJ49Ww0sZ8+efc94oX///jJv3jy5du2aZGVlyenTp+W7776Tt99+Wxo3bmzSztP4Hfft2/ee15/CRvQoKT4J5F/Gk0dRcqtLq1atKt26dZMZM2bIxo0bJTY2tsDl/vvf/0pYWFi+xuihoaGydu1aiYmJkX379pmM9ZX3xPP29pYPP/xQXZ8x4MvOzja5uJ86dUqsrKykQoUKotfrTS5Q+/fvl4kTJ5psg/E1ffp0k/waDybjifrLL7+o25x3+4ODg6VLly4yd+5ctfogMTFR1q5dK3FxcRIREZGvhO3uddauXVt+++03OXbsWL5fQgkJCfLcc8+JouT+Mt68ebOsW7dO/vnnH7l9+7ZERETIggUL1KqZu08yc/N6934tal5z03/66afzzWs8Du6et1evXtK1a1fp2bOnehNt2rSpzJo1S7p16yY9e/ZU23hWqVJFvcgYe3UX9svvyy+/lGHDhkmjRo1k9OjRsmfPHklOTpatW7dKr1691Ecj5b2oNm7cWCZOnCgjR46Uvn37Su/evdWeaMYhX/755x/55ZdfpFOnTibbYWNjI5UqVZI2bdpI7dq1pVOnTtK7d28ZM2aMTJ8+XYYOHSrvv/++zJo1S15//XWZN2+eLF68WHJycmTz5s3yzjvvqOdJ3mPNOD5W3irJovLZunVr9Tsw5rFhw4ayYMECWbp0qXTs2NFkfxvb4xjTCg0Nle7du8uMGTNk586dsn37drGwsDCpyi8qfWMHg99++02OHz8uIiJr166Vtm3bqkNbGF/16tWT/fv3m3UMJiUlyc8//6ye/8aBko2vSZMmqZ2JRESGDh0qM2fOlJEjR6pVg8bqzmeffVYt+bKzs1PHijOOcxcUFCT29vYSHBwsgYGBYmtrK87OzvLiiy+qN6xly5YVeDx36tRJRMTs49/YIcxgMEhsbKz8+eefMn36dLVTRd4boLFkMO90BwcHtQe6ouQGoOYc/xYWFmrbN+M1KG9NzKZNm0wCzC5dusjixYtNtumTTz4pcJuMQyEZj6natWtLv379ZNq0abJp0yaTH0WhoaHi7+9v0rvV2MlBRNQfXXXq1FH/P2/ePHFwcJAKFSrI4MGDTYYwMb6MnSvWrVtnMlKA8Xwy3ltmzZolb775pgwdOlQNVtq0aSMrV66U//u//5OXXnpJ/P39RVFyS+aMJWDGY6dx48Yybtw4mTRpkrRq1UpGjBghq1atkl9++UW++uorGT9+vNSuXVv69u1rcg8w+uOPP6Rbt24yefJkWb16tXqs5pW3tsKc/ero6CjDhg2T5cuXy+XLl9V7y59//qmWGBoHGBfJbUN4d0leZmamer44OjrKtm3bpGbNmmadA/Xr1zc5p43XlRdffFFmz54tmzdvltjYWHW7FixYIK1atZLKlSubrMfe3l6GDx8uc+fOVXt5m3v90QoDwH/NnDlTPD095aWXXpLx48fL1q1b1fGYCvPll1/muzA0atRIbcsXEhIiFy9eNOlNVL58ealXr5706dNH2rRpI9bW1uLs7CwXLlwQg8GQ74afk5Mju3fvlnfffVd0Op0AkC5dushPP/0kixYtUkcUzxscPf300zJ48GD59NNP8z2dJSsrS65duyabN2+WSZMmydNPP62u19LSUtq1ayfjx4+Xv/76S+3l+fvvv6vBmqIoJm2bilqnohT8GCeR3MFFjeszdthITk6WpUuXSrdu3UyCZJ1OJ6GhodKzZ0+ZM2eODB48uNC8Gh99Z1x29OjRZs978OBB+fLLL+XFF18sNH3jL+PDhw8XmFdLS0sJCQlR8/rnn3+q+9TYC8w4WK1er5cvv/xSPDw8xNraWtq1ayezZs0SRVHUdpnmOHnypLz11lsmVRDGdijGzgV5Hy1098t40Tx//ny+ThPe3t4SFhYmQ4YMkeXLl8v58+dl7ty5Jt9NYetVlNwhDywsLMTZ2dlk3qCgIBk9erTs3btX2rdvr178zMmnsR3WH3/8oQboeW/KOp1OPD095YMPPpBZs2aJra2tPPfcczJ+/Hj5+eef892E2rVrZ1b6xmCqoKGY8l4DjKU0ipI7rtn48ePNOgYByOnTp2X58uVSrVo10el0Ur16dVmzZo2anvGmcuLECalUqZIEBgaKSG7VdVhYmFhbW8vChQtFr9erzTsK2hYLCwt1/DRj6c6IESNk+PDh+Y59b29vad68uYwYMUId6Dk5ObnAcyXv8W88V/7++28ZN26ctGjRIt+6GzZsKKNGjZIKFSqY5LVGjRoyatQomT9/vlpC2K9fvwLbfxV1/BdUYvLLL79I3bp1RVEUqVSpkixYsMDk+tO9e3eTfBr3qfGJDs7OzmJraysdO3aU8ePHy9dffy1ffPGFzJs3TyZPnix9+vSR1atXS3x8vEydOlXs7e2lR48eMmbMGNm9e7dJkGQwGNSe6BEREeqP57vPrYKuKwkJCeqyTk5O0r59exk5cqSMHz9enn/+ebG2thYnJyf1fFm/fr0oyp3OFsnJyTJt2jRxdXUVGxsb6d27t9rTOjQ0VNasWSMHDx5Uf+gnJCTI6dOn5cMPP5Tu3bublJopimLyA8Xo0KFDMmDAABkwYIBMmTJFFi9eLBMmTJA5c+bI4sWL5d1335VPPvlEFi5caDIiQ1H71XicWFlZiZOTk7Ru3VoGDBig5sdY3Wt09z01KipKbcbj4+OjDqGzZcsWee+99wo8B3x9faVp06ZqsDxmzBixsbGRzp07y/jx42Xt2rUSHR0t2dnZsmjRInnmmWekSpUqsnLlSrU5mPFlbMObt42gcZxHY3v/wq5/Tk5OBQbRJcUA8F9JSUny2muvydSpU2XHjh1y7Ngx2bBhg5w6dUr+/vtvWbdunZw9e1Z27twpx44dk9TUVPXmU61aNXUQ0du3b8uOHTvkxRdfFEXJHefJeFN59tlnZePGjWrJnl6vV0to3nvvPZP8nD59WubPny/t2rUTPz8/sbe3Vw/+u3uc5r04GAfnzVtimZOTI7du3ZIDBw7I/PnzpU2bNia/FK2trQWAdO3aVf2ldOTIERk+fLjJkBTGX+Fvv/226PV6iY+Pl/379xe6TkXJfXxYXhcvXpQ5c+aIo6Oj2NnZyezZs9X/Xb9+3eSA9/f3V3tBTZ8+XRITE9Xet2vWrFHzevjwYRk2bJgaIORNf8yYMfnmLWy7jFW7xldAQIB68TEGZMY2i3dX7VasWFE6duwoEydOlF9++aXAZ0zq9Xr1WPjtt9/Ukf0VJbek8Nq1a5KYmCiLFi1SS5cKc/ToUZk4caLUqlXLJB82Njbi5+enlm6MHDlSbGxs1OMlNDRUWrduLc2aNZPevXvLokWLZMmSJTJs2DDZuHGjxMTEiK2trdSuXVtefvll+e9//ytHjhwxuYhevXpVatasKd26dVMDrxdffFE6duwoL730kvTo0UNt85W3baexd91vv/1mUkpibN6Qt0NTaGiotGrVSpo1ayYvvviizJw5U5YsWSIzZsww6YBy8OBBk8bpjo6OEhgYKO+9957ExsZKYmKifP3113L69OlCq9UXLlyY77yqUaOGtGnTRk1/9uzZ8sUXX0jdunXV6reMjAx1EFd/f3+ZPHmyHDx4UE6dOiU///yz2oB94sSJZh+DeTvi+Pj4mPQkzFtSkpiYKFWrVhUvLy81KDL+GPzyyy9FJLcNlvG8XrVqlXpzWbJkiRw6dEg+//xz6dSpkzrGW94AzMfHR20b5eXlJXPnzjXpbHPt2rV856rx+F+7dq3cvn1b5s+fr14D8s4bEhKi3qyN7aanTJkiACQ0NFQ++ugjOXTokBw9elQd1ua1114zSb+w4984Tukzzzwj//nPf0zaO4vklsYYv2tLS0v54IMP1AAnKirKZF1VqlSRAQMGyJdffqn2LnVycpL58+fL559/LpGRkaLX69XSz7s7j/To0UM2btxoEnQrSm4Jz3vvvadWSxoHgh43bly+79XHx0c6dOhQ4HUlIiJCXeegQYPk1KlTJrVGxh/ZkydPFpHcUi/j9eerr74yqb589913Ra/Xq+lbWlrmq+G5efOm9O7d2+Q66+PjI0OHDpXffvst3zF693GS90da3vuX8XsbO3asHDlypMD96uDgIL6+vtK2bVsZPny4NG3aVL3GGddrXOfLL78sx44dU3sbi+TeW7Zv3y7z5s2T3r17q6X1bm5uMnnyZDl9+rQcP37cJE0PDw9xcHAQa2trGT9+vMTGxqrX/7Fjx8o333wjJ0+eNGmb+H//938m63BycpI5c+ZI9erVZfbs2WqJf2BgoDg6OsqmTZskISFBmjVrpo7zevf1p0ePHvLVV1/JjBkzpGrVqjJnzhzRCgPAPOrXry8WFhbi4eEhipI77pbxounu7q6+r1evnly4cEH9NXD3M0VFcqts7ezsxMfHRxwcHCQkJMQkcjeODRQRESGKktsNPD4+Xr744gt55ZVXJCgoSJycnExuisa2KsYLdaVKle4ZdBhL8Dp16pSvisr4KJupU6eKq6urVKhQQSZOnGjSw8x4cffz81Mf4TN37lyz1+nr6yu3b9+WtWvXyjvvvCPt27dXeyPa2NjIs88+K5999pkcOnRIrl+/Lp07d5Y6derIW2+9Jf/73//Um0ifPn1E5E4Vw40bN2T8+PEFFqvXr19fOnXqJLa2tuLj41PovG5ublKnTh157rnnxM7OTvz8/KR169aiKLmj7W/atEltnGx83NE///wjXl5eUrFiRencubPUrl1bRo0aJStXrpRTp07lK6HIW6Uvcmeg1tDQULGxsRFvb2+ZPXt2sUd6v3v8POOx2aRJEzl48KAcOXJE3N3dxc/PT1avXi2rV6+WS5cuya1bt+T69etqevv375cPP/xQBgwYoJYMLFu2TDZv3pyvZ2FB1dH9+/c3ucnExcVJnz591KBz9OjRarWesYe8kfG7+u6770RRcqs3Nm7cKHFxcRIbGytJSUkmN7S7Gb/buLg4OXjwoKxcuVJ+/vnnfNU9hYmIiJCvvvpKDeLKlSsnP/30k0RFRcmNGzfk/PnzJqUav/32m3rDEsk9Bo2BzMSJE/O1RTx+/LhYWVlJcHCwxMbGyrvvvlvgMVirVi3p1auXzJs3T44fPy7t2rWT1q1b5+s4czfjj8zff/9dRO50eOjXr5+IiNqu1XjsGofG+eabb0Qkt6ehsQ1U7dq1pX79+uLt7S1du3ZVS+WM1x8XFxd59tlnZd26deo5aDxXevToIWvXrpXjx4+b7C9jO83WrVurHdeGDx8u586dk08//VS9WYvknleurq5Svnx5tUOP8QdZ+/bt1UAuOjpatm7danL8G0u6FCX3x3hBDfVv3bqlPknJxsZGOnXqJLt37873nXbt2lVat24tM2fOlB07dsi5c+fUH+nBwcH5BkAfMWJEvqDRWF2n0+mkU6dO6hBd9vb2Jk0SFCW3Sr1Tp07i7OwsPj4+IpLbtKFGjRry9ttvF3ld+e6778TBwUHq1q1r0oHEOG9ERIQ4OTlJ3bp11X1mPAYCAgLU59h++eWXJh25jN+tccw+47XCOLSUotypRjbnXOvVq5e0bNlSLckNDQ2Vdu3aSfPmzWXIkCHqOeHu7m6yX+3s7NS2cg4ODtKlSxeTavyzZ8/Knj171PEO8waYTk5OEhQUpJYGzpkzR6pWrZpv1Abj8WPsfOLr66ueA5999pn6SNV58+aJSG6ppKLktktMS0uTyZMny3PPPSdnz56VtLQ09Zzs2bOnOth11apVTc6LmJgYNfg2PmLOWHgycuRI9fpz9uxZ9Rp88OBBk2YhWmEAmEfeMfny/mLz9fWVoKAgkxvt4sWLxcHBQapXr55vPcYbU/PmzdWDskOHDiKS2wso76+ky5cvi6urqwQGBqq/BPMWAzs4OEjbtm1lyZIlkpycLAMGDBAAMnfuXPn111+LDDqMjOtVlNwq6Oeee05mzpwpmzdvVh871bt3b5MSABcXF6lbt64MGTJEJk2apJ68PXv2lLi4OLPXqSiKLFiwQNzc3PI1fDW+jAd/jRo15IcffpC///5bPdGTk5OlWrVq6k1XJP/zTZ2cnCQwMFCcnJzE0tJSffqJ8cKQtx2csT1Up06dZOrUqbJ161bJyspSnyVp7GU4YsQINf3Q0FCxsLBQSyCMJXffffed/P333/naNxY0YGfezjx5t33WrFlq4JB3uXsN+rly5UpRlNznPw8aNEgd9sTYlk9E1ItM3mYAKSkpcuLECfn6669l8ODBUq9ePbW0TlEU9VnSefNRUF6MN4W9e/eKouS2i4mNjTWpUu/fv7+cP39eHcn/1VdfVddpvCHFxcWpJXhvvvmmzJo1S2bOnClffPGFfPzxxzJnzhz55ptvZN68eTJ//nz58ccfZebMmYU2LTDKyckpMN9xcXGyatUq6d+/v4SEhIizs7NYWlqq5/rff/9d4Pp2796t3qiaNm0qt2/flv3794ubm5sEBgbmOwaMwXKbNm3E0tJSHUMz7zH43HPPydSpU2Xbtm0mAcvevXvVDlaFbYeIyLfffqsGeLGxsdKlSxf1UVUiuZ2snn76aVm+fLno9Xr1EX/BwcEmPQ3btm0rJ0+elEOHDsmPP/4oKSkpsmnTJrWE8sUXXzR53Nazzz4rhw8fVvfr66+/XmD+fv31V7G1tZVmzZqpYwIax2K7ffu2hIaGik6nU8+rl156SRRFkf3796vnSVhYmJw8eVJOnjwpH3/8sfTr10/8/PzU/9esWVMGDhwoS5YskaCgIJPrRN7v7Y8//jC5Xo0ZM0YOHDggZ86ckd9//12OHDkip06dkm+++UZ27NihBqEffPCBuLq6Fhj8HTx4UKytrcXa2lpatWolX3zxhRw4cEBOnDghBw8eNOm0piiKDBkyRM6cOSNjxoyR4OBg9bzLW924c+dOiYiIMOu6YhxD0zjWXkHV45UqVRJvb2+5ePGipKammjwj3sPDI9/z5kXu3AefeeYZEZF8TVg6d+5sMn92drbcunVLjh49qgYsdz95Kjk5Wd0HoaGh6vVj/vz56vBGgYGB6nFSo0YN6d+/vzRq1Ej9fmxtbaVatWqydOlSk9I9473A2dlZevXqpQbcxpLFv/76S300m6LkFmi8/fbbMmvWLAkLC1Pb8xnb4U2fPl1t/rV582ZRlNxS8NmzZ6vXqqCgINm2bZt4e3urQ93dunVLGjduLJaWlmqhkPFekbfjivF4cHFxMbknBgYGqte1vN/foUOHpF27dmJlZSUeHh4yYsSIAoe+KgkGgHno9Xr53//+JxEREWrV49q1ayUtLU1+/fVXefnll9WT9vXXXxc3NzdxdXVVf33dXdozfPhwsbGxERsbG/Hx8TGpls3IyJCjR49K586dRVFyxyJLSkpSD4b69evLzJkz8z3D0dgD2Pg0BqOiAoaMjAxp0aKFvPPOO/K///1PIiMj87XX+P777wWAeHh4SPfu3WXOnDly6NAhuXLlihrI9e7dW71xm7tORVHUoQgUJbcacPTo0bJp0yYZPXq0dO3aVTw8PNSOHb169cqX/7Fjx4qi5DaEnz9/vnTp0kV9qLiDg4O8/vrrsm3bNhk8eLAoiiI//vijiNx5Hmm/fv3Ezs5OHBwcZMSIEbJu3TqJiYkxScPYG++9994TCwsLqVmzptqzzXizNLYVWbdunUybNk3i4+OLFbTNnTtXKlasKBYWFtKwYUOTnmnFlZWVJYsWLVIHKBURtQPJmDFjZMyYMWrHpCVLlsipU6fk22+/ldGjR0vLli1NOl0oSm7J7aBBg9T2neaMOm88FoznSt7hLpYuXarOl5GRoZYUr1q1Si3ZOnfunPzf//2f+qvc+KSZvK+7mzoY3xuDybsVlu+NGzfKm2++KfXr1zfpVKAouSUNxg46/fr1M3nai/HxZcZemR4eHmoHnczMTClfvrzY29sXeg0wlhCtX79eKleuLM2bN5fRo0fLzz//bHITMy5bnNH+MzIy1DFD8z4xxNicpKA2WcbnNRvbM44YMUJte5U37YYNG4qi3Bkj8OjRozJq1Ci11qNv376SkZEhjo6O4ujoaFL7kJaWJocPH1YH7n3hhRckPT1dfTSc8bwy3riNj1jbtm2bfPLJJ2rzCmdnZxk5cqS89dZb0qBBA5Ob5QsvvCCLFi1S27eJ3Kl+M1abp6amyoULF+TkyZOSnp6uHkM6nU4CAwPVH7Vubm7q8WllZSVvvPGGiIhJ1fXkyZPl119/lV9++UUOHTokf/75p1odWKFCBdmwYUO+AGzZsmWiKLnD9RivKcbhjhITE2Xjxo0ybtw4daBnRbnznN+7j4vC9r+9vb0EBASo6zXOa3xCz8svvyx9+/aVGzduyNixY9X2xu3bt1cHZS9ovcbtztsuLyMjQ3x9faVGjRpy6dIltZTqp59+khEjRoidnZ1MmDBBRAp/dq3x+ImMjJRVq1aptUHVqlWTtWvXSkpKiixatEi9DhlLjp966im1tFpRckusP/zwQ3WoGVtbW7WtbHx8vJw+fVq++OIL6dSpk8yZM0cyMjKkb9++8vPPP+f7riIjI2XHjh0yefJktQOGcXuNzwm/u63za6+9JtnZ2eoPaOMzgI2dPY29uo3XtPfff19iY2PVGiBFUdTnI0+ePFk++ugjiYiIMHlGc05OjixdutTk3H7zzTfzDRdUGgwAC2EcHsU4oOSsWbOkcuXKYmVlJd26dZPIyEjp27evKIoiy5YtExHTHlDp6ekyY8YM+eCDD9RHIvXv31/Cw8Plp59+ko8++kiee+45deeOGjVKRHIvGgU9Z9V4cYmLi5PXXntNPv/8cxEx70YtklvSeHebjrx5TkxMlO+//15+/fVXteF0enq62oGle/fu6hA4Fy5ckM2bN5u9zosXL8rHH3+sVlXd7cKFC7Jr1y4ZN26cesMxbvP58+fVwVBdXV3V6nlFufO0E2PAt23bNrWERiS3qN1YcmE8kfM2qM/LWKIwYsQI6dWrlyiKIqtXrxYRkT179siIESPUp4CUlLE3X2hoqPz888/qdC0e8bNkyRKTC4WxVNXPz0/++ecfmT17dr4mBY6OjtKrVy9Zu3ZtqS4qeUfNd3Nzk//+979q6YWx9GDq1KnqTa5Bgwb5elcHBgbKxYsXZezYsVKlShWTNjr16tWTtm3bSseOHcXLy0ttilCcsbGMbRHzVhPVrFlT3n33XYmIiJCUlBSpWbOmODg45LuRG5shKMqdqiAj4zVgxYoVImJ648vIyJB3331X3nrrLbl165Zs27ZNfeZrXkWVGN/LV199pQYyHh4e0qxZs3w3doPBIMnJyfLzzz+rN2BFyW3LW9B+/+WXX9QfrnmffyuSe06NHj1afHx8JCcnR612btasmXz88cdqaW379u3F3t5eLCws1GuosYTPeF4dPnxY5s6dqz7FQiT3x5WdnZ1YWlpK+fLlTZ5oYtzGkSNHmjyT1Xi9MZ7/Tf6/vTsPivI+4wD+3QMWsYRDwqHIJQKiVtERU+UKlqZK1Cg1LXRU0Kpp2qQzNbRqm4mmozlqa2ITrZpRg9poVYoxIIgaFdF4MII5IEWDMFITObRBonI9/cN53+6yC4Isgu73M8MMe733+3uf3z1hgpSUlMjbb7+tzqnb0tIic+fOVYNA5V4xGAxqpl65PwCY7JulDInBYFAzLosXLzY5RkrpjNKm7IknnlAHQbaU/tTU1Mgnn3wiS5YsMZmXvDOUWVKUjizK+Va2Iz8/Xw2SlfQnNjZWzpw50+FyN2zYYLFdX2ZmpowZM0YGDRokM2bMUDvTGAdmlij3lPJcNe5AkpiYaLGzjlKr4ebmJsXFxVJXVyfr169X57m3t7dXr+fnnntOGhoaLLbzbW8Ej7b7prhy5YrcunVLrS53dXWVF154QaZPny7e3t4SGxurZt6VgE4pSVWGYpo6daqI3M04aTR3Z+zatm2b6HQ66devn8TFxZlkmiylZRs3blR7ZY8aNUp9zlkTA8A2lAuorKxMTXCUUjqN5m4JlXKxFhQUiE6nk5CQkA7H5yksLDTpXt92TsPAwECLv29ubrZ4Ydy8ebPLbcbux5/+9CfRarUSEhIihw4dkuLiYvnb3/4mc+fOFRcXF9m1a9d9LbepqclsOBpFXV2d3Lp1S/7+97/LwoUL5Qc/+IFZuxmDwSApKSlqj9k5c+aIyN0cv9JtX8mRbdy4UXbv3q3Obdm2G319fb1kZmaqgeJbb72l9pZThjawpKulNSIix48flylTplicDaM7Dh8+rCaKM2fOlKSkJHn88cfFxcVFli9fLnfu3JGPPvpIzcnGxcXJhg0bLLYZ7Yr6+npJTU1Vg6oJEyaoYwi29Z///MdsAG2tVisuLi4SFxenDpNx/fp1qayslNLSUtFo7vZCVqxbt87kPurK1EhKdZm/v78sXLjQZCB2hdLQX3lI5+TkqE0DdDqd+Pv7S1FRkdrEQUTUatURI0Z0qXeeteb1bGpqkgsXLkh6erqsXbu23QDi0qVL4uPjI/b29hIUFCSbN2+2uC2NjY1qBig6OtqkXaPxNX/27FlpamqSTz/91GQaSuMMmlJyozyAlR7TygDWlijXqXEJrVarlVmzZpmMzdbWzZs35fTp02p1nlL9qvzt3btXLl++LLm5uVJcXCx79uyRw4cPS0FBgfzjH/+QQ4cOyaFDhyQ9PV127dolt27dkqtXr8qWLVskIyND3n33XVm0aJHMnDlTXF1dxdHRUc2AzpgxQz0XxpQSzsTERLX93Ny5c02OeXcH+C0sLBRPT09xd3e32KbR2IkTJ2T+/PndWmdVVZX4+fmZnZ+EhATZsmWLSYcIS4zHJdRqtfLzn/9cLe0zbu7Q0NCgNmFR2n8bl66vW7dODdyHDx9u1oNY0dEYu8aUZTc3N0tDQ4PMnj1bTdfmzZunftY2A6dUEU+YMEGOHz8uEydOVM95Y2OjFBYWSmpqqhw9elS9tocNG2aSdrVNC7777juTUTI8PDx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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 18.708\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2f773ce376a94ccc8888a527da02845c", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 27.905\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c5b602b1f3024c13b238802b11cb3b89", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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BefPmITc3F+np6cjPz8e0adMwffr0ej87fvx4FBYWYsiQIViwYAHCw8MBAFVVVQgI4BMrznTBNgvObhOJnq3DsbOgAhtyS3Gw0oUKp695eO/BqjpBmar17xH/HV7myHkKj3yaijpiPYfoweGhoDDArPRH9h25niPnRQwwm2APMMFuMR+a7NsEe4AZtgAz7BaTPgG47VCgqQ6tw6Rq/+9LRHvPYlIItlngsJkRbLPAbjHz0X5ERH9gp1QAuGrVKhQUFADwBYAAkJCQgP79+2PRokVYuHBhvZ8rLi7G999/DwCIiIjA2Wefjby8PHTp0gXPPPMMLrzwwgbTdDqdcDqdAHwROJ3eLGYT2seFoF1sMPLLnNiYW4rsokpUuZxHHbVe5y8NBIR+76nDoZ9ShwM5LejSaxmBRo2YV7VeaJ85ct1aEKlUw8HnkUFq7exqoaZSgMNqRpDVcmjAjvlQjakFKZEO9E2NRFJEICfkJiI6Q51SAWBOTo7+OjY2Vn8dFxcHAMjOzq73c9u2bdOnmFmwYAFSU1Nht9uxYsUKXHLJJfjtt9/Qr1+/ej/7/PPP4+mnnzbqK9ApQinfE0niQu2odLlRXFEDjwhEBCLwTUnjBXy9A33veQ+97/X6prLxCuA99Mi82q9Fe+0VeLyA2+uF+9Aj9bT/PV4vPF6gRrzwen2fO5LUeeF72VCvDK1WT/v3qHMp1veOgt4Ers3PaDKpOk3iJqXw3m87kRgeiL6pkeifFoVOrULZrE1EdAZpcgA4e/bs4/7M2LFjm5TWsboput1u/fUFF1yA77//HqWlpUhLS0NRURHefPPNBgPASZMm4aGHHgLgqwFMSEhoUh7p1OWwWuCwnlL3Okcl4gsk3V6B2+PV/3e6vahxC2q8XrjcXtR4vb5g9tDpoQWZIofnW/QFlL5nQLs8XtR4BC6377Xb44XT5T30LOjD55j2/Gffo/7KMX/NHoQ7rDi7TQT6tInEWSkRCLKdPtuTiIjqanIpfssttxx389CxAsDWrVvrr/Pz8+u8Tk5OrvdziYmJ+uuzzz4bSimEhYWhQ4cOWL58OXbt2tVgmjabDTabDQBgNvNRY3TyKaUQYFYIMAO+f1qexytwebyorvEg92AVdhVU4kC5E+VON8wmhaJKF/aVVOH7jXmwB5jQLSkMfdpEoktCKJIjg2C1nJITChARUQOadRsfEBCAVq1aHXO5ffv2oaam5pjL9enTB1FRUSgsLMT8+fNxww03IDc3F8uXLwcADBs2DACQnp4OALjvvvtw3333ISUlBe3bt8e2bduwZs0aiAjKysqwdetWAED79u2b+hWJ/hDMJoVAkxmBAWZEOKzokhAGp9uDvcVV2FVYgdyD1ShyufTR0UWVLqzYUQSrxQSL2YSUSAfaxgSjXWww2sYGoU1UEOwnKHglIqLj16wAsHfv3li6dOkxlxswYABWrlx5zOWsViumTZuGu+66C/Pnz0daWhoKCwtRVlaG6OhofYRwZmYmAOgDRgDghRdewMiRI7Fo0SK0a9cOZWVlKCoqQlBQkN7ES0SNZ7OYkRYTjLSYYHi8gvyyauwqqEROcSVKKmtQqtyHH9NX7sT6vSUIMCtYTCZYzAqtIxxoGxuMtjG+5zfHh9oRFWxjX0IiolNAkwPAQYMGoWvXro1atlevXrDb7Y1a9s4770RQUBD+9re/YfPmzbDb7bjmmmvwwgsvHLV/3jXXXIPPP/8czz77LNavX4+wsDBcddVVeP755/UaQyJqGrNJoVVYIFqFBaK/RKKkqgZ7iquQX1aNooqaWo/p8w0usZhNKKr17OYAswkmE2A2mRATbEVsqB1xIXbEhdoQF2pH7KH/Ix1WTk9DRHQCnHITQZ9MnAiaqGncHi+KK13IL/M9pq+wwlUnKNSajy1mEyy1Jtc2mxRMJqXXJsaG2NAqLBDxYXa0CrMjPtSu/86+hkR0JvrDTwRNRKcni9mEmBA7YkIO1/R7vIKSqhrkl1brAWGFy41Kl+fw4/kUYMLhKWksJoUDZU5s2V/mCxJNh5/EopRCVLD1UFAYiFZhdiRFBCIpwsHgkIjoODU7AFy3bh3mzJmDX375BVlZWSgpKUFoaCjat2+Pc889FzfccAN69OhhRF6J6DRiNilEBlkRGWSt8zeX24sKlxulVTU4WFmDsuoalDndKD/04/X6GiZqP+HEYlIoqnBix4EKv+BQex0XakdShAOJEYGHAkNfcBgWyCcBEREdqclNwD/88AOmTJmCFStWAKh/rj5tmpgBAwZg6tSpOP/885uR1ZbHJmCik09EUF3jRVl1DQ5W1eBgpQul1W5fDaLTjZpDtYfaE1JMh4LDAIsJAXpQaDoUIAIh9gC0jQnGJV3j0T8tin0MieiUczKagJscAJpMvuaWiIgIXHzxxejbty9SUlIQGhqK0tJS7N69GytXrsR3332H4uJimEwmvwmbT0UMAIlOfS63F+VON0oqXSiqqEFxlQulVTUod7rhOaLm0HxoAIr2fOWUqCAM75mACzrFcZoaIjplnFZ9AAcNGoSHH34Yw4YNg8XS8Grcbje++eYbvPzyy01NiohIZ7WYEGnxNS2nxhx+X0RQ6fKgtKoGhRUuFFe4UFJdg9KqGlQ43TAphdIqN3YWVOCj5btxabdWuLx7Qr1N1EREZzqOAq6FNYBEZx4Rwb6SKqzfU4rckioopWCzmBBssyDYbsH56bG4qmci2kS3/B03EVF9TqsaQCKi04FSCgnhDiSEO1Bc6cKGvSXYUVCBgnInSqtr8O/f9+K7jfvRp00kruqViJ5J4Yc+h+N+3CUR0emiWQHg1KlT9ddKKfzlL39pdoaIiFpKhMOKc9vH4KyUCGzZV4Yt+0tRXOFCWbUJP27Jx4qdRbCaFYDDgZ8+ZkQbkQxfeWdWCrYAE2wWE2wBvsfo2QNMsFkOv7YHmGELMMMRYEaQzYxgW8Ch/y0IOlQDGWS18OkoRHTCNasJWBsIAvgKRI/HY0imThY2ARP9sdR4vNieX44NuSUoq3bDbFKwWkxQUKiv8k8d8YvC4WlqVK3g0Pd/3dcmv88cXmOgFiDaA2CzmPRH6vkGsPgm0NYGs1j0gS0K9gAzAq1mOKxm2APMcFgtCDwUjAZaD/0EmBlgEp3iTrsm4J07dxqVDyKiEy7AbEJ6q1B0jA9BTlEltuSVocLp8ZvWSg79I75Xh38XwO31wuMVeET0uQuPpAV6Sn99ODA0mQ6NVlbq0OvDgaS2nLaOOu/p7x/6jBZkwj+4BIDQQAvSooPRLvbwT2yIjU3cRH9gzQoAU1JSAADZ2dmw2WyGZIiI6ERTSiE5KgjJUU2/6xYRuL2Hfjxe/X+n2wuX2/d/dY0H1Yd+1388Hrg8AleNB26PwNvIRpnagSWOCBC14NB0qNaxsFwhp6gKS7cX6LWIIfYAtI0NQruYYLSLDUG72GDEhTIoJPqjMGQQSJs2bTBgwAD89ttvfu9fcskl+N///oe8vDwjkiEiOmUppRBgVggwA2jGHIMiAq8A3kO1ih7t90OvPV6BxyOo8XpR4xa4PF443R7UeLxwuQU1Hu/hn0NBaKXLg3Knbx5W06FnMBeUu7D3YBWWbS+sExR2jAtBh0M/EZwmh+iMZNgo4Pq6Eubn56OgoMCoJIiIzni+ASaAGQowaK5qEUFVjQeFZS7sL6tGQZkTRZUuVFYeIyg0K8QE2/RgsGN8CNrGBCPQykm0iU53zQoAb7vtNv319u3b/X6vqKjAunXrOJCCiOgkU0rBYbXAEWVB6ygHgFpBYbkL+WXVOFDmRFGFCwe1oNDkG+lcVO7CzoIK/HdLvj4YpXWkAx3jQtAvNRK9kiNgtZiOljwRnYKaPQpYKQURqdNvRFvthRdeiO+++655uTxBOAqYiP7ItKDwQJkT+0uqkV/mxMHKGri9Xr1PocVkgi3ANyLZajEhPDAAA9tG49wO0eiRFM4Rx0RNcNqNAh40aBCUUvj5558REhKCXr166X9zOBxIT0/Hww8/3OxMEhFRy9NqClOiLEg5NCBGRFBa7UZ+aTX2l/pqCkur3RARmEwKxRUu5JVW49sN+xAVbMU57WJwbvtodG4VChODQaJTliGPgjOZTOjfvz+WLl1qRJ5OGtYAEhEdm9vrRV5JNbLyy5FTXIUaj1efQ9FhtcBuMSEuzI5z28dgUPtotIsN5uhioqM47WoANV6v14jVEBHRacBiMiExwoHECAfcXi9yi6uwLb8cew9WocrlhNmkUFxZg+zCSsxbk4PE8ED0TolA7+QIdE8Kg8PKp5ASnWyGBYDvv/8+Fi9ejLy8PL8RwUopLF682IhkiIjoFGMxmfQ5FGs8XuQUVyIrvxz7SqpR6fI9XeVgZQ22H6jAl2tzYbOY0KlVKHonR6BXcjjaxgSzqZjoJDAkAHzooYcwY8YMAIcHfzQ0OISIiM5MAWYT0qKDkRYdDKfbg+xCXzCYX+ZEhdMNk0khwKRQVOHC6l3FsFpMiAgKQM/W4ejV2hcQRgXzoQJEJ4IhAeCcOXMgIkhISEBqaiosFlbvExH9kdksZrSPC0H7uBDUeLzIK63G7sJK5B6sQklVDYAaWA4Fg3uLq7BoUx6sZhM6xofiws5xGNQhmk3FRC3IkLPL4/EgKSkJ27Zt4yPhiIjIT4DZhKQIB5IifHMQljvd2Ftcid2Flcgrc6LS5YZSChaTwsGqGmTsOYh3ftmBc9tH48LOcejcKpStSUQGMyQAvP766/Hpp5+ipqaGASARER1VsM2CjvGh6BgfCq9XUFDuRE5RFXYXVaCkqgZl1W4crKzB5+V7sXDDfrSJCsKFneMwtFMswh18NB2REQwJAIODg1FaWoqePXviyiuvRHh4uN/fp0yZYkQyRER0hjGZFGJD7YgNtaN3SjiKK2uwZX8pdhyoQFGFC2aTQmlVDbLyy/Dhsl3olxqJCzvH46yUCE46TdQMhs0DeLRBHx6Pp7lJnBCcB5CI6NTg9niRXVSJzfvLkF9aDSgFq9k3UXVggBmxoTZ0bhWKlKggtIlyoE10EOJD7RxRTKel03YewOTkZPbPICIiw1jMJqTFBCMtJhhl1TXYmleGbfnlOFjpQqlJ4WCVCzlFlbCYTbCYfP0HA61mJEceDghTo4OQEuVAiD3gZH8dolOOIQHgrl27jFgNERFRHSH2AJyVEoleyRHIPViFLfvLkHuwClUuX+uSyaRgVgoBZoX9pdX4PbsYFrMvKDSbFIJtAQiymeGwWuCw1vrfZkaQ1YJAq+9/h9WMqGAr4kLtiA62sYmZzmiGjrGvqKhARkYGzGYz+vbta+SqiYjoD86klD6aWERQ5nSjuMKFA2VOFJa7cLCqBiWVNQB8c9GaFHyPqDO7YDIpmJSCUoBJAQq+19py2u8mpWAyAWaTCTGHgsG4UDviQ+2IDbXpr8MdAWz5otOaYQHgs88+ixdeeAFVVVXo168fJkyYgIkTJ+LZZ5/F6NGjjUqGiIgISimE2gMQag9AStTh/lI1Hi9KKl0oqHChoMyJosoaVLrccLq88HgF3nq6vSuloABAAQq+INBiVigod2JbfjnMyleTqP2YlG+ew7YxwegQH4KOcSHoEB+MmGAbg0I6bRgSAL711lt1RvoOHToUOTk5mDt3LgNAIiI6IQLMJkSH2BEdYgfi6/7d4xXUeLyHfgTOGg+cHi+cNV5Uuz0od7pRXu1GudONSpcHbo/vWffqUC2hSfmanC0mE/LKqrF6dxEsZhMCTAoRQVZ0iNMCwhB0iAvmZNZ0yjLkyJw+fTpMJhNeeeUVTJgwAQAQFRWFxMRErFu3zogkiIiIms1Xi2eGPcDcqOVdbi8qnG6UVLlwsMqNsmrfPIWl1TUoqXQD8NUYmk0KhRUuZBdV4uetBxBgVggwmdA60oGkiEDYA8yHfkyH/7f43rMdei8wwIzkSAeCbAwaqeUZcpRt374dXbp0wfjx4/UAEAAiIyOxadMmI5IgIiI64awWE6wWKyKC6k5AXV3jwYFyJ/aXVCO/zImiChcqnL6g0HxoZHJhpQub9pVCG0+i9TnUXitA74uoAFhMCl0Tw9A3NRJ92kQiITzwxHxR+sMxJAAMCwtDbm4uqqur9fcOHjyIrVu3IiwszIgkiIiITin2ADNaRzjQ+tAj7kQEZdVu5JdVY3+JEwfKnSipqsGR0+1q/QRr9zv0vfQNQCmqdGHFziLYLCa0jnCgb2ok+qZGolOrUI5MJsMYEgAOHjwYCxYsQL9+/QD4agT79u2LqqoqXH755UYkQUREdEpTSiE0MAChgQFoFxsCwNfnsLrG49f30KX97xa9L2KNxwtnjQd5ZU6UVNZAqRqYTSYUV7qwNb8M/1qTg/BAK85KiUDf1Ej0Sg7n/IbULIY8CSQzMxP9+vVDaWmpfmcjIggLC8OyZcuQnp7e7IyeCHwSCBERnUwigtJqN7ILK7GrsAKFFS6IiG86G4sJgQFm2Cwm2A7VPqbFBCEtJghtY4KRGh3EoPA0ddo+CaRjx45YvXo1nnvuOaxatQoA0KdPH0yaNAkdOnQwIgkiIqIznlIKYYEB6JYUhm5JYXC6PdhbXIWdhRXYd7AaRS6XPk1NUYWvf6HFpPSJr+NC7WgbE6wHhWkxwYisp/8ikSE1gGcK1gASEdGpyusV5JdVY1dhJXIPVqG02g0R8Zv02mYxIcBs0qemMZt98yXGh9oRH+b7iQ3x/d8qjE88OVWcVjWAs2fPbvSyY8eObWoyREREBN/8g/FhgYgP840M9ngFpVU1OFDuRH5pNQorXCipqoHHe3gkskkpFFpc2FNcCbPJ5JsG59C0NSYTYFYKMSE2X3AY6gsOY0Js+k9kkBUBZtPJ/NrUQppcA2gymRo147lSCm63uylJnHCsASQiotOZNhK5oNyJ/DInCsqdKKt2w+n2QLvaazWGWlOyxWzSn5usB4eHHolnUgrhDitigm1+gWFsiA2tIx1oFWqHiTWIzXZa1QACqDO0vanLEBERUfPVHomcFnO4EsPjFVS43CirqsHBqhqUVtWgVHviidMNt1cOfd7/uchmk++ReLsKKg4FiL6aSC1QtFpMSIpwIDny0E+U7/94BoanvCYHgF6v18h8EBERUQsxmw4/Ozkxou7fnW4PKpwelFXVoKS6BmVONyqq3ahweVDl8qDc7dKXPbIG8UCZE+v3lui1iJZDgWHrSAdSIh3onxaFAW2j+JzkUwyfN0NERPQHZ7OYYbOYGxwx7PEKqlweVDhrUFLtRklVDYoqXHpNoogAytensHZgmLGnBAs37sf957fDFT0ST/C3oqNpcgB4/vnnN2o5pRQWL17c1GSIiIjoJDObFILtFgTbLYg74gFfHq+grNoXEBaUO1FcWYOSWoGh2aTw+o/bcVYKH213KmlyAPjTTz9BKXXMPn5NqfKdO3cu/vrXv2Lz5s0IDAzE+eefjxdffBFt27Zt8DO33HILPvzwwzrvJyYmYs+ePcedByIiIjo2s8k3UCTcYa3T73BNdjE25ZaioNyJl77bgpev7cm+gaeIJgeAY8eObZH2/FmzZmHcuHEAgNTUVBQWFmL+/Pn45ZdfsG7dOsTHxx/184mJiUhKStJ/j42NNTyPREREdHRmk0Kv1uHYd7AKRRW+5xt/uW4vruqVdOwPU4trcgD4wQcfGJgNH5fLhYkTJwIARowYgXnz5iE3Nxfp6enIz8/HtGnTMH369KOuY9y4cXjqqacMzxsREREdnwCzCQPSovD9pjxUOD1486cd6JMahUQ2BZ90hs7u+OOPP+L555/HW2+9hdLSUmRnZ8PpdDb686tWrUJBQQEAXwAIAAkJCejfvz8AYOHChcdcx6uvvgqbzYbWrVvj+uuvx/bt25vwTYiIiMgIsaF2dGoVCgAorHDir99ugdfLKeJONkMCwKqqKlx44YW44IILMHnyZMyePRs//PADUlNT8eqrrzZ6PTk5Ofrr2k23cXFxAIDs7Oyjft5qtaJVq1ZISkrCnj178Omnn6JPnz7Yu3dvg59xOp0oLS3Vf4iIiMhYPZLCEBlkhcvtxardRfh8bcPXZToxDAkAJ0+ejMWLF0NE9EEhl112GaxWK77++utmr78xk0k//PDDKCwsxObNm7F9+3a89dZbAIDi4mK8//77DX7u+eefR1hYGMLCwpCQkNDsvBIREZE/i9mE/mmRsJpNqHB6MPPnHdhTXHmys/WHZkgA+NlnnyEwMBBr167V37PZbEhJScHWrVsbvZ7WrVvrr/Pz8+u8Tk5ObvCzXbt29Xt024033qi/PlrN4aRJk1BSUoKSkhLk5uY2Oq9ERETUeLEhdnRK8DUFF5Q78eLCTDYFn0SGBID5+fno0KEDunfv7vd+QEAADh482Oj19OnTB1FRUQCA+fPnAwByc3OxfPlyAMCwYcMAAOnp6UhPT8drr72mf/bJJ5/EgQMH9N/nzp2rv27Tpk2DadpsNoSGhuo/RERE1DK6J4YhKsiKGo8Xa3YXYcH/OE3byWJIANiqVSts3brVb8DF2rVrsXnz5uNqVrVarZg2bRoAXwCYlpaGTp06oaysDNHR0foI4czMTGRmZuoDRgBg6tSpiI+PR/v27dGuXTvccccdAID4+Hh9WhkiIiI6eXxNwVGwWnxNwe/8sgM5RWwKPhkMCQCHDx+OqqoqdO3aFUop/P777+jbty9EBMOHDz+udd1555346KOP0LNnT+Tm5kIphWuuuQZLly49ajD53HPPYeDAgSgtLcXevXvRrl073H333Vi9ejXnAiQiIjpFxITY0KlVKBSAgnIXXvh2CzxsCj7hlDRmhMUxlJaWYvDgwVi3bp3f+927d8eSJUtOm6bViooKvR/h1AVr/PoUEhERkTHcXi++Xb8fBeVOBNssePDCDrj27NbH/uAZqnb8UV5ejqCgoBZPs8kTQdcWGhqKlStXYs6cOVi5ciUAX3++G264AVZr/Q+WJiIioj8mi8nXFPz9pv2ocHnw9i870C81CslRjpOdtT8MQ2oAzxSsASQiIjpx1uYcxLqcgzCbFPqnRWL6Db1h/gM+K/hk1AAa0gfwkUceQe/evf2agDMyMtC7d288+uijRiRBREREZ5huiWGICvaNCv49+yD+9l0mvl2/D2t2FyG7sBLVNZ6TncUzliE1gK1bt4bX663zxI2kpCQopfye8HEqYw0gERHRiVVQ7sR3G/ejxiMIdwTAbjHDZALMSkEphRC7BbEhNsSG2hEbYkNMiA2J4YHo0TocAWZDn2h70py2fQDz8/PRvn37Ou+Hh4cjKyvLiCSIiIjoDBQdbEOPpHD8L7sYxRUuKKVgUoBSChaTQmG5Qk5xJSwmBZNSMJsUzEohNtSOa3on4uIu8bAHmE/21zjtGBIARkZGYuvWrVixYgX69esHAFi5ciUyMzMRHR1tRBJERER0huqaGIY2UUEoqXKhpNqNsqoalDndqHC6UenyoMLlhtZeqQWIRZUuzFhciU9X5eCqnom4rHsrBNkMCWv+EAzZUkOGDMHcuXMxePBgDB48GADw888/w+v1YujQoUYkQURERGewYLsFwXYLEuv5m1cEVS4Pyp01KK1yY3dhJfYcrEJ1jQul1W7MXLId/1qTgyt7JODKHokIcwSc8PyfbgzpA5iVlYU+ffqgpKQESvlG74gIIiIisHLlSrRt27bZGT0R2AeQiIjo9HCw0oWMPSXYUVABgcBmMSPEZkGYIwCXdm2Fq3snIjrYdrKz2Sgnow+gYdPAbN++Hc8995w+D2C/fv3w+OOPnzbBH8AAkIiI6HRTVl2D9XtLkJVfDo9XYLWYEGK3IMQegAs7xeGqXoloHXlqzy94WgeADXE6nbDZTr8InAEgERHR6aPS5cbGvaXYklcGt8eLALMJwXYLgqwWJEUEondKBHq1Dkf3pHAEWk+tQSOn7SjgoUOHYvbs2UhM9G+5X7NmDW666SZs2rTJiGSIiIiI6uWwWtAnNRLdksKweV8pNu0rRXGFC2XVbhysdGFbfjk+/30v7AFmdGoVit7J4TgrJQJtooJg+gNOPm1IDaDJZEJkZCRef/11XHfddRARPPfcc3jmmWfgdrvh8ZweEzmyBpCIiOjM4HJ7kZVfjh0F5Sgod0FEYDIpBJhMsFtNsFnMsJpNiAq2olfrcPRKiUDv5AiEBZ74ASSnbQ1gnz59sGrVKowePRpffPEFdu3ahRUrVkBEMGrUKCOSICIiImo0q8WEzgmh6JwQihqPF3kl1dhdVIm9B6tQUlkDKDcsCiiqcCGnqBLfbdwPq8WM9PgQ9GkTibPbRCA1Okgf3HqmMaQG0Ov14uWXX8ZTTz2F6upqiAhiYmLw2muv4dprrzUinycEawCJiIjOfGXVNdhTXIXsokrkl1bD7RWYlILFrGAPMMNuMcFqMSM21OYLBlMi0KN1eItNOH3a1gCaTCZEREQgICAAVVVVAAC73Y7w8HAjVk9ERERkmBB7ADq1CkCnVqHweAUHyqqRXVSJnOIqlFbVoFQBFqVQXOnC7sJK/GddLhxWM7onhePsNhHolRyBmGAbrJbT91F0htQAXnjhhfjvf/8LEcEll1yCffv2Ye3atVBK4fbbb8fbb79tRF5bHGsAiYiI/tjKnW7kFFVid2EF8sqc8HoP9R00mxAYYIbNYoLVYoJJKQRazQgLDEB4YIDvf4fv/9DAAIQ7rAgLDECbKAfCHdajpnnaTgNjMpngcDjw8ssv46677kJNTQ0mT56Ml19+GSLCQSBERER02nF7vNhfUo1dhRXYc7AKVS6P/oxic+0fpWAyHX6GsUkBJqX0IPGvI7ujbUzDMcVpGwD269cPH330Edq3b+/3/pIlS3DzzTdj586dzU3ihGAASERERPURERysqkF2YQX2lzpRVeOBs8YLl8cLt8frt6xSCkoBCoDFZMLZqRF4/YbeDU43c9r2AVy6dCnM5rodIwcNGoSMjAwjkiAiIiI6aZRSiHBYEeGwoscRf/N4BU63B063F5VODypcblS5PNhRUI6DlTVYl30Q327Yh8u6J5yUvNfHkADQbDajoKAAM2bMwPLly5GSkoLx48fjf//7H8477zyEhIQYkQwRERHRKcdsUnBYLXBYgYhaT51rFWbH95vyUOHy4M2ftmNg22hEBB29P+CJYsjwlV27dqFHjx549tln8cMPP2DDhg04ePAgbrnlFrz22mtGJEFERER0WokNtaNdrK9pN6/Uibd+3n6Sc3SYIQHgo48+in379iExMRFal8JzzjkHoaGhWLRokRFJEBEREZ12erYOR7DNDKfbg2837MfanIMnO0sADAoAf/jhB0RHR2Pz5s1+76ekpGDXrl1GJEFERER02rEHmNErOQIWk0JZdQ1e+T4TLrf32B9sYYYEgFVVVYiPj68zaqW8vBxOp9OIJIiIiIhOS2nRQYgPs8PjFWzNK8e/Vuec7CwZEwC2bdsWGzduxEcffQQAcDqdmDFjBnbu3IkOHToYkQQRERHRaUkphbPbRMJmMaGqxoMPl+1C7sGqk5onQwLAO+64AyKCm2++GUoprF27FhMmTIBSCrfddpsRSRARERGdtiIcVnRqFQoFoLDchemLt8GAqZibzJAAcPz48bj77rsB+CZK1L7QnXfeifHjxxuRBBEREdFprWtiGMICA1Dj8eLXrAL8mlVw0vJiyJNANLt27cLq1asBAGeddRZSU1ONWvUJwSeBEBERUUvKKarET1sPwCuCdjHBmH17X0iN84Q/CcSQGkBNmzZt0K5dO8TGxp52wR8RERFRS0uKCERypANeryCnqBIfLt11UvJhaAAIAH/6059w/vnnG71aIiIiotOeUgpnpUQg0GpGVY0Hn63eg+355Sc8H4YHgABOaqdGIiIiolNZsM2C7onhMJsUSqpqMH3xthOehxYJAImIiIioYR3jQxAVbIPb48X6vQdPePqGB4C1RwETERERUV1mk0KflAgEmE2odJ34J4MYHgAuX74cXu/Jf8QJERER0aksNtSOdrEnZ8aRFm0CXrVqFZYsWdKSSRARERGdtnq2DkeQ7cT3yLO05MpHjx6NnTt3wu12t2QyRERERKcle4AZPZIisOIEp9viISf7AxIRERE1rE2044Sn2awawISEhKP+/cCBA81ZPREREdEZT0Gd8DSbFQDu37//mMsodeK/FBERERE1rFkBoNlsRlRUFC655JJ6/75gwQKUl5/42a2JiIiIqGHNCgC7dOmC/fv34/3336/377/++isDQCIiIqJTTLMGgZx77rlwOp3Yu3dvvX9PTExEcnJyc5IgIiIiIoMp4TBdXUVFBYKDfRMyTl2wRn9NRERE1FKcVZWYNLwXAKC8vBxBQUEtniafBUxERET0B9OsADA7O9vvxyhz585F7969ERgYiMjISIwcORLbt29v1Gc9Hg8GDhwIpRSUUpg4caJh+SIiIiI6EzRrEEibNm38pnnxeDzNztCsWbMwbtw4AEBqaioKCwsxf/58/PLLL1i3bh3i4+OP+vmpU6di2bJlzc4HERER0ZmqWQHglClTDJ3nz+Vy6TV2I0aMwLx585Cbm4v09HTk5+dj2rRpmD59eoOfX7p0KZ577jmMGjUKn332mWH5IiIiIjqTNCsAfOqppwzKhs+qVatQUFAAwBcAAr6njfTv3x+LFi3CwoULG/xsaWkpxowZg4SEBMycOZMBIBEREVEDmhUAGi0nJ0d/HRsbq7+Oi4sDgKP2M7z33nuxe/du/PjjjwgPD290mk6nE06nE4BvFDARERHRme60GAV8rJlq/v3vf+Ojjz7C448/jkGDBh3Xup9//nmEhYUhLCzsmM82JiIiIjoTnFIBYOvWrfXX+fn5dV43NKn0unXrAACvvPIKgoOD/ebve+WVV5CUlNRgmpMmTUJJSQlKSkqQm5vbrPwTERERnQ5OqQCwT58+iIqKAgDMnz8fAJCbm4vly5cDAIYNGwYASE9PR3p6Ol577TW/z1dWVqKiosKvKbempuaoj6Oz2WwIDQ3Vf4iIiIjOdKdUAGi1WjFt2jQAvgAwLS0NnTp1QllZGaKjo/URwpmZmcjMzNQHjDz11FMQEb8fzWOPPYaDBw+e8O9CREREdKo6pQJAALjzzjvx0UcfoWfPnsjNzYVSCtdccw2WLl3KPnpEREREBmixUcBpaWkAgO7du2P69OkN9t+rz4033ogbb7yxwb835vHFfMQxERERUf1arAZw165d2LVrF7788kt07twZL730UkslRURERETHocUCwJtvvhk333wzrrzyStjtdj6Tl4iIiOgU0WJNwO+//77f7xs2bGippIiIiIjoOJywQSBdu3Y9UUkRERER0VE0qwbwtttu018rpTBr1qxmZ4iIiIiIWlazAsAPPvhAf80AkIiIiOj00KwA0Ov1GpUPIiIiIjpBTrmJoImIiIioZTW5BnDq1KmNXnbKlClNTYaIiIiIDKakiY/MMJlMUEo1almPx9OUJE64iooKBAcHAwCmLlijvyYiIiJqKc6qSkwa3gsAUF5ejqCgoBZPs1l9ABsTOzY2SCQiIiKiE6PJfQC9Xq/+88svvyA0NBTvvvsuSktLUVpailmzZiEoKAjff/+9kfklIiIiomZqchNwbT179oTb7a7ztI+uXbvCZDIhIyOjuUmcEGwCJiIiohPttGsC1mRmZkJEsGjRIlx44YUAgB9++AFZWVlsAiYiIiI6xRgSAPbo0QMrV67EsGHD4HA4oJRCRUUFAKBPnz5GJEFEREREBjFkHsC3334bCQkJEBFUVFSgvLwcIoJWrVrh7bffNiIJIiIiIjKIITWA3bt3R1ZWFj7++GNs2rQJANClSxeMHj0adrvdiCSIiIiIyCCGBIAAYLfbcfvtt6OwsBAAEBUVZdSqiYiIiMhAhj0K7pNPPkFaWhpiY2MRGxuLtm3bYs6cOUatnoiIiIgMYkgN4JdffokxY8b4vbdz506MGTMGISEhuPzyy41IhoiIiIgMYEgN4F//+lcAQN++ffHiiy/ixRdfRL9+/SAiePHFF41IgoiIiIgMYkgN4Nq1a9GqVSv88ssvCAgIAACMHz8eqamp+P33341IgoiIiIgMYkgNoNfrhdVq1YM/ALBarbBarY16XjARERERnTiG1AB27twZv//+O6699lpcd911AIBPP/0U2dnZOOuss4xIgoiIiIgMYkgAeO+99+L222/HggULsGDBAv19pRTuvfdeI5IgIiIiIoMY0gR86623YurUqbDb7RARiAjsdjumTp2KW265xYgkiIiIiMgghk0EPXnyZDz00EPYuHEjAN+TQBwOh1GrJyIiIiKDGBYAAsCqVauwevVqAEBVVRUGDRpk5OqJiIiIyACGBIDV1dW46qqrsGjRIr/3L7roInz++eew2WxGJENEREREBjCkD+DUqVPx/fff6/3/tJ/vv/8ezzzzjBFJEBEREZFBDAkAP/30U5hMJvz9739HXl4e8vLy8MorrwAA5s6da0QSRERERGQQQwLAPXv2ID09HQ888ABiYmIQExODCRMmID09HTk5OUYkQUREREQGMSQADAkJQU5ODnJzc/X3cnNzkZOTg9DQUCOSICIiIiKDGBIADho0CGVlZejUqRMuv/xyXH755ejUqRMqKiowePBgI5IgIiIiIoMYMgr4mWeewQ8//ICysjJ8++23AAARQUhICKZOnWpEEkRERERkEENqALt06YIVK1bgpptuQnp6OtLT0zF27FisWLECnTt3NiIJIiIiIjKIYRNBd+rUCR9++KFRqyMiIiKiFmJIADh79uwG/xYYGIgePXqgQ4cORiRFRERERM1kSAB4yy23QCl11GVuuukmvPfeezCZDGl1JiIiIqImMjQaO/JJILV//vnPf2LGjBlGJkdERERETWBIAPjVV1/B4XBg8uTJyMjIQEZGBp544gkEBQVhzpw5eOaZZyAi7CNIREREdApQIiLNXcm5556LoqIibNy40e/9zp07IzIyEr/++iv69OmDzZs3o7y8vLnJtZiKigoEBwcDAKYuWKO/JiIiImopzqpKTBreCwBQXl6OoKCgFk/TkBrA1atXY/fu3X4BYGZmJnJycrBmzRoAQGJiIgyINYmIiIiomQwZBNKuXTts2rQJPXv2RHp6OgBfAOjxeNClSxcAwLZt25CQkGBEckRERETUDIbUAM6YMQMOhwMejwcbN27Exo0b4Xa74XA48NprryErKwtWqxWjRo1q1Prmzp2L3r17IzAwEJGRkRg5ciS2b99+1M9MmjQJnTp1QmhoKOx2O1JSUnDbbbdh9+7dRnxFIiIiojOGIX0AAWD//v14/fXXsWnTJgBA165dcc899yAuLu641jNr1iyMGzcOAJCamorCwkKUlpYiNjYW69atQ3x8fL2f6927NwoKChATE4PS0lJkZWUBADp27IgtW7Y0Km32ASQiIqIT7WT0ATQkAFy5ciX69u3b7My4XC4kJiaioKAAI0aMwLx585Cbm4v09HSUlZXh/vvvx/Tp0+v9bHV1Nex2u/77TTfdhI8++ggAUFBQgKioqGOmzwCQiIiITrTTdhBI//790blzZ7zwwgvYs2dPk9ezatUqFBQUAABGjBgBAEhISED//v0BAAsXLmzws3a7HW+88Qb69euH9u3b68GfNhK5IU6nE6WlpfoPERER0ZnOsImgt2zZgieeeAJt2rTBRRddhH/+85+orKw8rnXk5OTor2NjY/XXWjNydnb2UT+fnZ2NlStX6s2/vXr1wqJFi476lJLnn38eYWFhCAsL4yAVIiIi+kMwJADMyMjAk08+iS5dusDr9eKHH37ALbfcgvj4eNx666346aefmrX+xrZSv/DCC3C73diyZQuGDBmC33//HTfeeCM8Hk+Dn5k0aRJKSkpQUlKC3NzcZuWTiIiI6HRgSADYtWtXPPnkk8jIyEBmZiamTp0Kh8OB8vJyzJ49G0OHDkW/fv2wY8eOo66ndevW+uv8/Pw6r5OTk4+ZF7PZjI4dO2LChAkAgJ9++gmLFy9ucHmbzYbQ0FD9h4iIiOhMZ+izgLdu3YpZs2bhzTff9Gv+DQ0NxapVq3DLLbcc9fN9+vTRB2vMnz8fAJCbm4vly5cDAIYNGwYASE9PR3p6Ol577TUAvjkGv/zyS3i9XgCA1+v16y9YUVFhzBckIiIiOgMYMhH0e++9h/feew/Lli0D4GuyjYyMxK233oq7774brVu3Rv/+/bFy5cqjrsdqtWLatGm46667MH/+fKSlpaGwsBBlZWWIjo7GxIkTAfgmmQagDxjZu3cvhg8fjuDgYKSlpSEvLw95eXkAgKSkJAwdOtSIr0lERER0RjCkBnDcuHFYunQpRAR9+/bFhx9+iL179+Kll15C27ZtYbVa0blzZ7hcrmOu684778RHH32Enj17Ijc3F0opXHPNNVi6dGmDgzSSk5Nx1VVXISIiApmZmSguLkbbtm1x1113YdmyZWzaJSIiIqrFkHkAQ0JCcOONN+Luu+9Gz549DcjWycF5AImIiOhEOxnzADa7CbimpgZ33nknIiMj0aNHDyPyREREREQtqNlNwAEBAXjjjTfw6aefHnW+PSIiIiI6NRjSB3DgwIHYv38/ampqjFgdEREREbUgQ0YBjx49Gvfeey+GDRuGu+66C3FxcX61gYMGDTIiGSIiIiIygCEB4B133AGlFH766ac6T/1QSsHtdhuRDBEREREZwJAAEGj849qIiIiI6OQyJADcuXOnEashIiIiohPAkAAwJSXF73e32w2LxbDKRSIiIiIykGHPAv75558xePBg2O12DB48GIsXL8Ztt92GpUuXGpUEERERERnAkGq6n376CRdddJE+2ENEkJycjA8++ACAb5oYIiIiIjo1GFIDOGXKFHg8Hlx99dX6e+3bt0dcXBx+++03I5IgIiIiIoMYEgCuXr0aqampmD9/vt/7rVq1wt69e41IgoiIiIgMYkgAaLFY6kwD4/V6sXfvXpjNZiOSICIiIiKDGBIA9urVC7t27cIdd9wBADhw4ABuuOEGHDhwAGeddZYRSRARERGRQQwJACdOnAgAeO+996CUwo4dOzBv3jwopfDII48YkQQRERERGcSQAPCSSy7BJ598guTkZIiIPgr4o48+wiWXXGJEEkRERERkEEOmgRERXHfddbjuuutQUFAAAIiOjjZi1URERERkMENqAJOTk/HEE09g69atiI6OZvBHREREdAozJADcu3cvXnjhBXTq1AkDBgzAzJkzUVJSYsSqiYiIiMhghgSATzzxBNq1awcRwYoVK3DPPfegVatWuO666/Dtt98akQQRERERGUTJkRP4NcPatWsxd+5c/Otf/8LOnTsBACaTSX9E3KmuoqICwcHBAICpC9bor4mIiIhairOqEpOG9wIAlJeXIygoqMXTNGQQiKZnz55ISEhAYmIinn/+eezfv7/OBNFEREREdHIZEgAWFxdj3rx5+PTTT/Hzzz/D6/VCRKCUwnnnnWdEEkRERERkEEMCwPj4eLjdbr22r127dhg7dixuuukmpKSkGJEEERERERnEkACwpqYGYWFhGDVqFG6++WYMHDjQiNUSERERUQswJACcM2cOrrrqKthsNiNWR0REREQtyJBpYK677jo9+HvvvfcwdepUI1ZLRERERC3AkACwtnfeeQdPP/200aslIiIiIoMYHgASERER0amNASARERHRH4yhE0EDQK9evWC3241eLREREREZxPAA8I033jB6lURERERkIEOagEtKSlBRUVHn/bVr12LJkiVGJEFEREREBmlWAFheXo7LL78ckZGRCA8Px9ixY/0CwT/96U84//zzm51JIiIiIjJOswLAv/71r/jmm28gIvB4PPj4449x6aWXorq6Wl9GezwcEREREZ0amhUAfvrpp1BKoX///rj//vvRqlUr/Prrr7jhhhuMyh8RERERGaxZg0BycnIQHR2Nn376CVarFU888QTOOeccfPnll5gwYYJBWSQiIiIiIzUrAAwKCkJiYiKsVisAIDY2Ft9++y0GDBiAGTNmICAgwJBMEhEREZFxmtUEnJKSgi1btvgN/Gjbti2++OIL2Gw2uFyuZmeQiIiIiIzVrADwnHPOQXV1NWbOnOn3/oABAzB79uxmZYyIiIiIWoaSZgzTLS8vR2FhIex2O+Li4ur8fd++fXC5XEhJSWlWJk+UiooKBAcHAwCmLlijvyYiIiJqKc6qSkwa3guAL7YKCgpq8TSb1QcwODj4qEFSq1atmrN6IiIiImoBzQoAj2zmHTt2bLMyQ0REREQtr1l9AG+55Rbceuut+v9GmTt3Lnr37o3AwEBERkZi5MiR2L59+1E/M3HiRAwYMACxsbGw2+1IS0vD/fffj/z8fMPyRURERHQmaFYfwJ9//tnv98GDBzc7Q7NmzcK4ceMAAKmpqSgsLERpaSliY2Oxbt06xMfH1/s5pRTMZjM6deqEoqIi5ObmAgC6du2KdevWwWQ6dqzLPoBERER0op2MPoDNqgEcPHiw309zuVwuTJw4EQAwYsQI7NixA5s3b0ZISAjy8/Mxbdq0Bj/7xBNPYN++fVi/fj2ys7MxYsQIAMCGDRuwbt26ZueNiIiI6EzRrADQaKtWrUJBQQEA6AFcQkIC+vfvDwBYuHBhg5999tlnERMTAwAwm80YOHCg/jebzdZSWSYiIiI67TRrEIjRcnJy9NexsbH6a22Kmezs7Eatp6KiQh+g8n//93/o3Llzg8s6nU44nU79c0RERERnulOqBrAhx9NN8cCBAxg6dCjWrVuH9PR0/Otf/zrq8s8//zzCwsIQFhaGhISE5maViIiI6JR3SgWArVu31l/XHr2rvU5OTj7q5zMzM9G/f3+sWLEC/fv3xy+//HLMuQgnTZqEkpISlJSU6ANHiIiIiM5kp1QA2KdPH0RFRQEA5s+fDwDIzc3F8uXLAQDDhg0DAKSnpyM9PR2vvfaa/tklS5Zg4MCB2LFjB0aOHIkff/wR0dHRx0zTZrMhNDRU/yEiIiI607VYAJidnY3s7GxUVVU1+jNWq1Uf6Tt//nykpaWhU6dOKCsrQ3R0tD5CODMzE5mZmfqAEQC48MILUVRUBKUUsrOzcd5556F///7o378/vv76a2O/HBEREdFprMUGgaSmpgLwPQ7u73//O6699tpGfe7OO+9EUFAQ/va3v2Hz5s2w2+245ppr8MILLxy1j57L5QLg6y+4cuVKv78dOHCgid+CiIiI6MzTrImgj6b2xMtKKVxyySX46quvWiIpw3AiaCIiIjrRTsZE0C1WA/j+++8DAIqLi7FkyRL8+uuvLZUUERERER2HFgsAb775Zv31hAkTWioZIiIiIjpOp9QoYCIiIiJqec2qAUxLS9NfK6Wwffv2ZmeIiIiIiFpWswLA5ORkKKWMygsRERERnQDNCgB/+ukng7JBRERERCcK+wASERER/cEYMgrY6/Xi/fffx+LFi5GXl4faUwsqpbB48WIjkiEiIiIiAxgSAD700EOYMWMGAOjBn1IKIsI+gkRERESnGEMCwDlz5kBEkJCQgNTUVFgsLTa9IBERERE1kyGRmsfjQVJSErZt2wabzWbEKomIiIiohRgyCGTs2LGoqqpCTU2NEasjIiIiohbU5BrAqVOn6q8dDgcqKyvRs2dPXHnllQgPD/dbdsqUKU3OIBEREREZS0ntIbvHwWQy1Rng0dCgD4/H07TcnWAVFRUIDg4GAExdsEZ/TURERNRSnFWVmDS8FwCgvLwcQUFBLZ5mk2sA+RQQIiIiotNTkwPAXbt2GZgNIiIiIjpRDBkEctttt2HatGl13l+wYAHefPNNI5IgIiIiIoMYEgB+8MEH+Oqrr+q8/9JLL+G+++4zIgkiIiIiMkiz5gHMzs7WXzudTuTk5OhPAqmoqMDu3bvZT5CIiIjoFNOsADA1NRWA77Fva9euRZs2beos07p16+YkQUREREQGa1YAeORzf48UEBCAxx9/vDlJEBEREZHBmhUA/vjjjxARnH/++ejcuTNef/11/W8OhwNt27ZFZGRkszNJRERERMZpVgA4ePBgAMCTTz6JpKQk/XciIiIiOnU1OQBcsmSJ/nrIkCF13qtt0KBBTU2GiIiIiAzW5ADwvPPOa9QIX6UU3G53U5MhIiIiIoMZMgiEiIiIiE4fTQ4Ad+7caWQ+iIiIiOgEaXIAmJKSYmQ+iIiIiOgEaVYTcG3r16/HvHnzkJubC4/Ho7+vlMKsWbOMSoaIiIiImsmQAHDhwoUYPnx4ncEeIsIAkIiIiOgUY0gAOG3aNNTU1CAkJARlZWWwWq1QSsFisSAmJsaIJIiIiIjIICYjVrJu3TqEhIRg9+7dAIDevXtjy5YtsFqtePPNN41IgoiIiIgMYkgAWF1djfbt2yM8PBwmkwlOpxMpKSlITEzEww8/bEQSRERERGQQQ5qAw8PDUVpaCgCIiorChg0b8OKLLyIzMxMWi2HjTIiIiIjIAIbUAHbo0AHZ2dkoLS3FgAEDUFNTg8cffxxutxvdunUzIgkiIiIiMogh1XNPPvkkNm7ciJKSErz00kvYuHEjtm/fjqSkJLz22mtGJEFEREREBjEkALzgggtwwQUX6L9v27YNRUVFiIyMNGL1RERERGQgQzvo/fjjj1i+fDkiIiIwevRoZGdnIy4uDjabzchkiIiIiKgZDAkAq6qqcOWVV+K///0vAKBfv36IjY3Ftddei2nTpuGxxx4zIhkiIiIiMoAhg0AmT56MxYsXQ0QgIgCAyy67DFarFV9//bURSRARERGRQQwJAD/77DMEBgZi7dq1+ns2mw0pKSnYunWrEUkQERERkUEMCQDz8/PRoUMHdO/e3e/9gIAAHDx40IgkiIiIiMgghgSArVq1wtatW7F9+3b9vbVr12Lz5s1ISEgwIgkiIiIiMoghAeDw4cNRVVWFrl27QimF33//HX379oWIYPjw4UYkQUREREQGMSQAfOaZZ9CjRw84nU6ICJxOp/4UkKeffvq41zd37lz07t0bgYGBiIyMxMiRI/1qF+uzYMECDB06FGFhYVBKQSmFhQsXNvUrEREREZ2xDJkGJjQ0FCtXrsQnn3yCVatWAQD69OmDG264AVar9bjWNWvWLIwbNw4AkJqaisLCQsyfPx+//PIL1q1bh/j4+Ho/t2TJEvz2229ISkrSn0tMRERERHUp0eZtOQW4XC4kJiaioKAAI0aMwLx585Cbm4v09HSUlZXh/vvvx/Tp0+v9bF5eHiIiIrB06VIMGTIEAPDtt99i2LBhjU6/oqICwcHBAICpC9bor4mIiIhairOqEpOG9wIAlJeXIygoqMXTNOxJIIsXL8bixYuRl5eH2jGlUgqzZs1q1DpWrVqFgoICAMCIESMAAAkJCejfvz8WLVp01CbduLi4JuXb6XTC6XQC8AWARERERGc6QwLA5557DlOmTKnzvogcVwCYk5Ojv46NjdVfa8FddnZ2M3Na1/PPP9+kfopEREREpytDAsA333wTIoKAgADExsbCYjH0EcNoyVbqSZMm4aGHHgLgqwHktDVERER0pjMkUisrK0NMTAw2bdqEqKioJq+ndevW+uv8/Pw6r5OTk5ueyQbYbDbYbDYAgNlsNnz9RERERKcaQ6aBueaaaxAQEIDw8PBmradPnz56ADl//nwAQG5uLpYvXw4A+oCO9PR0pKen47XXXmtWekRERER/RE2uAZw9e7b+ulevXvjss88wePBgjBo1qk4gOHbs2Eat02q1Ytq0abjrrrswf/58pKWlobCwEGVlZYiOjsbEiRMBAJmZmQCgDxgBgOnTp2P69OmoqqrS37vtttvgcDgwYsQIvPjii039qkRERERnlCYHgLfccguUUn7vLVu2DMuWLfN7TynV6AAQAO68804EBQXhb3/7GzZv3gy73Y5rrrkGL7zwwlH75xUVFdWZLHrfvn0AfFPEEBEREZFPk+cBNJka33rs9XqbksQJx3kAiYiI6EQ7reYBPF2COiIiIiLyZ8ggECIiIiI6fRgyDYzX68X777/f4JNAFi9ebEQyRERERGQAQwLAhx56CDNmzABweNJmpZT+JBAiIiIiOnUYEgDOmTMHIoKEhASkpqYa/iQQIiIiIjKOIZGax+NBUlIStm3bpj9Vg4iIiIhOTYYMArn++utRVVWFmpoaI1ZHRERERC3IkBrA4OBglJaWomfPnrjyyivrPAlkypQpRiRDRERERAZo8kTQtZlMpqMO+vB4PM1N4oTgRNBERER0op1WE0HXlpyczNG+RERERKcJQwLAXbt2GbEaIiIiIjoBDJ2vpaKiAhkZGTCbzejbt6+RqyYiIiIigxj2KLhnn30WcXFxOOecczBhwgR89tlnSEtLwyeffGJUEkRERERkAEMCwLfeegtTpkxBZWWl/iSQoUOHIicnB3PnzjUiCSIiIiIyiCEB4PTp02EymfDqq6/q70VFRSExMRHr1q0zIgkiIiIiMoghAeD27dvRpUsXjB8/3u/9yMhI5OXlGZEEERERERnEkAAwLCwMubm5qK6u1t87ePAgtm7dirCwMCOSICIiIiKDGBIADh48GEVFRejXrx8AX41g3759UVVVhSFDhhiRBBEREREZxJAA8Nlnn0VISAjWr18PpRQKCgqQlZWF0NBQPPXUU0YkQUREREQGMSQA7NixI1avXo2bb74ZnTp1QqdOnXDzzTdjxYoVSE9PNyIJIiIiIjKIYRNBt2vXDu+//75RqyMiIiKiFmJIADh79uwG/xYYGIgePXqgQ4cORiRFRERERM1kSAB4yy23QCl11GVuuukmvPfeezCZDHv4CBERERE1gaHRmIg0+PPPf/4TM2bMMDI5IiIiImoCQwLAr776Cg6HA5MnT0ZGRgYyMjLwxBNPICgoCHPmzMEzzzwDEcGHH35oRHJERERE1AxKtIf3NsO5556LoqIibNy40e/9zp07IzIyEr/++iv69OmDzZs3o7y8vLnJtZiKigoEBwcDAKYuWKO/JiIiImopzqpKTBreCwBQXl6OoKCgFk/TkBrA1atXY/fu3X4BYGZmJnJycrBmzRoAQGJiIgyINYmIiIiomQwZBNKuXTts2rQJPXv21Of9y8zMhMfjQZcuXQAA27ZtQ0JCghHJEREREVEzGFIDOGPGDDgcDng8HmzcuBEbN26E2+2Gw+HAa6+9hqysLFitVowaNcqI5IiIiIioGQypATzvvPOQlZWF119/XW8G7tq1K+655x7ExcUBAH7//XcjkiIiIiKiZjLsSSBxcXGYOnWqUasjIiIiohbSrABwyZIlfr8PGjSoWZkhIiIiopbXrADwvPPOg1IKIgKlFDwej1H5IiIiIqIW0qwA8P333zcqH0RERER0gjQrALz55puNygcRERERnSBNngbmeCd15iTQRERERKeGJgeA7du3x2uvvYaCgoKjLldUVITXX38dHTt2bGpSRERERGSgJj8L2Gw26//37dsXffr0QZs2bRASEoLy8nLs3r0bq1evxvLly+F2u2EymVBTU2No5o3GZwETERHRiXYyngXc5D6AGzduxFNPPYUFCxZg6dKlWLZsWZ1lRAQWiwWjRo3Ck08+2ayMEhEREZExmhwApqenY+7cucjPz8e8efPw66+/Ytu2bSgpKUFoaCjat2+Pc889FyNHjkRsbKyReSYiIiKiZmj2k0BiY2Nxzz334J577jEiP0RERETUwpo8CISIiIiITk9NDgAjIyMxbNiwRi170UUXISoqqqlJEREREZGBmhwAHjx4EKWlpY1atqysDAcPHmz0uufOnYvevXsjMDAQkZGRGDlyJLZv337Mz82YMQOdO3eGzWZDbGwsbrvtNuTl5TU6XSIiIqI/giZPA2MymaCUOq7PNOZZwbNmzcK4ceMAAKmpqSgsLERpaSliY2Oxbt06xMfH1/u5v/zlL3j22WcB+OYo3LNnD6qqqpCeno41a9bA4XAcM21OA0NEREQn2smYBqZZfQBFpNE/jeFyuTBx4kQAwIgRI7Bjxw5s3rwZISEhyM/Px7Rp0+r9XF5eHl588UUAwJ///Gds3boVy5cvh1IKW7ZswVtvvdWcr0lERER0RmnyKOAff/zRyHwAAFatWqU/WWTEiBEAgISEBPTv3x+LFi3CwoUL6/3cDz/8oE8yrX2ue/fuaNeuHbZt24aFCxfioYceOmb6tQNVV3UVnGaOkSEiIqKW5aqu0l+fqEfnNjkAHDx4sJH5AADk5OTor2vPHRgXFwcAyM7OPu7Pbdu2rcHPAYDT6YTT6QQAHDhwQH//2dHnHGfuiYiIiJqnsrLyhHRBOy2quJoaDTfmc88//zzCwsIQFhaGdu3aNSkdIiIiIiNolVItrdkTQRupdevW+uv8/Pw6r5OTkxv1ubZt2zbqcwAwadIkvXnY6/Vi165d6NWrF/bu3YuwsLCj5re0tBQJCQnIzc1FaGhos5drqWWZ/umxTqbP9Jk+02f6f8z0RQR5eXlo164dQkJCjrpOo5xSAWCfPn0QFRWFwsJCzJ8/HzfccANyc3OxfPlyANDnHUxPTwcA3HfffbjvvvswdOhQWCwWuN1uzJ8/HwMGDEBGRgaysrL8Plcfm80Gm82m/56WlgYACA4OPuYoHG1Uc1BQ0FGXbexyLbUs0z891sn0mT7TZ/pM/4+bvtfrBeCbZeVEOKWagK1Wqz7Sd/78+UhLS0OnTp1QVlaG6OhofYRwZmYmMjMz9QEj8fHxeOSRRwAAL7/8Mjp27Ij+/ftDRNC+fXvcddddJ+cLEREREZ2CTqkAEADuvPNOfPTRR+jZsydyc3OhlMI111yDpUuXIiEhocHPPffcc3j11VeRnp6OnTt3IigoCDfffDOWLFlyQubTISIiIjpdNLkJ+Oeffz6ukcDHs/yNN96IG2+8scG/1ze4QymFBx54AA888ECj81Qfm82GJ5980q9ZuLnLtsQ6mf7JTf9M/E5Mn+kzfabP9E/99I3SrCeB9O7dG2PGjMHll19e7wjanTt34j//+Q/++c9/4n//+1+jngRCRERERC2ryQHgwIED9adtAEB4eDiSk5MREhKC8vJyZGdno7i4GICvxm7gwIH49ddfjcs5ERERETVJkwNAAFi4cCHeeOMNLFy4EG63u87fLRYLLrnkEtxzzz24+OKLm5VRIiIiIjJGswJATWlpKZYvX45t27ahpKQEoaGhaN++PQYMGHDMOXKIiIiI6MQyJAA8E2zevBl2ux2pqamGLtsSTnb6mzZtgtVqPeaTUxqTzwMHDsDj8SA+Pr5JeTlWGsf6e1PSb+z2b+ljyujj4HjXZ/T+bYnteiKWN0JL7P/GnqfHm/7JLCtPdtl3POmvWbMGISEh6NChQ4us/3g0t5xs7vJGOZ5tavR3au61qrnptwhpplWrVsmDDz4oDz74oKxataq5qzsp1q9fL1FRURIbGytbtmw55rKRkZESExNzzGWbYu3atfLNN98cNf3G5rUluFwuGTp0qMTExEhmZmaDyzU2n5MnT5akpCTZsGHDceeldhqbN29uUh6ON/3a69y0aVOjlmvMMdWYdR75mWMdh5s2bZJ//OMf8uGHH8q+ffsMzYPR+7ex51VL5bOpyxuhKWke69hv7Hl65LqOtU2Pp/wzelse774/nuP/eNM/1vfJyckRpZRERkYe1z5tiWvL8ZSTLXFOGeV4tmlLnPfNuVY1Jv2WjCsa0qwAcOnSpWK1WsVkMonJZBKr1SrLli0zKm8nxPr166Vdu3Zit9tFKSWxsbGSk5PT4LLt27f3W7ahnbVv3z7ZuHGjLFy4UPLz86WsrKxReUlMTBSllHz00UfNyuuePXtk+fLlMnfuXMnKypLi4uKjpt3Y/K5Zs0YiIyNFKSWTJk1q8Hs0Jp/r16+X6OhoUUrJ2LFjj5q/I2VkZPjtiylTptRZd+2/P/LII81O/8g0+/TpU+92Op791Nh1Hu271Xcc/vLLL6KU0n+6d+8u27ZtMyQPjdm22nKN2b6NPa+aks/G7of61t/Q9xIRKSkpkfLy8gb/LtK4c+p481hfPo889kUad57Wt66jbdPjKf8auy0bW04d774/nuO/tob2a1P20xNPPCFKqUYHy8fatrm5ubJ+/Xr55ptvJD8//5jHn8ixj5Xj3a5G79faGnNONWabtsR5f2RZ1pR90ZDjOa+M1qwA8IorrvA7yZRScuWVVxqVtxa3fv16SUtLE6WUWK1WUUqJ3W6vt6DQDhKz2SxKKenfv78opaR169ayY8cOfbmamhr55ptvJDU1VWJiYkQpJV27dpUbb7xRdu3a1WBeMjIy/A7a+Ph42b1793HntaamRr7++mtJSkqSiIgIUUpJWlqaXHbZZX75bEp+S0tLZcSIEaKUkrPOOkvy8/ObvE33798v5513nl7oHKuW4shtVXtfPProoyIi8sEHH8iOHTv0E0r7+3333VdnHceb/vr166Vt27ailBKTySRKKfm///u/OgXb8RxTjV3n0b5737599UJDS+PAgQP6jcSwYcPkwgsvFKWUpKSkyPbt25uVhyPTv/fee+tdrrHb98j19enTR5RSEh0d7bfNjjefx7Mf6stH7WPG6/X6Lbt48WIZM2aM9OrVq94alcaeU8ebx/ryeeSxL9K48/R4t2ljyz9t2Xbt2unrfOihh+rdRo0tp4533zf2+G/sfj3e/VRTU6O/Hj9+vB6wNOUc2LJli76tUlJS/I6nsWPHHvOacqxysjnnfn3lamP3a1POqcZs06ac98c6VmuXZWeffba8/fbbx70vGtLY8q+lNCsATExMFKvVKl9//bV89dVXEhAQIImJiUblrUVpdwnaAdq1a1cxm836SeLxePRlj9xJ999/v4iIPPjgg6KUkiFDhkheXp6I+E6usLAwPSAOCAiQoKAgUUpJmzZtZOvWrfXmRTsRAwICRCklnTp10gvu48nrhx9+qKdvtVrFZrPphWFSUlKdg6ox+dVO1szMTOnWrZu+DSorK/3Sbmw+a2pq5PXXX5fY2FgJCgqSqVOnSmlpqYiIFBYW6tuyPkfuiz//+c8iIvLOO+9IdHS02Gw2adOmjf73P/3pT36fLykpkX379h1X+rW/V+vWraVVq1ZiNpvl/fff15fxeDzHtZ8au876vrtWWGnf/fHHHxellPTq1Utyc3Nlz5490qpVK1FKyV//+lcREXn00UdFKSXnnnuu7N+/v0l5ODL9hx9+WP+bdow4nc5G79+G1vfkk0/qhe3evXuPO5/Hsx9q50M7Zu6++245ktvtlnfeeUfuuOMOvwtmREREnQtWY86p481jffmsfeyHhYVJWFiYbNmy5Zjn6fHu++Mp/2rvU5vNJn379pW9e/dKdna2/P7777Jnzx7Zt29fo8upppwnjT3+NUfbr03ZT5qCggKZPHmyXhNbX63VkefAxIkTRURkypQpopSSsLAwmTZtWp3jKTAwUM9TfdeUox0r4eHhEhQUJMnJycd97tdXrtYOzo73+tPYc6ox27Sp5/3RjtWcnBy/suzqq68+7n3RkMaWfy2pWQGg2WyW3r1767/36tVLLBZLszPV0rQDxWQySXBwsNx7770ybNgwUUrJxx9/7Lfs6tWrGzzwq6qqpEePHhIZGSlffPGFrF27Vi/ok5OT5dprr5XvvvtOfv75Z7n55ptFKSWdO3eWPXv21MmLdoKkpqaKyWSSl19+Wf9727ZtG5XXpUuX6umnpKTIbbfdJitXrpTs7Gy5//77RSklPXv2lNzcXBGRRuU3PT1dPwi1dTgcDsnIyKizTY+VT+0E3LNnjwwePFi/e9K2x7p166R79+7Svn37evuiNFSozZw5Uzp06CAABECDwV9RUZHcd9990rlzZ/1O61jpH3ms3H333XLWWWeJyWSSH3/8UUR8d4gjR46U5OTkRh9TjVnnXXfdpfc3OfK7h4aGytdffy0iIj/++KNER0dLYGCgzJkzR8rKyuS6664TpZTcdttteroXX3yxKKVkzpw5fne+jcnDkekrpeSNN97Q111TUyP/+9//5MYbb5Rff/31mPv3888/b/D7FBUVSbdu3SQwMFCmTZt2XPk8nnO7qqqqzve66667/JZZt26d3HzzzZKQkKB/b6WUtGvXThwOhyil5NVXX9WXb8w5lZaWJm3atGl0Hhtz7Gv5io2NlZtuuqnB81REZOXKlY3epv/+978bXf4dWZtiNpvFYrHowZhSvv5bcXFx+kXzaOXUf//73+Pa91lZWZKXl9eo4z87O1vefvttueyyyxrcr4899thxHUu1ZWdny6RJkyQpKUmv0dH2jxbc1HdOTZ8+XV/HI488IgD0SgHtePr2229l0aJFMnr0aFFKSfv27f1ai452rKSmporZbNbLyqNt1zvvvLPec7/2MeB2u/XXa9asadT1Z/Xq1cfc9rXPqcZs0y+++OK4z/ujHasAJDIyUuLj4/VrRdu2bfX8tWrVSsLCwiQhIUHefffdBvdFQ45Wntcu/z788MNjrqs5mhUAKqVkwIAB+u/9+/cXk8nU7Ey1pN9//106deokJpNJgoKC5K9//avs2bNHkpOTZfjw4fpyCxYskLvuukssFku9NQMul0sqKiqkT58+AkAmTJig38lERkbK448/Xid6v+eee0QpX58cl8vld7FyOBzy4IMP6gftv//9b/n999+lffv2AkBsNluDeZ0/f75MmTJFPzjj4uJk8uTJdTo+axflGTNmiIgcM79/+tOfRCkljz/+uPz444/SsWNHMZvNeoGiefnllyUyMlIASGBgYL359Hq9smDBAnnqqaf0QiIwMFDWr18v+/btkylTpuh3ddp3qKys9NtvnTt3rlOovfXWW/oFsHZheccdd/jlsaioSB577DFp27atXvjZ7fajpr9s2TL9WAkODpYXX3xRcnNzJTU1VS644AJ9vZdddpm+zsYeU8dap3YRj4qKksWLF/t993PPPVcv+B599FEZOXKk2O12ASB/+ctfRETk008/1b/LP/7xDxER+d///id//vOfZd68eY36XloewsLC9H2vlJJLL71UL4S1C9b69evl6quvFqWU2Gy2o+5fLUjX1nfOOefoF7g33nhDvvzyS4mOjtYL4ePJZ4cOHRp1bj/11FMSHx8vbdu2rbdJ6/PPP5c77rhDLBaLvm8ByBVXXCEff/yxfPDBBxIYGChdu3aVTZs26TWgxzqnRo0aJQBEKdWoPCYnJ8uCBQuOeewr5et+A0Avs448TxcsWCBjx44Vs9ncqG165H5qqPxTSsno0aP1PFqtVv34UEpJt27dJCoqSoKCgiQxMVHfljExMQ2WUwAkPj7+uPZ9WFiYrFmz5qjH/7hx4+SFF16QpKQkCQkJ0Y/XMWPG+O3Xtm3bSlpaWqOPpeTkZD2wy87OlieeeEKv+WrTpo2sXLlSnnrqKf2cXrhwod8+rX1O/f3vfxev1yter1cuuOAC/fvde++9kp2d7bet7r33XlFKyfXXXy8lJSUNlpMzZ86UNm3a+B3LFoul0edUfceAFvx5vV7xeDxy/fXXH/X6069fPwEg4eHhR9322jlV29G2qXacNuW8r+9YjYyMlODgYD0t7fqrdasIDAzUy9va16oj90VDjtxHDZV/Sil54oknRESa1cfwaJodANrtdklNTZXU1FSx2+1iMpn031NTUyUtLc2ovDZbdXW19O7dWz8JtYvlQw89JEopmTBhgrz++usybNgwMZlMfifL6NGj/dYj4utrovXBuvPOO+XKK68UpXzNt7WbGbQq8rKyMunatas8/vjjsmzZMv2iGhISItOmTZOysjK9dqq6ulp69Ojhl4f//e9/9eZVK6S15bp3766ffF6vV7871WogtA75w4cPP2p+KyoqpGvXrjJq1ChJT08XpXzV9L/99ptUVFTIN998I2PGjPHLY3BwsGRmZjaYT+2EAiD333+/vPPOO9KxY0dRSsmgQYMkKipKrFarHqRq2/vss8/WT9KGLoBaYNS9e3e/4LG4uFgee+wxvwJQKV9t7NSpU+tN/5VXXvE7Vh5//HER8QW7Svn60+Tl5cnIkSP9AsqBAwfKhg0bjnlM1S5Mj1ynVnsREBAgN910k3Tv3l3/jtpn/vKXv+jv1d73WoE3Z84cPYBPSUmRdevWidvtlp07d+rfKzQ0VO/D11AeLBaLREVF6Wndc889IiLy/fff6wXn448/LqNGjdLzYrVaJSAgQKZMmVJn/9YOsmuv780339Tfczgc+gVK2/4TJkyQ0tLSRuXzWOe2drGovS+0prcdO3bI5MmTJSAgwO+41n6uu+46qaqqkk6dOolSSm6++WYROVy7fbQyoLq6Wnr27KnfKGnH1LHO6do1RA0d+1rT3bnnnqvn9ZtvvtHP05tvvtnv/LNYLPLggw82uO+17QJATCaTvp/qK/+0YE7Ly/333y/PPfecmEwmOfvss6WsrEyKi4v12jntPD377LPrLadqlylHO/dq7/sBAwaIUsrvgq+dI9rxr5W/Wj6140sr251Op3Tq1Em/8dCOpfvuu0/y8vKOup+U8jVd/vzzz36BSkpKivz22296np544gm58cYbJTw8vM45sGjRImnTpo0opeT5558XkcP97K1WqwCQbdu2SV5ennz33Xf6Os8//3xRSsnSpUvrLSdnzpyp3/jWPu5HjRp1zO0aHx+vHy/1BX/avhMRvZ9cjx499ABO269VVVV6JUHtc/vIbV/fObVr164Gt2l1dbWeR6vVqtdONva8f+ihh+o9VvPz8+Xtt9+W8PBwMZlMYrfbJT09Xf9s//79JSoqSgICAvzODW1frF69Wupz5LWsofJPCwj/9a9/yfz582X48OEtMjCk2QGgVoXa0M+pViO4adMmSU5O1jt71tTU6IVH7aabc8891+8icPbZZ+sFn0a721dKycyZM/Vq4Ouvv15ExG95l8slXq9Xli1bJlu2bNEvmBEREXoB98EHH4hSvmaL3NxcueSSS/ST9s4775TNmzfrAeeRebXZbHpee/fuLW63W6qqqvz672nV29ddd52IyFHz6/F4xOv1yn//+1955pln/A785cuXyznnnKM3i2kXKW39UVFR0rNnzzr57Nu3r98JGBoaqm+/t956Sz788ENRSskVV1zh15eirKxMNm3aJA6HQy+EjrwAzpw5U9566y2xWCzSrVs3qaioEBGRgwcP1gn+AgIC9AJVKwjqS187VmrXDF177bXicDhk8eLFctddd+nfPzg4WEaPHi0dO3aUoKAgPcg62jE1btw4cbvd9a5Tu5Bu375d5s2bJyaTSa644go9H1o/ka5du8oTTzwhDz/8sF7De8kll+gFeFBQkNhsNvn+++/9zoHY2FgJCQmRuLg42bJly1Hz8N1330lQUJBERUXJxo0b9fV8+eWXEhcXpy8LQNq0aaP3/dFqAo/cvuedd54EBQXJTTfdJCKH727/+c9/SpcuXUQp3x3+NddcIwkJCXLllVfKVVddJenp6TJs2LCj5jM+Pl7i4uJk48aNRz23tbwBkISEBMnKypJx48ZJ+/bt/Y7p5ORkueeee/R9dvnll8s///lPMZvN0r59e79O6Pn5+fqde0Pn1MaNG/Vm2mOVP7XzaLFY5MYbb2zw2BcR2bp1q36cBwQEyIwZM/zOU6WUJCQkSEhIiFx//fXi8XjE6XQ2uO9vuOEGvb/T008/LUeqXf5NnTpVQkJCZODAgdKtWzeZOHGiKOXfQqSVRVorR9++feXVV1+VrKysOuUUAL1VRMR3E3e0Y3TFihV6a8y4ceNERGTu3LkSHBwsNptND5g2bdok0dHRctlll8mMGTP0dTzxxBN++/Wbb76R5ORkufvuu+Xee++VNm3a1FumaftJK9fOOussv0Bl+fLlIuIr/zVPPPGEXu4cOWjy888/l+DgYP0G+IILLvArp5599ll59NFHxWw2yyuvvCIiIl988YWMHz9e/361y0kt+FNK6bXCVqtVrFar3j3gsssuE5PJJO+++67fdn344Yfl+eef19MfNmyYnk+tkqD2YA4t+ImNjZW2bdvK2rVr/farVqufkJAgb7zxRoPbvvY5tWbNGklMTNTLmdrbVMvDpk2bJCoqSj9mDhw4cNRzSvs+7dq1k6qqKvn73/9e51jds2ePXHHFFWK1Wuu0AvTr108+/PBDfR2198Unn3wiEyZMqHOu1LZp0yYJCQnRywDNRx99pJd/SUlJcvvtt8urr76q3wREREQc12DJxmhWADh48GA577zzjvlzqqk9Km7dunX6gdi1a1eZMGGCbNiwQW/a0C5mSim9P88HH3yg3yUppWTo0KEyb948+fOf/yxms1lSUlJk6dKlUlBQIDU1NX6dT7/99luZMmWKnH/++RIXFyfnnnuu3kx05513itVqlfnz5+u1NwDkvvvuk+3bt8vcuXP1gqB2XrU7Cq3G4MILL5SsrCy9w21mZqaMGjVKH2E8depUERG5/PLLBYD07NlTz1/tDr0ivovWxx9/7FcIaXevoaGhEhMTI6+99poeYGiFW3351Go/tJ+wsDC5+OKL5eOPP5aKigrp1auXKKVk7ty5evovvvii9OvXTzIzM/WO5q+++qpeq6TU4b5o2dnZ+l3k1VdfLV9//bWMGjVKWrdurW9LrUBQSunV+GFhYbJ27dp6058yZYoMGDBAMjMzZcWKFRIYGCjx8fF6LYZSSsaPHy8rV66U0tJS6dixo/7dj3ZM3XjjjZKTkyPz588Xu91eZ51a8Ldu3Trp3LmzAJDOnTvLgQMHpLq6Wm9uuf322/W8btu2TSIiIuoEukopmT17tr7cDz/8IF27dtX7YUVERBwzD1pgFB8frweBOTk5+mhQ7cZFa9rR8hASEiJffPFFnf2r1fz89a9/lb59++oF2/79+2XFihWybt06mTRpkowdO1a/kazddNiYfH7xxRdH3Q82m02GDx8uN954o16Dpd3QnnvuufpdfO0AUCmlpzFy5Ei9LDlw4IB0795dX+6ss85q8Jyq3Qf4+++/P2oe7Xa73HrrrdKpUycJCgqSxx9/XK+NV0rJm2++qa9Lu4HUtr+2f0NCQiQmJkZeffVVWb9+veTn54vX65Xp06fL4MGD6933kyZNkt9++00WLlwowcHBopSSiy++WObNm1en/Ovfv78sWbJEZs2aJampqXqaSinp3bu3VFVVSU1NjR4MaE28tcuIrVu31imntFrZqVOnSmRk5FGP0bVr10paWpq+3sGDB8vgwYP12pRPPvlE304zZsyQSy65RLp166bfUB+5X7VaIBHxuwE+2rHUo0cP/XyrHaho39vj8ciLL77ot4+GDBkiXq9XnE6nnr+cnBzxer3yyy+/SHJysn4z8txzz8muXbvkq6++0rfva6+9Vqe81srJf/zjH/qxEhAQIF999ZVkZmaKxWLRa/++/PJLPS/atlLK189vx44d8vrrr0t4eLhfwFr7elZVVSVFRUXy8MMPS0pKSp3rxJH7FYA888wzInK4prehc2r//v0SFxenrzMhIUHfpkeeW7Nnz5bAwEDp2bOnrF279pjn1IgRI/Ry7KWXXqpzrB44cEC/+dHSj4yMFLPZLP3799fLskcffVTfF1deeaX069dPtmzZIoWFhX77/ki1m8dr7/usrCxZu3atbNy4UWbNmiXXXnut/l2UOjwy3CjNngj6dKZVY3/66acyc+ZMvd1eq51zOBwyZswY+de//qWfSFoTl/a6X79+ct1118nIkSMlLCxMP1iCgoLk/PPP95t2YPbs2RIcHKz3U6tdoHzzzTd6rYx2cNUu4P73v//pgUBgYKAsXbrUL6+BgYFyxRVX6Hd7Wj7efvttOffcc/XmseTkZCkvL5d33nlHPyFr3zXXt42ysrL8ltVqGd9++239YNRORLfbLffdd59eK6b1ydHyabPZxGw2S0REhPz973/XA5U///nPotThYfg//vijjBkzxu8is2PHDikuLtbvxGtfAD0ej3g8HsnMzNRrPLT9pJSvNuyHH36QjRs3it1ul6ioKPnggw9kyJAhfneKDaXfrl07mT17dp2arfvvv18fqLFy5Uqx2WwSEREhL7zwQr3HVGBgoFx//fWyd+9e2bp1q749a+dVC/jXrl2r1/S0bt1a7rvvPsnOzpadO3fqNU21A8D333/fbx9p66t95/7DDz9Ir1699GOwa9eujc6DdpcdFRUlX3zxhd7cqZSvKWP79u2yYMEC/fiLioqSsWPHSnZ2tn7hO3L7avnUui1s2rRJD0xqF3ydOnXSa221vNfO57p16+rkMzY2Vv7xj38ccz98//33+ja48cYb9XU/+eSTsmvXLunQoYM4HA55+OGH/fK0aNEiEfEFf1r5EBUVpV8QtNGHGu0cqampkeLiYnnppZdk0KBB+nfSAs4jy581a9bI448/7td0ppSSt99+Wz/nqqqqJCsry6+GA4AMGDBA3n77bdm5c6eI+C6qU6ZM0bdvffv+iSeekI8//lgeeOABvwuwtq9ql3/p6eny97//Xb755ht9+o3Y2Fh9+c6dO+utHyIiy5cv91uf1jQZGxsrffr0qbecCgwM1NOufe7V3vdaAKF1H6jv+C8tLdVrJmuXv0cu/9NPP+llirZ9J0+erJdpR+6noKAgGTt2rPzwww/670uWLPELekV8NztaGg6HQwICAuSll17Sr0Naei6XS3755Rfp3bu3ANBvSrRava+//lrfDh06dND3rYiv/15GRobceuut0rlzZz0/H3zwgYiIXs6+//77UlBQIAkJCXX273333Se7d++WsrIy/YZ6wIABepmj1Vr+/vvvcu+99+rlce0mVq0y4sknn6z3+vPmm2/q+7X2tq99TmnN8bUrDI6sAdO2ndb/7sILLxQRX+1vQ+f9TTfdJKtXr5b169fLs88+q5/zvXr18jtWtWuF9p3GjRsnPXr00I+Zhx56SL7++us63UXat28vnTp1kq+++kqOpXY/ytrHyn/+8x8ZOnSovl0effRR/dhNTk6ud0q3pvhDB4D10UYmaU1U2h3Hrl27ZNy4cfroPe3ie++998rQoUP1WrG4uDi/2oro6GjJysqS+fPn+108evbsKXfccYdcdNFFopRvOLtWKBzt4ta6dWt58MEHZceOHXpeHQ6H3HDDDbJ371759ttv/Qq12idXq1atZNOmTXpTnFK+WjxtuXPOOUeWLFni139OxFeo1L4L1i7uWvDn9Xr1A3n//v1y+eWX63eTMTEx+sVGy+eyZctk2bJlehOwVmD0799fMjIyZMKECX61HPfdd5+cc845EhERIRs3bpSNGzfq2/u6667TTxwtD9u2bZNhw4ZJ69atJSIiQvr37y8///yzntcdO3bI1q1bZdasWX4XDIvFIl988UWd9MeMGSMzZszQ+0xq+//ee+/166w8ffp0/dip3Vm7vv2UmZnpd8Og7SctkFq7dq0+OjwhIUEee+wx2b59u3i9XnnhhRdEKV8zgXYxmjVrlp7ftm3bygUXXCAPPfSQTJs2Td8+Cxcu9Av+RowYIU6nU9q1a3fMPCQmJsrEiRP12rCjHafaBf2xxx6TXbt2ye7du6Vt27YycODAevfvn/70J7nqqqvkiiuukNDQUP3YiYqKkrvuuku++uoreeutt/wu2rXzWfv8aNWqlUycOFG/IHTp0kXfF/Xth61bt+r7wWq1yiOPPKKfQ0opPUBLSkqS5cuX681cI0eOFBGRvLw8Pe3IyEi5/vrr9aZopXytA0uWLNH3QV5enjz88MP6emoHNQkJCXp5oJU/K1as0I+j5557zu/7v/DCC37naXFxsXTr1k0/lv/0pz/pF5YVK1bIlClTJCUlRZTy3RBpfTVr7/sJEybI/PnzZcyYMfo8bjExMRIcHCxBQUF+y950003yzjvvyLfffqsHf2lpafLWW2/pfREtFotfjcW2bdskOjpaHA6Hvv7aQeuR5ZT2Xu0gsKF9Hxsbqy938cUXy8MPP+y3jZ5++mn980lJSTJs2DB54IEH5LzzztPTv/zyy6W8vFwf2FC7r9vzzz+vH5damRYSEiJ33HGHfPzxx/LRRx9J69atJTo6Wvr27es3aKN28DdkyBC9xvmHH37Qy66SkhJxu92yZMkSvbYqLCxMxo8fL7GxsaKUb8CAdhNwzjnnyH/+8x8R8QW3v/zyi1x66aX6ORsRESFRUVEya9Ys/Tv07dtXOnbsKL/++qtfH3Mtb/fee69+Q/vqq6/q+2Px4sWyZcsWPd9DhgzxKwMSEhJk2rRpMmvWLAkJCdHLiNr9V7X9+sEHH+jpJiYm6sdkQ+fUZZddJldddZWejlYO1qbdrD/11FMi4usOkZGRIbt37/a7po8ePVo2btwoCxYs0Gu2tXKldkuYtv5vvvlG7yqzbt06+fHHH/XgtkuXLnXGCgwcOFA/BsPDw6WgoKDBWsDaai/z+eef64N/lFJyzTXX6H/Tvsv1119fp0taUzAArEVra3c4HDJ69GhZv369/reZM2fK2LFj9R0dHBwsmzZtkqefflq/M+rVq5esXr1alixZIuedd55+cHTp0kWv1QsJCZFbb73Vr2C59957/U5ErdP1kQVcfHy8flE9Mq9aUKEFdHa7Xa+1M5lMctZZZ8mePXv0fnLaRf25557za+K66667/O4oS0tL5c0339QDpbPOOktGjhypFzBbtmzR71x37Nghl156qd9QeW29gYGBej61i66Wf22ZIUOG6DWY2gn75ptvyp49e+SGG27QLzoej0c2b96sF0ZXXXWVngftRCotLZXdu3fLtm3b5MCBA3X+pn0npZTexFH7bltL/4033pCioiIR8fXd0Jqnxo8fX2ekmlZDNHz4cMnMzJSff/5ZD64a+v4xMTH6cRIcHCw//fSTX42GxWKRCy+8UO8g7/V6Zfv27Xq+RcQvoE9PT5cXX3xR73PUUPB31VVX6TP+r1u3Ts/DxRdfXKdWxWKxyNChQ/XvWft4ufXWW496nIqIPnpu6NChfvvX4XDIxx9/LN98843eP6h2Ldett94qIr4bkNqd0ZXyb/atne4jjzyiN4Fpx+ndd98tl156aZ3zpfZ+SEhIkPvvv1+/s67dNKuUkmeeeUZvLlNKybx586S0tNSvia1Vq1Zy0UUXyauvvioPPfSQPtLwmWeekVmzZskjjzyiz72m/Tz33HPSs2dPCQgI0GtJtBolLbjXyooVK1bozWza56+++mp5//335a233tJrfJTyTQC9ceNG+emnn2T8+PF+3QE6d+4sDz30kDzyyCN6DZB28d+1a5fMmjVLDzg6d+4s//rXv2T9+vWSk5Mjt9xyiwCQbt26SVZWlvznP//x62N27bXXiojI9u3b9b5TMTEx8uGHH0pBQYHs379fn47lhhtukBEjRujdJrQaw/rKqQcffFA/X+vb9+np6TJ58mSJiIiQs88+u85N7JIlS/T1nXXWWfLWW2/pf/v888/19M8++2y/EZxFRUX6E11+/PFHOfvss/VlHQ6H3H777fL222/LAw884NeEWvtmTJuDUAtyZs6cKaGhoXqfM5fLJa+//rpcdNFF8t5770m/fv304O+pp56S7Oxs2bp1qwwYMMCvOX7BggVSWloq77//vt5fTStTtON6yJAhen/oH3/8UYKDgyUlJUXvrx0dHa2XCePHj/d7zJl2w9unTx/9mrBlyxa/gVzaZ7V+0tnZ2fqNglY+JyUlyTnnnFNnvyYlJemjjbVzqqSkRK91tNlscu655+rTlmnXgOHDh8uOHTskOztbvvzyS3nuuef079u2bVu9AkK7ual9Tq1Zs0aKi4v173/eeefJOeeco5f927Zt8+uyod1YBwUFyaBBg/Ry6Mgfq9Uqt956q9+xrAW0tR0rGPzyyy/1m0DtJzk5WT7//HM5cOCAjBs3TpTyDbQ5ePDgUdfVGAwAD9GqiCMjI+WWW26RrKwsKSwslHfffVefSV4LDrQToGPHjvqorS5duvi16xcUFMiyZcv0UaJas9Dw4cP1i7l2Ad69e7dER0frwUV9zW+1L6paXsPCwuoEf1pg9tBDD0lGRoaMHj1ar5F54YUX9O9gsVhkzJgxen4HDBgggG+0s3YCHBko9erVS7744gupqqrSJyodNGiQVFZW6jWSWr+jbt266YMRtBq+jIwMv4tux44d9eY6s9msf/+kpCQZO3asPtKrsrJSr3p/4IEH9JNoy5Yteufg+k62+hz5nbQLcu3OvlarVUaPHq3Xvrjdbvnkk0/k1ltv1Qv+L774wm+9+/fv9xv4ERwc7Nd52GKxyPLly+sEHQ888ID89NNPegf2Pn366BfUqKgofZ/WvmD997//lR49ekhUVJRMmzbNL/h74YUX9KYnbTt9/fXX0qdPH72wrn0MOp1OcbvdMnDgQAEgI0aM8LuwRkZG6nmoPe/f2LFjJSYmRlatWiUZGRkNBn9aAWq1WvX9m5iYKGPHjpW1a9dKZWWlPPbYYxITE6Nve226DKV8fdG0EXI9evSQxYsXy8MPPyxbtmw5atApIvLVV1/pTfJHni9H7od77rlH9u7d69cf65577hGTySSdOnWSDRs2yKZNm0QpJZdffrmUlpbqTV+1J4at/aPt+4CAALHZbPoFOjY2Vp577jnJzMyUtWvX6jUKWlBfO/jT/PrrrzJw4ED90ZvaOaOlVXvqnZSUFFm0aJFeTtT+6dq1q35z8Oyzz+oB0d133y3r168Xt9utf6927drV6XMlIjJu3Dg9+NfOn7i4OH07a/3S1q9fL8nJydKuXTsJCgrSb5g++eQTPT8vv/yy7Nu3T5577jl9wMdHH33kdyOmNTlu3LhRHn74YdmwYYO8+eabeq1jcnKyzJgxQyZMmCBKKXnwwQf1oLm4uFi++uor+eCDD8ThcIjZbJa//OUv+j6urKyUTZs26bVV2gCd0aNHywUXXCCpqanStm1bsVqtejeR2jeLX3/9tTz55JN6uderVy954IEHZMGCBfpUOtq+vfjii+W///2vvPPOO6LU4VG677//vh6EaN85ODhYnn76ab0vmYiv7+iMGTPk9ttvl3fffVeeeOIJv24YSikZNWqUvPbaa/rNxJ133ql/V61GTztutFr6RYsWySOPPOJX4fHuu+/q69Tm0aupqZHdu3fLI488IlarVUJDQ/VWD6V8g0YeeeQRUcrXZJydnS1ff/21Xgv60Ucf+eU1NDRU+vfvLwAkLi5OLr30Uv06qQW6iYmJ+tyE11xzjQC+wYPp6el+80uaTCa/80Gpw5ULVqtVxowZI6tWrRIR3xiAhIQECQgIkNdff11ERC/b+/Xrp1/HV61aJcOHD9fnCKwv8DObzXLOOefIU089pe9DwNdfceXKleL1eiUrK0sPrI8WAH7zzTd68K+Ur6/+K6+8ol+va48evuGGGxpcz/FgAHjI77//Lm3atJFbbrlF3n77bZk9e7akpKTogUJISIjccMMNcs899+h3KBMnTpRWrVpJQECAPPvssyJy+G5dC6J2797tNzp27dq1fn8XEfnss8/0guXBBx+ULVu2NBj8ifgmm01ISJDLL79ccnNz/S5mWkGkVYWLiN5/SCtgtAt6cnKyfPvtt/LTTz/pNRna6MWSkhK/QKl3797y2Wef+d0dz5gxQ7777rs6wV+XLl0kIyNDz2fbtm3llltukd9++80v+Hvqqaf0jtvagd2uXTu55ppr5JdfftHT2bJliyQkJEhQUJB8++23fvtt8+bNkpCQ0KjHuR0Z/PXu3Vtee+01vdDRgs9nnnlGPB6P7N+/Xz799FP5v//7P/3vWkHQunVr/c40NzdXxo8fr9cEawWR1mk4Li5Obr31VpkxY0adoEMrHCsqKvwGtsTHx8uTTz4p7777rj6I5e2335aMjAwZNmyYXtOrLd+tWzd58cUX64zOq6iokEGDBunLXX311fr20C4MFRUV+mjDiy66SL/BadWqlTz77LMyc+ZM/UL/t7/9Tf98SUmJbNiwQf/e9QVhO3bs8Nu+Xbt2la+//lpKS0ulqKhIHn30UT2Ib9Omjd5n9JtvvtE/ozUR3XLLLVJeXq7PoanlMz4+XiZPnixZWVl++1u7iGm1EfWdL7WDv9rbLS8vT68FGzVqlF7DvHPnTpk2bZr+ncPDw+Waa67Rv8OAAQPkkUcekfvvv1/GjBkj1157rR7g1e67qvUP1J7i0r9/f0lMTJSrr766TvC3bNky6d+/vx5AXnjhhfLwww/rF6AuXbpIeHi4pKamyu23366fO7///ru0atVKQkND/UZ3vvrqq5KRkaHfELzyyiv6sVBeXq4fh3fffbdfB3Xt2MrNzZXAwEA9P23atJE5c+bIhx9+qB8nL730koj4boy0Tva1L1parViXLl1k165delA6ffp0vydCaPtJuwEqLy+XGTNm6Nu0VatW8vLLL0tOTo5ce+21YrVaJSsrSzZv3iwzZ86Uzp07683dWtCj1WZp+7qmpkY2btzo1ySoBRXaOe9wOCQ4OFjS0tLEYrFIXFycTJkyRTZs2KDf2AwYMEAWL16s1z4WFhbqx19qaqosXLhQRHzNlVarVRYvXiwff/yx3tyrlJLJkyfrx9bFF19cZ9tXVlbK3/72Nz2YrX3+//vf/xYR36AZrSzbvXu3PhWLVpGhlK/mr/a5Wns/l5WV6YPMRo4cKbt27ZK8vDz505/+pA/A0cqeK664Qj7//HO/ckspX/9Zt9utnze192vtmQO0m5nagbVSvhYK7dwwm816C1rtG5+AgABp27at33k1ZMgQeffdd+Xzzz+XH374QRITE+WKK66QVatWyaZNm+TAgQNSVlamD66o/YxyrZVg5syZsmrVKhk7dqx+Y9WtWzfp1q2bX1/Zrl27yieffCI7d+7Ut5f2fS677DKpqqqS7du3630Mj9UncPfu3fo19LHHHtPf16YBCwsLk9DQULnqqqtk2bJlR11XYzEArGX//v0yatQoiYiI8CsMEhIS9Lujjz/+WL8DWbVqlT6K7J133hGRuiP+SktL5auvvpKUlBSJjIzUgxTtxNi2bZvcdtttEhAQIBaLRd555x1ZsGCBXgjXd1EVEf2RStoQeO2EHzZsmB5wakPTtSH3WjPVG2+8oQ991wJTrVr+nnvukdLSUnnllVf0wlcL/rSmhNrfMSsrS4YPH+4X/Gl3+k6nU8/n6tWr9YItNTVVpk6dKj///LPExsZKly5dZMCAAXLttdfKnXfeqedLuxObN2+eKOUbvZWRkSF5eXmyadMmefXVV2Xnzp2yd+9e/e6uIWVlZQ1+pw0bNki/fv1k/Pjx4vF4ZMeOHfLOO+9IamqqX1Pt1VdfrQfloaGhsnXrVtmzZ4/cf//9+sCT4OBgefnll+XDDz+UjRs3yqZNmyQ3N9dvPyUmJsrdd99dJ+jQ7oZNJpNMmjRJn1H+q6++0oPALl266Nv68ssvl/Xr10vfvn3lySefrHdqBhFf07XWZ1KbWLS22n2jtOdsKuUbCauNWF2wYIHExsZKeHi4PgBJO36V8tXwPf744/U+D3PDhg0yYMAAueOOO/Ra75ycHHnsscf0i0Hbtm31wEcLBhYuXKjnxeFwyLp16+qkq5SvFlrbVtp5tXXrVrn++uslICBAIiIiZMmSJbJv3z7ZvHmzfhw2FPyJ+AJXpXw3VEees5mZmXraN954o2zcuFHvE6YNzKgtIyNDnn76acnNzZX//Oc/+mfvvfdevdn2sccek927d8vvv//u99kjg7+hQ4fqF2stCPzb3/4mGzZskIKCgjpNn7m5ufrF4rvvvtPT7t69u5hMJhkyZIh+U6f15dW+i9Z/rr4y7fPPP9cv6Jdddpm+jgULFkhUVJS0bdtWLzP379+v30RpF7a3335bv2BqtYxHllOvvvqqfPvtt/qx//e//11+/fVXOeuss/ya2SoqKuSXX37Rz6077rhDP0e0Y0dbPiYmRg8Aa3fDEfE9oaf2I8b++te/ysyZM2XBggWyevVqycjIkNLSUn1QnsjhWrXWrVvLZ599ph+7Wv8sbaLijh07SmVlpezdu1cSExMlPj5epk2b5jeiWZvLsfYxetVVV9UZJLJ161a9rKkd1GmzO2i1guPHjxen06l/bvPmzXoN8qRJkxp8du3SpUv1oPaiiy6SRx55xK/PrnYz9s477+jPDa59bEVHR/sNfqy9X2NjY2XMmDF6efTUU0/J7Nmz9Zou7djUnoSlHTd2u10SEhKkffv28sYbb8jMmTNl0aJFsn//fvn2228lLi5OIiMj/aapEhHZu3ev/P777/Lrr79K69at9dpE7Zqi1OGJwpcvXy7XX3+9/Pjjj3L11VfrMcDll18uu3bt0q8VAwYMkDvvvFPKy8vF7XbLrl27/AZLaQ8R2L59u99USfVNpXSkjIwMefLJJ/VzPCsrS1q3bi0xMTHy6aefyoYNGwzp+6dhAHiEjIwM/aJfuy1+xowZUl5ergcAt912m7jdbv15mFrfF5G6BUtxcbFcfvnlopTymyMoIyNDJk2aJMHBwX4FlFZD16pVq3qDP43L5dLvuGNiYvR+GN99950+F9Wbb76pBwBWq1WvqSwtLZW0tDSx2WySkJAgZ511lj4/YHFxsR7Q9OvXzy/4q62mpsZvOojawV/tPnkul0uvxUlPT5epU6eK0+mU9957T5Ty9YNauXKl3Hbbbfpd3vDhw/XC5c0339Tvwq+99lqJiorSa2dCQ0P9mi4acqzvdPDgQcnJyZH77rvP747S4XDINddcI2vXrpVFixbJoEGDxGQyyfTp08X9/+3dfVAU5x0H8O/B6Z0xF2Nj8A0BFVTaWMV0xomClYzGkqoRbZtICw2kYtJKnNYQTLSJjtFaY3ScdqapfTGZtE0cjRojBkNViNqk2Inych4IioAY8CUGfCko3K9/MM+T3eM4iPJiet/PjDNyHLt7u3u7331em5rkueee0xdLh8OhS3iNGhoaTMfpF7/4hW5XaDwX1Hq/853vmC6gIi0dAO666y4d1OPi4vTvzp8/32b4U06cOKFvbvPnz5d///vfsnPnTl1tpp5o9+/fb3qv8aKVlZUlr732WqtR6UtKSmTFihWtttlz/6ubY1lZmWRkZOjSAmP4U5+hublZ6uvrZfLkyRIQECA/+9nPWg2pZNxO4xPzp59+Kunp6brk8eGHHxYR8/clNDS0zfCnFBcXS0pKSqsZDYy/y8vLExHR1ZEbN27U7zGWgBgZSzfV5zcOTaV88sknrUr+PM+bQ4cOtXrNl5ycHNO6lyxZ0urcWb58uVgsFtO4k97OL+P+f/nll/Xr+/fvl3feecd0ozp58qSpY4z6/oaEhOh9aLxOGTtvZGZm6uuZ6uAQEBAg8+bN09cb44PjPffcIyNHjpTk5GQdIIxt0tTg5944nU5dla0GY/ZG7QdV2hYWFmYa1Fod9zVr1gjQ0mmutLRUB4+hQ4eaahaMc/CKiKnDxSOPPNLq/Dx16pQcPnxY3G636Ziq9pUWi8U09qfS3ne1qalJjw/rcDjEZrPpqu+hQ4dKSkqK7nhi/KxFRUUSGRkpVqtVD/Oi9oHxuG7cuNF07/Gs6UlJSdHh+tq1azJq1Cjp1auXrF27VkpKSkxzCat9omrQhg4dKpWVla3uvyJfPnAYO1SoZkzDhg2ToqIiuXHjhjQ0NEh1dbV+MJ09e7Zpbni32226ljU2NkpdXZ2pbejMmTNlz549ur2eOi4jRoyQ4uJi/b3oSOcQ9dksli87DHUmBkAvKioqZPv27SLS0t5KHYDo6Gix2WwyatQoXd10+vRp3WZLDXHhTWlpqS6Zi4uLk5///Ofy4IMP6qeM8PBwGTVqlH4yCgsLk1WrVrUZ/pSCggJ9si5evFi/vmPHDhk7dqzeppKSEtPNSY2RFhwcLLm5uaab+s2bNyU/P1+mTp0qb731ltfwp7hcLrnrrrtkyJAheiokbze948ePy4QJEyQjI0PPkDB37lyxWFqqFVWQBiCJiYk6/J0+fdpUZaD+2e12GTZsmISEhMiyZct8TsqutPeZKisrTcFPlXCogbpVG5b77rtPDh8+LCJfPo1bLBZdeuPtAmQ8Tqqtk3G96qZrXJ+Sk5Mjs2bNMj2VK8bP3d4FxeVy6QcYNZ2RWmdISIguQRAx3whfeukl/bpx2AIjz1KitpSXl0taWpou1fEMf0bGzi2e83kat1MF+/Hjx8sjjzwiERER+qY1duxY3QO8qalJ8vPzJTIyUpKSknQVvq/95utp21htpqqoVPs3b8tUD0MiLedSYGCg2Gw2HZ6M583Ro0dlzJgx+nNMmzZNB72mpiav55gvxu1R37uhQ4d6DcAVFRW6BkJNUN8Wp9OpQ6CafcW4PONyi4uLTdOKqRBuLLX0vE4py5cv1/siICBA1q9fb2oft3XrVhk4cKBMnz5dPvroI9m9e7du42ixtFTj5+Xl6XPl6aeflnPnzpkGaDZ+Jm/nvrdz/MCBA3rge/VZ1Xnx0Ucf6fAeGxsrDQ0NOqgaxyP1DH/G/aVKMtu7D2RmZpquj8bZKTy1910tLi42NdsYP368JCYmysmTJ3UJvpHb7dbV/HfffbdplhLFeFwvXLigCzk8Q6rad83NzbJ161ax2+0SGBgoBw4caLVOtb9VDYaxeYun2tpa3bNWNb/IycnRn9MYakVa7lePP/6414c/xXjtXblypQ6AgwYN0iWm6me1LwcPHizp6em6qYuva09dXZ0uOIqJienUkj+FAbADsrOzTV8uNVCo4nK5dGeQSZMmyZ/+9CevB8vlcpl66ql/UVFRsnXrVikrK5OsrCzZtGmTlJSU+JxP0Mh4EV6+fLnp9basW7dOevfuLYMHDzYN02A8qevr61tVKXlz6tSpVtVk3ly4cEEuXrwoIi3B7hvf+IY4HA7TYJfG8FdWVqa/PP3795fIyEhZtGiRrF27VnJzc6W6uvorz5HY3mdyuVzyy1/+Uvbt2ye5ubl6u5555hnd9jMtLa3V36hR9X19fqfTqauBH3/8cdm/f7/88Y9/1CWf6iFDPVy43W7Zt2+fqX2lcUy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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 88.819\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9ff6350a6d4b4d95ac02d3ee3f061355", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 18.573\n", - "colorInd = 0\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b45261da1bf5419191dcf1616a355e62", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 26.619\n", - "colorInd = 0\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "830d82c97e044baca77aca7266b78ab0", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 26.642\n", - "colorInd = 0\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8751e451aba8441084aa3e67289a8ef3", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 73.346\n", - "colorInd = 0\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a3a934538d16414199b323bc94dab62e", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 7.585\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "3a522d1e013f47cb985341423f634317", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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b6JsHz+ar3my0uBCiVWHqkFhcOyUdY9OiIAFotrjw0rqSbsXel6w+UAePLGBzepEZG9qp4o8T0apVmD0iETFhP00U/er6UgWi7bu2lTejptUOq9ODyBAN0mJ8t70HxRgwKMYAWRYob7JixfaKAEdKRNS/sQewhyRF6aHTqGB1erC1tAmyLKBSdS1Ze297JfJrTWi1uyBBwtkjlL/9FaJV47TBsRiZEondla0oqbeg0eLrEXzm2yJ8tLMaN5w+GDOHxUGSJJgcbqwvbMCaA3U42GiFR5bhcMuwOj3+W95ZCWEYmxrVbizcmLQolDfZ0GpzYUNhPbaXN2PK4FjF309vkmXfWE+H2wuPLDBWwYINg1aNs0ck4qv9h2F1evDRzmqMT4/G7BGJirXRl3y0swoujwy7y4vTh/7Uay5JEiZnxKDW6IDd5cXbuRU4f1RyjxcuERENVEwAe4hGpUJKVAhKG6xotLhQWGfGyJTjLwl2MgdqTHhvewWsTt+t1LNHJMCg67n/tjC9BjOHxWNMWhR+PNSCimYbHG4nLA4PHvs8D6NSIpESbfAXdDg8MmwuD+wuLwSAxAg9RqVEIiM29Li9k1q1CpMyorGxuBEWpwf/XF2E5TdNVWSMZKDsqmxBg9kBq9OLmFAtokJ1ih4/yqDF1MGx2FzSCKPDjWe+KUR2UgTSBljyk3/YhPzDZlicXui1Kgz72W30SIMWI1MisaeyFS1WXw/yE5eNDVC0RET9W//9q9sPpMUYoFFJcHq8+K6g82sDW50ePPttIRweGUa7G0MTwpAZ172xZR0VZdDinJxEXDw2BcmRIbC5PKg3ObHtYDPWHKhDs8WFWpMDDWYnJABj06Jw7WnpuHBMCjLjwk56azojNhQpUSHwygJlDRa8v6OyV95TT/kmrw4ur4DT48WI5K4Xf5xMVkI4hiWGQwig1uTA31YdgNMzMKZVavPxrmq4vb4PFDnJEce9jT46NRJRBi3cXhkbixrwQ1lTACKlgerLfYfxj28KuIwnBQVFEsCsrCxceeWVx7z+wAMP4JprrlGiiX4pLdoAtUqCVxbYUNRw3AmzT+aV9aWoNTnQanMhVKvGzKG9vxRWQoQeF4xOwgWjkxETpoPF6UG92QmL04PUKAMuHpOMKyenY2JGDPQdHJQvSRKmDI6FXqOC3e3FW1vL++0Ft8Xqwg8Hm2F3+Ypcsjuw7FtXTRkci/hwHVweGXuqWvHvDWU91lZvq261I7esCTaXBypJwpjU499G16pVmJjhKwyxOj1YsqZ4wCXCSiipt2BzSSPXlO6E6lY7Xllfim/21+KRT/Pg8cqBDomoRymSAJaXl6Om5thlq9asWYMPP/xQiSb6Jb1GjcQIPQAJVc02VLXYO7zvuoJ6bCiqh9nhhssj4+wRCYoUFnSFJElIjTbgl+NScP6oJMwanoBrp6Tj7JxEJER2rYo3yqBFTkokJEhotrrw4nf9syBkTX4dPF7f2Mf02FCo1T33f6RRq3DGsHiEaNWwOj1Y+WMVNhY19Fh7vemTXdXweAWsTi+GJoRBc5LzmBEbitS2HuRGCz7YUdWLkfZ9pQ0W3PvBHjz+RT6WbykPdDj9xp7KVshCoMXmxp6qVny8qzrQIRH1qG4NJnvrrbf8zxsaGtp9bbVakZ+fD51O2fFQ/U1ajAE1rQ44PDI2FDXg+umZp9yn1ujAK+tLYXfLMNk9mJQRjdg+MP+bJEn+qkwljE2LQnmjFUa7GxsK67GjvBmn9aOCEFkW+NZf/CErWvxxItGhOkwb4hsPaHK48fQ3BRiaGN6vxwO22lxYm18Hm8sDWQhMSI856faSJOG0wbGoMzv9PcjnjUpCUhc/jAwksizw6nrfdFGNFif+m3sIs0YkYGgP9kwPFHuqfHO2emQBj8uL174vw8xh8Sw0ogGrW90VN954I2666SZIkoSysjLcdNNN/sdtt90Gi8WCESNGKBVrv9Q2HYxHljs0DtArCzz7rW/Kl1abCwkReowdFN3zgQaAVq3CpMwYaNQqX0HImiL/sl/9wd5qI2qNdthcXkQZtIgN650PO0PiwzAsMRyy8H1Y+NuqA/3qvP3cF/sOw+mRYXF6kBZjgEF36qEEUQatb5zgkR7kfw2gKYW6Y31RPQpqTTA53HC4fWOHn/m2kLeCT0GWBfZXG+H2yhBC+Kaqsrrwz9VFnR66Q9RfdPt+VdsvhxCi3SMkJAQTJ07Ev/71r24H2Z+F6zWICdMCAiiqM6PZ6jrp9iu2V/imfLEdmfIlZ2CveJB5VEFIab0FH/SjgpBv82rh9vomux6e1DPFH8fT1gN29HjA/2zsn/MDOtxefLH3MOxHln2bnHHy3r+jjU2LQkSIBi6PjHUF9fjxUHMPRtr3WZ0evLG5HA63DJvTi4gQDTxeGXsqWvHF3sOBDq9Pq2i2wWT3wOGWEROmQ/SRJTO3lDZh9YHuzeNK1Fd1KwGUZRmy7PvENH36dP/XsizDarXixx9/xMyZM5WKtd9qKwaxu7zYXHLiMVv7q414f3ulb8oXlxdnDIuDQTuwZ+qRJAmnZcb4C0Le7CcFIUa7G1vLmmB3eSFJEkb0YgII+HpPjx4P+EE/HQ+4Nr8eJrsbFocHiRF6RHdiCh1fQchPPchL1hT3657Q7np3WwWarS4Y7W7EhOkwe0QCtGoVrC4vXtlQiiaLM9Ah9ll7qnzj/1weL9KiDZgyONZ37pwevLSuBK22k39wJ+qPFBmxvm7duqDv6TuZn24DC6zJP/5tYIvTg+dWF/mnfBmWEIaMXpryJdCiQ3XtCkJe6gcFIesK6uHyyLC6PBgUYzhp0UJPiQ7VYeqQWKhVEkx233jAmtaOFxoFmiwLfLK7Gg6PDKdHxoT06E4fY3BcKJIjfT3IxXUWfLwrOAtCKppsWLWnxj8R+xnD4pAYEeLvmW4wO3ib/CT2VRnh8sjwCt9didRoA4YmhEMAOGzkuaOBSZHupVmzZqGoqAj/+c9/UFdXd8yYiYcffliJZvqtmFAtwvUaNFtd2FtlhN3lbTfOSQiBl9eVoK5tyhedGjMCMOVLIB1dELK+0Hc7b3Jm3ywIEULgm7xaON0y3F6BsWmdn+BbKVnxYagzOVBUZ/aNB/z8AJ6/dmK/mFh7a1kTao12WBweRBk0XRps77sdHoMGswN2txdvbC7HOTlJSIgIfNFUbxFC4NWNpXB5ZZgdHmQlhCE2zPf+x6dHobLFBpPdjdX5dbhwbEq/X3lHabIssK/aCJdXhlol+X92JmZEo7rVDrPDjW/yanHeqGRMHcJzRwOHIn8lXn/9dYwePRq33norFi1ahEcffbTdI9j5qmcNUEkSLA43tpe3H6u0rrAe3xc3wHRkypdzAjjlS6D8/Hbec6v7bkFIXo0JVS122Fy+9WrjwwNXfdo2p2JcuB4uj4zdla147fu+Px5QCIGVO6vg9MhwuL3dqqCOCdVh+JEJuBstTryyPrh6azaXNGFfVStMdg9UEjB9yE8fHvUaNSZlxECjUsHi8OC5b4vgcHPexKOVNVpgc3nhcHsRG6rzT2IfolVjcqbv3Jkdvkn57S6eOxo4FMky/v73v8Pr9R5TCNL2IGBQdCg0aglur2g3qPiw0Y5X15fB7pZhtnswMSMaMWHB03txtMFxoUiJbCsIseLDH/tmQYiv+EOG3e1FdmLvjv07np+PB3x/RxW+L+7b4wHzakworrPA6vQgRKdGVnz3hjuMS4v2F4Sszq/D7srWbsfolQWMdne3j9OTHG4vlm4qg9Pjm4tyYkYMtD/r/R0cF4q0mJ/mTXw791CAou2b9lQa4ZUF3B4ZKVHtP8z5zp0BXlmgvMmK1zcfDFCURMpTJAGsr69HVFQU9uzZA7fb3a4YRJb7Zi9Ob0uM0EOvUUEWAtsONsPjleHxynjmmyJYnG602lxIjNRjbFp0oEMNmLbbef6CkC2HUN/HCkLMDjc2lTTCfqQXJScl8Akg4OsFmzL4p/GAT33dt8cD/rTsmxcjT7DsW2foNCpMTI/293QtWVMEdxdWcnB7Zewob8bza4px/dIfcP3SH/B8H15t5IMdlWg0O2G0u/1T4/xcW9W4QaeG3eXFOz9U4GCjNQDR9k1tt389QiAzrv08p5IkYeqQWIQeOXcf7KhEQa0pQJESKUuRBPC8885DbGwsxo4dC7W6Y8uBBRuVyreahiRJaLW5sK/aiHe3V6KwzoRWmxuSJGH2iIE95UtHRIfqkJMcCQlAk9WJf/Wx23kbihp8xR9OD9KiDdAGoPjjRIYmhGFYwk/zA/79i745P2Blsw3bDjbD6vJArZIwOkWZMZRD4sOQFKmHVxYorDXjs93Hrk50PC6PjB/KmvDct4W4fukPeHRVHr7afxiHjXY0mJ34aGcV7v1gT5+rTq9uteOjXdWwurxwumXMHBZ/wjW4I0O0GJMaBbVKgtHuxrOcGxAA4PHKyKvxFYBoVarjzuUZrtdg/KDoIx+uPHj668Iufbgg6mu6XASyceNG//OrrroK3377La699lpcd911iI6ObrftWWed1eUAB5JBMaEoa7DC5ZXx+uaDqGiywer0wOby4uychAE/5UtHjUmLQnmTryDku/x6/Gq8MgUhXtk3watKdfw/kqcihMDX+2vh8PiKP8b0wsofnSFJEqYMiUWT1YVGixO7Klqx9Psy/OHsYYEOrZ2Pd1XDK/uWfctODFds+TxJkjA5MwYNFidsLi+WbjqI2SMSEHecVXQcbi92HmrB5tJGbD/YApvbA7dXwOn2wubywnXkD7wEwObyYEd5C257ZyfuvzCnTxQnCSHw2sYyON1emOxuZMaFnrLwZWRKJMqbrGgwO7GzogVf5x3GRWNTeynivqm43gKH2wun24u4cN0JE+jhyREob7LhsNGO/MMmfPhjFeZNzejlaImU1eWMY/bs2cf8snzwwQf44IMP2r0mSRI8Hk9XmxlQUqJCoFVLsLlk7K82QadRwWjzYGhCODJig2PKl47QaXwFIZtKGn0rhKwuxus3TulSZavL47ult7agHjsOtUCvVmFUaiRGp0Zi7KAoDEsI7/AULkV1FhxqssHm8iBcr+mTS49p1SqckR2Pr/fXwur04L0dlRifHo2Zw+IDHRoA3+oK6wrrYXV5IITo0tQvJxMXrkd2UgQO1JjQYHbgPxvLsPCikQAAu8uLHYeasbmkCTvKm+HweOH2CDg8XtiPJH0SgIQIPYbGh2NIQhgsTg82FDagxeZCeaMNf/1oP26cORjXnJbe5Q8SSth2sBk/HmqByeGBJAHTs049a4BaJWHq4Fh8e6AOVqcXL68rxelZ8YjppRVs+qJ9Vb7xfy6vjNSoE1ehqyQJ04bE4qv9h2FzefH6poM4Y1g80mOVWxqTqLd1q8uJBR6do1WrkBQZgvImK+wuL2xOD0L1aswYGvgehb5mcFwoSupDUNViQ0m9BSt/rMS8aadeRxnw/VwW11uwNr8eG4saYHa64fYI2N1euDwyak0ObCpphE6tQphejZEpkRiTGuVLCBPDT3hb95u8WnhkGXaXF+MG9a3ev6O1jQfcUtoIk92NJ78qwH9umIyUk/yB6y1f7K3x30JPjwlFiFb5ISPjB0WhoskKs8ODr/bXYmhCOIrrzfjxUAtcXhlujwyHx/f/6PLIUElAYmQIshLCMCQurN0HgphQHS4am4ItpY042OjrPfvPxjIU1Zpx9/nDERGiVTz+U3F5ZLz2fRmcHq+v8CM9usPnMTEyBMMSw1FQa0adyYGX15fggYtH9XDEfdfe6la4vAJe+djxfz8XE6bDqNQo7KlsRbPVhedWF+HZq8YH9IMAUXd0OQE8eJDVUF0xKCYUlS12/6DyC8YkBd2ULx3x8/ndlm85hDkjk5B4kl63RosT6wrq8V1BPapa7PDI8pFlsTxwenxzfKkkoNXmASQJagnQqVWoMzmxpbQJOrUKoTo1clIiMC4tGqPTIpGdGAGdRgW7y4vvixv800CMUmjcWk8ZmuCbH7C43oLDRjv+/nk+/nnNhIDOD2h3efHlvlrYXUeWfcvs+LJvnaHXqDEhPQZbSxthdrixbNNBCAg43PKRtmWoVBKSIvQYlhiOzNjQk96G1mlUmDU8AfHheuysaEGz1YXV+XU41GzDgxePRFZCeI+8jxP5aGcVao0OGO1uhOs1GJ3auZ/FienRqGr5aX67uWOS+8Rt7d7m8sg4UGOCy+OFXqNGlOHUyfyY1EhUNNvQZHFi28EmfJNXiwvHpvRCtETK63ICmJnZsd4Yai8jNhR5NUa02tyYOiQWMaHBOeVLR8SE6jAiORL7q41osjrx8vpSLPrV6HbbONxebC1rwnf59dhT1Qqv7Fub1+7ywu72QgjfLb0RyeEYEhcGSZJgdnpwuNWO6lY76kxO3zJPEqCWJGjVKtSbncgta4ZOLcGg0yAnOQLheg3sLi+sTi9SokKg0/TtYqe26sXmI+MBd1a0YMHy7bhgdBIuGJ180kS6p3x7oBZmhxsWpwdJkXpEduAPblcNTQhDSb0Zh40ONFqc8MgCGpWE5CM9YOmxBqg78cFLkiSMSYtCXLgOG4t8Pat5NUb8acVu3HVeNs7JSeqx93K0OpMD7++oPDJvnYzZwzs/Z6heq8akjGhsLmk6Mr9dEV6/cUqP9Mb2ZUV1Zri9vg+JJxv/dzSNWoWpg2OxJr8OFqcXL60rwdQhsccdZ0rU1ylSdbBgwYITfs9gMGDChAn4v//7P4SE9L0xU71Np1Hhl+NT4fGKfrFaQ6CNTYvCoSMFIWvz6/DL8amYmB6NA4dNWJtfj80ljbC5fctf2V2+AfxuWUZUiBbjBkVhZHIk9D/7wxYZokVkshYjkiMhhIDF6cHhVseRhNDhX/dTrfIlhA1mB3RqNQR8Y4XGpPbd279H+/l4wOJ6M2pa7VixvRJTBsdi7phk/9QxPc0rC3y2uwYOt2/Zt0kZPdP710aSJJyRnYCdh1rgkQWGJYZhULSh273tKVEG/GJcCjYWNaDW5EBNqx1PfFmAwloLfnvmkB6vCn9900E43DJMDjfSYwxI7uJt/SHxYShrtKKy2YbSBgve3VaBm2YOUTjavm1PVSs8soDbKyMtuuN/m5KjQpCdGI78WjPqTQ68tK4Ej/xy9Kl3JOpjJKHAQD6VSnXKT085OTnYtGkTYmJ69sLfG6xWK8LDfbd9Fn+6C3oDBwL3pIONVmwqboSAwPCkCESEaFBnch759O5L+pweGTqNChmxBoxKiTrudA4dIYSvOvWw0Y6qIwmh3eX19xCG6jS4cvIghd9hz2q2urC7shUVzTYIIaBVqxCqVyNUq0FKVAjOG52E80cl9+jyaRuKGvDMNwVoMLug16hw6cS0HmurN3hlgR3lzcivNUOSgCiDFqdlxmDhRSMR30O9QTsrWvDIp3lotbtgc3px+aQ0hOq6/hneZHfji32H4XB7kRChx+s3TkFmkKw/DgD3r9yL7eXNaDA7ceXkQZ0az+n0ePHF3sP++RefunIcZgztG4VWFByOzkMsFgvCwjr/u6tIAjh48GDU1dXB6XQiNtY3lqS5uRkhISEIDw9HY2MjJEnCn/70Jzz33HPdbS7gmAD2LiEE1uTXoarFjlCdBmF6tX/pJgBIigxBTnIEMmJDO3Qbp7MsTg8OG+1otbmRnRiO6ND+WTVpd3lRXG9GQa0ZVqcHKkmCXqtCmF6DMJ0aUwbH4cKxyZicEaPowHYhBO56bzcOHDah3uTEWdnxGNLL4+Z6SmmDBbmlTXDJMsJ1GmTEheKvF43EuEHRirbj9sq4/Z1dONhoRb3ZgXFp0ZiQ0f029lUZsbOyBWpJwsxh8VhyzYSgKGpwuL249j+5aLI44fTIXZrS5VCTFRuLGyELgWEJ4Vi+YCrC9ZzKi3qHEgmgIvcr/vnPf0KtVmPNmjVobGxEY2MjVq9eDUmS8Morr+D777+HRqPBqlWrlGiOgkzbSgYhWjVsLg8aLS7oNCpMyozBtVPSccHoZGQeGd/XE8L1GmQnRmDK4Nh+m/wBgEGnxrhB0bhq8iBcMDoJadEGONwyGs1O1LQ6sDq/Fg9+vB+/fXM7VmyrQJPFqUi7e6uMKG2wwuL0IFSnxuBuLvvWlwxNCMeFY1MQFaKFxelBaYMVf/5wL1b+WKXoLAmf7a5BVasNRrsboToNxg1SpghpVGokYkN1vhVQDjXj2wO1ihy3r8s/bIJX9lWDd7XHNiM2FBkxBsiyQEWzDUu/L1M4SqKepUgP4IgRI6DVarF///52r48ZMwZutxuFhYU499xzsWnTJjgcfWs2/a5gD2BgNFtdqDM5MCjagIgeLCAIJjaXB8V1FhTUmmFzeaBSSQjRqBGmVyNUp8H0LN9YwYnpXe8VXPRZHnLLmlBncmBSRkyfm0BbCU6PF5tLGnGoyQaNWoXoUC3OHZmEO8/N7tZtWsBX3f6Ht3eiyepEo8WF80YmIi1GuWtOrcmBNQfq4JEFMmJD8d/fTO3XH3Q64s0t5VixrQK1JgdOGxzb5ap+q9ODL/YdhtXpQUyYDv+6btKA/PmmvkeJHkBF+qsrKirg8Xjw6quv4qqrrgIAfPzxxygsLIRW6/tDHRISAr2elVLUdbFhui6P7aPjC9VpMD49GmMHRaGmxY4DtSbUtNphc3mgVbvxTV4dNhY3IkSjQkSIFmF6NcJ0GoSHaBCm1yD8yO3j8BAtwo8kjeEhR17Xa2C0ufHjoRZYnR5oVBJG9pG1k5Wm16hx9ohE7Ks2YldFK5osLny17zAKa82YPSIB04bEISc5oktJ9PLN5bC4PDDa3UiNClE0+QOA5MgQDE0IR2GdGbVGB17dUIr7LxypaBt9zd4q3/q/XlkgsxuTOYfpNZiQHo3csiaY7G7845tCvHbDaSzwo35BkQTwrLPOwurVq/HHP/4Rf/zjH/2vCyFw7rnnQpZl7N69G1lZWUo0R0QKU0kSBsWGYlBsKKxOD4rqzCisM6PV5oLJIUGvUaHR4oRKkiBJvvkUT/gv2r4GAAkeWYbV5cWIpIhOTb3S30iShHGDohEXpsf3xQ0w2t0oqDWhssWG93dUIjZMh6mD4zB1SCwmZnRs8ub91UZsKGqAxeGBVwjMHHbqFT+6YmJGNKpbbTA7PPhyXy0uGJ2MiT1cqR0oNpcHJfVmOD0yQnVqhHVz3F52YjjKG62obrWjsNaMFdsqcMOMwcoES9SDFEkAly5dissuuww7d+5s9/rkyZPx2muv4dChQ7jqqqswbdo0JZojoh4UptdgYkYMxqdHo7rFhsI6C4w2N1xeGR7ZC48sgJ8NHJEkCRLakr6fvlapfP9CCIzvw6unKCktxoCLx6Xgh4PNqGqxw+5yQq2S0GJ1o7rFji/3H0aYzjdZ9bSsWEwdHHvc5di8ssCrG0rh8sowO9wYnRKJMH3PDH0I0aoxMSMGW0p8k2c/920Rlt54GvR9fL7LrsirMcErfOs+K7GcY9ucm1/tr4Xd7cVbueU4fWgcspMGZm83DRyKjAFs89133yEvLw+Ab/zf2WefrdSh+xSOAaRgJoSA2yt+WlbN7Zt023nkudPjm+vPdeThFQIjkyOC8g+i0+NFVbMdB5usONxqh0cWUEkStBoVDFo1QrQq6DRq5CRHYOqQWEwfEof0WAMkScKqPTX498ZSNFl881JeOSmtR1cN8lXb16OqxYZQnRrXTsnAmcPjEWXQIcqgRZRBOyBubS7bdBAf7KhErcmBaUNikZOsTEHN3qpW7KpohVolYURyBF65fnKHVhch6oo+Mw1MsGECSESd5ZUFao12HGy0orLFDofbC0mSoFFJMOjUCNGooNOqkRZtwLQhsVh9oA6NFl/hxzkjEpFxirVqlWC0u/HlvsNweGTEhmoRqtP4b+8DgEGrRuSRZPCnhwZRoVpEG3SINGgQZdAiOlSH2FBdn5xS5k8rdmFftRGNZieunZoOg1aZqVtkWWBtgW+6KoNWjTkjE/H3S8f2yXNA/V9Ai0DOOeccjB49Gi+++CLOOeecE24nSRLWrl3b1WaIiAYEtUpCWkwo0mJCIYRAs9WF8iYrDjX5pncxS4BaUqHV6kJpvQVajQomu2/ZvN5I/gDfhNZj0qKws6IFLTY3jHa3f2ynSpKgVklQGyWo2l5THfVc+um5JEnQqiWkRhuQFmPAoCP/pkYbkBZt6NSky0oyO9w42GiFyyMjTK9RLPkDfOdi5rB4fLW/Fia7GxuKGvHODxW4/nQum0p9U5d/+tevX++f0mX9+vWQJOm481711NxsRET9lSRJiAvXIy5cj8mZsbA4PKhotuJgow0NFicsTo9/ib4zhvXuChNjUiMRF6ZFo8Xln3Dd4fbC4ZHhdMuwubzweOVj3k/bGNC2hFGjktBgdmJ/tREatQpqla+3UyUBkQYtUqN8SWHakaRwUEwokqNCevQ2875qI2ThWy88Nbpry+idTKhOgzOGxR9ZK9iDZZvLkJMSgdMGxyreFlF3dTkBvOGGG5Cdne1/zkSPiKhrwkM0GJUahVGpUXB6vKhusaPW5EB6TGiv95ZJkoTU6FCkRp+411GWBZxeGc4jSzHaXJ4j/3r9Y0LNDg9MDo+/Y+DoXsNGiwuVzTZoDvkSQ39yqJKQGKHHqJRI3Dp7GAw6ZYtQ9lUZ4fEKeLwC6Sd5f92RFBmCSRkx2F7ejFabG3//Ih///r/JihScECmJYwC7gGMAiYhOTRYCVqcHRpsbzTYXWmxumOxumJ0eOI8s5fhTr6EvCdSqVdCqJcyfMRg3zRyiaDx//N9O5B82ocnqwrwp6dB3YCqerhBCYFNJI0oaLNCrVThtcCyev3bigCiiob6hz0wE3WbdunXIzc1FTEwMrrvuOrS2tiIpKYkTQBMRBSGVJCEiRIuIEC0G/WzCZbdXhsXhQYvNhWarC612N8x2N4wODwDgve2VuHzSIMUqaVttLlQ02+D0yAjXq3ss+QN8Ce20IXFotbnRaHFid2Ur/rWuBHedN7zH2iTqLEU+jtjtdpx33nk499xz8eCDD+Ktt97CmjVrMGTIECxZskSJJoiIaADRqlWICdMhKyEcpw2Oxbkjk3DZpEEYneqblqXJ4sQHOyoVa29vlRHiyPi/xIievx2r06hwZnY8DDo1rE4PPt5VjW/ygmOtZeofFEkAH3zwQaxduxZCCP94j4svvhg6nQ5ffPGFEk0QEVEQGJUSiRCNCk6PjA92VMFodyty3H3VRri9Al5ZID1G+QKQ44kO1WH6kDhoVCqY7G78c3URSuotvdI20akokgC+//77MBgM2L17t/81vV6PzMxMFBUVKdEEEREFgTC9BsMSw6GSJDRbnXhfoV7AvVWtcHllCACDeikBBIDB8WEYmRoBAaDB7MSjq/JgdiiT1BJ1hyIJYH19PYYPH45x48a1e12r1aK1tVWJJoiIKEiMSo2E/kgv4Ic7qmC0dS9harQ4UdPqgNPjRYReA20vL3E3MT0GKVEhcHtlFNWZ8fTXhZBl1l9SYCmSAKakpKCoqAilpaX+13bv3o38/HykpqYq0QQREQWJUJ0Gw5J8vYBNVife21HRrePtOzL+z+mWAzIdi1ol4Yxh8YgI0cLu8mJdYT3e267c+EairlAkAbzkkktgt9sxZswYSJKEXbt2YerUqRBC4JJLLlGiCSIiCiKjUiKh16rg8sj48McqtNpcXT7W3ioj3F4ZHlkgPbb3bv8eLUzvmyRaq1bB7PDgte/LsLOiJSCxEAEKJYB/+9vfMH78eDidTt+nLKcTHo8HY8eOxaOPPqpEE0REFERCdRpkJ0YcGQvo6tZYQN/4PwEJQFoPrADSUclRIZiYEQ1JAlptbvzt8wOoNzkCFg8FN0XmAYyMjMS2bdvwzjvvYPv27QCAKVOmYN68edDpdEo0QUREQWZkSgSK682wu7z4YEcVrj4tHdGhnfubUmdyoN7shNPtRUSIBhp1YCdjHpUSiUaLE2UNVlS12PHY5wfw3NUTOEk09TpFEsD6+nokJiZi/vz5mD9/vhKHJCKiIBeq02B4YgT2VRvRYnNhxbZK/H720E4dY09lK2Qh4PTIyEro/GoJSpMkCadnxaPV5kaz1YWdh1rw742luP2c7ECHRkFGsSKQ0aNH4w9/+APef/991NfXK3FYIiIKciOPGgu4cmcVWqydGwvom//PN/4vM7ZvLNup06hw1vAEhGjVsDg9+HBHFb4rqAt0WBRkFEkAhRDIz8/Hv//9b8ybNw8pKSkYNWqUPyEkIiLqCoNOjeFJvrGAvl7AjlcECyGwp8oIl0eGJCEgFcAnEhOqw7SsWGhUEowON57+uhBlDZwkmnqPIgng2rVrsWjRIpxzzjkICwuDEAIFBQX497//jeuuu06JJoiIKEgd3Qv40a7qDvcCVrfa0WJ1wemREWXQBnz8389lxYdjREokhPBNEr1oVR4sTk+gw6Igochvw9lnn42HH34Yq1evxt69e3H33XcjPDy83dJwREREXWHQtu8FfLeDvYD7qoz+8X8pUX2n9+9okzNikBzpmyS6sNaMp78u4CTR1CsUKQJ59dVXsWnTJmzatAmVlZUQQkCj0WDKlCk444wzlGiCiIiC2KiUSBTXWWBzefDRripcOzUDsWEnrwjec2T+P68skBHTN8b//ZxaJeHM7Hh8ue8wLE4Pviuox+C4MCw4Y0igQ6MBTpEewD/84Q949913YTQacc8992DdunUwGo344Ycf8Oyzz3b6eCtWrMCkSZNgMBgQGxuLK6+8st0qIyfy4osvYtSoUdDr9UhMTMSCBQtQV9d+YO3atWtx3nnnISkpCXq9Hqmpqbjyyiuxb9++TsdJRES9I0SrxvAjq4O02tyn7AWUZYH91b7xfyoJSOqjPYCAb5LoM7MT/JNEv7W1HKsPsCiEepYkFLhHO2rUKBQWFkIIAbVajTFjxmDmzJmYOXMmZsyYgczMzA4fa9myZfjtb38LABgyZAiamppgMpmQmJiIPXv2IDk5+bj7PfTQQ/j73/8OAMjOzkZVVRXsdjtycnLw448/IjQ0FEVFRRg7dixcLhdiYmIwePBg7N+/H263GwkJCTh8+DDU6lOvEWm1WhEeHg4AWPzpLugNffOTJRHRQOJwe/Hp7hrYXB4kRurx3s2nIy5cf9xtyxutuP3dXWgwOxGqU+OX4/v+sqTF9WZsLW2CAJAUEYJnrx6PMWlRgQ6L+qCj8xCLxYKwsM5PcaRID+CBAwfQ2NiIzz77DPfeey/Cw8Px+uuv4/rrr8fQoR2fs8nlcuH+++8HAFxxxRUoKytDfn4+IiIiUF9fjyeeeOK4+9XV1eGpp54CANxzzz0oKipCbm4uJElCQUEBXn31VQDAtm3b4HL5Bg9/9dVX2LlzJxYuXAgAaGpqgsXCCiwior7q572A75ykF3BvtW/8n8vjRXIf7v07WnZiBEYdKQpptDjx8Kf7UWvkSiHUMxQriVKpVP6HJEn+ApDOdDBu374djY2NAHwJIACkpqZi+vTpAICvv/76uPutWbMGbre73X7jxo3DsGHD2u03bdo0/8okF110ESZNmoTFixcjKioKL7zwAqKiTvxJy+l0wmQy+R9ERNT7RqZEwqBVw+WR8emuajRanMfdbm9lK1weGV6BPjP/X0dMyoxBRmwo3F4ZlS12PPTpfthcrAwm5SmSAI4dOxZxcXH45S9/iSeffBKbNm2C0+mETqfDzJkzO3ycysqf1npMTEz0P09KSgIAVFQc/9NeR/fLzs7GmjVrkJCQgObmZuzatQtutxuDBg3CqFGjThpbW6IYFRWF1NS+fyuBiGggCtGqMTzZVxHcanfjnR+O/bsgywL7a4xweWWoVRISIo5/m7gvUkkSzhgWj4RwPZxuL/ZVGfHEl/msDCbFKZIA5uXlQZZlaLVazJgxAw888ABWr16NlpYWbNy4sdvH7+owxZ/vV11djQULFqChoQHvvfceLBYL7rzzTuTl5eHiiy/G4cOHT3ishQsXwmg0wmg0oqampkvxEBFR9+UkR8CgO9ILuPvYXsCyRgusTi+cbi9iQrWQJClAkXaNTqPCrBEJCNdrYHN5sL6wAUs3lQU6LBpgFEkAj074vv/+e/ztb3/DnDlzYDAYOnWc9PR0//Ojl5Nre56RkdGt/V5++WWUlJQgMjISV199NcLCwnDDDTcAAOx2OzZv3nzC2PR6PSIjI/0PIiIKjJCj5gU02t34X+6hdt/fW2WEVxZweWSk9pPxfz8XEaLFWcMToNP4KoPf+aECX++vDXRYNIAokgB2NeH7uSlTpiAuLg4AsHLlSgBATU0NcnNzAQBz584FAOTk5CAnJwcvvfQSAGDOnDnQaDTt9tu7dy9KSkra7Wc0GgEAZrMZRUVFAIAdO3b42+9KFQ0REfW+kUf1An62pwYN5p96AfdW+W7/eoVAZlz/va4nRYZgelYcVBLQanfjudWF2FdlDHRYNED0qXVxdDqdv9J35cqVyMrKwsiRI2E2mxEfH++vEC4sLERhYaG/YCQ5ORn33XcfAODZZ5/FiBEjMH36dAghkJ2djVtuuQUAcNlll/kLVCZNmoRx48bh97//PQAgMzMTs2fP7uV3TEREXaHXqjEiKQIqla8i+H8/+HoBPV4ZB2pMcHlkaFSqU04W3dcNTQjHmLSoI5XBLjzy2X7UtNoDHRYNAH0qAQSAm2++GW+//TYmTJiAmpoaSJKEyy+/HFu2bDlp8cXjjz+OJUuWICcnBwcPHkRYWBjmz5+PjRs3+nv25syZgy+//BLnnnsuwsPDUVRUhIyMDPz2t7/F999/3+0eTCIi6j05KREwaNVwe2V8trsG9WYHiustsLs9cLq9iA3X9bvxf8czIT0ag+NC4fHKqGy246FP9sPKNYOpmxSZCDrYcCJoIqK+YU9VK3ZXtkItSbh+eibSog1YvqUch412jB8UjfHp0YEOUREuj4xvD9QemdhagzkjE/HYJWOgVvX/BJc6r89MBE1ERBQIOck/9QKu2lODDcUNP43/60fz/52KTqPC7OGJCA/5qTL4te9ZGUxdxwSQiIj6Lb1GjZzkCKhVvorggw1WuDxe6NRqRIVqAx2eosJDNJiVnQC9RgWz07ce8lf7Tjx9GdHJaLq6Y1fn9zvrrLO62iQREdExRiRHoLDWDIvTA6vLA4dbRlxY/5v/ryMSj1QGby5phNHmxnOri5AabRgwt7qp93Q5AZw9e3anfrmEEJAkCV6vt6tNEhERHUOvUWNEcgR2V7bC4vBAFgJpMQO3qC8rIRxGuxt7q4xosrqwaFUeXrpuEtKiA/OeK5psKKwz44xh8TDo1AGJgTqvywngunXrlIyDiIioy0YkR6CwzgyLw1cdmxnbf+f/64gJ6dEwOdwoa7CiqtmGBz/ejxfmTUBESO/e9jY53PjLyr0w2t1YtacGiy8fizB9l1ML6kVd/l+aNWuWknEQERF1mV6jxpTBsdhS2oT4cB0iDQNr/N/PSZKEGUPjYXF6UG9y4sBhIx7/Ih9/v3QMNOreG97/+Z7DMDncaLA40WJz4aFP9+PxS8eyJ7AfYBEIERENCIPjwnDd1AycPyo50KH0Cq1ahVnDExERooXd5cX3xY34ZHfvrVXvcHuxak8N7G7fustWpwe5pU145LP9cLg53KuvYwJIRETUT4XrNZg1PAE6tQoWpwdvbS3vteTrm7xamB1uWBweRIfqEKbXwOL0YFNJIx5bdQAuj9wrcVDXMAEkIiLqxxIi9Bgc7xvzWGt0YNWenu8FdHtlfLyrGg63F06PjBlD4zAnJxGhOjUsDg82FDXg8S8PwO1lEthXMQEkIiLq58akRUGnVsHpkfF27qEe7wXcUNiARosTZqcHsaE6JEWGIC5cj3NykmDQqmF2uLE2vx5PfVUATw8mgWaHG1tLm2B2uHusjYGKCSAREVE/F2XQIjPOt/LJ4R7uBZRlgZU7q+B0y3C4ZUzIiPZ/LyFCj3NyEhGiVcNkd+PrvFo8+20RZFnZVWeFENhY1IBb396Jv39xAH/4304carIq2sZAxwSQiIhoAOitXsDcg02oarHB4vQgMkSDjJ8tuZcYGYKzRyRCr/ElgZ/vq8GSNcolgQ1mJ/72eT7+8U0B6kwONJidKKw14+739yCvxqhIG8Ggy9PAZGVldWp7SZJQWlra1eaIiIjoJNp6AYvrLf5ewKtOS1e0DSEEPtxRBadHht3lxYyhccfdLjkqBLOGJ2BdYT1Mdjc+2V0DrUaF284e1uUVWmRZ4Kv9tXhzSzksTg9MRwpQ1CoJbq+MiiYr/vLhXjz0i1GYlnX8uOgnXU4Ay8vLO7X9QFySh4iIqC8ZkxaFQ002fy/gL8enIkSr3Jx8e6uMKK63wOr0IESnxtCEE0+4nRZjwKzhCdhQ1ACj3Y0Pd1RBp1bh5rOyOp0TVDbb8OJ3xcg/bILd5UWr3Q0hgNMGx2B4UgS+L27AoSYbDhsdePjTPNx7wQicNyqpu293QOvWdN1Dhw7Fgw8+eMrt/va3v+HgwYPdaYqIiIhOoad7AT/8sQpurwyby4tJGTFQqU4+kiw9NhRnZsdjY3EjWu1uvLOtAlq1CjfNHNyhJNDtlfHRziqs2F4Jh9sLk90Ni9OL5Eg9zspOQOiRVUdmDU9EblkTiustaLA48dTXBTDa3bhiUho7oE6gWwlgQkIC5s+ff8rtXnnlFSaAREREvaCnegFL6s2+9ZadHmjUKoxMiejQfplxYZgpC2wuaUSrzY23tpZDr1Xh19MyT7pfUZ0ZL6wtRnmTFTanF0a7GyqVhDOHxWNoYni7bdUqCTOGxiFEq8K+ahOaLE68vK4ELVYnfnNGFlQqJoE/1621gCMjIzu07SuvvAKTydTVpoiIiKiDeqoX8IMfq+CRZdicHoxOjYL6FL1/R8tKCIcsgC2lviRw6fdl0KpVuPo4cTncXrydewir9tTA6ZFhtLthc3mRGRuKGUPjoD9BMitJEiZlxCBEq8aOQy1otrrwvx8qYLR78Kdzs6HtxSXy+oNeWQt44sSJXW2GiIiIOknpXsCqFhu2ljbB6vRCkiSMHRTV6WMMSwyHVxb44WATWqxuvLq+FHqNCpdMSPNvs7OiBS+vK0Gt0XGk0MMDnVqF80YmIi0m9CRH95EkCaNToxCiVWNLaRNabG58uqcaRrsbf71oJNcoPkq3bgG3MZvNyM3NRUlJCYxGIyIjI5GdnY3p06cjIqJjXcRERESkDKV7AT/aWQ2PV8Dq9GBoQniXe9NGJEdAFgLby5vRbHPh+bXF0KhUOHN4PJZ9fxDfFdTD5ZHRanfB6ZaRnRSOaYNjoe5ke0MTwqHXqLCxqBFGmxvfFdTD7HDj0UvGIMqg7VLsA40khOjyxDzffvstXnnlFXz55ZfweDzHfF+j0eDiiy/GH/7wB5x77rndCrQvsVqtCA/3jT9Y/Oku6A2n/lRCRETUm4x2N77Yexgur4zBcaF475bTu9QL2Ghx4rdv7kCLzQWT3Y2rT0vv9pjC/dVG/HioBZIExIbpkBgRApPDDbPDA7PDjTC9BmdlJyAhQt+tdurNDqwrqIfN5UW4XoPRaZF4/LKxSIwI6dZxA+3oPMRisSAs7MTV2CfS5RviZ555Ji688EJ8+umncLvdiIyMxJgxYzBjxgyMGTMGkZGRcLvd+OSTT3DBBRfgrLPO6mpTRERE1ElKrQ7yya5quL0yLA4PMuNCFSkoGZ0aifHpURACaLa6cNhoR4PZCbPDjdGpkbhsQmq3kz8ASIwIwQWjkxEZooXF6cG+KhPufm8PKpps3T52f9flBHDz5s2YOHEinnnmGRQUFKClpQV79uzB999/jz179qClpQUFBQV45plnMH78eGzevFnJuImIiOgUurs6iNnhxjd5tbC5vPDKApMzYhSJS5IkjB8UjTFpkZCPJIFheg0uGZ+GyZmxp5xepjOiQ3W4YEwyYsN0sLk8KKoz4+73dyP/cHAXp3b5FvD69esxe/bsDm+/bt06nH322V1pqs/hLWAiIuovNpc0orjeAr1GhfsuGNGpsYDvbqvA27mHUG9yIDFCj3NHJSsamxACtSYHvLLAoA4UeXSHw+3FusJ61Bod0GtUSI4KwUO/GI2pQ2J7tN2eENBbwJ1J/gAMmOSPiIioP+lqL6DD7cWqPTWwu71weQUmZSrT+3c0SZKQEmXo8eQPAEK0apw7MgkZsaFwemTUtDrw0Cf7seZAXY+33RdxUhwiIqIBrKtjAb89UOdbecPhQWKEHrFh3R+TF2hatQqzRyQiOzECblmgweLEk18X4Nu82kCH1uu6lQCqVCqo1Wqo1WpoNIrMKENEREQK62wvoNsr4+OdVXC4ZTg9co/0/gWKWiVh5rA4jE2NhFcWaLI48Y9vCrG7sjXQofWqbmVtN9xwA9fYIyIi6uM6Oy/gxqIGNFicMDvdiA3VITmyf0+b8nOSJGFyZgwkCb6l46wuPPLpfrw4bxIy4oJjXH+3EsDly5crFAYRERH1pI6uDiLLAit3VsHpluFwy5gxNLr3g+0FbUvHWZwelDVYUd1qxwOf7MOL8yYiOlQX6PB6XI+MAayqqsLHH3+MwsLCnjg8ERERdVJHxwL+cLAZlc02WJweRIRokBE7cHvEJEnCjKHxSIoKgcsjo6jOjEc+y4PT07npcvojRRLAP//5z8jKykJubi727NmDkSNH4sorr8TYsWPx2WefKdEEERERddOpxgIKIfDBj5VwemTYXV6MS+v8mr/9jVatwuzhCYgK1cLu8mL7wWY8+20RZLnLC6V1SIvVhR/KmuDxyj3azokokgB+++23qK+vx+TJk/HGG2/AarUiIiICHo8HTz31lBJNEBERUTedqhdwX7URxXUWWJ0ehGhVGJrQ+fnl+qNQnQZnj0iEQaeGxenBV/sO47+55T3W3g9lTbjlvz/isc8P4KFP9/d4snk8iiSA5eXlyMzMhFarxY8//oisrCw0NDQgNTUV+fn5SjRBRERECjhZL+CHP1bB7ZVhc3kxOjVK0RU5+rqYUB3OzE6AVq2CyeHBG5vLsVrhOQJlWeCdHyrw9y/y0Wp3oc7kwMaiBry7rULRdjpCkf9Zt9sNtdo3kLSwsBDjx4+HVqtFUlISHA6HEk0QERGRAk7UC1hSb8auilZYnB5oVCqMTIkIZJgBkRZtwNQhsVBJgNHuxj++KcAehaaHsTo9ePzLfLy77RAsTjcazE64PDIsTi+WbTqoWDsdpUgCmJGRgby8PFxwwQVoamrCxIkTAQC1tbVITlZ22RgiIiLqnuP1An74YzU8sgyb04MRyRFQB1Hv39GGJ0VgVIpvjeJGiwuPfJaHymZbt45Z2WzDPe/vQW5ZE1psbjRb3RiWEI4pg33JZqvNjb9/cQCtNpdC7+LUFPnf/e1vfwshBFavXg2dTofrrrsOZWVlOHz4MCZNmqREE0RERKSQn/cC/mdjGbaUNsLq9EKSJIwbNPCLP05mcmYMhsSHwuOVUd1iw18/3gejzd2lY20tbcI97+/BoWYrmiwu2JwezBwahxnD4jE6NRKDYkLhkWUcarLhqa8Lem08oCLLd9xzzz0YPnw4iouLccEFFyArKwslJSV47bXX/L2BRERE1HccPS/gp7urodeoYXV6MDQhHFp1cPb+tWmbHsbq9KLO5EBRnRmLVuXhqSvGQafp2LmRZYF3tlXgve2VcHq8aLa6oFFJuGhsCuLC9Ue1E4dWmwtGuxsbixqxcmfVSSfpVookhFA81fR4PAN6aTir1Yrw8HAAwOJPd0FvGLhzJBER0cC1uaQRxfUW6DUqGLRqmBxuXDU5HQbdsRNEByOby4Ov99fCaHcjXK/Bryak4s8X5EClOvkqaBanB899W4Rt5U2wOj1otbkRG6bDeSOToD/O5Nu1JgfWHKiDRxaID9fhxXmTMCo18oTHPzoPsVgsCAvrfLW2Yin+hg0bMGvWLISEhGDWrFlYu3YtFixYgC1btijVBBERESno6LGAFqcHmXGhTP6O8vPpYb7Yexhv5x466T4VTTbc8/5u/HCwCa1HxvtlJ4bjojHJx03+ACA5MgTjB0VDAtBic+Nvn+fB5OjaLeeOUiQBXL9+Pc477zx8//33cLlcEEIgIyMDy5cvx9KlS5VogoiIiBQWZdBiSLyv98grBCZnxAQ4or4nJkyHM4cdNT3MloNYc4LpYbaUNuLeD/agotmGJosTNpcXM4fG4fSh8aecUmdMWiTSYgzweGWUNVjx7DeF6IGbtH6KJIAPP/wwvF4vLrvsMv9r2dnZSEpKwubNm5VogoiIiHrA1CGxOGNYPC4cnYzwEG2gw+mT0mIM7Sp2//FNIfZVGf3fl2WB/+YewuIvC9Bic6HB7AQg4aIxychO6th0Om3jASNCtLC7vVhbUI9Pd1f30DtSKAHcsWMHhgwZgpUrV7Z7PSUlBdXVPRc8ERERdY9aJWFYYjgSI0MCHUqfNjwp/KjpYZx4+LP9qGrxrZn82OcH8N72ClicbjRanIgyaHHphFR/sUdHheo0mDE0Dlq1CmaHB/9aV4riOnOPvB9FEkCNRnNMN6Usy6iurvZPEE1ERETUX0mShEmZMRgcFwq3V0ZVsw0PfLwP97y/G9vLm48a7xdx0vF+p5IabcCYtChIAJqtLjy66gCsTo+ybwYKJYATJ05EeXk5fve73wEAGhoaMG/ePDQ0NGDy5MlKNEFEREQUUCpJwsxh8UiKDIHTI6Og1ozyRhsa2433i+v2Enrj0qKQEhUCt1dGcb0Z/1xdpPh4QEUSwPvvvx8A8Prrr0OSJJSVleHDDz+EJEm47777lGiCiIiIKOC0ahVmDU9AlEELu8uLBosTUifH+52KSiVhxrB4hOs1sLu8+CavFl/tP6zIsf1tKHGQCy+8EO+88w4yMjIghPBXAb/99tu48MILlWiCiIiIqE8I02twTk4i0mNDMSja0KXxfqcSrtdgelYcNEfGAz6/tgRlDRbFjq/4RNCNjY0AgPj4eCUP26dwImgiIiLqDT8easG+aiM0KgljB0XhlV9Phux29I2JoEeNGoWnn34a1dXViI+PH9DJHxEREVFvmZAejeRIPdxeGQWHzXjxu2JFxgMqkgAWFBRg4cKFGDx4MC644AK88847sNvtShyaiIiIKGipVb7Ck1CdBjaXB5/vrcF3BfXdPq4iCeBdd92FzMxMeL1erF69Gv/3f/+H5ORk/OY3v8H69euVaIKIiIgoKEWEaDE9KxYatQomuwcvfVfS7WMqkgA+++yzKCsrw44dO3D//fcjOzsbZrMZy5cvx5w5czB06FC8/PLLSjRFREREFHQy48IwIikCAkCDxdHt42m6H9JPJk2ahNDQUHg8Hrzyyiuw2WwQQuDgwYO4/fbbUVxcjH/+859KNklEREQUFCZlRKPB4kRtY/eH2SnSA2ixWLB06VLMmDEDo0ePxrPPPgur1Yrk5GQ89NBDePfddxETE4O33npLieaIiIiIgo5GrcIZw+IRout++qZID2BKSoq/tw8Azj77bNx666249NJLodH4mvj444/xwQcfKNEcERERUVCKMmhxWkYsfuzmcRRJAK1WK6KiojB//nzceuutGDFixDHb3HbbbZwUmoiIiKibMuO7P/+wIgng0qVLMW/ePBgMhhNuc8YZZ+CMM85QojkiIiKioCVB6vYxFEkAFyxYoMRhiIiIiKgXdGsUYVZWlv8xdOhQpWLCihUrMGnSJBgMBsTGxuLKK69EaWnpKfd78cUXMWrUKOj1eiQmJmLBggWoq6s7ZrtPPvkEZ511FiIiImAwGJCdnY0nn3xSsfiJiIiI+rJuJYAZGRnIzMxEZmYmMjIyFAlo2bJlmDdvHnbt2oWUlBR4vV6sXLkSM2bMQG1t7Qn3e+ihh3DHHXcgPz8fmZmZsFgseOONNzB79mzYbDb/ds8++ywuu+wyfP/99wgPD8fIkSNht9uxdu1aReInIiIi6uu6lQCuX78e69at8z+6y+Vy4f777wcAXHHFFSgrK0N+fj4iIiJQX1+PJ5544rj71dXV4amnngIA3HPPPSgqKkJubi4kSUJBQQFeffVVAEBlZaX/+C+88AJqamqwc+dOVFVV4aOPPup2/ERERET9gSLzACpl+/btaGxsBOBLAAEgNTUV06dPBwB8/fXXx91vzZo1cLvd7fYbN24chg0b1m6/jz76CB6PB2FhYcjNzUV8fDxSUlLwf//3f7BarSeNzel0wmQy+R9ERERE/VWfSgArKyv9zxMTE/3Pk5KSAAAVFRXd2q+wsBCAb9qaDz74ACkpKWhqasLbb7+Niy66yJ9EHs/ixYsRFRWFqKgopKamdvatEREREfUZfSoBPJG2Caa7u5/H4/E/f/3117F//34sW7YMALBr1y5s3rz5hMdauHAhjEYjjEYjampquhQPERERUV/QpxLA9PR0//P6+vpjnp+o0KSj+6Wlpfm/N2XKFADA1KlT/a+Vl5efMDa9Xo/IyEj/g4iIiKi/6lMJ4JQpUxAXFwcAWLlyJQCgpqYGubm5AIC5c+cCAHJycpCTk4OXXnoJADBnzhz/knNt++3duxclJSXt9jv33HP9be3YsaPdvwCQnZ3dM2+MiIiIqA/pUwmgTqfzV/quXLkSWVlZGDlyJMxmM+Lj4/0VvIWFhSgsLPQXjCQnJ+O+++4D4JvmZcSIEZg+fTqEEMjOzsYtt9wCAJg5cyYuueQSAMBNN92EsWPH4qabbgLgSyJnzpzZq++XiIiIKBB6LAFcsGABFixYgCVLlsDr9XZ4v5tvvhlvv/02JkyYgJqaGkiShMsvvxxbtmw5afHF448/jiVLliAnJwcHDx5EWFgY5s+fj40bNyIsLMy/3YoVK/CXv/wFycnJKC4uxpAhQ/DQQw9h1apV3Xq/RERERP2FJLpaYXEKKpUKkuRbq27s2LH4z3/+0268XX9mtVoRHh4OAFj86S7oDd1flJmIiIioI5x2GxZeMhEAYLFY2nV0dZQiawEfT0ZGBiRJgtFoxN69ezFjxox2VbhEREREFBg9lgAeXVG7b98+bNiwoaeaIiIiIqJO6LEE8Ghjx47F2LFje6MpIiIiIjqFbiWAb731Vruvb7jhhm4FQ0REREQ9r1sJ4I033ghJkiCEgCRJTACJiIiI+oFuJYDr1q1TKg4iIiIi6iXdmgdw1qxZmDlzJiRJ8vcEEhEREVHf1u0iEI1Ggzlz5iAzM9O/9BoRERER9V2KrAQyfPhw9v4RERER9ROKJIDPPfccqqur8cADD6C+vl6JQxIRERFRD1EkAbzooovgdrvx5JNPIiUlBWq12v/QaHplqkEiIiIi6iBFsjPe/iUiIiLqPxRJAN944w0lDkNEREREvUCRBHD+/PlKHIaIiIiIeoFiA/QaGxvx4osvIjc3F5mZmbjjjjuwc+dOzJ49GxkZGUo1Q0RERETdpEgCWF5ejpkzZ6K2thYAMG3aNLS2tuLGG2/Evffei6efflqJZoiIiIhIAYpUAf/5z3/G4cOHkZaW5i8IOeOMMxAZGYnVq1cr0QQRERERKUSRBHDNmjWIj49Hfn5+u9czMzNRXl6uRBNEREREpBBFEkC73Y7k5GSEhYW1e91iscDpdCrRBBEREREpRJEEcOjQocjLy8Pbb78NAHA6nXjxxRdx8OBBDB8+XIkmiIiIiEghiiSAv/vd7yCEwPz58yFJEnbv3o0777wTkiRhwYIFSjRBRERERApRJAG844478Pvf/x6Ab1WQtkKQ3/3ud7jjjjuUaIKIiIiIFKLINDCSJOHll1/Gn//8Z+zYsQMAMHnyZAwZMkSJwxMRERGRghRJAJ1OJ5xOJwYNGoTBgwcDADweD0wmE/R6PfR6vRLNEBEREZECFLkFfOmllyI2NhbFxcX+10pKShAXF4fLLrtMiSaIiIiISCGKJIDbt2/H0KFDMXLkSP9rOTk5yMrKwvbt25VogoiIiIgUokgCaDab4Xa7j3nd7XbDbDYr0QQRERERKUSRBDA9PR2HDh3Cc889568AXrJkCcrLyzFo0CAlmiAiIiIihSg2BlAIgfvuuw9hYWEIDQ3FPffcA0mScPnllyvRBBEREREpRJEEcNGiRZg4cSKEEHA4HHA4HBBCYOLEiXj44YeVaIKIiIiIFKLINDDh4eHIzc3Fu+++i23btgEApk2bhmuvvRZarVaJJoiIiIhIIYokgACg1Wpxww034IYbblDqkERERETUAxRLANeuXYu1a9eirq7OXwgC+FYJWbZsmVLNEBEREVE3KZIAPv7448cd6yeEYAJIRERE1McokgC+8sorEEJAq9UiMTERGo1iHYtEREREpDBFMjWTyYSEhAQcOHAAcXFxShySiIiIiHqIItPA/OpXv4JWq0V0dLQShyMiIiKiHqRID+CkSZPwwQcfYNasWbj66quPSQRZGUxERETUd0ji6JLdLlKpVJAk6fgNSBI8Hk93m+hTrFYrwsPDAQCLP90FvSE0wBERERFRsHDabVh4yUQAgMViQVhYWKePoVi1xonySAXySyIiIiJSkCIJoCzLShyGiIiIiHqBIkUgRERERNR/KHYL+KuvvsKKFStQU1MDr9frf12SJKxdu1apZoiIiIiomxRJAP/3v/8dt9K3bSUQIiIiIuo7FLkF/Pzzz0MIgaFDh0IIgfDwcCQnJyMmJgazZs1SogkiIiIiUogiCeCBAwcQGxuLffv2AQBGjx6N/fv3QwiBm266SYkmiIiIiEghiiSAHo8HgwcPhl6vh1qthtVqRUxMDFJTU/Hoo48q0QQRERERKUSRMYCxsbFoaWkBACQmJiIvLw+33norCgoKYDAYlGiCiIiIiBSiSA/gyJEjUVFRgYaGBpx99tmQZRn/+c9/IMsypk2bpkQTRERERKQQRXoAn3vuOZSXl0MIgeeeew51dXX44YcfMG7cOLz66qtKNEFEREREClEkARw/fjzGjx/v/3r16tVKHJaIiIiIeoAit4DXrl2LF154AWVlZf7XSktL8cILL2DNmjVKNEFERERECpGEEKK7B5kwYQJKS0tRV1eH0NBQAIDNZkNSUhKGDRuGXbt2dTvQvsRqtSI8PBwAsPjTXdAbQgMcEREREQULp92GhZdMBABYLBaEhYV1+hiK9AAWFxcjKyvLn/wBQGhoKLKyslBcXKxEE0RERESkEEUSQJVKhYqKClitVv9rFosFFRUVXAqOiIiIqI9RJAEcN24cTCYT5s6di3fffRfvvvsuLrroIphMpnbFIUREREQUeIokgHfccQeEENiyZQuuv/56XH/99di8ebP/e521YsUKTJo0CQaDAbGxsbjyyitRWlp6yv1efPFFjBo1Cnq9HomJiViwYAHq6uqOu+2uXbug1+shSRIkSUJBQUGn4yQiIiLqjxRJAK+55hr84x//QGhoKIQQEEIgNDQU//jHP3D11Vd36ljLli3DvHnzsGvXLqSkpMDr9WLlypWYMWMGamtrT7jfQw89hDvuuAP5+fnIzMyExWLBG2+8gdmzZ8Nms7Xb1m6347rrroPL5erS+yUiIiLqzxRJAAHgnnvuQX19PbZt24Zt27ahvr4ed999d6eO4XK5cP/99wMArrjiCpSVlSE/Px8RERGor6/HE088cdz96urq8NRTT/njKCoqQm5urr9n7+eTUd99990oKCjAVVdd1YV3SkRERNS/dTsBdLvdUKvVSEpKQkhICE477TScdtppXVoDePv27WhsbATgSwABIDU1FdOnTwcAfP3118fdb82aNXC73e32GzduHIYNG3bMfqtWrcKrr76K22+/HRdddFGHY3M6nTCZTP4HERERUX/V7QRQq9UiJSUFCQkJ3a74rays9D9PTEz0P09KSgIAVFRUdGu/2tpa/OY3v8HYsWPx9NNPdyq2xYsXIyoqClFRUUhNTe3UvkRERER9iSK3gP/0pz+hsLAQ3377rRKHO0ZX56r++X633HILzGYz3nnnHYSEhHTqWAsXLoTRaITRaERNTU2X4iEiIiLqCxRZC/jLL7+EWq3GhRdeiBEjRiApKcnfGyhJEtauXduh46Snp/uf19fXH/M8IyOjQ/sNHTr0uPvt2bMHLpfLf0vZ4/H495s8eTJuu+02/1jCn9Pr9dDr9QAAtVrdofdDRERE1BcpkgBu2LDB/7ygoKDdlCqduS08ZcoUxMXFoampCStXrsS8efNQU1OD3NxcAMDcuXMBADk5OQCA2267DbfddhvmzJkDjUYDj8eDlStX4vTTT8fevXtRUlLSbj8AkGW53YTVbWw2G5xOZyfeNREREVH/pEgCeMMNNyiy4odOp8MTTzyBW265BStXrkRWVhaamppgNpsRHx/vrxAuLCwEAH/BSHJyMu677z4sXrwYzz77LFatWoXKykoIIZCdnY1bbrkFAFBeXt6uveXLl+Omm24CAOTn5/sTSyIiIqKBTJEEcPny5UocBgBw8803IywsDM888wzy8/MREhKCyy+/HE8++eRJiy8ef/xxJCUl4dVXX0VpaSmioqJw9dVX48knn+zSIslEREREA5UkulphcRzr1q1Dbm4uYmJicN1116G1tRVJSUn+sXMDhdVqRXh4OABg8ae7oDeEBjgiIiIiChZOuw0LL5kIALBYLF3q6FKkB9But+NXv/oVvvvuOwDAtGnTkJiYiKuuugpPPPEE/vKXvyjRDBEREREpQJFpYB588EGsXbvWvwwcAFx88cXQ6XT44osvlGiCiIiIiBSiSAL4/vvvw2AwYPfu3f7X9Ho9MjMzUVRUpEQTRERERKQQRRLA+vp6DB8+HOPGjWv3ularRWtrqxJNEBEREZFCFEkAU1JSUFRUhNLSUv9ru3fvRn5+PpdNIyIiIupjFEkAL7nkEtjtdowZMwaSJGHXrl2YOnUqhBC45JJLlGiCiIiIiBSiSAL4t7/9DePHj4fT6YQQAk6nEx6PB2PHjsWjjz6qRBNEREREpBBFpoGJjIzEtm3b8M4772D79u0AfMu6zZs3DzqdTokmiIiIiEghiiSAgK/gY/78+Zg/f75ShyQiIiKiHqBYArh27VqsXbsWdXV1OHpxEUmSsGzZMqWaISIiIqJuUiQBfPzxx/Hwww8f87oQggkgERERUR+jSAL4yiuvQAgBrVaLxMREaDSKdSwSERERkcIUydTMZjMSEhJw4MABxMXFKXFIIiIiIuohikwDc/nll0Or1SI6OlqJwxERERFRD+pyD+Bbb73lfz5x4kS8//77mDVrFq6++upjEsEbbrihywESERERkbIkcXTJbieoVCpIknTqBiQJHo+nK030WVarFeHh4QCAxZ/ugt4QGuCIiIiIKFg47TYsvGQiAMBisSAsLKzTx+jWGMCO5I5dzC+JiIiIqId0OQGUZVnJOIiIiIiolyhSBPLYY4/hjTfeOOb1rVu34ssvv1SiCSIiIiJSiCIJ4KJFi/Daa68d8/rdd9+NX/7yl0o0QUREREQKUSQBPB673Y7Dhw/31OGJiIiIqIu6VQSiVqsB+Cp9f/jhB//XR0tKSupOE0RERESkMEWqgCVJOmG1780339ydJoiIiIhIYd1KANsKP2666SYMHToUDz74oP97oaGhyMnJwdixY7sXIREREREpqlsJ4Pz58wEA69atw7Bhw/xfExEREVHf1a0EsM3y5cvhcrnw5ptvYseOHQCA0047DfPmzYNOp1OiCSIiIiJSiCIJYEtLC2bPno39+/e3e/2f//wn1q9ff8zawEREREQUOIpMA/Pggw9i3759EELAYDDAYDBACIF9+/a1GxdIRERERIGnSAL42WefQavV4uOPP4bFYoHFYsFHH30EtVqNzz77TIkmiIiIiEghiiSAdXV1GD58OC655BL/a5deeilGjBiBuro6JZogIiIiIoUokgDGxcWhtLQUe/bs8b+2e/dulJSUIC4uTokmiIiIiEghiiSA5513HhwOB0477TSMGTMGY8aMwZQpU+ByuXD++ecr0QQRERERKUSRBPDxxx9HSkoKvF4vDhw4gAMHDsDr9SI5ORl///vflWiCiIiIiBSiyDQw6enp2L17N/71r39h+/btAIApU6bgj3/8IxISEpRogoiIiIgUokgCCAAJCQlYtGiRUocjIiIioh7SrQRw48aN7b4+66yzuhUMEREREfW8biWAs2fPhiRJEEJAkiR4vV6l4iIiIiKiHtKtBPCNN95QKg4iIiIi6iXdSgDnz5+vVBxERERE1Eu6PA2MEKJHtyciIiKintHlBDA7OxsvvfQSGhsbT7pdc3Mz/vWvf2HEiBFdbYqIiIiIFCSJLnbNqdVq/79Tp07FlClTMHjwYERERMBiseDQoUPYsWMHcnNz4fF4oFKp4Ha7FQ0+UKxWK8LDwwEAiz/dBb0hNMARERERUbBw2m1YeMlEAIDFYkFYWFinj9HlMYB5eXlYtGgRPvroI2zZsgVbt249ZhshBDQaDa6++mo88sgjXW2KiIiIiBTU5QQwJycHK1asQH19PT788ENs2rQJxcXFMBqNiIyMRHZ2Ns4880xceeWVSExMVDJmIiIiIuqGLt8CDma8BUxERESBosQt4C4XgRARERFR/9TlBDA2NhZz587t0Lbnn38+4uLiutoUERERESmoywlga2srTCZTh7Y1m81obW3talNEREREpKBurQTyww8/+KeDISIiIqL+oVsJYGfqRyRJ6k5TRERERKSQLieA69atUzIOIiIiIuolXU4AZ82apWQcRERERNRLOA0MERERUZBhAkhEREQUZJgAEhEREQUZJoBEREREQaZPJoArVqzApEmTYDAYEBsbiyuvvBKlpaWn3O/FF1/EqFGjoNfrkZiYiAULFqCurs7//by8PNx4443IyclBZGQkoqKiMHnyZCxbtqwn3w4RERFRn9LlBHDDhg09sv2yZcswb9487Nq1CykpKfB6vVi5ciVmzJiB2traE+730EMP4Y477kB+fj4yMzNhsVjwxhtvYPbs2bDZbACA7du3480330R9fT2ysrLgdruxc+dO/Pa3v8XTTz/dqfdDRERE1F91OQE8++yzcdppp2HJkiUoKSk57jYHDx7ECy+8gClTpuCcc8455TFdLhfuv/9+AMAVV1yBsrIy5OfnIyIiAvX19XjiiSeOu19dXR2eeuopAMA999yDoqIi5ObmQpIkFBQU4NVXXwUAZGRk4IMPPkBDQwN2796N/Px8REVFAQD+97//dfocEBEREfVHXZ4HcPr06cjNzcWuXbtwzz33IDo6GhkZGYiIiIDFYkFFRQVaWloA+FYMmTFjximPuX37djQ2NgLwJYAAkJqaiunTp2P16tX4+uuvj7vfmjVr4Ha72+03btw4DBs2DMXFxfj6669x9913H5OEZmZmIiMjA/v27YNerz9pbE6nE06nEwBgtVpP+V6IiIiI+qou9wBu2bIFX375JS6++GKo1Wq0tLRgz5492LRpE3bv3o3m5mao1Wr84he/wFdffYVNmzad8piVlZX+54mJif7nSUlJAICKigpF99u4cSPy8vIAAL/73e9OGtvixYsRFRWFqKgopKamnnRbIiIior6sW2sBz507F3PnzoXJZEJubi6Ki4thNBoRGRmJ7OxsnH766YiMjOx2kJ1Zc7ij+3355Ze45pprIMsy7rjjjlMmgAsXLsTdd98NwNcDyCSQiIiI+qtuJYBtIiMjcf755+P888/v1nHS09P9z+vr6495npGR0aH9hg4detL9XnnlFdx+++3wer147LHH8NBDD50yNr1e779NrFarO/J2iIiIiPqkbk8Ds2PHDtx99924++67sWPHjm4da8qUKYiLiwMArFy5EgBQU1OD3NxcAL4eRwDIyclBTk4OXnrpJQDAnDlzoNFo2u23d+9ef3FK235CCPz5z3/GH/7wB6jVarz99tsdSv6IiIiIBhJJdPX+KoCtW7di9uzZ8Hg8AACNRoMNGzZg+vTpXQ7oP//5D2655RYAwJAhQ9DU1ASTyYT4+Hjs2bMHqampkCQJAPDII49g0aJFAIC//vWvWLx4MQBg+PDhqKyshN1uR3Z2Nnbt2oWwsDC8++67uO666wAA8fHx/p7CNm2J5qlYrVaEh4cDABZ/ugt6Q2iX3y8RERFRZzjtNiy8ZCIAwGKxICwsrNPH6NYt4MWLF/urbwHA7XZj8eLF+PTTT7t8zJtvvhlhYWF45plnkJ+fj5CQEFx++eV48sknTzru7vHHH0dSUhJeffVVlJaWIioqCldffTWefPJJ/4lpq+IFgMbGRn/FMREREVEw6VYP4KBBg9DQ0ICPP/4YQghcdtllSExMRFVVlZIx9jnsASQiIqJACXgPYG1tLcaPH4+LLroIADBmzBjs27evO4ckIiIioh7WrSIQWZbbTaCs1+shy3K3gyIiIiKintPtaWB27dqFrKwsAMDhw4cBwP81AEiShNLS0u42Q0REREQK6XYC6HK5UF5e3u61o79uq9glIiIior6hWwngWWedxQSPiIiIqJ/pVgK4fv16hcIgIiIiot7S7ZVAiIiIiKh/YQJIREREFGSYABIREREFGSaAREREREGGCSARERFRkGECSERERBRkmAASERERBRkmgERERERBhgkgERERUZBhAkhEREQUZJgAEhEREQUZJoBEREREQYYJIBEREVGQYQJIREREFGSYABIREREFGSaAREREREGGCSARERFRkGECSERERBRkmAASERERBRkmgERERERBhgkgERERUZBhAkhEREQUZJgAEhEREQUZJoBEREREQYYJIBEREVGQYQJIREREFGSYABIREREFGSaAREREREGGCSARERFRkGECSERERBRkmAASERERBRkmgERERERBhgkgERERUZBhAkhEREQUZJgAEhEREQUZJoBEREREQYYJIBEREVGQYQJIREREFGSYABIREREFGSaAREREREGGCSARERFRkGECSERERBRkmAASERERBRkmgERERERBhgkgERERUZBhAkhEREQUZJgAEhEREQUZJoBEREREQYYJIBEREVGQYQJIREREFGT6ZAK4YsUKTJo0CQaDAbGxsbjyyitRWlp6yv1efPFFjBo1Cnq9HomJiViwYAHq6urabVNXV4cFCxYgMTERer0eo0aNwksvvdRTb4WIiIioz+lzCeCyZcswb9487Nq1CykpKfB6vVi5ciVmzJiB2traE+730EMP4Y477kB+fj4yMzNhsVjwxhtvYPbs2bDZbAAAq9WKWbNm4Y033oDFYkFmZiby8/Nx++234+GHH+6tt0hEREQUUJIQQgQ6iDYulwtpaWlobGzEFVdcgQ8//BA1NTXIycmB2WzG7bffjhdeeOGY/erq6pCeng6324177rkHzzzzDPbu3YsJEyZACIFnn30Wd999N5577jncc889kCQJu3fvxrhx43DPPffgueeeg1arRWVlJZKSkk4Zp8ViQUREBADg0fe2QBdiUPxcEBERER2Py2HHI9fMAACYzWaEh4d3/iCiD9m0aZMAIACId955x//6eeedJwCI7Ozs4+739ttv+/fbsmWL//Xs7GwBQJx33nlCCCHOPfdcAUAMHz7cv83mzZv9+/7vf/87YWwOh0MYjUZhNBpFSUmJfx8++OCDDz744IOPQD3q6uq6lHP1qVvAlZWV/ueJiYn+5229chUVFd3ar227421zsuMDwOLFixEVFYWoqCgMGzbs1G+GiIiIqI/SBDqAjhBdvEvdkf06euyFCxfi7rvvBgDIsoympibodDrExMRAkqQuxdebTCYTUlNTUVNTg8jIyECHExA8BzwHAM8BwHMA8BwAPAdA/z0HQgh/fUN8fHyXjtGnEsD09HT/8/r6+mOeZ2RkdGi/oUOHHne/9PR0FBYWHvfYJzs+AOj1euj1ev/X0dHRp3w/fYnX6wUAhIWFISwsLMDRBAbPAc8BwHMA8BwAPAcAzwHQv89Bl8b9HaVP3QKeMmUK4uLiAAArV64EANTU1CA3NxcAMHfuXABATk4OcnJy/NO3zJkzBxqNpt1+e/fuRUlJSbv92v4tLi7G3r17222v1WoxZ86cnn2DRERERH1An0oAdTodnnjiCQC+xCwrKwsjR46E2WxGfHw87r//fgBAYWEhCgsL0djYCABITk7GfffdBwB49tlnMWLECEyfPh1CCGRnZ+OWW24BANxyyy3Izs6GEALTp0/HiBEj8NxzzwEA7rvvvg5VABMRERH1d30qAQSAm2++GW+//TYmTJiAmpoaSJKEyy+/HFu2bEFqauoJ93v88cexZMkS5OTk4ODBgwgLC8P8+fOxceNGf7dueHg4NmzYgPnz5yMsLAwHDx5ETk4OlixZgscff7y33mJA6PV6PPLII+1uYwcbngOeA4DnAOA5AHgOAJ4DILjPQZ+aB5CIiIiIel6f6wEkIiIiop7FBJCIiIgoyDABJCIiIgoyTACJiIiIggwTwAHK4XDAbrcHOoyA4jngOQCAhoYGmEymQIcRUDwHPAcAzwG1xwRwAGppacH999+PO++8E4cOHQp0OAHBc8BzAADbt2/HhAkT8Pvf/57ngOeA5yDIzwHgW1zivffeQ11dXaBDCTgmgAOQJEkoLCzEa6+9hrPPPhuFhYWBDqnX8RzwHDidTnz//fdIT0/HihUrcO6556K4uDjQYfUqngOeA4Dn4GjLly/HjTfeiIsuusi/WljQEjRg/epXvxKSJAmDwSAqKioCHU5A8BzwHAghxH333SckSRKjRo0SlZWVgQ4nIHgOeA6E4DkQQojbbrtNSJIk0tLSRHFxcaDDCRj2AA5Q//3vf7Fq1SoAQFZWFvLy8gIcUe/jOTj2HOzfvz/AEfU8IQRkWQYA//jHp59+GhMmTEB+fj7efPPNQIbXK051DpYvXx7A6HoHfw74c/Bzubm5+PLLL/Hiiy/iiSeeQE1NDa677jrU1tYGOrSAYAI4gHi9XgDA0qVLMX/+fADArFmzsHjxYpxzzjmBDK3X8Bx07ByIAboAkBACXq8XKpXv0mYwGAAAeXl50Gq1AIBdu3YFLL7ewHPQ8XMwUH8PgI6dg507d/q3HajcbjcAwOVy4b333sMvfvEL3H///bj44ouRnZ2N/Px85ObmBjjKwNAEOgDqnpaWFmzduhUXXXQR1Go1/vOf/+D3v/89AN8f/bvuugtz5871/8Lb7XYIIRAaGhrIsBXV2XMAAE1NTYiLiwtUyIrrzDlobW3Ft99+iylTpmDIkCEBjlw5GzZswKJFi2A0GpGeno7IyEiEhIRApVKhoqIC27dvBwCMGjUqwJH2nI6eg7FjxwIYmNeDjp6DkSNHQpIkAAPvetDRczBp0iQAwAcffDDgrgcAsHbtWjQ1NeHqq6+GTqfDnXfeiXfeeQdPP/003n//fTQ2NsJqtaKgoCDQoQZGQG48kyK8Xq94/PHHhSRJ4g9/+IN4/fXXhSRJQpIkMXv2bPHpp58Kl8vl3/7QoUPikksuEb/5zW8GzNiPzp4DIYS46667xPDhw0VBQUGAolZWZ8/B7t27xeDBg4VOpxsw58But4uUlBT/+w4JCRERERH+r9set9xyi9i/f79wOBxi69at4uDBg6KlpSXQ4Suio+fgxhtvFHl5eeLQoUPil7/85YC6HnT0HPz6178WBw8eFEII8ac//WlAXQ86eg7mz58v9u/fL3bv3i0yMjIG1PVACCGKi4tFXFycmDhxYrvXn3/+eaHVakVoaKiQJElMnTpVVFdXByjKwGIC2M/l5+eLkJAQIUmS0Gg0QpIkcc4554iPPvrI/0dflmXh8XjEsmXLRHx8vJAkSYwZM2bADH7tyDlo88gjj4i4uDghSZKIi4sbMBe8jv4ctLn33nuFJEkiISFhwJyDAwcO+P9v586dK3Jzc8WqVavE0qVLxbvvvis2bNggCgoKxL///W9xxhlnCI1GI9LT08U555wzYH4XTnQOli1bJt577z2xatUqYbFYhNvtFsuXL/dvO5CuB6c6Bx9//LF/28cee0zExsYOuOtBR38O2gzE60FDQ4OYPXu2kCRJ3Hffff7X//nPf4qQkBDx2GOPiQ8//FBUV1eLvLw8sXTpUvHAAw+I1157LWgSQiaAA8CBAwf8F7EhQ4aIzz///LjbORwOIcuyuOuuu4QkSWLw4MGivLy8l6PtGT8/B6tWrTpmm3vvvVfExcWJsLAwMXfuXCFJkoiPjx8wF7yT/Ry0JX9er9f/2gMPPDDgzkFeXp6Ijo4WkiSJp59+ut33qqqqxK233ioyMjKEJEkiMjJSpKam+qsBy8rKAhS1sk52Do5ms9kG7PWgI+fg3nvvFTExMQP2etCRczDQrwclJSX+3/Ff/OIX4t577/X3jj755JNCCCFeeOEFMXPmzHa9o8OHDxdFRUUBjr7nMQEcII7+xPfHP/6x3fdkWRayLLfrDbv44ouFJEni1ltvFU6ns7fD7REnOwc//PCDyMnJEZIkiUmTJonKykqxZMkSIUmSiI2NFYWFhQGKWlknOwdCtL/gCyH8f/yTk5NFfn5+b4XZo/Ly8vw93X/961+FEEKYTCZx3333ieTkZCFJkkhKShJfffWVqKio8E8Jcf311wuHwxHg6JVxvHPQxuv1BsX14GTnIDc3NyiuByc7B0IEx/UgPz9fZGZmtkvwcnJyxMaNG8U//vGPdrfLf/3rX4uLLrrInwQO9J5AJoADyIEDB0RMTIyQJEl89dVXJ9yutbVVnHfeeUKSJHHuuef2YoQ97+hz8OWXX4rGxkZhMpmEEEKUl5eLc845R0iSJK666iohhBBPPPGEkCRJXHnllcLtdgcydMUcfQ4++eQTIYQQHo+n3Tbbtm0Tn3/+uTj99NP9vQSDBg0aMOPh9u/fL8LCwsS0adPEwYMHxY8//iiys7P9yd/Rf+A3bNggQkJCxKxZswIXcA9oOwfTp08XpaWlJ9xuIF8Pjj4HxcXFQXk9aDsHM2bMEHl5eUKI4LselJWViRtvvFGMGzdOjBgxQjzzzDNiyZIlYsSIEUKSJKHX68XLL7/s3/7CCy8UkiSJf//73wGMuuexCngAGTlyJHJzc/Hhhx9i5MiRuPfee+FyuZCcnAyNRoOYmBjExsZi1apV/hnQGxsbYTKZYDAY2lXJ9ldt5+D999/HxIkT8dvf/hY33XQTfvWrXyEzMxOffvopzjzzTHz44Yd4/PHH8cADDyAlJQVnnHEGNJqB8evQdg7+97//4ZJLLgEAqNVqGI1GrFu3DmvWrMHKlStRX1/vrwBNS0vDX/7yF/+UEf3d6NGjkZeXhz179mDw4MFYsmQJSkpKEB8fj9WrV2P48OH+bV9++WU4nU4cPnwYZrMZYWFhA+I8jB49Gvv370dBQQHUajXuuusueL3eoLoetJ2D/Px8RERE4MYbb8Tvfve7oLoetJ2DvXv3+ivgg+16MGTIEPz73/+G1+uFLMsICwvD7bffjqKiIgDACy+8gJtvvhlCCEiS5K8Ib2hoCGTYPS/ACSj1ALfbLa6++upjqr5+/tBqtWLdunXt9q2trQ1M0D3g22+/FZIkicsvv7zd63fccYd/cPTPHV0oMVCsXLlSLFmyRIwcOVKEhYX5///j4+PFVVddJd555x1/RaQQvtulA+3Wx80333zc22BtPwsajUY89thjAYquZ7ndbnHZZZcF/fXgyy+/5PVACPHxxx8H9fVAlmVRVFQkDAaDkCRJPPHEE+2+/+677/rPyUsvvRSgKHsHE8ABau/evf6xH6eddpp48cUXxaJFi8Sdd94pbr31VvHAAw+IXbt2tdvn2muvFZIkDZjxL/X19WLOnDlCkiTx5z//WRiNRlFQUCBmzZrlH/jf1NQkhBDCarWK+vp68fnnn4u8vDzR0NAQ4Oi7T5Zl0dTUJMLDw/0XtNTUVDFmzBjx6quvii1bthyzT2trq7jgggsGzM9B2x/wRx991D/Gp01bUqhSqcSkSZPEgQMHhNlsFvn5+eJ///uf2Lp1q6irqwtU6Iri9YDXAyFE0F8P2pjNZjFmzBgRFxfXbnjEhx9+6D83M2fOHDD/7yfCBHAAaxsLptfrxVNPPXXSbW+99Vb/D35SUtKAqQIrLi4WgwYNEpIkiWHDhonhw4cLSfLNjfW3v/1NCCFEZWWl+P3vfy8mTZokJEkSKSkp/jFDA8HevXvFeeedJ66//nqxZ88eUVVV1e77bWOdWltbxa9//esB+XNQXl4u0tPThSRJ4swzz/RX/Wm1WjFs2DCxdu1a0djYKC6++GIxePBgfzHAxIkTB8zPAa8HvB4IweuBEL5ezbZij7vvvlvs3LnTXwTUVgDy6quvCiGEWLp0qbjnnnvEpZdeKh5++OEBUykvBBPAAW///v3+goB7773X//rR1V/XXXedkCRJqNVqMX/+/AE3FUBhYaGYNm2aiIyM9F/sb7rpJlFRUSFqamr8c8K13QocO3asfxD00bdC+jOz2XzMwO+jb28ZjUb/wGe1Wi1uv/12IUkDa16w/Px8MWrUKP//dUhIiLjkkkvEpk2bRENDgxgyZIj//cfExIjp06cLSZJEZmbmgLno83rA64EQvB4IIURRUZFISkoSkiSJqKgof/I3ZswY8fTTT4uGhgb/DAEqlcr//cGDBw+YDwNMAIPAgQMHhFarFSqVSuTm5rb73tatW/0/3LNnzxZCCPHMM88ISZJEWFjYgPlBr62tFZ9//rl46KGHxBdffCHq6uqEyWTyT3+h0+nE1KlTxdatW4UQQvz+978XkiSJO++8c8BUAwrx00X+5/9u3brVP5F021iof/zjH/4KuZNVkfYn1dXV4uOPPxbPPfecWL9+vTAajaK5uVmMGzfO/wfummuuEfv37xdCCPGb3/xGSJIkHn300QEzHozXA14P2gT79aCoqEhcfPHFYtSoUSImJkZcd911YvXq1cLpdIpbbrml3RCRv/71r2LBggVCkiQxbty4AXF7mAlgkDhw4IB47bXXhM1mEw6HQ+zYsUNYrVYhhG+C3LYLX9t0CI8++qgIDw8XixYtGlAXvKMtW7ZMxMbGCpVKJWbPni327t3r/97zzz8vJEkSl156aQAj7Fkmk0msXr1a2Gw2IYQQNTU14he/+IWQJElcffXVQpZl8fDDD4uEhASxbNmyY+YMGwi8Xq94+OGHhSRJIiYmRtx4443tkpx77rlHSJIk/u///i+AUSqP14Nj8XoQnNcDk8kkWltb241xXLhwoT/5u/LKK8XXX3/t/960adNEeHi4/8NBf8YEMIi0fbrbuHGjuPDCC9v9ABuNRv/EqG2VT1999dWAufV1PPPmzfPf4tuzZ4//9fr6enHppZf6P/1ardYB0/vTxuv1infeeUfMmjXLPzeYEEK0tLSIoUOHCkmSxJtvvimE8E2a29jYGKhQe9z555/vH/TddnvL6/WKHTt2+AsEbrnlFuHxeAbUzwGvB+3xehDc14O2/9PS0lIxdOhQoVarxSWXXNKuMn7jxo0iLS1NSJJ03NWm+puBMckPdYgkSRBCoKKiAl9//TX++c9/+r8XGRnpnxstNzcXADB37lxkZmYGJNbeYDKZAAAPP/wwxo0bB4/HA5PJhIULF+LTTz8FAPz6179GaGgoJEkKZKg9wmKxYOPGjXjiiSf8r4WHhyMxMREAsG3bNgDAtGnT/PNiDTSyLMNisQAA/vznP2PEiBFwOBw4cOAAFi9ejI0bNwIAfvWrX0GtVg+onwNeD9rj9SC4rwdt/6e1tbUoKyuDJEmYN28eZs+eDQAoLCzEypUr0dDQAL1e7z8v/RkTwCAjSRLOPfdczJw5Ex988AHuvfdeNDU1YcWKFaiqqgIAHDp0CFarFbIsBzjaniF8Pd8YOnQoAN+FzeVyYf/+/bjjjjvw+uuvAwDmz5+POXPmBDLUHqNSqfDLX/4SU6dOxTvvvIO77roLFRUVeO6551BfXw8AMBqNcLlcEEIEONqeI4TAiBEjAABr1qyB1WrF119/jQcffBAfffQRAOD+++/HBRdcEMgwewyvB7weALweHC02NhZxcXEYMWIErrnmGgDA3r17sXTpUrzyyitwu9247LLLMHXq1ABHqoCA9T1SQBUWFvqnQ0hNTRWJiYn+Kqf//ve/gQ6vV5SVlfm788eNG+ev9msb+7R+/fpAh9jjCgsL/dOjxMbG+gd+S5LUbtzLQFZSUuJfD3TYsGH+nwlJksQdd9wxYKoeT4bXA14PhOD1QAghGhsbxWmnneb//X/llVfEZZddJnQ6nZAkSZx//vn+qXP6+zhIJoBBrKioSMycOVPExsb6f8mffPJJ/yDgYJCfny8mTJgg9Hq9/xwsXLhQ/PDDD4EOrdeUlJSI2bNni+TkZP/ceG3jfYJFQUGBmDp1qoiMjBRqtVpERESI559/XlRUVAQ6tF7D60HHrgcDbfzfz/F64EuE2z4UHj0NzC9+8Yt2xUH9nSTEAO/PpZNqbGxEUVERioqKMGzYMJxxxhmBDqnXNTQ0IC8vDxaLBWlpaZg4cWKgQ+p1LS0tqK6uRnV1NdLS0jBmzJhAh9TrmpubUVlZCafTifj4eGRlZQU6pF7H68HJrwfiyFqxAx2vB0BJSQmee+457Nu3D/Hx8RgzZgweeeSRAbNGNAAwASQiIiL6Ga/XC6/XC5VK5U/8BtKHACaARERERKcwkJI/gFXARERERKc0kJI/gAkgERERUdBhAkhEREQUZJgAEhEREQUZJoBEREREQYYJIBEREVGQYQJIREREFGSYABIREREFGSaARES9YPDgwZAkqVtziS1fvtx/jEWLFikXHBEFnYGzqB0REbVTXl6O5cuXAwAmTJiASy+9NKDxEFHfwQSQiKgXfPjhh3A4HL3aZnl5OR599FEAwPz585kAEpEfE0Aiol5w2mmnBToEIiI/jgEkoqC1atUq/5i6Bx980P/69ddfD0mSoNfr4XQ6AQD5+fn+ba+55hoAvsXh33jjDcycORORkZEwGAwYP348nn/+eciy3K6tE40BbGpqwvz58xEVFYXo6GjccMMNaGxs9G87ePDgE8b/wQcfYNy4cdDr9Rg+fDjef/99//dmz56Ns88+2//1m2++6T/mjTfe2NVTRkQDBHsAiShonXHGGZAkCUII5Obm+l/funUrAMDlcmHnzp04/fTT/a8BwFlnnQUAuPHGG/HWW2+1O+bevXtx5513YuvWrVixYsVJ23e73Zg7dy527Njhf+2///0v9u7de8rY33vvPRQUFPi/Li4uxrx58zB+/HiMGDHilPsTUXBjDyARBa2YmBiMGTMGALBt2zbIsoz6+nqUlZX5t9myZUu7fwHgzDPPxIcffuhP/kaMGIF3330Xq1atwvTp0wH4ErT33nvvpO2/8cYb/uQvJiYGS5cuxfvvvw+j0XjK2AsKCvCb3/wGn3/+OebMmQMAkGUZS5cuBQC8+OKLeOGFF/zbX3jhhfj+++/x/fff44EHHjjl8YloYGMPIBEFtTPPPBP79u2D2WzG/v37cfDgQQDA6NGjkZeX5+/5a/s3OjoaY8aMwcMPP+w/xh//+EcMGjQIAPCb3/zG35v49ttv+28XH88nn3zif/7/7dzPK6xfAMfxDzFFzWgikZqNIgtNkmZkxiQWWNihJ80YWQ1F/oFZsLSRhSz92EzJggWzmSxMSWSrkR8lWYiaDSs134XmIfd+h3u/+ure837V1On5cc55ZjF95jznnNnZWY2Pj0uSXC6Xent7C/bb6/XaYa+qqkqpVEqSdH5+Lklqbm7Ww8ODfX11dbUCgcAH3wYAUxAAARits7NTS0tLkl5CXj4ATk5Oanp6WgcHB8pmszo9PZUkdXR0qLi4WGdnZ3YdU1NTP607f8+/eTvS6PP57HJ7e/uH/Q6FQna5srLSLmez2Q/vBQBeAQMwWn4+n/QSAPMjfV1dXWppadHt7a0SiYRyuZyklxHDz3p8fPz0tb+6QbTb7bbLJSWv/+Xz/QSAQgiAAIxWW1ur+vp6SdL+/r6Oj4/ldrvV2Nhoj8QtLCzY1+cDY0NDg31sb29PuVzuh8/FxUXBtvPtStLR0ZFdfrvg5L8oLn79iX+/KhmA2QiAAIy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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 13.869\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5045234bf4dc47a0bd819a5ea9ab7f12", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 12.082\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "13e0882e325040f69d7d261c5b0b6a40", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 56.122\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "de05a552e08b4c04bf44bf4053db0030", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 7.597\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6af56939313a45718ce8fbce392e7052", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 52.229\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7f7c5af4d63e483088d0ac8587eace49", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 17.591\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e8950221ca934815a983ad078d00207d", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 22.901\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "253ae0527338413a82a272f321b92c18", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 55.442\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d6721758d59c4855ae8ea38d0a2abb52", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 481.738\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6621f6edad694b368bfc85d8a191f903", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 8.795\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b116ae6917354c79bada9ddb5c20f7c2", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 23.322\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "165c27a6d00b4395b72712e7e9049448", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 28.637\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e934ec932aee43ce8097cd218d9c8cb3", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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h0+nQ3t6O3t5eqKqKd77znfjRj34EANi7dy8uuOACxGIxVFdXw2AwYGxsDBqNBr/97W/xhje8Yd52RKNRWK1WAEAkEoHFYin4a1+LRnwxzISTaCzzhYeTGQWvjATx+k21MOpkPNfvg8dugHWVg+2YPwZ/LI3z26uOC9W58GfRodrC8LcWpTIquidD0GlkNDhNaHCayvoPKyLKKkbeKMkK4AMPPIDx8XHs3r0bBw8exF133QUA8Pl8OHz4MH7zm99g586dAIBf/epXOHz4MO69914AwI9//GPs3r0bAPBP//RPiMViaGtrQ39/PwYHB3HeeedBURTcfvvtRXltlWgqlICjgGPkVotBq0G1VY/uqRCmw0kIIWA1rE7171iNLjNcZj2e659F5OgiwfFUttvXbdUz/K1heq2M05ucaHKZEYil8MwRL14a9GEiGIfCqiARLUFJBkCj0Yhf//rXOP/887F582b88z//MwCgpqYGXV1dePTRRwEAJpMJV199NQDgxhtvzP38Y489hkwmk+vqfcMb3gCbzQatVou/+qu/AgDs27cP4+Pjq/myKlIirSCczMBiKN/xf8dqcpkx4oujdyqCeqcJxRpf1+gywW3JhsDpcAK7hvyosurhNusZ/iqA1ahFS5UFWxocMOo06JuOYGfPDA5PhhBa5F7ZRFTZSrYsMzU1heeffz73/bp16/Dwww/DZrNhZGQEAFBVVQVZzmbY2tra3GOHh4fh9XoRj2cXT/V4PLn7Xvu4hoaG446bTCaRTCYBZEuylcoXTaF7MrziHQgUIeA06fKyPVop0Gtl1NgMSKZVmHXF/fupwWmCLEl4adCPDo8VTpOO4a/CaGQJNTYDamwGxFMKZiNJvDDgg0ErQ1NG/+kkSYLFoIHNqIPdqIXNqINeu/D/r3hKQTiRRiiRQSiRRmKBCVKL1eA0oa2aQ35obSvZAPjBD34QH/jABzAyMoI77rgDDz74IP7mb/4Gzz777Ekfv9igstDj7rnnHnzuc59bcnvXEm8kif1jQTS7zXn5EDEUOSjlW1uVGYoQKIVUW+cwwm3RQ6+VGf4qnEmvQZPbjAYhEE8rkMto9rcqBBJpBb5oEmP+GOIpBUa9BnajDrajgdCokxFNvhr4wok0IACzQQOzXgu7UYsqix4rHdWuCIGeyTAyqooOjy0/L5CoBJVsAASyfxW2tLTgrrvuwoMPPogDBw7ggQceQHNzMwDA6/VCVVXIsozp6encz7W0tKC6uhomkwnxePy4+177uNe688478fGPfxxAtgL42grhWjcTTuLAeBDra6yL+gu8EkmSBG0JhL85/HeiY8mSBIu+pE/tJ3XsZBZVCMRTChJpFf5YChOBBNKqCoteC5NehsOkQ53dAK2mML/7GxtsODQehhBAZy1DIK1NJffJMTs7ix//+MdIpVK5237729/mrkejUVx11VUAgEQikbvvl7/8Ze4xV111FbRaLa644goAwO9//3uEw2FkMhk89NBDAIDTTz/9pOHOYDDAbrfnLpVkOpw4Gv4sDBVEVDSyJB3dClGPJpcZHbVWbKq3o6XKjBqbETajtmDhD8hO+NrUYEO/N4qeSe7AQmtTyS0DMzg4iHXr1sFkMmH9+vUIBoO5MX82mw379u1DU1MTLrvsMjz11FPQ6XRYv349enp6oKoqbrrpJvzXf/0XAOCVV17BBRdcgHg8fsIyMP/7v/+bC5KnUknLwEyFEjg0EWLlj4joqFRGxaGJEFrcZmysr6yCAK0uLgMDwOl04v/8n/+D+vp6HDlyBBMTE2hubsbNN9+M559/Hq2trdBoNHjkkUfw0Y9+FDU1NThy5AhaWlrwmc98Bj/4wQ9yz3XmmWdi586duPLKK5FIJDA7O4sLL7wQv/3tbxcMf5VkMpgNfx0ehj8iojl6rYzNDXaM+GM4MBZc8aQ4olJSchXAUlIJFcCJYBw9UxG011igL2CXChFRuUorKg6Nh9DgNGFzg70s9zSn0sYKIK2qsUA2/K1n+CMiOiWdJlsJnAjGsZ+VQFoj+KlfoUb9MRyZjqCjxgodwx8R0by0Ghmb6u2YCiWxb5QhkMofP/krUDyloPdo+NNq2JVBRLQYWo2MTQ02TEeS2DsahMrt96iMMQBWoIlgHC6zDhqGPyKiJdHKMjbX2zEbTeKV0QBDIJUtBsAKNBlMwGnWF7sZRERlSSNL2FhnRyCWxp4RhkAqTwyAFSYYSyOjqjBxuRciomXTyBI21tsQjKfx8kgACkMglRmmgAozEYqjymIoiX1siYjKmSxlQ2A4nsauIR9DIJUVBsAKoqoCk8EEHCZdsZtCRLQmyJKEDfU2xFIKdg36kFHUYjeJaFEYACuIN5qEUauBjt2/RER5I0sSNtTZkMio2DXkZwikssAkUEGykz9Y/SMiyjdZktBVa0Uyo+ClQR/SDIFU4rTFbgCtjrSiYjaSwsY6W7GbQkS0JkmShK5aG/qmI3h+YBZ1duOKn1Ov0aDRZYJGXv647elwAlpZhtvC1R/oVQyAFWIqlIDdqIW8gpMIERHNT5IkdHismAwlEEspK36+6WQSA94INtXb4VlioIwmM+ieCiOWzCCeVnBmsxMe28pDKa0NDIAVYjKYgIvdv0REBSdJEuodprw8Vy0AXySJvaMBuMx6bKi3w2qY/6M7ragY8EYxHoijzmFEo9OEYCyNXYN+nNXqWnKQpLWJYwArQCyVQSSZgcXAAEhEVG7cVgO2NDogSRKePeJF92T4pGMMhRAYC8Tx7JFZxJIZbKi1wXV00X+HWYf1HiteGvJjKpRY7ZdAJYgVwAowcbT6x6X/iIjKkyxJaHSZUG3TY8QXx1gghg11djQ4jJAkCcFYGt1TYSiKirZqMwxazQnP4TDp0OmxYteQH9tanHmrUlJ5YgCsAJPBBJpc/I9ORFTuDFoNOjxWBONpdE+GMDIbg9WohTeSRJPTBJtJC+DUf+3bTTp01Vrx8nAAohlocPKzoVIxAK5xgVgKqhAwcu0/IqI1w2HSwW60YyqcgKIKbKyzQVpkN4/NqMOGOhv2jAQgADQyBFYkBsA1biKYQJVFz63fiIjWGEmSUGdfXnizGrTYUGfD3pEAVFWg2W3Oc+uo1LEstIapqsBUiFu/ERHRieZC4IGxEIZmo8VuDq0yBsA1zBvJbv2m1fCfmYiITmQxaLGh3oqD4yEMeiPFbg6tIiaDNWwimODK70RENC+zXotN9XYcngyjf4YhsFIwAK5RqYwKXzQFu4nDPImIaH4mvQab6u3omQrjyHS42M2hVcAAuEZNhRKwm7SLnhVGRESVzajLhsDe6Qj6phgC1zoGwDUqu/gzu3+JiGjxjDoNNjfYcWQmil6GwDWNAXANiiYziKUyMBtOXAmeiIhoPgatBpsabOj3RtE9GSp2c6hAGADXoIlgAi6LHtI8q8ETERGdikGrweZ6O4ZmYzg4HoQQothNojzjDIEyJ4RAPK0gnMggnEgjlMggGE+jo9pa7KYREVEZ02tlbG6w49BECEIAmxvsHFe+hjAA5oEQAuFkBqvyB5IAYunMcYFPAmDWa2DSa2AzauGxGaDj2n9ERLRCOo2MzfV2HBzPhsDmqvl3DJGl7ALTDIqljwFwhVRVYP94EP5oChp5dX7hDToNzHoNnGY96uxGLvRMREQFo9VkK4F90xH4Y6l5dxZNqwIaSUKTy4QGpwlGHceilyoGwBVQVYF9Y0GkFBUb6+3Fbg4REVFBaDXyoj/nQvE0psNJHJmJotqqR6PLhGqLAfIqFUlocRgAl0lVBV4ZDUBRBZpd3ESbiIgIAOwmHewmHTKKitloCofGszOJG49WBc16Ro9SwH+FZVCOhj8hgGY3wx8REdFraTUyau1G1NqNiCQy8EWTGPBG4bYY0Flrhd2oK3YTKxoD4BIpqsCekQAkCDSx8kdERLQgq1ELq1GLRlVgKpTAc0dm0eQyo8NjhV7LcezFwHd9CTKKipeH/ZABNDL8ERERLYlGltDgNGFzgx2heBpP9sxgxBfjOoNFwArgImUUFYdGAtDKEuqcxmI3h4iIqGzpNDLW1VgQTqTRNxPBiC+GjfV2uC3cwnS1sAK4SHtGAtBqJNQ7jdxhg4iIKA9sRh021dlgM2rx0qAPr4z4kUgrxW5WRWAAXCSDVka9wwgw/BEREeWNJEnw2I3Y0mhHMqPiyd4ZDM1Gi92sNY9dwIvksRvA8EdERFQYWllGa5UFNakMuifDSKYVdNVxjd1CYQVw0Rj+iIiICs2s12JTvR2DszF0T4aK3Zw1iwGQiIiISopeK2NTvR3DvhgOjgc5S7gAGACJiIio5MyFwFF/HAfHQwyBecYASERERCVJp5GxpcGOiWAcB8YYAvOJAZCIiIhKllaTrQROhhLYN8ru4HxhACQiIqKSptXI2NRgw3Qkib2jQagqQ+BKMQASERFRydPKMjbV2+CNJPHKaIAhcIW4DiARERGVhWwItKN7Moynj3jhMuthN+pgN2lhNWih1bCutVgMgERERFQ2NLKEjfU2RJIZpNIqpsMJDMxmkM4ImPUa2E062Ixa2Iw66LXygqv4WgyVGYUq81UTERFR2ZIlCXajDjC+epuiCsRSGSTTKmbCSQz7Ygt2E2cUgXU1FrTXWAvc4tLDAEhERERlTyNLsBl1sBkXfuycaDKDwxNhNDhNMOo0hWtcCWJnOREREVUki0ELh1mHw5PhYjdl1TEAEhERUcVqrTJjxBdFKJEudlNWFQMgERERVSydRkaD04T9o8FiN2VVMQASERFRRWtwmhCIpzEVjBe7KauGAZCIiIgqmixJaKsyY994qGIWmGYAJCIioopXZTUAQmBwNlrspqwKBkAiIiIiAOtqrDg8EUYyoxS7KQXHAEhEREQEwGrQwmbSorsCloVhACQiIiI6qq3KgqHZGCLJTLGbUlAMgERERERH6bUy6hxG7B9b28vCMAASERERHaPJZYI3ksR0KFHsphQMAyARERHRMbLLwliwfzy4ZpeFYQAkIiIieo0amwGKIjDsixW7KQXBAEhERER0EutqLDg4EUJ4De4TzABIREREdBI2ow71DiOe659F92QYaUUtdpPyRlvsBhARERGVqganCVVWPUZ9cYwFYuiqtaHRaYIkScVu2oqwAkhEREQ0D4NWg/UeK5pcZvRMhfF8vw+BWKrYzVoRBkAiIiKiRXCYdNhcb4fJIOOFAR/2jwWRSJfntnEMgERERESLJEkS6uwmbGmwI5rM4KleL4Zmo8Vu1pJxDCARERHREmk1MtqqLYgkM+ieDEOWJDS7zcVu1qKxAkhERES0TFaDFus9VuwbC5bV/sEMgEREREQrYDVoUe8wYteQD0qZ7BzCAEhERES0Qg1OE1RV4NBEsNhNWZQVjwFUFAWPP/44/vKXv6Cvrw/BYBB2ux2dnZ245JJLcOWVV0Kj0eSjrUREREQlq7PWhldGAqixGlDrMBW7OfOShBDLqlX6/X58+ctfxne/+114vV4AwLFPNbdAYnV1Nd73vvfhH/7hH+ByufLQ5NUTjUZhtVoBAEfGvbBYLEVuEREREZWyYCyNIzMRXL7RA6NucQWwY/NGJBJZlbyx7ADodDoRDochhEB9fT3OOecctLa2wm63IxQKYWhoCC+++CImJiYAAA6HA36/P6+NLzQGQCIiIlqqodkoMqrABe1Vi9oxpBgBcNldwKqq4rbbbsNNN92E7du3n/Jxu3fvxk9+8hN897vfXe6hiIiIiMpGi9uMfWNB9E5F0FVnK3ZzTmrZk0BGR0fxla98Zd7wBwDbt2/H1772NYyMjCzqeb/61a/isssuQ319PQwGA1pbW3HLLbegv78/95jLLrsMkiSdcLn44ouPe66pqSm85z3vgcfjgcFgwObNm/HNb35z6S+WiIiIaJEkSUJXrQ2902H4oqW5ZdyyK4B2u70gj7/vvvswPDyMDRs2wGQyYWBgAD/60Y/w+9//Ht3d3cc9T3t7O2pqanLfb9myJXc9Go1ix44d6O7uhslkQmtrKw4dOoSPfOQjmJ6exuc///kltZ+IiIhosYw6DdqqLdg15MOOLg/02tJaeKW0WgPgfe97HwYHB3Ho0CH09/fj1ltvBQBMTk7iiSeeOO6xn/70p/Hcc8/lLvfff3/uvvvvvx/d3d2QJAnPPfccenp68PGPfxwA8C//8i+YmppatddERERElafaaoBJr8Ero4FiN+UEJRcAP/WpT6GlpSX3/SWXXJK7bjAYjnvsbbfdBoPBgPb2drz//e8/LtQ9+uijAIDOzk6cccYZAIAbb7wRAJBOp08Ik3OSySRCoVDuQkRERLRc7dVWzEaSGPSW1n7BJRcAj6UoCr797W8DyHb3XnHFFbn7TCYTGhsbUVNTg4GBAXznO9/BBRdcgGg0+wbPjTn0eDy5n6mtrc1dHx4ePukx77nnHjgcDjgcDjQ0NOT9NREREVHl0MjZ8YAHx0OYDCaK3Zyckg2A0WgUN9xwA373u9+hrq4ODz/8cK4C+PWvfx1+vx/79+/HyMgI7rzzTgDAwMAAfv3rX5/yORez4s2dd96JYDCIYDCI8fHx/LwYIiIiqlgWgxZddVbsHvZjIhgvdnMAFCgAZjIr2wx5cnISO3bswMMPP4yuri48/fTT2Lx5c+7+bdu25cKgJEm46aabcvfNVfaam5sBANPT07n7jr1+bDfzsQwGA+x2e+5CREREtFI2ow4bam14eTiAsUDxQ2DeAuDOnTuxY8cOGI1G7NixA0888QTe85734JlnnlnS8xw4cADnn38+du3ahUsuuQTPPvss2tvbc/dPT0/ja1/7GsLhcO62Bx98MHe9ra0NAHDVVVcBAHp7e7F3714AwC9/+UsAgE6nO647mYiIiKjQrEYtNtTZsHckgFF/rKhtWfZOIMf685//jDe84Q25yt/555+PH/7wh9iwYQPe/e5343vf+96in2vDhg3o6ekBAGzduvW4iR/vfe978frXvx7r1q2DVqtFR0cHotFobrzfpk2bsHv3bhiNRkQiEWzfvh29vb0wmUxobm7OPe9dd92FL37xiwu2hTuBEBERUb5Fkxl0T4ZxWqMDzW5zUXYCyUsF8DOf+QwURcENN9yQu62zsxO1tbV4+umnl/RcyWQyd33Pnj14/vnnc5fR0VHU1NTgU5/6FLZt24bp6Wl4vV5s3LgRn/zkJ/H000/DaDQCAKxWK3bu3IlbbrkFFosFAwMD2LhxI+69995FhT8iIiKiQrAYtNhYb8P+sSCGZoszOzgvFUCz2YyGhgb09fVBlmWcf/75eOaZZ7B9+3b09PQgEonko62rjhVAIiIiKpR4SsHhyRCarTJOW1cHoMwqgFqt9oQZtqqqYmxsDBqNJh+HICIiIlpTTHoNNtXb0Tu9+oWyvATAbdu2YXBwEO973/sAADMzM3j729+OmZkZnHXWWfk4BBEREdGaY9RpsKHOturHzUsX8KOPPoprr732pPf97//+L970pjet9BBFwS5gIiIiKrRoNIr1DdUAyqwL+E1vehN++tOfoqWlBUIICCHQ0tKCn/zkJ2Ub/oiIiIjWqrxUAI/l9XoBANXV1fl82qJgBZCIiIgKrRgVQG0+nuRk++rO3WYymVBTU5OPwxARERFRHuQlALa1tUGSpFPeX19fjy984Qt497vfnY/DEREREdEK5G0ruLmxfye7jI+P4+/+7u/wyCOP5OtwRERERLRMeQmAX//612GxWLBjxw584xvfwDe+8Q3s2LEDFosF/+///T+88Y1vhBACX//61/NxOCIiIiJagbx0Ab/44ouoqqrCE088AVnOZsoPfehDaG9vx4EDB/DII4+gq6sLu3fvzsfhiOgYaUVFRsnrXK4VMehkyPMMCVmMVEaFopbOa1otsgwYtFw8n4gKLy8B8De/+Q0sFgsSiQTMZjMAIJVKIZlM4uGHH4Ysyzj99NPx6KOP5uNwRHSUN5LE031elFJWMmhlNLvNaKsyw2bULfrnVCEwEUhgcDaK6XBy4R9YozbV27Cxzl7sZhDRGpeXAOh0OjExMYEzzjgjt+7f448/junpaTQ0NAAAJicnUVVVlY/DEREARRV4eTgAq0GLRqep2M0BAAgI+KJp9E2F0TMVRo3VgLYqCxpcRmjlk484CSfSGJyNYcQXQzKjwm7UotNjhVZeWRWxHPmiKbwyEoAQwKZ6hkAiKpy8BMBPfvKT+OhHP4r+/n78+7//OwDk9ga+6667MDQ0hJdeegnXXHNNPg5HRAC6J8OIJjPY1uKEWZ+X/8p5UW01Yn2NFTPhJCaDCTw/MAvjqCZXFXSa9cioKsb92WrfbDQFnSzBYzfAYzPCYiid17LaqqwGaGQJr4wGoAqBLQ2OYjeJiNaovJxpP/zhD6O1tRVf/vKXceDAAQDAaaedhk984hO49tprkclk4PV6YTQa83E4ooIJxdMYnI2i0WlCldVQ7OacUjCeRu90GK1V5pIKf3M0soQ6hxF1DiNiqQzGA3EMzkZxZCYCp0mHeFpBOqPCZdFjU50NTrMemgqs+J1Me40VkiRh31gQqgBOb2QIJKL8y/tOIGsJdwKpLKoQ+HP3DAKxFIQAnGYdWqssaHabSmpgvhACT/Z4kcgoOLPJWTbBSRUC3kgSM+EkrAYtau0GGHWlF15LxeBsFEemI9jcYMcZTc5iN4eICqhsdwKZMzAwgPHxcSiKctztl156aT4PQ1QQfdMRhOJpbGt2IpFRMRmMY8+IH/vHgmhwmtBaZYbHZph30fPV0D8ThS+WwplNjrIJfwAgSxI8NiM8NvYELEZblQWyJOHgeAiqAM5schT9d4+I1o68BMDJyUlcf/31ePHFF0+4T5IkZDKZfByGqGAiyQwOT4TR5DLBatTBCqDaakAqo2IiGMdEMIFhXww2oxatVWY0ucywFmGsWiyVwYGJEBocxiXNsKXy1OI2QwJwaCIEIQS2NjsZAokoL/I2CeSFF17Ix1MRFcWe4QB0WgnNbvNxt+u1MlqrLGitssAfS2E8EMeBsRAOjodg0GrgMOvgNOngNOvgNOlhMWgK+gH9ykgQWllCS5V54QfTmtDsNkOWJByezFYCt7cwBBLRyuUlAD7++OOQZRn3338/3ve+92Hz5s145zvfiS9/+cv4j//4j3wcgqhghmajmIkkcXqDY94FjF1mPVxmPdKKCn8shWhSQTSZxoA3hWRGhUYCtBo5FwaN+oU32vFYjXCYF1fJG/HFMBlKYEuD/ZRLqtDa1OgyQZKylcC0oqLKqi92k3IaHKaKnrlNVK7yMglEr9ejs7MTBw4cgCzLOPfcc/Hcc89h8+bN2Lx5M37xi1/ko62rjpNA1r5EWsETh6bhsujQ6bEt+3lSGRWhRBqRZAbRRAaRVGbB3TmEyK6b115jxaZ627wTTZKZbDvtRi02cJHgijUZTKB3OrzinVbyRRUCeq2MSztrYDdxSALRcpXtJBCLxQKtVpu73t/fj6mpKczMzOB3v/tdPg5BVBD7RoMQEFhXtbL/bHqtjGqrAdVLWDpGFQLDszH0TUcw4othS4Md66otJ+3e2z8WgqIKrKvmHyGVbG5pnVKRyqh4aciHnT0zuLSrBg6GQKKykZd+pMbGRoyMjAAAurq6MDs7i4aGBvh8PjidznwcgijvJoMJjAbiWF9jhVaz+l2qsiShrdqC89vdsBm1eGnIjz91z8AbOX4btOlwdgJKe40F+hJajoZIr5VxTpsbQgjs7J5GIJYqdpOIaJHy8ql37bXXorW1FQcOHMCtt94KILtWmRACH/vYx/JxCKK8yigq9owE4LbollS1KwSDVoMtDQ5sb3Ehnsrgz90zeGnQh3hKQUZVsWc4AKdJx+VTqCTpNDLObnNDkiTs7JmBP8oQSFQOCrIQ9NNPP43nn38eZ5xxBl7/+tfn++lXDccArl17RwMY9EaxrcVZUosRCyEwHkjgyEwEWlmC26qHL5rC9hYXjDpW/6h0pRUVu4b8UIXAxR3VJb2TDlGpKcYYQO4EMg8GwLVpNpLEk71erK+2oN5pKnZzTiqtqOifiWAimEBXrQ0NJdpOomNlFBW7hv3IKAKXdDIEEi1WMQIg15KgiqIKgT0jAdiM2pIaTP9aOo2MDXV2XNxRzfBHZUOrkXF2qxt6rYwne7yYCScX/iEiKgoGQKooPVNhhBMZdNRYy2Ix3WJMTiFaCY0sZYcs6GU81evFdDhR7CYR0UmUzuAnKhnRZAbDvhiC8TQ6PdZld+MkMwq6J8PwldCg8GA8jSYXF64lKiSNLGFbswt7Rvx4qtcLt6V0Fq4uJVpZRofHWtK9EbR28VOQAACKKjARjGNwNoaZcBJaWYIsAaP+ONqqzNjS4IBJv7hJCEIIDHijODQRhioEqkro5N/oNJ2w3RsR5Z9GlrC12YWB2SiEyqHmJxNJZvBUrxeNLhNOb3TAauRHMq0e/rZVuFA8jaHZGEb8MSQzKuxGLbpqraiyGHIBcGA2irFAHJvq7VhfY4VGPnXXqTeSxN7RIILxNOodRrS4TdBpOHuVqBJpZAkdNdZiN6OkTYUS6JuOYCIUR5fHho11Ng79oFWx7AD45JNPLuvnLr300uUekvJoeDaGgdkofNEUdLKEWrsRHrsBZv3xvxLNbjPqHEb0zUSwZyS7dMoZTc4TuiziKQUHxoMY8cdhN2qxtckBq5G7AhARzafWbkS11YDB2SgOToQw7IvhtEYHWthTQQW27GVgZFle0iB6IQQkSYKiKMs5XFGs1WVg+mcieGU0CJdZhzq7ES6LflF7i0YSGRyeDCGaVHJdFia9Bn3TEXRPhSFLQHu1BdVWQ1lMsCAiKiXxlIKeqTB8sRRq7Uac2eSA01w6Q2iocMpqL+A//elP+WwHrZJspS6EBocR7UvsmrEatTi7zY3JYAJ9MxFMhhIw6zWIpxQ0uUxodJmgldl1QUS0HCa9Bmc2OzEbSaJnKownDk1jXbUF62uscJjZo0L5tewAuGPHjny2g1bJK6MByJKElqrldy/UOYyosWW7LNIZFZvq7TBxlwoioryoshpwnkWPYV8MQ0eH61RZ9GitsqDJZYKOYwQpDzgJpIKM+eOYCCawqd624kqdRpawnoO7iYgKQpYktFVZ0OI2YyacxGQwgZcGfdg3KqPJZUZrlZk7rdCKMABWiFRGxd6xAKotelRZeNIgIioHspSdpFdrNyKRVjAeiGdXZ/BG4TTr0FplQZ3diIWGXZv0mkWN9abKwQBYIQ6MB5FRBNpr1sZEFiKiSmPUadBeY8W6agtmoylMBuPYM+KHRpKwUAK0GbS4uLMaRg7XoaMYACvATDiJwdkYOj0W6LX8z09EVM4kSUK11YBqqwGpjIpIMo354p8iBA6Mh7GzZwaXdtYselF/WtsYANe4jKpiz0gADqMOHhu3GyIiWkv0Whlu7cLDes5p0+LFQV82BHZVn7DmK1WevEwlet3rXoePfOQjJ9z+rW99C3fccUc+DkHL1D0ZRjSZQUetlWvzERFVKLNei3PbqhBNZrCzewaRZKbYTaIiy0sA/POf/4xdu3adcPuPf/xjfPWrX83HIWgZgrE0+qYjaKkyc5kWIqIKZ9JrcO46N+JpBTt7phFJMARWshXVgI/dDi4UCh33fTQaRW9vLzTcB7YohBB4ecQPk06DRqep2M0hIqISYNRpcE6bGy8N+rCzZxqXdtXAxm07K9Kyt4IDFrcdXEdHB7q7u5d7iKIq563g+qYj2DcWxJmNDthM/M9NRESvSmYUvDToh1Yj4dLOGtj5OVFUxdgKbsVdwHP5UQhxwsXtduNLX/rSihtJSxNNZnBwIoRGp4nhj4iITmDQZiuBiiKws2cGwVi62E2iVbaiLuCBgQEIIdDe3o5t27bhV7/6Ve4+s9mMmpqaFTeQjjceiC84eHcimIBWltDiZtcvERGdnF4r4+w2N3YNZbuDu+psJbNYtFmvQZNr+VuW0sJWFABbW1sBAN///vdRU1OT+54K4/BkCIcmwtDIEjBPx70sARvr7NCscLs3IiJa2+ZC4N7RAA5PhEsmAKYyKjY1pLGlwVHspqxZKxoDeKxAIIAXXngBU1NTeO1Tvutd78rHIVZdKY0BPDQRwuHJMNqqzPyriIiI1rRBbxRHvBFsqXfg9Ka1HwKLMQYwLytBPvLII3jHO96BcDh8wn2SJJVtACwVB8aD6JmKYF21hTN6iYhozWurtkCSsp9/qhA4s9lZ7CatOXkJgLfffjtCoVA+nopeY99YEH3TEbTXWNDgYPgjIqLK0FplgSxJODQRgioEtjY7uaFBHuUlAA4NDcFsNuOBBx7A5s2bodVyi5l82DsawJGZKDpqrKhzcBs3IiKqLM1uMyQJODwZhhDAthaGwHzJS1I7//zzMT4+juuuuy4fT1fxhBB4ZTSIAW8UnR4rau0Mf0REVJmaXGZIkoTDRyuBZ7W6GALzYNkBcHh4OHf9jjvuwI033og77rgDN998M5xO53GPbWlpWXYDK40QAntGAhicjaGr1gqPjeGPiIgqW6PTBFkCDo5nh5ttb3WVzIzlcrXsWcCL3eJNkiRkMuW53+BqzwIWQmD3cAAjvhg21FlRbWX4IyIimjMZTODAeBDrqi04Z517zYTAspoFnKfVY+goVQjsHvJj1B/Hhjobqq2GYjeJiIiopNQ5jJAkYP9YEEIInNtetWZC4GpbdgD805/+lM92VDRVCLw06MdYIIbNdXa4Gf6IiIhOqtaeDYH7xoJQBXBee1V2gwRakmUHwB07duSzHRVLFQIvDPgwGUxgc70Dbou+2E0iIiIqaR6bEWc2SXhlJAAhBM5bXwUtd79akrzMAv785z9/yvtMJhO2bt2KK6+8Mh+HWlMUVeDFwWz429Jgh9PM8EdERLQY1VYDtjY78cpoEOLILM5nCFySvGwFJ8vyglOyd+zYgd/+9rcwGstnYkMhJ4FkVBUvDPgwE05icz3DHxER0XL4oinsGQmg3mHEheuroNWUXwgsxiSQvL5LQohTXnbu3Il//dd/zefhylZGVfFcvw/ecBKnNTgY/oiIiJbJbdFjW4sTE8E4nj7iRVpRi92kspCXAPjkk0/CZrPhP//zPxEKhRAKhfCd73wHdrsdjzzyCH784x8DAP77v/87H4craxlFxXNHfPBFsuHPbtIVu0lERERlzWXWY3uLC1PBJJ7qYwhcjLx0AW/duhWZTAb79+8/7vbTTjsNWq0We/bswSWXXIJdu3YhFout9HCrJt9dwBlFxTNHZhGMp7ClwQGbkeGPiIgoX4LxNHYP+VFtM+DijmroteXRHVxW6wAeq7u7G0IIPPbYY7jqqqsAAH/4wx/Q19eXGxvodrshl/HgzEgiDVWTXvbPqwLYMxxAKJHG6Y0OWAwMf0RERPnkMOlwVqsLu4f9+EvvDM5udWM1oodOI8OoW9wGGaUiLwFw69ateP7553HNNdfAbM7u2ReNRgEA5513HgBg//79aG1tzcfhiuJP3TMwmKIreg6tLOH0RjvDHxERUYHYj4bAXUN+PHF4alX2DZYAXNRRjRpb+azjm5cAeP/99+Pqq6/G+Ph4LvgBQGNjI7797W/jyJEjOOOMM3DZZZfl43BFsaneBpN5ZSVZs14Dg7a8/kIgIiIqNzajDheur0Y0tTpb0R6aCGHfWACv21i7KsfLh7yMAQSARCKBn/70pzhw4ACA7Pi/m266CQZD+aTh1zp2DODzPWMwrzAAEhER0dozE05iz0gAV2zyoNa+9OXuynYMIAAYjUa85z3vydfTEREREZWFGpsBNqMW+0aDqN1cHusdLzsAvuc970FHRwfuuuuueYOfJEn47ne/u9zDEBEREZW8To8Vu4f9mAjGUe8wFbs5C1p2F7Asyzj//PPxzDPPnHInECEEJEmCoigrbmgxsAuYiIiIFuuFAR90GglXbq5d0uSTsuoCvvTSS3Haaaflrq/GLBsiIiKiUtXpseLFQR8mggk0OEu7CrjsAPjnP//5pNeJiIiIKpHLoofLosfe0ezexKVcHMvr8oj9/f144IEH8D//8z/5fFoiIiKistDpsWI2ksKoP17spswrLwFQURS8973vRVdXF26++Wb867/+K3784x9Do9Hgvvvuy8chiIiIiEqe06xHldWAfWNBqPlZaa8g8hIA77nnHnzve9+DqqqYm1Nyww03QKvV4qGHHsrHIYiIiIjKQofHCl80hVFf6VYB8xIAv//970On0+E3v/lN7jar1Yrm5mYcOnQoH4cgIiIiKgsOkw41NgP2jQVKtgqYlwA4OjqKzZs346/+6q+Ou91ms2FmZiYfhyAiIiIqG50eK/yxNIZnY8VuyknlJQBWV1djYGAAs7OzuduGh4dx6NAh1NTULOm5vvrVr+Kyyy5DfX09DAYDWltbccstt6C/vz/3mHQ6jc997nNob2+HXq9HU1MTbrvtNkQikeOeq6+vD295y1vgdrthMpmwfft2PPjggyt7sUREREQLsBl1qLUZsW8sCEUtvSpgXvYCfs973oMf/OAHqKurw+TkJOx2O7RaLfx+P/72b/8W//mf/7no52pra8Pw8DA2bNiAZDKJgYEBAEBdXR26u7tht9vxzne+Ez/5yU8gyzI6OzvR39+PdDqNHTt24I9//CNkWcbExAS2bt2K6elp2O12VFVV5Z7ru9/97qK2reNC0ERERLRckWQGz/R5ccH6KrTXWE/5uGIsBJ2XCuAXv/hFNDU1YXJyEgAQCoXg8/nQ0NCAz3/+80t6rve9730YHBzEoUOH0N/fj1tvvRUAMDk5iSeeeAK7d+/GT37yEwDAv/3bv+Hw4cP45S9/CQDYuXNnbhziPffcg+npadhsttxz3XjjjQCAf/zHf0QqlcrDKyciIiI6OatBizqHEfvHgsioarGbc5y8BMD6+nrs2bMHd999N66++mpcffXVuPvuu/Hyyy+joaFhSc/1qU99Ci0tLbnvL7nkktx1g8GARx99NPf9XKC75pprYDRmN19+7LHHACD3uAsuuCDXhje/+c0AAK/Xi5deemmpL5OIiIhoSTo8VoQTGQzMRIvdlOMseyeQY6mqCrfbjbvvvjsfT5ejKAq+/e1vAwDa29txxRVXHLesjMfjAZDdl7i6uhqjo6MYHh4GAIyMjBz3GACora3NXR8eHsaFF154wjGTySSSySSAbEmWiIiIaLnMei3qnSbsHQ1i2HfyCSGJ+OpPFMlLBdDlcuGaa67Bl770JbzwwgtQ81DmjEajuOGGG/C73/0OdXV1ePjhh2EwGE75+MUMZVzMY+655x44HA44HI4lVy+JiIiIXmtDrQ0NTiMseu0pL6stL0cMh8N47LHHct2vVqsVF110ES677DJcdtllOPfcc5f0fJOTk7j22muxa9cudHV14dFHH0V7ezsAoLm5Ofe46elp1NfXQ1XV3Azkue7j5uZm9PX1YXp6+rjHzzm2m/lYd955Jz7+8Y8DyIZQhkAiIiJaCb1WRofHdsr7Y7HV3zM4LxXA7373u7jllluwfv16CCEQDofxu9/9DnfeeedJu1nnc+DAAZx//vnYtWsXLrnkEjz77LO58AcAV111Ve763OSPRx55BIlE4rj7574+++yzGB8fBwD86le/ApBdtubss88+6fENBgPsdnvuQkRERLTW5GUZmGONjo7i3nvvxbe//W1EIhFIkgRFURb98xs2bEBPTw8AYOvWrcd1+773ve/Fe9/7Xtx000144IEHIMsyurq6cOTIEaTTaVxyySX485//DFmWMTY2hq1bt8Lr9Z6wDMy3v/1tvO9971uwLVwGhoiIiAotFovivK5GAKu3DExeuoAfe+wxPPXUU3jqqafw4osvIh7P7n3n8Xhw0UUXLem55iZgAMCePXuOu2+uqvfDH/4QnZ2d+NGPfoQjR46gpqYGb3nLW/CFL3wBspwtajY2NuLpp5/GnXfeiSeeeALj4+PYunUrPvGJT+Cmm25awaslIiIiKm95qQDKsgxJkmC32/GWt7wFF110ES6++GJ0dHTko41FwwogERERFVrZVgCtVisikQiCwSAeeugheL1eeL1eXHzxxTjrrLOg0+nycRgiIiIiyoO8BMBAIIC9e/fiqaeewtNPP42nn346t16fwWBALFaaGyETEc1HCAFVALIESNLqz9IjIiqUvARAWZaxdetW6PV6GAwG6HQ6PPzwwwgGg8eN6SMiWi5VCAzNxrBvLIh9o0GM+GPQaWSY9ZqjF+0J13UaGfG0gnhKQSyVQTytIJaa+z57WzKjQlEFMqpARnn1+txXANBrZDS5TGipMqPFZc5+dZtRazdCI586GCqqQCSZQSieRjSVQbXVgGrrqdczJSJaLXkJgNdddx2effZZ+P3+3G1zQwubmprycQgiKnFpRcV0KIlERoFGkiDLEjSSBI0sQZaQ+16WJRi0Mgxaed6q2msD3/7xIMKJzCq+olelFBX93ij6vcfvDjQXDJvdZhi0MkKJNELxbOALJdIIJzJ47SDreocRZzY7sbXJidObHHCYOESGiFZf3iaBzGlqasKOHTtyi0CvX79+pU9fNJwEQnQ8IQRCiQxG/TGM+uMY88cxGohj1B/DZDABdQlnEwmAUaeBSa+BSaeBUSfnrgNA92QYoSIFvtXUXm3BGU0OnNnsxGkNDpj0mmI3iYhWWdlOAnnHO96xJgIfEWUreTPhJKZCCUyF5r5mr48F4ogk8xPKBJDtnk0vfp3QtWiusvibPePQyBK2Njlx7Zn1OKvVBZnjDomoQPK+EPRawgoglbqxQBwHx0OIpTKIpRQk0goSaRXxdPb63NdURoUkHe2KlSTIr+malSUJybSCqVASs9Hkkip5q63ObsTpTQ5sqrdBK8u51/7q2L5Xv09l1FxVcW58oOnoGMG52ww6GVpZhlYjQStn3xetLB/9mv3eH0th2Bd79TIbW3J1UitLuTGFi9HgNOK6MxpwxSYPzEXYJ5SIVk8xKoAMgPNgAKRSFIqn8ZdeL/54eBrdU+FiN+cEGlmCqooTxr4tV63dgNMbHTijyYnTGu3w2Ix5euaVCRwTCkf9cQgBOEw62E1a2I26o9d1sBu1sJt00MgSBrxRvDISwCsj2TGNyYy64HFMOg2u3FyLa8+oR4PTtAqvjIhWGwNgiWEApFKRVlS8OOjDHw9P46VB/5IqSYWglSU0OE1ocmUvjU4TmlxmNLpMsBqy1SpVCKiqgCIEVBVHv2Zn1yYzx1cp40erl3NVzFRGRZ3DiNMbHfDYSyPw5VtaUdE9GcYro9lA2D0VhjLPv6sE4Ow2F647swHrqi3QvaZqyWVqiMoXA2CJYQCk1SZEdumRZEZFIq1gOpTEzp4ZPNk7s+ozYC16DWrtxqMXA2rtRtQ5jGhymeCxzb/8CS1dPKXgL70zeOiVcQzOLm3tVAk4GgZl6DSvBsK59QtlCZAgQTo6BECSAINWRpXVgBqrATU2A6qtelQfvV5l0UOrkRc8LhHlR9lOAiFaCzKKip6pCGYiSTiMOrgsOrgtelgN2rxVV7yRJA5PhtE9GUbvdBiRRAaJtIpkRsmFvqUW9xwmHdqqzNmZtEfHu2Vn1b46s1Z/9MNcUbMLG6tCHL2e/V5RBTSyBI/taNCzG2E18vSwmkx6Dd6wpQ5Xbq7FvrEgHnplHM/3+xbVlS4ApBWBtKIgnl78MY/MRE96uwTAZdHDZdbBYsiuqWjRa2E2ZL9aDFpY9BqYDVq4zXrUO41wmnSsQhKVEZ7hqWIJITAeTODlYT9eHg5g72jwpDNSdRoJboseLrM+99Vl0cFuzF5sRi1sR8d52YxaGLTZZTxSGRVHZiI4PBnG4ckQuifD8EZSeWm7TiPh/PYqvG6DB9tanKzWrCGSJOGMJifOaHJiMpjAI/sm8PsDk4imVm+2tADgi6bgiy7+99Wk06DOYUR97mLKXXdZ9NDxd5SopCy7C/hzn/scPvzhD6OqqmrBx/p8Ptx33324++67l3OoomEX8NoTSWTwymgALw8H8PKIH1Oh/O9UY9DKsBm1CMTSeR+rd1qDHZdv9OCijurcWDta++IpBX/qnsb/7p3AsK88t9Y06mRYDdrsxZj9ajPqsl8NWritelRbDKg62hXN9RCpkpTVGEBZlmEwGPDGN74R1157Lc455xy0tbXBZrMhEolgaGgIL730Eh5++GE89thjSCaTUJTyWu+LAbD8xVMKDk6EsHc0gH1jQfRNR0p6iZOTaXKasGNDDS7f4EGdY21OiKDFi6cUpBQVGUVFWhHIqCoySnbsaFpRc1vaCQDiaHe/EK/uazz3NZrKwBtOYiaShDeSyl1fzMzk1WAxaLJb5x0NhVVWfW75nmMXDzfrtdmhDjoNZEnK7cCSvaQROvp17jYAcFl02Ur+0Wq+26yHy6KH06RjNZ2KoqzGAH7yk5/Efffdh4ceeggPP/zwKR8nhIDFYsEnP/nJ5R6KaNESaQWHJkLYOxrE3rEgeqfCSw58dXYjYqlMwXahsOg12FBnw4Y6GxqdJhh1Ghi0cu6rQZtdm8549Cu7zuhYJr0GJhSmOiZEdu/imXA2FIYSaUST2XUV575Gjvl+7rGFmJUeTSqIJmMYWuKEmJWQANhNOtTZjeistaLTY0VXrQ2NLhMX5aY1Z0WzgGdnZ/HDH/4QP/vZz/Dyyy8fV+HTaDTYtm0b3v72t+Nd73rXorqKSw0rgKVLCIHZaAqj/nhuW7L+mSh6psJL/jBymXXY1uLCthYntjY74TLrAWSX6fDHUrmxUP5oGr5YCv5oCoF4OltdiGerC5Fk5qRBUwLQWmXGhjobNtbZsbGOHya0tiiqwGw0iYlAAhPBBCaC8aNfs9cT6dKoKK6EWa9Bp8eKzlobumqzobDaaih2s2gNKasu4NeKxWIYGBhAMBiE3W7HunXrVuUFFBIDYOENzkbxQr8PkWQGWo0EnUaGVpag1WSXs5hb1kKWJEyHk7mwN+qPL3sLMb1GxpZGO7Y1O7G9xYXWKvOKZy+qQiCazOS6m0LxDIw6GR0eK3dxoIo1t3d0KJ79IymSyFYNw0evh5NpRBLZ/zezR7ui87XVYKGZdBo4zdkFv51mHZxmPVym7FeHWQenSQdVCKQVgWRGefVr5tXvVSHQ6DShs9aKOruRs6grWFl1Ab+W2WzGli1b8vV0tIbFUhk82ePF4wenVmUnC40sYUOtDac3OXB6Y3YLsbmZuvkiSxJsRh1sRh0A7tZABGRnNDtM2ZC0WIm0gtlICt5I8uglez0QS+f2jp5bOHzu+mur/ma9JjszPzdL/9XZ+kIA/lgK/lga/qPV/UA8Pe8i3CcTTyuIBxVMBBNL+rlTsRq0R6uMVnR4rOj02FBt1TMUUsGsKAA+9NBDcLvduPjii096/89//nNMTEzgox/96EoOQ2uAEAKHJsL4/cFJ/KXXW9CB5rIEdNbajm4f5sDmejuMOs4oJCoHRp0GjS4TGl2L/0MqrWTX0FRUAatBu+SJHKoQCCcy8EVTmI0k0e/NDifpnYpgdglL4axEJJnByyMBvDwSyN3mNOvQ6bHizCYnzmp1ocllYiCkvFlRF7Asy7jgggvw9NNPA8iO+zv//PNz319wwQV44YUXym727xx2Aa+cP5bCHw9P4/EDUxgNxPP+/EadjCaXObcdWafHis0Ndna7ElFeeCNJ9E5FsoFwOoLeqfCqrsl4LI/NgO2tLpzV4sKZzQ6e59aQsuwCPjY/CiHAneUoEEvh2f5ZPN03i72jgQVn4botepzR5IAQ2b/k55aySCuvLm+RUVTYTTo0Hw17zS4zmtwmVFnYRUJEhVNtNaDaasAF67MTGVUhMB1KYjaa7ZYOxNIIxFMnXA/F09DIEvTa7Ex+w7FftTIMGhkpRcWRmSiCi9y+ZTqcxGP7J/HY/kloZAmb6+04qzU7ga3VbeYSNrQk/POB8sIfzYa+p/q82D8WXDD0yRJwbpsbV26pxdmtbu4rS0RlQZYk1DmMeVuTUwiBmaNVxt7pCPqmI+idDiOanL/KqKgC+8aC2DcWxA+eAbSyhCaXCa1VFrS6zWitMqO1ygKP3cBVB+ikGADppNKKiulwEqoqIHD8YrLHLjDbMxXGU31eHBgLLWrP0ganEW/YXIfXbfTAbdEX+FUQEZU2SZLgsRnhsRlxUUc1gOx5diKYQM9UGHtHg9g15F9wLGJGFRicjWHwNesmGnUyWtxmdHisuGJjLTbU2Qr2Wqi8rHgMoMFgQH19PQBgcHDwuO/Hx8eRTqc5BrBMZBQVe0YC2Nkzg+f6fcteZuW1DFoZF3dU48rNtdjSYGeXLRHREgghMOSLYfeQH7uG/DgwHlr24tudHiuuPaMel3bVcJH5ElJ26wDKsgxJkuYd9ydJEgNgCVOFwIHxEJ7smcHTfd687X5h0Mo4t82NizqrcXari7NwiYjyJJ5SsHcsgF1DfuweCmAytPSlaBwmHa7aUoc3nV7HRa1LQNlNArn00ktZzSlDQgj0TUews2cGf+n15m2ZA5NOg3PXuXHR+ipsZ+gjIioIk16D89ZV4bx12YkpkUQGQ74ohmZjRy9RDM7G5l1UOxhP48GXRvDzXSO4cH01rj2jftk9NMmMgslgApPBBHyxFKotBqyrsXCSXonL204ga9FarABOhxP48u+6cWhi6Qswz83TkCUJkgRIkGDWa7C1xYmLO6qxvcUFvZZdCkRExSaEgD+WxtBsFIcnw/j9wSnMhJPz/ky1VQ+3RQ+HSQe7MbuAt92kg92ohcOkg8WgRSCWxngwjslgIvfVGzl5EcFm1KKtyoJ11a9eWtxmfk6cRNl1Aa91ay0A9s9E8NmHD8K3QMVvQ60Nl3ZV4+KOargsekgA/4ojIipjiirw/MAs/nfvBPaOBovWDllCbu3WufVbG49+ze6kVJnKrguYyseekQC++MihU07saKsy49LOGlzaVZO35Q2IiKg0aGQJF66vxoXrqzE0G8X/7p3AHw9PF3RXppNRBTDsi2HYFzvhPrtRmwuDTS4ztjY7sb7GwgJEgbACOI+1UgH80+Fp3PtE7wl7XVZb9bhiYy0u7apGa1V5vjYiIlqeSDKDPxycwiP7JvKyp7HTrEOVRY/xQCJvq0hUW/XZ8Y7tbpze6FizM5fZBVxiyj0ACiHw812j+NGzQyfct6XBjk9fsxlWI4vARESVTBUCR6YjmAknEUpkEIynEUpkdzPJXs8gFE8jnMjAatSi3mE8ejGh4eii2PUOE0z67MQ/IQSmQkkMeKPHXZYzW/lYJp0GZ7e6cF67G2e3uWE1rJ3PLwbAElPOAVBRBf5j5xE8un/yhPsu7qjGx6/s4kBcIiJaNbFUJjdTeSwQz178cUyGEif0UC1EI0s4rcGOS7tqcFFHddmHQQbAElOuATCRVvCl33XjhQHfCff99dYG/N3F67g1EBERlYSMomIqnMSYPxsKR/0x7B0NLrpbWqeRcO46N163wYPtra6y7CbmJBBaNiEEIskMZiMp3PfHPnRPHb/MiwTg7y5eh+u3NRangURERCeh1cjZ2cBOU+42IQRG/HE81z+L5/t9J3ymHSutCDzdN4un+2ZhN2pxSWcNLttQg411Nk4gmQcrgPMotQrgiC+GPSMBeCNJBGLp7CWeQiCWHadxqq2BdBoJ/3DlBlzcWb3KLSYiIlo5XzSFFwZ8eH5gFntGAkgrC0eXeocRF66vQpPLjPqjYxXdFn1J9oCxC7jEFDsAKqpAz1QYzx79C2gsEF/yc1gNWvzTNZtwWqOjAC0kIiJaXfGUgl3DfuzsnsGLg74l7Yus00iotWcnsdTZXw2FVoMWFoP2uK8aefWCIruACcmMgldGgniufxYvDPgQiKeX/Vw1NgM+/1db0Ow257GFRERExWPSa3BxR3azgnAijb/0evHn7hkcnAgt+LNpRWDUH8eof+GCikmnORoINWitsuDMZge2NbtQY1sbeyezAjiP1awA9s9E8OBLI3hp0L/ihTktBg0uaK/CO89vRRU3+SYiogowGUzgT93T+FP3NMYDK1/X8FQanSZsbXZia7MTZzQ5YMnDDGR2AZeY1QiAGUXFz3eN4mcvjixqGnyVRY/NDfbcfo1Osw4ukx5Osw4Osw5Ok57LuxARUcUSQqBnKoJnjngx4s/uVzwZTCCl5H/XE1kCumpt2NrsxOUbPGh0mRb+oZNgACwxhQ6Aw74Yvv54D3qnI/M+rrXKjPPbq3D+Ojc6PFbOaiIiIloCIQT8sTQmgq8GwslQAlOhJELxNCKpDCKJzJLGE76WVpZwz5tPx6Z6+5J/lmMAK4SiCjz0yjh+9OzgSWcyyRKwud6O89qrcH67G/WO5f1FQURERIAkSXBb9HBb9NjScPJJkUIIJDMqoskMIkcv0aSCmXASe8cCeGUkiEgyc8pjZFSB+/7Yh2/8n63QlsFahAyAq2wymMDX/9CDA+MnDlaVJeCtZzXjr7Y2wGHSFaF1RERElUmSJBh1Ghh1mhPGz19zRj0UVaB/JoKXRwLYMxLAwfHQCRXDYV8MD70yjjdvb1rNpi8LA+AqEULgsQOT+O5TA0ikTxyH0OQy4bbXd2FDna0IrSMiIqL5aGQJnbU2dNba8Lazm5FIKzg4EcJ3nxrA0Gws97gHXhjBpV01qC7xSZgMgAWkqAJDs1H0TEXwl94ZvDIaPOExEoC/2tqAd13QCoNWs/qNJCIioiUz6jTY3uKC6XINPvGLvbnb42kF3/3LAP7xTRuL2LqFMQDmkTeSRPdkGN1TYfRMhtE7HZl3SZdauwG3vr4Lp3ORZiIiorK0qd6ON2yuxe8PTuVu+0ufF28cDmBri7N4DVsAA+AKCCGwdzSIxw9NYe9oEL5oatE/e9WWOrzn4jaY9fwnICIiKme3XNiGZ/tnEU68Oknk/9t5BN+8aRt0JTohhOljGYLxNJ44NIXHDkwuebFJt0WPj76uA2e3uQvUOiIiIlpNDpMOt1zQhm/+qS9321ggjl/vHsPbzmkuYstOjQFwkYQQ2DcWxGP7J/F0n3dJawXV2g3YUGvD5gY7Lt/gycuq4URERFQ63rClFr8/OImeqVfX9n3wpRHs2FCDWruxiC07OSaRRbr1wT2YiC78OItBg65aGzYcvXTV2bikCxER0RonSxL+72UduO3BPZgrESUzKr7zZD/+6drNRW3byTAALtKYPwFZf/IE3+wy4arT6nBWqwsNThNk7tRBRERUcTo8Vlx9ej0e2TeRu+25AR9eHPDhnHWlNfSLAXCZdBoJF3VU46otddjSYOf2bERERIR3nt+Kp/q8CMbTudv+48kjOKPZUVLLvTEALlGTM1vte91GD+zs2iUiIqJjWI1avOeiNnz9D72526ZCSfxi1yjecV5rEVt2PAbARbq4sxrXnbUOp7HaR0RERPN43UYPfndgCgcnXt329Re7RvG6jR7UO0xFbNmrSnNxmhJ06+s7cXqjg+GPiIiI5iVJEv7vZeshHxMZ0orAlx7rxu8PTmLEF4MqFr+aSCGwAkhERESUZ23VFlx3ZgP+Z8947rbe6Qh6n8iuFWg1aLGhzoaNdTasc6x+HGMAJCIiIiqAd5zXgr/0ek+6U1gkmcGuIT92Dfmhppa2qUQ+sAuYiIiIqADMei0+8rqO47qCSwUrgEREREQFck6bG/9x81l4fsCHw5MhHJ4IY/YkFcHVxgBIREREVEANThNu2NYIoBEAMBNO4tBECIcnwzg8GULfWHLV28QASERERLSKamwG1NhqcGlXDQAgEArhkq+ubhs4BpCIiIioiPRF2CGEAZCIiIiowjAAEhEREVUYBkAiIiKiCsMASERERFRhGACJiIiIKgwDIBEREVGFYQAkIiIiqjAMgEREREQVhgGQiIiIqMIwABIRERFVGAZAIiIiogrDAEhERERUYRgAiYiIiCoMAyARERFRhWEAJCIiIqowJRcAn3zySVx99dWoqamBJEmQJAn/8R//cdxjLrvsstx9x14uvvji4x43NTWF97znPfB4PDAYDNi8eTO++c1vrubLISIiIio52mI34LV2796Nxx9/HO3t7fB6vfM+tr29HTU1Nbnvt2zZkrsejUaxY8cOdHd3w2QyobW1FYcOHcJHPvIRTE9P4/Of/3zBXgMRERFRKSu5CuA73/lOhEIh/O53v1vwsZ/+9Kfx3HPP5S73339/7r77778f3d3dkCQJzz33HHp6evDxj38cAPAv//IvmJqaKthrICIiIiplJRcAq6qqYDKZFvXY2267DQaDAe3t7Xj/+99/XKh79NFHAQCdnZ0444wzAAA33ngjACCdTuOJJ5446XMmk0mEQqHchYiIiGitKbkAuFgmkwmNjY2oqanBwMAAvvOd7+CCCy5ANBoFAIyMjAAAPB5P7mdqa2tz14eHh0/6vPfccw8cDgccDgcaGhoK+AqIiIiIiqMsA+DXv/51+P1+7N+/HyMjI7jzzjsBAAMDA/j1r399yp8TQiz43HfeeSeCwSCCwSDGx8fz1mYiIiKiUlGWAXDbtm0wGAwAAEmScNNNN+Xum6vsNTc3AwCmp6dz9x17vaWl5aTPbTAYYLfbcxciIiKitabsAuD09DS+9rWvIRwO52578MEHc9fb2toAAFdddRUAoLe3F3v37gUA/PKXvwQA6HQ6XHHFFavUYiIiIqLSIonF9Iuuol/96le44447kMlkMDQ0BACoqamB3W7Heeedhy9+8YtYt24dtFotOjo6EI1Gc+P9Nm3ahN27d8NoNCISiWD79u3o7e2FyWRCc3Mzenp6AAB33XUXvvjFLy7Ylmg0CqvVCgB4vmcMZrOlQK+aiApBCAFJklblOOoizqQaufBtIaLyE4tFcV5XIwAgEonAYil83ii5dQBDoRCOHDly3G0zMzOYmZlBU1MTampq8KlPfQq///3vceTIEcTjcWzcuBHXX3897rjjDhiNRgCA1WrFzp07ceedd+KRRx7BwMAANm7ciA9+8IP42Mc+VoyXRkQFFE8pCCXSCMXTCCUyCMXTSCsqau1GNLvNcFv0eT9mJJHBiD+G8UAcaWXhBGg3atHsNqPOYYROU3YdMES0hpRcBbCUsAJIVJpiqQxC8QyC8XQu9KUVAUiAUSvDbdHDbdZDp5UxNBtDIJaCUadBk8uERpcJBq1m2cfOKComQwmM+OIIxtMwaCWsq7aixmYA5inwKarAuD+OsUAcqhC5YOoy5z+YElF5YQWQiOgYQghEU8rRql4aoXgGoUQamaNhz6LXwGXWo9FpQpVFD7dFD7Ph+NPaaY0OeCNJHJmOYGg2hr7pCKptBjS5TKixGhbdRRyMpzHii2EimIAiBOrtRpzR5EBLlRnyIp9jfY0V8ZSCwdkojkxH8MKAD2a9Bk0uMxqdJui1rAoS0epgBXAerABSqYulMhgPJNDsXllVKx9UITDqjyOSyOTluaLJDIKJNFQVgARY9Rq4joa8KqseVRYDjLqlveZURsWIL4q+6Shmo0loNTJqrIZ5A5yAgD+WRiSRgVmvQXuNBZ21VlgNuhW9RiEEZo4G02FfDBlFoNpmgLHI/47Hshg0aHCalt1dHU6kMRFMZAP7PGQZaHaZYTGwJkGVqRgVQAbAeTAAUqlSVIEBbxT9MxEIAFaDFme1upYciPLFG0ni0EQI0aQCp1mHlc51kCQJVoP2uLCX7+qYP5rCEW8E06HkgmuEWg06rPdY0Og0FWRSSTKjYHg2hqHZGJIZJe/Pv1zhRAaKEKi1GdHkMqHKaljwZzKKiolgAqP+V7vIFwp2yYyKeEpBa5UF62ss0HJ8JFUYBsASwwBIpWgymMDhyRBSGRUb6mxYX2PBM0dmkcyoOKfNvaohMJbK4PBkGNOhJGqsBpyzzrWokEDlIZFWMDSbrZgGYikYdBo0u0xocJpO+D0LxFIY9ccxHoxDCKDeYUSHx4pm98Jd5BlVRe9UBPvHghAANtTa0OBc3JagRGsBA2CJYQCkUhJJZHBwIgRfNIV6pxHntLrhMGe7ISPJDJ7smUEireDsVjdM+sKGQEUV6J+JYMAbhUErY1uLC+s91oIek4rr2HGUaUVFtc2ARqcJ8ZSS7fpPZrvI13ss6PAsr4s8lsrglZEgBr1R2IxabKy3w2FaWVc7UTlgACwxDIBUCtKKir6jH7xWoxZnt7rQ7Daf8LhoMoOdPTOIpxSc3eaCWV+Y8VTHViA31ttwRqMDuhIat0aFlVZUDM++Oo5SCKDRZUKnx4qGPHWRT4cTeHkoAG8kiQanCV21Nk6QoTWNAbDEMABSMSmqwHggjp6pMASALQ12bK63zzs+KpbK4MkeLyLJNM5pc+c1BAZiKfRMReCLptDgNOKcNjfsrM5UtFA8DZ1GgqkAf2yoQmBgJopXRgNIKypaqywwLBAC9RoZ1bb5J/UQlSIuA0NECMbTGPXHcrMnW6tMOKvVvagZkma9Fju6avBk7wxeHPTj7FbXimZWphUVY4F4bnav1ajFZRtqTlqBpMpTyD8AZEnCeo8VjS4TDowH0TcVRUZV5/0ZAUArS2h0mdDkMsPKWcVEp8QK4DxYAaTVkp6bOemLIZTIwKTXoL3ajA6PbVkfsom0gid7ZhBKZHBWq2tJH4RCCPii2QH9U6EEgGwXX4fHWrBZsET5EIqn0e+NYmAmgmhKgdOkQ5Mru/MKt+GjUsYu4BLDAEiF5o+mMOKPYTKUyM2c7PTY0OQ2rbgbK5FW8FSfF/5oCme1umAzzh8kE2kF44E4RvxxxFMKbEYt1tdYsd5jKdh4QqJCUFSBiWAcfdMRjAcSkKTs/60ml5mTSqgksQuYKspc9+K4P454unTWPlstAkBGEbAaNDi9wYGOWmteg5ZRp8ElndV4qteL5/p9C67Nl1YENEcX5O2qtaLWwWU4qDxpZAlNLjOaXGZEkhkMeqM4MhPBqH8WWlYCT8mo08Bu0sFu1B79qpu3ciqEQDytHLctYySRgZqHupJGlmAz6uA4pj3FWud0rWIApFV1qu7F9VYLpPk2Ul2j3BY96hzGgnWrGrQaXNJZg8HZKNKZ+cdP6bUyWqvM0HNGL60hVoMWpzU6sLnBjulQEr6jM5fpeAJANJWBL5pC33QCGVVAiOz7ZzdpYTfqYDVqkcyoua0Zw4nMcdsyus16NDiN0Mkrn7GdUlQEYmmMB+Pon1Ggiuw56thw6rLoir4DUjljAKRV8druRbtRizObnWivYfdioem1MrpqbcVuBlFRyZKEOocRdQ5jsZtS8lQhEIqn4Yul4Iuk4Du6a05GERAAbAYNXBYDWt3m7E49VkNBg1gslYE/mm2HL5bCdCiJQW8UkgS011jRVmXhGM9l4CcvFZQvmsLgbBTToSS0MtDstqDTY2H3IhFRiZIlCU6zHk6zHu3V2dvm9uc2aDWrviajWa+FWa9Fo+vV1QcSaQW9U2EcnAhj1B/Hxjobau0M90vBAEgFEU8p6J4MYzKUgNOswzltLrTXWNi9SERUhmRJWnAi2Woy6jQ4vcmJtmoLXh4JYO9oEE5zDJvq7Vz+Z5H4LlFeKarAgDeKfm8Eeo2MC9a70eFh9yMREeWfzajDpZ01mAjG8fKwH88emUWz24T1NVbo5lk0nxgAKY+mQgkcngwjmVawoc6GM5u4RRgRERVevcMEzxYjeqfC2D8exEQgga5aGxqchZtkV+4YAGnFIskMDk2EMBtJoc5hxDmbPHCa9cVuFhERVRCNLGFjvR0tVWbsGw3i0EQI3VPh45aSsRt1MOlZmAAYACuSEAKBeBqKuvK1EGbCSQz7YjDrNdixoRotbi6WTURExWPWa3FeexU6PFaMB+KYjaQwGUpgwBuFCkAnS7kwaDdp89JVrJWlsit8MABWmEAshUMTYQTjaeSjKq6RgDOaHNhcb4eW4y2IiKhEVFkNqLIact8n0gr80RRmjy4p440kMeyLIg+1EABAi9uMTfX2/DzZKmAArBDJjIKeqQjG/HE4TTq8bmNNXv5a0WtlDrQlIqKSZ9RpUO80od756jJkyYySXcx6hSaDCewa8kMVApvr7WUx7pABcI1ThcDwbAx9MxHIEnBOmwsb6mxl8ctJRERUSAatBvlYNWa9xwqNLOGFAR+ECGFLQ+mHQAbANcwbSeLQRAjRpIIOjxVbWxww6fhPTkRElG9t1RbIkoTnBmaxbyyI0xsdJR0CmQbWoFgqg8OTYUyHkqixGrCjq+a4cRBERESUfy1VZkgS8Fx/NgSe1uiAXKIhkAFwjRBCYDaawqgvjqlwAkatjAvXV2G9x1rsphEREVWMZrcZsiThmSNe7B0N4oym0gyBDIBlLp5SMBaIY9QfQyKtwmnWYnuLE50eKxdhJiIiKoJGlwkXdVTjmSNevDISwJnNzpILgQyAZUgVAtOhJEb9MXgjKWhloLXagk6PFTU2boZNRERUbA3OoyGwLxsCz2hyQiOXTghkAFwhRRWYDCXgj6ZW5XiqEPBGUkhlVFRZ9Dh3nQvt1RZW+4iIiEpMvcOEiztr8FSfF7uH/aizG2E36WA1aIseBhkAlykUT2PUH8d4MI6MIuA066CTV2E9PAloqzKjq9YGl6W8Vh0nIiKqNLV2Iy7prMbLwwF0T4ahiOy6gzbD0e3pTDro1NUpIh2LAXAJ0oqKiWACo74YQokMjDoZXbVWdHpssJt0xW4eERERlSCPzYg3bqlDRlURimfgi6YwG03CF01haiqBaCy66m1iAFyk/WNBBNJhCAHUO4zY1uJCk9tUcoM6iYiIqDRpZRluix5uix4dyK7SoagCU74APrXabVnl45WtUDyN01s8WO+xwpKPZcOJiIio4mlkCQ7T6g/pYpJZpL86swEWK9fUIyIiovK3CrMW1gh29RIREdEawQBIREREVGEYAImIiIgqDAMgERERUYVhACQiIiKqMAyARERERBWGAZCIiIiowjAAEhEREVUYBkAiIiKiCsMASERERFRhGACJiIiIKgwDIBEREVGFYQAkIiIiqjAMgEREREQVhgGQiIiIqMIwABLRqskoKoZnY5iNJIvdlEXzRpIY88ehClHsphAR5Q0DIBEVnBACk8EEXhryI5FWMBaIY/9YELFUpthNm9dUKIG+6QjCyTReHg7AF00Vu0lERHmhLXYDiGhtC8XTODITAQCc0+ZCg9MMRRUY8EZwYCyEKqseLVVmaOXS+nt0MpjA4GwUF7RXwWM3YiIQx96xIKaCCbRVW2DSa4rdxCVThYAvmsJkMIG0oqLWboTHZoBWU1rvPREVHgMgERVEMqNg0BuDP5bChjobOmus0BwNGhpZQofHhiaXGQfGg3h5KICWKjM8NgMkSSpyy4HxQBzDvhgubK9Gjd0AAKh3muCxG9E3Hca+sSA8NgOa3WZo5OK3dyHxlIKJYBzT4SQMOhltbgusRi1GfDG8OOSH26xHnd0Ih1lX7KYS0SqRhODAllOJRqOwWq0AgCPjXlgsliK3iKj0qUJgPBDHiC+OeocRpzc5YNbP/7fmbCSJfWNBpDIq2msssBmLF0Tmwt9FHdWothpO+phYKoMDYyFMhRNorTLDYzOucisXpqgC3kgSU6EEokkFDQ4j1tVYUG09PmQn0gqGZmMYnI0io6iocxjhsRmh17IqSLRaotEo1jdUAwAikciq5A0GwHkwAM4vmVHgDacgsPJfIatBC4dJV9Dqj3p0HBoH8xeOENlxcwadBlubnKi2nTxAnfxnBYZnYzgwEYLNqIV5gS5WjSyhxmbIa9fxqD+GsUAcF62vRtUpwt+xZsIJ7B0NQggBl0Wft3asVCKtYiachNWgRVu1BS1u84KBTggBbziJQV8U44EEHCYdbMaVdxJJkGDUybAatTBoy6/bfDnSigpfNAW3RQ8du9dpERgASwwD4Kkl0gr2jQbhNOtg1K3spC4A+CMppNWjY5Lshrx/UCiqwKGJEFQBuNjNVVBVFj3aqi3LDvOpjIp+bwSRxPwTROJpBcF4Om8VuBFfDJPBBC7sqILbsvjgqqoCw74YvCU0s1mnkdHsNi3pdRwrlVEx4o/Bn4dJLwJANJFBIJGGhOwfe1aDFlZj9utKzx+lQgiBQCyNyVACvmgKDpMOsVQGTS4z6h3GkhjaQKWLAbDEMACeXDylYN9YEM0uE85sdublxCaODk4f8EYxHojDZtSh1m6A26Jf8fMrqsDBiRC0koSLOqqhY9fWmuENJ7B3LAhFEWj3WGE1LK9iNTwbw1QogYs6qkuqkreWCCEQTWbgi6URiKUQiKURjKegqNlQaDFoYDPqjoZCeVUDU0ZREUlmchdZknJB1WLQzjvOM5lRMBVMYjKUgEYCWqstaK0yw2rQIRhPY99oEOFkGu3VFjjN/N2ik2MALDEMgCeKpxTsHQugrcqC0xsdBTlJz1UfBr1RxFIZeGxG1DmMy6oUZFQVB8dD0GtlXNjO8LcWqarA4GwUhyfCcJh1aK0yL6nbbdAbxUw4iUu6quEw8QN6tUWTafhjafiPhsJALA1FVWE5JoBZDdkhAfk436QyKqLJDMLJDKLJDCKJDJKKCqtBC6dJB6dZD0nC0bakEE5mYNJpXq1cGrQwGzQIxdOYCCYQSqRRazNiXbUFdSep9AkhMOaPY/94EEadBuuqLWum6kn5wwBYYhgAjxdLZbBvLIj2agu2NBQm/L1WIJbCoDeKEX8cDpMO66otix6cnlFVHBgLwaTX4Px1VQx/a1wyo+DQRBgjvhiaXKaTdrulFRWRxPEf/pIEXNJZDTvDX8mIpzLwHw1g/lgawXgaaUVFa5UZdfbldadGkxn0z0QRTKRhN2rhNOnhNOvgsujgNOqhPcX5IaOoCMaPDagphBIZmA0atLmz1T7TApOc5p6ndzqMvuko6uxGNLpMZTGDnFYHA2CJYQB8VTSZDX+dHhs21dtWfTxLWlHRPRnGgDeKBqcRDU4T5HnakFFU7B8PwaLX4IL2qtzyI7T2BWNp7B0NIJrKoMFpQjKd7d4LJ9NIK2JJH/5UOgKxFPaOBhBLKWivscJhWtxY3oyiYmg2hulwEu3VFmyqt6/4j0FVFZCXGd7mzqWzkRTaqs2oysMwl4UkMwoAVMwknHLEAFhiGACzIskM9o8F0eWxYVODvahtCSfS2DcWRDCWxrpqy0nHa2UUFfvGgrAZtTh/HcNfJRJCYNQfx+BsFCadBi6LDi6THg6Tjr8PZWzu33X/eBBmfbY79VShRgiBqVASg7NRVFn0OKPJUVJV3ulQAvvHg4ilFNTaspPf8tk1rAoBfzSFyVACgVgasiTBZtSizmGE26Kf9w9oWn0MgCWGARCIJDLYPx7Exjo7NtTZit2cnLldGQwaGetqXh1Tk1ZU7B8LwmHS4dw2Nz/sidagtKKiZyqM/pko6h3Z7tRjA82xu8+c0eRAg9NcrKYuyB9NYsCbXX7IrNesOKDFUwomQ4nsckxaGW1V2W5qrUbGmD+GAW8U4eTRsdV2Y1nuaLMWMQCWmEoPgOFEGgfGQ9hUb0dXbemEvzkZRcWRmQh6piLw2AyocxhxcDwEl0WPc1pdDH9Ea1wkmcG+0QD8sTTaqsywGXUYnI3CFz1x95lSl1ZUjPvj6PdGEE5mUGPNntMWWkQdyK50MBtNYjKYXfS73mFE+0kW/Z4TjKcw6I1hxBeDQSej1m5EtdXAMYlFxABYYhYbAH3RFMYCcVj0miXPWEuklezSA4ns8gNpRc3ra1iJRFrFlkY7Oj2lF/6OFUtlu6hH/XE0ucw4u9W17PE5RFR+poJx7B0LIZJIo8FpWtTuM6Xs2IAmyxIWOp0l0tlZzK3VZrS6Fz9RTlEFJoJx9Huj8EdTMKzBsbAWgxa1duOix4wea243nelwEpkFPpu1sowOj3XZFVUGwBKzmAA4G0miZyqCTfV2KKqam7GWTCswH7NsgNWohUaSEE6mEUlkEE1mgx8AOExaOMx6uI4uqiyhNMKLQSuX1ZpokUQaFoOWC64SVSBFFbnz7lqhqAL+WAoZZf6PaaNOXvEag7FUBuFEBmstEfiiSQzPxiEgchsNLLRMVDiRXdB7JpyE3ahDa5VlwTVGA7HsOrab6u3LCoEMgCVmoQDojSTROxXBOW0uNLqOH2OSzCgIRFPwx9PZr7E00qoKu1EHl/noDESzHjYjAwsREVGhCCEwE05iYDaKyWB2m8M6uxFO86vbj2YUFdPhbDd6WlHR4ragtdoEl3nxu+kMzUZxcDyEjfW2JVegixEA186fSqtsOpzAkekozl3nOukAY4NWg1qHCbUOUxFaR0RERAAgSRI8diM8diOSGQUjvhj6vVH0Tavw2A1IpFXMRpNwmfXYVG9Hs8u0rLGjrVUWSAAOjIewoc4GS4lXo0u7dSVqKpTAgDeK89vdqGPAIyIiKgsGrQYdHhs6PDb4IkkM+WIw6TXY1uyEbRnjBF+rpcoCWZawbzSIrjrbsrenXA2l27ISNRlMYHA2igvaq+Cxr3wDeiIiIlp9bqsBbuviu3gXq8llhiRJeGUkgA21NliNpRm1SrNVJWoiGMfQbAwXtlejxp7/XxoiIiIqf41OE2QJeHk4gK5aK2zGlVcX840BcJEmg3HMJCRc1FGN6gL8xUBERERrR73DBKlFwu5hPzo9Vtjz0MWcT2tv0Z8CGQ3EcTHDHxERES1SncOIs1td6J2OIBBLFbs5x2EFcB7HrpBzZq0RRimDaDRTxBYRERFRObFogE01euwZmkFKVWHWa2A1aLMbR+i1MOo1iMWiucev1up8DIDziMViuesb21uK2BIiIiKqBLFYLLcGcSGxC5iIiIioRCSTyVU5DiuA86iursbU1BQAwGw2n3LHjlAohIaGBoyPj8Nut69mEysG3+PC4vtbeHyPC4vvb+HxPS4cIQSmpqbQ0dEBm822KsdkAJyHLMvweDwLPk5RFACAxWJZle1bKhHf48Li+1t4fI8Li+9v4fE9LixVVQFks8dqYBcwERERUYVhACQiIiKqMAyAeWAwGHD33XfDYOAagYXC97iw+P4WHt/jwuL7W3h8jwtrtd9fSazWgjNEREREVBJYASQiIiKqMAyARERERBWGAZCIiIiowjAAEhEREVUYBsA8mJmZQSgUKnYziKhETU5OYnJystjNIFqRWCxW7CasWcWYj8sAuEIvvvgitm7dig9+8IMYGhoqdnPWpPHxcTz44IO5bfmIysnk5CT+7//9vzjrrLNw+PDhYjeHaFkeeeQRbNmyBQcPHix2U9akuXCdSqVW7ZgMgCuQTCbxl7/8Bc3NzfjZz36G17/+9ejt7S12s9acH/zgB3j3u9+Nq6++Gn19fcVuzpoxt+0QV4IqnImJCXziE5/A73//e0xMTOCyyy5Dd3d3sZu1pszMzODQoUP4xS9+gUOHDsHn8xW7SWvSyy+/jKGhIVxxxRX8Hc6zI0eO4O1vfzuuu+46fPjDH169YpKgvPjEJz4hJEkSmzdvFiMjI8Vuzprz4Q9/WEiSJBobG0Vvb2+xm7Pm9PX1id27d4v77rtPDA4OFrs5a8LExIR4y1veIsxms+jq6hI33XSTkCRJVFdXi+7u7mI3b0146aWXxLZt20RdXZ2QJEnU1taKyy+/XPT19RW7aWvSZz7zmdzv8OHDh4vdnLKnqqqIx+Pir//6r4UkSblLW1vbqnzOMQAug6qqQlEUIYQQsVgsd/u2bduEJEniC1/4QrGatuY8++yz4pFHHhFCCHHPPfcISZLEOeecIyYmJorcsvIVjUbFr371K3HHHXeIq666SnR0dAiTySScTqeQJEk4HA6e3PPg2WefFevWrROSJIkLL7xQCCHEvffeKyRJElarVRw4cKDILSxvjz/+uHA4HEKSJFFXVyfOPvtscfnllwtJkkRDQwP/UMyjdDqdu3733XfzD5k8icfjQgghbrnlFiFJkrj++uvF3//93wtJkkRnZ2fB/xhnF/ASCSGgKApkOfvWmUwmAMCBAweg0+kAZEvltHzpdBpAdizEgw8+iGuvvRaf/OQncc0116CzsxOHDh3Cc889V+RWlqdAIIBPf/rTePvb346f/vSn8Hq92Lx5M+69916cfvrpsNlsCIVCeOc73wm/31/s5palwcFBBINBnH/++fjjH/+Iq6++Gs8++yxuueUWfOQjH8FnP/tZRKNRPPvss8Vuatk6dOgQ3vrWtyIUCkGSJLjdblxwwQX44x//iC9+8YuYmJjAzTffzO7gPFAUBVqtFplMBgBwzTXXYMeOHZidncX27dtx5MiRIrewPD377LO49tprcemll+KVV14BALjdbnzzm9/Eu9/9bvT19eGrX/1q7vOwELQFe+Y1aOfOnfjsZz+LYDCI5uZm2O12GI1GyLKM4eFhvPjiiwCAzZs3F7ml5euJJ57A7Ows3va2t0Gv1+PWW2/FT3/6U3zpS1/Cf//3f8Pr9SIajXIw/TLNzMzgvvvuQyaTwWWXXYYf//jHAIBf//rXeOWVVxAOh9HZ2YlrrrkGLperyK0tP3v37sXVV1+Np556Cg6HA21tbfjud7+LCy+8ED/+8Y9x8cUX4zOf+QyuuOIKXHTRRcVubllKJpO46667EAwG4XA4UFNTA1VV8c1vfhMTExP4+c9/jt27d2PPnj2IRqNwu93FbnJZEUJAkqTc97IsI51O40c/+hFeeuklPPjgg0gmkwCATCaDX/ziF/iHf/gHaLWME4t14MABvOlNb0IoFILT6URHRwfcbje+//3vIxKJYNeuXQCA0dHRXGGpIApaX1xD4vG4qK+vz/XRG41GYbPZjuu3lyRJfOADHxD79+8XiURCPPvss2JgYED4/f5iN78s9Pb2iqqqKrFt27bjbv+3f/s3odPphNlsFpIkiXPPPVeMjY0VqZXl76GHHsr9vn75y18WDz74YO69XbdunfjKV75S7CaWJUVRxDe/+U0hSZK4+eabj7vvzW9+s5AkSfzt3/5t7rZEIiGeeeYZniOWKBQKiU2bNuXe59HRUSGEEGeddZaQJEn8/Oc/F0IIsXv37mI2s+wpiiL+8pe/iNtvv11s3779uM+5devWiTe/+c3it7/9rYhEIsVuatmZGwpSV1cn/v3f/13Mzs6KsbExUV1dnXuPm5qaxB133FHQdjCyL5LRaMQTTzyBSy65BD6fD5dddhk++9nPYmZmBlNTU7BYLGhoaEBtbS127tyJD37wg3juuedQX1+Pzs5O3H///ejo6Cj2yyhpTqcTp59+Onbu3Ik77rgDX/rSlwBkZ6tqNBp88pOfxObNm3HBBRcgEAjg0UcfxcDAANra2nD11VejoaGhyK+gtImjs32vu+46PPbYY7jqqqtwxx13QKfTIZ1OY926dfjoRz+Kj33sY0in03j44YcxMTEBj8eDSy65BHV1dUV+BaVNlmXceOON+MlPfoL/+q//Qk1NDW699VY8+uij+PWvfw0A8Hg8mJiYwMMPP4wf/OAHePHFF3mOWCJVVaEoCsxmM26//XY0NjYiFovlKlBzXZJ6vR4//OEP0dPTg7a2NlxzzTU8RyzSvffei5///Od46aWXcl2QLpcLp59+Om688Ub89V//NVpaWjA8PIxf/epXOHToENatW8f3eJE6OzthsVig0Whw7bXXwu12Y3x8HFarFbW1tbj11luxZcsWWK1WPPHEEzh06BBqa2vzfx4uaLxcgw4cOJAbLP+lL33puPtGR0fFhz70IdHS0iIkSRJ2u100NDTkZq/29/cXqdXlo6+vL/eeXXvtteL222/PVV7/5V/+RQghxDe+8Q1x0UUXHfcXaVdXl+jp6Sly60ufqqq563fccYeQJEnIsizcbrf43ve+J4QQ4le/+pW44YYbjnt/N2/ezPd3kbq7u3O/s3OzU+few8997nPiQx/6kGhubuY5Ypni8bi47rrrhCRJ4o477hCjo6PiIx/5iHA4HMLlconvfOc74qtf/SrPEStw8OBB4Xa7hSRJ4vLLLxcf+MAHxL59+8Tk5GTuMV/72tfEBRdcwPd4GSYnJ8W5554rJEkS//iP/ygGBwfF+9//fiFJkti2bZuYmZkRv/nNb8Tf/M3fFPQ8zAC4DAcOHMiVau+66y4hRLZb4hOf+MRxyxE8+uijYnh4OLeEyc033ywSiUSRW1/6Dh06JFpbW4/7xd+4caN48sknxZe//OXjuuLf8Y53iKuvvjp38mHX8OL89Kc/FZIkCY1GI3Q6nZAkSXz6058WP//5z8XWrVtz7+9VV10lLr30UiFJkmhvb+cSR4vU19cnrrzyStHU1CQkSRJbt24Vf//3fy9uv/120dbWxnPECnV3d+fe22O7zTo6OsTb3va23OxrniOWr7e3V/zwhz8U8XhcZDKZ4+67++67c3+48D1enu7u7twfgnNhW5Zlcckll4jPfe5zuSENhTwPMwAu0/79+4XFYhHnnXeeGBgYELt27RKdnZ25E/ux0+N37twpjEaj2LFjR/EaXGb6+/vFu9/9bnHGGWeIDRs2iK985Svi3nvvFRs2bBCSJAmDwSD+/d//Pff4N73pTUKSJHH//fcXsdXl49ChQ8JqtQqPxyPe/e53C0mSxG233Sauuuqq3EnnC1/4Qm6Zo7e85S0nrXrTqc3Ozoru7m7xP//zP2J4eFi89NJLuXDNc8TK9fb2ije96U2ira1NuN1ucfnll4uPfOQjucofzxH5Nbf02QMPPJD7rON7vDK9vb1ix44doqamRhgMBnH22WeLL33pS+L6669flfMwA+AKDA4Oiv/5n/8RQgjxsY99TEiSJGpqasTevXuPe9xcGberq0uEw+HjuuHo1JLJpIjFYrlBxnNVkmNPMHPv5c0338w1GJeot7dXfOMb38h9/61vfSv3/s51t8+d9G+//XYhSZL48Ic/XJS2rgU8R+RfNBoVs7OzYnh4WITD4dywBp4jCufv/u7v+B7nkc/nE3v37hVPP/20mJ2dFV/72tdW7TzMAJgnc/33c13Ccz760Y8KSZKETqfL/afgyX1pVFUVPT09wmQyCUmSxD//8z8fd/8DDzyQ+w/zrW99q0itLE9zv4sDAwO5sav/8A//cNxjHnvssdz7+9nPfrYYzVwTPvShD/EcUUB9fX08RxSQqqqir68vt2IA3+P8m56eXtXzMBeCXiFxdGZlY2MjABy3h98HPvAB3HfffZBlGdu2bcOOHTsA4Lg1lmhhkiShvr4e69evh9vtxt/8zd/k7vvlL3+Jm266CQCwY8cOXH/99UVqZXma+11sampCQ0MDDAYDrrnmmtz9v//97/Gud70LAHD66afjjW98IwDuH7wUc+/V3Ow9niMKo7a2lueIApIkie9xgblcLtTX1y/6PLxSDIArNHeivuWWW9DU1ISf/vSnuPTSS3HxxRfjO9/5DrRaLbq6uvCxj30MF198cZFbW76EEGhpaYHP58O3vvUtvPzyy/i3f/s3vPWtbwUAdHV14YYbboDH4ylyS8tTKpVCS0sLkskkHn74YXi9Xjz44IO4/vrrMTMzA5fLhTe84Q3YunUrAAaUpeA5YnXwHFF4Qgg0NzfzPS4AIQRSqRRaW1sXPA9v27YtbwelPDl06JDYvHmz0Gq1QpKyi0XfeOON4pe//GWxm7Ym9PT0iNraWiFJUm4P0LkZll/84heP25eZlq63tzf3/s7NsJy7/sEPflCEQiEhBLsnV4LniMLiOaLw+B4X1kLn4XA4nLdjSUKwLyefxsfH8cILL2BgYABnn3021q9fn1sYU7xmix1aut7eXtx2220YGBjAxMQErrvuOrz1rW/F61//ehiNxmI3r+z19PTggx/8IIaGhjAwMIBrrrkGb3zjG/G3f/u3sFgs/B3OA54jCovniMLje1xYC52H84UBkMpOOByGqqqYnp5GZ2dnsZuz5vj9fiSTSYyNjWH79u0QQkCWZYYTKhs8RxQe3+PCOtV5OJ8YAKlsMZAUFt9fKnf8HS48vseFVcj3lwGQiIiIqMJwFjARERFRhWEAJCIiIqowDIBEREREFYYBkIiIiKjCMAASERERVRgGQCIiIqIKwwBIREREVGEYAImIiIgqDAMgERERUYVhACQiIiKqMAyAREQL+PrXv46tW7fC7XZDp9OhpqYGb37zm9HT05N7zM9//nOsX78eJpMJV199NX7yk59AkiRIkoQ///nPucc9//zzuPrqq+F0OmE0GrF9+3b84he/KMKrIqJKxr2AiYgWcP311+MPf/gDWlpaoNFocOjQISiKgqamJvT29uLw4cM466yzoKoq7HY7ampqMDk5iWg0CgD405/+hMsuuwxPP/00Lr/8cqTTadTV1cHhcKC7uxsA8MMf/hDvete7ivkyiaiCsAJIRLSAf/7nf4bf78fBgwexb98+PPbYYwCA0dFRPP300/jqV78KVVVhs9lw+PBh9PX14YYbbjjhef7pn/4J6XQaV155JUZGRnD48GHceuutAIBPfepTq/mSiKjCMQASES1gaGgIl19+Oex2O2RZxpVXXpm7b3x8HAcOHAAAXHLJJaivrwcAvO1tbzvheV544QUAwOOPPw6dTgdJknDvvfcCyIbJsbGxAr8SIqIsbbEbQERUyvr7+3H99dcjlUrBZrPhrLPOQiaTwZ49ewAAiqIs+TkbGxvR1NR0wu2ZTGalzSUiWhQGQCKiebz88stIpVIAgN/97ne44IIL8LOf/Qxvf/vbc4857bTT8PLLL+OZZ57B9PQ0PB4P/vu///uE5zrnnHOwc+dOtLa24g9/+ANMJhOAbPVv165daG1tXZ0XRUQVj5NAiIjmcfjwYZx22mlQFAV2ux0tLS2YnJyE1+sFAHz/+9/Htm3bsH37dqiqCqfTiaqqKkxMTCAWiwF4dRLIk08+iSuuuAKZTAYOhwPr1q3DzMwMxsfHcemllx43W5iIqJA4BpCIaB4bN27E9773Paxbtw6pVArV1dV44IEHjnvMmWeeiZ/97GdYt24d4vE41q9fj6985Su5++cqfZdeeimefPJJvOlNb4IkSTh48CB0Oh1uvPFG3H777av6uoiosrECSESUB729vejs7Mx9//73vx/f+c53oNfrMTMzA7vdXsTWEREdj2MAiYjy4Nxzz8W6devQ0tKCvr6+3MzgO+64g+Hv/2/fjm0ABoEgCH5COfQECV3SEFVQgFNLtnQzFXy4OumB37EAArxgjFF77zrnVGuteu+11qo559enATwIQACAMJ5AAADCCEAAgDACEAAgjAAEAAgjAAEAwghAAIAwAhAAIIwABAAIIwABAMIIQACAMAIQACCMAAQACCMAAQDCCEAAgDAX4LD6Ol8QhkwAAAAASUVORK5CYII=", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 36.909\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c767661ccdfa4e479943ef72c3d6892b", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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\n", - " " - ], - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "viz.show(probspace=ps, targetSpec=[('weight',)], condSpec=['age'], \n", - " controlFor=[], filtSpec=[('income', None, 9)], gtype='exp', power=1)\n", - "viz.show(probspace=ps, targetSpec=[('weight',)], condSpec=['age'], \n", - " controlFor=['income'], filtSpec=[('income', None, 9)], gtype='exp', power=1) \n", - "viz.show(probspace=ps, targetSpec=[('weight',)], condSpec=['age'], \n", - " controlFor=['income'], filtSpec=[('income', None, 9)], gtype='exp', power=5) " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 302114\n", - "Viz.show: Target = [('income',)] , Condition = []\n", - "Viz.show: Showing graph = Univariate Probability Distribution plot. , power = 1\n", - "Test Limit = 0.1 percentile to 99.9 percentile.\n", - "incr = 2\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e3a1ccbf11c045ae8301f9446f21b99f", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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", 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"nTests = 248\n", - "Test Time = 102.943\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "15bd3ed1d3f84575a0c75741f6a54fed", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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", 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Distribution plot. , power = 3\n", - "Test Limit = 0.1 percentile to 99.9 percentile.\n", - "incr = 1\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "67438ea9fe7643f19e5f26c46f0ddbe1", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 10.139\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c5c806d5e4864a0b86ef3babde8605a9", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 4.076\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.8/dist-packages/because/visualization/probPlot2D_exp.py:110: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", - " fig = plt.figure(tight_layout = True)\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f48d7a9645884981b6e75230b6c89b49", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 4.157\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "135573204c1e4620840c7c3f6c660d4e", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 17.409\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "baa1b48e1b594e809a559ba90f9bdbf6", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 17.628\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e40e862c845241c697d3f711eb9fc503", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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\n", - " " - ], - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "viz.show(probspace=ps, targetSpec=['income'], condSpec=['height'], \n", - " controlFor=[], filtSpec=[('income', None, 9),('gender','male'),('height', 48, 84)], gtype='exp', power=1)\n", - "viz.show(probspace=ps, targetSpec=['income'], condSpec=['height'], \n", - " controlFor=[], filtSpec=[('income', None, 9),('gender','female'),('height', 48, 84)], gtype='exp', power=1)\n", - "viz.show(probspace=ps, targetSpec=['income'], condSpec=['height'], \n", - " controlFor=['weight'], filtSpec=[('income', None, 9),('gender','male'),('height', 48, 84)], gtype='exp', power=10)\n", - "viz.show(probspace=ps, targetSpec=['income'], condSpec=['height'], \n", - " controlFor=['weight'], filtSpec=[('income', None, 9),('gender','female'),('height', 48, 84)], gtype='exp', power=10)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 302114\n", - "Viz.show: Target = [('income',)] , Condition = [('gender',)]\n", - "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 1\n", - "Dimensions = 2 . Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 2.471\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4318f990e24a4262953f81361a7e37da", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 0.959\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "97d5d8f80153449198b58ae941a52eb6", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 8.958\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e44edb4939964f6887cdfa3b7ea8146c", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 40\n", - "Elapsed Time = 0.116\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "cdc9b226f49c47569a17d063f4f6a67d", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 40\n", - "Elapsed Time = 1.16\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "97ef043f48704bc7a4bc9e950a9360c0", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 3.373\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "526f94203a39434e84f9669254a2ea2a", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 5.962\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "12dd2477d6754df1b8a039fe763de6cb", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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with two conditions , power = 3\n", - "nTests = 512\n", - "Test Time = 236.054\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fe1f33f918ab4623bcbde43cb5a52e70", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 12.026\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4e389f8271de40d7aacf5fc2f190e76a", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "reductAmount = 1\n", - "condspec = ('height', 59.0, 60.0)\n", - "condspec = ('height', 60.0, 61.0)\n", - "condspec = ('height', 61.0, 62.0)\n", - "condspec = ('height', 62.0, 63.0)\n", - "condspec = ('height', 63.0, 64.0)\n", - "condspec = ('height', 64.0, 65.0)\n", - "condspec = ('height', 65.0, 66.0)\n", - "condspec = ('height', 66.0, 67.0)\n", - "condspec = ('height', 67.0, 68.0)\n", - "condspec = ('height', 68.0, 69.0)\n", - "condspec = ('height', 69.0, 70.0)\n", - "condspec = ('height', 70.0, 71.0)\n", - "condspec = ('height', 71.0, 72.0)\n", - "condspec = ('height', 72.0, 73.0)\n", - "condspec = ('height', 73.0, 74.0)\n", - "condspec = ('height', 74.0, 75.0)\n", - "condspec = ('height', 75.0, 76.0)\n", - "condspec = ('height', 76.0, 77.0)\n", - "Test Time = 4.282\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9ca47501cd494c609b7aba70b1edcee9", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "reductAmount = 1\n", - "condspec = [('height', 59.0, 60.0), 'genhealth']\n", - "condspec = [('height', 60.0, 61.0), 'genhealth']\n", - "condspec = [('height', 61.0, 62.0), 'genhealth']\n", - "condspec = [('height', 62.0, 63.0), 'genhealth']\n", - "condspec = [('height', 63.0, 64.0), 'genhealth']\n", - "condspec = [('height', 64.0, 65.0), 'genhealth']\n", - "condspec = [('height', 65.0, 66.0), 'genhealth']\n", - "condspec = [('height', 66.0, 67.0), 'genhealth']\n", - "condspec = [('height', 67.0, 68.0), 'genhealth']\n", - "condspec = [('height', 68.0, 69.0), 'genhealth']\n", - "condspec = [('height', 69.0, 70.0), 'genhealth']\n", - "condspec = [('height', 70.0, 71.0), 'genhealth']\n", - "condspec = [('height', 71.0, 72.0), 'genhealth']\n", - "condspec = [('height', 72.0, 73.0), 'genhealth']\n", - "condspec = [('height', 73.0, 74.0), 'genhealth']\n", - "condspec = [('height', 74.0, 75.0), 'genhealth']\n", - "condspec = [('height', 75.0, 76.0), 'genhealth']\n", - "condspec = [('height', 76.0, 77.0), 'genhealth']\n", - "Test Time = 7.549\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "56a78655529c4546aecbfc61ce533d30", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "reductAmount = 1\n", - "condspec = [('height', 59.0, 60.0), 'gender']\n", - "condspec = [('height', 60.0, 61.0), 'gender']\n", - "condspec = [('height', 61.0, 62.0), 'gender']\n", - "condspec = [('height', 62.0, 63.0), 'gender']\n", - "condspec = [('height', 63.0, 64.0), 'gender']\n", - "condspec = [('height', 64.0, 65.0), 'gender']\n", - "condspec = [('height', 65.0, 66.0), 'gender']\n", - "condspec = [('height', 66.0, 67.0), 'gender']\n", - "condspec = [('height', 67.0, 68.0), 'gender']\n", - "condspec = [('height', 68.0, 69.0), 'gender']\n", - "condspec = [('height', 69.0, 70.0), 'gender']\n", - "condspec = [('height', 70.0, 71.0), 'gender']\n", - "condspec = [('height', 71.0, 72.0), 'gender']\n", - "condspec = [('height', 72.0, 73.0), 'gender']\n", - "condspec = [('height', 73.0, 74.0), 'gender']\n", - "condspec = [('height', 74.0, 75.0), 'gender']\n", - "condspec = [('height', 75.0, 76.0), 'gender']\n", - "condspec = [('height', 76.0, 77.0), 'gender']\n", - "Test Time = 6.067\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "65d530facfa94aeba2797409ce9ed26b", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "reductAmount = 1\n", - "condspec = [('height', 59.0, 60.0), 'gender', 'genhealth']\n", - "condspec = [('height', 60.0, 61.0), 'gender', 'genhealth']\n", - "condspec = [('height', 61.0, 62.0), 'gender', 'genhealth']\n", - "condspec = [('height', 62.0, 63.0), 'gender', 'genhealth']\n", - "condspec = [('height', 63.0, 64.0), 'gender', 'genhealth']\n", - "condspec = [('height', 64.0, 65.0), 'gender', 'genhealth']\n", - "condspec = [('height', 65.0, 66.0), 'gender', 'genhealth']\n", - "condspec = [('height', 66.0, 67.0), 'gender', 'genhealth']\n", - "condspec = [('height', 67.0, 68.0), 'gender', 'genhealth']\n", - "condspec = [('height', 68.0, 69.0), 'gender', 'genhealth']\n", - "condspec = [('height', 69.0, 70.0), 'gender', 'genhealth']\n", - "condspec = [('height', 70.0, 71.0), 'gender', 'genhealth']\n", - "condspec = [('height', 71.0, 72.0), 'gender', 'genhealth']\n", - "condspec = [('height', 72.0, 73.0), 'gender', 'genhealth']\n", - "condspec = [('height', 73.0, 74.0), 'gender', 'genhealth']\n", - "condspec = [('height', 74.0, 75.0), 'gender', 'genhealth']\n", - "condspec = [('height', 75.0, 76.0), 'gender', 'genhealth']\n", - "condspec = [('height', 76.0, 77.0), 'gender', 'genhealth']\n", - "Test Time = 10.931\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "19fb97f7d7554eb7b8964252806c274c", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "reductAmount = 1\n", - "condspec = ('height', 59.0, 60.0)\n", - "condspec = ('height', 60.0, 61.0)\n", - "condspec = ('height', 61.0, 62.0)\n", - "condspec = ('height', 62.0, 63.0)\n", - "condspec = ('height', 63.0, 64.0)\n", - "condspec = ('height', 64.0, 65.0)\n", - "condspec = ('height', 65.0, 66.0)\n", - "condspec = ('height', 66.0, 67.0)\n", - "condspec = ('height', 67.0, 68.0)\n", - "condspec = ('height', 68.0, 69.0)\n", - "condspec = ('height', 69.0, 70.0)\n", - "condspec = ('height', 70.0, 71.0)\n", - "condspec = ('height', 71.0, 72.0)\n", - "condspec = ('height', 72.0, 73.0)\n", - "condspec = ('height', 73.0, 74.0)\n", - "condspec = ('height', 74.0, 75.0)\n", - "condspec = ('height', 75.0, 76.0)\n", - "condspec = ('height', 76.0, 77.0)\n", - "Test Time = 4.244\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "48f9168ba1d647b484d619c0f181b5c9", - 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "reductAmount = 1\n", - "condspec = [('height', 59.0, 60.0), 'genhealth']\n", - "condspec = [('height', 60.0, 61.0), 'genhealth']\n", - "condspec = [('height', 61.0, 62.0), 'genhealth']\n", - "condspec = [('height', 62.0, 63.0), 'genhealth']\n", - "condspec = [('height', 63.0, 64.0), 'genhealth']\n", - "condspec = [('height', 64.0, 65.0), 'genhealth']\n", - "condspec = [('height', 65.0, 66.0), 'genhealth']\n", - "condspec = [('height', 66.0, 67.0), 'genhealth']\n", - "condspec = [('height', 67.0, 68.0), 'genhealth']\n", - "condspec = [('height', 68.0, 69.0), 'genhealth']\n", - "condspec = [('height', 69.0, 70.0), 'genhealth']\n", - "condspec = [('height', 70.0, 71.0), 'genhealth']\n", - "condspec = [('height', 71.0, 72.0), 'genhealth']\n", - "condspec = [('height', 72.0, 73.0), 'genhealth']\n", - "condspec = [('height', 73.0, 74.0), 'genhealth']\n", - "condspec = [('height', 74.0, 75.0), 'genhealth']\n", - "condspec = [('height', 75.0, 76.0), 'genhealth']\n", - "condspec = [('height', 76.0, 77.0), 'genhealth']\n", - "Test Time = 8.301\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f79165c5fa2b4cc8a3e224f5f8206e4a", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "reductAmount = 1\n", - "condspec = [('height', 59.0, 60.0), 'gender']\n", - "condspec = [('height', 60.0, 61.0), 'gender']\n", - "condspec = [('height', 61.0, 62.0), 'gender']\n", - "condspec = [('height', 62.0, 63.0), 'gender']\n", - "condspec = [('height', 63.0, 64.0), 'gender']\n", - "condspec = [('height', 64.0, 65.0), 'gender']\n", - "condspec = [('height', 65.0, 66.0), 'gender']\n", - "condspec = [('height', 66.0, 67.0), 'gender']\n", - "condspec = [('height', 67.0, 68.0), 'gender']\n", - "condspec = [('height', 68.0, 69.0), 'gender']\n", - "condspec = [('height', 69.0, 70.0), 'gender']\n", - "condspec = [('height', 70.0, 71.0), 'gender']\n", - "condspec = [('height', 71.0, 72.0), 'gender']\n", - "condspec = [('height', 72.0, 73.0), 'gender']\n", - "condspec = [('height', 73.0, 74.0), 'gender']\n", - "condspec = [('height', 74.0, 75.0), 'gender']\n", - "condspec = [('height', 75.0, 76.0), 'gender']\n", - "condspec = [('height', 76.0, 77.0), 'gender']\n", - "Test Time = 6.564\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2ad92d731eb9464cb62f6a03ee620c9f", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "reductAmount = 1\n", - "condspec = [('height', 59.0, 60.0), 'gender', 'genhealth']\n", - "condspec = [('height', 60.0, 61.0), 'gender', 'genhealth']\n", - "condspec = [('height', 61.0, 62.0), 'gender', 'genhealth']\n", - "condspec = [('height', 62.0, 63.0), 'gender', 'genhealth']\n", - "condspec = [('height', 63.0, 64.0), 'gender', 'genhealth']\n", - "condspec = [('height', 64.0, 65.0), 'gender', 'genhealth']\n", - "condspec = [('height', 65.0, 66.0), 'gender', 'genhealth']\n", - "condspec = [('height', 66.0, 67.0), 'gender', 'genhealth']\n", - "condspec = [('height', 67.0, 68.0), 'gender', 'genhealth']\n", - "condspec = [('height', 68.0, 69.0), 'gender', 'genhealth']\n", - "condspec = [('height', 69.0, 70.0), 'gender', 'genhealth']\n", - "condspec = [('height', 70.0, 71.0), 'gender', 'genhealth']\n", - "condspec = [('height', 71.0, 72.0), 'gender', 'genhealth']\n", - "condspec = [('height', 72.0, 73.0), 'gender', 'genhealth']\n", - "condspec = [('height', 73.0, 74.0), 'gender', 'genhealth']\n", - "condspec = [('height', 74.0, 75.0), 'gender', 'genhealth']\n", - "condspec = [('height', 75.0, 76.0), 'gender', 'genhealth']\n", - "condspec = [('height', 76.0, 77.0), 'gender', 'genhealth']\n", - "Test Time = 11.932\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8fb3f1222d774b638c8cd8f8e116f19c", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 17.667\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "82c1c007a66c43ed952adb8b9178b3b1", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 75.162\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "89f667e0f91d416a8fdc67ad1d761b8e", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 6.644\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8103554375134114a67e2132f4c16650", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 19.76\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "fa815db4c9654679b799e36f46d9f6d2", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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fvx+5ubllpmdkZOC1115Tsiq9Ymv231AwaRwLkIiIiKpJkQTwkUcewXvvvQeVSoUrV66UeT87OxsffPCBElXpJWs+Do6IiIgUpMi5RE9PT/z8888QEfj7+8Pe3h7+/v7w9/dHQEAAYmNj4erqqkRVesnWvPTTQJgAEhERUfUokgAuXLgQAGBsbIy///4bly9fRlRUFKKiorBp0yZoNBosWLBAiar0kg17AImIiEhBit5NkJ2dDSMjI3Ts2BHDhw9Xsmi9ZsungRAREZGCFE0A1Wo1vvjiC8TGxqJx48YICAjQnhKmqmMPIBERESlJ0QTwueeew4YNGxAaGorFixdDpVKhsLAQ7u7uCAgIwJYtW5SsTm/YlLoGMI3XABIREVE1KToMzMaNG/Htt99i9erVMDExwT///IOPP/4Yubm5aNKkiZJV6RX2ABIREZGSFO0BzMrKgq+vLwDAyMgIhoaGmDp1KgoKCpCUlKRkVXrF1vy/cQDTczgOIBEREVWPoj2APj4+2kTP3d0dly9fBgAMHToU3333nZJV6ZXSPYA8BUxERETVpWgCOGLECPz6668AgJ49e2L58uUAgFOnTiEnJ0fJqvSKhbEBDNXFz//lKWAiIiKqLkVPAb/11lva/7/66qvo2LEjHB0dkZGRgaeeekrJqvSKSqWCjZkRrmfnsweQiIiIqk3RBLA0T09PnDx5Elu3boW9vT2GDh1aU1XpBRvz4gQwgz2AREREVE2KJoBdunTB9u3bYW1tDQBwcHDAhAkTlKxCb5VcB5iZV4jCIg0MDRQ9e09ERER6RNEsYv/+/cjNzS0zPSMjA6+99pqSVemd0k8DycgtrMNIiIiIqKFTJAF85JFH8N5770GlUuHKlStl3s/OzsYHH3ygRFV6S/dOYA4FQ0RERFWnyClgT09P/PzzzxAR7aPf/P394e/vj4CAAMTGxsLV1VWJqvSW7liAvA6QiIiIqk6RBHDhwoUAAGNjY/z9999ISkrC0aNHERUVhU2bNkGj0WDBggVKVKW3rEv3ADIBJCIiompQ9BrA7OxsdOzYEcOGDcNbb72FzZs34/z584iLi8Njjz1WrbKXLFkCLy8vmJqaIjg4GAcPHrzj/GlpaZgyZQpcXV1hYmKCFi1aYNu2bdUqsy7pXAPIBJCIiIiqQdEE8P/+7/+wYsUK7d8JCQn49ddfkZ6eXq1y165di7CwMMyePRtHjhyBv78/+vfvX+71hgCQn5+Pvn37Ij4+HuvXr0dsbCyWLVsGd3f3KpdZ1/g0ECIiIlKKogngtm3b0KpVKwDFPXCBgYEYPnw4fH19ERsbW+VyFy5ciEmTJmHChAnw9fXF0qVLYW5urn3SyO2WL1+OGzduYPPmzejatSu8vLzQs2dP+Pv7V7nMumZr/l8CyGsAiYiIqDoUTQDT09O1vWwbNmyAi4sLMjIyMHLkSMyYMaNKZebn5+Pw4cMIDQ3VTlOr1QgNDUVkZGS5y2zZsgUhISGYMmUKnJ2d4efnh3fffRdFRUVVLrOulU4A2QNIRERE1aFoAujh4YG4uDgAwLp16zB+/HiYmJjg6aefxt9//12lMq9du4aioiI4OzvrTHd2dkZKSkq5y1y4cAHr169HUVERtm3bhpkzZ+LDDz/E3Llzq1wmAOTl5SEjI0PnVVtKnwJmDyARERFVh6JPAhk/fjyef/55DB06FBEREVi8eDEAQKPRICsrS8mq7kij0cDJyQlffvklDAwMEBgYiMuXL+P999/H7Nmzq1xueHg43n77bQUjrTwbs9LDwHAcQCIiIqo6RRPAGTNmQETw+++/47333kOzZs0AAIcOHYKnp2eVynRwcICBgQFSU1N1pqempsLFxaXcZVxdXWFkZAQDAwPttNatWyMlJQX5+flVKrNk/cLCwrR/Z2RkwMPDoyqrdc94EwgREREpRdFTwCqVCm+88QZ2796NadOmaaenpKRUeRgYY2NjBAYGIiIiQjtNo9EgIiICISEh5S7TtWtXnDt3DhqNRjvtzJkzcHV1hbGxcZXKBAATExNYW1vrvGqLsaEa5sbFCS1PARMREVF1KNoDWJFXXnmlWsuHhYVh3LhxCAoKQqdOnbBo0SJkZ2djwoQJAICxY8fC3d0d4eHhAIBnnnkGixcvxgsvvIDnnnsOZ8+exbvvvovnn3++0mXWRzZmRriVX8SBoImIiKhaaiUBrK6RI0fi6tWrmDVrFlJSUhAQEIDt27drb+JITEyEWv1fZ6aHhwd+++03vPTSS2jXrh3c3d3xwgsv4LXXXqt0mfWRjZkRktNzkZ5TABGBSqWq65CIiIioAVKJiFSnAG9v7yolIi+++KJOj1xDlJGRARsbG6Snp9fK6eCRX0TiQNwNAMDpdwbAzNjgLksQERHR7Wr7+F0fVbsHsPSTP+6Fl5dXdavWO7cPBs0EkIiIiKqi2glgz549lYiDKkHnTuCcfLjYmNZhNERERNRQVTsB3LJlyz0v07dvX5iZmVW3ar1ja15qLEAOBUNERERVVO0EcPjw4fc0v0qlwtmzZ+Hj41PdqvWObg8gE0AiIiKqGkXGAUxJSYFGo6nUy9zcXIkq9RIfB0dERERKqHYCOG7cuHs6nTtmzBi9veOmunQSQJ4CJiIioiqq9ingb7755p7m//zzz6tbpd66/S5gIiIioqpQfCDogoICpKSk4NatW3B0dESjRo2UrkJv3X4XMBEREVFVKHINYGZmJj7//HP07NkT1tbW8PLyQuvWreHo6IgmTZpg0qRJOHTokBJV6TVbs1J3AecU1mEkRERE1JBVOwFcuHAhvLy88M033yA0NBSbN29GVFQUzpw5g8jISMyePRuFhYXo168fBgwYgLNnzyoRt17S6QG8xR5AIiIiqppqnwI+dOgQ9uzZgzZt2pT7fqdOnfDkk09i6dKl+Oabb/DXX3+hefPm1a1WL1mZGkKlAkSADF4DSERERFVU7QTw+++/r9R8JiYmePrpp6tbnV5Tq1WwNjVCek4BxwEkIiKiKlPkGkCqPSV3AqdxGBgiIiKqomongEuWLMGJEyeUiIUqwfbf6wAzcgug0UgdR0NEREQNUbUTwJSUFIwaNQq9e/fGhg0boNFolIiLKmD9bwIoAmTm8k5gIiIiunfVTgDnzJmDEydOYM2aNcjOzsbcuXOViIsqYGteeigYngYmIiKie6fYQNCurq4YO3asUsVRBWzM/vvI0nLy4Qk+W5mIiIjujaI3gaSnp2Py5Mlo1qwZWrdujeTkZCWLJ9w+GDR7AImIiOjeKZoATpkyBdHR0ViwYAESEhKQk5MDAHjppZewePFiJavSW7qDQTMBJCIionunaAL466+/4rPPPsOIESNgYGCgnd6/f3+sXLlSyar0lo35fwkgewCJiIioKhRNAEUEVlZWZaY3b96cj4BTSOkeQCaAREREVBWKJoADBw7E6tWry0zPzs6GSqVSsiq9ZcsEkIiIiKpJsbuAASA8PBxBQUEAinsDVSoVcnNzMWfOHHTo0EHJqvRW6VPAabfy6zASIiIiaqgUTQA9PT2xb98+TJkyBbdu3UKnTp2QmZkJa2trbNu2Tcmq9BbvAiYiIqLqUjQBBIBmzZrht99+Q2JiIo4dOwYjIyMEBwfDzs5O6ar0Eu8CJiIioupSNAE8deoUWrVqBbVaDU9PT3h6eipZPAEwNVLD2FCN/EINewCJiIioShRNAP38/GBqagpfX1/4+/vrvGxtbZWsSm+pVCrYmBnhamYeE0AiIiKqEkXvAt69ezesra3h7u6OzMxMLFu2DL1794a9vT1atmyJmTNnIi0tTckq9VLJncBMAImIiKgqFE0AX3jhBXz++ef46aef8OOPPyI6Ohp//PEHvL29MWbMGOzZswft27fH1atXlaxW75RcB3grvwh5hUV1HA0RERE1NIomgDExMWjTpo3OtD59+uCjjz7CsWPHsGvXLgQFBeH1119Xslq9Y8ungRAREVE1KJoABgYGljsQtJ+fH37//XeoVCq88sor2LFjh5LV6h3rUncCZzABJCIionukaAL4wQcfYOHChXjiiScQExMDAMjPz8dHH32ERo0aAQAcHR2RmpqqZLV6p/RYgBwKhoiIiO6VoglgcHAwIiMjcfnyZfj6+sLMzAwWFhZYtmwZ3nvvPQDA0aNH4ebmVqXylyxZAi8vL5iamiI4OBgHDx6scN4VK1ZApVLpvExNTXXmGT9+fJl5BgwYUKXYahOfB0xERETVofhA0H5+fvjzzz+RmJiIqKgoGBgYIDAwEC4uLgCKewBLksF7sXbtWoSFhWHp0qUIDg7GokWL0L9/f8TGxsLJyancZaytrREbG6v9u7znEQ8YMADffPON9m8TE5N7jq222ZpzMGgiIiKqOkUTwPT0dLzyyiv4888/YWRkhD///BOurq4683Tv3r1KZS9cuBCTJk3ChAkTAABLly7FL7/8guXLl2P69OnlLqNSqbSJZ0VMTEzuOk99w5tAiIiIqDoUPQU8ZcoUREdHY8GCBUhISEBOTg4A4KWXXsLixYurXG5+fj4OHz6M0NBQ7TS1Wo3Q0FBERkZWuFxWVhaaNGkCDw8PDBs2DCdPniwzz65du+Dk5ISWLVvimWeewfXr16scZ20pfRNIGhNAIiIiukeKJoC//vorPvvsM4wYMQIGBgba6f3798fKlSurXO61a9dQVFQEZ2dnnenOzs5ISUkpd5mWLVti+fLl+Omnn/Ddd99Bo9GgS5cuuHTpknaeAQMG4Ntvv0VERATmz5+P3bt3Y+DAgSgqKn9svby8PGRkZOi86oIt7wImIiKialD0FLCIwMrKqsz05s2b4+zZs0pWdVchISEICQnR/t2lSxe0bt0aX3zxBebMmQMAGDVqlPb9tm3bol27dmjatCl27dqFPn36lCkzPDwcb7/9ds0HfxelbwJJu5Vfh5EQERFRQ6RoD+DAgQPLHQcwOzu73BswKsvBwQEGBgZlho9JTU2t9PV7RkZGaN++Pc6dO1fhPD4+PnBwcKhwnhkzZiA9PV37unjxYuVXQkG25v8NA8NrAImIiOheKdoDGB4ejqCgIADFvYEqlQq5ubmYM2cOOnToUOVyjY2NERgYiIiICAwfPhwAoNFoEBERgalTp1aqjKKiIkRHR2PQoEEVznPp0iVcv369zI0rJUxMTOrFXcLWpoZQqQARICUjr67DISIiogZG0QTQ09MT+/btw5QpU3Dr1i106tQJmZmZsLa2xrZt26pVdlhYGMaNG4egoCB06tQJixYtQnZ2tvau4LFjx8Ld3R3h4eEAgHfeeQedO3dGs2bNkJaWhvfffx8JCQmYOHEigOIbRN5++208/PDDcHFxwfnz5/Hqq6+iWbNm6N+/f/U2RA0zNFCjhZMVYlMzcSY1E7fyC2FurPiIPkRERHSfUjxraNasGX777TckJibi2LFjMDIyQnBwMOzs7KpV7siRI3H16lXMmjULKSkpCAgIwPbt27U3hiQmJkKt/u+M9s2bNzFp0iSkpKTAzs4OgYGB2LdvH3x9fQEABgYGOH78OFauXIm0tDS4ubmhX79+mDNnTr3o5bubDk1sEZuaiSKN4NjFdIQ0ta/rkIiIiKiBUImIVKeAESNGICAgAAEBAfD390eTJk2Uiq3ey8jIgI2NDdLT02FtbV2rda/75yJeWX8cAPBK/5aY0rtZrdZPRETUUNXl8bu+qHYPYNOmTfHXX39h8eLFuHbtGmxtbeHv7w9/f39tYtimTRsYGRndvTCqtA5N/utRPZp4sw4jISIiooam2gng+++/r/3/5cuXERUVpX398ssvuHDhAgwNDdGqVSscO3asutXRv3wcLGBrboS0WwU4kpimvemGiIiI6G4UvQbQ3d0d7u7uGDx4sHZaVlYWoqKimPwpTKVSob2HLXbGXsWN7HzEX78FbweLug6LiIiIGoBqJ4B3uwbQ0tIS3bp1Q7du3apbFd2mg6cddsZeBQAcSbjJBJCIiIgqhdcANmClrwM8kngTDwc2rsNoiIiIqKFQ/BrAo0eP4tixY7wGsBb4e9hCrQI0AhxJTKvrcIiIiKiBqJFrAIcMGaKdxmsAa46liSFaOFshJiUTsSkZyMorhKUJB4QmIiKiO1M0WygsLMT8+fPx888/Iy8vD23btsWYMWPQt29fXgNYQzo0sUNMSiY0Ahy/mIYuzRzqOiQiIiKq59R3n6Xypk+fjs8++wx9+vTB8OHDkZeXhyFDhmDChAmo5njTVIEOnrrXARIRERHdjaI9gGvWrMEPP/yAHj16aKfFxcVhyJAh+OCDD/DKK68oWR0B6OBpq/0/rwMkIiKiylC0BzA7OxuNG+veiert7Y1PP/0UX375pZJV0b+8HSxgZ158h/XRxJvsaSUiIqK7UjQB7NatG1auXFlmure3N5KSkpSsiv6lUqnQ/t/TwDdvFSDuWnYdR0RERET1naIJ4Pz587Fo0SI8//zzOHv2LACgoKAAn376KXx9fZWsikrhaWAiIiK6F4omgH5+fti1axciIyPRsmVLmJqawtzcHKtWrcKiRYuUrIpKuX1AaCIiIqI7UXzQuPbt2+PQoUOIjY3FyZMnYWVlheDgYFhbWytdFf3Lv3GpAaETmAASERHRnSmaAO7btw/W1tbw8/NDy5Yt0bJlSyWLpwpYmBiilYs1TiVnIDY1E5m5BbAy5aP3iIiIqHyKngKeMmUKDhw4UGb6+fPnkZmZqWRVdJsOTWwBACLAsYvpdRsMERER1WuKJoCxsbHo1atXmek7duzA6NGjlayKbsMBoYmIiKiyFE0Ara2tcfNm2eSje/fu2L9/v5JV0W2YABIREVFlKZoADhgwAB988EHZStRq5OfnK1kV3aaJvTkaWRgDAI4mpkGj4YDQREREVD5FE8A5c+Zg9+7dePjhhxEdHQ0AyM3Nxfz589GuXTslq6LbqFQq7XiA6TkFuMABoYmIiKgCiiaAHh4e2L9/P3JycuDv7w8zMzNYWVlh69ateP/995WsisrRnqeBiYiIqBIUHwewSZMm2LZtGxITExEVFQUjIyMEBwejUaNGSldFtyl9HeDRxJt4NMijDqMhIiKi+krxBLCEp6cnPD09a6p4Koe/hw0M1CoUaQRHEtLqOhwiIiKqpxQ9BUx1y9zYEK1crAAAZ65kIiO3oI4jIiIiovqICeB9puQ0cPGA0Gl1GwwRERHVSzWWAJ45cwaFhYU1VTxVoOSJIABwmM8FJiIionLUWALYunVrXLhwoaaKpwoEev53s82RxLS6C4SIiIjqrRpLAEU4EHFd8GhkBgfLkgGhb3JAaCIiIiqD1wDeZ1QqlXY8wMzcQpy/mlXHEREREVF9wwTwPsTnAhMREdGdMAG8D5U8Eg4AxwMkIiKiMhpUArhkyRJ4eXnB1NQUwcHBOHjwYIXzrlixAiqVSudlamqqM4+IYNasWXB1dYWZmRlCQ0Nx9uzZml6NGteusS0M1SoA7AEkIiKishpMArh27VqEhYVh9uzZOHLkCPz9/dG/f39cuXKlwmWsra2RnJysfSUkJOi8v2DBAnzyySdYunQpDhw4AAsLC/Tv3x+5ubk1vTo1yszYAK1drQEAZ69kIT2HA0ITERHRfxpMArhw4UJMmjQJEyZMgK+vL5YuXQpzc3MsX768wmVUKhVcXFy0L2dnZ+17IoJFixbhzTffxLBhw9CuXTt8++23SEpKwubNm2thjWpW6dPAURwQmoiIiEqpsQTwtddeg729vSJl5efn4/DhwwgNDdVOU6vVCA0NRWRkZIXLZWVloUmTJvDw8MCwYcNw8uRJ7XtxcXFISUnRKdPGxgbBwcF3LLOh6NDkvxtBvvk7Dum32AtIRERExWosAQwPD1csAbx27RqKiop0evAAwNnZGSkpKeUu07JlSyxfvhw//fQTvvvuO2g0GnTp0gWXLl0CAO1y91JmXl4eMjIydF71VWcfe5gYFn+8u2Kvou9Hu7EzpuLT5URERKQ/Gswp4HsVEhKCsWPHIiAgAD179sTGjRvh6OiIL774osplhoeHw8bGRvvy8PBQMGJlOVub4uNRAbAyNQQAXMnMw4QVh/Da+uPIzGVvIBERkT5rEAmgg4MDDAwMkJqaqjM9NTUVLi4ulSrDyMgI7du3x7lz5wBAu9y9lDljxgykp6drXxcvXrzXValVA/xc8cdLPdGzhaN22tp/LmLAor/w97lrdRgZERER1aUGkQAaGxsjMDAQERER2mkajQYREREICQmpVBlFRUWIjo6Gq6srAMDb2xsuLi46ZWZkZODAgQMVlmliYgJra2udV33nYmOKFRM6InxEW1gYGwAALqfl4PGvDmDWTydwK7+wjiMkIiKi2tYgEkAACAsLw7Jly7By5UqcPn0azzzzDLKzszFhwgQAwNixYzFjxgzt/O+88w5+//13XLhwAUeOHMGYMWOQkJCAiRMnAii+Q/jFF1/E3LlzsWXLFkRHR2Ps2LFwc3PD8OHD62IVa4xKpcLoTp7Y/mIPhPj8d13mt5EJGPjxX/gn/kYdRkdERES1zbA2Krl48SJmz559xyFb7mbkyJG4evUqZs2ahZSUFAQEBGD79u3amzgSExOhVv+Xz968eROTJk1CSkoK7OzsEBgYiH379sHX11c7z6uvvors7GxMnjwZaWlp6NatG7Zv315mwOj7hUcjc6yeGIxvI+Px3vYY5BZokHD9Fh79IhJLHuuAgW1d6zpEIiIiqgUqEZGaruTYsWPo0KEDioqKarqqWpWRkQEbGxukp6c3iNPBpcVdy8a0H6NwJDENAGBmZICNz3bRDiBNRER0v2rIx2+lKNIDuGXLlju+f+HCBSWqIQV5O1hg3dNdMO3HKGyOSkJOQREmffsPtkzthkYWxnUdHhEREdUgRXoA1Wo1VCoV7lSUSqViD2A9lFtQhEe/iMTxS+kAgM4+jbDqqWAYGTSYy0OJiIjuyf1w/K4uRY7yrq6u2LhxIzQaTbmvI0eOKFEN1QBTIwN8+UQQHK1MAAD7L9zA3J9P1XFUREREVJMUSQADAwNx+PDhCt+/W+8g1S0XG1MsHRMI4397/VZGJuCHg4l1HBURERHVFEUSwFdeeQVdunSp8P1mzZph586dSlRFNSSwiR3mDvfT/j3zpxMcHoaIiOg+VSt3Ad+v7sdrCN7achIr9sUDABwsTbBlale42ZrVbVBEREQKuh+P3/eq2j2AS5YswYkTJ5SIheqBNwa3RpemxYNFX8vKw/+tOozcgvvr5h0iIiJ9V+0EMCUlBaNGjULv3r2xYcMGaDQaJeKiOmJkoMaSxzrAo1Fxr1/05XS8tuE4r+EkIiK6j1Q7AZwzZw5OnDiBNWvWIDs7G3PnzlUiLqpDdhbGWDY2COb/Pjv4p6gkfL77PJNAIiKi+wSvAayG+/0agu0nkvH0d/8N4dPa1RpPdG6C4e3dYG5cK08RJCIiUtz9fvyuDCaA1aAPDeijP87g44izOtOsTA3xSGBjPNG5CXwcLesoMiIioqrRh+P33TABrAZ9aEAigq3Hk7F8bxyiLqaVeb97cwc80bkJ+rR2hoFaVfsBEhER3SN9OH7fDRPAatC3BhR9KR3fRsZjy7Ek5BXq3uzjbmuGhwMbo5+vM9q4WUOlYjJIRET1k74dv8tTawmgWq1Gr1698P777yMwMLA2qqxx+tqAbmbnY93hi/hufyISb9wq876rjSn6tHZCX18XdPZpBBNDgzqIkoiIqHz6evwurdYSwBUrViA+Ph7bt2/H/v37a6PKGqfvDUijEew+exWrIhOwM/YKymtJliaG6NnCEaG+Tujd0gm25sa1HygREVEp+n78BngKuFrYgP6Tkp6LiJhU7DiVir/PX0d+YdnxIA3UKjR3skRrV2v4ulqjtas1Wrtawd7SpA4iJiIifcXjtwIJ4JIlS9CzZ0/4+fndfeb7DBtQ+bLzCvHX2av449QV/BmTipu3Cu44v5OVyb/JoDXauFmjdysnWJpwmBkiIqoZPH4D1T7KljwJxNHREVOnTsVDDz0Etbra40tTA2ZhYogBfq4Y4OeKIo3gcMJN7Didij1nruLclSwUanR/c1zJzMOVzKvYfeYqgOJhZh4PboIJXb3gbG1aF6tARER0X1PsFHBycjL++OMPxMfHY9asWUoUWe/xF8S9yysswtnULJxOzsCp5AycTs7A6eRMpOeU7SU0MlBheIA7JvfwQXNnqzqIloiI7kc8fvMawGphA1KGiCA5PRenkjLw28kUbI66jIIi3Wb5QCsnTO7hg2DvRhxihoiIqoXHbyaA1cIGVDNSM3KxYl88vtufgMzcQp33/BvbYHxXLzR3soKDpQkaWRjD2JCXHBARUeXx+K1wAnjo0CFMnz4dV69eRbNmzRAQEKB9eXp6KlVNvcEGVLOy8grxw8FELN8bh6T03ArnszEzgoOlMRwsTf59GcPT3gIPtHKCt4NFLUZMREQNAY/fCieArVq1gqenJx588EHExcUhKioKUVFRuHnzJuzs7HD9+nWlqqoX2IBqR0GRBtuik/HF7gs4lZxxT8u2cLZE/zYu6N/GhU8oISIiADx+AwongBYWFjh+/DiaNm2qMz0hIQFRUVEYNmyYUlXVC2xAtUtEEHn+OvbH3cC1rDxcy8wr/jcrH9ez8pCdX3TH5d1tzdCvjTP6t3FBR69GfHYxEZGe4vFb4QQwNDQUs2bNQo8ePZQqsl5jA6pfbuUX4npWPq5k5uGf+Bv47WQKjiSmlTtvIwtj/C+wMab1a8lrCImI9AyP3wongL/88gs++ugj/Pjjj2jUqJFSxdZbbED135WMXPx+KhW/nUxB5PnrZcYgHBvSBO8M079BzImI9BmP3wongGq1GiqVCnZ2dhg2bBhCQkLQvn17tG3bFsbG998zYNmAGpb0nALsjLmC306mYMfpVO1QM4tGBmB4e/c6jo6IiGoLj98KJ4AXLlzAsWPHEBUVhePHj+PYsWOIj4+HkZERWrZsiePHjytVVb3ABtRw/XAwEdM3RgMAzIwMsHlKV7R04WDTRET6gMdvBR4FV5qPjw98fHzw0EMPaadlZGTg2LFj913yRw3byI4eOJxwE+sOX0JOQRGe/u4wtkztCitTo7oOjYiIqMYpevV7YWEh5s2bh5CQEHTo0AHjxo3DgQMH0L17d0yZMkXJqoiqRaVSYc5wP/i6Fv/yi7uWjVfWHQfHRSciIn2gaAI4ffp0fPbZZ+jTpw+GDx+OvLw8DBkyBBMmTOCBleodUyMDLB0TCGvT4o7w7SdT8NVfcXUcFRERUc1T9BpANzc3/PDDDzrDwMTFxWHIkCEYP348XnnlFaWqqhd4DcH9IeJ0Kp5a+Q8AwECtwpqJwQj2sa/jqIiIqKbw+K1wD2B2djYaN26sM83b2xuffvopvvzyy2qXv2TJEnh5ecHU1BTBwcE4ePBgpZb74YcfoFKpMHz4cJ3p48ePh0ql0nkNGDCg2nFSw9KntTOm9m4GACjSCKasOYorGRU/eo6IiKihUzQB7NatG1auXFlmure3N5KSkqpV9tq1axEWFobZs2fjyJEj8Pf3R//+/XHlypU7LhcfH4+XX34Z3bt3L/f9AQMGIDk5Wfv6/vvvqxUnNUwv9W2Bbs0cAADXsvIwZc0RFBRp6jgqIiKimqFoAjh//nwsWrQIzz//PM6ePQsAKCgowKeffgpfX99qlb1w4UJMmjQJEyZMgK+vL5YuXQpzc3MsX768wmWKiorw+OOP4+2334aPj0+585iYmMDFxUX7srOzq1ac1DAZqFX4eFQAXG1MAQCH4m9i/q8xdRwVERFRzVA0AfTz88OuXbsQGRmJli1bwtTUFObm5li1ahUWLVpU5XLz8/Nx+PBhhIaGaqep1WqEhoYiMjKywuXeeecdODk54amnnqpwnl27dsHJyQktW7bEM888g+vXr1c5TmrY7C1NsOTxDjAyKH5G8Fd747D1WPV6romIiOojRccBBID27dvj0KFDiImJwalTp2BlZYXg4OBqXWR57do1FBUVwdnZWWe6s7MzYmLK76XZu3cvvv76a0RFRVVY7oABAzBixAh4e3vj/PnzeP311zFw4EBERkbCwMCgzPx5eXnIy8vT/p2RkVG1FaJ6q4OnHWYO8cWsn04CAJ77/iiW7j6Pwe1cMbitK5rYW9RxhERERNVX7QTwiSeewJdffgkzMzMkJibC09MTANCqVSu0atWq2gFWRWZmJp544gksW7YMDg4OFc43atQo7f/btm2Ldu3aoWnTpti1axf69OlTZv7w8HC8/fbbNRIz1R9PdG6CIwk3sTmquPfvZFIGTiZlYMH2WLR1t8GQdq4Y1NYVHo3M6zhSIiKiqql2AmhhYYG8vDyYmZnBy8sLdnZ2aNeuHQICAuDv74+AgAC0adMGRkZVf8KCg4MDDAwMkJqaqjM9NTUVLi4uZeY/f/484uPjMXToUO00jab4gn5DQ0PExsaiadOmZZbz8fGBg4MDzp07V24COGPGDISFhWn/zsjIgIeHR5XXi+onlUqF9//nj3aNbfFT1GUcu5SufS/6cjqiL6cj/NcY+HvYYnBbF3g2ModKpYJapYIKgFoNqKCCSgWoVSoYG6rh39gWZsZle5WJiIjqgqLjACYkJGifBVzyb3x8PAwNDdGqVSscO3asymUHBwejU6dO+PTTTwEUJ3Senp6YOnUqpk+frjNvbm4uzp07pzPtzTffRGZmJj7++GO0aNECxsbGZeq4dOkSPD09sXnzZjz44IN3jYnjCOmHxOu38Et0Mn6JTsKJy1U77W9hbID+fi54qL07ujR1gIFapXCURERUWTx+K5wAdunSBdu3b9fZmJmZmYiKisLx48er9Ti4tWvXYty4cfjiiy/QqVMnLFq0CD/++CNiYmLg7OyMsWPHwt3dHeHh4eUuP378eKSlpWHz5s0AgKysLLz99tt4+OGH4eLigvPnz+PVV19FZmYmoqOjYWJicteY2ID0T/y17OJk8HgyTiVXLRl0sjLBsAA3DG/vDl9Xa6hUTAaJiGoTj98K3wSyf/9+5Obm6mxMKysr+Pv74+eff65W2SNHjsTVq1cxa9YspKSkICAgANu3b9feGJKYmAi1uvI3NRsYGOD48eNYuXIl0tLS4Obmhn79+mHOnDmVSv5IP3k5WGBK72aY0rsZLlzNwt5z15CTXwSNAAKBCKDRCASARor/Tk7Pwa8nUpCZWwgAuJKZh2V/xWHZX3Fo4WyJ4e3dMSzAHe62ZnW7ckREpDcU6QF85JFHEBQUhDfeeAPHjh2Dn5+fzvvJyclo3LgxioqKqltVvcJfEFRZuQVF2BlzBZuOXsbO2CsoKCr7tXO2NkFrV2u0crFGa1cr+Lpaw9vBAoYGio7WRESk93j8VqgH0NPTEz///DNEBP7+/rC3t4e/v7/2JpDY2Fi4uroqURVRg2RqZICBbV0xsK0r0m7l45foZGw+ehmH4m9q50nNyENqxlXsir2qnWZsqEYLZ0u0drFGYBM7PNTBHSaGvJmEiIiqR9FrAI2NjfH3338jKSkJR48eRVRUFKKjo6HRaDBv3jw89thjSlVVL/AXBFVX4vVb+CnqMvaeu4bTyRnI+Pc0cUXaNbbB4tEd4GnPIWiIiKqKx2+FE8CCggIYGhrqzUXtbECkJBFBcnouTidnFL9SMnE6OQNx17JR+ltqZWqI9x9phwF+7FUnIqoKHr8VTgD1DRsQ1Yac/CIcTbyJ1zdFI/76Le308V28MGNQK54SJiK6Rzx+K5wAFhUV4auvvkJsbCwaN26svQbQ3t5eqSrqFTYgqk2ZuQWYvjEavxxP1k7zb2yDxY914FNJiIjuAY/fCieAzz77LDZs2IDQ0FCsW7cOKpUKhYWFcHd3R0BAALZs2aJUVfUCGxDVNhHBdwcSMWfrKeQXFT/dpviUsD8G+JV9Kg4REZXF4zeg6PgSGzduxLfffovVq1fDxMQE//zzDz7++GPk5uaiSZMmSlZFpJdUKhWe6NwEG5/tgib/3giSmVuIp787jLe3nkR+oaaOIyQiooZA0QQwKysLvr6+AAAjIyMYGhpi6tSpmDFjBkxNTZWsikiv+bnb4OfnumFw2/9uBPnm73g8/Pk+HE64eYcliYiIFE4AfXx8kJSUBABwd3fH5cuXAQBDhw7Fd999p2RVRHrPytQIix9rjznD/WD872DR0ZfT8fDn+zDp239wNjWzjiMkIqL6StEEcMSIEfj1118BAD179sTy5csBAKdOnUJOTo6SVRERdE8JN3W00E7/41Qq+i/ag1fWHUNSGr97RESkq8aGgUlMTETHjh2h0WiQkZGBp556Cp999llNVFVneBEp1SeFRRr8+M8lLNpxBlcy87TTjQ3VGBfSBM/2agY7C+M6jJCIqH7g8buGxwG8du0atm7dCnt7ewwdOvS+GyCaDYjqo5z8InyzLw6f7zqPzFJPFrEyNcTTPZviya7eMDPm2IFEpL94/FY4Ady3bx+sra3h5+enVJH1GhsQ1Wdpt/Lx+a7z+GZfvM7dwU5WJpjWrwUeCfSAgfr++lFGRFQZPH4rfA3glClTcODAgTLTz58/j8xMXpBOVJtszY0xY1Br7H6lF0YGeaAk17uSmYfXNkRj0Md/YWfsFfBhQERE+kfRBDA2Nha9evUqM33Hjh0YPXq0klURUSW52phh/iPt8PtLPdDX11k7PTY1ExO+OYQnvj6Ik0npdRghERHVNkUTQGtra9y8WXYMsu7du2P//v1KVkVE96iZkxWWjQ3C2smd4d/YRjt977lrGPLpXoT9GMU7homI9ISiCeCAAQPwwQcflK1ErUZ+fr6SVRFRFQX72GPTs13xyej2aGxnBgAQATYeuYzeH+zC/O0xSM8pqOMoiYioJil6E8jFixfRqVMndOnSBW+99Rbatm2L3NxcPPPMMzh79iz27t2rVFX1Ai8ipYYur7AIqyIT8Omf53SSPmNDNR5o6YQHA9zwQCsnmBrxrmEiun/w+F0Dw8AkJCTgmWeewfbt22FiYoLCwkLY2Nhg69atCAkJUbKqOscGRPeLtFv5WPznOXwbmYD8It3nCVuaGKKfrzOGBrihWzMHGBkoeuKAiKjW8fitcAJ448YNNGrUCEDxQNBRUVEwMjJCcHCwdvr9hA2I7jcXb9zC13vj8PPxJFzLKnvZRiMLYwz0c8GQdm5obGcGE0M1jAzUMP73XyMD1X033icR3X94/FY4AVSr1XB3d4e/v7/Oq0WLFvflQYENiO5XhUUaRF64ji1RSdh+MkVnQOm7MTZUw9hADRszI4zq6IFJPXx4CpmI6hUevxVOAE+ePImoqCgcO3YMUVFROHr0KG7cuAFTU1P4+fmVO0ZgQ8YGRPogr7AIu2KvYsuxJEScTkVugebuC5XS2M4Mbw5ujf5tXO7LH4JE1PDw+F3Dj4ITEWzfvh3PPfccHn30Ubz77rs1VVWdYAMifZOVV4gdp1Kx7/w13MovQkGRBvmFGuQXaVBQKMgr+buwCPHXb6FI89/upUtTe8wa6otWLvyuEFHd4vG7hhPAEvv378eXX36J5cuX13RVtYoNiKhisSmZeHvrSew7f107Ta0CxnRugrC+LWBrblyH0RGRPuPxu5YSQADw9vZGXFxcbVRVa9iAiO5MRPDbyVTM23YKF2/8N8i0rbkRpvVtgdGdPGHIu4qJqJbx+A0YKlmYpaUl2rZtC39/f7Rr1w7+/v5o1aoVDh06xGcBE+khlUqFAX4u6NXSEV/9dQFLdp5HTkER0m4VYOZPJ7H6QCJe7tcSfVo78fpAIqJapGgP4Pbt2xEVFaW9AeT8+fMQEahUKsyZMwczZsxQqqp6gb8giO5NcnoO3vs1Bj9FJelM93O3xgt9WiCUiSAR1QIev2v4FPCtW7cQFxcHe3t7uLi41FQ1dYYNiKhq/om/gXd+PoXjl9J1prdxs8YLfZqjr68zE0EiqjE8fiuQAIaEhKB9+/YICAhAQEAA2rVrB1NTU6Xiq9fYgIiqTkSw4/QVLNpxBieTMnTe83W1xguhzdGPiSAR1QAevxVIAOfOnYvjx4/j2LFjOH/+PFQqFZo3b65NCEteTk5OSsVcb7ABEVWfiCDi9BUsijiDE5d1E8HWrsU9gv3bMBEkIuXw+K3wKeCDBw9i+PDh6NatG4yMjHD06FHExMRApVLB2dkZSUlJdy+kAWEDIlJOSSL4ccRZRF/WPTXc3tMWrw9qjY5e998jJYmo9vH4rfBdwM888wyWLFmChx56SDtt27ZtmDx5MsaNG6dkVUR0n1GpVAj1dUaf1k74M6Y4ESy5RvBoYhr+tzQSfX2d8dqAVmjmZFnH0RIRNWyK9gCam5vj5MmT8Pb21pm+ZcsWfPTRR9i5c6dSVdUL/AVBVHNKrhFcsD0GZ69kaacbqFUY2dEDL4Y2h5OVflxvTETK4vEbUHQE1o4dO2LlypVlprdt2xYHDx6sdvlLliyBl5cXTE1NERwcXOkyf/jhB6hUKgwfPlxnuohg1qxZcHV1hZmZGUJDQ3H27Nlqx0lE1adSqdDX1xm/vtAd741oCycrEwBAkUaw5kAier2/Cx/9cQZZeYV1HCkRUcOjaA/g4cOH8cADD2DEiBF46aWX4Ofnh/z8fLz88svYunUrEhISqlz22rVrMXbsWCxduhTBwcFYtGgR1q1bh9jY2DveYBIfH49u3brBx8cHjRo1wubNm7XvzZ8/H+Hh4Vi5ciW8vb0xc+ZMREdH49SpU5W6k5m/IIhqz638QizfG4eluy/oJH0OlsZ4OLAxGpkbw8rUCNZmhrAyNYKVqSGsTYv/b21qBDNjgzqMnojqEx6/a2AcwJiYGEydOhV//vknjIyMoNFoYGhoiK+//hqPPfZYlcsNDg5Gx44dsXjxYgCARqOBh4cHnnvuOUyfPr3cZYqKitCjRw88+eST+Ouvv5CWlqZNAEUEbm5umDZtGl5++WUAQHp6OpydnbFixQqMGjXqrjGxARHVvutZefj0z3P4bn8CCjWV3311aWqPBY+0Q2M78xqMjogaAh6/FT4FDACtWrXCjh07EBcXh3Xr1mHTpk24cOFCtZK//Px8HD58GKGhodpparUaoaGhiIyMrHC5d955B05OTnjqqafKvBcXF4eUlBSdMm1sbBAcHFxhmXl5ecjIyNB5EVHtsrc0wVsPtsGOsJ4Y3Na10svtO38dgz7+C7+fTKnB6IiIGgZF7wIurUmTJmjSpIkiZV27dg1FRUVwdnbWme7s7IyYmJhyl9m7dy++/vprREVFlft+SkqKtozbyyx573bh4eF4++237zF6IqoJXg4WWPJ4B7x2/RYSbmQjM7cQmbkFyMj599/cQu206MvpSE7PRUZuISavOoynunnjtQGtYGyo+G9gIqIGQdEEMD09Ha+88or29O+ff/4JV9fK/0JXSmZmJp544gksW7YMDg4OipU7Y8YMhIWFaf/OyMiAh4eHYuUT0b3ztDeHp/2dT+um5xRg+obj+PVE8Y+7r/fG4Z+Em1g8uj08GvGUMBHpH0V//k6ZMgXR0dFYsGABEhISkJOTAwB46aWXtNfuVYWDgwMMDAyQmpqqMz01NbXcZwyfP38e8fHxGDp0KAwNDWFoaIhvv/0WW7ZsgaGhIc6fP69drrJlAoCJiQmsra11XkRU/9mYGeGzxzvgnWFtYGxQvNs7djENgz/5C7/xlDAR6SFFE8Bff/0Vn332GUaMGAEDg//uuOvfv3+5w8NUlrGxMQIDAxEREaGdptFoEBERgZCQkDLzt2rVCtHR0YiKitK+HnzwQfTu3RtRUVHw8PCAt7c3XFxcdMrMyMjAgQMHyi2TiBo2lUqFsSFe2PBMF3j+2+uXkVuI/1t1GG9vPYn8Qk0dR0hEVHsUPQUsIrCysiozvXnz5tUeXy8sLAzjxo1DUFAQOnXqhEWLFiE7OxsTJkwAAIwdOxbu7u4IDw+Hqakp/Pz8dJa3tbUFAJ3pL774IubOnYvmzZtrh4Fxc3MrM14gEd0/2ja2wc/Pd8OMDdH4JToZAPDN3/E4nHATCx/1RzOnsvswIqL7jaIJ4MCBA7F69WrMnj1bZ3p2dna1H+Q+cuRIXL16FbNmzUJKSgoCAgKwfft27U0ciYmJUKvvrUPz1VdfRXZ2NiZPnoy0tDR069YN27dvr9QYgETUcFmbGmHxY+3ReX8jzPn5NPKLNDh+KR2hC/ege3MHPNG5Cfq0doaBunr7LSKi+krRcQATExMRFBSEKVOm4P3330d0dDRcXV3xxBNP4MaNGzqnW+8HHEeIqOE7cTkdU9YcQcL1WzrT3W3N8FiwJ0Z19IC9pUkdRUdENYHH7xoYCPrcuXOYMmUK/vjjD9jb2yMzMxPW1tbYtm0bgoKClKyqzrEBEd0fsvIKseZAAr7bn4jEG7qJoLGBGoPbuWJM5ybo4Glb7bMZRFT3ePyugQSwRGJiIo4dOwYjIyMEBwfDzs6uJqqpU2xARPcXjUaw+8xVrNqfgJ2xV3D73rGNmzUmdvfGkHZuMDLgGIJEDRWP3wokgEuWLEHPnj3L3HShD9iAiO5fiddvYfWBBKz95yLSbhXovOdua4ZJ3b3xaEcPmBvX2Hj6RFRDePxWYBiYlJQUjBo1Cr1798aGDRug0XAoBSJq+DztzTFjUGvsn9EH7z/SDu0a22jfu5yWg7e2nkLX9/7ExzvO4mZ2fh1GSkR07xQ7BZycnIw//vgD8fHxmDVrlhJF1nv8BUGkP0QEh+Jv4vNd57Az9qrOe2ZGBhjVyQMTu/vA3dasjiIkosri8VuBBDAxMRGenp6Vnv/y5ctwd3evTpX1BhsQkX46nZyBL3afx9bjySjS/LcLNVSrMKSdK0Ka2qONmw2aO1vCxNDgDiURUV3g8VuBBNDZ2RnDhw/HxIkT0bFjx3LnSU9Px48//oiPP/4YkydPxvPPP1+dKusNNiAi/Xbxxi189dcFrP3nInILyl7+YqhWoZmTJXxdreHr9u/L1Rq25sZ1EC0RleDxW4EE8Pr165g3bx6WL18OU1NTBAYGws3NDaamprh58yZOnTqFkydPokOHDpg5cyYGDRqkVOx1jg2IiADgelYeVu6Lx8rIBKTnFNx1flcbU/g4WsDHwbL4X0dL+DhYwN3WDGoOPk1U43j8VvAawJycHPzyyy/Yu3cvEhISkJOTAwcHB7Rv3x79+/e/L+8SZgMiotJy8otwNPEmTiVn4FRSBk4lZ+DslSyd08R3YmKohreDBXwcLdDaxRqdm9qjXWMbnkYmUhiP3zU4DqA+YAMiorvJLSjCuStZOJWUgZNJ6TiZVJwUVqanEChOCgOb2KGzjz06+9jD34MJIVF18fjNBLBa2ICIqCpEBDey83HhWjYuXM3ChavZ2v8nXL+Fwjv0GJZOCHu2cES7xjZ8OgnRPeLxW4EE8Pjx4/Dz84NaXbkhBU+ePImWLVvC0LDhD57KBkRESiss0iDhxi0cTriJ/Reu48CFG7icllPh/J6NzDGknSuG+ruhlYsVk0GiSuDxW4EE0MDAACkpKXB0dKzU/NbW1oiKioKPj091qq0X2ICIqKaJCC7dzEHkhet3TQibOVliaDs3DPF3RVNHy1qOlKjh4PEbqHY3nIhg5syZMDc3r9T8+fkcMZ+IqLJUKhU8GpnDo5E5Hg3y0CaEf529hm3Rydh3/hpKzhifu5KFj3acwUc7zqCNmzWGtHODv4cN3GzM4GJjClMjXjtIRMWq3QPYq1evez7lsGbNGri6ulan2nqBvyCIqK5dzczDryeS8fOxZByMv3HHee0tjOFqawpXGzO42hT/62JjAksTI5gZGcDMWA1TI4N//28AcyNDmBqrYWyg5qlluq/w+M2bQKqFDYiI6pOktBxsi07G1mNJOHYpXbFyLU0MMe8hPwwLuD+e4kTE4zcfBVctbEBEVF8lXM/GrtiruHTzFpLSc5GcloOU9FykZuZVelzC0owMVPj2yWCENLWvgWiJaheP33wUXLWwARFRQ1NYpMHVrDwkpeUiOT0HVzLykFNQhJz8IuQUFOFWfhFyS/19JTMPp5MzAAA2ZkbY9GwX+PAGE2rgePxW4CaQU6dOYd68eejbt+9dHwW3YMGC++pRcEREDY2hgfrfawDNANjddf7CIg0mfvsPdsVeRXpOAZ5ccQgbn+2KRhZ8njFRQ6boo+C2bduGv/76i4+CIyK6j2TmFuB/SyMRk5IJAOjk1QirJnbiE0moweLxW8EEMCEhAcePH4ezszM6deqkRJH1HhsQEemLy2k5GL7kb1zNzAMAPNTeHQsf9efdwdQg8fgNVO7xHXfx/fffo0WLFhg2bBhCQkIQFBSEq1evKlE0ERHVA+62ZvhqbBBMjYoPG5uOXsanf56r46iIqKoUSQDffvttPPbYY4iJicHvv/8OAJg+fboSRRMRUT3h72GLRSMDUNLpt/CPM/gp6nLdBkVEVaLIKWBjY2OcOXMGXl5eAICYmBgEBgYiOzu7ukXXa+xCJiJ99MXu8wj/NQYAYGyoxveTghHYpFEdR0VUeTx+K9QDWFhYqPMouFatWkGj0SAlJUWJ4omIqB6Z3MMHozp6AADyCzWY9O1hJF6/VcdREdG9UCQBBICVK1di3759yMrKAgAYGhri1i3uEIiI7jcqlQpzhvuha7PiQaFvZOdj3DcHsfjPs9h09BIOxt3A5bScKg04TUS1Q5FTwD179kRUVBQyMzOhVqvh7e2N+Ph4vPrqqwgNDUVQUBCsrKyUiLdeYRcyEemz9JwCjPjsb5y/Wv7lPgZqFVxtTOFuawZ3OzN4NjJHMydLNHOyhLeDBYeRoTrD47fCzwI+e/YsDh8+jCNHjmhfaWlpUKvVaN68OU6fPq1UVfUCGxAR6bvE67fwxPIDSLjHU8BqFdDE3gJNHS21SWFzJ0s0sjCGSgWoVap/X8U9jgbq//6v/vd9A7VKO6+Bqvj/HJaGKoPHb4UTwPLExcXhn3/+wdGjR/Huu+/WZFW1jg2IiKj4OsDYlExcTruFSzdzcDktB5dv5mj/n55TUGuxqFSAkVoNT3tztHSxQitnK7RwsUIrFyt42JlDrWaCSDx+A7WQAN7P2ICIiO4uK68Ql2/mIO5aFs5d+fd1tfjf3AJNrcVhZmSAFs6WaOFsBV83awxq6wpna9Naq5/qDx6/mQBWCxsQEVHVaTSCy2k5OHc1C+evZOH81Szcyi+CRorf00jJ67+/iwSQkuka6M4jAo1GcCu/CPHXs1FQdOfDm6FahQF+LhjXxQtBTex4+liP8PjNBLBa2ICIiOqngiIN4q9lIzY1E7EpmYhJycSZ1Ewk3riF8o56vq7WGNelCR70d4eZMW9Oud/x+K3gMDC1YcmSJfDy8oKpqSmCg4Nx8ODBCufduHEjgoKCYGtrCwsLCwQEBGDVqlU684wfPx4qlUrnNWDAgJpeDSIiqmFGBmo0d7bCkHZumNavJZaNDcLuV3rj5Nv9sXlKV0zt3Qz2Fsba+U8lZ+C1DdHoHB6Bd7ed5riGdN9rMD2Aa9euxdixY7F06VIEBwdj0aJFWLduHWJjY+Hk5FRm/l27duHmzZto1aoVjI2N8fPPP2PatGn45Zdf0L9/fwDFCWBqaiq++eYb7XImJiaws7OrVEz8BUFE1HDlFRZhW3QyVu5LQNTFNJ33VCqgWzMHNHW0hJutKVxtzLT/OlmZwNCgQfWf0G14/G5ACWBwcDA6duyIxYsXAwA0Gg08PDzw3HPPVfq5wx06dMDgwYMxZ84cAMUJYFpaGjZv3lylmNiAiIjuD8cupmFlZDx+PpaM/KI735hioFbB2coErrZmcLQ0gaWpISxNDGFlWvyyNDGCpakhrEwMYWlqCBszI9iZG8PO3IiJYz3B4zdgWNcBVEZ+fj4OHz6MGTNmaKep1WqEhoYiMjLyrsuLCP7880/ExsZi/vz5Ou/t2rULTk5OsLOzwwMPPIC5c+fC3t6+3HLy8vKQl5en/TsjI6OKa0RERPWJv4ctFnoE4I1BrfHDoYtYvT8BSem55c5bpBEkpedW+P6d2JgZwd7CGHYWxmhkYYxG5sZoZGmMvr7O6OBZubNPREpoEAngtWvXUFRUBGdnZ53pzs7OiImJqXC59PR0uLu7Iy8vDwYGBvjss8/Qt29f7fsDBgzAiBEj4O3tjfPnz+P111/HwIEDERkZCQODshcBh4eH4+2331ZuxYiIqF6xtzTBlN7N8EzPpkjOyEVyWvFYhsnpxf9PSs9FcnoOktNycT07/57LT88pKB4X8Zru01OW7j6PKb2a4cXQ5uwlpFrRIBLAqrKyskJUVBSysrIQERGBsLAw+Pj4oFevXgCAUaNGaedt27Yt2rVrh6ZNm2LXrl3o06dPmfJmzJiBsLAw7d8ZGRnw8PCo8fUgIqLapVarih9hZ2uGoArmyS0ows1b+cjKLURmXiGycguR9e+/JX9n5hYgLacAN7Lzta+b2fnIzCvUKUsEWLzzHA7F38Cno9vDieMTUg1rEAmgg4MDDAwMkJqaqjM9NTUVLi4uFS6nVqvRrFkzAEBAQABOnz6N8PBwbQJ4Ox8fHzg4OODcuXPlJoAmJiYwMTGp+ooQEdF9w9TIAK42ZoDNvS+bX6jBzVvFCeGfMVew8I8zKNIIDsTdwKBP/sLHo9qjazMH5YMm+leD6Gc2NjZGYGAgIiIitNM0Gg0iIiIQEhJS6XI0Go3ONXy3u3TpEq5fvw5XV9dqxUtERHQnxoZqOFuborWrNab0boa1kzvD5d9ev2tZ+Rjz9QEs2lGcFBLVhAaRAAJAWFgYli1bhpUrV+L06dN45plnkJ2djQkTJgAAxo4dq3OTSHh4OP744w9cuHABp0+fxocffohVq1ZhzJgxAICsrCy88sor2L9/P+Lj4xEREYFhw4ahWbNm2mFiiIiIakOQVyNse6E7erZwBFB8SnjRjrMYu/wArmZW3HFBVFUN4hQwAIwcORJXr17FrFmzkJKSgoCAAGzfvl17Y0hiYiLU6v/y2ezsbDz77LO4dOkSzMzM0KpVK3z33XcYOXIkAMDAwADHjx/HypUrkZaWBjc3N/Tr1w9z5szhaV4iIqp1jSyM8c34jvh893l8+HssNAL8fe46Bn3yFz4Z1R4hTcsfoYKoKhrMOID1EccRIiKimnDgwnU89/1RXPm390+tAkZ29MQjgY3RwdOWzy2uJh6/mQBWCxsQERHVlGtZeXhpbRT+OntNZ7qXvTkeat8YD7V3h6e9eR1F17Dx+M0EsFrYgIiIqCYVaQSf7zqHxTvPIbeg7BNKOnrZ4aH2jTG4rStszI3qIMKGicdvJoDVwgZERES1ISuvEL9GJ2PT0cuIvHAdtx+5jQ3V6NnCEY5WJjBSq2BkoIahgRpGBioYqtUwNFDByEAFK1MjtHW3QUsXKxjp8YDTPH4zAawWNiAiIqptSWk52Bx1GZuOXMbZK1lVKsPUSI12jW3R3tMW7T3s0MHTVq8Gn+bxmwlgtbABERFRXRERnEzKwIYjl7D1WBKuZd37o+lKc7c1Q3tPWwR42MLX1RqtXa1hZ2GsULT1C4/fTACrhQ2IiIjqg8IiDeKvZyO3QINCjaCwSIOCIkGhRoPCIkFBUfH0lPRcHL2YhqOJN3HpZs5dy3W1MdUmg75uxf82aWQOtbph34XM43cDGgeQiIiIymdooEYzJ6t7WuZKZi6OJqbhaGIajiTexPFLaWVuNElOz0Vyei4iYq5op5kbG8DbwQLO1qZwtjaBk5UpnK1N4WLz3//tLYwbfJJ4v2MPYDXwFwQREd0vCos0iEnJxMmkdJxKysDp5EycTs5AZl7hPZdlqFahfxsXfDwqAIb18GYTHr/ZA0hEREQo7kX0c7eBn7uNdpqI4NLNHJxKzsDp5AycSspATEomktJyUHiH5xQXagS/RCcjyMsOE7p610b4dI/YA1gN/AVBRET6SKMRXM/OR2pGLq5k5iI1Iw+pGcX/pqTnYGfsVQCAlYkh/ny5Fxyt6tcjVnn8Zg8gERER3SO1WgVHK5N/EzubMu+/su4Y1h2+hMy8Qrz3aww+fNS/9oOkO6p/J+aJiIioQXttYCtYmxb3MW04cgmHE27UcUR0OyaAREREpCgHSxNM69dS+/fMzSdRdIdrBqn2MQEkIiIixT0e7InWrsXX151KzsDqAwl1HBGVxgSQiIiIFGdooMacYW20f3/wWyyuZ+XVYURUGhNAIiIiqhFBXo0wooM7ACAjtxDzt8fUcURUggkgERER1ZgZA1vDyqT4hpAf/7mEI4k36zgiApgAEhERUQ1ytDLBS31baP+e9dMJ3hBSDzABJCIioho1NqQJWrkUP6v4xOUMfH8wsY4jIiaAREREVKMMDdR4+8H/bgh5/7dY3MjOr8OIiAkgERER1bhgH3sMD3ADAKTnFOD933hDSF1iAkhERES14vVBrWH57w0hPxy6iGMX0+o2ID3GBJCIiIhqhZO1KV4MbQ4AEAGmrTuGy2k5dRyVfmICSERERLVmXBcvtHC2BACcu5KFBz/diwMXrtdxVPqHCSARERHVGiMDNZaOCUQTe3MAwPXsfDz+1QF8t5+PiqtNTACJiIioVvk4WuKnKV3RvbkDAKBQI3hz8wnM2BiN/EJNHUenH5gAEhERUa2zNTfGN+M7YlJ3b+207w8m4rFl+3E1k88MrmlMAImIiKhOGBqo8cZgX3w00h/GhsUpyT8JN/Hg4r04fimtboO7zzEBJCIiojr1UPvGWPd/IXCxNgUAJKfn4n9LI7H56OU6juz+xQSQiIiI6py/hy22PNcVgU3sAAB5hRq8uDYK7247zWcH1wAmgERERFQvOFmZYs2kYIwM8tBOW7kvHnHXsuowqvsTE0AiIiKqN0wMDfDew23xzrA2MFSrsOCRdmjmZFXXYd13GlQCuGTJEnh5ecHU1BTBwcE4ePBghfNu3LgRQUFBsLW1hYWFBQICArBq1SqdeUQEs2bNgqurK8zMzBAaGoqzZ8/W9GoQERHRHahUKowN8cKf03phWIB7XYdzX2owCeDatWsRFhaG2bNn48iRI/D390f//v1x5cqVcudv1KgR3njjDURGRuL48eOYMGECJkyYgN9++007z4IFC/DJJ59g6dKlOHDgACwsLNC/f3/k5ubW1moRERFRBTz/HSyalKcSkQZxZWVwcDA6duyIxYsXAwA0Gg08PDzw3HPPYfr06ZUqo0OHDhg8eDDmzJkDEYGbmxumTZuGl19+GQCQnp4OZ2dnrFixAqNGjbpreRkZGbCxsUF6ejqsra2rvnJERERUa3j8biA9gPn5+Th8+DBCQ0O109RqNUJDQxEZGXnX5UUEERERiI2NRY8ePQAAcXFxSElJ0SnTxsYGwcHBFZaZl5eHjIwMnRcRERFRQ9MgEsBr166hqKgIzs7OOtOdnZ2RkpJS4XLp6emwtLSEsbExBg8ejE8//RR9+/YFAO1y91JmeHg4bGxstC8PD49y5yMiIiKqzxpEAlhVVlZWiIqKwqFDhzBv3jyEhYVh165dVS5vxowZSE9P174uXryoXLBEREREtcSwrgOoDAcHBxgYGCA1NVVnempqKlxcXCpcTq1Wo1mzZgCAgIAAnD59GuHh4ejVq5d2udTUVLi6uuqUGRAQUG55JiYmMDExqebaEBEREdWtBtEDaGxsjMDAQERERGinaTQaREREICQkpNLlaDQa5OUVP2Da29sbLi4uOmVmZGTgwIED91QmERERUUPTIHoAASAsLAzjxo1DUFAQOnXqhEWLFiE7OxsTJkwAAIwdOxbu7u4IDw8HUHy9XlBQEJo2bYq8vDxs27YNq1atwueffw6geIyhF198EXPnzkXz5s3h7e2NmTNnws3NDcOHD6+r1SQiIiKqcQ0mARw5ciSuXr2KWbNmISUlBQEBAdi+fbv2Jo7ExESo1f91aGZnZ+PZZ5/FpUuXYGZmhlatWuG7777DyJEjtfO8+uqryM7OxuTJk5GWloZu3bph+/btMDU1rfX1IyIiIqotDWYcwPqI4wgRERE1PDx+N5BrAImIiIhIOUwAiYiIiPQME0AiIiIiPdNgbgKpj0oun+Qj4YiIiBqOkuO2Pt8GwQSwGjIzMwGAj4QjIiJqgDIzM2FjY1PXYdQJ3gVcDRqNBklJSbCysoJKpVK07IyMDHh4eODixYvl3qF0t/cb4jz1KRauE9e7PsfCdeJ61+dYanOdqkpEkJmZCTc3N50h5PQJewCrQa1Wo3HjxjVah7W19R0b/t3eb4jz1KdYlJqnPsVSm/PUp1iUmqc+xaLUPPUpltqcpz7FotQ89SkWpeapTBlVoa89fyX0M+0lIiIi0mNMAImIiIj0DBPAesrExASzZ8+GiYlJld5viPPUp1iUmqc+xVKb89SnWJSapz7FotQ89SmW2pynPsWi1Dz1KRal5qlMGVR1vAmEiIiISM+wB5CIiIhIzzABJCIiItIzTACJiIiI9AwTQCIiIiI9wwSwARARxMXF4cSJExW+Hx8fj5MnT961rMLCQhw/fhyJiYnVjunChQs4fvx4tcq5Wx0JCQl3Xa87bZ/ExERERkbedfm7bb/KxFLZuu70WVYmnpycHFy6dOmu9VSmTdztc7yXtnW3es6fP3/H9nK3baPRaBAdHX3HbVyZz0mpz7uyn0NNf09K6rlbu6pPKrPtgDtvv8ruH06dOoU1a9bcsY67tYe7lVHZeO5ln1bddlPZfY0S7bMy3+/KlFHd/R7dI6F669q1a7J+/XoZM2aMtG7dWoKDg8u8v3btWhk7dqy0bNlSOnToUG45Go1G4uPj5ZNPPpH//e9/YmpqKk888US581UmpnXr1smYMWPEz89PxowZc89l3G2e0uvl4eEh7du3L3e+69eva2Mpb/skJiZKp06dZPTo0Xetp6LtV9lYKlPXnT7LysZz8+ZNGTVqlHTt2rXK6ySiu+38/f1l3LhxVSqnsp9lRfWUzHOnbZOUlCSLFy+WHj16SIsWLeSFF16443pX9Dkp+XlX5nO40/YtkZqaKlFRUTrTKvMdKl3P3drVvZR7t3nKi/dey7jbthO5836msp9RiU8//VRsbW3LraMybfxOZVQ2nsrGXJl2c7fte7f94u31lLcfr2xdlfl+38v+vqr7PaoaPgqunrl16xYOHTqEH3/8EadOnUJOTg7c3Nzw+OOPY+bMmTh48CBycnLw448/4sSJEzAyMoK1tTUSExPh7u6Omzdvws7ODgBw/fp17Ny5Exs3bkRcXBysrKyg0WiQl5cHc3NzAMCRI0ewbds27Ny5E6amphgyZAgeffRR2NvblxtTdHQ0cnJy4OHhgWeffRYDBgyoVBl3m+f2OlQqFWxtbXHp0iV4eXkhOzsbFhYWOvMdOnQIhoaGcHFxwWOPPYaZM2ciOjoabdu2xbp16/DCCy+gcePGeOGFF8pdl4q2n4mJyV1jMTc31z7/+U51/fPPP/jxxx9x8uRJ5OTkwNXVFY899hhmzZqF6OhoNG3a9I7xXL9+Hfb29rhx4wZWr16N+fPnw8LCAu+88849rZOdnV2F227MmDF44IEHKl3OkSNH8Msvv2DXrl0wMTHBwIEDMXLkSDg5OWnjOXjwINatW4eoqChYWFjA0tISjz/+OB544IFKbZuDBw/iypUr+Pzzz5GcnAx7e3sEBgYiODgYgYGBlW4zKpVKkc/bzMwMarW60p9D6e9uyfYt7caNGxg7diy2bdsGV1dXDBkyBI0aNcLBgwdhbGyMIUOGYNSoUTrfocruI0q+A7erzPPKK5rn9ngnT56MqVOnauMr3SZuj1+j0dx125X3eZbsZ5555hn06NEDu3fvvuv+oTQRgUqlwqRJkzB9+vRKfd9K7z8rKqNt27b33PYqu0+rqN1U5jtX3ne7dJsove6378f79etX6fZQme/3vcRb1f0eVR/HAawnoqOjsWHDBkRGRiItLQ12dnbo0KED+vbti5CQEMTExODxxx9HRkYGXF1dYWtri969e8PFxQUbNmxARkYG3nnnHXTv3h1//vkntm7dqv2Su7m5YcCAAWjSpAneffddWFtb44033sCSJUuwdu1a2Nraom3btsjKysKxY8fQrVs3zJo1C9bW1ti0aRMiIyNx48YNNGrUCN27d8fQoUMREBCAEydO4Omnn8aBAwdgZ2dXbhk+Pj6YMWNGhfWMHj0aiYmJ2L9/P9LT02Fra4vu3bujU6dOWLZsGc6dO4elS5fC2NgYmzZt0s5nZWWFvXv3YubMmXj99dcBAKNGjYKNjQ1CQ0Px+uuvo0OHDli8eDEcHR0RFRWlXf7mzZvlbr+xY8fi4sWLd42lU6dO2s9t3bp1d63rxIkT+N///oepU6fC19cXFhYWGDBgAK5evQoHB4cK43nnnXfQq1cvZGVlYdasWdi+fTt69eqF559/Hq1atarUOr3zzjuwtbXVzpeWlgZra2vs3bsXs2bNwowZMypdTtOmTTFjxgz8+OOP2s8yOzsbx48fR0hICB5++GGkpqZqyzE1NcXevXsxaNAgfPLJJ/Dx8UFUVBQ2btyIAwcOVLhtHn74YURFRcHJyQlt2rRBp06dEBwcDD8/PxgYGOjEW9HnFBYWhrNnzyr6eVf0OZT+7paUU/Ld7dq1K4yNjVFQUAAjIyNtu/nhhx8wffp0vPXWW1i6dCkOHjwIMzMzhISEICsrC0ePHkW3bt3w1ltvoXv37pXaR0RHR+P111+HpaUlnnrqKbRq1QrXrl1DdnY2/Pz8EBcXh/Pnz8PV1RUWFha4evVqufOYmprCzc1Ne7AuHe+SJUuQnJyMlStXolevXpg8ebJOm2jXrl258Ve07QBoP8/y9jMAsGbNGvz+++/IycmBt7f3HT+jkoTtdoGBgVCr1WjUqNFdv28VldGzZ0+4uLigVatWlW57d2pXRkZG2nZ848YN2Nvbo3379ggNDUWPHj1gbGyMixcvVvo7V/q7XXq/2K9fP1y7dg0ODg5ltm9BQQEyMzOxb98+5ObmYvz48eW2hyZNmiAhIUFnP1He9/te4q3qfo8UVJfdj/SfRx55RNzd3WXatGmyfv16uX79us77kydPFh8fH7GyspL169dLdna2XLp0SZ544gl5/PHH5cyZM9p5+/XrJ71795Y33nhD/vjjD8nJyZH8/Hx5+OGHpW3bthIbGysTJ04UGxsbeffdd+X48eNy9epVERG5ePGijB49Wjp16iQTJ06UgIAACQsLk4iICMnNzZXc3FzZuXOnvPrqq+Lu7i5qtVratWt3xzLuVI+jo6N06NBBpk6dKuvWrZMrV66IiMgbb7whjRs3lt9//127/iXzbdiwQbKysuTll1+Whx56SLve33//vTg5OYmDg4M8/fTTkpmZKSLFpyBKlp8yZUqF2690HXeKpaTMuXPn3rGuqVOnypYtW+Thhx+WyZMni4hIYWGhiIh0795dzMzM7hjPzZs3ZcmSJeLm5iaOjo7y0UcfSXp6ujaGSZMm3XWdKtp2YWFh8vDDD4uIyFNPPVWpcsaPHy82NjYyb948OX78uFy7dk1ERK5cuSJTpkyRRo0aSWBgoEyZMkV27Ngh8+fPF3Nzc3nwwQelSZMm8u6778q4cePuum0CAwPFyMhItm3bJjdv3tT5HhQVFWnX+06fk5Kf990+h0ceeUScnJzk+eefl40bN2q3S4mTJ0/KwIEDddrP7NmzpVWrVvLkk0+KjY2NjB07VmxsbLTLJiYmysiRIyUkJESnnjvtIx577DExNjYWlUolbdq0EZVKJS1atJDQ0FDx8PCQtm3bio+Pj6hUKrG2tq5wnuHDh4uZmVm58ZbYunWr2Nvba+MPDw/XaRMl8Xfs2PGO206j0dxxP9OuXTuxsbERY2NjsbW1veN3srS8vDyJi4uTrVu3ymuvvSZmZmZiZGR01zZ+pzJcXFzE3Ny80m3vbu3qlVdeka5du8q0adNkz549Zdq6SOW+c7d/t6dNm6b9bouIDBgwQNRqdbnbt3Xr1qJWq0WtVouhoWG57WH8+PHi7e0tkydPvuv3e/To0ZWKtzr7vXu5RILujAlgPfHJJ5+It7e3zjSNRiNFRUUiInLmzBnZtGmTdOrUSWJiYuTAgQPywAMPyMMPPywXLlwQEZHc3FwpKiqSY8eOaROtEi+++KIEBgbK2bNnZc+ePaJSqeTzzz+XrKysMrEkJSWJo6OjfPvtt9qd17Fjx+S9996ToUOHSlBQkPj7+wsAmTRpksTFxZVbho2NzV3rsbOzk2+++UZn+ueffy4tWrSQ7du3a6edOXNGzp49qzPfpk2bxNzcXC5duiSXLl0SX19fMTQ0lFdeeUWys7NFpDhhKCwslDNnzsi5c+e0y5a3/U6dOiWxsbF3jSUzM1Oee+45sba2llmzZpVbV+lY9+zZIxYWFtr5bt68Kd27d5cHHnhAMjIyyo3n+vXrMnPmTOnTp4+EhYVJYmKitryrV69KYmKinDlzRk6ePHnHdSooKJCYmJgy227fvn1ibW0teXl5ldo2v/32W4WfpUajkVu3bom9vb3OZ9mxY0eZOHGi3Lx5U7755hvx8PCQZs2aydy5c7XJy+3b5uTJk2JnZycdOnTQbhuNRiOFhYXaHX/J9i19ILj9c1Lq875+/brMnj37jp/D4sWLxcXFpcw2Kfnu7tmzR4KDgyU6Olr7/ooVK8TV1VVUKpUsXbpUUlNTpUmTJrJnzx7tPImJieLk5KRNGO62j4iLi5O1a9dKYGCgzJgxQ8zNzUVE5J9//pFLly7JxYsXpXPnzmJrayunT5+Wjz76qNx52rdvL4aGhvLHH3/oxOvj46P9OzMzU5ydnbXxl3x+pR0/flzMzc2lffv2FW47EZGYmBjt/qr0fiYgIECCg4PlgQceEJVKJUOHDpWMjIxyv5Mixd+/lJQU2bNnj8ydO1e6du0qNjY20qJFC5k6dapYWlrKtm3bRKTi70pBQUGFZcyePVssLCzkq6++0qm3vLZ3+/etvJh37Ngho0ePlj179sjGjRvlp59+kp07d8qyZcvk559/lsWLF4tKpZLp06fLxYsXy3zu5X3nRIq/2+bm5pKfn6+NR6VSyZ49e8rsxzt16iSPPvqofPvtt2JiYiImJiZl2kPv3r3FwcFB9uzZo7Net3+/HR0dBYA89thjd4x3xYoV2ulV2e+JiOTk5AhVHxPAeiI7O1uMjIzk1KlTIvLfrxyNRqP9In/11Vfi7+8vy5cvl65du8rTTz+t3fGW/kKUzC9S3Kvy7LPPiq2trWzevFlERD7++GNp2bKl7Nq1SyIjI8uNZ+rUqfLUU0/JihUr5NFHH5WQkBDp3LmzPPbYY/LFF1/IW2+9Jb6+vndcpx49elR44XTpep588knt3x999JGYmJjI+++/r40/IyNDjhw5In/++afOsuHh4aJSqcTe3l6cnJzE0NBQnn322TvWJyLy888/V2r7lRdLXFycPPTQQ9KiRQv59ddf71pXXl6eiIi0a9dOgoODZcyYMTJo0CCxsbHR7ghvj6eoqEhCQkJEpVJJu3btZNq0abJs2TJ58cUXJSQkREaPHi1hYWHi6ekpjz322D2tU0FBgRQVFUlRUZG0adNGvv76axERuXXrlly4cEE++OCDcsuZP3++dO/eXadtlShpqxMmTJApU6aIiMj69evF0tJSYmJitPOlp6fLvHnzpFWrVvLII49IQUGBdtt07txZHn/8cW1vxezZs7UJdWlFRUWSmpoqf/zxh/ZgWt7nlJ6eLkePHpWIiIgqf975+fnSuXNnUalU4uPjI6+++mq5n0Pjxo1FpVLJ7t27y20DOTk54uLiIvv27dNOW716tTRt2lSb0F28eFEGDRokn3zyic6yzz33nPYC/XvZRxw7dkxsbGxk165d2s992rRpMmLECO1NHDdu3Ch3nmHDhomDg0OZeLt37y5Hjx7Vxuvr6yvOzs7lrnNRUZF07dpVAIitrW2F266kDS9btkxGjhwpnTt31u5n1q5dKydPnpTRo0fL0KFDJTExscLPes2aNfL888/Lgw8+KI6OjuLi4iITJ06U/fv3a2N68cUXpX///hW2h8OHD8uSJUtkyJAhdy2jRGX2VxXFfPDgQfHz8xNLS0tp3ry5th0NHDhQevfuLVZWVuLs7CwdO3bU6dEr/dmX/s6V/EgqLCyUjh07ytq1a7Xzf/jhhzJs2LAy+/HSP5ImT54shoaGd2wzJcr7fr/99tvi7e0tHTt21NlGFcWrxH6Pqoc3gdQT5ubmCA0Nxeeff44FCxbA1NRUey2KkZERcnNzsXXrVhgZGeHQoUPYt28fzMzM8MorryAyMhItWrSAl5cXTp8+DTc3NyxevBhqtRoLFy7Er7/+ilWrVmHIkCE4ffo0Nm/ejLS0NPTq1Qvdu3fHnj17ysTj7++PiIgIRERE4I8//sDrr7+OPn36oH379gCAsLAwBAQEIC8vD0ZGRlCry44oZGxsDBsbGxQUFMDQ0LDc62r8/f2xc+dOAMDmzZuxePFihIeH46WXXsLly5fx119/YcOGDdiyZQtMTEyQnp4OlUqFL7/8Er///jsWLFiAr7/+GjExMfD09IS5uTlWr16NjIwM7TVDmZmZyM/Ph5eXF0JDQ/HLL79UuP1OnToFd3d39O/fv9xY3nnnHZw+fRoGBgY4ePAgrl+/XqaugoICeHp6om/fvjA2NgYALF++HCtWrEBERASsrKwwd+5cDBkyBADKjefKlSsQEaSmpuK3335DXFwcAODJJ5+EoaEhvv76a1y8eBH5+fkVllG6Tbi6umLp0qUwNPzvKz969GgsXboUbdu2xZIlS7Bp0ybk5OSgsLCwTDkxMTFIS0vD888/j8WLF8PAwAAAtBf4azQaJCQkoGvXrgCAzz//HEOHDkXLli2Rn58PQ0NDWFtb4/XXX8eLL76I1atXa+NYvnw5li5disjISJiZmaFZs2aIj4/H77//jgEDBkBEkJ6ejri4OBw8eBDbt2/H3r17oVKp8MUXX1TYZn7++WeYmppi9OjRd/y83dzcKvy8ExMTISJITExEbm4ufv311zKfw+XLl+Ho6IhVq1ahR48eOttEpVLB1NQUfn5+WL9+PUJCQgAApqamuH79Orp164bc3FxYWlpi8ODBcHV1xbRp0/Dhhx8CAAYMGICPPvronvcR7dq1Q9++fbFo0SJ4eXlh2LBhsLCwwKJFi9CuXTsAgJ2dXbnzfPTRR3jzzTexYcMGnXivXLmivUHC0tISLi4u8PT0RG5uLkxNTQEAMTExWLZsGT788EM4OjpCpVLB0NCwwm138eJFFBQU4Ny5c0hNTcWIESPQu3dvBAUFadvo7t27sW7dOhw+fLjCz3rTpk0oKirC8OHD8dVXX+HBBx/Utq+SbTR69Gj07NkT3t7e5baHM2fO4OjRo/Dy8qqwjDFjxqBr164QEfz000/lxrNu3Tps3boVZmZmWLly5R3bp5GRETIyMnDr1i1MmDABBQUF2LRpE2JjY7Fw4ULEx8dj7969aN26tTaW279zPXr0AACo1WqICAwMDLBy5Uq4uLigqKgIR48exerVq3Hq1CksWLAAXbp00d5IVXrdHnvsMaxatarc9uDv7w8A2mtZly5dqvP9NjY2xuXLlxEaGgpHR0d8+eWXFcbbrVu3au/3CgoKyhxLqArqKPGkcuzcuVNCQkLkzTff1E47ffq0fPHFF9KlSxextLSUjRs3yrlz52TFihWydu1amT9/vnz33Xfy9ddfS8+ePcXR0VFUKpVs2LBBfvrpJ/H29pZXX31VNm7cKMOHDxcLCwsxMjISMzMz2blzp079pU+pDRo0SObOnSubNm0SOzs77WkmkeJf95s3bxZ3d3dtD1d5goKCtKcZK9K/f39566235LfffpO2bdvK6NGj5ZdffpFnn31We4qsS5cusmPHDtm6dav8888/sm3bNmnXrp321MfPP/8sHh4eEhAQID179pTGjRuLi4uLdOrUSWxsbMTNzU18fX0FgCxfvlzOnTsn3377bYXbD4B4enpqY3nmmWe0p7vatWsn9vb20q5dO+nevbs0btxYXF1dpWPHjmJjYyMuLi7Stm1bASDffPONnD59Wk6dOqU91bp3714pLCyUGzduaHu4jh07Viaejz/+WLp16yYODg4CQPtrPjk5WaZNmyYPPvigrFmzRvuZ3W2dStqEiGh7HyZOnCgqlUpUKpV07NhRvv76azl69Gi55bRp00bUarUAkPXr15f5HLdt2yZqtVp+//132bdvn5iZmZXbu/zZZ5/Js88+Kzt37tRpUyLFp4P27NkjEyZMEFNTUwEgzz33nHz55ZcyYcIE8fLyEhsbGxk0aJBs3bpVgoKCxMPDQ/s5/d///Z84ODiISqWSBx54QL777rtKbRsA4uXlVe7nHRISIt9++60UFhbKxYsXtT1tt38OP/74o9jY2MitW7fKbee//PKL+Pr6yhdffCEnTpyQp556Sjw8PMTV1VVu3bolBQUFkp+fL5cvXxaVSiWXL18WEZFZs2bJ888/rz3tXt4+IjY2VpYtWyZdunQRCwsL7edz+PBhMTAwkGHDhslzzz0nubm5OjFduXJFZ56pU6dq5ykvXh8fH53rDrds2SKurq6SmJio7c0tHf/169dl+vTpMnXqVImNja1w24kU90beflpv+vTp0q5dOzl16pRER0dr9w9bt27V+Yx69OghS5cu1V4yUKKgoEDbg6zRaESj0cinn34qf//9d7ntoXPnzmJvb6/zXSksLCzTTj/99FPZvn17hfurPn36yN69e+WLL76Q5s2bl9uuevToIevWrdMp948//hAzMzPt3/PmzRMzMzNZsGBBude9lf7O3e7cuXPyww8/yFNPPSU9e/aUVq1aiZGRkc4lD0VFRTrlHjp0SAICAsptD6WVnGIu/f3WaDSyadMmcXJyEi8vL/nss88qjPe3337Txni3/d6PP/4oIuW3Gao+JoD1zLfffiuNGjWS1q1bS5s2baR9+/bStGlT8ff3l2+++abMjuDKlSuyceNGeeyxx+TBBx+UBx98UIYMGSJr167VXhBestPp3r27NpHw8vKSzZs3y+bNm3VOFZS4ePGiNnEzNzfXfhFLa9KkiWzatEm7gyz5tyTGY8eOiZeXl/z0009lli2ZJzY2Vt5++20xMjISlUolnp6eYmBgIM2bN5cPPvhA0tLSdOrr37+/uLq6yrRp03R2TpmZmbJ9+3YZMGCAAJCHHnpIzp07J5mZmZKRkSHnzp2TWbNmlRl/q/T2GzJkiAwaNEisra1FpVKJh4eHGBgYSIsWLXQuRM7IyJD9+/fLRx99pL35Iz4+XtLT0yU/P19iYmIkMTFRXFxctKdwGjVqJN7e3jJ48GCxtbWVkJAQ6devn9jb2+uczigvnsGDB8vvv/8uW7dulQceeEDGjBkjERERZbbl3cpYvny5LFiwQIKDg0WtVouPj498+OGH2utqNBqN7N+/X3ta+PZyzMzMpEWLFrJx40YREUlLS5Po6GhZtGiRODg4yIMPPigFBQUycOBAGThwoE5Mubm5MmbMGDEyMpKePXtK27Zt5c0335Ts7Gw5fvy4zJs3TwYMGCBmZmbSqlUrGT9+vDRq1EjMzMzE09NTQkJCZPHixToXg7u5uQkA8fDwELVaLQEBAfLdd9/ptIvSp0lvX6eS74qNjY22nPI+bxGR/fv3y/fffy8iUuHnMHHiRJk3b5689tprMn/+fFm5cqXMnDlTvvnmG1m9erX07t1bGjVqJM7OzmJmZiYffPCBWFtbyyuvvCKfffaZrFixQvbs2SOOjo4yf/58ERH5888/yxzgS+8j/Pz8pE2bNuLg4CC+vr7a72laWpo899xzolKp5KmnntJek1WSEH3//ffSp08feeutt7TzlL7eSkQkLCxM7OzsxMPDQ4yNjXUOvJGRkfLiiy+KSqUSf39/7fTY2FhxcnKqMP6Ktt3t3nnnHXFyctKuT0BAgKhUKnF0dBS1Wl3uZxQZGSmrV6/WJqPluXTpkk7icuXKFVm/fr2MHj1ahgwZIoMHD5bBgwdrL5cprWT/lpycLJ6enjr7q2bNmsl7772nvZFjw4YNAuCe2tXNmzfF3d1dPv30U/n000/FyspKbGxs5PXXX5f09HTRaDQVfudEiq+pXr9+vbzwwgvSr18/CQoKkv79+8sbb7whu3fvFktLS9mxY4e27pLrR0vaxMcffyyNGjWqsD0kJyfLn3/+KYMHD5Y+ffqU2S4ajUbMzc2lbdu22nWsKN7K7rO2bNlS6TZD944JYD20a9cueeGFF2T06NHyyCOPyLPPPiuLFi2SZcuWybx582Tbtm2yZs0aefrpp6V79+4SFBQkw4YNk5kzZ8rvv/+uTZrat28vbdq0kc8++0xnp3P48GHp0aOHWFhYCADp27ev5ObmyvHjx+X777+XDz74QN5++205cOCA5OTkyOOPPy6DBw8uE2d4eLg8+uijZa5bKv3lnj9/vgwfPlw++OCDMu+V/D85OVlUKpVYWlrKm2++WebC/KysLBkzZoy0b99enn32WZ3rYU6dOqW9u8zIyEgeeOAB+fzzz+X48ePaeUp2cElJSaJWq+XkyZOybt06efrpp6Vbt27Svn17GTp0qMydO1cOHjwoY8aMEWtra3nzzTd1Lno+f/68vP/++9KxY0cBIA4ODnLt2jVJSkrS3kUYHx8vqampIiISEREhO3bskB9//FGefvppady4sezfv1+OHDkiUVFRsnHjRpkwYYJ4enrK6tWry8QzZ84cOXjwoOzfv18effRRadq0qcyZM6fMXaYixTvQO61TYWGhNiF45pln5J9//tFZr4ULF0pwcLD2mq2JEyeWKWfOnDkSGBgoXl5eMmDAABk5cqT2rtJ+/frJpUuXRKQ4EXr11Ve114uJiFy4cEEcHBxk48aNcuvWLfn222/F0tJS+vTpIyYmJuLk5CRdunTRuZkiLi5ODAwMylx/VHLAeeSRRwSAvPjii5KQkCBFRUWydu1aefDBByUoKEiCg4Nl2rRpcvr0ae226dGjh8735Y8//pDhw4cLAAkLC9P5vOPj4+XDDz+UoKAgbe/nww8/XOHnEB4eLo0aNZI+ffpI165dRaVSybhx42TIkCHi5+cnTz/9tAwaNEgAyO7duyU8PFybfBobG4uRkZEYGhqKh4eHvP7662XWt7SdO3fKc889JyNHjpSJEyfKpk2bJDc3Vy5fviwzZ84UFxcXASCffvppmWVLPg8A0qFDB52L8rOysmTTpk0ybNgwMTU1FQsLC/nxxx/l5s2bcu3aNZk3b54EBgaKu7u79OzZU4KCggSATJ06VcaNGydBQUHi6+ur7aEs6UE7ePCgPP744xVuu5LrUouKiuTDDz+URo0ayRdffCEFBQXyzz//iL+/v/YzcHNz0/YWxsfHywcffCC9evXS/nC7/Qa4W7duyaZNm+TRRx/V9ix9/fXX2v1np06dZNiwYfLuu+/KgQMHJCsrq9xtXuLll18WExMTsbKyKnd/tXTpUvHy8pLWrVtrbxS7fT/ywQcfSMeOHUWtVotKpdLebDd37lwxNzeXhx56SLZu3Spr1qyRwMBA8fb2loEDB1b4nfvqq6+kc+fO0q1bN+nVq5c8++yzsnHjRrlx44a23okTJ8r//ve/MttHROTEiRPi4eEhVlZWFbYHMzMzUalUMmnSJPniiy9ERHSS7Zdffln7Q+Ru8cbGxsrFixfLfC+HDh0q4eHhcvjw4Uq1GaoeJoD13KpVq+SBBx4QU1NTsbS0FFtbW1GpVOLq6ipdu3aVl19+WTZu3Kg9ZXT+/HltF3vpUypxcXE6BzMPDw95+OGHZdq0aSIi8sUXX4ifn5+oVCqxsbERJycnMTAwkIkTJ8ratWvFwsJCW0eJgoICWbJkiYwYMUIyMzPl5s2b2ouKr127JsnJyZKTkyPffvutTJ8+Xac35vZfgAEBATJ37lzt30VFRdpTRhs3bpRmzZrJ3r17JTc3V65fvy6LFi3S7ljatWsn77zzjuzfv197arUkvtt7A1q3bi2enp7SqVMnCQ0NlVdeeUV27Ngh2dnZUlBQIPv375dZs2ZJYGCgfP3115KWliarVq2SwYMHi7u7u5ibm8ujjz6qPW3q7Ows5ubm0qtXL3FxcZGWLVvKwIEDxdPTUxo3bixffvmliBQnqoaGhtpe1atXr8prr70mvXv3ljZt2lQYz1dffSXt27cXV1dXefPNNyUpKUkuXLggR44ckc8++0zCw8MlLCxMWrZsWWEZe/fulblz50qbNm1k6dKlIlJ8d+vq1atl8ODBYmZmJjY2NjJy5Ejx8/MrU05WVpZ227z00kvi6OgoPj4+4uvrKy+++KIcOnRI8vLy5Oeff5axY8eKvb29BAYGyoQJE7Tb/caNG2JiYqJNzE+cOCEAxM/PT9teNRqNODo6ahNHjUYjwcHBsmzZsjJtJicnR+Lj48XZ2Vk+/PBDOXXqlPaOzQ4dOsiQIUNk1KhR4uzsLDY2NuLn5yf9+vWTsLAw2bhxo6SkpOiUFRISIrNnz9Z+3gMHDhRTU1OxsbGR8ePHy3fffSfOzs7SrVs3iYiIKPdzeP3112XTpk0iUpygGRsby7Vr17S9xCdPnpSuXbuKn5+fdOvWTYyMjOSRRx6R8ePHi6urq/Tq1UuCg4OlWbNm8vHHH8tff/0lDz74oPZu3IoOeNnZ2bJu3Tp56KGHxNHRUXsJgpWVlbzzzjtlvnMajUa7/YcMGSKZmZmyd+9emTJlijRv3lyMjIxk+PDh8sMPP0hsbKysX79ehg8fLi4uLuLv7y9TpkyR77//Xk6cOCGpqani6ekpDg4OMmLECAkPD5e//vpLJ8nYv3+/jB8/Xl5//fVyt927774r8+bNkx07dsju3bvF19dXpkyZIitXrpQ+ffqIoaGhNGrUSKZOnSoxMTHaz2jAgAFiZGQkjo6OMmDAAGndurW4ublp29i+ffvk//7v/8Te3l6sra2lb9++4uzsLIaGhuLv7y99+vSRV199VdavXy+HDh2S6OhoWbdunRw6dEjnDvTS2/6HH34QW1vbcs+IXLp0SSZNmiSmpqby6quv6rSx8vYj//d//ydRUVHSvXt3mTVrlhw6dEhCQkLE09NTVq1apb2p48yZM/LMM89I586dxdfXV1544QXtd27r1q0yduxYcXFxEZVKJfPnz5f4+HiduEp6+k6fPi29evWSRx99VC5fviw3btyQHTt2yKxZs8THx0cAyPTp07XtYdKkSdK0aVMxNDSU4cOHy+bNmyUoKEhmzJihU35SUpK89dZbYmFhIe+9954cPHiwwnhL9hHu7u7SvHlzCQ4Olv79+0tYWJhs2LBBrl69Kunp6TJmzBhxdnaWAQMGyIYNG8q0mXnz5sm7776rc6c63TsmgPVUXl6evPrqq9pfTlu3bpXMzEy5fPmyPPjgg+Lh4SGDBg3SWSY3N1cOHjwolpaWsnz5cu31XAMGDBBTU1OxtbWVCRMm6NzVJiLaegYNGiTbtm2TzMxMuXTpkvaXX79+/eS1114rd6ysgIAA6dGjhzRt2lQcHBwkICBA2rRpI15eXjJs2DDt6evHH3+8zLI5OTmyZ88e+fDDD8XX11fatGkj+fn5Ond+Hjt2TDw9PWXevHnaaS1atBAbGxt5/vnn5Y8//pDk5GRtolfenaPp6emybNkyGTx4sBgaGoqjo6OsWbNGe5CKiYmRTz75RB555BHp1KmT9OzZU1q0aCFmZmbi5OQkRkZGMnjwYOnYsaNMmjRJRET++usvWb9+vfz666/So0cPGTx4sFy4cEFOnjwp+/btkz179kj//v1l3LhxotFoJDc3V9q2bavtLX300Uelb9++8s8//8jMmTPl+++/LzceExMTASBqtVpcXFykffv22h8BzZo1k44dO4qdnZ0EBgZWWEafPn20Q2n06dNHmxgZGRnJgAEDZPPmzdoD3cyZM2XNmjXaHomYmBhZsmSJPPzww9K5c2fp0aOHdOjQQTw8PERE5ODBg/Laa69JUFCQdOjQQR555BFt8rRw4ULtZ3Du3Dnp0aOHfPzxx9ppc+bMkQceeEDns+rWrZuMGjVKbty4Ibt27ZKWLVtqL1EoLCyUpKQk2bhxozz66KPa67WaNm0qbdu2FVdXV/n000/l/Pnz2vKioqIkICBAmjZtqnPH4+1Khk1xdHTU2S4lB/5mzZqJSqUSANKsWTPp0KGD9nPw9vaW9u3bi7Ozs7z55pvabdm2bVtZsGCBdv2feOIJeemll2TOnDliZWWlTRZFinvlc3Nz5ezZs9K/f38xMjISExMT8fPzKzPcSUk7X7NmjXZswJYtW4q7u7v06NFDkpKSpEmTJtKkSROxsLCQiIgInUspSrz77rtiY2Mj/v7+YmBgIH5+ftp1LxmOpkePHmJpaSnjxo2TL774Qg4dOlSmrKVLl4qTk5Ps3btXMjIyJDExUXJyciQtLU1iYmK0287Y2LjMtmvatKkEBgaKubm5ODs7S+vWrUWlUomJiYkYGxvLsGHDtNcq7927Vx599FHtd3LAgAHyxx9/yLVr1+SNN96Qxx9/XLZv3y7Tp0+Xli1bilqtlsDAQFm4cKFcuHBBZs2aJd7e3jJ69GhZunSppKSkSGZmpsydO1eaN2+urReAODk5ycyZMyU+Pl6bDCYlJUnnzp3ltdde034GJT9Ss7OzZeLEieLt7a29hEJE5O+//5YxY8Zo29WgQYO0w6eUWL58uTg7O0vfvn1lxIgRkpCQUGE7FSm+Vva1116TTp06SUhIiAwdOlRmzJgh9vb2snLlSu18t+8HRYrPLrVq1Uqsra2lUaNG4unpKU5OTtKrVy/57LPPZNGiRdre1uDgYGnVqpWMGjVKu/zKlSulSZMmUlBQIIsXL5aOHTuKSqWS1q1bS/fu3cXNzU3atGkj/v7+MmfOHNm8ebPOPiIwMFCGDx8ur7/+uowfP15WrVql830tKiqShx9+WAwMDASAqFQqsbKy0mkzPj4+EhISIoaGhuLq6nrHbUV3xgSwnjpy5IjY2dnJjBkzyvSWfffdd9qLdVu2bCnDhg2TgIAA6dOnjzz55JPi4OAgdnZ2YmZmJsbGxjJw4ECdg3wJjUYj+/btE0tLS3njjTfK7WGIi4sTGxsbnVOqpf1/e2ceV3P2//Fzoz3RSLjdSoXbvi8qaUGRiaQoyjJZkhZfxNdXZuwtlixlKcwU37GM8f2WiiER0yCFoqwjYWKMmvS1pLq9fn/0uGfu7d4ifL/id57/9fnczud8zjmfc97nvZ3i4mKkpKRg//79WL16NWRlZXH+/HkUFhYiIyOD+ndpaGhQ0+jVq1eRnJyM4OBgODs7w8HBAX5+fuBwOPQ59+7dw4YNG6Cvrw81NTVs3boVJSUlqK+vp3ntpDkoi5KdnY3AwEDo6Ohg4MCBmDhxIjZv3owuXbogNzcX+/btw7Rp0+Dk5AQ7OzuMGzcOGzZswNWrV7Fq1SpwOBwsWbKE+vWcOnUKGhoaYs9oampCfHw8TZLb1NSEoqIiuLi4wNPTE+Xl5bTd4+PjoaysTCdt0RQKDx8+lFqf8ePHw8vLC3Fxcdi8eTOSkpKQlZWFyspK3Lx5s90ybGxs4Ofnh2XLlsHCwgK9evVCSEgIeDwetm3bJrGQC+tZVVUlVo6xsTHk5eWxZcsWXLt2DSdOnICsrCxsbW1hamoKKysrKCkp4d///jfu3buHV69eQVZWFnZ2drTsmpoaDB06VEwo3LhxI8LCwmhgweXLl6GtrQ05OTno6emhd+/e0NLSQnl5OfLz8xEZGQkej4cuXbrAxcUFe/fuRXV1NeTk5KCqqiqxQRGO55s3b0JVVVUsD59ovYqLizF69GgQQhAXFydmNhOWk5KSAk9PT+oasHbtWmRkZOD+/ft49OgRDdLYv38/qqqqaH/r6ekhPz8f/fv3x6hRo3D9+nWMGzcOPj4+tGyhb9esWbPoAqeoqIjMzMw2/dl27NgBDoeDgIAAbNiwAefOncPevXvp+IyPjweHw0GXLl0gLy8PAwMDzJw5E5cuXaLjedWqVSCEYOrUqSgvL8epU6eoWV5NTQ0BAQEICwuDiYkJXrx4IXX+EAgEiIqKgoyMDExNTaGgoAAulwsrKyt069YNXl5eNIEyl8tFTEwMNmzYgOzsbNy7dw+lpaV48uQJTpw4ASsrKyxZsgROTk40CEOUNWvWgMfjYevWrXTs/vrrrxg6dCjs7OxQWFiIuLg4KCsrIyYmBleuXKF13rdvH/r370/9GBsaGvD48WMYGBhARUUFoaGhOHLkCPLz87FixQr06tULioqKUFBQgKurK0JCQjB27FhoaWlJBPqUlpbSxMmi9W5sbERCQgI4HA6+/fZbOs5bzyP/+c9/ICsrC21tbTr/tRbe8vPzsXz5cri5ucHc3ByWlpZQUVHB119/TU2j0dHRsLOzazfoDmgx/6enp2P58uVYtmwZTV8UHx8PeXl5LF68GJcvX0ZzczOOHTsmVtfbt2+jb9++VGkwdepUHD58GA8fPsTz589RX1+PzMxMzJ49G1paWpCVlYWBgQGdIzIyMqiA29zcjNLSUjHf0gcPHkBRURF/+9vf4OPjg8jISCgrKyM6OhrZ2dmorKzEw4cPce3aNRokJM2kzXg7mADYSUlPT4empiZdWESFs5qaGoSFhcHY2BjOzs7o2rUr5s6di4yMDPzjH/9AWloa4uLiQAgRM6sCkgED27dvh6GhIc2HJXpfuPiMHj0aixYtemMG9oqKCsjJyVFTcU1NDZYtWwYNDQ0sW7YMu3fvRlhYGNzd3WFvb48vv/wSK1asoPnGJk6cCGdnZ7i5uUFWVhY8Hg/R0dGYPXs2zM3Noa+vD01NTQQFBSE9PV1qHS5cuICoqCgYGBhAR0cHo0aNQnx8PE6dOkXr5evrC3V1dVhZWcHLywtLly7F2bNnxSZdgUAAHx8fRERE0L/r6urA4/Fw5MgRAH/l3bpz5w7k5eVRU1ODW7duwcfHB9HR0RI583bv3g0ej4e5c+eKCa91dXVwcHCAjY0NRo4cKVGf2tpa1NXVQSAQiJ0WIGpiunPnDhwdHWkZS5YsoVqc1NRU2Nvb45dffpEQ8lv3aV1dHSwtLcXa5vjx4+DxeDhz5gxqampgaGiInj17gs/nY+fOnbhw4QJ4PB7NHwaA+vYJha7a2lqoqKiIJa29cuUKrl69SusUGhqKLVu2YOHChXB3d8eiRYuwYMECmJmZUS3D2rVr6UZC2Ae6urrg8Xi0P6RtZAICAqhf3fPnz3H9+nXs27cPU6ZMgY6ODnr27AlCCGbNmkX7u3UAya+//go3NzeJoKn8/HzMnj0bfD4fSkpKNPr4/v374HA4MDExod9hXV0dbG1tqSleyMGDB9G3b1/s3bsXT58+ha+vL3UfkPY+wrJF/SObmpqgpaVFNwhdu3bFsGHDMG7cOMTGxsLV1RXy8vKwsbFBaGgoysvL4erqiqioKAAtp04I87fl5ubC09MT6urqkJGRoc73oqZk4fhMT0+HgYEBtm7dipMnT6Jbt25ISkrCo0ePcPr0aZSVlSEvLw99+/aVGsF569Yt9OrVC/PmzZMQXkQTgLduh4KCAgwaNAjTp0+n//f69WuJaOBdu3ZBTk4O0dHRdE5raGhAYGAgevTogcOHD1MzvZDa2lrqw7ZmzRooKyuDw+HA0tISo0ePRkpKCtX0jxw5Era2tmJJvIVUVlZCXl5ezEJRV1cHLS0tZGdn098NHTqUbgpaI/zmhgwZgpkzZyItLQ2urq7gcDiwsLBAZGQkrl69isrKSokx0RHq6+sl2q66uhrKysrYvn07GhoasGPHDlhYWKCkpATl5eVSE4CL1tff3x+JiYkoLCwEj8ej2lyBQIDnz5/D19cXYWFhtI9ramrwxRdfiOXU9PX1pfMw0DJevL29oaqqisTERKl1YLwdTADspERGRsLf37/NtBIAkJSUhHHjxmHYsGFYuHAhvf7w4UN4enrCycmJ7uTa4quvvhJb9IQI/6e+vh6BgYFi5bdGdNF1c3OjJpKYmBj4+vri4sWLiI6OhqGhIfXDysnJkThRIisrC4QQeHt7IycnR0ITc+XKFWRnZ2Ps2LESiVGFjB07Fubm5oiJicGRI0dw9+5dCS2K8DmTJk2SaBuhIzrQIjg5OTmJtcecOXPEJur8/HwsXrwYw4YNQ79+/aCtrY2QkBAqpAgEAlRXV2P+/PlQUVFBVFQUDcgRbe+NGzfi0KFDElo5gUCAyZMng8vlomfPnrCwsICJiQm0tLTg6ekJZ2dnaGlpITQ0FObm5hJl7Nq1Cz179kRycrJYtF57Y8LCwgKTJk0Sq19kZCQNBDpw4ADWr18PBQUFen/GjBlikb/+/v4wMDCAnZ0d5s2bh2nTpkFPTw+FhYUSz6usrISrqyv4fD7VngkZM2YMZsyYIXbiibBdRI/Va62ZFaWxsRFRUVEIDQ3F0aNHMX/+fJiamqJbt26wt7dHcnIyGhsboaenR09CED5DlLKyMvTp0wfXrl1DSUkJFixYAGNjY/B4PAwdOhSrVq3CsWPHUFVVhdraWsyfPx98Ph+JiYlU4BcIBBg0aBDWrFkjVvaECRMwbtw4NDc34/Hjx/Dx8RETqFtH2AMAn89HUlISgL+EsYiICAwfPpzenz17Nj0uUSAQoLy8HCtXrsSQIUPwxRdfoEuXLlBUVMT169ehoaEhcaqEMHpUNBXU69evxeoRHBwMExMTWgcXFxdER0cDaHHz2L9/P7hcLkJCQvD48WMIBAJ6atGff/4Jd3d3sSAz0W+wNcLnnj59GhoaGggMDERjYyMePXpE54tHjx7R9s7Ly8OAAQMkNsK5ublQV1enQrZo+cLnZ2ZmgsfjoaioCPb29khMTMSePXswa9YsGBkZQV1dnZ52NGrUKGzatAlhYWFYsGAB1q5di3nz5mHNmjXo3bs3/TaE9Y+IiMCIESPoc8+fP4/k5OQ2v8sDBw7gzJkzePHiBZ4+fQozMzNs27YNp06dwogRI6Cmpobw8HCYmJggMTFRahnS2rGtuUDYl7t376ZHBxoYGFCtc3uR1kCLxvXs2bNic3xERAR1WxL+/9ixY/HNN9/Q39y9excjRozAmjVraF9s3LiRzsMPHjzAyJEj4eDggAsXLrzxPRntwwTATkpKSgpMTU3b/c28efMQFxeH3bt3o1evXgBahCRPT0+Eh4e3KzwKSU5OFkvj0DpE//r161BVVRXzV5KG8H++//57Go2rp6dHd7k///wzUlJS8OjRI4n/E9W2REREiGm2WpcvRNpvgBYt5JUrV6S+u2gZ/v7+sLKyAiCZ60s4+S1btgxjx44Vy31248YNKCgo0EARHR0dmJmZYcqUKdDV1cWePXsknpubmwsNDQ2p6Xak0XpSvnjxIhISEpCdnY2YmBhwOBwUFxdj3759+Pbbb1FcXIx58+aBw+Hg2rVrAFoW0aSkJCgqKiI2Nlbs3X7//XeJnb4oiYmJYm0DtGhWRY+Xam5uBp/Pp9pbDw8PcDgc+Pn5wcvLCwoKCkhLS8Pq1athbGwMfX19bNu2TWLhqKurg5eXFwYPHizm+yRtUWpLu5ecnIz+/fu3GxU4YsQI8Hg8qKurY8CAAYiJiaFHgImWw+FwpAoFt27dgqenJ7p37w4HBwdoamrSKOPDhw/j9u3bVAtVV1cHb29v8Pl8muJDlKSkJNjZ2YkFaW3ZsgVWVlZ49eoVGhsbsWTJEjx58gQFBQWYMmUKZGRkJI7XSkxMpHOEsL1++eUX8Pl8CAQCJCYmwsTEBLdv35YwKTY1NeHGjRuIjo7G1KlTERoaCj6fL1YnYXvu3bsXenp6YtGhQIvWWWi23rx5M/39d999R6O59+7di1GjRtGghtZ9lJqaCldXV+oHJu2kGWlkZmaCw+FgxIgR0NTUhLOzM7y9vaGpqQkPDw94eHhg3759sLa2xoIFCwC0CBcJCQlwd3dHv379IC8vLxaA1Pq9s7OzYWZmBnNzcwQEBIhpml6+fInKykqaTigwMBBGRkZwcXGhc5+DgwP1XZOTk0NZWRl9TlFREcaMGfNO59quW7cOXC5XTLjKy8uDlZUV1NXV30oAbA/h+5eXl2PMmDHIzs6Gr68v/Pz8sGXLFqm+he0hfMdz585BVVWVXn/16hVWrFgBExMTeq2pqQkuLi7UVUQgEGD79u1YunQp0tPT0bdvXxgYGNB0Nq1zGTI6BhMAOykvX76EmpoaLl68KHFPOOCFecOqq6vRp08fhIeH0+hLoYD0plB54XMOHTokNvnX1tbixx9/hL6+PkxMTGj4/ps4c+YMPdy+tVlFlLbq9Sa/PqBjh4G39duXL19CWVlZLCdY64nN2dkZwcHBAFpMIdu3b4ebmxu6d+8OW1tbhIeHIz4+HoMGDUK3bt2wc+dOqh0Rfb+Ghgbs2rWLCghv0m60x9OnT9GjRw8UFBTQa//85z9hamqKVatW0TYvKiqCjY0NnUhfvHiBS5cuYdOmTTTPXlu8ePECXbp0wfXr1+k1gUAAa2trmmS4sbERFy9exNOnT5GcnIzp06fDy8sL2traMDY2RmxsLBXC2xLWgZZFwMjIiO7mpS0ubzOGuVwu8vLyJP5f2KbFxcWYPHmyRABUc3MzTRhcX1+PgQMHgs/no7S0FHfu3EFZWRnS0tIwZMgQdO3aFdra2pg6dSrS0tJQUlIidYzX19fDxMRETIPX+r6TkxNWrlxJtcGvX7/GihUrEBgYiKSkJMyfPx9aWlro2rUrXFxcEB8fL5EG48WLF+BwOGJ+oECLiayhoYEeHdc6TYlouwAtGtgePXpICHii7bNy5UooKSnB398fkZGRcHR0hJqaGvr06UOPOBOO++rqavTq1Qt2dnbgcrlYv349HQvCo9J++OEHzJw5k5pVS0pKxNwb3oQwkvno0aM4f/48CgoKsHnzZmzcuBGenp40nZGNjQ02bdqEiRMngs/nw8bGBtOmTUNycjKUlJRoxLk0QWLWrFnQ0NCArq6u2OZE2hgV1boLN4yvXr1CdXU17afi4uK3fr+23vnly5fQ1NSk0d2t67Jp0ybs37//vZ4DtGwkTE1NERwcLJbnVbiBe5u5SprAb2JignXr1qG0tBQrVqzAgAEDoKCggGPHjuH58+eorKyEoqKi2CasoqICaWlpMDc3R2BgoMQ311GBlPEXTADsxERGRmLSpEnUH6Ktj66pqQmDBg2CgoICjTrsCKtXr4aRkRF8fHyQmJiIefPmYdSoUeByubCzs5NYNKVRV1eH9evXQ01NDYGBgXTCFP0432R6/F8THByMoKAgXLp0iV6rr69HQUEBfHx8ICsri7i4OHh4eEBPTw8GBgYICgpCamoqjYb8+uuvYWRkJLEIf2hEF6jx48fDz88PQMtJEVZWVtTvDGiJzNXU1ISXlxcKCwuRlpYGb29vKCsrQ0VFBQEBAW80nwwZMoRqTkR38K0XsZMnT8LMzAw5OTkAWrRCopo10f5ua6JunXD2XYiNjYW7u7tUIUYa0pLRAi1t5+bmBg6HA01NTaiqqkJOTg5OTk44evQobt68SSOk26O1prs1p0+fxtSpU8UiRo8dOwYOh0OTYcfExNCUJG0JwWPGjEFycnKbz7Gzs0N4eHi7dVm7di0GDBjwRgEsNTUVQ4YMgZ6eHoYOHYr58+cjJydHwn+4uroa1tbWsLW1FdvAlpeXY9asWXB1dYWlpSV8fX0xfvx4eHt7Q1dXFzo6OggICMDq1as7NE88fvwY6enpmDJlCnr37o1u3brB2toaHA4HAwcOhKOjI3x9fZGQkIBTp07RoAEPDw9ERESICW8CgQD379/HypUrQQiBsrLyG78VablNWxMRESF1Q9DR+XDTpk3Q0NBo95tpfaJKRyksLETfvn0xfvx4sbLeZ+6urq5GaWkpvvzyS8jKyqJ3797Q1NTEjBkzEBISAiMjI3h7e8Pd3R2GhobUkvHs2TPExsZCTk4Os2bNEstny3h/mADYifntt9+QmJiIkJCQNheAJ0+eICwsDGZmZmJHC3XkY62vr0dWVhbs7e3Rq1cv6OjowNjYGJGRkSgpKXmr8q5evQpVVdV3EkA/FmVlZfDz84OWlhZiY2MRHR2NCRMmwNDQEP369cPGjRtx9uxZDB48GBs2bEB+fr5YAALQkqZGaEb6X5kjCgoKoKCggPDwcFhaWiIzM5Peq6mpwaBBg6ClpYXJkyejf//+kJGRgbu7Oz3B42344YcfwOPx2rzf0NCAdevWQV5eHgsXLpQq3P0vhf0XL17g5MmTyMjIaFeL/DbagpqaGpw4cQJz585FcnIyLl68KOGv+iGoqakRa6PTp08jODgYJ0+elPq8169fU02a8P8qKiqkaviEHDt2DJGRke3W4+jRo5gzZ45YuW3R1NREI2il3cvMzISJiQksLS2pv6fwuzh37hwsLCwQFRWFPXv2iEVtl5WVISsrC1OmTMHAgQORlZXVbj0qKyuRk5ODr776ip4O4urqSufAU6dOwcrKCt988w3+9a9/SU2tcubMGVhbW2PkyJHIyMjAgQMHkJiYCA8PD8jLy8PNzQ1z586l7/Y+vH79+r0TF9fW1sLMzIwG7bTlJvG+5OXliaVnetcyBQIBSkpK8P333yMoKAja2tpQU1PD5MmTxQJg6urqcOjQIXqCkOjJMWVlZeBwODA1NcWOHTuwbt067Ny5EykpKUhISMDBgwexe/dubN26VWqaMkb7MAHwE6A9Xz4vLy/weLx3Fv5EaW5uxoMHD3DlypW3MsW2JiUlhe4YP5Us7X/88QeCgoLA4/FocuOgoCCcOHGCtmNlZWWbpsWPwc8//wwOhwNra2upkYfC832trKyQmJgoIUyIRla2x48//thuP1paWoo5cHcGOpOG+V0QfndVVVW4fPky1cqVlpZiwoQJ1NzaEYGkPRO8EGmny7wLNjY28PHxEfObFeXKlSsSkb6t/UKFgSLt9aW9vT0VDDZv3ix1jN++ffuNPoXFxcWws7ODvLw8jfQVChvNzc1oaGjoVGOqX79+NCDqv1kvoRb/fedxR0dHyMrKYvDgwUhNTZWI2BXt57b6avTo0TA0NISOjg6cnJygo6MDLpcLa2trqKur0/PYR48e/V51/f8IBwAI45MlNTWVGBkZEScnp/cqp7m5mcjIyEhc43A4hMPhvFfZnRUA9N2eP39OKioqiLa2NunevftHrlnb5OXlkeXLlxNdXV2SkJBANDQ0pP5mwIABREtLi17raF+Ktk1bnDx5klhZWRE1NTWp4+dz4G3a4UNz9+5dsnDhQnLnzh0iEAjI119/Tfz9/cm+ffvIokWLyP379/+n9ekI2dnZxNLSknC53HbbTrjstL7/tu195MgRYmRkRPT19em1dx3jDQ0N5N69e6S8vJxYW1uLfTcfo//bo7CwkJiYmBBFRcVOVa+2+Omnnwifzyf9+vWj16T1k7Cdpd37888/iby8PFFSUiK///47UVRUJKqqquTu3bukZ8+eRFZWllRUVBAej9ep5+7OCBMAPxM620T1KdNZBd/ffvuNaGlpEV9fXxIfH0/09fXb7ffm5mZCCPksBbPPlcbGRhIVFUWys7PJ0qVLSWVlJTl48CD56aefSL9+/YiOjg5Zv3498fPz+2yF7o7AxvinwYfoJ9G5jq13Hwb21XwmsI/hwyEjI9Mp21NTU5Ps3r2bHDp0iGo+2qunjIwMWxg/MWRlZcnly5fJnDlzyPTp08nixYuJjo4OSU9PJ4QQYmpqSioqKgghTOgh5MOOcaYL+e/xIfpJdK7rjPPzpwibQRiMT4ipU6cSQv7aUTM+P4YMGUJyc3NJbW0tUVJSIpMmTSIpKSkkOTmZnD17ljg7O3/sKn6WMKGC8f8NZgJmMBiMTkR1dTWJjo4mL1++JGZmZuTJkyckJSWFGBsbk4kTJ5K5c+cyYYXBYLw3TABkMBiMTsahQ4fIzJkzyevXr4m2tjZxcHAg/v7+ZPjw4aRr164fu3oMBuMzgM0kDAaD0clQUFAgfD6fhIW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\n", - " " - ], - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "viz.show(probspace=ps, targetSpec=['income'], condSpec=['education'], controlFor=[], \n", - " filtSpec=[('income', None, 9)], gtype='exp', power=1, enhance=True)\n", - "viz.show(probspace=ps, targetSpec=[('education', '1-college')], condSpec=['state'], controlFor=[],\n", - " filtSpec=[('income', None, 9)], gtype='pdf', power=10, enhance=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 302114\n", - "Viz.show: Target = [('education', '4-somehs', '5-elementary', '6-none')] , Condition = [('state',)]\n", - "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 1\n", - "Viz.show: Controlling for ['income']\n", - "Dimensions = 2 . Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 22.099\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "47ff8c9d80d44f29a3f912e36a2d1b69", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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0/+dgECIiIiqJojeCXrduHdavX4+OHTtqpkVHR6Nfv35YtGgRpk2bpmR1FRYXF4dXXnkFe/bsgZGRUbk/N3PmTEydOlXzOjU1tdolgV4NLODlaIHI+JTCv+sp8Gpgoe2wiIiIqBpRtAcwIyMDDRo0KDLNzc0Nn376KVasWFGhMm1sbKCrq4vExMQi0xMTEx86wKM0J06cQFJSEnx9faGnpwc9PT0cOHAAn3zyCfT09FBQUPKNlA0NDWFubl7krzriYBAiIiIqi6IJYPv27bFmzZpi093c3HDjRsWuRzMwMEDr1q2xd+9ezTS1Wo29e/ciKCioQmV269YNkZGRCA8P1/z5+fnhmWeeQXh4OHR1dStUbnUxwLs+6hgWdu7+GH4Dadl5Wo6IiIiIqhNFTwEvWLAA7dq1w927dzF58mQ0btwYeXl5+PTTT+Hp6VnhcqdOnYrRo0fDz88PAQEBWLx4MTIyMjB27FgAwLPPPgtHR0fN9Xy5ubk4d+6c5v/x8fEIDw9HnTp10KhRI5iZmaFFi6LPyzU1NYW1tXWx6Y8jU0M9BLeqj++OxCIztwA/ht/AyDYuD/8gERER1QqKJoAtWrTA/v37MWHCBCxduhQGBgYoKCiApaUltm3bVuFyhw4dilu3bmH27NlISEiAj48Pdu/erRkYEhsbCx2dfzozb9y4gVatWmleL1q0CIsWLUKnTp2wf//+CsfxOBke4IzvjhQOAvkxPJ4JIBEREWmopKLDcx/iwoULOHfuHMzMzBAYGFhtr5erjNTUVFhYWCAlJaVafr8nPj6AS0npUKmAIzO7wd68/ANeiIiIaqrq3n4/ClV2I2gPDw8MHjwYTzzxRK1duNrWx6seAEAE2BV5U8vREBERUXWhaAJ47NgxdOvWDS1btsTgwYPx3nvv4aeffkJsLO9Hpw19W9bT/H9nZMXvmUhEREQ1i6IJ4KhRo6Crq4sJEybAzc0NBw4cwNixY+Hq6gpra2slq6JyaGJvhkZ2dQAAx64lIzE1W8sRERERUXWg6CCQuLg47NixAw0bNiwy/dq1awgPD1eyKiqnPl718MneS5rTwGPauWk7JCIiItIyRXsAg4KCEB8fX2y6i4sLBg4cqGRVVE59vXgamIiIiIpSNAGcMmUK3nvvPSQnJytZLFVCE/s6RU4DJ/E0MBERUa2naALYv39/7Nu3D02aNMHzzz+PL7/8EidOnEBubq6S1dB/oFKpio4GPsNeQCIiotpO0QTw8uXL2LRpEyZNmoTk5GR88MEH8Pf3h5mZGVq2bKlkVfQfPHgaeMdp3g6GiIiotlN0EIi7uzvc3d0xaNAgzbTU1FRERETg9OnTSlZF/0ET+zpoaGuKK7cyNKeB7XhTaCIiolqrym4EfZ+5uTk6dOiAkJCQqq6KSqFSqTS9gDwNTERERFWeAFL10Ldlfc3/d/CpIERERLUaE8Ba4v5pYAA4FsPRwERERLVZlSWAFy9eRH5+flUVT/8RTwMTERHRfVWWADZr1gxXr16tquKpAvo88GxgngYmIiKqvaosARSRqiqaKqipvRnceRqYiIio1uM1gLXIv08D7z7L08BERES1ERPAWqbvA6eBt/Om0ERERLUSE8BahqeBiYiIiAlgLcPTwERERMQEsBbqw2cDExER1WpMAGshDwczuNsUngY+GpOMpDSeBiYiIqpNqiwBnD59OqytrauqeKoElUql6QUUAXbzptBERES1SpUlgKGhoUwAq7EHRwPzNDAREVHtwlPAtRRPAxMREdVeTABrqX+fBt4ewV5AIiKi2oIJYC020Ke+5v/fHbkGtZqP7yMiIqoNmADWYo3tzdDG3QoAcPV2Bg5dvq3liIiIiOhRUCQBPHnyJKKjozWvv/32W7Rr1w5OTk5o37491q9fr0Q1VAXGtHXV/P+bsBitxUFERESPjiIJ4NixY3HlyhUAwJdffokXXngBfn5+eOutt+Dv74/x48dj1apVSlRFCuvezB71LIwAAHsvJCEuOVPLEREREVFV01OikEuXLqFx48YAgOXLl2PJkiUYP3685n1/f3/MmzcPzz33nBLVkYL0dHUwso0LFv4SBRHg2yPX8GafZtoOi4iIiKqQIj2AJiYmuH278Pqx+Ph4BAQEFHk/MDCwyCliql6G+TvBQLdwU9hwLA5ZuQVajoiIiIiqkiIJYO/evfHZZ58BADp16oRNmzYVef+HH35Ao0aNlKiKqoB1HUP08y68JUxKVh5+iojXckRERERUlRQ5BbxgwQK0a9cOnTp1gp+fHz766CPs378fzZo1Q1RUFI4cOYKtW7cqURVVkdFBrthysjDxW334Gp72c4JKpdJyVERERFQVFOkBrF+/Pk6dOoWgoCDs3r0bIoKjR4/i119/RYMGDfDnn3+iT58+SlRFVcTbyRI+TpYAgPM3U3H82l3tBkRERERVRiUivPtvBaWmpsLCwgIpKSkwNzfXdjiVtvXUdUzZEAEA6NeyHpaO8NVyRERERMqrae13RVS6B3DZsmU4c+aMErGQlvXxqgebOgYAgN1nEpCYyucDExER1USVTgATEhIwbNgwdOnSBZs3b4ZarVYiLtICQz1dDA9wBgDkqwVr/4rVckRERERUFSqdAM6dOxdnzpzBunXrkJGRgffff1+JuEhLRgQ6Q1encPDHur9ikZvPhJ6IiKimUWQUMADUq1cPzz77rFLFkZbUszBGz+b22BmZgNvpOdh15iYG+jhqOywiIiJSkCKjgKlmGR3kqvn/msMxWouDiIiIqgYTQComwM0KHg5mAICTsfcQeT1FyxERERGRkpgAUjEqlQrPPtgLGBajtViIiIhIeY8sAdTR0UHXrl1x4sSJR1UlVUJwq/owNyq8RPSniBtIzsjVckRERESklEeWAK5atQodO3ZESEjIo6qSKsHEQA9P+zkBAHLz1Vh/jLeEISIiqin4JJBKqOl3Er92JwOdF+2HCFDPwggfPe0NPxcrGOjxygEiInp81fT2uzz4JBAqlYu1Kbo0tQMA3EzJxoiVf8HnvV8xbs0xfBMWg2t3MrQcIREREVVEpe8DeP9JILa2tpg0aRIGDRoEHR32ENUUk7o2wp+XbyPn7xtCZ+YW4LfzSfjtfBIAwMXaBB0b26JTE1u0b2wDI31dbYZLRERE5aDYKeCbN29iz549iImJwezZs5UostqrLV3IyRm5+OPSLRyIuoWDl27jdnpOifN5OJhhwwtBsDDWf8QREhERlV9tab/Loug1gHFxcXByclKquGqvNm5AarXg3M1UHLx0Cwcv3sLxmLvIV/+zCQ32dcTHT/toL0AiIqKHqI3t978peq7Ww8MDs2fPRmZmppLFAii81tDV1RVGRkYIDAzE0aNHS5337NmzePLJJ+Hq6gqVSoXFixcXmyc0NBT+/v4wMzODnZ0dgoODERUVpXjcNY2OjgotHC3wUudGWD8hCOFzeuCLUa1hZlh4NcGWk/H45WyClqMkIiKisiiaAO7Zswe//PILGjdujNWrVytW7oYNGzB16lTMmTMHJ0+ehLe3N3r27ImkpKQS58/MzIS7uzvmz58PBweHEuc5cOAAQkJCcOTIEezZswd5eXno0aMHMjI4sOG/qGOoh57NHTBnQHPNtLe2RuJOKaeJiYiISPuq5DYw33zzDd566y3Y2dlh8eLF6NChQ6XKCwwMhL+/P5YuXQoAUKvVcHJywuTJkzFjxowyP+vq6opXX30Vr776apnz3bp1C3Z2djhw4AA6duxYrrjYhfwPEcH4b07gt/OJAIBezR3w2UhfqFQqLUdGRERUFNvvKroR9LPPPouoqCj07dsXvXv3xpAhQxAdHV2hsnJzc3HixAl0795dM01HRwfdu3dHWFiYUiEjJaXwebdWVlaKlVmbqFQqhA72Ql2TwgEgu88m4MfwG1qOioiIiEpSpfdr6dGjB8aNG4etW7fC09MTb7zxBtLT0/9TGbdv30ZBQQHs7e2LTLe3t0dCgjLXmqnVarz66qto164dWrRoUep8OTk5SE1NLfJH/7A1M8S8QV6a17N/PIOElGwtRkREREQlUTQB/Pzzz/H888+jZcuWsLCwQLdu3fDHH39g4sSJWLJkCY4fPw5PT08cP35cyWorLSQkBGfOnMH69evLnC80NBQWFhaav9o04rm8+njVw0Cf+gCA1Ox8TN98GnzYDBERUfWiaAI4b948pKSk4Nlnn8W+fftw7949nDhxAsuWLcOECRPw+++/Y+LEiRgzZky5y7SxsYGuri4SExOLTE9MTCx1gMd/MWnSJGzfvh379u1DgwYNypx35syZSElJ0fzFxcVVuv6a6N0BzWFnZggAOHDxFr4/yuVERERUnSiWABYUFOCTTz7BqlWr8Prrr6N9+/YwNjYuNt/zzz+P8+fPl7tcAwMDtG7dGnv37tVMU6vV2Lt3L4KCgiocr4hg0qRJ2Lp1K37//Xe4ubk99DOGhoYwNzcv8kfFWZoYYMGQlprX7+84h9g7yt8aiIiIiCpGsQRQV1cXI0aMwO3bt8ucz87ODr///vt/Knvq1KlYuXIl1qxZg/Pnz+PFF19ERkYGxo4dC6Bw0MnMmTM18+fm5iI8PBzh4eHIzc1FfHw8wsPDcfnyZc08ISEh+O6777Bu3TqYmZkhISEBCQkJyMrK+k+xUcm6NLXD8IDCU+SZuQV4fWMECtQ8FUxERFQdKHobmI4dO2LOnDno1q2bUkVqLF26FAsXLkRCQgJ8fHzwySefIDAwEADQuXNnuLq6au49GBMTU2KPXqdOnbB//34AKPX2JF9//XW5T1FzGHnZ0nPy0WvxQVy/W5hUv923GcZ1cNdyVEREVNux/VY4Ady4cSMWLVqETZs21YoBEtyAHu7I1TsYvvIIRAADPR3smNweje3NtB0WERHVYmy/FR4EMnToUBw7dgzNmzfHyJEj8eWXX+LEiRPIzc1Vshp6jLRxt8Zz7Qp7Y3Pz1Zj6QwTyCtRajoqIiKh2UzQBjI6OxrZt2/D6668jKysLoaGhCAgIgJmZGVq2bPnwAqhGmtazKRramgIAIuNT8Onvlx/yCSIiIqpKVfIouAelpaUhPDwcp0+fRkhISFVW9cixC7n8IuLuYfBnh1GgFujqqLD5xbbwcbLUdlhERFQLsf1WOAEsKCjAl19+iaioKDRo0AA+Pj7w9vaGtbW1UlVUK9yA/pslv13C/367CABwszHFjpfbw8RAT8tRERFRbcP2W+FTwJMnT8bs2bORmJiI6dOno3fv3rCzs4OzszMGDBigZFX0GArp0hDef/f6Rd/OQOjOC9oNiIiIqJZSNAHcsmULvvnmG6xduxZGRkY4fvw4lixZguzsbLi4uChZFT2G9HR18L+nvWGkX7jZfXvkGg5cvKXlqIiIiGofRRPA9PR0eHp6AgD09fWhp6eHSZMmYebMmTAyMlKyKnpMudvWwZt9mmleT9sYgbsZHCVORET0KCmaALq7u+PGjRsAAEdHR8THxwMA+vfvj++++07JqugxNqqNCzo0tgEAJKXl4O0fz6CKxyIRERHRAxRNAAcNGoRdu3YBKHzqxqpVqwAA586d4yPWSEOlUmHhEG9YGOsDAHacvomfIm5oOSoiIqLao8puAxMbGwt/f3+o1Wqkpqbiueeew2effVYVVWkNRxFVzs8RNzD5+1MAAHMjPex+tSPqWxprOSoiIqrp2H4r3APYtm1bpKamAgCcnZ1x9uxZfPjhh9i4cWONS/6o8vp718cA7/oAgNTsfEzbFAG1mqeCiYiIqpqiCeCRI0eQnZ2teW1jY4OxY8eic+fOmD59upJVUQ0xd2ALOJgXDhD68/IdrAmL0W5AREREtYAiCeCQIUMwf/58qFQqJCUlFXs/IyMDixYtUqIqqmEsTPSx8Kl/HhM4f9cFXEhI1WJERERENZ8ij2FwdnbG9u3bISKaJ394e3vD29sbPj4+iIqKQr169ZSoimqgDo1tMaatK1YfjkFOvhr9PjmEgT6OeKGTO5rYm2k7PCIiohpH0UEgBgYG+PPPP3Hjxg2cOnUK4eHhiIyMhFqtxrx58zBixAilqqoWeBGpcrJyCxC87E9EJaYVmd7Nww4TOzeEv6uVliIjIqKahu23wglgXl4e9PT0oFKplCqyWuMGpKyUzDx8eegqvgm7hpSsvCLvtXapi4mdGqKbhx10dGrH9kVERFWD7XcV3gamNuAGVDUycvLx/dFYfHUoGjdTsou819iuDiZ0dMegVo7Q01V0DBMREdUSbL8VTgCPHTuGGTNm4NatW2jUqBF8fHw0f87OzkpVU21wA6paeQVq/BR+A18cvIKLielF3vNwMMM7A5qjjbu1lqIjIqLHFdtvhRNADw8PODs7Y8CAAYiOjkZ4eDjCw8Nx9+5d1K1bF3fu3FGqqmqBG9CjoVYL9l9Mwuf7r+JoTHKR9wZ418dbfZvB3pzPmiYiovJh+61wAmhqaorTp0+jYcOGRaZfu3YN4eHhGDhwoFJVVQvcgB69YzHJmLv9HE5fT9FMMzXQxcvdGmNsOzcY6PG0MBERlY3tt8I3gg4KCkJ8fHyx6S4uLjUu+SPt8He1wtaX2iF0sBfqmhQ+SzgjtwChuy6g15KD+OPSLS1HSEREVP0pmgBOmTIF7733HpKTkx8+M1EF6eqoMDzAGfte74yRbZxxf9D51VsZGPXVUUz89gSu383UbpBERETVmKKngHV0dKBSqVC3bl0MHDgQQUFBaNWqFby8vGBgYKBUNdUGu5CrhzPxKZj94xmcjL2nmWagp4NBPo4Y294VHg5cN0RE9A+23wongFevXkVERESRv5iYGOjr66Np06Y4ffq0UlVVC9yAqg+1WrDlVDzm7zqP2+m5Rd4LcrfG2Hau6NbMHrq8hyARUa3H9vsR3AcwNTUVEREROH36NEJCQqqyqkeOG1D1k5qdh2W/X8a6v2KRlpNf5D0nK2OMDnLFU35OsDDW11KERESkbWy/eSPoSuEGVH1l5ORj88nrWP1nDK7ezijynomBLoa0boAhrRugib0ZjPR1tRQlERFpA9tvhRPAlJQUTJs2Db///jv09fXx+++/o169ekoVX+1wA6r+1GrBgUu38PWfMTh4sfgIYR0V4GJtisZ2ddDE3gyN7Qv/dbc1haEeE0MiopqI7bfCCeDIkSNx5coVTJs2DSNHjsSZM2fg7u6OKVOmoGHDhpg0aZJSVVUL3IAeL5eT0rD6cAw2n4hHVl5BmfPq6qjgYm2Cfl71MOWJJrXm+dZERLUB22+FE0Bra2v89ttvaNWqFczMzBAREQF3d3fs3r0bs2bNwrFjx5SqqlrgBvR4SsnMw7bweETE3cPFpDRcTkpHdp661Pn/N9Qbg1o1eIQREhFRVWL7DegpWZiIwMzMrNj0xo0b49KlS0pWRVRhFib6GN3WVfO6QC24fjcTFxPTcTExDZcS03AxMR3nbqYCAOZuP4/OTexQ17Tm3cqIiIhqJ0VvBN27d2+sXbu22PSMjAyeQqNqq/B0ryme8LRHSJdGWDysFXa+0gF9vQqvX03OyMX8XRe0HCUREZFyFO0BDA0NhZ+fH4DC3kCVSoXs7GzMnTsXvr6+SlZFVOVm9/fEwYu3kJaTjw3H4zDY1xGB7tbaDouIiKjSFO0BdHZ2xuHDh3H48GFkZmYiICAAlpaWOHDgABYsWKBkVURVzt7cCG/0aqp5/ebWSOTklz14hIiI6HFQZfcBjI2NRUREBPT19REYGIi6detWRTVaxYtIa74CtWDwZ4cREXcPAPDaE00wuVtj7QZFRESVwvZb4VPAqamp+Prrr5GQkAA3Nzd4e3vDy8sLJiYmSlZD9Mjo6qjwwaAWGLD0TxSoBZ/uu4x+3vXhZmOq7dCIiIgqTNFTwIMHD8b777+PiIgIfPLJJ2jfvj0sLCzg4eGBoUOHKlkV0SPTvL4Fnm/vBgDIzVfj7W2R4AN0iIjocaZoD2BYWBj2798Pf39/AEBOTg4iIyMRHh6OiIgIJasieqRe7d4YO07fRPy9LPx5+Q5+DL+B4FaO2g6LiIioQhRNAFu2bAk9vX+KNDQ0hJ+fn2ZkMNHjysRAD+8NbI7n1xwHAMzdfg6dm9rC0oT3BiQiosePoqeAP/zwQ8yePRs5OTlKFktULXRrZo8+Xg4AgDu8NyARET3GFE0AXV1dkZqaCk9PT7z55pv46aefEBcXp2QVRFo1p39z1DEs7OVefywOR6OTtRwRERHRf6doAvjkk08iJiYG7dq1w+HDhzF69Gi4urrC1tYWPXr0ULIqIq2wNzfCtJ5F7w2Ym1/6c4SJiIiqI0WvATxz5gzCwsLg7e2tmRYTE4NTp07h9OnTSlZFpDUj27hgy8nriLiegstJ6Vhx8AomdeW9AYmI6PGhaA+gv78/MjIyikxzdXXFoEGDMGfOHCWrItIaXR0VPhjsBV2dwudbf/r7ZVy/m6nlqIiIiMpP0QTwlVdewTvvvIN79+4pWSxRtdO8vgXGtHUFAOTkq7Fgd5R2AyIiIvoPFH0UnI5OYT5pbW2NQYMGITAwEK1atUKLFi1gYFDzbpfBR8nUbilZeeiyaD+SM3IBAJtfDEJrFystR0VERA/D9lvhHsDo6Ghs27YNkydPxp07d/DBBx/A398fZmZmaNmypZJVEWmdhbE+pj7RRPP6vZ/PQa3mE0KIiKj6U3QQiIuLC1xcXDBgwADNtLS0NISHh3MQCNVIw/yd8G3YNUQlpiHiegq2hcdjsG8DbYdFRERUJkVPAdc27EImAPjj0i2M+uooAMDe3BD7Xu8MEwNFf1sREZGC2H4rfAo4JSUFEyZMQKNGjdCsWTPcvHlTyeKJqqUOjW3RvZkdACAxNQefH7iq5YiIiIjKpmgCGBISgsjISHz44Ye4du0asrKyAABTpkzB0qVLlayKqFp5s08z6P19W5gvDlxB/L0sLUdERERUOkUTwF27dmH58uUYPHgwdHV1NdN79uyJNWvWVKrsZcuWwdXVFUZGRggMDMTRo0dLnffs2bN48skn4erqCpVKhcWLF1e6TKKyuNvWwegHbgvz4W4+J5iIiKovRRNAEYGZmVmx6Y0bN8alS5cqXO6GDRswdepUzJkzBydPnoS3tzd69uyJpKSkEufPzMyEu7s75s+fDwcHB0XKJHqYl7s2Rl0TfQDAj+E3cOLaXS1HREREVDJFE8DevXtj7dq1xaZnZGRApVJVuNyPP/4Y48ePx9ixY+Hp6YnPP/8cJiYmWLVqVYnz+/v7Y+HChRg2bBgMDQ0VKZPoYSxMit4WZu523haGiIiqJ0UTwNDQUCxbtgzvvvsuRAQqlQrZ2dmYO3cufH19K1Rmbm4uTpw4ge7du2um6ejooHv37ggLC6s2ZRIBwPAAZzS2qwMACI+7h58ibmg5IiIiouIUTQCdnZ1x+PBhHD58GJmZmQgICIClpSUOHDiABQsWVKjM27dvo6CgAPb29kWm29vbIyEh4ZGWmZOTg9TU1CJ/RA/S09XBrH6emtfzd11AZm6+FiMiIiIqTtEEEAAaNWqEX375BTExMVi1ahW2bduGqKgo+Pn5KV3VIxcaGgoLCwvNn5OTk7ZDomqoYxNbdPUovC1MQmo2VhzkbWGIiKh6qfTdagcPHgwfHx/4+PjA29sbLi4uAAp7A52dnSsdoI2NDXR1dZGYmFhkemJiYqkDPKqqzJkzZ2Lq1Kma16mpqUwCqURv9mmGgxdvIV8t+PzAFQz1d0I9C2Nth0VERARAgR7Ahg0b4o8//sC4cePg5uYGKysrdOnSBa+++ipWr16N8PBw5OXlVbh8AwMDtG7dGnv37tVMU6vV2Lt3L4KCgh5pmYaGhjA3Ny/yR1SSRnZ1MCqo8MdQdp4aT30ehkW/ROHcjVTw4TtERKRtle4BXLhwoeb/8fHxOHXqFCIiIhAeHo4dO3bg6tWr0NPTg4eHByIiIipUx9SpUzF69Gj4+fkhICAAixcvRkZGBsaOHQsAePbZZ+Ho6IjQ0FAAhYM8zp07p/l/fHw8wsPDUadOHTRq1KhcZRJV1ivdGmPrqXjcy8zD9btZWLrvMpbuuww3G1P08XJAX6/6aFbPrFIj5ImIiCqiyp8FnJ6ejvDwcERERCAkJKTC5SxduhQLFy5EQkICfHx88MknnyAwMBAA0LlzZ7i6umL16tUAgJiYGLi5uRUro1OnTti/f3+5yiwPPkuQHuZMfArmbj+HozHJKGlPu58M9m5RD00dzKCvq/hluURE9C9svxVOAFNSUjBt2jT8/vvv0NfXx++//4569eopVXy1ww2IyispLRu/nEnAjsib+Cu65GRQT0cFVxtTNLKtg8b2ddDIrvCvoW0dGOnrFv8AERFVCNtvhRPAkSNH4sqVK5g2bRpGjhyJM2fOwN3dHVOmTEHDhg0xadIkpaqqFrgBUUU8mAwejU7Gw+4VrVIBDeoaw9e5Lqb1bIoGdU0eTaBERDUU22+FE0Bra2v89ttvaNWqFczMzBAREQF3d3fs3r0bs2bNwrFjx5SqqlrgBkSVdSstB7vPJuDI1Tu4kpSOq7cykFugLnV+e3NDrHkuAB4O3N6IiCqK7bcCg0AeVFXPAiaqqWzNDDGqjQtGtSkcMVygFsQlZ+JSUjouJ6XjUlIariSl41JSOjJzC5CYmoOnPg/DV6P9EeBmpeXoiYjocfVYPAuYqLbQ/fs6wCc87fFi54b4+Gkf/DipPQ5N7wpvJ0sAQFp2PkZ99Rd+PVuxJ+EQEREp2gMYGhqqeeKHUs8CJiLAytQA68YF4sW1J3Hw4i3k5Ksx8bsT+GCQF4YFVP6G60REVLtU+2cBE1EhU0M9fPmsH4J96gMA1ALM2BKJZfsu8+bSRET0n1TZfQBjY2MREREBfX19BAYGom7dulVRjVbxIlLSBrVaMG/neXx1KFozbUxbV8zu5wkdHV5qQUT0MGy/FT4F/CClngVMREXp6Kjwdt9msDUzxPxdFwAAqw/H4HZ6Dj562huGerxnIBERlY2PHSB6DKlUKkzs1BALh7SE7t+9fttP38Rzq48hO69Ay9EREVF1xwSQ6DH2lJ8TVoxqDSP9wl35z8t38Mle3nKJiIjKxgSQ6DHXrZk91o4LhMHfzxFe+cdVXLmVruWoiIioOquyBPDixYvIz8+vquKJ6AGtXawwoaM7ACCvQDDnx7McGUxERKWqsgSwWbNmuHr1alUVT0T/EtKlERwtjQEAhy7fxs5I3iiaiIhKVmUJIHsfiB4tYwNdzOnvqXk9d/s5pOewF56IiIrjNYBENcgTnvbo0tQWAJCQmo1POSCEiIhKwASQqAZRqVR4Z0BzGOgV7tpfHYrGxcQ0LUdFRETVDRNAohrGxdoUL3ZqCADIVwtm/3iGl2QQEVERTACJaqAXOzeEs5UJAODI1WT8FHFDyxEREVF1wgSQqAYy0tfFOwP+GRAyb8d5pGXnaTEiIiKqTpgAEtVQXT3s8YSnPQAgKS0Hi3/jgBAiIipUZQng9OnTYW1tXVXFE1E5zO7nqXlM3OrDMbiQkKrliIiIqDqosgQwNDSUCSCRljlZmWBSl0YAgAK1YNY2DgghIiKeAiaq8cZ3dIebjSkA4FjMXWw+Ga/liIiISNtUwu6ACktNTYWFhQVSUlJgbm6u7XCISnXw4i08u+qo5rWhng7MjfVhYawPcyM9mBvrw9zo79fGejAz0oeZ0T//mhsVnWZqoAuVSqXFb0REVHFsvwE9bQdARFWvYxNb9PFy0DwfOCdfjVtpObiVllOh8gz0dDDIxxEzenugrqmBkqESEdEjUCUJYEZGBn744QdcvnwZ9erVw/Dhw3k9IJGWzQv2Qh1DPcTcyURqVh7SsvORkpVXoecF5+arseF4HPZeSMTs/s3Rv2U99ggSET1GFDkF7OnpiUOHDsHKygpxcXHo2LEj7t69iyZNmuDKlSvQ09PDkSNH4ObmpkTM1Qa7kKkmyC9QIz0nH6lZhQlhSlYe0rILE8TUv//95/+FryOvpyDtgcSxm4cd5ga3QH1LYy1+EyKi8mH7rVACqKOjg4SEBNjZ2WHkyJGIjo7Gzp07YWFhgfT0dAwaNAi2trZYt26dEjFXG9yAqLZKTM3G7B/P4JeziZpppga6mN7bAyMDXaCjw95AIqq+2H5XwSjgsLAwvPPOO7CwsAAA1KlTB++++y4OHTqkdFVEpCX25kb4YpQfPh/pCzszQwBARm4BZv94FkM+P4yLiWlajpCIiMqiWAJ4//qf7Oxs1KtXr8h7jo6OuHXrllJVEVE10atFPeyZ2gnDA5w1007G3kPfT/7A//ZcREoWHz9HRFQdKZYAduvWDb6+vkhNTUVUVFSR965du8ZBIEQ1lIWxPkIHe2H9hDaa+w3mFQiW7L2E1nP3YMTKI1h1KBqxdzK1HCkREd2nyCjgOXPmFHldp06dIq9//vlndOjQQYmqiKiaauNujV2vdMCnv1/CFweuIl8tyFcLDl+5g8NX7uC97efQ1N4M3T3t0K2ZPXwaWPJaQSIiLeGNoCuBF5ESlexiYhrWH43DnvMJiEvOKnEemzqG6NzUFq1d6sK7gSWa2NeBni4fTkREVY/ttwIJ4LJly9C5c2c0b95cqZgeG9yAiMomIriUlI7fzifit3OJOBV3D6UdcYz0deDlaAHvBpbwdrKEj5MlGtQ15v0FiUhxbL8VOAWckJCAoUOHwtbWFpMmTcKgQYOgo8Nf8URUODisib0Zmtib4aXOjXArLQf7LiTht/OJ+OPSbWTlFWjmzc5T41jMXRyLuauZZmVqgPaNbDBvUAuYGelr4ysQEdVIip0CvnnzJvbs2YOYmBjMnj1biSKrPf6CIKq47LwCRManICLuHsLj7iHi+r1STxe/0MkdM3s3e8QRElFNxfab1wBWCjcgImXdSc/B6espmoTw0KXbyFcLzAz18OfMrjBnLyARKYDtdxXcCJqIqKKs6xiii4cdpjzRBKvHBuApPycAQFpOPr47ck3L0RER1RxMAImo2nqhozvu3ylm1aFoZD9wzSAREVUcE0AiqrZcbUzRx6vwyUK303Ox8cR1LUdERFQzPLIEUEdHB127dsWJEyceVZVEVANM7NRQ8/8VB68gv0CtxWiIiGqGR5YArlq1Ch07dkRISMijqpKIaoAWjhbo2MQWABCXnIUdkTe1HBER0eOPo4ArgaOIiB6NsCt3MHzlEQCAh4MZdr3SgTeIJqIKY/utQA/gsmXLcObMGSViISIqURt3K7RytgQAXEhIw/6oW9oNiIjoMVfpBDAhIQHDhg1Dly5dsHnzZqjVvD6HiJSlUqnw4gPXAn62/4oWoyEievxVOgGcO3cuzpw5g3Xr1iEjIwPvv/++EnERERXRvZk9GtnVAQAcjUnG8ZhkLUdERPT44jWAlcBrCIgerU0nruP1jREAgG4edvhqjL+WIyKixxHbb4VHAT/33HNYvXq15vW1a9ewa9cupKSkKFkNEdVSA33qo76FEQBg74UkXEhI1XJERESPJ0UTwJ07d8LDwwMAcO/ePbRu3RrBwcHw9PREVFSUklURUS2kr6uD8R3dNa+/OHBVi9EQET2+FE0AU1JS4OjoCADYvHkzHBwckJqaiqFDh2LmzJlKVkVEtdRQfyfUNdEHAPwUcQNxyZlajoiI6PGjaALo5OSE6OhoAMDGjRsxZswYGBoaYuLEifjzzz8rVfayZcvg6uoKIyMjBAYG4ujRo2XOv3HjRnh4eMDIyAheXl7YuXNnkffT09MxadIkNGjQAMbGxvD09MTnn39eqRiJqOqZGOhhTFs3AECBWrDyD/YCEhH9V4omgGPGjMHLL7+MWbNmYe/evQgODgYAqNVqpKenV7jcDRs2YOrUqZgzZw5OnjwJb29v9OzZE0lJSSXOf/jwYQwfPhzPP/88Tp06heDgYAQHBxe5X+HUqVOxe/dufPfddzh//jxeffVVTJo0CT/99FOF4ySiR2N0WxeYGOgCADYci8Pt9BwtR0RE9HhRNAGcOXMmnnrqKRw8eBDz589Ho0aNAADHjh2Ds7Nzhcv9+OOPMX78eIwdO1bTU2diYoJVq1aVOP+SJUvQq1cvTJs2Dc2aNcPcuXPh6+uLpUuXauY5fPgwRo8ejc6dO8PV1RUTJkyAt7f3Q3sWiUj7LE0MMCKg8JiSk6/G6j9jtBsQEdFjRtEEUKVS4a233sKBAwfw2muvaaYnJCRgxIgRFSozNzcXJ06cQPfu3TXTdHR00L17d4SFhZX4mbCwsCLzA0DPnj2LzN+2bVv89NNPiI+Ph4hg3759uHjxInr06FFqLDk5OUhNTS3yR0Ta8XwHN+jrFj4O7stDV/HCt8fxvz0XsfvMTcTczoBazTtcERGVRu9RVDJt2rQKf/b27dsoKCiAvb19ken29va4cOFCiZ9JSEgocf6EhATN608//RQTJkxAgwYNoKenBx0dHaxcuRIdO3YsNZbQ0FC8++67Ff4uRKScehbGGNTKET8cv47sPDV+OZuIX84mat431tdFUwczNKtnBg8Hc3RqYgtXG1MtRkxEVH0omgAeO3YMM2bMwK1bt9CoUSP4+Pho/ipzCrgqfPrppzhy5Ah++uknuLi44ODBgwgJCUH9+vWL9R7eN3PmTEydOlXzOjU1FU5OTo8qZCL6l9d7NsXNlGwcj7mLrLyCIu9l5RUgPO4ewuPuAQB0VMBAH0dM7toI7rZ1tBAtEVH1oWgCOGrUKDg7O2PChAmIjo7GgQMHsGTJEty9exd169bFnTt3/nOZNjY20NXVRWJiYpHpiYmJcHBwKPEzDg4OZc6flZWFN998E1u3bkXfvn0BAC1btkR4eDgWLVpUagJoaGgIQ0PD//wdiKhq2JkZ4dvnA6FWC2KTM3EhIRXnb6bh/M1UXEhIQ+wDt4hRC7D1VDx+DI9HsI8jJndrDDf2CBJRLaVoAhgXF4cdO3agYcOGRaZfu3YN4eHhFSrTwMAArVu3LjaqeO/evZg0aVKJnwkKCsLevXvx6quvaqbt2bMHQUFBAIC8vDzk5eVBR6foJZC6urpQq9UVipOItEdHRwVXG1O42piiV4t6munpOfmISkjD4cu38dWf0biXmQe1AFtOxWNbeDyCWzliclcmgkRU+yiaALZr1w7Xr18vlgC6uLjAxcWlwuVOnToVo0ePhp+fHwICArB48WJkZGRg7NixAIBnn30Wjo6OCA0NBQC88sor6NSpEz766CP07dsX69evx/Hjx7FixQoAgLm5OTp16oRp06bB2NgYLi4uOHDgAL755ht8/PHHFY6TiKqXOoZ6aO1SF61d6mJsezesORyDlX9c/ScRPBmPH8NvFPYIdm3EawSJqNZQiUilhsoNHjwYLVu2hLe3N0QEy5cvx8aNG1G3bl2lYgQALF26FAsXLkRCQgJ8fHzwySefIDAwEAA0t3J58DnEGzduxNtvv42YmBg0btwYH374Ifr06aN5PyEhATNnzsSvv/6K5ORkuLi4YMKECZgyZQpUKlW5YuLDpIkeP2nZefgm7JomEbxPV0cFFysTWJkawLqOAaxMDWFTxwBWpoV/NnUMYV2n8N+6JgbQ1SnfcYKIqh+23wokgNOmTUN4eDgiIiJw+/ZtAIC1tTUGDhyINm3aoFWrVvDy8oKBgYEiAVcn3ICIHl9p2Xl/9whGIyUr7+EfeICOCrAyNYStWWGSaGtmCNs6hrCpYwhnaxN0b2bPBJGoGmP7rUAC+KD4+HiEh4cX+bt69Sr09PTQtGlTnD59WqmqqgVuQESPv7TsPKz+MwY/RtxAYmo20rLzK13myDbOeD/YS4HoiKgqsP1WOAEsSXp6uqaHMCQkpCqreuS4ARHVPDn5BbibkYfb6TlIzsjFnYwc3EnPxZ2MXNxJz8Ht9FzcTs/BrbQc3E7PQV5ByYfQlc/64QlP+xLfIyLtYvv9CBLAmowbEFHtJiJIycr7OyHMRdiV2/jk98sAACtTA+x+tQPszIy0HCUR/Rvbb4UfBZeSkoIJEyagUaNGaNasGW7evKlk8URE1YpKpYKliQEa2ZkhqKE1pjzRBD3+7vVLzsjF6xtP85F0RFQtKZoAhoSEIDIyEh9++CGuXbuGrKwsAMCUKVOwdOlSJasiIqp2VCoV5j/ZEnZmhTeMP3jxFtaExWg3KCKiEiiaAO7atQvLly/H4MGDoaurq5nes2dPrFmzRsmqiIiqJStTAyx6ylvzOnTXBUQlpGkxIiKi4hRNAEUEZmZmxaY3btwYly5dUrIqIqJqq2MTWzzXzg0AkJuvxivrTyH7X88qJiLSJkUTwN69e2Pt2rXFpmdkZJT75spERDXBG72awsOh8AfxhYQ0LPwlSssRERH9Q9FHwYWGhsLPzw9AYW+gSqVCdnY25s6dC19fXyWrIiKq1oz0dbFkWCv0X3oIuflqfHUoGp2a2KJjE1tth0ZEpGwPoLOzMw4fPozDhw8jMzMTAQEBsLS0xIEDB7BgwQIlqyIiqvaaOphhZm8PzevXNkYgOSNXixERERWqsvsAxsbGIiIiAvr6+ggMDFT82cDVAe8jREQPIyIY/fUxHLx4CwDwhKc9VoxqzctiiLSI7bfCp4BTU1Px9ddfIyEhAW5ubvD29oaXlxdMTEyUrIaI6LGhUqmwaEhL9FryB5IzcrHnXCLWH4vD8ABnbYdGRLWYoj2A3bt3R0REBPz9/REbG4uoqMKLnhs2bAhvb29s2LBBqaqqBf6CIKLy+vVsAiZ8ewIAYKCng6b2ZrAyNYCVqQHqmhjAylQfdU0NYP33axszQziYG8HUUNHf6UQEtt+Awj2AYWFh2L9/P/z9/QEAOTk5iIyM1DwLmIioturR3AHDA5zx/dFY5OarERmfUq7PmRnpwcHcCA4WRv/8a2GEehZG8HWuC0sTgyqOnIhqIkUTwJYtW0JP758iDQ0N4efnpxkZTERUm83q1wz3MnNxNDoZdzNzUZ6nxKVl5yMtOx2XktKLvWdrZohfXu0IK1MmgUT03yh6CviPP/7Ahx9+iE2bNsHQ0FCpYqstdiETUUWp1YLU7DwkZ+Rq/u5m5iI5Iw/JGTlISstBQko2ElOzcTMlGzn56hLLmdDRHW/2afaIoyd6vLH9VrgH0NXVFampqfD09MTQoUPRpk0btGrVCk5OTkpWQ0T02NPRUcHSxACWJgZwf8itAUUEKVl5uJmSjYTUbMTfzcLc7eeQk6/GmsMxeK6dGxwsjB5N4ERUIyh6H8Ann3wSMTExaNeuHQ4fPozRo0fD1dUVtra26NGjh5JVERHVGipVYbLYrJ45ujS1w8g2Lng2yAUAkJOvxqe/81GbRPTfKNoDeObMGYSFhcHb+58HocfExODUqVM4ffq0klUREdVqL3ZuhHV/xSIjtwAbjsXhhY4N4WzNW24RUfko2gPo7++PjIyMItNcXV0xaNAgzJkzR8mqiIhqNStTA4zr4A4AyFcLFv92UcsREdHjRNEE8JVXXsE777yDe/fuKVksERGVYFwHN1ia6AMAtobH42JimpYjIqLHhaIJ4JAhQ/Dbb7+hcePGmDBhAr766iucPHkSubl89iURkdLMjPTxUueGAAAR4KNfo7QcERE9LhRNAKOjo7Ft2zZMnjwZd+7cwQcffAB/f3+YmZmhZcuWSlZFREQAng1yhb154W23fjmbiIi4e9oNiIgeC4oOAnFxcYGLiwsGDBigmZaWlobw8HAOAiEiqgJG+rqY3LUx3t52BgCw6NcofPt8oJajIqLqTtEewJKYmZmhQ4cOCAkJqeqqiIhqpaf9nOBsVTgC+I9Lt3H4ym0tR0RE1Z2iCWB+fj7mzZuHoKAg+Pr6YvTo0dizZ4+SVRAR0b8Y6OlgyhONNa8X/RIFBR/yREQ1kKIJ4IwZM7B8+XJ069YNwcHByMnJQb9+/TB27FgejIiIqtAAb0c0sa8DADgZew+/X0jSckREVJ0p+izg+vXrY/369ejYsaNmWnR0NPr164cxY8Zg2rRpSlVVLfBZgkRUnfxyNgEvfHsCAODhYIadL3eAjo5Ky1ERVT9svxXuAczIyECDBg2KTHNzc8Onn36KFStWKFkVERH9Sw9Pe3g3sAAAXEhIw/bIm1qOiIiqK0UTwPbt22PNmjXFpru5ueHGjRtKVkVERP+iUqkwraeH5vXHv0Yhr0CtxYiIqLpSNAFcsGABFi9ejJdffhmXLhU+nDwvLw+ffvopPD09layKiIhK0K6RNYLcrQEAMXcysfnEdS1HRETVkaIJYIsWLbB//36EhYWhadOmMDIygomJCb799lssXrxYyaqIiKgEKpUKr/dsqnm98JcoXE5K12JERFQdKToI5EFRUVE4e/YszMzMEBgYWCMvsuRFpERUXY3/5jj2nEsEANiaGWL9hDZoaFtHy1ERVQ9svxXuAXzuueewevVqAEDTpk3RunVr5Ofn8xYwRESP2MIhLeFZr7Bhu5WWg+ErjuDqLfYEElEhRRPAnTt3wsOj8ALke/fuoXXr1ggODoanpyeioviQciKiR8XSxABrxwVqksCktBwMX3kE0bcztBwZEVUHiiaAKSkpcHR0BABs3rwZDg4OSE1NxdChQzFz5kwlqyIiooeoa1qYBDb7OwlMTM3BsBVhTAKJSNkE0MnJCdHR0QCAjRs3YsyYMTA0NMTEiRPx559/KlkVERGVw/0k0MPBDEBhEjh8xRHEMAkkqtUUTQDHjBmDl19+GbNmzcLevXsRHBwMAFCr1UhP57UnRETaYGVqgHXj22iSwITUbAxfeQTX7jAJJKqtFE0AZ86ciaeeegoHDx7E/Pnz0ahRIwDAsWPH4OzsrGRVRET0H1j93RPY1L4wCbyZko3hK44g9k6mliMjIm2ostvAPGjhwoXIzs7GrFmzqrqqR4rDyInocXM7PQcjVh7BxcTCszKOlsYI6dIIVqb6sDA2QF1TfdQ1MYCliT4M9XS1HC1R1WD7/YgSwJqKGxARPY5upxdeB3jpITeINtbXRV0TfZgZ6UOlKpym+vs/f7/UTLeuY4inWjdArxYO0NdV9OQSkeLYfjMBrBRuQET0uLqVloNnvvynJ1ApDuZGGBXkguEBzrAyNVC0bCKlsP1mAlgp3ICI6HGWm6/GH5duISktB3czc5GSmYe7mbm4m5lX5P/pOXkAgPuthabR+Ps/ahHkq4s2JYZ6Ogj2ccTY9q7wcODxkaoXtt9VmABevHgR7u7u0NPTq4riqwVuQEREgIgg7OodfP1nDH47n4h/typB7tYY284V3ZrZQ1dHVXIhRI8Q2+8qTAB1dXVx/vx5NGnSpCqKrxa4ARERFRV7JxNrwmLww7E4pOXkF3mvoa0pvhztDzcbUy1FR1SI7bfCt4F5EM8sExHVPs7WJpjVzxNhb3bDuwOaF0n2rtzKwLAVYXwmMVE1wKFaRESkuDqGehjd1hV7p3bC12P80cS+DoD7j6M7gitMAom0igkgERFVGR0dFbp42GH9hCDNk0iS0gqTwMsPuQ0NEVUdJoBERFTlrEwN8P34NvCsV3i91a20HAxfeQSXk9K0HBlR7fTYJIDLli2Dq6srjIyMEBgYiKNHj5Y5/8aNG+Hh4QEjIyN4eXlh586dxeY5f/48BgwYAAsLC5iamsLf3x+xsbFV9RWIiGq1un8/jq55/X+SwGEr/sKlRCaBRI/aY5EAbtiwAVOnTsWcOXNw8uRJeHt7o2fPnkhKSipx/sOHD2P48OF4/vnncerUKQQHByM4OBhnzpzRzHPlyhW0b98eHh4e2L9/P06fPo1Zs2bByMjoUX0tIqJa599J4O30wp7Ai0wCiR6pKrsNjI6ODi5cuKDIbWACAwPh7++PpUuXAgDUajWcnJwwefJkzJgxo9j8Q4cORUZGBrZv366Z1qZNG/j4+ODzzz8HAAwbNgz6+vr49ttvKxwXh5ETEVXMvcxcjPrqKCLjUwAA1qYGWDe+DZr+fZ0gUVVi+12FPYDTp0+HtbV1pcvJzc3FiRMn0L17d800HR0ddO/eHWFhYSV+JiwsrMj8ANCzZ0/N/Gq1Gjt27ECTJk3Qs2dP2NnZITAwENu2bat0vERE9HCWJgb47vlAtGxgAQC4k5GLESuPICqBPYFEj0KVJYChoaGKJIC3b99GQUEB7O3ti0y3t7dHQkJCiZ9JSEgoc/6kpCSkp6dj/vz56NWrF3799VcMGjQIgwcPxoEDB0qNJScnB6mpqUX+iIioYixM9PHt84HwfiAJHLjsEGZuicT5mzy+ElWlx+IaQKWp1WoAwMCBAzFlyhT4+PhgxowZ6Nevn+YUcUlCQ0NhYWGh+XNycnpUIRMR1UgWxvr45vlAeDtZAgCy89T4/mgsei/5A09/EYYdp28ir0Ct3SCJaqBqnwDa2NhAV1cXiYmJRaYnJibCwcGhxM84ODiUOb+NjQ309PTg6elZZJ5mzZqVOQp45syZSElJ0fzFxcVV5CsREdEDLIz18d3zARjbzhV1DP95fvzR6GSErDuJDgv24dO9l3ArLUeLURLVLNU+ATQwMEDr1q2xd+9ezTS1Wo29e/ciKCioxM8EBQUVmR8A9uzZo5nfwMAA/v7+iIqKKjLPxYsX4eLiUmoshoaGMDc3L/JHRESVZ2akjzn9myNsZle8N7A5Gtr+8wi5hNRsfLTnItrO34tX15/i6WEiBeg9fJaKExGoVKpKlzN16lSMHj0afn5+CAgIwOLFi5GRkYGxY8cCAJ599lk4OjoiNDQUAPDKK6+gU6dO+Oijj9C3b1+sX78ex48fx4oVKzRlTps2DUOHDkXHjh3RpUsX7N69Gz///DP2799f6XiJiKhizIz08WyQK0a1ccGfl+9gTVgM9p5PhFqAvALBtvAb2BF5E6/3aIrxHdyho1P5NoaoNqqy28AAhT1tERERaNasWaXLWrp0KRYuXIiEhAT4+Pjgk08+QWBgIACgc+fOcHV1xerVqzXzb9y4EW+//TZiYmLQuHFjfPjhh+jTp0+RMletWoXQ0FBcv34dTZs2xbvvvouBAweWOyYOIyciqnpxyZn47q9r2HAsDvcy8zTTOzS2wUdPecPOnPdvpf+G7bdCCeDUqVNLnL5kyRKMHDlSMxr4448/rmxV1Qo3ICKiRyc7rwD/++0ivjhwVTPN2tQAC59qia4e9mV8kqgott8KJYA6Ojrw9vaGpaVlkekHDhyAn58fTE1NoVKp8Pvvv1e2qmqFGxAR0aN36NJtTP0hHEkPDAoZ09YVM3p7wEhfV4uR0eOC7bdCCeD8+fOxYsUKfPnll+jatatmur6+PiIiIoqNtq0puAEREWnHnfQcvLHpNPZe+OeRoM3qmePT4T5oZMeniVDZ2H4rNAp4xowZ2LBhA1588UW8/vrryMvLe/iHiIiIKsi6jiG+HO2Hdwc0h4FeYVN2/mYq+n16COv+ikUVXt5OVCModhsYf39/nDhxArdu3YKfnx/OnDmjyAhgIiKikqhUKoxu64ofQ9qhsV0dAIU3kn5zayRe+yEC+byBNFGpFL0PYJ06dbBmzRrMnDkT3bt3R0FBgZLFExERFdOsnjl+ntweI9s4a6ZtORWPl9ef4lNEiEpRZbeBuX79Ok6cOIHu3bvD1NT04R94DPEaAiKi6mVn5E28uj4cuX8nft2b2WPZM61gqMfBIfQPtt8K9AAuW7YMZ86cKTa9QYMGGDhwYI1N/oiIqPrp41UPK55tDcO/rwv87XwiJnxzAtl5PCNF9KBKJ4AJCQkYNmwYunTpgs2bN0OtZnc7ERFpT+emdvh6jD+M/74lzIGLt/D8mmPIzM3XcmRE1Ydip4Bv3ryJPXv2ICYmBrNnz1aiyGqPXchERNXX0ehkjP36KDJyC3v/AlytsGqsP+oYVulTUOkxwPa7ih8FV9NxAyIiqt5Oxt7F6FVHkZZd2PvXytkSq8cGwMJYX8uRkTax/VZ4FDAREVF14utcF+vGtYGlSWHCdyr2HkZ++RfuZeZqOTIi7WICSERENZpXAwusG9cG1qYGAIDI+BQMW3EEt9NzHvJJopqLCSAREdV4nvXNsX5CG9iaGQIALiSkYeDSPxF5PUXLkRFpxyNLAHV0dNC1a1ecOHHiUVVJRESk0djeDD+8EIR6FkYAgPh7WXjy88P44XicliMjevQeWQK4atUqdOzYESEhIY+qSiIioiLcbEyxLaQdfJ0tAQC5+Wq8sek03toaiZx83iuQag+OAq4EjiIiIno85earMXf7OXx75JpmWitnS3z2TGs4/N1DSDUX2+8qfBIIERFRdWWgp4O5wS2wcEhLGPz91JBTsffQ79M/cOTqHS1HR1T1+CQQIiKqtZ7yc8KWF9vC0dIYAHA7PRfPfPkXvjoUDZ4go5qMTwKpBHYhExHVDMkZuXj5+1M4dPm2ZtoA7/qYO7AFLEx40+iahu03rwGsFG5AREQ1R4Fa8NGvUVi+/4pmmrmRHl7q0ghj2rrC6O9nC9Pjj+037wNIREQEANDVUeGNXh74fKQvTA0Kk73U7HzM33UBnRbuw/dHY5FfwMucqGZQtAfw2LFjmDFjBm7duoVGjRrBx8dH8+fs7KxUNdUGf0EQEdVM8fey8L89F7Hl5HWoH2gl3W1NMa1HU/Rq4QCVSqW9AKlS2H4rnAB6eHjA2dkZAwYMQHR0NMLDwxEeHo67d++ibt26uHOnZo2s4gZERFSzXUxMw4e7o/Db+cQi072dLDG9V1O0bWijpcioMth+K5wAmpqa4vTp02jYsGGR6deuXUN4eDgGDhyoVFXVAjcgIqLa4XhMMhbsvoBjMXeLTG9WzxxmRnrQ11VBT0dH86+ergr6ujrQ01HBzEgfduaGsDMzhJ2ZEWzNCv9vaaLPXkQtYfsN6ClZWFBQEOLj44slgC4uLnBxcVGyKiIiokfGz9UKP7wQhN8vJOHD3VGISkwDAJy/mVrhMg10dWBrZghbM0M0r2+OLk3t0LaRNUwMFG2aiUqkaA/gjh078L///Q8//PADrKyslCq22uIvCCKi2qdALdh2Kh5L911G9O0MRcs20NVBoLsVOjWxRRcPO7jbmLKXsAqw/VY4AdTR0YFKpULdunUxcOBABAUFoVWrVvDy8oKBgYFS1VQb3ICIiGq3ArUgr0CNfLUgX/Nv0Wn3svKQlJqDpLRsJKXlICk1B7fSc5CUmo1baTm4k5FbavlOVsbo0tQOnZvawsPBHPbmRtDVYUJYWWy/FU4Ar169ioiICISHh+P06dOIiIhATEwM9PX10bRpU5w+fVqpqqoFbkBERFRZGTn5OHzlDvZHJWF/1C3E38sqdV49HRUcLIzgaGkMx7rGaHD/37omcLYyQYO6xuwxLAe234/gRtCpqamIiIjA6dOnERISUpVVPXLcgIiISEkigstJ6dj3dzJ4LCYZeQXlb6adrUzQw9MePZo7oLVLXfYWloLtt8IJYH5+PhYsWIDt27cjJycHXl5eGDlyJJ544gmlqqhWuAEREVFVSs/Jx5+Xb+NodDLikjNx/W4W4u9lISUr76GftTY1QLdmdujh6YD2jW34JJMHsP1WOAF8/fXX8f3332Ps2LEwMDDAuXPnsHXrVowYMQKrVq2qcd3S3ICIiEgb0nPyEX83C/H3/k4K72YhMj4Ff0Uno0BdvFk31tdFpya26NnCHr2a14OxQe1OBtl+K5wA1q9fH+vXr0fHjh0106Kjo9GvXz+MGTMG06ZNU6qqaoEbEBERVScpmXn4PSoRv55NxP6oW8jKKyg2j5mRHp70bYCRbZzRyM5MC1FqH9tvhRNACwsLnDp1Cu7u7kWm//7773jhhRdw6dIlpaqqFrgBERFRdZWdV4A/L9/Gr2cT8dv5xBJHG7dxt8IzgS7o2dwBBno6WohSO9h+K5wA9u3bF35+fnj33XeLTI+OjkaLFi2QkaHs/ZK0jRsQERE9DgrUguMxydh44jp+jriBnHx1kfdt6hhiqH8DDA9wRoO6JlqK8tFh+61wAnjmzBm0a9cOo0ePxuTJk9G4cWPk5eVh+vTp+OOPP3Ds2DGlqqoWuAEREdHj5l5mLjaduI51f8Xi6r9uZK2jAto3tkXHxjZo426NZvXMa+RIYrbfVXAbmFOnTmHChAk4ceIEDAwMUFBQAEtLS2zbtg3t2rVTsiqt4wZERESPKxFB2JU7+O6va/j1bCLySxg8YmGsjwA3K7Rxt0aQuzU8HMygUwMSQrbfVXgfwAsXLuDcuXMwMzNDYGBgjVzA3ICIiKgmSErNxvpjcVh/NBY3UrJLnc/SRB+Bblbo2MQWfb3qwdLk8XzKF9tvBRLAUaNGYcWKFTA2NkZsbCycnZ2Viq3a4wZEREQ1iVotuJSUjrArt3HkajL+ir6Du5kl33PQQFcH3ZrZYbBvA3Ruagt93cdnEAnbb0CvsgWYmpoiJycHxsbGcHV1Rd26ddGyZUv4+PjA29sbPj4+aN68OfT19ZWIl4iIiKqIjo4KTR3M0NTBDGPauUGtFkQlpuHI1TsIu3IHf0Una25CnVugxq4zCdh1JgFWpgYY4F0fT/o2QAtH8xp339+aSNFTwNeuXdM8C/j+vzExMdDT04OHhwciIiKUqqpa4C8IIiKqTdRqwdkbqfgxPB7bwm/gdnpOsXma2NfBYN8GeNK3AWzNDLUQ5cOx/VY4AWzbti12795dZGGmpaUhPDyczwImIiKqQfIL1Pjj0m1sPnkdv55LRO6/bi1jZqiH9we1wEAfRy1FWDq234CiJ+yPHDmC7OyiF4+amZnB29sbsbGxSlZFREREWqSnq4MuHnZYOsIXx97qjtDBXvB3rat5Py0nH6+sD8er608hNfvhzy6mR0uRHsAhQ4bAz88Pb731FiIiItCiRYsi79+8eRMNGjRAQUHxR9I8zvgLgoiIqKhrdzKw+LdL2HoqXjPN0dIYi4f5wN/VSouR/YPttwKDQADA2dkZ27dvh4jA29sb1tbW8Pb21gwCiYqKQr169ZSoioiIiKoxF2tT/G+oDzo3tcXb284gLTsf8feyMPSLMEzq0giTuzV+rEYM11SKXgNoYGCAP//8Ezdu3MCpU6cQHh6OyMhIqNVqzJs3DyNGjFCqqmqBvyCIiIhKd/1uJqZuiMDRmGTNNB8nSywZ5gMXa1OtxcX2W+EEMC8vD3p6erVm+Dc3ICIiorIVqAWf7b+M//12CQV/P23E1EAX7w5sgSd9HbWSM7D9VngQiL6+fq1J/oiIiOjhdHVUmNS1MTa/2BYu1iYAgIzcAry+MQJvbTuj5ehqL0V7AAsKCvDll18iKioKDRo00FwDaG1trVQV1Qp/QRAREZVfRk4+3v35LH44fl0z7fORrdGrhcMjjYPtt8I9gJMnT8bs2bORmJiIGTNmoE+fPrCzs4OzszMGDBigZFVERET0mDE11MOHQ7wxb9A/dwuZ89MZpPE2MY+cogngli1b8M0332Dt2rUwNDTE8ePHsWTJEmRnZ8PFxUXJqoiIiOgxNSLAGZ2b2gIAElNzsPCXKC1HVPsomgCmp6fD09MTQOH1gHp6epg0aRJmzpwJIyOjSpe/bNkyuLq6wsjICIGBgTh69GiZ82/cuBEeHh4wMjKCl5cXdu7cWeq8EydOhEqlwuLFiysdJxEREZVOpVJh7sAWMNbXBQB8e+QaTly7q+WoahdFE0B3d3fcuHEDAODo6Ij4+MKbQPbv3x/fffddpcresGEDpk6dijlz5uDkyZPw9vZGz549kZSUVOL8hw8fxvDhw/H888/j1KlTCA4ORnBwMM6cKX7B6datW3HkyBHUr1+/UjESERFR+ThZmWDqE00AACLAm1sikVegfsinSCmKJoCDBw/Grl27AACdOnXCqlWrAADnzp1DVlZWpcr++OOPMX78eIwdOxaenp74/PPPYWJioqnj35YsWYJevXph2rRpaNasGebOnQtfX18sXbq0yHzx8fGYPHky1q5dC319/UrFSEREROU3tp0rmtcvHIQRlZiGFQevajmi2kPRBPCdd97BO++8AwB44403sHfvXtja2uKpp56q1E2gc3NzceLECXTv3l0zTUdHB927d0dYWFiJnwkLCysyPwD07NmzyPxqtRqjRo3CtGnT0Lx584fGkZOTg9TU1CJ/REREVDF6ujqYP7gldP6+g9ySvZcQfTtDu0HVElX2LBZnZ2ecPXsWH374ITZu3Ihly5ZVuKzbt2+joKAA9vb2Rabb29sjISGhxM8kJCQ8dP4FCxZAT08PL7/8crniCA0NhYWFhebPycnpP34TIiIiepBXAws8184NAJCbr8ZbWyOh4B3qqBSKJoCHDx8uco2djY0Nxo4diwEDBlS7G0SfOHECS5YswerVq8sd28yZM5GSkqL5i4uLq+IoiYiIar4pTzSBo6UxAODwlTvYcjJeyxHVfIomgCEhIfjrr7+KTb9y5QrS0tIqXK6NjQ10dXWRmJhYZHpiYiIcHEq+eaSDg0OZ8//xxx9ISkqCs7Mz9PT0oKenh2vXruG1116Dq6triWUaGhrC3Ny8yB8RERFVjqmhHt4P/ufegO/vOIc76TlajKjmUzQBjIqKQufOnYtN/+233zB8+PAKl2tgYIDWrVtj7969mmlqtRp79+5FUFBQiZ8JCgoqMj8A7NmzRzP/qFGjcPr0aYSHh2v+6tevj2nTpuGXX36pcKxERET033XxsEO/lvUAAHcz8zBvx3ktR1Sz6SlZmLm5Oe7eLX4fnw4dOuCtt96qVNlTp07F6NGj4efnh4CAACxevBgZGRkYO3YsAODZZ5+Fo6MjQkNDAQCvvPIKOnXqhI8++gh9+/bF+vXrcfz4caxYsQIAYG1tXewRdfr6+nBwcEDTpk0rFSsRERH9d7P7e+LgxVtIzc7HllPxGOTriA6NbbUdVo2kaA9gr169sGjRouKV6OggNze3UmUPHToUixYtwuzZs+Hj44Pw8HDs3r1bM9AjNjYWN2/e1Mzftm1brFu3DitWrIC3tzc2bdqEbdu2oUWLFqVVQURERFpkZ2aEN/s007x+a+sZZOUWaDGimkslCg61iYuLQ0BAANq2bYt33nkHXl5eyM7OxosvvohLly7h0KFDSlVVLfBh0kRERMpSqwXDVh7B0ehkAMCLnRtiei8PRetg+61wD6CTkxOOHDmCrKwseHt7w9jYGGZmZvj555+xcOFCJasiIiKiGkhHR4UPBnnBQLcwRVlx8Cqu3krXclQ1j6LXACYnJ8PFxQU7d+5EbGwswsPDoa+vj8DAQFhZWSlZFREREdVQjezq4KUuDfH1nzF4q28zuNmYajukGkfRBNDGxgaOjo7w9vbW/DVt2hR169ZVshoiIiKq4V7s3BDPBLrA1sxQ26HUSIomgJGRkQgPD0dERASOHTuGFStWIDk5GUZGRmjRokWJ9wgkIiIi+jdDPV3YmulqO4waS9EEsHnz5mjevDmeeeYZAICIYPfu3Zg8eTK6deumZFVEREREVEFV9ixgAFCpVOjduze+++67Up/ZS0RERESPVpUmgPe1adMG+/btexRVEREREdFDKHoKuE6dOvDy8oK3tzdatmwJb29veHh44NixY5V6FjARERERKUfRBHDTpk2a5+ouWbIEV65cgYhApVJh7ty5SlZFRERERBWk6JNA/i0zMxPR0dGwtraGg4NDVVWjNbyTOBER0eOH7bcCPYBBQUFo1aoVfHx84OPjg5YtW8LIyAgAYGJigubNm1c6SCIiIiJSTqUTwL59++L06dP46KOPcOXKFahUKjRu3FiTEN7/s7OzUyJeIiIiIqokRU8BHz16FMHBwWjfvj309fVx6tQpXLhwASqVCvb29rhx44ZSVVUL7EImIiJ6/LD9VngQyIsvvohly5Zh0KBBmmk7d+7EhAkTMHr0aCWrIiIiIqIKUvQ+gOfPn4ePj0+RaX369MHy5ctx+PBhJasiIiIiogpSNAH09/fHmjVrik338vLC0aNHlayKiIiIiCpI0VPAH3/8Mbp27Ypr165hypQpaNGiBXJzc/HRRx/BxsZGyaqqhfuXT6ampmo5EiIiIiqv++12Fd4Jr9pTNAFs3bo1/vrrL0yaNAk+Pj7Q19eHWq2Gnp4evvrqKyWrqhbuP93EyclJy5EQERHRf5WWlgYLCwtth6EVVXYj6GvXriEiIgI6Ojpo3bo16tWrVxXVaJVarcaNGzdgZmYGlUqlaNmpqalwcnJCXFxciSOUHvb+4zhPdYqF34nfuzrHwu/E712dY3mU36miRARpaWmoX78+dHQUvRrusaFoD+CDXFxc4OLiUlXFVws6Ojpo0KBBldZhbm5e5ob/sPcfx3mqUyxKzVOdYnmU81SnWJSapzrFotQ81SmWRzlPdYpFqXmqUyxKzVOeMiqitvb83ado2puSkoIJEyagUaNGaNasGW7evKlk8URERESkAEUTwJCQEERGRuLDDz/EtWvXkJWVBQCYMmUKli5dqmRVRERERFRBiiaAu3btwvLlyzF48GDo6upqpvfs2bPE28NQ6QwNDTFnzhwYGhpW6P3HcZ7qFItS81SnWB7lPNUpFqXmqU6xKDVPdYrlUc5TnWJRap7qFItS85SnDKo4RQeBWFlZ4ejRo2jUqBHMzMwQEREBd3d3XLlyBa1bt8a9e/eUqoqIiIiIKkjRHsDevXtj7dq1xaZnZGQoPkqWiIiIiCpG0VHAoaGh8PPzA1A4xFqlUiE7Oxtz586Fr6+vklURERERUQUpmgA6Ozvj8OHDCAkJQWZmJgICApCWlgZzc3Ps3LlTyaqIiIiIqIKq7EbQsbGxiIiIgL6+PgIDA1G3bt2qqIaIiIiI/qNKXwO4bNkynDlzpth0Z2dn9O/fH7169WLy9wicO3cO69atK/V9EUFMTAzOnj1b6bpEBFeuXMHp06dLfT86OrrE7eL++9euXSszlqysLFy/fv2hcTysnPvzXb16tdR4yxtzWe8DD18H1c2jWn7lWXbliSc2NhZhYWEPLaM823l+fj5Onz6N2NjYMuerDKX3ubLWwcOWcXn2p/JQqpzyUGr7fNh6UHI9PSye8nyn8hxfHxZveZedWq1GZGRkqftVefa58sRU3uN5edZDeY5HVE5SSW+//bY0b95cOnfuLJs2bZKCgoLKFkkPUKvV5Zrv008/FUtLy2LTb9++LRs2bJBnn31WmjZtKr6+vhWu635ZI0eOFG9vbxk9enSx9zdt2iQjR46UZs2aSWBgYKmxODk5SatWrUqs5+7duzJs2DBp165dmXE8rJzbt2/Lxo0bS41XROTOnTuaeUqLuazv9KDS1sF9iYmJEh4eXur7IuVb35WdpyLLr0WLFjJy5Mhi85S1/Mq77MoTT2xsrAQEBMjw4cMfWkZp27larZaYmBj55JNP5KmnnhIjIyMZNWpUifM9THmXrxL7XFnroDzL+GH7U3ljKa2c8h6jyju/Uvv3w9bDf1lP5dl3y1pX5flO5Tm+Pize8i67GzduyNKlS6Vjx47SpEkTeeWVV4rN87B9rrwx/ZfjeVnr4cFjTWnHc/pvKn0N4Ny5czF37lzcvHkTe/bswfvvv4/Zs2crkZvWWidPnsTOnTuxb98+GBkZoV+/fnj66adhbW1dbF75e7DN+PHjMWPGDERGRqJhw4Y4duwYfvjhB5w5cwb6+vowNzdHbGwsHB0dcffuXU2v7MmTJ7Fjxw7s378fBgYG6NevH4YNG6apKzMzE0ePHsXGjRsRHh4OU1NT1KlTB8888wy6du2KzMxMHD9+HD/88APOnj2LrKws1KtXDyNGjMDs2bNx9OhRZGVl4YcffkBkZCRUKhUsLS1x/fp1uLq6IiMjA8bGxtDR0UFycjLWrl2LBQsWwNTUFO+9957me2ZmZmq+U2nlmJqaFpnv3LlzyMrKQv369TFy5Eh07dq1WFnHjh2Dnp4eHBwc8Mwzz2DWrFlFYn6wjPvvR0ZGwsvLq8x18OD7ycnJePbZZ7Fz507Uq1cPEyZMwKRJk0pcn+UZLV/aPGVtNxVZfpGRkcjKyoKTkxNefPFF9OzZs8zlN2LECMyaNQtff/01jh8/Xuaye1g86enpqFOnDgBg48aNeOWVV9CgQQO88sorJW4TZW3nd+7cwb59+7BlyxZER0fDzMwMarUaOTk5MDExKbYfGBoaonfv3hg6dCjs7OyKLN/S5ilvLOVZl6Wtg5deegk9evR46D4XEREBb2/vMven8mwzarW61P3yYceNkuopa/kqtX8/bD3Ex8fj8uXL5V5PD9t3y1pXnTp1woEDB8r8TiqV6qHH14dtV4aGhuVedr///js+++wz3Lx5E9bW1mjdujUCAwPRunVrzXGsrH2uPPvdnTt3YG1tXe7jeVnrobRjzYPHc6q4Sl8DGBsbC2dn53LPHx8fD0dHx8pUWWNdv34dM2fOxIYNG2BpaQkvLy+kp6cjIiIC7du3x+zZs9GxY8ciO+qDWrduDR0dHVhZWeHu3buwtLREly5d4ODggM2bNyM1NRXvvfceOnfujLi4OMycORM//PADLC0t0bJlS6Snp+PUqVNo3749nnnmGVy7dg1HjhzB3bt3YWRkhEOHDqFPnz745JNPkJqaiq1bt2reP3PmDJ566ilMmjQJnp6euHTpEkaOHImUlBQ4OjrC0tISHTp0QEBAAFauXInLly/j888/R0BAAAAgPT0ds2fPxu7du9G5c2e8/PLL8PDwQHh4uKaelJSUUssxNjbG5s2bERYWppnP19cXTzzxBNq1awcDA4MiZd27dw/m5uY4dOgQZs2ahTfffBORkZEYNmyYJua6detqyggKCoKRkRGGDh0KS0tLfP755yWug06dOsHT0xOfffaZZtr69esxY8YMLFu2DIcPH8aOHTvg6+uLwYMHw8PDA7dv30ZGRgZatGiB6OhoXLlyBfXq1YOpqSlu3bpV4jxGRkZwcXFB3bp1y9xuvL29NY9lLGv5GRgYYOvWrQgLC0NycjKsrKzQoUMH9O/fHz4+Prh79y6++uorHD9+HHfv3kVKSgrMzMw0y69///7YvHkzvvjiCxQUFMDX17fEZZefn48WLVo8dH3e3y42btyIN998E76+vli6dClsbW2LrMfStvM5c+ZArVbj559/1jTM9evXR69eveDi4oIPPvgA5ubmePPNN7Fs2TLNfuDl5YWMjAycPn0aQUFBeOONN+Dp6VlkX3lwnhYtWqBJkya4detWibHEx8dj4sSJ8PHxeei6vHbtWpnr4ODBg1iyZAmuXr0KfX39Yvucqakphg8fDgsLCyxatKjE/em/Hmv+vV8+9dRT+Oqrr0o9brzzzjvo0KGDpp5/H2f+vXyffPJJJCYmPnR70NfX16zz5ORkWFtbo1WrVujevTs6duyIc+fOlblN3LhxA15eXkhISCjz2NiuXTvo6+uXuO/evHkTa9asQefOnfHkk0+Wuq4AYN26ddi9ezdycnLg5uZW7DtNnToVly5dKvfxtaR4n332WcTFxZVrX7p37x7Gjx+P69evo3nz5ggICEBgYCBatGhR5KENpe1zAMq1391vX8pzPC+rDEtLyxKP1bNnz8bMmTP/c9tKpahsF6KdnZ1MmDBBjh49Wuo89+7dkxUrVkjz5s1lyZIlla2yxho3bpxYWFjIBx98IKdPn5Zbt26JiEhcXJwMHz5cAgICisyfk5Mj0dHR8vPPP8v06dPF2NhY9PX1JSQkRDZt2iQZGRly/fp1GTVqlDzzzDNy8eJFzWefe+45sbCwkNDQUDl9+rTcvn1bRAq7/YcOHSp2dnbSunVrCQkJkd9++00WLFggJiYmMmDAAHFxcRF/f3/x9vaWSZMmyU8//SRPPvmkTJgwQURE8vPzZcKECeLs7CzW1tayceNGSUpKEhGRt956Sxo0aCC//vqriBSeHli2bJnUr19fbG1t5X//+5+kpKRo4hw/frz4+vrKpEmTyixnyJAhYmdnJy+//LJs2bJF833uKygoKFLW5s2bJT09XV577TV58sknNWVYW1uLgYGBbNq0Se7cuVNsHW3ZskXc3NxKXQc2NjZiaGioiUtEZM6cOeLh4SEiIiNGjBADAwNRqVTSvHlzUalU0qRJE+nevbs4OTmJl5eXuLu7i0qlEnNz81LnGTNmjCaOsrabhg0biomJyUOX37hx48THx0emTp0qe/fulezsbMnOzpZ9+/bJ66+/LgMGDBADAwPR09Mrsvxef/11GTRokAwZMkQcHR2lb9++4uTkVOqyMzMzK9f6VKvV8v7774uNjY1MnDhR0tLSNNMnTJggvr6+D93Oe/ToIV26dJG33npL9uzZI1lZWZKbmytPPvmkeHl5SVRUlIwZM0YsLCxk3rx5RfaDpKQkCQkJ0Szr0ubx9PQUIyOjUmPp37+/GBkZlWtdlrUO3njjDWnQoIEYGhqKqalpifuciMjixYvF0dGx1P3p/unXhx1rfH19S9wv7x837n/u38eNoKCgIuv8YcvXysqqXNvDtGnTpF27dvLaa6/JwYMH5e7du0Xqedg2MXTo0IduM+fPn5c+ffqUuu+KiPz8889ibW1d5rry9vYWMzMzsbKyknbt2pX4nSZMmFCu42tZ8d7/zg9bdiIiTz31lDg5OcnOnTuLLbuCggLJz88vc58rzzK+ePFiuY/nD9t3H/xu9481U6dO1Ryrs7OzNds8VVylE8Dbt2/LlClTxMLCQuzt7aVPnz4ybtw4mTRpkjzzzDPSqlUrMTAwkDZt2siOHTuUiLlGOnjwoKhUKvnss88kPT292Ps3btwQW1tb2b17tyQkJMjBgwfl/fffl3bt2omFhYU0adJEJk2aJHXq1JGdO3eKiMhff/0lXbt2lSeffFKuXr0qIiJ5eXmyb98+UalU8vnnn0tGRkaxumJjY8XKykq+/vprzTR/f38ZN26c3L17V77++mtxcHCQhg0byueffy7Jycly8OBBMTU11ZR3/Phxad++vfTr109SU1NFROSzzz6TJk2ayO7du0Wk8JqOOXPmSLdu3WTq1KkSGxurqe/WrVsSGxsrFy9elDNnzhSJ79/liIgsXbpU6tWrV2Q+tVpd5JrUixcvyqVLl4rMc/jwYTExMZHc3Fz55JNPxM3NTXR0dOTgwYMllnHs2DHx9/eXQ4cOlbgOxowZI7q6urJ8+XLNZ1avXi3u7u4iIhIdHS3Hjh0TJycnmTRpkpiYmGiW1/Xr1yUuLk7atGkjlpaWcv78efnf//5X4jxdunQRGxsb2bRpU5nbzaFDh8TKyqpIY1DS8ouOjtYkARERETJ//nzp37+/+Pj4SJcuXaR///4CQLp27apZnyIiW7duFRMTE3nvvffExcVFnn/+eXniiSckOTm5xGXXsmVL+eWXX8pcn2lpaTJ58mQxNzeX2bNna7ap+w3VxYsX5fLly5rP/3s7z8/Pl7y8PDl16pTmO9336quvSuvWreXSpUvy22+/lbrs1Gq1ZGZmiqWlZZnznD59WqytrTXL99+xREdHS0REhNy7d++h6/Lw4cOaRvzBdeDn5ycdO3aUYcOGySeffCLm5uaya9euYvvc1atXpWHDhmJjYyOTJk0qcX8SEdmzZ0+Z28zZs2fFxMREWrVqVWS/PHDggKhUKvnggw8kIyNDsrKyinwuNjZW7OzsNMuiPMvX2tq6yHGmpO3hflnDhw+XgwcPypYtW+THH3+Uffv2ycqVK2X79u2yceNGWbhwoRw/flySk5OLrYeLFy/KhQsXNNtjScfGffv2SWBgoERGRmrqfXDfFSncNl1cXGTDhg2lrit/f38ZMWKEbNq0STPPv7/Tv49FJR1fGzduLCtWrJA7d+6UGO+5c+ckKirqocvu+vXr0rlzZ9m4cWOR5X8/6bv/vcra5+7HXNZ+d+fOHZk1a9ZDj+dnz54ttQyRwjbqwoULJR6rzc3NJScnR0gZlU4A78vMzJSNGzfKK6+8IsHBwdKzZ0955plnZNGiRUV2KCrZ0qVLxdPTs8x5nn76aQkKCpIBAwaIra2tODg4yLhx4+TIkSOaeV599VXp2bOnbN++Xdq1aycTJ07U7Mz3D9hLly6Vpk2bllnX5MmTNRcxb9q0SerUqSMXLlzQvJ+SkiKLFi0Sf39/eeKJJ0REpGXLltKmTRt55plnpG/fvmJtbS3ffvutiIj873//E0NDQ1m4cKGIiOTm5kqbNm1EpVKJu7u7vPHGG7Jy5Up59dVXJSgoSIYPHy5Tp04VZ2dnGTFihKbef5eTn58vKSkpEhYWJjo6OnLgwIGHL+y/P3f/IOjv7y8bNmyQjIwM0dfXl99++02SkpI0B0e1Wi25ubkiIjJr1ixxdHSU7t27l7gOsrKyxMTEpMjF+GvXrpUOHTrIqVOnRKSwl6VPnz4yf/58sbCwkP3794tI4YHvtddek8GDB2suOE9OTi5znvJsN5MmTZLnnnuu1OWXmpoqJ0+elNdee02GDh0qbdq0kTZt2siIESNkw4YNcvbsWRk+fLj079+/yEFdRCQ0NFRUKpXY2NiISqUSa2trWbZsWYnL7ssvvxRvb2+JiYkpdX0mJibK6NGjpVmzZjJ//vyHrseytnMR0dSdn58vL730klhaWsq2bdtEROSDDz6QNm3ayP79+yUsLKxIuffj9/PzK/bD4t/zjB07VkJCQh4aS2Ji4kPX9+rVqzX7+f118MUXXxRpeF9++WXp27eviBTuc4GBgfLMM89I3bp1BYA4OTmVuT/5+fmVus0UFBRIu3btBIBYWVkVKcfNzU3Mzc1L3C/ve/C4sWDBAunQoUO5lt19pe3fR48elRYtWkidOnWkcePG0qBBA1GpVNK7d2/p0qWL1K9fX8aMGSP+/v7Stm3bMtfDtm3bSnw/KytLHBwcND/+RErfd5csWVLqurpy5UqR71radzp16pTs3bu31OPrvHnzxMPDQ9q1a1eubby0ev766y+xs7OTI0eOFEno7ktKSpJnnnlGGjduLO+//36J6+vf/r2tFxQUSFBQkKhUKmnZsqW89tprDz2el3ffzcvLk4KCAikoKJDmzZvLV199JSKFOcfVq1eL7btUfoolgFQ5U6ZMkREjRkhubm6po+Q6d+4sACQ4OFh+/PHHIu/d/8zRo0fFyMhIJk6cKCqVSrp37y4vvfSStGrVSoYOHSrTp0+Xhg0bSqNGjYrsbOfPn5epU6dqXu/YsUO6du0qIiLdu3fXjAT796+vN998U2xsbESksFdj3Lhx0rx5c/Hz85MPPvhAzp07J7NmzZKGDRvKxx9/LCKFv0i///57qV+/vgAQPT09efnll2Xw4MEyePBgWblypXz99dfSvn17UalUMmTIEBEp7G0qqZwhQ4aIsbGx6Onpybhx40RENL/0CwoKNMvmwf8/2Dt17tw5SU5Olvz8fE3jMWLECFGr1UXWRVZWlri5uT10HQQGBoqurq7m9ebNm6Vx48aahiE5OVmWLVsmp06dkiFDhkhwcLDExMSIt7e3tG3bVo4ePVqk3pLm+euvv8q93XzxxRcycuTIUpff4MGDxcDAQAwMDKRz587y4YcfyrFjxzSfHzZsmNSvX18OHTpUpEfviy++kC5dusjChQtl0KBBYm5uLgEBAZpf8v9edsHBweLn56dpgEqKZ/DgwQJAVCqVGBoayrfffivLly+Xjz76SLZs2SJr1qyRL7/8UtPD8eKLL5a6nQ8YMEAmTJggarVaPvzwQ3Fzc5Off/5Zs87btWsn9erVE5VKVSRReXDbqV+/vmZU4oMN54PzdOnSRd55551SY3njjTdkwIABMnHixDLXpYjIqFGjxM7OTj799FM5fvx4ietz//790qBBA1Gr1XL8+HGZNGmSNGvWTOrWrSsqlUp69epV5v7UuHHjMreZ4OBgUalUUr9+/SLl9OjRQwIDA6Vt27aiUqnkqaeeKvG40b17dxEpPI03fvz4Mpdd165dZfbs2aVuD/f3byMjIzEzMxO1Wi3p6eny1FNPSXBwsIiIJnG63xvdtGnTMteDp6dnqduMra2teHt7a2LdvHmzNG3aVPOj5e7du/LJJ5/I6dOnZdSoUVK3bl1ZuHChnDx5ssgyzM/Pl4KCAtmyZUup38nQ0FAsLS2lW7duRY6vDy6fjIwM6dSpU6nx9u/fXyZOnPjQZaenp1dkPanVarl7966cPHlS+vbtqzkOm5iYlLjPrVy5Uvbu3auJraRt3dHRUQCIvb29tGjR4qHH84ftuy+88EKxbfP9998Xf39/OXr0qIwZM0bMzc3F3Ny8+E5C5cIEsJr48ccfxdHRsczu7W7dusmsWbOKTLt/oLlPrVbLp59+Kvv375dvvvlGNmzYIAsWLJDvvvtOvvrqK+nUqZOYm5sLAPn+++8lLy9PRETi4+NFpVJJfHy8iIjMnj1bXn75Zdm7d6+YmJgU+ZV1v9H466+/xM3NTT777LMiMf31119y8OBB+eCDD6RRo0YCQHMJwIsvvij29vaiUqkkKChIvvnmG8nPz5e4uDjNL76bN2/Ka6+9JgMGDJB169aJiEhkZKR4eXnJ8OHDZceOHfLCCy9oep26du0qa9eulR9++EEsLCwkMzPzPy37y5cvy/r16+X555/XXL/j4uKiOb0SFRUlK1eulLZt24qxsbGmV/O+vLw8TQOnVqtlx44d4uDgIAsWLJAzZ87I888/L56enpplLfLPr9sTJ06Irq6uDBw4UCZPnizZ2dlFyk5KSioyz6RJk4rMU57tpmfPnvLiiy+Kh4eHZvm99NJLmuSnW7ducujQIdm0aVORZEREZMaMGdKyZUs5d+5ckenbt2+Xli1bak7f3b17V37//XcJCgqSt99+W0RErl27JufPn5cvvvhC2rZtK2ZmZrJlyxYRKTxt9uD6vB8PADEwMBB3d3dp3ry52NvbS7169cTf318sLCzEwcFBvLy8BIDs3LlTLl++XOp2bmtrKyqVSmbMmCFubm7yxhtvyJYtWyQ4OFhMTU1FX19fjI2N5cCBAyUmQjt37tT0bj54uqykeX799ddyxbJw4cJS16VI4XWS9vb2Rab9+0fMTz/9JL6+vrJp0ybJycmRixcvyqFDhyQpKUliY2MlLy9PYmJiJDk5WUSK70+lbTP367hz54706NFD3nvvvSL75Zo1a8TU1FT69u2r2QdKO26kp6fL1q1bpUGDBmUuOx0dHfn111+L7d8PHic6duxY5PSlSOFpbGNjY83rgwcPSnBwsCxatKjU9dCxY0extbUVAPLaa6+VeWx84YUXNPuuu7t7ide0rlmzRurWrVvk+PvguirPdzp8+LAYGxuX2Iu1bNkyeemll+S7776T1atXl7pdARBnZ+cy6/nll1/E29tbXnvtNdm8ebOsWLFCxo4dK66urmJqaipGRkbi7u4uFhYWYmVlJY6OjhIQECAWFhZSv359TdJ8v/etpGW8ZMkSad++vdjY2AgA2bBhQ4nb3/3lU579ZfPmzSIiml7gcePGiUqlEpVKJQEBAfLVV1/JvXv3ii07Kp9KJ4ARERH/6d5/Z86cKdIQ0j9cXFxk69atRX4BivxzYI6IiJDc3FzJz88v8QLY+/PfuHFDVq5cqZmelJQkW7ZskREjRki/fv2kT58+oq+vXySZjIqKEjs7O1mwYIGIiPz+++/y66+/St++faVbt27F6lCr1dK/f3/NL9eMjAw5ffq0zJs3T3r16iXGxsbi4eGh+VWor68vurq60qRJk2IXBoeFhcn3338vIoUXWXft2lVGjhwpe/fu1czj6+srKpVKnJycREdHR3x8fOS7774r1oCOGzdO3n//fZk+fbosWLBA1qxZI7NmzZKvv/5a1q5dK++//75s375dfvzxR9m0aZO88sor0qNHD/Hz85OePXvKW2+9JW+++aZYWVlJs2bNpEWLFtK8eXOxsbERT09P+eGHH0SkMPF+8FqWf5syZYrY2NiIs7OzGBsby6JFi+TIkSPy/fffy/Lly2X16tVy/vx5eeedd0SlUsnzzz8vcXFxmrJFRL7//nvp1q1bkXn+fQr25s2b4uDgUKw38v46ur9u7ydXzs7OoqurK40aNZL58+drLgjfvHmzqFQqzaACEZH33ntP7OzsNN85MzNTbty4ITNmzBALCwt57bXXii3/119/XfT19QWAmJubS6tWraRhw4bi7e1d5Fqv++vzfjyNGzeWRYsWyb179zTXGDZo0EDTgxQTEyMpKSmSm5srFy5ckNjYWE1icl9SUpJs2rRJhg8fLv369ZO+fftKr169RE9PT1QqlaZR7NChg6ZxcnNzk3feeUe+//572bBhg9y7d08iIyNl8eLFYmNjIwMGDBA3Nzd59913NdtsSfOUFMu/97kePXrIqFGjylyX27dvlzp16shvv/1WZD0+eOrO3NxcdHV1xcfHR6ysrMTNzU369u0rlpaWEhQUJD169BAbGxsZMWJEqfuTq6ur/Pjjj6X2GsfFxRVJEO+XY2BgUOQ0YVRUlNja2hY7btxXnmWXl5dXZP8u7Thxf/8RKfzB4ejoKJ9++ql8+umnYmZmJtOmTdMkA/e/14PrYcCAAdK3b18JDg7W9Dr++/0BAwZI48aNpW7duuLk5CQGBgaaH6EihceqV199Vezt7aV79+5iYmKi2T/+rTzfKSgoSFq0aFHkc9nZ2TJy5EjR19eXjh07ipeXl+ZHVUnblbm5ebmW3WuvvSbNmjUTb29vcXZ2lqCgIFm6dKmkpKRoBnxMnz5dWrRoIfn5+XL58mVJS0uT1NRUuXz5ssyePVt8fX2LbTMlxdS3b1/59ddfS93+ylvGV199JR9++KEEBgaKjo6OuLu7y0cffVRk3zly5IgmMaX/ptIJoI6OjuZC1/IwMzMrdo0EFQoNDZWnn35aPvnkkyLTH9xZ/p0cluT1118XKysrWbt2rUycOFE6duwofn5+0r9/f5k/f76cOHFC3nzzTenbt6+88cYbMnr0aM11QfcPNPevuXj55Zfliy++EBEpkri//vrr4urqKocOHZKlS5dK7969xdDQUOzs7KRt27bi4OAgIoWntMzMzESlUhW5VjEmJkYWLVpU5Ff3kCFDpGHDhjJ37txio3hHjRolderUkbfeekuuXbsmBQUFsmHDBhkwYID4+flJYGCgvPbaa/L222+LlZWVdOvWTdq1aycqlUpGjx4t/fr1kxYtWsjEiRPliSee0PRKdu7cWV566SXZsmWLpsdEpPCC8EmTJsnQoUNl3LhxsnXrVsnOzpb4+Hh57733pGXLlqJSqYrEmZmZKVu3bpWnn35a8yt4xYoVEhERIaGhoeLq6ioqlUrMzMzEzMxMc7rqyy+/LHE9Xr16VQCIr6+vrF69WjP9fu/KwIEDxdjYWABI7969ZdGiRcW2l/v/f+qppwSATJkypdiF459//rm4urrK1KlTNev9o48+EisrK/niiy8kLy9Pjh8/Lu+++654e3sLADExMdFcQnDu3DnNiE4DAwNp1aqVdOnSRXr37i1DhgyRl156SRYvXiwrV66UefPmyZEjR2TkyJFiZmYmb7/9dpF47p/i69u3r3h4eMitW7fkxo0bmtGBMTExkpiYKCKF19TdvHlTNm7cKBMnTpQOHTpIQECADBw4UD744AMJCwuT9PR0adWqlTRv3lyWL19epFE8ceKE9OvXTwwNDQWAWFtby9ChQzWjsHv06CHXr1+XdevWSfPmzcXV1VV69+5d4jwihcnBunXrZOLEidK+fXtp1aqV9O/fX95//305dOiQzJkzR/z8/Io0Vg+uy/ujhceMGSNPP/10sQEsIoUX4nt7e0uLFi3khx9+kIkTJ0qDBg3kyJEjcvLkSTl16pRs2bJF+vXrJ6ampuLu7l7i/rRgwQIJDg7WXGeZnZ0tp0+flu+//14WLVok77zzjvz111/yxx9/yDPPPKPZL6dMmSL9+vWT6dOny+jRo8Xf37/IcUOk6LFp3bp10rp1a3Fzcytz2QUHB2sGIDx48f+VK1c01xrr6OiISqXStDfvv/++mJiYyKBBgzSn9kUKk4n728T9Y9/AgQNl1qxZsmfPHjly5IgAkGeffVY6dOhQ5P1ff/1V0tPT5dSpU/Ljjz/K3bt35fbt2zJv3jxp3bq1ODo6SqdOneTll18WlUolTz75pOZ6zH8bNWrUQ78TADE1NS1ybLx69arY2NjIli1bJDMzU1avXi3m5uYyevToYtvV0aNHZeTIkWJubi5vv/12kXpiYmLko48+KrLsYmJi5NSpU5ofmw+uM7VaLfHx8aKjoyMJCQma9+7/8Lhx44bo6OhIYmJikWX8YExz586Vo0ePypEjR+Tpp58u9Xj+7/VU0vcqKCiQSZMmiUqlkhdffLHIJRFXrlyRjz/+WAIDA0WlUkm9evX+85kfUiABVKlU8sILL8iUKVPK9WdoaMgEsBR5eXmybNkyGTx4sKSlpcndu3c1F3/fvn1bbt68KSKFPQX3f7Hdd/+gu379ejE3N5emTZtKYGCg9OzZU6ZOnSqbN2+WW7duSUpKirzxxhsSGBgo/fv3lyZNmsjgwYMlNDRU/vjjj2KNzr/ruXHjhrzzzjtiamoq8+fPlz/++ENzXccvv/yiuW7O1tZWTp06JVlZWaJWqyUwMFCWLFki3377rfTq1Uv09fXF1tZWevXqJa6urmJsbCzjxo2TvXv3yo0bN+Tq1aty8uRJWb58ucybN0/effdd2bNnj4j8c/2WhYWF+Pr6Sr9+/TTXqXXp0kX++OMPESlM4gwMDOT27dua73H27Fnx8fERAPLGG28UGZAgUnzUr0hh7+bGjRtl0KBBYmtrKwEBATJ9+nRxdnaW9957Tw4fPiwvvPCCWFtbi7m5uTzxxBNSv359sba2lvDwcOnRo4fo6+vLyJEj5dChQ3Lr1i356aefBIDY2tpqesYevOZQrVbLmTNnBID069dP0tLS5M8//5Tx48dLw4YNRU9PT4KDg2Xbtm3i6+srTz/9tMyePbvI5/99DZ6vr2+R3pvr16/L+PHjxcjISN544w1N78mBAwfE09NTQkJCZM2aNdKtWzfR09MTa2trmTRpkpw+fVqSk5Nl8eLFmsa8ZcuW8t5778mRI0ckOTlZswy//fZb6dq1qxgZGUmdOnU0SeILL7xQZNkXFBRoetGWLFkiAKRZs2Zib28vJiYm0rlzZ3FwcJCmTZtK7969xdnZWerVqyfu7u7Spk0b6datm7zxxhuyadMmOXbsmOzcuVPefvv/7Z13VFTH28dngaXIAuIbKbsLSO9IL4KAoNQgWCBg7x2siBossaEoYiMqoBE1ooaYqIgmotiwgA0Ve0AsaCwEEQSB5fv+wdn57bILmojRJPdzjufI3bv3zr0788wzT5t4XL9+nSoMTU1NKC0tRVJSEhwdHSEjIwNdXV1MmDABAwcOhKurKywsLDB58mQUFhbi7du3OHDgAIYMGQJtbW34+fnRc6ZMmULPyc7ORnh4OOTl5WFkZISePXsiNjYWubm5qKmpQUNDA3bu3EktnikpKTh9+jQmTpwIY2NjsNlshIWFYdeuXSgvL8fNmzfh7e2NiIgIPH78GBUVFcjNzcW8efNgYWEBfX196jIsLi6GnJwctdY9f/4cgwcPBo/Hw+DBg6WOp4SEBMyZMwdxcXG0P2zatAlWVlZgsVhQU1ODhoYGZGRkYGxsjHHjxtHrFBYWYvTo0ejYsSPMzc3h5+eHNWvW4Pfff8epU6fQu3dvOk6FfeDevXsYP358q+9uyJAh6Ny5M9avXw+g2Uq4fft2BAcHg8fjoUOHDhg7diyuXLmC7t27Y968eSgsLISbmxt0dXWxfft26mZ+/Pgx3NzcqCV02rRp2Lt3L1Vonjx5Ag8PD6ioqEBfXx8zZszA3r17qQtbyKtXr5CVlYWwsDBoaWnRkiyZmZm0KoG7uztGjhwJZWVlie8Lx5wQac80btw4HDhwAFFRURg+fDg9t6KiAgoKCrh69SqePHkCV1dXcDgcGBoaSvQr4cLCxsYGmzZtovcJDAyEoqIi1NTUMGzYMFy9epW+O1FZ11JGPH36FJqamkhKSkJDQ4OEt87GxgZff/01XF1d4ezsLLWvp6enw87ODtra2oiPj5fa/6ZOnQoTExOJa1RXV6OhoQHnzp3DokWLYGtrSxfIL1++xPfff4/g4GAoKSlBTU0Nw4cPF1OeGf4cH6wAenl5wdvb+0/9Ky8vb4+2/yuxtbWFp6cnLedga2tLrQ+hoaEwNDSEmpoaDAwMkJ6ejvv371OXWXl5OVxdXREXF4f4+HhkZGSIKdsCgQD9+vUDl8vFxIkTYWtrCzs7O5w+fRpVVVV48OABamtrUVlZiVu3bqG+vh6vX7/GgwcPsH79ejg5OYHFYsHc3Bzdu3cHl8uFpaUlrK2tsWjRIppdCQAeHh6IjIxERUUFddGoqamBzWYjICAAR44cwYsXL/D1119TC6FwArW3t6flNwwMDODm5gY5OTloa2vjt99+g7W1NbS1tbFu3Tqx57ty5QpGjRqFbt26UcFmbW2NxMREAM0T0eDBgzF16lRoamoiIyODfrelS10gEGDnzp20vp2pqSl4PB48PT2pRerLL7+EnJwcZGRk4ODggFWrVqGkpATz5s2Dvr4+Dh8+jKSkJKioqOCnn36SuJeenh64XC46duyIo0ePSo1lWbp0KdTU1NC1a1fIyMjAxcUFZmZmiIyMpOdkZGSgS5cuUvtTbW0tTp48iaSkJFhYWNDsz5qaGowaNQr6+voS7hNzc3OahCEvL4/Q0FDk5eWJnWNiYgI1NTXExMTgyJEjePLkidhk8fbtW8ycOZNaeg4cOIDXr1/j8ePH2LlzJzw8PNCnTx8a0iCkqKgIurq6GD16NLKysnD48GF4enoiODgYJSUlKC4uxpkzZ3Dy5En4+/vDxsYGGzduxNOnT/H69WssXrwYxsbGIITQZJKuXbti4cKFCAgIgKKiIjp27Ch14hCNbY2Li4OzszPc3NwQEhKC2bNn48yZM/TcgoICxMXFwdHREQ4ODggLC4O7uzsWLFhAF1G3bt3C2rVr0b9/fzg7O8PJyQl8Pp+GQ1hZWdHxIJp52tjYiOPHj8PMzAyqqqro1KkTdHV1oaGhAW9vb+zfv59O3nV1dbC2tqZeg4iICCgpKdHxZGhoCDs7OzqejIyM4OTkBHV1dYwfPx5As9uPxWIhKCgIOTk5eP36NR49ekTDBoTfEx2XfD4fdnZ2VLE3MTGBgoICrKysxEqQSEP03dnb26N///4IDAyEpqYmBg0ahM6dO4PNZiMoKIiWRxGyZcsWaGpqolevXujbty/Kysokrh8fH4/U1FSxzGlRZs+ejZCQEHC5XLHjwlp+QLP84nA4GDp0KDZt2oTCwkKJ8ZmWlgZLS0vExcWJ1VgV5fTp04iIiICGhgbYbDaCg4Ph5OREQxsAICAgAElJSfTve/fuwdPTk9bMnTt3LiIjI+Hh4QFAvF/5+vrCx8cHhBDo6enRdxcQEICff/5ZbDH73XffidUwBZr7Wnl5Ofbu3YuIiAh06tSJLr6EvHr1CmlpaQgODoacnBysrKwwd+5cZGZmSu3rQou6jIwMtLW1xfqNvr4+7OzsoKmpCQ8PD+zcuVPsGikpKejXrx9cXV3h6ekJe3t7aGhoIDIyEpqammLP1tKN/Ge3JGRgkkA+Oy5evIjU1FTs2rULS5YsAZvNxrlz51BQUIB9+/bh6tWrGDhwIOTl5WFtbQ0lJSV4e3tj5MiR6NOnD3R0dPDmzRtao0w0fuXhw4dQUlKiMTpTp04Fi8WixWyFGY8qKioICgqCubk5unTpAi6XCxaLhWHDhmHv3r149OgRqqurUVdXh/3792PFihXo1q0bOnfuTF0Murq6NJifw+FAVlYWS5cupUL0t99+g6+vL5ydnTFnzhyEhYVh6dKlWLt2LVatWoWDBw+irKwMjx49wvXr1xEXFwcbGxusWrUK6urqEgJXKOhu374NVVVVWnpo+fLlMDAwwIkTJ2BkZITg4GDcunULsbGxcHJyajV5YtOmTWCxWIiMjMSqVatw9uxZ7NixAxoaGgCAZcuWQVlZGXJyctizZw8VPpmZmTAyMqLBzn369EGfPn1oG0WF1LJly6iipaCgADMzM4wZMwaXLl2isXmLFy8GIQQjRozA5cuX0dTUhMOHD9N2AMDdu3epcizk2rVrSElJweDBg9G9e3e4ubmhf//+YLFYyMrKooWIhUHWwP9c/MLahqKfCRFaWoR1ulrGAAq5dOkS1NXVMXv2bKmCubCwEB07dqS/0/3797Fq1SoYGhpCXV0d3377LYqKilBXV4fly5fTYryNjY24cOECvLy84O/vT5NTnj59CjMzM3A4HGpZCQsLg6GhIS287eXl1erEceLECXzzzTfo0aMHunbtCjs7O3A4HMybN4+6r0TPsba2hr29PTp06IB9+/ZRRaS8vByZmZkYPnw43N3d4ezsjH79+mHVqlXUA8Jms/HTTz8hLy8PHA4Hvr6+UFdXR2RkpJgLr6SkBNu2bcM333yDBQsWSJQ4Ej7H8uXLoaysTJXVRYsWYcCAAVi2bBnWrl2L9evXIzs7G2VlZbh9+7ZYuZEzZ87Q0IqWlu+0tDT4+flBUVERs2bNouPy/v37yM/Px5AhQ2j/nTFjBoqLi1uN727t3f3888+4f/8+amtr6e/03Xff0aSLvLw8sb7++vVrsNls6Orq4urVq7RPvC8VFRVYtGgRDAwMQAiBmZkZQkNDYWtrC19fX4wYMQL29vawsrJCp06dUFxcLLW/CAQCFBQUwNLSUiKWU5Rly5aBz+djw4YNdEy3fKZ58+ahR48eYm309fWlGb0AsGDBAvj5+WHQoEFwd3eHo6Mj+vfvjwULFsDW1hbKyspgsVjYunWrWCgL8D+58+jRI/D5fNy+fRt//PEHTpw4gZiYGPD5fMjKysLLywvff/89Xr58CWVlZaxfvx5RUVHQ09ODiYkJBgwYgLVr10JWVhZFRUU007hlX4+IiICPjw/tfytWrMC+ffvw4MEDPHnyhNaE3LVrFy5fvix2DUtLSygoKGDdunW4fv066urqwGazoampiQ0bNkgo4YzS92F8sAIobQXWFsKYD4Z3U1paCnl5eepeqKiowIIFC2iZiNLSUty+fRtLly6lAsDOzg69e/dGSkoKvL29MWLECDpIKioq0KlTJzqRVFdXw8XFBYGBgTh69ChUVFSwfv16PHnyBMePH0dxcTGOHTsGLS0trFixQmrRaFGE7rZx48Zh3bp1mDlzJnx8fDBr1iyxmJL8/Hy4urpi1KhR7yzqeefOHYSEhEBVVRVJSUmYMGECQkJCqCIiLRYyMjISc+bMAdBcnJbFYsHKykrM/VlWVgYWi4WioiKp9xV+T3QD+MbGRujo6CA7Oxtv375FVVUVgoODMXDgQADA5s2bIS8vj9jYWDQ0NKCqqgpOTk7YuHGj1HuUlZVBTk4OQUFBSEpKQkJCAry9vaGgoABHR0eMGzcON27cgLe3t9hm7UIBvXHjRtTX12PTpk2wtbXF0aNHsWPHDkyYMAE+Pj5wcXHBl19+Sd3UABAYGAg+nw8nJycxq1NbtJbF2Rbbtm0Dj8ejwr5lpjoA9OvXD/7+/ujRowfYbDb4fD5iY2Mxfvx4dO3aFYaGhuByuQgNDQWbzUZFRQXu3LmDsLAwxMbGUpdxfX09oqKi0LFjR+zdu1dsB4OioiL8/PPPCAsLEysrIfo8FRUVMDc3h6enJ8aMGYOMjAx4e3uDxWLB1tYWMTExOH36ND1n9OjRSE9PR0FBAfh8PrWOVlZWwt7eHvb29ggKCsLcuXNx6tQpqqDU19ejqqoKYWFhiI6OxrBhw+Dv7w+gudCxv78/NDU1MXLkyDbdWi37/JYtW8Dn8zFlyhSqkIsm04ju/CA6Dn///Xds3LgR5ubmdGyLvhehMte7d2/ExcWJ3XPPnj3Q0NCAiooKoqOjxcZxy/a1fL/p6ek4f/48+Hw+rYkINFc5kJWVpfcVCASoqqqCjo6O2CYCvr6+tATM+1BdXY2bN28iMzMTQ4cOhY6ODpSUlCArKwtXV1fIyclhypQp2LdvH+bMmYNt27Zh7dq1IIRQl6mou1T4e+7ZswceHh747bffWh0fLd+F8Jn4fD6NWywtLYWamhpdDFVWVoLD4dDQkFevXqFr166wtLREQEAAvv76azp209LS4OLigr1790JBQUHs3YmGgwDNi24vLy9ERETQGGZzc3OsWLGCxtWeP38ekydPBofDoRnfy5cvR15eHp2HvvrqKwwdOhRubm5wdHREYGCgRF8X0nJBcOLECYwfPx6mpqZQUlKCnp6e2Hj59ddfwefzxWRT7969MXLkSPo3o/S1H8xWcJ8hoopNjx49qPCNj49H3759UVhYSIP1geb6ey4uLkhOTsb27dsxduxYWFhYQF5eXszNUVJSgoCAACxdupQeW716Ndzd3QE0u/NjY2MBNLsOd+3aBR6Ph1GjRolNHC0RtqOsrAze3t4wNTWVcPMLn+n48ePQ0NBAVFQUGhoa8OTJE7prxOPHj8WyKR8+fIjAwEC4ubnR8iT9+vVDTExMq21paGjA1KlTMWvWLFRWVmL69OkwNTVFcnIynRyF7bW3t0dycnKr1zI1NaVxSULBFh0dTQtfA81Zj3369MGxY8ekFlK1srKCn59fq/cwMjKClZUVnQgFAgFu3LiBRYsWwdPTE506dYKsrCyUlJRoG7Zs2UK3ijMzM6OWSmGWnzD2KScnR2IHBnt7exBCEBwcjDVr1mDChAmYMWMGVqxYgWnTpmHp0qVYs2YNFi5c+Key+1sSExOD8PDwNgOz169fD01NTYSEhCAnJ0fCcnHlyhXs378fffr0gYaGBrp06QJdXV2MHDmSTlgCgQAVFRUwMTFBamqq2PdFx1F2djZ4PF6rbdm9ezdOnjyJmpoavHjxAjY2NtiwYQPy8vIQEBAAdXV1+Pv7Y/fu3WLvNDo6GkFBQQCa+56trS0GDhwoMUmJjtf09HTq2mq5C8aJEyfQs2dP6qprLaYTaF4ITJ8+HRwOB5MnT6YJLgKBAEOGDKFxqLa2trCysoKOjg78/f3RvXt36OjoYNy4cejSpQtVjKUp6bW1tYiMjMTMmTMhEAhQV1cHgUBA42GFzy5N0RG9zu7du3Hq1Cmxdzd69GgEBgbSv8PDw6Gurk7docLvRkdHIyAggJ537tw5sWLj0mhoaEBJSQkOHTqE6dOnw9raGioqKnBxcUFKSgoaGhpw6dIlqKqqomfPnpg5cyb97qNHj+Dv7w9lZWVER0fTZ3n79q3YPQcPHkwzZttCtB8Kvz9x4kQxJdbf3x/a2tqYNm0ahg8fDgMDA7E5dfXq1cjKyhKzgG3evJkWXhcIBLCwsKCJYIDkb1JcXAwtLS34+PhgzJgxElUMBAIBwsLC0LVrVwwaNAjGxsYoKSmRUOKys7PBYrGktkl4HdH3VFRUhBkzZsDS0hJ8Ph++vr5YvHgxDh8+DEtLSwwcOFCsraKFzgHgl19+gaKiIqP4fQSYreA+U4SdfefOnWCz2fDx8YGBgQF9h8JBVl1dDWdnZ0RGRopZ6N68eYMlS5ZAW1ubWkQaGxvh5eUl5lpITU3F3Llz8erVK2zdupVm7+7YsUOs3te7qKqqQlBQEDw8PMSswi0H7f79+2mxWh6Ph+7duyMkJAQ8Hg+9evVCr169kJ+fj6ysLGhra8PMzIyWxBAIBFi/fj1sbGzabEtkZCT27NmDkJAQmJqa0tIRLTlz5kybO4ckJyfD2tpa7DnOnDkDU1NTMYF16NAhODg4YMaMGQCaFe3ExET4+PhAS0sLSkpKEnX0hKxcuRKdO3fGs2fPJAR2Y2MjdVcPHToUz549w40bNxAaGoqDBw+ib9++6N+/P9atW4fGxkacOXMGaWlpNFlIiHACampqQlZWFoyMjNCnTx9YWFjAy8uL9i03NzfY29tDR0cHBgYGbZa5eRepqan03bXGjBkzsGjRIqmCveWxESNGQF9fX2p/PHXqFKysrOg7lpY1f/DgQdjZ2aG0tPSdbV+5ciW4XK6YsnLs2DHY29uDy+Xi6NGj9B5nz54VK0SbmJgIKysrWlhc9DcVKgoLFiyAsbExjI2NxRIFRM/dvHmzRAJWS3Jzc6GhoUFL2ohSWFiIxMREHDx4EPHx8WCxWLh48SIyMzPx3Xff4eLFi5g2bRoIIWK7AjU0NIi9v5s3b0JFRUUiHCAqKgocDoe+c+HCLT8/H0OHDoWMjIxEpmlL/Pz8aAJZUFAQFBUVMWbMGFqIWdiOCxcuIDQ09E8pANeuXYOZmRm++OILGBsbIz4+nhYoF1JXVwclJSVMmTIFnTt3BtC86PD398ekSZOwZcsWuLi4YNeuXWLfu3fvHsaOHQsWiyVRsaE1RGuFAs3xboqKipg3bx7NLtbS0oKJiQkMDQ2xYcOGVt3pQjmopKSEhIQEevzbb7+FnZ0d3bVESFNTE+7cuYOgoCDo6uqKZeS29KKUlpbiypUrePPmDc6ePSt1UQCAeh9EP2uZUCJcxPJ4PFqlYe/evbh79y61GCcnJ0sUWj9//jzdnlN4bVNTU7EYXIb2oV23ghPWVWO2gms/Tp48CTU1NQwZMkRq5m9ERAT09fXF4lCEA0m41+bhw4dRXV2NsrIyKCkpiVlKSktLUVpaCoFAgJcvX9IsVy6Xi6SkJGrBedcqt7a2FhYWFtRS19r5wuzWQ4cO4dy5c8jPz8fatWuxevVq+Pv7g8ViwdXVFV27dkVUVJTEM79+/RpcLhfHjh2TuIdoAdZnz56JWdb+CjU1NWCxWGIxU0CzW1oonC5fvgwnJyc4OjpizZo1GDBgAExNTeHo6Ijhw4cjJSUFNjY2mD9/vlgJEtF7sNlsidIsos8jJD8/H9bW1hg8eLBYOSDhRCHN6iSNuro6sVW7MN6qtraW/v/+/fvvdPm3xZs3b6Curi62o4gQYTu3bt1KM7Zb49KlS+jZsydUVFSQnp5OrTCiz1ZbWwsOh0MV1pYWCAAYN24crWfZmiLR1NS8Py2Px8PChQsBSPbj5ORksbhaoNnKu3LlSly9ehVz584Fi8USs+60vIaTkxPk5eWxdevWDwpkr6+vx+bNm+lk2trv/eLFC3Ts2BH5+fn02Pfffw9ra2vMnz8f6urqyMrKksha/fHHH2FoaAgrKys8evQIVVVV+OGHHzBmzBgQQqCtrY3AwEAkJiZi+vTp0NHRgZycHLy8vLB8+XKJ0h9CJUhY7WDUqFFUKbG0tERCQgJevHgBFovV6oLpfamrq5PYJhNofr+iylhCQgKWLFkCLS0tTJo0CQ4ODhg+fDiePn2KhoYGLFy4EB06dEB4eDhiYmLQrVs3qKur07CYP0tFRQU2btyIHj16QE1NDU5OTpg0aRL27NmDa9eutak0C9t84cIFODo60oV8TU0NLl26hKSkJCgrK4PL5eLq1au4d+8eiouLkZGRAU9PT7DZbOzYsQNA22XEWr6vv/J5XV0dbGxsMGzYMGRkZKCoqEjqgqampgaysrK4efMmPSYQCODg4ICsrCx67NKlS0zB549AuymA9+/fx/79+yV2EmD4a1RVVSEpKQnq6uqIioqiVjXRySQrKwtffPFFm+88Pj4eFhYWCAkJgY+PD8zNzWkZg5a8fPkSDg4OcHJykjpxv4u2gqGl8fTpU2zbtg1Dhw6FpqYmOBwOXFxcwGazMXbsWKkKE9AstH18fMRq40mjpSVMGu8ScKGhoUhJSWn1c+GEb2Jigm7duqFv375ITExEXl4ezW47fvw4hg0b1mqxUmdnZ0yaNKnNdpw/fx7a2tqIiIgQm6ilKRB/Rmh/TLdKTEwMBg4cSK2sf+VewtInLZXwlvj5+SE6OlpskhAIBHjw4AEWLVpEd+F4F2vWrIGGhkabfVkYSvDy5UtcvXoVX375JQ1U5/F4MDIyQlBQkNj2YHV1dcjPz0dYWBjNjhSNzfsYiCrCERERdAsuYUFfoTKwZMkSWFhYICwsDMnJyZg2bRqCg4PB5XLh7OyMzMxMjB07Ft7e3rCzs0Pfvn0REREBFxcXmiWsqqoKb29vFBQUoKqqqk0F4+jRo7CxsUFOTg6AZouaqHUuOjpa6sLtQ/pqS8umkJqaGjx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2-somecollege=2, 3-hs=3, 4-somehs=4, 5-elementary=5, 6-none=6, 7-unknown=7\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "9dc9b0af2b734d7da51f00dccfea2bdc", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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"model_id": "5741ab76bc0c49d58a06ebcb5948c812", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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", 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"reductAmount = 16\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "31a4014c41f94db98e22163bebbad404", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "condspec = ('state', 'AK')\n", - "condspec = ('state', 'AR')\n", - "condspec = ('state', 'AZ')\n", - "condspec = ('state', 'CA')\n", - "condspec = ('state', 'CO')\n", - "condspec = ('state', 'CT')\n", - "condspec = ('state', 'DC')\n", - "condspec = ('state', 'DE')\n", - "condspec = ('state', 'FL')\n", - "condspec = ('state', 'GA')\n", - "condspec = ('state', 'Guam')\n", - "condspec = ('state', 'HI')\n", - "condspec = ('state', 'IA')\n", - "condspec = ('state', 'ID')\n", - "condspec = ('state', 'IL')\n", - "condspec = ('state', 'IN')\n", - "condspec = ('state', 'KS')\n", - "condspec = ('state', 'KY')\n", - "condspec = ('state', 'LA')\n", - "condspec = ('state', 'MA')\n", - "condspec = ('state', 'MD')\n", - "condspec = ('state', 'ME')\n", - "condspec = ('state', 'MI')\n", - "condspec = ('state', 'MN')\n", - "condspec = ('state', 'MO')\n", - "condspec = ('state', 'MS')\n", - "condspec = ('state', 'MT')\n", - "condspec = ('state', 'NC')\n", - "condspec = ('state', 'ND')\n", - "condspec = ('state', 'NE')\n", - "condspec = ('state', 'NH')\n", - "condspec = ('state', 'NJ')\n", - "condspec = ('state', 'NM')\n", - "condspec = ('state', 'NV')\n", - "condspec = ('state', 'NY')\n", - "condspec = ('state', 'OH')\n", - "condspec = ('state', 'OK')\n", - "condspec = ('state', 'OR')\n", - "condspec = ('state', 'PA')\n", - "condspec = ('state', 'PR')\n", - "condspec = ('state', 'RI')\n", - "condspec = ('state', 'SC')\n", - "condspec = ('state', 'SD')\n", - "condspec = ('state', 'TN')\n", - "condspec = ('state', 'TX')\n", - "condspec = ('state', 'UT')\n", - "condspec = ('state', 'VA')\n", - "condspec = ('state', 'VT')\n", - "condspec = ('state', 'WA')\n", - "condspec = ('state', 'WI')\n", - "condspec = ('state', 'WV')\n", - "condspec = ('state', 'WY')\n", - "Test Time = 17.347\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4cabfa2b4d4143f3a858554e9bae2abd", - 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "condspec = [('state', 'AK'), 'age']\n", - "condspec = [('state', 'AR'), 'age']\n", - "condspec = [('state', 'AZ'), 'age']\n", - "condspec = [('state', 'CA'), 'age']\n", - "condspec = [('state', 'CO'), 'age']\n", - "condspec = [('state', 'CT'), 'age']\n", - "condspec = [('state', 'DC'), 'age']\n", - "condspec = [('state', 'DE'), 'age']\n", - "condspec = [('state', 'FL'), 'age']\n", - "condspec = [('state', 'GA'), 'age']\n", - "condspec = [('state', 'Guam'), 'age']\n", - "condspec = [('state', 'HI'), 'age']\n", - "condspec = [('state', 'IA'), 'age']\n", - "condspec = [('state', 'ID'), 'age']\n", - "condspec = [('state', 'IL'), 'age']\n", - "condspec = [('state', 'IN'), 'age']\n", - "condspec = [('state', 'KS'), 'age']\n", - "condspec = [('state', 'KY'), 'age']\n", - "condspec = [('state', 'LA'), 'age']\n", - "condspec = [('state', 'MA'), 'age']\n", - "condspec = [('state', 'MD'), 'age']\n", - "condspec = [('state', 'ME'), 'age']\n", - "condspec = [('state', 'MI'), 'age']\n", - "condspec = [('state', 'MN'), 'age']\n", - "condspec = [('state', 'MO'), 'age']\n", - "condspec = [('state', 'MS'), 'age']\n", - "condspec = [('state', 'MT'), 'age']\n", - "condspec = [('state', 'NC'), 'age']\n", - "condspec = [('state', 'ND'), 'age']\n", - "condspec = [('state', 'NE'), 'age']\n", - "condspec = [('state', 'NH'), 'age']\n", - "condspec = [('state', 'NJ'), 'age']\n", - "condspec = [('state', 'NM'), 'age']\n", - "condspec = [('state', 'NV'), 'age']\n", - "condspec = [('state', 'NY'), 'age']\n", - "condspec = [('state', 'OH'), 'age']\n", - "condspec = [('state', 'OK'), 'age']\n", - "condspec = [('state', 'OR'), 'age']\n", - "condspec = [('state', 'PA'), 'age']\n", - "condspec = [('state', 'PR'), 'age']\n", - "condspec = [('state', 'RI'), 'age']\n", - "condspec = [('state', 'SC'), 'age']\n", - "condspec = [('state', 'SD'), 'age']\n", - "condspec = [('state', 'TN'), 'age']\n", - "condspec = [('state', 'TX'), 'age']\n", - "condspec = [('state', 'UT'), 'age']\n", - "condspec = [('state', 'VA'), 'age']\n", - "condspec = [('state', 'VT'), 'age']\n", - "condspec = [('state', 'WA'), 'age']\n", - "condspec = [('state', 'WI'), 'age']\n", - "condspec = [('state', 'WV'), 'age']\n", - "condspec = [('state', 'WY'), 'age']\n", - "Test Time = 23.497\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "54d648e935f84b5cb0695d699fd7d92a", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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People with income 8 and education 4 are taller than all other groups of people, yet the same is true for neither males nor females." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9), ('education', '1-college', '2-somecollege', '3-hs', '4-somehs', '5-elementary')]\n", - "Viz.show: Filtered N = 301521\n", - "Viz.show: Target = [('height',)] , Condition = [('education',), ('income',)]\n", - "Viz.show: Showing graph = 3D Expected value plot with two conditions , power = 1\n", - "nTests = 40\n", - "Test Time = 23.88\n", - "String Value Mappings:\n", - " education: 1-college=1, 2-somecollege=2, 3-hs=3, 4-somehs=4, 5-elementary=5, 6-none=6, 7-unknown=7\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2097181f6fa944a1a138d38d44dfce3a", - "version_major": 2, - "version_minor": 0 - }, - 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", 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1\n", - "Viz.show: Controlling for ['gender']\n", - "reductAmount = 1\n", - "nTests = 40\n", - "Test Time = 21.383\n", - "String Value Mappings:\n", - " education: 1-college=1, 2-somecollege=2, 3-hs=3, 4-somehs=4, 5-elementary=5, 6-none=6, 7-unknown=7\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1957114ba874429ba680a0b9026645b8", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", - "text/html": [ - "\n", - "
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ps.E('height', [('education',4),('income',8)]),\n", - " ps.E('height', [('education',4),('income',8),('gender','male')]),\n", - " ps.E('height', [('education',4),('income',8),('gender','female')]),\n", - " ps.E('height', [('education',4),('income',8),('gender')])\n", - ")\n", - "print(\n", - " ps.E('height', [('education',1),('income',8)]),\n", - " ps.E('height', [('education',1),('income',8),('gender','male')]),\n", - " ps.E('height', [('education',1),('income',8),('gender','female')]),\n", - " ps.E('height', [('education',1),('income',8),('gender')])\n", - ")\n", - "print(ps.P([('gender','female')],[('education','4-somehs'), ('income',8)]))\n", - "print((ps.E('height', [('education',4),('income',8),('gender','male')]) * ps.P([('gender','male')], [('education',4),('income',8)]) + \n", - " \n", - " ps.E('height', [('education',4),('income',8),('gender','female')]) * ps.P([('gender','female')], \n", - " [('education',4),('income',8)])))\n", - "print((ps.E('height', [('education',1),('income',8),('gender','male')]) * ps.P([('gender','male')], \n", - " [('education',1),('income',8)]) + \n", - " ps.E('height', [('education',1),('income',8),('gender','female')]) * ps.P([('gender','female')], \n", - " [('education',1),('income',8)])))\n", - "print((ps.E('height', [('education',4),('income',8),('gender','male')]) * ps.P([('gender','male')]) + \n", - " \n", - " ps.E('height', [('education',4),('income',8),('gender','female')]) * ps.P([('gender','female')])))\n", - "print((ps.E('height', [('education',1),('income',8),('gender','male')]) * ps.P([('gender','male')]) + \n", - " ps.E('height', [('education',1),('income',8),('gender','female')]) * ps.P([('gender','female')])))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9), ('education', '1-college', '2-somecollege', '3-hs', '4-somehs', '5-elementary'), ('gender', 'male')]\n", - "Viz.show: Filtered N = 145553\n", - "Viz.show: Target = [('height',)] , Condition = [('education',), ('income',)]\n", - "Viz.show: Showing graph = 3D Expected value plot with two conditions , power = 1\n", - "nTests = 40\n", - "Test Time = 11.337\n", - "String Value Mappings:\n", - " education: 1-college=1, 2-somecollege=2, 3-hs=3, 4-somehs=4, 5-elementary=5, 6-none=6, 7-unknown=7\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8d1efaf9fc9c4adabfe433d0b33a35ac", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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\n", - " " - ], - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "viz.show(probspace=ps, targetSpec=['height'], condSpec=['education','income'], controlFor=[], \n", - " filtSpec=[('income', None, 9), ('education','1-college','2-somecollege','3-hs', '4-somehs', '5-elementary'),\n", - " ('gender', 'male')],\n", - " gtype='exp', power=1, enhance=False)\n", - "viz.show(probspace=ps, targetSpec=['height'], condSpec=['education','income'], controlFor=[], \n", - " filtSpec=[('income', None, 9), ('education','1-college','2-somecollege','3-hs', '4-somehs', '5-elementary'),\n", - " ('gender', 'female')],\n", - " gtype='exp', power=1, enhance=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 302114\n", - "Viz.show: Target = [('weight',)] , Condition = [('height',)]\n", - "Viz.show: Showing graph = 2-variable Probability Distribution plot. , power = 1\n", - "Viz.show: Controlling for ['gender']\n", - "Controlling for: ['gender'] , power = 1\n", - "Test Time = 279.357\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "cc2dc0774fbb4a28842867bee1cbf603", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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"model_id": "abac67bef050471293665db67e159d73", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 23.572\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ca219e4a3a834c6fa87d47ba7af52cea", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 62.19\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f151f190b06c433bb2a832d6926ec055", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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\n", - " " - ], - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "viz.show(probspace=ps, targetSpec=[('skincancer','yes')], condSpec=['state'], controlFor=['age','income'], \n", - " filtSpec=[('income', None, 9)], gtype='pdf', power=5, enhance=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "True\n", - "False\n", - "1.0000000000003368\n", - "False\n", - "True\n", - "False\n", - "False\n", - "False\n", - "False\n", - "False\n", - "True\n", - "False\n", - "False\n" - ] - } - ], - "source": [ - "print(ps.isIndependent('gender', 'state'))\n", - "print(ps.isIndependent('gender', 'state', dMethod='d'))\n", - "print(ps.dependence('gender', 'age'))\n", - "print(ps.isIndependent('gender', 'age'))\n", - "print(ps.isIndependent('gender', 'age', dMethod='d'))\n", - "print(ps.isIndependent('height', 'age'))\n", - "print(ps.isIndependent('height', 'age', dMethod='d'))\n", - "print(ps.isIndependent('income', 'gender'))\n", - "print(ps.isIndependent('income', 'gender', dMethod='d'))\n", - "print(ps.isIndependent('income', 'gender', [('education', '1-college'),'height']))\n", - "print(ps.isIndependent('income', 'gender', [('education', '1-college'),'height'], dMethod='d'))\n", - "print(ps.isIndependent('arthritis', 'othercancer'))\n", - "print(ps.isIndependent('arthritis', 'othercancer', dMethod='d'))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 302114\n", - "Viz.show: Target = [('gender', 'male')] , Condition = [('state',)]\n", - "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 5\n", - "Dimensions = 2 . Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 17.214\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "650da4d5edea47a982cf18f97633ec86", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 34.16\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "e0b2c0e1c54948bfae69804387e87c72", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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UojpvcvuaLiEE2o92JslkdfeR/gB2tA2hJs88YdB3B6Jo6PUhHJNRmWvCsmI7jLr0g2hclnGox49DPX6oVRKqXGa4LLpxSxQHA1Fsb3WjtsCCtRXOtLdFRHQsBsBZtJADIJCs4trROoSqPDOsaUwXF0sIHOkPoDLXlBUzeiRkgfebB6GSgI/OQlusSDyB/V0+NPcHYNSpUe0yTzl4JmSB1sEgWgeC0GtVqMw1I9N9KSIxGW3uIHQaFapdlmmViqUrlpDReLS6227UYnmJHcWOqZXQ9njDeKdxAMUOI6rS7LmeCqLNAwGoJQmVLjM06vTm5G53hxCJHy3NdRihTvMF6RgKYX+XF2vKc7C40JrW3xxrKBiFOxhDmXP8UuTJSF1juWbdrJU0z4ZoXEa7O4g8qx7WUUpms0mqDanTrJtWm2taGBgAZ9FCD4BAcgiQ1sFA2iU1eVY9qlxz2+5uuNloiyULgSN9Aezv9kIIoMJpQoHdkJEqv0g8gcO9fvgj8XQ6QU+KJEkodhhRlKF9nQx/JI6GHh+8oRiKjlZ3T+YD0BOM4fVDfbAbNVhSaJt0u75YQkZTnx/uYAzpFkLajTpU5Bph0E7+i8ThXj9aBwM4vcY1qQ4xwzvkyELApFVnpFNNlyeE3e0eBCJxaDWqE6KzyvAOOeFYApCA2jwrlhRZs7YN5r5OLw72+CCEQHWeBfVF1lmZlpPmJwbAWcQAeGKYybZYPd4wdrd74I/EUWQ3oNxpmpHepieqXl8Yh3v8SAiBmjwL6osmru4ORRPY3NAHjUrC8hJb2iVxc21X+xDcwSg+ujgfuRM0jzi2Q05lrglWgxaHen1wB2NT7lTjDSWr/Ht9EeSYtChxGLGr3TPvO6v0+SLY1T4EbziOQpsepTlGdHrCaB0IwqhTY1mxHZW5pqwaGqq5P4DtbUOocpkRS8hoGQhCr1FhaZENVXlmthml4zAAziIGwBPHgD+CHW1DGWuL5Q/HsbvDg25vsudulcs8JwMfnwhkIdAyEETrYPIDcFmxDZWu0T8A4wkZrx/qRySWwMpSu9Lrdj6QhcDWFjdiCRnnLskfs3pyeIecYocR5Tkjv1RMpVNNNC7jQLcXTX0BGLTJKv9UeJzPnVUCkTj2dHrQORQetUNOOJbA4V4f+vxRuCx6rCixI886d22TU1LNF4rsBlTnJT9jonEZh3t96PVF4DBpsbLUwcHEaQQGwFnEAHhiyURbrFhCxoFuH5r6/NCqVah2mScszaH0pKq7e70R5Fp0WFFqHzGbhywE3m0awIA/glWlDhjnYZVlLCFjS9MAjDo1Prokf0R13/AOOTmm5JeKsapl0+1UIwuB5v4ADnT7EJdlVDjNKLAZjlsu01+QZlo8IaOhx4/DvckOOdV55nE7nQ0Fo2jo8SEUk1HuNGFZsW3OvrB5QjG8cagPNoMWiwutxwVubyiGgz0+BCMJlOQkm0dY0miDTSc+BsBZxAB44plqWyxxtJRqX5cX8YSMUqcJJQ7jvCotmS88oRgajn4ADp/NY0fbEI70+7Gi2DGpgamzTTAax5amQeTb9Diz1gVZTvaeb+r3Q69RoWoSHXLG61QzvFq0yG5AWY5x3BLTTHxBmmlCCLS5Q9jb6UE0LqMsx4RihyGtZgBCCHR5wmjs80MlSagrsKKuwDKrTTbCsWTzBZUErCixj7vf3Uf3VYZAbb4VSwqzty0jzQ4GwFnEAHhiSrXFOrnCmdbwKqnBnIdCMRRY9ajINc2rqsf5qssTQmNfAABQaDOg2xtGXYFlTub4zbShYBTbWt0otBsQiCQQl2WUO80oHKV0Lh3+SBwHu5NjSBY5jNCoJHR5wrAbNajKHX2cwtFM9QvScHFZRr8vCjnDHxuyEGjsDWAwGEWeRYeKXNOUOuQMn6nGrE/OW53uuJRmnWbKXz7iCRlvHOpHKJbAqjSbLyRkgZaBAFoHgzAdbctYkWVtGUcjC4GhYAw5Jm3W7+t8wgA4ixgAT0yyENjW6oY/HIcqzQ9bu0GLapd5zga2XqiGz+ZRnWdGufPEeQ/2eMPY0+FBRa5pxCwi05HqVKNRqyasFh1L6gvSRxbnT/rv2waD2NvpRSgahzzpLU/MqtegJs8Mm3H6QxYNn6km3dAtAUerkCc3hqQQAu82DaLfH8bKEgdMk6x+DscSONTjQ38gijyLHitL7Vnb9GR4yXNdgQXLirNnSs75jgFwFjEAntii8fQ/omZqIGZKjyzECVndno3HlW5nleHcgSh2dXgwGIjCZdGhLMc0I9WVWrWU8RKlWEJGOp9wAgJ9vgia+gLQqCQsLrJiUb4lrXEZd7YN4Uh/AMuKbdMalN4djKKh24dwXEaF04RlJbasGb7HH4lj79EOOXajBgaNGq3uIE6tykVlmuN00vgYAGcRAyARLUSxhIz3jgzCoFUd11lluHAsgb2dXrQOBmHRqVGdodK5bBZLyGjqD6BrKASrQYMVJQ6U5Iw9mPnhXj92d3hQl29BfgZ69Qoh0DkURlN/si3j4kIragvSC6IzYXiHHI06NUNOsnRyb6cHfb4Izq7LY4/mDGAAnEUMgES0UB3bWWV4wEjIH45TKEnJcQrzrLM/oPhcChwdzNwTiqHQbsDKkuM7J3UOhbDlyCDKnEZUZLj5QvxoEO1wHw2ipfZZnYFJCIG2wRD2dn3YIackZ2THOFkIbG8dQigWx7lLCjjbyTQxAM4iBkAiWsg8oRi2tgyiMteMU6qckCQJnUMh7OnwIBCNo8RhRFnOwh78vN8fwaEeP2IJGdV5ZiwttkGvUWMwEMWbh/vhNGlRV2Cdsc4QwWgcDd0+uEMxFNoMWFlqn/G5zwcDUexu9ygdcipzzdCP0ZEmnpDxXvMgNCoJH6svSLvDDR2PAXAWMQAS0ULX4w1jV7sH9UVWBKIJ9PkmHqdwoZFFcl7l1GwetQUWZdDtZcX2WSkZTQZRH2IJgSqXGXWFVmim0KN8PPGEwIFuL9rcIVj0alTnWWBLo41oOJbAlqYBOEw6fGRxXtZ9YYgnZMTl9GKORi3NWXU7A+AsYgAkIgKaBwJo7PPDYdSixmWBY5JT0C0U0biMxj4ferwRWA0arCp1zGrYkYVA22AQLQMBSFLmO8wAyY44VS4z8iz6Sa3fF47h/SODKHOacGpN7qRDcarkWRbAsmLbtOfDBpKDzx/o8uFIfwDphhyNSsL/t6xgTuZsnosAyK94REQLWGWuGTkmHSx6zZTGKVwodBoV6ovsKHfGkyVFs1zSpZIkVOSaUewwYigYzfj6JQlwmHRTKgGzGrRYWebAjtYhGHVqrC7PSevvvKEYdnV4lJLnhCzwTtMAmvoDU5oPG/hwhpz9XT7IQqAy1wydZuLrWghgV7sHzf0BLC60TXq781HWBcDm5mZUVVWN+fz3v/993H333fD5fLjrrrvw1FNPobe3F2VlZfjc5z6HO+64AxpN1h0WEVHWYgP+9M31vOBatQp5WThgusuix+JCKw50+2AxaFCbP/aMM9G4jP1dXhzpT1alLy+yKSXPqfmw/3GgF1WuZLvLdNsW9vrC2N3uSc6QYzOgPNcIrTr90rxCewQHu/2oLTh+Gr8TUdYlJb1ej/Xr1494bGhoCAcPHgQAFBUVQZZlXHTRRdi8eTO0Wi2qq6tx6NAh3H333WhsbMRjjz02F7tORES0YJU5TQhGE9jW4oZZp1GmLkwZXjqXEDKqXMfPX51r0SPHrEvOh93vR/tQcMz5sFP8kTj2dHiSM+QYtFhd5phSUK/INeHtxgF0DoVmtdf1XJkXbQCvv/56PPTQQ8jJyUFrayv++te/4tJLLwUAPP/88/jkJz+Jn//857jxxhsBAFu3bsWaNWvGXSfbABIREWWWEAI72z3whmL46JJ8Ze7r4aVzhTYDKtIonYslZBw+Oh+2w6jFilI7iuwfhsp4QsbBHh8O9/qhU6tQ6ZraDDnDvXdkEHqtCh+vL5jWeiZrLtoAZld3nVEMDAzgv//7vwEAX/va12CxWPDSSy8BAIxGIy644AIAUAIhALz88suzv6NEREQLnCRJWFFih06jwpuH+9HrC+PdpgG8dXgAAHBSqR2L8i1pVc1q1SrUF9qwrsIJWQBvHurHW4f74QnF0DoQxCv7e9DY60eZ04Q1FTnTDn9AshSw1xuBO5D5dpbZJuuqgI/1y1/+EsFgEHq9HjfccAMAoK2tDQCQm5sL1dEGqwUFH6b11tbWUdcViUQQiUQAJNM2ERERZZZaJWFNeQ62HBnAG4f6YdSqsaTQOuWAZjFosLYiB73eMA71+vG3/T1QSRLyrXpUOE1jjlM4FflWPXQaFRp6fVhflZux9U4kFI3P2rZSsjoARiIRPPTQQwCAa6+9FoWFhWMum05N9gMPPICNGzdmbP+IiIjoeDqNCmsrcjDgj6Akx5SRThX5NgNyLXp0e8KwGDQz0nlJkiSUO0040u/HqlLHrAxuHUvI2HJkcMa3c6ysrgJ+7LHH0NPTA0mS8K1vfUt5vKysDADQ398PWZYBAL29vcrz5eXlo67vtttug8fjgcfjQWdn5wzuORER0cJm0mlQ5jRntEetWiWhJMc4oz3XS3OMSMgCTX3+GdtGiiwE3jsyiFA0MePbOlbWBkAhBH784x8DAC688ELU19crz23YsAEAEA6H8eKLLwIANm3adNzzx9Lr9bDZbMoPERER0XBatQrFDiMaevxIpDmLyFTtbBtCny+C+sKxh82ZKVkbAJ9//nll6JfvfOc7I5779Kc/jTPPPBMAcMkll6C+vh7/8i//AgC4+uqrJ+wBTERERDSWilwz/JE4OtyhGdtGQ48PzQNBLC60wDIHY3FmbQD893//dwDAKaecgrPPPnvEc2q1Gi+88AJuvPFG5OXlobGxEeXl5bjrrrvwyCOPzMHeEhER0YnCotfAadbhQLd3Rtbf7g5ib6cXFU4TXJa5Gdh7XowDOBM4DiARERGNpc8XwY42N85bVojcDAwxkzLgj+CtwwNwWXXKjCnBYADr60oAcBxAIiIiojnjsuig16jR0OPL2Dr94TjebRqE1ahBTZ4lY+udCgZAIiIiomNIkoSKXBNaBoIIZmCcvkg8gbcb+6FRS6jPgvmGGQCJiIiIRlHiMEIAaOyb3uQRCVlgS9MgogkZSwutUKvnPn7N/R4QERERZSGNWoUShxGHenyIHx13eLKEENjW4oY7GMXyYhsMuuyYg4MBkIiIiGgMFbkmBKMJtA0Gp/T3+7q8aB8KYUmhFWb97A/3MhYGQCIiIqIxmHQa5Fn1ONA9+c4gTX1+NPT4UZ1nhtOcuZ7EmcAASERERDSOCqcJ7kAUvb5wWst7QjG8eagfO9s9KHUYUWw3zvAeTl52VEQTERERZalcix5GnQYN3T7kW8ceuDkST2B/lw/N/QEYdWosL7bBYdLN4p6mjwGQiIiIaAIVThMOdvvgj8Rh0Y+MT7IQONIXwP5uL4QAql1mFNgNcz7Uy3gYAImIiIgmUOwwoqHHh8O9fpxU5lAe7/GGsbvdA18kjmK7AeVOEzRZMMzLRBgAiYiIiCagVkkozTGhsdeP5cU2hGMydnd40O0Nw2HUYnWZA2b9/IlV82dPiYiIiOZQudOEloEA3m4cgDsYhVatQn2hNaNzBc8WBkAiIiKiNBh1ahTYDOjzRVCVZ0aJw5jV7fzGwwBIRERElKblJXbIQkA7D9r5jYcBkIiIiChNapUENeZnqd9w8zu+EhEREdGkMQASERERLTAMgEREREQLDAMgERER0QLDAEhERES0wDAAEhERES0wDIBERERECwwDIBEREdECwwBIREREtMAwABIREREtMAyARERERAsMAyARERHRAsMASERERLTAMAASERERLTAMgEREREQLDAMgERER0QLDAEhERES0wDAAEhERES0wDIBERERECwwDIBEREdECwwBIREREtMAwABIREREtMAyARERERAsMAyARERHRAsMASERERLTAMAASERERLTAMgEREREQLDAMgERER0QLDAEhERES0wDAAEhERES0wDIBERERECwwDIBEREdECwwBIREREtMAwABIREREtMAyARERERAsMAyARERHRAsMASERERLTAZG0A7Ovrww033ICKigrodDq4XC587GMfQ1NTEwDA5/PhpptuQmlpKXQ6HWpqarBx40bE4/E53nMiIiKi7KaZ6x0YTX9/P9avX48jR45Ap9Ohrq4OQgi888476OzsRGVlJS666CJs3rwZWq0W1dXVOHToEO6++240Njbisccem+tDICIiIspaWVkCeOedd+LIkSNYtmwZmpubsWfPHuzduxdDQ0NYt24dnn32WWzevBkA8Mwzz+DAgQN48MEHAQCPP/44tm3bNod7T0RERJTdsi4ACiHwv//7vwCAsrIyfOITn4DZbMaqVauwadMm6PV6vPTSSwAAo9GICy64AABw6aWXKut4+eWXR113JBKB1+tVfoiIiIgWoqwLgH19fXC73QCSQW5oaAg5OTnYtWsXrr76ajz99NNoa2sDAOTm5kKlSh5CQUGBso7W1tZR1/3AAw/AbrfDbrejuLh4ho+EiIiIKDtlXQAc3omjvr4eTU1NaGpqQn19PQDgF7/4xah/J4SYcN233XYbPB4PPB4POjs7lcef2daOv+/vwY7WIbQOBuGPxNNaHxEREdF8lHWdQPLy8qDT6RCNRrFq1SrodDoAwKpVq7B//340NzfjE5/4BIBkZxFZlqFSqdDb26uso7y8fNR16/V66PV6AIBarVYe/58tbVDp+kYuq1HBadYh16xDrkUPl0WHdZVOLCu2QZKkjB4zERER0WzKuhJArVaLs88+GwCwa9cuxGIxxGIx7Nq1CwBQW1uLDRs2AADC4TBefPFFAMCmTZuUdaSen45IXEaXJ4w9nV5sbujDpm0duPWZ3fj207uw5cgASwiJiIho3pLENJNMf38/nn76abzxxhs4fPgwPB4PbDYbamtrcdZZZ+Gyyy6Dy+Wa1Dq3bNmCs88+G9FoFCUlJQCAjo4OqNVqvPLKKzj77LPxkY98BG+++Sa0Wi1qamrQ0NAAWZZx9dVX4/e///2E2wgEArBYLACAspuehkpnmNQ+VuaacPnJZThzkQtqFUsEiYiIaGqCwQDW1yXzjt/vh9lsnvFtTjkANjQ04O6778amTZsQj4/eZk6SJGg0Glx++eW46667UFdXl/b633rrLdx555147733YDQasXr1atx3331Yv349AMDr9eJ73/senn76afT19aGkpASf+9zncOedd0Kr1U64/uEB8OL/+Bs8cRUGA1F4w5MbSLrIbsCla0rxsfp8aNVZV6BKREREWW5eBUCtVotEIgG1Wo1169bhlFNOQUVFBWw2G7xeL1paWvDee+/h/fffRyKRgEajQTQazfT+T9nwALiloQMmU/JkR+MyBgNRDAaiGAhEMBiIot8fxVuH+9Hri4y5PqdZh0tWl2DD8kIYtOoxlyMiIiIabl4FwOrqatx888244oorkJeXN+ZyfX19ePLJJ/HTn/4UjY2NU97RTBsrAI4lnpDx+qF+PPVBG9rcoTGXsxk0+OTKYiwvsaHQboDLooeKnUaIiIhoDPMqAKZ6387U8jNtsgEwRRYC7zYN4KkP2nGo1z/h8hqVhEK7AUV2A4rsxqP/Jn/Pt+lZbUxERLTAzUUAnPIwMJMNc9kU/qZDJUk4vcaF06pzsaNtCE9tbceuds+Yy8dlgXZ3CO3uEAD3MesCih1GnFyRg/XVuVhaZGOHEiIiIppx0+4FPF9NtQRwNPu7vHhqazveOzI4rX2y6DU4uTIHp1Q6sbYiB2Z91g3TSERERBk2r6qA57tMBsCUI/0BPL+zE4d6/ejyhBCOyVNel1olYUWJHadUOXFKpROF9skNU0NERETzAwPgLJqJADicEAJDoRi6hsLo8oTQ5Qkf/Qmh2xOe9HAzFbkmnF6Ti/OWFcJl0Wd0X4mIiGjuzKs2gDQ+SZKQY9Ihx6TD0mLbcc/7I3G0DQaxrcWN95oH0dgXGHd9LQNBtAwE8cf323B6jQufXFnEaemIiIhoSjJeAtjV1YV4PI6ysrJMrjbjZroEcLL6fBG83zyILU2D2Nk+hLg88ctSmWvCJ1cW4yOL8zj2IBER0Tw1FyWAGeua+8QTT6CiogKlpaW44oor8Nxzz+Hcc89V5uql8eVZ9bhgRRE2fmoZ/udL63H7+UvwsSX5sBnGLqRtHgjiF68exuf/6z389o0mdA6NPT4hERERUUpGqoA3bdqEz33ucyMeW7t2LTZv3oz8/HxccMEFmdjMgmHSaXD6IhdOX+RCQhY42O3DPw724tUDvYjEj+9YEogm8OcdnXhuRyfWVuTgwpVFqC+ywahVc1gZIiIiOk5GAuD9998PSZLwzW9+Ew8++CAAoKSkBMXFxXj//fczsYkFS62SsLTYhqXFNnzh9Er8fX8P/m9XF7o84eOWFQA+aHHjg5YPxxs0atWw6DUw6dUw6zQw69Uw6TTJx3Rq2I1a1ORbUJtvYTUyERHRApGRNoBGoxFVVVXYt28fVCoVTj31VLz99ttYs2YN9u/fj1Ao+6oms60N4GTIQmB76xD+b1cnPmh2IxONOFUSUOUyY0mhDUsKrVhcaEWR3cBOJkRERDNs3vYCNhgM8Hq9kOUPqycjkQiOHDkCk8mUiU3QMCpJwtqKHKytyEHnUAgv7u7CK/t7EIgkprxOWQCNfQE09gXwwu4uAMl5jRcXWlFfaMOSIisqcs3Qa1TQaVSc35iIiGgey0gAPO200/CXv/xFaevX3t6Oj3/84/B6vTj//PMzsQkaQ7HDiH8+qxrXnlqB1w724cXdXWjqH39ImXR5w3G83+zG+83u457TqVXQa1XH/KuGXqOCXqOCy6JHTZ4FVS4zKnJNrF4mIiLKIhmpAt6yZQvOPvtsxOMfDm4shIBWq8Xrr7+O9evXT3cTGTefq4AnEozG4Y/EEYwkEIjGETj6bzCSQCASH/FY51AIR/oDSGPUmSlTSUBpjglVLjNq8syodllQlWeG3aiduY0SERHNE/N6JpC33noLd955p9LpY926dbjnnntw1llnZWL1GXciB8DJCscSONTrx8FuHw50eXGg24ehUGzGt+uy6FDlMmNlqQOn1+SiwMbp7oiIaOGZ1wFwvmEAHJsQAj3eCA50e5OhsNuHpv4AEjNZTAhgUb4Fp1fn4vRFuSjNYdtRIiJaGOZtAFSr1Tj11FPx1ltvjXj8i1/8Ivbu3YstW7ZMdxMZxwA4ObGEDH84jkhcRiSeQCQuIxqXR/1/MBpH60AQTf0BdLhDU+qlXO404YxFuTijxoWKXBN7IxMR0Qlr3vYCFkJgtBy5Z88ebN26NROboDmmVauQY9ZN+u/CsQSaBwJo6kv+NPb50TIQRDRx/IDWw7UOBtH6XhBPvteGYocBp9e4cFp1LsqcRhi1agZCIiKiaZhWALznnnuU39vb20f8PxAIYNeuXTAY2K5rITNo1UfHFrQpjyVkgY6hEBr7/NjV7sGWpgF4w/Ex19E5FMbTW9vx9Nb2o+tUwWnWwWnSwWnWIcesQ645+Xvqx2XRs+cxERHRGKZVBaxSqSBJEoQQo5bICCFw2mmnHVc1nA1YBZw9ErLA7g4P3m7sxzuNA3AHp98BRSUBlblmLC22ob7IhmXFNrgs+gzsLRERUWbNuzaAlZWVkCQJra2t0Ol0KCwsVJ4zmUxYsmQJ7rvvPtTX12dkZzOJATA7yUJgf5cXbzcO4O3GAfT5Ihlbd75Vr4TB+iIbyp0mzpVMRERzbt4FwJTh07/NFwyA2U8IgcO9frzVOIB3GgfQMZTZKQXNOjWWFNlQaDNAkgAJgCRJSBVmqyQJEgBIgArJx7Xq5EwoOs3Rwa+H/Z56PDkYthoGrQpGnRoGrZozpxAR0ZjmbSeQI0eOQK9n9RplliRJqC2worbAii+cXolwLAF3MIrBwPg/gWh6U+IFoglsbTl+lpNMk5BsC2nUqWE6+u/w3/UaNdQqCSoVoJYkqFQS1JIEtSr5o5JS/0L5v+poUFVJw/7u6N+qUo8PW4f66HIfrmvYcypJCbOpWV00atWMnxciIpo7GQmAFRUV2L17N371q1+hs7MTicSHH8CSJOE///M/M7EZWuAMWjWK7EYU2Y3jLheOJXC41499XV7s7/JiX5d3WvMkT5cAEIolEIolMDhnezE5SijUHi3lPDrVn0GrglWvhdWggcWggc2ghUWvgdWQ+jn6nF7DTjhERFksI1XAL7/8Mj71qU+NmAoOgNI5ZHggzBasAl44ZCHQNhjEvi4v9nUmA2GPN3NtC2l0KgnQa9THVZEfW12uVatgNWhgN2rhMGmT/xp1sBu1sJu0MOs47A8RndjmbRXw/fffj1gsBqvVCp/PB51OB0mSoNFokJeXl4lNEE2ZSpJQkWtGRa4Z5y8vAgAM+CPY3+VDQ48PoVgiOVi1SIbFo78eHd/yw99lkRwQOxqXEU3IyuDXyk8iNRh2YkbnVp4vZPFhyed0aFSSEg5tBi10R0OjRi1Bo5KU37WqkY+rVZISHIfHx9GypEb1YWmnXqOGXqOCQatWqsVTj+k1rB4nohNDRgLgzp07YbVa0dLSAqfTiTVr1uDJJ5/EmjVr8Ktf/SoTmyDKqFyLHmfW6nFmrWtG1h9LyAhFk+EnGE0ov4eiCQRj8eS/Rx+LxmXIQiAhf/gjC0CWBRIi9X+BuCwgywICyedkASTEsY+N/FtZCMgylPWk1jX892wPq3FZYCAQxUAgOte7AiBZPW7QfFglbtSqlU4/qdBo0CY7/6RKPLVqCXqNGlpNsmpdp1ZBO6wEVK9RwWZMln5qGTCJaBZkJACGw2GsWLECDocDKpUKkUgEFRUVKCkpwbe//W2cd955mdgM0byhVaugNSY/1LOdLMSIaf1Sv0fjMiIxGZFEApFYsoQzGE3AF47BH47DG47DH47DF4nBF47DF44jEIlPaeq/+SQhCwSiibQ7G02WUauGzZhsX5kKhTaDRvndadahymVGrlnHqnEimrKMBECHwwGv1wsAyM3NxZ49e/DDH/4QBw8ehEaTkU0Q0QxRSZJSYgVML7AmZIFgNBkOw0dLN4+vIpcRS3z4bziWgC8cx1AoBk8wBk8o+TPdquP5KlVtPlE7VZtBg+o8C6pdZlTlmVHtMqM0h2NbElF6MpLO6urq8P7778Pr9eK0007Dc889h9tvvx0AsHr16kxsgojmAbVKOtoTePoln+FYAt5QTAmGQ6EYfOEYYgmBeEJGLCEQk2XEEwKxhIy4/OHjcTn5fwAYXiQ5vHRSDGvvmZBFsgQ0ljhaEposDY3E5Kwt0fSG49jRNoQdbUPKY1p1sr1rtcuMKpcZhTYDTHo1TDoNTDo1zDoNjDo1QyIRZSYAfv/738fevXvh8Xjwox/9CHv37kVjYyNKS0vx85//PBObIKIFJlUqmW+bu/nEhRDJDj+xZCgMHw2Iw/8d+fvRf+PJ34d3GooNK/1MlYZG48nAGk51RJqmWCI5ePrhXv+4y+k1Kpj1GmUsSrNeA2NqjMpRxqw89jmj9sPfNcM62xDR/JGRYWBGMzg4CKfTOROrzggOA0NE2SIhC/gjcXhDMXjDMXhDcXiU32NHf08+3+4OZVX1uFolKYEw1REmFRJTnVy0RzvCpH7XKL9/+JhOoxqxDoNWDcOwDjVaNYMmnbjm7TAw1dXVWLNmDZ5++mnlMafTiTvvvBOHDh3CH//4x0xshojohKQ+OtSNPY1OQ7IQ6PVG0NTnR1N/AE39ARzpC6DPPzdjW6bCqz8Sn3jhaVBJH5YKqyRAQnL+xuQUjsn/p/Lh8P+nelx/2PtaUsai1A77V69RwZSapedolblRq4Zp2P8NWlaf04kjIwGwubkZhYWFxz3+yiuv4IMPPsjEJoiICMlOO4V2AwrtBpy+6MNhjLyhGI4cDYRNfX60DAThC8cRjMYRjGaminkuyQIIHh0+aS4ZtCrkWw1YVWbH2vIcLC+xc9YbmpemFQAfe+wx5fe+vr4R/w8EAti/fz90Ot10NkFERGmwGbVYVebAqjLHcc/JItnOMBWgUqEwGE0gGIkrY1Imx6kcOW7laP8uZOGYjNbBIFoHg3h+Zxe0agnLS5JhcG1FDkpzjKyqpnlhWm0AVSrVuBe6EAIrV67Ejh07prqJGcM2gEREkycLgUhMVoarCQ8LhiN/T/akjh3tpR1L9dw+5vdUL+7hnWrCR8ednI/yrHqsLc/BmgoHTipzwKTjUGg0sXnZBjA13++xOdJoNGLJkiX42c9+Nt1NEBFRllBJktI7eCYlh+ZJhsFQLIFIqpd1PKHMfoPUVI04Om2jSP6eelwWArGEONrb+sPe17HEhz2wlfEpYx+WfgaVWXziCMcmF0T7fBG8vLcbL+/thlolocplRlmOEWVOE8qdJpTlmFBoN7AtIc25aQVAWU6+MVQqFU499VS8/fbbGdkpIiJa2NQq6Wjni7ndj4Q8vPo8OePN3k4vtra4caDbO+5Uigl59GF5NCoJJTlGlOeYUOo0otxpQonDCJNOo/SQ1qiko/NaqxgWaUZkpGz61Vdfhc1my8SqiIiIsoZaJcGs18Cs1wDQAwCWl9hxxboy+CNx7GwbwtYWN7a2uNOerzouC7QMBNEyEExreZWEYaFw7EA42qM6jQpWgwZWvRYWgwY2gwYWgyY5YLtek3zOkHxOp1ZBJQEqlQSVJEEtSVCpkqW+6qOPqSSwjeMJIiMBMBQKYfPmzTCbzSgqKsLVV1+N119/HatWrcL//M//oLS0NBObISIiyhoWvQZnLHLhjEUuCCHQOhjE1hY3trUOYU+H58PZaKZJFkjOTgMAmHwnnC5PRnZDoZKAHJMOeVY98ix65Fn1cFn1cFl0yLca4LLoYDdqGRSzXEYGgv7Yxz6GzZs3o6OjA48//jhuueWW5MolCVdddRWeeOKJae9oprETCBERzZRwLIED3T60He0x3OYOom0wBE8oNte7Nit0ahVyLcmQmG/Vo8BmQL5Vj3ybAQVWPXItelZtDzMvO4EAwL59+1BaWoqCggJs3rwZNpsNv/nNb/DFL34Rr732WiY2QURENG8YtGqcVJbsCTycJxRD22AQ7e7QsGAYRL8/verj+SKakNHlCaPLEx71eZUEuCx65Nv0yLcmQ2FxjhHLi+3Is+pneW8XpowEQLfbjRUrVgAADhw4gJNPPhlXXHEFfvSjH2HPnj2Z2AQREdG8ZzdqYS+xY3mJfcTjCVkgLieHxYnLI4fIicsC8aP/xhIyEqNULY9WlScEEIkn4AsnO6/4w3F4wzH4I/Gjj8WSj0fiiMRnd9gdWQC9vgh6fREA3hHPFdkNWFXqwMpSO1aW2uGY655AJ6iMBECn04mGhgY8+eSTaG5uxoUXXggA8Hg8cDgcmdgEERHRCUutkqBWqaGfo2EDI/EE4gkBWQjIApBlgYQ4+n8Zyd/l5P+jcRkDgSj6fBH0+SPo90XQ70/+fyAQGbdndDqSJYfJoXQAoCLXlAyDJQ6sKLHDYuDYipmQkbP40Y9+FE8++SSuvfZaAMB5552HQCCAtrY2rFu3LhObICIiohmi10wufNaO8XhCFnAHj4bDoyV8fb4IerzhoyV+4UmPrZjqMf38zi5IAGryLVhWbMOiPAtq8i0ocRjZnnAKMhIA/+M//gOhUAiHDx/GRRddhPPPPx9vvfUW1q1bhyuvvDITmyAiIqIsp1ZJcFn0cFn0qC86/nkhBLzhuBIKe7xh9Pki6PaGcaDbB184Pu76BXDc2Ip6jQqVLnMyEOaZUZNvQbnTBK1aleGjO7FkpBfwfMRewERERNlDFgLN/QHsbPdgV/sQ9nR4pzz3tEYloSLXhJo8C+qLbFhd7oDLkr2dS+aiFzADIBgAiYiIsk08IeNwnx+72jzY2T6E/V2+ac0RXe40YU25A2sqcrCs2Aa9ZmanM5wMBsBZxABIREQ0f0TjMg50e7Gnw4vGPj8a+/xTHj5Hp1ZhWYkNq8uSgbDCaZrTgasZAGcRAyAREdH8NhSMorEvgKY+Pxr7Amjs84859uB4nGYd1pQ78NHF+VhZap/1MMgACODuu+/Gxo0bR30uFotBo9EgFovh/vvvx6OPPor29nbk5+fj8ssvx7333quEuokwABIREZ14ApE4mvoDaOz1Y1+XFzvbhhCIpt+WsDbfgkvXlOK0mtxZ6108b2cCmQkulws1NTUjHksl8i9+8Yt44oknoFKpUFtbi6amJjz44IPYvn07/vGPf0ClYs8fIiKihcis12BFiR0rSuz49OoSJGSBhh4ftrW6sb11CA09vnHHKjzU68e/vnwARXYDPrO6BB+rz8+q9oKZkrUB8MILL8Qjjzxy3OPbtm1T5hb+6U9/iuuvvx7PP/88Lr74YmzevBnPPvssLrnkklneWyIiIspGapWE+iIb6otsuGZ9BfzhOHa2D2FbqxvbWofQ54uM+nddnjB++Vojfr+lFRetKsKFK4pgNWhnee9nzpQD4Lnnnjvpv5EkCX//+9/TWnbTpk344x//CIfDgbVr1+Lee+/F6tWr8dJLLynLXHrppQCSYdFgMCAcDuPll18eMwBGIhFEIskXOhAITHr/iYiIaH6zGDQ4Y5ELZyxyQQiBjqEQ3m9248XdXaO2H/SEYnji3VY8vbUd5y0rxKdOKka+1TAHe55ZU64rlWUZQohJ/chyet231Wo1CgsLUVlZie7ubrzwwgs47bTTsH37drS1tSnL5efnJw9CpYLL5QIAtLa2jrneBx54AHa7HXa7HcXFxVM9dCIiIjoBSJKE0hwTPrO6BL++di1u3bAEi/JH70sQjsn4845OfOmxrfjxXw/i/eZBhKc4TmE2yLpOIA0NDXC5XHA6nQCAv/zlL9iwYQMA4J/+6Z+g0Wjwm9/8BgAQj8ehVifr5UtLS9HR0YHzzjsPL7/88qjrPrYEMBUC2QmEiIiIgORsJbvaPdi0rR3bWofGXVanVmFFiR0nV+ZgbUUOih3GKW2TnUAA1NXVjfj/eeedh9zcXAwMDKC1tRXnnHOO8lxvby+KioogyzIGBgYAAOXl5WOuW6/XQ69PjgSeCo5EREREKZIkYVWZA6vKHGjq82PTtg68cahv1I4j0YSMra1ubG11AwCKHQasrcjByRVOrCixQ6fJ3k6pWbdnP/zhD0dU477yyitKuKusrFRKA4FkO0EAeOGFFxAOJ+vthz9PRERENFXVeRZ857zF+O3nTsZFK4ugnyDQdQ6F8fzOLnz/ub246rfvYuPze/HH99vw4u4ubG7ow9YWNw52+9DhDsETiiE+jZlNpivrqoArKyvR2tqKsrIymM1mHDhwAEIImM1mvPfee1i6dCmuvvpqPPnkk1CpVKirq0NjYyNisRjOOussvPbaa2kNA8NxAImIiGgyPKEYXtnXg/eODOJAt3fc4WTSZdSqYZRi2H7vxQAWcBXw7bffjqeeegp79+5FU1MTKioqcMYZZ+B73/seFi9eDAB49NFHUVtbi8ceewyNjY3Iy8vDZZddhvvuu49jABIREdGMsBu1uGxtKS5bWwp/OI7tbW5sbXHjgxY3hoKxKa0zFEsgEJ3alHbTkXUlgLOFJYBERESUCbIQaOoL4IOWQXzQnKzmnUy4kqNhtP3kMgALuASQiIiIaD5RSRIW5VuwKN+CK9eVwxuKYXvbEHa2DcEdjMIficMfjsMfiSMQSSA6h23/UjIWAA8ePIj7778f7777Lurq6nDHHXfgr3/9Ky655BIsX748U5shIiIiymo2oxbn1OXhnLq8UZ+PxuVkKDwaDAeGvPj6T2Z3HzMSAHfu3ImzzjoLgUAAQgjk5ubCYDDg7rvvRm9vL37xi19kYjNERERE855Oo4JTo4PTrAMABB2zPzRdRnpM3HrrrfD7/Vi7dq3y2EknnQSn04lXX301E5sgIiIiogzJSAB86623UFJSgnfeeWfE42VlZSOmbiMiIiKiuZeRAJhIJGCxWI6bXaOvry/t+X+JiIiIaHZkJAAuXboUDQ0NuO+++wAAXq8X3/72t9HZ2ckOIERERERZJiMB8Jvf/CaEEPj+978PSZKwf/9+/OQnP4EkSbj++uszsQkiIiIiypCMBMBrr70W//qv/wqj0QghBIQQMBgM+MEPfoBrr702E5sgIiIiogzJ6EwgoVAIe/fuBQAsW7YMRqMxU6vOOM4EQkRERNkgGAxgfV0JgHk6E4jRaMTJJ5+cyVUSERERUYZlpApYrVaP+WM2m3HmmWfi73//eyY2RURERETTlJEAmGr3N9pPKBTC22+/jfPPPx9vv/12JjZHRERERNOQkQB42223wWw2Y/Hixbj55ptx8803Y/HixTCbzbjhhhuwfPlyxONx/Ou//msmNkdERERE05CRNoBerxcWiwXbtm1TOn7cc889qK6uRjwex/vvv4+amhq8++67mdgcEREREU1DRkoAn3jiCWi1Wuj1euUxg8EAvV6PJ598Enq9HmvXroXH48nE5oiIiIhoGjJSAqjRaNDR0YGzzz4bn/nMZwAA//d//4e2tjbk5uYCAIaGhuBwODKxOSIiIiKahowEwK9+9av4wQ9+gHfeeQfvvPMOgGTHEAD4+te/jr6+Prz33ns455xzMrE5IiIiIpqGjATAe++9F/n5+fjRj36E9vZ2AEBZWRm+853v4Prrr4fX68W7776LvLy8TGyOiIiIiKYhozOBAIDP5wMAWK3WTK424zgTCBEREWWDeT8TSDQahdfrRSKRgNvtVh4vLy/P5GaIiIiIaBoyEgB9Ph/++Z//Gc8++yzi8fiI5yRJOu4xIiIiIpo7GQmAd955J5566qlMrIqIiIiIZlhGxgH885//DEmScMcddwAAampq8NWvfhVOpxO/+MUvMrEJIiIiIsqQjATArq4uVFdX49577wUAuFwu/PKXv4Tdbse2bdsysQkiIiIiypCMBEC9Xq/0+jUYDGhvb0csFkMkEmHVMBEREVGWyUgALCwsVMb/q6mpQWdnJ/Ly8tDZ2TliejgiIiIimnsZCYCnnXYaYrEYdu/ejS984QsQQsDr9QIAPve5z2ViE0RERESUIRnpBfzoo48qv69YsQJFRUV49913sXLlSvzTP/1TJjZBRERERBmS8ZlA5gvOBEJERETZYC5mAslIFTARERERzR8MgEREREQLDAMgERER0QLDAEhERES0wDAAEhERES0wUw6AGzduxMDAQFrLDg4OYuPGjVPdFBERERFl0JSHgVGpVNDr9TjvvPPwyU9+EuvWrUNlZSWsViv8fj9aWlrwwQcf4Pnnn8fLL7+MSCSCRCKR6f2fMg4DQ0RERNlgLoaBmfJA0Lfeeit+/vOf47nnnsPzzz8/5nJCCJjNZtx6661T3RQRERERZdCUq4Dvv/9+NDc349///d+xdu1aqFQqCCGUH5VKhbVr1+LHP/4xmpub8YMf/CCT+01EREREU5SxmUCCwSCOHDkCj8cDm82GqqqqWSnCnCpWARMREVE2mFdVwMcymUxYtmxZplZHRERERDNkWsPAPPfcc3jzzTfHfP6pp57Cz372s+lsgoiIiIgybFoB8NOf/jS++93vKv9Xq9U444wzlP//x3/8B2666abpbIKIiIiIMmzaA0EPb0KY6gBCRERERNmLM4EQERERLTAMgEREREQLzLR7AW/fvh3V1dWj/r+zs3O6qyciIiKiDJt2AIxGo2hublb+H4lERvxfkqTpboKIiIiIMmhaAfDss89mwCMiIiKaZ6YVAF977bUM7QYRERERzRZ2AiEiIiJaYLI6AH72s5+FJEmQJAlXXnml8ngsFsPGjRtRXV0NnU6H0tJS3HTTTfD7/XO4t0RERETzQ8bmAs60//7v/8ZTTz016nNf/OIX8cQTT0ClUqG2thZNTU148MEHsX37dvzjH/+ASpXVuZaIiIhoTmVlUmpsbMSNN96I0047DaWlpSOe27ZtG5544gkAwE9/+lMcOHAAmzZtAgBs3rwZzz777GzvLhEREdG8knUBMB6P45prroFKpcLvf/97qNXqEc+/9NJLyu+XXnopAODCCy+EwWAAALz88stjrjsSicDr9So/MyEhC0Tj8oysm4iIiCgTsi4Abty4EVu2bMEvf/lLVFVVHfd8W1ub8nt+fj4AQKVSweVyAQBaW1vHXPcDDzwAu90Ou92O4uJi5fFBfyQj+945FMLrh/rw6sFe7O/yIpZgECQiIqLsk1UB8IMPPsADDzyAa6+9Ftdcc82k/lYIMeEyt912GzweDzwez4hZSna0DWF7qxvBaHzS+wwAnlAM7zYNYFe7B3kWPVaXO9Dni+CNQ31oGwymtW9EREREsyWrAuCePXuQSCTw9NNPw2KxwGKxKCV6mzZtgsViQVFRkbJ8b28vAECWZQwMDAAAysvLx1y/Xq+HzWZTflLOWORCJC7jrcP9aOjxIZ5myV04lsDuDg/eaRyAEAIfr8/HR5fkY1mxHReuLEJNngUHe3x4q3EAAxkqZSQiIiKarqwKgCnhcBiBQACBQEApPYvH4wgEAvjkJz+pLJfq/PHCCy8gHA4DADZs2DDp7ZXkmHD+ikKcVOZA51AIbxzuR8dQaMySu4Qs0NTnxxuH+tHvC2NdZQ4+uaoYRQ6jsoxBq8bJlU6ct6wQdoMG21rd0yplJCIiIsoUSWR5/WRlZSVaWlpwxRVX4A9/+AMA4Oqrr8aTTz4JlUqFuro6NDY2IhaL4ayzzsJrr72W1jAwgUAAFosFANDY2Q+z2QwACEbj2NXuwZG+AMx6DeqLrHCYdMrf9XrD2N/tQyiaQF2BBavKHDBo1aNuI0UIgXZ3CNtb3fBH4qjINaPaZYZGnZX5m4iIiGZRMBjA+roSAIDf71cyyUzK2nEAx/Poo4+itrYWjz32GBobG5GXl4fLLrsM991337THADTpNDi1OheL8i3Y3urGe0cGUWg3oMRhRFN/AAP+KArtBpxbnwenSZ/WOiVJQpnThCK7AQ09Puzt9KJjKIS6AiuK7QbOp0xERESzKutLAGfKWCWAwwkh0DIQxI62IfgjcZh0apxcmYNy5/SSeSASx+6OZCmjy6LHqjL7nITAtsEgWgaDOLkiZ8JSTCIiIpoZLAHMMpIkodJlRkmOEf2+CPKs+oxU25r1yVLGcqcJbx3ux8EeH5YU2ib+wwyKxBM42OMDBLC91Y11lU5WSRMRES0Q/MRPg1atQpHDmPGAVOwwYm1FDrqGwmgZCGR03RM51OOHSgLOrc+HEMDOdg+HqyEiIlogGADnWHWeBfVFNjT2BtDrC8/KNj2hGNrdISwvtqPAZsCpNbnwR2LY3+Wble0TERHR3GIAzALLS2yocJmwp8MLTyg249s70OWFzahBfXGy2rnAZsDaCid6vGE0989uSSQRERHNPgbALCBJEk6uzEG+VY8dbUMIRRMztq1uTxjuYAxrK3KgGtbxpMplxtJiGxr7/ejxzk5JJBEREc0NBsAsoVGpcFpNLsx6Nba3umdkHuGELHCg24tihwGlOabjnl9WbEO1y4K9nV4MBaMZ3z4RERFlBwbALGLQqnFGjQuQgJ3tQ5Az3CnjSH8A0biMtRU5oz4vSRLWVDhQaNNjZ/sQZy0hIiI6QTEAZhmbUYvTa1wIRhLY1+nN2HrDsQSa+v2oKxw5s8mxNCoVTq3JhdWgxbaWmSmJJCIiornFAJiF8qx6rKt0os8fQVOfPyPrPNjtg1alwqpS+4TL6jXJkki1WsKOtsyXRBIREdHcYgDMUuW5JqwosaN5IIAuT2ha63IHo+jyhLGqzA6dJr0ZPywGDc6ocSEcS2Bvp2da2yciIqLswgCYxeqLbKjJs2BfpxfuwNQ6ZQghsL/LC4dJi7oC66T+NteSLIns90dxuDczJZFEREQ09xgAs9zq8hwUO4zY2T40pZ65nUNheENxrKvMmdJ8w2VOE1aVOtA6GECHe3olkURERJQdGACznFol4dTqXORadHjvyCB2tQ8hHEtvnMB4QkZDjw9lTiMK7cYp78PiQitq86042OPFgD8y5fUQERFRdmAAnAd0GhU+ujgfpy9ywReO483D/Wjq8yMhj985o7EvgJg89rAvk3FSuQMlDiN2t3vgj3B4GCIiovmMAXCekCQJVS4zLlhRhKVFNjQPBPHm4f4xZ+0IRuNoHgigvtAGq0E77e2rJAnrq3PhMOuwvdWNSHzmZishIiKimcUAOM/oNCqsKnPgghWFyLfpsavdg/ePDMIXHjmH8MFuHwwaFVaU2jK2ba1ahTMW5UKvUWN769CEJZBERESUnRgA5ymrQYuza/Nw7pJ8SBLwTtMA9nV6EUvIGPBH0OON4KRyB7Tq9IZ9SZdJp8EZi3KRkAV2tQ9BcIxAIiKieUcz1ztA01NoN+C85YU43OvHng4Pug+FoJIk5Fp0WJQ/uWFf0uUw6bC+2om3DvfjYI8PSwqnVsooC4EBf3RGShIteg0sBl7eREREo+En5AlAJUmoK7Ci3GnC3k4PmvoCWFc5/Y4f4ymyG7GmPAcfNLth1KpRkWue1N/3+yM40OWDPxLHFEanSUuJw4jaAgv0aQ5+TUREtFAwAJ5ADFo11lY4saZ8amP+TVZ1ngWBo3MWG3Vq5FsNE/5NMBrHgW4fer0RuCw6nLmoAA7z2HMTT4UQQNtgEDvbh/DmoX5U51lQkWuCahbOCRER0XzAAHgCmo3wl7K8xIZANI49HV6srVDDbhy9x3E8IaOxL4DmgQAMWhVOr8lFTb5lxvarJt+CUqcR+zq9aOj2o20wiCVF1rRCKhER0YmOAZCmRZIknFyZg1A0gR1tQzil0gmj7sMqVyEEOofCaOjxIS7LWFZsw/ISW8Y7p4xGr1FjdXkOqvMs2NHmxs42D3JMQSwpssGi56VPREQLF3sB07RpVCqcVpMLs16N7a1uxBIyAMAdjOKdpgHs7vAg36bHRauKsbo8Z1bC33B2oxbn1OXjI4vzIAuBdxoHsL/Lq+wnERHRQsNiEMoIg1aNM2pcePVgL3a0DUGnVqHLE4bDpMUnluZPayq6TCl2GFFgM+Bwrw+7Ozzo8oRQm29FnlWf1t+rJAk6Db8zZVpCFlCr2D6TiGg2MQBSxtiMWpxe48LrDX3wy3GcUpWDugLrrLZJnIhaJWFxoQ0VuWbs6fDgYI8Pezu9af/9kiIrKifZ45nG5gnF8H7zIMpyTFhcODPDFhER0fEYACmj8qx6/H/LCmDQqqFVZ29pmUGrxsmVTtQVWBGIpje3cbcnjIPdPpi0auTb2JlkukLRBLa1uKFVq9AxFIRRp0a50zTXu0VEtCAwAFLGZWLu4dliM2phG6Pn8rEKbQZEEzL2dHqxVjt2j2eaWCwhY2urGyoVcP7yQjT2+bG/0wejVp12lTwREU1d9hbREGUZSZKwtiIHBTY9tre6EYom5nqX5iVZCOxoG0I4lsC5S/Jh1muwosSOCpcJezo98IZiE6+EiIimhQGQaBI0KhVOrc6F1aDBtmE9nil9+zq9GAxEcU5tHpzmZGlfajghl0WH7UfDIRERzRwGQKJJMmjVOGORC5IE7GwbgiwyP5fxiaqpz492dwjrq5wozhnZM1yjUuH0GhfMOjW2tTBcExHNJLYBJJoCq+HDHs97O71YUWKf9DrCsQQaenwYDEQzvn+SJKHEYUSVy5yRIVYi8QQO9fgRiiWwKN+CHNPkp+/r8oTQ0OPH0mIbagtG7/Fr0Kpx+iIXXjvYi13tQ1hdnjOjU/j5I3Ec6vFBgoTaAgvMGRggXAiBdncI7e4QihwGlDszMw1hMBpHQ7cfQ6GZuV7KcoyoyM3M9UJE2U8SYmEWXwQCAVgsyanIGjv7YTZzaA+avNbBIN5tGkC504SavPSmtkvIAs0DATT2+aFVqbAo34JMd5iOJmQ09QWhVgF1BVYUTXEcRlkItAwE0djnh0oCbAYt3MEo8q0GLC60wqBNb1BvdyCaHO7FacLZdXkTLt/rC+ONhn44zTosn0K4nkgsIeNwrx+tg0GYdGpo1BJ8oTjKc5Ov41R7sA/4I9jf7YM/HEe+TQ93IAq9Ro0lRVa4LFPr3BJPyGjqD6C5PwC9RoWaPAtUGb5ewjEZzf1BqNUS6gut7OVONMuCwQDW15UAAPx+/6xkEgZAMADS9Bzo9mJn2xCWFNpQ7Bg/aHV7wjjY40MklkBtgRUnldmh08zMzCj+SBy72ofQ3B+EzaDBkiLbpHou9/rCONDlQzCaQG2+BavK7TBo1GgdDGJH2xCCkTgqXZYJSxkDkTjebRqAw6TFx+sLoEkzXLUMBLDlyCAqnCZUpxmuJ5IqnWvo8UEWAstL7FhaZAMk4FCPH3s7PZBlYFG+BaU5xrTHsAxG4zjY7UOPN4JcsxbrqpzIsxowFIxie+sQujxhOM061BdZYdKlV8oohECnJ4yGbh9isoz6QhtWlM7cNIreUAw72ofQPhiCw6RFfaENFgMriYhmAwPgLGIApEza2uLGoR4fVpfnwGk+vnrUG4rhQHeyurfIYcDJFTlwTKEadSp6fWFsbxlCvz+CYocRtQUW6McJnf5IHAe6vOj3R1Fg0+Pkyhyls0ZKLCHjQJcX+7p8UKuAxQU2FNqPLzWKxmW80zQAjUrChuWFaZcYpuzr9GJXxxCWFdlHXf9kDAai2N/lhS8cR6XLhLUVOceFsVA0gV3tQ2jqD8CkVaO+yIacUV7PlOGlczqNCqvLHViUf3z1doc7hO1tbniCMVTkmlGdZx63lHEoGMX+Lh88oRjKcoxYW5kza8MrdXlC2N7qhjsYQ1mOCYvyp14iSkTpYQCcRQyAlEmyEHjrUD+6vWGcXOmE5WhbsmhcxqFeH9oGQ7AaNFhbkYOyORjsWBYCzf0B7GzzIBJPoDrPgorckW3Tjq0WXVPhQGXu+CVv/nAcO9uH0DJwfCljQhb4oHkQwWgc5y0vhN04tcD7QfMgGvv8WF2eM6W2h6FoAge7fej2hpOlc5VO5E1QxTngj2B72xB6vWHkWQ1YXGCFUfdheB21dK7EBu04wTouyyNKGWsLLChxjCxlTLUL7RwKw2HU4uSqnClX309HQhZo7PVhd4cXcVnGonwrSnOMM9oek2ghYwCcRQyAlGmxhIxXD/bCH45jXaUT3d4wDvf6IQFYUWJHfbFtzj9AI/EE9nV50dDlh0YtYUmRFXkWvVItKgAsK7ZhaZEt7apaAOjxhrGjdQh9/ghKjpYy7u/yodcXxifqC6bVpiwhC7x5uA+93ghOqXKmXYWakAWa+vw4Mqx0ribPkna1rhACbYMh7GhzIzCsutsXjo0onVtTkZP2YOJAsrp4d7sHTX0BmHRq1BfbYDNo0TIQwOE+P7QqCavKHFkxjWI4lsCeTg8O9fhh0KpRX2hF7hTbMhLR2BgAZxEDIM2EQCSOVw/2whOMQRbJtmQnldth1GZXWypPKIadbW60u8NQqyRE4/KY1aLpkoXAkb4AdrYPIRRNQBbAmYtyUZWB9nuReAKbD/bBF47DlmZVqDsURSwhY0mhFStL7OOWzo0nnpBxoNuHfZ1eCAhE4wJ2owbrKp0omqDN53gG/BFsbx1Cry8MlSQhIYsZbxc6Ve5AFDva3OjyhGE36qCbgSrhXIsOJRksZRzwR9DuDiHdTzijTo0qlxk6TfZWdwsh0OUJwx+JoyLXNG5TDppfGABnEQMgzZShYBQHu31YVGBBrjm7S0s6h0JoGwyiOs+MPGtmen5G4skqV4NWhboCW0bWCSTbJu5sH0I4zRlYDFo1VpTYJ1U6N9H2G7p9MOnVWJyh0jkhBFoHg+j2hlFXYEGOKbuvl7bBZI/whJzZj42ELDDgj8Kgm34p4/AOOQ6TJq0vNALAUDCGhCyjJs+CsgwN3ZNJw9uF6jQqyEKgZpSmHDQ/MQDOIgZAIqLsMbyU0WXRY3Fh+j2mgeOHyzlpjA45YwnHEth7tLp7ukP3ZNLwdqGpkmenRXdcU478DH2Bo7nBADiLGACJiLJP29Fhhnzhoz2mXeZx26NmericD4fuCSHXoseSSQbRTEnIAi0DATT2BaBRAStLHagrtI4o7RvelMNh0qK+yKZ0QKP5hQFwFjEAEhFlp7gso6Hbh72dXggkBzMvthuOq3afyeFy2t1BbG8dgjeUDKI1eeMH0Uzq8YZxoNuHcCyB2gILVpU6xh1CqXMo2VmJQ/fMXwyAs4gBkIgouwUicezu8OBIXwBmvQb1RVY4TLpZGy4nLss4dDSIygDq8q0odhwfRDPFF47hQJcPA4EoCu0GnFzpSLtdaEIWONzrwx4O3TMvMQDOIgZAIqL5od8fwfZWN3q9EeRa9BgIRGZ1uJwRQ/fojw4QnsGB3GOJ5BiRrYNBWAwanDyN8ULDsQT2dHhwqDc5dE+Jw4i0zo4E5Fv1Ga3uDkbj8IXjyLPqGUQnwAA4ixgAiYjmDyEEmgeCONDthdOsw+oyx6wPl5MauqfHG0ah3YC6gvTnwx6NLATaBoM43OuHwNHxQousUGdgsudkp5rk2JzpfMzLApBlkdZMNROJJ2Q09gXQPBAAAJh1mqzpVJOtGABnEQMgERFNlhACLQNB7GxPfz7s0fT7IzjQ5YM/EkdNnhknlTvmpLNJSjoz1UxECIHOoTAaej7skFPuNGJ3h3fOO9VkOwbAWcQASEREU5XufNjHCkbjONDtQ683ApdFh3WVOXBl0RAuo81Uk05194gOOU4j1laM7JAzl51q5gMGwFnEAEhERNPlD8exo92N1oEQbEYN6gttow4+Prxa1KBVYXVZDmrypz9LzkwZPlNNvtWAxYWjV3eP6JBj0mJdZQ4Kx+iQM9udauYTBsBZxABIRESZ0uMNY3vrEAYCERTbjagrsEKnUY2oFo3LMuqLbFheMvVxCmdTaqaaHW3HV3cnZIHmgQAapzB/9Ux3qpmPGABnEQMgERFl0vD5sKNxGRW5ZvT6wvCG4qNWi84Xx1Z3l+WY0OYOIRJLTGv+6uGdagpsBpQ7Tch0YaAkSbAZNBktZYwnZAggo2MtMgDOIgZAIiKaCZF4Avs6vWjo9sNsUOPkirGrRecTfzg5H3fLQBD5Nj3WVqQ/TuFYhneq8YXjmIlAYjdolTEkp0MIgTZ3CId6fEjIApWuiWeqSRcD4CxiACQiopkUS8jQqKQTro1bNC5Dp8lsB464LCMQSWR0nUCyjeKu9iH0eiPTGrpnwB/B/m4f/OE4Kl0mOEw6HOgaf6aayZiLAJiVXXAefPBBrFq1Cg6HA3q9HqWlpbj88suxa9cuZRmfz4ebbroJpaWl0Ol0qKmpwcaNGxGPx+dwz4mIiJK0atUJF/4AZDz8AYBGpYLdqM34T4HNgI/XF+CMRS74wnG8eagPjX1+JOT0yr6C0Ti2t7rxfrMberWEDcsLcFZtHlaU2HHBiiKUO03Y3+nFu02DGApGM35eZlJWlgB+5jOfwZYtW1BYWIhwOIyDBw9ClmU4nU60trbCaDTi3HPPxebNm6HValFdXY1Dhw5BlmVcd911eOyxxybcBksAiYiIFo6RbRklLC6wjjl0Tzwho6k/gOb+AHQaFVaXO7Ao3zrqssNnqplqKSOrgI8Kh8MwGD58Ub73ve/hvvvuAwB88MEHaGlpwaWXXgoAeP755/HJT34SP//5z3HjjTcCALZu3Yo1a9aMuw0GQCIiooXHF45hZ/sQWgdCsBuT7QNTnXOEEOj0hNHQ/eFg1itKbNBO0MklNVPNzrYhhGIJVLvMqMhNf4BwVgEfZTAY8Kc//Qmnnnoqli5divvvvx8AkJeXh7q6Orz00ksAAKPRiAsuuAAAlEAIAC+//PLs7zQRERFlPatBizMX5eHcJflQScA7TQPY2+lBvz+Cd5sGsbvdg3yrHhetLMaaipwJwx+Q7G1c5TLjwpVFWFpkQ/NAEG819qPHG56FI5qarJ2PpaenB1u2bFH+X1VVheeffx5WqxVtbW0AgNzcXKiOzplYUFCgLNva2jrqOiORCCKRCIBkCSAREREtTIV2A85bXojGXj92d3jQ7g7BZtDg4/X5KHJMrde2Vq3CqjIHqvPM2NE2hF3tHhTZI1heYs/w3k9fVpYAAsBXv/pVyLKMlpYWXHHFFThy5AiuuOIK+Hy+UZdPpyb7gQcegN1uh91uR3FxcaZ3mYiIiOYRlSShtsCKC1YU4eP1+bhoVfGUw99wVoMWZ9Xm4fSaXPT5I2jq82dgbzMrawMgkCxSLS8vx+233w4A2Lt3L5588kmUlZUBAPr7+yHLMgCgt7dX+bvy8vJR13fbbbfB4/HA4/Ggs7NzhveeiIiI5gODVo1CuzHjvbYrXWasKLGjeSCAzqFQRtc9XVkXAAcGBvD4448jGv2wO/WLL76o/B4IBLBhwwYAyc4iqec2bdqkLJN6/lh6vR42m035ISIiIppJ9UU21ORZsL/LC3cge4aKybpewM3NzaiqqoLRaERNTQ08Ho/S5s9qtWL37t0oLS3FRz7yEbz55pvQarWoqalBQ0MDZFnG1Vdfjd///vcTboe9gImIiGg2yELgrUP96PaGsa7SCbN+ZBcM9gIG4HA4cOWVV6KoqAiNjY3o6upCWVkZrr32WmzZsgUVFRVQq9V44YUXcOONNyIvLw+NjY0oLy/HXXfdhUceeWSuD4GIiIhIoZIkrK/Ohd2kxbZWN6Jxea53KftKAGcLSwCJiIhoNgUicbx6sBcQwMmVTmWcQJYAEhEREZ2gzHoNTq9xIZaQsbvDk9YIJjOFAZCIiIholjjNOqyvzoU7GEVDz9wND8MASERERDSLih1GrC53oGMoiLbB4JzsQ9bOBEJERER0oqrNtyIQSeBglw/Inf04xgBIRERENAdWltoRiiawt6N/1rfNKmAiIiKiOaCSJKyrzEGuVTf72571LRIRERERAECjVuHUqtxZ3y4DIBEREdEc0mvVs75NBkAiIiKiBYYBkIiIiGiBYQAkIiIiWmAYAImIiIgWGAZAIiIiogWGAZCIiIhogWEAJCIiIlpgGACJiIiIFhgGQCIiIqIFhgGQiIiIaIFhACQiIiJaYBgAiYiIiBYYBkAiIiKiBYYBkIiIiGiBYQAkIiIiWmAYAImIiIgWGAZAIiIiogWGAZCIiIhogWEAJCIiIlpgGACJiIiIFhgGQCIiIqIFhgGQiIiIaIFhACQiOgENBaOIxBNzvRtElKUYAImITjCReAJ7O71o6gvM9a4QUZZiACQiOsE09wdRbDcCANyB6BzvDRFlIwZAIqITiDcUgzsYxcoyOxYXWtE5FIIQYq53i4iyDAMgEdEJQgiBxj4/agusMOk0KLQZYNJp0O0Nz/WuEVGWYQAkIjpB9PoiAIDF+RYAgCRJqC+yoc8bQTwhz+WuEVGW0cz1DmSDoWAUUWjHXUajlmA1jL/MZEXiCagkCVr13OTwhCzgDcXSXt6kV0OvUc/gHhHRVMVlGc0DAawpy4F62D3FbtKiyGFEuzuESpd5DveQiLIJAyCALk8Yxtj4wSYcS0CvUaHKZYZZP73TFpdltA+G0OkJQSVJKM0xothhhEqSprXeyej1hXGkPwCdWg2dZuIAKoRAMBpHoc2Ikhwj1KrZ21cimlj7YAh2oxYlOcbjnluUb8Gbh/oRiMSnff8iohMD7wQAPrI4H2bz+N+MZVmgqT+AA10+OExaVOSaoJlkyZ0QAr2+CJoHArAbtTinLg9atQq7OzzY3jqEylwTci366RzKhHzhGJr6AognZKwuy0FpjhFSmsEzEIljd4cH21rdqMw1I886s/tKROkJxxLo9ITwkbr8Ud/PBq0aNfkWtA8GUVdonYM9JKJsI4kF2j0sEAjAYkm2k/H7/RMGwJRwLIEDXV60uUMozTGiyG5IK0B5QzE09QcgywLLS+zHBa8eTwi7OrxQSchIKeOxovFk9dCAP4raAgvq8q3QplHyN5pebxi7OzwQQqAqzwILSxSI5tT+Li+seg3WVjrHXCYhC7x1uB95Fh2cM/xFk4gmJxAIoKbYBWBymWQ6GAAxtZPtCcawq30I/mgc1S4zHCbdqMtF4gk09wfhDkZRW2DF4nzLiPY5wyVkgSP9ARzs9iLHpJtSKeOxZCHQ4Q6h3R1Ckd2A5SX2jIRLWRZoHkiWiNpMGlTmmuesLSPRQjYUjOJAtw/nLS2AQTf+ezv15W1psW1Wm5wQ0fgYAGfRdAMgkKzS7RwKYU+nFzq1CtV5Zhi0ybaEshBod4fQ4Q6h2GHEsmJb2sErHEtgX5cHHe7wpEoZjzXgj+BIfwB6rRonlTrgmoEq20g8gQNdPrQOBlDiMKHIYeAHC9EsEUJge+sQavItqCtIr2r3g+ZBqFUSih3HtxUkornBADiLMhEAU+IJGY19fjT0+JFv1cOs16C5PwCjTo1VZQ64pljdMhSMYle7B8FoHFUuMyyGdAOkjCP9AYSjCSwrsaMy1zSlADkZ3nAMu9s88ISjqHJZYDPObbWwWpIyfsxCiBk/jwsRz+vUdXlC6PGG8fElBWPWLBzLF47h3aYBLCm0pdUBjIhmHgPgLMpkAEwJRRPY0+nBoD+CxYU2VGQgeImjVbh7u7zwh9MbskWtklDtsqC+yDbldn5T1e0JYVe7B74093WmGLRqVLnMGelUk5AF2t1BdAyFsLjAOuMddRYKWQh0DYXROhhERa6JJVKTFE/I+KDFjVOqnCiyT+7c7e/ywhOMoSov/fteOJZA80AA7kAMpTnJ0QBY2k+UGQyAs2gmAiBlj0x1qkkNl2PTa1HpMuNAtxeL8i0ZHxNyoRkMRNHU54dOo0JdvhUNvT6UOIwM15PQ1OdHQhY4szZv0n8biSfwRkN/WjULCfloO+KhIMocJlS4TDjU68dQMDYrIxcQLQRzEQDZfZNOSAV2I861GnCkP4D9XZPvVDN8uJyTSh0ocyZLcw1aNXa0uVFfZFPae1L6gtE4mvoCCEUTqC+yojrPAkmSYDVq8d6RAeg16rSbOixkwWgcPd4Izl0y+fAHAHqNGnUFVjT1+1FfZBtzuT5fsh2xWa/B2bV5StjLsxrQ4wlhd6cXXZ7wjIxcQEQzi+9YOmGpVRIW5VtQmmPEvi4PtrUOTdipZqLhcgrtBiyO2XCw24dlxbZp99JeKOIJGa2DQXR7w6h2mbGk0Ab9sADtNOuwstSBXe0e1BdZGa4n0NQXQJXLBJtx9NEH0lGaY0TLYAD9vshxHcT84Tga+/yIJWSsKLWjwnl8c5YCuxF5VsO0x0clornBKmCwCnihOLZTzfCheyY7XM7eTg96vWEsKeJwGuMRQqDHmxz8PNesw4pSO+zjhJbDvT4c6Q9gabENGhWDxGgGA1E09vrx/y0rnHYnjj5fBDvbhrC02Aa1ShrxBWhRngWLC9MbL3Sq46MSURLbAM4iBsCFKdWpZk+nR+koEojEJz1cjiwLbG11IxKTUVtgmYU9n388wRga+/yQVMDKEjuKHaa0/m53+xD6/VEsKbIyXB9DFgLbWtxYUmhFTX5mZvTY1uJGQhZQqyS0DgZRaDNgeYkNlim0c013fFQiGokBcBYxAC5s8YSMw71+NPT4oJKkKQ2XE0vI2NKUbLdWnpteuDl2H1oHg3AH57bH9EwQQiAuCywptGJR3tiDn49GlgU+aHEjmkigdgohJ9Vpoc8fmfTfZjtZFtBrVfh4fUHGStgCkTheP9QHrUqFlaV25NsM01rf8PFR4wk57f3MMWlR7sxMFXKq5LnPH0Gpw4gcc2aCaKondCCSyMj65iuVBJTmmDI2HWgsIaNlIAhZCFTkmqDXZG8TkKnct3NMWpTnmsat1WAAnEUMgAQk2/ypAGimWJUWjiWS02tZ9ShI84NTCIFubxgtA0HkmnVYlG85IdtNWfWaEe38JiOWkPFu0wBMWjVKnemH6+GdFurTrL6cb6ZzXscSjiWg16gyWm0bT8jwhuOQ0/iIEUKgZSCIbk8YZU4TCmz6Ke/L8JLnqlwzmgeC0KklVLksMOqmdt6GDwVVlmNCRa4ZC7lwOhxL4GC3D7IsUJ1nmXLHreFDQRXaDDDr1WgZCKLAZkBJjhFqVfacZCEEujzJfZ3MfTvda5sBEMCPf/xjPP/88zh48CAGBwdRWFiIj3zkI/j+97+P6upqAEAsFsP999+PRx99FO3t7cjPz8fll1+Oe++9Vwl1E2EApEzxhGJ4t6kfVbkW2E3jV5tNtVp0IQpFE3irsR+FNsOEJQ3DOy0sL7GjfJROC5T93IEodrUPIRRPoNplgd2YfjV0OJbAkf4APKHYiJLnhCzQ2OtDQ48fuRbdhCUxx1KGgjJosbLUDqeZw94AydLolsFgch5qQ3I60Mm0SR0+FNSqUodS8hyIxLG7w4N+fwSVueaMlTJOx1Awiqa+AFQqYGWJA0VTGLN00B/B7g7PmNc2AyCAyspKtLa2YvHixYhEIjhy5AgAoLCwEAcPHoTNZsN1112HJ554AiqVCrW1tWhqakIsFsM555yDf/zjH1Cl8eZmAKRM6vWFsa3FjcWFVphGmY91rA8nGp8nGMO7R/pRNUYYiCWSs95MttMCZS9xdBrNPZ0eGI+20x2vV/ixpXPLim0wjvIeDEWTU2x2DaVXyjh8KKgVpQ6U5hj5pWIUH04HGkSxw4Bix/gDhI81FNSxUvNWCyFQlWeBZQ6GGRp+364vsqHGZZ7WfVsIgfbBEPZ0eWDSqVGZ++G1zQAI4Ac/+AGuu+46lJeXAwBuuukmPPjggwCAZ555BhUVFVi7di0A4Oc//zmuv/56PP/887j44osBAJs2bcIll1wy4XYYACnT2gaD2N/pRX3xh1NsHfvhtLzYBsMoH040tl5vGFtb3agvtClVeMdWHU210wJlr1hCxqEeHxr7Aiiw6VGaYzquSnD4QO0ry9IrnZuoJObYoaAW51un3ERkIfGGY9jT7sFQaPQBwlNt53q8EVS5TKgvsk9YYijLAs0DyWGGbKZkKaN2Fr44x2UZ7YMhdHpCKD/6pSKT9+3Utd3UF1Cqu8OhIAPgsZ555hlceumlAIAXXngB27dvx5133gkA6OzsRFFREWRZhtlsRjgcxpe+9CU8/PDDE67X7/fDak02MO/p6WEApIxo6PGiwx3CkkIbBoIRtAwEYdVrsLyEVUfT0ToQwKEeP5YUWeGLxNHcF4BWo8KKkul3WqDsFojEsb/Lgz5fFGW5RuRZDAiEkz334wkZS4ttKJ1klb8QAh2DIezr9sKoU6HCmay+7BwKoWMojEKbHkuLxx8KikbX4wlhT4cXahVQ6TLDqFWjxxdG62AITpMWy0rGHwpqNJF4Ag3dPrS5gyi2G1E4U8MMCYFefwStg0HYDBosK57Z+3YgEse+Tg/6/VHkGYGPnFQLAPD5fGk3Z5uOrL66E4mEEuaqq6vxsY99DM8995zyfH5+PgBApVLB5XKhvb0dra2tY64vEokgEkn2DOzr61MeLygomIndJyIiIpqUYDA4KwEwa8u1A4EAPvOZz+Avf/kLCgsL8fzzz0OvHzuJp1OQ+cADD8But8Nut2PRokWZ3F0iIiKiaUsVVM20rCwB7O7uxic/+Uls3boVdXV1eOmll5QewGVlZcpyvb29ShXwwMAAAChtB0dz22234eabbwYAyLKM5uZmrF69Gh0dHbDb7WP+ndfrRXFxMTo7O2GzjT1vZjYsO9fbn6ll53r73Ne5X3autz9Ty8719rmvc7/sXG9/ppad6+3Pp30VQqCnpweLFi1SmqfNtKwLgHv37sWFF16IlpYWnHXWWXj22WfhdDqV5zds2KC0Ady0aROuv/56vPDCCwiHw8rzY9Hr9SNKEVOh0mKxjNsGMJFIDvppNpsnbCs418vO9fZnatm53j73de6Xnevtz9Syc7197uvcLzvX25+pZed6+/NtX2VZBoC0RjLJhKyrAr7kkkvQ0tICINkQ8oILLsCpp56KU089Fb/73e+wdu1aXHXVVQCAb37zm6ivr1c6iZx11ln49Kc/PVe7TkRERDQvZF0J4PC67x07dox4LlW69+ijj6K2thaPPfYYGhsbkZeXh8suuwz33XffrCVnIiIiovkq6wJgc3PzhMtotVps3LgRGzdunNa29Ho9vv/974/buWQyy2XDsnO9/Zladq63z32d+2Xnevsztexcb5/7OvfLzvX2Z2rZud7+ibqvmZL14wASERERUWaxvpSIiIhogWEAJCIiIlpgGACJiIiIFpgFFQD7+vrQ3d09I+vev38/jhw5kvFlJ/M36a533759OHz48LjLTPZcTeWYZnK9E/1dusc3E8c12XObzus1VZk+vmy4Dmb6vZiuidY9l9ue6XXOxLIzdd9Md9mZuhfNlPlybW/duhUNDQ0Z2/ZU1pst94xZJxaQO++8U5SWloo9e/ZkdL27d+8Wubm5Ij8/X+zbty/tZQ8cOJD2+p1Op8jLyxvzb9Ldh2g0Kj72sY+JvLw8cfDgwTGXm8y5mszxCyHEvn37xE9/+lPx6KOPiq6urrTWm+65Sv3dROcrneOb7PbTPa7JnNt0X6+pmOr5na31jbbeTL6/0rlOpmr4fuzfv39a+zmVbWf6uGbyNUhn2cneYzK9H9O5F413HUzVjh07xIsvvpjWdtM9X+nK5LXd1tYmJEkSTqczrfOa7rU9mfVmyz1jLiyYALh7927hcrmEJEnic5/73KT+1uPxCL/fP+pzu3btErW1tcJgMAhJksS6deuEz+cbcx8WLVqkLJufny/a2tom3O/h6x/tIp3MPmzdulU4nU4hSZK47bbbxtxmuudqMtsWQog33nhDSJKk/KxcuVIcOnRo1H2Y7LlK/d1E5yud45vs9idzXJO5DtN5vY413vU6fD/SOb7Ozk6xe/du8eKLL4re3t4x1zuV16urq0vs3btXvPzyy6K3t3fU62Yy19exy37nO98Z9/gnuk5S2tvbxbvvviv+8Ic/iMOHDwu32z3ucR27H3fddddx257MuZrM9idzXCkTXS8z9Rqku+xk7zFCHH8eprMfU70XTXQdTPa6Gr4/JSUlQpIk8cQTT0y43fHOVzrvwckc01TO1R133CEkSZowVE322k5nvZO5ToYvC0A4nU7x8MMPj3tfTMdkX4NMWhABsLu7W3zkIx9R3gzjlaTIsjzi/3//+9/FtddeK1avXn3ct53du3eLmpoaIUmSUKlUQpIkccYZZ4z6Rt69e7eorq4WkiQJnU4nJEkSBoNh1JCQknqzqdVqZd8lSRIul0u5oCezD16vV1x66aVCkiSxdu1a0dvbO61zNZltCyFEX1+fcuPasGGD+MQnPiEkSRIVFRWisbFxWudqtPN1yimnKDeK1N+mc3yT3X66xzWZcytEeq/XZK7XyRxfLBYTL7zwgqioqBB5eXlCkiSxfPly8bnPfU40NzdP63zFYjHx4osviqqqqhHrvuaaa0asezLX165du8SiRYuU5W6++eYxz+ux18mpp54qJEkSZWVloqmp6bhzUFpaKnJycoQkSaK6ulpceOGFI5Ybb9233HKLEEKIRx55RDQ1NU3qXE12++kc12Svl9l6Da6//vpRl5vsPWa0dX/jG9+Y8n5k6l40/DpoaGiY9HU1fL3DA1ZhYaFoaWmZ9PlK9z2Y7jFN9tpO7UPKjTfeqIS10e6L430WHrv+dNebCnQTXYPDt69SqQQAodPpBAABQNTV1Y16X5zIVF6DTDvhA2AsFhMPPfSQyM/PF2azWdxzzz3C6/UKIYQYGBgQPT09o/7db3/7W/GlL31pxBspJydHuUmmvumkbrBFRUVCrVaL//7v/1bWkUgkjlu2urpaLF++XKjVauUNlFpuuOEXnCRJ4tZbbxVCCHHXXXcJSZKE3W4Xf/7zn9Pah9RN/+DBg2LFihVCkiRxww03iGAwOGLbkzlXkzn+lPb2dlFUVCQkSRL/9m//JoQQ4pZbbhGSJImzzjpLdHd3T+lcjXa+vvWtbwkhhLj99tuFJEli9erVorW1dcLjm8r20zmuyZzbdF+v4Sa6Xkd73cY7vkceeUTY7XalRFOr1Qqj0aj8XUNDw6TWN9xo6zabzUKSJFFZWSkaGhomdX0Nf+31er045ZRTREdHh2htbRXbt28X7e3tSpX8sR8kN9xwgxBCiJtuuklIkiQ++tGPKq/Fo48+quynTqcTer1eCfqlpaXHffAcu+7UNfjb3/5WOBwOYTabRXl5edrnajLbn8xxpXu9zNZr8LWvfU1Z3/AP76ncY469D3z7299Wnku9ryKRyKj78dWvfnXEuqZ7LxrtOnC5XEKr1Qqr1Zr2dTV8f1LhTqvVCkmSRH19vfLFcDLnK533YLrHZLfbhdVqFRUVFZM+V0II0d/fL+68806lpuPYEruxXtPvf//7QpIkcfLJJ4uOjo5JrXfPnj2irq5u1GtQiGSpeF9f33HbByD0er2QJEkJgKn9Gn5fTMdkX4OZcMIGwNQF19/fL8455xwlXbe3twshhNi5c6dYuXKlqK2tVdpItLW1iYcfflhceOGFyosiSZJYtGiRMJlMQpIk8eCDDypvNJVKJSwWi/jqV78q1q5dK1QqlXj11VeFEMnSnq985SviT3/604hlv/GNb4gNGzYISZLE73//+xH7HAqFhBDHv9kkSRI/+9nPlOW+853vCADCbrentQ+ptmY33HCDkCRJmEwmsWvXruPOVUtLS1rnajLHv2fPHnH48GHR09MjfD6fuOKKK4QkSeKLX/yisv3zzjtPCU+TPVejnS+bzSZeeOEFIYQQr776qsjNzRVms1n88Y9/HPf4ysvLRXl5edrbT+e4AIgnn3xS9PX1pX0dpoz1eqU0NDSkdb2mHPu6jXV8O3bsUG5E5eXl4vLLLxcvvfSSeOWVV8TVV18tJEkStbW14q9//eukX6/R1v2Xv/xFbN68WXz+858XkiSJqqoqUVlZmdb19cwzz4wodVKr1UKj0SiBXJKS7YDKysrEn//85zGDRygUEqtWrRJOp1P8+c9/Flu3blX2s6KiQnzxi18U7733nmhtbVVel5NOOkl0dnaOeg2mPiB/85vfiKqqKqFWq5UPjHTO1WS2f2xJxljH9Z//+Z9pXy/pvse//OUvp/0alJSUjPsaxOPxMa/V8bafur+Ndt/85S9/qawzFouJHTt2iGuuuUY888wzI5b9yle+MuI1eP3110V+fr7y/pvqvWj4dVBXV6dcA+leV8eej1RIrKqqEiqVSvz4xz9Wnq+pqUnrPfP0009P+B5cunSpco9K95gATOpcCSFEa2uruO2220RpaamQJElpHpNqXzjevX1wcFCsWLFCGI1G8fjjj6e93ldffVWsX79eaDSaUcPf0NCQuP7668XKlStHXK/DX7vy8nLxqU99SlRWVgqdTidOO+005b44vER2LOncB4e/BjPlhAyAw6s5Ut9yjUaj2L17t+jq6hJ33XWX8q0gdXH89re/FaWlpco3M71eL6699lrx+9//XjzyyCPCaDSK5cuXi02bNon6+nrljfbDH/5QdHZ2iqqqKvHxj39cCJG8MK+77joBQKjVaqFSqYTZbBb/9m//Jtrb25WLJ+WZZ54Rd999tygvLxfPPPOMWLp0qXLBX3DBBcpF/JOf/EQIIcT27dtFaWmpUKlUwmQyidtuu23MfZAkSeTm5op//OMfYvHixUKtVitv4NS5euaZZ8S3vvUtpVphvHPldDrFkiVL0jp+SUqWVNrtdrF161YhhBB//OMflXX99Kc/FUIIsW3bNnHdddeJ6urqSZ2r/fv3i+3bt484X2eddZbyRr/lllvEpZdeqny4nX322WMe3/CbWDrbLywsFDabbdzj2rp1q/jWt74lDhw4kNZ1WFBQIILBoBAieYMY7fUSQohf//rX4vzzz1fO1XjX6969e5VrJnXdjnV8siyLTZs2iTVr1ggAwuFwiNtvv120traO2P43vvENAUDYbLa0X6+ysjKxf/9+5Tw4nU5x++23H/fN/fLLL1dusmazOa33l1qtFjqdTnmfSJIkVqxYIXJzc4XFYhGlpaUCgNBoNKOW9kSjUREIBMS6desEAHHjjTeKK6+8UnlN7rzzzuM69aTC/C9+8YvjrsHhH5CVlZUjri2NRjPuufr+978vysrKxAUXXJDW9m+99VZRX18/7nGtXLlSCZ4T3d/27ds34lpJ9x430WtQUlKifOCOtq/Dw99ktp+6v23evHnM+2bqy/OePXvEZz7zmRH7LEkjq/7ee+89cc899witVjvifvDqq69O+l6Uug5+/etfi9ra2hEBIp3rKmV4GDaZTOKmm25SAtaf/vQnsX37dmX9BoNhzPN17bXXKq/9eO/Br3/960KSkm2O33vvvTGP6djwB0Dk5OSId955Z8JzJUQypN1xxx1K6WdlZaV47733xN133618dgwvpTvzzDOVwPTLX/5SPPfcc0qwG36PnGi9ZrNZOQdf+tKXRhy72+0W3/3ud0VNTc2Iz28AoqCgQCnxO++888R//ud/Ktu/4447xDe+8Q0hSZK48sorhcfjEaNJZZOJ7oPDX4NoNDrqujLhhAyAKY8//rhwOBxCq9WKjRs3it/+9rdi8eLFShjIzc0VWq12xE0rdZO6+uqrhRDJ6oL6+nohSZK49tprxZo1a5SbTqpR/o9//GMhSck2ET09PeKKK6447k1x++23CyGEuPnmm4UkSeJf/uVfxEMPPSQ2bNig3IxSF1xqX77+9a8LIYR45ZVXRGVlpZAkSdx7773KPtjt9hEdBI7dB0lKFit/4QtfEPfdd5+QpGR1z1tvvSUCgYB48cUXxec//3mh0WiERqNR9veGG24Y81yVlZUpx586ptGOP3UuU9+Mht8Mvve97ynfgHfu3CkCgYBS1Zmbm6u0pxjvXEmSJBwOh1i+fLlyvlIfKKn1D389a2trlWvhsssuE/fcc49yfGeeeaZy/s1ms/je97437muVuiEAEJ/4xCfGPK5YLCa6urqOuw4ffvjh486tTqcTP//5z5V1/epXvxr19br22mtHXFup4xztev385z8vhBAiHA6LZcuWKed3ouMbXrXx5ptvCiGE6OnpEX/5y1+U9VmtVqUUeqL1DX+9PvaxjwlJSlZddXd3K8cbi8VEOBwWJ510ktLGpqqqSuzfv3/M95ckScq/3/zmN8UPfvADoVKpxMknnyx8Pp9wu92ip6dH9Pf3i9WrVyvnM/W+Sh2LEMl2nKk2o1/+8peVtponn3yy8iEty7JSgpH6ln7NNdeIk08+WXkdhoe/1IfI8OvlyiuvTOtcpa7bU045ZcztAxC5ubnjHldbW5swmUwjAuh410s4HB5xjxvvPT78NQAgPv/5z4/6GvT29ore3l7liwUAcdVVVyn7Ojz8hUKhEdv/+te/LgYGBsa8x2i1WnHLLbeI4uLi4+6bf/3rX5V7++233y4++9nPHvfeSTX6b2pqEhs3blS+WKeeT1W11tXVTepedGxQSj2e+j1VRT7WdZXqILZt2zbli6DVahX333+/8Pl8YunSpWLdunUiHA6LVatWjTiubdu2jXu+Us0QRnsPCiGEz+cTy5cvF7fccovyWowX/lKv1dq1a5X733jnKicnR7z22msjQlpFRYV46623lH357ne/K3Jzc5X1p17T1H1RkiTli31hYaH43//9XyFE8ovzt7/97THXe8cdd4jq6moBQCxevFh5nwjxYfhLfWkbfm1fddVV4uKLLx7xWOp9lZeXJ5566imxadMmJRB+8MEHYjyf+tSnxn0NAoGAWL58ufje976nNFmYCSdsAGxvbxcXXXSR0Ol0wmAwiNraWuXC+fWvfy0effRRIUmSuOiii8SLL74oXC6XuOiii8RPfvITZbk77rhDPP7440KtVova2lpx8OBBsW/fPlFeXi6+8pWviFNPPVXs3btXXH755cJkMom///3v4itf+Yry99dcc40oLi4W11xzjTjllFPE9u3blUA0vPj3rLPOEnq9XrnxaLVace211444nmeffVZYLBbx85//XOzbt08UFBSIgoICZVsrV64cdR9uuOEG8be//U2UlJQIAGL9+vXi3XffFWeeeaZy00xdzKnfU1U5Y52r8vJycdNNNyk9n8Y6/htuuEFs2bJFKVn553/+ZyGEEH/4wx+ExWIRer1e/PWvfxVCCOW8XnbZZaKiokLk5+eLk046acxzldrGFVdcIaxWq7juuuuUc5VqG7J8+XJxxx13iJtuuklccMEFQqfTjfhmP/z4AAij0Sj+3//7f0KI5Btx/fr1424/tZ7Uh8jw40qFpclch6k2Hw0NDUrgP/fcc0d9vVQqlaiqqhLf+c53xr1ehUiGt6uuukqo1WolFMZisTGvxeGB5Z//+Z+F2+0Wt956q1Cr1eI//uM/hBBC/OIXvxBWq1Vp6D/e+oa/XlVVVUKSJCUIDb8BJxIJsXfvXpGfny8+/vGPKx8WGzZsGPP9ZbFYxHnnnSfWrVsnvvvd7wpJksRpp52mrDP1jTtV5QJAbNiw4biqldQ3ckmSxO9+9zulBC41jEYoFBrRNjNVvXnFFVeIffv2CZPJpFw7qfAnSZJSgqvT6YROpxO7du0SsVhMrF27VrnmxroPAFDC9VjbP//885WOBKP1Ev/Sl76krGvlypXil7/85YTXy759+0RpaakoKipSqlfHeo9feeWVwmw2C6vVKiwWi/IlaPhrkLJv3z6lB6XdbheBQEDIsqx86KWOb9++faKkpER84hOfECtWrBA1NTVjXgPf/va3xWOPPaYc46WXXjpim88999yI+2Qq/BYWFor169eLVatWiUsvvXTE+7KqqkpYLBbx6U9/WinpT72eY923U9eCyWRSvogeG/5+85vfKNfV3XffPe7resUVVwghhPjsZz+rvA9SYfyRRx4RkpRsbtLZ2SnOP/985Z7w5S9/WRw6dEh8+tOfHvV8feMb31DCx2jvwWg0KmRZFu+88444cOCAcm2PdUypUr2bb75ZBAIBUVtbq3zJGO8zbvXq1SNC2rvvvqtsP+UrX/mK0uYuVZMhRLJgJ/WFtrKyUnzxi18UjY2NSqFFavvD1zu8bWnqy5MkSUoIHxoaUsJf6tj+67/+SxiNRqU2JNV04swzzxTLli0TAJQS9U9/+tPioosuUvZ3og5+qaY0Y90HZVkW//jHP8TOnTvHXc90nbABsK+vb0QDS4fDIS655BKxefNmEQgElBKBP/zhD0KI5IfkD3/4Q7F+/Xrx8MMPK3+XujFcdtllSmPbAwcOjCixMhgMorCwUKl+TIWfxsZG8eqrr4qlS5cKSZKUHlKpcPIv//IvYs+ePUqPJr1eL6655hqxdetWcfjwYXHo0KER6T/Vnf6NN94Qq1atEpKULAX86le/Ou4+PPDAAyNCj8PhEJKUbE+Rl5cn/vVf/1VYLJYRoUan04nHH3981HPV29urnKv//d//FUajccxt79ixQ/nGBUCcc8454pxzzlEC52OPPaYc39NPPy1Wr16tvOlS+zvauTIYDOLaa68Ve/fuHVGNEg6Hleq7f/qnfzruWkitV6/XixtvvHHE8T388MPKem666aZxt6/X68XFF18sCgsLhSRJxx3X//zP/yjbHl4Co9VqxbJly8SmTZtGPbdCCHHVVVcpr4HD4VBKeaxWq8jLyxMPPvigeO2114QQyQ/Nr371q8q+Dr9eh/f8u/feewUAZeiEnTt3Hnct7t69WwnrAITL5RJtbW2isbFRPPzww8rNLlU9lXo/JBKJUdd37Pn6f//v/4ni4mIBQJx00knKvg2/OQshlG/Ed9xxh7IveXl5o15ff//735USrNT+rVmzRoRCoRHrvfPOO0eUkthsNvFf//Vf4pFHHlFKRyRJEuvXrxevv/66uPLKK5VlCwsLlcbjBw8eFJ/97GeV5hL33nuvECLZ6aewsFDcfvvtYsmSJUKSkqUt//d//ycOHjwoNBqN+OxnPyuESJZMDb8OU21lU+feYDAo7++LL754xLkZbfupD+lUuP3LX/5y3HGdffbZ4umnnxZvvPGGUso0/J40/P7W39+v3LNqamrECy+8MOp7/MYbbxSNjY3i0KFDSon2+eefP+prEIvFRCKREKeeeqpy7BdffPGIzgGhUEi43W7x7W9/W+nBPPw9e+w18LWvfU00NTWJhx56SOlc8dxzzwkhPixVbGtrG7Gub3zjG6KxsVG8+OKLIicnZ0RptyQlm5A0NzeL3t5epRpueA3RWPeiz3/+8+Kdd95ROto8+OCDyjmRJEk89NBDQggh7rnnnrRfVyGSnf50Ot2IL7hf/vKXhU6nE5s2bRJf+9rXlHN0/fXXi8bGRvHYY48pnw3Dz9ett94q3nrrLXHPPfcItVotqqurxZ49e8Tg4KDy+qS89NJL4q677hIf//jHxac+9Snx4x//WGzcuFG5tiVJEr/61a+U+0A4HBZut3tEk4fRzpVOpxMrV65UvhSWlJQoIS0VhBOJhPjhD3+oHJckJTsxDW8/2N3dLbZs2SJ27twpbrvtthFfdFJ/88c//nHEOU5di7/73e+UdX/mM58RL7zwgvjsZz+r1G5JkqQUTHR1dSm1a2azWWg0GnH66aeLw4cPix07dohf/vKXypea4TUyqfEHj+11n/r/r371K6HVakd8UTr2Pjj8s7+9vV288sorGe8YcsIGQCGE2Lt3rzAYDCI3N1f84Q9/EEeOHBFCCOXiSpVevPrqq0r7CADi1FNPVUpmUj+vvPKKECL5gZ76wHE4HCMCU2rZ1Btxx44dyrel0tJScf3114uHHnpI/OY3v1HaCKS+4RmNRnHllVeKjo4O0dDQoOzLwYMHlTdmNBoVb7zxxogq4HvvvVf87ne/E3q9fkRJS2ofdu7ceVw7JABi7dq14uGHH1Y+2Hbu3Kmcq1Tnhby8PPHtb397zHMlScmGquNtOxVIhoeg1HIbNmxQXqu//e1vYvXq1UoJ3fLly5VvXjt27DjuXF133XXigw8+ELt37xb33XefeOKJJ0RXV5c4cuSIUgyfCoBCCHHfffcp2y8uLlbaVox2LaS+nQEQJSUlyptutNfqpZdeGvO4vF6vuPXWW4879wDEihUr/v/2zjyuymr7/+uBwyCTKAIyq1CCMw6R45Ucr8NFzClTnBJLRewmommhOaaWTa8UhyzT/DqkmeKQWo45JzIdQFQUUMgBRRwDPr8/zm8vn+dwQE20buz36+VLhXOeYQ9rf/baa6/N3jvjslV/TiybtGzZEkuWLOE2nJubi/fff58NvPEzCIGoNupTp07lSUtqairWrl1rsi1aW1vzJEF4xtRt/MUXX+TnEH0iISEBHTt2xLRp00pdz8bGBoMGDcLJkycRERGh8S6aQgzet27dYk+Z+t1M9S+xXEREqFevHnsyAODIkSP83T59+vDytfqdzM3N4e/vj4ULF7KXW10Pjo6OiI2NRdu2bVmQe3t7o7CwEEuXLuVJixjAbW1t8fXXXwMA3nnnHSiKghUrViAvLw9169YFkSE0JDw8HBcvXuSysrW1RVhYGPbv388C4s0338SRI0cQFxdX5v2trKw0bUb9XkFBQejfvz/69OnD9Wo8WKrtmxjkXVxc0LVrV3z++eel+nhERAR7B48dOwZra2tUq1aNl7YDAwM1dQAAhYWFbIvERKlnz54ADHF/Y8aMYa+/TqeDg4MDAgIC2CaI5VjRBi5cuIBbt26xPe7YsSN7T0pKSpCQkMDLdopiWEYUdkm9hGllZYWwsDD+XExMDDIzM1G3bl1UqVIFX3/9NdauXYtFixaV2baPHTvG75mfn88CXi2UiouL+briHU6cOFFmvS5evJjtppi4CQ+5vb09Tx7VE6LTp0/Dy8urVJ+ZMmUKVq9ejcjISNSoUUMzEeratasm/czKlSthZ2enGdPUbVtRHk6Wi4qKWJidPXuWV5q6dOlS5hgncqaKtqrX6zXtZN68eXwfGxsbWFhYYM6cORobkZKSgs8++4xjJo3bNBHhm2++MWlXRAyzaM/q99TpdNi9ezeAh97IwsJCdOvWTWOPxe7mmJgYjcd+xIgR6Nq1K4+fZaX1ycnJ4bYuriVQT5ry8/Px0UcfaeLXKzIB9T9aAAKG2A51/rQLFy7A19cXrVq1QkJCAsaPH6+Z1YwZMwatW7eGo6MjLwH26dMHgMFLKAacatWqYcCAAfDx8dF0NmFk4uPjedeWu7s7oqOjNTnhALBL2cbGBq+99hqLP7XnUuT8Kyoqwv79+3kmVbVqVUyfPh0XL15kl35Zhk5cx9zcHH5+fjxIiuD+kpISFBUV4dy5c0hKSkKPHj3Y8JiZmSEwMLBUWYnGLgbT8u7t4uLCA2SXLl0wYcIEzJ49m8thx44dLP5Eed+/f59TqbRr146XBG1tbTFw4EAkJydj48aN7PUxMzND06ZNWbB6enpyHMby5cv5mf38/PDhhx/ijz/+eGRbeOutt/DOO+9gzpw5CA4OLrOuRP1XqVJFE4w8ffp0vlbNmjXxyiuvYPz48XjllVdAZIjHatasmcl79+zZEzqdDr1790ZsbCwbyKNHj+L999/nOBudTgcLCwvNRpZ+/fqhsLAQJSUlKC4u1sRYzZkzRyMCy2qLYheksVFt3bo1tmzZAsAgcA8cOIBu3bpxW3d2doZer+fr2draYvDgwTh69CjfS3hXiQht2rTB/v37efOL4Nq1a1i+fLkmJpGIMHDgQJP9a9KkSWjZsiWXq/rdzpw5gxo1asDe3h7r169HZmYmTzBEeQ8ePBhLly7F9u3b2Svm5eWlqV/1593c3JCSksLLcaLNjRw5Ei4uLli+fDnf/6WXXkLdunVx6NAhFgZubm6Ijo5GZmYml5W9vT1GjhyJ1atXY9WqVZp4NCsrK018sLi/eqLq5uaGJk2aoEGDBtyXRowYgTFjxqBDhw48YfXw8ICHh4dGtIod7aLPVq9eHf3790d6ejrbF+ElGzNmjGbH+meffQYiQ/ysSL778ssvc5sVfyckJKBq1apwdXXF5s2bOfdZ8+bNNeLO3d0ds2fPxk8//cSB+2ov3ZgxY1h8fvLJJ/zue/bsAWDwnKSkpHAcp3rSoLZLNWvWxKhRo1i8/fTTT/x5MeB6eXnxRi/jviLatvBgCX766Sf069cPDg4OUBTDcq4og6KiIuj1eg7ncHR0LLdexURB2PBVq1bB1ta2lBhWT4iM2+v48ePx/fffY9CgQXwt8bfau3rmzBl8//33mrEkMDAQI0eOROfOnTXtf+7cuZp3zs/P5xhaBwcHbNq0yaRdycnJQVpaGuzs7Ph6np6euH37NgCt+AsODuY2IkTZpk2bMG/ePDg6OvIkwsnJCaNGjUJcXBw++OADtqsZGRma9icQDoyIiAh07doVbm5ucHBwQGBgIPbt26f5zvXr17F8+XKTIVJi4iHKsEWLFvjyyy/RqlUr/lloaGipnc+CtLQ0XkHq0KED9u/fz/fNy8vDhAkT8Morr3B5CMHq7u7+2EnDH8U/XgAaIxLrdujQgeM6RGdetGgRsrOzeQlONNANGzagoKCAK9zKygpt27bFpUuXkJKSwoNU7dq1kZCQoPF86XQ6dOrUiRuBqODWrVtzxxg4cCB3DGE03N3dWew5OTnh66+/ZkFatWpVTJs2jQWcWAIyngmqDV1UVBTHJfTp0weKYgh2V+eWO3fuHLp168bXEq5tS0tLDhwWz/zdd9/h+++/545MRCbv7e/vj6lTp6JatWpo3rx5qYHeWPz16tWLM6E/ePAALVq0YAMpvCMnT55Efn4+x8u0b98enTt3ZgMqBjAAmgHS39+fxV95bcHGxgarV6/GoUOH8N5773H9VqlShetKLdTd3d3Z+Hl7e+PcuXPYv38/x6I0a9YMixcv1ry32LXn7OzMcXHiHb/88ktcv34d165dA2AwemvXrsW4ceNgYWHBM9Z69erhv//9L6KiouDs7Mzt1fh0gOvXr3O2+V9++YU3Lbi5uUGv16Nnz56l2mJ6errGSBMZlu83btyIgoICrFixgmMbhfAT5SE8sKK+hBAXQvTo0aO8FCw8gWqPYkFBARYtWqSZhIjPivyX6v7VoUMHAAYPhNjMpNPp8NVXX+Hq1avIzc3lVEMilunevXto3749iAixsbG4desWtmzZoond69u3LzIyMvDqq6+ywDYzM8NLL72E7OxsLF68mOvY09OTJzXC81FSUoJffvkFdnZ28PHx4bapFn+i7O3s7DBixAgsWbIEkZGRmgFH/admzZpo06ZNqft7eHhgzpw5vBR36tQppKSkoKioCNOnT+c6CQwMxIkTJ/DVV19prh8UFMRlamFhATc3N3Tu3BmffPIJxo8fz/1z8ODBpdIViUlXSEgIdu/eDUtLS9ja2uLNN9/UpC8SEzFbW1u0a9cO7dq107ybuIfYlXvx4kWeYIp2Nm7cOM0RikKctmjRQtOGLl68yH0qMjLSpE0UdSBsDaAVgYrycClWYNxXEhMT+XexsbEYNmwYf9fOzo436fXq1YvtbElJCbcr4Q309PQss15nzZrF3nsxPghBXtZkX5TlmDFjkJmZieXLl3Nam3r16mH9+vXYunWrJua3bt267FW0t7fHsGHDNJNH4TkTdREaGooVK1Zg8eLFHDJgZmaGZs2aIS0trUy7IuyEjY0NzM3N0b17d9y7d08j/vr06YPY2Fg4ODjwMunly5dRs2ZNtkmijETs7fXr11lQvf322/zceXl5uHjxIn788UfMmjWL7y9iS62trdlupKen8xittkPCjvfp04ftgNouCaEu6lPYrsaNG+PGjRv8LMZiNC0tDV27doWlpSWWLFmC5cuXIyoqSjPeKoqCWbNmoUmTJrCwsEBwcLDJvId/hkolAIUBEgH5ouOFhYXxTqE7d+5odlX16NEDBQUF7K4VsXIeHh6cX6ljx47sVTt27JhmWUp0WLUAEAOPohjSFRiLv2rVqmHy5MnIzc1FTEyMxjja2dlh+vTpLA4EycnJmDBhAtLT08s1dACwdetWWFlZoVmzZiy2zp07h+7du3NQugjQVXtg3N3dERYWxrOkKVOmwMrKCt7e3hg0aBDS09ORkJDA9/b29sbnn3+O8ePHc6cUBiU/Px8xMTFo3Lgxv1tISAgL5fv376OoqIi33ltaWmLIkCE4fvw4AEPcibu7OywsLDi+RngMmzdvjlWrVnEsjBB/c+fOLRUHom4LHh4eCAsLQ3x8PO7cuYPo6GhNfMe///1vk+IvMjISOTk5vKQbHByM1atXs4FT7+S6c+cOt0P1H3d3d42nrKioCKtXr8bQoUNLeZ8UxRCLJAYtsbwtJgdbtmxBREQEBg4ciI4dO6J27drw9fXlgVntPRCz2apVq5o00q6urmjbti1ee+01LFu2DO+++65mWU1RFPTr1w9ffPGFZhnW0dFRI/4EBw8eRKtWrXgQEYZTTE6MjW5gYCC3ITEAiTZavXp17jMi35s4Jksk3BZi5bvvvuPnFZ/dvXs3YmJi8Mcff2Djxo1sdF1dXdlD8sUXX+DmzZu4fPky+vfvj06dOuHmzZtYtWqVpgwcHBzQoUMHdOnSBT179sR//vMfdO7cmRORi0mMi4sL90exNObo6IjXX38de/fuRUxMDL9fYGAgIiMjsWrVKh54fHx8cOHCBaxatUqzWcs4puzevXvYsWMHEhISeIJRv359jpdNSUmBoijo0aMH744V7cC4baqFooODgyYgPzc3l0NSbG1tYWdnx5ttiAypZ86fP4/jx48jJCSEcwSqryt21qtj9SZMmMD9qW3btoiPj0dUVJRGUIo+rCgP880Jz/6CBQvg5eUFBwcHbNmyRWOXTNnEkpIS7k+jR4+GmZkZAgICWGyWlJRwfVWvXh1Dhw5FRkYGrl27hmXLlvHpP6JOhPDz9fVl4SVWkgSiXcXFxXF8t7pedTqdZjOgEMzCK2YqFEK8265duxAVFYXExEQUFRXx+OXn56fxWF69ehWHDx/m0BMxvqltsRgjLly4wBNWdXyj8ExVqVIFtWrVwu7du7msyrIrdevW5VWMmTNnsqdXURR06dIFP//8M5YuXQpFebj7eMWKFbyTXPRN8Z3JkyfzDuHGjRsjKysL7733Hjp37oyAgABNTkozMzON11WMVdWrV0d4eDju3r1r0g5t3rwZd+/e1TiIxIpLWFgY/1+ISUUxbPLIyMjQtCNjrl69iujoaPTq1QvW1tZsG11cXDBr1iykpaUhPj6en1md2/VpqVQC8Ny5c7xkqCiGnbPbtm3TbCJITU2Fu7s7x/DMnj2bZ8/VqlXDkCFDNEZdzJiIDDubRBxHzZo1ERMTg2XLlnFw6ZIlS5CQkIBWrVrxd8TuT9ExhPEXu8QAw2kW6plXly5d+HfqwNEHDx7wYdXiGaZOncqucIE6CPb48eOlxF/9+vWxbds2LisiQ7qJVatWaXZNCSPQvXt33Lp1C0lJSWycvLy88NFHHyErKwt9+/aFpaUlMjIyoNfrERsbC39/f42wCQ0N5ecTYun27dsICgpi8Xn48GGkpKTgypUruHXrFvr27QtF0Z6p26tXLyiKIWeiGGgaNmyo8fyVlJSUagsNGjRAXFwcCgoKcP36dUycOJHFp7m5OXt8jcXf6NGj2RP74MEDNGnSBFWrVkV4eDh3YuGZEJ0/PT1dc++GDRsiLi4OxcXFyM3Nxdq1a9lDrBbhiqJw7jNhCBISEljQTZw4kWO8jAWeTqeDjY0N7OzsUK9ePdSvXx/dunXDu+++C3d3d/To0aPM98vIyMCCBQtY0KqfWyz1iOB2FxcX1KxZE6GhoaXE3+HDh/Hyyy9zO+7UqRN7j6pUqYITJ05ojG7Tpk2xbt063Lx5k9u22Fno5uaGmTNnIjY2loXbggULABhEifAmiF12wMMJQv369ZGZmckxalu2bOG2X6tWLaxZswbffPMNX3f+/Pl8jXv37uGzzz7jclXvMBU/U3sG1GKnRo0aGuERHx8PDw8P9OrVC3q9HklJSTwZadmyJfbs2aPxmIu6F14bYZNEfYlJ5v3797F582beqejs7AwLCwvMnDkTwENP7JkzZzB79mz2btrZ2aF37978Ti1btkRUVBQiIiIwaNAgDB06FL169cLo0aNRXFyMS5cuYdy4cWwfRdtwdXVFrVq1EBISgrFjx2Lu3LkICwtjodCwYUM0b94ckyZNwpdffom9e/fi7t27uHbtGrZs2cLlJbw5MTExmlgzwCBKxGavPn36IDMzE3l5eXjrrbc0Gx+ICO3bt+dnNCX+1OTl5bFg69evnyaG9tSpU6hVqxaGDh2KJUuWYOXKlfDx8eH2am9vj9deew2jR4/m1aK5c+fyku+jjn9UtysxsfH29sb27duxd+9etrf9+vXD4sWLkZqaalL8iXcTdrSwsFATT6reXCBs4uXLl7kPODk5cdy1enxRLw+vWbMGkZGRaNasGRwdHVG7dm2MGDECBw4c4LZdll2pW7cupk2bBn9/f9jb22tWS3x9fTl2dtCgQbC0tMSePXuwevVqXhEjIo6r3LZtGz+TEJRDhw5FYWEhkpOT2R5aWFjA19eXhbCiGCbqy5Ytww8//MAa4Pbt26XEn9oOAQYhLOJSo6KicP/+fc2mMRsbGzg4OCAkJAQbNmzgJeetW7eWWfdnz57l+6mfUcQHCs3RqVMn3jFsSkw+KZVKAAKGZKAtW7ZEeHi4yQOcN2zYAEUxLH8mJCTg119/5coICQnhjiEGaGtra7i7u+OFF15AbGwsFMXgVZo8eTJnBN+6dSuLwPr163PsTceOHZGSksKi0dPTk2MSFEXhlBuA4cidEydOsCHr1asXG3K1kTpz5gw/b7t27fgZxGfS09MxYMAAWFhYoFq1ati9ezdCQkI04k94TUTamvDwcE2uouLiYm6Qrq6u7JXLyMiAohi8lPPmzcOdO3c44NfDwwMjR47k+4iyE50mMjKyVF2IGDoiwujRo3Hw4EF4eXmx51XUlaI8TL585MgRDBgwADdu3EBiYiJeeukl9vIA2k4j2sLIkSN5lpuVlYXo6GgeBH19fXmSoK4rDw8PvPnmm5pcXgA4VvDVV1+Fj48PXF1dWQCql1OSkpLw0ksvITw8HMXFxTh37hyWLl2K2rVrs6F0dnZGaGgox/XY2NggPT0dO3fu1ExizMzMEBwcjJs3byI5OZmf0dnZGfPmzUNsbCw2btyIEydOICEhAQUFBZrBNDs7G5cuXYJer+f2JcSfeL+0tDSuW+HtUBQFH3zwAQCwV3DcuHE4f/58qbgpY/HXoUMHHogmTJjA8TLi3YXRFbFBf/zxh6Ztt23bllO5bNy4ES4uLnB0dMSvv/4KwCACRR+Njo4GAN7db2ZmpvGCpKen88DbvXt3NvQbN26Ek5MTfH19ealPpFGxsLCAi4sLBg0axIPMtGnTsHLlSqxZswZfffUVFi1ahMjISOh0OpiZmWHy5MmlhEdOTg5+++03AA/j2by8vLBu3Tr2SAmDv2zZMs1yqZubGz755BNs376d7cvChQtx8OBBTporvIaKomDp0qVclgJRr4piSKuTnJzMgfXqXfFq7t27h+zsbERERHAsm52dHT766CN88803SE5Oxo0bN1BSUoLjx48jNDSUPUs9evRAZmYm16sa0SbV7btGjRqlYqcB4Ndff2Wx3LlzZ0RFRWliaIUQWLp0KRISEtguv/vuu+Wes3ru3DmekAixpravubm56NevH6pVq8bvJPqLaCOrV6+Gg4MD/P39OY1HdnY220lTqNuVm5sbvvzyS01KMicnJ/YstWjRAvv27cPGjRtZ2JUnbIuKirhOReye8Y7TgoIC/PDDD/Dx8UH16tVLvfuZM2cwfPhwWFlZoUqVKjh58iQnGk9OTsbVq1dLhfeI4//UdqV27dr44IMPsG/fPri4uKB58+YoLi7m02RE+z516hQ8PDxQs2ZNzJ49WyPqxdF2on/s2LGDf2djY6NJnSIcDrt27UJubi62b98OV1dXVK9eXePJFty4cQMff/xxuXYIMMSzxsTE4P79+8jMzOSNNfb29li7di2HYKjTSxlvZDEmISEBs2bNwqVLlzQToTFjxvASe3R0dKm6exoqnQAEDMuPohDFoCz+v2jRIvaW9O3bF05OTjxDtrW1RWJiIm7fvo0XX3wRFhYWmDt3LtLS0vj8xrS0NMTExJQyWrNmzYKNjQ3PdP7973/jwYMH7GVwdnbm2JedO3fyEqyY6Qj0ej172Tp37mxyFpCSksJeQDH4AYakolFRUex9at++vSZVhFr8iY4vUgQAD2eUBQUFnM+qZ8+emjNGN23ahJ49e8Lb2xupqansCROzWl9fXwwbNowHZ/Xy9muvvYajR49i06ZNvGysKAbv3J49e3gA7927N99PnI3s5eWFpKQkPHjwQDNDunr1qknxp24LwpBkZGQgOjqaPQ++vr7sxTKuqzFjxuD69euaayUkJKBJkyYwMzPDsGHDOAC6rMPob9y4gaysLIwdO1Yz67OxsUHv3r0RHx+PXbt2oV27djAzM+MTDUpKSrB3717NYPfOO+/weyYnJ/MSZnlGRx2kr34/Hx8fjfgTnzt79iwOHjxY6v4ivk5RHqZPUHPkyJFSnj/jstu2bRtPfER6IVMiQd22p0+fzj/fsWMHPvroI82kLj09XRNkLTw73t7eml2bxteNiYnhn+/Zswf/93//x20qJSUFjo6OsLS0xMKFC1FQUIA6derAysqKvR/GpKWlYdq0aSaFjJoZM2ZAUQxeSHXyZ9EXZ8+ezZ5g452RcXFxbDPE5hhzc3MsWLCAU4X07duXP6+ejKSmpvKRZAB4E4w4eUh8XjxHUVERoqKiWIDZ29vzxFhNcXExcnJyeDL1n//8x+SZ18Z/JyUlISAgADqdjmPw1CKsqKiId+rb29vDysqKPcMeHh4YPnw4b1QS6PX6x6oDdXkYn9IhEJtZhA0Wbf/zzz9HYWEhe+TUx0I+CnW7mjVrFgBo2pa7uzsCAwO5PTs7O7OXUB1TaowoUxFDKHZdAyhlF/Pz89GjRw8oimHjiPp9J0+ezOPGv/71r8d+rwcPHvAExN/fHx988AHu37/PMaizZs1Camoq3njjDRZ/ISEhHGLh4eGhWQ1Rn2ss+kZBQQFat24NMzMzvPHGG6VS2qhZt24dX/fixYuafiDKQExqyrNDam7evKk56WXXrl04dOgQ3njjDX5ucUY8gMf24Km9m2I8Um9orQgqpQAUqHdmAYbZn3HSUEUxeKo8PT3h7e2Nd999F2vWrIG1tTXMzc3x888/l7qmsULfu3cvevbsqZmxCuLj4/meai/Yxo0b0bBhQ04RoiY1NZU9aWXNZpOTk7khN2nSBJ07d8YLL7zAhrJhw4bYt28f9Ho9bGxs4O7uzkf0mOo86p+p8ySK3Vlnz55FWFgYGjZsyIOUr68vYmNj4erqik6dOmH//v348ccf+VQSRTEsZ/z6669sNKtUqaJJN+Dt7c1epry8PN4NLFzje/fuZcNkbPSN66U8zp8/j4iICPakqMWfICEhgetKHWQMGILOhZFVFIWX3kUdvPnmm7h06VKpY33Uweo2NjbsiRJJX4UhdHJyYvEl6N27NxszY7GmFoHvv/8+f6e82ePp06cREBCAsLAwPou0vHKLi4vT9BP1SRSC48ePw9/fn9tdx44dWfwVFRVpDPDp06fRvn17zj9ZFmW9m7iW+plTU1M1x0kJcWvsrRDXFSJQJGBWX0+dsFeIoytXrvBAbEr8Ch5n1v7zzz/DyckJTZo04XuJSdf+/ftZQAcFBfFyt5qpU6dyOZuZmWHBggXIz89HZmYmb24xZU/U9wHAYS0i36OpNiBSVSmKglOnTgFAqcFUEB8fj/79+5cpqNSUlJRg/vz5UBSDV1EkVDcmNTVVE0bRpEkTDB48GOnp6ezNN+ZJPCfqxLymuHDhAjZs2ADAUG/iOdq0aQMrKyu8+OKLHHpTlhgxRt2uAGDz5s1QFMPK0L59+1BYWIiUlBRedhWThRkzZpTr1RTPK7yFEyZMKPNzZ86c0SQZHz16NJo1a8bezgYNGvCY97jvFR8fj6ZNmyI6OppXkoTtWrBgAd5++20uv8GDByM/P58dB6I9G4s/NeqNfsZnDwtEGxarSuqQI2Me1w4Jbt68iX/9618cpuXj46PxRn/44Yf82V27dmH69Om8QmKqb6njUVetWgVzc3NYWVnxxLSsfvZnqNQCEHhYmBkZGTy7qlatGgICAjh+Zd++fcjJyWHvgvBOGbubTbFz505NfJ06953oQOqBZ+rUqfx7Uy5qQUZGBv++rEH6zJkzaNu2rcZQKoohoHXt2rX8PmfPnjW53GEKtQgbMGAAdu/ejddff513EIpBKjIyEl988QWKioqQnZ2NBw8eIDc3F+PGjePnGDBgAM9ozp8/j8GDB2s6Trdu3UoFvJ45c4Y9HaGhobyj1dbWtlwB+Cjy8vL43nXr1i3zKB/1Emv//v2xZ88exMbGYvjw4ZpBQBj/lJQUzlofFBSEAwcOlOrAer0eb7/9Nh8GLq7z1ltvcSxRREQEf14srfn5+cHa2prFsHHdqYXSlClTHqscLl++rPE+mUJtoD7++GPodDpYW1uXyrsFGOpVeN66du2qEX+mKCgoMCnOjBH50Iw9Vaa4ePEilixZglmzZiEuLo6Nuqn3S05O5uWq2NjYRz6HOrapPAH4OOTm5vJGCHG6zK1bt7Br1y5NMvD33ntPI2bu3LmDH3/8kZf5zMzMMG/ePE2qCL1ez6cctGrVCkuXLi1T5IjlY3E0YVk2Qa/X86aMR9mNxxULgMEDKPpXeaSkpCAoKAhTpkzBxYsXWcRWRGzUk7Jr1y6NjTVOxP5nmDdvHiwtLeHm5qZJa5SdnY0dO3bg008/RVpaWpnnzhqj1+vZy9+yZUt88cUXJlOU6PV6XnIsb9x4Eq5cuYKrV68CMDhaqlevDnt7e47jFuKvoKCAsz+o7/3VV1+VeW3RXtTHcpbVBkSM+KhRozhfpCke1w4BhhhLcYSlONpTPLeIuwUMKz4i76yLiwvn3iyvvYpVAXNzc87tWpFUegEIGAYp9c6b8PBwkwkci4qKUFBQwLNpdc43U9y+fZtTrpQl/gRqYWE8Sy+vgTzKsObm5mLNmjUYPnw4wsPD8c477yAnJ8fkAPw4RvrQoUP8PkJciD81a9bExIkTsW3btlLPn56ezodlK4phudfYnX379m3k5eXhwIEDOHbsWJmzL71erzlVpXr16ujevTtvxvizxMfHIzAwsFReL1P3F7Np4a0UnrumTZti+fLlpbK4z5s3DytWrGDPmjHqz//444/8bhYWFvDz8+P4IVFvOTk5/Jmylh4BwyApZtHbt29/7LJ4nEE0Ly+PhX/79u3L/FxSUhJCQ0N553pFzWBPnz6NwMBADr94Esp7v4SEBAQHB/OAVR5Xr16Fp6cndDodt/unESBpaWksbBs0aKAJDVAUQ+C6Oh73/v37WL9+PYs/c3NzzJ8/36T4OHv2LF5//XUEBARg48aNpX5fUlKCO3fu8K7eRwlrwZOIu8clMzPTZDJzY4y9fc9b/KnvN3bsWK6npx2sr1y5woJdvWL0tGRkZCA0NBS2traaU5iMycrKwsKFCxEaGoq+ffvirbfewoULFyok/uy7777jWEJj8SdITExkr2NZnj81Z8+exbfffqsJmTBFUlISXF1dTXrQn4bTp0/Dz88Pa9as4XcSS/kPHjzAt99+i59++gm3bt3C559/Dp1OB3Nzc45nN6akpAQ3b95kwf64E/gnRQpAPAyE1ul0GDlyJIu/shqSyLsn8n6VZ3T0ej0URUHr1q35Z2VdNzk5mUVERa/1VxRpaWkcsyd29bVp0wYRERHIzMzUlIV6yWz48OH8vYEDBz71+50/fx6zZ8/GqFGjsGTJkjIzrj8pj1r6EWRmZmLEiBE8QJubmyMkJASbN282OXMsKip6rMFJeNa2bt3Ky5ZdunTRGEdBYmKixmNcFomJiZg8eXKF5Y4SXLp0iQ2U2A1clrgzDreoKER5VfTAr453K4+8vDyOuRPLlU/7LGlpaQgKCtLkfPPx8UFoaChPIMTz3bp1C127duXJiFj2LYvCwsIyJyGC1NRUmJmZlbtU+Hfjr/D6qcnIyEDbtm1hbW2NgQMHljoF5Um5fPkyp+8ReT0rSmjfvHmzwuzln0Es7wqny+uvv16mfStrSfdpSE9PL3fS/GfJzc1FdnY2EhMTeVPi3bt3eQOLtbU1goODUVBQwLGItWvXLjcuNSUlBX5+frwzuqLbuRSA/5+0tDRERESUmT3cGFMBpOV9VvCoTnzu3Llyl37/DGWdR/hnEd7Kli1bYubMmSgoKGDhZOr9cnNz2Vs4ePBgXLly5anuL6jo93pS7ty5g8LCQpw6dUqTnPZpn6W4uBhz586FohhyxIncgKau+bgz8ooWXoLExEQ0bdq0Qo8n+jvwJPWXlJTEZwtXFHl5edi6dStmzJiBuXPn4pdffuGEssZ97PTp06hRowZmzJhRYScEJCcnY8mSJY89cansXLlyhW2c+hSYpyEhIQFubm6PXJF4Vjwr+6pOVRYWFmZS/P1TWLBgARTFkA9RrBzWrVsXeXl5CAwMhJWVVal9BMaoPf4VjRSAKsrbLVoWTzIrexZLJX8VV69e5RQzj8Pp06cxcuRIzS7AfyIVUcfq0IFevXohNzf3bz0IG59yUxnJyMh4pCGvCMoq42vXrmlOHKgI/kn26nlw+vRpDBw4sELztAlx9E/rWwkJCQgPD3/s+MX/VcSGycaNGyMlJYU3oagTrpvyRpa1OaSiUQCAJJKnAAApivLIz5WUlJCZmdlzeKL/fZKSkqhRo0b06aefUkRExF/9OOXyuPUveTLU5SrL+H+De/fukbW19V/9GP8TVIY2ff78eWrXrh3l5OTQlClTaOzYsdSxY0dKTk4mCwsL6tWrF3366adUs2ZNun79OmVlZVHjxo2fW9lIASiR/E35/fffydnZ+R9vJCUSieSfSmpqKn388cd07Ngxys/Pp6ysLNLpdNSmTRuaPHkyderUifLz82nAgAG0a9cu2rlzJ3Xq1Om5PJt0x0gkf1NcXFyk+JNIJJL/Yfz9/Wnx4sXUtm1bysrKoipVqlC7du0oOjqaOnXqRDdv3qRhw4bRrl27iIgoLi6OcnNzicjgJX2WSA+gRCKRSCQSyTMkOTmZgoODydPTkz788EON+Pvhhx/IzMyMzM3NydXVlWrVqkXTp0+n4ODgZ/pMUgBKJBKJRCKRPGMuXLhAZ8+epVdeeUUj/nQ6HQ0aNIj69OlDv/32G73//vtkaWlJp06dooCAgGf2PLpndmWJRCKRSCQSCRER+fj4kI+PDxUUFFDv3r3pl19+IZ1OR5GRkTRq1Cjy8/MjR0dHWrx4Md2/f59u3LjB330WG0OkB1AikUgkEonkOZGdnU3e3t5ERDRx4kQKDw+nOnXqUHJyMkVHR9O2bduIiKhdu3bUo0cPatWqFbVq1arCRaAUgBKJRCKRSCTPEb1eT2vWrKHBgwfTCy+8QHq9niZNmkRbtmwhIqKOHTuSlZUV7dixg8zNzWn37t3Upk2bCn0GKQAlEolEIpFInjNFRUWk0+koKSmJYmJiaNOmTURENHPmTBo2bBi5ublRaGgobd68mUaNGkWLFi2q0PvLGECJRCKRSCSS54xOp6MHDx7QnDlzaNOmTWRubk7Tpk2jiIgIsra2pr1799KlS5eIiMje3r7C7y/zAEokEolEIpH8BVhaWlJ0dDRVrVqVJk6cSOPGjSM7Ozs6cOAAzZ8/n44fP05WVlbUrVu3Cr+3XAKWSCQSiUQi+Qu5du0aWVlZka2tLe3bt4/mzZtHO3bsICKiDRs2UO/evSv8nlIASiQSiUQikfwNOHDgAE2aNIkOHz5MRETr16+nV1999ZncSwpAiUQikUgkkr8BWVlZ5OPjQ0RE33//PYWGhj6ze0kBKJFIJBKJRPI3ITk5mc6dO0c9e/Z8pveRAlAikUgkEomkkiF3AUskEolEIpFUMqQAlEgkEolEIqlkSAEokUgkEolEUsmQAlAikUgkEomkkiEFoEQikUgkEkklQwpAiUQikUgkkkqGFIASiUQikUgklQwpACUSiUQikUgqGVIASiQSiUQikVQypACUSCQSE3z99dekKAopivKnvr93717+fmZmZsU+nEQikTwlUgBKJBKJRCKRVDKkAJRIJJWWbdu2UcuWLcnR0ZFsbGzIz8+P+vfvTyEhITRs2DD+nPDkTZs2jYiIJk2aRPXr1ydHR0eysLAgd3d3GjJkCF2+fJmIiKZNm0bBwcH8/dq1a5OiKDR06FAiIiopKaFPP/2UGjRoQNbW1lStWjXq27cvnT9//rm9u0QiqdxIASiRSColV65codDQUDpy5AhVrVqVXnjhBbp27RqtW7eOmjdvTnXq1OHPBgUFUVBQEHl6ehIR0Y4dOygnJ4e8vLzIz8+PcnNzaeXKlRQSEkJERJ6enhQQEMDfb9KkCQUFBZGvry8REY0dO5bGjx9PycnJ5OfnR+bm5rRhwwZq1aoV/f7778+xFCQSSWVFAYC/+iEkEonkeXPy5Elq3rw52dvbU15eHlWpUoUA0IkTJ6hevXq0fv169gIam8nExESqX78+mZkZ5tDLli2jkSNHEhFRRkYG+fr60t69e9kLeP78eapVqxb/29fXlwDQN998Q2FhYVRYWEgBAQGUnZ1NU6dOpRkzZjynUpBIJJUV6QGUSCSVkvr161OdOnXo1q1b5OLiQk2bNqWhQ4fS5cuXydbWttzvxsfHU4sWLcjOzo4URWHxR0R06dKlcr974sQJFpRDhgwhRVHI3t6esrOziYjoyJEjT/lmEolE8mh0f/UDSCQSyV+BtbU1nTx5kr799ls6evQopaSk0LfffksrV66kdevWlfm9gwcP0pAhQwgAOTk5Ub169aiwsJD0ej0RERUXFz/2MzRp0oSsrKw0P/Px8flzLySRSCRPgPQASiSSSklBQQHp9XoaO3YsrVq1in777Tfq3LkzERHt37+fbGxs+LO3b9/mfx89epQ9eImJiXTs2DEKCwsrdf2yvt+sWTNOLTN06FA6cuQIHTlyhA4fPkzz58+ncePGVeyLSiQSiQmkAJRIJJWS33//nVq1akVOTk7UqFEj8vf3p507dxIR8f8F9erVo5dffpkOHTpEjRo14p83bNiQAgICaP78+aWu7+vrSxYWFkRE1LFjR3r55Zdpw4YNVKdOHV4yHj9+PNWpU4caNWpEjo6O1K5dO/rtt9+e5WtLJBIJEUkBKJFIKilOTk40dOhQcnV1pfPnz1NWVhb5+/vT7Nmz6Y033qBGjRrRe++9R66urnTx4kU6evQo5efnU6dOnejDDz8kd3d3unv3Lvn7+9OiRYtMXv+zzz4jLy8vysvLo6NHj1Jubi4RES1atIgWLlxIDRs2pEuXLtGFCxeoVq1a9N///pfat2//nEtCIpFURuQuYIlEIpFIJJJKhvQASiQSiUQikVQypACUSCQSiUQiqWRIASiRSCQSiURSyZACUCKRSCQSiaSSIQWgRCKRSCQSSSVDCkCJRCKRSCSSSoYUgBKJRCKRSCSVDCkAJRKJRCKRSCoZUgBKJBKJRCKRVDKkAJRIJBKJRCKpZEgBKJFIJBKJRFLJkAJQIpFIJBKJpJIhBaBEIpFIJBJJJUMKQIlEIpFIJJJKhhSAEolEIpFIJJUMKQAlEolEIpFIKhlSAEokEolEIpFUMv4f2Zx+6PNnjA0AAAAASUVORK5CYII=", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 34.195\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "84185b89487c4986a5295120e10bd3e3", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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\n", - " " - ], - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "viz.show(probspace=ps, targetSpec=[('gender','male')], condSpec=['state'], controlFor=[], \n", - " filtSpec=[('income', None, 9)], gtype='pdf', power=5, enhance=True)\n", - "viz.show(probspace=ps, targetSpec=[('age',)], condSpec=['state'], controlFor=[], \n", - " filtSpec=[('income', None, 9)], gtype='exp', power=5, enhance=True)\n", - "viz.show(probspace=ps, targetSpec=['income'], condSpec=['state'], controlFor=[], \n", - " filtSpec=[('income', None, 9)], gtype='exp', power=5, enhance=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 302114\n", - "Viz.show: Target = [('age',)] , Condition = [('gender',)]\n", - "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 5\n", - "Viz.show: Controlling for ['age', 'income']\n", - "Dimensions = 2 . Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 75.122\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "eb58279cc4c64de8a33a76214f173dca", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 23.729\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7303f47437e44c79afa66fbedbc5c589", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 8.01\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f3f33d586735418a803d2ecbe691927c", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 9.559\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5a217c529a1843df93bea19f5bb50110", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "condspec = ('gender', 'female')\n", - "condspec = ('gender', 'male')\n", - "Test Time = 0.851\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4aa595b034444ec6904dc8ef5b1443bf", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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\n", - " " - ], - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "viz.show(probspace=ps, targetSpec=[('genhealth','1-excellent', '2-verygood')], condSpec=['gender'], controlFor=[], \n", - " filtSpec=[('income', None, 9), ('education', '1-college')], gtype='pdf', power=10, enhance=True)\n", - "viz.show(probspace=ps, targetSpec=[('genhealth','1-excellent', '2-verygood','3-good')], condSpec=['gender'], controlFor=[], \n", - " filtSpec=[('income', None, 9), ('education', '1-college')], gtype='pdf', power=10, enhance=True)\n", - "viz.show(probspace=ps, targetSpec=[('genhealth','1-excellent', '4-fair','3-good')], condSpec=['gender'], controlFor=[], \n", - " filtSpec=[('income', None, 9), ('education', '1-college')], gtype='pdf', power=10, enhance=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "53.38349033653593 55.66351809984698\n" - ] - } - ], - "source": [ - "print(ps.E('age', [('gender','male')]),ps.E('age', [('gender','female')]))" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "7.229267309136272\n", - "6.846252815616078\n" - ] - } - ], - "source": [ - "print(ps.E('income', [('gender','male'), ('education', '1-college'),('income', 0, 9),'height']))\n", - "print(ps.E('income', [('gender','female'),('education','1-college'),('income', 0, 9),'height']))" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "19.33032604462249\n" - ] - } - ], - "source": [ - "print(ps.E('income'))" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0030229157751376396" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.testDirection('genhealth', 'income', power=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-0.0030229157751376396" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.testDirection('income','genhealth', power=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 290759\n", - "Viz.show: Target = [('income',)] , Condition = [('genhealth',)]\n", - "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 10\n", - "Dimensions = 2 . Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 6.616\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "cd5d4aa690b44c46b76c66ab1486f99f", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 4.494\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "eea20ba425f4445f88b68202841a3b8e", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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\n", - " " - ], - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "viz.show(probspace=ps, targetSpec=[('income',)], condSpec=['genhealth'], controlFor=[], \n", - " filtSpec=[('income', None, 9)], gtype='exp', power=10, enhance=True)\n", - "viz.show(probspace=ps, targetSpec=[('genhealth',1,2)], condSpec=['income'], controlFor=[], \n", - " filtSpec=[('income', None, 9)], gtype='pdf', power=10, enhance=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0033011897143886072" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.testDirection('diabetes', 'income', power=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-0.003301189714388608" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.testDirection('income','diabetes', power=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-0.0006045458736376687" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.testDirection('bmi','weight', power=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0006045458736376687" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.testDirection('weight', 'bmi', power=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "6.36598824002733e-05" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.testDirection('height', 'education', power=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-9.158602211832032e-05" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.testDirection('height', 'bmi', power=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 290759\n", - "Viz.show: Target = [('income',)] , Condition = [('bmi',)]\n", - "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 10\n", - "Viz.show: Controlling for ['height']\n", - "Dimensions = 2 . Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 48.1\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d403448cf7314275aa08fec9772a6d1d", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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\n", - " " - ], - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "viz.show(probspace=ps, targetSpec=[('income',)], condSpec=['bmi'], controlFor=['height'], \n", - " filtSpec=[('income', None, 9)], gtype='exp', power=10, enhance=True)\n", - "#viz.show(probspace=ps, targetSpec=[('bmi',)], condSpec=['income'], controlFor=[], \n", - "# filtSpec=[('income', None, 9)], gtype='exp', power=10, enhance=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 290759\n", - "Viz.show: Target = [('bmi',)] , Condition = [('gender',)]\n", - "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 10\n", - "Dimensions = 2 . Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 4.177\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "6664ea5983d8435d9b35c276257be1ad", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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\n", - " " - ], - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "viz.show(probspace=ps, targetSpec=[('bmi',)], condSpec=['gender'], controlFor=[], \n", - " filtSpec=[('income', None, 9)], gtype='exp', power=10, enhance=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['age', 'ageGroup', 'arthritis', 'asthma', 'asthma_ever', 'bmi', 'bmicat', 'checkup', 'childcnt', 'copd', 'depression', 'diabetes', 'drinks', 'education', 'employment', 'gender', 'genhealth', 'height', 'income', 'insurance', 'kidneydis', 'maritaldetail', 'married', 'nohospitalcost', 'othercancer', 'physicalactivity', 'skincancer', 'sleephours', 'smokertype', 'state', 'veteran', 'weight']\n" - ] - } - ], - "source": [ - "vars = ps.getVarNames()\n", - "vars.sort()\n", - "print(vars)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.0061487891269735515" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.testDirection('bmi', 'bmicat', power=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "-0.002969728576212992" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.testDirection('physicalactivity', 'diabetes', power=1)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 290759\n", - "Viz.show: Target = [('income',)] , Condition = [('depression',)]\n", - "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 10\n", - "Dimensions = 2 . Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 5.749\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b6f36b259a564eef922a69b217d80c29", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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\n", - " " - ], - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "viz.show(probspace=ps, targetSpec=[('income')], condSpec=['depression'], controlFor=[], \n", - " filtSpec=[('income', None, 9)], gtype='exp', power=10, enhance=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['no', 'unknown', 'yes']" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.getValues('depression')" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "6.282513313316758" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.E('income', ('depression','no'))" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "5.469918188637117" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.E('income', ('depression', 'yes'))" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[0.16865205421431598, 0.20142163222682827]" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[ps.P(('depression', 'yes'), ('veteran', 'yes'), ('gender',)),ps.P(('depression', 'yes'), ('veteran', 'no'), ('gender',))]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "6.090752666054872" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.E('income', ('veteran', 'no'))" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "1.2604459363252727" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "d = ps.distr('income', ('veteran', 'yes','no', 'unknown'))\n", - "d.E()" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "6.119253402302251" - ] - }, - "execution_count": 43, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.E('income')" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[2.003118154509194, 1.051728945900725]" - ] - }, - "execution_count": 48, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[ps.E('height', ('gender', 'male')), ps.E('income', ('gender', 'female'))]" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[(36.0, 36.0, 7.135365009597066e-06),\n", - " (46.0, 46.0, 7.135365009597066e-06),\n", - " (47.0, 47.0, 7.135365009597066e-06),\n", - " (48.0, 48.0, 2.1406095028791197e-05),\n", - " (49.0, 49.0, 1.4270730019194132e-05),\n", - " (50.0, 50.0, 1.4270730019194132e-05),\n", - " (51.0, 51.0, 2.8541460038388263e-05),\n", - " (52.0, 52.0, 2.1406095028791197e-05),\n", - " (53.0, 53.0, 5.7082920076776527e-05),\n", - " (54.0, 54.0, 2.8541460038388263e-05),\n", - " (55.0, 55.0, 4.281219005758239e-05),\n", - " (56.0, 56.0, 4.994755506717946e-05),\n", - " (57.0, 57.0, 0.00010703047514395598),\n", - " (58.0, 58.0, 8.562438011516479e-05),\n", - " (59.0, 59.0, 0.0002640085053550914),\n", - " (60.0, 60.0, 0.002397482643224614),\n", - " (61.0, 61.0, 0.0017196229673128928),\n", - " (62.0, 62.0, 0.004338301925835016),\n", - " (63.0, 63.0, 0.006821408949174795),\n", - " (64.0, 64.0, 0.014149428814030982),\n", - " (65.0, 65.0, 0.02436727150777398),\n", - " (66.0, 66.0, 0.0537435692522851),\n", - " (67.0, 67.0, 0.07172468907646971),\n", - " (68.0, 68.0, 0.09666992515002105),\n", - " (69.0, 69.0, 0.11126174659464705),\n", - " (70.0, 70.0, 0.1432353172026515),\n", - " (71.0, 71.0, 0.12105860275282382),\n", - " (72.0, 72.0, 0.14431989268411025),\n", - " (73.0, 73.0, 0.07176750126652728),\n", - " (74.0, 74.0, 0.05997274290566334),\n", - " (75.0, 75.0, 0.03342918506996225),\n", - " (76.0, 76.0, 0.021520260868944752),\n", - " (77.0, 77.0, 0.008854987976909959),\n", - " (78.0, 78.0, 0.00418132389562388),\n", - " (79.0, 79.0, 0.001626863222188131),\n", - " (80.0, 80.0, 0.001184470591593113),\n", - " (81.0, 81.0, 0.00034963288547025626),\n", - " (82.0, 82.0, 0.0002069255852783149),\n", - " (83.0, 83.0, 0.00014984266520153838),\n", - " (84.0, 84.0, 0.00010703047514395598),\n", - " (85.0, 85.0, 3.567682504798533e-05),\n", - " (86.0, 86.0, 3.567682504798533e-05),\n", - " (90.0, 90.0, 7.135365009597066e-06),\n", - " (92.0, 92.0, 7.135365009597066e-06)]" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "d = ps.distr('height', ('gender', 'male'))\n", - "d.ToHistTuple()" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.8973422278695468" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.P(('gender', 'male'), ('veteran', 'yes'))" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[69.52075391783143, 67.34332607603321]" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "[ps.E('height', ('veteran', 'yes')),ps.E('height', [('veteran', 'yes'), ('gender', )])]" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "67.17940631244433" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ps.E('height')" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 290759\n", - "Viz.show: Target = [('veteran', 'yes')] , Condition = [('state',)]\n", - "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 10\n", - "Dimensions = 2 . Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 23.725\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1a9ca2ea2d3b4dc7ba87235a6c75072b", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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"\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7cce3d01e9b24ab7b8ac0a2ffa318f25", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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", 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", 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4-obese=4, 5-extremely obese=5\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "0e59340c4a064f79b0afb70f352b47d1", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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4-obese=4, 5-extremely obese=5\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "390769c0a8bc482ea75e9c878d0eee25", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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+uPk5LDeGsT0B5qXMRgvAGyH+bqOvgUKx3igB+BKn8av0Ax/4AB/4wAcQQrBlyxa2bNnC3r172b59O7quUygUmJub4/Lly/yf//N/+NSnPsUf/uEf8sM//MMbfQoDj+u6zfZ8q8mEXYn48jyPY8eO4TgOd9xxB4uLi6t2+652DteD63F8TdOwbRvbtpfczvM8/v7v/57v+q7v6siaTrI0NrKm29c3jrVcsdhY1vie3AjWr40WPxt9fFAWQMXgoQTggHDx4kVGR0f52Z/9Wd785jdz8ODBxO1OnTrFww8/zP/8n/+TfD7/Is9yc9Ho6/v000/jeR633Xbbqh5iyxU/ruty7NgxMpkMt99+O5qmJe67GiG10QLwRqFhZUylUsvafrlldtrXt5fZaSS2ADz99NPYtp0oFl+MMjtKAEYbPgeFYj1RAvAlTuMX6b/7d/+OX//1X2dsbAyIb1bdHSCEEOzbt499+/bx1re+VbWDu4509/WFtRWQvZb4qtVqHD16lKGhIW699dbm96LfvmvJAt4IXqoCdLlldtrpLrNTqVQoFArYtk0QBM3yQe3CcTlldpIsj8u1aG20ANvo4zfmsFoL4EbPXaFIQgnAAeHAgQMd7691o9J1XXUEuU4k9fVdi3i5Viu4arXK0aNHGR0d5eDBgz11/taDl6oAeynSXWanYUXev39/YizhUmV2GhnT1yqzcy2xGARB80flRoiZG0EAKhewYtBQAnBAmJ6e5uzZswgherIfk15fvnyZhx56iAceeGCjpz5QNMRfrVZrdvdYSy9fWFp8VSoVjh49ysTEBAcOHOh5SK6XcNvohy9sfCmSG5X1KLPTLR4LhULHOtd1efLJJzl+/PiKE2DWQzTdCOLrRhChCsV6ogTgS5zGTeljH/sYv/iLv7iifUulkhKA64iUkkql0tPXdy29fBv7J4mfUqnEsWPH2LZtG/v27Ut8OK2XC3ijLYCb+cF7PZJAusvsXIuvfe1r7N27l+Hh4URL43LL7CynRmNSmZ0bQXzdCCJUoVhPlAAcEBq9fcfHx0mn003XTiNovFG/LJvNsrCwwFe+8pVl3/wV12apvr5rFU9JArJYLHLs2DF27tzJnj17+j4ck459PRNRFINLo8TOSsvsJHV/aS+z076uvcxOuyiMooggCDhz5syGldlRAlAxaCgBOCA0Cv3+3M/9HO9973spFovYtt10QWqa1ryB/fVf/zVf+cpXuHTp0gbPejCIoohyudy3r2/j2q+WbvFVKBR4/PHH2bNnD7t3717RvmsJYt9oC6ASoBvHaixwyy2z004QBIlisVAoADA/P59YZkfX9RV1f1lNMW+VBawYNJQAHBAaFsBGaZdUKtX8VSylJIqipgDcvXs3b37zm3nta1+7UdMdGJbT13c9LICN/efn53niiSe4+eab2blz54r2XQtKgG0cN0odwBeDfmV2pqenKRaLHD58uGde/crsdNdl7FdmZ7mZ02uxACrhqLgRUQLwJU7jxvK2t72NH/mRH2neoBq1w9q3aay76667+NM//dMXeaaDR6Mkx1LiD9YunhpJJHNzczz55JMcOHCA7du3L2vfxrHXI4ZKWQA3Lxsdg9fv+OtRZqdbIPYrs9PoRPK1r31t3cvsKBQbgRKAA0J3myTP8yiVSs1fwJqmkclkOnoAh2H4km9RtVEEQUC5XF5WX9/1cAH7vs+TTz7JwYMH2bp164r2XQ+UBUNxIwrA1dBdZmc5xw6CgJMnT1IsFrnpppv6ltlpCMbuMjs33XQTt9xyy7rMX6FYL5QAHDAqlQrPP/88n/70p/n617/O6dOnqdVqjIyMcPPNN3Pfffdx7733cvfddzM2Nrbhv+xfiqy0r+9arVeFQoFqtcqdd97ZIeCXQ3s7sbV8zjeCBW6jj79R3Cgu4M16/EaZHcMwcBxnWX+D3WV2lts5RqF4MVECcID46le/yn/8j/+RL3/5y0Cr2LNhGMzMzHD06FH+/M//HIDv//7v513vehff8z3fs5FTfsnRcBFJKZfdemstdQCnpqa4cOECtm2vWPxBpwBcCxstANWPlI1lMwvABitJAukus6M8LYobESUAB4RvfOMbPPDAA6TTafbs2cPdd9/N4cOH2bVrF6lUikqlwqVLlzh58iSnTp3ik5/8JI899hinT5/e6Km/JGj09a1UKgAr6ru62jqAFy9e5IUXXmDv3r2rztgeFAEIm9sCuNHiZ6Ov/Y2QgbuWVnAKxY2IEoADguM4bN++nd/4jd/g+77v+8hms323vXr1Kp/61KeYmZl5EWf40qW7r+9Kf82vRjydP3+eU6dOcejQIaSUXLx4cUX7tx8beh/gqykE3dhvIx7EG/3wV2y8C3qjxZfKAlYMGkoADgiHDh3iwoULzfdL/WKenJzkXe9614s1tZc0axV/sHIX8NmzZzl79iyHDx8mn89TKBRWbYFZLwtggxvBGqV48dnoz32jj9+Yw0aLUIViPVHf5gFF07RmZnDjX6MciO/7uK674W6dGx0pJaVSiUceeaQZ87calusCllJy6tQpzp071xR/jf03WgCut5BczfE36/f1RhE/m10Aqk4gikFDWQA3CcVikV/+5V/GsiwWFxcZGhri137t126IG+uNSKOvb61WY35+fk1jLUe8SCk5efIkU1NTHDlyhEwm07H/WsrINMZfCxstABUby0bfJ26EGEAlABWDhhKAA07jxl2r1fjIRz7C5OQkvu9fs4XYZqa9r2+jxd5aBNi1XMBSSp5//nmmp6c5cuRIT6/VtVoA18N6ttEP381uAdxoNnoON4L79UYQoQrFeqIE4IDTuGFNTEzw1a9+Fcdxmj0629crYvr19V1rIed++0spefbZZ5mfn+fIkSOJ9cLWs5XcWsaAjRcCm5WN/jvdaAvgRh+/MYeNFqEKxXqiBOAAU61WKZVKRFFEJpPhZS972UZP6YamX1/ftdTxg/7t2KIo4plnnqFYLHLvvfc2RXm//dd6/LVwIwhAJT43ls0uAFUWsGLQUAJwQIiiCNd1sW0bTdM4ceIEf/iHf8hTTz1FFEXs27ePN7zhDbz2ta9tJogoWizV13etMXiNh0b7QyyKIp566ikqlQpHjhxZspfpWvv5dgvA1Y4BG5sEslm5EYTvRguwjT7+jTIHhWI9UQJwQPjN3/xNvvjFL/Kxj32M06dP87rXvQ7P8zq2+dCHPsQnPvEJfuRHfmSDZnljcq2+vuthAYTWgzwMQ44fP47neRw5cqQZZ9iPtbqd1jN+TlkAN4aNFh4rvfYyeIbI+xNkdBYRbUcYhxDW/QjjplUdv1/8nQx9ZOCj2emEvdYXlQSiGDSUABwQ/uAP/oBarcaePXt44xvfiO/77Nq1i5tuugnHcZiamuLpp5/m3/7bf8sP//APb/gD5Uah0de3n/iD9bUAhmHIE088QRiG3HPPPdcUf43jQ/wAWk0pmiQBuJZC0BuB+r6unaj6dWTxdxCGjTBfBqnvQxg7+24vw2mofZrI/0deecdp7NJvIxcMRGhBZKCFBkgdpI7UdKQzQ+jMIq0S0ogglEhbAI8Bn4EIqGqIMAvRNmA7msgiZArIIUQeyCO0EdBHIPLBn0H459kWHUcTC2jPBRAUICwiKIPhIYMcUe7H4aZ3wnX8nqgkEMWgoQTggDA1NcXLX/5yIO4iYRgGn/70pzl06BAAly5d4r777uPSpUv4vr+ky3Gz0N7Xt5/4g/WzAHqexzPPPIMQgnvuuQfDWN6f31rFV7cAXM04Gy0AbwQ26tzX6nqU5c9B6bdAXgZDInWBjB6F0scgSiHkFoRxBGm8ChE9igy/heQcaDVkBESS1LBAaoKwfeBIggeEILOA1pqjDICk3zZ6hJQFNG+RKHOCMOG0RDEFPmhFDc0LIIAsAl2rokUyrl7bbogzi0j9dwhnPooR5UBzQGiATnNjkQcxBqEN1QzMGchDP7+i66qSQBSDhhKAA4Jpmpw/f54gCHjwwQd59NFHO0q9bN++nYmJCV73utdt+pvYSvv6apq25ixggOPHj2NZFnfdddeKLHnrLQBXy0ZaPzZzGZhE/Ar4Z8A5AFqyFVmW/gLKH0YyCwKkJaD9IxSAXkVyBhmdB/+TSJ1YNwGE6fo2HkILe8ZHE4gQoiwdgkxGQMmGUbd3n4oOtTwyLEHW710fAL4P+YAoD1FRR5vT0VI1pBEReBpUdfA0ZCSJtgSEoxHSiLAKPkTz4DlgHUBEJsIrQe0KghrSSyHOn0KUF+NLuOutMLbvGhe6hXIBKwYNJQAHhDvuuIMvfelL/OZv/ibveMc7+MIXvsAv/uIv8pa3vAVN0/ibv/kbTpw4wVve8paNnuqGsprWbmsVH74fP+gsy+Luu+9e8UPkegjA1VoBlQh78em45pGPmPpPyNqnIVODRQGRCTJTt3INIbVxEMdBu4oUBlLTwJAIvy4Cu4kkQoZIo22d6xDpVdBAq9YtfF2IWgopDdCKncuvWsjtCeJv3oBAIEcWEYspoFcAitkUjFVbC3IhUS4kcjWYTmPoVRjxCTN1fRpKIivCnNEQZRCRRIQ1KB2Pr4l2EDGTRlw+h+C5zmNdfHhFAnAtlljlOlbciCgBOCD80A/9EI8++ijvf//7m8s+8pGP8JGPfKRju/e9733883/+z9m5s3/sz6Cy2r6+a7EAuq7LsWPHANi/f/+qLAjtMYSroV24NYpOLyws4DgOpmli23bzf8uyev41LKQbLQA3s/gUAsTUf4XiH4GoQa6xQoLuAR4ymkeUNchEsfs1SCMtH0jFlj7foEd0SRBRBmnFoktKEAFEqRqEDug1IrvTcAggF01k2oNy59+FLOkwkWDZmzEhFYIhQAuJ0m7PmGJOh9Fq774AtkTuqOJPWcjxWizGZgyi7S7i6f2U/mAU+/a96DNPxGPlc1g7BVhZmHma3jMAMf0YUfRDiGX+TSoLoGLQUAJwAJBS8s53vpPHHnuMv/iLv2hm/+q6jmEY6LqOpmkYhkGxWNyUNzEpJdVqFdd10TRtRddgtcKnVqtx9OhRhoaGqFQqa7YCrFUASimbdQdvvfVWdF3H87zmv2Kx2PHe87xm3JNlWc3s5XQ6nSgUG/+WG9u40nPYKDbUeiMlTuF/8R07/n9Q8kATidY4WRUgbWQmBDOCskaUryKqGjJXhZoAK8HiVqmvpx63F2hEmQhRyiOzi8hSDi3TaeGTngAkECFH/aa0khLwNMh3uYuvWDDmwZwFkx5iMQv5Uuc2PmDIJJ0Wj10ThMUhtD1zyEUdRITc7iIuOehPHgRmcJ+/SHpbHmqLyMUi7rMa5u0jaCMHoHAaEXVWRdCKJwjOHUffc3fyQbtQAlAxaCgBOAA0HlAf/ehH+Zmf+RkeffRRyuUyqVSKVCqFaZrouk4YhoRhyMjIyAbP+MWl0dfXdd2mGF4Jq7EAVqtVjh49ytjYGLfccgszMzNrbue2WitkY99nnnmGxcVF7rzzTlKpVE/LuW6klARB0BSDjzzyCKOjo+i6juu6LC4udohF3/c7BKNlWde0LjYsjMvhRrcAihd+BzL7kNu+d20D1c4hCl9CVB+H6Cgp7SpSE7H4S3W78kEUdXAiEC7SkFDNIIcriKKGHIq3Fy7Irryv9vVR1YmtajmX8FwafXccJycXNMh07se8hdjiIq/aiG0tV6+4YiG3d4osZkdgYj5et62+zutNQNNmTeR4guUQkPM6+DrarjmYMmFLDUwJNQ3jc1vArM/B9wmze9BrsRWQKMI/fhb95pswhm6C0hTCb4lZ4Zfg8mOwTAGo6gAqBg0lAAeMgwcPcvDgweb7ubk5XNfFcZxNJ/ygs6/vasQfrLwMTLlc5tixY0xOTrJ///41C7jGHNYigC5cuECtVuPIkSPLfogJITBNE9M0yWQy6LrOli1bGBoaStxeSonv+z1WxMa/QqHQswxiS/VSFkXLsvB9H9/3CcNwVaVwrit+Ef3Y2xHeSYQJ8vxvE+76KeS2N15739o5xPRforlHEf4ZEAXQQmRUz9Y1JDLKg16JXajtyRZebDCTWQk+SEtCVUcOVRAFDTnSlvltdX53RMVE1i110bSNHAkRtk90xUbb0XLDily5Yz95yUFsr8Vv2r7Osmz2un4v2bB9HmZM5JY2YWh0xgdGl1OIiWTXr5yywYyIJmuIqwZyZ2s74wuTiJKJzFaay9wT50nvGobKQnNZePIs0dgY1o6dUJlG1Gaa6/TiCWTgIYxrV0VQFkDFoKEE4IBy7tw5PvrRj/K5z32OxcVFbrrpJt7ylrfw1re+lXw+v9HTe1FoF39LlXm5FispA1MqlTh69Cjbt29n3759zWNuVDs3KSWu6+J5Hi9/+cuxbbunQPhK5nCt9Q3Btty5NQSj67r4vt+cq+/7LCwsNIVitVplZmaGM2fOoOv6siyLjX/X9aE9/xjGiZ8E30XUO/kJZjDO/xLy3O8Q7v5J5LY3de6zeBT9yicQ5UcgWoR0FAs7vXFdNKQukXoEkQZ6CWnLuLIJdatfVUBKxm5XaSIND0IdORRBSUPm274rVQfslnCS5TTSdhFCEl5KwfYqQgdZ1hGZEKHXrYLTNvp4S6zJuTRsjcWWDIFxrzmfqJZCy8VWQyLgig3bXShrcbxi4yPwBORbolLWTLR07/dR+sCiBamQyIjiUjMN4Qlojw+hnY594cItAnVrdhgSOnvQ2wQggJydxS1aWLfehGY4iNKFeJxwCv+Fx9BvfUXPHLpRAlAxaCgBOICUy2Xe+ta38vWvf7257OTJk/z93/895XKZn/qpn7oucVo3EmEYcv78eQqFAnv37l2T62a51rtiscixY8fYuXMne/fu7Vi3HqVkVtyNQUqee+45giDgwIEDfXsNX885XGu8hkjLZhMC29p48skncRyH3bt397UwlsvlHpc0gGEY1xSJqxGM2qmPok3/j/iNKekOYBNiFuP8B5DnPkww8c/Q3aMI7xhCxAJIShHHvbVb9cJY+ElNInUbNA0MtyX+AhuiII71i4jLpmge0tLBCsEV4NAq5QKImoesf/SyrIPwkUZEdCmF2FWP/4tiK5422RJZsmIAsQAMFh20VEDz0szZsLUuDqdzaFvr4i8AZi3Y5kIIuDpk2iyDCwZMtt7LKQttZ6eVkaKOAKKUD64GY7XO87lqo39tvLXAr4KegzC2aLrPnSO9ZwxKs53jeh7eE6cwbt2PPmSjFU4iSmeITn19WQJQuYAVg8Zgq4BNRuMX6kc/+lEee+wxbrnlFnRd55lnnuE7v/M7OXHiBL/xG7/Bgw8+yF133TWwN7QwDCmXy5TLZRYXF9d8jsuxABYKBR5//HH27NnTUX+xwVrF00qLUTeyfWdmZshms+si+Dc6C1gIgW3byxayURR1uKQb1sXGv1Kp1PE+CAKAptu7YV1sXLtz586RSqWwdMHYuX+PFj2O0EC6OsLqL+6FmMGY/yjCDJsaUboa0tDAaiVRRKEGuoXUQFoRSAFaAFo9g9sdAqsYJ3lIAZ4ETRClAD2MxZcU0O7ujUDWjWPSExBYyLSLnHWa4g9ATuXRti92zFsbqlv4QkFU1DF2tMRhoyK0LOowGid0yKqGcFOwpS7oGlbA9msRCRqzC8+mMbrEX3Qlhxh2kUEAQna4fAHwBMYXbkJ0/ZjScmmihXp8XxQRmLsw6BKA8QwInj1JtG0r5sSdaHPH0f3LyFoJ4fT/ESKlXJMFcBDvs4qXPkoADhCNh/NTTz2F53l8/OMf5+tf/zrvec97+OAHP8if/dmf8au/+qtcuXJlYAVgo69vFEUYhrEmq1uDa1nv5ufneeKJJ7j55pv7ltdZj24iy91fSskLL7zA9PQ0R44c4dlnn+3Zd7Wf+0a2glvpsTVNW7FgTLIsVquxCJmbmyNdeZzbxO9jOqW4uLKngRmSnL4aIQ0dEYpY/NWRoYl0IvBabt0oACTIKIhj8xotMuwIWRPg6TBUiPePBGFhHD0dIrPz9UBAEK6FzHXF4VWykC4iI4jmUoghkK6B2NoSc9HFFNqOTvEXzVroo7EADK+OY+2Ybs1fAiP147g6DIVQtYhKGvpEXdBNWT3iD0BmY5EtKzZ6W6FoGQiiqw4iWyMq1hM9nKBnf/1Lkwh9P3TV9NPSTksAAt5zZzH2TUBxmiSiy1O4hTTWgXvR/Rr+s1/HuOfBxG3jc46/e8oFrBgklAAcIBo3qVotvrmPjIw0rRdTU1NkMnE6X6MDxqDR3ddX1/V164DRTwDOzs5y/PhxDhw4wPbt21c1xlrn0I6UkpMnT3LlyhWOHDlCKpVqLm8fSxWC7kXTNBzHwXGcjuW+7zNz+lHuq/x3NPMswmjUVIzXJ4vpKE680AICaWHQsqZJGYEHIhcLnFj8aXHs32gAgYgFYDZELhiQDSFVF04ReOeyRFkbLX+xeTRREb3iDwgXQvQ0RJey4IRI00e0lWmR8yZiotaznyyZMOoRXkhj7OwUUeHVLPr2EvKyDTtcWDRAhOgT9XMsZBDjCfeYog65sD5fBzEcC9powUTqJjgBUUWDfQuJLX3F0zm0E3nY3vvY0lJd3VAkBPpWDJIFIACVCt7jp9Bvu43w6X9YlgActB/Mis2N+jkzQDRuTg0r1MLCQlMA/PEf/zF/9md/hqZpDA8Pb9QUrxuf+9zn+MY3vtG0/Akh1hx316Cf9W56eponn3ySgwcPLin+4MVJApFScurUKaampjhy5EizzMtarY8rmcP1ZEOO7c5ifeNn+Y70h9CcM03xB0DNQJgJc9KiOGlDB1wdw2wkS0ik7iDSAbJuMYwCCKVDKGzkWBDH9bka0oyQBQNGgnp8YSw43TPDkAZ7R0v8+edyyBw9SE9Dm6gSXsggNWDSRaTaxF9NxG1yrd5z0HIe0ayFtqU3Ozcqa0RlGyY8mDVjl3Rd2Mmqhgz9OLax51rGP0DFJasp/oKL6VjoliNkRkfcXEwWf/Mm+pcn42MUrvTO1+rNDPeePwv5rb2DdY6MHL0XoVnIwkzfrRr3kdVWEVAobkSUBXCAaNxo7rjjDgC+9a1vEdYDoz/+8Y8D8NM//dPcfXdc92qQ3Bm///u/z8GDB7n77rs7Mm/XQwAmjXPlyhWeeeYZ7rjjDiYmJq45xovhAj5z5gyXL1/m8OHDHTX+1rMX8Ea6gF9Ughra4/8J7cpnEUMuZLrq70U69CQ7SzAk0pAIUbcQiqhtbRZhlZBuFi1XIgog8gywQ8SwH8fvVW1kFMQ/zYc7XaC1kyPoky5GW8kU72oOc1dXEkWd6KoTF0wWAu2mrnIuEpi3Edt6rX/RvIWWCuLYxgSBq03UCOct9KyDyC22Yg4lhDNpjF2lnn2AOJGjqMGIj4wgvJhB31smeCGF2FfqEKcdBALzH0bjHsMA5TnIT0LxanMTYSZ8PyT4jGMylTwuoL3qbej3/QAMfZPwma9ivOJNidutRQAqFDcq6ts8QDQekq985St5zWtew6lTpyiVShw4cICbb76Zd77znfzMz/wMw8PDA+fKcxwHz/M6hMJ6Wb66x7l8+TLPPvssd91117LEH6yPC3ipczl9+jQXLlzgnnvuabr6l7vvSuawUbyY4lM+/xn0z78RffZvEKO1zqSKOlHRQGjtgiWKLWGmbFmwXL1pXZOejrBLcQkXvRaLv5qFzErEsI+UIGdMZBjFVr+uY1ZfGMW8qdwUf2HRofbsNuRCJt4voYaydAVSF2h7egWif3EoUfwBsGgQzdloQ72D+pczRJUhZCAgv9g5z0tOf/EXAJlFRM1E+gLKJroMMR+3cIoRqdMmxrfyaGfGkdXOx5L82gHEnI1mtwnibOffndCS/7b8F87CcLJ1Xvv2uvgDtAP3Ep17JnnuKBewYjBRFsABonFzuuWWW/jiF78IxG7gBx98kAMHDnQUgh60G1lSfbv1cgG3i7eLFy/ywgsvcNdddzE6OrqiMa5XFvCZM2e4cOEChw8fTiynknRsFQPYi3RLaF/8BfTKUbSRKmSCxNyOqGqg5VyaK0UUC6H2ci4yjtcT1BNF6skPVHWidEgkR5BjhVb28FUnbpdm935faydH0EdqRGdS4DuYaRc7X6Uwmyd3YCpOHpmGqGwRuiaRnicSEZpfQ3gCMZuOk0Qa/aADQcpwoTyClDWidAj5EJkLELpAhgbG7sWeeQAE8zZhSpLaXwRPEF7IYtV8dALQPcIXsvh5D22yq7bfgomoaZC20RYizFKElqkRmQZS6mgZHyvjA2XkZY1wMUWoaQSeSfSlDMXsEPnRKYQeIkMd6Xf2Ehb0Jow01vjBMCaXOpZqr/5R9Je9qbWVpqNtP0B09RzaZG8WfxRFzYLuCsWgoATgAFKr1ZifnycMQ4QQbN++nenpac6cOUO1WmXPnj3XjFl7qWHbNq7bmXW43jGA58+f59SpUxw6dGjFcZTXywV87tw5zp0711f8LbXves1hEJCnv4j+yG8CRbTtFbCivn1pCbWWENDq4q9rW7loo+VdKlN5nB2LsRCMACNE+gaMLsQlWk7kEHMG5lgFFmKfstQcwooEw8IrhaRvKqILH8Y6j6GnWhY8oYGe89BzHlCmeGwrmbuSRZx/JYM5WgHaEjUWQc4L3JkxHD1EfjON1ATSBGlH+KaBSLnIssAKfPRns5j5RYRTAAeiGQdtuIZGATMC/+kUQWjBzhpiJICKhqiBvuhiZGrN9nLRbAptd6eFUugSY6SGAYSf3RefaynA0zNYuQphRYO5c6CbEMZWSiH7Fzf3T53HPLgL5s/HH1mX+Gtez0PfSXD0c30FoHL/KgYNJQAHiMZN6g//8A/59//+37NlyxZqtRq+7zfbep0+fZpf+ZVf4f3vf/+N2VZrlTiOw/z8fMey9YwBLBaLTE9Pc/jw4VV1UrkeWcDnz5/nzJkzHD58mFwuIQugjfUSbi+lMjDLQYYe2hffhz77CFL30XdUkhMY6oTVPHqmCETxdga94k8ClsCdy2BNlpudNSpXtqLnFjFsH3F0CFFyEFFEZAZoZvtnW0bPA1Twq2PoqV5XbFA2SW9fSJ5jycRYohuLMJO/h0KXaJU05uR5SHWuS/ngztik919N3BfTAVqC1BytYlJFViG4lEELJPpQpdktpYGsGogEqyeA9AXh1VYsq1+00U0fYUTIwEdO7EXMnIpXBsmt5Opnhu9mMQHtgR9Dv/f7krfKjULgIWWEEF1u6DWUzFJWQ8WNihKAA0TjAVmpVJifn8f3fYIgQNO0gS390uB6uYCllMzPz1Mul3nZy152TaHVj/XOAr5w4QKnT5/mnnvuueacrqcF0D/xdcTsSbTxmxBbb0HkJ9d8nH6sq4gtX4Urx9Ef+y1EVEZmfPSJypJR0TIQCMpA3erX57eTLKYI9QiR9tHrteyCsk4wNUL4TBpruBEnF383hbbEjzDDSVzsL6Rx8slWr/BcHjOd7BKVvkAfSo79i0oGWlIwYWN9lPy4kL6AdDFxndCARR1tvJKY3ast8ZGGV7NxK7zmBARhzUS3fUAyX6rRCMLwy/PELVCS8c9cwPyBf4F+7xv6HxDQbr4Xef5ZxO7bO5YrC6BiEFECcIBo3KDuv/9+fuqnfoqJiQk0TcM0Tc6fP8+nP/1pbNvm1a9+dcf2g0A/AbgW0dCoqbe4uMjQ0NCqxV9jLuuVBHLx4kVOnjzJPffcsyxr5PWKAQwf/gTisb/AsNsK+kYCKWykniEavRX9DT+HZi6vN/B6I6Uk/OLvos09hhZVEGEFohqCCCJiq5sGTNbQM25/l2+dcNFBz1WRgQ52kLi5lBBiEfo+9kQZf9HGOzNMcDVNbnQWhnv3qZVtzN7FRIEALVmQdSREtM+xaKJFIGXyD76gkMJMqtEHyPN5tOFkt7GM6Ht9vOks9vZkASgDgS5DNKt3vtIzEEsowNA9iH7rIbSxbTw3s8iOO49gXjgGz38agGEzahodzbCKi913koFh88WrEu3v/m7pVoDpSZxn/wFjcl9HW8BGDKBCMUgoAThANG5Q999/P/fff3/P+gceeIB3vOMdTE/HxVEHqRNIvxhAKeWqzrPRR3dmZobdu3ezuJj8YFwu65UEcunSJV544QXuuecehoaGVrRv93xWSmMfKSXRX/8K8sLj6FZXqy9NQlQjKocY3tcJP/4O+IH/hDaW3CFlJcdeUSu8+YuEn/llNO8cRqpNfIi4B6+wDNBdxLZFhNWn/Egbkauj5aswnwLPQApJGOiIySr6cMuiFpZG8WsBuiWpPL6F9GgRc7TA3MkRGE0u16Knki2A3mwWY2uvsAqrBuZEn9IvM6NY+SKB1efz1TN0xP7VkZ6GFklENlkchuhEYZ/HRdT/uxScyWEYfRI0CjYRop8hFf3Q/wdz5OUAzHzpS+zYfjPGwUOEJz6LpnmIxSnIjEBlHiEjSDlQ7e0+ApC67wFe8+B3L6uP9NClq1z++y8gNb3ZR1rTNHzf5/jx4x2CsdEu0LIsTNMcqB/VisFHCcABJAgCFhYWkFLi+z6u62LbNpcvX6ZUKvGZz3yGN7/5zQPl1kiyADYESxRFK4p1lFLy7LPPMj8/z5EjR1hYWGBhYWFN81sPF/DCwgIzMzMcOnRo2eKv37FXbQF0S8j/9U5EZRYZBIiEO0gQDWOYsXDRwwWiP/1Jwtf8DPrtr13xMVcz5/BbnyT61h9gmFX0VKf4kFIifR0papCvYS5D/AHga1C04lp9gJACXY9g1ia4nIaMgbalQPmchanp2GMuzmRc7Hjx5DhaH99y6GloTnL8WliycPLzPcu9uTROttA7xbkUYcVAGwvRcn3Oy0j+IRNd3gZRDSNhmlJKtJQP5d4xZUR/i2KgYToeYdVKPHtREZBUvw+QDKMNv6xzDpqGZpgE+74DzvwtIGBoG1Tia6Tn0oR9BKB933egL7MtoKzdy+2XnifYfrB5/5ydneXixYtYlnXNPtLdVsXR0VH27NlzzeMqFC82SgAOEA1L17e+9S3+zb/5N4yNjeG6LmEYMj8/z7PPPgvQdGUOivUP+lsAYWUCMIoinnnmGYrFIvfeey+2bVMoFNYcS7hWF7DrupRKJe65554VZyCvVwxgqnKFrX/3n5BoEPgYTq8gcGsjWF0iQxMB8sv/heDicYzv/slVHXs531XpVog+9R+RM89ipgKSTjmsWRhZH7fkUH1hO8OvegG9Tyxdc59KHk1UkYs2MhUh6BxYt0LwQ8rHtzB8U2+XinAuAyRf/6Caxt6RXKhYhlozgaSdfkkc3vk8WhQQBRaa01uPrzadwUmwHMoQtHKFyOrzOBACISRaptcd7U0PY29ZSN5vegg9vUhQShZdQtMRTp8foOlX0h402O6CNb77HYQf+zs0LUSGYdPpq6VskmSvvucW9C07ko+TNC8njdBEsy1gLpdDSsn09DS33HJL4j79+kh7njewmfOKlz5KAA4QDQE4NzfHI4880rNe13Ve8YpX8IM/+IPA4MUANnogN2ic33JvwFEU8dRTT1GtVjly5AhWPZNyPQpKr0WETU1NUSqV2Lp1a0ctx5Ww1vnL5/+BO058jFBzMEWZICEhwKsN94i/BkKAfvKzBFefR/vBX0NzMonbrZbo9KPIz/0aBDV0OwRNohmdciAij5FeIIrAK6bAMyl89QC5V5zCHE22wslQQFBFzqWRSEQg+mYuBAk6sjqVw3I83GqyCHK9PJnM+d7zCQUkiL+wpmNN9oo7v5DFzlWwHJ/aQg57W+82QcmBBAEYnh3CNEOiTK/IllIibRk3ORlJaAtX6WPBc3V0Ec8h6WpJ30DTPUj12d/5tp55NASgZqcIdrwCLn8N5i/EmSYyQtjJjzPr5a9JXL4UIjeOrFUQTpyFfC1vSb8+0o11CsWNiBKAA0TjBrl161buuOMOdu3ahaZpWJZFOp1m7969fO/3fi/3339/Mzu4fb+XMtdyAV+LMAw5fvw4nudx+PBhTLMVlr8e5WRWawG8cuUKJ06cYGhoqNnXeaUsd/61Zx9Hd2yMmw52fCfkwx9HPv5nBJqDJcqEro7hdLpW/bKFaScnArSjF08S/c934d36fWhDo4ihScTIFsiNoy1hpe0noKPyIv7/+TBm4RuAjjAjdCcgdA20Nvdu6OkYzjyBtKAm8Cs2GrEQWXz4IEPf/gzGUK/7MJhLoXs6RBrVYp7M+Fzi/PyaTmqyV/xWL42Qsn20PqKxmjwc/mwm0dLnz2Wwd/W6f93TOUSoYe+YIXB1kuSmkUq2dIqqjdRd9AS3Mlqsr6KKidZlKY3dv8mxiP7pHMZk/H1IsmIGVzIYuovoMyeWEIAAxkPvIvr9hxFeBcZ2wdw5NLNXaIlUBvOulycfYwm0se1Ec5c6BKAqA6MYNJQAHCAaN5ojR47w5JNPLrmtYQzWR+84To8LWAixLOEVhiFPPPEEURRx+PDhnmuzXhbAlQrAq1ev8swzz3DnnXdy9erVVc+hWzw15tKwaoTlEpU//B302cdBkwRSIPU0ZMaw7Bm0YBpppDBl/WEvOx9oftnCsK8dSxcGOmhpomoZ/Yn/1VwuqWfPSo2QLNr4brRX/TDGnjs69m8/hygM8P/6/0v47D9gpUtEmkYUgjPiI6WBZrfclaGvods+UaShiYAocHAXMqQamamBpPCPdzL0wBMYbW7OqGagCwlu/H3wSjqZ8eRzK18dZvSuix3L3EUbo94uThjJ10f2y1ot2oiEVmzovd8hdzpDbtscfjGOC41k75hBxcCeSHALnxwhZdUI/AyG3ingpZTNVm+Ra6DRKda8qxnsrQkWxbKOPdyKCxSphO99UY8zolO9olsae8HY2rGsW4BpuRGC8UPoc0fBjjPhtYT6jebhVyJWmYUurFYNwkYMokIxSAyWClAAsaC5cOECYRg241Bc18V1XYIgIAxDXNelXC4zNDTEQw89tNFTXjNJMYBwbeEVBAGPP/44QggOHTqUKIzXwwK4Uhfw9PQ0Tz/9NHfeeSfj4+NMT08vPwmiVsP/h89hHn4F+sTkkseuffXz1L7wZ1hGAU1v9DuViKiIyQxaGBGGAl2P67gFrtFh/fPLVhwDtwSBp8Wxd7aHX/YxUoJux6CUgkikMWQRZp5Cfup9ePYY3PodGK98c8fD3/vqXxF+/U8hqGGm45pwyAB7OBYo3qKJPRKLpygQ6EZYz/wNCOczRGFcpDm1tc3i5QUUvnw7I9/1DJodjxOVTMSi05RoutO/Rl6C5qJybgynbsXTzORr1K+HrZCgDXe6XCO/j/v3Qh5peWTG4vNJymr25vKkd/aaG+WsAyNlamWNnj4ygmZdRBn2ip+oYgEJAvBcHmtLyxqqZXvno2sRoasj9ISahF3WP0iuWKD/Pz+B/F8/AdVC/BmJ3mtp3ffa3vGXSyqLDAOEbgxUwpxC0UAJwAHkhRde4LbbbiOVSuG6blO8JFnDbrrpJk6fPr0R01xXklzAsLTr1fd9jh07hmma3HXXXX0TRdajoPRKBODMzAxPPfUUd9xxB+Pj4805XGt/KSXu//0r/Ee+hKkt4n/z07jWKJndt1O77Z7ObYuLlH7v14mmz2M5flP8xZONsHI1hC4JAw3NCBGibgkSFtT7rvoVE90KEwv8AvhVAynSGEYR4XiEXuxW17oe1BEWoQ+G2RITQoDwZuGJPyd84lNM5vYyP3Ir1b/7EJq/gIgkuh0idIkQEj3jIYRERhpGNhYVUSji4sWOjq4vEhRTgKA6l0czEz5rH+b/7hZGHnqGqJqCBbsp0KII0qPJLu7afJr0ZKf7NPRNhBfXCwTqxYs7CTw9URhGocB0fLSxTgHoFiZwtlzunHIhR27HLMXTEzAWi0M93XssPd1badC9nCU1HF9zPdMpxNqtfwAywYWdFBMYLhrYoy2RKiMQTucPM+npGDmPSBsnSUAmxf9BbyydProNN38L+vyzCDvTY6FcafJHN0I3msdWAlAxiCgBOIA0khfS6TSpVArDMPA8j4WFBdLpNHv27CEIAnzf57bbbtvg2a4P/SyA/YST53kcO3YMx3G48847rxngvVYX8HJF5OzsLMePH+f2229nYmKiufxaAtJ95GH8z/8lolbANIO6tUSie7MMv/AV8s99lcqXd6N/23cRlRbQHv5LooBYaBiteQkjwMy4CA0CV0cYAk2vd7Oomlip2LXnB0PoZilR/IWhRVAWmGkPIYpEUif0NaQEq0uc+J6FbkQYfSxkAJG0MOcusmXmDJqQSFlvW2YFcbKHHTQFbBCkMZ0iUkqCmoVmhRhGhcA1wY9vd7WCg+70Ua2BzvTfvYzsTVOknJYVq1rIkN2aECMHVGZyjL/sbMeyqae2M2K2BEmSAKzMZeMC1N1TKA0TBaB3xc75tbCn14WcG4LUNJk2AWqMdJZlkRGYmV7rX3g+jxgpISOBtbUrflHQ2emkq12bN5PCGk9ICrmYRdvSEsqRbyP0rjIx5q0IcRIxNIHkXOdcMcDpjNlrfO+TYumMB9+F/OR7YWQneJ3XcjXJH920175UsXyKQUMJwAFkcnKSD33oQ+RyOXRdxzRN5ufn+cxnPsOjjz7Kz/7sz7JvX9xkfS3dLW4k+lkAk9y3ruty9OhRstkst99++zV/2b9YLuCG+LvtttuYnOxsqdZvDv6pF/D+4veRizPoRgh68oNK0yRy4Sz+p/8AK+MSRTqG7aO3iT/N9jBSPkLErlMpNcz2Qs91K6Af5NGjMl3tUglcHSKBbvlY9STf0NeIQg3dioi8znm5ZQvT9pM7akQQhFnwPXTTRdYMdFvGMXOOg2EWgChO+qi7PKUETYstSl7RQXcCrFyNKATZVoqkVhnDMPsUJwZkxe0QfwB+bYk4sq7rEIUCfyGFmKi7kgMNMyE+zSumcG7qFWbBghmbHNsIPZ301s5tg9kUTvYqxXOj5HfEtfBC3+wpEh2URjC76gn6CzapfLydW0zh7GyJtm7rH9BTAiZYdHoEYLCYxd7SaUkUQzuB5zqXhXHMnkyKQ7buBK3TGb2UANR3HMBN3YSIJATtcYerS/7oh7IAKgYRJQAHkEwmw0//9E/3LH/3u99NLpfjW9/6Fv/iX/yLDZjZ9WMpC2C7cKrVahw9epShoSFuu+22Zf2qXy8L4FJjzM3Ncfz4cQ4ePMiWLVt61ncLQCkl1T/+PTh5FOG7scAKNHSzX4kSDRlpmCmXKLIRVtgm/iR62m26c2UkibQsVqYlgmqFFM5QFd9NoYtO8ecHWUTooRudIiH0tLrQDHCLDnY2/nxkBF7Fxkr3CnYpNQIvjYhcDLMKFnh+BsOuxK3dPAPLWYgtVIaF0VbvLqxaGFkXv2qjZyRWphZbAgsZRJvM9Ar1mnbpnsPH4yRI0n4xfMWZLc2Czw1K50cZauu3GwbJoQWRZ+CM9cb0iRBkrjOPtzo/Qmb7dOf+0ynERLHDCusuOjjbOwVgbdbE7OoY6L0whjUUHzvomV9nCZoo1BH5TsFs5BP+1uRNCJ7tXKj3XmRRrYtNI+Fvr0/8H/Qvp2K89h3Iz/8n4pbKsY10LckfSagsYMUgogTggHLlyhXCMMT3fTzPw/d9Tp06BcAnP/lJPvrRjxIEAbquD8QNajkCsFKpcOzYMcbGxrjllluWfd7rZQHsN8b8/DxPPvkkt9xyC1u3bk3cpt2CGFXKuB/7NaiU0GQNYUqC0MQwe92MUkLgmkjbxBIlpNQQmovZbM8VYWRd9LaSI37Nxs51WsCEHlFbTGHaQaPsGkGUJ6q6WOlyz50kCgQYJobwCGomVqYGCGQk8Ktmj/gLA42waqFbAYZebbof/TCDrpXj8wgc7FwJoUlCX8PJdoknIySoGGiWh5mJx3dncuhtuqG6kAKpIRwb6BVfQGL9vdRI8rbz53PseW2n+9ebz5Bps5xGCQkUAJqhYw13irUoFBgpD1/rKmnUFYMXzKRwxooEFYvs1oXWcrc31s9IdyWT1HQcpyVQtUzbsSTQ9SMiqKQwhlsWQn/ewerq/uHP5bF5PuEkTWj72ktstHLs9pV6wvc1QQA2/m76/b3qN9+D/7WtoFVADyCM1pb8kYDKAlYMIkoADiC1Wo1XvvKVWJaF7/vNrN+pqbjjwJ133gkMVimYRiHo7lidhuWtXC5z9OhRtmzZwv79+1cketfSU7hBPxfwwsICTzzxBAcOHGDbtm3X3D84exL/D/8r+G4cN6eBGwxh6b016KJAxNYbITFEGWGb4HuY9cQEKULMbKcb2C3bOPlOwVAtpNG0EMMKECKiupDGcGTc7i3BihZFFpIATXhIGYtQIURsEQx1zFTrwR+4OpFvYlh+x3KAaslBaB66I5ibHSU7voi0LTzfJjfS2T1j/vIImdESuhVgZj28BYfa7DZMZx7aspars7EprDIvyPSpRa1ZndauSiFFZrI3AcT3DKTsFPXlKzm0sOs7oiVbAA1H9KyqTA2RtjzC0dayKBDYowsd28nZFGK8iD+fatbbA4iiTpHiLTqktnTOvfrsBNlMLOCkpCNjVyKhy10dFvWOB0Uwn8Ic6XT16mxD8ELPOUpNdiXn7kPIetKZ1il+pciAfXfvGEu4gBuIwz+AfPpTaFkfMbx1TckfSSgXsGIQGRwFoGii6zqnT5/usH5pmkY+n2fnzp28973v3eAZrj+NHp++7zeTYCA+70qlwokTJ9i+fTv79u1bsYhr7yiyWgGYlARSKBR4/PHH2b9/P9u3b7/m/tmnH8U7/lU04aPVrTSVxRSpXK/482tG06qnWz6aHiH9ALMuhiIi7LyPprVcm27Z6hF/UoIMBFpK4hYdDCvAySV3zQDwqiaaHjZd0aHMYzpF/KqB0CRGXXwGQYqoFmHYQWJ5lSjS8FyL3EiRmcujWOkaMoyoVQxyo1d7z9fTKcsRrFKR8oUJNBkRhSFal+uyUp0Eojhesg+G01XvrmqToVcATj27neyuzmvvTudwHBfa3MiB6C3gHQYCoSW00pvL4Ez4GPnWuO50Fmdn6703N4xTz0juKe7cVTzancli5VtiTYZgidZxvZKDvaPNupnwROgWlVpXIo83NYxjnezdMV7b8U4ErR7WUix0Otudl5PUXHo5AtC46wH8k19GyyxirrP1rzGHQfCUKBTtKAE4gJimydve9jZM08RxHFKpFLZtMzk5yf33388rXvGKjZ7iutNoweS6bocADMOQM2fOsGfPnlU3ZG/PBFwt3RbAQqHAsWPH2L9/Pzt2LG2tkFKS/9yf41w8gW62yq5Uiw6pXKclJgwEnpsllS7Vy4wE6FZI6OtY6XpfUl3g5GodbsXKQob0aK+b0/OGiQKJDENS+f7CD8CrWGhmK7Yw9A10o4xbtjHtuF6fW7LRBBi2h97bNavJfHErIyOXmbk8imbGmcm6GWDlSh0WS4CFK0MEvol3IY9pROhaBALCSKfbaFOe0rCsCH2JJBCrqyRKt/u1QVg1Gd3bKv7sLtpIz0B0ZfxWFmC4S997i2mIEpKWJNSKadLmQmuh7DwJ/2KK1PYy7mwaO9/V/jDV7TruvFb+pa3Y6Zb71vfMZtcQKXutfwCkW2bKsOL01CI0jFFEgkCOB+3cVtTqlkcEiJnOTZ3k+9K1XMANtP0PoBW+tK7JH+1zUBZAxaChBOCA8gd/8Acd79t/wQ7izaxhAWzPBC4UCpRKJcbHx1ct/qBlAYyiqG+twOWM0RCAi4uLPP7449x8883XFH9RuUTtf/wnUoUpdKvNVVuzsdOdMY9ekAY/IJUuUVlMYY+CqdcIvFj8hYFAs0LsfK0pIsPQoDiVI3BNilNDaKk0UdElDHRkqOFFNkOT06SHk1t+NShXRzC0coc4m50aJvANJnbMcfX8ONl8lfQS1sPmfpdHGNlymZnSNoRWxRmqkMpXCCMd3Qgozo1SnnaoFdP4FRspArbtmkPTZjvGmT4/Qn5HK3HCqxqYdeHXLwtYSkkq3xnf5nS9B/DKGdBlR6mWyuVhrASrXkcQXJ2gbENX0kwUQma4RHkx2/Ssy1BgtnXwqFzIk9saC6eoZkKXALTaikdHgSDVVd4lmtahLfFf2G3XQYeklGx9rHWvCEt59HTrmO75EdKZs707NQ/YylyWmGjl+rbmMEJ01jRMSgCB5VvftDsewERf1+SPBlEUDVTIjEIBSgAONFNTU3zmM5/h61//OrVajdtvv52HHnqIl73sZRs9tXWnIQAbiSDz8/M88cQTZDIZhoeH1zT2elkAoyiiWCxy7Ngx9u7dy86dO5fcJzj9PN7//l20sNR0+UJcjFnX/WYmrpRQK6ZwslWEA+XFFMIIsfQSNTdHOlPAqxgIXRIU05SvDhNpGWQlFiCLiyM4Vl3kFIG2anPl2RS1+d3Mnd3CttvPkh7uFUPlygimUWqKK4Ar58fxXANNCsLAYnJHn6a33WMtpskOF1mYHyXQA4a31JAePPf3d5NyPAyjs/C0ARhDtcReu90t0eYvTDT3Na1kARhGoqOtXa1skxrtFb+lqTHstgxev2oitEycudyFZvQKwNA10Mc6r2XlyhDplE/UZkyrzEyQ3n6ldU6zacTOKlGgYXV9FlGgYU62xFlteoT0ttZ1r5wcJZPrtNSZ9fhBKWVP8kcDPd06z+74SNPOAr0hCABS2Ai50LZkLyKqJ4BYw0BLAEp9C5g3J4+zzAQMIQTGnd9+ze1Ww1qSQJTrWHGjogTggFIul/mn//Sf8rWvfa1j+e/+7u/ymc98hiNHjmzQzK4PmqZhGAau6zbr6d1yyy3Mzc2tSwYvsKZxhBCEYcjRo0fZs2cPu3btWnJ778ufJfjSp9B1r6PkiowglGDUXXW+qxOFRtMVXCs7GFlBJlOitJDBzpSZvTBGpKWwZbs4qdf7i8CPjJ4CwwBBoBH4Orod4tdszj12gNRQmW13nMGqxxJWayNYRrFZyLm0kObquQk0PWLHnqs97tqlCAONINCoVTPohoemR8xfncC7YKMhMBNKsdSqJhPbe0WXWzF7ikuXZobQiAWzYSW3desuAVMtphMFoPADJg+33L9XntuOExnYCcYnPelYkYbR5b5357Kkt8wj2mruuYuCdN197M/kyG+PrZzFC2MM7ei0eLrFFPa2tng/0kCbBW46BWMtAeiVLaztdXGnkWj9k/owuhbXEIw8E72tnqB7epT00KXenRqYY0Bbbb5wFBqFn82u7KE+7l+4MeLvBtFrolAoATig/Of//J/52te+xo4dO6hWq8zPz3PkyBEeffRRfv7nf55PfvKTpNN9CqG9RLFtm9nZWc6ePcttt93Gli1bmJ+fXxcBuNZSMLVajVqtxr59+9i9e3ff7aSUuH/0UeQLj2F0iScpIcTE0GKBUC062CkP04rd3tWSjW75pDNVSoUsUSiZPzeJaQWEZeht9gqVWh7h+SQpwGI529kiDkG1kOXUP95Bfusc6W0VZs4OUZrbjV+1sRyBhcfCQgrTDtm9f6p30CWYuzKCaXtYKQ8v0Jl9YQ85auh6hOzjsq3WLFLZ3li6wsxQTyxfULWxjIAo1HpiA5t0lYCRCU1+S1NDRFJg1gtQR5FAiyBtLpKkosyELiCaFvVY8BrZslbdMhiFkNmx0JrLrIEYr++f0PfWr1q0Vw80Um2JJJdzZLpa2QVhCou69c/uY902J4FY9PnzI9hb4gQc6QustJ28T2O+RmfxQVFrE6dGZ7mapPIvzXVKACoU1wX1jR4wGm7Kv/3bvwXgj//4j/nu7/5upJT87//9v7n33nv5/Oc/T6nUpwbaS5h9+/bxrne9i1tvvbVZTHk9+vg2xlmtC7hcLnPy5El0XV8yFjEqLlL97V9EnPpWj+VMSgh9HV0EhIGgVnJIZd2mQKuWbAzHJz1UpTiXxveH8UvppqtT15OzXiuLDrqV/HAtzaXRRNI5Cxanxjjz9X34s0PYUiPr+Fj1jM9KOUXKDHn+sWSXXhIzl0ax0zWslMfCzBBzz+0kR6157lYfi10UJcdkuhWH9FCn5U43Gpbc/rc9I9d5Lexsr3WxOpNDy7bEzNWTO/CLTl+RYnUlZoShQDdDzLaWbVEI6eEyUSRwtsXCrXRxFKtuJaxeGSE1Hv/N1hZTHbX/mmO0XYvabBp7uC1z+MxQT9s+LVffXohE6x+A1Fu1crQ2weeeGcUwe7OxOw/Q+lUhpYEot8UKtpke4u4uS1sAN1p83QgiVKFYb5QAHDAaImVubo5cLsd9993XjI/btWsX+/fvB2KL1CDx8Y9/nKeeeoof//Ef7yimvF4CcLUWwEb9wYmJiSUTSPwXnsX98Pswyhd7WqxBXfyZEZ7nIEMdp62HbLVkYaVdUrka85eHcQtZqLbi4qSUmAkCKorAK5voeh/rWsXp6Ufb2ldg9bHKefVixO5CjrmpocRt2imVs1iOi2n7XDyxi3Aui91mNat4VmKMH8R1i5MwHJ3sWEsALc6NoBOP2R0b2DFe2zn5NYNMV2Z0GAiclEv+5lZcXljWGFoiQ9rOdv6t+eVMbIVsTyC5msdKebjFVLO1XdDWfi643BJf1Sv5xMxk2TZeba5l7vULNtnh3h98Wmqh3vZtie91vVBhKC2MXN365wns3DLEULtoE3sRYesaSb1NFJv7QR/vO8xaunCsF8oCqBhE1Dd6QJmcnMTzPFzXbZZI+eM//mOOHj1KKpXa8BvqevKtb32Ln/qpn2JiYqIntnE92ritdpxKpcLRo0fZtm0bO3bs6Lu/98W/Ifzfv4UukzNtA19HMyL8yMY0XAyrZc2rlm3snEvo65w/vovQNXush4FvdLly6/Mr5Yj0NLpItq55Xm9XieZxa2aPRalBGMTmHUOPOPfEzQR+/9tM4OsEvgW65NRj+7GF7JlrLeofqaLpCa7QQIAWYLYlc8ydbQmMpT5GTbQ+g3Ih0yO0iufH8VwLMxULxdlzY4Q1EzuhC0vj/Lo/j1pluMcK6c7GqbluLRZ6MpKkty0AUDozyvCuVrxfUlYygN5WSFtvS9aonZjoSUTxqybW6GJs+VviKSC1emxpsAtB/KOj+sIEhjXff6fGvm31BkU41rlSaxOkziuXHucGsL7dCCJUoVhvlAAcUO666y5c1+XMmTNN4fH2t7+d5557jp/4iZ9gbGzsGiO8dLj33nt58sknGR4e7mkHtx5t3FYzTqVS4bHHHmPr1q3s27cv0RIZRRGVj38I+bU/7yjI3E4YaAgkMtQwhdchumplC8P2mD07wfzFCbyalWix6+fyLMxkqcyDnlT7jaUFoO8lizI/EMi2unWOHfDU1+7sO87M1AihGzF7age1UnJMqqYnl/UoV9PYTm/839TsEIUujVSZaxVjFmayJVZKSbat5VsU9m4XVmxEWxu7ykwOPeh/Gw393jFKUybYncubpYbqH3Dx0ih2vaSLLLTOv1YYS0xKATDqVsjQ00hvi/sThzWddDrB2j+0Y8nM3yYyFnpSNIqh2/jRG5fep7lvy+Inap1/l1JbaL1eIv4vPubGC0CVBawYRJQAHDAaN5vv/d7vZceOHXzjG99ASsnw8DC7d+/mTW96E+95z3sGKgFECMGePXuwbbujDiBsTAxgtVpttp27+eabm0kk3fsXvvgEV75QYGbqJoqzQwRepyiIQoEMNYRGj1WsWrIoFzLMnduCDI04ozdBsADoqeQ/c69mE/YRh55nIJeIleu339VCpiem0ALOndnXs+3UhXGiQKd4cYyUU8PvIzj9ah9Xc5DB7u6EAVT9YWrderrt2tRk8tzDSGCnWscyu8b2KhbpXJnc3ri2oFdOY9seo336BANEQcJnEkHYVVOuEa8o6lY8vxxbAkunRhne2bL+1WaTEy+kFFijseCqXBppupFLx7dh2L3XSB/Pxta/JcpaSnSIppBSJ6VfiBfmf4j0d/0E0lo6iz0eYLE+Nw1R7//bHLeenSwxwb53yWFuBOubcgErBhGVBTxgNG6UDz30EP/4j//I5OQk+/bt44477uDAgQO8/vWv3+AZXj9s2+6xAK6nAFzOOA3xNzEx0dFzOElAzn/uCYjAnQeXYQpXhjEciWWXSeVKIASagMCDyLAIy7H70vcMvIqDptG0CEYRfQWbEbk9D/pyMYWUoq8bt7SYwXBW/sCruFnsTOegQsDi2WFm8xnG6tarwlyWWjGF7hk4KY8g1PtaKjWSBaBblEzs7I29E76GaGv15tUM7LYYyGo5+XNsLwEThhqZ8c76dotXJtFqEeP5uH5d8dII5ekcuYlC4niQbH21rADXbYmy2kway4qtdOZobLpMNwo4F02oh1GGnkZuW7LrNXRTaGb83Y/qVkcZCpw+7n3E9JLiL57MJEJcohbdjKOdRJJD5t+BrjtE+Vehz/zx0vtH9U4fYg8ibCsXYw0jRL2Ejn0PaL2t8tq5ESyAN4IIVSjWGyUABxTDMMjn85w7d469e/fyHd/xHUCclKDrejMucJDoJwDXIwYwyYLXTa1W4+jRo4yNjXHgwIGOB0Zj/8bDLHI9Ss/PkO169gU1QVDLUg2G0dxeyw3ED8TuuDK3aifGw0UhzXIl7SzODSElcdu0BGZLEyzM67An+Vz77SdDmzChz65BwFPfPMi3P/QYrmcwN7MDK6w2Y9XmZ4Yw+yQjpBN6BTfIjvS6Q3N6lagtSWb23GRHEklSkg10dlybmRph674rHetNqRHUhWTo6aRSZYz80qKg+ysTBoJ0pkot3zonfz6DNVxGSkhtW6R4cZjs7nmKJ8cY3tmq47d4bpyRmzrbp7XGtZruHKeeLVx6egv5hHhBaaQRwRlEoCGX6IksjVHgEpGsxyXmfxT00frrb4clBKDUhxB1K5+IJoCWAJTWEBALwGu5f+HGyQLe6DkoFOuN+kYPKFevXuVf/st/ycGDB9m/fz8f/ehHKRQK/N7v/R6/8Ru/wZUrV649yDL5yEc+wp49e3Ach/vvv59vfvObfbf1fZ9f+ZVf4eabb8ZxHA4dOsRnP/vZdZnH9XYBLzWO67ocPXqU0dFRbrnllh5rQePh0RCRM5/8JpHXf7yw1L9VWWLig2eiJzzMo1BPtPK5FZso0vqWh5kv5dD6iDwgsSgzxNa3WpcIbzCZCnj00bt5/LGbcYJKR7zi4kIWO9t7PCkhk+DmDUOBrodYVue68mKKtOGSb6uxV7zamYnc75y1tnOqVTrjDkszORynQG5PLMAKZyaozOSw7P4CCugpr1Key6EbEam2gsyE8XfDraTQUwFeKf5xJsqdv8+NbP/bdcPSWJ3OYtfLy5gy2bImczsRUQSuBv4SAlZ3kAgs7QJ+mIfcP2+NkX05UixRB9AYab4Utc7vsmwvAr1MAbjR1jflAlYMIuobPWCEYfxA+p3f+R3+4i/+gmw2i5SS973vfVy6dImvfvWrfOADH+DEiRPA2rpbAPzJn/wJ73nPe/ilX/olHnvsMQ4dOsT3fM/3cPVqco2w97///XzsYx/jwx/+ME8//TQ/8RM/wfd///dz9OjRNc0Dki2AL0YSiOu6PPbYYwwPD3Pw4MHEh1V3O7npv3sOkVhjLybsE88nDatH0EURRKGWWOolcb5ViyjSCEMNvY+QK1cNjD4WOSnBTrDKeZ5AC0J0kSxeAfxZnT0jlZ5zqFUcdL1X6AWRjZ5Q8qRYyGIkCN7SXJxNOznZElh+pdPa3e+cdaf13emO/6tMDVNZzOCMlolCsGwPbYnkjwZaujOusTKfRUpIb1loLrPqSRqRiIVRaqJE8YVxhtra59UWUmRHp+lHUL+g7nw8RnVqG6nUbPLGjg2RQCDAH0OKPi5YTYJ5AEMsMu2/CfS2SuKag8z2j92TRrytlAJRPt+5sh7/KLU8WHf0HaM51g0gAG+EOSgU640SgANGQ2BMTcVdGN7xjnfw0EMPsbCwwMzMDK997WsB+gq0lfLBD36Qd77znbz97W/n9ttv57//9/9OOp3m937v9xK3/8QnPsEv/MIv8PrXv559+/bx7ne/m9e//vX81m/91prncr1jAJNcwA3L39DQELfeemvfh0R7Ozl/tkD5XDlRwEDstk3qQAHgeb0ZsZ6fAkTfjhPdFAojCAFhaGAYfSyNFYE9nLiKWs1IFGWLhRwCsPsILAC3j2iKAh2T3mzVoI8QrlYdRELGc+BaBJFJpq0LiNmV6Wr2qV9o193GMoKxtli7KALHcQnqH0nx/BiRr5NKsEz2zr/zcwyqNm7NwnTia7R4eQiznvghdShfzpOaKKJVO69TeWZkyR8M1D9nIx2PFXgjfTet1i5CfV7z1gPM229L3E5SBi2PF04wHzzUuz6/RN9drf49FbsRQVev4EbWuX1/f398+3FuAPG1FgvgRs9doeiHEoADRuNmc/DgQTRN48d//Md5xzveAcQJCkNDsTus0QlkLfFxnufx6KOP8uCDDzaXaZrGgw8+yMMPP5y4T3tdwgapVIqvfvWrq55Hg+spAJMsgJ7ncezYMXK5HLfddtuSN/p2C+D0n/0jUd2FmYTnW5ip5LGGbu0trFyYySCl6OlvK6XsqBnYHN9NI2XsNtQTxNBi2cYMJJ6e7Mqt9cnWLZdjS1Iq4ZgN/ARh69ZrCloJJV1Ct08h6kBDS7h+uhYSyNb8rkzlMfXO65JK9+4npWzW1yvN53DaSr0sXhjHybhkdtUzV30Ddy6hr14CYVdIApHAc1sivjw13FonKriLGYrPj5Pf3pnskZnsX2gawN6iEboWmR2LSLmDnJvco1cKg5R5GYFAAqeC7+GZmZdTCPb2bOt5l/EqJzk1/xBz83E3m/Pnz3P16lUWFhaomP37iTc+ZhFt7V2nxddELtH9o50bwf16I8xBoVhv1Dd6wGh0m/jBH/xBbr/9dj75yU9y9mzcgumb3/wm3/jGN9btWDMzM4Rh2Gy71mDLli1NC2Q33/M938MHP/hBnn/+eaIo4vOf/zx/+Zd/yeXLl9c8H8dxrlsSSPc4nudx9OhRstkst99++zV/5bfHAM5+5RxRqKP1sQAGmQl0rU/rs/nejNMo1Iii3v62gXR6OmgEnoZflmipWCQlWcMuXx3uuw4gSCptQqsDSMbu7wImwYo1PzuEhJ75xyR/dnpKx7A6j+N7OqmUS9RmdbtwbqJn33S6d36hBKM+b7faGdsWeMNUiymy2xYoTeVJD1dIOcniuBuzS9RaVkDQLoKD1ms9VyW1tYJW67wQixdGcFL9M40lAj01D+n9CBFCaQ+CPj968rvRovh7J7P7OHTvK7n//m8jc+uHkKIlTKVIoZl5NC3LnPcAQgjK5TJTU1M8//zzHD16lC9/4xzlYDTxMDU3dsH7pYQahI0i0MuI/4MbwwJ4I8xBoVhvVBbwgBGGIbqu89d//decPHmS//Jf/gue56FpGh/4wAcIw5DJyUluuukm4MV3T/z2b/8273znO5vu0ptvvpm3v/3tfV3GK8GyrJ4kkPWKAWy3JPq+z7Fjx8hkMte0/LXPA6D2wgUWL4QEvlnPpE2IFxzbgpg737M8SJlo853uNFdm0fSIKEEnuSWdVNfzebGyBRBEXgiYaE7vjnPzdeuWTG4X2FdPRxpSA7uPWxnASOpIUs337elmJCS81FwD3Y6wUp0ibHFmCFMDKVviuTyfYTTVKbRtq/e8Ir3V2aQ9GcSrGqTMecqV2LrpzuXwjTSOvrxe2nZbNnIUQjpXZaHUirnLtdUQlHYEtRT57a3YP79isVjYT37Lo/0PYo4iuIywbGRlGHH1ub6bylQW4dXDEXb8SNtE9xFNvBv96m/H760tGPYYMvtD5Msj6LrOwYMHO8eSEnHumzD/5wkHirOztfLFnlVucAUpx3ni8atY1gK2bWNZVvP/9n+NH14bLb5WawHc6HkrFEuhBOCA0cwynZmhWq02274JIbBtG8dxePe7380rXhG7X9bi1hgfH0fX9Z6M4itXrnT0421nYmKCT33qU9RqNWZnZ9m+fTv/4T/8B/bt6y0UvFL6WQDX0wXcEH+pVIrbb799RddP0zTm/+pbcfctvX9dsaCWrIbCnAOzneKllM1jp2tESUIywdo2d8FB16BSjK09ht4rhsrlFDbgaMkxbkl9eT03tkBGUvSx5MU4CVbFapAGkq2h3VY+gKszQ2RSFdJDnW7RWimFma1itFndrFDvGFtKMPRe66rbFouWGW0lkFw8sYMdWxZwRgu4izb5LfOUL1jLunNKCXZbFw63mEbXQrR6Ak1xaojMUOx2rhTSyJzErAVQN0DOnNjGk3/0AMM/8RqG9EVy4fPJx7FHkFxGeGegdgcierL/pPQCRCA1g2ji+zrHGf9x5OLnEbWnkcYQkIXM9yDlU30Tm8TwA4kC0LEqSLkLi87EFYmOZZWo6q9rtqv0PI+FhYXma9d1CYL4czdNs1lC6dixYx0isfv1Ur2214pyASsGESUAB4zGTeree+/ljW98I9u2bUPTNCzLIpfLcd999/Hggw/iOA5BECCEQNO0Vf1StSyLe++9ly984Qu86U1vAuIb5Re+8AV+8id/csl9Hcdhx44d+L7PX/zFX/CWt7xlxcdPGnN+vjN2aj2TQIIgaD6E7rjjjhU/EARQeOwquiHQ+pjRZG4ksW8vxEkC3VipPGFYYfTwOCx0Wg2trqSQ0BdNmehjQCRxEuL1QtcCAUNOsihLKgGzWMghRJxA0Y9azWRoqNdyVluMcBIqikSR7CnzAlD1M0wMXyU93FkDsKF37WwsDD3fYCzVdQ0CPVGgen68XbmQItuWQawHGsVCmolbTzP91A6kr5Mzky2j3bg1i9xYa45+OY1JhJmL9y9dHiKzMy4rUyml0IqQ23KO0Nd57jMv4+yXbye1cxjnrklOFd/F3bVfQQTF3gOZGbD2gnsJcfVc7/o6Eg0RnEIgCIfvbVURbyAMwh2/gn7qraCnkbm3xvstEUIhc/chhYWQrc9JCgOieYTcB10CEGsUIc7jjH4nu9O7+44bRVFTDJ47d45isUg+n8fzPMrlMnNzc03B6HleXBtT15cUiO2vDcNY9j2vvX6nQjFIKAE4YDREyRvf+Ebe+Male3Yabe2oVnuDe8973sOP/diP8bKXvYz77ruPD33oQ5TLZd7+9rcD8KM/+qPs2LGDX//1XwfgG9/4BhcvXuSee+7h4sWL/PIv/zJRFPFzP/dzKz52N/3qAK5HDKCUkqmpKXK5HHfeeeeqrAHp09OUZ3SEJvvH12UmMYkg4TmvdxWGDpwMlm5SBQyza10gcLpcpLNXx9A08CMNQ0ZUwj6dQ6SOBLIJ1jeI+/t2Uy7HiT1LXepS2Wbvzs7s88WSjaNLRKpX3fqeiZUgUDXbxPV1LLMl7qIQnHpWbqbuVr18eVuPyznsc86NWL1aOUO2fvGri1kmt81z8dIYw65ObqLMN//gtRx+8FsYS2Q6N/BqnRnbQZTHZIHM1nqNwrZYSs+zyPjzVOdGOfWVN3D+y3E85Y7vvxNfgKeNEex/P+az/77nOFLXkPoYwp9EeM/0n1B2ByI8gUQQ7v7Xyds4B5Hj70TKOUjHWb5L3hu0FDJ7BFH8emuZMYYQlxAJYZLSyiPRwF46AUTTNBzHwXEcMpkMYRj29RJIKfF9H9d1O6yIjf8XFxc7ljW6evQTif0si8oCqBg0lAAcUMrlMufPnyeKImq1GrVaLfEGOTs7y913381rXvOaVR3nn/2zf8b09DS/+Iu/yNTUFPfccw+f/exnm4kh586d67hx1mo13v/+93Pq1Cmy2Syvf/3r+cQnPsHw8PCaz/l6FYIOgoC5uTk0TVu1+AOwj16h4jkILSKVSrYieX4K2+7t3iBMA2ux0+UpxnYRztRjrYJOa5g0cwjRaQ0tu8NASKFs4ggIEi5LoWhjaeBHoCecputpWAnix/cstGv8fghDvWfMS1fjciWlUkINwDD59iTDkKrfua60kMMwQsJQI1XvqztzeZjRrmSIqE8f4HTdKicyrQzixbOjjIwXSG8tcPHpnYTeGMUrI1QX0+TGEhR6F77XOcfKnCA1CqnxBQCywy1rqB9pnH/0ZmYvfCdbdlSAEpqls+17b+PczKXYDTrxIOHCm9CnPtV5IM1DBIuI6aVv5zI9hPAFWHnI3dl3u2jineBdaO13jR+HMvft0CYAY/fxJUS5NxNZmmmwbgW9N5u97/jX6MLREHOW1VsiKWmsMAwT74VLuaIhTqLrJxJfLFe0QrGeKAE4YDSSQD7xiU/wr/91n1/5Xbzuda9btQAE+Mmf/Mm+Lt8vfelLHe9f85rX8PTTT6/6WEtxPQpBB0HA448/jhCCsbGxVd/coyAkPOOj6Qa+Z2NtG4Zqrzu0MhuRmextb2ZsHSG81JlZ7bsGXn2ZqC50rMscGCM61VnLrlaUOCa4voFjSWRCjODlmWGgX0Qe1FwLy+w17UgpYh/3UsWto14RUSxmSAOIhNIsCdsvlmyEX0Wmu+rkLWTIpDw8z2y6eKuzBmS7hGWCqpVSkm8kY4hWko1l+Xi+w5bbzjHz3Db+6Le/jUMvT1FZzCxLAHYX89YJCCMTM12jdDVHps2F/cxn72HqxE1AwOQPxec9+eABzKEUtHV/C/e9F61wDFE905q/FkAtj1Y5ufSEjCLCEwTj3730dsIEu7MszFICMMp/O/ql/9J2oimk3I7wEgpRm/qys38brKf7VQiBYRgYhkEmk7nm9lEUUS6X+drXvsaBAwcIgqApEEulUocbOskVPTIywt13370uc1co1hslAAeMxo2yYYHbs2cPUkpM00TXdSzLIpVKoWkahmFQLBZ51atetZFTXjeWcgGv5iEShiFPPPEEmqYxOTm5JiFZ+JuHqS7amHaE74GZM6CrtJvUNMqnS2zJLfTsL9KdQXLScuLMWRm7RLValyDxOkXa+YtjOGZ9/pGo75hQkqWeARz1Scv1Ewozu67R1FUiYcy2s+hZomlpIMBMKIkjErT29MwQ2bSLmesUcpFvQMrrEJk5o/fziuzeW54fCayUT3HRYWwiLrdSuDBKJl+hUB6j+PxWzh2/icLMMLM1h22L1xYOAMLqPFYmW6VadRgGyldHSW+J4+MundhRF38AgqkzGVKTHjt+4C6gKwZPTxHc+msYx368FXdnOoipJUrvNEYOziKBaPe7lzX/Btf823H2Iq3tCK9u8dN0CLYDc73b6hHSeeX6Hv860oifBpicnFzSEpnkilbWQMWNjBKAA0bjBvWqV72Kv/qrvyKTyTR/8RqGgZSScrmMbduMjY0RhiFjY2MbPOv1wbZtarVO12p7/b2VPEQa4g/g7rvv5uzZsx3uoJUy9/dP43sWqd3DcKKI5vZa/+TINjgDotprXaoWCnSUXx7fifBjYWCOpTs3FiBnZzoWzc4OMWLVt6+LtKRC1OVSGhuQfQRg5PQ+AEvVXPO1LvqL5CRxqPvx9lZCGzsr3ft5lUopto4X8boerI2YSqNuGSzNZck7vZ9XqdY7v2qgIQTMzOTJT8Sfi1scJjU8i+4UcN00//DJOGbtqS9WOfi2ceAa1jZAs1rXqjibxbQCCkWtfr6tW+/xLxzu2O/swx73/ss95O9o1dds/+7K7EHCvT+Fceq3kEYO/BTawrEl5yJTWxHhKWR6F5jJtfv67ruMv50o9+3os38ab0+E5vZpZahLsA8nrus79gZn4DYE+LWuQZIrWsUNKm5klAAcUCYnJ/kn/+Sf9Cyfn5/nl37pl7j11luX7SJ+qdCvEwis7CEShiFPPvkkURRx6NAhdF1fUzJJsFimfDkCNPyGPq30Fvb1zWGcyd79JRK90OkWdms2wfQCAEbehrbT1kdHkIVOAZhydIgCvECQMuP6g0mJKKFnggCR0EIOoOgGTHRl7JaKrc4uWkLdPohd0LrWKTinF9KY9bRhOyHhRBe9cYERAl2TaLSuR6nkNBNAzGw83tyF8cR51Nze4wR1y2RQTxDxPJ1UukTgGVhjFa6cvINKsSGyBbPuTuDaBdVl1Drf0myO4ZRLVP8KplKxq3n2wjiXnu3MhnUmUoz/kyNLu123/xDR/NfBu4yYvXYPaJkZRQSnibatPNt+Od97mX8V1AUguIjKYvKGzi4Q147V6z7+RmbgNpJGVBawYtBQAnCAKRaLnDp1iqmpKQqFAoZh8OSTT/K7v/u7bNu2jSiKyOVy/NiP/diG32TXgyQXcHsP3uUQRRHHjx8nCALuueeeZqb0WpJJSt98jmo4jNTLeBfLmEM2wk+oRVcx4/67XRolzKexym0Fg3WdoOQTzMciyEiJDgGoDeU7BGCQ3YYTxYMWaxZ2/Zp0l4mBOAM4FoDJD30jIVbPrRgY9a+O3qe7SaXidLRXA5iaHm62Ikp3ddaIIolh9MYa6nVhmh9qCcCrU8OM18c2rHh5dT6HlWCNTBS2ddd4bjhOvjl/Yhu7xosslscIpiwuHb+rY/NH/q/Dt70s8TQ7z8Fvzd8rO5By0eyA0nSOtBPP8/gX7unYZ2h/nu/4+GvJ7mq1mksUYEIQ3PIB9Of+X8Slb117MmYRQp1o6w9de9sErnVvkNn7kMJESB+khnCTe41H6VtXfOyNvjdttAVSobheKAE4oBSLRX7hF36Bj3zkIz3rNE3j8uXL/PRP/zS7du3ix37sx4ii6CUfr3ItC+C1iKKIJ598Et/3O8Qf0CxGuxqKJ2apXSohtqaILnpYowlF74DyZY/cbgu6jIPpraMEJ9tcxhO7MEOboB5y1d3PV+iiw4Fb1VrxWK6vY9d9ySm7U5A1MoCBxD67AHkrQVQ1EkAAo48ArIUZRoc7C4YXi2kauaBpp1OMep6FZXUGSc7OZ7BtHylhpK1Yc61iQ10AWk588SJPB7t3rnqChdJ0PKpVg8ltcdJMVI0tVCURMf/0borPl7GHLNxCfHEqJRvPd7CuUQ+wo4h13bpoZGsULoyQ3jlDpZjnzGP7m5tsecUkD/yPB7CHei1kiQLIGiGa+GcYp69tjdSCi8jhu+L4vBWyLAGmp5GZI4jSNyBMJW4ihQmp/v2Dlzr+RruAX+o/jhWKJNTPmgGjIVLOnz/PRz7yEXK5HAcPHuSOO+7g3nvv5Z577kHTNIaHh3nooYf4gR/4AWAwWhYldQJpuG6uJQAblj/P8zh06FCH+IPVWwAj16d4OrYsiXQ8ppXrfQhLO0X1chkzwRWqdX02fpRFBi3BpHW3bCt1xhDG7uc6bZkVmXTntbo8PdJ8bSQIQF8K8l11+WpVoyOx1uzTBq4SOuRyXaVqvFiJRhLSXQWbpeXQTaGcJ+141DwDy27Nw66LOikF2dESYaBh9amzmCRQM9kqV68Oo+uSUsFhx7Z5fF9jdk5nqvoaiCRbDnbOb/pyPnH8duy2OoxW/bo4I2VkvTzM1IX7kfWyNHu/fw/f+QffkSj+lkJuuZ9o1+uX3sYegbBMsPNdKxq7uf8yBZDMvwqpZejTQAac7WAd7LOyPw0X7EahLICKQUVZAAeUxg3z0KFD/Mmf/AnVapV8Ps/Zs2d58MEHmZiY4LOf/Wyzc8Yg3OCSXMBw7WLQURTx1FNPUavVOHz4MKZp9myz2nIy5WOnKZ2NLVmykbSRArpK/YVDW0FGGPRalcL5lklQApXzpY66f7rXEnzCsojaEkBCZ4TqMwvN90OjJnIxFkHZTOexmj2AIbHQcSE0GNM7hVWhkO14n9QlBGCxJjDN1vULI2hUcnHDhHIvFch1aSHfdxgfXaTstm5bfqAzkqvWx7HRjYi5y9sT29UlzU9KSW64wtylOBHqwnPb2bdzlrMXR/nWV27j/Fm4f6tBznRp9mgDZq8OsWN3spuzQXsf4HS9O0l6yyKmFlItpjj51GGgxJ0/dQeH/u3dfUXOtSzP4R0/jZh+BFGbTlwvMxMIrQDDSxdf7sdyLd9R/tvRZv8MUey8LlF6H9H2f0a05Q293UeWefyXqgAchB/WisFFCcABo3HDse34YXX77bc34/00TSMMQzKZTPOGlsvlBuYXbpILGJYWb1EU8fTTT1OtVvuKP1h9R5HC45eoXowFWjQTi9OkODmfPLCArHa1ssulCGcXWvMd3YpRsQkutJaJSqvchj4xBldaRXxrzk0gYwEpTB0WY9HnhwK7y5rn+Rka9kErwZI3U5GM5TqXVSqdlrqkbF6AUrlzvKtzWaz6wYKEy+q7Ca5mIbDMkMU2ATi/MIZTn+tiKR5w/kK+r2sj1d0eT4KV9khn4+uSrlsOp2ZyPP7NA0CAf/9WjOcukBrSqBbiec3PLG0BjEKBPRSPWSlmseyAwNexIsiPFfnmp+9n+ozBt33wFdz8g9fug72kkDBzhHf/HMY3/12f9SWi4QeueYx+LFuAOTcT2Xsxph9GoiHHXk24/a3IkZev+tiN4ysXsEKx/igBOKBMTk7yX//rf+Xw4bjkQuMGumXLFn7lV36lKRC7XZ0vZZayACYJQCklzzzzDOVyeUnxB6uzAMogpPhCLP6sySzVy7EVKCm7tVqIHzBapVMAGpMjBGfaOkbow5hDFkFd4xlDKUTQGk9LOx29L8ozrc/XmMwh5+Nt/QSrG/UCMAB2Qru3aoJXNQjMpmiUgNWnfVz30a7MDjfL2iTZDLu7jYQhWFp97LY4vvmrDtvqHTUaQtIt2KSW2cYukDpRpLFl2zxXL4ywdUuBMBQ88vWDzVn/w+dqvOYOnX0vs3nqC/FnOHcNAVirWtj1C1MpDpOhQs11iCrbsFPTHPj5f8uR/duXHKPBsrJwt7ySaOf/g3bhsz3rhJwhuOm3l3Wsfiy7b67zcsId+wi3vwVSO9Z0zOaYL2ELoEJxIzM4T39FB9lslre//e14nseZM2eaFex93+fVr341YRjypS99Cc/z0DSNBx98cKOnvGb6WQCTBGBD/BWLRY4cOXLNNlKrsQCWnzxL8Uzs67UnM00BqPm9nT6KZ0uQEphRp0DRuooJ16Zc7FxrG2OkK+C+TQxGZpryiZagFJkUEK8Xdu8DTbR5hJ0+lrx2pAShaXEQHxCGgqTnpOeLnuSLwM80BWBS0el0l6WuuJjH0ONlHdnLQUsYaHXrnb6EVkg7neI7EpJSaZThySlmLowxfNM0J57bxgvP7mrNvyY5LzLcarcu0Nz00q3MPLf1fYqiLFAhd3Cc1J4yMvNt5JYp/hosRwCFd/yb2BXstjpwSCMDVhbslR2vnZUIMLn9R/t2kXkxjn892OgYRIXieqEE4IBSLBa57bbbSKfTBEFAGIbNX7LVapVarYZpmtRqNUZHR7lw4cK1B73BSSoEDb3iTUrJs88+y+LiIocPH15WD9HVWAAXj12keqEenydaykhUO2ukBdkRwqKPs7uroDMQlVvBgjUnS3i5hltonaOZNWkriYecaz383cw+CFsr27tkDO/udN0uFFJoYesape1eK6XdlbtSrVpoUWufqI8+nimlcLqElx6ZNGx/3aVZwgjyqU4hX/GHsPX4WjjZVnbwUFsco511WZjN9k0ACaNeC6CektSKBuGYYGKkRBTB3/xNr8vy2W8Z3PK6ECdnUCtGzM/kkVHHx9pBex/goZuGiM5cRcsYUJ4nOvTW5J3WipUnvPvfYTzyH5qLZG4COf7qNQ272QXYRrugFYrrhfpWDyi6rnP58mUuXbrE1atXmZubY2ZmhgsXLjA/P8/Q0BCGYZDNZkmlkss2vNRoWAC7LXXtFsCG+FtYWODw4cNNV/i1WKkFUEaSxedaQs+djUWLMAVUOrN0F8JYjKXHuuZi6ARXWgkdFWMIa1e+Q2npduu1NjKMLLcEX2Wx83P15luWs+xk52+/qXoP4AYpp9cCOGR2nv9s1/hSJj+kF8o22XRLqIWhwAxaoq+75EypavVYEt2qjV2vFTg0FAvBmelsR/ZwbrjEpTMJlbTr1AK9pxWwlg7RdY+r53cwlK/y2NGbuZBYRFpwYirFzS+PP6sgMFhcoiVcex9gWY3PXaQFcuR2SG/tu18SK/rebX010Y62Xr+2TrTj7Ss63lqOfz3YaAGmXMCKQUVZAAcUx3H4+Z//eRzHwTRNTNOkUqnwla98hW984xu8+93vZv/+/RiGsWwRdKPTOA/f9zuseg3rnZSS5557jvn5eY4cObKi816pBbD6zHkW67X7tLRB9WL8Wh+yeuLhhDYMVLBSkvYkYHPbGOGly833YUHDHhcdLjZdbwkgfWQIWYwtgJFmUnqhLXtYE9QutayJhhl1HGuhLQM4lGCbXVY5CeNddfUWqzbtErBf+7hKzWb79pZlcn52CNEmKrpb0lU8g+7mhH45xJoIkBKGR2IBPTebZ2u+dRIjE4tcOLEzUbwCuEGC21svk59cZO78Xnytwt/89b2J+wKcOFrjpn86QiOFe346z9BwrzsfYOS2lotYFuIkHd0RRPuvTyHmdsI734OYeRThziHzt4C2tr/vjbYAbvTx12KBVK5jxY2MEoADiqZp/Oqv/mriui1btnD+/Hne9773vcizur40BJ3ruj39OMMw5Pnnn2d2dpYjR47gOL115pZipXUAC0cvNN2/qZ3D+M/EsXh6rleEhMX4z9AwO4WLnnWaYk+ms8iTNaKu8iZ6m4u3vQC0l99HVGu5XeWwjVxs7StEl4u1nGolZSTouNmaYKLrkjXaxrUG7d0PwPdNJtqE0sJ8ZwJFd+3DoCtBpebqmHV9GgoLs16MOvRMGiq2FthMpj00X4c+AtAPO6+9lBI3FAgdhtIzfOUrtzE3n0vct8Gxh8ukx0yqsz5zM0PsOXA5cbvUqAVFiIxhqNXPPbcdhg4sOX4SK7bAWXnCu96L/tgvEU1+14qPl8RmFoAbbYFUKK4XSgAOMLOzswRB0PzneR6FQoFUKsXv/d7v8eEPfxjDMAbmBtcQdUnt4KampqhUKqsSf7ByF3ChrfaelmqJUSNNR9s2dJ1yPcvXiDo7X8i2dnFyZAfkioSzpY5thNsWT9jWLq5aHQJadeGilEV7jzmvq9xM6JuY9WdslPBVWPA1JpyWAJYS7K4IEk3vc30iQcZpO7bXGetod3cy6Tr+5Zkhwnof4aitkHW6TTiWqwZBIMin+lUhhrBr4EDCQtVCXNzJEEW+/JVldKlIWfybE99Fddqj9rUKXH42ebt6y7zI3ELjc5A7X9tPI687cttriA6+A0a+be1jvYQtcOt1/EG4PyoU3SgBOMC84x3voFwuE0VRUwA+//zzzM/Ps3VrHIc0SE3O2y2ADaSU1Go1giDg5S9/+arjHVfiAq4+f5nFF1pxfkG5zU1rhh0CMBreivTjcTWvMzkkvNpym9aKOmLMgostN64wNERlIX5jGM0C0BJB6VRnnGGETrsAdPQQ2gxlhtSaFjyR4DGsdlnlKmUbs+t7o/cxnnV/vUJporXPpSvj1+lyNRcWs6TqSSFCyPrxTYZzLcHs+jB9eRum0f8z0ruyWCqRhm6GVBdDLj13JztvGWXhG8U+e8c88K/3oesa2a0OmXtvIfpMnw1lLEQlOWAa0kOIyTuXHHspVvM3Gu3/0VUfr52NFoAbffyNFqAKxfVCCcABpHHD/Nu//dtEa9jWrVt573vf+5Lv/duNpmkYhtEUgFJKTp06hed57Nq1a03JLiuxABaOnqd6PhYSUgiq51vCLuqy8vnmCFAEAaLcssrp40NE83HsmDQtKifn0HZ2ZisboxmEjAWPMTkOVy/GYw7tIXi6Mxs6LHfO3REt0eUbwxhtBg7D6X3YCU2jvWLfXKX3Wi56vRnYNc/oyPKteRrC77T4ZboyhHOZLpewZ5IbW6zPLT6Pq1dGGG2zKgojYmFuHGeJIiSa0XleHmAbIbbp83j1FUyMLv2Qt3MG971td2vBcP/SKiKKv4ORH/+NabtuW3LspdhoAbTZk0A2+vgKxfVCCcAB5vWvfz2lUolMJoNlWTiOw+TkJPfeey9vfWtcimLQ3BvtxaBPnz7N5cuXGR4eXnPB65VYAAvHW505UjvylM+2XLMmnWKnVq73Bx5z0MK2+n6jefy6AGR8F/L8IvpsZ/84c8huGvW0TKpZALoajAOt7GE0QTjdaWXT2trHec62jnUNK1s7OUun3WQ4XzLIdm0jEsRXqZRGa+sqcmF6qMcNmm6L2QsiSJmdItkUMFTPIjbqLt5qKQVO6xystIu3mMeh00XeOcHO8/IlVGZzfOGrB/E0jQOy0mfHmJf/8E6cXFux8PwW0AyIEsrOhPE8ZDUWgtqu25cc+1pstADczMcftHukQtFACcABpHGz/Mu//MtrbjtoN7ZGKZjTp09z8eJFjhw5wtmzZ1fVx7edxnW61sOodnaawolW9q05moI2AejIzuSL8qX4vTPa6XcVbckerufg7NQIpzp7vRoZHRqHahOPpbOdljhzIgcnW+v1jIkWtkRXNRyhXdyJsFfQ5LqapERBb9cUK6HFXbnkkGsrXD0zn6PdUxxE4LS1pFusWky2xfYtlm2EHjbLt4QiTqgwupJhthz0KJySsNAzhSZhl+UxEuCWLf7hsb1oYoG9t1gMT1osXE1OInnVu27qeC80PRaBCxd7N/brFuBCbNUVu9cmADeazS4AVRawYhBRAnCAkVI2/zXQdZ2TJ09Sq9WQUlKpVLjnnnuWVQz5pYBt25w6dYqxsTEOHz7c7Hu8VjdWQwBGUbSk63zx0XNN9y+A7NJEhteyMkknQ+35+L2V1zoKOocLsctTahqVUwtkDoxRneoaq61US6MAtJ/djvd0pxUsTBm0x/+ZQ51is1JyaBeAkdcrgHJa2/oIUtLoyfq1EwSg65oMT7auh1txyLVdPi/qHKTqd17bKzN5pNYaN2WXCSONkVynldBOB7CQXJKlOe+g87yiCD7zD7chpSCUEN2UZ/+44FsJAnD8sMbEgW6bJ7EbuFsAagZaWCAy8lAtQiqHGN/du+8yuRFcsC9VAbYeKBewYlBR3+oBRgiBpmnouo6u682b6L/6V/+K1772tbzhDW/gFa94BefPn9/gma4fk5OTvPe97+WOO+4gm40f2Cst4ZJE49pd62G8cHy2433pYssaqOUM9DbrWjTUKghstmXYammHcGYhfjOxk7DsNYsJt6PVS7loQ3lkKRZZNW1bz3YVr1OYmdnO332lTsMihtFdl0/DEq1l1YrTkwACkLJ6BWAQGAxnW6LXkp0CL+i6nN2lWoqlTLNMTBjByGiJsj/e0StYOA7CuHars/YEESklswsZHn+utd9Xj8+CO5+0K3veYDA/P0+pVML3/eb3QCTFATrx906aWwDQdt66ZgGz0QJoo4+/0YWglSVPMYgoC+Am5ODBg1iWxfj4OOVyeWA6gXzwgx/k+PHj/OZv/iajo6PN5atp49ZNuwWwH97UPIWnF1rHzZkEs62YP3Oo023qySwNn6Wht7Yzto4QnI2tWT45NNvHPd8pLAE0v15cenQYWU8gKV3qnZ8tHYI2C5+R1trzOSie7xSXltHpKi27Fimz5bqeKSaX0cmYCQkYQiefjudZrulku4ynsuu53h1/GPkGmZHYGhpYFoYuSU1spzp7rrmNPpynVs0BXSbSLtpbxPmR5K++1JmYceGi5DtuThGnabce+LkdBhNHNJ555hk8z2sKAtu22bnosrfrOIFuYwJ+mAVmEWuM/7sRLIAbffzNLEAViuuFEoCbiIYr9CMf+chGT2XdOXHiBL/2a7/G3r172blzZ8c6TdPw/eS4ruWyHAtg4VtnqZxry/gdMmChTdhltXZPLNWF1mujraCzZreEYuVcmdSeYbzTvQWHtfoAmqETAmFqhFqbAG3gXu4UeIZNo5kFvjWCt9h5bTJDnefo+p0Pv8WqSXcTNCkh01XQOYpAaIK0E7trz18ZQet2G6c6F3S7kfM5jS2TPnigj8a3q7DWXX7GpjJzbZFitfUBnltIc/pib8u3Rctm536NCy+0rtl3/fRBPO0Ur3zlKzFNkzAMcV03FoPngXOf7RjDjSQpYGG2zBDwzUtF/C9/Gdu2sW0by7I6/m9/3S+8YKMF0GY+fhRFmGZvzKtC8VJHCcABpFwuE4YhqVSqp9CzEIIwDDuEzFozZG8EDh48yAsvvMBDDz3UUQcQVl7EOYlGvcSlLIDzj890vM8M5SjSstwZKaAeDieB0tk20VdrCUdZiQWTHNuG/2SZ1K7eAntaykK4jUzTeJyatYfuLAhzPEvpTKfAM9osda7V25d2fLugPVk57KoMLRMSQFwJRpd2qQROR5DJXCHLUOcmWF01BzNtNQGD9Di5LQbUYxJF3fAYTC907KOlBe7xzmVJpNrGnltMiOcD/vHYIt9xaLgpAK2Mzn3/fDdf/eapeA5CYBgGhmGQyWSQ5l1E/9A5RnZoBGqnGXYySLvC3d/5BlzPx/M8XNfFdV2q1SoLCwtNIdn4zhqG0SMMFxcXsW2bq1evdix/Ma1Sm10AKhewYhB56T/5FU0a5Qre+c53cvLkSX7gB36ArVu3Mj8/z5vf/OamZWzQ6v81GB4ebmYBt7MeLuBrjePPLHaUfwGIyp3WrI7YuqFxgufrwsbUEOWFeLmuEVyJhWRojwJXCed7ixObY+nm9tH0VQDKs72fqzGagzOFjmXt/YNrXRnAALYVdAhArc0tG0XgSL0nAcSLegX25UWbKGyds1+1e+44VlsiSxDR0ckjymwht82CK/V52yHSGSW61Hk+6Bay1vmZJ5FuG3tmMTnsYXrGQ8+0ruN9P7Kb1FB/64/IjoHpgN9mZa0XVZTFBbSdt5HN5XtK5nQjpcTzvA6R2Hjt+z6+7/Pcc8813wOYptljQUx6bVnWmgTMZhdga3EBK+GouJFRAnAAueWWW/ibv/kbfv7nf765bPfu3ezcuXPga1q11wFssB5JII1x+lkSC4+eo3K2rZOHqVNpKwANYIjWvILUBA0/rDOeotHF19w2Rng5jmWrXHYxh1N4lxd6jmfkLKiBMTkB05eIrAzlE70JDNLoFS9aWymaSrEzAxhAeJ318Ky25IlKKYWR8FBLcrDPFQ1GhlvXy0nIOWu3Ri5WLSaHWm5a10/jZF3CugA0TZcovQ3odIcH/jLcc7pGuq1w9Eyxf9zr5TkXXYcwhFe/e9+1xx7aBjOnm2+FgEjPQLmw7Pi/Rkyhbdvkcp0WX9/3SaVS7N+/H4gFUUMcdgvGQqHQsTwI4nO+luu58do0zR7RstECcKNj8Ab9nqnYvCgBOEA0BMov//Iv8/3f//28733v45lnnmF2dpZ8Pr/R03tRSLIArpcAXMoCePWbnaVA0jvzFF/oFIB62CpdUnNbgXj2qEmjirOeSxFeBpkfwX22QO7OLdSe6xwHwEwJqIGWSRNNg5ve1yw+3I5f7k3M0Nu6kXRnAAtNILzOEivptti52VJyAkhS/2DPsyg78ZwqrkM24W4j2pJfQtOiGZwIVGcj0lurzXwVS68SBiM9Y/iL1/5stVTnvGf7JLIAPPzIPN921yjGaIptt+UJw4TklvZzGN6ObBOAECDNrcA82jrU/+v+0aFpGo7jLKundRiGfcXi/Px8x/swDJtCtF0YBkHQ7KXdvry9ssD15EYQoMqSpxhElAAcMIQQSCk5dOgQn/nMZ7h8+TKFQoHdu+M6ZNfrl+xHPvIR/vN//s9MTU1x6NAhPvzhD3Pffff13f5DH/oQH/3oRzl37hzj4+O8+c1v5td//deX9VBbCtu2qdU6kx6utwWwcGma6Uc7M1D1vAN0CUCvJdCq0y1RYWVEKzawXqw4ym0FZjoKQneMVc/UFTL+f3YqebvKpd7uFo3sYYDFrgxgM2c0rZEA///2zju8rfru2/fRsry3HdtJHGc429l2EsJoIewR4OFhlV0olJEyWjaUTctTRhmhbHhLoEAZZVMCCSMEQshwvB3b8d5b1tZ5/1COItmSp2wp9u++Ll+Jj87R+Um2z/noOz5fmyx5NHd0mbSEeTmPNrzv75Vs16DVOtO1rZ19Gy4AZMdBsT55QRz2snbndklFd2UXsfqDUc1QVRe29l6vR63GUt/P9I8DqEIPFhvKMjR1+I4Ams0ymsQQjvjdjAGfF4CYtF4brDikGNCZkJJ79wgPj+EKELVaTWho6KA6/W02m1ehCNDW1kZLS4truxKVG0wKur/mlsEQaAEmIoCC8YoQgOMQ94tlSkoKKSl9veH8yb/+9S9uuOEGnn32WXJycnj88cc57rjjKCoqIikpqc/+Gzdu5JZbbuGll15i9erVFBcXc/HFFyNJEo8++uiI1uItBayI4pHiLQJoNBrJ/8/30Ms82GHx3E+lU6E60KwhazQYyg7W9WlD7C4BaG921hGaWp3rtdZ796VTyc4onaOtFbtKi6XK2GfEmiYmjO7qvrVx0oGGE4suDmuX57q1vUZ+GDV6ImwHRaJs837JsEt9BbZeVhEd7jy2x9i3kQVAxcH1qdUHh8k5oiehDVdh7zgg7jRqNJgxNXqGLFUxMVjLe9UEejuPW2e1zaqmvKn/iHiTycr8E/o2yHillxegZDci2yKR0mY7p4UcIrg3t7hTUVHh4aspy7JLLPYWjEpzi3vUUZZlr80tvv7fW2wFugZQCEDBeEUIQMGIefTRR7n88su55JJLAHj22Wf5+OOPeemll7jlllv67L9161YOO+wwzjvvPACmTZvGueeey48//jjitej1+lFLAfeOAJrNZnbu3Im+RtVrwi8YazyjUrq4UJdAc8SkINvdurBVTpGkjovC0dEGoWH0lLcSkhaFramv/x+AytKJKjICubODNnUakrXv69MmRkF1ryhkhA7Vgdm1Jk1fca4L9xQsIfER0OBcn8PuvQEEwNAr6mq1Q7hKIjHaGbHr6dGgxdbnuMQk2eVJKFsO/txs2gQip0hwQP9qYsLp0cS61q6gio2HMi+j2HqhCtG4LHg6DCHoo8OxtPhuHFl5djoq9eBEhxSTisfHC4cBh8mCatbyQR0/EMHmwydJElqtFq1W6xKF/R1rtVq9ikWDwUBra6tru/LBTWluUYQhQHV1tWumubtYHAthGGgBKhCMFkIACkaExWJhx44dHg0nKpWKY445hh9++MHrMatXr+af//wnP/30E9nZ2ZSVlfHJJ59wwQUXjHg9Op1uVJtAlOexWq3s2rWLGH04hl4CRJcUjrGX954uRusSIDZ1NK6QH6C2HphvGx+FtaMNR9xk2NdGSEIYRm8CUALJ0IojJRGVsQOZZFxKyR1t3/F+2qiD23psMXg4QgPaMM9IR1RcGMYDTRgGQxhqXzdCyfN5Gg/UCiYcGNlm67ah7X2oBFq3ekRH10HRbDLqCY2xIB94WepoPWZbGKFuaXVVTAzhJ55Kx44N3tfkhkp70IOxpSuMpPRwOn0IwNhJen79myGkbmM8fSexdCJ3RaAaoQG0O4dqDZwkSa5O5N7NLb1RmlvcRaLyYa67u9tlm+Pe3OKtsWWwzS2DRXQBC8YrQgAKRkRzczN2u53k5GSP7cnJyRQWFno95rzzzqO5uZk1a9a40klXXnklt91224jX46sJxF8pYGW9u3btIiwsjEltIeT2SkHqkiL6CEBtuAoO7GY0eP7ZSUanypEORJzM3c7HZUvvuKITTXQYkt2G0WIiHAljhdHrflajl6hg5MFzG7vcHKGV5w7BwwLG/QbW2U/nrFbtea6W7hDMsoxG7ey4DfVyH9RE6JBkpftF5Zp/DNDTaCFiutnVXawJk7C5v6VaLTGXX4FmylQkrcZVO+kLSXNwAXJYLPpQ35e+066bg04/+NStpI8AfSSYukCjA0xgMiKlzBz0c/RHMEQAxwJvzS12u52SkhIWLFjgMa98MM0tynZfzS2+/t+7uUWkgAXjFSEAJzCyLAfEYmHz5s08+OCDPPPMM+Tk5FBaWsr69eu57777uPPOO0f03KGhobS1eUbD/BkBtNls7NmzB41Gw/z58yn/+/d99pOkvu+nNuTg+Q01B5WMOlSDyuSMADo6u0CjxbCvDUmrwlztPf2rjnamxcJUErboDOz5fecEAxjr+wpDTejBMXDdTX1VmUYnewhAh/lgjaDRpPM5PLz3BA+DKQTHgROFpmZAcV8RoY08eEPXxEVDm7O+T9aE0FPdhZx0cP2aEAdS60GxGnX2OWjTpzmfZ1Iilqq+k1Lckdz0XMS0FGx53jt7I+J0HHvZIJs/3IlJg/pCCIlA1sUipU09pOr/fOGaeRygSJav8w+1ucWbv6LZbKa7u9tjuyL23EWh0Wikrq4Os9nsVSwKBIcqQgBOYJTpFiMhISEBtVpNQ0ODx/aGhgYmTfJeRH/nnXdywQUX8Nvf/haAhQsXYjAYuOKKK7j99ttHJEhH0wcQoKqqCpVKxeLFi8Fqp+3nhj77mFv7CjK1yimkLBo95saDwkaf6LyBSaEh2BpbkSdlIFd2ETYzHmul99m2ZkzIKglNRzvd2mlAc5991JF6uuu8CEC3oJ+3BhG11vN9snceFF0Om6bPKDfX69B4Hme1akmd7ozkWOVoek8oAdC6+cJoIkOxHdDt9qhUVFoJW9NBIa8OlZAORPlCjzyK0JWrDj7P5OQBBaBKdXB9Kcun0/pcX2sdgFOuziQ0Yuhjv6SYVOT6QggJQ5bC/Zr+hcCnEgN1fuXvdiTnV5pbwsK89a8fxL25xV0ktrW1YbVaaWpq8hCLsiyjVqt9RhRDQ0NJS+vdIS4QBA9CAI5jenp6qKurIy4ujtjYWI9UjiRJ7Nq1i4KCAo488khSU1P7eSbf6HQ6li1bxqZNm1i3bh3gvGhv2rSJa665xue6eos85ZP0SNNNvrqARyoAZVnGaDQiSRLZ2dloNBrad5RjOGBboqAK1WCs7ju5Q3Wg1s2g8+w+1cVowAraSXHYKquxWMOALjQRWq/mygC6cBWaqERoqaO71nv0T5sUBXV97VEU42WLLh6boW/aVKM+GBmTJQlrq1Mo2WwSam/dHwcI03m+v1OnxpA6CzBDT4v34zRhKpeDtEp/UHRZ1bFETbOB8eDvgkol4QC0s2YRecaZHs+jmzwJA/2j9BfLMoRNTSEtE8yyg47GgyI4NFLDib/LHOCZfKB0AmtDcNh1fvH/UwhkCjhYIoBjkaVwb25xZ//+/UyfPp34+HiPdSnNLb1rFpXmFkmShAAUBDWisGEcooid9957j1mzZvHcc88BByN+ysV8y5YtnH/++Xz66afA8G80N9xwA88//zyvvvoqBQUFXHXVVRgMBldX8IUXXujRJHLKKaewYcMG3nzzTcrLy/nvf//LnXfeySmnnDLilMpoGEHLskxJSQk2m420tDTXDaL1p9o++4ZOjgEvY9FUB+b2Gq2eKSvdAccNlV6LLKkwHKgndHT29e9TiAzXoo4MxxqRhqXJuweeFBLidbsyBs5bBzCASjooCrVxkWB3vm893WH0pwEitL1Sqj0OQnRmZCS69nuXZxr3Jbq9ZaYuDWEJvS5NFjOW0FCiL7kMqdfviC7Ns/7UG9IBpSnLKjRTppJ92mSSpnjanZxwxSwiYvs2zgwG6YAAlDRaZCt+q/8LNMEiAAPdBNNbgCrNLZGRkcTHx5OamkpGRgZz5swhKyuLFStWsGLFigCtWCAYHCICOI7RaJw/3vr6esxmM9XV1QCYTCaio6Ndxda7d+8Ght/td/bZZ9PU1MRdd91FfX09ixcv5rPPPnM1hlRWVnpcQO+44w4kSeKOO+6gpqaGxMRETjnlFB544IERvV4YnSaQ8vJympqaiImJORiptNpp/alv2lEV5iN92OMUdpZONe6dt1rtAWFiMiElpmGvMaGOCMFc2+rtWZzncPSA7MAkpQDe6wRtZu+vVyUf8OWzRtO7A9j5+MHoqToyHGuzM5ppdvRv9xGlc4sc6kIwNZvQYsQRkYSty3szi1p7cI3uFjCGWiOR82WXaYyk0+DoMlC2fAWTvXSS6iYP7NcnOQ6sISIGdWgYy09JY+v7VQefQ6/mlKtnez/2wN9Ev79Dihm0WoLweCT10NPI/RFoARYogkEAiiYQwXhFCMBxjCLwPvzwQ/bu3UtPTw8Oh8NlodDT44wyKcJwJBf7a665xmfKd/PmzR7fazQa7r77bu6+++5hn88X3gSgkgIejsCtrKykpqaGpUuXUlFR4YokdubWYNjX3md/u5e0qjY6BMlqRUbC0eQZidRgArWEraEZa2wmYCJ0agzmUt/TLVSmDuQOO921MT73MTV6tzhRxtE5ZwD3jcy5zwlWhR6MhjlUobjm1fXC6JDRuQXl5Chnqkxrb8MSMgn6uCQeWItbulmxgJH1EZgaDEgz3ERyXAT6tWswdnR6/RlqEuOQdFpki6+kOWB3vi5VjHMiScLkMOJTD0Zj114ynZjkEUyhiU7F6c8jIcVNGf7zeCHQIgwCWwMY6PpHIQAF4xUhAMcxiolqeXk5ZWVlPvfr6Bh4ksKhgq8IIAw9wllbW0t5eTlLliwhPDzco5aw9ce+6V9ZkujxUv+ni3P+HBwxCVDSa66rtRNtcjz2hgZ6qpyCXNVP8EhWS6hUFqxmLaaqdq/7qEK1dNd3482xWRkDZ2jq85DzcXevFbduZqvJ9/tm6iVQ7NookMyoTS10ydPxKQCVdLPmoAWMLSIVSW3D1nQwAqqfORXd0mXw9dden0dSqdCmJmGp8G0ILdmcwlcVe3Ak3cxlcWx+az8arYp1f5jj89jBIGlDICIemRC/N4BA4COAgTx/oMVXoEfRCQSjhRCA4xglApiens7SpUuRZdnlsxUSEoJer8dms7FkyRJgbAqtRxtfXcAwtE/yjY2NlJSUkJWVRVRUlOt5ZFlGtjto2dZXbISmRWLwUu+mi1RDD9hC4gHPzlxVdzvqScnYrUlY9jrFmbWxH0EeqUMbH0u3IQ5vnbUAuuQYaPJed6cydzrr8qq9N49IloO1h4q3ns2mwtLl3TYFnM0U7thkPfp4UDms9DT5jl4p0UZN7EELGIscRfhkk0c0L/qYnAHTsLq05H4FIDbn+6GKTXRtWnJcKrGPFbDsuFQSJof7OnLwxKQCWqTUWSN/LjcmehNIoMXXcCOAgV63QDAQQgCOQ5QLjyIAjzzySF5++eV+jwmGC60/GCgCOBhaWlrIz89nwYIFxMbGurYrEcDu/HoMJX0nb2jjwsCLANSGAj1gNutxF4DamBAkmxkcdmz6BKAJXXIEthbv838BpAg1kg66y33fkKSwELyld6UwNZLDjiUkEXuPd0EnmQ8eZ+92isTurjDo562z9nrQ3KMiNEGHLKno2u87lS0dSMtqosJcFjDGdomISVo44ICjm5xE2LyMPqK+N/3WAapVqKzO1+IuAFNnRTJtQQxn3Di33+ceLM6RcBKSZniNJMHIRBeAilfqeLg2CgS9OfRDPgKfhIeHo1KpXP5XFosFu93u8WWz2YKizsZf+JoFDAyqE7ijo4O9e/cyZ84cEhISPB5TIoAtP1R7PVb2ESRTHzBJNjZ61gfq452pYVtzG8ZGZ8QrctFkJK3vTmhViITDKtNT5lsk2q3ef5bSgTm/vjqANQcEooLtgAWM1dF/dMwueb6vxlYb+hgV9ohUHCbfEzok64GUt+5gzttQbSAk/OAaYo7J9jjGZwSwHwGoCj1Y26eK8/yZ/uaeRaTM6H9E2aCJSYPY4dkpDUSgU8CBItDiayxtaASCsUZEAMchygVzwYIF5OfnExcXB+AxSmm84ssHcDBegF1dXezevZsZM2Z4NbGWJAmbzUbnVu8C0NTo3bpFLVmQtTp6yjyjYbpoNSp9BA47mCrbkXRq4s/Lpj7OQtj7xd7tZLR2jMZIcPhOE5t8zLhVhzpvYkZrNHhxGdS6GSCrIsKwdzmjlXZJT38hQF2o583RUG8iNj0EizqJ3ilvdySL8n44fy6OiASs7SZUNhV2QArREnWkszxhIBGg7ccKRhXqFNqyQ0I9yXNu7/TFsd4OGRZSTOqBcK9/CbQIg4nbBKJcM4QAFIxHxG/1OESWZerr6+nq6iI9PZ3IyEiMRt834vGEtxQwDGwG3dPTw65du5g6dSqTJ0/2uo9KpcK2v4Pu4r4WLZoYPeZ6H3V3VgOOmBRku+eNXBcqo42Pxh7tjBrFHTeP/MoSonJmknbNsd56OFCHODC0+u4SkXQaemq8p11Veuf5ezq9ewTq3CdzxB60fbEa+79MpLrVz8lhkdi6rYSEmDEafXfVShoVksX5O6nMPLaFOiOT9lZndDNyVRbq8MEJKk1CLJLe++tShRx4v8KjUXuxkfEXclw6UuL48P9TCIYUcCDFlz8mkQgEwYqIAI5DampqmDp1KscccwxLly5FrVYTHR3Nn/70p4CnVEYbbxFA6N8M2mQysXPnTlJSUkhPT/f53JIkYdrl3Z9PnxKFucW7J59k7MQSOQ3wHD+mUVuQNCpMjTKSRkXLvFBCQkKYPXs2qrkq7N1m6l/a7PlcagfdJe0+16ibFA2t3sW+Wue8mXf7aMzQhh+80arDnGLKalFjNfhuAAFISdHDAUtEOeJAtFlloKXed+pYG+VmMdN5wGvQGo4+0YGjyymkY449mP4dqAlEkiR0qUmYy6r6PKYK0YDtoAXMaKGK8p5a9wcTuQYv0OcHEQEUjE+EAByHxMTEsG7dOj7//HO+/PJLwHkBmygC0GTq2+HqywzaYrGwa9cu4uPjmTFjRr/vjUqlwryr3etjks77n5KkVUFPFyapb12fRu7BYbLQU2ZElZ2CLUJD1vz5rptN4rrl2Dt6aPr3T65jrLb+/e5U4aH4SruqNTZku0RXlfcOYLWeg97QBwyvu7v6n58KoFUffF9tmnDAiFruprvSd+pSG3kgKudmAWNsdRA5WQ+tEJKRSujMvn56/aVDtZMneReAWpVTAMYlejkq+Al0F3CgBVgwpICHs4bxfJ0VjA/Ex5pxSEREBO+++y5vvfUW2dnZzJo1izVr1gDj/5PsUFLANpuNXbt2ERERwezZswe8YNtrurFVek/zWju8192FxIciAd1VfUWZytGDxREByBizE1i0aJFreovCpIuOIO64LOdrCNNhae9/VJ7D4fvnq1bZsOoTsBu9R/TcJ3PYrQdmBjsGFoCuKRuA1eaM7EmaEGSb75S7Jsz5OjRx0SDLzjF4lV3oo52Px6z1bP4YzM1UN9l7HaCkdb4nUsyhKQBh4jaBBLoGUBGgQswJxiMiAjhOkWWZk046iZNOOgmLxTLiGbuHCooA7B056J0Cttvt7N69m5CQEObNmzeoC7xhR5P3XgiNip6qTi8PgC5GixwShaWkV9RNJRESpaa1xYF1QRyLjsz22aSTetVabF0meirqsdSavZUGujC3eheiABrJgknlO02p1clwYJmyySnq7Hivq3NHth1ck7ETtFFaLHZnJNDnuULVYAZNZBi2VnBETcJutKGRTNhDQ4has2jA8/ZGl+a9E1ilOpDGO0QjgIEk0BG4YKgBHO8fmgUTF/GbPU5xr5nS6XQTSgACWK2eaVJ3AehwONi7dy/g7JQe7AW+52fv4zNCJ0cjW7xHu7ThKmyRfSNTIfF6bGoZc1UXMy87ymXV4w1JJTHlxpMImZuG5CN6B4BahaHGe4QSnGPnDJYo34dr3ARyh/N5rKaB3xvJejACaGyxok/Q0dPVf8e5dMAahwOWN1atc3yco6OdiMOyQKfF4XD0ScH1F5HyGQFUHejkPEQFYKCjcIEWgIFOAQsBKBiviN/scc5ES10oAtCbF6Bi6pqfn4/ZbGbRokWDFsbG6g5Mpd6tV7TRvjtVtSEOrLa+zRCaGDXtXXbCl08lPtN717HH+rVq4s9fjS09wuc+umTfQhRAZzfS0+U7oqdWHfDs02mwdxiwmDXYjQN7J0oHTJZlSaKnzkRonJqehv4bRzRKuvnAFBGjMQR1mBp7azthRy7BbDZjNpuxWCyYTCZXF7vVasVqtWKz2VxelopQ1MTFoArr23ksYUeWQZ2YMuBrCVZEE8jEPL9AMJoIASgYVygC0JsXoN1up6ioiO7ubhYvXtyn3q4/mr+p8GmFZzf7FjtqlZWetr4iyioZ0TiimHbx4YNeg1qvped/ZhCxuG9zBIA6qp96PQl09h5aKvvx5XM4hZwmzhklNHQPXP8HgNHpfyhHxiHbHOgjoKefSCQcNMeWDkRqTU02otL1hMyYTNj0NNRqNSqVylV/VVFRQVhYmNOKx2bDYrG4vtyFoibFW4rbihwahRQVNSgz8GBDNIGICKBAMBqI3+wJTqDTS/6mvwhgQ0MDLS0tLF68eMim2M2b9/t8zFjbz7gz2eR1PnB4nJaIKZPQT4kb9BokSULWSMz482lELpna53EHvqOZ6ggdEjLWZt/Pb+x2+u8Z7AdEmdW3j5/reUM1YHeKOUeos4NDrVd7NbH2OE5ynsPe1Y2s0dFT3UVovJroY7JRqVSo1Wo0Gg0ajYaWlhbq6upYvHgxISEh6HQ6tFqt63F3oahJ9SIAbSakmHhXVNFkMnlEGHtHFZWIYjCJxYkaAQx0E8hIzi8ih4JgRwjACc54u0gpwqG3ADSbzbS3t7NkyRLXjOTBYmropjOv0etjuqRwrG3ebVUAJLUWu7HvOLSo2HAST1sypHVIkuQsig/RMP3PpxK5zNOz0NLu2x5GF6XDqk/CYfItaqLDnKI4MtYp5GyOgUWyQ3dQ6HUeeBtMRt/vh4LkMINGjaO9E3uU0yRbFyERsWqBx37d3d3k5eUxf/58wsMPptJVKpXrSxGCGo2GkKl907wq2YwqLtEjqghOcaOMQ3SPKg4n/TxeCfQHxEA3gQT6/ALBaCK6gMc53d3d2Gw2YmJi+jxWV1dHV1cXCQkJrnFx44HeZtA1NTWYTCamTJnSb7OFL1Q6NbNvO4KWwjpai+oJ6VRhqul0ipbECIx1vgWPTdYBfTtz9VNjCc0YmjGxex2jSqdh+l2nUH7fR3T+XAEqCYOPCSDg9N0zqX2PSwOQbMYD53FGEh2D+HCgjz4opq0W52s1tQ8sAO3GTrSRodBlxuiIAgzoM9M85gJbrVZ2797N1KlTSUoanMmyt5Fwks2EKjZpwHpPdyHn/v/KykqP9HPvqJjyf/d/lf8r4qH390Mh0CJMpICFABSMT4QAHOfcc8891NbWcvPNN5OVleXx2C+//MLjjz/OkUceyR//+EdX+vRQx90Mur6+ntLSUqKjo4c9C1kXG8qkkzIJWZ1IR4GW7NWrcVjtGKs76cxvxlD2E7buvtNHNFE6LMa+f2KSVkX8UbOHvI7eN0KVTkPGnSdT/sDHmPa30L2vb6TRtZZQFUZrFNB3na7nMztT1bYeE3abivD0KDr3dvW7ppBwrUvfSlY9YEbdJeF7JQfOZTNij9Kg6YKWRguySqZA1U7B118TEhKCVqvFaDQiSRJqtZq6ujpCQkJcKWCNRuNVGOhSvQhAq2FQHcDuN3rl/y0tLVRXV5Odne36+3AXh4ogd/+/EqlVtvUWi65Irls0Utne27rI/bhAEGgBFujzBzoFLRCMJkIAjlOUT65vvPEGtbW17Ny5k7feeosFCw6m2FatWsUll1xCUVERV1555bgSgGazmebmZgoLC1m4cCH19fUjTtW5TxNRadWEZ8QSnhFLzJJJ5N/9DR17PNPEIfF6DA2eaVn11FDSb1pC2IyhW5IoNyKHw+GKZql0GjLuOJnKZ7+jdV+Rz2M1epnO5hB8CUBJIyFZnUrO1NqB2awj7bSZdO7d2e+a1HqVSwD2NJrRxYSgCfMW8/RE67AQFhuPtbkZjUFHaGYMC9ed4Eq/VldX093dTXJyMp2dnTQ1NbnSs8rvtiIGFWGofE9YKPQcaHZRq5BsZqS4oY9pM5vN5ObmMnv2bCIiDnZfDzYi5EsoKtjtdo/HvUUVlf3sdjtWq9VDJI4kqjhYJroAEylgwXhGCMBxinKziYqKora2lsLCQn73u9/xyiuvMGvWLCwWC3FxcaxZs4b333+fzs5OEhJGd1bqWBESEoLRaCQvL4958+YRHx9PY2PjiAWgt2kiAKGpkSx99gTKX9jF/lf3INud7702UkPXHmdjhaRRkXHZIjqXyIQk+56RO9D5oW9KUKVVM/nSVTR+U4O53nsaWKOx093Qj0XMgdFsMhIqgwWHJoaUkzMpeGwAAXggqCprdZiaTCSvSSFhfjiG8nbfx4RqkGwWkB3IIeGY6g0kHz8HnU6HTqfDZDLR2trKihUriIyM9DhWlmVXvZ4iFpV6ve7ubiwWC5HRYYQcEIB2jRpZhp37a9B29HgIxd7/d7/Ry7JMbm4uCQkJpKam9vse+GIowsFX+rmtrQ2DwUBYWBg2m821Nm9pZ+VfX1HFQzH9PNEFqEAwmggBOM5Rq9XExMQwf/58vv/+e9avX8+TTz7JjBkzgINRCG/j0w5VEhISuOmmm3jrrbdctWO9J4EMB1/zhAEktYrpv1tKXHYqeX/+BnO9AZskgwxhM6JZeM+RRGbGsWfPnmGvoz8zZE24jszbjiJ3/Ude7WrUaivd1b5r87QRzkuBHKFD6rKgS45BnxBGaGpEv13O6gNzgOXIOJAhdkE8CYclsf//5fo8RhN5QDVaLFgjUwAHsTlOa5uenh727t3L3Llz+4g/cL4HWq0WrVbr0RTiTkteFd11LQDoIsOQQ8JInzffo7Gjo6PDw0IGQKvVugShsl98fDwNDQ0eQnEo9kGDxVv62Wq1UlhYyKxZs4iOdjbmDJR+dscf6edAC7BAR+BGcn4hHAXBjhCA4xy9Xo8sy/z973/n0Ucf5fXXX+e6667jsssuo7W1lR07dgCMm07GgoIC9uzZw9lnn01GRoZre3/ibbD4igC6E7NkEtn/PI3cezbTXt9K8rmzmH/tKlSag80Aw13HQNMwIhYmMemMedT/O7/PYw502E2+/QplrfOxkPgYLF2N6JJjnK9nYWK/AlB1QADadVGAldiF8cQsSkYTFYKt0/uHCkVs2ru6saomoYk0EL0g2TWeLzU1lZSU4Zs269waQdT6ENRxSSQn+26AcTgcHh3Ara2tVFVVkZiYSEdHB01NTa5IoyzLqNVqn1FE9++1Wu2IREBRURFhYWFMmXLQ93Es08+SJLkm6ij/+qOpZSgEWoCKJhDBeEYIwHGKcsEPDQ3FZDIRHR3N3//+d1paWvj000/59NNPXfseeeSRxMbGBmqpfqO2tpa1a9cSHx/P2rVrPR5TjKBHwmBFpAkLXafomRGXQ/rC6cN6Dl/nB+8CULEkmXbFCjp31NFT0ebxuNXuu/4PwC45xZo6NASHA0InO0ezxWQlUvd5ue81HWj3sMp6FAGo0qiIX5lGwxdlXo/RhKlB7bSAMaokYpZNBpVEXu5etFots2bN8nm+weDeCSzp1APW/6lUKvR6PXq9HrPZTH5+PnPmzGHyZM8JLbIsY7Va+1jFmM1murq6aG5udn1vt9uRJGlQQlGn0/URGfX19TQ3N7Ny5cphCSB/pJ8dDge1tbVERER4TT+D95Sz+/9HKhSFABQIRg8hAMc5Go0Gi8VCR0cH06dP54knnuDuu+/mq6++wmq1EhMTww033DDsOqdgIjExkYceeoh//OMfXo2ge88HHiruNiy+bkpGo5Hdu3eTnp5O+rRpfR4fTBTRF74igA6HA7vdjkqlQhuuZe7dR/PL5e8i2w6ex2TU0J8AjIwNBQdIkgqrRUfaKufaY7L6b1aRZKcwsBjVhKaEoU9wjsVLXDPFtwAMkdBERUFrE4aaHjJOWkhlZSXt7e2sXLlyxDdcdwGo0qlRxQ6u4UaWZfbu3UtcXBxpaWl9HpckySXY3JtCvNG7TlH5v9FopL293fW98jupPK+SYm5qamLSpEl0dHRgMplcj43GTG9v6WdwitCOjg5Wr16NTqcbcfrZ/Ry+RGPvNQS6Bi/QAlQgGE2EABynKBetlStXotfriYpyjveaNWsWL774Ip988gkVFRWsXr2aVatWBXKpfkOr1XLBBRfw6quv9hkF548aQHcB5u2moPjWJSYmkp6e3udx5TlGkoruLSAdDgc2m81VG6dSqYicnUj6JcupeP6nAweBob1/4RAapoFucFht2DWhRGU5PxBEzYlHpVXhsHp/7yS78302ttuJXRDv2h6/egqSWnI1xLijDpFRR4ZhNcVhbTOhmhNFaWkRy5cvH7ZVj8fzR4ajiorA0dmNpAYpfnAdwOXl5ZhMJhYtWjTim75iTD2Q76SSfnafUrJ//370ej0Wi4WKigqXgJRl2Wl23U9U0V1EjuQ1WCwWCgsLmTNnjutn4o/0s2K+7f59f56Kiu+i1Wod8/QziAigYHwjBOA4RYkUPPjggx7bZVkmNDSUM888MxDLGhMUGxh3/FEDqNwIvN0U7HY7e/bsISwsjMzMTJ8335Guw11Auou/3mnE9AuX0Lp1P515DWiiQvrtAAZQa5yP27tN6JLjXOtX69REzo6jY6/3GXKKdUxPvYnJJx8UgLoYPdELkmjf3eD1XCqdBlvYJELT9RTWlTJ79mxXo4M/0KUlY+rsRqVhUBHA1tZWysvLyc7OHpUmD1+4p58B9u/fjyRJ5OTkeKxDEUG9O5/NZrNHQ0t/Njm+0s/eflcLCwuJjY3tt3ayv9c0WHylnxWh2NzczOTJk70acLufq7/081DX1Ht9IgIoGK8IAThOqampwWw2ExMTgyzLOBwODzNkZZt7Oma84G4EreDvCKA7siyTl5cHwPz58/t9P0eSAlaOV352vSN/HvupVcy569f8fNHbaKN0dOUa+31etdqZyrW1daGb6Rm9jM1K9CkAsZiQQ8Oxdlo9IoAACYdP9S4AJRsgY7KFYs3QkpSU1KfebqRo05IxFewD7KgGqAG0WCzk5uaSmZnptfN4rOjq6qK0tJRly5b1EaHu6ef+1ujNJkf5v8FgoK2tzbXd/cODuzi0Wq00NzczZ84cOjs7vdrk+Atf6WeAqqoqNBoNU6d6zr3unX6GvuLRV/pZkiSfotHbGkQXsGA8IwTgOEMRdbfffjuvvfYaRx11FDNmzKCxsZHrr7+eo446ynWBHI16omCg9yg4GLnwAs8IoIIsyxQXF9PT08OyZcsGfE9HmgJWIojKGtRqtc9zhk2JYcbVq6j7qACHpf8GGLXKhioyDFuHkbDJnkIuJisJNhZ4PU429eCITQEJYhd4jhNMWDOF0qe2930NkgXMZtprTaiOj2fOnDn9rm04aCc7I1eSRo0U7bvBSfH7i42N9bsIHQp2u529e/eSnp7udWzjYBmMTY77OXsLxZ6eHurq6ggLC6OqqsqnTc5A6eeR0tPTQ3l5OcuXLx+yAOsvquhwOFwCcjAj/ZTIo5K2Hsv0s0Aw2ggBOM5QLlCXXnopZWVlbN68mc2bNwNw+OGHc9RRR2G320clzfX000/zyCOPUF9fz6JFi3jyySfJzs72uu9RRx3Fli1b+mw/8cQT+fjjj0e0DqWb0x1/RgDdn2f//v00NTWxbNkytFqtr0M91qF0VA53DTabzTUNZKBzpp25gI6SDvi2qv91OSyoY8IxNVuJXuoZcYlZ6D2FqgpRI9ls2DURRKRr0UZ61u9FzoxDnxKBqc7TRkZlN2Nu78TSHEb26atH5WaqNIKoI8P7jcSUl5djNBr9Uvc3EkpLS1GpVEyfPn3gnf2EWq0mNDSU0NBQ17bc3Fzi4uJYvHixx++7r/SzwWDwEJGKTY63dPNgbXJkWaawsJDU1NRhlQX0F1V0ZzBNLa2trSQnJ2M2m4fU/WyxWJxNWYO4JggEgUIIwHGGciE64ogj+Oabb3jyySd54403qKurc6VSRuOG+69//YsbbriBZ599lpycHB5//HGOO+44ioqKXGbM7rz77rseUbqWlhYWLVrEWWedNeK1KEa+7vhDACrPo9wc6urq2L9/P0uXLvW4ifaHP1LAdrsdtVo9aBGfdOxseGEgAWhGHarHrgklerFnB2zY5Eh0cXosrZ5pdUXwWW06Yhd6Rv8UEtZMofrtXtFDuxGDVUXknCTCooY3FWUglJnAqn7SpW1tbZSXl7NixYoxrfvrTUtLCzU1NeTk5AQ0stTU1ERzczOrVq3qUz+nCLf+UNLP3oRiV1cXLS0tru392eQodY3p6emuDujRTj97o7a2FpvNxpQpU1xRdm9NLd7Szw888AAdHR0899xzfl+3QOAvhAAc51x77bVce+21ru9Hy1n/0Ucf5fLLL+eSSy4B4Nlnn+Xjjz/mpZde4pZbbumzf1ycp2B48803CQsL84sAHK0mEDgo4FpaWigqKiIrK2tIdWMjSQErBen79u0jLCwMvV7fJ7ISEhLSJ7ISvySe0EmhGOt91wFKNhOSOoyQ1HivUZmYhYk0bvEUkZpw5+XDZFCRcnh8n2MAEtdM7SMALbIRR0gyyatGL9qlCg9FHRuFOsZ7BMm97k/pkA8EFouFvLw8MjMzB0zZjiZWq5X8/HwyMzNdDSlDxT39PJBNjt1u9xlRbGxsRKfTkZub69Ump7/0s7/KWmw2GyUlJcyePXtIUTyHw0F1dTXPPPMMX375pV/WIhCMFkIAjnPc617UavWopLksFgs7duzg1ltvdW1TqVQcc8wx/PDDD4N6jhdffJFzzjnHLzdBvV5Pe3u7xzZ/1ACC83V1d3dTVFTEnDlz+gjZwRw/nHUoTR/z5s1z+ccpN8zW1lbXDVQp7O9jNJylgvp+1mXtQbbr0aV6b5iIyfIiAMPUYAZjS98GEIXY5Smo9BocpgNpbwl04WrMxmjiVk7xeoy/0KYlo/JST6f4/UVHRwe07k+WZQoKCoiKivLqOziWFBcXExkZOWZ+oGq1mrCwsD42OUr38dKlS11/s94aWpSoovs4P282Ob5E40A2ORUVFYSFhQ25C1qSJO6//35OPvlkVq5cOaz3RiAYK4QAHOeMRbNHc3Mzdru9z8UyOTmZwsLCAY//6aef2Lt3Ly+++KJf1qN4qLnjrxQwOG+WGRkZTJo0acjHDicC6N7xGxsb228Et3dkxWQyUVNTg25ZCIYvDL5PYjbQ06bBmpzi3F+nc0UYdTqd1zpATYgK2SJhajITM9d7o4U6REPcilSav610btCriIiOoMekIyx9dKfPaNOSUcX1PUdFRQU9PT3k5OQEtO6vrq6O9vb2PinXsaa5uZnGxsaAr6Ozs5OamhqP6Se9bXJ80dsmx10oDtUmB5y1vYsWLRrya9izZw/vvvsuubm5ogtYEPQIASgIOC+++CILFy702TAyVLx1AftDAFosFmw2GwkJCR7zWYfCUFPRA9m99KZ3ZGXfvn04HA6O/M2RfP7yZ17TwOowNSpZxtZhxp4aTn19fR+rEK1DAxLgtnSbbMEeFoV+chg2yY5K9h5hTjx8qksA6mP0IFkInTK0yOlw0E1ORpOQ4LGtra2NsrIyli9fHtAC/Z6eHgoLC1m4cKFfzK+Hi5L6nTVr1rBTv/5AiYZOmzZtWFkAf9rkdHR0IMsyO3fu9GqT0zuqqPxd6nQ6brvtNq688kpmzJgxkrdDIBgThAAUjJiEhATUajUNDZ6ebw0NDQNGyQwGA2+++Sb33nuv39bjywdwJDWAitGzSqUiNTV12J/uhxoBHIzdiy8aGhrYv38/K1asICQkhCnHT6H4leI++4VEaSFEi8OsYdG6NajUB0WmElG0WCz8kt6EqeJgR6/dYcZACNYkG998843rZtn7JmmdfNCCRhOhwWILI2bV6KZ/AXTTpyBFHKwBVOr+Zs2a5VfT6aHicDjIy8sjJSWFxMTBjakbLUpKSggPDw94Crq6uhqr1co0L+MT/clANjltbW3s3LmTww8/3DVG01tUsbOz0/V9fX09l156qWtmsizLXHjhhUyaNInzzjuPxYsXj+prEgiGixCAghGj0+lYtmwZmzZtYt26dYDzJrdp0yauueaafo99++23MZvN/OY3v/HbevztA6jcsJW00UgYyjrsdvug7V5609HRQV5eHgsXLnRFRKacONWrANSGa9DGRYEq0kP8gWdEMXFpKlUVB4+PjgnH7ghn3lELmfrrDI8bpPJlMBho6mpCSgtBrjFjtBqorTVhMpej39bQp4Gld/3WSBqWdGkHP3woZt3R0dHDjt76i4qKCiwWC5mZmQFdR0tLC/X19QFP/ZrNZkpLS8nKygqoN6ksyxQVFZGRkeH6O+9tk+MNm83G8uXLueyyy8jKymLlypXU1dVRV1eH0di/AbtAEEiEABzn2O126uvrMRgMTJo0qU/HY3d3N83NzSQnJw/aysQbN9xwAxdddBHLly8nOzubxx9/HIPB4OoKvvDCC0lLS+Ohhx7yOO7FF19k3bp1xMd7byIYDr66gIcjABWjZ6PRyNKlS9m1a5dfJnkMhN1uH7Ldi4LJZGL37t1Mnz7dI8LkqxtYE6ZCFa5Hn9B/NCpmYSJV7x4UgCpsmCxhxGbFe/WUU9Jo8fHxRBwXTflLu4hLiiZiehIJ2Us9Iismk4mOjg7XNvfuT18C0f37gYTi/v376e7u9qgvCwQdHR0u65lAih2bzeZK/Y7k794fFBUVER8f79drwHCora3FarX2mTwyEBqNhi1bttDS0sLTTz894g+JAsFYIQTgOEXxo6qoqOCMM87AZDLx9ttvk5WV5bFffn4+t99+O7///e85/fTTvc7bHAxnn302TU1N3HXXXdTX17N48WI+++wzV2NIZWVln5t0UVER3333HV988cXwX6gX/GkDU1FRQUtLi8vo2R+TPAYSkA6HA7vdjkqlQqPRDCkKZrfb2b17N/Hx8aSne450kyTJaxpYqwdJqyVkav8j02KyPAWiJNuwmCWiZnpPp+7btw+j0Uh2djY9mjbKX9qFJkwifGbqgNMuHA6H19TbYIRib4FosVjYt28fS5cuDWjdnzLtY/r06QG1ngGn8XRoaGhAu6DBGYVsaWlh1apVAV2HzWajtLSUOXPmDFmYd3V18cADD/D4448L8Sc4pBACcJzT0dFBbm4uJ554okv81dbW8vLLL3PSSSeh1WrZtGkTU6ZMGZEABLjmmmt8pnyVaSTuzJ492y/efL3x1QTibfxTf9TW1lJVVcXSpUtdBfIjbSYZSEAOtenDHSXNqVKpmDt3rtfX6S0NrNGDwy4TOr3/es2I6TFoIrTYup2iS3JY0MaEotL0XWNjYyOVlZVkZ2ej1WqJmp+ILk6PWisRMW9g0aFSqQaVfuttE+L+1dnZidlsprvbWbf4888/e/WT8xZhHA2vzKKiInQ63ajXuQ1Ea2srtbW1AY+G2u12CgoKmDFjRkAbUMA5ESYsLMyraf1APPHEE0ybNs0vHqYCwVgiBOA4RxErKSkprm379u3jzjvvpKmpibvvvhu9Xk9lZWWgluh3fEUAAVdN3UA0NzdTXFzMokWLPExtR+on2F8kciTiD6CsrIyOjo5+J0p4SwOrNQ5sRohc1H8jgKSSiJ6fQMuPdc4NdgehU/t2XBoMBvLy8pg/f77rvZMkiYTDpqCSDETMSuhzzHDpzyZElmV27dpFaGgoCxcu7DPOTIkudnV1eXwPB+fe9lejGBISMuifUVNTEw0NDUEhuvLz85kxY0YfD76xpqKiAo1GE/CazJ6eHiorK1mxYsWQfzZ1dXX8/e9/59NPPxXzgQWHHEIAjnOUlJe7MbLSrdvZ2UlPTw8mk6lPxOxQxpsAdJ9rOpAA7OzsJC8vj7lz5xIb6+kjN9JuYl8Csrf4G2oaqr6+nv3795Odnd2vrYgkSUw+fgolblFAtdqOOiq0TwOIN2KyEl0CUNbo+hhA22w2du/ezeTJk/v4QiasmYqpom7MBFBlZaWr7k/poh4o0jSQ8fBghGLvCCNAXl4ec+bMCXi9XWlpKTqdbsh1bv7GYDBQUVHB8uXLA+6XV1JS4rU+eiBkWea+++7juOOOY82aNaO0OoFg9BACcJyiXFSVCMz333/Pf/7zH8LCwnjmmWcAZ1r2wQcfBAioLYa/8WUEDQwYvevp6XE1UHibAjBaKeCR2L10dHSQn5/PwoULBxzBBTD1xKl9BKA2YXA//5iFB1NkdlWIhwBUUtAhISFefdDiV6bRrvd/yt8bHR0dlJaWumo3B8tgjYcVoegt/exNKEqSRHl5ObW1tf1GFkezMaS9vZ3q6uqARyFlWaawsJC0tLSAX3daW1tpaWnhsMMOG/KxeXl5/Otf/2L37t0BF7ECwXAQAnCcExMTw69+9Su+/vprl0ULwIoVK9i+fTsbNmwA4Fe/+hXAuLiQDRQB9IXFYmHXrl2kpKT4TEuNRhPISOxeTCYTu3bt6tPx2x+908BaPejTB1f7pEwEUelUyNoQIqYdTAFXVFTQ2dnpMwWtCdcRvzpjUOcZCVarlT179jBjxowBm02Gy2CFYlVVFWVlZSxcuLDPlJbu7m6fo8wGSj8PVSja7Xby8vKYMWNGQGcOgzNa3d3d3achbaxRbF+mT58+5OYNWZa54447uPzyywNu5yMQDBchAMc58fHx3HDDDezcuRObzYZWq+XUU0/luuuu4/LLL8dms7F48WIuuugiYHwLwP7St0rqMjo6ul8Xf39HABW7F6XjdyjY7XZ27dpFQkJCn47fgdbgngZWax3oMwY31i4kTk/Y5EhsRiv65EjX70tLSwvl5eUsX758wBT0aKJEISMiIob0nowGBoOBkpISFi9ePODMaFmW+0QT3SdUuG/rTyj2Tj8rQnHfvn1oNJqAvydWq5Xi4mJmz54d0I5sgJqaGux2+7DS4Zs2bWL79u1s3LhxFFYmEIwNQgBOAE466SQ++OADPvnkE6ZOncoll1yCXq/nk08+oby8nEWLFqHX610zMg91vAlA6L/+Li8vD41G47N7dqDnGCzuItTd7mU4Hb979+5FrVYPuGZvTDnhoABUqSXCMwc/1zgmK5GOvY3o02IAMBqN5ObmMmfOnIDbm1RVVdHZ2RnwNKfD4SA3N5fJkycPKP7A+XvlXjPoi94zb3ubbrsLR0UoajQaTCYTCQkJlJSUeBWOY+VJWFpaSmRkpNfyirHEarVSWlrKvHnzhnzNs9ls3H777dxyyy0kJPivoUkgGGuEAJwAyLLM4YcfzuGHH+6xLSkpiaSkJJcgGQ/iD3wLQG/ROyUNZDabWbp06YDvgT+aQGRZ9kvHb3/p1oFIWJpAaHIoxgYjung9Ku3gBUDMwkQMZS2ETo1z+Q5OmjSJ1NTUIa/Dn3R0dFBSUsKyZcsCOl8XnD8fWZaZOXOmX593KDNvrVYrRqORPXv2kJiYSFRUFGazmfb2dg/h6B5R9GWRo2wfapTanY6ODmprawM+eQScti8RERHDGsW3ceNGurq6WL9+/SisTCAYO4QAHMe0trYSGxvr9WLrvk2SJFpaWvj+++859dRTx3KJo4IiAHt7/nkTb+Xl5bS2trJ8+fJB3dxGGgFUjh+J+Kuvr3fZVgxX6EiSxOQDUcDQpIEbR9yJWZhI3WelRGbGU1BQgFqtDngdlNVqJTc3l+nTp49a3d9gaWtrc3VkB+pDlSIUKysr0Wq1ZGVleV2Lt4iiEkH0JhTVavWgUs+9/5YcDgcFBQVMmzYt4PYzPT09VFVVkZ2dPWQhajAYuO+++/jrX/8acO9CgWCkCAE4TrFareTk5PCnP/2Jo446isjISMLCwlydhopRbm1tLfn5+Xz66ae8/fbb2Gy2QC99xChpNKvV6iGQekcAa2pqqK6uZtmyZYMuAvdXDaAkSWg0mlHv+O2PKSdMYd/rpeinxA68sxtRc+LRxulptjqnOKxcuTKg0WNZlsnPzycsLCzgJstWq5W9e/cyc+bMfiN0Y0FnZ+eAQnSoEcXe1ji9haLFYnE1NLmLQ2WKi16vp7W11SP1PNbRwOLiYlJSUob183nyySdJTU3l3HPPHYWVCQRjixCA4xStVktLSwu/+93vAGfX7+LFi0lOTiYkJITW1lYqKirYsWOHywT6tNNOC+SS/YYi5sxms08B2NTURGlpKYsWLRpSV+RII4DgvJn+9NNP6PX6fjs+NRqNx81R6fidMWPGsFJXvUlYmkDUzEj0U4dWj6XSqghfHOtKtwZ6/FVVVRUdHR0Br/sD57SPsLCwgPvsKXWt06ZN84sQdReK/SHLMjabrU9tYmNjI9HR0dTW1rq2K0JxMJNZev8tDJfW1lba2tqGZftSX1/PY489xocffjhuymUEExshAMcxW7Zs4ZFHHuGHH36goKCA7du399knNTWV008/nbVr13L22WcHYJX+RxEkvb0AFfGmRNHmzp075HThSGoA7XY7Go2GnJwcr5YgLS0tru+V5hD3m2BbWxuhoaFotVpXFEWv1w+7gF+SJNJPSiVkytDEpMlkoj6xk8zMzICnWzs7OykpKWHp0qUBr/urr6+nubk5KIRoeXk5ABkZo2+7445S1qDVal0R6j179pCcnMzChQtd+3kTikoEURnh5y4U3f8W+ks/9ycUHQ4HRUVFZGRkDPl3RZZlHnjgAX79619z5JFHDv8NEgiCCCEAxzELFy7ktddeo6WlhY8++ohffvmFuro6bDYbcXFxTJ8+ncWLF/PrX/96XNWzuEcA3VGpVBiNRtf80eHM/RxuBNDd7iUiIqLfCIIsyx4C0WQysX//fpf3XE1NDSaTqU8B/0Bf3s457exMr7N8feFwOJxNBenJTJ488Ezf0UTx+5s+fXqfiS1jjclkoqCggHnz5gX8b6mrq4uKigpWrFgR8EhVc3MzLS0trF692mO7N6Hojd5C0T39PFihqAjEzs5ObDYbKSkpQ555XlBQwMaNG/nll18CLu4FAn8hySNpaRQIghStVsuOHTs8IiA///wzRqOR1NTUfr3++qOyspLOzk4WLFgw6GOUpo/h2L2A0zqjvr6+z5i3/ixBekdVZFnud76t+82yv/UVFBTQ0dHBihUrxsw6xBuyLJObm4vNZmPJkiUBn2zxyy+/oNfrmT9/fsDWAc7ftZ9++omEhAS/dyAPFbvdzg8//EB6evqoz/tVhKK3ySxmsxmj0UhnZ6erDKR3dH2g1PNZZ53FtGnTePrpp0ftd+3Pf/4z99xzj8e22bNnU1hYOCrnEwhEBHAc097ejt1ud0VH7HY7siy7UpjKhUyr1bJ9+3bKy8s5/fTTA55K8we9rWBsNhsGg4Hw8HCmT58+7OcdahPISDt+6+rqqKqq8trxO5QCfl83Rm9jy3zdELu7u6mvr2fZsmUBjyxVV1fT1tYWFJYilZWVGI1GFi1aFNB1gHMai8PhGNHvuL8oLy9Hq9WOSaTYPaLoraa3qKgIjUbD0qVL+5Rf+CrDqKmp4dprryU2Npbu7m7UajXXXXcdqampHH/88SxZssTvr2P+/Pl8+eWXru9HYrsjEAyE+O0ahyjpjTPOOAONRsPHH388oPh44YUXeOGFF6itrWXSpMGbAgcr7gJQMeVVqVQkJyePSDAMZRTcSMVfR0cHBQUFZGVljajjd7Amw8p8WyW97B49aW5udkVQfvzxR4/nHEojiz/o6uqiuLiYJUuWBPzDSldXl2vmcKBv1t3d3a5pLIEW6AaDgf3797NixYqAC3SDwUB1dbXL9kUxxx6o+ctoNJKVlcVNN93ElClTyM7Opra2lr179zJ//vxREYAajWZcXH8FhwZCAI5DFAFYVlaGyWQiNzfX9Sm2t5WD0WhEq9WSn58P9K2bO1Rx9wIsKCjAarUSFRU1IhNnGFoE0G63D9vuxb3jd6ymDfiab2uxWPjxxx+ZNWsW06ZNG1QExWQyDVi8r3wNpZHFZrOxZ88eMjIyBjVhYzSx2+3s3buX9PT0gDfDKF2/U6ZMITo6OqBrUf7mJk+eHPDJMOC0fUlNTR1yN3RoaCh79+6lqqqKL774YkxmKJeUlJCamoper2fVqlU89NBDAe8oF4xfhAAcxyhGsErX6WAwmUyjvKqxISQkBIvFQllZGR0dHSxbtozS0tIRW7gMtgnEZrN5jOIaCsqM38TExIBf/JXoaVRUlGuOrFqtJiwsrF9D396NLO5fHR0dPidRDFSfmJ+fj16vH/PuVm+UlpaiUqmCIt1aWVmJzWYbdm2rP6mrq6Onp4fFixcHeim0tLTQ3t4+LNuXnp4e7rvvPu67774xEX85OTm88sorzJ49m7q6Ou655x4OP/xw9u7dG3BPScH4RAjAcUxiYiLV1dXExsaiUqlcYkSj0aDVaj3+DQkJob29PeCebv4iJCSElpYWZFlm6dKlri5Yf0QAB3oOu93u8jgbauRPmfGr0WiYM2dOwNNnpaWlmM1mFi1aNKS1DDbVNpjZtu6NLABhYWHs3Llz2I0s/qClpYWampphj+LzJwaDgX379rFs2bKANuaAszO7uLiYuXPnBjwlrti+TJ8+fVilAs888wzx8fH85je/GYXV9eWEE05w/T8rK4ucnBzS09N56623uOyyy8ZkDYKJhRCA4xDlhvTII4/Q0dHhSrEpqUjl395fsiyTlpYW4NX7h7i4ONavX8+2bdtcAsQfJs4DPYfD4XDZvWg0miGLg3379tHV1RXQMWIKDQ0N1NTUkJ2dPWo388E2snR2drJ9+3YyMzPR6/XDbmRRUs4hISFotdphCWyr1UpeXh6ZmZljEhnqD1mWycvLY/LkyQFPQ4MzhRkVFTUsiyV/U1NTgyzLw+pAbmxs5G9/+xv//ve/AyaqY2JiyMzMpLS0NCDnF4x/hAAcx/T23poofPfdd/z000+sX7/eo6B6pGPclOfwFQEczY7fsaa7u5u8vDwWLFgQcJFjs9nIzc1l2rRpA97MHQ6HTxsQ95Flys9pqI0syti5yMjIoPiwVFlZicViCbjlCzhdB+rq6oKiM9tqtbJv3z7mz58/5L9DWZZ56KGHWLNmDUcfffQorXBguru72bdvHxdccEHA1iAY3wgBOEHpLWLcZ9QeytTX13Pqqacybdo05s6d6/GYPwSgrwigu/gbTgrSXx2//sBqtbJ7926mTp0a8EiO0lAQEhIyqFo7lUpFaGgooaGh/e433EYWh8NBd3c36enp1NfXD6uRxV/09PRQWlrKkiVLAp76dTgcFBQUMH369H5rQ8eKsrIyoqKihtVAVVxczGuvvcb27dvH9Hp40003ccopp5Cenk5tbS133303arVazB0WjBpCAE5QvF3YDnXxB5CcnMx//vMf/vznP/cZBadSqbDZbCN6fm8icqSRP6Xjd+bMmWPW8esLpQYxNDQ0KBoKamtraW1t9ft4teE0siiWL3FxcRgMBlpbW4fcyOJrIstQUVK/aWlpAe+GBuc8ZlmWXY1CgUSxfcnJyRny74wsy9x1111ceOGFY27qXV1dzbnnnktLSwuJiYmsWbOGbdu2+WXut0DgDSEABeMKSZJYs2YNISEhfTqa/VED6C0FrHRYD6fpw73jd7SnJQyGsrIyDAbDsG6e/qa7u5uioiIWLVoUkOYk90aWsLAw9u3bR2pqap/I8lAbWfwxkaW6uhqTyTQqXnRDxWQysW/fPhYvXhzwulVwRvDS0tKGFUn/7rvv2LJlC0VFRWP++//mm2+O6fkEAiEAJxi9xYv797IsBzyV5C96TwKB0UkBu9u9aLXaIT1XsHX8NjU1ucx7h/pa/I3i9zd16lTi4+MDuhZwTtiwWCxkZmb2ecyfE1lMJhNWqxXw3siieDQWFxezYMGCoPh7LSoqIikpKSgikc3NzbS3tw8reme327ntttu48cYbSUlJGYXVCQTBhRCAE4zeIiPQomO0UHwA3fF3E8hI7F4guDp+e3p62Lt3L3Pnzg0Kz7HCwkJ0Ol1QeOx1dHRQVlbG8uXLRyS4hjKRxVcjS1tbGx0dHciyzJ49ewI6kQWcHxpaW1uH5bPnbxwOB8XFxcyYMWNYTVTvvPMO9fX13HjjjaOwOoEg+BACcJyiFLTb7XasVqvHl9lsxmq1YrFYXF82m422tjZWrlzJrFmzAr38EaNYhbjjDx9AJQI4UruXYOr4tdvt7N69m9TU1KCIfNTW1tLc3MzKlSsDLoyVaR/Tp08fswkb/TWyVFdXYzQaXZ22gZrIAs73prCwkFmzZgX8dxic740sy8OaPWwymbjnnnu49957A96EJRCMFUIAjlOeffZZHnnkERITEzGbzS7B4nA4kGXZ9a/ypdFoqKqq4qmnnhqxAHz66ad55JFHqK+vZ9GiRTz55JNkZ2f73L+9vZ3bb7+dd999l9bWVtLT03n88cc58cQTh70GnU7XJwLozxpAq9WKSqUaVtNHe3s7+fn5LFq0KOA3G6WZQKvVBoXw7+7uprCwkKysrD4j6QJBcXExOp2OadOmBXopGI1GSkpKWLhwocuXcaiNLO5znoc7kUVpZCkrKyMkJCQo7HCsVitlZWXDsn0B5/UyKiqKiy66aBRWJxAEJ0IAjlMmTZrEggULSElJcQkVnU7n+rf3l16vx2q1jjiV869//YsbbriBZ599lpycHB5//HGOO+44V51QbywWC2vXriUpKYl33nmHtLQ09u/fP2JT29GqAVTo6ekhMjJyyGk1o9HI7t27mTVrVsA7fsHpI9fe3h400bY9e/YwZcqUoHhvmpqaqK+v93sH8nBQ7HCSkpKG9N6M1kQWjUaDzWYjOjqa/Pz8gE1kUdi3bx9RUVHD6phtbm7mkUce4Y033gj49BKBYCwRv+3jlLPPPpuzzz57zM/76KOPcvnll3PJJZcAzk/WH3/8MS+99BK33HJLn/1feuklWltb2bp1q6vxwB/RFr1eT3t7u8e2kQpA5diIiAj27NnjSgF7mzLR+3vFgiaYOn5bW1spLS1l+fLlQZHCKywsRKvVBoX9jNlsJi8vj9mzZw/oKTgW1NbW0t3dzcKFC0fl+YfSyGI2m9m1axd6vZ6EhASPRhYlwuirkaX338dIJrIodHd3u8byDYe//OUvZGdnc9xxxw17DQLBoYgQgOMYpd7NW92bLyNolUo17IuxxWJhx44d3Hrrra5tKpWKY445hh9++MHrMf/5z39YtWoVV199NR988AGJiYmcd9553HzzzSMquPfVBDKSGkCllmr58uVotVpsNpvX1JoyccJkMnlETBSj7aioKFf6zB+jyYaDyWRiz549zJ49e8xq2/qjtraWpqamoIhEKtM+4uLigqIm0mQyubp+A92dLUkSra2tWCwWli9f7jNi5quRpaenh7a2thFPZHFnJLYvpaWlvPTSS/zwww8Bj/IKBGONEIDjGOWCNlYXtubmZux2O8nJyR7bk5OTKSws9HpMWVkZX331Feeffz6ffPIJpaWl/P73v8dqtXL33XcPey2+mkCGGwG02Wyujl/lJjzY1JrFYqG0tJTm5mbS09Ox2WyYTCY6OjpcwrH3jdBbpETZNlLrD6XpIykpaVgF8/7GYDAEVd1fTU0NXV1dQTHSTEn9JiYmBoUhsMViobi4mHnz5vWbLh3tiSzKl81mo729ncmTJ2MwGIbUyCLLMnfffTfnnXceixYtGtL7MBIefvhhbr31VtavX8/jjz8+ZucVCHojBKAgoDgcDpKSknjuuedQq9UsW7aMmpoaHnnkkREJQG81gMNtAnG3exlqjZAkSbS0tNDY2Eh2drZPsajcCN0jiWazmc7OTo9t7oX6/YlEnU7nVbzIsuwS43PmzBnye+Fvgq3uz2AwUFxczKJFiwIebQPnaMPOzs6gmetdUlJCdHS038ToUCeyuP8tmEwmGhoa0Gq1FBUVDbqRxWQyER0dza5du/jvf/9LYWHhmAn97du3849//IOsrKwxOZ9A0B9CAE5wvKWCh0tCQgJqtZqGhgaP7Q0NDUyaNMnrMSkpKWi1Wo9P7XPnzqW+vh6LxTLs2jR/+QCO1O6lvb2dwsJCFi1a1G+kcLA3QqVQ35tQVP5vtVpdNV29RaLBYKCpqYlFixa5oiqBpKioCLVaHRR1fw6Hg71795KWlhYU5tNms5nCwkLmz58fFGK0ra2NhoaGMY+M+mpkqaysRK/Xu8oGBtvI8uCDD/Ltt98SHh5OeHg4v/3tb0lNTSUtLY1bb7111GYZd3d3c/755/P8889z//33j8o5BIKhIATgBMefF3KdTseyZcvYtGkT69atA5w31U2bNnHNNdd4Peawww5j48aNHmKkuLiYlJSUETUm+KMLeKQzfpWO35kzZ/pFUAy2UN9ut2OxWPqIxJaWFtra2tDpdOzcudMV1ewvkjia3Zx1dXU0NjYGRd0fOMsRHA4HM2fODPRSXJHa+Ph4r93zY43D4aCwsJCMjIygaIqxWCzs27ePhQsXun53Bvv3sXr1al577TUef/xxHnzwQdrb26mtraWmpmZUhfbVV1/NSSedxDHHHCMEoCAoEAJwAmC32+ns7ESWZWw2G3a73eNLqW8zmUxERUWNaPrCDTfcwEUXXcTy5cvJzs7m8ccfx2AwuLqCL7zwQtLS0njooYcAuOqqq3jqqadYv3491157LSUlJTz44INcd911I3rNvgTgYJtA3MXfcASQ0vGblJQ05h2/arW6T/2V2Wzmxx9/JDMzk/T0dNfvQu+UmlJ/5W77AXiNJvb+fijTJgwGAwUFBSxcuDAo6v7a29vZv38/2dnZQTFeraGhgba2tqBJ/VZWViLLMunp6YFeCuAU6zExMcMqG7Db7Tz66KPcfPPN/O///u8orK4vb775Jr/88gvbt28fk/MJBINBCMAJQGlpKX/605+IiYnBYrFgtVqx2WyuLla73Q5AS0sLa9as4emnnx72uc4++2yampq46667qK+vZ/HixXz22WeuxpDKykoPMTVlyhQ+//xzrr/+erKyskhLS2P9+vXcfPPNI3rN3lLAg60BHGnkT5nxq9PpmD17dsAbCRwOB3v27CE2NpapU6cCuF6bVqvtN1rirZvTZDJhMBhobW3tU6TvLgq9RRZDQkJcY8wmT54cFI0NNpuN3NxcZs6cGRRj8CwWC4WFhcyZMyco7HmMRiNlZWUsWbIkKCK1iu3LypUrh3X8c889R2hoKJdddpmfV+adqqoq1q9fz3//+9+g+LAjECgIATiOUWxHWlpa+PDDD8fsvNdcc43PlO/mzZv7bFu1ahXbtm3z6xr6iwAq74svFJE43Bm/paWlGAyGoJjxC87CfZvNxrx584YsRgfTzalEE3uLRPfaK8USR3lOcP6MFBPh3sJxtGbXeqOwsJCwsDCXOA40hYWFxMbG9ummDxRFRUUkJycTGxsb6KUgyzJFRUVMnjy535paX7S2tvKXv/yF1157bcxMn3fs2EFjYyNLly51bbPb7XzzzTc89dRTmM3moIg6CyYeQgCOY5QbaEpKCrNnz6aqqor58+czc+ZMHA4Hu3fvpqWlhUsvvZSoqCiAEaV/gwlfAhBw1b55w73jdzj1QLW1tVRXV5OdnR0Uhft1dXXU1taSk5MzajcZ92hif15sDoeDmpoaSkpKyMzMdEUXjUajh3fiYA22dTrdiF9TQ0MDTU1NQWH5oqyntbU1aNbT2NhIe3t70KSim5ub6erqGnYX7V//+leWLFkyojGTQ+Xoo48mNzfXY9sll1zCnDlzRux3KhCMBCEAJwCTJ0/mnHPO4c0332Tr1q2uC86mTZs4//zzWbNmDSeddFKAV+lffHUBg3djbMBVE6l0/A6V9vZ2CgoKWLx48bCiE/6mq6uLgoICsrKyRq2zcSgYjUZKS0tZsGBBv40NQzHY1mq1A05h8WWwbTKZyM/PZ968eUGRmlNSv7NnzyYkJCTQy8Fms1FUVMSsWbOCIhXtcDgoLi5mxowZw/pwVVZWxgsvvMC33347ppH5yMhIFixY4LEtPDyc+Pj4PtsFgrFECMAJQG1tLffccw8nnXSSx6fNjIwM2trauPXWWznppJMwm83DqnkLRvR6PSaTyWObIgK81QG6270Mt+N3165dZGZmBoWFiNVqZffu3UybNi0o/PXsdju5ubmkpqYO2NU6FINtb95wgzHY1ul01NXVER0dTWRkJHa7PeCRmKKiIqKionxaJo01ZWVl6PV6UlNTA70UwFlLJ0kSaWlpQz5WlmXuuecezjzzTI9UrEAwkRECcAKgfFretm0bL7zwAgsWLKCjo4N3333X5Rmn7DcexB/0HwHsLQBH2vShdPwmJycHxYxfWZbJzc0lIiKCjIyMQC8HcFr7SJLErFmz/PJ87qJOKV/whi+D7fr6enp6erDZbGzdunXEBtsjpampiebm5qBJ/XZ1dVFVVUVOTk5QrMdisVBWVkZWVtawrlHbt2/nk08+IT8/Pyhej7daaIFgrBECcAIQFRXFMcccw5dffskVV1zh8ZhKpeKCCy5w/X+84GsSSO9OYH93/AYD+/btw2g0kp2dHRQ3u4aGBurr6wPi9+fNYLurq4vq6mqWLVtGbGysXwy2ewvHoZQQWK1W8vPzyczMDIpUtDJ+burUqcOarzsa7Nu3j5iYmGFF1x0OB7fffjvXXXdd0NjYCATBgBCAE4CIiAieeuopfvvb31JZWUlPTw9qtZrk5GSOPfZYrr322kAv0e94E4DQ1wvQXfyNh47fxsZGKisrg6YJpaenh/z8fObPnx8UBsJ2u529e/eSnp7u6modqcF2V1cXzc3Nru+HarBdXFxMZGRk0KRaa2pqMJvNQdMQ1tXVRW1t7bBtXz788ENKSkr45JNP/Lyy4GIgdwOBoDdCAE4QMjMz+eabb/juu++oqqpCr9czf/58MjMzA720UUERgL0viu7TQGw2GzB8u5dg6/g1GAzk5eUxf/78oIjcKP6DKSkpQTHNApyRJJVKNSxx481guzdDNdjWaDTYbDbi4uIoLCwcscH2SLFYLJSUlLBgwYKA10SC8/0sLi4etu2LxWLhrrvu4u677yY6OnoUVhg8CPEnGCpCAE4Q6uvrsVqtZGZmkpmZic1mo6enh59//hmA5cuXB3iF/kXporRarR4djEoKeKR2L21tbUHV8Wuz2di9ezeTJ08OGv+44uJigKD5kNHS0kJ1dTU5OTmjFq0disG2wWBgx44dpKWlERERMWKDbX+8ppKSEmJjY4PCoBuctZEjsX158cUXUavVfUpfxgNWqxWtVssLL7xAXl4eDz74YFBE2QWHDkIAThDOO+88HA4HVqsVq9WKw+Fw1b85HA727t0b6CX6FUUAms1mDwGoUqlc4/CGa/eizPgNlo5fWZbJy8sjJCSEGTNmBHo5gLPur66ublTF1lCwWq3k5eWRmZkZFIJdpVJRVVVFZGQkc+fO9Rq9GarBtk6n6zflPJDBdmtrKw0NDaxatWpUX/tgUWxfZs6cOawPae3t7Tz00EO88MILQRGh9wfKB4K9e/dSXFzMkiVLuPHGG5Ekid/+9rfMnz/fY3+RFhb0hxCAE4SBus6UC8t4QRGA3jqBbTbbsO1elI7fSZMmBUXHL0BFRQWdnZ1BI7aMRqPLXy8Y/AeVpobIyMhhWYiMBi0tLdTX1/fb9TsUg23FEsddJA7GYFsRhlqtln379jFlypSg8PwD59hItVo97NrI//u//2P+/Pmceuqpfl5Z4FD+vteuXYvJZCIzM5Ouri6uvfZal/hzF31C/An6QwjACcJpp52GLMuEhoai0+mw2WxUV1ezfft2zjjjDJ/myIcq7hFABYfDgSRJ1NbW0tPTQ2hoqEeUZKBaK8VeRafTBVVas7y8nOXLlwfFjdu97i9YUtF1dXW0tbUFjcWKzWYjPz+fWbNm+SVlp6SIB+og7s9gu6OjA4vFQkVFBRUVFSMy2PYHFouF8vJyFi1aNKwPNfv37+fZZ59l8+bNQfGhyJ+Ul5djNBrp7Oxkx44d6HQ617UpLS2NuLg4qquref311znttNOYM2dOoJcsCFKEAJwgvPfee163Z2RkkJSUNO4EoNLYoZhBK+nujIwMurq6XIbBvaMjys3NW82VIhyDpePXaDSSm5vLnDlz+vXCG0tKSkqQZdlvfn8jxWg0UlRUxIIFC4JCIIPzPQoNDWXy5Mljel5fBttGo5GtW7eyfPlyoqOjR2Sw7U0oDre7PjY2lri4uCEfK8sy9957L+vWrWPFihVDPj7YycjIoL29nblz51JUVITFYuGpp55ix44dnHnmmRx//PE8+uijvPTSSyQmJgoBKPCJJI+3O7/AK5WVlRiNRmw2m8vKwm63c+WVV5Kfn09TU1NQ1LP5k4iICL7++mvmzJmD1WoFDt4Ee+Peudn7X7PZTE9PD3a7HcBnQb67eBxtgWi329m+fTsxMTFBc4FvbGwkLy+PnJycoEn9/vzzz0RERDB37txALwdw1tnt2rWLlStXBs17tGvXLkJCQpg3b96gj/NlsN1723AMtru6uvjpp59YtWrVsN6jX375hWOPPZa8vLxRNULfsGEDGzZsoKKiAoD58+dz1113ccIJJ4zaOcH53huNRk444QQ6OztZs2YNGzZsAJzR4IULF7J7924SExNpaGgY1bUIDm1EBHCco9SDnHPOOVRWVrpsJ+x2O42NjciyHBSjwkYDxQrGZrO5bkS+mj40Gg0RERFea63a2tr45ZdfWLJkCeHh4X0EohJJdL/pabVan+JwpPYeSk2bWq0OmlS00WgkLy+PuXPnBoWwAWdtpMViCZr3yG63k5+fz4wZM4LmPWpsbKSjo4PDDjtsSMd5M9juzXAMtkNCQjAajYSHh9PQ0DBkg22Hw8Ftt93G1VdfPepTcCZPnszDDz/MrFmzkGWZV199ldNOO42dO3f2acbwJ2q1mvDwcN577z3MZjNpaWnccMMN3HHHHfzrX/9i9+7daLVaHnvssVFbg2B8IATgOEcRgPX19dTW1rrSMUo0S61W88gjj7hMcccTys1EsXsZTipK6fidPXu2SygP5APX2yzYZDLR09PTx95DrVb7FIf9jR6rqqqipaUlIJM1vOFwOMjNzWXSpElBM8e2s7OTsrIyli9fHhR+duBMa+p0OqZOnRropQDOqHdRURGZmZmj0iU7HIPtxsZGDAYDMTExQzLYLisrA5yZjry8PD744AO/v57enHLKKR7fP/DAA2zYsIFt27aNigBU5lWbzWYKCwsxGAxoNBrCwsKYMWMGb7zxBjfeeCObN29mxYoVHHnkkX5fg2B8IQTgOEcRD7/5zW9oaGggIiLCdbEvLy/nu+++Izk5OSiEhL/R6XQYjUaX3ctIOn4HW6/lXhflC3d7j97RRKU+0T0y4i4KZVmmqamJjIwMl7j1lwfccCktLcVutwdVpC03N5eMjIygMf9tb2+nurqalStXBkUjCjhNscPCwkhJSQnoOhSD7ZCQEJdVT++/t4EMtl966SU2bdpEe3s7kiQxf/580tLSSEtL4+9///uoi2673c7bb7+NwWAYNRsd5YPM+vXreffdd2lubmbFihUcddRRHHvssaxevZrly5ePO09XweghagAnOL/61a8oKCjgxx9/HHdzMiMjI5k9ezaLFi1i8uTJpKamkpqa6rox9BeVsNls7Ny5E7VazeLFiwMisHrXWRkMBvbv309YWJirwUXpcnb3gOsdUXTvcvY3TU1N5ObmkpOTExT+egAFBQV0d3ezfPnyoBBbdrudbdu2kZaWxrRp0wK9HOBgnV1OTk5QTI0BZ8q+rq5u2CL5+eef5+mnn+aTTz6hqamJmpoaampquOiii4iJifH/goHc3FxWrVqFyWQiIiKCjRs3cuKJJ/r9PDabDY1Gw4svvsjll19OfHw8LS0tgLN8ZeXKlZxwwgkcddRRQePjKAh+hACcIFRWVtLe3u6KPCkNIffddx/ff/89P//8M0uXLh1XxqH3338/KpWKrq4uqqurqampobq6murqaoxGI1FRUS5B2Fscbty4EaPRyOuvvx4U3aMOh4Off/6ZsLAw5s+f7/oZuXvAeYuOKP86HA5XMX5/zStDsfYwGo38+OOPzJ49O+BRJIWmpib27t3LypUrg2YqQnFxMW1tbWRnZwfF35Ysy2zfvp24uDhmzpwZ6OUATrum77//nsWLFw+r87ezs5OsrCyeeeYZ/ud//mcUVugdi8VCZWUlHR0dvPPOO7zwwgts2bJlSA01A6Fck61WK1OmTKGxsZE9e/bw2GOP8fLLL7v2CwsLIzs7m3feeWdY76Fg4iFSwOMcpW7kwgsv5JtvvvG6T0ZGhstGJBhuUP7ijjvu8LpdlmVXSs5dGFZVVbFz507y8vJobGwkOjqaSZMmuQSiN6GYmppKcnLyqNeZFRUV4XA4+kyNcPeA85Xu7J0+c/9XKcY3mUwua4+BmleU9HZubi5JSUlBI/4sFgv5+fnMnj07aMRfR0cHVVVV5OTkBM3fVk1NDRaLZdSbJIZCaWkp8fHxwxYujz76KJmZmZxxxhl+Xln/6HQ6l4hetmwZ27dv54knnuAf//iH38/17LPP0tjYyG233caUKVN4+eWXmTNnDpdeeikPPfQQbW1txMXFCfEnGDRCAE4Q4uPj0Wq1rhmfarWayMhIoqKiWL9+fdCkpsYCSZKIjY0lNjaWhQsXejz27bffcvzxx/P555+TnZ3tETVUvr755htXeqmhoQG1Wu0hFN3FoiIUU1JS+q0L7A/lPDk5OcMSmoOdT2u3271GEdvb2z22w8GJBFqtloKCAq9p57FsvlDG4cXGxgaNIHU4HOTl5TF9+vSgSbOazWZKSkpYsGBB0DTHdHZ2uqaiDIfq6mqefvpp/vvf/wa8ltnhcHiYz/sDSZKwWCzs2bMHgN/97nf89a9/BeC6667j+OOP58knn+Tuu+/m/PPP9+u5BeMbIQDHOcoF8dprr2XdunWEh4ej0WhcAnDRokVBUygfDEybNo1XX32VX/3qVwBkZmb229xgsViora31EIpKJPHDDz+kpqaG2tpa7HY7iYmJXkWiu1DsLRR+/PFHqqurOeqoo0Y9qqXYS/RXy+dwOKivr6egoICZM2ciSRImk4nu7u4+HZve/N96C0V/TZOoqamhq6sraKZ9AJSVlaFSqYKqtrakpIS4uDjXB8FAI8syRUVFTJ06dVjWOLIsc99993HSSSeNee3brbfeygknnMDUqVPp6upi48aNbN68mc8//9zv51Kr1Zx22mlMmzaN0NBQ3nvvPdRqNUlJSdxzzz20tbVx8sknjzsvV8HoImoAJzhKo4HSYWo0GgkNDQ2a6MB4QPFc7J1y7v1/k8lEdHS0SxDGxcXx1Vdfcdxxx3HGGWe4BGNcXFzARI7JZGLbtm391v1583/zFllUZjL3l27W6/XodLp+IzsGg4Eff/yRRYsWBc0NsLOzk+3bt5Odnd1v1HUsUUyoV69ePeDYuLGioaGBwsJCDjvssGE1Ke3evZtf//rX5Obmjnk942WXXcamTZuoq6sjOjqarKwsbr75ZtauXeuX53e3fVGyBz09PUiSxNq1a9m6dSuTJk2ivr6e1NRU9u/fL67bgiEhBOAEYfPmzezYsQONRoPZbMZisWC1WnE4HNTV1XHTTTfR0dHBI488wg033MDq1asDveQJhSzLtLW1ucTg/v37eeSRR1CpVGRkZFBXV0d1dTUdHR3o9fo+dYm9/01KSvL7zcDhcLBjxw5XI8pI8Tabtve/FosFwGfzik6no7i4mNjY2KCZiOJwOPjxxx9JSkpixowZgV4O4FzTDz/8wOTJk4MmImm329m6dSvTp08nLS1tyMc7HA5OOeUUFi9ePK5Nj//0pz+xe/duHn74YRYuXIhGo+GNN97glltuoaqqiilTpvDggw+K9K9gyIgU8DhHsQ/YsGEDb7/9ts/9fvWrX2E0Gnn33XdZuXKlEIBjjCRJrgLurKwsnn32WUJDQ9m2bZtHBKmrq8tVf+hel/j111+7tjc2NqJWq0lJSfHZuKLUJQ6lw3nfvn1YrVa/CS1fs2ndUWqqegtFxSS4q6sLu91Od3c3dXV1/Zpq6/X6YU9fGQrl5eUAQdVkUVFRgVqtZsqUKYFeiovKykq0Wi2pqanDOv6LL75g9+7dvPPOO35eWeBRrttffPEF//d//0dUVBRhYWGuKOm5555LTk4OO3bsICsri9mzZwd4xYJDESEAxznKzS4rK4utW7eSlpbmctPXarWEh4fT0dHBzJkz0ev1XHDBBcJHKgj47W9/y6mnntonfRgZGcmcOXP6FWFms5na2to+Hc47duzggw8+oKamhrq6Oux2O0lJST67nJV/w8PDeffdd9m+fTu33377mKaZVCoVoaGhXusf29vb2bFjBzk5Oej1eq9RxPb2dtf/7Xa7K+XsyytR+RquSOzq6qKiooIVK1YEvCFBoaenh/LycpYvXx40azKbzZSXl7NkyZJhvdc2m40777yT2267LWjS/v5EEXp33XUXABs3bmT27NmutHBVVRVqtZqzzjorkMsUHOKIFPAEwW63u+bhCgR2u52GhgaPWsSqqqo+0UWz2UxUVBQ2m41Vq1YxefJkr0IxNjZ2TOsSbTYb27ZtY8qUKYNOafqaJOG+zWKxuEaYDWSH01sIOxwOfvrpJxISEoLGX0+WZXbu3EloaChz584N9HJc5OXlYbfbycrKGtbxL7/8Mo8++ij5+fnD7q4Pdn766SeOPfZYIiIi2Lt3LzExMVgsFnQ6HVdccQUffvghn3zyCUuWLAn0UgWHKEINTBCUm1VNTQ179+6lqakJnU7HvHnzPIyFBRMDtVrtEnHZ2dle95FlmYaGBk4++WSio6M566yzXELxp59+conFzs5OQkNDB1WX6K8IVFFREaGhoUMa8aXRaIiIiOjXkkVJOfcWh52dnR5CUZZltFqthyjs6enBYrEQFRVFd3e3a/pKIP+2Ghoa6Orq6mN3FEgU25fhlpl0dXVx//3389hjj41L8edwOFCpVMTGxhIaGkpnZyefffYZ55xzDjqdzmWa3dTUFDQNRoJDEyEAJxDbt2/n+uuvZ+vWra5tmZmZPPjgg2NuoCoIfiRJoqWlhZCQEP7zn//4rNXr7Oz0Wpe4adMm17bm5mY0Go2rLlGpQexdlzhp0qQB6xLr6upobGwcFcuX/lLOCrIs95m+0tnZSVtbG1FRUZSUlGA2m13pOl81ie6NLKMhEm02G0VFRWRmZrrmfwcaxfYlPT192LZGTzzxBOnp6fzv//6vn1cXWH755ReWLl3q+pAUFhZGaGgoDQ0NXHLJJRQWFpKYmMgnn3xCQUEBl156adBEmgWHJiIFPEGor6/n0ksv5bPPPiMuLo7k5GTa2tqor69n3rx5vPbaa+NuFJzAP/jjd8JkMnmtS1S+V+oSZVkmOTnZI8XsLhTBaYT7zjvvsGDBAn+8vBHjcDjYvn07sbGxLs9IZfrKQF3OVqsVSZIGHNEXEhIy5OhpYWEhBoOBpUuXBs3fdH19PUVFRcO2famrq2PRokV8+umnHH744aOwwsBw77338tBDD/Huu+9ywgknuLa///773HzzzZSUlADODygOh4OMjAx++OEHkpKSArVkwThARADHOUo64aeffuKLL75gypQpXHXVVRx++OGUlJTw3HPPsW3bNj777DOWLl2Kw+EQXlICD/whHvR6PdOnT2f69Ok+97HZbF7rEouKiti0aRPV1dXU1dWRnJzM8ccf7zWK6N7tHB0dPSbCp7KyEpvN5mH54j59pb+Us+LD2bsWsaOjg8bGxj4p5/6aV5QuZzgYlV25cmXQiD+73U5JSQmzZs0alviTZZn777+fY489ljVr1ozCCgNDT08Pb731FvHx8axevZpHHnmE1tZWrr/+etatW4csy/z73//mu+++o6mpifPOO49zzz1XiD/BiBECcJyjBHgNBgMOh4NzzjmHW265BYDDDjuMuLg41q1bR01Njcf+AsFYo9FoXOItJyenz+NPPPEEjz/+OJs2baKzs9Mj3VxTU8O2bdtc0cXu7m7CwsK8ikP3fxMTE0dUl2gwGNi3bx/Lli0b1gcntVpNWFhYv1MwlJRz7+hhT08Pra2trm3Kh7eQkBDMZjNhYWHU1dX1EYz+mr4yVPbv349Opxv2qL68vDzefPNNdu3aFTSi1h/o9XruvfdeoqKiMBqN3HzzzajVar799luuvPJKzj33XE455RQ6Ojqoq6sLmsi34NBHCMBxjnKhVGqAlPqqnp4ewsLCXBMBFMNdgSBYCQsL47XXXnNFERcvXuxzX0Ug9h7Rl5+f79rW0tKCVqv1WZeoiMRJkyZ5raGz2Wxs2bKFGTNmEBMTM0qvGo8UsS/cU85VVVU0NDSQkJCAxWKhs7PTFUl0TzkP1OXsT8sYk8lERUXFsNPRsixzxx138Nvf/nbced6pVCpXDfY333zDYYcdRnl5OVu3bmXnzp28+eabXHXVVZx00kkuyxtRqiPwB0IAjnOUi8SUKVOIjIx0mdQqQrC1tZXY2FiXlUCw+IQJBL25/PLLB71vVFQU8+bNY968eT73MRqNrrpE95SzEklU6hIBJk2a1EcolpSUsHXrVv7973+7RigGCiXlrMxqzsrK8uqPp6Sce9vhtLe3e2wD5zWiv3Sz0uU8GEpLS0lISBi2UP7qq6/Yvn07r7/++rCOHwpKLV5hYSGhoaGsXr2av/zlL6MmPN3F3BFHHMHrr7/Oe++9x/vvv88vv/zCJ598wo4dO1i1ahV33nnnsL0TBYLeiCaQCUJnZyf//e9/0el0HH/88Wi1WiwWC3l5edTW1rJ06dJhp2YEgvGKzWajvr7eI91cXV1NYWEhn332GfPmzaOwsBCr1UpcXNyAdYlRUVGjevPOzc1FluVh++uBs264d5eztwYWh8OBRqPxGUV0t8fZsWMHq1evHpZIttlsrFmzhvPOO89VvjKaHH/88ZxzzjmsWLECm83Gbbfdxt69e8nPz+93ao0/MBgMrnMUFBTw1ltv8dFHH1FQUEBPTw+ff/6532YNCwRCAE4wamtraWtrIyEhgeTk5EAvRyA45JBlmaOOOoqFCxfy1FNP4XA4aG5u7pNy7m2Lo9zcfYlDRTgmJCQMKxLf0tLCnj17WLVqlau0Y7SQZRmr1epTJCr/t9lswEEPRl9CUafT+XzNr732Gg8//DAFBQUBibI2NTWRlJTEli1bOOKII/z63MrIty+//JK3336bb7/9lnXr1nHFFVcwbdo0ALZt28YLL7yAxWLhtdde8+v5BRMbIQAnCA6Hg3feeYc//vGPtLW1ccYZZ/Dwww9TV1fH66+/zimnnMKRRx4Z6GUKBIcEn3zyCUcccUS/Hb7uyLLs0bjiboXj7qHY2trqapTwJRSVukT39KvBYOD555/njDPOGJI59mhTU1NDaWkp8+bNcwnG3tFEpf7YffqKYn6cnJzMhg0buPbaa/n9738/6hE4b5SWljJr1ixyc3NHrQFjxowZrvIcgPj4eP7whz9w1VVXERcXh8PhoLu7m6ioqFE5v2BiIgTgBKGsrIzDDjuMhoYGNBoNNpuNW2+9lVNOOYXVq1dzwQUX8Oqrr7psYwQCwdjT09PjtS7R3S+xvr4eSZI86hINBgNlZWXcdtttTJkyxSUURzsS2B92u52tW7cyY8YMUlNTfe6npJzdRWFxcTFPP/00lZWVVFVVYbPZsFgsxMTEcOqpp/Lqq6+OyWtwOByceuqptLe38913343KOT7//HNOOOEEDjvsMA4//HA+/PBD8vLyAJg3bx5XXHEFV199tbDnEvgdIQDHOUqBcWFhIfPmzWP27NmcfPLJ/O1vf2Pt2rW89957JCYmsmzZMr755hvX9AKBQBCcWK1W6urqXFHDnTt38sgjj3D88cfT1tZGdXU1tbW1WK1W4uPjvdrg9K5LHA327dtHc3Mz2dnZw6p7rK+vZ9GiRXz44YcceeSRtLS0UF1djSzLYzb/9qqrruLTTz/lu+++Y/LkyX57XvfGj8rKStauXctLL73EYYcdRn5+Pm+88Qavvvoq1dXVgHOkX2Jiot/OLxCAEIATBqXRY82aNbzzzjuEh4eTmZnpGhQ/Y8YM9u7dKyKAAsEhxplnnklqaipPPvmka5vD4aCpqWnAusSenh4iIiIGVZc4FBFnMpnYunUrS5cuHVbnryzLrF+/nsbGRj744IOAdL1ec801fPDBB3zzzTdkZGT49bmV6+znn3/O+++/zz/+8Q8uuugi7rzzTqZPn47NZmPHjh088cQTTJ8+nfvvv9+v5xcIQNjATBji4+O54IIL+M9//sPWrVuJioqipaWFr776CrPZHDSzQgUCwdB45pln+qR6VSoVycnJJCcns2zZMq/HybJMR0eH17rE3bt3u1LRbW1thISE9BtFTE1NJTk52VWX+OCDD3LEEUcM2/aloKCA119/nV9++WXMxZ8sy1x77bW89957bN68edTEX2FhISeccILr9b3//vuoVCpOP/10Vq1aRU5ODi+88EJA7YUE4xsRAZwgdHZ2cvzxx1NQUIBarXYVX0dGRtLW1sZvf/tbnnvuOWEwKhAIPOjp6ekTRexdl9jQ0IAkSaSkpJCYmEhBQQEXXHAB06ZN6xNRHKguUZZlzjrrLNLT03nmmWfG/Hr0+9//no0bN/LBBx94eP9FR0f7VYzde++9/PnPf+aoo46iurqa0tJSAKZNm8aZZ57Jsccey69+9athjc0TCAaDEIAThLa2Nq/GsBqNhmXLlvHMM8+MWV3NWGK32/nzn//MP//5T+rr60lNTeXiiy/mjjvucN1YZFnm7rvv5vnnn6e9vZ3DDjuMDRs2MGvWrACvXiA4NLBYLNTV1VFVVcUll1zC9OnTmTdvHrW1ta5O59raWmw2GwkJCf3WJZaVlXHZZZdRXFwcEKsqX4Lz5Zdf5uKLLx7Rcyu2L9XV1fz5z3/mq6++Ij8/n56eHp577jkee+wxmpqaADjxxBP56KOPRnQ+gaA/xEeLCUJYWBjHH388ERER6HQ6l+VCeno655xzDunp6djtdlQq1biKAP7lL39hw4YNvPrqq8yfP5+ff/6ZSy65hOjoaK677joA/vrXv/L3v/+dV199lYyMDO68806OO+448vPzA9pFKRAcKuh0OtLT06mrq8NisfDee+/1mW/scDhobGzsk3IuKyvj22+/dW03Go2ceeaZAfMpHc2YiBLNO+ecc8jPz0etVrNz505WrVrFLbfcwjnnnMOTTz7JY489xtlnnz1q6xAIQEQABcBPP/1ERUUF//u//xvopfidk08+meTkZF588UXXtjPPPJPQ0FD++c9/Issyqamp3Hjjjdx0000AdHR0kJyczCuvvMI555wTqKULBIck3d3dg/ZH7I0sy5SVlREVFTVuu14V2xcAtVrtmnKydu1al/lzcXExmZmZAVylYCIgIoATjJaWFjo7O10u/TabjQsvvJDi4mKmTJmCxWIZV4bQq1ev5rnnnnNdUHfv3s13333Ho48+CkB5eTn19fUcc8wxrmOio6PJycnhhx9+EAJQIBgiwxV/4Ey/zpgxw4+rCT6OO+44PvjgA26//Xb27t3Lli1bKCsr4/vvv+fEE0/kyCOPFOJPMCYIATiBKCkp4YknniA/P5/u7m5sNht2u52amhpUKhUXXnghVquV8vLycZMGvuWWW+js7GTOnDmo1WrsdjsPPPAA559/PuD0GgP6pJuSk5Ndj/mLadOmsX///j7bf//73/P0009jMpm48cYbefPNNzGbzRx33HE888wzYmSfQHCIo/irNjU10dDQQHx8PJs3b+all17i/vvvp6qqitdee41PPvmEhx9+mEsvvTTQSxZMAIQAnEBcddVVfPXVV322uxuSWq1WLBYLISEhY728UeGtt97i9ddfZ+PGjcyfP59du3bxhz/8gdTUVC666KIxXcv27dux2+2u7/fu3cvatWs566yzALj++uv5+OOPefvtt4mOjuaaa67hjDPO4Pvvvx/TdQoEAv+hNH50dXVx3nnnsXPnTlpbW4mKiuKuu+7ihx9+4KOPPuLmm2+mubmZo48+OtBLFkwQRA3gBCItLY3W1lYuvfRSEhIS0Gq1RERE8MILL5Cfn89TTz1FREQE55133rixHpgyZQq33HILV199tWvb/fffzz//+U8KCwspKytjxowZ7Ny5k8WLF7v2OfLII1m8eDFPPPHEqK3tD3/4Ax999BElJSV0dnaSmJjIxo0b+Z//+R8ACgsLmTt3Lj/88AMrV64ctXUIBAL/43A4XEbbAOvXr+fJJ59Er9cTExPjyjAsWLCAzz//HLvdztdff80FF1wQyGULJhDj4y4v6BfFeLS9vZ3IyEiefvppj8e/+OIL8vPz+d3vfjfuxsD19PT0mWyiVqtxOBwAZGRkMGnSJDZt2uQSgJ2dnfz4449cddVVo7Yui8XCP//5T2644QYkSWLHjh1YrVaPWsQ5c+YwdepUIQAFgkOQv/3tb1RUVHDBBReQmZlJbm4uycnJbNiwAZ1Ox44dO3jmmWfYu3cv9957Lxs2bBDiTzCmCAE4AVAE0MqVKwkLC6O1tZW4uDisVitarZbs7GwMBgNtbW0kJCQEeLX+5ZRTTuGBBx5g6tSpzJ8/n507d/Loo4+6amwkSeIPf/gD999/P7NmzXLZwKSmprJu3bpRW9f7779Pe3u7y1esvr4enU7XZ3LCaNQiAtTU1HDzzTfz6aef0tPTw8yZM3n55ZdZvnw5ILwRBYKRsH//fm6++WZUKhW5ubmcfvrpdHd3c9ppp7Fu3TrsdjsrVqygubmZJ598kq1bt1JdXe3XecMCwYDIgnFPd3e3bDKZ+n28paVFdjgcY7iqsaGzs1Nev369PHXqVFmv18vTp0+Xb7/9dtlsNrv2cTgc8p133iknJyfLISEh8tFHHy0XFRWN6rqOPfZY+eSTT3Z9//rrr8s6na7PfitWrJD/9Kc/+fXcra2tcnp6unzxxRfLP/74o1xWViZ/iEeILAAAE35JREFU/vnncmlpqWufhx9+WI6Ojpbff/99effu3fKpp54qZ2RkyEaj0a9rEQjGIxaLRb7zzjvlsLAwWZIkOTY2Vtbr9fLy5cvlvXv3uvZ7++23ZUmS5MWLFwdwtYKJiqgBHMfIB8a6/f73vyc2NpajjjqKqKgoenp6WLlypZgxGSD279/P9OnTeffddznttNMA+Oqrrzj66KNpa2vziAKmp6fzhz/8geuvv95v57/lllv4/vvv+fbbb70+LgtvRIHAL7S2tnLLLbfwwgsvAE7D7HXr1rFmzRrmzZvH+vXrqaio4NVXX+WMM84I8GoFEw3VwLsIDlUUbV9ZWclDDz3Ecccdx6pVqzj66KMpLCz02Ecwdrz88sskJSVx0kknubYtW7YMrVbLpk2bXNuKioqorKxk1apVfj3/f/7zH5YvX85ZZ51FUlISS5Ys4fnnn3c9PpA3okAgGBxxcXE899xzlJSUcMwxx2CxWHjrrbe45ZZbWLt2LQ6HgxdffFGIP0FAEAJwHKPU/n300Uf8/e9/Z+HChUydOhW9Xj9uunwPNRwOBy+//DIXXXSRx88gOjqayy67jBtuuIGvv/6aHTt2cMkll7Bq1Sq/N4CUlZW56vk+//xzrrrqKq677jpeffVVYGy9Ef/85z8jSZLH15w5c1yPm0wmrr76auLj44mIiODMM8+koaHBr2sQCEabGTNm8MUXX/DDDz8wZ84cenp6kGUZq9XK4YcfHujlCSYoQgBOABwOB9dccw0ffvghjz/+OM8995yr2Hi8GD4fKnz55ZdUVlZ6NXp97LHHOPnkkznzzDM54ogjmDRpEu+++67f1+BwOFi6dCkPPvggS5Ys4YorruDyyy/n2Wef9fu5BsP8+fOpq6tzfX333Xeux66//no+/PBD3n77bbZs2UJtba2IlgiGzDfffMMpp5xCamoqkiTx/vvvB2QdOTk57N27l3//+99IksTUqVNJSUkJyFoEAhEGmgCoVCocDgdTp05l6tSpgV7OhObYY4/1mXbX6/U8/fTTfWx6/E1KSgrz5s3z2DZ37lz+/e9/AzBp0iQAGhoaPG5ODQ0NHl6J/kKj0bjO6U5HRwcvvvgiGzdu5Ne//jXgTJ/PnTuXbdu2CWscwaAxGAwsWrSISy+9NOAfIFQqFaeffjo9PT2YTKaArkUwsRERwAmCkg6WZVnU/U1wDjvsMIqKijy2FRcXk56eDnh6Iyoo3oj+rkcE54jC1NRUpk+fzvnnn09lZSXAgN6IAsFgOeGEE7j//vs5/fTTA70UFyEhIURHRwd6GYIJjBCAEwylzkowcbn++uvZtm0bDz74IKWlpWzcuJHnnnvONS3F3RvxP//5D7m5uVx44YWj4o2Yk5PDK6+8wmeffcaGDRsoLy/n8MMPp6ura8y9Ed15+OGHXe+DgqhHFAgE4wmRAhYIJhgrVqzgvffe49Zbb+Xee+8lIyODxx9/nPPPP9+1z5/+9CcMBgNXXHEF7e3trFmzhs8++wy9Xu/XtZxwwgmu/2dlZZGTk0N6ejpvvfVWwGyKtm/fzj/+8Q+ysrI8totZzQKBYDwhIoACZFl2jUYTTAxOPvlkcnNzMZlMFBQUcPnll3s8LkkS9957L/X19ZhMJr788ksyMzNHfV0xMTFkZmZSWlrKpEmTsFgstLe3e+zT0NDgtWbQH3R3d3P++efz/PPPExsb69qu1CM++uij/PrXv2bZsmW8/PLLbN26lW3bto3KWgQCgWA0EQJwguFwOKirq/NIoUmS1GderkAQCLq7u9m3bx8pKSlj6o2ocPXVV3PSSSd51B2CqEcUCATjD3HXn2C88847XH755Vx55ZW89957WCwWvv/+e958801RzyQYc2666Sa2bNlCRUUFW7du5fTTT0etVnPuueeOqTciwJtvvskvv/zCQw891Oexsa5H3LBhA1lZWURFRREVFcWqVav49NNPXY+LekSBQDBSRA3gBMDhcKBSqfj444+56qqraGtrA+CXX34hOTmZt99+m7///e+8+eab/O///q9rf4FgtKmurubcc8+lpaWFxMRE1qxZw7Zt20hMTASc3ogqlYozzzwTs9nMcccdxzPPPOP3dVRVVbF+/Xr++9//+r3OcThMnjyZhx9+mFmzZiHLMq+++iqnnXYaO3fuZP78+aIecYh0d3dTWlrq+r68vJxdu3YRFxcnrLEEE5fAjCAWjCU2m02WZVn+29/+JkuSJC9btkzOycmRJUmSX3vtNfnTTz+VJUmSH3nkEY/9BYKJwnvvvScDslqtdn0BsiRJslqtlr/88ksZkNva2jyOmzp1qvzoo4+OyRpjY2PlF154QW5vb5e1Wq389ttvux4rKCiQAfmHH34Yk7Ucanz99dcy0OfroosuCvTSBIKAIcI8E4i4uDgAbr75Zv7xj38A0NTU5Iq2NDc3A2I+sGDicfTRR5Obm8uuXbtcX8uXL+f88893/X+s6xEV7HY7b775JgaDgVWrVgWkHvGhhx5ixYoVREZGkpSUxLp16/p4SQZzWvqoo45yeaC6f73yyiuBXppAEDBECngCoKRzV6xYwfLly9m+fTvh4eGAMxWSmpoKOG80AsFEJDIykgULFnhsCw8PJz4+3rVdqUeMi4sjKiqKa6+9dtTqEQFyc3NZtWoVJpOJiIgI3nvvPebNm8euXbvG3B9xy5YtXH311axYsQKbzcZtt93GscceS35+vutaItLSAsGhhRCAEwidTkd4eDhvvfUW27ZtQ6vV8vnnn/Ptt98CuMZ+CaNogaAvY1WPqDB79mx27dpFR0cH77zzDhdddBFbtmwZtfP1x2effebx/SuvvEJSUhI7duzgiCOOEGP7BIJDECEAJwAOhwO1Ws13333nuoEo47aUwui1a9dy8sknA6BWqwOzUIEgiNi8ebPH92M1q1lBp9Mxc+ZMAJYtW8b27dt54oknOPvss13+iO5RwNH0R+xNR0cHcLCsZKC0tBCAAkHwIQTgBECJ6KWnp5OSksKUKVNQq9WEhISg1+vJyMjgN7/5DZmZmciyLCKAAkEQ4nA4MJvNHv6IZ555JjB29YjKOv7whz9w2GGHudLjgRzbJxAIhocQgBMApQbwV7/6Ffv370ej8f5jt9vtIvonEAQBt956KyeccAJTp06lq6uLjRs3snnzZj7//HMPf8Sxqkd05+qrr2bv3r189913o34ugUAweggBOIGQJAmNRkNNTQ1FRUU0NjZit9tJSkpixYoVfT69CwSCwNDY2MiFF15IXV0d0dHRZGVl8fnnn7N27Vpg7OsRFa655ho++ugjvvnmGyZPnuza7j62L1BpaYFAMDQkWXh+jGssFgs//vgjBoOBY445hry8PG666SYPO4vQ0FCuvPJK/vjHP4qLtUAg6IMsy1x77bW89957bN68mVmzZnk83tHRQWJiIm+88YZHWnrOnDmiBlAgCFKEABznlJeXk5WVxezZs/nvf//L8ccfz/bt24mJiSE1NRWLxeJqBLn++uv529/+JiaBCAQCD37/+9+zceNGPvjgA2bPnu3aHh0dTWhoKABXXXUVn3zyCa+88oorLQ2wdevWgKxZIBD0j0gBj3MsFgsGg4ETTzwRk8nE9u3bmTp1KldffTXZ2dkYjUY++eQTnnrqKb788ktAGEELBAJPNmzYADgNld15+eWXufjii4HApaUFAsHwEGGecY7S8GEymYiJiUGtVjNnzhz++Mc/cuSRR3L88cfzt7/9Da1Wy7x58wDhAygYPo899hiLFy8mLi4OrVZLYmIiZ5xxBsXFxa593n77bWbMmEFoaCgnnngi//znP5EkCUmSPKxXfvzxR0488URiYmLQ6/UsXbqUd955JwCvSuBtioYsyy7xBwdtclpbWzEYDLz77ruipEQgCGKEABznhIeHI0kSX375JbW1tZx33nmUlJSwa9cuysrKKC4u5h//+AeRkZEcd9xxACL9Kxg2W7ZsobS0lEmTJjFnzhza2tp47733OProozGZTOzatYtzzjmHsrIydDodxcXFXHnllX2e5/vvv+fwww/n008/JTQ0lGnTprFz507OOussXnvttQC8MoFAIBhfiDv9OEcRdrt27XLdhCsrKznmmGO47rrruPzyy7nhhhuwWq2u6ItIAQuGy4MPPkhbWxv5+fnk5ua6JkhUV1fz/fffu2pMIyMjKSwspLS0lNNPP73P89xxxx1YrVbWrl1LVVUVhYWF/OEPfwDg9ttvH8uXJBAIBOMS0QQyAfj+++857bTTaG1tHXBfh8MhzKAFw+bTTz/lgQceYM+ePXR3d3t8mHjttdd47LHH2LlzJyeeeCIff/wxAB9++CGnnnoqAF9//TVHHXUU4eHh9PT0+DxPdXU1aWlpo/tiBAKBYBwjmkAmAIcddhhffPEFjz32GPv378fhcKDX64mMjESv17umgiQkJACiBlAwPMrKyli3bh0Wi4XIyEiWLVuGzWZj165dgNNofKikpaV5+M0p2Gy2kS5XIBAIJjRCAE4Qli5dyv/7f/8v0MsQjGN27tyJxWIB4PPPP2fVqlW8+eabnHvuua59FixYwM6dO9m6dSuNjY0kJSXx1ltv9XmuFStWsGXLFtLT0/nyyy9dViPV1dXs2LGD9PT0sXlRAoFAME4RKeAJhOLvV19fz44dO9i9ezcWi4Vp06axevVqMjMzA71EwSFMYWEhCxYswG63ExUVxdSpU6mvr6e5uRlwWoYsWbKEpUuX4nA4iImJIT4+nrq6Ole6V0kBf/PNNxx99NHYbDaio6PJyMigqamJ2tpajjjiCI9uYYFAIBAMHdEEMoFQqVQYDAZuvfVWTjnlFO644w7uvfdeLr30Uq699loqKysDvUTBIcycOXN46aWXyMjIwGKxkJCQwBtvvOGxz6JFi3jzzTfJyMjAaDQyY8YM/u///s/1uBLpO+KII/jmm2844YQTkCSJ/Px8tFotZ555JjfddNOYvi6BQCAYj4gI4ATjscce48YbbyQ5ORmLxUJXVxezZs2ioKCAK664gmeeeUbYwAhGlZKSEo9RYldccQXPP/88Op2OpqYmoqKiArg6gUAgmBiIO/0E4/XXXwfgoYceYuHChdhsNv72t78xbdo03njjDUwmU4BXKBjvZGdns3TpUtatW8eCBQt4/vnnAfjTn/4kxJ9AIBCMEUIAThCUQG9DQwNRUVFcfPHFrq7f448/nszMTLq6uoQAFIw6p512Gk1NTXz66adUVFSwcuVKXnrpJe67775AL00gEAgmDKILeIKgePtFRUVhNpuxWq2uMXEffPABVVVV6HS6YVl1CARD4ZVXXgn0EgQCgWDCIyKAE4x58+bR3NxMY2MjOp0OgN/85jcUFBRw8cUXExEREeAVCgQCgUAgGG2EAJwgKObOJ598MjExMezcudNlvSFJEkcffTR//OMfXV2YAoFAIBAIxi8iBTxBUATgaaedRlRUFBkZGRx99NGkpaUxc+ZMLrjgAmJiYgBnuliWZdENLBAIBALBOEXYwAhc2Gw2V12gQCAQCASC8YsI8UwQiouLqaysxOFw+NxHEX9lZWXce++9lJWVjdXyBAKBQCAQjCEi3DPOsdvtqNVqzj//fBoaGrj++uvJyckhNjYWnU6HWq3GYrHQ0dFBTU0Nu3fvZsuWLWzevJklS5Ywffr0QL8EgUAgEAgEfkYIwHGOUvt35JFH8txzz3HjjTcCEB8fz/Tp04mMjMRoNFJfX095eTkAYWFhXHzxxSxZsiRg6xYIBAKBQDB6iBrACYDiAfjjjz/y3HPPsXv3bhoaGmhtbcVoNKLRaIiLi2P69OksX76cX//615xyyimo1epAL10gEAgEAsEoIATgBEERgQDd3d388MMPVFRU0NXVRWhoKCkpKcyePZu5c+cGeKUCgUAgEAhGGyEAJxgOh2NAe5fB7CMQCAQCgeDQRQhAgUAgEAgEggmGCPMIBAKBQCAQTDCEABQIBAKBQCCYYAgBKBAIBAKBQDDBEAJQIBAIBAKBYIIhBKBAIBAIBALBBEMIQIFAIBAIBIIJhhCAAoFAIBAIBBMMIQAFAoFAIBAIJhhCAAoEAoFAIBBMMIQAFAgEAoFAIJhgCAEoEAgEAoFAMMEQAlAgEAgEAoFggiEEoEAgEAgEAsEEQwhAgUAgEAgEggmGEIACgUAgEAgEEwwhAAUCgUAgEAgmGEIACgQCgUAgEEwwhAAUCAQCgUAgmGAIASgQCAQCgUAwwRACUCAQCAQCgWCCIQSgQCAQCAQCwQRDCECBQCAQCASCCYYQgAKBQCAQCAQTDCEABQKBQCAQCCYYQgAKBAKBQCAQTDCEABQIBAKBQCCYYAgBKBAIBAKBQDDBEAJQIBAIBAKBYIIhBKBAIBAIBALBBEMIQIFAIBAIBIIJhhCAAoFAIBAIBBMMIQAFAoFAIBAIJhhCAAoEAoFAIBBMMIQAFAgEAoFAIJhgCAEoEAgEAoFAMMEQAlAgEAgEAoFggiEEoEAgEAgEAsEEQwhAgUAgEAgEggmGEIACgUAgEAgEEwwhAAUCgUAgEAgmGEIACgQCgUAgEEwwhAAUCAQCgUAgmGAIASgQCAQCgUAwwRACUCAQCAQCgWCCIQSgQCAQCAQCwQRDCECBQCAQCASCCYYQgAKBQCAQCAQTjP8PLvupxOiySZYAAAAASUVORK5CYII=", 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4-obese=4, 5-extremely obese=5\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "04ed4c2fc40e4515a73dde7a93386ca8", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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1-underweight=1, 2-normal=2, 3-overweight=3, 4-obese=4, 5-extremely obese=5\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "8b429c5ba3b742deb1184b41ca0d5b7e", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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4-obese=4, 5-extremely obese=5\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ee4a5d29c8f64124a96ff1394570d0ba", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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"print([ps.testDirection('weight', 'bmi', power=1),\n", - "ps.testDirection('weight', 'bmi', power=5)])" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-9.158602211832032e-05, -3.7747582837255325e-18]\n" - ] - } - ], - "source": [ - "print([ps.testDirection('height', 'bmi', power=1),\n", - "ps.testDirection('height', 'bmi', power=5)])" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.0030229157751376396, 2.220446049250313e-19]\n" - ] - } - ], - "source": [ - "print([ps.testDirection('genhealth', 'income', power=1),\n", - "ps.testDirection('genhealth', 'income', power=5)])" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.0016608571991132144, 2.55351295663786e-18]\n" - ] - } - ], - "source": [ - "print([ps.testDirection('genhealth', 'age', power=1),\n", - "ps.testDirection('genhealth', 'age', power=5)])" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-0.0030229157751376396, 1.5543122344752192e-18]\n" - ] - } - ], - "source": [ - "print([ps.testDirection('income', 'genhealth', power=1),\n", - "ps.testDirection('income', 'genhealth', power=5)])" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-0.001149383032788455, -5.551115123125783e-18]\n" - ] - } - ], - "source": [ - "print([ps.testDirection('gender', 'income', power=1),\n", - "ps.testDirection('gender', 'income', power=5)])" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-5.350128870146513e-06, 3.252688957844363e-09]\n" - ] - } - ], - "source": [ - "print([ps.testDirection('state', 'income', power=1),\n", - "ps.testDirection('state', 'income', power=5)])" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-0.03884388650568498, -5.10702591327572e-18]\n" - ] - } - ], - "source": [ - "print([ps.testDirection('gender', 'height', power=1),\n", - "ps.testDirection('gender', 'height', power=5)])" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-0.015120586274729729, 1.1102230246251566e-18]\n" - ] - } - ], - "source": [ - "print([ps.testDirection('gender', 'weight', power=1),\n", - "ps.testDirection('gender', 'weight', power=5)])" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-0.03884388650568498, -5.10702591327572e-18]\n" - ] - } - ], - "source": [ - "print([ps.testDirection('gender', 'height', power=1),\n", - "ps.testDirection('gender', 'height', power=5)])" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-0.0002833800705131416, 2.220446049250313e-18]\n" - ] - } - ], - "source": [ - "print([ps.testDirection('gender', 'age', power=1),\n", - "ps.testDirection('gender', 'age', power=5)])" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-0.001624289136854604, 1.1102230246251566e-18]\n" - ] - } - ], - "source": [ - "print([ps.testDirection('height', 'weight', power=1),\n", - "ps.testDirection('height', 'weight', power=5)])" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-0.004087735648236016, 2.7755575615628915e-18]\n" - ] - } - ], - "source": [ - "print([ps.testDirection('weight', 'diabetes', power=1),\n", - "ps.testDirection('weight', 'diabetes', power=5)])" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-0.006246214419863126, -3.996802888650563e-18]\n" - ] - } - ], - "source": [ - "print([ps.testDirection('bmi', 'diabetes', power=1),\n", - "ps.testDirection('bmi', 'diabetes', power=5)])" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-2.0451462683323195e-05, 4.440892098500626e-19]\n" - ] - } - ], - "source": [ - "print([ps.testDirection('state', 'asthma', power=1),\n", - "ps.testDirection('state', 'asthma', power=5)])" - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 290759\n", - "Viz.show: Target = [('income',)] , Condition = [('bmi',), ('weight',)]\n", - "Viz.show: Showing graph = 3D Expected value plot with two conditions , power = 5\n", - "Viz.show: Controlling for ['gender']\n", - "Test Time = 217.86\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "c1f84d25e0c1443b924651cfde73b66f", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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"bed83ff8b0b14ed49da93fa7d706a0d3", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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kGAZ++qd/+mYvddXgtnbjnENRFIyOjmJ4eBgHDhzAqVOnahJXkiRRFnCjkIoA7TkCUJ2puiVcuzkB5rfBwj4AKbDQQl1LsMevQphJ+O96VU3zRHIOyFgA6xGQhZAAJIgbCwnABuSVr3wlEgmnuKxlWbBtG7Ztg3MOznm27tz09HS2wDBx/XBbu7m1zoaHhzE+Po6+vj40NzcDqC0urVYLYLUJI8t1TKJ6RDICdC6+P1JAh50YB2veUHFuszUHMAGEfRCmDKklVpcrVcyOwp4dA2oUgEiFsxZAkU7UNrcAsgASxI2HBGAD4X74nzt3DqlUquJ4wzBIAF5Hcvv6Ao7lbnBwEHNzczh69CiampqyoqoWkbbUGMB6hBwJwOtEKgrGCs7rzJNAc+XWbiFpAWCA0BQg3AS2JgY7dg1Ky9aaliDC8+BTozXNAQCkowDPdKbRliYAKQaQIG48JAAbkJ/6qZ9CPB5HKBRCKBTC97//faiqip/92Z9FZ2cnvvvd72JoaAiGcXM6B6wG3L6+bms3xhjOnz+PWCyGo0ePZhvL11rXz51TbxkYy7Jw+fJlMMYQCASgqip8Pl/RP1VVi27IjSIAV9LrEMkwINl521j0BIDKAtAvp5wi0IYMPt8EeU0MPH4RqFUAJuaARKR2EabFwDMuYBhLF4CN3AmExC2xEiEB2EC4HzLf+c538rZv2rQJPp8PX/nKVwAAb3nLWzA0NARd12/4GlcDbl9fXdez78np06eh6zqOHTtWZHWtJaYPqD8JxLIsnDp1CgDQ09MD27aRSqUQiUSycaGmacK2HUGSKw4Bx2J86dKlIqHo/n4rNLtfcTfiZARg+cKHmYMV4wCFkYIsW844UwKfDULeC3Ct+iSSLOkYhM1hD52BsuNg1dOEnoDgTgKKMJO1Hzd3X2QBJIgbDgnABkQIASEELMuCz+dDU1MTxsbGcOnSJezevRvj4+MAHEFALC+u+NM0DbIsg3OOkyed0h5Hjx7N6+vrUmucXj0uYNM0MTAwAFVVsXv3bjQ1NWVrEBZi23ZespBpmohEIojFYtnC1YXPA4Asy57CsJRgVBRlVd/0hW0BWhKMNSFX8TFpsnIiyMRJMAYIwQCbwZ4KQQXA7dqLQTMzAQgG6+xzNQlAmGlwO3M9m5VDTspBApAgbjwkABsQ1+Xoio1t27bh0qVL+D//5/9gy5YtOHPmDEKh0E1eZeMhhMDU1BQ0TUNnZycsy8LAwAD8fj8OHDhQ0kJWa3xdPUkg7jr27dsHy7LKzpdlGcFgMOumBoBQKITp6WkcOHCgaDznPJthXphpbhgGYrFY0Xb3hl9KLJba1lBuwlQUgACYnS8AA0kIPQrmbys5lU/8xPlFOHkg9mQg87D2YtDM1iAEwEer70ICADA1cEvJ7CNd83FzIQFIEDceEoANjPuBeu+99+KHP/whPv3pT2efu//++9HS0nKzltZwcM6RSqUwOTkJy7LQ1NSEgYEBtLa2Yu/evWWFy/UUgG4WeCAQwP79+7Pza6XcMSVJgt/vh9/vr2pfQogiK2OueEyn04hGo3nPuW5pRVGqFouuldHr+CsBkQxnfiuIAZQAzDwFbPrZknOlqROZnQBM4rAmHAEIdbamNfDYHMBNQKgQ4drmwtQhLOc9Z5wsgARxq0ECsIFxP1B/4zd+A8888wyefPJJqKqK9vZ2vPvd70Z7e/vNXWCDwDnPtnZTFAXpdBonTpxAd3c3du/eXfHGVmsMYLXjdV3H+fPnAQD79+9fkvVsObOAXeu0oihVW6I550WCMVc0plKpIgsk4JyrXGGo6zps28aVK1c8BaNX8st1I5XpnsE8QjHCz5cVgEybBgKA4AxMFhBxBWYkCCkULjnHC3t8ENwSGVeyCR6dh9TWVeVkE8JyhCfjWk3HLYQEIEHceEgArgKam5vxta99Dd///vcxNjaGV7ziFdixY8fNXlZD4Pb1dVu7GYaB+fl5bNmyBdu2bavqplZPDGCl8bquo7+/H01NTUin00t2nd7sMjCSJCEQCCAQCFQ13o17LBSF09PTSKVSSCQSRc+5tehyxWA11sa6z20JCyAAMO1C2amMZQQXZ2AMkGQb+mgrmnbO17QEMT8GcJZ1QVunfwzfPa+rPI/bELYNYTMIAUhsaQLQqw6gkUjD1xwsMePWgsQtsRIhAdjguAkJAPDa17427zn61r00LMtCKpXKir9IJILJyUmEQiFs37696v0stwtY0zT09/ejra0N27Ztw9zc3LK81yvFdVoNbnxhYca1+14dPnw4b3uuW9orjlHXdcTj8bxtbhKVoihVJb3kZkszxiAyFkCGYgugxMZQSuJzS4eqZESj7bynTOEwxpvRfHAadnIacqi61oJiYQqCM8cCCMC+fAqoQgAiPusIRy7ALRUSW1pFgcLr04ikkbg0js47dy5pvwRBlIYEYAOSTqcxOzuL48ePo7+/HxMTE2CMobu7G3v27MHOnTuxZ88erFmz5mYv9ZbFsqy8vr5zc3M4d+4curu7a+68sZwCMJ1Oo7+/H52dnbjtttuWrdZjo39RyHVLV0tu8ouXWzo3jtHdlpv8snPiHNYC0I0kAgX5QSwQQyK6AF+wudgtffrrYHLm/c904pAUDnvacafb8YtVC0DEZzPiL9PTd6a6gtAiNul0ARECtqFClpYuAHMtqcmRKMzJeQAkAAniekECsMF4/vnn8bd/+7f40pe+VHbc61//erz+9a/Hz/3cz6Gzs/MGra4xKOzrOzU1hUuXLmHfvn0wDANzc3M17W+56gB6xR7mFppeioi72S7g5WS5Xkc9yS+WZWVFoW/+aQCALBWvh8kCg898BdMZAZRrSTww/D24hk1hMzAATLEh5hz3uJUchA9V9vlOhyGE48Z1HifAuQ1JqlDTMTGVcT8LWIYKWV3aF43C6zM9HgefjixpnwRBlIcEYAPAOYckSfjYxz6Gj33sY2CMobe3F729vdi2bRvWr18PWZYRjUaxsLCAyclJfPvb38a3vvUtfPnLX8ab3/zmm/0Sbhly+/rKsoyxsTEMDQ3h4MGD6OzsxMTERF0WwKXWAUylUujv70dPTw927dqVvZnW02mk2mPeitxMS6YbX6iqKpqammDZGgQARRFeYYA4sikNvueVRdbF4OWcOD/XAihzSAuOEJ0aP44rVzaXrcfoPhcyok78n1g8L/ziCUh77yj/YpKzEFwCY4Bp+BAKLW8WcGoiBmk+tqR9EgRRHhKADcT4+Dg6Ozvxnve8B/fffz9uu+02z3FDQ0N45pln8MUvfhGtra03eJW3Jl59fYeHhzE2Noa+vr7seazVmgcs3QWcTCbR39+PtWvXYseOHXk3UhKAKxeRjGR+MT2fZ6mzRTUZhRBgyLG2uQJQtSHPqRCcYU2vjTXr7/Z0TRfGMb7ESkDw5mwMIABMP/kdzOqlE2F8Ph+U5JzjAgbAdRWKasFagpW5KAZwLg01srT2cgRBlIcEYAPgxs68733vw5/+6Z+iq8sp48A5z7tpux+y27dvx/bt2/HGN76R2sFVQWFfX0mSMDg4iJmZGRw7dgxNTU3ZsbVa89w59QrARCKB/v5+rF+/Htu3by+6AZcSgPWIVHdeo8cD3jBSEednKQEorhV3BJl6AYzlbLXdGEAbEmfg0WYwdRZNzc0VD8/1FMTZTzjiL2eXLYk5GG1tMAwDmqZlO8C4cYyWZaFv/hJaufO5Y2kymCRw9vnnoba1lUyEcZNfvCgSgAspsNjSikuvJOhvhliJkABsIHbt2pX3uFJ5ClmWqSNIBQrFH2MM586dQywWw7Fjx/K6ZQD1WQAlSapJNLrHiMfjGBgYwMaNG7Ft2zbPsctlAXQhAbg8CMsAdNdt6i0AJX+4yKrGRh4HU3KuFcEA5lgAAcCebYXcvFDdGiavOO3kcrKAAUBORkpeT0Dmi+V/PgKdO3GCtu20FPTbJoxMZnylmoyFlkXOOebn52EYBlRVhR5OQ9UaRwASxEqEBGADMTs7i2vXroExVlTCwuv3yclJvOpVr8JP/3SVAeOrDLevr67rWdF1+vRp6LqOo0ePegb/3ygLoJvtu3nzZmzdurXsWPe1LIXlFpKrHtf9C4CVsgCqNjB/CujOKVkzewKSUnx9yRkBaM00Q1lXXRKSmBl2cn8LLIDgNvj8JKSudZ7zJEmCsJMQtvMFU5iOANzY2Y7gbfuLj1OiJqP7L5FwXL0jIyPZJBk+MQefP4XHH3/cUzCWck03VKtAgrjOkABsAFyrzN///d/jox/9aE1zE4kECUAPhBCYnp7GwsICNmzYAM45Tp06BSEE+vr6oKqq57x6YuVqnWOaJsLhMLZv347NmzdXNYcE4CIr4TUI1/2rVMi2nftxvgBMzXh+amctgFMhsBfr4EYckq98q0c+PwYJAES+BRAAzJNPwf+K/1/JucxOANz5G+BWxhKY9E7aKFWT0UUIgcnJSdx+++3ZQt///bf/DMkWOHbsWMWajKZpwjQdEV1vTUaCWI2QAGwg3N6+3d3dCIVC2b6pfr8/+1NVVTQ3NyMSieDJJ5+surPCasLt6xuJRDA9PY3e3l6cPHkSqqri4MGDkOXSN+1a3bnunGpFSSQSwcLCAtrb26sSf67berkE4K3OinkdrgVQLf8RzJKnsr+L8BAYL9GPWXGKSfOpAJgE2LGLkLpvL7+GuGMpFBx5WcAAwIfPAigtAMHTEFwFAyBs5++BJ+Plj1cC99rMfW+4ZkH4BJo4Q1tPT8V9eNVkzH1cqSZjJcti7nMr5hoiiCVCArCBcK1S73//+/He974X8Xgcfr8fkiRl/7klYx555BE8+eSTmJiYuMmrXlnk9vVVVRW2bePEiRNobm7Gvn37KrqY6rUAViMaw+EwTp06hdbW1qzYr3b/ZAFcYbgWQLXC9WQPZ72z7Or3s1m/ACCwGB8oZTqDiCnnM8BODUJFBQGYclrR5dUBzMBnx8vPFYvJYzyTiCLS9QlA99rPE4C6Da5I0EenoHRUrlSw1JqMheIxlUrliUbDMGDbzjmu5I4ufFzuCyNB3ExIADYQrihwS5IEg8Hsh48QApzzrADcvHkz7r//frzsZS+7WctdcXj19U2lUli3bh1uu+22qr75X68yMAsLCzh9+jR27dqFRCKxrK3jqt0HQAJwuciWgKngAmbq3KIAnPtJwZOLv0qygAAHwhKEIUEYVyuugRkZl60o2BkA6ClwU4ekegsqBmtxRiYbWGjJisf0wr2mcr9ccdMC5xKM8Vk0Hdpd137LUViTsRrKtQo0DAPJZLLIAgk4yXa333471q5du+yvgyCWAgnABsC9Ob/lLW/BL/3SL2U/SHPbWmUtBZnnDh48iK9//es3eKUrl8K+volEAleuXIEsy1WLP+D6JIHMz8/jzJkz2L17N9atW4fBwcElCcB6XFiNJABXxGvICECmlheAkt+AHbsK1roVTL8K5HYNKXgZkmJDWCr4bBCMj1VcArOc5AvhEQMIAPa545AO/1TRdsFNsJxOxcK1ABr11e0rdAFbaRPCEuBcgjk1X27qDaWwJmMlcpNfmqsoy0MQNxoSgA1EbusvANkMO/ebqSRJaGpqyusBbNv2qndRFPb1jUQiOHXqFHp7exEOh2sSTMudBDI3N4czZ85gz549WQvCcnQOqZcVIZ6WwEqJ31pMAqkia3XmRxBKK5iUAJTcRIqCmo8yh7AAPhOC1DJddpfctsG45uyiMAs4g33xBageAhCxGbBcwejONerrBlIoAFPXIhBcwLYlWPORuva5EsiNLyyVNEYQNxMSgA1IKpXC4OAgHn74YTz77LMYHh6Gpmno6OjAjh07cOedd+LYsWM4dOgQurq6VnVtN7evryv+5ufncfbsWezatQtNTU2Yn6/NArGcdQBnZ2dx9uxZ7Nu3L0+0S5IEy7Kq3r+XAFxKIWhiGci6gCsLQBbvhxj2AYYClju84JKRFA6uA/ZsCFJPhet2dgSMOTtwrH9OHGDuxwCfGPKcKmKT2S4gwKIMZebSXMBZATgeB4QAtyVYYWoHRxDXCxKADcZTTz2Fj3zkI/jv//5vAIvFnhVFwdzcHPr7+/GNb3wDAPALv/ALeMc73oFXv/rVN3PJN43cvr6KomB6ehoXLlzICq5YLHbdEjoK5xQeZ2ZmBufOncP+/fvRU5AFuVQLYD0ijgTg8uLGALJqBKBxGQhzcEOBnFMDsNBt6yaC8LlmsOaZsvvk01eQPbK7S8GAnC4jIhb2npyYhuCL65YkDtuSAHt5LIDapJNMYtsS7Hh9opIgiMqQAGwgnnvuOfz0T/80QqEQtm7dikOHDqGvrw+bNm1CMBhEKpXCxMQErly5gqGhIXzzm9/EiRMnMDw8fLOXfkMp7OsryzLGx8dx5coVHDp0CJ2dnQDqL+niHqOWuMFcYTU9PY3z58/jwIED6O7urji+1v3Xy2q1El8XUlHnZzUCUJkGS9nglgTkFoG2CwSg7DzHZ0JgLRq4rUOSvZM4xNzo4u9wxX2BU1lw2BPDkNcXdAVJzkFYOQJQtmGmfY5LuQ4K/1a0mSQYA2xLBk9SP2CCuF6QAGwgAoEA1q9fjz//8z/Hz//8z5cNPJ6ZmcG3vvUtzM1V1zWgUfDq63v16lWMjo7iyJEjaGtry46t15oHOKUtqo2tzHXpTk5O4tKlSzh48GC2p7PXMZYqAOu1AjaCBfBmvwZhpAHTEUusikuE+TQwKQIu8pMPhMgXjyxTDJpPBsBkAb5wGVJHcWcOAEAkp/yTa0kUDIXBgNaZHxcLwPQ8uLV465BlG5buA2P1tW7jnOcJQH3O+WLGbRnc8O6ScqtBX56IlQgJwAbi8OHDGBtbzP4r/GDNZc2aNXjHO95xo5a2IvASf4ODg5iZmcHRo0eLBHO98XzusarFFZoTExMYHBzEwYMHs1bIUuNvlgWwlv3Ylg25UqeLG8yKuBG71j8AkCuvR8R8kGQOJhWc+4KHslsLMKGAJxTYyUtQSghAkVyMERScOT2BvTKBr54vnqwtgJuLtw5JciyAUmh5LIBGWAPAYFkyYNll5xrhOHwd1dfEJAhiEWqc2MBIkpTNDM7tCOGWJ9B1/aZbQ24Ubl9fTdOy5+X8+fOYm5vDsWPHPK2lrgCsVWwBqDlGL5lMYnBwMM8FXW78zRCAQG3CNnFhdVmXq0Xk9AGGUlkA8nAAQizG+C3uKP9h7vN8NgSulw7tYLqTXOEkfiy6gIvWOj/pOZebi8Jekm2YugqJ6UVjqyVXAJpRLROLKEEIwIqWdgNr18rHOhIEURqyAK4i4vE4/uAP/gA+nw+xWAxtbW34+Mc/3vBZwEIIzM3NwbZtBINBCCFw9uxZpNNpHDt2rGT3gNzEh1ri+dw51RKLxRCPx9HX14f29vaqjnEruICjF2fQdqC35uM0PMmc5IoqLIDWdAjymgSYXP7cu/2AAYDPBMHaR0sPtpzkitxs3sJ2cAAAQwfXkpACOcWSrXieAGTMhqn50CTV3wkk9+/LShjIjUbUR6egtO30nGuMzwNHdtR1XIJY7ZAAXAW4AkbTNHzqU5/CmjVrYJpmVb1kb3Xcvr4XL15ER0cH1q9fj1OnToFzjqNHj5atz+W6c93uKdVQqwVwZGQE4XAYbW1tVYk/9xg3uhB0PcdNDUcrD1qFiBwXcKUYQGEx8EgQvE2DXHgJFmYB5wnAEOTOqZL7lbgTr5fr9vVyAQOAffppSHe8cnHNdjLfAijZMLUAJNko/2JKIITI+/uyU0ZeNoo5MQscKCEAp0pkKhMEURESgKsA94bf09ODp556CoFAINs7M/f5RsMVf4ZhQJZl2LaN/v5+qKqKw4cPV0zSqMeal+tqr8TVq1cxMjKCDRs2IJ2uPoC+1tjEm5UFnJ6Kg9scUpFyubnc9LCHXAtghVMjIgFAYhCmDPjLx8PJBQIQh71d8Dw6C4ZMvCCvwgI5OAA1RwDCToGbLdmlMwaYmgpFrV8A5l5btmbnPAcYk941DYUQMGfpSwZB1AsJwAYnnU4jkUiAc46mpibcfnuFBvENgm3bSKVSME0TiqJACIGxsTF0dHRg3759VVn0ci2AtVCNQBseHsbY2Bj6+voQjUazJWmq4VZJArESBrTJOEIb2yoPvkGsiC87NVgA7dmQEw/nIdSEYHllWyTFyhZztqdDYKERz32Kycs5fXwrWwD55NW8x0zo4FYbcv+EuKFC9pmw6wgnKRSA3MgRuoLBmvO28hmT8+B69QXRCYLIhwRgA3PhwgV8+ctfxrlz58A5x/bt2/GzP/uzeNnLXpZNhGhEbNtGMpnM9vVNp9NYWFhAMBjE/v37a47nq6cUTKk5QggMDw9jfHwcfX19aG5uRjwerzlppN5C0EIIDA4OYnZ2Ntumyuuf3+/PeyzLcu1ZwJqJ9HhsRQnAlUBeEkhhZm8B1lQLmCTgeckWTGUSwGQb4LITA9iaBOc2JClfZfLZq3C3CK+WboUko3kijUkmhC0D0qJQsw0FkiRgJhOQm2vLys3dNzdtCIuDKYvrsyLesYXp4cmKvZRXCo36WUvc2pAAbFAee+wx/I//8T9gmvl1tD75yU/in/7pn/CWt7zlJq3s+uL29eWcQ1EUJBIJDAwMIBgMoqOjo+YP4npKwZQSSkIIXLlyBVNTUzh69CiamprKjq91/5XGCyFw4cIFxGIxHDlyBKqqwjAM6LoOwzBgGAZisVj2d/cf4BTL5pzjzJkzCIVCJYWi+0+SJNgpC+mp+hIDGpoqBaBIy+CJAKSQBiZXJ/iZzCG4DJgyRFIFl69BatmePyg8vniMKiyAEAL2tQtQtu6F4GbmGPljuemYA61YbEkCMDWeaf3mliYUDHbMOwtYG5kDW+V9zAliKZAAbFB+93d/F5ZlYdOmTdiyZQsCgQCmp6dx9uxZvPe978Uv/dIvNdy30sK+vtFoFKdOncKWLVuyQqZW6ikG7SUahRC4fPlytuZgKBTKO8b1dulyznHp0iVEIhEcPHgQgUAgbw2lcEsGGYaB48ePY+3atfD5fFlx6MZYuv/cLxyKooBHErj8wgXMbtbLWht9Pl/DXYvlEKnI4oMyApCHM4WfGQdTPK5Bj6mSYsM2ncQmPhMEb74EFAhAEVssnZJXTLqUAARgn30Wyta9QGzaqRlYKAAtR4jxRBTAhpL78SJPAI447nG3JLUQDDzpXV/QGF9AcWYMQRDVQgKwQRkdHYWqqnj44Ydx+PBhAE6LsWPHjmFiYgLpdBrBYLCmjhUrme9///sIhULYv38/FEXB/Pw8zp49i507d2LDhg24cuVKtttGLdRrAcwVjblu176+viLhdSMsgNPT09A0DUePHq3p/WaMZUWaoijo6OjwbE/nwjnPCsHnxQiaeQAdHR1ZS2M8Hs+KRV3XYduOG1FVVfj9/uzPcmJRVdUlCcabngSSWwi6jAC0ZjIWYrmECxjFGyWZw3XM2jMhcGXI4/iLMXX5FsDSS7avXXDGxDJ1AQvEorAz8bKJ2i2+eQJwLGMBzKyFcwahe395M+Yi8K8rfS2uFFbTlxvi1oIEYIPyile8AidPnsSWLVuy29asWYM1a9bgNa95TVaENIL4A4DPf/7zuO2223Do0CFMT0/jwoUL2LdvH9asWQOgPktevfNyRaMQAhcvXsTCwgKOHj2KYDBYdny1a6p2vFsA2zRN3HHHHQgEAkVhAct5XEmSEAgEEAgEAJND0Ri2bt1acrxt20UuZ/dfOp1GNBrNc1O7NeMqWRRzXdRu/KL7Gm4mQksC1qKgYdos4FGJSHAn/g9A6fp/HptzLYV8OgTeW5wIwjI1AJ19VKgD6D4VzlgN49PgllQkSAXPCMBUrOQ+SpFbB1CfydQndJ8TDKJENxA7nATbuKbm4xEE4UACsEF5z3veg/vuuw8PPvgg7r//fjDG8J3vfAfnz5/Hm9/8Znzzm9+EpmmIRqN4+9vfXrIY8q1CIBCAYRgYHx/HlStXinrpSpJUlwCsZ54rGt2Yu0gkgqNHjzqiqMz4WvZfjQAUQmBoaAi6rmPTpk2e4rMWahVPtsFhRMq3B5NlGcFgsOq1WZZVUjAmk0ksLCxku9wYhpGtMecKQtdCeeHChSKh6Fofr+uXolz3L+Ng6QnAI2ROJHxApt2ap/u3BJKyaOXmMyEI5tHJQyy+J1XFAAKAZTju3eQshCWBsYLrL7Mfni7dtaMUuRZAfd7Jhs+6gDPC0kqkoDTnW86tRBpokC+wBHEzIAHYYLhFi1/72tcinU7joYcewkMPPZQ35v3vf3/e45/7uZ/Dxo0bb+Qylx2fz4fh4WGcOXMGd999N9ra8jNP63Hl1jvPFY3nzp1DPB7H0aNHywrsWl261a7p6tWrmJiYQHt7e1HB6xvRCUSYHGas/vZgXiiKAkVRqo5fLBSMMzMzWFhYAOe8bMJLOYtioZu62iLhwGIGsICArz1VMrmDzy8KYqkmAZhjAZwJAmp+qzSuJcGEmZdksbi48vu2Tj0FxVyAsOTivsRwXMhCq08AuufQ6QOcs17bWZ8xOgVlb34so502IKkUA0gQ9UICsEHZvn07BgcH0dLSAlmWIcty9kM294YWiURueTcw5xwnTpzA4OAg3vnOdxaJP6B+C2C9ruORkRHYto2+vr6K1tXrEQN49erVbJ3Ba9eu3fA6gNzmEDaHnarP3bwcMMagqipUVc1mXFuWhVQqhX379hWNz014yf3nWhPLJbxUXU4nEYYQAmpbGpLKvcL4AAD2zGJvalbYA7gMed1A5oKAL79Qspi8kue+FTmXdlkLIAD78kkovamMCzj/b0JWbFiaCohkidmlybUAWpkvDFkXcMYCaIzNIJQjALltA6YNRkkgBFE3JAAbDFfk/d7v/R6i0SiCwSAURYGqqlnriaqqWbeYEAKdnZ03edX1Y9s2fu3Xfg2Dg4N47Wtfi76+Ps9x9Qq5Wi2AnHOk02nIsow77rgDPp+vqmMsZx3AkZERjIyMZOsMAsuX+FDtfow5x5Vnp1dWod5ybuzc2MJq4JznCcbccjqGYSCRSOQ9tiwLG+fPYKsmI9CbOS+FrlQ47d+sWUewCiEg+aoXgLKSX0RZmHaewBIzw/maM0/0lReAfHoEaFM8LYCKYsPUfRBsaQLQjOdbjHkmucSczu8GYoxOg3MJTFn5X15vdtwpQZSCBGCD8sY3vvFmL+GGIEkSdu7cibe//e0Ih0v3Bb0RFkC3Tp4QAps3b65aSCynBXBsbAxXr17FkSNH0NLSUtf+l2Od+qwjBGy9evFyq+G2U6w2fpZzDvO/pxHrb0HrlkhmJx4CMOoHMuVZmMI93a1AphNIgbbItQA6+1LAu2cgh3qdxwtjRftY/L3CC0jFwVNOzb/CNcmKDTPtA5SlCcCsxTibBZyJAZyN5M3Rrk4DYLeEACSIlQoJwAblBz/4AcbGnA/7XMuEbduYmZnBhz/8YTz33HP413/9V3zsYx/D5s2bb/KK64Mxht/7vd/Dn/zJn2B6errkuKXEAFYjAG3bxpkzZ2AYBlpaWmqKC1suAegmwBw5cgStra1lx1/vGEA3mF+YtYvuRkWSJMhGAmYqAMGdzh1eRjc7Y/0DAMlX2oLKIIp2IBW4i/lMCKPmY+DtL4LP50PH7Ahy023y6vlVcAEDAI+nwQ2lSHjKqgVT94EFq29pmD1srgAssBjbrgAM57uy9bFZALhlOoEQxEqEBGCD4bY/e//734+TJ0+WHPcrv/Ir+N73vocvfvGLePOb33zLCkAXv98PXS+dcLAUC2Al0WPbNk6dOpWN+Tt37tx1Seoot6aJiQlcvnwZhw8frioBph63VC1zjIU0AIBbJADzSEZgmzKELYFJ3NMCaE0txv8VWvTy8agDqBYIqOkQlLYxzGfqL7bG85NCkGcBrEIAJhi4VXzbcC2AvtZ0xX0UktcKzu3t61oAMwWmrVi+ZdGYigAAWQAJYgmQAGww3A/SPXv24Nq1a+jt7YUsywgEAvD7/QgGg5ifn0dLSwte8YpX4PLly7d8BjDgCMBy3T6WEgNYbp5t2zh58iSEEDhy5AgURamrrMtSysBMTU1hcHAQhw4dQnt7e8XxwPW3ABrhjBAQgJU0oDRV5w5veFJRcFsGt+RMEkjB+6LJ4PHFckGsjAUQHhZAWeX5gmomiM47Eti4yykGbz5v5mX71pIFDABcU8A9cldkxYalq1CtFOLxeLZgdzWWcHe9QojsFwZ3KbZbYLqgG4g551gEJRKABFE3JAAbDDej9/Of/zxkWS4q/5HLtm3b8PM///N1H+tHP/oR/vIv/xIvvPACJicn8c1vfhOvf/3ry8554okn8MADD+Ds2bPYtGkTfv/3fx9ve9vb6l6DSzUWwOUuA2NZFk6ePAnGGA4fPgxFydRtu4G9fWdnZ3Hx4kUcOHAAHR0dy7L/5VinGV28YafGY2jdvXI6NtzMTiDGbARCNMEyFChBs0hJ8XAAuRvLJYAIMM+0DUmxIWznWuQzIQhMZJ9jdgrI7f7G85NAhECJriOZ8aYMmzMoBbpOVmxoaR8CPIHnnnsu23VHVdWKGdKapkEIgdREbFH5ZX7atvN5VtgNxIxkLIKFCyEIompIADYogUAACwsLuHLlCiRJwu7du9Hc3IyFhQUAQEdHR01xal4kk0kcPnwYv/qrv4o3vOENFccPDw/jZ3/2Z/Gbv/mb+Od//mc89thj+LVf+zWsW7cOr371q5e0Fr/fD00rXXR4uZNALMvCwMAAZFnGoUOH8krp1JPVW6vLGABmZ2dx7tw5HDhwIK/otRc3Ogs4VwBqEytHAN7MjEwhBPRZR9BZmgq0pYtcwG77N5dyMYAeBkAAAJM5REY3ipgfgjuxsdy2wVh+WR5RuIMS+8zZO7ghAYHiMjBmKgS/z8a9996bLbjtVU5H07S8GoyuAJz58bXFQ7sC0HKudWFamJ6ezopHO552Vr/EzzCCWM2QAGxQxsfH8ba3vQ2PPfYYAKf48wc+8AF87nOfw6VLl/ChD30I27dvz3MX1cprX/tavPa1r616/Gc+8xls27YNf/VXfwUA2Lt3L5566in89V//9bIIwHIu4KV0AikUPaZp4uTJk1BVFQcOHCiqo1ivoKv2vXDHnDt3Dvv37y/bm9cdX89r99pP1QIwvvhepKdqLw7ckGgJGEkngYJnunzkuoCFWGz/BgCCccdNXAKnG0fx9cIUDuT8KYhE5sHM1WLrXsHuhWCZ5JLSeGkuRbFhaj5Ikp4Zk9MSsAKXL19GIpFASwS4jPxELs6VrFXyyvkLMCBgGAbWpnQAEi5eugjepJUs0p1XgzGnJeCNhMrAECsVEoANhm3bkGUZn/3sZ/HYY4+ho6MDmqbhk5/8JO6//35MTU3hs5/9LF73utctWQDWyjPPPIN77703b9urX/1qvPvd717yvgOBQFkX8HL1AjZNEwMDA/D7/Thw4ICnFbWepA7AKRNSTVHuSCQCALjtttvQ09NT1f5z1+O+JrdrTC3rrPZ1WYlFBeL2d131JMNOqRQAtisAc09/QgWMxZCNivX/BPO01kmKjdyZPFNahU8Po/DdLkr8EG4TttJIHr2JZcWCqfkgy6W/hJVCCAFFUcDnyl8nfeu2InjbFti6gXOf+jEAYNPmLVB37syzNMYzCS+5/wpbApYSiYWCkSAaGRKADYZ7g47FnKbs73znOzE5OYnPf/7zmJiYwO233w4A2ZIpNzIeampqCr29vXnbent7EYvFkE6nl9Sr9kbEABqGgYGBAQSDQezfv7+keKonqQOo7r1YWFjAuXPnAKCi5S93/zc6BtBO5gjAudpLg1xPblYMoEhFYZmuBTAjLnIsgPZC/vVfPgPYneuRCVxQCkbEGbgRg5gb8VhU/vx6Tw2TAEuXISu1d35xv4SmK3xR0MenEbxtC4yRyWyB6KbmJnQUfKZ47d+rw4v7LxqN5rmp3Q4vsixXJRTraQlIECsBEoANhism9u/fj1AohJe//OWwbRuf//znkUgksvXhEonGcstdTxcw5xy6rmNgYABNTU3Yt29f2Q/7emIAgcrCJBKJ4PTp09i1axcuXrxYtZBZTgFYLVZ6UQhkM4JXADc1BjARBrdkKKq1aAHMWY493ZI3vnwGcGm8agHa0QtAZKJobH4SCKqrBciZpxWQmwoUnwm7Rq+CKwDNUtdJRudaU043EO3aVNZyyaTqQiZq6fAihCgpFg3DQDKZzItprJTwsmbNGqxZs6aqYxPEjYQEYIPhui1e97rX4ctf/jK+/vWvY8+ePQCA559/Pitc3IzVG8natWuLijVPT0+jtbV1SdY/oHoLYK0ub8YYDMNAf38/WlpasHfv3orf9Gu1AObGAJYiGo3i5MmT2LlzJ9atW3fTBGDVFsCcgr65CSGrGePaKADHbZu1AGaSQITNaksAKYOk5F97fCYIO3UZcmLOY3ShBbDy34ZlylA8YhO5JUOSOcxUGnJTqOr1ZgVgzPvv18l2FjBnnU4/5vh8Zt0VUpbrhDFWc4eXUmJR1/Wyn0sEcTMhAdhguDGA//RP/4Qf/vCHeOKJJ7I37b/5m78BAKxfvz4rCm+k2+Luu+/Go48+mrftBz/4Ae6+++4l77uaOoBA9XF2LpxzzM7OoqenB3v37q06SaPeGEAvYrEYTp48iR07dmDDhg3Zfd9oAVjLMbluZ+/RVrz2uLBGRLsymf3dNmUAIqtfctu/uZQTgE5ihPe1WGgBtGdC4OZVyFqkeD+FFsAqMA0FvoAFqSCDWWTcslY8WpcAzI0bzX/e+WktOGEt+nRk8ckVkGBRKeGFYgmJlQoFLTQoroWvtbUVLS0taG5uRnd3NzZt2oTf/M3fxEtf+lIAS3OJJRIJDAwMYGBgAIBT5mVgYAAjI06s0Yc+9CG89a1vzY7/zd/8TQwNDeH9738/Lly4gE9/+tP4+te/jve85z11r8GlGgsgUFv8VzqdxtTUFHw+X9Xizz3WcrmA4/E4BgYGsHXr1mzBbsZYTaLuZlgAubEoQqxU7XFhjYg+Gcn+zk0l3/07ly+YhBDlk0DKvA1FsYOaAh6fB7OKY+wK385qLICG7oOpF9cXFZm2bTwWLXquHFkBWOI6cddkx5ywFXM+nn2uGhfwzYaygImVClkAGwxX6Nx555347d/+bfT09GSz35qamnD77bfjjjvuWJZj/eQnP8HLX/7y7OMHHngAgNNm7gtf+AImJyezYhBwCk8/8sgjeM973oO/+Zu/wcaNG/GP//iPSy4BA1QvAKsVZul0GidOnEAoFEIgEKjZbVyr4PJKUnEF9pYtW4pa9S1FANZ7Q6pJAOa0gCvs73qzuVlJIGZ48frklpxXAzC3/AsAMNUub9wqI9QKLYAAYIcTYEIvzhnxzAIuTzrlh89nwx/Mt9hJkoBtyuCpeImZ3nDOnSzgEtdJVgAmnRhBK+oIWcawIiyABHGrQgKwwXBv7nfddRfuuuuu63qsl73sZWVvpl/4whc85/T39y/7WtxC0KVi/Cq5WXNJpVLo7+9HT08P/H5/NqO6WurJOC6MG0wmk+jv78fGjRuxZcsWz/Er2QIorMVxudbAm4G+kIS/04mvu5nWGDvN4TpdBJfAbQYJgNAl8Gi++7BS/F+5t0FWi+eK2RSYR9/hQktiNW+vlvYh4LfQUtB4RlZsmJoKnqzt78X9m7X1EgIw46YWmiM47UROTCkJQIKoGxKADcr8/DxeeOEFSJKUDUR2/5mmCcuyYJomFhYWcOjQoao6eaxk3IBt0zQ9s/1ct2klAegKr7Vr12LHjh0YHx9fspirdo57HFeArl+/Htu2bVvyMW5GFrDgOQLQWnoR6qUw9c2T2PI/X3xT1+D0uWVwKi9nLFpcggKAh4MoNM1VVQOwBJJqF7d0i5ROsMhfZzVJICqMdHGChFsLkKdrqzDgCkBuel8n3BWAmWxbrhsAnLg6cq8SRP2QAGww3OK+jz32GN74xjdWNefOO++85QWgG4Ct63rJcg+VLHOJRCIrvLZv3w7GWF3lY+q1AAohkE6nswJ0+/btFcfXsu9C6l1jJYQQmSyFzAZee/b1cqFNxhA9MQL+ljsh+W/ex5125SqyWTEZRKbPrT3bVDS+ogAsgyQLMInnJZVIaQ54tAUXvKCfcBUC0LYkGFrx35ic6QYCrTYXsBACPGoC3PvaEu7rEIAZiUOYHI4AFMAtEANIECsVEoANilt3KhAIoLm5GT09PTBNE+Pj42hubkZfXx8AQNO0ou4ctyKuBbDeWoBussXGjRvzrG71WvPqEY2apuHMmTPo6enBjh07ygqmlewC1udTyBc7DPpsCoE1xULnehPpH4OdNBA7NY72O4pd6TcKrf+080vOW8o5gxCAmdgGID9xomIJmApCjckcwsoRgJrsKQALu4lUc5nYtgxdK84flBUbluaDpNXW+UUIAXOqdLFwbi8uMHH8TLYINAByARPEEiAB2GDkJoH8r//1v/CVr3wFf/Znf4a7774bCwsL+PSnP43jx4/jIx/5CA4ePAjDMJZcg28l4ArAetrBxWIxDAwMYPPmzdi6dWvec0ux5tXKpUuX0NPTg127dlW0lt0MAQhUZzU0PFp6pcejN0kAjoMbFsLHr6L9ji03zWWoX7kGAHl9drktQSR84Gw9pBwBKEQ1ArD805Jiw7YWP94lj+8jgnu4UKuyAMrQjWIB6PYD9pl1CMDp0sXCOV88lnZhOO8xZQETRP2QAGwwXFfb2NgYvvSlL+Hee+/FL//yL2ef37BhAzZt2oTPf/7z+Md//MebuNLlRZIkKIpSMRO4UAC6BZa3bt1alGkL1G/Nq0VwuR0FOjo6sHv37mWvNXjDLYBzxTfz9GQMHX3rl7yGWon0j0EWjgDc9ltO6aObkQVsTjtdLPIsgEKCMdkK2w7m1eNisg3m0Wkjl0qxekzOv2a9MoO99lFVDKAtwdA9YgBVJwnEX4cAtGdLFwvPFXz6hFsEOgOJK4KoGxKADYqmaZiZmcHo6CgmJiay4sctxHzmzBkATtKEqnr5hm49qmkHl3vzj0QiOHnyJLZv345NmzZVNacaahGNbn9hWZaxcePGmmoN3gwBWM3rMhaK3XnaVG2iYDnQpuPQJmIItCsw5hLQZ2qLTVtO7FhGFOe6WzlD4koPOBN53tmq4v+qsACWe+wev9b9AhkLYKp0Egis2no/CyFgzZcRgDkuXytSkGBCApAg6oYEYIPhCoiWlha0tLTgySefxF133YV77rkH09PTeOKJJwAAR44cAdBYVeqrqQXoCphwOIxTp05hx44d2QLLXlxPC6Bpmujv70dTU+2u0aVYAC3LwvDwMFRVRSAQyPYszW1879UhplpxaoSLb+b6XG2iYDmInBgDANhp50tB+PhVSHf23vB1cNvOlMJheS5g21AQH+yF0pZEU+fieFZYyNmT8u9FVQJQFL/HhVnBXliWDFNXYRkKlBxXtazY0DUfGK+t9Z8QAna49N+tzRc/o+ykDjcDGLg1XMAEsVIhAdigbNiwAQ8++CAefPBBjI+P42tf+xoAp0PIy1/+8mz3jRvZCu56U0kAumJuYWEBp0+fxq5du7B+fXm3ZD1ZwNWIRlf8hUIh7Nu3Dy+88ELN3UPqEYC2bePMmTMQQqCtrQ3RaDTrgjYMA6bpdGNQVTVPEObWQ5yZmcnbXvglwowUu4C9rILXm8jAOCS/DHBH/ESOX0XnTRCAxuBVZAVbjl6JX14DYSow51LAuhCgO+eoqh7AFS2AOdcS4541AL0tgNX1AjZtCbrmKxKAZiwEJmrPArbipbvF5FoAHSHtloABWQAJYgmQAGxQfD4fHnjgARw8eBBf/OIXsbCwkM3+fdvb3oZ169bd7CUuO9VYAGOxGMbHx7F79+6qzsH1SAKxLAsDAwMIBALYv38/JEmqq39wrXUAOec4e/YshBDYt28fWlpaisSb29g+VxS6v5umCdM0MTg4mH1OCAFZlrNi0e/3I3ltqmgN2lwSpmlCUZQbFhQfOTEGOaQCmR6zkRdG0GHfccNjANPnLnlut9OLxZ9F8xow/SqApZWAccm1+Mk+y1snecYAVt63ZcmwMqVgmloXhX02C1jUZgHknIOXaRdo5whAYRcskAQgQdQNCcAG55WvfCVe+cpXIpVKwbZtNDU1Za1ajWT9AyoLQNu2MTo6ir1792Lt2rVV7bNeF3CpOZZl4eTJk1BVFQcOHMi+B/UIwFosgJxznD9/Hpqm4fDhwwC8kyHKNbYfHByEpmk4ePBgdr5pmlmB6P5Mpi8XzY1MhfHYY4+BMZYnFr3cz7m/1ysW9dkEtPEoAutbYGfCxuyEDv3yfCXv6bKjD49mfy/1crjcmnVsSv7KFsDcMote5PYD9uoMAizBAmjJMCylqBi0WwdQkmp3AXOttOi1LTl3cN5zt4ILmLKAiZUKCcAG58knn8RDDz2EgYEBMMbQ19eHt7/97cvSf3elUS4JZHZ2FolEAuvXr69a/AHLawG0bRunTp2CJEk4ePBgngCv1dVcq2A0TROxWAzHjh2DoihZV28tePUUdoVaLnM4hcKUjyB8ePG99xaJRff3VCqVt93KdH0oJxALt+WeTzf+T/bJyJUWyYEJoO/Glj0yJ2crjrE0JVPaWIB5xOsVUUGo5VsAvd9rLwFYrQXQMGToBcWgFdWCqamQWOkvYZ7rEAJCLyMAMwWzhRDFcYskrgiibkgANjDPP/88XvrSl+ZtGxwcxMMPP4zHH38cL3rRi27Syq4PpSyAMzMzOHfuHFpaWmpOuFiuJBBX/AHAoUOHilyv19MCODU1Bdu2ceTIEfh8vppfT63HtJLFItxOW1AUBYqiVPUe2LZd5IJ2f8bj8TwB6Yp+RVGyYtD6r6sAABP5wiJxYgziyM4b2pnELsxc9UBfMOFXnPi/5ViWlGP1k0u4lD1LvlRrATQUGFqBBVB2LICyUjoT33sdAtwofU3amYLWDCK/CDRAnUAIYgmQAGxQOOf42Mc+BsYYXvSiF2FoaAjz8/O477778K1vfQsPPvggvve9793sZS4rXgJwenoa58+fx4EDBzA1NVWzNW85ysBwznH69GlwznH48GHPzOvrJQBHR0cxOzsLVVWXXPC72mPaHvFctl5FYkMOsiwjGAxWtWbOOUzTzBOJQ1eczhuC5a9XHw4jNRvFD37wg7LWxNyfqqrWLRa5ZYHrJlyHrZMFXLwvfSIBbGZ5rtuyVHgb5FwXcAmLoqcLGKy4j3ABpqlANxQY6XwLIJMA25DrEoCiRB9gBym7JtcamD0mWQAJom5IADYokiTh2WefRWtrKx5//HG84hWvwOzsLP7t3/4NGzduxPHjx2/2EpedQhfw5OQkLl26hIMHD6KrqwszMzN1W/NqsRjlikbOOc6cOQPLsnDkyBEoivefXK1Cs5rxk5OTGBoawu7du3H5cnFcXq1U+/rtdLHYK2fhWSqSJMHv98Pv96OlpQX6XBKXMnUHm1qbkczpssEEEJow0fe2l3laGBOJRN4227bzXN2VRGNhCR3twhVUE3TINRNo6QJTrlb5qiu4gFU7e82WKitTsuizt0bNYpkybF7sAgYAwSXIilVNOcEsdqp0H+DiA+QurIJSJQiiLCQAG5h0Oo1du3Zl46M450gmk+jo6MDs7GzDJYLkWgAnJiYwODiIgwcPorPTKbJWb19fwBFy1dZMdC1ltm3j3Llz0DQNfX19JcVfPWurZI2bnZ3FpUuXcOjQISiKckM7gXhZ+4qyN68jbvwfADC5WCCwwRiam5ur2pdlWXmu5lyxWK6EjisG254/izyZVEaviEAXJOlKVeuqpLAYy3QD4bJnDUBnH96LESK/XmEhpun8HZh68fUsK9xJ2kinIVVpceZT1cUMcq/1kv4jiLohAdjAbN68GVNTTkkON6vzz//8z3H27FkcO3asYQXg+Pg4Ll++jEOHDqGjoyP7fD01/dzzU6t1DgDOnz+PVCqFo0ePVuy2spwu4IWFBZw9exb79+9HR0cHEolE0dh6BWE185xabUUTYesWZP/1/8iJDCwKQE8L0eVY1RZdN24xFApVHOuW0MlLcvnu01Vbw8JRG+u6eEUXbLUwhUMYDJLsfc17u4CREYaVBaBlqOCcQcqpMSgrFixNBWJR+KoVgHOVBaAQ8BSst4IL+FZYI7E6IQHYwBw7dgxf+cpXMDg4mBU+f/zHf4xAIIAHHnigrEXqVsTv92NsbAwXL17E0aNH0d7envd8vfF8AOpKnEgkElWJP/c4y1EHMBqN4vTp09izZw96enrK7nu56xu6cM94Lob0RBzN2zo8nlteov3jOUctXi9LmEhenkXzrjXLelyvEjqj0QSqybfmNjDzVAhNB9ZC9ZtgMnf+KRyiRUMy0YbISBvUgIFgawodXREoSvn3QpZtcLW0mCzlAq70DlvW4vVsaD4EQosCTnFLwSRiQG912fZ8oYozJIqvPcZASSAEsQQax/xDFPGLv/iL2LVrF44fP441a9Zg27ZtuP322/GJT3wCb3rTmwDUJ2xWKuPj4/jCF76Azs7OIvEH3BgLoBAiG2938ODBohIp5Y6zVAtgIpHI9jbOLXWznL2Aq9mPsLzHpCdiS15DJYyFJFLXwjmL8V5L5PjV674WALCiBQVxWPF6DF1BLNwGLapC2BIABmHL4IYKO+VHOtmE2eNbYIx0I3lpPWaf34nRn+ysWLKFKRxyua4iZS2AJZ4SAOeZvwk4AjAXWXUEIE9EPWaX2Ge4sgB0xKqXC5gEIEHUS2OZgIg87rvvPtx3330AgKNHjyKVSuHYsWOIRCJ46qmncM899zSMC/jP/uzPcPz4cbzpTW/K9jkuZKkxgJUQQuDSpUuIRCIAUJXlr961FYqxdDqNgYEBbNq0CZs2bSoaW2q9tVC1ACwR0K9NVi6HslQiOda/cmsJH7+Kjb9053VdC9cNCMNCnnApEFfpRCAjopwSJ664ykUwBmEsflTHYiEkNR+6t82gpbe00GKKDY8OcIv7LRMDWHJOjmjkghULwIwFUE5W/16LWDUC0Hv7Si8ETe5fYiXTGHd/oiRuAeCNGzdi+/btSCQS+J3f+R286lWvwtNPP43h4eG6igKvJAzDwFNPPYU3vOENZYP767EAuvMqCR8hBAYHBzE/P4++vj4AtVlXlxIDqOs6+vv70dvbi61bt5Ycu1QrYDU3MyFEybu1NnMDBGBOAggACMs7ASJ+ZgJ2qrZyJbWinRtEvtWKZx8LAcTDzTB0H5gEmLoPjAlP8WWb+clH0UgLErEmDD+7B9wq/REuK3ZZC2DJy6FK0cg58+gGYsHUfNCic9lWgZUQ8cqlb5zLyuO1ksAiiLohC2ADo+s6vv71r+P5559HOByGpmmQZRk//vGPoWkaPvzhDyOdTuMb3/hGkdXoVsLn8+E///M/8YEPfADhcLjkuHpiAN155cScEAJXrlzB7Owsjh49imAweF0LO7trcluxDQwMoL29HTt37vQUae42N/HB7T1cK9Ws0YzpyIqegqHGXGF/kOUnMlBgAbRKJEBYHJETI+i6Z+d1W4t2Ib/0DsuY42ybIR5uhSSJrH4xDRVM4p6JGTxHAFqWBD0dgKxwMAmYOr8J6w9e8zw+UzgkqcyXkBIu4HIWwFwLpc2lolIwrgVwfvgyXnj8cQCo2PYPqepqHxYVgQZIABLEEiAB2IC4N/qPfexj+LM/+zPPMbIs40c/+hEAJ2v0VhaALuVawQH1WwArCZ+hoSFMTU1lxZ87p5ZjSZKUbX9W7Zps28bJkycRDAaxZ8+ekqIuVwAuhWoEoD5bWuTpC+klHb8SRjiF1PBC3jZulD6nkePXrqsA1K/mWyMlmcPQVaTiTXmZs5YpQQgGiQkIDxcwNxc/psPhFjAmwbZkcACT57aie9sUfM3FmbSSYkMuIwBFqRoqVbqAbZsVdwNRbFiaio1ru7Dvla8savnn/ozFYtnfhcYrVnNhTBQVgQZWvguYIFYyJAAbELdmnVvs+UUvehE2bNgARVHQ1taGp59+GmfOnMGv/MqvoLe3N5steqtTSQDWEwMIlBeOw8PDmJiYwNGjR/NKhSxXVm85ZmdnEQqFsH///rKxnDdSAJaz8pnR2nrE1kph/B8A8DIdSMLXORHEnJ7Pf2zISCdCeeIPAHTND4A5LmAPq1yuCzgec0IcuC0hnQxAZcCVZ/Ziz70DRcYwWbUgeSSduJQqA1PuLeY5cyxLKuoG4mYBMyMJWZYRCoUqltD5nnW+7POAYz31Wu/xn/wEymh7WQvjUru5EESjQgKwAXFv0qlUCgDwL//yL9iyZUv2+Q9+8IM4c+YMHnjgARw8ePCmrPF6UKoXsMtSLIBe865du4axsTH09fUV9bddjqzeUnDOMT8/D845Dh48WLFA9Q21AM6nSj5nxZdHAOrhFPwdxaIi0j9WtI1rpeNb9cko0qNhBDddn9I0dixfDCfTrZBZ/nXEOcAzli3GRJ7Ayu4nkwCSTvtgmyoYc1yx4dk2rFkTQWqhDdGxbrRvmsubx2S7SGzmIux6LICLXzRMS86I10Vk1Yam+SCMGtz9JbLG844rAK8s4N27d4N3hPIsjfF4PM/qyDnPdnOpJBS9urkQRKNCArABcW/4mzZtwvT0NNJpx/Xmuoa7urrQ29uLeDwOAEsuCP2pT30Kf/mXf4mpqSkcPnwYDz30EO68s3SG5Sc/+Un83d/9HUZGRtDd3Y37778ff/qnf5pXP60eqnEB1xsDWDhvZGQE165dQ19fn2fiyXJ39nARQuDixYuwLAtdXV1V1XJcTstHRQtgWCv5nJWsL9lICIGpx6/hypfOYf7kHPwtMg7/wT1Y94oteeOiHhZAO10+0SN8/Op1EYA8rUGYNlzRkk75ATUE6PmJMEbG+gcgYwHM/zu0LQnIxL6FF1pzstIl2KYKNWDA1PwYfu427GnXEGxZ3L+kcLASzlVuM4SnO9DSWvx+lY8BXHzOMGWPLGALZqwZzC79RSD/WALCLumMzlLqdXR0dsC3trPs/m3bLnJBuwIxEonkbXPDMFRVrUos+v3+sl/AyOpIrGRIADYg7gfS3//930OSJASDQczPzyOZTKKlpQW/+qu/ile96lXYtm0bACxJ/H3ta1/DAw88gM985jO466678MlPfhKvfvWrcfHiRaxZU1xo9ytf+Qo++MEP4nOf+xxe/OIX49KlS3jb294Gxhg+8YlP1L0OwBGAmlZagCyXBXBsbAxXr17FkSNH0NLSUvJYtSZ1VFqbW2MwHA6jt7cXtl1d8PyNtACakdLn305XLwCFEJj47jCGvnIOCyfnYRvOcaWAAjup48QDP8Cdf/ca9Ny9EQBgRNJIDue7XJkqQVTIcI8cv4r1/09f1euqlvTZi8jN+I3Mt6HzQAvs8XwBaOXE93m5ObktZS116eSi1TM7LtPlg9sKRk7sxm0vPbG4vzLri0x2IpUIeQrAclnAuUkghqmA2zIsQ4GSyTZ2k0Bgx8scfRErbTrJ0TWTSaCpILAYYzV3cykVt1jYJ9r9sinLcsn+0C0tLXk1OQliJUECsIFpb29HPB7Hl7/8ZTz66KOYnZ3F+vXr8brXvQ73339/tkfsUr6lfuITn8Cv//qv4+1vfzsA4DOf+QweeeQRfO5zn8MHP/jBovFPP/00XvKSl+DNb34zAGDr1q1405vehOeee67uNbhUcgEvJQbQFT7j4+O4cuUKjhw5gtbW1mU7VjXi6tq1a5iensbRo0cxPT1dddLIcgjAuRemcOrPnoX/V9vLjjOjZQSgZuPavw9CbfXB1+mHvyMIf2cAaqsv+/pH/2MQw1+7iPCZBXDTo2hy0oISssEAHP//vou7P3cfOvt6ER0YLxIuSsgHpMoLwOjAKLhhQfIt70ehdn6xp28qEYRp+CCH/MiV7G7yh4tXDCCXBax4ACwkQ4gcS1NmnqGpWaGXmGrB1OAGrN01vjimxJ/2tbPboGkKej2eK2sBzMnE1TOuaV3zFQhAFZIofR3kkhqNLq2d7zIngbhfmINVtLETQpTsE61pGmKxGNLpNAlAYsVCArDBefe7343Pf/7zedu++tWv4vLly/jABz5QU7HiQgzDwAsvvIAPfehD2W2SJOHee+/FM8884znnxS9+Mb785S/j+PHjuPPOOzE0NIRHH30Uv/zLv1z3OlyuZxYw5xyTk5O4fPkyDh8+jLa2trJzljsGcGxsDCMjI9lkk1piBksVs640n1scZtxAeiKOZ371UXDBkPj9KOJ7o2jZ6v36nTIwJfZn2Hjhwz/2eMapf+fv9MEIl37/eKZHLsvZ8Mz//E+85J9fX1T/D3CshbyCJ5JrFmKnxtF++5byA2vEuOaIMCGAyIJzrpiVL0b1HPcv4O0CFiqHFfMjaS3GmAqO7LxYuBVtrYsvcvLUFnRtmoEaMB3LoUe7OCPlw+TVDZAC1Vnpcsl1AbsC0NB8aMqswbUAMlQnAJMjkSpGCc8OKsDNdbEyxuD3+51SNiWgWEJiJUNXZwPi3ui/9rWv4Vvf+ha6u7uxc6dT7uLQoUPYuHEj/vqv/xpPP/103vhamZubg23b6O3NtyP09vZiamrKc86b3/xm/OEf/iHuueceqKqKHTt24GUvexk+/OEP17WGXKpJAqk3BjAcDuPSpUs4ePCgZ5u5Quqt6+fF1NQUrly5gsOHD2fjDa9rkonNcfmfL+I7934T3777a/jRLz4MbnKnxVvKxmP3/QcWTs16zrUS9RRXZtANGVqFlmCcs+KkBpvj6bf8B+afHSkaL/ur+37rZgMnxmsXRKXQR6edfcaaYFvOOnh6URTlJn+4eCWBCFsCBDA9vCi4c/9aE9EWyOqiJZhbKq6dyJS2KWHJmxpaBwCYm/e2YFdrARRCAmM8rxSMUwbGB6lKAZiaqHzOFdX0LI8DgOoAEsQSIAHYgLg3+osXLyIcDuMv/uIv8LGPfQwA8IEPfAAf/vCHEQ6HceXKlbzxN4InnngCH//4x/HpT38aJ06cwL//+7/jkUcewR/90R8ted+BQOC6ZAFbloXJyUkcOHAAnZ2lA85zqccF7DV+bm4OFy5cwMGDB/Osjtez0PSVf7mMa9++Bs4FfIoFluNbZQzgpoUn3vgoJp8YzW43ojoGPv48Zo97C//MbHgFfBmmBMNUHRNfCXjG6uWV1SosGwuD6aLyJZK/fHa0S+T4VVhJE0//z++Dm9XFVVaCp3RwzhANL4osO76YGWsUWP8A7xhA21TAFA47J1aw8HXKvnzhHBnpQToa8hSAggNDJ3cBAOKJkGfJl2oLQQOOaNVzSsEoquUIW1HdeaymPWAgoHsXgXYWUNVxCIIohlzADYh7o3ezf7ds2ZLN+DUMI2uxc7fVS3d3N2RZxvT0dN726enpknEvH/nIR/DLv/zL+LVf+zUAwMGDB5FMJvGOd7wDv/d7v7ckl8n1qAM4OzuLRCKB9evXo6urq+p5y2GhC4fDOHv2LPbt21ckPOsRgNVg6zbO/d0ZGOE0/JKWFX8iz1XpWAmf+c3H0HagG9q8gcRYEuBAS4sNucxbKDGRp/Pk1gC0CZHdbyl4RpSUqmsnuARN8yMQ0LP7kdTqBGBqeB4Df/BjaLNpnPvkCzjwvqX1CI6fGQEgEI+0ZK18kk8CTy5axUyjOPTCMwvYkLEw3563TQiW5xK1rEJRxjDy/C5su/1S8drm2pBKOO5k05JgWTJUtUCslbms7EIhxkReJrAsO/sSVZR2AQC9iu4wvoDhWQQaWPmFoCkLmFjJkAWwAXE/dFyhFw6Hs0HNjz/+OL72ta8BQFbQ1Psh5fP5cOzYMTz22GPZbZxzPPbYY7j77rs956RSqSKR52YtL9USudx1AOfm5nD27Fm0trYW1fmrRD2dQHJffywWw6lTp7Br1y7PbOrrZQG88tVBpCcT8CGdZ/mDyBeAkuT0Fo6cmUNyNJ417FUs55FjwVPbA9DtQM4s7/XlnsZyrc04l6Fp/qxViynVfbwJAYx+ZwTCFhj66sUlXYfhs3MY/suHYVsyYpHFDHF/12KJI7m7E15nSvLoBSzAMDfRXbTeXJKx4mszMd+ed65dRs8vxjqalgJDL7YBVOsCdsl1ATMJkGQbvMqmNuZCZVexz2+SBZAgrgMkABsQV9Dt2LEDAPCTn/wEqVQKqqriS1/6Er7+9a/jda97HV760pcCWFqg8gMPPIB/+Id/wBe/+EWcP38e73znO5FMJrNZwW9961vzkkTuu+8+/N3f/R2++tWvYnh4GD/4wQ/wkY98BPfdd1/FgsaVWM46gPPz81nrWyAQqNlyuBSBlkwmcfLkSWzbtg3r168vOX65s4xt3cbZT51GMGCi8JIonMnYYkKGLAtImXIkle7HklsIWWYQrW1ITS8KACaXqFknGJwjiYr751yGrjsiUCqxv0JSKT+4KSBsDitpY/hfLlQ1L5exR4fwvVd+A4+94RGw+DyikRYIsXgS/e05Fr/Wbo89eGcBm5YfRR/TBQItPNcOViCMJdkqEoCWruDaRVcAOq3V0gWdPLz2n0uhBZALlucCBpw4QG5Vd+6r6Q7jWBVL7I8EIEHUDbmAGxBXAB46dAivec1rMDU1hampKWzevBmapuHw4cN43/veh02bNi25CPQv/uIvYnZ2Fh/96EcxNTWFI0eO4Lvf/W7W+jgyMpK3/9///d8HYwy///u/j/HxcfT09OC+++7Dn/zJnyztRaP6JJBKpW/C4TDOnDmD2267DWvWrMHc3FzNArBWa6Mr6NLpNAYGBrB+/Xps3ry57PjltgCe/dQpyFrC03LkvU8Bzp19SxBgPjdbs/S5dU970771mHxmsW6fpDJPA2C+9a+yAAQA25ah676qz08y6VjHue2Mv/B3J7H9zXsrzuM2x4VPn8TQl89BjxjggjmiT1hIRPOzpJWQDCwAUBTEBxc89+ecz/y/xZmR4jaNha9KcBlqwICRWrQyBltTRedqdqQXyIhSN5YymQyiuyc/FKTcaSsUgELAox+wBduUwHUdUpkMWaC6pKFyVt+V7gImiJUMCcAGxBU3W7ZswaOPPgrAqSHX1dWFHTt2oK/PKXxr2/aSrW4A8K53vQvvete7PJ974okn8h4rioIHH3wQDz744JKPW0ilQtC55VBKve5IJIJTp05h9+7d2TjGWsVWPXNcATgwMIDu7m5s37592fefO75QAM++MIOhfzwB2UP8ldKxi65g5lgDBa/oApYkgZZD6zD+dH7R5kCHD0ili4+dtf4Vx/8568qJURSO+5ILBmH4MTcTgrLhNkgShyRswLZg62lYiQRUmwOGAcOQwbnsHgwAgzabxvSTY+j9qY2er8GI6jj5x89i/HtXIUzuZPS64g9AItqMQhGs+BksAOrmzbBPeGVQc4AV9+eNTLUXD/USygWPA83551IIYOjUjuxjlrHExmIe9e5qcAFzzmDqal6GtpsJbMWi8PUUhy/kUk1xcK/En+zlSxZAgqgbEoANjG3bmJmZgWEY2LJlC7Zs2YILFy7g8ccfx4YNG3Dbbbfd7CUuK64FsJSFz7VElhKA0WgUJ0+exM6dO7Fu3bq8efVYAGsRaLZtQ9M0rFmzBrt3764Yl1mvwPTCTJl4+u2PeIq/xfmltzvrqO5GLIcUTP4kWrQ90K7CShWPtRIcEIDNGWxbgqYHMq8dFY/pS6rwSTIWfpKbpMQALMbmqapXsBrDc+95Amt/ZisC3UE0bWxG89ZWSAEJ5//qBcyfmM6KsELx51P1ov64ALIucj1aqp6dY93MTQLhnMHySBbxapyWTgWQO9LfnP9FKBVpQnRuseWda+UNR4rbGALO+fV6z20r/+/GsiXIilMLMBByrO+K6tQCtONRoIIA5HrlbOGyFmkSgARRNyQAGxBXAF2+fBm/8Au/gPb2djz22GP4r//6L7z+9a+HEAI/8zM/g4ceegh79uxZcjeQlYJbkNU0Tfh8xbFNrgD0Ek6xWAwnT57Ejh07sGHDhqJ59VgAqxWNtm1jeHgYjDHs3bu3qveinizjXObn55FIJNDU1ITRzwyDSQzC9r6fVurUmusKroStc3Cj+LyoTTIKpVjr3m5MPTPrxPNJgM2lzHmt7liJiRSMqIGe/Z2Invdyu5Z+f6yEiav/fhm58XdNvT4Y84uWNc6dsii556e5JQ0vYcq4CbmnC/HBOc/jsYx1M9cCaKR9Th3AKojMtqGnZ1FY+4L5AnD80qb842UU7PxCiW42JTS9XZilnCk2nSsA3WLQPFG5yoCwK13DHOXSkle6C7gRPleJxoWSQBoQVxi4NeT279+PYDCIz372s5AkCUeOHMFjjz2W7RBSbyHolYYrAEvFAZbqiBGPxzEwMICtW7di48Zit1895WOqFWicc5w5cwaMMciyXHU85lJcwHNzc7h48SIsy0I4HMb003NIRFUkWRBmVwDcV9vHgusKrooS51EJFrgWJQVTz8xBYoAsAZ2HuwE4rdNkv3tubciyBcYsFIo5X6cf+oIOYQtERtIIrC3uA6soHPkZyLk3awZFznGZy04nk+xjVYavpzlP/Pl9et6cXIRhAM2lywh5CkBDBTc8vqN7HMLQAhDSonXOF1iMreOWhOEzBSEFmeNFIk3etQBLiP5iC6CcOX5OKZhMOzieKrb05sJtXrb2IwD4/EaJItBuqjcJLIKoFxKADYwrhNatW4dEIoGTJ0/iDW94A/7xH/8RADA0NATgxhaCvp4EAk4QfKlMYMZYkZhLJBIYGBjA5s2bSyZdXC8LoBAC586dg2EY2U4ttey/HgEYjUZx9uxZ7Nq1C7fddht2tO+AMeqcL5EEtBGGZNgP3tmBwN4usKAMVkVHDcYAuU1CJbcsK1HHT1Yct6NpStB1GbYu8mL+zMSi+BKmBZ+PQ1EASWKwbRmyzPPOd2jdYmkUI2JAKCrkYK544VVqB2efrTvaYMWd8yQHZYS2diA9nRtnJ9DcXDr+lOtGyeQPYNHNmVuCxUj7SnfA8MDOcQIr/sXYuoWJLthWqZaPUnFtP6BkHKBVIABNMyMA07ndQCyYmg8iVb7Ic3q0vEAEHCFbsgQMsOy9gAliNUECsIFRFOfGnUqlMDIygrm5OezcuTNr5XILRTeKm6KSBRDIF3PJZBL9/f3YuHEjtm7dWnLO9bAACiFw8eJFJBIJHD58GD5f9Vmr7ppqHa9pGk6dOoXt27eju7sbQgiMfnfUc3xyVEN8DAjs3YLApk5IPR1QNrWDlymtUi6GMLsOFGeZCiEQHorCMGQ43T7yn2/e0oLIpQUoig1VtZC5rDPxh058oKarkGSBtMZg2YASyhc8seEEmnYuWuBkuZq4RZZ9TYFOx8KlNKvwrW1D5Hw4b2QwoEOWy2SrtnbCTpS+Lhf/BBm47TzItapVg5ETLyj7Fh3qRdY/IK+QtOlhZSx1adkFRaeNjADUiyyAPoh0eRdwcjRW9nkA8PvNkkWggcb57CKImwHFADYg7odiR4cT9P2v//qvuHbtGpLJJLZv347xcadRfS2dLW4FJEmCoihVFYNOpVLo7+/H+vXry4o/d85yZwEPDQ1hfn4ex44dg8/ng2may9I6rhRCCAwNDWHdunXYtGlT9hyNfje/h67kk9G2vwtGkgMyYEdSiGbEjgBgWSrklgBatzXDF5IgUhq00QhszQKPGUD5qh9gTCAU0CCEBN2SwASDqnIY045gsTkAwcDhFBX2bVSRmo1DVV2R5HXDd0SJbctQVQ7TVDH29DyYWKxXCACzJ+bRc2c3Yv0zGZd1ZfHgzOUwwxrUNh/ktibEBgstVxxNTaWtf2qrD9p8+crIuZZR25YhyRYMLVBmRjGpuIpQh7MeSckknSQCmB0t7sqTe2Vqmg/BUIHVvJQFsECM6YbrAs7vB5xOByH08l0+tCp6L/v8FSyAJAAJom7IAtiAuAJw/fr1eMtb3oLR0VH827/9Gw4fPoy7774bk5OT2LJlC+655x4ASysEvdKoph1cOp1Gf38/1q5di+3bt1e0ItSTBVxOoF27dg0TExM4cuRI1m19PXv7WpaFdDqNUCiULQ4OAKnxFBZOOW7J5u1t6Di6Fpbkw+RzC1CbZTS1Iy95ggFQFQ6WSiF6ehaTP57FxIkEwgs+iJ4e+Na3V7UezhUIweBXBPw+22ktJwDTZjAtBWbmhq9IHGJSB/TS9f9yTwHnDLLMIQSHsJ0EDdt2kkbccbPPhyG3L5aWqQyDGpSgR3VIzSHEh4qtVk0hrWQMJAv4oG5bD22yvLUrGwMoANt1q2ql3Lbe6AmnHIu/OZ09X5NXvAuJ5yrAZLJYteee18sntiMy3Q6gOAbQyPQozrVWKqpTBkYY5QVgeqqyAFRUq2xnkjJPEQRRAbIANjBdXV34i7/4C7S1tSEej+P1r3899u3bh6amJnzrW9/Cli1OV4BGcqNUKgbNGMOlS5ewZs0a7Nixo6rXXq8L2LKKrT7j4+O4du0a+vr68trLXS8B6CaZSJKE9evX573eyR9OoPNYL5IzBuYuxAEkASaw/iU9EIJh+tlZSKofckCGEpDBfBI0Mw0WZbBTllO6RAhIgiM9EoXwG2gqzrXwWDuH+93TvbnLkuNC5tyCgIBHErcn+eKAwbIU+H02dINlXisD54tdRCSJgyWLO0uwcgWsbQ4uKUhf8xIsHMFgwfUmS/BtXQ/D8mP+bBRt3SrkwEaE2DjsVKn4VOe9NA01K7IMvYI51QPDUNHV4oR2CM5w5aR3bGlukkcsHgIwXzAgkzBlA4loC7REM+ZG10AUVG3RM+7j3G4grgsYZnkBqM+myj4PuJ1jSv+NWjML8K317qyyEmikz1ai8SAB2OCsXbsWDz30UPaxECJbE7ARKVcMWtd1GIaBzs5O7Nq1q+oP5+VKApmZmcHly5dx+PBhtLS05D2XW6KmWlFaaU1CCFy4cAGGYaCpqSlvv4wxDD08ibkTi7Fsksqw7kU9SEwbkCSnRIdt27A1G8WyhcG2ndp8gYCjCgrbkWW6txXNk5jwTP4UwilOIgSDZblZuuUJrm+CfjVXgDEIMEgyh+By/nYByBIHq9r6l1mXDWi6BWlbB9QAgyQEeNSAPpNCczANSXKSmy1LAevuRnJewHwuCcARQLJPxuxAEt17N6CpaQJ2svgLipsEEo81ZWPearUAAoChq/BnikAnw03Q0x6FnpGffBuNFPcSdoX17GQ3TEOFHDChpYJo9Qsc2DOKc5fWZwpoS2ByoQvYgqmpYFa4aL+56POVBSArkVXtXMoC+ujUihaABLGSIQG4CnCFiJsFm0wm8dBDD0FRFMTjcTQ3N+N973tfQ9QDLOUC1nUd/f39kGW5yBJWiXosgIUCbX5+HufOncOBAwfQ3t7uOR4o36Ukl2pE6dDQECKRCI4dO4Zz587ljU9Pa5jrX7xBq20qevs6MTMQhTavY8NLulDOftN5ey8mn5mHoiyahAo7dZRcu8zBC1yJnDvxf5LEwJiApskIBAQUpfw+Q+uaELmaL6iEkOBTbGiGVCT2goHKhYc91xzRoNk+xCYWs2tlVUJbM0csFoJhqk4x6FixuDPSzvU4dz4Jfts6tDRPwU7kf0lx+gADkXBrNuatsMXa4tjS6zR0Ff5MPb6Za70lx+WWm/GsBSic92R2vAe2LcO2rcx7wdDRquHFt1/ByEQnRsa6MyVyZFimDEW1nU4gugphlhd4ZqR03KRLqaxxF2PCq6sKQRDVQAJwFVAY45dKpfDhD38YbW1tMAwDmzdvxvve976btLrlxcsFbBgGBgYG0NraikQiUbM1rx4LYG7cYDQaxZkzZ7Bnzx50d3tbK1wBWO1xKlkAx8bGMD4+jmPHjsHv9xeNH/vBVNY6F1oXRMfuNoz+9wyEldkovAWvkICOQ2sw8WPHZbjmri6EB2Yzr7lKAegxTgAQkDK9qZ3EkFTKh6YmI5Ox642Z9BZ0wfUt6N7UhLlzCejzmQLFsl3e1VsGBgEpbqJtZwuil+POagVHLFbc9s22RTb5hDGG+Myi63jhYgqpja3oCllgqcUQAcYE0ukAhJCzFkCzpAWw9PnQdRVqUAe3pLICMNcCOL/QDAGRJ5aFYOC2hMhcO2QI2FyGklOqm4Fhy/ow1q+JwLID0A0VetoPRU1BVhwXuxEt3+fXjJcO1XAOUrm1oDVd3spIEERpSACuQjo7O/Hoo48iEAhAkiQEg46b6Fa3/gGAz+fLswCapomBgQE0NTVhz5496O/vX9aEjnJzhBCIx+PZ9nJub+FS44HlEYAzMzO4cuUKjhw5ko0zLBKA35sEALTvaobaGsDo49N5+9Bmivvyqq0qtCDD1HM5iSE5FppqLx+50FUMZOL0GCDJGREoACaQTPnQ3GpCKiFIU/PeIiMxlkLr9ma0bGvJCsBQwEQ94s+BQeVpJMZl+JoYhGYDkGCajqvaff9s26mV5/M5wlQIAT5r5VnXtTEgtqUX7S1zEK4IkoBoxLHEcUuGEIBheAdClj/PEhS/CTPlh66XziLmIrflnFexaaenciIWQmtLqmQmrqoIqEoKfpUhnQigqdUVgICVLJ/5bCfL9wH2+w3wCnUQrflI2ecJgigNCcBViCzLeM1rXnOzl3FdCAQCWQugK/6CwSD27dsHSZLqtubVM8eyLJw8eRKbN28uai/nNR5YugCMRCI4f/489u3bh7a2Ns/x2ryOuRfC6DrcDj1sY+F4fgKAGpKRGs93AIc2NkPXGcyRfGFozC+68Sq567LjPCyASrMKM2FDcIBJEgAOv8+GpquwQ60IBPS8NmwAAIkhPVPajTj59CzW39ML6c4ezD0/XWXtv9JIkoCsa3ASWAQk5ribbRuQFQ7BGdKaioDfET5OP12WTZzIfb/i10xIW9eio2MWVjgF5g8imXDEum1LMHU1L8XVtgXkMjUYc1F8FrSFZuip0pk0dqHhtCBeUwjAtphTI1CwouzfwsmSBExf2QBL86Gt17HKaeny67X18gLRX6kINAArUjmTmCAIbxqn/geRRQiBz372s7h06RKmpqYwPj6OkZGRojG5/xoF1wXsii+fz4f9+/dnBdZyl3QphWVZiMViWLt2bVUJN6Xa1JUbX/jeJZNJnDp1Cjt37kRPT4/neAAY/d4Eum/vQPhSErHh4m4NbdubIHJ8hG37OxGfsZAcyxdgsp8hObEoFCWl2qSa4uutbdeiWHWKOzt1AJWAhNSkBl2EoLTmx8QFugLgZpli25ZA/FoCWlhDc0dx5m/tsEVxl7MvziWwQABp3QdJcl6fE2+bK/pYzj9ne2Q4hbloB9TOJpjBNdn9aUk/JobXIpn0IZ7wIx73AWCwbCc5hrFycYwC3JJgWzKSCT8sq/g6cdecP6vwPDLMTXdnf3dK6pQ/O0JImBvrxdh5p6OOXt4DDG6Wv9Z9fr1sEWgA4InKiSQ3k0bwqhCNC1kAGxDGGH7jN34DnHOsWbMGra2t4Jzj8uXLeWMaEb/fD9M0cfLkSSiKgoMHD+bFQNZb0qWWOYZhYHR0FIqi1FRqBihtARz9yTw23d7lOd7t8jEwMICNGzd6WhvzegGfi2H6mXDJULJAmwJXFnYe68XkcwsQdvHg1s0h6GMRAIDSpJQLTStYS/HAPHehAJgsg9s2eu9sx/hTC4hdTaJ9dytkMwI77bgOfR0BYKR8u7HYcAJrX9KDxLSFpQtAV7zyovc0FbZhmjJ8qp110TrXmpfLdnFDfMSAHm6DbXIYSefj+NQzB3NGCjDZTYZZPG+ci2ytPpbzf7A5BVvzIRZuhm744PfZmWxdAUni2W4lnu3fchCCYW68Jyexh8E0FchyeasdACTiTi0gy2KYH0uia6NXlrGoog+wWcYC6My10xXiCAmCKAlZABuUH/zgB7jzzjuRSCRw5coVDA0N1Sx8bkV8Ph8efvhhJJPJIvEH1GcBrMUF7FoeA4FANvliOY5z8uEpzJ/Ojb1bFICu4O3s7MS2bds857sC8Np/TePkP4xAXd+CjmNdCHR7ZJpyAcgMHUfXYuLpeU/xBwChbsfFyFQJlhqAqNp6Wby/5FS+dVHYAoJJSI1EwTJGoMilOFhPJ5jP2VDY7q0UkRcmsBziz4HB57PyWtBy7tTD8yk8r/MI4AhGXlboMAhJgpVyXMpFrW0Zg08tNr1JEiDLzj8mAU7bE4FAUxqWpuLSqV1OIkf20AycyzBNFaapwC8zbOiOQ1Vci2YBAojNt+a56zmvnJ0OAMlUAGA2LFvCI//3FGZmZhCJRJBOp2FnzIjadHnhDgCqr5wAzCxTLx9HSBBEacgC2KC8/OUvx7PPPotPfvKTuHDhAoDq48tuVdxety0tLThy5IhnOZXlqunnhW3bOHXqFFRVxbp164rc7ks5Tlrn+MlDg3jlp+6ApEo5SQc2zpw5g0AggNtuu62k4GSMwUzZePaDpwEIxIaTiA0lYXMg2KaifXMIybEEuGbDTJho2tGFyWfmyq5XUpy6fay5CfExDR0lmk4UraXgsdruR3LO40YugMSkjrW392DyOSeubP5MFGuOroE+POVUjy6Ac0e/cu6UOhFwXJetzUbZ5AnOi3sQeyEFZLTsXg8jYsHXJiM9kcD8Fd0RtUwU9UPOdQWXem9Ca5tghCPFaxLI9D92RJNtM1i2BG47LlnHiCZl1RtjAtrIGjS3JRCZa4MAg80ljx7NDILLaArY2LY2DgGBqxe2YOPmKfiDzvsgBEM6GcwT65XEmItlSbAsGZwznH9yDjtezWEYRjY2V1EUyFcrC7eq2vVx3hDlqwjiZkACsIERQuDd7373zV7GDUHXdbzhDW+Apml461vfitZWj9pmqN8FXEk0cs5x9uxZcM5x+PBhhMPhZe0fnIhbGH40jB3/Moidb10UehcuXMges1xLP1sTeOH9Q0iPpyBLTpydxRkEA9IxDut8HLKPoWlzC9AZgjWehtIkwypRZgUAeNoEa2tGfFzLrL/a15n/ONgbQnLOu1UaYwyxwUjetpkTYay9cx1sy4ZtO8JIZBIRpIwIkyXAtCUwSYJpMoiQDJYuzmx2UUIKuFbevenrDCCJViBmY+FsBIBwRKaQ4FMdF7NXfKMkCdhCAivhI1dbii2Zik+HZahIphRYluxED3qcXymvqx1DKh3AlXM7MgKRORnJSrnXxcDAMDW6DlOja9GzYQK7946D2wyWqWRelwPnEjhHRaFs2TKSmgLTlJGY4HjJS14CwPk8MgwDhmHg6rWzmMC1svvxShbKPpdzLlLj0wht6CURSBA1QgKwgSlMFGiknr+FSJKE22+/HR0dHRXHLXcSiNtxQ9M09PX1QZblZSkenUt0RofS7cPF/5xEMsxx4F27AQCJRAK33357yeLRMyfC+N6vHIc250bkZyyH3OnG4d4ybc4gWQKJ4STiQ0koIQXNm1ogwgaa1gbha5LBILAwtQA5KcNYMDB/VUdq1shYoJjjhqzC1Vp4n1aay7tyjYSF1i1NiF1zhKYQwORz8/B3qBBgUFVR5FZuP9CN6RMRBDp9kP0yIjNpbD7QhsRw1PMYwir/XgV6Q4gkQohPpREIiOw6bC6BgWfrC3rXQmRYc2cv9HkN8SuR4mMXTGESh2UqSGk+CDBYlg2fWt21ZHMB25aynTxMS4YQZtXiaHx0HTZsmoOutwBgmbZ9i6/DNFT4A+Wtd7YlIa2r0NI+aJEoLNOGojp/E36/H36/H8OPzaNSo7tqs8p/8p3/QnpTN/x+P3w+X95Pr99VVSWxSBAgAdjwuN0/Gh1VVfGHf/iH+I3f+A3PTiAuyx0DKITA4OAgotEojh49ClVVK86p5zh60kJzrx+nfxRDrP8sFmYiwM8A+/fvByvjmht9fCZH/DlYtoDNWUaIMQgIJ+vWAhTFEWh22kLkYgxMBmS/jPnzKfDsbiysPdqB+VMR+Nt9MBIWhClqiLIT8PcEoc9metZWmMmAbFkaxhhk2Sm0zBM6FA/d27G/A1MnIgAAbU5HaG0QgU4/ImEGX0AG1/KtmpJfgjBKWzpDm1owM6kiMaVhzaFWxC461l03kUJV3X61vKQVNHJmDqEt7WCKVCQ2zfiioLJtAXAJFmdZt7Rly5AljioaxDidTjKCnAvHOllt8RshnHZ5J57bj951TmkgVnBpWbYMP8oLQNOSoekqtJQPfp+BFx6ZwF2v35R9fnggjMiVCEqXqa6U6ZzPgTUbEXrpXdlWj7quZ38Ph8N5223bzgrRciLR/d39Mlcvq+Gzl7h1IQFINBRenUBycevz1YIrzLxijYaHhzEzM5PtuOFSrwWw1BzbEJA7VJhpgXSzjNEvT6Fpzg/f3T6ceOgKWrc2Ye//u7Fo3kxOr18A4EKAC9dvuJjhySBgcQbYIiuqmKNpkBxLQgAIdPig6zrW7GvH/EAEclCCr90HLVx7IL4JH3wdHEZYh6UVv2bmk9C2qx1yQEV8NAVtNgklZ72AYznLZsIqDD3HuqA2qbAEg+RLghvOflNTaTRvDEGP22i5rRvpc/lFr9VmH4wFb/dw8/Z2jF8B0pmC04F2FVEhMvFwrugTEILBF5IR2NAMX4ghXuC2ttMW1JCEjiNrsPCTqbznUhNOKRPOAVsoEFzAtGS47xFjgGHJCMqVRJGTLcztzDUq3NJCDFJ1+RsQgkESCmYnnYzzQrd1bgu5UhiWDMNQoGl+BIMmnn94PE8APv2NESBtlL37BIKVawC6qtaajSAYDGYL2pfDsqwikej+nkgk8rY7BcmlmsQiQdxKkABcxeRamxrlm2owGEQ4XLo9VL3CDCju0zs6Oorx8XEcPXq06OZTb7JJqTmWyWFlbsaTcyq2dmhIPGqgf80FsEAAP3rfaWy8pwst6/PXMTsQWdy/n6H7cBcmf7yQOV6h+5HBsp2bfuG9jAEwogZ8GyQsZPbZtb8D08+7RaRdK1hVrxSJsQRat7VCsTm0Wce1G1gTRPOmFpgaR/hCDDP9jrtWUhlCXT5ocwU9f+EIFl+bCjWkYPq5efQc68b4c2Gs+6lemHETCwPO+hJjKbRua8L0mTRat/iA0UWrqBz0vnG33NaJqydtmIlF4ZWeTWWSS5zXGmhiECaDLyQBpoXEVSe7tWN/Nxg44pcWM7cX+mcQ2tKBpi0tSF5zChj7uwPQZnRYHLBtBZAYOLfzikADTo093RDw+0pfu5LMM1Y8Rzi5GcCWLUOpKB7d4zii08x0ISmMw6smDtAyZZiWDDPtQzBgYPhk/t/j+Sdnsc+2yt59fAG9+qSTGrqBKIoCRVEQCoXKjhNCwLIsT6uipmmIxWJ524QQkGU5TxgGg0EcPny46rURxI2GBOAqplFEXy5+v/+6uICBfME8OTmJoaEh9PX1Zdut5bLcySa2yZFKOZY2LiSkLAk+CAx+8Rqad7TCTtv49597Gm994RXZ9zU6nISeY50L3hbCwtnFzglMYRCZp0XWIshg2k78lddNXgkwGADWvqg7L0tYkWt7rapsIzacQNehDvg7A1B7W7BwJozY2HzR2N47OjF7fBaQGbglsvFtbskVM2bCjJmQfBIi19IQHJj40TTW3N6Npt2dkGwT8StxxIaTaN3RhMi4hd4uCXqmi4kcKP4YbNvfg8vPabC1xfcj0KEidiWRbaOmhCSoQYFE0oLiF2CqDEmWYOsW5k87oqdzfxdkWSB2cQEQgBoAjLQj9MAF/N0BxCfMjLsWaN/TibmsYBI5NQWdOM3S4ivj6M3r5uFMtiwZ8FUnABkYhOCL59hjhGXK8PlL78+0ZHAuwdB8CAYNXBvKL9Y8cSmOI12VagAaFYtAu2jh5S8GzRiDqqrZkI5yuKWYCsXiaii7RdzaNG5WAFGW0dFRnD17FmfOnMFzzz2HVGppH6Kf+tSnsHXrVgQCAdx11104fvx42fGRSAS/9Vu/hXXr1sHv92P37t149NFHl7QG4PoIwMIuHbOzs7h06RIOHTpUMtt4uS2ApmFjYS4Gtcu5KU7HfJBlGwxA4nIMqmwjOZbG4+8+lZ0zm+P+bToQgp3i0COLgrB9d0vB8bO/ASEf1Lb8m5/arMAYtdG6ownTLyzkPScrtZ1TWeEQACxbwvD3ZzD+9ALSMQGpxY/mHW3o7OtG7z296H3JGvhafFj70+vQtrMVTM6IHI/T1N3XhcREpjWcAGZ+ModAq4yZCyl0HO2Bv8uP2JUkpCYJorMjq25kf/7HYNuhXgz+OJ0n/vxdfnQeas8roLz2aDvC0xxywA9hcnCdw0pZmdZvjpt94WwU0ydjMKQAWvZ0IHohDF+zgq6+XnAOzJ1LZQQlQ8+da3LEXzGMMeim93d2SXIssK5wc66jjAC0ZY9OH974ZLfAtCuyPYp2W+XtBq77Oh0PIBgwoSdtjF90rLmmbiMVNaGUyfAFAF8VNQBdJqdv7m2MMQafz4eWlhZ0dXVh/fr12LZtG3bu3HlT10UQlSABuMpwC7G+973vxYtf/GL83M/9HO6++26cPn267n1+7WtfwwMPPIAHH3wQJ06cwOHDh/HqV78aMzMznuMNw8ArX/lKXL16Fd/4xjdw8eJF/MM//EPFfrnVUE0MYD3JGYBzU11YWMC5c+ewb9++shnH5cRcuTle4tQ0TaQTGqyUhKbNjutKQELSkjJxiYBPEVBlGxf+ZRRX/8s57zP9EQBA684WcMEQO5/fNzc9U+hSZQhkijsbMQv+niZIOeKoa28rmB8w4lY2vs5FrtUC2CRhzZ29mOmPQG2W0bGnBWtf1IWOPW1gqoTwYByjT8xCj1oY/sE09JgNI2mD54YbSgxqs4pQbxBdBzqQnNbga5EXz7sAZp6fw8YXd2L8mQUkYkDHsS4YkxyGxtB+dJ2zm5xMkra+dbj4wwS4BTCZofNwJ1oOdGFh2s5JgnFa1F17OgIBGd0H8oV0LpwLGIYMPSEw2Z9CcHcvlBYV0yfmYZhKtpVdV183Jp8uX3fRFXiGWfixLYBsxr/kbskfUXWXFmRiRN3HxRMrWeaMTN/gdKwJwaBz0p78F6fky/MPjwNARQGo+qyqBeDwaO1/awRBkAt41bJ161a86EUvwrp16xCNRtHe3l73vj7xiU/g13/91/H2t78dAPCZz3wGjzzyCD73uc/hgx/8YNH4z33uc1hYWMDTTz+ddbFs3bq17uPnUkkA1hsDyBhDNBrF+fPnsXv37qJeu8t1nMIbmW3bOHnyJARnSM7aEJsXb4qzcR82d2gAV7IiELDx3bf/BG8/cy9mToShtikwwZC4nC/+5KCE9GyBpVQA3be1YmzOESJz52JYd0cHwqfmAeFYQNVeBekrzvk1LUdY+FRAljxeqygdYmClLEydiiGwxo/0tI6F83HPcWpIhrAEpo7PAwxY09cFW7MQvRiFsASMmAkjZqJpQxDJq3EwAH4fIJgE03DWMPPcHDbf042RpxYw/nQESpcCociIhQWatraCKc45be1bj4s/iKFpUzP8a5swez6Oa8/llI2xFt2eXFFgx53yKmrAW6hwDhiWAi4ASTiu65n+MMDgxAzCOWct21sxe6q4PE2pCA0npo9nXcGO9U/KU3mFU21bgqRUKZJyhnmtwc0WLrU+03QEoGWoCGWE3pknnC8lP/lPRwDKFaJPZNnOitlKRGMShk8sYPuxrsqDCYLIQgJwleEmMfz5n//5suzPMAy88MIL+NCHPpTdJkkS7r33XjzzzDOecx5++GHcfffd+K3f+i38x3/8B3p6evDmN78ZH/jAB5acSVeNBbDe2JwLFy5g+/btWLduXcWxuVbDamMtCwWgW1yaMQYmZJiaAZ5z5xSQkDJkBGWR7TjhUwQMy8S/3/cMUiMJNO1oczJ8E/mvuXl9ALGhYrf/7Jko5KAEO+2Mn3w+jE339CByNgxfSIF+wsmg5ooEbmYsRiEflFYLQOlCy4UoCoc2a0JtlsuWKYmPJBcfiMWs5q79HZBVYOF0GD3HOjF7IrdNHsDA4fc5iRC2zTD17Cw237MGI0/Nw5oXGJuPoOdAKwJbusHkJJqPbMR8WEFgRwemzsaAQa1wKdAXMsLXZuALFqRM3zY7VZwFLQRgWhI4d4We+wodF7aRdFq/Bbp80KI2bK04pk72MwizsLOIs2/dVBD0W3Ctf84xc6+NfExbzrZ9q0Su8PKuxcdgWVKm/E3hXGRjJLklw85kDU9edgT+lUzoQKW/iNzkE9ME8kPxROY9dsbopoQT35siAUgQNUIu4FWIrus4ffo0PvzhD+P5558HgLpF0dzcHGzbRm9vflWv3t5eTE1Nec4ZGhrCN77xDdi2jUcffRQf+chH8Fd/9Vf44z/+47rWkMv1cAGn02kIIdDb24tNmzZVnoDiuMFqyBWnQghcunQJqVQKhw4dgp0RAqadv7/ZpAqWY31zRWDycgRyewBKUMLsyWLrUqDdO7hdj5pY25fv2h59ah5rXrwGaUOCvdkP3eeHmV40OJlRA1a8WDCVw7UYmgkbTJWhNBd/F23ZHEJywltUzp+NYmEwgd6XboAcVNFzxxp0H+tB99EedPV1gzX5YZoSbEuCyNQ8nHxmBs3rFl/37JkYLj46izBvw5kfpnD1qTBmz3p3JJEUIDmRgmE5gjI3EUObLV6jb20r7Ezv3KL+vgCydfqYjNRUiRI067wzVR0RyGBabuHpfPevu/9cTFOu6roXQuQJyVJYpvf1w3PKxHDbFcBAMmxCT1uYH0vDL5Wul+iSKzyjsdIudsARgIPHi5OHCIIoD1kAG5AXXngB09PTuOeee/KSFKLRKC5fvozvfOc7+MIXvoChoSFs2rQJd9xxxw2NoeGcY82aNfi///f/QpZlHDt2DOPj4/jLv/xLPPjgg0va93Ingei6jv7+fkiShLVr11Y9zytzuBK5FsBr165hbm4Ot99+O1RVhZ0pHsw5oLTIsOKuxUhCwpDRpCxaGrOWwJkEZua8hVlh4kMu8fFiQTI/YYJJDKkhE74C9x9jgFprEkiOhcfWOWwdaNkYQnI8ld1368YQUmPJ/HlBGe17O2BZTm0+2+CY/vGs5zEkH4Oli6xQVRTAntegyAyW7SRpdOxpxelvTmPz3Z2YfHa+pGWqbVMQ2kQcnEt5gk5tkqHN5ltSla4mRK8tnsPSYochPauBSYDgzuO8/TRVSraQ4HezcQsus8LLrpaC0LmjSnXjsCxvS70r+ABAcGlREArg+58ZhGVwdAbLZyTLspUnQpOpILq7vEMEAEA3GRYuegv3m0kjVlkgGguyADYgn/jEJ/DzP//zOHfuHADHSvff//3feO9734s77rgDH/3oRzE9PY39+/dj7969AOpvE9fd3Q1ZljE9nV9cd3p6uqRgWrduHXbv3p3n7t27dy+mpqbKirdqWM4YQNM0MTAwgPb2dihKbd+VWNYtV7sAnJiYwMjICI4cOYJAIADAKQQNAExiCG0O5M2bTykAK35NPkXAxy3PBABull5X7FoKvX3t2cdyUML0mRimjs9lxV/hPuUKQf2FSB5JI/GxNELrQ/Blso/NpONalfwSOo90of1wN9K6jNFnwkjO6DCTFsxI8XvdsrkJa+7shoCTXeu6xxkWxXFA5WDgCF+KQ2EcI08vYN2LukrmyvKoDiGkbOkZl9ZN+e+F1OxHfDL/GpbUckLAEaJOx438o+uR0n8LjCEj/ordv8V7yryGCkWchQDiWv51XkrDlLIS5h5DCJb3+IkvXQUAtFRoa+cLLtYAtG0Gu4TYdNEMCZGp2izQBEGQAGxItmzZAtu28e///u/4t3/7N7zpTW/Cy1/+cnz2s5/Fjh078JrXvAYf+chH8Oijj+JlL3sZgPq/rfp8Phw7dgyPPfZYdhvnHI899hjuvvtuzzkveclLcPny5TwhdunSJaxbtw4+n6+udbgEAoFliQF0ky+CwSD27NlTs+WwXhdwIpHApUuXcPDgQTQ3Ny+ux8y4THUbcluh+01CwlA8xaZPEVAVG67nOLg5hKa7uqA3q2g/3FrKP5mxSDl07GsHNBMhdbEuXWESgHcP3DKvtYRlKTGehmUIdB/rABQZHX090LmKsecimDgehpW20ba9CVbKghqQsHA2kp3bua8NXYc7EbmWwuSz87D1HNd44fElIOATUGEjqHA0qxzTz82h946OIvHkkznMhAWI4tMV6lx8L4RPRSoq8s4d4JSnqYwjAp02fU7sYmxCg2Uz2DaK/lnWotW12P0LTwVo8/If91Nxn4eFsPT7atvFo3OPIQRgWYuPp4cda26zWt4C6PcvdgGJRJpKXaJZdFOCqXNoydo70hDEaoZcwA3IT/3UT+Gb3/wm/vf//t/ZbYwxHD16FO94xzvw67/+68t6vAceeAC/8iu/gttvvx133nknPvnJTyKZTGazgt/61rdiw4YN+NM//VMAwDvf+U787d/+LX73d38Xv/3bv43BwUF8/OMfx+/8zu8seS3VuIArWeU45zh16hQkScL+/fshSVLNsYP1WAAty8Lc3FxRiRnb4lmLWypiItBdfCNfSMto8tlgHrdwnTPELAmSDMxc1mBc1tDWrcJImeg54IdfANa4CWth8cY8czKCtu0hRIdSmB+K5Ik/L2oWgCW0iK9NReuedtgAxj3KorTvbIYeNqAtGOh9aSdmZpPo6euEHjUxe8bbDSj7nLMirOKEClVxup4YJgdjEiInFtDUqiAVcxIm/IqAnEmw9RIiSqb7H2cSTEMGNz3EDa/u3KR1GQzIHg8lvjsIIWBxoM19rz1279Vf2TRl+MtY39KmnHHP5rqAS41mMA0VcjD/by1XADLGYMcX4xitjCAPVQgXyC0CnUiGynYdAQDNcBZ58gdTeS3nCIIoDwnABkMIgde+9rXo6enBH/3RH+HEiRNIJBLZ+L9HHnkEsVgMBw4cwObNm7Fly5aKbZEq8Yu/+IuYnZ3FRz/6UUxNTeHIkSP47ne/m00MGRkZyXMxb9q0Cd/73vfwnve8B4cOHcKGDRvwu7/7u/jABz6wpHUAS88CFkLg7NmzsCwLfX19WTd1rWVd3NIx1c5JpVKIRCLo6OgoSqixc9y14XENssRQHIIvIabLaPcXqwHNkmADYDYQYIAfgDVvQghg8nkDHTv8UEMKfF0qFG4jfcV0Wr+pGnQuoE1ztKqAmvm0MHOSSbOlSEpY9EpRqCuaNoXgX9uEiRNRzP9oAdt/urNoTsfuZqRndegRE1KAQQnICPQGMfX8QtHYXDr3tmHhtHeBZZ6xtkkMsLlTTsVOWfArgM3zxZ+XGGIWh8UBofpgJ70tW2ayfPYt5474s7kEv1LeOsY5oFsyfDnjLFsuEqdeLlrLlsG5WVJQcfCaXEJecYC8wCrI48X9eSsKwJwi0Iahwl+hi4lmOGPP/HCGBCBB1AAJwAbDtTzdfvvt+I//+A9MTU3hq1/9Kr7zne/g4sWL+Pa3v42HH34YgBN390d/9Ed4wxvekG18Xi/vete78K53vcvzuSeeeKJo2913341nn3227uOVopIFsJwoE0LgwoULSKVSOHr0aF7cX70FpKuZYxhG1t3c1tZW9LyVU3TZSNtIJy2okgAKYrqimoxm1YCS8z5yARjcKZlhgcEHR3zJcGqxCQEkrujgDNjykk7MD0TQtLYJXduCiJwKI2FJkACkbcAWgG4DTACq7DwGd8VRrUWvnfEdB9phQcbEiQhweVG4uyVXXLr2tiAxkYYRs9B9oBWBLj/CIxosLsHXE0Sw0we1WYGsShBcwE5b0MMGUjNpqE0ygmuDCPQEkZjVEBvRwLnrxs49h06LEVc8uaexMO4vl9RMGkINwCwh/gBAD5f+QgJFgm4osDNWwnJWViEEDEty+h9n3KiWxTwtk96XHYNlS/B51WwE0BQwkR8VVD5bl3u4lO2C4s1cCxSNCVSoR6j6LGjJgONi5hIYygtAPSMAhwdKd1EhCKIYEoANjBACa9euxbvf/W68+93vxuDgIL7xjW/g6aefxsjICE6fPo1vf/vbyyIAVwp+vx+aVjogvJQFUAiBy5cvIxwO49ixY0U9QOttIVdpjmVZOHnyJFpbW0sKRjcD2KWpw4cgk5EeKxQWEuKGgo5AjmC0GAAJDAImAFnkF+FlbPFDYOKpBTA/Q5OfYeL4PAxDwBQS/AwwuSMNpFagtSuA9JSJ5h4ViXENvExR4HLYPSpGXijO7lRDEiKXE9nH3ftbERtJQYBj/T09GH1qHuuPypg/H4evRUH3vlanULQHclCCARVzVw3gqvvFYDFbupicjcKp/axIKDZZAgDjiE1ZZcUfUwBtzlsAhjY2IZWSYY46GcOSAkgKg7CLrwHZJ5BMStkae7LsjLFtCYpcPL5UkoZlS/CVcAMHC4RZZVFf3JvYKhCFQiuO6fVXCBeQFQucS4hEWqBk4xw93i/mXN+uu3t6OIGVBGUBEyudW/+OT5SkMA5t165d+NCHPoRvf/vb+Nd//Ve8973vxctf/nIAWHIB5pVCvXUAr127hunpaRw5cgR+v7/o+Xo6e1SyAHLOcebMGSiKgr1795YUmW4GsEugWYGv1ztZJqZLyK0prNuu2GFQABgoHZLGGABDIDyYgqVISOQE8NtgEBBgSSA1ocPWOYI9gfy5NcFgTnpbagPrBXgmXi+wTUJ4KA51PYPUImPkv+egtkqYORUB4LSlm3huAWvv7ILSXHwNdx/qxNUfzqLncHutC4SboWtxwLQd96u7uWVXM5o61bLiDwBCPQEIjxPetr8TC5McsdHFcjEtG0Oe4k9pUaB2KXkWNzfrupRI4yUEoNulwwu14E2sJq7TMPK/KNlWwS3FKg5WUCvsl2VqG8ZiISjK/5+9Pw+TJC/LvfFPrLlvtS9d1fu+L9OzgoOAuAKCvvxAGQ5yEBWQAyqr4DkCOoAHxqMsinAAj4j6k+PxvAgIowwzPd3TM93Te3d1d3Xte+W+x/r+EZlZmZWZVdU9jUBP3tdVV3dmRHzjGxGZGXc8z3Pfj1VHpKpfalVp6GysJQJpoYWbQYsAPg8gCAKZTIYLFy7w/e9/n8cee4xgMMjHP/5xHnrooZvqVvGjjjIBbEa8ylYr1csnJycrtivN6iFvJQW8Uj/gcrpZ0zT27t2LKIpN1y8rgCtzkQTMpj5+IlbnknFuwRCqljhJztX6QXg6VLIpu05bYCCA5RBS27aZfTZJ50EnZX0rn55mtV1dfY4ApmNfACEv0X4wRPqaQW7Smbl/g1wn6Jh+KgZucA8sJTVsIDqWBRvi4zlcbY3NiwFcYWWFo3B68BqWgClLWIqMjI2WXJ1wuCL1RD1yuJvJUxm0VO2V8HXWr6sEZeR2P7HR2vdl2cYwBKQGHwMnvd1E3V2K2jXCcgK4lrT+cosWY3n/XlNEXGZRtDIBtCv7LRbVKtV54+PRqvZnWTZzN5r7BbbQQgu1aBHA5wGmp6d573vfy+HDh3nwwQd50YtexC/+4i/yT//0T8CdlaooR+90vfHNuZzmLkfaZmdnGR4eZv/+/TW2K8txq719m21z48YN4vE4+/fvr9QaNiOZxjICaBQtMunm5GNxrEDeErBsKFQV5QuC84U3KNXvNUGg111DEsurlqdhV7TGNplZDckjOoWBN4lAR+PPXSFepOtAGMWvovjdzDyRxK6akJBuHMXSFizy0xaRQ35sAXzbXGRLafJCVMcKmk1NTVyda6uGESSBjgMR3OsCtB3uRPKuvJ1a1eFEkEVCB7oZ+36sYaTP6Q9c9TqsIEV8xIbqSY0kWnX1dmWs1Ke3XAdYtw1mvVXOGn4WymrdMvTlY9sCbnftZ3WlShNZNrAtEdMQak2lm1w4bVnE8dQ3Z1afdAsttAC0agDveBQKBR5++GE+85nP4PF4Kqnep556it/+7d9mYGCAw4cP3zFRwDIBLBaLDT0FqwlgPB7nypUr7N27t6H4Yvl2t0sEMjk5ydTUFIcPH65JNzePANa+l01opBc1Opvs17YExIEQ2liS5c94Eo67iAa4mlibzN/I1r/pzBDDtlEEGwsBEZvMdIGBB9oQ5qebbNMcZrZIYFMYf7eLYlwjNpRFdgvIPhEloDD5eBSrlP4WXQLhbQE8XS70jElHp6dknlwiO+V2u5aNbdn0v8hPIaEBicr+8jdseu8Js3AyQR3cK6dyAYJ7PCRuaCQns2TGC3QdCpHKSvQciCBqOonLiToSJSnOJJWggtgRZOJYc8WyXUX01bCCEPASu1pf1yYKFqLYXHktrJJi1XSprg7Q+eovm30Dc/G6Odu1dYDLlcECAj7VIJdf+pyvFHVwlUyg48ml+r/ySEuPIkvHV1y2v6EnF/nZt25bdd4ttNBCiwDesSgTukuXLvGVr3yFTZs28aIXvYi/+Zu/YdOmTbz0pS/lT//0T/nyl7/M4cOHsSzrjqgDLBOqZkrgMgFMJBJcunSJXbt20d6+ulHv7YoALiwsVCKOPp9vTftYngKOTxfQcia4JCg2Ju2zl3MEwwos43Lltcup4OUU2bRByzQnQ7ZHhqIBtl2yT7GZPhmjY8PNPzyEe2TiczrxYaeVmqddZcN9YdI3csycXCSwwYunx00hY7I4lGHyTJqBe2VmTqys9vR0qnTsCDB3KUvPPW3MnlgiXXOnU6i9AsZMLUkKBIOkqPcdBFCCEu5BN4tnc4R2qqSvOCKjuWeTeDYJTB535uPqVAkMyNiLGsaiE7LUtCKedV6yGYnM+ZXblZU7f7giKrbPTfx6Y1GDLFvohtg0kraaJU+jyGGjFOtaNGGCAIYuoZZa0jWKLgZEgXKzPllYWVmslkygUykfSpXVzVpSwAATF5OrT7qFFloAWingOx75fJ5UKsVLX/pSPvWpT1EoFNi5cyef+MQnABgeHv4hz/D2ojoC2AjlKOelS5fYunUrXV1daxr3VlTAyyOA1aQzHA43nFvDFLBWu18tZxLoULG9K3mGgL5BqhuvWvXbKBW8PLG8fA96zqTtYBDF7UhjLRtE89aK7/VEHjNnMXBvBEmxGTgcohDTEYMKQrubueE8o8fizJ5NYRScc7DaD1bnnoBjA2NYaCmDiSfjhHcH8fU6nwtLszF1wUlbV8+lSReJzgNhbEUhetYhqapQJRAyoTgKnQecftvFBYvF0xrRCbD7vShb3aSNAgtjOpmplVuVCaJNZjKL2qZiuV0khptFYR3z6uV+ezcDa3nXEBq3iRNW6AJSDcNYiiM0Epm4qlK5QXU1E2gd05TIZd01EcCmBHBZBDA6lWu43g8Dd0JGpYU7G60I4B2Osp2Jz+ejUCigKAqzs7OcOXMGuLlWZT8OkCQJWZabEsBczrlB9Pf309fXt+ZxVxJ0rGWbbDbLuXPn2LJlC52djZO3TVPARv17oR4XoqFhx5tH67JFG3pVmNFqbkbVt38N8JSya4Zd31Si0S1sfiyDO2BDEbAF5FXMi5tBlmwQnOqzgZd0M302SWZ6Bc88IDvXeLkNDDzQxuTxOLJLrOkKsnA+jeKV6LmnjZkTMfR5m757IsyfXIoM5hZqx5W9IpHdIaZOJACIbPUTWO/BzFu4O1QKi060ztJtYpczdO0PMX82WZlM6pqG7BXx9PjoOOLByJmIso2e1clP5dEStQIQtV3Ctk2ypoU+ujKJkSWzYZRPEC10A9J5GcMU8arNo22mRY2AxG7g6bdWb8fqOkC99H9JNFEli7yuIGpLcebgKqbOiqqjaTKmJdbMvdlXr7isBrCYNTFNC6mROqaFFlqoQetbcocjHA4jSRJXr15FVVVCoRBDQ0MV0+af+ImfALgjPADLaGYGXSgUOHPmDIIg0NPTc1NjPhcfwGKxyJkzZ+jv76e/v/+m97E8AgiOFYwhrRxhECUXRptEbtmlLYtBwCFOffe3YdmN1cGNagSLCzaRwRD99zh1k8oqxr7N4PJDzoLhYzFiYzlymk14q6/p+opfIjlWT45cQZneQ2EmnnDEFd0HQujpWqKh50wmnozjWi/jH/AwfSJO1xFHbSy6BLIzSxG6tl0BxKCL2TNJeu6OENzqZ+FqFi1rMv5EjGzcoPNImPB2Z65m0SJ2NU377kDNPjv2hYldzzL674vYwPylLDNnsiQWLISIh9DeNrru7aTzcBudOyOIXi/6/OrnUmCZ954pkNVhJq4STbkpGDKZoshCWin5QC7bXgBNWyJttm03NHVuFnWrhmVBNL6knC9HAANuA5dSsqqpitL5V+kCoqg60cUwslS7XvMIYP28Lz++0GDNFlpoYTlaEcA7FOWIT3t7O/fccw9DQ0MMDw9j2zbRaJTFxUVe/vKX86Y3valm/TsBjcygNU3jzJkzdHR0MDc39wPr6rF8m7LRcyQSYdOmTSuuv1YbGABREkkuGNQ3TFuCplmMXE2zbV2A/HgBT9U1LotBAMaeSSB7Rexc/X7atvhIXK9PR+ZyFsZwHldIRlmDWKAR7KKBnrVAgoWrGSwNCimN8FaJ3LX6SFFo0E3icu1c2rf7KWYMZk4nABAk0FZovZYdMSm6bfruayd6KYm3143ikUjeyCKqAp2H20hOFgiu95FPm0yWIoAAyVHHs8/SbaZPJiv790QUFs4kSI3miGz3ER9y5pieXYoqTj0Vxx1R6DsaZvpkgux8kez80vKuI2GkLh8uScHbpiDLAlbRJD+XJztdqInEiqX2dAVNIpVXyGsyomDiduvk8wpIJi7FJFtQWUgreFWLoMeoifhphoSn1GHD+cg16B28SprZNGF2MYhmihQ0CbdqoukibtUoETYBVTKxLIny44VvlRSwohgk4oGa+j9nkmurAQQ4991Z9jzY3WDtFlpooRotAniHIxwO83u/93s89thjLC4ucv/99xONRnnhC1/IW97ylqbpyB9nLDeDNgyDM2fO4Pf72bZtGwsLC7cUzTPNm091Tk5O4vF42LFjx6oke60qYHCsYNLzBh0+BSvbmJgW8858s6qNBgi2jVtYanMmKwJG0UbPW029Ab1tKonlShJg/mKadbsDjhnylZV78TZD2cy4a3uA+UuO1YlZgNh1k/7DPqKnavdrSrWkPrBbIno1g62DEhYJbHZjFGwsn0DH3SHyCxresAtBscmk0rgkN2bKJjNbYPyJGO3b/QR7XE5zYxE8fT6yUY3YaJ7YSL5mX+3bfMSu1p+HaInsedpVOnb6yc3kiWz1I6ois+dr7VsKcZ3pkwm69wfJLhQr6e7O/QGmn06AAOvujTD+ZK3IRfEqhAY8aAtpigmbbEFivuDGLNXylWv18nkXAhYFXUIzJETBwrJFcppEXhcJug18LictXDAklnTvTbqGrPC8Y1owPNOGWxDIGRBPu+lpy2LZIj61SKEoI8vgdZkUc0v+i15p5e+dIFpkc258ntqazOqpNDOCLmP4mVv7PLbQwvMNLQJ4h0OSJF7+8pfz8pe/HIAXvehFNT1u70RUp4BN0+Ts2bO4XC527dqFIAi3LOho5i3YCLZtk81mEQSB3bt3rynF3rQVXIMIYK5kQqz2yRSuNZ5XPu/QuqkbGfbua2P2XBrRtlEFAWwYOBBm5Kl4xSC64Zzk5qRV8EnMPJNgcN2tlQ+U08veZQbNtgmTT2fZ9IJ2po9FK/TE7w6QJoHkEencE2Dm6SSBTS6kgMTixTzZp3NEDqhMHU/i7hOwTShYBfI3ykdXSh8L4GmXKdom6axOoFtFRGT8RAyjQRQUwNfpbkgAy8hHNcafiOHtUuk5GADBplMQMPImes5ETxsU0wbYMHc2heKVWHd/G1MnYxSSpQcLGyafjDNwX4SJKhKo5xwVNAjIIqRqLFUsp4NxiQwqqkmhIGHb4PVoZErr2rZAMq+Q0yxCXgNJtCv2Lc38BJsFAE0LhqcjlYeJVE4mkXHTFc4R9OhYtlDp5mHbAgJWxcTFs2IK2MLQJTRNJhSsJfuNUsACdl0NIMB0E/V0Cy20UIs7mwm0gGVZfP/73+fSpUv84i/+Ip2dnfz1X/81J0+eZNu2bbz+9a9vqEj9cUY5AlhutQawZ8+eCgm71Xq+m0kBX79+HcMwGBwcXDPhbmYD06gGMD7tRKhsf3OClq9qUzYTzSOKkLGgv89FfrqIVTRr3NUaYSXeOnkqSWe/C7dXcNQkN4mykEHPN46s3ng8yuDRMLHzScyiTWo8T2jQg+gWQRAJ7QiwcKk2yqYviNgmuEQ36cUi+bxFcLOEIigkr5dIhQ35RYP8ooHkzzN7Hsy8kz72rpNwRyQEE/IzBnrcOffx0SVS4QrL+Ho8uEIygixiaBaFhE56pkBiViP3/SimYWEWl51ZAVSfhBqQUb0ypiCw4ae7yc5qJCfzWKVI78STcdbdE2Hq6Tj2slMjC3alzZskWKW2flUCnyoPwKIhOe37qpbrpshiWsWjmgiSjEsCtUEvYWgsArEq5M/5YBRN0CyJZMaNpsnIolOXt1Q7KhBwW3hzjiORq8m+AGTVYHa6E0my62pP16oCBkgtrKy4/o/CnVRW08KdiRYBvMNRLBZ5z3vewzPPPMMv//Ivc+zYMd7whjdUlicSCT74wQ/+EGd4+6GqKpqmcenSJYrFIocOHarxOLzVer61ksbx8XFmZ2eJRCI35a14MyrgYtbEExEpNmnpIUgChSpitTiT59DRTiZOJEgULNrXuZk9m0IUadoarDRS0yW2aeMb9FIcn8bdXLux8tACRBvUGJYxfjJB964Asmnia3chqhJzl1PMXqnfpnNXgLkSIUyM5ek+7GP2VJbUsAmYrLsrTG6+SGpsKb3bf6CNsSdipeOB7LhJdtw5b2qbSOCgC8FjYmsGEgJazCYdM0jHmrcca9/hY+ZUA8+/ksdieJMPQRa48XiU/sNhpp5J4GlT6N0VJD2eIzWRZ/JEnN6DIRaG0ktRSQEkr4yVtfB1yOSi9ZFfs4ooabqMz6WRK9Ybouc1iXzMh1syGejM1y2HpRR9GcvJH0ChFD1MZt1MzbaDYGNZEpJsUv7syKKND4Es9opt4NyuIouL4caq8kabCY1FIKZuk44WCbTX9/RuoYUWlnDnSD9baAhBEBgeHmbPnj10dnbyD//wD7jdbn77t38bj8fDX//1X/+wp3jboaoq58+fJ5PJcODAgboI3K2YOq+VNM7NzTEyMsL+/ftRFOWm9nMzKWAAf5tMItrYFkX11xPPq1cTuIMy2ahGVhTA1bwvbBm2E2LCtBuvOHk6iaLemgpYANo3eSgk6ysQRUWgbYuP/rsjKG0K3k1+iqJAQbNQgwpCA17tjtSmkudOZenev8RMJ59OkJgq0H9fG94OFV+Xi6lTCWwgOOih72iYdQ+003UwhNqhYgsS/mCA7AUBa95FsCNIz74wsnfln810pp4cCjK07XfjW68ycy7F9Okkkioyd8khivmYzugTUaITeTr2Bem9K8zs+STh9T7cYefz27Hdh5az6HtBwCF/DU67tsyHb7UglMe1RNSWQ1xG1oZnwriE2mMvGuVopE026674CVZHDy1bpKf0GVmJALrcGullBtBlrNUIuozv//1VMpkMuq7f9MNeCy08X9CKAN7hkCSJRCLB9u3bARgaGqKvr49HHnmEb37zmyws3HmWCYZh8NnPfpY3vOENTdvB3c6+vmXE43EuX77M3r17CQaDN502XqsRdBmi2yI9ZhGRxZpeuQCKV4JlQahMQmf7/RHGH48THcsRWEOKqtyzNoZFyAZ1GQHQcyaKR2jsIbMqBCJdoBXdBHpcSG4ZQ7dIzxeJT+SZuZ6FUnRwcF+QmXNLByS7Rdq3+vC2KQi2TWY2x8JQfe1XZkrH26aQiznRMsuwGXsyhuKV2PhgB4nxPPGxHNHxPNHxpUjYwNEI2bkcyeEshYROIaHjL7oQVBFbFll3f5jURJ7UeG30THaLFCehzM7UoERkh5f4jTwLZ2tTk95BSF9bdm1tmDnrHKe7TUIMQEBxI7l1BK9GxxE3M4837igiyRY5rZYAZgsKqqqhafXfA0m08bqaC5ukKhI3NBXGQz3r1kqFgp1eE2wBTS8LU2r5aUQFNFjRuUg0KWoyXk99ZNNuQlKXt4Ir4+S3RlA2z2BZFqIo4nK5UFUVt9td+b/L5ar5U1X1jrLDaqGF1dAigHc4FEXB7/czOTnJ0NAQ165dY+vWrZXl1b1o7wT8yZ/8CZcuXeL9738/3d2NrSBuR1eP5chkMpw/f57t27dXWsvdbKq5aSu4ZnJMwcYywLfZQ2Z4GRHxNL4xXjgdpb/LjTGvNTXXrYZV2ndOsMAW6voPCxLYazQMbgQtpxHYEGb6XIJiqjEZiQy4mV3WRs0oWMxdTtO+2Utkkw//xgDZ2SLeTpXFy0tEMLeo0X8kTC6WqNlez5tMnIyTXawtXvR1qLRv9CCJYKYtuo6EUEMKC+dTZGaKeNoUgr1uRo/FQIC+gyFEAWZOJxGArj1Bpp9JEBz0EBzwMP1skumTjdPF4Y4w6WvNFauFmMnUqTSebgF3v9PBJHWmvthSUAR861wYqQws1F53GwGft9iQACqCXdcTuBpyKVo3NN2Y/IHjQRjx6GCLLDVkpp4B2gJ+0WroK1lGOuUHGhuL10YAlwZulAIGKMy5eelLX4phGBSLRYrFIpqmVf6fy+WIx+OV12WB13JiWH7tdrtrlt3pQroWnh9ofYqfBzhy5Aj/9m//xoEDBygWi7z+9a9nYWGBa9eusXfv3krf4B93RKNRPvOZz3D06FFCoVDT9W61q0cz0lg2mB4cHKS3t3dN29zMvJpFACVBAUykdgWWE0B34xt2MW/i26qSmV+basMoWlhYaI7WlIJt1dSAtf1kO8L0rUeRc+MpxuMmLr/EhgfaiF7P1vjnAbSv95GZWIqeeSIyXbuC5NMG7oDM1UcX2HBvG7MXHaIV2SkhpuSKzcrUMwkG72tj/MklstW9J8jMMlI5cDSMKAkofhk9aZCP6Yw9tkh4i4/2fUEE02bxYhpTs+gtRSSnn3X8AEMDHiKDHtwBid6jTl1ffLxxbR2AIEL0ai0x9HW5CPa7UH0ypm6TXdRIjOcw4qCEBLJDFq42BW+viuARMDWLXNQgN61jLmjogoq62UZb1t0xnXfXiUHKc5BLat1GkESbq9MhPHbtZ0kzoWAIFAyBkGoSVC1sW0SvSsc20uzu8drYdvO0dDLpRxKthsKjZl/XZgRwYSyLbdtIkoTX68Xv9zceoISyYXujv2w2W/O6PO7yCGI1aXS73YRCoVZEsYUfabQI4PMA7373uxkbGyOTydDW1sZrX/ta5ufnefWrX82DDz6IZVk3JVb4UUV7eztDQ0O85jWvqTOCrsatRgAbbaPrOmfOnKGzs5P169c/p/3cjBE0QDHtrJss1Asi7BX81hJnMsgriDuqYRRMEiyJEJK2jat0Ew/t83PtYoKt4VtvJ+hWnGhPMWMy/EQMSREYvCdCdqFIdDiHKEL0WgZBgt4DIRAFps+mnFTxXJGZcykEERauLJGp+GUT2WUzeH8bC+eTaCmTubNJQgNukiUiqQaXfvp8HSrdewNYlsDshRTdO/yMPhVn0wvamHoyRnaqgBRWiI/m6D8YwsqbxIYyDBwJM/FMAoDkRB5BFMjnDDq3+ZGDMq6Agisgo3gkZFeptZntRFVlj4Bl2vR6ZBAE9LyBqdkIQkmUIwn4e1z4e11oZhpVUgjc5yYf0ymkTIpTGoWEDpYTD2vbFGT62SRaAjbcH2G62kamqKBh4loWxRNY+brdmAtgaAo5S8AyBWycmlEJAdMGE+gI6KU2chamuXROG/UWdiMxORNGkiy8Ho1QoFBD9jJpT/O2gk1rABv/buVSOoVCAUEQah5uyzZQ5f+XlwmCgMvlwuPxrHBGHHsnXdcbEsVUKlUTaXzhC19YacXZQgs/imgRwOcBfuqnfopvfetbXLp0icOHD1d64P7DP/zDD3lmtx+KojRtBVfG7UoBm6bJuXPn8Hq9bNu2rS6KerORxmbzamQEDZBddArvdE1CofbGmdcbR580DBKCQIe9thuTnjNJCiZi6QZcwCaPRSisorXLJM4XEEK3ngIOd0r0rQ8hySKiJFQIkLvTxZYtPiTbxsxaGIbNxKkkwX4XvXsCjJ9MVMbo2R1kbnmKuGhx44kY3jaFdfeHmDoRIxTwIogFbBsWrzpp4sF7wtiCgFawmHwmialZFEtt5G48HqPvYIjMSBZRt/B1qEyVIn7rjoQppg3W3xth7LhDtpSQzMJojsx8jMgGL752halTyYbH3XckjJYxkBWDuQvNFcXhTSrZGzqgU/ExLEGQoe++NrxhmanjcRTBiZSNH4vTucNP7EqmEm1rVEPnVU1sW8CwBHRDRDdER1Rh2xiWgG2LFCzABlUAqdRDMGuAYAuosoFdInrLP+amJdZF8mxbwBIEbEMim/OQyXoQRAuPS8fvz1HUFPzext/b6hRw9deskQ9g6YCZvpxlYE+wagwby7Kwbbvyt5wcLv+3/P9q0ijLMqqqEgjUtv5bjkb1xy208KOEFgF8nmDz5s1s3ry55r3x8XF0XUcURTRNY+vWrXdEysLtdtd0AlmOW7GBWZ7OtW2bS5cuAbB79+6GKfTblQJuFgEsZEz87SrxGZ2uZcuCbSGgPgqaEUyKog2mTYe9+g2qkNbICCZeu/RTIUDKtunc6+XSscXyW7cMI11g9GKi7n3ZJbDhaBhj3mBhyIkAbnygjcnTSVJTtaTKHWz+M5aL6Qw/4RAyySOy/r42cgmd1GyeTT/ZwdjJOH37QowdW0oPp2aWyPP0s0lCAx4kVSDol9FzBlrOYvKZBIIA6+4Ks+lFHRSzJqNPLUXd4qM54qPQuz+IkTOJXluK0nZu9zH5zNIxrzsSJr9YJDFWT9oFd726xtvtIrzFx8L1DJYNhbiTrvZ2KBQXdRQRUlczSI7fNzbgQsC0bcRyIliAVEElkXOVyKGNRzERsDER0C0RFZz2gVUXOGOAaDvEqM3rpH5t227ox9cIAgKGJWJYNopkIdgi+YKrJB4RkJXGEcBGX1cb0JsRQOD//tU1fvYd2+ju9hII1tc6L/8+l7971eSw+r3lZLERUSz/X9M0RFFsRQBb+JFGiwA+j1D9oyYIAm9/+9sZHx9HlmXm5uY4derUHdEaruwD2AzP1QbGtm2uXr1KNpvl8OHDTdPntyICabS+Xmyu1Az1uJi6mMbT5yM/vUR6G2XMLCyKgomCyLSk0785SHFoBdNcAfIZg6JgU23zV8Rm8nQCU7eRFaHUiuzWaKDaIFXdsdXjpEN1WBjK0L0rgKlZjDxRL5gQRJi93DjKBiC5BFRfSV0c11HCCsENHlKLGhOnErRv8jmCjhLcIZnssvrI5ESenFeif0+A3h0BJs4ksSyHlEycTCC5BLr2hRi8N4Ioi5hFk0LKIDNfZOask6IevDdCbDhHdr6I5K392Z18JoEoCwze18bilTT5kmJZ8kBh1FnHBroPhLAlgakzSRLzRQaPRhg7FqOjzw1AblFHDUjoORO5lKavoiw4FGspgmZaTg8Yt2wgijaGJaIZIm4JXA0uZzX586h6JSonCHa9TUvTLiIComBhI6KbEpJtIUs2smxhmqA06RTSKIJp20JTdTDAv/3/R/nW1VFcLhlRhEibB0kUCEfcyLJId7eXzi4f3T1eurt9dHX7aG/3IC5TqjQjiuXXy5cLgsBHP/pRkskkf/mXf9l0fi208MNGiwA+j1B+Si3/SLlcLgKBAJFIhHA4/JyFIJ/+9Kf5xCc+wezsLPv37+fP/uzPOHr06Krbfe1rX+O1r30tr3jFK/inf/qn5zQHqO8FvBzP1QZmbGyMhYUFDh8+vOIT/s0SzUaE0bZtFuaiTbfxBp39u0vdPcpoUIJFWjBqbpdPD0f5qRf0M/t4ouHYqk8imnX65NYICAQoZGxEIND13CIcSlVnCE9IpndPgIvHFvEqEkFVZsP9bYw9GatEgLztKr5uFVdAQVQFLNkgnczQtiNEIW6iFyz0gomWM9GyJsWiTa5YTqFCLmtiJnWCvW5ESahYrpQRHvAwn6xPyeo5k9GTCTa9oJ0N90a4cWwp2td3KMLIk/XkFMAVkAn0uDANm+79QRS3QHpWo3tPgGLGoJjUyccNLMNm9FgMV0Bm8IE2Jk/GiGxRKE5C96Ew0dE846X0syg7UcPxE3HaNnpJjy6lhrVS+loISJhpsyYNawHlzn62beNVDRAENEPELEXSdCw8DT47CQNczgcBsPC7rEr7uaJW/wC0QgNBRMkhe4LgkFDTspFlCVG06rwHy2jkA7jaV0vIwulTc4DT0WbDxjA3hp3I7Z69nUiSwNkz8zXRRVkW2bW7g3/51/8HWV7qHLRWWJbF5OQkn/nMZ/jud7+75u1aaOGHgRYBfB6i/IP293//97dtzL/7u7/jXe96F5/73Oe4++67eeSRR3jZy17G0NAQXV3LE5RLGB0d5Xd/93d5wQtecNvm4na7SSQSTZc/lxrAmZkZxsbGOHTo0KoF47cjAjg2NkYuu4KgpWSsZrlrb1JWg93mBKebRTW+c3yKl97fz+yxRN36Lr9MMperex9Aw8aLQKTNjbD2Fsl1KBsDt+0Qyc6ZDD8ZQxdsbJeN2iVQ0HXa9/nJpwxScxqxaJFYlfl1+x6R6AWLWeJ0bvQR7veQi+mkZlI0oiHdG71YusX8lQxapj6y6gmtTGhvPB6l/1CILS9s5/r3owgixMbrz5EoQ8cWP952FVO3SYznkOeKFNMO4atZVxJwR2TCA148EQXDNvDvlfD6fESHUiQeXyKXkirQtzfEZKkGMtLvJjtav38tbaL4JIyciVyqDRQpRaxKZyavy3XnaPkzoGVByhJwVa0X8hoV8mdazT36msHpPexEjQXBiSAahoSqNo90NzK9NpsIQ8rwCBI7dgYpFCy6uz0887SjVrdtOH/O+f+6dQEGBgNcOL9AOq1jGBa/9p/3VcjfzUIQBD7ykY/w8z//89xzzz23NEYLLfxHoUUAn0doFF0qWxo8V3zyk5/kzW9+M2984xsB+NznPsc3vvENvvjFL/Le97634TamafIrv/Ir/Lf/9t94/PHHVyRtNwO3272qCMQwbs65WBAEDMNgaGiIffv2rVoAXt7mZmsAq9efm5tjbGyMSLANmG64jaGVfPoKtTdPY1nnjiw6hmAj27U3Nhv47slpXnpvHzPHEzXLXF6JjFCKKNVN1rkBu3Sj0dI1Q5Zg3aEAE8+mCA6ouPsEUpezZHMWsUSO5JCBbTQfvxgTsEuVbosjORZHHDLk71Dp2ubHKlrMXExhFGy6tviQZJGJE/HmHohrOJSp00nC6z2sv78N07AZPRHH267QvtGL7JbJJzSiw1nmrzhCE9kj4m1X8Pe68HapdLokEARM3aKYNcjFdDILRZKLS6lsV0AikU1QfRllj0j39gBTpxKV9/QGJLayrNQL2lLFSt9nsSzmaAK5alEj8icKFqq4xMeMFa5NcwhIkolZUvCqioltiQ07gJTRMAK4CgHEhqsXU/hCMgvzeSwL/AEJv1/C4xFxuSRkGTKZLBs3+fB6ZRRF5MUv7SSdTqOqKqqq3lRm5Ny5c3z961/n/Pnzd4S1Vgt3NloE8A7Gs88+S3t7O729vSiK0lClCqBpGkNDQ3z1q1/lN37jN+rsTFaDpmmcOnWK973vfZX3RFHkJS95CcePH2+63R/+4R/S1dXFm970Jh5//PGb2udKWE0FfCs1gPl8HtM02bVrF21tbWva5rlEAJPJJFeuXGHXrl0M2xNNt8klneOMTucJVr1vLDOPzooO4W0U17Bsm++cmuYlR3uZPblEQiyFkv9fY2jYFCczsG6VA1sBomAjuiQ69vjxBBSGnolCqapw9qJO77YAomETvVEf5XJ3QGbaxMRGKW1TRmZRI7PoRM5kN/Q/4Mejiow+Fl3RAFtLr+3BIBfX8Q948HSpDN7fhqFZaJpFLlvEKFjIIQVbcdLQhbxF70Y/pm6xOJJt2MN3Obq2B5itEoqofon2DT5mzixdH9UrEruWxtfjwh1RUHwykiqCKGAZTircsmw8YZX4tQyZmSLqCuWatm1Vav9MC9KmgGvZb0bQY1QifpbVuEWvU2Ky8vE56mFnMpJoY1jcNAE0G9U5VEFAoM12sXl3O0+dcB6gMmkTl6oSDrvxemUEAQoFg2SyyNCVFB95eDfXrl2jWCxiGAaCIFSI4HJz6PKfoiiIooiqqrz//e/nN37jN+oEdy208KOIFgG8A2GaJpIk8Z/+039iYmKC3/iN3+BlL3sZPT09SJKEIAgUi0WSySQzMzOcOHGCb37zm1y8eJGXvvSlN00AFxcXMU2zrvNGd3c3V65cabjNE088wRe+8AXOnDlzq4fZFC6X67b6AOZyOYaGhhAEgZ6enjVvdys1gOX9nTt3js2bNxOJRDD0sabbJGac44xPF2gPudFLfXV1Y2m/BhbFkueb16tg5OrnZFk2/3Zulhcd7mGuZF0yny6uHBETAOuWesBVDWEzN5Yl1O3m+vEYRcGqeBQags3c1QyKV2TjA22MLhOB9GwNM7qYwMBGLW1TJiSiDB3bvUgegehInrmrOQoLFp42kWCvQP66iVWoP7j4eL2nYhm+XhfhTV5yGZOZSymEyTyxJ6JsOBohOpytiDcaITlbYOFaFneoVNd4PEaT9soAqK4lqu4OyYR63cxdWKpX7D0UxtuhMPLdBbK5Iiwzz3aHZbp3O96AppZBVUVsoOg4ueBqINwxcVq1GRZkq8ifZTvn1bRro4emRd0Y5XFWg2WLiIKFZQsVQi43EYBA4zTzagQQYP9AJ0JA4idfsp50SuPGcJxoNE80Wq+4fuWrtvH6h160NL5p1nQPqf5/KpWqvJ6dneXXfu3X8Pv9GIaBbds89NBD9PT08LrXvY4DBw6sfkJaaOGHgBYBvANRjuz91E/9FF/4whd4+OGHefjhhwFYv349oVCIfD7P9PQ02axzw1u3bh2/9Vu/xa5du37g80un07z+9a/n85//PB0dHbd9/NvpA6hpGmfPnqWzs5PZ2dmbmset9AIGOHv2LD09PfT29mKaZl2f32rkUwa+NoVsTMc76CF53hEw5PJLx58QtMp9emB7kJFnEw3HMgyLxy7P8hMHupk7k2IxvUQqmt1qm9l2rBUCUEybjM8ksbExsCsE0BRKxrt5i6vHoqw/FCY5niO36BAts+CcW0NwGIosQs/hMIIsMHM5xfSlJTK37YEOhuej5KMW+ahjHbPuUIDU9Sy5eWc8V0ikEK89HlcfSBGBfBLmJwvMz1R1JOkUYBRGTzop4P4jIaaeqVckh9a5WSjZwBSSBsPHYnRt8yPLAnOXGnsAZmad/XjbFHztKguldHLfXWEyCZ3R0wk2HQ7VRTNdQZmevSGmzyQqhLl3X5CFsk+i7RC6oiiw/r424pfTFOPO8dsC6BbkTAEZAcumYhXt/L82steMgDWqP20EQbARsDBNhwxKUvMNG32NVk0BA8V5k6cWptl/oIt0WiMaLeAPqLS1uQkEVDxeGUUWkRWJD/7X+2u2lSQJj8ezaq2vYRgcOXKEN73pTezbt4977rmHmZkZZmZmyOebd4NpoYUfNloE8A5EOfX4iU98gl/7tV/jL//yL3n88cdZXFwkk8kQjUZRFIXu7m7Wr1/PoUOH+Omf/mle/OIX39L+Ojo6kCSJubm5mvfn5uYaRsyGh4cZHR3lF37hFyrvlQmZLMsMDQ09pxTKWlTAayFmpmly9uxZAoEAGzduZGZm5qba5t1sCri8rtfrZePGjZVIbtNewCWEe9xkYzpicKmWM5Vybjxl65cyXJ6Vv/KaZvH48Dz37+1k6Mp81ZLGx+xe4aa9NgiYOQ0QMbBBAKGqpawpLP1IjT2bwBUU6NzjJnFDY+ZSGk9IJluwoOh0qRh5Ol43VQGIjtRG9gopg+tPxpEUgQ33hNEXdVweiflLKTr3BJECMgs3ssSmCzDd+Bgz80ufsVxUZyyaoG2nSG7cxqjanbdHIjZZu+38VcekecO9ERaGMjXRQ2+bQmw4h7/LhcsnEb2epf/uCMmFIiNPJwCne8nsuaWIoBqQ6N0XZuZcktEnalXjngY+iZYFI0/EULwS6+5rIzGUxjZ08gnHK7D68cgudf1Qxdrtm2ENgTkADEvErerYltS8A0hlEuVBl0joWiKAQs5GVy2eedp5eNu2vY1QUOXMmTnGqwzWf+fdR+nvX72utxFkWeaxxx4jGo3y6U9/+o7rr97CnYsWAbxDUY4+7dy5k0996lMAnDlzhmvXrpFKpfB4PPT19bF3717a29sBh4Qtb520FqiqyuHDh3n00Ud55StfWRnr0Ucf5W1ve1vd+jt27OD8+fM17/3+7/8+6XSaP/3TP2VgYOAWjngJqxHAtaRmLcviwoULSJLErl27KqKRm2mbdzMpYNu2uX79OgBbt27FsixEUUSWZaxVCKCnZAVTNJfWMzXnGqYxam7Iq40FUMibHB9doGhZq4oiXPJzJYAQUE1iBdGJ5C2Djo1kl6Kjgo3kEhFUlS0vDaEXLRITeaYu5wngeMI5Tclq0b83xMy5VN3YggjBPjdF00LpV3D5Vbo6FTKzBRZPJFfMbgd7XCTH6j9jscsWvk6FyEaFhQsOCc/EGn8WbRtGjsdR/ALh3SKJS05RXWSDi7xLRHEJeLtdaJbNjSqTaYC+HX4mjsVQfCJ9B8LMnk/VEb8ysnPNvwuIkMsYRA5FEC4mSSdq17VtKJ8GucqixTCh2YdjrZ8Iobr+b5VI8q3UAAIoSNx7Xz+abpLP6aRSRSYmUoRCbrZua+Pq1RguVeKtbz+8xlnXI51O89GPfpRHHnmkRf5a+LFCiwDewaj2/QM4cOBAw3oUwzCQZfk5dQF517vexRve8AaOHDnC0aNHeeSRR8hmsxVV8EMPPUR/fz9//Md/jNvtZs+ePTXbh8NhgLr3bwXPNQVs2zZDQ0MUCgUOHz6MKIqVc3Ozrd3Wuv7Y2FhFBV0m4uXickNbmURKJcuK+GKR8u1HKxHAsvijDENbY8rWZE2KWNcKPYfXCr9qEi3ITgSQes9BV0hBDQskZ4okFgwSC3FEl8jwiRgWVongOtv4QwrtewMYeZP0gkZyKo/bKxLsdxPocaF4JAzDIhPTiE7kmBnP0inaRDo9nHtsjoEDIaaGM4iqQPcuP76QgpYyWLyaQc8vHWvHZh+p2cbEKrugk13Q2XRfG6npPLGRFcy2AT1jE71oE1ovIwg2OjmkbpvkpM3cicbbZhdy9N8dJDqUq6uNrDm3nSrR60vhSFdIJrLFh+SWHKFMVMN2SYyciCEvE8DYtk21c2SZAFrW2tKva0GZ2K1U/weUlN61WFMEEDj9xAxFcWn8cMRFf38Al0ti775OHnrDHrzeW/ez/NM//VM2bNjAL//yL9/yGC208MNAiwDewRgdHWViYoK9e/dWCFYjyLLMM888w1//9V/zute9jrvvvvum9/Wa17yGhYUFPvShDzE7O8uBAwf41re+VRGGjI+P/4e1mXuuRtAjIyPEYjGOHDmCLDtfkTKZvh2t3ZajbPdy4MABTp06RTqdrmkj1awXcBllgjg/mmVAEsEUyGcNChiYy26cWn5t8y/7CwL1IbUqqM85BQx9W1Siiy7Sk409B9NJDRJLHnWyS2CqJIgwy73OSigkda48EQXRZmBfmP4BF+NX0mRjOvPT9eNvfUEb3jYXi5edWryJM0kGD4cZP5dgsqq/sKQIdO3yE2xX0XMmgiTQvduP7JKQFBFBFhCcNrrYtu1cM5dAx64gnXuCpOaKFCoEq6SAtSFfyFd6y4IjXhEEEdOw8ffa+PvALl0AGwvRbSOqFrZpkczkkPot/H0C2CDYIoIlYJsCtg6WBqH1KoEBFUmVyCzoxG7kSJXqFAfvjZCcKzJ2Is6GwyFizy7VL5q2jUbtDaJMAI0m4o8y1vqJsEyz5AnYXAFs2YBg0NVVH91czQewjLs29lLstkgmi8zNZknEiyTiTnnDXUd7+dmf37LGGddjZmaG//E//gff/OY374g2mi08v9AigHcgyunDj370o3zhC1/g61//Oq985SvRNA1Zlmuaoeu6jtfr5d///d/5sz/7M/r7+2+JAAK87W1va5jyBfje97634rZf+tKXbmmfjbCWFHAzYjY1NcXk5CSHDx+uSefcagRwNcJYbffi8Xhoa2tjZGSEYrGIbdvIskws2lyZCktWMJZh49vsoTilYRZtkqJed58uZFdX7W59oJ2RqvZoK93WlCadG24GsqmTTTRPq1sCKFWChIG9YUarLFJq5ycwsMNHMmswci7Bhr0hsg3Uua6AxNYH2pkfz5NPm3i6XLTFdFJJg/FTCTbcFWHkdByrpGgwdZuZy2lmcDwG8zGtqYo32O2ic6MfLWtx7d/nkN0ig4fDqH5HgT9+OoFdw3dMwPm8br6vra6riCsg0b83hOqXmTiToHuLn7GTcTbd28bUyTimZleNUwspaJMYqr3m7h4BxScxenwprSxWEbAl8lf74Sl36TBMAXEF7rUWWmZYIMtlM2i7oQAkk5fx+jIM9sfrBwCMNRYbSgmQ+gT8fgWxz4fXpxBdzKHrFh/+oxeuaYxGsG2bD3/4w7zsZS/jgQceuOVxWmjhh4UWAbyDUfare+KJJygUCsTjcQzDQNM0NE1D13UKhQKyLPPss88CVCIRP85YixF0I2K2sLDA9evX2b9/Pz6fr2ZZuTbydkYA8/l8jd2LZVns27cPRVEq5LxYLPI9+SnKrcwaYXEiU/m/7jUQ3WAVLbQGobt8amUPur7tAS6cmMdlLxGylW6zivjcU8CSrpNJSyvuqDrYI1V1abAFm+Wlg9ErWVKleZVb5VWjd2cAd7vC3FiOqctpwm0ucosaEUnE1S7T0eVh9Ok4m+6JMHwyVqdA7d3mZ7hB6zdXQGJwf4SxZ+LEp7MUS4pio2Bx41iMjfe1MXo6hrdNoWOzm4WRNLkq3ZQoQbzcVUSAdQdCyC4RSRGZv54lWVIgd2+2sUyb609E6djkxaVKFZVwNXwdKqnhpestqQJ9R0JMPpMkN1tLCguxUqpZAqlDQG4geJdE0M01ELxVVigakNUkesMatiXVRf8sC6aiXmYTHl5wqHkbRKeX8eqwkiYnjtcf0OvfsIcDB7sbbLE2XLx4kb/7u7/j7NmzLdPnFn4s0SKAdzDKZO6Tn/zkmre5WauTH0XcSgo4mUxy6dIldu7c2TRdfiu+fs3W13W9zu5FkqRK2rfagFZgZdGJngN3QKSQtsClIHsMEimt7kYsCJBNNyeA7oBELJsnKCkUq3wEV7rNyrchAuiq1PE1hwFINsjupfRv50YvU2MZBLN2DhKUPYYrpAnnJdte1MHMSBZ90WZ6KE2gQyWzoBERBGwTzKzFxOUkWx9oZ/J0ki33tHP9eLQmrVnM1JInSRHYdLSNmStpClmdjS9sRy9axOU8PfuCLF7JkFnUGHkyRtdWP4WCzuhTzjH07w3i8stMnkkysD9Eer7I5gfamR/OILslYhM5EpO1dYCJqaXXizdyiJLA5gfamHgqjlVVLtCz3c9YKZLbsy9IPqkz9mSi7tyKEhSnHQV2z+EIE0/VR9xsLBQBUnq9OfRyrLQ0pwkUDBGn0tMx766u/0vnZUbn/BR059Ykr1BjutYIoKgJ7D7UgapKnHl2DtsGn0/hd999a5kOcKJ/v//7v8+b3/xmtm3bdsvjtNDCDxMtAngHovw02tXVhcvlYsuWLciyXHGu93g8uN3umj+Px0M2m+UlL3nJD3n2zx03SwCz2Sxnz55l8+bNK/Ytvh29fcFJ0Z8/f77G7qWs+G2E1UQgAO3rfExdTlMsCPgDKrn5+nRgIKRC42waAO5+i/GhIt2Su/Y4JGFJCroMt9gytXZ8bQ1m0gL4Iwp9uwNYlkAmoTFxOenYkzRY2W2Du8fNwrCTPve1yfTuDTH8bJxQt5vpIafmr32dl8n5JCJOSzk9b+IJyVw9FiXS76aYNdh6XztXn3QiUf52lemL6fKU2Hh3hGLOwhQgtNFDPmdy/V/n2HgwzMKNLAs3soiSwODhELIkMH0miaRC506VhctahcyGelwUMgYLIzn8nS4kVeLG8fooo79dIT5e6y1nmTbXnojSucWHIgosXnWOOTtfxNOm0LHNz9iJ5he+e6uP7NUsffe1VQhj3RkVnQcIwRZWjfA1Sg/bNqSLYom0CYiCjlUicIpsYlowFfUxl3BTvQNxhQcMw1xjChiBUMCFaVvc/8A6BAFe+OAA3T2+1TdugkcffZSnn36ar371q7c8Rgst/LDRIoB3IMoE8O1vfztvf/vbb3r7m/G6+1HEzdQAFotFzp49S39/P+vWrdzT7Ln29gXn3F65cgXDMNizZ0+lXrOs+G0EU199n2UrmPmxHNmIQKP6eH9AIRdvHAHcel8bp47P4vJJaJnam643LMNi4/1KDaxbbhbySiqTKqQTOouLeULdXjztKqFeN7GZQkM+4kKkZ6OPG7NF1u0Pkk4ZjJ1LEuxyM3N1KV3q8cn4AKtUi2ZYNp3tbnLJDPGpAvGpAlvvbWfnT3Rw+bFFerb7ufFkjHX7gvg73aTjRaaHUwweijB2NlkR7CyMLAlOLNNm9HQCAHdIwr8OJF1h2wNBrj8ZxbZswn0eREmgc6OXkQYRuDI6N/kYjyYaLlu4nkWUnWhgfr6Ir91FelFbkfwBBDtchDtdK6qJJdEmq9d6ATZDIKJgVZUaWBYki1KNlYvfuyQzL5oCV8cjFPX6SLe8QomBaa/t6UNAQEjYFFwmU1MZFEXkzW85uKZtG8EwDD7wgQ/w3ve+9wdiZN9CC/9RaBHAOxxlAlIdiVopilVtefLjirVGAA3D4OzZs4TDYTZt2rTquDcbAWy0/tjYGPF4nEOHDgHU2L00w1oIoKQ4N9NC2mDMbtx9wOtTyDWoJezZ4uP8swu4fBLBLlddirNnXYDoYmMhykpigLVirWlkC1i8kiM+U6R90MfidAFRWGYbU54XYOgGW36ig6Hji7j9Mv4OF7PXamvlLMPGg4iJkzU2gPj1DFtf0M61kq/eteNRgt0udr6kE0yb7S/uZOJiipFzSQb2BfF1uLha5cHXPuAhMdHYvqWQNCkkAbJ0GrDtxR2IEkSvF5i/Vl/HtxyKq/nnRFSge6cfQwL/di9a3CC4xUdEFhAlwVFR22CbNpZhY2kWRtHCFVK49i9zTccFp0WcZgp41vDT4PbL5EoEUDchXZRYHjb0KhZYEjY2Q9P+pmUO0rIUcPVzqXUTH76Z82luyE7k9q/+58/idt/6re+rX/0q6XSad7zjHbc8Rgst/CigRQDvcPy4k7lbQZkANotkiqKIaZqcP38eVVXZsWPHmiKetyoCKc+jbPdy8ODBSk/m1cgfgLGKDQxQ6RZiYpMqNE6pNrrpuXwSaUNHkCC40U32chF5WdWfoqxAOm4HAbyJMUQE8imDuetpXC4RXbMaEkAQyE1pXJ9N4m9X8YUV5q7XE6z0eL5WO1tKcw49EWXzXRGnswiQmisy78+yOJrDMm28YZnN97ZxrUGaNtLfnACW4fJLBHpdTA6nKcYMOtZ72f6yTizNopg2iY/nSc/XP8RUK5oFEbq2+fH3ujA0m5mracZK1jUDh8JEx3K097iZvdC43Rw4hCq+UKBtt59QWCU5nCXTwN9QFJf6La8Gu/TAktchp0sNr49tOe/mTWHFGldphYcDSV27d1+f14N3u0B3t4ftO23Gx8dRVbVSFuNyudZk8J7NZvnwhz/Mxz/+cdxu96rrt9DCjzJaBLCFOw5l+xZd1xuqmsvEzDAMDh48uGaSfDM9hMvrgxNxTaVSXL58mT179lR6i8qyvKabjrmGGsBcwiEGKaG5yMOl1u+rd2+AoQtRAhtdXLkYZbsYrlMPS9IKBLCstngOEKvTyKtwXVOASJ9IfNqqCD2a7T07XcTfpeINKMwN10cwZVXAmC5SHqG8axsb0YbJSyk6NnpZLKVz3UEFy7TZdHcbs9czDckfgLgCK44MuAkPehg7l+TKsUXW7wsRv5FnPJEEkkiKwLq9ISKbPIhegUC7C5dXQsuaJGcKmIbFlgfbERSB+EyRqStprKF6ghcdy5GJauRTOlvub2O0SW1fz64AsxfTZKM6EziEsH9ngEibSmo0R6okOLEsgTU2wEFL6WRtmYJuIyBgWjYaNrotYGCTx6bLFhEEWM2WcnkEsBq6vvbPnZ0RuHQxxe++Zz+GYZDNZtE0jWKxWGO55HK56oihqqqMjIzg9/v553/+Z/r6+njta1+75n230MKPKloEsIU7DmUCWCwWGxLA8fFxAPbt29dUeNEItyICAcjlcpw7d44tW7YQDoexLAtZlte8b9NYnQAmZgrY2CSl5vY3y4nclnvauHhhgcBGF0MXY2CD0WBfkrTCjfY2RADr+NIqY+anoH2jh+iok+puRk9FwBIN5kcan5O2fhdU2aSUr6wBeBDIZk0sC9xBic6NftLzBQYOhrj+VPNaOYDM4vIImk1wk4jH72XyfJq5iaX6QG+gNopl6jZjpXpBxSMS6HKh6QZqQKbd62P2SpqpVVLFoV4X8ZliZbyhJ6Nsvb+Nyafide3tfJHa74dtw+SlNOXWxX3b/SRmslgZsCwbCSeVbIk2vVsCmIZJMV/E5VIRbAFbsHF1+XDFdBavZBxpjQ0FnOuh4/g6lq95dgUSJwoW9YH5pe/fClUedVCReN2v7uanf6a+9q/acqn8VyaHiUSCYrHIBz7wAU6fPo1hGHg8Hnbs2EFfXx/33Xcff/RHf7T2ibTQwo8QWgSwhTsOZQLYyAtwYmKC+XmnC8DNkD+4tRQwwPnz5+nu7m5o97IashmNtj0+AgmD9HyOYtLGKNST0FxSxwyAnl+hvrPqbtq1wcvwcHyJ/AE+u7Eco3lEy74d/K80hoWT4F0dFrA4kq+Qg+bbCBRmDQzRrktrA8gJHb1qa9t2rFAMwI0TCYxNZ1l/OIw3qDBzLUN0auXUruIRmS9FG1WvSP/+EDOjCRZvmEDjSF0jqD6Jvr1BZL/kmFCPZQm1u8lEmxP8MiLrvBUCWMa1J2Os2xskO1kgV5VGrrbJqYY7JNO9O4Bh27hVL9HzGWxLQEJAxiFzyYvlWlOBsk9lde2kBei2s66MiIFFHmrqCA1DanoTamQOXY3CKgRQECDY48bXqRDPFXn3++5pst6S5VIgEGi4zr/927/x9re/nbm5OR5++GFmZ2eZmZlppYFb+LFGiwC2cMehOgJYjfn5eW7cuMHevXs5c+YMlmWtKQVbxs1GAMvweDxs2rRpVbuX5bAsm998y7f515MjNe+H21z0tfnoDHoJu1UCHjfYNtmCDidXiA6V5q66RQyvjRKQKuQPINTAUAUaiywA3JLFbQkBIhBQbNL6yp6DZdgCiHZ1LKj5HDyIZDExsBBFAVdARvVJeFwSjNWmyyvjCU4LMkO0KRowM5PEnrexg+BuF/EEJBSXhCSImAWbYsIiPa9hGdC1yUchaRBZ72H8fJKh482NjLs3eomNLAl2ZJdA/74wlmAzfiGJIAtceSLK5iNtLIzmWBjNMbgvBEWL+aHm3WHkJkKRyfMpwn1uOrb6WLyWJdTnYrEqNV4mfYWCxeSFJNJ0HhtQXWLJtc85RzqOyXRkvUIxWSQ7ajrHvs3H4uUU/fe3EZ8sUBjNVar7LCwypXNb7h5j2TbSCl5+0iom4+VOLL6IQrDXjRQS0WSLuFZgKpHhxkyCbNSAKPzBHz5AV9et275cvnyZv/3bv+X06dPs3LmTvXv33vJYLbTwo4IWAbxDkcvlOHXqFACFQqEmvZHP5ykWixQKhZpl8XiczZs38+53v/uHPPvnBkmSkGW5hgDG43EuX77M7t27K0bPN0vmbiYCaNs2V69eBWDLli1rsntZjg//t2P867cc8hcOy/T1BfEHXEiSSLFoMBHPcPJGhnze4N77+jl+aoqj+3sJmS5GLiTq51RK/w3eFWY8kaohfwBuW25oH9NstrK8cleRm0FQMUk3sAFphuortxIFFREQLDBFm8gWL7plYRRsBNNCN2rrF6uvrIWN3xRJihad68JceTKKv00h1Oli8kI9+RJE8LQLFLxpbEUgntYIrBdw5QXsokQ+bqFlaj87beu8JCcL9O8LIigiExdTXHsmhr9DpX9HkKFjDnnMJ5aifuPnkgiCk75PjuVJzdSHwVbq9pKYLpDzSqy/O4wii2hZs4b0JUp1jYMHQ8zfyJBPGuy4t50EtZHK7KJGdtGZlzskM3gwjAKMTxaIN7CTKZM/AKWc/rVAWIHyr1T/ByDvULC3SSxoOlNannzOIJEsEovmKRSWpD2bN4f5z7++f8WxVoJt23zoQx/ijW98Izt27LjlcVbCww8/zPve9z7e8Y538MgjjwDw4IMP8thjj9Ws95a3vIXPfe5zP5A5tPD8Q4sA3qEYGhriJ37iJ1AUpRJ5kiSp8leuQSv/lZWz99577w976rcF1VYwmUyG8+fPs3XrVjo6OirE72bSuXBzEcCy3Ut5P2tV/Jbxj/9whSuXFrn3/m7m51JoRYnx8TSZTP3N9cDBLp46MQ3AyQszABzZ30Ob5ebG+URlPV2z2Hx3hPF4iqFLy8ZZ4bCaHXJRvYkirFXgV5xr0SzauBJW2kJAwI9IBou562nwitg5m4Cp1KlPqw/TAFwICCJMl3wDMzGdbFxnx/0dXD8RxaqSD9sWFJI2iTEZ07CJ9CpMXyoTRWdFxSvgCYsoXpBViKcTmG6b66WaP4C+3R6S0zqjzzrvKW6R6au1qWPbhmsnYihukc0PtDF7LkkhZVZOxvyNxmllcNLSHZt94BexbIF03qiQvjK23N/G8IkYVqnDiriKQr57Z4Cp62nMycbp6eyyTi9KSfSTNlYedyUFMMClazGeTujs2dvJ1FSG2ZklYh4IqLS1ewgEVD7wwftQlLU/XCzHY489xrFjx/jSl770A/FHffrpp/mLv/gL9u3bV7fszW9+M3/4h39Yee31em/7/lt4/qJFAO9QbN26la9//ev4/f4K4VtO/KoJYdmWpKxQ/XFHmQAWCgXOnj3LwMAAfX19wK319S1vt5Ztqu1eTp8+TSaTQVGUNdf9HX9yiv/y9u+iN/D/83plenp99Pb58ZRsXQoFk4OHusnldJKlCMgzF5yWfof3dtMperl+No7sFRlNJ+vJHxBoEv0DaFQYqGHiUdbQwWON8MllArg6rGUTWm0bd4kAypZIqMtD7EYO0RbrOG/1qA4BhHU7A4xeTFXet224fGyRgV1BcnGNRFUEbuPhCFdPOuc2l9JZt9/F1Nml5Xre6TQC0DngYWZiaZmoQN8eD5Nn8jVM1N8DiZHGREgvWFx5YhFfRGHD/W2MPxUjss7LwugSAYwMegj1ubAlgeRCgfmxLN0hiWunYyhFoWJcDY6X5IYjYa4dq01bFxKNI4redoXIJh/XnooxuDtIogEBNFTQl71ddhXSzJXif6tHAC0b0mmN409OIUkCh4/0kMloDF2JkU5rpNMaD75okBe9eP2K46wE0zR5//vfz7vf/e4VuwTdKjKZDL/yK7/C5z//eT7ykY/ULfd6vfT09Nz2/bbQArQI4B0Lv9/PK1/5yh/2NH5ocLlcFfLX3t7Ohg0bapbfrKXLWrdJJpNcuXKF3bt34/F4iEQijIyMMDQ0hG3bKIpSYzGx/G9utsivveEbgE1nl0Jnp49QyIttQzars7iQY3QkxY3hJOGIC69XYXqqvu4vGHQiIFJARPNb7Pj5dlKaxtCJxgrWkO1qyqRsq56AzEkFelcp0r8Z+EoRQMklwiqBRRtuqvRQBLBAEAWyk0W6bLmhfKXmaASH7Anx+pZ6ABOXUvjCChsPRxg55UR6i/mldW0TJs4W2Xw4wuy1NPlULVnuWu8nUSKAnRu9iJLI5LP117GzL0xiZGXVcTauc+XYIuENIkqvRmdEQS9CYlpneiLD9ESmtB8PXZv8XDm2yOYDYWafXYos+jtUgt0uri+LBgoCREfqI4o9B31Ex4uMPOMcuz+kkFi2TmiDh6mZfN21KkcALVNcmQA2qAGsDsANrA9y72AHlmWjaSaplEYqWWDX7nY8Hpnz5xb4bx95wQp7WB1f+9rXiMVi/Jf/8l+e0zjN8Na3vpWf+7mf4yUveUlDAvg3f/M3/K//9b/o6enhF37hF/jgBz/YigK2cNvQIoDPYzRKZ/44t4Crhsfj4V/+5V941atexbZt2+qOq1mf3pWw2jb5fJ5z586xefPmit3L3r17URQF27ZrfMeq/9LpNIVCgXgsx/94ZIyeXhF6PJgmFAo6sViMZFInn1siGLIs0N8f4OKFRYJBlZ5eP6GQC1kRMXSLZLLI3GyW0ZEkAHcd7eXpkzPs2NVOxOXi6rO1N3oXUtOGbLZRe8wFTDKijvfWs2p18JSiPRv2hxk/mVhx3eVXYA0W3pU0sKnZeJuonZe/Z2FTnNVQPSJ60aqIDsrIJnSun4qx8/4OUvMFxs4n68YcPhWnY8BLsNNV8SIUoKIU3nZfOyPPJiqRweUoJOujrN6IQmSdB3fQOY5sSiM6mWd2TMcT9jB5tpZICiJ07ZKZu5Kv2MCY5pL4JLJBRctZTFVFOstoH/SSHV1SCqtBAd+gzPiZ2n0s12+7QjJZ7IZ9rBXREYCI5srlEKupgEdHUxyfcki0LAv09vrp7Q/g8chgwzvedRfbd7SvOMZKyOVyfPjDH+bDH/4wPt+tC0ia4Wtf+xqnT5/m6aefbrj8da97HevXr6evr49z587xnve8h6GhIb7+9a/f9rm08PxEiwA+j3GnkL3lME0Ty7L4xje+wXvf+96GdXe3OwKo6zpnz56ts3spq4wFQahE+RrP2eJX/3//zJnTjVW8Hq/Ips1eAkHJMa2VbBAK7N0XQNNsisUCIyNZEnENYxlhu/e+Po4/6dQIXrnipPe27Wijw+dh6FQUrJX9l81lnUgWlSK2zW0lgO7SzX5Fz8ES6gng6tt4SgQwYItYTdZffmUNQDIgYzryZFEWUFQRufQnKSIev4zgFWjb4sXVLlMo5DGLNnpGIjaZA1tgcSKH6pHYek87105EWb83TGIiz6YjEa4+2UQlLNgEu1zYMmy6rw1EyKV1olN5YtEisUR9mNTllZgbqo3WdW/1AzBzofZzpcclwKB3n5v5q4WG1kIAsncp/du+UyU2ozF3sT7VW0zWdihxb/IwdqaeEAPIgk3agpXjf6urgNdvDHGgK8jiYp7ZmSwTE2kmJpyoZiTi5otf+bkVt18Nn/nMZ2hvb+dXf/VXn9M4jTAxMcE73vEOvvOd7zS1kvn1X//1yv/37t1Lb28vL37xixkeHmbz5s23fU4tPP/QIoAt3FGwbZt3vvOdTE9P8+lPf7ppTeOtEsBGEUDLsrhw4QJer5fNmzfX2L2sVfTxoQ88zlMnphlc78PttmlrC2FZTo3T3GyWWKzAjWHn5n73vX08dXwaURTYt7+dbDbPZMlcWBDAH5AJBCTcboFgSCKZTLJzlx/DtCnkbdJpg2vXYly1YeOWIH2al+Jo83NR3Yu4gEmm5PnmuY0EUC0RwJW6aFSwrPnIWh5jBECwICjU1/5VD1sNA1CxCSGRxMQybYp5k2LeZN2OIP6Iyo1zCaaupwl1uEnO13rqKW6RznVeAm0qiiqh5012v7gLlyIiywK6brHpngiiLGDZoBdNChmDTEInvVikY6ufqStp+rYHSC8WmWrQ8aMag3tCjJ50UrKSIrDl7naunohW2gSW0d7ntKrb+kAHV59YXHHMQMBDzpclvM3F1JnGPaYBoiNLBDN0yMPoqcbkDxwVcMJc/aqtagNjg8ej0NsrEQ67SaWKxGN50mmd33n33UQit+7RNz8/z3//7/+df/zHf7wpq6i14tSpU8zPz1d6goPz4Pr973+fP//zP6dYLNbt9+677wbg+vXrLQLYwm1BiwA+j7CcvDR7/YP4wfuPwvj4OP/6r//K9u3bm0bb4NYIYCMRiG3bDA0Noes6u3fvxjTNm1b8/q+vXGBkJMHO3WFy2Tx+fwBNt8llNBLJIun0UrRn954OTj3tCDwsy+bMs4uIosCRu3pYWMgzNpokkzbIpA36+v2M3nCEIcshSQKhsITqMjBnDVZy4CvmlqI7ca+GpTmfE/dtbDOtlsZaTXG6XACydggEEbGbKl3seiZZMr7z2w4B9IUUBnaHiM8VGL+ylC7dsCfE+IV6wqMXLKavO6Strc9N96YAsVie+ESBjnVePAGZfMZg9nqGQqY2Bdy9yce1kzEMzSJV6izSud5Lx4CX+dEs0cl6MlYWzfbtCKBrFpebkLvejX7sPu/K5E+wkWQRb9CDEtJXJH/BLhVjzsktRw66GTnV3KMQHB/AorZa/G91EUg6o3P87FTd+/v2d/LGN926T59t2/zxH/8xDzzwAC9+8YtveZyV8OIXv5jz58/XvFe2mXnPe97T8Df4zJkzAPT29v5A5tTC8w8tAvg8QqM6uDsN69ev58KFCzz44IN1RtDVuJUawEYRwLGxMWKxWOVJvtxVYK3k7/HHJnjv730Pw7Dw+SV27mrn4oUoudxS7ZcgOCmtzVvCWJbN4SPdDoG1bQoFg2xaY2QkSTyW5/CRHqLRHPNzOVwuiZnpDD29Pjo7vXh9CqIgkM8bxGJ5ZqYzxKI5DhieFX8ICjkn5ZfHJKEvnVOX+Nz7AJehrGL5UcbNCkCqEUTEbLJxcwG000Vky5EII+eTXHqynjR5g43V3aEuN31b/aRjGhNXUixOF9h7fxfj0RTpqo4eoiTQs81HuMuNqdksTmRR3VJd/dzCWI6FUueQgV1BfBGFiUspsnEd1SMxdz3Ntvs7uHoi6li4lNLIwU4XroCMKDv1oVJEZG44h2ezG8u0MHQb07AwNAtTt9E1E1O3EQyTGyMpOje6yOcKFJsE9Tr6vSzOpejcG+BGgzrCaojYyIKAZaxOAPUGNYI5TcLvdr4b8/M5du/pR1Elzpyeq6zz/g/et2L/6tVw9epVvvKVr/D000//wH4jA4EAe/bsqXnP5/PR3t7Onj17GB4e5qtf/So/+7M/S3t7O+fOneOd73wnL3zhCxvaxbTQwq2gRQCfJxgdHa30uCz/lU2gq/tgaprGG9/4xh/2dJ8TZFnG7XY3bAVXxq1GAE1zKVJTtns5cOBAxUbnZiJ/w9fjvPnX/qXSfzebMXnm5DyRiJv9B7o5c2aOfM7AtkHTDBYX8xVRx3J0dnrYvbcTn1/B7w+ybVsbtgB9fQE0zSSfN5idzhCN5slkquq1TFAkCbuxBgEA0ZIBjXy7iV21+yYNJ24JldK/VXhgo8VrvUXfSuM6A5CAmZNJ9AYpSVESGL8Ur7wOtKus2x4km9IZv5QkXpUWliSB2eH6Gk/LtLAsRxjhjsj0BoPIkoCnXWFxPIesiqhuyak9VEREyenHiwADe4K4vDKCCJZuoxUs1h0Mko5pxGcLLM47f2V4gjLFgsnGfWGmrtX3Bq5G5wYfszcyzN7IIEoC2+9uw87ZTJ+vJXlen4y/z8XMTL6uXnQ5ZNF2OoCsIgABSBbro2DTSQ/b3E5UtafPzfVikVzWZu++MLIs0dbmYt/+ANlsFpfLVflerhVl0+eHHnqI3bt3r3m72w1VVfnud7/LI488QjabZWBggFe/+tX8/u///g9tTi3ceWgRwOcJduzYUSE8hrGyf9sb3vCGNZOYH1WUbWCa4VZrAHXdIU/Vdi9erxfbtmtEH6shkSjwu+/6Nw4e6mZqahG3W8Xn82KaNvm8wcxMmo52L+sOBjj77CzbtrczNpZk5652AgEXsiRQ1EwSiQIz0xkWFvIsLDhpunvv7+ex740iCHDwcA/xaJ6RKuLo8ym0tXsIBlV6O7wE512Mn2tes6XlTYqyyXy6Ng2o3MbgSLkyL59rnmoExybGKN58GliFpuIPaE4iy3WA3T4X4Q0KmbhGcqFQMYEe2OlnbiTNlqMR9ILN2MUkFxtECQG2HWrj+tNxEGz6tgQIdrnQiiYzwxmQbPJZnYtPLrDrvk7OPbnIrvs7KRQM+gcCzFzNkFxoHtHu3e5DK1i09XgYfjZep1guY2BniCtPLXLtmRhbDkWYOJ/E0BqTtvZeD7GSp6Bl2lw+6QhWejf76e7xMnUmSTHrnAjdJ5KZWfnaAcgCZFbpAFLGYqH+9jSScLOt2yGAli3hUl24VJtsTmdxscBbfmuAS5cuUSwWK60ey+IrVVWb2i+V2zM+8cQTPPbYYwwNDf2HZ0i+973vVf4/MDBQ1wWkhRZuN1oE8HmC7u5upqamsCyLjo4OFEVhZmYGWZbZtWtXRbVqWVZFxPDjjOpOII1wqxFA27Yb2r3Isrxmo2fDsPjP/+lfOH7MqV/q6XURCLg5cXy6ruvG4mKOu+/pR5IEVJeIKIiAjaab5HI6+byBaS4dx8FD3Zx40hnXtuH0M7MIAhw+0kMslmfkRpJsVieb1Vk34GdiPEUqpXFkTw8b5ACjDZSbWt7EWi9iTdRO7nYSwPK9tvpYlsMdEkgljTrV71qmIdLQz3oNEwNsMDMWo5eSIDhClUCHSrBDxZILdG32giDg8olsv7ud0iUqwUYQBWzLiZRtPBxm+lqaiWspuAYdA176twa4+nS0cu3nSoKKS8cW2PVAJ5eeWEBSBLYebaOQNZhYlmbdfCTC1WcccjY/lqVrvY/2Hg/Xno7VEUFDXwr1Xj8dZ9P+MDNDabR8/dmxm7DImRsZZm5k8ARktv1EGznLZO76ynV/ZciCTW4NAhCAhaKEZoio8tI8RjIqOV3Eq1hMT+d4dnbpYfYtv3WQV/7iC0pztzEMo6HtUjKZrHlt2zYf+9jHmJiYQBAENmzYwCc/+Un6+voYHBzk1a9+9Zrm20ILP25oEcDnCd797nfzoQ99iAceeIBXvOIV+Hw+jh8/zpe+9CV+6Zd+iRe+8IWoqgpQeRq+VXz605/mE5/4BLOzs+zfv58/+7M/4+jRow3X/fznP89XvvIVLly4AMDhw4f5oz/6o6brrxUul2vFFPCt1gAahrGi3cta8P73fI8nHp+svJ6dKTI7M8uGjSHa2j2cfma2smzP3k6+9+/jALR3eNi2rY1nT8/V9DoFCIVcbN/RRrFoctfRXiRJLBnkGqTTOmOjSeLxAoeOdBOPFZidzaIoEqmUc46euTLLM8xyeHc3G9Ugo886RFB1SaAIjE3VE0P5dhJABGTBwq16gCaR2wEREtx0DaCIE8lbef/NYWEjILJzR5gMFhNDKVLRIuFeibEzGqARaNdp6/HgDSiIooBeNEnHNBanc+gFi037wlw5thQZDHa4WLctwNDTURYnlqxb+rYGmLm2lCa+9MQCu+7v4NKxRYZKEbi+LX5CnW5GzsTRCibpeO2DzvxYlvmxLJ2DXtp7vVwvEUFPUGZ0mVjlxtkEG/aGmB/OVqJ5ZUQbGIyXEehUWbcvyMxslsRoEV+PTHFWW93aRbIommtr+GcCYzEvW7uW5qFbItdjAfZ1J9mwKcyBPj+ZtI5t2fzO7y39ZpTLMRRFwe/3N91HmSh2d3fz9a9/nX/6p3/iVa96FdFolCeeeALTNFsEsIU7Fi0C+DzByMgIpmnyf/7P/6m895rXvIbHHnuMb37zm3zgAx+4LSmPv/u7v+Nd73oXn/vc57j77rt55JFHeNnLXsbQ0FDDVkrf+973eO1rX8t9992H2+3mYx/7GD/1Uz/FxYsX6e/vv+V5uN3uH0gEMJlMEgwGb9nu5a/+4gz//H+uMbjejySZtLcHUVTZsRgpGqQSBfYf6EQSRTJZjXPn5ivbRhfzHF+coqPDw8FDEU6fmqVYSofats30dIbJicZWIZ2dHnbt7sDvVwn4VTZuDJHLGfT0+DFNi3zOIJXWuDod41R6joO7utjsDhMbycM6CetCPVlei2PLzSComjWWM9VYf3eYJ09O0SXcfKtCFTCeg1ilXAdoTev493k4vKkHw9ZJzCcZ3B1kYTxHOqrVCDuWo9T8Ak9AZtP+CNdPxxoKSiJd7hoCCHDp2CI77+vgcmn96esZpq9n8IUUDj7YRTalE+xyYxlLIg69YKEVDCYuJ2kbdNPe40Qprxyv3+fo+SSDu4LEJvKVjiUun0hiqr4FXPugh9A6D4g2l04s0rXORyFrUMgaqB4R8iZumj8MKYqAVRRXWGMJFnB1GQE0LIFLsz72dScZHk5wZs4hzx//7y8iGGyu+m+GMlHctm0bf//3f88HP/hB3vSmN930OC208OOIFgG8w2FZFqIo8vWvfx1d1zl9+jS7du3CMAwWF52bwfHjx5mZmaGvr68S0bpVfPKTn+TNb35zRUjyuc99jm984xt88Ytf5L3vfW/d+n/zN39T8/qv/uqv+Md//EceffRRHnrooVueh6qqt1UEYts28/PzWJbFzp07b8nu5d8eHeUPPvg4pmmTKEVtRm7k8flkevv8hMJuOrt9GCUSZJo2GzeE8PlVFEVEEAQMwxF0TE1m6Or207/Oz5ln59iwMcTERJodO9sJBFQUWXRqBOMFZmaW1QhWGUM3wuD6IJ4uhbi7SGCdSn66sULkdpsFBRULy6gnmsEuF09dm8Vj39rP1a0ax5RRrgM0kxapZJazJzL4O0Q6ur1MXk3StzHA4D4XtgmJ2TzzY1mqGytv2B1iaijFrvs7Gb+c5OITC033FZ9tHP28/OQi2+9p5+rJaCWtm0vrjF5KOvtrgs5BL5E+L7phIcoCm49GkCSR6GSO6MRSzd74pRT92wMIQpFcUifUIxIbXrruvTv8KEGJyaEU/j4XQ8edaGSw3cUczv61ggUC6Bi4bRGlQTRw/z0dDJ/IUGxC9KthYXMh5qHaztmwBC7EPOiW450IjjXSrz60p+EYa8XnPvc5gsEgb3jDG57TOCvh4Ycf5n3vex/veMc7eOSRRwAoFAr8zu/8Dl/72tcoFou87GUv4zOf+Qzd3d0/sHm00EIZLQL4PEF3dzejo6O88Y1v5Od//udxu91897vf5ezZs4RCoQqJeS7kT9M0Tp06xfve977Ke6Io8pKXvITjx4+vaYxcLoeu67S1td3yPOD21wCOjY2Ry+Uq6aSbtXu5ejXKH3/kOHv3dVDUcqiKC00TmJ/PEV3Mc/1aYmnubon1gyGGryfqxgkEFHp6/XR1e1FUCdOwuO/+dYiCgMfr2LzYtk2haJDNaGQyGsXi0o18375OnjoxTaTNTXe3j2BQRZJENM0kHncEJeNjKcbHUrS1u5El0bHb2NHOOl+AK6eWOlesFjC2JRHBXHua3a9Y5Bq0DmNQJPlskXU07oG6khlNnAKdrB41LAgrzLNUB2jbsHA+h7ddIDlvko6m6dkgM3EtxcS1pdU9fomuQQ++gIJRsOno9eD1y2SSGp2DXro3+RElAVEsWTGVPkKKS0QvWMgeiehEjlyyNgI3dCLKtrvaGH42hmnA1rvaufxUbUQv0uOma4PTtmx2JMPceJa5cacucDlRDHe56dngQ5JEYpM5pobS9G7xYwsWLp8EmAwcCGHYFiPnEgzsCOINqgw9VfUZaNJTOS9YFG0LL2JNWlhSJYqZtX3vjv4//fzroxMspl10BJzvsmkJFC2RGxkv23dGyGwO8LvvvWdtBuJNsLi4yCc+8Qn+9m//9jmXvzTD008/zV/8xV/UWbi8853v5Bvf+Ab/8A//QCgU4m1vexuvetWrOHbs2A9kHi20UI0WAbzDUU7r/tZv/Razs7OcP3++xoDU7/fzoQ996DkTLnB+SE3TrHt67e7u5sqVK2sa4z3veQ99fX285CUveU5zcbvdJBKJpstvpgawbPcyMDBALBa76chfNJrn9a/9vyTiRbxeCARVXH4XXp9IMOhiYDBIJl0kHi8Si+Y5eLCb+fkchw5343LJmKZV0xEknV6yHbnraA//9t0xALq6vGzaHOb0qVm0KiIligLt7R42bgoBcPe9TmrdNCwKRZN0KkcsWqgxjBZF6O31c/GCQzAuXotykSg7t7UxGAwydGpx1aSqrEqY+dWq75bgky2SyxS+6+8J869PO8cnN6kva27tbDMhFQmbrobRqGoYdgMj6CpY2EgIdNgqRrdJOq5hmbA4aTG4y8/4paU0ZT5jMlZ67QkJTIwlaO9RmLti1EQGl2P3/R1crKoTjHS7ae/z4PHKmLpNaqHI9dMxNh2IMH45yeJ0Dn+bSt8Wh1AuTOZYmMgRna1X43au89YRwMR8gUSVRUy4y407LCEFbcIRH9p2mWtnnZ7Rux/o4MpT0Tqbl2yseZTdEiBjm6jYS2nhmyBqP/urW3nbF+7j/77qf9FhOHWwRun8PTvp5hpR2u7u4v4H1q15zEb42Mc+xtGjR3nZy172nMZphkwmw6/8yq/w+c9/no985COV95PJJF/4whf46le/yk/+5E8C8D//5/9k586dnDhxgnvuuecHMp8WWiijRQDvcJSJzutf/3oCgQCf/exnmZ+fR1VVgsEgr3jFK/j1X//1igDkh4mHH36Yr33ta3zve99r2h9zrVhNBLLWCGC13Yuu62SzWS5fvozH46lYSLjd7jo7iTI0zeRNb/gGY6Op0ngwM1NEUTL09QVoa3fjccu4VC9ut8zevR3k8yZdXV40zcS2QZJE/H4Fqd+P36+yuJgjlzPYsjXCuXNL6cT5+Rzz8zm6u71s2BTm9DMz6LqNZdlkcxrxeKFhVBHA55PZuaudzi4voijgcolomkUw2IeuW+RyTkeRkakkl4djHNgSxinTb46b1NjgkS30KnFLqNvFiSszzgurCT+z7Ka9gBeEIrpgk8EksgoBXG2q5TpAny2h+1yA89nSihYzYzkGd4YYv1wvlNm4q50LxxfIJjR6N/rwukUmL+Xq1kOAkYu1fYHjcwXic7UpYX+bghKS2P3SLsyiRSahk03qJOYKpJuQMcUtMnYhsWx/Nm09HsLdbtx+GdO0ySZ1blxJ4HKLTJ93yF6ww0VHv4eLDbqGSJLA/OjK6l/ZI5IpGBRKJjwnziawMfEhrtrDWSn1Gtz+mgMU/8YhgOHdfmKn81xdDCB3F/nQHz6w4hir4fr163zxi1/k+PHjPzDbl7e+9a383M/9HC95yUtqCOCpU6fQdb3mYXfHjh0MDg5y/PjxFgFs4QeOFgF8HqD8w/bKV76SV77ylYDjBXi70x0dHR1IksTc3FzN+3Nzc/T09Ky47Z/8yZ/w8MMP893vfve2ON3fDhFI2e5l06ZNhMNhdF1n27ZtmKZJoVAgnU6zuLhYsZMo28FU+4v95Wevk0jm2LsvhGEYiKKbeLzI3GyWsbEUY2NLlh4HD3Xx2PcmSqRP4PCRHsbHkkxP16sx1w34URSRbdvacLtlFNnpDKJpJpmMzshwnM4uH4ODQU49M8OevZ2cPzvPho1BIhEPbreMZdmk0xrzc1kWF/NcvhTl8qUoh470VJTIBw91k04Xa1LUoZAL1TZXV+PeJAP0SDZ6VUs0c51A6oxDanzIjQlDKT3bCHNSEQRIiDoRa2WLnrUQQBWHbKYna4lWPmswN5Whf2uAqWu1IhytKv0+M+KQpW2H2ijEDeZGlsjT1oMRrp2OsxyyCu3rVWQPZBIG0akiz/z7LL3bFOLTJt0bXExecUiiyy8R6XLhDym4PAoCAsWcSSAik00ZqB4Zw7BIxzUWJ7MszOZZaBAt3LGvnStPRtl8IMLCRJYbZxMNz0nXBh/R6/Xby6rA+kNhXAGZ8SsprARYaecMj08WQAAbAxFwIxCyRULLUsUAitchgJteuYMzX/4GLtnkf3zjZ5iPavzJ7zzF4IZ+1q8PNZzbWmDbNn/wB3/A6173Ovbv33/L46yEr33ta5w+fZqnn366btns7CyqqhIOh2ve7+7uZnZ2tm79Flq43WgRwOcJJicnWVhYQNf1ij9WOp2mUCiQSqV4+ctf3lClezNQVZXDhw/z6KOPVoimZVk8+uijvO1tb2u63cc//nE++tGP8u1vf5sjR448pzmUsVoNYKO+vtXQdb1i91IWx6iqSl9fX8PUr23bNR1VisUiX/jLizx5bJFQSCS6qOH2SMhKjmBIIBj0ous2+bxNOqUTCqtcuRKrcCbTtDn51AyKInL3Pb2MjqaYm3UIgywLBIMuLi2LGEEpddvnp7cvgNerIIrwohevx7YFDh3uRRAcH8JMRiOdLhKLFipWMADr1wcZurw07rOlFlvVRDCZLJLTNOhdJUp7kxFAt2Sj5RzCtP7eMP96cqyyzNtEANJsFyl0tNLSqFhkg+VZNeK0IqqIpjxt1SlgsikdSc7Ts9HHbInYubyS4x24DFefjSFKArvv62BmKEM6qlUe0iRZoH97AF9EJZPUmLiWYvJ6bRRQcYtEJyy0vMXYhTzr9/iITRTJJU1mR+qji+2DMumYSXu/C69fRvEKeEIyhVx9BNflFZm8kmLXA51cPrawIoePdHhqCGCk3037Ri+ZlE6haHKxVJ+462gHN56qJbcCglMriFMvOIFOhy3Rx1ImQnY7J1l2yWQ9nbj0WQRFoncgwH//++dWIgJw4sQJvvOd73DlypUfSPRvYmKCd7zjHXznO995zhmNFlr4QaBFAO9wlCN9r3zlKzl9+nTT9bq7u/mFX/iFimr4VvGud72LN7zhDRw5coSjR49WWhmVVcEPPfQQ/f39/PEf/zHg1N986EMf4qtf/SobNmyoPPn6/f4V/btWw1pSwOWuHsthWRYXLlzA4/Gs2e6lLApRVZVAIMC3v3mDz31mCMuymZyAzVtC+Hwq587WK0ADARlFEdix00cyoSFJ4GhxBCxLYG4ugSBYHDgYYWIiz+Cgj8nJLLt3t+MPqIii0983Gi0wO5NhatL5A9izt4MTx6cxTZvePj+DgwFOPTOLWSXO8Hhk2js8dHZ68HpV+vqd865pFtmsTiJR4ML5eXTdLhFBjdBM884hZdysz6Iq2ZiGTajXzZOXa1XKrjV0jqjGtFSoRChNAfJYeFfQLa9lpuU6wIDdeJxUTEOSRTrXeVmYzLF+Z6hGNFMzlmlz/vgCkS43+17aiW3AhoNhJq6lGL6UWHEeG3eHuXoqVnk9diFLoE1l+11hhp6u3V//dj8TQ05UcmqoNlrn8gmEukRUr4ilQzpq0bfBQz5qcWkFpXIZkiSAYLP+QBhLhOnhFBE8TFxJ1tQKKnLza2diYQgWAgIGds2FKEcAAfwHN8HJWQT59mjPLcvi/e9/P+985ztZt+651RA2w6lTp5ifn6/0CQcwTZPvf//7/Pmf/znf/va30TSNRCJREwVcS8akhRZuB1oE8HmC7du3c+HChUqUT5KkSvrS7/dX3n+uT8Kvec1rWFhY4EMf+hCzs7McOHCAb33rWxVhyPj4eA2J+uxnP4umafzSL/1SzTh/8Ad/wH/9r//1ludxqypg27YZGhpC13UOHDhwS3Yvly8t8tbf+DaWtXQ3G77uEKZduzsAuxK9k2WBwfXhitiiq8vLxs1L9XvVmJstsv9AiLm5LMGAgG7mSCZzgIChOzc1t0dEL1lsdHW5mZxIV8jezHSGmekM/f1++tctEcF83mByIk13t49jT0zSCIIAGzeF8PudNnK9G/2IBQ1rMtVwfedkrul0VaBKzgZGr03mrEPOfSGFgV0hiscKDcdr9GktYJIVaqNbKcHA24S4OVNdSUvswMQJ/AmIKBboDT4O8fkCHX0e2nrcSFWtUmRFoHO9j2CbiqSI5PMGyWiRngEfBc0km9ARBNh8IEwmoTN+Odm0nZus1O84HdO4FFtk59EOpq+myCRK5y/YvLZXURV8fg+SyyZj5nAFFGJRnXzKxN0vIqsgSqU/0el7LIlONxpJFNCEAp5emaEzMbYeCSPJIpeO1dcKZhbrH8QsLHTBhlJa3cbGWnaBFffScW56zT7Gnjpx2yJ1//t//2/Gx8d597vffVvGa4QXv/jFNYI7gDe+8Y3s2LGD97znPQwMDKAoCo8++mjFbHpoaIjx8XHuvffeH9i8WmihDMG+2cf0Fn6sYNs2giDwve99j+HhYfx+P5IkIYoiExMTfOYzn2Hjxo38xV/8BevXr/9hT/e24ctf/jJf+MIX+MY3vtFw+fj4OMlkkr1799a8Pzo6ytTUFIcOHao0kr8Zu5eF+Rw//dK/Y3EhRyAoEQqqRNr8yIpT9K7rJrmsTjjiIhotEIk4LeCWo7fXx+D6IM88vRSt27WrnWvX4hWCVw2/X6aj043fLyNJYFkmum5hmhai5KTcLEtA02yyWYNEXKe93U1Pr5dzZ6PcdbSXp07MVGxmQmE3iiyi6yaJRJGZmQzZjEMq+tf5SSU10mmNV+318eo2H3YDA2pBErBvwgZGQ+Cpts38+7PjbNgXoYjJpfOL6AWLQ1Z74xSubdNl15Kc62KGpFSrPg5YMrvMQNN9pzCw10AuvLaAgEDKY5Dss3F7ZFSXhKqKSLKIJDnLvX4Zo2CRyxnEFwrMTWQwqzwOd9/VwcJkjthcgY4uD9HZPJ39XlS3xNRwGn9IYXBbCFESmLmeIbnoPMwIIvjDalPBB0Cow0Xvej/RqRzxxQKWZdO93keo042siBRyBgtTOeLztanl9TtDTFxuTuhVj8jgzgBawUSRYOpcns4NKpZlER1vrPZWVAHVlJaOXbDRsUrdVZbOt4VN0BbZbC+lSt83/zMo3qUYxfFf/gvu/Ye3NJ3fWlEsFjl8+DDvec97eMtbnvt4N4MHH3yQAwcOVHwAf/M3f5N/+Zd/4Utf+hLBYJC3v/3tADz5/EH59QAAWTNJREFU5JP/ofNq4fmJVgTwDkf5ifnBBx/kwQcfrFs+Pj7OZz/7WW7cuMH69eufcwr4RwW30gpufn6esbExDhw4UCF/NxP5KxQM/tPr/1+mJh0yVFwwWVzQcE3m6O3z09bmweWSCQRFEgmN7m4f588tsHlLGH9Axe2SESUBy7TJFwwWF/Js3RYhEHQxMZ4iHi+wbl2ASMSNy+3Yw2QyGrOzWWLRApnMkljkrqO9nD8303CeiirQ1e2mrU1BEHQOHQmg62l27/FimmAYRWam86RTBqlU7Y1ddYm43XIlxfz181m+TpY33NfLT7vBHE2s6VxVQ1QlxE4fWZfCjJ1j8N4wuYLT5zjUo9IlehCuNyZnnf1emFyao4VFWqwnI2kMzFIKtxGWE5JmKMcJvXmRofFasuQPKWzaHSG6kMWfUxluIOpYtyWIxyNzuZSq3Xm4vZLOXZjK4fbK7LirgytPL3LpaSeaJgiwbluQti43kiQSnyvQ0e9BkkVEWUCUBARRcHwZBadY0e2VifRHKBYsRi4kmBrJMDXSvLUbQCBcHy0URNiyL4KsSoxciHP9dBJPQKavx8+Oe9oZeiq6Yp1g56Cb2DXnexgelDAFk+h4vX+gDRjLBT1K7cDufZtXnP9a8Zd/+Zd4PJ4fiY4fn/rUpxBFkVe/+tU1RtAttPAfgRYBfJ7g0qVLXLlyBVEUKRQK5PN5UqkUTz75JIVCgZGREV70ohfddN3WjypuNgWcTCa5fPkyu3fvxufzYVnWTff4/fAfPIFhWOw/EEHXdUTRTXQxz9xcjtGRFKMjS4Rhz95Ojj0xiWnaxONLkZiyiKO9w0tXtw/Ldlp7Da4PEvCrJJNFlFIK0LKcmim3S0ZVxYr33z339nHyqWn6+v10dHjx+mRsG3JZncWFHHNzOaYm80xN5unq8mCYNrFogXUDATo73Zw9s0D51MiKQCik4PNJqC7w+0QKBY2t2zwUNZtC3iYR1/jykzN8GfiVo538nE/EGkvVEgNRQO7wYoTdpGSJGd1mOFHk/HSWS6NZxOs5dm5u51rJ9mXdYID+dQH8QQX9bHMvwVCbi1QVAZwSC1iNeJwIGcsk1KybyBpTi3ksfEjIiEgWmKLN1n1tKG6RobNRnn3SqWE9cKTWCzMQVtm0M8zFk4tYVVFRe1nnk0LO4MrTi+y7v4tzx5w2gLYNE1dTTFxNse1wO8NXEg3ntnFXCH/YxfjVJNmkhjeg0tbtpqiZdG/y09HroZg1mLiaorhMAKK4RMYuLtV1DmwLEupwMXE1xbUzDpH1R1TWb/CxblOAxHSRxek8Lr9MId38+nR0B9Djabq2+rjy1GJTsmgDehX7E1WnTaQkSRVFvXXQx7Vr12pU9uW/tT6kxWIxPvaxj/GVr3zlB2b6vBK+973v1bx2u918+tOf5tOf/vR/+FxaaKFFAO9wlEUgH//4x/nKV77ScJ0tW7awbds2gDsi+gc3RwCr7V4ikUilHZ6irGwdUo1P/slJvviFc4TDLjxe6OgI4PWqJaPnEIWCTirlqG4DAZVcVmfHznb8fhVBhELeIBZzOnFUizjAieadPOEQo02bwoQjLk6fmqubQyTiZs/eDhRV4r4H1mGathNNzBmk0xqxWL7Sgg6cvqxtbR6uXHEiUJMTaSYn0gyuD9Ld7eOZp2cwdJvookZ0EY7eszSP5fD5JIJBmVPpLBc0kcPrZPplmXkTRtMWZyYKzA83JwD33d3P1YtR7rq3l0S8iK6Z5PI6559dYL/eTrPGc9V1djY2UbGxsAcggU6oyU9euVRiNZhVJGWz6mO+TefKuVrhhT+gcP2cc05FUWDvPZ2MXExw/viSsEL1iGzcHSaXMhAlsJYJcs8dm2f74XbGrybJlwjWui0Bhk7X7mtgS4BIt4fpkTQjVYrj3Uc7uHhykVSsSFuPB1ESOFsilLIiMrg7BFKRYgbmRwts3hshNp1n8/4Ium5hmRa2AD2b/fg7VKIzORLxAslEgdhigcGtoUrfadUrEYyo+EIqHp+MrDg1grZl44nIZIs6l0/U1wbWnH9sqmmky6fw4IMPVhT1hUKBYpvz/2w2W3lf0zRs20ZRlDpSWO3PmUql6Onp4eMf/zgHDx7kZ3/2Z1ecTwstPB/QIoB3OMo3tS1btuB2uxkYGABAlmVSqRRTU1O87nWv44EHHqhZ/8cdazWCbmT3Ulb8rhX/95+v8YmHT2DbEI8XicdheqpIKOSip9dHMOjC71NRFAmfT0XTTAp5Aw+OF58sOmnVjg4PHo9MIl5gcTGPadrce18/x5+cquzrxo0EAFu2RvD7Fc48O19ZpqoiFy8uEosWCIVc7NrdwYXz82SzS7dWl0uivcNDOOyiry9ANqtx7339ldrERKLI7IzTDm79+iCd3V5OPT3Lps1hzp6ZL40h0NcfoK3di6pIGIZFIlFgdibLzIxjQ2Lt6+CL5xbZtdtJQ84tFJEkgVBYwecTcbkEJBlEQcCtyiRjKXI5nRvXY/T2eRm+mqxEIV0rqHdlaemBZUEoYq7Q0i0mFhk03c/JDkYQBCzbQkTElxfJzukoiOhVTtXb9rRx8clFtu6NUMiZnH9ygWCbyvYj7fgjCrmswfClBJJL5Ma1BIpLpH9rgHCbG2xILRSZHc0wdCpK7wY/wYjN3HgWb0jFtqF70Ef3gI+FqRwT19NMXK+vv8xllohwbDZPNqmx6652Lj0dxdAtblxMVJb7ggq+TpVC0eDZJ2ZXTOkObg8ydiVFfL7AjiPtTA2lyacNFvN5FqdrVcaqW0SQBbbtb2PybJJiprlxeDkCaJdS8bLHeQBTFGVFNwDbttE0bYkkVtkwpVIpisUi+XyeX/zFX8SyLFRVZdOmTbz61a+mr6+PQ4cO/Uikglto4YeBlgjkeYKRkRGGh4fx+XyV+ra5uTk+/elP4/F4+NSnPsX69evXHAn5UcexY8d4zWtew+XLlxsun5+fZ3R0tFLjt2fPngr5u5m6vwvn5nnH276L6hIoFHIoigutCDOzWZKJ2gikKArs299ZQ9rKcLslevv8Tn2fS8I0bfx+laJmgO34AgqCgGFY5PMG6VSRxcUc6waCuFwSVy5H2bAxzNWhWM244YiLnTs7OHNmjnxuiQjedbSXp082juYBdHR62LQpTCDoQpEFBEEgX9CYm4uTy4okk1pNNLEay0krwL79nWiayZXLtfPr6vQgao4tyqZtAS6dS9SKXCy41+xuStp2HAwRO+WQzvNyEm2lnr7AAT3U0FImjo4orDH6Ldj4LAmwOSumQHRUrCaOwOHIvT2oLoli0cTllbAFRx1843KiRgiybW+E6+fr6wTBScn2bwgQanOhKCKyJGJbkE0bTA2n0YsGWsFqSNbWbQkw2YAUAjWp5TJ61vuYHk8jKyK77+pk9EKCbLJxJHXfA12ce2Jp++4BH26XxNT1+vrCbYfbKjY4bT0e+vv9jDxTf7w2tuPZKMBh04uEQNsWH28785MN53AryGaz/OZv/iaFQoGHHnqImZkZpqenaW9v/4EqgVto4UcZrQjg8wQbN25k48aNde9PTEzw1re+lXvvvZff+73fq9S+/bhjLSKQQsGpvbtVu5fZmQy/8evfpqfXy8R4DLdbweNx4/MLhMJuh6iVzJaTySL33NvL2FiKfQe68HpkbJxIzfxCjvm5LCM3kozgpPHWDThK21RKw+WSOHiom6tXY0QXa6Msk5NpOto9vPDBAWwLOto9TkeQotMRJB7Pc+L4FJE2N/sPdHHm9Bz96wKcL7WQ6+ry0Nnlq6Si8zmDaDTP7EyWk085BPHgoW6ePT1Hb5+LSMTN2GiydI6Xooler4KiiHg8Mpm0zq5d7SQSDknVNKvif7h3Xye67hBBSRTY0B/C61G4dGGRs6dqySFABNeKETtNc0housr4eSWkBQOX3cgaZe0PPTvv72T88RggMCB7aLs7yLnj88iyyPbdbZhA0bCYnc4yO964VZrXLzPapJYPQC9aTN5I4Qm2k80buFzOQ9vY9VpyJskCqktCcYkoqoSsiHRt9BLscmGbNvMTOaJVkblzx+ZZv8vD9I0CesE5Xx39HqbG0uiaxZljc/iCCrvv7+TqM1H0Zb2ZlyuH5yayuDwSO+9t5/Lx2vS0VGVXE5vNE5vNs+NIO5nJIonZ2nHKp98oCXUU9+39Dbp48SLf/OY3uXTp0m11O/jsZz/LZz/7WUZHRwHYvXs3H/rQh/iZn/kZwBHfPfbYYzXbvOUtb+Fzn/vcbZtDCy3cKloE8HmCixcv8u1vfxu3200+n8cwDLLZLN/5zncAahSkdwJWqwFcXFzEMAz27NkDcNPkL583eOhX/l+uX4tz/VqcYEhm164Ip0/NVsQY1bjnvj5M02b9+hCa5pBNAVBcEpGIC4DoYg7DsPH5ZGRJqnToKBZNThyfxuORufe+fi5fWiRRii5mMzp79nTy3X91umbs2duJYVhcqermIUkCsiQSixY4dKQXRRYYHAxSKBikUhqpZJEbNxI1EcIy7r2/n+PHnGjezHSRmekiGzeFiLR5OP3MLNNTGaannM9OW7ujUl2Yr+1GEYm4aWt3l5TOEpKs8rKf3ogkCCzO5rlyOUo61ZisR6yVe1SHQkEyxJmsMn5eCTFRo8OsH9MTkChmVu8NDU7Xj8r8PC6mb6Q5+lO92LLA+ZPzJKPNHzzK2LA9zJVTjevi+jcHaOv2MHw5zvmnF2jv8ZBaLGIaNuEOFzuPdnD5pLOtadjkDYN8iWfKquB0eUkszaG910PvoB9ZElmczjJ2OUf/pgCFnEE+a3D1bC3xzqZ0zhybo6PXQ99ggMtPLQAC4U43k9fqbWKKeZPzxxfYc08nw8/G0YuO9dDY5UTduldORXH7ZHbe387141Fsq1b4q2PjAmTv7SOAlmXxgQ98gN/+7d++7VZX69at4+GHH2br1q3Yts2Xv/xlXvGKV/Dss8+ye/du/r/27jw8yvJq/Ph39sxkMpNM9hASIOyETdagRazK4vKKRd/yahVrtYqorVstrWBtfd36q10Vu7r0BWulLlVRtCgoCIiBQNgJa7bJPllmX57fH8M8ZEhAZIc5n+vKRfLMk2fuScLMmfu+zzkAt99+Oz//+c/V77FYLCd1DEIcLwkAz3OxhIYPP/yQBx98sNtzBg8ezMUXXwwkRhJIfX09dXV1GAwG9Hq9Gvwd68ynoijcO+dDNm08tBTW1hpizeoasnOS6dUrvn7fgIEONpTW4feH0eu1jBqdzZ7dLdTVxQdKWq2GzEwzAwam43YHyclNRqNBLdbc1uqnfFM9CtFl1s3l9eT3tLG+9FDf0M3l0Zm2YcMz8XnD7NzZTDisUF/vob7eg9msV/fyHS4lxUhWloXcvGRMSQa0WgWvJ0zxUAfNzW78Pg3Nzb7oTOWeVvoUpZKaGk1I0Wggv0cKmw7OLGo0kJNrPdhdJJpM43YH2b8/2tJuSHEGW7c0MaQ4g7Q8My1evzqbmGwxYjw4e2RYp0D3k2jR+wH8hPFojry/rDMXQSIoaA+LFpOSNfiP8T1Q7c52kgwQCUL2BSnoTCGCioK7yY891UTP3ja0Og37drbS1tJ9MGgwxN+/xWagaEgqLU1+9u1sZf/uQ4FWQZGNjc7o78zV6MfV2MCgUek0V3toOmwmrd9wB1u+jA8sm5xemjr1/DVbdZhserJ7JWMwaaNLyoEIfn8YvyeM3xsi6I/QWOulsdZLQT8bFrMBs0WPq+GwmbtONq9poGc/GyFvBJvDyK5N3S9v+9whNnxeR0F/Gya01FW5Ccayks0a8MYXgT5R77zzDrt27WLJkiUn7ZoxV199ddzX//u//8uCBQtYs2aNGgBaLBbp7CHOShIAnudi+/kKCwtxOBz06dMHjUajZshlZWXx7W9/m29+M7rf5nzZAxgLAA9/PLFyL71796ayshLga5d7+eXTa1n1WRW9eqeg04ZwOGwYjHpCIQWfL4jT6aaoKBVbqonK/a00NXrx+6MvcKFQhLVrajGZdJSU5LFzV4u6rBuJKPTt72DlZ0fuxpGTayWvh5WkJB3jSnrg7ggwZkyuuuzb3hGgpdlH+aZoH9eRF2TT1uZnd4WLkgl5rP48WnQ6M9NMVnYyKSlG0ERnNJsbvezf38bu3S7SM8xoAJfLR1FfM6GQlqYmL3q9lvQMM2mpJpKt0UDtkm8WkJSkw+cL842Le1LndLN/X6vaeeRwjvQknLVuIhFFXYoeOjSTcDjSpb/xxEDuEWv3AWg1cEDnPeYVXEULnnAY62FPfaHgsW+FDvoipBXqUDQKH6w6QGqmHrc7TDgIPfslgzZEKAi9BqSQZDYQDik4q9xxdfiq97YDCn2HOjCYdezc1MyG1V0Dc3Oyjt3d7BPctr4Ji1VP8YQstqyuj+sh3R2tDjLzkzDbNFiTrTQ6vezZ4cKaYuiyrAug1WtIMutIthlIzU1Cp9diNGgZ/s1sOlwBdLqD9Qc1GqLvGaN1CBUF9HotlmQ9Q6x69fcS+y+oKIeK/Wm0YLbomfDtniz8xWY0aHD10GCtiG8DdyICgQDz58/n0UcfxW63n5RrHkk4HOb111/H7XbHdfJYuHAh//d//0dOTg5XX3018+bNk1lAcVaQJBBxXnI6neTm5tLY2IjRGF3y83q9fPnll/Tq1Qubzcb69evJzMzEYrF0KRthMpm6DYTfWLyDu+5Y2u19ZmdbyMxKJjnZgEYLoWCEcDhax89sMWDQa4koCn5/GPfB/XkeT5Bhw7PZuqWRor6pbFhfR5ojieyDwZlOp8HnC9PS7KO2tkMNJI1GLX2KUrskVcTo9Vry81Po2TMFk1mPwahBCYM/EMbV4qexwUNDoweft+vMmVYLgwZnqO3pAAwGLReMymHfvlbqnPFTcsVDo7N5vfvYsdlMlG2ow2Yz4UhPIiXFRJJZh06nRYkoeH1B7LYkyssbaGnuGngUD80kEjkYCEbgm6G8o+4BHDE+k3e/2IfyNd6z9Aglka+Y4475UiL4O479qXDQxRms2e2k1hmdxe012Mq+7R1q5rJODzmFBnQGaKoKYUzSkpZtwGTWE1EUDMZoYBjwK+j1uuiHKdpJRHvw7y4cVrAk6+loCxKJKIQCETztQdpcflob/ep99RmcSsgTxt0epK01ulScnpNEdk8reqOOdleAqj1t+A/7XQ+fkEX5512Dzh59UkjPteB1B9m/oxWfN0x6ThKt9X4ikWjdQyWssGezq9ufTYrdQCSowdfNlgK9QUPR0DQMBh37trqYfkd/vjtvBLeM+jeNFR5aND6uG9+L/Awr1//f6GP+fRzJggUL+POf/0x5efnXKuv0dZSXl1NSUoLP58NqtbJo0SK1zMyf/vQnCgsLycvLY9OmTTz88MOMHTuWN95445SMRYivQwLABBEMBmloaEBRFEKhEMFgkGAwqJZMyMrKIj8/n88//5y0tDSGDRt2pod8QlpaWnA4HFRXV5OSkkIwGKS0tBSHw0FRURGhUIjGxkaCwSCBQCCuhEQgEFBbwHUOCit2eZj70JfY7EZ0uiDJyRY0Wj2uZj81NR34fPEveKPH5PDlOme347NY9OTlWUlLN2NO0mNMimZ5BgMRgsEIoVAEjydIa6uPxgYvPl/8i/e48XmsXVODwaAhLy8FR7qZpCQdkQi0tfmpq4t2BwHI62HF3RGkvT3ABaOzqat1U3mwhpvNZsSRbsZmM5KUpEen02KzGamrc9PU2E5razCuG4jRqGXkqBz27m6hvt5LekY0kOqcnNK3XxrWFCNl67vWKuw8C2k0aknPsESTSJINGA3RzNpgMII1xYinyk/K5qMvUhjydOypO0o/4m4kRXQMD9vijnnNCgHfse0B1Ju0ZExNoaqmg4oNh2bnhl+YxYZVXQMqrU5Dr4EpJNt06JM0dLQGCAUj+L1hvO4QnvYwXrfSpdexJSU6C+Zp7xqk63Qa7OkmbGkmUtOTsFj1mIxaAkEFd1uA+hoPrgYfPk/3S+MGo5ZUh5Emp4/UjCTyi1JQgKo97bR0s8w78sJsNq6K/332HZqGRoHd5a74cy/KZtPKQzUPdXoNfYemYTDq2LfNhactSGbPZIaMy2Duny9Eq9Ww5YsGfnT5f2gjiNsQYN7ssVz7ixN7DnK5XAwbNoy//OUvTJ8+/YSudTSBQEBtLbl48WL+8pe/sGLFCgYPHtzl3I8//phLL72UiooKiopOTmcTIY6XBIDnudgS6Lp167j11lvJyMjA5/MRCoUIh6MvDvX19Vx//fXMmzePUaNGMXHiRF5++eUzPPIT4/F4SE5OZu/evaSlpbFx40a0Wi1DhgxR290dKekjEonEF6A9+K/T2c6+va1UVbbS3BykuSlIqyuMyxWmuSlIU3OQ4MEEkNFjsyhb30BObjIZ6RbMFj2RCHR0BKivc9PQcChgsttNWK0Gqqs7SEtLYsAgBxtKnfg7ZWDa7dEZNZvNRFa2hWAwghKB1jYf7a0Bmpq8amJIZ0lJOnrkp7C7wqUe0+k0XDAqh+rqdjWBI2bkBVmUbaiPKy9iNGpJTzeTmpakBmo6vYakpGgNwJ3bW9Rs38769U/Dkmxg48GyNwMHpVOxq4VQ6NB58QFsp/Z2tW5690nF7NXRO5RCTXnXsiYKCnVGL8Gv0W84ZpSSij50aNqwTRM+hhzi6NKo9gIDbnMYjQIGNOzb0KrOrhWPz2LTmu73WA6dkMne7S76D3Xgd4fRm3T4PUGq9rV3u1ew/wgrO8vifz/WVA1pGQZMZh2hoAZ3awijQYshycCBnR3kFFgwpxio2BINTJNTDKSk6dEbIzgy7Oh1WsJhhRS7gXBQob7Kzb6dRw+gtRrIyDHTWOvt9va+xWloNRoqNrWgN2qx2Uy0t/jpOzQNc7IBnzuEMUkX7cbiCuDc78brDvHTv17IN6/rpV7nzouXsL2siSatj2dfvozL/6tr1YKv45FHHqG0tJRPPvnktO5tvuyyyygqKuKPf/xjl9vcbjdWq5UPPviAKVOmnLYxCdEd2QN4nosFgB0dHWzZsgWdTqcGfoD69d69e9FoNNTW1lJbe+T6cOcKkymaWevz+dixYwfBYJARI0YQiUS+MuNXq9ViNpsxm+OXCfv3V7DZyigemqqWjukcIPr9furq2qmpbqehoYORFxhoqPfT0hzA5fLS0hyiqSkYV5hZq42WfNmyObr3raXFx5rPa8jMstCnKJXSdbWEQgqtrX5aW/0MGOjg0+WV6lJw3GNO0pGRbiYj04LDkQQaDUZTNCt34CAHLS1+NdN43Re16PVaxo3PZd++aGJGXg8ruytcavCn1UZnD9PTLVgOBrBud4AD+9toqPcw4cIefL7qUL2/+GzfWF/jCJMuKaC9w4fRYGD0mBw0Gg0eT5CmJi+1NR3s39/G/v3xQci48bmsPdh1ZCVw0cgeXQLBDkLHFfwBZI+y0bQ2ei29SYsS+OokEo0WTKON/Ke0kiEjM6g50IHii5CWZSbTlEzVzjZ2rG+kaHAqu7e6unx/1Z42Wpv9rFtRi9VmoP/QdKr3dtDhCpKbbyUzz4JWH0308PtDuF0Kw8ZmYrEZ0Go00UQNXwifJ4i7LUhbSwB3W4jCwRZ8ngCFg03U7PYQrITeg5JwVgZwtwdxt0ezlqsqDgWmOQXJOA+40WggLctMWkYSySkG9Hot4XAEb0eItuYATU4P/Yc52Fl2aKuBVgcmsx5Tkg69UYe7I4jeoGXkN3NIMumIBKKJHs11XirKXXGt7w5dQ8Pob+bGHfvpXydw6/j3GFOSe8LB3/79+3nhhRdYvnz5aU9si72B7E5ZWRkAubm53d4uxOkkM4AJYvfu3cyfP5/s7Gx0Oh1JSUkYjcZoj81IhMGDB3PFFVfw6quvkpOTw+WXX36mh3zC9Ho9H374IX6/nwsuuOC4Mn4727lzJw0NDYwdO/aY9xOFQqEuXQpamjuormmntqaDpiYPNdVemptDtLrCtDSHaWkO4nIFiEQgO8dMjzwrZWUNpKVFy6zU13uOmGXb0OChzulGUWBcSR5rV9dEO3pkWfhynROtVoPDkUSaIwmr1YjRpEOv12IyadFqtQQDIZx1LbS3KTTU++KLMncybHimmmgSY7HoyethJTUtCYNeSzAUwdUS7SzSr78DjyeI1RpdXrbbo7UD9XpttBCwP4zbHcTV4sOSrMdZ68Hr7bqH7MLBPegTSaFmUzvVWnf3fX+Pwagh6ejLoo8tya6nru3IJYMgmsRgnWDmgy+i5Xbyelqpqexg7IW5lK2sQ2/QMmpcDttWNWJPN6HRa+IydPP7WNm/p+tMmzlZz8AR6RzY0YarMTqGtIwk0nKSSLEb2bPFFVfSRZ2mPPi4rTYDXl9InXm2WPX0LU6jtdGHq8lPWo6WvdviZ+569DVSXXH0UjW5hRbSsy1o0GAy6wj6I1RsbsHvC8cVsz5c/2IH4VAEq8XIzvVNHGlz5pBxGfzuw64zYE/MWcWMOwcyYGj6Ucd3NIqicNttt6HRaFi4cOEpTWqbO3cu06ZNo6CggPb2dhYtWsTTTz/N0qVL6dOnj7ofMD09nU2bNnHfffeRn5/fpTagEGeCBIAJ4HzJ7P26iouLURSFDz/8UJ3N0+v1x9UEvqamhh07djB27FiSk5NP6jg7LznHgkW320tNdRu1NR04nW5cLh8dHSE62hVcrggH9ntxOv3qC//hBgx0sHePK25Ztk+fg2Vbutmbd3if32SrgYx0MzabCbNFj153KIElGAyRkhKdYY0o0NEeoL7e06X+X8z4kjzWrK5Rvx44KB2jUasWh+7MaNRSUGin1eUnNc2E1WqMFkHWaggf7ILS1uonT59M087ulySPhdGoYXQwjXBAwZptovoIY49JvSiZ99buBUCn42BXFoUks55Uq5Hmg5m0A4od+JtCJFuN1Fa51aXhYRdmsmFV15+7Op4kHYNHZuBuC9DeGqSuKppoEwsQ925z0d4UOJgRfbBvrgaGlWRRtrr76/bok4whKYTVbKXe6aWuOnrN/sMdcbX/dHrI652MxarD5w1RX+XDe7AmYo8iA9W7ozOIvQabaXGGaGvuGpgD2NNNuFuiCSsAPYtspDmS2LmuqUvHklsfGc6NDxV3uUZse8aJWL9+PZMnT2bLli3dFr8/mb73ve+xbNkyamtrsdvtDBs2jIcffpjLL7+cyspKvvOd77B582bcbjc9e/bk2muv5ZFHHsFms331xYU4xSQAPM81NTXx6quvctlll2EwGAgGg+h0Ovr16xe3FBwt5xDtjwvnfj3ANWvWcNFFF/HYY49x1113EYlE0Ov1x5UJ2NLSwvr16xk5ciQOh+MUjParKYqiJu10Xnaur2unpqad2toO6pxeGhv9tDQHCYW0VFX6aG4K0t4e/4Ldt18qyRYjGw/WMRw7Llft+hGT5kgiNycZa4oRnU6LzxftENJQ76F3HztbtzQdKgmTlkRysgGjUYcChEKH+grbbSZ2727ptjj2oMHp6PVatRQMdA0WY7RayM2zkpERXY5uKfUS8ZzYU9d/DS6gbmM7qT3N7K86chHAjG+k8Paa3erXsdm/mFHjcyjvVMLFajMwcFAGuoiGzeuimdS9h9jVfXmdmcw6eg6wYUzWodVpCLZGaG3yk9XDglaroanOQ+2eDgzo4pJEgkRQNNBrsJ093Sw3d5Zk1jFgRDqmJB3Oqg6a6rz0LLKRZNHT5gpQubuNgK+bRBO9hqw8C7WdupmYzDp6DUymYlM7kcO+pdcgEwe2dZ1ZzM43k5VroaLUpX7PHz+bRt9hJ///UiQS4YorrmDcuHH88pe/POnXF+J8IgHgeW7v3r1qtlmsGGnfvn359NNPT8q77bPRvn37GDt2LH6/n8WLF3PBBReg0+nQ6/Vf+/F6vV7Wrl1L3759yc/PP0UjPnliS86dA8XWVg/VVW3U1LRT5/RQXx/dj6jVaml1hQkEIBRW8HkDBIM6Ghv9tLd13wu2uz6/ccvRyQZQoh1KOjoC6PRacnOTaW72oddrSUqK7g0MhyL4/GHa2/w4HGb8/hAGg5a9e1rJybWSYjNi0Gnx+UM0N/moqWlXg0h9RENvxXbU8jAQnZFqbTry0u7U8QW0fNZOelEye7pZngXInmjjjdUVcceKR2SwuexQiRytVkPvQhuVe+ITVUaMzcaWZGR7WTNud4BwWEGrg4IBdpIdRlwuH3t2uQgGIowYk4USUNhTFm2zhwJaNOjRdClaDaBoFMI6CIXjA+vkFD0pDhN6YxitAeypKWoPab8vRHpOEn5vBFdT9Peh1WnQ6bRotaDRRkvQxBYLrHYjjbVeGmrcNNfFZwb36JWC1WZk56ZDM4n9ilPZvbn1iD9vW7oWR5YBb5PCjxcWqdn1h5dfMplMx92O8t133+Wuu+5i165dpKWlHdc1hEgUkgRynissLOSNN97gscceo6KiArfbTVJS0pke1illt9t57LHHePrpp/F6vWi12uMK/kKhEGVlZeTk5JwTwR8cWuI+fJl6xIhDn0cikbjSN263mz279+IPGGhpDuGsdVNX56W5KYirJYTLFaalOUSqw4TT6WL4CAcGQ7TwtcsVUAs+H170OVYGp2JXCykpRoqHZbJ5Uz3t7fHB5d49reT3TFEzls3mg0vOB6e8TEk60tKSaGjwEIlAlmL5yuAP4lu2dWd3XRsONOgM3V8r9xt2Fq/e1eV4kiX+aTMSUUiyd51ZLvuijqxcC8MuyqKl1Y/HF2T3Thebt8V36hgzIZeyz50MHZoNCujQoOsu8NNEl4qtaUZyCpKxpBlY+58asgoteLxBWpv9uNqjH51+CupnaRlJ7NrWTDikMLIkm63rG7vUBuys9wA7e3dEAzq7w0ROvpXkFAORkEJLg5ddW5oYMiaT2gMdBH0R9m2PD6JNZh2OHDO2NCPGJB2KEsFo1jFwmp38/Hz178/lcsVtgVAUBYPBcMQAMfa1wWCI29oSDAaZP38+8+bNk+BPiGMgM4AJIhgM8uyzz3LgwAFycnKYN2/emR7SKZeSksKAAQMYPnw4+fn55OXlkZeXR48ePejRowcpKSlH/N5QKMSGDRvQ6XSMGDHivJwphejScmlpKSaTieLiYvUFtbslZ7/fT339wSXnmg7qnB4aG/y0tIRobY3Q0hSiqTlAe1uIESMdlG3oWqTaZjMyZGgm5Rvr6eiIBmgaDQweEl94ujOzRU+PHlbS0pIwGXQ0rHSjfEXJvqRkHT73V2f2XurIwZplYsfm+OXZHhfZ+efarsEfwKgJOZR+3rW+Y/GwjC59dQGGlWSzfk3X8/UGDcMvyGbjmjr6D3LQuMeLyaAjyaLHkZVEdqGVwv42+g1zMGRMBln51i7XWPT7zSx4dD1ZfSw4sszUVXXELdl2NvLCbEpXHRpHdo9kHBlJ7OhmzLkFyUe8TozRpCWvMIXcnslYLAZamwMEA9GC1M0NXlwHZ18NRi1DRmXS5PRSvbedv6+6hr5Dug/QFEUhEAh0+bs7fFY7FAqh0WgwmUwsW7aM0tJS9Ho969ev59lnn6WwsJAePXrQs2dPtRC8ECKeBIDivPX444+j1Wppb2+nqqqK6upqqqqqqKqqwuv1YrPZ1IDw8OBw0aJFeL1eFi5ceF6/gFRUVFBfX8/YsWOPKzmmcymc2At0W5uHmppoORxnrZv6et/BzOYIrpYQzc1BgkGFPn1S2L6tleKh6Xy5rp6cnGQysyyHlpHdQerr3NTXe9QkgmzM2MOmrxxXRo6ZRudXJ4lcM6YXOh9s7RSs9phg5/V1u45YF3Dw8Ay2buwarPbqa6e2or1LwkNGTwvOqvhgymY3kt8zhZ3lzUycWsD9vxhHQV/bcSVrff5RJXNvXI47EERBwZFloLDIgc8bZu+2FgL+CCazDkOSjraWrkviI8ZnR5NMWg/t37vgwhzWr+q+iLktzURBXxs6vYbayg6cVW769EvlwK62w84z0m+wg73bXWowWDw2kz9/eOXXfoyH6/x3t3btWj777DP+85//kJKSglarpbq6mpqaGv71r3916dcrhIiSADCBKIpC7Nd9vs5oHQtFUXC5XGowGAsMKysrqaqqYsuWLdTX12O322lvb1cDxO4Cxby8PLW0zrmmoaGB8vJyxo4di9XadXbpZIktOXeewfF4fNTWtuF0tlNf58FZ66GhPoDLFcbVEj5YaDuAr3N3DgVGpWXR3nT0EiYAPYtSqNzdtXj04SaOziMzZGLLl9E6jD3G2flXWQXhyJGfFnN6JOOs7n52bPS4nLhC0Jm5FmoPa52X19OKHg0Bf5gfPV3C5dP7fOU4v8r+ila+f9l7NLm8cYFrkllPn4GpZORaqK9x09rsp9Hp6ZI9npqeREGRjc1fRBNycnom46yMjjvJoqNXfzvmZAON9V4OVLTGBbl9B6exb+uhvX+5BVZyeiSzfUMT/sOSSx557kKuvLHfCT/ew/3sZz/j888/59NPP1Wf2yKRCIqinND/zQULFrBgwQL27dsHwJAhQ5g/fz7Tpk0DonVGH3jgAf7xj3/g9/uZMmUKzz//PNnZ2Sf8mIQ41SQAFKKTzz77jKlTp/Luu+8yduzYuFnDzh/V1dVUV1dTV1eHTqcjJyenS4DYOVDMzc1Vi1OfDbxeL2vWrGHgwIFnRVHaWIvCwwtrNzZ2UF3VRm2tm7pqN5FG6GhR6HAptDdHaGsK4W7tutTbd2gaFeVds24Pl2o3cnm/fMrXNNJjlI03t+4hGDry+rLeoEGJRPv0dicz24LPFcB/MHAdPj6L0rWHyrQMGOKgscbDN6/qxX0/H0tK6sn5m1AUhdUr1/H/7t7Dgf3u+NlLjUJ2gZXqA9E9mhoNODKjxZ+t1mgtxkhEwdcRwu4wEfBGs7htqSbaXAH27nQROkI9SIDhY7LYsq6R/sUODEYd2zc0dpkF1WggOz+ZV7+4liTzyd16XlVVxciRI/noo4+YMGHCSb32O++8o1ZNUBSFl19+mV/+8pds2LCBIUOGMHv2bN577z1eeukl7HY7d999N1qtllWrVp3UcQhxKkgAKE6J5557jl/+8pc4nU6GDx/O73//e8aOHXvE819//XXmzZvHvn376NevH08//bTaUP10qqysZO3atVx33XXHdH4gEKCmpiYuUKysrFS/ji1FhcNhMjMzuw0SOweKp3ImLiYSibBu3TpsNhuDBg065fd3MoXD4S77w9pbPdRVd9BQ46Gx1kNznZ9QQKGhMkJbc4i2xjAdrki3HSkAvv3NvjTU+/j3rr34v6IjSI9CK9X7j1wyBlCLQwMMHZ/FhoMB4AVjs/G0BXn4lxMYfdHJDbqdTic7duygpKSER275jE+W7CMWsg0amU55Wff7K+HgDF9RKtYUA0F/mKA/gi3ViMcTIhyKYErSo9NrgGj2tt8XwtMRot3lR2/QUNgrFZ1Og6cjhMkcLWejKOD3RwtU29JM+DwhBg5P5+FfndwATVEU7rzzTvx+P6+99tppqXfqcDj45S9/yXXXXUdmZiaLFi1Sny+2b9/OoEGDWL16NePHjz/lYxHiREgWcAKLLQmf7OXg1157jfvvv58XXniBcePG8Zvf/IYpU6awY8cOsrKyupz/+eef8z//8z88+eSTXHXVVSxatIjp06ezfv16iou7Fos9lXr27EnPnj2P+Xyj0UivXr3o1avXEc8Jh8PU19d3WXKuqKhgxYoV6nGfz4fdbu82OOz8r8PhOKEXup07d6IoCv379z/ua5wpOp0Oi8WCxWKJOz50+KHPY0vOdXV1VFRUUFhYSDgcoaGmg/pqN41OL01OL62NITpaFJosTazzukD31e+F0xzmrwwAt2xqxO4w0drsp2p/dBl6/DfyGDE2m9seHIEp6eQ+7QaDQXbs2EH//v0xGo08s+hS/vJMGX/7VRl+f5jAYTOaaelJ5PdKwWTS0dLo48DuVnZuakKn0zBwaDo7y6P7IfUGLUMuyKCh3kPV3u6X00dPyGXD5/GFqA1GLf2HOtBqNVTubsPridahvPtno0/q4wbYtGkTixcvpry8/JQHf+FwmNdffx23201JSQmlpaUEg0Euu+wy9ZyBAwdSUFAgAaA4J8gMYII5UlcQp9Op1gk8UePGjWPMmDH84Q9/AKIvyD179uSee+7hxz/+cZfzv/3tb+N2u3n33XfVY+PHj2fEiBG88MILJ2VMZztFUWhpaemyzBzbl1hTU0NVVRWtra0kJSV1CQoP/zcrK6vbvU+rV6/G6/VSUlLSpdfx+SQQCLB69Wr69u1Ljx49utx++JJzbFaxudGNs7oDZ00HDU4vTQ1+2prDtLsUXM0hHJkmNq49cq27mDETcqnb30Fdg4crri3ilnuH0XfwqSkivnXrVnw+HyNHjoz7v71yaSV//n8baKj30LO3DXuaCZRo2Zq0jCTS0qPLwLEPe5qJyj3t7NjUxPaNjezY1ERzgy+apX1BBh53kN3bXer1C4vs1O7tIBJR0Ok19B8aXQLevbVF7T8ck52fzDvl/31Sg7RIJMLVV1/NiBEj+PWvf33Srnu48vJySkpK8Pl8WK1Wtb3bokWL+O53v9ul7+/YsWO55JJLePrpp0/ZmIQ4GWQGMMHEnoDb29upra2lurqaLVu2sGLFCv7+97+fcI3AQCBAaWkpc+fOVY9ptVouu+wyVq9e3e33rF69mvvvvz/u2JQpU3jrrbdOaCznEo1Gg8PhwOFwMGzYsCOe197eru4/7BwsfvLJJ+rx+vp6dDodubm5cTOJZrOZP/zhDzzzzDMUFRWRm5t7XmY4K4rCtm3b1NnU7sR6QhsMhrhyQAdrpqtiS86dl53bWj04a9qpr3FTV+uhqd5HS1OI9pYIba4IrqYQG0vruGCcg/++ow9XzSzCbDYSDAbVftQnS0tLC7W1tUyYMKHLdS+a0pMxk3IwGPRotcd2nwOHZXD59EPt0+pr3Gzf2MT2TU3s2NREdp6VliYv2zY2kZxsoG9xGpZkA7u3tbBtQ9MRrztlRp+TPkP34YcfsnHjRhYvXnxSr3u4AQMGUFZWRmtrK4sXL2bWrFnH3cu3V69e7N+/n0cffZSf/exnJ3Wct9xyCy+//DIXX3wxy5cvP6nXFucnCQATSENDA42NjWzZsoWVK1fy2WefsWHDBvX2559//oQDwMbGRsLhcJcsuOzsbLZv397t9zidzm7Pdzq7L0ORyFJSUhg4cCADBw484jl+v1+dMYwFirt37+aPf/wjvXv35plnnuG+++4jHA6TlZV1xCzn2L8nu/fxqVZbW4vL5aKkpOSEg44jLTkP67TkHKtd1zmBxev14e7wElGC7Ny5A5/PRyQSQafTdSlufPjnRqPxmMYdiUTYtm0bffr0OeJsrsn09VsfdpaVl0xWXjITpxWox1zNPnZva6ahxktDrQdXk4+CIhuuJj+uZh+uJh+uRh/trQE1GWTq9UVHuIfjEwqFmDdvHj/5yU9IT08/qdc+nNFopG/fvgCMGjWKdevW8dvf/pZvf/vbBAIBXC4Xqamp6vl1dXUnbTXl6ygqKmLcuHEMHjz4tN+3ODdJAJgAYsu+d999N2+99RbBYHR5xmKxMGDAAAoKCtQZInHuM5lM9O7dm969D83k3HHHHVxwwQX85z//Qa/XEw6Hqaur67LcvHPnTj755BP1uN/vJzU1tdvyN50DxbS0tNOyAf+reL1eduzYQXFx8Wmb3YwVJD5alndsyfnwXs5+v5+Ojg7182AwGHe9owWL+/fvR6PRUFhYeFoeZ0yqI4lRF3Y/s9pZOByhtdlPW4ufXv1TT+oY/v73v+Pz+bjnnntO6nWPRSQSwe/3M2rUKAwGA8uWLWPGjBkA7NixgwMHDlBSUnLaxzVv3ryEKPAvTh4JABNALAD85JNPCAaDGAwGiouLmTx5MpMnT+aSSy45afeVkZGBTqejri5+Y/jR3hXn5OR8rfPF1/fQQw+RnJysFnvW6XRqEHek7GxFUWhqaopbbo4Fil988YW65NzW1obZbD6mfYmnsv6koihs2bKF7OxsMjMzT9n9HI/OS85Hy/Tubsk52s+5tUu7NACz2czGjRuPGCie7CXnr0On0+LINOPIPLlvLNvb23n88cf59a9/fcpLK82dO5dp06ZRUFBAe3s7ixYtYvny5SxduhS73c73vvc97r//fhwOBzabjXvuuYeSkpKvTAAJBoPcd999vPLKK4RCIW688Ub18cR+Xw8++CD19fUsXryY3Nxcfve739GnTx9uu+02NmzYwPDhw/nrX/+qZvLLErD4uiQATCDDhg2jtLQUjUaDXq+ntraWL7/8ksbGRqxWK5MmTTrhWUCj0cioUaNYtmwZ06dPB6LvmJctW8bdd9/d7feUlJSwbNkyfvjDH6rHPvroozPyLvp8FVvC+jo0Gg0ZGRlkZGQwfPjwI57X1tbW7b7EZcuWqccaGxvR6/XqvsRYbcTOM4o9evQgJyfnuGfu9u/fj8/nY0TnxsfnmCMtOXcWiUQoLS3FaDSSm5urBosej4eWlhY1cAyHw2i1WjUYPNJMYueg41zw29/+lsLCQv77v//7lN9XfX09N998M7W1tdjtdoYNG8bSpUu5/PLLAfj1r3+NVqtlxowZcYWgv8pvf/tbkpKSsNvt7N27lwULFpCUlMSzzz6rnvP73/+ejIwMTCYTu3fvZubMmdjtdgyG6LL+6tWrufXWW4+4t1qIryJZwAmkrq6OzZs3s3XrVtasWcOGDRvi9uVt3bqVgQMHHjFT+Fi99tprzJo1iz/+8Y+MHTuW3/zmN/zzn/9k+/btZGdnc/PNN9OjRw+efPJJIFoG5uKLL+app57iyiuv5B//+AdPPPHEGSkDI04Nn8/XZV9iLMM5FjzW1taiKArZ2dlxS8zdBYqHB0gbNmxg165dTJ48OW4/1vmopqaGXbt2MWHCBDUYOFznJefulp1jn8eWnI1GY7cBYudjZ0O3m9raWoYPH87777/PN77xjTM9nK8tlgTSr18/SktLSUlJ4YYbbuDVV1/FaDRSX1+v/v0OGTKE0tJSPvvsMzXgnDx5Mh988AF/+9vfuO222wDweDyYzWaZARRfm8wAJpC0tDRGjhxJv379GD58OIsXL+bAgQMEAgE0Gg2hUOik3M+3v/1tGhoamD9/Pk6nkxEjRvDBBx+oiR4HDhyIWwqcMGECixYt4pFHHuEnP/kJ/fr146233pLg7zySlJREnz596NPnyG3PQqFQt/sSd+zYETebGAgESEtLU4PDnJwcli9fzpgxY0hNTVWDRbvdfk7NbB2LQCDAzp07GTRo0BGDPzj2JefYfrbDA8S2tra4YFFRFAwGw1cmsJzKJWdFUXj88ceZPHkyF1100Sm5j9PlqquuUrPPZ86cyauvvqr+bmMmT56MyWSKqzF65ZVXotFo4v4f1dfXn/Z9oOL8IAFgAojN6P3tb3/j1VdfZd26dQQCAQYOHMgVV1zB0KFDGThwoPokcjKewO++++4jLvl29+70+uuv5/rrrz/h+xXnLr1erwZv48aN6/YcRVFobGyMW25++eWX8fl8tLa2MnfuXKqqqujo6MBisRwxaSX2b2Zm5jnVF3vXrl3Y7fZuC6ofD61Wi9lsPurWj1iW8+EziF6vF5fLpR4/fMn5aMHi8TzHbNmyhX/84x+UlZWdd4F9d2w2G4C6b7fzsc6PXxbxxPGSADABhMNh9Ho9r7zyCmvWrMFoNDJ16lSuvfZaJk2aREFBwVFnE4Q4W2g0GjIzM8nMzGTEiBGUl5fz4IMP8uWXX8aVxmlra4tbbo4tOW/dulU91tTUhMFgOOK+xFiQmJOTc1b8/2hubqauru6klLf5OjpnJccCkO50V1g7luUcOxZbbTAajUdcao593nnJWVEUHnnkEW677TYGDBhwOh72KfXee+/x85//HKvVyj//+U8gun/6XOzOI85dEgAmkL59+7JmzRoCgQBLlixhyZIlFBQUMGLECHr37s0999xz1CU6Ic42xcXFlJaWdgkKbDYbgwcPPmpNNK/Xq+5L7LzkvGbNmrh9iRDNVP+qQPFUllEKh8Ns27aNoqKis7Zck16vx2q1HtOS8+HLzm1tbXHHFEVBr9dTWlrKe++9h81mY82aNUydOpUlS5bQo0cPevXqhd1uP42P8OSprq6md+/e2Gw29uzZA8Ds2bPP2ccjzk0SACaA2Dvpe++9l4EDB1JWVkZVVRXNzc3U1tby73//G4Dhw4fTp08fwuHwWbHhW4ivotFojntGyGw2U1RURNHh7T86CYVCOJ3OuOzmqqoqtm3bxkcffaTOJgaDQRwOR7dJK53rJ9pstuOavdu3bx86ne5r9ak+Gx3rknMwGMTn82GxWIhEIrz//vsMGDCApUuX8te//pXq6mpmz56tJpKda37wgx/g8Xh4+eWX1USQp5566kwPSyQYyQJOYFu2bGHDhg1s2bKFtWvX8uijj3LxxRefcBawEIkkEonQ2NjYZcn58LI4breb5OTkIwaHscAxIyMjbl/ipk2bKC0tZcaMGUddgj1fvfLKKzz11FNs27YtLnA8GW9Un3zySd544w22b9+O2WxmwoQJPP3003FvKiZNmtSl9dsdd9yRMH3KxflLAsAE0jmwc7lchEIh0tPT1WNer/esXV4S4lymKIq6L/HwUjidayg2Nzer9f1iQeLGjRvp3bu3Wj4pti+xc3LA+crtdjNixAiefvppvvOd75z060+dOpWZM2cyZswYQqEQP/nJT9RSWbEWiJMmTaJ///78/Oc/V7/PYrEkZDAuzi8SACYYr9fLf/7zHz788EOqqqrIyMjgwgsvZPr06aSmpsrsnxBnkMfjiduX+NZbb7F06VIuvfRSNVB0Op1oNJou+xK7a9d3or29z7SnnnqK999/n7Vr156WbO2GhgaysrJYsWIFEydOBKIB4IgRI/jNb35zyu9fiNNJAsAE8/jjjzN//vwux+fPn8/cuXNPeWslIcSx8Xq9FBQU8Le//Y2rr75aPR4MBqmtre2yxNz565qaGoLBIOnp6d2WwTl8X+LZyOl0Mnz4cN555x0mTZp0Wu6zoqKCfv36UV5ertYhnTRpElu2bEFRFHJycrj66quZN2/eUbu1CHEukAAwAXTuBXzzzTfT1tZGXl4eO3fuZMCAAXg8Hpqbm3n11Ve58soriUQi51RtNCHOVxUVFcfVxi8SidDQ0PCV+xI9Hg9Wq/WY9iWezpUBRVH4wQ9+QH19PW+//fZpue9IJMJ//dd/4XK5WLlypXr8T3/6E4WFheTl5bFp0yYefvhhxo4dyxtvvHHKxyTEqXT+byIRRCIRdDodu3btorq6mp/+9KeMHDmS6667jpkzZ1JUVMRNN91EeXk5V155pRQWFeIscTzBH0SzbbOzs8nOzmbUqFHdnqMoCq2trd3uS9y4caO6FN3S0oLJZDrqLGJeXh7Z2dknbV/itm3bWLhwIevXrz9tgeecOXPYvHlzXPAH8P3vf1/9fOjQoeTm5nLppZeye/fuo2aQC3G2kwAwgfj9fiD6JNajRw8gWgojVkDX5XIBUlleiESg0WhITU0lNTX1qG0XPR5Pl1nEyspKVq5cqe5LrKurQ6PRkJubqwaHh3deic0oftW+REVRmD9/Prfccktcce9T6e677+bdd9/l008/JT8//6jnxrrUVFRUSAAozmkSACaQtLQ0AFpaWujXrx8An3/+OVVVVQBkZGQAJ6cV3JmyYMECFixYwL59+4BoQ/X58+czbdo0AHw+Hw888AD/+Mc/8Pv9TJkyheeff17tUwzRXsWzZ8/mk08+wWq1MmvWLJ588smEyLoU4nAWi4V+/fqpzxndCQQCXfYlVlZWsmnTJt577z2qq6upqakhFAqRkZFx1H2Je/bsYdWqVbz44oun/LlIURTuuece3nzzTZYvX07v3r2/8nvKysoAyM3NPaVjE+JUk1e0BBB7Eo0VkV23bh3FxcWYzWbefvttAMaMGcOVV14JcE4Xgc7Pz+epp56iX79+KIrCyy+/zDXXXMOGDRsYMmQI9913H++99x6vv/46drudu+++m29961usWrUKiNYWu/LKK8nJyeHzzz+ntraWm2++GYPBwBNPPHGGH50QZyej0UhhYaHaT7w7kUiE+vr6LkvOe/bs4bPPPlOPe71eZsyYEfem7FSZM2cOixYt4u233yYlJQWn0wmA3W7HbDaze/duFi1axBVXXEF6ejqbNm3ivvvuY+LEiQwbNuyUj0+IU0oRCaOmpka5/vrrlZkzZyr/93//p/Tu3VvJzs5WLrnkEuWNN95QFEVRwuGwEolEzvBIT660tDTlL3/5i+JyuRSDwaC8/vrr6m3btm1TAGX16tWKoijKkiVLFK1WqzidTvWcBQsWKDabTfH7/ad97EIkkkgkolRUVCj19fWn5f6Abj9efPFFRVEU5cCBA8rEiRMVh8OhmEwmpW/fvspDDz2ktLa2npbxCXEqSRZwguno6CAQCNDe3s6nn36K3W7nkksuISUl5UwP7aQLh8O8/vrrzJo1iw0bNuB0Orn00ktpaWkhNTVVPa+wsJAf/vCH3HfffcyfP59///vf6jIPwN69e+nTpw/r169n5MiRp/+BCCGEECeZLAEnkHA4TCAQQKPRkJKSwrXXXksoFMLlclFZWUlaWhrZ2dmUl5eTnJx83BmIZ1p5eTklJSX4fD6sVitvvvkmgwcPpqysDKPRGBf8AWRnZ6tLP06ns8vSU+zr2DlCCCHEuU4CwASya9cuHnroIex2O36/H7/fTygUAqC5uZlLL72UH//4x8yePZthw4ads70uBwwYQFlZGa2trSxevJhZs2Z16eUphBBCJDKp9psAYqv8TU1NvPfeeyxatIh//etfvPvuu3zwwQd88MEHfPHFF3z88ccoisKaNWvUpIhzkdFopG/fvowaNYonn3yS4cOH89vf/pacnBwCgYBa7iamrq6OnJwcAHJycqirq+tye+y2M+XJJ59kzJgxpKSkkJWVxfTp09mxY0fcOZMmTUKj0cR93HnnnXHnHDhwgCuvvBKLxUJWVhYPPfSQ+iZACCFE4pAZwASSm5vLxRdfTE5ODkajkeTkZIxGI3q9nkgkwrBhw0hOTub3v//9acnAO10ikQh+v59Ro0ZhMBhYtmwZM2bMAGDHjh0cOHCAkpISAEpKSvjf//1f6uvrycrKAuCjjz7CZrMxePDgM/YYVqxYwZw5c+Ka1k+ePDmuaT3A7bff3qVpfYxkOAshhIiRJBBxXpk7dy7Tpk2joKCA9vZ2Fi1axNNPP83SpUu5/PLLmT17NkuWLOGll17CZrNxzz33ANF6iBANkkaMGEFeXh7PPPMMTqeTm266idtuu+2sCpKOp2n9+++/z1VXXUVNTY0a4L/wwgs8/PDDNDQ0YDQaT9fwhRBCnGGyBJwAQqEQXq+XSCRCJBKhvLycP/3pTzz00EM89NBDPPfcc3FZr+FwmEgkcuYGfALq6+u5+eabGTBgAJdeeinr1q1Tgz+AX//611x11VXMmDGDiRMnkpOTE9fTU6fT8e6776LT6SgpKeE73/kON998c9ys2tmgtbUVAIfDEXd84cKFZGRkUFxczNy5c/F4POptq1evZujQoXGzu1OmTKGtrY0tW7acnoELcZocy7YJn8/HnDlzSE9Px2q1MmPGjC5bQIQ4X8kM4HkuEAjw97//ncrKSu677z42btzITTfdRGVlZdx5Y8eO5Xe/+x1jx449QyMVx+p4m9Z///vfZ//+/SxdulT9Ho/HQ3JyMkuWLFG7pQhxPpg6dSozZ86M2zaxefPmuG0Ts2fP5r333uOll15SC8Nrtdpzeg+0EMdKAsDznMvlYsCAAeTk5PDll19SXFzMrl27KCwspGfPnmi1Wvbs2UNVVRUTJ05k+fLlKIpyTreDO9/Nnj2b999/n5UrVx61b+nHH3/MpZdeqvYslQBQJLLDt020traSmZnJokWLuO666wDYvn07gwYNYvXq1YwfP/4Mj1iIU0uWgBNAY2Mj48ePJxKJsGvXLnJzc/nDH/7Av//9b/71r3/x1FNPYTQa2bx585keqvgKsab1n3zyyddqWg/ndobzsSzVSYazOJrDt02UlpYSDAa57LLL1HMGDhxIQUEBq1evPiNjFOJ0kgDwPGc0GlEUhfr6ekwmE0OHDiUnJ4crr7yS1NRU0tPTueGGG0hPT+faa68FkNm/s5CiKNx99928+eabfPzxx8fVtL6kpITy8nLq6+vVc86mDOc1a9bw0UcfEQwGmTx5Mm63Wz3nvvvu45133uH1119nxYoV1NTU8K1vfUu9PZbhHAgE+Pzzz3n55Zd56aWXmD9//pl4SOIsE4lE+OEPf8iFF15IcXExEC3s/lWF4YU4r52RBnTitAkGg0p+fr5itVqVZcuWKc8884ySnJys/P3vf1fWrVunrFy5UnniiSeU5ORk5Ve/+tWZHq44gtmzZyt2u11Zvny5Ultbq354PB5FURSloqJC+fnPf658+eWXyt69e5W3335b6dOnjzJx4kT1GqFQSCkuLlYmT56slJWVKR988IGSmZmpzJ0790w9rG7V19crgLJixQpFURTp4SxO2J133qkUFhYqlZWV6rGFCxcqRqOxy7ljxoxRfvSjH53O4QlxRkgAmAAeeOABRaPRKBqNRunVq5eSlJSkaDQaxW63KykpKYpGo1FMJpOSl5d3pocqjoCT1LR+3759yrRp0xSz2axkZGQoDzzwgBIMBs/AIzqyXbt2KYBSXl6uKIqiLFu2TAGUlpaWuPMKCgqUZ599VlEURZk3b54yfPjwuNv37NmjAMr69etPx7DFWWrOnDlKfn6+smfPnrjjx/J3JcT5TApBJ4BHHnmEVatWsXPnTqqqqgBISkrC6/UCkJycTDgcxul0EolE0GplZ8DZRvmKXK2ePXseU7u7wsJClixZcrKGddId71Kd9HAWh1MUhXvuuYc333yT5cuXd9k2cSyF4YU4n0kAmABSU1NZuXIlr7zyCps3byYUCmEwGDAajZhMJvVzvV5PKBRCp9OhKAp6vfx5iNNrzpw5bN68Oa68jRDHY86cOSxatIi3336blJQU9Y2A3W7HbDZjt9v53ve+x/3334/D4VALw5eUlEgGsEgMZ3gGUgghFEU5saW6s3kJeMWKFcpVV12l5ObmKoDy5ptvxt0+a9asLkv7U6ZMiTunqalJueGGG5SUlBTFbrcrt956q9Le3n4aH8W55/CfKYdtm1AURfF6vcpdd92lpKWlKRaLRbn22muV2traMzdoIU4jmeJJMOXl5XR0dBAIBPD7/Xi9XvUjEAgQCoUIBAK0tLQwd+5czGbzmR6yOM8pJ2Gp7mzt4QzgdrsZPnw4t956a1zmcmdTp07lxRdfVL82mUxxt994443U1taqWdLf/e53+f73v8+iRYtO6djPZcoxlLhNSkriueee47nnnjsNIxLi7CKFoBNEbG/f19nfd+DAga+sNSfEibrrrrvUpboBAwaox2NLdcB508NZo9Hw5ptvMn36dPXYLbfcgsvl4q233ur2e7Zt28bgwYNZt24do0ePBuCDDz7giiuuoKqqiry8vNMwciHE+UZmABPMhAkTOHDgAFarFZ1Oh1arpbKykvb2dkpKSjCbzej1etxud5dZCCFOhQULFgAwadKkuOMvvvgit9xyCxDt4azVapkxYwZ+v58pU6bw/PPPq+fGejjPnj2bkpISkpOTmTVr1lnXw/lIli9fTlZWFmlpaXzzm9/k8ccfJz09HYj2cE5NTVWDP4DLLrsMrVbL2rVr1fqdQgjxdUgAmCBiM3/PPvssXq8Xg8GATqcjHA6zYcMGfvGLXzBhwgRmzZqFxWIhHA6rFfOFOJVO1lLd2Z7hfCRTp07lW9/6Fr1792b37t385Cc/Ydq0aaxevRqdTofT6VSXtWP0ej0Oh0MynIUQx00CwAQzduzYLscmTJjA+++/z4svvsi9994rS0pCnEYzZ85UPx86dCjDhg2jqKiI5cuXc+mll57BkQkhzmcSACaY/fv309zcTDgcxu/34/P5aGtro7q6moaGBmpqasjLyyMcDqPT6c70cIVIOH369CEjI4OKigouvfRScnJy4tr3AYRCIZqbm89oD2chxLlNAsAEEQvoZs2axaeffopGo+my9JaTk4PVagWQYtBCnCFVVVU0NTXF9XB2uVyUlpYyatQoAD7++GMikQjjxo07k0MVQpzDJABMELFgz263A+BwOFAUBa1Wi9VqxWazMWfOHHr16gVEsxWFECeuo6ODiooK9eu9e/dSVlaGw+HA4XDw2GOPMWPGDHJycti9ezc/+tGP6Nu3L1OmTAFg0KBBTJ06ldtvv50XXniBYDDI3XffzcyZM2W7hhDiuEkZmAShKAoajYbFixezfft2UlJS0Ov1GAwGrFYro0ePpn///gAEg0EMBsMZHrEQ54fly5dzySWXdDk+a9YsFixYwPTp09mwYQMul4u8vDwmT57ML37xi7jWds3Nzdx999288847ajb07373O3XGXgghvi4JAAUQLaz717/+lTlz5lBYWHimhyPOEpFIhEgkgk6nU2eFY28mhBBCnLtkCTgB1dfXU1NTg8fjoaOjA5vNxrPPPsvixYtpbm5m0qRJjB49moEDB57poYozrHPx8Fgx8cODP0VR1D2mRwsSY8cqKytZtWoVer2eSy65RK13J4QQ4vSRGcAEc+DAAX72s5+xePFiOjo64m4zmUz4/X4AnnvuOWbPni2zPQls06ZNPPDAA/h8PhYuXEhBQQHbtm2jtbWVvn37kpGR0eV7jvb3Ervt/fff54YbbqC1tZXXX3+dGTNmqMGlEEKI00OecRNEOBwGYOHChbz00ktEIhF69uxJYWEh/fr1Izs7G7/fT0FBAb169ZJZGUFubi5ffPEFq1atorq6GoD77ruPCRMmcNNNN9Ha2ko4HObyyy9nxIgRfPzxx2g0GpxOJ5s2bWL37t243W71erHAcPz48SxatIhf/epXahZr7LZwOEwoFEJRFBRFIRKJoCgKoVAIgO9973ukpKTw7LPPxl27O+FwmEgkctJ/LkIIcT6QJeAEEZvobW9vB+A73/kOM2bMwOv1kpWVxVtvvcUzzzzDNddcw+zZs7HZbIBkAyeyzMxMbDYb7e3t7N+/n+HDh1NaWopWq2X//v1YLBaWLl3KJ598QiQSobCwkKVLl/LCCy/w9ttvA2AwGLjuuut4/vnn1Qz0yspKgsEgF198sZrFGvs7O7z2ZOx4bHZw8+bNuN1u9u/frwaFoVAIvb7rU5nUsRRCiCOTADDBxF4op02bxuWXX64e37NnDwA2m032/gkA/H4//fr1o66ujq1bt2KxWGhqaqJXr14cOHAAgLfeegtFUZgwYQImk4mbbrqJxsZGJk6cSH5+Pp999hmvvfYaNTU1LFu2DK1Wyz//+U+eeOIJIFoixWKx4PP5eOyxx1izZg29e/fmwQcfpLKyEr/fT//+/enXrx8AdXV1AOTl5akBZefgL7aU/N3vfpetW7dy6623cuONN5KcnCxvZoQQohMJABNEbDZk1KhRzJw5U+0gEAgEMBqNFBUVceONNzJmzBgA6QQiiEQiDBs2jOXLl7N+/XpcLhcOh4M777yTJ598ktWrV/Puu+9iNpuZNm0aixcvprGxEbvdzv3338+kSZOorq5myJAhrFu3jtWrV1NSUqLWnxw8eDAWi4VgMMiNN97Iv//9b8LhMCtWrGDdunU0NDRQX1/P0KFDKSsrA6C2thaILk+//fbbVFVVUVBQwPjx48nMzFSDvPXr11NeXs5FF10kpVKEEKIbEgAmiNgL4zXXXMM111wDRIM8g8FAOBxm3LhxcV0FdDodHo8Hi8VyRsYrzjyz2azOvG3YsIE9e/ZwxRVXMHHiRH7605/y2muv4XQ6GTx4MBdffDEvv/wyAK2trUyfPj3uWpFIhC+//JKSkhLq6+uJRCLqPtNPP/2UN998k6SkJO644w5mzpzJ3/72N1566SVMJhP9+/dHo9HgcrkIBoPo9Xp+9atfsW/fPnVLw6233sqf//xndu3axYgRI4hEIuj1elasWMGjjz5K7969ueWWW07bz04IIc52EgAmiM2bN7Nz504uueQSjEYjycnJ6gxf55m+trY2KioqWLhwIUVFRdx1111nasjiDIpl7KalpQGovWivv/56tFot4XCYhQsXAlBcXMxFF12kfj1gwACmT59OTU0NNTU1OJ1OdDodqamp+P1+mpubAejZsycAK1euBKI9cO+//361F+5LL72EoijqGGpqatSx6fV6/vSnP7Fy5Uqee+45Xn31VW6//Xbsdjupqak0NDQQiURYv34969evB+CWW26RrHYhhDhIAsDzXOwFb/Xq1dxxxx2MHj2aa665htGjR6svrKFQiNbWVqqrq1m/fj1Lly5l7969MmMi1P114XCY/Px8xowZw759++jZsyeVlZXY7XYuvvhiIBr4ARiNRqZPn87o0aPR6XQcOHCAbdu2MXbsWBobG2lrawNQE0BiAWFeXh5ZWVlANFkpIyMDl8ulHquqqgIgPz+fH//4x1x//fX069eP5557DpvNxqZNm7j99tt5++23GTduHGlpadx5550MHTpULW8khBAiSgLA81xstuOCCy6gpKSEbdu2MW/ePPV2s9mMRqPB4/Gox3r16sW9997Ld7/73dM+XnF2iP3dTJ48mSVLlvDFF18wbNgwcnJycLvdDBo0iMrKSgYNGsSECRMA+Na3vkVZWRmvvPIKJSUlZGRkoNfrcTqd3H777UyZMoXKykr1by03NxeI1p+EaNBXV1eH1Wpl8+bNNDY2YrFY1JZoscST/Px8NdisrKxUxxwLVltbWwFIS0tjypQpTJw4scvjEkKIRCcBYIIYNWoUq1atYunSpbz22mts2bIFj8eDx+NRl/ry8/MZNmwYl112Gd/4xjcAafuV6FJTU5k6dSpTp05VjxUVFfHBBx8Ah7J4AQoKCnj88ccZNGgQS5cupbq6GoPBwIgRI5g2bRoATqeTHTt2AKiFpEeOHIndbmft2rX84Ac/UMvJACQlJakzgPv37weigV1ycjJwaFnYbDarewpjgWJycrJa/kj6WwshRDwJABOIoihMmTKFKVOmANF9gU1NTQCkp6dTVFSE2WxWz5fuDAKO3g+4c4atoijk5+fz8MMP8/DDD6vHA4GAus90wIABPPzww5SWljJixAgA/ud//oeKigoeffRRlixZwgUXXIDD4aCmpgadTqfOAO7btw+ArKwsNeiMZQVbrVY1AGxoaADAbrdTVFQEIMGfEEIcRgLABBJ78Y4FdsXFxV3OiUQiaDQaNBqNBH8CiO8HHNPdrLBGo1G7d8S+T6PRYDQa1XMKCwt56KGH4r6vurqaBx98kHvvvZfq6moKCgq45ZZb+PLLL+nXr5+6VzAWAGq1WjWg27Jli3qd2J7WWAbw9u3beeGFF5g4cSLjxo1T6wYKIYSQADAhHS2wk6BPnAiNRnPU+pGKoqhtCWN79j766COeeOIJLr/8coYMGcKOHTt49913AZgxYwYFBQUAfPzxx9TV1aHT6XA4HABccskltLe306tXL3Wp+IYbbmDJkiWsWrWKJ554gt/85jeUlpZKACiEEJ1olNgmGSGEOANWrFjBnDlz2Lp1q3qsV69eTJw4kT/84Q/HVcj5wIEDbN++nZ07d9La2sq9995LSkrKyRy2EEKc0yQAFEKccV6vl6qqKqqqqmhrayM1NVUtL3M04XAYRVHi9icKIYT4ahIACiHOSieSga4oivoh+1mFEKIrCQCFEEIIIRKMvC0WQgghhEgwEgAKIYQQQiQYCQCFEEIIIRKMBIBCCCGEEAlGAkAhhBBCiAQjAaAQQgghRIKRAFAIIYQQIsFIACiEEEIIkWAkABRCCCGESDASAAohhBBCJBgJAIUQQgghEowEgEIIIYQQCUYCQCGEEEKIBCMBoBBCCCFEgpEAUAghhBAiwUgAKIQQQgiRYCQAFEIIIYRIMBIACiGEEEIkGAkAhRBCCCESjASAQgghhBAJRgJAIYQQQogEIwGgEEIIIUSCkQBQCCGEECLBSAAohBBCCJFgJAAUQgghhEgwEgAKIYQQQiQYCQCFEEIIIRKMBIBCCCGEEAlGAkAhhBBCiAQjAaAQQgghRIKRAFAIIYQQIsFIACiEEEIIkWAkABRCCCGESDASAAohhBBCJBgJAIUQQgghEowEgEIIIYQQCUYCQCGEEEKIBCMBoBBCCCFEgpEAUAghhBAiwUgAKIQQQgiRYCQAFEIIIYRIMBIACiGEEEIkGAkAhRBCCCESjASAQgghhBAJRgJAIYQQQogEIwGgEEIIIUSCkQBQCCGEECLBSAAohBBCCJFgJAAUQgghhEgwEgAKIYQQQiQYCQCFEEIIIRKMBIBCCCGEEAlGAkAhhBBCiAQjAaAQQgghRIKRAFAIIYQQIsFIACiEEEIIkWD+PzfMWMGgcUwQAAAAAElFTkSuQmCC", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 83.745\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "f1c840f029c04560abf6a9536b481a98", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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" 'veteran',\n", - " 'income',\n", - " 'state',\n", - " 'childcnt',\n", - " 'sleephours',\n", - " 'employment',\n", - " 'smokertype',\n", - " 'physicalactivity',\n", - " 'insurance',\n", - " 'checkup',\n", - " 'nohospitalcost',\n", - " 'bmi',\n", - " 'bmicat',\n", - " 'drinks']" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "print(ps.getValues('physicalactivity'))\n", - "ps.getVarNames()" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Diabetes=yes \n", - "ref = 0.12910348432894597\n", - " 0.158 0.158 0.0 0.029 []\n", - " 0.158 0.158 0.0 0.029 ['height']\n", - " 0.158 0.147 -0.011 0.018 ['weight']\n", - " 0.158 0.132 -0.026 0.003 ['height', 'weight']\n" - ] - } - ], - "source": [ - "intCombos = [[],\n", - " ['height'],\n", - " ['weight'],\n", - " ['height', 'weight'],\n", - " ]\n", - "target = ('diabetes', 'yes')\n", - "print('Diabetes=yes'.center(15, ' '))\n", - "ref = ps.P(target)\n", - "print('ref = ', ref)\n", - "dy = ps.P(target, ('bmicat', 3, 4, 5))\n", - "for combo in intCombos:\n", - " dyc = ps.P(target, [('bmicat', 3, 4, 5)] + combo)\n", - " diff = dyc - dy\n", - " effect = dyc - ref\n", - " print(str.rjust(str(round(dy,3)),7), str.rjust(str(round(dyc,3)), 7), str.rjust(str(round(diff,3)),7), \n", - " str.rjust(str(round(effect,3)),7), combo)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Diabetes=yes \n", - "ref = 0.12910348432894597\n", - " 0.208 0.208 0.0 0.079 []\n", - " 0.208 0.208 -0.0 0.079 ['height']\n", - " 0.208 0.193 -0.015 0.064 ['weight']\n", - " 0.208 0.208 -0.001 0.078 ['age']\n", - " 0.208 0.199 -0.009 0.07 ['physicalactivity']\n", - " 0.208 0.125 -0.083 -0.004 ['height', 'weight']\n", - " 0.208 0.201 -0.007 0.072 ['age', 'physicalactivity']\n" - ] - } - ], - "source": [ - "intCombos = [[],\n", - " ['height'],\n", - " ['weight'],\n", - " ['age'],\n", - " ['physicalactivity'],\n", - " ['height', 'weight'],\n", - " ['age', 'physicalactivity']\n", - " ]\n", - "target = ('diabetes', 'yes')\n", - "print('Diabetes=yes'.center(15, ' '))\n", - "ref = ps.P(target)\n", - "print('ref = ', ref)\n", - "dy = ps.P(target, ('bmicat', 4, 5))\n", - "for combo in intCombos:\n", - " dyc = ps.P(target, [('bmicat', 4, 5)] + combo)\n", - " diff = dyc - dy\n", - " effect = dyc - ref\n", - " print(str.rjust(str(round(dy,3)),7), str.rjust(str(round(dyc,3)), 7), str.rjust(str(round(diff,3)),7), \n", - " str.rjust(str(round(effect,3)),7), combo)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " Diabetes=yes \n", - "ref = 0.12910348432894597\n", - " 0.289 0.289 0.0 0.16 []\n", - " 0.289 0.289 -0.0 0.16 ['height']\n", - " 0.289 0.253 -0.036 0.124 ['weight']\n", - " 0.289 0.049 -0.24 -0.08 ['height', 'weight']\n", - " 0.289 0.288 -0.002 0.158 ['smokertype']\n" - ] - } - ], - "source": [ - "intCombos = [[],\n", - " ['height'],\n", - " ['weight'],\n", - " ['height', 'weight'],\n", - " ['smokertype'],\n", - " ]\n", - "target = ('diabetes', 'yes')\n", - "print('Diabetes=yes'.center(15, ' '))\n", - "ref = ps.P(target)\n", - "print('ref = ', ref)\n", - "dy = ps.P(target, ('bmicat', 5))\n", - "for combo in intCombos:\n", - " dyc = ps.P(target, [('bmicat', 5)] + combo)\n", - " diff = dyc - dy\n", - " effect = dyc - ref\n", - " print(str.rjust(str(round(dy,3)),7), str.rjust(str(round(dyc,3)), 7), str.rjust(str(round(diff,3)),7), \n", - " str.rjust(str(round(effect,3)),7), combo)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 290759\n", - "Viz.show: Target = [('diabetes', 'yes')] , Condition = [('state',)]\n", - "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 5\n", - "Viz.show: Controlling for ['bmicat', 'physicalactivity', 'income', 'age']\n", - "Dimensions = 2 . Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 568.3\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ec988938b683468ebada1304f5fae4a7", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 18.663\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "744b6a2c844f43ef8034323536f36618", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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", 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\n", - " " - ], - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "viz.show(probspace=ps, targetSpec=['childcnt'], condSpec=[], \n", - " controlFor=[], \n", - " filtSpec=[('income', None, 9)], gtype='pdf', power=5, enhance=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "['0-zero', '1-one', '2-two', '3-three', '4-four', '5-fiveplus']\n", - "{'0-zero': 1, '1-one': 2, '2-two': 3, '3-three': 4, '4-four': 5, '5-fiveplus': 6}\n" - ] - } - ], - "source": [ - "print(ps.getValues('childcnt'))\n", - "print(ps.stringMap['childcnt'])" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 290759\n", - "Viz.show: Target = [('childcnt', 4, 5, 6)] , Condition = [('income',)]\n", - "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 5\n", - "Viz.show: Controlling for ['age']\n", - "Dimensions = 2 . Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 9.015\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1c09c762a1284abc8cd0367d661df372", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 44.848\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.8/dist-packages/because/visualization/probPlot2D_bound.py:91: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", - " fig = plt.figure(tight_layout=True)\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ddca7d46eedc4f3ebe4d8ba2875ddcf6", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 4.288\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "387778fb63a849b88af7185cc540def3", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 1.963\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "902a6137854c4b44811aa3374ef82303", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 40\n", - "Elapsed Time = 2.466\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "26bd6e4460f645e8b7099aa9298c993d", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 3.636\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4a689ab839a040a38f329b33f1980f08", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 40.437\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "42307a7e06df4f64b45dc8eb3c688dfe", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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wZcsWgMiCEYD58+czf/58PB5P5NzMmTOJi4ujuLiYefPm8d577/Hggw/icrnIyspix44dNDc3A3DJJZeQkpICwNtvv811112H0+kkKyuLrVu3RsLhPffcE/XrFhERETmdTjoA5uTkRLOOiBtvvJH4+HgefvhhNm/eTGxsLNOmTeOhhx465jN1dXV1h20WfWCRR1VVFQCjR49m8uTJfPbZZ2zatAmbzcbZZ59NcXExd955Z+R711xzDW63m7Vr17J161YcDgfjx4/n7rvv5stf/vIpuGoRERGR0ycq+wACbNy4MbJvXzAY/M8AhsFTTz0VjSG6Fe0DKCIiIsfSmVkhKgFw6dKlfP3rXz9ssUc4HMYwjEMCYU+hACgiIiLH0plZISqvgpszZw5+v5/ExESam5uxWq0YhkFMTMwhq2lFREREpPNFZSPoDRs2kJiYyK5duwAYPnw4n3/+OVar9ZgbJ4uIiIjI6ReVAOj1eiksLCQ5ORmTyYTP5yMnJ4fevXvz4x//OBpDiIiIiEiUROUWcHJycuTdt6mpqXz66afMmzePLVu2EBMTlSFEREREJEqiMgPYv39/ysrKaGpqYsyYMfj9fv7nf/6HQCDAkCFDojGEiIiIiERJVKbn7r//fjZt2kRjYyP/+7//y6ZNmygpKaFPnz787ne/i8YQIiIiIhIlUdsH8L/V1dVF3qzRE2kbGBERETmWzswKUbkFnJeXx/Tp0w85l5KSwr333ssVV1wRjSFEREREJEqicgu4tLSUjIyMw86/+eabrFu3LhpDiIiIiEiUdCgAPvvss5Hjffv2HfJ7a2srmzdvxmq1dmQIEREREYmyDj0DaDKZMAzjqJ+Hw2GGDh3K+vXrT3aIbkvPAIqIiMixdOtXwR143+9/50i73U5RURHz58/v6BAiIiIiEkUdCoChUAhonwkcPXo0K1eujEpRIiIiInLqRGURyDvvvENSUlI0uhIRERGRU+ykA+BPf/pT+vTpw8yZM3n33XcBeOWVV47Y9r777jvZYUREREQkyk56EYjJZGLMmDGsWLHiCxeDBIPBky6wu9IiEBERETmWbrkIJDs7O7L3X3Z29jEDoIiIiIh0HScdAEtLS494LCIiIiJdW1QWgRywdetWNm7cCMDgwYMZMGBANLsXERERkSiISgBsbGzk+uuv58UXXzzk/GWXXcZTTz1FcnJyNIYRERERkSiISgD87ne/y+LFiw87/9JLL2G1Wvnb3/4WjWFEREREJApM0ejklVdewTAMZs2axYYNG9iwYQOzZ88mHA4fdWsYEREREekcHXoX8AGZmZn06tWLzz777JDzZ511Fo2NjVRWVnZ0iG5H28CIiIjIsXRmVojKDOBNN93Enj172LdvX+RcdXU1e/bs4bbbbovGECIiIiISJVF5BnDnzp14vV6KioqYMmUKAMuWLSMUCrFt2zZmzpwJgGEYPPXUU9EYslupafFpBlBERES6jKjcAj7wJpBwOBzZEPpAtwf/bhhGj3kryMHTupPnvM6w/AwmFroYm59KWlJsJ1cnIiIina1bvgnkYBMnTtSbQI6hpsXHu1v28cHOOmItZgZmJjGpv4uxBalkOuydXZ6IiIj0MFGZAZTDHZzqJ/ziNZoDZoKh9lnQGJNBrMWM3WKif0Yik/unMbYglT694jq5ahERETlduv0M4H9bu3Yt77//PkOHDuX8888/FUN0K185K52Q2UZ5vZtdtW5qWnw0e/20+KBuh58N5Q08udxMQVoik/q7GFeQSnZKnGZVRURE5JSISgC89tpr+etf/8q7775LOBzmS1/6EqFQCIA//OEPkUUgPVmS3cIgu4NBWQ6avX4q6j2U1rZS0+yj2Rug2RugvtXPxt0NPPX+Dvo545nc38W4Aie5zniFQREREYmaqNwCHjhwILt376ahoYGbb76Z3//+9xQVFfH5559zzjnn8NFHH0Wj1m7l4Gndny7+MHJ8WDtfIDIzWN3kI7A/OB+4TRxrNZOTErd/ZtBJQVqCwqCIiMgZoNvfAq6oqCA3NxfDMFi/fj0DBw7k008/JT8/n5KSkmgMccaKt8VQlJFEUUYS7rYAFfUedtW2srfJR4svSIsvQENrG5/vbebZVbvo08vOxP1hcEB6IiaTwqCIiIicmKhsBA3g8/kA2Lp1K0OGDAEgKSnppLZ9ef755xk+fDh2u52UlBSmT5/+hUFy8eLFnH/++TgcDgzDwDAMli5dekgbj8fDtGnT6NevH3a7naSkJM466yzuuecevF7vIW0//PBDpk6dSlJSEnFxcYwfP55///vfJ3wtJyLOGkP/9ES+MjCD6ef2YXzhf54FbG0LUNPiY+PuRp56fyff++tHXPPUGp58t4RPdzcSCmktj4iIiByfqMwA5ufn88knn0Re/XbuuecCUFlZSVZW1gn19dRTT3HDDTcAkJubS21tLYsWLeK9995jw4YNZGRkHPF7y5cvZ8WKFfTp04empqYjtvH5fLz66qvk5OQwaNAgdu/ezeeff86cOXOora3liSeeAOCTTz5h4sSJuN1unE4nSUlJrFixgqlTp/Laa69xwQUXnNA1nQy7xUxhWiKFaYl4/UF2N3jYVeumssGDuy1Iqy9AvbuNkn2tPL+2nLREW+Q28eDeDsyaGRQREZGjiMoM4A9+8AMAtmzZQnJyMtdccw0bN25k3759jBgx4rj7aWtrY9asWQAUFxezY8cONm/eTGJiItXV1cyZM+eo3509ezZNTU388Y9/PGobh8NBS0sL27ZtY926dZSXl5ObmwvAihUrIu3uvfde3G43/fr1Y8eOHZSWljJq1CiCwSA//vGPj/t6oiXWYibflcCXitK4/Lw+TOzvJM8Zj9lk4PEHqW3xsbWqmT+vKuWOF9Zz5e9X8bu3t/HhrnoCwdBpr1dERES6tqitAj7nnHPYvn0748aNIz09nVAoxJtvvkleXt5x97N27VpqamqA9gAIkJWVxejRo3nzzTcPu6V7sPT09C/s3zAMrFYrN9xwA5988gkVFRXs2bMHgPHjxwMQCAQit3ovuOACEhMTAbj00ktZs2YNGzduPKmZzWixxZjJcyaQ50ygLRCissFDWb2bijoPXn8IT5uPBncbZXVuFn1YQWqClQkFLsYVOjm7TzLWmKjd9RcREZFuKmr7AA4dOpT+/fuzadMmKioqGDRo0AnvAVheXh45TktLixwfCHdlZWVRqfXTTz9l7dq1kd+vvvpq5s+fD0BNTQ0ej+eoNRyo40gB0OfzRZ6FbG1tjUqtx2KNMdHPGU8/Zzz+YHsYLK9zU15/IAwGafD4Ka/z8NL63STHWRlf4GRcgZPhOcnYYsynvEYRERHpeqI2HTR37lycTicjR45k5MiROJ1OHnrooaj0He2XlaxevRqv18t7771HVlYWf/3rX/nZz37W4Rrmzp2Lw+HA4XCc9hlCi9lETmo84wtdXH5uH84vSqN/eiK2GBO+QIi61jZKa1v5+7pyZi3+hMufWMW81z9nxfYavP6e8X5mERERaReVAPinP/2Je+65B7fbTTgcJhwO43a7ueeee3jmmWeOu5++fftGjqurqw87zs7Ojka5ANhsNsaPH88VV1wBwJw5cyKLPux2+1FrOFYds2fPprGxkcbGRiorK6NW64mKMZvomxLHuAInl5/bl6+clU5RRiKxMSbaAiHqW9soq3Wz6KMK/ufFjUx/fCW/+Odm3t26D0+bwqCIiMiZLioBcMGCBQB84xvf4IUXXuCFF17gsssuIxwO87vf/e64+xkxYgSpqakALFq0CGhfSbx69WoApk6dCkBRURFFRUWRcY/XW2+9dcim1C0tLSxfvhyAYDCI1+slJiYmcuv6jTfeoLm5mUAgwJIlSwAYMmTIUWf3bDYbSUlJkZ+uwGwy6N3Lzph8J9PP7ctXBqYzMDMJu9UcCYMV9R5e+ng3P3npU6Y/sZKfvrKJdz6vpsUX6OzyRURE5BSIyptA7HY7mZmZ7Nix45Dzubm5VFVV4Xa7j7uv3//+99x0002R79fW1tLU1ITT6WTDhg1kZWVF3oRx//3388ADDwAwf/585s+fj8fjicy+ZWZmEhcXR3FxMfPmzeOBBx7gwQcfxOVykZWVxY4dO2hubgbgkksuiYS8DRs2MGbMGDweD06nE5vNxu7duzGbzbz66quRIHosx/smkM4SCoWpbvZRVtfKrjo3bl+QUDjcvlDGbGC3xhBvMzOiXwoTCl2MykshKdbS2WWLiIicMbr9m0BiYmLwer0EAgFiYtq79Pv9eL1ezOYTW2hw4403Eh8fz8MPP8zmzZuJjY1l2rRpPPTQQ8d8rq6uru6wzaIPrPCtqqoCYPTo0UyePJnPPvuMTZs2YbPZOPvssykuLubOO++MfO/ss8/m3Xff5Z577mHVqlW0tLQwduxY7r///tOyB+DpYDIZZDhiyXDEMqJfCvuafZTVudlV56bFF8DnbqPRY/Daxj28s6WaOEsM5/XrxYRCJ6PzUkmOs3b2JYiIiMhJisoM4IQJE1i5ciWjRo1i2rRpQPubOdasWcO4ceMit1l7kq4+A3g04XCYmpY2yuvdlNa00uILEAy1zwxazAZ2ixm7NYbh2cmML3QyNt9JSrzCoIiIyInqzBnAqATAJUuWcNlll0VuzUJ7kDAMg5dffpmLL764o0N0O901AB4sHA5Tu/8ZwdKaVpq8/kgYjDEZxFnNxFrMnN03mQn7w6Ar0dbZZYuIiHQL3T4AAvzlL3/h3nvvjezVl52dzS9+8QuuvvrqaHTf7ZwJAfBg4XCYeref8jo3u2pbafAcGgbt+8Pg4N5JTCxsfyVdelJsZ5ctIiLSZZ0RAfCAffv2AeByuaLZbbdzpgXAg4XDYRr3bzBdWtdKfWvb4WEwxsxZWYlMLHQxtsBJ72R7Z5ctIiLSpZwxAdDn81FdXX3YpsnR3L+vuziTA+B/aw+DbnbVuqlt9REMheFAGLSYibWYGJCRGJkZ7JsS19kli4iIdLpuHwC3bt3K9ddfz8qVKw8fwDAIBHrefnI9KQAerMnrp6LOw666VvY1HwiDEGMyYbeYiLWYyXclMGmAi3H5TnJS4w55dlRERKSn6PYBcNKkSbz33ntHHsAwCAZ73tslemoAPFiLL0B5nZuyWjfVzT4CoRAAMSaDWKsZu8VMTmo8kwe4GJvvJN8VrzAoIiI9RrffB/DDDz/EZDLx/e9/n4EDB0b2ApSeLcEWw1mZSZyVmUSrL0BFvYddta1UNfto8QZo8Qaob23j8z1NPLOylL697EwekMbYfCf90xMUBkVERE6RqMwADhw4EMMw2LRpUzRqOiNoBvDo3G37w2Cdm6pGL/5QGMJhzCaDWEv7zGBWsj0yM1iUkYjJpDAoIiJnlm5/C/iVV17hiiuuYOHChXz1q1+NRl3dngLg8fH6g1TUeyirc1PZ4CEQChEOEwmDsRYzGUmxTOzvZEKhi4GZSQqDIiJyRuiWATAvL++Q3ysrK/H7/TgcDpKTk/8zgGEc9oq2nkAB8MT5AkF213vYVeumstGDPxgmvH9m0BZjxm41k5ZoY0Khk/GFLob0dmBWGBQRkW6qWwZAk8l0fANoEYgC4EloC4TY3eChrLaV3Q1e2oKhSBi0xpiIs5pJjT8QBp0M7ZOMxXx8/5sUERHpCrrlIpD7778/mnWIHMIaYyLXGU+uMx5/MERlQ/tt4vJ6D15/CE9bkIb9byZ58ePd9IqzMqHQybgCJ8Oye2GNURgUERE5mqi/CUTaaQbw1AgEQ1Q2etu3l6lz4wu0zwyaTAZWc/vMoMNuYXyBk3GFToZn9yLWYu7sskVERA7TLWcA/1ttbS0LFixg3bp1AIwYMYLvfe97pKamRmsIEWLMJrJT4shOiWNUKMTeRi9l+8Og1x/C62+fGdzTWMGrG/eQFGthbH4q4wudnJeTgt2qMCgiIhKVGcDy8nLGjh1LZWXlIed79+7NypUr6dOnT0eH6HY0A3h6BUNh9jZ5I6+k8/qDhMJhTIaBJcZEnMVMQmwMY/JTGVfgZGS/FOJt2q9SREQ6T7dcBHKwa665hr/+9a+YTCYGDBgAwJYtWwiHw/y///f/+POf/9zhQrsbBcDOEwyFqW72UlbrZledG0/bQWHQbMJuNZNgMzMyN5UJhU5G5qaQGGvp7LJFRKSH6fYBMCMjg+bmZt5//32GDRsGwEcffcT48eNJSkpi7969HS60u1EA7BpC4TDVzT7Ka93sqmul1dceBg3DwGI2iLPGEGc1MyI3hQkFTkblpeKwKwyKiMip1+0DoNVqZcCAAWzcuPGQ84MHD2bbtm34fL6ODtHtKAB2PeFwmH3NPsr3v5Ku2RcgFPpPGLRbzcRZYjg3pxcTCp2MyU8lOc7a2WWLiMgZqtsvAsnIyGDr1q288sorXHLJJQAsWbKErVu3kpmZGY0hRDrMMAzSkmJJS4pleHYyNS1tlNe3PzPY7PXT6PbTZAR447O9vLdtH7FWM8P6JjOh0MWY/FScCbbOvgQREZGoiEoAvOSSS3j88ce57LLLiIuLA8DtdgNw6aWXRmMIkagyDANXog1Xoo1hfZOpa22jvN5DaW0rTR4/jR4/Td4Ab22uZmVJLbEWM0P7OJjUvz0MpiXGdvYliIiInLSo3AKur69n4sSJbNq06ZDzgwcPZvny5Ye8Gq6n0C3g7ikcDtPg8VNW52ZXTSsNHj/B/beJY0ztt4ljLWYGZSUxsdDFuAInGQ6FQREROXHd/hlAAJ/Px3PPPXfIPoBXXXUVNlvPvG2mANj9hcNhGj3+yDODda1th4fBGDMDMhOZVOhiXKGT3sn2zi5bRES6iTMiAMqhFADPPE0eP+X1bkpr3dS2+PaHQTCbTNgtJmItZgrTE5lY6GJ8gZO+KXYMw+jsskVEpIvq9otAAN566y3eeustqqqqODhTGobBU089Fa1hRDpNkt3CILuDQVkOmr3/mRmsafbR7A3Q7AtQ7/bzSUUDT72/g1xnPJMGpDEuP5VcZ7zCoIiIdBlRmQH8xS9+wX333XfY+fD+/daCwWBHh+h2NAPYc7T4AlTsX01c3eQjEAoBEGMyiLWYsVvNZKfEM3mAi7H5qRSkJSgMiohI978F3KdPHyorK7FYLKSlpRETc+jE4s6dOzs6RLejANgzudsClNd5KKtrZW+Tj0AwDISJMRnY9ofBPsn29pnBglT6pyViMikMioj0RN3+FnBTUxMul4vPPvuM1NTUaHQp0i3FWWMYkJHIgIxEPP4gFXVuyurc7Gn00toWoNUXoL61jW3VLfx19S4yHbFMGuBibL6TgZlJCoMiInJaRCUAXnrppSxbtqxHbvcicjT2/YtCCtMT8fqDVNR7KKtzU9ngwX0gDLrbKNnXyt8+KCc9ycak/u1bywzKcmBWGBQRkVMkKgFw+PDh/OMf/2DSpEl885vfPCwIXnvttdEYRqTbirWYKUhLoCAtAV8gyO79YXB3gwePP4i7LUCDu43SGjd/X1eBK8HGxP5OxhY4GdrbQYzZ1NmXICIiZ5CoPANoMpmO+lC7YRgEAoGODtHt6BlAOR5tgRC7GzyU17mpqPfQFgwRDocxmwysMSbsFjOpCdbIptND+yRjjVEYFBE5E3T7ZwABjpYjtc2gyNFZY0zkOuPJdcbjD4aobGifGayo9+D1h/C0BWn0+Kmo8/Dix7vpFWdlfKGTcQVOhmUnY4sxd/YliIhINxSVABjav+2FiJw8i9lETmo8OanxBIIh9jR6KatzU17vbg+D/iANHj+7Gzws2VBJst3C2HwnEwqdDM/pRaxFYVBERI5P1GYARSR6Yswm+qbE0TcljmAozN5GL2V1rZTVufH4Q3j9QRrdfvY0VvDap3tIirUwJj+V8QVORvRLwW5VGBQRkaNTABTp4swmg9697PTuZWdkbpiqpvaZwbI6N562YCQM7m3ysvTTvSTGxjA6rz0MjsxNId6mf8xFRORQXfJp8ueff57hw4djt9tJSUlh+vTplJSUHPM7ixcv5vzzz8fhcGAYBoZhsHTp0kPaVFRU8N3vfpchQ4bQq1cvEhISGDx4MA8//DB+vz/SrrS0NNLHf//88Y9/PCXXLHI8zCaDrGQ7o/NSmT68DxcOymBQVhJxNjP+QIgGdxu76z0sWb+b+5dsYvoTK7n/5U9587Mqmr3+Lx5ARER6hC43NfDUU09xww03AJCbm0ttbS2LFi3ivffeY8OGDWRkZBzxe8uXL2fFihX06dOHpqamI7bZvn07Tz75JAkJCRQUFLBjxw42bdrEnXfeyY4dO3jssccO+86oUaMO+T0tLa2DVygSHSaTQYYjlgxHLOf1S2Ffs4/yOjeltW5afQF87jYaPQb/3LiHd7ZUE2eN4bycXowvdDEmLxVHnKWzL0FERDpJVLaBiZa2tjZ69+5NTU0NxcXFLFy4kMrKSoqKimhubua2225j/vz5R/xuVVUVvXr1YuXKlUyZMgWA119/nalTp0bafPLJJ3zwwQdcc8012Gw26uvrOffcc9m5cydJSUk0NjYC7TOAubm5wMmvYtY2MNJZwuEwNS1t+8NgK82+AKFQ+3u5LWYDu9VMnCWG4TnJjC9wMSY/lZR4a2eXLSLS45wR28BEw9q1a6mpqQGguLgYgKysLEaPHs2bb7552C3dg6Wnp39h/0OHDmXo0KGR33v16sXgwYPZuXMnNpvtiN9xuVx4PB4KCwu5+eabueGGGzCZjnzn3Ofz4fP5gPa/VJHOYBgGrkQbrkQbw7KTqW1ti8wMNnv9NLr9NBkB3thUxfvbaoi1mDmnbzIT+rsYm5+KM+HI/yyIiMiZ46QD4PLly0/qexMnTjzqZ+Xl5ZHjg2+1Hgh3ZWVlJzXm0WzZsoW3334bgO985zuHfZ6WlkZGRgYlJSWsX7+em266iZKSEubNm3fE/ubOncuDDz4Y1RpFOsIwDJwJNpwJNs7pm0y92x+ZGWz0+Gn0+GnyBnj782pW7agl1mJmSG9H+1tI8p2kJ8V29iWIiMgpcNIBcPLkyUd9+8eRhMPtt6CCweAJj3Uq7lKvXbuWSy65hNbWVqZNm3ZIcHO5XHzyyScMGTIEgLq6OiZMmMBnn33G7373O372s59htR5+y2z27Nn88Ic/BNpnALOysqJet8jJMgyDlHgrKfFWhvZx0OBpD4O7at3Uu9to8vhp9gZYvnUfa0vreNRSwsDMJCbunxnMSrZ39iWIiEiUnHQAfOedd6JZBwB9+/aNHFdXVx92nJ2dHZVxXn75ZWbMmIHb7ebGG2/ksccew2z+z75p8fHxkfAHkJKSwkUXXcRnn32Gx+OhpqbmiOHOZrNFbiUf3J9IV2MYBr3irPSKszK0TzKNB4XB2lYfTftnButba/hwVz1PLDPRPyORSf1djM130jclrrMvQUREOuCkA+CkSZOiWQcAI0aMIDU1NbLy96qrrqKyspLVq1cDRBZ0FBUVAXDrrbdy6623ntAYjzzyCD/84Q8Jh8PMmzePu+6667A2L7/8Mna7nQsuuACAhoaGyPOH8fHxuFyuk75Gka7IYbfg6O1gcG8HTd7/hMGaFh/NXj/NPqjb4WdDeQO/X76DfFcCkwekMa4gleyUuBO6GyAiIp2vSy0CsVqtzJkzh5tuuolFixaRl5dHbW0tzc3NOJ1OZs2aBbQ/uwdEFowAzJ8/n/nz5+PxeCLnZs6cSVxcHMXFxcybN49Vq1Zxxx13AJCYmMjixYtZvHhxpP2LL75IZmYmH3/8MQ8++CAOh4OcnBx27NhBS0sLAHfddRcWi7bPkDNXUqyFQVkOBmU5aPEGKK93s6u2lX3NPpq9AZq9Aepb/Xxa2chT7++gX2o8kwe4GFvgJM8ZrzAoItINdKkACHDjjTcSHx/Pww8/zObNm4mNjWXatGk89NBDx3ymrq6u7rDNovfs2QO0bxEDRFboAjQ3N7NmzZpD2h/4/JJLLqG0tJQVK1awfft27HY7Q4cO5fvf/z7f/OY3o3KdIt1BQmwMZ2UmcVZmEq2+9jBYVuumqslHizdAizdAfWsbm/c08fTKUrJ7xTFpgItxBU4K0xIUBkVEuqgutQ/gmUT7AMqZzN0WoKLew67aVvY2+QiEwhAOYzYZxFrM2C1msnrZmdy/PQwOSE/EZFIYFBE5mPYBFJFuJc4aQ//0RPqnJ+L1ByNhcE+jF3dbgFZfgHp3GyXVLfx1TRmZjlgm9ncxvsDJwMwkhUERkU6mACgiHRJrMVOQlkBBWgI+f5CKBg9ltW52N3hwtwVp9QVocLexY18rL6wtJy3RxsT+TsYVuBjS24FZYVBE5LRTABSRqLFZzOS7Esh3JeALBKls8FJW20pFgwePP4i7rT0Mlta2svDD3aTGW5nY38W4glSG9knGYj7yW3ZERCS6TjoA5uXlnVB7wzAOW6QhImcuW4yZXGc8uc54/MEQuxs8lNW5qajz4PWH8LT5aHC3UV7vZvFHFaTEW5lQ2D4zeE7fZKwxCoMiIqfKSQfA0tLSE2qv1YAiPZfFbKJfajz9UtvD4J5GL2V1rZRHwmCQBo+finoPL6+vJDnOwviC9gUkw3OSscVoY3URkWjq0C3g/Px87r333i9s97Of/YydO3d2ZCgROUNYzCayU+LITokjsD8Mlte5Kat34/WH8Prbw2BlQzmvfFKJw25hbH4q4wtcnNevF7EWhUERkY7qUAB0uVxcd911X9ju8ccfVwAUkcPEmE30TYmjb0oco0Jh9u6fGSyr8+D1B/H6gzS6/exp9PL6p3tJtMUwJt/JuIJURuamEGfVY8wiIiejQ+8CTkpKOq62jz/+OE1NTSc7lIj0AGaTQe9ednr3sjMyN0xVU/vM4K46N562IPX7w+BLH+/mX5v2kmAzMyovlQmFTkbmppJgUxgUETle2gj6FNFG0CLREQqHqW7y7Z8ZdNPqCxIKhzEMA4vZIM4aQ5zVzIjcFCYWuhiVl0JSrF7XKCJdX7ffCLq5uZnVq1ezfft2GhsbSUpKorCwkNGjR5OYmBiNIUSkhzIZBhmOWDIcsYzol8K+Zh9l+2cGW/bvMdjoMXh94x6WbakmzhLDuTm9mNjfyei8VJLjrJ19CSIiXU6HAuAbb7zB448/zmuvvUYgEDi885gYvva1r3HLLbfw5S9/uSNDiYhgGAZpSbGkJcVybk4valrat5EprWmlxReg0e2nyQjwxmd7eW/bPuzWGIb1dTChv4sxeamkJtg6+xJERLqEk74FPGHCBFauXMmBrzscDrKzs0lKSqKpqYmysjIaGxvbBzEMxo0bx/Lly6NXeRenW8Aip084HKautY3yeg+lNa00ef0EQ+23iWNMBnFWM7EWM0P7OJjY38XYfCeuRIVBEelcnXkL+KQDoMlkYvjw4cyYMYOLL76Y/v37H9Zm69atvPrqq/zlL39hw4YNBIPBDhfcXSgAinSOcDhMg9tPWb2bXTWtNHgODYP2/WFwcO8kJha27zWYnhTb2WWLSA/ULQPgsmXLmDx58nG3f+edd5gyZcrJDNUtKQCKdL5wOEyjx095nYfSulbqW9sOD4MxZooyE/e/ks5J72R7Z5ctIj1EtwyAcmwKgCJdT6PHT3m9m121bmpbfARDYTgQBi1mYi0m+qfvD4P5TrJT4zq7ZBE5g3X7VcAiIt2Bw27BYXcwOMtBk9dPRZ2HXXWt1DT7aPb6afZBvdvPhooG/vjeDvJcCUzaPzPYLzVOr7QUkTNGhwKgyWSK/AvRMIwjrgQWEemKkmItDMyyMDAriRZfgIr9W8tUN/lo8QZo8Qaob21j0+5Gnl6xk5zUeCYPcDE2P5V8V4LCoIh0ax0KgNdee63+JSgi3V6CLYaizCSKMpNo9QWoqPdQVtfK3iYfLb4ALb72MPj5niaeWVlK3152JvVPY1yBk/7pCoMi0v3oGcBTRM8AinR/nrYgFfXtM4N7G734Q2EIhzGbDGItZuwWM1nJdib1dzG2IJWzMpIwmRQGReT4nHHPAFZUVLB27VoGDhzIgAEDTsUQIiKnnN1qpjA9kcL0RLz+4P6ZQTeVDR7cbQFafQHq3W1sr27huQ/KSE+KZVJ/J+MLXAzKUhgUka4rKgHwrrvuYuHChTz33HPY7XbGjx+P2+3GbDazcOFCLr300mgMIyLSaWItZgrSEihIS8AXCLJ7fxjc3eDB4w/ibmt/LV1pTSt/X1dBWqKNCYVOxhU4GdLbQYzZ1NmXICISEZUA+MYbb1BdXc25557LnXfeSWtra+SNIPPmzVMAFJEzii3GTJ4rgTxXAm2BELsb9ofB+v8Kg7WtLPqogpR4GxMLnYwvdDK0TzIWhUER6WRRCYClpaXk5ORgsVj48MMPycvLY/PmzeTm5rJ58+ZoDCEi0iVZY0zkOuPJdcbjD4ao3B8Gy+s9eP0hPG1BGtx+KurcvPjxbnrFWRlf6GR8gZNh2b2wxigMisjpF5UA6Pf7MZvNAGzZsoUJEyZgsVhIT09XABSRHsNiNpGTGk9OajyBYIjKRi/ldW7K69x4AyE8/iANHj+7Gzws2VBJst3CuIL2MDg8pxexFnNnX4KI9BBRCYDZ2dls2rSJCy+8kNraWoYNGwbA3r17ycjIiMYQIiLdSozZRHZKHNkpcQRCIfbuD4O76tx4/SG8/iCNbj97Giv458Y9JMVaGJufyrgCJyP6pWC3KgyKyKkTlW1gfvWrX3HnnXcCYLPZ2LRpEwAFBQVMmzaNhQsXdnSIbkfbwIjIkQRDYfY2tYfBsjo3nrYgoXAYk2FgiTERZzGTEBvD6LxUxhc6GdkvhXibXtokciY6I94F/Morr7Bt2zYuvPBCBg0axPbt23n33XcZNmwYw4cPj8YQ3YoCoIh8kVAoTFXz/pnBWjfug8Og2cBujSHBZmZkbgrjC1yMykshMdbS2WWLSJScEQHwYIFAgJiYnv1frAqAInIiQuEw1c0+ymvd7KprpdXXHgaN/WEwzmomzhrDiH4pjC90MjovFYddYVCkO+vMABi15WfvvvsukyZNIjY2lkmTJvHWW28xc+ZMVq5cGa0hRETOWCbDICMplhG5KRQP78NFQzIY2ieZpNgYAqEwDW4/exq9vP7pHn7+z8/45hOrmL34E17buIf61rbOLl9EupmoTNMtW7aMCy64gEAgAEA4HCY7O5tnnnkGgLFjx0ZjGBGRHsEwDNISY0lLjGV4djI1LW1U1LsprXXT7PXT6PbTZAR487Mq3t9WQ6zVzLC+yUwodDEmPxVngq2zL0FEurioBMD77ruPYDDIN77xDV588UUACgsLSU9PZ8WKFdEYQkSkRzIMA1eiDVeijXP6JlPX2kZ5vYddta00evw0evw0eQO8tbmalSW1xFrMDO3jYGKhi7H5qaQlxXb2JYhIFxSVALhu3Tpyc3NZtGgRJtN/7ipnZmaydevWaAwhItLjGYZBaoKN1AQbZ/dx0ODxU17nprS2lQa3nyaPn2avn3e3tPHBzjpiLWYGZiYxqb+LsQWpZDrsnX0JItJFRCUAxsTE8N9rSUKhELt3745sEC0iItFjGAa94qz0irMypLeDJm+Asjo3u2pbqWtt2x8GA6xoreHDXfU8vsxE/4xEJvdPY2xBKn16xXX2JYhIJ4rKIpBhw4ZRWlrKd77zHQD27dvHVVddxb59+zj33HNPuL/nn3+e4cOHY7fbSUlJYfr06ZSUlBzzO4sXL+b888/H4XBgGAaGYbB06dJD2lRUVPDd736XIUOG0KtXLxISEhg8eDAPP/wwfr//kLbbt29n+vTppKSkYLfbGT58OC+88MIJX4uIyKlmGAYOu4UhvR1cPDSLy87pzcjcFNISbYTCYZq9fva1+Fi9o45H3trKdX/6gJv+70OeW1NGWa37sP+AF5EzX1S2gXn99de5+OKLj/jZq6++ykUXXXTcfT311FPccMMNAOTm5lJbW0tTUxNpaWls2LDhqG8WueOOO3jiiSfo06dPJCy+/vrrTJ06NdJm2bJlTJkyhYSEBAoKCtixYwdNTU0A3HzzzTz22GMA7Nmzh3POOYfq6mqSkpJITU1l586dkfpmzpz5hdehbWBEpCto9vqpqPdQWttKTbOPQKj9X/kxJhOxVhN2i5l+zngm93cxrsBJrjMewzA6uWqRnqHbbwNz0UUX8dxzz5GdnU04HI6sAv7LX/5yQuGvra2NWbNmAVBcXMyOHTvYvHkziYmJVFdXM2fOnKN+d/bs2TQ1NfHHP/7xqG1SUlL4wx/+QE1NDR9//DGlpaXk5uYC8Ne//jXSbu7cuVRXV5OYmMjmzZvZsWMHxcXFANx99920tWnLBRHpHhJjLZyVmcRFgzOZNrwPY/JTyUpufxawxRtgX7OPj3fV8/iyEm54dh0zn1nLMyt2sq2qWTODImewqO3WfMUVV3DFFVdQU1MDgNPpPOE+1q5dG/n+gcCVlZXF6NGjefPNNw+7pXuw9PT0L+x/6NChDB06NPJ7r169GDx4MDt37sRm+8+2Ca+//joAY8aMISsrC4Bp06axaNEiampqWLdunba2EZFuJ94WQ1FGEkUZSbjbAlTsX028t8lHiy9Iiy9AQ2sbn+9t5tlVu+jTy87E/TODA9ITMZk0MyhypohKABw4cCDf+ta3uPrqq+ndu/dJ91NeXh45TktLixwfCHdlZWUnX+QRbNmyhbfffhsg8vziwXUcqYYDdRwpAPp8Pnw+H9A+rSsi0lXFWWPon55I//REPP4gFfVuymrd7Gn00toWoNUXoN7dxrbqFp5bU0amI5ZJA1yMzXcyMDNJYVCkm4vKLeDPP/+c2bNn069fPy688EKee+45PB5PNLoGOCW3IdauXcukSZNobW1l2rRpPPjggx2uYe7cuTgcDhwOR2TmUESkq7NbzBSmJXL+WelMP7cPEwtd5KTGYzIM3G0Balp8fLaniT+9X8ptf/uYq/6wmsfe2c6G8gaCId0mFumOohIAf/CDH5CTk0MwGOTNN9/kmmuuISMjg+uvv55ly5Yddz99+/aNHFdXVx92nJ2dHY1yefnll5k8eTJVVVXceOON/P3vfz/k3cUH6jhSDceqY/bs2TQ2NtLY2EhlZWVUahUROZ1iLWbyXQl8qSiNy8/rw8T+LvKc8ZhNBh5/kNoWH1urmvnzqlLueGE9V/5+Fb97exsf7qonEAx1dvkicpyiEgB/9atfsWPHDtatW8esWbMoLCykubmZZ555hvPPP5/8/PzICttjGTFiBKmpqQAsWrQIgMrKSlavXg0QWdFbVFREUVERCxYsOOFaH3nkEaZNm4bH42HevHk8+eSTh+1VeGCcVatWRYLc4sWLgfZnG88777wj9m2z2UhKSor8iIh0Z7YYM3nOBCYNSOPyc/syub+LfFcCMSYTXn+I2hYf26tb+MvqXfzo7+u54ver+O2bW1lbWkdbQGFQpCuLyjYwB/v888/505/+xOOPP47b/Z/9pQzD4Pbbb+c3v/nNMb//+9//nptuugk4dBsYp9PJhg0byMrKimxRcP/99/PAAw8AMH/+fObPn4/H44mEtszMTOLi4iguLmbevHmsWrUq8uxeYmIiAwcOPGTsF198kczMTHbv3s0555xDTU3NYdvA/P73vz/kecGj0TYwInKm8gdDVDZ4KK9zU17vwRcIEQ6HMZkMrGYTcVYzyXFWJhQ6GVfgZFh2MrYYvRRA5L915jYwUVkE0tLSwvPPP8+f/vQn1qxZA7Q/M5eZmckNN9zAwIED+d73vsezzz77hQHwxhtvJD4+nocffpjNmzcTGxvLtGnTeOihh475XF1dXd1hm0Xv2bMHgKqqKoDIAg2A5ubmSK0HHPi8d+/erFixgtmzZ/PWW29RWVnJOeecw5133smMGTOO809FROTMZDGbyEmNJyc1nkAwxJ5GL2V1bsrr3Xj9Ibz+IA0eP5UNHpZsqMRhtzAu38n4Qifn5vQi1qIwKNLZojIDmJiYeMhs35QpU7j55pu57LLLIs/WXXnllfzjH/8gGAx2dLhuQTOAItLTBENh9jZ6KatrpayuPQyGwmFMhoE1xoTdaibRFsOY/WFwZL8U7FaFQem5uv0MYGtrKw6Hg+uuu46bb76ZAQMGHNbm1ltvPaFNoUVEpHsxmwx697LTu5edkblhqpraZwbL6tx42oJ4/UEa3X5e+ng3/9q0l8TYGEblpjCh0MWI3BQSbFHbmlZEvkBUZgD/9Kc/cdVVV2G326NR0xlBM4AiIu1CoTDVzT7K6lrZVefG7QsSCocxDAOr2cBujSHeZmZkvxTGF7oYlZdCUqyls8sWOeU6cwYw6otApJ0CoIjI4cLh9jBYXudmV62bFl8gEgYtZoM4qxm7JYbz+vViQqGT0XmpJMdZO7tskVOi294CzsvLixwbhnHYIgwREZGDGYZBelIs6UmxnJvTi5qWNsrr3ZTWtLa/is7tp9EI8K9Ne1m+dR92awzDs5MZX+hkbL6TlHiFQZFo6FAAzM7OjmzJIiIiciIMw8CVaMOVaGNY32RqW9siM4NNXj+NHj9N3gBvflbFiu01xFrMnN03mQn7w6Ar0fbFg4jIEekW8CmiW8AiIicnHA5T7/ZTXuemtLaVRo+fYKj9NnGMycBuNRNrMTOktyOy12B6Umxnly1ywvQM4BlIAVBEpOPC4TANnvYwuKvOTX1r2+FhMMbMWVmJTCx0MbbASe9kLUiU7kEB8AykACgiEn2NB8JgrZvaVh/BUBgOhEGLmViLiQEZ7WFwXIGTvilxnV2yyFEpAJ6BFABFRE6tJu9/wmBNy4EwCDEmE3aLiViLmXxXApMGuBiX7yQnNU7PrUuXogB4BlIAFBE5fVp8gUgY3NfsJRBq/7+2GJNBrNWM3WImJzWeyQNcjM13ku+KVxiUTtdtt4ERERHpChJsMZyVmcRZmUm0+gKU17spq3VT1eyjxRugxRugvrWNz/c08czKUvr2sjN5QBrjCpwUpiUoDEqPowAoIiJnlHhbDEUZSRRlJOFuC1BR72FXnZuqRi8tbUFafO1hcGtVC/+3ahdZyfbIzGBRRiImk8KgnPlOWQCcOXMmAEOHDuW2227DbNYLv0VE5PSKs8bQPz2R/umJeP3B9jBY28qeRi/utgCtvgD17jZK9rXw1zVlZCTFMrG/kwmFLgZmJikMyhnrlD0DaDKZIlPqQ4YM4fe//z0jR448FUN1SXoGUESk6/IFguyu97Cr1k1lowd/MEw4HMZsMrDFmLFbzaQl2phQ6GR8oYshvR2YFQYlys7IRSD9+vXDMAwaGxtpaGjAZDIRCAROxVBdkgKgiEj34AsEqWzwUlbbyu4GL23BUCQMWmNMxFnNpMYfCINOhvZJxmI2dXbZcgY4IxeBlJaWRo43btzIu+++e6qGEhEROWm2GDO5znhynfH4gyEqGzyU1bkpr/Pg9YfwtAVp2P9mkhc/3k1KvJXxBe1vIBmW3QtrjMKgdD/aBuYU0QygiEj35g+G2NPopayulfI6D75A+8ygyWRgNbfPDDrslvYwWOjk3Jxe2GL0vLscv247A/jss88e8vu1117boWJERES6CovZRHZKHNkpcQRCIfY2eimrc1NW58brD+H1t88M7mms4NWNe3DYLYzJS2V8oZPzclKwWxUGpevq0AzggYUe4XD7exmDwWA0a+vWNAMoInJmCobC7G30Ul7fvvG01x8kFA5jMgwsMSbiLGYSYmMYk5/K+AInI3NTiLNq1zU5XLedAXznnXeiVYeIiEi3YDYZ9O5lp3cvOyP6pVDd7KWs1s2uOjeetiD1/iCNHj8vf1zJG5uqSLCZGZmbyoTC9jCYGGvp7EsQ0TOAp4pmAEVEepZQOEx1k4+yulbK6ty0+tpnBg3DwGI2iLPGEGc1MyI3hQkFTkblpeKwKwz2ZN12BvCAnTt3Ul5ezsCBA0lNTeXXv/41y5cv5+yzz+YnP/kJFov+By4iImc2k2GQ4YglwxHLiH4p7Gv2UVbXPjPY4gvQ4G6j0WPw+sY9LNtSTZwlhnNzejGh0MmY/FSS46ydfQnSg0RlBvAb3/gGS5Ys4dNPP+Wjjz7immuuae/cMLjzzjt56KGHOlxod6MZQBERAQiHw9S0tEWeGWz2+gmG/jMzaLeYibWaGdY3mYn9XYzJSyU1wdbZZctp0O03gs7NzcXj8bB3715mzJjBokWLmDlzJn/4wx/Izc1l27Zt0ai1W1EAFBGR/xYOh6lrbaO83kNpbStNnv+EwRiTgd1qJtZiZmgfB5P6uxiTn0paYmxnly2nSLcPgHa7nYEDB/Lhhx8ydOhQEhISWLlyJUOHDqWkpITW1tZo1NqtKACKiMixhMNhGjz+9tvENa00HCUMDspKYmKhi3EFTjIcCoNnkm7/DGB8fDx79uxhz549bN++nRkzZgAQCoWw2TSNLSIi8t8Mw6BXnJVecVaG9nbQ6PFHZgbrW9to8vhp9gZ4f1sNH+6q5/FlJQzITGRSoYtxhU56J9s7+xKkG4tKADz77LNZtmwZffr0AWDcuHGEQiHKy8vJy8uLxhAiIiJnLMMwSI6zkhxnZUhvB00eP+X1bkpr3dS2+Gjy+Gky/NSVtLG+rJ4nl5dQmJ7IpP4uxuU7yU6N6+xLkG4mKgFwzpw5fO1rX6Ouro4xY8YwY8YMli1bRnNzM2PHjo3GECIiIj1Gkt3CILuDQVkOmr3tM4O7alupafbR7A3Q7AtQ7/bzSUUDf3xvB7nOeCYNSGNcfiq5zngMw+jsS5AuLmr7AIbDYerr60lJSYmcCwaDmM0981U4egZQRESircUXoGL/auLqJh+BUAiAGJNBrMWM3WomOyWeyQNcjCtIJd+VoDDYhXX7ZwChffq6oaGBf/3rX8TFxfH1r3+9x4Y/ERGRUyHBFkNRRhJFGUm42wKU13koq2tlb5OPFl+AFl+A+tY2Pt/bxJ9XldIn2d4+M1iQSv+0REwmhUFpF5UAGAwGuemmm3jmmWcIh8OMGjWKpqYmvvWtb/Hb3/6W2267LRrDiIiIyH5x1hgGZCQyICMRjz9IRZ2bsjo3exq9tLYFaN0fBrdVt/DX1bvIdMQyeUAaY/JTGZiZpDDYw0XlFvDPf/5z7rvvvsjvo0eP5o033iA1NZWJEyfy5ptvdnSIbke3gEVEpDN4/UEq6j2U1bmpbPAQCIUIh9vfYWyLab9NnJ5ka19AUuBkUJYDs8Jgp+j2t4CffvppLBYL//jHP7jssssASEhIoG/fvmzevDkaQ4iIiMhxiLWYKUhLoCAtAV8gyO79YXB3gwePP4i7rf21dKU1bv6+rgJXgo2J/Z2MLXAytLeDGLOpsy9BToOoBMCKigoGDhzIpZdeesj5xMREysvLozGEiIiInCBbjJk8VwJ5rgTaAiF2N+wPg/WHhsFdda0s+qiClHhrZNPps/smY1EYPGNF5W/W6XSyc+dOamtrI+fKysrYvHkzLpfrhPt7/vnnGT58OHa7nZSUFKZPn05JSckxv7N48WLOP/98HA4HhmFgGAZLly49rN3Pf/5zRo4cic1mi7Tzer2HtCktLY189t8/f/zjH0/4ekRERDqbNcbUvl1MfxeXn9eHKQNcFKQlYDGb8PpD1La0sWNfK8+tKePH/9jAN59Yxa/e2MLqHbW0BUKdXb5EWVRmAC+88EKeeeYZhgwZAsBnn33G8OHD8fv9TJ069YT6euqpp7jhhhuA9ncM19bWsmjRIt577z02bNhARkbGEb+3fPlyVqxYQZ8+fWhqajpq/wsXLqS0tBSXy8Xu3bu/sJ5Ro0Yd8ntaWtoJXI2IiEjXYzGbyEmNJyc1nkAwxJ5GL2V1bsrr3Xj9ITz+IA0eP7sbPCzZUEmy3cLYfCcTCp0Mz+lFrEW7fHR3UVkEsmfPHkaNGkVFRcUh53v37s2aNWvIyso6rn7a2tro3bs3NTU1FBcXs3DhQiorKykqKqK5uZnbbruN+fPnH/G7VVVV9OrVi5UrVzJlyhQAXn/99cMCaEVFBb179+bBBx/kwQcfBMDj8RAb+5/3K5aWlpKbmwu07294MrQIREREuptgKMzeRi9lda3sqmsPg+FwGJNhYI0xYbeaSYq1MCY/lfEFTkb0S8FuVRg8Wd1+EUhmZibr169nwYIFfPDBBwCMGDGC733vezidzuPuZ+3atdTU1ABQXFwMQFZWFqNHj+bNN9884i3dA9LT049rjAOvqzteLpcLj8dDYWEhN998MzfccAMm05HvnPt8Pnw+H9D+lyoiItKdmE0GvXvZ6d3LzsjcMFVN7TODZXVuPG1BvP4gjW4/e5u8/OvTvSTExjA6rz0MjsxNId4Wte2F5RSLyt/U8uXLSUpKOmQrGGgPRG63m7i443tH4cELRg6+1Xog3JWVlUWh2uOXlpZGRkYGJSUlrF+/nptuuomSkhLmzZt3xPZz586NzCqKiIh0Z2aTQVaynaxkOyP7pVDd7IvMDLp9Qer9QRo9fpas382bn1URbzMzKjeFcQUuRuelkBhr6exLkGOIyiKQyZMn873vfe+I55OSkjrcf5TeVnfcXC4Xn3zyCVVVVWzYsIGysjIGDhwIwO9+9zva2tqO+L3Zs2fT2NhIY2MjlZWVp7NkERGRU8ZkMshwxDIyN5Xi4X2YOjiDwb0dxNti8AfDNLjbqGzw8uone/jZq5u4/IlV3PviRpZ+updGt7+zy5cjiNpc7ZFCWmtr6wmFt759+0aOq6urDzvOzs7uQIXHLz4+PrKgBSAlJYWLLrqIzz77DI/HQ01NzRGfa7TZbNhsNgC9Bk9ERM5IJsMgPSmW9KRYzsvpRU1LG+V1bkprW2n2BWhw+2n0BFi6aS/vbttHnCWG4TnJjC9wMSY/lZR4a2dfgtDBAPilL30pcvzZZ58d8ntrayuffvopycnJx93fiBEjSE1Njaz8veqqq6isrGT16tUAkQUdRUVFANx6663ceuutHbmEI3r55Zex2+1ccMEFADQ0NESeP4yPjz+prW1ERETONIZh4Eq04Uq0MSw7mdrWA2HQTbPXT6PbT5MR4I1NVby/rYZYi5lz+iYzob+LsfmpOBNsnX0JPVaHAuCyZcsi++M1NTWxbNmyw9p8+ctfPu7+rFYrc+bM4aabbmLRokXk5eVRW1tLc3MzTqeTWbNmAbBlyxaAyIIRgPnz5zN//nw8Hk/k3MyZM4mLi6O4uDjy3N7VV1/NmjVrqKuri7QbNGgQhmHwy1/+kmnTpvHxxx/z4IMP4nA4yMnJYceOHbS0tABw1113YbHouQYREZGDGYaBM8GGM8HGOX2TqXf7IzODjR4/jR4/Td4Ab39ezaodtcRazAzt42BCoZOx+U7Sk2K/eBCJmg4FwOuuuw6AP//5z7hcLr761a9GPouLi6OoqIiZM2eeUJ833ngj8fHxPPzww2zevJnY2FimTZvGQw89dMztZOrq6g7bLHrPnj1A+xYxB+zevfuwdjt27ACI7B94ySWXUFpayooVK9i+fTt2u52hQ4fy/e9/n29+85sndD0iIiI9jWEYpMRbSYm3MrSPgwZPexjcVeum3t1Gk8dPszfAu1v28cHOOh61lDAwM4mJ+2cGs5LtnX0JZ7yo7APYr18/zj33XBYtWhSNms4I2gdQRETkcI0HhcHaVh/BUBgMA4vJINZixm4x0T8jkUn9XYzNd9I35fh2EumOOnMfwKgEwANaW1v55JNPMJvNjBw5MlrddksKgCIiIsfW5PFTXt8eBmtaDoRBiDGZsFtMxFrM5LsSmDwgjXEFqWSnxGEYRmeXHTWdGQCj9pbnn//856SnpzN+/HjuuOMO/v73v5OXl8dzzz0XrSFERETkDJJktzAoy8FXh2QybVgfRuelkpkUC+Ewzd4A+5p9rCutZ8E725j5zFpueHYd/7eqlJJ9Lad9i7gzTVS2gXniiScO2wT6/PPPp7y8nOeff54ZM2ZEYxgRERE5QyXExnBWZhJnZSbR6gtQXu+mrNZNVZOPFm+AFm+A+tY2Nlc28fTKUrJ7xTFpgIvxBU4K0hLOqJnB0yEqAXD+/PmYTCZ+/etfc8cddwCQmppK79692bBhQzSGEBERkR4i3hZDUUYSRRlJuNsCVNR72FXbyt4mHy2+IC2+9jC4paqZ/1u1i9697Ezq72JcgZMB6YmYTAqDXyQqzwDabDaKiorYsGEDJpOJ0aNHs3LlSoYPH85nn32G1+uNRq3dip4BFBERiS6PP0jF/pnBPY1eAqEQ4XD7a+tiLWZiLWYyHbFM7N8+MzgwM6lLh8HOfAYwKjOADoeDysrKQ4JeQ0MDW7duxeFwRGMIERER6eHsFjOFaYkUpiXi8wepaPBQVutmd4MHd1uQVl+ABncbO/a18sLactISbUzs72RcgYshvR2Yu3AYPN2iEgAnTZrE4sWLGTVqFAAlJSWMHDkSj8fDxRdfHI0hRERERCJs+1cI57sS8AWC7G7wUF7rpqLBg8cfxN3WHgZLa1tZ+OFuUuOtTNx/m/jsPg5izFFbB9stReUW8JYtWxg1ahRNTU2RhzDD4TAOh4NVq1ZFXt3Wk+gWsIiIyOnnD4bY3eChrM5NRZ2HtmCIcDiM2WRgjTFht5hJibcyobB9ZvCcvslYYzonDJ4R+wBu376dX/ziF6xduxZof6/v7Nmz6d+/fzS673YUAEVERDqXPxiissFDeZ2b8noPvkB7GDSZDKxmE3FWM8lxFsYXtM8MDs9JxhZjPm31nREBUA6lACgiItJ1BIIh9jR6Ka9zU1bvxus/NAzarWYcdgtj81MZX+DivH69iLWc2jDY7ReBAGzYsIF58+axceNGAIYOHcqdd97JOeecE60hRERERE5KjNlE35Q4+qbEMSoUZm+jl7K6VsrqPHj9Qbz+II1uP3savbz+6V4SbTGMyXcyvtDJiH69iLNGLTJ1CVGZAVy0aBFXXnkloVAosjO3YRiYTCaef/55iouLO1xod6MZQBERka4vGApT1dQ+M7irzo2nLUgoHMZkGFj2zwwm2GIYlZfChEInI3NTSbBFJwx2+1vAhYWFlJSUkJyczJQpUwBYtmwZ9fX1FBQUsHXr1g4X2t0oAIqIiHQvoVCY6mbf/plBN62+9jBoGAZWs4HdGkOc1cyI3BQmFroYlZdCUqzlpMfr9gHQbrcTGxvL559/Tnp6OgDV1dUMGDAAn8+H2+3ucKHdjQKgiIhI9xUOh9nX7KNs/8xgiy9AKNQeBi1mA7vVTJwlhnNzejGxv5PReakkx1lPaIxu/wzgqFGjqKqqioQ/gLS0NDIyMsjIyIjGECIiIiKnjWEYpCXFkpYUy7k5vahpaaO83k1pTSstvgCNbj9NRoA3PtvLe9v2YbfGMKyvgwn9XYzJSyU1wdbZl3BMJx0Ay8rKIsezZ89m+vTp3HvvvVx55ZUAvPDCC+zevZtHHnmk41WKiIiIdBLDMHAl2nAl2hjWN5m61jbK6z2U1rTS5PXT6PHT5A3w780+VpbUEmsxM7SPg4n9XYzNd+JK7Hph8KRvAZvNX7w0un15tYlAIHAyQ3RrugUsIiJyZguHw9S7/ZTXu9lV00qDx09w/23iGFP7beJYi5nBvZOYWNi+12B6Umzk+93yGUCT6fh2zTYMg2AweDJDdGsKgCIiIj1HOBym0eOnvM5DaV0r9a1th4fBGDNFmYmRV9IlW0Ld7xnAd955J5p1iIiIiHRbhmGQHGclOc7KkD6O9jBY72ZXrZvaFh9NnvZnButK2vi4rIEn3y0h19F5ewue9MiTJk2KZh0iIiIiZwyH3YLD7mBwloMmr5+KOg+76lrZ1+yj2eun2Qc1DU2dVl/Uomd1dTX//Oc/qaysPOyW73333RetYURERES6laRYCwOzLAzMSqLFF6Bi/9YylTW+TqspKgFw7dq1fOUrX6G5ufmInysAioiIiECCLYaizCSKMpOorotlYyfVEZUA+JOf/ISmpiNPYxqGEY0hRERERM4onfl+4eNbyvsFPvjgA2JjY9m2bRsAo0ePZtWqVaSnp/PBBx9EYwgRERERiZKoBMCWlhaKiorIz8/HMAwCgQCjRo0iLS2NW265JRpDiIiIiEiURGXu0eFw4PV6AUhOTmbTpk288MILbN++nSi8alhEREREoigqM4C5ubns2rULr9fL8OHD8Xg8zJgxA6/XS35+fjSGEBEREZEoiUoAvOOOO7jxxhvZvXs3c+bMweFwEA6HiYuL4+GHH47GECIiIiISJVG5BTxjxgxmzJgBQH5+PhUVFWzZsoW8vDySk5OjMYSIiIiIRMkpWX8cHx/P8OHDT0XXIiIiItJBJ30L2Gw2M27cuPZOTCbMZvMRf2JiOm+PGxERERE53Emns3A4fMgKX632FREREekeTjoAPv3007hcrsixiIiIiHQPJx0Ar7vuuiMei4iIiEjXdtIB8Nlnnz3uttdee+0J9f3888/zy1/+ks2bN2O32/nSl77EvHnzjrmn4OLFi3n00UdZt25d5L3Er7/+OlOnTj2k3c9//nOWLFnChg0baGtrA8Dj8RAbG3tIu+3btzNr1izefvttPB4PZ511FnfffTdXXHHFCV2LiIiISFdz0gHwW9/6FoZhfGE7wzBOKAA+9dRT3HDDDUD7BtO1tbUsWrSI9957jw0bNpCRkXHE7y1fvpwVK1bQp0+fSAA8koULF1JaWorL5WL37t1HbLNnzx7GjRtHdXU1SUlJZGZm8vHHH3PllVfS2trKzJkzj/t6RERERLqaDm0EfWAhyBf9HK+2tjZmzZoFQHFxMTt27GDz5s0kJiZSXV3NnDlzjvrd2bNn09TUxB//+MdjjvHqq69SX18fCZlHMnfuXKqrq0lMTGTz5s3s2LGD4uJiAO6+++7IzKGIiIhId3TSAXDnzp2Rn3/+85/Ex8dz77338sknn/DJJ5/wk5/8BLvdzqJFi467z7Vr11JTUwMQCVxZWVmMHj0agKVLlx71u+np6Vit1i8co0+fPl84c/n6668DMGbMGLKysgCYNm0aADU1Naxbt+6I3/P5fDQ1NUV+RERERLqikw6AOTk5kZ85c+aQnZ3NT3/6UwYPHszgwYN58MEHycnJYd68ecfdZ3l5eeQ4LS0tcpyeng5AWVnZyZZ7Qg7UcaQajlXH3LlzcTgcOByOSHAUERER6Wqi8i7gdevWUVZWxueffx45t2XLFsrKyli/fn2H++8KewweTw2zZ8+msbGRxsZGKisrT0NVIiIiIicuKq/pyM/PZ/PmzQwdOpQBAwYA7QEwGAwycODA4+6nb9++kePq6urDjrOzs6NR7nHVsX379iPWcKw6bDYbNpsNaH9TioiIiEhXFJUZwN/97nfExcURCATYtGkTmzZtIhAIYLfbmT9//nH3M2LECFJTUwEizw5WVlayevVqgMiWLkVFRRQVFbFgwYJolH+YA+OsWrUqMpO3ePFiAJxOJ+edd94pGVdERETkdIjKDOCUKVPYvn07jz76KJs2bQJg0KBB3HLLLUfdtuVIrFYrc+bM4aabbmLRokXk5eVRW1tLc3MzTqczskJ4y5YtAJEFIwDz589n/vz5eDyeyLmZM2cSFxdHcXFx5FnEq6++mjVr1lBXVxdpN2jQIAzD4Je//CXTpk1j1qxZPP/889TU1HDWWWeRmprKzp07AZgzZ85xLTYRERER6aqiEgChfZHET3/60w73c+ONNxIfH8/DDz/M5s2biY2NZdq0aTz00EPHXFhRV1dHSUnJIef27NkDQFVVVeTc7t27D2u3Y8cOgMjK3d69e7NixQpmz57NW2+9RWVlJeeccw533nknM2bM6PA1ioiIiHQmI9yBFRbLly8/5PeJEyd2uKAzRWtrKwkJCQD8dPGHkWMRERERgJaWFu6bdm7kOD4+/rSN3aEZwMmTJ2MYBuFwGMMwCAaD0apLRERERE6RDgXAp59+Olp1iIiIiMhp0qEAeN1110WrDhERERE5TU56G5gTfXSwK2zmLCIiIiIdCICFhYUsWLDgkK1YjqSuro5HH300skG0iIiIiHSuk14FfOBNF2azmZEjRzJixAj69etHYmIiLS0t7Nq1i3Xr1rF69WoCgQAmkwm/3x/V4rsyrQIWERGRY+mWq4A3bdrEAw88wOLFi1m5ciWrVq06rE04HCYmJoZvfvOb3H///R0qVERERESi46QDYFFREc8//zzV1dUsXLiQ999/n23bttHY2EhSUhKFhYVMmDCB6dOnk5aWFs2aRURERKQDOvwmkLS0NG655RZuueWWaNQjIiIiIqfYSS8CEREREZHu6aQDYEpKClOnTj2uthdccAGpqaknO5SIiIiIRNFJB8CGhgaampqOq21zczMNDQ0nO5SIiIiIRFGHngFcs2ZNZDsYEREREekeOhQAT2QLQcMwOjKUiIiIiETJSQfAd955J5p1iIiIiMhpctIBcNKkSdGsQ0REREROE20DIyIiItLDKACKiIiI9DAKgCIiIiI9jAKgiIiISA+jACgiIiLSw5x0AHz33XdPaXsREREROTVOOgBOmTKF8847j9/+9rds3779iG127tzJ/PnzGTFiBF/60pdOukgRERERiZ6T3gdw9OjRrF69mo8//pgf/ehHJCcnk52dTWJiIi0tLZSVlVFfXw+0vzFk7NixUStaRERERE7eSQfAlStXsnTpUh577DGWLl1KfX19JPBFOo+J4aKLLuKWW27hwgsv7HCxIiIiItJxHXoX8NSpU5k6dSpNTU2sXr2abdu20djYSFJSEoWFhYwZM4akpKRo1SoiIiIiUdChAHhAUlISF1xwARdccEE0uhMRERGRU6jDAXDdunU899xzAMyYMYPzzjuvw0WJiIiIyKnToQC4atUqJk+eTCAQAODRRx/l3XffZfTo0VEpTkRERESir0MbQc+dOxe/3084HCYcDuP3+5k7d260ahMRERGRU6BDAfCjjz7CYrHw6quv8sorrxATE8OHH34YrdpERERE5BTo0C3gvXv3cvbZZ/PVr34VgMGDB7Nx48aoFCYiIiIip0aHZgBDoRA2my3yu81mIxQKdbgoERERETl1OhQAAT7++GPy8vLIy8tj/fr1AJHf8/LyyM/PP+E+n3/+eYYPH47dbiclJYXp06dTUlJyzO8sXryY888/H4fDgWEYGIbB0qVLD2vX3NzMD37wA/r06YPVaiU/P58HH3wwspAFYNmyZZE+/vvn3//+9wlfj4iIiEhX0uFtYNra2igtLT3k3MG/G4ZxQv099dRT3HDDDQDk5uZSW1vLokWLeO+999iwYQMZGRlH/N7y5ctZsWIFffr0oamp6YhtQqEQl1xyCe+++y4Wi4W8vDy2bdvGAw88QElJCc8+++wh7a1WK8OGDTvknMPhOKHrEREREelqOhQAJ06ceMIB71ja2tqYNWsWAMXFxSxcuJDKykqKioqorq5mzpw5zJ8//4jfnT17Nr/85S9ZuXIlU6ZMOWKbl156iXfffRdonzG8+OKL+d3vfsftt9/O//3f/3HHHXcwfPjwSPvMzExWr14dtesTERER6Qo6FACXLVsWpTLarV27lpqaGqA9AAJkZWUxevRo3nzzzSPe0j0gPT39C/t//fXXAbDb7ZGFK8XFxdx+++0ALF269JAAWFlZSXJyMgBFRUX8+Mc/Zvr06Sd+YSIiIiJdSIefAYym8vLyyHFaWlrk+EC4Kysri0r/qampmEymQ/o+Uv9paWnk5OTg9XpZs2YNl19+OY8//vhR+/f5fDQ1NUV+RERERLqiLhUAjyYcDp/WvgcNGsT27dupqKhgw4YNbN26NRIUf/WrXx21r7lz5+JwOHA4HGRlZZ2ymkVEREQ6oksFwL59+0aOq6urDzvOzs6OSv81NTWR7WoOHudA/y6X65DVy9nZ2YwfPx449izk7NmzaWxspLGxkcrKyg7VKiIiInKqdKkAOGLECFJTUwFYtGgR0P4c3oGFGFOnTgXan8crKipiwYIFJ9T/ge97vV5ee+21Q8Y5+PNnn32WNWvWRM5XVFTw/vvvA9CvX7+j9m+z2UhKSor8iIiIiHRFXSoAWq1W5syZA7QHs7y8PM466yyam5txOp2RFcJbtmxhy5YtkQUjAPPnz6egoICrr746cm7mzJkUFBRw9913A3DZZZdFZvKmTZvGWWedxR133AHAjBkzIgtA3n77bUaPHo3L5eLss8+msLCQqqoqAO65555T+4cgIiIicop1qQAIcOONN/KXv/yFc845h8rKSgzDYNq0aaxcufKYz9XV1dVRUlJyyK3XPXv2UFJSEglvZrOZf/7zn9x+++24XC5KSkrIzs7mvvvu45lnnol875prruHyyy8nISGBrVu34nA4+PKXv8ybb77Jddddd8quXUREROR0MMKncoVFD9ba2kpCQgIAP138YeRYREREBKClpYX7pp0bOY6Pjz9tY3e5GUARERERObUUAEVERER6GAVAERERkR5GAVBERESkh1EAFBEREelhFABFREREehgFQBEREZEeRgFQREREpIdRABQRERHpYRQARURERHoYBUARERGRHkYBUERERKSHUQAUERER6WEUAEVERER6GAVAERERkR5GAVBERESkh1EAFBEREelhFABFREREehgFQBEREZEeRgFQREREpIdRABQRERHpYRQARURERHoYBUARERGRHkYBUERERKSHUQAUERER6WEUAEVERER6GAVAERERkR5GAVBERESkh1EAFBEREelhYjq7gDNVOByOHLd5PfjMytoiIiLyH21eT+T44NxwOhjh0z1iD1FdXU16enpnlyEiIiLdQFVVFWlpaadtPE1LiYiIiHQyn893WsfTLeBTxOl0sn37dgoKCti9ezcOh6OzSxIREZEuJBwOU1VVRUFBAYmJiad1bAXAU8RkMuFyuQBISEggPj6+kysSERGRriYUCgHtueF00i1gERERkR5GAVBERESkh1EAPIVsNhv3338/Nputs0sRERGRLqizsoK2gRERERHpYTQDKCIiItLDKACKiIiI9DAKgCIiIiI9jAKgiIiISA+jAHiKNDY2dnYJIiIiIkekAHgKrFq1il69evH66693dikiIiLSBdTU1HR2CYdQAIyyDz74gKlTpwLw6KOPUlVV1ckViYiISGfyer1cdtllPPTQQ51dSoT2AYyitWvXMnbsWILBIACZmZlcfPHFfPvb32b06NGdXJ2IiIh0hk8++YSRI0fS1tbGqlWrGDVqVGeXpAAYLWvXrmXMmDGEQiHOPfdcJkyYQCAQYMGCBZhMJpYtW8b48eM7u0wRERE5jdxuNzfeeCPPPfccF154YZd5PCymsws4E6xcuZLzzz+fUCjEBRdcwPe+9z0uueQSAMrLy3n55Zd54oknGDlyJBaLBcMwOrliEREROZXC4TCGYeDz+di8eTN2u52ZM2dGPvd6vcTGxnZafXoGsIM8Hg9f//rX8fl8fPWrX+XWW2+NhL8XX3yRN954A4BevXphtVoxDANNuoqIiJzZDkz2PPLII3z88cdkZGTwla98hZaWFtasWcOkSZM69ZlAzQB2kN1u59133+W+++7jqquu4uKLLwbgpZde4t5778Xj8VBQUMCUKVM6uVIRERE5XUKhUCTsxcTE8NBDD7Fp0yYeeeQR3nrrLerr61m3bh0DBgzgG9/4xmmvT88ARklLSwsJCQkALFmyhFmzZvH5559HFoJcdtll/PWvf6WqqooBAwZw3XXXMWLEiE6uWkRERKLp4Fu7S5Ys4bLLLgNgzJgxrFq1CoC4uDi+/vWv8+1vf5t+/fpRUFBw2utUAIyy1157jeuvv566ujoSExMpLi6mb9++LFq0iA0bNkTaxcXF8eKLL/KVr3ylE6sVERGRaNm3bx+PPPIIgwcPZuTIkfzgBz/g1VdfJRwOY7FYCAQCzJo1i6FDhzJo0CAee+wxduzYQe/evbnwwgv55je/edpq1S3gKBswYABtbW34/X7uuOMOxo0bx49+9CM2bNiAy+Xi9ttvp6qqigULFlBcXMy///1vRo4c2dlli4iISAcFAgGef/55duzYQW5uLlVVVYTDYbKysvjWt77FlClTOP/88/nb3/7Gtddey/r16yPfffrppyktLeWuu+46LbUqAEZZfn4+K1eu5G9/+xv33nsvN998M+vXr8fpdPLWW28xePBgAMxmM4888ghLlixRABQRETkDZGZm8vLLL3PttddSVlbGueeey9ixY/n+979PRkYGAFVVVcyZM4dNmzZhMpm45ZZbuPDCC7n++uuZNWsWWVlZ/L//9/9Oea1aBXwKDBgwgAceeACA+vp6AGbOnMngwYMjm0Q3NDQAsGbNGkKhUGeUKSIiIlE2aNAg3n77bdauXcvbb7/NL37xCzIyMvD7/QA888wzbNq0icTERBISEliwYAH5+fm89NJLALz//vunpU7NAJ4ioVAIwzDo378/ADt37gTaZ/6efPJJ3njjDSwWC6NGjcJkUg4XERE5UzgcDhwOxyHnLBYLAImJiQBcc801nH322dx0000MHDiQ6dOnA+0vlmhrayMmJuaU5gMFwFPkwF/a9ddfz7PPPss//vEPoH1foLfffpuamhqSk5MZNmxYZ5YpIiIip8GBjaEP3ApevXo1CxYsIDk5meuvv56FCxdiNpu5+OKLsVqtp7werQI+DT7//HO+9rWvRWYBY2JiSE5O5ic/+Qm33XZbJ1cnIiIip0soFOKyyy7j1Vdfpbi4mOeee47nnnuO//mf/yEuLo4///nPnHXWWTz77LP4/X4KCwv5+te/HvU6FABPk127drFo0SI++ugjhgwZwqBBgyKbRh/4rwIRERE5cwWDQcxmM4FAgK997Wu8+eab9OnTh8cee4zt27eTkZHBlVdeyY9//GN++9vfRtYIzJs3jzvvvDOqtSgAdjKFPxERkZ4jEAgQExNDMBjk3nvvZfHixVxxxRXcfffdxMfH4/f7GTduHBs3bmTmzJksWrSI6upqFixYwC233BK1OhQARURERE6jAzOB0H6H0OVyEQgE+PDDD5kyZQrf//73WbBgAW+//TZZWVmcc845xMTE8NprrzFu3Lio1KDlpyIiIiKnkdls5sD8W05ODlarlccff5xbbrmF0tJSbrjhBnJycrj11ltxOBw8+eSTOBwO9u3bF7UaFABFRERETrODH/+KiYkhMTGRLVu28J3vfIeioiJ+8pOfsGnTJubOncsll1zCY489xqWXXhq18RUARURERDrZd7/7XS677DLeeustiouLcTgc2Gw2li1bhsVi4eKLL8ZkMhGtJ/f0DKCIiIhIJzp4dfDUqVN5++23sVgs+P1+Jk6cyLJly6I+pgKgiIiISCc7eHXwXXfdxZYtW/D5fPzlL38hPT096ruGKACKiIiIdAEHrw4++PhUbBmnACgiIiLSRfx32DtV+wUrAIqIiIj0MFoFLCIiItLDKACKiIiI9DAKgCIiIiI9jAKgiIiISA+jACgiIiLSwygAioiIiPQwCoAi0m0988wzGIaBYRg88MADnV3OcTkdNX/rW9+KjHEqXiElIt1fTGcXICIisH79el566SUAJk+ezOTJkzu1nmg7069PpLtRABQROY2++tWv8t577wGQnZ0dOb9+/XoefPDByO9nWkA6069PpLtRABQROY3S0tJIS0vr7DJEpIfTM4Aicsod/EzaG2+8wX333UefPn2IjY1l3LhxbNiw4ZD2H330EZdffjkZGRlYrVYyMjKYPn06H3744THH+cc//sHQoUOx2Wz079+fv//974e12bt3L7fffjv5+fnYbDaSk5OZPHky//jHPw5ru2jRIsaPH4/D4YjUMX78eO6++24OvEVz2bJlkWv71re+xb/+9S/OO+88YmNjyc3N5be//e0hfR7pGcB+/frx7W9/O9LmwQcfPKzNSy+9xKWXXkpubi6JiYlYrVZycnL49re/TWlp6Rf8DfzH6tWrufzyy8nKyopc01e/+lXWr19/SLuFCxcyZcoUkpOTsdls5OXlceutt7Jnz55D2tXW1vLd736XnJwcrFYriYmJ9O/fn6uuuop33333uK9PRE6zsIjIKXbdddeFgTAQzsvLixwf+OnXr1/Y7/eHw+Fw+OWXXw5bLJbD2gBhi8USfvnllyP9Pv3005HPioqKDmtvMpnCn3/+eaT9jh07whkZGUfsGwjffffdkbbLli0Lm0ymo7Y9UO8777wTOZefnx82m82HtZ07d+4Ra77//vvD4XA4nJOTc9RxDrS56aabjtomPT09XFVVdcQ/73feeSdy/k9/+tMR6wPCTz/9dKTdXXfdddSxMjIywjt27Ii0/dKXvnTUtvfcc89xX5+InF6aARSR06q8vJx58+axePFi+vbtC0BpaSn/+te/aG1t5frrr8fv9wNw880389prr3HLLbcA4Pf7uf7662ltbT2s388//5zrr7+eV199lfPPPx+AUCjEH//4x0ibW265hb179wLtz6AtWbKEX//618TGxgIwb9481qxZA8Arr7xCKBQCYM6cObz11ls8//zz3HvvvQwcOBDDMA6roaSkhCuuuIJ//vOf/OAHP4icf+CBB6ipqTnqn8nChQv5n//5n8jv3/72t3nvvfd47733mDlzJgAXXHABTz75JK+88grLli1j6dKl/OhHPwKgqqrqkOs8kt27d3PzzTcTDAYBuOyyy3jxxRdZuHAh3/nOd7BarQCsWbOGX/7ylwDExsby8MMPs2TJEqZMmQK0z6Ae+Ptobm7mnXfeAWDYsGEsWbKE119/nSeeeILi4mLi4+OP+/pE5DTr7AQqIme+g2ekvv/970fOP/TQQ5Hzv/3tb8OLFy+O/H7uuece0se5554b+ezFF18Mh8OHzqadffbZkbarV6+OnL/sssvC4XA4XFtbGzYMIwyEbTZbuKamJtL+Rz/60WH1zZo1K3LuH//4xyHtD3bwDGB2dnY4EAhEPhs3blzks2efffawmg+e/Tra+QNqa2vDP/zhD8MDBgwI2+32w2bSvvGNbxzxz/vADOBvfvObyLmxY8ce8VrC4XD49ttvj7T70Y9+FDm/b9++sM1mCwNhwzDCtbW1YbfbHZkl/cpXvhL+7LPPIjOj/+2Lrk9ETi/NAIrIaTVp0qTIcWpqauS4oaGBrVu3Rn4fNWrUId8bOXJk5PjgdsfTL8C2bdsiz+3l5+cf0uZIfV999dXYbDYALr/8cpxOJ+np6UybNo1///vfR7y28847D7PZfMR+d+zYccTvHI9gMMiXv/xlfv3rX7NlyxY8Hs9hbQ5c59Ec/Gf2ta997bjaHfx34HQ6ycvLAyAcDrN9+3bsdjtXXXUVAG+++SYDBw4kLi6OYcOGcd9999HY2Hhc1ycip58CoIicVr169Yocx8T8ZyOCA+HsaI50yzUa/R6t78GDB/Phhx9y++23M2rUKBwOB9XV1bz44otceOGFrFy58qT6PRkrVqzg448/BiAzM5M///nPLF++nL/97W+RNgduV59KR7qep59+mieffJJLL72U/Px8gsEg69ev52c/+xlXXHHFKa9JRE6OAqCIdBn9+/ePHH/wwQeHfHbw7we3O14FBQWRAFNSUkJtbW3kswPP/R3cdzgcZtCgQTzyyCOsXr2ahoYGFi5cCLSHrQObGh/sww8/PCSIHdzvgdmzozGZ/vOv4/8Oc7t3744cz5gxg2uvvZYJEyYcs7//dvCf2WuvvXZc7Q7+M6+traWkpARoD4IFBQVAe9i+8cYbefnll9m+fTv19fWMHTsWgDfeeCPyvOaxrk9ETj/tAygiXcYFF1xAamoqtbW1rFu3jltvvZWvfe1rvPbaa6xbtw5ovxX5la985YT7Tk1N5cILL2Tp0qX4fD6++c1v8oMf/ICSkhIee+yxSLsDtzR/+ctfsmzZMr72ta+RnZ1NfHw8//rXvyLtfD7fYWPs2rWL6667jhkzZvDWW2+xYsUKAGw2G1OnTj1mfQfPYC5dupSJEycSGxvLkCFDyMnJiXx2YGua+vp6Zs2addzXf/nllzNr1ix8Ph8rVqyguLiYa6+9llAoxJtvvsm4ceO4+uqrueqqq5g/fz4ACxYsICsri8LCQn77299GrvnCCy8kJSUFaL+dXlxczNlnn01WVhbV1dXs3LkTaA/RPp+P+Pj4Y16fw+E47usQkSjpzAcQRaRnONq2JEdaGPDSSy+d1DYwBy8s2LlzZ+T8pEmTIudLSkqOexuYn/3sZ0dtZzKZwu+//344HD50EchZZ511xNp//vOff2HNBy+yOPjnnXfeCQcCgfDQoUMP++zgRSYHX+fR/rz/8Ic/HHVrm5PdBuZo28oA4QsvvPC4rk9ETj/dAhaRLuXrX/86q1atYvr06aSlpRETE4PL5WLatGmsXLmSSy+99KT7zsvL46OPPuLWW28lNzcXi8VCUlISEydO5IUXXuChhx6KtP3qV7/KTTfdxODBg+nVqxdms5mUlBQuuOAC/vWvfzFu3LjD+h85ciRLly5lxIgR2Gw2cnJy+NWvfsU999zzhbU5nU5eeuklhg0bht1uP+Qzs9nMP//5T77+9a/jcDhwuVx8//vf/8KtX/7bDTfcwHvvvce0adNIT08nJiaGtLQ0LrroIs4555xIu3nz5vH3v/+dSZMmkZSUhMVioV+/fnzve9/jo48+Ijc3N9J2zpw5XHjhhfTp0webzYbNZmPAgAHceeedh2yufazrE5HTzwiHj+MJaREROaJly5ZF9si77rrreOaZZzq3IBGR46AZQBEREZEeRgFQREREpIdRABQRERHpYfQMoIiIiEgPoxlAERERkR5GAVBERESkh1EAFBEREelhFABFREREehgFQBEREZEeRgFQREREpIdRABQRERHpYRQARURERHoYBUARERGRHkYBUERERKSHUQAUERER6WEUAEVERER6GAVAERERkR5GAVBERESkh/n/praD21etsX0AAAAASUVORK5CYII=", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 41.31\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "39cbc37d30c8401aa4a73fd2ac32c351", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 41.34\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5f5da7d946b04d428f13e72a9d556db3", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 9.011\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d21cee04950d4b06a0820d410e1d8646", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 131.575\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "08af1c5e4fe3452c8f6052f66d0edcf0", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 14.957\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1e26def50c694cb0a6fd75b239578f12", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 3.43\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5d89e71fb6814f7fb5d749f548f7117a", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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\n", - " " - ], - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "viz.show(probspace=ps, targetSpec=[('bmicat',4,5)], condSpec=['income'], \n", - " controlFor=[], \n", - " filtSpec=[('income', None, 9)], gtype='pdf', power=5, enhance=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'1-underweight': 1, '2-normal': 2, '3-overweight': 3, '4-obese': 4, '5-extremely obese': 5}\n" - ] - } - ], - "source": [ - "print(ps.stringMap['bmicat'])" - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 290759\n", - "Viz.show: Target = [('diabetes', 'yes')] , Condition = [('income',)]\n", - "Viz.show: Showing graph = 2D Bound Probability plot with 1 conditional. , power = 5\n", - "Dimensions = 2 . Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 3.193\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "762e975e43aa44c6a450777f52afea69", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 34.286\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "70cb10ffe40441929aa0486dcb69f4d0", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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2-in2-Years=2, 3-in5-Years=3, 4-5orMore-Years=4\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5058e6e033484b9ca1f95bc53e952f39", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Mappings:\n", - " checkup: 1-in1-Year=1, 2-in2-Years=2, 3-in5-Years=3, 4-5orMore-Years=4\n", - "\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "a0486d19171548c0a9b3e88b5b14d9f3", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 21.233\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1005d4e5ee2d4f13bb56ddf604c38a69", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 11.805\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "7fb6f619b0074439b30fac1d74a3b01e", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 7.604\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4e3b0c7aca7e4d1cb306214ab214ff06", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 32.037\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "d2193449135e47a68d6bf747345643bc", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 2.928\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5bdcdf961456408ab7231ddc2a0ff2af", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 7.383\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2c28ef66b86f4399b1d9783b3b7a3c5e", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 2.463\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ca7ea6eb9464436d843e2f2f7b9af5d5", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 7.012\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "10ccf70d324e48399992a4c87a2393f7", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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hrNfE3KXO008/jfLycowYMQJGoxElJSV49dVXsXLlSuzYsQMJCQnyuQUFBUhPT5e/jxkzJhpFZowxRQ3JsGDLHht21bZhWJY12sXp1yqanGh2ejAk3QLwoA8WR2KuBvC6665DaWkptm/fjt27d+OWW24BANTU1ODLL7+MeO69996LH3/8Uf48//zzUSgxY4wpS60SGJFlxc66NtTZ3dEuTr/V7PCiuL4Ng1MtELzSB4szMRcA7777buTn58vfJ0+eLG/r9fqI5956663Q6/UoKCjAn//8Z9TW1vZaORljrCcZtGoMzbTg57JmtLp90S5Ov+P2BbB5jw2DUs1Qqzn8sfgTcwGws0AggBdeeAFAqLn3jDPOkI8ZjUbk5uYiPT0dJSUlePHFF3HCCSfA4dj/4uoejwd2u13+MMZYLEs0apGTZMC6kmZ4/TwoRCmBIGFjRQsyEvQw6tTRLg5jURGzAdDhcOCCCy7AZ599hqysLCxfvlzWAM6fPx/Nzc3YsmULKioqcOeddwIASkpK8MEHH+z3PefOnYvExEQkJiYiJyenV/4fjDHWHdmJRui1AhsqmnlQiEK2V9uhVQskm7TRLgpjUROTAbCmpgannHIKli9fjuHDh+P777/H6NGj5ePjxo2TYVAIgenTp8vHysvL9/u+d955J2w2G2w2G6qqqnruP8AYYwoqSLfA7vJjR01rtIvS55U1OtDq9iEn2Qge9MHiWcwFwK1bt2LixIn45ZdfMHnyZKxZswYFBQXy8bq6Ojz++ONobe34InznnXfk7UGDBu33vfV6PRISEuQPY4z1BSoRGhSyu8GBqhZntIvTZzW2eVDa6MSgVDMv88binqAYa1MYMWIEioqKAABHH310xMCPa6+9FmeeeSYGDx4MjUaDoUOHwuFwoKKiAgAwatQo/PrrrzAYDL+5HYfDAYsltNxPcVUDzGZzD/xvGGNMOa1uH4pq23DS0DQkGrn58lA4vX6sK23G4DQz9JqYq/tgvcThcGBIThoAoK2tLa7P/TE3D6DH07EO5oYNGyIemzJlCtLT03H33Xdj5cqVKC4uhsvlwsiRI3H++edj9uzZBxX+GGOsL7IatMhLNmJdSSMmD0+HXsMDGA6GPxDExgobshL0HP4YaxdzNYC9hWsAGWN91e76NgACEwanQMXr1h4QEWFTpQ1EhJwkI+LyhMckrgHswJdCjDHWxwxOM8Ph9WN7NU9n9VtKGhxwevzI5vDHWAQOgIwx1scIITAyy4ryJicqmnhQyP7UtbpR2ezCoLT4reVhbH84ADLGWB+kVaswPMuKzZU2tDi90S5OzGnz+LGtyo7BaSZuJmesC4oNAmltbcWPP/6IXbt2wWazISEhAcOGDcPEiRNhtfJi5owxpjSLXoP8VBPWlTZh8rB0GLQ8KAQAfIEgNlW0IC/ZCB0PlGGsS90OgCtXrsSCBQvwySefwO/377sBjQbnnXcebrzxRpx55pnd3RxjjLFO0q16ODx+/FLWhBMK0uK+touIsGWPDWa9BgkGLff7Y2w/ujUKePLkyfjhhx/k8kSJiYnIz89HQkIC7HY7ysvLYbPZQhsSAieddBK++eYbZUreTTwKmDHWXxARtlXbkW4x4Ii8xGgXJ6p21bWisc3L/f5Yl3gUcIdu1QB+//33OOaYYzB9+nRMnToVw4cP3+c5RUVF+Oijj/D666/j+++/787mGGOMdUEIgRGZVmyqtCHBqMHA1Pg8qdXa3ahqcWF4Jnc7Yuy3dKsGcPXq1Tj11FMP+vmrVq3CaaeddribUxTXADLG+hun14/tVa2YOCQVKWZdtIvTq1rdPvxS1oyhGRZo1Ty+kXWNawA7dOtTcijhD0DMhD/GGOuPTDoNBqWFBoW4vIFoF6fXeP2hlT4GJJs4/DF2kPiTwhhj/UiqRY8Usw7rSpsQCPb/IRDBIGHzHhsSjVpYDTG3uiljMYsDIGOM9TMDko0IEmFzZUu0i9Ljdta1IRAkZCToecQvY4eAAyBjjPUzQggMy7Sgxu5uXze4f6pqcaGu1Y38FFO0i8JYn8MBkDHG+iGNSoWRWQkorLajoc0T7eIozub0oai2FYPTzBDxPfUhY4dFsQBYXl6O2tpapd6OMcZYNxl1ahSkW/BzaROc3n0n6u+r3L4ANu1pwcBUHvTB2OFS7JMzaNAgXHjhhfvcf8455yAzM1OpzTDGGDsEyWYd0q16rC1pgj8QjHZxui086CPVrINJx4M+GDtcil46dTWlYF1dHRoaGpTcDGOMsUOQl2yCSgAbKlq6/J7uSwprWiEApFria55DxpTW7cunq6++Wt4uLi6O+N3hcGDjxo1ywmXGGGPRMTTDis17bCiua8PQPrpSRkWTE00OD4ZmWABwxz/GuqPbAXDRokUQ7T1wGxoasHjxYvlY+Epz4sSJ3d0MY4yxblCrBEZmWbF1jx0JRi0yEgzRLtIhaXZ4UVzfhuEZVnnOYYwdvm4HwJNPPhlCCHz99dewWq0YN26cfMxkMmHkyJGYOXNmdzfDGGOsmwxaNYZmWPBLWTMmD0+HRd83+tC5fQFs3mPDoFQz1GoOf4wpoduf/tWrVwMAVCoVRo8ejVWrVnX3LRljjPWQRJMWWYkGrCtpwqRhaTE/ijYQJGysaEG6VQejTh3t4jDWbyh2+RcM9v3RZYwxFg9ykoxwePxYX96M4walxHST6vZqO7RqgRQzD/pgTEmKBsBXXnkFX375JWprayNGmgkh8OWXXyq1KcYYY900JMOCLXvsKKppxYjshGgXp0tljQ7YXT4UZJjBgz4YU5ZiAfC2227D008/DaBj8IcQAkQU01eXjDEWj1RCYERWKAQmGLXITjJGu0gRGts8KGlwYESmFYLDH2OKUywAvvXWWyAi5OTkYPDgwdBo+kbnYsYYi1d6jRrDMixYX9ECs0GDBIM22kUCADi9fmypsmNwmhkqFYc/xnqCYiktEAggLy8PO3fuhF6vV+ptGWOM9aAEoxZ5yUY5KESvie5AC38giI0VNmQl6GHQ8qAPxnqKYsO/Lr30UrhcLvh8PqXekjHGWC/ITDDApFVjfXkLgsHorhSyrdoOo1aFZBMP+mCsJylWA2ixWGC323H00UfjD3/4A5KSkiIev++++5TaFGOMMYUNSjdja5UdhTV2jM5JjEoZShoccLj9KMiwoG8vWMdY7BOk0MKQKpXqgIM+AoGAEptRjMPhkEvUFVc1wGw2R7lEjDEWXb5AEJsrbTgiLxF5yaZe3XZ9qwfbqu0YlmGBmvv9sR7icDgwJCcNANDW1hbX537FagDz8/N5tC9jjPVhWrUKw7Os2FRpg1WvRaKpdwaFODx+bK2yoSDNzOGPsV6iWAAsLS1V6q0YY4xFiUWvQX6KCetKGzFpWHqPD8TwBYLYWNGC3CQj9Dzog7Feo/gaQA6HA2vWrMHatWuVfmvGGGO9IN2qh8WgxS9lTT06KISIsGWPDWa9BonG2JiChrF4oWgAfOihh5CZmYlJkybhlltuwbvvvouCggK8+eabSm6GMcZYDxuUaoLHH8TWKnuPbaO43gGPL4isRAMP+mCslykWAJ977jncd999cDqdciWQM844AxUVFXj77beV2gxjjLFeIITAiEwrKpudKG90KP7+tXY3qlpcGJTWu4NNGGMhigXAp556CiqVCk888YS8LzU1Fbm5udi4caNSm2GMMdZLNGoVRmRZsWWPHU0Or2Lv2+r2YXt1aKUPHjzIWHQoFgCLi4sxZswY3HzzzRH3p6SkoLa2VqnNMMYY60VmvQaD0kxYV9oEl7f703l5/UFsqrRhQLIJOo3i3dAZYwdJsU9fYmIiqqqq4Ha75X0tLS0oKipCYmJ0JhVljDHWfakWPVJMOvxc1oRANwaFEBE277HBatDAauD14hmLJsUC4CmnnIKmpiZMmDABQKhG8Pjjj4fL5cJpp52m1GYYY4xFwYAUIwJBwubKlsN+j511bQgEg8hM4EEfjEWbYiuB7NixAxMmTIDdbpd9OogIiYmJWLNmDUaOHKnEZhTDK4Ewxtih8QdDK4WMyLRicLrlkF5bbXNhZ20rhmcmgLv9sWjhlUA6KFYDOGLECPz888+48sorMWrUKIwaNQpXXnklfvrpp5gLf4wxxg6dRqXCyKwEbK+2o6HNc9Cvs7l82FHTisHpFg5/jMUIxWoA+xquAWSMscPT7PCirMmJycPSYNIduC+fxx/A2pIm5CYZYdZzvz8WXVwD2EHRT2NzczPWrVuH2tpa7J0rZ8yYoeSmGGOMRUmyWQeH14+1JU2YNDQNGnXXjUnBIGFzpQ0pJh2HP8ZijGKfyGXLluGKK66Aw7HvhKFCCA6AjDHWj+Qlm7Cjxo5NlS0Yl5/c5Xx+O2pbAQBpVl1vF48x9hsU6wM4a9YstLW1gYj2+QkGgwf9Po899hhOPfVUZGdnQ6/XY+DAgbjyyiuxe/du+Ryfz4cHHngABQUF0Ol0yMvLw6233oq2tjal/juMMcZ+w9AMKxravCiu2/e7t7LZicY2D/KSjQC44x9jsUaxPoBWqxVWqxXfffcdCgoKDvt9Bg0ahPLycowYMQIejwclJSUAgKysLOzYsQMJCQm44oor8Prrr0OlUmHYsGHYvXs3fD4fTjnlFHz11VdQqX4713IfQMYY6z63L4Ate2w4bnAKMqwGAECL04sNFS0YlmGFRs3hj8UO7gPYQbEawPPPPx/BYBDp6endep/rrrsOpaWl2L59O3bv3o1bbrkFAFBTU4Mvv/wSv/76K15//XUAwJNPPonCwkK8//77AICvv/4a//vf/7q1fcYYYwfPoFVjWIYVv5Q2o83jh9sXwKZKGwalmjn8MRbDFKsBbG1txcSJE9HY2IhJkyYhISGhYyNC4KWXXjqs9126dCkuuugiAMDHH3+M9evX45577gEAVFVVITs7G8FgEGazGW63G9dddx1eeOGFLt/L4/HA4wlNXeBwOJCTkwOAawAZY6y7qlpcsLl8MOk0sBjUSDXro10kxvbBNYAdFBsE8uyzz2L79u0QQuCDDz6Q9xPRYQfAQCAgw1xBQQHOOOMMfPjhh/LxjIwMAIBKpUJaWhoqKytRXl6+3/ebO3cuHnjggUMuB2OMsQPLSTLC6fVDAEg186APxmKdYgFw3rx5AACtVov09HRoNN17a4fDgWnTpuGzzz5DVlYWli9fDr1+/1eUB1OReeedd+K2226T7x+uAWSMMdZ9QzOs0S4CY+wgKRYAhRAYOHAgtm7dCpPJ1K33qqmpwdSpU/HLL79g+PDh+PTTT+XAkgEDBsjn1dXVySbgxsZGAEB+fv5+31ev18sQqVaru1VGxhhjjLG+SrFBIDNnzkRLS4sMYodr69atmDhxIn755RdMnjwZa9asiRhVPGXKFHk7PPjj448/htvt3udxxhhjjDG2L8UGgZx22mn48ccfQUQYO3bsPoNAvvzyy4N6nxEjRqCoqAgAcPTRR0c0+1577bW49tprMX36dLz11ltQqVQYPnw4iouL4fP5MHnyZKxevZqngWGMMcbYPngQSAfFmoC//vprCCFARPj1118BQP7e1Qzx+xMepQsAGzZsiHgsXLu3ePFiDBs2DK+++iqKi4uRnp6Oiy++GA899NBBhT/GGGOMsXimWA3gqaeeesCgt2rVKiU2oxiuAWSMMcbiC9cAdlCsBnD16tVKvRVjjDHGGOtBirWXnnvuuXj33XcjmnAZY4wxxljsUSwArlixAtOmTUNWVhauv/56fP/990q9NWOMMcYYU5BiAfCCCy6A0WiEzWbDiy++iJNPPhlDhw7Fgw8+iNLSUqU2wxhjjDHGukmxAPj++++jvr4e7733Hi699FJYLBbs3r0b999/P4YMGYLTTjsNn3zyiVKbY4wxxhhjh0nROVOMRiMuuugiLFiwAPfff78cXUNE+Prrr/H73/8e//rXv5TcJGOMMcYYO0SKBsAvvvgC06dPR3Z2NmbOnAmHwwGdTocrrrgCc+fOhdFoxPz585XcJGOMMcYYO0SKTQMzaNAgVFRUIDyt4JAhQ3D99dfj6quvRkpKCgBg3bp1+OCDD5TaJGOMMcYYOwyKBcDy8nKo1Wqcd955+Mtf/oLf/e53+zznsssuwxFHHKHUJhljjDHG2GFQbCWQ++67D3/+85+Rl5enxNv1OF4JhDHGGIsvvBJIB8UCYNjXX3+Nn3/+GQAwfvx4nHLKKUq+vWI4ADLGGGPxhQNgB8WagN1uN84//3x8/vnnEfefffbZ+N///ge9Xq/UphhjjDHGWDcoNgp4zpw5WLlyJYgo4mflypV48MEHldoMY4wxxhjrJsUC4DvvvAOVSoX58+ejtrYWtbW1ePzxxwEAb7/9tlKbYYwxxhhj3aRYH0C9Xo9hw4Zhy5YtEfePGTMGu3btgsfjUWIziuE+gIwxxlh84T6AHRSrAbRaraioqEBVVZW8r6qqChUVFUhISFBqM4wxxhhjrJsUC4Ann3wyWltbMWrUKEydOhVTp07FqFGj4HA4YnYkMGOMMcZYPFKsCXjr1q044YQT0NbWBiEEgNAawFarFWvWrMHo0aOV2IxiuAmYMcYYiy/cBNxBsRrAMWPG4KeffsIVV1yBkSNHYuTIkZgxYwZ++umnmAt/jDHGGGPxTPGJoPsKrgFkjDHG4gvXAHbo1kTQr7766kE/d8aMGd3ZFGOMMcYYU0i3agBVKpXs73fAjQgBv99/uJvpEVwDyBhjjMUXrgHs0O2l4A4mP8ZpKzNjjDHGWEzqVgAMBoNKlYMxxhhjjPWSbtcA7q21tRVFRUUAgOHDh8NqtSq9CcYYY4wx1g2KTQPj9Xoxc+ZMZGRk4Pjjj8fxxx+PjIwM/OMf/4DX61VqM4wxxhhjrJsUqwG89dZb8dxzz0X09/N4PHjiiSfgdrvx3//+V6lNMcYYY4yxblCsBvCNN94AAEybNg3Lli3DsmXLMH36dBCRfIwxxhhjjEWfYhNBp6amIjk5Gbt27Yq4f+jQoWhpaUFDQ4MSm1EMTwPDGGOMxReeBqaDYjWA06ZNg91uh9PplPc5HA7Y7XZceeWVSm2GMcYYY4x1k2J9AK1WK1pbW3HMMcdg6tSpAICPP/4YbrcbJpMJc+bMkc+97777lNosY4wxxhg7RIo1AYdXBSEiuTpI59udBQIBJTbZLdwEzBhjjMUXbgLuoFgNYH5+/kEtC8cYY4wxxqJLsQBYWlqq1FsxxhhjjLEepNggEMYYY4wx1jcoVgPY1taGuXPnYtWqVaitrY2YEFoIgeLiYqU2pbitVTYcOcgAg1Yd7aIwxhhjjPU4xQLgddddh3fffRddjSmJ9b6BO2vbUOUgDEmzYFimhYMgY4wxxvo1xQLgp59+CiEELrvsMhQUFMR86OtsYkEK6twCO2pbUdzQhoI0M4ZlWGHUcRBkjDHGWP+jWADMyMhAbm4uXn31VaXestdo1CoMTTdjYIoJ5U1O7Kxrw+56BwanmTE8k4MgY4wxxvoXxQLgf/7zH1x66aV49NFHMXXqVCQkJEQ8np+fr9SmeoxWrcKQdAvyU0yoaHJiV30bShocGJRmxvBMC0w6xXYXY4wxxljUKDYR9O7duzFlypQuB3sIIeD3+5XYjGI6TwT9U9EemEz7TgbpDwRR3uzEnmYXhBAYlGrC8EwrzHoOgowxxlhfwxNBd1AsyVxxxRUoLi7uchBIX6VRq1CQZkF+sgkVzU6UNDhQ2ujkIMgYY4yxPk2xBLN+/XrodDrMnDkTgwYNgkZz+G/9zTff4NFHH8W6devQ0NAAAFiwYAFuuOEG+ZxTTz0VX3/99T6vPemkk/Ddd98d9ra7olGrMDjNgvwUMyqanShtcKK00YmBKSYMz7LCwkGQMcYYY32IYsll/PjxqK+vx4MPPtjt9/r111/x+eefo6CgQAbA/SkoKEB6err8fcyYMd3e/v6oVQKDUs0YkGxCZbMTZY1OlDY6MDDVjBGZVlgMHAQZY4wxFvsUSyxXXnkl/va3v+GGG27ochDIySeffNDvdcUVV+D6669HbW0tBg8efMDn3nvvvbjqqqsOp8iHTa0SGJhqRl6yCZUtTpQ3OlDW6EB+igkjsxI4CDLGGGMspik2CESlUu137r/DHQRSWloqA+D+moCTkpLgdDqRm5uLM888Ew8++CAyMzO7fD+PxwOPxwMg1BE0JycHwP4HgRysQJBQ0exEZZMTBCA/xYQRWVZYDdrDfk/Gwjz+AGptHiSZtEgw8jHFGGOHiweBdFC0qqq3B4AYjUbk5uaipaUFJSUlePHFF/HFF19g8+bNXf5R586diwceeEDxcnRuGt7T4kJFkwNlTU7kJ4eCIJ+02aEKEqHG5kZ5kxO1djeCQUIQwID2YyqRjynGGGPdoFgAXLVqlVJvdVDmz5+P0aNHQ6/Xg4hw9913Y+7cuSgpKcEHH3yAyy+/fJ/X3HnnnbjtttsARNYAKkWtEshPMSE3ydgeBJ0ob3bySZsdtBanF+VNTlQ2u+DxB2HRazA4zYwUsw51dg/Km5yoaHYiL9mIkZkJSDTxMcUYY+zQKRYATznlFKXe6qCMGzdO3hZCYPr06Zg7dy4AoLy8vMvX6PV66PV6AIBa3XOre4SDYF6yEXuaXfKkzUGQdcXtC6Ci2YnyRifsbj+0aoFMqwHpVh3M+o5jZUCKCbnJRlS1uGRIzE0yYmSWFUkmXRT/B4wxxvoaRZuAd+zYgUceeQQ//vgjRowYgbvuugsrV67EhRdeiLFjxyq2nbq6Orz++uu47rrrYLVaAQDvvPOOfHzQoEGKbas7VELIk3bnIJibZMSoLK69iWeBIKHaFjom6uweQABpZh3GZFuRaNJBtZ/+tCohkJdsQk6SEdUtbpQ1ObCnhYMgY4yxQ6PYIJCNGzdi8uTJcDgcICJMnDgRzz77LI455hjceOONeOaZZw76vZYuXYrZs2fD7/ejrKwMAJCeno6EhARMmDABDz/8MAYPHgyNRoOhQ4fC4XCgoqICADBq1Cj8+uuvMBgMB9zGwawEorQgkay98QeJT9pxqLEt1Iy7p8UFX4CQYNAgw2pAmkUHjVp1yO8XJEK1zY3yRgd8AUJO+zGVbOZjijHG9saDQDooVgN4xx13oK2tDePHj8fPP/8MADj66KORkpJyyP0D7Xb7PkvK1dfXo76+Hnl5eUhPT8fdd9+NlStXori4GC6XCyNHjsT555+P2bNn/2b4i5a9a2/KO9XejMjkk3Z/5fT6UdEUCv5tHj/0GhWyEg1It+i7vb60SgjkJhmRk2hAtc2NskYnqlpcyE4yYGRWAlL4mGKMMdYFxWoAExISkJiYiNLSUmi1WkycOBE//PADxo0bh+LiYtjtdiU2o5ho1ADuLVx7U9bogL+99mZElpVP2v2APxhEVXNoFG99mwcqAaRb9Ei36pFo1O53yqTuIiLU2ENB0OsPIivRgJFZVqRa9D2yPcYY60u4BrCDYjWAgUAAFotln8EV9fX1CAaDSm2mX+Ham/6FiNDQ5pVNvIFAEEkmLYZnWpBq1kGtOvQm3kMlhEB2ohFZCQbU2j0obXRg9Y56ZCYaMIqDIGOMsXaKBcDRo0fj119/xUMPPQQg1Iw7c+ZMVFVV4fjjj1dqM/2SEAI5SUZkJxpk7c2qwjquvekj2jz+0JQ/TU44vQEYNSrkJRmRbtXBoI3OqjBCCGQlGpCZoI8MggkGjMy2Io2PKcYYi2uKNQG//vrrmDFjRpdNW4sXL+5yXr5oioUm4P0hInnS9vqDXHsTg3yBoBzZ3ejwQi0E0q06pFsNMTnNDxGhrtWD0gYH3P4gMhP0GJmVgHQrH1OMsfjBTcAdFKueuPzyy1FVVYU5c+bA6XQCCK3Uce+998Zc+It1XdXerNpRjyyuvYmqcIiqaHKiqsWNAAWRbNJhRGao36Za1TP9+pQghEBmggGZCQbUttcyf11Uj8wEPUZkWZFhjc2BU4wxxnqGYjWAYS6XC1u3bgUAjBkzBkajUcm3V0ws1wDujWtvosvu8sk5HN2+IIxaNbISQhM16zQ9N6F4T6uzu1Ha6ITLF0CGNRQEMxM4CDLG+i+uAeygeADsK/pSAOxs75P2yGyuvekJHn9ANvE2O33QqAQyrKFRvFZD7DXxdkddqxtlDU44fQGkW/UYyUGQMdZPcQDswAEQfSsAhtW1ulHaEAqCfNJWRpAItfbQ1C01NjeIgBSzDhlWPZJMsd3Eq4T6Vg9KG9rg9AaR3l4jmJXIxxRjrP/gANghOkMUWbdlWA3IsBpk7c23RQ2hIJjNQfBQ2Zw+lDU5UNnsgscfhFmnxqBUM9KsOuh6cM3oWJPeXsPZ0OZBSYMD3+1sQJpVh5FZCRwEGWOsn+EA2MeFg2D4pB0Oglx7c2BuXwAVzU6UNzphd/uhVQtkWkP9+sz6/tXEe6jSLHqkWUJBsLQ9CKZadBiZbUV2Ymz26WWMMXZoOAD2E12dtNOsOozI4pN2WCBIqLGFmnhr7W4AQJpFhzHZViSadFD10OocfVX4mGpsC41E/35nI1IsOozMsiI70dBjq5kwxhjreRwA+5m9g+D3OxuRagkFwZyk+AyCTY7Q6hyVzU74AgSrQYMh6WakWfTQqHt+dY6+LtWiR6pFjyaHFyUNbfh+VwNSzDqMyk7gIMgYY31UtwLgnDlzDvk1Qgjce++93dksOwh71978sCu+am9c3o4m3laPHzqNaJ+6RQ+Tjq97DkeKWYcUcwqaHV7sbnDIIDgyKwE5Sf3/mGKMsf6kW6OAVYextqkQAoFA4HA3qZi+Pgr4UIVrb1rd/n570vYHg6hqCTXx1rd6oBKhIJxu0SPJpO1X/9dY0OzwoqTBAbvbhxRzqJY5N8nI+5kxFrN4FHCHblWFBINBpcrBetjetTc/FPeP2hsiQqPDi/JGJ/a0uOAPBJFo0mJYhgWpFh00h3GRwg5OslmHZLMOzU4vShscWFPcGFoZJcuKvGQOgowxFsu4LSzOJJt1OLb9pF1S3xEEh2f2rZN2m8ePiiYnypuccHoDMGhUyE0yIt2ig4GbeHtVskmH5HwdWtqD4I+7Q0FweHsQ5ME1jDEWe/hMGaeSTTokDwydtEs6nbRjufbGFwjK1TkaHV6oVaEm3iHpFiQYNDFZ5niSZNLh6HwdbC5f5DGVaUVeCgdBxhiLJbwSCOKjD+BvCdfeNLt8EUEw2ift8DrIFU1OVNncCASCSDbrkJFgQEocrM7Rl4WDYLPTiySjFiOyrBiQYor6McUYi1/cB7ADB0BwAOxs75P2yKyEqNTetLp9KG9yoqLJBZcvAKNW3T6KVwedJn5W5+gP7C4fdrcfU4lGLUZkWpGfykGQMdb7OAB24AAIDoBdiUbtjdcfRGVzKPQ1Ob3QqAQy2pcnsxrie3WO/qDVHTqmGh2hIDg804qBHAQZY72IA2AHDoDgAHgg9vYg2NRDtTdBItTZPShvcqLa5kKQCClmHTKtBiRxE2+/tHcQHJZhwcBUM/+tGWM9jgNgB8UCYElJCSoqKjB69Gikpqbi8ccfxzfffIOjjjoK9957L7Ta2KrB4QB4aJSuvbE525t4m53w+IMw69TITNAjzaqHTs1NvPGgze3H7oY2NDq8sOo1GJFl5SDIGOtRHAA7KBYAL7jgAnz44YfYsmULfv31V1xxxRWhDQiBWbNm4dFHH1ViM4rhAHh4Op+0D7X2xu0LoLJ9FK/N5YNWJZCREJqo2cJNvHGrzePH7vo2NDm8sOg1GJ5pxaA0DoKMMeVxAOygWAAcPHgwXC4XampqMH36dLz//vu4+uqr8eKLL2Lw4MHYuXOnEptRDAfA7gkHwfBJe3+1N4EgodbuRlmjE7V2NwAg1aJDhlWPJJOO+38xqc3jR0l96OLCrNdgRKYVA9NMPJk3Y0wxHAA7KBYAjUYjRo8ejV9++QVHHnkkLBYLfvjhBxx55JEoLi6Gw+FQYjOK4QCojP2dtO0uP8qbnNjT7II3EIRVr0GGNdTEq1XzCZ3tn8PjR0lDGxraQsdUqEaQgyBjrPs4AHZQbCJos9mM6upqVFdXY9euXZg+fTqA0HJxer1eqc2wGGPRa3BEXpI8af9a3owtVTYECdCpBTITDEi36mHi1TnYQTLrNRibmwSn14+SegfWlzejqMaOYVlWDE4zcxBkjDEFKHZWPuqoo7B69Wrk5eUBAE466SQEg0FUVFSgoKBAqc2wGNX5pF1jcyPFrEOiUcurc7DDZtJpMCY3MRQEGxzYUN6CoppWDMu0oiDNDA3XJDPG2GFT7Bv04YcfRnJyMogIJ5xwAqZPn47Vq1ejtbUVJ554olKbYTHOpNOgIN2CJJOOwx9ThEmnwZicRBw/OAUWvQYbK1rw2dYaFNW2wh8IRrt4jDHWJyk6DyARobm5GSkpKfK+QCCApqYmpKenK7UZRXAfQMb6Jpc3gNLGNtTaPTBq1aEawXQz9y1ljP0m7gPYQbFvzL/85S8QQkSEPwCoqqrC5MmTldoMYyzOGXVqjMpOxITBqUgwarGpsgWfbalBYY0dPq4RZIyxg6JYH8Dnn38eGo0GTz/9tLyvsLAQZ511FqqqqpTaDGOMAQgHwQQMTjOjtNGBzXts2FnbhqEZFgzNsHCNIGOMHYBiAdBkMuHZZ5+FEAJPPfUU1q5di/POOw+NjY0YNGiQUpthjLEIBq0aI7MSMCjVjLJGB7ZU2bCrLhQEh6RboNNwEGSMsb0pFgA///xznHPOOfjvf/+L6upqrFy5Eq2trTjqqKPw6aefKrUZxhjrkkGrxoisBAxMNaO80YGtVTbsqmvFkHQrhmSYodfwEoOMMRam6CCQDRs24Oyzz0ZjYyOICGeccQY++OADOdgilvAgEMb6N48/gLIGB6ptbui0KgxJDzUNcxBkLH7xIJAO3QqAc+bM2ee+bdu24d1334XVasVNN90EnU4HALjvvvsOv5Q9gAMgY/HB4w+grNGJ6hYXtJpQEByWyUGQsXjEAbBDtwKgSqU66LneAoHA4W6mR3AAZCy+eP1BlDU6UGVzQ6sWKEi3YFiGBQYtB0HG4gUHwA7d6gOYn5/Pk/0yxvoEnUaFYZlWDEw1o6zJgR01rdhV14oMqwH5KSZkJxl4mTnGWNzoVgAsLS1VqBiMMdY7dBoVhmVYMSjVjFq7G7V2D37c3QijTo3cJCPyU0xItfD65Yyx/k2xUcCMMdaXaNUq5CWbkJdsgtPrR1WLC+VNTuyud8Bq0CA/1YT8FBNMOv6aZIz1P4p9szkcDjz66KP48ssvUVtbi85dC4UQKC4uVmpTjDGmKJNOg6EZVgxJt6DJ4UWN3Y2te+zYVmWXTcQ5SQZoeHJpxlg/oVgAvOGGG/Dmm28CAPYeV8L9BBljfYEQAqkWPVItevgDQdTaPahtdeOnkkboNSrkJodqBdMsOv5eY4z1aYoFwI8//hgAcMwxx2DkyJHQaLjZhDHWd2nUKuQmG5GbbITLG0C1zYU9zS6UNjhgMWgwoD0MWgz8XccY63sU++YyGAxISUnBunXruv1e33zzDR599FGsW7cODQ0NAIAFCxbghhtukM/x+Xx45JFHsHjxYlRWViIjIwOXXHIJHnzwwZiceJox1ncZdWoUpFtQkG5Bs9OLGpsbhTV2bK+xI82iR36KCXnJRl5/mDHWZyj2bfXnP/8ZDQ0NqKmp6fZ7/frrr/j888+RkpKy3+dcffXVuP/++1FWVoaCggLU1dXhiSeewNSpUxEMBrtdBsYY60qySYdR2Qk4cUgahmVY4PUF8XNpEz7ZXI11JU2otbsRVG6BJcYY6xGK1QCWlJTA5XJh5MiROP3005GUlCQfE0LgpZdeOuj3uuKKK3D99dejtrYWgwcP3ufxX3/9Fa+//joA4Mknn8Tf/vY3LF++HH/4wx/w9ddf43//+x8uvPDCbv+fGGNsf9QqgexEI7ITjXD7AqixuVDb6kZZkxNmvRp57U3EiUZttIvKGGP7UCwAvvbaaxBCwG63Y9myZfJ+IjrkAJiamnrAxz/99FN5+6KLLgIAnHfeeTAYDHC73VixYgUHQMZYrzFo1RiUZsGgNAtsLh9qbG7sqm1FUW0rUky6UBNxipGXn2OMxQzFAuDJJ5/ca6PiKioq5O2MjAwAoWXp0tLSUFlZifLy8i5f5/F44PF4AISmrWGMMaUlGrVINGoxLNOC+lYPau1urK9oxuY9NmQlhqaUyUo0QMWjiBljUaRYAFy9erVSb3XYfmtZ47lz5+KBBx7opdIwxuKZSghkJhiQmWCA1x9Etd2FOrsHlU0umPRq5CWHVh1JMumiXVTGWBzqk0PWBgwYIG/X1dUBAILBIBobGwGE1ijuyp133gmbzQabzYaqqqqeLyhjjCG0/NzAFDOOG5SCYwYmIdGgwe56B74srMOX22uxs64Vbl8g2sVkjMWRbgVAtVqNk046KfRGKhXUanWXP0rPCThlyhR5+/333wcQmofQ7Xbv83hner0eCQkJ8ocxxnqb1aDF8KwEnDAkFaOyEqASwKYKGz7dUo0fihtQ2exEIMijiBljPUvQb7WbHoBKpcLEiRPxww8/QKXaf5YUQiAQOPir26VLl2L27Nnw+/0oKysDAKSnpyMhIQETJkzAG2+8genTp+Ott96CSqXC8OHDUVxcDJ/Ph8mTJ2P16tUHLA8Q6gMYni/wp6I9MJnMB10+xhhTki8QRI3djTq7G23uAAw6FXKTQk3EqRZ9tIvHWL/hcDgwJCcNANDW1gazOX7P/d2qmnvllVeQnp4ubyvFbrfvs3ZwfX096uvrkZeXBwBYvHgxhg0bhldffRXFxcVIT0/HxRdfjIceeug3wx9jjMUSrVqFAckmDEg2weHxo9rmQnmTE7sbHEgwaDEgJRQGTTpedYQxpoxu1QCG+Xw+vPXWWxBC4PLLL+8Ta2RyDSBjLJYREZocXtTY3Whs80IIIMMaGkWck2SAhlcdYeyQcQ1gB0UCIBDqXzdkyBBs27ZNibfrcRwAGWN9hT8QRF2rBzV2N+wuH/QaFXLbJ5pOs+j6xEU3Y7GAA2AHxdoTjjrqKB5ZyxhjPUCjViEnyYicJCOcXj9qbG7saXahtMEBi0GD/BQTBqSYYNFzEzFj7OAo1oYwe/ZsNDQ0YMaMGVi7di3KyspQXl4ufxhjjHWfSadBQboFJwxJxRG5iTBo1dhebcdnW2vwTVE9Shsc8AV4PXTG2IEp1gSsUqn22wwhhIDf71diM4rhJmDGWH8RCBJq7W7U2T1ocXmh06iQk2hEfqoJGVY9NxEz1o6bgDso2l6gUJZkjDF2CNQqIZuI3b4Aamwu1La6UdbkhFmvxoD2/oIJRm20i8oYixGKBcBVq1Yp9VaMMcYOk0GrxqA0CwalWWBz+VBtc6GothU7aluRatYhP8WE3GQj9Bp1tIvKGIsixZqA+xpuAmaMxYtAkFDf6kGd3Y1mlxcalQpZiaEpZbISDVBxEzGLE9wE3KFbNYBz5sw56Ofed9993dkUY4yxw6RWCWQlGpCVaIDHH2hfdcSDyiYXTHo18pJDE00nmXTRLipjrJd0eym4g+1cfChLwfUGrgFkjMW7VrcP1S0u1LV5ESRCklGL/NTQiiQGLTcRs/6HawA7dLsP4MHkRx6Bxhhjscdq0MKapcVQIjS0eVBrd2NjRQu27LEhK8Eom4jVKv4OZ6y/6dY8gMFgUP58++23SEhIwMKFC2G322G32/HSSy/BbDZj5cqVSpWXMcaYwlRCIMNqwBG5SThxSBoGppjR4vRiTXEjPt1SjQ0VLWhyeKNdTMaYghQbBHL00UfD7/djy5YtEfePHTsWKpUKmzZtUmIziuEmYMYYO7A2j799ShkPAkFCgkHbvuqIESYdrzrC+h5uAu6g2Cd4x44dICJ8/vnnOOusswAAX3zxBXbt2sVNwIwx1gdZ9BoMzbBiSLoFjQ4vam1ubNljw9YqGzISQqOIc5IM0KgUW1SKMdZLFF0LeO3atZgyZQpMJhOEEHA4HACA4447TqnNMMYY62VCCKRZ9Eiz6OEPBFHb6kaNzYOfdjfCoFUhN8mE/FQTUs06vuBnrI9QLAC+8MILOPfcc1FVVSWDHwDk5OTghRdeUGozjDHGokijDgW+3CQTnF4/amxuVDa7UNLggMWgaW8iNsGi5yZixmKZohNBu91uvPnmm9i6dSsAYMyYMZg+fToMBoNSm1AM9wFkjDHlNDu8qLG7Ud/qgRBAmkUvVx3RqrmJmMUG7gPYgVcCAQdAxhhTSiBIqLW7UdfqQbPTC71GhdwkIwakmJBh1XMTMYsqDoAduI6eMcaYYtQqgZwkI3KSjHD7Aqi2uVBjc6O00QmLXoMBKaH5Ba0GbbSLylhc4wDIGGOsRxi0agxOs2BwmgUtTi+qbW7sqGlFYU0rUs065KeYkJdsgk7DTcSM9TYOgIwxxnpckkmHJJMOgSChvtWDOrsbv5Q1Y1OlDdlJoSllMhMMUHETMWO9ggMgY4yxXqNWCWQlGpCVaIDHH0CNzY1auxsVTS6YdGoMSDYhP8WERBM3ETPWkzgAMsYYiwq9Ro2BqWYMTDXD7vKh2ubCrvo2FNW1IsmoRX6qCQOSTTBo1dEuKmP9Trc6XjzwwANobGw8qOc2NTXhgQce6M7mGGOM9VMJRi1GZCXgxCGpGJllhRDAxooWfLqlGmuKG7Gn2YVAMC4nrWCsR3RrGhiVSgW9Xo/f/e53mDp1Ko477jgMGjQIVqsVbW1tKCsrw88//4zly5djxYoV8Hg8CAQCSpb/sPE0MIwxFtt8gaBsInZ4AjDq1MhNDo0iTjHrol081gfxNDAdutUEfMcdd+Dpp5/Ghx9+iOXLl+/3eUQEs9mMO+64ozubY4wxFke0ahUGtK8s0ubxo7rFhdJGB4rr25Bo6GgiNuq4iZixQ9XtiaAbGxuxePFivP3221i/fn1EDZ9arca4ceMwbdo0zJgxA6mpqd0usFK4BpAxxvoeIkKjw4tauxuNbV4IAWQmhEYRZycZoFHxlDJs/7gGsIOiK4E4nU6UlJTAZrMhISEBgwcPjtmdywGQMcb6Nl8giFq7G7V2D1rdPhi0oXWK81NNSLPoo108FoM4AHZQdBSwyWTCmDFjlHzLXrGqsA7ZaUlIMeuQYtLBatDwckWMMRbjtGoV8pJDk0k7vX5U29yobHahpMEBi0GD/JTQlDJmPU94wdjeuv2p+PDDD5GSkoJJkyZ1+fh7772H6upq3Hzzzd3dVI/576piqHQG+btGJZBq0SHZpEOKWYdUc+jfzj+pZj3MejUHRcYYiwEmnQZD0i0oSDOj2elDjc2FbVV2bK+2I92qR36KCblJRmjU3ETMGKBAE7BKpcIJJ5yA77//HkCo39/EiRPl7yeccALWrl0bM6N/wzo3AQ+4dUlEADxYWrWQYTDFrEOyWStvd/4x6zgoMsZYbwsECTV2N+rsbrS4fDBoVMhJMmJAigkZVj1/L8chbgLuoEi9eOcMSURQsFthTPMFCLV2D2rtngM+T69RhQKiqb020aKTzc2dg6KJgyJjjClGrRLITTIiN8kIlzeAGrsL1TY3ShudsOg1GJASmlLGauBVR1j84Y4RAAalmWDzqWFz+Xrk/T3+IKptblTb3Ad8Xjgoppp1SDbvv/nZpOM/G2OMHQqjTo3BaRYMTrOgxelFtc2NHTWtKKxpRZpZjwEpRuQlm6DTcBMxiw+cJADMu+QomExm+AJBtDh9aHJ40ejwoMnhRbPDJ2+Hf+xuf4+U42CDolGrRrJZG9n8bNIi1dKp+dmk47mxGGOsC0kmHZJMOgSChPpWD2rtbvxS1oxNlTbkJIVqBTMS9FBxiwzrxxTpA6jX65GdnQ0AKC0tjfi9qqoKPp8vpvsAHuo0ML5AEM0OLxodXvmvDIjOjtutPRQUD5ZRq5ZNzrL5uYsfXmeTMRbv3L6A7C/o8gVh0qkxoH0UcaKRm4j7C+4D2EGRACiEOGC/PyFEvwqAB8vrD6K5PRB2GRbbf9o80Q2KZp36gE3O4R+9hoMiY6z/s7l8qLa50NDqQRBAskmH/BQT8pKNfMHcx3EA7NDtJuCTTz6ZBy7sh06jQmaCAZkJBx5h7PEH0OzwyUC4d5NzuGbR4emZEO3wBuDwulDZ7Drg88x6NVLNeiSbOjU/W/YdzMJ9aBhjfVmiUYtEoxbBTEJDqwc1djc2VDRjyx4bshJDq45kJhigVvG5j/Vdiq4E0pf0xZVA3L4Amp1eNLZ5I2oW9w6LTm90a1steg0seg3MejVMOg1MOjVMOjXM+vDtyMfM4efoQ7eNOjX3vWGMxRSvP4gauwu1dg+cngCMOjXykkP9BZPNumgXjx0krgHswINA+hCDVo3sRCOyE40HfJ7bF+hUm+htH8yy722Xr2eCYpvH3+1mbaNW/Zsh0azXwKxTh27rNDDr2+9vf0zLE74yxhSi06iQn2JGfooZbW4/qmwu7G5wYFd9GxINWuSnmjAg2cSD71ifwTWA6Ds1gEpzev2hpudwbWJb+8hnZ+TIZ7cvGO2iHhaNSnSqddyrBlKnhkm/V7jsopbSoOXaSMZY14gIjQ4vau1uNLR5oVYBGdZQE3F2kgEaFV+ExhquAezANYBxLFS7pkFu8oFrFJ1e/z7NzF3VLHr8sRUU/UGCzeXr1vyOApA1jKFax71qJfXqvULkXs3b7YGSayMZ63+EEEiz6JFm0cMXCKLW7kat3YMfdzfCqFMjt31KmVSLPtpFZWwfHADZbwoHxbxk036fQ0RwegPtNYihAStOrx9ObwAOrx9OTyDyts8f8Zxo91vcHwIUKZ9WLToFxq6btQ8UIE06NYxaXimGsVilVauQl2xCXrIJTq8fVS0ulDc5sbveAatBI5uIzXo+7bLYwE3AiN8m4FgSJILLu1dI9Prh8HYKiZ72x7wBOD2Rjzk8oX/9wf57OKsE2vs9hkKiWQ620ch+j/J3fUe/SLNeDYtewwGSsV5GRGhyeFFjd6OxzQshgHSrHgNTzMhJMkDDLQO9jpuAO/TZS5H7778fDzzwQJeP+Xw+aDR99r8Wl1RCtIcVDdJx+M0lXn/wN0Ni+LarPWw6vIHQ7fbHe2pwTHcFCWh1+w97gnGVgKxh7AiOXYfJjiDZ8XzuD8nYoRFCINWiR6pFD38gGFo7vtWNn0oaodeoQquOpJqQbtHzxRnrdX0+JaWlpWHIkCER9/EHKX7pNCroNDocoLX6NwWCBJdvrwDZufYxIkzu+5xQsAwgEGO1kUHqGKFdC88hv54DJGOHT6NWITfZiNxkI1zeAGpsLlTb3ChrdMJi0GBAcmjVEYuhz5+WWR/R54+08847D4sWLYp2MVg/olYJOZfh4SIiePzBjlpGT6BTjWN7SIwIjHv1k2wPlbE0ArunA6R578f2CpM8PyTrL4w6NQanWzA43YJmpxc1NjcKa+zYXmNHmlmP/NTQqiM8eIz1pD4fAN9//3288847SEpKwrHHHosHH3wQ48aNi3axWJwTQsCgDU0j051JYgNBCtUytveJbPP4ZXB0eDr97mn/vVNNZJsndDtW6iG7GyAFAFM4IO7Vv5EDJOurkk2htdoDQUJdqxu1Ng9+Lm3CpkoVshNDo4gzEvR87DLF9ekAqFarkZWVBY1Gg8LCQnz88cf44osvsGbNmi5DoMfjgccTOvE4HI7eLi5jh0ytErAatLAaDm8x+vDgGhkWvZ3C4oHCZAwGSALayxcAFAqQKWYdcpIMyE0yIi/ZhJwkA0y6Pv21yPootUrIif7dvgBq7G7U2d0ob3JCp1GF5i7tNHOASdtxm9dpZ4ejz44CLioqQlpaGlJSUgAAn332GaZMmQIAuOaaa7Bw4cJ9XrO/gSM8Cpixrh1KgNxfmOxrXzApZh1yk4yhn+SOf7N47VcWBTaXD80OD3wBgtsXhMcfGqhGBAgRam1Qq4QMiEZdx9yk4dsGLQfEMB4F3KHPBsCupKWlobGxEWeddRZWrly5z+N71wDm5OQA4ADIWE8JEsHtC+zbVN0pTLZ59h8gnV4/YmUsjVolkJ1giAiF4X+TjFoefMZ6ldcfhMsXgNsXgMcXhCcQ+tftC8DtDyAYjAyIJq26Ixy2TwsVvq3XqOLm+OUA2KHPtnX861//wrRp05Cfnw8A+Pzzz9HY2AgAGDRoUJev0ev10OtDU4yo1XxFxFhPUwkhJxKH9dBfv78AuU94PECYVCpABoKEyhYXKltc+zxm1qmRk2REXrJR/pubFLrNtS+sJ4RmPFAh0dh19xBfIDQIze0PyJpDry+IGrcPbt9eAVEIGQ5NnZua228btPETEONJn60BHDRoEMrLyzFgwACYzWYUFhaCiGA2m7F27VqMHj36gK/niaAZ6/+IQlP6hMNjW3v/RocngFa3D7V2D/Y0u7CnxYW6VneP1DamW/TISTLIPoZ5ySbkJhmRbtVzkzKLGl+gvbbQFwqIXn+wPSyGfvcHCar2gKgSCNUY6jUwadVyRSOzLlSr2JcmmecawA59NgC+8MILeO+997B161Y0NTUhOzsbJ510Eu69916MGDHiN1/PAZAx1pkvEES1zY3KZieqWkL/7mlxYU+zC/bDnHz7QLTqUKf/zs3J4RrE/dXqMNZb/IH2JmZ/exOzLxQQw9Nb+YMEIUK1/CoBGLSR/Q47346lEfgcADv02QDYXRwAGWMHq9Xtk2Gwsr3GcE+LC1UtLvgCyn+FWg2aLgei5CQaodPw3HAs+sIT5rv36ofo9oaCoi/QERAF0KmJObJ5OXx/bwVEDoAdOACCAyBj7PAEiVDf6okIh1Xt/QTrWw99qprfIgBkJOi7DIdpFp4rjsWOvQOi1x/qh+huH6ji3SsgGrRd9EFsb2o2atWKdZfgANiBAyA4ADLGlOf2BVBtc3cKh+1Nyy3O9rkMlaXXqJCd2NHHsHM47M6qNoz1hEAwNMDL5QvA4wvA6ye4/f72ASuhJmehAlQAIAQMWlVEv8PONYlGnRoa1cHVjHMA7MDfCowx1gMMWjUGp5kxOC3yBENEsLv9EX0MwwNRqm1u+A9zJIrHH0RpoxOljc59Hks0aiP6GIZHKWclGni5MRYVapWQK/Z0JTwDgMsbgKe976HHF0Sz04tqWygkCrFXQOw0ObZRG5ri5lADYjzhAMgYY71ICIFEoxaJxkSMyUmMeCy8HFhlp1AYDomNDu9hb9Pm8sHm8mFbtT3ifpUAMhMMXQ5ESTXr+szITtb/REwh1YXIgBiEt7152ebyobbVDbcvMiDqNapQX8PA4X+O+hsOgIwxFiM6Lwd23KDIx1zeQEQg7Hzb5Tu8JuUgAdU2N6ptbvxc1hzxmEGr2qevIS+Xx2LFwQTEzhNjh2oQA2hx+Hq5pLGLP8WMMdYHGHVqDM2wYGiGJeJ+IkKz07fv9DUtLtTYDn9uQ7cviOJ6B4rr9103PbyGcl5Sp7kNk43ItOqh4SZlFgNU7ZNbG3WRE7E7E3hi9jAOgIwx1ocJIZBi1iHFrMOReZGP+QNB1Njdssaw8yjlFufh14Q0ObxocnixZU9kk7JaJZBq1sHYvv6sUauGQatq/1ct/zVoVaHnaDrdr1NFPMeoVUOrFtwMzVgP4QDIGGP9lEatQl6yCXnJpn0ea/P4UdW5OblTs7LHHzys7YX6MCo3/U14BYpwINTvHSZ1XQfMLp/bHjr1GuWmFGGsL+MAyBhjccii12B4phXDMyMXaQ4SobHNGxkKe3i5vP0JEkLrPHuVnTZHr1F11ETKWsnfqK3c6z6urWR9HQdAxhhjkkoIpFv1SLfqcfSApIjHvP4gqm1dD0TpieXyeorHH5pGxOZS7j33rq2MqJ3UHLi2UgbK9qBp0HBtJet5HAAZY4wdFJ1GhYGpZgxM3Xfy3Fa3D5XNLtjdPrh9ofViwxP9hlaDCO7ze/h25/v6qp6srTTp1LKfZ6pFj1SzDql7/W41aLgGkh0SDoCMMca6zWrQYlS2tlvv0Xnqjq6CYsf9ncJjp6Dp8XcEz/BzXL4AAr3Zbq2wcG1ls9PX5YjsMK06NBgo1RwKhCmWUEhMtejb7w8FRoOWR8GyEA6AjDHGYkLnqTuSFXxfXyAYGR7DIdEf2G9tZVe1k7FcW+kLEGrtHtTaDzwIx6xXy5CYatHJ0JjS/nuqWYckk46bnuMAB0DGGGP9mlatglatgtXQvRrKzrqqrexcO+n5jdrK/TWJ93RtpcMTgMPjRHnTvksGhqkEkGTSdTQ1W9prFmVgDP1u1qu52bkP4wDIGGOMHaLerK1sdfvQ5PCiMfzT5pG/25w+KB0Zg9Qx1+POAzxPr1F1BMJOTc171yzqNDw5eCziAMgYY4zFiEOtrfQHQv0DGx0eNLaFQltjmzf0u6Pj98NdLvBAPP6gXErwQBIMmo7+ieFw2Ckkplp0SDRqoeLaxF7FAZAxxhjrozRqlZy250CcXr8Mg02dahLDtYrhGr+eaIK2u/2wu/0obdx/s7NaJZBi2jsc7luzyOtQK4f3JGOMMdbPmXQamHSaLleFCQsSwe7ytYfDcO1hZEhsbPP0yJyPgSChvs2D+jYPULv/5xm16ohRzp2nwgmHx2STDlpek/o3cQBkjDHGGFRCIMkUGgU8JH3/z/MFgnvVJnram51Dt8OPHe6Sggfi8gVQ2b6e9YEkGbWdRjZ3jHI2q/rOhOU9jQMgY4wxxg6aVq1CZoIBmQmG/T6HiOD0BiIHrXQREpud3h5ZXrDF5UOLy4fdDZFzJwa9B+6vGE84ADLGGGNMUUIImPUamPUa5Kfsv9k5ECTYXL6Ikc1dDWJp83DNndI4ADLGGGMsKtQqIZe5OxC3L4BmZ6daxL0CY7gp2hfou6u+9DYOgIwxxhiLaQatGtmJRmQnGvf7HCJCm8cf0dTcedRzk8OLuqYAKnqx3LGMAyBjjDHG+jwhBKwGLawGLQalmbt8jtPpwISHe7lgMYrHSTPGGGOMxRkOgIwxxhhjcYYDIGOMMcZYnOEAyBhjjDEWZzgAMsYYY4zFGQ6AjDHGGGNxhgMgY4wxxlic4QDIGGOMMRZnOAAyxhhjjMUZDoCMMcYYY3GGAyBjjDHGWJzhAMgYY4wxFmc4ADLGGGOMxRkOgIwxxhhjcYYDIGOMMcZYnOEAyBhjjDEWZzgAMsYYY4zFGQ6AjDHGGGNxps8HwLfffhvHHHMMjEYjUlJScPHFF6O4uDjaxWKMMcYYi1l9OgC+9NJLmDZtGtavX4/s7GwEAgG8//77OPHEE1FTUxPt4jHGGGOMxSRNtAtwuLxeL+644w4AwEUXXYQlS5agqqoKI0eORF1dHR555BE89dRT+309EcnbLqezx8vLGGOMsejqfL7vnAPiUZ8NgOvWrUNDQwOAUAAEgJycHEycOBGff/45VqxYsc9rPB4PPB4PAKC+vl7ef+rRw3qhxIwxxhiLFU6nExaLJdrFiJo+2wRcUVEhb2dkZMjbmZmZAIDy8vJ9XjN37lwkJiYiMTERQ4cO7flCMsYYYywmhSuE4lWfrQHcnwNV6d5555247bbbAADBYBClpaUYN24c9uzZg8TExN4qYr9nt9uRk5ODqqoqJCQkRLs4/QLvU+XxPlUe71Pl8T5VFhGhtrYWQ4cOhdVqjXZxoqrPBsABAwbI23V1dfvczs/P3+c1er0eer1e/l5QUAAAsFgsMJvNPVXUuBMIBAAAZrOZ96tCeJ8qj/ep8nifKo/3qfKCwSAAQKXqs42giuiz//vjjjsOqampAID3338fAFBVVYUff/wRADBlypSolY0xxhhjLJb12QCo0+nwyCOPAAgFwIKCAowaNQqtra1IS0uTI4QZY4wxxlikPhsAAeDPf/4zXn/9dRx99NGoqqqCEAIXXnghfvjhB+Tk5Pzm6/V6Pf75z39GNAuz7uP9qjzep8rjfao83qfK432qPN6nIYLifSIcxhhjjLE406drABljjDHG2KHjAMgYY4wxFmc4ADLGGGOMxRkOgIwxFse4Gzhj8alXAmBlZSV2797dG5tiB+BwOCLWQGYsVoUnamU9p6amBjU1NRBC8P5mPcbpdALgz3Qs6vEA+Msvv2DkyJGYPn06Pv/8857eHNsPu92OWbNm4bLLLsPKlSujXZy4xDUtB1ZVVYV33nkHtbW1UKlUfMLoQTU1Nbjxxhtx7LHHorCwkPc36xEff/wxxowZg23btvExFoN6NAAGg0EUFxfjj3/8I9auXYupU6di6dKlPblJth8mkwkJCQn44osvMHXqVLz77rvRLlK/Vl9fj+3bt2PJkiXYvn07mpqauKblNyxatAhXXXUVzj33XOzatYtPGD2kuroas2bNwsqVK1FdXY1TTz0VO3bs4P29l/C+6OrCjffTwVm/fj3Kyspwxhln8DEWi6iXLF68mIQQZDKZaPXq1b21WbaX6667joQQJISgL7/8MtrF6Zd+/vlnGjduHGVlZZEQgjIzM+m0006jXbt2ERFRIBCIcglj19/+9jcSQlBubi7t3LmTiHh/Kam6upouvvhiMplMNHz4cJo+fToJISgtLY127NhBRLy/u7Jr1y769ddf6emnn6bS0lIi4v10sO677z55jBUWFhIR77tY0SMBMBgMyn+dTqe8f+rUqSSEoBtuuKEnNst+w8svvyzD3zHHHENLly6VfyumjM8//5wSExNJCEFZWVk0fvx4Ou2000gIQTk5OTLU8H6PtGbNGvr444+JiGju3LkkhKDjjjuOqquro1yy/mXNmjU0ePBgEkLQiSeeSERETzzxBAkhyGKx0NatW6NcwuhzOBy0dOlSmj17Nk2ZMoWGDh1KRqORkpKSSAhBiYmJMsjw53j/fD6fvP3Pf/6TLzRikOIB0O12k81m2+f+LVu20Omnn05CCDryyCPJ7XYrvWnWSfiLye/3ExHRiy++KMPfqaeeSh9++CF5vd5oFrHf2bZtmzxJqFQqGj16NN10001ERPTII4+QEIImTJhAjY2NUS5pbAgffx6Ph2655RYSQtDtt99OmzZtouHDh5PFYqEPPvgguoXsJ0pKSqilpUXePu+880gIQTNmzKBAIEAPPPAACSFo4cKFUS5pdDU3N9Ntt91Ger2e8vLyaPz48fSHP/yBnn/+eZo8eTIlJCTIi5OmpqZoFzdmhc874RC4du1aOvXUU0kIQWazWbaGsOhSNACuWrWKhg4dSnl5eXTcccfRSSedRGeffTZdcMEFdOKJJ8oAMmvWLCU3y/bS2NhIixYtovr6eiIiev755yPC37Jly+TJl69gleF2u+n8888nIQQlJSXRsGHDaOTIkSSEoIsvvpiIiC6++GIaPnw4lZeXR7m00ffFF1/QO++8I38vLS2ljIwMEkLQ4MGDyWq1khCC/vWvf0WxlP3Dxo0bKTc3l0pKSuR9NTU1VFBQQEIIevHFF4koVDsY74qKikir1ZIQgi6//HJ5/9KlS2X4GzFiBD3wwANRLGXs2fs8EgwGyev10sKFC+mGG26g5ORkMplMJIQgo9FIjz76qAyJLHoUC4DBYJDOOOMMGTSsVivl5OTI38M/1157La1fv16+hikvXNt38skn0/z58zn89QK73U6jRo2SJ47KykoiIjr22GNJCEFLly4lv99P69evj/v9vnPnTkpNTaVx48ZF3P/kk0+SVquVJ4rx48fTnj17olTK/iEQCNAzzzyzT6AhIrrwwgtJCEHXXHPNPq+JZx9++KH8zvzPf/5D77zzjjwmhwwZQvPmzZPPjfd9tbdAIEDffvstzZw5k4455piIc//QoUPp//7v/+iTTz7hz3WMUCQAhk9oPp+PJk+eTEIIOuWUU2jt2rW0bds2WrVqFX377bd8hdlLfD4fjR8/noQQpNFoSAhBZ555Jr3//vvc9N5DWlpaaPjw4WQ2m2nDhg1EFOpLNGHCBBJC0H333RflEsaO+vp62RzUuTVg/vz5ZDAY6OGHH6ZXX31VniTiPTB3V3V1NU2cOJGEEHTrrbdSWVkZPffcc/LEfOONN0a7iDEhGAzKY+2zzz6T+0en05EQgoYNGxZRI83hL9L8+fPpxBNPlPtLCEEpKSl0yimn0LPPPkvbt2+PdhHZXhSrAQy39ft8PnnSmzFjhmyGJAo1TdbU1BARf3h6Sue/w6RJk0gIQRkZGfTaa6/J59TX18u/A59cleFyuej3v/89CSFo9uzZVFlZSTfddBMlJiaSxWKhF154gYgiO0bHs127dskWgqlTp9LMmTMpOzubhBD04IMPyufx/lLGjh075P4Nj04XQtCoUaPoqaeeIpfLRUQU981ynb8PZ8+eLfvzpqSkyM8wEXH/6S5s27aNUlJSSAhBp512Gl1//fW0efNmea4J83g8USoh25uifQC7Ch8XXXQR2Ww2crvddPvtt9M555xDv/zyCxFFXnEx5XT+O4RrZE8//XSy2+3k9Xrp9ttvp3PPPTfi78C6b8eOHZSXlydHu3Vu+pg/f76sfeWLn5Dt27fTwIEDI5qJRo4cSd988w199913ctBCvIcSpezatYvOOusseYweddRRdOONN9Ltt99Ot956KzU0NBARH59ERG+++SYJIUitVssarXvvvZd27dolB390tZ/q6+vp119/7e3ixoydO3fS4sWLyeVy7fO5XbFihfxM8zEWGxQfBdw5fBx33HF01FFH0bp164iI6O6775YjqML9ALvCB0f3df47nHTSSREj/O66666D+jtwMDx0O3fupHPOOYcGDRpEqampdNppp9HMmTPp6KOPposvvliOAOaarZDdu3fTVVddRUceeSSNGDGC5s2bRwsWLKC8vDz64x//KE+2HAKV0djYSDt27KCPPvqIdu3aRYFAQM4FOG3aNB7Z2m779u1ksVgoIyODrr76ahJC0HXXXUcnnHACXXLJJfJz3Pm4bGxspP/+97+UmJhI//jHP6JV9JgSPocsXbqUcnJyIj7T/B0YfT0yD2D4D+v3+2n16tURgS480evJJ58sm4c/+eQTWr58OX311VfyeRwCu6/z32HBggVd/h0mTZokr/yJQn3ZOgc//jscOofDQY2NjVReXi7nwTzuuONICBFx8iAKjX4tKioiovgN3B6Ph5xOJ7W1tcn7wt1ILrnkkojjkyknfLy53W55kXjllVfKz/yaNWvop59+itvjc+fOnfTUU08RUegzTUSyb/Wll14a8TlubGykBQsW0LBhw+Tk753nwI13fr9f9kPl78DY0WMrgex9xd653f8f//iHnH9q8eLFlJ2dTWq1msxmMz322GPyeRw+um/vq6xwXx8ior///e9yUu758+fTxRdfTFlZWXTxxRfT4sWL5fP473D4wp8Dr9crQ80TTzxBRKEvvr///e+UnJwsJ0GOd+G+VZ331/z584mIqLKykrZs2UKFhYVUW1tLRHzC6K7OLQVnnXUWXXXVVURE9Nxzz1F+fj5ZrVYaNmyYXDUo3vZ3+P8b/t70er1ySrO7776biIgaGhpowYIFNGjQIBJC0NixY2XlRrztr650nhNwf9+BqamptHz58mgWMy712lJwRJGhMHx7xowZJISgKVOmyBUUnnzyyd4sVtzZO5zPmTOHNBoNqdXqiP5Yjz76aJRK2L+ET7Jer5fuueceKioqorq6Orr99tvlQIgTTjhBTqAe7yeN8P7yeDx09913U21tLX355Zc0atQoMplMlJCQQOPHj5dLSsb7/uquzheJ4QA+ZcoUuWKQEIK0Wi2tWrUqSiWMDZ0/x9dccw39+OOP5PF4aMGCBTRgwAA5UjhcY82DHToc6DswNzeXhBB0xhlnkM/n489zL+rVANjZL7/8QsFgkB5++GESQtBbb71FO3bsoLS0NNJoNLRixYpoFS0uhGv1lixZQklJSTL8zZw5kzZt2iRHCv7vf/+Lckn7h86jBhsaGmj27NmUmZkp18fOzMyka6+9lo/7dp1DyerVq+VFiUqlkvtNrVbzetYKC/cLvPLKK0kIQd9++y29//77coLu8FQenS8i46mFoPPn2O/307PPPitr/nQ6HY0cOZLuv/9++uKLL4iIL0466/yZbmxspNmzZ1N6ejoJIeicc86RzcKdl5Ll/dezohIAP/jgAzrxxBNp27ZtVFxcTKNGjaIhQ4ZQTU0NLVmyhHQ6Hc2bN4+H2veCBx98kIQQETO1b968mRYvXkxCCLrjjjuiXcR+pbS0lG6//XY5SviII46ghQsX0l/+8hcZciorK/mLr11dXZ3sdzVu3Dh64IEHqKmpSU5uPGLECNq9e3e0i9kvvPnmm3TRRRdRW1sbffHFF5SSkkLnnHMOEXUMHFu0aJGs2aqvr5er2sRTCCTat9l36NCh9Mwzz8i+1Xq9nr7++utoFzPmBINB8vl89Nhjj8lKhrPOOksODHE6nbRq1Sr64Ycf5PNZz4lKAHznnXdICEETJ04kj8cjf7/qqquoubmZXnrpJdkplCjyioApa9asWXKi4g8++IBUKpWcvkcIQX/+85/32e/x9mWvlIqKCvrb3/4mmzzOPvvsiIEPDz74IL300ktRLGHsKS4ulktw3XXXXWS324mIqKmpiUaOHEkGg4FPtArw+Xz0+OOPy888EdG9995LQgh66KGHqKmpiebOnUvFxcX06KOP0htvvEEnnngiabXauFvXtampiebPn0/Dhw+XcynW1dXJx0877TQSQsh1wFmkqqoqORXRKaecIpvMXS4XrV69mkaMGEFCiLjvctAbohIAA4EAXXrppXJE0KZNm2jYsGE0ePBgqq6uls9raGig8vLyiA8Xhw9lLVq0SIZxn89Hb7/9tjzhCiFo7ty58rk//vijvM1h/NDV1tbKUYLnnHMONTc3E1HHCEMiog0bNtBnn31GP/zwg6xdied9XVVVRfn5+ZScnExlZWVEFGqG+/rrr2XtyxtvvBHxGm46OjyVlZV09NFHy9BXWFhIaWlpdMopp5DL5aLW1laqrKyM6Ces1+vpwQcfjKvWmubmZrmfjjjiCDngo7W1lVauXCkDzJVXXsnHYRfWrFlDBoOB0tPT5frUra2ttGrVKtnn1Gw2cwDsBb0eADuPCAovB5WcnExChBaJrq+vp19++YVmzZpF+fn5lJKSQscff7ycw46IQ6CS/H4/nXfeeSSEoAsuuIDa2tpo0aJFlJCQQFOmTJH7+qGHHpInhjD+cjt0mzdvpgsvvFD2d+ncUXzevHly6b7wpMjhqZHidV+3trbS2WefLVdYKS8vp5UrV9IJJ5wgl5oKtxZs2rSJvv32WyKK3/3VXYWFhbJprqCgQO7jiooKIgpNGTNkyBDSarUkhKDp06fLCc7jaZ+vX7+eJkyYIEejh5suwwEmIyMjrieEPpC6ujoaOnQoCSHogQceoJ07d9Krr74q911WVpas1S8vL6etW7cSUXwdX70lKjWAneenu+aaa+jYY4+lhIQE+vTTT6mmpobOP/982R8tfKAIIejf//53NIrbb3UO4+eccw4JEVrs/LXXXqOFCxfStm3biIho7ty58u8xfPhwWrt2rXwPDuOHrvPa2WHh5jchBI0ePZouuOACOdAh3q+Ei4qK5MCPvLw82YSenp5OTz/9NBGFak7D94dDIDs8RUVFdPLJJ9PAgQNJo9HQBx98QESh2tgzzjiDhBCUmJhIWq02rgfshb/7HA4HrV69msaNGyePy9dff52IQv0kS0tLqbS0VPZz4yATmmh7/PjxNGzYMDKZTLJPdHZ2dkT4mzFjBpnNZvr888+jXOL+KWqjgMMnv2AwSM3NzXLh92effZasVqs8+b3//vu0detWSk1NJSEEffbZZ9Eqcr/UOYzPmTOHjjzySHrggQfk44899lhEk09iYiKdd9559OKLL0aryP3Otm3byGw2y1rw9PR0ampqov/9739yeoTW1taI18TbSaSwsJBOOukkudZoZmYmLViwgPx+P23fvp1GjhwpTyDz5s3j6SS6qampiUpKSmjnzp1EFAoy4b5tWVlZdP/999O//vUv+Z3QuRtDvAgfX99++63sjpCenk6vvvoqEYVqCU844QTKzMyklJQUmjRpkgw3fGyGRgK//fbbst95VlaWnNqpvLycrr/+ejlN1pQpU/YZJcy6L2oBkCjyDxkIBMjn88nZwkePHi1rnX755Rd6+umnSQixTyf5LVu2yEkl2eHpPKVDuKmHiOjRRx+VwW/UqFF077330iuvvEIWi4WEEBGTRbPD991338kmt9///vdyf3/xxRc0cOBAysjI2GdB9fAJN55qYBsaGujXX3+lTz/9VPYH7Bz+hg8fTk888YTsVB7ul8Z9ArvH4XDQ//t//08G7DvuuEMej6+88grt3r2bqquradOmTUQUfyfo3bt3ywqLcH/UDRs2yIoMIYS8rdFo5BQxjKikpETul841f9dff72s9FGr1ZSWlkZXX3113HeJUVpUA2BXrrrqKlKpVPTFF1/I+ac690e5/fbb5XN37NhBV1xxhRxMwg7f3h+ou+66S/ZHGz9+PL3yyivysXCfwb3Xu4ynMKKkzZs3U1JSEh1zzDHk8Xjo/vvvJyEEWSwWMhqNdMQRR1Brays1NTVRcXExbd26lcaOHSub6ONVSUkJTZ48WYa/xx57TNYSVFVV0c0338wnDAU0NTXRcccdRxqNhm699dZ9luYrKiqiiy66iDQaTdyuaLNjxw567733yOFwkMPhkE3lw4cPp1tuuYWKiopkJcagQYMiZrmId0VFRfT9998TUUf4S0pKkhPkf/bZZ3T33XeTEIIMBoOcIoZ1X8wEwPAXdHiwwdlnn01er5feffdd2eyTkZFBv/zyCxGFmoQuu+wySkhIIL1eT1OnTo2YUoMdvmAwKNcGnTBhAi1atEg+9s9//lOG8iOOOIJee+21iMmi+UR76JqammSQefjhh4koFMDDtQaXXHIJ2e12+uMf/yhrYYQIracdHkkcj5YtW0YWi4VSUlJo7ty5craAmpoauu2220iv15MQgn7++Wd5cRLu8sAXKwevublZdtC//vrrIx779ddf6U9/+pM8VsNTyMSj8HdfTU2NnObkL3/5ixwo4vV66ZhjjiG1Wk0fffRRNIsakyorK+myyy6j9PR0UqlUdP7551NpaSkRhWqhjzjiCBJC0L333hvlkvYfMRMAw/x+P5155pkkhKBzzz2X2tra6PHHH6dRo0bRrFmzKBAIyPBnsVhIrVbTFVdcwQvGK6TzAIWrr76ann32WfnYAw88IMNfTk4OnXHGGfJKbd68edEqcr+wY8cOOfryL3/5C1VVVdG0adNowoQJMuRdf/31pFKpSKPR0PDhw2nx4sXkcDjiNsy88sorcqBYuEmyqqqKbrnlFrmi0OTJk8lut8tl9v785z/Tjh07iIgvVg5FYWGhvBAPd/1Yv349XXXVVWQwGEgIQX/961/l88PdSuKx+b2+vp6GDh1KRqNRjgT2eDy0fv16GjNmDAkh6Lnnnot4TTzup71VV1fLvpQXXXSRDH+1tbX06KOPyoFgnacmY90TUwGw86jU8ChIvV5Pb7zxBq1YsYIaGhqooqJChj8hBF133XWy5q++vp4KCwt5Ythu6jxAJyy8Ykh4Dru3336biIheeOEFUqlUNGrUKDkfFjs8O3bskAvN/9///R99++23Mvx98803cr3R8LJ9y5Yti3h9vDUrlZWV0cCBA+Uk0T/99BNddNFFckTh2WefTeXl5XKi+dNPP52EEDRw4ECqqqqKdvH7nK1bt9If/vAHOfHz7Nmz5eClG264QT7PZrPRG2+8IUevx1uwcTqd9Ic//IGECC2t2dzcTD/99BOdf/75JERoOcM1a9YQUSj0/PTTT0QUf/upK9u2baPLLruMiouLiSg0UOTxxx+XwTk7O5s2b95MRKEpiVpaWoiI993hiqkASBTZRDN//nw6//zz5R989+7ddNlll5HZbCatVkszZswgr9dLc+fOpVtuuYVmzZpFAwcOJKPRSFdffXU0/xt9XucPVLimJRz+li9fLh8LrySSnZ0tR3J39R7s4NTU1NArr7xCzzzzDLlcLiIKrYUbnuJk3LhxERdA4cm5v/zySxo/fnzECO54sH37dpo2bRoNGDBAjibUaDR09tlny/nD5syZQ0KE1mpNTEyk6dOny9Gt7NCEB9asW7dOfidcc8018nGbzUZvv/22HMDXefL4eLJz505Zoz9s2DA5AbzRaKR//vOfRES0Z88eOuqoo0gIXvWis3AGqK+vpyeffFKGP51OJ4Oz3W6nhx9+mK644gp5jPH55tDFXAAkihyVGj4JFhYW0uWXXy7D3+WXX051dXXk8/koPz9fzh7eecTVKaecEqX/Qf/i8/nouOOOo+OOOy6i70p4qSghBD344IPy/s4n13htnuyOQCAgv8x+/PFHefI48sgj5Sj4J554gs477zwKBoPkcDiosrJS9jtav359FEvf+2w2G/3jH/+QU5J0Dn/Nzc105ZVXklarlQHx5ZdfJqLI7xl2cMLH5SeffEJqtZqGDh0qT9hNTU305ptvyuBzxBFHyJqceFRYWEjHHXecPC/pdDqaM2cOtbS0UF1dHZ100knymJw2bZq8gI73IBMMBikQCNCzzz4r+zvr9Xo5+MPv91N1dbUcGJKcnEwrV66Ur2UHLyYDIFHkH7KsrIzOPfdcSkxMJJ1OR5dffrns89fY2EjnnnsuaTQaUqvVdNRRR9HOnTvphBNOoLy8PDlLPTs8nWtkv/vuO3n/fffdJ8PfX//6VzktydKlS+nYY4+lOXPmRKW8/U14P48aNYpefvnlfQZ9fPXVVzRp0iRau3YtFRUVyab5eLNz505KTEykCRMmyNHRtbW1dOmll5JGoyGr1UoTJkyQNac8sWz3VFVVyS4J//znP+nbb7+lf//737Kf1vHHH0+7d+/e53Xhk3u8qKuro2+++Ybee+89OYCxrq6OTj75ZPn9qVarKT09nc477zyeIqaT4uJiuY/CNX8//vgjzZo1i1544QVyu9308ssvk1qtJrVazV2/DkPMBsDOAoGAHBhy5ZVXyvBXVFRE1157LSUlJZFarY6Yn66trU3WHsbTF05P2Hv//f3vf48If+EO+MuXL6cpU6bIx8JfeF29B/ttwWCQbr75ZhJC0IknnrjPxcyHH34ol0lTqVQRa2bHY+1WWVmZrH1ubGyka665hrRaLVmtVrryyitpz5499Nxzz1FWVhZPKK+AwsJCOuWUU2jUqFGk0Whks++ECRNkzd/atWvpnXfeoQULFsgBEeHvgvDAnHiyZ88emjRpEgkhKCkpiaZMmULffPONnF3BaDTS9u3bo13MmLF9+3a58tTq1avlBUZ4ihi73U6vvvoqCSHo2GOPlSOuw/i8c2AxHwA7T98wZ84ceZIrLi6ma6+9lhITE0mtVtO0adPovffeo8GDB9PkyZPlCZAPAGUFg0EaO3YsCSHopptukh+4jz76SIb08BfZPffcI2fFD7+WHZrOfYkeeeQRef/y5cvl/jaZTPT4449HvC7e9/WHH35IGRkZZDQa6corr6QtW7bIx8IXLJ1Dcrzvr8PV0tJCCxculJ/74447Toa/559/nnQ6nXys8yTIJSUldPPNN9NTTz0VzeL3qtraWvndmZSURDNmzJD92wsLCyk9PZ3MZnNELSAflyFer5cuv/xyEiK0Rnp4LfDhw4fTN998Q2lpaZSamioHKIVf8+GHH9Lzzz8fxZLHtpgPgESRa6YShUZL/vnPf6bk5GRSq9V04YUXyhUsNm3aRE6nMxrF7Pc6TxEzb948OZLyo48+orPOOkt+0c+aNYvuvfde2Sdt/vz58j04kB+6rVu3UmZmJt18881EFAo34f2t1Wojpuq56aab4nYy3s6ef/55EkLQgAED5OjocOBbunQp3XPPPXT22WfTfffdJ2sY+GR7eIqKiuRgh3Cz7wsvvCC/DzIzM+VghylTptCGDRvozjvvpIyMjC6nROmvSktLZSD+05/+JPup1tXV0ahRo+T++uMf/0iPPvqo7PPGx2VoH8ycOVMeQ21tbXJmCqPRSEKE1gkPz0Th9Xpp5cqVNHz4cBJC0H//+98o/w9iU58IgGHhD8LcuXNlp9qLL76YKisriSh0ZR++HR6txpS1dxj/6KOP5PQae3+Zh08CI0aMoPr6+ogal3CfDnZwwrVWn332mWz23Tv8hZvm1Wo1FRYWRquoMaGkpEROEdN54thnnnmGUlJSImqmEhISuBN5N5WUlMh529avXy+745x33nn05ptvElFoacmcnByaNWuW7D9YUFCwzzKH/VlhYSHdcMMNtHHjRiIKLW84evRoEkJQamoqjR07li699FI58IH7tXUoKiqSawPfeuuttGLFCjnlU3p6Ov3nP/8hotDA0RUrVsj9mp+fz6uH7EefCoBhPp+PJk+eTKeddpqshWpqaqIZM2bQWWedJfua8Je58jrv0+XLl0eEv6lTpxJRR0h89tlnZXNH5zWGlyxZQoMGDaKLLrqodwvfxzmdTrlWsMlk6jL86XQ6Sk9Pp3/+85+yL1G8fg62bdtGOp2OCgoKyGaz0UcffUTp6ely2qIrrrhC7jeTySTnY2Pd88knn5BKpaLk5GRatGiRHCD27bffkkajocTERHlhGO7Ss/eFZX/m8XiIKDTNSbhmNCsri2bPni0nKZ82bZoMOqxDUVERPfXUUzRp0iS5CEF6ejrNmjVLnmNWrFhBI0aMICFCk8SvW7eOiLj1qSt9LgB2HpUaHgwSPsHdfvvtsh9KOAR2JV5PiEpasmSJHPBhMBjo9NNPp0GDBskv9K+++kpOf3D++edHvG7ixIlyMuMVK1ZE67/QJ23ZsoUyMjLosccek/eFQ4xGoyG9Xi+njUlNTY370a47d+6UzZJz584lnU5HaWlpEU1C4YE2N9xwA/n9fl4urptee+012T8rPBBv586ddM0118ia12HDhsnvinhrrQmPhJ44caJsupw9e7bsO7l9+3Y59911113H56suhPsAZmdn06xZs6i8vJyIIsOf2WymJUuWROQE3peR+lwAJIr8Yt57WoG//vWvJISg3/3ud3LKDJfLRQ0NDfLKa+/3YIemtbVVrtRiMpnohRdeoM2bN5PBYKDx48fTjTfeSBqNRl6Bvfbaa0RE9Pbbb9Pxxx9PKpWKcnNzacGCBVH+n/RNnaeCue2222Rz8KWXXirnaXzsscdIrVbT7bffTkTxOSq4s0AgQFdccQUJIejiiy+W9xERPfLIIyREaKWQzoLBIDU1NVFZWVmvl7cvKy8vj1jWcMWKFXT55ZfLycyHDh1K1dXV0S5m1G3YsIFGjBhBN954o7xI2b59O40bN46ECK1YwyOCu7Z+/XoaPnw43XjjjRHhL9yXMjU1lbKzs2nQoEE0cOBA+vLLL6Nc4tjUJwNgVzqf4O644w66++67iYjooYceojPOOIPS0tLo97//vZwElohDYHeEa6KefPJJed8pp5wim4OFEDR27Fj697//TcFgkD766CM67rjjSKVSUXZ2dkTzJf8dDk34KvbOO++UIfyyyy7bZ9WFzqMJw/s4nq+An3zyyYgASBQaYBMOK+H7n3rqKVq2bBm99957NGzYMDriiCPoiSeeiFax+6TCwkK65JJLKD8/n9RqNWm12n2afTdt2kTLly+n7777Tp7E4+34rK2tlX0nCwsL6eijj5a1gkuWLIl4TllZGTU1NRFR/O2nrtTW1so+/5999pms+SsoKKBPPvmE9uzZQ/PnzychBFksln36RcdTt4P96TcBkGjfWo7wCVKr1ZLFYpGzrv/rX/+KUgn7l70nJfb7/XTbbbfRjBkz6O9//7ucOPrTTz+lY489llQqFWVlZdHTTz8tX8MfwsMXDuG///3v5UjWsJaWFlnzcvbZZ9PNN98s+8LE68mjrKyMhg4dSkIIuvTSS+nOO++U4S980igpKZFTdYQ7mIebLe+5555o/xf6lJaWFrkMX7jmLxz+nnjiCdkNJLyWeLiWJh6Pz6KiIho0aJAMf++++y4REX333Xc0fvx4SkpKosTERDrppJPkwJB43E9d+eKLL+RnNTk5mf73v//JfeP1eqmgoICEEBFzf7a1tdHixYvlykrxql8FQKKOD8WiRYvkl4tGo6E77riDNm/eLA+UzuvZsu4JBAL7DXLLli2T4S8jI4NeeOEF+Vi4f1Dn92GHZs+ePfTzzz9H3NfU1EQPPfSQHAUb/jGbzXE/2nX79u1y6cjwz5AhQ+ihhx4ih8NBDoeDLrzwQtmn8ogjjqDvvvuOrFYrHXHEEXLQGTs4u3btkk1y4dG+zzzzjKwRPOqoo2R3ErVaTatXr45yiaNj9+7d8jP6/vvvExHRDz/8IC8+EhISZO1g5/kUWccxFg6A4Zo+v98fcQESvkhua2ujd999l4488kgSQtC8efOiWfyo6ncBMOyOO+6QQ8DDM9Tv2LGDFixYQEIIeuihh6JdxH5v0aJFcsBHZmambH5fu3Yt/eUvf6EJEybQtddeS++88458DYfAwxcO4V999ZW86tXpdPTSSy/Rc889J78gDzRAKh6UlpbSXXfdRdOnT6dp06bRl19+SW1tbdTS0kLz58+X64+GQ8rWrVuprKyMNm7cyDXWh2HXrl1yfrZt27aRwWCQ05xkZGRQZWUlLVu2jIQQdOqpp5Ldbo9yiaOjqKiIPvzwQ3I6ndTa2kqTJ0+WXTwSEhKosLBQ7qcxY8bwxUgnu3btoi+//JJGjRpFt912GzU3N9O9994r+wSOHz+eamtrqa2tjd5++2065phjZOCO5+/DfhsAb7rpJhJC0MMPP0wffPCBvAoIT1sye/bsfV4T7x3llXbttdfKJo3w/IBvvvkmHX/88RE1MHs3y8dr7ZRSwjPmJyQkyBour9dL//73v3lS1P2or6+nefPmyaWmJk2aRE8//bQMJeG+RkR8fHbH6tWrSYjQag7hmr9Ro0bRTz/9RIMGDaLMzEwZFuNZVVUVpaenk16vp+OOO07upx07dtBpp51GOp1OriLCQux2uwx24UUIwt+D4f6U77zzjnxOYmKi3Ifxeu7vtwHwxRdfJCEEnXTSSRQIBOjtt9+WawYLISKWIOo8KTF/uSvH5/PRH/7wBxnuqqur5VWtEIJuv/12+uc//ylPuvHeH0Mp4dGuzz77LN1zzz2y/9X//d//yelOiOL7WO/8f6+oqKAnnnhC9gc84YQTZE30mjVr6Mcff6SRI0fKpjl2+DZu3EhJSUk0btw4stlsdP/998tarnAwbGtrI6LIgUvxdqzW19fT4MGDKS8vj0pLS2VTZmpqKg0cOJD0ev0+NVfxuJ/2VlhYSAMHDiSj0UgqlYomTZokP7fvvvuubEZPTEykTZs2EVH8hj+ifhwA/X4/nXvuuSSEoAsuuIBsNhu9/PLLZDAY6JxzzpHPC3+w7r//fnlfvH+IlBBuKuu8L8MjsoQQ9Pbbb8v7lyxZQkKEVg1wu929Xtb+IryvwyfVcNC7++675X7X6/X03nvvRbOYMSUQCNB///tf2dx7wgknRByDHo9H9gkcOnQoud1u7qbQDU1NTXTyySdHdMO566675Mohl19+OXm9XrLb7fTyyy/H7cAQh8MhL9jC56a77rpLBuX8/Hw5lc6OHTvoq6++IqL4209dqampoR9++IE2bdpELS0tRBQKf+FJtxMTE2n9+vXRLWSM6JcBMJzofT6fDIGDBg2iJUuW0MKFC+VItPBagkKEJo/esGGDfA/+ku++vb+MnnrqKRJC0Lnnnkter1dOANt5xZDa2tqI18Tz1dnhKisrkyMKwyePW265hVJSUujMM8+k2tpastvtVFxcTGvWrJFzkIX3dbydRHbs2CGb2MLhz+/3UyAQoOeee45MJhNlZ2fT0qVLiahj8FK87Sel7NixQ9a2/u1vf6OKigr605/+RMcffzzt2rWLiIhefvll+d0cr320du7cKfuj/uMf/yCHw0FXX3015ebm0qeffkpEoUFNer2ehBD0/fffR7nEscdut9N7770na/6SkpJks29FRQWtWrWK1q9fL/tTxttnul8GQKKOGii/30+PPPIInXLKKfTvf/9bPv7oo49G9EFLTk6mk08+OW4WJo+G9957j9RqNY0ePVpemX388cdy4tNwzeyuXbvoxRdfjGZR+7zt27fTkCFDSAhBZ555Jq1YsYLmzJlD69evp5qaGjr77LMpLy9PDtAJT5Hg8Xho2bJl9MYbb0T5f9C7SkpKZPgL/1tXVycvIKdPn04+n482bNhA1113HY/C7KYdO3bI1RwuuOAC+umnn+Qo4RdffFEuF6fVaumDDz6Qq2TE2wm688TQp59+Oi1fvlzO97l9+3Y5q4VaraaZM2fKScvjbT91JRgM0tKlS2nw4MH7NPu+/fbbcllIg8FARx99dFzWovbbAEgUWXvUeeb5uXPnyuA3efJkevTRR+n1118no9FIQgh6/fXXo1Hcfi8QCNDUqVNJCEETJkygv/71r5SdnU1arZZUKhXNmTOHiDqW5uo8yTQ7dLt376bLLruMsrKyZJN7ZWWlXCpu74EiRUVFtGLFin2a6OJJ52XJHnjgARJCkNVqpWXLltGyZcsoIyNDjh7cuXNnFEva99XU1NBLL71ECxcupNbWVvJ6vbRw4UIZ/goKCig/P58yMzMpPT09bkN3ZWUlPfLII3T11VfLCbMLCwtlgNHr9WQ2myk9PZ3Gjx8vp3piHdPrCCFo48aNRBSqiAivIzx06FA6++yzZYhetWoVEcVPCOzXAZBo3z9keHJoIULLxS1btkw+duaZZ5JKpaIHH3ww4jXcHNx9nZvlf/e730XUviYmJsr+am63W/4d5s+fHzcfxJ7S2tpKpaWl5HK5yOFw0O9//3vZh+j666+nDRs20OOPPy7Xxw2v7xweRBKvli9fTikpKbJm+oYbbpDBLzwyuLGxUT6fO+AfnvA+8/l89Morr8gT8xlnnEE///wz+Xw+GcSzsrLidlk+r9crB8ds375dhr+CggL6+9//Trt376b77ruPhBCUkpIiVxdhobC8bds2IgrNm5qTkyOnyEpLS5PT7wgh6Pjjj4/4XIfPW/01A/T7ANhZMBikkSNHyn5oH374oXysc0f5ESNG0IIFCyI6y/OXe/d1bpZ/9tln6eabb6Y777wzorkx3PfHYrF02aeF+wQevj179sjmkKuuukqeTN1uN+Xm5sr+RkIIWrRoUZRLGz0ej4f+9re/kRChieRNJhNZLBZ68cUXacKECZSdnU0lJSVERPTll1/Kmin+jjg8wWCQXn/9dXnsnXHGGRHT7rz55ptktVrJaDTS1q1bI14b7o8ZL98LRUVFcj8VFBTQQw89RHv27CEioqVLl5LVaqXc3FxZ20XEx2Vn69atI51OR/n5+bJ7x6hRo2jnzp00duxYSklJkfuzqqqK7rvvPrkec38MgXETADtfad52220Rkw+Hr5yEEDR69Gg655xzZFPP/Pnzo1Ti/ulAX9QNDQ103nnnkRCC7rrrLnn/hg0bZNU8EX+hHa4NGzaQ1Woli8VCP/zwAxER2Ww2evXVV+XxLoSIWC87Xm3fvl02//6///f/qKysjN5++21Sq9X0wgsv0A8//EC333673Gd7r8PMDk1hYSEJEZqwt3P4+/777+WcbkcccQQ5HA7asGEDbd26lSorK2nixIlxNR9eeMBSUlISzZ07V/ab/Pbbbyk3N1cej2effTbddNNNvGzcXoqKiigzM5NGjhxJe/bskTMmWK1WUqvVlJWVJQcifvrpp/KxHTt2EFH/C4FxEwCJul53NnwACCHokksukVfz4SlLjjjiCLkAN+sZ4Q/Vli1bKCkpiQYOHEiffPIJ2Ww2uvnmm+UIrq4m72YHr76+XtaA//3vf6eGhgZauHAhnXHGGfIzsHDhwmgXM2YUFxfTkiVLqKWlhbZv307Dhg2j008/na699loaN26cnFP0tNNOo08++USOHGaHp6ysLGJ1ix9++EGGv+HDh9PSpUupqamJZsyYIWd2CM/g0NraGsWS966dO3fSvHnz5L767rvv5H7Kz8+n888/X3ZZMBgMPDq4k5aWFjrrrLNICCG7et19992ya8d5550XsRJN+CIvLS1NLjHXnz7jcRUA97Zw4UJ54vvjH/9IP/74IwUCAaqvr6cbb7xRBsC9Z6bvTwdArHA4HHTllVfKWtg5c+bQSSedJJuDc3Nz6bbbbuN9303bt2+n8ePHU3p6OqWkpMh+blzzt39ut5tuueUWMpvNcr46IQSNHTuWHn744WgXr1/6+uuvZXeFYcOG0cKFC+XMAeFlPrVaLQ0cOJC+/vrrfdYV7+/CLSmrVq3a734KX9h1XmWJhWoBw9MQ3XLLLVRTU0PXXXcdDR8+nL777jsiihwMFs4C6enp/a4mMK4DoM/no6OOOorOOOMM+umnn4goVEsya9Ys+SXf+Qt+y5Yt8nZ/OQCiKRgMygk5W1paaMKECXJUW3huq8GDB9NLL71ERUVFXb4H/x0OXX19PS1atEiOAObwd2A2my1i5LQQgu655x5at24dEYUC4hNPPEGzZs2iZ555RjZJcrPb4XG5XDRmzBh5Mbhw4ULZCrNlyxYaPXq0HLUphJAD+eJtfzudTrmfRo0aRQsXLiS73U5+v58++OADGjBgAAkh6JFHHol2UWNOYWGhXGLvvPPOo++//1729QsGg7K1sKKigo466ihSqVT9siYwbgNg+A8cCARkx+KGhgaaPXu2/JK/9dZb5fNffvllys/P5yt+BT388MOkVqtp9uzZ9Je//EV2ug+PvHzppZeooqKCiEJTISxevJiuvvpqmjdvHn300UfyffrDB7G3VVZWcvg7BBs3bqRhw4bRscceS59//rm8/5tvvpErNoR/0tPT5XPiLZQoZcOGDTR+/Hh65plnZAvMxo0bacSIEXKg3l//+lfS6XSk0WhkGI83GzZsoGOPPZaeeeYZ2XT5v//9T9YKHnnkkWSz2YgoNClyuHaQj8vQII9nnnmG5s2bJ/tSdg5/RUVFdOSRR5IQgoxGozz2srKyIsJiXxa3AZAoMji0tLTQ9ddf32X4W7RoEU2cOFFOWfLzzz93+R7s0GzcuJGSk5MjTp5//vOf6YUXXiCijg9XYWEhTZw4UTa/hUPivHnz5Hv19Q9iNGzdujXuJnzujtraWrlqChFRW1ubXCYuPLNAeJodvV4vm5PY4WlpaaHm5mYiCs0ZOGrUKDl324oVK4go1I3n97///X5bCOJBS0uL7AP54YcfyvA3ZswYOf1JdXU1zZ07ly655BJas2YNEfF3JlHo/N15bEC4ab2oqEguHWc0Gum8886j4uJieuSRR+Tnu6GhIVrFVkxcB8DOgsEgHXPMMSSEoNtuu03e/9prr8mZ2IUILVp+/fXX0+LFiyNeyw5PcXExzZkzhx577DH69ttvIx4LBoNUX18vJ+pUqVQ0duxYeumll+RkseGwyFhv67xc2bx58+TowX/9619yUFm89U3rCYFAQE7LM2TIEFq5cmVER/1wDVe8fw9//PHH8ntx9OjRctULolC3j/AcuElJSXKy6HjfZ511rvnrHP6mTJkSMf3Q7bffTvfee2+/2HccAClyipjOq08sXryYjj32WDm55p133kmPP/64HG7f+blcE6is8N9k69atlJubS2q1WtYAlpSU0Nq1a+UIzKampn7xYWR9y7///W85KfSePXvI4/EQEdGrr74q52kL12CxwxcIBGjmzJkkRGhZw/BSfV3N6hDPdu7cSUIIys7OluFv2bJldMstt9Djjz9ODoeDXn31VVKpVKTVauUUMazD9u3b5TnfaDTS7373O1mL2tzcTG1tbVRTUyMvOgKBQJ8+93AAbLf3l8mrr74qawSFEBFr0z722GOyf0Vzc3PEa1evXt1rZY4Hy5Ytk31+/vOf/8jm30ceeYTy8vJo1KhR8sPIWG8If+GHJy+eNGmSfGzdunV07rnnkkqlosmTJ8uwEg6HvGLI4QnP3yaEoCeeeCLaxYlZxcXFMrAsWbIkonvNhAkTyGazyeP2xBNP7BfNmEoIBoPk9Xpp8uTJJERoicwpU6bIfVlSUkLnnHMOFRQUUGZmJp111ln0zTffyNf2VRwA23X+I77++uuyCliI0GLlRB39A8JX/gMHDqS6ujr5utdee430ej1deOGFvVv4fmzz5s2UnZ1NQ4YMIaLQIt4Gg4G0Wq0M4eEOvEQdf0eukWU9bc+ePbJf2o033kgLFiygM844g6xWKwkh6KabbiKi0ICbW265JWLgEjt04RHAd9xxh1wWjXXN7/fTJZdcIoPfiSeeSEIIGjlyJH3wwQek1+spOTmZiouLI163ZMkS+s9//hOlUkffli1bKDs7m0444QQ55UtJSQkNHDhQ5gGNRiP/7TwgrC/iALiXhQsXyuHhw4YNo9NOOy2iKeerr76S0w9cfPHF8nWvvfYaDR48mFQqFWVnZ0esXMEOXyAQoGnTppEQgi699FJyuVz07rvvyilM3nzzTSIKzSNYV1cXsVZouPaFsZ6yffv2iBUYOg8IIQqNvLzlllvk/eETbjAYjJvly5RUV1cXcdHNuhYMBuWgxnPOOYdcLpccwBAOMOPHj49oPfnoo4/k9Fuvv/56FEsfXWVlZfJz6nQ66aKLLiIhBOXl5dGf/vQn+uGHH+iJJ54gIQTl5ubKEcGd9ZVaQQ6AndhsNjr55JPl/HOvvPIKff3116TRaOiYY46hyy+/XH54jjrqKNmR9pVXXpFXCOPGjaNXX301yv+T/iFci+fz+ei0006T+/f777+ne+65h55++mkqKyujzz77jMaPH09Dhw6l/Px8evzxx+V7uFwuXt2C9ahdu3bRDTfcQBMmTKDf/e53csUah8NBN910kwx/aWlp9Prrr8u5L4lCJ4ry8vIolZz1Z50nPP7rX/9Kb731FhmNRhlmHn30UTnh8fLly2Uf68mTJ/PqIe2am5tp7NixJISgadOmyTXAiYgmTZpEQgh6++235X179uyR0xb1hQs8DoB72bp1K40dO5YWLFgg7wv3Cwj/jB8/nl566SUiCjVJ5ufny1DYeXQwN0N2X7h/pd/vp7/+9a+UkJBAY8aMocrKSrLZbPTSSy/JZZAMBoP8G4WX9Lv55ptJCEEXXXRRNP8brJ/z+/3kcrnkl354GcPw8XjUUUfRyJEjZR/W8MTzX3/9NZ1++ul0zz33RLP4rJ/auXMnLVq0iEaPHi1bTXJycmjmzJmy/9+yZctk+DvllFNo3bp1fO5qZ7PZaPTo0aRSqWSFj9vtpqKiIjr++OP3mY7sueeeo7Fjx0YsGhHLOAB2ITxZZpjf76c77riD/va3v9HMmTNlle+SJUvkbOtHHnlkxIS64eDSV6qCY1n4pBoMBunHH3+UKy38+uuvlJOTI+e8evLJJ+n555+njIwMmjlzJt18882UkJBAGo2GcnJyIqZFYKynVFRUyFGrQgi6/fbb5fyBc+fOpTFjxtBbb71FX331lWxeEkLQpk2b+PuCKc7tdsupzPLz8+kf//iHDH9Lly6V6+CeddZZERNq84Cl0L77f//v/8m5gT0eD23ZsoWuu+46+bn9+OOPiSjU3SM8cPSkk07qEyGaA+AB7D1JZGdvvPGGDH9jx46NqAbee2HyvnAgxLq992EgEKArrrhC9tVct26dbM6YPXs2paSkUFpaGgkh6JhjjqEvv/wyGsVmccbv99M999wjTw533nkn+Xy+iBPpzz//TB999JE8sQgh6JVXXoleoVm/t2XLFho5ciTdcMMNMvx98MEHZDKZ5AX0O++8Q8XFxbRz507ZlzreAyBRqBY1OzubhBB0xBFHRAwQveWWW4goNMp/xowZMmTvPQYgVvcjB8DD8Oyzz1JBQYEMf++99x4RhfpRXHPNNTRixAi6/PLLI1ZZ4BCovD/96U8khKA//elP8gPmdrvp1FNPlRNHH3300Rz+WK/avHkzCSHo5ptv7rIl4JtvvqGLL75YnkQ6txz0hX5DrG+qra2lxsZGIgqtGBKu+RNCkNlspuTkZEpMTCSDwUBGo1Ge11hosNfRRx9NOp1O7rOZM2fKVqUlS5ZQQUEB6XQ6uvHGGyNmpgjv81jMABwAD0N4+adx48bJkPf000/LRco7/zz66KPydbF6FdBXhVcHmDRpEjmdTvJ6vXTDDTeQVqslnU73/9u797Co6vwP4O8zF4cxFVzxgkCwEJcENBUEXcHxgq6a5pVtvYSuVujDmms9iq3lJup6Q8S1hN0U1HTFW6hpZq6YGmGGLmaalAGmoOIKhqLCDJ/fH/zmrIQ9m4oOOe/X8/QUhzPnfGYGmHffq3Ts2FEdC0j0KF2+fLnW0AXrvw8ePCjPPvus+vdh586dtR7Hbjd62Hbt2qX+/PXp00ftHu7cubN06tRJQkJCxNfXVwICAmqtqmDvLl68KLt375bU1FQ5cOCAGuiqq6tl1KhR6oYR1m700tJSGTZsmAQFBTXYvYMZAO/BnTuGREdHy9tvvy0iNf/HHxwcrP5SxcfHy5IlS9Rm47S0NFuW/dgym80SEREhzZs3l7Zt24qPj0+tlj+GP7K1H4c/617BiqJI7969Zc+ePZKQkCDx8fHco5UeidOnT6sTkz7//HN1kuPChQulvLxc3WavqKhIbty4YeNqGz7rxhCKosjWrVulsrJSVq1apc4eVpSavYNLS0sb3O82A+A9utuYQOven4qi1Go2T0tLE0VRZMiQIWI2mxvcm/9LZn0fLBaL7N27V3x8fESj0YiDg4N07NiR3b7UYFRXV8u//vWvWt2+P/XPtm3bbF0u2YGCggLJyckREZF+/fqJTqeT7du3q9+vrq6Wr776SjZt2iRZWVm11q+k/9q/f786FyA2Nlb27Nmj7l3v7++vLsMTGxtr61LvSge6JzqdDiICRVHUYxaLBQAwcuRIjBgxAlVVVdDr9fjhhx8AANnZ2aioqIDRaIROp1Mfo9VqH/0TeEzodDpUV1dDo9GgT58+8Pf3x7fffovAwEAsWLAAvXr1snWJRACAW7duITU1FVu3bgUAxMfHY926dSgsLER8fDxu3LgBjUaDiooKHD9+HM8++yz0er2Nq6bHmYeHBzw8PGA2m3H58mVYLBaIiPr9yZMn46OPPkJBQQGMRiNcXV2RkpKCnj171vn8s1dlZWXYvHkzrl69CoPBgKysLKSkpMBsNiM2NhaRkZEYPXo0QkJCEB0drT7u9u3bMBgM6ueXTdk4gD4WrHsrBgUFqTOsduzYoaZ/6xp0R44cqTXgmx7cnYtFR0dHq1PyiRqSEydOiEajkVWrVsm1a9fUhaF/vAg0J4HQo3Tz5k3x8/MTRVHUde4mTZqkDqVp06aNuhOTVqvlXvd3KCsrU9cAtr5e3bp1Uz/jrS3+CxYsUFtOd+zYIQMHDpS8vDwRsX2LKgNgPbBYLOrA7s6dO8tLL72krrjeunVrWbFihYiITJgwQRRFkYSEBBtX/Hj5qaV6iBoS63aSX375pWi1WvH19VWPEdnKiRMnxNXVVTIyMqSoqEj8/PxEq9WKwWCQNm3aiIhIenq6uq3cj9fJtWcnT55UF9FetGiRusvPxo0b1bUVRWrGXb7xxhtqWHR1dZXi4mIbVl6DXcAPyNqV+/7772PQoEH46KOPcOzYMQCAl5cXhg0bhpiYGFy8eBE5OTnQaDRo1aqVjat+vFi71YkaMkdHRwDAxYsXUV1dDYPBwJ9dsrmgoCAcPHgQZrMZX331FfLy8uDo6Ig+ffpg69at8PPzQ1JSEjw8PFBQUMDu3zsEBAQgJycH165dQ0hICADg5s2beOedd/Dkk08iISEBK1euxLp165CdnQ0A6NevH5555hn174Et8a/PA9JqtTCbzdDpdPjggw+wevVqnD17Fg4ODujSpQv69esHrVaLDz/8ELm5uXBzc0O7du3qXKdBjAcgoofG+sHZrl07ODg4oKSkBFqtlr/7ZHNeXl4AgMrKSrRs2RLe3t7YvHkz3njjDcybNw+jRo1CWVkZvL29cfXqVTRr1kx9rNj5mEBfX99aX8fHx+PQoUMwmUyIjY3FoUOH1O9NnToVL7/8Mry9vaHT6Ww+F4ABsB7c+Ua++OKLdb7//fffIyUlBQAwYcIEdOrUCQCQmZmJqqoq9O3bFxqNxu5/kYjsQdu2bfHZZ5/hzTffxA8//IDWrVvbuiQiAICLiwueeuopfPbZZ5g/fz7i4+MBAEuWLAEADBkyBJ6engCA6dOnw2QyYcCAAbYqt8H58MMPkZSUBEVRcPToUdy4cQNGoxHh4eF4+eWXMXToUPVca8ORTT/3bdwF/Vizjk3Lzs4WJycn6dKli2RlZcmFCxckJiZG3cd2xowZNq6UiB41jqWihujMmTPSunVrURRFJk2aJMXFxTJq1Ch54YUX1J9Z617XGo1Gvv76axtX3HAUFhaqW5AqiiKOjo6SnJwsRUVFcuvWLVm/fr0MHjxYunbtKhMnTpQjR46IiO0mgygid8z9pnpXWVmJqKgo7NixA8HBwejYsSNycnJw7NgxGAwG+Pv7IzIyEosWLbJ1qURkA8KWf2pg8vLyMHHiRBw+fBjBwcF4++234e/vj6ZNmyIuLg6LFi2CXq+Ho6MjJk+ejN///vfw8/PjzzKAkydP4vnnn4ebmxuWLVsGf39/lJWVYe7cudiyZQvOnTunnms0GpGRkYHIyEibvHYMgA/B5cuXcf78eXTq1AlnzpzB8OHDcerUKeh0OpjNZjRp0gSenp6YNWsWevXqBWdn5zrX4LggIiKylcuXL2PXrl0QEfzhD38AAMycORMLFy6ERqOBVquFu7s7vvvuO7Ro0QIbNmxAZGSkjatuGK5cuQJFUdCiRQsAwObNmxEXF4f8/Hw4OTlhzpw5KCgowNKlS9GsWTPs27cPwcHBj7xOjgGsZxaLBStWrEBCQgKio6NhNptx6tQpAICDgwPCw8MRGxuLwMBAuLu7o7i4GImJifj3v/8NX19ftG/fHoMGDYJGo2EIJCIim2jVqhWio6PVz6AZM2Zg8eLF0Gq1GDp0KMaMGYPBgwdj6dKlmDlzJj7++GMGwP9nbdSxfoZnZGQgPz8fjo6OOHToEAICAgAAFRUVSE5OxgcffMAA+DjQarUYOXIkVqxYgeTkZPX4n/70J4SGhiIqKko9VlhYiD59+uDs2bO1rrFo0SK89tprnBhCREQ2Yw1/s2fPxuLFi+Hg4IDnnnsOU6ZMQdeuXQEA06ZNg5+fHyeD3IX19auoqABQM3EmICBAnQBy69YtAMDRo0dt0uDDAPgQBAUF4dixY0hPT4eLiwt8fX0RFhZW65yrV69i2LBhOHv2LHQ6HTp37oyYmBhMmTIF06dPh5OTEyZOnMjwR0RENhUVFYWVK1eiS5cumDp1KkJDQwFA3fZ04MCBADh06cesDTjWpWJOnjwJoGblkOXLl+O9994DAISFhUGj0aCyshJXrlxB27ZtH0njD8cAPmLWNzUrKwv9+/dHdXU1FEXB9evXUVhYiOLiYoSFhWHAgAFIT0/HE088YeuSiYjIzl24cAFFRUXqgsfsnfr5CgoKYDKZcO7cOQwePBhGoxGbNm0CAHh7eyMlJQXh4eFYtWoVVq5cifnz5z+SFlVG9UfM+gtTVFSE8vJy+Pv7Y/bs2QBqNujesmULnJyckJ+fD2ZzIiJqCFxdXRn+7pOnpyf27NkDLy8v7NixA+np6RAR+Pr6Ii4uDj179sTGjRuxevVqnDhxAuPGjcOlS5cA1LzWZrP5odTFLmAb8fLywq9+9Stcv34dr776Ktzd3TFu3DgsW7YMZrMZHTp0QGVlZZ3HsYmdiIhsieHv3vn7+2P//v3IyMhAbm4uAgICEBoait/85jfYsGEDEhMTcfz4cWi1WogI1qxZg7CwMERERECn0+E///kPcnNz0atXr3qriV3ANlJdXY3nn38eW7ZsQVRUFNLS0rB9+3a89NJLKC8vx7Zt2zBkyBBYLBZ8//33EBH8+te/BgDcvn0bBoPBxs+AiIiI7ldVVRXS09ORkJCA3NxcAEBsbCwKCwuxc+dOAEB+fj6aNm2KefPmISkpCXPmzMHrr79eL/dnU5INWFvxNmzYAJPJhE2bNiE4OBju7u744x//iLVr1yIiIgJr165FSEgIQkJC0K1bNyQmJgKAGv5WrFhhy6dBRERE96GyshLvvvsu/va3vyE3NxetWrXC3r17sXz5cmzfvh2vv/46Jk6cCJ1OhwULFiA9PR3V1dXYsmULrly5Ui81sAXQRqzTwC0WC6ZNm4b09HS0a9cO69atg9FoRHJyMpKTk3H+/Hk0btxYnUaemZmJHj16YPz48VizZg2ioqKwceNGGz8bIiIi+rmuXbuGoUOH4sCBA3BxcUFaWhoiIyPVmdUAUFxcjKSkJKSmpqKkpAS9e/dGYmIiAgMD66UGBkAbslgsan9/bm4udDodAgMDkZmZifHjx+PcuXPw9vbGvHnzUFFRgVmzZmHKlCn4+uuvkZaWBgcHBwQGBiItLQ3t2rWz9dMhIiKin+nkyZMYNmwYEhMT1aV0rI1DV69exV//+lesWbMGV65cgclkwrJly9C+fXt1guiDjsVkALSxu03qeO6557Bz5054enpi//798PT0BADExMRgw4YNuH79Oho1aoTevXsjLi4O4eHhNqiciIiIHkRFRQUaN24MoG74W79+Pa5evYpu3bph/fr1cHFxUWdg18dMbI4BtLG7zeht1KgRAGD48OFq+AOA06dP4/r169Dr9TCZTJgxYwbDHxER0S+U0WgEUNMjqNPpUFpaigULFmDdunW4ePEigJru4sWLF2PQoEHo06cP9u7dq4bAB8FlYBqg5s2bAwCOHDmCkpISNGnSBBMmTMChQ4fg4OCAHj16YObMmYiIiLBxpURERHS/rK14Wq0WZWVlmDVrFjIyMlBaWoq2bduiqKgIx48fx8mTJ1FVVQWgZi7Anj170Ldv3we7N7uAGw5rk67FYkHv3r2Rl5eHyspKODs7Iy8vDwaDAT179kRcXBzDHxER0WPk8uXLCA8PxzfffIPf/va36NSpExYuXAgfHx+sXr0a5eXlEBHcvHkTRqPxgQMgWwAbEEVR1DEA+/fvR25uLgYNGoS8vDwYjUb06NGD4Y+IiOgx1KpVK7z//vuYOXMmli9fjhMnTsBiscDHxwdhYWH1fj+OAWxgdDqdOjGkQ4cOcHd3BwCYTCaGPyIiosdYu3btkJ6eDg8PD5w9exYA0KRJk4dyL7YANkAajUYNgYcOHcKMGTPQv39/hj8iIqLHnHUiaFFRUa2v6xvHADZg1u5gIiIisi/ffvstgoKCMHjwYKSnp9fL0i93YhdwA8bwR0REZJ+eeuopZGdnIzg4GGazuV7DH8AWQCIiIqIGy7prWH1jACQiIiKyM+wCJiIiIrIzDIBEREREdoYBkIiIiMjOMAASERER2RkGQCIiIiI7wwBIREREZGcYAInoF62goACKokBRFBw4cMDW5RAR/SIwABIR/QJ4enpCURT85S9/sXUpRPQYYAAkIiIisjMMgET0QKqrq5GUlITAwEA4ODigefPmGDlyJPLz8wEAaWlpahft5s2b0bFjRxiNRvTv3x8lJSX4xz/+AXd3d7Ro0QKTJ09GVVWVem3r45YuXYrRo0ejadOmaNmyJd588038r02MDh8+jH79+sHR0REGgwFPP/00Fi9eDIvFAgAYO3YsFEVB9+7daz2uc+fOUBQFMTExAP7b8jZ27FhMmzYNjo6OcHV1RWpqKoqLizFw4EA88cQT6NChAz799NNa1zpy5AgGDBgAJycnODg4oFOnTtiyZUutc6zPMSEhAWPGjEHTpk3h6uqKuXPnAvhvF3dhYSEA4K233lIfQ0R034SI6AFMmjRJAAgACQgIkBYtWggAadOmjVy6dElSU1PV7xuNRvH39xdFUQSAPP3006LX68XX11c9Jzk5Wb229ZjBYJC2bduKq6ureiwpKUlERPLz89VjmZmZIiKSmZkpOp1OAEjz5s3Fx8dHPWfixIkiIvLpp5+qx86cOVPnWllZWSIi4uHhodbg7Owsbdq0EQCi1WrF19dXXF1dxcnJSQCIu7u7VFZWiojI4cOHRa/Xq6+Fn5+feu01a9bUeY56vV5cXFzE2dlZPbZ3714pKiqS0NBQadSokQAQV1dXCQ0NldDQ0If+3hLR44sBkIju23fffaeGOWuoKS8vFzc3NwEgs2bNqhUA586dKyIio0ePVo+99957IiLSvXt3ASC/+93v1OtbzwkPD5fKykqprKyU8PBwASCtW7cWkbsHwIiICAEgHh4eUlpaKiIir7zyigAQRVHk7NmzIiLSvn17ASAzZswQEZElS5YIAPHx8VFrsAbAli1bSmlpqXzzzTe1Au+tW7dk37596rHTp0+LiIjJZBIAEhkZKVVVVSIiMnXqVAEgbm5udZ5j165d5fbt21JSUqIGR2tdd9Yxe/bsennviMi+sQuYiO7bF198oXbFRkdHQ1EUNG3aFOfPnwcAZGdn1zp/0KBBAGq6VX98zMvLCwBw6dKlOvcZMWIE9Ho99Ho9RowYoZ5XUlJy17qOHj0KAGr3KwCMGjUKACAiyMnJAQBMmjQJALB27VpYLBZs3boVAPDCCy/UuWb37t3h5ORUq/a+ffvCYDCotd9Z/+effw4A+Pjjj6HX66EoCpYtWwYAOH/+PC5cuFDr+lFRUWjUqBGcnZ3RqlWrn3wtiIjqg87WBRDR4+GZZ56BwWCodczDw6PW182aNQMA6HS6OsesY9rkf4ztq09jxozB9OnTUVxcjFWrViE7O1sd7/djP6d2oG79rq6ucHNzq3M9s9lc62trUL3zHo/ytSAi+8IASET3zTphQkQwbtw4vPLKKwBqgsvhw4fh6OiIY8eOPfB9tm3bhsmTJ6v/DQCtW7dGy5YtcePGjTrnh4SE4ODBg9i9ezfKysrg5OSEf/7znwBqwlrnzp0BAE2aNMHYsWPxzjvvYNq0aRARmEymOsH1foSEhOCTTz6Bh4cH9u3bB6PRCKCm9S8nJ+ee79G4cWMAuOvzJSK6V+wCJqL75uXlhRdffBEAMHXqVHh5eaF9+/ZwcnJCREREvYQ/oKar2dPTE56envjkk08AAHFxcT95/ltvvQWdTofCwkJ4eXnB19dX7X6dMGFCrS5bazewNVhFR0fXS81z5syBTqdDVlYWXFxc0LFjR7i5ueHJJ59EYmLiPV/P398fALB8+XKEhIRg/Pjx9VInEdknBkAieiArV65EYmIigoKCUFRUhMLCQnh6emLatGkwmUz1co/58+ejd+/euHbtGlq0aIE///nPmDJlyk+ebzKZkJmZicjISFgsFhQUFMDf3x8LFy5EcnJyrXMDAwMRHh4OoKaVzTrG8EFFRETg4MGD6N+/PxRFwalTp6DX6zF8+HC89tpr93y9uXPnIiwsDBqNBl988QW+/PLLeqmTiOyTIhxkQkQNlHVsXWpqKsaNG/fQ7hMTE4OUlBSMHTsWa9eufWj3ISJqKDgGkIjs1t///nfs2rULu3fvhkajwauvvmrrkoiIHgl2AROR3crKysKOHTvQpk0bvPvuu+jQoYOtSyIieiTYBUxERERkZ9gCSERERGRnGACJiIiI7AwDIBEREZGdYQAkIiIisjMMgERERER2hgGQiIiIyM4wABIRERHZGQZAIiIiIjvDAEhERERkZxgAiYiIiOwMAyARERGRnWEAJCIiIrIzDIBEREREdoYBkIiIiMjO/B97nHcfTWuhTAAAAABJRU5ErkJggg==", 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Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 2.427\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "4fa5dfa5ba41401bb20165dcc4c525cb", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 4.27\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b27d2bcf84414ae5a4318928dc703a52", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 1.52\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ea6bcb3932824624ba1f39b0bfc2a3a1", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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\n", - " " - ], - "text/plain": [ - "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "viz.show(probspace=ps, targetSpec=[('othercancer','yes')], condSpec=['smokertype'], \n", - " controlFor=[], \n", - " filtSpec=[('income', None, 9),('employment', 1,2)], gtype='pdf', power=5, enhance=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 115, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.2793894599995185, 0.7518349970640047, 0.07653818858427609, 0.12609097064073368]\n" - ] - } - ], - "source": [ - "print([ps.P(('smokertype',3)), ps.P(('smokertype', 3), [('othercancer','yes'),('smokertype',1,2,3)]),ps.P(('othercancer','yes'),[('smokertype', 4)]),ps.P(('othercancer','yes'),[('smokertype', 3)])])" - ] - }, - { - "cell_type": "code", - "execution_count": 125, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.12910348432894597, 0.16482086436853952]\n" - ] - } - ], - "source": [ - "print([ps.P(('diabetes', 'yes')), ps.P(('diabetes', 'yes'),[('drinks', 0),('bmi',), ('income')])])" - ] - }, - { - "cell_type": "code", - "execution_count": 145, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.12910348432894597, 0.1902621594832006, 0.17205606872941023]\n" - ] - } - ], - "source": [ - "print([ps.P(('diabetes', 'yes')), ps.P(('diabetes', 'yes'),[('drinks',0), ('gender', 'male')]), ps.P(('diabetes', 'yes'),[('drinks',0), ('gender', 'female')])])" - ] - }, - { - "cell_type": "code", - "execution_count": 126, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.12910348432894597, 0.07667060028182883]\n" - ] - } - ], - "source": [ - "print([ps.P(('diabetes', 'yes')), ps.P(('diabetes', 'yes'),[('drinks', 5),('bmi',), ('income')])])" - ] - }, - { - "cell_type": "code", - "execution_count": 142, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[0.12910348432894597, 0.15520215600811385]\n" - ] - } - ], - "source": [ - "print([ps.P(('diabetes', 'yes')), ps.P(('diabetes', 'yes'),[('drinks', 0),('bmicat',), ('income'),'age','gender'])])\n" - ] - }, - { - "cell_type": "code", - "execution_count": 137, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Viz.show: Filtering by: [('income', None, 9)]\n", - "Viz.show: Filtered N = 290759\n", - "Viz.show: Target = [('drinks',)] , Condition = [('age',)]\n", - "Viz.show: Showing graph = 2D Expected value plot with single condition , power = 5\n", - "Dimensions = 2 . Conditionals = 1\n", - "Number of points to test for each conditional = 50\n", - "Elapsed Time = 24.931\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "42c3f96363dc4bdc9579e38c25065608", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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", 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Conditionals = 1\n", - "Number of points to test for each conditional = 35\n", - "Test Time = 2.026\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "694e0d78c6ee476eb17c605bfd4d6f48", - "version_major": 2, - "version_minor": 0 - }, - "image/png": 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