{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# First Analysis of the Experiment Data\n",
"\n",
"In this notebook we analyze the first results from the 50 experiment parameters as defined in [parameters.py](project_code/parameters.py). These parameters have been run and fed to experiment classes ([experiments2.py](project_code/experiments2.py)) in [data_validation.ipynb](data_validation.ipynb). This process is computationally intensive due to the method of utilizing search templates, requiring about 30 minutes of processing. A pickled version of the data is exported by that notebook which is imported here.\n",
"\n",
"The bulk of this analysis notebook takes place in the similarity analysis below, where we take the top 10 most common verbs and analyze their top 5 matches based on averaged scores across all applicable experiment parameters.\n",
"\n",
"**To properly see Hebrew search results, view this notebook in [JupyterNBviewer](https://nbviewer.jupyter.org/github/codykingham/verb_semantics/blob/master/first_analysis.ipynb)**"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"This is Text-Fabric 5.4.3\n",
"Api reference : https://dans-labs.github.io/text-fabric/Api/General/\n",
"Tutorial : https://github.com/Dans-labs/text-fabric/blob/master/docs/tutorial.ipynb\n",
"Example data : https://github.com/Dans-labs/text-fabric-data\n",
"\n",
"118 features found and 0 ignored\n"
]
},
{
"data": {
"text/markdown": [
"**Documentation:** BHSAFeature docsBHSA APIText-Fabric API 5.4.3Search Reference"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"from numpy.polynomial.polynomial import polyfit\n",
"import pandas as pd\n",
"import collections, os, sys, random, time, pickle, dill, copy, re\n",
"from IPython.display import clear_output\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from sklearn.cluster import KMeans\n",
"from scipy.stats import iqr\n",
"from tf.fabric import Fabric\n",
"from tf.extra.bhsa import Bhsa\n",
"from project_code.experiments2 import Experiment\n",
"from project_code.semspace import SemSpace\n",
"\n",
"bhsa_data_paths=['~/github/etcbc/bhsa/tf/c',\n",
" '~/github/verb_semantics/project_code/lingo/heads/tf/c',\n",
" '~/github/verb_semantics/project_code/sdbh']\n",
"\n",
"TF = Fabric(bhsa_data_paths)\n",
"tf_api = TF.load('''\n",
" function lex lex_utf8 vs language\n",
" pdp freq_lex gloss domain ls\n",
" mother rela typ sp st code txt instruction\n",
" heads prep_obj \n",
" prs prs_gn prs_nu prs_ps\n",
" sem_domain sem_domain_code\n",
" ''', silent=True)\n",
"\n",
"tf_api.makeAvailableIn(globals())\n",
"B = Bhsa(api=tf_api, name='', version='c')"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading cached experiments...\n",
"50 experiments loaded.\n"
]
}
],
"source": [
"print('Loading cached experiments...')\n",
"with open('/Users/cody/Documents/experiments.dill', 'rb') as infile:\n",
" experiments = dill.load(infile)\n",
" print(f'{len(experiments)} experiments loaded.')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loading semantic space data: adjusting counts with pmi, preparing plotter functions, etc...\n",
"50 experiments successfully loaded into semantic spaces.\n"
]
}
],
"source": [
"print('Loading semantic space data: adjusting counts with pmi, preparing plotter functions, etc...')\n",
"\n",
"spaces = dict((exp_name, SemSpace(exp, info=False)) for exp_name, exp in experiments.items())\n",
"\n",
"print(f'{len(spaces)} experiments successfully loaded into semantic spaces.')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Experiments and their Dimensions"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Experiments (coocurring features x target words):\n",
"\n",
"vi_subj_animacy:\t(2, 180)\n",
"vi_allarg_pa:\t(2, 694)\n",
"vi_objc_pa:\t(2, 714)\n",
"vi_adj+_pa:\t(2, 734)\n",
"vi_cmpl_pa:\t(2, 734)\n",
"vi_coad_pa:\t(2, 734)\n",
"vf_obj_pa:\t(3, 694)\n",
"vd_domain_simple:\t(3, 704)\n",
"vf_cmpl_pa:\t(4, 725)\n",
"vi_objc_animacy:\t(5, 173)\n",
"vf_adju_pa:\t(7, 733)\n",
"vf_obj_animacy:\t(8, 127)\n",
"vf_coad_pa:\t(8, 734)\n",
"vg_tense:\t(8, 734)\n",
"vi_cmpl_animacy:\t(39, 174)\n",
"vf_argAll_pa:\t(43, 703)\n",
"vi_adj+_animacy:\t(46, 108)\n",
"vi_coad_animacy:\t(51, 241)\n",
"vd_domain_embed:\t(73, 646)\n",
"vf_cmpl_animacy:\t(88, 158)\n",
"vi_allarg_animacy:\t(92, 370)\n",
"vf_adju_animacy:\t(96, 78)\n",
"vf_coad_animacy:\t(200, 192)\n",
"vi_subj_domain:\t(247, 231)\n",
"vd_par_lex:\t(305, 365)\n",
"vf_argAll_animacy:\t(378, 207)\n",
"vi_objc_domain:\t(448, 245)\n",
"vf_obj_domain:\t(584, 213)\n",
"vi_cmpl_domain:\t(1033, 223)\n",
"vf_cmpl_domain:\t(1128, 207)\n",
"vi_adj+_domain:\t(1219, 217)\n",
"vf_adju_domain:\t(1575, 180)\n",
"vi_coad_domain:\t(1735, 386)\n",
"vi_subj_lex:\t(1959, 290)\n",
"vi_objc_lex:\t(2853, 305)\n",
"vi_allarg_domain:\t(2902, 527)\n",
"vf_obj_lex:\t(3012, 274)\n",
"vf_coad_domain:\t(3055, 301)\n",
"vi_adj+_lex:\t(3478, 295)\n",
"vf_cmpl_lex:\t(4074, 267)\n",
"vi_cmpl_lex:\t(4079, 281)\n",
"vf_adju_lex:\t(4184, 263)\n",
"vd_con_window:\t(4463, 790)\n",
"vf_argAll_domain:\t(5122, 339)\n",
"vd_con_clause:\t(5477, 900)\n",
"vi_coad_lex:\t(6765, 475)\n",
"vd_con_chain:\t(8308, 1218)\n",
"vf_coad_lex:\t(9337, 418)\n",
"vi_allarg_lex:\t(11180, 652)\n",
"vf_argAll_lex:\t(14761, 482)\n"
]
}
],
"source": [
"print('Experiments (coocurring features x target words):\\n')\n",
"for shape, exp in sorted((experiments[exp].data.shape, exp) for exp in experiments):\n",
" print(f'{exp}:\\t{shape}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Experiment names are coded by their strategy, the verbal argument they are denoting, and the particular level of information they are recording for the given verbal argument:\n",
"\n",
"> strategy_verbArgument_dataPoint\n",
"\n",
"There are 4 strategies: \n",
"* `vi` - Verb inventory (`vi`) makes inventories of verbal arguments based on their simple presence within the clause. The presence of multiple instances will be counted multiple times. \n",
"* `vf` - Verb frame (`vf`) experiments take into account all elements at once within the clause. If multiple instances are present, they are all recorded into a single string or frame. \n",
"* `vd` - Verb domain experiments (`vd`) create an inventory of surrounding words within a given discourse or context. \n",
"* `vg` - The single verb grammar experiment (`vg`) simply measures how often a term occurs in a specific verbal tense, based on the assumption that similar verbs might also prefer similar tenses.\n",
"\n",
"The arguments which are tested by verb inventory and frame experiments are as follows:\n",
"* `subj` - subject, which is only counted by verb inventory experiments\n",
"* `objc` - object\n",
"* `cmpl` - complement (including lexicalized preposition info, e.g. L+COMPLEMENT)\n",
"* `adj+`/`adju` - adjunct, which includes tags for location, time, and predicate adjuncts (hence the + sign) (including lexicalized preposition info).\n",
"* `coad` - complement and adjuncts together (including lexicalized preposition info)\n",
"* `allArg` - object, complement, and adjunct arguments together (including lexicalized preposition info)\n",
"\n",
"For verb domain we test the following contexts that enclose the verb:\n",
"* simple_domain - i.e. `N`, `Q`, `D` for narrative, quotation, discourse\n",
"* domain_embed - these are the nested codes of simple_domainl like NQ (quotation within narrative)\n",
"* con_chain - this gathers terms (excluding stop words) across a clause chain for all of the clause's daughter clauses\n",
"* con_clause - this gathers terms (excluding stop words) across the enclosing clause\n",
"* con_window - this gathers terms within a window of 2 to the left and right of the verb\n",
"* par_lex - this looks at instances of parallelism in poetry to find corresponding verbs between various bicola\n",
"\n",
"Data points which are gathered for all of these categories are:\n",
"* pa - the simple presence/absence of a given verbal argument. Absent values receive a null string (ø)\n",
"* lex - lexemes of the coocurring terms\n",
"* domain - semantic domain of the cooccuring terms based on the Semantic Dictionary of Biblical Hebrew (De Blois, UBS). NB these semantic \"domains\" are different from verb discourse data (domain) listed above.\n",
"* animacy - the animacy of a given term based on a custom mapping to SDBH semantic domains"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Count Adjustments \n",
"\n",
"For experiments that include a lot of lexical data, we employ the positive pointwise mutual information score or PPMI to adjust the raw counts (following Levshina 2015, 327). But for experiments with small-scale, categorical variables this does not make sense. The goal with categorical data is not to weigh surprising lexical occurrences, but to measure tendencies. For these it is more appropriate to use a ratio normalization.\n",
"\n",
"Animacy experiments contain mixtures of lexical and categorical data. But lexical data is minimal in experiments that do not strongly weigh prepositional phrases such as object experiments. Thus, for these experiments we normalize with a ratio rather than ppmi. By contrast to the vf_obj_animacy experiment, which has 8 unique values, the vf_adju_animacy and vf_cmpl_animacy experiments have 96 and 200 unique values, respectively. These are more suitable for ppmi adjustment."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"countType = {}\n",
"\n",
"for exp_name, exp in experiments.items():\n",
" if exp.data.shape[0] < 9:\n",
"# print(exp_name)\n",
"# print(list(exp.data.index.unique()))\n",
"# print()\n",
" countType[exp_name] = 'sim_rRatio_maxNorm'\n",
" else:\n",
" countType[exp_name] = 'sim_pmi_maxNorm'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Deriving a Verb Specimen Set\n",
"\n",
"Which verbs will comprise this study? This depends on which verbs are accounted for in the dataset. The presence/absence (pa) experiments count the most basic features, namely, the simple presence or absence of a given verbal argument: objects, complements, adjuncts. I will first try to derive a specimen set by taking the intersection of all the pa experiments."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Starting with specimens count of 714\n",
"Complete with specimen count of 292\n"
]
}
],
"source": [
"specimens = set(experiments['vi_objc_pa'].data.columns)\n",
"freq_count = collections.Counter()\n",
"print(f'Starting with specimens count of {len(specimens)}')\n",
"\n",
"for exp_name, experiment in experiments.items():\n",
" \n",
" if not 'vi_objc_pa' or not re.match('.*_pa', exp_name): # skip first pa experiments or non-pa exps.\n",
" continue\n",
" \n",
" exp_lexemes = set(experiment.data.columns)\n",
" specimens = exp_lexemes & specimens\n",
" \n",
" # make frequency count of lexemes\n",
" for lex in experiment.data.columns:\n",
" if lex in specimens:\n",
" freq_count[lex] += experiment.data[lex].sum()\n",
" \n",
"print(f'Complete with specimen count of {len(specimens)}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Count Lexemes without Stems\n",
"\n",
"All verbs have their stem appended. How many plain lexemes are in the specimen set?"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of plain lexemes accounted for: 238\n",
"\n"
]
}
],
"source": [
"plain_lexs = set(lex.split('.')[0] for lex in specimens)\n",
"lex_nodes = [(next(l for l in F.otype.s('lex') if F.lex.v(l) == lex),) for lex in plain_lexs]\n",
"\n",
"print(f'Number of plain lexemes accounted for: {len(plain_lexs)}\\n')\n",
"B.show(lex_nodes)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We have a good and diverse dataset here. Let's see what the makeup of stems are."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Stem Counts"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('qal', 165),\n",
" ('hif', 57),\n",
" ('piel', 40),\n",
" ('nif', 24),\n",
" ('hit', 4),\n",
" ('hof', 1),\n",
" ('hsht', 1)]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"stem_counts = collections.Counter(lex.split('.')[1] for lex in specimens)\n",
"\n",
"stem_counts.most_common()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Coverage of Specimens throughout the Experiments\n",
"\n",
"There are 297 verb specimens present with 243 plain lexical forms. Note that many of the experiments have different numbers of specimens present, due to the various requirements per experiment. We intend to use as much data as is present to inform the verb clustering. But are there some verbs whose coverage throughout all 50 experiments is especially lacking?\n",
"\n",
"Below we count per lexeme how many different experiments it occurs in. The number itself is then counted."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[(50, 26),\n",
" (17, 14),\n",
" (48, 14),\n",
" (25, 13),\n",
" (44, 13),\n",
" (41, 12),\n",
" (21, 11),\n",
" (19, 11),\n",
" (40, 11),\n",
" (42, 10),\n",
" (49, 10),\n",
" (32, 10),\n",
" (18, 10),\n",
" (29, 9),\n",
" (39, 8),\n",
" (23, 8),\n",
" (34, 8),\n",
" (37, 8),\n",
" (22, 7),\n",
" (33, 7),\n",
" (46, 7),\n",
" (36, 7),\n",
" (30, 6),\n",
" (24, 6),\n",
" (31, 6),\n",
" (47, 5),\n",
" (27, 5),\n",
" (43, 5),\n",
" (26, 5),\n",
" (38, 4),\n",
" (20, 4),\n",
" (45, 4),\n",
" (35, 3),\n",
" (28, 2),\n",
" (16, 2),\n",
" (15, 1)]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"spread_count = collections.Counter()\n",
"accounted_exps = set()\n",
"\n",
"for lex in specimens:\n",
" count = 0\n",
" for exp_name, exp in experiments.items():\n",
" if lex in exp.data.columns:\n",
" count += 1\n",
" accounted_exps.add(exp_name)\n",
" spread_count[count] += 1\n",
" \n",
"spread_count.most_common()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What is the lowest accounted-for lexemes and how many of them are there?"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(15, 1)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"min(spread_count.most_common())"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"38"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sum([amount for count, amount in spread_count.most_common() if count<20])"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.12794612794612795"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"38/297 # ratio of total specimens within 20 or less experiments"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Only 1 lexeme is accounted for in only 15 of the experiments. 38 of the 297 verb specimens (12%) have less than 20 applicable experiments. These are acceptable amounts. Verbs that do not have an attested object, for instance, will not appear in 3 of 4 object experiments. But they *will* occur in the presence/absence object experiment. So it can be expected that certain verbs will be less accounted-for in various experiments."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Examining Distributions of Presence/Absence Inventory Experiments\n",
"\n",
"Presence/absence experiments test whether and how often a given verb occurs with a given argument. Each experiment tests a single argument or combined set of arguments. These are: objects, complements, adjuncts, complements + adjuncts, and all arguments. For each argument type, there is a simple binary variable: present or not. Below we normalize across verbs to observe the distribution of verbs with the given argument."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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GNScq01Hju1RKmddeQamcSDwOPC6EyDDqXol6wzxKCDHKZGLRbpMHJzKZEdKzjL+BDxa/kxCza/hwKj21QKoQwh761lsIYUO9sTykOFKHof/9/ZIVIb93SLmjRR3gklKaKctmfB+lCL4opbwpMEMI0Q+lDHYVn6ouLFLKUMcy7Y2TSGPY34f/lVL+sLNCGKuoc4yVm2moc70B+EIIMfwQVuPak3GVlPKULtY92Gv3YOiojy+QUn7WqYZU//0U+KlQHhNnoSbE96CcAPkd+vjbjutgJeZQ8L8I6osyvWwPvzyjIqzWmTHb+Pu+SZ7fYcadQog7I9S/Rgjxaxke5qPT998e1t9HgidRimAFcJEQ4grZvoM0v2lpK8bLsxSUybefQzm/o3nth3I0xolGExEdWkJzwmG4bfa73H+jK3WllGVSyveNie58YBDK5MyPlyP3tm2CCHG5bTDL+LsuIM3/AOxnUn5ihPb9nhO7Iv861H1ihkneDKOtrqzstEsn+t+MHUATMM5QNkI53fh72OTsJMuBdCHEsA5LKvyrSu+Z5M2MUKej37Qa9fuZmZdGGiftsQW1N3Oq8TKgS0gpa6SUn0opb0TtnUlDKf+HDSllDWpMjIkwHo51lht/TzuYylLKXVLK51Fjpplgb4uH1HYn8R/je10o2xV5ZgP5UsogEzwhxBRgDGo/64sRPptQK8eXmbR7mjC3KZ5l/F1nktcT+vuwIoT4EfAT1P39ZNSe8eeEEAPbqWZ2/5uBurcF/i7dfn4HydGQ2/8yUK8WasLQyqDmhMJYWXoL9QDPx9yUKLB8tBBimkm6nTZzs8A3dZWoCX7MYRE4mCSU6VGgHBNRoRtqgQ8Csvz7G24InJQbK0hBbQTgX33J6YJMLxl/HxFCxAYcJxblJAPUJOugOIj+D8MwYX0dFcvtDyHtDEK9rXejlI+jyT+Mvy8I8zhR8UKIyQFJecbfWSHlBqG8iZrR0W/qHyehrujPQa28dgljdfgp1H6Xxw1z7CCEitM3IuD76aGTbOO7f8X0SLwJ/wcqPMaLQogw82ohRKowiQd3jPABaizcI4Q416yAUDHbHMb/A4V53NIUlClaYP8+iTIhe0IIEWbSKlTMtENVzl9G7Qe+K8K1nR3w9UXUCvr/Gve60LJWERBLVQiRhdojZxZb0B9P759SypvMPqgwC4FlAxlOiHmhEOIy1Er2DlQYiR7V34cbow+ewQj1IaXMR62iJgJviwhxA4EHAl/sGM9f/7P95YBy3Xp+h8ARHyeGZUg1XXv+a3oI2kxUc9wSsEHcgjJ5G4VaZYhCTYKv7oSTihhgsRBiN2qz937UJPJs1Cbzj6WUgaY336DiqM0TQixEOQjZIKWcexhOaSFwk6EgLKEtzqAF5R2t1RxTSrnCOP4MYKUQYj7KzOkiVHwysxXDb1CToeeFEO+hVnhqpJRPRRJISvmGEOISVLy+LUKID1HmNJeinHm8LaV8/RDOuav9H4lfo96q3iWEmAR8S1ucwQTgLinlvkOQs8tIKb8UKqDvH4BdQojPUV5T41EeX2cacl5oVPnIyP+lEGIcylFArpH/CeZ7yOajfo9HjTo1gE9K6Z8ovYjysPd7Q/nZhpr0nodSOsxWSDriQdSerTuBS4yxV4Qaf0NQ8dp+RZvJ2lygWgixHKXkWFG/1UTUdfrtQcjQLlLK54QKzn4LKk7cl6iXQ6mo8B2noeLD3XW4j32oSCmdQojvo7yRzhNCLEHFMm1GTeQmoa69dJQjnAnAO0KIlag+L0Yp2pegnvGPBrS9RagA1M+jHPp8DuxC7UXNQfVLER2vxrcnv99ByDvAQqH2/m5CvewaR9s4QUpZLoT4AWo1fKVQgb63osZ0DmosJdC2V+pS1P0w8MUYQohE1PXhIjiGWihfoe4xM4QQw0Ic0HwO/EuoOHWbaIsz2IwKg+A3I+xJ/d0ZUoW5sxY/L0kp8w1F722j7SullMWGTHOFEI+j9nE+itpTHIgXtad8s/Hc8qDGwUDUPfPNgL44Eud3xDka48TgG+ByIcRHqBVVD7BASrn4ENvVHO905G5Uf/TnWPsQ7r7aidp7sAZ1Mz2PgBg+IXUXEBA+AfUm95eoiUA+anJVjjLbuA0jlldA+TjgaZQpkoeQEA7G9wXtyD6H8BAE/f3toBSgj1Bv8JpQSmEkd9PJxvmWGX2wGTX57R8qV0Cde1ETGKdRJi9S3wSkW4A7UF7LmozPGpQyENbP7fVB6Pl3tf87GBfJqMnELuP8alCTv7CwGEb5PA4+tMT1XagzA+Xxsgg1WS1HPYj/DkwIKZuDMm0uQk1CtwA/R00KTN2CozzN+mP5SUJCSaBM5z5HKf8NKOXrNNoPLREWM89kTFyHUkarjPM6gIqp+BuCY5vdgVrJ2WuMnSqUye4vCAgx0sHxIsYZ7KDexagA0n5HPCUo5xV/ICAsAYfgdp124gx2cC73d1Au0xjPW4x+azDG9n9R1gJWo1w/1MrxUuP8nCjnHJ8S+d4xDuWZeL9Rvgp1/3iaEFf1HER4EiNvNMptv3/cl6LuMTeZlB0I/BvYjboH1KJiy/0HuDig3BfGb2kNqX+7Icc7nej/BwgIxRD4e6BWAecb10o9SiE/OaR+j+nvTo77jj7TjfJPBPZ7SFtRtMWtvSi0L1AvCB9B3bOdqHvJA0R4PnTl/GgLLZEdoa32QktE+p0itkk74YCO9DhB7X99EzVn8Jqdl/70zI8/iKpGo9FoNBrNMYlhJlgGvCrVnlPNCY4QYjEwRUqprdg0miOI3jOo0Wg0Go3mWOcClCXBBx0V1Gg0Gk3n0SuDGo1Go9FoNJpjCr0yqNEcHfTKoEaj0Wg0Go1Go9H0QPTKoEaj0Wg0Go1Go9H0QPTKoEaj0Wg0Go1Go9H0QE44O+y0tDTZv3//7hZDo9FoNBqNRqPRaLqFNWvWVEgp0zsqd8Ipg/3792f16tXdLYZGo9FoNBqNRqPRdAtCiP2dKafNRDUajUaj0Wg0Go2mB6KVQY1Go9FoNBqNRqPpgWhlUKPRaDQajUaj0Wh6IFoZ1Gg0Go1Go9FoNJoeiFYGNRqNRqPRaDQajaYHopVBjUaj0Wg0Go1Go+mBaGVQo9FoNBqNRqPRaHogWhnUaDQajUaj0Wg0mh6IVgY1Go1Go9FoNBqNpgeilUGNRqPRaDQajUaj6YFoZVCj0Wg0Go1Go9FoeiBaGdRoNBqNRqPRaDSaHohWBjUajUaj0Wg0Go2mB6KVQY1Go9FoNBqNRqPpgWhlUKPRaDQajUaj0Wh6IFoZ1Gg0Go1Go9FoNJoeSLcpg0KIl4QQZUKIzRHyhRDiX0KI3UKIjUKICUdbRo1Go9FoNBqNRqM5UbF147HnAE8Br0TI/x4wxPhMBp42/h7z5Fc24fH5GJge3265ZpeXXWX1pMZGUdviZkRWIhaLCCpTXNtMfYuHoZkJALS4vazYV0l8lJ0JuckIIdhdVo/DbkVKcHl9xNitNDjb6jQ4PazNqyYp1sbY7GQqG12U1rUwPDOBbSX11DS5yO0VR02TmyGZ8Tjs1tbjf7u9lLgoO+mJ0VgElDc4Ka5ppk9SDHUtbmKjbUwe0Ku1fFFNMyv2VnH2yAziHXaKapqDZGmPvIpGappc7CyrR/rABwzoFUduWizVjW5G9E5ACEFRTTOfbypm8qBejO6TFLE9n0+yraSO+hY3A9LiyUx0dCiDBvD5oHQzJPSG+PS29JZaqNoLGaPAFtX59qSEsq0Q2wsSsiKXa6qCmnzIHA3Wbrw1NVVBbYGSw2LtuHwgkfpOo9Ec1/hcLpw7dxHVPxeLw0HLjh1Yk5PxVtfgGDoEERWFdLtp2bmTqOxsrEnhzyZ3SQneujocQ4fiKS/HU1lJ9LBhCKGe+z6nE+eu3UQP6I8lLg4Ab10droICHEOHIj0enHv2Ej1oIJaYmLD2pcdDy44dEY/fFVp27MSanIQ9MzNiGel207JjJ1E5/bAmJrbbnqvwANLZgrBawWIhKien3fLS46Fh6VKs8fHETmhbC3AXF+NraCB6yJCundAJjLPZQ21ZE3WVzdSUNOFIiMLj9BCX7GDQ+HT2baggMT2G2MQoyvfXk5QRQ2JaDPs2lJOSFUdMop196yuoLmmgpdlLenY8cUkO0nPiaah2UlncQGVBA/3HppOek0BTrZPkzFj1aN9fR311Cx6nF7fTS5TDhtftQ1ghZ2QvDuyqwWoRNNW7yB2ZSlq/RCoPNNDS4MLrkaT0jsNiE2xdVETmgEQaa13ExNux2S2UFzbgdXs56ewcbDYrTbVOti4tIjrWTkuDC0dcFMmZMVSXNhGbGE1UlIXaimZcTi9VxQ0MPjmTlIw4dqwoAasgq38ijjgbDVVO+o9LoyyvjrzNlSSnOziwq5b+o3uRkZtI2f46MnISKNpTS115M72yE7A7rFgsgvgUBxX5ddiirdSWNzPopHRcLi+1pU1kDUiiocaJx+0lLimaxLTwa/RYRUgpu+/gQvQHPpFSjjbJexZYIKV80/i+A5glpSxur82JEyfK1atXHwFpO8bnk/zs7fV8vKEIgDOGZ/DMj08myha+ALt4VwV3vL6GuhZPa9rA9DhevXEyfZPVAHp47hbmLM1DSpiQk8w9Zw7httfW0OL2AdAn2UGfpBhW7682lWdibgrXTMnlF+9uxOVVdZJj7NS3uPFKsFsEbl/w758Sa+e5aycyJCOeWX9bQE2Tu8Pz7p3k4LN7TuOpb3fz4uJ9AFgEnDqoF0v2VCKlkuXlGyaR4LCH1fd4fdz95jo+31zS7nGGZsYzJCOeTze1lRuXncRHd00PK1tc28yPnl/BvopGAISAO2YN4hfnDu/wfHo0tYXw6myo2AkWO5z5AEy7Bza9Cx/fDe4miM+Cq/8Lvcd23F5jhWqvZCMIK0z/Hzjz9+Hl1vwHPvsFeJ2QnAM/fh/SuuFhv+pFmPcbQ45cuOYD6DWoc3VrCtS5Vu5SfXfWQ3DqXUdSWo1GcxRo3riRgtvvwFtZiXA4sMTE4K1ue+5a09PI/O3vKHvsMTzFxYjoaLIeeojk2Ze2lil95BGqXn0NfD5sWVl4ysvB6yV6yBD6vfgC7sJCCu+8C291NZb4ePr89TF8dXUUP/gQsqUFa2oKPpcb2dCAJTGR7Mf/Sdypp7a279y9m/ybb2k7/oMPkvz92V0+V29NDfk33UzL5s1gsdDrJzeQ8fOfh5Vr2bmTgltuxVNSgnA46P3wQyRdcklYOSklxfffT+177welJ5x3Hn3//jelHIbg3LePvMt/gK9RPb/t/fox4P33KH/8CarfeAOkJGbCBPo99yzW+PZfup/o7FpVyjevbMXrPrpzeZvdgtfrQ/q6Vs8ebcHt7GIlYOCENPaurehyve5k2JQszrxuROvLnu5ACLFGSjmxw3LHsDL4CfAXKeVi4/s3wK+klO1qet2pDH69tZSbXgk+9l8vH8sPJvYLK3vG3xaw11BUArliYj8evXwsmwprueipxUF5veKiqGx0dUmmuCgrjS5vl+qM7pvIoPR4Plpf1Ok6103N5ZVl+2lvNP3qvOHcPit8Yv3pxmLufGNtl2QM5MXrJnLmiOC3l7/9YBNvrMgPK/vNfTMZ1MGKbY9m7k9hzZy27xYb3LMenp0BzVVt6QNnwbUfddzeVw/CkseD0+5aHazoOevhb8PAHXA9jLgYrnj1IE7gEGipVXJ4mtvSRl8Gl7/Uufof3w1rAwwdLHa4dyvEZxxeOTUazVEl70dX07y2/WeUNTkZb01N63dLfDxDFi/C4nDQvGULeZddHrFuyjXX0LxunVLA/O1lZSEbG/HV15vWiRowgEGff9b6veCOO2mYPz/4+IsWmq4gtkfZE09Q+fQzQWkD534cthKXf+utNH63sO14iYnqeNHRQeUaly8n//obTI/V94knSDz3nLD0/dffQNPy5UFpSZdfRu277wWlpd93L2k339zxSZ2geD0+5vxqCS2NHb+013QPF909jpxRvToueITorDJ4QjiQEULcIoRYLYRYXV5e3m1y5Fc1haUVVDeblISC6vCygW2Y5dc0d00RBLqsCAIUVDWzv9JcvkhsL6lrVxGEjs/5YNlaXBt+rAhtRkrXGFTnBX/3eaDuAWQtAAAgAElEQVRiV7AiaFYuEjX7O05rLA9WBCPVO9I0lAUrgtD58zQr63ND3YFDlUqj0XQz7oKCDst4GxqCvvsaGlqVQ3dh+/cBd2Eh7sLC4PZKSyMqgv467ckYePyuYCarK+RY6njBab66Ory14c/iUDk7k2eW7ty1u0MZehquFo9WBI9x6ipbuluETnEsK4MHgMAltWwjLQwp5XNSyolSyonp6d23T+esEZlBJqFWi+DcUeb29t8b3ds0/fyxKn3a4DQSHcH7pix0fal5bHbX9w2cPyaLKyeFr2a2x/WnDiApJtgENGT7I+dHOOezR2Zgt3bu3KwhjQrgyknhew/OHxN+rF5x9qD9jRoTRoaY+aT0h4Ezof9pIeUupVOEtheXDjmnBqelDoSsEJPT0HpHg16D1X7IIDk6eZ4QLrPZeWk0muOOhHPP7bCMY3SwgZNj3FjsWWqPdNzUKVja2VOXcO45YceIP+MMYsaP77RMCecFf3eMG4u9t/kztz1CV+qsKSnEnXJKeLmQ48WMH489I9wKIu60GQiT1UlhtxN/xunmMlx8cVhar+uvwxJiEppgsqrYk4iJj6Lv0OTuFuOo0I2WlgeN1SbIHX18zDmPZTPRC4C7gPNRjmP+JaUMvyOF0J1mogAr91Xx3MK9eHw+bpg2gJlDzZXTRqeHf32zi2V7KmjxSJJibFw0rg/XTu3fWua/qwv4xbsbg+oNy4ynosFFlM3CbTMHkhbv4Mn5u/BKSXKMHa9PYrEIHDYrP5qcw7TBaTw8dwvf7SjHYbfyw4nZ7K9qoqimmazEaDYU1FHb4ibRYSPRYWPG0AzuOmMwDruVf361k1eW5eGTkJUYjRCCktoWmlwerFaBkII4h5XbZw7iJ9MHklfRyG2vraGwupmx2Unce9ZQXlq6j/oWD1edkmOqoPlZuqeCf3+7h42FNTQ6Pfi3MsZF2+iT7CAlNopLTurL+Jwkbnl1DUU1LSQ6bDx2+VjOHmnulOS15ft5eck+6po9jM1O4tffG86QTjiy6fGsegE2f6D27s38JaQOgMZKWPCIco4y+EyY9jOwhu//NGX9m7DhDYjLgBm/gAyTfZt1xar9il0w/HyYcidYuuFdVe0BJUfVXhh+AUy5o2tPoZXPw5YPVd/N+pVSpjUazXGNdLmoePY5GpcvJ3r4cGwpyTQsXoyvoRFLbCzxs2bS6yc/oerVV2n47juiBw0m/a47sQW8nG7Zvp2KZ57FV1dL/MyZNG/ZgqeklMSLLiTlBz/A53RS8cwzNK1cRczo0aTddSfS5aL8qadw7tpF3NSp+JqaaF6/gdjxJ5F2xx1YYmPbZPR6qXr5ZeoXLDA9fleonTuXmvfex5aaSq/bbsUxdGh4n3i9VL74Eg0LvyN68GDS774bWy/ziW/zhg1UvvAC7uISkBJbejqpN9xA3GTzKZ30+Sh99DHqPv4YYbfT6/bbSb3qSlq2bqXi2efw1deR/MMrwhTSnkhzg4tVc/exc3UJzsZwS7CU3nE01Tqx2S0Iq6ChyhlWJiYxiua6EMszC8QmROFyevC0tO3xS+kdS1S0jerSRlzN7VieCbDaLfg8bfsKHfF2Rk3vw/7NlVQWNYTvNxSABItVgACfR00EM/oncP5tY3jvsbXUVwWvtAmL8lHXWj+kTVuUBY/L11rWFqUcwSRnxVJZ2NCa568fk2DH4/JhsQicTW0+PSxWsEVbsdosuJo9+LwSKSE2yY7NbqOl0UVcUjTSJ3E7vaT0juOUCwfSe9ChOXI6VI75PYNCiDeBWUAaUAo8CNgBpJTPCLXj8ingPKAJuKGj/YLQ/crg4WTRrnKueXFlUJp/TyFAVaOLS/9vSauZ5bh+yfz31qmmDmsi4fH6ePDjLby7ppCU2Ch+c/5wLjmp7+E7CY1Go9FoNBrNEcPt9PLKb5cGmY1mDUzk0nsnYDXmhK/ev5S6imBlKi45mu/dOpp3H10TlH76NcMZOa1P63fpk1QWNRCf7CA6zsbTd3xLJPVhwnm5TL20fcdrKz/Zx6pP9rV+t9osXPfIqcQkdMFTuQnLPtzD2nlt20xmXDmUMbOyTcs21jh5+8+rWhXhpIwYfvjbSUQ5bGxdXMS3r21vk89u4bo/H7p8R5tjfs+glPIqKWVvKaVdSpktpXxRSvmMlPIZI19KKe+UUg6SUo7pjCJ4ojF1YC+GZLSZRURZLVw1uc0k8p3VBUH77TYU1PD1ttLW7ztL6/nR88s55U9f8+v3NtLkanvLUVrXgtvr47Xl+3l9RT5Oj4+Suhbue2cDxbXm+xw1Go1Go9FoNMcW9mgrp18TbHVTsreOzd+17a4KXOny01jj5KPH14elL3p7J7vXlgFQV9HMGw+v4O0/ruLlXy9m04JC+o9NiyjLxm8K8Lrb9xg6/pwcBk/MQFgEsUlRnHn9iENWtLxeHxvnB++dXfdVuCNBP9uWFQetiNaWNbNvvfI7Urg92E+C1+2jeE/4ntgThe6MM3hC0+zyIgRBMfu6is1q4b+3TeWtVQVqFfCkvozs07bvoMlpcmEbaT6f5JZXVpNnOIJ5a1UBDruVG6cP4NZX17C1uI60+Kgwz5oen2RjYS29k5SN/8bCGj7bVELfZAeXn9yPmKiDPx+NRqPRaDQazeHH6wlXwCoK2pwQjZjWh/UmypHbGW7u6XH5+OK5zTivHkbJnlpqStVc0ueRLHlvN1c9MJnYxChK9tVRX9mCq7ltPioB2YFLQXuUlXNvGo3X48NiFYcl/IIgvA+klJTn17P0/d00VDsZfHIGky4cEBbTO5T0nER2rS5ra1tAWr+2+fLKuXvZuKAQm83CpAsHMOq049uiTiuDhxmfT/Lw3C28sTIfq0Vw82kDue+cYRHLbyioYdneSsb0TWLa4PA3LcmxUdw203y5ffaEbF5cvK/VY2hGQjTnjFL75w7UNLcqgn4W7ixnS1EtW4vrAKhocNHsDn7TYbcKxvdLbi1/w5xVeI0NfJ9sLObtW6dGPJfSuhbio23ERXf/sKpvceOwW7Fbj2UfSRqNRqPRaDQHT11FM6s/z6O2rBlhEciA+NHZI1Jb/z919iAS0xwsentnp+MDrv1iP3HJweFCfB6Jx+Vl9My+9BuZSl15M0vf39OaP2RiBraAhZDqkka2LyvB7rAyanqfoBVAaxe2NXVEWX592Hklpccw98n1NNcr89nVn+URFWNj/Nk5jJjam43zC1rzktJjGHCS2mc75vS+lBfUs3tNGVExVqZeOojEXmqRZM+6MlZ9mgeAE1jw+g7iUx00VjtJzoqlz+Djz6lP98/aTzA+31zCf5Ype2W3V/Lk/N1MG5zGlIHhG6vfWV3ALwMcxNxzxmDubUdxDMTrkzS7vLx+82Q+31xCtM3Kj07JafXomZnoIC0+moqGts3C+yubwmIbNjq9XDGpH59tKiY1LopfnzecjEQHAK8s29+qCAKs2FfFtuI6RvQO9opW1+Lm9tfWsGR3JTF2K784dxg/mT6gNX9PeQOxUVZ6J8Xg8fr4ZnsZxTXNnD0qi77JXYuB1BGNTg8/e3s9X28rJdFh53fnj+CHXfSMqtFoNBrNsY77wAEqX56Dt6qKpNmziT9teneLpDnK+Lw+Pnp8XdBewIRUB8KiVgKHTW5zsCcsgjEzs6krb2b91x2HSwHlnGXQhAyKd7ctHCRnxrJjRQnrv1JtWG3Bq2wHdtTgM5wZVhY18O5fVrc6atm2pIgrH5iMvQtWZsV7atmy8ABWu4VxZ/QjtU9cUH59VQtetw+XiRlsTVlzq7LnJ39LJePPziEuOZorfz+ZXatKsdotDJmUSZThxd9mt3LOjaM4/ZrhWK0CS8DCQmBf+PnkyQ2t/590Vj+mXT4krMyxjFYGDzNbisIHyZaiOlNl8OkFe4K+P79oH3efOaTD1ay8ikaufWkl+VVNRNssPHTxKK46JTi8QpTNwuNXnMSv3tvIgZpmom0WnCYmBMMyE3j0srE8elm4C/xoe7gc0SZvcZ5fuJcluysBaHZ7+eOnWzlnVCapcVHcOGc1y/ZWIgRcPTmHklpn677GR+ft4O1bpzA2+/C9RXlu4V6+2qrar21289sPNjFzWDqZhoKr0Wg0Gs3xjs/pJO/qH+MpKQGg7vPP6ffC88RPm9bNkmmOJmX768OcwiSmO7j0fyZErDPuzBw2LyrCE2IeKgTYHdYgL6Hjz85h9ExlArl3XTmJaQ5GzejL+39d21rG6wk2Ca2vaqG2rImUrDi2Ly0O8thZV9HC/k2VDD45PAyJGRWFDXz4j7X4vOoYu9eUcfXDU4hNjEJKyZcvbmG3Yc4ZHWcjPjU6yGNqY3W499RefdvMPWMToxh3ZuQFAzOlNWtgEhu+iaxMb/imgJPP648jvpMe148BtDJ4mJk+JI1/Byh5FgHTBpu7W/aFuGKSyIjemQL565c7Wh3HOD0+/nfuVi4c25sER/DAmz4kjUW/PJ1Gl4dT/vRNWDvnjMzkdxeMiHicW04byLfby2gyzFAvGteHgSF7DAF2lYYE25Wwp7yRL7aUsmyvUhKlhNeWB9uqN7u9vLh4H09cGTmWUlfxm8D68fgkO0vrtTKo0Wg0mhOGphUrWhVBAKSk7uOPT3hl0FNVReWzz+Lcu4/402eRctVVh2W/2fFKfEp0WFpFYQNSyoj9Ep8Szex7x7P+q3w8bh8jp/UhMT2GhNRoln2wl+3LirFHW5lwbm6rJ85xZ/Rj3BlKaaouaQwyRQ0lOtZGQqqaczU3uMPybVEWyvbXsf7rAnweH2NmZdNnaLKpvLtWl7YqggCuZg/7NpQz6rS+FGyralUEAZyNHuzRNmKTomiqDQ6VYbNb8Lh99B2WzMTz+0eU3Yz8rZWs+zIfn08ybHIWI07tzcnfy2WD4SgndN4upfn+zWMZrQweZk4dlMafZo/mxcX7iLJauOP0wQzPajOrlFLy4foDLN9TxbjsZPYH7Ou77tT+nQoLUVAVvBew2e2lvN4ZpgwCWCyCBIedS8f35c2VbcrYDydm89jl49o9zrh+ycy/bxbfbC+lb3IMM4aYxyw6Y3gG87a0PZSSYuzkpsbw/trCDs/F4z28oU2mD05rXRkEiI+2cVK/489+W6PRaDQnLs5du7CmpGBLi+yVsT3M6h1sXMHjicLb76B5gzLJa1y0CNncQq8bf9LNUnUf8SkOkjNjqClt8wLvbPRQtr+ezP6JEetl5CZyzk3BIb7XzMtj0wI1b3M7vaycu5cR03rjcfnI21RBXHI0OSNSScmKo/egpCDvmsmZsdSUNhGXFMWsHw/HFmXl82c3sXddedAxeg9KIrV3HG/+74rWFcM968sRFoiNj2La5UMYMimztXxsYriH0bgkpQDXlYd7vm8IiUPo54xrR9B3WEpYe7tWlVKwvYr0fgmMPK0P1hDLvFWf7mPl3LYQGEU7a/B5fAw8KZ21X+SbLuDkjEwN22d5rKOVwSPA1ZNzuXpyrmne41/v4olvdrV+P2tEBqP6JDGmbxJnjcw0rRPKeaOz2FjYdhEOz0owXbEL5OGLR9EvNYY1edVMyE3hptMGtFveT1aSI+K5+PnhpH7UNrt5b20h6QnRpMdHc+Y/FgbtNwRlgjC6TyKbDqjVO7tVcO3U9tvuKtdMyaWywcn76w6QkRDNr84bbqokazQajUZztPFUV1Nw8y20bN4MNhtpt9xC+j13d7kdx8iRJF32fWrfex8Ae24OKddee7jFPaZwFR5oVQT91H36aY9WBkGZLQYqgwiI6cBEUfokIsSjZtHOmqDvrhYve9aWsfi/u1u9hQ4cn860ywYz4bxcyvbXUV/RwsAJGQwYm4azyY3dYcNiEZTsrQ1TBAeMS+PcW0azdVFRcLB3CdILjbUuvn55K32GJBOXrAK4l+4N3nqVMyqVnNHK2i53TBq8tZMOHJcSlxzNoAnpQfv+QDnHWfaBsuTbRjGleXWcdf3IgPP3sObzvLD2Ni04QEpWddjqqLAIhkzM4IxrIlvcHatoZfAI0+zyBoVjeGNlsKnkdzvL+emZQxjZJ6nTbV48rg9fbilhb3kjgzPi+b+rI9uG+4myWbhj1uDOC95Fbp4xkJtnDGR7SR3nPb7ItIyUUNPk5pbTBuCIsnHBmN4My0o4rHJYLIJ7zxnWaUc8Go1Go9EcLapeelkpggAeDxVPP03SxRcR1b9/l9vq86c/kXrtdXirq4g9+WSE/cR+8WlNTkLExCCb2xQfW1ZWOzV6BhPOzWX/5spWRyljZ2WTmGbunK9kXy3fvrqdquJGckakcub1I1tXyzL6J5K/tS2+ntVuYe/68qCwEXvXlbcqefEp0Vx673iS0mMBiI5tG38tjeHmoR63D6vVQlRsZNXD55OU5dczIDma/Vsqg8I7AAw+ObM1LERCqoNzbhzJVy9ubXeL1enXDA9TBEv21rL2i/1BaTtXljLzqmHYo9Wc3eeVeE2s16qKG6kqbgxL/95tYxjQTvzFYxntd/8IsflALWf/4ztGPDCPS55aTJ7hxTPREXwRuL2Si55awul/W8C+ivDBFYrPJ7n+5VWsL6ilrsXD2vwavg4wi+xu8kPCWYRSUN3MnKX7ueSkPodFEXR5fPzm/Y0Mvf9zpv1lPp9vKj7kNjUajUajORK4CkIcT0iJq6DjLRWRcAwbStyUKSe8IghgjY8n4777wKbmUdb0NNJ/+tNulqr7ScmK45o/nsoFd4zlivtPISkjhtcfXM5bf1zJnnVtypT0Sb58fgtVRY0gIX9rFUvebbNU6z04kV7Z8QihPIR63T7yNlZGPG5DtZPVn+WZ5mUPTyGhV7CvhoKtVSz7cA9OE6+ffiw20WreWmtiBlpXEZw2ZGIWvdsJ5ZAzKpXcUcF+O7YsOsB7j60Jk0MI2LehbTXTEWfvtKObfiNSScuOZ8XHe1ny3m5TZfFYRiuDR4j73tnArjLlWGVDYS2/+3ATAD8/Zxg2k2CX+VVN/O3LHR22u72knt1lwQ5b5m48dhSgqYN6tYa3iITL6+PLLYdHgf3tB5t4c2UBLo+PAzXN/PSt9UHhNDQajUajOVZIPOfsoO/W1FRiJ57cTdIcedylZZT88U8U3HEntXPnHnJ7qT++msHzvyH3tVcZ/M03OIYNPQxSHv/Yo62k9Ytn74ZyFr29i5rSJioLG/ji+S2tAeMba13Uh+ypK9mntu2s/WI/c/+1kcrCBsMBSuf8OTSGOGrxY7Nbufiekwj1CbP+q/3sWlkSVt5qt5CUEcO5N41uXanMHd0rrH5/k5W3k8/LDQtv4ae5LnyFcu2X+SYl1UrgVy9tZc28PAAKtlVRVdyINUpgj7aGyRJIRv8E3n10Nas/y2P9V/n89y+rW/v9eECbiR4BnB4vO0rrg9I2GXv8vjemNwuyk5i3uYQ/frotqMz+yvbfJNQ2u1myuwKrgMCV6+yUcHMAKSWldU7SE6Kxmiif7dHk8hAbdXBDI8Fh582bp/DUt7uoanQxa1g6X24pZW1+sC26mcxdpayuhffWBL9RdXl9bDpQy+nDOvc2R6PRaDSao0Xi+efja26h9sMPsaWnkXb77Vhiwp+HPqcTYbUibMHP4oYlS3Bu30Hc1Ck4Ro4Mq3csIX0+8m+4AdfevQA0zJ+P9HhJnn3pIbVrz8jAnqGf8YFsWXSA797cGbaPTfokBduqSM6MJS45iqT0mKAVtz5DkpFSsmbe/tAmg8gZlUq/EalsWVQUpOQMPSWyr4ui3TVh5ps+L5TsrQsrO+OKIYyc3heP28uOFSU4m9zY7Naw+g1VLUGOcfZvruTrOVvxeiQxCXY8bh/ulrbQGOUF9az+LC/Yg2gHbvvXfLGf7ctKqC1rai3qxdtuneZ6d5AHU4/Ty/blxUy5ZFC79Y4VtDJ4BIi2WZmQkxykAJ0yILX1/+yUWG46bSDvrilke0mb0vi90b0jtlnb5OaCJxdRWB28RN4vNYafnRn8ZmxrUR13vL6GvMom+ibH8OSPxjMhJ6VDuTcfqOVnb69nd1kDY/om8eRV4+mfFtdhvVBG9knk31e3vem8cfpAbn11NfO3q+X3pBg7mYkH52mppLaF33+0mfUFNfRLiQnbNyyAsX07v/9ScwyRvwI2vg1xaTDpZog/8T3jaTSankfyZd8n+bLvm+ZJj4fihx6i9sOPsMTGkn7PPaT++GoAyv7+dyqff0EVFII+jz1G0kUXHi2xu0zLlq2tiqCfurlzD1kZ1ATj9fhY+v6eiOEeln+0F7vDyvApvTnv1tEseH0HlUWN5I5KZdplypeEbEdBskVbOfM6tbdwyMRM1n65n/rKFgafnMHQUyLv2XQ721egAknrl4D0ST78xzpKjdVKq0ms6+oARdTnk3z76jZajPAVzfVuMvonUFvejLOxzQR0xcd7KdhWRVSMlX4jUhl3RjaL3tkdWe5mLzXNnV/VyxnVi+zhyWxdXBSUHhjv8FhHK4NHiPNGZwUpg+sLarjvnQ1cf2p/xmQrZeXlGybxz692sre8kbNGZnLLaQMjtvfxhgNhiuCtMwbyy/OGh6383f7aGvYb4ScO1DTzs7fWM3lAKl4puXZq/4ihFu57Z0OrCeqmA7X89oNNvHHzlK6ffAh2q4WTc1NblcHaZje3vrqGZb85E4c9OKBno9PD/somhmTGU1LbwguL9lLZ6OLyk7OZNSyDe99Zz9I9yoa9vD78QouLtlHd5KZX/PHl1veExtUIVXshbRjYwt1EA5C3BP5zkXIpBrDpXbhzBVhP/H0wGo3m+MfX2Ejly3Nw7thO3LRpJF9xRcQ4b9Llouj+39O4fDlR/frR96+PYe/TB4Cad9+l9t33VJt1dZT+8Y/EnToVe58+VP3nlYBGJOVPPknc9GnYUjp+2RuIq7AQIQT2vn0P7mQ7iS09DSwW8LV5jtQOXw4/HrcvyMlLKK5mD9++sp1+w1NJy07g8l9NDCtz0lk5rPqkLYRC7pheeN0+FW/wvFy8Hh+15c0kpcdw2g87Ns2tLW+moqABi03g68DkdPTMvmTkJlKwrapVEQTwusNj9fUf02Ym6mr2hJmpNtW6iE+ODlIGAYp2qfl43sZKhkzKZPZ9Eziws5qWRjcb53dtz67VbqHvsGSGTMwkIyeR1D5xeL0+YhN301TXJs+e9eXMaPYQFXPsq1rHvoTHKV+E7ImraHDx3tpCPt1UxBc/m0Furzh6J8V0GOvPT2iYBoDeSQ62FtXx+or92KyC608dwOJd5a2KoJ/8qqbWIPWfbCzm85+exqCQUBQujy/ctPVAsEvfQKobXby5Kp+qBheXju/L6A5W45bsrgiu3+RmS1EdJ+e2PcS+2FLCfe9soMHpIdpmwWoRrQHvP91UzJwbJrUqgn6irBbcXl/rCmGD08Mjn23jxesntSuP5iixYx68fws4ayE+E656E/qa7I9Z91qbIghQtQfyFsGgM46erBqNRnOQHPj5L2j49lsA6r/6mqZ16+n76F9My+bfcitNy5cD0FxWxt5LZzN0+TKExULLli1h5Vu2bMGelRVm3ubOz2fXjJlk/Oyn9Lrxxg5llG43B+69j/qvvgIg8cIL6fPoXxBWawc1Dw57VhZpt91GxdNPg5TY+vQm7bZbj8ixejJFu2oQFtFuIHifT7Lyk32cctGA1jh9gQw9JZM18/JaFbcDO6q56oHJJPRyMP/V7WxfVgwS+o/pxXm3jDFdtfNTW9HMW39YicfV9kwfOjmTygMNVBYGb4eaeukgJpyXi5SS/ZsiO6vx8+ULm4lPcTB0cibDp/Qma2ASJQHhJ9xOb4cB33etKmX8Wf2YdMEAGmudbFtS3OEqpj3aitvpJSUrljOvG0nmgOAYjlarhdjEqCBl0OP0UlPWREZu5HiPxwragcwRItRrqJ8Wt4/PNoVvnu2Ii0/qG2RamZkYzZjsZC5/ZilvrSrgteX5zP73Et5eXdBOK0rp+8zE4UyUzcLE3OC3i9MGmbvIdXt9/ODZZTw2bwcvLN7H7H8vYV1+NQBfby3le08sYtpf5vN/37Ytw4/qE3wxOOwWBgcopB6vj999sJkGp3qb4/T4WhVBUM/AD9cV0Tc5eG/FiN4JYaainfHKqjkK+Hzw6b1KEQRoKIV5vzEv6zB5mWCWptFoNMcY3ro6GhYsCEqr++gjGhYvMS3ftHJl0HdfXR0tm5STudjJIdY4NhuxEydiiY0l+corwxtzuyn7xz9xl3bslK1u3rxWRRCg7pNPWhXYI0X6PXcz6KuvyH31FQZ/8QVROTlH9Hg9DemTfPva9nYVQT9bFxfx5v+uCPPICbBnbVnQCp7H5WPPunLyt1axfWlxayy/vE2V7DBxABMoz4d/XxukCAJYbRamXTYkrHzxHrVit+qTfWyYHzJ/NVlYry5pomBbFd/M2ca6L/MZf07weHI2eVpDbLTHh0+so7nBRVxSNLPvm4AtKlwdskWpFUAwTF4tKvyGxRouWG15E5VFwc4dLVZBbFIEa6hjDK0MHiHuPnMIcVHmb9syErpuwpgaF8Vn95zG/ReM4P4LRvDpPaexcGc5zoA3IPUtHnyduCGkRzj+41eexOnD0kmNi+L8MVn8afZo03LL9lQGeTR1eyVvrSygqKaZ219fw7biOg7UNPPXL3bw0foDgOqP04elIwSkxUfxtx+MIykgJk2T29uhF9AtRbUcqGm7ifVOcvD3H45jXHaw0nD2yMgbmjVHEa8T6g4Ep1XtNS875XaIDzAfGnGx+QqiRqPRHGMIhwPhcISl1374YcTyoVh7qZevSRdeQPrPfoqtd2+ihw4l+4nHsfdW/gQyf/sb+j75L+yhCpXXi/vAgdAmw3Dlh3tRdOW3/wL5cBCV3ZfYSZMOW/gLT1UVTWvW4Gtp6bjwCU5NWRPNdeYePQHsjuB5qLPRw9YlRWHlYk38OMQlRVFnEt7BLOSDn7L99TRUm2zhSYomKT3cUZLdWKOwtswAACAASURBVDjZvixcwezI9eH25cXUlkWWpT1cTV7yNiqLtV5940jsFSxbdKyNK38/ieJdARZyPtixvIT/PrKqta6fXavLkCELkj6vZPHbuzge0GaiR4gJOSks+tUZfLezjJcW72PTAWUHfcqAVC4YG9lRTHv0io/mpoB9hb3iw984fH9CNs98t4fqJvM3IyfnpnDJSeb7BLJTYnn5hlM6lCPWRMmNjbayKq8Kd0iAzqW7K7nkpL4kOuy8fMMpNDg9xNitYfscEx12Th3UK8wM1E9Oaiy7SoPfupTWtZBf1cSz10zkr1/sYGdpPbOGpTM8K5Ern1tGs8vLdaf25/sTsjs8J80RwB4Dg8+C3V+3pY242LxsSi7cvQb2fANx6ZB76tGRUaPRaA4RS1QUqddfT+XTTwelW1PN9/Jl3HcfpX/4Q+v3+LPOJCq77bmcdtttpN12W1g9IQSJZ5+Nt6aGkt8/0Jpuy8oiZrT5y9tAEs48k4p/Pw1eY9XGbid+1qwO6x1L1Lz/ASUPPoh0u7GmpNDvuWeJGTOmu8XqNvasK28332zFsOJAQ1jakEkZbFtaRPFupfz0HZrMoPEZNNY6sdosraaXQsDAcebO3eoqm9m5Klypi4qxMmpGH2UGKiDQnMvl9ODz+ohJsIeFvejA6Scx8Xb6DIkcYzAQYSFMWYuJj6KuspmP/rmOuoq2Y1ssglMvG4zVZjVdYJESNswvCApzERNv/qKjcEd1p+TrbkR7HoSORyZOnChXr17d3WKEsS6/GgkRvXruLK3nH1/upLi2mYtP6suN0wd02GaD08MVzy5jS5FSNKcO7MUrN56C2+vjP0vzeHRecNzCG07tzwMXjYy4qb0r3PDySr7doW5CveKi+OCOabi8Xs76x8Kgcn+4ZBTXTO3fqTarGl38/L8b+HZ7Weu9wm4V/PycYVx2cl8m/3l+2N7JnNRYFv7y9Nbva/ZXcdnTy4LKzBqazpyfdKzkao4ATVXw7Z+heD0MmAEzfgl2B+xfBgv/qpzLTLoRxv6wuyXVaDSaQ6LwZ/9D/bx5ANj69Kb/a6+1OoYJxVVSQt3Hc4k9ZRKxJ53U5WNVvvYadZ99TlTv3qTdeSfRAzueMwA0LFyoHNFYLfS64Qbipk7t8rH91H/7LVVz/qP2A2Zk4Nq3j6gBA4gZN466efOwOBz0uvUW4k45PM9fn8vFrumn4atrczISO2UKuXNePiztH4+s/WI/yz7YE5Rmd1iDwiuEYrEKLvvlBDJyg62qpJTKgYuArAFtefu3VLDy430Ii+Dk7/VnQIAS5PNJhFAB6N98eEXY3rvoWBuX3juBtV/sZ9eqyKbMMQl2nE0efN7O6ST2aCsX3j2OPoOT2bzwACvn7o1oHios8MPfTuLrl7dSeUBtI8oZmcoFd43juzd2hHkBvfzXE1vDV3z6741hq4CgQm1cdHfbdet2eXn1d0vDZMgckGjqsOdoIYRYI6XsUAC9MngUKKppJi0+mn6psab5To+XH7+wgjLDO+aGwlpi7FZmj+/L/qpGBqXHY7eGW/TGR9v4+K7prNhbid3Y8yeEwG61mHrTtFjEYVEEAV68bhKLdldQ3ejijBEZJDrUW5EHLxrJP77aSbPLy6Xj+3LlKZ3fH5AaF8VL109i5l+/ZX+lcnjj9kreXl3ArTMHcfXkHF5ZFhwLp7g22ETALJj9gp3lLNxZzoyhOlTBUSc2FS74W3BaXTG8Ohs8xm9XsFytBg46Pby+RqPRHCdkP/5PmtZfR8u2bSReeCG2hARAeQ917ssjKjcHi2EiGpWVRdotN3f5GFJKyv72N6pffwMRFUXi2Wd3WhEEiJ8xg/gZM7p83FBaduyg8K6721YZ/elbtlD3ySet35tWr2bQvM9bTV0PBV9jY5AiCOAuDjd57EkMn9qbjd8W0lij5o/JmTHtmnGCMl/8+F8buO6RadgDLL2EEGQNbFMC66taqCpp5OuX28I3FO+uYcDYNHxeHwvf2sm2ZcVEx9jI6J8Qpgim9Yunud7NO39eGbYqF0pzvRub3UJq7zgqCsNXLkHt4Rs2OYv/Z++8w+Mor7d9z3btqq1677Jkucq94m7ApgViCGBIaAkkVAMJJV9+lCQkhBIgQOg19I4ptnHBBXfLlqt676uy0vb6/THWrla7kiWXYJO9r8vXxcy+886M2DLPe855TlKelrBIJSHhYjRx9FnJjD4rGX2b6ahxje/JxsxNISYljEvvm0xDWRdyhdRzn4ZO/1TjvkGys28YxeEtTRSvr/f0V5RIBcYv8n22lSukxGeGU13sm902es6pdew9WQTF4CnE5XLz+4+L+XhPPW43LC6I519XTEAh8xV2X+xt9AjBXt7ZUcMj3xymx+IgPlzJS1dPYmyKfzhcKhGYkeNv9DI/P44wpYyeo4YsEoEB01OrdUbqOk1Mzojya/UwEBKJwJwA4uqamZksn5aO0+Ue8lz9adL7fjh7W2o8eMEoqnRGNpV5V2nOHe2tM9Ob7TR3B64hWHu4JSgGTxcq13uFYC8lXwfFYJAgQc5ojNt30HD77Tg7O9E9/QwpTz+FIJdTd/MtOHU6JBERJD/+OKGzZgLiQ6e5qAhBLh9yqmPPqlV0vPKqeLzFQuvf/4560sT/eqqkYf0GPyEYCLfVimHzZrTLlp3wOWVaLZoZ0zH+4M3+iVi69ITnPZNRhyu49L5J7F5VgzpUwZh5KXz0t110Ng/eJ89qdFC9T0dKvpaQMN+SI7fLzbo3D3NkezP9Hfr2rqll7LxUqovbOLhJFOLmHjs1+zv8zqGrN/gdPxgOu2tAIQiiqc2hH5oo29Xq00ojd3I8C68poL3e6CcEU/K1nlYYEqmE1Pwon9dzJ8dTe9B77RGxIT7unzK5lDFzUxh9VjI1B9rRt5lJHx1NZLxvcKfuUAf1R3xTQtWRYl/GM4GgGDyFfF/axke7vf1LVh9q4Yt9jfx8om8N2wcBHEAr24weN82WbivXvLaT/MQwLhqfzLJJqcc8d0yokvd/M50XN1ZgsjlZPi09YIrqE2tKeWZdGW63aCzz7g1TyYkLG+6t+iCXShiuDtSb7Gyraic7NpTzxiTySZG3GP68MaKIFQSBrJhQHzHYYxG/ELotds5/ZrOnhUZ/pmRGD/MugpwyonOGti9IkCBBziCaH3oIZ6f4QOjs7KT5oYcQlCqcOvE3y6XX0/zAA+R8twaX0UjNNddiKS4GQDN7NqnPP4cgG/yxzFy8P8C+4mGLQadej2nnThRZWSizBu5xPBCKjIwhj1VmDj1yeSySn3wS3QsvYi0tRTNrJlFXXXXS5j4T6daZ+fSJPZ4G5x2NxmMKwV5Wv3IQQSIwek4yZ13m7R1Yc7CdI9sCO4a63WA12X36AQ7IKahCczvdfj0Vy3a2kD0h1k+gASSPEJ97jXorLZXdxKaHERblNXDKn5aIgGgAExqlYuI56UgkAm63m6ZyPQ6bk+R8LVKpxKdG0GFzUn+kE3OPDXWEko3vlfgJUbfTjcPuQio7/b06g2LwFFLd7t/ioCbAvv6RMMCnrQJAu9HGlvJ2tpS3o5BJ/Exgeix2VHKpTzppQVI4V8/I4HBTN2kBUlRbuy08u77cU6Tb1mPlmXXlPPWLwmPe25pDLfz92yN0Gm0sm5TKJYXJNPdYhhVd7KWotpOrXtnhaStx24Icfjcvm13VnUzK0HLzPK8d8TcHfNtibChtw2RzsHJf04BCcMnoBM4ZHWx0e9qQOgWm3wzbnhd7C+YuhglX/9hXFSRIkCAnRH+3TltNrZ9zqL2hAbfdTtfnn3uEIIBx0yZ61q8nfNGiQc+hnjSJjldf9dnX+o/H6PnmWxIeenBIws68dy+1112Pyyg+j8TefltAw5rBCFu0kPALzqf7SzElVKLR4DIYENRqFOnpWA8fBqkU7RVXoJ508mqmpBERxP/+7pM235nOntW1HiEIUBqgLk8ql6CJVNDdFiAl0uVm//p6ssbHkpInCqfBHDplSgkRcSEkjYj0EYwSiUDB7CQObmoYMCW0YFYiMSlh7Ftbd8xUVhDNaoZqa6JvNZNdGMekpRns+bYGl9NNcl4kY+elULm3jVUvH8DlcCNIBOZfnU/+NG+mXN60RPL6bLtcblY+s5e6w+LCjjZRw8V3TUClEcuhunVmPnlsjyc1dyDMPXaq9raRP/3EU6RPNUExeAqwO12sPthCW48VuVTwOGxKhMBtD84ZlcDLm6s821Myo1DKJD4RsL6sLG7yiEGTzcHt7+1lzeEWwlVy7j0331On9+SaUp5aK9rayiQCz105gcWjvKKow2TzM2Sp1Rkpa+khJy7Up76wos2AVq2gx2zncHM3t7xThP3osf/+voJ/fy8WMMeHK3l82TjyEsIHbGHRn8dXl3qEIMDz31ey8/6F3H22vztTsjbEJ6U2JlSJSibFFeAb47YFOVw+JZ2ECH8b7yA/Mmf/BWbeLqaLRh5H36muOvGXIiLoFBskSJDTg/BFC+n++hvPtmb2bAS5jJ5vV3n2hc6bhyCXe6KFfQm0rz9h8+cRe+cKOt98C6fBgNtsxm2xYNq1i4YVd5L12afHnKPtmX95hCCA7rnn0V55JdKwoWcFCVIpyY8+StyddwEgi4vFVlWNPD4OiUaDvbERQalEFn3srByXyYStvh5lVtYxI6NBfDHp/QVJb4P0XhZcPZJ1bx0edJ6uZqNHDKaPieaHT8t9+g724rC6qNgjCpzmqm4q97SiClUw7aIssgvjmHp+Fq/ds9nv2JR8LVMvzMZhc7LxvdIh3ZvbLQpZp33wgkOJRCBjbAw9HRYKZiYxdk4KbXU9JGRFoAiRsfXTCs/1uF1ufvikwkcM9qf2QLtHCAJ0NhnZ9XUVs5aJ0dO939UdUwj20r+1x+lK8FN3CrjhzV1sOOq0KZfAxDQtKoWEa2ZkBqz7+/05+agVUjaW6RiZGMadi/OQCgKPrylhd00nh5t6fManar1Rvpc2VrH6kLgSpDfbuf+zA8zJiyUyROERaAAOl5t/rS/3EYN58WEUJIZzqMkb7i+q17PoyY3kxoXy+rVTCJFLuea1Heyr79NrZRBauq0sf2UHEgGmZkXzyM/GkBGjGXD8zuoOtlX6FtzaHC6MVgcRIXJ2VHXQ2GVmzohYtBoFf1w6kuve2EWXyY5KLuGB80chkQicPzaJ59aX03g0yhoXpuSq6RnEBDDSCXKaEHocNZwuJ3xyAxz4WNwe/XO4+EWQnBlfuEGCBPnpkvDQw8hiYzEVFeG2WDGsXQuAPDUVSUQE6nHjiL3tVgDCzz2X9pdexm0XjTkkGg2h8xcM6TwxN9xAzA03UDpzFk6zN8JiPXIEp8GANDR00OOdXV0+226bDZfROCwx2Is8Ps7z332NbAZyUe1P95o1NN17Hy6DAVlSIqnPP48qL2/Y1/G/St60BKr2eRcRImJDWHRtAd+/W0pbXQ+44YfPKvxSGPuTNsor2iPj1Jx/y3iKVtfS1Wry6zVo6LTw2RNFNJZ1IUgECmbFkF0ovg9UoXLU4QqfaCVA/ZFOPvjLTn52ZyFKtQyryTfVcyBGzU6ieF29zz6VRo4qVI7T4SIiNoTChWns+qqKsl2tgFcMy5RS5l4+AovR1+HTarLjcrmRSAIbKvYfD3B4SxMzL8lFkAhYDIH7OkbGq+luN3uEZ3xmuE9q6elMUAyeZA41dnuEIIDdBSEKCW9fP23AYxQyCSsW57Fise8X4J8vEmsAnlxTyr/Wl+N0ucmLD+PGud40kENNviLN6XJT0tzDxHQtjn5RP3O/1FNBEHjruin86rWd7G/wnaes1cCTa0qJ1iiGLAT74nKLzekXPvE9b143hRnZgT8Q/++zA37XOTs3hqTIEO76cJ+n5jJMJeOD30xnYnoUW+9ZwKEmPTmxYZ7G9RFqOV/dOptPixpwud1cVJgcFII/RQ5/4RWCAAc+goILoOBCcdvpgP0fQssByJ4POUN7uAoSJEiQE0UaqiH+3nsxbt1K7TXXevbb6+pIuP56tJd5W+goc3NJf+tNOt99F+Ryoq662kdYDYWQceMwrFvn2VZkZx9TCAJEXHIxloMHPduamTORJ/z3SyncDgfNDzyIyyCahjgam2j9+99J65cG2xdHWxsSjQaJOrA7+/8a2YVxnHvjGEp3tBAaqWT8ojTaG3rQ1fd4avYM7RbU4QpMAzSnV6plhMf4Nl1PydOSkqdlx1dV7FpZ5UnXVKikWM0OGsvEBQW3y82eVbXkTIonNlVcTJh5SS5rXjvoFx00dlkp2dbMnCvy2PD2EWyDtL8AUViOPivZTwxqE9VcfNdEz3b57laPEAQ8UVGH1cm6t46gTdR43FABohI1uBwuJAF6ZgNkjI3x60toszjpbjcTEasmf0YiZbtb/Woiu9vNZIyJIXNsDCqNnLRRUUgCdAI4HQmKwZNMh9E/dFzSPLA70lC4Y9EIrpiahs5gpSAx3Cd9c1ZuLKv6tFPQKKRMSNcSppJzdkE8Xx/w5nT/ckYGIIq0D3bVEa6Scd2sLOIGSOes1hnpNgfu29KLVACNUka3JfAqj8Pl5sWNlR4xeKixmzd+qMaNm6unZ3haSPQiCPD88okU13f5mO/0WBzc+PZupmREcdX0dCam+zpCAWg1Cq4dQn/GIGcw7RWD71t5GxS9Lf731n/Bef+ESdf8d65tuLSViHWTDitMuhZSJ//YVxQkSJDjwO120/XRRxg3b0E5IjdghM1WW+O3L2T8eEKOo8dgLwn/7480GgyYduxAmZdH0t8eGdJxUVdcgSwykp4NG1BmZaNdvvy4zu92Oul8511MO3cSMnYM2quvRqJQHPvAo7gMBpzt/TKDamoDjnUaDNRecy2W/ftBKiX6ml8Rd9ddx3XdPzWyxseSNV7MtGmr6+Gr5/b71e0p1TLGLUilvcFAt85Mc6U3I6xgZhIOu5N9a+toq+khOU/LqLOSWfXiASr3+ja1d7ncHPy+gf7oW80eMZgzMY6k3Ej2rq2laJXv/0+H3UXupHgyxsRg7LKiq++hqliHJkJJT7uFpgo9Eimk5kcx4Zx0LEb/Z8v+AkvfNrBhjsvppr2fQ6muzsD6t4+w6NpRAY9RaeRkjouhssgbcZUrJajDxfd2WkE0F9w2noMbG+hpt6BrMOByuHE53FQWtaGJUHLWL0YEnPt0JSgGTzKBUiKjQ4f+5TgQ8eEq4sP9a9+unJLGqgPNbC4X37SCIFDW0sNz6ytYe6QVAchPDOOec0cyZ0Qsu6o7uPLlbfQG477a38ytC3JYe6TVb+65ebEkRoR40lD7kxSpYv2dc9Fb7Ly8qYqi2k52Vnf6jXMcrZms6zBx8XNbsDjEb6lPixqYOyKONYe98587OoFQpYx7PvZ3TKtpN1HTbuKLfY18fdtssmOPvQIa5AzD3AVHVoJcDflLQdZvoSLvXLGJvfvoiqJEJu4DsOhh77u+47e/cHqKQUMrvLJIvGYQI5y/3gDxgX+cggQJcvrS/uJLtD35JCC2flBPm4agVOK2Hl0cFgTCFpz8LAV5YiLpb76B2+lEkA4vVT58yRLClyzB7XSKDqihA5dzDETrY4/T8ZrY8L1n9Wqs5RVDFqQA0shI1JMmYdq1y7MvbOHCAc9l2X/0ucDppP3lVwhdfDbqsf/dlhqnOxV7WnG7/Gv9sifEMeHsdACP8Gut6SF5RCSj56Sw9vVDlO4Qn8UqitrYv6E+oCtpoHRThUpKSr6vW706XMHkJZmU72qlp10s35EppYyc0esOD4YuKwlZkeRMHLj9QliUi7BolWcOgNSCKEzdNo84yxgTw44vqnAFuO+BKNvZwsJrChAEAV19D3u+rcFmcVIwK4ms8bHMuTyflsodGPViNNVudbHts0pmH3VdTc2PIjU/is5mI+88sN1n7qaKLr/zne4ExeBJJkWrZs6IWL4v9a6m3DQ3+5Sdz2BzsKPKu7JmsDq475MDlLSIdYZu4HBTD8qj1raf7W2g7+dFZ7ASE6pkSoaWHf2EXEa0hvPGJWG2O/msqAGH00VztwWTzcnYlAj+fNEYlHIpcXIp9y0ZCcAne+p5eOUhOk1H6yAEuHZWhue1XiEIYkP5iBAZ183KZFd1B4VpWu5cPILadpNPHWN/rA4XXxU3ceuC3AHHBDkD6W6CF+eC4Wg0O3E8XLcGZH0WU+JHwRUfiFE/gBk3Q5z43kMiA6kcHH1ST+SnqXlQyddeIQjgtInpr0ExGCTIGYf+s898tk3btpHy3LN0vv8+bosV7ZVXoJ4w4bjm7lm7lvajgiv62usIm+/fj3W4QtBznbt20XD373E0NaHMzSH5qaeH1cC+/33rV64k8c8PD8sEJvmpf9L2z6ewlJSgmTmD2JtuCnytO3b47ev+/POgGOxDU4WepjL/sp4RU+KZvDQDAJvZQUVRK+pwJQt+mYJCJcNpd/mkWQJDak8RERdCVKKGSUsyPE6bfZErpSy7ZxKHtjRitzjJm5aANkFDW20PXzy9F4vBjiARmLUsl7HzApvBSaQSLrh1PDtWVtHTbkYqk7Dji0q2fVZBdmEs8ZkRdDYbGb84jbaabtxuN1azg7aawTPypHIJgiBgMdj59PEiT7uKmoPtXHR7IUkjIjH3qx08sq3ZIwZ7CY8JISRcgblPCm5vQ/sziaAYPAW8cNVE3t9ZR5XOyKKCeGYGaAp/sug227E5+zmCBmixcNu7RaiVMkKV/j8aMaFKZubE+onBXjfQ5dPSWT5NXFHaX6/nlc2V2J1umrstfpHQGdkxLB2TyO7aTlIi1dy6IJcxKeIHY2+d/2pJQ5eFxy71TZNxutwopBJszoELnoP1gD9B9rzhFYIATXuhbDWMPM93XO5C8V9/FBqYcStsfFTcFqRw1jAsyF1O2P5vqFgPCWNg1h2g8jafpfw72PUaKMNh5q1eEXo8aALUBgXaFyRIkNMat8uFu1/zdYlGg2bGDMLmzz+huS2HDlF/y63gEn8L64v2kvnJJ6jyjj8FzdHWhu7Fl7DV1mIpLvb0RbSWldPy54cHrdfrjywm2nM8gFQbCcMUpqadO3HodKjy84m85BKEAdJMVQUF2CorffedQIrtT409q2rY+ql/GUXaqCgUKinf/Hs/6aOjKVpTS7dOjLLt/qaaZfdNRqGUotLIMPcMXhbUn3N+PZqYlMFNh0LCFEw8J8Nn3/YvKj01fG6Xmy0flbHr6yoUITJmXZpLekE0xevrqT3UQUyKhpxJcciVUhAEGkq9z5EVe9qo2OMNvESnhBKVqCEpV3tMMShXSNn+ZSXhMSG+fQvdYg1icp4WdZgCQ6e39Ks3EtmLvs3MntU1KFRSbGYJToeL9FHRTLtw+H07f2yCYvAUoJJLPfV5vXy8u54XNoof1F+fle3XeP54iQlVIuBbxxrIIKmlxwpHWzL0FVpLxyYyJTOKtCg1XxY3Ut4qfoCWjklkapboLrW5TMeBRj0j4kO5+Z0iTw/EVQeb+fKWWaRoQ3h45SE2lenQm+2e1w839aCQSwhXyUmJVLG+pK3/ZTEzx992OlKt4LaFuTy2ugS3GyJD5KRFqyk+amQzPjWSnxUm+x0X5AzHEcCq2eHfF2lQ5t8POQuhZT9kzYPoYUTl1/0ZNj8h/nf5Gmg5CFd+IG7XboP/LPNWlJd8DbcWgdq/dnVI5C4Wr7P8O3E7cRwUXnl8cwUJEuRHo/3FF7H36y8Yu+IOJKoTz0owbNzoEYIAOJ0Yvv/+uMWg2+2m9vobsJaUBHzdUlo2rPni7rqL+ltvE9NhZTLif/8HH0+DY9G9ajUNt9/h2TZs3kTOt98GFISJDz4gCscWMZVRNXYsEeeeM6zr/anSVN4VUAjOuyqPvWvqqD3YAUD1ft/6TH2bmbKdLYw+K5mZl+Sw7s0josumVMDlHDzlcuK56ccUggNh6NeWweV0Y+6xY+6x89WzxYydl+Ixjak92M6+tXU4A7S56E97vYH2egNSuUBcehitNT0DjjUb7Oz6qprkfumtAGHR4md32s+yWfv6IdwukMokzLjY+zzhtLv47Ik9PmIRxB6ECtWZJ63OvCs+zflwVx0f76knJlTJrQtyGREfxt66Lu78cJ9nzF0f7iM7VkNhmpZqnZEv9zWi1Sj4WWEyGuXw/pfIJAKhKhk9fQxcUqPU3Dw/hze31rCruoP+adQ2p4u//mwMY1MisNidzH9sA5U6I9OzolixqJC0KA2jk8Vo3uOrS3hmXXnAcztcbr7e30RLt4UPdtUHHPNVcVPA/QCZMWo/0dzL7+blsHRMItXtRiZnRKFRythT24nD6WZyhnZYPzhBzhAKl8OOl8B29AtcHQOWLrGOMMS/JcuApE0V/w2X/R/5bpetFlM5VRFiCmffinxLF5SvhbHLhj5/RyW0lULaNPF+ln8M9btFwZs2HSRnhutYkCBBvHR+9JHfvtA5c07K3IoM/5TN4aRx9sdaVjagEAQInTlzSPO4nU4MGzfiaG4m/YP3cTY3o8wfOWw31O6VK322HY1NmPYUoZnm//0t0WjIWb8O8+7dCAoFIePGDetcP1WMeitfPVcc8LXidYHr/vriOhoYyJuWSHJeFLr6HmLTwtj5VTUl25oQBMGnZyHAwl8VkDft+N1nR0yOZ2v9AJE7N5T0aWYPDEkI+oy3u0nIifATg4k5EejqDdj7uJg2lnYxcmYih7eIz6rxmeHkTU1g1UsHqNjTSkiYgsTscFxuaCrXE58ZgTpcQWN5l58QBDG9VldvIDbt+ITyj0VQDJ5Evipu4u6PvB/KrRXtbP7DfLaU+zeS3VKuQymTcsnzP2C2i2/M93bW8vnvZiEdoPcJgMXupK7DRGaMBplUgkwq4e6z8/i/Lw7idoNcKrBi0QgWj0rgvLFJzH98A5VtRp85ZBKBRQXxRGkUzP77Ok9vvq2VHcSGqXj68kIArA4nL22q9LuGviREqPh4xfeJrAAAIABJREFUd2AheCyeuHQ8YSr/PHOH08W7O2rZV9/FiPgwpmSK0ZcJab4rOBVtBmJClUSE+M8R5CTicoKuTGwOrziFdt7R2XDjRij6D+x9G3qa4as7YePjorlK2MBF5ieF8CTQ91nhD9GKRja9rwUaP1S2PA1r/gS4xTTT5R9D6hRImXjMQ4MECXJ6Ydi4Ed2zz+EymXDp/evbLYcOo0g58eyfsEULibjoIvSffw6CQMRFFxF6NPXUaTDgaG1FkZk54OKo22bDVluLPC0NiUKBLCYGZDJweBePpTEx4HAQMmUy8X+8H7fbja2qGllMNNLw8IDzNtx+Bz1r1gAgqNWkv/nmsIUggCxAOwvZIPMIEgnqyUHX5b5s+ah8wJ597Q1Gv31SmeARV6pQ0TWzl1CtklCtWIIz94o85l6Rx44vK9n5VbXPHJEJ3ucAp91FV5uJyHg1UqkEi9FOe4OBiNgQQrWBo+OFi9Mw6q1+LSN6CQlTDLkP4UBEJWgQBDwtMUCM+Jn0NvQWb99EdbiCecvzGT0nGUOHBW2Chn3r6ijfLdZQmrptVPRxFa3er+PyP031/J36I0gEv3TSM4GgGDyJfHPANwrWbrSxvaqdgkT/L9SRieH8Z3uNRwgCHGjoZmtFO7NyA9cYrjvSwh3v70NvtpMUoeLFqycxOjmCq6dnMDMnhgMNeqZkRpEY4e0XMy0zyk8M3rFoBLFhSlq6LR4h2Mu++n7NaPstyKgVUk8a6IS0SC4uTGH9kVa/eQKhUUoxHl1humxSKoVp/uH5Aw16rnx5O/o+LS02lel46zrvSmGz3sKvXtvBkWbRGOePS0dy1fSMY54/yHHQchDe+YUokpQRcNFz/jV8J5OoLNFEpafPymBPIxS9BWedYhvxRQ/BO5eKUT+pAs55RDSkAZh4DRz8TKxjBBh7GWQMbRUdq0F0QO1N5rZ2w/q/wNWfn/RbCBIkyKnF3tBA3e9uBvvA9VWyGP/yh+NBkEpJ+tsjxN25AgRBFHNA1yef0vznP+M2mVBkZZH64gt+4tO0ezf1t92OU6dDGhVF8pNPoP/scx8hKImIEFs7uN0Y1nxH57hxdH/+BdbSUgSVivg//B7t5Zf7zGstK/MIQQC3yUTH66+T/Ng/hn1/0ddfh3HjRmw1NSAIRF1zDcrMYHuo4dBaPbDZXn8EiRhlE6QCkqPmKR/8dRdnXz+KlPzAJQ9j56VSuVdHe4MYySuYmUh8hvhMW3+kg1UvH8RisKMOV5A9IZYD3zd4nhuzCmM4+4YxPs3drSY7Xz1XTFN54P7VkQlqFlyVz8rnirEaHQgSiEkJo61WjPJpE9TkTIpj19c1uF1uVKFyxs1PpXq/jpYq8W+RPjqaqmKd3/Nr2Y4Wv315U+MoWlPLts8rPCblgyWedTabaKnuJiErgnELUtm3rs6nTmvy0gw0kWeep0VQDJ5E0qL8oyapUWqyY0O5YXYmb2wV+wxdPS2d+flxPo6jvQwUFXS53Nz3yQGPSGrUW3ho5SE++M10ALJjQ/1aLfRY7LzfL31TAC6ZIP5oxIUpyYrRUKnzisVpmd4fMaVMyuVT0nj9h2rPvjsXj+CLvY3sq9dzsLGbN7dW83/nj6Kl28r+Bj3JkSHcuySf+HAVaw618OJGMbIYIpfyr8snEKmWEx4i97lWl8vNyv1NHGzQs+5Iq48QBFEM1neaSNGKf9+n1pZxpFn8YrA6XDy88jBLxiQSHaqkvtPEPR/vZ3dNJxPTtfztkjGe44IcB6vu90bLrHpYeTuMOFqnYWgRo2MnO2XXGeAhyxm4We5JJW0qrDgEjUUQmw+aPosyIZFidLJhDyjDIHYYNTs2AzjMvvuM/tkCQYIEOf0xbtvmLwQlEk9tX+jcuQGdQx06Ha2PP4Hl4EE006cRe/vtSEJC/MYFQhYb6/lvp8HoEYIAtspK2p78J8mPP+ZzTPODD+HUid8zzo4OGu+5B0eTb/qdT+jE7Ub39DOedhhui4WWR/5G2DnnINN6F25dNv/vYvfRfcbtO7BWlBM6axaKtLQB78dts9H857+g/+ILZLExxK5YQfi556BITR3S3yOIl+QRkejbzMcc17eJutvpxnlUwVgMdta8dojJSzPJGBPtF81Thcq57P7JtNR0o1LLiYxX01ylZ+fKauoOd3jaWJi6bezf4Nt/sLJIR9XeNrIneKO9e9fWDSgEZ16aw/j54vtm6W/H8sVTe3HYXLTV9pAzKY5x81OJywhHIhEomJlMt85MfEY4UrmESUsyaKvtQSIVaK7Us+E//unQ/YUgQOmOVoxdVp/XAo3z/iHFyCXArGW5jJmbLNZAukVn0bCo09TB/BgExeBJ5IbZWWwu11Fcr0cqEfjt3GyP6Ll/aQErFuUBEKIQ3baunp7Bp0UNnnq/yRlapmUFXp0x2Z00d/tG36p1/ikAfWnptuLsVzDoRnQbTYhQIQgCzy+fyB8/209Jcw9z8+K4b6nXIfHptWW8u6MWAciK1fDgBaPZUd3BvqNGLlaHi799e4RzRifw5S2z6DLZCFfJPatAkzOiOG9sIv9YVcIP5Tquf3MXl05K4S8X+VpBP/DlQd7c6t+QtxepAGqF+FbtMtlYdcD3B83mdNHQZSY6VMndHxaztVIskt5cruPuD4t599fTBv07BRmEjn5F6cY2KF0FX60QnT+jc+EX/4HYvJN3zvwlEJHmFaHKCBh3+eDHnCwUGsiYFfg1QTi+tM6wBMheABVrvfvGX3F81xckSJAfFeWIAAtBLhcSbSTJjz+OZvr0gMc1rLjT0x7BWlqKy2Qm8eGHhn1+R2urRwj2Yqvx//3sv8/R4t9L2G32FRHufiLXbbNhb2z0EYMho0YRMmki5l27xR0yGdorrqD5kb/R+cYbALTI5aQ+9yyhs2cHvIeON9+k6wPRnMteV4/u2WeJXPbzgGP74tTrMWzciCwmRuzlGPQOYMbPc7HbXFTta0OhkhGTEkpjeScOm/fZT5AIqELlPu0P+mLS2/j+nRK2KCRctGKCJ/LX9/iETNFHwmqy8+VTe7FZnIGm8qOr1fe9qm8NLFzlKolHCALsW1vv09OwfHcr0y/K9jxf9k1p7aW3Tu9Iv5rDwbCaHIOLP0Aml+Cwi9cybl4qEbHeRZyIWDURsWd+wCEoBk8iWo2CL26eRWlLD5FqOXFhvisEvSKwl5y4UL5bMYdvDzSj1Sg4e1S8z5dbW4+Vt7fV0GmycfGEFGbmRLOl3OsGtXjU4DVU2bEaYkMVtBm8XwAapZRxqd4eKHkJYXx44wy/Yw81dvPEmlLPdkWbkbLWHjb2i2a63VDZZiQ9WkOk2j9Put1gY1OZzjP43R11nJUby7ljxMajFruT93bUDXofv56TTZRGnPuvXx+mw+T7hZYcqfKk4u6s7vB5rf92kGGSfx5se867nTodvr3H2wKivQy+vht++cXJO6cyTIzC7X0b7BYY9wvQpp+8+X8MLn0Dtj0PrYdhxNniPQUJEuSMI2TMGGJ+9zt0zz3nE0JwdXYhDY8IKFBcRqNfn7yeDetJPI7zKzIzUGRnY6vwLtSFLfRvaB+2YAHdX3/t2dbMmIFx+3ZvVFMiIXzpUvSffOIZo544EdPOnZ5teUoKqvx8v7nTXnoJ/eefY29qJqRwPK1PPolln9ckD7ud9hdeHFAMmor2+my7rVYsBw8ROmvg1HtrVRU1l1+Bs0ssZQlbtIiUZ54ecPz/CsoQGYuv8/anLVpTS+0h73OPRCqw7N5JlO5ooWh1baApPDhsLvauqeXsG0YPOKahtGtAIejnQiqIDeH7kjkuhrKdLX7H2i0uvnlhP/OvHokyRIbd2q9m0I2fkc1AaCKHXrOXNSGW2oMdAwplgLiMcCaek45GqyQ6KXTAcWcyQTF4ChgRP3QXofhwFVdPT6e+04yA90fE5nCx7N8/UN0urqq8s72WF6+eRFqUmoON3czIjuH2hb5N13dUdfDXrw/TrLdw4fgk7j47j09+O5Pf/mc3FW1GUrQhPP2LQpSyY/cBKm3xt+T9tKjB096hl3CVjMmZA9vrlwSYp6SlxyMGBQFkUgFbn8+4Vi0nIUKFVq3g5nk5zOjTp3Fnv16IIBrRyKSiE2NhWqTPmPGpw3ChDOLPwgdAHgIV6yB+NMxeAU8X+o5pO3Lyz6uJhpm3nfx5fyyUYTDn9z/2VQQJEuQkEHvLzdgbG9F/+qlnn6BQIE8ObColhIQgS0zE0eT1FVBmHl8vMkEQSH3hBdqefgpbVTVhCxYQfcP1fuMSHnoIaUw05t17CCksJPb22zDv3YfuX8/gsliJuekmwhYvQjN9GqbduwkZN57wC86n8/U36F69CkVyCrG33hKwob0kJATtL8QFrdprr/UVgkcJlE7ai7pwPIa13kwJQalENapg0PvueOMNjxAE6FmzBvPBg4SMGjXIUf97NJX7+j64nG5MehtTL8xCKpNQe7CdyPgQGsv0Ad0weyNgA6FNGDgKtujakRSva6C9wYAqTEFUgprVrxwkLi2M6RfnoA5XkDspHpvZwaEtTZi7bfR0Wjw1d5VFbWgilZx12QhGzU4WRe3R1xKzI4hOPrYQc9id7Pq62mdfbHoYUpkEt8tNzsQ4dn1d7TGoaa7Qc+6No/nu1UOe/ov9iUrSkDbKtw64dGczxevqkcokTDgnnfRRJ6dO+MciKAZPMV0mG//ZXktbj5ULxycRF65CIZV4GrqXtfTw67d2U6UzEq1R8ORl4zlrRCxbKnQeIQhiG4dVB5r5+8/HDnieq1/djuXoB/mFjZXEhCq54awsvrwl8OrcYMzIjkYpk2B1eL8YGjr9w/svXT2J0AHaYXy+t8HPaVQQYG6eN39cKZNy45xsTxRSIsCDF47mgnGBf1QL0yKp6pMemxwZwqQMUYxuKGklKSKEFK2F+k4zE9Ii+ceyoP30MXHaYcMjcHil6Oi58EFvTZxMCQv+JP7rJW061G71bucu+u9eb5AgQYL8yMTecTvW0lIsBw8iUauJu/cen3TKvggSCYkPP0zj3Xfj7OxEnpJC/P33HfMclooKOt99F+OWH5CGhxG+eDGRy5ahSEkm+dFHBz1WGqoh4T7fcxg3bcS8VxRuLY88gqpgJBHnn0/E+ed7xkRfdy3R1117zGvrxbTXXwgCaJcP3Dc16uqrsdXWHa0ZjCX+nj8M+LfrxWX0b5HgMg5eKvO/SEJWBFX7vDXpUpmE2LQwpFIJUy/IYuoF4iLE/g31bHyv1OdYQQJj5vr3cDb32LBbnYTHhKBN0DD1gix2rKz06bYE0NVi5uK7xVKKtW8c4shWMYOoo9GIocvKhbeLC8mjZiczanYy7Q0G3nvYN2LeUikGHLLGx3LR7YWU72klPDqEUWcFfiY0G2z88FE5zVXdJOVEkDc9EavRP6poMdjpajF5TGZ60beaaa3qIXdyPLu/8U+3jksPY9KSDJ99jWVdrHnlkGe7uVLPFQ9MPaPTRYNi8BTidLm5+LkfPAYtvUYsEgGWT0vnoQtH89DKQx5x02608YePi9n8h/mEB2haGTZII8s7P9znEYK9bKnQccNZx159dLrc7KruIEwlpyBJTLeMC1fx2q8m88/vyui22Llyahrv7ayj3ehd7QtTyZiQLn6BdxptFDfoGZUUTkyokt01Hdz2nm8qyIj4UG6en+uJ1rV0W3j02xION3Vz4fgkxiRHcNaI2EEjq39cWkCXyc6GklZGxIfxyMVjkEoEPtpdz119ejnOz4vl1WumHPPegwCbHhf/AehKoPUQ3FI0cN+7n78Gq+6Dpn2QNRcWPfjfutIgQYIEOS2Qx8WR+fFH2OrrkWm1SDSaQceHzppJzvcbcDQ1IU9NRQjw/ero7MRy4CDy1BSa7rsf8549ntfsgGVfMe2vvkrmxx8jD9CWYTBstbV0vPGm91zNzbS/9DKJD53Y97d64kSMmzb57Q8ZMybAaBFBoSDxoQeHdW7tpcvEtFenmEakHDEC9cRga57+jJufSleriZLtzajDFUw5P5O2WrF3YK/xCcDoOclYzQ5KtjcjIKZCjp2XQly6b73g1k8r2LumFpfLTUq+lnNvHMOkJRmk5Efy8aN7fMZWFbczaYnoBltd7Nvgvv5IJw67E5ncG2mOjFMTEibH3OOtVU3M9WZzJedpSc4bfJFg7euHqTkgnqurxURLTQ8hoXLMBu+cEplAV+3A/RZrDrQTmxaKKkyO5ei1xGeFs/BXBViNDnasrEKhlDJmXgrh0SFU7/c1gHM53dQe7GDMXFEM6ttMdOssJOZE+Nzv6UxQDJ5C/vHtER+nzl5cbnhzaw3njk6krMW38WaT3oLB6mBiehQLR8bz3WExtzouTMmvZmZ4xvVY7Hxf2kZsqJLxaZF8X+JfHB4RIufcpzbR0m3hgnFJ3L90JHKp7w9Ql8nGZS9s86RzLh2byLNXiE5oM3JifFI0k7Uh3PjWHmxHm5SuWDQCuVTC2sMt/PY/e7A6XCikEv75i/EcavS3O75scppPxO/Gt3dTVCumNBxq6iZKozhmim2URsGrv/LvM/Sf7b4rOutK2mjSm33abAQZgNJVvtud1aArhTj/WhEAwhNh2Wun/LKCBAkS5HRnOP0EJQoFivTA9c8969fTcPsdopunVOoRPf1xtnfQcNfdZLz91rCu06FrD7DvxF2NEx9+iKqLL8HZ4a1TE+Ry5PEnty+sevJkMt59B/3KlchiYtFedmnAFNb/daRyCfOvGsn8q0ZSta+NVS8fxGl3IZVJWHzdKLIKRWdaQRCYdG4Gk87NGHCuttoe9qzyPlvVH+nk+3dLWHTNKKKSQpEppTj61PFF9Ukh1SaqfVxDw2NUSGW+z59SuYRzfzOGje+X0tVqJmt8DFPOG3prEZfT5RGCvbTXG5BIBeRKKQ67i7RRUYSEyWmpHLgFR93hDuoOd4AAUckaxs1LJX96Au0NRj55bLenDrJ4fT2Tl2aijfePAPamz27/slJMU3WLPQwvWlGINmHwhaLTgQGW/oOcKA6ni7d3DF6sW6kzMH+kb4PVSelaTxP1l66eyDs3TOW5Kyew/q65nhYJ1Tojc/+xgZvfKeKyF7dx+/t7CVH46nqNQsqag80cbuqmw2jj9R+qeXVzld81vLW1xqeu76viJrZV+v9oAMzPj2fTH+bx9OWFfLdiDtfMFD+0f/n6sCed1OZ08eeVh8iN98/tHtFnX7vB6hGCvfQK3+Ohf6qqTCKgGkJtZBAgbqTvtiIMIk68YXKQIEGCBBkarX9/1NPWYSAh2It51y6Me/YMOqY/IePGoujXwy/iwguHNUcg5AkJaGb6mtC57XYcbf6ts06UkLFjSbjvPmJ+fQPSiIhjH/A/zpaPynEezRhzOlxs/qhsWMf3dwIFKN3eQs2BdhQqGXOvyEOhEp+zYlJDmXqhNxPtrF+MIDxGNFEMOdrYPZC5UmJOJJfdP4XfPDWHRdeMQjFIBlxf3G43Xz1bHPA1l9ON3erE7XLTVK4ne3ycTwcshVqGVB7AidYNHQ1GSnc2I5FKOLKtyccQx+V0s/2LSvQ6M5njvIGSiLgQopJCMeqtYqrp0UNM3TZ2flU9pPv5sQlGBk8RVocLY383pD4oZBLmjIglVaumSmekqcvM+NRI7l3ifTAXBIEZ2f4N6F/aVOGTrvnN/mamZkaxvUpcmZMIcMNZWfzzO98P/rbKdn4zJ9tnX5vBv4C4tcd/Xy/x4Sq/er62bt/xOoONpWMS2VSm45M99UgEgeXT0pmdK65IVbQZ2FymIyJEht7s/RtlxYSiN9n5srgRQYDzxibRY7HzxJpSqnRGFhXEc+NZ2T4NTHu5eV4OO6s7PKmy183ORKsZuqPU/zTz/yimhjYWgSoClj4Byp+mY9Ypp24nNBdD5lkQk3vs8UGCBAkCwxZPna++iiZAP8OBEKRS0t54nY7XXsfR0kz40qWELfB3IT0eXGZ/PwGHTjdgFDQQDp2O9tdfx202o12+PNh8/gSwGOxU7mujp59BjEk/vH69KflapDIJTodvCVL5rhbSR0eTNzWBrMJYzN02wmPELCxTt43q/TrU4QqufGAaPZ1WQrVKv6jgidJQ2uXjmjoQNrMDq9nBBbeN59CWJlRqGWajnfJd/tl0nrlLurBZHD61l30p393q015C32pm3VuHmXZhtqfvYi+m7oGfp08ngmLwFKFRyjhnVALf9OuJJwhiY/dbF+Ty6uZqXt0iRusUUgkPX5RCfPixG1Z+X+r/Bt1e1YEALJuUwi3zc9EoZTy3oQJbnw/x2BR/Z80Lxyfz9rYaet+/URoFc/Ni/cYNxsUTknmjT5/AiwqTkEklPLZsHPctGYlUEIhQi9HOr4qbuOXdPZ7zKWQSbA4XaVFqbp2fw5KnN9HQJf6w/HtDBXKpxJNq2xtJ/O3cHL9rmJoVzca757GpTEd2XGjQRXQ4hCeJrRz0DaCOBvmZ2TT1R+f7R2H9X8T/FqRiKm3Bia+8BwkS5KdPxIUX0vnOO57tkMJCcLmQxsTgdjoxbtjgM/5YvdECIY+LI/4PgV2N3Q4Hne+/j3nvPtQTCom8dOhpmBEXXIDhO687qDw9jZBxQzdvs5SUUPXzZZ62F53vvEvKc88SNm/ekOcIItLVauLjv+/GYrT7vZY3LQG3242+1Yw6QnHMKFxIqIK5V+ax9o3DPvsFqXdBXq6QIj8qBNsbDHzy2B5sRxf5M8fFsOSmwKaHJ4rNPHCwpT9hUSqSciNJyRfNBle9dGDQ8VFJGsp3t9LTHthdNCxKRd1hX2f7ukMdLP3tWGJSQ9HVecu/8qYeTwOZ/z5BMXgKeeLS8YyIr+CzogZ0BispUWruPTefuXlxdBptLH9lu2eszeni2fXlnujZQFTrjNQHcPUEMTK9pbydR38ufgk/eel4Hlp5EJ3BxpIxidzYLyoIMDFdy9vXT+W9HXWEqmRcPyuTcJV8WPf5x/MKSI1Ss6Oqg/FpkVw3y7uiF9UvOvfMujL6LpzYHC7OLojnuSsn8Na2Go8QBKgLcJ+rDjQHFIMgmt5cMjGY3njcRPi7iAUZInYLbH7Su+12wvf/CIrBIEGC+OB2ONA9/296Vq9GnpZG3J0rUGZlEX/vPchTUjDt2U3IuHFE//KXuKxWzHv34jJbMO/c6eOeOZQm7cOh5a+PeMRo95dfYq2q8nMjHYjwxYsR/vUM+i9XIouPI/q66xBkQ3+8bH/xJW//QwC3m9bHnwiKwSHSWNZF2a4WQrVKetotfkIwMTuCjLExZI6P4d2HdtDZZESulHLW5SPInza4WInPDPfbZzX4C02AfWvrfERa1T4dbXU9xKaKXhCtNd04bE4SsyMRAmR4DYe0gijColUewSZIBBQqCVaTb4p1+uhokvqY0hi7rESnhFKxp9WzoBISJkeQCJj0NiJiQ1jwy5F+tYi9qELlTP9ZNhv+U0JbrbfEKiYlFEEQOP+W8RStqaVHZyZ7Qhy5k09u7eypIigGTyEhCil3LBrBHYtG+L1md7pw9gsnm23HbqhpdQzeA8Zi986xdGwiS8Yk4HC5/Yxj+jIjOyZgOupQkUslXD87i+tnH9u5tO/19bLqUAuX/PsHFo30d0eTSwTsff5O6dFDK8TtNNowWB2kRp25Vr9BziDcTnD2S8FxBF60CRIkyE8ft82Grb4BRWoKgty7wNr+yqvonn0WAGtZGdYjR8hevQpBLif62muIvvYaAEy7dlH3mxv92idIwsNJfvopQqdNO6nX29Wn+TyA/uNPhiwGAcIWLiRs4cLjOrc9gJGNo3XgNL4gXmoOtrPyX/s8dWpKjf9j/eSlmaQWRLH6lYN0NonvJ7vVycZ3S8kaHztohDBQ38GBgtKOAM+wTrsLt8vNNy/s96RdRqeE8rMVhSiPZox168woVDJUoUMPRMgUUi75/UQObGzA3G0jrSCa9LHRbHy3lCM/NIHgJm96EvOXe43wSrY1se7NI7hcbqQygdSR0cRnhjN6TjIqjRyLwQ4S6G4zE58RjkQm4HL43q0mUklcejjzrspn9csH6WoxoU1QM+8q8TzqcAUzLwkcsDidCRrI/EjEhas4e5TvikGT3kK3JfCKSy8mmwO5dOAVlV/OyPDZFgRhUCF4PFgdTj7f28DrW6po6Q4cRh+I/tfXy946Pe/vqiM+XOnZlxih4t4l+ajk4vVnxWi4a3HeMc/x+OoSpvz1O2Y/up4rX942aO1mkCAnBYUGCpf77pvy6x/nWoIECfKjYtq9m7L5C6hcsoSy+fMx7SnyvGbol+5pb2jAWl7uN0frk/8M2EfP1d1N13vvn/Rrlvbr89d/+1SimezvEO7q7qbxvvtxuwZfAP9f59DmRh91ZjU6kPR5RoxK0pCcJ0bG9P0MYexWJ8auwWvaYlPDSMzxmvUIgtiWIhCj5yT7eDrEpYcRnxlO3eEOn/q79noDBzc3YrM4+PyfRbz1x6289ofNbP+y8tg33AdNhJLw6BBKdrTwzQv7+eAvOxk1O4nolFBcTijd3sy+dXUAuF1utnxcjutocMHpcGPosjBpSQYqjShCS3c289rdm/nwkV18+cw+ImL83ejb6w0YOi3EpoZxxQNTue6x2VzxwDRiUgZ3wj/dCUYGf0QWjoxj1UGvg2Zrj5VP9zQMKJgA/t/nB7D3cTcKVUqZlRNDuErO/JHxnDN6eL2HhovL5Wb5y9vZWS3mSz++ppRPfzuTnLihGY5cMzMTt9vNQysP+71W22HinRumcqixG4kgcFFhMlEaBTNyYjBYHExI0wY0j9lcpuOBLw/S0GlmZk403x32rihuKW/nja3VA6aWBvkfpakYDn8BmjgI0UJonGj6EsDtbMgsfQJSp0HzfsieB7mLTt71BgkS5LTAsGkzLX/9K/aWFiKWLiH+j39EolT6jGn6v//DeTTa5WzT0fzgg2R9/hkAstQUKPKKQ5RK5En+DbXCyeq2AAAgAElEQVQduoENZXq+/RbTnqtRTyj07HPq9QgKBZKQ42unFHfXnTT+4R5wOEAuJ+6uO49rnuMh6qrltL/yCu5+RjT6Tz4hbOECwubP/69dy5lGr5tnX87+9WhaKrtRhcopmJmI5GhAIHNcDK013tRGbYKayABtEvpz/i3jOfxDE4YOC9kT44jP8E8dBUjK1fLzeyZRtqsFTYSSkTMTEQQBU7e/cY2p20bx+nrqj4jPki6nm11fVZMzIY7o5KE9T1rNDja+V4LDJi4YdDQa+e61Q3Q2i6LXaXfxw0fl5EyMQ6mWYenXjL6voY5Rb2Xzh+U+BjC98/Snap+OMXNTEARhWNHM05mgGPwR6d8kHuD9nXWMTo5gYrqW1m4LH+yqw+Z0s2xiCqlRaqrafFcKTTYnz105MaBIOhVsr+rwCEGAHouDN7dW89CFo4c8x7WzsjDZnDy2utRnvwBkRGs8KasGq4MrX97GlvJ25FKBm+bmsKJfyq3R6uCmt3fTczT611cI9tL/bxbkJ0JPC+jrIXEcSIfxVVaxHt6+REzt7Evu2XDlB8d/PRIpjL8cuPz45wgSJMhpi7Onh4bbbsNlEh8Suz78CFliIrG//a3POFt1Tb/t6j4bvtk/Uo06YMP6iAsvRPf0MwNei626GvWEQtw2G4333Ev3t98iKBTE3PgbYm68cZh3BhFLl6KeOBFzcTEh48ad9D6BgyGNiCD21ltp/fvf/V6zVfm3xAripXBROlXFOqxHhU5SbiTpo6PJGufvPzHhnAzcblHMRMarmXZhVsB2D/2RK6WMnTc0P4bYtDBi03yjZBljYlBqZJ5rlEgEknMjWf/2Eb/ju1pNQxaDhk6LRwj2YtT7RjpdLjf6NjNJOZHkTIyjbKc3AJM/3Rs86W4z+zmBAoRqlRj6ubJuer+U1IIoIuN+OmVIwTTRH5FzxyT6Gawcaurm8he3sau6g/P/tZnHVpfy9Noylj69ifpOEwsLfL+gF4yM/68JQQBXAAszR4AP0LG4eX4uy/qZvVwzM4OkSO+q5hs/VLOlXCzitTvdPL22jJLmHp9jSlp6PEKwl/5/jUUFZ0YB7xmFRQ973oS974LtRxDbW5+FJwvg5fnwdCG0Vwz92B0v+gtBgLJVULP15F1jkCBBflJYjxzxCMFezLv9+/31Nz4JW+CNbFkP+2bFODs6A9bHxdx0EwkPPkjYokWELVni85ogl6OeOBGAzo8+ovvrr8Hlwm2x0PbPp7Ac9s+86YvLYkH/5Zd0fvABzi5vv195QgLhixcPSwi63W4cbW24j9Eb8Vg4Ozv9d0okhM6Zc0Lz/tSJStJw0R2FyI9GCBvLuvj8yaKAwkYiEZi8NJNL75vM4utGedpBnCzqSzrZt7aO9kaDz35VqJxL7p7IqNlJjJgaz4UrCtm3rh5zj+/CiFwlJXnE0NOToxI0RMT53kP/49URCuLTxUjm/KvzmXZRFlmFscy+bARTL8zGYXNSsr0ZXb2BkDD/KN+Mi3N80mRBdPJtqdRjNTs4tKWRI9uasFtP7P3/YxOMDP6IxIQq+eLmmdz/6X6fdhE2p4vnNpTT0qc/SbfFwad7GvjLz8agVSvYUdVBalQII+LD2FTWdkwX0pPFtKxoRieHc6ChG4AQuZTlU4feS6gv/1g2jhWLR/BDRTsFieGMTPRNPagMENGr0hnIS/CuOo2ID0Mpk/gY68hlEmZkRaG3OPjF5FQWjzq1qbP/cxh18OJc0Iu5+Gx+En69Xqyb+29g6oDvHgDX0UUAfS1seAQueXlox0sHSeuwdp/w5QUJEuSniTI/H0Gtxt1HEIaMH+83LvGvf0EWG4OpaC/qwkJiV9zhM95W440cypOSkMX6/34LgoD2skvRXnYpAB2TJtLyyN/Absdtt1N/881kfPgBhu83+h2r/+ILVCNH+u0HcFmtVP/icqxHxKiM7pl/kfHRR8jj4wa8b/P+A3S8/jpumw3tlVeimTYVAGt5OfW33oatshJZUiLJjz2Gehi9D/sS6O8Y9/u7UeaIJR6mnTsxbNyIIjubiPPOG5Zb6U+d0u0t2C1eMdJUrqe+pJPUkVF+Y+sOd1C2U3QeHTsv9aSlOW79tJw9q2oBsdri7BtGkz3B+57SJmiYe6XXzKWlUu83xwW3jvfU7w0FQSJw/i3j2PZ5JfpWM1njYyk8O4396+uP3qOKKRdkIj3qOyGTS5l4TobneKfdxUeP7qa9XhSvKo2chKxwOppMKEKkTFicRu7keBx2F03lfa5XgIh4Ne89vB1Dh/icvufbGn5+z6Rjtus4XTkzr/onRIpWzRVT0/16B/aPGAKo5FIEYFKGuPLx+g/VnprDWxfk+qVQ9tLQZWZbRTsjE8MpSAqc6z1UpBKB9389nU+LGug02jh/XBIZMccvAhIjQrhkQuD0g0UFcXy8p96zHaqUMT3L1/U0VCkjPEROW49XONscLi4qTOaiwmCbiVPCvne9QhBAVwKHvjiaIvlfwNDi79zZVRd4bCCm3wKlq/3dPrWZkDX3RK8uSJAgP1GkYWEkP/E4LX/5K47mZsKXLCH6husDjkv4058CzhF3zx9w6vUYNm1CmZND4sMPDamfn8tg9Gm/YC0ro2fNd0jD/X/T3X75MV4M69d7hCCIze71n3xMzE03BRxvb26m5pe/9AjgnvXryfzoQ1T5+TQ/+BC2StH0w9HYRNN995P1zdeYduzE0dpK6FmzkUZEBJy3P2Hz5xHzu9/R8eabCDIZMTf+hqhf/hIQxW3j7//gGWvc8gPJ/3h0SPP+L+AI4DLfWtuNqdtG2qgoQkLF58nqYh1fPV/sMZyp3Kvjsvsnn3Cbh54OC3tW13q23W7Y/W2NjxjsT0J2hKdeECAhK4KELP/3SmN5FzX729EmqMmdEo+0nyFiRKyas6/3LVMavzCN8QvTjnndVcU6jxAEsBjtpI1K4ZLfT/IZlz8tgfZGAwc3NaJQSZl2YRbNFXqPEASxvnD920dQhykYMy/ljEshDYrB04AF+XHMzYtlQ4lYMD4uJYJ7zx3JwcYeDjeJkYrkSBVKuYQZf1uLPkCzzZc3VXLr/Bxk/T4o64+08uu3dnlMZ35/Tt4Jm6lolDKWTzu+aOBwOGd0In+7eAzv7axDq5Zz64JcT/P6vigCuKUGqscM0ofDX4r/tBkw7SbRRGWo9BdiA+07VcTmQ1wBtB7y7hv1s6EfnzoZbt4JJd+I191ZDepomHwdyJTHPPyE6KqF7S+ApQsKr4K0k2sPHyRIkFNL2Ny5hM2de9zHy7RaUv/9/LCPczv8ncbdjv/P3nmHR1Wmffg+0zIpk947CSUQegu9SgcpiqiAFcXecFddddeyuutn772Bq2JDBBWp0nuHEEgnvfdkMu18f5wwkzMzaYAUnfu6uOC85z1lhsnkPO/zPL+fCf8F86letUo27j2hZYsH0ejkPE7GzlCzcaMsE4rJRPWaNWgTEmg8Je/7N2RlkffgQ9SsWQNIvYAxX32JW5zcdsqYn0/50mWYq6vxnTMbj4HSw3fQvfcQdO89DvdQvnSZbLt69WpCHnsUlb9j5uuvSI/h4ZzYlm+1gdC4K9m1QgrSNVols5b0JyhKR/J2ufJoWV4tRdnVhHaSB2ENtQaObMylpkxP5wHBxPZu3XrswJpsB78JkxMbMWOjGaVKQKFUMHZhAhuXplCQVklIJ2/GLezOgbXZpB8owTtQS9KMOEpO17D24+PW408fL2PiovbrU7SFxYlSrcXsWF4rKARGXN2FEVd3sY4d+C3bYV7aPqnc+8imXCYv7kl8v5aD4UsNVzB4CaBSKvjs5sEcya3EYLIwIMYPQRBYcdcw1p8owmi2sOpwAf9cebzFc4iic++XV9efkqmPvrkhjVuGd0Krbnsl8kJRUtOIKIoEe2sd9l07OJprB7e+wnPn6HieWHnMuu2pUTJ3YNR5v88/DYe/hhWLbdtpG+C2Dc7nVudDdSEEdQW3pqbuPtfBjregoVza9o68sObqggALvoctL0J5BnS/Egbe0rFz+EZB0gW2fjDUwccToaZA2j70FdzymxScunDh4k+JsaAAQatFdY5WDb6zZlH++VIsVVK5mjo8HN2EK1B6eRH67DOUffQRiBBwyy149O+PKIoYT59GFRwsUxjVjRuHOioKY45UTaHw9sZnzpwWr6sOdTQlPzPmPmAAtRs3Wse1iYnWQBAkhdPyTz8l7NlnrWOWhgayrrseU5FU1VS1ciUxy5bJlFHtETR2lVJKZbuyqX8VAiO9uObxQZzcXYgoNgVnTRj0Zg7+ls3ERT1xc1KCqbVbYBdFkZ9eP0RpjpQxO7m7kEm39aTzAHlgU13agJunGjd3FRVFji09cX1tpc/GRjMbPksm/VAJWg81w66KJyzel+n39EbV9Cy675dMdv8kiQUVZ1VTlFmF2q7kMnV/McPnNuLpc34WbTv1DsI7UEt1qWSRpnFXkTDU8fN+hsYGE411Rtw81YR38UXr1eRN6ITt36W5gkEX7aekppGiaj09wrzpHekr26dVK5neO5zj+VVsTDnc6nluGRHr1E+w1k5cpdFkxmi2XBLBoCiK/GPFUZbvzUEEruwTzstz+zhkN9tiwdAYgrw1fLw1kzBfd56c3gPlBRTVuew4+IV8O28fFKdAsK2eH1MjfHU9pK+XthUqyTphwI3gHQ53bpfKRRVq6Hs9uMs/u3843uEw/dULe80ziCIUHpFsKbxb/sXhQNp6WyAIkojN4a9cwaALF39CLA0N5D7wAHWbt4BKRcDNNxO85KGzPp86PJy4H1dQtfInBI0Gn9mzUHpJC3R+c+fiN3euda4hO5ucO+/CkJGBQqcj7Nln8J48GQCFpyex3yynauVKRL0enxkzUEc4940D8Bo9Ct2ECdSsWweAx6BB6CZO4PTtt1O3ZSsIAgovLzyHD0cZ4I/+uHzR2lwrFxOp277dGghKE8xUrVzZajAYuPh2cu6+R7K9APznz293+elfBb9QT4bMjKc0t0YWDIIUEAL0nxhN9tFSq3BLjxHhDtYSJadrrIHgGbZ/l0p8/yAEQaCh1sAv7xyhMKMalVrBkFnxRHX3J++kTYhI465k4NRY6/bBdadJPyhVvunrjGxcKpUpaz3VjL+pO+UFdexeJVeNrSlrBOQqnoIgyDwUzxW1m5K5jw0iZWcBJoOZrkmheAc4F9U5vCGHXT+mS9lXARAhONabnqPCKcqsJueEXADJZLi8BGVcweBF5P3N6bz420lMFpG4QE+WLUoiwtfxg9jopB4cINBLw3WDo+kf48fYbs5XIBYkxfDMals5XadAT348mMfcgVHnHBBuOlnMllMlJITqmNM/ssPm9r+fLOGrPbZer5WH8hmXEMzMvi3/YjKZLaw4mEdyQTUjuwQyLkFSPZuUGMakxA48mP+V8bArrRGUjmWiB7+wBYIgibX88jB0nyEd7x0OIy+cD9UlQ00hLJstlagKShj9dxjzaPuO9QhwHPNsvfzGhQsXlxbm2loqv/0OU3Ex3lOn4t7Ledla5TffSIEggMlE2Ycfops4scX57UEdFkbAbYuoXr2a0nfexTNpMLorHEtCi1962drLZ6mpoeBfT+E1dqzVD1Hl50fATTe165qCUknkm2/QmJqKaDSi7dGDsk8+lQJBAFHEUlOD3/XXcXrRbQ7Ha7v3oP7AAauwjDMze6Vf64uJXqNHE796FbXbtuPWubNVwMaFI4GROkLjvCnMaBJDEyBxlPRM5RfqyYJnh5J7ogIvfzeCYxz7TZ0JuNRWNJJ7ooKoHv4cWJNtPbfJaGH792nMXtK3SXilDr9QD0bO62bN+AGU5tQ4nBPOBIYnHFRFWyJhaKi1/7EtSnNrObW7UPJaHBHeojCN1lPdZn9hbUUj275LtZXfNf1dnFVNZIIfYxd254snd8pKTHuOvrw0K1zB4EWiuEZvDQQBMkrreHNDKv+9qrfD3H5RvvSJ8uVwTqVsvNFkZl1yUauG77eM6ESEnzvLdmazLa2U9JI6nlx5nE0nS/jkprPPSHyxK5snfrSVZu7OLOeVaxzVwJxRUtNIZmkdKYWOyo3pbXgCPr7iGMv3SQHkp9uzeGpGD24a3qkDd+6CUX+HzC3Q0LSSNfw+0NlJiZelOR5nNkjCMfbB5F+Jba/ZehVFM/z+X+hzrdR72RaxIyBhOqSslrb942CQo/iECxcuLk1EUeT0jTdZs1/lS5cS/ckneCYNdpjb6MQfz5CZcU7BIEDRc89R8eVXAFQsW0bw3x4m4NZb5dfJkl/bUlWFubQURSsZwNYQjUZqNm6ibscOtAkJmCorHeY0HDoMBrvecbWakldeAcBz1Eii3nsPjwED0E2cSM3atdKUqCj8589v8x40sbH4x8ae1f3/1Zhxb1+Ob82npqyBzgODCe9iC8A1WhVx/VpWn/cOdCc4RiczpweoKKojqoc/lUVyaxXRIvLz20dprJeytpVFDXh4ywO2yAQ/Mg/LRRLP0N5AEKTeyPZQnF3Nd/+3z+oglbKzgHlPDnYQn2kvlcV1zvuwgMrCenT+WuY9MYht36TSUGskcWQEPUed3c/axcLlM3iRKKzSO/jz5VTUO50rCAJfLkoi0G5FpEZvJqWwhgeWH+JorqNM7xkmJYZiMMuzixtTiskpd3699rB0Z5Zs+8eDeVQ1tP1DvXzvaYb9dwPXvL+T9zZn0DzjLwiSmE5L1DWaZOqi0n04NvG6aIPQnvDAUbj2K7hrF1zxlOOcrpMdx7wjIOT8NW+3SeVpOP6j1Ld4ManIhhV3widTIHOz3U6xY0qm1/4Pbl0P87+Hu3aD1+XTU+DCxV+dhkOH5GWQZjOVy792Otfea1Bwd8dz2LBzur7FYKDy2+9kY+X/+5/DPK+x42TbbgkJrZaCtkXxq69R8uqr1O/eTfnnnzsIxwgeHvjMnoU60i4b0kyYpm7LVuq27wAg8o3XiV3+NVEffkD8z6udWmu4OHs07ir6TYxm1HXdZIFgexk5T65Mr1AKRCdKlS32YjJqN4U1EARorDfJjN1BypL1nxyDl5+bg5dfaLwPbp7yvJSHj2P2z9PXjaAYncO4M/avyZZZCVcU1suUSztMK5Wpbp4qzGYL/mFeXHl/P+Y9PviyCwTBlRm8aCSG+xAT4EF2mS0gm9qr5TJHTzcVoT5aSmsdVRtFEbamldArsuUaeg+NvCRUIYCb+uzXAtw18o+OWqlA3UYtt95o5t+rT1gFbaoajPQI98Zbq8JsEbl1RCf6RLVcLqJUCKiVCkwW20+5WqWgsEpPqI+j+IyLVnDTQcLUlvfHjYbZ78OGZyXly7DeMOMNUFygXtNDX8HKu6Xsm0INV3/cukiNoR5qC6VsW0v7/DpJKw7tQV8tZU59oqSy0PIWTO29IyAqCfRV0h/fZuUmtU1G0vYBn6tH0IWLyxJztWO5m9AkzmIsKkbQqK1CMZ6jRhH4wP1U//IrqsBAgu66E1XguZWFCwoFgpubTP1TUKkx19Sg1NkelIPuvQcUArWbt+AWF3dOvYoA1Wt+lW03njhByJNPUPXTTyh13gTedSfqoCCiPvyAktdex5BzGoWbloaDB2XHmSttD+TuffpY/y2aTBhzc1FHRCCoz4/vnYuzJzTOh0m39eTIxhwUKoH+k2KsVgmJIyMwNpo5tacIT183gmN07LHr91PZP28qBIbOimfoLMnkffeqTHJOlBMQ7kmvMRFYzLBndQZGvZluQ0IJiPDi0PocijKrEASBkE7eDJkZ3+7MXnGWY9WZ/bH11QZEUZSJ0VSXNqD1UqPRqrCYLVSX6jl9oozDG1pe8D2xvYDGOhNT7ujVrnu7VBFEsYXc52XKwIEDxX379l3s22gXOeX1vLkxldyKBqb1DmN+G+bta48Xctf/DjhkFAE+vWkQY1vJqu3JLGfhx7ut/Yc3Do3h6Zk9ya9soKSmkV4RPig6ILqy4UQRi5ftt97L/eO78GALPodnKK1tZOC/18vG4oI82bhkDDV6IyqFAndN68HGWxtTeWmttCopID3bW0Qpo/j2/P6XhDCOi/PAS10lP8Ez+MfDfQeczz36Hax+UDKMD+4B130NfjFt72uJ3e/Dun9JPoTBiVBsp+Ib0EXqmfQOh1F/g5O/wMZ/g0kP0cNg3v9g3ZNw+Etppabv9XDlmxcukHbhwsV5xVRRQe6dd9Fw6JD0S+fMc5NKRcyypZR/8gk169aDSoX//Pn4LZhP9g03YCooBEAZGEDMp5/i1qVLK1dpH2Uff0Lxiy/KxgQ3N4Luv5+AW24+5/M7I2vBAhr27bduK/396bJlc6vG7/rkZDLnXWvNDioDAohf86ssaAVoOHqU3Hvvw1RYiDIokMhXXsFjkGvB7HLBaDDz/Qv7KMuTWnx8gt2Z++hA3JzYgDXn5O5Ctnx1UhK3aRJkCYj0wmKyUFFoS5KEdfZh6p29O2RG//lj26mtkIvP3PLiCNx1GkRRZPNXp0jemocIdBkYwrA5nVnzwVGKMqtRaRT0HB1J2r4ih3OcQVAIiHbP4Qv/PRTvQOfiMxcTQRD2i6I4sM15rmDw8iK7rI7taaVsTytjbXIhAgILh8bwxLTuCG1kPQqr9Gw+VUxsgCdJcQG89NtJ3vk9DYsI8UGefHnbEEKc2Du0xOmyenakl9ItVEe/6PaVIlz/4S52pJdZt+8b35nCKj3fH8hDpRBYPCqOhyZ2a/Uch3Mq+e14Ie/8Ls/W/HN6D24Z4eofvOyxWOC5UDA3+yJ294NHshznGurgpW5gaLZi3/MquPqT1ve1RHUBvJqIrMZEUIDYrMy67wKY9bb074pseKOvfH/3GZKHY3OuWXph7TdcuHBx3ij67wuUf/aZ0326SROp+W2tbEw7aBD6vXtlYx5JScR87vwcHaXh+HFKXnuduq1bbYMKBZ3XrT2nctAWr3f0KDmL78BcXo6g1RL+/HN4T22lsuTMcYcPU/nddyg8PPBbuBCNfRkpkHn1XPTHbPoDmthY4u0ykS4ubcxGC5lHShFFkdjegajbWNQ36E189sh2jI3tU9zsPymGobPj230/O75P4+C609bt8C6+zF4iCRhlHy9j9Ztydf6o7v7knChv17kThoZSU95I3kl52ekNzw9D53/pVai1Nxh0lYleZsQEeBIT4Mn1STHUNdlGeLqpyCmvx9NNhb9ny0pLoT5a5g2SythOl9Xz9u9p1gXO9JI63v09naeuTGz3vUQHeBAd0LoKkz3vzh/A27+ncbKwhjHdgtC5qXhjgyRWYraIvLExjdHdghgQ07JISZ8oX9JLah3GnY25uAQxGWD9vyB5JfjGwKTnIKK/bb9CAf3mw75mQVu/hc7PVVMoD/YA0jeCscH5vlJ5r4sD5RnyQBCkTGBFpiSgE9AFxjzSbH66PBAEKE11PG9b13XhwsUlS2NmRov7DBmOQjHGrCzHc2S0fI6O4p6YiEJr57VmsdCYlfWHBIPuvXrRedNGGlNS0MTGttvWwb1PH1k5qDMMdkI7huxsRIsFQeGStLhcUKoVDj6ErVFX2djuQBCgorB1YUF7kmbFodYqpVLUCC8Gz7AlCSoLHbUyCtIdBZFaInFUBCaDhYL0Siwm6QG6a1LIJRkIdgRXMHgZ4+mmoq7RxIKPdrMtrRSVQuD2UXH8fXJCm8fmVzVgnxTOq2z4g+7Uho+Hmn9M7U5to4md6WWsOVboMCe5oKbVYBBgROdAtGoFeqPtQfyKHiGtHOHikmHbK7DrHenf1Xnw5Tx48Diomi1kTHkRgrpLHogxw6DfDc7P5R8nBWhlzQKwhgrJkH7ckxDYDUpP2vZ1a2M1O2KA5B9YV2wbS1oMibMlIZvgHlKweoaoJHD3h4Zmq4qJc2Dzf21BoqCALpNav64LFy4uWXRjx9psIuz3TZ1C4+u27x9Bo0E3YQKVX34pm+c9wdEC4lzwGjNWKk1tQuHlhXvf9il6nw0KN7c2A7uzwWvsWKpXr7Ztjx6NISsbQ0Y6HoMGufwEO4BoEclLrQRRJKKrH0JT68++X7M4sT0fraeaITPjiepxcRXBfUM88A3xcFAmbYlOfTrWa6tUKhg0rRODpjlWikUn+qP4XsDSrMzTZJAv6CrVCsxGx7H+E6MJ7SR9Hq97Momso6X4BHsQ29OJbdRlhisYvMxZtkuyjAAwWUTe+T2dab3DSAxv/Qu0f7Qf4T5a8qv01rEZfdon23uupBRWc+0Hu6isd1QfVSoERnRu+wc/2FvL5zcP5q1NadToTcxPipZ5LW5PK2VvVjn9o/0Y1dWlVHbO5OyFX/8GZRlSGeTUF0Hj0fZxzsj4Xb5dVyz15YU3Mx1WqiDpduD21s8lCHDFv2D5Avl49k5p3/xvYP3TUrau2xSpx6811FpYuAI2PScFqj2vhoG3SOdyZqmh8Wya/7zU49jnWhhyJ4T2gh1vSnOG3SMJ8Lhw4eKyxHfePOp27aJmzW+ycd2UyQTdeSeaiAgq/vclgoc7gYsX4zFgAIJSQdXKn0AU0U2eTPDf/35+7+mqOZjKSil9+x3ExkYstbXk3nMP0R9+2Gov36VG6FP/QuntTf2+fbj36Y0yMIiMphJUhacnUR9+2KohvQsJk9HMylcPWj0Ag2N0zFrSn/QDxexeKWWlq0v1/PzuEW54bpiD/cOFRBAEpt/Tm10/ZlCaWwuIIEBloTwhodEqGTwjju7Dzt+zqV+oJ1Pv6s2B37KxWEQK0+VK/IIAsx7sx8ndhRSkVRLSyYf+k2Pw0GlQu9nKX31DPOgbYquMO328jMLMasI7+xCZcPnZb7l6Bi8gOeX1VNQb6BXh02Z/X3O2nCrhvc3pmMwiNw+PZUqT6mhdo4l7vzzIxpPFsvlvXd+P6b3b/uE5XVbPW5tSKapuZFa/cGb3a90kMzm/GhBpMJqJC/TCr5WS1OYYTBaO5lURE+BBoJcbi5ft47fjNnEQAZFqjBEAACAASURBVIgN9MTLTcU94zozKTG0XedtiQ+2pPP8LynW7YcnduWecefeuP+XozxTUhIN6gGv9ZRny4bdBxOfhfRNsPYJKWvW+xqY+G9QttHo/esjsPs927bGCx46AVpHA9x2YaiDl7tDY7Mv9V7XwKx3Wr6X8gxJMTSsT/sVRl24cPGXxVxTQ+acqzDmSMqCquBgOq34AVWAY1ZANJvRHz+OKigIdZhNJdyi16NPPoFbXCeUvq0brbeHsk8/o/iFF2RjkW+/hW78+HM+97kgms3ojx1DFRqKOsRWsWPIzcNcUYE2sYfTMlBzbS2nhgwFk82qwHPYUKI/aaXP2wUAKbsK2PDZCdnY2IUJ5J2q4NRuudXD5MU9ie8XjL7OSEVhPUFRXg4KoM2pLmugocZIcLTOmm0835Tm1rD83/I+28gEP2Y+0A+T0UzJ6Vp8Q9ydms5XFNaRn1ZFXO9A3NsR5IoWkeLTNbjr1Pz63lFKc2wtRmHxPsz524Bm91WLUiXgF+rZ4vn2/pwpU1QdfnXnNo3sLxSunsFLjGdXJ/PJ9kxEERJCdfxvURIBXm5tHpdZWsetn++12jHszS7nhzuH0WAws3jZfmoaTbL5nholw+Pbl1KPDvDg/65uu+yjwWDmpk/3sDvTVgqnUSl44apebQaQp4pqWPjxboqqG1ErBWb1jZAFgiB5eb6/cABdQ9rnIdMWH2yR92a8sTGNPlG+jOziyhC2m9UPwb6PpX8HdpMHggDZ2yUrheULwND0Rbr7PUlhc/j9rZ979CNSD136Rqkkc9pLZx8IgpSdm/sJ/PwwVGZLSn9Hv5HuceEKCLITJFr1AOz/VPp3eD9pjnvHvZhcuHDx10Gp0xG7/GtK33sfQaUi4LZFVhuJ5hiLijh9081SL5xCQcDi2wm+/37qDx4k9867MFdWgkaD/8IF+M+fjzr87LMe5gpH7zRnYxcK0WSi4JlnqfruO0kITKEg6N57CLzzTkmE5/PPQRRx69qV6E8/cQikq35cKQsEAYylZbhoG32tY6WVvtZIYKROHgwKEBDhRereIjYsPYHZaEHrqWba3b0RRRAtFsLifa1B384VaRxYexpE8AvzZOYDfWV2DOeLwEgdYZ19KEizLermplTw8ztHKMqsoqHGiFKlYMz8biQMtS2wrPv0uPX1/Q6MvLYrvce0/FxaX21g5WsHKc+vAwG6JYViNkoKpv7hnoyZn4BBbyJtfzGH1udQUSD1K8b3D2bSokSnwfChZmI1AAfXnr5kgsH24urQvQCcLKzh422Z1h69lKbt9rAppdgaCIL0nLvhRDFPr0qWBYIapYKx3YJYtiip3Rk7ixOLCmd8tz9HFgiClO17elUyBpOlhaMkXvztJEXVkiqk0Szy7f5chzk9wrzPWyAIOGRdDSYLCz/ew3ubW/CKc2HDYoG8A7ZAEOQ9d2eIGAAFh22B4BmytrV9DQ9/KQB7NAeWpJwflc3OV8DizaDQIC0vIJV5bvy3fF7uPlsgCJB/EPZ+dO7Xd+HCxZ8aU0UF2QtvoGKpZCVR+M9/4ayyquyDD22iKBYLZe+9jyE3l+L/e1EKBAEMBso//oS0CROp+Hr5Wd+Tz4zpCBrb73ulry9eFzErWP7FF1R98430ewTAYqHkzbdInz5DUmNter8aT52i/LPPHY6v3+9Y1eXRz1YiKoqi0/fchRSsqLW27J7KTUnnAcH0GhNB54HBCIJUdjnymq54B2jZ+s0pa1+cvs7IqjcP88OL+1nx8kG+e2EfBr2JyqJ6Dvx22vortaKgziHwOZ/MuLevg6l91pFSGmqkQNdssrDt21TrfVcU1jlkPXd8n4bZ3PJz6cF1p6VAEECEk7sKmby4J4teGcl1/0zCw1vD8n/vYdOyFGsgCJB+oJjs484XJuwDxMux2MiVGbwA5DsRZlmXXMTx/GpGdQ3ipmGxKFtIvccFOaam44I8Hc5pEUU+vnFQu7wCt6eV8viKo5wur2d89xBemtsHH/eWS/vyKvVOxyvrjdQbTGhULQefzl67PY9Mad1KoqPcNSaep1clO4x/uCWDO0a3X574L0XGZlj9AFRkQVgbIgTdpsHYx8FiBqWb3AIiYkDLx9lzLtlAZ9SVgtnus1plt/hQ5cQ8trJlQ1kXLly4ACj/9FMM6bYFxZp166jfvQfPIUmyecaCAvmBooipoMBxHMBspviVV/CdM9sa1IlmM3U7diIajXiNGC4L9uxx69KFmC+/pHL5cgStFv8F851mKy8U9bt2Ow5aLBjS0hyGq376icZTp/BbuBCvEcMBcOvUCZn+syAQcPNNgOSvWPr++4gmE/43LCT4gQfO/wu4jNH5a7n67wM5ujkXROg5OsLqezdpUU8MC0woVQqUKgWGBpM1wDqDocGWXCjOruHU7kJ8gh11AWrKnT8Png/Ubkp0fq1nHRvrTRj0JtzVGmrLHX0AzUYLRr0ZpafzXFetk/uvrWjEP8wLkMptq0udv0Znx2YcKnFYoOg/uQ0v40sQV2bwAjAkLoBAu5LQ1OJaNp8q4dnVyby+vmXZ+dFdg7g+KZozMd603mHM6BPOdDuxl6m9wtoVCOqNZu758gBZZfVYRCkofXmtk8xPM0Z1CcTZmUd2CcTXo/UsZHt6Fwe006Owvdw8vBPf3TEUrVr+8W7P+/OXxKiH725uslWwQP4BULXwhdznerjuS3D3Bc8AmPM+6MJAUEoefsPuc35cdT4c/hpSfoZj30vb55uAeKkHsDk958i348c5loTaz3HhwoWLZoiiSOW33zmMm8sdMwX2/nuq8DDc+/Zt0ZfPUlODxWCQ/m0wkD1/ATm33UbuXXeRMWs25urqVu/NvWciYc8+Q+jj/0ATIz2EiiYTxa++RvrUaeQsvoNGJ8HYH4E2sf3WVKaiImo3byZn0SKyb7oJQ24u/jfdhMdAqb1JUKsJuv9+NLGx1B84SPGLL2Kprkasr6fsvfep/GHFH/UyLlv8wz0ZfV03Rl/fjYAIL9k+jVaFUiU9E2ncVcS0oYBZX20gvLMvnr7yZ4EuA89Otf3whhy+fnY3P75ygPzUlq0cOg8MpvkDp0Ilf25TaRT89tFxCtKrMFscM4C6QG2rBvX29+/hoyG8i61/19xCtZtKo3DIWurrjKz75DiGBptNRrchofQeG9Xi9S9VXJnBC4C7RsnyxUN4Z1M6RdV6q/rnGVYezm/RaF0QBJ6f3YsHr+iK2SIS6iN5mTx1ZQ9CvbXsySqjb5Qvd4/t7HDsmmMFvLDmJJX1Bq4ZFMUjkxLILqunwk7F81BO6x4rS3dm03zdw1ur4pqBUdzbDlGWO0bHYTJbeGX9KQcrizNU1Bvx0rYhOtJBBsb6s2RCN577xdZQfdcYV1bQKRWZUG/3UOPbSRKPqbWz/vCxq8VPnA09ZoHF1LJYS/pG+PJaeQZRoYZ5yySFz/PJ/O8kW4nSVEiYBoMWyfdrfeCmX2D7a1LPY/8bIG7M+b0HFy5c/KloTElx7MVTq/EcNcphrs/0aWAxU7VqNaqQYAIXL0ZQqwl+6EGUfr5UfvMNxhxbxYLuiitQekkP7rUbNtBw6JB1nyEjg6oVK/C/8cYO3W/pBx9Q9v771nM0pqYSv24tgrJ1M/BzJeDWW6jft4/63btBrZZseBrl2RuFToelRu7/Wr9rN7n33EvcjyuI+WIZhtw8lDovq61EwxG5SThAyVtv4Ttn9h/3Yv4EiBaRrKOlVBTVE9szEP9wW6XZhFsT2fdLFqU5NYR08ubIxhyMjVIgpFQp6DIoBKVawayH+rF/TTb1VQa6DQkhvn/7/QTPcGpPIdu+tdmvrH7rMDc8P8xp0BbexY9pd/bm+LZ81G5K+k6IIu9kJSd25FNRUI/JYCHvZAWr3jxE77GOvYFtBatx/YKYuCiRlJ2FePhoGDApBpXa9nPRdXAoB9eeprHe1PReCEQnBjBgSixefnIvwfL8WgdbivpqQ9tvyCWIKxi8QMQHefHyNX0wmCwMem49VQ22gCzUu22zyiCdfHXGTaXk/iu6AM4DssIqPfd+ddDab/j+5gw6BXgyp38kQTo3SmpsX9CDY1uXwd1kp1Za22jiiek92rxnkILZSH/3FgPBYJ0bEb7u7TpXR7ltVBx9o305kF3BwFi/Nr0L/7IEdAavEMka4Qydx8PwB+DtgVLQBOARCINvczxeEFpXEP39BXkgCGAxSv185zsY9AqWbC+aU5YO65+S/k6YCqMfhTkfnN/runDh4k+L0tdX+p5r9ovMa9QoaxBnj8+VV+Jz5ZWyMUGlIvC22whYtIjKb7+lbsdOtAndZIGeubrG/lROx9rC3hPRmJ9PY1oa2m7ntyWjOaLFQt6Sh6VAEFBHR+HeowfVq2wegoJWS8iTT1LgxGajMSUFY1Ex6pBgNJERsn0eAxzFEE35+Vj0ehTay9vs+49k0xcpnNghlSfv/jGDqXf1tmYE3dxVDL/KlkToMiiEo5tyMZtFeo2OsKpn+gZ7MP6G7g7n1tcaObo5l/oqA7G9A6ivNqJxVxLbOxClUl6VlX1MvthsbDSTn1pJXF/non6xvQNlWbjgaG+Ks6qpKLD5Ehr1ZjRujiFMTGLbz3ldBoYQmeBH1pEyqksb8Alyt/b96fy1XPP4IFJ2FqJQCHQfHtaiYE5gpA61VolRb8sMhnc+d5Xgi8FFLRMVBGGyIAgnBUFIEwThUSf7owVB2CQIwkFBEI4IgtCGY/SlS4PBTG5FPRqVgiemdUfT9MPi467i5uGxlNY0Ulxz/mqx92aVyYRnAPZklqNRKXhvwQB6Rfjg5aZiTv8IrhkYhd5ols1tNJnJKa9HFEW6hcrFXZyJvZTWNlJR53xFxNl8tVKgT5Qvn9wk73Os0RsprOrY+1DVYKSo2vkxg2L9WTw63hUItoZSDfP+J/UKanTQ5zoY+w/QBcPfMuDqT2HS83DPXjDpweDEKNZskqwoLPLPEdUF0NBC5rm+3Pl4VS401jqOt3aulrBY4Mtr4MRPkpfhlhdh60sdO0d7aOmem1OZI9lgnMHYABXZ5/9eXJwX8mvz0Zv+uP4YF5cP6rAw/G++2bqtDAgg+KEHz+pcgiDgd801RL72KoF33IHC3bYYqptwBcpmPX+Chwc+M6a3eC5jcbHTMlK3rvJFYkGrlVlZmKurMRZLi7zGoiLMtbUO420hiiKG3FxriWvdzp3Ubtpku7f0DNRR0eimTEZwd0fbsyexX3+Fz/RpTktmlQEBqPydt4y49+ppLYE9gzomGsHt/Kta/lmoq2rkxE5bn6rFInJwXcu/b/xCPek/KYYx87sRHNN6P7/FIrLilQPsWZXJsS15rH7rCBuXnmDN+8f48eUDWMwWTEYz1aUN6OsMePnbBewC+Ic56mGYzRaqSxsQnYgbNs9qnjlH/IBgRs7rgqevG56+boy4pgvhXdpuOyrMqOKLJ3eycekJVr15mDUfHJPt9w5wZ/D0TgycGtuqcqrGXcWUxb0IiPBE464icVQE/SZcXiqiZ7hoPoOCICiBU8AEIBfYC1wnimJyszkfAAdFUXxXEIQewC+iKMa2dt5L0Wfw2305PL0qmdpGE70jffjohoEoFAKbTxbzxsY0sstsD9eTEkN4/dp+aNVnX86xL6ucO77YT2mtPDh7ZmYiNwyNtW7nVtSz6PN9pBTW4K1V8fycXkzvHc6GE0U8/O1hKuqNxAd58reJCfz7l2RyKxqI8HXnrev70a+pz89ktvDwt4dZeTgfhSCwICmap65MdFD0fH19Km//nobRbGFyYiivzuvr8Brf25zOq+tO0WiyMLJLIO8uGICXk5Wf5ry67hTv/p6OwWxhXEIwb1/fH/dW/HJcdJCydPjqWskKQqGUgj2NDqa8AP3mS3NO74Jvb4aafPCJgms+l+wovr0R0taDQiWVkdojKGDYvTDhGWm7rhS+vh5ydoPaU/IxHHSrFHx+exOk/gZKDYx4CMY+1r77LzkFbw+Sj4X1lZRHzwf15dI9n94Jag+44mlIul0+p7ZYeg/z9kueipP/I/29+gEp6xrSE677Cnwvz18ifzYK6wq5d+O9pJSnoFPreHzI40yLm3axb8vFJUBjaiqGvDw8Bw9G4eEornE+MOTmUvn111gMBvzmzsWti2P1j0WvJ++hJdRu3IigVuO/6FaC77dZ+lSvXUveQ0tkNg2CuzvBS5Zgrqig7IMPEI1GlH5+mCsqENzccO/fj4Z9+yXhmnHjiHjlZWvWrTEjg/q9+3Dv1RNtjx4YsrLIuetuDBkZKH18CPvP81jq6sj/mzzj53/jjYQ85rDOD0Dd7t0U/uspDFlZKP39CXv+OXRjxrT4vuhPnSLv3vswZGejCg4m4uWX8Bg0qMX5f3XqKhv57LHtNO/xCe/iy+wl/R3mlpyu4df3jlJTrsfDR8OkRYkOQdUZdVH/ME+Ks6tZ8fLBFq89cGosRzfn0lhn+/y569Q01BhRqRUMmtGJ/hPlwX3uyQrWfXyc+moD3oFaptzRi8BIWyLB0GDkq2f2UFshVRkFReu4+pEBKJQdy2nt/imD/b9mOVSrXfP4IIKizp+q/aVCe30GL2YwOBR4ShTFSU3bjwGIovifZnPeBzJEUXyhaf7LoigOa+28l1owWNVgJOn59eiNtrri6wZH8585vVj48W62ppY6HPPszEQWNgvaOsqEVzaTWmzLUgjA9UnRPH1lIqpmPzi3L93H2mRbaaBOq2L7I+MY9/JmSmttZX3jE4L58IaBFFbrCfHWolQI5FU24O+hYc3xAh5cLq/nX3brYKeefjV6IwaTxam/YmZpHeNe/l32A/rQhK7cN77lvsQTBdVMeX2rbOyJad1ZNDKuxWNcdJAvr4VTvzqOq9xhyQlJjOXtJChJse0L6yvZRWx4Wn5Mj1lS9rDQrv/j1nUQNRh+fRR2v2sbV6jhoWQ4slwytm/OHdshtGfb999YCy8ngKFZqVXveeevTHTtE7DjzWb3rIIHjoG3zQdJ5tkIkv2Fyk1+T73mwlUui4tLgce3Pc5P6T9Ztz3VnmycuxEP9R/z8O/CRUcpX7qUouf/IxuL/f473JsEXNImTsJ42okFgFIJZrPjuBNC/vEY/jfcQNWqVeT//RFriWzIY49St3sPtRs32k7r70/c6lVkTJtu661UqQh++GEaU1JQR0biv3CBtQewOcbCQlT+/q2qpp5BFEVMhYWogoIQVK4up7ZY+/FxUvdKz3iCAJMX93IozayvNrD6rcOUnLb9PvIN8WD+00Os29nHylj70TEMejNaTzXDrurMxqVyg/vm2JdOniFpZid6j41Co5X/34miyBdP7pSpeIZ19mHOwzZ18uzjZax+U/7sMOHWHnQdFOr0HswmC8e25FGcXU1EVz+6DwujNKeWb57f63T+nIf7E9ZU4mkymqmvMpB7soLso2X4hXnQb2IMbu6X32fucjCdjwCaa7rnAkl2c54C1gqCcC/gCVzh7ESCINwO3A4QHX1pra7nlNfLAkGAtOKapr+dl5WltjDeHkRRdDivm0rBc7N7yca2pZayLlnuz1KjN5FWXCsLBM/cj0IhEO7rTnGNntuW7udwTiVebioGd3Isv0wrrnUaDOpaEYlJL651WKlp631wtj+16OzfOxdOcOYxCGBqgMrToPWVsoayY05BiZPjel4lGcHbB4MlJ6Vg0P5aFqOkcOrsXKUn5cHgwS9gz4eSAf2ov0H8WGnczQtmvCYFZI1VENILxj3Z+mvuCCV2r91ikrKh/Rc2u1f7OQYw2JVUNw+mXVxU0ivlfqR1xjoK6wqJ83UtMrm4NGhMz3AYM2Rk4J6YiGgwOA8Eod2BYPNrlLz1lqxXsuTtd2SlrADm8nJEk4nYr7+i+PU3aNgvZRiL//tf65zaLVvo9I2jp6I61PnDvDMEQUAdFtb2RBcAXHFTdzr1CaSyqJ7YXoEERUuZL32tkdLcWo5tySX9YIksewhQWVyPxWyxZt02f3USQ1Nwp68zcmRTDl0GhVgDzeZ4+WudWjAA1FYYHAJBkAI3ezuH5sEpIPP8s405aVlp4vcvT5LS1C95ancR1SUN+DkpTQUIjPIiNE5aqMg4WMLGZSesAjIAHILCjGpmPdjP6fF/BjqUX23q4XtOEIRvBEHYIAjCRrs/G87z/V0HfCaKYiQwFVgmCILDPYui+IEoigNFURwYFOS8IfVikRCqcxBIMZgsDP/vRpQtOFOOS+i4WtMZVh8psP+5ZmRXx/fk1fWnHObFBXnSL9qX3pHy1bvm9/Pa+lQON6mP1jaa2JpaIrOdUCkERjVdz2wR221sPzjOH51dSej4Nt6HYfEBuDuU04r8c+Uxtpwqadd1XbRB18nOx32iIThRWm7sMsnumEnSn+ZovCB2hOO40s0WuNlfyysEwvs5jqs9ILaZil/aBlh5NxQckoLNL6+BI9/BRxPgjf5S0LokBe4/AnduA992yD6f+g2+ug5+uB2Kjrc8z/71APx0Lxz5tuU5unAIsMt4t/Q+u7jgjI4cLduO8Y4h1if24tyMCxc0ma03K/n0GiP/jApaLZ5DpExO+bIvEFoQVVH4+ra4z54z17DUyBdYxcZGvEbLVVS1PXqgDg5GFRpK/Z49mIqKMJfLe8L1R46gP9WyjVZbiEYjxqL29TO6kFAoFXQZGMKgaZ2sgWDq3iI+e2w7K187SPoBx0AQILpHgDUQtFhEh+CuulTPxFsTmf1wfyYuSqTH8DA0Hip0AVrJ1iLSubBSbC/ndhYqtVJm7wBgMlhI3WcLNiMSHHsBW7LHMJstnNolV0I/saOAyAQ/VHaWYwlDw5j1UH8EhYDZaGHjF3aBYBN5Jyuoq3T0Nfyz0O7MoCAIU4AVgAaoBRwNdjpGHtD8qSyyaaw5twKTAURR3CkIghYIBC6bbwSVUsHntwzihTUnySmvR6UQOJxbZd0f4KnBXaNEbzQTpHPj5uGdGNPt7IPBjSmOb82Uno4rbzV6o8PY6/P6sjGl2CrG4uWm4qoBkTw6JcE6xz7raDSL/G1SN9YlF6FRKrhzTDzxQV68uu4UH22VVhZvGxXHA1d0bfW+vbVqlt46mFfWnaK8zsDVAyKZ1S+i1WMCvdz4/JbBvL7hFNUNJgwmC8v3SZLdS3dm8+q8Pszu5yg97KIDjP+X1CuYuk7q8TMbIbArXPEvUDZ9fcx6B9b9E3L3QvRQuOIpyYewvgwOLgN3fxjzGHj4Sz5/M9+BvR81ZfEettlVDLpNElg59r00Nu5JqZyy+3SY/irs/1yyhhjzKHg1W+BIXSu/Z7MBfrxDyiyCVK6qC4O+17XvNWdtgy/nYf0teWoN3H/Y0Z8QYOAtUt/gpuds8xFh68vQe660OeRuycvx+Arwi4Hx/5Re1/qnJAuMblNg9CPtuzcXfzi39b4Ns2hmw+kNxHrH8sCAB1A4rkG6cHFBqF63jqLnnsdUUoJu4gTCn3sO3dixhD7zNKVvv4OptBTRYqH8889x696D4hft1JRVKjCZUPr7E/HqKwhKJSVvv42lugZ1dBQNR45gypP7vuqmTkE3dizVa9c6BHW+c68meMkSBJWauq1bcOvSheCHHwZAf+wY5lLH1pczOCsTbQ+1W7eS/9g/MJeW4paQQOSbb6CJuvy83C40DTUGzCaL1RLBYhHZ+s0pzEbnXnoI4OahovswKfsqWkR2fJ/mEC927i/9/g3v7MuRTbkkb5cycIZ6E+s/Oc7sh/uz75csijKrES0i7jo1PUdFEtsrkJboNjTUwX8w+2iZ1SoiL0Vu7SII4NWCQb1CENB4qNDX2p5zTQYzJadrmH5vH/b+nIWhwUTiyHASR9qeM+trDLI+x+aoNArU2j+vHkW7ewYFQTiEFIjNEkXxnJvyBEFQIQnIjEcKAvcC14uieLzZnF+B5aIofiYIQndgAxAhtnLTl1rPoD3D/rOBfDu1zINPTsDPs+16eXt2pJey8UQxXUK8mNM/ErVSwdub0njxN3lZ3fqHRtM5WL5S89n2TJ5aZdXqYVqvMF64ujdDnt9AbaPth+H2UXH8Y6pNVvj9zen851dbSVu4j5Ytfx8r60XccqqEGz7ZI7teS32E54v8ygaG/XejbGxAjB/f39lqi6mLPwN7P4afH2p9Tq9r4KoP23e+n5dIwWpzZr3bpP6ZCQnTIdrWT4GxAf4bLQWhZ/CPh/sOyM9xYhVk74TIgZI/YwuVAS5cuLi0aThyBH1yMh6Dk3CL62QdN1VUUPndd1hq6/CZOVO2zx5jXh71Bw7i3rsX6qgoBIXjgoO5qorU0WMQ9bZnhoDFiwl+8AHqDx4k+7rrZfM9kpKs1g7O8J03j7Cnn5KNVXy9nMKn5GOB995D0N13kzr+Ckx58jX6kCefxH++/LpnMJWUkDpuPBgdF5sBuu3fh8LTE0t9PeVffEHtli2ow8NReHqhT05G2zORoHvuQdWsDFU0GkkdO04WZHpdMZ6ot95q8XW6gG3fpHLk91xEi0inPoFMWtQTi0Xkgwc2O80GNkelUXDj88M5nVzGuk+SZfv8wj3pPSaSHsPDUCgV/Pz2YbKOynNDVz7Ql6iEjim4lxfU8dXT8s9u/8kxqDUKzGaRktM1ZNtdZ+qdvQjv4otKrUTZlPGzmC2c3F1E6t5Cck7YeYMi+Qzq/NzwDvKg+7Aw1G7yAO/rZ/dQlufYbtR5YDCevm7E9gwgsoOv7WLyR/QMJgBPnI9AEEAURZMgCPcAvwFK4BNRFI8LgvAMsE8UxZ+AJcCHgiA8iPTxvam1QPByICHMWxYMRvi64+PeccP17/fnsuRbW+/V1tRS3rq+PzcNi2VvVjm/nyzBTaVgfPdgHv3+CDqtinvGdWFAjPQle9PwToT6uLP5VDHdQnRclxRNSkGNLBAEOJAt/2FaNDKORpOFX44WEOnnwSOTu8kCQcBaRtqcI7lVf2gw6KZSoFIImJqVpXq4VEUvAsDNVgAAIABJREFUXfRVkL5JKtmMGND2/NbotxAyN0PyT5KAS9/5cOBzZL/xQhLbfz5vJxnpvZ9AXlPj+Y63YN4y6D5D2la7Q+RgyN5mm+9ptwK6+f+asodNFByGCXYCOy5cuLjkKX3vPUpee13aUCqJePllvCdPwqLXkzXvWmu/XtlnnxH8wP34zpnjkBGrXrOGvCUPy3r4NJ3jCXv2WTz62fqSGtPSZIEggP7o0aa/5XL4AChaX2Cq3+sonqGbNJGSN96wZgAVHh74zJiBaLFgKip0mG8sdBw7gyooiNDH/0HRf19wuG9VZCRCkwLr6UW30XBAWixrYL/ttR0+TPWa3/Cffz2CQonnqJGUffSxQ7axMTUVFy2Tn1rJ4Y02SY7Mw6Wc2FlAz1ERxPYKJOuI7f308NZgsYh2WTQLhZlVFGc5elxW5Nex+cuTFGVW0X1YuDUIO4NCITi1jairbCQ/rZLASC+rh2Fz/MM8SZoZx75fsjAbLUQm+JGyI5/6aum+7Ms7lSqBY5vz+OW9o2jclAyd05meoyLYtCyFlF0tf0YzDtpaiNL2F8lEakAKMHf8kE5FYR2RCX5EJviRvK2AtH1S1d3h9TlE9fCnOLsady8NQ2fHt+iXeDnRkWCwBHBuJHeWiKL4C/CL3dg/m/07GRh+Pq95sfnXjB4UVulJLqgm3EfLS3P7yHz22svnO7Nk2z8fLeCp2kYCvdz47ObBFFfr2ZddwV3/s2UndmeWs+XvYwlsUvOc3DOUyc1KSLuF6vD1UFNZb/tSSC6oJqe8nih/6UtcqRC4b3yXVlU+k+Ic67iTnAjNnE8CvNy4eXgsH27NBECrVnDP2M5tHOXiolCUDJ9NhYamhYaBt0hloGeLSgPXLJUsHJQaqUQ1uLtkam+olYK2pMXtP9+gW6UsXn7Tz06PmZC8stkEURKrORMMAtTZlWfn7YfGGnBrkqre/b58/54PpXJaV3bQhYvLBovBQOkHzSoMzGZK33kH78mTqN2yRS7c0thI8Qv/R+nb7xD92We497QtSJW8+pqDmIshLZ28h5bQef06BKW0kOnWLQGFToelxvZQ7jFYslPwGDhA+v5otj7uv2ABKj8/qn9dg4MiG6B2Ulqp8vMj9ptvqFz+NaLRhO/cq9FER1N/4ACYHAVnatavx1xcTNBDD6EOcWxp8bv2Wgw5uZR//LFs3OfKGQiCgP7kSWsg6AxLWRmlb0gKzSVvvSWzxziD18hRDmMubFQWOQqrVBZKYxNu6cH+X7MpyakhMsGPvuOjOLjuNLt+tIkSKRQCgZE6LCZRFlQ2J2VnISk75UGXQikw6tquDt58O35I4+Ba28/GiGu60Gec42dx4JRYeo+JxGgwk3WklN+blYaajBbC4n2oKKrH3UtNULSOU3uknkKD3syWr04SGufNyd0tB4L2FKRVUZJTI7OU8A50Z/LtNnG6hhoDv7x7VHZcTrK0cNJYZ+K3j45xw3PDWvUjvBzoSDC4DLgKeOMPupe/BDEBnvxy/0jKahvx9dCgPItAEECrkme9VAoBdbMyk2BvLdvS5Ktp9QYz29NKmdnXeS+eVq3kkcndeOyHY7Jj3v09nd6RPphFkem9wvHxaD2TObiTP8/MTOT9zdKXyx2j4xgY+8en1R+f1oMpvcLIKKljZJdAQrzb1yjv4gKz7VVbIAiw7xMYdh/4t1xSBUDuPkkgJmKAJEZjj1ezB5Mhd8CAm8Ckl4LDjqD1gds2SoI0bt6g0kpZx+aZRrW71N+o1IBSLc1pjkItZSmbz2+Oys0VCLpwcblhNiPalUBaGqUMmKIFYRZLbS1l779H5Js2CxpzjWPGBcBUUICppMSqsKn08iTyzTcp+r8XMOXl4z1tGgG33AJIoi1h//43pe++i2g04n/DDejGj0c3fjzKoCAqPl8qP7lSSdhT/3J6XU1kBMFLlsjGWjJ0N2ZmUpWZiSEri9jlXwNQu307jSkn8Rw6BG2PHih1jgIi2gRJe0DREaN4+0BQqcTvuusIXtJGW8BfnKge/ihVCswmW29gbB+pWkWjVTF0drxsfp/xUZTl1ZG2vxiNu5LYnoGcTi6j84BghsyK48imXBrrjJhNrRfmWcwibnbPh/mplbJAEGD3j+n0HBWBUuVYGq1xV6FxV6FyUtkV1y+IvldIjgH2RvGiKAXBCqX8dbdkc3GGnOQy/EI8nF4PpABXoRCwmJ2/dotJpCiz+rLPDnakK/4zQCMIwkpBEMYJgtCpSV1U9ucPus8/He4aJedS8Xr3uM6olbaHyZuHd3II0uICHVPxnZyMNSfKz3H/ysN5PPrDUR5fcYwpr2+hvK7tBPENQ2PZ/ug4tj867pw8EztK/2g/rh4Q6QoE28uhL+Hl7vB8JKx9EiwtNJa3xr5P4a3B8O4IOPZD2/P1Ve0bk13jE/hovCRU89k02PJS29dRazseCJ5BECQl04B48ImA/jfY9im1UpD5n0h4MV66t9F/B6HZL5MRD8gDwNGPQHPd3TGPnd19uXDh4qKhcHfHd84c2Zj//AUAeA4fjqaT8wUtc1W1bNt37lyn85QhIeQ9tIS0KyZQ/NpriGYznkOSiPvhB7ru3kXoP5+U+fH5XjWHzuvX0WXz7wTceot1PODGG1H62xZgFd7exHyxrEO2DO6JiXiNG2cbsFu8ajh8GFN5OcUvvUTOrYsofvFFMq+6mqpVq/G9+mpUza6l7dnTaiiviY1FN21au++jOZ5DhhD6xOMo3N3bnvwXRuevZfq9fYhM8CM0zofxN3YnJ7mc5c/tYf1nyQ6qmCq1kom3JrLg2SGoVApO7i5k07IUvv3PPnqPjeLmF0Yw6bae7apiK7ezgMg84igoZDRaWgyuzhDfL4iACNuignegloQhts9UdA95gkHtpiSquz99J8gzjq0FggA7V2Tww0sHsJidP/u4eahlWUz7NVxBIViVWs9QlFlNyq4C6qouH/XRjgjIWJCWxgVaaT8VRfGiNmpd6gIyDQYzS749xJpjhXi7q/nHlO5cM+jsVLFyyuvZklpCl2CdU7+/eoOJxcv2szW1FKVCYNGITjzWTAzGGUazhYmvbiGzVPqBdvaffb6N3TemFHE8r5phnQOtPY0uLgBl6fDWQBCbfQnOehf6OhcHcErGZlh6pW1bUMCdO6QyzZY4sRqWz7dth/WF239vPVP2ak+oalau4uYNj2SDE9GFdpO9A7K2Q0Q/6OzUwlROxmYoOALpGyBjk21cUMB9B8FihozfIbQ3RA1yPL7oOJzeJQnIhPU5+/t24cLFRUM0m6levRp98gk8hw/Da5RUslj66aeUvPB/To8Jf/FFfGZMt51DFKn6cSV1O3bQmJGOISMTTXwcxqxsLLU28YqQxx7F/8YbAdCfPEXtpk1oYqLRTZjQqum64fRpMuddi6XJAN5z1CiiP3i/xfktvlaLhbqtWzGVlFC1arVMnEYZEED8r7+QOmIkYjPfVLeuXYn7aSXm2lpqN2xA0LqjGztGFsSKokjtli3UbtyEPi0N/f79OEMZEIBoMGCpqUEdEUHku++g7dq6MrkLR7Z9kyor9wyN8+aqvztqiuxfkyUrFwXJq7BbUxBWWVxPbkoFviEebFp6guoyRz/Bqx8dSEist3U7eVs+m76Q++hGdvdj5v1te/aZjGYyD5diMUsiOM09CkVRZP+vWZzYWYiHTsOQWXFEdJWeHwvSqzh9vIx9v2Q5Pa+gBNEuRpx2d+9W1U7z0yopz68joqsvh9bnkLKrAK2HmmFXdaZbkq3dasf3aRxcJ2VCVWoFM+7r62CbcSH5IwRknqFNDSIXbfHxtgx+OSrVNFfWG3lsxVFGdg0kzKfjK11R/h7MT4ppcb+HRsWyW5NIzq9Co1KwJ7OC+R/tItLXg3vHdybSz8PhGLVSwTeLh7JsZxaldQa83FR8sEX+5VCtN1LbaMLLrSMfH+f859cT1nLSl9ed4so+YbirVYzsGsj03uHnfH4XrZC7Vx4IAuTs7mAwuEm+LVqkoKm1YLD7dFi4QrJa8ImGwYvaLpm0v09L+82TnbLnQ/jlYdv2qL/DuMdbPya4u+Q7WGvXkyBaoPCY9LoC4p0fC5KITUeEbFy4cHHJISiV+Mycic/MmRgLC7Ho9Si0WsrefsdhrvfMmfhMnYLX6NGYa+sQG+pRBQUhCAK+s2fhO3uWdW7d7j2cbgr8zlDx/ff433gjlT/+SMHjT1j7DL2nTiXilZet80RRxJSfjyo4GEGtpnzpMmsgCFC3ZQsNhw7h3revdcxSX4+5ptZp3x9A6fsfUP7pp6BQEHjHYkL/+SQ5d96F8fRpFD4+hD3zNIJK5VDhJDZ9Nyu9vPCZOdP5eygI6EaPRjd6NHn/+IdDMBiw6FY0cfHoJk5AUCox5uejiY219lK6cI5Bb8LYaHboX8s8IvddLsyopqHGgLtOrmLvLDfUvFjIN9gD32DpuXH23/qz7PGdsgyfm7tSFgiCpMK5/btUq2m9oIARc1vWnGiOSq20WkvI7tMiUlOhp//kWAZOdczGh8X7oFQLLQaD9oEgwJGmYLmlgDC8sy/hnaWgLunKOIbNjsfNU16N11Br4PAGW9BtMlrY92sWV3bpy6VOu5/mRVF86g+8j78Mx/Pl5SJmi0hKYc1ZBYNtIYoiT69K5otd2ZgtYrNIvow9WeWsf2i0057FIJ0bD03sBkBVvZGfjxSQV9kAgEYp8MaGNN7fnMF947tw9zmItOiNZj7bniUb++mw5FezfF8OBZV6bht1/jKQLuyIHCR9MzcPtKKSOnaOkJ6OY6G92j4ufpz0p70MvQd+a1ZaOfT/2Tvv8CjKtQ/fszVl03sjBQihhF6kN0GKqIhdbNjrsXeP5djPsZ7P7lFUBBVUOoIoSBekQygJIaT3TdskW+f7Y5LdTHY3lSKw93XlIvPOOzNvluxmnnme5/e7p3NZwS3NWp+3fiCVcipb+Ejc971zIAhSv2BTqwkPHjyc05iLi8m9737q9+1D4edH+MMPyTJ6AAgCUS+9iEKrpfTTzyj94ANEoxHfsWOIfecdFD7yh7Habl2dBGFMxzI5Nm0apszjsrlVK1cS/ugjqKOjMWZkkHvf/ZiyslCGhhLz5hvYap0FRKwGR/le+bffUvzW24i1tfgMHUrsf9+XKZ7WbNxEyTsOUa+iV18jfv58uv6yCnN2NqrISHuPZNDVV6OfN88+N+SWW9r0GopWKwXPPkfVkiWyca9evQh76CFZ4Kft2sJDNg8A7FmbzZ9LM7GYbMT1DGLKHakc3VHE9mWZMqVQAG8/NRof5791KRdEseuXE5iNDQG9SiAm2XVWSxfoxcCL4mUB1+DpzoFZ3hG9PRAE6XbjyNZCRszq2L1j8Ykqfvn0ANVl9eiCtFx0ex8ik+RqvaW51az+1IXabgvkHNKTc0jPhbf0kmX6mmIxWVnzv4Mc31uKUqVg4JR4hl7cxFrGZMNmk0fUpjrXvoV/NzxOuqeZEd3kTx18NEoGxp2a0sgN6aXM3ZKFRRYIShwvNZDWLDB1RYCPmmX3j+K5i3sxrkcYpoanQEaLjX+vPuJkQt8eWksGLdie3fIED50jpCtc+gH4RYPGTxJx6XtN+87R+3IYfKskmKLygjGPQUILAsDZ26S+wtZ6BJsz/B64cakUsF33A0x4tn3Ht4YgdEzQJSAOrpnvbCXhwYOHc5bS//4f9fv2AWCrrqbwjTedPz9EEWt5OcbMTErefhvRKPUPGf7YQPm8b53OqfD2lvX5AWC1OgWCdhquV/jKK5iysqTppaXkP/ssAZdfLpnNN6Dp2hXfYdKDPnNREUWvvobYEDDWbt9O2edyX9W63budLle3exeCQoEmIUEmlhPxzNPE/Pd9Qu+5h/hv5xE4a5br9TajevVqKn/+WZZ6Cpo9m/h533gygO2kqrSOLT9mYDFJr2XOIT1bf87gj/lHqKs2yzJ+Wh8V465PQal0vv1XKAUsZkfgZrWI7Fuf6/a6wy5JYvq9fRk8PYFLHuxvF3dplQ78qTWbrGz8/ig//XsX1Q3lqTV6o1MJKsCGBUepKnWUsDb3EmyJtE35bvcd3JjP8b1SD6TVYmPH8uOU5DjEoNRaJaFxcvGkPmNdCzb+3WhXnZ8gCArgJmAm0JiyyQR+Ar4Wxea1XB6ac/3QLhRX1fPTrjxCdRqemJLSqjpnR0kvcq1YBpL6aEQbpXCDfTXcOiqRg3nON/AZxdVOhvYA32zNYtWBQroE+/DAxO5EBzpnPrUqJXNGJfLR+mMur+vXAf9FD+2k/3XtKwttjkIBF78Nk14ChdJZNbMpP98Ne+dL33sHw5xfIKxH26+VNFb6OhmMfFBuVD/8Pmn9LdH3GimDWC1lrwlKgDs3SOqjHjx4OG8wZmTIB+rrUYaFYS2Rl+NlXjwDZYiz1ZIxQ+6TZy4sJOuaa7GWyU21UalcWiv4X3yxXQzGlCH/+2nJL8ArpQcJ331H1bKlKIOCCbz6KnuPoel4lpOthTFd/vN4D3Aua/Me4LrHSxAE/CdNgkmTXO53h9NrCKhjYpwyph5aR19Y61TiWZTl/LA/eWgE42enuFXOrCiuderI0OcbXM5tJCE1tMVeuy59QgiJ1VGWKyUOtD4qeo9ufwvQ1h8z2P9HntN4eYEBURQRmjyMaS5iYzZaCYn1pSy35Z8FQOPl/j6g+XkB9AUGwuL8KM2tYfHbuzDWSu/XoChfRl3RjS69nd//f0faHAwKguCN5Ak4Bql3sOGOiGnAdOBGQRCmiaLo3FHqwY5CIfDI5B48MrkdN8HtpN5sZcmePLJKDSgEaJa1RqUQePSiHoT7tU9xc3xKOD/tdrwZfTRKhiU6/6J/tSWL55ceBGDLsTL+OqHn14fGyN6sjTwxJYWhicGk5VdRXF3PV1tOAKBRKXh4kqdR/G9DXQWUHIHIPqBxoUirdX4gIKPkiCMQBKgrl0o1L/3g5K6zrQy5VSpxzdoIMQPbVrKqC4O7NsOBRVLg2OcKTyDowcN5iG7sWFn2TB0dTdBtt1H80kuyeTaDAZvB+QZSN1b+UEv/7bdYmpm5+44cgTIigqqffraPKcPDiHzmWfwunOiYN3YMlYt+tG97DxqEUqfDu09vmbehfX+/vigDA7FWVDjWM06+Ht3o0YQ9+CBlX36JoFAQcucd+Awc6PK16Ci6MWMo/ehjR1msUolu1DllK33aiOoagMZbJStJTBoQTklOjUzpI6FvqNtAECA83g9vPzV11Y6y0vjUzgUzSqWCWY8NIv2vIkx1FroPjsA3sP2efFkHylyOx/cJcbq3jO8TYvcgBIhNCWLa3X3tawiP96cws5LyAgNHmhnURyS5/5se3ydEljlUqhXE9JAq+3atPmEPBAH0hQYCI86eBxvtyQw+C4wF/gO8JoqiHkAQhEDgKeAx4BnguZO9SA/t49avdrA5Q3rjKARIjtDhrVZy84gEuobriAzwanMgWFFrIq2gij4xAczoF01ZjZHv/8olyEfNQ5OSCfLVOB2zYl+BbDujuIbDhdX0jPJ3mgswvkc443tITeyzh8WTVlDF8KQQwpvZQ1TWmjlYUEnv6AACPFnD00faUvj5TjDXSsHPNQtaLgV1Rb2LkuRK9+UnncJmhb3fQcFeKZOY4kbGvMsw6as9+Ia0z8DegwcP5xwht92KaDJStWYNmrguhD/yMJquXaGulsolSzHn5zv1EHqlpiKazQTOmkVAE2sF0WzGsHWb0zWCrr8e3xEjUPkHULNxI9ru3Yl47FHUMfKys8innkKh9cKwdStePXsS/vjjLa5d4e1N3OefU/Luu1iKi/GfcTGBV1/tNC/0rjsJvevUfdZ59+9P9H/+TfncrxCUSkJuvw1t97YJi3iQo/FW0X1wOAc3OgIV0SYy8cae/LksE4vRRs+RURgqjGxamE63QeFOfXYZO4vJz6ig7/hY8jMqMVQY6T4kgtSxse1ai7HOgqHCSFCkjz1IU2uV9BrZOUHA4Ghfe3koSJYOyUPDGXmF8+/M2Gt7oPZSkX9UT3i8PyNmdXNaQ3T3QLYvdy7B9ta5v7dM6h/G2Ot6cHBjHlpvFUOmJ9rFepoGggCIkqDP2UJ7rCUygL9EUXTZVCQIwnfAYFEUO64ochL4u1tLnGrS8quY9v5G2diU3pF8fMOgdp/rlwOFPPj9burNNnw1Sj6aPYgxya0baz78/R5ZBlGjVLDt6YkEuwgc28qvaUXcv2AX9WYbPholH1w/0B5AejiFiCK83dNRGgmS/94d69t3HpsN/jsA9FmOMa0/PJwGWj+3h7VI8SFYfA/k75ZM6Gd+DAGxsOxB2PmlY97kl2HE/R27hgcPHjy0k8KXX5GJqij8/en+x3qX/nhFr79B+dy5sjF1TAxJK1e0z6D9HMew7U+qflmFOioa/6lTsVZW4JWSgqD2PBgG+PyRDRgNjuBD66PitrfH2Ld/fPMvCjOlh7KCABff189ewvjXyuP8udQRGPWbEMeoq9ofmKdtzmfj90exmGwERfpw8X398A89OeKIFUW1rPxoH/rCWrz91Ey8uRfxnSzBrCiu5ftXdmBpEMzx0qm57oVheOvaf6+auaeEVR/vt29HJPpzxROtOjqcck6FtUQsUlbQHX8Al7Ww38NpoKkRfSMqF2Nt4aVlB6k3SwXkBpOVl1eksSa59Z6tBy9M5q8TerLLa1ErBR6f0qNTgSDAi03WUmuy8vLyNFkwmFNey6oDBYT4apneNwovtacB/aRgNUFNkXysIsf13JZQKCB2qDwYNFZJvnw9Z3RsbT/dDoUNH75ZG2H5Q3DV17B7nnze9s88waAHDx5OG2EP3I85P5+adetQR0cT+cLzbo3Sq9asdhqL++xTTyDYhOp168i95157SWnJu++CKKKKiCDu00/x6uFpKVE0E4RRNLnvK8mutgeCIL2MBzbk2YPB/evlvXgHNuYx4opubTKZb8RUZ7EHgiD1Mf65NJNJc06OnVJghA/XvXAB1eX1+PhrUKo6r38ZGO7DlU8MJm1TPgqVQJ8xMR0KBEHKGl7yYH+O7SzGL8SLPu3MqJ5p2hMMVgAtZf26Nczx0ECuvpYP1h1jX24FXcN03DehG8kRHcyCAGU1Rr7eeoL04mpEEboE+9Azyp8/j5cTHeDFjcMT6B7hx+ReEaxJk27gvdQKbh3lLPfbEmn5VXy3/QSFVfL2zxNltTy2cC9DEoO5clCsyx5AgC4hPqx7dBxp+VVEBngR5tf5P2rFVUbZdmGltLZle/NZtjePdUdKMDconS7Yns3HswfyzbZsSmqMzBwQw5CEYKdzemgDKq1UZnlomWOsT9vU4pwIdvF76N9MaevQMji6GsJSpL4+d4I05jpHINhIznbJTVblBaYmUtquehxPBrXlUqBZnS/1DyaOduyzmmHnXCjYA4njoO+Vp2YNHjx4+Nuh9Pcn7sMPEE0mmdl6U+r27KFiyRKaSysqQ0LQdHGvymitqUH/7XzMubloe/fGlJGBoNXgP+MSDOvXYc7Lx3/qFHxHjHB5vEWvRz9/PpaiYvynT8d32NB2/WyG7dupWr4CVUQ4QdddhzIggKJXXqVm8ya8eqQQ9crLKHWt9JA3QzSb0f/wA/VpafheMJyAGRfL9lf8sFBugtfwvaWoiJJ33iHu44/adb1zjbK8GoIifKirMtnHBk1JsH+v0jgHTk17B1XN1DZFUSTjryKSh7q2WHBFTYXRHgg24kpwpbP4BbtvcSo6XsXhrQVofVWkjot18lt0RXC0b5uyoEe3F5J7WE9onB+9x0S7VGONSwkmLuXsvNdsT5noN8AVwGWiKK5utm8ysBhYKIriTa6OP138XcpEK2vNTHhrPWUGx5vTS63gl3+MISG0/TenFquNi97dwLES92+u1JgAlt43EpsIaw8VkV9Rx6ReES7N5d1xtKiaGf/dhNHSsjDsXWO78uTUlDaft7M88sNeftzl6DG7dmgXEkN9eHWls6wwQEygt90bUSHAvNuGMaKrR/6/QxirYcN/pHLMxNEw4h+g6sDTs9py+OoSKGoI4gbdAjPedezf8TmseMSx3WM6XDsfl+z8CpY9IB9LngrXfQeb3oW1z0tjghKu/BJ6uTY/7jA2G3wyGooavYwEuH4hdG9Q1Ft8D+xpIh8/4TkY86jTaTx48HD+UbtrNyduvNGhFKpQgM2G4OND9Kuv4j/lIrfHZl17nUvrB5RKmUqo/6WXEPnMMyj9Hb36os3G8ZmXYzxyRBoQBOI+/QTd6NHNz+aSmo2byLnjDnswpu3RA2VICLVbttjnqGNi6Pbb2jadr5H8J5+icvFi+3bYgw/K+hXzHn+cqqXLXB2Ktnt3kpYtbdf1ziX0hQZ+eHWHPRBTaRVMvSPVScXy1y8O2kVVNF5KLntkIGFxUnLiyJ+FrP0yzencw2d2ZeBF8W1ahyiKfP30Fmr0jgf33n5qbn5jVLsyjB2lMLOSn/+zy+7z5xfixXUvDEN1EqrEdv6SxbbFmfbtlAsimXhzr06f93RwKspEnwUuAlYKgrAbONgw3hsYAJQC/2zvQs9Vfj1UJAsEAerNNpbsyecfF7a/Fnt7VnmLgSDA/rxKDuRVkRobwEW92/5Epyk/7cpzCgR7ROg4VmLA0kSWdMH27NMaDL4ysw/xIT7sytYzJCGY20cnMeXdDW7nNwaCIKmp/rAjxxMMdhStH0x6sX3HFB+GLf8Fs0EK+pLGgk8w3LUR8naBd6Dkc9iUnXPl20dWQE0x6Fz0hu76ynls7BPSv6MehKRxkoBMwijn67QHq1laQ0CzDGbeX00CQQBRWlP3SVLWct/38vk7v/IEgx48eACg8uef5JYRNhvhTz9N4OUzW8yqGdPTXQeC4GQXUbVkKcb0dBJ//NFexVO3d68jEAQQRSoWLnIZDNrq6zFs3ozCV4fPsKEIgkDFokWyDJ3xyBEpkG2COS8PU1ERmojfFCy1AAAgAElEQVQItz+H7Dp1dVQuXy4bq/jhB1kwGHLbbdT8sQFbpbO9ld/UKW26zrnK0e1FsoycxWiTBWSNXHhLL3qOiKK63Eh8nxB8/B0PdHsMiyQ/vcLJY+/gpvw2B4OCIBAa5ye7dl21mYKMCmKST42XdlMOby2QGb5Xl9WTc0hPYt/O3/c1FeYBOLK9iDHX9UDdgjLr2Uabg0FRFE8IgjAYeA2YATTqDFcDC4CnRVH0uIQ34O/l+qX1926XtWOT87WtSbqt52/uy9LS8Y9M7sHTPx+gtMbxJj/dap5eaiUPTHQE0aIouvUhTInUcbhQruTmUR89jdSWwxcXQX1D1XjaUrh1DcQOljrXY92IGXkFyreVWqnk0+XcZvLPSg0EJzi2o/tLX50h4zf4+S4wFENYT7h6HoR2c319cKxfoQK1Lxib3Lh4LCg8ePDQgMLPWVnbu0+fVssrFTqd9BnaxoouY9oh6vbswafBI7BplrARZYDzmKWkhKxrrsWcJ/WS+Y4cSdxnn6L0d9HmolTKjOMBlO3wChRUKhTe3tiqHb7Itro6Cl58kaBrrsGrRw+8kpPptmY1hs2bEXx8MGzchDE9Hd24cQTffEaL0c44Wh/nezZXY4IgENtCCWPW/lKnsZY891yhc2EZofVRU1tlQqEU8PI9dfdhbX0dOnru6ibOFmqtUtaTeS7Qrg5MURSzRVG8HggAIhu+AkVRnO0JBOVMSAlnSIL8aUhSqC+zBnWsqbRPTAAX941yGlc2Sb9fOzSO+JCWS1Cr6s3c9c1Ouj2zign/Wc+WDPkHwEgX2bP8ijoen9KDxkspG3wKzwQLtmcz+OVf6fXP1UT6a2WCORN6hPPvK/qy+N5RstcqVKfl1lFJZ2K55yfpaxyBIIBohQM/up/fyLgnQdWkR3DMo+Dl2o6EsU9IAVcjI/8B3ifx6aPNCkvulQJBgJJDsPopx35dOHRp0pPjEwIjGspWlWqY8Ixjn6LZtgcPHs5rgmdfj6pJ5kwVFUX2TTeRPmECVavXuD1OHRVF0PXXOwaaZOWUoa4zIE0DTG3XrgRc5tD5UwYFEXzLHKdj9Au+sweCAIbNm6ndto3gOXNQBjk+ZwMuvZTQ22+XHaubMAGln2ttBNFmo2bTZqpWrsRaI1U6CWo1YQ/IS/6tej0VC74j65prMZ2QvIeVAQH4T5uG37hxRD73LPFff0XInFsQFJ0XEjmbSRkeRVCkI/iO6hpAQgeyYVof50AtqX/r6vFN6XdhHN5+jvN0GxTOzlVZfPnEJr58bBObF6W3e11tJXVcLLogRzCakBpCdLdAl3NLsqs5vK2A6vK22aIPm5GEQuW41xw6I9Flz+DZTJt7Bs8W/i49gwA2m8jG9BJ25VTQM9KPCSkRaDqpgLQjq5yCijoEQSDQR01qTACbM8qIDvRiQJfWb4ZfWHqQuVuy7NtBPmq2PjXRrr65fF8+982Xl6HMGhjLW1f140SZgT05FQzsEkRc8Ok308wormHSO3/IHor+8+JehOg09Iryp3szcZ4dWeWUVhsZkxyGr/bkPCE6LylNh8PLISBO6r1TtvJ0L3M9fN2sR2/SS1LA1ho1xXB8gyQgE9nHeX95ppRp9I+G+FGQvQVCkyGqb5t/nDZhKIN/N3uAENAFHtoPJUfhi8lQp5fGY4fB7EXOgWvJUSjcB/EjpPV68ODBQwO22lpqNm2iZuMmKhcutI8LGg3d1q9DFew+i1O3fz/m3Fy8hwyhft8+BK0W3+HDqVq1ioJnn0Osk9ok/KdNI+btt5yOr921G0txMb6jRrrMRha+8ir6b76RjcW8+w7+U6ZgranBsGkzqvBwfAZKGce6Aweo+HkxulEj8Rs/3uWaRVEk57bbMWzeDIAqPJyEH75HHSm1tBgzMyn9/HOqfvpZdlzoA/cTds89bl8LD2C12MhOK0epEohLCUboQI9e5p4SVn2yX2ZSr/VRcdPrI9tVDmmqt5B9sBzfAA36wlrWzZPrOsx8dKDbIK2zmE1Wcg6Wo/VREZ0c6LL6ramNhkIlMO3uvm2yqKjRG8nP0BMW50dQ5CkSpTsFdLpnUBCELiBlA5tut4YnQ+hAoRAY2yOcsSfRD8+VKuZ0FxlDd+zO1su29bVmMksM+GqVeGuUDIoPQq0U7MqcABckSdeMD/FtNfN4srDZRIqrjYT7ae3Nx7uz9U7VMcdKapgzKtXlOTwKom2griGD5+3mwzlrM3xzmWQxAVKG79oFLZ8zcSz0ngkHG/6oR/WDQTe3bT26cEi9wrFtNcPv/4K0JeAdLPXpNa4lcSzcdIqEA3xDIHog5O9yjDWKw2z9ryMQBMj9EypzwKuZhHZYsvTlwYOH8wqLXo+gVrdY9qnw8cF/8mQqFy+RjYsmE/Vph9CNGun2WO/UVLxTpb976gkT7OMB06ejGzmSmo0bUYWF4+NGKbQxiHNHwGWXov/uOzBLqsyqiAh0YyTPOqVO5yRw492nD959XDy8a0Ltn9vtgSCApbgY/bfzCX/kYQC0SUnoRo50CgaVgacmcDiXUKoUne6NS+ofRlicjpJsR4uNsdZCRVGtXWimLWi8VHQbJN3zHttd4rRfX2A4ZcGgWqMkaYD7bKbZaGXnqhP2bZtFZMfy420KBnVBWpKHdEyL42ygpXRJFmATBMFHFEVTw3Zb0ojnTkflOcjghGD25jp6mfy9VFz96Vaq66Vm9j4x/rw6M5WP/zhGZZ2Fa4bEcUUHS1s7yt6cCu6dv4tcfR1xwd58cN1A+sYGMjghGIUgCcI0MjTRE/B1CJsNVjwMu76WelAGz4Gpb0rfN2Xbh47gC+DISinj5S7IsZigtgyunAtjHgOTAWKHOJ+3OdnbpF7DruPldhKb3oHN70nfN/UoBDj+h6RwGt3yjY1brGYwlLjP2l31Nax5VgpAu06AC1+Qxo3VznNdjXnw4OG8QjSbyX/6GaqWLweFguCbbiLi8cdaPMZn0CBqfv/dvi14eeHVu+NKhcrAQAJmdNC7tQHv3r1JWLCAyp9+ROGrI+j661C0ow/QFTZDTatjfpMm4T1wIHW7pIdw2pQUAi45yUrQHtwS0z1IFgx66dSyEtT2kpAawt7fHL7ECpVAXM+O3bNZLTbqa8z4uuhLbM85rM0EEs1Gq5vZ5xctBYMvIQV/lmbbHs5iHp6UTLnBxOqDhcQH+1BcbZSpnh7Iq2J/XiW/PTLujK3xqZ/2k6uXylxyyut4+uf9LL9/NImhvrx1VT/eWnOUGqOF2cPiuaSfp/yuQxxeDju/lL4Xge2fQrcLIdm9pLkDNx8DR1c39NmVQEQq9L8OsjZBYBdJ4dPPzVO172c7fAz9YyWxmUb1zozf2vNTtZ30tbD4bqknMLy35Gl47HfQRUjlrEHxEBgHV7lQLR10s5SpFBv+qESkQmz7vLo8ePBw7lG5ZAlVyxo+y6xWyr/4Aq/UVAJaULwMvvEGzHl5VC5diiosjPAnHkcVdOrVF1vDu09vvPucHMNwAN9Ro1DHxWHOkYIDQa0mYJbcs1ah0RA/7xtqt+9AtFjwvWAYgsrT4nG6KC+qlW0PmZ7YKWuG2JRgJt7ck/3rclFplAyaGo9/qBvv4BbI3F3CunmHqTeYCevix7S7U9EFufcbdIeXr5pugyNI31FkH+s9OqaFI84f3L7LRFF8oaVtDx3nt0NFfPtnNj4aJXeN7UqfmNOnNOirVfHO1ZLKYlW9mb4vODerHyk8s1mOo0Xy6x9togw6c0AsMwec3kzlOUmJC3/G4jTnYPCCeyRBmMbsYPIUCHMhHmQxSd56tQ2CREX75YIru7+GK79ylFo2krNdbmhflQvbP5F6DAEiekPONtc/Q+KY1rOCmevhz09BoYQR90vzN74NG/4NtgZj+uKDUpa0kaOr4YFdoHLzBDJpHMxZDfsXSQHu4Fuc5NU9ePBw/mH4c7vTWPHrr6MbfgH673+g/JtvEJRKQu+7j8DLZ1L+1dfUbNiAtnt3uv66plNBoM1gwPDnn6ijovDq2bNdx1atXEnFz4tRBQcRcscdaLt2wo7HDQqtloTvFqD/7jtsVVUEXHaZy3VWrVxF2eefgygScuscAi655KSvxYNE5p4S0jblo/FS0nVQONkHymT784/q6Tu+c/dbKRdEkXJB21uZmmMxWfn9m0MYa6W8VEl2NVt/PsakOR17UDHxpp5EdwugLM9Al97BJPZzlJXarDZ2/5pNziE9obE6Bk9LaLcCau4RPft+z0FQCPSfGEfUKSqJPdm0+ZGLIAg3AhtEUcxysz8BGCOK4tcnZWVnMWU1Rnw0KrxdNN3uyCrntq//sve+rT9SwvrHxpFRXMOm9FJ6RvkztU/kaTHp9PdSMyAukN05FbLxcSexx7EjjOsRxtpDxfbtsT3ap2jloQ10mwjrXsWe5RMU0HWi87yEkXDXZimTGNjFvXm7ocQRCLrCZID5V8Gtv0oWE43U6Z3n1pY7vh//NJQcgRObpJ7BsY+BxQh+0dD7Mudjm1K4H+bNAltDcUP6GuhzBeyZ1/JxVblwYrNUGuqOuKHSlwcPHjw0oE3pAcvk5uiWoiKyZt+AKSPDPlb43HPU7dlD5Y+SynLttm3UH0ojYV4rn01uMGZmcmL2DVjLpc/OoOuvJ/K5Z6Xr6/UUv/4GtXt249N/AOFPPiELOqt//528hx+xb9ds3ES3tb92uizUFaqQEMLuvde+LdpslH3+P6rXrEEdF4v/tOnkP/aY3Toj//EnqP51LdGvv4bC9+wR7TgbyD2ilwnGZO0vc5rzd9CXrKkw2gPBRsryW/bcls3NqyFjVzG6QC09hkWi0ijpM9Z1gLttSSa710iyJ3lH9JQXGLjkgbZbVJXl1bDsvT12v8MT+8u49vmhBISdfsHF9tKe/PuXwA1IvYOuGNYw57wNBg1GC/fN38W6IyX4aJQ8OrkHc0Ylyuas2Fcge4PVGC28+cthfvgr1z52wwXx/Ouylpuxm5NRXMN7v6VTVFXPzAExXDu0TXo/fDh7II8t3MfOE3rUSoHrhnbhjjFn1obhzSv68fKKNHad0DMoPphnp7fvKaeHNhAzCGZ9LhnDCwqpNNKdImdYMoQ97HpfIwExUrll8UH3c0QbpC2WB4OJYyWVzspG3SmF5Ml3fIOU+fMNhVtWSOqeXv6tK5k25dByRyAIYKmHQ20UnPHzlB+fi5htZr7Y/wWb8jbRPag79/a/lxDv1sUDPHhoCyE33UT5l19iLZXfWDcNBBup+uUX2XbdXzspfustwv7xj3aXRpZ9+pk9EATQz59P8C03o4mNpeCZZ+09iZUnsrFWVxP34QeOdaySr8NaXo5+0SJCbryxXWtoRBRFatatoz7tEL4jhuMzcKDbueVfzqXk7bcBqD9wAMOWrU4RSPWvv1IY4E/0yy93aD3nI9lpZez9LQdBEOh/YZxLf8FjO4tlHR9moxWVRmE3sFeoBPpNPPNVWAFh3gRG+FDRpIS1LYIvJw6UsX35cYqzquxjR7cXMfMR97+PGX8Vy7Zz0sox1ppd2m64InNPicz43mqxcXxvKf0vbNv9+JmkPZ84raWq1ICtlTnnNP/bdJx1RyT1pFqTlZdXpDGpV4TMhiE2yLleenOG/A/HdzuyeXJqSpvtEOrNVq77bBvF1ZIp/Pbj5aw7XMwnNwxyKa3blKgAb+bdNqxN1zldBPtqePuqThqGe2id1Cvkyp2d5ZpvJcGV4kNS1uzoaqgrl88JjJdvq72kHsHtn0DhAamsc+v/SV9D74Rpb0rzfDtwwx4Y5zymiwCj448DghL6Xi2VopZnSmND74DwlPZfz8Pfng92f8D/DvwPgD0le8ioyODrqeft80sPJxlBpSJpyRKOX3kVlvx8xw612q7M2YgyOBiLQZ7hKPvsc+oPH8acnQNqFaF33tkmMRirvlmFhShi1VdAbCw1GzfKdjXfVkc7P/gqfvU16nbsIOa996hes4bSDz7EZjQSfP11BN/Ussl78etvUP6V1Gtd+n//R9QrLxM4axbmomJEsxlNrKNHq/o3eU+4rbISV9Ss/6PFa3pwUJZXw4r/22cPSnIOlXPNc0Od7BD8Qpx77hoDwYR+oYyY2fWUWCiYjVY2LUwna38pQZG+jL66OyHR7lV3BUFg+j192fxjBhVFtST0DWXojES38wGKT1Sx/P/2Oo3np1dQkl1NWBfX6qh+IV4y70EvnRqVtu09k37Bzq+pq9f570h7G11cJo0FQQgEpgMFnV7RWcyRZr1uNhHSi+Vj1w7twuB4R4nGlYNi8feWP3UQBAFFa+qLTdiVrbcHgo2sSSviux05bo7w4OEUEJwoBYQP7IKZH8PDhyGpiedU/Cjof73zcf5RklKn1ejo4wPY8TkYWig9bY3UK+Wlnr0uhUv+K5WbAqh94IovYOZHcO8OuGUV3LcTpv2749f08LdmbfZa2fbu4t2U1nXid8yDh2aoQkKIfe89lCHSAyxBqyXy2WdRBDi0AVRRUcS8/RZKF16Cho2bMJ04gSnjGPmPP0H9YRf93c0ImHW5bFubkoJXg/iLtls3+b7u8u3gm29C66J3r/rXtVT8+BN5Dz+CMT0dc3Y2Ra+9TvX69W7XYauvRz9/vmys9PP/UfDP58kYN45jF15Izj33YjNJPeiaxATZXEGrJeDqq5zOay0tJfuOO+xG9R7cc3xvqSw7ZbOKHN/r/BnXZ0wMEYn+TuMAVpP1lHnpbVt8jLRN+dRWmsg7omfVR/sRbS3XowZG+DD9nr5c/+IFjJzVDWUrft1/Lst0u68lD8b43sEo1dK5VWoFY65Obpe5fPchEXTp7XhPJw0I67Tlx+mixdSTIAjPA/9s2BSBeYIgtFTU7uxueh4xLjmMFfsc8bBOq2JQvPzD3lerYtHdIzhUUIWPRkl8iC/L9ubzj+922y0TJvWKwNqOYu24IB8EnCP1TRmlbS4X9XAec2QV7PtBslgYfp8UnLVGbblUYlqeCT1nuM4wqrVw42IoOyaVaEa4afguTZcsLIrS5OOiVbJ/ACg+DH9+JPULDp7Ttn49lRZu+FmyrdizAOoroCoPHk6TspCh3R3+ikqVZA7v4Zwm1i+WE1UOn6kAbQD+Gtc3RB48dBTv1D50+/03jIcOYcrLo+a33wm87DLU3bqiiYpCN2oUAF3XrCZ9zFjE2lrXJxJFDNu24ZXScqWC/+TJKD79hKqVq1BHRxF0ww32qqCol14i76GHMOfmoo6NJerFl+zH6b//nrIvvkRQKvEePJi6v/6Snbf2rx2SDVHTsa3b8Bs3zv1imolpicZ6Kn74wb5d8/vvVC1dSuAVVxB2//3UHziI8cgRBG9vIp56kqCrrsJ//ATyn35aVvpq2LCR8rlzCbvvXjy4xz/MORMVEOZckabxVnHFE4PJOVTGsv/ukwVk/qewxy3nsDyLXVlSR3V5fYdURt1RV212Od6ldzChsa6zkHt/y2Hr4kzZ3O5DItp1XaVKwYz7+1Oeb0BQcFaZ07dWh7gHqQdQAG4ENgLNQ24RqAG2Aa24UZ/bXDk4jnKDiUU7cwnRaXh0cg8CvF3XGveMctyAzOgXTfcIHW+tPsLaw8Ws2FfApvRSvp4zlH5xrSsRxQX7cNvoRD7beFw23ju68zc5hwureHFpGpmlNVzYM4LnLu6FVyekhk8FhwurCPBWExVw8j5MzhsOr4DvrnNsH1kF926XgqOWmH8V5O6Qvk9bLPnsDb7F9dyQFpTpasvhf5Ody0lByuT5R0FNCXwxGeobSogO/Ah3rHcfXDZn9TOQ95djrTPek+whPJx3PDzoYTL0GRTVFuGt8ubpoU+jUWrO9LI8nIMotFos5XryH3nUPqbu0oXEn3+ibv8BNImJKHU6ol58kfynn3YqI23Eq2fbPAd1Y8bYjeGb4p3ah65rVmMpKUEVFobQEKxVLFtO4fMvOCZmZoJSCVbJd03QavEdOpSqJfI+a69e7nv4BZUK/2lTqfx5ccOAgO/QYVQuXiybZ8rKAkAdGUnSksUYjx9HFRaGUifdqOvGjSXqlZfJvfse2XH6BQvwnzYVbdKZ1TX4O9N1YDjHdpWQ2WD43m1wOIn93YvwxfUMYfjMrmxbcgybRSQ42pfBUxM6dG2z0YpSJaBoIZsW1kWHvsCR4fX2U9u9A60WG4YKI34hXq22OLVEQmooJSfkVXleviqm3Z3q9piDG/Nk28f3lrarX7ApwdFnTxDYSIt3fKIoLgGWAAiCEA+8LIriKTL+OjeIDPBCpVRQUWsmR1/L4IS2GWzGBvmwMaPU3jtdWWfmrV+P8vWctikWPjO9FxF+Xrz3ezoGo4WpqVHMGdlyXXVr2Gwit331l93zr9EO45npHTfEPZlU1Jq46Yvt7M2tRCHAraMS/zZrO2vYIy/pofwY5G5vOUtWmuEIBBvZ+537YLAlXPUVRg+AwbdKvXwAR1Y4AkGQbC72L2pbMFia7ggEG9mzwBMMnqckByXzy6xfyKjIIFYXi07jvlfFgwdXGDMyqD98BJ8hQ1BHtKy8XblkiWzbnJ1Nxthx2GpqUPj6Ev3vfxMw42JE0UbB40/ID1apCL3jDnyHdV61WFAoUEc4shw2k4miF190muedmoqlrAxzTg6i0UjBCy8SMOtyqlf9gs1sJnDW5fhffLHLaxiPHyfnttsx5+WBSoVu7FhC774bZWAgVStXIjaUhiII6CbKlau1ic73Kj6DB6PQ6bDVOKylrGVl5N7/AF1XLO/Iy3BeoFQqmHpnKpUldQgC9oyb2WQl52A5Gh8VMcmBsmBrwKQupAyPpLbSRHC0b7sDMbPJym9zD5G5uxiNj4qRs7rRc4RrEbYRl3ejptxIfnoFumAtE2b3RKlSkH2wjLVz06irNuMToGH4ZV3pcUFkh4LCfhNj2bX6BFazI6udOj4Opcp9IkPjLQ+HlGpFq+WoAFn7Stmx4jhmo5XUcbGkjjvzojsdoc0CMqIojm991vnN/txKHvx+jz2ge/iHvSSG6ujfhuxeTb2FerO8HKOkWR9ga9w2JombRyZgstrw0XTeqDWrzGAPBBvZlOEsP3ym+HJzFntzpSDBJsJnG49z+cBYWdbVQyvoXJRB+LZiLeIdBAq1vL8vb6eUgZv0kuTp1+bru7hW75kw8IaW1+hqrK1rdXVND+cNKoWKlODOCwSJosi2gm0U1RYxOma0R5X0HMdmMFDw/AtULW8IRFQqol55hcBL3fvgqUKd+4UagxubwUDhv/6Fbvw4fPr3l4nMCN7eJP2yCk1E+8rU2krV0qWyIKsRa3W13RQeALMZS0EBydu2ItpsKLzci2GUvP++FAgCWCwYNm8m+vXXUPr5EffZZ5R9/jmi0UjQ7OvxGdCKPyxIx336Kdlz5iDWO0Q9TMeOUfDSS1jL9fhfNBn/qVPb/oOfRzQtDTVUGln0xl/UlEv3lF16h3DxfX1lgZa3ToO3rmNVEnvX5nBsl6TEaTRYWD/vCHE9Q9AFOXv1+gZomfnIQEx1FtRaJYJCwGYT+f2bw/byztpKE799dYjMPSVMu9uNynkLlOUZZIEgSP6ELTH04kRWfLQPm0W6gR88LQGVC3u4plSV1rHq4/32Hs0N3x3FL8SLhNSzo0+wKR2KGARB0AGBuBCgEUUx2/mI84MN6SUyVWRRhI1HS9oUDEYGeDGiawhbjjmCrVkDY1o4wjUqpQKVUkFZjZGFO3OpM1mZNTCWLiHtrwGPDvQmyEeNvtZxI30ySk9PFjl65z6LnPJaTzDYVmrLJesFlZfU0weSkmZot5aP8w2BsY/LfQptZkkBNDgRhtzW9jWovCRrC7Hhg9s7GAY2U6vrPhm6TYKMX6XtqH7Q/zrahG+ofK1egTDsrravz4MHNzyx8QlWHV8FgE6tY+6UufQI7nGGV+XhVGApK+P4FVdiKWiikWexUPDkk6gjwvG94ALHcEkJ1WvXogwKJviG2VStXo21VBLwELQaRKPJMbeoCNFsRj9/gaxMVKyrw1pQAKcoGDTl5TkPKhSYjh1zGhZNZgSNplU5eXOu/JxifT2W0lKUfn74Dhtqz3Daamspnz8fS0EhflMuwru3+woPn4ED0I0fR3VT+wuVior5UkdS9S+/YKurJ/Dyma2s7vxm//pceyAIkH2wjPyjFcT0CGrhqLZTktNMPNEmkrWvlPyMCowGMz1HRtNtkPwhbNNMnKnOgqHCOflxfG8phZmVRCYFOO1rCV2gluZCGn4uAtOmdOkdwg3/GkHeUT0hMTq3vYVNyT2il4n1AGQfLD8rg8F2qYkKgnCNIAgHgErgBHDcxdd5S88oZ7naFDeBicVqo7haugGvM1nRG0x8fMMg7p/Qjal9Innzir7cNrpjdfE1RguX/N9mXl91mPd+S2f6+xs5UeZehauy1kytyeI07qVW8vbV/YkKkJ4GXpAUzBNTUjA3WfvpprLWjMEorXV6qlzoJMhHTXKEa8lgDy747nrY9ZUjEBxye9uVNMc+DtNd6EWd2NK+NWx+1xEIgiTyUtHseZJCCbMXwW2/w80r4fb1kudgWxn7ONy5ESJTpfN/fWlDcOjBQ8fIrMy0B4IANeYa5h6ce+YW1ASD2UCVqar1iR7aTMXCRfJAsBFRpPSTT+ybxsxMjk2/mMIXXyLvwQfJfeAf9kAQQBkov/nWjR+PQqPBWu38/2UuKjpl6pl+F14o9QfaF6YEN+V4/jMva9M5fUfKWwvU8fGoQkOxNstAZt9+B0Uv/Yuyzz4j6+prMGz7077PWmPAWi0PLCKeeALv/pLVlCo8HCzye5XmpbgenDHVOt/fNTVyN9VZMNU5z2krsc2CSqVGwbYlx0jfUUR2WjmrPztA1n73qs1evmq3AV9zw/m24B/qzeCpCfZf6YBwbwZOiW/5IEAXJBnTuwsEa6tMWC2O+5WQGOd5bQki/460OTMoCMJlwHzgKPAJcFfDtgq4DNgHrEL1tKYAACAASURBVDgFazxrGN8jnDkjE/lmWxYA1w+L58KeziVpWzJKeeiHPRRVGQnz01JdZ8ZotTG5VwTvXTOg0wIta9OKyKtwlHdWGy0s2pnLI5PlT61NFhuPLNzL8n35aJQK7h3fjZuGJ3Ci3EBKpD8alYLxPcLZ/MQEDCYLfl5qfjtUxBM/7qO0xkTf2AA+nj2I6MBTL9xittp4fNE+luzJQ61UcOfYrjw8KZn3rx3Awr9yqDdbOVpUzbj/rKdfXCCfzB5EZMDZ4e9yRqjMg+xmgduOz6USyrGPt+0cyVNg1eNyY/eYwe7nu8IsL0NGtMEnoyG0B1z9DYQ1+Z2NHdS+czclYw0U7pe+t5nhjzeg12UQ4ekx9dB+6ix1bRo73by9823mpc3DJtq4tNul/POCf6JsT9m2B5fY6t3/34q1jn36ed9iq3IEdsajR2VzLUVFBF57Lcb0o3j3SSW0QRkzcNYsKhcvsYu3KHx9yXvoYQSlkuCbbyL8kUdO5o+Dd+/exH38MeXzvkFQqwmZM4eCZ5/DlOnQBxR8fRGAwmeepWrxEmLefw9VkPtMkjFDnlW0lJRw9ILhoFAQfN11RDz1JHUHD1K3c2eTSRb08+fje8Ewit54k/J588BmI3DWLCJfeF7qdYyMJOG7BVirq7EaDBybeKH9dQLJysNDy6SMiOLgpnxsVimLpQvW0qV3MKIosvGHdA7+IWV1e4+JYfTV3dvdp9dnTAyGSiNHthXi468hITWE7cuzZHOO7SxuMWM25Y4+rJ2bRm4TtVH/MG9iUzqWvRx2SRK9RkVjqDQSHu+PogVLidaorTKx6uP9FGZW4uWrZsy1yXQfHEFEgj9DZySy65cTWK0iyUMj6DE8knqDGa2PqlMiOKcbQWyjhYEgCJuAIGAQoAOKgQtFUfxdEIQ+wGbgxgbRmTPG4MGDxb+aySOfbgxGCyKStURzrDaRUW/8TkGl68zaM9N6cvuYzillrdxfwD3f7pKNPTIpmfsndpeNfbPtBM8tPiAb06gETBaRCH8tX948lF5NykKNFisXvPqbrGx0Rr9o/ntt6/X/neW77dk8+dN+2djie0fSPy6QerOVoa+spareEZRcPiCGt6/2GNe7xWSAf3cHs4snz7f+KgnCHFomKYFOeU0SdXHFvh9gzXOSCEy/a2D626Bsh/rWwZ9h4c2u9yWOgZuWtf1cLfHz3bC3mVjOVV9LiqUePHSA61dez76SfQAoBAUfTfyIETFnzp5ke8F2bl1zq2zs9dGvMz1p+hla0bmDKSuL45fPwubCAiL6zTcIuETqGyx47p9ULFzY4rm6/roGTVyc03jdnj1ULFmCpbiEmmZm7F2+/grfoZ0XkmkJw5/byXvwQax6PYqgIMSaGsQmpatBN95A5NNPuz0+fdx4LIWFbvfHffYZ6sgIMmfIeyz9Z8wg4LJLyblV3l4Q887bLvsBS95/n9IPPwJAGRJC/FdznbwUPThTfKKKw1sK0PioSB0bi2+gluP7Sln54T7ZvGl3p5LYz736aFsoyanmh1fkInN9xsQw9rrWy+gLMys5sq0QL52a1HGx+PifebXndfMOk7Yp376t1iq5+Y2RaLyke3yzyYrNKlJXbWL1ZwcozanBP9SLC2/pTVTX9pW4nmwEQdgpimKrT+nb0zPYF0lNtF4QhMYGNCWAKIoHBEH4FHiKBvXR8xlfF0FgI1V1ZreBIMDhwpabXNvCxJ7hdAvTkVEilWd4qRVM7+vsHXek0Lk0xdTQPFtUZeT1Xw7L1EyLq4yyQNDdOU4Frl6XI4VV9I8LJL+iThYIupvvoQkaX5j8Eqx8FJo/ENrwH0hfLX1vKIYF18KD+10HeX2vkr5sNid/qRapLYc1z0LBPuhzBWj9YecX8jnNfQfbg9UMdRWga/ijljJNHgxq/CBhdMfPv/UD2PaR9JqMeaztPYxNqS2XeiY1p87TycOp49NJn/Lj0R8prC3kooSL6BfW74yuJ70i3XlM7zzmof1oEhJI+HGRZJmgUqHw9sJSUoLf+PH4Dh9unxd07TVULl2KaHQt/qbt1ctlIAjg3b8/3v37U/yf/9Bc2sV4NP2UB4O+w4bSbf06TCdOYK2qInv2DbL9xqMt/y75DBlC1TL3D++MR4+iGz0Kv8mTqV6zBgCFjw/BN99E7fYdTvPrjx51GQyGPfAAAZdcgik3D5/Bg1oUtfHgIDzen/B4eXtFWZ6ziFBZnqHTwWBYnB99J8Sy7/dc+9iBDXlEJvnT44KWfYwjkwLa3SN4qmn+OpmNVqrL6u1louoGoZk1DYEgQFVpPWvnpjH7pQvOigxhe4JBJdCobtJYF9H0f+wIcPfJWNS5TJCvhr6xAezLrXS5f0xy5xtPNUoFliZGsfVmG59tPM5rl8s9VsZ0D2PeNvd6P7nl8qegsUHedA3z5ViJI5s0Ntn1h0adyYpKKaBuwW+mPYxNDmPuliz7tlopMKKr9FolhPgSH+LDiTLHesf26NyH2XnBkNukYGRJExNfpQaq8+Xzqgug9GjLVg7tCQRtVvhopOM6RfshfiR0GQ7ZWx3zuk10fXxrHF4Jyx4AQ4lUtnr1N9BzBsx4H3Z9DT7BMPYJ6d+OkLEWVjd5Qr74HqkfMdK9h5EMcz38dLuUeVX7wLgnYeQDHVuLhzOGr9qXG3vfeKaXYWd41HCUghKr6CihGxkz8gyu6NxCm5hI+MMPtTjHq1cvEn/+mcLnn6d2h3OAY6tp/SGl76jRlH3+P8eAUonviOHuDziJKLRavJKTsZlMKENDZf2OulEt/y5FPP0UotmMYcsW1DExGA8danJihb2nMObddzBs3Ii5oBDd+PGoI8IRVGrpb0iT+xbdqFFO17DV1SGoVGgSEtAkJHTuh/VAl17B/Lk00yG0Ikhm664oyKggbUsBWi8VfSfEtmoSP+qK7hzeUoCp3vF5tH1FVqvB4N+RLr2CKTruSHzogrUERTo/xC3JlQeNVSV1mOutTrYVf0fas8JcIB5AFMU6QRCKkUpGFzXs7wGcmm7nc4wPrx/Iy8sPkVZQRfdwHfpaE1X1Fq4ZEsel/duvINqcwqp6ssrkgdy2TGdLiMm9I7ljTBJfbj6O2SqiVSkwNmmOndZMoEUQBD67cTCvrjxEenENE1LCXfYhPvnTPpbsycdHo+SRScnc3Em/Q4DxKeG8MrMPX285gbdGyT8mdicuWHozKhQC/7tpCK+uPERmSQ0X9ozgwQu7t3JGDwAMmC317e34H2j9YNwTkhF9YZOSXK8ACOr8/6GdE5udA84Tm+HODbDxbSjYI5WITn65/ec218HiuyWhGJA8Bte+CJd/AoNukr46y/GNzQZEyNrc9mBwx+dwqMHI2WyAX5+T+i/Dkju/Ng9/C2rNtXy892P2luxlYMRA7uh7B96qU9tbnRSYxFtj3+Lz/Z9jspmY3XM2QyKHnNJrnm9Y9HrMOTl49eyJoHZdDq9NSiTihefJuvIqxGZlpYKmZUVDAN8LhhH1ysuUf/0NgkZD6J13nFKTdXNeHhVLlqDQaAiYORNVSAgKjYYun35C8X/ewpyXh9/UKQTf0rKPrCooiNh337FvVy5ZQtncrxAUCkJuvw2vFMnORVAo0I0dKzvWq0cyMe+8Q9lnnyFaLATffBM+gxw94qLJRMFzz1G5fAUKHx/CHniA4Btmn8RX4fyi3mCmoriWsFg/Js/pze5fsxFFkQGTuzhlDwEKj1ey+O3dduXM9L+KuP6lC+xlkq4QAatVXnVkMVldT/4bIdpESnKq8Q3Q4hsovV8HTUvAarFxbFcJAeHejLi8GwoXiY64lCCObi+yb4cn+J8VgSC0r2fwS6CHKIojGrY/BW4AXkNSJX0cWCaK4tWnaK1t4u/QMwhwtKiaj9YfQ19r4urBcUxNPX1PQ6w2kZGv/05hlaMc9ZJ+0bzvordvwlvryWyS6YsK8KJLsA/jeoRz++hEVO3M7M3dfJwXlsnL+9Y+PJZu4WenwtJ5SW05/HgbHPsN/GPg4ncg+aKTd/7cnfD5BPmYoIDHMyVfwM5Qdgz+O1A+FpEKd2/q3HmbcnAxLGwWVM5ZA12Gte14V/2LV86V/BU9nBM89sdj/JLlkMO/tOulvDyqAw83PPxt0C9cSNG/XkY0mVBFRBD32ad4JTs/wKnbs4cTc251CgQBQu+5h7AH7j8dy20T5rw8Mi+fha1SqlRSRUWRtHQJSr+/jyp32RdfUvbll1hLSmTjSStXok06iQ8pzxOO/FnIunmHsZptePtruPjevi4DwKZsWHCE/X/IrUMuur2Pk11EczYtTGfvbw7fymGXJjF4akKH136qqdEbWfrebvSFtQgKgcHTEhh6cdt/x4y1Zjb+kE7uYT1hXfwYfVX3VjOop5pT0TP4ITBTEARvURTrgGeAocALDfsPAo+2d6HnItX1Zq7+ZKu9v279kRLm3jKEcT1Oj9m1UiHw/rUDeHzRXrLKahmeFMKz03s6zaszWWWBIIDRYuP7OzteknIw37mH8KYvtlNvtnJp/xiemtoDtap1dbuKWhPPLD7ApvRSekb58fJlqZ6A8nThEww3/CSJzKi821cC2hZiB0HsUMjd7hgbcGPbA0FRdCuDTlAiBCdBuUMVr8Plpu7odSkMvw+2fyYpqSrVsPEtmPEu+Ee3fny3ifJgUOUN8c4lUR7OXtaeWCvbXnNijScYPIux1dZS/NrriCbJI9BSVETJO+8S99GHTnNLP/rYZSAoeHsTfMvNrs9vMlH06qtU/7IadUwMEU8/JcuMnSoqliyxB4IAloICqtf8ilfvXhS+9C+Mx46hGzuGyH/+E6Xu9P/9rVyyhOI333S5r/zLL/AdMQLdxIkoNGdeZOTvzoE/ctm1Jpvq8np7WWhdlYmtPx/j0gcHIIqi2942Lz/n19db17pQ3MgruhEe70dRVhUx3YNIGuBo39mzNpu9v+WgUCkYPDWBniNOfcIk/a8iti87jrneQp+xMQyeJg/0dv2Shb5Qeu+KNpG/VhwnZXgk/iFtC+i0PmouvPnsVChvczAoiuIOYEeT7RKgvyAIfQErcEgUmxqGnb9szihzElpZvq/gtAWDAEMTg1n/2HjqzVa3VhXeGiUDugSyO7vCPjayW+d6Fkd2C2XhzlzZWKPNxRebj/PF5uMMig/i7av6ER/i6/Y8Ly1LY8U+yddpW2Y59367i9UPjenU2jy0E437/59OM2c17F8olYf2vgy6Tmj9mGPrYMUjoM+CnhfDpR9Ipa1NUSjg2u9hzTNSn2OP6TDevQJehxAEuOgVKNgLWRvBYpUEd5bcCzf83PrxqVdAdaHUv+gdCOOfcQjdeDgniNZFk13t6MeO0XW+/N/DmcNaUeGkJGp2ZdwOTr56AF59U4l44gm3GbeyTz6l4rvv7dfKvfc+uq1fd8rFUVwGUWoVuffdjzlX+jtetXQZCl9fop5//pSuxRU1G5qX5DuoWLiIioWL8O7fn/hv5yEoPRYq7ijIqOCPBUdd7ivLq2Huk5uprzGTMjyS0dcko2xSEWaziXQdGMbR7YVUFkv3con9QolODmz1uoIgkDw0kuShkbLxEwfL2Lwow779+zeHCOuiIzT21GWkK0tq+fWLNMSGUtc/lx4nINyH7oMj7HOqy+XijqIoZQvbGgyezbTHZ3AMUsAny9WLorivYX+oIAi9RFHccJLXeNYRG+T8ixMb5E16UTXF1UaGJASjUZ3kbIsbWvIs3HKslCEJwQhAjr6OEV1DePGSFkRC2sBlA2LIq6hjwfZslApBJurSyM4Teh5btI8fWshANu9xPFJUTbnBRLCv5wngOYFCAf2ulr7agrlOsqBo7AVMWwL+sTDFhXl8WDJc37K8+0nhxGb5dlY7SlFH3Cd9eTgneWbYMzz6x6NUm6vx1/jz9LCT/EDCw2lFHR2NV7++1O91yPD7T53icm7Q1VfJvPR8RwynyxdfuJzbSO327bJta0UFxqNH8e7btxOrbp2AmTMp/3Y+lgLpwau2e3e8evexB4KO9TmL4ZwOtN2dLSMUgQHYKhzZzLo9ezBs3daqwM35TF56hdt9dTVme6bw4MZ8gqJ86TdBUrzNT6/g1y8OUqM3EhTlw4QbUgiK9iUysXNqn/lH9fIBEfKOVpzSYDA/vdIeCDrWUSELBrsNCidrv+PeUxesJSKx5RLac4X2lImuQ+oRnO9m/8SGfef945k+MQHcNDyer7edQBShT4w/BRV1THpHipNjAr354a7hxJwGs3Z3fLAug3+vPmLffvGS3tw0IqFd56gxWtiUXkKEvxcDujhK/O4d3417x3ejrMbI8Nd/x2RxThjvyXb/4QTQNzaQ/EqHZ1GXYB+CfNyXJbzz61E+/uMYFqvI0KRgvr11WKdMRj10EEOZpOIZnnLyzmkyQM4ORyDYSO5JuEHJ3w1bPwSrCYbeAQntuKGIHigJ1DTd9uABGBEzgrVXruV45XG6BnbFS+WRvz/bifvwQ0o/+BBjZia6cWMJvtG1kmzAJZegDAqieu1vaOLjCbqm9QdeXqmpMvVRhY8PmqSuJ23t7lCFhJC0dAnVa35F0Gjwm3QhgkqFKiwMS5MePe8+fU75WlwRfOON1O3eQ80ffyB4exP2wAOYC/LRf/2NbF5j+a4H10S46AkMifUlJEbH0T+LZOONqpmiKPLbV2nU6CWbFH1BLek7i+kuRPDnkkz+n73zDo+q2vrwe6an9wbpofceCB3pgqIIKvaC7dq9XvVTKdd67b0BdrGBIgIivUrvvYVUSG+TTKaf74+TzORkJpOEIiDzPk8eOWf22bMnTmbO2mut388vWEuvMYkERzXfGsldj2JU4vkNuiITXQPN+ufa9o3Bbhc5ti0fvxAdvcYkyLKkTaEoR8/xHQX4B2tp2y/GYTtxsdMcARk7cLMoim6DQUEQpgBfiaLYDMfpc8/FIiADkF1ioLzaglYlMOJtebnD7WmJzDjLLNyZIooiXWYuQ1/Hmy86UMfm/2t6b1V6YSWTP91EUaX0ITypZyyvT3L12fp9zyleWHSQAr3cdyktJYy5U/s2OP/p8moe+WE3W0+WkBLhxxuTusoCzrrszy1j3PvyLM0NfeJ49drzu6vqpR4b3oZVL4HdIilr3vwL+J9lafTmT2DlfyXVTYVamruWtIdh5AtnPnd5DnzQR5obpPnvXevZQqMuBYcli4i8vRDTDSbOhnCviq0XL16ah62yklNPP03lqtWooqKIfv55AoYNbdK1hh07sOn1+KWlnbPeuaqtWzn9/PNYMrPwS0sj6JoJFM/5HFtZGcETJxL+4L/Ou3eaaLFQ8ccfmE6exLdHD3x79kTh60vV5s1k3XmXw4ZCFRVFq+XLELx9gx7Z8ns6u1dIYi7dhseROj6ZqjITXz/7F/Y6qp+DbmhD5yGxmI1WZj0qL/RT+yixVDsVQf1DtNz8Qj+Uzax0E0WRv345wf41OSiUAj3HJNJjVMIZvzar2Ub24VJ8/NUePQr3rs5h6+/pWM12OvSPYcD1bc5p0uDUsVJ+e2e34/cZ0yqIa/99/nt/PXE+BGTA6UbijjSgyMPjlx1xob7EAZtOuNo6FOgbNp7/O6i/B1BqMHPfNzu4o38iqclhjV7/2bp0RyAI8POOHO4dnEyrSPlOy/iuLRjXJYaTRVU8t2A/O7NK6ZUQyqsTPcvwxwT58NO9/TBZbWgbEZx54qc9Luf+Ou76O/fihuITUlYs0lVgqFmU50hBW23bcN4+ySZizKtnPmdpJvz5jHNOuwX8IqVMYYerJH++s+HIH85AsHb+AwuaHgxGtoP71oPVBKrGJeO9ePHiBaRgq/Sbb0GhkGwUuncn7oMPpAyXWt2kQEsURXLuf4DKNWsAUMfFkfj9XFThZ+9V7NenD63+/BO72Yy9vJzjVwx3ZN+KPvwQdYsWBE+89qyfxxOnnnqKiiV/AFAsCLR8710CR4yg/NcFMj9Ce2UlotXqDQYbIXV8Mr2vTAJRdNgi+AVrGXl3Rzb9cgJjlYV2/WLoOEjqb9boVEQnB5KX7hQF1OpUsmCwstREXno5Lds0TwVcEAT6T2xFvwnJIAhnFZDpS4z88voORwazda9IRt7tPpPdZWgsnQe3xC6Kzc74NYV9a3JlgfXp4+UUZFY0qtZ6MeAxGBQE4RHgkTqn3hEE4SU3Q0OAQMBzYfxlSscWgcQG+5BTI6QCcG332JqsoQKdWondLlJiMBPu37ybypIqMwE6VbPM3QVBYOrAZN5e4WwoNlntLD2Qx8rD+cy7P43Wkf74ahp+e5RXW1zOZRQbSA73d/nDFgSB5Ah/j5nAutjsImUGM2H+2kYDwe0ZJRzJd23Ybx9z8f/xXVDsdph/Fxz4RTpOHgo3/iCpYyJKwiwFh2HP96D2g9R7JLGThijNdAZttdRV9DwTCg65zpnQDyZ/7TrWpJfsKeqL3hgrQKECjZtSlgA36mVNUQOtj0orBYQWw9lbY3i5LCkzluGn8UOtaLiwRm/Wo1KozrtfoZfGsVVWISgEFL6eS+Ts1dWINptMidN49KiU2bJKlTn6VauI/+5bfNq2RaF1fv9bi4tRhoQgNKDmbNiy1REIAliysymd+32zrSvsBgOiXUTp7yoYptBoqNy1y6UMs2rzZny6dydv+nSMBw/i27cvMf+diSqs8Y3kulhLSlAGBiKoVIiiiK2kBEVQEOYTJxyBIACiSOlXXxM4YgSmY8fk66+qwpKXd169GC8V7DY7JoMVHzfqn0DNvZl0fyaKItV6C0ldw4lJCcYnwHUTYuTdndjw8zEKs/TEtgtBoVRwYF0d4SQBfAJcP7OMVRZUGgUqD5oVgFuvvvqIdpHqSgu+ge5f056V2Y5AEODY9gK6jXANwKwWG1azHZ2fGmu1DVEpojqLEk5361KoXIPa5mZNLxSNZQbLgMyafycCxUB+vTEisB/YDLyNFxnvrzzGh2uOY7GKtIrwp020P+O7tGDejhymfrMdX7WS63rGsuJQAbll1bSLDuDjm3uSFO5ZybFQb+KB73awLaOUMD8NL13TidGdmi7N+8jw1nSLD2b2+nTWH3MmdC02kWs+3IhKoeCO/ok8M9Z9xuj63nEsPZDnyDBqVQru/mo7LYN9ePv6bvRJCm3yWuqy9mgh/5m3h/wKE11ig/j45p4eeytz6wTYtfioFbw1yVsi6pFjy5yBIED6avjhRkkERbRDu3FwaBGINaXEG9+Gh3dDQJT7+WJ7ScGV/rTzXIermraWitNSdjKkTpnIyfWw6DHXsa1Hyo/tdlj8GOz6FgQl9PsXDJ8ONissfAj2/ghKDQx41DWT2HYMtB0LR5ZIxwn9oesNTVtzXbZ/Dsung6kC2oyRykW1XhsUL41TYizh8TWPsyN/ByHaEJ7t+yyjEuWenla7lel/TWdx+mLUCjV3dr6T+7vef4FWfHkj2u3kzfwvZfPnIygUhN52K5FPPOF2bOF771E853NEq5WgCVcTM3MmgkpF6fffOwJBACwWsiZfj6BWE/H44/gPGkjOI49gPn4CdcuWtHjjdXy7u3oEW+r57oEkPNMcCt54g5Kvv0G02wm+biLR06a5BJ+69u0lwa862Thdxw7k/vsJTAcPAVC5ciV5arXMdN4Tlvx8ch5+GOOevSgjwgm76y5Kv5uLJTsblEqwuTEnV0m3q36DB2E86PQyVifEo0lMbNbr/ieSsa+I1d8cxlBhJjIxkDH3dsI/xH2vcnFuJUs/209ZvuSnJ9pFgqN8GTW1E+Gxzu+ugFAdY+51VnFVlZs4fbyMklM1FTUi/PzqDnqPlco8LWYby+cc4OTeItRaJX2vTqHL0Ngzfk35JytYNmc/FUVGQqKl9YW1lH+3GqtcExP1z+1bk8PmBScwm2z4BWmoKjOj0iod624up0+Us3zOAfQlRkJb+DH6nk6ERPvR7Yp40ncXYTVJ79+kruEu671Y8RiyiqL4lSiKQ0VRHIoUFD5de1znZ5goileJovhyjf+glxr25ZTz5vKjGC12bKLI8cJKBrWOIKvE4Aikqsw2vtqU6QhqDufpmb7wQKNzv7X8CNsyJEWm4ioz//55L1UmayNXyRncJoLre8e5nLeLYLbZ+XRdOhuOua/8HdI2ku/uTuWG3nHEh/piqhGJyS2r5omfd9PUXtS6WGx2nvhJCgQB9uaU8/LiQx6vGdQ6AlW9TKSPRoXOQ1bTC1CW5XruxCopKLNb4eACZyAIUtZr0aMNz6fSwq0LodNEiO8HV74J3W/2vAZRhN8fgbfaw7td4PsbpQyb3Q6/3gf6U86xGn8Y8V/XOQ/8Aju+lNZsM8GGt6RAcu8PkpefaANrNax5BXLq9RIrlHDj93DfRrhnDdyxBNRuNh4qTsNvD8LsEbDuDSnQrKU8Bxb/WwoEAY7+AZs+8Py6vXip4cNdH7IjX1KeLDWVMm3jNCrN8kqHhScWsvDEQmyiDaPNyEe7P2J/0f4LsdzLHv3SpZT9+CNYrYhmM8WzZlO1eYvLOMPOXRR99DGiyQQ2G+Xzf6F80SIAqjb+5XZu0WKh4H//49TTz2A+fgKQ7CtOP+NeidaSlelyzjfNVaHbnJmJtdi1baJq0yaKZ8+Rsn5WK2U//Ih+2TKXcZq4OKKnTUMRFARKJUFXX0XQ1Vc7AkHHa97WdEGvgtffcCiz2gqLKHjtdSkQBPeBoFpN2N13AxBx//2ETb0bTVIS/sOGEffxJw1mTy8XbFY7K786hKFCyuAWZFTw1y8nGhy/5rvDlOU7/fQAyvINrPnusMfn8QvScsPzfeg+0nnfaDXZ2PTrCYpzK9m7KpuTe4pABIvRxoafjlJRdOZhwapvDlFRJLVUleYZWDv3iMuY9v1iZLbDgeE6WdlqRXE16388itloAxGqyswu624OtcI6tTYUJaeqHLYdEfEB3DSjL4NuaMPY+zsz+l7P7VAXE83xGUxqfJSXuhw6gaTXvwAAIABJREFU7WrAfuh0hdsSy8auq4vVZudgPXP3SpOVnNJq2kY3T5p3dMdohrePZMWhggbXMqC1+x6EtJRw0lLC6f2S3GA5u6SaSpOVAF3ztISKKk0UVcqFZhr7XYT4aQjz1zgCSJBKZ0vPoOT2sqLtaFg+TQqUQCqxbMwmtCzb8+MRbeC6ZlSKp6+RArlajiyBPT9A+/FQIZc2RxcE/R/BhXw3N8X5ByQvQndjY930UUc3opT3/Q1werf075ytYLPA0Gek44LDUsDZ2Jq8eHHD0VK595fBaiCnMod2oU413iMlrjdAR0qO0Cn8wig8Xs4Yj7h6tZmOHMavb6rLOZdxh6X/j1Y3GT3ZuBPym3hzRgZ2k0lWQgpgPuFahl+3zM9WWUnO/Q9IQZpSSdiddxL5xON1Xovr+8p4+DCBo10tM0JuuJ7g6yYiWq0odDpKvvnWZYxP56bf+JrqP7fd/XePMiyM8Hum4jdoENok6RZU0GiIfOKJBjOylyNVZSaMlfL7yqKchoOchh4r9nBNLYIgYKpyTTwU51a6zCuKUHyqisDw5pe22+2iMwNZQ5GbwK1l2xAmPN6dw5vz8AnQ0GVorKw0s+RUlYtGRv11Nyd7Z7XYHX6LdeeoxT9ES+chZ54NvVA0eTtFEIQwQRDa1zuXJAjC+4IgfCcIwqiGrr1c6ZcS5pK1GtQmgkFt5AbT9XvFB7V2b0Bts4tM+20/Hab/yeE8veyxlsE+tIpsfjpapVQw+7beLH9sEG9OlquBKgQaDAQ9rbdbXHCzA0GQRGNa13sN9X9X7riivbx0sUNMoDcQbIzgeLj+WwhrLZV39riV2l4CJ/WOO15zbtdQ4mbnsuQE+IZK6px1aciU3uW8IJnB1w/IFCpIGtT8NZZlOwPBWg4tdP47rjdo6m3ANLRWL17qkdYiTXYc6RtJSrDcUqB/S7ndiUpQ0Semz3lfmxdX/PrL/3+hUOCXluYyzrdvX6ncse61AwYA4F/zX3cIWi1+/eTZPVVEhNtsol+9eQQfH3x6OO1tSr/9zpmts9konjUL42FnkOrXL00q/6yDx7WpVCh0OqzFxeS/9prsMWVEBNHTpzV4rcva+9ez8NG6/74OuOIKQm+7zREIenFPQJjOxeIhvkPDrTrxHdz3dsZ5uEY+Tn69UqWgZZsQl+dUaZXEpJyZJ6FCIRDbTt6DH9/e/fpatA5h2C3t6TchBb8g+XspOjkItdZ9b2DtuusiiiLbFp/kq2c28sOLW8nYJ6+OU2uUxLSSv6a4BtZ1KaGcMWNGkwbOnDlzFnD3jBkzZgEIguAP7ETyF+wMTJk5c+aaGTNmuNYu/I189tlnM+65554LuQQHQT5qOrYIJLO4igCdmkeuaE1aq3AOn64gyEeNyWonJcKfp0e3w2YXMVrsjO0Uw/PjO7gVTpm3PYc3lh3FZhex1aT2owN1dI8P5o3JXYkMOHMvqzB/LR1iAmkZ7ENWsYGoQB3Txnegf6vGg8Ee8cFszyilwmihY4tAPrypJ4FnEAwCdI0NJq/CiNUucnW3ljwzpn2j4jh9k8Moq7ZQUmUmNSmM16/rSpAHT0IvNcy/EwoOgLlSCnh63S0pavqGw/CZkHof5O6QevF63w2Dn3K5eXAgirD6ZckYftsc8A1rXJXTN0zqt3Nk1gSpFDQoVgqoyrKkstGOEyRzeXeKnSEJENBCygQGxkjryN5cUwYrSMb0YSkw9k2IO4MbaIUats6SSlBriUuVymEBVDqI7yuJ5Sg10PcBqW/xPMuue/ln0C2yGyabicLqQjqGdeSlAS8R6Su3Y0kITCBEF0JuZS4t/FvwXN/n6BrhauPj5fyjadkSdUwMluxsVNFRRP/fs/ilun6uqEJC0LVtgzkzC0VQIBEPP0LQ2DEA+Pbri62oEFu5ZJwuWiygUKBJSqLla/8j5MYbsBYXY87IAKsVu8FAxeLFqMLDZX5/2nbtEDQarKdPo0lJIebFF9G1cpq0l/3yK6ZD8lJOv7790NaMUYWHoU1JwZyVhSo4hMgnniBgeOP2Uqbjx6VS2Tr4dO1C6M3u2wIq166l+IsvMWdmoGvbFkGtRpOSQvn8+Q5hGk1yMj69e2HX61EEBKDw9yfwyiuJeuo/DpVQW3k5gkKBoLw0fNv+TgRBIK59CBVFRuw2kbap0fS7JqVBgZbYdiFUlZswGaxofFSodSqSuoQzeErbJvnihbbwQ6NToi82EhTpw5Cb2hIRH0B4rD9KtULqpYv2Y9gt7QiN8ax/4YmI+ACq9WasJjtJXcIZdGPbZou+qGqCt/KCapRqheRnKEBwpK9j3XU5siWPDT8dw2y0UV1h5sSuAjqktUCjUzlKa5O6hqMvMWI120nuHsGg61s3KpZzoZg5c+bpGTNmfNbYuOb4DJ4AvhFFcUbN8V3ALGAssBtYDmSKojjuTBd9LriYfAaNFht/HsjDZLUzulM0eeVGJn70F/qa3r4BrcL59u7URmZx8uyv+/hui7zX641JXbmu54VNSd//7Q7+2O80iH9xQidu7tu8ptySKjP/+m4nm9KLCfPT8N+rO3Fll8YFcURR5HhBJVFBujMOQC9LCg7BR/XUXRMHwu2Lzmy+ffMkddJaBAU8uF0KxDxxcj1sfEcK+vrc03TRGXekr4Gvr5af63QdXDfnzOcEqXR10WNS32RwPNw0XyqJ9eLFy2WJOSuLkq++xl5ZSfDkSfj2PLdeYtbSUo6l9Zd5QGnbtSN5wa9NnkO/ahU5D/zLcazw96fVyhUog84sU1OLaLVyYuQoLKecPd1Rzz9H6E03uYwt+3UBp595xnHsN2gg8Z99RvHs2RS88aZsbMv33yNwxAiXOWwVFeQ+8W+q1q9HGRRE5DNPEzxhwlm9Bi8XN/oSI0s/3UdBph6/YC3Dbm3XYDbzXLPyy4Mc3pwnOzfk5rYcXH+Kgkw9CpVAn3FJ9Byd+Les52w5Hz6DUUDdpqExwHZRFJfWPOGXwONurrssMVpsTPhwo6Oc8+3lR0lNDnMEggAbjhexM6uUHg2Yqddis4v8sjOHrBKD7LxSIdAn8cKmp4srTSw9IP/D+W5LVrODwbeXH2VTutTkXlxl5sl5exjUJlxWbrpo7ykW7MolIkDHA0OkIOOOL7dxvKASnUrBiA5RhPlrGdkxirSUs/da+kfjEyJl/Or2u/k1XpLbIJn1yphEO2RtbjwYTBoo/ZwL3K2/sdd0eInkZajPg86TJOGb+hnIrjdIyqNl2ZIfo6IJO4CiCPt+huwtkqBOp4nebKEXL/8AbHo9GTfciK2kBIDyxYtJ/H5uoz1zlWvXUrl2Hdo2rQm+9lqPvniCWoOgVsssHWylpZiOHUPh60vpzz+DXST4uolo4uPdzhEwbBgxr75C2bx5KAODCL//fo+BoGi1Ur5gAcaDh/BL60fA8OHu16ZSETdnNkXvf4AlN5eAMaMJmTJFNsacnU317t2UfC23Aapatx7LqVPYKl17v0wn0qFeLFh94AB502dg3C+V/dvKy8l7fhr+gwahCr30S/MuNywmG5sWnCD7YAnhsf6kTWxFQKhrRdvGeccpyJTunavKTKz48hC3vZJ2XrwB6xMeHwB1g0EB8tMrHOuxW0W2/JZO615RZ9QLebHSnGDQAtR95YOBL+sclwF/T+h+CfDngTxZX9/pciMnCvQu4yzWRkQ7gJm/H+DrTc7qWz+NkqhAHY+NaEN8mGefo/ONVq1ErVRgrvM6ArTNV/KsLxRjMNvILDbQqaX05fXHvtM8OHeX4/F1RwvpnRDC8QLpS8VotfP7XsnW4Mu/MvhgSnfGdTkDz7jLhYBoyW5hfc3urG8YDHpSauQ/vQt8QiG0GX0asb1ge70MXMtzu1veKFEdofstsOsb6TgoTirZbAhDCcy70ymis+sbqCqEES+4Zv50QRDtYUf9xGpY/RJUl0KP26R5/npPemzbbCkTe8XzZ/7avHgBjFYjK7NWYrKZGJ4wnECN10/176Zy7TpHIAiA1Ur5wt89BoOlP/1E3rTpjuOqLVuIfbthGwalvx9hU6dS9OGHzqfJz+fkdZMQtFrsFdL3ZekPP5D82wLUMe6raIInTGhyFu30jBmUz5svzTt3LpFPPUXYHbe7HatNSqLlW2+6faz899859dTT7kVhVCrsZrPbDbXqbVvhvnsdx4Zdu8i85Va5DQdSWa05Pd0bDF6CbJx/3OFTWJZvoKLYyKSnXZNW9RU+qyvMVFeYG7TKOJd0GtSSwiw9R7fmo9EpSb0qmexDJbIxogjlRdWXbTB4FJgoCMKHwHggFFhZ5/E4oMTdhZcjZjdBXqeWQRzJr3Q81iU2iN6NZPYsNjs/bJWrOAbo1Kz695BzttazwV+r4oEhKbyzQjKC1agUPDK8dbPnGdg6gu2ZpY7jqECtTBl14Z5TsvG5ZdX4aBreJfp2c6Y3GGyMK6ZBl+slw/jE/mCphk8GSH2ECJB6L4z5X9Pm6nID5O2D7V9Ixu/DnoXIdo1fd665+gOp3LSqQCp7dddnWEveXmcgWMvRpXBsuSSu025s055Tny8pjlolqWmWPw/Kes+7bbY3GPRyVphsJm5acpNDgfTD3R/y47gfCffxVkH8najCXL+z3Z2rS+n3P8iO9Uv/xPp8iceAJuKhBxG0GgrfcgaNoskk2VXUYK+ooHzRIsKnTm3q8t1iNxgoX/BbvTV/32Aw6InCt99pUB00+LqJZN58C7YiV8sqS06u7Ljs53kugSCAMjgYFAoK3nkHTVwcgePHo/CQZfVy8ZBZT4ylIKMCY6UFnb+8xSeufaijPw+kHsW/IxAESVRm+O0dGDKlLQqlgEKpQK1VSpYZNfgEqIlJPrty64uN5gSDHyJlAksBXyAdeTA4ENh3zlZ2iTOqUzTvrDjm8A8M8lHzr6GtuGtAEr/vOU14gJZru7dEofBcOqYQBHRqBWab88PVtwFlpKaQVWzgzeVHyCw2MLpTNPcMTG50DQD7c8t5d+UxSqvMTO4Vx+Qaf0K7XeSuAUkMbx/FsQI9aSnhRAU2/4/2gaEpVJmtzNuRg9VmJzbEl52ZpaQmS8nm6CDXOYe1i+J4gau8NoCf12ewaUS0lX5EEVa9WBMIAoiw5RPJpsFulfz9PPkGKhQw+hUY9bJUDrn/F/jiStD4woDHIcHV/8qB3Q7GMklF9FwQ06Vp46K7gMrHNSAUbZJfYVODwcyNzkCwlvoloZpLw3jWy8XL6qzVMiuKAkMBvx77laldzi4Q8NI8fPv2xf+KK6hcKd3+aFJSCL7+eo/XKHzlFTyCWi0rExWtVopnz0a/ajXapCQiHn0EdUwM2jaN9ybXn/uMUKlQaDTY6wRfZzqvTS+vgBJ0OmJe+C+axCT0q1a6DQQBAkbIy1IVPq5ZF237dgRdfTWZN9/iCDgrli0j/tNPz2itlyN56eVs/yMDi9FGx0EtaNM7+m977tAWflSWOjcz/IK1aHxd79X6XZOC3S6Sub+IsBb+DJjU/ATD2VIrVHN8RwGH/jpNaIwvCAIhUb70HpfUbCGbi53m+Ax+LQiCCEwAyoGXRVG0gGQ7AQQDH52XVV6CBOrULHywP/N25GCy2rm2R0tiQ6QP18dGNN0LUKkQeGxEG2b+fhCQ7B4eG35m4hV2u8jtX2wlvUjybtmdXYYA3DvYc19XhdHClFmbqTBKXxTbM0sJ9FGhVSt5Zv4+8iqMpCaF8sGUHkQEnJmlg1qpYHj7KGatT0cUYUdmKbd+vpVV/x5Cy2Af7h2UwpojhZwsqkIQYOrAZJ4e3Y5QPw1L9+dRXm3hZM3r8lEreWBoq0ae0YuDU7ulckl3Vg8Z66X/Zm2SSiXbj/c8lyBIojDz7nCeO7keHt4JgW4ytVlb4JepUJYJUZ1h8leufYZ2uzTvue658w2FSV/CH09BWYb8MavJ3RXuiXLj99ZmDBxcAIiAIGVKvXg5Cyx2V39ad+e8nF8EQSDuww+o3rcPe2Ulvr17I6g830oFTbyW6l27HAFM6F13ovR3bhAVffIpRR98AIBx716q9+0jZcli/AcMwKdnT6p37ABAGR7uEkxpUxrpy24CCo2G8Afud4q6qFREPOihxN4DIddPpnj2HNlx0Hjpe0P/51KX8er4eILGjye8Tomo8eBB/AYNouKPPxwluf5DhhD3ycdkTb1HlnmsWrsO08mTXvuJJmCoMPPbO7uwmqXf36ljZfj4aZpsKdEc7HaR/WtzyT1aSmRCAF2viGPApNb8UbyP0jwDPoEaht3azm0yQq1VMmRKW6DtOV9Xc8g9Wsqfs5w2VUq1gvEPdcM/5J9nXdas9Ikoit8A37g5Xwz8zQ1CFz9h/tpGA62mcEf/JPomh7Evp5w+SaEkhruX6jVabOzKKiMx3JeYINddtWMFlY5AsJY/D+Q1usbNJ4odgWAtS/blse5YIWUG6WZky8kSXv3jELf0S0SnVtAuWt7Lcrq8mowiA93jg9GplZwsqqKo0kSP+BCUCoHSKjNf/nVSZg5qstpZe6SQKanxRAfpWPH4YHZnlxLhr3P0SqalhDGwdTgdWwSxPaOEjGIDg9qEO2w2bHaRXVmlhPppSI7wZmfc8tuD7gPB+mybI/UBugvq6nJ4sfzYWg3HV0KPW+TnRREW3CcFggD5+2DxE3DrAueYFTNhy6egVEk9jWkPuX9OmwUq8yGwZcNBo7Fc8iCM7Ah+Ne3NbUdLP7/eD3vmOsf2faDh13d0Gez4AtS+0P8RKRM58iVY84qkONrhapjwCQx5GnK2SdYT4X//zqYXz9jsNvYV7SNIG0RSUNNuJA0WA/uL9pMcnHxW5ZkV5goOFR+ibUhbgnXBTbpmWPwwWvq3JLdSKqcL0ARwdaurG7nKy/miqSbrtooKCl9/wxnAKBQEDBkiG6NfuVJ2bE5P59Tzz9PihRdI+OpLKjdswF5VhSUvn8LXX5eNLfn6G1Ao8e3RvdGgtBZrURGm4yfw6dwJhZ90PxF29934paVhPHQY39Q+YLdTvvB3VNHR+Pbsga28HNPRY+g6dZQFsvWJePxxNCmtqN65A59u3Qi6xulPGzRxIqXf/4C9SroP0SQkkPTbAhQ6HRVLllDw7ntYT52S7DYAv8GDCRw7BlV4uMN/UVC7qoa7O+fFleyDxY5AsJb0PYVug0Gz0UpBpp7QGD98A5tXhms2Wln9zWGO7yiQnmNXISWnqhhxZ0emzOiLvsSIb5DGRRCmstREeYGBqKTARjNvxacqsZhsRCUGIpwncbaTu+UbLzaLnayDxXTo/89rQTqjWjpBEFohqYvuF0Wx/Nwu6Z/B8YJKtmeU0DUumPYxZ9/k3z4m0OM8h05XcMucLRRVmlEqBP5vbHvuGiC/wYkO0qFVKTDV6WdsKLCsS5KbMaF+akcgWMvifXnM3yndqIzuGM1HN/VAoRCYs+EkLy85hM0uEu6vIS0l3NEDmBzux32DU3j+t/2ydTnX5yxVUSoEeiZIH1pGi41bP9/K1pPSruHQthHMurUXver0YBZUGLlh1mbSC6Uvntv6JTDzajdZnMsZUXQ1aG+I9NXwdiepHDT13obHuVMQdXfOXCX589Ulr06l+aHfpXJNkOSrlj0HcX0lo3fZutbAL/dIwWBYa7jhO6n0tS4nVsOPN0ueiiodXPOp5F9Yy9UfQMpQKDgIrUdCgquRNACZm2DuZKSMH3BsGTy8G9IelLwYrUbwqbm5j2x3YfomvTRKcXUxd/15FyfKpU2QSW0mMa2fZ9Ps3QW7+dfKf1FhrkClUDGt7zSuaX2Nx2vcsTF3I4+teYxqazVapZZXB77K8AT3yo118VP78f2V37PwxEKMViPjU8bTwv+fd1PyT6Ny3Xpspc5+eOx2yhctxqer5BVpzspy699a/vM8wu+6C01iIgFDhiDabOiXL3edf9UqKletQt2yJQlzv0MdFeVxPWW//Mrp6dPBYkERGEjcJx/jW2NWr+vQAV2HDuS//jolcz53XKMMD5d8ES0WFH5+xH74IX593dtiCQoFwddMIPgauXCNfuVKSud+j7ZDB+wVFYh2OyHXXw+CQPHXX1PwyqsyKw2AqrVrCZk8Cf86JvVhd91J1YYNDqXVwPHj0cReWHutS4WgSNfS32A3504dK2XxR/swV1tRqASG3dKetqlNKyfNSy9n0Qd7MBnkCYRj2wsYdmt7lCqFWwXRvatz2PDzMUS7iE+AmvEPdXPxAATJTmz5nAMc2y4FmhHxAVz9WHe0Pk0LZ8xGKxl7i1BrlcR3CvOoUBoU6ZpUqSozYbPYUarPv7Lp30mzXo0gCONq/AaPAOuoyQYKghApCMJxQRCuOw9rvOT4ZWcOI95ey9O/7GPMu+v5elPGeX/ON5cdpahS+nC02UVeW3qYCqM8WAvyUTN9fEd0NW/iVpH+PD6i8ZLT1lEBPDSsFaqadH7vxBAeHd6G2BD5H4rR4rQpWHogj7XHCqkwWnht6WFsdulDvqjSLBODSS+qYuaiAy6BoEKAm1LjG7SIWLAr1xEIAqw+Usjyg/myMbM3nHQEggBfbcrkSJ6routljSBA8mD3jyUOBEW9D1jRBitmgMnD77H7zdCqRiNcUEDvqe6DK60/tOguP5cyzPnvHDd+obk75Md2u5TZrKz5f198TCr7rM+y56RAEKSAbekz0o2H2SD9KJTQZTIMn9FwIAh1Sj9rMFXA8ZobNLXOGQh6uaj57tB3jkAQ4OejP3Ow+KDHa97Z+Q4VZknF0Wq38vr217HYml+m+fq216mu6VM12Uz8b1sTRZqAEF0It3W8jXu73usNBP9G7AYD5YsXo1+50pG1aiqqcFeRdVWYdE6/YgUnxozFdOCAyxgAS570uVa5bh3Hhw4j99HHUIa5F2235OaS//IrVO3YQdm8eZjrCbKApMSZ/7//Qc1rsFdUuPj9mTMzZYEgIJWm1l5TVUVBvexkYxh27iTnwYeo2riR6m3bMB05gvnYMfJffJEjvXpT8PIrLoGg83cgt67y7dmT5CWLiXr2WWI/+ZgW/3u1WWu5nIlODqLrsDhH8Uxc+xA6DHT9HNk4/wTmaimYs1tFNvx8DLutceV7gE2/nnAJBAF0fqoG9SnMRiubfj2OWHOfWK23sGWhez2I3COljkAQoDBLz4H1ru91d1SVm/h+5haWf36QJR/vY8GbOz2+rvZpMSR0kv+9bf39JPNe247ZaCVzfzFHtuRhqkmMlOUbOLjxFEU5rtYpFztNzgwKgjAE+BXJYP4rYEbtY6IoFtQEiTcA887tEi893lp+VPa59vbyo9zaL/G8Pmd+hVzAwmS1U26wuBixT0mNZ1zXGAoqjKRE+Dc5vf7EyLbcnpZIhdHqyBTOvq0X//39IOmFVYT6qTl4Wh4g5JcbKTdY3Gb86mIw22THfholq/89hEgPQjR59V6vu3N55e7H1FUp9YKUJfvpNsjeLD8/6EmI7ABfjoUip3AFFgNUl4G2gd+j2gdungelGVIWLqCBHcXSTCjNch77R8HY15zHCf0lQ/q61BeiMeuhXK62S/YWKWisa21RIVejRZ8HS5+G7Z8DAvS9D0b81/066xLkZge6Of2FXi4K8g35LucKDAV0COvQ4DUFhgLZsd6sx2A1EKRsnqpc/XmKDEXYRTsK4cLuNO8u2M1vJ34jSBPElPZTiPSNvKDruViwFheTMfl6LLnSDaeuSxcSv/3Go09gXXxTUwkYMcKR1dO2bkXIDZLgTOGHH4HN5vY6VYsYfHt0x242c+qppx3ZRVtxMT49elC9c6fLNfo//0T/55/SgVpN7PvvyUpS7UYj9nJ5MZc1X/63YC2Qvz/dYSlw/fvxhP7PZQ0Ge3gIrgUfHwKGDXM5r4mNJfQWD4JmXhpkwOTWdB8Vj9VsJyjCvTVCVZn8O81YZcFmFZtksVtZ5vp9KAjQ/7rWCA0EgyaD1aV81d087tbW0Dl3HNxwSiZgk5deQeb+YpK6uvcjVmmUjHuwK5t/O8GOP5z2bkXZlcx/bQclp2p0KgLU9BydwMZ5xx1v8wGTW9N1WFyT1nUx0Jxvn2nAHiAVSVm0PpuAHudiUZc61fWCm2qLDbu9gQ/Cc8TV3eS7Oz3ig4kLda8GFqhT0yoyoNl11mH+WlnJaLvoQOZO7cvm/7uC167r6sgcguQ1eEX7KOJCfekRL8+WBOrkexB9k+Q7L9f0aOkxEAS4snMMmjrpfR+1kpEd5UFH/d9JdKCO1CSvN5ELAdFw158w8AmpD07jD0P+T8oY+ke4qojG94PgJnzIhSQ2HAgCbP0Mqoudx5X5knppLW1GwvCZUpAYFA/j34OYrvI5dEEQV69cyWKAOaMkYZxaOk+q9xr6SmqpNjPYTLDxXTi+ovHX1PN2VyP7DW81KKXu5eJkbJJcKTbcJ5zUGPdlb7VcmXyl7HhAywEEaZsvLz42Wf7co5NGXxSB4O1Lb2fe0XnM2T+HW5bcgsnm3eQAKJs33xEIgiTwol+9psnXC4JA7PvvkTh/HvFffUXSggWSPQIgGgzywQoFfgMHEjxpEglff421uJjCd9+Vl5ki9SEqoxsp27NYKProY9kpZUAA/oPllSCB48fJjn26dUPVwnPWOWhcI0Ji9VDHNeOmWKFAHRdHwNixJHz9dYMeil7OHL8gbYOBIECbPvJS46Qu4aibqGJf/9qIhABue6W/xzLTgFAdMa3kn6X156kloVM42joKpIIArXt5Lo2uxWJy3XixmN1vxtRF5aYktDYQBCmTuXWRXPNi26KTjkznpUBzegZ7A9NEUbQ3EETkAH+fRu1FzC39Ehy+ewA3pyagUAhsSS/m/VXH0Zus3JQaz+Re527X4O6ByfhpVaw4mE9KpD/3nQPhmubQqWUQr13XhdeWHqHaYmN8lxaE+kk7p7Nv680na09woqCS4R2iGNAqnE/WnqBQb+LaHrEMaRvBZ+vS2ZVVSu+kUO4ekNzo87WOCmDmyAvqAAAgAElEQVTu1FS+2pSJSiFwZ/8kWgbLP9yuaB/Fp7f0ZP6OHMIDtNw3KAWd+p8lB3xOuWKaFAQKgtwUOO1hKQt49E8IbwMDHpMya8unS/2GyUNg2HNSRrA5WAyu55Y9L2X7/KJgwKPOH09M+hJ+vl3KCNZit8CeH6BFN+l41EuS8E3mRiljaLNA1l/yefL2Q6tGere0AeATIpnK11KaARU5EBzv+dparGZY+6r0+4xoK5WmNvVaL+eE/i3788GwD/j1+K8Ea4O5s9Od+Kg8v3/v73o/wdpg/jr1F21C2nBXp7vO6Lmf6v0UMX4x7MjfQeeIztzR8Y7GLzrPLDi+AJvovCk6VXWKzac2MziugRLyywh7tevnlLtzAKb0dArffgdzTg6Bo0YSds89CDX9gD4dO7qMD7lpCvkvv+I4Drr2Glq8+CIA5pxc0idc45LJA/BLSwOFQPn8XxDNZpn3YF1EN+ts8eabFM+ahenwYfz6pxFy002yxwW1msRvv6Hg7bcx7NiJKjyMsDvuxHTsGMYDB/BNTSX01ltc5vVE8MRr0a9cgWHTZs8DBYFWK5ajbiQY9dIwxacq2fJbOvoSI616RtJjZEKDGTmQDN43/5ZOZamR1r2j6D4inm7D4zl1rIyS01WERPky6MamK9j3uTIJH381WQdLCGvpT89RCWia0M839v4u7FyaSWleFQmdw+nopnwVQOev5pp/92D3imwsRisdB7Ykuomef+3TYti3JseRhfQP1ZLYuXEhsDZ9otm1PNtROqvxUTn+XYu5Wh5UWi12RFFE4PyI25xrBLGh1H39gYJQBTwpiuJHNVYShcBwURRX1Tz+NPC0KIoXtGmmV69e4vbtbnqN/maW7DvN1pMldIsL5upuLSjUmxj0+mqMFmcG4Ys7ejO07T+jFMdmFxn6xhqySpxfPk+Oasu/vBYP/0zmjJQHX72nwpVvNG+OU7ukeWxm948rVHD/JohowhfRlk9cewWHPCMperojawt8PrLOCQHuWe3aw+iOX++DPd87jwNawKP7JMXTprBiBmxwGkkT2REe+KvB4V4uD0RRZHX2ag6XHCY1JpWeUX+fQPdbO97ii/1fyM59PeZrukc24e/hH445I4OT107EXpPFU0VFkbx4kYuipmi1cmLkKCynnCXpkU8+Sdhdd3qcX79qNVV//YWuxkOvVhG08L33XDN7wcEEjh2DMiycovffd5wXNBqHoEpdfHr1wpKdjSYxkahnnkbX7sIKWpnS01HodIg2GyevvwF7SYns8aAbbqDFjOkXaHWXPjarnW+e2yQrm/RUrmi12Pjm2U0YKpzvncE3tiFjXzGZ+51VO21Soxhxh+tmxqVIaV4VhzedRqVR0nFgyyYrpZYXGji08TQKpUDbvjEs+mAPZfnuN4UAugyNZeD1Z2YDdy4RBGGHKIq9GhvXnNqUQ0jG8g0xDqmM1AswtnMMM67qyITuLREEgY0nimSBIMAf+05foNWde44V6GWBIMDKQ83rK3BHcaWJnNKG/+C8XAAMJfJAEODIH82fp0V3mLpasotQufHtsVud4iyNcXyV67kOE1zP1RKfCv0eAseunQhL/gOW6oavqWXEC06hm7BWcN2cpgeCAEfqeW0VHJD6J71c1ryx/Q0eWf0IH+/52FGyeS6w2q0sSV/CJ3s+4UjJEbdjbmp3EzF+znK8YXHDvIFgDZrERBLnzSNs6lTCH3qQxJ9/cmutYDp6VBYIAuhXu/lcqkfAsKFEP/cswRMnyq0h3JQOR8+YTvS0aVRt2CA7L5rNBI4fj2///gSOH0fIzTcRMGok1du3Y83Px7BlC9kPPIDYQH/i34U2ORl1ixbYKytdAkEAa5b3c/BsKMzWu/TPZewtamA0FGToZYEgSFYTmQeKZecy9jjnqCozsWtZFvvW5DiEU+pjqrayb00OO5dlynr0LgZCov3od00rel+Z1CzLjKAIX/pOSKHP+GSCInyY+GRP+k5wrWITFALDb2/PgEmXlp1Uc8pE5wDvCYKwAlhYc04UBMEXeBXoB9x6jtf3jyHFjcfd6iMFmK12NKpLX6K2RbAPPmol1XUURd29Zk/Y7CKVJitBPpLozctLDjFnw0lsdpFBbSL49Oae+DTiPePlb0AXBP7RUFlH5a0p2Tt3RHeC6Bdhz49gdSNcEF5jEVFZCL8/AifXSn2D49+Ve/cZy1yvrR9g2m2SCqpPsBT0bf8cmTJozlbYP1/eI2mzSuWsujq2Lv4RcMuvUqmp8gz8rcJbQ+Eh57EuGPz/GRUCXs4Mk83ED4d/kJ376sBXXNfm7AW6/7PuPyzPlDZVPtnzCe8Pe5+BsfJ93Si/KBZOWMimU5sI1gV7A8F6aJOTiHzicY9j1C1aIGi1spJNbfKZt2sET7qO0h9/dJjMa9u0wX/oUAA0yUmSiX0tKhXR055HGeAU9Tp57UTZfNZTpzFnZKCOiaFy7VoU/v74paUhKM//d6pot2PX6xF0OrDbpTJQrRbqlbdqkhpvEfHSMEHhPihUAnar83stJLph+7CgSB8UCkGmaREa409FkZHyAufGaEiMNIe+xMhPL23DWCUFgXtWZnP9c31k/YRWs415r253ZM12Ls1k8v/1JjC8mW0kFwC7XcRitKL1bfx7XeevpufoRI5syaf0tLN/MKylH237Xnp9rk2OQkRR/Bj4EZgFHEO6i/oeKAceBL4URfG787HIfwJdYoPpFievoC3Um1l9pHHlrkuBQJ2aFyZ0wl8r7S90iAnk8ZFNDxBWHy4g7dWVdJ25jMmfbGL14Xw+W5fusKRYd7SQuVuzGpnFy9+CQglXvQ8+NWI8IUkw6hXP13hi1YtQXVrvpAC97oRWV0iHix+HI4sle4jMjTCvXp9Vj9vkxwlpcqGX4yslj8T/JUilqRkbwVKFC5V1stn758ObbeHVOPh2oqSgWpczCQQBRsx0Brm6IBj/TvP7Lb38oxAQXERkzoWoTG5lriMQBLCJNr45+I3bsTqVjqHxQ72B4BmiDA4m+vnnELTOTSjj4cNYCws9XNUw6uhokn9fSPT0acS88gqJP3yPombuwCvlYkZYrRi2bZOd0nWUK+MqgoIQNBpOXDmO3MceJ3vqPWTdced5zxYadu7kxMhRHE3ty5Fu3TnSuw+F775L9HPPyszite3bE37/fed1Lf90fAI0DJzcBlVNcBaZEECvsYkNjvcL0tJ/UmtUGumzJiopkJ6jExh6czt8arJm/iFaBt0g3csd3nTaEQgClBdWk75b/v4+ubdIVj5pMlg59NfFXwWXdbCYb579i9mPr2f+azuarFA69Ka2+AZJvyu/YC2Dp7Rt5IqLk2aZzouieLMgCPOBm4F2SDVWW4CvRVGcfx7W94+iX0oYu7PlN5SKZip6NgWLzY5CEFB6aBpuLscL9Hy8Jp3yags39I5jeIco7HaRdccKKagwMax9JNf1jGVs52iK9Gbiw9wrmbrDaLHx2E+7HSb2WzNKENe49rKeLLr0vFv+sbQZCY8fgsOLwVTuPpg5vQdyd0qBWX0T+FpOrod19TyrBv1HMrX3q9PYnVlf7GWflOWrtbfofpMk7HLod0nUJnMTvJ4iid8MehJ+vdcp+pK9BXZ/C9pAySewFkHpLC2tLoUF/4IaPziOr5DWOeqlpv1+PBGaDP/aAqUnISDGGwh6QaPUcEuHW5i1bxYgBYd3dT4zgZq6KNzs915o5dJLFXt1NfpVqxAUCvyHDXMEZnUJvOoqCl5/A1tNxsu4dy8Fb7zp8MITrVbJhL68nIBhQ1EGeRa+UIWEEHLjjS7nzSdPupwzbNsus2GIePRRzFnZGLZsQRkWRsCoURTPnoP1tPPG3LB1K1V//YX/QE8dQGeOKIqc+s9TWHJyak+A1Urp3O+JeeVloqdPp/rgQar37wezmYolfzRbnMaLnE6DWtKmTxTGSkuTsnFdhsbSrm80xirn+Bb+aobd0painCra9YvBP1h6r7u7Xa37cVKcW0nO4fobu9CQhorZaOXkniLUGiUJncNQqhSIdpGsgyUYKkwkdgnHx7/ppZxnis1qZ8UXB6nWS/egeenlbJx/nJF3Nd4nGdMqmFtfTkNfbCQwTIfCg4n9xUyzgkEAURR/RfIb9NJMpvSJ5/utWY6gp0NMIEPauvc3ccd3WzJ5b+UxLDaRO9ISeegKeU2yKIq8sOgQ323JRKNS8NCwVtwz6OxVRfVGC5M+2URpzbpXHs7n27tS+WZTJksPSKWCAToV8+5Lo210APFhzXtbnSqrdvxOaikzWFzKTltF+vPp2hN0jg1q0Izey9/I6hfhrxoRA6UGpvzo7KXb9CH8+X/SvwWF5GXYZbLrHHl7Xc+JNnkgCBDbG47W6UsMb+vqc9hurBTw7ZkrHVuNsO41iOkiV/8EKDgEk7+GhQ9BeY5klTHhYwir+XspOu4MBGs5fQ5bogVBCgq9eKnh4R4P0zu6N4dLDtMnpg8dw85esCHGP4Yrk69kcfpiAFQKFbd1vK2Rq7zUx1ZRQcakyZgzpZ42bevWJP74Awpf+aan9fRpbPXUP42HDwPS93PW3VMxbJYUNQvCwkj88Uc0sS2bvR6fLl1dz3XtIjtWhYWR8NWXlHz7LfkvvUzZ3Llu57JXuamQOEfY9XpnIFiP/Jdfwa6v50388suowsMIHDvW7TVemoZGp0Kja/p9mMZHJVP8XD7ngMPYfeefmVzzRA8i4gJon9aCvWtyqa7pMwyJ9nV49O1fl8vaua49yT4Bajr0d1UGrSo3Me/V7Y6ewsjEQK59sgdLP93v6HPU+qq49smehMY0XOp6LqgqMzkCwVqKsvUNjHZFqVQQHNn0BMjFSHNM51cBL4miuLKBx4cCz4ui6OoQ6gWAuFBflj02iCV7T+OnVTGuSwvUTdxF2J9bzrO/7nccv7n8KO1jAhnewemv8vve03y+UdoxNFntvLzkMKlJYXSNOzuB1w3HihyBIEibe19vyuDPA86SOr3RypwN6bx2nfxLKr/CSKBO7bHXLzHMj7hQH7JLnDffQ9tFMqpjFO+vOk6l0UqrSD9mLDzoePzR4a15dPiFV2r6x1FZIGWqGjKUr8VQApvrKN3ZzLD+LSkYtNth7f+cj4l2WPOq+2AwaTDStmGdTHDyUNdxV74hlYhmrIeozjDhI/frKjjoes5QAqEpUHKiznMMgZSh8Nh+1/EA0Z3BNwwMdRrpU9ysy4uXc0i/Fv3o16LfOZ3zpf4vMSJhBNkV2QyKG0RykHcTormUL/zdEQgCmI4do2LpnwRfe41snDouDnVcHJbsbMc5v37S/8/KNWsdgSBI5vGlc+cS9Z8nm70en86diHrmaYo++hi72UzoTVMIGDXK7djiWbMbNHxXxcTgP2hQs5+/qSgDA9F16oRxv+vnbP1AsJbKtWu9weAFpOR0lSMQBLAYbexensWIOzviF6zlxuf7cHxHAUq1glY9I1HX3NttXSTPVivVCvpNSKZ172iZUIvZaGXXsiyO7yiQicsUZFSwd1W2TPDGZLCyZ2U2Q28+dyq4laVGdP5qVHVsxgLCdARH+crKW+PaX16e1M1J4QwBZnt4PBLwmhI1QmSAjtv7JzX7uu0Zrspb2zJLZMHgvhxXEY29OWVnHQxGB7kawAf7uKbuDXXMO0urzNz77Q62nizBT6Pk2Ss7MCXVvZeaQiEw69ZevLDoICcKqhjRIYrHR7RBp1by5R19ABjy+mrZNZ+tS+dfQ1s1OZj20ghmg9SHd3QpqHQw+D+SCX19SjOkbGB5rqT2KZujZodZtIO1Xr19Qyqd0Z1g4mxY/6YkyNLvAUhyU7IUFAu3L5JEYBQeBA/i+kg2E7UISkgeLBnTL30aCo9Am1GSp6In1DqY8pPke1iWBZ2ukUpOvXi5xFAqlFwRf8WFXsYljWh0/fyyuzknKBREPfccuY8+ilhdjaDV4tNd8jotfOcd1zka8CtsCqG33UbIrbeCKCIoFFT8uYyKxYtRRUcRdtddqKOiatZpdL1YrSb4uomE33+/S3bzXNPynbfJf+FFDDWCN8rgYLQpyVSuXuN2vKaV147qQmJ1Y8Je68sHUl9i5yGxLmNs9a6zWewUZlXS9Qr5veKyOQfI3CdXK62lvldfQ+s5EypLTSz5eC+FWXq0vioGT2nrMKsXBIEx93Vmw09HKTltIKFzGH0n/L1e3ReaZpeJeiAYaJaGrCAIo4F3ASUwWxTFV92MmQzMQEod7BFFccrZL/XipdJkRadSoKoX5PRICHEZ2z1Ofq5vchiz1jt3ZwQBUpPDznpN3eNDuLFPHN9vlXY7O8QE8vSYthzKq2BvjlQSo1QI3JSa4Ljmw9XH2XpSCmCrzDam/bafER2i8NUo0agULkFcu+hAvru7r9vnt9lFLDb5zqZdFBva7PRyJmz9TAoEQSqvXPlfaDdO3utnqYbPx4D+lPs5+twj/Vepgp53wJY6mcM+Uxt+7s7XST+1GMtBEwCKOu8RUZT6+3RBksKntdp99jJzk/xYEKTewJBEuHUBWIyACEqt9Dy6mp4dm1V63do6CrixveDOM7DM8HLeqbJUoVVqUSnO5VeYFy/uCRw3jqJZsx0G8MqwMAJHj3Y7tnTud4jVUqAomkyceub/0LZpg+lIvRI6QSBk0qRGn1u02bBXV8vsLGx6PQo/P8nQXhAoW7iQ0/9x+qxWrVtP0u8LEY1GQm68geJPPpVParGA1Yo6smkqxnWfz24wgEKBaLEgaDTSZ7NSibWwEKW/P8rAQNm1mthY4j79RHbOkptL+vYdLtlBv8GDCL3ppiatycv5ITIhkOjkQPLSpX56QZD6EN1hMdlQKAWUKgWdhsSyc6ncGuTotnwGT2mLKIoo1QosRluDgaB/qJbuw+PI2FdEUbakD6FQCLTrF43NYkepbt7Gv81qx24THUqnm387QWGW9H4zGays/vYwiZ3DUWkUmKuthMb4cdUjzRPPstvsWC32ZpXkXqx4fAWCIHQButU5NVAQBHfXhAIPAG5qtBqcWwl8CIwAcoBtgiAsFEXxYJ0xrYFngP6iKJYKgvCP1V8vr7bwyA+7WHOkkHB/DTOu6si4Ls466y6xwUwf38HZM9g/kdGdomVzXNE+imfGtOPLvzLQqZU8fEUr2kQ1Uu7XRF65tgv3DEqhotpCl9ggBEHgu7tT+XFbNgV6E+O6xNAl1pmBXHtU3qNltYsMfX01VWYb/joV/xndjlv6JtR/GhdWHMzn/37dR4Fevs9wW1riP8KS46Kh0I3/WMEheTB4cp1rIBjbW/ppM0oqvaxl1MvQsockIJM4ANqPa3wN5Tnw8+2Qsw2C4qVS0KSBkvLngvukDF1IkiTuYiyHtmPg2s/kQWHhYfmcdquUKRz6f7BiJmz+SMouqnRg1kNsH+hwNax/Q1ILbXelNKfm/PYoeDkz9GY9T617ivW56wnVhfJMn2cYneT+ptyLl3OFOjqapPnzKf9lPiiUBF83EVWo+zKy6t3y3mLRYMCckwMqFVid1RQ+vXqh69Ch/uUyKpYtI++/L2ArKsKvf38in36avOnTqd65E1VMDDEvvoBh6zaKZ82SXWfOyOD40KHYioql53WDaHbvEVcXS14euY89TvWuXahiYtAkJmLYskUKAEVRihQEoI41gTopkfhPPkGT0PD3u7plS2I//IDcx5/AVlSEMjqamGnTCBjmLcW/GBj/cDcObTxNZamRVj2jiEqSB/g2m5013xzmyNZ8VBoFfcYl0ffqZI5ty0Nf7LxXU2kUrPjyICd3F6LxUZF6VTIaHxXm6jpVRQK06hnJwMlt0Piqadc3mk156dgsdnwDNSz6YC8KpUD3kQn0Gde0qrrdK7LYuugkVrOdtqlRDLm5ncz+AaTy14x9RWxZmE55QTXhcf6MursTwVFNy5Qf3ZbH+h+PYayykNApjJF3dpT1XV5qCKKH9IogCNOB6TWHIg1qAgGgB64XRXGphzF15+4HzBBFcVTN8TMAoii+UmfMa8BRURQ9lafK6NWrl7h9+/amDr9oeGnxQVlWT6dWsOWZ4QQ1we/kYiO3rJoB/1vlMXMnCLDm30NICGv4pttgtpL68kr0RucHR6cWgTwyvA0j6pTHejkH7P9Fbteg9oVH94Nfnczyqd3wWb1K8P6PSlYJ54Ifb4FDC53HAS3g0b3wbjeocC9CwMB/wxXPO483vgfLn5ePEVRw7SyYX8+OwjkAWc/ikGdgyNNn8gq8nGfe2v4WXxz4wnGsVWpZOWklQVrPqoxevPxdHB85CkuW3AYpbtYsDFu3OoI2hZ8f8V98jk+XLu6mAMBWWcnxQYOlTFwN6sRELBkZjmNFYCD2igo3VzeCSkXid9/i09VViKYuuY8/TsWS5ldH+KWlEf/5HI9jsv6fvfMOj6ra+vB7piWZTHovpEGooYdepEsTAZWmgIpdQfRar9j1qtcG1mtHiuAnooKFphRBeu+dkALpvU073x8nmZmTmUkmkFDnfZ48sM/ss2dPMpmcddZav9/991O6foNlrG7ShKarViI0gsK6m4bFkVjMhOe7UpxXwR+f7Zd8DgWIaxvEmX3WTKCgEOh+cwKbfzopO1elUXDnm72oLDeyYNZmp9eOY57oRGSz2tuectNLWPzqNtmxGya1oLSwkh2/nbEc8w2RPBZt+wSjWwZw88y6s4MVJQbmPrsJk8FaPtvpxhh6jLnySpwFQdgpimJyXfPqSq3MBfoDA5CumP5TNbb96gckA2GuBoJVRAGpNuO0qmO2NAeaC4KwSRCELVVlpXYIgnCfIAg7BEHYkX2Bnj6Xm4MZ8g/0CoOZk1eplcKRc0V1lnCKIhw+V/sfsdS8clkgCFI5qjsQvEhKsiRvv+WPWssqk8bCsP9CWBLE9YHbl0iBoKEC8qtKPyI7QKcp1nUCm0L3hxpuXzWVRYszIOe480DQ0Tk9HoagGh/IohFOy3tOa0yQD885UDhtCEqyIO9U46x9nXAoT158Ummq5HShvcy+GzeXi6BpcksQwccHbaeOhP7rceJ/WkrU7PdpumZ1rYEggD4lRRYIAhjPn5eNLygQBMKe+3edgSBAxUGXi73k5x0+XOecykPyOYbUVMwlrl3zGNLTMWRm1j3xOkRfYSQvoxTR3Hh9NNXllrbkpJUQ1zaYKa/1ZMg9bZj0YjeUKnl/v2gWCYzwJjxBnmk06s3kZ5aRm1ZS67WjKwqfjuZkpxaTPDyOTkNjqxRQgxl6X5IsEKye5wp550tlgaB07tV5vV5NrTlNURRTgBQAQRDuAtaLonjmEuyrGhWQiBRwRgMbBEFoK4qiTClFFMXPgc9Bygxewv01GL2aBfPPSesdlEBvDa0jfGs548qlc2yAnS1ETTxUCpLjaldrahriTYSfJ+cKrQ3wvZq5LSUuCpMBvr7RGpTsmgdTl0ulnN3ul76qObwcfnkEKgogpBVMXCSZzXd/CEpzIKaH1B/YUCT0g51zreOQVhDWWgpQM52ofib0k48VSuhyL6yw9s/g4QvtxsOu+dgFfgAKNZhtSqZqrtkQrJoFmz+RbDPib4AJ38n7E924RPeI7mw9t9Uy9vfwp2VgwynNuXFzsQSMH4e5vIzCX5ahCg4mZMYMFN5SBYxnq1Z4tmrl0jqeiYkoQ4IxZVvVFT0SE6nYv7/W80JnzaJg4UKHXoQAglaLX03Teidoe/aQqai6SrWCaq1zevag8BdrJYhnUhJKn9rbWkS9nrTHH6dkzZ8gCPjfegvhr7ziziZWcXTLOdYtOoax0oRfqBcjH27vctljfYhuGcChjdaWEYVSIDJRyth5+3tYhFmatArg5C6rMqlKoyC8qR+xScGWnkSQ7CeCo3UYK82o1AqMNQItkKrJolrYa2fUJLJ5AAqlgNlGZ6JJy0CUSgU9Rjelh40wTHiCH+dPFcrmuUJIjA8e3ioqS63JiuiWde/tSqY+TVdTAafyOoIg9K+yn3CVdKCJzTi66pgtacAyURQNoiieBo4hBYfXHPf1TeDePvFE+HnSJS6AL6cmcyq7lE/XnWTNoUxqK+e90vDXavhyajLBNcxCBQHCfT1oG+XH51OSCdbZm/baolIq+GJKMt0TAgn39WRqj1hmDLwmf/yXjjN/y7NTohl2L7CfZ6yUPPgqqu67ZB+G1VUKnKGtpF6+Cw0EzSYp0Nw4W+pLrGbIa9DxDsmIvelAGF+1r3HzoNkg0IVDs8EQ2Rl8o6H3Y9DtAfv1u94rKaH6NZH6GSculoLd0Z9K/oT+sRDSUnqejpNh4ncQlSzN7/MEdLnnwl6XM9J3SQqsYtXNkdPrYUftJVRuHDO1zVTubHMn4d7hdAztyEcDP8JTZa927MbN5UIURZQ6HR7x8Wi7dsEj8cJKxwSNhiaffIo2ORlVeDiBU6cQ8+UX+I8bhzIk2LEDOJD72f+IeP01vHv2RBkQgDIoCIW3NwpvbzzatqXJJ5/Yibw4I+yJJ/C/7VZUoaF49+xJwJQpqMLCpOBW7aCFRaFAN3gw4S88b/9YzbWfew6/m0ehCgnB+4a+RL3/Xp3nFC7/VQoEAUSRgh+WULpxk0uv5VrHUGli/WIpEAQozCpnyy8n6zjrwkhMDqPHmKb4BnsS3ETH0Pvb4hNo/zncunckXUbE4RPoSWisD8Mfaoent5qON8bQflATdAEeRDTzY/hD7VAqFXh4qxj+UDtCY33wCfQkNikIv1AvAiO9GXx3G4Ii676B6hPoydD72xLcRIdvsCc9xjalWWfHciND7mlDXLtgtH4aEruEccPEFg7n1UStUTLiofaEJ/ihC/Cg4+AYOgxsUveJVzC19gzKJgqCGbhDFEWHzqWCIIwHvhNFsRbdd9l8FVJwNxApCNwOTBJF8aDNnKHARFEUpwqCEAzsBjqIouhYjoirt2ewJisOnOOhhbssfdm3d4vh9TFtL++m6klhmYHpi3ez4ZgkivPyqNBCBW4AACAASURBVCRGtIu43Nu6vknfBV/UaNLv9iAMqyHkW5AKs5Pkx0JawsNbuWh+egD2LpL+r1DBxO8hcdDFr3ulsn8J/CgvHaPTVBj1weXZjxs3bhqN7I8/JufDjyxjn6FDiZ79vt080WymdPNmxMpKvHv3RqGxt2tyRsWRI5wePcbp42HPPkPg1Kn123g9Mebnc2b8BEt/pFf79sTOnycpjDYSWe+9T+7nn8uOhc2aReAdbgXSwuxyFjwvV9MOitYxYVbXy7Qj19n262n2rJHeR52GxJA8vP72a444suUcZ/bm4B+mpcPgGDy9rz4NjovF1Z7By2YtIYqiURCER4CVSNYSX4uieFAQhFeAHaIoLqt6bIggCIcAE/BkbYHgtcRnG07ZCnSxeHsqT97YAn9t433QNjR+WjXz7u5KcYUBL7VSZpehN5pZuiuNE1klDGgVSs+m7vLPS0JUJ2gzBg7+JI29AqCyRBq3Hm292+zfxL48s7ljU+N6UZQBexdbx2Yj/PNBwwSDJ/+C42uk0tJ2E+SZy6N/VHkZ6qUy1/YTpOOiKGVKfSNB7XXxe3BEQn/Q6EBv01PQ6qbGeS43VwTF+mKWHl9KXkUew+OH0yLQtTvObq5szJWVFC5div5sKj6DB6Ht1MluTuFPP8vGxatWYSopRamziqWJBgMpd95F+c6dgCSe4jtiOIJCgd+YMWia1J5l8EhMRBUebtdDaMFJ1YapoICCJUswFRbhd/MoPJx4+ol6PQU//4z+1Gl0/fvj3U0eUIgGAyV//omub1+Ufr54tm2LrndvBBvlUlNJifRcOTn4jhjhsDxWNJko+vVXKg4dRtujOz79+tX6un0GDpBEeKqSGIJaje6GvrWec73gF+JFUJSO3HTr35mEDiGXZS8mk5mjW86Tl1FKbFJQrQbuZw/lst3GsH7rstOEJfg5LNnMO1fK0a3n8fBS0bpXJJ4658HdvrVp/P39Mcs49XAesUlBCAqBVj0j0QU4r0w7d6KAU3uy8QvxomXPCJlBvTOK8yo4vCmjav0IdAFXV8VKXWqittYSc4HPgM0OplZbSxS5EoE2JtdKZvDmjzexN1VuIj+kdRj/Gdu2zvLKq4GHF+7it/3nLOP3x7dnTEd7I1M3jcTZrbDlUzj0k/VYTWXO/DOw+sUqo/Yh0P85UF3ke68wHd6vIace10cylL8Yds6VBHGqaTcBxlZ5a+Uch4+6AjZ9CHf+Dj7h8N04yD0h+Q2O+ghaj7q4fTgi8yAsmQY5R8HTX/o+dm3gUlQ3Vwwms4nxv47naL6ktqdSqPjmxm/oENqhjjPdXOmcvfc+Sv/+WxoIAlEfzMF38GDZnNPjxlOxzypCJXh4EPfD/+HZvLnlWNHq1aRPn+HwORQ6HfE//4Qm2vnfw7Jdu0mZMsVqVaFUgkkqD1RHRRH/4xKU/nLVRVGv59TNoy29hIKHB3GLFzkM0tJmPErxqlWWceTbb+N3k9UeqKbKaMSbb+A/erT1ucxmztx6GxWHqgRo1Gpiv51rFzyfe+klChZ/bxmH/ftZAqdMoTaK16whb/4CBLWaoHvuwbt7t1rnX08U51Wwddkp8s+XEd8uiE43xqJQXnoLrtVfH+TYNqvAz4ApLWnVM9Lh3O2/nWbbcnl/a/fRCXQeGic7lptewpI3d1j6Cf1CvJjwQlengdoPb2wnK8WxIIyXr4aJz3fFy8c+uXJqdzZ/fL7fIi8Q0yaQm6bX/tldWlDJ4le3UVEqaQ94+aiZ8Hw3tL6XP3nTUGqiY5CCwLlI35r7bca2X+8BYcCsC9msG3vu65Ng1xKw6lAmzy61No/vTytkytfbuPH9DXy89sRV01eYVVwhCwQBvv2n/k3qbi6A1O3w7Sj49TE4VkMyfJu8/IaAOBj3LTy8BQa/cvGBIIBfFLS1MVoWlNBz+sWvu03us8X+/5P8CAH2fIcsEAQ4sRpWPS8FgiD5Fi5/VOqVbEhEUfJOzD4s9WeW50HqloZ9DjdXFLuydlkCQQCj2cgPx364jDty0xDoU1KsgSCAKJL/nX3XTOhjMxE8rVkBsbKSM7eNo3y/tcrCXORctdBcUkLhz7/UupeC7xfLPAsxmQi6Zxrhr75C/M8/2QWCACWbNslEZcTKSgp+WGI3z5CZJQsEAXI++YQzEydx+pZbyVuwgKI/5MLx+QsWysblu3ZZA0EAg4H8xYtlc8wVFRT8uFR2LK/GOo7wGTSI2G/nEvPlF+5AsAY+gZ4MurM1tz2TTPLw+MsSCJaX6Dm2Xa70um+tc0XwauEZ2TEH9hGHNmXIhGUKs8s5ezDP6bpaP+fXK+VFek7szHL42P71aTKdubMH8+pUGT22PdMSCAKUFxucrn+lUleZ6FxgHZKtxF9I1hKra8wRgRLgkCiKFbhpEEa0iyA6oCc3f/yP7PjfxyXrjHK9ianfbCOvVA/A2yuP4uel5g4XjNwvNxqlApVCwGhTB+updhvINzoVhbBgLFQ6kSO/VEIco/8HLYZD7kmp9DTCicR63ikpKxnTA7xq9xay27tCLX0BZOy2n+8ZCDnH5MfK86AsVyoZbSjKcu2fJ8VRcYWbawVPpf3vkaNjbq4uBA8PqYze5qarwsP+5+rdowdRs2eT9oBV3EqsrCT/u+/weuM/gFTumPVeEKZcx10vCs/ab7wJnvYl7T433ohXW+e6Agov+3Nsg9ZqSmwD3ipsg8iKgwdlmUgAfVqarBTW0f5qfq8EhQKFWo3ZYLCZc/VXPV3vKJQKSc3TaP09qa3MMqp5AL3HJbJ71VkEAToOiSXCQTDoaA1VLdeNXUfGc+5kgUzxU3auxvG5jtZc+vZO+t3ekhbdwl0+x9n6Vyq17lYUxRRRFNeLorgOuAv4smps+7VBFMVd7kCw4WnfJMDOXqJ6vCe1wBIIVvPXkavjToS/VsOdPeMsY41SwcP9rzyzzmuOs1ucB4Jw6YzWlSrJ1/CGJ50Hgv98BB90gkUT4P0kqay1Nvo+KYnRVNNzutW6Qe1AWjuuJ7QYJj8W0V4KBM9sgr9eh0PLqNMwsy60QZIfoy1Nulzcmm6uaNqGtKVPVB/L2Ffjy+2t3QIXVzvq8HD8b73VMhY8PQm6716Hc5V+DtQ6bbI0Sn9/4v/ve4LuvQf/SRNRJ1gFM9SRkfiNHVvrXgKnTEbh52cZ6264odZAEEDbtSvartbeP2VQEAGTJtnNy5v7Ta3rAHjYlLwCmAsKpF6+KryS2qDrbyNUplajTzlD8Z9/Wg4JGg1B991nnaNQEPxwA/rWurkseHip6DAwxjJWKAWSh8fVek77AU24881eTH2jF+36Oy6PTrohCi+bssuIZn5E19KLGBLjw5TXe3LT9PaMf64LfiHWGxSBkd407eRYYbTTjbEoawR3Rr2ZDYuOYtA7tktr3i1cZuEREOHtVMH0SsVlNdGrhWulZ7CaA+mFzFi0m1M5pTQP0/HRpE40D/Mhs6iCXm/+JcuuPXBDU54ZdvV4bm07nceJrBL6JAbTJPDivHD+OZHDmyuOkF1cyZiOUTwxpAUKhdt7SEbeafigI7IaiOR7JMGVJl0h/ApRq9WXwtvNwGBjCKtUQ5PuMOwtCGvj+Ly8U3BqHYS2gRib8qFjq6TewOrXHdkR7l0ricmsexOOr4bQljDoJTixRt576Ehptb5k7JH8GjMPQNMBksWFT9jFrenmisZkNrEpYxO55bn0a9KPAM+r24PKjYQoipRt3Yr+7Fl0ffuiDnecKQBIufMuyrZIJeEKrZbYRd/h2cKxkJBZr6fkr7WI+kp0AwbKxGacYczLo2TtWlTBwXj37o2gtM+clO3YQebbb2M8dx7fkSMJmTGd0n/+wVRQiM/AAShtAkrRYCDrnXfJmz8fzPY+b7Z4de5sEb+pxrtPH2K+sLYaiGYzxatWkfHsvxHLyy3HY775WuZDWL5vnyQg07UrHgmOVST1qamcf/VVKg4ewrt7d8Kfn+WwFPZ6xGQys3npSU7syEQX6EmvWxOJaOpX94kXSXFeBRsWHSXzTBFRzQPoO6G5pQdPFEXWzj/CqT3ZaH019LylGXFtXRcJ3L36LAfWp6HSKOkyIt4SWFWWGTi9NweNl4rYtkEo61EGa6g0cXpvNoJCIL5dMCqN82xlSX4FS97aSWmBvG1k8ms98A12LDRn0FetL9S9/qXE1Z7BegeDgiAkA92AAOwzi6Ioiq/Wa8EG5loLBkH6xSosN9gpic7fksKbvx+mVG+ie0Ign92RjJ9Wjdks8vWm06w6lEl8kDczBycS4ddISolXAIXlBnq+8SelNndtXrm5DVN6xF2+TV2p/PMRrH1dCrSaDpA8/DxqN/q95JRkwTtO/CQD4mD6blDUswTjzCY4uBT8oiH5bkkwxhEfdZGXdSo18HQKaBreuNeNGzfXLqJeT/GaNRhzcvEZMrjWwLExMJeWcrxff8zF1n6n0KeeIujuuxzOz/nfZ2TPnu3y+oKnJ2KFtSAs9MknCZp2t2xO0YqVpM+cKTvmf9ttRLz6isvPA3D6tnFU7LfqJfiOGEHUu+/Ua41rlZ0rzrDlZ6t3sIe3ijvf6NXowcjSd3Zy7oTVsD2hYwjD7pduKB/Zco4/51o9hBUqgSmv98S7lj6+ak7vzeb3T60/a0EhMOnFbrLM26Vg2/JTbP/tjGUc3ETH+OeufJuOmjS4tYQgCF7AUmAIUg+hWPUvNv8XgcsaDF6LCILg0FJicvdYbukURXGFkTBfaz3+F3+f4o0/jgBS9m1PagErZvZBcGJSe7WzJ7VAFggCbDye4w4GHdHzEWgzGvZ9D2pvSTDlSgsGdaGSufyJmu3JSAqnBSkQWOMOcuYhMFZI1hmOiOslfdWFUOMPqKBwau7sxo0bN84QNBp8hw+/bM9ffvCgLBAEKN282WkwWLrFXthKGeS8r1Gb3BlTcTHG85n4jhxB4FR7FVB1pL2vsKNjtWEqKZUFgs72er2SdiRfNq4sNZKdWtKo2UGT0SwLBGvuo+aezEaRcycKXSqdrHmuaBZJP5Z/yYPB5OFxKJQCp/flEhiupeuohEv6/Jea+vgMvoAUCL4O/AmsBaYCWcCzgBdQuyawmwZHq1Gh1ch/jL8fkHsPHc0s5mR2Kc1CdZdya3ZkF1ey+lAmgd4aBrUKlfkOOmLrqVyOnC+mV7PgWvfeMtzHTpAmKarxyySuSsoL4JthUCAZvLLxfXhgI+gujx+RU26bK1lf7JoHhWetx71DwDfKOjab4YepcHiZNI7uCpN/svYLFqTC8ZXgHwfNBtYd2PV5HJbeh6WktPtDjec/6Oa653zpedanridCF0HvqN4ohKtLdMCNc0SjkZJ16zDm5uEzcACq4EvrpeuRmIig0SDqrdoCqpAQ8hYsxKtjB7zayMvtPVu3tpS1gpT5S1j2C+V792HMyuT8Sy/L5uv69KnT2N6rXTv8x42j4P/+z/IcjvoUa0PhrUUTG4s+xao47tm6dS1nXF+ENPGRBVBKlYKMEwWIZtGhUmdDoFQpCIz0Ji+j1LqPGB0ZxwvISSuxzwAKkHIwhx1/nCE01oceo5s6tHWQ1rG/Oe3oWGOjUCpIHh5P8nDHpcvXGi6XiQqCcBzYKYriBEEQgoBsYJAoin8JgqACtgMrRFF8tvG2WzfXYplofZm+aDfL92ZYxp5qBdueG4Svp3ODzsbmRFYJYz/ZRFGFpOzUu1kwC+5xLgv93xVH+GTdSQCUCoGPJ3ViaJLzMpslO9P4z++HKSjTMywpgndua4/XFVKzfUVR048PYMhrkuDK+QNSz11YG2ja39HZl57iTPhxGpz5G/xiYNQcqby1muOrYeGt8nOGvQ3d7pMEc+bdLGUMQe496AijHlK3SubwuSekHsqEfg39ity4AWBf9j7uWXUP5Uapn2pY3DD+e8N/L/Ou3DQUZ6fdQ+mmTQAofHyIW/SdU5P3xqLw19/IfOMNTHl5aJonoj9qLYEPf+lFAiZMsIxNxcVkPPU0JevWoQwOIvy55/AdOtTyeP6iRWTNnoO5pAS/kSOIePVVBI1zHzVzaSlZ78+mbOsW1LFx+I8fj653rwuqUCrfu5eMp55Gn5KCZ9u2RL33LpomTeq9zrVIZbmRNd8c4sz+HDSeKvTlVvXM5OFxdGukjFZWShFrvjlE/vkygpvoCI/348CGdMvjkc38OXeqEI2nkoBwLedPWcXrolsGcPPMjg7XNZtFNiw+xuFNGSjVCpKHx9FpSN0q+UW55Wz+6aTF6L7bTQl2QjDXIw3eMygIQgXwmCiKnwqC4A/kAcNFUVxR9fhTwIOiKF7WMNodDMKZnFKmfL2Ns3llaFQKXhjZ+rJbTsz6eT8LtpyVHfvxwR50jrVXgyqtNNLx1dXojdYm9nbRfix7pHetz2Eyi+iNZncQWBsOg8HXJf+/JXdLXngAPWfAkCuo4ruyRFIFrdkr6Oj19JoJg1+GRZPg6G/yxx7dK/Ud1iTvNMwdCUVpgAB9/gUDn7c+nnUYfnlYsqmI6yOJwPhF2a/j5qrmcO5hPtj9AedLzzMiYQTTkqY1Wnn94+seZ3WKvBT61zG/Eut75dsDuamd8j17ODNhouyY//jxRLz8EiCVPhYtX4apsBDf4cPRxMQ4WKVhEE0mxMpKTgwajCnP6sumCgkh8e8NdvPNZWUIHh4WQRrRbMaUl4cyKAhMJkSjEYUDS4qaZMyaReGSHy1jbbduxH4798JfhyhiLi1zSVznesRQaWLJf3eQl27N1qnUCqa926dR+wf1FUYEhcBX//obk40PYHATHbc82RmFUmDuM5soLzbIzrt3Tl92/pHC/nVpqNQKuo6MJ+kGq5Ko0WBCUAgui8R8//o2clJLLOMOg2PodUvD3nwxm8xs/+0Mp/Zk4xvsRY8xTQmMuLLfjw3eMwgU28wvRnJxtjXkKgQubYe0G4fEBXuz9ol+HD5XRJS/FwHezu/eXSoMRvubDpVGx4plJlHEZJbP1zuZa4tSIbgDwbpoMwb+fk/quwPwiYB24yX/QdHme7z1f3DD09Zyy8uN7T72fl8lBtMEOk0GjQ/oq3pjBKX0GgFMDgzkTQb7YwB/v1MVCAKIsPE9SL5LEpwB+PFeyKzqWzm9Hn57HCZ973y/2Udh0wdQUQCd74TEwa6+UjeXiQpjBQ+seYC8CumCec6uOXirvZnY0npRX6wv5qv9X3E0/yi9InsxseVElIoL+8wxOHgv6k16BzPdXG2Y9fY/x+pyTdFoJOWOO6g8IvX153z+BXGLF+FZw66hoRCUSgStFtEgf7+JDvYIkvJpNeV795L++L8wpKejSUggavb7Lu+zZO062bhs61bMZWWy9euDIAjuQLAW1B5KRJP8uslsEjGbG9cxQOOpQl9hxFzjGs1QabIEof5hWsqLrT2GPoGepOzPZdcK6TrEUGFi/aJjhDf1Jzha+ltfmzdhTUryK2SBIEDK/pwGDwZ3rTzLjt/PAJCXUUpuegl3vNrjmlCur08O9STQHEAURRNwELgVQJBunY4FUht6g24uDKVCICnKr16B4J7UAuZtPsOR87V40V0gt3ePQaOyvt1aR/jSLT7I4VxfTzW3dpJ7zdj6Erq5CDz94P4NMOJdqZzygU1Sv6C5hn+O2SQPDhuKsjxY8SzMGy31BNYhYW7Hnu/gp/vg2ArY/gUsmQZ3/iaVgLa+Gab8DJEdpLld75cEYKppOhCCHaiU6kshdZv8mGiGkkzp/4ZyayBYTWotvocVhfD1UNizAI78CgtvgzMb5XPMZtj3f/D7k3DwJ9deu5tG5UDOAUsgWM2GNHnm5MkNT/LVga/YmL6Rt7a/xSd7P7ng55vYciJKG8GibuHdSAxwoqLr5qpCm5ws62sT1GoCJowHoHTzFksgCCCWlVGwuJYbS/VEFEUqDh3CkJ4uOx44+Q7ZOGDK5DrXyvj3c5Z19KdOcf5l11VAPRLk5YnqqCgEB8b3bhqOdgPkpbOtekWg8axPzufC0HiqCI2Te2uabQLTPuOaowuU+gg9dWr63dGCzFP215nnTxXaHXMFL50GT295G1RAeMPfOEg5kCMbF+dWyPomr2bq8y5ZA9wtCMLMqmDwM+AjQRBOIqktxAP/boQ9urkE2PboAbx7W3tu6ezY/PNCaBftz6/Te7N8bwaB3hpu7RyNspa7Kf8Z25YeTYM4fL6IGxJD6Nns0jbfX9N4+UOXe+THOtwOq2x+fRVKKM0BTwfmyTUx6mHfYsg5Di1HQEx353O/vwNSpD4aTq2Vyj9veNL1ve//QT7OPQ6i0XEvYPMhcM8aOLxcKg1tN8F+DsB34+V2EgDBzSGiqqdB7QXh7eD8PuvjMT1wyp5FUG4bVIhw4EeIsylzXv08bP5I+v+2zyH7GPR72vmabhqdWN9YVIIKo2jtuWnmb72zXFhZyKb0TbJz/jj9B9M7Tr+g5+sZ1ZOFIxayJmUNEd4RjGo66sI27uaKQ1AoiJk3j8KffsKYm4Pv8OGWjJrgqOxN1TAVLcb8fFKn3UPFoUMgCAROmUzYs89Sefo0AH6jR6Pw9sa7V098BgyodS3RaER/8qTsWOXRoy7vJWzWLNIeeQRDairKoCAiXn3lmlU0v1JI6huFX4gXqYfzCI7W0Sz50vnZmmpkBotzKyjKKcc32IuQGB8mv9aTouxyfAI9UaoV6MtN7P3LJn8kcMEKqEq1gv6TW/LX/MNUlhoJCNfSY2zTi3k5DgmI8Jb1Pqo8lPgG1V0yfTVQn2DwTWA+VXYSoih+IgiCJ3AHYAK+ANzd742IwWRGXQ+TTVdJzSuTBYIAs9cca9BgEKB5mA//GuLYdLcmSoXA6I5RjMbdl3VJsLkABiRD9o+7wsj3pVLM2lhyl5QBA/jnQ0kJtM1o+3lF56yBYDUHltQvGPSNlI8FBehqqU6P6ix9OSP7qCROY4tfNExZJu9PvOUrWPaI1DMYGA9qT6lctd04uULp8TWw0sE9Mdt9m82w/Sv549s+dweDl5kQbQjPdnuWd3e8S5mxjM5hnbmnrfWmiValxVfjS5HeejEQpr24i602QW1oE9Sm7olurjqUOm+7bByAtnt3vDp0oHzPHgAUvr4ETJxoN+9CyJ8/XwoEAUSRvG/n4ZWcTMbTzyCWlQGgjo0h9CnHn7miyUTWe+9RtGw5Ch8fFAEBmPOtSpXefWrv27fFs0Vzmq5cgSE9HXVYWK1iM24ajiatAmnSyl6LobHRBXjKSjVVaoUsW6dQCDJ7iGadQ8nNiGP/WqlnsMvIeIKiLrwtJaFDCDFtAikr1OMT5NkoNx66jUogN62ErJRiNF4q+k5ojsar8TOvlwKXX4UoiiXA0RrH3gPea+hNuZFTXGHgyR/2serQeSL8vHjl5jYMbNVwd3x+2p1ud6yowklvlZtrE7WDPg6zAf54ClqPcm7SXpBqDQQBEKXAps1oOLdP6sUry4NOU6TMmFIjBZrV+NXzhkOfJ+DUBsluQlBA36dcF3I5tlLqhVRqJIGcuF5VthHVFqlVRHQA3xpeWCHNYdoq+OUR2D1fCiIPLIX809DvGeu8v98FsUbJbWhreSZWEKTnrVKRBNym9lcI41qMY2TCSIr1xYR5S5+xy08u5+cTP+Pn4cfk1pP5bN9nGM1GlIISlULFqYJTJPhf2x5UbhoOKWv4LcWrVmMqKJAM6UPr9l9zBUN6ht2xwp9/tgSCAIaUs6Q9Mh1zSQnePXoQ/MD9lkAtf8EC8r76WpqYnW2zaQGfEcOJmDWrXvsRFIoGV/00ZGWR8+GHVJ48ha5fP4Km3W0Ru3FTO8d3ZHLw7ww8tCo6D40lNNaFyp8qKkoNbPv1NNkpxUS3DKDzsFhZX1/3mxPIPFNEeZEeQSHQfUzTOgOlbjcl0O2mi//s3L8ujeM7MvEJ8qTryHjSjxawdsFhKkoMRLcKYMi0JJSqi0+kePt5cNuzXSjOq8BLp25UYZ5LzbUR0l7jfPjXCVYclLwD0wvKeXTxHrb8eyA6j4b58WkdvKH7Jl5hvnNuGpd246Qgrma5pKEMijKcB4NKjRSU2fYXqjykvrlvb5IEVEDKvnkHywNBgMQh9dtnYDzM2AVpO6Qg0N9FFb70XVI5aHXQd3ItPLJNKh/tNFnyMwRQe0Pvxx2vYdTD3sXyYzu/lQeD1TYWtkz+BbwCrGNBgP7/ht+fqD4A/Z9z7XW4aXS0ai3aqpsjf539i39vtGZ6t57bymMdH+PtnW9jEk1sObeFaaumseKWFXgoPZwt6caNDIVGg9/IEZgKCijbswdMJtQR9TNjd4TPsKEU/vKLZawMCEATa69OW/q3VA1Rvns3ppJiwv8tvcdLtzjphRZF0BtQ+jeOb119SHvoYSoOHACgfNcuRL2ekEcevsy7uvI5eyiXVV8etIzTDucx+fWedr12zlj99SHOHswFpN6+ylIDfSdKlV4GvYmSgkpuntGBynIDfiFavP0vzefhgQ3pbFgsXbecO1HIueOFlBRUWC5JTu3OYeUXBxj+YDuH5+edK6Ukr4LIRH+XgzufwGujNNQWtwnHVcCe1ALZuKTSyMmsEiez68/YTtFEB1gbu6P8vfjvre0bbP36YDKLVBpNdU900zBUFMHmTySF0dGfQlINzz6vAAiupbTXJww632UdKzXQ+zE4vcEaCFZTKm++BqTsYX1RqiG2h+uBoFEvlXjaZv9MlXBslfT/UR9KIjQ3fwwzdkN0Z0k0pqbtjkJpr65aM0ju9oB8nHQL+FTd9T+1Hla/CPuXQPI0ePAfuOkDeHgbtHfSz+imVsyimQpHAbgLGEwGjGZjrXPWpKyRjYv0RaxMWSk7llOew+6s3Re0h8bkVOEp9mTtwdwYQlBuLprSLVs5PmAgaQ88yIlBg8mvMmZ3FdFsJud/n3Fq9BhSH36EyhMn8OnXj6jZ7+Pdpw++o24idv48AidPRlmL4X3xKqu9iWcb5yXL5fsu4LPaCebKHlOm6AAAIABJREFUSsQa4mGi2UzJ3xspWLIEY46DvxWAIT3dEghWU7xqVYPt61rm5O5s2VhfYSL1cJ6T2XIMehNnD+U6XC83o4T5z/3Drx/uZfFr20g9nH/JAkGAk7uyZOPivAo77Ttnr3PTkuMsenkryz/cy/znN1OQWeZw3vWAOzN4FdA9PpBtp61v5gCtmhbhPi6fv/F4DnP+PEZxhZHbu8cyuYbnYKC3hhUz+7LywHnUKgVDWofhWQ9Z34Zi0bazvLXiCCUVRm7uEMUbY9vKFEjdNDBmM3w7Es7tlcabP5b8+Q4ssc4pz4eTf0HiIOfrjHhXUvLMPQ7NBkuln5tdVFl05PnX0Gz7HDIP2h+3fe643tJXWR7MHwsn/wTfaLhpttUWwlghGd+XV/XQCEoYUKNsqv14KWN5bCWEtJBsOwB2fAO/zrTOO7NRWjvM3S92ofx19i9e3/o62WXZ9I3uy3/6/AdfTd1lT2bRzBtb3+DH4z/iofTggfYPMLXNVIdzm/jYl7jF+8WzL8d6YSwgEKW7snqbZ22cxS8npQxR84DmfH3j1/h5XJg4g5vGIev996zlmyYTWe+8i/+YMQhq1zI1efPmkT17NgCVR45QcfAgzVavwnfoUJlZPEDT336leM2fCFot5197DXOu9cLetowz6O67qDx+XAqwatwM80i8eKVbc3k55557jqIVK1EGBBD29FP4jZKEk9If/xfFK1YAoPD2JnbBfDxbtZKdrwwMROHtjbnUquCojnGbz7uCX7C9kquvg2OOUKkUePt5UFpgtWuqPnfH72dkHoI7V6SQdEMU3n6XJiD0DfGCI9a+1ppdHwBePvb9qkU55ez50ypgU1aoZ+fKFAZOaWU393rAfaV9FfBQ/2ZM6haDn5eapChfPpuc7DRYO5BeyKiPNtJi1h/cP38HR88Xcfe329l+Jp8j54t5/ucDrDmUaXeezkPFLZ2jGdU+8rIEgql5ZTz3034KygwYzSI/7kpj/paUS76P64rULdZAEKQewb2L7Odl7Kp9HUGAhBukvriAWPjpAVhdI0iK7AxBNS4mIjpAt/subO+2nNsL69+GQ784tqpwtP/Y3tDMQYD716tSIAiS7+CP90hZQpB8A8/bfL8EBUS0k180mc0Q3QWGvAod75CymCD1Ktqya54UeLq5IEoNpTz797NklWUhIrI+bT2f7vnUpXN/PfUri48uxmA2UGIo4Z0d73A497DDuZNaTaJdsFRepBSU3JV0F491foyWgS0BUAkqHuzwoMOg8XKxJ2uPJRAEOJZ/jEVHHPxeU2VDcIGZVTeS4mZN/z6nc81mzJXWi2lTjjzTYi4uxlxZu89kdUZN1Osp/mut7DHj+fNU2FhWQJXhvF6P0s8P/1vG4jdsKBEvvWixeFCFhBD6tFW4SqHVEv7C8wgqeZ5A8PYm9IknuFjy5s6l6Pc/wGzGlJtLxnOzMGZnSwFoVSAIYC4tJfebbySj+Qrr+1Ph5UXoM8+AhxRoqCMjCX3ssYve1/VA0g1RRDSTbggJArQbEE1YnGs9g4JC4IaJzVF7SteGXr4aet8m/T0vL5a/Z0WzSEWJ65oTZrMoM6t3hCiKGPWOK8a6DI8joMr4XaES6HVLM2LbWm3LFEqBgVPtA7zyEoNd0FhedP36vLozg1cBnmol/xnTlv+MaVvrPLNZ5MGFO0nNky5eVx7MJL9Ub2fYvvZoFoNaXzrJYVc4kF5ITW/UA+kX5jnjxkVUDurefaPhfA1PvTjXFeQoyrC3f4jqDPf+JdlIHPpZ8u+L6QWxtVhQuMrh5fB/U6w9ix3ugNEfy+fE9pKsHapRaiTFU4WDe2EZNcr9Kgog/wyEtrJ/zGyA2W3BrwmMnA2l2bBqlpQ5TBoLoz6SVEfBGhRWI5rg3ZaSsf2NbzjeixunnCk8Q5lRXtJzKPeQS+c6mrcqZRUh2hCCveTldH4efiwcsZCTBSfx1fgSopV6qX+46QeO5x8nwDPA7pzLTVZZlt2xzDL7G4Bbzm3hpX9eIr0knW4R3Xirz1sEeTn2fnVjT86nn5L7xZeIJhMBkyYR+tSTThUMi1atIvO11zFmZ6MbMIDIt97Eb/Rocj62flb5DB7s1FTdXFZGxjPPUrx6NYKnp8MAVNBoUEdbBbny5i8g+8MPMZeX4z92LOEvPA8KBeU7doLZjODlRcDEiXglyasTKo8ft1tf4emJOuris9/lB2pUaBgMVBw9htLPPmttSM/g5OAhGNLS0PboTuSbb5I95wMKly1DodUScNedhEyf7haPcRGNp4qxT3Qm71wpGk8VuoD6Ze7i24dw55u9KMwqJzDS2yLI0qJbBOlHrS0hITE+LquCHv4ng3+WnkRfZqRZl1AG3NEKpVr+tzDtSB5rFxyhKKeC6JYBDL67DVpfa6ZPF+DJxBe6kpteirefBi8fDR0GxZB/vpTcjFLi2wU7FI8JjfEhMNJb5hPYonstyuTXOO4rkGuIzOIKSyBYTVpBud285mGul5heKjrHBaCpYZvRo6n7wqRRieoEzW3KiTz9YNBLMOI9qR/PrwkMfwdie17c82iqLnA8dFK2rM+/GiYQBPjnI7l4zd7voETeG0Hnu6DXo+AdAiGtYNx80DkRSIrrIx/7RFozmvF97OcDFKbCj3dLfYllOVKgt/8H2GJTKtvnCSmTaIupUsoY2gaqblyiWUAzAj3l8undIrq5dG6X8C52x77c/yWDfxjMtwe/dXhOU/+mlkCwmsSAxCsuEAToGdmTAA+rYJGAwPD44bI5BpOBpzc8TXqJpCS99dxW3t/5/iXd59WIMTeX3G/mcu7V18ie8wHmsjLEykryvvmG4tWrHZ5jKi4m4+lnMGZlgShS8uef5Hz6KcGPPEz4yy/jc+ONhMycSeRbbzp93twvv7SUborl5WA0Sl9VKLRawmY9hypA+rlXHj9O5uuvYy4qAoOBgu+/p2DpUopXriTv228RKysRy8vJ/uADynbLb3J5JiWh8JarG5tyc8n9nzzzXrplK9kffEDxX3+5/P3z7tZVNha0WrzatUUVGooq0sZ+R6Gg8vhxDGlpAJRt3kLa9BkULl0KRiPmoiJyP/vc8rgb1wmM8LYLBCtKDez9M5VdK1Moya90cqYUUIbE+FiCq8LsckoLK2nVK4KEjsF0GhrLTTNc05sozqtg7YKjVJQYMJtFjm3NZN9a+c+zMKeM3z7dT1GOlB1OO5LP5qUn7NYSBIHgaJ2sHDQg3JtmnUKdqogKCoGbZ3ak45AYEpNDGfZAWxIvoS/jlYbLmUFBEE4BM0VRXObk8ZHAB6IoujW2LxNhPp5E+XuRbhMAdk8IIiZQyyfrTmIwmRmWFM6ErldOSVM1oT6e/G9yJ/674igFZQbGJUdzWwP7HLpxwITv4MQaKVvXfJgUJIW2hC7TLmw930hJmXTf99JYUEKPCzPlvmBq3p1XKGDwK9JXXfT/N1QWweFfIagpDH0TlFUfk90elDKfW/+HXYd6hYMstm0msc1oCGkJ696EQz/Zz2t3W917c2PBQ+nBBwM+4L/b/0tacRpDYofIPAFrY2DMQB7r/BiLjyymWF9MiUES4zKKRubsmkOX8C5kl2XTIbTDZeuzO114mtTiVJLDktGqtZjMJnZk7sBT5Un7kNovtnQaHXOHzeXbg99SVFnE2MSxdgHw+dLz5FXIy5QP5jroq3VjwZifz+kxY6WgzgFFv/2OZ+vWaKLlf7f0J09KAZwNFQcOIggCAePHETB+XJ3PXV5DNMUW/wnj8e7ZE10f682q8oP2P8uKAwdR+thnbCoOHMSrfXvKd+4EQcCrc2dCHnuMzNder7EH65p5CxeS+eprlnHQPdNcKiMNuP12jFlZFP6yTCpRffIJzOXlnB49BlOVn6FCpyP8xRfJeFLuhag/fVq+mChSceiQQ7VUNxKiKHLuRCEgEtHUH0Fhn7nWVxj54Y3tloBr96qzjHuuS52KmXkZpSx5aweGSql8MyhKx433JKFw0Qs7J7UYsUY5WNZZq4drUU45//f6doyVphpzil1aH6Ags4yCrDIim/k7tLnQ+mroObaZy+tdy9SnTDQOqC336w24fysvIwqFwMe3d+KZH/dxLLOYfi1CeW54K4J0HtzTJwG90Uyg95Vr/DqgZRgDWl6/d2YuCwolNL/RtblGvTRfUUdZzuhPoeVIyD0hZR7DWl/8Pp3RawZ8v82mTPR2ycLiQlF7wU1zpK+aKFWSBcQWB71punApILT1DozvK58T2hL6PwuHf5EHkzXnuXGJ9iHtWTh84QWde3fS3dyddDdT/5jKrixrT6nBbGDCrxMQEfFSefHxwI8dZhIbk492f8Rn+z4DwN/Dnzn95/Da1tc4nn8cgN5RvflowEcoa/k9TPBL4OWeLzt9PMoniihdlCUzCNA1vKvT+W6kYM9ZIAhQvHIlxatWEfbsswROmWw57tGiBUo/P0yF1htG3t1rz2JXnjpN5ckTaJOTUQUE4N2tG6Ub/nY4t2Dx9xQs/h5lcDCx8+fhER+PNjkZlEowWS+kvbt3Q6HTkfvlV9aTBQHP9u1JmTiJ8r1SP7RX585Ef/IxOR9+5HTPed/Mle0hb8FCQh59tE7xG0GpJPSJJ2SBY85nn1sCQQBzSQmVJ09KN/Vs+rE9k5Io27zZuphajVenzrU+3/WMyWDmlzm7q4JBCIv3ZfRjHe3sE07tybYEgiBlCY9uOUfy8Pha19/xxxlLIAiQm15C6uF8YpNcq+gKi/dDqVbI+gWjW1grGg5vPoe+3L5PMKp5gN0xR+xccYYtv5wCETy0KkY92qFevorXGw1ZJhoGXL+6rFcIHZr4s2JmX069MYKv7+xCkE4qB9B5qK7oQNDNZaI0V+qJqw2TAZZNh/9EwH8TYPtXtc9XKCWj+j6PN24gCNByBNz/Nwx8Ucpy3vTBxa9ZdE56vV8PhU1zwGzzB8lDZ++NqAuHSYthwkIIbyuNez8m2UfUJKQFjPlcKj31awJDXoMWQ+3nubkk3BgnvxEiICBWqQqUG8v5cPeHl3Q/OeU5fLXf+vtVUFnAa1usgSDAxvSNbMrYdFHPoxAUzOk/h06hnQjwCGB0s9E82unRi1rzmsdBVsUOUSR79mw70ZPoTz7Gs107lEFBBNxxB0HTnFde5H71FaeGDyd9+gxODBxE2fbtBE6dSuDUqSiDg1GFh6MMDpZ6+GyqIEw5OaRMup3SbdvQREcT9d57aJo1RRUeTsjMR/EdNgxdnz6EPfsM6shINHFxRL75BvrjxyyBIED5zp2Url8v7bltW2nPkycTdPfdNt8L+aWjoFDYV2RUUbJpE1lz5tgJ3ljXsj+vZP06uTCXQkHE668R/PDDqMLC8EhMJHrOHNRhoU6/j9c7J3ZlWQJBgMzTRRzbbt877Ei8Jf987ZfyG384xnEHaylc+R2pQuurYdj9bQmK1qH109B5aCyte1lLhR3130Y296f76LqLDytKDWz/9YxFIKayzMi25adrPed6p9bMoCAIfYF+NofGCoLgKKcaCEwA9jTc1ty4cdOo/PUabHwfzEapV27iIvBw0E+65VOrKXtFAfz2OMTfAMEXWF5Rlgern4fU7ZJf4KCXwesizIzDk6SvhuK7cXC+yjrg7GYw6aFvVcmS2SQ9V/oOadz2NimgqxaIaTaw7vXb3eYuC70Atp/fzv/2/o8SQwnjmo/jlua3XPSak1pNQqVQsSZlDWHeYfx84mfZ4zVLKRubIn0RRtFod6wm1ftaenwp3x/9Hm+1Nw+0e4CuEa5n91oEtuDbYY57JN3Y4zdyJHlff2PpUxM8PBAr7furzGVlmMvLUXhay+yUAQGEPfMMXh3aS4GTE8ylpWR/+JFlLJaVkf3Bh8TOn0fYs88Q9uwzlsfK9+/nzG3yElNTfj5pDz5Es3Vr8b1xCL431rhxBZbAspqcz7+wm5M1ew5hTz9N/A+OvQ+D77+Pc89ZFaM18fEUr16N77Bhsnm538wl6623LOOgB+4ndOZM2Rz/MWPIn7/AknXVJCTYi8KYzWAWCZn+CCHTH3G4Jzdyaqp8Ojum0dqHAcZa1D1L8ivY+6d9r2ZYvC9RLV3L2lUTmxTkNJPYulckBzakWxQ+AyO9uWl6e1QuqN3rK4yYaggnOnrtbqzUVSbaH3ix6v8iMLbqyxEnALfGrxs3VwOZh2DD29bxmb9h62fQ10Hfx34HFwTHVl54MPjzg3CsSkY85yiUF8C4K+SiNO+0NRCs5tAyazC4+WP4+13rY4eXS8Ggm0YlqyyLB9c8SKVJuvh+afNLhGhD6Bt98SW241qMY1wL6aK6sLKQtanWDMbNTW++6PXrQ4JfAu2C28l8DMcmjuWL/V9gNEtBop+HH/2i+7EhbQMv/vOiZd6+7H38PvZ3QrXubEljoPT1Jf6npRStWFHVr3aYgsWL7ebp+vWzCLkAnHv+BQp+kBSWPRKbEfPtt6gCA+3OM+bnk/XOu4gVcqsPU0GB3VyQDOI9EhOpPH5cdtxcWkr53n3oevdy6XX5Dr2RnE8/lfU1GjMySJ85E/WSH/ByYETvf8steDRvwfmXX6biwAEqDh4k/bHH0aelEXzvvZZ5eXPnys7LmzefkBkzZAGxKjiYhGW/ULRiBYJag+/QGylctozzNj2K2uRkNNFXlpfnlU7TTqFsW37aUsqp0iho1tm+DScowr77qzY1UFvl0Go0XkpGP96xXpnButAFeDDxha6c3JmFSqOkaadQlwJBAN8gL6Ka+5N+zLrXlj0iGmxv1yJ1BYOzgblINo6ngJnALzXmiECJKIpu0yw3LrFgSwqfrjuJKIrc2zeBu3rVXpvuphHItVfkIn0nrP0P6MKg/UTQVCnKKR1IUGvrdwfQgijC8VXyY8dWwKJJUr9dl3uh5XDH514KvENAowN9ifWYrTl9zb0XpUtWHFGdLsn2rle2nttqCQSrWZ+6vkGCQVve7PMmCw8v5Gj+UXpF9mJ0s9ENur4rfDLoE+YdmkdqUSqDYgcxJG4IvaJ6seTYEjyVntzR+g78Pf3ZkLZBdl6lqZIt57YwqumoS77n6wWljw8Bt0lZfWNODkW//y4pdlbh0bo1Ue9ZbxaVHzhoCQQBKo+fIG/ePLvsGED6ozMp27bN7rj/rY4z4IJCQczcb0ibMYPynTZeqiqVQ4N4Q0YGxatXowwKxnfIYASN1DaiiYkh7ruFnHvhRSr229gKiSLZc+YQ/cEHsiyn5bU2a2rna1iw+HtZMFgzw+fMBkLp70/AhAmUHzhIyt13oz99Bq/OnVAFBeORmEjgnVMdnufGOT6BntzyVGf2rUsDs0hSv2j8QuxN5gMjvUkeHseuFSmYzSIRTf1oP8C5eJ9fmP0awU18XA7U6oOXTkPSDRcmJDjswXbsXXOW/Mwy4tsH07zL9Wsb4Qq1BoOiKBYChQCCIPQHDoui6LyD2s1loUxv5P3Vx9h2Oo+OMQE8PqQ5vp61N3I3NGaz6NJdoZ0p+cz62aqM9vLyQ7QM93XbSFxq4vuAh6+knFnN8VVw9Hfp/3sXw7RVUh9ItwdgqY1So1oLrW66sOcVBAhuDtk2FxHGSjj6m/T/k2vh7pUQ45pNQL0xlEuWDxl7JOGW5Gny/hcPHQx9A35/EowVksXGwBesjwc3l7Ko1ag85cGim0Yhwd++T8TRsYtFq9Zyb7t7657YiPh5+DG9o1yBt31IezsV0QQ/+9ff1K9po+7NjRVlUBDmMnlvlf7MGRRaqy2DMcu+r8qYaX8JZczPdxgIAhhqEa1RBQUR88UXZDz9NMVr/kTp60voU0/Z9dJVHD1KysRJlv0WdO1K7DxrNYZnq1YEP/gAaQ89LDuvdMPfpM98jCY1bSW2bqN4zWoEpRLR1uLCR95mEHT//Zx/0Zq9Drr3XqdlsqLJRNr06RjPnQOgfOcuAm6/3V0WehEERenof3vLOud1G5VA237R6MuN+Idpa50bHu9HZKI/GcelrJtSraDv+OYNst+GxMNLRdeb3OYGruKymqgoiusbcyNuLpxZPx1g6W5JFW5vWiHnCsv5bHLyJXluo8nMC8sOsmRHGr5eap4e2oLbkp1bV2w7bZ9A3no61x0MXioO/izZPujCYPT/YPc8qYdPNFv74ADStsHZLVJPX7vbQF8Me76TMmc3PO24t9BVbvoAfrgTijPAK0AyabcgwpHljRcM/vKw1dfv8DIpszfoJfmcTlOkYLfgLIQlydVT+z0D5/ZK3yuNjxQ4au1Lvtw0LG2C2nBfu/v45sA3GMwGBjQZwK3Nb73c25JhMBvYkrEFlUJFt4huKGr6SjYwtzS/hW3nt/Hn2T9RK9Tc2eZO2gTbl/S5aRwEQUAdGYnh7FnLMU0NY3bv7t1RBgdjysmxHPMdOcJuLaW3t53iaDX58+YT8tBDKLwdG9IrtFqiP/wQU0kpCg+NQ0XP/AULZIFr2bZtlO3ejbZjR8sxXb9++I8bR8H/ydsCStatw5CZZQkwi/74g/THHnewEQUhM+Q3MQLGj8OzdSvKtu/Aq11bSeXUCYa0NEsgaNnn9u1O57tpWLS+GpmZe22MmtmB03tyKCuqJKFDCLqA2m0o3Fz51MdaAkEQYoD7gUQgCKl81BZRFEUXFBTcNCQrD56XjVcfynQ5U3exLNp2lu+2Sn8Mc0oqefrHfXRPCKJJoOO7S+2j7X272je5CPEQN65zeDn8YFNuc2INTN8FKg38/JA8GAT4/g5JoTOmGyTfLX3VRv4ZOLpCyqY1v9G5BUVMN5i5H4rSIOcELKxRBtVYmTZDORys4fG3d7F9MAhSkOrloBRWFwr3/gkFqaANspbSuml0pnecztQ2U9Gb9Fec2XuJvoQpK6ZYVD/bh7Tn6xu/RqNsPAVnD6UHs/vPJqc8B41Sg6/GLZt+qQl/4QXSH3sMc3ExCj8/wp57Tva4Qqsl6t13yP3iSwSVCv/x49D1su/lEzQawp5/nnPPP2/nSSiKIqIo2p1TE6XOcbAIIJocCIKY5ccEhYKIV16m8uRJyXOw+rhajcLT2iqQv/A7x09iNlN57Dg+AwbIDnu1bYtX27Z17l8dEWEXOHu2q/s8N5cepVJBs87u3uRrCZdvXQqCMAw4BjwLDAUSgPgaX+6cbCOy40wea49moa+hkhQXLP8jEBvkfUkCQYDdZ+XNxGYR9qU5MOCuomezYP41uDk6DxXeGiUzBjSjfwv3h8olYf8P8nFhqqSWCdD9QalXzpayHFg+w7W1z26Bj7rCiqdh8UR4tyW8nySVWxoq7OcrVVLQ12wgdJyM5b5SQn/JK7AxUGrsAzzdBb73/Ju4A8HLgK/G94oLBAGWn1ous3/Ym72XP8/+eUmeO9gr2B0IXiZ0vXuRuH4dcT/8QOL6dXb+gfmLFnH2rrsp3biR0m3bnGb3APxGjiBx/TqCHnpIdtz/1ltQ6mqzeK6bgEmTEGz6/rw6dMCrk+M+55BHZ8jmBt4zDaWf9Sau4GXfM1aNbX9kfRE0GqLeeQd1bAwIAt59+xD6r39d8Hpu3LhxnfpkBt8AcoDRoijuqGuyG3tMZukOn0rpOAY3m0X0RhNqlRKlTTAniiLTvt3BX0ek3oH4YG+WPNDD4iH4ys1tuH/+TnJK9ARo1bw2OsluXZMoonbyvHXtqza6xgdaSlQBVAqBTrGOM33VzzN9YCIP92+GCLLX6aaR8Ym0P+ZbdSy8LTyyHWa3B7ONBHP2UUn0xdbzx2QAQSnvtfvnQ7AV+Cit6nPZ9rlk5N7/OVDZCNGYjNKaCiXc/JFUemqshMAEuSG7q5gMoFBZ92nUSxlPWxRKycZi+aMgmqTex0EvWR93dA5I+1J5WP+9mH05+t65kWEWzZhEE2qFfbmb3qRHEASUgrLWMkxTlTdkbcbsthjMBlSCyqG3FYDRbERAsFuvVF+KVq2lsNL+BlhhZSEGswGz2YyHC+8bg9lg97pqfi9K9CV4KD1QKxu+J9wsmjGLZlSKehUMXfcotFq82kp/c02lpSi0WgRBwKzXk/Xue5YMnFhWRvb7s9F+OxfUatl7TRRFzEVFCDodoTOmo+vVk5KNG/Fs0RKfIYOt88xmMJlkpaCiyYRoMEjHqj+rq/6tFmzxSmpDws8/UbRiJargIHxHjrQ8v1mvR6Gxfu55d+1KszWrKdm8GY/YWDzbtkXU6y2CM8H330fp1q2gt5fqV/hJNyVEvV72GkWjEVEUpbHZbHlMFEWMBQWo/P3BaMS7ezearVyJaDBIC6qcvxdFoxEUilqtOtxcHKJZxCyKKJUKzCYzgiAguHjNZjZL2WxXEhMmoxml6vL9HM0mMwjCJUuiXInU51O/JTDLHQheGJ+sO/H/7J13eBTV94ff2ZreKwSS0HsNRUCIFAVBsCs2xAKWn4CAAiIKtq+KCqjYUBQEEQuiSO8gvZcQSIMUkpCebJLNZsv8/phkN5vd9KCUfZ9nnzB379y5s8zOzrnnnM/hy53x6E0mxvULY+bwdlY/Bt/vu8j7G8+jM5hQyAQmDW7NpKGSIti+uGyzIQhwMauIlYeSmDREer9nqA/7Zw4hIauQMF9XnCqoOv144BIfb42hWGfkwV4hzBvdycoA+3JXPF/sjJPmdUsYM0e0q/KByB4PRjTjUnYxq48k4e2i4tXhbQn2tF05/Gx7LF/vScBoEhnfP4xXh9ec1OzgaiBgrsR6y/+BXwXVOY8m0H6kdShl69srGDIG2DAdTq6UvIhD5lhCRwtSqz7k4W+l4u1+bWDMYjj3Jxz5VlIpHTgd+k+SPG2HvoZvh0jhnD3HwfAPajaa9CVSgfizv4Orn6SCGrVGCuNsfTvc85WU02fQwbopUpkMZy/oMhYGTpPeK86BPyZC7FYpxPWuhdByMGTGwJpnIe2kZDjqiyGggzRmcNfq51VaLOUnnvtTyrO8/R24tAdOrgInDxjypnSODqz4I/YPFhxbgEYypU1sAAAgAElEQVSv4a4WdzHnljkoZUqis6OZtXcW8fnxCAi4qdyY3H0yD7V7yGaMr059xfdnv0dE5LH2jzGpR9Xe7RJDCW/uf5PNlzbj7eTNKxGvcGcLazXbRccXsTJ6JTJBxlOdnmJClwlczL/IuI3jyNXlIhfkPN7+cZwVzmgNUoifh8qD3cm7effQuwD4O/uz8LaFdPHvYjMHg8nAe4feY23cWlyVrrzU/SUebPsgv1z4hU9PfEqxvpj+TfpzMPUgJSbJy+7n5Mf8QfOJCGqc3PDlUcv56vRXlBpLeaDNA7zS65WrnvN4I1ESH0/SY49jzM0FuRzfCc+iPXESU2Ghdb/oaM537YYiOIigN97APTKSnJ9+4so775qNRq+HHiR43jxceva02jd31SoyFy7CVFyM5333EjRnDtnffkvm54tBr5fulYIg/TWZkLm44Pfcc/g+Ld2jVWFh+D030Tye9swZUmfOojQ+HueInpJXLkhSXCw+coTMD+djyMpCUKkQDQY8hg8n+N130KelIXd1xWgwoAoNpfSipZi3oFKTMnkKmm3bUPj4EDhrJiUXYsheulSaY5mhqggOxqljBwq3WXvPPUaOJPCNOVx5510KNmxA7uNN4Ksz8LxrlLmPaDRy5d13yfv1NwQXF/wnvYTPo1cpmuQmJmrvZQ7+mYCuWI9XgAv5WVqUajl97pLEZqrj8LoETm5LRgS6DWlGn9H2gwYvX8hlx4rzFGRqadbem2FPdcTZ/eqF1tvjwB9xnN6ZgiAT6HFHKBEjwv7V418r1OVunwlc81UbL1y4wA9ltW30ej2RkZGsWLECgOLiYiIjI1m9ejUA+fn5REZGsmbNGgCysrKIjIxk3bp1AKSnpxMZGcmmTVJNtOTkZCIjI9m2bRsACQkJREZGsnv3bvOxIyMj2b9/PwBnz56Vjr9pPx9uuoBGZ6BEb+Lr3QlsjkrnyJEj0vH2HmfeunPoysI/DSaRT7bF8NWa7URGRnLhkm2Bz5yiUjZt2kRkZCTp6emoFDJij+xm+LAhZJXF3H+58g/m/BlFXrGeUqOJFQeT6P3QJIrLEsnf+2YVH2w6b5nXngR63zvBfIwlS5YwdOhQ8/YXX3zBiApFZRctWsTdd49h5oh2nHjjdu7kKEvetCh/vf/++zz88MMcTMjm460xFOoMaPVGvtgVz7ZzV3jjjTcYP368uf+sWbOYMMFy/OnTp/PiixZ1sylTpjClgiT3iy++yPTplrp4EyZMYNasWebt8ePH88YbFiXIxx57jLffftu8/fDDD/P++++bt++77z4++ugj8/bo0aNZtGiReXvEiBF88cUX5u2hQ4eyZImlYG9kZOQ1d+0dKUvAj9/8DRz6ErMhCEz7aiNnz0rKrvv37ycyMpLYdv8HPZ+kyKUZG9N8uNR9BgDbtm3j48e6wbHvpSLs2hxM614m8/wBKCnAmFZBkrwy+iLpb1YM4qqH4cDnklKnLl8qPp9yjLXfvAcbX5WK2ht1cPgbPnjMEsZk79obPXo0HFwsGXiiEQqvwL6FkvALIsRuhh1SDcCt7z4Ap34CkwGKszEeWMzUSc9Lg+14u6xkhAh5ifDb08ycPoX4hXdKhiBIhiBAxjlYM6HGa2/tq4Mlo1Q0QmE6xt+fhePLwaSH4mxMf03iq/dmmPvfyNfeyZMniYyM5ORJ6bMsv+9Vvvb2ntrL3ANzydXlYjAZ+CPuD3658Avbtm1j7I9jic+PB0BERFOq4Z1D75CQl8C6deuIjIwkKyuLw2mHWXxyMcWGYrQGLUvOLOGdn94hMjLSfN9bsWIFkZGR6PV6lp9bzoaLGzCKRrK0Wby+73UWLVlkvu/tSt7Ft2e+RWvQUqQv4rMTnzHz85ncu/xecnWS8JFRNPJD1A98OeRLxrYbS7vCdiguKPgn9R/z/0+mNpPpu6ZjEk02970nPnyCX2N+RW/Sk6fL4+0DbzP2tbG8c/Ads3dxV8ousyEIkFWSxYw9MzCYDA2+740cP5L5R+ejKdWgM+pYEb2CyV9OvqmuvQsXLgCwe/duIiMjSUhIAKT7XmRkJMnJyQBWv7mA+dpLnDBRMgQBjEayv/yK4oMHqYxYUgKiiCE1jdTpr7Dq409Ie+ttq/y93NW/oI06B1jue7qEBNLfehtjfj6iXk/ez6vJ+GQBmQsWSkYWSGMYjdK20YhJoyFj/nxeuece89jl154oilyePp3SeOk7pT16jPR33mH69OlMe/ZZUmfMxJCZCaKIqNOB0UjB+vWsGj2GlFdnSOdqMlF68SLGCudXcvIkms2bwWjEkJlJ0tRpZH/9tWWOZbmPhrQ0G0MQoGD9eg7eex8F69aB0YgxM4uUGTOkuSBde39NnUruT6sQ9XpM+flcefsddLGxN+21V/68t2bNGiIjI8kvEyFavXp1lfc9gB9++IHIyEjzZ1/xeS8/s5hdK89TUqhHNEFuejEmg4iuyMCen2PITi3ko48+4r77LPn+5c97yedyOLL+EnqdEYPOyNENl0iKyrZ93pv5Gr9+sp+CTGkBLTk6l09eXWF+/9943vtk7hKOb07CUGpCX2Lk0J8JZpXUG+m+VxvqYgz+CNgveOOgWuJy9DZtpyrk1cVm27exL+ZLPxB9mrni724JM1LIBO7rUXPtleQiWw+fzs1SeDOl2NYxXOrW+LVYTqfYFim11+bg6uGSd96mrZ17sU2bSeUOdy3iaJ/FfHAhFJOTJceunYd1f5kAysyzkBWDXLS+xo2C5J0WKwloCMXZtpNLPY6fLsmmua1bUdUnVM7l49W/nyq93wRrkSW5IBKqyrM/hjYHX0FDqMLOXAEyz6PCYP+9MsJUuVbbcsFaAEImQJBoPaebnYSiBEyVQoTPZp2l1FSK0dtod5+o7Cjr/tlnbfqkmqr2Wp/Nsu6vN+nJFDKrfB8gU5GJ0bXSfAQo1BfyWp/X6Knpid7F9p6fVpxmN5w0z7nSvVCAbK9sRKoXDcnQZpBR3PBKTyXetjm9mYpMOz0dVIXpim0JiRr3KSzEKyHe5iFMAAr3WIu3l5w9azakyik+WrsgrSZFtvdRU34++kTre27JGela9ysslMI87Y2Vl4us0jyqC8SuT+U51xxrxXGZyWRVz9A93faz1p6x/Z46qD8ZiRps9SEtZCZqqnzvSmKBTVuGnTa5SY1SsI4icxL/XWVumc4279/eXG8GhNqoVAEIgtAGWAZkAIuAi4DNL7QoirZPdf8iERER4tFa3iT/Lc5ezueuz/+xupcve6o3g9r4A1LY5+CPdtn89K99sT/dypQ2k3OKWbb/EoU6Aw/2akaP5jUX/U7OKSbyo10YTZaRFz3cjTHdJPnrqNR8Rn1W9bwai1PJeYxZvM+qbdwtoRxLysXbRcXLw9rU6nwcNIDE/fD9COu2p7bUrYTDqZ+lcMpyZAqYdFJS1VzQwbpExMAZ0Pc52PwanFplafcIkVREzQjw/H4pF+/zCOt8wQeWQccain4f/BI2zbQer+I3qd9LUojmkW9hfQUxArkapp6TQks3z5a8leW4B8OUs5LKacIu22M26QETdlY/r32LYGuF+oRytXVOpUwJU05bcjYdkFmcyR2/34HeZDGk5vWbx72t72Xs32NtDD25IGf9vetp6maR8z+deZpHN1iHjC29Yym9gnrZPeaP537kwyMfmredFc5svX8rnmpJMONg2kGe3WJdd/DnkT/z5v43uZB7wdwmQ8aBRw7gopQeLpZHLWf+0flW+4V7hPPXPX/ZzGFd/Dpe++c187ZCULD0jqU8tfkpDGLViw4hbiGsv3d9g8M5E/ISuOeve6wM8YW3LWRIc4cweG1JGD0aXUxszR0rIPf2JmzN78QPHmJj6LXYuAF1eLh5uzTlMvF33CF5/srwmzKZrIWLqBZBIPzPtTi1sa0DFz9qFKVx8eZtp86dCf/1F4waDXGDIm1qKAL4TXqJ7G+WSB7O8kOo1ZL30N7hq3mvKtyGDKFwu8VrKDg703rnDuRe0rNQwYYNXJ5a8V4up+WmjaiaVV3SykHdKMwt4cfXD2Ay2toHgkzg0Xl97RawB0iLz2fN/GNWbfdM70GTVtZaEqJJ5Mc5B9BkW66lzoOaMnBs20Y4g9qRfC6Hvz619p49+Fov/Js3oHTWNYYgCMdEUawxn0A+d+7cWg04b968TKAp0BZ4HJgETKn8mjt37lv1nHOj8M0338ytGGp4LRDg4UQTL2cupGtwVcmZPLQ191bw7Hm7qGjh78bhiznoDEY8nJXMHd2RYR0CzX08nZUMbOPP0A6BdnPy7OHprKSFryv74rLQGUy4quXc1i6A9sFSkneAuzSvmCsaXFRyplSaV2MR5OlEoIcTMVc0uKuV3N4hkFVHksnQ6EjKKWb96TQe7RNqlevooJHxagYufpBxHpw9pZy1DnUsHB9YVsMsOxY8msLIT6BZb5Arpb9XoqQQ0m6PSPmEancI6y+plhakQtNecP93Ul5e5gVw84d+k6XxSoug3UipGL1CDQOmQK+na55Tkx7SvjkJkvjMrdNAmwcGLXR+AIa9Jc0vuJuUN5gTD16hUi3B9DPSsTrdK4WY5idLQjr3fAmeIRA2ELLjJDEcJy9JgKZ5X7j7i5prCzbtCToN5F4En1Zw95fS/0F2vGQQj1oAIT2rH+Mmw1XpShvvNsTkxiATZDzW/jHGdRyHIAj0CepDfH48GdoM5DI5TdyaMKfvHLoHdLcaI9A1kACXAOLy4nBTuvF/3f+P4eHDqzxmR9+OaA1akjXJNHNvxlv93qK1tyWPNsQ9BA+VB/H58XiqPZnWcxqDmg1icLPB7EzeSUFpAS4KF9645Q06+1tk8Dv6dSRPl0dsbiwiIq28WvFJ5Cd4O9kuerXxlh7ULxVcItA1kNf7vk7/pv1p6dWSmNwYFDIFd7W4i9TCVEqMJQgItPJqxUeDPsLfpeELd95O3jRzb0ZcXhxquZpnOj9zzdVwvNZxGzwYzY4dmAoKkLm4EDh7NnIvL/TJyaBUIlOr8Rg1CqeOHTCkpqFu1Yom77+PU5vWqNu2QbNjh2ToyeX4vfR/eNx+u9X4cg8P1C1bortwAUGpxOepp/B/4QWUwcEUHzsmCcg4qZG5uiI4OSGo1SiCAgmaNctuKQuAkqhz6KKjzduGnBy8H3gAhbc3zp07U3IhBlGnQ+bqiszFBe8HH8R/0ks4d+6Mriy00XvsWPxeeAFdbAwYjHjeey/OXbuiT0lBFRpKk/+9h1OnzpScOSOJwsjlCEolTh074jZsGCVRURbRG3d3fMaOJWjum4g6HaVJSaiaNyf47bdxamsxZtWtW4NMRmnCRRSBgQTNed0mv9JBw1A5K/Bt6kZ2SiEymYB/c3eMRhOuXmoGPtyGJq2rLgfm7uOEi4eKnNQi1M4K+o5pQasetqrdgiDQpI0XOalF6HVGWvUIoP8Drf9VIRlPf2fUzgpy0opwclPS775WhHW+9tSqG8K8efPS5s6d+01N/eriGZwLNcStAKIozqvVgFeJa9Ez+F+y4mAir6+1rKjLZQK7X4kkxPu/k8Wf8vMJ1p60Dt365vGe3N6x8UNUHVzDJO6H5WMkAxKg1TB47Lerf9yNM+DQV2UbAtzzNXS1FSJxcH2Rr8vnYv5F2vm0w0nR+EWQTaKJY1eO4axwppNfp5p3qAVGk5HjGcdxVbrSwbdDo4zpwEFtSJowgaI9e63ami9fhmvv3v/RjBw4cNDY1NYzWGs1UVEU5zZoRg7+E44nWucuGU0ip1Py/1NjsFWAbc2klnbaHNzgHPzSYggCxG2FK+cg8Co+FOsK4ch3FRpE2P+pwxi8zlmfsJ4397+JzqjDS+3F4iGL7Sp31hdNqYbxm8abQ0MjQyJZNHiR3RBNvVHP91HfcyT9CB19O/Jsl2dxVdrWl8sryWP85vHE5cUBMCx0GB8P+rhOas7VIYoixzOkfNgeAT0abVwHNwZugwZZGYNyb2+cuzTed8aBg7piNJo4tjGRpKhsfJq40md0C1w961jOyUG9cBQU+hcwmUTWn0njfHoBA1v706eF77927F526gB2b161i//f4Mn+4Ry6mMPe2CxUChmTh7Smpb/DGLzm0ObC9rfh8jEI7Q+DZ4Oq6qLJdcbew2lDH1gTD0j5fyYj9JkILW+rxTEa+SHZZKq+JIY2T1IwTTkCzftJn6v6xslR+LfRm/S8f/h9dGU5mXm6PD4++jHLRixrtGOsiV1jlSO4K2UX+1P3M6DpAJu+84/OZ9V5KU/2YNpBkjRJfBL5iU2/X2J+MRuCAFsTt3Ik/Qi9gxvumdEZdTy75VlOZJwAoJt/N5bcvuSqeEwdXJ94P/IIJk0hBev/RhEYhP/LU5A5Xb3ro3D3brK//wEA3/FP4jZo0FU7loPrk8N/XeT45kQArlwsIDetiPtebZzyOQ6qp07GoCAI7sDLwO1AIPCEKIoHBEHwA14AfhFF0Va28Cbn9T/P8tMhSVdn8c54Pry/Cw9G/DvJzg9FNCM+o5DVR5PxclEyY3i7WuccXi3c1Ap+fLoPaflaXNUKPJwav4Cyg0bgj+chZqP077STZbUERUg6KOUI3jkf3BsQ2tv3BbiwySKs0voOCGhf//FyLpaFnZaNF7cVJuyGoAohfWo36PWsVJICAAH6T7YZql5c+kcqaJ+TIJ1LVbmFf74I5/+W/p12Coqz4b4ltv0c1IoSQwl5OmtFzvSixlVqzdJm1aoNYPOlzVbb25O2U2osRVVJWTdba6tWm11ShYJtHdl8abPZEAQ4mXmSzZc2M6bVmEYZ38H1jyAI+D030ar2YG0QRRHNpk1oz57FtU8f3AYOrHGfkgsxJL/wolkAp/jIEcLXrLHKBXRw42E0mLhwKJ38jGLCuvgT3NKz2v4JJ61VjNMTCijK1zm8g/8CtTYGBUHwB/4BWgBxZX+dAURRzBIEYRzgBUy9CvO8btGU6PnlSLJV29J/Lv5rxqBMJvD6qA68Puray0dpDKPUZBLZFn2FS9lFDG4XaDcE1UE9MBogZpN12/l1Up0+gOi/oLQQHv/Ddt/a0rwvvHBAMow8Q6D9aMmrduhLqe5fQAcY+ErNYi3lXNhordhpMkhjB1XK77rjXWgRCVfOSMXlm1iLkNhwfj0cWyYVq+8/xX4Yq6EUfn0Sisp+zGI2wvZ5cFcltT9RhAsbbMd3UG/cVe70b9qffZctisXVicbUhzvD72TFuRVmdU8PlQeDQux7NoJcg8gpscjj+zn7oZTZLniNbDGS1RdWYxSlB2QfJx+7nsb6kKPNsW0rsW1z4KAqcn/+Gc3WbSibN8PvuedRBkoiIBnvv0/OsuUA5Hy3lICZM/B98slqxyrctctKCRWjkcJduxzG4A3O5iVnuXhKWjQ7viWJ4c92omWPABJOZnJuXypqFwU97gjFt4n03Obp70zeFYuKrdpVgZNLw5wF5w+mEXv4Cq7eaiJGhKF2VZJxsQCfpq4OI7MCdfEMvgMEAX2AJKQSExX5E3BoUVdCJgjIBGu5e4XckbvRWEz79RR/lIXBzt98ge+f7M2A1jeWGtR/glwB3mGSGmY5pkqVZCqWXUg7Df98AiX50GNczSUhyvFtae2Z2/UB7HrPMn7aKRi/we6uZjJjYM98yIiyfc+ruW2bIECb26VXTcTvhJ8fsWzHboHJp8Cp0gpnXqLFECwnpYK8tihCRjS4BUqqp9mW8EB8W9Y8DwfV8uHAD1lyegnnc87Tr0k/Hu/weKOO3963PUuHL+XXC7/irHDm0Q6P2lUGBXgl4hUm7ZyEplSDs8KZWb1n2c3X6+LfhSW3L2FN7Bpcla483uFxXJWuLItaxq7kXYR7hvN81+frpRg6LGwYX5z6Aq1BKujsrHAmIjCCtw+8TUJ+AgNDBvJEhyeQyxwKzg5syflxBVfefVfa2AfaY8cJ/3MtGAzkrvrZuu/y5TUag6qwsFq1ObhxKMjWmg1BAEQ4vTMFlZOCjV+dMTcnns3miXf6oXJWcMu9LclJLUKTU4JSLWfQ2LbIlfVXF71wKJ3tP1gUcy+dyTIXmJfJBW57vB3t+gZXM8LNQ12MwVHAF6IoHhcEwV7SWwLwZKPM6gbCVa1g/IAwvt6dAEjFpl+IbPUfz+rGIDVPazYEAfRGkW/2JjiMwfqSfBj+fhmyYqDNcKk+318vgTYHnLyhxFqMiIAyD5k2F34YBeUFteN3gNMfktetrpz93Xo7cR9o0qsOR9VrYdkoqTREZZr0gE731X0OFYmq5PnU5koGYmVj1zsc3JuApoJKbmg/6a8mHX68VzJWZUro/rg0TnG2ZByO/Lhhc3SAh8qDaRHTau7YALoHdLcpZWGPiKAItt2/jQu5F2jp1RIPlUeVfXsF9bKqgfjp8U9ZckYKGT565ShR2VGsHrW6znNNyEtgaPOhpBel08y9GY+0f4R5B+ZxJuuMeWydUcdzXZ+r89gObhxKUy5TEn0Ol27dUPhbFh0KNlgvwOliYiiNj0cVFoagVFoVpTfl5XO+cxdUYaEEvfEGLr1sa3q6Dx2Cx+i7KFgnhcd7jBqF+9DqfQfaM2fRbNmMIjgYr3vuQeb836a3OKgbcoUMQbAuoSlXyog9Zv1brSsykBydQ8seAfg2ceOxt/uSm16Mu68TKqeGyZrEHbU+lrbAUsPWZBTZ91scbXoFIpNbDM6Ek5mkxeUR1MKTlnZKYtyo1OWT9kMKD60KE+DITrfDrBHtGdTan+h0DQNa+dE26N8XiyjRG/l4ywV2x2TSNsiDWSPa0cSrYTdXk0lEELiqKnVGk4hMkP4q5NYrRCY7ZVFMptqVSnFQCX0J/PIEaNKk7ei/pGLyU6Mh95JUiuHY99b7dCwztOJ3WgzBcjbNhOcPVi+kYg/PEMiyCHWg9rD1wlUkcb99QxAg9Tic/Akixlu3Gw2S59MeJhPEbZM8oq1vB0874dzb5kpG4rB5kvcUpPG6PiwVmxeNkmF4a5lxsucji9fSpIfjy+ClE1ItRN+WUh1EB1ViMBlQyK6+1plJNCEgNMr9zEXpUivDsZzUwlSm7ZrG2eyzVu3nss+RokkhxL329V9XnFvBB0c+MG+XG6TlhmA5WxK3OIzB6xDRaASZzOY6FY1GBHntPb15v/9O2pw3pHueUknThQvwGCIZaMrgYLQnLDmnglKJ3NcX0WDAd+JEMj+xCCKVF6fXxcaRMnkKrXbtRKayzo8V5HKafvghAdOke6IyMJDqKNy3j+QJE82hpTnfLaX5d9/aeBPres43MiaTiEx27USduXqq6TCgCVF7pQVSmUKgxx2hpMXl2fR187GYDjK5DN+mjZPuU3Fce+iK9BgNIuUBEkfWX+TwuvJoqGR6jgil75ibI3KnLk9q6UB1n0p3pPBRB3bo18qPpweE/yeGIMAHm86zZO9FYq4Usu5UKs+vOFbzTlUgiiL/2xBNxzc30+2trXy7N6ERZyphMJqY/ccZ2r6+kVazpdeDXx8gNU9r7hPi7cKdnS0eI7lM4OkB4Y0+lxuapEPweS94N9BiCJaTfBiUThDQzmL0VCS8LL/JK9T2vcwLsPOdus9n6FxwLVuNk6ul/D5lNYsW9o5dEXM9QSBhN3zaHd72g5UPQrGdHKo/X4SfHoCNr8LiPhDYSSpYX5Hci3BuLawaa2nLv2wxBEHyEB77wdK/IqIRCtOlz9VhCFZJljaLZ7c8S/cfuzNm7RhOZZ66KscRRZEFxxbQ96e+9P+5P8uiGk+FtLbMPzLfxhAEcFG44ONUy5zZMlZGr7Ta/j32d5yVzjblLeSCHGPl0G8H1yyiyUT6u+9xoUdPYm/pR85PPwGg2bGD2NsGc75LV1JeftlsnNU0VsZHH0uGIIBez+WXJpH1lXS/9Hvp/1A0KQufUyhwH34HcZG3caFbd7K/+YbAN98g8PXXUbVubTWuMSeH0kuXqjyuMjDQxhDUnjxJ4e7dmCp4G3N/WmWVY6i/fJmE0WPQnpEWNPL/+ouYW2/lfLfupM6ebeWpvNlIOJnJsln7+Or/drHl27PoS6+d7/SgR9oyenI3Bj7chkfn9iWkrTedI0Pwb255Du44sCmBYVVHTzSEnsND8QqUyqgJAgRVErAJ7+aPUm1ZTDi9I8Xq/dM7rbdvZOqy3LoBeFoQhM8Aq2+eIAh9gCeAhY04NweNyPZo6xTPUyn5ZGp0+LvXPYF2w5l0vt4jGYBavZF31kfTK8yHzk09kXIjhQatUBlNIj8fSWblIeu1hcMXc5iz9izfPVkhrOrh7tzRMY1LWcUM7RBAxybVq1U5qIDJCL89BQVV3PCaVZC47/W0JNCSfFDadg+W1DOb9ICQnpIYTNJB6/33fy55x+pSjiK4C7x8VsoV9GkBrjWE/Pq1glunS/mKogmpTEQF73C5lL5BJ51rcVkOQ+xm2P4W3FXhlpWfAqdWWbaNOji2FCbskubz21OQE295P+Mc5CaCdyhkRlsMwXLST0t/298leRvL8QgBlRusmQBFWdDtEeh8f82fzU1CuYfug8MfcDBNuqYS8hN4ZfcrbLpvk93afnXFaDKa8+W2JW1j6dml5vc+OvoRPQJ60Nm/c4OPU1sqlq0oRylT8mqvV3FR1q0mrFpufU9XypS4KlyZ0WsGbx14yyyCcz7nPP87/D9e7/t6/SfuoEYay3uV/+df5P74IwBGnY4rb72Nc4cOXJ42HVErLZJqNm4iq3koAS9PqX4wgwGjRmPdZjKRuXARzt2649q3D602b6YkKgp5QADxt98BBum6MRUWkrlwEW0PHaQ0MZHS2FjzEHIfnzrlAqZMmoxmyxYAlCEhhP60EmVAADK1yqavWFpK7ooVKF5+mdTXZpvnk//7GtStW9eYt3gjUlKkZ+t3URj0klEfezQDD3/na8abJQgCzdr70Ky9ZUHLyVXJA7MiyEouROWswNP/6oX/unk7MfbNPmQmanDxVOHqpebMrsWpqLkAACAASURBVBRSzufi39yd7sOsNQUq5ycqGpCveL1RlzOdBxiAE8D/kJ64xgmCsArYA6QCH1S9u4P/ktaVVDb93NR41VOl6VSKrZt/wbYY2s7ZSIvXNtJuziYWboup87hXCkp4ZMlBWr62gQ832a9QUvnYCrmMMd2aMnloa4chWFc06baGoFwl5bW1Hy156cpRu8PTm6Fpz7J90yS1zHLv35128t6MOmuhlNqiUEuGaE2GYDlD5sDL5+C5fyyhmQCCHAZOl/6dm2gxBMu5XMk7btRjZUgCGMvWvc7+JoXLVsTJS8r5AwjpBapKXv/ynMmeT8KdH0HzW6DT/TD2Z/hxDJxeDfHb4fen4XwNIjk3CZ8e/5ReK3vRdXlXNl2yVrNNK0qrspxDbSkxlDBr7ywiVkQw5NchbLm0xSZ8EuB01ulqx8nSZrE3Za/d8hD1oV+TflbbIW4h7HhgB/e1qXvO68SuE60M5mc6P4NSruSe1vfYiNGsiV1jrs/ooHExlZaSOnMW57t2I3bgIJs8vLpScsb2mtTs2Gk2BKvrVxlBpcJz1Ci772nL9heUSpy7dUMsLjYbXuWY8vMxFRfjP3kSHneOQFAqUbduRciihTYholVRfPy42RAE0KekkLtiJQWbN6PZtr2KicsoOXfOZj4lp2s+5xuRnNQisyFYzrGNiax44wCXL+RWsdd/jyAI+Dd3v6qGYDkymUBguAfuPk7IZAJdBzdj5Atd6D0q3MorCNBrZFil7Zsn0qzWnkFRFNMFQegLfA48hbQE/zjS09MG4HlRFB3a1dcos0e252J2EQmZRXi7KPngvs4o5fVb9egd5sM3e6xDQ3ddsCgplhpNLNwWS/fm3gxqU3slvHnrotgfLz1cFZQY7PbpE25Pu8hBvXAPloRPKoYxdn0YRn9mv39xjq0BFfWHZDQGdYK2I+FChTIJLn7g367+89OXSLEdilp4rz2CpVdQZ2g9DNLPQIvbJM8hSF5G92DrUNiwSjL+PuHQ9k5L6QdBBn2eg6g1sL/SZ6Jyg9GfSmG0IOU1PvoLbJsnhYB2HQsRT1n6935WegHEbLZVHo36A9rdWfN53sDsSNphFk+xR5hHGP7OdVfWrMiyqGX8nSCJWGQUZzBr7yze6v+WVR8BgYjAqgsdb03cyow9M9Cb9KhkKj4c9CFDmjdMSHtqz6mYRBP/XP6H1t6tmdFrBl5OXtXucyrzFEvPLEVn1PFQ24e4rfltALT1bsvsPrPRGXV08e9CV/+u5n1cFNZeRrVc3SieVge25PywjPy1awEwZGRwecZMXHr3RuFXP4Ezl4gIKXyyHJkMjztHkLtqFaYKXj57Ai72CH5rHoKzM3mrVlm1u0RYX/uq0FAElcoqFFPu64vMRbqWmlbIH6wLxjzbRWVDViap019B1Ott3hOcnfF+/DGUgYGSiE2FPrU95xsNv2ZuqJzklJZYR6XkZ2jZ/O1Zxv2vP3KF4/tdWzre2pTAcA/S4vIJauFpFc56o1OnrHxRFJOBMYIgeABtkQzCOIcRWDMmk8ixpFwUMoHuze1Lkl9NWvi7sX3qIFJytQR4qFErbMNWDEYThy/l4OWsokOTqmO4h3YI5NXhbflh3yXUShltA93ZFl250gicSs6rkzF4Msn2x8HDSUGpQVr5GtjGn3ljOtZ6PAfVkB0vebru+xY2zZLKHgR3gVsmVb2Pyg2cvSUlzHIqlm64/zvY8IokPuMdBiM+rJ0hVxlRhC2vw+ElkkF2y4uS96+2NO8rvSoiV8BDK2HDdOncWw+T1D5zL1nnQz6wDM78IhWwb3en5And9JrtMQa/AR0qFfAO7Sd5T2vCniiNvRIYNxn2PHQg5bZ18e/C7D6zzaIZBpOB41eO46n2pMRYgiiKdPXvWqP4S+VjlJpK8XX2ZUqPKSyLWoZckPNitxdp69O2yjE+OvIRepPevP/HRz+2MQaL9cWcyDhBqEdorcRfXJQuvHHLGzX2K+dK0RWe3fKsuXTE/tT9LB+xnJ3JO80hrz5OPiy9Y6nVfs91e44Ze2ZgEqV76oQuE+zWQHTQcLSnK+W46vXk/vorPo8/jtytaoEMY2ER2hPHUYW3QBXS1NzuceedaKPPk/fzz8jc3Ql4+WWc2rUj5LPPuPL+++jT0vC4cwQ+Tz9dq/kJKhXBb76BOjyM7O+WgkyG77PP4NLdWvhIUCoJ+exTLr/yKqaCAuR+fvhPm0rxkSOYSktRBgejbtGi1p9LOa79+qEICsKQni41yGS4RESQv8a2dq3P00/jPXYsqpCmFB85gmiyeMOUISF4PfhgnY9/I6ByUjD8uc7s+zWOnNRCK+VOrUaPJrvEnDN3syGaRNLi85ErZASG1z4n0S/EHb+Qm8cILKdeEm2iKBYARxp5LjcsxaUGxi45xKlkydi5tbUfS5/sVWfPXE5RKetPp6JWyhnZORhXtfTfV6I3cqWghGbeLuZcvb9OpfLVrnhMosiEgS24t0eIFL/tY//GkKnR8dDXB0jIKgLg3u5N+eShbnb7glQeo7xExv64LLvGYO/wugkf9A73Ye1JizR/6wA3tk61X9jZQQPY+R7sLovodvWHyNdg82tSGYcvb4F7vrKfw6ZQwYj5UrkJg1YSehlWwauidIYxn0uvhnBhIxyoMMbejyQvXsvbGjZuSE+YsBNST8Dyu6XQTwTpHPqXGcEKFXR/zHq/0H5wcHGFBgFaDKz/PAI7QL+X4MBiKc8xqDP0faH+490gRARG8O2Zb23an+/6PBO7TjRvZ2mzGL9pPJcKLln16+bfjSW3L8FJUbWCXHN3a6NbKVPSwbcD6xPWk6uTFjmWRi1lULNBVdb3yy6xDg2tHCoalR3FxK0TydflIyDwcs+XGd+pkqJtA/nn8j9mQxBAROTPuD9ZE7fG3JZTksM3p7/hg4GW7I3hYcNp592Oo1eO0t63PR19HYtrDaX4xAmpCLvJhM/jj5m9VK69elFYKdwxa9Gn5Cz9nuZLvsG5m+3vq/bMWZKeeQZTfj7IZARMn47vU9K1U3T4MHkrV2IqLpZeWkkoxrVvH1qstTWgqsKQk4Nmy1Zkbm64DxuKzxNP4PPEE9Xu4zZoEG0PH8Kk1ZI0/inSZ1kvkPmMG0fgrJm1ngOAzMmJwNmzuTx1Kuj1IIoYNRoEJyfEkhJzP8HFhYApkxGU0qJFzvLl1uIyKSmUXryIutXNWbKrWTsfHp7Tmz2rYzhTQfDEzVuNh9/1IfB/6UwWqbF5BIR60LKHf4MVnUtLDPy54AQZiZLHvHlHH0a+0MWqhIQDa+r8yQiC4CIIQgdBEG4VBGFg5dfVmOT1zprjl82GIMDe2Cy2natCDr8KrhSUcMfCPcz5M4pXfzvNmMX7KNEb2R59hb7/286g+bsY/PEu4jI0nL2cz+SfT3AurYDz6Rqm/nKKE0nVx4//sP+i2RAEWHPico37lNOvlR9zRnXAw0mBXJC8eW/e1YG+LeoW0vnmXR0Z0SkIN7WCXmHeLH60R532d1ALNFekUgflFGXCtjcl4w6k0gebZ1e9f5cHYFo0PLNdEnppUnv5/FqTZkc1Mr0Rc0J2vgcl5d9HEXa+CyUFtv3yL8M/CyRhmVunS/mBXqEwaiEkH4LdH0JWPXIiQarhOPk0TNwDE/eCqyP8uX/T/kztORVPtScKmQK1XM2DbR60MaR+iv7JxhAEOJl5kg0Xq8/LStYkW22bRBPns8+zNm6tVZ8fo3+scoy7Wt5V7fbiE4vJLyu1IiKy+ORiNKWVxDoaiD1vo6fa0+zxKyenxDZoJ8wzjPvb3O8wBBuB0qQkkp4cj2bTJjRbtpD41NPo4qR7gvejj+Iz7glknp5SuHsZJo2GjIWL7I6X+dmnkiEIkqDLp59SfOIEF+9/gKQnxlmUQo1GMj76uM4qmqUpKSSMHEX63LmkTp9O4mOPIxrsp2SIej35f/5J5mefUxItFe7O//tvtCdP2vTNWb6c0uRkm/aayP3xR8kQBBBFsj79jKYLF0ifGSD39qbZV1+aDUGTTocu1s499yqWt7pe6DumBW36BKJykhMQ5sHwiZ2vC+PnxJYk1i8+zYktSWxecpb9a+Jr3qkGzh9INxuCAElROVw60zj53TcqtfYMCoLgCixAUg21F1dSLuPnKPpSiUyNbYJ+ZmHdkvZ/OZJsNU5cRiEbz6Tx3sbz5BVLN9NL2cW8/Xc0fVv4UrkE356YrGrDU+3O0U5bVTw9ILzBZR28XVV8+VjPBo3hoAaKs21VL/WVpMiLsySlUVkVX2VnbwipOqeqwbQYBLvfr9AgQHgjrjNVrktoKIHvh4PaEwZOg1ZDJcGZrwdajEafFjDpBChd4NuhcPmo1L73Yxi/EZrWceEiZou0r7EU+j4PXW7OMKfKjO80vkYvWmXPXEVqEpjJ0VkbR0bRaGMggq23ryKv9XmNMI8wTmacpFtANx5p/0i1c9AZdWhKNbhXFhhqAL2DenNPq3tYG7cWEZG+wX2Z2GUi+1P3E50Tbe43ptWYakZx0FA023cg6ir8Tur1aLZuRd2qFYJCQeCsWfg++yyxA2612s+QVSln2Nxufe2IJSWkzpyFPjHRpq9Jo8FUWoq8loItAHmrV2PMtSzylpw5Q9G+fbgNso3ASXn5ZbNnM+urr2j25RcYs6r4fokihqwsVM3shMBXQ+XzNRUV4dy1K20PHbTbP+ODD2xKV7jddhvqlteGeuZ/icpJwbDx198Cz+md1vffs7tSuOXuFg0yZIsLbJ9diwtu3vIjtaEun/ZXwDPAemAakohMxdf4sr8OKjGqSzCqCkm8bmoFd3QMqmYPW+zVUi/UGW0MtvjMQtoF2z502GuryN3dm1otrgW4q7m1dcPEGioTl6Fh3alUMjQlNXd2cHUI7ADBXa3bKhta7UZJdfQy664I2yiE9pO8bz4twa8N3P1F43ogu461bbsSBUn74aeHpTzCEysqeA+BnARJ8TPpoMUQBMmQ3PI6FKTZDFklZ/+AVQ9JZTpSj8OaZyHxQL1P52ZjVItRCNh6AtRyNXeE3VHtvqNbjLba7urflVEtRxHoYql9JiAwqoV9pUWQQkvHdRzHgtsWMK7jOJucu9EtrY/RM7AnTdyaVDuvuiIIAm/1f4tN923iz7v/ZMntS3BWOvP1sK95pvMzjAgbwYLIBdWeh4P6YSopIeOjj7j4wIMU/fOPzfuK4GDrbT8/XAdYi1V5jrFvpHtVanfu0cOuIQjgNmRwtbmH9hD1tl5AXcJFm7bS5GTrEFejkZxly3EfPhxBbT8PXKiDUVpO5c/BdeCtKLyrXrTWbN1m09bk/f/V+bgOLBQXlBJ79ArZlwv/k+PL5Nb3cplC1mBPb+uIQGQKyxgqZwXhXesn3HSzUJecwTHAd6IoPnu1JnOj0jrQnV8m3sKPBxJRygXG9w8n0KNusdz3R4Tww/6L5JZ5AUN9Xbi3R1PWnEjhRAXhlaHtA7mtbQBPDwhn+YFLAIzt3ZzbOwTaGdVCv5Z+/PhUH345moy3i5Jnbm2Bs6rxnLxL9iTw7gZpxVqlkPHduIhGNzYd1JLH/oD9n0pGT4fR0H4MHPkWEv+RVDFP/yoZgwB3vCcJuPzbRIyXXleDvs9L53lhIxSkWht3Jj3E7wCZnVujTG7fW5q4DxZ1gYdXQeuh1R977YtwcoVte+xmCL2lbudxk9IrqBdfD/uaP+L+QBRFRFHESeHE2HZjCfUIrXbfh9o9hIvShZ3JOwnzCGNcx3Go5WqWj1jOsqhl5JbkMqbVGG5pUv//i8c6PIaH2oNdybsI9wxnXMdx9R6rJiobmd5O3kzuMfmqHc8BXHn3PfJ+/dW8LffxwZgjeZxdBwzA405bVeCmCxeQ8/0P6GJjcRs0EM9777U7ts+4ccg8PCncuRNVyxb4PvUUiY88YhUaqQgIwOvhh+pVV8/rgfvJWbaMiqFDBev/xne89ViCzI6fQCFHHR5O6IoVpEyZguHyZau3a1tSoiIed42i9PJlDKmpOHfrhk8N56QMbY4h0+JVVQQGInO/+cQ+GovLMbn8/dkpc3mKPqNbEHFn2L86h14jw9m+PNpc1anniNAG1akG8G3qxj1Te3B2z2XkChldBofg6lkPMbubCEGsHE9YVUdByAZmiaL4zdWdUsOIiIgQjx49WnPHq8ya4yl8vjMOvdHE0/3DebJ/w+uVXCkoYe2Jyzgp5dzdrSmeLkquFJTw/sbzRKcVMLCNP1OHtcFJKT2wFuoMiKKIu9N/qxZXojfS4+2tFJdawhO7N/fijxf6/4ezcmCXb26TvFXlyJUwM8VSQuFapyhLMmyLMqHLQ1K9wuo4vlwSxKnI+E1SIfmvB0FRmTBSQAd4dqekbrqwIxTaCibRpLtUoL4qMi/A4irmc8/XUlkPBw4cXNPE9OtvNv4AEATCfv0FQanCqW2bRj9eSUwMaXPmoDsXjUu/WwieO5fclSsp2LIVVUgIATNexalt1eq3FRFFkfMdO0EFNU7B2Zl2J47b9L38yqsUrFsn9VEqabZkCa59+wCgPXmSxHFPmkNk3YYModniugmHFWzazOXp06WagTIZwe+8g9e991S7jzYqipTnX8CQkYHM3Z0mH3yA++AGCovdxPzx8XFSYy3OBLlSxlPzB6Byqpe2ZI2IosiFg+mkxuUR1MKTdrcEI5MJZKUUkhqbS0CoB0Etrs160Qa9kQN/xHPpdBbeQa70v78V3kGu//W0akQQhGOiKNaY11OX//EdQB/gmjYGrwXOpRYw7ddT5sW3uevO0SrAnQGtG+amDvRwYuKgljZtC6pQ/XRTX50vdF0pNZoo0Veqg1NsW0fIwTWAJt1626iXSkX8GzltOg0c/kYq/dD2TmhfTYhbed+sOGg3UuprNMD3IyCrLLz16Pcwbh2EVbPo0HUsxO+U6vzJFJLXsNxD98JByUOqdJbKSCid4I/n7RuCYF1ywx4l+fbbuzwkFaN30Kjsu7yPTZc20cS1CY+0fwRPdcMfMvJ1+fwU/ROpRancEXYHA5oOqHmnq4zWoGXV+VXE58Vza8itDA8b/l9P6YZG1bw52grGoCI4CKeOHRusgFgVTm3aEL56tXk784svyP72OwD0SUkkT5hIq+3bEBTV/96bdDoyPv5YqhlYQa3TbaD9fOwmH7yPx4jhlCYl4R4ZiSoszPyec7dutFj/N4Xbt6MIDsZ98OA6n1fGgk8sxeNNJq588AHa06eQObvg89ijKJs2tdnHuWNHWm3fhi7hIqpmIeZahw7qh05rHTZs1JswlJpQXaW134NrEzi+WQp7jt6XRvblQm59sA1+IW74hdQt5Pnf5vBfFzm9Q1JrLcgqIS+jmEfn9SUjUUP0vlSUTgo6RzbFw9f5P55p/aiLtTAN2CMIwmTgC1EUHU/zVXAgIdtGwGV/fFa9jUFRFK/aD82/gYeTkjs7B/P3aUte1cO965Zo7uBfIqgTaFKt27LrqZhZV1aNhUt7pX+fXAmjP4cej9fc99RPUl+vZhZDECShnOPLqzcG5Up44HupJqJcCc4VCn27+kKvCjW79n0qHasqetQQDtg0AgI6QkaUpc3ZWzIG5dfGws21Rn3vfdsSt/HyrpfN2zuTd7J61OoG3UdFUWTC1gmcyz4HwNq4tXwS+QnDQofVe8zG4JXdr7A7ZTcAf8X/RY42x0bUxkHjETh7Nikvvih5pzw9CZ43r9bXlSiKlF68hMLfD3k9wxuL9lrnKRquXEEXG4tT+/YUbN1K8aHDOHXqiOfo0Yg6HXm//Y4+JRl9RiaajRstOyqVeI4ZQ+Ar0+0eR5DJcB88GNFksgobLY8mU4WE4DOu/iHQpjzrxTFTfj55P0tGb/7f62i5caPdnEhBqaT04kXyfv0V565d8Bg50n5Yq4Ma6TigCXt+tvxmhnXxw8VDCvcVTSJCA8M1KxO11zq0+NzeVAY80Pq6eL5NOmctPpafoeXSmSw2fXMWk0H6TsQcSufReX1ROV9/v+e1nrEoikmCILwGLAfmC4KQBhhtu4k3vaxT56a2K9D22mrCZBJ5Z300Px1OxFWlYNrtbXmkz/VZnPrjB7vSvbk358vCWe/q2riCCg4aidtmQ+wW67YWkVf/uDkXLcZdOceX2zcGcy/Z7zviA9u+TrX83rnVIn/1hJ1yA4IMOtwteTK7PFD9/jIZPPk3LBslCdaA5E1cMwGmRks1Dh0AsDxqOV+f/hqDycCj7R9lUo9Jddp/Tewaq+3onGiic6Lp4Nuh3nM6n3PebAhWPM5/aQxmabPMhmA5a2LXOIzBq4hz506Sd+riRVTNmyNzqp0bRZ+eTvKEiehiYhCcnQmcORPvh+oecaFu2wbtiRPmbcHFBWWzZmQtWULmx5+Y20vOnEUXF0fxoUNVTEiPqmkTSi5cwLW3bfh6aUoKqa/OQHv8OE6dO9Pk/f9RsHkzOUu/B0HA95ln8Js4oc7zL8frgfvNHs7KGDOzKNy5C8+7bKNDMhcvJuszKSQ1dwWUnIsmcMar9Z7HzUznyBCc3VUkRmXjE+xK50FNKS0xsGN5NAkns3D3dWLQ2DY079A4pY/ULgp0xRZvpMpZcV0YggC+TV2tRHbUrgqSz+WaDUGQxHj2rI5h6JP1/535r6j1coogCE8CPwJ64ByQACRWeiU1/hSvP3qH+zB1WBtcVHJUChlPDwhneKe6qYeCVOtv6b6LlOhNZBeVMnvtGeIyGrde1b+FWiHn6QHhzH+gq9kQTM3TcuRSDiZ7UqkOrj6FmbD/M6mWXrkaZpNucM834N9eUvK861NJ3bM2lBZJIZ6iCEXZcPkY5CXDiZVw7AfQVlDnLM6R6viB1L8gFYRK4iwKtVVuixmVu63Ai4uPVN6hQwV1OtcAKeyzsXCupHInyOCB5ZJnscsDkHIMvh0G81vB31NBX0E1N/+y9Jm4+NieU3GWrTf2JuZU5inmH51PQWkBxYZilpxZwvak7eiMOhILEq1q6eWW5JJelG4zRuWQUAEBD5VHg+blofawUTFtjNDTypQYSmzOsyJ6o54jaUfI0mbhrHBGLbcWRqg4p1JjKYkFiRhNlddtHdQXk1aLPjUVdevWtTYEATI//xxdjOSFEbVarrz3Hsa8PJt+pUlJlnqCdvCfNAmXCCkFSO7lRZN33kbu5kbuSuuohdxffqnaECyf06JPSXpiHFfet11IS5szB+1xKZew5MwZkic+R9ann2EqLMSk0ZC5YAFFB6sf3x6lKSkYNRr8p04l+J238RwzBtfbIm36yb28bHcGcn9aZb29ahWivd8JB7WiVc8AhjzRnu7DmqNQyTn890Xij2cimkQKMrVsXhKFXmck/WIBGUkF5Gdq632sPmNaWIRCBeh7d4vGOYl/gVvuaUVguPQb4uyhYsi4Drh42OpxXDiYTmby9fecXhdf5mzgJHCHKIrVF3NywKQhrXluUEtERNSK+qlyVi76LopwIimPVgHXv3rWUz8cYcd5KffKRSXnt+duoUOTazNx+IZEmwvfDIKCMoNs/+fw3D/gEQxdH5JedeH0L5IBVKqRjCZ7+XO758PE3XDgc8kINRkg9FbIjoVC2wd6Lu2Fz7rD2J8hoL2l3dUXBrwMe+ZL22oPGFi2Mvzgcri0TxJ+aTUU1I34XbltNqx8AIxl5VyGvQ0dygqOG0ph1cMWwZmj30mfw8BX4LfxcGGDZMD2eU7ytGZaasHh00IqZu8AgNOZp23aNiRs4M39b5KvyyfELYTPBn/G2ri1rIxeiUE0ENksko8GfWQ2jJ7p/Az/XP6HPJ30sP1Q24fsFmqvC03dmvJwu4dZdV56GPVSe/FMp2caNGZltidtZ86+OWhKNYR6hPLZ4M8I97SIj/1z+R8m7ZiE3iRlaYxpOYbnuj7HouNSEXNnhTMvdHsBgINpB5mxZwY5JTkEuwaz6LZFtPdtb3tQB7WmYMMG0t54E1NhIaqWLWn21Ze1rq1XuT6eqNOhT0szGz361FSSn3seXUwMMhcXAt+Yg9fdd9uMo/DxIXTFjxhycpC7uZlLOsicrXOVBJVKKihfMWdFobDk6VUgZ8UK/J6baGWAaU9Zfw/1KSk2+2lPnTKLytjDpNMhKJUIMhmG3FxSXngR7YkTCGo1/i9PwffJJ/G6/34MubkkPjyW0rIyGq79++Pa3/4ipMzJySokTebk5AgTrQFtYSlnd19GW1BKmz5B1Yq0XEkosNou1RpYNnOfVX5hQKg7I1/sag4prS1tegURFO5JWnw+geEeeAVcPzmfbt5q7p8RQXFBKWpXBXK5jKBwD05sTaa0Uu7llYsF+De7vp7T66ImWgxMF0Xxi6s7pYZxraiJNgZ/nrzM5J9PmrdlAuyYFkmY37WvYFQde2IyeGLpEau21gFubJ1qW/i2rpy9nM++uCw6N/WkXytHXZkqOfo9/D3Fum3oPBgwxX7/6tAVwsdtobQWdYr6PA+Hvqy+j6AAscLNtcVt8MRa235XoqR8xvCBtl67xsagg2V3QXLZSrh/e8l4Ls/1SzsNX1sXliaktzT3PZVW3cetg7NrIGYT+LeF4e9bG7s3MSmaFH6K/okfo61Dcj1UHhSUWh5SOvl24mz2Was+s/vM5uF2FkXWwtJCDqUdItgtuEHhoZU5l32OU5mn0JRqaOXVishmkciEhj+M6o16hvw6hFydZSFlUMggPh9iUWkc+PNAq/cBVo9ajVquJj4vnojACHycfRBFkRFrRnC50JKj0z2gO8tHLG/wPG9WTCUlxN46EJPGsurvPnw4IQsX1Gr/7KXfk/Hhh+ZtZbNmtNy0EUEuLRanzphJ/p9/mt8XnJ1pvXdPrWsJ5q9fT+orr5ojDwJmzqA0Pp68X3+TxnNxRhBkmIqKbHcWBFrv3YPCz/KbmfTsBIr27rXtW4HQn1bi0qOHTbtJqyV11mtotmxB7u1N4MyZlJyPJue7pZZOcjmttm1FWVaXdbW6WQAAIABJREFUUSwtpXD/fuSurjhHRFQZPpi3di1ps14zG7mBc17H59FHq53nzYzRaOLntw6Td0XyNgsygbtf7kaT1vZ/Mw/8EW8WeQGpDqDJaGsndL4thIEPNb567vVG7NF0tnxbIX1AgIfn9Ma3ybUhiHM11EQvAD71n5KDujK6axPiMgpZcTARNycFU4e1ue4NQYDoNFsXelp+wwvR/3YshVd+s6i4vjS4FdNur53k9k2H3E65EXtttUGTVjtDEKDwSs19xEor11mx9vsFdpRe/wYnVlgMQZA8e8vugqfKBBl8W0oeSl2FVVVXP9g733asvCS4a+HVne91yOnM0zy9+WlKjNK9QC1X46Z04/429/P16a+t+iZrkm32v5hvXTzbTeXGkNAhjT7PwtJC5h+Zb/bO3Rl+J+8NeI/zuecJcgnC17l++TX5pfk2hl7FczKJJpv3y/t09O3IsnPLmLZ7Gt38uzG331wrQ7DyWA7qjiEry8oQBChNSKjVvplffEH2d0sR1GrkXl649OyB/+TJZkMQQHva2hMnarXk/rwav2eerjycXTxHjsSpQweKjx7FuVMnnNpLC0zuo0aR891Sio4cQSzV2d3XY8RwK0MQIPjtt0ib8wZF+/eD0TrMWObhgf9LL1kZgsbCIjSbNiLq9ZSmXEazaZPUnp1N2muv4dynkgfRaKQ0MdFsDAoqFe6RkTWep9fdd+PcpQvFx47h3KVLrctq3KykxuSZDUGQhGHO7Uur0hiMGBlGcYGO+BOZePg5oyvWU5hje93kpdtZVLgJaR0RRN4VLWd2paBQyuk1KuyaMQTrQl2MwfeARYIg/CCKom28gAMAUnKL+e1YCgqZwIMRzQioY3H5igiCwLTb295wBs2ITsG8v/E8Fdeabm1g2Q2AL3bFWUXELNmbwP8NblXvMN0bmg5j4J+FUogmgOf/s3fe4VGUXxu+Z3t67yEkIfQmNYD0KkURFEWwK3YBu9h7+X4qigUQRUVRQKSDgkiX3nsIgZCE9F42Zct8f0yym8lukg2EJntfF9fFvPPOzLub7GbOnHOepwl0uACfu6SdsPQxx+eLIqhcwNiAvoOWwxu+rsbm3HbbsaTtEL9eMprXuMHYObD6Wan/sfkQyf6iZt+XUgvNGi7Dfj3w8/GfLYEgQLmpnF9H/koLnxbsSd/D/kyrF1r/Jv35K/Evyk3lsrHGIK04jZTiFDoGdESjtC2D+uHYD5ZAEGDN2TXsSd9DVmkWSkHJc12f4542tajg1oG/i79NxnNAE6uHmkJQ0N6vPUdyjljGlIKSHiE9mLJxiqW89mDWQd7b+R69QnuxPXW73XM5aTia8HC0zZtTHm99OOU2cAAFq1dTdvQYrt274TFA/h4bzp+n4K+1ZM/40jJmzMjA+87xaJpaS8PNej2GGibuANnffIPvXeNRuDn2EFgbFYU2Su5pbM7NpWTLFpu5yoAA3HrE4tajJ1633GyzXx0cTMScbyneupXkSVahGEGno9nqVagCrKJbZr2exHHjqDgrPXAQahjQiwYDuuYx6LdZlVCVvr643GDfFqve1xkdjTb62uk3u5LYU7asS+1SrVEy6L42DKoUit2z6gy7VyXazIvs4IDo2nVCt5FRdBt58V7iV5KGBIOtgfPACUEQlgJnsa8m+m5jLe5aI62glFFfbiO/0kNv3o5zrJ3aFx83p0pgdSL8XJlx1w28s+oERaUGovzdaBnswZmsYqIDLvyJSs2KZ7NoO+akEq2HZJB+YoXkJdj2VseVN6swm2HJJCnTZTmvJ7QcKRnXF6ZIgZ++Wovx8aUw8DUpuCovgk73QsYR2DtX6iGsjk+U5B844NULfZWNR+ub4ehi2/GUPVIwCNDyJmgxDIxlkjfhvNG282+dCZ5OJV172BNMqRr7tP+nTN83nbjcOHqG9uTJG55kdMxovj38LaXGUu5ocQdlxjJmHpxJbEgsnYNsS9ccYe7RuXyx/wvMopkAlwDmDJ1DM2+5QLa91oqs0iwATKKJT/Z8QqmhlDta3oG3zr4IRm1MHzCdL/Z/QXxePL3Delv6/6qYOWQmUzZM4VjOMbx13rzV8y38XPxs+iz3Z+7nwXYP4q52J7Ewke7B3Xm609MNWosTW8JnziRr+nTKz5zBvX8/zEXFpD4nWTPk/vADgS88j99DUiYve9ZssmbMsCuCVXroEG6x3Sk9dIjirdsQtFrEigqbeaJeT0VqGhWn46Vr9uuPS7uGVUOUHjxoMxb4wgv4PviAQ0qO7n36EPLhh+QvWIDCzQ3/Jx7HVFhI/h9/oAoKxnPkCIr+/tsSCAI2r0Xh6or/E0+gDg6mYMVKVEFBBEx+2mEBnrLjxynauBFtVBQew4bJMqpO6iYo0pPoTgGcOSB9R7l4aug40HFrr26joinKKyd+dwZms4iLp4YOA8Jp39/WB9LJtUtDegYdkWsSRVG8op/SK9kz+M2m0/zfX3GysffHtGNirFMcwh6iKHLn7J3sTpT8W7QqBQsf7ckNTRp2A1XF/F3neHWp9an6pD5RvDry2pP4vWYoyYH/1Xg66xkOz1bz0VsxGfb/JJ+j1MKkDZKnYRVbP4V/3rFuq93g2eNy378rzQ8j4Zzc44uuD8Goz+zPP7VW8kMUK5+ZtRktCdw4scu+jH08vO5hjJUPBWJDYvlu6Hf1HieKIi9vfZk1Z9dYxt7q+Ra3tbitQdfPL8tn4O8DZVm/oU2H8mn/T2XztqZs5ekNT2MS61bo9NH6MLXzVKK8olh5ZiVqhZq7Wt1FpFdkg9blCPf9eZ8sc1qFq8qVX0f+ahPQVmdv+l4Wxi1ErVBzb9t7aeXbqtHX919ENBiI69JVFviogoNpvmkjxpwc4vv1tyvWAuA5aiTlCWcoP2EVkhI0GpsgShMZia5DBwpXrJAGFArCvvgczyGO25kUrlvH+clTrAOCQNSyZehaXli/l37vXpIeeBDRIH1O3Hr1wnPUKNJeeUU2T920KWZ9CerAIAJfeB63Hj0u6HpF//xDytOTLUG156hRhH1ip/zeSZ2cP5VHaZGBiLa+aHTXng+ekwvjUvQMXts50MuAzk45or2xo+cLWHrgPN4uaibERuDnrrWZcz1wMDnfEggClBvNzNueyA13XljpyMTYpsQEuPNvQg7tQj0Z0iaosZbqxB5ufhDUDjKqCXlE9ZXPaXurbTBoKpfUNkdVE17o+TQUpMDh36XM2bAPrq5AECThl/eDwFTthi3uz9qDwRbDpOxr3BrwbSa9F05qpUtQFxbfvJi/z/1NsFswI6JG1Dp3a8pWNqdsJsQthMWnFpNSLO9c+PHYjw0OBnPLc2WBIECmPtNmXp/wPiwctZANSRvQG/X8eOxHu+fLK8/jzR1vysZWnVnF8luX4+/SOOJWe9L38N2R79Ab9eiUOlmZLYDeqGdR3CKmxU6zjG1J2cKWlC3EeMfQzq8dk9ZNwljZp/tP0j+sHLOSQNfARlnff5nSY8ehRoZKoZX+lhtzcmwDQZUKlY8Pgk5H4arVNucTjUbU0dEYkpJQuLri2r07fg89yLkJ1cRRzGZyf/zJoWBQNJkoWLaM0qNH8bjpJvS7diHodAQ89eQFB4IAub/MtwSCACXbt+Nasx8QybS+RT0CNA5d78efZNnVwtWrCXzhBdRBzt/RhhDW4hKLrDmIKIqc2p1BekIBwc28aNE96JrxGvwv0xDT+XP1z7q+Gds5jB+3J5KUKzXrtghyZ3h7ub/goeR8xs3aQYVJ+nJbcuA8a6f2RaO6/qSRFXa+AC72SyE22o/Y6MYxSHXiAON+gjXPQ/oRiBkEN30o398k1lZYBSSPvuqoNFJwOMoxZb5G4eRqSNohrbG1bc+MDYIAKp08GKxPRTKkg/TPiUM0825WZxYLYGn8Ut7Y/kadcy5E3TPaK5rWvq05kWvN1oyMHml3bkvflrT0bUmZsYw1Z9aQWWobNNqjsKKQecfmcTL3JOkl6ZQaS8nQZ9A9uDvv9X6PYDfH/Wj/SfqHqRvrV/+t/l78fup33tlhzcBHeUVZAkGQgsdNyZu4o2XDzdCvF0SDgeTHn6BkW40qAUHA/0mprFfbvDnaVq0oP3nSsjv49ddx79eX0/1r6d1UKolauAClh1WS3piTI33vVKvgcvRvZPq775K/YKFlO2DqVPwfe9ShY+tCUNheP2u67fd29YDxorBjG2FvDU4g8XA25+PzCY6SSkMvdZBVmFNK3M50FEqB1r1CHbKa2LnsjEWt9OiW8+SkFNPrtphLuk4n9ePMFTci3q4a/pzSh3XH01EqFAxtE4ROLX9yuHBvsiUQBDibXcK201kMbCXPYomiyJb4bM5mFdO/ZeB/QkW0Jh2beHNjjB//ns4BwEWt5IEbI6/sopw0DP8Y+7YPVZxaaxsIKjXQbdKlXVd9bPoYNn1QufGl5Ac48LW6jxEEuHEKbKjWFt3nmUu2RCf2WRi3sN45D7V3TIFRFEX+Tf2Xc4Xn6BvWl5mDZ/L90e9JLkxmYMRAxjQfU+fxOpWOH2/6kbnH5pJRksGR7CMWb8Pa+PXkrzLhG4Bd6bt4f+f7fDnoy1qOsuX3uN/rneOh9uDOllbP0EVxi2T77SmMOrOCtoiiSMm2bVQkngNBsAkEPUeOxP+xR9E2bw5IAVvEnG/J+e47KpKS8Rg6FO8xt2IuKUFwcUEstRXQ8hk/XhYIAqj8/PC+bazFHgKlEt+HHqx/vRUVFPyxRDaW8+OPjRIM+t57L0X/bEAsl36HFZ6emAsLbeYZUlLI+eFH/B64/6Ku5/fQg+j37bNkWr3GjJGJ1ziR2PdXIjuXWdVtOw+LoOeYxg+yinLL2LYonvSzBZQVGyy2E0c3n2f8693RutatSn50y3mbbWcweOVxOBgUBGFu/bMQRVF07K/wfxQ3rYoxnWo3N3bT2JaNumlsfwyvLD3Kb7slYQ71mhP8cH93ejeC4ubVxg/3d+evY+lkFpYxrG0wTXyvHRNSJw5gz/S928MQeIX7knbNqrE9u/5gEKDv81Im8fxeaNobmnSrfW7GMTi0QCp37Xy/VFbr5KJxVdf+HaEUlMwcMpOeIT0dOtdbO95iSbx00/yp4lNmDZ7Fi91ebNB6mng24c2eUjloQXkBKxJWMPvQbAoqCgAQEBArtZObeTUjoSDB7nkOZx+2O14b9t4HN7UbD7Z9kPzyfELcQhgaOZQgN+uDRleV/BiNQoNKoUJvlKpZVAoVTT2dPe41SX/jDVlAVhNNVJQlEKxCFRBA0LRpsjGFmxuBzz9HxgcfgsmEwtMTr9G34N67N259a5TYVxL89tu4DxhIxdkzuPfta3MduyiVksF8teycOT+finPnZCqmF4LLDTcQvWolRX+vRx0STP7viyX7CTvk/jzvooNB9759iV62lOLNm9FEReHugP3E9cjhDfJS+cMbU+gxulmjZ1H/nnuMtNMFNuPFeZIdRZsb6xZI0+iUMpN2tc4pBnQ10JDM4P0OzBEBh4NBQRBuAr4AlMB3oih+VMu824DFQDdRFK9pR/n7ekWy7GAqWUXSU7W+LQLoHiW3b8wsKmPhHqtCo8EkMmtzwn8yGNSoFNzS0amu+J+l2UBoeiOc+1fa9gyXsmtXGlWNPl07FgK1EtVH+lcXqQfh+6FSfyTAgfnwxE6pHNbJRfFoh0c5nHXYJrumElR8M/gbhwPBjJIMlsYvtWwbzAbmHp1L95DuF7w2L60X97S5h+FRw/n91O+UVJQwMnokeeV5qBVq/HR+jF5uR2UWyRS+ITzU/iG2pGyRvQ9TO09lfKvaLWIe7fgoT//zNBVmqdR5aORQVp1ZZdlvNBv5/dTvDQ6I/8sYMjLJX/yHdcBkkkoXK/vYBLUaz+E3OXw+34kT8Rg8mIrEc7h07FCvoqagUOAxcADguDWIoFTi0q4d+j17ZOMlO3dddDAIoGnSBL8HHwBA5e+Pfv9+xDJbr2CFpnH0ELQxMWhjnNmjulDWaDVSqhTQyFWixgqT3UCwCpW6/vL87jdHs+HnE1K0IEDsLU6LkKuBhvQM2vyUBUFQAtHA80B7wOFvxMpjvwaGACnAHkEQVoiieLzGPA9gCrDL9izXBjM3JTBrcwImsxk/dy3ZReU08XHh0X7NmNA9wqau22QWMdcQea1eWnoxHD1fwIuLD3MyvZDezQP4ZFwHAj0u3AuxMVmyP4WP/zpJQamB8d0ieH1UG5QOPtXaGp/FG8uPkZyr56Z2wXx8WwfctM4qaIfIPAk/jpQsIFRaGDkdOk2UzzEZ4c8X4eB8cPGFoe9C+9trP2fqQVjxlJQdi+4vefAplNDiJsmTryZmE/w1DfbPkzJpg9+CjuOhMA2WPQ5nNkm9d6O/Bo07zL8dck4DCugwTrJsUNh5wnjgF/jnXalUtcv9MPR96Uau34uwqlqJZ7+XpJu7v1+HvT9Iaxz4GnS5r4FvZtV1f7YGggC5CZCwQbKfcHJRxIbEsurWVUzZNIXjOdKfiwCXAJ7r+hz/2/s/EvITuDH0Rt7r/R6+Ot9az2MSTZaMXRVVAjIVpgre3fkuq8+sJtA1kBe6vcCgCMcN7JefXs4vx3/BaDay6swq8srz6BPWhxe7vyjLDlZlDQUEtp/fzoz9M5jcebLdc+oNet7e8Tbrzq0j1C2UabHTWHf7OlacXkFBeQEjo0cS42O9YTaZTfzfnv9jSfwSPDWeTO0ylZub3czqsavZlbaLGO8YcstyZcEgwL70ffT4tQcahYbHOj7GhNYTHH7d/0lMRhuPIoWHB+bCQgSdDv8nHkfbzNrnmr9kKVnTp2MsKkLl44MxPR1d69aEfPA+ulZSRYQ6KAh1kDVjW37mLBVJ50AUyfz4/6hIScFj8GC877yDzA8+pDwhAfd+/Qj54H1UPnULgZQeO0bWF19QkWJrB53z3XfoWrZokL+faDaT+fH/kbdokVQqbzRKFhNPPonv3RMxl5ai8vPDkJ6Oukk4hsRKeQlBwP+Jx23Olzn9c/J++QVBq8X/ySfwmTCBzP99Qu68eWAyIbi4EPjMM/jeczfZ384h5/vvQRTxe+gh/B99BFEUyfzkE/J+W4DC1ZWAp5/G505nj2vXkZFs/OUkVV9pXUdENnrPoEKlQOOqokJvq5LrG+pK9A31l++27hVCcLQn6WcKCY72xCf4yrdAFeaU8s+PJ0g9nU9QpCeD7mt9VazrcuKwtUS9JxKElUCKKIq2n37783sCb4miOKxyexqAKIof1pj3OfA38ALwfH2ZwStpLWGPHQk53DVnp919LYLcWfdMP7v7Hv9lH38eTQek79+ZEztzU7uQi1qLKIoM/HQzZ7NLLGOjOoTw1YQL8+RqTJJz9fT730ZZEOyoLUdphYnYD9ZTWGb9gnq0bzTTRrS+FEv97/F5e7lXoEIJr6TLs1i7ZkvBoGWOCqYcBi87XkOiCF92kQKgKtqOhXE/1L6GvXPlwRnAbd/D8WVwYqV1zL8l6Dwlf7/qjPwMutUoSshJkNZR/Yb/lq+gc6UheNohSNollXqGdpJKOpdW76kR4MldENCy9nXXxrrXYHuN/q/7VtqqrTq5IBbHLebtnW/LxlxVrpZyR4BR0aP4sM+HnMw9ydcHvia7NJtRzUYxsbX1QcfTG55mU/Imy/arsa8yvtV45hyew4wDMyzjWqWW9bevd8g3cHfabh5aZ79AJtIzksTCxDqPn95/OoObDrYZ/2L/F3x3xGq14apyZdnoZYS42/+7sChuEe/utPa3KgQFa8auIczd+pk1mA3csfIOTuefBqSy0aqsYRULRi2grV/DvO3+S4gVFcR17WbXBxBA0GqJ2bQRlY8PFUlJJNw03K63oKZZM5qtXmUznvXV12R/9VXlyeRiMQo3V8wl1t9pr7FjCf3g/VrXatbrOT1wEKb82vtWVSEhxKz/22Gvvvw/lpD2qn2v14h580h57DHM+mprHDMGXdu2uHbvhq6FXLW08K+1nJ8qFz0KmDKZrC9mUJOgN98k4235Zzzih7kYs7NJfaHa3yJBIHrlCmfmEMhOKSY1Pp+gKE+CIj0b/fzHt6VKAacdYm+Oous1ary+YsZBko9ble0Dm3owblodLSDXEI5aSzSmhOVfQEO0vMOA5GrbKZVjFgRB6Aw0EUXRVodZPu8RQRD2CoKwNysrqwFLuPTsT8qrdd+pjGKKy+37EM24qxOfjOvIkwOa8cfjvS46EATILamQBYIAB5LqFju4XBxKybfJhu4/59jaTmcWywJBqPt9d4Jk+H5+PxjKoEDe0I3ZBJnH5WPJu2vMMULqAfvn1ufIA0GwDd5qkmxn/9LHIKnGg5TsOPvXtXf+lL1QI/NDSrXXEdIRYh+RAkGwfY2Ilee4ALo/Am7VhDii+kFkPaWlTgApAzb36Fxe2/Yaf5/72+6cbanbbMaqB4IAh7IOoTfoeWTdI2xK2cTRnKN8tPsjlp9ebplTPTACSdxFFEUOZR2SjZebyjmZZ/8mqCY1j61OanHqBR9fc1xv1DPsj2GMXzWe1Wds/0TWnG8WzRzJPiIbUyvUzBs+j5e7v8zdre62G+zWNLS/3qhISqo1EAQQy8stfoGlhw7bDQQBKhISMNUQWjHm5ZE9e3a1k8m/r6oHgmDfQL7mfptA0MVFfs20NIzp6XWex9FrFm34RxYIAhjS0/C9e6JNIFjbuUr+td9vWLx5s93jSw/UOIcoUnqo9s/c9YR/uDsdBoRfkkAQIP1M7SWimUlFl+Sal4P0BPnryjxXhLmRqvGuFRozGPQF3BvrZIIgKIDPgOfqmyuK4reiKHYVRbFrwFWmMtW1ae0lHa2CPXCvpZRRrVRwe5dwXhjWis4RjeMP4+umITpAnvruGnl1eM90ivCxKQnt5uDamge5411DwaprZO3lYdc9cX/Cp61hzgCY3gbcanxmFCoIqpEJiKhhGKxQQ7idh00l2VCcCX41RA5qHl8Te/vNBvCOkI8FtoGwLo4d36S7rfVDRB39ZDb7BEksBiD3rDx7Wh/eEfD0XhjzLUxYBPcslZ76O6mX5zY/x/R901mesJxnNz1ro4AJ0C/ctqLCTS3/busU2ImDWQfJK5c/GNqYvNHy/11p8u6DswVnSS1Jtenfc1G50NrXsUqDunr/wj1qFxer4nTeaf449Qcf7f6Irw9KGc3azisiciznGC9vfZm5R+Uab50D5RUfSkFJR/+ONufw0HgwsfVEjuYcteur2NBexv8amogIlAG19+sLOh26Nm0AcOl0g10rBJDsJpSe8pt0c2GhTOSlPly71F3Fo4mMtLm+NkL+HaoODUUV4vjDZZc6ruk5dCgKd/ltn2tnO9/PdZzLrZ/9agmPQQPtHN/F9hyCgEun6/t39HIREuNV+75mV5kvcAOo+bqCojxRKK8vu7eLfrWCIHgLgnA78AywrwGHngeaVNsOrxyrwgNoB2wSBCER6AGsEASh3nTn1URstB+vjWyNv7sWX1c1zQLc0KgUdI7w5su7Lu8XmCAIfD2hMx2beKNRKRjcOog3RrW5rGuojTBvFz6/8wbCfVzw0KmY1CeKO7o2qf9AQKdWMnNiF1oEueOiVjK2cxiTBzqguHY9Ioqw+jmoqHyKp88BV19wr/Q3U7vCrbNAWUMeuuuDEPu45BnoGSoJqGx8X56l2zYdPm0FM3tK1wnuAEottBwBN9nVhrLS6R5JnbMmg9+G5sOk84R3g9vnwoDXwKXyQYGgkI7tdK/tsb5RMGY2eEWAzksSrul4V+1raH879HlOmusZDrd+Az5NYcFEmHGDVE77x6Ran/zboPOCjndK5vP2+hmd2JBRksG28/Ks3x/xf9jMuzXmVoZHDUchKBAQ6BLUhdmDZ9PWry1apZZBEYN48oYn+erAVzbHRnpGWv7f3Fv+PeGt9SbAJYB729zLuBbjcFW5EukZySf9PsFLW/uNUHW6Bnflha4v4Kfzw1PjSZBrEFqlliFNh/DNoG8YHjkcnVJHmHsYwW7BaBQadCodiso/x9tSt/HWjreYf2I+sw7N4u41d1NuKmdS+0mMbja6Vg/FKlXUKsY0H8N9be7DQ+1BmHsYH/b5sNaSUoPZwMEsecZFQOCNnm/QyvcKK/9eYQSNhvAvvkDbqhWCTofHTTfhddtYFK6uaCIjCZv+GUpv6UZYEx5O6Mcfow4NRXBzQ92kCYJGg0vHjoR99qnNuTVNm+LSWR7cqAIDbQNKQcBj6FACn3++zrWqQ0MJeulFhEpRGtdu3Qj/6ks8hg5F0GrRtW1L2BdfUHbsOKmvvUb6O+9QfuZMnef0Gj0av0kPo/D0ROHhgeDqitLfH7fevcn7bQG+Dz6IplkzBBcXvG4bi98jVtsgs16PoVoW0nPIEPyfegqllxeqoCCC33kbv4cfxu+xRxG0WhAEFB4eBL/1Fj7jxhH40kso/f1R+vnh3r8/GR99RMHKVXiNG4fCywtVSAgh77+PNtopQnKpiduVTtLxXEKaeaHWKXHxUOPqqUGtVdK2Tygmk5nfP9zDX98eJT9DX/8JryL6T2xFk9Y+KFUKQmK8GHz/1XFffDlxuGdQEAQzNjVX1t1ALjBcFMV66sEs51MBp4BBSEHgHmCCKIrHapm/iWuwZ9CJk6sKYzm8F4Tso+zqBy/WfUNgoSgdvuoO5ZVlFSodPLYN1C5SsCRWC5RiH4PhHzu+NkMpLH4I4lZL5+3zPPR7QT6nOAu+6gpllaVQSi08uhkCL1F/6KGFsPQR+dj436DViEtzveucoooi+i3sZxFyAegR0oM5Q+c0+Fw/HP2Bz/Z9Jhtr4dOCucPmWgK79JJ0pm6cyrGcY/jp/Hi719v0a2K/j7suRFHkq4NfsShuEW5qN57q9BSjokc5fPzhrMNMXDOx1v1fDPiCgRFSpqRmL2AVHfw7MH/k/AavvYpxK8dxMtdaChsbEst3Q7+r4wgnjYGpoIDcn+ZRkZiIx5AIPSfZAAAgAElEQVTBeA4fzslOnW28CFudOO6wIIipuARzUSFqOxnA8oQEzo4Zayl9VXh60mzNalT+jqmVi2YzZ265hYrT1laAsC9n4DlkiGxe3qJFZH70MWa9HpdOnQj/+itUvhdWsZO3YAHpb1n7B5X+/sT8sx6FtnHUSp3UzaF/ktn2e7xlO6KNLzdPtooQHVyfxL+LT1u2Pfx03P1uTxSNbGvRUPSFFVSUGfEOvH4tyxztGWyI3OI8bINBESkIPAX8Joqiw0XDoigaBUF4CliLZC0xVxTFY4IgvAPsFUVxRQPW5sSJE0dQVWbq4qr1GLW51fHjT66yBoIAxjI4shii+8kDQZBKKx2hSsVz34+SUuiwj6Dz3fY9CuPWWANBkBQ7Z/YC32Yw8hNJubShZJ6A5U9KWc7IPjBmlpT9BMiz8xrWPA8+kRB0/T09vNR4aDyY1GES3xz8BpDKM5+44YkGn2fG/hk2ZZMAY2PGyjJ8wW7BLBi1gOzSbLy0XqgVdRsm18aas2v49vC3AOSX5/Pqtlfp4N+BCM+Ieo6UcFfX3WFRff8dLe/AYDYw79g8UkukHkStUsuTnZ5s0JpNZhOf7P2EP+L/wEMjmdOLokhcXhwdAjpYvBOdXFqUXl4ETH5aNubSti366g+1BYGEocMImjat0mainnO6u6F0t6+GWLh6tawH0lxYSNH6f/AZf6dD6y07fFgWCAIULF0mCwaNublkvPseYmUJbOmBA2TPnEXwq684dI2aFG3cKNs2ZWdTdvgwrt3+GyIfVzsntqfJtpOO51JSUI6blxSMnz2ULdtflFNGTkoxARF2/oZfJnYsS+DAuiREs0hoc29GPtEBjYtTYb42GmItcX9jX1wUxTXAmhpjb9Qyt39jX9+Jk+uSMbNg88eSgExUH6k00lFc7Tw9dvOHsK7gEQpF1QQyWt/s2DkPL4AdleV8FcWwdho0H2I/GHSzc33RDDnxsOg+ePYEaBr4FPCPhyHjqPT/s5th1bMwYYG03XIEbP4/EE3W+YXnpWOesC984OTieLzj4wyOGMzZgrN0C+6Gj65hfc1/n/ubOUfsZxIz9Bl2x/1dLs7DdV+GvEPCLJo5kHmg1mBQFEXWnVvHwcyDdArsxNDIodwcfTMrz0jKudWN6nuF9qJbsPymd2LriUxsPZGzBWc5lXeKLkFdGvwalp1exi8nfgGg1FjK1we/ZtWYVQS6BLI+aT2/nviVbsHdLBlJJ5ePkPfe5fzzL1B2tPJ7SRQxJCdz/tlnab55E0ovx0qWq1N24gSmgkIUdo5V+tb/GTOXlpLx8ccUrf+n3uMrzp2zBIKWsYTTXCjaqGhKNm+xDqhUqCMu3i/RiWO4eMgfkqnUCtRaa+uDd5ArqfHWh7RKlQIP3ytnWZadUsz+v85ZtlPj8zmyOYUuN0VesTVd7TjDZCdOrjd0njCsdnnyOmk1UsqeJW6VtoM7SH6AKg3ctwI2fQSFqdD+NquFQ22YzZB2QPLfkyFK6qD+lVLh+UlSP2JhGrS7Xcr+ndlke76yfMg+BaGOe2hRobcGglUkVxMVCekAExbCb3dJgjZVZB6D8mLQNppmlpNqNPdpTnOfC+v7PZhZu/qhu+bS/Lw6BHTg91O/W7YFBNr7t691/pcHvrQErL+c+IXH8h/j3RvfZXTMaHJKc+gS3IWDmQfx1HgSGxJba3lglFcUUV4XJuduV2006whHso9YgsRfTvzC1M5Teai9fasMJ5cGTWQkUYt/59ykSei3WntoxbIyClatRhsViWv37ggqx27hzr/wIoUrpQcN6ogItM2bUx4vlf259uiBx4D6s41Zn39O/oKFNuOqgAD8H35YNqZr2xZlgD+mLGvGyL1fw8uvq/B79BFJSfTgQQSdjsDnnkMdFFj/gU4ahdhboslIPIihzASCZByv0Vl/97qNjCLjbCE554tRqRXcOK45OvcLq7JoDAoybXsWr7U+xstNQ3oG6zPIEoFSIEkURVtJssvEtdAz+NvuJFYcTCXES8fkQc2J9L++zC0vBKPJzKGUAkK9dYR4udR/gJNLhyhKlg9mAzS98cLEUYoz4adbIOuE7T5BAU/tBb9mYDLAl53lSp7jfpSykLtmwbFqohkuPlJmUN3A349ZvSG9muR+yxFw12/yOQsmSiWyVQS1h8dt7Q1sMJZXltYWS5lSV6fK7cWQqc8ktTiVtv5tay3pXH9uPc9sesZmPMAlgAWjFhDoansTaTQbLbYTPjofnu36LDdF3uTwusyimf/t+R+LTy3GVe3KU52eYlyLcbXOj50fK7PC0Cl1aFVaSgwljG42mtd6vIZKcWmf1S6NX8ob262FOApBwcpbVzJ2xVjKTeWW8UDXQP4ZZ5sNcnLpyZ41m6zPP7cOKBQWAStVaCgRc79HGxlpc1xFYiKm4hJ0bdtQdugQiePlwlm+jz6Ce8+ekrhNp04O9SKeuflmyuPl2b2Q997Fc9QoFDrbLFBZXBxZn02nIiUFQavFkJGBrkVzgl97DW2zZvK1lpTg0rYtpvx8yhMS0LVujcLVtsKjIuU8Sm8vlO7Oh3CXm3K9gdTTBfgEu9bag5efocfFU4P2EpVjFueVUZxXTmBTjzrVPstKDPz86nYqyqwVPSMeb09Ux/rdBkSzSOa5Ilw81Hj6X/v3mpeiZ3ATtQvI1Lz4EeBlURT/asD5rwt+35vMtCXWG89dZ3PZ9EJ/1NeZjG1DSM7VM+G7nSTnlqJUCDwzuDlPOdVCrxyCAE3rsGhwhO0zbANBjTvovGHga1IgCFKWrqalw5HFMH4+BLeDtIOQWyl+4+Ir9TA2NBi87XtY/pR0rqi+koF9TUZ+Kp377BYIuQFu+dJ2Tk1MBph7E6Tul7Y3vAePbASv+u0FnNjy07GfmL5vOibRRLBbMHOGzCHSK9Jm3uCmg3m84+PMPzEfrUJLj9AexPjEcFvz22pVBF0Yt5CFcVLWI60kjWlbp9E5sLPdwNEeCkHBS91f4sVuL9Z7Y11iKKHUKBcHKTOVUWYqAyT11Fa+rRjfarxD175QRseM5kzBGRafWoynxpPJnScT7hGORqmRBYM65ZUr97re8X3wAQznz1OwahVKT0+MGdYyZ2NqKmdGjiL0o4/wutkqVpQ67RUKli4FQNehA7733G1zXnNuLm496rH7qYG2dWtZMKj09cXrllsQNBq783UtW9Jk9izS3nyL/IXSZ0u/I4eUpycTvXoVgiCQ+vI0CpYtA6SMpSEjA8rLUXh60uSbr3HtKr+H1YSH2VzHyeVB66omqkPdpejeQZdOqGXvn4nsXnkW0Szi6a9j9NROtQZrOjc1o5/pxJ7ViZTrDbS5MdShQFBfWMHyzw+Qm1oCAnQc0ITed1wf95oNiUAeBPYDRcAsJCuJZ4DZlWN7gSnAN0AksFIQhPprD64z/jwqN3s9n1/KweSrw/j9amXGP/Ek50o3TyazyPT18WQWll3hVTm5KApSbMfu/BmePQY3VHuK7WFHCr9K3CXzhDUQBMnoftvntvPrI6AlPPw3vJ4Fd/8Bnnau6REs7Xs9S5ob6IDc/un11kAQoCRTEslx0mDyyvIsgSBIKqAzD82sdf4TNzzBv3f9yys9XmHb+W1M3zedJ9Y/IfPRM5gNrD+3nkVxi9idtlt2vNFs5Gj20ZqnrRdHMixbU7Za+gFr41iOXVHtRkUhKHiu63PsmLCDtbevZWT0SBSCgkc7PCqb81jHxy75Wq4lRFGkZPt2cn+ZT8W5c/UfcBEoNBpC3n2HVgf2E/jiC7YTTCYyPvgA0WgEQL93ryUQhEqxl+QUVNX9lxUKPG++GWNODgUrV1F6zLHftcDnn8eli+QhqAoOJvTjj2sNBKtTsnOHbLvizBmMmZno9+yxBIIAhqQkKJceQpgLC8n4v/85tC4n/31KCsotgSBAYXYZe9Yk1nlMYFNPRj7RgbHPd6FVT8d8NQ/9kyQFggAiHNqQTE5q8cUs/ZqhIZlBN8AfaFGzDLRSAXQnYBJF8WlBED4ADgLTgI02Z7qOaeIjf5KhECSPvcvFsdQCZm0+Q3GZgQmxTRnSJuiyXftCSSuQB34ms0hGYTmBns4n1tcsbcfCMetNCx4hENHLdp5fM8kf8N8ZgAg+UXDjVGmfvYBy+5fSuUNtzbUvO8Zyx8ac1Mvco3MtgWAV6SXptcyWKDWW8vq/r1NskP6YH84+zIz9M3iv93uIosjj6x+3mM7XzH6pFKo6e/4uBk+tp82YAgVmrGq83YO7X5JrO0I7/3b0De+L3qDn4fYPc2PYjVdsLVcjGe++S96vUhl5hlpNk5kzce996d8j9759Ufr5YcrJkY2b8vJInfaK5HsYYevNa8rOpumv88n94UdMhYV43zYWQaXi9OAhFvsKv0mTCHzu2Tqvrw4MJHL+L5iKilC4uSHU9EKsBZe2bTGcs1Z3qAIDUfn5od+9u46jwJCWWud+J9cP+oIKSyBYRXFu4ycEinJt/z4X55bjF/rfL0tuSDA4BZhjrx9QFMV0QRDmAFOBmaIopgmC8B3QcE3w/zhPDIhhx5kcTmUUo1IIPDOkBaGXIRjMKCzjqw3x/LY7GWPlh2rTqSx+m9SDHtF+l/z6F8PNHUPYdtraiB4d4EbbUNsbKifXEG1ukQzkDy0At0Do8yyoawnuh7wDXR6A4gzIPAlzBoJBD50mSqWlFdWe3IkmmH87PH9KKme9krQYJlle5FbKsGvcofO9V3ZN1yi/nfzNZmxo5NA6j0krSbMEglXE50uiGQezDloCQZDKNJt7NyelOAVfnS/PdnmWANf6y4ouhB4hPegd1ptt56We0wiPCB7p8Ag/HvuRwvJCbm9xe4M8ChuTw1mHeWjtQ5bA+0zBGVaPWX3JhHeuNYw5OeRVF1ExGMiZM+eyBINKDw+a/jqfs2NvQywpse4QBIs4jODujsLdHXNxsWWf54jhaJo0IfiN1y2HJD08SeZjmPPDD/g++AAqn/pVRZUeDbMLCHzpJQwZmZTu24c6LIyQDz5AUKlw690bhYcH5iL7jmReI5xerk4k/MPd8Q5ylYnANO/W+ImM5l0Did9jLcV29dQQ1sK70a9zNdKQYDACqEuOp6RyThVnAWfqpgZBnjrWTu3LibQiAjy0BHhcetNUo8nMnbN3kJgj//GJIqw+nNaoweCx1AI+Xx9PTnE5t3UJZ2Lsxcs/39ktAkEQWH04jXAfF54cEFOvmWlGYRn/91cc8ZlF9G8RwFMDm6NROfsyLZQXwYb3IWk7hHeHHk/Av9Mh7bCk1tl/mm1wtutbOLxQKqPs/0rDfPaOLIY930u2D32eg6a9oN1t0j97mAyw9VM49Rf4t4RBr0sCMaumWOfsnAn+LSQF0eqUZELKXmhyhT2o1C7w8Ho49Jv0fne4E3wvTPnxekYURQwmg814lGcUL215iaTCJAZEDOChdg+hrCZmFOkZSbh7OCnF1gxyr5BezDw0k9VnVtucr31Ae+5rex9/xP/B8oTlBLsFYxbNfHv4W0oMJdze4nZubuagXUotmEUz8XnxfNTnIxLyEyg2FNMzpCdqpZrRMaPtHlNhqmDWoVn8m/ovLXxaMLnT5AsOVE1mE98f/Z6NSRuJ8IxgcufJhLlb+7BWn1kty8DmluWy9fxWhkcNv6Dr/VcwZmeT+fnnlB05ahFwqaLs2DHO3Xc/vvfd55AH4IWQ+/MvFKxaiaBSywNBkP6QV/23uBjfxx7DkHoec3EJPnfeIeu7MxUVkfX5F+j3ya1QMBpJf+NNgl6ZZmNUb66oIPurryn591+0rVoSOHWqrOxUNBrJ/PRTCpYuQxRFNDExUFGOOjycgMmT0UZFETn/F8wlJQiurpZSapWPDxHzfiLxttvl76lSScCUKfg9cL/d98KUn2/5Wbh260bA5Kftis04aThHNqUQtysdNy8t3W+Owi/M/kMgo8GEQiHUKeLSWJzel8mRTSm4empQaRQU5ZTh7qPFJ7jxhRejOgYwbFI7Tu5Mw8VDQ5dhTVFpLkAg7xqkIcFgIjBBEIRvRFGsqL5DEAQNcDdQvYA+HJDXMzgBpL6SNpcxs7UnMc8mEKwi3KfxspLF5UYmfreLfL1047Y/KR8PnZpbOoZe9Lnv6NqEO7ralsDUxiPz9nIoRTJHP5xSQIVJ5OXhDvR5XS+sehaOLJL+n3ZIUuXUV35c0w5K2baRn1rnH/gF/qzsWTkPJO2CqUdqz+ZV5+wW+KOaNH3iNph8wNr7B5C8R/IKjO4vjW/+GLZU9oykHoDM4xD7KDZknwKlVjKfr47yKnHNcfWFng0zA3ciRxAEYnxiOJVnDfrVCjUf7v6QxMJEAI7mHEVAYFKHSZY5CkHB14O+5tN9n5JYkGjxy6sytK+ORqGhmVczXvv3NcvYrtRdmDFjqLQU2Z+5H1+d7wWXTSYXJfPY34+RVJSEVqllTMwYugR3odxUzg/HfmD9ufU08WjC5M6TaeppfYg2Y/8Mfjr+EwDHc45ztuAsv4z45YLW8P3R7/nygCR+dDTnKAcyDxDpGYkgCNzb5l58dbZqt/bGrjfOT31GbgJfDXNxMfpdu9Dv2UPk74twadvWsk9/4ADlp+Jx69kDTYR9z8n6yF+8mIz3HbcC0rVtQ+DUKXb3pb3+BkV/2df1K/r7byqSk4letlQ2nvXpp+T+NA+QAt+KxHNEzv+FvN9+I3/pMkz5+VK/XyVllYFm2ZGjlB06TLN1axFUKhRutjfvLq1bo/L3x5hpLTjTRETg/8gkm7lVpL70MsWbN1vWYyosJPSDC7RKcmLh5I40tiywfsemJeRz7/u9ZMGQyWRm8/w44namo9Ypib0lmvb9L50gWurpfNZ+d9RGurJcb2TFFwe4571euHrW37faEGK6BBLT5fqzLWlIWP8F0BXYJQjCI4Ig9K/89yiwG+hUOaeKsZXjTqrx2bo4Ory1lu7vr+fXXUn1H9AI+Lvb/7B0jvBmQuyF/YGqzu6zuQybvoUb3l5nCQSrWHes7r6exiCvpIJt8dnk66VnFBmFZZZA0LKO45d+HdcUJ2tkRvQ5de+vuV2SCSkOfrxPrpFvG8vgdDWp+nWvw/eDYdnjMKOTFCzWvF764dpVODVuoKz2Ox4zBEI7ObY2J1c1ZtHMZ/s+o6iiCK1SqqJwVbkytfNUSyBYxYakmn6VEO0dzdeDvmb12NU81/U5Np/fbDNnQqsJLLp5EQkFCbLxcnO5JRCs6xqO8tWBr0gqkr7zy03lLIhbwAubX6D3b7358sCXnMg9wbpz63h8/eOYRWumZEOy/JqHsg6RU2r9vO5N38uiuEWkFNnpoa1BzfWnlaSxI20H21O389Q/T9EtuBvRXtGW/QObDLyi/YtXA6aCAptAUOntjWtsrHyi2Uzxxk2WzawZMzh31wTS33yThBEjKdp4YfIJ9kzeqxDUajRR1moDt1696vQMLPqnbouQ8pMnqUg5X+f1S/ftI2/RItLffoeyw4dlgWBNDKmplJ04iam4hOKtWylct46K5GTZnMCXXgS1ZBMjaDQEvvB8recTKyoo3rJFNlbfa3LiGGcOZsm2S4sMpJ2R30ed2JbKie1pmM0i5XojWxacIi+9Rqa6EUk8lF2rh4GxwkzyidxLdu3rDYcfn4uiOFMQBE/gTSQ10aofkQCUA6+KojgTQBAELfACcNreua5X1hxJY8YG6S0pLDPyytIjdIrwpnXIpc0SNg/yYEJshCX4DPTQ8PHtHRnQ8uKffpQbTTz+yz5ySirs7o++xB6Ka4+lM/m3A5QbzehUCm7vGk6+3oCLWkGpwXpDdanXcc3hFy331lMowVxNoMMvpsb8ZvJtQSGJuTh0rWZ2xirPr8+FndUyNcYyKSPoGy1lA6vQekGTWMnWIa2GqXhQWxj7rRRAugdBs0FwaCEUpULrW+xf38k1waR1k9idbn3ooBJULBu9DE+tJ18d/Epm0dDUq/6S9EjPSOLz4i3bHmoPpnaZiovKRZaNqw0X1YVXUtQWrJmQC+MkFyVzOv80LXxaAOCn8yO5yHoD7aJysYjQ/G/P/5h3XMraqBVqvhr4Fb3C7AgxVdLUs2mtSqVG0ci289v4efjPnMg9gbvanbb+be3OvZ5QuLmh9PfHlG3tW9e1aY3P3Xej37VLNldT6flnLikh57vvrTuMRrJnzsJjwABEUST3hx8pWrsWdVgYAVMmo2la+++epqaPoFKJz913g9mM95hb0bZqhX7vXhQaDS433FDna9FGNpXZQ8j6CwGFhwcqP3kmWNO0KYbz1gBR6e9PyY6ddV6nCkGtxpiTzbn777eWtwoCfo89SuAUKXvpNXIkrl27UXb8GC4dOqDyq71tRdBoUIeFYUixfpY0kRffinItk5NazJ6VZykpKKdF9+ALztTV9A4UBPCqYd2QmWTb35mVVHRJSjYBvALr/r6tze/QScNpUMGvKIofA2HAeOCVyn93AWGiKH5UbV65KIprRVFMsH+m65N95/IcGrsUfDCmPX9O6cNPD3Zn60sDGyUQBDiXo7cJBKu6+bo29eGh3tG2BzUi76w8TrlRCvrKjGZ+2ZnEqsNplBrMqCv7CiN8XXl5eOtLuo5rjpGfSYETgKs/DHhN8vgD8AyHmz6Uz7/xGQiTZMVRamHwW+DtYNlup3ugeaXYh6CQgrWQSrVPYxmYjfL55cWSaIxvZRCn8YBRn0k9eON+kNtNuPjB8I+l0tLukyRhmgV3wdJHYP1bMLOX1D+YeRL+fAn+mgY5DfhaqtDDv1/Asifh+ArHj3Ny0aSXpMsCQZAClu+PfI+b2o1XYl+xBGdRXlE83enpes85tfNUS9DnqnLl1R6vWs4xvuV4YkNi6zqcswVnZdv/JP3D6/++ztyjc9Eb6mqph0FNB9W7PpDKW0PcrL/jaqVatt9gMlBqLKWgvIBfT/xqHTcbmHNkTp3nvqfNPXXu/+7Idwz6fRBHso84A8FKBJWKkHfeRuEpBeDq0FACX3oZ9/798RozxiJU5TliOJ43DQNANJksdg9VVAm25P38M5n/93+UHjpE4Zo1nB17G5nTP8dYLdisjt8jk9C1r1S2VShwad8er1GjCH71FXRt2iAoFLh1715vIAgQ/OabKCuDLaWfH8Fvv2UJRAWNBm3LluQvWYJosGbEA19+CXWY1Feq8PAg5O23ZKbxNiilskJBpyNw2svkfDtH3ucoiuTM/hZDurVaRx0UiMeAAXUGgpbX8PZbKL2lv1WqwECCX3utniP+uxgrTCz//CAJB7JIP1PIlgWnOLE9zbLfZDJzZFMK//x0nJM70xDF2i1tOg2LIChK+h1XqAR63NrMxscvvKVcYEihFAhtfukEVlr1CCGy0ttQEMDdR6oOERQCHQc3sazXycUj1PXLYZkkCC7AOCBOFMVd9c2/knTt2lXcW0tt/5Vm9eE0nvx1v2zszyl9Lnlm8FJSbjTR68MNsoDwru5NeLRvMyIvQzauxat/UmEy293nolay8ukbifZ3r1dw5rrEZJACI98oUGnBUCoZvPvFSJlCe+QkSEIurg3sIyovgtl9rb6AfjEwaQPovODX8XDqT+vcW2dJXoNmM+SclgI9rTuU5sHRP8BolHoai9PhhgkQ1tl6bOoB+La//NotR0h9i1WqozoveGKX1U8w7TCc/hsCWkGL4VBdMn3+OIhfZ90e+Sl0e7hhr93JBXE0+yh3rb7LZvyWZrfwfm+pR6jEUEKGPoMozyiHPP5AKj1NLEwk2DUYV7Xtk+XkomQ+2PkB21K32ewLdQtlyegluKndWHxqMW/veNuyr1doL2YPmV3ndX8+/jPL4pdxuqD2opkIjwhWj11NXG4cW89vZfGpxZwvlpfuzR4ymxY+LRi4aKDMszDQNRCNQoOvzpenOz9NjxC5sfjqhNW8vO3lWq9dnSW3LKG5z/VhuOwI5tJSDKmpaCIjEZTW70dDRiaIZtTBwbL5qS+9TMHy5Zbt4Lfewmf8nZy79z67tgqapk2JXrUSQa222WcqLiFh2DCLrYSgVhO5cAG6Ng0Q8apErKigIikJTUQEgkaDaDaT/u575P9mVez1um0sodX6FEWTiYrERNShoShcXDAVFZHy5FPod+9GUKvxe+Jx3Pv2BVFE16YNFefOofL3R+nhQfygwRjPn7dZR+Tvv+PSvh3mkhIK1qxB1OvxGD4cdWD9D6rN5eUYkpOln4XqKukPvwKkxOWxfPoB2VhkB39GPtEBgA3zTsiCw64jI4m9ue4H9PmZenRuanRutr+HAHtWn+X4tlQ0Lipib4km+oZLo7pcncKcUpQqBW5eWgqzS1FplI3eK1gfKSdzST9bSGiM9yUNgBsbQRD2iaLYtb55jn6KyoE5SPYSV3UweDUzskMIJ9Ji+GlHIjq1kqmDm1/TgSCAVqXkm4mdeX35Uc5mlzC0bTCvjGiNh87+F0ljM/qGUH7fZ7/8ysdVTUxgw2SwryuUarl5utpFMmCviwstuTy2VG4Qn3MaDi+SsnnjfoT98yQxmJbDIaYyg6JQQIBUKkdZgRRM5tfoT9nznWRR0W5s7dfOT5LbT5QVwPHl0OMxOLESFt0LVT1aXe6Hmytbn4vS5YEgSOt0BoOXhTZ+bQhzD7MJhG6NudXyfze1m6zHrToHMg+wImEF3lpvJrSaYFHgVAiKWo8BaOLRhM8Hfs6S+CXMPjSbnDJrf15qSSoTV09k4c0LWRK/RHbc9tTtpJekE+wmBQW5Zbn8euJXskuzGRE1gu4h3bmv7X3c0+YeRiwZYfO6qri3zb1sTNrI1E1TZb2D1dmXsY9eob0YGjmUtYlrLeOZekmII6U4hckbJrPutnV4V2b8F8Ut4t2d79b6umsSnxfvDAaroXBxsZsRUwfZD15C3nsX1+7dKD91CrfefXDv0xsATdMIu8Fgxblz6Pfswa2XbZlvyZbNMn9B0WAgf9kygi8gGBQ0GrQx1ve6K2cAACAASURBVDYAQaGgeP162ZyCFSsJefNNi6m8oFTKXrvSw4Om836iIuU8Sg93lF5esuO11foYlZ6eNsGgwssLhZsr5ooKEsffRXm8VLqd/c1MIv9YjCa87lJHhVYrew3XK57+OgRBJiiLd2VppcloJm6XXCvhxLbUeoPB+kovu42MottIx1pE8jP0HN18HrNZpG3f0Av26/P0s2Yoa2YrLwd7/0xk13Lr/UvvO5rTcaDjgobXAg4Fg6IomgVBSAau7cjlKuD5YS15flg9N9zXGLHRfqx7pt8VufZ7Y9oR6e/G/nN5uOtUrDmShsEkolIIvDzCWRp61WAotR0zVprGqnUQ+0jdxx9dYhsIAiDC9hnWYDC0E0T1g7OVQiEqHcQMhoyj8sNcKstd/p1hDQQB9v8Mg96UMp9qF1ul0rTDMHc4jP7K2Yt4iVEICuYNn8fnez9nZ/pOAlwCmNx5Mt2CbS1DSo2lrEtch96oZ2jToSQWJsr88v48+ycrbl2BRunY02StUstdre5ieORwntrwFIeyDln2JRQksCl5E54a+Z9DhaDgWM4xgt2CMZlNPPjXgxZRmiXxS/hm8Df0DutteV0/HP2BxMJE+oX3I6UohaSiJAZFDGJ0zGju+/O+WgNBAC+NdPP9Ye8P6RXaizP5ZziRc4LdGdYgo9RYyoHMAwyIkARF5h6da7NeURRlmcXq7E7fzbDIYTK7DieOI6jVeN9ma53j/+STlB48ZAmAqqPw9LIZq228ZgB2MSi8PCHLKiCidHW1lHvWhSY8rM79xrw8yuPibMbNBQUkjr+LoBdfkL0PpoIC8n9fTOAzUxuw+usXTz8XetzajF0rz2A2igQ29aDzsMqyX4WAWqekvMRarqytzPYZyk1s/jWOhP2ZePi70PfO5oS3alzV4JKCchZ/vJdyvXT9EzvSGP9aN7wCrr0+vwPr5PceB9aeuz6DwUp+Au4RBOELURTL653txMllQKtS8uQA6xPCacNbczA5n45NvAjxuvxPkJzUQtuxkjBMSeUNh4svtLu9cc5ds9R94mI4vgwKU6UeQrdASb00o1IwJ6wLtKnydKt5IyxKGUFXX6mctO/zsPF9+f6k7bD0MXj478ZZvxO7HMk6QqY+k9d6vma3nLMKg8nAPWvuIS5PuumceXAm3UO6y/zyzhefZ1faLvqE9wEgLjeOI9lH6BzUuc4sobfOmx4hPWTBIICIyGMdH+NA5gH0RqlX0CyambpxKo92eJSeoT1l6qQiIkvjl9I7TMoOBboG8lL3lxr4jkj46nwZ1UwypVcr1YxtPpbTeac5kXtCNk8hKGjh26LW82gUGgxmg+x9qs4f8X/Qxq8Nd7S844LW6cQ+6uBgolYsp2THDlJffMkiTOMx/CZc2tnv03Tr1RO33r0p2SaVLqubNMFn/PhGW1PgM8+QMvUZMBhAEAh45hlZKewFU0cbkrmwEP3BQ7Y7HGhdKvzrLwrX/Ik6NBS/hx6U+R5eb3Qe1pQ2N4ZSWlwhE3JRKAR6jG7G5t/iQJT6+2Jvkb7r9q45a8ka5qWV8Ne3R7nvoxtRN6KnXsL+LEsgCGAsNxG/J5OuIyIb7RqXA1EUbX4n6/8NvfZoSDC4Hcku4qAgCN8A8dgxoRdFcUvNMSdOLhfBXjpu8gquf6KTy4t7ADyyWfIrFM3Q6W5rz54jtB0DWz+DgprZQQF61RAOUWmgwx2SEM2fL0Lcn5I5/fD/Sdm86P7WnsheT8Pv91uzg6Ioic60HSMplPZ7EVqNkvoQq2cIU3ZLPY2KBmlwOXGQ1/99nWWnlwGSmuZPw3+qVe1zS8oWSyAIkFeeR2pxqs28KgXO+Sfm89FuSe9MQOD93u/XaSY/tvlYFsQtoKBcklmP9oqmf3h/dCoda29by9gVY8kqtWZV5h2fx+CIwbVe3xHubXsvB7MOWrKD4e7hpBRL5fC5ZbnMPjSbabHTAClovv+v+6kwW/u2PdQeTOk8RWYo/0DbB3hv13uW7Xva3IPeqGf+ifm1ruNA5gFnMNgATAUFKDw8EOr5XhAEAfdevYhZt5aS7dtR+vrh2rl2OxxBoaDJnG/R79mDubgEtxt7odBqG23dHoMGEbP+b0r37UPXtm2d6qYNQeXri9fYMRQs/sPuftcuXSg9eICK09KDE4WXF97j6n5IWLByJakvvGjZLvl3G1HLl9f7nv+X0bmr0bnbtua06xtGeCsfspKKCGnmbRFgSUuQW0aU643kpZUQ2LTxiv90brbhhb2xqx1BEOg0NIJdK6ziYZ2H/vcUbBvyk6n+GPwLbINjoXLMWVPixIkTW7zCoP+FZUNw8YY7foIN7wIKqfTTUCwpk1YXkKni+Ar4+3XIS5S2k3dCURpMPigP4NqMhkc2wa5ZcPBXLF9rx5ZA8yGSQE1QG2jaE85ssh4X1tUZCF4iEvITLIEgQE5ZDj8e+5E3e75pd74Z23LKNr5tyNRnkqHPAGBI0yF0DOiIKIrMPDTTMk9E5JuD39QZDIa6h7L0lqWsObsGF5ULI6JGoFPpAClzWNNuwiyaifaO5pZmt7AiQVKg9dX58kDbBxx8B2BQxCAWjlrIlpQtRHpG8tJW+edm5ZmVlmBw0alFskAQ4NP+n9IztKds7M5Wd9LCtwW703bT1r8tvcN6I4oiPUJ6EJcbRyvfVkzZOEWWKewY0NHhNV/PVCQnc37qM5QdO4Y6PJzQjz/Ctcv/s3fe4VGUax++Z3t6T0hPCKEFEppKb0q1UcWCYv0sWLGXo+BRQUVsRw9wVBRFKSI2mgjSew+dQHpI73XbfH9MstnJ7qZAUMre15XrYt59py2zu/PM8zy/X88m11O4uuJxg+2DA3sIgoDbtRfP81EdFIR69OhW327wm2/iPmgQ1ceOU7pqFYbUVABcEhLwvHE0HsOGUbpyJebKSjxHj3bYg1lHyS9yVeea00lUHzvuMKt6teMd6GrTB9imrRfnkuoDQq2rCp/g1hX8i+keyOHoDHKSSwHwC3Wn/XWX54P6XqOjCYryIielhOB23oS292l6pcuMlgSDzf8lc+LEyeVHeR6UZkCbeMdqov8Uhcmw8FaokX5YyD0Kj+2UgsSGHPtFEoVpSHGq9OfboPk9OAGCu9cGg1bkn6r/9y2fws+PQeo2KRAc81+cXBzqMnANx9JL0ymuKSbOPw6FUB+IDwwbSLRXtMX2wUPtwZS4KTx3zXNsz9qOj86H7oFS1kVEpMYo73Ko8yrMLM8kpyKH+IB4VAr5T2OAawBT4qbYPd4pcVNkwiy3d7gdjVLD2/3fZlKHSeRV5tEnpE+jpa726OjbkY6+ksDTe3veswS2AAEu9WVxaoVtRsCRH2L3wO6W9wKkAGNw+GAGhw8G4J3+7/Dh/g8pqSlhTLsxTGw/sUXHfLWS89bbVB+V/BsNGRlkvfAiMev+uKqzVXUICgWew4bhOWwYAVMfo2LHDgSlEtfevaX3R6PBZ1Lzs88qf3/5gEJh443opHGuuTGa8qIazuzPxdPfhYG3t2/VElEApVrBuOd7knmyCLNZJLyjDwrl5ft5CO/sS3jnK/c6a5a1xOXEpWwt0RgF5TW8uDyRzafz6BTsycyxXekc4smvh7J4b80JSioN3H5tOC+P6tSkTUJaQSUvLD/E/rRiekX68OigGD788xRHskrpF+PHuxPiCfTQ/U1n5uSy4Ic74eRK6d8uPlK2zCfKdl5FPvz6hNSD16aLpLzZptYDK30PfH8bVBWCxh3G/Q862nnSvGsebPlA8hfs8zgMmNb08f01EzbNko/FDJU8BHVekvdg9mHwiwWth9TX1xC3QJh2DKpL4dfH5eegdoXPrgNznb+WAPevhQg7vnNms5R13L9QCppFMyhU0GcqDHi26XNxYpf8qnxe3/Y6O7N2olAoqLEqy23r1ZazJZKaW3uf9nwx/At8dPVPZ38/8zvv7n6XUn0pSoUSPxc/nuz+pE3GL600jfvW3mdR3azbdkpJiiXDGOoeylcjviLEPcTmGI/mH2XGjhmcLTnLwLCBvNHnDby0XuzN3suu7F2U68tZlbyKwupCANxV7swZMscmSwewJ3sPL295mZzKHFQKFXd2vJNbY25lxs4ZnCg4Qe+Q3szoOwN/F3/Wpqzl5S0vYzAbEBBQKVSMiBrBjdE3MnP3TNLK5OXTHXw68MnQT+yeA8Cn+z9lwdEFGMwGAl0DmT1otiVI3HluJ//a9i+yK6SeIne1O+8OfJeBYQMd/M85OT1wEMbcXNlY+107myXyUvjdIvLnzQWjCa9x46g5fozKPXtxSUgg+O23LCWbpWvWkPPOTIsfoeDuDtXVuPXtS/DbbzXLo+9CMOblkfXaa1Tu2Imuc2c8Ro6g6LtFmIqL8R4/jsAXXmidPkMrqhITyX5jOjVnzuA+aBDB/34TU1ERqVPuxZiTIxnYP/QQgdOeadX9Xm6YTGa2LT3NiZ3ZuHpq6Du+HdHx/uxYcYajW7PQuqjoPaYt7a9tnczcofXp7FubCqJItxsiLKI1maeK2Lz4FKV5VbTtEcDgOzui1v7zD5btvT9/hyXGpUBzrSWcweAlwlOLD/DLwfo+l7b+bnxz/7UMnr0Rk7n+/2jWuK7cfm1Eo9u6bd4OdicXWpZdNUoq9fWlPyPj2jD37qZLWJxcJZxcAz9Mko+1HQr3rLCdu/xBSFxWv+wXC4/vkRxh342WAsE6lFp4OUPq4asjfQ982aAsavJyqeyzMbZ9DOteb975KDVgkpfN4RYEE76A6IGw/CFIXGp1Du3g8b1wZgNs/VBa97pHHNtV7PsafnvK/mt3LYfY5pV9OZHzzF/P8Gfan01PBB7q+hBP9ngSkILI4T8Ox2A2yOYoBAW/jfmNCM/678vJqybLxGA8NZ6U6ktttj+x/URe7yO/3kxmE6N/Gk1WRf339PjY8UzvOx2A1NJUbvn5FhsVUBelCzvu3CFT5aw2VnP9sutt9h3oGigLVIdHDueDwR8AkFWexbhfx1FhqDfw1ig16Bte67X0DOrJ1yO/thnflL6Jxzc8Lhvz0nrx18S/MJgNXL/0esqN5bLXNQoNW27f0uLs5tVC1ksvU/JzfWmzLi6O6OU/Nrle1aFDpExyLATj0q0bUYt/wJCdTdINwySPVTt4jh5N6JwPWn7gLSDjiScpW+dYNKvN9DdaVdRGNJlIGjYMY1a9T562Q3tCZs1CExND1b59qIOD0URFtdo+L1cO/pnGth/rvUuVKgV9xrZl67L6MUEhMPnN3hdszXAuqZifZsv9sm95qhvB7bz45uXtVJfXfw93HxZB3/H/vAWIvfdnysy+uHj8vV6F/wTNDQZbnLMVBCFIEIQbBUGYLAjCPQ3/zu9wnexNKZItn82vYMvpPFkgCLCnwTz72yqULVsHggB7U+WvO7nKObvBdqzAVvYcgLSdtvMqCyTvvqoG15WpRu4tCJC2o+lt2qPbZPC2atp2aaRm397N8bDpUiBob38FSVJADHD3z/DAH437FjZ2vPbOz0mz2J+7v+lJtViXTB7JP2ITCILUu2cd+DVcBijTlzW5fesx60Cw4TEfyjtk1w6iylRls15ySbLdINQ6EARJwKWOUn2pLBAEHAaCAIdy7Sg1Yv99LqkpIa0sjdPFp20CQQC9Wc+Z4jM2404kgl59Ba8xY1AFBeE+aBChH3/UrPUq9zV+zVcdPIhoNlN16LDDQBCgcn/zPzvnS1P7KN+ytVX3ZziXLQsEAWpOniJ54m1UJybi1qePMxCspaEgjMloJvVIgWxMNItkn7Utwb/QfYEUIBZlV8oCQYCspOIL3l9rYO/9yU21/91/tdLsYFAQBIUgCP8FMoBfkawmFtj5c3Ie9IiU39xG+bkyINafhhWhPSLt9Eg13FaEfFsuavl/c/eIK6/51ckF0NGOeEbsCPtzwxp4vPm2BVc/qVSzYYCm1Nj254XbKbsMa4YogpsfPLYDxn8Jt30Lg192PNdGtVGQH3d4g3NQu8Di2+G7cTC3H1Q18cAlvJHjbew1J43SLaBbs+eOjBpp+Xecn7yHsA4Bga7+XS3LCkFBvH+8bI6fi/3SutHRtuXNQa5BFkP5OqwFVuL94xGwLeHXKXUEu8mVc6O9onFX2xowW/cCNtx+lGcUXlp52aG9fsE6ugZ0tTtuTxTGU+NJhEcEsd6xuKlshSTUCjUx3k5fTUcoPTwImTWT2E0bCZ83t0nT9Dpcujd+zQtqNYgiLvFdG/X9c+nW/M/O+dLUsZZv2EDRsmWNzmkJ6uA2qILtKE4bjRQtWdJq+7kSaNNW/r2gUAlExMm/2wQBgqIvXC204b7qxnyCXNE2UAttE9N6XpgXQpto2/cnIMLjHzqaSxPl9OnTmzVxxowZzwMvAd8DHyDZTLwErADaA8nAlOnTpyc73MjfwPz586f/3/81YWB9CXJNlC+nc8tIK6ykU7AnH07qRmyQB+G+rhxKL8FkFpncO5KpQ9qhEBrvGbw22pcjmSVkl1bTK8qH6bfGkZxfQV5ZDf1j/Zk5Lh533eUn8evkIuETCUY9ZO6TfjFiR0i2Cvaus8i+kHtcUuls0wXGzq+3iIjoDcd/A2ON1IM3bj4ENVB48woDjQdkHZSCxYHPQc8GBQUnVsKWDyHvOAR1BVWthLpSIyl7BnSA4G5QXQw5x8AtAPxjpX5G/w7SMbn6Qs5RKVAdOQtihtRvP8LqHHwipPXqqMyXgtqI3o7frzbxUFW7b7UrKFWgcpX6BXvaFxlx0jQ9g3pyuug0WRVZdPLrxMiokaSWpaJVarmtw21Ee0bTxq0Nz/R4hsERgy3raZVavjn6DUZzfeZEQGBI+BDSy9NRKpSEeUg35z2CenC04Ch5VXn0DOrJW/3fIrcyl/TSdDy1nsT5xfF0j6e5se2NNsenEBQkBCSQmJ9ISU0Jg8IH8ep1r8qURdu4tWF/zn5Lv6Or0pUPBn9AtJf8oYhKoaKLfxf+SvsLvVmPgMCoqFG82vtVjuQfobCqkPY+7Xn+mucJcA2wrBPnF8fhvMOU68sZFjWMx7s9zvHC45QbyvF38bdkDmO8Ynir/1sk5idSYagg0LVeoTHaK5pqUzWJeYmIiPjp/Phw8IeEe4ajVqrp5NeJned2WvwTXVWuvD/w/UY9C52cH+rgYBTu7lQfOYqgViO4uSFWV9dPMJvxvPkmNOHhaCIiqNy3z/K64O4ORiNu/foRPGM6CrfWVYNsiEu37pStWYO5ogIEAdc+fTBkZ0s91LVU7d+P7/33tYpwjqBQ4NotgYrdezCXyDM7LvEJeAwd4mDNq4/ASA8qS/UUnqvA3VvL4Ds70qlvMPoqEwWZ5bi4qxkwqT1hHS5cAMXDT4daoyQ3rRSVWkGvUVF06heCQqkgMNKDnORS9FVGYnoE0n9iLErVPy8a0/D9GXJXR4KiWs9G41JmxowZ56ZPnz6/qXnN7hkUBOEokCqK4mhBEPyAPOAGURQ3CILgBhwG5oqi+P6FHPiFcrn2DDpxcslgNoOhQhJi+bs5+D38/Gj9cmQ/uG/VRdzfD/DzI/Kxvk/C8H/bn9/aVJdIWVUnMioNlcw9PJeDuQdJCEjg0YRHHfarVRmr6PN9H4fm6QBv93+bW2JuuViHe178mfonz2ysF77w0nixdsJa1qWuY/r26ZhEEyqFitmDZnN9xPUt2nZ6aTpT1kyx+B/eGnMrr1z3irPn7xIn69VXKVn+k2VZ6e1Nu82bUGia7m0SzWaqDx9G4emJtm3bZu+zJjmZii1b0baLwbVXL8o2bMBUXILHsBtkojQN/f0AlD4+mIqsKimUSjrs39eqHogA6Y8+RvlffwGg8PQk6vtFaNv9871oVxNmkxmTUbwkBGGcNJ/m9gy2JD3UFphX+++6R0FqAFEUKwRBWAA8CPyjwaATJ04ugFN/SOIoZVlSj92EBeDm3/R6rcX+b+XLqdug4IxkFi+KUJIuKYcqHZfHtYiGvZEKtWRYfzHRV0DaLlj7MuSdgMA4mPAVBHa8uPu9jHhr51v8dvY3QOqby6nI4b1B79nMqzRUUqYvY3jUcFYnr3a4vR+O/3DJBYPrUuViHCX6Ep7d+CzHCo5ZAluj2cjH+z9uMhg0mU1kV2bTxrUNSoWSr49+bQkEAX458wu/nvmVAWEDmDVgFiIiBpPBYZmsk+YhiiLGrCxUAQEIzQjYmiJw2jQMmVlU7tyJKiSY4BlvNisQNOTmknLHnRgzMwHwGjuWkJnvNLle+aZNpE993NKPqAwMxFSripr7wQdEfrsQXUfpe6n6+Amb9XVd4qiw6hX0vHE0gkKBITMTVUgIQhNVTKbycsyVlagDG/cWDPvsP1Rs2YIxLw/3oUNR+V65Ev+XIse3Z7FteRL6SiNtuwdw/b2dW92K4kIx6k1UlRvw8G2eUn55UTVaN/Uldx7/FC0JBquAuu7QciR3ZutPcDYQ3krH5cSJk78bQxX89JBUfgmQvBnWz5A89v4uGvYdKlRSD2DuCVh8JxSekSwixs2Xl36eD1XFsL3BuYV0r7fKuBjs/Qr++BforUQ6co/Cb09KwjVOSCpK4o9U+XuxJmUNN8XcJLM3WHpyKR/s/YBKYyXdAroR7x/P4fzDdrepVbVupqI1CPew/bnclrXNpv/Rnu+iNQdzD/LcpufIqcwh2C2YJ7o/IQsE6xAR2ZyxmYfXPczxwuOYzCaGRw1nZv+ZqFvr4cpVhD41lfSpU9EnnUHp40PwO2/jMeTCvpNUfn5Efr0Ac2Ulgk7XrHJLc0UFyWPHYSqoFwwpWbEC79sm4tq9eyNrQt7ceTJhGpOVPYa5rIzk8RNw6dYNbbt2aDt3kq+sVBL40ktUDd9P5c5d6OLi0MS05fSQoZjy89FERRH22X/QxtjvNc2fN5/8zz9HrKnBbdBAwj78EIWr/cy1oFDgPmhQU2+Fk4tAeVENG787iblWzPDM/jz8w9LpNTrqnz0wK07uymbz4lPoq4wERnow+rF43Lzsf+dXletZ/d9Ezp0pQa1V0m9CO+IGhP7NR3zp0ZJi3lQgBkAURQOQBIy0ev0GwFaCzYkTJ5cHxWn1gWAd5+wrElow6uHP6ZJH35LJUhbvQhj0PFiLZPR9EtwDYM2LUiAIUJEreR2abZUbW0RNma3yaPYhySLj4wTYPPvC92FNeS6sekEeCNZxzn4QczVRYahgyuopjP11rMxjEKRA5vH1j1vUNfOr8pm5e6alr+1g3kE6+HawmLRbC7moFWr+r2vL+8hTSlJ4asNTjP1lLJ/s/4SUkhSmbZzGmJ/HMGfvnEaVPJvD3Z3vJtTd9iZEKcifVI9pN6bR7czYMcOifnqu4hyvbH2FLZlb7IrZACTmJ2I0GxERWZuyll/O/HKeZ3B1c27Gm+iTpO8kU1ERWa++hmiwVbW1R1ViIhU7d2IqK6P65CnEBkqhClfXZvfdla5eLQsE6zDmNH071uQck4mqffsoXrKEvPfeJ+Dpp9C0bYu2UydC58xBFxODz8SJhH4wG997p5A9fQamWh9EfUoKKZNuJ2XS7ZSulT/cqTl7lrwPP0SskT7nFZs2c+ammynbYEfZ2sk/SkFWuSUQrCMv/eIqcZbmV7Fm/hG+n76TbT+exmiw3wKQeqSAH9/dy59fH0NfJX2GclPL2P2bY+mSvatSLOqihhoTm5ecoqrswr7LrwRakhncAIwFnqtd/hZ4UxCEEEAABgCzW/fwnDhx8rfh1w48w6A0o34suomnsZtmSd58IJU85p2Eqbvti8844uRqOLxUKv/s+zg8fVjKSvq2lURqQNquNSXpoC+7sH4773Dp/JI31Y8Za6S/qkLY8G+pb/K6h89/H9YUnLEytW9AW+dT7yUnlzRqLyEi8kfKH3QP7E5aaZpMMAYkH75lNy8jqSgJH50PqaWpnCk5Q9+QvnaDrsYwi2YeW/8Y6WXpACQVJ7H89HKLmfyZEikImNZrGsXVxWzL2kaoeyjdApuv6uil9WLesHk23oR1Nhn+Lv5M7TaVcbGN2JwAZ0vO2owZzUa0Ci1DI4ayIX2DTXBtjdMy4vyo3LtHtmwuLMRYVNRoyaNoNpPxxJOUr18vDSgUYDajatOG8P9+jq5TJ4frOsJcWWkzJuh0uPXv3+S6mshIjFlZTc4DKQOpcHEhZtVKh68bz8mtIMzl5VQdOkTm00+jXrYMly6SoFhNUpLN+sasLDKeeJK2v/zs7Ae8hAiK8kSlVWKsqQ/IwjpcXEX6VXMTKciQHpoWZVciAv0nxMrmFOdWsurzwzaBKkBhVoXNmKPXzEaRkryqq8JzsDFakhmcDTwmCEJd7nUm8B8gAYgD5gNvtO7hObnSWLInjY7/Wk3USyvpN2sD2SVV//QhOalDoYQ7foDI/uDeBnrdD0NeaXydUw1KG/NP2XoLNsaJlfDD7XD0J9j5GXx9I2jcofMt9YEgQOxw+XqeofBxN/iwKxxa3Pz9NWTSdzDkNfCOsP/6qbXnv+2GhHSXlE+t0bhDp1v+3lLcS5TMsswm54S4hwAQ5x+Hr07eN1RXQtrOpx1+Ln70COrBxPYTHQaCoijynwP/YcDiAYz4cQS/nvnV8lpySbIlEKyjLhCsY1PGJk4UnmD0T6N5actL3L36bqZvn97kOVgT6RnJ+wPft1EbBSn7eWvMrXZtM6wZEDrA7niNuYanej7FF8O/ICEggUCXQIaEDbHJGP5+9nd+PNW0QbqTeox5eaCXP9gR1Oome98qduyoDwTBUnlgzM4mZ9a7Dtcr+e13km4YxqnrepM750Oshf88Ro5E6V1vOSWo1YTPm4vS3da6xJqqgwfRZ8ivcUGrwW3gQAdrgNLXcY+p0sMDlx497L8oipRv3kzuRx9x6rre5Lwz036Ppckk8ys0V1eT9eqrnOzRk7M330LFzl2NnpOT1kfnpubGR7sSGOmBu4+WniMj6TLw4pVVlhdVWwLBOlITbTPf6ccKby8TRQAAIABJREFU7QaCAJFdpes0O7mEpe/sYd5Tm/jjy6Poq4xEdZVrILh6aggId9pMNDszKIriOeCc1bIJeLL2z4mTJqnSG3n5p0TqPr+ZxVXcu2APa552/OPTEoor9aw+ko1GqWBU1za4apz2GS0mOB7us//k1y4BHSAnsX5Z6yVl+BxRmgU7P4eSDCjLhgz503UKz0L6LojqByaDVLrqHQkjZ0oWE2c3Sn2F6bU3BVWFkvpoaC/wP4+nyTpPqTRVoYD1b9o5v1YQdcnYK5XSlmVLgV9RqiTQ02U89J8m7dsJN0TewNJTSy3Lbio3BoYNZHWKJAzTI7AH42PHA5KdxLxh83hx84uklqaiVqipNNhmSByhN+l5fdvrrEyWrvXimmJe2/oaXf27Eu0VTbBbMK4qV0sZqj1ivGP4KvErygz1JVPLTy/nga4P2O0HdMTwqOHsOreL5BJ5aVOERwRqpZpqYzXrUtdRbapmWMQwvHVyr9m3+r3F7L2z2ZyxmaKaemXHOL84Qt1DCXUP5bvR32E0GxmxfAQi8huo4ppiZuyYQRf/LpYyWyeNo/T2Runri6mw/gGB6zVNCvbJ5jdEn5Zmfzw9nawXX7QEjgXz56NpG433GKl8WB0YSNSPP1L84zIQwXvihCZ9DkWDgYwnnpSC2lpUgYGEvPcurtdeS8H8+ZT8vhJjTg7mMun6dunVE48Rwx1tEoDQD+eQ+977VO7da1OCaiouomhhrUBYrVWEOjISQ2qqfCNKBVmvvYZCo0UUzRZ11ZrTp8l48kliN21E4eLS6HE4aV3COvoy8eW/R7THxUODzl0tM7D3Dba1TfGxM+bmpaFTvxB6DI/AZDKzZm4iFSVSCejpPTno3NUMmBiLocbI6b25ePjq6D2mLUp107/BeWllHNmUgUKpoOuQMLvHdDnjvFt28rex82whDR/kJOc7Tue3hNyyam75dBvZpZIH07zNZ/j18f7o1E6lqIvKDW9IJZw5iaDzhps/Ao0D+XqjHr4aCcWp9l+vwz0QUnfAsilQngMeIVIGb3StUPHv0+qDQQDRLC03FQxu/QgOLgJXfxj6KkRZlVFd+7C0zyQrhceIPpIP4oWgr4Dvxtf3YhachtGz4dqHLmy7VyB9QvowZ/Aclp1chrvGnQe7Pkhnv8480f0JKo2VdPDtIJtfZayylEiaTCY+PvAxnf070zekb5P7en17fSBYh4jIwdyDRHtF46p25Y0+b/DylpcxY9s36qX1YlrPabyzy1axsSVBaR32ymOndpuK3qRn8qrJnCySyqQ/P/g5i29cTJBbkGWet86bt/q/hclsYuGxhWzK2ERbr7Y8mvCobHuZ5ZnkVubiiP05+y3BYLm+nH05+4j0jCTKK6rF53OlI6jVBL/9FudeeRVTURGa6Gg00dGkPzYVt3598bnjDrs9f+6DBtnaMdTiMewGy7+rjhyl9LffUPr5ofT0sOldrtq3zxIMAmjCQgl8+ulmH78+PV0WCAIo/fxw6y35q/o/8gj+jzyCaDZTuXcvgkKBS8+eTaqDqoOCCP1gNqLZTPaMNyn+8UcQRbzHj8Nkp5zV/YbrMRcWUfLLLyAIeIwYQe5779eL2ijlv9/m0lJqTp3CJSGh2efq5PJCqVIw9O6ObFh4guoKA74hbvQdbytCFNbBh4Trw0n8KwOzKBLbK4gb7u2EQil97oqyKyyBYB3nkooRFAK9RkfTa7RtNYYjirIrWP7+PkwG6XN4ak8Od06/zqFIzeWIMxh0csGcyC4lMaOE66L9iPBz7GN1bbQvgiA5BNThqWsdFbtlezMsgSDAqZxy1h7N5tZuTpUohyRvhtUvSdm3uDFSsKV2gdTtktBJ0VlwD4KyXMmYftQsyW7CGu8I6P80rHtdCnzOHYbOY+z3DKZuazoQ7HSzZCC/+C4pEAQpi7byGXh4M6Rsg1NrGqwkQFgTT+UP/gB/1lWxn4LvJkLCbXB0hVS6OfwtmPyjlL0DMJvAqxWunYy9tqI8a1+BLXNg4LNwzYMXvo8riGGRwxgWOQyAouointzwJDvP7cRb602VUSopFxBkGTBrlp5cSt+QvmzP3M57e94jpzKHboHdyCjL4FzFORSCAp1CR7G+2O76p4pOMWjJINQKNZM6TMLPxc+uMmdpTSnjfx1vU8KpUWiY+NtEVAoVd3a6k+d6SQ8TTGYTH+z7gJ+TfsZX58szPZ+R2UXEB8STVFzfRxXgEsDwqOFsSNtgCQRBKh1ddnoZJdUlrDy7En9Xf57r9RwDwwaiVCi5r8t93NflPrvn1lS28/097/PR/o9QCkr0Jj16s3Qj9UT3J/i/+JYL8FypiKJI/qefUvTDYgSdjsCXXqRy5y6KFn0PQPmGDZgKCgl48gmbdZWenkT98D2FC7/FWFSIWKPHWJCPW9++eE+aRPrUx6nYutUirAJS9qwh5xMMmcrKyH7jDco2bkITFYXCy0tm5u6SEG+zjqBQ4HbttTbjRUuXkv/5fxENBnzvvhu//3uIvDlzKFr2I0ovLwKnPYPfgw9Qk5RE1ZEjGLLOoQq2rRgxpKQS/tl/CHzheQRBoOCrBTJ1U0xy4RCFmxuaGGc/4ZVOdEIA987yo6K0Bk8/x1ng/hNj6TU6CtEs2vT8efq74OKpoaq0PiAMij4/jYHTe3MtgSCAvsrI2QN5dB3ceAb+csIZDDq5IL7amsybvx8DQKkQ+PSO7ozuar9M0E2r4s5rI1i0q74cJq+8hkPpxSSEe9tdp7kYTba14/bGnNSir5DUP6trbwYOfCuVdw54VhqvrK3Rr+v/yz0qjU87Ic/8FSZLdhR1Ahhb50ilowm32+6zOX6FaTvBUG3r/5d/WrK+WDJZKg2tQ+0CI2ZK+2yMpD/ly8ZK2Pe19O/qElg6BaYdA4828nnFadK5+UQ1fezWlGRC4lIw1Ej2GNZiJyZ9bYD7LAR3h7CeLdv2VcLM3TP5K10ymq4LBJtiQ9oGjhcc55mNz1iCnq2ZW2VzqrDdlgIFt3W4je+Of2cZ++TAJw73IyLaBFVahZYas3QTbzAb+OboN3Tx78LIqJEsPbWUb49JJXJl+jKe3/Q8f0z4A38X6TPxTI9nKKwqZHPmZqI8o5jedzoqhcpGJAfgYM5BdmVLmfGykjKe3fgsf078Ey9t4zc669PWN1r2ahSNGI22+5t7aC6TOkxqcvtXC6WrVpH/+X8ty7nvvW+TuStctAiltxdet9wi6+cD0ERF0eb1f9lsN3PaNHk/YS2G1FR877uPkt9+w1xejvfEiXiNa1xUyB65sz+gdJVUcl1z7BhKP1800dHoU1NxHzqEwGeeadZ2qo8dI/v1enmIvI8+wpiXR9GiRQCYS0rIfO55tB07UnPkCAAV27ahtmMxoakNdFU+kiCJ0tdWmEQdHo7h3DnUwcG0+ddrKN2vrPI8J/ZRqhWNBoJ16NzsJxSUKgUjH4pj46KTFOdUEhXvT+9b257Xsbi42+7jShOccQaDVyiJGSUYzWa6hXs3WdpxvhhNZj7885Rl2WQW+XDdKYfBIIC3q+2Hak9K4QUHg+N7hrJgezLFlVKdeZiPCyO6tGlirauYnGP1gWAdaTsg/2R9INiQ6hLIPSbPwqXvrg8E60jdbj8YbNMVut0llWoCKLXQUOWwIk+ykGg/Ek6uqh9vP1IqR61q0HPTJgF62c+EyAjqDEcaed1UA5n7oX1tT4zZBCsekQI6gI43wcSv5Wb3x36R/nyioMe9cOgHSVE1tBdseR+qarNXLr6SimiNHTnutO3OYNAB+3McK4s6os4uobGgxx5DI4bipr6wm8y6QNCa/Tn7GRk10uZcDGYDh/MOMzRiKGmlaXx77Fu8tF4sGL6AlLIUPtr3ERWGCjr6dkQhKCxqowICRlEesFWbqjlacNRSHltcXYxGqcFVLT20KakpQaVQsS9n33mdl8FsoNxQ7gwGgfLNm8n/pIHYk9mMoNXKsnnmkhJy3plJ4XeLaPvzCof+eXWIRiPlm7c4fN1z5AiCXnwBURTP+/e8ct9e2bKpoJCoxYtRh4W1aJuVe22vo8rdDYRdjEZLIFiH4YxctVYdGorvlHtkY97jx5P/2eeWPkUAQ04Osdu2ovJyXn9OWkZIrA93Tu99QZ8bgA6923B8+zny0qTrMrS9N9EJzXi4fRnhDAavMIwmMw8u3MvGk1JpU69IH7594DpcNK3fO2cSRaob+L9U1Ng+Wbame7jtk7/uERcWCAKE+biy6skBrDiQiValYHyPMNy1zsvbIYEdQeMh2TPUEdoT/GKl3r+GpY0AanfbDFxYLyRnGbHBmAPGfC5ZNZTlSOqle/4nWUvU4eIDvjFw62eS6ErGXojoLfUmKtSSlYR1EOtoXxX5kuVFwRnoeKPUE5i4XMpwKtTQdrC8P1ChhmCr0qtTa+oDQYATv0slpfG3ScsHv5eEa+rYPb8+2Dv6k/xYqgrh5k9BpYMVDXoFw65x/F5d5UR5Rln885qLgMDQiKEsOr6IalN10yvU0i+kH98c+6bROT5aH4flqQA6pc5mn+28pZK2+IB41qTUlzcLCCw9uZQqYxWzds+iuEb6vP125jdZj6J1iShIwa6rSh5YaBQaOvp2RG/S89KWl/gz9U80Sg33x91PSlkKa5LXoFao6R9q32pAKSgxifZ9vAB6BfVqsTXHlUjZhr/IeOwxu69ZB4LWGNLSKFu/Hq+bb5aNVx0+TGGtmIrv3ZMpWbkSc7kd/1HAffBgS1nohdzQuiQkWHwRQRKMUQcHt3ibLt1sS1SNBQ0e0ikUaNq3R3/ihMPthH/1JeqgINmY0sMDdXQUNYetRMn0ekwFBc5gsAXoq40c+CONvPQywjr4ED8kzNJLdzVyoQkRjU7FxJd6kXm6GIVSIDjG66IlWf4pHF4dgiC8LghCF6vlCEEQnBJOlzjrjuVYAkGAvalF/Hywacn280GrUjKxl1w1767etv0N1tzQOYgnh7bDXavCy0XNq6M70TOydVSqQrxdmDqkHQ8OaIuP25WVwm91tB4w4Sspq6VQScqWg16QSkAnLpA8/gSlJLZSh4Ct+qdfDNzyCbgFgsoFrnsEuk1ufN8BHWHLB/DdOCkQ1HpK+/KNkbJvah24+krbfWw73DRHCgI1rjBhAfhES/M7j4HBL9nfx6IJsOM/cGo1/Po4LLtPCgRBytKZDdD9blBqJJuKcfPBw+rGpNCOaa110Hrwe/lr9rJ+1qhdpB7Fgc9L73cdu+ZJWUgnMrIrsjmUd0g2plVq0Sl1NnMjPCLQKrT46nx5vc/rxAfE8+7AdwlxC0HRiHuSm9oNF5ULD3R5gMP5h0kpTWn0mOwFTK4qV5SCkmGRwxgcPtjm9aQiqQ/w9o63Mz52PBqFBgUKRES2ZW3jpS0vWQJBwK5YTUPOVci93AaEDcBX58uyU8tYl7oOEZEaUw3/PfxfVievRkREb9azIX0Do6NH22xPQCDARW550s67HSOjRvJYwmN8MtRxuezVRMnPP9sONrghVDUIbgAElfyhpD4tjdS776H0998p/f13Uu++h+LlP9ms5//kE4R/8QVhn392YQdeS+Bzz+E+eLAUqMXEEPrRhzbH1hxc4uMJevklBCtFT2uVVEGnI/jttwmb8wFaR76JgoBCZ/tZBvAaOcpmLPvNf2Mqtt/n68SW9d8cZ++qFFITC9j2YxI7f26B3ZMTuwgKgbAOPoS0u3jVdv8kjX0TTAeSqC+uSgbuBr53tIKT1iWtoJKdZwvoHOJJl9DmPRXLLbN9Qpld0vwn5C3lhREdMJvN5JbVMK5HGDfFhzS5zrThHXhmWPsr8gN1WdF+uPQnivKbmpih8OQBaXzeAKjMl8b15ZKS51MH5duJ7AfXvy756Fl7Azri+G+QvrN+uaYUbpwD1zzQ9Lrtrpf2L4qQcwSO/izZUPha9QLkJ0HWAfl6KZvky2c3wvNnJX8/e9dh+5GSKI51AHDsZ8h5Xio5bar/UamRegNBCn473ij9O7CTvH/w6E/Q+VZJwMeJhfVp622ybJM7TaaDbwdOF51mV9YuvHXevHjNi0R4RcjKgPQmPWbRzPPXPI+rypWH/3zYZvtd/bvy7ahvUQgKBEHgjt/vaPKYPDWelOpLLcsahYb1E9fjpnZDEAQWHFkgy/4B/HDyBzLKM4jzi6N7YHeCXIP4/NDn5/OWAOCn85MJzQAcK5B6tk8Xnba3iozewb05WnCU1NJ6ISdfF1881B4yoZz8qnzmD5vP9qztnCw8Sa82TdsmXOko/ew8tBRFm2VlgD+mPOk7Uxsbi/vQobIpZevWyTKJol6P0tUV60cNqqAgAhxkIc8XlY8P4XP/e8ElcwC+U6ZQvnUbFVvslLaKIt5jpe8z12t6UXP8uM0U9xtuoGLrVnRxceg6yu1MfO+7F9FgIO/jjy29mJU7d5L3+ee0eaUJ31snGPQmzh6Ui16d2p1N3/GXr/BOcW4lWaeLCYz0xD+scf9MJ+dHY8FgMWBdv+e8c/8bWXs0m6mL9mOs9WJ4cWRHHh1s24DdkOFxQby75gSVeumnRaNUcFN8I75vF0B6YSVjP99Ofrn0w2Yyw03xIaTkV7BkbzpKQeCO6yII9bZNKLd2IFheY2TV4XMYzSI3dg3Gy05vohMHOPq/EAQoTJGPFadKP9B1sumJP8oFZEa9J5WBNoa9nsSGvYBNsfNzSZUTpCzhhK/qAypXX3kwBpK5u9HqQYnWEzRujs/dvx10nQiHrQztRbMkRBPUGQa+IKmx1p1L9CBpGVHa9sQFkviMUisdV53ojr2MY6HzqW1DglxtMyzLTi2TBWMARTVFLBq9yPJ9UmGoYPKqyZaAKcYrhsHhg9mYvhEAX50vjyU8xpjYMSgV9aXzdUIudXhrvbmuzXWsTV0LSNnHl699mRc2v0CZoQwBgandp+Kuqb8xGRc7jh9O/GCTuduSuYUtmY77wcI9wi0G9yFuIRRUF1Bj1Us7KmoUO87toLimmIJq289OoKtkdD4gdADLTy+3jKsElay/UKVQsfLsSpSC0lIaqhJUPNfrOWbtniXbZnFNMaOXj6baXG05txl9Zzg8h6sBvwceoHzDXxb/PO87bqf6yFGqE+tLGt2HDCHg6acoW7sWQavDc8RwFFq5/Lwq0Pba9rzlZop/WIxoMIBaTdCLL1zw8YqiSOWePYhVVbj16WMxebf322sqK8OYm4umbdtm/zarggIdjNefnyEt3eZ1j5tupGz1GsrXSWX6gS++iN9991peFwQBtz69yfvwQ9l6NSfkJdNO7KNUKXBxV1NVVu/T5+b9z1sgVJXrqakw4h3UeP9sQ5L25fLHl0cRa++F+0+MJeH65vu4OmkegtjwyVbdC4KwHogBPgSKgK+BecCOxjYoiuLC1j3EltGrVy9x7969TU+8xBn18RaOn6u/8XHTKNn/+jC0qqZ7/45mlfDV1hSMZjP39IlstTLMhvz792N8uVV+c/vZXd15aXkiZdXSTYifm4Y/nhmIn/vF+zIqrzFy86dbLZ6FnjoVAR5avF01PH1DLANiA5rYghOHrHgUDlkVA3S6WfL8q+OTHpLgSx06b3ghuXEj9dJz8Nl1UFPb+6d2hUe3ybN7jWEywnvRUkaxDt8Y6Dha6ifsfrckhvPndCmAcw+CEe/AquckUReFCm78AHre2/h+jq6AZQ3m3LUcYmv9wPQVktWFTxQEtJcCvbyTENlHKmu1R84xKdtalx1UqOCRbVIPpxMLRrORp/56is0ZmwEpOHTUPzj3hrn0C+0HwI+nfmTGDnnQ8kafN+jo25EyfRnXtLkGlUL+DPRg7kEeXPugTADGR+vD5ts3c7TgKCU1JVzT5hrUCjXl+nL25+4nyjOKCM8Im2PZlL6Jxzc83uzzjPaK5qsRX5FVnkWVsYqeQT2pMFSw59weUkpT+CP1D5KKkzCYDQ63sWDEAkvm7vvj37Ps1DLc1e482u1RMsoyWHxyMRqFhqSiJNk5PhL/CBM7TCTQNZAH1z5oUSh1xOpxqwnzuHKk1M8Hc00Nlbt3owoMRNehA4asLHJmvUv1iRO49etL0HPPoXBrXIhI1OtJf+RRKrZvB8C1T2/C583DXFpK1eFEdHFxqB0EWs1FNJlIf+j/LPvQREUR+cP3FtVOs16PISMTTUQ4xT/9RM47MxGrq9G0iyFi3jzUoU33iFYdOULG1Mdl5vKCTkfoh3PwGDIEgOLlP3Hu1Vctr6sCAxE83DGcqX8ApvDwoP2O7bKSVbNeT9LQ6zHl51vGAqZNw///nP6szeHU7mzWLzyO2Sii0SkZ/Vg8oe1t9Rr+LvauTmHP78mYTSJB0Z7cNDUBnR2FTnt8P30nRdn1gmAaFxUPzO5/VfdAtgRBEPaJothkaUdjmcFpwE9IwSBIChEP1/45QgT+0WDwSqFKLxdiqTGaMTV0bHdAXIgXH9x28U1ZK/W2YjF/Hc+zBIIABRV6Vh3J5u4megkvhFWHz8nM60urjZRWG4EKHvhmL1teGEKQp/3+BCdNcONsqSQydbsk1jKkQZlOQ4NtQ1VtlrCRL2rPYHjwT0k8xmyEXg80PxAEqXTT0MAeoCgFtteq/B38Hm76CB7eIgV/YddIfYgdRkHmPvBvb2shYY9Ot0KPe+DAd9I5adyk9euCQY1bvfoogG+09NcYQZ3hziWwo7ZUsM9UZyBoB5VCxWfXf8aJwhN8feRrViWvcjj3tW2v8cuYX/DUeNo1fK80VNLF33758uG8w9y35j4bhc46j704vzjZeG5VLktPLiW1NJUh4UN4NOFRPj7wMWtT1hLoGoiPtnk3XK/3eR1EiPGOwU/nJ8tMemm9uCHqBib8OsFGQKYhWqWWboHdpGM26Yn2imb2oNnEeNdXkdzW4TbWJK/h+c3Py9bNq8qzZBV7BPVoMhhsrr3HlYxCq8V9wADLsjokhLBPPm7RNgSNhoivvqTq6FEQwaWLdI0p/P3xGDqkVY6zYutWSyAIoE9JoXjpMvwf/j8qdu4kc9qzmAoLUQUGYiwuBr10veuTzpD3yaeEvDvL0aYByP3oIwq++BKMRnRduhD06iuINTXoOnVCaSX04j1+HKK+hpLfV6IOCsL/8amkPSj3VhWrqxHNZlnpmUKjIXzuXHJnz8aQmYnnyJH43d8M1WgnALS/tg1hHX0pzConMMoTje6fE9Mryati169nLRpzOcmlHFiXRp+xTVe6ARhq5L3aRoNJusVofU3EqxqHV4goiocEQWgPtAWCgY3A28CfjtZx0npM7h3JWyvra+3H9QjFVXNpqWNOuiaCH/dlYKj182vr70anYA+beW4XQcnUGpOD7DaA3mhmx5kCxnR3quGdFxo3GP5v23GzWep384mCMquyuJ73grIZ12lAe8nk/nxQaaHH3bD3q/ox694+s1ESjVHp4OaPQV1786Zxg+iB9rdpNkNJOniG1NtHKBRSOeiBWisMfQVsfEcSzek64fyOHaDdDdKfkyapNlazMnllo3Pyq/JZm7KWie0nMjJ6JPMT51NSm3X20noxMnqkzToms4lTRaf4IvELm0AQYFKHSTZjZtHM1D+nklGeAcCCowv48fSPlNUq8uZX5aMUmv6ui/CIYNXZVezNkSpYugV043/D/4dOVf/Aqlxf3mQgCDAkXAoeMsszuXfNvWRXZANwZ8c7efm6l+v3aSeL6a31xmAyoFaquTnmZhYeW0iFQXqo5qHxsJwXQI/AHsT6xDZ5PE6aj0tcXNOTzhNTSYnDsXOvv2ERfDHm5trM06em2oxZU33iBAVz59UvHzlC1f79+D1gv+fb54478LnjDtly3gdzLMte48eh0NgKvrl0iSPy6wWNHosTx7h6anD1vDhVYS2hJK9SJjYOUJLbfOufLoNCZQI4nfuGoFQ7s4KtTaN3baIomoDTwGlBEDYBG0VR3NTYOk4k8str2JdaROdgT8J9W1YjDfDggLZE+LqyNSmfuBBPxveQynPSCio5kV1KryhffP9hxcxu4d78PLUfK/Zn4uOm4Y5rI1AqBBbtTuNsnnRT0TnYs1HfwdZgdNdg/rMhicxi+0+uO7SxDVCdNCA/SfIYjOwHLs2w+lj1HOz9sn45sh90nwzxt0PWQSjPkQIvdTMFiDP2SX2D0QOlYK8put4mlZfqqyQV0I3v2M4xVsPqFyBuLCBAymbQekF4AzuHnGOw+E4oSpbKXMfMhY61inZpO+SBJkDypgsLBp00m6YUPuuoC8ICXQNZctMSlp+SeufGxY6zZL/qSCtN4+F1D1uCuoY81PUhnuj+hGU5qSiJjPIMVILKZh3rgAlsFUd1Sh3uGneqjdXolDr6hvSljVsb5ifOt8w5mHeQVcmrGBdbbyReYajAV+dLYbVtL22sdyxKhZLTRadZk7KGg3kH6RbQzRIIAnx/4nvu6HgHUV5RAHT268x9Xe5j4dGFmEQTOqWOL498yYqkFbze+3XUSjVv93+bw3mH0Sg1jI8dT2Z5JutS1xHiFsKE9s7rvSGm8goqd+9GEx6GNlYKlA05OVQnJqLrGo86KBDRZKJy924ElQqXXr3+NtE098GDUXh5Ya4NAAW1Gq9bb0E0GDCkN+jjUygsQi0AHsMaf1ClT7bte648cBC/Zh6b/0MPoYmMpHLnLnRxcWg7daJsw1+4XXdtkyW2Ti4NqssNZCUV4xfqhldA4/e3we28cfGQ9zBGd2te605NpQGfNm4MmNSe4uwKAiI96NA7GEONicyTRbj76pyCMq2Ew57By5VLoWdw48lcHv52HzVGMwoB3h7blTuutX0y21IW7kjhjV+PIoqgUyv4cso19Gt36RlfVhtMbDiRi1IhMKRDIBrVxX+KU1ihZ8WBTKr1RvanFbPhZC5alYLHh7Tj8aHOJ9qNsmUOrK/ts9J4wN0rbAMma/QVMCtSsmeowy8WntgLvz4B+2srxT2C4f41UvawMZbdV+8LVwtAAAAgAElEQVTN5x0J96+VSkntYTbD4jskH8C6/d6/RtrvSQelhI/tkoK9ut7GDjfC7YvqxWO+vglSrAQ+BAEe2ggh3SDvFHzW4L1orvKpkwsmtzKX0T+NlgmqNCTCI4IlNy2RiblYc678HGllaSQEJKBT6Xhh0wusTlltd+7g8MF8MuQTy037x/s/5ovELy78RGoREBAbPiZHsnJYcesKAFYnr+bFzS/anecIf50/+dX5srFH4h9havepsrGCqgKe3/Q8e3LqLWIUKCyWFmPbjeXNfm82e79XK9UnT5E2ZYrF7sDvoQfRdepE5gsvgtEIajXB/36TwoULqTkmVfi49upFxFdfWoRcLhaiKJLx2FTK//oLkHryQj/5GPc+fQBIe/hhKjZttsx3HzYMhU6HPi0Vz2HD8L3/foRGer6NRUUkXX8DYqU8u+Nz1120+ddrLTrWnHffo3CBlP1T+vgQ+e1CtO0uX9XLq4HMk0X8/tkhjHozCLWCLkMbF3QpyCxn9+/JVJbo6dC7DV0GNl2plZ1cwm8fH0RfLT1g6z2mLT1HRlGUXcGKOQeoKpVKm7sOCWPgpPYXfmJXKK3RM2hvowpgCjAWqXwU4CxSb+FCURTNjta9mnh/7UlqjNJbYRbh3TUnmNgzDNUFNLzqjWbeX3PSomRdbTDz/tqTl2QwqFMrL3o2sCG+bhoe6F/fr1VUoUerVlxypbX/OMYaWPMSHPkJvMJg6Guw0ao/RF8mZdnuXiH15SVvBvdAyTaiDkEpCZ9YB4MqLeQerw8EQSof3f6pJNbiiIy9cpP24lTYNReGOVAuTN5UHwgCFJyGfQvgjh8gbRfsngdH6hUViRogWUJYi9ycXAmL75JsKrrfDbnH5PsQRdg4U+rtC2gPo2fDhrekILjbHdBjiuPzcdKqrDi9Aq1SyhQHuQZxf5f7OVtylh1ZO3BTu9Hepz37c/czYvkIRkWP4oVrXkCjrL/Z/uboN8zZNwezaMZX58v8YfMdZgRvaXsLbw9427KcX5XPgiOOy9S8NF6U6G3L8RrDUYCXVJzEobxDJAQk8O7ud1sUCAI2ojgAcw/PJcorihvb3mgZ83PxI6siSzbP2ttwRdIK4gPiOVV0ikjPSMbHjpeVrzqRKJg3V+Z7V/DlVygD/KVAEMBgIGfWu5it5lTu3UvZ+vV4jrL10RPNZgq//oaytWtRh4cT8NSTaMLPTzGxcudOSyAIYC4ro/rgQUswGDJrFnlzPqTqyBFcr+lF4FNPtSgjp/LxIeLLL8h8+hmZeEzRokX4TrkHTUTzHnwbzp2j8OuvLcumoiLy580n9P33mn0sTv5+dv16VgoEAURpOW5ACCq14xJ5v1B3Rj3ctUX72fNbsiUQBNjzewpdBoWx/480SyAIkLgxg4Sh4XgFOG3QL4Rm3ynXGs6vAgYiVQDXNQqNBm4E7hEEYbQoihfP1O4yobBCL1suqzZiNIs0QwjUITVGE+UNBFsa7udy4FB6Ma//coSzeRUM6xzEv8d0wU3b+gGb03TeAds+ru+1qy6WbCEaZl0q8qEoFb4aCWW1N47dJ8OttebHah30ewo21QaRggIGPGvfMqIi33asqdcrG1nH7j5qxyKuk0RughMkC4jAOKlMdetHtuucXCn9pWyVSlyP/yp/vcrK4Pjah6DX/VIvYnNKWBuSsQ+y9kNUf8ln0IlDRFHk0wOfsvz0cpSCUuZ9l16WTveg7oxvPx6QhGGuX3Y95YZyAJacXEKASwAPJ0gaZ6X6Uj7Z/wnm2meUhdWFfH7wc4ZFDiMxP1G2XwGBuzrdJRsrrSm1azQPoBAUrBizglm7ZrE9azvuGndZmeb5UFRdZDnuljI2diwuKhfm7JsjG195dqUsGATJgmLxycU4wlqNdVvmNj6/4fx9Ea9UjIVF8gGzGVOR3BRdrKigIcbCQsx6PfrkZDQREShqjdsLFy4k9z0pCKo6dIiqxMPErF7daIbO8bHZlhbXHW/Frt3kzJyJISsLz1GjCHzuObv9evYoXbeOvA/mYCopwXvCBLQdO8qCQZACOpoZDJqKi218Gk12jr2OqsOHyf73W+iTk/G4/nravP4vZ1npP0BVuVzZ2FBjwqg3NxoMtsZ+TEYzhmoj1WUN7ntFqWzVGQxeGC35pnkNGAR8AASIohguimI44A/MBgYDrzpe/ephYk+5/PbN8cHoLvCD4qFTM6qLXAHxtl6Xl8y30WTm4W/3cSijhLIaIz8dyGT2HxfmHXQks4S3fj/G5xuTKLoMg+O/ndRt8uWaMgjpIR/rPhl2/Kc+EARJUTPHKoM25GW4bw2Meh8e3QFdxmH368Q6o2iPtoPA0+o6FhSQcKfj+bHDwM2q30ChggQrsQ+FUgpUp/wGLj6wdQ40poJ4dAUMf1uyn7Cm+2T5skJ5foHg1o/gi6FSj+XnfeDQkpZv4yri1zO/8r/E/1FYXSgLBEHKqj238Tl+SfoFgBOFJyyBYB27s3db/l1SXWJRBa0jtzKXKXFTmJowFcFKv1BE5OujX8ssHNp6t5WpclpjFs3sObeH+7rch4vKheyKbFSCCoWgwEXlQqx3y0rT27i1oXdwbwDGtBvTonUnxk7k4fiHGRE1QnZOAEFutp52z/Z6lsmdJuOtte0Nts6qguSRmFWeZTPvasd73FjZsi4+Hp8J8r5Kj1GjEHT1WVWFhweq4GCShl5P8q1jOD1oMOVbtgJQtk6uy2dITaPm1CnKNm4k+99vUbRkqeRB2ADRaKT4xx/J/vdblG3YAID7oEEo/a0qhlQqvG65BXNlJRlPPEHNiROYS0spXrKEgv/9r1nna8jJIXPas+hTUjAVFVHwv/+hDpFX/2jbt0fXtfnZH23Hjug6d5aNeTV4Xy3naTCQ8fgTVCcmYi4vp+SXX8j75NNm78tJ69Gxj/w+tG1CADq31vd17tRXfn2FdfTB3UdHxwbjfqFuBEY6dSEulJakZCYBS0VRlLmhiqJYDLwoCEIkcAfwr1Y8vsuSZ4a1J8Tbhe1nCuga6sU9fVvHVmHObd2ID0vhWFYpA2L9mdDz8goGUwsryS6VJ453nW2h2bgV+9OKmDRvh0XNdPm+DNY8PRC103/GMaG94OzG+mW1K0z6Fg79IHnktR8piaMssyPj3TArF9lH+qsjfaftOkbHvV7S/l3ggbWw87+SDUS3uyCqn+P5Oi/JlmLXPMlnsMe99gPOEyvti8poPeX+hAq1pB46dbdUnlpwBjrdBJ1vbfy4QXqqvX8hnP5Dyvj1fULuL2g2wRbrElkRNr8nD16dyNiXs6/R108Xn+a1ba+xPm09b/V/C41CIwv4MsrqS0DDPcOJD4jncN5hy9hNMTehEBTE+cfZlGKuTlltEVKp4/rw6zlTfAZ7/Hr2Vyr0FZag1SgaCXAJYOW4leRU5DD2l7EWpVJvrTeBLoGcKj5lsx2tUsu3o761lGO+ct0rBLoGsjp5NW5qN0ZHj+a9Pe85LB0dEzsGpUJJiHsID3Z9kC8Sv0BEJNQ9lAe7PmgzX6fS8eK1L7I/dz/FNfJsVqBLoE0Z7ZrkNdzf9X67+75a8brlFhSurpT+8QeasDB877kHhbs7mrZtqTpwAJce3fG5/XYK27enaPFiFO7uBL32Krmz3rV455lLS8mePp126/9EExlJ1b76a1/QaKjYtp3c9+sVlyv37CF0tlyB+dzrb1Dyk1RmX7RoEdrOnXDt1o3QOXMoX/8npvJyvCdMwKVrFyoPHMBcKs86V+5pnr5C1YGD0CAYFSsrCZ83l9JVq1C1CcZ3yj0tymQKgkD4l19QuHBhrX3EKIfWGvq0NBvl08o9e+zOdXJx6TkyCjdvLWlHC/EPc6frkItzH+rhpyMo2pPqCgPR8f5cc5PUBhTTPZAbp8aTtDcXdx8tCdeHIyj+HmGmK5mWBINhSBlAR2wCWvZI8wpFEARuvzaC21tBNMYanVrJI4Oa581yKRLu44qfm4YCqwxeQngzlCsdsGR3uiUQBDiTV8GOMwUMbO80mXfIgGlQeBaO/SLZKIx6V+odHCj3IKPbXVLWrO4G1DcGIvrYbE5GaM/mjTXEKwxGvC0fyz4iBWkBHWzn+0TByJmNb3PPl/bHh74Ka16pVwhVa2FOR6m3cMJXUn9kY5iMcPA7OHdI6iE8XJvpO/E7ZOyBe36pnyuawdQgW2246qvoG6WLfxdWJK2QjSlRYkJervlX+l+UVJcQ7RUts2DIqsjibMlZ2npJLe2fDf2Mr458RUppCkPChzA2Vso8/D975x0eRfm14Xu2pfcE0oAQepUuHQRUqqCCgiLqhx2xt5+CICpgBQsqiigIIiBNpBMR6VUgAQJJSAIJCSG9Z9t8f7zJbia7m4Qqyt7Xleti3nnfmdlls5kz55znaRHQAo1Kg9GsLL1fd2Yd/+vyP4sYTafgTgrlz8oEuAYQmxWrGMssETf66xLXKSwrcstybQKvCoLcglh6aimjmo4i1DMUjUrDU7c8xVO3PGWZE+IZwqyDs0guUMr+a1QaGvtaBTee6/Ac9zS5h4ziDNoEtUGrcvzE3ldn+93rrfO2GZt9eDb3N7sfD52zJK8yXgMG4DVAqbzpP/ZBGCvKjfPW/k7Gx9ZbpvSpUzFmKLPdhrQ0ZIOBoGcnUHLsKPr4BCQXF+q+8To5Py9RzM1fv57gyZMsPn7moiLy1qxRzCk7cZKyEyfJ37KFxps2oXK3Kj26NGmC5O6uEH5xq2Umz7V1axvVUde2bfHs0wfPPn1qdQx7aPz8qPP88zXO09arh9rPT5ShWs5/aT1oTq4ezbuG0LzrtdOFSI7JYt0c60O8+MMZdB1hvfeNaBNIRJsbTy/j38ylpFBygepknhqXz3HixC46jYovHmhPw0APJAn6Na/D6wPt3OzXEjc7/oUeLk4n0mrRecCoH2DyRXgxBpoPsT+vyQAhInPLGOjxAjy6oWb/wMg+QpDGxVuokvZ5w2rQXlsMpbBwOHzTA+Z0gaVjRYbtUrF349r3DUg9rLSKKCu3BkjaAVun1nzc35+Htc+LvstjVUo+z/wJBZV6aNRa0WtYma5P4cQx9zS5h/ub3Y9OpcPf1Z+n2j6lEDipTJGxiHAv5VNpCQk3tbV3xNfVl5c6vcTn/T63BIIAgW6BTO85HY2k/Ezr1DqFGEu30G5MaDcBD62HIrAKcgvi8TaP079+f8X6HmE9cNO44aapXf+KhERKYQrzoucx+vfRZJXY6YkF+tfvzyOtH7EZv7/p/bhr3Sk1lhJ1NordqbsJ9QxFJamISo6qtv+woreyMg18bKtYZGT2ptnJ+juplrzflH3I+vgE3DsqH4553nYbklaLNjSUyLVrifx9LU12/IXfmDGKQA6EPYSkqfR51WiQXOyXrpsuZpK39nfFmNrTk7CPP0YbGgpqNV4DBxL4lO1nwB668DBC3nsPdUAAklaL73334Xf/9atwUOl0hM36FG2D+iBJeN52G3VefPG6nd/J9eXUPmX/dWF2GedPO8OLa0mtrSUkSfoJGAmMkGV5U5V9dwCrgeWyLP+jUns3grWEk5oxmsxXpK4KwnPx7q92WTKNfZsF8eOjXa7G5Tm5EmRZ/FyG+AGHFwqbiMqM/tlx0OqI1EOw4C7Ql/eUtX9IZB8/iBAZO3vUbQNP73R8TH0xzKwnhGTsofWAV+OUgagsC3XT838LD8Wmd17a67hJMZlNqCQV3xz9hq+O2gqYeGg8aOTXiO6h3VlwfAEl5X2hI5uOZEq3KbU+z5/n/uTFbS9asngT20/kibZP2MyTZRkZmaT8JNIL0+kY3BEXtQtlpjLmHp3LvrR9tAhowcT2E/Fx8SGnNIcH1j3gULl0YvuJbEzcSFxunGL8rVvfYnTz0XbXFBmKGLt+LPG58YCwo1g0eBFlpjLGrh/LuQLhHxfoFmjJUHrrvPlx4I8ODeN/jPmRr49+jd6sZ3ij4Tze9nEGrRhkU5K6deRWu/2HThxz/n9vkreqUpZbpSLy97XkrVxJ0YEDuLVpS9BzE1F722ZjAQr/+otzE561lGcGTphA0MRnFXMy537LxVmz7K6XXF1puGolLg0b2uyTTSYk9aU/OJVlGczmy1p7tZCNRmVQ7OQ/x87lcRyNUvphjp7chYAwp6fgpVJba4lLCQYbAAeAAOBv4Hj5rlZAeyAT6CLLcrL9I1wfbsZgsNRgYtPxdApKjQxqHUyA52UIXfxLySsxsC02Az8PHb0aB6Jy1o5fHc7ug9SDojQ0rIP9OamH4OxeIUBTkg15KaLn0K8WPbJmE5zaAPmp0Gww+NYTYyseU1pNALQcAa1GCH9ATQ3KdyaD6Bcsuiiu68hisabHC6Kf78NIMBTbXxvRS/T9Nb7dfiBr1Iv1lY3GJZUILiUV3DlDmfmTZUj4Q/RiNh4gbCqc1Igsy+w5v4eEvATKTGV8dvgzxX6VpLIohILwxmvu35wmvk3IKMlge8p2Wvq3ZFSzUXhoRWBuMBn449wf5JTm0L9+f4LcraXkqYWp7E/bj6fOk4PpB9Gb9Nzf7H4a+jYkKjmKQkMh/ev3J8BN2Gpnl2azNXkrHloPBjQYYLG+qEqJsYTtKdtJLUhl9mGlou2c/nOYEDXBZs30ntMZ1miYw/dGb9KzPWU7AH3C+6BT65i+bzpLYpc4XDMschjTe9n2z57IOsHB9IM09m1Mdmm25XUeyzzGK3++YgmQH2rxEK91ec1m/c2KKS+P/E2bkHQ6vO+4w5LBKz50iJLoaNw7d8atVSv0yckkPzTO0uumjYgg8Mkn8L3bvkhK0aFD5C5dhiYoiIDx/4fG3x9DaipFe/fh0rQpbm1a211Xcvw4xQcPkvXtd5iylJll//H/R91XX7W7riqlJ05QtH8/KhcXzGVluHfsWOsyUic3DvpSI2f+vojZLNOoQx1c3K5P4JwSm01WahHhzf2uOGgrzClj1SeHyM8UbRWteoXS98Hml39tp3LISim8Ktf2b+OqB4PlB60PzACGARXvaAGwFnhTluWzl3GtV5WbLRg0mszc8/VujqUIv6sADx2rJ/Sgnr97DSudOHHArs9gy9vW7aGzoVMVQZkD38O6l2zXatyEkmd1pvUASx4Q1g4gRGweWSeUP0+udbwmopc4tlRNwL9wuFUgR1JbS0JdfeCxKGEhEVVuqq3SQGAzyD8PZXnWjGG7B2GEAzn93V/A5knW9SO+AXd/CGwqAtrKrH9N+B5WzL1/MTQb6PjanQAwY98Mfo79GRCG6C0DWxKTGQNA28C2HMs8ZrOmQsGz8r4QjxBWDV+Fu8adxzY/ZlEa9dJ68dPgnxRKoTtSdvBs1LOKktR6XvUs2TZfF19+HvIzaknNmHVjyC4VwletAlqxaPAiuz5/FaQVpnH3b3dTZCiyXNewRsP49piyF9Fd4872+7dfkq/fmvg1TNpVvdF33/C+fNFfqby4Km4Vb+9+22aup9aTMM8wRR+mTqXjx4E/0ibIGRgYMzNJHDkKY7ooY9M1bkTD5cvJXviTIkMX8v57+N57L+ayMpLGPEDZCasSs9egQYTPUlqAZC9axIX3rH3TkpsbkWt/Qxdee3GO/C1bSZ2orKoIeOIJ6rxUczll7qrVpL35po3VQ/DUKfiNtp+pdnLjoS81snzGQXIviAeenv4u3PdmZ9w8r63V1p5V8RzeJG7/JQnueKw1jTvW0H9fAyaTmbT4PNy9dPiHXn6/8t41CRzakGy5ttv/rxVNOt88VQ61DQYvqY5LluWzsiw/CPgAweU/vrIsj70RAsGbkb/iLloCQYCsIj1L9jv/K5xcJrJcRQET222AvxxoSRlLhC1FdVw4YQ0EQWTq/pxpGwhqq/wBSNoB5/Y5Pu65A0ql1Mq9gaV5sP9b4Yf45A4Y8TU8dwSe2Q3hHZWlo0d+hrxU++foPhGe2iXWTzwMbUcJ8/qqgWBxNhyYZ902G2GXHb9DJwryyvJYdmqZZduMGa1Ky9oRa1l/z3pe7/K63XUlxhKbIDGtKI1NSZs4cvGIwnKiwFBgk0mbFz3PpjexIhAEIQCz/PRylp9ebgkEAY5nHefX079yIP2AQoxGlmWOZBwR++N+tQSCFde16MQim9fwTrd3+C76O8b8PobJuyaTUZxhM6cq30XbWgOosZbwSUiMbDrSZo69dQCFhkJFIAigN+tZeGJhjddyM5C3erUlEATRB5i/eTNZ3yoD+8xvxEMgc0GBIhAEKNi4EXOxsjrh4hfK70y5pITcpZdmQ+PVtw+urVpZttX+/vjdf1+t1mZ9841NIAiQ+fU3yGYzpsJCO6uc3GgkHM6wBIIgeu1O7b0y/9Oa0JcaORplLYeXZTi86coLBNVqFeHN/K4oEDTqTRzZav0el2U4tPEfLV68Ybms/LEs0ok1/6Vycs2prKZZgdEsxmRZJqfYgJ+7Fqm6bIoTJwCHf4LDC6Csyh/+klzITgT/Sr0nZlvPK+s+Bz111a2tqroJIuOWV8W42VTdeavZV3ltSFvx4/CYcvWvIbi1+AERZGrcbMtXZbNtb2J11+4EAJNssgnKjGYjET4RgMjWPdr6URYcX6AoFXWE0Wy0UQytGK9u2x4H0g7QKdj2Aev7+0RGp75XfX4c+CMeWg8e3/K4xdIi3NM2u1PVzF6r0vLajtcsvXoxWTEk5Cbw85Cfq72mqtetltQsGbKEXed3kVaYxsCGA+kcbJulr83rvZL5/1Vko+37IOsNyGaz3Xmyyd5nVEY2V/m7bbIVyZINl/aeS1otDX5eTMHmLRQf2E/JkaOce+pp/B8eh+9I2wcC9q63KubiYuL79ceYno57586EffoJmiCnWveNitnO/aC9sauKjM3n2Wz3c3/9kW/ga7vRcBqy/cvp2yyIRkHWJyceOjV1vFx4ZflRus+MosO7W+j/yXZiUvOqOYqTm56Tv8Nvzwp7hCo3qugLhGH6+SPWsW62/U6AKIfsYivAoSDkFlHyaVmjFdYWDStJlKs0wgajcslcSDtoUI0HYb2uVawsKj0A0bjZKntW0PXpKnNdbQO5Y8vgu/7w41DRB6gvEqWuMxvAx43h0I/K+R6B0Lay2p5Ufp5KJO+BFY/DmmdFttQJ/q7+DI0catmWkBjbYqxizksdX2LzyM0EuVV/U+rn4sedEXfSsW5HWgZYza1d1C6MajZKMXdcq3E266vaLMRkxRDpE2npQ6zK2YKzLDyxkN/if1N4G6YUpuCqtn6OI7wjbF6TwWywEW2JzozmQpFQpzXLZkqNtrYkD7V8yGa7RUALHmvzGJO7TbYbCNpbV4GL2oV6nsostxo1D7R4wO78mw2f4cNR+1otObShoXgPGigsJSrh/7D4PGnr1sG1Sq+fR/ceqD2VnyH//6vy3aTR4Duq+gDOHioXF1xbtiD31xWUnT5NWVwcaZMmU7Rvf7Xr/B95xO64bDRaMqHFBw6Q8cmnduc5uTFo1KEOnn7WHmY3Ly3Nbg2uZsWVo3PT0KKH0mbilv71HMy+vmhd1LTqGaoYu1Gu7UbjknoG/w3cbD2DIERUVh5OobDUSHJ2Mb8eslWwaxXqzbrnetlZ7cQJsPoZIbZSHe3Gwog51u24rXB2N7j6QvRyYUrf7kHh5VcThhIRYOWnCoP3uq2ErUT0MiFE0+IukX3LjBNqnB6B0HY0uNTQ/K0vgqO/CAGZJncKEZzibGh9LwQ6cMbJSoAvqojkdHwEhpULlyTugAXWAAW1Djo9Bvsq9RVKanghGnzCrGMmo/BqvBgrVETrdRGKpCd/g6x42DELKrzoXLxh4qGafQ5vAkxmExuTNpKQm0Dv8N60q9NOsd8sm5FlmUJDIWPWjbGUc3poPRjVdBQns0/S1K8p41uPt4i+FBuKWZuwluzSbAY2HEhDH1uFxSMZR1hwfAGlxlJGNBnB8azj/BDzg2LOSx1f4vYGt7PuzDoyijNYdnqZYv9t9W7j8IXD5OmVD98mtJuAhISH1oNhjYbh4+LDtrPbiM6M5u+Mvzl4wf7frIdbPky7Ou2Yvm86mSWZ9Anvw/Re0/HSeVnm7Dm/hwPpB2gV0Ip+9fvVugpk9/ndQkDGpzEFhgLLexPkFsTK+JUcTD9IsEcw9za5l2b+l28B9F/DkJ5O3prfkHQ6fEYMR+PnB0DB1q2URMfg3qUznj2sD61kg4GLc+ZQvH8/nr17E/DEE3bN2fM3biJ32TLUAQEEPTcRXb3Lu2nNXvgTF6YrBYMCHn+cOi/b6fGuRNGePRTt3YdsNiOpJHT16pM2SdmP6tKsGZFrVl/S9eiTkihLTMS9UyfUXl41L3ByRZQU6Indm47ZZKZ51xA8fK+doKAsy6TF52E2mSkpMJCVWkj9Vv6ENvG7Zue8VGSzTMLfF8k8V0C9Fv6ENbtxru16cE0EZP4N3IzBYAVlRhNtpmxGbycNrpLgzIxLlOd3cvOw4xOrsIoj2o+F4XOUY2UFMLsNlFjNgLlzBnR75upf49XEUAp//wQuXuAbAT9UsXzwCoF7voOGvWDTW7Z9kHXbwIVo5diDK6r3VTSUwnf9IOO4/f3DPhNBqBOHLD65mK+OfEWZqYxRTUfxQocX2HZuG1mlWQyoP8Ch/UFeWR7fx3xPYm4ivev1ZmSTkXaDpg/2f8Avsb9gxkzX4K7sTtut2L906FJLlrHMVMbglYMVvX0BrgFklSoVHd017qy9ey113JWB/raz2/gt4Tdyy3IdBoMVGcVSkzUr+HDLh3ml8yuO3iIn/xAlR46QvWgxqCT8HxrnUP3zWlO0bz9nH1Y6fIV+/DE+Qy/t779sNpNw50AM56w9V/6PPELdN+z37dojc+63XJw9G2QZlZcX9ed/71Qo/Y9gMphZ89nfpMWLB191IrwZ8VJ7tHb8n538c9Q2GHSatfyHkJDQqiX0djy6ezZx1vk7qYYuTwjxlcS/7O/Xutsv/0zeowwEQZi3dxhXcxbvnyIvBb7oJMRuAH4frP0AACAASURBVDyCwK8R5CRY5xSkwU8jhAJpkJ2sSMNeymBQ51Wzguqp9Y4DQQDPa1vO828loziDmftncujCIYV4y6KTi2gZ0JJhjYZxMuska8+spYlvE3qH97YJ9J774zkOZxwG4M+UPynSFylM3I9dPMbnhz9nX7pVoKhqINjMr5lNuWmrgFaKYLBqIAgwrcc0m0BwR8oOntv2nGXbQ+uBp9aTjOIMRbmoSlJRbFSKjZzIti0pNpgNLDu1jOOZx+kc3JkRjUdcdp94ob4Qk2zCx8XnstbfjJSdSSR53MPIetH7XLBlK5Fr16ILD6th5dXH49YuBDz+ONkLFiCbzfjefTfeg4SKcda8eWT/tAjJ1YWgZ57BZ/hwh8eRVCrCv/ySCzNmoD9zBs/bbiPo+ecczq+KKT+fzDlzLMI05oICLn7xBfWriO04+XeS8HeGJRAEyEjKJ27/BVpWKct08u/AGQz+h9BpVDzdtxEfbz5tGfN109KjcSBT7mpZzUonNz0uXsK2ISMW5vW3mrUD1GkJY5aAX4TYzoyHdS9C2lEI7Wh7LFMZnNkGLRz7pf2jLB5lDQRBlJS2vU+89oQo67jZKEpU+02G+Cg4sQZUauj4qAjcQjsIWwq/BtB/irCvqI7qRDiaDoQmt1/Z6/qP8uaONxVBWmWiM6PRqXW8uv1VSxD1QPMHGNF4BO/ve5/EvERuDbnVEghWsC5xnSUYPJN3hkc3PorebEfEqBKnck7x2aHPiM6M5kT2CZr6NeXvC39Xu8ZV7crU3VNZm7AWjUrD/vT9NPFtgqdO+aCkyFBEhHcEF4ovKMYfb/s4C44vILcs1zLWJbiLzXne2/seK+OEP+faM2uZdWgWT93yFBsSN3Am7wx9wvvwVte3HPY7AiTkJvDUlqdILxY9Ync2uJOZvWdWa5vhRFCweZMlEAShBlqwdQsBVXrxTIWFpE+bRuH2v3Bp1Ijgtyfj2vzy/dMcUefllwh8+ilksxm1p/isFfyxjYyPrcrQ519/g+xFi9EnJ+PRvTshU6co+iEBXJs1pcGPP2AuLib9/feJ73sb2ogGBE+aVGOGz1xYqHhPAExZ2Q5mgyEtjbQpUyg5chT39u0Jfmcq2mDnA7IblZICW0G04oLqv0Od3Lhc8be8JEmBsixnXo2LcXLlPNuvCd0aBRCdkke3RoE0C3bW6DtxQNxWiN8CdVqIXj+1Fuo0hyGfCg9BfSH4N4L7F4FPPWG5cP4InN4IueXyzGf+APdAKK7yFeAVYnu+G4H4KMiwI9ZSnA1dn1EGgwDeocJQvvcrIih094clo+FAhTS/BMNmQ0R5j9DF06L3UucJHR9W9gA2GywC6pwkse3qK0pD/SIgVNkX50RgMpscBoIAnep2Yn7MfEU2bWnsUqLORlkCqy3JW1BLaoWCZ2Xxmc1Jm2sMBCuYF2O1Czl04RBqSQ0OOi3cNG6UGEvAhMUoHuBwxmF8dLYPDk5kKT+XWpWWx9o8Rqe6nfjo4EekFKQQ7hlOsaGYpLwkzLKZrNIsWgW24reE3xRrc8pymLl/puV9WXtmLe5adyZ1nUR6UTor41ZiNBsZFDGIfen7SC1MZWPiRjJLrb/Hm5I30fNMT0Y0HlGr9+ZmRhNk2+urrWM7lvHxx+T/Jix0Sg4fJmXiczTatNFuD+GVonJXeg0XHzhgM6c0WlQ3FGzciKTVEvbRh+iTk7kwfQalcafx7NWbuq+9ysUv55C3QjxsMB09RsqEZ2kctRVJq3V4fm1oKO5du1K8d69lzOeeux3OP/+/Ny1zC7dvJ+3Nt6g///vav2An15VGHYLYt/YMhlLxvarRqWjSydnz/m/lsoJBSZJcgE+ARwFXSZL0wGLgBVmWnYY0/zAdG/jTsYH/P30ZTm5kDv4Av79g3U7aCfeW3+jecj80HyyyXgFNQKWC31+Eg/MdHy+wKWSWZ6TbjYXwGkvU/xmSd9kf7z4RglqIbGaF32FYRwjvDJ+3g7xzwvew9ytVvA5l8b40GyQCwW/7CN9EEDYdz+y1lsu6eMLj2+DoEiGgc8to8Km9qfTNiFqlprFvY+Jz4y1jLmoXvHRejG42mjsi7mBe9DybdVUzbP6u/mSXZmOSTfi5+DGxvdWcuyZV0uqoahFRQYc6HWyykZXJ0+cR7hlOSqEQ+7q/2f0cyTii8Phr7i8yRu3qtOObAd8wYs0IjmUe41jmMX48/qMl0AvzCMND42EjWlNVnfRg+kFyS3MZ/ftoSznr/Jj5Dl8DQHxOvMN9Tqx4Dx1C3urVloDLo0cPvG63zfQXH1D2hhrOncNwPu26lJPW1MNYvF8ojqZMfI6y0+K7PHfpUlBJlEbHKOYaMzLQJyXh0qRJtccM//ILshcsQJ9wBs9+/artW6warBbZCV6d3Dh4+rly72sdif4zFdks07pPGD5B7jUvdHJDcrmZwY+AgcBzwDmgLTAJYVXhQL/diRMnNwwHqtxAx6yAQR9CQTr8vQi0rtBpvAgEDaXCg9AR4Z1g9BJI2Q9ufkJVdN3LIqvWaTy4+Tpee70J7WA7dtskoWYKIguaHgPGUjF3bm8RCAIYimCnHWl1l/Ls+5HF1kAQxLrTG6FNJYl4d3/Hthw3OWfzz7Ikdgmnsk8R5B7EXY3uokdYD97r8R6v/fUaZwvO0sinER/3+ZjGflZl2EdaPcIbO96wBD8jmowgKjmKXL21tLJnWE+eafcMZ/PP0iaoDW4aN8u+IZFDmHtsLmlFaXavq01gG+Jz4ikxldjsc9e42/T0Te46mfua3cfw1cM5k3fG7jFDPEJYM3wNm5M3szdtL55aT7qGdCWlMIUiQxGeWk/aBLahUF+Ip86Tbee2KXoTKwd6qUWpdA3pyr60fTYBYGXUKjVT90xV9DVWFwgC9AzvWe1+JwKViwsNflpISXQMqCTcKpm/V8atdWv0CdbeZE1QENpgq+iRbDSSu3IlpTHHcb+1Cz5Drp7om9egQfgfiyZnyRLQalFpNJhyrb8jrm1aY8jIsASCFRTt2o1Hj+6UxlgDQpWPDwVRUWT//DPed96JR9euds+p9vQkaELtvu/cWrem5OhRxbaTG5uAUE/6PuBUGv4vUG0wKElSA1mWk+3sugt4UJblisfsm8ub1WsvM+XEiZN/Dm2VJ3gqLeQkw4+DrQHN34vh2f1irsYV9JV6BNQ6YRRfrysM/kgEjfW7QvxWWDQSS+3ciTXwxHa4TDGLq07zIdDjedj3rSiL7fkC9HpZOafCUH7rO7aKoWUFwqYiZoXY1rhCxkn4qDH41Lc9X9X32Yld0ovSGf37aAoMBZax9YnrmdlrJnc0uINfhvyCUTbi52orCz44cjD1veuzM3UnTXyb0DKwJRsSN1j2qyU1D7Z4kGCPYII9bHuQXDWudA7ubFNqWUFyfrLdQLChT0MivSOJOqcsLa4QmZnRawZv7XyL+Nx4Wvi3QKPSEJ0ZTYR3BO/2eJf04nSm7Z0mSkmrUGgo5OfYn4nJjGHxkMXE5cQ5eOcEvi6+rB6+mml7pnEo45DdOadzTnM657TdfRW4qF0oM5WhltTU96pPVomtII4Tx9SUfavz6isYL2ZQtHsP2gb1CXn3XSSN9TYsfdq75C4TdiW5y5ZhOHeOwKeeuirXJkkSdd94nTqvvAwqFaUxMZx/43/oz5zBvVMngidNQuPvj6ZOHYwZ1gcPrs2aUef55zGcP0/RXzvQhoYiublxcbaw3sld8gthX3yOt51M6KUQMv19zr/6GqUnTuDaqhUh7793Rcdz4sRJ7akpM3hckqS3gM9lpQdFAVC1vikMKLqaF+fk2rE/MZsFe5LQqiTG94ykTbhTOe4/T8ZJ2PW5MJFvcgec/xvM5QFej+eE/13lzFZhOsSuh3ZjoM+rsOVtMS6p4Z5vRQ+cpoqH0aEfUTRRpR2F1MMQbkdo5noTu15k79z8oPvzcP4QFGVBUabwMayKvbLY8M4w4hvIThLrjaXWHsSii8IvsCy/fG4X8T47qZGNiRsVgWAFc/6ew/t736fQUEjrwNY08mlEm6A23NPkHjKKM/g++nsyijMYEjmEp24RN83v7H5Hka0zySb2pu2lmX8zDGYDC44v4NCFQ7QJbMOjrR/FTeOGu8Z+0O6mcSNfn68YaxvYlh8G/oBOrSMxL5GDGQfJKxMlmn3D+9I6UAQELQNasmr4KmYfms3ik4uRkRnXYhyvdnkVgK+OfGU3EKzMscxjbEraxKnsU9XOGxo5lEjfSH4c9CMfHviQn05Uk8mvhIfGgyKj+LPtrnHn29u/5eXtL3Oh+AKJ+Ym8seMN1Co1AyMG1up4TqpHExhI/fnzMev1qHQ6xT5Zryd31SrFWM4vS+0Gg7LBQO6KFZQeP4FH9254DxpU62uoCD7d2ral0fp1NtcSOnMG5//3JsYLF3Bt1Yq6b7yO2teX+nPnIuv1lCUlkXiXUoU0d+myKw4GXRo1ouHKFXbfGydOnFxbagoGxwGfAw9KkjReluWKx+RfAz9IkjQEUSbaBhgM1MJt2sk/TWx6Pg/O24vBJG7aNx2/QNTLfQj1dathpZN/LcXZMH8glJaXBcWug1E/QmmeUAsN7wQ7qimB7PE8RPYVAjIRPSGgkf3zuHg7PkZOEsSsFGWjbe4TPXTGMjGWlyL69epchrLeqY0isG3YS1ybPeKj4Jcxdsa3iD7C9mOFYX2bUVbjeBdv6/sFIgt4/2KR7TxvP/tC3VaiNFbnLgJBdflXbF4qxPwqMoVt76tZefQmw0NnX+XyXKHV4yw6M5rozGhWJ6wmOjOaA+kHSC1MBYRdBBIEuwezIm6FzXE8taJv86MDH7EkdgkAO1N3kpSfxIe9P7Rro/BMu2e4NeRWHt6g9GyL8IlApxY3qw19GrJ0yFJe3v4yJ7NPcibvDHvT9tI1RJTN7Tm/h+9jrCIYC08upHNIZ/rW61utsmdlpuyaQucQW9uSJr5NiPCJ4K5Gd9GnXh/L+MAGA2sVDLYJbMP3d35P9MVoUgtT6RXei8S8RJt+yzVxa5zB4FXGbrCjVqNyc8NssFZgqDztf0bS3p5CXnngmLt8OYbUVAIeewwAs15P5pdzKDl6FK877sDvgTHV2oxUvRaP7t1p/EcUpvx8NH7KTLyk06H28BCVHpXyAyrPq2cj5AwEnTi5/lQbDMqyvFKSpK3Ah8ABSZI+Bd6RZfkrSZKyEP2BHYHzwHhZlhdc8yt2csWsP5ZmCQQBSgwmNkSnMb5X5DU538I9SXy/MxGtWsXEfo0Z3u76ey/d9MRvVQY2shmSdsHgD61jHR6GwwshJ1Fs1+sKTSuZsYfcIn4ATv4OJ1aDbwPRA+deLljU/TkRaFacq+1oCGpqa1lxcD48sh7mdBGefgDbZ8K436zKnA5fSxQcWyaUOvXFcHCedf2QT6DzY7ZrYmwDBAtpR8QPwM5Z8OR2ofDZfzKselK8V0iiHNarLuSnOD5WWEdoO0o5lpMEc/tY35N9c+GpHaB1PnypYEjDISyJXaIoh9SpdA5VPtfGr8WEst9t3Zl1hHqE2vTN1XWrS7/6/QBYHb9asW9j4kYm3TqJRScWKcY71e3E07c8DcBdje6ylJB667x5tNWjirmLTi7ieJbwjzxbcJaXtr3EH/f9gavGlSMZR2yufcnJJRQZihgUMYhfT/9KUn6S3ddYQZGxiGZ+zTiYfpBCg/j9GRY5jOm9ptudXxt/QQ+tB291fQs3jRtdQqxWFQfTD9rM3Z++n/SidLsltk6uDNloJGfJL5T8fRi3du0JnDCBjBkzxE6NhqDnbH39zCUl5K1ZoxjL+WWpJRhMHHE3+jOiV7V43z6KDx0i/NNPbI5THZJabRMIVqANC8P3/vvI/WUpIALBwCcev6TjO/l3YjSY0GidpvKOMJnMSJKESnWDtMVcAjUKyMiynA88JUnSIuBbYKQkSU/KsrwUWHqtL9DJ1SfYx/Ym9L11J9mbmM2n992Cl6tjuehLZWdcJm+vsRptv7D0CM2CvWgebCeD5OTa4W3HCLbqmEcAPLMH4raIDFaj24SvXlWOLYeVlQKuU+vFOhCZveePiIDNOxQadBfjB+crvQvTo2HZOGsgCMKHb+9X1QeDcVthcaWeRKp86e7+wn4waO/126M0V4jl9J8sMnjhneDcfgjrJN6fjFhoPgy2zRB+ihYkoSja5zXbYx7+SRmIZ8XBqQ3Q+p7aXdNNgLvWnW/6f8OEqAnE5sTi5+LHix1fZMb+GXZLKSVJsrF08HPxI8jdVhnUKBvpvbQ3PUJ7YDApvbFkZJaeWmoplazg0IVDfHroUya2m8jDrR5mSOQQcktz6RHWwyaLuDdtr2K7wFBATGYMnYI72RVo2Z22m91pu2nq15TFQxZzIO0AWrWWCO8Ijl48SszFGH4+9bNizaKTi3iyzZPU8ahDmGcY7erYWpGUGkt5e9fbbEraZGOlASK4fr/n+5hkE12Cu5BTlkOxoRj3Sn2tcbm2vYl6s57V8astZbhOrh4XZn5AziLxICJ//QZ8x4wm8ve1lB4/jlvHTnZVRvNWrQazWTGm8hLVF6WnTlkCwQoKNm7EPHPGVc24hUydis/w4RhSUvHo2cNh4FgbzMXF6M+l4BLZsFqrCif/HGkJeUQtOEFeRgmhTXy5Y3wrPHxdal54kyCbZXYuj+P4jvOoNRKdhjSk/e12NARuYGqtJirL8k5JktohSkE3SJK0GHhZluXcGpY6ucG4p0MYq4+ksj/RagArA1tOXODzqDjeGnL1DOp3JSj952QZ9iRkOYPB601ET1GaGS3ECQhpB50etZ2ndYOWd1V/rCPKLAoZJ2DpQ3DfQlE+pHWH1EPwx7vCcuKO94VXX1WyEmzHih2bEotzL0YZBVSJCOydB+DWp0TGsqK/T6UDR95ylY/hHyl+9n8Hm94SAWBQcxg5X5R9AnR5UvgEOsr02bsmR9d5EzPn6Bxic2IB4ZM3fd90uoV0I7UolaySLHJKczAjboKNstFmfdTZKHQq5Q2vTqWzqGfuOr8LrUqr+MhISHz+9+c2x5KR+SHmB1acXkG+Ph8vnRcf9PrAbjmpi9r2pmhHyg5aBLSgvrfjG4LTOaf59dSv/F8bqwB3fe/63FbvNqKzRElsBUWGImYdnsXqEauJ9FFWcJzMOsmq+FWcyj5ltbOQxWuTJAmzLN4zvVlPbHYsgyMH8+D6B0krSsND68G07tO4I0L0tjb2bYw9VM7P6zUhr0qPYN6q1YRMmYJLY/v/D/qzZ0l/913loEpF0MRyqxQHWeFrkadwb98e2re/omMU/PEH5197HXNhIZq6dan39Ve4trx69x9OrhyzWWbz9zEUZouHn+fjctmxLI6BTzjVXiuIO3iBY9tExZDJCLtXxBPW1Jc6Df4997mX9A0vy7JeluUpQAegORArSdL91+TKnFwzXLVqlj3ZjU9G3WKz71hKnp0Vl0/rUNubp1Z2xpxcB+79Dibsh8f+gCf+vPy+NXc7Yisnf4PEcmPtbdNFhi8nCeI2w5L7odP/QeUb6bCO9vsD/SKqP7c9oZfK9HzJ8bqndsH4reI9cHfgw+keCB3GKceKsmDTm9ZM4MVYYRkx6kfx06Bb9SWfHcYp37M6rUQW0YmCmEyll1mpqZRtKdtILUxlyZAlbLh3g8NgBSBfn68wTffUetqUmVYtIa3OiqHimAAF+gLe3fsuSh01MJlNSHZutecfn8+A5QPw1HjiqnZ1ePxZh2cxdv1YCitlzT11niwevJjb6t1mc60VxvQpBSmkFKSw9/xexq4fy5LYJTa+hjKyJRCsICYrhk8Pfmqx0SgyFPHe3vcwmA2czDrJ/rT9NteoU+mcxvPXCLW/f5Xt6jNspcePK3r1ALxuvx2vfuKz4tq0KS7NlFL/3sOHI12nPrzMb74hrk9fEoYMJX/jpmrnyiYT6VOmYi4Un33jhQskPTiW0716kfHJp8hVsp9O/hlKCvSWQLCCi2fzHcy+OclIshU/y0i2HbuRqTYYlCTJTZKkzyRJOidJUrYkSWslSWosy/IJWZZ7ANOAuZIk/S5JUr1LPbkkSQMlSTolSVK8JElv2Nn/kiRJJyRJOiZJUpQkSQ0u9RxOHDOkbQh+7sqyjG6NAq7qOQa3CeaR7hHo1CrcdWpeHNCULg0d3Ig7ufYENRPKnldi9dD7FdDYCX4qMn3xSql9ss+IctMJ+2DgB3D3XNEv2GKY7TG8Q6o/d/eJ4F2pdKr9QzBuDQx4Bx7/Azo85HitSgX1OouS0cJ05T5XHxj0kTCJ963yVZafImw0FK8psfrrrIxvPXHcQR/B8Dnw2BZbFVYndAnuYne8yFDEhqQNBHsEk5BrJ5vsgEJDoU3ZqFq6/H6X9KJ0m+ByY9JGYrJi7M4vNBQybe80Sk2l1R736MWjLD+9XDEmSRJ3RtypGNNIGhp6N2TM72MYtHIQg1YO4vEtjzvsq3RVu+Kl9VKM3Rp8K8n5SreonLIcopKjGLNuDL/G/WpzHL1ZrwhWnTjGVFBAzpIlZP3wI4ZK9gyOqPPKK1BRGqnVUveVV6qd79ahg3V+OZ59+yq2G674laCXXsKzbx9CZ84kbIb93tKrTf6GDVyc/RnGCxfQJySQ+vLL6FMc91ebS0owXryoGJNLSjBdzCTru+8sFhtO/lncvXX4BSvVlsOaXn5Z8H+RsGZKL2VJgrCmN5C/ci2Qqj7pVOyUpK+AscCnQDbwdPmu1rIsGhIkSQoD5gD9gEmyLNvW3Ng/tho4DdwOpAAHgDGyLJ+oNOc2YJ8sy8WSJD0N9JVludpMZKdOneSDB22b4J3Y52BSNlN/O05qbglD24YyaWgLXDS1v2HKKzHw9poY/jp9kRYh3kwb3prGdWyVxUoNJiSJSzq2k3+IA/OEBYWkgp4vQseHbeec+RMWjsBSc6dxhXvmwa5ZcCFGqIRW4OIt+g8Td0BwGyHyErNS9BEWZ1ntLdQuImNnLBPH9agj1DnP7ROKpLe9JUpYDaWQtAM860JI28t7jQuHi9dQgc4LXL1F6WzvV5VzzSb4vAPkJlnH/BoKJVbfBmAsgZIc0WPYf6pVQdTJJVFsKGbG/hlsTtpsY+TurnHHx8WHjOIMh0bpKlSWMlIArUrLuJbj2JGyg/i8eFSocNO42bWwqEBCQqfW4aPzIcQzhKMXrSbYvcJ68dWAr1h0YhELji8gX59PmbHMRsimJry0XjbX0Ce8DxeKL5BZksmwyGE83+F51Co1Xx/9ml9P/YqHzoNwz3AOpB+oMbj01nkT6hnKSx1fQkLi9R2vk1Oag4vaBRe1C5IkkVtm7e7QqrSoJBVlpjKHx5zcdTL3Nbvvkl7nzYa5uJjEu+9BnyyCbbWfHw1XrkDt78+FGTMo2LwFXb161H3zf5SeOkXWd0L4yve+Ubg0aoRL06Zkz/+B/E2b0IaFUfeNN3DvYFuGWRAVxcXZszHl5uE7aiSBEyfWSjToamLMziZ96jsU79+Pa+vWBE+dQta8eRZRmQrqvP4aRXv3UnrkKG6dOxEyZQqaIOsDmuRHH6V4z96qhwfAa9BAwmfNuqavw0ntyD5fxF+/nCIztZD6LQPoM6YpLu5Xt7/TaDCxa3k8CX9n4B3oRs/7mhDc8N9TRXZ4UzLRf6ag0anpPCSCpl1uDMEtSZIOybLcqcZ5NQSD6cBsWZZnlm+3Aw4B7SrZTFTMvRfhR1grqUhJkroBU2VZvrN8+38AsizPcDC/PfBleUbSIc5gsPYU6428uPQIm09cwNtVy1uDW3Bf50tL8L6y/Ci/HrI+/Wta15PNL/apZoWTGwazGRKihM9es4HCfy95N/xQpYTxsSghpFKVk2uFMqbWDW59BlaOF8FdZTyCILAZJO+0jvmECyuJCiQVNB0Ep9ZVf70qDUw8DH5XoUAgOxG+6ip8Aqsycr4wlq/M1qlCabQm7pwu1FWrkrRLZEgb96+9mM1NSomxhEc2PmIpiXSEr86XXH3NLetalRaD2VDjvMo08mnEL0N/4eujX3Mg/QAtA1oysf1Ejmce58mtT17SsWpzTRVm7xW80eUNHmzxoGV77tG5fHnkyxqP2yW4Cw+3epjcslz6hPdh2alldnsiL5VfhvxCq8BWV3yc/zJ5a9dy/lWlgFTgxGeR9Qay5s61jKl8fDDnKdsx6i9cQPG+/WTOmWMZU/v50fjPbahcbrwqgpTnnqdg82bLttstt+A7aiRpkyYr5rm2aiVKW8vx7NuXet98bdk25uRwcfZnlBw9StmpU4oS2DqvvkLA+PHX8FU4uZHYuyaBQxusVQtuXloent4DtdbZr3wl1DYYrOkRtoR9tQabCFKW5RWSJG2p/SUShvAorCAFuLWa+eOBDZdwfCc1MG9HIpuOC0+pvBIDb66KpnfTIIJ9HPe4VGVPgvLm//SFQjILywj0vPH+gDmpws+jhOUEgHsAjN8isndVSfzLfjDYYpj4MZtEaWjVQDC8Mzy6AWZXyd7lVSkdks1CSbQmzEY4u+fyg8GSXNj+obCRcA+wHwgCnN4EZYXCbzCynygvvVB9YGJhx6ei77H5EOvYupdFthVEee241VC/6+W9hpsAN40biwcvZm/aXmYfms2pHPuG6/W965ObWXMweKmBIEBCXgKFhkJe7PiiYnx/um1PXWWC3YO5q/FdHMk4goTEvvR9ducFugXSrk47igxFeGo9WZ+4XnmetP2KYPBA+gGH55SQeL7D87QKbMWCmAVMiBIPI3xdfInwjqj2eh0R4R3B+cLz6NQ6nmz7pDMQrBW22TlJpaJon/IzUDUQBMj6bh5yiVI115STQ9np07i1aXN1L/MqUFzlNZUcPYrPqFG4d+tG8YEDSDod2rAwRSAIULRf+fuj8fMj5J2pAOSuXEXGxx9jysvDe8hg/B6qpuTfyX+O1FPK7/KSAgPZaUUE1fdysMLJ1aSmkHs18KYkSZMlSXoWWAzEndM6AQAAIABJREFUASftTS63objqSJI0FugEfORg/xOSJB2UJOngxSo16DcSsixzMi2f9Lzqy3yuF8fPK/8oGc0yW06K4PBsVjHxGTU3wLYNV6bxw3zd8Hd3msbe8JzdZw0EQQRy++ZCqB11uMpjBemQdsz6BPfcfvjsFhFYVr0ZCu8Caq3tMd2r9qVKwtC+NoTYSurXmpVPwN45wmT+5G+O5x1fDWufg0X3wopypUd774s9ijPhlwdFJhAgP02Uw1ZgLBEBo5Nq0ag09AzrSc+wng7nnMq2HyReDUI8QvB3te1triko6hralYntJ/L9nd8r/Puq0q5OO0Y3G01KfopNIAiw+/xuJu2cRLFBlMu2DLRVWPTR+dDMrxkf9vmQ8W3G46ZxY+d5awY+tyyXiyWX9vdwaMOhfNHvC9aMWMPeB/ayc/ROHmn9yCUd42bFa0B/dJFWpVd1QAA+99yDa+sqqot27BPMhYU281Tu7ugaNrwm13ql2L4mDemTJlG8Zw/asDDksjL0cbY2JW6tHP/++N5zN0127qDZ34cJ+/BDp/n8TUadBsqgT+eqxqeO04v3elFTMPgSsAjRK/gucBa4q6Jf8ApJBSrXJIaXjymQJGkAws7iLlmW7TY1yLL8rSzLnWRZ7hQUZOszdSOQU6Rn2Jc7GfTZDrrPjGLGBrvx9HWlZ2NbZcbJq2NoP20zvT/axoBP/+Kh7/dRanD83/32sJZ0iRA3TQ0DPfh8TDtUKomdcZl8uvkU22JrbqJ38g9gKLI/1vQOocipcQOtB/R5XfT7Afz5AXzaEub2gq+6wcY3Yf6dkFeR4JdBrQMkUfbZ93UxPOgDqFee9A9oAqN/FgqbKq0oTR38EXR9Gro+IywfVFqQ1KLXMLyL2Hb1FQIs9hRIa4O+WCibOkJSifP4Ryr9A4+vEt6CPZ6HliPEPPcA8Cu/6fMKsSMGI8OJclNoY2m5aX0lDMU4qR2Pt32c/vX7o5JUuGvc0al0FpuDMrP4f5KQ8NJ6MaHdhGqDxwq6h3THRe2Ch9aDJ9s+Sd96fZGQhO0E0MC7AR/0/sCuncKA+gMY13IcOpXORkVUQuLhlqK/9lT2KeYcmaPY764RIgydgzszsf1EJv4xkTP5Sk+4CkpNpaxJWMPsw7MBeKLNE/Sr1w+VpKKOWx1m9Z3FzjE7+fWuXxkYMVCssZPpTi1Mxc/FDwkJF7ULKjt/8lWo0Kl0jGk+hvd7vU/fen0xy2bMmFHb8xl1YsFcbP1dVrm5EbFsGcHvTqPuW28R+dsatHXrEjTxWTz79AFJQhMSQsh774pqg0p49e9H4IRn8OzXT8yrW5fQjz5E7Wnbf38jEDx1Cq5tRcWHOjAADNbKDkNyMphs7xlcW7UieNo71R5XUqmcQeBNSpdhDWnQJgAk8PRz4fb/a4XO1dl/f72otmfwmp5YkjQIAZn+iCDwAPCALMvHK81pD/wKDJRl2fYxkx1u1J7Bjzed4stt8YqxLS/2pkndfy4FbjbLzN56ml8OnCOjwLF4wPS72/DArdUbaJYaTLhqxY3Dt38lMH19rGXf8/2b8OLtTa/ORTu5OpiM8E0PYZMAIhD6v43WclCTAZCsYig5yfB5O9vApio6L3g1HrTlpcaleVCaLxQ1DSVKCwZjmegDrHzDadSLgEs2i3GVWoxV/PtyMZthVkulyX0F7ceJgFRSwa+PQuzvyv1P/GnNDBpKRcCrUokA06SHj5rYehZW7h1cdK8yCzvqR2h19+W/lpuQMlMZWpUWk2yi95LeFBqV6pb7H9iPW/ln62z+WV7c9iKnc08Doj+vc93OhHmFMTBiIF1CumAwGZAkCY1KYzm+TqVjf9p+lsctR0JibMux3BJka79TZCji9b9eZ3vKdpt9s2+bTf/6/fnu2Hc2vXrjWo5jQrsJ/JXyF/Nj5nMyu+YHgo19G7NquNWLruJ9sBeomswmRq4dSXxuvM2+mT1nMihyECkFKQxZNUSxr11QO+bfOR+tWgTDS2KX8MXfX1BiKGFYo2FM7jbZEig7EehTUkh9+WVKjx5D17AhoR/MxK1t9WJW5rIyJJ0OSZLI37iR9BkzMWVl4TNiOCFvv22xf6g870bHXFJC9sKfuFiD0IvfuHFo/P3x7N3L6SPopFqMBhNqjepf8fn/N1DbnsF/rDNTlmUj8CywCVF2ukyW5eOSJE2TJKnC9fojwBNYLknSEUmSqqnturE5l2ObDbA3dj1RqSReuqMZ746o3jy0NtdZEQgCfLdDKbv//c5EG38uJ/8wao0I/ga8I+waHv9D2Reo1ipVMfNSag4EAZrcbg0Ed30OHzeF2a3hh8FKhVEQGbWqAZ5GJ86r0Vn3Vf735aJSweCP7Vs6tB0lrjnztCh7rUy9W5UlolpX61N9nbsIpqsGgq4+0KGSAuv9i8S5uz4Dj6xzBoKXgYvaBZWkQqvS2pRqNvFrYgkEQfQSPtP+Gcu2wWxgd9puBjUcZCnd1Kq1lkCw4viJ+Yk8HfU0m5I2sTFpI+M3jedcQeW2dsG3x761GwiqJBXN/UXmuqGPbXnfwhMLGbhiIK/+9arDQFAjKZ+EtwxQ3jhXvA/2OJVzije6vEGrANtSvAUnFqCSVBZT+8o80OIBSyB4Ju8M0/dNp0BfgFE2sip+FStPr7R7vpuZ9HffpfToMQD0iYmcf+31Gv/GqVxcLDe43gMH0nT7nzSPPkboe+8pfAArz7vRUbm54XPXMFQ+1nYRdWAgHr17W7a14WHkLFzIxdmzSRw5qkb/QSc3Nxqt+l/z+f8v8Y/mYGVZXg+srzL2dqV/D7juF3WNGNwmhDVHzlu2Azx0dI28up5+l0v3RgH4umvJLbYVWlBJMKj1pUnkqqv8IqskLumXu9Rg4tMtp9l+6iLNQ7x4Y1BzQnycteNXHTc/6PmCdTszHqKmCqXNFsOg1yvWgDC8s/D3y7ep5LbSfCgMLe+Hy0mGLW9j0ZpK3gWbJ8PwL2zXGcuEUX3cFuGDePs7QpDm8AIRWPV5Qxi7l+QKVc+ze6FeFxgw1bF5PMCer2DXZ6AvFL2GQ2fBK/Gw/hU4vkYEmD2eg4blNy4bXoOiSmXNbn7w4ApIOwp/vA8F56Ht/dDtWatPY93W4OIDZZX6b7tNBJdK5V1aN+jyuOPrdGKXAn0Bnx3+jEMXDtE2qC0vdngRX1df3u72Ni9vf5nY7Fh0Kh1hnmFklWQR4Gb9PrWnRHoi6wSdgzuTUpDCrEOzSMxPpG94X55u9zRalZatyVsVYjNlpjLWJqzlmXbWwHLxycUsjV1qc2xPrSevdn6VME8hpt2vfj+GRg7l9zPKLHNOWU61r9koGy3Kol3qdiHANYB7f7uXcM9wnu/4PJE+kTZrDGYDE/+YyK5U0afqprb9rkzIsfozftznY35L+I2kvCT61utLp2DrQ6CTWbZB6onsWoon3USUxiiFUfRJSZiLilF7etidL+v1XJzzFYXbtqGLjKTOKy+jCw+v1d/Fwh07yJr7LbLBgN+4h3Dv1ImMjz+hLDYWjx49CHrheVSutRd9uxRM+flkfPIpJYcP49auHXVeeRm1j1InQBsSQsMVK8hbuRJJq8HnnnvR1q1DWWIi5sJCkkaPsU42m8maPx/vgXfi5L9D9vki9q5JID+rlMYd69DxzgZIKmdA92/CWZB7nbizVTCfjW7H8oMpBHjqePa2xrjrqn/7t5++aAmI7mkfhkZ9bRK5Xq5afnmiK3O2JZBbrKdzhD/Hz+ehN5oZ1z2CtuGXZp75zG2NeHuN9Y/l030bX9L6mRti+XF3EgCnLhSQlFXMmgnVOoo4uVLMJlh8L+Qkie0LMaKEs3e5CbJGBw+vhb8+EgFhm1HCKmH/PJEt6/s/6FxJBjwrHhvR4WO/wOAPlaWiAH+8B7vLS+oyjkPqIcitZIx9bj88fwzWv2ztxbt4UojejF5s//Uc/QU2/c+6nbwTfrobnj8K93wLd30pAjp1pfK3zNPKY5TkiED1p7utSqnp0cLzsOMjYtvFE0Yvgk1viuxp63tFf6GTyyK1MJVDFw7Rwr8F3x37jg1JQkA6PjeerJIsvuz/JfW969Pcvzmx2bHozXr+PPcnrxtfZ94d8yzHuTX4Vr499q1lW0Kic3BnZFnm2ahnScgTwVFcjug+eK7DcwR72D702pK8xRIM/n7md2bun2kzx1vnzaZ7N+Gpsz4AUEkqnmz7pE0wWBvKTGUsH7ac3ed3M+uQKL87nXOa2OxY1t2zTpHRBPjj7B+WQBCgxKRUpQTQy3o2Jm1kYMRAdGodI5uOtHvujnU7olFpMFZS9+0S7FgI52bFo2tX8tdZrXBcWrRANugB+8HgxTlfWewlyk6fRp8QT+TatTWeR5+czLmnnwGj+P8oefkousaN0ceLUuCyuDhkvZ7gtydXd5jLJm3y2xRs2mQ5lzEnm3pf2lqc6MLDCHpuomLMpWFDTLl21H4dZFAN6emkvzONkiNHcO/UkeC331Z4Ejq5MTGZzKz94giFOaLyJyulEI1WRbsB1bcWObmxcAaD15Hh7cIY3q5WNows3pfMW6tiLNv7zmTzyX22/StXi+bB3nwxppaKiTUwrlsErcN8OJCYTbt6vtx6iRnQqNgLiu2j53LJKiwj4DLsKnKL9eQUG2gYaP+PtJNyLsZaA8EKDs4XgU1FwBTQCO7+RjlnwFT7x6t3qxCBqaw1ZdJDykFo2Es59/RG5XblQBCE4ErinxBbRXXxlAOnmbxUEaRWJT8FMk4Io3qNHZGCpgPh75+s2+GdYeVjtpYZpzdZg0EQmcWnduIQWYb930LsOghsAr1fA6+6juffpESdjeKVP1/BKIsb36p9an+l/IVZNqOSVGw/pyzT3Je2j1JjKa4akSHpEtKFN299k4XHF6JRaXiszWO0DGjJuYJzlkCwgs3Jm3mi7RMMjBjIlN1TFIFQfG685bhVzwlCbGZa92mKQLDyPle1a40m8fbw1nnbnO980XnicuJoEdBCMZ5RXDuRrqjkKGKzYonJjKFj3Y6MbzMenVr5exDsEcwnfT7hyyNfUqAvYGSTkQyJHOLgiDcvdSe9BbJM0Z49qNzdKYuPJ65HT3yGDSXk/feRNMpbq8Jt2xTbZXHx6M+dQ1evel/fwh07LYFgBRWBYAUFf/6J3wNj0IaH22QIjTk5mPPy0EVEXOIrtH/dhX/a/g5Uh9rXF9+RI8ldWp5NlyQCxv+f3bnnX3/DYllRsGUrst5AvbnKvzeGCxfI/OprDOfO4nXHHfiNHn1J1+Pk6pN5rtASCFaQFJ3pDAb/ZTiDwRuUBeWZsQpWH0llyl0t8Xb9dzTyd6jvR4f6fpe1tnGQJ+eyrU+3Az1d8HG79Nf9zfYEPt18Gr3JzC31fPnhkc74eziVyuziEw5ad6XSZX4qRL0Dd7x36ccrybYzqBIBZVUCmyqzcho3YcFQmV2fQ1W/uKBmtsc6+Tssf8R2LgilUt9q/kAN+gB0nsJXMbh1uXdipv3rvRR2fwFbyp/cJ26HlAPw5F+XdoybgDlH5lgCQQBTFdHqCJ8IS79cQ5+G5GRYSy7DPMNwUSsfFo1pPoYxzccoxuJy4lBLasWxk/OTGfDrAGb2mknbwLYczjhs97hVSzQlJL7q/xX1ve1/piRJ4vYGt7P2zFrFGtnWpldBn/A+RGdG46FVPsByVbsS6hkKQGJeIvOi55FVmkWv0F72DmPDxiTrQ5d96fvILMlkcjfbjFK/+v3oV79frY55s6Lx8yPs008oPniQ5LFWP7y8Nb/h3rUbvnePUMzXNYqk7LT1O07l7V2rrJdLI9uyYJWXF+YCq+2T8eJFzgwVfXuhH8zEq29fADK/mUvmnDnIBgNut9xCvbnfoPa9tCofXaNGlJ20lg67RNpeT00ET3kbz149KYuPx6NnL7TBdUmf9i5liWfwuu02/MaOBUmiuIoHYVV/RlmWOffYY5TFiWC4aPceZKMJ/7EP4uSfwzvQFbVGhclo1RTwC3Y+fP+38Y8JyDipHjetUjBDo5LQ3CQ12JOGtiSyPJPn567lg3vbXHKJbEpOMR9ujEVvEl9QR8/l8s32hBpW3cS4+sAd79uOx6yyHasNpzYqs4IgLCq8Q23n3j4NAssDO1dfGP4lNLlDbKt10HI4pB9TrnHxhqGzbY8VNc1+IAj/z955hkdVrW34npZMeu+kkACBhB5qaErvSFFQEUFUbNgVFT12QI+iHj2WI/opKEpRaQqC9BZ67yGQkEYS0uvU78dKZrKzJw0DKsx9XVyw1+5hkuxnr/d9HnE9e76A0lxI+Ax2fQLF1WZVHFxg2Dx4ZBe0v8O2EAyLb3wZ6IkaBhwZR+CK/bNYk9IakRsKFAQ4ixlUPyc/Xu35qmXdS91fsvTneWu9eT3+dS4WXuT5bc8zdd1Ulp1dJjv+0eyjPLXlKZnIBCioKOCN3W/wYrcXJcd9Lf41S1/XPTH30D1IRKQ4qhx5ovMTtQrBKp7p8gztfYXLpJPaiVd6vsK9MfeiQm6IpFKo6BXcix1pO3h267NsT9tuia9w0bjwfNfnWXhyIXf/ejd3rL6DVedXsTNtJ/P2yUtXG0J1cWjn6qiwkaVna8z/mWdwbCnaJRSOjrj1vxVTiY14nxq49OwpxJJKBQoF7sOH4z58uHQjvfh5ZyooIPPV1zCbTGR98gnZH36IuXJd2ZEjXPnq65qHr5eg115FHSC+B9X+/gRWBsQ3BoVSidvAgfg+9BBObWO59Mij5C1eTOnuBC7PmcuVLxegUCjQtpHOeGtrZBJWnDtnEYJVFK6tpTrEznXDydWBPhNbonEUP9P8w93oOuLvmY9pp3bsM4N/Ux7r35KHvzuAwSTeIs/oG1lvj+GNQpSfKxuf6cel3DICPBxxVDfeSTIltxRTjRfwSdn1//K9qek8BTa/JS2LrGsmrS48bZQ/xd4mHwMxW/joHlGm6hYkehDbTYDCdDFbeeIXa69gFd1nQFh3+bHKahh0VMVUgBCDW+bAro9AV/lZ2PmRKPGsWbbpYeO+4+6DUXVbqNvEIxTSD1mX1U7gIs/4vNm5vdXtllw9gDEtxvCvHv8ivTidQNdASdlotHc0v437jbSiNAJdAjFjZtjPwywlkwcuH8BB6cCYFmMs+2xI3oCpDkfcjJIMIjwixHGL0wh0DrS4bAK4OriyYPACMksycdG44OZQfyyQj5MP34/4nvTidDwdPXHWiKzBuIA4Ht/8uGTbPiF9OJN3RiJWzZgJdgnmlzG/MP/AfJackZvXAHg7epNbYWs2HqK9ojmTd0Y2XjXLaOfqcYmPB7VaUsrp2lc+U+vQrBlhCxeSNHoMxuxsClaspGTXbpqv+AW1dx0mWEDgy7PxfVT0Dar9/CQzkTUxXL5M3qJFXPnkv7J1uuRkG3vUjVOHDrTY+Af69HQ0wcGy8tfGoktNo/yo9MVe4bp1+M54kKC5c0l/9lkqzp3DMaYNQW++IdlO7eeHQqOxCFwATbD9M/x3ILZPCC27BlBeosfdx27290/k5lAXfxO+3JbEt7sv4qRR8cTAloxsX/sPskExAWx8ph87E68QHehGXPjVlVzWRrneyJtrTrL+5GUifJx5dVQsbUM86t/xGpNfquPVVSfYmZhDTLAHb46JJdyn8SUHncO88HV1JKfYWss+JNbep2XBZISkLaKPL2qANdJh2Luw8jFRpunsA4PfvLrjtxwsQtpPrhDLkbdAuzuk59/4BhxdKoTYoDesrp5VVM0ithkltq0qPVU7CVdPW8TdK0xuqrBlVqCr9lKgJAu2vmN1Qa3CrxXEPy5KPDGDfyzc+lI9N10L/V8WpjiFaSLPcfCbYibWjoTp7aZjMBlYfHoxeqMeJ7UTJkyEutvuq1IqlJZ1ezP2ynrn5ibM5fXdr2MwGVApVDLjlZr0Cu5l6TkMdbOes1BXyJw9c9idvptor2hm95ht02ymSFfE3D1z2Zm+E1eNK+WGcjy0Hjza8VEGhA2QbNvCs4WsZLSZWzP2ZO6peVgySjJwUDnwR/IfsnVV3Bp2KyW6ErakbpH0KKoUKlp6tbQpBu+MvlM2Zqd2yo4d4/LceegupeA+aDD+s57HITycZp98zJXPv8BUUYH35Mm49Ohhc//CtWsxZmdblg1ZWRSuWYP3lCn1nlvtZf39rwkJhlqilF3ie1K81XZfn9vAATbH66Nk1y6yPvgQY34+nuPG4fvYo1dt/a/28kTh7Iy51FoFUCXotNGtiFy9ClNJCUoX+e98tZcXfk8/Tdb774PBgCYkBL/HHr2q67DT9Dho1dc0JD7zQgE7l50TjqWd/Ykf3wKV2l7c2FT8ZaHz14q/a+j8hpOXeWCh9bqUCvjj6X5E+smNB64H89aelpRNBrpr2THr1mvmWNpQnvjxkCSCo22IO2tmNqwnpiZnMov48I+zZBaWM7ZTCFN6RjTRVf7DMejg25FwqfLB0zcapq8Hp8p+krI8yDkHge3kzp+NJeecCLAPqBE0nPAZrHvBuuzgCk+frF0k5SbBvq+Eu2fcVNHTZwuzGQ4vhm3vQV5Sw65RpYXnE4VLaE3yL4ly0aCO1jiJq8GoF+WhnuHganfIs0WpvpRBywdRqCu0jD3R+Qnub3d/vft+ceQLPjksdzmsj9berVEpVMT4xPB4p8fx1Mp7qmbvmM2q89aI22ivaJaPXi7b7pWdr7AicYVsXK1Q8+u4X2Uzcf85+B++Ov4VJrOJKI8ovhz8JQuOLWDx6cWS7fo168cnAz7hnt/u4XD2YZv3MaL5COb1nceZ3DNMWC11ClWixIR8RtRb683WiY0zBLlZMet0nBswAGO2tXTc56EZ+D/5ZB17Scn78UcyX3tdMhYwezbe90xu1LXoUlJIuW86+tRUUKtxjuuMqbgEbUwMfk8/RfYHH5K/dKlkH79nnsH3gfq/j2TXvHQZma++KnmpFvT2W3iOH9/oY1mO+eMSLr/9Nma9HnVAAGELvsSxZcsG72/Izkafno42NvZPz1Ta+Wdg0BtZ+NIuyoqss8JdRzan20h7OWp9NDR03v6ddJ3YdV7af2QyQ0JS7l8mBnfXuJ7MwnLOZ5cQHVh/6dO1ZNd5qXPj8bRCCsv1V2WcEx3oxmeT45rq0m4czvxqFYIAOWeEgOpZmafm5CVy/JoC31p+yV+oYaCiKxazZ1G1GFd4R8IQGz2NNVEooNPdsGWu7fVKjbyn0FgO6YflLqcgyl1tlbw2FpUGmtX78/im5kzeGYkQBOES2hAxeDzneL3b2EJv1LPsNnl/Yc1rqM6ZvDPkl+fLhOPeDKkBRhUGs4E9GXs4eeUk21K34a31xmQ24eboxjt93iHULZQ2Pm1QKpQ83/V5QlxDWHZ2GeWGcnqH9ObJOCE4nu/6PDM3zeRK+RXZOY5kHxHXkCm/BltCECC3PJcyQxlOantZV32UJyZKhCBAaYJ8Frcu3IcP58qCr4SIA9TBQXiMGtnoa3EICyPw9dfJ/vADMJnxnDABj1GjLOt9H3mY0oMH0CWeR6HR4Pf00/hMm9ro85QdO07mv/4lGy9J2POnxKDXpIm4DR6E/tIltDExKDSN+92u9vOzR07cZFxJK5EIQYC0M3lgF4NNhl0MXifaBstnPNqGuANwKbeUX49l4O3iwOgOwWg1je+RayyxIR4cSbUGZbtr1YR5O0u22XT6MsfTCunVwoe48Lr7GpqKdiEebDptLfeK8HHGzdH+MW1SygvkY4kbRQh7u9vrDnK3RUUxHF8O5YXQdpxwJq2PoI5wplpUhFIjSjGbiqAOUHCpxqAC+s0SfZHVUTmCfxv+NOc2iN7AiD4Q3lO6LvssnF4t+gdjbrMdbXGTE+kRKYtiqBmjUBvt/dqzJXVLo8/ZkOPH+MRwudQadxPiGoK7o7vNY6WXpMvGAVYkrrC4lFbf5tDlQ6wZu8bikqpSqpgSO4UpsfLSwXZ+7dgwYQM70nfw4rYXKTFYy52r7iPGJ0a2X224aFzsQrCBFNkwKtHGNPxrDaByd6f5zz9RuHYdmM24Dx+Gyl3+OaoPfUYGqQ8/jFmnAyD9uedR+/lZylM1gYFErl5NxdlzqP39JCWmDcVsNpM+a5bNdY29b1uovb3r7ZW089eQk1rMxaM5ePg7EdXZH+XfwLjQK8AZtaMKQ4W1n9ov9K+duLjRsBfcXidu6xTC5B5hOKiUuDqqeWFYa9o38+RkeiFDPtzGvLWneX75Ue78MgFTTeeTa8Czg6Pp01KYWAR5aPlwUkecHKwidO7aU9z3zX7mbzjL+M92s2RfimT/3BIdzyw9Qv/3tjBr+VEKSsVbm+yiCv6z8RxzfzvF2ctFNJbXR8fSIVS8cW/u68L8iR2vuj/BTi20HiX6AS0o4PwfsPZ5+KKv3ISlLgw6+HoIrH5CxCd8Gt8wp8z4mcIlVKEEZ1/hINqU2XtD50FItZk4BzcY9SH0ew4e2w9hPcS5XfxgzH//vKHLH6/D9xNg89vwf0NFRmMVF3fC571E3+PPD8ASuxW6LTwcPXiz95t4a8VDYiuvVtzZ+k5yynJ4cfuLjPplFK/vfp0infznypTYKXQPtGEoVAddArrwTJdn6t3uxW4v0t5POIKGuoUyr888i3irzgvdXqCjX0cAy3qtSsusrrMsM3c10Zl07EzfKRmrMFbw733/ZvSK0Ty1+SlSi1It6y4WXuSFbS9IhGAn/0483/V5QBjTPNLxEZzUTjgoHZjcZjKzus7CRS3twVKgYG6fWmbP7cgoWLlKOqBQ4PPwQ40+jsrdHa+Jd+A1aeJVCUGA4h07LEKwiqJNm2pcngJtdKurEoIApfv2oUuSl9k7deuK1913XdUx7fz9uXgsh6Vz9rFnVRLrF5zgj/87+VdfEgAOTmoGTY3B2cMBFBDezoeuIyP+6su6obD3DF5nyvVGVEoFmsrevBd/PsYPe6VC68cHe9CjkUHtV0upzoBWrZJMIrnGAAAgAElEQVS8/flscyLv/n5GkoYV6evCpmdvsSzf980+yQzesLaBzL+jI4M+2EpqnsiI02qUrHy091WVnpZUGHB2UNmF4LUi76LowUvbD8m7pOtGzIeu06VjhRnw27Nwaa9w8Rz+HrgFiuD3H2oE/3a6R4i70lwhMJO2ipm64f8G7xplHbpSUDuKWclrQUWxEH2qSoOc2s6dfgjWvQi5F4RhjVsg7PtSzHaqNBA7DobOlfZQlhfAb8+LWdWyK1bXUgCv5vBEZX/XkslwarX03I8kNM1s5A1Goa6QO1bdQVpJGiDEVIWxQmK0MiJyBPP6iDiFgooC5uyZw5ZLWzCZTfhofQhyCSKjNIOWni15Iu4JfJ18mfzrZJKLrG6KGoWGXXftshjGNIRSfSlOaqc6fyYl5ScxbtU4iSPowmELmbp2aq3lmt8M/YbUolQWHFuAGTMahYbEAquFfqRHJCtvE266byW8JXMU9dZ64+/sz8xOM+nbTJgw6Y16zJgtofJz9szhh9M/SPb7fODn9Arp1eD7v5lJGj1GmhPo6oomIgJjdjYeo0fh9+STKFTXvqIHoPTAAZLvlvYZBr72apMGsBeu+520Gv2QDlGRRK5ZY/+dfAOz4oNDovyyCgXcOyceV6+G/5y8lphNZgx6kyXGwk792HsG/6bULAG19XO15tDpzEKeW3aU4+kF9Iz04f07OhDk8efKexKziklIukK7EA/LTBzA7ycyeed3ufNczevcckbq3Lf5TBabTmdZhCBAud7Esv2XeHlkw8tKkq+UsCMxh+gAN7pE2MtIrhleEcLVMuEzuRjc+6UwU2lfzf1z5SNwvvLt86nVoC+HyXITDQCOLRPH/u05UT4KkLgBlt8HD26WbuvgLN+/KXGsoye36tzpR+Db0VBR2a+270vpdnrgwP+JYw2uVmK67kU4+qPtY9f3wGRjZskOrLuwziIEAUnJaBVbUrZY/v12wtusvWgt4UsrSSOjNIMVY1bQ3MP64kFV42WDGTNv7H6DWN9YJrSaIAusr8mJnBOcuHIClULFhpQNAEyJmUJ8cDwAFwsusit9F9tTt8tyDLenbmdwxGCbuX4d/TqK/MGdr9QaRp9UkERmSaZNB1MQvX+55bk8uflJfh//O37OfpJIDMDmTKb9ob7h+D31JGmPPyFiDZRKzHo9FcdFn+qVLxeg9vNrkCtoU+AcF4f3vfeS+913YDTiOmAAHuPGNdnxDXl5GPNyUbq7Yyqs/JmoVBI8Z479M3ODY/u/9+/zf65QKuxC8BphF4N/MVN6hrPyUBolOvEAERfuRbfmUhH0xA+HOVNZcrnr/BVeWXGcBfd2vepzrj6SzhM/HrLk8M0a2pqHb4kSx0+0EbQNzOgXJVlu6e9muSaAVgFuONv4JnV2VFNQqud/289zPquE/m38uaOLbUOOTacv8+BCa7bio7dG8dyQ1o2+PzuNoN0dIj6h0PoATvYpUc6oUIq8PxCze9VJ2iL+bjFQlHlWD2g3lMPZ9XChxj7pB6GiyLZr51/FwUWwaibU8iAuoeqeLct1ODH2qvZWvcejcPZ3EeMB0GoY+EU39kpvCmwFwtekxFDCm7vfZGPKRptmKiaziX2Z+yRi8L629/HyzpctywazgdVJq1mdtJpFJxexYsyKWmcJvzn+De8feF82vid9D8tHL+diwUWe2fpMrdfewrMFj3R8BK1Ky4rzVrdRb603/xv8P5acXlKrEKzCRysqRSZFT2JN0hpK9PLMVL1Jz4GsAwyNGCpbd0f0HaxMXEmxvhiAWJ/YRpfV3sy43XorLTZtpPTgIczlZaTPekGyvmTX7usmBgECXnwBn4dmYK6oQBNo+yXB1aBLSeHixEkY88TskDooCOcePfCaMB6nDh2a7Dx2/p50HBRG+tl8S6tSq24BuHrV/aLMzo2BXQz+xbQOdGf90/347WgGPq4ODG8XJHn7VlJhkIgugEMp+X/qnP/ZeE4SyP7fzYnc36c5GpWSWBtZg+/f3oHxcVJTkLnj2/HY9wdJLyinmZcTb9/Wjphgd7pFeLP3osiDC3TXcnf3MB5YtJ+9F8TYuhOZFJcbuK+33AXq402JFiEI8OX2Czx8SwtcaxjImM1mjqcV4uKo+svcWG8YXHxE6Pq2d8UsYXWO/2wVg0EdhJirIqjywUClgW4PyN07XXzFNonVstG8o0SExN+JLfNokBAE6z1XXy609nPh4gfdH4Lm/SC02sua8J6iLPTUauFM2mb0n77sG5VhEcNYcGyBLDOwJkvPLq1zfRtvaQnumBZjiPKMYnvqdj4/+rkkfD6tOI1NKZsYHjlcdhyDycAXR7+weQ6D2cDmS5tZf3F9rUIw0iOSIRFDUClVPNj+QaI8o0gpSiHSI5K72tyFUqGs18TG18nXMtPXwqsFK8as4PeLv3Mq9xS/Jv1q2U6BQnbf1a/jlzG/sP7ietwd3RkaMVQ2WwpilnHdhXVoVBqGRQzD9e/2/foXovbzw33IYAw5OaDRQLXw86YwVWn09VxlP2Bd5H73nUUIAhgyMvAaNxbnOLsr981AeKwPd7zcleRjV/Dwd6J5B7tr682CXQz+hWQVlbNwVzJ5pTrGdW5mM1jexVFNTJA7JzOslutdIuTbrTiUxs7EHGKD3bmrezgOdYRxlumlDy4VeiNv/3oKgEldQ7mzWxjLD1zCUa1iZv8WMiEIItR9+6z+ZBaWE+SutfQcLn6gO1vPZlNcYWBAmwAKyvQWIVjFz4dSbYrBMp30ugxGEwajtM+msFzPPV/t5cglIYjHdQ5h/h0da71XOw3A2Ru6zYCEz5EIo+quoGM+geXTxayhf6xYPvELnPtDlJz6RouIChAzX5G3gsYZSrJFvp53FIz7n7UOxaCDA9+IdZH9pCWp1xNDmXws8hZwDYBjyyv7AM3QvC8MeE263bB3RGh96j7xNbjtc7mLaBU+UdC74ZlkNyueWk+WjVrGmvNryK/IZ2vqVs7mna1/x0oUKGjv197SK1edtr5tiXCP4LMjn8nWVRgr2HppK5subSLULZQ7W9+Ji8aFE1dOUGoolW1fRXZpNmW2PkOV5JTloFKqWHpmKW8lvIUZM0qU3BJ6C71DehPhEUH3oO5MiZnCwpMLZfu7adz4crC1bLlUX8qPp39ky6UtGE1GAp0DySrLwkXjwsxOMwl3D7dsqzPq+PH0j2xI3oBaqWZ01Ggmx0y2WTJadS+3r77dMtu68MRCloxcgrPmGpdy/8NQ+/oS/NabXJ73DsaCAtwGDMDn/un17/gPwFxeIRsz2RhrSkwlJeT98AMVFy7gNmAgbv1vvabns1M3PsGu+ATbXwLdbNgNZP4iKgxGBs3fRkqueNBQKRUsebCHzT65xKxiXvjpKMfSCujVwpd549vh72Ytafrv5kT+Xa3Prz6BtGB7Em9Vij8AB5USXaXocnZQse6Jvvi7O0qMbhpLdlEFKw6loTOa+OiPs+iM1s9Z/9b+fD1VXub6494UXvj5mPU+OoUwf6L0Pj7fep55a09LxpY82IPu18lw54Zm4xuw4wMhgHxawL2rwV0alE15IWjd5aHxrUeJGUIHVzH79cMkkRvo6A4DXhWGNNUbEn55GI5UC9e+9WXh9Hm9+aSbVcQChPeGaZWzLfoyUSpr1Nfde1hRJO7b3k9zTSjRlzBvzzxJiWV9OKocWTpyKZGekbJ1z2x5hvXJ6y3Lbho3nox7kjcT3rSMdQvsxnNdn+OuX+9CXzOXshp+Tn480P4B5uyZY3N9lEcUy0cv55alt1BQIY10cdO48cuYXwhwES66G5M38sHBD7hSdoXhzYfzQPsHZH2C09dNZ+9leZbgqz1fZUIradj8s1uf5feLv0vG7mt7H0/FPWXzWhccW8BHBz+SjM3pPYdRUaNsbn+zYzYaMVdUoHS+ccRy2fETJN91l8Wt1KFFFJG//NLoLMDGkHLffZTs2m1ZDpozB89xY6/Z+ezYuZmwG8j8zdmVeMUiBAGMJjPL9qfaFIMt/F1Z/nB8rceq6Ua68nA6b9/WThIVUZ37+0TS3NeFXeevkF+q46eD1n6xUp2RlYfTmDmglrDwBpBdVMGwj7aTUyzeKLpr1eiNBsyAp7OGpwe1srnfpG5hhHg5sfVMNq0C3RjXKUS2TUa+/C18RoHcZMLOVTDgXxA3DYovQ3An2w6f2ko79APfSsdPr4HR/xGzjGueEkIQhCnL+tnQbrwIswchso5KHRE5+K1cDBp0Ioze2RvK8kGtBU0TupqVXIGcGrNOJZW9j7pSMBnE/arr6Zn4O/VA3oC4aFx4Lf41ugZ15XTuaXoG9SS3PJdPDn9Cia6Etr5tUSqUkoiGCmMFa5LW8Hjnx2XHe6fvO7Q92ZYNyRto7tGcJzs/ybNbn5VsszdzL9+d/K5OIQhi5m9S9CRC3ULZcHEDJ3NPcib3DGbMaFVanu7yNEazkRKdvMevSF/E2gtrMZqNHM46TAf/Dvw8+mfLrOb6i+t5M+FNglyCmN52OvkV+TaFIMCXR7+UiMFCXSHrL66Xbbf87PJaxWD10tkq6utlvFkwFhaSt/gH9BkZuA8bikuPHihUKhTXSAiadTpMpaWoPD3r37gJcWobS8TyZRSuXoPKywvP8eOuqRDUpaZJhCBA/tKldjFox851xi4G/yLcneQ/YD2cr+6HrrtWA1hFkrODCrWq7lmKAW0CGNAmgJWH0yRi8M9cRxUrDqVZhCBAYbmBZwe3on0zT7pEeOHsUPvHrk9LP/q0rL1OfWSHYBYmJFM1oe2uVdOvlb2uvcnwDBV/6kNbo7dU42QVTdk13GgN5SLKokoMKtViJq36TIm2xkPP4R/EzGN5vujFK8kR+wx4BbrPaNQt1YpGKwRm9TI/Zy/Y+i5sny8MX9pPhNEfy2Mp7FxXVEoVo6NGMzrK2m85psUYy783pmyU5fW5O9jOcVMr1UxrO41pbafVuq1KocJLW39PlovGBYVCgYeDB3sz95JanEqYWxhTY6cyKHwQnpWf6+GRw1l1fpVs/22p29h3eR8AW1K3cKnoEq/Hv87q86t5acdLlu2WnVlWazQFiCD7pPwky0yog9IBrVorK2Gt7WsCoq9QidJynkCXQAaGDaz3a3CjYzabSZl+P+XHRNVK/tKlNPvvJ7j1739NzlewciWX58zFWFCAS3w8IR9+cNWZhFeDtlUrtM88fV3OpXRxBrUaDAbrmMf1u1c7duwI7P7mfxFx4V4MjrGGbAe6a5kaH3FVx3p2SCs01XICJ3YJbXB559C2gXQKsz6IRwe4MdbGjNzWs9mM+ngHvd/ZxH82nqOu8mJb1XK+ro70beVXpxBsCF0jvPl6alcGxQQwrlMISx/qiZeLvD/IzlVy/Cf4pCu81xp2fFj7dre+JIRUFb2eEJl770WLmcXquDeDgHbWZZUG+r+MxbJaqRG9duc2gMkkZuxWPyGEIIi+Q8ygK4K1s+D32fBhO/iir9jnanFwgX7PW5fVWtHruPltIRDNRlHKWr2ctaFsfx/mhsEbvvBxHFzYdvXXeZNzLu8c9/9+PwOWDuCN3W/Y7NHr26wvMT5WEw+NQsP3p77nsyOf1fmzqooZHWbgorEGs0+JncLU2Kk0c5X3S1enauZx9o7ZpBYLM6GUohSWnl1qEYIAr/V8jac6PyURYz5aH45mH5Ucb835NRTrimVlp3UJwSq+OvaV5d9atZZHOjwiWa9EyROdn7C5r9lsZv6B+ZLzhLqF2vsFgfKTJy1CEACzmfyly67JuQx5eWS88i+MBeJFWcmuXeR8btvA6GqoOHeO5GnTONe3Hxn/ehVTWe39rtcDtZcXPvfdZ1lWOjvj9/DDf+EV2bFzc2LvGfyL2Xshl9wSHf1a+dVa1tkQHli4nw0nxUO4QgGf3tWZYe2CGrSv0WRmZ2IORpOZ3i19ZUIyu6iCXu9sQmewPii8d3sHJtgwlgHILdEx8j/bSa8s3wz3cWbNzN64aa9duYmdJiDrNHzaA4mJjH8bGP81BNhwyyvOgovbwT9G9BAerFY66uIn/niGw8BXbQes5yTC6dWw7T1RDgoi8L31aPjlgYZds8oRnjwqQuKvlqxTkHUSTv8qxHBNuj8E8TNh1yfCMKbDndByUO3HO7YcfqphKKFxhqdPgdP1Lfv6J3E46zBfHf+KCkMFd7a+k1vDbsVkNjH85+GkFVurF+6JuYfnuz4v2Xd/5n4e2PAABpOh5mEJdw9ncpvJTGpddyh3fnk+CZkJhLuFWxw+z+WdY9HJRfyS+IvNfUZHjeb1+NfptKiTZFyBgkP3HJI5dqYXpXPbytsoM5ZZtqteihniGkKPoB78dM7G57ASB5UDEW4RnM2XljiHu4ezZuwayVhSfhK7MnbhoHSgd0hvgl1FD7DepOdw1mH8nf0Jdw+nVF9K98XSqAlvrTdbJ9YRn3KToEtJ4fzgIZIx99GjCHn33SY/V+nBgyTfdbdkzCU+nrCvv6plj4ZjNpk4P3QY+hRrW4nXlHsIfOmlOva69pjKysj7fjHGwgK8pkxB4+v7l16PHTs3EvaewX8INTMFr4aswnL+OGWdjTGb4eudFxosBlVKBX3rKLXcfzFXIgQBdibm1CoGvV0cWPtEX9YcS0elUDCifdCfEoKJWUV8teMCpTojd3ULs5vFXCsubEMWs5B1Cr4dJQSXg4t0nas/tB0v/l0zg68kGx7aCW4B1IpvC8g+axWCIOIXzsp7nSwoVWCq5jprrIAVj4jr9I6EoXPkERD14d8GSq/YFoIAEX3g62FQUPkQdfwnuPsnaFlLCV3NrwWAvhRS99e+z01OZkkmD6x/wBIyn5CRwPxb5tPCs4VECFatq8kPp3+wKQQBkguTeXvP2yw5swR3B3cmtJpg0xTFU+tpyegzmU28sP0F1l5YK9uuOttTt3PPb/fIRJ0ZMylFKZKsQ4A/Uv6wCMGq7dQKNQazAUeVI891fY5/7/t3nefUGXUyIQjg6Sh/0RDpGSkz0ckozmDa79MsX9d7Y+7l2a7P0sGvA0eyj1i26xXcq87ruFlwCAvD8/bbyV8mZgOVHh74TL//mpxLGxODystLEu/g0rt3kxxbn5YmEYIApbt317L19cGQk8PFiZPQp4nPYunBg4R/8w0Ktf3R1I6d64n9O+4asfdCLsv2X8LDScO03s0J8XS6ZudSKhUokD7Gq5RN52wYE+yOQgHVJ5Fjg+uu6/dw1nB3d6vNeXGFgf/bcYHz2cUMaBPAqA7BdextJa9Ex/jPdlNQJowcfj2awc+PxNO+mX2GpdGUF4gZvCvnoc1IiBkjXR/Q1vZ+pTmQvMv2bFhZnjhmzZw19xCRNVjFseVwZi3oSsRsXngP6Hq/7WgHYy1W5t6REDUQ9v1POn5+o/i7KB0WT4Inj0l7/HISYe8XYKiALvdBsA2n3fwU+RhAYHtwcLYKwSqO/igXdikJcGgR5Nk4llJle3bVDgDb07ZbhCAIkfTUlqcIdQvFVe1KscH6wsBWlp6tzLyaJOYnAnAw6yBeWi96h1gfslMKU1h8ejHlhnImtJpAfkV+vUIQIL8in7yKPNm4g9LBpiGLm4PcbOjJzk+SWpxKTlkO2aXZtPZuLRPAVcdUKVU2y2SVKAl1DaWgogAPR9HPm1OWw3cnvyO7LJsRzUcQHyJMyOYfmC85/sKTC7kj+g7e6/ce8/bO4+SVk3QP6i6bfb2ZCXrzDTzHj0OfkYFLr17XrIdPqdUS+sXnZL33vjCrGT4c73ubJsxeExCAytsbY6416kkTFUXWRx+hT0vDfeiwax7rYDabKTtwAGNxMS7x8eQtXWoRggBl+w9QvH07brfa4yXs2Lme2MXgNeBAci53fpmAsTJAfc3RDDY/e8ufKgOtC19XRyZ1C2PxHvEQqlYqeKhfVJMdP9zHhTdGx/Lu72coqTAwsn0w9/QMr3/HasxYtJ+diSK/asXhdPJLddzTM6Le/TaezrIIQQCDyczqI+l2MXg1LJ4IKZVvgo8thdGfQOd7rOsj4kVv3+Vj8n29Imwf87vxVufQKjyawdgvrG6kCZ/DulnSbU6tgOzTQhCeWi2cOwFkrzUAhUpc54j5YlawokCIS7WjmHGrTlG6cAitEl7F2bBggLX/8OgSmLEN/KKl+7UYBBoX0NdwfYzqDy7+8vuuOZa6H74ZYb0PtVYY54Aw1xn2b3lMhx0LtfXmXSq6hEoh/bk5OHywbLt7Y+5ly6UtFqGkQoUR20HwAJtTNtM7pDd55XmkFacxY/0MCvUiy3Vl4krua3ufbB8FChxVjjiqHCnQFRDoHEhmaabN4+tMOqatm8bqsast4gxgaPOh/HD6B07limif1t6tuVB4wVIW+kfKH4xtMZZ2vu04liP9PpzVbRbv73/f5vlMmFhzYQ2Xii/x3fDvMJqMTFs3jYuFFwFYdX4V/x3wX7wcvdiQLO2zNWMmuyybuIA4Pry1jj7hmxynjh1x6njtM22d2rcnfOG39W/YSBQODgS/+y4Zr7yCISMDbVxn9EkXKF4n4kcKV60mZP77uA8f3uTnBiEELz30ECVbRf+0JiwMl97y2WdTSe25nnbs2Lk22MVgE3MoJY9nlh6xCEGAzMJytp3LZkjsn+hrqoNLuaUoMNMl3IsoP1ce7BdJlF/Thobe0zOCSd3C0BtNjTaBSc8vswjBKpYdSG2QGPRzk9v62xqzUw9XzluFYBWHvhMiq7wQdn4Il09Cx7tFL+D+BSIWAiX0eRp8bUSNZJ2SC0GAilIRMl/F4e9sX9PhxTDiA7h/I5z4GQrS4Phy6TbuwfDoPmvOn1IlwutHfgArHxXB99XRuIBXtRcVp9dYhSAIgXZsOfSfLd3P1Q+m/Qa/zKh0QzWLctP4x8HFBzrfa+2J9AyHno9K9z/yYzVBW3mega9DzFjwCLG7kdZDj6AejG0xlhWJK2RxBsYas87v7HsHZ40zXQOtWaWxvrGsHLOSTZc2EegcSHxIPItOLuKTQ5/YjEcIdw/n8yOf88XRL2TlpQazgXxdPlqV1jJbqUDBl4O/pLN/Z9RKNcX6Yr47+R2fHvm01nvKq8hja+pWiQOqk9qJxSMWszt9N2bMxAfH02NxD8l+v1/8nT137yExL5FFJxeRVpLGkIgh3N7qdr4+/jWlxbU/LB/JPkJSQRJ55XkWIVjFWwlvkVGSIdvH3cGdDn6NLK2284/EtXcvWmz8A1NpKfpLl7gwdpxkff5PP18zMViakGARggD6lBQU9EKh1WIuF99n6oAAXG+5pd5jlezeTd7SpShdXPCZNg3HqKZ7+W3Hzs2I/QmlCbmQU8LE/yXI+utA9NFdC8r1Ru74Yrcla29/ch5D2wY2uRgE0KiUVxVC7+KolgTbA3g52/56GIwmNp/Jpqhcz8CYAPq08GVwTADrK81xYoLcmdQt7Opu4GZG6yEiHao/+Lr4isD0r4dC1gkxdnYt+LYS407eoHKAhE+hOBOGvy/N+dN6ilD2muVw5bmiLHPga2LZuZYeTydvUCpF2WZwRzj9m1wMtr/LduC7g4swqKmJdyQsGifKYHs8avvctsYMOmEg4+gGHSYJ8Rfe07p+9H9EpEVJNoTFi7LYizuFSHb1t33MP16Fre/A0HkQd6/tr4EdABQKBW/0eoOHOzzM01ue5viV47Vue6noEg+uf5DvR3xvcRA1mAysTlrNttRtRHlEoVFqGBQ+iJyyHH44/YNk/3a+7ege1J3bV99ea46et6M3nfw7sTtDvEAxY2Zb6ja6BwmTFTcHN/o261unGATwcpTHU6iVavo062NZdlY7U1GtNLrcWE6JvoQWXi14vdfrkn3b+7a3WUJahUqhEo6lNm7LlhAEmN52Omql/VHgRqRo82byFn2HQqPB5/7pOHftikKpROXqisnTk5r9HyrvP+9hUBtVDqkSlCoili6h4OdfUDo74zlxIipXF/l21Sg7fJiU6fcL52mgeMMfRK3/HZWHR5372bFjp3bs0RJNyG/HMmwKwaGxgXS1ESbfFOy5kCsLXV9xuPaHhb8CDycNjw9oYVl2c1Tz5ED5TJPJZOauBXt4YOF+nl56hIHvbyWzsJz/TenCmpm9WfZQT9bM7F2Zq2inUbj4Qu9q2VFaD+gyHT7uahWCVeScBcxQlitEoL5UzCLu+EC6nXuQmDmzRXY1g4tbXoKavVIKFQx6QzrWcrC8HPVcHX1b8TNFb2J1Lh+DSwmw/mVI+C9EDxMGMFUEtIWOd8mP9cersO1dSN0HR36ALXPk2wTEQuQtcPk4fBAL3wyH+TFwcJEod/W28XZaXyriMMry5evsyAhyDeI//f/DiMgRNPdozsToidzS7BbZdgazgXUX1lmWPz/yOR8f+pgj2Uf4OfFnHt30KKNXjOZK2RVCXK2fkT4hfVg8YjHZZdl1BqoPCB/A3kxpwPuaJKlTZ6xvLLO7z8bXyRd3B3emt51OlIf1M9AruBfxwfH13nMrr1aSZZPZxOObHrfETlQYKyivLDl+sP2DEoE5KnKUpAx1Wttp+Dr5EukZyfiW4y3j1WMzJPfgE1uvy6qdfyZlx46R+uhjlOzaRfHWraRMvx9daqplvSYoCO97rS+pVF5e+D7YQBfnq8C1Tx/U/tXK6zUaPG67DW2rVgS8MAu/x2eiCbBRkl+Dgl9/swhBECKzeJs9useOnT+D/XVgE+Jvo3zx6UGteHyAED46g4nj6QWEeTvj69o0pY62zhnorrWxZeNJzCrCaILoQLnpQWN5rH9LhrUL4nxWMd0jffBwkgu6HYk57L1gbW7PKqrg+z3JPDekNW1D7G/9/jT9Zwv3z9wkiOgNe76AYtuzBTapWWYKMOh1Ec6eUGOGpE01t8aw7vDUMWFC4+QtnDuDO4rewuqoKsPoq3P5hAist9Wz6BkGMw+KXr00G3Eyp1YLwXjvanHthgpo3tfay1idkzUCwS9sE4Y7WtdP7xMAACAASURBVBufuz9eE/cAYNKL3MN2t8MjCXBxG/z+CmSftG5vKINzf4ieTHvfYL34Ofsxr888y3JGcQbN3Jrx3SlpufGSM0swmA1sT91OalFqzcMAsD55PV8N/ooKYwWejp608xN5l539O+Pp6El+hVykD28+nFZerfDSepFTlmMZ93eWP6hOaj1JIqYe6/QYezP24qRxopO/NG6i3FDOO/veYWPyRkLdQ3mx24u09W1LXEAcezL3SLbdm7mXe9fdy4jmI1h3cR1ms5mJrSfyXJfnWDd+HXsz9xLsGkwrr1aU6EvYm7GXULdQWnhZX7q9Fv8aE6Mnkl2WjZ+zH3f9epelJFaJkpd7vMz4VuNRKuzvhG9Eiv7YKBFNZp2O4i1b8Z5sja4IeGEWHmPHok9Lw6V7N5Qudc/KNZSKpCQKVq1C5eaG5/jxqDw9Ubq4EPHjD+R+9z2m4mI8J4zHqW1so4+t9pNXhKj963CttmPHTr3YxWATMqpDMMsPpLKnUtD0buFrMXI5e7mIe77aw+XCCjQqBa+OimVyj8aZsNiiTZA7ozsEs+pIumVMq/lzv9wNRhOPfH/QUprZt5UfX06Jw1H95wxwovxc6yxfLdXJDR9sjdn5E/i3Fn9AbpYC2DRwqSK0m+3xW1+CizsgszJAu8VAaD9Ruo2TF7QeUf/1eTcXM29VOLjZLgetQqMVgswWXpW2/goFhNcyQ1NRLKIgXHyhsJqgcPGXClOjQQhKrQcU1ph5rygQ8RguvhASJ+1RBFBq4OfpoqS23wtwSw0zHTu1Mv/AfL45/g1mzDipnSROmqWGUhadXFTvMXLLcxnafKhkzFnjzILBC/j8yOfklOXQJbALGqWG5h7NGRQ+CKVCyeOdHufVXa9aZhC9tfVXd6iVaotrZ00+P/I5y8+KMui87DxmbprJ+gnrubP1naxPXm9xO63CYDKw8vxKy/Kik4voEtCF/mH9uSX0FkDMGmqUGm4Ns+2+2ManDW1oQ7mhnCiPKM7knQGgo39HuxC8wXEIC5WPhctbLLTRrdBGt5KNXy3lZ85yceJESx9g/rLlNF+1EqWDA5rgYAKef+5PHd9r0kQK166l4pQwYXIfPgznbl3r2cuOHTt1YReDTYhWo2LJjJ4cvpSPUoHE8fLfv5/hcqHoC9Ebzcz57RRjO4Xg4vjn/wsUNVIkPtuSxNT45nhdZZ/ihpOXLUIQYNvZbNYcyWB8LbmCTcUt0X6E+ziTfEUYJDiqlUzsKv+FZqeJ6Hg37PmfVRS6+IFfGzG7VR2lGtpOkJaZVsfRTTh0pu4TzpmB7eTbmIyQuFGY0rQaIvaxxYBXIfOYmA3UOMPwd+X5hjVpOwEyjkjHfFoKkVoXOefg/4aJPkAQ59OXCgE6cr51BrEkB/5vOOSIB2n8a0QbRN5ijdHYu0A4mlanSqyaTbB1HnS6Wz4rakfGhYIL/N/x/7Ms24pUqA8PR49axVm0dzQf3PqBzXUABRUFklLSXem7OHD5AHEBcY2+DoB9mfskyzllOSTlJxHtHc1Po39i4YmFvH/AtltoFWdyz9A/rD9ms5l3973LkjNLUCvVTI2dyiMdH6l1v1XnV1mEIIh4jR1pO+jbrO9V3Yudvz/uo0ZR9MdGijdvBoUCj9tua7LMwrrI/2m5RQgC6C5epGT7dtwGDGiS46vc3Wn+03LKDh9G6eKCNjq6/p3s2LFTJ3YxeA3wcXHgpV+OcSgln27NvZk7rh1pedIHmVKdkdwSXZOIwfR86bF1RhNZRRVXLQbT8uUPXbbGmhqtRsXPD8fz475LFJUbGN85hJYBDS9R/ePkZeatO01uiY7b45rx/NDWTZq3eMPh2xJmbIXD3wsXzrh7hYlKdTHo4i9y+6obx5xcCRvfEH1w3s1F2amzL/R+Ck6tErOEwR1h5IfgEyWE4LejIXmH2N89RDiIugfZvqaZB4VTqWeo7TLNmsTPFFmAZ9aJ0tG24yGspzCnqYudH1qFIAghOOkHUUpa3bRm3wKrEARxbd0fgiuJ4B8j3FarqJlHWBOzSbim2sVgvdRmeFIXj3d6nHD3cH5N+hVXB1emxU4ThipXQXpJunysOP2qxWBzj+YczTlqWVYpVAS7irJhpULJlNgp7Mncw4408X0S7BpMerH0GnoEC+fRDckbLGWzepOez458Rmf/zvQI7sG+zH28u+9d0ovTGRoxlFndZpFZIo/A+OjgR8T4xODr5CtbZ+efj9LBgdDPPkWXkoJCrUYTfH1K1JWO8tYVhWPTtK5YjqdU4ty5c5Me046dmxm7GLwGPLXkMPuTRRDxptNZjPx4B2He0tD5DqGehHo7N8n5RrYPZt9Fa/BxdIAbrQKu3k10UEwA7/5+xmKGo1EpGNr22sRi1MTH1ZFHb21R/4Y1yC6q4JHFBy3X/MW2JJp5O3NPE5Ti3tB4RwlBk3FE/ImbKkTR0aVCtPWfLRWC+Zdg+X1WV9LSyp6q0iuw8hGrs+iFbfDzA/DAJji/2SoEQZRZ7v9aHu9QhVIFgW0bfg8KhTBw6Xp/w/cBKJWHhePqL3cvLb4s3y6sJwx7Rz4eOw4OLrQuV802VuEZDm6B8OPdkHZQ9G4Oewecr52L3z+VuIA4/J38ySrLsoyNihzFugvr0Jv1OCgd6NusLwkZCeiMOm6Pvp3p7aajVCgZHCHPImwsQyKG8OPpHy2zg64aV0lQfWOpKbqMZiMHLh+wlHwqFUo+G/gZh7MOszNtJ5svbRb7mMHN0Y2psVMtfYhVOYXVeXDDgwwMG0hCZgJFuiIAlp5diq+zLwPDB/L18a8lMR1n887ydsLbdc6O2vnn4xB2fd23vSZNIv/nXzBeEX3VTnFxuMT3rGcvO3bs/JUozObaHdX+iXTp0sW8f78NM4nrhNFkJuql32yu83bW0CbInZYBbjzWv4XFRCYh6QrvrjtNdnEF4zo144kBLVE2ckbr+z3JLNl3ifT8MhzUSibEhfLkVRynigPJuXy14wJGk5mp8c3pGSWs889nF/PG6pOcvVzELdH+vDKyTaNzB0EE0H6yKZFlB1LxdnGgVwsfNp7KwmAyc1+v5qTll7LycDpBHlpeGNaGuHC5RXsVOcUVPLTogEWAVzGyfRCf3GV/e1gna56G/V9Zl7Uewgxl8FvCVTPhMxEv0ecZaDtOZPT9NL3hxw/vJWbSynKl462GwV0/1r1v0hbY+KYQnB0nQ99nQV8G62fD2fXg2Uy0NxakQstBMOTt+ktKAfTlcOY3ERSf8F/ruMYZnP3A1Rf6vywC5wEOfgerquUKuvjB44espa6n1ogICX0pRA+Hcxsg7wJ4hIqYjpRdol8wvLf4+h5dAtWiBHB0gyFzoPOU+q/9BkVv0vPxwY/5/eLvBLkG8WyXZ2nr25bkwmQWHFtAdlk2oyNHMzxyOEaTkQpDBY5qR1RKFUkFSbyz9x3O55/HzcGNIl0R4e7hPNvlWYp0RXx06CNyy3IZ02IMM9rPQKFQkF2azdy9czmSfQR/J3+KdEU4qh15oN0Dkv7CbanbWHpmKS4aF+5rex/R3tEsPLGQpWeX4qx2ZmL0RMa2HItSoeSnsz+x8ORCVEoV97e9n+GRw8kvz2fu3rkcuHwArUpLclGy5L7f6fMOwyOluW7JhcmMXjEaU7XIlk8HfGqJo9idvpu5e+ZyofBCg762nf078+2wb9lyaQszN82UrHN3cKdfs37szdxLrE8sL3Z/kUCX6/Piz871ofTQIbLeex9DZibuI0bg98TjKFTW/v+CNb9y5X//w2w04jNtKp4TJsiOkb98OVf+7xsUKhU+Dz6Ix8i6+7+NBQXCwEalpGTnTkr37UfbNpbA2bPRBNmoCLFzzTi3/zIH1iZjMproMCCU2D4h9e90HTi4PpmT29NxdFbTbVQk4W1riaCy86dQKBQHzGZzl3q3s4vBpmfUxzs4lmYjUwdY9lBPScxEQZme+LkbKalmlPL22Lbc3b1xM1qF5Xri526iuMKaI/fmbW2bdGbMbDYz6INtJGYVW8bu7RnO62MaMYtTydJ9l3j+p6P1b4iIptj9Yv9aRed93+xj0+ks2fjLI9pwf5/IRl/bTYO+DOaG2jZgiRkjykGrUCjh4V1CGH4ch22TmTrMZ2qiVIlyUFsuoQAlV0R8Q/U+sTGfCpOaPZ/b3qf7Q7Zn66qjK4UFA6vFadRyzWotPHlcGN981F5qGtP1fhhR2dt15Tx80lXkDtaHiz+UyD+nFqatrd3o5gZnwbEFfHTwI8uyt9ab9RPW46iq33V57MqxMvMVAF+tLyWGEkmv4Ws9X2N8q/HM2DCDXem7ZPsoFUqWjVomi3uoYmPyRp7c8qRkLMA5gEc6PsKru161jClQsGzUMr44+gUbkjdYj48SE0LkBboEsnLMSpw1zqw6v4q1F9YS5BJEQUUB65PXS84xuc1kZnWbRW55LkOWD6HcKI0TqgtvrTdbJ24F5F8rXydfiWNqlXC0c2NgKi3l3K39MVXL+PN/YRY+U6cCUH7qFBfGjZdkDYZ/twjnLtZnx9J9+0i+p9qLKoWC5r/8jLZ163rPn/b0MxT+Zn057hQXR8T339Wxh52m5EpaMT++tVfyK+62pzoREl37y/Xrwbn9l1m/wBpppVQrmPJWPC6eTeOyb8dKQ8Wg3UrsGvD+HR2IDbbdp+JXI1LiUEqeRAgCbD+bQ2M5nJIvEYLiONm1bN04zGYziVnFnM8ulghBgO3nGn+tANsTG75fQZmeo6m2xTXADhvXcHtcM6b0jLiaS7t5UKiEuLPFxZ3SZbNJlHv6RMGoj0SPoFIjjFqUGiF0Br8lj4aoDZMRLmyvff2lBKkQBDi/CU7XkTt4flP95z21ukauYi3i1VAuZvRyzsjdQ9MPW/99cXvDhCDULQRBfH1vUnanS2NLcstzOZN7ppatrWSXZtsUggA55Tky05mqEPmEjASb+5jMJvZk7LG5rvr+1blcepn/Hv6vZMyMmYSMBNl9mTAxJWYKj3R4hMXDF+OscWZl4kpm75jNjrQdLDu7jI3JG2XniPYWJhmHLh+SCUGVom6X56qSUYC5feZahG5n/86SsHsQxjJVmYZ2/vmUnzghEYIAJTutL0FKdidIhCBAyS7pS5KS3TU+82YzJbtsxAzZoOaxyg4cwFRu/3xdL1JP58l+xV06lWt74+tIzWswGcyknbPRtmHnumEXg9eAVgFu/Pp4HzY/0w9fV+vD9vTezYnwlZaxRQe6yUxOYmoRkjUxmsxsP5fNptOXifRzQW3jOOV6I+tPZJKQdIWrmQW+lFvKoA+2MXD+VkZ9vBNXrXR2rk0DrjWrqJzVR9JJzLI+lLQJargxjINKSQt/ITKSr5Qw77dT/HTgEkaT2eY1xAa78e/bO+Cgtn+860ShgN5P2l7n21I+lnZA/B13r+gFHPkhdLwT+jwL966B+MegnbzEqFZsuY5WERCLmLWrxuXjUJBsc3NA7vJ5aa+Y3aywfu5kArNWFOAfC4UZoJb2+0r6Geu6h5rUEvx9Vce6wag5E6dVaQl3r7+qIaWwdsMeJ7WTLDoh2ita8rct6lznbXtdQYX8ZVW0d7Rs+xaeLZgSM4XmHs0pNYhe0rUXpC84jEhfLqgUKoZHiFLSVl6tUNT4vogLiCPKIwqtyrZJR1WvYlJ+EhcLLvLFoC84eM9Bvh32rezrHuEegVbdtGYfdv46HKKiUGikmb5VM3qm8nJMZaWyfRxrzPg5RtuYAVQ17HdrzWM5NG+OUmv/fF0ryov1nNt/mZxU8TvPp5n85axv6J/Pjf6z+DaTX4NvyF9/XTcz9qfla8h/NiWSU6wDwMtZY7NkM8jDibdua4u7Vo1CAYNjAri/T/N6j60zmLjji93c89Ve7vtmP9P+bx8vj2xjOc6gmADGdgph4PytPLjoAJP+l8C0b/Y1WhDO33DWMhtYpjeiM5gIcBezmx1DPZk9vE1du7PjXA593tnMzB8OMXD+Nv637TwA9/VqzrC2gSgU4KZV0z5EKuia+whzHS9nDXPHtcPX1ZHlBy7R799b+HxbEs8sO0r/9zZTYTAyb1w7ovzEg3aknwvvTujQqHu86Ti3AT5oB2/6ieD5KqpmGEJ7wG2fIRNjFytn8o4th/90En10G9+ArXPhiz6QegD6vwIRorcJJy8xYwgisqL1KHEOjQsM+JdwHK0NrwgY/m9w9BAlqmE9Ifu0dBuNk5iVrCJ5N+RXioNfHoavBsHSKeJar4jPHW1Gg2stPVFaT3HPju4wdJ7oTfx+vFRABncW91hFSBzc+rLoN1Sqxb07VfY+hPW0CjyPUBi/AJr3E8vOvtBysChHVTmIEtc2o2r/etzgPNThIeKDRYmst9abN3q9gYdj/U6yNWe2qvDR+jCn9xxmd5+Nm8YNBQoGhg1kcsxkAF6Pf50I9wgA3BzcUClUOKpEz2C3oFryNIHbWtzG6KjR9V7HhJYT6BHUg3/1+BctPIUhVphbGGNbjGXoz0N5bttzjPplFEtOL6m3Ry8uIA4HtXipGOoeygvdXsBVY33I25u5l6SCpFpLRydFT+LbE98yZuUYntv2HEOWD2Ffxj4uFFzgcJZ1lluBglnd7BmYNxJqb2+C3noTlaeIuXLp1xefGQ9iyM4macRIcj7+RGyoVKLQaPCaPBm3QYMkx3AbPAivyZNBbX0RnDV3Hqkzpf2ntgj8179wrIx+0ISGEjxvbhPdmZ2aZCYVsHD2LtYvOMGSt/aRsPI8zaK9iBsajkqjRKlS0K5fCFGd6sjtvU7E9gmmVbcAFArQaFX0mtAC7+AG9PvbuWbYewavEacyChn2kbQMbnKPMN66zfbbf53BRLnBiLtWY3N9TdYcTeexxYckY6+OiuHu7uGW47y//gwfb5KWUC1+oDvxUQ23Er/tvzs5fEkaor3uiT4EemjxdK4/umLspzs5lGLd39lBxcFXBqHVCOFRVK7HUa1i8ld72HvBWjqg1SjZ8uwt+Lg6suHkZb7ZdZGDyXkYTNLP68d3dmJUB2GZnVeiw9NZg6Jm8KIdK7oSeL+NCEq3Rd/nhHmKyQTvt5JGL3iGw5NH4cN2VtFVnfaTYFyluCzLE3l9SpX4d5VbZkWxEE2aBr4dNuhEyeaZ3+CXGdJ1sePhxE/SsR6PCCOWT3tIx+OmivJWgKJM4Wa6fb60XzK0B9y9DNSOIjPxGxsmCY7uotfRtcYvVH25cFh1dBUB9bpicKrMGS3NFUKzKuqiLF+U06rUom/TbGqY8c1NQKGuEGe1M2plw0yp9CY9E1ZNIKkgCRCh758O+JSugV0tx9Ab9eSW53Iq9xRqpZpV51dxPu88ueW55JTn4Ofkx8vdXyY+JL7Bs2KpRak8v+15zuadxWgyYjBLS/THRI3hrd5vWZbzy/PxcPRg/OrxnMs7Zxl3d3DnhxE/MGPDDFKLU1EqlHhrvSV9fG4aN7ZO2oqm2ouPyyWXGfLTEIk7aG2EuYWRU5ZjmYkEaO/bHjcHN3amS8vB72x9Jy91ryef084/DrNej6m8HJWbmH3J+ugjrnwm7b1u9sUXuPWrPXcy8+23yVsk7feL+PEHnDrW8VKvEkNeHipPT/vv5mvI6o8Pk3LC+gylVCmY9k5vtK4aDDojZjNoHOsuKb/e6MoNqFRKVBr7vNS1oqE9g/ZoiSYmt0TH5tNZ5JfqZOvyS20YdVTioFY2qqyxoEx+rIIyveQ4pzOL5NtUu4aqaw300BIf5WPzB/Xg2ACJGIzycyE60K3BP9QLa1xnmd5Ihd5kEYNuWg05xRUcTZUKznK9CbVKyeFL+Ty6+GDNtgYLedW+zlebq3hTcSWxdiEIQpyAEC69nhSzY1Xkp0DKHiivZf/qD/BO1RrUq8cmVMU2mM1wYStc2CEC22PG2M4dVDuIPy0Hg5O31ZVUqYawHnIxmHNO3u8IQoBV4RYoZuK2vivdpjwftJUz1LXdY0UhnF0Hne+RjlcXtyq1VQiCPDai+jpNjRLUm5zGZgJqlBoWDlvI8rPLySvPY2TUSFp7i9K0CmMF21K3kV6czpdHv6RAZ/v/NLssmzf3vMmGCRtsrrfFySsnOZZzrNb1p3JPcfLKSWJ8YgDw1Ir/88KKQsl2pfpSAlwCWD12NcdzjhPoEsjUdVOl2xhKMZgMEjFoMBsaJARBCOyas4YFugJZhiHA0eyjHMs+Rju/m7dk+UZEodGgqlYuaiqUPxuYa+nlKztxgorTpzHkyHvzjQV1/C6phtrrrzUsuRmoKJW+kDIZzegqDGhdNagd/l4isAoHrV2C/F2w/080IaczC7n9890UlYtvSldHtcXURaGAiV1Dm+xcQ2MDee/3M+RVijsnjYoxHaWWwfklckEaVll+eSaziNs/30Vh5bWO6hDMx//P3nnHR1Hmf/z9bMkm2fReIKTSe++oKCKIWAAFCxbOcvZeTz09yynnT09PPfX01EOxYBdpAgKC9F5CDSWEFNL7Znd+fzybLdlNIQQC5Hm/XnmxM/PMzLPLZDOf+ZbP1D4e428bmYKmwYLtx0iMMPPQmE4n9HTvmgEJvDDX6Yk1rnsswf7u0c+3Fu+l0mJzWzeqYyQRASbeW7a/XiHoY9AxrodqU31CRHSSKYrlXhr46E3Qa6pz2SN6p8GX02VHzrr4BMDg25s+jzm3wDYXIbfwabjhO2c3zcoimUJ5eDXMf0IatadeKNMxayplpC++n9zPNY3z0ErYW/emXniKN/8wmZa58wfnur7Tna9TLpCpnUWHPece1ETz5ppqKWQVp5RgUzC39HC3OymzlHHd3OvqbS5Tl7yKPAoqC4j0b1oK1eLDDTcr2l2wm6t/upp7+97LjB7S/zKrNIuk4CSyy52+lZemXOromNo7SkZYrky7kjc3vukYMy5pHH516lbjA+IZFDvIa7MbP4OfW+OcyR0nc7jkMPMy5jnWXZV2lUfTG4Dtx7czbe40but5G3f1uavB96g4ewm+/HIKvvwSLPL+wRATQ8DIER7j8t79N7mvvy4X9Hr5kNBm9x9u1w7/Ico/8Eyh6/A4sg84Hza17xJKULh62KhoGkoMtiDv/bbfIQQBSqtquG5wB6w2GxN7xzM4ueV8VMIDTHx35zD+98dBqmtsTB2UQFKd5jTBXtI4zXZ7hveW7XcIQYAfNx/l7gtS6RjtXsSr1wnuPD+1WUbwAH8amUxMsC/LdufSOTaIawd5GuDuyy31WHf7KGkJ4S26GRfsS1KEmecv7+7walQ0EaMvXDMLfnkUCjIgdbSMlNVUQZ/r3ZujhKV47l+a5Xwdmihr4CI7y8hecBP9i3J2ugtBkL57y2bKuX1zq+z6aTSDViPFH8DWL2Wt4YgH3d+PqxisLnM/blA8XPFvSPK80eHK92HdYMjeIT+H7le6HNcPblkI394qI421UZiuE53+g/WRsQK+v0t6DaZcIM9jbnpqtuLkmXtgbpOFIMjGLI0JwcLKQj7e8TGHSw67eQDWkhiUSHZZNhVW5/X43pb3uL7r9RwrO8bUn6ZSYpHfZ4HGQG7vdTtTu0z1OM6tPW8l1hzL6qzVdAnvwpSOU7zO55/n/5PPd33OweKDJIckc6TkCAHGACZ3nMyKzBVszdtK/5j+TEyZiMVmoWdkT9Lz0xkWP4xLki7hs52fcaz8mNdjf7TtI27qfhPmxpoeKc5K/Hp0J/GzWRTOmYM+MIjQ665F5+cuHGxVVeT926Wm3GrFJzER/0GD0IeGEHbtteh81MOuM4Wuw+LwNRvJ2JJHSLQ/3UedGX6CirMDJQZbkPJqz7SdKf3b0bNdiJfRJ0+HcDNPju9a7/ZbRybz2+4cLFZ7182YQEc30wpLjcf40qoaXl+0m283ZhIZYOLRSzq7eSI2lwm94hx1fd4Y3TnKzaIiOshEvw5h/L43j2V17DFGpEVw28hkHv56C2P+bxnRQSZmTu7NkBRlWNpkEgbDbb81Pi75POh3E2z4WNa11cVmg8v+6X3fzV/A7/YavWH3QEkWbPhURuR6TPa+j6VcNrSpjdZZPB8SkLHCXQymjIZtX9f/HkISpBCsKoUf75ORw+juMPYlaZMx5M769z20Cg4scy4b/GQH1YYi41YLfH0zlNqjP/sWw4K/wBXv1L+PwoNPtn/CV7u/IsAYwJ97/9lhuN5UKiz1d40VCDQ0gnyCMBvNdA7rzMMDHm70mHcsuoNtx7c5ljsEdeBg8UF0QkeQTxD+Rn8CfAKoqHCeu9pajdVmZc7uOQ4hCFBiKSE+MN4t9dOVCSkTmJDScEMhf6O/R0S03FLOzHUzWZG5grTQNPpG9UUIgY/eh+u7ukfHp3ebzt/XevfltNgsWKwWaFoJu+IsxK9HD/x6ONOBLTk5ZL/4EhWbN+Pfvz+R996DVl0nu0gIYv/6LLbKSnJenUnpkiX4pKQQ/fhjmJKVp29rk9w7kuTerd8g5lyg4FgZK77aQ0FWOR16hDP0qlSMZ2i6bUugxGALMm1QAgt2HKO2x0mv9iH0iG+8I14ty/fk8p8VBxDAn0YkMzT1xKIJK/fl8cHyA1htGjcPT6JzTKCbx8zOYyX8vCWL8T1jmTawA/O2Oefas10w2zOLeH2RbG5w8Hg5N3+0lpWPX0BgE5vaNJfpQxOprLHx4+ajxIX48dCYTvgYdOzMKvYY2zEqgBv/u5Yau8DNLKxk+kdrWPPE6CY1tFGcAELAhNfhvMdkg5RPJ8poYi3t+nnfL3O9vdmL/eJybfySvw+ytkJ4Rzi+232/9oOlfURDxPV1Xx4/E/RG6VkY11vW9LkKuP63QGkuvDPE2QynOBOKjsCfPU3H3djjbvxNTYUUo109u0k6KM50CsFajm5o+DwKNxYeXMir6151LN+75F7mXjnX0XWzpLqEtze9zba8bfSP6c9tPW/zaPwyNmks7219z2H54G/wZ2jcUFJDU7ki9QoqrZUkBSU1OeV9f+F+NyEI0rJhPtKaUAAAIABJREFUetfpPPfHcxRWFVJYVYiuToPuCSkT8Df6e1hcQOP+gM3htfWv8dXurwDIKssiqyyLby77xuvY67pex6JDi1ifvd5j29jEsY46R0Xb4Oijj1K+SvpvFv/4I1pVFcGXXUbRt986xoROvQaA3NffoGDWLAAsR49y5NAhkuf9ohrEKM4JNE1j7jtbKcyWJTHbfstEr9cxfIoXy61zBCUGW5CRHSP56vah/LTlKPll1eSVVPHw11u48/xUjxROgLzSKt78dQ/7csvoER/Me8v2Ydc4rNibxy/3jnT46zXG/txSpn+4xhEFXLEnj8n922Gp031z2e5cxveMZXhaBF/fMZQfNx8lNtiXawYm8NCXm93GllTVsPFQISM7ntyTptySKt5aLN/n6C5R3Dg00e2PhhCC20elcPso97TEYakR6AS4voUQs49DCNZSXWNjXUYBF3aNPql5Kuoh0N76ftKHMv0xZ6eMGo71HlWQ5ukNdCm2VkJ8X08xqNXItMqtXznX6X1k45iyXCnCRjwg12//FjbOkumXwx+AK+yd8SwVMgJ5fC90Hifn+fND7l1RQRrPl2RDYAPXTERHz3WR9XvQARCcIKORrt1WE4c3vI/CjZVH3UW6xWZh2ZFlTOkk0yWfWvGUo2ZvU+4mCioLeHbos277RPlHMXv8bL7ZI4XQVR2vIj7AM22qsqaSD7Z+wKbcTfSO7M2MHjM8hOVP+3/imz3fOCKKtYT7hrOncI/bWBs2pnaeiqZpdA7rzMTUiQBM6jiJOXvmUFglGxl1CevCsPhhJ/rRNErdz25PwR5yy3O9psB+tvMzDhUfIsAYQFpIGiPbjSSnIofUECmYFW0HzWp1CMFaylasoOOa1fj17UPVzl2Yhw8j8AKZIl/2u3uTruqDB7EcOYJP+5bri6BQtBYlxysdQrCWQzvz6xl9bqDEYAvTr0MoOcWV3DHLGQ1YtjuXZY+c7+igWcstH69js71T54q97g09LFaNRTuzmywGf93pTAcFsGoas9d6Nr9wNXvvmxBK34RQl21BLNjhjGoYdMKjhrA5zPh4LZuPyCf0K/bmUWmxccd5XurRPOYaxD+n9uHtJfuosdmYMTyZgUlh/GOBu4gQQKcYZVh6yonvB39eJdNDdQ10vm3UPF3I7qBbZruvju4Bva6W1g8b/wf+4dLmImmktG3Q2yPU6b/AVzc699u7CO7dLO0ZjH4w6Fb34+ale07BP1z+NMSg2+CgvSGN3gSjHm5cDOp0cPX/YO7DkJsOHcfChc82vI/CDW+m78//8TxLDy/lxREvsvTIUrdtCw8u9BCDAO0C23FP33saPNfzfzzPD/tkWvLqrNVklWXxwvAXHNvnZczj8eWPe+wX5hvG7b1uZ0vuFo9tE1Mn0i28m8dcvp34LQsyFhDgE8BFHS6qN0X0ZOgU2onDJc7v/Ui/SEJ9PTs5Lj60mJfWOD3fNuZuZGqXqczoOaPF56Q48xF6Paa0NKr2OB9umDp3RhgMhE72TOs3de7sNlYfGoohWj2MVZwbmENM+AUaqShxdsOPaNe0e/GzFWXucQr4aUuW23JOSRVrM9yfKhzOL3cIwfpICPNv8jnbNzBWADoBl/WKY2qdBi4r9+Zx5du/c/7MpeiE4MIuUQgBQb4Gnr+8OzHBTfSDq4fD+eUOIVjLT1s8W5rXx6U945h77wgW3D+KKQPakxhh5tGxnRx26AK4eXhig+9f0cLUCsGaaumpV5e0MTD4ThnV0/vAwFuhy0RASO/BsS9Bj6ukvUNt+pwpCBb9FWZNlsbw92yAGQsheZRMV9W73Dhv/9b9fGW58K9B8O5wz8Y0IAWZK0Inm7roG3kW5mOG676GB3bBw3ulB2NTiO0Fl7wCsT1l3eGyV2UtoaJJXJV2FeOTx3ukXC7PXM7/dvyPGH93k/Z2ge2afa55B+a5Lc/PmO++fMB9GeC+vvcx76p5pIWmcVnqZVyWchl6ocfP4Mfdfe72EIK1RPhFMK3LNC5LucyjO2hL8fCAhx3nj/KP4oXhL1BmKePJFU8y5usxPLD0AbLLspm9a7bHvt7WKdoOsS++gDFB3h/4pCTj27ULey++mIxp11K+dq3b2KiHHsSvVy8ADJGRxL38kmomcxZitdpYOWcvnz61ku9f30juIc+GfW0RvUHH6Old8Q+W13R0UhBDr2w8gHE2oyKDLcz3mzLZeKjAY31ciPsf/zCzD/4+eremM1GBJnJKqgAY3zOWi7u53/Q0xEVdo5nQK44fN3sKLYNOsP7pizwM7Y+XVnHzx2sdtg7/t2g3r03pxT+m9MbPqD8h38P6CDX74GfUU2Fxvs/4kJO7ETLqdY5kLQ34ZkMmD43pjN85XNzb4pTnQ/Z2KVh87XWtVaVwdKPsDlrXVD03HapKZHRQ0+CXR2RjGYMvjHoEht7tHCsEjH0RLnhSjq31FqwskhG2WsuKoxudjWmqiuVPSaasS7xzjWejlqObpJAL9nLzX3RY/syZIe0zXLuiDrpDNqfZ/h0ExMhIXewJ+Kh58z8EmZKauV52XXUdU1MNn01x1g7+/oYUwSkXSIEZ1bnp526DGPVGXh7xMhd1uIj7ltznti09P51ru1zLvzb9i/KacsJ8w3h84ONkFGVQWFVIz8ieXuvz6iMuII6M4gzHcqzZ/f+6tk6xFoHgog4XOcScUWfkheEv8PjAxzHoDE02rT9VxJpjeWLQE9hsNnpE9kCv0/PIb4/wS8YvgKwjzK/MJzUklVVZq9z2bR+oUvzaMn49epAyfx7WggJKfv2VY395GgDLwUMcvu12UpcuQR8kfUCN0dEkfjFbmskHBiIM6lbybGTj/INsXChLGorzKvnpX5u54YWh6Fvg3u9sp0P3cKa/NIzqcunVeK6jfoNbkMW7srl39ia3dQK4dVQyKZHuIWazycAT47rw1x+3Y7FqRAeZ+OTmQfgadeiEOOFIl14neHNqHx65uBN/n7fLLTo5oXechxAEWJuR7+Hvt3xPHgOTwqix2ghvAduGAJOBJ8Z34TmX9/nQxY2k2jXCvO3u7dALyi1szSxiYNLJdz5tE+z4Xto31FRKkXL1p9K/77PJdsHmAxPegN7T5Phvb4fNn8vXAdHQaxqsfV8uW6thwVOQOEI2cHHFp06drK9LM6WqUukh6I283VIQhiXJ5ZoqGTE8YO+AmjgSorpDjpdmM5oNlv9DCsno7jL66OMvo3pNjew1hazN8OmV0q9RZ4CxL8PAP8lt2ds8m8j8/jos+Zt83X0SXPVBw11JFQyOHUygMdCtC2d6QbojTXR43HDeuOAN/r7m73y5+0sAUoJT+M/F/yHcr2ndhR8b+Bj3L72fipoKBILu4d3dtt/c/WZWHl3J/qL96ISOm7vfTEKQpz1OgE/rpxAVVxczY/4MduZLX9cJyRN4ccSL/H7Uvb5rffZ6Xh35KgsPLiS/UmasBPsE80D/B077nBVnFkIIDGFhlP3uXntqKy+nfMMGAs87z229MpM/uzm0wz1jrbyomuOZpUR1CGqlGZ1Z6HSiTQhBUGKwRfllq6dn0/OXd+e6wR28jr96QHsy8kpZtDOHbnHB+PvoTzrdsX2YP/+Y0osusUGsOZBP34RQbhvlveVzp5ggBO6tPjYfLmT435eg1wluHpboZl2RfqyERTuz6RDuz9huMRj0TXt6dP3gDpRWWpizIZP4ED8qvFhwnAiF5dUe64L9DCzYfowPlh8AAbeNTGZ0F1XD4JVfHnN691WXSDHnEyCFIEiBN/8JaQFxZK1TCIIUOb//n+cxj270FIMN4WOG0CTpxeeNRc/ClI/l621znEIQIGMZXPUfaQ1xZB3Mfch93+3fOPc7/AdM+7Lp82oqvz4vhSDIesaFT8v3sn+ZnJfeVzbKqaXaxSZj29fQb7qshVTUi9lo5u0L3+b1Da+TV5FHnDnOLZq14ugKxn87nmNlzu/dfUX7mLVzVqO1grV0DO1ItVV+n2ho/HTgJ/yMfjw9REZFIv0j+Xbit+w8vpNwv3CPSOGZxJfpXzqEIMCP+3/kqo5X0SmsE2uPOdP8EoMSifSPZOmUpSw7sgybZuO89uepTpBnMZacHHL/8RqV6emYhw0l8p570Jma/zDXt1NHSua5pFDrdPimnZ5OitVHjqAzm5XQPA1ExAeQtddZxmPw0REc1bZLbnasOMr2FUfx9TfQf3wSsSlNdwQ4m1FisAXpEO75S9Qnof723P/8dQ8frMgAION4OXtzSpl//8nfIJoMertRfMPjQv2NGPWCapfGM/vzpGm31abx/vIDpEQGcOB4GTU1Gv9dlYHV3trz0p6xvDWtr2PsG7/u4ZetWbQP8+fRsZ3dGrr8sPkof58nm3jszSllw6ECVj7WfMsKXy8pDLuPlXLvFxsdnUfXHyxg7j0jVGOZulhrPKNWxZlgqvM5VRTK1Mr9TfAjFLoT75gphOwAOudPUHQIWb7sEqXe8R0UZUoj+2IvNabFR6HHJIjpBbm7YP1/QehlZNDmUp+3e74Uub6NfKEXHoJNn8vaxD7XQUBUw+NL3OuCsZTDqn/J19lbZQfUikrP/Vznr2iU3lG9+e/Y/wLw8pqXPVIbXYVgLdnl2R7r6mNF5gqsmvvDqR/2/eAQgwA6oaNbhPc6wDOJ7DLP951dls1Tg57iwd8eZG/hXuID4vnbcBmhFkIwqv2o0z1NxSkg8977qNi4EYCqXbvQqqqJeerJZh8vbPp0KrZtp3TxYnRmM1EPPoAx/tSamFtLyzhy112U//EHGAyEz7iFqPvua3xHRbMZMCGJ/GNlZKYX4htgZOQ1HTH5tV1ZsH9TLkv+t8uxfHRfETe8MAS/gHO/Hrbt/q+fAm4YmsiS9FzWHyxAJ+CW4Ul0i6v/JnThDvc/3unZJRw6Xk6CF1F5Kli177ibEPTG499s9WoS8NOWLB67pJyoQF8enbOZbzfKm9s9OaXszCpm2SPnY7RHDudtc79xLqmsYfX+/GZZQezMKiY9292MvGOUFKyuFhRWm8biXTlKDNZFb4BuV7gbtcf0lBYNrnYIaWNkjeAKL1FAV3zMMOGfEOHy1FjTYP9SWcOXNsZpTVGXhMGyC2hFPsye5pk2WhtN6zoRfnsFrLKeFoMvdLEbcut0MP4fsg5Q6OAlL/WEjdVxFR6Gd0dApb2h09oP4I6V4NeAz1qPSe6eiAZfZ7QV5HuqD99g+bkoToixiWP5fNfn2DRbg+MuSbrE8bqwspCVR1cSFxBH7yjPyHVcQJzHOoPu7PyzeEnSJXy5+0vH5xNsCmZ4u+EE+QTx7cRvya/MJ8QUckI1lYoTo3z9eqr27cM8dBg+7U6teKqlpqDAIQRrKVn860mJQZ2/P+3/9RbW4mKEr+8pbw5jycri2AsvSiEIUFPD8Xf/TdAl4/Dt5MXiR9Ei+AX4cPn9fakss2D01aNvYrbXuUrGFveu/jVVVo7sKiCt/7mfZXZ2/tU7QwnyNTLnjqHszSkh0NdIdFDDN6EpUQHsOuashwn0NRAZePJ1ek0lObLhOpe6KaR1qbFqTH53pUe30KyiSv69bD8944PpFB3I8t3uv2ACSI709F1sCrPXHHKz0AC4YUgi+/JKPcamNPMc5zyXvQnhqbB/CWRucKZg+kfITpixvWD4/TLNslaA1UfSKCmMXPnuDmdqqdEMN/4kfQW9odNJIRqe4ikGD62SVg4RafIYq9+Vgm/QHbKeMDddpokmDJb7A4QmQv5+5zECosHQyO/UltlOIQgyUrp8pow6pl0Ifl7SlYbdJzug7p4PkR0hewfs+9W53RQkG+I4ELKBTGCMbLbjr+pbT5TeUb1558J3+Hr31+wr3Mf+Iuf/s0AwLG4YUzpNYXi8jFKn56dz07ybHDWHkzpO4pkhz7gdc2DMQLqHd3czlL+95+0nPdf0/HReXP0i+4r2MTJ+JE8MeuKU1xX2je7L26PfZs6eOZiNZm7sdiNBPs7anzBfdc2dSrJfeZX8Dz8EQBiNtP/3u5iHDj3l59UHBqKPjMCa6/w7a0ryXhpywscOOvW1Y2Vr1nB4xp/Qqj3LP6ozMpQYPA34mttGXVxjhMR4BmJCY9rGfaQSg6eA1KimRaMevbgzmw8XcqSgAn8fPS9c0QM/Hz1/7D/OtswihqSE0y0umKyiChZszyYq0MRFXaObXKvXGJ1iArl3dBrvLN1HtdVGaqSZfh1C2XiokAPHyzxElysTesWx61ixhxCsZeZ8mRbaIdyfkip3+wENeGvxXl67+gRqzOx463D68rydlFY5U710Aib1a8eFqmbQOz7+cP7j0pjdVYCV50FQHFxov2EO83JDIYSM/NWSt9d9e/5+9xpDSxnMuQXK8mTq5ehnZE1iZaG0m6jtWhrlJQ2vxCVy3n6g/Kll/X/hx/sATQrEy9+VHoVXvAdfXCtTYf0jYPLHjX8eei9iceWb8l+/ULh5gRR8rggBA26RP7Wfw+dXy8/UNxi6Xi67rTrQZES27/WNz0dRL0PjhjI0bijHK45z9+K72Zq3FT+DHw/0e4BrOl/jNvY/W//j1nxmzu453NL9FjcrCiEEn1/6OQsyFrA5dzPHK44za9cslhxewoP9H6RnZM8TnqNNs3H/0vsdfn8/7v8Rf6M/Tw1+qpnvuukMix/WLDP7TTmb2Jy7mb5RfekReQKddhUAWAsLyf/kE8eyZrGQ9+6/T4sYFAYDsc89R9Zjj2MtKsKYkED044+d8vO2FMf//Z5XIagLCMA8aKCXPRSKU0OPUe3I3FXAoR356PSCvhd3OOf9BWtRYvA0UFVjZfaaw6Rnl3Bex0jG2C0jFuw4xpGCCgDKq60UlVfzfwt388av0sxVCHjgwo6889s+hwXFqI6RfHxz074gy6treHfpPjYfkcLyluFJjtTNWu6/qCNju8Uw9f0/2Jtbxt7csnqPN75HDDFBvmQcL6eiuob3lu3zGKMX4KohDx4v93qsbzZm8ufzU0mNCiCzsIKyqpomGdxfPziRORsyyS+TfzwiA3zILXX/Q/LpLYMYlhrR6LHaPOXHPdcddOkilzwK+t0khRcapIyGjOVSzNVirVMXZ6nwPGZtpK6qGL68AUe8efEL8KfFMsrXexosfk52Dq1l46dS1IUlQf+b3buTLv6b8ziaTXbq7HU1tB8A9++AwoMQkuDuT1gfvafBmvfttYt1qCiAVW/BZf9s+BgRqXDXOvleg+JgzXueY7x9NopmEe4XzmfjP+NIyRFCfUMxGz2f3pZa3LMFNDTKLPL7Lbc8ly/Sv6DMUsbE1ImMSRzDoZJDfLJD3tAfKzvGnb/eycJJC0/YLuJY2TE343eANcfWnNAxTiefbP+EV9e96lh+ctCTHsJa0TCaxQJW99pTW8Xp+30PPP98zMt+oyYrC2NCAkLX9AfG1qIiCj6fTU1ODkGXjse/bz1ZHKcIW6VnbbX/4MFEPXA/+pAGUvUVimaQsTWPjK3HCY32p9uIOAwulmRGk54J9/SmJL8So0nfpiKmSgyeBh74YjM/b5V1c5+tPsSYrtFcO7gD/1riHlX556973CJcmgbvLdvv5kX42+5cth4poke7xjscPfzVFsd5f9udS3ZxJc9McI/A5JZUMWfDEQorGjbFfmhMRy7pHsOEt353m48rfkYdF3SO4uc6XVVNBh1VNZ51Pofyy/hg+X6+WHcYTYMBiaF8dNNAAkz1X5YJ4f48MrYTby/Zi49eT4jZ6CEGW8IfsU0w6DaZKupKu/7uyxNelz6CNVVSlP30AKz7j3P7wFvdx0d3kymQ5fXVzLk8KajIhw9Gy/TJC/8qI3SuYrDosPNcexbA9B/th9CkNYUrrst6gzNt1JWKArDZwFzHdsAcAXf8Drt+goKD8NvLdY7dRCNeIeR5v78btn1V5xyRMjI662qZhtrtchj+gEyTVTSbhgznJ3WcxPLM5Y7lnpE96RTWiYqaCq6dey1ZZfK78fNdn9MuoB3F1cVu+xdWFbIrf5fXWsOGiPKPItIvktyKXMe6+ozom8uxsmOE+Ybhoz/5Wq73tro/uHh/y/tKDJ4ghshIAseMoWT+fMe60GunndY56EwmfBITT2gfzWbj4I03UbVTdqEtmD2b9u+/R8CwE48uN5fQaVOpWL/esRxwwQW0f/tfp+38irbDzpVHWfyJs0HM4V35XHpnL49xgWGt6xfbGigxeIrJL6tmbp0GKgt2ZLNgRzY+evdW3labhlVzT820aZ6pmjW2hhsogIxG/lLnvD9uPuoQg5UWK/d8vpEFO7LRN9JSPNjPwJ9GJvOvxXu9CkG9TnDriCSmDEigpNLCwh05VFvlHDuE+/Pe9f14c/FeN+9Ds4+em/+7zu04azMK+Gz1QW4d6eVG3s6GQwWyqY39Y9HnCbfaxuhAE+1DT87Uvs2QOBzCUiHf/lAiKF42YqlLkEuTjXGvynTNo5ukNULncdJk/fBq2fkzIAbKC5o+h/LjsPUrOL5PRiJ3/uh93IFlckx4iuzcGRAlo3+19L+54fPMe1xG6zQb9JgCE/8lRWMtvkEyQmizwa6fZUdQAITTb7EpLPsHbPzEfV2XKyF3G3w13bkueysY/WDInU0/tuKEuCDhAv4z5j/Mz5hPXEAcV3e6GoDlR5Y7hCCAVbNysOSgx/4mvYmk4KQTPq9BZ+DvI//OMyuf4XDJYQbFDuLB/g82/424kFmayT2L72F3wW5CTCE8O/RZRieMPqljWm3u3+k1Wk09IxUNEf/qKxQOG0r1vn0EnHce5iFDWntKjVKxebNDCAJgs1H41denVQwGjx+PISKS0sWL8UlKJPiKK07buRVti+3L3bt4H9x6nNKCSgJC2574q4sSg6cYH4MOH733yFjdkrxbRiRzvLSaD393eq9NG5TAxysPOsRVvw6hJEeYeeTrzazaf5ye8SH85dKuxAS7X8xGnY6IABM5Jc5Ii+uYWasPscDezbSuAK1LUUUNO44WE+Dr/XIJ9DXw8MWd0emkqPzmz0P5ZkMmwX5Grh2cQESAibem9WX60Hx+2nyUXcdKWH3Ae+ToUL73tNJaluzKcStZs2oa04d04PtNRymssJBdUsXFry/nx7uGn7aurGctq952CkGQdgc1jTSM0emh1zXyByD/APz3Uig+AggYfh/4hzs9+FwJiJGRMG+2Ckc3SJN4H7MUlz4BUOkiKoXOmSa6+l13IQjQ8+r657x/KfzxtnN5y2wZjezlZR+dTnZH/WisvXmOBktekON1es/xddk+x8t7WyujnHXZPU+JwVPMwNiBDIx1T6sPMDZeAxLmG8ZjAx8j2NQ8j6kBMQOYe+VcqqxVmLzVpDaT19a9xu6C3YCMXD6z8hlGxI9gU84m3tr0FoVVhVyRegU3db+pyce8vuv1vLP5HbdlxYkjfHwInTKltadxQugDPH8XdAGnv2GGedBAVR+oOOX4+Lr/DdfphVuaaFtGicFTTIDJwJ3np/Lawt0e2/RC8Oa03mzPKqZ/Yhjnd4pC0zQGJoWyNbOIYakRDE2JYEr/9vy0JYvoIF+u6BPPY99s4ftN8ob6cH4FeaVVfHGb+1NInU7wzIRuPPDlJqpqbASaDDwxrotj+94cz9Q3o17U2zRmT3YpU/q357PVh8ioUwf44JhODiEI0D0+mO7xnjdRAxLDGJAYxk0f1V8/M657bL3bAFKjPP947ckpdUtzLaqwMGvNQR6/pIvHWIULuTvrrNAgb7dMB20qy/9hF4L2/X9/Ay5+EeY/Ca7+bR2Gw00/S8+/zV/Amn/LZiu1GM3uETWdXq6z13gx8DanRUVuuuc88tI9m7w43qeX8R7v3YVtX7l3UT26UabTpl5Y/z61RHSC7O3u66yezREcYxWnncFxgxkUO4jVWas9tvnqffn+8u+J8o9qEYuJlhSCgFsHVYCiqiL2Fu7lrsV3UVEja9ReW/8akf6RXJp8aZOO+efef6ZbeDfZQCa6r6Mbq+Lcx5SWRtCECRT/KDMy9MHBhN/U9AcJCsXZRP9xSWTtLaLGIoMrvS9MaFN1gQ2hxOAporrGhk3T8DXquWd0GqO7RPHpqoPMXuuMEFw7OIFxPeMY19OZhieEYGz3WMa6iKK06EDuv8jZXOW33c5aFIDVB/KptFjxNbo/4RjfM5ahKeGkZ5fQPT7YrRbvvE5RfL7GORdfo45pAxP48PcMj/fio9cxPC2CEH8f5t03kqXpOZRU1iCA3gkhHt1TKy1WdELUW7t3QecolqQ734NRLxiYFMb1gzswtJHGL+N7xLJkVw7fbz6KTgjG94jlh82ekaZGgp0KgLSLYfu3zmVTkLRpqCX/gIxehSRAx7HeI2N1zdc1G7QbCPdvl01e8nZDXG8YZe9u5xsMg26FlPPh82ukIPQLk11FXUVbeR7c8IO9gUyyey1j2hjY8oVz2ScAOjSQ1pRyAegMYHNJf0u7uP7x3i6epl5QE96QTXhK7XWzcX0hcZizO2kt8f1kLabitKMTOt676D3+OPoHR8uO8kX6F+zK34XZaObRAY969R48UxgRP4K9hc6HKKkhqRwtPeoQgrX8nvl7k8UgwKj2o5QBfRsl/tVXCJ0yGUtODgEjRpwWOwmFojWISwvhur8N4ciuAkJj/InqoK71WpQYPAW8+ese3vltHzVWjWmDEnj60q50iwvm5at6Mrl/O5bvyaNrbBAXNcN0HaBzTCB/7HemWSZHmPE16rFYbXz0+wHWZRTQr0MoNw1LItTsw+DkcI9jXNwthucv787nqw8R5Gfg3tEdGZwcRvswfz5fc4jSyhr0OkFssB93j04lLkTW4fka9W5CtZZKi5Wft2TxxdrDbDxUgNGg445RKdw9Os1j7LSBCRRX1vDDpqPEBPvy8MWdvEYSv15/hEU7skmONHPbyBSC/Y0Y9Dpev6YPT47vil4nWJeR7yEGDTrB1IEJJ/y5tjl6T5U1e5s/l01Uzn9bDJ0jAAAgAElEQVRSijWQguaTy50Rsu5XwaQP3fcvzvK0n4joCHF9ZLrl5Q00AYhIk903CzJkTeK8x93FoNEsRaSvlzS9HpOkVcXGT2WzmvOfbNi3LyINrp4FK16TUbpBd0CHBup5+t8EG/8H1fboeUwPSD6//vGu+AbBQ+mQtRl8AiE82Zl6u3u+9Hccehe0H6Kax7QiOqFjaLxs+z+p4yQySzMJNYXibzx1qeXllnJWHV1FpH9ksywrAO7qcxcaGsuOLCM5OJkH+j+ATbMhEGguzZk6hipvNkXT8R8woLWnoFCcFszBJjoNimntaZxxCO0cC6H0799fW7duXeMDTxHrMvKZ9O4qt3VvTu3DhF4t97R5T3YJd8zawN6cUuJD/Hjjmt70TwzjyW+3Mmu1sz3+1IEJvHRl0z2j9ueWcsXbKylySbl8/ereXN4nvsH9rDaNK99ZyebDhR7b5twxhH4d5I36tswiHv56CzuzihmSHM7/Xd3bo9axlo9XZvDMD850u/4dQvn6Dk/PpqIKC8NeXkypi5fhXy/rxvShiQ3OWdEIn0+D9J/d192z0Sn+0n+RNhHWakDIer/EYdKMPajhVF+vlOXJ4x38XXr7jZvpaWbfVGw2WaMXFOe0lqgul9FBQxO7LxYegm3fgF8IdJ8EphbyGto4CxY9K9Nl+1wHl7zi3shGcU5ysPggN/xyA/mV8iHe5amX8/yw51vs+J9s/4S3Nr1FZU0lFyRcwMsjXj5hSwyFQqFQnFsIIdZrmta/sXHqLqSF2ZbpacK+7WhRk8RgbkkVmqYRFdTwH/G06EAWPTCKnJJKws0m9PZ6vW83ZrqN+2bDkSaLwR1Hi7ji7ZUejW6+2ZjZqBhcuS/PqxAE2JZZ7BCD987eyD67j+Gq/cf5y/fbeP8G79foNxuOuC2vO1jA4fxy2oe5P7kP9jPyyS0DeX3RHgrKqrm4WzRmk4HNhwvp1V55FDUbm5eOgq5dB3993qUWTpN1gxe/2LQmK94wR8BNc6UoNAU1XbTVJXsHzJ4GBQfAHAVXvCtF3ZbZYPCD8x6FoXc7x1eXwbzHYPcCiOoMY/8u/w1JkM1wWpL8A/DDXTKVFqRtRnRXGDCjZc9zFlNaXcrMdTNZnbWaruFdeXjAw8SYz/6nuB9t+8ghBAG+2/sdN3W7ieSQ5Ab2ajo3dLuBKZ2mUGWtanbTG4VCoVC0TZQYbGGGpEQghHuJ0bAUzzo4q03jpy2ys+aI1Ai+33SUr9YfRgMu7x3PzMm9HCKvPqICfdmdXcKLc3eSkVeGoc74qKCmNS/ILq7kqnc8hSBAZEDjx7DVE1zWCegWK3OyiystDiFYy6Z6BCRAmNldDPgYdAT5eS/07ZsQyic3D2Tlvjxu+mit4330TQjh01sGYW7At1BRD4Nug72LnE1gTEFSqEXY034r6thHVJWA1dJ8MViLueGa0Ub55REpBAHKcmDODOlnCDLtc8FTsoYw2u77tuhZ2GBvXFN6DL64VqavNmK30iyObnAKwVqOrFdi0IWX1rzED/t+AOBI6RFyK3L55JJPGtmr9dmUs4nfjvxGUnASlyRdglHn/l1V18MQoKja88HhyeBr8FXRQIVCoVCcMKpopYXpFBPI61f3Ji0qgA7h/jw7oSsjO0Z6jHvqu63cO3sT7yzdx7QPVvPFusPYNCkiv92Y6eERWJfqGhvrMvKZ/uEalqbnknG8nGJ7nR9I8fTkuK5NmvPPW7KosHgKQbOPnrsuSG10/2Ep4XSNdRbiCqTRvE2DqR/8weuLdvPzliwPcTswyXudl9WmkVno3hBh+pAOBNcjBmt589e9boJ2w6FC7p29sdH5t0mqSuG3V+CrG2HTZ57bU0dDXxdfvKpimD0VLPb/l37T3cf3vBqMJ3EjWlPdgFH9CVC3c2iFl2NmbXG+3r/UfdvxvVDkHpVuMdoPkqmqrnTwTH1uy6zIXOG2vDFnI+WWhu1mWpt5GfO44Zcb+GDrBzy54kmeXP6kx5grUq9AOqJKUkNS6RXpaXasUCgUCsXpRoVMTgETe8czsXf9qZXFlRa+XNfwDee+nLJ6t+06Vsz0D9eQXezpCdc5JpBHxname1wQ4U2I6gFeI24hfkbm3jucuJDGGyoY9Dq+un2I3euvmtySKj6ydyW1WDVeX7THzRgeoHt8EH+9rBvpx0pYvCuHlEgzF3aJRqcTrNyXx+7sUrdz1NQXfnShrNoztfHXnTlU1VgxGZSXjBtf3Qh7F8rX27+VjWRc0ycBju9xX64okLYJ7frDqEchpIM0g4/r3bjpe0Ns+Qp+eVgeP2kUTP5vww1hGqLjGNn8pZaIzpC3y7msM8jaxlpiesqOp7WYo5wWFi1NcDu46j/w61+hohD63gC9rz015zpLSQtNc7N8iA+Ix8/g14ozapxZO2a5NW+ZlzGPhwc8TKS/8yHgiHYj+GDMB8w9MJdI/0imdZ6GTqhnsQqFQqFofZQYbAX0QqDXCaz1CBydgNFdourd/9V56V6FIED3uGBGeYlENsSlPWP5eGUGW+31jglhfvx094h60zK9YTYZmDYoAatN49r3//DYXved9ksIZfPhQm79dL3jc5jcrx2vTu7lNe3UNe32cH45ry/aw+H8csZ2j+GmYYkIIbhuUAceObLFbb+oIBM+enXT5UbxMacQrGXTZ55iMK4PZCx3LhvNslsoyDTK3lPlz8lQUSDr6Goq5fKB32DZqzD2peYdb+zfwegP+39zprRWFcqIZlB7uOAJWQ9Yy5i/QXEmHFoFwe1h4lvOpjMnw+75sktrQLT8XIPbyfXdLpc/Cq88MegJHljyAPuK9hHtH83fhv0NcSpSdlsQY53rRSd06L2kSw+MHcjAWGWsrVAoFIozCyUGW5gaq41vNmaSfqyEUR0jvaaImk0Gbh6WxLu/7QNArxPcPiqZdRkFaBrMGJFE9/hg5m7NYub8dIorLVwzIIEHx3RECOGRQllL34QQHrz4xFuK+xr1fPvnoSzfm4emaYxIi8TYDAFltWlMff8P1hxwT80z++gpr7a6CcI9uaV8+sdBN+E3Z8MRHhnbmWEp4XSLC2L70WLH/tcOkjfwNpvG9A/XsD9PRk7XZOQjBNw0LIkpA9qTX17NPxakY7FqmAyCZyd0O+NvJk87y17xXOetVm/kw5C/H9LnQmAcjHtVWie0JMf3OYVgLce2Nv94pgA5T4B3hkH2Nue2AX+CzuPdxwfFws3zoLJY+hW2hN3D7gXw2RTncvpcuGt985vitCGSg5P57vLvyC3PJcw3zKuoOtO4pfstbMzZSI296dLkjpMJ821mZFuhUCgUitOMEoMtzCNztvDNBtnV8z8rDvDSlT28et49dklnRnWMZNexYkakRXgYt2cWVnDP5xsd6ZFvLdlLYoSZSf3aMb5HLLuOlTjG9m4fzPs3DCAysGlpod74eNVBhzi9fVQKtwxPOuFj/LY7x0MIJkeaeePqPuzIKuL/Fu6hoLya6hobK/ce99hf00BDw6DX8eVtMu20qMLCpT1jHV1Edx0rcQjBWn7ZdoybhiU55n794A7syCqmY1Qgwf4tEOU5l7DZYNOsOisFnP+U51jfILhmlqzn0xtPTVOVmB5gjoSyXOe61NEnf9yCg+5CEKQoG/0X7+NbUuRume2+XHhIWmakNNGrUOGWYnmmMyx+GN9N/I4VmStICk5iSGwDHpYKhUKhUJxhKDHYghRVWPiujr3Dxysz6jVAH5ISzpAUT0N4gPUHCzzq5FbvP86kfu248/xU/Hz0LN6VQ1pUAHePTiOiifWBAEXlFp79cTsr9ubRLS6IK/rE8/xPOxzbn/9pB93igrya1TdESaVnzd5FXaLp0S6YHu2C6RIbxGVv/V7v/gMSQ9meWczMbel0CDdzw5AOBPq6i7mYYF989Dqqrc5GMQl17CbMJgMDEtWTea/odDIC5hqNC24PCYPq36c5Ea3qMtk50xTY8DiDCa79ChY+LUVTtytgyN0N79MUAqKkYX2lS8fG2rTRU01AtOe6U1WHqDgj6BDUgQ5BHVp7GgqFQqFQnDBKDLYgBp3AoNdR7dLR0mT0THMqrrTww6ajWKw2JvSK8yrkesYHe1hU1Prm6XSCGSOSmTGieR5Vz/643eFJuDQ9l51Znm3P12Xkn7AYHN0lmpggX44VS6FhMui4ql87x3bXaKY3RnWK5Kb/rnUsL9mV42E0H2b24YlxnXnxl11U19hIjjBz7+jTdJN/rnDBU/DT/YAGQgcXPtOyx1/wF1j9rhSDfadLA/mG0i/j+sD0H1t2DkY/uPR1+PE+qCqStY4XPtuy56iPIXfBrp+h8KBc7n8zRHU5PedWKBQKhUKhOAGEpjXepfGUnVyIscAbgB74QNO0l+tsNwGfAP2A48DVmqZlNHTM/v37a+vWrTs1E24CM+en89aSvYAUh/++vh+ju0RTY7Xx2sLd/Lw1i+ziSirtVg4RASbm3jPcq9H87DWHeHV+OiVVNUzu146/XtYNQzOboRwpKOetxXs5UlDB5sOFlFR5MRV3YdaMQQxLPXHPt2NFlcxafZDyaiuT+7ejc4wz/e5IQTnnz1yKxep+zel18OfzUlmXUcCq/e7po4seGOmRQgtQUFbNseJKOkUHomvEj1HhhdzdkLleRgTDWsb4GoB9S+DTOg1SJn/cek1TqsuhJEu+x9NZO2q1wMGVMkoY1fn0nVehUCgUCoUCEEKs1zStf6PjWksMCiH0wG7gIuAIsBaYqmnaDpcxfwZ6app2uxDiGuAKTdOubui4rSkGK6pruOa9VWw5UuzRPbOutUJTCbA3X6mNNeqEp8m7yaDDarPhxTO+2Zh9dFRYbG7n0gkI9fch1OxDiJ+RvNIqKqqtZJd472xaiwD8ffRUWKwexzPoBDU2DR+9jkovb0Cvk+FRV/2oA5Ii/EEIDh4vx9eoJ8jXgMWqkVvqPhcBBPgauLhrNH+5tJuqIawlZxfMexSOrANrNeh9IHEEXPJ3CO0ABRkw91HYtxBsVhlB1PvIUHV8XxjzPKx4HXJ2QuqF0mx+2zey9q/WqL6WkQ/LaGRDrHwTNvwPLPZ60Ig0GcmL7SUN7ec/KS0wqssADfQmWWvoY4Y+18HQuxp/z3Mfho2fAgI6jZNzPbpRikTfEHnc9oNgzAvgHw6zrpKCzugPsX2g6JAUd8VHpcA0R8Kl/ycjoMtnytTbATOkV2H6LxCeKruVVhXDr89Bfgbo9fIX2OgrxycMkWOaa6VxDmLTbPx787/5JeMXYs2x3Nv3XrqGe3qm5lXk8eraV9mWt43+Mf2Z0WMGTyx/gu3Ht2M2mnl84OOMSx7nts+nOz7l7U1vU22tZnj8cN644A3HtnkH5vHK2lcoqi6iQ2AHnh/2PIE+gcxcN5P9RfsZ2W4k9/a9F5PeRFFVEf9Y9w/WHVuHn9GPnPIcqqxVJAUn8ciAR0gMSmTmuplsyd1C3+i+RPlH8dnOz6iyVuFv9CfcN5wr065kerfpdd9Ws8gqzeLVda+yu2A3Q2KHcH+/+/E3etoCzdo5i4+3f0xRVRERfhHc2vNWSi2lzNkzh0BjIKkhqWzI2UCIKYS7+txFv+h+LTK/c4min38m/8OPQAjCb7mZoEsuae0pnRAVmzaR8/ob1OTmEjxxIuF/mnFamqwVzJ5Nweez0fn7E3HnnQQMH9b4TgqF4qQ4G8TgEOBZTdMuti8/DqBp2ksuY+bbx6wSQhiAY0Ck1sCkW1MMXvfBalbszWuVcysaZ1yPGN6+Vt3cYLPCP3vLGr26xPSA21fAu8Mb7upp8IMa711tPbhpHnRooKnGli/hmz95rjdHwf3b4OcH7SKuAa78AHpOrn/7xv/B93c2bb7J54FfqBSfjSF0gPAUwLWEJkn7jMrC+o/R+VLZqEcBwCfbP+HVda86lsN8w1gwaQEmvXs6/a0LbmVV1irHcogphMIq5+csEPx8xc+0D2oPwL7CfVz+vXuE+trO1/LYoMfYlb+LKT9OcfMLDPQJJNw3nIziDMe6G7vdyIP9H+Sh3x5ifsZ8r/P30/vRM6qnm19ifbw84mXGJ49vdFxjTP1pKtuOOxsmTe44maeHPO02ZuHBhTyw9IEmH9PP4MfCSQsJNgWf9PzOFSq2biNjyhRn/YYQJM35Gt+ung8rzkSspWXsveACbMXO0pCY5/5K6JQpDex18pQsWcKRO/7sWBZGIykLF2CMUbXUCsWppKlisDUN2OKBwy7LR+zrvI7RNK0GKAJOrJDtNLLpcEFrT0HRAEvTcxsf1BbI2+1dCIIUgMe2NW7v0CQhKGDivxoWggB7FnpfX5YDWZth76LGT1XXN7Eum79o/Bi17F8KB5Y3OgyQUcH6hCBAwYGGhSA07f21IVZkrnBbzq/MZ+fxnW7ramw1bkIQcBOCIDsTu475Zs83HudadmQZAL9n/u4mBAFKqkvchKDr3OrO0ZUKawVrstbUu93b8U6GwspCNyFY33FP9FwVNRWsy269koszkbIVy90L+TWN0hX1N0U706jYtMlNCAKULW/id91JUPccmsVC2SpPP2KFQtE6nBNu3EKIW4UQ64QQ63JzW++GP8ZL3Z/izKFjdCOdLdsKwe1kR1FvBERDeIqMyjWEaMJXR1iSTOFsjPpq6vQmCEuByCbU3DXWoCW+T+PHqCU8DcISmz6+IUyBIBrxylPNZdxIDU11WzbqjCQEuXdkNugMJAUneYzzOFaI81gDYgZ4bE8KkcdIC/VsQqUXeoJ83C1Hao+XEpLS0FsgIdB7B+mG5tdcAn0CifJ3/331dtyU4IbnXBeBaJH5nUuY0jyvE1Pa2fMZmVKSZaq66zov76nFz+v1c1ON3xSKM4XWFIOZQHuX5Xb2dV7H2NNEg5GNZNzQNO09TdP6a5rWPzKy9fyp3rq2L37G+j/ScPO5Ua8mALNJ73jdGhh0st6wqbQL9eOFK7qfwhmdRZgC4bJ/eto++IXBxLdlJ87L3wZTiPf9fQJg9DOyZg6kWIuqkyblY5aNY5rCoNuh41j5ulZkmoLh0tfAHA6XvAKhXprc1I7tNA4G3tbwOc5/yl1UBsaB0exyLPsNUlA7mPgWXPWRTBWtpTZVzujvIoQFDL0Hht0n6ymFDrpOlN1Rwf55/gvGzwQf+2etszdwrk15DE2UXU8VDm7tcatDuAUaA/nL4L94NXF/buhzxJhlmllCYALPDXsOf4OzTu6y5MvoG93XsXxe+/MYHj/csRzhF8ELw18AYET8CCalTULYv9EMOgNPDnqSvw37m+PcXcK6cH+/+wF4evDTDsHno3Narxh1Rh7q/xAvjHiBOHMcAO0C2tEtvJvH/M9rdx7Tukw70Y/HA71Oz/PDnifCTzb8Sg1J5dGBj3qMu7rz1VyYcKFjWSCYkDyB0QmjEQhMehNJQVIc+xn8eLD/g8ouow4Bo0cTMvUaMBjAYCB02jQCzjuvtafVZIyxsUQ/8Tg6f/l7Yh4+nLCbbz7l5w256iqCxl0CQiBMJiLuvBO/7p6/EwqFonVozZpBA7KBzGik6FsLTNM0bbvLmDuBHi4NZK7UNK3B5PbW7iYKsD2zEB+DDr1Ox76cEvLLLVzcLYYQfx+KKqrZcLCA6GBfgkwGCsosmHz0FJVb6BQTyMG8MrZmFhETbCLY34e+CaFkF1dx8HgZscG+1Ng09DqortHYfLiQHu2CiQ3xo7jcQmGFhRB/AxsPFZIQ5s/uYyVEBPmSEmHGYrNxJL+c6CBfhNBh0EN+STWRQSYO5JbRKTYIvU7goxNkFVfSNS6Y9GPFGHQCTYPCimqig3wJNZuw1NgI8TeSXVxFRIAPB/LKKKu0sDevlLggXyICfSkst1BQXklSZBA6IYgNNpFfZuFoYQUGASVVNQxMDqeowkJ5dQ1mHyNmHz3Ldudg1SAiwEj7sABsmoa/UUdeaTW5pdV0jgkkp6SSrrHBaMCurGJSosyUVFoJ9DWQVVjO5sOFBPv74GPQkRwRgBCC6CDTaSmSP6uoqYKyPGeXTXOkNJevxWqR2/P2SGsGg49suhKeKhvG1FRD+XEIipXji7NAZ5TNVWJ7nPh8yvKkEK0uA1OQbLLiSvFRsNbIJjN+4WAyg6UCzCfQ9bbAnh4bmgCWSqgoBGxO4/uAaPneasneCYHRssFLcZZsLGOrgaIj8n3XCurKYrm+thFMyTEpBms9Gi0VshGOb7A8pzkSSo9BQEzDthttmLyKPAJ9Aj1qBV2x2qzkVeQR5R+FEAKbZmN/4X6i/KMIMgV53ed4xXGKq4odUUFXSqpLOF5xnBhzDL4Gef1ZrBYKqgo8om+appFTnkOEXwQFVQVYrBaCTcGOxi21c4v0j0QndORW5FJWXUaUfxSV1kqvAvdksNgs5FfkE2324nPpQkFlARabBZPe5KgHLKgswKQ34W/0J78yH1+9r9cGNAqJ1Z5qqQ/yfo2d6dgqKrCVl2MIP71VNzUFBQijD/oAc+ODFQrFSXPGN5ABEEKMA15HWkt8qGnaC0KI54B1mqb9IITwBT4F+gD5wDWapu1v6JhnghhUKBQKhUKhUCgUitaiqWKwVU3nNU2bC8yts+5pl9eVQAMtAhUKhUKhUCgUCoVC0RxUfpJCoVAoFAqFQqFQtEGUGFQoFAqFQqFQKBSKNogSgwqFQqFQKBQKhULRBlFiUKFQKBQKhUKhUCjaIEoMKhQKhUKhUCgUCkUbRIlBhUKhUCgUCoVCoWiDKDGoUCgUCoVCoVAoFG0QJQYVCoVCoVAoFAqFog2ixKBCoVAoFAqFQqFQtEGUGFQoFAqFQqFQKBSKNogSgwqFQqFQKBQKhULRBlFiUKFQKBQKhUKhUCjaIEoMKhQKhUKhUCgUCkUbRIlBhUKhUCgUCoVCoWiDKDGoUCgUCoVCoVAoFG0QJQYVCoVCoVAoFAqFog2ixKBCoVAoFAqFQqFQtEGEpmmtPYcWRQiRCxxs7XmcQ0QAea09CYXCC+raVJzJqOtTcaairk3FmYq6NluWDpqmRTY26JwTg4qWRQixTtO0/q09D4WiLuraVJzJqOtTcaairk3FmYq6NlsHlSaqUCgUCoVCoVAoFG0QJQYVCoVCoVAoFAqFog2ixKCiMd5r7QkoFPWgrk3FmYy6PhVnKuraVJypqGuzFVA1gwqFQqFQKBQKhULRBlGRQYVCoVAoFAqFQqFogygxqFAoFAqFQqFQKBRtECUGzyGEEHFCiK+bsd+NQoi36tm28uRnpmjLNPe6bIHzZgghIk73eRVnDy11bQoh/iuEmGR//YEQouvJz07R1mmN704hRKIQYtvpPKfi7OEk7jMd15UQ4jwhxE8tPztFc1Fi8BxC07SjmqZNauFjDm3J4ynaHqfiulQoWoJT9J05Q9O0Ha7r7DdCS1vyPIpzH/XdqTjTaI1rUghhOJ3na4soMXiWIoR4WQhxp8vys0KIhxp6oieE8BVCfCSE2CqE2CiEON9lc3shxFIhxB4hxDMu+5S6vH7Uvu9mIcTLDZxnqRDiDSHEJiHENiHEQPv6gUKIVfZzrxRCdGr2B6A4I2nmdakXQsy0XytbhBB329dnCCFesl9H64QQfYUQ84UQ+4QQt9vHnCeEWCaE+FkIkS6EeFcI0ej3mv3mfJcQYpYQYqcQ4mshhL9929NCiLX2+bwnhBAn/8koWptmXpuJQojlQogN9p+h9vVCCPGW/ZpbBES57LNUCNFs02R7lPFd+zW/WwhxaUNzUZwbtPB352j739mtQogPhRAm+3qv321CiH72v+ubgTvrO5997I1CiO/ruV/4TgixXgixXQhx60l+JIpWpiW/MxsY7/W+0H6d/SCEWAz8KoTQCSHetv/dXiiEmCvs2Rj1HDdDCPGK/XdgjRAi1b5+ghBitf18i4QQ0Sf8wZyLaJqmfs7CH6AP8JvL8g5gBLCtgX0eBD60v+4MHAJ8gRuBLCAc8AO2Af3t40rt/14CrAT87cthDZxnKfC+/fXI2jkBQYDB/vpCYE5rf47q54y4Lu8Avna5NsLs/2YAd9hf/x+wBQgEIoFs+/rzgEogGdADC4FJLvtH1HPOREADhtmXPwQecj2//fWnwITW/lzVT6tdm/6Ar/11GrDO/vpK+7WmB+KAQpfrbmnt96fLcRKBpU2c53+BeciHtWnAEfv3tNe5qJ9z46elvjvt18phoKN93SfAfbXbXfZ1fLfZv1tH2l+/2sg5b6T++4Xa7+7a9eGt/bmqn9N+Tdb3nZmI817wPOAn+2uv94X26+yIyzU1CZhr/16MAQpqv3PrmUcG8KT99Q0u5wvF6aQwA/hHa3/OZ8KPCr2epWiatlEIESWEiEPeHBcg/wA0xHDgTfv+u4QQB4GO9m0LNU07DiCE+MY+dp3LvhcCH2maVm7fP7+Rc31uH7dMCBEkhAhB3sh/LIRIQ96IG5v2bhVnC828Li8E3tU0rcZ+DNdr6wf7v1uBAE3TSoASIUSV/ZoCWKNp2n4AIcTnyGu3KTUNhzVN+93++n/APcBM4HwhxCPIP2phwHbgxyYcT3EG08xr0wi8JcT/t3fvwVaVdRjHv09emXBA0ZSmBKd0JB01uomZokhiORWZkZqCNZWTjHbxNlINjqaFZd6tTEV0YuiMYtiUJ1JJNEUuKoqEJCiOaIkiKYoW/PrjfXcsN3vvs8/hwNln7+cz46yz13rXu959XLxn/dZ700HAejbWl4cBUyNiPbAyv73ehKTpwF7A9sCekh7Nh66IiJtqXPd3EbEBWCppGenl3fIqZbEm0F11p6QDgeUR8VROczOpte9yKtRtkmYD/SPivpz+FtLL31qqPS+cIWl0TvN+UjDwch1f3xpQN9eZ1fSj+nPhzMLzwKFAW64XX5R0bx1fYWph+4v88/uAaZIGkurl5XXk0/QcDPZubaS3JXsA0zYzr/IFJzd3AcpK+V0I3BsRoyUNJr1Bt+bTnfflW3m7oSJ0+twAAAkXSURBVPBz6XOp/urqvbvJeZJ2BK4lvel+TtJE0pt2aw6dvTe/C/wTOJD0RnpdZy4WEaMhdZ0CJkfE8HpPrfB5s8pivUJ31p3v0M11W6W6czgpOB0WEW8ojZF13dn7bek6s9Zz4dpOlrVcVPj5KuCyiJiR79mJm3mNpuAxg73bNOArpH+obXWknw2cBCBpH2BPYEk+NlLSLpL6AF8AHig7dyZwqjaOq9qlg2uNyekOBdZExBrSG6Dn8/FxdZTXeqfO3pczgW8pDxKv494q93FJeymNFRwD3F/neXtKGpZ/PjGfV3p4WSWpL+k7WPPo7L3ZD3ghv40+mdQtFOA+YEweszUQOKJaBl10fB4j8wFSF+glNcpizaM76s4lwODSGCnSvfJXqtRtEfEq8Gr+Ww35GaEDlZ4X+gGrcyC4L3BwHflY4+uuOrNW+nqeCx8Ajsv14u6krqYdGVPYPljhemPryKMlOBjsxSJiEanr5fMR8UIdp1wLvEvS46R/4OMiotTa8jBwG2nswG0RUeoiGvlad5G67M3LXZ3O6uBa6yQ9AvwS+HreNwm4JO93q3ST6sJ9+RvS+NWFeQKDEzt5ybnA1cBiUpeP6XWetwQ4XdJi0jiC6/KD0fWk8S7tOW9rEl2sM8fm+3JfNr6png4sJY2hmcLGB43/X2ozi7qCVCf/CTgtItbVKIs1ie6oO/O9cirQlv/WbyB1Ja1Vt50KXJP/ttczYVal54W7gG1zffoT4KE68rEG1411ZjX1PhfeRhpD+CRpWMcCYE0Hee8saSFwJqnFElJLYJuk+cCqDs5vGaVBlGabkDQAWBARgzp53izSZBzzOkprtjlyN4+zIuLYTp43mDSgfP8tUCxrYfkB/HMR0aWxKJImk+7Nrb42p1lHJI0jdTUd39NlsdYiqW9EvJ6fTR8mTQD3YpW0z5DuUwd8dXDrjFWUBwzPIk2oYWZmHZA0E3i8q4GgmZlV9Yc8cdz2wIXVAkHrPLcMNiFJRwM/Ldu9vDSZQTde5xrgk2W7O5olz1rU1rovy645ALi7wqERpdnwzHro3pwAHF+2uy0ifrylrmm9Uw/dn1v9mtZ7NMr9UZixuejciGjfmuXo7RwMmpmZmZmZtSBPIGNmZmZmZtaCHAyamZmZmZm1IAeDZmZmW4CkcZJKC3KbmZk1HAeDZmZmBoCkgyRNzMuvmJlZk/MEMmZmZluApG2A7YC3I2JDT5enHnkduZuAIyJiVs+WxszMtjS3DJqZmXUjSTsBRMT6iFjXWwJBMzNrPQ4GzcysYUjaQdL5khZJWifpVUl3SvpwWbppktaXj8eTdLSkDZKmFPZNzmP3dpM0RdLLktZKulvS0CrlGCPpfkmvSXpD0hxJX6qQLnL+I3L614E787FNxgwW9o2Q9CNJz0p6M+d/cE5zeM5rraQXJP2wShk/Kmm6pFWS3pK0RNIESduWpZsl6RlJ75U0VdLq/J3aJe1TSDeR1CoIcG8uZ0iaXOn6ZmbW+7mbqJmZNQRJ2wF/Bg4BbgHmA/2AbwADgcMiYl5O2w94BNgeOCgiVknaA3gMWAMMjYjXc9rJwFhgAfAKMAPYAxhPeik6LCKeKJTjImACcBfQDmwARgPDgfERcU0hbQCLgEHA9cBigIi4vlKXy8K+ecA2wK35O3wf2AE4BbgB+DWwAvhyvu7JEXFr4bqfBW4H/pHzeAUYBpwM3B4RxxfSzgL2y7+Xh4AHSAs1nwksA/aPiPWSDgBOB74JXFz6LsDTEfHgpv/HzMyst9u24yRmZmZbxXhS4DMqItpLOyVdCzwB/CwfJyLWSDoBmA3cJOnzpACyP3BMKRAs8yxwXOS3oJJuB+bmfEflfUNJgeAlEXF+4dwrJd0BXCJpSkS8Vji2HzAyIv7Sie+6DXBwRLydr/sk8HugjRScloLeG3K5TycFfUjakRQwzgGOjIj/5jx/Jekx4DJJw8vG/O0KXBoRk0o7JL0ETAKOAtojYqGkB0nB4EyPGTQza37uJmpmZo3iq8DfgfmSdi39R2o5mwkcKqlPKXFEzAF+ABwL3EcKas6LiAVV8p8Uhe4wETE/53uUpL5590lAADcXy5DLMQPYidQCV/RYJwNBgOtKgWA2O2/nlALBXMa3gYeBvQtpRwK7k1oY+5eV8Y85zafLrrcBuLJs3z15uzdmZtaS3DJoZmaNYgjQB3ipRppdgecKny8lBYOfInUxvbzGuYsr7HuSFDgNInX3HAKIFJRWs3vZ56dqpK1mWfFDRKyWBLC8QtrVwIDC5yF5e2ON/MvLuDIi1pXtezlvB2BmZi3JwaCZmTUKAY8D36uRpjxQHAwckH/+INAXeI2uE6ll8BhgfZU0i8o+v9GF61TLu9r+IuXt2cCjVdKs7ES+qnHMzMyamINBMzNrFEuB3YB76lmOIc+aOZX0t+wM4ArgOlJ300qGkCZQKfoQKVB6tlCGUcCKiKjUktgIlubt2i50T+2IZ5UzM2shHjNoZmaNYgppls+KLYOSyrs+XgR8gjTD51XAz4GTJI2tkv85yn0xc35DSeMM7y5MOHNL3l6cF43vqAw9oR34F3CepF3KD0rqU1rrsAtKv4dN8jUzs+bjlkEzM2sUV5AmR7lU0pGkCU7+DewJjADWAUcASBoJnAP8NiIm5/PPBw4Hrpb0t4hY+s7sGQS0S5pBWqpiPPAmqbslABExN6+3NxF4VFIbqcvlQOAjwGdIE9r0mIhYK+kU4A5giaQbSUtM9Af2Bb5IWgpjVheyn0uabGaCpJ2BtcDyPFmPmZk1GQeDZmbWECLiP3n9vG+T1su7IB9aSZpR82YASe8htSIuA04rO/8E0vqDUyUdUjZj5yjgspxvH1KX0bMjYmFZOS6QNI/U9fQ7wLtJLXFP5H09LiLaJX0MOI/ULXY30kQzT5O+48Iap9fKd4WkrwHnkrrcbkf6vTsYNDNrQl503szMmlpp0fmI8EQpZmZmBR4zaGZmZmZm1oIcDJqZmZmZmbUgB4NmZmZmZmYtyGMGzczMzMzMWpBbBs3MzMzMzFqQg0EzMzMzM7MW5GDQzMzMzMysBTkYNDMzMzMza0EOBs3MzMzMzFqQg0EzMzMzM7MW9D87/0Sg2Seo4QAAAABJRU5ErkJggg==\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"vi_datas = pd.DataFrame((experiments['vi_objc_pa'].data / experiments['vi_objc_pa'].data.sum()).loc['Objc']) # normalized objc data\n",
"vi_datas.columns = ('ratio of attestation',)\n",
"vi_datas['experiment'] = 'vi_objc_pa'\n",
"\n",
"for exp_name, experiment in experiments.items():\n",
" \n",
" if exp_name == 'vi_objc_pa' or not re.match('vi_.*_pa', exp_name): # skip any non-pa experiments\n",
" continue\n",
" \n",
" exp = experiment.data / experiment.data.sum() # normalize\n",
"\n",
" arg = next(i for i in exp.index if i != 'ø')\n",
" \n",
" datas = pd.DataFrame(exp.loc[arg])\n",
" datas.columns = ('ratio of attestation',)\n",
" datas['experiment'] = exp_name\n",
" \n",
" vi_datas = pd.concat((vi_datas, datas))\n",
"\n",
"plt.figure(figsize=(15,8))\n",
"plt.title('Distributions of Features Per Presence/Absence Experiment', fontsize=20)\n",
"sns.stripplot(x='experiment', y='ratio of attestation', data=vi_datas, jitter=0.3)\n",
"plt.xlabel('experiment', fontsize=18)\n",
"plt.ylabel('% of argument attestation', fontsize=18)\n",
"plt.axhline(0.5, color='black', linestyle='dotted')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Points on the graph are individual verbs, for each of which we look at the percentage of its overall uses with the argument in question (e.g. the blue points show how often verbs occur with an object)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Initial Observations\n",
"\n",
"The combined, complement + adjunct experiment seems to have the most even distribution of features. The object presence/absence experiment appears to show the most separation between verbs. The adjunct tends to have <50% attestation, while the opposite is true for the allarg experiment.\n",
"\n",
"It is possible to venture a few generalizations based on this visual:\n",
"\n",
"* Verbs appear to exhibit a more even polarity between the presence/absence of an object argument.\n",
"* The number of verbs that occur with or without a complementizer appear to be fairly balanced, with a slight preference for <50% of those verbs' occurrences having a complement.\n",
"* There are more verbs with ≤50% of adjunct elements.\n",
"* The number of verbs with a higher proportion of complement or adjunct arguments is seems evenly distributed, with a slight preference for >50%.\n",
"* The number of verbs with a proportion >50% of any of the arguments appears to be high. \n",
"\n",
"#### Number of Verbs with 100% or 0% Objc"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"39 verbs that have an object 100% of the time...\n",
"148 verbs that never occur with an object...\n"
]
}
],
"source": [
"ratioedO = experiments['vi_objc_pa'].data / experiments['vi_objc_pa'].data.sum()\n",
"allO = ratioedO.loc['Objc'][ratioedO.loc['Objc'] == 1.0]\n",
"noO = ratioedO.loc['Objc'][ratioedO.loc['ø'] == 1.0]\n",
"\n",
"print(f'{allO.shape[0]} verbs that have an object 100% of the time...')\n",
"print(f'{noO.shape[0]} verbs that never occur with an object...')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Verbs with 100% Objects"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"#print(' | '.join(allO.index))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##### Verbs with 0% Objects"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"#print(' | '.join(noO.index))"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"# B.show(B.search('''\n",
"\n",
"# clause\n",
"# phrase function=Pred\n",
"# word lex=BW>[ vs=qal\n",
"\n",
"# phrase function=Objc\n",
"# '''))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"BW> with objects is a good example of the shortcomings of the ETCBC \"object\" label, which does not sharply distinguish between \"objects\" and \"complements.\" Note however the group of verbs just beneath the 20% marker in the strip chart. Are many of these motion verbs like BW>?"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"289 verbs that have an object ≤20% of the time...\n"
]
}
],
"source": [
"smallO = ratioedO.loc['Objc'][ratioedO.loc['Objc'] <= 0.20]\n",
"print(f'{smallO.shape[0]} verbs that have an object ≤20% of the time...')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"#print(' | '.join(smallO.index))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preparing for Similarity Analysis\n",
"\n",
"For each specimen, calculate its similarity with all other specimens pairwise based on all experiments which they have in common. The similarity scores will be averaged across all of the shared experiments. All raw counts have been adjusted using the pointwise mutual information (pmi) score. Counts for "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Averaged Similarity Scores\n",
"\n",
"Average similarities across all experiments to derive a list of test cases."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"sim_matrix = pd.DataFrame(np.zeros(shape=(len(specimens), len(specimens))), columns=specimens, index=specimens) # for pairwise similarities\n",
"common_matrix = pd.DataFrame(np.zeros(shape=(len(specimens), len(specimens))), columns=specimens, index=specimens) # for counting number of common experiments\n",
"\n",
"for lex in specimens:\n",
" for space_name, space in spaces.items():\n",
" \n",
" sim_measure = eval(f'space.{countType[space_name]}')\n",
" \n",
" if lex not in sim_measure.columns:\n",
" continue\n",
" \n",
" sim_matrix[lex] = sim_matrix[lex].add(sim_measure[lex], fill_value=0)\n",
" common_matrix[lex] += 1\n",
" \n",
"sim = sim_matrix / common_matrix"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"#list(sim.columns)"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.5903673728972471"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sim['PYH[.qal']['PTX[.qal'] # random test"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"NTN[.qal 0.612082\n",
"[.qal 0.547493\n",
"JY>[.qal 0.478234\n",
"QR>[.qal 0.471106\n",
"JCB[.qal 0.468395\n",
"HLK[.qal 0.467038\n",
"NPL[.qal 0.456240\n",
"MR[.qal 0.447714\n",
"Name: HJH[.qal, dtype: float64"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sim['HJH[.qal'].sort_values(ascending=False).head(10)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"FJM[.qal 0.743461\n",
"[.hif 0.649756\n",
"LQX[.qal 0.615713\n",
"HJH[.qal 0.612082\n",
"NF>[.qal 0.526348\n",
"QR>[.qal 0.519454\n",
">MR[.qal 0.509996\n",
"CWB[.hif 0.502046\n",
"NGD[.hif 0.496463\n",
"Name: NTN[.qal, dtype: float64"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sim['NTN[.qal'].sort_values(ascending=False).head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Looking at Surprise Word Similarities\n",
"\n",
"One of the major goals of this project is to determine how verb meanings and classes are naturally distinguished by their context. היה is an interesting case of a verb which likely has no exact synonyms, but which exhibits similarity across all averaged experiments with words that are seemingly unsimilar such as נתן, עשה, בוא, etc. (see above). The purpose of gathering various kinds of contexts via the experiment parameters is to discover which contexts in particular are similar or different in various kinds of verbs. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Deriving Plot Arrangements for Similarity Analysis\n",
"\n",
"The arrangment of experiment parameters on the plot is important, since I hope to use it to identify patterns. So here I develop an ordering and color scheme to be used with all of the plots.\n",
"\n",
"##### Concept: Develop an ordering scheme based on specificity of parameters\n",
"I can attempt to arrange elements from more to less specific parameters. An example of a \"specific\" parameter would be one with lexical arguments, while a \"general\" parameter might only count the presence or absence of a given argument. Below is a concept of priorities:\n",
"\n",
"1. verb grammar (vg)\n",
" 1. verb tense\n",
"2. verb domain (vd)\n",
" 1. simple domain\n",
" 2. embedded domain\n",
" 3. context clause chain\n",
" 4. context clause\n",
" 5. parallelism\n",
" 6. context window\n",
"3. verb inventories (allargs, adjunct, complement, object)\n",
" 1. presence\n",
" 2. animacy\n",
" 3. domain\n",
" 4. lexemes\n",
"4. verb frames\n",
" 1. same order as verb inventories"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"# make bar orders and map to colors\n",
"\n",
"verb_grammar = ['vg_tense']\n",
"\n",
"verb_domain = '''\n",
"vd_domain_simple\n",
"vd_domain_embed\n",
"vd_con_chain\n",
"vd_con_clause\n",
"vd_con_window\n",
"vd_par_lex\n",
"'''.strip().split('\\n')\n",
"\n",
"vi_pa = '''\n",
"vi_allarg_pa\n",
"vi_coad_pa\n",
"vi_adj+_pa\n",
"vi_cmpl_pa\n",
"vi_objc_pa\n",
"'''.strip().split('\\n')\n",
"\n",
"vi_animacy = '''\n",
"vi_subj_animacy\n",
"vi_allarg_animacy\n",
"vi_coad_animacy\n",
"vi_adj+_animacy\n",
"vi_cmpl_animacy\n",
"vi_objc_animacy\n",
"'''.strip().split('\\n')\n",
"\n",
"vi_domain = '''\n",
"vi_subj_domain\n",
"vi_allarg_domain\n",
"vi_coad_domain\n",
"vi_adj+_domain\n",
"vi_cmpl_domain\n",
"vi_objc_domain\n",
"'''.strip().split('\\n')\n",
"\n",
"vi_lex = '''\n",
"vi_allarg_lex\n",
"vi_coad_lex\n",
"vi_subj_lex\n",
"vi_adj+_lex\n",
"vi_cmpl_lex\n",
"vi_objc_lex\n",
"'''.strip().split('\\n')\n",
"\n",
"vf_pa = '''\n",
"vf_argAll_pa\n",
"vf_coad_pa\n",
"vf_adju_pa\n",
"vf_cmpl_pa\n",
"vf_obj_pa\n",
"'''.strip().split('\\n')\n",
"\n",
"vf_animacy = '''\n",
"vf_argAll_animacy\n",
"vf_coad_animacy\n",
"vf_adju_animacy\n",
"vf_cmpl_animacy\n",
"vf_obj_animacy\n",
"'''.strip().split('\\n')\n",
"\n",
"vf_domain = '''\n",
"vf_argAll_domain\n",
"vf_coad_domain\n",
"vf_adju_domain\n",
"vf_cmpl_domain\n",
"vf_obj_domain\n",
"'''.strip().split('\\n')\n",
"\n",
"vf_lex = '''\n",
"vf_argAll_lex\n",
"vf_coad_lex\n",
"vf_adju_lex\n",
"vf_cmpl_lex\n",
"vf_obj_lex\n",
"'''.strip().split('\\n')\n",
"\n",
"blues = sns.color_palette(palette='Blues')\n",
"reds = sns.color_palette(palette='Reds')\n",
"\n",
"# map experiment groups to colors\n",
"color2experiment = (('gold', verb_grammar),\n",
" ('purple', verb_domain),\n",
" (blues[1], vi_pa),\n",
" (blues[2], vi_animacy),\n",
" (blues[4], vi_domain),\n",
" (blues[5], vi_lex),\n",
" (reds[1], vf_pa),\n",
" (reds[2], vf_animacy),\n",
" (reds[4], vf_domain),\n",
" (reds[5], vf_lex))\n",
"\n",
"# make ordered tuple of colors\n",
"expcolors = tuple((exp, color) for color, exp_list in color2experiment # make tuple of colors\n",
" for exp in exp_list) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Below I prepare visualizer functions for examining similarities and differences in similarity scores.**"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"def get_sim_experiments(lex1, lex2, colors=expcolors, show=True, returnData=True, wordSet=None):\n",
" '''\n",
" Exports a barchart that illustrates the level\n",
" of similarity between two lexemes per all experiments\n",
" in the dataset.\n",
" '''\n",
" \n",
" sims = dict() # temporarily hold similarity scores here\n",
" \n",
" # gather rated similarities between the two terms for every provided experiment\n",
" for sp_name, space in spaces.items():\n",
" \n",
" sim_measure = eval(f'space.{countType[sp_name]}')\n",
" wordSet = wordSet or {lex1, lex2}\n",
"\n",
" if wordSet & set(sim_measure.columns) != wordSet: # ensure both terms are in the space\n",
" continue\n",
" \n",
" sims[sp_name] = sim_measure[lex1][lex2] # get similarity\n",
" \n",
" sims_ordered = collections.OrderedDict((exp[0], sims[exp[0]]) for exp in colors if exp[0] in sims) # customized order\n",
" sims = pd.DataFrame(list(sims_ordered.items())) # drop into Dataframe\n",
" sims.columns = ['experiment', 'score'] # set col names\n",
" \n",
" if show:\n",
" # plot:\n",
" plot_colors = tuple(expcol[1] for expcol in colors if expcol[0] in sims['experiment'].values) \n",
" plt.figure(figsize=(18, 8)) \n",
" sns.barplot(sims['experiment'], sims['score'], palette=plot_colors, orient='v')\n",
" plt.xticks(rotation='vertical', fontsize=12)\n",
" plt.xlabel('experiment', fontsize=18)\n",
" plt.ylabel('adjusted similarity score', fontsize=18)\n",
" plt.title(f'Scored Similarities between {lex1} and {lex2}', fontsize=20)\n",
" \n",
" if returnData:\n",
" return sims\n",
" \n",
"def compare_simPatterns(dataset1, dataset2, pairs='', colors=expcolors):\n",
" '''\n",
" Compare barchart similarity patterns accross two barcharts.\n",
" The first dataset is the primary dataset and will be colored\n",
" normally. The second dataset will be colored grey for comparison.\n",
" '''\n",
" \n",
" data1Sims = list(reversed(dataset1['score']))\n",
" data2Sims = list(reversed(dataset2['score']))\n",
" xLocations = np.arange(dataset1.shape[0])\n",
" barwidth = 0.8 # the width of the bars: can also be len(x) sequence\n",
" plt.figure(figsize=(10, 15)) \n",
" p1 = plt.barh(xLocations, data1Sims, barwidth, color=sns.color_palette(palette='Reds')[3])\n",
" p2 = plt.barh(xLocations, data2Sims, barwidth, color=sns.color_palette(palette='Blues')[4])\n",
" plt.yticks(xLocations, list(reversed(dataset1['experiment'])), fontsize=12)\n",
" \n",
" plt.ylabel('experiment', fontsize=18)\n",
" plt.xlabel('adjusted similarity scores', fontsize=18)\n",
" plt.title(f'Similarity Differences between {pairs[0]} and {pairs[1]}', fontsize=20)\n",
" \n",
" plt.legend((p1[0], p2[0]), (f'{pairs[0]}', f'{pairs[1]}'), fontsize=12)\n",
" \n",
"def compareSets(set1, set2):\n",
" '''\n",
" Compare two pairs of words and their similarity differences.\n",
" '''\n",
" dataset1 = get_sim_experiments(set1[0], set1[1], show=False, wordSet={set1[0], set1[1], set2[0], set2[1]})\n",
" dataset2 = get_sim_experiments(set2[0], set2[1], show=False, wordSet={set1[0], set1[1], set2[0], set2[1]})\n",
" \n",
" compare_simPatterns(dataset1, dataset2, pairs=(f'{set1[0]} & {set1[1]}', f'{set2[0]} & {set2[1]}'))\n",
" \n",
"def compareChange(set1, set2, colors=expcolors, returnData=False, showPlot=True):\n",
" '''\n",
" Compare two pairs of words and plot the positive or negative\n",
" difference in similarities from set1 to set2.\n",
" '''\n",
" dataset1 = get_sim_experiments(set1[0], set1[1], show=False, wordSet={set1[0], set1[1], set2[0], set2[1]}, colors=colors)\n",
" dataset2 = get_sim_experiments(set2[0], set2[1], show=False, wordSet={set1[0], set1[1], set2[0], set2[1]}, colors=colors)\n",
" \n",
" change = dataset1.copy() \n",
" change['score'] = change['score'] - dataset2['score']\n",
" #change['score'] = change['score'] / dataset1['score'] # don't divide since all experiments are now fairly normal\n",
" \n",
" datachange = list(reversed(change['score']))\n",
" blue = sns.color_palette(palette='Blues')[3]\n",
" red = sns.color_palette(palette='Reds')[4]\n",
" colors = [blue if score > 0 else red for score in datachange]\n",
" \n",
" pairs = f'{set1[0]} & {set1[1]}', f'{set2[0]} & {set2[1]}'\n",
" \n",
" if showPlot:\n",
" xLocations = np.arange(change.shape[0])\n",
" barwidth = 0.8 # the width of the bars: can also be len(x) sequence\n",
" plt.figure(figsize=(10, 15)) \n",
" plt.barh(xLocations, datachange, barwidth, color=colors)\n",
" plt.yticks(xLocations, list(reversed(dataset1['experiment'])), fontsize=12)\n",
" plt.ylabel('experiment', fontsize=18)\n",
" plt.xlabel('adjusted similarity score differences', fontsize=18)\n",
" plt.title(f'Similarity Differences between {pairs[0]} and {pairs[1]}', fontsize=20)\n",
" \n",
" if returnData:\n",
" return (dict(zip(list(reversed(dataset1['experiment'])), datachange)))\n",
" \n",
"def plotTop(scores, lex):\n",
" '''\n",
" Plot the top most similar terms\n",
" using their rank and similarity score.\n",
" '''\n",
" plt.xticks(range(0, scores.shape[0]), scores.index)\n",
" plt.title(f'Plotted Similarity Scores to {lex}')\n",
" plt.ylabel('similarity score')\n",
" plt.xlabel('Most Similar Terms in Ranked Order')\n",
" plt.scatter(range(0, scores.shape[0]), scores)\n",
" plt.plot(range(0, scores.shape[0]), scores)\n",
" \n",
"def plotPa(term1, term2, experiment):\n",
" '''\n",
" Plot side-by-side bar charts for presence\n",
" absence experiments to show the raw differences\n",
" in tendencies.\n",
" '''\n",
" \n",
" width = 0.4\n",
" fig, ax = plt.subplots(figsize=(6, 5)) \n",
" term1Dat = spaces[experiment].raw_norm[term1]\n",
" term2Dat = spaces[experiment].raw_norm[term2]\n",
" \n",
" print(term1)\n",
" print(term1Dat, '\\n')\n",
" print(term2)\n",
" print(term2Dat, '\\n')\n",
" \n",
" index = np.arange(term1Dat.shape[0], step=1)\n",
" ax.bar(index, term1Dat, width, label=term1)\n",
" ax.bar(index+width, term2Dat, width, label=term2)\n",
" ax.legend()\n",
" ax.set_xticks(index+width/2)\n",
" ax.set_xticklabels(term1Dat.index, fontsize=14)\n",
" ax.set_ylabel('attested proportion', fontsize=14)\n",
" ax.set_title(f'scores for {experiment}', fontsize=15)\n",
" \n",
"def topCommon(term1, term2, experiment, count_type='pmi'):\n",
" '''\n",
" Find the top common values between two terms within\n",
" a given experiment.\n",
" ''' \n",
" \n",
" count_measure = eval(f'spaces[\"{experiment}\"].{count_type}')\n",
" \n",
" t1Top = count_measure[term1].sort_values(ascending=False)\n",
" t2Top = count_measure[term2].sort_values(ascending=False)\n",
" \n",
" common = t1Top[t2Top > 0]\n",
" common = common[common > 0]\n",
" averaged_common = (common + t2Top[common.index]) / 2\n",
" \n",
" averaged_common = pd.DataFrame(averaged_common, columns=['averaged'])\n",
" averaged_common[term1] = t1Top[common.index]\n",
" averaged_common[term2] = t2Top[common.index]\n",
" \n",
" return averaged_common.sort_values(by='averaged', ascending=False)\n",
"\n",
"def topUncommon(term1, term2, experiment, count_type='pmi', focus=''):\n",
" '''\n",
" Find the top uncommon values between two terms within\n",
" a given experiment.\n",
" ''' \n",
" \n",
" count_measure = eval(f'spaces[\"{experiment}\"].{count_type}')\n",
" \n",
" t1Top = count_measure[term1]\n",
" t2Top = count_measure[term2]\n",
" \n",
" uncommon = abs(t1Top - t2Top) # absolute diff\n",
" uncommon = pd.DataFrame(uncommon, columns=['difference'])\n",
" uncommon[term1] = t1Top[uncommon.index]\n",
" uncommon[term2] = t2Top[uncommon.index]\n",
" \n",
" if not focus:\n",
" return uncommon.sort_values(by='difference', ascending=False)\n",
" else:\n",
" return uncommon[uncommon[focus] > 0].sort_values(by='difference', ascending=False)\n",
" \n",
"def sampleBases(targets, basis, exp_name):\n",
" '''\n",
" Returns examples of given bases\n",
" from the Hebrew Bible.\n",
" '''\n",
" results = list(sample for target in targets\n",
" for sample in experiments[exp_name].target2basis2result[target][basis])\n",
" random.shuffle(results)\n",
" return results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Similarity Analyses\n",
"\n",
"We will analyze the top ten words ranked by frequency of experiment data counts. For each word we look at the top 5 most similarly ranked words and analyze two categories: intuitive matches and surprising matches. Intuitive matches are those for which we can recognize a valid (as humanly judged) semantic similarity. We visualize the specific scores of similarity per experiment with barcharts. The charts allow us to map specific areas of similarity and dissimilarity based on the test parameters of the experiments. In doing so, we explore how similarity is multifaceted and whether there are any perceptible differences in intuitively and surprisingly matched terms. Another barchart is used to show differences between intuitively matched terms and surprisingly matched terms. This helps to isolate which experiment parameters consistently yield differences between intuitive and surprising matches."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Deriving a Case Study Set\n",
"\n",
"Further above we have generated a frequency count for each lexeme in the specimen set. This allows us to select the top most common lexemes for the case study as shown below."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[('>MR[.qal', 47974.0),\n",
" ('HJH[.qal', 34658.0),\n",
" ('[.qal', 19062.0),\n",
" ('NTN[.qal', 18194.0),\n",
" ('HLK[.qal', 13360.0),\n",
" ('R>H[.qal', 10784.0),\n",
" ('DBR[.piel', 10002.0),\n",
" ('CM<[.qal', 9999.0),\n",
" ('LQX[.qal', 9136.0)]"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"freq_count.most_common(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can create a loose list of groups for these lexemes based on perceived intuitive similarities. These groups only serve the purpose of getting a sense of the lexical variety reflected in the most common set, and thus they do not go towards the analysis itself.\n",
"\n",
"In this top ten set, we can see six general groups of verbs:\n",
"\n",
"1. **communication** - >MR[.qal, DBR[.piel\n",
"2. **state** - HJH[.qal\n",
"3. **doing/making** - [.qal, HLK[.qal\n",
"5. **manipulating** - NTN[.qal, LQX[.qal\n",
"6. **perceiving** - R>H[.qal, CM>.qal\n",
"\n",
"There is good variety in this top 10 set. We begin with these top ten, to analyze their top-rated most-similar terms, and to compare surprising similarities against intuitive ones."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### אמר.qal\n",
"\n",
"We begin the word-by-word evaluation with אמר (\"to say\"). The top five most similar terms are based on the average of similarity scores across all available experiments for אמר. They are listed below along with the averaged similarity score."
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Similarity Scores with >MR\n",
" QR>[.qal 0.643052\n",
"DBR[.piel 0.629496\n",
"NTN[.qal 0.531245\n",
"NGD[.hif 0.529970\n",
"MR[.qal, dtype: float64 \n",
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"say_top_sim = sim['>MR[.qal'].sort_values(ascending=False).head(5) # get top 5 elements\n",
"plotTop(say_top_sim, '>MR[.qal')\n",
"print('Similarity Scores with >MR\\n', say_top_sim, '\\n')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"קרא is ranked most similar at 0.70. דבר is close at 0.68. There is a 10 point decrease at the third ranked word, נגד, which the plot illustrates. נתן and שלח are surprising similarities which will need to be explored.\n",
"\n",
"We can note that the first three terms are good intuitive matches. The last two, נתן and שלח, are surprising matches. Is שלח included here because of its occasional use in messenger/communication situations, or for another reason? What is the cause for the similarity of נתן and שלח with אמר?\n",
"\n",
"To answer these questions, we now turn to the analysis and comparison of similarity scores across the experiments.\n",
"\n",
"#### Similarity Patterns for Intuitive Matches to אמר\n",
"\n",
"#### אמר and קרא"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"say_call = get_sim_experiments('>MR[.qal', 'QR>[.qal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Each score has been normalized according to the 75 percentile maximum similarity values per experiment so that the scores are judged in relation to the experiment's performance.\n",
"\n",
"Each color group represents a different experiment strategy while different shades represent different data points, with increasing darkness for increasing specificity of the experiments' datapoint. Thus, higher bars within darker shaded groups will presumably show more specific similarities.\n",
"\n",
"Starting with the `vg` and `vd` experiments, we see a high agreement in verb tense as well as simple domain. For the other `vd` experiments there is decreasing similarity as the specificity of the datapoint increases to the context of a window. There does not appear to be any parallelism shared between אמר and קרא (`vd_par_lex`).\n",
"\n",
"In the inventory `pa` experiments we see high levels of agreement between the adju and cmpl experiments. The allarg experiment is probably higher due to the high agreement in adju and cmpl. The object experiment is lower (<0.4) in comparison to the adju and cmpl experiments.\n",
"\n",
"In the inventory `animacy` experiments the subj and cmpl scores stand out above the others. There is a lot of agreement, then, on the animacy of the actant and the animacy of the complement element. For communicative verbs this is probably significant: a living subject communicating **to** a living complement. The coad experiment is also slightly higher, perhaps due to the increase in the cmpl agreement.\n",
"\n",
"In the inventory `domain` experiments there is highest agreement in the coad and cmpl experiments. Allarg and subject are also high. Since allarg includes the cmpl and adju, it makes sense that it would also be slightly higher. The high level of agreement with subject domain corresponds with a high level of subject animacy agreement. The adjunct domain is the second lowest. Probably most notable of all, though, is the very small level of agreement in the object experiment. This corresponds with lower levels of agreement seen in the `pa` experiments (N.B. objc is absent from the animacy experiment due to lack of data).\n",
"\n",
"In the inventory `lex` experiments coad again stands out. Could it be that cmpl and adju agreement are combining to create even stronger levels of agreement in the coad experiment? Subject is the highest of the levels, just as is it is in the animacy experiments. Which lexemes might be co-occurring in this slot regularly? The adjunct experiment is again second lowest, as in the domain experiemnts. But the object experiment again shows the least amount of agreement.\n",
"\n",
"Moving into the frame `pa` experiments, the coad, adju, and cmpl experiments show high levels of agreement. The pattern between those three experiments is nearly exactly the same as the vi `pa` experiments. The allarg experiment, on the other hand, is much lower than its `pa` counterpart. This may be expected since the allarg frame experiment would require similarity across more diverse categories. Like with the vi experiments, objc has a much lower similarity at ~0.60. It's noteworthy that the adju experiment here is relatively equivalent with the cmpl (as in the inventory experiments) since the adju has consistently scored lower across animacy, domain, and lex experiments. This shows that while >MR and QR> have a similar tendency to attract adjuncts, the adjuncts themselves are particularly different. This could be an interesting area of investigation.\n",
"\n",
"In the frame `animacy` experiments, we see that adju has essentially zero similarity. This needs to be investigated. It shoud be noted that animacy experiments have much less data to work on, so a slight deficiency in one or another value could result in changes to this value. However, the lower level of animacy agreement in the adju experiment *does* correspond with its lower attestation in the vi experiments. The coad experiment is slightly higher than both argAll and cmpl, but in general all three are fairly close in agreement.\n",
"\n",
"In the frame domain experiments the cmpl experiment shows the strongest similarity, which results in a higher score for the coad experiment. As in the inventory versions, the adju is second lowest while the object shows the most separation. \n",
"\n",
"The lexical frame experiments show the same pattern and shape as the domain: high agreement in cmpl with a corresponding highest agreement in the coad experiment. argall, as a result, is also higher. The adju experiment is lower while the objc experiment is lowest.\n",
"\n",
"#### Synthesis\n",
"\\>MR and QR> share very similar contexts at the discourse domain and clause levels. They also have very similar preferences for attracting the presence of adjuncts and complements, but they differ in their simple preference for an object. >MR and QR> differ even more in the *kind* of objects which they prefer, both by semantic domain and lexeme. The two verbs also tend to select different adjuncts in the animacy, semantic domain, and lexeme experiments. However, >MR and QR> share a high similarity in their complements across animacy, semantic domain, and lexical categories. Finally, both >MR and QR> share similar kinds of subjects. Notably, they share similarity in subject and complement animacy, which may be a key factor in differentiating communication verbs like these.\n",
"\n",
"#### Investigation\n",
"\n",
"The analysis of the similarity plot shows high agreement in complement categories as well as subject animacy and lexemes. Here we dive deeper into the specific similarities with `topCommon`, which pulls out the top similar features in common for a given experiment.\n",
"\n",
"First, we see high levels of similarity in the discourse context experiments. We look at the top rated similarities in the window experiment, which records the lexemes to the left and right of the verbs."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
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8.303781
\n",
"
\n",
"
\n",
"
N<MJ=/
\n",
"
7.717750
\n",
"
8.510232
\n",
"
6.925269
\n",
"
\n",
"
\n",
"
CMCWN/
\n",
"
7.378714
\n",
"
8.247197
\n",
"
6.510232
\n",
"
\n",
"
\n",
"
GJXZJ/
\n",
"
7.333228
\n",
"
8.625709
\n",
"
6.040746
\n",
"
\n",
"
\n",
"
NPTLJ/
\n",
"
7.303781
\n",
"
7.303781
\n",
"
7.303781
\n",
"
\n",
"
\n",
"
BRWK/
\n",
"
7.303781
\n",
"
7.303781
\n",
"
7.303781
\n",
"
\n",
"
\n",
"
MJKJHW/
\n",
"
7.248265
\n",
"
8.040746
\n",
"
6.455784
\n",
"
\n",
"
\n",
"
>KJC/
\n",
"
7.217750
\n",
"
8.510232
\n",
"
5.925269
\n",
"
\n",
"
\n",
"
CM<J=/
\n",
"
7.110835
\n",
"
7.403316
\n",
"
6.818354
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" averaged >MR[.qal QR>[.qal\n",
"L>_KJC/ 7.217750 8.510232 5.925269\n",
"CMMR[.qal', 'QR>[.qal', 'vd_con_window').head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The frame, complement, animacy experiment yields important similarities in the shared complements of אמר and קרא:"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
averaged
\n",
"
>MR[.qal
\n",
"
QR>[.qal
\n",
"
\n",
" \n",
" \n",
"
\n",
"
>L_animate
\n",
"
4.417922
\n",
"
6.139394
\n",
"
2.696450
\n",
"
\n",
"
\n",
"
L_animate
\n",
"
3.551028
\n",
"
4.445276
\n",
"
2.656780
\n",
"
\n",
"
\n",
"
L_inanimate
\n",
"
2.891350
\n",
"
3.454115
\n",
"
2.328584
\n",
"
\n",
"
\n",
"
<L_inanimate
\n",
"
1.054641
\n",
"
0.811928
\n",
"
1.297354
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" averaged >MR[.qal QR>[.qal\n",
">L_animate 4.417922 6.139394 2.696450\n",
"L_animate 3.551028 4.445276 2.656780\n",
"L_inanimate 2.891350 3.454115 2.328584\n",
"MR[.qal', 'QR>[.qal', 'vf_cmpl_animacy')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"N.B. that the counts are ppmi adjusted counts. The complement also held high similarity in the frame domain experiment:"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
averaged
\n",
"
>MR[.qal
\n",
"
QR>[.qal
\n",
"
\n",
" \n",
" \n",
"
\n",
"
>L_Professions
\n",
"
6.371559
\n",
"
6.371559
\n",
"
6.371559
\n",
"
\n",
"
\n",
"
L_Gather
\n",
"
5.901006
\n",
"
6.693487
\n",
"
5.108524
\n",
"
\n",
"
\n",
"
L_Control
\n",
"
5.871559
\n",
"
6.371559
\n",
"
5.371559
\n",
"
\n",
"
\n",
"
L_Professions
\n",
"
5.386132
\n",
"
5.886132
\n",
"
4.886132
\n",
"
\n",
"
\n",
"
>L_People
\n",
"
5.168315
\n",
"
6.398031
\n",
"
3.938599
\n",
"
\n",
"
\n",
"
L_Waterbodies
\n",
"
5.108524
\n",
"
5.108524
\n",
"
5.108524
\n",
"
\n",
"
\n",
"
L_Names of Landforms
\n",
"
5.108524
\n",
"
5.108524
\n",
"
5.108524
\n",
"
\n",
"
\n",
"
L_Names of Groups
\n",
"
4.898505
\n",
"
5.190987
\n",
"
4.606024
\n",
"
\n",
"
\n",
"
>L_Names of People
\n",
"
4.866702
\n",
"
6.918107
\n",
"
2.815297
\n",
"
\n",
"
\n",
"
L_Names of People
\n",
"
4.844022
\n",
"
5.447248
\n",
"
4.240797
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" averaged >MR[.qal QR>[.qal\n",
">L_Professions 6.371559 6.371559 6.371559\n",
"L_Gather 5.901006 6.693487 5.108524\n",
"L_Control 5.871559 6.371559 5.371559\n",
"L_Professions 5.386132 5.886132 4.886132\n",
">L_People 5.168315 6.398031 3.938599\n",
"L_Waterbodies 5.108524 5.108524 5.108524\n",
"L_Names of Landforms 5.108524 5.108524 5.108524\n",
"L_Names of Groups 4.898505 5.190987 4.606024\n",
">L_Names of People 4.866702 6.918107 2.815297\n",
"L_Names of People 4.844022 5.447248 4.240797"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topCommon('>MR[.qal', 'QR>[.qal', 'vf_cmpl_domain').head(10) # show top 10"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These commonalities show the actions of both קרא and אמר being directed *towards* people (professions, gather[ings], people, names of groups). On a few occasions the action is directed towards performing an act of taking control (e.g. L_Control) using the verb שבה (Isa 61:1), אסר (Isa 49:9), or כבשׁ (as in 2 Chr 28:10). In the cases of L_Names of Landforms, the referents are Zion (Isa 52:7) and Hermon (Deut 3:9) as personified cities. In Ezek 6:3, YHWH speaks \"to the channels\" which is the source of L_Waterbodies."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The analysis also showed key *differences* in object and adjunct use. Here we will try to tease this out a bit more, and find out *which* object and adjunct instances in particular are different between the two terms. First we look at the raw counts in the inventory and frame presence/absence experiments."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
">MR[.qal\n",
"Objc 0.921019\n",
"ø 0.078981\n",
"Name: >MR[.qal, dtype: float64 \n",
"\n",
"QR>[.qal\n",
"Objc 0.489666\n",
"ø 0.510334\n",
"Name: QR>[.qal, dtype: float64 \n",
"\n"
]
},
{
"data": {
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yyyu+TDg4SZiZZdpvv/1YunQp119/PQCrVq3ilFNOYdy4cbRv3351vZ49e3Laaadx3nnnAfD000+z1157ceyxx9KnTx+eeeYZrrrqKgYNGtTsOQcNGsRDDz3EwoULWblyJbfeeuvqfUuWLKFr164AXHfddeV8q5mcJMzMMkji9ttv57bbbqNXr1506tSJTTbZhDPOOGOtut/+9rd5+OGHmTt3Lu3bt+faa6/l8ccf55hjjqFDhw7Nnmu33XYDYJtttmHChAnsvffeDB48eI3VWydMmMBXvvIV9thjj2aXJS8XLxVuq3mpcKs39bZU+OOPP86YMWO4/fbb6d+//zof58EHH+TCCy/MdQlsS5YUz+Klws3MqmCfffbh1VdfXa8EAdC2bVuef/75sk2mqyRPpjMzq7J99tmHuXPn5qp79NFHc/TRR1c0nqa4JWFmZpmcJMysrm3o46a1tr4/PycJM6tb7dq1Y+HChU4U6ygiWLhwIe3atVvnY3hMwszqVrdu3WhoaGDBggW1DmWD1a5dO7p167bOr3eSMLO6tdlmm9GzZ89ah7FRc3eTmZllcpIwM7NMThJmZpapqklC0nBJsyTNlnRaif3dJT0g6RlJf5VU/9MRzcxasaolCUltgMuAg4B+wBhJ/YqqnQncEhG7A6OBX1UrPjMzW1s1WxIDgdkRMSciVgCTgEOL6gSwZfp8K2B+FeMzM7Mi1bwEtivwesF2A1C8uPoE4I+STgC2APavTmhmZlZKvQ1cjwEmRkQ34IvADZLWilHS8ZKmSprqSTZmZpVTzSQxD9i2YLtbWlboGOAWgIh4AmgHrHVnjYi4IiIGRMSALl26VChcMzOrZpKYAvSS1FNSW5KB6clFdV4D9gOQ1JckSbipYGZWI1VLEhHxITAOuA94geQqphmSzpY0Iq12CnCcpGeBm4Cjwyt7mZnVTFXXboqIe4B7isrOKng+ExhczZjMzCxbvQ1cm5lZHXGSMDOzTE4SZmaWyUnCzMwyOUmYmVkmJwkzM8vkJGFmZpmcJMzMLJOThJmZZXKSMDOzTE4SZmaWyUnCzMwyOUmYmVkmJwkzM8vkJGFmZpmcJMzMLJOThJmZZWrxnekkbU1RcomIRWWLyMzM6kauJCFpO+DXwDCgbeEuIIA2ZY/MzMxqLm9L4lpga+AYYD5JYjAzs1Yub5IYCOwVEc9XMhgzM6sveQeuXwE+VslAzMys/uRNEv8J/FTSDpUMxszM6kve7qbfk7QkZkn6APiwcGdEbFnuwMzMrPbyJolxFY3CzMzqUq4kERHXVToQMzOrP7kn00n6GHAU0I/kEtgZwE0R8UGFYjMzsxrLNXAtqR/wEvBzYBCwF3Ax8KKkvpULz8zMainv1U2/AJ4BukfE0IgYCnQHniVJFmZm1grl7W4aDOwZEe82FkTEu5LOAJ6sSGRmZlZzeVsSy0mW5Si2VbrPzMxaobxJ4k7gSkmDJbVJH0OAy4HJlQvPzMxqqSUzrl8CHiFpOSwHHgJeBE6qTGhmZlZreedJvAMcKqkX0CctfiEiZlcsMjMzq7kW3XQoIl4iaVGYmdlGIDNJSPolcHpE/CN9nikiTix7ZGZmVnNNtSR2BjYreG5mZhuZzCQREZ8v9dzMzDYeeZflOEvS5iXK20s6q/xhmZlZPch7Cex4oEOJ8s3TfWZm1grlTRIiWfm12O7AovKFY2Zm9aTJS2AlvUeSHAKYI6kwUbQB2gG/rlx4ZmZWS83NkxhH0oq4BjgDWFKwbwUwNyKeqFBsZmZWY00miYi4TtKmwBbA7yOioTphmZlZPWh2TCIiPgTOJ+leMjOzjUjegesngT0qGYiZmdWfvGs3XQlcKKk7MA34R+HOiHi63IGZmVnt5U0Sv0n//XmJfUHOrihJw0luhdoGuCoizi1R50hgQnrcZyPiqzljNDOzMsubJHqu74kktQEuAw4AGoApkiZHxMyCOr2A04HBEbFY0ifX97xmZrbu8t5P4tUynGsgMDsi5gBImgQcCswsqHMccFlELE7P+1YZzmtmZuso78A1knaRdL2kqZKmSLpO0k4tOFdX4PWC7Ya0rFBvoLekxyQ9mXZPmZlZjeRd4G8E8DSwLXAv8AegO/CMpC+VMZ5NgV7AMGAMyX21ty4Rz/Fpspq6YMGCMp7ezMwK5R2T+BHw44hYYzE/SWen++7McYx5JEmmUbe0rFAD8FRErARekfQiSdKYUlgpIq4ArgAYMGBAqTWlzMysDPJ2N/UGbihRfgOwY85jTAF6SeopqS0wGphcVOcOklYEkjqn552T8/hmZlZmeZPEW5SeTLcH8GaeA6Qzt8cB9wEvALdExAxJZ6fdWaT7FkqaCTwAfC8iFuaM0czMyqwlk+kul7QD8HhaNhg4Fbgg78ki4h7gnqKyswqeB3By+jAzsxpryZjE+8ApwDlp2XySGw79sgJxmZlZHcg7TyKAi4CLJHVMy96rZGBmZlZ7eVsSAEjaHuibPp/ZODHOzMxap1xJQlIn4GpgBPDRP4t1F/BNDy6bmbVOea9uugrYARhKcsvSdsC+JGs6XVmZ0MzMrNbydjcdCOxXdKvSxyR9C/hz+cMyM7N6kLclsYCie0iklgLuajIza6XyJomzgYslrV6QL33+s3SfmZm1Qnm7m04CegBzJTWut9QVWA58UtKJjRUjYpeyRmhmZjWTN0ncVtEozMysLuWdTPfDSgdiZmb1p6WT6b4A9CO5//SMiHiwEkGZmVl9yDuZritwO8mqr/PT4k9LmgocHhHzM19sZmYbrLxXN/0SWAXsEBHbRsS2JDcDWoUX+DMza7XydjcdAAyLiFcaCyJiTnpV018qEpmZmdVc3pYEJOMQecrMzKyVyJsk/gJcImn1PaoldQcuxi0JM7NWK2+SOBHYApgj6VVJrwIvp2UnNvlKMzPbYOWdJ/G6pP7A/kCftPiFiPDifmZmrVizSULSZsCjwNiI+BPwp4pHZWZmdaHZJBERKyX1xIPUZlZrE7aqdQT1ZcKSip8i75jEdcBxlQzEzMzqT955ElsAR0k6AJhG0b0lIsKD12ZmrVDeJNEXeDp9/pmife6GMjNrpfJe3fT5SgdiZmb1p6WrwLYHtk83X46IZeUPyczM6kXeVWA/BpwHfAtoCwj4QNIVwA8iYnnlQrSq8ZUja6rClSNm9S5vS+J/gH8FjgWeSMv2Bn4KdAS+Wf7QzMys1vImia8AI9PJdI3mSHoL+C1OEmZmrVLeeRL/AOaVKJ8HeFzCzKyVypskLgHGpwPXwOpB7P9O95mZWSuUt7tpL+BzwDxJf03Ldk5fv4WkyY0VI2JEeUM0M7NayZsk3iYZeyj0SqmKZmbWeuSdTPeNSgdiZmb1pyW3LzUzs42Mk4SZmWVykjAzs0xOEmZmlslJwszMMmVe3SRpbN6DRMT15QnHzMzqSVOXwF5WtN0W2Az4KN3eBFgJfAA4SZiZtUKZ3U0R0bHxAYwG/goMBdqlj6HAdOCr1QjUzMyqL++YxIXAiRHxWER8mD4eA04Cfla58MzMrJbyJokeJCvBFlsKdC9bNGZmVlfyJomngF9K6tpYkD6/CHiyEoGZmVnt5U0SxwCdgLmS5kqaC8wFPgkcV5nQzMys1vIu8PeypF2AA4A+afELwJ8jIioVnJmZ1VbepcJJk8Ef04eZmW0Ecs+4lvTvkmZIWirpM2nZaZKObMExhkuaJWm2pNOaqHeEpJA0IO+xzcys/HIlCUknAWcCVwAq2DUPGJfzGG1IJugdBPQDxkjqV6JeR+A/SQbLzcyshvK2JL4NHBcRvwA+LCh/GvhszmMMBGZHxJyIWAFMAg4tUe8c4Dxgec7jmplZheRNEtsBz5coXwm0z3mMrsDrBdsNadlqkvoD20bE3U0dSNLxkqZKmrpgwYKcpzczs5bKmyTmAP1LlH8RmFmOQCRtAvwcOKW5uhFxRUQMiIgBXbp0KcfpzcyshLxXN10IXCppc5Ixib0l/RvwfeCbOY8xD9i2YLtbWtaoI7AT8KAkgE8BkyWNiIipOc9hZmZllHeexLWSNgV+AmwO3ADMJ1nP6eac55oC9JLUkyQ5jKZgccCIWAJ0btyW9CBwqhOEmVnttGSexJXAlZI6A5tExFstOVFEfChpHHAf0Aa4JiJmSDobmBoRk1tyPDMzq7xcSULS/cDIiHgnIt4uKN8SuCMivpDnOBFxD3BPUdlZGXWH5TmmmZlVTt6B62EkNx0q1nhfCTMza4WabEmkl6Q22kXSooLtNsCBrDn4bGZmrUhz3U1TgUgfpdZsWgacUO6gzMysPjSXJHqSXPI6h2TGdOHMtRXAWxGxqkKxmZlZjTWZJCLi1fRp7oUAzcys9ci7wN+Rkv61YPssSQ2S7pO0TeXCMzOzWsrbQpjQ+CQdzP4v4JfAZsDPyh+WmZnVg7yT6bYDZqXPDyeZG3G+pD+STI4zM7NWKG9LYjnJ2koA+wF/Tp8vKSg3M7NWJm9L4hHgZ5IeBQYAX07Le7Pm8t9mZtaK5G1JjCO55PXLwLcjYn5afhDubjIza7XyrgLbAHypRPlJZY/IzMzqRu75D5LaSfqypB9I2jot217SJyoXnpmZ1VLeVWB3IBms7gBsDdwKvAN8J90+tlIBmplZ7eRtSVxMsnbTv5Cs19RoMvD5cgdlZmb1Ie/VTfsAe0XEqvTWoo1eAz5d9qjMzKwutGRNps1KlHUnmSthZmatUN4k8Ufg5ILtSO9K90Pg7rJHZWZmdSFvd9PJwAOSZpHcje5mYAfgTeDICsVmZmY1lneexHxJuwFjgP4kLZArgBsjYlmTLzYzsw1W3ktg9wUej4hrgGsKyjeVtG9EPFypAM3MrHbyjkk8AJSaNLdVus/MzFqhvElCJPe5LtYJ+Ef5wjEzs3rSZHeTpMnp0wD+V9IHBbvbADsBj1coNjMzq7HmxiQWpv8KWMyas61XAI8CV1YgLjMzqwNNJomI+AaApLnABRGxtBpBmZlZfcg7JvE5oG1xoaQ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"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotPa('>MR[.qal', 'QR>[.qal', 'vi_objc_pa')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The data shows that >MR nearly always (92%) occurs alongside an object. Our export of the data counts the beginning of speech as an object. QR>, on the other hand, is evenly divided between its use with and without an object. Let's take a closer look at the cases where QR> occur without an object."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"\n",
"\n",
"**verse** *1*\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"B.show(experiments['vi_objc_pa'].target2basis2result['QR>[.qal']['ø'][:10])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that a common reason קרא often does not take the object is because it is used in conjunction with אמר, which will take the object instead. This happens most clearly in the formulaic statement: קרא לאמר. The raw counts for this occurrence is below."
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Occurrences of QR> + L + >MR: \t 23.0\n"
]
}
],
"source": [
"print('Occurrences of QR> + L + >MR: \\t', experiments['vi_adj+_lex'].data['QR>[.qal']['L_>MR['])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can make a further note here that this pattern gives some corroborating evidence as to the close meaning of קרא and אמר, especially since אמר often occurs with this same pattern:"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Occurrences of >MR + L + >MR: \t 113.0\n"
]
}
],
"source": [
"print('Occurrences of >MR + L + >MR: \\t', experiments['vi_adj+_lex'].data['>MR[.qal']['L_>MR['])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Besides this formula, we see in the occurrences above that קרא is also frequently followed by אמר in the next sentence (i.e. call out -> say).\n",
"\n",
"The experiments have thus noticed a subtle difference in meaning between אמר and קרא in their tendencies to attract objects. Namely, אמר almost always requires the beginning of a direct speech section (marked herein as the object), whereas קרא takes an object only about half of the time."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another observation from the analysis above is that >MR and QR> frequently take different *kinds* of objects. This is seen in the relatively lower scores for object experiments in the remaining categories. Let's take a look at the top scores for the two terms to see if we can discern where major differences lie."
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
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difference
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QR>[.qal
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L_Move
\n",
"
6.936638
\n",
"
6.936638
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
Search
\n",
"
6.936638
\n",
"
6.936638
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
Name
\n",
"
6.745695
\n",
"
0.000000
\n",
"
6.745695
\n",
"
\n",
"
\n",
"
KJ_Birth
\n",
"
6.351675
\n",
"
6.351675
\n",
"
0.000000
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" difference >MR[.qal QR>[.qal\n",
">M_Bless 7.936638 7.936638 0.000000\n",
"L_Strong 7.936638 7.936638 0.000000\n",
"Heat 7.936638 0.000000 7.936638\n",
">CR_Open 7.936638 7.936638 0.000000\n",
"L_Speak 7.936638 7.936638 0.000000\n",
">CR_Ingest 7.936638 7.936638 0.000000\n",
"L_Possess 7.936638 7.936638 0.000000\n",
"L_Non-Exist 7.936638 7.936638 0.000000\n",
">CR_Flee 7.936638 7.936638 0.000000\n",
"KJ_Witnesses 7.936638 0.000000 7.936638\n",
"Soft 7.936638 0.000000 7.936638\n",
"Names of Constructions 7.351675 0.000000 7.351675\n",
"Names of Landforms 7.003752 0.000000 7.003752\n",
"KJ_Sin 6.936638 6.936638 0.000000\n",
"Contain 6.936638 0.000000 6.936638\n",
"L_Space 6.936638 6.936638 0.000000\n",
"L_Move 6.936638 6.936638 0.000000\n",
"Search 6.936638 6.936638 0.000000\n",
"Name 6.745695 0.000000 6.745695\n",
"KJ_Birth 6.351675 6.351675 0.000000"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topUncommon('>MR[.qal', 'QR>[.qal', 'vi_objc_domain').head(20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see a bigger tendency amongst the data for אמר for the objects to consist of prepositional phrases which would be part of object clauses. קרא, on the other hand, has mainly simple noun phrases for the most part. We can also see that \"Names\" occur at least 3 times in the קרא's top list. Keep in mind that these scores are the PPMI adjusted scores, which aims to maximize surprising lexical occurrences in proportion to their overall sample sizes. If we look at the raw counts, we can see this \"naming\" tendency come out even more:"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" difference >MR[.qal QR>[.qal\n",
"NPTLJ/ 8.252665 0.000000 8.252665\n",
"YPNT_PL/ 8.252665 0.000000 8.252665\n",
"KJ_CGGH/ 8.252665 8.252665 0.000000\n",
"GRCM/ 8.252665 0.000000 8.252665\n",
"XRVM/ 8.252665 0.000000 8.252665\n",
"RXBWT/ 8.252665 0.000000 8.252665\n",
"KJ_BL<==[ 8.252665 8.252665 0.000000\n",
"FNJR/ 8.252665 0.000000 8.252665\n",
"XRMH/ 8.252665 0.000000 8.252665\n",
"JMJMH/ 8.252665 0.000000 8.252665\n",
"XRB=/ 8.252665 0.000000 8.252665\n",
"C_HBL/ 8.252665 8.252665 0.000000\n",
">BL_MYRJM/ 8.252665 0.000000 8.252665\n",
"L>_BN_HMR[.qal', 'QR>[.qal', 'vi_objc_lex').head(20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the אמר top list we see content of speech with verbs such as לדרש (say -> to seek) or לכנס (say -> to gather). In the קרא top list we see nouns and proper nouns. We can say, then, that one of the primary differences between אמר and קרא is the tendency of קרא to take nouns as direct objects in a naming context; אמר's objects are distinguished by marking action.\n",
"\n",
"One of the distinguishing similarities between אמר and קרא was in the subject animacy experiment. These two verbs have high preferences for animate subjects, as would be expected:"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
">MR[.qal\n",
"animate 0.992513\n",
"inanimate 0.007487\n",
"Name: >MR[.qal, dtype: float64 \n",
"\n",
"QR>[.qal\n",
"animate 0.991453\n",
"inanimate 0.008547\n",
"Name: QR>[.qal, dtype: float64 \n",
"\n"
]
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotPa('>MR[.qal', 'QR>[.qal', 'vi_subj_animacy')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are cases in our data where inanimate objects are personified and begin speaking. We show a few of those cases below (results cut off at 5)."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"\n",
"\n",
"**clause** *1*\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"B.show(experiments['vi_subj_animacy'].target2basis2result['>MR[.qal']['inanimate'][:5], condenseType='clause')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The strong agreement in subject animacy similarity is paired with a high agreement of complement similarity. Here are the top common scores for both terms in the complement animacy frames:"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
averaged
\n",
"
>MR[.qal
\n",
"
QR>[.qal
\n",
"
\n",
" \n",
" \n",
"
\n",
"
>L_animate
\n",
"
4.417922
\n",
"
6.139394
\n",
"
2.696450
\n",
"
\n",
"
\n",
"
L_animate
\n",
"
3.551028
\n",
"
4.445276
\n",
"
2.656780
\n",
"
\n",
"
\n",
"
L_inanimate
\n",
"
2.891350
\n",
"
3.454115
\n",
"
2.328584
\n",
"
\n",
"
\n",
"
<L_inanimate
\n",
"
1.054641
\n",
"
0.811928
\n",
"
1.297354
\n",
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\n",
" \n",
"
\n",
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"
],
"text/plain": [
" averaged >MR[.qal QR>[.qal\n",
">L_animate 4.417922 6.139394 2.696450\n",
"L_animate 3.551028 4.445276 2.656780\n",
"L_inanimate 2.891350 3.454115 2.328584\n",
"MR[.qal', 'QR>[.qal', 'vf_cmpl_animacy')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Both verbs often direct their action from an animate subject with either the preposition אל or ל towards an animate object. We can note an interesting difference with קרא that ties back its naming tendency; see that \"animate\" without a qualifying preposition is included. This is presumably the person which is being named.\n",
"\n",
"Finally, אנר and קרא consistently had lower levels of similarity in the adjunct experiments. This happens even though both have relatively higher similarity in the presence/absence experiment(closer to the complement). Why might that be the case?"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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difference
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>MR[.qal
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QR>[.qal
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" \n",
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>L_Shame
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7.761551
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7.761551
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0.000000
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B<D/_Evil
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7.761551
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0.000000
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7.761551
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J<N/>CR_Space
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7.761551
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7.761551
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0.000000
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>L_Domestic Animals
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7.761551
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0.000000
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7.761551
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L_Bald
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7.761551
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0.000000
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7.761551
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MN_Shine
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7.761551
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0.000000
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7.761551
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<L_Crops
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7.761551
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0.000000
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K_Name
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6.761551
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0.000000
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6.761551
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L_Hang
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6.761551
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6.761551
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0.000000
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>L_Possess
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6.761551
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0.000000
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6.761551
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>L_Leaders
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6.761551
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6.761551
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0.000000
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>L_Kinship
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6.761551
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6.761551
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0.000000
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B_Curse
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6.761551
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6.761551
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0.000000
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>CR_Move
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6.761551
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6.761551
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0.000000
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L_Event Referents: Time
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6.761551
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0.000000
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6.761551
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L_Curse
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6.761551
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0.000000
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L_Think
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6.761551
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6.761551
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0.000000
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L_Small
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6.761551
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0.000000
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6.761551
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B_Lament
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6.761551
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6.761551
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0.000000
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LM<N_Move
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6.761551
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6.761551
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0.000000
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"text/plain": [
" difference >MR[.qal QR>[.qal\n",
">L_Shame 7.761551 7.761551 0.000000\n",
"BCR_Space 7.761551 7.761551 0.000000\n",
">L_Domestic Animals 7.761551 0.000000 7.761551\n",
"L_Bald 7.761551 0.000000 7.761551\n",
"MN_Shine 7.761551 0.000000 7.761551\n",
"L_Possess 6.761551 0.000000 6.761551\n",
">L_Leaders 6.761551 6.761551 0.000000\n",
">L_Kinship 6.761551 6.761551 0.000000\n",
"B_Curse 6.761551 6.761551 0.000000\n",
">CR_Move 6.761551 6.761551 0.000000\n",
"L_Event Referents: Time 6.761551 0.000000 6.761551\n",
"L_Curse 6.761551 0.000000 6.761551\n",
"L_Think 6.761551 6.761551 0.000000\n",
"L_Small 6.761551 0.000000 6.761551\n",
"B_Lament 6.761551 6.761551 0.000000\n",
"LMMR[.qal', 'QR>[.qal', 'vi_adj+_domain').head(20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The differences here are diverse. We can see a slight tendency for the prepsition ב with אמר in conjunction with various kinds of \"speaking\" verbs like curse and lament. קרא has more references to landscapes and time references (possibly from the ETCBC `Loca` and `Time` tags. At this point it is difficult to perceive where the differences are. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Diving into the raw scores helps:"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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difference
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>MR[.qal
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QR>[.qal
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L_Speak
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88.0
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112.0
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24.0
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<D_Time
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8.0
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1.0
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9.0
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L_Move
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8.0
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10.0
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2.0
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MN_Orientation
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5.0
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0.0
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B_Name
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5.0
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6.0
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5.0
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4.0
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4.0
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17.0
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3.0
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3.0
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3.0
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K_Speak
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3.0
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3.0
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6.0
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3.0
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L_Exist
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3.0
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3.0
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0.0
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L_Know
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3.0
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3.0
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0.0
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B_Vision
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3.0
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3.0
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0.0
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Buildings
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3.0
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B_Just
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2.0
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0.0
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B_Distress
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2.0
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0.0
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2.0
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L_Dwell
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2.0
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2.0
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"text/plain": [
" difference >MR[.qal QR>[.qal\n",
"L_Speak 88.0 112.0 24.0\n",
"MR[.qal', 'QR>[.qal', 'vi_adj+_domain', count_type='raw').head(20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see references to space and time amongst the קרא data (though time is also frequent in אמר). The adjunct with מן happens 3 times in the קרא list but not at all with אמר. Let's look closer at these instances."
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"\n",
"\n",
"**clause** *1*\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"B.show(experiments['vi_adj+_domain'].target2basis2result['QR>[.qal']['MN_Orientation'], condenseType='clause')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Below looks for *any* cases where אמר occurs alongside מן in our dataset. It finds none:"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[[], [], [], [], [], [], [], [], []]"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[experiments['vi_adj+_domain'].target2basis2result['>MR[.qal'][b] for b in experiments['vi_adj+_domain'].target2basis2result['QR>[.qal'] if b.startswith('MN')]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This difference shows that קרא occurs with a preposition that indicates separation or source. We can tease this out further:"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Cmpl.L_animate|Cmpl.L_inanimate 7.693487\n",
"Cmpl.L_animate|adj+.>L_animate|adj+.inanimate 7.693487\n",
"Cmpl.>L_animate|adj+.MN_inanimate 7.693487\n",
"Cmpl.L_inanimate|Objc.KJ_animate 7.693487\n",
"Cmpl.B_inanimate|Cmpl.L_animate 7.693487\n",
"Name: QR>[.qal, dtype: float64"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"spaces['vf_argAll_animacy'].pmi['QR>[.qal'].sort_values(ascending=False).head(5) # N.B. these are ppmi adjusted scores"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note the third-ranked frame with an animate complement and a MN+inanimate adjunct. This shows the action that is directed towards an animate object, a feature which קרא and אמר have in common, with an adjunct that קרא and אמר do not have in common. This is a nice distinction between these two verbs.\n",
"\n",
"#### Conclusion on אמר and קרא\n",
"\n",
"אמר and קרא share common contexts and frequently occur together. They are similar in their preference for animate subjects and complements, and they share similar prepositional phrases with אל or ל indicating the action *towards* the animate complement. The verbs differ, though, in their object and adjunct preferences. אמר nearly always takes speech as a direct object, while קרא is more flexible and can occur with or without an object 50% of the time. When either verb does take an object, there are differences in the domain and lexical choices of their objects. Namely, קרא more frequently takes proper noun phrases as objects, indicating its use to refer to naming. In the case of adjunct preference, קרא is also distinct in its use of מן to indicate the source of the action. It seems that קרא may also occur more often with adjuncts representing points in time or space but this hypothesis needs to be more thoroughly tested."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### אמר and דבר"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"say_speak = get_sim_experiments('>MR[.qal', 'DBR[.piel')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The highest levels of agreement between אמר and דבר are seen in the vd experiments, where clause chain context is the highest, followed by the window contexts. We can find the top common context words that were found below:"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
averaged
\n",
"
>MR[.qal
\n",
"
DBR[.piel
\n",
"
\n",
" \n",
" \n",
"
\n",
"
NTN/
\n",
"
7.803781
\n",
"
8.888743
\n",
"
6.718818
\n",
"
\n",
"
\n",
"
GJXZJ/
\n",
"
7.333228
\n",
"
8.625709
\n",
"
6.040746
\n",
"
\n",
"
\n",
"
MJKJHW/
\n",
"
7.248265
\n",
"
8.040746
\n",
"
6.455784
\n",
"
\n",
"
\n",
"
>XJTPL/
\n",
"
7.125709
\n",
"
7.625709
\n",
"
6.625709
\n",
"
\n",
"
\n",
"
>LJC</
\n",
"
7.060638
\n",
"
8.268157
\n",
"
5.853119
\n",
"
\n",
"
\n",
"
MRJ/
\n",
"
7.040746
\n",
"
7.040746
\n",
"
7.040746
\n",
"
\n",
"
\n",
"
NBWT/
\n",
"
7.040746
\n",
"
7.040746
\n",
"
7.040746
\n",
"
\n",
"
\n",
"
JRMJHW/
\n",
"
6.946828
\n",
"
7.835632
\n",
"
6.058024
\n",
"
\n",
"
\n",
"
NBL/
\n",
"
6.925269
\n",
"
6.925269
\n",
"
6.925269
\n",
"
\n",
"
\n",
"
CVR[
\n",
"
6.833228
\n",
"
6.040746
\n",
"
7.625709
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" averaged >MR[.qal DBR[.piel\n",
"NTN/ 7.803781 8.888743 6.718818\n",
"GJXZJ/ 7.333228 8.625709 6.040746\n",
"MJKJHW/ 7.248265 8.040746 6.455784\n",
">XJTPL/ 7.125709 7.625709 6.625709\n",
">LJC 7.060638 8.268157 5.853119\n",
"MRJ/ 7.040746 7.040746 7.040746\n",
"NBWT/ 7.040746 7.040746 7.040746\n",
"JRMJHW/ 6.946828 7.835632 6.058024\n",
"NBL/ 6.925269 6.925269 6.925269\n",
"CVR[ 6.833228 6.040746 7.625709"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topCommon('>MR[.qal', 'DBR[.piel', 'vd_con_window').head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The majority of these terms are proper nouns. We do see שׁטר (participle, \"officer\"). "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see high levels of agreement in the pa inventory experiments; allarg is higher due to the combined value of those experiments. We can notice that the object experiment, though, is much lower in its similarity, as was the case between אמר and קרא. Let's look more closely at `vi_objc_pa`. "
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
">MR[.qal\n",
"Objc 0.921019\n",
"ø 0.078981\n",
"Name: >MR[.qal, dtype: float64 \n",
"\n",
"DBR[.piel\n",
"Objc 0.283664\n",
"ø 0.716336\n",
"Name: DBR[.piel, dtype: float64 \n",
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotPa('>MR[.qal', 'DBR[.piel', 'vi_objc_pa')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"דבר has an aversion for objects that is even stronger than what we saw for קרא (which was about 50/50). We can look at some examples:"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/markdown": [
"\n",
"\n",
"**verse** *1*\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"B.show(experiments['vi_objc_pa'].target2basis2result['DBR[.piel']['ø'][:10])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Much like קרא, we notice that when the content of speech is introduced, the verb אמר is introduced, often with לאמר. But the verb דבר itself prefers object-less clauses. Complements such as את (\"with\") appear with דבר. This unsimilarity in object preference is also reflected in the rest of the object experiments. The kinds of objects that דבר *does* appear with refer to speech or a kind of speech, but not to its object."
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"DBR/ 64.0\n",
"KL/ 11.0\n",
"MCPV/ 9.0\n",
"VWBH/ 6.0\n",
"VWB/ 6.0\n",
"CW>/ 6.0\n",
"CQR/ 6.0\n",
"KZB/ 5.0\n",
"R\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
difference
\n",
"
>MR[.qal
\n",
"
DBR[.piel
\n",
"
\n",
" \n",
" \n",
"
\n",
"
KJ_CGGH/
\n",
"
8.252665
\n",
"
8.252665
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
ZKR[
\n",
"
8.252665
\n",
"
8.252665
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
C_HBL/
\n",
"
8.252665
\n",
"
8.252665
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
>CR_>KL[
\n",
"
8.252665
\n",
"
8.252665
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
KJ_BL<==[
\n",
"
8.252665
\n",
"
8.252665
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
YX/
\n",
"
8.252665
\n",
"
0.000000
\n",
"
8.252665
\n",
"
\n",
"
\n",
"
>CR_NWS[
\n",
"
8.252665
\n",
"
8.252665
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
BQC[
\n",
"
8.252665
\n",
"
8.252665
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
XLQ=/
\n",
"
8.252665
\n",
"
0.000000
\n",
"
8.252665
\n",
"
\n",
"
\n",
"
L_<MD[
\n",
"
8.252665
\n",
"
8.252665
\n",
"
0.000000
\n",
"
\n",
" \n",
"
\n",
""
],
"text/plain": [
" difference >MR[.qal DBR[.piel\n",
"KJ_CGGH/ 8.252665 8.252665 0.000000\n",
"ZKR[ 8.252665 8.252665 0.000000\n",
"C_HBL/ 8.252665 8.252665 0.000000\n",
">CR_>KL[ 8.252665 8.252665 0.000000\n",
"KJ_BL<==[ 8.252665 8.252665 0.000000\n",
"YX/ 8.252665 0.000000 8.252665\n",
">CR_NWS[ 8.252665 8.252665 0.000000\n",
"BQC[ 8.252665 8.252665 0.000000\n",
"XLQ=/ 8.252665 0.000000 8.252665\n",
"L_MR[.qal', 'DBR[.piel', 'vi_objc_lex').head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As with אמר and קרא, subject animacy is highly similar between אמר and דבר. This, again, might be expected due to the meaning of these verbs. What of the complement animacy? We say the similarity in complements play an important role in the אמר & קרא pairing. In this pairing the complement experiments do not stand out as much. We can visualize the specific differences between the two pairings using `compareChange`, which plots the change in similarity when moving from one pairing to another. This can help us isolate major areas of differences between the two pairs. "
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compareChange(('>MR[.qal', 'DBR[.piel'),('>MR[.qal', 'QR>[.qal'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we see that דבר has advantages over קרא in its adjunct similarity with אמר, primarily between the vi and vf domain experiments. All other similarities dip as compared with קרא. We see the biggest decreases in complement animacy and domain similarity in this pairing. There is a difference in preference for the complement between אמר and דבר, with the latter occuring with the complement more frequently:"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
">MR[.qal\n",
"Cmpl 0.375498\n",
"ø 0.624502\n",
"Name: >MR[.qal, dtype: float64 \n",
"\n",
"DBR[.piel\n",
"Cmpl 0.648199\n",
"ø 0.351801\n",
"Name: DBR[.piel, dtype: float64 \n",
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotPa('>MR[.qal', 'DBR[.piel', 'vi_cmpl_pa')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"But it is also important to note that the complement experiments remain high when compared amongst the other experiments. Here are the similarities and differences in select complement experiments:"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
averaged
\n",
"
>MR[.qal
\n",
"
DBR[.piel
\n",
"
\n",
" \n",
" \n",
"
\n",
"
>L_animate
\n",
"
5.423023
\n",
"
5.999025
\n",
"
4.847022
\n",
"
\n",
"
\n",
"
<L_animate
\n",
"
2.942553
\n",
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2.476110
\n",
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3.408996
\n",
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\n",
" \n",
"
\n",
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],
"text/plain": [
" averaged >MR[.qal DBR[.piel\n",
">L_animate 5.423023 5.999025 4.847022\n",
"MR[.qal', 'DBR[.piel', 'vi_cmpl_animacy')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we see that אמר and דבר share the similarity found with קרא, i.e. directed action towards a living complement. But why might the complement category be rated so much lower than in the previous pair?"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
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\n",
" \n",
"
\n",
"
\n",
"
difference
\n",
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>MR[.qal
\n",
"
DBR[.piel
\n",
"
\n",
" \n",
" \n",
"
\n",
"
>T==_animate
\n",
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4.423044
\n",
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0.000000
\n",
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4.423044
\n",
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\n",
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\n",
"
L_animate
\n",
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4.388867
\n",
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4.388867
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
L_inanimate
\n",
"
3.622353
\n",
"
3.622353
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
<M_animate
\n",
"
3.293196
\n",
"
0.000000
\n",
"
3.293196
\n",
"
\n",
"
\n",
"
B_animate
\n",
"
2.144152
\n",
"
0.000000
\n",
"
2.144152
\n",
"
\n",
"
\n",
"
<L_inanimate
\n",
"
1.205904
\n",
"
1.205904
\n",
"
0.000000
\n",
"
\n",
"
\n",
"
>L_animate
\n",
"
1.152003
\n",
"
5.999025
\n",
"
4.847022
\n",
"
\n",
"
\n",
"
<L_animate
\n",
"
0.932886
\n",
"
2.476110
\n",
"
3.408996
\n",
"
\n",
"
\n",
"
<D_animate
\n",
"
0.000000
\n",
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0.000000
\n",
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0.000000
\n",
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\n",
" \n",
"
\n",
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"
],
"text/plain": [
" difference >MR[.qal DBR[.piel\n",
">T==_animate 4.423044 0.000000 4.423044\n",
"L_animate 4.388867 4.388867 0.000000\n",
"L_inanimate 3.622353 3.622353 0.000000\n",
"L_animate 1.152003 5.999025 4.847022\n",
"MR[.qal', 'DBR[.piel', 'vi_cmpl_animacy').head(9)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can note key differences here in preposition preference. דבר takes complements with an accompaniment sense \"with\": >T, B, and \n",
"\n",
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotPa('>MR[.qal', 'NGD[.hif', 'vi_subj_animacy')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can note that the complement experiments are lower except for in vf_cmpl_animacy where there is an increase in similarity:"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
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" \n",
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averaged
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>MR[.qal
\n",
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NGD[.hif
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\n",
" \n",
" \n",
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\n",
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L_animate
\n",
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3.564026
\n",
"
4.445276
\n",
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2.682775
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" averaged >MR[.qal NGD[.hif\n",
"L_animate 3.564026 4.445276 2.682775"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topCommon('>MR[.qal', 'NGD[.hif', 'vf_cmpl_animacy').head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here is the important category that we have seen in the latter two terms."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also see that ppmi has eliminated some otherwise similar terms from the frame experiment:"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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305.5
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609.0
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2.0
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123.0
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190.0
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"text/plain": [
" averaged >MR[.qal NGD[.hif\n",
">L_animate 305.5 609.0 2.0\n",
"L_animate 123.0 190.0 56.0\n",
"L_inanimate 12.5 24.0 1.0\n",
"B_animate 3.5 2.0 5.0"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topCommon('>MR[.qal', 'NGD[.hif', 'vf_cmpl_animacy', count_type='raw').head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Why does the similarity take such a hit in the inventory experiment?"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
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NGD[.hif
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>L_animate
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5.999025
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3.622353
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1.205904
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1.205904
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0.000000
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1.185032
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4.388867
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3.203835
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" difference >MR[.qal NGD[.hif\n",
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"L_inanimate 3.622353 3.622353 0.000000\n",
"MR[.qal', 'NGD[.hif', 'vi_cmpl_animacy').head(7)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It would seem again that higher frequency of אמר as compared to נגד results in less common values between these two terms."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Analyzing Surprising אמר Matches"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### אמר and נתן\n",
"\n",
"This is the first surprising pair which we will investigate. In which areas does this pairing differ from the non-surprising matches?"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"say_give = get_sim_experiments('>MR[.qal', 'NTN[.qal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see high levels of agreement across object experiments. Yet, it is significant that this high level of agreement in the presence/absence of an object is not accompanied by high levels of agreement in the domain and lexeme experiments. This is suspect, since the high levels in complement experiments, by comparison, were also accompanied with high similarities across domain and lexeme. This may be an important observation."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And now, in comparison to the intuitively similar matches:"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotPa('NGD[.hif', 'NTN[.qal', 'vi_cmpl_pa')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Overall נתן prefers a complement much more often. Though it is close with נגד in the above experiment, this differs in the frame experiment where there is more distance."
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"NGD[.hif\n",
"Cmpl 0.683333\n",
"Cmpl|Cmpl 0.012500\n",
"Cmpl|Cmpl|Cmpl 0.000000\n",
"ø 0.304167\n",
"Name: NGD[.hif, dtype: float64 \n",
"\n",
"NTN[.qal\n",
"Cmpl 0.768451\n",
"Cmpl|Cmpl 0.045634\n",
"Cmpl|Cmpl|Cmpl 0.000563\n",
"ø 0.185352\n",
"Name: NTN[.qal, dtype: float64 \n",
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotPa('NGD[.hif', 'NTN[.qal', 'vf_cmpl_pa')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Overall, we can see that אמר and נתן share closer similarities in their preference for objects but differ in their preference for complements. Namely, נתן requires the complement more often than אמר. These same tendencies are seen when נתן is compared against the other terms that are intuitively similar to אמר.\n",
"\n",
"In short summary, here are some primary observations about the key differences between the intuitive matches and this surprising match:\n",
"* high similarity in presence/absence object experiments does not correspond with low similarity in object domain and lexeme experiments.\n",
"* differing preference for complements with a higher complement requirement for נתן\n",
"* decreased similarity in clause-internal context words"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### אמר and עשׂה"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"say_do = get_sim_experiments('>MR[.qal', '"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compareChange(('>MR[.qal', 'MR[.qal', 'QR>[.qal'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We see large decreases in similarity across animacy, domain, and lexeme experiments. The highest increases are in the object experiments and adjunct domain.\n",
"\n",
"The decreases across lexeme, domain, and animacy experiments that are accompanied by higher presence/absence experiments raises a question. Could it be that surprising matches frequently have higher grammatical similarity than contextual similarity? If we rearrange the order of the barchart, maybe those differences will be more apparent. We do that here and then test the resulting outcome."
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [],
"source": [
"# make NEW bar orders to test grammatical/contextual hypothesis\n",
"# we reorder the plots so that grammar comes first and context second\n",
"# bar order is handled under the colors argument of my plotting functions\n",
"\n",
"grammar = '''\n",
"vg_tense\n",
"vi_allarg_pa\n",
"vi_coad_pa\n",
"vi_adj+_pa\n",
"vi_cmpl_pa\n",
"vi_objc_pa\n",
"vf_argAll_pa\n",
"vf_coad_pa\n",
"vf_adju_pa\n",
"vf_cmpl_pa\n",
"vf_obj_pa\n",
"'''.strip().split('\\n')\n",
"\n",
"context = '''\n",
"vd_domain_simple\n",
"vd_domain_embed\n",
"vd_con_chain\n",
"vd_con_clause\n",
"vd_con_window\n",
"vd_par_lex\n",
"vi_subj_animacy\n",
"vi_allarg_animacy\n",
"vi_coad_animacy\n",
"vi_adj+_animacy\n",
"vi_cmpl_animacy\n",
"vi_objc_animacy\n",
"vi_subj_domain\n",
"vi_allarg_domain\n",
"vi_coad_domain\n",
"vi_adj+_domain\n",
"vi_cmpl_domain\n",
"vi_objc_domain\n",
"vi_allarg_lex\n",
"vi_coad_lex\n",
"vi_subj_lex\n",
"vi_adj+_lex\n",
"vi_cmpl_lex\n",
"vi_objc_lex\n",
"vf_argAll_animacy\n",
"vf_coad_animacy\n",
"vf_adju_animacy\n",
"vf_cmpl_animacy\n",
"vf_obj_animacy\n",
"vf_argAll_domain\n",
"vf_coad_domain\n",
"vf_adju_domain\n",
"vf_cmpl_domain\n",
"vf_obj_domain\n",
"vf_argAll_lex\n",
"vf_coad_lex\n",
"vf_adju_lex\n",
"vf_cmpl_lex\n",
"vf_obj_lex\n",
"'''.strip().split('\\n')\n",
"\n",
"# map experiment groups to colors\n",
"color2experiment2 = ((reds[3], grammar),\n",
" (blues[4], context))\n",
"\n",
"# make ordered tuple of colors\n",
"expcolors2 = tuple((exp, color) for color, exp_list in color2experiment2 # make tuple of colors\n",
" for exp in exp_list) "
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compareChange(('>MR[.qal', 'MR[.qal', 'QR>[.qal'), colors=expcolors2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here se can see that the biggest differences are towards the top of the graph, where the grammatical experiments have now been moved, though there are smaller changes below for object and adjuncts. The vi_adj+\\_domain is the biggest contextual gain. There are also slight gains in context in the chain and window, but *not* in vd_con_clause. This is significant because above we saw vd_con_clause as an experiment that was likewise consistently higher amongst the three intuitive matches. Looking back to נתן, do we see a similar grammar/context divide in the new plot order?"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compareChange(('>MR[.qal', 'NTN[.qal'),('>MR[.qal', 'QR>[.qal'), colors=expcolors2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here too we see the biggest differences in the pa experiments, namely for object. There are also two bigger differences in context at adjunct (as seen above as well) and smaller increases in the object. We can again take note of the decrease in similarity in the vd_con_clause experiment. \n",
"\n",
"Returning to עשׂה, do we see the same grammar/context division with דבר and נגד as the comparison point?"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compareChange(('>MR[.qal', 'MR[.qal', 'DBR[.piel'), colors=expcolors2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this comparison the division is even more evident."
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compareChange(('>MR[.qal', 'MR[.qal', 'NGD[.hif'), colors=expcolors2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The tendency is less marked in the comparison with נגד. But we can note that the main gains in the context are restricted to the subject, allarg, coad, adj+ domains with no gains in complement or object domains. The same is true for the gains in subject and adjunct lexemes. Subject animacy is moderately increased. There is also a contextual increase in the domain_embed and con_chain categories. But we can see the indicative lower score for the vd_con_clause. Overall, the most substantive increases in similarity come in the pa experiments, as we have seen above.\n",
"\n",
"To most thoroughly test the hypothesis, we will link every pa experiment score difference to its corresponding contextual experiment. We then plot all of the points and fit a line through them to look for a regression."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### נתן Revisited\n",
"\n",
"We've seen above that there seems to be a correlation between higher pa experiments, lower domain/lex experiments, and surprising matches. We've looked at the comparison of נתן with קרא above and saw that was so. What about the last two intuitive matches, דבר and נגד? "
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compareChange(('>MR[.qal', 'NTN[.qal'),('>MR[.qal', 'DBR[.piel'), colors=expcolors2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that the increases in object presence/absence experiments here is accompanied with very slight increases in object domain and lexeme experiments. This is a different situation that we've seen in other surprising cases. What might be driving these improvements?"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"data": {
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averaged
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>MR[.qal
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NTN[.qal
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TCW<H/
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5.667703
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4.667703
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KBWD/
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6.039672
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QWL/
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3.205297
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0.912815
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5.497778
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"
<BD/
\n",
"
3.123382
\n",
"
2.123382
\n",
"
4.123382
\n",
"
\n",
"
\n",
"
R</
\n",
"
2.552226
\n",
"
2.552226
\n",
"
2.552226
\n",
"
\n",
"
\n",
"
<LH/
\n",
"
1.286881
\n",
"
1.286881
\n",
"
1.286881
\n",
"
\n",
"
\n",
"
DBR/
\n",
"
1.251914
\n",
"
1.620397
\n",
"
0.883432
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" averaged >MR[.qal NTN[.qal\n",
"TCWMR[.qal', 'NTN[.qal', 'vi_objc_lex')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we see some legitimate semantic similarities between speaking and giving. One can speak salvation, glory, words, as well as give them. Though, looking at these cases individually, we see that the senses may be different. In the cases with אמר, it seems that an adjunct or complement role might be a more appropriate tagging than object."
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {},
"outputs": [],
"source": [
"# B.show(experiments['vi_objc_lex'].target2basis2result['>MR[.qal']['"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compareChange(('>MR[.qal', 'NTN[.qal'),('>MR[.qal', 'NGD[.hif'), colors=expcolors2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In the case of דבר we can definitely see the grammar/context division. With נגד that is less clear. As we saw with עשׂה, the comparison to נגד yields improvements in the pa inventory domain experiments. However, we see that these gains do not fully translate to the pa frame experiments. Crucially, the large gains in the object presence/absence experiments is accompanied with similarity *decreases* in object domain and lexemes. We also see, as with the last cases, there is a decrease in `vd_con_clause` for both דבר and נגד."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### היה.qal"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Similarity scores for HJH:\n"
]
},
{
"data": {
"text/plain": [
"NTN[.qal 0.612082\n",
"[.qal 0.547493\n",
"JY>[.qal 0.478234\n",
"QR>[.qal 0.471106\n",
"Name: HJH[.qal, dtype: float64"
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"top_be = sim['HJH[.qal'].sort_values(ascending=False).head(5)\n",
"plotTop(top_be, 'HJH[.qal')\n",
"print('Similarity scores for HJH:')\n",
"top_be"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All of the similar terms are surprising for this verb. There is thus the added difficulty here that there is no apparent intuitively similar term to test the surprising occurrences against."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### היה and נתן"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"be_give = get_sim_experiments('HJH[.qal', 'NTN[.qal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The most striking difference in similarity is the negative scores for the presence of an object. Interestingly, these negative similarities in object presence/absence are not accompanied with negative scores for object animacy, domain, or lexeme. Likewise, we see that comparatively lower scores for the complement presence/absence experiments do not quite show up in the animacy, domain, and lexical experiments. \n",
"\n",
"For the first time we see a low score for vi_subj_animacy, whereas with אמר the paired terms consistently scored higher in this experiment. This makes sense as היה is not strictly a verb with a living actant like אמר. \n",
"\n",
"It looks like there is indeed some parallelism that occurs between נתן and היה as evidenced by vd_par_lex.\n",
"\n",
"Looking across the similarity chart as a whole, we see high scores for the adjunct experiments, especially in the vi_adj+\\_domain. What kinds of common adjunct might these be?"
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
""
],
"text/plain": [
" averaged HJH[.qal NTN[.qal\n",
">L_QYH/ 7.204571 7.204571 7.204571\n",
"B_PQD[ 7.204571 7.204571 7.204571\n",
"B_MLWN/ 7.204571 7.204571 7.204571\n",
"LMXZH/ 7.119609 7.619609 6.619609\n",
"B_GWRL/ 6.997052 6.204571 7.789534\n",
"L_>WR[ 6.704571 7.204571 6.204571\n",
"L_>CH/ 6.438324 5.034646 7.842001\n",
"B_CM<[ 6.412090 7.204571 5.619609"
]
},
"execution_count": 97,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topCommon('HJH[.qal', 'NTN[.qal', 'vi_adj+_lex').head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see a lot of important similarities indicated with the L + verb or L + noun constructions. For instance, with L_Divide we can see a series of examples where something can be given or can be *as/for* something."
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [],
"source": [
"#B.show(experiments['vi_adj+_domain'].target2basis2result['HJH[.qal']['L_Divide']) # uncomment to peruse examples"
]
},
{
"cell_type": "code",
"execution_count": 99,
"metadata": {},
"outputs": [],
"source": [
"#B.show(experiments['vi_adj+_domain'].target2basis2result['NTN[.qal']['L_Divide']) # uncomment to peruse examples"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can also note that the phrase לאישׁה is an easily recognizable similarity between these two verbs: to be \"as a wife\" and to be given \"as a wife.\" Thus, the similarities in adjunct are important and do indeed show some cross over in semantic sense between נתן and היה."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### היה and עשׂה"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"be_do = get_sim_experiments('HJH[.qal', '"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"be_come = get_sim_experiments('HJH[.qal', 'BW>[.qal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we can see the similarity between היה and the movement verb בוא in that they both often lack an object:"
]
},
{
"cell_type": "code",
"execution_count": 102,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"HJH[.qal\n",
"Objc 0.013037\n",
"ø 0.986963\n",
"Name: HJH[.qal, dtype: float64 \n",
"\n",
"BW>[.qal\n",
"Objc 0.010526\n",
"ø 0.989474\n",
"Name: BW>[.qal, dtype: float64 \n",
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotPa('HJH[.qal', 'BW>[.qal', 'vi_objc_pa')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Indeed, we would expect היה and בוא to *never* take an object. But the object's presence here is due to idiosyncrasies in the ETCBC encoding, which occasionally encodes complementized elements as objects. \n",
"\n",
"One key difference between היה and בוא comes in the complements experiments, where similarity is consistently lower."
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"HJH[.qal\n",
"Cmpl 0.237192\n",
"ø 0.762808\n",
"Name: HJH[.qal, dtype: float64 \n",
"\n",
"BW>[.qal\n",
"Cmpl 0.667852\n",
"ø 0.332148\n",
"Name: BW>[.qal, dtype: float64 \n",
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
],
"text/plain": [
" difference HJH[.qal BW>[.qal\n",
"JLM/ 8.134426 0.000000 8.134426\n",
"DRK/_>TRJM/ 8.134426 0.000000 8.134426\n",
"GZR=/ 8.134426 0.000000 8.134426\n",
"KKR/ 8.134426 8.134426 0.000000\n",
"K_[.qal', 'vi_cmpl_lex').head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The presence of locations in the complement lex inventory for בוא attests to its status as a movement verb. Notably, many of these slots are empty for היה. \n",
"\n",
"Finally, as with the last example, the category of adjunct experiments consistently score higher."
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
averaged
\n",
"
HJH[.qal
\n",
"
BW>[.qal
\n",
"
\n",
" \n",
" \n",
"
\n",
"
>T==_<M/
\n",
"
7.204571
\n",
"
7.204571
\n",
"
7.204571
\n",
"
\n",
"
\n",
"
B_>CMRT/
\n",
"
7.204571
\n",
"
7.204571
\n",
"
7.204571
\n",
"
\n",
"
\n",
"
B_>CMH/
\n",
"
7.204571
\n",
"
7.204571
\n",
"
7.204571
\n",
"
\n",
"
\n",
"
ZKR=/
\n",
"
7.119609
\n",
"
6.619609
\n",
"
7.619609
\n",
"
\n",
"
\n",
"
B_CLX[
\n",
"
6.704571
\n",
"
7.204571
\n",
"
6.204571
\n",
"
\n",
"
\n",
"
B_QWM[
\n",
"
6.704571
\n",
"
6.204571
\n",
"
7.204571
\n",
"
\n",
"
\n",
"
B_MYWR=/
\n",
"
6.619609
\n",
"
6.619609
\n",
"
6.619609
\n",
"
\n",
"
\n",
"
B_NS<[
\n",
"
6.412090
\n",
"
7.204571
\n",
"
5.619609
\n",
"
\n",
"
\n",
"
L_<T/
\n",
"
6.251126
\n",
"
6.619609
\n",
"
5.882643
\n",
"
\n",
"
\n",
"
>XR/_DBR/
\n",
"
6.204571
\n",
"
7.789534
\n",
"
4.619609
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" averaged HJH[.qal BW>[.qal\n",
">T==_CMRT/ 7.204571 7.204571 7.204571\n",
"B_>CMH/ 7.204571 7.204571 7.204571\n",
"ZKR=/ 7.119609 6.619609 7.619609\n",
"B_CLX[ 6.704571 7.204571 6.204571\n",
"B_QWM[ 6.704571 6.204571 7.204571\n",
"B_MYWR=/ 6.619609 6.619609 6.619609\n",
"B_NS<[ 6.412090 7.204571 5.619609\n",
"L_XR/_DBR/ 6.204571 7.789534 4.619609"
]
},
"execution_count": 105,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topCommon('HJH[.qal', 'BW>[.qal', 'vi_adj+_lex').head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"One of the similarities we see here is the B + verb pattern which anchor the verb in an event."
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [],
"source": [
"#B.show(experiments['vi_adj+_lex'].target2basis2result['BW>[.qal']['B_QWM['])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In brief summary then, we see that היה and בוא share high similarities in their lack of an object as well as in their adjunct elements. This is different from the situation between היה and נתן and היה and עשׂה. However, they differ significantly in their preference for a complement.\n",
"\n",
"As one last note, we can see a small increase in subject animacy as compared with the last cases."
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"HJH[.qal\n",
"animate 0.519796\n",
"inanimate 0.480204\n",
"Name: HJH[.qal, dtype: float64 \n",
"\n",
"BW>[.qal\n",
"animate 0.836299\n",
"inanimate 0.163701\n",
"Name: BW>[.qal, dtype: float64 \n",
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotPa('HJH[.qal', 'BW>[.qal', 'vi_subj_animacy')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"בוא has more inanimate subjects than we might expect. But perusing the cases in the HB shows how this verb is often used with non-living, but moving objects."
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [],
"source": [
"#B.show(experiments['vi_subj_animacy'].target2basis2result['BW>[.qal']['inanimate']) # uncomment to view full results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### היה and יצא"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"be_goout = get_sim_experiments('HJH[.qal', 'JY>[.qal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Like the comparison with בוא, the complement experiments show lower levels of similarity than their comparative experiments. We see very high levels of similarity in object experiments. The adjunct experiments also exhibit a higher level of similarity. The vd experiments appear slightly lower than in the pairing with בוא.\n",
"\n",
"Below we plot the object agreement."
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"HJH[.qal\n",
"Objc 0.013037\n",
"ø 0.986963\n",
"Name: HJH[.qal, dtype: float64 \n",
"\n",
"BW>[.qal\n",
"Objc 0.010526\n",
"ø 0.989474\n",
"Name: BW>[.qal, dtype: float64 \n",
"\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotPa('HJH[.qal', 'BW>[.qal', 'vi_objc_pa')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is the same shape which we saw in the בוא comparison.\n",
"\n",
"Which adjunct features does יצא share with היה?"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
averaged
\n",
"
HJH[.qal
\n",
"
JY>[.qal
\n",
"
\n",
" \n",
" \n",
"
\n",
"
K_JY>[
\n",
"
6.997052
\n",
"
7.789534
\n",
"
6.204571
\n",
"
\n",
"
\n",
"
L_PQD[
\n",
"
6.704571
\n",
"
6.204571
\n",
"
7.204571
\n",
"
\n",
"
\n",
"
B_CBJ<J/
\n",
"
6.382643
\n",
"
6.882643
\n",
"
5.882643
\n",
"
\n",
"
\n",
"
B_>SP[
\n",
"
6.204571
\n",
"
6.204571
\n",
"
6.204571
\n",
"
\n",
"
\n",
"
L_PNH[
\n",
"
6.119609
\n",
"
6.619609
\n",
"
5.619609
\n",
"
\n",
"
\n",
"
K_GBWR/
\n",
"
6.119609
\n",
"
6.619609
\n",
"
5.619609
\n",
"
\n",
"
\n",
"
K_KLH[
\n",
"
5.745140
\n",
"
7.745140
\n",
"
3.745140
\n",
"
\n",
"
\n",
"
B_YHRJM/
\n",
"
5.704571
\n",
"
6.204571
\n",
"
5.204571
\n",
"
\n",
"
\n",
"
MN_MXRT/
\n",
"
5.531229
\n",
"
7.381449
\n",
"
3.681009
\n",
"
\n",
"
\n",
"
>XR/_KN
\n",
"
5.441298
\n",
"
6.552494
\n",
"
4.330102
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" averaged HJH[.qal JY>[.qal\n",
"K_JY>[ 6.997052 7.789534 6.204571\n",
"L_PQD[ 6.704571 6.204571 7.204571\n",
"B_CBJSP[ 6.204571 6.204571 6.204571\n",
"L_PNH[ 6.119609 6.619609 5.619609\n",
"K_GBWR/ 6.119609 6.619609 5.619609\n",
"K_KLH[ 5.745140 7.745140 3.745140\n",
"B_YHRJM/ 5.704571 6.204571 5.204571\n",
"MN_MXRT/ 5.531229 7.381449 3.681009\n",
">XR/_KN 5.441298 6.552494 4.330102"
]
},
"execution_count": 111,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topCommon('HJH[.qal', 'JY>[.qal', 'vi_adj+_lex').head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Many of the matches here are with verbal adjuncts, one of the most interesting being כיצא due to it being the same root as our current target verb. We also see a higher number of ב, ל, and כ prepositions. ל is listed twice. We also see three time markers, בצהרים, אחר כן, ממחרת.\n",
"\n",
"In short summary, all surprisingly matched verbs have in common a higher score for adjunct experiments. There are two categories of surprising matches: 1. verbs which differ in both their complement and object preferences but share a high degree of adjunct agreement (NTN and >FH), 2. verbs that share object and adjunct preferences but differ in their complement preferences (BW> and JY>). \n",
"\n",
"Since היה had no intuitively similar matches, we delay further comparisons with the `compareChange` plots. נתן and בוא are part of the case study set and have intuitive matches that can be used to compare over against היה."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### היה and קרא"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
\n",
""
],
"text/plain": [
" averaged NTN[.qal CR_Speak 4.842522 3.453718 6.231326\n",
"K>CR_See 4.821928 5.321928 4.321928\n",
"L_Unclean 4.821928 5.321928 4.321928"
]
},
"execution_count": 133,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topCommon('NTN[.qal', 'FH exhibit a high degree of object and adjunct similarity. The main difference can be seen in complement experiments, especially in those which measure animacy. The vf_argAll_animacy frame is especially lower due to differences in the meaning of these two terms."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### עשׁה and היה\n",
"\n",
"Previously when we encountered this pairing we had no intuitively similar term with which to compare to היה and עשׁה. Now we can utilize בנה to show more clearly the differences between these two verbs."
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"top_go = sim['BW>[.qal'].sort_values(ascending=False).head(5)\n",
"plotTop(top_go, 'BW>[.qal')\n",
"print('Similarity scores for BW>:')\n",
"top_go"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"All of these terms are intuitive matches and these are the highest similarity scores we have seen up to this point. Below I show the top seven, in order to see where the main decreases in similarity occur."
]
},
{
"cell_type": "code",
"execution_count": 149,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotPa('BW>[.qal', 'HLK[.qal', 'vi_cmpl_pa')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This shows a small differentiation in complement preference, with BW> prefering a complement more often. We look now at the complement domain experiment and the primary differences there."
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
difference
\n",
"
BW>[.qal
\n",
"
HLK[.qal
\n",
"
\n",
" \n",
" \n",
"
\n",
"
>XR/_Think
\n",
"
7.8009
\n",
"
0.0
\n",
"
7.8009
\n",
"
\n",
"
\n",
"
>XR/_Names of Locations
\n",
"
7.8009
\n",
"
0.0
\n",
"
7.8009
\n",
"
\n",
"
\n",
"
>XR/_Prophets
\n",
"
7.8009
\n",
"
0.0
\n",
"
7.8009
\n",
"
\n",
"
\n",
"
>XR/_Good
\n",
"
7.8009
\n",
"
0.0
\n",
"
7.8009
\n",
"
\n",
"
\n",
"
>XR/_Containers
\n",
"
7.8009
\n",
"
0.0
\n",
"
7.8009
\n",
"
\n",
"
\n",
"
>L_Right
\n",
"
7.8009
\n",
"
0.0
\n",
"
7.8009
\n",
"
\n",
"
\n",
"
BMW_Fire
\n",
"
7.8009
\n",
"
0.0
\n",
"
7.8009
\n",
"
\n",
"
\n",
"
>XR/_Worthless
\n",
"
7.8009
\n",
"
0.0
\n",
"
7.8009
\n",
"
\n",
"
\n",
"
>XR/_Unwilling
\n",
"
7.8009
\n",
"
0.0
\n",
"
7.8009
\n",
"
\n",
"
\n",
"
Control
\n",
"
7.8009
\n",
"
0.0
\n",
"
7.8009
\n",
"
\n",
"
\n",
"
DRK/_Leaders
\n",
"
7.8009
\n",
"
0.0
\n",
"
7.8009
\n",
"
\n",
"
\n",
"
KJ_Impact
\n",
"
7.8009
\n",
"
0.0
\n",
"
7.8009
\n",
"
\n",
"
\n",
"
>XR/_Sin
\n",
"
7.8009
\n",
"
0.0
\n",
"
7.8009
\n",
"
\n",
"
\n",
"
K_Unable
\n",
"
7.8009
\n",
"
0.0
\n",
"
7.8009
\n",
"
\n",
"
\n",
"
>XR/_Messengers
\n",
"
7.8009
\n",
"
0.0
\n",
"
7.8009
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"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" difference BW>[.qal HLK[.qal\n",
">XR/_Think 7.8009 0.0 7.8009\n",
">XR/_Names of Locations 7.8009 0.0 7.8009\n",
">XR/_Prophets 7.8009 0.0 7.8009\n",
">XR/_Good 7.8009 0.0 7.8009\n",
">XR/_Containers 7.8009 0.0 7.8009\n",
">L_Right 7.8009 0.0 7.8009\n",
"BMW_Fire 7.8009 0.0 7.8009\n",
">XR/_Worthless 7.8009 0.0 7.8009\n",
">XR/_Unwilling 7.8009 0.0 7.8009\n",
"Control 7.8009 0.0 7.8009\n",
"DRK/_Leaders 7.8009 0.0 7.8009\n",
"KJ_Impact 7.8009 0.0 7.8009\n",
">XR/_Sin 7.8009 0.0 7.8009\n",
"K_Unable 7.8009 0.0 7.8009\n",
">XR/_Messengers 7.8009 0.0 7.8009"
]
},
"execution_count": 158,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topUncommon('BW>[.qal', 'HLK[.qal', 'vi_cmpl_domain', focus='HLK[.qal').head(15)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we see the preposition אחר + domain which occurs quite frequently with הלך. There is also K and DRK. The same tendency does not show for עלה:"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {},
"outputs": [
{
"data": {
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difference
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BW>[.qal
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"
HLK[.qal
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"
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" \n",
" \n",
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<D_Buildings
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7.8009
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MN_Search
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7.8009
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7.8009
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>YL/_Location
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7.8009
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7.8009
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0.0
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BMW_Hide
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7.8009
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7.8009
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<D_Conflict
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L_Dwell
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<D_Towns
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7.8009
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0.0
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<D_Tents
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7.8009
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0.0
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L_Help
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7.8009
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7.8009
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>L_Confident
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7.8009
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<D_Non-Happen
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<D_Quantity
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7.8009
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7.8009
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Names of People
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"text/plain": [
" difference BW>[.qal HLK[.qal\n",
"YL/_Location 7.8009 7.8009 0.0\n",
"BMW_Hide 7.8009 7.8009 0.0\n",
"L_Confident 7.8009 7.8009 0.0\n",
"[.qal', 'HLK[.qal', 'vi_cmpl_domain', focus='BW>[.qal').head(15)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here there are many more "
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compareChange(('BW>[.qal', 'HLK[.qal'), ('BW>[.qal', ' show a lot of similarities across all experiments, but they slightly differ in their complement preferences. This pairing demonstrates how seemingly intuitive similarities might not be borne out in the data itself: though הלך might seem to be more similar than בוא, the complement preferences are different. Overall בוא does indeed seem to be more similar to עלה."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### בוא and יצא"
]
},
{
"cell_type": "code",
"execution_count": 161,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"go_goout = get_sim_experiments('BW>[.qal', 'JY>[.qal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here we see the distinctive \"plateau\" of agreement. This raises the question, why was יצא rated below הלך?"
]
},
{
"cell_type": "code",
"execution_count": 162,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"compareChange(('BW>[.qal', 'JY>[.qal'), ('BW>[.qal', 'HLK[.qal'), colors=expcolors2) # NB using the alternate order"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As compared with the HLK pairing, the JY> pairing has less adjunct domain similarities. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### בוא and שׁוב"
]
},
{
"cell_type": "code",
"execution_count": 163,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"go_return = get_sim_experiments('BW>[.qal', 'CWB[.qal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"שׁוב shows very high similarity scores across all but the vi and vf animacy experiments. In particular, the adjunct animacy is much lower by comparison to the other arguments. Why so?"
]
},
{
"cell_type": "code",
"execution_count": 164,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
],
"text/plain": [
" difference BW>[.qal CWB[.qal\n",
">XR/_inanimate 4.754888 0.000000 4.754888\n",
"LM[.qal', 'CWB[.qal', 'vi_adj+_animacy', focus='CWB[.qal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's not clear what the main difference might be here. There are no discernable themes in the differences."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### בוא and ירד"
]
},
{
"cell_type": "code",
"execution_count": 166,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"
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},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"go_descend = get_sim_experiments('BW>[.qal', 'JRD[.qal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Again we see the plateau shapes for the pa experiments. We can see small deficiencies in the complement experiments. Let's see what the differences may be."
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"outputs": [
{
"data": {
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"BRZL/ 8.134426 8.134426 0.0\n",
"B_[.qal', 'JRD[.qal', 'vi_cmpl_lex', focus='BW>[.qal').head(20)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"BW> appears to disagree more with JRD when there is a ב preposition present."
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {},
"outputs": [
{
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"
8.134426
\n",
"
0.0
\n",
"
8.134426
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" difference BW>[.qal JRD[.qal\n",
">L_SL_CXT/ 8.134426 0.0 8.134426\n",
"L_QYB/ 8.134426 0.0 8.134426\n",
"MN_>NJH/ 8.134426 0.0 8.134426\n",
"MN_BMH/ 8.134426 0.0 8.134426\n",
"MN_CPM/ 8.134426 0.0 8.134426\n",
"MN_JNWXH/ 8.134426 0.0 8.134426\n",
"MN_MGDL_SWNH/ 8.134426 0.0 8.134426\n",
">CQLWN/ 8.134426 0.0 8.134426\n",
"DR/ 8.134426 0.0 8.134426\n",
"L_KRM/ 8.134426 0.0 8.134426\n",
"[.qal', 'JRD[.qal', 'vi_cmpl_lex', focus='JRD[.qal').head(15)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"JRD appears to disagree more with BW> when there is a MN preposition present. It is likely that BW> prefers the B preposition while JRD prefers MN. Intuitively this would make sense. These findings reinforce the need for a separate preposition experiment in the future."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### נתן.qal"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Similarity scores for NTN:\n"
]
},
{
"data": {
"text/plain": [
"FJM[.qal 0.743461\n",
"[.hif 0.649756\n",
"LQX[.qal 0.615713\n",
"HJH[.qal 0.612082\n",
"Name: NTN[.qal, dtype: float64"
]
},
"execution_count": 169,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"top_give = sim['NTN[.qal'].sort_values(ascending=False).head(5)\n",
"plotTop(top_give, 'NTN[.qal')\n",
"print('Similarity scores for NTN:')\n",
"top_give"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The shape of this similarity plot is different from the last two, which both had a more distinguishable \"elbow\" after the first two terms, though we do see the elbow at היה. \n",
"\n",
"Importantly, all of the terms here are matched more closely than the top terms with אמר and היה:"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
">MR[.qal total similarity: 2.844562858050681\n",
"HJH[.qal total similarity: 2.7128060554005335\n",
"NTN[.qal total similarity: 3.3167665240130577\n"
]
}
],
"source": [
"for lex, sims in (('>MR[.qal', say_top_sim), ('HJH[.qal', top_be), ('NTN[.qal', top_give)):\n",
" print(f'{lex} total similarity: {sims.sum()}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Overall, all terms except for היה seem to have some intuitive similarity to נתן. >FH is the least intuitive of those matches. The match of לקח is especially interesting since these two terms might be construed as antonyms (giving vs. taking). "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### נתן and שׂים\n",
"\n",
"The match of שׂים at 0.74 is 0.04 points higher than עשׂה. It is a good match. What are the points of agreement and disagreement in similarity?"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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WovwivQvlfZhNGedjUKtSBojtNnGd3N71vG1mnlRj/5P5FWXw0i2rX7+fTUlewMOtkLakDFDbuW7C7ZSxT1Ya8HijeA1Dycx7IuKDlPETJlpYjNLHKN179o2ILzW8787vnj/1KO/13fNByi/oW2Tm/M6CiNiXkqwYxtspiYoDs2ua1+qmfc8h9w+L6Tu3AUcDe1MG012G3lOZNmEq52NvSjLxEa1JImIHSrJCkgbmmBWSHq0muigEQGb+nTLQ26oR0av7xkOq7g2XAU+OiA17VNmiev5NjXgmZsAY6Aa0iuHSKob1e1SZW+PYg/iH89VSGwAX9khULEHp/tOUB6vnOr+013p/u2Xm1Zn5VUq/+0uBF1U3/oPq1Rx7PWAtSjeYiWTdVOKc9HxUYwCcATyVMshqUI1JkZmXUrrlvISSCFtI6RrS6ZfAilU3gkEMda5H6CvAbykzvGyyiLpDqd7Pj1B+/a7VHWwAE99rk11T3TYAbulOVPTbzxRsUD1/e0T7h8lf9/IMMd5Ok6quiWdSBhZewD/OwtOkqZyPxfE+SRojJiskzUgRsUNEvLS6Ue0uW43StQHKTdSEiV+8j+weCC8iloiI1TtWHUO56fpk1bVkot7KlKlDJ+oMpBqg7EzgtRHx773qRMQzI+JJHau+TPme/kTn64yIdXl4UMKBRMTuVeuJXmUb8XCT+jN61WmJBcCGEbHGxIpqOtoDgKc1eJxbKa0xeg3W2VPd9zciVqla/3RbltJ94QFKK5JB7VlNnTpxrCWAT1Kuny931PseJRH3rojYpk+ccyLicR2rJgb7nOx8TLSW2JfSNeeXXWWbAy+kjOlyS9e2h1bPR3e+tx3xLNt17U7lNYxcZiala0YABy2GQx5BOQ/voLTEqS0iNqo+/52+ShkH4d0RMbujbuc11W0BsFJEPKtr/2+j/8CXdSyonud27f85lGuuCd+jfPZ3jIjuZNMBPNwtog12o4xb8trquhtKRKxfXQuP6Vg9lfOxoHqe27X/rWh4WlVJ48FuIJJmqk0pTX9viIizgCuq9etSZgt4LOU/W9/q2OaLlF9j3wJcEhHfo8xWsAblV99jKP8JA/gU8HJK8+XfR8TJlGbsb6AM7HhwZp5VM+YdKTduX4qI9wDnUrqnrAk8izIA6Bxgov/xf1MGC30d8JuI+Amlf/Z2lKTCq2oce2vg8xGxAPgFZYC5pSmDEW5FGf3/M9VsA211KGW61N9WA1LeT7kBfhplqtReM8DUlpl3RsS5wGYR8VXgYkrrgpMy8w+TbFrn/X1y9TouAP5AeT+eQJlidjXKe/G3Rxyhv19QBuo8gdJ8eytKd4xfU2bHmHht90fEa4GfAD+MiLMp3X7uovxi/jzK4IWrV+ugtIRYCBxUjT1xa7Wvj3Ycf2J2jycBP67Gkuks26Wr3kMy87SI2Idyg39J9Vm7gpK0WYeS6DiLcg1P9TUsFpn5syr+nkmUho91X9XFYh49Brwc0EQrpYdaVFVjYuxD+f75bdc1tQLlen1W134+XZWfFRHzqvqbUFo8fYsytsIwjqcMrvnpiNgCuITy3fUK4DuU8V+GUn3ud6PMtnJm9bqvp7yGZ1C+c+vOmjQSVeuKXoM/T9VplGtoXaqEwxTPxxGUWay+WY29c11Vd2vKdTr0+yRpvJiskDRT/TflP6xbUv7jvBWl/+7NlJkyvkaZcu2hX52qv3eqbvp3o9z0L035D9iZlEHhJureFxEvpfTB3ZEy7ekDwO+B92bm1+sGnJnXRMQ/V/t6HWWKwFmUgcouBD4LXNBR/96I2JKSQNmekpxZAHyUMpBhnWTFB6rXuCXwL5Rf5ZakDJ72A+CYanrT1srMIyPiXuC9lL7Pd1Ne01sp57ORZEXlLZTkyNaUZv0BXEO5UesXX533dwGl+f5cSreilSkDBv4Z2Af4h+lPB7AX5T3dlfIr+82UQVP3654tIjP/EGWq1b0pN3sTU+ReT+nGsD9lxoGJ+hdFxM6UVgPv5OFZHjqTFb+vtlmZR45J8bM+f3fG9ImI+AWlxdCLKEnC2ykD4h5F+TxP+TUsZu+nfB8NM2DnQDLzmxFxDg/PkNLUfg+JiOspr2UXSjexn1C+R77Wo/6Po0wX/UHKd9WDlLFMtqAkjoZKVmTmdVGm6fw45frYinKz/k7gVBq6Cc7Mb0XE1pTrZzvK1MJnUM7vPowuWTFxrdRpTTVydc9H9bncgvLd8G+Uf2N+D7yWkrg1WSGplmig9ZgkSZJapOrCcQVwXGbu0uB+5wObZ2abx7eZUapBQs8GfpGZTY6/M7H/BE7PzLkN7vNYStJ43cxc0NR+JamTY1ZIkiQ9eu0cERkR9yy6qqbJa6rnc0Z4jM2r6yCrcZ0kqfXsBiJJkvTocxtwYMfyA9MViB4pIlagdLN5NqXLxN+Aw0d0uAO7lu8c0XEkqVEmKyRJkh5lqulND5juONTXCpSZTG6jjBv0oVF1p8jMA0axX0kaNceskCRJkiRJrfKoa1mx8sor5+zZs6c7DEmSJEmS1OXXv/71XzNzlUXVe9QlK2bPns35558/3WFIkiRJkqQuEXHlIPWcDUSSJEmSJLWKyQpJkiRJktQqJiskSZIkSVKrmKyQJEmSJEmtYrJCkiRJkiS1iskKSZIkSZLUKiYrJEmSJElSq5iskCRJkiRJrWKyQpIkSZIktYrJCkmSJEmS1ComKyRJkiRJUquYrJAkSZIkSa1iskKSJEmSJLWKyQpJkiRJktQqJiskSZIkSVKrmKyQJEmSJEmtYrJCkiRJkiS1iskKSZIkSZLUKiYrJEmSJElSqyw53QFIktSEzfY9Yajtzzxo+4YikSRJ0rBsWSFJkiRJklrFZIUkSZIkSWoVkxWSJEmSJKlVTFZIkiRJkqRWMVkhSZIkSZJaxWSFJEmSJElqFZMVkiRJkiSpVUxWSJIkSZKkVjFZIUmSJEmSWsVkhSRJkiRJahWTFZIkSZIkqVVMVkiSJEmSpFYxWSFJkiRJklrFZIUkSZIkSWoVkxWSJEmSJKlVTFZIkiRJkqRWMVkhSZIkSZJaxWSFJEmSJElqFZMVkiRJkiSpVUxWSJIkSZKkVjFZIUmSJEmSWsVkhSRJkiRJahWTFZIkSZIkqVVMVkiSJEmSpFYxWSFJkiRJklrFZIUkSZIkSWoVkxWSJEmSJKlVTFZIkiRJkqRWmbZkRUQcExF/iYg/9il/U0T8ISIuiIizI+LZiztGSZIkSZK0+E1ny4pjga0nKb8C2Dwznwl8BDhqcQQlSZIkSZKm15LTdeDMPCMiZk9SfnbH4i+BNUcdkyRJkiRJmn4zZcyKtwE/6lcYEbtFxPkRcf5NN920GMOSJEmSJElNa32yIiK2oCQr/rNfncw8KjM3ycxNVllllcUXnCRJkiRJaty0dQMZREQ8C/gi8PLMvHm645EkSZIkSaPX2pYVEbE28B3gLZl58XTHI0mSJEmSFo9pa1kREV8H5gIrR8Q1wP7AYwAy8wvAfsATgSMiAuCBzNxkeqKVJEmSJEmLy3TOBrLDIsrfDrx9MYUjSZIkSZJaotVjVkiSpJlpne0OGWr7K+ft3VAkkiRpJmrtmBWSJEmSJGk8mayQJEmSJEmtYrJCkiRJkiS1iskKSZIkSZLUKiYrJEmSJElSq5iskCRJkiRJrWKyQpIkSZIktYrJCkmSJEmS1ComKyRJkiRJUquYrJAkSZIkSa1iskKSJEmSJLWKyQpJkiRJktQqJiskSZIkSVKrmKyQJEmSJEmtYrJCkiRJkiS1iskKSZIkSZLUKiYrJEmSJElSq5iskCRJkiRJrWKyQpIkSZIktYrJCkmSJEmS1ComKyRJkiRJUquYrJAkSZIkSa1iskKSJEmSJLWKyQpJkiRJktQqJiskSZIkSVKrmKyQJEmSJEmtYrJCkiRJkiS1iskKSZIkSZLUKiYrJEmSJElSq5iskCRJkiRJrWKyQpIkSZIktYrJCkmSJEmS1ComKyRJkiRJUquYrJAkSZIkSa1iskKSJEmSJLWKyQpJkiRJktQqJiskSZIkSVKrmKyQJEmSJEmtYrJCkiRJkiS1iskKSZIkSZLUKiYrJEmSJElSq5iskCRJkiRJrWKyQpIkSZIktcqS0x2AJEmafpvte8JQ25950PYNRSJJkmTLCkmSJEmS1DK2rFBfe62411DbH3rroQ1FIkmSJEkaJ7askCRJkiRJrWKyQpIkSZIktYrJCkmSJEmS1ComKyRJkiRJUqvUSlZExOMjYr+IOCsiLomIOdX6lav1G40mTEmSJEmSNC4Gng0kIlYBzgLWAy6tnh8LkJl/jYidgRWAvUcQpyRJkiRJGhN1pi79KLAasClwFfCXrvLvAS9pKC5JkiRJkjSm6nQDeQVwRGb+Bsge5ZcDazUSlSRJkiRJGlt1WlasTOn+0c9CYJlBdxYRx1ASIH/JzGf0KA/gMGAb4C5glypRIkmSxsw62x0y1PZXzrOXqiRJM0mdlhU3AOtPUv4cSveQQR0LbD1J+cuBDavHbsDna+xbkiRJkiTNUHWSFScDb4uI1bsLImJTYCfKuBUDycwzgFsmqbItcHwWvwRW6HVsSZIkSZL06FInWXEg8ADwW+AgyrgVO0fE14EzgOuATzQY25OBqzuWr6nWPUJE7BYR50fE+TfddFODIUiSJEmSpMVt4GRFZt4A/AtwLvDvQABvAbYDfgpslpmTtZQYmcw8KjM3ycxNVllllekIQZIkSZIkNaTOAJtk5tXAthHxBOCplITFpSNKUlzLP84usma1TjPUXivuNdT2h956aEORSJIkSZLabKBkRUQsB3wG+FFmfjMz7wDOG2lkcBKwR0R8A9gUuD0zrx/xMTXGTr/wuqG23/xpazQUiSRJkiSNt4GSFZl5Z0S8EfhFUweuxrqYC6wcEdcA+wOPqY73BcqAnttQpku9C3hrU8eWJEmSJEntVacbyIXA7KYOnJk7LKI8gXc1dTxJkiRJkjQz1JkN5GDgPyLiKaMKRpIkSZIkqU7Lio0oU4leEBE/AC6hdM/olJn5kaaCkzRzOOaHJEmSpKbUSVYc0PH3a/rUScBkhSRJkiRJmrI6yYp1RxaFJEmSJElSZeBkRWZeOcpAJKnT5069YKjt99jymQ1FIkmSJGlxq9Oy4iER8UQebmlxRWbe3FxIkiRJkiRpnNVKVkTEs4HPAC/qWn8m8J7M/EODsUkzmgNOSpIkSdLUDJysiIhnAGcBywDfA/5UFT0deCVwZkS8IDP/1GcXkiRJktRKNx7ygaG2X3XvgxuKRBLUa1nxYeB+4IXdLSiqRMYZVZ3XNReeJKktHEdEkiRJi0udZMWLgcN7dfXIzD9GxBHA7o1FJkmSJD1K3XbycUNtv8I2OzcUiSS10xI16i4L3DBJ+fVVHUmSJEmSpCmrk6y4HHjFJOWvqOpIkiRJkiRNWZ1uIMcDB0XE14CPAf9brd8Y2Bd4GbBPs+FJkiRJ089uG5K0eNVJVnwKeC7wRmB7YGG1fgkggHnAfzcanSRJkiRJGjsDJysy80Fg+4j4IvBqYN2q6HLgxMw8dQTxaUB7rbjX0Ps49NZDG4hEM8XpF1431PabP22NhiKRJEmSpH9Up2UFAJl5CnDKCGKRJEmSJEkaPFkRESsBa/aaurQqfxZwdWbe2lRwkh5mSwhJkgbnGBOSNLPVaVlxMGXMiuf2Kf8ycB6w+7BBtdGw3SzsYiFJM8tm+54w1PZnHrR9Q5FIkiSNnzpTl24BfH+S8pOALYcLR5IkSZIkjbs6yYo1gKsmKb+mqiNJkiRJkjRldbqB/B1YZ5LydYB7hwunOQvOWHfRlSYx+8VXNBSJJEmSJEmqo07LinOBnSPi8d0F1bqdgF81FZgkSZIkSRpPdZIVnwLWBM6OiNdHxAbV4/XA2VXZJ0cRpCRJkiRJGh8DdwPJzJ9HxDuBw4DuIdLvB/bIzFObDE6SJEmS1H7z58wZavu555zTUCR6tKgzZgWZeWRE/ADYDtigWn0x8K3MvLbp4CRJkjQebjv5uKG2X2GbnRuKRJLUBrWSFQBVUuLQEcQiSZIkSZJUP1nRKSKWBLYFVgK+n5k3NBKVJEnSmFtnu0OG2v7KeXs3FIkkSYvfwAOU1qaNAAAgAElEQVRsRsTBEXFex3IApwLzgCOBCyJi/eZDlCRJkiRJ46TObCBbA2d2LL8SeDFlBpAdq3X7NBSXJEmSJEkaU3W6gawFXNKx/ErgiszcByAing68qcHYJEmSJEnSGKrTsmIp4IGO5S0o3UAmXA6s3kRQkiRJkiRpfNVJVlwNzIGHWlGsB5zeUf4k4M7mQpMkSZIkSeOoTjeQbwAfiognAU8H7gBO7ih/DnBZg7FJkiRJkqQxVKdlxUHAsZTWFQnslJm3AUTE8sCrgNOaDlCSJEmSJI2XgVtWZOa9wNuqR7e/UcaruKuhuCRJkiRJ0piq0w2kr8xcCNzexL4kSZIkSdJ4q9MNRJIkSZIkaeRMVkiSJEmSpFYxWSFJkiRJklrFZIUkSZIkSWqVRgbYlCRJi9dm+54w1PZnHrR9Q5FIkiQ1b+CWFRHxwYhYfZTBSJIkSZIk1ekG8mHgqoj4fkS8OiJmjSooSZIkSZI0vuokKzYFvgRsBnwbuCYiPh4RTxlJZJIkSZIkaSwNnKzIzPMyc3dgdeCtwMXAB4CLIuKMiHhLRDx2RHFKkiRJkqQxUXs2kMy8OzOPz8zNgacCBwPrA8cC10fEERHxT82GKUmSJEmSxsWwU5deAfwauAgIYDlgV+DXEfFDB+SUJEmSJEl1TSlZERFPj4hDgOuAE4CNgI8C6wFrAR8DtgCOaShOSZIkSZI0JpYctGJELAfsALwNeB6wEPgxcBTww8xc2FF9v4i4E9i/wVglSZIkSdIYGDhZAdwILANcQ5nG9EuZec0k9a8EHHBTkiRJkiTVUidZcQpwNPCjrlYUPWXmCZQuIpIkSZIkSQOrM2bFIcCv+iUqImLliHhxM2FJkiRJkqRxVSdZ8XPgpZOUv6SqI0mSJEmSNGV1uoHEIspnUQbdlCRJkiQ1aP6cOUNtP/eccxqKRFo86k5dmpOUvQD4a52dRcTWEfHniLg0IvbpUb52RPw8In4bEX+IiG1qxitJkiRJkmaYSVtWRMSewJ4dqz4dER/rUXVF4AnAMYMeOCJmAYdTupZcA5wXESdl5oUd1T4IzMvMz0fE04CTgdmDHkOSJEmSJM08i+oGchtlClIoSYKbKVOYdkrgj8AvgUNrHPv5wKWZeTlARHwD2BboTFYkJQkCsDxwXY39S5IkSZI0dr6wwcZD72P3Sy9qIJKpmzRZkZnHAccBRMQVwD6ZeVJDx34ycHXH8jXApl11DgB+GhHvBpYFtuy1o4jYDdgNYO21124oPEmSJEmSNB0GHrMiM9dtMFExqB2AYzNzTWAb4CsR8YiYM/OozNwkMzdZZZVVFnOIkiRJkiSpSXUH2GzStcBaHctrVus6vQ2YB5CZ5wDLACsvlugkSZIkSdK06NsNpOr2sRDYKDPvj4jLB9hfZub6Ax77PGDDiFiXkqR4I7BjV52rgJcAx0bExpRkxU0D7l+SJEmVdbY7ZKjtr5y3d0ORSJK0aJONWXElZYDLielKr2LyqUtrycwHImIP4CfALOCYzPxTRHwYOL/qcvJ/gKMjYq/q2LtkZmMxSJIkSZKk9umbrMjMuZMtNyEzT6ZMR9q5br+Ovy8EXtj0cSVJkiRJUnsNNGZFRDw2InaKiO7ZOiRJkiRJkho16ACb9wJfBJ4zwlgkSZIkSZIGS1Zk5kLKmBVPGG04kiRJkiRp3NWZuvQ44C0RsfSogpEkSZIkSZpsNpBuZwOvBX4XEUcAlwB3dVfKzDMaik2SJEmSJI2hOsmKUzr+PoxHTmMa1bpZwwYlSZIkSZLGV51kxVtHFoUkSZIkSVJl4GRFZh43ykAkSZIkSZKg3gCbkiRJkiRJI1enGwgAEbEqsAmwIj2SHZl5fANxSZIkSZKkMTVwsiIilgAOB97O5C0yTFZIkiRJkqQpq9MN5H3AO4CvAztTZv/YB3gXZRrT84GXNh2gJEmSJEkaL3WSFTsDP87MnYAfVet+nZlfAP4ZWLl6liRJkiRJmrI6yYr1gB9Xfy+snh8DkJl/B75M6SIiSZIkSZI0ZXWSFXcD91d/3wkk8KSO8huAtRqKS5IkSZIkjak6yYorgfUBMvN+4FJg647yLYEbmwtNkiRJkiSNozrJip8Br+lY/gqwQ0T8PCLmA28A5jUYmyRJkiRJGkMDT10KfAr4aUQsnZn3AgdRuoG8GXgQOArYv/kQJUmSJElqjy9ssPFQ2+9+6UUNRfLoNXCyIjOvB67vWH4QeE/1kCRJkiRJakSdbiCSJEmSJEkj17dlRUSsPZUdZuZVUw9HkiRJkiSNu8m6gSygTE9a16yphSJJkiRJkjR5suLDTC1ZIUmSJEmSNGV9kxWZecBijEOSJEmSJAmoN3WpJEmSJEkaQ4t7ulZnA5EkSZIkSa0y2WwgC4GFwOMy875qeVFjWGRm2lpDkiRJkiRN2WSJheMpyYkHu5YlSZIkSZJGZrIBNneZbFmSJEmSJGkUHLNCkiRJkiS1ypTGl4iIxwFPBKK7LDOvGjYoSZIktdttJx831PYrbLNzQ5FIkh6NBk5WRMQs4D+BdwGrTVJ11rBBSZIkSZKk8VWnZcUhwLuB3wDfBG4dSUSSJEmSJGms1UlWvAn4Tma+flTBSJIkSZIk1Rlg8zHAT0cViCRJkiRJEtRLVpwNPG1UgUiSJEmSJEG9biAfAE6LiJ9n5vdGFZAkSZIkabzNnzNnqO3nnnNOQ5FougycrMjMCyJiV+DbEXEdcAXw4COr5UuaDFCSJEmSJI2XOlOX/hswj9J15AnA2qMKSpIkSZIkja863UAOAq4GXpOZF4woHkmSJEmSNObqDLC5IfAZExWSJEmSJGmU6iQrrgSWGVUgkiRJkiRJUC9Z8Rng7RGx3KiCkSRJkiRJqjNmxZ3AbcBFEfFles8GQmYe31BskiRJkiRpDNVJVhzb8fcH+9RJwGSFJEmSJEmasjrJii1GFoUkSZIkSVJl4GRFZp4+ykAkSc363KnDTd60x5bPbCgSSZIkqZ46LSvUoL1W3Guo7Q+99dCGIpEkSZIkqV36JisiYqfqz69kZnYsT8oBNiVJkiRJ0jAma1lxLGXAzG8A93UsxyTbOMCmJEmSJEkaymTJii0AMvO+zmVJkiRJkqRR6pus6B5Q0wE2JUmSJEnS4rBEEzuJiKWb2I8kSZIkSdLAyYqIeHlEHNC17p0RcQfw94j4WkQ8pukAJUmSJEnSeKnTsuL9wEYTCxGxMXAYcB1wCrA98K5Go5MkSZIkSWOnTrJiY+D8juXtgbuB52fmy4ETgJ3rHDwito6IP0fEpRGxT58620XEhRHxp4j4Wp39S5IkSZKkmWey2UC6rQj8tWN5S+BnmXlHtTwf2GbQnUXELOBw4KXANcB5EXFSZl7YUWdDYF/ghZl5a0Q8qUa8kiRJkiRpBqrTsuKvwDoAEfF44HnAmR3ljwFm1djf84FLM/PyanrUbwDbdtXZFTg8M28FyMy/1Ni/JEmSJEmageokK84Bdo+I1wOfprTK+FFH+QbA9TX292Tg6o7la6p1nZ4CPCUifhERv4yIrXvtKCJ2i4jzI+L8m266qUYIkiRJkiSpbep0A9kf+Dkwr1o+bqLLRkQE8JqqvElLAhsCc4E1gTMi4pmZeVtnpcw8CjgKYJNNNsmGY5CkR/jcqRcMvY89tnxmA5FIkiRJjz4DJysy88JqBpAXArdn5hkdxSsAh1LGrRjUtcBaHctrVus6XQOcm5n3A1dExMWU5MV5NY4jSUMnF0wsSJIkSYtPnW4gZOYtmfn9rkQFmXlrZh6Wmb+vsbvzgA0jYt2IWAp4I3BSV50TKa0qiIiVKd1CLq8TsyRJkiRJmllqJSualJkPAHsAPwEuAuZl5p8i4sMR8aqq2k+AmyPiQkoXk/dn5s3TE7EkSZIkSVoc6oxZ0bjMPBk4uWvdfh1/J7B39ZAkSZIkSWNg2lpWSJIkSZIk9WKyQpIkSZIktYrJCkmSJEmS1ComKyRJkiRJUqv0HWAzIl48lR12T2sqSZIkSZJUx2SzgcwHcgr7nDW1UCRJkiRJkiZPVry1azmAdwNPAb4KXFitfzqwA3Ax8LmmA5QkSZIkSeOlb7IiM4/rXI6IPYFVgKdm5nVdZR8BzgEeP4ogJUmSJPV34yEfGGr7Vfc+uKFIJKkZdQbY3AM4sjtRAZCZ1wBHUlpeSJIkSZIkTdlk3UC6rQXcNUn536s6kiRJY2ed7Q4Zavsr5+3dUCSSJM18dVpWXAG8OSKW6S6o1u0ELGgoLkmSJEmSNKbqtKw4hNLV47yIOBz4c7V+I+BdwMbA7s2GJ0mSJEmSxs3AyYrMPDoilgU+ChzBw9OaBnA38P7MPLr5ECVJkiRJ0jip07KCzPx0RHwZ2ApYt1p9OXBKZt7WdHCSJEmSJGn81EpWAGTm7cC8EcQiSZK0WAw7GCY4IKYkSaNUO1kREbOBLYFVga9m5oKIWApYDbghM+9rNEJJkiRJkjRW6swGQkR8ArgEOAr4MLBeVbQMcCHwzkajkyRJkiRJY2fgZEVEvAN4P3A48DLKwJoAZOYdwEnAK5sOUJIkSZIkjZc6LSveCXw3M98L/LZH+R+ApzYSlSRJkiRJGlt1khVPAU6ZpPwmYOXhwpEkSZIkSeOuTrLiHmDZScrXAZy+VJIkSZIkDaVOsuJXwGt6FUTEMsBbgF80EZQkSZIkSRpfdZIVnwTmRMRXgGdV61aLiK2A+cCawKeaDU+SJEmSJI2bJQetmJmnRsR/AIcBO1arv1I93wfsmpnnNByfJEmSJEkaMwMnKwAy86iIOAl4A7ARZfrSS4B5mXntCOKTJEmSJEljplayAiAzbwA+O4JYJEmSJEmSBh+zIiIejIgdJynfPiIebCYsSZIkSZI0ruoMsBlDlkuSJEmSJC1SnWTFoqwN/K3B/UmSJEmSpDE06ZgVEbEtsG3Hqt0iYsseVVcCtgTOajA2SZIkSZI0hhY1wOY/AbtUfyfw4urR7U7gbGCPxiKTJEmSJEljadJuIJl5YGYukZlLUMakePPEctfjCZn5ssy8dPGELUmSJEmSHq3qTF26LnDTqAKRJEmSJEmCGsmKzLyye11ELEkZ02Il4PuZeUODsUmSJEmSpDE08GwgEXFwRJzXsRzAqcA84EjggohYv/kQJUmSJEnSOKkzdenWwJkdy6+kDLb5SWDHat0+DcUlSZIkSZLGVJ0xK9YCLulYfiVwRWbuAxARTwfe1GBskiRJkiRpDNVpWbEU8EDH8haUbiATLgdWbyIoSZIkSZI0vuq0rLgamAMcXbWiWA/Yr6P8ScCdDcYmSdKjxmb7njDU9mcetH1DkUiSJLVfnWTFN4APRcSTgKcDdwAnd5Q/B7iswdgkSZIkSdIYqtMN5CDgWErrigR2yszbACJieeBVwGlNByhJkiRJksbLwC0rMvNe4G3Vo9vfKONV3NVQXJIkSZLU142HfGCo7Vfd++CGIpE0CnW6gfSVmQuB25vYlyRJkiRJ4+QLG2w81Pa7X3pRQ5G0x8DJiojYaZB6mXn81MORJEmSJEnjrk7LimMpY1VE1/rsWjZZIUmSJEmSpqxOsmKLPtuvD7yTMl7F/2siKEmSJEmSNL7qDLB5ep+i0yLiOOBXwHOBnzcRmCRJkiRJGk91pi7tq5op5H8oLSwkSZIkSZKmrJFkReVe4MkN7k+SJEmSJI2hRpIVEbE6sDtwRRP7kyRJkiRJ46vO1KU/61O0ErARsBSwcxNBSZIkSZKk8VVnNpD1eOQ0pQncAnwH+Fxmnt1UYJIkSZIkaTzVmQ1k9gjjkCRJkiRJApodYFOSJEmSJGloJiskSZIkSVKr9O0GEhFXAAuBjTLz/oi4fMB9PgD8Bfgx8MnMvHeSY2wNHAbMAr6YmR/vU+91wLeA52Xm+QPGIUmSJEmSZqDJxqy4kjKA5sSgmlfxyAE2e5kFrAEcCDwJeE+vShExCzgceClwDXBeRJyUmRd21Xs8sCdw7gDHliRJkiQtwvw5c4bafu455zQUidRb32RFZs6dbHlRIuIw4PX0SVYAzwcuzczLq/rfALYFLuyq9xHgE8D76xxfkiRJkiTNTHWmLq3rB8AzJyl/MnB1x/I1wKadFSLiucBamfnDiOibrIiI3YDdANZee+0pByxJkiSpeTce8oGh97Hq3gc3EImkmWJkA2xm5imZ+a9T3T4ilgAOAf7PAMc6KjM3ycxNVllllakeUpIkSZIktcBkA2wOOqBmp8zM9Qesey2wVsfymtW6CY8HngHMjwiA1YCTIuJVDrIpSZIkSdKj12TdQHoNqLkmsD5wBzCRzFgPeAJwGaUrx6DOAzaMiHUpSYo3AjtOFGbm7cDKE8sRMR94n4kKSZIkSZIe3QYeYLMaP+JU4L3AFzLzvmr9UsA7gQ8B2w964Mx8ICL2AH5CmUHkmMz8U0R8GDg/M0+q+VokSZIkSdKjQJ0BNj8FzMvMz3SurJIWn46IjYFPAi8ZdIeZeTJwcte6/frUnVsjVkmSJEmSNEPVGWDz+cDvJin/bVVHkiRJkiRpyuokK+6ma2rRLnOAe4YLR5IkSZIkjbs6yYoTgZ0iYr+IWG5iZUQsFxH7A2+u6kiSJEmSJE1ZnTEr3g88GzgA+GBEXF+tX73az2+qOpIkSZIkSVM2cMuKzLwNeAGwO3AKcFf1OKVaN6eqI0mSJEmSNGV1WlaQmQ8AR1UPSZIkSZKkxtUZs0KSJEmSJGnkarWsAIiITSizgqzII5MdmZkfaSIwSZIkSZI0ngZOVkTEY4HvAC8DAsjqmY6/EzBZIUmSJEmSpqxON5D9KImKjwFbUJITOwMvB84EzgOe1nSAkiRJkiRpvNRJVrwe+GZm7gf8sVp3bWb+BNgSWArYpdnwJEmSJEnSuKmTrFgLOL36+8HqeSl4aJaQrwNvbC40SZIkSZI0juokK/7Gw2Nc/A1YCKzRUX47sFpDcUmSJEmSpDFVJ1lxGfAUgMx8EPgTpWsIERHAa4Grmw5QkiRJkiSNlzrJilOB10XErGr5SGDriLgMuIQybsWXGo5PkiRJkiSNmYGnLgU+DnyFarrSzDwiIpYB3kwZw+Jo4ODGI5QkSZIkSWNl4GRFZt4J/Llr3SHAIU0HJUmSJGn63HjIB4baftW9/Q1T0nDqdAORJEmSJEkaOZMVkiRJkiSpVUxWSJIkSZKkVjFZIUmSJEmSWsVkhSRJkiRJahWTFZIkSZIkqVVMVkiSJEmSpFYxWSFJkiRJklrFZIUkSZIkSWoVkxWSJEmSJKlVTFZIkiRJkqRWMVkhSZIkSZJaxWSFJEmSJElqFZMVkiRJkiSpVUxWSJIkSZKkVllyugOQJEmSJGmUvrDBxkNtv/ulFzUUiQZlywpJkiRJktQqJiskSZIkSVKrmKyQJEmSJEmtYrJCkiRJkiS1iskKSZIkSZLUKiYrJEmSJElSq5iskCRJkiRJrWKyQpIkSZIktYrJCkmSJEmS1ComKyRJkiRJUquYrJAkSZIkSa2y5HQHIEkqPnfqBUNtv8eWz2woEkmSJGl62bJCkiRJkiS1ii0rJEmSJKlh8+fMGWr7ueec01Ak0sxkywpJkiRJktQqJiskSZIkSVKrmKyQJEn6/+ydd5hkVdGH31qWBZa05LDkIDmICOIHqKgIBjCASk4CggqiiGQXkCAGUAElf0jOApI/QYJkkYzCAktYYIFlWZLEre+POr1zt6d75t7TdWd6nXqfp5/pudP9u9XT3eecW6dCEARBEARdRTgrgiAIgiAIgiAIgiDoKsJZEQRBEARBEARBEARBVxHOiiAIgiAIgiAIgiAIuopwVgRBEARBEARBEARB0FUMqrNCRDYSkX+LyFgR2bfF338kIo+IyAMi8lcRWXww7AyCIAiCIAiCIAiCYOAYNGeFiMwAHA9sDKwIbCEiKzY97J/Amqq6KnARcPTAWhkEQRAEQRAEQRAEwUAzmJEVawFjVfVJVX0POA/YtPgAVb1RVd9Ov94BLDLANgZBEARBEARBEARBMMAMprNiNPBs4ffn0rF27ARc3eoPIrKLiNwjIve8/PLLjiYGQRAEQRAEQRAEQTDQTBcFNkVka2BN4Jet/q6qJ6nqmqq65nzzzTewxgVBEARBEARBEARB4MrwQTz3eGDRwu+LpGPTICKfAw4APqWq7w6QbUEQBEEQBEEQBEEQDBKDGVlxN7CsiCwpIiOAbwOXFx8gIh8FTgQ2UdWXBsHGIAiCIAiCIAiCIAgGmEFzVqjqB8D3gWuBR4ELVPVhETlURDZJD/slMBtwoYjcJyKXt5ELgiAIgiAIgiAIguC/hMFMA0FVrwKuajp2cOH+5wbcqCAIgiAIgiAIgiAIBpXposBmEARBEARBEARBEARDh3BWBEEQBEEQBEEQBEHQVYSzIgiCIAiCIAiCIAiCriKcFUEQBEEQBEEQBEEQdBWDWmAzCIIgGLqst9/5HT3/liO/5WRJEARBEARB0G1EZEUQBEEQBEEQBEEQBF1FOCuCIAiCIAiCIAiCIOgqwlkRBEEQBEEQBEEQBEFXEc6KIAiCIAiCIAiCIAi6inBWBEEQBEEQBEEQBEHQVYSzIgiCIAiCIAiCIAiCriKcFUEQBEEQBEEQBEEQdBXhrAiCIAiCIAiCIAiCoKsIZ0UQBEEQBEEQBEEQBF1FOCuCIAiCIAiCIAiCIOgqwlkRBEEQBEEQBEEQBEFXEc6KIAiCIAiCIAiCIAi6inBWBEEQBEEQBEEQBEHQVYSzIgiCIAiCIAiCIAiCriKcFUEQBEEQBEEQBEEQdBXhrAiCIAiCIAiCIAiCoKsIZ0UQBEEQBEEQBEEQBF1FOCuCIAiCIAiCIAiCIOgqwlkRBEEQBEEQBEEQBEFXEc6KIAiCIAiCIAiCIAi6inBWBEEQBEEQBEEQBEHQVYSzIgiCIAiCIAiCIAiCriKcFUEQBEEQBEEQBEEQdBXhrAiCIAiCIAiCIAiCoKsIZ0UQBEEQBEEQBEEQBF1FOCuCIAiCIAiCIAiCIOgqwlkRBEEQBEEQBEEQBEFXEc6KIAiCIAiCIAiCIAi6iuGDbUAQ5LLXXHt19PxjJh3jZEkQBEEQBEEQBEHgSURWBEEQBEEQBEEQBEHQVYSzIgiCIAiCIAiCIAiCriKcFUEQBEEQBEEQBEEQdBXhrAiCIAiCIAiCIAiCoKsIZ0UQBEEQBEEQBEEQBF1FOCuCIAiCIAiCIAiCIOgqwlkRBEEQBEEQBEEQBEFXEc6KIAiCIAiCIAiCIAi6inBWBEEQBEEQBEEQBEHQVYSzIgiCIAiCIAiCIAiCriKcFUEQBEEQBEEQBEEQdBXhrAiCIAiCIAiCIAiCoKsIZ0UQBEEQBEEQBEEQBF1FOCuCIAiCIAiCIAiCIOgqwlkRBEEQBEEQBEEQBEFXEc6KIAiCIAiCIAiCIAi6inBWBEEQBEEQBEEQBEHQVYSzIgiCIAiCIAiCIAiCriKcFUEQBEEQBEEQBEEQdBXhrAiCIAiCIAiCIAiCoKsIZ0UQBEEQBEEQBEEQBF3FoDorRGQjEfm3iIwVkX1b/H0mETk//f1OEVli4K0MgiAIgiAIgiAIgmAgGTRnhYjMABwPbAysCGwhIis2PWwnYJKqLgMcA/xiYK0MgiAIgiAIgiAIgmCgGczIirWAsar6pKq+B5wHbNr0mE2BM9L9i4DPiogMoI1BEARBEARBEARBEAwwoqqDc2KRzYCNVPU76fdtgLVV9fuFxzyUHvNc+v2J9JhXmrR2AXZJvy4H/LuECfMCr/T7qPJ0u14dmqEXeqE3cHp1aIZe6IXewGqGXuiF3sBqhl7ohd7A6VXRXFxV5+vvQcM7t2fwUdWTgJOqPEdE7lHVNb1s6Ha9OjRDL/RCb+D06tAMvdALvYHVDL3QC72B1Qy90Au9gdOrQ3Mw00DGA4sWfl8kHWv5GBEZDswJTBwQ64IgCIIgCIIgCIIgGBQG01lxN7CsiCwpIiOAbwOXNz3mcmC7dH8z4AYdrLyVIAiCIAiCIAiCIAgGhEFLA1HVD0Tk+8C1wAzAaar6sIgcCtyjqpcDpwJnishY4FXMoeFFpbSR/wK9OjRDL/RCb+D06tAMvdALvYHVDL3QC72B1Qy90Au9gdNz1xy0AptBEARBEARBEARBEAStGMw0kCAIgiAIgiAIgiAIgl6EsyIIgiAIgiAIgiAIgq4inBVBEARBEARBEARBEHQV4awIgiAIgiAIgiAIgqCrGFLOChFZXkQOEpHjC7+v2qHmMBFZyMfC6QMRWVREPuGkNcpDJ2mNaHN8Lq9zdCtiDGvcBtueBiIyQkRWEZHPiMgGjVum1qYi4tbBSEQuFZGvisiMTnqreegU9O4TkR+KyAKOmseIyOqOevN4adVN8fvRTd8RABGZX0SWKt4G26YGIrKciHxTRHYs3jK13MdoEdm6xTERkf0ytA4UEWk6NlJETsy0reX3Q0SWztHr51xZ45iIrN/m+BadWeSH5zwy1Khh3nQd82uwb08RmddLry7NOvAcq4cS3uN+er7buFqHfdMbQ6YbiIhsDhwPXAJsqapziMiawFGq+rkMvVHACcBmwPuqOquIbAKspaoHVtA5tMzjVPXgDBvnBvYGVgdma9Jr+UXqR28x4Nykp6o6m4hsBmykqt+pqpc0/wP8C7gp3W5W1YmZWg8CW6nqA4VjGwMnq+oiGXpzAGOATwHzAlMHC1VdLNPGBYC1WuidlqG1MHBcsm8ap4+qzpChNxzYndavN+fzsi5wITATMAfwOjA78KyqVr4YE5H7gYWB84EzVfXOqhpNej8CtgYWBy5Imrd1oPcy8DxwJnC2qr7QoX1fT/Z9Abg56V6iqu90oPk74FvAywU7n+tA7y3g/5LW5ar6Xq5W0hsBbE/rMWvbDL01sHF/VWDmxmGTq/4dKehu2MbGSuO0iGyEtehekML3Ldc+EVkSOLyNbZXHLBHZHzgYuB94u7GK0TUAACAASURBVMm+yheL3mN0ev7jwL3Ad1V1UnL0nAlMUdX1Kmrdim3ibK2qT4rIJ4E/AXeras4i8wVgR1W9unBsN+AwVc26+BGR64Fti+OL2KbLmapa2WEqIi8BpwMHqur7aW1zIvBRVf1Ipo2rA+vRex7JWce4ziPe9iW9TWg9b1Yes7z1apg3vcd8b/suAz4L/C3Z+GdVfbebNL3nuaTpNlbXMA97X4t467mO+0nTbVytYV46BdhDVd8uHFsIOF1VNxpsvZao6pC4AY8Cq6X7k9LPGYGXM/XOA/4ALFTQmw94vKLO6YXbucB7wN+Bc4Bb0+/nZtp4DXAjsBuwXfGWqXc1sD/2pWm85jmBpzt4X2YGNsCcAjcCbwIPAsdlaO0GvArsgw1gfwSew5wpObadhU1OmwJvpJ+3Antl6n01vb5/pvf1n8D7wI2ZeldgE/zqwGRgNeBSYOdMvd8DDwN7Jjv3xBxJYzL17m78rwqfl4OBvTv4vKwG/DK9r/8GDgSWyNVLmisBRwJPA48nG5fO0BmePiMXpv/fdZizYWSH9s0NfDd99l4DTgM26EBvBuDLabx5A1t4bgvMlqE1H7BHeq9fxXprr9uBbecCjwC/AH5WvGXqPQgcAayAOaWm3jqw8TjgpfTdK47fp2VoPZHe21k6+YwU9G5P49bG2MXO1Fum3kvAqh62JT3XMTppzgqcDDwLHAZMBPYDhmVoDQMOSBpnpte/RQe2bQyMxzY2lsHm0Ps7+Z+m78ZLwDexC9l9k73fzdRbGLgWuA/YKf0fTwRmzdTbBXgLm4veST/fAs7J1HOdR2qw72fAC8Ax2EXiMcAE4HfdoJc03eZNnMd8b/uS3jzA99J4OAk4BVi/QxvdNHGe55Km21jtbR/+1yLeeq7jftJ0G1e97cOuX8cC66Tfv41tYB3ZDXotz+El1O239CY3IkleTT+HAy9l6r0MzFjUS/cnd/gB+kbTsa+T76x4HZjJ+X84rMVrfs1BeySwIfBr7ML7xUydZdIg+xZwOTB3Bza9BMxTfI3AaODeTL2HgM3T/caiawfgVx28H7M22Tc38K9MvfHAYk16ywM3ZepNLnxeGq93BDDe4fMiwOewhf+HWOTBVmRcoBQ01yvoTcYu4lfL1JoT+A7wAOYQ+BPwPx3YNgvm+Hgg2TYWeAz4XIf/x5XSa56COVhOAUZnai0H/Bx4CngSOJSKTgFsETiq089HQe910rjvqPkqsKijlpt96fVmfwda6D0NjHD+/7mN0QXN+dJ3YwrmOMr+n6Yx71/Af7CIKw9n4wNpXDnL4/+ZxqqngHHAbcAyHerNUrDxpA61xgLrpfuNcX9j4IxMPdd5pAb7ngZWTvcb8+ZaWNTBoOs1abvOmx5jfp32Jc1VC3rjsIu+yo55T02c57nC58ZlrPa2D/9rEVe9pOk67idNz3HVe17aCrvGuSWNiZ06HF31mm9dlbdbM/8Atmk69m3grky9yViI3lRSmkQnod8bA39uOnY58MVMvQeArNDaNkzAFppTEZEVgWdyBUXkFyJyO/Yl3BHbaVxHVRfM0BoGbAksgO1gfQz4eK5tmDdzcrr/pojMib2/y7R/Sp8spqoXNh07A9vVzuFD4IN0/zURmQ+7ABidqTcS8/4C/EdERqrqv4CPZupNxsJ2AV5In5W5aArbq0rK9z4Yi2yaOd0/Gfg+cFFFreVE5DAReQLbITofWAL7DF1F7+9jGc3ZsCiab2Pfv/OwiI2zJdXLKakjIvIFETkL+9xtBRwFLKiqy2C7x2dl2DeHiOwkIjdii8E7sYufFTCHxdV9Pb8PFky3ObDv8WjgnyKybwWNZ7Bwby8uxZygnryCRbh4cCrmsPTiZvK/r604CPi9iCwkDjU/ahijEZEvYRcON2IXEcsBt6SUmKpa38ciG0/EvrsK3C+ZNZrSWPArzHl5DDaXb5+j1cSS2PfsZSyyZOa+H96elBJxN3axuSmwgYicI/n1pOZX1VvS/SkiMkwtDeYrmXre84i3faNU9aF0/z0RmVFV78IimrpBD/CdNwt4jPm12CcinxWR07Ho2AnYOmsbbHzMmuMcNb3nOfAdq73t874WcdXzHveTptu4Wod92ObkO8BSmLNxbAdadehNi6fno5tvmFfqGawuwrtYeM5TwLKZevtiOxqfwRau62CLpR92YOM/sLyf4rEfkL+Tfyh2kbQ/5giYesvU2xHbzd0B82xugYVZb9XBa34zfaj3S//D4R1o3YFNIoun37+E1RA4PlPvr8Bn0/1zgbOxweKeTL2xwALp/j/T610WmJipdwXwtXT/ROAG4Ery00puw2quNLSPxsIxH83UOxarDwOWXzgBC/M8NVPve+k9noiFVX+i6e8jgTcr6N2DXXgeD6zd5jFPVdD7EuaYmIw5Or4NzFz4+9wV7XsRi8bZB1i4zWMqvdfYou+N9Dn5Fk27E5iD7o0KesUUmkeAnwKLFP6+BPB6Bb0fp/d4Cyw9bOot8zNzPhZKfR0W3TL1lqOXNHfFnMjrYBPz1FuG1i3YfPQY5miYesu07TjsAvYkbPyfesvUm5JuHxZuU4APM/Vcx+ik8Szw+abP8EFkjKvYuLxS07FtyE8XfRIL250z/b46Nmf+pYPXexHm3P94+v17WITOTzL1JgI7FX6fFXOiPZup9wgphB8Lmf8a5gzNjZb0nke87bu38ZnB5uA90mdmXJfoec+b3mO+t32/Sp+Ph5Nto5v+PmMVvTo0cZ7nkqbbWO1tH/7XIt56ruN+er7buOptX/o8v5jGvhmxFKyXSJHfg63X6jZkCmyCVU/FcrUXxxY4f1HVNzO1BJtEdk16z2AXjL/VzH+qiHwU2wkcjnmpRmM7519X1Xsz9G5s8yfVjOJoSXNTel7zs8AfVbXy7nNBbzi2s7Z+uq2OTYA3qerPK2rtA/yy+P8Xq+B8oqp+I8O2pbBw4idEZH5sgp4NOERVH8nQ+ykwVlUvFpFtsQuKKcCvVfWgDL1RWHjkqyIyC7aQmw04VjOKO4rIx7GJ7V4RWRbb4Zgdyw2+pe9nl9JfN+ldq6pTMp7/FywS5XJtU9xKRDZU1etK6m2GQ4Gwgt6D2IXwWe3+/yLyHVU9paTemqp6j4dtBc29k30v9vGYkVoolNSP3kTMkfcntd2/Vo85VEsWrhORp9r8STWvKOvP2v1NVQ+pqpc02312VSsWxRSR7dr9TVXPqGSY6Z3eh17lCA4RWbwPvacz9FzH6PT8uVR1Uovja1SdN9Mu9vstji+qqs+2ek4/et9U1Quajs0MHKGqP6qql55/AvBjVf1P4dhHsOKEa2foLaWqT7Y4vomqXp6htz0wQVWvFiueehGWtrGHqv6hql4L/U7nEVf7ROSL2IXqzSKyNrapMRuwu6pe0gV63vOm95jvbd9xWErP3X08Znm1qNFSeGt6z3NJ022srmEedr0WqUHPddxPz3UbV2uYl67EHDsTCsfWxz7jORGJrnotzzGUnBVF0oXoFFUdN9i2FBFrP/YJrDjLC8DtrT6k/22Ita77NOa93RbbkfYOk+sqxNKGZlXVRwfbljoRkdHY5/l5VR3fgc7MmDPl/cKxGTGHTeXK3GIdHcap6mOFY8th6TrX59rpRXJo3afTdk5YDSuidWam5urYjvOzhWOLAXOp6v0Zei0n0SAYSMTaKX4RWEhVjxbrlDRMMzrdiMjywOZYutX30u8jit/DDM1hWFRdRx2C+jnHDKr6YeZzp647VPV8EZkVQFXfcrBrBPb/y9oYKui4zCMtdF3s61ZqmDddx/wa7BsNvF10YKb15Syq+nymje6aQXdR07jvNq7WYV+Lc8yuqm90o96QqVkhIueKtXtBRHbAwrkeFpGdKmhsUObmZbOq3gyMaHzAS9oohfvD2t1y7BGRLURkhXT/IyJyk4jcmL40WYjI78RaV40H9sJC6DfDQuaras0kIoeLyJMiMjkd21As3yvXvh1F5HoReTj93Kn4P87Qm0FE/kesle6iWPh3rtYIETlURB4XkbfSz8PS5J+ruYGInCwiV6afn+1AazERuQULF70SeFpEbulrB6AfrsNy3It8DEvpyuF4LCWiyBvpeGVE5BIRWa/p2HoikpsPfBg9NUQaPIsVNMvlLCxMr8iMWKh6Dr9ujKsNROSTInJspl7HSKG/+UCM0xn2bVO4v2O7WwW9JQr3l2p3q6B3UuH+mSLyp1a3snpN2nWM0Z/COghshaV/gKXX5eySb46l4Yymp8bVbMBvMm0bJSLnYLm8Y9OxTUQk+zssxs4icoOIPJCOrQ/kRqasgs1DJ2NhymD1ESq30y5ojhKRrUTkJ9gCe3gHWt7ziKt9SW9ZETlARI5PP5ftIj3vedN7zPe278/0rmewCBa1nEsdmh1T51jtYJvrtYi3XpO267ifNN3G1Zrs+7yInCYiV6Tf16SD+lHeer30h0pkhVjP20VU9T2xcO3vYrUm/qyqpSYCaR8aVaSTMK5VsFzod5Ots4mFBG6nqt8qqfG6qs6R7k/BCrFM8xAywpWT3hPAJ1V1QvpA/hurObF+TuhV0hyD1RG5XVXfydEoaP0B23k5CrhaVUeJecSvU9WVMvSOxgrjHIstlBbHUn+uUNV9MvRWxSa9mbH8x0WwRezXMne1T8WKyR1esG9/rH1u6Yudgt6PsXzM05PeYlh9kqNV9dcZejdihe8OUNW3xIrNHYb1mf50ht5rWARAMYR8GBYpMFeG3mRVnbPpmGAdfeZo87S+9CZixds+LBwbjoUcz5OhNwmYt0lvBqwTz5ztn9mn5uutXlu74yX0Xsbyd98rHJsJy8ucv6TGo6racII+S+8xCwBVXayk3kOqunK67xLOKiLXaOoXni6c2tnYb493EblKVb+Y7ncczioib6jq7Ol+Y8xvdqiWHvNFZD9VPTLdd02j8R6jk+Y/sVS1v4rIJFWdS8xh+7SqLlBR61Hg26p6f0FrRmw3f74M287DKusfCjyS9OYDbiu77miheRjweWxe+mP6Hy4FXKiqzRd9ZfRuxdJwziy85lmBx1S1crFmMUfgJdj6oDGPLI91Ovtrhp73POJt35ZYSueVBb0vAbuq6jldoOc9b3Y85tdsX7s5rtd8P5Ca3vNc0nEbq2uYh12vRWq+tnEd95Om27haw7z0A2BPrPvbfqo6p4isBJysqp/s+9n167VEnYpfdPuNaVtPji8cL10IaABsvBXYJt1vtNSalQotuii01MMuXlveMu17Pf2cGVuAzYRF57yao9ekvRhWsG6xDjReoKeVZ8etVbECMYs0HVuU/KI292CFixpOQgF+BPwjU28iTe2lsIiUrPcDi25ZuenYStiAmPV5IbX3LRwbQYUCjk3PHYeFwBWPLQQ8l6n3T5oKRmEFc+/v4P83R9OxUeQXbvs78M2mY5sBd+Topec/AqzRdGwN8tvdvkShiGg6NhJ4pYLGuoX7n2p3y33NHjdSgb90f7t2t8G0cXq4eY/R6bmTCvcbbckbFztVtaaHFufPYk7Mqa89zSWTMvUmNb/m5vsV9R5pMW5t3sEY4z2PeNv3JLZhUzy2HvkFMb31xuE7b3Y85tds31iaWvliHdyezNHz0uz2ec7bPpyvRbz1mrRdx/30fLdx1ds+rHPPEg07088ZyC/276rX6tZR6Nt0xn0ish/2gb4SIO3ovJ4rmHY5G/UlxgN3ambOaGIleloRKlhuk1jxxFJoIRddMwqg9cPLIrIMsApwt6q+K1a0tJO0iAWxiv3rYF/IeUTkDsyLWDUX8D2awjnTLtbETPPeoHWaQO5n5iNY8cvGe6si8ltgTKbei9giodhGcRY6a5/b3G7oSdp42EtwB9Yf/u+FY2tiFdhzuBg4R0T2SHYtjYXBXdDns9ozBrgkRag8kfR2IL+V5LXAiSKyq6q+LiJzYN0ZrsnU+ylwlYh8K9m3DPBZ8lsZg7VPvCxFDTVe895YdE4OtwA/F5F9VHVK2hEbk46XQlVvLdy/KdOOWtHCjqZmFL4sQ4rqmTqWakbxwDoQy+lfDmvVXbTvhgw57zEa4BER+YKqFsPGP4d13ahKo8V5MXTao8X51DFZOm9xPgMW0Qg9Y/NshWNVGYeF3U8t5isia5Hfem5hbKwucikWDp2D9zzibd/sLWy5A9to6gY973mz4zG/ZvtOAy4WkQMKeodhu765dKw5EPNcJ2O1t33e1yI1X9t4j/vgO6562zc7PSnGjTlkRmx+7ga9XgwlZ8VO2ODyPvCTdGwdrNJyZdqF9IvI11X1vkwbx+G7aEBENsE8os2D17YZcodhX5oPsbaHYIvCyikMBf6Ynv/F5JiZFTgiHd+kotaFwBkisheAiCyEhcqel2nbsdjF7FHYe7wo9tk5Rgo54Nqi4m8brsJeUzHP8Ssk51kGZwLXiMjvC/Z9D/iTFHLyK1xUjAFOFUvNaegdBPxMCrmAFS6insAutq/EBrJFsQvtc0Tk0IJeqarhwAHAr7EBeiYsheZ0LPWlMqp6mViRzR2xMNtngS9oHxW/++HHmLPxVRF5FYtyuZqeHMOq9t0qlhq2Bfa/uwvYUzOrUyfNk1PY7U5J81mss0BuXY09gb8AL4hII2T5BexznYVYEdD16D1mlf2cFLXmwD7XrcbA0uG2LXQXwC6gmjUr5aMmh/lxWCek5v7rOeGsw4Hdaf16+01RaaG3LjauzgTMgTlqGwuTnHRH7zEa7Hv3lzTOzCIiJ2Kfv00ztPYArhOrZTWriFyLOZk3zLTtFHoucoaJyDr0zG+5XAX8pvA/FGxuviJT7yDgShH5I1Yjaz8sTXbnTL0zsXnod4VjuzHtQrsK3vOIt32/AY4QkYNU9Z20uXQI+fnk3nqu8yb+Y763fUdh6/xf0TPHnUIH+f11aHrOc0nPdayuwT7PaxFvPe9xH3zHVW/7bgb2ZdpNqj2AG7tErxdDpmaFNyJyD9a+6Tdph1ywApFbaUbeaNL8MlaI5Y/YAuxw0odbS7ZtatL7WXr+eVi70ROBLYHzVXWPTBtHAmhqbSjW0nOY9tEKsR+9V7AK7sVK0DNhqS/zVtQaAfwCGwxGAm9juyU/1Yz2lNK+RWER1fI5dxdizop/0LPo+hhwGTZBNwRLDbbiXEOl6fUq00bMNH6v8npPL2lfpfoa6bs2LxZ22nUDWLoAWwTL4c36XkxPJEfW2qTXDNyVGxUgIrtg0R/XARtjzp4NgctUdcsMvbOSXcdgjqStMYfjxap6TKaNX01aj2PRcA8DKwO3qupnKmpdgY1TR2K1e9bHnCtXqWrlnd7kuNwAy3k/HLsQ2A04T1XHZOjdDZyjqscUcmUPxirj/ypDz3WMLuiOxgpsLo59Bs/SjE4gSavbW5zPgbV63BjbvXoH+75sq5mV18Xapu9Mz2s+WVX/kal1KzYeTKCnBfv8wJ0UovTKOs+855Ea7HsWWDA9dxIwFzZXThM9U9Y56q1X0HWbNz3H/Drs63a857mk6TZW1zAPu16L1Hht4zLuFzQ9x1XPeWkhzLk9Lzb+PYlFjX85Z83qrdfyHP/lY8I0pF3U1bGQyalk7ti9jhUFai5+N0kzCtUVNDw/3E8DX1LVh0TkNbVCXGsBB6pq1aiFxgTVkg4uTh4HNtNCgckUtXKJqi6To5k05qPLJj3powBSAVXVQ/t/WOlzlu7DLCWrq3uG4InIFqp6bsXnzE5vb3rZ6JZmLdfdg4KuS0i/925E0nSJCqgDERkL7KCqtxQWXBtjaWHbZei9BKygqhMLY+BorEjuGpk2PgQcoqoXFmzcAVhJVfeuqDURq9PzVsG+ubECjJW7LInIeGAdVX2moLc8VujrUxl6k7F5bkrhtY4AntKM4otN2l03Rk9PpO/xYnSZU1RESn1P1TGdqso84m2fWDeaMnqlQuu99Qq6bvNmHTjP656pa+6a3vNc0nQbq2uYh72vRVz1hiJpjboWaQ6hQ4ejt14v/aGyThCR44BvYmEpbxf/pqqVc9TFqnyfr6qXFo59FfiWqm7RobkuSKFScVq0j1bV9yWzKrK0rsALQNnd9haaO2NhsafS09FiB+AgVT2pr+em55eKGqhrUpbMLgp96O2rqkc56nnb96CqruKoV9o+EVkRS9tajUKkB+R9/mrYPVgYa3vaK6Q/0746dg/cogKSnmuahUxb8XsiMF9afL2qqjntjF/Bird9ICLPYa/5DaygY9b3osnGxkJuGFZItVI1/DQuL6pW/2cc1urrdewifvYM2yYBc6uqisgLwNKq+nbuOCAizwCrquprIvIIVuB1IlbRvGwVfPcxWkTOpEQtnTJOPemju0uTVtmd9lJdXKpc5PS1UdCkWWpxKIX0iX70OnLa9nH+E1R1d0c973nO274rVfVLg6FXw7zpPeZ729c2HULzO/W5anrPc0mn47G6LvtquBbpWM973E+abuNqHfZNzwylmhVbAquV3WUuwQzAeSLSK6RfCn2Nq+yAJi/ogViO+sLA89iFyuGa19bzCRFZSVUfBh4CdkuL2UkZWgBLNv2+EJanlJsr28ihfwJ7f1bFXvOWWr6F2Fhat+qb5jRk5H+XJLu4aBv2x/IjvfC2bwlnvSr2nYA5Gz8DPJVsORK4LfPc+wAbFXYPvtbYPcjUOxFzhH6WppD+TL0dgc+n3YMdVHUvETkXGyNy+Tm2Y9KICvhoIyogU+8ELBT4UJrSLDL1nhORJVR1HNajfNPkcMhNEbgfW1T/FSsAdwJWiPCxTD2Al0RkAVWdAIwTq0PwCnljzJ1Y/v2lWIHW84H/UKhbVJFHMYfHXUljjFgU4PhMvUuSfedgReZuxHK3q9Q4qWOMzq7j1IJOCu+14tQSj1Gq5ZF/QN8L18YFXtn/4aIlHlPnTtbWWG0VL7znOW/71nPUqqrnPW96j/ne9h2DtVtvpEPMLSkdIlOvDk3veQ58xuq67PO+FvHQ8x73wXdcdbVP+mhHW6Ssw9Fbr9/zDaHIiseAj2lmTmcLvTIh/WiFXvRiXQmWw3KNG1EG+wOPa8W8/qT3ReBNVb1ZRNbGvNezAbur6iVV9dqcY06sM8hHPPSmN2rY0XkjZ0e1Dz1v+wZNL01G8ycPeiP0b1bgIVVtdqRVOrfT7oF3SL/rbkTScYsKKNjllmYhItsDE1T16uQ4ughrU7iHqv4hQ28pbJ57Qqy+zhHYjtghqvpIVb2k+VNgrKpeLCLbYvUhpgC/VtWDKmqNwmr+vCpWSG9vbIw+VlUrd4wQkY8DH6rqvSKyLPAH7PXuraq51fqL+usl+64tu4vfDYhjxFoNu+6LaD/1NWQQUvSazl85Xa8fvW6f57rdvsGcN73HfG/73FPXvDW957k258geq2uYh12vRQbi2qbFOV3H/aTpNq72Z59MJ+lqbc83hJwVu2IV/4/ECitNRbskby9d7Cytqq8Vjs2NLYyzQsPqRkQWBR5Q1bkqPGfQQlD/my7eh5qeTBvWPhYrJDgJK8aaE+L+CNaFZpyI3A4cje2QX6iqC2boeYf03wtso6oPi8gNWPehScBhqrpEVb2kORb4H1WdICL/xHYPXwHuUNV5MvTc0yya9EcAI7TDQld1ItaKclZVfXSwbflvwHuM8dbs9jE1aQ5aul7odZdeDfOm65hfg31u6RB1ajbpd/U81+32DQRDcF4atNS1VgylNJCGN/DLTcezUwTSbsdq9C7YeU6OHvAiViH9tcKxWeigJ3uKfFiO3jbmFAVqzhMeiYW6n1VRqhgqNTPwDeBuLJpkMaxIS25IYX94h4sGA8ctWN2Z/8U8/VcD7wK5RbOOBlbAWgYfSmH3IFPPO6T/QKDhQNiPwu5Bph5Y54V1se/XMVio6BSsdVwOdaRZNPKiZyv+rqrPZ2qtB3yU3mPgEZ3YWNB5Jve5Yq1Gt6C1fbtkarrNS8kR87M29tUVTVfHGO2p6W1fHa93CWe9mDenX7znTe8x39s+z3SIOjW95zn3sdrZvpHAMi1sy0r38dYrc8ou1/S2bzBT13oxZCIrvBHrmXsQ8Ah2QdJAtVpBlmIxrrWw2g2/B57DLuq/h7Uj+kWGjdtjBf/eZNrcOtW8okDNqS9vAfep6v9V1SponoftZF9cOPZ1YHOtoVDpdBAuOtT0HlLVlTOeNwxrVTgb8CdVfcvBlo52D7xD+geCTqMCxDnNQkQ+h6VVLM60k69qXrG132ML4VvoPU7n9ndfDXP0FDtLNdr6jqiodR6wCrZAL9qHVkwpSXou81JB707gX1hxuWb7ytYVqnrOobaD1dWvtya9rphH+tDr9nkzS89j3vQe873ta6HpnrrWqab3PJc03cbqGubhbYHjsJoXzfNSTlFWV72S5+zqcXo6GPM70htyzoqUtjBaVe/oUOcVYH2HwfmpEg/LdS6MB76jqldXt2xgEMsFnFunbQE7HJjoEV7X4nzeX8B1VfVWR72rVPWLjnqlW5eW1Nuy7A5tmlDuU9UHCsdWw8Ipz/SyqVOadw8AcncPvBmE3YNBRawl2WFYYeHmBdeHLZ/Ut96rwMqe72cKA76YnsiZqajqExW1XsNSh7xqKbnMSwW9qbnaHnolzxmLwi7TrEHvD6q6Wx9/H+wuX33al6G3n6oe2a16wcDiPc8lTbexuoZ5+EUspfX6Tm2rQ6/kObt6nJ4OxvxwVpQh7SCei+2GqarOJiKbYd0AvpOh92/go6raSYXhWhGRCcDCuYNfG80FsAiQ5pZVp2Xq/QM4Q1V/Vzj2A6xjQeViTSXOVyXXs13roHexyJdLVLXPTihSQxu7Nue5XPP6Vbu1AGyh/TSwuqpOKhybG/inqpYqGNekNyeWotEqzHHDDD3v3QPXkP46dg88owIKmm5pFt5jlojcD2ygqhM99JLmq8A86jB5isjfse5HLoURveclETkLOFVVb/TQK3nOOhaFbjvbNeySd/UiuIyeiJQqAF52nSA9bdKntrFsFprt8wAAIABJREFU/Kn4e+Y43dbWCva51t0SkQNU9fAS2u9hHTMu1pId4rznzaTpOeZ7z+t1pEO4ata0Nncbq2uYh5/B6pK83416Jc/pOu4nTU9nRVfPS53qDaWaFScCV2J5M42F6/Xk52r/EDhJRI4FXir+QTvIYXbmF8CBInKYk7f1q1h9isexokoPAysDt2J5fDl8B7hURPbB2uuNxtq0fb1Te9tQJa/rb8B2wBn0tKfdFstbFOA0Efmlqh7dh0ZzG7vR2GJrIlaPQDDHR1b/7wLrZj7PswVgM41+5EUmA6My9S7E6stcSpO3P5NTabN7kMlZ9IT0T+jnsWU4GviG8+7BuVhUwB44vGbpI80iU/IYYB8ROcrDGQDsBJws1vK1ubDyzZmaZ2Dpemd3aBvANsApInIdve37U+un9In3vLQHcJtYe+lm+yp3qCpJHbnBHXdCKVC1RlN/dHsuNEB/n51tSmgoJdcJqjqscV+stfLnsDbQjS5pB2M1E3JotnVBYGng72Xtw7/16yIltYdhdde2wmoolMF13qxhzPee1y/E0iEOdtKrQ9N7ngPfsdrbvoOA34jIIar6ShfqlcF73If+x9UqdPu81JHeUIqsaNmaUFKrpAy9TbFidfM2/SlrVzZpdrzrKdP2vhVsIn6PHgdNw8icPLGHsLzEC6WnfdMOwEqqundVvYLujMA6wEJYMdHbq3pMRWQGrMDTiqr6bh+PK522IZYDuL0W8vlFZHksEmRtEVkLOFdVly6ptz/moDhIrfL1SKyw48ROQzols91mnaRd49+q6gWFY5thbRQ/kaH3OjCvqnbSi7yo57174B3S77574BkVUNBzS7MQa7d5LTauTrMI0bxUuF2BY7H6Ol7RKQsAtye95kVhqUiqgtahwD5Yr3iPGhOu85KIXIalIbnU1Ch5zn7HaM+INRHZRlNaWj8RAu9hrQr/XubcZRHnVL2k+V+TrifWcWJZVf1P4dhIrBPDIu2fWekcO2LtOH/ioVcnKYLvBVWdr+TjvedN7zHf2z731DVvTe95Lmm6jdU1zMPrYJtCxe9r49omZ17qWM87Gixp1pK+5hENVhXpstS1oeSseAT4qqo+1riwE5EVgfNUddUMvfFYWJhnzlnHudBSY+/bYhhPwVkxDHhRVeevqtdCf1jx96oTg4g8BnxcVSd3akvSm4z1/363cGwWbKEwKv3+pqrO1k6jSe9l7OL4/cKxGYHnyy48Cs9rDi/dFziq8YuqlgpTbaG7AZbKsDDwPPb9yNrBEpF1gauwCKYnsIn0s1i70MoLfhG5Cti3uKjuBBHZF5vgXHYPagjp3w5YE3MQuuweiMgxwD2q6hEV4J5mkfTuw6mgY3JSf0s7KALcQvMW7MK1106gqjZHUvWnNRn4hDq1PfWel0TkDWzM8nLAdZxal3Saaz21jFgrs7CWQp0gEekrhHoYFgF3o+alxWWl6qXndnW6XvPc3Yd9OcUInwc+27RpsAJwg6ouVFWvzTmGYS2msxz+6eLum/TMmxeo6uMd2OOmV8O86T3me9vnnrrmrek9zyVNt7G6hnl4LBbV2XGdJy+9fsb6glz5DQipKX2tha1To8FU9TMlNaab1LVWDKU0kF8BfxGRI4HhIrIFsD+FC7yKDAdO99qVTSwIHNzJhVOOE6ICL4nIAqo6ARiXvJuvkNn6FUBE1sA6lqyKtTGFni92Vd1jgQtE5Ahs4VscHHIKcd0MnJ4cA89hXtwxWNoLIrIK1drKvoXV+yheqH+caTu1lKU5pEpaHKsmKPJj4KfA6cA/sTay54jI0apaOV1KVW9N/6MtsNDWu4A9O9hF3B64KkW8NO9o5zhnLsZ2D/YTK0xY1MvZ3fAO6X8Mi7zZXWTqW5u9G5E4Crg9Rfl0FBWQ8E6zWBKrueC1K/YW9j32ZHUsOsVjJ3ACvqGg3vPSA9jFv4uzAp/UOlR1ycb9viLWyhikhYLG/S38knZuZ5/cVD3o/nS9D+jbmZI7p4NFm94gIqfT85nZPh2vTAvHykhga6ZtGV9Fb0us9tGVWJrKKsC+IrJr2eiWOvXwnze9x3xv++pIXfPW9J7nwHes9rZvHjq8tvHWK3uRX1GzlvS1VrY2osEqyExPqWu9GDKRFTA1RHZX7EPzDHCiqv45U+snwAjgCK8vYA27npcAx6jqLYVj62EXjJtl6P0UGKuqF6fQ0ZOAKcCvq4aZFTQfBK4AzqTpor3qDnXyarYiN9RsbqyH+NexRdYHWL/tH6jqKyKyHDC7qt5TUm+bpHcFPYuuLwPf0w7DbcUhDSTtyn5BVR8qHFsJuF5VF+5E2wMRORnYBKc2lDXsHniH9LvuRiRNt6iApOeaZpF2kM/wioQQa9+8Fnbx2lzDIWshlnYC91fV+xzs2w3YEKsv1GxfZQer97wkIocB38IcmM2L9Mrhp+KcWpee7xaxlp47CvgSPbvaV6rqa4W/z6eqL2fodl2qHkyNCOsoXU9ESkVg5EadichGwObYe/ICFmlwTaZWY/ezyHhgZ1W9NkPvSewzfXPh2HrAmaq6RBfoec+b3mO+t33uqWvemt7zXNJ0G6trmId/g6Wa5Wza1KJXZzRY0q81fa3TaLCBRCqmrrXUGCrOChFZW1XvbHF8LVW9K0PvWRzrQSRNt1zopDcRS2Nobgs6QVXnybGxSX8xYFbtIIRZLF9xTkePqwtpIPg0FgXxPjAf8HKnnmax1KNv0LPoukgd2gxKSsvpUGM8ViPhncKxWTAH1eiSGidp6nwhfYcuN0LDTlbVl9o8pln7DeAjqpq7s9ms9zowymv3QPxD+idhbX3dvhvpf+gVFeCeZiEiF2AOvFvoPQbmLFwb722vkMzc6BQROR67cLq0hY2lQihb2NdMroPVdV7qI1RWM+ck19S69PhxwFZaSC0TkU9iTo9KXYfE0uAuAf6N7YYtBiyPFbqt5MCUmlL1CnZ2Zbpem3PMBWyhqid46HVoS/Nn4i3tIM2uBmeZt573vOk95nvb55q6Voem9zyXNN3G6hrm4VuxTYOnWujlbOR0rNfGaTnNQ+hsneCWvtZHNNg+ml/jpGtT11oxlNJArsfCHZu5BsjxTG3dmTktuQj78nlVRX4HmJVpQzxnwy6+O0Z9up5ciu0sVt7RqBO1QqyXaU8rII/uDiTHRMfOiRaUKhraD2OAU0VkDJb2sihWdflnxcGyn4v7Yi55X6HLw7Bw+j8Dnyxp35M4fXYTlwEbAF67G94h/adjqSUuuxGJW4AVsYgSD7zTLB5ONy+W7P8hlRmJhWiPYNrwx8pOJS2EjTrhOi+pf6isd2od2Bh1jYj0iljLsO84YJemKIPNsVTF5StquafqJXu6PV2vYecMWITKdunn41hkYY7W6lgnt+aW6ZWcg+k5LjWFCvwGOEJEDlLVd5Lz7ZB0vBv0vOdN7zHf2z7v1LU6NL3nOe+x2tu+k9Otm/TqWBsU8Uxfa5VmNx7YOccw6f7Utd7n6LINbXfSRZZg+YhzMO1ioVGgpOPikB7UsOt5GjALsKuqvi4ic2CLhQ9UdfuSGsXuIm3pIJrkfOAr2GL1xSbNSh7cFDWyO/Apei9qcry3VwKHqeodVZ/bh+YmbezL8qZ70rTL2ygS1Px7tqe5xfkE+IeqrlHy8XtjKTm/p7c3vd+q/y30vHcPvEP6XXcjkqZbVEDS2x7nNIs6SPPAAlhUWdfY1SBFqY3GikK6dobolLQr/hXMvvHAFVooxlhRyzW1rqDrErEm1tFnnhbRiK9oRtewJm2XNBDp/nS9NTAHxbex9cdMwGZaonBqG71dsAX+dcDGWCj+hsBlqrplSY1rVHWjdL9dkVfoifj7tar+q6R2I5pJgUnAXNhcOY3Tra81krTu4tZLLzM6ynve3B7HMb8G+1xT1+rSrAPPsXqo4xENJk7pazVEg3V16lrLcwwBZ0VfoT5TgMNVdUxJrVLVT3MW/UnTLRc66c2F9d79AvAqFkFyNbCNFnJw+9GorbtI0v9ZH5qHVNT6PbZTfhJwOHAAsBsWIjsmw7YTsN2myzDPaLFgZ86F3c+A72KV+ncFTgS2BM5X1T2q6nnTYkBsSZWdKedw5eYOAAWTstppuX32kp53SP927f6mqmdU1Uuap/ehuUOGXh1pFp/Gii42FlxnamYV9uSgPQ67cBqO7eCdB+yhHXQNSiGPWxRsPDcn5FFEFkr2rENPJ4s7gG9rRmvAFC5+IBaR0/jOnYnNc5Wd4GJFlK8E/kVPWsQKwJdU9faKWrWk1nmS5pDHVfV3hWM/wHKPOxqjxSFVL+l0ZbqeWL2UbYFlMcfCOcDlWGrJav09vw/dscAOqnqL9HQh2xj7jrQdI5s0prZy7WtcxSL+VsKcQauU1O54jVTnOquGedN1zK/BPtfUtRo1P43TPJf03MbqmuzbAZuXinpt1yMDrZc0e0WDlR0Hpieky1PXWp5jCDgrFscG0puA4m6kYgul0ukWIvIHVd0t3Xdd9CdN113Pgu6CWAjSs6r6YtPf/ked+8YPFmkRt46qPiMir6nqKLHibSeqaqnFQJOe94Xd09jE8VDBvrWAA7VkSzsReVRVV0j3+4p6aSwyxwzW+yvThis3Js8dgKxw5aD76MvBVcWpVdD7DnAEcAo9n5mdsE4PlcM+ReR/gdmB/eipyH048HbZC50Wml8Bzgb+UrDxy5gT+PKKWn/GUof2U9W3RGRW7PUvWXZMaNI7Btv1PISe13sQVrh5rwy9O7EizecVjn0LK7748Qy9N7Qntc6NTiLWmnbahwFrY/PveGwhvABwh6qu16GNV6jqVzrRSDo7Y06fMUybrncTMHWXty8nkBR63vfltMX+HysCo1W1z3S9dBE7EUu/uVDT4lJEXqAzZ0WxZfpEYD61NM3aCpaKyKWq+rU6tKd3vMf8oYj3PJc03cbqGubhAzDHx6/pmZf2As5qbAAPsp5rNFhBNzt9reZosP2wzevmVLNJjXmhCt56Lc/x3+6sqIKIPDiYXrQ6HCAlzjl1IVDisS7dRURk/Ua4UNp5b4lWDAGUQkHCtEBaWq2VXenXWCciMllV50z3X8IWgO8Xj5fQWFdVG/ndfTlghmF5Y3tqycr6IjIn1qLro1htk6mo6oZlNJr0ui5cua7Pnhciso2mzjBiralaohVCT0VkCVUdl+633anSvPa+rojIY8Dmqnp/4diqWI/uZTP0XgSWUtW3C8dmA55Q1QUybXwQi8y4sXDs08BxqrpyRa1XgIWadiRmAsar6rwZtj2HXRhOLBybF7i/7K57k94kLC1iSuHYDFhaROUoAaknta6jiLV+dtqnopnRTN5Il6brFXZiN8Ny+8/DoiuuAFbvwFnxCFbsc5yI3A4cjbVMv1BVFyypUaq9ZJVxtaA9HIuyajVv7pKh5xodNRQQESk4x9rWAerLgTcQmgVt13kuPd9trK5hHn4K+HTRmZWcXjdrxSLInnpSUzRY0u4ofU3qjQbr6tS1VgylAptlWKLsA8VyZCeq6oS0+P0Jllbyy+LCuAp1OST6oUrBr09hkR9FbseKJFbhBKCxqG/XLlGBqiGAjwIfxwqE3QOMEev4ML6izjSIyOz09ozmXNg9ISIrqerDWHvL3dIEUzqnsOGoSPf7Cwm9sa+L0xZciOWRexV4hd5FNp+kQiHCspEkFQZE189eWe+3lq8xsQW2MAVbrLazr8qi+kEsugDs/Wi+wGlolrq4kZIh5GV2tVswD70L0P6bvCLIYEWG58N2XxrMC7zb+uGlWASrc1LkVqbtO16WSdjO9f2FY8thNZZyaDee5xZ2fBzbbSoWydocW8zl8DRwtVgrwI5T6xI7Ap9Xi1jbQVX3EpFzsQu+fukWJ0QF3AvDSR/peumCrd+6Qqr6N+BvIvJ9rH7ItsCe2GdvVxE5oehEq8DRWDj7OKxOwkVYcdsqaTnFsVSA/8FqZDUK3y2IfYdz6g+chW0MXI1PIe6jseio7zJtdNQc2O5xv3jPm95jfg3z+mR6Cui3KkYoVJjjatRs4D3Pge9Y7W3frEBzu+eJWBTDYOr9Ij1vW6aNBss0axr2ATbSnvS1r0lKXyvzZC0UpiwzR4lI6Xbf+BTirqPJRFvCWTEtVcJMzsXatEwAfoUtMN/BdnXaXWT0i1jawubAAqr6fbGCYzOp6gO5mv1Q5TW7dBcp7j6qqufCa0+gURjtR8AfsIu0yrsbMNUhdTawGoUdq/TnnAnqQGwSAAtLPxv7/+1ewaZS7e4aC39V/WEF+z4BzNvJ7k3TDsQY2nQXqSBZrHbc8eBYw2ev2KnjlE7FVPWLhfsu1b21EHavPt0nynZ8yeFW4Dci8tMUFTUrcCRwW6beKcD1Yn3Zi+GiJ3Vg433Aj7GFToMfkddh5Wjg/0Tk1IJ9O2DfkxwuBK4QkUOw9JLFsXHngj6f1Z4fAn8RkT2SfUtgu1BfztSbhR7ndse95hOjCtFb74nIjKp6Vz+RZy3xiGYqeyFGZqqeOofai393kbcxh+uZIrIoth7aFpvzRmbo/W/h/tVitbhGqOqbFTSmjqVidUn+rKrHFo7tiRVcz2EjYFH1a5W5OdNGR/1bRO7FHJplU7lc5038x3xv+1Yq3PdaU9ah2cB7ngPfsdrbvmuAs0VkX3rmpcPJ7wLopbcBNjadAhwjIo1oMI+Ug/m1Jwp9iogMS+PX2WWeXDUaTCukrZXY6BwQjSpEGkiBKukCjdD9FCI5Adsd+w/wlGZ2FxFrkXYCcDGwparOISJrAkep6udyNEucs8pr7ri7SAvNTbDQrdydxNoQkb8B92K7OU9hg/+RwG2qetYg2VRMFZoZ28G6m568wrWwUL0tMrSvAvbtxDEm0xa0bQ5PbhxzC1H2ojnMMye0sy5EZH56hxcPespGHYgVnDwfKzjZKAp8G1aVO6fgpGAX/1vSs2t8LnCaZk5+yaF8Bea4bezMvg18RQs91SvobdBsn+YXoR2BOSeaX+/PVTUrmiRdHH6poHeVqr6ao1UH6UJuG1V9WERuwJwhk7B0kyUqajUXkFuQnq5hpZyHUmOqXtKcLtP1RGRtVb0z87meHWkmYU75YseXTlKb/o6t11ycSOn9WFV7p3I94Pl+BIOH9zxX0HUZq2uYhxuFrr9FT6HrC7B0yspr/xr0RtITDfYZbJ06BsiNBus4fa1pLmobDZazqSXTYepaOCsKVLxwnwAsgzkpjlfVNdMH4NWyGi00H8UqXN8vPVWvXSuqtjhnldfccXeRFpo3A2sCj2EFwm7CnBdZbXn6CmfN0JqEeUffl56CmLMCD+XuyotTF4GkdR428F1cOPZ1LNcwx1kxP3AVcCe9C7yWiuiQGjqKFLRHYH2qV6f3AJvTanQN4HhgVczxAx06U0Rkwzb25XSP2QhLVVmo6U+d2LcktgPRysbc9sPLYdFHzXrZLd3SjuxC2Nj3XK5OXaSxfh2SjcCdWqg7EfSN+KXWISJfBN5U1ZtFZG0KEWuqeomDrTsCK6jqTzrVaqN/bJUIOBG5jjbpeqraLrWtL72Ou4s06bXbEXwXi7C7o4rjTPy7HDyKdV27tHDsq8AvVHW5DL2lsIja6+g9b/6p5ZP61juWniK5xeioeypGSjb0XOfNpOk25tcwr88N7N1GL7flt7tm0u32ec7VvrQpNC/mGOx4Q8hbL2kWo8EWU9XK0WBJZ3usVfrVYukfU9PXVPUPFbV+j9XZ6hUNphldqtK1QyN1rXkOqRzVKc6FvVueI5wVPUiFSuXpzVkXSzM4TlWPE+vscLKqrpZ5/omYx18lVbpOi+Lnc6M1SpyzcnV2ce4uIiIzYykIn8I6tqwNjNPqxepcu0/ItEU6x2IhY5Ow4neVHVLi2EUg6U3GCooWd4iGY7VUShXsbNI7GdgEy8cvDmCau6hJusOwivoTOplQxPLQV8N2taepC6N5rUYfTFpnttDLcaYch6WG3dhCL6d7zBPAL4EztELXon40b8dyWM9uYWNOW7z9gYOxEOWinmrJlm7NUS3tKPvZ6eNiqVkv25nSCVIxlauEXqn/s5YsGit9Vx4v6lVepEsfqXXdFm3VIH0+X9GSnSe8398W+q/jm663E226i6hq5dQ2sYjEdbAL9+ewdJ8FsDpSS6SHbaqq95TU8+5I83ksevUhbJdyMWzTaXNVvS5D71AsP/0hes+bOd+R5uio8Vix0qzoqBrmzY7H/Jrtuwbr5nBBC73clt8da3rPc0nTbayuYR4uVferrJPaW6/kObOjwVpojaBi+lrhud7RYK/hmLomzoW9W54jnBU9SKH6asnHbwi8r6kqvFjKxhxlF4Ut9K7DWu/8qeCs2BqLtsjNEW7smA9IGHmVSI3Cc2bFQpw+jTksFgduV9XmYp796biGs4rIBVgY3f+KyFFYGOq7wDOq+tUMPbcuAum5/8AuZH9XOPYDrCd9vwXRWui9AXxEVV/o98Hl9Bqhet+mJ1TvPOx/MDlDbxKwpDqlDKVF/5zqNAiKyKvYgP2so948XvYlzdexHH+vXYiXgM+pX+pQW8pezEoN4ZPSd+2Boo39RqeIcyqXWGX0IqOTrROxGjkCPKeqZYvGFiuPL40VsDyjYN92WBpNldozDe2/UUNqnThFrLVYsI/Ecur3qfD/qy1VL+l3dbqeWAv2fzfNS98Hlgd+AByARUWsU1LPtSNNev48wBcxZ8ALwJWaH+49GfiEZqSA5SIi+6rqUSUf6z1vdjzmN+nVMa/Pl+PYqVPTe55Lmm5jdQ3zcEOvWOutMdYUCysPil6Ttms0WEHXJX1N/KPBpr/UNVUdEjds9/RPLW4nYwX/VqvhnK9XfPzyWNjfTdiX5FpsQbds5vk3wr4gH2KdShq3D2v8P79R8fF3YRcR52HVr1fs4NzjgZmbjs2CRUJ0+rqGYaFhuwGzZmpMAoY3HRsOvJap91GsQvpzWOrGc+n3NTL17se8t16fhf/FdrA+gu1KfAQrAHhGB/Yt4GjfGZhzy0vvMWB2R71fAjt66SXNvwAfc9R7Gtst6ERj8cJtd+AG4PPp8/J54P+A3TK1fw/8sOnYnsDvKup8qnDbG+uwsjPWimzn9Nn8cYZ95wHfaDr2dexiO+f17o/1nh+Zfh+JFYDeL1PvDmClpmMrYou3HL1JwIzp/mvp56xYrafcz89XsKLP52COj7OxSv6bZGhNwebL4u2Z3HHC+/1Nz58fi1I4HtvhnnqroLF4mVsH7/GwpmMzAJPS/ZmAyRX07sIW1sVj38ZCjLP+h563NO5nrQk6OGfptSX+82bHY37N9t2KRcR6/r871qTGeS7pdzRW12kfFuF8Nlbwc0T6eSawfZfo/Y20EYnV5ngm/f537LpiPLBmRc1GvY/bsLpRf0+/r5Nh3+exOe42rJbI7dgct2Hm610KuB7rYrlt8Zapd2yy7QtYit5G6TtzbO7nufk2ZCIrUoj2NlgP3cYO21ewxcQoLPz9u5qRY9jHOXNSLEZiqQGLJzv/ohlhQ0nLPYy8xDkrRVaIyPVY7tT92IBxE3CXqn6Qce6daRPOSqElmQ5S8cS043uNqv6icGwfrAjPpzM1Z6Qnd/4FLCIlK3deRPbGFtK/p3fubeVoIRF5EVhKC618xdr8PqGqC2To/RirlP5bJ/vOx8aAW7Gd96JeTq7srlhxqyNb2Fc5kimFeK6FLQ6b7cvNvW0Upbq0hWZOXY1tsciFMfR+zTn958dii4LXCsfmwi5MKlfr9w6fTM9/CLt4HV84tgj23a6auuadyvUysHBxDJAO6h4l+xbQ3vUMXlDVURl6rql1SdMtYk1619x5SzPrJyU91/c3Pb/b0/X+BfxUVS8rHNsEa+u+nFiB0CdUdd6Sep/EnKyP0dTlQFUrdydI///dMcdjc92UnLSN3TCn5S+Al4p/yxn3S56zSsqy97zpPeZ723coFmV1Or3nuKzUP29N73kuPd9trK5hHn4O23T9T+HYSOAxVa3cFaoGPddosPR87/Q1z2iwrk5da3mOIeSsuA44RAv1FMQKNx2qqp8XK2Z3rKou73jOyikRnpp1hJGXOGdOGshw4GNYvYr1sAu0h7RiB5QUJtagES7W/LtqH2Fi0kcP8SKZF7OuXQS8aRFO3kC1ZAh0k9444FNaCDUTkSWwAqqViznWYF/b0EjNy5Vtt1Dr8zPXh9527f6m+bm3p7f7m+bV1Wi85uJ3ppMQ8pexKLfnC8dGY7mPpS5umvRcwyfT81/FwpYnF46NwqIDKjlAxD+VaxywVdM890lsJ7/5QryM3uXYGHUQPQ7gMVgE0Vcy9FxT65LmJCxE+4PCseGYQ6qyQ6VJeylgiqqOy3y+6/ubnt/t6XobYhF0jZoQiwIrk2pCpL+vU2WMFceONGLF6jbA2hcfjl2I7IYV4x6Toec67pc8Z5V1oPe86T3me9t3Y5s/qWbU1KhD03ueS893G6trmIefBz5bXOeKyArADaraXEB8MPT6TDUTkZmAl6o4mPvTrGqjJ9LlqWutGO5pTJezNhYqX+Qe7MIYLOXCq+97nUj/D5nKqVi41KAUkqvAHFhkwCJYRMkoLH2jKh69sD16iLdEVf+VBtRP0LPoyu4ikBaZY2i9Q1TZGaCZHU764BTgehH5DT0VgvfCFomV8bYvxyHRj16pAlUV9LIcEv1oVnZI9IP3Z+YM4P/EKuI3LnT2SMdz2AO4WER+QlMxvQ5svBy4XER+Ts+icL90vCrfAS4Vi7Aaj+W2foBFOOVwEHCNiFxBz//vy8D3MvW2x9pTP4yF8n8AXILNK5VR1W8Wft0/6c6GpWTmch/wY2xnu8GP0vFKiBX7+72q3iYiO2CvfYqI7KEZnTbwf38BnsQcCl78DnOgr0zPOH14Ot7WYdqO5JBYip5dwKso7AKqFbEsXcgyXSS9rYWaJiIyl4gsrHltHr+OOUueEZFDVPW3InIt1tFjTFUx73Hfmxrmde8gZesvAAAgAElEQVR52FuvcivHQdD0nufAd6z2tu8Y4Ia0WdLQ2z4d7wa9CZjj/LLCsS/REyk1M9XH3McxB3CxDuLmWIHzSnhHg2Gv95mM53XC/kC2s2IoRVbcjOX5/ExV3xHrQDEG+KSqrp8m17/lXOT1cc7BjqxwDyMvcc5KqS8i8gDWAvZu4GYsZeM2LaQOONv3oKquUod2iXOvjoX/Pls4tigWJnx/ht5ZmIPnGKyl7NZYDtrFqlp50K7BPsEmykZo2PNY7t5pAxnt0xcpfG05ek8AWUVyvRGRBbDvcLN9HTkgxbF1pCdioei7YJN6I9zxAqzL0od9PbcPTbfwyaTXmDsaNj6P7SQfohnpdmJpGg0HZq9ULhFZRCu0jRPruPGNgt5FqvpIVbuaNIcB8wEva1Oot4hsoarndqLfCZ4Ra2LFAxdR1ffE0ku+C7wG/FlVl820zy1VL+l1bbpe2jl8DKs95RP+K3I3VrvnwcKxVYBTVHXtDL1J2JymMm1aUtZ6reBMmVQ4NhcwS6Yzpcw5K6cYD0XSGqQ4x3m0y+xYs455rkm7o7G6pnl4o2Y9Vb0mR8tbr6ZoMLf0tRqiwbo6da3l87vkmqF2xMLPzwE+jlVJnxuLrNhKVZ8S6+SxoKr+xfGc7hNKRWeFexh50nXrLiKWW3yHFvLsWjymcjvUPrT6fE/EuQ1gk/ZDWNG3JwvHlgYuVdVVM/ReAlZQ1Yki8pqqjkoLpys0L4Tc1b6S5zxBVXcv+VjXSBIRWReboGbContex1oRP5sZfuqdC/1VzAn1OLAStmOyMhU7WTRpureOFMtHb/Was/Pn+zlf6c9MSb06nModhTw2abna5+2w7c8+qTG1rnCO4ThErDWNo3dpartWx2ckF+n+dL3HgI9rRgpJG73J2iL8ut3xEnq3YUV370oRSI9iY/9WqrpChl7HzhQR+aWq/iTd36C/9YWIXKWqXyyp7TpvJk23Mb+GeX00lta0PhalO5UO5jh3zRLndJ3nkqbbOFbDPHylqn5psPS8NzWSpkv6mli3jUY0WGOOWh44UVU/laHX1alrLZ8/hJwVx2LOihdIH0ZVrTUMRkTWVdVbnTUHbdGUPJmnYq3/pqkHUdcHPJ3Xc4Dtb2HdbiFYJHdR2PLcHezovII52D4QKzi0EvAGVmU/R8/Vvk7O2eax3pEkdwPnqOoxIjJJLTfxYGyX7FcZet7e74ew3foLC/btgFX83ruqXtL8G46tI8XqfnwXy3HfFQul3hI4X1X3yLGxxDm9L94H1alcQsvVvoHWkz5qwxSpsmvVpO8WEZa+H9diqRDDVHWXdKFyp+YVbnO/UPRGRA7EKsE3p+udqao/z9DbHdgUOAJLk5q6yMzZ1BAr9reRqo4tHFsGuC5zHv441hHtXrGWt3/AnNR7q+otGXodO1OKj61hfPOeN13H/BrsuwKLrDoSi9RdH/sOXqWqJ1fVq0uzxDnrcKK7jf01fE4HRU9qiAZLum4RV+IcDTYYdGyrOrUV6fYb1lrleWyX8hCsQFUnektizo9HsNyfqbeaX0fV1qA7YC2I/p1+7tDBuZ/AJqlZBvi9q/Sa+9Gq1E7W+XU8QlNbUWAN4F+Zen/FigyBpVecjS0cslq6edvn/d5i4WrzpPuNtoejgXszzz2Z1GKPnrZ6I8hsdYvlpC/WZN/ywE2Zeq8X7jfsG4YVesr9f7u2jsQublZu0lsLuLwbPjNV/8/daKO3fd2ul3H+h7A0huKxpbEe71W1lk7z+hnA/OnYZlhB1hzbzsK6XG2KOZI3xboP7dXB610dWLTp2KJktl/HHCg7Yq0JH0k/dyJtZmXoTWlzy2qZjuU634/VXlkRyy2/DyucW9dnat8Kjx0LLNN0bBngyQoaNwMXYU7kd9PPXrfM1+I9b7qO+TXYN5HUSragNzcdrGPq0CxxTtd5Lmm6jdXdPg9X0cOcFXM6n/9uYJWmY6tgju+qWrcBa6X7VwBHY903Hs20bTQwV9OxubBOYq6fOa/Py5ApsKmqPxSRHwGfxVoQ3SkiTwJnq+pvMiTPwS7ef4x5XAeKjcs+UEQOwHZMfk3Pjsk+YoWpDs8491xY2NFAh+P8t4T/HANcJiJHY5+dpYG9sV34HHamZ6duT2wnaxT2nneDfWWo8t4OwxwMAG+KtcB7AVsY5jAZS/94DXghpUhMpCnFqQIjsXxHgP+IyEi1oqofzdR7SUQWUNUJwDix7kWvYMWzcnkHmBErFvWKiCyGOTDmydQbpaoPpfvviciMauHVlUMTKzA9jAfTg40DgtSYWpdYTJt27FX1iZTKUAlVfQLbJS4euwi7kAQqhz9vSE+q3oeqepmI3IMtOHOLwZ2FtS4tMgI4E6icrpfm89PooxB3ldes/gUnj8LGq19hTplnsAjPnHVbWaoUgzsNK+J7AFb8dGngMKzAdFk2w2oELI7N6Yu2eEzumOI9b3qP+d72fYgVlwR4TUTmw9J8Rmfq1aXZH90+h3S7fVU4FrhARFyiwRIf0UJqWNJ6MKVvVGVP7DMIVjy6EQ22S6Ztf8Yc1JMKxxbBxqxaUtewVtvZDJk0kGZSiM7p2M50Trul17FBu+OCPQXNJbELw9XpXRMit9Xjp3XaXNTFsVzUxTP0fol58ga0u8hghVTXlOu5ObZrtSh2YXtKWgzXQtW8wkGwr0oayF+BI1T1r2JV+6cAbwIfU9U1M859LJaXfo5Y0bqfYIvia1V1pww971zonwJjVfVisd72J2Gv+deqelBVvaTp2jpSRO4FtlHVh0XkBmwSnAQcpqpL5NhY4pxdHX7qrdntr3cwU+uS/iPA1vr/7Z15uGxFdbff3wVUEL6AAioIEtQoCA5EZIgD4kQYNCpEUS6gecSIE5GAhCkXNRjhU1AMPGpUBrkQUKYb0SufAxAHRgFxYlAcgAhcEARBBNb3R1Vz9u3bfXrv2lXdu89Z7/Oc5/TZZ+9V1dOuqlVrrZ/ZlZVjWxBSvLJJkVdsN7lnZU3Vm639rqTrTQJlrBET7TWZJywgbFr1xs1HnSkp80NJ5wL/ZmaXNr12iL3c42bWe36B/i0hFPE+W9JnCEUN7wdWs/RaT9lt1mjTx6Ux2VOBGg6509dqtFf7Htj11LWB7c0nZ4WkxwOvJ0RWbEfIPVtsabna/01QFrkiY/++T9jRPpW+aA0zuzDB3m3ARrZile9fmNm6CfbGri4S2815g32LmS0efWb+XMqabXa6eGCB/jWZFG5MuGfdqFDk9UiCd/kIa6l2EO2/ONpbmjjJzJoLPcD+hoRQ1Kq2eCOliD57Cwi7yGsAJ5vZfQk2dgTuNbOLJL2IEHG2OrCvmZ2V0q8abXa6hkNum11/vpKuNbPNctlLaP8dwOGE0NjlIsLMLEkmeUR7Te5ZWRdi0eZYnTPRfpPnnFtmr06bXV84NVlIHAv8PXAf4X56qpld16LtrONm7nt+gf6tSUjvvFPSqgRH0hrAsWZ2a1N7pWzWaLPEuJTtXj0F49JEFXMkHQy8iVC7rBpxdYaZHVmgvSbOmdaOFAWFzdsIqYMfZHnp8Ecxs8Pr2BvZ3nxxVkg6k5BCcSUhv/9MM7ujhb1PEz6IZ7Piwj3pzVHmaA1JJxNuqAcRvP1PI0Ru/NHMFibYK6IuUqPdoTcdFaw0r8xqGzXb7HTxwAL9O8HM3pXRXtedPbl3AEvsvuRWi8gqbVngM1OiEHLtav01bG1gleKRGew1cdjuCVxlZtdUjj0PeK6ZnZKrT23RGCPCGk4KsztYx+2ciW02ec5ZCw3XbLPr41wje9GR3EtZfj1hsZOaslynvdzjZu57fqeVJ0rYrDPOxfvLSKyAHGWBcfhfzOyjXbWX0H7WiKsa7TVxKLd2pMTxrJe6thdhk70fM7O317E3sr155Kw4kDBYZlEAkfTFYf8zs7cl2swaraGQxtBzqqxMCHE/A3ifmf0+Rxu5UKIcqpavNL824UuzhBD9sSEhzP0kS6tSnT2Et0abXZ90jar8v7C3iJE09CZlhVKJ5qGzp9NRAdHeqDSBWp8Z4EFCIdDaMsYK0WCDBrk/EXJTzzKzJTXslK67gKTzzKy/FkGd60o6bH8FPN+Wr2j+BOCHlpZKOBF1jJyLnQLf4cZ9G6dzJrbXxFmRVWYvd/9q2uvMLq9apizXbKPrkSmdtlfH5oix7VGazI0U0hcMZiTIe/9i+boLjT43OeZukj5U57y6m7uSDrFYa2+E7QcJSmdfMbMHatoeezRYbHciEue5HSnKnLo2iPlUYPOozPaSHBIjuAn4uqQs0Rpmdg+wp6S9CV/AO9p69BSkExcSCgvdTJA3G+q4qWFvqBwqNQoJWkXuTtJSYCerhNwrhPYn5fcTKpC/jKC6cTFwPCGENzkkswZd9x6O6t/uhEJvED4nw2yUqnui0ac0Ivf70fX+lbA56jnX+cxAKMS2saRvN1h4f4fgwDyJsKjbgFCAdnHs1xcUCkWNGh8+3/f3+oTXaRmhOKkIzo82uagvTrzuhtGnJPN/CHVXqtxNKOSbwvGE1LoP0Zdal9rBmuxBmIzmIPd3uHHfzOxM4Mxh/8+9E02z55y70HBrNOZicANodE/V4JTloZGtGcj9me66vUlQJ5q50dzIKsVs49z8lQRncK+g/uGE+WtT+vv6ZMLu+3cb9G9Qkdh+mnwvqtLRs9leQFAOeitQN7rxGIZEgzXoXwpNCvlmI64Dj44/A2noSPklcI6kLKlrA/szXyIrciBpIzO7KT4eOilNDbnKHa2RO4RXg9VF/gn4kqWpiyDpRsIX5iQzuz/FRsXW3cDaZvbnyrFVgGUpXvQSIbw12uz6DlET7+0nCTetYt7WAW12egem6/ZK2MxpT9JqwK1WvwjUJcDetnydj2cT7jdbKeRcn2ZmT2/Qh4MJDorDLGidr0ZYfC9rE3Yq6U4ze0Lq9SWQ9F3gk2Z2RuXYroQ6LFsn2Bt7al1sN2cNkdzhzyWioyaWrqfMhYZrtjkq4m+sxeAGtN9k3Myaspy7f25vfDYbtv9b4JnVeXQcm64zs6cOv7K2/bcT7t0HtLVVmhgpcauZrVPz/LFHg8V2u1zbqlOpa+6saED1w9AXflXFSoXqNaVACG9WdZF4/Z0Eje3WH0RJFwKXAoeb2f0KhZCOALYuFcqVewerwA1nYhNrLV8o7FRCAbiSUSmdn9R03V4JmwmD3prATsB6wC3AV62StiZpHTO7vaatu4F1zexPlWOrEiYya8a/7zWz2nK1km4n6JH3O0VvqTs5itf0R8sdRGWXxcxqhdEOsLs9YcLQe/1ON7OU3bVeZNr5wAWE+gjPIExIdrQG6TgVe2NPrYvtDv0Mao6lrkWbE0vXU4ZCw00jITSiRozGXAxuQPtNxs2sKcs12+z0uNR1e3VsxsXcSCwx+lnSLYRUoapjfhPgW2b2lBSbffYXEKKzkxzq8V7w98yMS2eY2fUt+pPNnqS7gCeYmUm6FXh63Igo6oAaMS5lvQcm9K1TqWu59bDnNNU3zswWmNlK8Xf1p2lu2EaVxxsP+0nscu4Q3scD/YuEZcCqifYghFfnSqnZC/gb4B5JvyM81xcTokFKsUdme7Mq00haWHn89mE/vXNyOirq9K+Kme1HCN3bl1A/5BJJV0j6QOY+Vel6+GnX7ZWyWa/hsNC+CXgfsCXwXuAmSa/onVPXURG5CPiipGdIepxCxevPAf8T29scaFrN/T6CKlKVLelTcKqBRvw0RtL+hNDVO4GvEu7Pi+PxxlgoPLo5cBnh/n8psFmKoyLSS62DmdS6EyibWjeK3SuPFw75yX2fL02ddL0eWZ+zmV1mUanEzK43s1ea2Va2fHrmQSPM7FN5fE6NNkdN0ncFrgKeQvhubTDgp/bus4KMe+9xnXo2tdNKzOyocToqIl1Ps5gL4+ZDhLpxw356/0/lGOBbko6U9C5JRxJSQBor10la0PezOuE7mVTrTtJbgB8CzyWMn5sDV8bjE7dHiP7aMj6+HFgk6VBCqvukyH0PbErj1DVJe0j6KmE8f4iMqWseWTFhSkZrKH8Ib1Z1kWgzmxxq3MlfTFh8rEfYPS066I97B6vqPZX07eHmrFZBwHHuKpbwtg5oo9NKEQW831mVIqLN2moRNe3VlktTkGVc1HfP2g34sCXIMipEkh0PvIFQA+ch4CzgvWZ2h6RnAWuY2eUNbC6MNpcwUwdjZ+Dd1kIhQxnSQBTCWV9jZtdWjj0HuMDM1mtjOweaQGpdbLfWLpEmk7o20TSQCT3nUbvQxSIhlKEYnCacVpKbAuNmVjnjAv3LrhQxyqZCFPJIrBK5nNCHHYDdiPNfQrTB1xPs9NYiVW4G3mFmSxPs/YKQjnlR5dhLCDXvNuqAvaKy87O0O5vS4aSjwTqVuubOikQ0oeqxTVD+EN7s6iLKKIeqzPrkNdscNenK6lzos916klmyf9HmoEJhi82sVoRGXWcKE1KKqLmr1kolIraTpBQRry2pFpG7Ls7vCWlhD1eOrUwIP20UEaYQtrodoSjYn4F1gNtTw2z7bG8KvJGZSeGX2y62Jd1lZmu1tHEzIYT1gcqxVYEbzGz9mjY+a2b7xMezfXZ6Vdc/Z2a3tel3X/u5i0PWXuxoMqlrWRdi0WbX0/VGOfmLyeLlmCdMeiExihFj5aM02CQpJpGZaRMnq/JEtFlMfWJIe2sBu5vZ8ak2cjHAsXJfm8WnMqVOlrJXs82RBSeVMXWj5D2wDg3HkOKpa+6sSEQT0BJPQdKGwFuYkTg7te1ObFwEZFEXyY3Gr08+sR2s3JPMAv1r7W2t6UyBqBQBfLvuolvSh5ldKeIfgFmVIhTquFQZqBJhZm1UIlrtumt5ed+hWEVZp4Ht3HVxjgOuN7NPVY69l1A4LEV+OPuudSkkLTGzXVraeAfBQbOI4HDbgKCGdCGVKu6z3berO4QjPjsLgE2B9c1s2zb97mt/5D21rhOz7mKnz3arMaRk3+rS1AHS8XEzuyxehvd4oguJUYwYK3vU3oRQIYnMaLu/r48qT5jZy2vaqKNI1+j9qH6HRthfADwLuHPYwnOWNlYi1GfaK/6+3sw2b2Kjz97zgZew4gbqRJxmPST9C/AEQlHqBzRTT+6u2aJRxmWvZpt1xqUiEVc57oE5HSmTwJ0ViahA9dhJRGtI+lHdm2PuXdSKjaxyqBW740g7mOgOVs5JZgHnx1gLhWnCShEqpBIRbXdOKQJCNABBgacaCbESYeJW932oRrgsALYCfke4F6wPPAn4gZm9JKF/XyWkkPyg6bUj7L6WwffpkvVxRhIXFT36UwofXWzkuh9KEnCFZVTyqHNPrenErL0Ym6WdxmNIib6N0wEypnGzibOiaMRk2+dbwpnSZTSLRKaZnZipjalRnoBH5+5N1Ce2IDgo3kyo+fZYYFcbEck5wuY+hPoU3yBsEn0NeDVwrpmNrOUg6etmtkN8PCzqFGYiST5uZj+r2bffEJxQBtwFrEUYi5arF2VmG46w0euThtmbzUYbao5LRSKuctwDSzlSxoU7KxJRgeqxk4jWaLjYzrqLGq/PKoeqlmkHCe11ZgcrxyRz3DtsTVGHlSKUMTRRhZQiou2cahGt6+JollSwKtYwLSzaPp7wXM8lRM9UdwGTdptitME/EgpZvhP4DCF67b9Soj9yogJ50Tk/LzXba6oekzsiLNsYkqtvpZ0zExg3G0U85R6XMr/HY08/rdGnYsoTKiyRGe11Snkil01JBxDmu88kOBUWA+cR0rSfZy3S6STdALzNzC5WTCmU9LfAm81s5BirSq2qEWPyAoKK02sabHTW2sA1swtL2mhDzciKkulrbaPBOp26Ngp3ViSiAlriJaI1arTZZIej9S7qAJvZ5FCVJ+1gqnawSk4yx7HD1rA/2xOKI/6c4NjaEHg28MaUxVP83v6BsCv0W0I1+EXAmma2s4JSxFlm9sya9m4ifP+/Wzm2LSE6o+lnuT/8vt9Z0ThlI9rdnzBQfZGZ1/BtwFFm9vEEe1nr4uRGs4TvmlmSClF02u5kZtdW7tMvAg61GnVFJP20N0b07Rb109vBWjSp1zL356Vmm02dFdkiwnKMIaX6VrHZxXS9sYUYZ4iEyF4MrmtOfg0ukLjcKaQXbs8qkTnAsbIaQYnmQEtIn1RQhPgsQQ2pd8/aCXinJRaOzmUzvi/LgHcTPncWj99Ke2fFo/dNScuAdczsERWKypR0tpm9PrfdrpIwLhWLuEq5B5Z0pIwDd1YkogLVY0tEa9Ros4mzIqu6SLz+NmAjM/tj5djqwC/MbN2GtlqnHUzTDlahSddYd9iaoI4rRaiQSkS0nWXCoQJqEdG5uDsZ6uKUdhDmQMuHU95GqNnw5+rxEdc/qjAzYrdoAUGS7f1WPxXpLwiyry8AlosIMrNX17HRZ2/s6iJNd93jNVkWiznGkFJ9q9jrXLqeCocYZx43i6YndsHJr4LKEzE64AOE59gb5/YGjrVZ6jvNYq/TyhM5bUrajhBZsStho+R0QnTFEkLUchtnxU8ImwQ3Sfo+cBRwB2Fe+OQa12ctytpne2XCd3fQuLTPwItmt7cKcCghfbwX6XIKwTnwYFN7NdtsGg2WNeIq8z1w6lLX3FnRIUpEa9Ros4mzIvsuqgrIoeaiiztYffayTrpKOD9yoilQilABlYhot7VSRLTTWi2iJAMchI2LrQ2xuwYr1pdoXLk+2roSWGhmP5b0LYIG+l0Ep9lGqX2cpb1jzWy/mud+g+B4Oxu4v/o/M/t8Qttj/7yopTpGFxaLw8jVtw7u5JeUGu30uATddvIPQi2VJ5RJIjPa6rTyRAmbCmkzbyQ4Ll5OGJcWAceb2bLEPu4N/M7MvqaQ/vFl4DEEtb4TalxfHXsF/A3wv8w4pJ4M/E/KOCzpdILj/WusOC4dlmDvGOBFhKKavfTxw4DLzeyfatooHg2W0YleMuKvE6lro3BnRQviTfZ5rOgpTA01G7vWb4K3MKu6iArIoeaiiztYJZmC/rlSRHs7OdQixiptqRbF1qLz6FTCfXq5avapi0VJOwL3mtlFkraK9lcH9jWzs2pcn11mr2L7HkKqXvLukpYPy/4HhnxezOw/a9ornlrX5cVi6b51wTmjsrnaXR+XOu9MAVBm5YmuogJKESVsVmxvQIgQ2BPY0MxWa2OvYvcxwGPM7N6Ea48DbjSzYyvH3k9wXKfMtX4PbGBmf2h67RB7vyWkzSyrHFsbuLquE710NNiA9pLv09MQ8Vcad1YkEm9ehxF2EqqeQrNCyh0lUKWoTiZ7tdVF+q7rpBzqtH2h5xqaMqUIdVQloocyqEVozNKWalFsTdJ3CIuIDxEcJxsBHwW+N6mFrJavo/E4wg7bZczkQr8I+IqZ7Z5g+3zgIKsoNiXYqIZl938+esdm/Yz098nKptZ1drFYqm8dd85MXYhxG6bAmVJCeaKVRKY6rjxRsTNW9QlJW5nZJS2uXwvYhRllvSVWKYjfwM6w+nR3pER4KqSQv8US0o6G2LuZoELY76y4xmqmJ5aMBqu00dn7dJUuOLxHsfKkOzDF7A+80DKEeFdpG60xYqezam/PJnYbsFGTk7W8HOpt8VhrOdRcRMfJBcAFkg4jfKGPBtxZMR76d28/l9H2r4Cvxcl1a6UILa8SsRsVlYgsvc3DX7Y1UN1JshGFPqUgbVnXtoYXW0uNsnoe8CoLNSVkZncr5FxfCyRPGGLk2+7MTApPs5qV4a1S2DOGx+5uZl+pHHsD4fOTwt7A+QqyvL/ra7eugkzrz0hfu9XQ2WvImFoXuQzYv6OLxex9G+AA2asrzpnIL4FzJE1NiHEbLKFOwzjQisoT72dGeaLNgnioRGYDMydXHs8WodVTnjiTkEZQhz0a9GMcdlZglgizP0l6HGED5k9DzhlmcxtCAdCfEeY2OwPHStrJzL7fsIv/C7yWkE7YYxfiHD2BhcB/KqQp9o9LJw++ZFbOBJZIOoKZ9PFDCVHZddmVmWgwEaIG+0neze/6fXqII6WWMtsk8MiKRCT9HHiBVQpDZrDZOlqjb6dzbcKHbwkzu3a7ACelhHLVbL9pxdzscqg5mRbPqNMcZVaKUEuViGhjapQieiivFGruYmvVQsU3EKSh7wJuTg37lLQLIcz9v5m5r+5MqGNxXkNbdxOKKvfXYVlmCQpLkj5HmGRezIpjSHJ0T3QiPYmQE50c+aYC6hjzja7v5INHJHYBFVKeUEuJzMQ255TyRIz424awcO8pkT0JuJyZDb/XWc3i3tHmJcAxZnZ65dibCGnkWzbs36uArxCc+r8hjHGbAruZ2Tea2Ir2PgQcGO21jkSPKS6HEjaD1iPMEU4HPtLUyRPtZY8G6/J9usvRiMNwZ0Ui8eb8VuBY+ryNqR9OSXcAL80VrSFpKeHLe3Hl2IsJeXevydHGgDabOiuyy6HmYhq/0HOZWXYjOqEUoZYqEfG6YkoR0WZutYjcUqi5i62dAZxvZidK+neCs/ZPwK/N7O8Sbf6IUFPn25Vj2wGfNrPNGtq6guA87q/D8jYz2yKhb38A/srMbh15cj17vZpCb2amptDphOd/d6JNX8jOI6YhxHguokLKE8ogkTnbWF4lZVxXZuWJaDOr+oSk/wB+3nfffw9Biv29wCGEjY9tGti8i1CA/JHKsTapG08EdmSmiOpXLb34593A1laRuy2NpIPM7N9Hn7mCE33OR4N12ZEyDHdWJCLpdYSQ9LX7/mWpA3LuaI14g1jbVqxgvCx1V7FGm02dFdnlUHMxjV/ouYw6rhShMatExDZrK0XE80uoRRSTtpS0MfCImd2UwdYCgoN5deBkM7sv0c5dhAn6Q5Vjqao0LyC8FyszU4flIeANZnZlQt+uJiwKszhVJZ1IKPL8L8xUXe+pNbXeRfWF7NzEIxK7gzIrT6ilRGa0MTXKE9Fma/WJPnuzOhYkPRa4rcmGnaRLCfKxiyvH3h41h7AAABkRSURBVEyYS7+waR9zIuk6wtomacxNbLPpWsSd6B3GnRWJxEn6vxK81f03xIcHXjTaZtZoDUkXApcCh5vZ/ZqpYLx1SuhVzTabqotkl0N15g/qkFKEWqpERBvFlCKi/dZqEX32skpbSjoNOM7MvifpbcDxwCOEnfzGzpQSxIn2183sY5VjBxLuWdsl2FuFEBL8FMIO1verDuaGtv4ZeANwHCvmBs8qzTbE3v8CG1cd6JJWJ1SKf1JiH30hO4fxiMTuogzKE2opkTnAXqeVJ6LN1uoTffZ+BnzQzM6tHHstcLSZPStGQN5oZv2bobPZ3JaQmngdwaGyEaFeyc5m9r2G/VsZ2JfBxcJT0jbeRahr8jFWXNskSYjXaDNZ7c2d6N3DnRWJSPodQXc5yTExxGbWaA1JGxFCmrYE7iRUML6cUJX3pjZ9naXNxuoiyiyH6swf5EoRTe3nUIvIKm3ZZ/s24Klm9mBMt/hHQnHNc8zsmTVtNCoynNDHZxNCqR/PzE7gH4FdxhnmOqRvvxzyLzOzjRPs3QS8zCpV3OO4cpElVMH3hezcxyMSpwO1VJ6o2EmWyIzXd1p5ItpsrT7RZ+/VhCKRvZoQGwCbEWtCxP9vYyMKWA+wuxZBlraXqnK+md2Z0L/jCPWdPkuIpDsEeBfhe70owd6wOkfJkeg12mwaWeFO9A7jzopEFCotPwY40jK9iLmjNWIe1mLCbt16BJmlRhOI0hP/mn1IkkN15hYarhRxYOJC7C5gXQt1JXoFMR8PXGtmSYoIaqESMcDW6YTF3ApKES2cFesSIpmS1SKUWdqyz3bvfVgfuLS3a9Vk4qHZ5VRnOttwItjXxsrA1sxMCi9JiYZQqAmxiME7WNkk8VKRdChhF/YTzIQ//xNwipl9JMGeL2QdZ4xoFuUJgoM5RXkii0RmtPVT4GAzO7ty7O+Aj5nZsxLsbUxQ4sqlPNGbS/fSQKrqE5dbgzTMPpvZakJEe+sT0vOqxerXAlY1s1sa2rqZ4Cz5dWVMfjbwGTObrZZWZ2g4Z3AnesdxZ0UimtFyfpBQcflRUieZuaM1lKFojCasLhL7kBzO5cwd1HGlCGVUiYj2sipFxOtbq0VoxSKYA0nZ2YrRLksJk8EFZrZPnIRdYmZPbWqvBJKeT3gPflM5tgHhvbq6oa0vESrBH0OQUt0DOIAQPXPMJPsWrxWhYGqv6vothMncF3I56R3HKYcyK09oRYnMDYFNCAUhm0pkoo4rT0Sb2dQnYtTIdcCmTa8dYfcy4O1m9qPKsc2B/zSzrRrauoswZljfPKlRtELFXjZHSoM2a68b3InefdxZkYhmqdRvZhcm2iwRrZGtaIwmoC4S20i6QTpziwGL5E4pRSijSkS8NqtSRLw+q1pExW4uacunAx8mqE4cYGa3KRTc3dLMPljTxvZ1zrOEGg7R/rXAa62Saxv7fbaZPbehrdsINVeW9UWVLEl5j3P2rUGbx5vZviVsO47TDmVWnlBGiczK9VOtPBHbbaI+cR1hTEtSVBpic6Dq2LDjI2x9D9jPzC6VtAT4KXAP8FaL0uoN7bV2pEg62mJtMknbjxq/JZ1vZjs27avTTdxZ0SFKRGv02W9VNEYTUBeJbbizwlkBdUwpQhlVIuK1WZUios3cahHZpS1rtDnr4ljD6zZUMUtIHYr2B96PUu5TCnLVTzazhxSKuD2HIDP4+8QdrGx9a9um4ziTR5mVJ0bZy9z9xmgCyhOx3SZpB/sCrwOOJES7PLoQs8SCkzE6dAczu6Fy7BnAN5qOdZK2BB42sysVUltPIKhC/XN1s7KBvdaOFC0vDe9jzjxj5Ul3YFpRZt3lyB6ZuvcoGlw0JlVy7irgSEn96iJX5eir48yGhihFSGqtFBEnXqe07OJVwP6Eitc9PkDi98PMfhgnClmUIiKnAOcpFNBqrRYBfIpQaHIzlpe2/BTp95lR7EGoVD4QS6w30oDfStqi6jCStAVhDGjK1YR6Fd8kpOYcD9xLCBOedN/qotGnOI4zIX5HiBo8t3JsJ2ZUGR5HcDLX5XqCc7paSH03gppbY5RZeYKYUidpbMoTkSb3wU/H36/qO24EafEUvgB8RdIhhAjqXpRi40LXZnZZ5fH1wCv7z2kSSQLcLukZAxwpTaJnrpb0ZeAnwGM1RDnNEpXSnG7jkRWJKLPucgmUuWiMJqAuEtv1mhVOL2S+s0oR6rBKRI9Zog6SIg1UQNqyRpsTvR9IegdwOHAUYYL+dOCfCY7qzza0tTFhHL5RofjpkYQdrCPM7CeT7FuDNn2Xy3E6ijIrTyijRGa0N/XKE7Hdid4HY3To/gSFrg0IhUA/D3yiTWrmLO01iSQ5GHgT4b2tOlLOMLMja9pYF9iHsNbai1AfrB8zs2EFZZ0pxp0ViSiz7nK8Pmu0hjIXjVEGdZHEdhvLoTpzD02BUoQyqUREW51WigBQZmnLmm02eb+LvIaSdmNmUvgbQu7tl1PtjWirUU2IcfYttufOCsfpMDlrQkR7WSQyo62pV56A6bgPNoyGGGWrSQHLrI4USecS1kWXNr3WmU7cWZGIMusux+s7Ha2hDOoi0c7E5VCd6UMdV4pQfiWGrEoRhfqYVdqyZptNnBXZX8Oa7WYrOpl7Epyzb9GeR745TgdRAeUJZVZ20BxQnohtNFm85059qUXOsaTAuNSkQGmWtYgzPSyYdAemmDOBJZJeI2kTSTsA5wBntLC5G6GS+zfM7OcWZJteT/hSThwLetJPJdxkNwAukXSFpA80NHUDIUT5RuBu4O8IeXq/JXwmX0cI73ecKv8AbA6sSohAglDPYVA44EAkbV/nJ7F/XwJW6Tv2GNJrYbwaeKOZnUsodnUuIZRyYaI9yN/HfwP+HdgV+Hj8fVQ8XoomucElXsM65Kw/lLsmRO7aSF/KbM9xnAxYkL1+mFCXIhfnEOaBVZ5KKAadwk8JqcUQ0ooXRSf4zYn2svRP0tGVx3XmBE0KTx4DvBO4CPhrgnTrukCSQlUDulxf6OC6J2ZcizhTgkdWJKIVdZd7+vONdZcrNrNHa5RELdVFoo2JyKE6c5NRu8az1Gyoklq/IasSgzIrRZToY802c+/kn2Bm76p5bvbXsGa72aINCuxgzdo3SQvN7JT4eGj+r5l9IVefHMcpgzIrTyijRGa8rnPKE/3nF7gHTyT1JXNkRdaIujb2cqxFnG7jaiCJxBoSh8efXPSiNY4g5HQ9jeAQaROtkRXlVReBkN//g75jlxB2zB2nKZNUisitxJBbKaJEH+sw63vSdHFc11ERKfEa1qHLuwCj+rY7M5E2wyJQjFB93nGcbpNbeSKHssNMJ7qpPAFl1SdWI9QTArhf0mpm9jMFufKJIOloMzsgPt7eRquDNXYkjaDRmFlgLeJ0GHdWNKBueHiNL/kwDiQ4J/6DvmiNRHtZ0YrqIntZC3WRiMuhOjmZZJjjMcC5klZQYki09w5mns/7CTtjaxJqRHSlj3UY9Z6UXByXeA3HzVg/02a2Y+XPawj5wF7IzHGmEDPLne6dTSKzAQcT0g3rkKt/uzKjPiFCukE/qU7pXurLpcykvtxDeupLXWYbS/Yh1HOCkEozawRG3zgxVgqtRZwO42kgDRgQQr4+4Wa1DHgi4Ubw25QQ8mlAmdVFos2NmIAcqjM3aVh8MbtShMavxNA4xWICfWzynnySMS+Oc6epRJs500Bqp73UtNekEFy1kNmpwGIvZOY48xeNWSIztjkx5YloM6v6RK7Ul6bREJLOH+ZkkHQRcBshkuSDwMcGnZcYSTKShu9x9rWI023cWZGIgm7wEwm1Ff4oaTXgQ4RK+x9tYKd0tEan0YTkUJ25ScOF8diVIgrUb8hea2KSfZzE4rjQazjUwTDpmhBNnR9x8v8KQgTM6wm7laea2SdK9M9xnHxoAsoTDdM26tibmPJEPH/s6hN1+pizroakdZmJJNmLwYXLzcyGjll99rI5UhzHnRWJSLodWM/M/lw5tgpwi5mt08DOfI/WcAkiJxsNvfO3AZuY2bJKkav1gSVmtkWh/o21WGKizYn2cdyL4zr9y+lgqE7KJH17uCmr5cgep/PDC5k5znQh6Thge+CzhHS/Q4B3EXamFxVqM/cYMnF7ExiXRvaxVDREjkiSkgVKnfmHOysSkXQT8FYz+27l2LbAaWb2tESbWaI1pg3fuXNy0WTXWBNQiihQQbtEVEDuPianMYxjcVxzUpjVwVCx2zrtpVTfKvYHFTJbbGYuWeo4HUcTUJ4oMIZ0yt6YxqU6TvSs0RAVu603ESedVuLMLdxZkYikhYTK8ksIed8bADsD7+7tciXYzBKtMc34zp1TpeSusaRvAkea2TclnQY8QlCK+Gsze2Fqn0e0OfEdorY2S+/kj3tx3PQ1zFlXI3faS+6aH1qxkNmZ5oXMHGdqkHQX8AQzM0m3Ak+Pm2El5apHjSETTRFIjKzo+riUu65Gq03EUo4UZ37izooWSNoUeCOx1gLwZTP7SQt7N5E5WmMa8J07Zxgld40lbUy4B94YB9YjCUWujmjzPR7R5tSngRR+T8a+OE5IU8ntYMgWWVagb17IzHGmGEnfA/Yzs0slLSEoUdxDmGtuUqjNUWPIRFMEEhwBkxiXmvaxWEp1203E3I4UZ/7hzoqCSPqRmW3e4Pzs0Rpdx3funLrk3jWu2WbuYpOdSbGYxWaTuh+5d/LHvjhOeQ1Lpa7liCzztDrHcXook/JEwzZnHUMmnSKQ4KCexLjUeK6Q2fGdbROxpCPFmR+4s6IgiTebrNEaXcd37py65N41rtlm7kiIWRfGpVMs6tCw7kfnpC3H/Rpm2HUqFlnmaXWO44xCI5Qncqdt5E4RmHRaSR3G3cc29/4Sm4juRHfa4M6KghTKJ28UreE4c4lxD3g1doiyLoxLpFiMocZEpyYhJdNUKm1kcTAUmhR6Wp3jOLWZZNpGjhSBSaeV1GEcfcw4LhXdRHQnutMUd1YUpJCzInuOuuNMI+MY8CZcvyFLisU4Fu+Vtjo1CSmROpTTwZB7UuhpdY7jNGWSaRs5UgQmnVZSh9J97Pq9353oThtWnnQHnMa4d8mZtwwZ8PaaVH/6wjSvIe/C2IBzJLVKsSjcx869J31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"text/plain": [
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"give_set = get_sim_experiments('NTN[.qal', 'FJM[.qal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The highest similarities are seen in the allarg_domain and all_arg lex experiments, potentially due to the higher levels of agreement across all of the arguments.\n",
"\n",
"Perhaps the most recognizable difference from other similarity charts up to this point is the high level of agreement across all the pa experiments, creating a flat plateau shape; this notably includes the object and complement experiments. The high similarity in object and construct is mirrored with relatively high similarity scores in domain and lexeme experiments. A subtle but potentially important difference can be seen in the complement animacy experiments, most evident in the vf experiments.\n",
"\n",
"Across all of the experiments the adjunct category is much smaller in similarity. This is the same situation which was seen in the אמר comparisons with קרא and דבר.\n",
"\n",
"There is a high level of similarity in subject animacy.\n",
"\n",
"First, let's view differences in the adjunct. The biggest difference comes in the inventory animacy experiment. "
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
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]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"give_move = get_sim_experiments('NTN[.qal', 'BW>[.hif')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The \"plateau\" shape of high presence/absence experiment agreement stands out here due to its similarity with the comparison to שׂים. However, unlike the similarity with שׂים, there is lower similarity for animacy, domain, and lexeme complement experiments. This presents a challenge to my developing hypothesis that complement similarities in pa experiments without corresponding domain, animacy, and lex similarities distinguish surprising matches from intuitive ones. In this case BW>.hif is intuitively a good match. But the complement patterns differ. What, if any, differences are there then between this and the surprising matches?\n",
"\n",
"One observation is that the similar object arguments *are* corresponded with similarities in object animacy, domain, and lex experiments; in past surprising matches, there have not been correspondences in a complete group of object or complement experiments."
]
},
{
"cell_type": "code",
"execution_count": 175,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"
>L_animate
\n",
"
1.125531
\n",
"
1.049066
\n",
"
2.174596
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" difference NTN[.qal BW>[.hif\n",
"K_inanimate 5.948179 5.948179 0.000000\n",
"TXT/_animate 5.568474 5.568474 0.000000\n",
">YL/_inanimate 5.121015 5.121015 0.000000\n",
"TXT/_inanimate 4.742504 4.742504 0.000000\n",
"K_animate 4.273018 4.273018 0.000000\n",
"L_animate 3.444785 4.833652 1.388867\n",
"BJN/_inanimate 3.442943 3.442943 0.000000\n",
"B_animate 2.854645 2.854645 0.000000\n",
"inanimate 2.807355 0.678072 3.485427\n",
"BJN/_animate 2.355481 2.355481 0.000000\n",
"animate 2.321928 1.214125 3.536053\n",
"B_inanimate 1.906891 2.481526 0.574635\n",
">L_inanimate 1.807355 2.221356 4.028711\n",
"L_animate 1.125531 1.049066 2.174596"
]
},
"execution_count": 175,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"topUncommon('NTN[.qal', 'BW>[.hif', 'vi_cmpl_animacy').head(15)"
]
},
{
"cell_type": "code",
"execution_count": 176,
"metadata": {},
"outputs": [],
"source": [
"#B.show(experiments['vi_cmpl_animacy'].target2basis2result['NTN[.qal']['K_inanimate']) # uncomment to show texts"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The top unsimilar match, K_inanimate, shows a special meaning of נתן that is not shared by BW>.hif: assigning or changing things, i.e. to set things \"as\" something else.\n",
"\n",
"This difference also highlights the greater similarity between נתן and שׂים, which scores high similarities in both object and complement experiments (across all datapoints). שׂים, like נתן, can bear this kind of \"assignment\" sense beyond a simple movement of objects in space."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### נתן and לקח"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {},
"outputs": [
{
"data": {
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\n",
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