{"cells": [{"cell_type": "markdown", "metadata": {}, "source": ["# Machine Learning \u00e9thique\n", "\n", "Ce notebook est inspir\u00e9 de l'article [FairTest: Discovering Unwarranted Associations in Data-Driven Applications](https://arxiv.org/abs/1510.02377) et propose d'\u00e9tudier une fa\u00e7on de v\u00e9rifier qu'un mod\u00e8le ou une m\u00e9trique n'est pas biais\u00e9 par rapport \u00e0 certains crit\u00e8res."]}, {"cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [{"data": {"text/html": ["
run previous cell, wait for 2 seconds
\n", ""], "text/plain": [""]}, "execution_count": 2, "metadata": {}, "output_type": "execute_result"}], "source": ["from jyquickhelper import add_notebook_menu\n", "add_notebook_menu()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Principe\n", "\n", "Un probl\u00e8me de machine learning dans sa d\u00e9finition la plus simple consiste \u00e0 pr\u00e9dire $Y$ en fonction de $I$. On souhaite construire une fonction $f(I)$ qui s'approche le plus possible de $Y$. On appelle $I$ l'ensemble des donn\u00e9es utilisateurs ou *user input* et $f(I)$ la sortie du mod\u00e8le ou *output to users (O)*. On veut d\u00e9couvrir si la sortie du mod\u00e8le est biais\u00e9e d'une fa\u00e7on non-\u00e9thique par rapport \u00e0 des attributs dits prot\u00e9g\u00e9s ou *protected attributes (S)* tels que l'origine \u00e9thnique ou le genre. On tient compte \u00e9galement du contexte, code postal, ...) ou *context attributes (X)* et de variables explicative ou *explanotory attributes (E)*. On a donc :\n", "\n", "* **I** : les variables en entr\u00e9e du mod\u00e8les,\n", "* **O** : la pr\u00e9diction du mod\u00e8le,\n", "* **S** : les attributs prot\u00e9g\u00e9s, toute corr\u00e9lation entre la sortie et ces attributs est ind\u00e9sirable,\n", "* **X** : le contexte (principalement le lieu g\u00e9ographique)\n", "* **E** : les variables explicatives (contraintes qualitification), la sortie est a priori corr\u00e9l\u00e9e avec ces attributs, de fa\u00e7on quasi pr\u00e9visible mais cela reste \u00e9thique.\n", "\n", "Un exemple. Supposons qu'on cherche \u00e0 recommander un objet \u00e0 la vente sur un site internet \u00e0 partir des donn\u00e9es de navigation de cette personne (I). Comme cette personne est identifi\u00e9e, on peut savoir o\u00f9 elle habite (X), son origine \u00e9thnique (S) et son niveau d'\u00e9tude (E). Le site lui recommande un livre de math\u00e9matiques (O). Est-ce que cette recommandation d\u00e9pend principalement de l'origine \u00e9thnique (S) ? Et si les deux informations semblent corr\u00e9l\u00e9es, ne serait-ce pas plut\u00f4t son niveau d'\u00e9tude (E) qui explique la recommandation ?\n", "\n", "Concr\u00e8tement, la sortie *O* ne d\u00e9pend que de *I* mais on souhaite savoir si *I* ne serait pas corr\u00e9l\u00e9es \u00e0 certains facteurs qui ne sont pas \u00e9thique. C'est une corr\u00e9lation inattendue mais observable. Le contexte *X* permet de partitionner et de v\u00e9rifier si le mod\u00e8le est \u00e9thique sur l'ensemble des sous-groupes de population. Le processus de recherche des corr\u00e9lations ind\u00e9sir\u00e9es s'effectue en cinq temps.\n", "\n", "* On choisit un attribut prot\u00e9g\u00e9 $S_i$ et on r\u00e9alise une partition de la population pour cet attribut.\n", "* On v\u00e9rifie pour chaque sous-population (ou chaque partie) que la sortie *O* et l'attribut $S_i$ ne sont pas corr\u00e9l\u00e9s. C'est l'\u00e9tape de **d\u00e9tection**.\n", "* Pour chaque biais d\u00e9tect\u00e9, on v\u00e9rifie qu'il ne peut \u00eatre expliqu\u00e9 par une des variables explicatrice auquel ce biais est acceptable. C'est l'\u00e9tape de **debugging**."]}, {"cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": ["%matplotlib inline"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Installation de FairTest\n", "\n", "Le module ne peut pas \u00eatre install\u00e9 tel quel car il a \u00e9t\u00e9 impl\u00e9ment\u00e9 pour Python 2. Voici un lien qui devrait vous permettre de l'installer pour Python 3 si vous ne l'avez pas d\u00e9j\u00e0 fait."]}, {"cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": ["# !pip install https://github.com/sdpython/fairtest/releases/download/0.1/fairtest-0.1-py3-none-any.whl"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Donn\u00e9es\n", "\n", "On r\u00e9cup\u00e8re les donn\u00e9es [adult](https://archive.ics.uci.edu/ml/datasets/Adult) pour lequel il faut pr\u00e9dire le fait qu'une personne ait un revenu sup\u00e9rieur \u00e0 50.000 dollars par an."]}, {"cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": ["import pyensae.datasource as ds\n", "data = ds.download_data(\"adult.data\",\n", " url=\"https://archive.ics.uci.edu/ml/machine-learning-databases/adult/\")\n", "names = (\"age,workclass,fnlwgt,education,education-num,marital-status,occupation,relationship,\"\n", " \"race,sexe,capital-gain,capital-loss,hours-per-week,native-country,income\").split(\",\")"]}, {"cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [{"data": {"text/html": ["
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ageworkclassfnlwgteducationeducation-nummarital-statusoccupationrelationshipracesexecapital-gaincapital-losshours-per-weeknative-countryincome
039State-gov77516Bachelors13Never-marriedAdm-clericalNot-in-familyWhiteMale2174040United-States<=50K
150Self-emp-not-inc83311Bachelors13Married-civ-spouseExec-managerialHusbandWhiteMale0013United-States<=50K
238Private215646HS-grad9DivorcedHandlers-cleanersNot-in-familyWhiteMale0040United-States<=50K
353Private23472111th7Married-civ-spouseHandlers-cleanersHusbandBlackMale0040United-States<=50K
428Private338409Bachelors13Married-civ-spouseProf-specialtyWifeBlackFemale0040Cuba<=50K
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"], "text/plain": [" age workclass fnlwgt education education-num \\\n", "0 39 State-gov 77516 Bachelors 13 \n", "1 50 Self-emp-not-inc 83311 Bachelors 13 \n", "2 38 Private 215646 HS-grad 9 \n", "3 53 Private 234721 11th 7 \n", "4 28 Private 338409 Bachelors 13 \n", "\n", " marital-status occupation relationship race sexe \\\n", "0 Never-married Adm-clerical Not-in-family White Male \n", "1 Married-civ-spouse Exec-managerial Husband White Male \n", "2 Divorced Handlers-cleaners Not-in-family White Male \n", "3 Married-civ-spouse Handlers-cleaners Husband Black Male \n", "4 Married-civ-spouse Prof-specialty Wife Black Female \n", "\n", " capital-gain capital-loss hours-per-week native-country income \n", "0 2174 0 40 United-States <=50K \n", "1 0 0 13 United-States <=50K \n", "2 0 0 40 United-States <=50K \n", "3 0 0 40 United-States <=50K \n", "4 0 0 40 Cuba <=50K "]}, "execution_count": 6, "metadata": {}, "output_type": "execute_result"}], "source": ["import pandas\n", "df = pandas.read_csv(data, names=names)\n", "df.head()"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Exemple avec aequitas\n", "\n", "[aequitas](https://github.com/dssg/aequitas) propose un ensemble de m\u00e9trique pour mesurer les biais \u00e9thiques."]}, {"cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": ["from sklearn.model_selection import train_test_split\n", "df2 = df.copy()\n", "df2_train, df2_test = train_test_split(df2)"]}, {"cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": ["import numpy\n", "label = \"income\"\n", "X_train = df2_train.drop(label, axis=1)\n", "y_train = df2_train[label] == ' >50K'\n", "y_train = pandas.Series(numpy.array([1.0 if y else 0.0 for y in y_train]))\n", "X_test = df2_test.drop(label, axis=1)\n", "y_test = df2_test[label] == ' >50K'\n", "y_test = pandas.Series(numpy.array([1.0 if y else 0.0 for y in y_test]))"]}, {"cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": ["X_train = X_train.drop(['fnlwgt'], axis=1).copy()\n", "X_test = X_test.drop(['fnlwgt'], axis=1).copy()"]}, {"cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [{"data": {"text/plain": ["['workclass',\n", " 'education',\n", " 'marital-status',\n", " 'occupation',\n", " 'relationship',\n", " 'race',\n", " 'sexe',\n", " 'native-country']"]}, "execution_count": 10, "metadata": {}, "output_type": "execute_result"}], "source": ["cat_col = list(_ for _ in X_train.select_dtypes(\"object\").columns)\n", "cat_col"]}, {"cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [{"data": {"text/plain": ["Pipeline(memory=None,\n", " steps=[('onehotencoder',\n", " OneHotEncoder(categories='auto', drop=None,\n", " dtype=,\n", " handle_unknown='ignore', sparse=True)),\n", " ('decisiontreeclassifier',\n", " DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None,\n", " criterion='gini', max_depth=None,\n", " max_features=None, max_leaf_nodes=None,\n", " min_impurity_decrease=0.0,\n", " min_impurity_split=None,\n", " min_samples_leaf=10,\n", " min_samples_split=2,\n", " min_weight_fraction_leaf=0.0,\n", " presort='deprecated', random_state=None,\n", " splitter='best'))],\n", " verbose=False)"]}, "execution_count": 11, "metadata": {}, "output_type": "execute_result"}], "source": ["from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.pipeline import make_pipeline\n", "from sklearn.preprocessing import LabelEncoder, OneHotEncoder\n", "\n", "\n", "\n", "pipe = make_pipeline(\n", " OneHotEncoder(handle_unknown=\"ignore\"),\n", " DecisionTreeClassifier(min_samples_leaf=10))\n", "pipe.fit(X_train, y_train)"]}, {"cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [{"data": {"text/html": ["
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ageworkclasseducationeducation-nummarital-statusoccupationrelationshipracesexecapital-gaincapital-losshours-per-weeknative-countryscorelabel_value
038PrivateSome-college10SeparatedOther-serviceNot-in-familyWhiteFemale4650072United-States0.0000000.0
118PrivateHS-grad9Never-marriedSalesOwn-childWhiteMale0020United-States0.0000000.0
244PrivateSome-college10Married-civ-spouseCraft-repairHusbandWhiteMale0060United-States0.5000001.0
334PrivateHS-grad9Married-civ-spouseCraft-repairHusbandWhiteMale0040United-States0.3333330.0
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"], "text/plain": [" age workclass education education-num marital-status \\\n", "0 38 Private Some-college 10 Separated \n", "1 18 Private HS-grad 9 Never-married \n", "2 44 Private Some-college 10 Married-civ-spouse \n", "3 34 Private HS-grad 9 Married-civ-spouse \n", "\n", " occupation relationship race sexe capital-gain \\\n", "0 Other-service Not-in-family White Female 4650 \n", "1 Sales Own-child White Male 0 \n", "2 Craft-repair Husband White Male 0 \n", "3 Craft-repair Husband White Male 0 \n", "\n", " capital-loss hours-per-week native-country score label_value \n", "0 0 72 United-States 0.000000 0.0 \n", "1 0 20 United-States 0.000000 0.0 \n", "2 0 60 United-States 0.500000 1.0 \n", "3 0 40 United-States 0.333333 0.0 "]}, "execution_count": 12, "metadata": {}, "output_type": "execute_result"}], "source": ["data = X_test.copy().reset_index(drop=True)\n", "data[\"score\"] = pipe.predict_proba(X_test)[:, 1]\n", "data[\"label_value\"] = y_test\n", "data.head(n=4)"]}, {"cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [{"data": {"text/html": ["
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sexeeducationscorelabel_value
0FemaleSome-college0.0000000.0
1MaleHS-grad0.0000000.0
2MaleSome-college0.5000001.0
3MaleHS-grad0.3333330.0
4MaleHS-grad0.0000000.0
\n", "
"], "text/plain": [" sexe education score label_value\n", "0 Female Some-college 0.000000 0.0\n", "1 Male HS-grad 0.000000 0.0\n", "2 Male Some-college 0.500000 1.0\n", "3 Male HS-grad 0.333333 0.0\n", "4 Male HS-grad 0.000000 0.0"]}, "execution_count": 13, "metadata": {}, "output_type": "execute_result"}], "source": ["data_small = data[[\"sexe\", \"education\", \"score\", \"label_value\"]].copy()\n", "data_small.head(n=5)"]}, {"cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", "text/plain": ["
"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["from seaborn import catplot, violinplot\n", "g = violinplot(x=\"sexe\", y=\"score\", hue=\"label_value\", data=data_small)"]}, {"cell_type": "code", "execution_count": 14, "metadata": {"scrolled": false}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["model_id, score_thresholds 1 {'rank_abs': [472]}\n"]}], "source": ["from aequitas.group import Group\n", "g = Group()\n", "xtab, _ = g.get_crosstabs(data_small)"]}, {"cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [{"data": {"text/html": ["
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model_idscore_thresholdkattribute_nameattribute_valuetprtnrforfdrfpr...pprevfpfntntpgroup_label_posgroup_label_neggroup_sizetotal_entitiesprev
01binary 0/1472sexeFemale0.2307690.9991840.0858210.0281690.000816...0.02580922302450692992452275181410.108688
11binary 0/1472sexeMale0.2430940.9986710.2471440.0124690.001329...0.07439751233375639616293761539081410.302226
21binary 0/1472education10th0.1818181.0000000.0379750.0000000.000000...0.0083680922821122823981410.046025
31binary 0/1472education11th0.2222221.0000000.0432100.0000000.000000...0.01219501431041831032881410.054878
41binary 0/1472education12th0.2727271.0000000.0851060.0000000.000000...0.0309280886311869781410.113402
51binary 0/1472education1st-4th0.0000001.0000000.068182NaN0.000000...0.000000034103414481410.068182
61binary 0/1472education5th-6th0.0000001.0000000.040816NaN0.000000...0.000000049404949881410.040816
71binary 0/1472education7th-8th0.1000001.0000000.0562500.0000000.000000...0.0062110915111015116181410.062112
81binary 0/1472education9th0.0000001.0000000.045802NaN0.000000...0.000000061250612513181410.045802
91binary 0/1472educationAssoc-acdm0.2500001.0000000.1939660.0000000.000000...0.060729045187156018724781410.242915
101binary 0/1472educationAssoc-voc0.1851851.0000000.2171050.0000000.000000...0.047022066238158123831981410.253918
111binary 0/1472educationBachelors0.2841730.9987290.3361490.0062890.001271...0.1183921398786158556787134381410.413999
121binary 0/1472educationDoctorate0.2666670.9500000.7432430.0476190.050000...0.221053155192075209581410.789474
131binary 0/1472educationHS-grad0.1653940.9995570.1268370.0151520.000443...0.02488713282258653932259265281410.148190
141binary 0/1472educationMasters0.3173910.9845360.4511490.0394740.015464...0.17924531571917323019442481410.542453
151binary 0/1472educationPreschoolNaN1.0000000.000000NaN0.000000...0.000000001700171781410.000000
161binary 0/1472educationProf-school0.4174760.9714290.6382980.0227270.028571...0.31884116034431033513881410.746377
171binary 0/1472educationSome-college0.1798371.0000000.1727900.0000000.000000...0.03650403011441663671441180881410.202987
\n", "

18 rows \u00d7 26 columns

\n", "
"], "text/plain": [" model_id score_threshold k attribute_name attribute_value tpr \\\n", "0 1 binary 0/1 472 sexe Female 0.230769 \n", "1 1 binary 0/1 472 sexe Male 0.243094 \n", "2 1 binary 0/1 472 education 10th 0.181818 \n", "3 1 binary 0/1 472 education 11th 0.222222 \n", "4 1 binary 0/1 472 education 12th 0.272727 \n", "5 1 binary 0/1 472 education 1st-4th 0.000000 \n", "6 1 binary 0/1 472 education 5th-6th 0.000000 \n", "7 1 binary 0/1 472 education 7th-8th 0.100000 \n", "8 1 binary 0/1 472 education 9th 0.000000 \n", "9 1 binary 0/1 472 education Assoc-acdm 0.250000 \n", "10 1 binary 0/1 472 education Assoc-voc 0.185185 \n", "11 1 binary 0/1 472 education Bachelors 0.284173 \n", "12 1 binary 0/1 472 education Doctorate 0.266667 \n", "13 1 binary 0/1 472 education HS-grad 0.165394 \n", "14 1 binary 0/1 472 education Masters 0.317391 \n", "15 1 binary 0/1 472 education Preschool NaN \n", "16 1 binary 0/1 472 education Prof-school 0.417476 \n", "17 1 binary 0/1 472 education Some-college 0.179837 \n", "\n", " tnr for fdr fpr ... pprev fp fn tn \\\n", "0 0.999184 0.085821 0.028169 0.000816 ... 0.025809 2 230 2450 \n", "1 0.998671 0.247144 0.012469 0.001329 ... 0.074397 5 1233 3756 \n", "2 1.000000 0.037975 0.000000 0.000000 ... 0.008368 0 9 228 \n", "3 1.000000 0.043210 0.000000 0.000000 ... 0.012195 0 14 310 \n", "4 1.000000 0.085106 0.000000 0.000000 ... 0.030928 0 8 86 \n", "5 1.000000 0.068182 NaN 0.000000 ... 0.000000 0 3 41 \n", "6 1.000000 0.040816 NaN 0.000000 ... 0.000000 0 4 94 \n", "7 1.000000 0.056250 0.000000 0.000000 ... 0.006211 0 9 151 \n", "8 1.000000 0.045802 NaN 0.000000 ... 0.000000 0 6 125 \n", "9 1.000000 0.193966 0.000000 0.000000 ... 0.060729 0 45 187 \n", "10 1.000000 0.217105 0.000000 0.000000 ... 0.047022 0 66 238 \n", "11 0.998729 0.336149 0.006289 0.001271 ... 0.118392 1 398 786 \n", "12 0.950000 0.743243 0.047619 0.050000 ... 0.221053 1 55 19 \n", "13 0.999557 0.126837 0.015152 0.000443 ... 0.024887 1 328 2258 \n", "14 0.984536 0.451149 0.039474 0.015464 ... 0.179245 3 157 191 \n", "15 1.000000 0.000000 NaN 0.000000 ... 0.000000 0 0 17 \n", "16 0.971429 0.638298 0.022727 0.028571 ... 0.318841 1 60 34 \n", "17 1.000000 0.172790 0.000000 0.000000 ... 0.036504 0 301 1441 \n", "\n", " tp group_label_pos group_label_neg group_size total_entities \\\n", "0 69 299 2452 2751 8141 \n", "1 396 1629 3761 5390 8141 \n", "2 2 11 228 239 8141 \n", "3 4 18 310 328 8141 \n", "4 3 11 86 97 8141 \n", "5 0 3 41 44 8141 \n", "6 0 4 94 98 8141 \n", "7 1 10 151 161 8141 \n", "8 0 6 125 131 8141 \n", "9 15 60 187 247 8141 \n", "10 15 81 238 319 8141 \n", "11 158 556 787 1343 8141 \n", "12 20 75 20 95 8141 \n", "13 65 393 2259 2652 8141 \n", "14 73 230 194 424 8141 \n", "15 0 0 17 17 8141 \n", "16 43 103 35 138 8141 \n", "17 66 367 1441 1808 8141 \n", "\n", " prev \n", "0 0.108688 \n", "1 0.302226 \n", "2 0.046025 \n", "3 0.054878 \n", "4 0.113402 \n", "5 0.068182 \n", "6 0.040816 \n", "7 0.062112 \n", "8 0.045802 \n", "9 0.242915 \n", "10 0.253918 \n", "11 0.413999 \n", "12 0.789474 \n", "13 0.148190 \n", "14 0.542453 \n", "15 0.000000 \n", "16 0.746377 \n", "17 0.202987 \n", "\n", "[18 rows x 26 columns]"]}, "execution_count": 16, "metadata": {}, "output_type": "execute_result"}], "source": ["xtab"]}, {"cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [{"data": {"image/png": 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6179UXl6eUkqpHTt2qJo1a6pily9fVoA6d+6ctq9ly5bqiy++UEopdeXKFRUREaHq1aun9Hq9ql27tpo0aZIqy6VLl9SgQYOUm5ubMhgMqnv37tqxBQsWqNq1aysnJyfVqVMnlZCQoB0D1OnTp5VSSg0ePFi98cYb2rGtW7eqpk2bKkdHR+Xu7q569eqlsrKylFJKHTx4UAUFBSk7OzvVq1cv1b17dzVr1qxynXujo0ePqocfflhdvXrVKK4bP8WGDh2qJk+erG1HRkaqpk2bKgcHB1WjRg01fPhwlZubqx3fvn27ql+/vrKxsVGtWrUy+s1jY2NV586dlbOzs3JyclLPPPOMOnXqlHZ8/vz5auLEidr27t27lY+Pj5bzG+Xn56vnnntO2dvbKzc3NxUREaEdi4+PV3Z2dio+Pl7bFxERodzc3JS9vb0aMmSIys/P146dO3dOtWrVStnY2Kh69eqp7du3l3rN+1nx3y1hmiR/pktyZ9qAX9Ud1DuyFnYFa+rvqX79bPjddfLYrFu3qcJatGjB6NGjee655+7o/P79+9OnTx+j6Yfg2shr9erVjfY1atSIyMhIXFxc7jje8igoKCAoKIjdu3fj5uYGQHh4ONWrV2fUqFH39NoPitLyJ0yH5M90Se5M252uhS0FZAWTArLi7dq1i/r16+Pq6sry5csZPXo0sbGxeHh4VOh1CgsLsbKyqtA+xT9H8mfaJH+mS3Jn2u60gJRnIMV97/fffycoKAhHR0ciIiJYs2ZNhRePcO1FJGG6JH+mTfJnuiR3VZNFZQcgxK2MHDmSkSNHVnYYQgghhPibjECKcsnLy6NLly44OjrSu3fvCumz+C3j0iYsv1s6nY4zZ86UeXzhwoVMmDDBaJ+1tXWFx5GcnEyDBg3Kvb61uHP3In/inyP5M12Su6pJCsgHmE6n0+YcrFmzJi+++CJXrly5o77WrFmjLX339ddfV3Ck/6zCwkLCw8N55ZVXtH0jR47kySefxMzMrMR60qtWraJ+/fo4Ojri5ubG4MGDjSbejouLo2PHjjg5OeHu7s64ceO0orhGjRq0adOGRYsWlTu+tLQ0unfvjp2dHT4+PqxYsaLMtkopXnvtNW11m1dffVWbky01NZWWLVvi4uKCwWDg0Ucf5aeffip3HKbm+gnmhemR/JkuyV3VJAXkAy46OpqcnBwiIyNZsWIFixcvLtGmPCOA8fHx1KtXDwsL03/qYf369fj7+xtNcB4UFMS0adMIDg4u0b5ly5b89NNPZGZmEhsbS1FREVOmTNGOjxkzBjc3N5KSkoiKimLXrl3a6jQAYWFhLFy4sNzxjR07FisrK5KTk1m+fDnPP/98metSL1q0iHXr1hEdHc2RI0fYtGmTdi29Xs9nn31GSkoK6enpvPbaa3Tp0uWejPjeD261ZKa4v0n+TJfkrmqSArKK8Pf35/HHH9dWsvH19WXevHkEBgZiZ2dHUVERJ06coHXr1hgMBgICAtiwYQMA06dPZ9asWaxevRq9Xs+nn35aon+lFBMnTsTNzQ1HR0cCAwO1a+Xl5fHSSy/h4+ODo6MjISEh5OXlaecuX76chx56CFdXV22pRrg2tc2ECRPw9PTE09OTCRMmGN0KXrx4MXXq1MHZ2ZnQ0NBSly8szdatW7X1u4uNHTuWFi1aYGNjU6K9t7c3rq6u2ra5ubnR7fFz587Rp08fbGxscHd3p3379kYFX4sWLYiNjTVapacsubm5rF27ltmzZ6PX6wkJCSE0NNRonfPrLV26lJdeegkvLy9q1qzJSy+9pI2g2tjYUL9+fczMzFBKYW5uTnp6OmlpabeMwxQ9qIVxVSH5M12Su6pJCsgq4vjx4+zZs4fGjRtr+1auXMnmzZvJyMhAKUWXLl14+umnuXjxIv/5z38ICwvj999/Z+bMmUyePJm+ffuSk5PDsGHDSvT//fffs3v3bk6dOkVGRgarV6/W5k58+eWXOXToED///DNpaWnMnz8fM7P//dXbu3cvv//+O5GRkcyaNYsTJ04AMGfOHPbv309UVBTR0dEcOHCA8PBwAH788UcmTZrEV199RVJSEj4+Pjz77LPl+i2OHj1K/fr1b+v327t3L46Ojtjb27N27Vqj5ydfeOEFVq1axV9//cWFCxfYunUr7du3145bWFhQp04do6UEy3Lq1CnMzc2pV6+eti8oKKjMEciYmBij1WxKaxsYGIiNjQ2hoaEMHz5cm2dSCCGEuFNSQD7ggoODcXJyokuXLgwfPtxo8u3x48fj7e1NtWrV2L9/Pzk5Obz++utYWVnRtm1bOnfuzMqVK8t1HUtLS7Kzszl58iRKKRo0aICHhwdXr17ls88+49///jc1a9bE3Nycxx57zOih6+nTp1OtWjWCgoIICgrSCq3ly5czbdo03NzcqF69OtOnT9dG4pYvX87QoUMJDg7G2tqaN998k3379pXrVkpGRgb29vYl9teqVavMc0JCQsjMzOSPP/7glVdeMVqesVWrVsTExODg4ICXlxdNmzYtMUm5vb19qeuH3ygnJwdHR0ejfY6OjmUuzXhje0dHR3JycozWpj1y5AhZWVmsWLGCkJCQW8Zgqm6WP3H/k/yZLsld1SQFZEXT3eVPaqmvmDj+dvjwYdLT0zl79izh4eFGI3/XP/icmJiIt7e30XEfHx8uXLhQar8BAQHo9Xr0ej179uyhbdu2jBs3jrFjx1KjRg1GjhxJVlYWqamp5Ofn4+fnV2aM7u7u2p9tbW3JycnRYvLx8TGKp/g29Y3H9Ho9Li4uZcZ7PScnp1ILspSUlFueW7NmTdq3b6+Ndl69epVnnnmGHj16kJubS2pqqva84fWys7MxGAy37F+v1xu9oAOQlZVVasFbWvusrCz0ej06nc6onY2NDf369eOtt94q10ioKSpP/sT9S/JnuiR3VZPpvxFxnymwcDKZlWSuLzI8PT1JSEjg6tWrWhF5/vx5o1up1yvtlur48eMZP348Fy9epE+fPrz99tvMnDkTGxsbzp49a3SrtTw8PT2Jj48nICBAi8fT09PoWLHc3FwuXbpk9GJMWQIDAzl16lSJ/cWF660UFRVx9uxZ4Nob0wkJCYwbNw5ra2usra157rnnmDJlCvPnz9fanzlzplzfv169ehQVFXH69Gnq1q0LXHsRqvg3uFFAQADR0dE0b978lm0BLl++TGxs7G3nwhSUN3/i/iT5M12Su6pJRiAFcO1FDzs7O+bPn8/ly5fZuXMnGzduLPdzhQcPHuSXX37h8uXL2NnZYWNjg7m5OWZmZgwdOpQXX3yRxMRErly5wr59+8o1L2K/fv0IDw8nJSWF1NRUZs2axYABA4Br61l//vnnREVFUVBQwOTJk2nRooXRreWydOzYkV27dhntKywspKCgAKUUly9fJj8/n6tXrwLXbpefP38epRTx8fG88cYbtGvXDgBXV1dq1arFggULKCoqIiMjg6VLlxoVaAcOHMDX11cbMd25c2eJEcJidnZ29OjRg2nTppGbm8tPP/3E+vXrGThwYKntBw0axLvvvsuFCxdITEwkIiKCIUOGALB//3727t1LYWEheXl5zJs3j+TkZFq0aHHL30gIIYS4GSkgK5gVpjlhtJWVFRs2bGDr1q24uroyZswYli1bhr+/f7nOz8rKYsSIETg5OeHj44OLiwsvv/wyAO+88w4NGzakWbNmODs789prr2nF2c1MmTKFpk2bEhgYSMOGDQkODtamz2nXrh2zZ8+mZ8+eeHh4cPbsWVatWlWuWLt06cLJkyeN3tp++umn+b//+z9+/vlnRo4cSbVq1di9ezdw7QWkxx57DL1eT8uWLalfv77RdEjffPMN3333HdWrV6dOnTpYWFjw3nvvaceL1+8ulpCQwKOPPlpmfB999BF5eXm4ubnRr18/FixYoI0q7tmzB73+f485jBo1ii5dutCwYUP+7//+j06dOjFq1Cjg2lvsY8eOxcXFhZo1a7JlyxY2b96sjeI+aO7F8pbinyP5M12Su6pJd/3D9uLuNW3gqX49Ub7pZETlWbRoEcePH+f999/X9mVmZpZ4geVuXbx4kVatWvHbb79pUwQNHz6c3r1788wzz1Totaq6e5E/8c+R/JkuyZ1p0+l0h5RSTW/7PCkgK5YUkKbrzJkz1KlTp7LDEHdI8mfaJH+mS3Jn2u60gJRb2EIIIYQQ4rZIASnKNGTIEKMl+yrKjBkztJdhSlNQUMDDDz/Mn3/+edfX2rBhQ7lfBHJycrrr64nKI/kzbZI/0yW5q5qkgLyP6XQ67Ozs0Ov11KxZkxdffJErV65Udlj33KJFi3jiiSe0+SF37NhBmzZtcHR0LPGW9fnz57X5KIs/Op2OiIgIAEJDQzl27BhHjhy55XWLX06JioqiSZMm2Nra0qRJE6Kioso8Jy0tje7du2NnZ4ePjw8rVqwwOr5ixQp8fHyws7OjW7duD+wygveD618uEqZH8me6JHdVkxSQ97no6GhycnKIjIxkxYoVRm//FnvQ1iFduHCh0bQ1dnZ2DB06lLfffrtE24ceeoicnBztc/ToUczMzOjZs6fWpl+/fixatOiW101ISKCwsJCuXbsyYMAA0tPTGTx4MF27dqWwsLDUc8aOHYuVlRXJycksX76c559/XpsjMyYmhlGjRvHFF1+QnJyMra0tY8aMud2fQ5RTQkJCZYcg7oLkz3RJ7qomKSBNhL+/P48//jjHjh0DwNfXl3nz5hEYGIidnR1FRUUkJibSs2dPqlevTq1atfjggw+08w8cOEDTpk1xcHCgRo0avPjii9qxvXv38thjj2EwGPD29mbJkiXasfT0dDp16oS9vT0tWrTQJtAG+Pnnn2nWrBmOjo40a9aMn3/+WTuWmJhIaGgozs7O1KlTp9TCtzTnz5/n7NmzRnMVNm/enIEDB1K7du1bnr9s2TKeeOIJo5HK1q1bs3nz5nJdf+fOnRQVFTFhwgSsra0ZP348Sil+/PHHEm1zc3NZu3Yts2fPRq/XExISQmhoqNFyi126dOGJJ55Ar9cze/ZsvvnmmzKXJRRCCCFMhRSQJuL48ePs2bOHxo0ba/tWrlzJ5s2bycjIwMzMjC5duhAUFMSFCxeIjIzk/fffZ9u2bQC88MILvPDCC2RlZXH27Fn69OkDXCvYOnTowL/+9S9SUlKIioqiUaNGRteYPn066enp1KlThzfeeAO4duu2U6dOjB8/nkuXLvHiiy/SqVMnLl26BFwb9fPy8iIxMZE1a9YwefJkIiMjb/k9jx49Su3atbGwuLNFkpYtW8bgwYON9jVo0IC4uLgSSwTeyMbGhpiYGAIDA40m+g4MDCx15Z1Tp05hbm5utFpPUFCQ0Qjk9ROK+/n5YWVlVeoqOOLuFU+TJEyT5M90Se6qJikg73PBwcE4OTnRpUsXhg8fznPPPacdGz9+PN7e3lSrVo2DBw+SkpLCtGnTsLKyonbt2owYMUKbXNvS0pIzZ86QmpqKXq/nkUceAa6Nkj355JP069cPS0tLXFxcjArIHj160Lx5cywsLAgLC9OeB9y8eTN169Zl4MCBWFhY0K9fP/z9/dm4cSMJCQns3buXefPmYWNjQ6NGjRg+fLg2MnczGRkZZa77fCt79uwhOTmZXr16Ge0v7i8jI+Om53t5eZGTk1NiPjNHR8dSRw1v1fZ2+hJ3z8vLq7JDEHdB8me6JHdVkxSQFeyKmW2F9nf48GHS09M5e/Ys4eHh2jrVAN7e3tqf4+PjSUxMxGAwaJ+5c+eSnJwMwKeffsqpU6fw9/enWbNmbNq0Cbj27Iqfn1+Z1y9+kQXA1tZWW/M0MTFRW5qvmI+Pj7aknrOzs1EhWHzsVpycnO64wFq6dCk9e/Ys8UB3cX8Gg+Gm58fGxqLX60uMVGZlZZVa1N6q7e30Je5ebGxsZYcg7oLkz3RJ7qomKSArWJFZtX/sWtffZvX29qZWrVpkZGRon+zsbLZs2QJA3bp1WblyJRcvXuS1116jV69e5Obm4u3tbfRcY3l5enoSHx9vtO/8+fPUrFkTT09P0tLSjArB4mO3EhgYSGxs7G2/GJSXl8fXX39d4vY1wIkTJ/D19cXBweGmfVy9epWAgACOHIbCm+YAACAASURBVDnC9RPsHzlyRFtK8Hr16tWjqKiI06dPa/uio6O1tgEBAURHR2vHYmNjKSgoMLrlLSpOeZbHFPcvyZ/pktxVTVJAPiCaN2+Og4MD8+bNIy8vjytXrnDs2DEOHjwIwJdffklKSgpmZmbaSJy5uTlhYWH88MMPfPXVVxQVFXHp0qWbTltTrGPHjpw6dYoVK1ZQVFTE6tWrOX78OJ07d8bb25vHHnuMSZMmkZ+fz5EjR/j0008JCwu7Zb9eXl7UrVuXAwcOaPuuXr1Kfn4+ly9fRilFfn5+ibeiv/32WwwGA23atCnR565du+jQoYO2PWPGDFq3bl3q9Vu3bo25uTkffPABBQUFfPjhhwC0bdu2RFs7Ozt69OjBtGnTyM3N5aeffmL9+vXaG+RhYWFs3LiRPXv2kJuby7Rp0+jRo4eMQAohhDB5UkBWMOvLabBjctmfvXPvyXXNzc3ZuHEjUVFR1KpVC1dXV4YPH05mZiYA3333HQEBAej1el544QVWrVqFjY0NDz30EFu2bCEiIgJnZ2caNWpkNGpWFhcXFzZt2kRERAQuLi7Mnz+fTZs24erqClx7+SYuLg5PT0+6d+/OzJkzeeqpp8r1XYqnvim2e/duqlWrRseOHTl//jzVqlXj6aefNjpn6dKlDBo0yGhUttjKlSsZNWqUtp2QkEDLli1LtCt+yWXdunUsW7YMg8HAZ599xrp167CysgJg7ty5RsXoRx99RF5eHm5ubvTr148FCxYYjUB+/PHHhIWF4ebmRnZ2Nh999FG5fgNx+272KIa4/0n+TJfkrmqStbArWNP6HurXj5+7eaM296aIfFAUFBTQuHFjIiMj8fDwuKu+Nm7cyBdffMFXX32l7WvUqBGRkZG4uLgYtU1KSrrr64nKI/kzbZI/0yW5M213uhb2nc2VIsQ9ZG1tzfHjxyukry5dutClSxejfWXdos/Nza2Qa4rKIfkzbZI/0yW5q5rkFrYQQgghhLgtUkCK+8bx48dp2vS2R9Fv25EjR3jsscdK7Pf09Lzn1xb3juTPtEn+TJfkrmqSAtKE6XQ6atSoYTTlTVFREW5ubqW+THK7fH19+eGHH+66n/KaOnUqL7/8con9p0+fxsbGhgEDBmj7Nm/eTEhICAaDAXd3d0aMGFHq/JFpaWlUr16dkJAQbV9gYCAGg4GNGzcatS0oKCgztri4ONq0aYOtrS3+/v43/V0KCgoYOnQoDg4OuLu78+6772rH9u/fz1NPPYWzszPVq1end+/eJCUlldmXKL+b5U/c/yR/pktyVzVJAWniDAYDW7du1ba3bNmCk5NTJUZ0jVLqtuYGS0pKYseOHXTr1q3EsbFjx9KsWTOjfZmZmUyZMoXExEROnDjBH3/8wSuvvFLi3Ndee40GDRqU2B8WFsbChQuN9hUvw1iafv360bhxYy5dusScOXPo1asXKSkppbadMWMGp0+fJj4+nh07djB//ny+++474Nra4iNHjiQuLo74+Hjs7e2NVhcSd+5m+RP3P8mf6ZLcVU1SQJq4gQMHsmzZMm172bJlDBo0yKjN559/ToMGDbC3t6d27dpGhVNqaiqdO3fGYDDg7OzM448/ztWrVxk4cCDnz5+nS5cu6PV65s+fD1wbQXvssccwGAwEBQWxc+dOra/WrVvzxhtv0LJlS2xtbYmNjWXJkiXUrl0be3t7atWqxfLly0v9Htu3byc4OLjEmqqrVq3CYDDQrl07o/39+/enffv22Nra4uTkxIgRI/jpp5+M2uzbt49jx46VWqC1bt2ayMjIcv3L+dSpUxw+fJiZM2dSrVo1evbsScOGDVm7dm2p7ZctW8bUqVNxcnKiQYMGjBgxgiVLlgDQoUMHevfujYODA7a2towbN65E3EIIIcT9TgpIE9etWzd2796trT6zZ88eunbtatTGzc2NTZs2kZWVxeeff87EiRM5fPgwABEREXh5eZGSkkJycjJz585Fp9PxxRdf8NBDD7Fx40ZycnJ49dVXuXDhAp06dWLKlCmkpaXxzjvv0LNnT6ORuC+++IJFixaRnZ1N9erVGT9+PFu3biU7O5uff/7ZaJ3t6x09epT69esb7cvKymLatGlERETc8nfYvXu30WoxV65cYezYsXz44Yel3s6vWbMmlpaW/P7779o+Z2fnUvuOiYnRiuBiQUFBxMTElGibnp5OYmIiQUFBt2xbWtzizpWVP2EaJH+mS3JXNUkBaeJsbGzo0qULq1evZtWqVYSGhpYYxevUqRN+fn7odDpatWrF008/zZ49ewCwtLQkKSmJ+Ph4LC0tefzxx8t8fvLLL7+kY8eOdOzYETMzM5566imaNm2qLZcIMGTIEAICArCwsMDCwgIzMzOOHTtGXl4eHh4eZRZLGRkZJVZomTp1KsOGDTNa87s027dvZ+nSpcyaNUvb98EHH9CiRQuaNGlS5nn29vZkZGRo27a2pa9jnpOTg6Ojo9E+R0fHUp+5LF4r/Pr2ZbU9cuQIs2bN4u233y4zRlF+ZeVPmAbJn+mS3FVNUkBWMHWrn9RSX+HXHDRoEMuWLSv19jXA1q1beeSRR3B2dsZgMLBlyxZSU1MBeOWVV6hTpw5PP/00tWvX5q233irzOvHx8Xz99dcYDAbts3fvXqOXQK4v9uzs7Fi9ejUff/wxHh4edOrUiZMnT5bat5OTk1GRFRUVxQ8//MDEiRNv+t33799P//79WbNmjbbGdGJiIh988AFz5sy56bnZ2dnaso4Af/zxR6nt9Ho9WVlZRvuysrJKXZJQr9drx2/W9syZM3To0IF///vfPP744zeNU5RPWfkTpkHyZ7okd1WTTCRewQqtnP/xlWYef/xxkpKS0Ol0hISEcPbsWe1YQUEBPXv2ZNmyZXTt2hVLS0u6detG8QpE9vb2REREEBERQUxMDG3atKFZs2a0a9euxEikt7c3AwcOZPHixWXGcuM5zzzzDM888wx5eXlMmTKFESNGaKOf1wsMDGTp0qXa9s6dO4mLi+Ohhx4Cro3sXblyhePHj2u333/77TdCQ0P57LPPjJ6RPHDgAElJSTz88MMA5OXlkZeXh7u7OxcuXMDc3JzExEQKCwtL3DYvTUBAALGxsWRnZ2uFYHR0NP379y/R1snJCQ8PD6Kjo7WlG6Ojo41GXuPj43nyySeZOnWqtm62EEIIYUpkBLKCmZn98z+pTqdj48aNbNiwoUQBV1hYSEFBAdWrV8fCwoKtW7fy/fffa8c3bdrEmTNnUErh4OCAubk55ubmANSoUYPY2Fit7YABA9i4cSPbtm3jypUr5Ofns3PnzjL/9ZmcnMyGDRvIzc3F2toavV6v9X2jp556isOHD5Ofnw/AyJEjOXv2LFFRUURFRTF69Gg6derEtm3bADh27Bjt27fnP//5T4mVZjp06EBcXJx27qxZs2jcuDFRUVHa9Xfu3Enbtm2xtrYGYMmSJbRp06bU2OrVq0ejRo2YOXMm+fn5fPvttxw5coSePXuW2n7QoEGEh4eTnp7OyZMnWbx4MUOGDAHgwoULtG3blrFjxzJ69OhSzxd3Rm6jmTbJn+mS3FVNUkBWMF1BTqVcNyAgoNTnC+3t7fnggw/o06cPTk5OrFixgtDQUO346dOnefLJJ9Hr9Tz66KOMGTOG1q1bAzBp0iTCw8MxGAy88847eHt7s379eubOnUv16tXx9vbm7bffLnO6nqtXrxIREYGnpyfOzs7s2rWLjz76qNS2NWrUoG3btqxfvx649h8kd3d37aPX67GxsaF69erAtZd/UlJSGDZsGHq9Hr1er31/a2tro3MdHR2xtLTE3d1du97y5cuNCriEhASeeOKJMn/fVatW8euvv+Lk5MTrr7/OmjVrtFiWL19u9NvPnDkTPz8/fHx8aNWqFa+88grt27cH4JNPPiE2NpaZM2dqcRff9hZ3RyYzNm2SP9MluauadMW3MkXF+D8vZ3Xsj7TKDsMkHT9+nMGDB3PgwIEKmQi9LEePHmXkyJHs27dP2/f000/z0ksv8cwzz9yz64p76+zZs/j5+VV2GOIOSf5Ml+TOtOl0ukNKqdteBk5GIMV94+GHH+bgwYP3tHgEaNiwoVHxCPD999/LfwBNnPxj2LRJ/kyX5K5qkgJSiL/d68JV3FuSP9Mm+TNdkruqSQpIUaFat27NJ598Uubx48eP07TpbY+U33M9evTg9OnTlR2GuAsygmzaJH+mS3JXNUkBeR/T6XScOXPGaN+MGTMYMGCAtr1+/XoaNWqEg4MDrq6utGvXjri4uH840vKbOnUqL7/8MnBtiqFhw4bh4+ODvb09jRs3NlrXuzSxsbF07twZe3t7XF1defXVV7VjrVu3xsbGRnsx5fopejZv3kxISAgGgwF3d3dGjBhhNO/k66+/btRXebz33nvaSzpDhw696bKIkZGR+Pv7Y2trS5s2bYiPj9eOFRQUMHToUBwcHHB3d+fdd9+9rTjENYmJiZUdgrgLkj/TJbmrmqSANGFnzpxh0KBBREREkJmZyblz5xgzZkyFTSVUVFRUIf0US0pKYseOHXTr1k3r39vbm127dpGZmcns2bPp06dPmQVwYWEhTz31FG3btuXPP//kjz/+MCqmAT788ENycnLIyckxWqYwMzOTKVOmkJiYyIkTJ/jjjz945ZVXtOPNmzcnKyuLX3/9tVzfZdu2bbz11ltERkYSFxdHbGws06dPL7VtamoqPXr0YPbs2aSlpdG0aVP69u2rHZ8xYwanT58mPj6eHTt2MH/+fL777rtyxSH+56+//qrsEMRdkPyZLsld1SQFpAmLioqiVq1a2qTf9vb29OzZU5t8uzTLli3Dx8cHFxcXZs+eja+vLz/88ANwrZDp1asXAwYMwMHBgSVLlnDgwAEeffRRDAYDHh4ejBs3jsLCQq2/7du34+/vj6OjI+PGjbvpw9Tbt28nODhYW2rRzs6OGTNm4Ovri5mZGZ07d6ZWrVocOnSo1POXLFmCp6cnL774InZ2dtjY2BAYGFiu36p///60b98eW1tbnJycGDFiBD/99JNRmxYtWrB58+Zy9bd06VKGDRtGQEAATk5OTJ06lSVLlpTa9ptvviEgIIDevXtjY2PDjBkziI6O1lblWbZsGVOnTsXJyYkGDRowYsSIMvsSQggh7gdSQJqw4OBgTp48ycSJE9mxY4e2DnNZjh8/zpgxY1i+fDlJSUlkZmZy4cIFozbr16+nV69eZGRkEBYWhrm5Oe+99x6pqans27ePyMhIbS7H1NRUevbsSXh4OKmpqfj5+ZUoyq539OjRm678kpyczKlTp8pcL3v//v34+vrSoUMHXF1dad26NUePHjVqM2nSJFxdXWnZsiU7d+4s81q7d+8ucZ3g4GCio6PLPOd6MTExBAUFadtBQUEkJydz6dKlW7a1s7PDz8+PmJgY0tPTSUxMLNFXTExMueIQ/+Pl5VXZIYi7IPkzXZK7qkkKyPtccHCw0drT169VXbt2bXbu3MmFCxfo06cPrq6uDBkypMxCcs2aNXTp0oWQkBCsrKyYNWtWibfnHn30Ubp164aZmRnVqlWjSZMmPPLII1hYWODr68uoUaPYtWsXAFu2bOHhhx+mV69eWFpaMmHCBKPJum+UkZFR6vrRAJcvXyYsLIzBgwfj7+9faps//viDVatWMX78eBITE+nUqRNdu3bVRkTnzZtHbGwsFy5cYOTIkXTp0sVoWcdi27dvZ+nSpcyaNctov7W1NRkZGWXGf72cnBwcHR217eI/X/9cZVlti9tnZ2drubqxr9L6ETcnt9FMm+TPdEnuqiYpICuaTekF0p06fPgwGRkZ2uf11183Ov7II4/w1VdfkZKSwp49e9i9ezdz5swBMFrp5Pz58yQmJuLt7a2da2tri4uLi1F/1x8HOHXqFJ07d8bd3R0HBwcmT55MamoqQIn+dDpdifOv5+TkVGphdPXqVQYOHIiVlRUffvhhmedXq1aNkJAQOnTogJWVFS+//DKXLl3ixIkTwLVb0Pb29lhbWzN48GBatmzJli1bjPrYv38//fv3Z82aNdSrV8/o2MWLFzEYDGVe/3p6vZ6srCxtu/jPpRXIN7Ytbm9vb6+tQnNjX2UV2qJsaWkygb8pk/yZLsld1SQFZAXTVXOotGs3a9aMHj16cOzYMQDtZZKcnBweeughPDw8jNatzsvLK3HL9cYRyeeffx5/f39Onz5NVlYWc+fO1Z5z9PDwICEhQWurlDLavlFgYCCnTp0y2qeUYtiwYSQnJ7N27VosLS1vev7tzDem0+mMnsn87bffCA0N5bPPPqNdu3Yl2p89e9boVvLNBAQEGN3ujo6OpkaNGiUK8tLa5ubmcvbsWe35SQ8PjxJ9lXUbXwghhLgfSAFZwSwsLP6xa+3du5fFixdz8eJFAE6ePMmGDRt45JFHSm3fq1cvNm7cyM8//0xhYSHTp0+/5QoC2dnZODg4oNfrOXnyJAsWLNCOderUiZiYGL755huKior44IMP+PPPP8vs66mnnuLw4cPk5+dr+55//nlOnDjBxo0bqVatWolzdDqd9izjgAED2L9/Pz/88ANXrlzh/fffx9XVlQYNGpCRkcG2bdvIz8+nqKiI5cuXs3v3bm1pwmPHjtG+fXv+85//0KVLl1LjO3ToEB06dNC2fX19y3yZZdCgQXz66accP36c9PR0wsPDGTJkSKltu3fvzrFjx1i7di35+fnMmjWLwMBA7Vb9oEGDCA8PJz09nZMnT7J48eIy+xJlK614F6ZD8me6JHdV0z9X7VQR5vkpsK/06VzuyG//hhTn/20n7ISUdNg3HUPcRTYs28WUKVPIzc3F1dWVvn37ljmfYUBAAP/5z3949tlnyc3NZcKECbi5uWFtbV3m5d955x1GjhzJ/Pnzady4MX379uXHH38EwNXVla+//prx48fz3HPPMXDgQFq2bFlmXzVq1KBt27asX7+evn37Eh8fz8KFC7G2tjZ6dnLhwoWEhYXxxx9/oNfradiwIQD169fnyy+/ZPTo0Vy8eJHg4GA2bNiAlZWVNk3PyZMnMTc3x9/fn3Xr1mkv7URERJCSksKwYcMYNmwYAD4+PtrLKgcPHsTOzo7mzZsD16YMunTpUpnFePv27Xn11Vdp06YNeXl59OzZk5kzZxr91pMnTyYsLIzq1auzdu1axo0bx4ABA2jRogWrVq3S2s6cOZPnn38eHx8fqlWrxmuvvUb79u3L/B1F6W7291jc/yR/pktyVzXpZA3LitW0gaf69bMR/+xFH5156zalyMnJwWAwcPr0aWrVqlXBQZXu+PHjDB48mAMHDtzydvSXX35JTEwMb7755j2Pq2fPnnTo0IHhw4cD10Z3//vf/7Jy5cp7fm1RMc6cOUOdOnUqOwxxhyR/pktyZ9p0Ot0hpdRtLxEnI5BVzMaNG2nXrh1KKV5++WUaNmyIr6/vP3b9hx9+mIMHD5ar7Y2ThN9La9euNVr1JyQkhJCQkH/s+kIIIYQpkWcgq5j169fj6emJp6cnp0+fZtWqVbf1YsqDzM7OrrJDEHdB8mfaJH+mS3JXNUkBWcV88sknZGRkkJmZSWRk5E0n9q5qipcZrAg9evSQ5Qj/YTebg1Tc/yR/pktyVzVJASk0Op0OOzs79Ho9Li4utGvXjtWrV1dY39ffIq5oM2bMuOtb3i+++CIvv/yytn3ixAnatm2Lo6MjderU4dtvv9WOxcXFodPpjObanD17tnb89ddf54033rit67/33nu4u7vj6OjI0KFDKSgoKLNtZGQk/v7+2Nra0qZNG+Lj47VjQ4YMwcrKyii2K1eu3FYspqi0SeOF6ZD8mS7JXdUkBaQwEh0dTU5ODr///jtDhgxh3LhxRm8XV4aioqJ7fo2kpCR++eUXunXrpl2za9eudO7cmbS0NBYtWsSAAQNKzGOZkZGhzbU5depUbX/z5s3Jysri119/Ldf1t23bxltvvUVkZCRxcXHExsYyfXrpb/OnpqbSo0cPZs+erY2a9u3b16jNq6++ajQPqLm5+e38HEIIIcRNSQEpSuXq6srAgQNZsGABb775pjbheGJiIqGhoTg7O1OnTh0WL16snXPlyhXmzp2Ln58f9vb2NGnShISEBJ544gng2hrPer1eG9VcvHgxderUwdnZmdDQUBITE7W+dDod//3vf6lbty5169YF4IUXXsDb2xsHBweaNGnCnj17APjuu++YO3cuq1evRq/Xa5OBZ2ZmMmzYMDw8PKhZsyZTpkwpcyRu+/btBAQEYGNjA1ybUzMxMZGJEydibm5O27ZtadmyJV988UW5f8PWrVuzefPmcrVdunQpw4YN0yYXnzp1aplzUH7zzTcEBATQu3dvbGxsmDFjBtHR0Zw8ebLcsT2IzMzkP2emTPJnuiR3VZNkXdxU165dKSoq4sCBAwD069cPLy8vEhMTWbNmDZMnTyYyMhKAd999l5UrV7JlyxaysrL47LPPsLW1Zffu3cD/RjeL55KcNGkSX331FUlJSfj4+PDss88aXXvdunX88ssvHD9+HLi20k5UVBRpaWn079+f3r17k5+fT/v27Zk8eTJ9+/YlJydHW9Vl8ODBWFhYcObMGX777Te+//57Pvnkk1K/59GjR2nUqJG2Xdr0VkopbZWfYj4+Pnh5efHcc89pSzwWa9CggdEKMzcTExNjtApOUFAQycnJJVYKKq2tnZ0dfn5+2pyWAB999BHOzs40adKEtWvXlisGU1e7du3KDkHcBcmf6ZLcVU1SQIqbsrS0xNXVlbS0NBISEti7dy/z5s3DxsaGRo0aMXz4cG1U7pNPPiE8PJz69euj0+kICgoqc4WC5cuXM3ToUIKDg7G2tubNN99k3759xMXFaW0mTZqEs7OztkLNgAEDcHFxwcLCgpdeeomCggJ+//33UvtPTk5m69atvP/++9jZ2eHm5sbEiRONJvC+XkZGhtG2v78/bm5uvP3221y+fJnvv/+eXbt28ddffwHXRmgPHjxIfHw8hw4dIjs7m7CwMKM+7O3tS/RblpycHBwdHbXt4j+Xtnb4jW2L2xe3HT9+PKdPn+bixYvMnj2bIUOG8NNPP5UrDlN2/TKdwvRI/kyX5K5qkgJS3NTly5dJSUnB2dmZxMREnJ2dsbe31477+Phw4cIFABISEvDz8ytXv4mJifj4+GjbxS/uFPcF4O3tbXROREQEDRo0wNHREYPBQGZmZolRv2Lx8fFcvnwZDw8PDAYDBoOBUaNGacs+3sjJyYnMzExt29LSknXr1rF582bc3d2JiIigT58+eHl5afE2bdoUCwsLatSowYcffsj3339PVlaW1kd2djYGg6Fcv4derzc6t/jP1//WZbUtbl/cNjg4WCu0O3bsSFhYGN9880254jBl1y+RKUyP5M90Se6qJikgK5j6p39Sy3s7/9b69euxsLCgefPmeHp6kpaWZjQqdv78eWrWrAlcK/jK+zaep6en0ZvDubm5XLp0SesLMJqfcs+ePcybN4+vvvqK9PR0MjIycHR01G413ziXpbe3N9bW1qSmppKRkUFGRgZZWVlGt3mvFxgYyLlz50rs27VrF5cuXWLbtm3ExsZqSx3eqPj619/6PnHihNGt5psJCAgwut0dHR1NjRo1Sh3BvbFtbm4uZ8+eJSAgoMzYZMUpIYQQFUopJZ8K/AQHBytTBajTp08rpZS6dOmS+vLLL5Wbm5uaOnWq1iYkJESNHTtW5eXlqejoaOXm5qa+//57pZRS8+fPVw0bNlSnTp1SV69eVdHR0So1NVUppVSNGjXUtm3btH5++OEH5erqqn777TeVn5+vxo8fr1q2bFlqLEoptXnzZuXh4aGSkpJUQUGBmjlzpjIzM1Pbt29XSim1YMEC1bJlS3XlyhXtnNDQUDV+/HiVmZmprly5os6cOaN27txZ6nf/888/lbOzs8rLy9P2RUdHq7y8PJWbm6vefvtt5evrq/Lz85VSSu3fv1+dPHlSXblyRaWmpqo+ffqo1q1bG/VZt25d9csvv2jbPj4+6vPPPy/1+lu3blU1atRQMTExKi0tTbVp00a99tprpba9ePGicnBwUGvWrFF5eXnq1VdfVS1atNCOf/311yo7O1tduXJFbdu2Ten1erVjx45S+3qQFOdGmCbJn+mS3Jk24Fd1B/VOpRdcD9qniV8Npb59/ZYJux8BytbWVtnZ2SknJyfVunVrtXz5cqM2CQkJqlOnTsrJyUnVrl1bLViwQDtWVFSkZs+erXx9fZVer1dNmzZVCQkJSqlrBZ67u7tydHRUq1ev1vbVrl1bOTk5qU6dOmlti2O5voAsKipSQ4cOVfb29srd3V3NmzdP+fj4aAVkamqqatmypTIYDKpx48ZKKaUyMjLU6NGjVc2aNZWDg4Nq1KiRWrlyZZnfPzQ0VK1atUrbfvnll5XBYFB2dnaqffv2RvGsWLFC+fr6KltbW+Xu7q4GDhyokpKStOMHDhxQjRo10rYLCgqUXq9XJ06cKPP6ERERys3NTdnb26shQ4YY/Uf54YcfVl9++aW2vX37dlW/fn1lY2OjWrVqpc6dO6cdCwkJUQ4ODsre3l4FBgbe9Ds/SIr/sSJMk+TPdEnuTNudFpC6a+eKitK0tpv6dW4fePbDyg5F3KatW7cybdo0Dhw4cNfLO/bs2ZNhw4bRsWNHAPbu3ct///tfVq5cWRGhilKcOXOGOnXqVHYY4g5J/kyX5M606XS6Q0qp216GzeJeBCOEKapbty4HDx6skL5unDonJCSEkJCQCulbCCGEqGzyEo0Qf6tevXplhyDuguTPtEn+TJfkrmqSArIKat26dZkTat/Lc2/XpEmTeP/99/+RawFYWNx6QD45OZkGDRrcdJ1qUTnKkz9x/5L8mS7JXdUkBeR9TKfTYWdnh16vx9XVlX79+pV7YmpTl5KSwrJlyxg1RDaNBAAAIABJREFUahQAhYWF9OrVC19fX3Q6HTt37rzp+QMGDMDDwwMHBwfq1atXZtE7c+ZMdDodP/zwA0lJScC1daSLl0z08fFhzpw5WvsaNWrQpk0bFi1aVO7vkpaWRvfu3bGzs8PHx4cVK1aU2VYpxWuvvYaLiwsuLi68+uqrXP+cclRUFE2aNMHW1pYmTZoQFRVV7jgedMX5E6ZJ8me6JHdVkxSQ97ni5f9iY2NJT09nxowZlR3SHSkqKrqt9kuWLKFjx47aKjRw7TnCL7/8End391ueP2nSJOLi4sjKymLDhg1MmTKFQ4cOGbU5e/Ysa9aswcPDw2j/sGHDOHnyJFlZWfz888+sWLHCaCLusLAwFi5cWO7vMnbsWKysrEhOTmb58uU8//zzZc5HuWjRItatW0d0dDRHjhxh06ZN2rUKCwvp2rUrAwYMID09ncGDB9O1a1cKCwvLHYsQQghREaSANBEODg6EhoZq60IDfP755zRo0AB7e3tq165doqhZv349jRo1wsHBAT8/P7777jvtWHx8PC1btsTe3p6nn37aaEWX/fv389hjj2EwGAgKCipztO/q1auEh4fj4+ODm5sbgwYN0lZziYuLQ6fT8emnn/LQQw/Rtm1b8vPzteUIDQYDzZo1Izk5udS+t27dSqtWrbRtKysrJkyYQEhICObm5rf8vQICArC2tgaujeTqdLoSk5yPGzeOefPmYWVlBVxb4QWgfv362Nn9b4J2MzMzzpw5o223aNGC2NhYo4nQy5Kbm8vatWuZPXs2er2ekJAQQkNDteUfb7R06VJeeuklvLy8qFmzJi+99BJLliwBYOfOnRQVFTFhwgSsra0ZP348Sil+/PHHW8ZRFRTnT5gmyZ/pktxVTVJAmoj09HTWrVvHI488ou1zc3Nj06ZNZGVl8fnnnzNx4kQOHz4MwIEDBxg0aBBvv/02GRkZ7N69G19fX+3cFStW8Pnnn3Px4kUKCwt55513ALhw4QKdOnViypQppKWl8c4779CzZ09SUlJKxLRkyRKWLFnCjh07iI2NJScnh3Hjxhm12bVrFydOnGDbtm0sXbqUzMxMEhISuHTpEh9//LHRCOP1jh49Sv369e/qNxszZgy2trb4+/vj4eGhTakD8PXXX2NlZWW07/oHwd966y30ej1eXl7k5ubSv39/7ZiFhQV16tQxWg2mLKdOncLc3Jx69epp+4KCgsocgYyJiTFaveb6tjExMQQGBhpNMRQYGFhmX1WNPMhv2iR/pktyVzVJAXmfCw4OxmAw4Orqyvnz57VnAgE6deqEn58fOp2OVq1a8fTTT7Nnzx4APv30U4YOHcpTTz2FmZkZNWvWxN/fXzv3uef+n70zj4u62v//8yOgMAwOAwoiKAqIGom559UUrVwgN1xKUdHKJbuauWXuS3Zv3vRevf5MrVww1BbN1LQsTcWlTQUULRcSgfGrxSIMOmye3x/I5zIwKCAmE+f5eHwe8Tnnfd7nzLxM35ztPRp/f38cHBwYMmSIupfuo48+Ijg4mODgYGrUqMGzzz5L27Zt2bt3b4mxRUZGMmXKFHx8fNBqtfzjH/9g27ZtZsvVCxYswNHREQcHB+zs7EhJSeHSpUvY2NjQpk0bateubfFzp6enW8wDXR5Wr15NZmYmUVFRhIaGqjOSRqORWbNmlTigUzSV4cyZM8nMzOTUqVOMGDECnU5nZuvk5FSm/ahGo7FEW51OZ5YO8l72Op0Oo9GIEKLcvqobxVNRSqwLqZ/1IrWrnsgAsopz6tQp0tPTMZlMvPLKKzz11FNq4vp9+/bx5JNP4uLigrOzM3v37lWXohMTE/H19S3Vb9F9hBqNBqPRCBQsbX/66ac4Ozurz9GjRy1ukjYYDHh7e6vv3t7e5OXlmS1LN2jQQP15xIgR9OzZkxdeeIH69eszY8YMcnNzLY5Pr9dXSmBkY2ND586dSUpK4r333gNg/vz5jBgxgsaNG9+zraIotGrVCgcHB+bPn29Wl5mZibOz833712q1ZGRkmJVlZGSUGhwXt8/IyECr1aIoSrl9SSQSiUTysJABZGWj1AD7yv8H3c7OjpdffpnffvuNs2fPkp2dzcCBA5k2bRrXr18nPT2d4OBg9cRugwYNSuz5KwsNGjRgxIgRpKenq09WVhYzZ84sYVu/fn2zfYBXr17F1tYWd3d3tazocqudnR3z58/n3LlzHD9+nD179hAREWFxHIGBgVy4cKHc4y+NvLw89fs4cOAAK1eupF69etSrV4/ExESGDBlS6kntom0L3y9dumS21Fwa/v7+5OXlcfHiRbUsJiaGgIAAi/YBAQFmS+NFbQMCAoiNjTU7lR0bG1uqr+qGvErEupH6WS9Su+qJDCArG70X9P9HpbvNz89nw4YNODg44OPjQ05ODtnZ2dStWxdbW1v27dvH/v37VfuXXnqJDRs2cODAAe7cuUNycjK//PLLffsZPnw4u3fv5uuvvyY/Px+TycShQ4dISkoqYTt06FD+/e9/89tvv6nLws8//3ypf5l89913nDlzhvz8fGrXro2dnV2pB2KCg4M5fPiwWVl2drY6+5qTk4PJZFKDqY0bN6p7PG/cuMG2bdswGo3k5+fz9ddfs3XrVrp37w4UBJBnz54lOjqa6Oho6tevz9q1a5kzZw537txh7dq1pKWlIYTgxx9/5P/9v//H008/rY7jxx9/pFGjRurs66FDh0pNfejo6EhoaCjz5s0jKyuLY8eO8cUXXzBixAiL9iNHjmT58uUkJydjMBhYtmwZo0aNAgru4LSxsWHlypVkZ2ezalVBuszCz1XdKbrHV2J9SP2sF6ldNaUiCbTlU/rzxGO+paQrLz+A0Gg0wtHRUTg5OYm2bduKr776Sq1ftWqVcHNzEzqdTgwfPlw8//zzYvbs2Wr9jh07RIsWLYRWqxW+vr5q265du4r3339ftduwYYPo1KmT+v7999+LLl26CL1eL+rUqSOCg4NFQkJCibb5+fli4cKFwsvLS9SpU0eEhYWJ1NRUIYQQv/32mwBEbm6u6nfLli3C399faDQa4ebmJiZOnGhWX5Tff/9deHp6ilu3bqll3t7eAjB7fvvtNyGEEIsWLRLDhg0TQghx48YN0aVLF6HT6YSTk5N4/PHHxbp160r9nr29vcU333wjrl69KvLz80XPnj2FXq8Xjo6OokmTJmLJkiXizp07qv2ECRPEihUr1PeIiAjRsWPHUv2npKSIfv36CY1GIxo0aCAiIyPVuiNHjghHR0f1/c6dO2L69OlCr9cLvV4vpk+fbtb3qVOnROvWrYW9vb1o1aqVOHXqVKn9VjeuXr36qIcgeQCkftaL1M66AX4WFYh3FFFkOUzy4LRt6iF+/lVeqloZzJo1Czc3NyZPnnxf2x49erBixQqaN29e4f4uXbqEn5/fPW1u3LhB165dOX36NPb29gC8/PLLDB48mJ49e1a4b8mDUxb9JFUXqZ/1IrWzbhRFOSmEaFvednLjgqTK8vbbb5fZtujy/cPEzc2N8+fPm5X9WakdJRKJRCKpKsg9kBLJXRo2bPiohyB5AKR+1o3Uz3qR2lVPZAApqdJ06tSJ06dPP/R+pkyZwooVKx56P5KHR2EWJIl1IvWzXqR21RMZQFZxhBD4+Pjw2GOPPeqh/Ons3r0bJycnWrVqBcC2bdto2rQpOp0ONzc3wsPDze5FXLVqFW3btqVWrVrqyeWifPDBB/j5+aHVaunVqxcGg0Gtmz59OsuXLy9XXuktW7bg7e2No6Mj/fv3JzU1tVTb6Oho2rRpg0ajoU2bNurF7VCg8RtvvIGrqyuurq7MmDEDuTe5/Mh/xKwbqZ/1IrWrnjyUAFJRlDqKoghFUYIehv9yjmWUoijGRz2OinLkyBFu3LhBfHw8P/3006Mezp/KmjVrzK676dSpE8eOHePmzZvEx8eTl5fHnDlz1Pr69eszZ84cXnzxxRK+Dh8+zKxZs/jiiy9ITU2lcePGDB06VK338PDAx8eHXbt2lWlscXFxjBs3js2bN3P9+nU0Gg0TJkywaJuTk0O/fv0YPnw4aWlphIeH069fPzVYXbduHTt37iQmJobY2Fj27NlTIq+5RCKRSCRVib/UDOTdoHVQseKPAZ9HMZ7KYNOmTfTr14/g4GA2bdpkVrdx40Z8fHxwcnKicePGREZGAgUn4rp27YpOp6NOnTo8//zzapvjx4/Trl07dDod7dq14/jx42pdamoqo0ePpn79+uj1evr3729xTP/85z8ZNMj8a37ttdeYNGkSUJChpm/fvri4uODn58f777+v2uXn5/P222/j6+uLk5MTbdq0ITExsUQfOTk5HDx4kK5du6plDRo0oE6dOuq7jY0Nly5dUt9DQ0Pp378/rq6uJfzt3r2bwYMHExAQQM2aNZk7dy5HjhwxuyC8e/fufPnllxY/c3EiIyPp06cPXbp0QavVsnjxYnbs2GExe86hQ4fIy8tj8uTJ1KpVi0mTJiGE4ODBg0CBxlOnTsXLywtPT0+mTp3Kxo0byzQOyf9wc3N71EOQPABSP+tFalc9+UsFkJYQQtwWQtx41OOoCLdu3eKzzz4jLCyMsLAwtm3bps5aZWVlMWnSJPbt20dmZibHjx/niSeeAGDu3Ln06NGDtLQ0kpKSmDhxIlAQIIaEhDBp0iRSUlKYMmUKISEhpKSkAAWpBm/dukVcXBw3btzg9ddftziuoUOHsnfvXnX5OD8/n08++YRhw4ap9V5eXhgMBj777DNmzZrFgQMHAFi+fDlbt25V269fvx6NRlOij4sXL1KjRg28vLzMyo8ePYpOp8PJyYnt27eX6Yof+N99p0XfAc6ePauWNWvWzCwLzL2Ii4szy0Tj6+tLzZo1LWbPiYuLIzAw0Oyy8cDAQOLi4iz6atmypVonKTulXeYusQ6kftaL1K56UqYAUilghqIolxVFua0oyhlFUYYXqW+nKMpJRVFMiqKcBjoUax90d3awTpGyRnfL2hYpa6Yoyi5FUW4qimJUFOWEoigtivSxX1GUPxRFyVAU5aiiKB2LtL1y98dP7/q9cre8xBK2oijjFEW5pChKzt3/jilWLxRFGasoyqeKomQpihJf9PP+WezYsYNatWrRo0cPnnvuOfLy8sxmyGrUqMHZs2e5ffs2Hh4eako7Ozs7EhISMBgM2Nvb07lzZwC+/PJLmjRpwogRI7C1tWXo0KE0a9aM3bt3c+3aNfbt28eaNWvQ6/XY2dmZzf4Vxdvbm9atW7Nz504ADh48iEaj4cknnyQxMZGjR4/yzjvvYG9vzxNPPMHLL7/M5s2bgYJ9iG+99RZNmzZFURRatmxpccYwPT3dYo7nzp07c/PmTZKSkpg+fXqZMyAEBwfzySefEBsby+3bt1m0aBGKonDr1i3VJjc3l/T09DL5MxqN6HQ6szKdTmdxBvJ+tsXrdTodRqNR7oMsJ0VzsEusD6mf9SK1q56UdQbyLeAl4FXgMeAfwFpFUUIURXEEvgTigbbATODd8g5EUZT6wFEKMow8C7QG/h9QmOvOCdgMPAW0B6KBvUWC0nZ3/zsG8CjyXryfAcAq4D/A48AKYLWiKH2Kmc4DvgBaUrAMvl5RFO/yfq4HYdOmTQwZMgRbW1tq1apFaGiouozt6OjIxx9/zJo1a/Dw8CAkJERNVbh06VKEELRv356AgADWr18PFCwtF6bfK8Tb25vk5GQSExNxcXFBr9eXGEfv3r3RarVotVp1mXzYsGFs3boVKDhMUjj7aDAYcHFxMQv+CvsASExMxNfX976fXa/XWwzGCvH09KRXr1688MIL9/UF8PTTT7Nw4UIGDhyIt7c3jRo1wsnJyWyGMysrC2dn5zL502q1Zgd4ADIyMiwGvfezLV6fkZGBVquVv9VLJBKJpOpyv1Q1gCNwG3iqWPl/gL3AWCAd0BapG05BIBh09z3o7nudIjaN7pa1vfu+BEgAapYlhQ6gANeA4UXKBDComN0owFjk/RiwvpjNRuBoMT//KPJuC9wq2lex9mOBn4Gfmzau/wAJhf5HYmKiqFGjhqhdu7Zwd3cX7u7uwsnJSdjZ2Ynff//dzPbWrVtiypQponPnziX8REVFiVq1aomLFy+KiIgI0a5dO7P6jh07ig0bNgiDwSAURRFpaWllGt+NGzeEvb29SExMFDqdTpw7d04IUZDSqkaNGiIjI0O1ffPNN0V4eLgQQgh/f3+xc+fO+/rPyckRDg4OIikpqVSbqKgoUbt27RLls2fPVvsrjV9//VVoNBo19aIQQsycOVOMGjXqvmMTouAzFaZOFEKIy5cvCzs7O7PPXcjXX38tPD09zVISNmzYUOzbt08IUaBB0VSLH374oejQoUOZxiH5H9evX3/UQ5A8AFI/60VqZ91QwVSGZZmBfAywB766u6xsvLsk/ArgCzQHYoUQRZeJT5TBb3Fa3Q3iLN6joiiKm6IoaxVFuaAoyk0gE3ADynuDaXMKgsiiHKXgcxYltvAHIUQe8Pvd/koghFgnhGgrhGjrqK9XzuFYZvPmzfj7+/Prr78SHR1NdHQ0Fy5cwMvLi61bt3L9+nV27dpFVlYWtWrVQqvVYmNTMFn76aefkpSUBBTM5CmKgo2NDcHBwVy4cIEtW7aQl5fHxx9/zLlz53juuefw8PCgd+/eTJgwgbS0NHJzczly5Eip46tbty5BQUGMHj2axo0bqykEGzRowN/+9jfefPNNTCYTsbGxfPjhh4SFhQEFaf/mzp3LxYsXEUIQGxur7sEsip2dHc888wyHDx9WyyIjI7l69SpCCBISEpg9ezZPP/20Wp+Xl4fJZCI/P5/8/HxMJhN5eXkAmEwmzp49ixCCq1evMnbsWF577TWzGdeff/6Z3r17q+9BQUEsWLDA4ucPCwtj9+7dREVFkZWVxbx58wgNDbU4AxkUFISNjQ0rV64kOzubVatWAQWHdgBGjhzJ8uXLSU5OxmAwsGzZMovXEEnujYuLy6MeguQBkPpZL1K7asr9IkwK9jMKoDvgV+zxpmAm8kixNr6Yz0B2uftet4hNE8xnIPcBkfcYxz7gFBACBNztPwFYUMSmLDOQqcCLxWxeBlLu4+cKMO1+31fL5j4P+suAEEKIpk2bipUrV5Yof+edd0SbNm2EwWAQXbp0EbVr1xY6nU507dpVxMXFCSGEmD59uqhfv75wdHQUPj4+Yu3atWr7qKgo0bp1a1G7dm3RunVrERUVpdalpKSIkSNHCjc3N+Hs7CwGDBhwzzFGREQIQCxdutSsPDExUYSEhAi9Xi98fHzEe++9p9bl5eWJxYsXi0aNGgmtVivatm0rEhMTLfrfs2eP6NWrl/o+a9Ys4enpKTQajfD09BRjxowRf/zxh1o/f/58cVc79Zk/f74QQoi0tDTRokULodFohLu7u5g5c6bIy8tT2xoMBuHu7i6ys7PVMh8fH7F///5SP39kZKRo0KCB0Gg0om/fviIlJUWt69Wrl1iyZIn6furUKdG6dWthb28vWrVqJU6dOqXW3blzR0yfPl3o9Xqh1+vF9OnTzWYrJWXj4sWLj3oIkgdA6me9SO2sGyo4A1mWANIJMAGjS6kfC6QBjkXKwooFkM3vvgcWsRlMOZawKZhxHF3k3R3IKRZA5gDPF2tXPIAsbQk7qsh7hQPINk09KkNPyV06depkFmw9LKZMmSIWLFigvicmJoonn3zyofcrqTzkP2LWjdTPepHaWTcVDSBtS0xJFkMIkakoyrvAu0rBrv4jgBZ4ErgDbLkb/K1XFGURUB+YXczNJSARWKAoykwK9j/OKWazGhgPfKIoypK7QWk74LwQIhq4AAxXFOUHCvZlLr0bMBblCvC0oiiHgWwhRJqFj/QvCk5qnwT2A70oCHhD7/ddSP58jh49+qf0s2zZMhISEtR3Ly8vTpyoyE4MyaPCzs7uUQ9B8gBI/awXqV31pKynsOcCC4BpQBzwDTAQ+E0U7H18joIl6VMUnMB+o2hjIUQu8AIFF3rHAAuBWcVskilY6q4JfAecBiYCeXdNXqQgcD0JbAPWUxAwFmUq0I2CYNViAmUhxM67fl8HzgGvAROEELvL9E1I/rIUP6EusS6kftaN1M96kdpVT5SC2UtJZdG2WX3x8y+G+xtKqhwJCQnyL0IrRupn3Uj9rBepnXWjKMpJIUTb+1ua85fPRCOp2owaNcosn/WDsn///lJTMN6P3NzcMtvGxsbyt7/9rUL9SB4O5dFPUvWQ+lkvUrvqiQwgqzhCCHx8fHjsseK3DEksMWvWLGbOnAnAjRs3GDp0KPXr10en09GpUyd++OEHi+1Gjx5NkyZNzHJrF16eXvjY2NioaSEDAwNxdnZm9+6y73y4cuUK3bp1Q6PR0KxZM7799ttSbbOzs3nxxRepXbs29erVY/ny5Wb1Bw4coFmzZmg0Grp162a2f1MikUgkkoeNDCCrOEeOHOHGjRvEx8fz008/PerhVGl++uknbt68yZNPPgkUpAhs164dJ0+eJDU1lfDwcEJCQjAazTJbcvToUS5fvlzCn9FoVJ/r16/j4ODA4MGD1fqwsDDWrl1b5vENHTqUVq1akZKSwpIlSxg0aBC///67RdsFCxZw8eJFEhIS+O6771i6dClfffUVAH/88QehoaEsXryY1NRU2rZty/PPP1/mcfxVKWtaS0nVROpnvUjtqicygKzibNq0iX79+hEcHKymMSxk48aN+Pj44OTkROPGjdU0g5cuXaJr167odDrq1KljFlwcP36cdu3aodPpaNeuHcePH1frUlNTGT16NPXr10ev199zKfif//wnvr6+ODk58dhjj/H555+b1b///vs0b95crT916hQAp0+fpnXr1jg5OfH8889jMpnUNocOHcLLy4ulS5fi5uaGh4cHO3fuZO/evfj7++Pi4sLbb79d6pj27dtnlr/bx8eHKVOm4OHhgY2NDWPHjiUnJ4dff/1VtcnLy2PixInq5d6l8dlnn+Hm5sZTTz2llgUFBXHgwAGys7Pv2RbgwoULnDp1ioULF+Lg4MDAgQNp0aIF27dvt2gfERHB3Llz0ev1NG/enDFjxrBx40agIEd6QEAAgwcPxt7engULFhATE6OmsqyupKamPuohSB4AqZ/1IrWrnsgAsgpz69YtPvvsM8LCwggLC2Pbtm3k5BTcXJSVlcWkSZPYt28fmZmZHD9+nCeeeAKAuXPn0qNHD9LS0khKSlKXXVNTUwkJCWHSpEmkpKQwZcoUQkJC1EwwI0aM4NatW8TFxXHjxg1ef/31Usfm6+tLVFQUN2/eZP78+QwfPpxr164BBZlwFixYQEREBBkZGezatQtXV1dycnLo378/I0aMIDU1lcGDB5cIoP7v//4Pk8lEcnIyixYtYsyYMXz00UecPHmSqKgoFi1aRHx8vMUxnTlzhqZNm5Y65ujoaHJycvDz81PL/v3vf9OlSxcCAwPvqcWmTZsYOXKkWX5qT09P7OzszALS0oiLi1OD/UJatmxJXFxcCdu0tDQMBgMtW7a0aBsXF2dW5+joiK+vr0Vf1Yni+cYl1oXUz3qR2lVPZABZhdmxYwe1atWiR48ePPfcc+Tl5fHll1+q9TVq1ODs2bPcvn0bDw8PAgICgII7uRISEjAYDNjb29O5c2cAvvzyS5o0acKIESOwtbVl6NChNGvWjN27d3Pt2jX27dvHmjVr0Ov12NnZmc3mFWfw4MHUr1+fGjVq8Pzzz9OkSRN+/PFHAD744ANmzJhBu3btUBQFPz8/vL29+f7778nNzWXy5MnY2dkxaNAg2rVrZ+bXzs6O2bNnY2dnxwsvvMAff/zBa6+9hpOTEwEBAQQEBBAbG2tpSKSnp1tMJQgFf8GNGDGC+fPno9PpAEhMTGTt2rUsWrTonjpcvXqVw4cPEx4eXqLOycmJ9PT0e7aHguXwwn4L0el0ZGZmWrQtrLdkWx5fEolEIpE8DGQAWckIO8dK87Vp0yaGDBmCra0ttWrVIjQ0VF3GdnR05OOPP2bNmjV4eHgQEhKiLmEuXboUIQTt27cnICCA9evXA2AwGEpcteDt7U1ycjKJiYm4uLiY5YYupHfv3upBksJl8oiICJ544gmcnZ1xdnbm7Nmz/PHHH0BBYObr61vCj8FgwNPT02wWr/h4XF1d1ZzeDg4OALi7u6v1Dg4OJfYwFqLX6y0GUbdv36ZPnz48+eSTvPnmm2r55MmTmTdvXolgrDgRERF07tyZxo0bl6jLzMzE2dn5nu2h4EBO8d/SMzIyLAa8Wq1WrbdkWx5f1Ymif04k1ofUz3qR2lVPZABZydyx1VaKn6SkJA4ePMhHH31EvXr1qFevHp999hl79+5VA7WePXvyzTffcO3aNZo1a8aYMWMAqFevHu+//z4Gg4G1a9cyYcIELl26RP369Uuc1r169Sqenp40aNCA1NRUi7Np+/btUw+ThIWFkZCQwJgxY1i1ahUpKSmkp6fz+OOPF6Z8pEGDBhYPpXh4eJCcnEzRu0evXr1aKd8XFJyMvnDhgllZdnY2/fv3x9PTs8SBlwMHDjB9+nT1+wXo2LEjW7ZsMbOLiIiwOPtoMBjIycm557J5IQEBAcTHx5sFuDExMeqscVH0ej0eHh7ExMRYtA0ICDCry8rK4vLlyxZ9VSfknbbWjdTPepHaVU9kAFnJ5OXl3d+oDGzevBl/f39+/fVXoqOjiY6O5sKFC3h5ebF161auX7/Orl27yMrKolatWuo1M1CwBzEpKQkoCEYURcHGxobg4GAuXLjAli1byMvL4+OPP+bcuXM899xzeHh40Lt3byZMmEBaWhq5ubkcOXLE4tiysrJQFIW6desCsGHDBs6ePavWv/zyy7z77rucPHkSIQSXLl0iISGBjh07Ymtry8qVK8nLy2PHjh3qsndlEBwczOHDh9X33NxcBg0ahIODAxEREdSoYf7H/cLPsFrhAAAgAElEQVSFC8TExKjfL8Du3bsZMGCAanP8+HGSk5PNTl8XcujQIbp3706tWrWAgkNNpZ1G9Pf354knnmDhwoWYTCY+//xzYmNjGThwoEX7kSNH8tZbb5GWlsYvv/zC+++/z6hRowAYMGAAZ8+eZfv27ZhMJhYtWkRgYCDNmjUr83f1V+TGjRuPegiSB0DqZ71I7aopFUmgLZ/Sn5bNfURl0LRpU7Fy5coS5e+8845o06aNMBgMokuXLqJ27dpCp9OJrl27iri4OCGEENOnTxf169cXjo6OwsfHR6xdu1ZtHxUVJVq3bi1q164tWrduLaKiotS6lJQUMXLkSOHm5iacnZ3FgAEDSh3frFmzhF6vF66uruL1118XXbp0Ee+//75a/9577wl/f3/h6OgoAgICxKlTp4QQQvz000/iiSeeEFqtVgwZMkQMGTJEzJ49WwghxHfffSc8PT1VH7m5uQIQv/32m1rWqVMnsXnz5lLH1bZtW/H9998LIYQ4dOiQAISDg4NwdHRUnyNHjlhsC4iLFy+alY0dO1YMHz7con1wcLD44osv1PdFixaJYcOGlTq23377TXTt2lXY29sLf39/8c0336h1H330kXjsscfUd5PJJEaPHi2cnJyEm5ubWLZsmZmvb775RjRt2lTY29uLrl27mn1H1ZXi2kmsC6mf9SK1s26An0UF4h2ZyrCSkakMHy379+9n9erV7Ny5s9xtf//9d3VW9X6cOXOGsWPHcuLECbWsR48erFixgubNm5e7b8mDUx79JFUPqZ/1IrWzbiqaylAGkJWMDCCtl5ycHGrWrPmohyGpIFI/60bqZ71I7awbmQtbInlAKvNAj+TPR+pn3Uj9rBepXfVEBpB/IUaNGsWcOXPK1aZTp06cPn36IY3of0yZMoU1a9Y89H4kEolEIpE8fGQAWYU5fvw47du3x8nJicDAQI4eParWbdy4Ub0gvKLs3r0bJycnWrVqBcDZs2fp2bMnderUMbursZDhw4fj4eFB7dq18ff354MPPlDrcnJyGDRoEI0aNUJRFA4dOmTWdvr06SxZskTNpFMWtmzZgre3N46OjvTv3/+e6bKio6Np06YNGo2GNm3aqKeqoeCg2BtvvIGrqyuurq7MmDHD4rUThaepJdaJ1M+6kfpZL1K76okMIKsoqamp9O3bl+nTp5Oens6MGTPo06cPaWlpldbHmjVrGDFihPpuZ2fHkCFD+PDDDy3av/nmm1y5ckVNTzhnzhxOnjyp1nfu3Fm9t7I4Hh4eNGvWjF27dpVpbHFxcYwbN47Nmzdz/fp1NBoNEyZMsGibk5NDv379GD58OGlpaYSHh9OvXz81WF23bh07d+4kJiaG2NhY9uzZU+JOSCi4v1JivUj9rBupn/UitaueyACyinL8+HHc3d0ZPHgwNjY2DB8+nLp167Jjxw7Onz/P+PHjOXHiBFqt1iwTSlpaGiEhITg5OdGhQweLF3pDQdB18OBBs3SFTZs25aWXXir1QuqAgAD1N01FUVAURfVfs2ZNJk+eTOfOndX7KIsTFBRklorxXkRGRtKnTx+6dOmCVqtl8eLF7Nixw2KmmUOHDpGXl8fkyZOpVasWkyZNQgjBwYMHgYKMPlOnTsXLywtPT0+mTp3Kxo0bS/i5cuVKmcYmqZpI/awbqZ/1IrWrnsgAsopSeM9S8bKzZ8/SvHlz1qxZQ8eOHTEajWbZY7Zu3cr8+fNJS0vDz8+P2bNnW/R/8eJFatSogZeXV7nGNWHCBDQaDc2aNcPDw4Pg4OAyt23evLlZBpV7ERcXR8uWLdV3X19fatasWSLTTKFtYGCg2bJ7YGAgcXFxFn21bNlSrStKZV0CL3k0SP2sG6mf9SK1q57IALKK8re//Q2DwcDWrVvJzc1l06ZNXL58mVu3bt2zXWhoKO3bt8fW1pawsDCzvYBFSU9Pr1Du5NWrV5OZmUlUVBShoaHl2vvi5ORkMVWiJYxGY4kc1TqdzuIM5P1si9frdDqMRqNMvyWRSCQSSQWRAWRlU7P8QZklXF1d+eKLL1i+fDnu7u589dVXPPPMM/edMSy6/1Cj0WA0Gi3a6fV6i8FYWbCxsaFz584kJSXx3nvvlbldZmam2XL7vdBqtWRkZJiVZWRkWAx672dbvD4jIwOtVlvioFDjxo3LNDZJ1UTqZ91I/awXqV31RAaQlUyuYl9pvrp27cpPP/1Eamoqmzdv5tdff6V9+/YAFk9Jl4cmTZoghCA5ObnCPvLy8krdY2mJ8+fPmy0l34uAgACz5e74+Hiys7Px9/e3aBsbG2s2oxgbG6vu5SzuKyYmxuI+z99//73Mn0VS9ZD6WTdSP+tFalc9kQFkJXPnzp1K83X69Glyc3PJyMhg2rRpeHl50bNnTwDc3d1JSkoq17U4RbGzs+OZZ57h8OHDapkQApPJpPo0mUxkZ2cDcOPGDbZt24bRaCQ/P5+vv/6arVu30r17d7V9dnY2JpMJKDikYzKZzIK6w4cP07t3b/U9KCiIBQsWWBxfWFgYu3fvJioqiqysLObNm0doaKjFGcigoCBsbGxYuXIl2dnZrFq1CkAd28iRI1m+fDnJyckYDAaWLVvGqFGjSvgpbbZWYh1I/awbqZ/1IrWrnsgAspKxyb/3HsXysHTpUurUqUODBg24du0an3/+uVrXvXt3AgICqFevHnXq1KmQ/8JrcgpJSEjAwcFBnZ1zcHCgadOmQMGM53vvvYeXlxd6vZ5p06bxn//8h379+qntmzZtioODA8nJyfTs2RMHBwcSEhIAuHbtGufOnaN///6qfWJiIp06dbI4toCAANasWUNYWBhubm5kZmayevVqtb537968/fbbQMEJ8J07dxIREYGzszPr169n586damqtcePG0adPH1q0aMHjjz9OSEgI48aNq9B3JpFIJBKJRObCrnSsLRd2586d+e9//6teJv6wmDp1Kr6+vupdjklJSQwePJgTJ0481H7LQ1ZWFo6Ojo96GJIKIvWzbqR+1ovUzrqpaC5sGUBWMtYWQEr+x82bN0uc5pZYD1I/60bqZ71I7aybigaQcglbIrmL3Ahu3Uj9rBupn/UitaueyADyL8SoUaOYM2fOQ/N/5coVFEUp16Wx+/fvN9v3+LC4fv06zZs3Vw/9SCQSiUQieXjIALKKcvXqVbRardmjKArLli0DYOPGjXTu3PmB+sjOzmb8+PG4u7vj4uJCnz59zK71adSoEd9+++0D9TFr1ixmzpypvs+dO5cWLVpga2tr8QT277//zrBhw3B2dkav1xMWFqbWffLJJ/ztb39Do9EQFBRk1s7d3Z1u3bqxbt26Mo8tNTWVAQMG4OjoiLe3NwcOHCjVVgjBG2+8gaurK66ursyYMcPshHl0dDRt2rRBo9HQpk2bUi9wlzw89Hr9ox6C5AGQ+lkvUrvqiQwgqygNGzbEaDSqz5kzZ6hRowYDBw6stD5WrFjBiRMniI2NxWAw4OzszMSJEyvN/08//cTNmzd58skn1TI/Pz+WLl1KSEiIxTahoaHUq1ePhIQEbty4wbRp09Q6FxcXJk+ebBaQFiUsLIy1a9eWeXyvvvoqNWvW5Pr160RGRjJjxgyLKQ4B1q1bx86dO4mJiSE2NpY9e/aofeXk5NCvXz+GDx9OWloa4eHh9OvXr8JXLEkqhlarfdRDkDwAUj/rRWpXPZEBpJUQERFBly5daNSoEefPn2f8+PGcOHECrVZrlt0lLS2NkJAQnJyc6NChwz0v+v7tt9/o2bMn7u7u2Nvb88ILL6gB1IgRI7h69Sp9+vRBq9WydOlStV1kZCQNGzakTp06LFmypFT/+/bto2vXrmZl4eHh9O7d2+J9jvv37ycxMZF//etf6HQ67OzszE6HP/PMMwwZMoT69etb7K9Dhw7Ex8erVwfdi6ysLLZv387ixYvRarV07tyZbt26mV1rVJRNmzYxdepUvLy88PT0ZOrUqWzcuBGAQ4cOkZeXx+TJk6lVqxaTJk1CCMHBgwfvOw5J5ZGYmPiohyB5AKR+1ovUrnoiA0grISIigvDwcACaN2/OmjVr6NixI0aj0Sy/9NatW5k/fz5paWn4+fkxe/bsUn2+9NJLHDt2DIPBwK1bt4iMjFQv+t68eTMNGzZk9+7dGI1GZsyYobY7evQov/76KwcOHGDRokWcP3/eov8zZ86o90iWhe+//56mTZsSHh6Oq6sr7dq1M7vo/H7Y2tri5+dnlnWmNC5cuICNjY1ZZptmzZqVOgMZFxdnlkWnZcuWqm1cXByBgYFm2YECAwNL9SWRSCQSibUjA0grICoqiuvXrzNo0KD72oaGhtK+fXtsbW0JCwu75148f39/GjZsiKenJ7Vr1+b8+fPMmzfvvn3Mnz8fBwcHWrZsScuWLUsN2NLT0y3ONJZGUlIS+/fvp1u3bvzf//0fU6dOpV+/fvzxxx9l9uHk5GQWUJeG0Wgsce2Ei4tLqfnBi9vrdDqMRiNCCIu+dDpdhXONSyqGvX3lpRGV/PlI/awXqV31RAaQlU3NsgdMZWXTpk0MHDiwTPtM6tWrp/6s0WjUFFNvv/22ehhn/PjxALzyyiuYTCZSUlLIysoiNDTULNVgefsojl6vL1cQ5eDgQKNGjXjppZews7PjhRdeoEGDBhw7dqzMPjIzM82W9EtDq9WSkZFhVmZjY1NqwFvcPiMjQz3YZMlXRkZGuYJnyYPj5eX1qIcgeQCkftaL1K56IgPISiZb1KxUf7dv3+bTTz9Vl68LKbpcWhZmzZqlHshZs2YNADExMYwaNQoXFxdq1arFxIkT+fHHH9UZv/L2UZzAwEAuXLhQLvsH6TMvL49Lly6ZLTWXhr+/P3l5eVy8eFEtO3r0qJrGsTgBAQFmM60xMTGqbUBAALGxsWansmNjY0v1JXk4xMfHP+ohSB4AqZ/1IrWrnsgAsorz+eef4+zsTLdu3czK3d3dSUpKeqCTvu3atSMiIoKbN2+Sm5vL6tWrqV+/vppb293d/YH+YggODi6xhzE3NxeTycSdO3fIy8vDZDKRn58PwIABA0hLS2PTpk3k5+fz2WefkZycrObLzs/Px2QykZeXx507dzCZTOTm5qq+f/zxRxo1aoS3tzdQcLiltIDU0dGR0NBQ5s2bR1ZWFseOHePbb79lxIgRFu1HjhzJ8uXLSU5OxmAwsGzZMkaNGgVAUFAQNjY2rFy5kuzsbFatWgUU5CuX/HncuXPnUQ9B8gBI/awXqV31RAaQlYzNnVuV6m/Tpk2MHDmyRCDUvXt3AgICqFevnhrwlZd3330Xe3t7mjRpQt26ddm7dy+ff/65Wv/mm2/y1ltv4ezszLvvvltu/61bt0an0/HDDz+oZWPGjMHBwYGtW7eyZMkSHBwc1JPPLi4u7Nq1i3fffRedTsc///lPvvjiC/Xzbd68GQcHB1555RWioqJwcHBgzJgxqu/IyEh1eR4KTgZ27Nix1PGtXr2a27dv4+bmxtChQ1m4cKE6axgVFWW2ZWDcuHH06dOHFi1a8PjjjxMSEsK4ceMAqFmzJjt37iQiIgJnZ2fWr1/Pzp07qVmzcmejJRKJRCKpKshc2JVM2+b1xc/nZS7sQvbv38/q1avZuXPnQ+3nxo0bdO3aldOnT6sbul9++WUGDx5Mz549y+RDCPHAy/aSR4fUz7qR+lkvUjvrpqK5sGUAWcnIANJ6uXbtGh4eHo96GJIKIvWzbqR+1ovUzrqpaAApl7AlkrtkZWU96iFIHgCpn3Uj9bNepHbVExlA/oUICgrigw8+eGj+K5J/+8033+Q///lPpfTfvn17eTm3RCKRSCRVABlAVmEaNWqEg4ODen9jjx491LoFCxYwfPjwB+7j22+/pXXr1jg6OtKgQQM++eQTAK5cuYKiKOTl5VXY9++//05ERIR62ATggw8+wM/PD61WS69evTAY/rfcn52dzfjx43F3d8fFxYU+ffqQnJys1k+bNq1MF50XIoTgjTfewNXVFVdXV2bMmMG9tmxERUXh7e2No6Mj/fv3JzU1Va1LTU1lwIABODo64u3tzZYtW8o8DsmfQ2kpLiXWgdTPepHaVU9kAFnFKUwlaDQa2b9/f6X6PnfuHMOGDWPJkiXcvHmT6Oho2rRpU2n+N27cSHBwMA4ODgAcPnyYWbNm8cUXX5Camkrjxo0ZOnSoar9ixQpOnDhBbGwsBoMBZ2dnJk6cqNb37duX7777jmvXrpWp/3Xr1rFz505iYmKIjY1lz549rF271qJtXFwckyZNYvPmzVy/fh2NRsOECRPU+ldffZWaNWty/fp1IiMjeeWVV+RsaBUjOzv7UQ9B8gBI/awXqV31RAaQVshXX33F22+/zccff4xWqzW7ODshIYFOnTrh5OREjx497pkG8K233mLcuHH07t0bW1tbXF1d8fX1BaBLly4AODs7o9VqOXHihNpu2rRp6PV6GjduzL59+0r1v2/fPrp27aq+7969m8GDBxMQEEDNmjWZO3cuR44c4fLlywD89ttv9OzZE3d3d+zt7XnhhRfMgjR7e3vatGlT5kB606ZNTJ06FS8vLzw9PZk6dSobN260aBsZGUlQUBBdunRBq9WyePFiduzYQWZmJllZWWzfvp3Fixej1Wrp3Lkzffv2Va8fklQNUlJSHvUQJA+A1M96kdpVT2QAWcUJCwujbt269OjRQ82E0qtXL2bNmsXzzz+P0Wg0y5CyZcsWNmzYwI0bN8jJybnn/Y3ff/89AC1atMDDw4Phw4ery7ZHjhwBCvJZG41G9T7FH374gaZNm/LHH38wY8YMXnrppVKXhc+cOUPTpk3VdyGEmW3hz2fPngXgpZde4tixYxgMBm7dukVkZGSJ1IrNmzcvNfd2ceLi4syC65YtW5Y6axgXF0ezZs3Ud19fX2rWrMmFCxe4cOECNjY2+Pv7l8mXRCKRSCR/dWQAWYWJjIzkypUrJCQk0K1bN3r27El6evo924wePRp/f38cHBwYMmQI0dHRpdomJSWxefNmtm/fzsWLF7l9+7bZkrElvL29GTNmDDY2NoSHh3Pt2jWuX79u0TY9Pd0sH3RwcDCffPIJsbGx3L59m0WLFqEoCrduFVy+7u/vT8OGDfH09KR27dqcP3++xJ5HJyen+34HhRiNRnQ6nfqu0+kwGo0WA16j0WiW47vQPjMzs4SfonWSqoOLi8ujHoLkAZD6WS9Su+qJDCArGWGrvb9RGenUqRMODg5oNBrefPNNnJ2diYqKumebokGQRqPBaDQCMH78ePUwzttvvw2Ag4ODGnBqtVpmzZrF3r17y+UfUPsojl6vNwuynn76aRYuXMjAgQPx9vamUaNGODk54eXlBcArr7yCyWQiJSWFrKwsQkNDS8xAZmZm4uzsfM8xFqLVasnIyFDfMzIy0Gq1Fi+81Wq1mEwms7KMjAycnJxK+ClaJ6k6FP55lFgnUj/rRWpXPZEBZCWTQ62H5ltRFHX2rLy3/q9Zs0Y9jDNr1iwAAgMDS/VTGVkFAgMDuXDhglnZq6++ysWLF7lx4wYDBw4kLy+Pxx9/HICYmBhGjRqFi4sLtWrVYuLEifz4449m+zjPnz9vtix9LwICAsyWu2NiYtRUhZZsi6ZcjI+PJzs7G39/f/z9/cnLy+PixYtl8iV5NCQlJT3qIUgeAKmf9SK1q57IALKKcvXqVY4dO0ZOTg4mk4l//etf/PHHH3Tq1AkAd3d3rly58kBJ7EePHs2GDRuIj4/n1q1bvPPOOzz33HMA1K1blxo1ahAfH19h/8HBwRw+fFh9N5lMnD17FiEEV69eZezYsbz22mvo9XoA2rVrR0REBDdv3iQ3N5fVq1dTv359NRd2dnY2J0+e5Nlnn1V9KorCoUOHLPY/cuRIli9fTnJyMgaDgWXLljFq1CiLtmFhYRw8eJCoqCiysrKYN28eoaGhODk54ejoSGhoKPPmzSMrK4tjx47xxRdfMGLEiAp/NxKJRCKRWDMygKxk7MTtSvGTmZnJK6+8gl6vx9PTk6+++op9+/bh6uoKwODBgwFwdXWldevWFerjxRdfZOTIkXTo0AFvb29q1arFypUrgYIlidmzZ9OpUyecnZ3VAzflYeTIkezdu5fbtwu+E5PJxLBhw9BqtbRv356OHTuyePFi1f7dd9/F3t6eJk2aULduXfbu3cvnn3+u1u/atYugoCD1zrGkpCS0Wi0tWrSw2P+4cePo06cPLVq04PHHHyckJMTsTkqtVqtuCQgICOCdd94hLCwMNzc3MjMzWb16tWq7evVqbt++jZubG0OHDuW9996TM5BVDLmMZt1I/awXqV31RObCrmRkLmxzZs2ahZubG5MnT35gXx06dODDDz9Ul7w/+ugj4uLi+Mc//vHAviUSiUQiqY5UNBe2DCArGRlAWi+XL19W78GUWB9SP+tG6me9SO2sm4oGkHIJWyK5i/xlyrqR+lk3Uj/rRWpXPZEBpKRMjBo1ijlz5pSrTadOnTh9+vQD971y5Upmzpz5wH7uR2WcPJc8OqR+1o3Uz3qR2lVPZABZhZk7dy4tWrTA1taWBQsWlLmdoihcunSpTLYXL17E3t6e4cOHq2UbN26kc+fO5R2uGbt378bJyYlWrVqVqOvevTuKopCXl1ei7vDhwyiKYhasjh07lo8++ogbN26Uuf8DBw7QrFkzNBoN3bp1IyEhoVTbK1eu0K1bN1q0aEGzZs349ttvzer//e9/U69ePXQ6HS+++KLM+1pFkUto1o3Uz3qR2lVPZABZhfHz82Pp0qWEhIQ8tD5effVV2rVrV+l+16xZY/Gam8jISIuBI0Bubi6vvfYaHTp0MCu3t7end+/eRERElKnvP/74g9DQUBYvXkxqaipt27bl+eefL9V+6NChtGrVijNnzrBkyRIGDRrE77//DsDXX3/NP//5Tw4cOMCVK1eIj49n/vz5ZRqH5M/FYJB7j60ZqZ/1IrWrnsgAsgoTHh5O7969LWY8uXTpEl27dkWn01GnTh01QOrSpQtQkKtZq9Xy8ccfl+p/27ZtODs78/TTT6tl58+fZ/z48Zw4cQKtVmuW9SUtLY2QkBCcnJzo0KEDly9ftug3JyeHgwcP0rVrV7PymzdvsnDhQpYuXWqx3bJly+jRo4dZTupCgoKC+PLLL0v9LEXZsWMHAQEBDB48GHt7exYsWEBMTAy//PJLCdsLFy5w6tQpFi5ciBCCgQMH0qJFC7Zv3w7Apk2beOmllwgICECv1zN37lw2btxYpnFI/lwKU2JKrBOpn/UitaueyADSSpk7dy49evQgLS2NpKQkNYf1kSNHgIJMKUajsdSZt4yMDObNm8eyZcvMyps3b86aNWvo2LEjRqPRLO/01q1bmT9/Pmlpafj5+TF79myLvi9evEiNGjXUFIWFzJo1i1deeaVEzmmAhIQE1q9fXyL3ddFxFc0qcy/i4uLMstU4Ojri6+tLXFycRVsfHx+zIL1ly5aqbXFfLVu25Pr166SkpJRpLBKJRCKR/BWRAaSVYmdnR0JCAgaDAXt7+3LvWZw7dy4vvfQSDRo0KHOb0NBQ2rdvj62tLWFhYURHR1u0S09PLzFr+vPPP3Ps2DE10C3OpEmTWLx4MVqt5VziTk5O3Lx5s0zjNBqN6HQ6szKdTmeWl9uSbWHAW9S2uK/Cny35kjxaiv/CIrEupH7Wi9SueiIDSCtl6dKlCCFo3749AQEBrF+/vlTb3r17o9Vq0Wq1REZGEh0dzbfffsvrr79erj6LzhxqNBqMRqNFO71ebxZg3blzhwkTJrBixQpsbW1L2O/evZvMzMx77lPMzMwsERSWhlarJSMjw6wsIyPD4laAoraFyzBFbYv7KvzZki/Jo0Uuo1k3Uj/rRWpXPSn5r7nkgcir4fCn9FOvXj3ef/99AI4ePcozzzxDly5d8PPzK2G7b98+s/f//Oc/XLlyhYYNGwIFs2z5+fmcO3eOU6dOPfCVDE2aNEEIQXJyMp6enmRkZPDzzz+rAWJ+fj5Q8Fvrp59+yoEDB/j555/VAPXmzZvY2Nhw5swZvvjiC6Bgb2bRpeR7ERAQwKZNm9T3rKwsLl++bDH1YEBAAPHx8WRmZpKamoqLiwsxMTEMGzZMrY+JiWHIkCFAwdYAd3d3NaWkpOpQqJ/EOpH6WS9Su+qJnIGsZPJrVF5O0NzcXEwmE3fu3CEvLw+TyaQGX59++ilJSUlAwYyfoijY2NgA4O7uTnx8fKl+x44dy+XLl4mOjiY6Oprx48cTEhLC119/rbZPSkoiJyenQuO2s7PjmWee4fDhw0DBsq/BYFD727t3LwAnT56kQ4cOLF68mAsXLqj1ffv2ZcyYMWzYsEH1efjwYXr37q2+jxo1ilGjRlnsf8CAAZw9e5bt27djMplYtGgRgYGBFg/n+Pv788QTT7Bw4UKys7P5/PPPiY2NZeDAgUBBPu8PP/yQc+fOkZaWxltvvVVqvxKJRCKRVBdkAFnJ2AlTpfkaM2YMDg4ObN26lSVLluDg4MDmzZsB+Omnn+jQoQNarZa+ffuyYsUKGjduDMCCBQsIDw/H2dmZTz75pIRfjUZDvXr11Eer1WJvb0/dunWBgnsaAwICqFevHnXq1KnQ2MeNG6eOVVEUs/4K+3F3d6dmzZo4OTmZ1Ts4OODo6Kj+Rmsymdi7dy/h4eGq/8TERDp16mSx77p167J9+3Zmz56NXq/nhx9+YNu2bWr9+PHjGT9+vPq+bds2fv75Z9q2bcvMmTP57LPP1DH26tWLGTNm0K1bN7y9vfH29mbhwoUV+k4kDxc5K2zdSP2sF6ld9UTmwq5kZC7s/9G5c2f++9//WrxMvDz897//JTExUb3+Jycnh5YtWxIbG4udnV1lDBUo2Mej0VTeDLLkz0XqZ91I/awXqZ11U9Fc2DKArGRkAGm9XLp0yeIeUol1IPWzbqR+1ovUzrqpaLtF+wMAACAASURBVAApl7AlEolEIpFIJOVCBpDViPLkyAY4d+4cbduW+5cSi0yZMoU1a9ZUiq+HhaOj46MeguQBkPpZN1I/60VqVz2RAWQVZu7cubRo0QJbW1sWLFhgVvfll1/SuXNnnJ2dqVevHmPGjDG7ezEoKIgPPvjggfufNm2a+n7+/Hm6d++OTqfDz8+Pzz//XK2LjIxU75rUarVoNBoUReHkyZMATJ8+nSVLlpTrZPeWLVvw9vbG0dGR/v37k5qaWqptdHQ0bdq0QaPR0KZNG7NLzoUQvPHGG7i6uuLq6sqMGTOwtHXDUoYcifUg9bNupH7Wi9SueiIDyCqMn58fS5cuJSQkpETdzZs3mTNnDgaDgfPnz5OUlMT06dMrre9r167x3Xff0b9/fwDy8vLo168fzz33HKmpqaxbt47hw4dz4cIFAMLCwjAajeqzevVqfHx8aN26NQAeHh40a9aMXbt2lan/uLg49ST39evX0Wg0TJgwwaJtTk4O/fr1Y/jw4aSlpREeHk6/fv3UYHXdunXs3LmTmJgYYmNj2bNnD2vXri3hp7Tc3hLrQOpn3Uj9rBepXfVEBpBVmPDwcHr37m0x68mwYcPo1asXGo0GvV7PmDFjOHbsGACzZ88mKiqKv//972i1Wv7+97+r7b799luaNGmCXq/n1VdftTgTB/DNN9/QunVr7O3tAfjll18wGAy8/vrr2NjY0L17dzp16qRe1VOcTZs2MXLkSLNLyYOCgvjyyy/L9NkjIyPp06cPXbp0QavVsnjxYnbs2GExheChQ4fIy8tj8uTJ1KpVi0mTJiGE4ODBg+pYpk6dipeXF56enkydOpWNGzeWaRwSiUQikUhKIgPIvwhHjhxRM60sWbKEp556ilWrVmE0Glm1apVqt2fPHn766SdiYmL45JNP1MvDi3PmzBmaNm2qvlsKNIUQnD17tkR5QkICR44cYeTIkWblzZs3JyYmpkyfJy4uzizzjK+vLzVr1lRnPIvbBgYGmgWrgYGBxMXFWfTVsmVLta4oNWrI/x2sGamfdSP1s16kdtUTqfpfgG+++YZNmzaxaNGi+9rOnDkTZ2dnGjZsSLdu3cz2ChYlPT3dbOazWbNmuLm58a9//Yvc3Fz279/P4cOHLeZAjYiI4KmnnlIvNi/EycmJ9PT0Mn0mo9FYIve1TqezOAN5P9vi9TqdDqPRWCIo9vHxKdPYJFUTqZ91I/WzXqR21RMZQFo533//PcOGDeOzzz7D39//vvZFNztrNBqMRqNFO71ebxas2dnZsXPnTr788kvq1avHsmXLGDJkCF5eXiXaRkREmGWNKSQzMxNnZ+eyfCy0Wi0ZGRlmZRkZGRaX8+9nW7w+IyMDrVZbIud3YWpIiXUi9bNupH7Wi9SueiIDyEomr4bDn9bX6dOn6du3L+vXr+fpp582qyseHJWXwMDAEsvFgYGBHD58mJSUFL7++mvi4+Np3769mc2xY8cwGAwMGjSohM/z58+bLSXfi4CAALPl7vj4eLKzsy0GyQEBAcTGxprNKMbGxqpL+sV9xcTEqHVFMZkqLw2l5M9H6mfdSP2sF6ld9UQGkJVMfo3KS+eUm5uLyWTizp075OXlYTKZyM/PB+Ds2bP06tWL//73v/Tp06dEW3d3d+Lj4yvc97PPPsupU6fM/mKIjY3FZDJx69Yt3n33Xa5du8aoUaPM2m3atImBAwdanCk8fPgwvXv3Vt+DgoJKXE9USFhYGLt37yYqKoqsrCzmzZtHaGioRb9BQUHY2NiwcuVKsrOz1T2f3bt3B2DkyJEsX76c5ORkDAYDy5YtKzFuiUQikUgk5UAIIZ9KfFo/3kRUFuHh4QIwezZs2CCEEGLUqFFCURTh6OioPo899pja9vjx46JJkybC2dlZTJw4UQghBCAuXrxo5n/27Nml9j9o0CCxbds29X3atGnC2dlZODo6il69epn5EkKI27dvC51OJ7799tsSvgwGg/D09BTZ2dlqmY+Pj9i/f3+p/UdGRooGDRoIjUYj+vbtK1JSUtS6Xr16iSVLlqjvp06dEq1btxb29vaiVatW4tSpU2rdnTt3xPTp04Verxd6vV5Mnz5d3Llzp0R/JpOp1LFIqj5SP+tG6me9SO2sG+BnUYF4R+bCrmTaNvUQP/967VEPo1I4d+4c4eHh/Pjjjw+8JD516lR8fX3VuxyTkpIYPHgwJ06cqIyhVgopKSm4uro+6mFIKojUz7qR+lkvUjvrpqK5sGUAWcn8lQLI6salS5fw8/N71MOQVBCpn3Uj9bNepHbWTUUDSLkHUiKRSCQSiURSLmQAKZHcpW7duo96CJIHQOpn3Uj9rBepXfVEBpDVCEVRuHTpUpntz507R9u25Z7VrhDt27e3mB3mz8TW1vaR9i95MKR+1o3Uz3qR2lVPZABZhZk7dy4tWrTA1ta2xHU3165do2/fvtSvXx9FUbhy5YpZfVBQEB988MED9z9t2jT1ffjw4Xh4eFC7dm38/f3N/H///fc8++yzuLi4ULduXQYPHsy1a//bC5qdnc348eNxd3fHxcWFPn36kJycrNZPmzaNefPmlXlsQgjeeOMNXF1dcXV1ZcaMGaXm9QbYsmUL3t7eODo60r9/f1JTU9W61NRUBgwYQN26dfH29mbLli1lHoek6lD0z5vE+pD6WS9Su+qJDCCrMH5+fixdupSQkJASdTVq1KBXr15s3779ofR97do1vvvuO/r376+Wvfnmm1y5coWMjAx27drFnDlzOHnyJABpaWmMHTuWK1eukJCQgJOTE6NHj1bbrlixghMnThAbG4vBYMDZ2ZmJEyeq9X379uW7774r819E69atY+fOncTExBAbG8uePXtYu3atRdu4uDjGjRvH5s2buX79OhqNRj0NDvDqq69Ss2ZNTpw4QWRkJK+88sojnw2VSCT/v707D6+quho//l1MIRNJQAgKYZApEGZRUFTEVhB8mKHKTKGIY9+ftiiKIihYxRd9tZaKthWisdSKEygFoUzFgkA0AUQDMim0AQIhAyYQsn5/3JvT3HBvSEJIcpr1eZ779J6z99173bsEVs+0jTFVmRWQVdjEiRMZMGCA34dnR0dHc99993Httdde0DZz5kw2bdrEAw88QFhYGA888IDTtmbNGtq0aUNUVBT3339/wKN2n332Gd27d6du3brOvri4OIKCggDP6XAR4bvvvgNgwIABjBo1inr16hESEsIDDzzA5s2bnc8eOHCA/v37Ex0dTd26dbnrrrt8irS6detyzTXXsHr16hL9NkuWLOFXv/oVTZs2pUmTJvzqV79i8eLFfvsmJCQwaNAgbr75ZsLCwnjmmWd4//33yczMJDs7m2XLlvHMM88QHR3NjTfeyODBg3nrrbdKFIepOsLCwio7BHMJLH/uZbmrnqyA/C80b948brrpJl599VWysrKclVkAVqxYwbZt20hKSuLdd99l1apVfsfYuXMn7dq1u2D/fffdR0hICLGxsVx55ZUMHDjQ7+c3btzos1zglClTnGUOz5w5Q0JCgs+qNADt27f3WXKwOLt37/ZZFrFLly4BjxoW7duqVSvq1KlDSkoKKSkp1KxZk7Zt2zoXghc3lqm67EJ+d7P8uZflrnqyArKamTFjBpGRkTRr1oy+ffvy1Vdf+e2Xnp7u98jnwoULyczMZNOmTQwfPtw5IllYcnIyTz/9NC+88IKzr23btjRr1owmTZpQr1499uzZc8E1j+Hh4aSnp5foe2RlZREREeFsR0REkJWV5feIatG+Bf0zMzN92g4cOODTZtylIH/GnSx/7mW5q56sgCxneTXLby3sy6Fx48bO+5CQELKysvz2i4qKClhE1axZkxtvvJEffviB3//+9z5t+/btY8CAAbz88svcdNNNzv57772XnJwc0tLSyM7OZvjw4RccgczMzCQyMrJE3yMsLIyMjAxnOyMjg7CwML8r5hTtW9A/PDy82DZjjDHG+GcFZDnLrxVa2SEAXPLSg507dyYlJaXYPnl5ec41kACHDh3ipz/9KU8++STjx4/36ZuUlMSkSZOoX78+QUFBPPjgg3zxxRecOHHC6bNnzx6fU83FiYuL8zndnZSU5HPKvLi++/fvJzc3l7Zt29K2bVvy8vLYu3ev8yiK4sYyVZc9SsTdLH/uZbmrnqyALGd16tQpt7HOnTtHTk4O+fn55OXlkZOTw/nz5532nJwccnNzAc9jcnJycpy26Oho9u/fX+a5b7vtNhITE50xjx07xtKlS8nKyuL8+fOsWrWKP//5z9x6660AHDlyhFtvvZX777+fe+6554Lxrr32WuLj4zl9+jTnzp1j4cKFXHXVVVxxxRVO/Dt27OC2225zPiMirF+/3m98EyZM4MUXX+TIkSMcPXqUBQsWMGnSJL99x44dy/Lly9m0aRPZ2dnMmjWL4cOHEx4eTmhoKMOHD2fWrFk0bNiQzZs389FHH11QAJuqr0WLFpUdgrkElj/3stxVU6pqr3J8de3QSsvLxIkTFfB5vfnmm0570TZPOj0+//xzbdOmjUZGRuqDDz7o9N+7d6/P+DNnzgw4/8iRI3Xp0qWqqnrs2DG9+eabNSIiQsPDw7Vjx476+uuvO31nz56tgIaGhvq8Cpw4cULHjBmjDRs21IiICO3du7du3brVaX/33Xd12LBhzvb333+vYWFheuLECb+x5efn6/Tp0zUqKkqjoqJ0+vTpmp+f77SHhobqxo0bne2EhASNiYnRkJAQHTx4sKalpTltaWlpOmTIEA0ODtaYmBhNSEgI+JuYquvw4cOVHYK5BJY/97LcuRuwXctQ74gW8/BlU3o9Yq/S7d8crewwysXXX3/NxIkT+eKLLy75lPjF9OzZkz/+8Y907NgRgLfffpvdu3fzm9/85rLOW9i+ffto3bp1hc1nypflz90sf+5luXM3EdmhqqVeds4uXDABdejQgW3btlXIXFu3bvXZHjduXIXMa4wxxpjSs2sgjfFq1qxZZYdgLoHlz90sf+5luauerICsJg4ePIiIkJeXV+LPrF692mcpw8slNTWV9u3bOzcEVZbTp09X6vzm0lj+3M3y516Wu+rJCsgq7Mknn6RTp07UqlWL2bNnX9D+zjvv0Lx5c0JDQxk6dCgnT5502lq0aMGaNWsuaf7HH3+cGTNmAJ67sEePHs1VV11FREQEvXv39jntvG7dOjp16kRkZCQNGjRg2LBhHDlyxGk/cuQIQ4YMoX79+jRt2pTXXnvNaYuOjqZv3768/vrrJY7t5MmTDBs2jNDQUJo3b84777wTsK+q8uijj9KgQQMaNGjAI4884vPA8a+++oprrrmGZs2acc011wR8uLqp2uwfMXez/LmX5a56sgKyCmvdujXz58/njjvuuKBt9+7dTJs2jbfeeovU1FRCQkK47777ym3ubdu2cfr0aXr16gV4VnO59tpr2bFjBydPnmTixInccccdzoPIO3TowKpVq0hPT+fo0aO0adOGe++91xlv3LhxtGzZktTUVD755BMef/xx1q1b57SPHTuWRYsWlTi++++/nzp16pCamkpCQgL33ntvwOUHX3/9dT788EOSkpJITk5mxYoVzlxnz55lyJAhjBs3ju3btzNx4kSGDBnC2bNnS/2bGWOMMdVGWW7dtlfg1zXtriz2dvmyGDt2rD711FM++x577DEdPXq0s71v3z6tXbu2ZmRk6Lhx41REtG7duhoaGqrPP/+8HjhwQAFdvHixxsTEaIMGDXTu3LkB55wzZ45OmTKl2LjCw8N1+/btF+zPycnRGTNmaPv27VVVNTMzUwE9duyY02fq1Kk6btw4Z/vcuXMaHBysBw8eLHZOVdWsrCytXbu2fvvtt86+cePG6aOPPuq3//XXX6+LFi1ytv/whz9oz549VVV11apVetVVV2l+fr6ePn1aVVVjYmJ05cqVF43DVC0F+TPuZPlzL8udu1HGx/jYEUiX2r17t8+qLa1ataJOnTqkpKTw1ltv0axZM5YvX05WVhaPPPKI0+8f//gH3377LWvXruXpp59mz549fsffuXMn7dq1Czj/V199xdmzZ30e3XD48GEiIyMJDg7mf//3f5151Xu6uOB/C97v2rXL2a5VqxatW7f2WTEmkJSUFGrWrEnbtm2dfV26dAl4BLLob1W47+7du+ncuTMi4jyqqHPnzgHHMlXX5X7UlLm8LH/uZbmrnqyAdKmsrCwiIiJ89kVERARcv7rAU089RXBwMF26dKFLly4BC7b09PSA60FnZGQwfvx4nnrqKZ8YmjVrRnp6OidOnGDu3LnExsYCEB4eTu/evXnmmWfIyckhMTGRZcuWcebMGZ9xw8PDSU9PL/fvXrR/REQEWVlZqKpPW2pq6kXHMlVXQf6MO1n+3MtyVz1ZAVnO8moEV8g8YWFhZGRk+OzLyMgIWPQVaNy4sfM+JCTEuYaxqKioKL9F1I8//sigQYPo1asXjz32mN/P1q9f37mWsOCu74SEBA4cOEBMTAz33nsvY8eOpWnTpj6fy8zMJDIystj4ofTfvWj/jIwMwsLCEJEy/47GGGNMdWYFZHmrUzGFR1xcnM/Rw/3795Obm+uc1r3UUwqdO3cmJSXFZ19ubi5Dhw6lSZMmF73hJS8vj2PHjjnFWfPmzVmxYgXHjx9n69atpKWlcd111/n037dvn8+p5kDatm1LXl4ee/fudfYlJSURFxfnt3/R36pw37i4OJKTk1FV6tWrB0BycnLAsUzVVZA/406WP/ey3FVPVkCWs5o1a5bbWOfOnSMnJ4f8/Hzy8vLIycnh/PnzgOeu5eXLl7Np0yays7OZNWsWw4cPd46cRUdHs3///jLPPXDgQDZs2OATy8iRIwkODiY+Pp4aNXz/03n//ff59ttvyc/P5/jx4zz88MN069aN+vXrA7Bnzx4yMzM5e/Ysb7/9NqtXr+bhhx92Pv/FF1/QokULmjdvDsD69esDFsGhoaEMHz6cWbNmkZ2dzebNm/noo48YP3683/4TJkzgxRdf5MiRIxw9epQFCxYwadIkAG655RZq1qzJK6+8QmhoKK+++ioAt956a9l+OFNpCv5bM+5k+XMvy101VZY7b+wV+NWxY8fibnYqlYkTJyrg83rzzTed9oSEBI2JidGQkBAdPHiwpqWlOW0ffvihxsTEaEREhL7wwgvOXdjnzp1z+vTp00ffeOONgPP36NFDt2zZoqqq69evV0CDg4M1NDTUeW3cuFFVVV955RVt0aKFhoSEaHR0tN55550+d1S/9NJLesUVV2hISIj27t1bt23b5jPXfffdpy+//LKzHR8fr9dff33A2NLS0nTIkCEaEhKiMTExmpCQ4LRt3LhRQ0NDne38/HydPn26RkVFaVRUlE6fPl3z8/Od9sTERO3evbsGBQVpt27dNDExMeC8purau3dvZYdgLoHlz70sd+5GGe/CFi10Z6y5dJ06ddKdO3dWdhjlYvXq1SxcuJAPP/zwss5z7Ngx+vTpw5dffkndunUB+MUvfsGoUaPo37//ZZ27sH379vncVW7cxfLnbpY/97LcuZuI7FDVHqX9XK3LEUx19t/0OIN+/frRr1+/yz5Po0aNLnic0B/+8IfLPm9RtWvXrvA5Tfmx/Lmb5c+9LHfVk10DWc7q1KlT2SGYMiq4/tK4k+XP3Sx/7mW5q56sgCxntgSeex06dKiyQzCXwPLnbpY/97LcVU9WQJYzu6bUvc6dO1fZIZhLYPlzN8ufe1nuqicrII0xxhhjTKlYAVnO7BpI92rRokVlh2AugeXP3Sx/7mW5q56sgCxnBQ/6Nu5z8uTJyg7BXALLn7tZ/tzLclc9WQFZzqyAdK+ia2Ibd7H8uZvlz70sd9WTFZDGGGOMMaZUrIAsZ/ZAVfeKjo6u7BDMJbD8uZvlz70sd9WTFZDlzB7j416WO3ez/Lmb5c+9LHfVkxWQ5ezfB/fxxF23VHYYpgyOHTtW2SGYS2D5czfLn3tZ7qonKyDLWX5+Hpmn0io7DGOMMcaYy8YKSGO8IiIiKjsEcwksf+5m+XMvy131ZAWkMV72l6C7Wf7czfLnXpa76skKyGpg/fr1NG3atMyfX716NUOHDi3HiC5dbm4usbGx5XrtzeHDh8ttLFPxLH/uZvlzL8td9WQFZBUnIkRHR5OXl+fsy8vLo1GjRohIhcTw+OOPM2PGDGe7RYsWBAcHExYWRlhYGP369Qv42UceeYSYmBjq1atH8+bNmTdvnk/78uXL6dixI2FhYdxwww18/fXXPu0vvfQSjRs3JiIigsmTJ5ObmwtAUFAQkydP5vnnny/x98jNzWXy5MnUq1ePxo0b8+KLLxbbP9DcAAcPHqRv376EhIQQGxvLmjVrShyHMcYY43ZWQLpAZGQkK1eudLY//fRToqKiKmTubdu2cfr0aXr16uWzf/ny5WRlZZGVlcXq1asDfn7KlCl88803ZGRk8Pnnn/POO+/w/vvvA7B3717Gjh3La6+9Rnp6OoMGDWLw4MFOsbxq1Sqee+451q5dy8GDB9m/fz9PPfWUM/aYMWNYsmSJT2FXnNmzZ7N3714OHTrEunXrmD9/Pn/729+c9qCgIOf9xeYePXo03bp1Iy0tjXnz5jFy5EiOHz9eojjM5VE4f8Z9LH/uZbmrnqyAdIHx48cTHx/vbMfHxzNhwgSfPm+++Sbt27cnPDycq6++mkWLFgUc7+jRo4wYMYKGDRvSsmVLXnnllYB9V65cSZ8+fcoce7t27QgNDXW2a9Sowb59+wBPkXbTTTdx4403UqtWLR599FGOHDnChg0bAFiyZAlTpkwhLi6OqKgonnzySRYvXuyM1bRpU6KiotiyZUuJYomPj+fJJ58kKiqK9u3bM3XqVJ/xYmJinPfFzZ2SkkJiYiJz5swhODiYESNG0KlTJ5YtW1bGX8mUh8L5M+5j+XMvy1315NoCUkRuFpEtIpIlIqdFZKuIdPS23SAiG0TkjIgcEZHfi0g9b1tDEfmXiMwqNFZnEckRkZGF9g0SkR3e/QdEZJ6I1Kn4bwpDhw5l48aNpKenk56ezqZNmxgyZIhPn0aNGrFixQoyMjJ48803eeihh0hMTLxgrPz8fAYNGkSXLl04cuQIa9eu5f/+7/9YtWqV37l37txJu3btLtg/duxYGjZsSL9+/UhKSio2/ueee46wsDCaNm1KdnY2Y8aMATwPny38ANqC7V27dgGwe/duunTp4rR36dKF1NRU0tL+85ik9u3bX3R+gFOnTnH06NELxtu9e7ezffDgQed9cXPv3r2bq6++mvDw8IBjmYpXOH/GfSx/7mW5q55cWUCKSC3gI+AfQBegJ/AycF5EOgGrgY+9bcOBrsCfAFT1ODAJeEJErheRYODPwJ9V9T3v+P2BBOBVIA6YDIwEnq2gr+ijbt26DBo0iL/85S8sXbqUwYMHU7duXZ8+d9xxB61atUJE6NOnD/369WPTpk0XjLVt2zaOHz/OrFmzqFOnDldffTVTp05l6dKlfudOT0/3KZQAEhISOHjwIIcOHaJv377079+f9PT0gPHPmDGDzMxMEhMTGT9+vHPH3m233caGDRtYv349Z8+e5dlnn+Xs2bOcOXMGgKysLJ+7+wreZ2ZmOvvCw8OLnbtAVlaWzxgF7wuPVfg60+LmLtrmbyxT8Qrnz7iP5c+9LHfVkysLSKAeEAksV9XvVPUbVX1HVfcA04G/qOoCVd2rqluBe4ERItIIQFVXAQvxFIkLgSDgwULjzwReUNU3veOvAx4F7hE/d66IyN0isl1EtiM1CI9qUO5feMKECcTHx/s9fQ2eU829evWifv36REZG8umnn3LixIkL+h06dIijR48SGRnpvJ599llSU1P9zhsVFXVBYdS7d2+Cg4MJCQnhscceIzIy0m+xWpiI0K1bN4KDg51rCWNjY1myZAkPPPAAV155JSdOnKBDhw7OHeNhYWFkZGQ4YxS8L1zQZmZmEhkZWezcBWMVHqPgfdHiuHD/QHMXbbvYWMYYY8x/G1cWkKp6ElgMrBKRT0TkYREpuAjjGmCc99R2lohkAZu9ba0KDfMocBaYAIxV1axCbdcAM4uM8Q4QCjT2E8/rqtpDVXvEtG7P3KXry/Hbetx0003861//IjU1lRtvvNGnLTc3lxEjRvDrX/+a1NRU0tPTGThwoN/1SWNiYmjZsqVzOjw9PZ3MzEw+/fRTv/N27tyZlJSUYmMTkRKvhZqXl8d3333nbI8cOZJdu3aRlpbGnDlzOHToENdeey0AcXFxPqenk5KSiI6OpkGD/xToe/bs8TnVHEhUVBRXXnnlBePFxcU52y1btnTeFzd3XFwc+/fv9ymsi45lKl7h/Bn3sfy5l+WuenJlAQmgqj/Hc+p6IzAYSPGeeq4B/AHPaeuCVxegDfBVoSFaADGAAlcXGb4GMKfIGJ29YxR7q+25c+cu4VsFJiIsX76cjz/++ILH95w9e5bc3FwaNmxIrVq1WLlyZcA7o6+77jrq1avH888/z48//sj58+fZtWsX27Zt89t/4MCBzk0t4Hne1+bNmzl79iw5OTm88MILnDhxgt69ewOeZ04WxJefn8+iRYs4deoUqsoXX3zB7373O37yk5844+3YsYPz589z/Phxpk2bxqBBg4iNjQU8R13/+Mc/8vXXX3Pq1Cnmzp3LpEmTnM8eOXKEkydPOneIHzx4EBEJeD3OhAkTmDt3LqdOneKbb77hjTfe8Bmv8F3Uxc3dtm1bunbtypw5c8jJyeGDDz4gOTmZESNG+J3XVAy7C97dLH/uZbmrpgpuXHD7C1iJ5yhhArD+In1rA9vxXPv4/4B0oFmh9s3AkrLEEdeqmZYnQPfu3XvB/r1796onfR6vvvqqNmrUSCMiInTcuHF655136syZM1VVdd26ddqkSROn75EjR/Suu+7S6OhojYyM1J49e+pnmWam0QAAFKFJREFUn30WMIYePXroli1bVFV1165d2qlTJw0JCdH69evrrbfeqtu2bXP6xsfH6/XXX6+qqufPn9f+/ftrVFSUhoaGaps2bXTevHman5/v9O/du7eGhYVpVFSU3n333ZqVleUz94IFC7RRo0YaHh6ukyZN0pycHKdt/vz5+tBDDznbGzdu1ObNm+vZs2f9fo+cnBz9+c9/ruHh4dqoUSNdsGCB03bo0CENCQnRQ4cOlWjuAwcOaJ8+fbRu3bratm3bYn8/UzH8/Tkx7mH5cy/LnbsB27UM9Y5oCU89ViUi0hKYhudGmSN4jiC+Dfzeu28LEA8sAjKBWGCQqk7zfv45YAyeo4qn8RSfwUBfVc33HslcAfwGeBfIAzoC16nqI8XFFtekvu4+crJcv29lW716NQsXLuTDDz+8aN9f/OIXjBo1iv79+1/WmHJzc+nSpQsbN26kUaNGAMydO5eGDRsybdq0Mo25b98+WrduXZ5hmgpk+XM3y597We7cTUR2qGqPUn/OpQVkNJ5isSdwBZAKLAVmquo5EekBzAVuAGoC+4EPVHWWiPQB1gC3qep673iNgWTgJVX9jXdfP+BJPNdD5gEpwGJVfbW42P4bC8jqIjs72+eZlcZdLH/uZvlzL8udu5W1gKx1OYK53FQ1Fc/jeQK1bwduD9C2Ac8p7ML7/g00KrJvNZ7HAZlqwh5F4W6WP3ez/LmX5a56cu1NNKZiTJo0iSeeeKLMnx89enSJTn1XpOTkZG644YYL9tuF4O5m+XM3y597We6qJysgqzARITQ0lLCwMMLCwkr0vMOqJDk5maSkJGfVnE8++YQbb7yRyMhIGjduzNSpUwM+fPvw4cPO9y54iQgLFiwAPHd716hRw6d9yZIlzudfffVVevToQVBQkM+d1uB5NFFkZCTLly8v8Xc5ePAgffv2JSQkhNjYWNasWROwb25uLpMnT6ZevXo0btyYF1980ad97dq1xMbGEhISQt++fTl06FCJ4zDGGGOqAisgq7ikpCSysrLIysoq0YorVcmiRYsYO3as81if06dP88QTT3D06FH27NnDDz/8wPTp0/1+tlmzZs73zsrKYufOndSoUcPnUTlXXXWVT5+JEyf6tD3xxBNMnjzZ7/hjx469YL3wqKiogN9l9OjRdOvWjbS0NObNm8fIkSMD/r/u2bNns3fvXg4dOsS6deuYP38+f/vb3wA4ceIEw4cP55lnnuHkyZP06NGDO++8M+C8puSKy5+p+ix/7mW5q56sgHSpFStW0LVrVyIjI7nhhhtITk522lq0aMELL7xA586dCQ0NZcqUKaSmpjJgwADCw8P56U9/yqlTp5z+o0aNonHjxkRERHDzzTcXu6ZzcfMWtXLlSvr06eNsjxkzhttvv52QkBCioqKYOnUqmzdvDvj5wuLj47n55ptp0aJFifoPHz6coUOH+jx0vLBbbrmFtWvXkpub6+wrWK2mqJSUFBITE5kzZw7BwcGMGDGCTp06sWzZsoCxPvnkk0RFRdG+fXumTp3K4sWLAXj//feJi4tj1KhR1K1bl9mzZ5OUlMQ333xTou9lAguUP+MOlj/3stxVT1ZAulBiYiKTJ09m0aJFpKWlMW3aNAYPHuxTDC1btozPPvuMlJQUli9fzoABA3j22Wc5ceIE+fn5vPLKK07fAQMGsHfvXo4dO0b37t0ZO3ZsmectkJ2dzYEDB2jXrl3A77Fx48YSr94SHx/vc4QR4NixY0RHR9OyZUseeughsrOzSzQWQJMmTahduzbffvuts+/777/323f37t1cffXVPksVdunSxW+hferUKY4ePeqzOk7hvrt37/ZpCw0NpVWrVsUW7aZkAuXPuIPlz70sd9WTFZBVXPfu3Z01q3/5y18C8MYbbzBt2jR69uxJzZo1mThxIkFBQWzZssX53IMPPkh0dDRNmjThpptuomfPnnTr1o2goCCGDRvGl19+6fSdPHky4eHhBAUFOUfETp8+fUEsJZm3QMHp9kDrQ3/22WcsWbKEp59++qK/waZNm0hNTWXkyJHOvtjYWL766iv+9a9/8fe//50dO3bw8MMPX3SswsLDw0t0WUBWVhYRERE++yIiIvxev5mVleW0++tbmrGMMcaYqsoKyHJWI6ReuY6XmJjorFldcNTw0KFDLFiwwCksIyMj+f777zl69KjzuejoaOd9cHDwBdsFhc758+eZMWMGrVq1ol69es4p4hMnTlwQS0nmLVBww4+/wmjLli2MGTOG9957j7Zt2170N1iyZAkjRozwOU3SuHFjOnToQI0aNWjZsiXz58/nvffeu+hYhWVmZvrcmFS3bl2//cLCwsjIyPDZl5GR4bc4LoixcP/CfUszlimdQPkz7mD5cy/LXfVkBWQ5C4q44rLPERMTw8yZM53CMj09nTNnzjB69OhSj/XOO+/w0UcfsWbNGk6fPu2sI+3vAfOlmbfg1GxKSorP/i+//JLBgwfzpz/9yWdN7EB+/PFH/vrXv15w+rooEfEbcyBHjx7l7NmzPqfYmzZt6rdvXFwc+/fv9ymGk5KS/J5+j4qK4sorryQpKclv37i4OJ+27OxsvvvuuxKfyjeBBcqfcQfLn3tZ7qonKyDLmb/rAcvb1KlTee2119i6dSuqSnZ2Np988kmZToNmZmYSFBREgwYNOHPmDI8//ni5zTtw4EA2bNjgbO/atYvbb7+d3/72twwaNOiC/rNnz+aWW27x2ffBBx8QGRlJ3759ffavX7+ew4cPo6p8//33zJgxw3lcEHgebJuTk8P58+c5f/48OTk5Pg+7Xb9+PbfeeitBQUEALF68OOBfgm3btqVr167MmTOHnJwcPvjgA5KTk33uCC9swoQJzJ07l1OnTvHNN9/wxhtvOI8SGjZsGLt27WLZsmXk5OTw9NNP07lzZ2JjY/2OZUpu//79lR2CuQSWP/ey3FVPVkC6UI8ePXjjjTd44IEHiIqKonXr1s5dvqU1YcIEmjdvTpMmTejQoQO9evUqt3nvvvtuEhISnCODCxYs4Pjx40yZMsV5dmPhI2/ff/89vXv39hljyZIlTJgwwXkUUIHExESuv/56QkNDueGGG+jYsaPPjUFz584lODiY5557jrfffpvg4GDmzp3rtCckJHDPPff4zN29e/eA32Xp0qVs376dqKgoZsyYwXvvvUfDhg2dsQp/jzlz5tCqVSuaN29Onz59mD59Orff7lkYqWHDhixbtoyZM2cSFRXF1q1bWbp0acB5Tcnl5+dXdgjmElj+3MtyVz25ci3sqqxTp066c+fOyg6jyhgzZgw/+9nPGDp06EX7du3albVr1wZ89E552blzJ3fffTf//Oc/nX39+vXj4Ycfdgo94z779u2jdevWlR2GKSPLn3tZ7tytrGthWwFZznr06KHbt2+v7DBMGajqBUc6jXtY/tzN8udeljt3K2sBaaewy9m5c+cqOwRTRv/+978rOwRzCSx/7mb5cy/LXfVkBWQ5s2tB3Ks0DyI3VY/lz90sf+5luauerIA0xhhjjDGlYgVkOatdu3Zlh2DK6KqrrqrsEMwlsPy5m+XPvSx31ZMVkOXMbkpyr4p4hqe5fCx/7mb5cy/LXfVkBWQ5K/ywauMuaWlplR2CuQSWP3ez/LmX5a56sgLSGGOMMcaUij0HspyJSCbwbWXHYcrkCuBEZQdhyszy526WP/ey3LlbO1UNL+2Hal2OSKq5b8vyQE5T+URku+XOvSx/7mb5cy/LnbuJSJlWP7FT2MYYY4wxplSsgDTGGGOMMaViBWT5e72yAzBlZrlzN8ufu1n+3Mty525lyp/dRGOMMcYYY0rFjkAaY4wxxphSsQKyjETkdhH5VkT2icgMP+1BIvIXb/tWEWlR8VEaf0qQu4dF5GsRSRaRtSLSvDLiNP5dLH+F+o0UERURuzu0iihJ7kTkZ94/f7tF5J2KjtEEVoK/O5uJyDoR+dL79+fAyojTXEhE/iQix0RkV4B2EZFXvLlNFpHuFxvTCsgyEJGawO+AAUAHYLSIdCjSbQpwSlVbAy8Bz1dslMafEubuS6CHqnYG3gPmV2yUJpAS5g8RCQd+CWyt2AhNICXJnYi0AR4DeqtqHPD/KjxQ41cJ/+w9Abyrqt2Au4CFFRulKcZi4PZi2gcAbbyvu4HfX2xAKyDL5jpgn6ruV9WzwFJgSJE+Q4Al3vfvAT8REanAGI1/F82dqq5T1TPezS1A0wqO0QRWkj97AM/gKfxzKjI4U6yS5G4q8DtVPQWgqscqOEYTWEnyp0A97/sI4GgFxmeKoaobgZPFdBkCxKvHFiBSRK4sbkwrIMumCfB9oe0fvPv89lHVPOA00KBCojPFKUnuCpsCrLysEZnSuGj+RKQbEKOqKyoyMHNRJfmz1xZoKyKbRWSLiBR3xMRUrJLkbzYwTkR+AD4FHqyY0Ew5KO2/jbYSTRn5O5JY9Hb2kvQxFa/EeRGRcUAPoM9ljciURrH5E5EaeC4ZmVRRAZkSK8mfvVp4TqHdgufI/yYR6aiq6Zc5NnNxJcnfaGCxqi4QkeuBt7z5y7/84ZlLVOqaxY5Als0PQEyh7aZceKje6SMitfAczi/u8LGpGCXJHSLyU2AmMFhVcysoNnNxF8tfONARWC8iB4FewMd2I02VUNK/Nz9S1XOqegD4Fk9BaSpfSfI3BXgXQFX/CdTFs062qfpK9G9jYVZAls02oI2ItBSROnguFv64SJ+PgYne9yOBv6s9dLMquGjuvKdAF+EpHu0arKql2Pyp6mlVvUJVW6hqCzzXsA5W1TKt9WrKVUn+3vwQ6AsgIlfgOaW9v0KjNIGUJH+HgZ8AiEh7PAXk8QqN0pTVx8AE793YvYDTqvqv4j5gp7DLQFXzROQBYBVQE/iTqu4WkaeB7ar6MfBHPIfv9+E58nhX5UVsCpQwdy8AYcBfvfc9HVbVwZUWtHGUMH+mCiph7lYB/UTka+A8MF1V0yovalOghPn7FfCGiDyE5/TnJDtwUjWIyJ/xXBpyhfca1aeA2gCq+hqea1YHAvuAM8DPLzqm5dYYY4wxxpSGncI2xhhjjDGlYgWkMcYYY4wpFSsgjTHGGGNMqVgBaYwxxhhjSsUKSGOMMcYYUypWQBpjqjwRGSYiKiKxhfbdIiKXvFyhiCwWkZEX6XOLiNxQynFv8cY8pdC+bt59v77IZ4eKSIdi2u8RkQmliEVF5K1C27VE5Hh5/H7FxSYik0TkqjKMcdD7HEhjTBVlBaQxxg1GA/+g8p6negtQqgLSaydwZ6Htu4CkEnxuKOC3gBSRWqr6mqrGlyKObKCjiAR7t28DjpTi8yVWJLZJQKkLSGNM1WcFpDGmShORMKA3nmXSihaQ9UTkAxH5WkReE5EaIlLTe1Rxl4js9D7UGBHpKiJbRCTZ+5koP3M5R75EpIeIrBeRFsA9wEMi8pWI3CQiDUVkmYhs8756Bwj/MFBXRKLF81T624GVheZrJSJ/E5EdIrJJRGK9RzoHAy9452vljeNZEdkA/I+IzC44iikirUVkjYgkiUiiiLQKEMtK4A7v+9HAnwvFcZ2IfC4iX3r/t513f4iIvOv9zf4iIlvFuyykiGSJyDzvvFtEJNq7f7aI/Np7VLcHkOD9HsH+fl/v+wYisto7/yIKrcsrIuNE5AvvGItEpGaA72eMqUBWQBpjqrqhwN9UNQU4KSLdC7Vdh2f1i05AK2A40BVooqodVbUT8Ka3bzzwqKp2xnNk8KmSTK6qB4HXgJdUtauqbgJe9m5fC4wA/lDMEO8Bo/AcwUwECq+t/jrwoKpeA/waWKiqn+NZVmy6d77vvH0jVbWPqi4oMn4C8DtV7eKdI9DyY0uBu0SkLtAZ2Fqo7RvgZlXtBswCnvXuvw845f3NngGuKfSZUGCLd96NwNTCk6nqe8B2YKz3e/wYIC7w5OIf3vk/BpqBsxzenUBvVe2KZ3WascWMY4ypILaUoTGmqhsN/J/3/VLvdqJ3+wtV3Q/OUl03AmuBq0Xkt8AnwGoRicBTgG3wfm4J8NdLiOmnQAfPQUXAcyQ0XFUz/fR9F/gLEIvnqN8N3njDvO//WmicoGLm/EvRHSISjqdY/gBAVXMCfVhVk71HU0fjWbassAhgiYi0wbMEXW3v/hvxFMuo6i4RSS70mbNAwTWUO/CcFi+rm/EU/6jqJyJyyrv/J3iK1m3e3ygYsPXpjakCrIA0xlRZItIAuBXP9XuKZw1eFZFHvF2KrsWqqnpKRLoA/YH7gZ8BD5Vwyjz+c2ambjH9agDXX+SoWkFA/xaRc3gKrP/hP9dS1gDSvUfWSiLbzz7xs684HwP/i+eazgaF9j8DrFPVYd4ic30Jxj9XaJ3j85Ts35Pifl9/6+oKsERVHyvB2MaYCmSnsI0xVdlIIF5Vm6tqC1WNAQ7gOTIGcJ2ItBSRGnhOdf7De41dDVVdBjwJdFfV08ApEbnJ+7nxwAYudJD/nKYdUWh/JhBeaHs18EDBhohcrAichef0+fmCHaqaARwQkVHeMcRb+Pqbzy/vGD+IyFDvGEEiElLMR/4EPK2qO4vsj+A/N9VMKrT/H3gKcMRzV3ini8VURNHvcRD/v+9GvKemRWQAUHB96lpgpIg08rbVF5HmpYzBGHMZWAFpjKnKRgMfFNm3DBjjff9P4DlgF57C8gOgCbBeRL4CFgMFR68m4rkxJRnPdZJP+5lvDvCyiGzCc1StwHJgWMFNNMAvgR7em0u+xnOTTUCq+rmqfuinaSwwRUSSgN3AEO/+pcB0700lgW6KKTAe+KX3e30ONC4mjh9U9WU/TfOB34jIZjxHeQssBBp6x34USAZOXySewhYDrxXcREPg33cOcLOIJAL98Nx8hKp+DTyB5zKEZOAz4MpSzG+MuUzkP2cgjDHGmP/w3vFcW1VzvIXsWqCtqp6t5NCMMZXMroE0xhgTSAiwTkRq47ke8V4rHo0xYEcgjTHGGGNMKdk1kMYYY4wxplSsgDTGGGOMMaViBaQxxhhjjCkVKyCNMcYYY0ypWAFpjDHGGGNKxQpIY4wxxhhTKv8fMWt3kS8owmMAAAAASUVORK5CYII=\n", "text/plain": ["
"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": ["from aequitas.plotting import Plot\n", "\n", "aqp = Plot()\n", "fpr_plot = aqp.plot_group_metric(xtab, 'fpr')"]}, {"cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [{"data": {"text/plain": ["{' 10th',\n", " ' 11th',\n", " ' 12th',\n", " ' 1st-4th',\n", " ' 5th-6th',\n", " ' 7th-8th',\n", " ' 9th',\n", " ' Assoc-acdm',\n", " ' Assoc-voc',\n", " ' Bachelors',\n", " ' Doctorate',\n", " ' HS-grad',\n", " ' Masters',\n", " ' Preschool',\n", " ' Prof-school',\n", " ' Some-college'}"]}, "execution_count": 18, "metadata": {}, "output_type": "execute_result"}], "source": ["set(data_small['education'])"]}, {"cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [{"name": "stdout", "output_type": "stream", "text": ["get_disparity_predefined_group()\n"]}], "source": ["from aequitas.bias import Bias\n", "\n", "b = Bias()\n", "bdf = b.get_disparity_predefined_groups(xtab, \n", " original_df=data_small, \n", " ref_groups_dict={'sexe': ' Male', 'education':' Masters'},\n", " alpha=0.05, \n", " check_significance=False)"]}, {"cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [{"data": {"image/png": 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\n", 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"]}, "metadata": {"needs_background": "light"}, "output_type": "display_data"}], "source": [" fpr_disparity = aqp.plot_disparity(bdf, group_metric='fpr_disparity', \n", " attribute_name='education')"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Exemple avec fairtest\n", "\n", "Ne fonctionne pas encore. Il faut passer \u00e0 Python trois."]}, {"cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": ["try:\n", " from fairtest import DataSource\n", " cont = True\n", "except ImportError:\n", " cont = False\n", "# On prend les 1000 premi\u00e8res lignes.\n", "# Le processus est assez long.\n", "if cont:\n", " dsdat = DataSource(df[:1000], budget=1, conf=0.95)"]}, {"cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": ["if cont:\n", " from fairtest import Testing, train, test, report\n", "\n", " SENS = ['sex', 'race'] # Protected features\n", " TARGET = 'income' # Output\n", " EXPL = '' # Explanatory feature\n", "\n", " inv = Testing(dsdat, SENS, TARGET, EXPL)\n", " train([inv])"]}, {"cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": ["if cont:\n", " test([inv])"]}, {"cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": ["if cont:\n", " try:\n", " report([inv], \"adult\")\n", " except Exception as e:\n", " print(\"ERROR\")\n", " print(e)\n", " # \u00e0 corriger encore"]}, {"cell_type": "markdown", "metadata": {}, "source": ["## Exercice 1 : Construire un arbre de d\u00e9cision avec son propre crit\u00e8re\n", "\n", "On pourra s'inspirer de l'article [Pure Python Decision Trees](http://kldavenport.com/pure-python-decision-trees/),\n", "ou [How To Implement The Decision Tree Algorithm From Scratch In Python](https://machinelearningmastery.com/implement-decision-tree-algorithm-scratch-python/). Cet arbre de d\u00e9cision doit produire un r\u00e9sultat similaire \u00e0 ceci : [Contexte-education-num-in-(9.5, 11.5)-age-in(46.5, inf)](https://github.com/sdpython/fairtest/blob/master/results/report_adult.txt#L35). Il s'agit d'impl\u00e9menter l'algorithme qui suit avec la m\u00e9trique [Mutual Information (MI)](https://fr.wikipedia.org/wiki/Information_mutuelle)."]}, {"cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [{"data": {"image/png": 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yJWtZhSVklZSUlFU2Gl/3K2qaGGGBupKenzHdsgHeFPu99u6bfoVNhLk9kOX+t4/u0FRRVtHceeFdQmLQqysHdWSEePlFlQzPuidWd08enxqui39768R2VQlhMVkN43OvfeF+KheBECLSHHeIMzJvto8owl5LAkay3PYri265GpTXMnGaqLYML3vL7UqCHGw8YqoGVo/Di1sH8bWLrPx6/4SRlipcuB3n3GPjg9xvmG2SWw8XTtHg9KvYik68HyArvt6zNIa3U5LioV29lJySY72EHPaUMXWy55ZfbgPxqBN8zYIen9+rJcXLxsYnrqp/zN43s65nTELQfVkfrh3R11DB/F55g57tq8TS4pjn5/dvUcNUpLKyxs5LnunVnRXBDta7cEelW0NOTsEmJD5xVJMbn7PqCGoa3V8d537jqMEGKQE2OmoqWnaxDfrb1KXl994Nypk8QW04xcVUjo1vh2N44Q8X7EPkPscEELJMG0CIA1Hw8qga57JFomavYyt/dtGG32YuI4SjGW5HVNnwdzYJyYLlVOxi6juPX3X1TSht7Z/HZV6gppDbxpLUsFfBhyEhJWfVOvM2Zf4m+sJMBBD+Rcay+bJXBnYkD2qPdTmsob3f4WsRPmYQDUEoaOb3V5MYynt3ehMvxmRJ18pbPI+ePBGUgNH8d2c28y6FNyUhFzvwMOSfEkJUTeBtE0lKzs0XCSIIx0DWBN3dI8OvduJZbNPMRZ9PoPaYJ8dUBGQPOoViXoJAHXFPT1ueuvO5cLgrwc1SXVBmv3NIDX7bCdB9Ge5ndHl4N53zyJg1BRIAAAAAAP8xfk8ISekNHsXnVVYXpvjZG4vRrmQwdCPILDrYXJwa4WIqQrcC7qJNCCHUV5+XHHzLgJdmGSmBEGI2T4tw2StGv3LBXwtFD10w1TKwdA4p7hpCwd0gF0MBmqUkpLTbHqbW9o75GtST6mIsRrdswRLWLbeCijuHIdhLPx2VZoYVcAHHAY/chp7etoa6qmSHHQJ0y0j+WiBw8GV4WmkVTHVT1zAC13lBdFZlx740l2dds4iEWAih5vBrWwSolpJz6T8IL8dPB0M0Rd82EKJZtoxN725EeSf2Xf5QS2lG5OOD0ixrFv61UHjv6T26OywdAvLbBlHfEYWuu8UYyElIaTY/iC3v+mF/CWoIvnN4q5KkuJiYMAf1iiWLVjFw8wuLiYmJS8htOvcpjyBxK9QR+8jCUE0a3lRMlIt25dKlktYBuY0EUoAo8rywV0dOgGnNssUrqWlWky9dTskppqgCq+bqpStFzD3SCabSIWrD7+2WYlixZDkNt4S8vBgXzcql5EsXky1YrjgmhKiKN4fl2Bk1robl/zgOB92V8frEBs61y1YzCSvrbN4ox0e7Yukq7q3X/ApaMJ10RInP1YOb5QVggV+ykop69TLy5RTsIvIqcoJMa8lXrj/0KqkKK3qIYp9rhzbLwzUiwEq5YsmSNYxc2ArB1ck2O8+M2oneHbo798NpXX7KZSvo+GS19A22KAnQr15Czrrpml9eK/YCortTXp3doynJTbeafPEqZsl9LjHF+eGPLLR4KJYtWU3PKSCpY/M6uaKt2Pem2RYF7FGpVi5dsoaBk2/iqHrn3qdWjV0JdHeyyz55lpXLqLkkVLfsNDEx2rZBmAWTanehqLlHQjWxpSFL3I9v4GHTuuKX9cM1CVDVnzABhJQb7HzTZ5h9iO4Ou2EgTrNghYKNZ3LDDBcFPdzZUFGcmz03cnLyK5q655aGE5H25JAyh+g+1/DSmceFh4vendLhw8b3EUFCuoxZ8ZBzWPF41tHfZSDzhYUGBzYDMgm5kKlzSMn8etFEACEJOeeGvbb2rk+cb5/Zq7GeYTXX1mveUxPMzAF0X4rb8Q2smLmupKtkzJ9+w44yTg/UGHx3jxQlpiZJqVWtX8VPEjBk/vtzWwSE9K95ZRO/JPlN0N3xrsfVWOlVrV7ETQ6ahLrSXp3SU9l08nl8wyxzftGjvS21pXn4NvYjcnLySuvaemeaUA01fXM+rMgrf9g5vB71Hd2T/PKcpTVmAUJ0d+Lzkxp8ErsfBJTjtyUAaol+fBST7mdspikAAAAAAAAMvyeEkyClNiAUQgyowof6vNRLSAiEEMto4nV1LoqFJARCiAFV+BhnfitWc25zSaweC1IbjbRT5li74C8yJuOX2fX4/n9v7NWNXBSLSMhot7ok1/Rg9w01vD8swbSClGQhz6EPubjVuqDaN/tEGZaTwJo5UwwhVANvwricSAihBu/jCmyryMgodO7FVxDmaumLsFPnoVhIukr+fEBhK74jjCp2w5nf8lUcW+5Hl3biPWA05qomHyVcdMYdT1KqfjgmNAF+yuiGOU0ZHQg+p8JDK2Xtl0MohDgQqfcNROgWky5m33zdL69tCPqOxmShEaTl3Pk4vhyv1yP5z/fLsKymkz3yNBY3cjhcE3ptmxDNUlLycSEcTbLXF2EU3Pcq+Yfp29GtYZc3CVLTiO1/+K2iC9uxG6j4eklPkIZC+Mjr5Oqx3yPSnYwlGZeQLmLTueSd1TyIKVzMLX1RBg5Dx8gSopSpP54yCrWGX9smTLtOYMcd//x2XHagwVJPG01eSnrNKwG5rRO9QHRXysN9cnySpo+iynqQfZmuBxUFJE0fRpbi2tEEP5wyCjV8Pq0pJKB58VPmxNoPQ3kvjiizrxGfKoQjCQ+MpVmETF2jSn9Yh+3BV/VEqVdIWXgk1ky5rDgQ2W5mKmzki3h2PwwvnmGHqNKPttp8q6cI2QyQkCyg1bz4OX0sbHQWoAb/i3qivBsveKXOGi43XBnmcECBeSVm8G4SpGukzJ9GVc6TuCFLPpzexI/LjruAUfeSd0b7bOX6SQgCCBeupGbhEhDi42CgWLGYjIQMl2DmxzU2laGs1ye1OTHzC0gWC+5+EFg0s1mj+5Jcj6kxY4dAl4vvdwktn9QqoMbQe6ay3PJHnkTUzKfxIAo+XtgmQC15wDmkkmi/6MGqUIejhtuPO4WVzfpsg2pCHPbJUOInhvwQEkzS0sMPw2eQY6gh3OmgPI/CYZeIehS6P93dztLqskd6HxojhFbqvGLG9/1L8dsSMpz17vxmbnYtm9cpP/EkBgAAAADg/zu/OUJIq/cgNDk7Nzns7UU9QaoV9EQjhBgwQsg3nRAmTy+ERTgh/IuM2eR1zsRUwNGkG5rcsPuRrtF5kFaN1QSoxfuoFPNKzCCj1r3kqnF1GG1I8XSxd/mUWN09jPvs14QQkediKEQLF2WhmHVgPtGvoNq3ByWYV8AdZ8797pl1uFKiSnBCCEvrTrfU6vFaQKTabxWkWQyfqebtuNKfCEObXyGkX8axyzW+Eq9/UN2HY/KcdGpXIgqww1TozuDzG/lomDbdCSvumOjx9cXe0ltPu3o8y+hI1FUdQXpR8w9ptT/I84ksfnFAlpVe3uZTJkGsIbo3+f5OMQZGnVthBfiOOk4Il7HtcInCZreHgeq9TqryMKhc+JpNNBrxQyFEFDw7qMBOJ2v1PpUwbAxV+c5ClZte6YxvRiNhb3a47NMprfWiBrfeup7bLiWkYumePE3ukR8LYZ23raYgPywEyQ0D4w0cWR5of+LQuZdxpZPSvg5F3zGUYBI+9Cqm4kfjYoMJDtgAQlPXyNIZhAlZ9t5qI++qhZxGTqFFRHfe3w+qp9j3kr7EelWLF3G4wdxZGW0rifVyOXdwizwv7aolBNO4yRg3Xf2cOQ8BmuievI9ntwrTLCUjw8ov6Sopc7eoqnkLaSUIIFwsaOIQVIydIDpUCFuitMbRp5HVv+JgqIrPV7YLY4dPyRg1z79Pmbki0P2pz09osC+GNyVZIrT7fmDRMP6bCYYrAm7ukhNRNX/0rbL/96sUB1QXfM9Uml5wxy3f/PFDokfa8oOdLXftNL/lndn0N8UNzwDU/M3FTJEPN0I4lPPxsqWV3eukLvR3qDPe7cQGXvHdDtONEMJPiE9XDQTZ1a2eT85CCgAAAADAf5n5iyGsfWUiRBBDiOdXhXCR9Pmo8vbxDtZoyk1NbkpYCFdrjwkhZtCQcy0ZXAjWPW+y62fpkP6SEEL1HgdxoYUL5e2iitsI31RDHZ8tZNhWkfxFAu8xIK8Ju8dxIVwoaRtc0DyuZYi0e1uFMEK4auOt/6EQMrLpO8eVjWkzusXHSomLTtkuNB9reoNRV7UF6AQPvEmpJjQPqMnLUpGLblwIEakPtosxCex5llgxu3xAtR+OKXEyaVwNmTS3FJnnairNymXgEFmMKwtWCJlZt97/VjRmeejWL7bqfPSKZwOyiGbE/UgIUWXuR5U5aYR3Xn70ISiEgK8PzVV5adkNHb8VEQfiQS1Rt3dIcKxbtpRZ99LnrGkXd/9xUhl0Z+rzYxs41yxdRsUutsHgkO3Nx+9DMqo6BvE5lIhBpDiZyLLy73oYUfwDgUPkPT+iyr6CeZt9UN4MWSeRpe8sNXhWLhPY+/hb6T8WFoXuLQx+etFESZBfZquVW1R5x0+uAoIe7a5J93c+pilAQ46xq0WiB92+TR7s+lmg7pz3Z7ZIy26/eOfcQR0h7HgoyUJ2/RtfcuYpgwi6M2o8gJB161XvLNx+kWXeF42Mj04EECJrwp/csHcLzJpTLqjRzJcnNTkwE0ZJloruexhSNqNVEvgg6WqpQw/DK6e3sJGmLP+7+9SlJWQ1D972TKz4lXmsREBtUS6HFRnZdc69Ck1PCnhx97zVYSMdRWk5DZPL7xKrJo+p/wOguxKeWW4QktnvEFIzWOhz3fLEWbdYTHVD7bGux1UF5Q4+DJtuRcShTI9zm7g4dc+4p//4DQYAAAAAAP8Z5k0Ivw+H2shIHnyOyzI6zi8LofyluIqJZe2nEcLeLyckmWEp+2sB54H3+Mmh0/NLQjg+QEiyWOlyTAnxxLNeP2s59jVwl3MB576xIcIJIZQ9F140kVjlTxFC/j0vkqvGnGGSEELNsPhx0qvaheZhxW+MyVlGocZPJ5S46BXOBuY0zToagsh+aCzJwr3zYWwZcXcUavhkqcLNoHoxKAc3xxArhCz8u57Ejk85+1UhHE1xNJZixCcvmQIZ/Vb7sILJP4SavpzTFmSSOv4uqWZ6rZlbltGR5uyvbhf36cjw0K5esgCTUXMpjdBWu4/pdZOHaVA1n2w0+VlUz35Onz0DBy596FoKtfOf06dZ7A5Df+rjAwqsKxh0r/pmEb2y+LtBDbZXZwQ+PKErJal+xDmstGO6mwpmoCDA1e1jRC7unckkRorf2WjzriQlIZc0fxmNX7/h14C6sz1sN0vJ7Ljqnd060hHtuE+eAbcAxToFy1dxdb8pmziG0p9ZqON8jHAFQmRNpLvbG99E/Cxq2FUem28xPP44vGJOo2aj2a+ttTmxEYTrFE+8iKmf6TpCLZFOB+XpFmIMmkXX7kPa9M0R2Z7jfcNERVrJ0OZxQEZN59xiQWcD3RXvekyVhUX9wNFjJ0zUJKRU9Q6cfuAZW9Q8MSD+T4PI+3hRT1xq913/wmK/O1YnTj+ObMRUB9QY4XxYUUTD6mXClCyjcLOtC3U8IMsiYWofWPk/KzoAAAAAAH8e8yeE8B9jGPSk3seMQjhDDOHchXA06qIK57oFcCEYdz4nSvk4malCiKqO9/4cXdjaN9ZRnGaEsObNfjH4k79gwTsfUUwQfQZ/1+F9XIYVI6MLRSy/5OGmS/2bhfB7b9C5Dbw0kpY+GUQL46Eq3pjJsVNPLEyPLH6xX4aNXuVCQO7EGCiO0awne5XE9K6F5MN1hSp9fQguu/qVkDziEUJE7mMTKRYW3Tvhhbiq+D0hRI/09w2O4hf1gL8/pMhBK7nnuqtnMH5wcIzQiNjcmo6BSZ1jqDnixnZ5GUFWak5N23cp9dMlpJxGCOGj9g+OjC8lgu6tyc0sqGrFpcBAj3RWZ4a/dzi5VYx5HbWMxZvEGuKXFYiCl0dUuDk23wzMna01oDtCrm0TpV4haeGRMH0A4Ui5J2yMVMxaF73Sm2dKv4FluD4nyu/dy+fP5sTz56+8ovLqpqSgnQqyKeTmTil+Fdi5aqeru+H0p0e0d1i9msH2huOd9iowki3kNrr/teDX57tCnVnupzZJyuy45p3TijXPkcJ3Njq8uEjCJXxG9wN/Y+/jIIs/nBlbgVD6iFvk9Oc0Uvrpgr6GwRn3uQYUoiq/XN0ughnQhIXQ8mXMDImB0AM5b09vwiyqQbKYGZM9lSCXLwGjlX7Xd0oKbrB6Edc4g6T/LOj+1BcnN3Kyqtu8SpjTmOf0jLSUpgR7vpp7G/wYmlraOtPYM6o+9MEBBRm9ix5ffO6ftLBxDsFFGyJLv9w2lpUzuvVlmqwxUHvcUws1DqHt13wK/9kprgAAAAAA/NnMpxBOx0xCOBR+Rg6z9sSvCyHU8eWEDMsqMrjLJ3MuvKSNuM882FCQV90xgF3GfaoQDoecVlQ7/moiPeV0MYQ5TgbYtSQW8Jl55hAlr0eVYtxvGQnJAnbT8Z38q4UQVfnGTJadVuLExwwCK4IafazVuNZOZBnFVNRHCyVOKr49bgmVfYSlQpW9OSzPTqN8PigH0xMeSXmwXYyBRvGsb1YTgVj0pzkaiTNSyJ/5ktWEK+cvCSF+oA9V/eGEGr/4nqD4MuwGw+kuu6VZ6FXOemUQr2mH7iyMDopIrWglGq4bKf9koy2lbvEqJsrdVkdScf/Db1NSyowL4aZbwXh/Q9V8OqUpJL7L5VsxtsTIEvdjqjwsaue8M/DnhGOk4OVRVV45s1exlcTd2pG852bKnCwal3wzp+/VYxlMdNgty0TOb/okcrrsM+j+grcnN/IyCe9xCivpnlJqIlC1IQ7Ht8mLrJ8bwsJiG44+jiycS5TVYIKTqRy7lNmLqGmWvECWvrfREVU2ex5VMZ2cjBa/O6XNu2q58P5H4TPFSP4QqCPj9UkdCZmd1z/nTDwDoOawO7ulMQv7/UVCSr3h9LukX8r3QghUH3B9p/g67BRXAUzul2kMGN2X//HcVjGpnbd8c+actGS08MM5rGiSLOLZcefLtIumQ11Zb211eVeRkpCu5N9+/XPuxJOUCFTF56s7xAR1z79LnWlp+59mMNPdVpeHVd36ZcIP0+LODNSU8PayiYoovo39CGFhUWXT657JTTMdEVHkc23HBq0j58+etbSwvhdYhr326N7kl6d01fUuvMuces9ATZGPzJVYBA2ueOXjZ/cCAAAAAADA8HcLIVT3eo8A7TLY8GQvxlaO5SuBeqIuqrGvXUjyF+kqHYf0XxJCuKeSZr8FI5sk5CJWXwpbCHrdQzkuhhJaZ78UNmM+hDo/W0hiBvQW8B/1zmscRkPNH49Ia9p65Y5r3jRC+B1q8DmhwLZqAclSsZN+ec0ThgHVvj0kybKCFJNlNHAiy+i/WQjhHrT/aQ1eShq5kx6p+NQoo3XBFzfxUy0mXUoghPCRsh6ZSDKtZlA9/SGzcQBfMERd0MXNAjT0Gy4F5LZgh+GQpe5HFNhX0yuf+ZCO3wzVmuRkIsm4inHrvbDxZQx/Qgih2o+WqjwMCrafMxowJ4nuCLm0WYhWcF9QYgVuC1SNj60W37o1AsYPgos7xq4YqiHo8hYhWl7jR1El4910dF/m00NKouon32IyyaAag69sExfdcvlz9uRAQqjOy2YjP4PcSc/UeuxRO8Ov64vSC5g8icJF7SELXx5R4Vi+mEP/bmDBWG5ZzHax93ZJc8gfe5tYPUmHUHWfz+gI0gvtfRJVNtPQFSL/uZkqxwpmvTvTBBAiW9PeWGsJ8MgfdIko65pZKv9+EBmuh2dahxBqCrxqIEq1Qmivc1jJlPNENobeMpKkXcWz/U5gPlHiHXRvRew7h5vOnnFlHVMaMxHItrQXllriGBvMnfxGKOuV5UZO+MEDC9wy4b0uoTMpJ7qvMv6j8y2nDzEl7bMcDd0Z5bBXHh9AuOWqd+aUwMTR9nyfy4ZidJQSBx+FVxCke0H3VSV8crnl+D6qqG06MUY1ht/bJ0uzEDZC1k12H9MnHns40P1l/teNJagXkZCtXb/zhm/uRGz1ZMbWIbzmlTPtUxnZnh/64tblBx9iS/EP0R+B7k9/dUqbi0391Kvf8cH5Z7Tky41duqpS4op7LG9/LsRV7FDuRzvjbcaXPXOnnD66L+ejnR4/ixw2Myn+QwAAAAAAABh+Rgih7rrivOzMjEQnI25qbFeLlEbn2qfQhPSMjKy8yo5hxDQdBlTJUyNBGnJSMqbtbqn1ffBfYqgn/+PJ7VtV+FYvX0xCsojP6M6bwKy+geHBlorCLL/zGhwUizGDeWYv/WIK63tHRnsbywozPSzkMIv8ka5QtPEIjCttGhzBdIoGCz2OKrGsWki2jGfbDb/89kF496Nt2R+sNUSULd9ljfkKVO9jocAKqx25yHHPnKbO4pf75dStPXNwgYfD7VVFOaHXt/LRkJOQrlE57R6YWtM1hDkXqC32/k5R2mWL1oodePitvBsz3jjUGP9onyTDykUreHY6RlV2YfuQQ61VRdn+F3X4qGGXXSi839U7sqCue2ikt6m8KPP9SRVOikV/kS6Xs3zhG1PSPzA1NSABUG/+12f3Lp+xtbE5tlWMfs0KFoUd+4+dsrU9d/1VVFnbmIFhgFrSvJ/ctjsNb2pjZSjDvG45neQ2U3NrG9vTFxw+Z9R3j6JaM31d717Yq8pNvYpSSHu3+fnHQblZ3z4+uWW9TYJx7XJmOcP9Vjc94qvah9CohtBr+sI0y1azyxuYnz1vvV9TiG7ViqWLycgWM8kZ7IM3i6uEN4OPO1TieVKde+3SdTwqxqfuP3/z/L6NgSTz6mWMWtcC89vGxwNHKj6f3cRPQb6aQ17f/MyFU4d0RRlWLV0jtPdRTAVGYqC27IDn9+z2beCjXU0psNHI7NyjgKyMb15ud04ZSLFQrGCS2bbX8oZ7TFnrWFceVfXppDrPOgo+dRNLu4snd6vyUK+ilrd+n1E/iNsAUydxDw8qsqxasoJFetN+2yvXL9se1BZhXLOMXt3OJwtj9ejuwtDXjpePb5VgpaQV2mz7Mqmmc7S/LMr1mAonFRWv2vaDtvYfEyvaxt8voKp9TmvzU1DwqO06ceHiyT1qcHmpZS3fJOFTkuKFkOQvEnJ6MZ39p2/cu3/3+plDmyRY161g2XTdP7dtav99KP/1MVUuWsE9LhFjuVWJGSl6c1yNa9U6tfM+6QSDW+iRztLoN3Y7ZPiF1Q85hhS1TTNM9Y8yy8L06N5Yhz1yDAv+IllIKbzV6mFwbgN+XTlooCnD87y+KN1aFjXr14m1xJ13qN7/sr7IOjIy5s1X/TI78Z9OAA221+QlBHs+v396pwIP9TpureP3fNKqOgYmdG6ku6Ek7dNlI1kWcqwRktEqHLjxJiK9qKatDztpYAKoIfD6TnEKMjIm3Uuf0qe+r0EPdTVWFmSmRr04s02cDrdYoNiuyy9C0jIwpKfEf/vq7e5613a3mgDtMtz6E8TTRaHG4Nu7JCnJyBi1z79PmXYVDFRr6suTWlyryEgW0Urvvfe1aCwmExpsyvS+ZizNtGLBUlrRbRfep9QSjctPZvaF6aHO+CdHVZkWklEqWjyLnmnRSiLQ3UnPTmhwcm+68D5t3sYc5weoPfnVKS2ONfwGV7xysSN+yMaoR5Yme2yfx4+/vhoD6sp+f2ErH4OI0Y0vM63OAgAAAADAf5afEcIeH3NhpjWLFi1eSr58xapVq1evXrVyxXLypUsWLVq4kG77s9yGsQEoIkZoVxIPAAD/9ElEQVTrIpyP6wjRLF++lolbUIibnUvS8OrnKMedgvSYgBxMh22xSlZOaYb9JszS5cswu161cjn5kkVLJW1DSupDLihzUZPjPl+5YtnSxYvIVW9kVeB7iqjWjI83DmiKc1AtJ19BQUNHQ0nHqbTfKaKsC7/oBBaoK+ONrZ4wzfJFi5avWUvFt/myb0HrIHYDVJGrsSjTanLy8f0v4Tf7mN+An1Q0VB3z8oK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uMTr+racWuioDNhCSMSrvu5OIbojAQrYkPTmqxkgvY3UtqhW3bSpkdcQdW0kGEUP3D5N61GEDIdmiZbRy1tfnuBy/aCCEWlJfOqsyMslZ30ia6KYLD9fEPDwgTce52d6vAFtBwwRCWRJSAV3X91XYQ8LdOYHnDThZlfbcHWvAmL/RxuQXRzU2Ku+9jws7Q+WoeKkioesaMPMMRbMHQmTL13cn1OjpJXdejpu4qbh1JliZZCyuJ0/NU7MGQniwIuaBjQg5q+LeB9kTkW6kNvm5gzQp3fRAyCK163rSRLdOqKM0/qGzzcELgT9hbCeyOTPwhAo9u4Kt73iYmi9sICQlZlPY97QM+/FQuTn27k4eOtGtlxJn6K84eyCE2vJCPTQZWaR3Pxr7HMiW3JDTavSsMjaPSyZuF7aFcMNaZpk9vqW4g/ZXJD7cxUsrqHM+HndQqLMo0luHgZJP+1Q43tWHe8vib5uwUwtoe8RMJEJcIFy0hIRDxSlglt7CPwrdauipSUcvYnI7D3cLsYFQiJpX3yNqojMp3Fuf8/rULkvnl0W408IEQiFqbl1UosHfLffNqV27jr3A/cwB91al3DVmIWPbdPwzXq11tKMk8qIGHSXPlotpmDfDQw05/vuF1tOJ7XqMu1vfNUcgnAnUXZV6XYeWikfv2qTezD8tEML9DTlPdrKS0MvYf8T7O4jsqU6+rkNHyrLJPRn71cEGQvKV5Jz6PvnYawcPt5QEHRQkZZA48mWGpDEfIBDOaCwQLua1e5fbgBf4MKDKxxYidKsI/iJYzG1y4d6r4M/jQl46a3FSEC1avSkxpQSz7z8WCBdz27z4WjM45bNhjAfCJSL2H7Lrxx9QRPrlrULUqEC4dhMIhAAAAD8XPFjwzsOQj5xH/8TrPLyf6KeCBwvfnzPiJ+fWc3s1137fMREIe6Gur89dtmtudX6RkT4pEMLtSb5H1NjQPTVxsQQHWRd5x06WRczkXFD1gqqImEAoybzR7EII/uA8uD/77VkDLhYlpztJuE2ofwCHO2syQx6ed7DQV1OQEOJkoCAmIubTd5u8dgOuhXAdn4GbP64OPKNfMxDCnZnvzuhwcKoeeJg9Xq1Fg5qSXxzbxMK35djrcswBMIFQjo5X68jLsRAO9+V/8jbkZlGwvpU66c3zArdlvD+lJyG/61piL4wO+ZH3bFQk9dw+1M98eWYNhHB7VuDZLUzUvGr7rgfhajMYIc+vOm8ToOJRd3o1dYqTWQPhaE3CswMStPxbXALwV9KD+4q/3NjBM2nZCXiwIeO1izrTqmUrSRmFlAx2O3nceB6aWto6Y81mfmBEX1Nh9IvLx6y3ayhLifCw0KxfuZpJxvLOgtfkxI4hpGOR3f2gYOx+DVYkPLLipxPWvxA3Q3VujkDYkhNyUpWeTW7v07ELiQp1Ed76rEwSZrfwPhp2DCEdk4T5nbzxg1YlP7UWoOHXOhuDPSjcXRrnY8hChorSlwNxtwoj5PWdc+aiFMxSux8Wj98vbCCkXUUrZnJj8iP6Q+DRgfayBH8f1z2GmptkxPjQPbNXUgsaXB5fXhIebi8Nu2jAvnrJCmJaXjkdC/vTV/0+JhQ0DUyudaKbwy5tRe22nJiGV1bH/NCpq75BU3aDB2oznu3moeLSOJsw6TcJuKcy5eZWFhr+bT6YJDrSlPfRUWwDk8Q+/3lXbr8bCOHRoc7KlPe3Tuw11lKRFedH95YnIuPUOD/p2/qzAiE81FT4zo6PjEnBLWbyufbX5z4yZqFg1/LOxhwAEwj1acnZ1D0zxo440lYW5iRKSifm+HnqjzfzBALhjMYC4RIpl4jilqn/ViDybmwXoF6BDoTUYtqG5jZ7JrO13efysKK2Hb3vPxcIl2w8EpzbOPWzYUwEwo1On3Im9gGBEAAA4J8CtyY8cNhETy2z+1pEwxyJBW5LfOSowkAtbXX1yyxV93nBC4Qw3Jv16rSRpv6Rh0+fXsALhMia8Bt7pFg2mnmG1E76kw93pj49rsHGo338+VjFc36wgZBVYqfn50krZ49WfkFtZ5Fw8ApF/yeyszTy1j4lFuIlBITL1pAz8Ukqa2goS/LSUcwSCOk4NRz95qyv/pqBENmQ8MRRgVlQz3VKpzS4O+fDeQNONuW997CVNmwgZBE2OBEwdi/+XiBEHSL3k6exrMyOS1EdECoP3rXZJKl3MnC2Fc1nDYTIuqSXjjK42fSmIVjDqWb/fGpD8myBEO4vCvfZwcsoZXY1Cb/GM9sso8i+5oKIh267t0hy0pCsWISqWC1ZRcGvffhhYsP3K9eTQX31Ga/ctHnWo565JStJaLnEFdQ0VBXEmMn+RiCcNMvoDwdCeLgu7aW9BAWTlOVd9NDOb/BIc3bACRVaWiGDC/jDUrGBcNIso9MDIdSSF3ZqE/Fs92slg4T53bEMi9obHQi3MlLza5+Pn+FDLwA00FIYdG6bwIalBASLVxBTc4jJq6pvVpFiI5sUCNGgwc7KhGdn7fRleelJiRajbuuiFSRsSjbXImsn7TbUVZX43GOfgRzebqyKu69G4HaDussTr+ky0gntuFM46UsPD9ZnvbLlp+DYdDIG9dWB+2rSH5qxU/Fonkue942eKxDCQx3lYV4mwmSoc120fA0lu4icirrGZlmODeT/WCDsrc28u42BglPvev7kcx1uKQ46KLiBUepYJOYOYgMhPSXn1pvjwR8Ewn86EEq7Rhe3TroxKFDDiz3ijOi/nUs2Hg0rbJ7r35LpgRBZnfjufVReUzfueZo1EM49hvCvJZJHP+c2Tf1sGCAQAgAA/MuGSz9eNBWh4Nhy/FkWbqK/GQ2XfbpkJkLBrnX0SeZc+30XfiD8Bg/kvTtrqqVzwPG4K14ghJriHhxSYuLVndZCWBtx21aaQXD76fcL65mHDYQMIkZnAqvw/wEaKgi6ZMzPLO94IxZVOamNvrtPlmINtZCO472IohbMb/5QS9KTI6psAjMGQiVWIYOTcwe9GQIhPDo8NNCPW69psh8IhHOVNmsghFq/vnbVYOZQ2f8wa1KmQzYmPT+ixMCl4fgM20vw5wdCVMoqDvPZpSS19cynypKIOzabpPRPBU2aZwPfrIEQas14f0qdgVZQy/72J1xj07iwiMSskmbcZEETZm0hHK6IeWQtRCtqcDYcfy4auCsv5JIBy+QWwuHuxrLc9Lw6zMBLeHSwsyb7y7NL9tulmUnpNppcimmf4VbMZrQ1O9BdnXoVKZvC7ssfs+v70M8I3FUQ7r2Vg+X/HQhRrzVmBh6XXb10FSW38k7H445WW4SpVpPz6ZwMnTSf0PwCYVdx1BV9Rgp2eVuf6ffrS9zXgka8qWGxgZCVQcz0Zs6CvupTIDtLoy7r0a0kppfYcf5dem0v5gL3VibfM+Wkm9RCONLfXpmbklGFnXYYOdLbWBDz5vpxcyV2UjIudddQbHdIGNHfXjV5t8JYfx9nc2XUbpxqLp/Ru8F91WkPzNgpudTPxE/KOVB3RZKPASMVr44X+vcWeKg+299OkIxV/ljIlG/o7GYPhOhemre20ROtphbZ7v46tboHc6799dlPd3FRzicQQkjEQE8PZr7JKeYIhAONec+tODYwybtOaSHsq895YMS4gVXVA9c/FgTCmfw/AuE3ZOl9c2F0hlvEYHw/rXrqP+lDtelxGd0dmH+DpgfCoTBnpU377qdU4padmi0QDkWfUuXegJ7ZFARCAACAXxvcmep3RJ2ZUtzCK6R6jmoX3Jn25JgGC4X4Ts/gufabh0mBEPVvRlGgp4WWuoraFq3NE2MIEeWfr1qKUXBoHn2ShVdJHK4IvWYlTsGu6eSXubAVkrFjCNfTyu6+Fj3xDxPck/vOYzsPrdiOC59qUWEh4o6tFIPQtlPvyiZqTlBz4hMnVASbORCyCW09+a58xn/ScLCBkFXQwM0fGwih9rSXbloiUjsuTG6sxJhfIGTl13V5jQ2EUHu6/yltEQkjj+AZSpt9DOFoTeyjA9IUzAq2t1PxVpMcqY17fEiGkgmV9VKw3YL/gUCIupGVMQ/s1KS0HT0f3d6jKr319KfZ5yudfQzhaH3KSycFaiY5q5upk2YUhQdbKzOiP0djVsqaZPYxhJjkx0Ytuu1s2MRAKLivJOKGGdcq/ElloPbsjx5bWJhldt38ij9/DLI164O7poCIrnvYpA8zJ6g5M+iEKj2r/J4H+RNZDR0IvQx+gUAIteWGntNmJqPnFeamXL108bI1NIJb7O/F1U2pvM8rEKKuUH7oGTVqaiGD8/hjPlH7Dnc15MYEhX6tw/veYQIhG6OY6a3cv/EXBzNaUIuOTsTYJxvvAqMC4d0dkwIh1FOedMuQlZpP50IC/lcP6i6Pv76Vj0PG4QN6Zg64pyLpthErFc+W81N3S7ixjZdN2j4APQcy1FEa66lBuYFD1fUL3pzIo51l0V6aNBvYFF3CMQ8zJjnuYCZhktn3eny1BzREX2tJwseghMrpf+dmDYToOUav69JR8eh6401GBPfXZT+xmCMQanthAyE82Jj3eo8wg4Dpg3LMHvjmGEMI9dR89dGhJGGQPfx5fJkM1Dt6alNv6NKso5dwDOnBbAGBcEb/l0CIekIjTm7m3LCUYBGtwY2Eym78PUYKH1hIKdql4CaV6Qiwl2ZBD0fksnmZWTcIQ82v98moO77IqMH94AbVP9+zEd3euETcKTivafwbFeexhZd8GcFfhGtAIAQAAPilIao/X7EUp2TZfPhx6sTMItMhqkOv7d5Iyazm+DBlrv3mY0og/DZSFnLZSoOThp5JQnU8EKJj1EN7ZZr1nFpHnmRilx6Eeso+X7bcSEkqZHzmQ8UCgwg2EK5dtIZD4/CTTOz0gCOtWa9P6vNsYFDceyseVZNBNsY9slekZ9m0/97E0htQT17AOUMe8pm7jM4jEMIdX1+5abGxqe6//xUdseD+/KBLRrwMkmaXwqf/e/a9QAh3ZqDyHxur8t67aZg+fP2FwZd38DFsNLmAa8HAN0cgRNXh09+4adKTMCva3k7BdhmC+qpj7x2QoyHh1jrycmwW2X8kEKKyXNIzpy0b+cVUtTbLbnUPGVtFcQazB0J0cPrsbcS+lhwVkN8WjS0oCfeURPhYCNDxaR1/N3UyklkDIepKlkXdsRQgpRUzvhBRhzl5ZE9F9G0bURLCxZMCYWtWoLs6xVISLjXHlyXjkRAerEn0OyjNKbb1/LTPOTuoIzfkgjYTjfDWcxHjTwM8UBX/yFbk/99lFPWQZwa5aPDJ7vEtQYwihvp6B2d+1OcXCFEPTmXSA0uetSQsSvuf5I7NGQ/316Y92SdGwyKz98nEvE0/KxCigtrN7czknGrOweMPGTzUkPXWUWIDfpdRqKss8boB9ZLV9Bst7+dPfPlGWvI/uimxcioeC0bHGri7PNHHgGbJajoxi3uTdisIPqHEwi5/NBhzEeG+mrQH5myrN3BqngjDdiSFhztKPl/cwriain/r1bEftNDrf3xwkli3llbM4lYaduJV1MbWwk8nFGho+A2uT598c/ZA2Feb8XAHCymTnGPg+A8sqLKKgp2lSad3GR1szPe35dvALHvkMyawIdpKwlykyGkELPxqMXvgmyMQYtsIrTlWrWNSPhpcjTkGPNJdFX1Nn3kVKbvmxfSxcwWBcCY/PRAiOmuKc5Ou7uCnQTfrCVnfexeRnlfVPjgy9kzg9OX47VVgIl62lELG7k5Uefcw6nVER1Ho1V1SXJI295JrMC3MqK9GfYC9Auu6xQRE/Huepde1F/tay6vaP8uowUzNjYYsfWy5kX4V4SIanStRZV2o7yvUU/jO2XSrEvf6tSsICJaw65+6+/5rZ/cAorO2JC/Zx1yEfi3BX4sFdt14Hf41r6qtf3j8i4+6IC1VRVlBp7R5qYhQ+/DtvP7qS15t58Bwb1N5UebLw5s40R2iV0nY3faPLqrvHVzoX0gAAABgCrgn84WLNjuF8I5zgXhNYtOg9nvppsNOIWTs8WGu/b4LHqjLCn14ZKssFzOzqOY+n/dJ5ahQiKgKu24tsW7RIjqliUCI+pep5esLV2124lXk7NJb9zodtd+pJkRHvJoWPdaxaoZq7dywgZB4ESHhUmIafhXTQ8eO7DWQ5SRbRYKKnE/TsT9sw90FgeeNeUnW0PApmzq6X7x49ritgSwX5cpFBIvXUHPJ6O128n4eHpsc/+aa29HDe403izGQUHBI6lg7Hj585PjZO28T0OczFdSW/tpNi2kdJZeCsb3r8QPGijyU61lU9t9Lwf2cDvfWZn1+6HH8iNPhww6W+ko85MR0/MomBw8fdjp25ubr2FL8BieoPePtKW3mdRSc8kaHXJ0PmijxUq1nVtp7J3mstL66nLBHuNKstirzUhDT8ioZY0pzv/EyumS8tNH23MDzhjwkK0mZxHWsDx87bLVlI9O6VZSixh6fylC1M7i/If+L3/mDOzRE6ddRcEgZHPC47R8anxr26JSNgQLXBhJ6fhULF2/fkOzpUfS7UHnU/4QG9ZKlVOLbz2K62eFDHbogwvecM+Ykdm9XE6BcS8UpZ4g5idPXnkYUjT0mcF91sq+DIv2q5evoBdR2HT7hfuqIpRbqNIiZFWzvfsXshuis/hp48+RRJ1RhjjbGGiLUayjYpLfuO4zidBRV3JciTBspKq7E37eTJF+1jk5Q3dLhuJO1jiQzybLFS5ctX0PDpbTT2fNBYEYzEhcIF/1FsGQ1Fe8m8yNnvbw93Z1260qxkpKyK+3zLVhI4zXcX534aJ846coNrJJbD5y8eOnCyUM7VIXo1iwiWEREyiimaXHo7L3AjPlcYXiwtTzhpaeDhb40E/F6BhHtfahz+5SQHfv0zD4TdX7yNZRs8qbHL9x9l9aERO8b//wC5gI77jHVFqVeTcYsue0A+oqc9HoQnItdAREeqkt75SBDRckhZ2h70OGw05Hjbme9bvm+/ZJc1IyZQwceaq9MfOXpaLlVlpmYhE5oi92pK75BiXnxz87uN9UUIF9DziK749j52/4pjegqHzzYlPvuhDrT6qWrKTkVzexdz7g77zGQZUN950SMvRNRR0X2NhWE3j117PABK0NlThJiKm6VXajvF/pj3f+UO6lhcV5QuSfb/6j0BiJiehEduxMXLl10P2yhIcawdjEB4XJiGsHNZvtP+finNuEC4aK//lpMRMoqY+xw5tJlL4/jdoaKXGTEtMImN7IwLebYQIjdbT2LtBF2N+d9Rkqo3WiEjH2wu6FA/Q3pzw6Ib1ixagOnstkhF5dDJpu4NqxYyyhr65s7thPacHt5+EU9tjXLVpFxKpoedDnjfsxaW4RqFQmr8pEgXLM/PNxVn/bG0wVzv+wsDaXoiIipRPTQ9+uI6/kb7zIxzS/wcFvxJzc5suVrqAW0bF0veF06e9RKW4KJGHWuy1ZT8qma2rleeZE0ViYqx73ay7tmNTnP5j0up1z3b5NmJCZhVnT6NLbDSE9Thv8l7EH37TaWpidaQyGkiz2ox3X/ieXkocHWgreHJcmWryBhld9x0MXNcacaL9nyVdRiFvfRc/bCiL6W7IDLR/fuVOFYu4qUQ22Py/mbb5PLM/wvOO7eJk5FtJZS3PDIaW/fmIVPJwsC4RRQ00vbjczrVxCtWrN2LfGa1StXLFu6jGXno4wavM42OMi27PeX7LQlOalI1q4jp6TcQIz6S69k4xNR1oHfcRjqynx63ECYavWypauI15Fxarq+yWnqx79ViPqYO466QjRrV5PQsHLzcrCwi+q5vAi9snMjEyr5YQYJL5OJictrfnNQln3D5M/GtONOcsVEN5XRbB9jUYY12H3WrlmF2meF0L7XGeXhHlsEaFbitq9eRbR8KZGMc3ROE+59AAAAwI9B1kfesJWhZlA+eC9+ojfHdMiGqJt7ZanplfbfmXO/70PWxdw/oEi5lBD1LwTBYhLRHecxc/QjW1Kfu2pz0YgYnvbH6zeHqkb01yQ9O7EdFUdWLCJE1SB51PZfCynCLje3QNgxhCxCm7busjUQol61mGAJEQnjRiM3v8RavMkh4eHWgs8+e1U4N6xYREDwF+GydfQiWrbHXY/aaAnSkqxaScyrs9/pxGk91hXoc8CHOh+h7affl87UmAF1l8XeO6jCvn4pAQHBkjU0QgYuTxJrxn8QR1RG3dsrtW4J6oBTECwm5tdzfT156QF0H7aH9qocmNIWr6YW1Dvum4BXWlXso33SJDOXxqtz/GUhXmnwQEPmu/NmkkzriRYRLllJxqG4+8L73HbsHqO1iU8dFEjHSyJcQiZqsPvo2f2yJItx2wgIiZiVbO+m4HednCe4KyfwvD4Lteh2D9ySaXhGa5OeO8ivn+kkFq3h3Gz/JB/vJJB9den+HqbSbBRrlhISLkLVhvk3210NKUIvkIcCdxeGX93BTbRoWlkoqGvCre7wfOwKw0OthaHXrOVZN6xcvGj5WhphXfvTV645bqJCvZtwBYO0xbXEPkznUmNxXplt+/bri9OtRs8oQ7hkBTEqRdpdGT/q/MGI7uqkp8d1BdA/PGBnp+FSNHM8cdrRUJyRdPXKNcyyFjfGl8ubA7I5+9OpzeSox2Ls3Ei4N+04fs1ZZcPYhURlIBoxI6/Y3tGmnI9uKuhpVjDb8RAsWsUkY3UHMy8koqsy+pa1GOmSRYuXEa0hJlm/fj3xmlXLUXcf9RjTiqF/OOhpzQ89q4F/0HUcCkbON0+o4R+UStjgQvRYuyl6kpeQK7sVuKiJlxESEi5dRc6pYHHuHXYdSVRATvPbI7Bq6t1CfSwGSfPb2OkqFwYe7WvMent6uwj1SvRzS4AOfNKGB0+cczaTYiZbs3IVjfA2z3i4rzL1oaUos5D+IScTWaY1i1EfgGAxKkZxyZuffZvbgbut6D6ej6xEmQT1Dh3ZIcuMv9vOM/45Y7thwSPdNYkPD2zipED9wVm0dA2tsLb9vaSxLnV4oMH24vCrVvKcVKtRj/Di5WvpBDX234yZ6EGL7KhI8NxCjvnTORnquaTi1/fGjtJD7TjQmh90foc4LeqI6Mlulq9j3Giw/6TnyV0yLORrV66k4FE/Ez0WR+HhzqoI7x2iVMtR5RIuW0snYXr2Q+F4WIW6alIv61DMeNDl5NxbPPFbHFGZr/HrU0c1bsrVqHNdsoqKT33vzXhcn22opy7z5laqZWMlESxaSc2/xe3FZb2J0gmWrGOSPRoybRjr94BA+FMgB9pqK6vqWnqHRmf7Rx4a6mmtrW7o6B/BLRY4HWKgs6mmvKKuvQ+zD7KnsaqivKK6vqm1s3dwBIJnex8AAADwfzNY8O7sNl5yvm3u7wrnatIYLHiPXpSCb+sp/wU1ffw8MKK/u7Ojowfdo+VHYQMhdpZR5OhQd0d7W2c/XqiYAjnc29ZUV9/SPTj60/4JQw73dzQ1NLR2zzRnw4JBqNKaGxpafkpp8Ohgb1d7O6bP0L8F7sn96GkkJWF0Dn9Nur8DHhnoaW9u6fr7VwQeHerrbm/vmSV9QCOolzvRr8Kjw72t9TXoStLsD9M8QYiBrpa6msaOfsSvUW1CdhSEeuqx0wkauH8s7Bi7FjDqu9GQF/HIZbsII/NGU5+x/oALh77KHY2NHYP/0lMHjWIqtPXtfTNfYAgxMtDV3oUKOTAS0d/RWF1Z29Y3Q3ibvlvrDLvhQyKGetqa2r9/ohAC9Tw1NHXPXdw8wKMjva21VXVtvVP7CU6HOo2+tvrquraBhf6WMRNodLintbFtylod/yAQCAEAAADgh8HtqX5H9RS0Dt1PmGP8Fnq/tKfH9BU0D9yNn3O/Xxx+IPyNT+O/A+7O++RpJCNldP7LQiblBP41UHt+2EV9ITEDz/gZGoCRbfmfPXQExbZ5p+A1EwHAvw0EQgAAAAD4O2AYhiDo+7Xx+e73KwOB8BeAHm+WGf35S2pVL7I98727voS0mVfM352lCPhnQB0F4Rf1BYR03L9gBxROgmjOCTyxmU90m3cyCITA/xEIhAAAAAAAzA8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"text/plain": [""]}, "execution_count": 25, "metadata": {}, "output_type": "execute_result"}], "source": ["from pyquickhelper.helpgen import NbImage\n", "NbImage(\"fairtesttree.png\")"]}, {"cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "metadata": {}, "source": ["## Exercice 2 : appliquer l'algorithme sur le jeu de donn\u00e9es adulte"]}, {"cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": []}, {"cell_type": "markdown", "metadata": {}, "source": ["## Exercice 3 : apprendre sans interactions"]}, {"cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [{"data": {"text/html": ["
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age10sexeincomeun
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"], "text/plain": [" age10 sexe income un\n", "0 10 Female <=50K 809\n", "1 10 Female >50K 1\n", "2 10 Male <=50K 846\n", "3 10 Male >50K 1\n", "4 20 Female <=50K 3048"]}, "execution_count": 28, "metadata": {}, "output_type": "execute_result"}], "source": ["df2 = df.copy()\n", "df2[\"un\"] = 1\n", "df2[\"age10\"] = (df[\"age\"] // 10) * 10\n", "gr = df2[[\"age10\", \"sexe\", \"income\", \"un\"]].groupby([\"age10\", \"sexe\", \"income\"], as_index=False).sum()\n", "gr.head()"]}, {"cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [{"data": {"text/html": ["
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income<=50K>50K
sexeFemaleMaleFemaleMale
age10
10809.0846.01.01.0
203048.04497.0128.0381.0
302185.04119.0391.01918.0
401778.02735.0383.02279.0
501020.01691.0207.01500.0
60554.0922.058.0481.0
70162.0249.09.088.0
8024.046.0NaN8.0
9012.023.02.06.0
\n", "
"], "text/plain": ["income <=50K >50K \n", "sexe Female Male Female Male\n", "age10 \n", "10 809.0 846.0 1.0 1.0\n", "20 3048.0 4497.0 128.0 381.0\n", "30 2185.0 4119.0 391.0 1918.0\n", "40 1778.0 2735.0 383.0 2279.0\n", "50 1020.0 1691.0 207.0 1500.0\n", "60 554.0 922.0 58.0 481.0\n", "70 162.0 249.0 9.0 88.0\n", "80 24.0 46.0 NaN 8.0\n", "90 12.0 23.0 2.0 6.0"]}, "execution_count": 29, "metadata": {}, "output_type": "execute_result"}], "source": ["g = gr.pivot_table(\"un\", \"age10\", [\"income\", \"sexe\"])\n", "g"]}, {"cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [{"data": {"text/plain": ["MultiIndex([(' <=50K', ' Female'),\n", " (' <=50K', ' Male'),\n", " ( ' >50K', ' Female'),\n", " ( ' >50K', ' Male')],\n", " names=['income', 'sexe'])"]}, "execution_count": 30, "metadata": {}, "output_type": "execute_result"}], "source": ["g.columns"]}, {"cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [{"data": {"text/html": ["
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income<=50K>50KrFrM
sexeFemaleMaleFemaleMale
age10
10809.0846.01.01.0809.000000846.000000
203048.04497.0128.0381.023.81250011.803150
302185.04119.0391.01918.05.5882352.147550
401778.02735.0383.02279.04.6422981.200088
501020.01691.0207.01500.04.9275361.127333
60554.0922.058.0481.09.5517241.916840
70162.0249.09.088.018.0000002.829545
8024.046.0NaN8.0NaN5.750000
9012.023.02.06.06.0000003.833333
\n", "
"], "text/plain": ["income <=50K >50K rF rM\n", "sexe Female Male Female Male \n", "age10 \n", "10 809.0 846.0 1.0 1.0 809.000000 846.000000\n", "20 3048.0 4497.0 128.0 381.0 23.812500 11.803150\n", "30 2185.0 4119.0 391.0 1918.0 5.588235 2.147550\n", "40 1778.0 2735.0 383.0 2279.0 4.642298 1.200088\n", "50 1020.0 1691.0 207.0 1500.0 4.927536 1.127333\n", "60 554.0 922.0 58.0 481.0 9.551724 1.916840\n", "70 162.0 249.0 9.0 88.0 18.000000 2.829545\n", "80 24.0 46.0 NaN 8.0 NaN 5.750000\n", "90 12.0 23.0 2.0 6.0 6.000000 3.833333"]}, "execution_count": 31, "metadata": {}, "output_type": "execute_result"}], "source": ["g[\"rF\"] = g[(\" <=50K\", \" Female\")] / g[(\" >50K\", \" Female\")]\n", "g[\"rM\"] = g[(\" <=50K\", \" Male\")] / g[(\" >50K\", \" Male\")]\n", "g"]}, {"cell_type": "markdown", "metadata": {}, "source": ["Les deux variables paraissent corr\u00e9l\u00e9es."]}, {"cell_type": "markdown", "metadata": {}, "source": ["On apprend trois mod\u00e8les :\n", " \n", "* On pr\u00e9dit 'income' avec l'\u00e2ge et le genre, mod\u00e8le M0\n", "* On pr\u00e9dit 'income' avec l'\u00e2ge uniquement, mod\u00e8le M1\n", "* On pr\u00e9dit 'income' avec le genre uniquement, mod\u00e8le M2\n", "* On pr\u00e9dit 'income' avec les mod\u00e8les M1 et M2.\n", "\n", "Le mod\u00e8le pr\u00e9dit-il aussi bien, moins bien ? Qu'en d\u00e9duisez-vous ?"]}, {"cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": []}], "metadata": {"kernelspec": {"display_name": "Python 3", "language": "python", "name": "python3"}, "language_info": {"codemirror_mode": {"name": "ipython", "version": 3}, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.2"}}, "nbformat": 4, "nbformat_minor": 2}