{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "![Urgences - Image CC0 - pexels.com](img/pexels-pixabay-263402.jpg \"Urgences\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Biology Order Prescription\n", "*Levi-Dan Azoulay* \n", "*Shana Zirah* \n", "*Nathane Berrebi* \n", "*Gaspard André* \n", "*Jona Benhamou* \n", "*Ali Bellamine*" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plan du document" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les étapes clés de ce projet sont les suivantes :\n", "\n", "- I. Introduction\n", "- II. Téléchargement des données et transformation\n", "- III. Exploration et visualisation les données\n", "- IV. Sélection des variables d'interêts\n", "- V. Définition et entrainement d'une solution d'apprentissage statistique" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# I. Introduction" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " ## I.1 Contexte" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Chaque jour, environ 50 000 personnes se présentent dans un service d'accueil des urgences (SAU) en France. En moyenne, 75% des patients retournent à domicile, et 20% sont hospitalisés. La durée moyenne de présence au SAU est longue. On estime que seulement 20% attendront moins d'une heure, tandis que ~30% attendront entre 1h et 2H et ~30% attendront en 2 et 4H. Enfin, un peu plus de 10% resteront au SAU entre 4 et 6H. Dans un contexte de pénurie de soignants, le recours à la consultation au SAU est en constante augmentation depuis plusieurs années. L'optimisation du circuit des urgences est une problématique centrale. Le cout humain et financier des dysfonctionnements du circuit et de l'offre de soin est important. \n", "\n", "Le parcours classique du circuit des urgences est le suivant : \n", "1. **Premier contact d'ordre administratif**\n", "2. **Premier contact soignant avec une infirmière d'accueil et d'orientation (IAO) (~M30) avec** :\n", " - Recueil du motif de consultation\n", " - Prise des constantes\n", " - Recueil de quelques antécédents et de l'ordonnance du patient \n", " - Eventuellement ECG \n", "\n", "\n", "Le patient est classé selon un score de gravité (bleu, vert, jaune, orange, rouge, ou 1-2-3-4-5)\n", "\n", "3. **Premier contact médical avec un médecin (~H1)** :\n", " - Interrogatoire\n", " - Examen clinique\n", "\n", " \n", "A la suite de cette consultation, plusieurs cas de figures selon la situation.\n", "Le patient peut sortir avec ou sans ordonnance si le diagnostic est posé par l'examen clinique et ne nécéssite ni examen, ni hospitalisation.\n", "Le patient peut nécéssiter la réalisation d'examens (prise de sang, radiographie, scanner) ou motiver un avis d'un spécialiste. Auquel cas il doit attendre\n", "\n", "4. **Réalisation des examens complémentaire ou d'un avis (prescription, réalisation, récupération)**\n", "5. **Décision finale : Conclusion une fois les examens récupérés. (~H3)**\n", "\n", "Entre chaque étape, le patient attend pendant une durée plus ou moins longue. Le médecin lui « jongle » avec plusieurs patients à la fois à des étapes différentes. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# I.2 Objectifs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous proposons d'aider à **raccourcir le temps entre l'arrivée du patient et sa sortie**, en ne subordonnant pas la décision de réaliser un examen biologique à l'examen clinique du médecin. Nous savons que le temps entre l'arrivée au SAU et la première visite avec le médecin est le temps le plus long et le plus mal vécu par les patients. \n", "\n", "**Nous proposons à l'aide d'un algorithme d'apprentissage statistique de prédire, dès les données fournies par l'IAO, la nécéssité de réaliser un examen de biologie médicale, afin de permettre aux IDE de prélever cet examen juste après l'IAO, de sorte que le médecin dès sa première visite peut conclure avec les résultats de la biologie, qu'il aurait sans cela, demandé et attendu de récuperer avant de conclure et de prendre en charge le patient.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Données d'entréeAlgorithmeDonnées de sortie
Vecteur {0,1}^d d'examens de biologie associée à sa réalisation (1) ou non (0)
AgeMLP
NLP (Embeddings, Word2Vec ...)
Autres
Ionogramme Complet - {0,1}
SexeBilan hépato-biliaire - {0,1}
Motif de consultationNumération sanguine (NFS) - {0,1}
Paramètres vitaux (FC, SpO2, PA, T°, FR, EVA)Glycémie - {0,1}
Ordonnance d'entrée du patientHémostase - {0,1}
...
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# I.3 Définition des métriques" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous proposons d'effectuer la tache suivante : **prédire les examens biologiques qui seront réalisés lors de l'arrivé d'un patient aux urgences** \n", "Les métriques d'évaluation des performances seront :\n", "- L'**accuracy**\n", "- La **precision**\n", "- L'**aire sous la courbe (AUC)**\n", "\n", "La métrique d'évaluation d'un algorithme de machine learning est particulièrement sensible dans le cadre d'une application médicale. \n", "Nous attachons une importance particulière à la **précision**. En effet, une sur-prescription d'examen biologique non indiqué (faux positif) pourrait entrainer un effet contraire à l'effet escompté, en prolongant le temps de prise en charge des personnes concernées, posant, outre un problème financier et un allongement du temps d'attente, un problème éthique." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# II. Téléchargement des données et transformation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les données sont issus du projet MIMIC-IV. \n", "Le projet MIMIC est un projet d'open-data médical initié par l'hopital _Beth Israel Deaconess_ à Boston. \n", "Initialement, seul des données de réanimation été accessible.\n", "\n", "Pour sa 4ème édition, a été mis à disposition un jeu de données couvrant un spectre bien plus large :\n", "- Données relatives aux passages aux urgences\n", "- Données relatives aux hospitalisations\n", "- Données relatives aux séjour en réanimation\n", "- Données de radiographie thoracique avec compte rendu associé" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "L'ensemble de ces données ont été mis à disposition dans le cadre de projets complémentaires :\n", "- [MIMIC-IV](https://physionet.org/content/mimiciv/0.4/) : hospitalisation et réanimation\n", "- [MIMIC-IV-ED](https://physionet.org/content/mimic-iv-ed/1.0/) : urgences\n", "- [MIMIC-IV-CXR](https://physionet.org/content/mimic-cxr/2.0.0/) : radiographie thoracique\n", "\n", "Ces bases sont complémentaires dans le sens où chaque collecte a été faite durant une période temporelle spécifique, qui se recoupe plus où moins. \n", "Certains éléments nécessaires à l'exploitation de MIMIC-IV-ED sont présent dans MIMIC-IV. \n", "La lecture de la documentation de MIMIC-IV et de MIMIC-IV-ED est vivement recommandé (lien ci-dessus).\n", "\n", "En complément, un certains nombre de ressources est disponible sur le site du projet [MIMIC-IV](https://mimic.mit.edu/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II.1 Téléchargement des données" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La base de données de biologie étant volumineuse (nous y reviendrons plus bas), un pré-traitement des données a été effectué. \n", "Le pré-traitement est le suivant :\n", "- Intégration de l'ensemble des données utiles au sein d'une base de données SQLITE\n", "- Tri des lignes de biologies afin de ne conserver que celles répondant au critères suivants :\n", " - Date de réalisation >= date de début du passage aux urgences\n", " - Date de réalisation <= date de fin du passage aux urgences\n", "\n", "*Le script de transformation peut être consulté dans `database_constitution/database_constitution.py`*\n", "\n", "Un token de téléchargement des données vous a normallement été mis à disposition." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", " # Commande à executer dans le terminal\n", " pip install -r requirements.txt\n", " python download_data.py [TOKEN]\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## II.2 Transformation des données au format tabulaire" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les données sont extraites depuis la base de données SQLITE de la façon suivante :\n", " - Récupération et aggrégation des informations suivantes pour chaque consultation aux urgence identifié par un identifiant unique *stay_id* :\n", " - Date de passage *intime*\n", " - Genre *gender*\n", " - Age *age*\n", " - Température à l'accueil **temperature**\n", " - Fréquence Cardiaque à l'accueil **heartrate**\n", " - Fréquence respiratoire à l'accueil **resprate**\n", " - Saturation en Oxygène à l'accueil **o2sat**\n", " - Pression artérielle Systolique à l'accueil (**sbp**) et Diastolique (**dbp**)\n", " - Cotation de douleur à l'accueil **pain**\n", " - Motif de consultation à l'accueil **chiefcomplaint**\n", " - Consultation dans les 7 derniers jours **last_7** ou 30 derniers jours **last_30**\n", " - Antécédents connus au moment de la consultation selon la Classification Internationale des Maladies (CIM) : CIM-9 **icd9** ou CIM10 **icd10**\n", " - Traitements habituels du patient lors de sa consultation, Generic Sequence Number (GSN) (**gsn**)\n", " - Récupération des examens prescrits pour chaque consultation aux urgences :\n", " - Les examens ont été regroupés par paquet correspondant aux techniques de laboratoire et aux organes / aspects fonctionnels explorés sur base de connaissance métier.\n", " - Il s'agit pour chaque paquet d'examen d'une variables binaire indiquant si l'examen a été prescrit au moins une fois durant le passage aux urgences\n", " - La prescription est identifié par la présence d'un résultat d'examen dans la table de résultats d'examens biologiques **labevents**\n", " - Les différentes modalités d'examens sont :\n", " - Cardiaque (**Cardiaque**)\n", " - Coagulation (**Coagulation**)\n", " - Gazométrie (**Gazometrie**)\n", " - Glycemie Sanguine (**Glycemie_Sanguine**)\n", " - Hépato-biliaire (**Hepato-Biliaire**)\n", " - Ionogramme Complet (**IonoC**)\n", " - Lipase (**Lipase**)\n", " - Numération de Formule Sanguine (**NFS**)\n", " - Phospho-Calcique (**Phospho-Calcique**)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from bop_scripts import preprocessing\n", "\n", "lab_dictionnary = pd.read_csv(\"./config/lab_items.csv\").set_index(\"item_id\")[\"3\"].to_dict()\n", "get_drugs, get_diseases = True, True\n", "\n", "X = preprocessing.generate_features_dataset(\n", " database=\"./data/mimic-iv.sqlite\",\n", " get_drugs=get_drugs,\n", " get_diseases=get_diseases\n", ")\n", "\n", "y = preprocessing.generate_labels_dataset(\n", " database=\"./data/mimic-iv.sqlite\",\n", " lab_dictionnary=lab_dictionnary,\n", ")\n", "\n", "# Par conception, last_7 et last_30 doivent valoir 0 lorsque manquant\n", "X[\"last_7\"] = X[\"last_7\"].fillna(0)\n", "X[\"last_30\"] = X[\"last_30\"].fillna(0)\n", "\n", "assert((X[\"stay_id\"] != y[\"stay_id\"]).sum() == 0) # Sanity check" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Train - test split\n", "# Nous gardons 10 000 lignes pour l'évaluation\n", "\n", "from sklearn.model_selection import train_test_split\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " X, y, test_size=10000, random_state=42\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# III. Exploration et visualisation les données" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import seaborn as sns\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Avant d'explorer en détail les données, nous procédons à une identification et un nettoyage des données abérrantes.\n", "Ce nettoyage est effectué à partir de la documentation de MIMIC, de la visualisation des données et de connaissances métier." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III.1. Identification et suppression des outliers" ] }, { "cell_type": "code", "execution_count": 386, "metadata": {}, "outputs": [], "source": [ "import importlib\n", "from bop_scripts import visualisation\n", "importlib.reload(visualisation)\n", "\n", "from bop_scripts.visualisation import plot_all_scatter, plot_missing_outcome, plot_missing_bar, plot_correlation, plot_labels_frequencies_and_correlation, plot_box_variable_label_distribution, plot_odd_word_wc\n", "from bop_scripts.preprocessing import remove_outliers" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "variables = [\"temperature\", \"heartrate\", \"resprate\", \"o2sat\", \"sbp\", \"dbp\", \"pain\"]\n", "plot_all_scatter(X_train, variables, ncols=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "De facon évidente, des **outliers** sont présents dans le dataset. \n", "\n", "Une temperature au dela de 150°F, un rythme cardiaque au dela de 400 bpm, une saturation en oxygène au dela de 100%, ou une douleur coté au-dessus de 10 sur une echelle de 0 à 10, correspondent à des données abberantes. \n", "\n", "A l'aide de la visualisation des données, de la documentation de MIMIC, et de connaissances métier, nous definissons des intervalles pour ces variables et supprimons les outliers" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ntotalpourcentage
temperature5154146710.12
heartrate304211790.01
resprate784178370.02
o2sat1374175520.03
sbp2694198880.06
dbp6264190600.15
pain116144095252.84
\n", "
" ], "text/plain": [ " n total pourcentage\n", "temperature 515 414671 0.12\n", "heartrate 30 421179 0.01\n", "resprate 78 417837 0.02\n", "o2sat 137 417552 0.03\n", "sbp 269 419888 0.06\n", "dbp 626 419060 0.15\n", "pain 11614 409525 2.84" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "variables_ranges = {\n", " \"temperature\":[60,130],\n", " \"heartrate\":[20, 300],\n", " \"resprate\":[5, 50],\n", " \"o2sat\":[20, 100],\n", " \"sbp\":[40, 250],\n", " \"dbp\":[20, 200],\n", " \"pain\":[0,10]\n", "}\n", "\n", "X_train_clean, outliers = remove_outliers(X_train, variables_ranges)\n", "outliers.round(2)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_all_scatter(X_train_clean, variables, ncols=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La **distribution des variables après suppression des outliers.**\n", "\n", "On observe une **distribution normale** des variables comme la fréquence cardiaque, la pression arterielle ou la température" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## III.2. Analyse des valeurs manquantes" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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0xXs0X6D3ndqHfo6bOP6pJy7o11QZ+nkMRp8q0p0TPZYT8TiQBuxAvya22m47Ht1eR33sOngWvSdXMfBvujY0PhG/5Fx152P0abKV6H2g5tgqHbvQNO0QepXLQ+hJg0PolYRdXreaprWgN9Gfbxv7GvQkd9v2NPTeRS/ath+w7Xs076JX2NgXEdA0bQ/wd/RkVTEwHL1f3PE6ntfP8Z6j59Eb0n+plKpFTzCNtW0LBVagJ472Av/jlyX92rxli7sA2EPPib8ubNf6Veg/A8rRf/ZsbLf9K/QefDvQe2V92m5bLfrP3A/Qz8v16Md+vN4Ahthem6ttif9L0RuX56D/TPoXejUVwIXoC0nUoZ/nazVNazqBxxNCiLOe6jiVXAghhPhllFLfoTdJ/ZejY+nJ6RCjEEKcbuRnqxBCnLmk8kgIIYQQQgghhBBC9EiSR0IIIYQQQgghhBCiRzJtTQghhBBCCCGEEEL0SCqPhBBCCCGEEEIIIUSPnBwdwIkKDAzUoqOjHR2GEEIIIYQQQgghxBkjPT29TNO0oO62nXbJo+joaNLS0hwdhhBCCCGEEEIIIcQZQymV19M2mbYmhBBCCCGEEEIIIXokySMhhBBCCCGEEEII0SNJHgkhhBBCCCGEEEKIHp12PY+609rayuHDh2lqanJ0KKIPcXV1JSIiApPJ5OhQhBBCCCGEEEKI09YZkTw6fPgwXl5eREdHo5RydDiiD9A0jfLycg4fPkxMTIyjwxFCCCGEEEIIIU5bZ8S0taamJgICAiRxJOyUUgQEBEg1mhBCCCGEEEII8QudEckjQBJHogu5JoQQQgghhBBCiF/ujEkeCSGEEEIIIYQQQoiTT5JHZ4CLLrqIqqqqo+7j6enZ7e3z589nxYoVvRCVEEIIIYQQQgghzgRnRMPss5WmaWiaxmeffeboUIQQQgghhBBCCHGG6tXKI6XUhUqpLKXUAaXUA91s91FKfaKU2q6U2q2UWtCb8fRVv//973n55Zft3y9evJg//elPTJ8+ndGjRzN8+HA+/vhjAHJzcxk8eDC33347o0eP5tChQ0RHR1NWVgbAZZddxpgxYxg6dCivvfZah8f53e9+x+jRo5k+fTqlpaVd4khPT2fy5MmMGTOGCy64gMLCwl48aiGEEEIIIYQQQpwOei15pJQyAi8BM4EhwHVKqSGddrsD2KNp2khgCvB3pZRzb8XUV1177bW8//779u8/+OADFixYwKpVq9i6dSvffvstv/vd79A0DYCsrCxuuukmtm3bRlRUVIexli5dSnp6OmlpabzwwguUl5cDUF9fz+jRo9m6dSuTJ0/mT3/6U4f7tba2ctddd7FixQrS09NZuHAhf/jDH3r5yIUQQgghhBBCCNHX9ea0tRTggKZp2QBKqfeA2cCedvtogJfSl8XyBCoAcy/G1CeNGjWKkpISjhw5QmlpKX5+foSFhXHvvfeyfv16DAYDBQUFFBcXAxAVFcW4ceO6HeuFF15g1apVABw6dIj9+/cTEBCAwWDgmmuuAeCGG25gzpw5He6XlZXFrl27OP/88wGwWCyEhYX11iELIYQQQgghhBDiNNGbyaNw4FC77w8DYzvt8yKwBjgCeAHXaJpm7TyQUupW4FaAyMjIXgnW0a688kpWrFhBUVER1157LcuXL6e0tJT09HRMJhPR0dE0NTUB4OHh0e0Y3333HevWrWPTpk24u7szZcoU+30667yMvaZpDB06lE2bNp3cAxNCCCGEEEIIIcRprTd7HqlubtM6fX8BkAH0AxKBF5VS3l3upGmvaZqWpGlaUlBQ0MmOs0+49tpree+991ixYgVXXnkl1dXVBAcHYzKZ+Pbbb8nLyzvmGNXV1fj5+eHu7k5mZiabN2+2b7NarfZV1f7zn/8wceLEDveNj4+ntLTUnjxqbW1l9+7dJ/EIhRBCCCGEEEIIcTrqzcqjw0D/dt9HoFcYtbcAeFLTm/kcUErlAAnAll6Mq08aOnQotbW1hIeHExYWxty5c7n00ktJSkoiMTGRhISEY45x4YUX8uqrrzJixAji4+M7TG3z8PBg9+7djBkzBh8fnw49lgCcnZ1ZsWIFd999N9XV1ZjNZhYtWsTQoUNP+rEKIYQQQgghhBDi9KHamjCf9IGVcgL2AdOBAiAVuF7TtN3t9nkFKNY0bbFSKgTYCozUNK2sp3GTkpK0tLS0Drft3buXwYMH98JRiNOdXBtCCCGEEEIIIcSxKaXSNU1L6m5br1UeaZpmVkrdCXwBGIGlmqbtVkrdZtv+KvBn4E2l1E70aW6/P1riSAghhBBCCCGEEEKcWr05bQ1N0z4DPut026vt/n8EmNGbMQghhBBCCCGEEEKIn683G2YLIYQQQgghhBBCiNOcJI+EEEIIIYQQQgghRI8keSSEEEIIIYQQQgjxM/TWImR9Ta/2PBJCCCGEEEIIIYQ4k5jNZvLy8sjMzCQrK4v58+fj7+/v6LB6lSSPTqKioiIWLVpEamoqLi4uREdH89xzzxEXF3fCYy1evBhPT0/uu+8+Hn30USZNmsR5553XC1ELIYQQQgghhBDiaJqamjhw4ACZmZns37+f5uZmTCYTAwYMwGw2Ozq8XifJo5NE0zQuv/xy5s2bx3vvvQdARkYGxcXFx0weaZqGpmkYDN3PInzsscdOerxCCCGEEEIIIYToWXV1NVlZWWRlZZGTk4PVasXDw4MhQ4aQkJBAbGwsJpPJ0WGeEpI8Okm+/fZbTCYTt912m/22xMRE6urqmD59OpWVlbS2tvL4448ze/ZscnNzmTlzJlOnTmXTpk2sXr2ad955h7feeov+/fsTFBTEmDFjAJg/fz6XXHIJV155JY899hiffPIJjY2NjB8/nn/+858opUhPT2fhwoW4u7szceJE1q5dy65du3jzzTdJS0vjxRdfBOCSSy7hvvvuY8qUKXz55Zf88Y9/pLm5mQEDBrBs2TI8PT0dcv6EEEIIIYQQQghH0jSN4uJisrKyyMzMpLCwEICAgADOOecc4uPjiYiI6LHw40x2xiWP/vTJbvYcqTmpYw7p580fLx161H127dplT/a05+rqyqpVq/D29qasrIxx48Yxa9YsALKysli2bBkvv/wy6enpvPfee2zbtg2z2czo0aO7He/OO+/k0UcfBeDGG2/k008/5dJLL2XBggX84x//YPLkyfzf//3fMY+prKyMxx9/nHXr1uHh4cFTTz3FM888Yx9bCCGEEEIIIYQ401ksFvLz8+39i6qqqgCIiIjgvPPOIz4+nqCgIMcG2QecccmjvkbTNB566CHWr1+PwWCgoKCA4uJiAKKiohg3bhwA33//PZdffjnu7u4A9gRTZ99++y1PP/00DQ0NVFRUMHToUCZNmkRVVRWTJ08G9KTS2rVrjxrX5s2b2bNnDxMmTACgpaWFc84556QcsxBCCCGEEEII0Vc1Nzdz8OBBMjMz2bdvH01NTRiNRgYMGMC5555LfHz8cc/K0axW1FlQiXTGJY+OVSHUW4YOHcqKFSu63L58+XJKS0tJT0/HZDIRHR1NU1MTAB4eHh32VUod9TGampq4/fbbSUtLo3///ixevJimpiY0Tevxvk5OTlit1g5jgJ7UOv/883n33XdP6DiFEEIIIX4Jq8VC0cH95O/azpGsPRhNznj6++PpF4CnfwAefv54+vnj6R+Ai7vHMf8+EkIIIY5HbW2tvX9RdnY2FosFNzc34uPjSUhIYMCAATg7Ox/XWE11deTu2ErO1lRytm/luseexi8svJePwLHOuOSRo0ybNo2HHnqI119/nVtuuQWA1NRU8vLyCA4OxmQy8e2335KXl9ft/SdNmsT8+fN54IEHMJvNfPLJJ/z617/usE9b4icwMJC6ujpWrFjBlVdeia+vLz4+PmzYsIGJEyeyfPly+32io6N5+eWXsVqtFBQUsGXLFgDGjRvHHXfcwYEDBxg4cCANDQ0cPnz4Z60MJ4QQQgjRE03TKD+cT/6u7eTtzODwnl00NzVhcffEOSQcRT2t+YewNDagLGaUxWL714yTkxNefv4dEkqefv542P7VvwIwubo6+jCFEEL0MZqmUVpaau9fVFBQAICfnx/JyckkJCTQv39/jEbjcY1Vlp9L9tZUcjLSOJKViaZZcfX0Inrk6A4FG2cqSR6dJEopVq1axaJFi3jyySdxdXUlOjqaxYsXc/fdd5OUlERiYiIJCQnd3n/06NFcc801JCYmEhUVxbnnnttlH19fX2655RaGDx9OdHQ0ycnJ9m3Lli2zN8y+4IIL7LdPmDCBmJgYhg8fzrBhwxg9ejQAQUFBvPnmm1x33XU0NzcD8Pjjj0vySAghhBC/WE1ZCfk79WTRod07qKuqwuLmgVNIP1TcCBpaLVg1jSal0DQNXHqeGlCrwKBZUWXVWI+UQGtLlySTs8mEu4cHnl5eePv64hMQiJd/oK2iSU8wefj5YXQ6O1bEEUKIs5XVauXQoUP2/kUVFRUA9OvXj2nTphEfH09wcPBxVbW2NDWSv3M72dtSydmWRl1FOQDB0QMYe/lVxIxKInRgHAbDsZNPZwKlaZqjYzghSUlJWlpaWofb9u7dy+DBgx0UUd+Tm5vLJZdcwq5duxwdisPJtSGEEEL0vsbaGg7t3kHezgzyd22nsqgQq6s7hoBgDP7B1FvBYvtUNiwsjNjYWGJiYoiMjMRoNNLU1ERjY2OXr4aGhu5va2iguaXl6EF1SjApixmT0YiLizNurm54eHri6e2Nt68fvgEB+AWFEBAaiqef31nzRkAIIc4ELS0tZGdn2/sXNTQ0YDQaiYmJIT4+nvj4eLy9vY85jqZpVBYeIWdbKtnb0ijYuwuL2YyzmxtRI0YRMyqJmJFj8PQPOAVH5RhKqXRN05K62yaVR0IIIYQQ4oS0NjVRkLmbvF3byd+5neK8bKwmF/ANwCkonObASFotFgCC/AJIiIkhJiaG6Oho3Nzcuozn4eHRpRfksVit1i5JJ3uyqaGB2poaamuqaairo6GxkebmZlpazTRqGlUWoLpe/zpU2HFgiwUjVpyUAZOTE64uzri56ckmL29vvPz88A0IxMfPHzc3N9zd3XF1dcXJSf6sFkKIU6Wuro59+/aRlZXFwYMHMZvNuLi4EBcXR3x8PAMHDsT1OKY0m1taOLxnJ9nb0sjZlkZVsf47wT+8P6NmziImMYnwhMFSuYokj85I0dHRUnUkhBBCiJPGYjbrTa5tlUVH9mViNhiwevpiCg2nZVgKLWY9WeTr7cswW7IoJiYGLy8v+ziappFdnU1qYSpbirawvXQ7JoOJQLdAAtwC7P8GuAZ0vM01AFenjm8CDAYD7u7u9pVqj5fVaqW5uZnGxkbq6+qoLCulqryMmqpK6qprqK+vp7GhgaaWFlpbW2hsbqa8tg6tvBKOMs3BqBTOJidcnF30ZJOXJ17ePnh4euLm5mb/cnd37/C9JJ2EEOL4lJeXk5mZSWZmJocOHQLAx8eH0aNHk5CQQFRU1HH1L6opLbEli1LJ37UDc0szTiZnIoePZMzFlxEzagw+waG9fTinHfltJYQQQgghOtA0jbJDefZk0aE9u2hubcXi6Y0pOJzWIWNosiWLDB4exMXE2Kei+fn5dRgnvyafLUVb2FK0hbSiNEobSwEIcQ9hTMgYAMoby8mrySO9OJ2q5qpuY/I0eRLoFoi/qz+BboFdkkvtE08mY8+fEBsMBnvixt/fn/6Rkcc8H+aWFmoryqkoKaKqtJSq8nJqqiqora6hob6OxsYmmlqaadWgxehEjdEJjEY0oxOa0emoSScnJ6duk0o9JZvavkwm+RRcCHFma1v0qa3hdVlZGQChoaFMmTKF+Ph4QkNDj9m/yGI2cyRrj726qPxwPgA+wSEMm3o+saOSiBg6HJOzS68f0+lMkkdCCCGEEILqkmJ7z6JDu3dQX1uL2d0Lp6BQrING0GBLFmFbFKStsigoKKjDH+5H6o7wY+GPpBbp1UXFDcUABLoFkhyaTEpoCimhKfT36t/tH/yt1lYqGisoayqjvLFc/2oqp6yxjLJG/bZ9lfvYVLiJ2pbabo/Fx8WnS0KpfbKpLeHk5+qHk+HYfw47OTvjFxqGX2jYUfdrbmigrrKc+soK6iorqKsop7aijNqKCmqqqqit0ZNNFpQ9saQZjTQanWh2caXK2QWMTlgNBsxWjaN1Jm1LOh1vsql90ul4GsUKIYQjtLa2kpOTY+9fVFdXh8FgICoqiuTkZOLj4/H19T3mOPVVleTYkkW5O7bR0tiAwehExOChDJt6PjGjkvDvFyE/D0+AJI+EEEIIIc5CDTXV5O/abv+qKinB4u6JwT8I+sdRb9EbXDs5OREVFWVPFoWFhWEwGOzjFNcXs6Voiz1ZVFCnL4Xs7+pPUkgSKaEpJIclE+Mdc1x/pJsMJkI8QgjxCDnmvs2WZnuCqayxrEOSqaKpgrLGMnaX7aassYwGc0OX+ysUfq5+elLJtWMlU/tpdIFugfi6+GJQhm6i+ImLuzsu7u4EhPfvcR9N02isrfkpwVRZTn2F/q+ecKqgvrKcuqoqNLAnmDSjEziZMHl64eThidHJDWVphSaN+qYmqisqaDGbaW5pwWLrN9Udo9F4Qsmmti9nZ2d5kyWE6BUNDQ32/kUHDhygtbUVZ2dnBg0aRHx8PIMGDeq2X157VquFogP7ycnQE0bF2QcA8PTzJ/6cicSMSiJyWCIuJzjVWfxEkkdCCCGEEGeBlqZGDu/dRf5OPVlUkpeLxc0DfPwxBEbQENAfTdMwGAxEhEeQZJuKFh4e3qEvT1ljmT1RlFqUSl5NHgDezt4khyZz45AbSQlNYaDvwF5PNrgYXejn2Y9+nv2OuW9DawPlTeUdkk1t1U1tiaf8knzKGstotjR3ub9RGe1T5vzd/DskmzpPnfN29u7x2JVSuHv74O7tQ1BUTI/xWq0WGqqqbAkmW0LJVs1UV1lBfUUZdZUVNNbW/BQj4AYYTc64+gfg6uOHs5e3nmxydUeZnNGcnLBiwKxpNLe0UFFRYW82frSkU9t0v+NNNrV9ubi4SNJJCNFFZWWlvX9Rfn4+mqbh5eXFyJEjSUhIIDo6+pg94RrrasndvlWvLspIp7G2BqUMhMUlMPHam4gZlURQ1PF9cCGOTZJHJ1FRURGLFi0iNTUVFxcXoqOjee6554iLi+vVx/3uu+9YsmQJn376aY/7ZGRkcOTIES666CIA1qxZw549e3jggQd6NTYhhBBCOIbF3Erh/ix7ZdGR/VmYTS5YvXwxBobSNCQQi6ZPjAoLCSPR1rMoMjISZ2dn+ziVTZWkHv4pWZRdnQ3oPYjGhIzhqrirSAlNId4//piVOY7kbnLH3eROf6+eq4JArwyqb63vUsnUNn2uLdl0oPIA5U3lmK3mLmOYDKYu0+W6awIe6BaIh8mj2zc2BoMRT/+AYy4JbW5ttVcxdUkwVZZTV3iYisoKWhq7Vl6ZXFzx9PcnwM8fT78A3HxtySZ3T4yubihnF6xGIy0trR1WtWtsbKSqqorCwkIaGxtpbW3tMb72PaaO56stOSVJJyHOLJqmceTIEXv/opKSEgCCg4OZOHEiCQkJ9OvX76ive03TKM3LIWdbGtnb0ijcl4mmWXH18iYmcQwxo5KIHjkaN0+vHscQP58kj04STdO4/PLLmTdvHu+99x6gJ2yKi4t7PXl0PDIyMkhLS7Mnj2bNmsWsWbMcHJUQQgghThbNaqU0P/enJtd7d9OsgcXDG6egMJoTxmC26lPRgoKCGGqbhhYdHd1hOkB1czXf539vry7aX7kfADcnN0aHjGb2wNmkhKaQ4J9wXP2CTjdKKTydPfF09iTaJ/qo+2qaRk1LzU+VTO0STuWN5ZQ1lVHcUMye8j1UNFVg0bpW9rgaXfXkUrsEU5cm4LZt7qau0y2cTCZ8gkPwCT76NL+WpsafpsS168nUlmQqPJBFXUU5lm4SQa4ennj4+ePpH4CPXwDh/v54hPXH05Z0cvX2QTm70NzS0iXJ1PmrpqaG4uJiGhsbaWlpOerzcLzJpqCgILy9e672EkI4htlsJjc3l8zMTLKysqitrUUpRWRkJBdccAHx8fH4+/sfdYyWxgbydmbY+xfVVVYAEBI7kLFzriYmMYnQgYMwGI69ypr4Zc683/gO8u2332IymbjtttvstyUmJqJpGv/3f//H2rVrUUrx8MMPc80111BXV8fs2bOprKyktbWVxx9/nNmzZwPw5z//meXLl9O/f38CAwMZM2YM9913H1OmTGHJkiUkJSVRVlZGUlISubm5HeLYsmULixYtorGxETc3N5YtW0ZMTAyPPvoojY2NbNiwgQcffJDGxkbS0tJ48cUXycvLY+HChZSWlhIUFMSyZcuIjIxk/vz5eHt7k5aWRlFREU8//TRXXnnlqTytQgghhDiKquIi8ndmkLdrO4d2bae+qQmzuzfGwBBaB46g1ZYscvP1Jc6WLIqJicHL66dPZeta6lh/eL29yXVmRSYaGq5GVxKDE5k5aibJockMDRyKySArfLWnlMLHxQcfFx9ifWOPuq9Vs1LVXNWxkqlTM/DDdYfZXrqdyqZKumuX7e7k3qF6qcPKc52STS7GjqsGObu64d8vHP9+4T3GqGkaTfV11FeUt5suV0FtRbk96VRecIj6ygo027XV7mTg7u2Dp18Anv56UsnDz59gf388w0Px8PPHyz8ANy9vlK1nltlsPmayqe2rrq6OkpKSHpNObm5uhIaGdvgKDAw8rmW7hRAnT2NjI/v37ycrK4v9+/fT0tKCyWRi4MCBxMfHExcXh/tR+g5pmkbFkcP2ZNHhvbuxWsw4u7kTPWKUXl2UOAZPv6MnncTJd+Ylj9Y+AEU7T+6YocNh5pNH3WXXrl2MGTOmy+0fffQRGRkZbN++nbKyMpKTk5k0aRJBQUGsWrUKb29vysrKGDduHLNmzSI9PZ2VK1eybds2zGYzo0eP7nbcniQkJLB+/XqcnJxYt24dDz30ECtXruSxxx6zJ4sA3nzzTft97rzzTm666SbmzZvH0qVLufvuu1m9ejUAhYWFbNiwgczMTGbNmiXJIyGEEMKB6qsqyd+9w963qKqiHIuHN8ovEGtkPM1WPeHg4eFBvC1RFBsbi5+fn32MhtYGNhZstE9D21O+B4tmwdngzMjgkfwm8TekhKYwPHA4zkbnnkIRJ8igDPi7+uPv6k+c39Gr0s1WM5VNlV0rmdpNnztYdZAfG3+kpqWm2zG8nL16XGWuLcEU6Kr3b2pLCiqlcPP0ws3Ti8DI6B7js1otNNbUtKtc6phgqq0op+jgfhqqq7qeB6MRD19/PP387dVMnrZ/Pfz8CQzU/+/i3v10PgCLxWJPKtXX11NSUkJRURFFRUWkpqZiNutTCY1GI8HBwR0SSiEhIbi6uh71/AshTkxVVRVZWVlkZWWRm5uL1WrFw8ODYcOGkZCQQExMDCZTzx8+tLY0c3j3TrK3pZGTkUZ1cREAARGRjL5oFrGjkugXPwTjMXogid4lZ7+Xbdiwgeuuuw6j0UhISAiTJ08mNTWVmTNn8tBDD7F+/XoMBgMFBQUUFxezYcMGZs+ebS8fv/TSS0/o8aqrq5k3bx779+9HKXXUOehtNm3axEcffQTAjTfeyP3332/fdtlll2EwGBgyZAjFxcUnFIsQQgghfpmWxgYO7dll71tUevgQZncv8PGH4P40Ber9e9p6Lcba+hYFBQXZ33g3mZvYXLiZLYV6smhX2S7MmhkngxMjAkdw8/CbSQlNYUTQCFyd5E11X+BkcCLIPYgg96Bj7ttiaaGiqaLnqXONZWRWZFLeWE5da123Y/i6+Pa4ylz7BJSfix9GgxGDwYiHrx8evn4cbbKcxdxKfVWlbbqcbUW5dlVNlYUFHNqzg+b6+q7nwNnlpwRTuySTR1uyyc8fX78AgoKCiI6O/ukxLRbKy8vtyaSioiKysrLYtm2bfR8/P78uVUoy7U2I46dpmv21lZmZSVGRnuwJDAzknHPOISEhgfDw8A4rc3ZWXVKsVxdlpJG/awfmlmacnF2IHDaCpEvmEDsqCe+g4FN1SOI4nHnJo2NUCPWWoUOHsmLFii63a1rXkmOA5cuXU1paSnp6OiaTiejoaJqamnrcH/Slcq22EuGmpqZu93nkkUeYOnUqq1atIjc3lylTppzwsbT/xeni8lPJ89FiE0IIIcQvZ25tpXB/pp4s2rmdIwf3Y3Z1x+rli/ILpCk+END/JoiKirJPQwsLC7P/kd5iaSGtOM3es2hH6Q5ara0YlZGhAUOZN3QeKaEpJAYndttDR5xenI3OhHqEEuoResx9m8xNXZuAd5o6t6N0B+VN5TSaG7vc36AM+Ln49VzJ5BZoX4XOx8UHo5MJ78BgvAOP/gawtamJuqoK6itsCaYO/ZgqKM45wMH0LZhbuq6C5+LhQUB4JEHRsQRHxxAcFUtAZBTBwcGMGDEC0P+Gra2t7ZBQKioqYu/evfZxZNqbEEdnsVjIy8uz9y+qrq4GoH///px//vnEx8cTGBjY8/3NZgoy95CToU9HKz+cD4BPSCjDp80gZlQS/YcMx8lZKl77qjMveeQg06ZN46GHHuL111/nlltuASA1NRU/Pz/ef/995s2bR0VFBevXr+dvf/sb77//PsHBwZhMJr799lvy8vRlbidOnMivf/1rHnzwQcxmM//973/t40VHR5Oenk5KSkq3iSrQK4/Cw/W57O2npnl5eVFbW9vtfcaPH897773HjTfeyPLly5k4ceLJOi1CCCGEOArNaqUkN9teWXRo7x6ajU5YPbwxBATTFJeIhr5iVUREhD1ZFBERYV/CuNXSyvay7fbKoozSDJotzRiUgQT/BOYOnktyaDKjg0fj6ezp2AMWDuXq5Eq4Zzjhnj33PWrT0NrQYyVTW8IppzqH8sZyWqxdexA5KSf8Xf2PWsnUdpuXixd+of3wC+3XYzyaptHcUK9XMLVLMtWWlVJ2KJe933/D9i/1hJdSBvzDIwiKiiEoKobg6FiCo2OJi4vrsJBNc3MzxcXFHRJKW7ZswWLRG5vLtDdxtmtububAgQNkZmayf/9+mpqacHJyIjY2lsmTJxMXF4enZ8+/V+oqK+zJorwd22hpbMRgdCJiyDBbwigZv7Cjr7Am+g5JHp0kSilWrVrFokWLePLJJ3F1dSU6OprnnnuOuro6Ro4ciVKKp59+mtDQUObOncull15KUlISiYmJJCQkAJCcnMysWbMYOXIkUVFRJCUl4ePjA8B9993H1Vdfzdtvv820adO6jeP+++9n3rx5PPPMMx32mTp1Kk8++SSJiYk8+OCDHe7zwgsvsHDhQv72t7/ZG2YLIYQQ4uTTNI2qoiP2yqK8PTtpaDVjdvfGEBBEy8DhWG2VvmFhYfaeRZGRkTjbPo01W83sLd/LlqItbCnawraSbfYqkXi/eK6Ku4qU0BTGhI7B29nbYccqTm/uJnciTZFEekcedT9N06htre2xkqkt4ZRVmUVFYwVmzdxlDJPB1HMlU6eEk394fwIiusakWa1Ul5ZQmptNSV42JbnZFGTuIXPj/+z7ePj5ExwVQ1B0rD2pFBERTmTkT+O1n/ZWWFhIUVERmZmZXaa9hYWFdUgqeXl5yRtgcUaoqamx9y/KycnBYrHg7u5OQkIC8fHxDBgwwP77qDOr1ULRgX3kbEsje2saJbkHAfD0DyB+/CRiRyUTOWwEzm5S9Xo6UqfbVKSkpCQtLS2tw2179+5l8ODBDoro5Kurq8PT05OGhgYmTZrEa6+9xujRox0d1mnpTLs2hBBCnH7qqyrtK6Ll7dpOdU0tFg8v8A3E7OaJxfa3WGBgoL1nUXR0tL3/ocVqIasyyz4NLb04nfpWvUfMQN+BJIcmkxKaQlJIEr6uvo46TCGOyapZqW6u1hNKTV0rmdonmyqbK7Fq1i5juDm5dVhlLtAtkFHBo5jQb0K3139jbQ2leTmU5uVQkptNaW425QWHsNqqi5xcXAiKjCY4OpagKD2pFBQZjalddZGmadTU1HSZ9lZZWWnfx93dvcu0t4CAAJn2Jvo8TdMoKSmx9y86cuQIAP7+/sTHx5OQkED//v177F/UWFtD7vatev+i7Vtpqq1BKQP94hOISUwidnQygZHRklw9TSil0jVNS+p2mySP+p7rr7+ePXv20NTUxLx587pUConjd6ZdG0IIIfq+5oZ6W5PrDPJ3bqe0uAiLuxeajz8WTx/Mtj+9fHx87MmimJgYvLy8AP0N9v7K/fZkUVpxGrUt+tTzaO/on5JFoUkEuvXcX0KI05nFaqGyudJezVTW1LGSqbxJv72ovoi61joUiuGBw5kYPpGJ4RMZGjgUg+r+za65tZXyw/mU5mbrSaW8bEpzc2husDXuVgq/sHB7lVLbtDcPX78O4zQ1NXWZ9lZSUtJh2ltISEiXaW/te4oK4QgWi4VDhw7ZE0ZtidDw8HB7hVH7hRfa0zSNktxsPVm0LY3C/VlomhU3L29iEscQMzqZqBGjcPP0OtWHJU4CSR6Js5ZcG0IIIXqbuaWFI/tsTa53ZXAkNwezmydWL180bz9a0f/49vDwsCeKYmNj8fPT34hqmkZ2dTZbivSeRWlFaVQ263/IR3hGkBKWYk8YBbvLyjNCtGexWthdvpuNBRvZULCBnWU70dDwc/FjfPh4JoZPZHy/8fi7+h91HE3TqCktsSWSsinJ1auVakp/Wm3Y3cfXPt0tKDqW4KhY/Pr1w2D4qbrIYrFQVlbWpUqpsfGnBuT+/v5dqpRk2pvobS0tLRw8eJDMzEz27dtHY2MjRqORmJgYEhISiIuLw9u7+6nOzQ0N5O/MIHtbKjkZ6dRXVgAQEjuImFFJxI5OIjR2EOooq6uJ04Mkj8RZS64NIYQQJ5vVaqEkp12T66y9NJtcsXp6g28ALUp/I+ni4kJ0dLS9uqjtU1xN08irybMni1KLUilvKgcgzCPMnihKCU0hzDPMkYcqxGmnsqmSH478wIaCDfxw5AcqmipQKIYGDGVihF6VNCxgGEbD8U0na6qrozQ/x55QKsnLpvxQPlaL3rvJydmFwMgogtumvEXHEhQVjbOrm30MmfYmHKWurs7evyg7Oxuz2YyrqytxcXHEx8czcODAbivhNE2jouAwOdtSyd6WRkHmbqwWCy7uHkSNGEXs6GSiR47uUo0nTn+SPBJnLbk2hBBC/FKaplFZWED+Tj1ZlL9nJ/WawuLuBX6BtBhNADg5OREVFWWvLgoLC7P3iDhce9g+DW1L0RZKGkoACHYLJjlMTxYlhyYT4Rkh1QdCnCRWzcqe8j1sKNhgr0qyalZ8XXw5p985nBt+LuP7jSfALeCExrWYW6koOKz3UMqzVSnlZtNUX6fvoBR+oWEERcXaqpT0Vd88/QI6vL6PNe3Nycmp29XeZNqbOJrS0lL7dLTDhw8D+jTphIQEEhISiIyM7DYp2drcxKE9O+3Nrtuq7gL7RxEzOpnYxCTC4hIwOsmaW2cySR6Js5ZcG0IIIX6Ouopye2VR7s4Mqhub9SbXPgG0OruiAQaDgYiICHuyKCIiAifbH9VF9UV6oqhQry46Um9rQOrq36GyKMo7SpJFQpwiVU1VbCrcZE8mVTTpU2+GBAxhYvhEzg0/l+GBw4+7Kqk9TdOoLS+1TXfTeyiV5GVTXVxk38fNy/unHkq2KiX/fhEYjEef9lZYWEhTU5N9n87T3sLCwvD09JSfJWcpq9XK4cOH7Qmj8nJbJWtYmL3hdUhISLfXR3VJEdnb0sjZmsqh3Tsxt7bg5OJC5LCRxI5KJmbUGLwDZbp0d6qbq0krSiO1WK8gfn7q80R4RTg6rF9MkkfirCXXhhBCiOPRVF/HoT07yd+5nbydGZRVVGBx98Lq44/F1YO2NZ/CwsLsyaLIyEh7BUBpQ6l9GtqWoi0cqj0EgI+LD8khyfaE0QDfAfIGT4g+wKpZ2Vux194raXvpdqyaFW9nb8b303slTQif8Iub0jc31NtWerMllfJyKMvPxWLWp70ZTSYC+0fZqpRs094iY3Bx/2kpc03TqK6u7jLtraqqyr6Ph4dHt9PeelohS5zeWltbyc7Otvcvqq+vx2AwEB0dbW947ePj0+V+FnMrBZl7yN6aSs62NCqO6JVJvqFhtmRREhGDh+Hk7HyqD6nPq26uJr043T7dfF/lPjQ0XI2uJAYncl/SfcT7xzs6zF9MkkenSHFxMffeey+bN2/Gz88PZ2dn7r//fi6//HJHh0ZGRgZHjhzhoosu6nZ7Wloab731Fi+88MIpjqx39ZVrQwghRN9ibmmhIGsP+bv0ZFHh4QLM7h5YvXyxenhjsTW5DgwMtDe4joqKwt32hq68sVz/tLFQTxbl1uQC4GXyYkzoGHtl0SC/QT2u+CSE6Duqm6v1qqTDG9h4ZCNljWUADPYfbF/BbUTQCJwMv3zKjsVspvLIYUrycvSpb7nZlOTl0FRbY9/HNyTMPt0tODqWoKhYvAICOySfGxsbu532ZrXq6W4nJ6cuq70FBwfLtLfTVH19Pfv27SMrK4uDBw/S2tqKi4sLgwYNIj4+nkGDBuHq6trlfnUV5eRkpJO9NZW8nRm0NjVidHIiYshwYkclETMqCb+wcAccUd9W01JDelE6qcX6QhaZFZloaLgYXUgMTiQ5JJmUsBSGBQzDZJu+fiaQ5NEpoGka48ePZ968edx2220A5OXlsWbNGu666y6Hxgbw5ptvkpaWxosvvthlm9lstpfZn2n6wrUhhBDC8axWC8XZB2x9izLIP3iAVmc3LJ4+WL38sNjekPn4+NgbXMfExODlpS813Fae3taz6EDVAQDcndwZE6Ini5LDkknwS/hZU16EEH2HVbOSVZHFxiMb+f7w92wv3Y5Fs+Dl7MU5YefYq5JO5uqHmqZRV1muT3ezJ5SyqSoqtO/j6umlVyfZmnMHR8fiH96/Qw8as9nc7Wpv7ae9BQQEdLvam+h7KioqyMzMJDMzk0OHDqFpGt7e3vbpaFFRUV3ex1mtFgr377M3uy7NzQbAMyDQlixKJnLYiA5N3QXUttSytXirvYK4LVnkbHDWk0WhehXx8MDhOBvP3MosSR6dAl9//TWPPfYY//vf/7psy83N5cYbb6S+vh6AF198kfHjx/Poo4+yZs0aQG9sNmPGDJYtW8YzzzzD0qVLAbj55ptZtGgRubm5XHjhhUycOJHNmzczcuRIFixYwB//+EdKSkpYvnw5KSkp1NfXc9ddd7Fz507MZjOLFy9m5syZDBw4kMbGRsLDw3nwwQfZu3cvR44cITc3l8DAQG699VaWLFnCp59+2u0Ys2fPPnUn8yTqC9eGEEKIU69tpZj8XRnk7dxOfuYeGgxOWNy90Hz8MdsSPB4eHvZEUUxMDP7++nLetS21pBen26eiZVVkoaHh5uRGYlAiKWF6ZdGQgCEnpRJBCNF31bTUsPnIZjYUbGBjwUZKGvWG9/F+8faqpJHBIzEZTn71QUtjA6X5efZkUmluNmX5eZhbWwAwOjkREBFFUHSMrZdSLIFR0bh6eNrHkGlvpw+r1cqRI0fs/YtKS0sBCAkJsSeMwsLCukx/bqipJm/7VrK3pZG7fStNdbUog4F+cYOJHa1PRwvsLz322qtrqWNryVb7NLS9FXuxalacDc6MDB5pn3I+PGg4Lsazp1rvrEoePbXlKTIrMk/qYyb4J/D7lN8fdZ8XXniBnJwcnn322S7bGhoaMBgMuLq6sn//fq677jraH0N1dTXnnnsuy5YtA2D+/Pls3rwZTdMYO3Ys77zzDn5+fgwcOJBt27YxdOhQkpOTGTlyJG+88QZr1qxh2bJlrF69moceeoghQ4Zwww03UFVVRUpKCtu2bePDDz/sUHm0ePFiPvnkEzZs2ICbmxvfffedPXnU0xgeHh4n8ayeGpI8EkKIs0dteZl9Glre7p1Ut5ixeHiheftjdtLf1Lm4OBMdHWOfihYUFIRSivrW+g6fOLb/I7LtE8eU0BSGBw4/o8rThRAnRtM09lXuszfdzijJwKyZ8TR5ck4/W1VSvwmEeIT0WgxWi4XKwgLbam96pVJJbjaNNdX2fbyDQuxVSsG2Jt1egUG/eNpbSEgIztIP56Qym83k5OSQmZlJVlYWdXV1KKWIioqy9y/y8/PrcB/NaqUkN5vsbXrvosID+0DTcPfxJSZxDDGjkogaPgpXT88eHvXsY/89b5tyvqdiD1bNislgYkTQCPuqpyOCRpxVyaLOjpY8ko/Keskdd9zBhg0bcHZ2Zt26ddx5551kZGRgNBrZt2+ffT9N05g7dy733nsvY8aM4fnnn+fyyy+3J2rmzJnD999/z6xZs4iJiWH48OEADB06lOnTp6OUYvjw4eTm5gLw5ZdfsmbNGpYsWQLoS4Dm5+d3G+OsWbNwc+tartjTGJKEEUII0Zc01tVyePdO8nZmkLtrO+U1tXqTa28/zCHRgP7mJzIy0j4VLSwsDIPBQKO5kW0l23h327tsKdrC7rLdWDQLTgYnRgSO4NYRt5ISmnLW/xEphOhIKUW8fzzx/vH8avivqG2p5cfCH9lQsIHvC77nq7yvABjkN8i+glticOJJrUoyGI0EREQSEBHJ4IlTAP09RX1VpV6hZOuhVJqXw4G0H8FWLODi4aFPd4uKta/61j+iP9HR0faxu5v2tnv3btLT0+37yLS3X66xsZH9+/eTmZnJgQMHaGlpwWQyMXDgQBISEhg0aJC9x16b5oZ68nZs06uLMtKpr6oEpQgdMIhzrriO2FFJhMQOREm1GAANrQ1sK9nGlqItpBWlsbu84+/5W4bfQnJoMiODRuLq1LVXlOjqjEseHatCqLcMHTqUlStX2r9/6aWXKCsrIykpiWeffZaQkBC2b9+O1Wrt0Mhs8eLFREREsGDBAkD/wd+T9s3tDAaD/XuDwYDZtmKDpmmsXLmS+PiOnd5//PHHLuP1VEnU0xhCCCGEI7U2N1GQtZf8nRnk7drOkaIiPVnk6YvFNwzNNwyDUkRERBBjSxZFRETg5OREs6WZ7SXbWbV9FalFqewo24HZasZJOTE0cCgLhy0kOTSZxOBE3JykD4QQ4vh4OXtxXtR5nBd1Hpqmsb9qv30Ft7f3vM2yXcvwMHkwLmwcE8IncG74uYR6hJ70OJRSePr54+nnT8yon4oGWpuaKM3PpTQv29ZLKYcdX3+BuaUZAIPRiYCI/ram3LZ+StExhCYm2sdoP+2tsLCQoqIiDh8+zO7du+37dJ72FhYWhr+/v0x7a6eqqspeXZSbm4umaXh6ejJ8+HDi4+OJiYnBZPopyahPvz5kXxmtIGsPVosFFw8PokeMJmZUEjGJY3D38XXcQfUhDa0NZJRk6JVFRansLtuNWdN/zw8PGs7CYQtJCUthZNBI+T3/M51xySNHmTZtGg899BCvvPIKv/nNbwB9uhro09IiIiIwGAz8+9//xmKxAPDpp5/y1Vdf8d1339nHmTRpEvPnz+eBBx5A0zRWrVrF22+/fdxxXHDBBfzjH//gH//4B0optm3bxqhRo/Dy8qK2tvYXjSGEEEKcSlaLhaKD+/Vk0c7tHMrPpdXFHYunDxZ3H7QoXwBCQ0PtlUWRkZG4uLjQamllZ9lOPt/9OalFqWSUZNBibcGgDAzxH8KNQ24kJTSF0cGjcTe5Hz0QIYQ4Dkop4vziiPOLY8GwBdS31rO5cLN9itvX+V8DMNB3oL1X0ujg0b06Fdbk6kq/uAT6xSXYb7NaLVQVFXZY6S13+1Z2/+9r+z5egUH2Vd6Cbf2U2nrutGlsbOzSR2nTpk32aW8mk6nb1d7OlmlvmqZRWFho719UXFwMQFBQEBMmTCAhIYF+/fp1SLC1NjeRv2sHOdvSyMlIo6ZU768VGBlN0iWXEzMqiX5xgzEYZWGGRnOjniyy9SzaVbbLniwaGjiUBcMWkBSaRGJQovyeP0kkeXSSKKVYvXo19957L08//TRBQUF4eHjw1FNPMXr0aK644go+/PBDpk6daq/4+fvf/86RI0dISUkB9Glkjz32GPPnz7ffdvPNNzNq1Cj7tLRjeeSRR1i0aBEjRoxA0zSio6P59NNPmTp1Kk8++SSJiYk8+OCDP2sMIYQQojdpmkb54Xzyd2aQuzODvAP7aTKasLh7Y/XywRqpV8QGBgQQExtLbGwsUVFRuLu7Y7aa2V2+m7f3vc2Wwi1klGbQaG5EoU8xuSbhGsaGjmV0yGi8nGV6hRCi93mYPJgeOZ3pkdPRNI2DVQf1FdwKvuedve/w5u43cXdyZ2zYWHsyqZ9nv16Py2Aw4t8vAv9+ESSMn2S/vb6q0t5Dqe3f7PRUNE1PBjm7udtXeQuK1qe/9Y+IJCYmxj6G2WymtLS0Q0Jp586d9n6vSqlup715niG9ecxmM3l5efYKo5qaGpRS9O/fn/PPP5+EhAQCAgI63KeqqJBsW7Lo0O4dWFpbMbm4Ejk8kbGXXU104hi8A4McdER9R5O5ie2l2+3T0NoqiI3KyNDAocwbOo+U0BQSgyVZ1FvOuIbZQrQn14YQQvRtNWUl5O3MIH/ndnIy91BntmL28Mbq5YvVtiKat7c3AwYMICYmhujoaLy9vbFYLWRWZLKlaAtbirawtXgrDWa94neg70BSQvXV0JJCk/Bx8XHkIQohRBcNrQ32XkkbCjZwpP4IALE+sfZE0piQMQ5fEry1uYmyQ3mU5ubofZRsiaXW5iZA77/k3y9C76EUFUOQbfqbu/dPP3c1TaOqqqpLlVJ19U8Nvj09PbsklE6XaW9NTU0cOHCAzMxM9u/fT3NzM05OTgwYMICEhATi4uI6tAsxt7ZSsHc3ORmpZG9Lp/LIYQD8wsL1qWijkogYPAwn09m9OEPbdPPU4lS2FG5hZ9lOWq2tGJWRIQFDSA7VV0MbFTwKD9Ppt7BTX3VWrbYmRHtybQghRN/SUFPNod07yd+VQc7unVTUN9gqi3yx2FZEc3dzI9aWLIqJicHPzw8NfYWjLYVbSC1KJb04ndpWfTp2jE+MfZWUpJAkAtwCjhaCEEL0KZqmkVOdw/cF37OxYCNpxWm0Wltxc3JjbOhYJoRPYGL4RCK8IhwdKqCv9FVVXEhJbs5PvZTycqirKLfv4xkQqCeTbNPegqJj8Q0O7dDMuaGhoctqb6WlpafFtLfq6mqysrLIysoiJycHq9WKu7s78fHxxMfHExsb2yHO2vIycjLSyNmWRt7O7bQ2NWI0meg/ZLg9YeQX2vtVZ31Zs6WZHaU77NPQdpTu6DDdPDk0maTQJEYHj8bT+cyoVOuLJHkkzlpybQghhGO1NjVxOHM3+bu2k7NzB0XlZbYm1z5YnPUFJJydTcTExNqTRcHBwQAcrDporyxKK06juln/lDrSK5Lk0GR7wijIXcr5hRBnjobWBlKLUvm+4Hs2FGygoK4AgGjvaPsKbmNCx/S5lSAbaqptFUrZ9lXfKo4cRmtLBrm62aa92ZJKUTEEREZhcv7pOLqb9lZUVERzs97g21HT3jRNo7i42N6/qLCwEAB/f38SEhKIj4+nf//+9kopq8XCkf2Zeu+ibWmU5uUA4BUQROxoPVkUOXQkJtezd5WvFkuLniwqTiWtKI3tpdtptjRjUAYS/BNIDkkmJSyFUcGjZLr5KSTJI3HWkmtDCCFOLYvZTNGBfeTv2k7uru0cOnwYs6sHFk9vLK7ugMJoNBIVFUVMTAyxsbGEhoZiMBjIrckltSiVLUV6dVFFUwUA/Tz66cmiMH0qWm+sVCSEEH2Rpmnk1uSyoWADGws2klqUSou1BTcnN5JDk5nQT1/Brb93f0eH2i1zSwvlh/MpyW2rUNKrlFoaGwFQyoB/eES7Xkp6Uqn9CmKOmvZmsVjIz8+3J4yqqqoAiIiIsDcPDwwMRCkF6Mmz3Ix0srelkbd9K031dSiDgfCEIcQkJhE7OpmAiEj7/mebtoUs2iqLMkozaLY0o1B6ssg2DW10yGi8nb0dHe5ZS5JH4qwl14YQQvQuTdMoy8/Vk0U7M8jNzqHZ5IzFwxuLmycohVKKiPBw+1S0iIgIjEYjh2sP2yuLUotSKW0sBSDYPdjesyg5NLnPTNUQQghHazQ3klqUau+VdKj2EABR3lH2XklJIUm4OvXdihbNaqW6pFivUGpr0J2bQ215qX0fDz9/ew+ltlXf/ELDukx765xQKi0tpe39bftpb2FhYfZpb6aj9BJqbm7m4MGD9v5FjY2NGI1GYmNj7f2LvLy87MdRnHPQXl1UeHAfaBruPr7EJOrVRVEjEnH1ODunWLVaWtldvtv+Oz6jJIMmS5N9IYukkCSSQ5MZEzJGehP2IZI8EmctuTaEEKJ31JSVsvGDd9i/exf1VvQm1x5eaEr/wz4kJJgBAwYSExNDZGQkLi4uHKk7Yv8jckvRForqiwAIcA3QE0Vh+lS0SK+z95NZIYQ4EXk1efZEUmpRKs2WZlyMLiSFJnFu+LlMDJ9IlHeUo8M8Lo21Ne2SSXpiqbzgEFaLBQCTiyuBUdHteinFEhgZhcnlp0RZa2trt9PeWlpaAH3aW2BgYIcKJR8fH3Jzc8nKyiI7OxuLxYKbmxuDBg0iISGBAQMG4OKiT61rqq8jb0eGnjDKSKOhugqUImxAnL13UUjMgA5JrrNFq7WV3WW7SStO67DqKUCcX5y9sigpRBay6MskeSTOWnJtCCHEyWUxm0n/72r+98VaGvxD0WxNrv39/BgwcKB9RTR3d3dKGkr0yqJCvbqorW+Hn4sfSaFJ9uqiGJ8YSRYJIcQv1GRuIq04zZ5MyqvJA6C/V397VVJyaDJuTm4OjvT4mVtbKT+cr/dQytMrlErzcmhuqAf0aW9+Yf3aVSjp0988fP3sY1it1m6nvdXU1HR4LF9fX3v/osjISIxGI5qmUX4oj2xbdVFB1h40qxVXD0+iRo4mdlQS0YljOqwud7YwW83sKd+j9yUsSmNryVZ7smiQ3yCSQ35KFvm6+jo2WHHcJHkkzlpybQghxMlzeM8uPlv2T4pxxuLhRUhQEOMnTiQmJgZvb2/KGstIK0qzVxfl1uQC4OXsZW98mRyazEDfgRjU2feprBBCnEqHag7pK7gd2ciWwi00WZpwNjiTFJpkTyZFe0efdsl7TdOoKS1p15hbX/WtprTEvo+7j2+HHkpB0bH4hfXDYDDa92mb9lZRUUH//v0JDg5GKUVrUxP5u7eTsy2N7G1p1Jbp0+mComKIGZVE7KhkwgbFYzAau8R2JjNbzewt30tqsd6zaGvxVhrMDQAM9B1IUkgSKWEpjAkZg7+rv4OjFT+XJI9OkeLiYu699142b96Mn58fzs7O3H///fj5+bFkyRI+/fTTUxpPWloab731Fi+88MIJ3a+hoYFbbrmFHTt2oGkavr6+fP75572+ikGbm2++md/+9rcMGTLkF4/VV64NIYQ4nTVUV/H1W2+wY99+Wv1DcHZ2ZsYFFzBg6ADSSvTy9NSiVA5WHwTAw+TBmJAx9p5F8X7xGA1n1x/ZQgjRlzRbmkkvSrev4NaW3A/3DLev4JYcmoy7yd2xgf4CTXV1lObn2BNKJXnZlB/Kx2oxA+Dk7EJgZBTBUbakUnQMgZHROLu6UVl0RE8WbU3l8J6dWMxmTC6uRI1I1KejJSbhFRDo4CM8tSxWC5kVmfap5ltLtlLfqld8xfrEdpiGFuAW4OBoxckiyaNTQNM0xo8fz7x587jtttsAyMvLY82aNQwfPtwhyaOf669//SulpaU888wzAGRlZREdHW2f63s66QvXhhBCnK6sVgvbv/qcbz5ZTZ1vMJqTicTEkUyZPpX3s9/n9Z2v02xpxs3JjdHBo/UV0UJTGBwwGCeDk6PDF0II0YPDtYftK7j9WPQjjeZGTAYTY0LG2JNJZ8KUYou5lfLDhyjN06uTSnL15FJTfZ2+g1K4e/vovYsAv34RxI4aQ8yoZMIThuJ0lObaZxqL1UJWZZZ9NbT04nTqWvXzFOMT89M0tNAkAt3OrkTa2eRoyaMz7i+7or/8hea9mSd1TJfBCYQ+9NBR9/nmm29wdna2J44AoqKiuOuuu/juu+8Afb5tfHw8P/zwA0FBQVitVuLi4ti8eTMWi4XbbruN7OxsAF555RXGjx/PO++8wwsvvEBLSwtjx47l5Zdfxmg04unpyR133MG6devw8/PjL3/5C/fffz/5+fk899xzzJo1i++++86etKqvr+euu+5i586dmM1mFi9ezOzZs7s9lsLCQqKifmqsFx8fb///ZZddxqFDh2hqauKee+7h1ltvBfTlMe+55x4+/fRT3Nzc+PjjjwkJCeHgwYPMnTsXi8XCzJkzeeaZZ6irq+sQG8Cdd95JUlIS8+fPZ8qUKSxZsoSkpKQexy0tLeW2224jPz8fgOeee44JEyac4DMrhBCiJ8XZB/jvv16hoFXDEhhOUGAAsy+7nHxDPjesu4G8mjzOjzqfm4bcxNDAoZgMZ88f2EIIcbqL8Irg2oRruTbhWlosLaQXp9t7JS1JW8KStCX08+hnn942NmzsaVmVZHQyEWzrhwTTAf1D/9ryUnsiqaq4kJDYQcSOSsI3NMyxAZ9CVs1KVkXHZFFtay0A0d7RXBhzISmhKSSFJBHkHuTgaEVfcMYljxxl9+7djB49+qj7GAwGbrjhBpYvX86iRYtYt24dI0eOJDAwkGuuuYbJkyezatUqLBYLdXV17N27l/fff5+NGzdiMpm4/fbbWb58OTfddBP19fVMmTKFp556issvv5yHH36Yr776ij179jBv3jxmzZrV4bGfeOIJpk2bxtKlS6mqqiIlJYXzzjsPDw+PLnEuXLiQGTNmsGLFCqZPn868efMYNGgQAEuXLsXf35/GxkaSk5O54oorCAgIoL6+nnHjxvHEE09w//338/rrr/Pwww9zzz33cM8993Ddddfx6quvnvB5Pdq49957LxMnTiQ/P58LLriAvXv3nvD4QgghOmqqr2P9u/8mbftOWvxDMLmbuGDGDPoP7s/ft/6dL3K/INIrklfPe5UJ4ZK0F0KI052z0Zlz+p3DOf3O4f+S/48jdUfYULCB7wu+55PsT/hg3wc4GZwYEzzGnkwa4DvgtK1KUkrhHRiMd2AwA5PGOjqcU8aqWdlfud/elzC9OJ2aFr1peJR3FDOiZ9inogW7Bzs4WtEXnXHJo2NVCJ0qd9xxBxs2bMDZ2Zm//e1v9tsXLlzI7NmzWbRoEUuXLmXBggWAXrn01ltvAWA0GvHx8eHtt98mPT2d5ORkABobGwkO1l/Izs7OXHjhhQAMHz4cFxcXTCYTw4cPJzc3t0s8X375JWvWrGHJkiUANDU1kZ+f3+2UrsTERLKzs/nyyy9Zt24dycnJbNq0icGDB/PCCy+watUqAA4dOsT+/fsJCAjA2dmZSy65BIAxY8bw1VdfAbBp0yZWr14NwPXXX8999913Quexp3HXrVvHnj177PvV1NRQW1uLl5fXCY0vhBBCp2kae77/li9XvE+NVwBaQCgjhg9j2ozz+Dj/Y+5acxcWzcIdiXewYNgCXIyn31RmIYQQx9bPsx9Xx1/N1fFX02ppZWvJVntV0t/T/87f0/9OmEcYE8InMDF8IuPCxuFh6vqBtHCstmRRWnEaqUWppBWnUd1cDegr8J0XdZ69Z1GoR6iDoxWng15NHimlLgSeB4zAvzRNe7LT9v8D5raLZTAQpGlaRW/G1RuGDh3KypUr7d+/9NJLlJWVkZTUcbpg//79CQkJ4ZtvvuHHH39k+fLlPY6paRrz5s3jr3/9a5dtJpPJnu03GAz2fkQGgwGz2dztWCtXruwwBe1oPD09mTNnDnPmzMFgMPDZZ59RXFzMunXr2LRpE+7u7kyZMoWmpqYu8RiNxm5jaM/JyQmr1Wr/vm2cox1n+3GtViubNm3Cze30WWpUCCH6qvLD+fz3X6+QV9eExT+MAD8/Zl9+OWUuZSz4ZgEHqg4wKWISD6Q8QH+v/o4OVwghxCliMpoYGzaWsWFj+V3S7yisK2TDkQ1sOLyBz7I/Y8W+FTgpJ0aFjLJXJQ3yHXTaViWdzqyalYNVB+3T0NKK06hqrgL0xujT+k+zVxZJskj8HL22Tq5Sygi8BMwEhgDXKaU6LJ+ladrfNE1L1DQtEXgQ+N/pmDgCmDZtGk1NTbzyyiv22xoaGrrd9+abb+aGG27g6quvxmhb4nH69On2+1osFmpqapg+fTorVqygpERfdrKiooK8vLyfFd8FF1zAP/7xD9oapG/btq3HfTdu3EhlZSUALS0t7Nmzh6ioKKqrq/Hz88Pd3Z3MzEw2b958zMcdN26cPan23nvv2W+Piopiz549NDc3U11dzddff31CxzNjxgxefPFF+/cZGRkndH8hhBDQ2tTEt+8s5bWn/kK25ozy8efCCy/k2puv55/5/2Te5/Oob63n+anP8+K0FyVxJIQQZ7kwzzCuiruK56c9z4ZrN7D0gqXcOPRGqpqreDb9Wa5YcwXnrzifxT8sZl3eOupa6hwd8hlL0zQOVh3k3cx3+e13v2XK+1OYs2YOf93yV/aU72FyxGQen/A4X1zxBZ9f8TmPTXiMSwdcKokj8bP1ZuVRCnBA07RsAKXUe8BsYE8P+18HvNuL8fQqpRSrV6/m3nvv5emnnyYoKAgPDw+eeuqpLvvOmjWLBQsW2KesATz//PPceuutvPHGGxiNRl555RXOOeccHn/8cWbMmIHVasVkMvHSSy91aGZ9vB555BEWLVrEiBEj0DSN6OjoHld/O3jwIL/5zW/QNA2r1crFF1/MFVdcQUtLC6+++iojRowgPj6ecePGHfNxn3vuOW644Qb+/ve/c/HFF+Pj4wPoFVhXX301I0aMYNCgQYwaNeqEjueFF17gjjvuYMSIEZjNZiZNmvSzeioJIcTZSNM09qduYu2771Dl7oMWEMrQwYOZMfNCPj/yOb9d81sazY38ativuHXEradlk1QhhBC9y2Q02StZfjvmtxTVF7GxYCMbCjbwRe4XrNy/EiflxMjgkfYV3OL84qQq6WfSNI2c6hxSi1LZUrSFtOI0Kpr0uotQj1DOjTjX/nyEe4Y7OFpxJlJtlSgnfWClrgQu1DTtZtv3NwJjNU27s5t93YHDwMDuKo+UUrcCtwJERkaO6Vx9c7otx56Wlsa9997L999/7+hQel1DQwNubm4opXjvvfd49913+fjjj0/Z459u14YQQvS26pIi1r7xKvvLq7F4+uDn483sy+dQ71nPnzf/md3lu0kJTeEPY/9ArG+so8MVQghxGmq1trK9ZLu9V1JWZRYAwW7BP/VK6jcOb2dvB0fad2maRm5Nrn0aWmpRKuVN5QCEuIeQEprSIVkkSTlxMiil0jVNS+puW29WHnV39faUqboU2NjTlDVN014DXgNISkrqnWzXKfLkk0/yyiuvHLXX0ZkkPT2dO++8E03T8PX1ZenSpY4OSQghzkrm1lZ+/HgF369fT5NfEE7efsyYPp2EUYN5ecfLfJD1AQFuATx17lPMjJkpf4QKIYT42UwGE0mhSSSFJrFozCJKGkrYWLCR7wu+Z13eOlYdWIVRGRkZNNLeKynBP+Gs/t2jaRp5NXmkFtt6FhWlUdpYCuhJt3H9xukJo5BkIrwizupzJRyjNyuPzgEWa5p2ge37BwE0TevS/VkptQr4UNO0/xxr3KSkJC0tLa3DbVJd8vN88cUX/P73v+9wW0xMjH01tTOBXBtCCAF5OzL45K2llDt7oDm7kBAXx0WXXMK3Jd/yTPozVDVXcX3C9dyeeDtezrJqpRBCiN5jtprZUbrDXpW0t2IvAIFugUzoN4GJERM5J+wcfFx8HBxp79I0jUO1h36ahlaURkmj3us2yC3IXlWUHJpMpFekJIvEKXG0yqPeTB45AfuA6UABkApcr2na7k77+QA5QH9N0+qPNa4kj8SJkGtDCHE2q6so54s3X2dPQREWL198vDy5bM4VmH3NPL75cbaWbGVk0EgeHvcwCf4Jjg5XCCHEWaisscyeSPrhyA/UttRiUAZGBI7Qq5IiJjLYfzAG1WtrPZ0SmqZxuO5wh2loxQ3FgJ44Sw5JJik0iZTQFKK8oyRZJBzCIdPWNE0zK6XuBL4AjMBSTdN2K6Vus21v6258OfDl8SSOhBBCCHFsVouF9LVr+Oarr2j0CcTo48f0KVMZmZLIaztf453v38HL2Ys/jf8Tlw287LT/g1wIIcTpK9AtkMsGXsZlAy/DbDWzq2wX3xd8z4aCDbyY8SIvZryIv6u/fXrb+H7jT5uqpMO17ZJFxakU1RcB4O/qT3JoMimhKSSFJhHjHSPJItHn9VrlUW+RyiNxIuTaEEKcbY7s28uapa9TbHBGc3YlbkAsF8+azebKzTy95WlKGku4YtAVLBq9CF9XX0eHK4QQQvSorLGMH478wIbDG/ih8Aeqm6sxKAPDAofZV3AbEjCkz3wIcqTuSIdpaEfqjwB6sigpJMmeMIrxkWSR6JscMm2tt0jySJwIuTaEEGeLxtoavnrrDXZk52L28sPbw4PZc+ZgDDTylx//wqbCTQz2H8wfxv2BkUEjHR2uEEIIcUIsVgu7ynfpU9wOb2B3+W40NPxd/RnfbzwTwicwod8E/Fz9TllMhXWF9gbXqUWpFNQVAODr4vtTz6KQZAb4DpBkkTgtOGq1tbOKp6cndXV19u/ffPNN0tLSePHFF0/aY1RVVfGf//yH22+//YTuN2XKFAoLC3Fzc6O5uZl7772XW2+9FYCLLrqI//znP/j6+tqP4ciRI9x9992sWLGixzGPZx8hhBC9T7Na2f7tl3z56ac0ePlj8PZn6qRJJI1PYemepSz7YRkuRhceSHmAa+Kvwckgv/qFEEKcfowGfXW2kUEjuSPxDiqaKthYsNHeL+nT7E9RKHtV0sTwiQwNGIrRYDxpMRTVF3XoWXS47jAAPi4+JIckc+OQG0kOTWag78A+Uw0lxMkilUcnyalIHuXm5nLJJZewa9euE7rflClTWLJkCUlJSVRUVDBgwACKi4txdnbusF/nY/g5zGYzTk59541JX7g2hBCit5Tm5fDxv/5JgQU0Z1cGREcx6/I5ZNRk8Nctf6WgroCLYy/mvqT7CHQLdHS4QgghRK+wWC3sKd9jTyTtLNuJhoaviy/j+42390oKcAs4oXGL64tJLU4lrSiN1KJU8mvzAfB29rZPQ0sOTWaQ3yBJFokzglQeOVhpaSm33XYb+fn6D5vnnnuOCRMmsHjxYg4ePEhBQQGHDh3i/vvv55ZbbqGuro7Zs2dTWVlJa2srjz/+OLNnz+aBBx7g4MGDJCYmcv755/P0009z//33s3btWpRSPPzww1xzzTVHjaWurg4PDw+MRj0DHx0dTVpaGoGBP72paJ+kys3N5cYbb6S+Xu9n/uKLLzJ+/PgO+7z55pv897//pampifr6ej755BPuuusudu7cidlsZvHixcyePbuXzq4QQpx9Whob+Obdf5O2OxOzlx+enq7MvnwOHv08eWTLI3x76FtifWJZesFSkkOTHR2uEEII0auMBiPDg4YzPGg4v0n8DZVNlXqvJNsKbp/lfIZCMSRgiL0qaXjg8C5VSaUNpT/1LCpOI68mDwAvZy/GhIzh2oRrSQ5NJs4vTpJF4qxzxiWPvv9gH2WHfln1TGeB/T059+q4o+7T2NhIYmKi/fuKigpmzZoFwD333MO9997LxIkTyc/P54ILLmDv3r0A7Nixg82bN1NfX8+oUaO4+OKLCQ4OZtWqVXh7e1NWVsa4ceOYNWsWTz75JLt27SIjIwOAlStXkpGRwfbt2ykrKyM5OZlJkyYRFhbWJb65c+fi4uLC/v37ee655+zJo2MJDg7mq6++wtXVlf3793PdddfRufILYNOmTezYsQN/f38eeughpk2bxtKlS6mqqiIlJYXzzjsPDw+P43pMIYQQ3dM0jb0/rGftRyuo9fDF4O3HpAkTOefcCSzft5x/rv4nSinuHXMvNw6+EZPR5OiQhRBCiFPOz9WPi2Mv5uLYi7FqVvaW77Wv4Pb6ztf5545/4uPiw/iw8SQGJ3Kg6gCpRank1uQC4GXSk0VXxV1FSmgKcX5xJ3X6mzjDNFaBm6+jo+h1Z1zyyFHc3NzsSR34adoawLp169izZ499W01NDbW1tQDMnj0bNzc33NzcmDp1Klu2bOHiiy/moYceYv369RgMBgoKCiguLu7ymBs2bOC6667DaDQSEhLC5MmTSU1NtSet2lu+fDlJSUmUlpYyfvx4LrzwQqKioo55XK2trdx5551kZGRgNBrZt29ft/udf/75+Pv7A/Dll1+yZs0alixZAkBTUxP5+fkyfUwIIX6BiiMFrHnjVfIbWrB6BRAdEcHsK65gX9M+rll7DTnVOZwXeR73J99PmGfXDxGEEEKIs5FBGRgaOJShgUO5beRtVDdX26uSNhRsYG3uWjxMHowJGcMVg64gOSyZBL8ESRaJY9M02PI6fP0YzFsD4aMdHVGvOuOSR8eqEHIEq9XKpk2bcHNz67Ktc9d9pRTLly+ntLSU9PR0TCYT0dHRNDU1dblvT/2qXnrpJV5//XUAPvvssw7bgoKCGD16ND/++ONxJY+effZZQkJC2L59O1arFVdX1273a19VpGkaK1euJD4+/pjjCyGEOLrWlmbWf/gum7duo9XLDw9vX2bNuRz//gH8Ne2vrM1ZS4RnBC9Pf5lzI851dLhCCCFEn+bj4sPMmJnMjJmJVbNSWF9IiHuILCghTkxdKXx8B+z/AgbNAJ/+jo6o18lEzVNgxowZHRpnt69Q+vjjj2lqaqK8vJzvvvuO5ORkqqurCQ4OxmQy8e2335KXZ5tr6+Vlr1gCmDRpEu+//z4Wi4XS0lLWr19PSkoKd9xxBxkZGWRkZNCvX78OsTQ0NLBt2zYGDBhwXLFXV1cTFhaGwWDg7bffxmKxHPM+F1xwAf/4xz/sya1t27Yd12MJIYTo6GD6Fl58+Pd8n3UQs5cfE8aN467f3UuqJY1LV1/K13lf85uRv2HV7FWSOBJCCCFOkEEZCPcMl8SRODEH1sEr4yH7O5j5NFz/AXgGOTqqXievklPghRde4I477mDEiBGYzWYmTZrEq6++CkBKSgoXX3wx+fn5PPLII/Tr14+5c+dy6aWXkpSURGJiIgkJCQAEBAQwYcIEhg0bxsyZM3n66afZtGkTI0eORCnF008/TWhoaLcxzJ07Fzc3N5qbm5k/fz5jxow5rthvv/12rrjiCj788EOmTp16XH2LHnnkERYtWsSIESPQNI3o6Gg+/fTT4zxbQgghaspK+eSNf3Kwqharuy/9w0K5/KqryTfnc8PnN5BVmcWE8Ak8lPIQkd6Rjg5XCCGEEOLMZ27Wp6htehGCBsNNqyFkqKOjOmVUT1Of+qqkpCStc8Pm03U59sWLF+Pp6cl9993n6FDOWKfrtSGEODtZzGZ+WL2C7zdvpsXTFzdnE7Muu4zQ2H48m/4sqw6sIsQ9hAdSHmB65PQuU5+FEEIIIUQvKN0HKxdC0U5IvgVm/BlMXdvSnO6UUumapiV1t00qj4QQQog+IH/XDla9828qTe4oT1/GJo1h2owZrMldwy2rf019Sz0Lhi3gthG34W5yd3S4QgghhBBnPk2Drf+GtQ/oyaJr34WEixwdlUNI8siBFi9e7OgQhBBCOFhDdRWfLH2NrOIyrK5e9AsK5Iprr6OYYhZ+tZAdZTtICkniD2P/wEC/gY4OVwghhBDi7NBQAWvugsxPIXYKXPYqeJ+9K9pK8kgIIYRwAKvVwpbPPuHb/31Hs4cvrp7eXDJ7Fv3jongp4yXez3ofPxc//jLxL1wSe4lMURNCCCGEOFVy1sNHv4b6Ujj/z3DOnWA4u9cbk+SREEIIcYoVHtjHR2++QakygYcPSYkjOX/mRXx5+EvuXH03lc2VXBN/DXeOuhNvZ29HhyuEEEIIcXawtMK3f4ENz0LAALhuHfRLdHRUfYIkj4QQQohTpKm+js/eeoNdeQVYXd0J8ffjquvnUmWs4rZvbyOtOI3hgcN5+byXGRIwxNHhCiGEEEKcPcoPwsqb4chWGHUjXPgkuHg6Oqo+Q5JHQgghRC/TNI1t33zJl198QZO7N84enlx8ySUMHBrPP3f+k7d3v427yZ0/nvNH5gyag0Gd3WXRQgghhBCnjKbB9vfgs/vAYISr/g1DL3N0VH2OJI9OEk9PT+rq6k7qmK2trTzyyCOsXLkSFxcX3N3d+dOf/sTMmTNP6uMIIYToPaX5uaxY+jrFFgVuXowaOpQLZ81ifdF6fvfxbIobirl84OUsGrMIf1d/R4crhBBCCHH2aKqGT38Lu1ZA1ASY8xr4RDg6qj5Jkkd92COPPEJhYSG7du3CxcWF4uJi/ve//zk6LCGEEMehtamJz5e/ybb92Vhd3Qny9+aq6+fS5NbMPd/fw8aCjcT5xbFk8hISgxMdHa4QQgghxNkl/0d9mlpNAUx7GCb+Vq88Et2S5NFJpmka999/P2vXrkUpxcMPP8w111zDd999x+LFiwkMDGTXrl2MGTOGd955B6UUX3/9Nffddx9ms5nk5GReeeUVLBYLr7/+Ojk5Obi4uAAQEhLC1Vdf7eAjFEIIcTSaprHrh/WsXbOGBjcvTO4eXDxzJkNHjWDprqW8sfMNTEYTv0/+PdcmXIuTQX4VCyGEEEKcMhYzfL8E/vcU+PSHhV9A/2RHR9XnnXF/sX775muU5GWf1DGDo2KZOv/W49r3o48+IiMjg+3bt1NWVkZycjKTJk0CYNu2bezevZt+/foxYcIENm7cSFJSEvPnz+frr78mLi6Om266iVdeeYVp06YRGRmJt7essiOEEKeLyqIjrHzjNQ43mcHVk+EJcVxy+RVsKd3CnDVzOFR7iJkxM7kv6T6C3YMdHa4QQgghxNmlKh9W3gKHNsOIa+CiJeAq77mPxxmXPHK0DRs2cN1112E0GgkJCWHy5Mmkpqbi7e1NSkoKERH6/MnExERyc3Px8vIiJiaGuLg4AObNm8dLL73EtGnTHHkYQgghToC5tZWv31/Oll17sLi64+/jw1Vzb0B5Kx744QHW5a8j2jua12e8zriwcY4OVwghhBDi7LNrJXxyL2hWmPM6jJBZPSfijEseHW+FUG/RNK3HbW3TzwCMRiNms7nH/QcOHEh+fj61tbV4eXmd9DiFEEKcHFmpW/jkow+pc3bHyc2di84/n8SUZN7e+zb//OafaJrGPaPvYd6QeZiMJkeHK4QQQghxdmmuhbW/h4zlEJGsJ478Yxwd1WlH1gI+ySZNmsT777+PxWKhtLSU9evXk5KS0uP+CQkJ5ObmcuDAAQDefvttJk+ejLu7O7/61a+4++67aWlpAaCwsJB33nnnlByHEEKIo6stL2PZ03/hvY8/ps7ZncEDY7nv9w+gYp256tOreG7rc4wLG8fqy1Zz8/CbJXEkhBBCCHGqFaTDPyfB9ndh0v2wYK0kjn6mM67yyNEuv/xyNm3axMiRI1FK8fTTTxMaGkpmZma3+7u6urJs2TKuuuoqe8Ps2267DYDHH3+chx9+mCFDhuDq6oqHhwePPfbYqTwcIYQQnVgtFr776AN+SN+G2dUdX299FTWXAFcWpy7mv9n/JdwznBenvcjk/pMdHa4QQgghxNnHaoGNz8O3T4BnKMz7FKInODqq05o62jSrvigpKUlLS0vrcNvevXsZPHiwgyISfZlcG0KIkyln1w5WvfcfaowuOCmYNnUqyRMn8MG+D3hx24s0W5pZOGwhNw+/GVcnV0eHK4QQQghx9qk5Ah/dCrnfw5DZcOnz4Obn6KhOC0qpdE3TkrrbJpVHQgghxDE01FTz0dLXOFhWhWZ0IS46ksuvvZ59dfuY+9lc9lbsZXy/8TyY8iDRPtGODlcIIYQQ4uy091NYcyeYm2HWizDqBlDK0VGdESR5JIQQQvRAs1rZ8N+P+d8PmzG7uOHt4cGV112Hd6gfT219ipX7VxLsHsySyUuYETUDJX+cCCGEEEKcei0N8MVDkL4MwhLhijcgcKCjozqjSPJICCGE6Mbh/VmsePstqpQTRmdXpk2cwIRp0/j44Mc8u/pZaltqmTdkHr9J/A0eJg9HhyuEEEIIcXYq3AErfwVl+2DCPTD1YXBydnRUZxxJHgkhhBDtNDfUs2rZv8gqLEEzOhEbHsaVc28kv/kQ8z6fx/bS7YwOHs0fxv2BOL84R4crhBBCCHF2slrhx1dg3WJw84cbV8OAqY6O6owlySMhhBAC0DSNLV99ztfffUeLsxuebm5ccc21BEaG8ELGP3g38118XXx5fMLjzBowS6aoCSGEEEI4Sm0xrP4NHPwa4i/S+xt5BDg6qjOaJI+EEEKc9Yrycvjw38sotygMJhcmjU1mygUz+Tz3c/62+hbKG8u5Ov5q7hp1Fz4uPo4OVwghhBDi7LXvSz1x1FIHF/8dkn4lTbFPAUkenSSenp7U1dV1uO3VV1/F3d2dm266yUFRCSGEOJqW5ibWvPUmu/MOoRmdiAoJ4qob51FiKeWWr25hS9EWhgYM5cVpLzI0cKijwxVCCCGEOHu1NsG6P8KPr0LwULjyUwge7OiozhqSPOpFt912m6NDEEII0YNt//uWz7/8gmaTK+4uLlx+5ZWED4zmtR2v8e89/8bNyY1Hxj3CFYOuwGgwOjpcIYQQQoizV8leWPErKNkNY2+D8/4EJldHR3VWkeRRL1q8eDGenp7cd999TJkyhcTERLZs2UJNTQ1Lly4lJSWFLVu2sGjRIhobG3Fzc2PZsmXEx8eze/duFixYQEtLC1arlZUrVzJo0CDeeecdXnjhBVpaWhg7diwvv/wyRqO8qRFCiONVdqSAD5a9QUmLGYPRmfGjEpl+yaV8V/Add3y8iML6QmYPmM29Y+4lwE3mzgshhBBCOIymQdob8MUfwNkTrv8Q4mY4Oqqz0hmXPKr65CAtR+pP6pjO/TzwvXTALx6nvr6eH374gfXr17Nw4UJ27dpFQkIC69evx8nJiXXr1vHQQw+xcuVKXn31Ve655x7mzp1LS0sLFouFvXv38v7777Nx40ZMJhO33347y5cvl2lxQghxHMytrXz2n7fZtv8gmpOJiAB/rp43n2pDLXd/dzfrD69noO9A/n3hvxkdMtrR4QohhBBCnN3qy2HNnZD1GQyYDpe9Al4hjo7qrHXGJY/6suuuuw6ASZMmUVNTQ1VVFbW1tcybN4/9+/ejlKK1tRWAc845hyeeeILDhw8zZ84cBg0axNdff016ejrJyckANDY2Ehwc7LDjEUKI08WuzZv49NNPaHJyxs3ZxKzLLid2aALLdi3jXzv/hVEZuS/pPq4ffD0mg8nR4QohhBBCnN0OfgurboPGCrjgr/pUNYPB0VGd1c645NHJqBDqLZ2XdVZK8cgjjzB16lRWrVpFbm4uU6ZMAeD6669n7Nix/Pe//+WCCy7gX//6F5qmMW/ePP761786IHohhDj9VJWV8sEbr3OkoQllcCJ52BBmzrmSzYWbmfPxHPJr87kg+gL+L+n/CPGQT7KEEEIIIRzK3ALf/Bl+eAEC42DuhxA2wtFRCc7A5FFf9v777zN16lQ2bNiAj48PPj4+VFdXEx4eDsCbb75p3zc7O5vY2FjuvvtusrOz2bFjBzNmzGD27Nnce++9BAcHU1FRQW1tLVFRUQ46IiGE6JssFjNffPgeabv2YnUyEebjzdXzFtDs2sp96+/jq7yviPKO4p/n/5Px/cY7OlwhhBBCCFF2AFb+CgozYMwCuOAv4Ozu6KiEjSSPTpKGhgYiIiLs3//2t7/tso+fnx/jx4+3N8wGuP/++5k3bx7PPPMM06ZNs+/7/vvv884772AymQgNDeXRRx/F39+fxx9/nBkzZmC1WjGZTLz00kuSPBJCiHayMrby8UcraTCYcHEycsklF5MwOpHle5bz8vaXsWpW7ky8kwXDFuBsdHZ0uEIIIYQQZzdNg23vwNr7wckFrlkOgy9xdFSiE6VpmqNjOCFJSUlaWlpah9v27t3L4MGDHRTR8ZkyZQpLliwhKSnJ0aGcVU6Ha0MIcXLUVlXywdJ/caiqFgUkJsRxyTXXsa10G0/8+AQHqg4wOWIyD6Q8QIRXxDHHE0IIIYQQvayxEj5ZBHtWQ/S5MOc18O7n6KjOWkqpdE3Tuk1aSOWREEKI05rVauXr1SvZtDUDq5OJYC8Prpk3H83LyKObHmXNwTX08+jHC1NfYGrkVEeHK4QQQgghAHI3wke3Ql0RnLcYxt8NBqOjoxI9kOTRKfLdd985OgQhhDjjZO/ZxUcfvE8dRpyNBmbOOJ8R48bx4b4PeWHdCzRaGrll+C3cMuIW3JzcHB2uEEIIIYSwtML/noLv/w5+0fCrLyF8jKOjEscgySMhhBCnnYbaWj5Y9i9yyypRwPDYSGbPvZHM6iyu/+x69pTvYWzYWB4a+xCxPrGODlcIIYQQQgBU5MBHt8DhVEicCzOfAhcvR0cljoMkj4QQQpw2NE3jf//9hO9//BGL0USAmwtX3zQP10Av/pr2JB/u+5BAt0CenvQ0F0ZfiFLK0SELIYQQQgiAHR/Ap78FZYAr3oDhVzo6InECJHkkhBDitJB/YB8r/vMfaqxgUooLpkwiafIU1hxcwzOrnqGmpYa5g+dyR+IdeDp7OjpcIYQQQggB0FQDn90HO96H/uP0pth+smL46UaSR0IIIfq0psZGVr65lP2FxYBGQv9w5ty0gJz6XOZ/Pp9tJdtIDErk4XEPE+8f7+hwhRBCCCFEm0OpsPJXUH0IpjwI594HRklDnI4Mjg7gTKGU4ne/+539+yVLlrB48WIAFi9eTHh4OImJiSQmJvLAAw8AsHTpUoYPH86IESMYNmwYH3/8sSNCF0KIPuuHr75gyV+eYH9xKX7OTtyycCGXzr+R53Y8zzWfXkNudS6PjX+Mf8/8tySOhBBCCCH6CqsF/vc3WHoBaBosWAtTHpDE0WlMnrmTxMXFhY8++ogHH3yQwMDALtvvvfde7rvvPvv3hw8f5oknnmDr1q34+PhQV1dHaWnpqQxZCCH6rCN5uXzwzttUtVpwQuO88WOZcP6FfJH7BX9bdTOljaVcGXcl94y+Bx8XH0eHK4QQQggh2lQdglW/hryNMOwKuPgZcPN1dFTiF5Lk0Uni5OTErbfeyrPPPssTTzxxzP1LSkrw8vLC01Pvy+Hp6Wn/vxBCnK1aW1r46K1l7M0vAGBgaBBXzv8Vha3F3PrVrWwu3Mxg/8E8N/U5hgcNd3C0QgghhBCig92r4ZO79cqjy16FkdeCLGByRjjjkkdr166lqKjopI4ZGhrKzJkzj7nfHXfcwYgRI7j//vu7bHv22Wd55513AHjqqac477zzCAkJISYmhunTpzNnzhwuvfTSkxq3EEKcTras/46v1n1Nq8GIt1FxxXXXERwbxWs7XmfZ7mW4Gd14aOxDXB13NUaD0dHhCiGEEEKINi31sPb3sO1t6DcarvgXBAxwdFTiJDrjkkeO5O3tzU033cQLL7yAm5tbh22dp60BfP7556SmpvL1119z7733kp6ebu+TJIQQZ4viIwV88Na/KW9qwWi1MiV5DJMvmc3/Dv+PX3+8iIK6Ai6NvZTfJv2WQLeu04KFEEIIIYQDHdkGK2+G8oMw8bcw9SEwmhwdlTjJzrjk0fFUCPWmRYsWMXr0aBYsWHDMfZVSpKSkkJKSwvnnn8+CBQskeSSEOGuYW1tZ/e477DqQA0B0gC9XL7yZSlXL3d/czXeHv2OAzwCWXrCU5NBkB0crhBBCCCE6sFph04vw9WPgEQTzPoGYcx0dleglZ1zyyNH8/f25+uqreeONN1i4cGGP+x05coSioiJGjx4NQEZGBlFRUacqTCGEcKhtm39g7drPaVEGPJWVy6++hv4J8by5+01e3/G6voLlmN8xd8hcTAb55EoIIYQQok+pKYTVt0H2dzD4Urj0BXD3d3RUohdJ8qgX/O53v+PFF1886j6tra3cd999HDlyBFdXV4KCgnj11VdPUYRCCOEY5SXFvP/vNympb8RgMTM+MZHz51zJ5qIfWbTmCnJrcjk/6nzuT76fUI9QR4crhBBCCCE6y/wMPr4DWhvh0udh9Dxpin0WkOTRSVJXV2f/f0hICA0NDfbvu5uKFhUVxTfffHMqQhNCCIczm83898P3ydibhQb09/bgql/dTZOLmfu//z2f535OpFckr573KhPCJzg6XCGEEEII0VlrI3z5MKT+C0KHwxVLISjO0VGJU6RXk0dKqQuB5wEj8C9N057sZp8pwHOACSjTNG1yb8YkhBDi1NqVnsYnn3xCMwp3zcKsyy5j4KhR/Gfvf3h5+8u0Wlq5PfF2Fg5biIvRxdHhCiGEEEKIzop26U2xS/fCOXfC9EfBSf5uO5v0WvJIKWUEXgLOBw4DqUqpNZqm7Wm3jy/wMnChpmn5Sqng3opHCCHEqVVZUc4H/36TwupaDOZWkgcP5sJrrmNHxU6u+fQa9lXu49zwc3kw5UH6e/d3dLhCCCGEEKIzTYMtr8GXj4CrD9ywEgae5+iohAP0ZuVRCnBA07RsAKXUe8BsYE+7fa4HPtI0LR9A07SSXoxHCCHEKWCxWPhi1Uek7tiJBoS5u3D1wt+geZtY/OOfWH1gNaEeoTw35TmmRU5DyRx5IYQQQoi+p64UPr4d9n8Jgy6A2S+BZ5CjoxIO0pvJo3DgULvvDwNjO+0TB5iUUt8BXsDzmqa91XkgpdStwK0AkZGRvRKsEEKIX27vzh2sWbWKRquGq6WViy+5mCFjz2Hl/pU8//XzNLQ2sHDYQn494te4m9wdHa4QQgghhOjOgXWw6jfQVA0z/wYpt0hT7LNcbyaPuruytG4efwwwHXADNimlNmuatq/DnTTtNeA1gKSkpM5jCCGEcLCa6mo++PebHK6oRLW2MGpgLBffcBNZNfu54bMb2FW+i+TQZP4w9g8M8B3g6HCFEEIIIUR3zM3w9WOw6UUIGgw3rYaQoY6OSvQBvZk8Ogy0b2IRARzpZp8yTdPqgXql1HpgJLAPIYQQfZ7VamXdJ2vYvHUrViDYZODqW27HFOjFk+lP80HWB/i7+vPkuU9yUcxFMkVNCCGEEKKvKs2Clb+Cop2QfAvM+DOY3BwdlegjDL04diowSCkVo5RyBq4F1nTa52PgXKWUk1LKHX1a295ejKnXGI1GEhMTGTZsGFdddRUNDQ3k5uYybNiwXnvM7777jksuueQXjVFUVMS1117LgAEDGDJkCBdddBH79h09d+fp6XnU7Y8++ijr1q37RXEJIfq+A5l7WfKXx/lhWwam1hYunTqZ3/zhj/zQtJVZq2fx4b4PuX7w9Xxy+SdcHHuxJI6EEEIIIfoiTYO0ZfDPyVBdANe9BxcvkcSR6KDXKo80TTMrpe4EvgCMwFJN03YrpW6zbX9V07S9SqnPgR2AFfiXpmm7eium3uTm5kZGRgYAc+fO5dVXX2XOnDmODeoYNE3j8ssvZ968ebz33nsAZGRkUFxcTFxc3M8e97HHHjtZIQoh+qC6ulo+fOst8kpKUeYWhvUPZ9ZNC8lrOsyCLxaQXpzOiKARvHreqwwOGOzocIUQQgghRE8aKmDNXZD5KcROgcteBe8wR0cl+qDerDxC07TPNE2L0zRtgKZpT9hue1XTtFfb7fM3TdOGaJo2TNO053oznlPl3HPP5cCBA4C+6tAtt9zC0KFDmTFjBo2NjYCepBk3bhwjRozg8ssvp7KyEoAXXniBIUOGMGLECK699loAFi9ezI033si0adMYNGgQr7/+uv2x6urquPLKK0lISGDu3Llomt4S6uuvv2bUqFEMHz6chQsX0tzc3CXOb7/9FpPJxG233Wa/LTExkXPPPZe6ujqmT5/O6NGjGT58OB9//HG3x/r0008zfPhwRo4cyQMPPADA/PnzWbFiBQCff/45CQkJTJw4kbvvvtteKbV48WKWLFliH2fYsGHk5uYC8M4775CSkkJiYiK//vWvsVgsJ/gMCCF6g9Vq5ZvPP+OZv/2NvOJiArBw68JfcdHCBfxj98tc/cnVHKg6wOJzFvP2zLclcSSEEEII0ZflrIdXJsC+L2DG43DDKkkciR71Zs8jh9i378/U1p3cmW9enoOJi3vkuPY1m82sXbuWCy+8EID9+/fz7rvv8vrrr3P11VezcuVKbrjhBm666Sb+8Y9/MHnyZB599FH+9Kc/8dxzz/Hkk0+Sk5ODi4sLVVVV9nF37NjB5s2bqa+vZ9SoUVx88cUAbNu2jd27d9OvXz8mTJjAxo0bSUpKYv78+Xz99dfExcVx00038corr7Bo0aIOse7atYsxY8Z0exyurq6sWrUKb29vysrKGDduHLNmzeow7WTt2rWsXr2aH3/8EXd3dyoqKjqM0dTUxC233MI333zDwIEDueaaa455/vbu3cv777/Pxo0bMZlM3H777SxfvpybbrrpeE6/EKKX5BzYz8oP3qeuxYyppYkZkyeTMmMm6/LX8dTqWylpKOGKQVdwz+h78HP1c3S4QgghhBCiJ5ZW+PYJ2PAcBAyA69bB/7N33+FxnlXex7/P9Koy6tVy707c0iHd6dUJ6YSQQBJgKUvbZdl9YYGlL7C7ARJSCSQhpDdIIyGNJC4p7t1W7216e+73j2c0GlmyLceSRuV8rkuXpJlH4yPHkTQ/nXPu8qOzXZUY5yZdeJQt4XCYo48+GjA6j2688UYaGxuZPn16+vbly5ezd+9eenp66O7u5uSTTwbg+uuv5/LLLwdgyZIlXHPNNVx88cVcfPHF6ce/6KKLcDqdOJ1OTj31VN59913y8vI45phjqKysBIyuob179+L1epk+fXp69Oz666/ntttuGxQeHYxSim9961u89tprmEwmGhoaaGlpobS0NH3NSy+9xA033IDLZRy37fP5BjzG1q1bmT59OrNnzwbg2muv5Y477jjon/vyyy+zbt06Vq5cmf57LS4uHnbdQoiRFQwGefSBP7C7vhEtEWdeWTEXfeqrtOqd3PryrbzV+BbzfPP4+ck/5+jio7NdrhBCCCGEOJiOXfDoTdC4HpZ9Es7+Edjc2a5KTACTLjwabofQSMvceZTJbren3zabzemxtQN59tlnee2113jqqaf43ve+x6ZNmwAGLZrte3//x08kEunRtf3V1dVxwQUXAHDLLbewcOHC9HjZ/v74xz/S1tbGunXrsFqt1NTUEIlEBlyjlDrkAtwD3W+xWNB1Pf1+32Mrpbj++uv54Q9/eNDHFUKMLl3XeeNvL/P3N94gqSBPj7H6uusomjWDOzfcyd0b78ZutvMvx/wLV8y9Aotp0n07EUIIIYSYPJSCDx6E574OJjNcfh8svDjbVYkJZFR3Homh5ebmkp+fz+uvvw7A/fffz8knn4yu69TV1XHqqafyk5/8hO7ubgKBAABPPvkkkUiEjo4OXn311XRnzlDmzZvH3r1703uX+h6/qqqK999/n/fff59bbrmF0047jWg0OmCH0po1a/j73/9OT08PxcXFWK1WXnnlFfbt2zfoz1m1ahV33303oVAIYNDY2rx589izZw+7du0C4MEHH0zfV1NTw/r16wFYv349e/bsAeD000/nkUceobW1Nf2YQ/3ZQojRU7t3L7/8yY/42xtvYoqEOW3pEr703R+wx9POxU9ezO0f3s6qmlU8dfFTXDP/GgmOhBBCCCHGs3A3PHojPHErlB0Ft74lwZE4bPITf5bcd9993HLLLYRCIWbMmME999xDMpnk2muvpaenB6UUX/nKV8jLywPgmGOO4bzzzqO2tpZ///d/p7y8nO3btw/52A6Hg3vuuYfLL7+cRCLBypUrByzF7qNpGo8//jhf/vKX+dGPfoTD4aCmpoZf/vKXLFy4kAsuuIAVK1Zw9NFHM2/evEEff/bZZ/P++++zYsUKbDYb5557Lv/1X/81oI477riD8847j8LCQk466SQ2bjQO01u9ejW///3vOfroo1m5cmV6xG7BggV8//vfZ9WqVei6jtVq5bbbbmPatGlH+lcuhDiEUCjEE396iO1796ElE8z05XLpl79EjyXMl1/9Cn+r+xszcmdw16q7OKbsmGyXK4QQQgghDqX2bXj0M9DbAKd9G076Z6PzSIjDpB1oxGm8WrFihVq7du2A27Zs2cL8+ZP3VJ/vfOc7eDwevva1r2W7lCPy6quv8rOf/YxnnnlmzP7Myf5vQ4iRoOs6b7/xGn/726sklCInHuaiK66ketFi7tt8H7d/cDuapnHzkpv55IJPYjVbs12yEEIIIYQ4mGQCXvspvPYTyK2C1XdB1YGnV4QA0DRtnVJqxVD3SeeREEJMYfV1dTzy4AN0h8JYIkE+tvRoTll9Beva1vOVp1ezp2cPp1efzjdXfpMyjxzdKoQQQggx7nXtg8c+A3XvwJIr4dyfgiMn21WJCU7CowngO9/5TrZLGBGnnHIKp5xySrbLEGJKicfjBINBQqEQwWCQ3u5uerq68Pd209HeTm1TC1oywTSPk9Vf+AZRF3zrrX/juT3PUemp5LbTb+PjlR/P9qchhBBCCCGGY8Mj8MxXjAXZl/4Olnwi2xWJSWLShEfDOflLTC0TbSRTiENRShGJRNJhUG9PNz2dnfR2dxPw9xIIBAmHw0SiUaLxOPGkjn7gB0NLJvAkopx/6WpmrVjJn7b9if977/+IJqPcctQt3LjoRhwWx1h+ikIIIYQQ4qOI+uG5b8AHD0DlSiM48k3PdlViEpkU4ZHD4aCjo4OCggIJkARgPMnu6OjA4ZAnvmL8SiQShMNhgsEg/t5eejo7Ul1BvQQDfoKhEOFIhGgsTiyRJKF04ABf4/QkWiKBljRerJqG22LGYbPicDhwu1y4PR68Obnk5ueTk+/DlZNLUc0MNnZt4qpnr2Jr51ZOLD+Rfz32X5mWI0vqhRBCCCEmhPp1xmlq3fvg49+Ak78J5knxVF+MI5PiX1RlZSX19fW0tbVluxQxjjgcDiorK7NdhpgilFLEYjFCoRABv5/ujg56uvq6gvwEQ5ldQQniuo5+oCAIIJHAlIyjJROYAbvZRI7VgsNux+l04Xa78ebkkJObR67PhzcvH2dODk5vDna3G9MhTtFQStER6eD7a37AozsepdhVzH+f8t+cUX2GhPBCCCGEEBOBnoQ3fwWv/AA8pXD9M1BzYrarEpPUpAiPrFYr06dLS54QYuToum50BQUCdHd2GmFQd1dqPCxAOBQiHOkbD0uS0BXqQKGL0tNdQSalYzVpeM0W7HYbTocDt9uNx+PBm5tLbr6PXJ8Pd24eTm8ODo8Xs6X/S3VSTxJKhAjGgwRiAQLxAJ3xELXxeoLBIIFu47ZgLGi8ju/3OuP2pEpi0SzcsPAGbjnqFlxW1xj97QohhBBCiCPS0wCP3wx7X4cFF8MFvwRnfrarEpPYpAiPhBDiUPoWR/d2GUFQd1cnvT09BP1+gsFgajwsRjSeIKErkgAHCoNSo2EmPYlF07CbzeRYrTgdNpxOJx6PB09ODjl5eeT5CsjJ92HzuEnYNSJaLB38ZAY7LfEgu+KNBOM7CHQHCLYNHfqEEqFhfb5OixO31Y3H6km/rvJU4bF5Btx+cuXJzMqfNWJ/z0IIIYQQYpRteRqe+idIxOCi2+Doaw78c6sQI0TCIyHEhNO3OLq3p5uutja6Ozvp7ekm0NtLMBAkFA4NWBqdUBykK0il9wSZAatJw2m14LAZQZDD6cDudmD12LF47GgeC0mniYgtSZAIoUSIQDxAdyxIQ8JPMNbcH/r0Bgh2GEFRTI8d8vMyaaYBwY7b6ibHlkOZu2xQ6OOxenDbjNeZt7msLtxWNxaTfHkXQgghhJhUYkF4/luw7l4oOxpW3wWF8ktAMTbk2YUQIuuSyST+3h662ttTu4K68Pf2EPD7CYVCRCIRIrFYamm0Iol24N+u6EkjCFI6Zk3DZtJwWkyYbRommwnNbkI5IOlQRJ1Jwo44fkuUgBYmkAgSjAcHdATpSgcd6E29DMFmsg0Kd0pcJUy3Th8Q8vTdP9Rtbqsbp8Up+4aEEEIIIcRgTR8aS7Hbt8OJX4JTvw0WW7arElOIhEdCiBGllCIajdDZ1kZXWzu9XR1GV5Dfb3QFRcJEojFi8QRxPUlCaSiT6cAPmExgSibRSKJpCpNJRzPr6JYkCUuCqCVG0BohYA3Raeml0+Kn1xRCHSqDSYIr4sKTHBjkFDmLjEDH1t/9s3/Is39QZDPLN24hhBBCCDEKdB3e+Q289B1w+uC6J2DmqdmuSkxBEh4JIQ4qmUjQ09lJV3sr3Z0d9HZ34+8xlkaHwhlHyScTJHTQNRMcKAxSOloyAXoSRQKdOAktTkyPEjaFCZvDhC1RgrYwQXuUgD1MxJZEz3g4s2YeNLbltnopspZRc4BxrswQqC/4cVlcmA9xIpkQQgghhBBZ42+BJ26FXS/D3HPhwv8Dd0G2qxJTlIRHQkwhSinCAT+dra20t7fQ3t5Kd3cnfn9PajwsSjyWJJHU0ZWG0swok/kgi6OToMfRVRxdxUgQJ26KElMxIuYoEUuUoC1C0BYm5lRoHitOp3u/7p088qxuKjOCnaH2+vQFQA6zQ0a7hBBCCCHE5Lb9eXjicxALwHk/hxU3ylJskVUSHgkxQXVHutnXuYeOthY621rxd3UR7PUTCYaJh2Mko0n0BKikBsqE0ixgtsCBum2UAl1H6Ql0FSdBjIQWI6kl0C06ug00lwmT24o1x4k9343Hk4PbduAdPp7UfS6rC6vJOrZ/QUIIIYQQQkw08Qi8+B/w7u1QsghW3wnF87NdlRASHgkx0bQH27nzvp8SqU+C1QXa/iNiVuNF10GPo0iAKQnmBJoFzDYzFqcFu8eBw+vBm5dDblERvoIichw5A4Ifp8WJadDjCyGEEEIIIUZc6xZ45EZo3QTH3gpnfAesjmxXJQQg4ZEQE0YgFuCOP/6Unu0BNLsXzRwlP9eK0+3C4/WSm+ejsLCYkpJyiovKcbpc2S5ZCCGEEEIIcShKwZo74YVvg80DV/8Z5qzKdlVCDCDhkRDjXCQR4a5Hf0nL+82Y7HloFjtzZ5Vz+RU3YLHKKJgQQgghhBATVrADnvw8bP8LzDoDLvo1eEuyXZUQg0h4JMQ4Fdfj/OEvt7P7jW2Y7QWYLB6mVeRz9XU3Y3dI+6oQQgghhBAT2q5X4PFbINwJZ/0Qjr3lwKcWC5FlEh4JMc7oSufPr97HhhfXYrEWYrbmUVLg4JOf+jxurzfb5QkhhBBCCCGORCIGf/tPeOt/oXAuXPNnKFuS7aqEOCgJj4QYJ5RSPLfmMf7x1EtYTEVYLAXke81c+8nPU1BcnO3yhBBCCCGEEEeqfSc8+mlo+gBWfBpW/QBssqtUjH8SHgkxDvx980u8+PCjWPRCLOZi3A7FNdfeRHlVdbZLE0IIIYQQQhwppeC9++Ev3wSLHa74I8w/P9tVCTFsEh4JkUXr9r7D4/ffhyWWj8Vcgt0a5/JPXMWsuQuyXZoQQgghhBBiJIS74OkvweYnoeZjcOkdkFOe7aqEOCwSHgmRBVubN/PAfb/G1OvFYi3Gao5ywYXnsmTZMdkuTQghhBBCCDFS9r4Jj30WAs1wxnfghC+CyZztqoQ4bBIeCTGGarv2cc+9v0C12THZCjGbo5xx2sc4/uOnZ7s0IYQQQgghxEhJxuHvP4bXfga+6XDjC1CxPNtVCfGRSXgkxBhoDbRw5+9/RqwOsOdhMkc5/tilnHH2hWialu3yhBBCCCGEECOlcw889hmoXwNHXwvn/BjsnmxXJcQRkfBIiFHUHenmdw/9jMC2EJo9B80S46hFs7jgkqswm6VdVQghxBSm69CyAWweyKsGszXbFQkhxJH74E/w7FdBM8Hqu2DxZdmuSIgRIeGREKMgFA9x1+O/pPW9Zsx2H5rFydwZ5Vx25aew2mzZLk8IIYTIjmQC9r4OW56Grc9AoMW4XTMbAZJvxuCX/GnGyURCCDGeRXqN0GjDw1B1HKz+nfF1TYhJQsIjIUZQLBnj93/5DXvf3I7FVojZmkN1WR5XXfdZnC5XtssTQgghxl4iCrtfhc1PwbZnjVOHrC6YfSbMPRf0JHTu7n+pXwPR3owH0CC3ytgZMihYqgGbfH8VQmRZ3bvw6E3QUwenfAs+9lUwy1NtMbnIv2ghRkBST/LQa/ew+YV1WK1FWKwFFBe4uPb6m8nJzct2eUIIIcTYioVg50uw5SnY/rwRBtlzYM7ZsOBCmHn6gUMfpSDUOTBQ6nvZ/CSEOwde7y1PhUn7h0vTwe4d/c9VCDF16Ul4/b/h1R9CTgXc8BeoPi7bVQkxKiQ8EuIIKKV4as2feeepv2EzFWG1FpHnsXDNJz9LUUlptssTQgghxk6kF3a8YAQ8O1+CeAicPiMsmn8RzDh5eONnmgbuAuOlauXg+8NdxjLazt0Zr3cbIVWwdeC17uLBgVLf2868Efm0hRBTVHcdPPZZqH0LFq2G838BjtxsVyXEqJHwSIiPQCnFK5uf56WHH8OmF2Mzl+C2K666+gYqa6ZnuzwhhBBibIQ6YdtfjA6jXX+DZAw8JXDUVUZoNO2kkR/dcOZDRT5ULBt8X9Q/MFDqC5h2vwofPLDf4/iG3rHkmwEunxFiCSHEUDY9Dk9/yeg8uvi3cNSV8jVDTHoSHglxmN7d/RZPPHAftkgBNks5dmuc1Zd9gjkLFma7NCGEEGL0BVqNhddbnoI9r4NKGjuJVn7GCIwqjwGTKTu12b1QtsR42V8sBF17B4/C1b4NG/4MqIzHyR08Blcw03jtLpIniUJMVdEA/PWb8N4foHwZrL7T+NogxBQg4ZEQw7SxcQMP/f7XWPy52KxlWC0xzj3vbJaulLlmIYQQk1xPvREYbX4Kav8BKPDNhBO/CPMvhPKl4z9QsbmgZIHxsr94BLprBwdLje8ZY3gqmfE4nqGXd/tmgKc0e8GZEGJ0Nb4Hj9xofG342FfhlH8FszXbVQkxZiQ8EuIQdnfs4r7f/xKtzYnFVoLZHOO0U07ihJNPRxvvPygLIYQQH1XnbiMs2vIUNKwzbiteACd/0+gwKl4w/gOj4bI6oGiO8bK/ZHzoYKllE2x9DvR4/7UWZ0awtF/AlFMBJvPYfU5CiJGh6/CP/4WXv2d0Hl7/NEz/WLarEmLMSXgkxAE0+Ru58w8/I1GrodkLMJljHLfyKM445yJM8ltFIYQQk1HrViMs2vwUtGwwbis7Gk7/D2PpdeGsrJaXFWarMZYy1GhKMgG99QP3K3Xuho6dsONFSEYzHscG+TVDL/DOrZZjvYUYj3qb4PGbYc/fYf4FcMH/GDvRhJiC5LuUEPvpDHdyx59+SmhrGJMjD5MlzpIFM7ng0quwWOR/GSGEEJOIUtD0gREYbXka2rcDGlQdC6t+YDxZyp+W7SrHL7PFCITya2DmaQPv03XwNw7uWOrcA3teM06j62OyQF710KNwedPAYhvLz0oIAUZn4ZOfh3gYLvgVLLt+8nRbCvERyDNhIVICsQB3PvkLOta1YnYUYLKamVNTxmVXfQqbfRhHCwshhBATga5Dw1pjl8+Wp6F7H2gmqDkJjvmsERh5S7Nd5cRnMkFupfEy/eMD71MKAi1DBEu7ofYdiPn7r9VSjzNUsJRfA1bnmH5aQkx68TC88G1YcyeULobVdw890irEFCPhkZjyIokI9/3119S+uROrrQizLY/q0jyuvO4zuNzubJcnhBBCHDk9CfveSnUYPWN0xJisMOMU+PjXYO554C7IdpVTh6YZAZ23FKadMPA+pSDUMXSwtOlxCHcNvD6nYugdS/nTwe4Zu89JiMmgeSM8eiO0bYXjv2CM7Frkl8hCgIRHYgqL63EefO1utr6wHpulBKutkGKfi6uvu4k8n/wALYQQYoJLxGDva8b+oq3PQqgdLA6YdQbM/w7MOQucedmuUuxP08BdaLxUHTP4/lAndO3p36/U97LtLxBsG3itp2TwfiXfTONtR+7YfD5CTARKwTu3w4v/Yfy/ce1jMOv0bFclxLgi4ZGYcnSl8/iah1j71CvYtVJs1lLyPBauuubTlJRXZLs8IYQQ4qOLR2DX34wOo23PQaTHOFp+9irjhLRZZ0o3ykTn8hkvFcsH3xfpTQVL++1Y2vU3eL9pv8cpHHoUzjddFgKLqSXQBk9+Dna8ALPPgotuA09RtqsSYtyR8EhMGUopXtz8LH97+AkcyRLslgrcNsUnrriOaTOn4OkxQgghJodowHjSs+Up44SvWMD4zfnc84zAaMapxlH0YvJz5EDZUcbL/mJB6No7eBRu35vw4Z8AlfE4eQcIlmYYHVGyNFhkUzJuLJyPhYzX+78dDxv/3uNhiAdT96XeHnBfyHi7e58RvJ/zUzjmM/LvW4gDkPBITAlv7n6Np/94P45IIQ5rJXZbgksvvZS5i5ZkuzQhhBDi8IW7YftfjZG0XS9DImJ0kiy+DOZfaCxoNluzXaUYT2xuKFlovOwvHjGeQO8fLDWshU2PgdIzHsc7eL9S34u3VJ54T3VKQTI2MKA5aNATGhjuDAp6hvg4PX6YRWnGv3+rE6wu48WWeu0tg+L5cOKXhv5/QwiRdsjwSNO0Hyulvnmo24QYj95vXM/Dv/8ttt58HLYKrNY4Z5+ziuXHnnDoDxZCCCHGk2C7sbtoy1Ow++/GEyhvuXF89IILofp4MJmzXaWYiKwOKJprvOwvEYOeusHBUstG2PoM6ImMx3EZi7qHCpdyKowT6ER2KWWEzQNCmREOelTy8GrSzKlwx2UEPJlBj9PXH/Rkhj6DrnWn7ku9nXmfxSGhphAjQFNKHfwCTVuvlFq2320fKqWy0rKxYsUKtXbt2mz80WIC2d6+jd/f/yssrW6wuzHrcU455WROOvVMNPnmIYQQYqLobTKeoG9+0hgvUjrkTTPCovkXGXtv5Am5yJZkAnrrB+5Xynw7Ge2/1myH/JohFnjPgNwqMMtABAC63j96NWT3zXCDngONboUYMKI4HGbbfuHNEAGN1XXg7p5Boc9+j2O2SrgjxDihado6pdSKoe474FdpTdNuBT4HzNA07cOMu7zAmyNbohAjo66nlrse+DlqnxmLoxjNGufYZUtYdf7FmOSHayGEEBNB1z6ju2jzU1D/rnFb4Rw46Z+N0Kh0iTzREuOD2WIEQvk1MPO0gffpOvgbB3csde6BPX9PhRgpJosRig41CpdXDRbbWH5WB6cnD2+fzuEGPYnw4ddkcQwd3rh8+3XlDNWxkxnm9AVC+wU9EuwJIThI55GmablAPvBD4F8y7vIrpTrHoLYhSeeRGEpbqI07Hv4p0S0RTE4fmp5g8YK5XHjZVVgs8g1PCCHEONe+w+gu2vIUNH1g3Fa62OguWnDh0ONEQkxUSkGgZYhgaTd07IaYv/9azWR0Jg0VLOXXDF4Gn4h99MXJwwl6krHD/GS1Q3fsHLRLx5kx0jXE41hd0n0ohBgxB+s8Olh4lKOU6tU0bcizOrMVIEl4JDL1RHu488lf0LWuDYujEJTO7JoKVl99PQ6HM9vlCSGEEENTClo29XcYtW0xbq9YkRpJu8B4cizEVKMUhDoOECztgkh3xsWasaRbqf5QKHMH03BopsGdOYOCnsz7DnM0S/btCCEmkI80tgY8AJwPrMMYjM38qqcA+YlGZE0oHuKeF/6Pxtd3Y7UXY7EXUFWSzxXXfRqPNyfb5QkhhBCDKQWN642waMtTxpNhNJh2Apz9Y5h/PuRWZrtKIbJL08BdaLxUHTP4/lDnwN1K3bVG583BFiYfbDTLbJNwRwghhuGA4ZFS6nzN2Cx8slKqdgxrEuKAYskYf3jtTra/8B4OaylWewlF+S6uuubT+IqKsl2eEEIIMZCehLp3UoHR08ZyYZMFaj4GJ/wTzDsfPMXZrlKIicPlM14ql2e7EiGEmFIOugxGKaU0TXsckK/OIqsSeoJH1zzA+qf/jlMrw2ErJ9dt4cqrb6CsUn5LK4QQYhxJJmDv60Z30dZnjd0uZpuxUPjUb8Hcc4wnv0IIIYQQE8RwNgm/rWnaSqXUmsN9cE3TzgZ+BZiBO5VSP9rv/lOAJ4E9qZseU0r95+H+OWLy0pXOcxuf5LVHnsKVLMNpqcJthcsuv5rpc+ZkuzwhhBDCkIjC7leNDqNtz0K4yxiJmX0mzL8QZq8Ch4xVCyGEEGJiGk54dCpws6Zp+4Agxu4jpZRacrAP0jTNDNwGnAnUA2s0TXtKKbV5v0tfV0qdf/ili8lMKcVrO//GMw/9EXekGJd1GnZbkosuvIgFRy/NdnlCCCGEcQLTzpeMDqPtz0O0F+w5MOdsY+n1zNONvSpCCCGEEBPccMKjcz7iYx8D7FRK7QbQNO0h4CJg//BIiAHW1L/DI3+4A2dvAW5bNRZrgrPPPIPlJ5yIJgsNhRBCZFOkF3a8AJufNIKjeAicvtQJaRfBjJPBYs92lUIIIYQQI2o44VEZsEkp5QfQNM0LLAD2HeLjKoC6jPfrgWOHuO54TdM+ABqBrymlNu1/gaZpnwU+C1BdXT2MksVEtLltE/f/4VfYW7w4HVWYLXE+fuJxfOz0VZhMpmyXJ4QQYqoKdcK254yRtN2vQDIGnhI46iojNJp2EpiH8yOVEEIIIcTENJyfdH4DLMt4PzjEbUMZqkVE7ff+emCaUiqgadq5wBPA7EEfpNQdwB0AK1as2P8xxAS3p3sPdz/4c0x7Ldid5Wi2BCuPXsRZF1yC2WzOdnlCCCGmIn8LbH3GGEnb8zqoJORWwcqbjB1GVccax4MLIYQQQkwBwwmPNKVUOrBRSumapg3n4+qBqoz3KzG6i9KUUr0Zbz+nadqvNU0rVEq1D+PxxQTXFGjid4/8jMSWKGZnIZo9wcI507no8quxWq3ZLk8IIcRU01MPW542Ooxq/wEo8M2EE79oBEblS0HGp4UQQggxBQ0nBNqtadoXMbqNAD4H7B7Gx60BZmuaNh1oAK4Ers68QNO0UqBFKaU0TTsGMAEdwy1eTEydkU7uePq/CaztwOIoxmR3MbOqhMuuvh6nUxaLCiGEGEMdu4zAaMtT0LDOuK14AZz8TWMkrXiBBEZCCCGEmPKGEx7dAvwP8G2MsbOXSe0fOhilVELTtC8AzwNm4G6l1CZN025J3f9b4DLgVk3TEkAYuDKzy0lMLv6Yn7te+F9a3tiL3VaKxVFEZXEel19zA7l5edkuTwghxFSgFLRtNbqLtjwFLRuN28uOhtP/w1h6XTgrqyUKIYQQQow32kTLalasWKHWrl2b7TLEYYgkIvz+tdvZ9dKHOM3lYDJRlOfiiqs/RWFJSbbLE0IIMdkpBU0fGGHR5qegY4dxe9Wxxjja/Asgf1p2axRCCCGEyDJN09YppVYMdd8hO480TfsJ8H2MzqC/AkcBX1ZK/WFEqxSTTlyP8/C79/PB06/h0ipw2qrIdZq5/MrrqJxWk+3yhBBCTGa6Dg1rYfOTxlha9z7QTFBzEhx7M8w7H3LKsl2lEEIIIcSEMJyxtVVKqW9omnYJxhLsy4FXAAmPxJCSepKnNz7GG488gzdZjstag8sCl152BbPmzc92eUIIISarZMJYdL3lKdjyDPgbwWSFGafAx78Gc88Dd0G2qxRCCCGEmHCGEx71HXt1LvCgUqpTk8WRYghKKV7a8Tx//dMD5ITL8NimY7UkOf+881myfMjONyGEEOLIJGKw5zXY8iRsfQ5C7WBxwKwzYP53YM5Z4MzLdpVCCCGEEBPacMKjpzVN24oxtvY5TdOKgMjoliUmmrdq3+CxB+7E01OE1z4Dsy3BmaedwjEfOxkJG4UQQoyoeBh2/c3YX7T9LxDpAZsHZq8yTkibdSbYPdmuUgghhBBi0jhkeKSU+hdN034M9CqlkpqmhYCLRr80MRF82PIBf3jgf3C15OJx1GCyJjjp2JWcctY5mEymbJcnhBBisogGYMcLxkja9hcgHgRHrjGKNv8CmHkaWB3ZrlIIIYQQYlIazsJsF/B5oBr4LFAOzAWeGd3SxHi2o3MHdz/0c2z7bLicVWi2BMuXLODsCy/FYhlOQ5sQQghxCOFu2P5Xo8No18uQiICrEJZcbpySNv3jYLYe8mGEEEIIIcSRGc6z/HuAdcAJqffrgT8j4dGUVO+v53eP/hR9cwK7swTsOgtn1XDh5Vdht9uzXZ4QQoiJLtgOW581Oox2/x30OHjLYdn1xkha9fFgMme7SiGEEEKIKWU44dFMpdQVmqZdBaCUCmuyxGbKaQu1cfszPyO8thurswSzA2ZUlrD6qk/i9sheCSGEEEegt9E4HW3LU7DvTVA65E2D426B+RdBxXKQUWghhBBCiKwZTngU0zTNCSgATdNmAtFRrUqMGz3RHn734i9pf70Wh70cq7OU8sI8Lr/mevJ9vmyXJ4QQYqLq2meERZufgvp3jdsK58BJ/2x0GJUuAfldlRBCCCHEuDCc8Oj/AX8FqjRN+yNwIvCp0SxKZF8oHuLe13/L3hc34LJU4HBUUpjj5PKrrqOkvCLb5QkhhJiI2nfA5ieN0KjpA+O20sVw6reNwKhobnbrE0IIIYQQQzpoeKRpmgnIBy4FjgM04EtKqfYxqE1kQTQZ5cF372PjM2/g0apw2aeR4zCz+hNXM23GzGyXJ4QQYiJRClo29XcYtW0xbq9YAWf+p3FKmm9GdmsUQgghhBCHdNDwSCmla5r2BaXUw8CzY1STyIKEnuDxDX/mH489S268Eo9tBk4LXHTJauYtXJzt8oQQQkwUSkHDetjyJGx5Gjp3AxpMOwHO/jHMPx9yK7NdpRBCCCGEOAzDGVt7UdO0rwF/AoJ9NyqlOketKjFmdKXzl+3P8NLDD5MXKifHPgurXeecc87h6JXHILvRhRBCHJKehLp3jO6iLU9Dbz2YLFDzMTjhn2De+eApznaVQgghhBDiIxpOePTp1OvPZ9ymAOkzn8CUUry27+888dCd5HaXkOuYhdme5LSTP85xJ5+CSU61EUIIcTBKwd43YNNjxklpwVYw22DmaXDqt2DuOeCSgxWEEEIIISaDQ4ZHSqnpY1GIGDvrmtbyx4f+j5zmPHKdszDZEpywYjmnnnMuZrM52+UJIYQYz+Jh+PBhePs3xg4jqwtmnwnzL4TZq8CRk+0KhRBCCCHECDtkeKRpmgP4HHASRsfR68BvlVKRUa5NjLDN7Zu558//jXOPgxxXDZo9ydKF8zjn4tVYrdZslyeEEGI8622CNXfC2rsh3Akli+GiX8PCS8DmynZ1QgghhBBiFA1nbO33gB/439T7VwH3A5ePVlFiZO3p2cPvHv8Zps06bmcFOHTmT6/mok9chcPpzHZ5QgghxrOG9UaX0abHjN1Gc8+F426FmpNA9uIJIYQQQkwJwwmP5iqljsp4/xVN0z4YrYLEyGkKNHH7cz8ntrYHm6MMnFBTXszqq67DmyNjBUIIIQ4gmYBtz8I/fg11b4PNAys/A8d+Fnyy8lAIIYQQYqoZTnj0nqZpxyml3gbQNO1Y4M3RLUsciY5wB7976Vd0vVGH01aJzemmrCCXy666joKiomyXJ4QQYrwKd8N798M7d0BPLeRNg7N+CEuvAUdutqsTQgghhBh3lK7QTJO/G3s44dGxwCc1TatNvV8NbNE0bQOglFJLRq06cVj8MT93v/Zr6l/ehNtchdM5jQKPg9VXXEN5VVW2yxNCCDFedeyCd34L7/0R4kGYdhKc/UPjxDSTHKQghBBCCDGUWJ2fzj9vo+DaBViLJ/cOyOGER2ePehXiiIQTYf7w7t1sefYtcpmG2z4Dr93Mxas/wcw5c7NdnhBCiPFIKdjzd2Of0fbnwWSBxZfDcbdA2VGH/nghhBBCiCksureH9ns2YXJb0SymbJcz6g4ZHiml9o1FIeLwxZNx/vzBg7z7xF/JT1STY5uNwwwXXHgxC446OtvlCSGEGI/iYdjwZyM0at0MrkI4+Ruw4kbwlmS7OiGEEEKIcS+yo4uO32/GnGen8KbFWHLt2S5p1A2n80iMM0k9ydNbn+BvjzxCQaiSPMccLHadVWeeyYrjT0CT02+EEELsz98Ma+6CtXdBqANKFsFFt8Giy8DqyHZ1QgghhBATQnhzBx1/3IK1yEXhjYswe23ZLmlMSHg0gSileGnPizz953vwdZbhc87FZE9y8okncNLpZ2AyTf5WOSGEEIep8X2jy2jjo6AnjD1Gx90KNR8D+WWDEEIIIcSwhT5opfNP27BWeCm6YSEmlzXbJY0ZCY8miH80vMVDD99GXlMBPtdcTI4kxyw9mjPOOx+LRf4zCiGEyKAnYeuzRmhU+xbYPLDyRjjms1AwM9vVCSGEEEJMOME1zXQ9tgNbTQ6F1y/E5Jhaz8MP+dlqmnYp8GOgGNBSL0oplTPKtQngg9YPuO+xX+DZ5SbfNQvNobNk3mzOveQy7PbJP1cphBDiMER6YP398O7t0F0LedVw1n/B0mvBkZvt6oQQQgghJqTAW410P7UL++w8Cq5bgMk29U6jHU5U9hPgAqXUltEuRvTb0bWD3z35M2ybIMdVDS6YU1PFxZ+4Cpfbne3yhBBCjCcdu+Cd2+H9P0IsANUnwKofwLzzwDT1frgRQgghhBgpva/W0fvXvTgWFFBw9bwpcbLaUIYTHrVIcDR26nrruP2v/01ybS8uRzm4TFSXFnHpldeQl5+f7fKEEEKMF0rB3teN0bRtfwGTBRathuNugfKl2a5OCCGEEGJCU0rR++I+/H+rw3lUEb5PzEEzT83gCIYXHq3VNO1PwBNAtO9GpdRjo1XUVNQaauX2l36J/81GXLZKLM4cSn05XHrlNRSXlGa7PCGEEONFPAIbHzFCo5aN4CqAj3/d2Gnkle8XQgghhBBHSilFzzO7CbzZiHtlKXmXzEIzTe2DRoYTHuUAIWBVxm0KkPBoBHRHurnzjdtoenkLOeZpuJw15LvtXHr5VVTV1GS7PCGEEOOFvwXW3gVr7oJQOxQvhAv/DxZfDlZHtqsTQgghhJgUlK7ofmInwXeb8ZxYTu75M9DkhNpDh0dKqRvGopCpJhgPct+7v2P7c++Qr2rw2mfhtpm56NLLmD1vfrbLE0IIMV40fWB0GW14BPQEzDkbjrsVpn8c5AcZIYQQQogRo5KKrj9vI/R+G95Tq8hZNU2Co5ThnLY2B/gNUKKUWqRp2hLgQqXU90e9ukkqFo/y7z/4LLnRCvLsc7Gb4Zxzz2fJsuXyD1MIIQToSdj2nBEa7XsTrG5YcQMcewsUzMx2dUIIIYQQk45K6HQ8uJXIpg5yzppGzqnV2S5pXBnO2NrvgK8DtwMopT7UNO0BQMKjj8hituJT09EcJk4/7TSOOfEkTKapu3hLCCFESqQX3vsDvPNb6N4HudWw6vuw9Dpw5mW7OiGEEEKISUmPJen4wxai27vIvWAG3hMrsl3SuDOc8MillHp3v46YxCjVMyWYTCZu/acvk5efj9ksRygLIcSU17kb3rnDCI5ifqg+HlZ9D+aeB+bhfKsWQgghhBAfhR5N0H7vZmJ7e8hfPRv3SjmAZCjD+Ym0XdO0mRhLstE07TKgaVSrmgIKCguzXYIQQohsUgr2vmGMpm17DkxmWLTaGE2rWJbt6oQQQgghJj09FKf9nk3EGvz4rpiL6+jibJc0bg0nPPo8cAcwT9O0BmAPcO2oViWEEEJMVomosfz67d9AywZw+uBjX4WVN0FOWbarE0IIIYSYEpKBGO13bSTeGqLgmgU4FxZku6RxbTinre0GztA0zQ2YlFL+0S9LCCGEmGQCrbD2blhzJwTboGg+XPA/sOQTYHVmuzohhBBCiCkj2ROl7c4NJLujFF6/EMec/GyXNO4N57S1POCTQA1g6dt9pJT64mgWJoQQQkwKTR8aC7A3/BmSMZh9Fhx3K8w4BeSETSGEEEKIMZXojNB25wb0YJzCGxZhn5Gb7ZImhOGMrT0HvA1sAPTRLUcIIYSYBPQkbP+rMZq293WwumDZ9cY+o8JZ2a5OCCGEEGJKireFaL9zA3pMp+imxdiqvNkuacIYTnjkUEr986hXIoQQQkx0kV54/49Gp1HXXsitgjO/B8uuA6e0QwshhBBCZEusKUj7XRsAKPrsEmxl7ixXNLEMJzy6X9O0zwDPANG+G5VSnaNWlRBCCDGRdO6Bd++A9fdDzA9Vx8EZ34V554N5ON9qhRBCCCHEaInV+Wm7eyMmq4nCmxZjLXZlu6QJZzg/0caAnwL/BqjUbQqYMVpFCSGEEOOeUrDvTWM0beuzYDLDwkvg2Fuhcnm2qxNCCCGEEEB0Tw/t927C5LZSdNNiLD5HtkuakIYTHv0zMEsp1T7axQghhBDjXiIKGx+Dt38NzR8a42gf+2dYeRPklGe7OiGEEEIIkRLZ0UXH7zdjzrNTdNNizLn2bJc0YQ0nPNoEhEa7ECGEEGJcC7TB2rthzZ0QbIWieXDBr2DxJ8Amrc9CCCGEEONJeHMHHX/cgrXIReFNizB7bNkuaUIbTniUBN7XNO0VBu48+uKoVSWEEEKMF80b4O3fwoaHIRmDWWfC8Z+DGaeCpmW7OiGEEEIIsZ/QB610/mkb1govRTcsxOSyZrukCW844dETqRchhBBiatCTsP15YzRt7+tgdcHS6+DYW6BoTrarE0IIIYQQBxBc00zXYzuw1eRQ+KmFmOxyeMlIOOTfolLqvrEoRAghhMi6qB/ef8BYgt21B3IqjFPTln0SXL5sVyeEEEIIIQ4i8GYD3U/vxj4nn4Jr52OymbNd0qRxyPBI07TZwA+BBUB6LblSSk5bE0IIMTl07YV3fwfrfw/RXqg8Bk7/D5h/AZilzVkIIYQQYrzrfbWO3r/uxbGggIKr56FZTNkuaVIZTv/WPcD/A34BnArcAMiSByGEEBObUlD7D2M0beuzoJlgwcVw3K1QuSLb1QkhhBBCiGFQStH7wj78r9ThPLoI3+Vz0MwSHI204YRHTqXUy5qmaUqpfcB3NE17HSNQEkIIISaWRAw2PWaERk0fgDMfTvwyrLwJciuyXZ0QQgghhBgmpRQ9z+wm8GYj7pWl5F0yC80kvS6jYTjhUUTTNBOwQ9O0LwANQPHoliWEEEKMsEAbrLsH1twJgRYonAvn/xKWXAE2V7arE0IIIYQQh0Hpiu7HdxJc04znxHJyz5+BloWTcJVSWflzx9pwwqMvAy7gi8D3gNOA60exJiGEEGLktGwyuow+/DMkozDrDDju1zDzdJgC3+iFGI+aeyI8/l4Df93UjMtqptrnorrAxbQCF9U+F9N8bnLlWGUhhBAHoJKKzj9vI/x+G95Tq8hZNS0rAU501y4avvZ1Kn72U+wzZ475nz+WhhMebVBKRYAAxr4jNE0rHNWqhBBCiCOh67DjBSM02vN3sDhh6TVw7C1QNDfb1QkxJUXiSV7c3MIj6+p5fUcbuoKjqvKIJpK8vLWF9kBswPW5TivTClxU+VxM87n63y5wU5rjwCxjCUIIMSWphE7Hg1uJbOog56wack6tykodiY4O6m6+BT0cRrM7Dv0BE9xwwqM1mqZ9Rin1NoCmaasxTl+bM6qVCSGEEIcrGoD3H4B3fgOduyGnAs74Diy7Hly+bFcnxJSjlOK9um4eXVfP0x800htJUJ7r4POnzuLSZZVML3Snrw1GE9R2htjXEaKuM8S+ziD7OkJsbOjh+Y3NJHSVvtZmNlHpc6a6lFxUF7iNt1OdSw6rHM0shBCTkR5L0vGHLUS3d5F7wQy8J2ZnX6UeiVD3uc+RaG9n2u/vw1Y5+fdmDic8uhq4W9O0V4FyoABjdE0IIYQYH7r2wbt3wPr7IdoDFSvgsm/D/AvBLKMvQoy15p4Ij71XzyPr6tndFsRhNXHOojIuW17J8TMKMA3RNeS2W5hflsP8spxB9yWSOk09EfZ1hIyAqTNIbYcRNK3d20UgmhhwfUmO3RiF87nTgVJ1gRE0+dy2KbGbQgghJhs9mqD93k3E9vaSv3o27pWlWalD6TqNX/8GkQ83UPE/v8K5ZElW6hhrhwyPlFIbNE37AXA/4Ac+rpSqH86Da5p2NvArwAzcqZT60QGuWwm8DVyhlHpkuMULIYSYwpSC2reN0bStzwAaLLgIjvscVK3MdnVCTDmReJIXUmNpb6TG0lbW5HPzx2dw7uIyvI6PHuRazCaqfMbY2v6UUnSF4uzrCFLbGTJCpU4jZHpzZzuPro8MuN5jtwwxCmfsWSrPc2CR452FEGLc0UNx2u7ZRLzBj+/KubiOyt4ZXq0//Rn+F1+k+F++Sc6ZZ2atjrF2yPBI07S7gJnAEoxRtac1Tfs/pdRth/g4M3AbcCZQjzH+9pRSavMQ1/0YeP6jfQpCCCGmlEQMNj1uhEZN74MjD074IhzzGcitzHZ1QkwpfWNpj6TG0vyRBBV5Tj5/6ixWL6ukJmMsbbRomobPbcPntrG0On/Q/ZF4krpUmNTXuVTbGWJHq5+/bWslltDT15pNGhV5zv5upfQonJvqAhce+3Ca9oUQQoykZCBG+10bibeGKLhmAc6FBVmrpevBB+m85x7yr74a3/VT6xyx4XwH3AjcpJRSwB5N044D/nsYH3cMsFMptRtA07SHgIuAzftd90/Ao4D8mlgIIcSBBTtg3d3w7p0QaIaC2XDef8NRV4Jt9J+gCiH6NfWEeWx9A4+uq2d3uzGWdm5qLO24A4ylZYvDamZ2iZfZJd5B9+m6ork3ktGxFKS2M0xtR5BnNzTRHYoPuL7AbUuPv1Wndi1NS71f5LXLOJwQQoywZE+Utjs3kOyOUnj9QhxzBv+SYKwE/v53mr/3fTynnELJt/51yn3NH87Y2i80TZumadpspdRLQAz48jAeuwKoy3i/Hjg28wJN0yqASzB2KB0wPNI07bPAZwGqq6uH8UcLIYSYNFo2GwuwP3wYEhGYeTpcdBvMPA1MMl4ixFiJxJM8v6nZGEvb2Y5ScEyNj1tOnsk5i0uPaCwtW0wmjfI8J+V5To6bMfg32T3huLG8OxUs9b29Zm8XT33QSMYObxxWU3rPUrpjKRUsVeQ7sVtkibcQQhyORGeEtjs3oAfjFH56EfbpuVmrJbJ5M/Vf+Wfs8+ZS8fOfoVmmXifqcMbWPoMR3Pgwxtcqgd8Cpx/qQ4e4Te33/i+BbyqlkgdL7ZRSdwB3AKxYsWL/xxBCCDHZ6DrsfNEYTdv9KliccNRVcOwtUDwv29UJMWUopVhfa4ylPfNBI/6oMZb2T6nT0sZiLC2bcp1WcityWVQx+AlLLKHT0B0evGupw9i1FI4n09dqGpTnOtOjcNUF/XuWqn0ucl0TL3gTQojRFG8L0f67DehxnaKbFmOrGtw9Oma1NDdTd8utmHNzqfrNbzG5J/f3vgMZTlz2eYwRtHcAlFI7NE0bznaqeqAq4/1KoHG/a1YAD6WCo0LgXE3TEkqpJ4bx+EIIISabaAA+eBDe/g107gJvGZz+H7D8BnD5sl2dEFPG/mNpTquZcxaXGmNp08fXWFq22Cwmphe6mT5EgKaUoi0QTZ8It68zlOpaCvLy1hbaA7EB1+c6rf3Lu/fbs1SW45C/byHElBJrCtJ+1wYAij67BFtZ9sKaZCBA3c23oAeDTHvgAawl2VvUnW3DCY+iSqlYX2eQpmkWBncQDWUNMFvTtOlAA3AlcHXmBUqp6X1va5p2L/CMBEdCCDEFddfBu3fA+vsg0gPly2D1XcbpaWb5jbwQYyEcS/LC5v3G0qb7uOWUmZy7uEyWRR8GTdMo9joo9jpYUTM4+A5GExkLvIPptzc29PD8xmYSGfNwNrOJSp/RtTStb89Sqnup2ufCYZVxOCHE5BGr89N290ZMVhOFn1mMtWjwKZtjRcXjNHz5K0R37qTq9ttxzJ2TtVrGg+H8FPB3TdO+BTg1TTsT+Bzw9KE+SCmV0DTtCxinqJmBu5VSmzRNuyV1/2+PoG4hhBATnVJQ964xmrYl9W1lwYVw3OegcqUx5yGEGFXGWFpXaiytqX8s7bTZrF5WwbSCqdmaP9rcdgvzy3KYX5Yz6L5EUqepJ5Les5QeiesIsXZvF4FoYsD1JTn29K6laalxuL4OJp/bNuUWugohJq7o7h7a79uEyW2l6KbFWHyOrNWilKL5e98n+MYblH7vP/GcdGLWahkvNOMQtYNcoGkm4EZgFcYeo+eBO9WhPnCUrFixQq1duzYbf7QQQoiRkIjB5ieN0KhxPThyYfmnYOVnIK/qkB8uhDhyjd1hHn+vgUfW1bMnNZZ27mLjtLRjp/tkTGqcUkrRFYoPuWeptjNEc29kwPUeu2XgKFyqW2maz015ngOLWQ4dEEKMD5HtXXTcvxlznp2imxZjzrVntZ6OO++k9Wc/p+Azn6H4q/+c1VrGkqZp65RSK4a8L0sZ0Ecm4ZEQQkxQwQ5Ydw+suRP8TVAwC4671ViEbZPuBiFGWzjWf1ram7uMsbRjp/u4bHkl58hY2qQQiSep6wxljMSF0kFTXVeYWEJPX2s2aVTkOVP7lVzp1327luTfgxBirIQ3ddDxwBasxS4Kb1yE2WPLaj29f/0rDV/+CjnnnkP5z36GNoVO9z1YeHTA7wqapr2CsduoUyl12WgVJ4QQYpJr3WIswP7wT5CIwMzT4ML/hZmnwxT6ZixENiilWLcvNZb2YROBaILKfCdfPG02q5dVUl2QvV0SYuQ5rGZml3iZXTL4VCJdVzT3RjI6loLs6zAWeT+7oYnuUHzA9QVum3EqXGrPUl/ANM3noshrl3E4IcSICL3fSufD27BVeCm8YSGmLJ8+GVr/Ho3f+CbOpUsp++EPp1RwdCgH7DzSNG1a6s2kUqp+7Eo6OOk8EkKICUDXYedLxmja7lfA4oAlVxidRsXzs12dEJNeQ3eYx9fX88i6evZ2hHDZjLG01ctkLE0MrSccT50Il9q11NHfwdTUEyZjhzcOq2nAnqXq1ALvaT4XFflO7BZZ4i2EOLTgmma6HtuBrSaHwk8txJTljsdYbS17r7gSU46XmocewpKfn9V6suEjdR4ppfaNXklCCCEmpVgQPngQ3v4tdOwATymc9u+w/AZwF2S7OiEmtXAsyV83NfHIunre2tWBUnDcDB9fOG025ywqxS1jSOIgcp1WcityWVSRO+i+WEKnoTucHoHrG4mr7Qjx5s52wvFk+lpNg/JcZ7pTqSrdsWR0L+VmuatACDE++N9soOfp3djn5FNw7XxMtuyGzomuLuo+ezPoOtW33z4lg6NDOdjYmh9jbG1ISqnBx0MIIYSYmrrrYM3vYN29EOmB8qVw6Z2w4CKwZHduXYjJTCnF2n1dPLK2nmc3GGNpVT4nXzrdGEur8slYmjhyNouJ6YVuphcO3k+nlKItEE2fCLevM5TqYAry0pYW2gOxAdfnOq0Z+5X6di0Ze5bKchzSFSfEFND7Sh29z+/FsbCAgqvmoVmyOxqmx2LU/9M/EW9ooPree7DV1GS1nvHqYJ1HXgBN0/4TaAbuxzht7Rpg8CC1EEKIqUUpqF9jjKZtfgpQMP8COO7zUHWM8etnIcSoaOgO89i6eh5ZX8++1FjaeanT0lbWyFiaGDuaplHsdVDsdbCixjfo/mA0kdGt1N+5tKGhh79ubCaRMQ9nM5uo9DmNPUupXUvTfP2nxDmsMg4nxESmlKL3hX34X6nDdXQR+ZfPRTNn9/uVUoqmb/0b4bXrKP/Zz3AtX57Vesaz4fQvn6WUOjbj/d9omvYO8JNRqkkIIcR4lozD5ieN0KhhHdhz4fjPwTGfhbzqbFcnxKQViiX468ZmHl3fP5Z2/IwCvnjabM6WsTQxTrntFuaX5TC/bPDQQiKp09QT6d+z1LfMuyPEmr1dBKKJAdeX5NiZ5nP3j8KlxuIq8pwUeuyYJTQVYtxSStHzzG4CbzbiPqaUvItnoY2D/2fb/ud/6H3mGYq+/GVyzz8v2+WMa8P5KSOpado1wEMYY2xXAcmDf4gQQohJJ9RpjKW9+zvwN4JvJpz7MzjqKrB7sl2dEJOSUoo1e7t4ZF0dz37YRDCWpMrn5Munz+HSZRUyliYmNIvZRJXPCIBOonDAfUopukLx9J6l2tRIXN+epUfXRwY+lkmjJMdBWa6Dsjyn8Tr94qQsz0Gh2y5deUJkgdIV3Y/vJLimGc+J5eSeP2NcnNjY/ehjdPzmt+RetpqCmz+b7XLGvQOetpa+QNNqgF8BJ2KER28CX1ZK7R3t4oYip60JIcQYa90K7/wWPngIEmGYcQoc9zmYdSbI8aVCjIr6rhCPrW/gURlLE2JIkXiSuk5jcXdjT4Sm7jDNPREae/peR4gl9AEfYzVnBEy5GQFTOmxyUuC2yf9fQowgldTp/PN2wu+34T2tipwzp42L4Cj4j39Q+5nP4j5mJVW3345mlWX+cPDT1g4ZHo03Eh4JIcQY0HXY9TdjNG3Xy2C2w1FXwLG3QMnCbFcnxKTUN5bWd1oawAkzC1i9rFLG0oQ4TEopOoMxmnoiNPVEaO4J09gTMYKl7nDqtgix5MCAyWY2UZJrzwiXnIM6mArctnHx5FeI8U4ldDoe2Epkcwc5Z9eQc0pVtksCILpjB3uvvgZraSnTHvgjZq+sdO5zsPBIfgoRQgjRLxY0Ooze+S20bwdPKZz2bVh+A7gLD/3xQojDopTi3T2dPLKunuc2GGNp1T4X/3zmHC5ZKmNpQnxUmqZR4LFT4LGzqCJ3yGuUUnQEYwMCJePFeHt9bRfNPU3EkwN/2W4zmyjNHIvLGxw0+SRgElOcHkvS8YctRLd3kXfBDDwnVmS7JAASbW3U3nwzmsNO1e2/leDoMEh4JIQQAnrqjV1G6+6FSDeUHQWX3AELLwGLLdvVCTHp1HX2j6XVdoZw28yct6SMy5ZXsbImf9I+6YwE43Q1h+hqCtLZFKSnLYw7z05RlYeiai++cjcWOVFLjBFN0yj02Ck8SMCk60bA1BcoNXWHaeqN0NRtdC6t3ddFy4YhAiaLKR0klec6jbApz0lZjoOyPCNoyndZJ+3/62Jq0yMJ2u/bRGxvL/mrZ+NeWZrtkgDQQyHqbv0cya5upt1/P9by8myXNKFIeCSEEFNZ/Vr4x23G6WkomHe+sc+o+jiQH2iFGFGhWIK/bDDG0v6x2xhLO3FWAV85czZnLSzFZZs8P5aF/TE6m4J0NYeM16mwKNQTS19jsZrIKXLSuKObTa81AGAyaeSXuSiq8lJY5aWo2kNhpRebc/L83YiJxWTSKPLaKfLaWVI59DW6rmgPRmnqHti51Bc2vbOnk5beCAl9YMDksJooy3VSmg6UjFCpPM9BaY7xOtcpAZOYWPRQnLZ7NhFvCOC7ci6uo4qzXRIAKpmk4evfILJ5M5X/9384F8kahsN1yO/EmqaVAP8FlCulztE0bQFwvFLqrlGvTgghxMhRCjp3G4FRw1rY9w9o2QD2HDjuVjjms5A/LdtVCjGp6Lri3b3GWNpfUmNp0wpcfPXMOVyyrILK/Ik7lqaUItQbywiH+juKIoF4+jqrw4yvzE31wgLyS134ytz4ytx4fQ40k4ZSit72CO11ftrq/LTVBqjd3MnWt5vTj5Fb5OwPk6q8FFV5ceVIV6QYH0wmjWKvg2Kvg6MOsNIlqSs6AtH0cu/9Q6a3d3XQ4o+S3C9gclrNlOU6UmNyqWApo5upPNdJjtMiAZMYF5KBGO13biTeFqLg2vk4FxRku6S01p/8hMDLL1Pyb/+G97RTs13OhDSc09b+AtwD/JtS6ihN0yzAe0qpxWNR4P5kYbYQQgxTuBsa1hkv9WuM0CjcadxndUPFMph/ARx9Ndhl3luIkVTXGeLR9fU8ur6eus4wHrvFOC1tRSUrpk2ssTSlFIGu6IAOoq6mEF3NQaKhRPo6u8uCr8xNfiocyi8zgiJ3nv0jfb7BnijtdQHaav3pYKm3vf94dneujcJqI0gyOpU8eAscE+rvVohMSV3R5o+mQ6XG1AlymUFTS2+E/fIlXDbzfoGSg9LUcu++23IcEjCJ0ZXsidJ25waS3VEKPrkAx+z8bJeU1nn/H2j5wQ/I/+R1lH7rW9kuZ1w7otPWNE1bo5RaqWnae0qppanb3ldKHT3ypR6ahEdCCDGEZAJaNxsdRfVrjbCofXvqTg2K5kHlitTLSuN9k+wVEWIkBaMJ/rKxmUfW1fH27k40DU6cWcjq5RUTYixN1xX+jkhGQBRMj57Fo8n0dU6vNR0S5Ze68ZW5yC9z48oZ/QXB0VDcCJTq/OnXXU1B+n6ctbssqc6k/g6lvFKXHL0uJo1EUqctEKUxtXOpv3spnL6t1T84YHL3BUyp5d6luc5UyGTcZgRMclS5+GgSnRHa7tyAHoxT+KmF2KcPvUMsG/x/e4X6L3wBz6mnUvk/v0Izy8+/B3Okp60FNU0rAFTqwY4DekawPiGEEIertykVFKU6ihrfg3jIuM9VaARESz5hvC5fBo6c7NYrxCSVOZb23IYmQrEkNQUuvrZqDpcsq6Qiz5ntEgfRkzo9bWG6mox9REZAZIREyXj/seXuXBv5ZW7mn1A2oJvI6cneuJjdZaVibj4Vc/t/o52IJeloCBojb3V+2mv9bHi1gWTC+FwsNhMFFZ50d1JRtZeCcg9mqylbn4YQH5nFbEqd6nbgry2JpE5rRgdTU3eExh6ji6mxJ8L2ljZa/VH27yHw2C3pEbl0F1NexilyeU489vEdgouxF28N0X7nBlRCp+imxdiqxk83e3jjJhq++lUcCxZQ8dOfSHB0hIbTebQM+F9gEbARKAIuU0p9OPrlDSadR0KIKScehqYPUkHRGqhfB731xn0mq3EyWl9HUcVyyK+RZddCjLLajv6xtPouYyzt/CVlXLa8kuXjZCwtGdfpbg0NWlrd3RJCzzgZyutzpMIhV39IVOrC7hrZLoRkMkw4Uk8kXEc4XGu8HelblO3AbHJgMqdep9+2Z7ztwGSyD7jGbE7dln7bgaaZSCZ1uptDqTCpr1PJTyySTP15Gvll7gE7lAqrPNgc8sRYTA3xvoCpO0xjT4TmjM6lph7jtvbA4IDJa7dQltffudQfLPUv/HZLwDRlxJqCtN+5wWhyv2kx1lJ3tktKizc0sOfKKzFZbdT86SEsRUXZLmlCOKKxtdQDWIC5gAZsU0rFD/Eho0bCIyHEpJZear2mf/ysZSPoqb0iedMygqIVULoYrI7s1izEFBGMJnhuQxOPrKvnnT39Y2mXLa/krIWlOG3Z+Y1mIpakqyU0YB9RZ1OQnrYwqm92RYOcQmdqWXV/SJRX4hqxwEQpnWi0hXC4jkikjnA49RKpJRyuIxZrG3C92ezC4agANHQ9gp6MktQjxtt69CPXYTLZjMApHUjZ0++rpJV4xEIsbCIaMBHu1YhFzKikFZW0Yne6ced68ebnklOQS15RHk6PZ2CoZXJgznhMk0meKIvJKZbQaemN0Nw7cP9SY3c4dZsRMO0vx2ExQqWMQKmvm6nvtvE+xisOLVbnp+3ujZhsJgpvWoy1aPwcAJH0+9l39dXEm1uoeeCP2GfPznZJE8aR7jy6dIibe4ANSqnWEajvsEh4JISYVMJdqYXWqaXWDWuN2wBsHmOpdV9QVLkCPOPjuFMhpgpdV7yzJ3Va2kZjLG16oZvLlldyydIKysdwLC0WSdDVHBqwi6izKUhvezi1XAA0k0ZesXPQ0uq8YheWEQi3Egk/4XB9OhAaGBTVo1Qs42oNh70Mh7MKp7Map7MKp6PKeO2swmotOGCHllI6uh5F1yMkk0aglNSj6Om3jbCp/+2B1xi3hdH1/kDKeJyBj6nr0fTb6b/Ew6RpllSIZE93Pw3ookp1R/W/PVRHlRFyDeq6MjsHdVlpmhzdLsaPvoApM1Bq7unrZjK6mNoDsUEfl+u0poKljC6m1D6mvsApW4G8OLTo7h7a79uEyW2l6KbFWHzj5xeZKh6n7uabCb67hurf3YH7+OOzXdKEcqQ7j24EjgdeSb1/CvA2MEfTtP9USt0/IlUKIcRkl0xA66ZUR1Gqq6hjR+pODYrnG6efVfQttZ4rS62FyJLajhCPrK/nsdRYmtdu4aKjy7lseSXLqkd3LC0aiqeDocxxs0Bn/2/4TRaNvGIXxdVe5h5bmg6K8opdmC0ffZePrieIRpuMsbJwHeFIPeFwrTFqFqkjHu8acL3F4sXprMbjnkth4elGSJQKiByOckymj7YfSdNMmM1OzGYn1jHY4auUQqkYyVQgFQ4E6GjqpKu5k67WLnraegj1+sEUw2SJY3Um8fg0PPkazhyFw6uw2pPoKhVQpQKspB4mFu9KdValQq1UgKVU8tCFDcmUDqkyA6t0KHXAAKv//gMHVoNHA43ASsIqMTSbxUSVz0WV78BdJ5F4ktbeaMbepTBN3f2nyH1Y30NHcHDAlOey9o/FZYRKZRlBk8MqPyeNtcj2Ljru34w5z07RTYsx59qzXVKaUoqm736X4Fv/oOwHP5DgaIQNJzzSgflKqRYATdNKgN8AxwKvARIeCSHEUHob+0Oi+rXQ9H7/Umt3kREQHXVlaqn1UllqLUSWBTLG0t5NjaWdNKuQr581l1ULRn4sLRyIpYKhgTuJQj39T6LMVhP5pS7KZ+Wlu4l8ZW5yCh2YzIcfEimlSCS6+0fKMsbKIuF6ItGGAaGGpllwOCpwOqooLjrbCIWc1TgdlTid1Vit4+dEnSOhaRqaZsdksgM52O3F5BXMMDZ+psRjSToaAsYpb7XGDqW6t4MDFnMXVvbvUCqv9uIrcx9wMbeuxw/QURXp75hKGgHU4C6rzPsHBlaJWPuAjqq+Tqsj2Tph2q/7aahAav8xwYEBlfOw91aJycNhNVNd4KK64OABU0uqcynzBLnmHuO29+u66RwiYMrPDJgyl3vnOtPLvyVgGjnhTe10PLAVa7GLwhsXYc7iAQpD6bj9DnoeeZSCW28hb/VQA1TiSAxnbG2DUmpxxvsaxsjaIk3T3lNKLR3tIjPJ2JoQYlyKhfqXWjekOot6jUWwmG3GUuu+0bPKFcbuIvlNrhBZp+uKt/d0GGNpG5oJx5PMKHSzeoTG0pRShHpj6XCobx9RV3OQsL//ybzVbu5fWl3aN3LmxlvgOOxj5nU9SiTS2N89lFpO3fd2MhkYcL3V6hs0VuZwVuF0VGO3l8hOn4NIL+auTZ30Vmcs545nLuYud1OUOuWtsMpLYWV2FnMrlRxyXC9zpG/gCODg0cD0TqohQquR3FulabYBe6X2HwfMDLDMZicu1wy8ngV4PPOxWMbPwl4xsiLxZDpUauru38XU1NPfxdQdGhyS+ty2/bqWHIMCJrtFAqZDCb3fSufD27BVeCm8YSGmET5U4Uj1PPMsjV/7Gjnnn0/5T38iHZMf0ZHuPPo1UA38OXXTaqAe+DrwjFLq1BGs9ZAkPBJCZJ1S0LErIyhaA80boe+39XnTjG6iypVGUFS6GCzjp6VXCAH7OoI8ur6BR9fV09BtjKWdf1TfWFreYf/QqZQi0BXNWFptdBR1NQeJhhLp6+wuSyocyjjZrMyNJ3/4o0FKKWKx9oyOob4OIiMcikZbyNzfYzLZcTiqcDorUwFRKihyVuNwVMqT7RGmdEVPezgdJLWngqV0WKhBbpGTour+U96Kqrw4vePrN/hHythbFRscPh3O3qr9A6mM2/vCr0QikBGIarhcNXg8C/B6F+L1LMDrXYDNVpDVvwsxdsKxZH/HUk+Epu4wTb2p16mQqSc8MGDSNJjmczG31Mvc0hzmlXqZW+qlpsCN+TDD+8kquKaZrsd2YKvJpfBTCzCNsxP1QuvWUfupG3ActYTqu+/GZJtcX0/H0pGGRxpGYHQixmlrbwCPquEc0zYKJDwSQoy5UCc0rO8PiurXQqTbuM/m7V9qXbnC6C7yyFGgQoxHgWiC5z5MjaXt7R9L6zstbTijDUpX9HZE9guJjOXV8Wj/uJfTax3QQdS3uNqVYxtWSJRMhlKLqevSHUSRdEBUl1rw3M9uK0ktpq4asHfI6azCZiuSMaAsU0oR6okN6lDyd/T/d/Tk243OpFSYVFTtPaxQcapSShGNNuMPbMbv30zAvwl/YDORSEP6Gru9dECY5PEsxOEol7/bKSoUSxhBUmpErr4rzI5WP1ub/extD9J3SKXdYmJ2iYe5JTnML/OmwiUvRZ6p9f+l/40Gep7ZjX1OPgXXzsc0zhaZx/buZe8VV2LOz6fmoQcx5+Vlu6QJ7YjCo/FGwiMhxKhKxqFlU//oWf3a/ZZaL+gfPatcCYVzZKm1EOOYrive3p0aS9uYGksr6j8trSx36LE0PanT0xZOL67uC4m6m0Mk4nr6OleuLR0Q+TLGzg7VRaJUMn2sfd/eoUi4PjViVkcs1j7gerPZnR4rS4dEjr7uoQrM5vFz0o0YvkgwTnudn7a6gPG61k93S4i+H8/tbosRJFV5Kaw2QqXcYtdhjzJORfF4N37/ZvyBzQRSr4PBXRjrXMFiycXrXZAKlBbi8S7A7ZqBpsn39KksEk+yoyXA1uZetjX72dZihEpt/v4xTJ/bxtwSI0jq61KaU+LFPc66cUZC7yu19D6/D8fCAgqumod2BAcyjIZEVxd7r7wSvddPzZ8ewlZdne2SJrwj7Tw6DvhfYD5gA8xAUCmVlc2uEh4JIUZUT0NGR9E6aHwPEmHjPndxqqNoef9Sa7s3u/UKIYZlb3uQx9bX8+j6BmMszWHhgtRY2tKq/rG0ZEKnuzXUv4uoLyRqDaEn+n9G8vjs+4VEbvJLXdgPsvPBONa+dr+j7VNdRJHG/Y61N+FwlKcXUffvHeo71t43pX7TPZXFY0k66vuXcrfVBehoDKT/PVrsZgorPBRVeShMjb4dbDG36JdMhgkEtqZCpU34/ZsJBreh68b/iyaTA49n3oBQye2ei9kso+dTXWcwlg6Utjb52driZ3uzn3Dc6DjVNKjKdzEvHSjlpEbfXFg+wuEG2aaUovf5ffhfrcO1tJj8y+agmcfX9yA9GqX2UzcQ2bSJ6nvvxbVsTFcxT1pHGh6tBa7E2Hm0AvgkMEsp9W8jXehwSHgkhPjIYiHjxLO+0bP6teBvNO7rW2qdOX6WVy1LrYWYQPyRePq0tDV7uzBpcNLsIi5bXslpswoJdxo7iTK7ibpbw6i+GQUNcgocA0Ki/FRINNSCY12Pp461r8s42r7/FLNEonvA9RZL7oCxMoezsv9tRzkm0/haPirGj2RSp6spSFttqkMpNfrWNyppMmv4yt3pk96KqjwUZGkx90Sj63FCod34U+Nufv9mAoHNJBJ+ADTNjMs1MxUoLUyNvS3AapUTUqc6XVfUdYXY2uw3upSa/Wxt7mVPxuibzWJidrEno0vJ2KlU7B2/o29KKXqe3k3grUbcx5SSd/EstHHW7ah0ncavfY3e5/5CxS9/Qc7ZZ2e7pEnjiMMjpdQKTdM+VEotSd32llLqhFGo9ZAkPBJCDIuuQ+eujKBojTGO1rfUOr+mf6l1xQooXSRLrYWYgHRd8Y/0WFoTyZjO4hwXZ5T7mO10EOuM0tkUpLc9nN4hrZk0coucqXDI1R8SlbiwZOxyUEoRj3el9w5ljpWFw3VEo037HWtvNY6132+szOmswuGokiebYkQpXdHTFh6wQ6l9v8XcecUuo0MpY/TNOc6O1h6PlFJEInVGh1JGqBSLtaavcTiqBnQoeb0LsduLs1i1GC8i8SQ7WwOpUKk3HS61Zoy+5busqUApJ71Lae44GH1TuqLrsR2E1rbgObGc3PNnjMuQq/W/f0HHHXdQ/LWvUnDTTdkuZ1I50vDoNeAM4E6gGWgCPqWUOmqkCx0OCY+EEEMKdULDuv6gqGEtRHqM++w5/UutK1L7ityF2a1XCHFEdtT18PQb+3hvQxvmYIISZabcZMES6d9HZDJr5JW4Bp1ullfsSo/4JJNRIpH6dCAU2e9o+8HH2hf0H2ufPrnM6CCy20tkX4rIKqUUwe5YujvJGH0L4O8cvJi7qMpDUbWXwipZzD1c0Vi7sZA7tUPJ799EOLwvfb/NVojXswCPd2E6WHI6q2VhvQCgKxhLB0p9u5S2N/sJxvp/CVHlczK3pP/Et/llxqlvYzH6ppI6nQ9vJ/xBG97Tqsg5c9q4/LrQ9fDDNP/H/yPvE5+g9LvfGZc1TmRHGh5NA1ow9h19BcgFblNK7RrpQodDwiMhhLHUemP/6FnDWujYadynmfqXWldkLrWWH9yEmIjCgVh6H1FLvZ9dO7sItIaxJ/qv0cwa+WVuCjL3EZW5yClyYjJpxGJtA8bKMo+2j0abB/x5JpM9Y6wss4OoSo61FxNWJBCnrd5Pe21/h1JXSyjdjedwW41T3lI7lAqrPOQVu8bdqMp4lEj48Qe2ZoRKmwgGd6KU8UXKbPbg9czH412QHn1zu2fJmKoAjO7Z+q5w/z6lFqNLaU97kGRq9s1mMTGryJMOlPo6lkpyRi70VQmdjge2EtncQc7ZNeScUjUijzvSAm+8Sd3NN+M+/niqfvsbNIuM5o60Iw2PvqSU+tWhbhsrEh4JMQX1NKTGz9YY3UWN70Ei9VtUT0mqoyhzqbUnu/UKIQ6LUopQbyy1rDqUXlrd1RzsH8EBYig6zIqYy0TNjDyOO7qUmbPycObqxGINGTuHatN7hyKR+v2Otdew20v6A6EBXUR9x9rLE2Yx+cWjSToajMXcfaNv+y/mLqo0Rt4Kq4yT3nzlbszj7LSl8UjXowQC2/t3KPk34Q9sRdeNAzk0zYbHMxuvZ2FGqDQfs9mV5crFeBGJJ9nVFkjvUtqS6lhq6e0ffct1WtO7lDLH3zyHOfqmx5J03L+Z6I5u8i6cieeE8pH+dEZEZNt29l19NdbKSqb98Q+YPfLz/mg40vBovVJq2X63vaeUyso6cwmPhJjkYkFofL9/9Kx+LfibjPvMdig/un/0rHIF5FbJUmshJgilFIGuaEY41B8URUP9rUQ2pwVXoYN2k84HvUH2xCI48ns5fYnipBlxCp3tRCJ1xilm4Vri8Y4Bf47Z7Bm0d8jhrMTp6DvWXvabCTGUZEKnsymYPuWt/QCLuYuqvOmRt8JKD1a7jGseilJJQqG96R1KgdToWzzelbpCw+WantqhlBp98yzAZvNltW4xvnSHYukdSukRuP1G3yrznRldSsYI3PRCN9YhRt/0SIL2ezcR29dL/urZuFeUjuWnM2zxllb2XnklJJPUPPwnrKXjs87J4COFR5qmXQVcDZwEvJ5xlxdIKqXOGOlCh0PCIyEmEV03xs3SQdEaaNncv9TaN6N/9KxyOZQsBoss+hRivFO6wt8ZobMvJOrrKGoOEo/0/4DrcFvxlRvLqvNKk5jzOtjWs4utLduJROspdnZQlduN19qORn+4pGlm7PbyVDhUmbGDyHhtseRJ95AQIyRzMbexQ8kIliKB/RZzV/d3KBVVeXF4ZCzrUJRSRKNNA3YoBfybiUQb09fY7aXGQu4Bi7nL5GucSNN1RUN3eNCC7t2Zo29mEzOLB46+zc11Yn5kJ/HGIL4r5uI6qijLn8nQ9GCQvdddR2zvPmr+cD+OBQuyXdKk9lHDo2nAdOCHwL9k3OUHPlR9g7xjTMIjISawUGf/jqK+EbQBS61To2d9+4rcBdmtVwhxUHpSp7d9YEjU102UiPcvrnbl2Mgvt5FfEcJT1IU9pwOzo5VEspFQuJZAqA703gGPnSQHj6sKr2daegdRXzeR3V4m+0KEyCJjMXc0NfIWSC/oDnT2j9R4fPbU/qT+5dzuPFnMPRzxeFdGoGS8hEK7AePrqsWSZ4y6pXYoeb0LcLmmy8J+MUA0kWRXa5BtLf2B0tYmP829EfLR+AUupmHivmIzyRm56RG4uaVevI7x8T1WJZPUf/4LBF57jarf/BrPySdnu6RJ74jG1sYbCY+EmCCScWjekDoBbY0RGnWm9uxrJihe2D96VrkSCmbLUmshJoB4LEntpg52rW9j74b2jE4iRU5xDF+VH09xN468TizONpSpiWisnkikib4nPgBoViJ6MbU9edT35uNPFDGzdC4nzVvCkmnz5Vh7ISagSCBudCilxt3aav10t2Ys5vZYKaoy9ij1LefOLXLKYu5hSCZDBALb0ku5/f7NBALbUCoGgMnkxOOZlz7lzetdgNs9V8Z0xSBdzQG679mEKRDn2dkuXg5H2NbsJxDt7w2pyHMOWtA9o2jo0bfRopSi5Xvfp+uBByj5j3/Hd/XVY/ZnT2VHuvPoUuDHQDGgpV6UUiorP9VJeCTEOKQU9NT37yiqXwtN7w9eat0XFJUdLUuthZhAYpEE+zZ2sGt9K/s2dpCI6XhLm6lYugFHbhPK3Ew82YCuhwZ8nM1WlN475HBWoVnKWd/g4umN8Nou0DQTJ88p4rLlVZw+vxiHVX5rLsRkE4sk6GhI7VFKLefubAyiJ43nIFa7mcK+QCn12lcmi7mHQ9fjBEO7Mk56M7qUkskAAJpmwe2amVrKvTAdKlks3ixXLrIl0RGm7c4N6KEEhTcsxF6TCxhBTUN3OL1LqW8EbndbkERq9M1q1phZ5MkIlIxQqSzXMSodhR333kvrj36M74YbKPnmN0b88cXQjjQ82glcoJTaMhrFHS4Jj4QYB2JB48Szvo6i+rUQSB13bXEY4VBfV1HFCsitlKXWQkww0XCCvR+2s2t9K7WbOkkmdNyFYaat2IDV93eiie1omgWXa/qAsTJHekl1JWazi6SueHNnO4+sq+f5Tc1EEzqziz1ctrySS5ZWUJzjyPanKoQYY8mETmdjMN2h1F7np60+QKJvMbdFo6Dc079DqdpLQYUs5h4OpXTC4brUUu5N6UApFmtLX+N0VGec8rYgtUepOItVi7EQbw3RfucGVEKn8NOLsFUeOkSMJfT0qW+ZC7obe/pPMfU6LIMWdM8t9ZJzBKNvvS++SMMXv4T3jDOo+NUv0WQ6YcwcaXj0plLqxFGp7COQ8EiIMabr0LFjYFDUuglUavzENyPVVbTS2FlUskiWWgsxQUWCcfZ80Mau9W3UbelETyo8Po1px+zEUfw6ocjbKJLkeJdQWnYJJcXnYbMNvZtsV1uAR9fV89j6Bpp7I+Q6rVx4VDmXLa9kSWWu7D0RQgyg64qe1pAx7pZezh0gEuxfzJ1f4kp1KHkprDaCJYd7fOxmGe+i0Tb8AWMhd9/oWzhcm77fZitMB0l9J705nVVomjxpnwxijQHa79oIGhTdtBhrqfuIHq8nFGdby8AF3dua/fgzRt/Kcx3pQGl+mREozSj0YDtEV2H4ww/Z98nrsc+dw7R778XkdB5RreLwHGl49CugFHgCSG/BU0o9NoI1DpuER0KMsmBHxvjZGmhYD9G+pda5xqlnlSuNjqKK5bLUWogJLtQbSwVGrTRs60bXFV6fnenHtOIqfxN/+EWSyQB2eymlpRdTVnoJbvesIR+rJxzn2Q+beGRdHetruzFpcMrcYi5bXsnp84uxW6RrQAgxfEopAl3RAae8tdf5CXQNXMxdWOHBV+6hoMKNr9xDfokLs1VCj0NJJPz4/Vv6Q6XAZoLBnfSdi2Q2ewbsUPJ4F+J2zZQDCyaYaG0v7XdvwmQ3UXjTYqxFrlH5c5RSNPZEBgVKO1sD6dE3i2nw6NvcUi8VeU40TSNWX8/eK67E5HRS86eHsBTI84yxdqTh0T1D3KyUUp8eieIOl4RHQoygRAxaNkB9aql1w1ro3G3cp5mgZGF/UFS5EgpmyVJrISaBYHeU3e8bgVHjjm6UgtwiJ9NXxMmp/ge94b8QidRhNrsoKjqLstJLyM8/bsiTfJK64o2MsbRYQmdOiTGWdvHRMpYmhBh54UCM9tpAauzNT0djkO7mEHrqCapm0sgrdqYDpYJyD75yNzlFTkyynPugkskoweD29LibMfq2FV0PA2Ay2XC756S7lLzeBXg88zCbRyeQEEcmuruH9ns3YfJYKbppMRbf2H9PjiV0drdnjr4ZLw3d4fQ1XruFJXkmvvD4j/EEeoj+4nZmH7OYXKcElWNNTlsTQvQvte4bP2tYC43vQzL12ztPKVRlBEXlR4PtyFpahRDjh78zwu73jMCoaXcPKMgvdTFjmZP8GevxR56jp3c9oOHLP4HS0ksoKlqFxTL464CuKz5s6OEvG5t48r3G9FjaRUcbY2mLK2QsTQgxtpIJne6WEJ2NQToaA8brhgC97f27WSxWE/llbgrKjQ4lX4XxtjvPLl+zDkKpJKHQngEnvfn9m0kkulNXmHC5pg/YoeT1LsBqzc9m2VNeZHsXHfdvxpxvp+imxZhzxtfJe72RONtTgdL2+k6O/e1/Ut24g28d/xk2FBkdzmXp0bdUl1JJDjOL3dLJPIqOtPNoDvAboEQptUjTtCXAhUqp7498qYcm4ZEQwxQN9C+1bkh1FgVajPssDihfaoyd9Z2CllMhS62FmGR62sLseq+V3e+10bKnF4CCCg8zluVTNHsHgdhfaG9/CV2P4XLNoqzsUkpLLsThKBv0WLGEztu7O3hhczMvbm6hpTeK2aRxypwiLlteyWkyliaEGIfi0SSdTUE6GwN0NAbpbDBeh3pi6WvsLgu+VKBkBEtGt5LDI10PB6KUIhptwj/gpLdNRKNN6Wvs9rIBp7wZi7nLJKgbA+GN7XQ8uBVrsYvCGxdh9ozffaRKKZr+9Vv0PPEEZT/6EaFTVg1Y0L212c+utgDxZP/o24wid/9y7hIjXKrMd8q/rRFwpOHR34GvA7crpZambtuolFo04pUOg4RHQgxB16F9e//oWf1aaN3cv9S6YFaqoyj1UrIIzPIDkRCTUXdLiF3vtbJrfRtttX4Aiqq9zFhWSPm8DgKxv9Dc8hTxeCdWq4+SkgsoK70Er3fRoB+6AtEEf9/Wxgubm/nb1lb8kQROq5lT5haxamEJp80tIdclX0uEEBNPJBCnsylAR0PQCJVS3UrRUP/CX1eurb9LqdxNQYUHX5lbTn07iFisk0BgixEqpUbfQqHdQOq4d2s+Xs8C47S3VJeSy1Uz5Fi0+GhC77fS+fA2bJVeCm9YhMlpyXZJB9X261/T/j//S+EXvkDRFz4/5DXxpM7utiBbU6e99YVLmaNvHruFOSWedKhkvOTIzymH6UjDozVKqZWapr2XER69r5Q6euRLPTQJj4TACIv2vQF7XstYam10FeDI7R89q0wttXb5sluvEGJUdTYGU4FRKx0NQQBKpucwc2kxVYt1grHnaWp+nGBwB5pmo6jwdErLLqHA9/FBi0/b/FFe3tLCC5tbeGNnO7GEjs9t44z5xaxaUMpJswtxWOWHfCHE5KOUItgdM7qUGjK6lZqCJON6+rqcQke6S6mgwgiW8kpcmA9xitRUlUyGCAS2psbdjFApENiOUkb3l8nkxOuZZ5zylgqVPJ45mEzja8xqIgi+20zX4zuwT8+l4PoFmOzjOzjqeeopGr/xTXIvuoiyH/3wsDuH/JE421v6dyltbfKztbmX3kh/CFya4xiwnHtuqZdZxR7plj6AIw2P/gJ8AfizUmqZpmmXATcqpc4Z+VIPTcIjMaWFu+D9B2DNXdC5CzRz/1LrylRg5JspS62FmOSUUnQ0BNi13thh1NUcAg3KZuYyc2kx05a4CSdfo7npcTq73gQUubnLKC29hJLi87Bacwc83r6OIC9sauH5Tc2sq+1CKajMd3LWwlJWLShhRY0PsyyZFUJMUbqu6G0LD9yn1BikuyWESi3pNpk08kpd+3UquckpcKLJ189BdD1OMLTLWMidDpW2kEwGANA0C273rIwupYV4vfOxWLxZrnz88r/RQM8zu3HMzafg2vlo4/wXPcF336X2xptwLV1K9Z2/Q7ONzGidUorm3siA5dxbm/3sag0QSxohsNmkMb3QzdxSL/NLvelupYo8Wap/pOHRDOAO4ASgC9gDXKuU2jvCdQ6LhEdiSmpYbwRGGx+BRASqjoOVN8K882SptRBThFKKtlo/u9a3snN9G71tYTQNyufkMXNpMdOPLiCmv0dz8+O0tj1PMhnE4aiktPRiykovxuWaPuCxNjX28vymZl7Y1MK2FmO8bUFZDqsWlnDWwlLmlXpld4AQQhxEMq7T1RLq71BKLen2d2Qs6baZ8JW58VUM3KfkyrXJ19j9KKUTDtfud9LbZmKx9vQ1Tmd1KkjqD5Xs9qIsVj0+9L5SS+/z+3AuLMB31Ty0cd4FF929h71XXYWloICaBx/AnJt76A86QvGkzt72IFtSu5T6QqX6rv7RN7fNzJz0cu7+UCnfPX53Ro20ETltTdM0N2BSSvlHsrjDJeGRmDJiIdj0GKy501h8bXXDkk8YoVHp4mxXJ4QYA0pXtOztZef6Vnavb8PfGcFk0qiYl8/MpUXMOLoI3VRHc/PjNDU/QTTahNnsoaT4XEpLLyEvbwWaZvwAmUjqvLu3kxc2tfDCpmYaeyKYNFhZ4+OshaWcuaCEKp8ctSyEEEcqFkmklnQbYVJfp1K4N2NJt9tCQV+HUka3ksMt+1n2F422DtihFPBvJhypTd9vsxX1j7ulFnQ7ndVTIpxTStH7/D78r9bhWlpM/mVz0Mzj+/NOdHSw98qr0EMhav70ELbKyqzWY4y+BVJdSsaC7m0tfrpD8fQ1JTn2QQu6ZxV7JuUY/5F2Hv0X8BOlVHfq/Xzgq0qpb490ocMh4ZGY9Dp2wdq74b0/QKQbiubByptgyRXgyMl2dUKIUabriuZd3exc38bu99oIdkcxWTSq5vuMDqOjCjFZ/bS0Pktz8+P09n4AmCgo+BilpZdQVHgmZrMDgHAsyd+39y+87g7FsVtMfGx2EWctLOH0+SX4ptBv04QQIpvC/lh69M04+c3YqxSLJNPXuPPs/R1KqX1K+WVurLbJ9yT1SCQS/gGnvAX8mwmGdqKU8XdpsXjx9J3yll7MPWPQnr+JTOmKnmd2E3irEfexpeRdNGvcj0jqkQi113+KyNatTPv9fTiPOirbJQ1JKUVLb3TQgu6d+42+1RS4mFeaw9xSL6uXV1KR58xy5UfuSMOj9KLsjNvWK6WWjWCNwybhkZiUkgnY/lejy2j3K2CywPwLjdBo2gkwBX5zIsRUpid1GnZ0s2t9G7vfbyPcG8NsNVG9wMfMZcXULCnEak/S3vEqzU2P097xKkrF8XjmU1Z6CSUlF2C3FwPQGYylF16/vqONSFwn12nl9NTC64/PKcRlG98LNIUQYqpQShHoiqY7lPrCpa6mEMlEakm3BrmFzgGBUkG5h9wSJ2bz+B5PGkvJZJRgcFtGqLSZQGALum6MEZpMNtzuualAKTX65pmH2TzxnvArXdH12A5Ca1vwnFRB7nnTx32nldJ1Gr78FfwvvkjFr35JzqpV2S7psCWSOns7gv0LupuNBd11nWGe+aeTWFQx+uN3o+1Iw6MPgZVKqWjqfSewVim1cMQrHQYJj8Sk4m+G9b+HdfdCbwPkVMDyG2DZJ8Fbku3qhBCjKJnQqd/Wxa71rex5v51IMI7FZmLaokJmLiti2qICrHYzvb0f0NT8OC0tz5BIdGOzFVFaciGlpZfg9c4HoK4zxIubW3hhczPv7ulEV1Ce62BVauH1yuk+rPIEQwghJgw9qdOTXtIdTJ8A19Maou/pm8mskV/qMk5+q3CnT4Dz+hzjvgNlrCiVJBTakwqUNhnjb/7NJBI9qStMuFwz8Hjm4HbNwu02XlyumnF72ptK6nQ+vJ3wB214T6si58xp4z44Amj56U/pvOtuir/5TQpu+FS2yxlRgWgCh8WEZRL8rHWk4dE3gAuBewAFfBp4Sin1k5EudDgkPBITnlKw702jy2jL06AnYOZpRpfR7LPALB0BQkxWiXiSui1GYLT3w3aioQRWh5maxYXMWlZM1UIfVpuZcLiB5pYnaG5+nFBoDyaTnaKiVZSVXkJ+/olompmtzX5jf9HmZjY19gIwt8TLqoUlrFpQyqKKnAnxw6QQQojhS8STdDWHUl1KRqDU0Rgg0BlNX2O1m/FlLOfu61hyeq3yfQGj2ysSaSQQSJ30FthCMLiDcLgW4+kuaJoZp3MabvdsI1ByzcLtno3LNQOzOXuhkorrdDywhciWTnLPqcF7clXWajkcXQ89RPN3vkv+1VdR8u//Lv8Ox7GPHB5pxn/VSmAhcAagAS8opZ4fjUKHQ8IjMWFFeuCDP8Hau6BtKzjyYOm1sOLTUDAz29UJIUZJPJakdlMHu9a3sXdDO/FIErvLwvQlhcxcVkzl/HwsVjOJRIDW1r/S1PwY3d3vAJCXdwxlpZdQXHwOmsnDun1dxglpm5up6zROW1tenZ8OjGoK5fRFIYSYiqLhBF1NxoLuzE6lSKB/6a/DYx2wnLtvBM7ulF9cAiSTEUKhPQSDO4yX0E6CwZ2Ew/vSu5TAhNNZlQqVZqc7ldyumaM+/qbHknTcv5nojm7yLpqJ5/jyUf3zRkrgtdeou+VW3B87iarbbkOzyL+38exIO4/WKaWWj0plH4GER2LCad5gdBl9+GeIB6F8mdFltOhSsE68GWshxKHFIgn2bTQCo30b20nEdBxuKzOOLmTGsmIq5+ZjtphQKkln51s0Nz9Oa9vz6HoEp3MaZaWXUFp6MZqlnDd3tvP8pmZe3tJKRzCGzWzixFkFrFpYyhnzSyjyjs+2eiGEENkX6o2lg6TOvkXdjUHi0f4l3Z58e3rkrW/8Lb/UhUWWdAOg61FCob0EgztTwdJOgqGdhEJ7UCqRukrD6ajqD5PcfZ1KM7FYjvwXO3okQfu9m4jt6yV/9RzcKybGeovI1q3su/oarDXTqLn/fkxu+SXXeHew8Gg4sd/bmqatVEqtGeG6hJi8ElHY/KQRGtW9AxYHLL4MVtwIFVnZNS+EGGXRcIK9H7aza30rtZs7ScZ1nDk25h5XxsxlRVTMzsOUmoUPBLbR1Pw4zc1PEou1YrHkUFZ2KWWll6Asi3hleysvvNnC37dvIhRL4rVbOHVeMWctLOXkuUV47PJbOyGEEIfmyrHhyvFROc+Xvk3pCn9nJL2cu2+vUv22TvRE39gW5Ba7UqNv7vRepdwiZ/p72VRhMtnxeObi8cwdcLuuxwmH9xEM7iSQ6lYKBXfS0fkGSsXS1zkcFQNG3/rCJYvFO6w/Xw/Fabt7I/HGIL4r5+E6qmhEP7/REm9upu7mWzDl5FD1m99KcDQJDKfzaDMwB9gHBDFG15RSaskhH1zTzgZ+BZiBO5VSP9rv/ouA7wE6kAC+rJR642CPKZ1HYlzr2gtr74H37odQB/hmGl1GR18FzvxsVyeEGGGRYJw9H7Sz671W6rYYP3S78+zMWFrErGVFlM7Mw5RaWhqNtdPS8jTNTY/jD2xC0ywUFJxCWeklxK3H8/LWLl7Y1MLbuztI6Ipirz09jnbcjAJslqn1w7oQQoixlUzq9LSGB4ZKDQF62sJ9q4AwWTTyS40Opb59Sr6+Jd2yxwYAXU8QidQRDO5IhUrG+FsotAtd799NZbeX7rdTyQiXrNb+E7uS/hjtd20g3h6m4Or5OBcUZONTOmzJQJB9115LvK6OaQ/8EcfcuYf+IDEuHOnY2rShbldK7TvEx5mB7cCZQD2wBrhKKbU54xoPEFRKKU3TlgAPK6XmHexxJTwS446ehJ0vGV1GO140flUz91wjNJp+MpjkCZ8Qk0nYH2P3+23seq+Nhq1d6LrC47Mzc1kxs5YVU1KTkz7lJpmM0t7+Ek3Nj9PZ+RpKJfF6F1Naegkh0ym8vD3OC5ua+aDeOPVlRpGbs1InpB1V2R88CSGEENmSiBlLujsaA3Q29AdLga6MJd0O88B9Sukl3bYsVj6+KJUkHK7PGH3rC5Z2oevh9HU2W7Fx4ptlOvo6J9b2YkrPPw3vvOlZrH74VCJB3a2fI/jWW1T99rd4PnZStksSh+FIw6PqoW5XStUe4uOOB76jlDor9f6/pj7uhwe5/m6l1PyDPa6ER2LcCLYbHUZr74buWvCUwPJPwbLrIbci29UJIUZQsCfK7vfa2PVeK43bu1EKcoqczFpWxMxlxRRVe9O/cVVK0dOzjqbmx2htfY5Ewo/dXkpJyUV0qdN5eaeLFze1sLs9CMDRVXnpDqNZxZ5sfppCCCHEsEVD8fTIW2dqUXdHY4BoMJG+xum1pvcpZS7ptjlk/LqPUjqRSGP/ou7gTgK92wn6d6CbI+nrrNaCdHdS3+ibxz0bq7Vg3HR9KaVo/u536X7oT5R+97vkX/GJbJckDtOR7jx6FqNRUQMcwHRgG8YJbAdTAdRlvF8PHDtEcZcAPwSKgfOGeiBN0z4LfBagunrILEuIsaEU1L1rdBltfgKSMaj5GJz5nzDvfDBbs12hEGKE+Dsj6cCoaVcPKMgvdbH8nBpmLiuioMIz4Ie1UGgfzc1P0Nz8BOFILWazi4KCVbQnT+O53RW8+Go7bf5mLCaN42cWcMNJ0zlzfgmluY4sfpZCCCHER2N3WSmblUfZrLz0bUopY0l3w8B9SpvfaiKRsaTb63Pgqxi4Tym/xI3ZOvU69jXNhNNZidNZSWHhqcRbQ7Q9sQGVSJJzXRGxnMb06FswuIPm5idIJgPpj7da8zPG3malT4Kz2YrGPFTqvPseuh/6EwWfuUmCo0nokJ1Hgz5A05YBNyulbj7EdZcDZymlbkq9fx1wjFLqnw5w/ceB/1BKnXGwx5XOI5EV0QBseBjW3A0tG8CeA0ddBSs+DcUHnbQUQkwgve1hdq03AqOWPb0AFFS4mbmsmJlLi/GVD1z2GI/30tr6LE3Nj9PTsw7QyMk9jrbkaTy/ay4vbw0QiCZw28ycMreYVQtLOGVuMblOCZqFEEJMHUpX9HZEBpz41tEQoLs5hK6nlnSbNPKKnekwyRh/85BT5JwyY9yxxgDtd20EDYpuWoy1dPCSaaUUsVhrekl3ZrCUSPSkr7NYcoZY1D0bu710VEKl3r8+T8OXv4z3nLOp+PnP0WR1x4R0RGNrB3jA9Uqpgx4Zdbhja6lr9gArlVLtB7pGwiMxplq3wtq74P0HIeaH0sXGLqNFl4FdxkuEmAy6W0Lseq+VXevbaKv1A1BU7WXmsiJmLi0mr8Q14Hpdj9PZ+QZNzY/R3v4Suh7D7phBe/I0nt99NC9tV8STikKPjTPml3DWwlKOn1mAwypHHgshhBCZkgmd7tYQnRmBUkdjkN72/iXdZqsJX5k7vZy7b1G3J98+bsa1RkK0tpf2uzdhspspvGkR1iLXoT8og1KKWLyDYGA7wdDOAaFSPN6Zvs5s9mR0KfWFS3NwOMrQtI8W+ITff599138Kx/z5VN97DyaHdFVPVEe68+ifM941AcuAgr5Q6CAfZ8FYmH060ICxMPtqpdSmjGtmAbtSC7OXAU8DleogRUl4JEZdIgZbn4E1d8G+N8Bsg4WXwsoboXKlsRBbCDGhdTYG04FRR4PR+l0yPYeZS4uZsbSI3CLngOuVUgQCm2lqfpzm5qeIxzswmfPo1E/mhT1LeWFHPkppVPtcnLXQCIyWVudjniK/KRVCCCFGUjyapKs5SEfG+FtnQ4BgTyx9jc1pSe9S6utWKij34PBMvO7e6O5u2u/djMlrpeimxVjyRzZ8icU6+sOkUH+3UizWlr7GbHbhcs0csFfJ456Nw1F50FApVlfH3iuuxOTxUPPQg1h8vhGtXYytIw2P/l/GuwlgL/CoUioy9EcM+NhzgV8CZoxl2D/QNO0WAKXUbzVN+ybwSSAOhIGvK6XeONhjSngkRk1PPay7F9b/HgItkDfNGEtbei24C7NdnRDiCCil6GgIGCNp61vpag6BBmUzc9OBkdc3+Ae1aLSF5uYnaWp+nGBwO2hWupLH8PLeZbywazpJZWFRRQ5nLShl1cJS5pR4JtVvQYUQQojxJBKMpzuUOhv7g6VoqH9JtyvH1t+hlAqU8stc43ZJd2RbJ+33b8His1N002LMOfYx+7Pj8S6CwV0Dx99CO4lGm9PXmEwO3OlQqT9Ycjqr0Xv87L3qapKdnUx76EHs0yfGiXDiwEZkbE3TNC+glFKBQ148iiQ8EiNK12HPq0aX0bbnjIXYc86CFTfCrNPBJGMmQkxUSinaav3pwKinLYymQfmcPCMwOroId97gH9CSyRBtbS/S1Pw4nZ1vAjo9ybm8um8FL+9dRET3cOx0H6sWlHDmwlIq8pyD/3AhhBBCjAmlFMHuWMY+pUB6DC4R19PX5RQ6+k9+S4VKeSUuzJbs7eYJb2yn48GtWItdFN64CLPHlrVaMsXjvYT2G30LBncSiTamrzFpNiwdFsx7ohSesJq82Sfjds/G6azGZJp43V/CcKSdR4uA+4G+/rN24Hql1MYRrXKYJDwSIyLUCe8/AGvvhs5d4CqEZdfB8hsgf1q2qxNCfERKV7Ts7WXXemMkzd8ZQTNpVM7LZ+bSIqYfVYQrZ/APZkrpdHW/Q3PT47S0/gVdDxFKFvF6/QperVtOb7yUk+cUsWpBKafNKybfPT5+uBNCCCHE0HRd0dseTgVJRrDU0RCkuyWESi3pNpk0coqc2F0WzBYTFqsJc+rFeNuMxbL/bRnXWTJvM/ffZxl8vck8MKQKvddK55+3Yav0UnjDIkzO8dkZlSmRCBAM7SIY2EHLc3cRDO5ALfQRM3Wkr9E0Ky5XjdGh5OrvVnK5ajCZ5Oen8e5Iw6O3gH9TSr2Sev8U4L+UUieMcJ3DIuGROCIN64wT0zY+AokIVB1nLMBecCFYxq5FVAgxcnRd0byrxwiM3msj2B3FZNaoWuAzAqMlRQfcfxAM7qa5+XEamh4nHmsirjt5t/lo3mhYSXt0LqfNL2PVghI+NrsIp006EYUQQoiJLhk3lnR3NAbobAjS1RIiHk2SjOsk4jrJuE4yoZOID7xNTx7+QVOZNJNmBEkWE1VWjfkoekwa2zw2NJs5I4gyDwyxLCbMtv5QamDAZe6/ZlDA1X+fyaKN6Fh92//8L+2//jVFX/4ShbfcQjIZSo2/7cxY1r2dcLiOvs3nmmbG6awZuKjbMweXczpmszwPGy+ONDz6QCl11KFuGysSHonDFgvBpsdgzZ3Q+B5Y3XDUFcZoWumibFcnhPgI9KRO445uYyTt/TbCvTHMFhPVC33MXFZMzeIC7K6hA6N4vIuWlmfZV/8okdCH6EpjU8c83mo8htbYSk6dX82qBaWsrMnHYpZjZoUQQghh/LIqmTCCpERMJ5lI9odNcZ1EQicZS4VNfdf13dcXRCV0PI0BChsD+F1W9hW5iCcUycQQ4VWsL8QybjtSgzqnLPt1WA3ZTZV5vRFGxTZ+gP/Pf8JzzDIKP3kNFpvRnWVJBWCZH4cpRiy2l1A4tVcpZIzAhUL7gL7PyYTTWT1oUbfLNQOzWVYDjLUjDY8eB9ZjjK4BXAusUEpdPJJFDpeER2LY2ncaY2nv/wEiPVA03zgxbckV4MjJdnVCiMOUTOo0bO1i1/pWdn/QTiQQx2IzMW1RATOXFTNtUcEBl2Hqeoz29lfZvvdhwv7XMWkJ6vzlvNV4DB3Jkzlx7jzOWljCgrIcWXgthBBCiFHR+7dael/Yh3NRAb4r56ENc9+SUgo9oUgkdBKxZEZ3VEZ4lQ6xkgNuGxRwDbg+eYCwKzMQSzLMNckHZLJoA7ujbDq2nBZs3kasrgbMrgZMjjo0WxOalkx90hqaXoqJaViowWqejt08HZutBqvVgyWju2pQIGbrD8H2HxcUB3ew8Gg4g5WfBr4LPJZ6/zXghhGqTYiRlUzA9r8YC7B3vwImC8y/0BhNm3YCyJNCISaUZFynbksnu9a3sufDdqKhBFaHmZrFhcxcVkT1wgKsBxgnU0rR1f0+G3b+iXDvX7FqfnqiXt5p/hg96gxWzD6Gb59USnWBa4w/KyGEEEJMJUopep/fi//VelxLi8m/bA6aefjPSzRNw2w1xt7sWdiNpCd1Qtt2sufGmzGVlFL681+BwzW4s+ogQVR/eNV3bS7J8CyivRlBWCIG1kbMjnrMzgYs7gZs3jrs3jVESRJIAmGItxcQ7S0j2ltOrKecaG8Zsd4y9MTgTqXMccG+UGnQ3qoBY4MfbVwwr9iF1T65Vxwc8F+epmkO4BZgFrAB+KpSKj5WhQlxWPzNsP73sPYe8DdCTiWc+m1Y9knwlmS7OiHEYUjEktRu6mTn+lb2bmgnHklic1qYflQhM5cVUzU/H4v1wN+cu3vrWLP1AUI9z+IxNxBLWvmgfQlB0xksnn4mX/9YOYUema0XQgghxOhTuqLnmd0E3mrEfWwpeRfNQjNNrF9o650dNH/hVuyWBNNv+xnWiuIx+7OVrkjEY/j9ewkGdhII7iAc3kU4fyfR2KsoYulrzVoxZqZhVjVoyWloiSpUrBI97h7QeZUZbCViOtFQYmAnVsb9w7X6G/+/vfuOb/M87/3/ubFILA5wb1GbluUhyzvyki3HTjOcJr8mzWhGjzObpGmTk6a7PW06c7rSjGanSdM2bXOSNq1lO3Ys23Fsy9uSbG1TFDc4QIAkxnP//nggkJRIWbJEguP7fr34IgE8AO+HhCjiy+u67suoX10+H1+CReN0seU3gAywC7gN6AA+tgBrEjkz1sKRB91ZRvv+E5wsrLkJXvMXsO5W8C7+HQtExJWeyHL0uUEOPtHP+q4rZQAAY39JREFU0ecHyU7mKA37WXtZLWu21NK8ofK0W+kOJoZ4+LnvkRj+ITWBPXiMpSexlqT3A3Ssej2/cl074RL9TBAREZGFYx3L0L/vJ/V4L5FXNVH+mvYl1x7vjI/T+cEPkR0aou2b38Tf1LSgn994DP6SEmIlG4hVb5hxm7U5xsc78wO6D+TnKu0nmfwhDhPgBUogEKglEl47ba7SOiLhtfj9laf93NZanJw9pcKqUCmVngqkKuqWfyX76X6TvsBauxnAGPMV4NGFWZLIy5gYgaf/2Q2NBl6A0gq48v2w9T1QtabYqxORMzQ5nuXIMwMcetINjHIZh2DUz4Yr61mzpYamdRWn7VM/NjTGruf+h9H4D2gNPUrImyHl1HI0/VY2rHoz77n+QvzqcxcREZEisDmH+L+8yPjT/US3t1J2c+uSC45sLkfXJz7BxHPP0fx3f0tw8+LabMgYL6HQKkKhVdTU3Fy43lqHiYmuqUApuZ9k8gDd3d8jl0sVjvP7qwqBUiQ/rDscXovfX4Ux7g51Xp9x/4Cp2d2nDY8KLWrW2uxSe6LLMtT9DDz+FXjmXyGThKbL4A2fh013gF//mkWWgolkhiPPDHDwiT5e2hvHyVrC5QEueFUjay6toWFtBZ45SrmttbzYO8b9zz/C0OAPWBt5iNrSEcqCIUa4mbXNb+bGtdvweBQYiYiISPHYjMPgd/YysTdO+W2riF7fUuwlvSJ9f/bnjN1zL3Wf/jTR7duLvZwzZoyHYLCFYLCF6uobC9db6zA52UMyuZ+xfKCUTB6gp+f75HJjheP8/krCobWEI+vc9/mAKRCoWXIB4Pl0uvDoYmPMaP5jAwTzlw1grbXarkrmX2YC9vw/t8ro2KPgC8Lmn4et74WmLcVenYicgfFEmsNPu4HRsX1DOI4lEith8/XNrNlSS3172Zy9/znH8sRLQ/z4+X0MDPwXG8sfZG3ZMXJVXsbN5dS2vokL2m/H69UMIxERESk+J51j8Ft7mNw/TMXr1xC5urHYS3pF4v/4beLf+AaV73gHsXe+o9jLOS+M8VBa2khpaSNVVdcXrrfWMpnuPaVSqbf3P8lmRwvH+XxlM1rfTgRLJSX1KyJUMvZc991bYFu3brWPP/54sZch823oiDv8+slvQWoQYmvcHdMueSsET9+bKiLFlxyZ5PBT/Rx4op/jLw5hLZRVl7JmizvDqLYtOud/shOZHA8fHOCe5zvp7ruHC2MPs7lqL16PQ8azntamn2dt2xsIBKoX+KxERERE5uZMZBn4+vOkj45S+ab1hC9bmhv3JO67j2Mf+jCRG26g+W//BuNd3ruIzcVaSzo9MBUopaZmK2UyQ4XjvN4Il1zyVSrKLyvias8PY8xua+3W2W7T9FBZPJwcHLjHrTLafzcYD2y83a0yar8e1IoisqiNDU1w8Ml+Dj7RR/fBEbBQURdiy6vbWLOllurmyJyB0ch4hvtf6GPn8z0c7X6ES2se4eqGJwlVjuN4amhqeC+tTW8kElm/wGclIiIi8vKcVIb+rz5H5niS2Fs3ErqopthLekXGn3+ero//GqUdHTT9xZ+v2OAIwBhDSUkNJSU1xGLXzLgtnR6cVql0gGDp0mxNPBsKj6T4kgPwxDfdSqORlyBSB9d/Erb8EpQv7DR/ETk7owPjhcCo97Bb1htrDHP5a9pZs6WGWEN4zsCoZ2SCu/f2svP5HvYff4HL6x7luubHqW7oB1NKTc2tNDf+PJWVV2HMyv3FRURERBa3XCLNwFeeJTMwTtU7Ogh2VBV7Sa9IprubY+//AN7KCpo///d4Qst/B7FXKhCoIhCoorLyymIvZcEoPJLisBY6H3WrjPZ8H3JpWLUNdvwhbHwNeP3FXqGIzGG4N8XBJ/s4+EQ//S8lAKhuiXDl61ez5tIaKuvDc973QN8YO/f0cNfzvbzY3c3Wuie5qXU372rfDxgqK66moeGT1NTcis839+OIyNLmpHNkepJke1NYazF+L8bnwfinvRUue2deN8eMNBGRYsgOTzLw5WfJjUxS/a5NlK5dmiM2cokEnXe+D2d8nFVf/Q7+2tpiL0kWGYVHsrAmx+DZf4HHvgK9z0FJGWx9j/tWs6HYqxOROcS7kxx8wg2MBrvc3ShqV5Vx9RvXsObSWsprZt/x0HEsTx8b5q7ne9m5p4cjA6NsqtrH7Wue4sMdT+AhQyi0hob6X6e+/vWUli7NoZIiMjtrLU4iTfp4kkx3kkz3GJnjSbKD4/BKx256zbSQ6QxCp5Nv93swPu8s180eVuE1K2IQqoicvezgOP3/8CzOeJbq915IyaryYi/pFbGZDF0f/RiThw/T+qUvUrJuXbGXJIuQwiNZGH173cDo6e9COgH1m+G1fw2b3wwBVReILDbWWga78oHRk/0MdScBaFhTzqvevI7Vl9YQjZXOet901uGRQ4Pc9XwPd+/ppS8xwaqy49yx8Rk6Lv0pXobx+yupq3sLDfVvJBrdrBdmIsuAzTlk+8dJdyfJHB8rhEVOMls4xhsrxd8QJnRJDf6GCP76EPg82IyTf8u577MOFK7LX5+dftmZdjk3dd1kDmcsM+2YqdtecVhlODV0epnAillDK1VXiSwnmb4U/V9+FrIONf9rM4HmaLGX9IpYa+n5gz8g+fDDNPzR/yF8zTUvfydZkRQeyfzJpmHfD+Gxr8LRB8EbgE1vdHdNa94KerEosqhYa+l/KcHBJ/o5+GQfI33jGAON6yrYfP16Vl9SQ7iiZNb7jk1m8wOve7lvXx+JySz14QRvvXAvm2IP480dwhg/1dU30VB/B1VV1+PxBBb4DEXkfHHGs2S6x/JBUZJMj/tGLp/Q+Az++jClHVUEGiP4G8L4G8J4Sovzq6e1FnJ2ZgA1W/h0SkCVm3l5lvs5ycwsx+Qgew47Gqu6SmRRSx8fY+Arz4GBmjsvwn+alv3FbvAfvszwv36Pqve/j4qf//liL0cWMYVHcv6NHIPdX4fd34BkH1S0wc2/D5e+HcLaWltkMbGOpffIaKHCKDE4gfEYmjdUcOktrbRfXEOobPaQpz8xyT35gdcPHRgknXOoi8J7LjvERVU/hcnHAIey8KU01P8BdXW34/cvzTkAIiuVtZbc0CSZ4/mgKF9VlBueLBzjifjxN4SJXNtEoNENiXzVIYx38YQRxhjwGTcomb1o8ryzzrSwakYopeoqVVfJUjb50igDX30eT4mX6v+1GX/17K37S8Hoj35E/2c/S9lrXkPNRz9a7OXIIqfwSM4Px4FD97mtaS/+tzsQe/2tbpXRmu3g8RR7hSIrjrWWzGSOibEM42MZJsYyTIylCx8nR9Mc2xtnbGgSj9fQ0hHj8tesov2iGkojsw+tPzKQZOeeHnY+38vul4awFlpjJXz42lEurv4pdvzH5HJJSk0T9as+QEP9HYRC7Qt85iLyStiMQ6bXDYjShbazJHYy5x5gwFcTJNBWhv+qMIGGMP7GCN6oqghnYzwGE/BCYGF2i1yx1VUBD56gD0/IjyfkvjcBjyqpZF5MHBxm8Bt78ET91PzyZnyVC5RGz4PUE09w/FO/QfCyy2j4zB/r34y8LIVHcm5ScXjqO/D4VyB+CELVcO3H4LJ3QWVbsVcnsqzkMo4b/CTT08KgDOOJtPs+mTkpKMqQyzqzPpbxGEojfupWlXHV61ez6qJqSkKnBkbWWp7rGi0ERi/0ururbWos45PbQ2ypeYTM2I+YnDyOHY9QW3s7DfV3UFFxOcYoNBZZrHJjabfdrDtJutsNirL9Kcj/yDABrzub6NJa/I1hAg0RfHUhPAsUhMjZU3XVNF6DJ+zHG5oZKnnC0z4O+fKX3eNMqU/VUHJaEy/EGfjWXnyxUmp+eTPeOSqzl4L00aMc++CH8Dc00Px3f4snsHTPRRaOwiN5Zbp2u1VGz/0bZCeg9Wq44dNwwevAN/tMFBGZ4jiWyeTMoGd87KRQKF8pNJHMMJ7IkDnx1/9ZlIR8BKMBSsN+orFSalujlEb8lEb8BCN+gpHAjMuBoG/OvzBlcg6PHY4XBl4fH5nAY+CK9hi/95pmLqt7gonRrzE6+iRjgx5isWtZu+YT1NTcgte7dEu3RZYj61iyA+PuLmfdyfyuZ2M4iUzhGG95Cf7GMMFNVfgbIgQawnhjpXohLS9rUVRXZXI441mcZBYnlcFJZcilsjjJDE7KvS7Tlyp8zOx/UwGDW8GUD5RODZl8eE8OooI+N6yTZW/8uQEG/2kf/roQ1e+5EG9k6YYt2aEhOu98HxhDy5e+iK9SIwXkzCg8kjOXTrlh0eNfgeNPQiACl/wibH0v1F9Y7NWJFI21lvREbkZL2HgiHwKdXCWUD4kmU9k5/3rqK/HmAx837KmoDxEMTwt/ovnbTlwX9uHxntsvr6l0lgdeHGDn8z3cu6+PkfEMJT4P162v4Vdvbuey+hcYG/4WAwM/pu9YhnB4PWvXfor6utdRUlJ3Tp9bRM4PZzJLpidV2Oks3Z0k25N0qzUAvAZ/bYjSdZX480OsAw1hPLNUHYosRudaXWWtdaua8sFSLpUPmJKZfPCULbzPDbuzvpxUdurf0GxrKvGeUtnkPSl0ckOoqeuMX211S0nyyT6G/vUFAs1Rqt99IZ7g0n0J7UxOcuzDv0Kmu5vWr3+dQJs6ReTMLd1nviycgQPw+FfhqX+EiRGo6YDb/wIu+gUoLSv26kTOu2w6NxUCjaVPaQUrtI4lpq5znNmTII/X5EMgN+ipbo5MqwAKFAKiExVBpWE/vgX6C25/YpL78juk7drfz2TWoTzoZ3tHLTs66tjS2M3Q4A/o7f1PDu8fwu+vorn5HTTU30Ek0qFffEWKxFpLbiRdCIlOVBVlBycKx3hCPvwNYcJXNhR2OvPXhlQlISuaMQZT6nN3/as68/vZTG5aNdO0kCmZnXE5l8qSHRx3Z0RNzF0tjM8U2uVmbac76Tq11RXP2M+6Gf7+AUray6n6pU14SpZu6651HLp/49OM795N0//9LKEtlxZ7SbLEKDyS2eWy7uDrx74Mh+4Hjw86XucOwG67BvSiUZaIXM5hMpmdmgs0lmEiOXNw9MlBUTY9x18YDZSGpyqCymuC1LeXURoJEIzmQ6DwVItYMOLHX+otesiSzjocGhhjb/co+7oT7O1JsK97lL6Eu1tSY3kpb72ilR2b6thcP8lg/w/o7vkPnn36IB5PgOrqW2iov4NYbBsej/7bEFlINuuQ6UsVhlef2PXMjmcLx/iqSvE3RghtqcPfGMbfEMFbHij6zx6R5cL4vfjKvVB+5qMZbM7ijE8PmmaGTDPa6nqTZ9ZWd3IVU8iPJzwVOnlP3DbtOnOOlckrWWJXFyP/dYjSDZVUvb0D41+6wRFA/1//DaM/+hE1v/Zxym67rdjLkSVIrwJkpkQPPPFNePxrkDgOZc1w02/Bpe+EqFpTpLisY5kcz86YB3TyzKAZVULJjNseNodAqTdf9RMgVBYg1hiec0ZQacRPSciPZxH/1c9aS39ishAO7etJsLd7lIP9Y2RybmVUwOthbW2Ebetq2Fgf5arVVWys8zIwcBfdPZ/h0aOPAJaK8stp3fheamtuw+9XhaHIQsglM1MhUb6aKNOXgvy/X+P34KsPE9pc7VYSNUbw14fwlOjXOZHFxngN3kjgrGbjWGuxE7mp1rmTQqfpQdRZtdWdVNk0Z1tdPnRa6W111loSP+5k9O6jBC+sIvaWjUu+anP4e99j8ItfpOLNb6bql3+52MuRJUq/bQhYC0cedKuM9v0nOFlYsx1e8xew7lbw6mki59/0beQnznhwdBY7R3uY1+eZUf1TVlVKaTRQaAWbCoGmWsW8S/gXgYlMjgN9+WqingT7etyqosFkunBMQ3kpG+uj3Lixlo31UToaymivDuPzWCYmuhgbe5G+/s/x4IG7cJxxgsFW2ts/SkP96wkGW4t4diLLm3UsufhEYZezE7ue5UYmC8d4ogH8DWGiGyrxN7jziXzVQbWtiCxjxhhM0OfO1DmLtjonnZsWMJ2mrS6ZITswjpM607a6089uWo5tddZaRu86QuL+Y4QuraXyTesx3qV9XmMPPUT37/4e4Wuvpf53fntFB4NybpQKrGQTI/D0d91d0wZegGAlXPl+2PoeqFpT7NXJEpPLONNCoFNbwgrXTdtOPjfHX8qMx1Aa9hWCnsr6EMFIeWFO0MkzgoLRAL7A8vwrmbWW7pEJ9vWMsrc74QZF3aMcGkiSywdppX4PG+qi3NxRx8aGKBvry9hYH6WsNEcqdZhkaj+p5EGS/Qd54ughUqnDOI77ItXnK6Oh/g3UN9xBedmWZfk1FCkmJ50j25siXZhP5L7ZdP6Fmwd8NSFK2svckKjRnU+0lHfyEZGF5Ql48QS8UHE2bXVOfpe6UyubcieFTpnepBtEjb/ytjrvHK12i6mtzjqW4R8eJPnTbsJX1lPx+rVLPhCbePFFuj76MUrWrKHpr/8K49cGCfLKKTxaibqfcXdMe+ZfIJOCpsvgDZ+HTXeAX9tsS34b+dRJ84AS6VkqhKZCocxp/oJVEvIVqn8iFSVUt0QJhk8aFD2tIqgkuDz+enW2UuksL/aOFVrO9nSPsq97lNGJqda75sogG+vLePWF9WysL2NDfYSmskkmxg+RSj1PMnWQVOIge3oPMTHRxdSWboZgaQuh8BpildcSCq8hHFpDNLoZr/fMf9kUkdlZa3ESGTLd7kyiE8OsswPjhX+GpsTrDrHeWjc1xLoujPEvnhdPIrIyGK/n7NvqnPxudfkqptna6QoBVL6tLpfMQvbM2+q80weHL2BbnXUsQ/+2n9TuXiLbmii/vX3J/0Et09dH5/vejycYpOWLX8AbiRR7SbLEKTxaKTITsOf/ua1pxx4FXxA2vwkufy80atL+cmatJTNxut3DpiqCCruHpTJzbyMf8MzYKayiNjgjACoMlI66x5SEfXgX0V+VFgPHsXQNj7O3+0Q1kRsWHRlMYvNf93DAy4b6KD93cSMd9VE21odpqxjBk3uJZPIJkqlDpFIH6dp3iKPZ4cJjezylhENrKC+/lIaGNxHOh0TB4CqFRCLnic1ZsgMpMseTblCUbz9zxjKFY7yVJfgbIgQvqiGQn0/krSxZ8i9GRGTlMp6ptjpf1Zn/wXlGW91cM5zyH59ZW53n9CHTtOtOVDydrq3O5hzi//wC488MEN3eStnNrUv+Z7WTTHLs/R8gNzLCqn/8Fv6GhmIvSZYBhUfLXfww7P4aPPEtGI9D1Vq49TNwyVvdNjVZkqy1jA6MM9o/wXhytq3kZ17n5ObYRt5jpqp/on6qmiKnbh1/UquYf4G2kV8uEhMZXuxNsKd7aoj1Cz0JxibdaiJjoC0WYmN9GW+4pImN9T7ayweJ+rpIje8hlTxEMnWQxJEjPGun5hn5/VWEw2upq72tUEUUCq2htLQBYxTWiZwvzkR2xi5nme4kmd4kZPM/V70Gf32Y0o0x/A1hAvn5RJ6gfsUSEYFzaKs7JWTKDxE/KYjK9OR3q3uFbXWZ7iST+4cpv62d6PXN5+eki8jmcnT9+ieY2LeP5r//HKUXXFDsJckyod9sliMnB/vvdlvT9t8NxgMbb4fLfxnar3dfrcqSMzGWoXNfnGN743TuHSIRnzjlmJKwr1ARVFYdpHZVWX4u0NTW8W5FkFslFFgE28gvFznHcnQwWZhJtDc/xLozPl44Jlrqo6O+jJ/f0sgFdTnaK/qpLu0hk95NKnWIVPIgE33H6ew7cQ8PwWAr4fAaqqquJxxaQzi8hlBoNX5/RTFOU2TZstaSG5os7HSWPp4k05MkN+1nrSfsw98QIXJNI/6GCIGGML6a4KKa2SEishwYrwdvNIA3epZtdRPZqZ3qThkcPq2tbmiSTNcYuVQWrKXi9WuIXN04j2e0cHo/8yeM3Xcfdb/9W0RvuKHYy5FlROHRcjLWD09+Cx7/Goy8BJF6uP5/w2W/BGXL44fhSpLLOHQfHKZz7xCde+P0dybAutvLN22o5NIdrVQ1RQqhUEnIh0cvYBbESCrD3p7RQiXR3p4EL/YkGM+4JdYeA6trIlzSHOUdWz2sqRygJtiD13nJDYlSB8mmRkmkIAF4vSFCodVUVFxOKLSacHgtodBqQqE2PB61momcbzbjkOlLFeYSndj1rNAmYcBXHSTQHMF/eb1bUdQYxhMNKHAXEVmkjMdg8pVFPs68rc46dtnM2ox/85sM/eM/EnvXu4i97W3FXo4sMwqPljprofNn7iyjPf8PcmlYtQ12/CFsfA14NVF/qbDWEj+epHNvnM69cY6/OEw242A8hvrVZVzxc+20dMSobYsqJFog2ZzD4YGkW0WUD4r2dY9yfGSqEqEy5OeiRj//66pJVlcOUBfqIWiOMTFxmFTqCNZmYAj6hyAQqCEcWkNd3WsJh1YTCq8lHFpNSUm9Ws1E5kluLD1jl7P08TGy/alCa4MJePDXhwldXIO/0W0589eH3RYLERFZ9pZLcJS49156P/MnRG+5mdpPfqLYy5FlSOHRUjU5Bs/+Czz2Feh9DkrKYOt73LeaDcVenZyh5MhkISw6tneI1Kg706aiLkTHtY20dFTStL6SgGZnzLvBsUm3iuhENVH3KPv7xkjndwjxeeDixiy3rR9hbWyQulAPIU8X2fRhJid73AeZgPFJLwTbCIVWU111E6HwasKhtflWs7IinqHI8mYdS3ZwPD+fKFnY9cwZnZoV5i0PuEOsL6hyQ6LGCL5Y6bJ54SAiIivT+LPP0vVrv07p5s00/tmfYTz6o6Scf3pFutT07XUDo6e/C+kE1G+G1/6Nu3NaIFzs1cnLyEzmOL5/uBAYxY8nASiN+GnZWElzR4yWjhjRWGmRV7p8pbMOB/vH3B3OuhPsyYdF/YlJALwmx4bqUS5tHOZNG+LUh3oIe7twMkfI5cbcB7HgmYjgDa0mWnmVO6y6sKtZKx7Pmffni8jZcyZzZHqmdjnL5OcT2Uy+nMhj8NeGKF1Tgb8x7AZFDRG8YVXjiojI8pI+1kXnBz6Ir6qKlr//HJ7gmbfsiZwNhUdLQTYN+37ohkZHHwJvADa90R2A3bxVA7AXMcex9L+UyFcWxek+NIKTtXh9HhrWlrPhynpaOmJUN0f0l+/zzFpLf2KSvSeqifIh0YG+MbKOpdQ7TktZPxc3jPCqiwdpCPcS8XZhc8fAZguPU2LqCAXXEK66I19F5AZFJYE6zT4RmWfWWnKj6cJuZydaz7KD45Df7MyU+gg0hglfUY+/IeKGRbUhjE9/dRURkeUtNzpK5/vfh02nafnG1/FVVxd7SbKMKTxazIY7YffX4YlvQrIPKtrglj+AS94O4apir07mMDowPtWK9sIQk0k3iKhqjnDRjS20dFTSuLYCn+ZpnDcTmRz7e8fyQ6zdXc729SSIJyepLBmmPtzHhupBXrcqTsOFbkjksQOF+xvjIxhcRTi8nlDotmm7mrXj80WLeGYiK4fNOWT6xt1qouNTVUVOairM9cZKCTSECV1am287C+MtL1GQKyIiK45Npzn2kY+SPvoSrf/wD5SsWVPsJckyp/BosXEcOHSfW2X04n+7A7HXvxoufy+s2Q7qX110JlMZul6YakUb6Xe3Zg+XB2jfXE3LBTGaN8YIlamV6VxZazk+MjG1y1n+/dGBYaqD/TSE+2gp6+Pa6kHe1NZH1NeFh/HC/b3eCOHwWsKh6wgVAqI1BIMteDxqZxFZKE4qQ3raEOvM8TEyfSnI5cuJfB789SGCm6qn2s7qw3hK9WuLiIiItZbu3/09Uo88QsNnPkP4qiuLvSRZAfRb2GKRisNT34bHvwrxQxCqhms/Bpe9Cyrbir06mSaXc+g9NFoIi/qOjGIt+Eq8NK2vYPMNzbR0xKhsCOmv4ecglc7yQk+isMPZ3p4ER/p6iPi6aAj3UR/upaOin+2b+oj6ejHGKdy3pKQh3152jTusOt9uFgjU6HsisoCsY8kNTRR2OTsRFuWGJwvHeCJ+/I0RIusrCTS4QZGvOoTx6t+qiIjIbAa/8AVG/uM/qP7Qh6i44w3FXo6sEAqPiq1rt1tl9Ny/QXYCWq+GG38TOl4LvpJir05wk/3h3lQ+LBqi68UhMhM5jIHaVWVcdtsqWjoqqWsvx6sZG2fNcSzHhsantZyN0DVwlFzmMPXhPhrCvTRHermsvY/wupHC/YzxEwqtIhS6mHBoNeGwu6NZKLQan0/D40UWms3kyPSk3KCoeyoospM59wADvpoggbYy/FeFCTRG8DeE8UZVlSkiInKmRn74Q/r/+m8of/3rqP7wh4q9HFlBFB4Vg7Xw5D/CY1+G7qcgEIFLfhG2vhfqLyz26gQYT6Tp3OeGRcf2xhkbcv9KXlZdyvrL62jpiNG0oZJS7dxzVhITGV7oSbC3J8EL3YP0DO5nfPwglYEeGiI9NIR7eV1dP4HGaVUJ3iiR8FrCYTckCoXXEg6tprS0BY9HP8JEisEZz5LuGiPTlSCdn0+U7Z82xLrEi78+TGhLLYGGSL7tLITxa9abiIjIK5V67DG6P/2bhC6/nPo//ENV1MuC0iuvYjAGdn8NspNw+1/ARb8ApWXFXtWKls3k6D4wUmhFG+h0t2QvCflo3lDJZbfFaOmIUV6jrS/PRM6xHB1Msq8nwf7uLroHXyCZOkgJx9yQKNTH9WUDeMpt4T4eXwPRyBrKIjcXtr0PhdcQ8FfpP0aRInImTgRFY6SPJch0jZEdnCjc7q0owd8QJnhh9VQ1UWWpdpAUERE5jyYPHabzw7+Cv7mZ5r/7WzwBVe7KwlJ4VCy/+K8QirlBkiw461gGusbcHdH2xjl+YIRcxsHjNdSvLufK17XT0lFFTVsUj14AndZwKs3e7hEOdB+ke3AfyeRBTO4otcEe6sN9XFiS4MI691gHPx5fK9HIFqrK1xEOT+1q5vWGinsiIoIzmSXTlSTdlXADo2NjZAemDZ2vKCHQFCG0tZ5AUwR/UwSvKjBFRETmVTYep/N978N4vbR86Yt4y8uLvSRZgRQeFUu4qtgrWHHGhiYLlUXH9sUZT2QAqGwIs2lbIy0dMRrXVRDQbj6zyuYcDvXFeaFrD93xFxgbOwDZl6gMdFEX7qPRm6ExCkQhY6PgayMa2U59bAPl0XWEQqsJBpsxRm0rIouBk86ROT5G+thUVVF2YKr1zFsewN8UJXRpLYHmfFAU0V85RUREFpIzMcGxD36IbF8fbd/8BoGWlmIvSVYovUqWZSs9keX4i8OFwGioJwVAMOqneaPbhtbSESNSqcHkJ+sd6uWFrmc5PriPROIgZI8S9XdRVTpIyFjW+MCWG1JODXjbKI1so7FqI3WxDYTDawgEFI6KLCZOOucOsD7mVhSlu8bI9qUKQZGnLOBWFF1cg785SqApokHWIiIiRWYdh+P/+1OMP/00TX/1VwQvvrjYS5IVTOGRLBuOY+k7OkrnHjcs6j00iuNYvH4Pjesq6LimkZYLKqlqjGgWB2BtjsTYMQ50P8fxgX0kxg5is0cIe7uI+N2ZTzVARamfRLYR6+0gE1xDfdVGVtVdQHl0NV6vZkCJLDY2kyPdncxXE7lDrTN9KXDc2z0RP4HmqDujqDlCoCmKt0xBkYiIyGLT/9nPkrjrLmo/8QnKbt1R7OXICqfwSJa0kf4UnXuH6Nwbp+uFISZTWQBqWqNccksLzR0xGtaU41vBO/zkchMkU4foHtxHV/8+RscO4KSPEPIex+9xW/eCQNaJMJJrJM7VTJasob5qA2sbN9EQW6VWM5FFymYdMt35GUX59rNMb3IqKAr7CTRHKL2gikBTlEBzBE9ZQEPoRUREFrmhf/4XBr/8FSre+hZi73l3sZcjovBIlpaJZIZj+4bo3OcOuh4dcHf8iVSWsPqSGlo6YjRvrCS4wtotrLVkMnGSqUOMjL7I8YEXGBk7gJM+TInpxxi3N8WxhtR4FcOTDeS8FxIKraEutoF1jZtYU9eEz+sp8pmIyFxs1iHTk5y581lvCnLuv29PyIe/OUp0Y8wdZt0cxVuuoEhERGSpGdu1i54/+APC119H/W/+pv4vl0VB4ZEsarmsQ8+hkfzcoiH6j45iLfhLvTStr+Ti7a20dFRSURdaMT9UrbWkUocZjO+iL/4cI6MHyGUO4yVROGYy56cnWUf/eCtZz6sIBldTF9vAmvqNXNFYQ3lIuyOJLGY255DpTZE5Nja181l3shAUmaCPQHOE6LYm/E35GUWVJSvm56CIiMhyNbFvH10f/Rgl69fT9Jefxfj0kl0WBz0TZVGx1hLvTnLsRCva/mGykzmMx1C3Ksplt6+ipSNGXXsZ3hVUJZPNJogPPUxv30/o7f8JxukBYGQySneyjp7kRYzbZoLB1dTGNrC2bjU3NlbQGgvh1XwnkUXN5iyZvtSMYdaZ7jHI5oOiUi+BpgiRVzURaIq4QVGsVEGRiIjIMpPp7aXzfe/HE43S8oXP442Ei70kkQKFR1J0qdE0nXvdNrTOvXGSI2kAymuDbLyqnpaOGE0bKikJrpynq7UOicRzDA4+QHffT0gln8LgMJ4tZV98HftHbqCiYhsXtnVw1QVR1tdFiZaqmkhksbM5S7Y/RTpfUZTpGiN9PAlZd0iRKckHRdc05oOiqBsUKQQWERFZ1nJjSTrf/wGcRIK273wbf11dsZckMsPKeTUui0YmnaN7/3ChFW2wy93ZqyTso3lDjNYLYjR3VFJWtbJ28pqc7Cce38XA4AP0D+7C5oYBODLazHMDNzOQuYQNLVdz0+WNfHRVDP8KqrwSWYqskw+Kusby7WdjZI6PYTP5oCjgxd8UJnJVA4HmCP6mCL6qoIIiERGRFcZms3T92seZfPFFWr7weUo3biz2kkROofBI5p11LAPHxujcG+elPXF6Do6Qyzp4fIaGNeVc9YbVtHTEqG6J4llBL5ocJ83wyG7igw/QP/gAqeQ+ABLpKM8NbOD5wQ58oSu5dv16PnRNLWtqImpTEVmkrGPJDo67IVG+/SxzfAybzgdFfg/+xgjhK+rxN7szinzVCopERERWOmstPX/0RyR/8gD1v/d7RLZtK/aSRGal8EjmRSI+ka8sinNs3xATY+6W8LHGMBfe0ERLR4zGtRX4S1bWFvCp1BEG47uIDz5AfOinOM44jvVyYLidZ/pfy6HEhaxtvITtF9TzoQ21VIZX1q5xIkuBdSzZ+MTUjKJj+aBoMgfkg6KGMOGt9fibIgSaI/hqQgqKRERE5BTxr32d4X/6LlW//F4q3/ILxV6OyJwUHsl5kR7P0vXiEJ174nTuG2K4NwVAqCxA26YqWjoqae6IES4vKfJKF1Y2O8bQ0CMMxh9gcPABJiY6ARhO1/Bk72U8O9DBmL2IbevbeNv2Oq5ojxHwqR1NZLGw1pKLT+RnFI0VAqMTQRE+Q6AhQmhLrTujqDnqBkVeBUUiIiJyeqN37aTvz/+c6KtfTc3HP17s5Yic1ryGR8aYVwN/DXiBL1tr/+Sk298G/O/8xTHgA9bap+dzTXJ+ODmH3iOJwqDrnsOjWMfiC3hoXFfJpm2NtHTEiDWGV1SrlbUOY2N7GRx8gMH4LkZGnsDaDFlbyv7hdezuuZI9gx0016xne0ct73x1Hetq1Y4mshhYa8kNTbqDrPNhUfrYGHYi6x7gNfgbwoQuqSHQHMXfFMFfF8Jo/piIiIicpfGnn+b4Jz9J8OKLafyTz2A8+n1CFrd5C4+MMV7gc8AtwDHgMWPMD6y1e6Yddhi43lo7ZIy5DfgScOV8rUleOWstI33jhVa0rheGSE/kwEBta5RLd7TS2hGjfnU5Xv/K+sGXTg8Qjz9UCIwymUEAhtJtPNZ9PU/1baQntZZr1jXymqvq+IsNNVRFVlYFlshiY60lNzKZn1E0tfOZk5oWFNWHCV1Ujb/Z3fXMXxfCqDJQREREzlG6s5POD3wQX20tzX//OTylpcVeksjLms/KoyuAA9baQwDGmO8CrwcK4ZG19uFpxz8CNM/jeuQsTYxl6NznVhZ17h0iEZ8AIFpVytqtdbR0xGjeUElpZGVtEe84GUZGniQef4DB+AMkEs8DkLXlHBztYNdLt/H84EaioTpu7qjlN6+t48rVMUp8K2u+k8hiYa0lN5qeOaOoK4GTzAdFHoO/LkRwU3VhRpG/PqygSERERM673MgIne97PzaXo+WLX8QXixV7SSJnZD7Doyagc9rlY5y+qui9wH/PdoMx5k7gToDW1tbztT45SS7j0H1wmM69Q3TujdPfmQALgVIvTRsquXRHKy0XxCivCa64Nqvx8U4G47sYHPwJQ0OPkMuNAV6Gs+t5vPv1PNy1js5EMxe3xLj5ojp+t6OWDXXRFfd1ElkMcqOTp8wocvJD+/GAvzZMaUdVYUaRvz6MWWEVkyIiIrLwnHSaY7/yETKdnbR+9SuUrG4v9pJEzth8hkezvWq2sx5ozI244dGrZrvdWvsl3JY2tm7dOutjyNmz1hI/niy0oh1/cZhsxsHjMdStLuOKn2unpSNGbVsUzwqb6ZHLpRga+hmD8Z8wOLiL8fEj7vWmjsOJK/nx4dU8078W44mwbV01H9pRx40baqmJqh1NZCHlEumpkCgfGDmJtHujAV9tiNL1lW5I1Bwh0BDG+FUFKCIiIgvLWkvPb/82qUcfpfHP/4zQ5ZcXe0kiZ2U+w6NjQMu0y83A8ZMPMsZcBHwZuM1aOziP6xEgOTJZCIuO7R0iNeq+yKqoC9HxKnfIddO6CgLBlbURn7WWseQLxAfdVrTh4d1Ym8aYUhJ2M7t7XsXOg230JGtpLA9yU0ctH3h1HVetrqJUL0RFFkRu7ERQNFVVlBudFhTVBCldW5GfURTB3xjBE9C/TxERESm+gb/7HCP/7wdUf+RXKH/ta4u9HJGzNp8JwWPAOmNMO9AFvAX4xekHGGNagX8H3mGtfXEe17JiZSZzHN8/XAiM4seTAJRG/LRsrKS5I0ZLR4xobOUNactkhhiMP0h8cBeD8V2k033uDb41dE7ezr2H2vnpsWayjp+Lm8v5xWvq2N5RywUNZWpHE5lnuWSGTJc7yDp9zA2MciOThdt9NUFKVpfjb4q6M4oaw3hKVlboLSIiIkvD8Pe/z8DnPkf5HXdQ/YEPFHs5Iq/IvP2mba3NGmM+DNwFeIGvWmufN8a8P3/7F4DfAaqAv8+/GM9aa7fO15pWAsex9L+UyFcWxek+NIKTtXh9HhrWlrPhynpaOmJUN0cwnpUVgDhOltHRpxiM7yI++ACjiWcBi9dbRspcxjNDb+SH+5rpSpRR6vfwqrU1/J831HLTxlpqy1ZeuCayUJxUxh1kPW1GUW5oWlBUHSSwqiw/oyhfUVSqoEhEREQWv+QjP6P7t3+H0FVX0fD7v6c/QsuSZaxdWiOEtm7dah9//PFiL2NRGR0Yn2pFe2GIyfwOQlXNEVo6YrR0VNK4tgLfCmzfmJg4zuDgAwzGdzE09BDZbALwEAheSNf4xfzkyGru2l+JYz3Ul5VyU0ctN3fUcs2aarWjicwDZzzrhkRdUzOKcvmdHAG8VaVuSNSUn1HUGMGzwtpoRUREZHmYPHiQI295K766WlZ95zt4y8qKvSSR0zLG7J6roEe/kS9Bk6kMXS9MtaKN9I8DEK4oof2ialo6YjRvjBEqCxR5pQsvl5tgePhn+Z3RHiCVOghAIFCPU3IDexMX8P29DRwYcAeAb24q5yPba7m5o45NjWpHEzmfnIkTQdFUVVF2cFpQVFniDrK+oj4fGEXwhPxFXLGIiIjI+ZEdGKDzzvdhSkpo+cIXFRzJkqfwaAnI5Rx6D40WwqK+I6NYC74SL03rK9h8QzMtHTEqG0IrLvyw1pJM7ieeD4uGRx7FcdJ4PAHC0csZL301uzrX8F97ShibzFHi8/CqtdW8Z5s7v6hO7Wgi54UzmSXTlcy3nyXIHBsjOzBeuN1bUUKgKUJoa51bVdQUwRtWUCQiIiLLjzM+TucHP0R2cJC2b32TQHNTsZckcs4UHi1C1lqGe1P5sGiIrheHyEzkMAZqV5Vx2W2raOmopK69HK/PU+zlLrhMZoT40EP5QdcPMDnZA0AotIZwxZvZO7SJH+2r47GjSRwLtdESXntxLds31nHt2mqCK7B9T+R8ctI5MsfH3EHW+bAo2z8O+S5ob3kAf1OU0KW17oyipgjeyMqrhBQREZGVx+ZyHP/kJ5l49lma/+5vCW7eXOwliZwXCo8WifFEms59blh0bG+csfyw2LLqUtZfUU9LRyVN6yspXYF/qbc2x+joM4VWtNHRpwEHny9KRcU15MLv5qfH1vKjxy0vxVMAbGr08uGb1nFzRy0XNpbjWWHDwUXOFyedI9OdLAyyTneNke1LFYIiT1nArSi6qAZ/c5RAUwRvVEGRiIiIrEx9f/4XJO6+h7rf+BTR7duLvRyR80bhUZFkMzm6D4wUWtEGOscAKAn5aN5QyWW3xWjpiFFeEyzySotjYrKnUFkUjz9ENjsCGMrKLqKh6X0cGL2Qnfur+Mm9cRKTWQK+ca5dU8Wd161me0ctDeUr8+smci5sxiHdna8mOuYOtc70pcBxb/dE/ASaowQvrC7sfOYtKynuokVEREQWifh3vkP861+n8u1vp/Kd7yz2ckTOK4VHRfJPf/Aoo/3jeLyG+tXlXPm61bR0xKhpi67IKplcbpLhkceIDz7AYPwBksn9AAQCtdRU30zGfzmPHV/Lzt0TPH4kjmNzVEdGuH1zA9s7annVumpCAT2dRV6OdSzOeBYnlcFJZsj0pEgfS5DpGiPTmwLHLSnyhP0EmiOUXlBFoClKoDmCpyyw4uaqiYiIiJyJxP330/t//ojIjTdS9xuf0u9Msuzo1XaRXPFz7ZSEfDSuqyBQuvK+DdZaUqlD+cqiXQwN/QzHmcCYABUVW6mtu4Pu8Yu572CUex/p5/BAEjhOR0MZH7pxLds76rioSe1osrLZnIOTOhEEue9zqYx7XXL6+8zUcePZQsvZCZ6QD39ThOjGZgJNEfzNEbzlJfqlR0REROQMTOzZQ9fHf43SjRtp+os/x3g1Y1WWn5WXWiwSG66sL/YSFlw2myAef9gNjAYfYGLyOAChUDuNjf8fpeFreapvFd/fl+D+F/oYnRgk4B3iqjVVvPvaVdy0sZbmylCRz0JkftjsVBCUmx74nBQC5VJTVUN2Ijf3A/o8eMM+PCE/nrAff0VJ4WNPyIc37McT8uOrDuKtVFAkIiIi8kpkurvpfN/78ZaX0/yFz+MJh4u9JJF5ofBI5o21DonEcwwOPsBgfBejo09ibQ6vN0Ks8mraVn2AlLmMBw76uef+Xh47MkTOeYGqcIAdm+q5uaOWV62rIVKip6ksLTbjuBVAZxgCOaksdnLuIMgEPDOCH1+sNB/++ArXeUL+Gcd4tKugiIiIyLzKjY3R+b7344yP0/btb+OvrS32kkTmjV6Vy3k1OdlHPL6Lwfgu4vEHyWSGAIhGL6St9U7KK7ZxYHgV//lCnHvu7uVQ/wEANtRFed91q9neUcclLRV41Y4mi4C1FptxZrSFnQh7cie3g00Lh2zGmfMxTYl3RuDjrwlNhT/hmSGQN3+98XsW8KxFRERE5OXYTIauj/0qk4cO0fLFL1C6YX2xlyQyrxQeyTlxnEmGh3cXAqOxsb0ABALVVFVdT1XsOvyhK3n4sMN3Huvl/hf7GU49jt9ruGp1Fe+8qo3tHXW0xNSOJvPLWotN584qBMqlspA9TRAU9LkBT9iPt6wEf314ltawE9VBfjxBH8anIEhERERkKbPW0vMHf0jywQdp+D9/SOTaa4u9JJF5p/BIzoq1lvHxI25l0eAuhoYfIZdLYYyf8vItrFn9CaqqthGfbOPeff3c81Avjx5+gqxjqQz5uWljLTd31LFtXTXRUn+xT0eWKGstdiI3bT7QtLawVGaWcMi9npyd/QENeIJTIY+3ogR/Y2TuECjkwxP0Y7yqkBMRERFZaQa//GWG//VfqbrzTire9KZiL0dkQSg8kpeVzY4xNPTTQmA0PvESAMFgK/X1b6Qqto2y8it59niG7+7t4969vezvOwLAutoIv7xtNTd31HJpa6Xa0eQU1rHYiexpQqDstPlB2UKV0Ikt5U/hYSrgCfnxVQXxts4yH2j6x0EfRs9NEREREXkZo//93/T/5Wcpu/12aj720WIvR2TBKDySU1jrkBjbQ3zQbUUbGdmNtVm83hCVlVfT0voeqmLbyHma2LV/gC/d18v9LzxCPJnG5zFcuTrGW69oZXtHLW1V2m1gJbGOPakFbCoEyp3ULlYIh1Knbh1f4DUzhkH7a4N4QmWzhkDe/MemxKsgSERERETOu9QTT3L8f3+K4JYtNHzmjzEejSOQlUPhkQCQTg8wGH+wEBhlMoMARCIX0NryXqqqrqO8fAtdw1nu3dvLvXf18sihPWRyloqQnxs31LK9o5br1tdQpna0ZcHmnFNCoNwsg6NPBEC5ZAY7cZogyGfcgCc/GNpfHz4lBPKeFAiZEq+2kBcRERGRoksfPcqxD34QX0M9zZ/7OzwlJcVeksiCUni0QjlOhpGRJ/K7oj1AIvE8AH5/jFjsVVTFthGLbcPnr+apzmH+/We93Lv3EV7oTQCwuibMe65tZ3tHHVtaK/B5lbovZjbrzAh5Zts9rLB9fP52O3GareP9HqbvDuavLKUkH/x4p88GmjYryPg9CoJEREREZMnJDg3Reef7AGj94hfxVVYWeUUiC0/h0QoyPv4Sg4O7GIw/wNDQI+RyYxjjpbxsC6tXf5yq2Dai0QtJpR127e/nngePc9++pxhMpvF6DJevquS3XtPB9o462qvVjlZMNueQHZwgNzp56u5hqemzg9yQyKZPEwQFvFNbxIf9+KpK8xVC00OgmdVBxu9dwLMVERERESkOJ53m2K/8Cpnublq//jUCq1YVe0kiRaHwaBnLZpMMD/+MwfgDDA7uYnz8CAClpc3U172WWNU2YpXX4PNF6Roe5/vP93LP3sd55OAg6ZxDWamPG/LtaDesr6U8pHa0hWZzDtmBcTJ9KbK9KTK9KffjgfFZdw4zpd6pkCfix18bmjUE8k5rF9PW8SIiIiIip7KOQ/dvfJrxx3fT9Nm/JLRlS7GXJFI0Co+WEWstY2P7iMcfYDC+i+Hh3VibxuMppbLyKlqa30Esdh2hUDvWwtPHhvnmE8e5Z28v+3rcdrT26jDvvLqN7R11bF1ViV/taAuiEBL1psj25UOi3nxIdGJXMQPeWCn+2hDBjhi+2hC+itKpqqCQD6Pvl4iIiIjIedH/N3/D6H/9FzW/+quU3X57sZcjUlQKj5a4dDpOPP4g8fguBuMPkk73ARAJb6Cl5Z1Uxa6jvHwrXm8JqXSWXfsHuHfvM/x4Xz8DY5N4DGxdFePTt29ke0cda2oiRT6j5e2sQ6ILYvjqwvhrQ/hqgngCahcTEREREZlvw//2bwx+4YtUvPlNVN35v4q9HJGiU3i0xDhOltHRpxiMP0B8cBejiWcBi89XQSx2LVWx64hVvYrSknoAukfG+afHerh3by8PHRwknXWIlvq4fn0NN3fUccOGGipCgeKe1DKkkEhEREREZGlKPvww3b/7e4SvvZb63/kdbfoigsKjJWF8vKvQijY09DDZbALwUF5+Ce3tH6Uqto2yss0Y48VxLM8dH+GevS9y795enj8+CkBbVYi3X9nGzR21XN4eUzvaeTI9JJoeFCkkEhERERFZeiZefJFjH/koJe3tNP3V/8X4NfdVBBQeLUq53DhDwz8jPriLwfguUqmDAJSUNFBbcxuxquuIVV6D318OwHg6x717B7h3Xy/37u2jL+G2o13WVsmnbtvIzR21rKmJKDE/B2cfElXhqwvhrw3hrw1qdzIRERERkUUu09dH5/vfjwmW0vLFL+CNRou9JJFFQ+HRImCtJZncX2hFGx55FMdJ4/GUUFFxBU2NbyFWtY1waG0hAOodneDeJ17i3r29PHhggMmsQ6TEbUfb3lHLDRtqiYXVjna2bNYhO6iQSERERERkJXFSKY594IPkhkdo+9Y38Tc2FntJIouKwqMiyWSGiccfYjC+i3h8F5OTPQCEw+toano7VbFtVFRcgddbCrgB0/PHR7lnr1td9GzXCADNlUHeekUr2ztqubK9ioC2XT8jColERERERATA5nJ0/fonmNi7l+bP/R3BTZuKvSSRRUfhUZE8+tgbmJjoxOcrI1Z5LbGqbVTFtlFaOpVwT2Ry/GR/L/fs7ePHe/voGZ3AGLi0pYJP3LqBmzvqWF+ndrTTUUgkIiIiIiKn0/unf8rYj39M3W/9FtEbbyz2ckQWJYVHRbJ+3W/iD8Qoi16MxzP1behLTHDfvj7u3tPHQwcGGM/kCAe8bFvntqPduLGW6khJEVe+OJ1pSOSLleLLh0T+uhA+hUQiIiIiIitW/JvfYuib3yL2S+8k9va3FXs5IouWwqMiqam5BXDb0fYcH+Xevb3cs6+PpzuHAWiqCPLmrc1s76jjqtUxSnwKN0AhkYiIiIiInJvM8eOM7txJYufdjD/xBJGbt1P7yU8We1kii5rCoyKw1vKTF/u5d28f9+7t5fiI2452cXMFv75jPds76thYH13R7Wizh0RJsgMTColEREREROSspI8eLQRGE88+C0DJxo3UfOyjxH7plzBevX4QOR2FR0VgjOFP/nsfRwdTbFtXzcduXs+NG2upia68drSzD4mqFRKJiIiIiMjLmjxwgNG77iKx824mX3gBgNLNm6n5tY9TtmMHgba2Iq9QZOlQeFQkn3/7ZTSUl1K6QsKPswqJ6sJTIVFdCH+NQiIRERERETk9ay2Te/cWKozShw6BMQS3bKHuNz5F9JZb8Dc2vvwDicgpFB4VSXt1uNhLmBcKiUREREREZKFYa5l45plCYJTp7ASPh9AVV1D59rcRvflm/LW1xV6myJKn8EheEYVEIiIiIiJSDDaXY/yJJxjdeTeJu+8m29MDfj/hq6+i+n13Etm+HV9lZbGXKbKsKDyS01JIJCIiIiIixWYzGVKPPeZWGN1zL7mBAUwgQHjbNsp+9WNEbrwRb1lZsZcpsmwpPBIgHxINjJPpy4dEvUkyfam5Q6JN1fhrFRKJiIiIiMj8cNJpkg8/TGLn3Yzdey+5kRFMKETkuusou3UHkeuuwxNenuNARBYbhUcrjEIiERERERFZrJzxccYefNANjO67D2dsDE80SuTGGyjbsYPwq16Fp7S02MsUWXEUHi1TColERERERGQpyI0lGfvJ/W5g9MAD2PFxvBUVRG/dQdmttxK+6ipMIFDsZYqsaAqPlrhCSNSbcsOh3qQbFg2Og5M/SCGRiIiIiIgsIrmRERL33Udi590kH3wQm07jramm/A2vp2zHDkKXX47x6eWqyGKhf41LxBmHRFVBfLUhghfmB1fXKiQSEREREZHiy8bjJO65xw2MHnkEsll8DQ1UvOUXKLv1VoKXXILx6nWLyGKk8GiRUUgkIiIiIiLLRaa3j8Q9d5PYeTepxx4Dx8Hf2krVu36J6I4dlG7ejDGm2MsUkZeh8KhIFBKJiIiIiMhylOnqYnTn3SR27mT8qafAWgJr1lD1vjspu/VWSjZsUGAkssQoPCqS3r96guzAuHtBIZGIiIiIiCxh6SNHCoHRxHPPAVCycSM1H/kVojt2ULJmTZFXKCLnQuFRkURvbMF4jUIiERERERFZcqy1pA8cYPSunSR27mTyxRcBKL3oImp//deI7thBoLW1yKsUkfNF4VGRhC+rK/YSREREREREzpi1lok9e0jkK4zShw+DMQS3bKHu079B9JZb8Dc0FHuZIjIPFB6JiIiIiIjIrKzjMPHMM26F0d13kzl2DLxeQldcTuyd7yB68834amqKvUwRmWcKj0RERERERKTA5nKkdu92K4zuvptsby/4/YSvvorqD7yfyE034ausLPYyRWQBKTwSERERERFZ4WwmQ/LRR0nctZPEvfeSGxzElJQQ3vYqyn7t40RuuAFvWVmxlykiRaLwSEREREREZAVy0mmSDz3kVhj9+Mc4IyOYUIjI9ddRduutRLZtwxMOF3uZIrIIKDwSERERERFZIZzxccZ27SJx107G7r8fJ5nEE40SvelGojt2EL72WjylpcVepogsMgqPRERERERElrHc2Bhj9/+ExM6djO3ahR0fx1tRQfS2V1N2662Er7wSEwgUe5kisogpPBIREREREVlmciMjJH58H4m77iL50EPYTAZvTTUVd7yB6I4dhLZuxfj0clBEzox+WoiIiIiIiCwD2cFBEvfcS2LnTpI/+xlks/gaG6j8xbcSvfVWgpdcgvF4ir1MEVmCFB6JiIiIiIgsUZneXhJ330PirrtI7d4NjoO/rZWqd7+L6I4dlF54IcaYYi9TRJY4hUciIiIiMu+stWT7+kkfPkT68GEmDx8m03kMb2UlgdZWAqvaCLS1EWht1e5OIi8jfayLxM6dJHbuZPyppwAIrF1D9fvfR3THDko2bFBgJCLnlcIjERERETlvnPFx0keOFAKi9GH34/ThwzipVOE4EwwSaG5m4rnnGOnvn/EY3ppqN0hqayPQmn/f1qpgSVa0ycOHSey8m8RddzGxZw8AJR0d1Hzso25gtHp1kVcoIsuZwiMREREROSvWccj29JwUDh1i8vARst3dUwcag7+hgUB7O+VvfCOB9lWUtLcTaG/HV1dXmL3iJJOkX3qJ9NGXSB896r69dJSxBx4g1z8w43P7amrwt7XmA6VVU1VLra14QqGF/DKIzCtrLZMv7i9UGE3u3w9A6cUXUfuJXye6YweBlpYir1JEVgpjrZ2/Bzfm1cBfA17gy9baPznp9o3A14AtwG9aa//i5R5z69at9vHHH5+P5YqIiIjINLmxpBsMHTk8s5LoyBHsxEThOE84TCAfCk0PiAJtbXiCwXNeQ6YzHyodOZoPmdyAKTdwarAUaGvDv2paxdKqNgItLQqWZEmw1jLx/B43MLrrLtJHj4IxBC/bQtmOW4necjP+hoZiL1NEliljzG5r7dbZbpu3yiNjjBf4HHALcAx4zBjzA2vtnmmHxYGPAG+Yr3WIiIiIyNxsLkfm+PFCa9n0aqJsX9/UgR4P/qYmAu2rCF955YywyFdTM2/zVbyRMN6ODko7Ok65LTeWJPNSvlJpWtXS2P0/OTVYqq11g6VC1dK0GUvnGHCJnAvrOIw/9bQbGN19N5muLvB6CV95BbF3v4vo9u34amqKvUwRWeHms23tCuCAtfYQgDHmu8DrgUJ4ZK3tA/qMMa+Zx3WIiIiIrHi50dFZ5xCljx7FptOF4zzl5ZSsWkX4mmtmVBL529rwBAJFPINTeSNhvBdcQOkFF5xyW25sjPTRo2Remlm1NHbf/eQGB2cc66urmzG029/amm+Ja1GwJPPC5nKkHt9dCIyyfX3g9xO+5mqqP/hBIjfdiK+ystjLFBEpmM/wqAnonHb5GHDlK3kgY8ydwJ0Ara2t574yERERkWXIZrNkjh1zA6JDbrvZibBoRmDi9RJoaSHQ3k5427apVrPVq/FWVi6LXZq8kQjBTZsIbtp0ym2FYOnozKqlxI/vmz1Yapsa2u2fXrFUWrpQpyPLgM1kSD7yMzcwuvdecvE4pqSEyHXbiO7YQeSGG/BGo8VepojIrOYzPJrtt45XNGDJWvsl4Evgzjw6l0WJiIiILHXZoaGpyqHDh5k8UUnU2QmZTOE4b2UlgfZ2IjdcT8nq1W4l0ap2Ai3NGL+/iGdQXKcNlhKJfJh0xK1aOuIGTCde7E/nq68vBEkzqpYULEmeMzlJ8qGH3cDoxz/GGR3FEwoRueF6ojtuJXLdNs3jEpElYT7Do2PA9PH/zcDxefx8IiIiIsuGTadJd3bO2mqWGx4uHGf8fvxtrZSsWU10+/YZrWbeioqirX+p8kajBC/cRPDCWYKl0VE3WMrPWcrkq5YS99xDbmhoxrG+hgY3VMpXLJ2oXvK3tChYWuacVIqxB3aR2LmTsfvvx0ml8JSVEb3xRqK37iB87bV4SkqKvUwRkbMyn+HRY8A6Y0w70AW8BfjFefx8IiIiIkuKtZbc4OBUQHQoX0l05DCZY12QyxWO9dZUU7Kq3d2ee/osoqYmjG8+f6WTE7xlZQQ3X0hw84Wn3FYIlo4enVG1lLj77pnBkjEzK5ZO7AjX2oq/tVWhwhKVGxtj7L773cBo1y7sxATeykrKXnM70R23Er7yCswimxkmInI2jLXz1wVmjLkd+CvAC3zVWvtHxpj3A1hrv2CMqQceB8oABxgDLrDWjs71mFu3brWPP/74vK1ZRERE5HxzJifd9qcZ2967lUROIlE4zpSUuGFCezuB1e1TW96vWqVZKEtYbmSE9IkWuMLucEfJHH1pRhUZxuBrqCfQ2jZjzlKhYknB0qKSGx4mce+PSezcSfLhh7GZDL6aGqK33EJ0xw5CWy9TsCsiS4oxZre1duust81neDQfFB6JiIjIYmStJdvXN+uW95muLpj2O5evvn5qSPWq9sK29/7GBozHU8SzkIWWGxmZMbS70BJ35Ci5kZGpA08ES4WB3W1Tc5ZaWhbdTnjLVXZggMQ997qB0c9+BrkcvsYGym7ZQfTWWwlecrH+DYvIkqXwSEREROQ8ccbHSR85MjMgOnSI9JEjOKlU4TgTChFY1UbJtHAo0L6KklWr8ITDRTwDWSpyw8NuxdL0cCn/5pwULPkbGgisyg/sbls1tTucgqVzlunpIbHzbhI7d5LavRusxd/WStmOW4nu2EHphZuWxQ6FIiKnC49URykiIiJyEus4ZHt6mDw0taOZu+39EbLd3VMHnnjR3t5O+ZYtM1rNfHV1ekEp58RbUUGwooLgRRedcltueDhfqTS1I1z6pZcY/+//mRkseTzuc7StFf/JVUvNzZrDM4f0sWMk7tpJYudOxp9+GoCSdWup/sAHiN66g5L16/XvW0RWFIVHIiIismLlxpInzSHKVxIdOYKdmCgc54lECLS3E7p869QcovZ2Am1t2jlLiqIQLF188Sm3ZYeG3IHdR4/m5yy5H4//149wRqeNFi0ES23Tqpba3Mql5qYVFyxNHjpMYudORnfexeSevQCUXNBBzcc+RnTHDkpWtxd5hSIixaO2NREREVnWbC5H5vjxmbOI8hVF2f7+qQM9HvzNzfnWspmtZr6aGlUZyJJnrSU3PEym0P52UivctOHteDz4GxtnDu0+UbW0TIIlay2TL77oVhjdvZPJ/QcACF58MdEdO4juuIVAS0uRVykisnA080hERESWvdzoqBsOndRqlj76EjadLhznKS+nZNWq/I5mq6e2vG9t1WwYWbFOBEvpI0dmrVo6JVhqaiJQqFSa1hLXtLiDJWstE889X6gwyhx9CYwhdNllRG+9legtN+Ovry/2MkVEikIzj0RERGRZsNks6c7Owi5m7hwit9UsNzg4daDPR6ClhUB7O+HrrpvRauatrFQVkchJjDH4KivxVVbCpZfOuM1aS25oaEaVUiZftTTy9NM4Y2NTB3u9UxVLra1TO8K1trozlvz+BT4zd4bZ+FNP5SuM7iZz/Dh4vYSvvJKqd7+H6M3b8VVXL/i6RESWEoVHIiIisuhkh4amqocOu4Oq04cOke7shGy2cJw3FiPQ3k7kxhumAqJV7QRaivMiVWQ5Msbgi8XwxWKE5gqWCkO7j7ptcUeOMvLkkzjJ5NTBXu9JFUvTWuKams7rv1mbzZJ6fDeJnW5glO3vx/j9hK+5huoPf5joTTfirag4b59PRGS5U3gkIiIiRWHT6XwV0cw5ROnDh8lN2y3K+P3421opWbuG6M03E1i9mpJ2t+3MW15exDMQkRnB0pZZgqV4fNp8pSOFqqU5g6XCjnDTqpYaG88oWLLpNMmf/cwNjO65l9zQEKa0lMi2bUR37CBy4w14I5Hz/BUQEVkZFB6JiIjIvLHWkhsYmNrF7EQl0ZHDZI51QS5XONZXU0OgvZ3oq19dmEMUaG93KxK83iKehYi8EsYYfFVV+KqqCG3ZMuM2ay25wUF3ptK0qqX00aOM796Nk0pNHezz4W860QrXVtgdLtDaiq+62g2M7tpJ4r77cEZH8YRCRG64geittxLZ9io8odACn7mIyPKj8EhERETOmTM56b4AnLHtvRsWTR+0a0pKCKxaRWnHBZTdfvvMWUSqCBBZMYwx+Kqr8VVXzx0snTS0O330KOOPnxQs5XnKyojedBPRHTsIX3sNnpKShToVEZEVQeGRiIiInNaJXZiyff1k+/rI9ve7b3197gu6w4fdAbTTdnD11dcTaF9F+Wt/jkD7agLt7ZS0r8LX0IDxeIp4NiKy2M0Ili67bMZtJ6oZT7TCZXq6CV58CeErr9CcMxGReaTwSEREZIWyjkMuHp8ZCPX3kznpcrZ/ADKZU+7viUYJtLQQvOQSyu+4Y6rVbNUqtYmIyLwwxuCrqcFXU0No66y7SYuIyDxQeCQiIrLM2GyW7OCgWynU339KOFS4PDg4Y+bQCd7ycny1tfhqaihZ1Y6vtgZfTW3+/dSbJxgswtmJiIiIyEJTeCQiIrJE2HSa7MDA7NVBfX1k+93bcoODM1rITvBWVRWCn5ING04Jg/y1tXhravAEAkU4OxERERFZrBQeiYiIFJkzMTEtBJq7Wig3PHzqnT0edzejfPgTvPBCNwyqrSlUD/lqavBVVWkeiIiIiIi8IgqPRERE5omTTJ5+llA+KHJGR0+9s8/nDoytrcXf0kJwy6X5UKh2RrWQr6pK29iLiIiIyLxSeCQiInIWrLU4Y2Mzq4PmqBZykslT7m/8/ql5QqtXE77yyqlA6EQbWW0t3ooK7UomIiIiIouCwiMRERHyodDIyJzVQdPbx+zExCn3N6WlU6HQxo2Er9t2yjwhX00NnvJyjDFFOEMRERERkVdG4ZGIiCxr1nHIDQ2dFAb1nVotNDCATadPub8nHC4EQMHNm6cCoZN2IPNEIgqFRERERGRZUngkIiJLks3l3O3oZx0uPe3jgQHIZk+5v6esrBACBbdedkqFUGE7+nC4CGcnIiIiIrJ4KDwSEZFFxWYybig0PRA6qVoo099HbjAOjnPK/b0VFVPtY2vWzBwwfWIHsupqPKWlRTg7EREREZGlR+GRiIgsCCedngqB5pgllO3vJzc0BNbOvLMxePPb0ftqqim5oGPWeUK+6mpMIFCcExQRERERWaYUHomIyDlxxsdPCYBmVAvlP86NjJx6Z68XXz4U8jc2Erz44mlVQtN2IKuqwvj0X5aIiIiISDHoN3EREZlVbiw5c7D0rLOF+nDGxk69s9+Pr7oaX20N/rY2glu3njpPqLYWb2Ulxutd+JMTEREREZEzpvBIRGQFsdmsu/NYPE5ucJDswMAp1UKZ/j6y/QPYVOqU+5tAYGqe0Nq1hK+++qSZQu7uY97ycozHU4QzFBERERGR803hkYjIEmYdh9zICLl4nOzg4LT3Q2Tjg+QG4+51+bBo1tYxwASDhS3ng5s2zZgnND0c8pSVaTt6EREREZEVRuGRiMgiYq3FGRtzq4Li+eBnME4uPkg2PjR1/eAg2aEhd7h0LjfrY3krKvDGYvhiMUrWrcN31ZV4K2N4q2L4YlV4Y5X4qt2ZQp5wWKGQiIiIiIjMSuGRiMg8c1IpN/iJD55SFZSNn1olZDOZWR/HE4kUgh9/ayvBSy7JX47hjVXhq8q/j1W6s4Q0YFpERERERM4DvbIQETlLTjpN7uSqoME4uaH85RNVQfkqITs+PuvjmNJSN/ipqsJfU0vpho1TAVBVDG/MffNVVeGNxfBoC3oRERERESkChUcisuLZbJbc8PC09rD4rFVBJy47icTsD+T358OgGL7KGIFVbfn2sFghDDoRFvliMTyh0MKeqIiIiIiIyCug8EhElp3CEOkT1T/Tq4JOVAmdPETa2lMfyOPBW1lZCHyCmzbNaA/zxirx5YMgbyyGJxrV3CAREREREVl2FB6JyKJnrcVJJk8aIj04LQA6qUoofpoh0uXlbjtYVYySNWvwXnE5vhNDpKuq8Fbmq4SqqvCWlWG83gU+WxERERERkcVF4ZGIFIUzPl4If04MkZ6tKuhEWGTT6VkfxxMOF9rA/E1NBC/aPDU0+kSVUFWVW0FUWYnx+xf4TEVERERERJY2hUcicl7YdNodEj1ja/lpVUGDcbJDJy7HsanUrI9jSkqmtpKvqaZkwwa3PSxWNcvOYjE8JSULfKYiIiIiIiIri8IjEZmVzeXyQ6RnVgWdaAs7uUrIGR2d/YF8vqkh0ZWVBFrbCjOCTt5ZzBeLYUIhzQ0SERERERFZRBQeiawQ1lqc0dFZtpY/uSrIvZwbHp57iHRFRSH4KenYSLhQFTQ1RPpEGOQpK1MYJCIiIiIisoQpPBJZotwh0ily8cHTzA4aJBvP7zg2NATZ7KyP5Skvx1dZibeqipL21Xi3bp3ZHjZ9iHR5uYZIi4iIiIiIrCAKj0QWCWdyktzwsLu9fP4tOzREbmjadcNDZKddtpOTsz6WJxSaGiLd0EDphZtOrQo6sbNYZQUmEFjgsxUREREREZGlQuGRyDywmQy5kZFTA6DhOUKhoSGcOQZIQ74yqKICb2Ul/vp6Sjs6ZrSOzdhZLBbDU1q6gGcrIiIiIiIiy5nCI5GXYR0nHwQNF8KfuQKg7LB73ZzDo8lvLV9Z6b7FKilZsxpvReXUdZUVbgvZibfycoxP/1RFRERERESkOPSKVFYUay3O2NjLtIWddN3ICDjOrI9nSkrwxmJu4FNRSbC5uRAAeSsrZ4ZAFe71HrWIiYiIiIiIyBKi8EiWNCeVyodAs7WFzQyBTlQFzTU0Gp+vEAJ5KyspWbfupBAodkplkCcYXNDzFREREREREVloCo9k0XDS6Tlaw2YPgXJDQ9iJidkfzBi8+RlB3spK/G2tBC+5+LTtYZ5IRFvKi4iIiIiIiJxE4ZHMC5vNFgZGn2l7mJNMzvl4nrKyQlWQv7aO0g0bZ58PlG8N85aVaTt5ERERERERkfNA4ZG8LOs4OKOjU2HPyw6NHsYZGZnz8Tyh0LTqn0oC7aumAqCKWaqCyssxfv8CnrGIiIiIiIiInKDwaIWx1uIkkzPDnperChoenntgdCCQHxhdia+yAn9j49y7hlVW4q2owFNSsrAnLSIiIiIiIiKvmMKjJc6ZmDg1BIrHZ981LF8VRCYz+4N5vYUQyFtRScmaNXO2hvli7scmGNScIBEREREREZFlTOHRImLTabLDw9Mqfk7XGuZeZ8fHZ38wY/CWl08NjG5pofSizW4INFtrWGUlnmhUQZCIiIiIiIiIzKDwqEh6//TPmDx0cObA6LGxOY/3RKNTgU9NDSXr15++PUwDo0VERERERETkPFB4VCTpI0fIDQy6A6Pb2mYGQCdXBpWXYwKBYi9ZRERERERERFYghUdF0vL5vy/2EkREREREREREXpan2AsQEREREREREZHFS+GRiIiIiIiIiIjMSeGRiIiIiIiIiIjMSeGRiIiIiIiIiIjMaV7DI2PMq40xLxhjDhhjPjXL7cYY8zf5258xxmyZz/WIiIiIiIiIiMjZmbfwyBjjBT4H3AZcALzVGHPBSYfdBqzLv90JfH6+1iMiIiIiIiIiImdvPiuPrgAOWGsPWWvTwHeB1590zOuBb1rXI0CFMaZhHtckIiIiIiIiIiJnYT7Doyagc9rlY/nrzvYYjDF3GmMeN8Y83t/ff94XKiIiIiIiIiIis5vP8MjMcp19Bcdgrf2StXartXZrTU3NeVmciIiIiIiIiIi8vPkMj44BLdMuNwPHX8ExIiIiIiIiIiJSJPMZHj0GrDPGtBtjAsBbgB+cdMwPgHfmd127Chix1nbP45pEREREREREROQs+Obrga21WWPMh4G7AC/wVWvt88aY9+dv/wLwI+B24ACQAt49X+sREREREREREZGzN2/hEYC19ke4AdH0674w7WMLfGg+1yAiIiIiIiIiIq/cfLatiYiIiIiIiIjIEqfwSERERERERERE5qTwSERERERERERE5qTwSERERERERERE5qTwSERERERERERE5qTwSERERERERERE5qTwSERERERERERE5qTwSERERERERERE5qTwSERERERERERE5qTwSERERERERERE5mSstcVew1kxxvQDR4u9jvOkGhgo9iJkSdNzSM6VnkNyrvQcknOl55CcKz2H5FzpOSTnYjk9f9qstTWz3bDkwqPlxBjzuLV2a7HXIUuXnkNyrvQcknOl55CcKz2H5FzpOSTnSs8hORcr5fmjtjUREREREREREZmTwiMREREREREREZmTwqPi+lKxFyBLnp5Dcq70HJJzpeeQnCs9h+Rc6Tkk50rPITkXK+L5o5lHIiIiIiIiIiIyJ1UeiYiIiIiIiIjInBQeiYiIiIiIiIjInBQeFYEx5tXGmBeMMQeMMZ8q9npk6THGfNUY02eMea7Ya5GlxxjTYoy5zxiz1xjzvDHmo8VekywtxphSY8yjxpin88+h3y/2mmRpMsZ4jTFPGmP+s9hrkaXHGHPEGPOsMeYpY8zjxV6PLD3GmApjzPeMMfvyvxddXew1ydJhjNmQ//lz4m3UGPOxYq9rvmjm0QIzxniBF4FbgGPAY8BbrbV7irowWVKMMdcBY8A3rbUXFns9srQYYxqABmvtE8aYKLAbeIN+DsmZMsYYIGytHTPG+IEHgY9aax8p8tJkiTHGfBzYCpRZa3+u2OuRpcUYcwTYaq0dKPZaZGkyxnwD2GWt/bIxJgCErLXDRV6WLEH51/ldwJXW2qPFXs98UOXRwrsCOGCtPWStTQPfBV5f5DXJEmOtfQCIF3sdsjRZa7uttU/kP04Ae4Gm4q5KlhLrGstf9Off9NcoOSvGmGbgNcCXi70WEVl5jDFlwHXAVwCstWkFR3IOtgMHl2twBAqPiqEJ6Jx2+Rh60SYiRWKMWQVcCvysyEuRJSbfbvQU0Afcba3Vc0jO1l8BnwScIq9Dli4L7DTG7DbG3FnsxciSsxroB76Wb5/9sjEmXOxFyZL1FuCfir2I+aTwaOGZWa7TX2tFZMEZYyLAvwEfs9aOFns9srRYa3PW2kuAZuAKY4xaaOWMGWN+Duiz1u4u9lpkSbvWWrsFuA34UL6tX+RM+YAtwOettZcCSUDzaOWs5VseXwf8a7HXMp8UHi28Y0DLtMvNwPEirUVEVqj8nJp/A75trf33Yq9Hlq58if/9wKuLuxJZYq4FXpefWfNd4CZjzD8Wd0my1Fhrj+ff9wH/gTseQuRMHQOOTauc/R5umCRytm4DnrDW9hZ7IfNJ4dHCewxYZ4xpzyeUbwF+UOQ1icgKkh92/BVgr7X2s8Vejyw9xpgaY0xF/uMgcDOwr6iLkiXFWvsb1tpma+0q3N+FfmytfXuRlyVLiDEmnN/0gXyr0Q5Au9DKGbPW9gCdxpgN+au2A9o8RF6Jt7LMW9bALdWTBWStzRpjPgzcBXiBr1prny/ysmSJMcb8E3ADUG2MOQb8rrX2K8VdlSwh1wLvAJ7Nz6wB+LS19kfFW5IsMQ3AN/I7i3iAf7HWaqt1EVlIdcB/uH8PwQd8x1r7P8VdkixBvwJ8O/9H/UPAu4u8HllijDEh3J3U31fstcw3Y63G7YiIiIiIiIiIyOzUtiYiIiIiIiIiInNSeCQiIiIiIiIiInNSeCQiIiIiIiIiInNSeCQiIiIiIiIiInNSeCQiIiIiIiIiInNSeCQiIiKnZYyxxpi/nHb5140xv3eeHnvsfDzOQj92/vGPGGOq5/NzLBfGmHcZYxqLvQ4RERF5ZRQeiYiIyMuZBN5YrKDEGOMrxuddKMv9/PLeBSg8EhERWaIUHomIiMjLyQJfAn715BuMMW3GmHuNMc/k37fmr/+6Mebzxpj7jDGHjDHXG2O+aozZa4z5+kmP8ZfGmCfy96/JX3e/MeaPjTE/AT5qjLnMGPMTY8xuY8xdxpiGWdbSboz5qTHmMWPMH5502yfy1z9jjPn9We77AWPMn027/C5jzN/mP/5+/vM+b4y5c7YvkDHm7caYR40xTxljvmiM8eavH5t2zJtOnHv+6/NZY8x9wJ/mvz5P5d+eNMZET3r8VcaYfcaYLxtjnjPGfNsYc7Mx5iFjzH5jzBX5464wxjycf4yHjTEbpp3Pvxtj/id//PRzfbcx5sX81/cfjDF/N22Nb5p23Fj+fST/vXrCGPOsMeb109a4N/8YzxtjdhpjgvnH2Ap8O39+wbm+n8aYjxhj9uS/T9+d7WstIiIiC0/hkYiIiJyJzwFvM8aUn3T93wHftNZeBHwb+Jtpt1UCN+GGTj8E/i+wCdhsjLkkf0wYeMJauwX4CfC70+5fYa29Pv+Yfwu8yVp7GfBV4I9mWeNfA5+31l4O9Jy40hizA1gHXAFcAlxmjLnupPt+D3jjtMu/APxz/uP35D/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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "categorical_features = ['gender']\n", "continuous_features = ['age', 'temperature', 'heartrate', 'resprate', 'o2sat', 'sbp', 'dbp', 'pain']\n", "features = categorical_features+continuous_features\n", "labels = y_train.columns.values[1:].tolist()\n", "\n", "plot_missing_outcome(X_train_clean, y_train, features, labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous observons que le taux de prises de sang prescrites augmente avec le nombre de valeurs manquantes.\n", "En effet, plus le nombre de features est manquant, plus les patients ont eu une prise de sang.\n", "La variable *donnée manquante* n'est donc pas indépendante de la target variable à prédire. \n", "\n", "Nous avons observé, en regardant de plus près les motifs de consultation des patients avec beaucoup de données manquantes, qu'il s'agissait en réalité, des **patients les plus graves**. \n", "Il s'agissait typiquement de traumatismes sévères, d'urgences neuro-chirurgicales, d'arrêts cardiaques, ou d'états de choc, ayant conduits les patients **directement en service d'accueil des urgences vitales (le déchocage), sans passer par le triage et l'infirmier d'accueil.**. Cela peut se faire quand le camion du SAMU transfert directement ces patients en salle de déchocage. La prise en charge (et donc la mesure de leurs constantes vitales) a donc été réalisé directement en shuntant le parcours classique, compte tenu de la gravité de leur état médical. \n", "Il pouvait aussi s'agir de patients moins graves mais particulièrement **agités**, ou dont l'état rend la prise en charge à l'IAO complexe et nécéssite donc directement l'examen par un médecin, ou l'administration d'un traitement initial (sédation par exemple).\n", "\n", "**Au total,**\n", "\n", "- **le nombre de features est directement associé à la variable d'intêret (target)**\n", "\n", "- **le nombre de features manquants est un surrogate de l'état et de la gravité des patients.**" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_missing_bar(X, features)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Le pourcentage de données manquantes concernant les features ne dépasse pas 5% pour chaque variable** (à l'exception de la variable \"pain\" qui atteint 7 %). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# III.3. Visualisation des corrélations" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "features_for_corr = ['temperature', 'heartrate','resprate','o2sat', 'sbp','dbp']\n", "plot_correlation(X_train_clean, features_for_corr)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On observe **quelques corrélations caractéristiques** et attendues entre certaines variables:\n", "- Entre la pression arterielle systolique et diastolique\n", "- Entre la température et le rythme cardiaque (une fièvre engendre physiologiquement une tachycardie)\n", "- Entre le rythme cardiaque et le rythme respiratoire (un état de choc, un exercice physique ou une attaque de panique peuvent accélerer le rythme cardiaque et le rythme respiratoire de facon conjointe)\n", "\n", "Cependant, on note **de manière générale une corrélation plutôt faible dans la globalité des variables prédictives entre elles.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# III. 4. Analyse du texte" ] }, { "cell_type": "code", "execution_count": 387, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_odd_word_wc(X, y, \"chiefcomplaint\", labels, min_occurrence=3, ncols=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# III. 5. Exploration des labels" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "labels = [\"NFS\", \"IonoC\", \"Gazometrie\",\"Hepato-Biliaire\", \"Cardiaque\", \"Coagulation\", \"Glycemie_Sanguine\", \"Lipase\", \"Phospho-Calcique\"]\n", "plot_labels_frequencies_and_correlation(y, labels)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Concernant la **fréquence de réalisation de chaque examen biologique.**, environ 50% patients ont bénéficié d'au moins un des examens parmi NFS, ionogramme sanguin, gaz du sang tandis que les autres examens biologiques étaient réalisés chez à peu près 20%.\n", "\n", "On observe une **corrélation importante entre les 3 variables (labels)** les plus fréquentes, traduisant un co-occurence de leur réalisation aux urgences, à savoir NFS, ionogramme sanguin et gaz du sang. Il existe également une **corrélation importante entre ces 3 variables et le reste des examens biologiques.** \n", "\n", "Autrement dit, quand une prise de sang est réalisée, dans la grande majorité des cas, celle-ci comprend en général **au moins une NFS, un ionogramme et un gaz du sang**, **plus ou moins** d'autres modalités d'examens biologiques." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# III. 6. Association entre les features et labels" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "features = [\"age\", \"temperature\", \"sbp\", \"dbp\", \"heartrate\", \"resprate\", \"o2sat\", \"pain\"]\n", "labels = [\"NFS\", \"IonoC\", \"Cardiaque\", \"Hepato-Biliaire\"]\n", "plot_box_variable_label_distribution(X_train_clean, y_train, features, labels)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Analyser des ATCD\n", "# Analyse des traitements" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# IV. Sélection des variables d'interêts" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La sélection des variables est effectué par **recursive features elimination** à partir d'un sous échantillon du jeu de données d'entrainement." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LogisticRegression\n", "from sklearn.compose import ColumnTransformer\n", "from sklearn.model_selection import cross_val_score\n", "from sklearn.pipeline import Pipeline, FeatureUnion\n", "from sklearn.preprocessing import OrdinalEncoder, StandardScaler\n", "from sklearn.impute import SimpleImputer, MissingIndicator\n", "\n", "_, X_train_clean_subset, _, y_train_subset = train_test_split(\n", " X_train_clean, y_train, test_size=1000, random_state=42\n", ")\n", "\n", "variables = ['gender', 'age', 'temperature', 'heartrate', 'resprate', 'o2sat', 'sbp', 'dbp', 'pain']" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import itertools\n", "\n", "variables_combination = []\n", "for i in range(5, len(variables)+1):\n", " variables_combination += itertools.combinations(variables, i)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ali/.miniconda3/lib/python3.9/site-packages/pandas/core/frame.py:3191: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " self[k1] = value[k2]\n" ] } ], "source": [ "qualitatives_variables = [\"gender\"]\n", "quantitatives_variables = ['age', 'temperature', 'heartrate', 'resprate', 'o2sat', 'sbp', 'dbp', 'pain']\n", "variables = qualitatives_variables+quantitatives_variables\n", "\n", "X_train_clean_subset[variables] = X_train_clean_subset[variables].fillna(np.NaN)\n", "\n", "scores = dict(zip(\n", " y_train.columns[1:].tolist(),\n", " [[] for x in y_train.columns[1:].tolist()]\n", "))\n", "\n", "for variable_combination in variables_combination:\n", " #print(variable_combination)\n", " features_preprocessing = ColumnTransformer([\n", " (\"binary_encoder\", OrdinalEncoder(), [x for x in qualitatives_variables if x in variable_combination]),\n", " (\"continuous_scaling\", StandardScaler(), [x for x in quantitatives_variables if x in variable_combination])\n", " ])\n", "\n", " full_preprocessing = Pipeline([\n", " (\"features\", features_preprocessing),\n", " (\"impute_and_store_missing\", FeatureUnion([\n", " (\"missing_imputer\", SimpleImputer())\n", " ])),\n", " ])\n", "\n", " pipeline = Pipeline([\n", " (\"preprocessing\", full_preprocessing),\n", " (\"lr\", LogisticRegression(class_weight=\"balanced\", C=1))\n", " ])\n", " \n", " for y_column in y_train.columns[1:].tolist():\n", " score = cross_val_score(pipeline, X_train_clean_subset, y_train_subset[y_column], cv=3, scoring=\"roc_auc\").mean().mean()\n", " scores[y_column].append([variable_combination, score])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "scores_df = []\n", "for score_name, score_value in scores.items():\n", " scores_df_temp = pd.DataFrame(\n", " [dict(zip(x[0], [x[1] for i in range(len(x[0]))])) for x in score_value]\n", " ).assign(score=lambda x: x.max(axis=1))\n", " scores_df_temp.iloc[:,:-1] = (scores_df_temp.iloc[:,:-1].fillna(\"\")*0).astype(\"str\").replace(\"0.0\", \"x\")\n", " scores_df_temp[\"name\"] = score_name\n", " scores_df.append(scores_df_temp.sort_values(\"score\", ascending=False).head(200))\n", "scores_df = pd.concat(scores_df).reset_index(drop=True)\n", "scores_df[\"n_features\"] = (scores_df == \"x\").sum(axis=1)\n", "scores_df[\"roc_auc\"] = scores_df[\"score\"].round(2)\n", "scores_df = scores_df.sort_values([\"name\", \"roc_auc\", \"n_features\"], ascending=[True, False, True]).drop_duplicates([\"name\", \"roc_auc\"])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scores_list = scores_df[\"name\"].drop_duplicates().values.tolist()\n", "ncols = 3\n", "nrows = len(scores_list)//ncols + (len(scores_list)%ncols != 0)*1\n", "\n", "fig, axs = plt.subplots(nrows, ncols, figsize=(15,10))\n", "axs = axs.flatten()\n", "\n", "for i in range(len(scores_list)):\n", " score_name = scores_list[i]\n", " sns.heatmap(\n", " (scores_df.query(f\"name == '{score_name}'\").set_index(\"roc_auc\").head(5).iloc[:, :-3] == 'x')*1,\n", " ax=axs[i]\n", " )\n", " axs[i].set_title(score_name)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Définir la stratégie de sélection des features (voir sklearn)\n", "# L'appliquer et sortir un dataset pertinent" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Text embeddings" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from gensim.models import fasttext as gensim_ft\n", "import os\n", "\n", "# Function to not download existing file + progress bar please\n", "import urllib.request\n", "if os.path.exists(\"./embedding_models\") == False:\n", " os.mkdir(\"./embedding_models\")\n", "urls = {\n", " \"./embedding_models/fasttext_wiki.bin\":\"https://dl.fbaipublicfiles.com/fasttext/vectors-crawl/cc.en.300.bin.gz\",\n", " \"./embedding_models/fasttext_bio.bin\":\"https://figshare.com/ndownloader/files/12551780\"\n", "}\n", "for filename, fileuri in urls.items():\n", " urllib.request.urlretrieve(fileuri, filename)" ] }, { "cell_type": "code", "execution_count": 121, "metadata": {}, "outputs": [], "source": [ "from gensim.models import fasttext as gensim_ft\n", "from gensim.models import KeyedVectors\n", "from gensim.test.utils import datapath\n", "\n", "embedding_model_gs = KeyedVectors.load_word2vec_format(\"embedding_models/bio_embedding_extrinsic\", binary=True)\n", "#embedding_model_gs = gensim_ft.load_facebook_vectors(\"./embedding_models/bio_embedding_extrinsic\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning : `load_model` does not return WordVectorModel or SupervisedModel any more, but a `FastText` object which is very similar.\n" ] } ], "source": [ "import fasttext\n", "embedding_model = fasttext.load_model(\"./embedding_models/cc.en.300.bin\")" ] }, { "cell_type": "code", "execution_count": 267, "metadata": {}, "outputs": [], "source": [ "embedding_df = X_train[\"chiefcomplaint\"].dropna() \\\n", " .str.lower() \\\n", " .apply(lambda x: \" \".join([y for y in x.split(\" \") if y not in [\",\", \"l\", \"r\"]])) \\\n", " .str.replace(\",\", \"\") \\\n", " .str.replace(\"___\", \"\") \\\n", " .str.split(\",\").explode() \\\n", " .reset_index()\n", "embedding_df_2 = embedding_df.apply(lambda x: embedding_model.get_word_vector(x[\"chiefcomplaint\"]), axis=1, result_type=\"expand\")\n", "\n", "embedding_df = embedding_df[[\"index\"]].join(\n", " embedding_df_2\n", ").groupby(\"index\").mean().rename(columns=dict(zip(range(300), [\"chiefcomplaint_e\" + str(i) for i in range(300)])))" ] }, { "cell_type": "code", "execution_count": 268, "metadata": {}, "outputs": [], "source": [ "X_train_w_embeddings = X_train.join(embedding_df)\n", "X_train_w_embeddings[[x for x in X_train_w_embeddings.columns if x.startswith(\"chiefcomplaint_\")]] = X_train_w_embeddings[[x for x in X_train_w_embeddings.columns if x.startswith(\"chiefcomplaint_\")]].fillna(0)" ] }, { "cell_type": "code", "execution_count": 269, "metadata": {}, "outputs": [], "source": [ "X_train_embeddings = X_train_w_embeddings[[x for x in X_train_w_embeddings.columns if x.startswith(\"chiefcomplaint_\")]].values" ] }, { "cell_type": "code", "execution_count": 274, "metadata": {}, "outputs": [], "source": [ "import umap" ] }, { "cell_type": "code", "execution_count": 302, "metadata": {}, "outputs": [], "source": [ "index_id = pd.Series(range(X_train_embeddings.shape[0])).sample(10000)" ] }, { "cell_type": "code", "execution_count": 303, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "umap_model = umap.UMAP()\n", "X_train_embeddings_2D = umap_model.fit_transform(X_train_embeddings[index_id,:])\n", "\n", "col_list = y_train.columns[1:]\n", "ncols = 3\n", "nrows = len(col_list)//ncols + (len(col_list)%ncols != 0)*1\n", "\n", "fig, axs = plt.subplots(nrows, ncols, figsize=(25,20))\n", "axs = axs.flatten()\n", "\n", "for i in range(len(col_list)):\n", " column = col_list[i]\n", " sns.scatterplot(\n", " x=X_train_embeddings_2D[:,0],\n", " y=X_train_embeddings_2D[:,1],\n", " hue=y_train.iloc[index_id, :][column],\n", " ax=axs[i]\n", " )" ] }, { "cell_type": "code", "execution_count": 260, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "umap_model = umap.UMAP(densmap=True)\n", "X_train_embeddings_2D = umap_model.fit_transform(X_train_embeddings[index_id,:])\n", "\n", "col_list = y_train.columns[1:]\n", "ncols = 3\n", "nrows = len(col_list)//ncols + (len(col_list)%ncols != 0)*1\n", "\n", "fig, axs = plt.subplots(nrows, ncols, figsize=(25,20))\n", "axs = axs.flatten()\n", "\n", "for i in range(len(col_list)):\n", " column = col_list[i]\n", " sns.scatterplot(\n", " x=X_train_clean_subset_embeddings_2D[:,0],\n", " y=X_train_clean_subset_embeddings_2D[:,1],\n", " hue=y_train_subset[column],\n", " ax=axs[i]\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# V. Définition et entrainement d'une solution d'apprentissage statistique" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "# Prévoir la pipeline de traitement\n", "# Algorithmes à produire :\n", "# Tree classifier simple : argument, explicabilité\n", "# MLP\n", "# Ajouter les traitements et voir\n", "# Ajouter les ATCD et voir\n", "# Ajouter le texte et voir" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# OLD - History" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.impute import SimpleImputer, MissingIndicator, KNNImputer\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.multioutput import MultiOutputClassifier\n", "from sklearn.neural_network import MLPClassifier\n", "from sklearn.compose import ColumnTransformer\n", "from sklearn.preprocessing import OrdinalEncoder, StandardScaler, PolynomialFeatures\n", "from sklearn.pipeline import Pipeline, FeatureUnion\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.feature_extraction.text import CountVectorizer, TfidfTransformer\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "ename": "RuntimeError", "evalue": "KeyboardInterrupt: ", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/tmp/ipykernel_1112479/4265195184.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m~/.miniconda3/lib/python3.9/site-packages/torch/__init__.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 195\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mUSE_GLOBAL_DEPS\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 196\u001b[0m \u001b[0m_load_global_deps\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 197\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_C\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;31m# noqa: F403\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 198\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 199\u001b[0m \u001b[0;31m# Appease the type checker; ordinarily this binding is inserted by the\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mRuntimeError\u001b[0m: KeyboardInterrupt: " ] } ], "source": [ "import torch" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "Xy[\"time\"] = pd.to_datetime(Xy[\"intime\"])\n", "Xy[\"time\"] = Xy[\"time\"].dt.hour\n", "#X[\"temperature\"] = ((X[\"temperature\"]-32)*(5/9))-37 # On prend 37 comme norme\n", "#X[\"heartrate\"] = X[\"heartrate\"]-80\n", "#X[\"resprate\"] = X[\"resprate\"]-18\n", "#X[\"o2sat\"] = X[\"o2sat\"]-100\n", "#X[\"sbp\"] = X[\"sbp\"]-120\n", "#X[\"dbp\"] = X[\"dbp\"]-80" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1;31mSignature:\u001b[0m\n", "\u001b[0msns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhistplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m\n", "\u001b[0m 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\u001b[0mfill\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mshrink\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mkde\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mkde_kws\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mline_kws\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mthresh\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mpthresh\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mpmax\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mcbar\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mcbar_ax\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mcbar_kws\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mpalette\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mhue_order\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mhue_norm\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mcolor\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mlog_scale\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0mlegend\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\n", "\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mDocstring:\u001b[0m\n", "Plot univariate or bivariate histograms to show distributions of datasets.\n", "\n", "A histogram is a classic visualization tool that represents the distribution\n", "of one or more variables by counting the number of observations that fall within\n", "disrete bins.\n", "\n", "This function can normalize the statistic computed within each bin to estimate\n", "frequency, density or probability mass, and it can add a smooth curve obtained\n", "using a kernel density estimate, similar to :func:`kdeplot`.\n", "\n", "More information is provided in the :ref:`user guide `.\n", "\n", "Parameters\n", "----------\n", "data : :class:`pandas.DataFrame`, :class:`numpy.ndarray`, mapping, or sequence\n", " Input data structure. Either a long-form collection of vectors that can be\n", " assigned to named variables or a wide-form dataset that will be internally\n", " reshaped.\n", "x, y : vectors or keys in ``data``\n", " Variables that specify positions on the x and y axes.\n", "hue : vector or key in ``data``\n", " Semantic variable that is mapped to determine the color of plot elements.\n", "weights : vector or key in ``data``\n", " If provided, weight the contribution of the corresponding data points\n", " towards the count in each bin by these factors.\n", "stat : str\n", " Aggregate statistic to compute in each bin.\n", " \n", " - `count`: show the number of observations in each bin\n", " - `frequency`: show the number of observations divided by the bin width\n", " - `probability`: or `proportion`: normalize such that bar heights sum to 1\n", " - `percent`: normalize such that bar heights sum to 100\n", " - `density`: normalize such that the total area of the histogram equals 1\n", "bins : str, number, vector, or a pair of such values\n", " Generic bin parameter that can be the name of a reference rule,\n", " the number of bins, or the breaks of the bins.\n", " Passed to :func:`numpy.histogram_bin_edges`.\n", "binwidth : number or pair of numbers\n", " Width of each bin, overrides ``bins`` but can be used with\n", " ``binrange``.\n", "binrange : pair of numbers or a pair of pairs\n", " Lowest and highest value for bin edges; can be used either\n", " with ``bins`` or ``binwidth``. Defaults to data extremes.\n", "discrete : bool\n", " If True, default to ``binwidth=1`` and draw the bars so that they are\n", " centered on their corresponding data points. This avoids \"gaps\" that may\n", " otherwise appear when using discrete (integer) data.\n", "cumulative : bool\n", " If True, plot the cumulative counts as bins increase.\n", "common_bins : bool\n", " If True, use the same bins when semantic variables produce multiple\n", " plots. If using a reference rule to determine the bins, it will be computed\n", " with the full dataset.\n", "common_norm : bool\n", " If True and using a normalized statistic, the normalization will apply over\n", " the full dataset. Otherwise, normalize each histogram independently.\n", "multiple : {\"layer\", \"dodge\", \"stack\", \"fill\"}\n", " Approach to resolving multiple elements when semantic mapping creates subsets.\n", " Only relevant with univariate data.\n", "element : {\"bars\", \"step\", \"poly\"}\n", " Visual representation of the histogram statistic.\n", " Only relevant with univariate data.\n", "fill : bool\n", " If True, fill in the space under the histogram.\n", " Only relevant with univariate data.\n", "shrink : number\n", " Scale the width of each bar relative to the binwidth by this factor.\n", " Only relevant with univariate data.\n", "kde : bool\n", " If True, compute a kernel density estimate to smooth the distribution\n", " and show on the plot as (one or more) line(s).\n", " Only relevant with univariate data.\n", "kde_kws : dict\n", " Parameters that control the KDE computation, as in :func:`kdeplot`.\n", "line_kws : dict\n", " Parameters that control the KDE visualization, passed to\n", " :meth:`matplotlib.axes.Axes.plot`.\n", "thresh : number or None\n", " Cells with a statistic less than or equal to this value will be transparent.\n", " Only relevant with bivariate data.\n", "pthresh : number or None\n", " Like ``thresh``, but a value in [0, 1] such that cells with aggregate counts\n", " (or other statistics, when used) up to this proportion of the total will be\n", " transparent.\n", "pmax : number or None\n", " A value in [0, 1] that sets that saturation point for the colormap at a value\n", " such that cells below is constistute this proportion of the total count (or\n", " other statistic, when used).\n", "cbar : bool\n", " If True, add a colorbar to annotate the color mapping in a bivariate plot.\n", " Note: Does not currently support plots with a ``hue`` variable well.\n", "cbar_ax : :class:`matplotlib.axes.Axes`\n", " Pre-existing axes for the colorbar.\n", "cbar_kws : dict\n", " Additional parameters passed to :meth:`matplotlib.figure.Figure.colorbar`.\n", "palette : string, list, dict, or :class:`matplotlib.colors.Colormap`\n", " Method for choosing the colors to use when mapping the ``hue`` semantic.\n", " String values are passed to :func:`color_palette`. List or dict values\n", " imply categorical mapping, while a colormap object implies numeric mapping.\n", "hue_order : vector of strings\n", " Specify the order of processing and plotting for categorical levels of the\n", " ``hue`` semantic.\n", "hue_norm : tuple or :class:`matplotlib.colors.Normalize`\n", " Either a pair of values that set the normalization range in data units\n", " or an object that will map from data units into a [0, 1] interval. Usage\n", " implies numeric mapping.\n", "color : :mod:`matplotlib color `\n", " Single color specification for when hue mapping is not used. Otherwise, the\n", " plot will try to hook into the matplotlib property cycle.\n", "log_scale : bool or number, or pair of bools or numbers\n", " Set axis scale(s) to log. A single value sets the data axis for univariate\n", " distributions and both axes for bivariate distributions. A pair of values\n", " sets each axis independently. Numeric values are interpreted as the desired\n", " base (default 10). If `False`, defer to the existing Axes scale.\n", "legend : bool\n", " If False, suppress the legend for semantic variables.\n", "ax : :class:`matplotlib.axes.Axes`\n", " Pre-existing axes for the plot. Otherwise, call :func:`matplotlib.pyplot.gca`\n", " internally.\n", "kwargs\n", " Other keyword arguments are passed to one of the following matplotlib\n", " functions:\n", "\n", " - :meth:`matplotlib.axes.Axes.bar` (univariate, element=\"bars\")\n", " - :meth:`matplotlib.axes.Axes.fill_between` (univariate, other element, fill=True)\n", " - :meth:`matplotlib.axes.Axes.plot` (univariate, other element, fill=False)\n", " - :meth:`matplotlib.axes.Axes.pcolormesh` (bivariate)\n", "\n", "Returns\n", "-------\n", ":class:`matplotlib.axes.Axes`\n", " The matplotlib axes containing the plot.\n", "\n", "See Also\n", "--------\n", "displot : Figure-level interface to distribution plot functions.\n", "kdeplot : Plot univariate or bivariate distributions using kernel density estimation.\n", "rugplot : Plot a tick at each observation value along the x and/or y axes.\n", "ecdfplot : Plot empirical cumulative distribution functions.\n", "jointplot : Draw a bivariate plot with univariate marginal distributions.\n", "\n", "Notes\n", "-----\n", "\n", "The choice of bins for computing and plotting a histogram can exert\n", "substantial influence on the insights that one is able to draw from the\n", "visualization. If the bins are too large, they may erase important features.\n", "On the other hand, bins that are too small may be dominated by random\n", "variability, obscuring the shape of the true underlying distribution. The\n", "default bin size is determined using a reference rule that depends on the\n", "sample size and variance. This works well in many cases, (i.e., with\n", "\"well-behaved\" data) but it fails in others. It is always a good to try\n", "different bin sizes to be sure that you are not missing something important.\n", "This function allows you to specify bins in several different ways, such as\n", "by setting the total number of bins to use, the width of each bin, or the\n", "specific locations where the bins should break.\n", "\n", "Examples\n", "--------\n", "\n", ".. include:: ../docstrings/histplot.rst\n", "\u001b[1;31mFile:\u001b[0m c:\\users\\4078182\\miniconda3\\lib\\site-packages\\seaborn\\distributions.py\n", "\u001b[1;31mType:\u001b[0m function\n" ] } ], "source": [ "?sns.histplot" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.kdeplot(data=Xy, x=\"last_7\", hue=\"IonoC\", multiple=\"layer\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "toto = pd.merge(\n", " X,\n", " y,\n", " left_on=\"stay_id\",\n", " right_on=\"stay_id\"\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "sns.histplot(data=penguins, x=\"flipper_length_mm\", hue=\"species\", multiple=\"stack\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "IonoC\n", "0 AxesSubplot(0.125,0.125;0.775x0.755)\n", "1 AxesSubplot(0.125,0.125;0.775x0.755)\n", "Name: age, dtype: object" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pd.merge(\n", " X,\n", " y,\n", " left_on=\"stay_id\",\n", " right_on=\"stay_id\"\n", ").groupby('IonoC')[\"age\"].plot(kind='kde')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "X.loc[(X[\"temperature\"] >= 107),\"temperature\"] = 107" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "X[\"temperature_norm\"] = (X[\"temperature\"]-X[\"temperature\"].mean())/(X[\"temperature\"].max()-X[\"temperature\"].min())\n", "ax = plt.subplot()\n", "pd.merge(\n", " X,\n", " y,\n", " left_on=\"stay_id\",\n", " right_on=\"stay_id\"\n", ").groupby('IonoC')[\"temperature_norm\"].plot(kind='kde', ax=ax)\n", "ax.set_xlim(-0.1, 0.1)\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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stay_idintimegenderagetemperatureheartrateresprateo2satsbpdbppainchiefcomplaintlast_7last_30icd9icd10gsntimetemperature_norm
0300000122126-02-14 20:22:00F6598.896.018.093.0160.054.00.0CHANGE IN MENTAL STATUS0.01.0[2761, 4589, 5712, 5990, 7804]NaN[8209, 21413, 2510, 27462, 66295, 6818, 6818, ...733200.007457
1300000172185-06-18 11:51:00M39NaN73.018.097.0156.0112.00.0ETOH, Unable to ambulate1.01.0[07070, 30300, V600]NaNNaN42660NaN
2300000382152-12-07 16:37:00F8097.154.018.095.0143.073.00.0CoughNaNNaN[9221, 92231, 92232, 95901, E8889]NaN[16925, 15864, 16278, 17037, 17037, 21413, 289...59820-0.008446
3300000392165-10-06 11:47:00M8098.685.016.098.0189.096.00.0s/p FallNaNNaNNaNNaN[8209, 19293]424200.005586
4300000552155-07-18 17:03:00F6399.485.016.0100.0NaNNaN0.0L Ear painNaNNaN[3804]NaN[8182]613800.013070
............................................................
448967399999392155-08-04 11:15:00M5798.484.016.097.0152.090.02.0Chest painNaNNaNNaNNaN[8182, 16578, 22159, 22159, 27475, 27475]405000.003715
448968399999532152-06-22 14:08:00F3698.2108.018.0100.0155.094.05.0Palpitations, Dizziness, HeadacheNaNNaNNaNNaN[6655]508800.001844
448969399999612145-05-16 17:16:00F5599.3119.022.0NaN132.074.07.0Chest pain, Cough, Dyspnea0.01.0[4019, 7295, 7820, 78909, E9208][C50919, H6692, I10, L308, L538, R112, R29810,...[16927, 16995, 16995, 13109, 2173, 2169, 18368...621600.012134
448970399999642130-06-05 11:53:00M5098.664.018.099.0127.064.04.0SI, Depression0.01.0[71946, 7242, 78659, 9221, 92231, 92411, 95901...[F329, H5711, M25561, M549, M79662, R45851, R5...[44633, 44633, 4561, 4561, 4561, 4540, 4540]427800.005586
448971399999652125-09-14 00:46:00F3097.565.016.0100.0132.077.00.0LaborNaNNaNNaNNaNNaN2760-0.004704
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448972 rows × 19 columns

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" ], "text/plain": [ " stay_id intime gender age temperature heartrate \\\n", "0 30000012 2126-02-14 20:22:00 F 65 98.8 96.0 \n", "1 30000017 2185-06-18 11:51:00 M 39 NaN 73.0 \n", "2 30000038 2152-12-07 16:37:00 F 80 97.1 54.0 \n", "3 30000039 2165-10-06 11:47:00 M 80 98.6 85.0 \n", "4 30000055 2155-07-18 17:03:00 F 63 99.4 85.0 \n", "... ... ... ... ... ... ... \n", "448967 39999939 2155-08-04 11:15:00 M 57 98.4 84.0 \n", "448968 39999953 2152-06-22 14:08:00 F 36 98.2 108.0 \n", "448969 39999961 2145-05-16 17:16:00 F 55 99.3 119.0 \n", "448970 39999964 2130-06-05 11:53:00 M 50 98.6 64.0 \n", "448971 39999965 2125-09-14 00:46:00 F 30 97.5 65.0 \n", "\n", " resprate o2sat sbp dbp pain \\\n", "0 18.0 93.0 160.0 54.0 0.0 \n", "1 18.0 97.0 156.0 112.0 0.0 \n", "2 18.0 95.0 143.0 73.0 0.0 \n", "3 16.0 98.0 189.0 96.0 0.0 \n", "4 16.0 100.0 NaN NaN 0.0 \n", "... ... ... ... ... ... \n", "448967 16.0 97.0 152.0 90.0 2.0 \n", "448968 18.0 100.0 155.0 94.0 5.0 \n", "448969 22.0 NaN 132.0 74.0 7.0 \n", "448970 18.0 99.0 127.0 64.0 4.0 \n", "448971 16.0 100.0 132.0 77.0 0.0 \n", "\n", " chiefcomplaint last_7 last_30 \\\n", "0 CHANGE IN MENTAL STATUS 0.0 1.0 \n", "1 ETOH, Unable to ambulate 1.0 1.0 \n", "2 Cough NaN NaN \n", "3 s/p Fall NaN NaN \n", "4 L Ear pain NaN NaN \n", "... ... ... ... \n", "448967 Chest pain NaN NaN \n", "448968 Palpitations, Dizziness, Headache NaN NaN \n", "448969 Chest pain, Cough, Dyspnea 0.0 1.0 \n", "448970 SI, Depression 0.0 1.0 \n", "448971 Labor NaN NaN \n", "\n", " icd9 \\\n", "0 [2761, 4589, 5712, 5990, 7804] \n", "1 [07070, 30300, V600] \n", "2 [9221, 92231, 92232, 95901, E8889] \n", "3 NaN \n", "4 [3804] \n", "... ... \n", "448967 NaN \n", "448968 NaN \n", "448969 [4019, 7295, 7820, 78909, E9208] \n", "448970 [71946, 7242, 78659, 9221, 92231, 92411, 95901... \n", "448971 NaN \n", "\n", " icd10 \\\n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "... ... \n", "448967 NaN \n", "448968 NaN \n", "448969 [C50919, H6692, I10, L308, L538, R112, R29810,... \n", "448970 [F329, H5711, M25561, M549, M79662, R45851, R5... \n", "448971 NaN \n", "\n", " gsn time \\\n", "0 [8209, 21413, 2510, 27462, 66295, 6818, 6818, ... 73320 \n", "1 NaN 42660 \n", "2 [16925, 15864, 16278, 17037, 17037, 21413, 289... 59820 \n", "3 [8209, 19293] 42420 \n", "4 [8182] 61380 \n", "... ... ... \n", "448967 [8182, 16578, 22159, 22159, 27475, 27475] 40500 \n", "448968 [6655] 50880 \n", "448969 [16927, 16995, 16995, 13109, 2173, 2169, 18368... 62160 \n", "448970 [44633, 44633, 4561, 4561, 4561, 4540, 4540] 42780 \n", "448971 NaN 2760 \n", "\n", " temperature_norm \n", "0 0.007457 \n", "1 NaN \n", "2 -0.008446 \n", "3 0.005586 \n", "4 0.013070 \n", "... ... \n", "448967 0.003715 \n", "448968 0.001844 \n", "448969 0.012134 \n", "448970 0.005586 \n", "448971 -0.004704 \n", "\n", "[448972 rows x 19 columns]" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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fIwKTboK7t8CEG2Hdb+DxhdZKgZNu7vi8kVeCIxj2rCZrUBSlNY1UN+gysur8/FY4RMQJPAQsAcYCN4tI+wWQlwBZnsdy4GHP9hbge8aYMcAs4O42564E3jPGZAHveV4rFTD2lFRjDF0fUVVZAJ++AVNvtZqSuioyAa5/GG5dBQOGw8QbIXpQx8eHxcKI+bDnNTITrTmr9KpD+cKfVxwzgHxjzEFjTBPwArCs3THLgGeNZSMQJyLJxpgSY8x2AGNMDbAHSGlzzp89z/8MXOfH70GpLttdaHWMd/mKY9vT1tfsOy4uwIj5cM8WuO7h8x7KmGug8ghjHUcAyD+uhUOdnz8LRwpQ0OZ1IWd++ft8jIgMB6YAmzybBhljSgA8Xwd6+8dFZLmIbBWRrYG+3q/qW3KKq0iKDmVgTJjvJzU3wLZnYOQSGDCse4L40kcyaimIg8HF7xIS5CBf56xSPvBn4fD2U9t+ToNOjxGRKOAl4NvGmOqu/OPGmMeMMdnGmOykpKSunKrURbmgO8bzXoW6CpjxVb9k6lBUEqRk4zj0gc5ZpXzmz8JRCLRdjiwVKPb1GBEJxioafzXGvNzmmOMikuw5Jhko7ebcSl2wqrpm8ktrmZjaxcKx+XFr6OyI+X7J1am0GVCyi9GJIVo4lE/8WTi2AFkiki4iIcBNwOp2x6wGbvWMrpoFVBljSsRaxuxJYI8x5rdezrnN8/w2YJX/vgWluubjA+W4DczJTDx7R2MtvHWv93mlirZB0VaYsdy35qXuljodXI3MjCyh4GQdDc3nmW1X9Xt+KxzGmBbgHuBtrM7tF40xuSKyQkRWeA5bAxwE8oHHgbs822cDtwALRWSn57HUs+8B4AoR2Q9c4XmtVEBYu7+cqNAgJqXFnb1j29Ow8SF4egn843aoPHpm3+YnICTKGlJrh9TpAEww+zBGF3VS5xfkzzc3xqzBKg5ttz3S5rkB7vZy3nq8939gjKkALu/epEpdPGMM6/aXcUlGAsHONn+TuVpg4yPWIkoj5sP638PeN+HSb1hDb3NesmavDbvACREvVmwKRA9haF0uMJ780toLu3lR9Rt657hS3eRIRR2FJ+uZm9WumWrPKqguhNnfgvkr4RtbrcWU1v4K/jQNXI3WneJ2Ss0munwnDtF7OdT5aeFQqpusyy8HYG5Wm1F8xsDHD0J8BmQtsrbFpsJ/PAl3vGPNSTXuszBwtA2J20idjlQeYfKAZi0c6rz82lSlVH+ybl8ZKXHhDE+IOLPx6EYo3g5X/cZatrWtoTPhznd6NmRHPP0cC6KOsrpUZ/FRndMrDqW6QYvLzYYDFcwbmYi0HRm14UEIH9D5nFGBIHkSOILIDsrncMUpml1e1vdQykMLh1Ld4JPCSmoaW5iT2aaZ6sRBa+6p7DsgJNK+cL4IiYBB48lo3EOzy3Ckos7uRCqAaeFQqhus21+OCMzOTDizceMj4Aiyv+PbV6nTSajKwYFb+zlUp7RwKNUN1u0vZ2JKLHERIdaG+pPWQkoTboCYZHvD+Sp1Os6WOkZKod7LoTqlhUOpi1Td0MzOgsqzR1Nt+zM0n4JL7ur4xECTmg3AgsjDesWhOqWFQ6mLtOFABS63YU7r/RuuZtj0KKRfBoMn2BuuK+JHQHg8s0IPsb+0xu40KoBp4VDqIq3fX05EiJOpQz3DWHNfhZpiuOQeW3N1mQikTmesay8HSk/hdrefzFopixYOpS7Suv1lzBqRQEiQ5+O07WlIyITMz9gb7EKkTiep4TDBzdUUV9XbnUYFKC0cSl2EghN1HK6oOzPNSM1xawbcCTece8Nfb+Dp55jkOMB+7edQHeiFP9lKBY51+1unGfEUjk9fAwyMuda+UBcjZSoGYYrkc0ALh+qATjmi1EVYn19GcmwYGUlR1oa8VdaCTAPH2BvsQoXFIkmjmVF2gN/nHKO6vpmKU02c8Dw+Ny2VG7PTzv8+qk/TKw6lLoAxhifWHeTNnGNcPmagNc3IqXI4/BGMXWbPgkzdJTWbKY58th45wZ/ez+fNnGPsL63lUPkpfv32Xlp0OpJ+T684lOqiphY3P3l1Ny9uLWTJ+MHcu9RzdfHpG2BcVuHozVKnE7njOXbcNYKY1DE4HVYRfCf3GMuf28aH+8q4fMwgm0MqO+kVh1JdcOJUE196chMvbi3kGwszeegLU4kI8fz9lbcKBqT3rns3vPHMlDvgxCeniwbAgtEDSYwK5e9bCuxKpgKEFg6lfLT/eA3LHlrPzoJK/nDTZL535Sgcrb9Y607AoQ97fzMVQNIoCImGwi1nbQ52Ovjc1BT+/WkpZTWNNoVTgUALh1I++v4/PqG+ycXfl89i2eSUs3fufRPcLb2/mQrA4YSUqVC09ZxdN2Sn0eI2vLKj0IZgKlBo4VDKBw3NLnKLq/n89DSmDPWy0FHeKogdaq3o1xekTodjOZD7ijU9vNvqEM8cGMW0YQP4+5YCjNE7y/sr7RxXygf7jtfQ4jaMGxJ77s6GKjjwb5j5td7fTNUq60r4+E/wj9ut16ExMGg8DJ7A8pGL+Nq7DWw/Wsm0YbpaYH+khUMpH+QWVwMw3lvh2Pc2uJv7RjNVq6EzYeVRKNsDJbvg2G44tgt2PMcVoasYHPJzXtxSoIWjn9LCoZQPcoqqiA4LIi0+/NydeasgegikZPd8MH8KDrOa3to2vxXvwPHEZ3howN+5dded/Nc1Y4kM1V8j/Y32cSjlg9ziasYmx5y9njhAYw3sfxfGXts756bqqiFTYN5/Mq3qHea0bOCN3SV2J1I26Ac/6UpdnBaXmz0l1YxP8dJMtf8dcDX2rWaq85n7PUzyJB4IfZq3Nu22O42ygRYOpc7jYPkpGlvcjBsSc+7OvFUQNQjSZvZ8MLs4g5HrHyWGOm449lsO6KJP/Y4WDqXOI7e4CuDcK46mU1Yz1eirrXsf+pOBY6ifs5Ilzi1sePURHZrbz2jhUOo8coqqCQ1yMCIx8uwdG/4Xmutg0k32BLNZ1ILvUBw9gWuKfsvz722yO47qQX4tHCKyWET2iki+iKz0sl9E5I+e/btEZGqbfU+JSKmI5LQ75z4RKRKRnZ7HUn9+D0rlFlcxOjmGIGebj0t1Caz/nXW1kTbDvnB2cjgZfOszhDtcDF37Pbasfwea6uxOpXqAT4VDRF4SkatExOdCIyJO4CFgCTAWuFlExrY7bAmQ5XksBx5us+8ZYHEHb/87Y8xkz2ONr5mU6ipjDLnF1Yxv37/x7/8Lria48v/aEyxAOJIyYdH9zHHkMP1fN2B+kQJ/yrZuHFz7a6gtszui8gNfC8HDwBeA/SLygIiM9uGcGUC+MeagMaYJeAFoP/RkGfCssWwE4kQkGcAYsxY44WM+pfyi4EQ9NQ0tZ98xXrwTdv4NZq2A+BG2ZQsUIbO+QtkdW/hB0A94ynEDjQMyoWi7VVxX3W13POUHPhUOY8y/jDFfBKYCh4F3ReRjEfmyiAR3cFoK0Hb+5ULPtq4e4809nqatp0REb11VfpNzumPcc8VhDLx9L0QkwLz/tDFZYEkaOpJbbr+HXzVdz83V36Dh7h1wyT3WVCz1lXbHU92sK01PCcDtwFeAHcAfsArJux2d4mVb+6EXvhzT3sNABjAZKAF+00He5SKyVUS2lpXp5bK6MLnFVTgdwshB0daGPa/BkY9gwb0Q5uW+jn5sQmosv//8ZLYfreThDw7AuOutqVj2amtyX+NrH8fLwDogArjGGHOtMebvxphvAFEdnFYItF2cOBUovoBjzmKMOW6McRlj3MDjWE1i3o57zBiTbYzJTkpK6uwtlepQbnE1WQOjCAt2QksjvPtTSBoDU2+zO1pAWjw+mblZiby0vRAzZCrEpkHuq3bHUt3M1yuOJ4wxY40xvzDGlACISCiAMaajCXq2AFkiki4iIcBNwOp2x6wGbvWMrpoFVLW+f0da+0A8rgdyOjpWqYuVU1R9pn9j0yNw8jAsvh+cOj9TR66fkkLhyXq2Hq207qjX5qo+x9fC8T9etm3o7ARjTAtwD/A2sAd40RiTKyIrRGSF57A1wEEgH+vq4a7W80Xkec+/MUpECkXkTs+uX4rIbhHZBSwAvuPj96BUl5RWN1Be22jdMV5bZo0SyloEGQvtjhbQFo0bTHiwk5e3F8HY6zzNVW/aHUt1o07/bBKRwVid1eEiMoUzfRIxWM1WnfIMlV3TbtsjbZ4bwOuwC2PMzR1sv+V8/65S3SGn7R3j639t3ex3pbe/oVRbkaFBLBo3iDd2FfPfV19OWEwq5L0Kk71+pFUvdL7r7UVYHeKpwG/bbK8B7vVTJqUCQm6RtQbHmORoWL0GMq+ApJE2p+odrp+ayqs7i/lgXxmLxy6DLY9bC17pgII+odOmKmPMn40xC4DbjTEL2jyuNca83EMZlbJFTnEV6YmRRDeUwMlDMOIyuyP1GrMzEkiKDrWaq8ZdZ90sqc1VfUanhUNEvuR5OlxEvtv+0QP5lLJNbnE1Y4fEwMEPrQ3pWjh8FeR0sGzSEN7fW8rJARMhJkVHV/Uh5+scb53VLQqI9vJQqk+qqmum8GS91TF+6EOIHAgDx9gdq1e5fmoKzS7D6znHPaOr3rOaq1Sv12kfhzHmUc/Xn/VMHKUCw+mp1JNjYOtaSJ8H7Vf/U50amxzDyEFRvLqjiFuuug42/i/sfQsmfd7uaOoi+XoD4C9FJEZEgkXkPREpb9OMpVSfk1tsdYxPDC2B2uMwYr69gXohEeH6KalsO3KSIxFjrXXZ8161O5bqBr7ex3GlMaYauBrrbu+RgE7Uo/qsnOIqkmPDiDvmuV1JO8YvyHVThiACr+wssZqr8t+Dhmq7Y6mL5GvhaJ3IcCnwvDFGZ61Vfdr2oyeZmBpr9W8MSIe4oXZH6pWSY8O5ZEQCr+wowoxdZq3Pvu8tu2Opi+Rr4XhNRD4FsoH3RCQJaPBfLKXsU1JVT8GJemYOi4XD6/Vq4yJdPyWFIxV1bDcjreYqHV3V6/k6rfpK4BIg2xjTDJzi3LU1lOoTNh+yLqjnRRVCY7UOw71Ii8cPxiHw4f4KT3PVv6Cxxu5Y6iJ0ZenYMcDnReRW4D+AK/0TSSl7bTl8gsgQJ+nVW6wN6fPsDdTLRYcFM3JQNLsKK2H0Uqu56vB6u2Opi+DrqKrngF8Dc4DpnkdHs+Iq1attPnSCacPjcR5eC4MmQGSi3ZF6vYmpsXxSUIlJnQHBEVYnueq1fJ0bOhsY65mUUKk+6+SpJvYdr+X68fGwcTPM+KrdkfqESWlxvLi1kIJqN0OHz7GmWle9lq9NVTnAYH8GUSoQbD1yEoD54QetJhXt3+gWk1LjAPiksNKalv7EAWttE9Ur+Vo4EoE8EXlbRFa3PvwZTCk7bD5UQYjTQVbddnAEwbBL7Y7UJ4waHE1okINPCioh43Jr44H3bc2kLpyvTVX3+TOEUoFi8+GTTEqLJejwWkjJhtCOVkZWXRHsdDBuSIx1xXHVJRCTas1dlf1lu6OpC+DrcNwPgcNAsOf5FmC7H3Mp1eNONbaQU1TF3LRgKNmp9290s0lpceQUVdPiNpCxAA6uBVeL3bHUBfB1VNVXgX8Cj3o2pQCv+imTUrbYcbQSl9uwMGwfGLfOT9XNJqXGUd/sYn9pLWReDo1VUKx/f/ZGvvZx3A3MBqoBjDH7gYH+CqWUHTYfPoFDYOSp7daQ0RQdcd6dJqXFAVj9HOmXAaKjq3opXwtHozGmqfWFiAQBOjRX9SmbD1UwdkgMIUfXWZ3iQSF2R+pThidEEBMWZPVzRMRDylS9n6OX8rVwfCgi9wLhInIF8A/gNf/FUqpnNbW42XG0kqWDTkL5Xh2G6wciwqS0OD4p8CzmlHE5FG2F+kpbc6mu87VwrATKgN3A14A1wE/8FUqpnra7qIqWlma+UPIrCI+HSTfbHalPmpQax97jNdQ3uaz7OYwbDq21O5bqIp+G4xpj3CLyKvCqMabMv5GU6nmbD53gK841xJ3cBf/xFEQl2R2pT5qUFofLbcgtriI7LRtCoq1+jrHX2h1NdUGnVxxiuU9EyoFPgb0iUiYi/9Uz8ZTqGYX7dvC94H/CmGtg3GftjtNnTUqNBeCTwipwBlsTSB54D3Q2o17lfE1V38YaTTXdGJNgjIkHZgKzReQ7/g6nVE9wtbRwY/EDtDjD4arf6trifjQwJozk2DBrZBVA5kKoPAonDtqaS3XN+QrHrcDNxphDrRuMMQeBL3n2KdXrlf3rd0xiPzmTfgxROsrc3yalxlkjq8Dq5wAdltvLnK9wBBtjyttv9PRzBHs5XqnepXw/iZt/xTuuaSTPvsXuNP3CpLQ4jlTUUVnXBPEjYMBwHZbby5yvcDRd4D6lAp/bhVl1N/UmmAcj7iI1PsLuRP3CWf0cYA3LPbwOWvRXSm9xvsIxSUSqvTxqgAk9EVApv9n6FFKwif9qvIXPL5yOaN9GjxifGosIZ/o5MhZCUy0UbrE1l/Jdp4XDGOM0xsR4eUQbY87bVCUii0Vkr4jki8hKL/tFRP7o2b9LRKa22feUiJSKSE67c+JF5F0R2e/5OqAr37BSrVzbnyNXMtk/eCk3TR9qd5x+IyYsmIykKGspWYD0uSBOyHvVzliqC7qy5niXiIgTeAhYAowFbhaRse0OWwJkeR7LgYfb7HsGWOzlrVcC7xljsoD3PK+V6prqYpzHPuH1pmx+tmw8TodebfSkiamx7CyowhgDYbEw5Yuw5Qk4ssHuaMoHfiscwAwg3xhz0DPP1QvAsnbHLAOeNZaNQJyIJAMYY9YCJ7y87zLgz57nfwau80d41beVb/esQzZqMdOGxdsbph+anBZHeW0jxVUN1oZF90PcUHhlOTRU2RtOnZc/C0cKUNDmdaFnW1ePaW+QMaYEwPPV6/hJEVkuIltFZGtZmd7srs5WtOllCsxAvnydt4ta5W+tS8lu8yzVS2g0fPZxqCqEN39oXzDlE38WDm/X/u1vD/XlmAtijHnMGJNtjMlOStLpI9QZH+QcZlTddqrSLmdgTLjdcfql8SmxJESG8K+842c2ps2Aef8JnzwPOS97P7GxFj76IxzP7Zmgyit/Fo5CIK3N61Sg+AKOae94a3OW52vpReZU/Uhji4t3Xvs7YdLMqHk32h2n33I6hM+MGcT7n5bS1OI+s2Pef1rroLz+HagqOvukfe/A/14C7/4U/v3zng2szuLPwrEFyBKRdBEJAW4CVrc7ZjVwq2d01SygqrUZqhOrgds8z28DVnVnaNW3/WXjUSac2kBLcBTBI+bYHadfWzR+EDWNLXx8oM09xs5g+Oxj4GqGV78ObjfUHId/3A5/uwGCwyHzM9ad5k11tmXv7/xWOIwxLcA9wNvAHuBFY0yuiKwQkRWew9YAB4F84HHgrtbzReR5YAMwSkQKReROz64HgCtEZD9whee1Uj5Zv+84VwbvJCjrM7pQk80uzUgkMsTJ27nHz96RkAGLfwGHPoSX7oCHpsOnb8CCH8OKdXDpN6ClHg6+b09w5du06hfKGLMGqzi03fZIm+cGa1lab+d6XRDBGFMBXN6NMVU/YYyhpXAHCeYkjFpid5x+LyzYyfxRA3k37zg/v248jrZDoqfeCvvehtxXYPhcuPr3kJhp7Rs22xrC++kbMPoqW7L3d34tHEoFkqLKerKbNuEOcuDIutLuOAq4ctwg3thdwo6Ck2cPixaBzz0OhVutqdfb3tXvDIasRbD3TXC1gFN/jfU0f/ZxKBVQdhVW8RnHduoGTbPWvFa2WzB6IMFOObe5CiAkEkZc5n2a+9FXQf0JKNjk/5DqHFo4VL9x6MA+xjmOEDZOmzcCRUxYMJdmJPJ27jHrLnJfZV4OzlCruUr1OC0cqt8IP/QOAEFjltqcRLV15bhBHKmoY+/xGt9PCo22rkY+fV1XD7SBFg7VL7jdhqzKj6gISYHEkXbHUW1cMXYQIvCOt+aqzoy+CiqPQGmef4KpDmnhUP3CkWNlzCCHipSFujRsgBkYHcbUoQN4O/dY104cuQQQba6ygRYO1S+U7nyTUGkmVPs3AtKicYPILa6m4EQXbuqLHgSp063mKtWjtHCofiHkwDtUmwhSJi60O4ry4sqxgwF4J+8CmqtKPrEmR1Q9RguH6vvcboaf/IjdYdkEhYTanUZ5MTwxklGDonmnq81VrTcAfrqm8+NUt9LCofq8lpLdDHCfpDT5MrujqE4sGjeILYdPdK25KjHLGuywV/s5epIWDtXnledacxpFZGnhCGTLpqQQEuRg6R/W8ddNR3C7fRxmO/oqOLwe6k/6N6A6TQuH6vOaD66n0CSSNXKM3VFUJzKSonjzW/MYnxLLj1/J4abHNpJfWnvWMaU1Dbyde4yXtxeeuWFw1FXgboH979qQun/SSV5U32YMA8q38B4TuSYh0u406jzSEyP521dn8o9thfz8jT0s/cM6vjBzKBWnmthx9CSFJ+tPHztqcDTjhsRCyjSIGmQNy52oa6z0BL3iUH1b+T6iWio5PmDa2bOvqoAlItyYnca/vnsZV44bxDMfH2br4RNMTI3lJ1eN4anbswFYu8+zjofDAaOWQv6/oKHaxuT9h15xqD6t+eB6ggH3sEvtjqK6KCk6lAe/MJVf/kcLESFn/6oaPTiatfvK+Pr8DGvD1Fth29Ow+TGY930b0vYvesWh+rTavR9w3MQxNGO83VHUBWpfNADmjUxi65ETnGpssTakTIWRi+HjP+lVRw/QwqH6LmMIKdrIZvdoJqbF2Z1GdaN5WUk0uwwbD1ac2Th/JTRUwuZHbcvVX2jhUH3XyUNENpayO2gCKXHhdqdR3Sh7+ADCgh2s3Vd2ZuOQKdb8VR8/qFcdfqaFQ/VdRz4GoHbwDEQnNuxTwoKdzBqRwNr95WfvmP9D66pjk151+JMWDtVntRxaT4WJJjF9kt1RlB/My0riUPmps+80b73q2PAgNFTZF66P08Kh+qyWg+vZ4h7NxNQ4u6MoP5g3MgmAD9s2V8GZvo5Nj/V8qH5CC4fqm6oKCast8HSMx9qdRvlBRlIkKXHhZ/dzAAyZbN3XseFPetXhJ1o4VN90ZAMAxXFTGRgdZnMY5Q8iwryRiXx8oIJml/vsnZf90Coa2tfhF1o4VJ/UdHAt1SaC4WNn2B1F+dG8rCRqG1vYcbTy7B2nrzq0r8MftHCoPqnpwHq2uEexYEyy3VGUH12amYjTIazbX3buzvkrraLx/M1Qsqvnw/VhWjhU31NbSlTNQXY5xzFt2AC70yg/ig0PZnJa3Ln9HADJk+CaP0JpHjw6D169C6qLez5kH6SFQ/U5rsPW/Rtm2CUEOfVHvK+bl5XErqIqTpxqOnfntNvgmzvg0ntg9z/gT9Pg/fuhsfbcY5XP9FOl+pyKvPepM6FkTppjdxTVA+aNTMQYWJ9f7v2A8AFw5f/A3Zth5CL48P/Bg9Ph6MaeDdqH+LVwiMhiEdkrIvkistLLfhGRP3r27xKRqec7V0TuE5EiEdnpeSz15/egeqHD69luspg3eojdSVQPmJgaR1xEsPfmqrbi0+GGZ+COdyAoFJ65CjY8BMbHlQbVaX4rHCLiBB4ClgBjgZtFZGy7w5YAWZ7HcuBhH8/9nTFmsuehq9SrM+pOkFh3gMKYqcRFhNidRvUAp0OYnZnI2n1l5w7L9WboTPjah9Zsum/fCy/eqnNbdZE/rzhmAPnGmIPGmCbgBWBZu2OWAc8ay0YgTkSSfTxXqXNU7FmLA0NE1ly7o6ge9NkpKZTWNPLEukO+nRAWC5//i9WE9ekb8Nh8OJ7r14x9iT8LRwpQ0OZ1oWebL8ec79x7PE1bT4mI12EzIrJcRLaKyNaysvNcwqo+o+yTt2g0wYybvtDuKKoHXT5mEIvHDeb3/9rHofJTvp0kApd+A25/HZpOweOXw4H3/Ru0j/Bn4fA2HWn7xsSOjuns3IeBDGAyUAL8xts/box5zBiTbYzJTkpK8imw6uUaqhlWsIr1QbMYkZxgdxrVw/7PsnGEBjlY+dIu3O4u9FsMuxRWrIPYVHjje9DiZXSWOos/C0chkNbmdSrQfhB1R8d0eK4x5rgxxmWMcQOPYzVrKUXT1mcJN3UcyLpdp1HvhwbGhPHjq8aw6dAJnt9ytGsnRw2ERffDiQPWErSqU/4sHFuALBFJF5EQ4CZgdbtjVgO3ekZXzQKqjDElnZ3r6QNpdT2Q48fvQfUWrhZcGx5mk3s047Ln251G2eTG7DQuzUjggTWfcqyqoWsnZ10B6ZfBBw9AfaVf8vUVfiscxpgW4B7gbWAP8KIxJldEVojICs9ha4CDQD7W1cNdnZ3rOeeXIrJbRHYBC4Dv+Ot7UL3Ip68TfqqQv8nVTB8eb3caZRMR4RefnUCz281PXs3BdGWorYjVWV5/EtZ5bQFXHueuAt+NPENl17Tb9kib5wa429dzPdtv6eaYqg8wGx6iiEG0ZC0iJEjva+3PhiVE8t0rRnL/mk95Y3cJV0/swv08yRNh8hdg0yMw/SswYJj/gvZi+glTvV/BFqRwM483L2bBGL3pT8Eds9OZkBLLD/+5i8fXHqSpxYf7O1ot/AmIE977mf8C9nJaOFTvt/Eh6h1RvMp8FozSEXQKgpwOHrllGjPS4/n5mj0s/sNa3t9b6tvJMUOsYbo5L0HhVv8G7aW0cKje7eQRTN4qnm1ewLIZI0mICrU7kQoQKXHhPP3lGTx1ezbGwJef3sKdz2zhSIUP93nM/iZEDoS3f6xTknihhUP1bpsfw22Ev5lF3L0g0+40KgAtHD2It749l5VLRrPxYAXXPvgRe4/VdH5SaDQsuBcKNsKe13omaC+ihUP1Xg3VuLc+wxuumVx5yTQGxegSscq70CAnKy7L4M1vzSM0yMEtT26i4ERd5ydNuQWSxljzWVUc6JmgvYQWDtV77fgLjuZanpOrWXFZht1pVC8wNCGC5+6cSWOLmy89uYmymsaOD3YGwbKHPNORLISDH/RYzkCnhUP1Tk11NH/0EJvco5kx+3Lt21A+GzU4mqdun05pdSO3PrWZqvrmjg9OnQZf/bfVYf7cZ2HTo9rngRYO1Ru5WuCfd+CsLeZxuYGvzh1hdyLVy0wbNoBHbplGfmkNX/3zVuqbXB0fHJ8Od75jLQL15g/gtW/2+/mstHCo3sUYWPN92Pcm/9V8GxPmLtN1N9QFuWxkEr+9cTJbjpzgG8/vwNXZxIih0fD5v8Lc78P2Z+HZa6HWx+G9fZAWDtW7rPs1bHuaN2Ju4vXQpdwxZ7jdiVQvds2kIfzs2nH8a89x7l+zp/ODHQ64/KfwuSeheAc8ehkUbOmZoAFGC4fqPXb+Df79P5QOv467S6/ha/MyiA4LtjuV6uVuvWQ4X549nCfXH+IvG4+c/4QJ/2E1XTmD4eklsOWJftfvoYVD9Q7578Hqb9CQNperjtxI5sBobrtU5xFS3eMnV41l4eiB/Pfq3POvXQ6QPAmWfwAj5ltreLx6FzTX+ztmwNDCoQLfsd3w4q24E0fxxZp7aDBBPHbLNCJC/DpHp+pHnA7hjzdPIWtgFHf/dTv7jp/nBkGAiHj4wotw2Ur45G/w5BVw8rDfswYCLRwqsLU0wktfwYRG89PI/2b7cRd/unkKI5Ki7E6m+pio0CCeun06YSFO7nhmC+W1ndzj0crhgAU/sgpI5VF4dB7sed3/YW2mhUMFtrW/hrJPWZN+L3/d08IPFo1m/qiBdqdSfdSQuHCevC2b8tpGbn1ys2/FA6yhuss/hAHp8PcvwpsrrT96+igtHCpwHdsN63/LseHXcc+WBK6ZNIQVl+k9G8q/JqbG8egt2Rwsr+XGRzZQXOlj30Xr/R4zvw6bHoYnr4QTB/0b1iZaOFRgcrXAqntwhcVxw+FrGDM4hl9+bqKuJa56xGUjk3juzpmU1TRywyMbOFhW69uJQaGw5AHrno+Th6whu7mv+DesDbRwqMC04U9QspNnYu+mzBXJo7dMIzzEaXcq1Y9MHx7P88tn0dDs4sZHN5BXXO37yWOuhhXrIWkU/ON2eP270NzFNdADmBYOFXjK98P7v+Dk0EX830MjWT4vg7T4CLtTqX5ofEosL664hGCng5se28BL2wqprPNxupG4ofDlN+HSb8LWJ+GJz0B5vn8D9xDp0mLuvVR2drbZulVX8uoV3G54ZimmNI87Ih4irzac978/X4feKlsVnqzj9qe3kF9ai0Osua7mjxrIwtEDGT04+vxNqPvehldWgKsJrv49TLyhR3JfLBHZZozJbr9drzhUYNn6JBzdwI4xP+D9Ygf/uWi0Fg1lu9QBEbz97Xm8fNel3L0gk7omF796ey9L/rCOGx/dQG5xVedvMHKR1XQ1eAK8/BVYdQ80nWc9kACmVxwqcOx7G168DdfQS5hbeDfx0aGsvnsODod2iKvAc7y6gTd3l/DHf+dTWdfEzTOG8r0rRxEf2cmkm64W+OAXsO43ED0YMhZC+jwYPhdiU3ouvI86uuLQwqECw+bHrSmrB0/giaG/5H8+rODvy2cxc0SC3cmU6lRVXTO/f28fz244QlRoEN+9YiRfnDmUIGcnDToHP7TmuDq8DupPWtviMyB9LiRkWUUkJtVaByR6MDic1nxYLQ3WlUpTLbiaIX6EdROin2jh0MIRmNxuePensOFBGLmEsisf4rI/bmFeVhKP3DLN7nRK+Wzf8RruW53LxwcqGJ8SwwOfncj4lNjOT3K7oTQXDq21Hkc+hsZ2o7fECcER0HwKjPvsfQPSIfvLMPlLENn9f2Rp4dDCEXia6uCV5bDnNZjxNVj8C37wcg6v7CjiX9+9jGEJkXYnVKpLjDG8sbuE+1bncbKuiTvnpPOdz4z0fSi5MdBQCVVFUO15VBVZy9eGRJ79cDXBrn/A0Y/BGQJjr4PsO2DoLOim+520cGjhCBzGQNleWHU3FG2DRffTkP01/vDefh758ABfmZPOj68aa3dKpS5YVV0zv3hzDy9sKSAtPpz7r5/A3Kwk//xjpXtg61PwyQvW1Ur8CMj8jNV/MnwuhF74vG5aOLRw2KulEY58ZHWA73vLmkU0KBw+9zgbQy/lRy/v5lD5KW7MTuW+a8fpSCrVJ2w8WMG9L+/mYPkprp6YzL1LxzAkLtw//1jTKch5ybqCP7wemuvAEQxpM63p35NGQmwaxA2zZvb14apEC4cWjp5Vd8JaJa14h3VVcWit1aEXFGb9EI9cRM2wz3D/uiqe33yUofER/OKzE5idmWh3cqW6VUOzi4c/OMAjHx5ABO6an8nyeSMIC/bjTAgtjXB0Ixz4t/U4tuvs/cERVhGJSYaIRIhMhIgE6xE10OqoT8hAgsO0cKhuYIz1l01dOZyq8Hwtg1Pl1vPKAqtYVLZZSS0+A5M+j/IhC9jumMDu0mZyi6vYUVBJdX0zd85J57tXjNIpRVSfVniyjvvX7GHN7mOkDgjnh4tHMzE1lsjQICJDgggLdvhvLrb6Smva98qjUFVgfU4rj0Dtcc9nt8JLp7wDua+y5wuHiCwG/gA4gSeMMQ+02y+e/UuBOuB2Y8z2zs4VkXjg78Bw4DBwozHmZGc5tHD4yO2CmhLPD9VRqPL8oFUXe4qDp1C0dDDnjjPU+gsmeTL1SRPZ58zi47oUNha72FlQSVV9s3WYQ8hMimJcSgy3XTKcSWlxPfc9KmWzjw+U87PVeextt1iUQyAiJIiQIAfBTiHY6SDY6cDpENxuQ7PbjctlaHEbRGBARAgJUSEkRIYSHxnCoJgwsgZGMWpwNClx4V2//6ml0WopqD1mTY1Svhe5/Kc9WzhExAnsA64ACoEtwM3GmLw2xywFvoFVOGYCfzDGzOzsXBH5JXDCGPOAiKwEBhhjfthZln5TONwu66+GhqouPUxDJTRUIY3nrnrWEp5Ic2QyjWGJNIYMoD4ojlPBA6h1xFLtjKPKEUOZK5rCxkhK6p1UnGqivLaJIs9U1CIwalA0k9PimJgax7ghMYwaHO3fy3SlAlyLy826/eVUnGqirqmF2sYW6hpdnGpqodnlpsVlaHK5aXYZXG43ToeDIIdYD6fgchtOnGrmxKlGTpxqoqK2iZrGltPvHx7sJGtQFINjwnAbcBuDy21wG4NDhIgQJ+EhTiJCnESGBBHsdCACIoIADrH+nXsWZnktHP7sgZwB5BtjDgKIyAvAMiCvzTHLgGeNVb02ikiciCRjXU10dO4yYL7n/D8DHwCdFo7m4hyO3ZfZbqv3gild3u79nS7kfbw793jB4MDgxIUTNw7cBOEiCFeH7wLgRqglghoiqDaRVBNBlYmgyj2CaiKpIZzjZgBFJpFCk0SRSaSxIQQ6vZ6DEGczCVF1xEeGkBAVyoikKDIHRjElLY4JqbFEhwV3/gZK9TNBTgcLRnfvgmTVDc3sP17LvuM17Dtew/7jtRypqMPhEJwOcIrg8Fy9FFe6qGtyUdfUQl2Ti2aXG4PVEu1T/m5NfrYUoKDN60Ksq4rzHZNynnMHGWNKAIwxJSLi9X9fRJYDywFGJsdwNPacotnhqAKD91/kBvF6ikE6PN6rDtsxO8oj55zmxoERBy5xYnDiFicuCaLBGU29M4qG04/o088bnZEYcSBYf020XgYHO4Qgp4Ngh5DuFLIcDoKcQojTQXiIk/Bg5+mvYW2et772a9usUsonMWHBTBs2gGnDBlzU+xhjcBtocbsJ+3/ej/Fn4fD+u9S3Y3w5t1PGmMeAx8BqqprxnRe6crpSSvVLIoJTwOnouDnZn7PjFgJpbV6nAsU+HtPZucc9zVl4vpZ2Y2allFLn4c/CsQXIEpF0EQkBbgJWtztmNXCrWGYBVZ5mqM7OXQ3c5nl+G7DKj9+DUkqpdvzWVGWMaRGRe4C3sYbUPmWMyRWRFZ79jwBrsEZU5WMNx/1yZ+d63voB4EURuRM4CvSOFVGUUqqP0BsAlVJKeaUrACqllOoWWjiUUkp1iRYOpZRSXaKFQymlVJf0i85xEakB9tqdo4sSgXK7Q3RBb8sLmrkn9La80Psy+zPvMGPMOStQ9ZfVcvZ6GxkQyERka2/K3NvygmbuCb0tL/S+zHbk1aYqpZRSXaKFQymlVJf0l8LxmN0BLkBvy9zb8oJm7gm9LS/0vsw9nrdfdI4rpZTqPv3likMppVQ30cKhlFKqS/p04RCRxSKyV0TyPeuTBxwRSROR90Vkj4jkisi3PNvjReRdEdnv+Xpxy3p1MxFxisgOEXnd8zrQ88aJyD9F5FPP//UlvSDzdzw/Ezki8ryIhAVaZhF5SkRKRSSnzbYOM4rIjzyfx70isihA8v7K83OxS0ReEZG4QMnbUeY2+74vIkZEEtts83vmPls4RMQJPAQsAcYCN4vIWHtTedUCfM8YMwaYBdztybkSeM8YkwW853kdSL4F7GnzOtDz/gF4yxgzGpiElT1gM4tICvBNINsYMx5reYGbCLzMzwCL223zmtHzc30TMM5zzv96Pqc96RnOzfsuMN4YMxHYB/wIAiYveM+MiKQBV2AtL9G6rUcy99nCAcwA8o0xB40xTcALwDKbM53DGFNijNnueV6D9QstBSvrnz2H/Rm4zpaAXohIKnAV8ESbzYGcNwaYBzwJYIxpMsZUEsCZPYKAcBEJAiKwVsEMqMzGmLXAiXabO8q4DHjBGNNojDmEtQ7PjJ7I2cpbXmPMO8aYFs/LjVgrjkIA5PXk8/Z/DPA74Aecvax2j2Tuy4UjBSho87rQsy1gichwYAqwCRjkWQ0Rz9eBNkZr7/dYP7DuNtsCOe8IoAx42tO89oSIRBLAmY0xRcCvsf6aLMFaHfMdAjhzGx1l7A2fyTuANz3PAzaviFwLFBljPmm3q0cy9+XCIV62BezYYxGJAl4Cvm2MqbY7T0dE5Gqg1Bizze4sXRAETAUeNsZMAU5hfxNPpzz9AsuAdGAIECkiX7I31UUL6M+kiPwYq+n4r62bvBxme14RiQB+DPyXt91etnV75r5cOAqBtDavU7Eu9QOOiARjFY2/GmNe9mw+LiLJnv3JQKld+dqZDVwrIoexmv8WishfCNy8YP0sFBpjNnle/xOrkARy5s8Ah4wxZcaYZuBl4FICO3OrjjIG7GdSRG4Drga+aM7c3BaoeTOw/qD4xPM5TAW2i8hgeihzXy4cW4AsEUkXkRCsDqPVNmc6h4gIVtv7HmPMb9vsWg3c5nl+G7Cqp7N5Y4z5kTEm1RgzHOv/9N/GmC8RoHkBjDHHgAIRGeXZdDmQRwBnxmqimiUiEZ6fkcux+r8COXOrjjKuBm4SkVARSQeygM025DuLiCwGfghca4ypa7MrIPMaY3YbYwYaY4Z7PoeFwFTPz3nPZDbG9NkHsBRrlMQB4Md25+kg4xysS8ldwE7PYymQgDUiZb/na7zdWb1knw+87nke0HmBycBWz//zq8CAXpD5Z8CnQA7wHBAaaJmB57H6YJqxfoHd2VlGrCaWA1jLHCwJkLz5WP0CrZ+/RwIlb0eZ2+0/DCT2ZGadckQppVSX9OWmKqWUUn6ghUMppVSXaOFQSinVJVo4lFJKdYkWDqWUUl2ihUMppVSXaOFQSinVJf8fQr0r1EAWxzMAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = plt.subplot()\n", "pd.merge(\n", " X,\n", " y,\n", " left_on=\"stay_id\",\n", " right_on=\"stay_id\"\n", ").groupby('IonoC')[\"heartrate\"].plot(kind='kde', ax=ax)\n", "ax.set_xlim(0, 150)\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = plt.subplot()\n", "pd.merge(\n", " X,\n", " y,\n", " left_on=\"stay_id\",\n", " right_on=\"stay_id\"\n", ").groupby('IonoC')[\"resprate\"].plot(kind='kde', ax=ax)\n", "ax.set_xlim(0, 30)\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = plt.subplot()\n", "pd.merge(\n", " X,\n", " y,\n", " left_on=\"stay_id\",\n", " right_on=\"stay_id\"\n", ").groupby('IonoC')[\"o2sat\"].plot(kind='kde', ax=ax)\n", "ax.set_xlim(60, 100)\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = plt.subplot()\n", "pd.merge(\n", " X,\n", " y,\n", " left_on=\"stay_id\",\n", " right_on=\"stay_id\"\n", ").groupby('IonoC')[\"sbp\"].plot(kind='kde', ax=ax)\n", "ax.set_xlim(0, 300)\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = plt.subplot()\n", "pd.merge(\n", " X,\n", " y,\n", " left_on=\"stay_id\",\n", " right_on=\"stay_id\"\n", ").groupby('IonoC')[\"dbp\"].plot(kind='kde', ax=ax)\n", "ax.set_xlim(0, 200)\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "pd.merge(\n", " X,\n", " y,\n", " left_on=\"stay_id\",\n", " right_on=\"stay_id\"\n", ")[[\"IonoC\",\"last_7\"]].fillna(0).groupby('IonoC')[\"last_7\"].plot.bar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "pd.merge(\n", " X,\n", " y,\n", " left_on=\"stay_id\",\n", " right_on=\"stay_id\"\n", ")[[\"IonoC\",\"last_7\"]].fillna(0).groupby('IonoC')[\"last_30\"].plot.bar()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = plt.subplot()\n", "pd.merge(\n", " X,\n", " y,\n", " left_on=\"stay_id\",\n", " right_on=\"stay_id\"\n", ").groupby('IonoC')[\"pain\"].plot(kind='kde', ax=ax)\n", "ax.set_xlim(0, 20)\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1, random_state=42)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "categorical_features = [\n", " \"gender\",\n", " \"last_7\",\n", " \"last_30\"\n", "]\n", "\n", "continuous_features = [\n", " \"pain\",\n", " \"time\",\n", " \"age\",\n", " \"temperature\",\n", " \"heartrate\",\n", " \"resprate\",\n", " \"o2sat\",\n", " \"sbp\",\n", " \"dbp\"\n", "]+X_train.columns[14:-1].tolist()\n", "\n", "continuous_features = [\n", " \"pain\",\n", " \"time\",\n", " \"age\",\n", " \"temperature\",\n", " \"heartrate\",\n", " \"resprate\",\n", " \"o2sat\",\n", " \"sbp\",\n", " \"dbp\"\n", "]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "features_preprocessing = ColumnTransformer([\n", " (\"binary_encoder\", OrdinalEncoder(), categorical_features),\n", " (\"identity\", StandardScaler(), continuous_features),\n", " (\"missing\", MissingIndicator(), continuous_features),\n", " (\"nlp\", Pipeline([\n", " (\"cv\", CountVectorizer(ngram_range=(1,1), max_features=200)),\n", " (\"tf-idf\", TfidfTransformer())\n", " ]), \"chiefcomplaint\"),\n", "])\n", "\n", "features_preprocessing_without_nlp = ColumnTransformer([\n", " (\"binary_encoder\", OrdinalEncoder(), categorical_features),\n", " (\"identity\", StandardScaler(), continuous_features),\n", " (\"missing\", MissingIndicator(), continuous_features)\n", "])\n", "\n", "full_preprocessing = Pipeline([\n", " (\"features\", features_preprocessing_without_nlp),\n", " (\"imputer\", SimpleImputer(strategy=\"median\"))\n", "])\n", "\n", "pipeline = Pipeline([\n", " (\"preprocessing\", full_preprocessing),\n", " (\"mlp\", MLPClassifier(hidden_layer_sizes=(100,20), verbose=True, learning_rate_init=1e-3, batch_size=64, max_iter=100))\n", "])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "preprocesser = full_preprocessing.fit(X_train, y_train)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from transformers import BertTokenizer, BertModel\n", "import pickle\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "bert_name = \"dmis-lab/biobert-v1.1\"\n", "drug_name = \"./models/ATC_2\"\n", "\n", "biobert_tokenizer = BertTokenizer.from_pretrained(bert_name)\n", "\n", "with open(drug_name+\"_encoder.model\", \"rb\") as f:\n", " drug_encoder = pickle.load(f)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#drug_columns = X_train.columns[14:-1]\n", "\n", "#columns_id = drug_encoder.transform(\n", "# np.expand_dims(np.array(X_train[drug_columns].columns), 1)\n", "#).flatten().astype(\"int32\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def get_drug_token_list (df):\n", "\n", " df_drug_tokens = (df[drug_columns] >= 1)*1\n", " df_drug_tokens = df_drug_tokens.rename(columns=dict(zip(drug_columns, columns_id)))\n", "\n", " df_drug_tokens_list = (df_drug_tokens*(df_drug_tokens.columns+1)).apply(lambda x: list(set(x.tolist()))[1:], axis=1) \\\n", " .tolist()\n", "\n", " df_drug_tokens_list = [torch.tensor(x)-1 for x in df_drug_tokens_list]\n", "\n", " return df_drug_tokens_list" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "X_train_preprocess = torch.tensor(preprocesser.transform(X_train), dtype=torch.float32)\n", "X_train_tokens = biobert_tokenizer(X_train[\"chiefcomplaint\"].tolist())[\"input_ids\"]\n", "#X_train_tokens_drug = get_drug_token_list(X_train)\n", "y_train_preprocess = torch.tensor(y_train.iloc[:,1:].values, dtype=torch.float32)\n", "X_test_preprocess = torch.tensor(preprocesser.transform(X_test), dtype=torch.float32)\n", "X_test_tokens = biobert_tokenizer(X_test[\"chiefcomplaint\"].tolist())[\"input_ids\"]\n", "#X_test_tokens_drug = get_drug_token_list(X_test)\n", "y_test_preprocess = torch.tensor(y_test.iloc[:,1:].values, dtype=torch.float32)\n", "X_train_tokens = [torch.tensor(x) for x in X_train_tokens]\n", "X_test_tokens = [torch.tensor(x) for x in X_test_tokens]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from torch import nn, optim\n", "from torch.nn.utils.rnn import pad_sequence, pack_padded_sequence, pad_packed_sequence\n", "import torch\n", "import operator" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class neural_net (nn.Module):\n", " def __init__(self, n_features, n_outputs, device=\"cpu\"):\n", " super().__init__()\n", "\n", " self.embedding_encoder = nn.Sequential(*[\n", " nn.Linear(768, 250),\n", " nn.ReLU(),\n", " nn.Linear(250, 50),\n", " nn.ReLU(),\n", " nn.Linear(50, 20),\n", " nn.ReLU()\n", " ])\n", "\n", " self.network = nn.Sequential(*[\n", " nn.Linear(n_features+20, 100),\n", " nn.ReLU(),\n", " nn.Linear(100, 50),\n", " nn.ReLU(),\n", " nn.Linear(50, n_outputs),\n", " nn.Sigmoid()\n", " ])\n", "\n", " self.biobert_model = BertModel.from_pretrained(bert_name).to(device)\n", " self.drug_embedding = torch.load(f\"{drug_name}_embedding.model\").to(device) \n", "\n", " for x in self.biobert_model.parameters():\n", " x.requires_grad = False\n", "\n", " #self.drug_embedding.requires_grad = True\n", " #self.biobert_model.embeddings.requires_grad = True\n", " \n", " #self.loss = nn.BCELoss(weight=torch.tensor(y_train.iloc[:,1:].mean().values))\n", " self.loss = nn.BCELoss()\n", " #self.loss = nn.MultiLabelSoftMarginLoss()\n", " #self.loss = nn.CrossEntropyLoss(weight=torch.tensor(y_train.iloc[:,1:].mean().values))\n", " self.optimizer = optim.Adam(self.parameters(), lr=1e-3)\n", "\n", " def forward(self, x):\n", " \n", " x_data = x[0]\n", " x_tokens = x[1]\n", " #x_drugs = x[2]\n", "\n", " x_bert = self.biobert_model.embeddings.word_embeddings(x_tokens)\n", " x_bert_mask = (x_tokens != 0).unsqueeze(2)*1\n", " x_bert = (x_bert*x_bert_mask).sum(axis=1)/x_bert_mask.sum(axis=1)\n", "\n", " #x_drugs_embeddings = self.drug_embedding(x_drugs)\n", " #x_drugs_embeddings_mask = (x_drugs != self.drug_embedding.weight.shape[0]-1).unsqueeze(2)*1\n", " #x_drugs_embeddings_mask = x_drugs_embeddings_mask + 1e-8\n", " #x_drugs_embeddings = (x_drugs_embeddings*x_drugs_embeddings_mask).sum(axis=1)/x_drugs_embeddings_mask.sum(axis=1)\n", "\n", " x_embedding_encoded = self.embedding_encoder(x_bert)\n", " x = torch.concat([x_data, x_embedding_encoded], axis=1)\n", "\n", " y_hat = self.network(x)\n", "\n", " return y_hat\n", " \n", " def fit(self, x, y):\n", " \n", " self.train()\n", " self.optimizer.zero_grad()\n", "\n", " y_hat = self.forward(x)\n", "\n", " loss = self.loss(y_hat, y)\n", "\n", " loss.backward()\n", " self.optimizer.step()\n", "\n", " return loss\n", "\n", " def last_hidden_layer (self, x):\n", " \n", " self.eval()\n", " \n", " with torch.no_grad(): \n", " x_data = x[0]\n", " x_tokens = x[1]\n", " #x_drugs = x[2]\n", "\n", " x_bert = self.biobert_model.embeddings.word_embeddings(x_tokens)\n", " x_bert_mask = (x_tokens != 0).unsqueeze(2)*1\n", " x_bert = (x_bert*x_bert_mask).sum(axis=1)/x_bert_mask.sum(axis=1)\n", "\n", " x_embedding_encoded = self.embedding_encoder(x_bert)\n", " x = torch.concat([x_data, x_embedding_encoded], axis=1)\n", "\n", " y_hat = network.network[:-3](x)\n", "\n", " return y_hat\n", "\n", " def predict(self, x):\n", " \n", " self.eval()\n", " \n", " with torch.no_grad(): \n", " y_hat = self.forward(x)\n", "\n", " return y_hat" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "device = \"cuda:0\"\n", "#device = \"cpu\"" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#network = neural_net(X_train_preprocess.shape[1], y_train_preprocess.shape[1], device=device)\n", "network = neural_net(X_train_preprocess.shape[1], 1, device=device)\n", "network = network.to(device)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from torch.utils.data import DataLoader\n", "from torchvision.ops.focal_loss import sigmoid_focal_loss\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "data_loader = DataLoader(range(X_train_preprocess.shape[0]), shuffle=True, batch_size=1024)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.691106379032135\n", "On test : precision = 0.5, recall = 0.00028876696505919725\n", "0.6006030204272507\n", "On test : precision = 0.7114660697934683, recall = 0.6731157955529887\n", "0.575636284564858\n", "On test : precision = 0.7091583562171797, recall = 0.7084416209452306\n", "0.5641533084882058\n", "On test : precision = 0.7105074026160701, recall = 0.7136875541438059\n", "Epoch 0 - loss : 0.5566418178473846\n", "0.5154001116752625\n", "On test : precision = 0.7277034414536367, recall = 0.6726826451054\n", "0.5331675112247467\n", "On test : precision = 0.7340632731483918, recall = 0.6711425546250842\n", "0.5320046168951252\n", "On test : precision = 0.7303906490310673, recall = 0.6856771585330638\n", "0.5311751908242108\n", "On test : precision = 0.7530828460603254, recall = 0.6260467802483396\n", "Epoch 1 - loss : 0.5314786310437359\n", "0.5191752910614014\n", "On test : precision = 0.7150190114068441, recall = 0.7240350370584272\n", "0.5276658352058713\n", "On test : precision = 0.7223930122480847, recall = 0.7124843584560593\n", "0.5285998987617777\n", "On test : precision = 0.7104558877814692, recall = 0.74102416016941\n", "0.5277084383457602\n", "On test : precision = 0.7457774871962515, recall = 0.6587737029550486\n", "Epoch 2 - loss : 0.5267519308796412\n", "0.5291849374771118\n", "On test : precision = 0.7194110920526015, recall = 0.7266820675714698\n", "0.5206360940886016\n", "On test : precision = 0.7333908980089394, recall = 0.6949177014149581\n", "0.5217355852992973\n", "On test : precision = 0.7369723210143807, recall = 0.688131677736067\n", "0.521929228622652\n", "On test : precision = 0.7239691845535152, recall = 0.7191259986524209\n", "Epoch 3 - loss : 0.5215651713594606\n", "0.5235981941223145\n", "On test : precision = 0.7369445013311489, recall = 0.6927519491770141\n", "0.5186061596516336\n", "On test : precision = 0.7351477607393114, recall = 0.696794686687843\n", "0.5180819096849926\n", "On test : precision = 0.7319912079128784, recall = 0.7052170565020695\n", "0.5182426832245037\n", "On test : precision = 0.7510562235944102, recall = 0.6673404562518048\n", "Epoch 4 - loss : 0.5190195072300826\n", "0.5245155096054077\n", "On test : precision = 0.7069435141772717, recall = 0.7619597651362018\n", "0.5169979248306539\n", "On test : precision = 0.7158938869665513, recall = 0.7467994994705939\n", "0.5154471167580998\n", "On test : precision = 0.7308615369544987, recall = 0.7181634421022235\n", "0.5157833989474464\n", "On test : precision = 0.7234719058466211, recall = 0.7337087303879103\n", "Epoch 5 - loss : 0.515931355500523\n", "0.4985155463218689\n", "On test : precision = 0.7207000093835038, recall = 0.7392915583790548\n", "0.5164604614866842\n", "On test : precision = 0.7275522459764593, recall = 0.7288478198094138\n", "0.5142399074129798\n", "On test : precision = 0.7449022055763629, recall = 0.6891904899412841\n", "0.5145066314163398\n", "On test : precision = 0.7475281552371384, recall = 0.6804312253344884\n", "Epoch 6 - loss : 0.5147569981556904\n", "0.49890613555908203\n", "On test : precision = 0.7430380398414578, recall = 0.6947251901049186\n", "0.5157188932494362\n", "On test : precision = 0.7427693882774508, recall = 0.6983347771681586\n", "0.5156954976160135\n", "On test : precision = 0.7385383567862006, recall = 0.7047357782269709\n", "0.515681599164722\n", "On test : precision = 0.74251832247557, recall = 0.7021368755414381\n", "Epoch 7 - loss : 0.5150245293786254\n", "0.49726372957229614\n", "On test : precision = 0.7318327350344426, recall = 0.7260564058138416\n", "0.513713940240369\n", "On test : precision = 0.7359238699444886, recall = 0.7146019828664935\n", "0.5135435411586097\n", "On test : precision = 0.7411841972314843, recall = 0.706083357397247\n", "0.5129304822299171\n", "On test : precision = 0.7369464967521198, recall = 0.7152757724516315\n", "Epoch 8 - loss : 0.5133467673500882\n", "0.5323821902275085\n", "On test : precision = 0.7329362366956352, recall = 0.7224949465781114\n", "0.510783731052191\n", "On test : precision = 0.7271386430678466, recall = 0.7355375878332852\n", "0.5100371665622464\n", "On test : precision = 0.7245657568238213, recall = 0.7448262585426894\n", "0.5103289775080063\n", "On test : precision = 0.7371029287873532, recall = 0.7158533063817499\n", "Epoch 9 - loss : 0.5115820087964021\n", "0.5278018712997437\n", "On test : precision = 0.7349821594408329, recall = 0.7236981422658582\n", "0.509880670521519\n", "On test : precision = 0.7158084914182475, recall = 0.7627298103763596\n", "0.5081589534804596\n", "On test : precision = 0.7391979949874686, recall = 0.7097410722879969\n", "0.5089700956677281\n", "On test : precision = 0.7339721762817395, recall = 0.7262007892963711\n", "Epoch 10 - loss : 0.5090479979032203\n", "0.519418478012085\n", "On test : precision = 0.7202764976958526, recall = 0.7522379439792087\n", "0.5076188123462224\n", "On test : precision = 0.7349367960257734, recall = 0.7191259986524209\n", "0.5096459284943727\n", "On test : precision = 0.7378349093774625, recall = 0.7210029839253056\n", "0.5096920878190139\n", "On test : precision = 0.7328155339805825, recall = 0.7265376840889403\n", "Epoch 11 - loss : 0.5086245969126496\n", "0.5080099105834961\n", "On test : precision = 0.7295591469828823, recall = 0.7343343921455385\n", "0.5070724266000314\n", "On test : precision = 0.7358842285994603, recall = 0.721965540475503\n", "0.5059742887518299\n", "On test : precision = 0.7328332930075006, recall = 0.7288478198094138\n", "0.5064577097908602\n", "On test : precision = 0.7308452673706544, recall = 0.7294734815670421\n", "Epoch 12 - loss : 0.5078333315970023\n", "0.49358904361724854\n", "On test : precision = 0.7290276453765491, recall = 0.7361151217634035\n", "0.5067540569470661\n", "On test : precision = 0.7323598635861472, recall = 0.73380498604293\n", "0.5065122897648693\n", "On test : precision = 0.7542148234545647, recall = 0.6846664741553566\n", "0.5084922199827492\n", "On test : precision = 0.7233796296296297, recall = 0.7519973048416595\n", "Epoch 13 - loss : 0.5075114444086823\n", "0.49666109681129456\n", "On test : precision = 0.7252100840336134, recall = 0.7476176725382616\n", "0.5051100498969012\n", "On test : precision = 0.7369399334768147, recall = 0.7250938492636443\n", "0.5057181871649045\n", "On test : precision = 0.7466612294831277, recall = 0.7049764173645202\n", "0.5072105418011992\n", "On test : precision = 0.7283676553939165, recall = 0.7421792280296468\n", "Epoch 14 - loss : 0.5062240871447551\n", "0.5191906690597534\n", "On test : precision = 0.7395544554455445, recall = 0.7189816151698912\n", "0.504310804723513\n", "On test : precision = 0.7552971164569061, recall = 0.684522090672827\n", "0.5053237096883765\n", "On test : precision = 0.7340909090909091, recall = 0.7306285494272788\n", "0.5062640938053892\n", "On test : precision = 0.736219124480313, recall = 0.7244200596785061\n", "Epoch 15 - loss : 0.5053795011737678\n", "0.4989502429962158\n", "On test : precision = 0.7325291977790542, recall = 0.7365482722109924\n", "0.5064039799836603\n", "On test : precision = 0.7364736765349278, recall = 0.729136586774473\n", "0.505478177497636\n", "On test : precision = 0.7345682005527808, recall = 0.7290884589469632\n", "0.5045830322262457\n", "On test : precision = 0.7247833943381365, recall = 0.7528636057368371\n", "Epoch 16 - loss : 0.5043610495102556\n", "0.4920410215854645\n", "On test : precision = 0.7243070658460969, recall = 0.7533448840119357\n", "0.5003653608336307\n", "On test : precision = 0.7195271096616388, recall = 0.7645105399942247\n", "0.5010813141047065\n", "On test : precision = 0.7379865508270751, recall = 0.7236018866108384\n", "0.5018343973991483\n", "On test : precision = 0.7353953556018811, recall = 0.7300510154971604\n", "Epoch 17 - loss : 0.5035921111137052\n", "0.4888218641281128\n", "On test : precision = 0.7268319970165952, recall = 0.7504090865338339\n", "0.5015489895745079\n", "On test : precision = 0.7332950136513867, recall = 0.7367889113485417\n", "0.5033437172275278\n", "On test : precision = 0.7282874905802562, recall = 0.7442005967850611\n", "0.5026719430554348\n", "On test : precision = 0.7377786468517794, recall = 0.7263451727789008\n", "Epoch 18 - loss : 0.5028010086168216\n", "0.5066063404083252\n", "On test : precision = 0.7345524542829643, recall = 0.7346231591105977\n", "0.5018388912229255\n", "On test : precision = 0.719209142027934, recall = 0.763307344306478\n", "0.5002150563754846\n", "On test : precision = 0.7373129950132004, recall = 0.7258157666762922\n", "0.5022425656500845\n", "On test : precision = 0.7278510838831291, recall = 0.7433342958898835\n", "Epoch 19 - loss : 0.5019486363175549\n", "0.47926339507102966\n", "On test : precision = 0.7323501427212179, recall = 0.7408797766868803\n", "0.49971008772897246\n", "On test : precision = 0.7300813777441333, recall = 0.7426605063047454\n", "0.5002152393409862\n", "On test : precision = 0.7273622970817303, recall = 0.7461257098854558\n", "0.5013288241684238\n", "On test : precision = 0.7416225313072315, recall = 0.7210992395803253\n", "Epoch 20 - loss : 0.5008858129193511\n", "0.5151246786117554\n", "On test : precision = 0.735239852398524, recall = 0.728799691981904\n", "0.4983244101599892\n", "On test : precision = 0.7248408818374689, recall = 0.7563769371450573\n", "0.4970505050758817\n", "On test : precision = 0.730860225229488, recall = 0.7433824237173934\n", "0.49717872661609586\n", "On test : precision = 0.7449337881219904, recall = 0.714746366349023\n", "Epoch 21 - loss : 0.49780065651181377\n", "0.48739099502563477\n", "On test : precision = 0.7354018115243784, recall = 0.7346231591105977\n", "0.49334852795789735\n", "On test : precision = 0.7303307264675398, recall = 0.7460775820579459\n", "0.49463323218312427\n", "On test : precision = 0.7429808841099164, recall = 0.7183078255847531\n", "0.49579841146041387\n", "On test : precision = 0.7449392712550608, recall = 0.7084416209452306\n", "Epoch 22 - loss : 0.4965084141568293\n", "0.4926077127456665\n", "On test : precision = 0.7217624590760277, recall = 0.7639330060641063\n", "0.49502673007474085\n", "On test : precision = 0.7273743537193162, recall = 0.7515641543940706\n", "0.4956098737111732\n", "On test : precision = 0.7344678811121764, recall = 0.7373664452786601\n", "0.4958594325570965\n", "On test : precision = 0.7506115014311736, recall = 0.6941476561748002\n", "Epoch 23 - loss : 0.495923723374741\n", "0.47399887442588806\n", "On test : precision = 0.7381651017214398, recall = 0.7264414284339205\n", "0.4940861616984452\n", "On test : precision = 0.7452663468821005, recall = 0.7103667340456252\n", "0.49426327445613805\n", "On test : precision = 0.7333174224343676, recall = 0.7393878140340745\n", "0.4953075092892314\n", "On test : precision = 0.7655076495132128, recall = 0.662238906535759\n", "Epoch 24 - loss : 0.4953661680221558\n", "0.5228779315948486\n", "On test : precision = 0.7442258340461934, recall = 0.7118105688709212\n", "0.4923725653402876\n", "On test : precision = 0.7376028030561098, recall = 0.7294734815670421\n", "0.4930079595663061\n", "On test : precision = 0.7340628882729618, recall = 0.7392915583790548\n", "0.49445695774103715\n", "On test : precision = 0.7341409901745684, recall = 0.7407835210318606\n", "Epoch 25 - loss : 0.49466084581387193\n", "0.46513304114341736\n", "On test : precision = 0.7360903344110409, recall = 0.7341418808354991\n", "0.49388582281547017\n", "On test : precision = 0.7195767195767195, recall = 0.765809991336991\n", "0.49362160183897064\n", "On test : precision = 0.7461990675045611, recall = 0.7086341322552699\n", "0.49338837715478434\n", "On test : precision = 0.7481032639136412, recall = 0.7070940417749543\n", "Epoch 26 - loss : 0.49349285349061217\n", "0.4880646765232086\n", "On test : precision = 0.7410621825533803, recall = 0.7232649918182693\n", "0.49176528194163105\n", "On test : precision = 0.7345693837360103, recall = 0.7360188661083839\n", "0.49261100775566863\n", "On test : precision = 0.7456571944974395, recall = 0.7147944941765328\n", "0.49288865616947314\n", "On test : precision = 0.7505957931820537, recall = 0.6972759649629415\n", "Epoch 27 - loss : 0.4931577115873747\n", "0.47572997212409973\n", "On test : precision = 0.7506438652518801, recall = 0.7013668303012802\n", "0.49050306595198\n", "On test : precision = 0.7380428941325907, recall = 0.7270670901915488\n", "0.4920397731498699\n", "On test : precision = 0.7261525681849647, recall = 0.7572913658677447\n", "0.492620616260161\n", "On test : precision = 0.7270705947748749, recall = 0.75541438059486\n", "Epoch 28 - loss : 0.4932937731471243\n", "0.5012404918670654\n", "On test : precision = 0.7346705417123255, recall = 0.7421311002021369\n", "0.4935308385013354\n", "On test : precision = 0.7320115733055068, recall = 0.7427567619597651\n", "0.4925164138499777\n", "On test : precision = 0.7216824049997719, recall = 0.7613822312060834\n", "0.4938466421195439\n", "On test : precision = 0.750325436084353, recall = 0.693521994417172\n", "Epoch 29 - loss : 0.4946022235894505\n", "0.4953339099884033\n", "On test : precision = 0.7297094305966296, recall = 0.7481470786408702\n", "0.49041805763055785\n", "On test : precision = 0.7502446561936646, recall = 0.7010299355087112\n", "0.4931423207420615\n", "On test : precision = 0.7352813956841447, recall = 0.736307633073443\n", "0.4925843425763406\n", "On test : precision = 0.7460094368035338, recall = 0.7152757724516315\n", "Epoch 30 - loss : 0.4933103129833559\n", "0.5755341053009033\n", "On test : precision = 0.7485953621411788, recall = 0.7053614399845991\n", "0.4932693898087681\n", "On test : precision = 0.7366245136186771, recall = 0.7288959476369237\n", "0.49100364855865936\n", "On test : precision = 0.7430106457068948, recall = 0.7188372316873616\n", "0.49268141141365535\n", "On test : precision = 0.7314221048660883, recall = 0.7465588603330445\n", "Epoch 31 - loss : 0.49313025632991064\n", "0.46600431203842163\n", "On test : precision = 0.7224534601838722, recall = 0.7601790355183367\n", "0.4903270124208809\n", "On test : precision = 0.7441521203279843, recall = 0.7119549523534507\n", "0.49055656909349543\n", "On test : precision = 0.7316389548693587, recall = 0.7412166714794494\n", "0.492653287625392\n", "On test : precision = 0.7404246971703202, recall = 0.72663393974396\n", "Epoch 32 - loss : 0.4919591864453086\n", "0.4467436969280243\n", "On test : precision = 0.7414435618319114, recall = 0.7277408797766869\n", "0.4866951137486071\n", "On test : precision = 0.7230283334096215, recall = 0.7602271633458466\n", "0.4884573491058539\n", "On test : precision = 0.735220368405825, recall = 0.73380498604293\n", "0.49062324639570676\n", "On test : precision = 0.7195598472939592, recall = 0.7710559245355665\n", "Epoch 33 - loss : 0.49098759293556216\n", "0.4772811532020569\n", "On test : precision = 0.7395291809710642, recall = 0.7257195110212725\n", "0.4887826596156205\n", "On test : precision = 0.7256522142790828, recall = 0.7523341996342285\n", "0.49171305325493886\n", "On test : precision = 0.728898459809934, recall = 0.7493502743286168\n", "0.49049466204801667\n", "On test : precision = 0.7414505450744189, recall = 0.7168639907594572\n", "Epoch 34 - loss : 0.49134464648705495\n", "0.48381781578063965\n", "On test : precision = 0.7229911835914302, recall = 0.7617191259986524\n", "0.49350475320721615\n", "On test : precision = 0.7532263963634463, recall = 0.6938107613822312\n", "0.4918556806459949\n", "On test : precision = 0.7408834865105247, recall = 0.7216286456829338\n", "0.4905527135066416\n", "On test : precision = 0.735855421686747, recall = 0.7348637982481471\n", "Epoch 35 - loss : 0.49083545019355\n", "0.50368332862854\n", "On test : precision = 0.7351413733410271, recall = 0.7357782269708345\n", "0.490445864082563\n", "On test : precision = 0.7325553703262682, recall = 0.7402059871017422\n", "0.48895341009642945\n", "On test : precision = 0.742154915590864, recall = 0.7193666377899701\n", "0.4895016640127695\n", "On test : precision = 0.7154373775164796, recall = 0.7730772932909808\n", "Epoch 36 - loss : 0.49018767596800117\n", "0.4943732023239136\n", "On test : precision = 0.741195092995647, recall = 0.7211473674078352\n", "0.48728429179380434\n", "On test : precision = 0.7321445599313435, recall = 0.7390509192415055\n", "0.4889129802065702\n", "On test : precision = 0.7385675200312684, recall = 0.7275483684666474\n", "0.4895449759952254\n", "On test : precision = 0.7478923311325546, recall = 0.7087303879102897\n", "Epoch 37 - loss : 0.4894779199286352\n", "0.5134391784667969\n", "On test : precision = 0.7131474103585658, recall = 0.7753393011839446\n", "0.48750126656919424\n", "On test : precision = 0.7298979687353739, recall = 0.7505534700163634\n", "0.4876820467301269\n", "On test : precision = 0.7359180335754486, recall = 0.736307633073443\n", "0.48870848401440337\n", "On test : precision = 0.7342398616182971, recall = 0.7354413321782655\n", "Epoch 38 - loss : 0.4888177595561064\n", "0.5162264704704285\n", "On test : precision = 0.7294762998734118, recall = 0.7488208682260082\n", "0.4837004595463819\n", "On test : precision = 0.7297081355454247, recall = 0.7472326499181827\n", "0.4879101812839508\n", "On test : precision = 0.7376440711076382, recall = 0.7269227067090192\n", "0.4885243367515133\n", "On test : precision = 0.7336136059621632, recall = 0.7390509192415055\n", "Epoch 39 - loss : 0.48852996003778676\n", "0.4767839014530182\n", "On test : precision = 0.7173160756819918, recall = 0.7681682548849745\n", "0.48714618989736724\n", "On test : precision = 0.7371397922863133, recall = 0.7275964962941572\n", "0.48659720883440616\n", "On test : precision = 0.7303243472923847, recall = 0.7444893637501203\n", "0.4855928495278786\n", "On test : precision = 0.7257344737820751, recall = 0.7513716430840311\n", "Epoch 40 - loss : 0.4853414050385922\n", "0.4991248846054077\n", "On test : precision = 0.7392603477834925, recall = 0.7263451727789008\n", "0.4837396457643792\n", "On test : precision = 0.7260178471834914, recall = 0.75180479353162\n", "0.4851182410076483\n", "On test : precision = 0.7457893668831169, recall = 0.7075271922225431\n", "0.4848854331875164\n", "On test : precision = 0.7241426737575647, recall = 0.7601790355183367\n", "Epoch 41 - loss : 0.48461107302315626\n", "0.4812166690826416\n", "On test : precision = 0.7516588652847076, recall = 0.7032919434016749\n", "0.4824957245647317\n", "On test : precision = 0.7348794687966126, recall = 0.7350563095581866\n", "0.48231442339384734\n", "On test : precision = 0.7364314789687924, recall = 0.7313985946674367\n", "0.48301191365600027\n", "On test : precision = 0.7260126936718313, recall = 0.7487246125709885\n", "Epoch 42 - loss : 0.48370890670184846\n", "0.4642280340194702\n", "On test : precision = 0.7284904688304997, recall = 0.7485802290884589\n", "0.4810808053111086\n", "On test : precision = 0.7414962618210625, recall = 0.7207623447877562\n", "0.4822801913491529\n", "On test : precision = 0.7300451807228916, recall = 0.7465588603330445\n", "0.4838001663700687\n", "On test : precision = 0.7426664674535585, recall = 0.7176821638271248\n", "Epoch 43 - loss : 0.4833500043500828\n", "0.48344671726226807\n", "On test : precision = 0.7282776710852967, recall = 0.7482914621233997\n", "0.47828448113828603\n", "On test : precision = 0.7443261699136373, recall = 0.7134469150062566\n", "0.47993328796690377\n", "On test : precision = 0.7382389011528084, recall = 0.7242756761959765\n", "0.482173868984083\n", "On test : precision = 0.7241951849460382, recall = 0.7557031475599192\n", "Epoch 44 - loss : 0.48240686473967154\n", "0.4691382050514221\n", "On test : precision = 0.7398253662868137, recall = 0.7217730291654635\n", "0.4799038248487038\n", "On test : precision = 0.7180549302116164, recall = 0.7675425931273462\n", "0.48127377181503905\n", "On test : precision = 0.7440377566902646, recall = 0.7132062758687073\n", "0.48116818308038173\n", "On test : precision = 0.7240358827337464, recall = 0.753585523149485\n", "Epoch 45 - loss : 0.4820579810233056\n", "0.4957138001918793\n", "On test : precision = 0.7318316030098104, recall = 0.739580325344114\n", "0.4815530251748491\n", "On test : precision = 0.7397954165437198, recall = 0.7239869092309174\n", "0.4814220647610242\n", "On test : precision = 0.7348794687966126, recall = 0.7350563095581866\n", "0.4813806482921803\n", "On test : precision = 0.7248872111223644, recall = 0.7578207719703532\n", "Epoch 46 - loss : 0.48105589106113095\n", "0.4731432795524597\n", "On test : precision = 0.7445958763915931, recall = 0.7178265473096545\n", "0.47872081457978427\n", "On test : precision = 0.7366201279813845, recall = 0.7313023390124169\n", "0.4795397832915558\n", "On test : precision = 0.72129574633344, recall = 0.7597940128982578\n", "0.4801403841505019\n", "On test : precision = 0.7380836100800938, recall = 0.727355857156608\n", "Epoch 47 - loss : 0.48055834536310993\n", "0.47339731454849243\n", "On test : precision = 0.7346831070383342, recall = 0.7369814226585812\n", "0.4796473847167327\n", "On test : precision = 0.738722447583207, recall = 0.7274521128116277\n", "0.4792541035668767\n", "On test : precision = 0.735829812035553, recall = 0.729136586774473\n", "0.4792395104403512\n", "On test : precision = 0.7345323741007195, recall = 0.7370776783136009\n", "Epoch 48 - loss : 0.479706547079207\n", "0.45964089035987854\n", "On test : precision = 0.7396514161220044, recall = 0.7189334873423814\n", "0.4777260641060253\n", "On test : precision = 0.7351035016444186, recall = 0.7314948503224564\n", "0.4780597803901084\n", "On test : precision = 0.7253739637845598, recall = 0.7538261622870344\n", "0.4789733001560072\n", "On test : precision = 0.7376690339527191, recall = 0.729858504187121\n", "Epoch 49 - loss : 0.4793024491660203\n" ] } ], "source": [ "n_epochs = 50\n", "n_epoch_print = 1\n", "n_batch_print = 100\n", "\n", "for i in range(n_epochs):\n", "\n", " losses = []\n", "\n", " j = 0\n", " for indices in data_loader:\n", " X_tensor = X_train_preprocess[indices,:].to(device)\n", " X_train_tokens_indices = list(operator.itemgetter(*indices)(X_train_tokens))\n", " X_train_tokens_indices = pad_sequence(X_train_tokens_indices, batch_first=True, padding_value=biobert_tokenizer(\"[PAD]\")[\"input_ids\"][1]).to(device)\n", " #X_train_drug_tokens_indices = list(operator.itemgetter(*indices)(X_train_tokens_drug))\n", " #X_train_drug_tokens_indices = pad_sequence(X_train_drug_tokens_indices, batch_first=True, padding_value=len(drug_encoder.categories_[0])).to(device)\n", " #X_train_drug_tokens_indices = X_train_drug_tokens_indices.int()\n", "\n", " y_tensor = y_train_preprocess[indices,5].unsqueeze(1).to(device)\n", " #y_tensor = y_train_preprocess[indices,:].to(device)\n", "\n", " loss = network.fit((X_tensor, X_train_tokens_indices), y_tensor).detach().cpu().item()\n", "\n", " losses.append(loss)\n", "\n", " if j%n_batch_print == 0:\n", " print(np.array(losses).mean())\n", "\n", " y_test_hat, y_true = get_test_evaluation(X_test_preprocess, X_test_tokens)\n", " prec = precision_score(y_true, y_test_hat, zero_division=0)\n", " rec = recall_score(y_true, y_test_hat, zero_division=0)\n", " \n", " print(f\"On test : precision = {prec}, recall = {rec}\")\n", "\n", " j += 1\n", "\n", " if (i%n_epoch_print) == 0:\n", " mean_loss = np.array(losses).mean()\n", " print(f\"Epoch {i} - loss : {mean_loss}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Analyse des faux positifs" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "y_hats = []\n", "y_val = []\n", "\n", "data_loader_noshuffle = DataLoader(range(X_train_preprocess.shape[0]), shuffle=False, batch_size=1024)\n", "\n", "for indices in data_loader_noshuffle:\n", " X_tensor = X_train_preprocess[indices,:].to(device)\n", " X_train_tokens_indices = list(operator.itemgetter(*indices)(X_train_tokens))\n", " X_train_tokens_indices = pad_sequence(X_train_tokens_indices, batch_first=True, padding_value=biobert_tokenizer(\"[PAD]\")[\"input_ids\"][1]).to(device)\n", "\n", " y_hats.append(\n", " network.predict((X_tensor, X_train_tokens_indices)).detach().cpu()\n", " )\n", " y_val.append(y_train_preprocess[indices,5])\n", "\n", "y_hat = np.concatenate(y_hats)\n", "y_val = np.concatenate(y_val)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "fp = (y_hat >= 0.65)*1 & ((y_val == 0)*1).reshape(-1, 1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "416252 UNRESPPONSIVE\n", "441947 Abd pain, Abnormal CT, Transfer\n", "189529 Chest pain, Palpitations, ILI\n", "240265 Weakness, Transfer\n", "291786 Hallucinations\n", " ... \n", "252801 s/p Fall\n", "239629 Abd pain\n", "278167 Hyperglycemia, Weakness\n", "137337 Wound eval\n", "131932 s/p Fall, R Hip pain\n", "Name: chiefcomplaint, Length: 24690, dtype: string" ] }, "execution_count": 206, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.iloc[np.where(fp == 1)[0],:][\"chiefcomplaint\"]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import roc_curve, roc_auc_score\n", "\n", "fpr, tpr, thresholds = roc_curve(\n", " y_val,\n", " y_hat\n", ")\n", "\n", "auc = roc_auc_score(y_val, y_hat)\n", "\n", "plt.figure(figsize=(10,10))\n", "\n", "plt.plot(fpr,tpr,label=\"AUC=\"+str(auc))\n", "plt.ylabel('True Positive Rate')\n", "plt.xlabel('False Positive Rate')\n", "plt.legend(loc=4)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "batch_size = 256\n", "\n", "def get_test_evaluation(X_test_preprocess, X_test_tokens):\n", " y_hats = []\n", "\n", " for idx in range(0, X_test_preprocess.shape[0], batch_size):\n", " X_test_tensor = X_test_preprocess[idx:idx+batch_size].to(device)\n", " X_test_tokens_indices = X_test_tokens[idx:idx+batch_size]\n", " X_test_tokens_indices = pad_sequence(X_test_tokens_indices, batch_first=True, padding_value=biobert_tokenizer(\"[PAD]\")[\"input_ids\"][1]).to(device)\n", " #X_test_drug_tokens_indices = X_test_tokens_drug[idx:idx+batch_size]\n", " #X_test_drug_tokens_indices = pad_sequence(X_test_drug_tokens_indices, batch_first=True, padding_value=len(drug_encoder.categories_[0])).to(device)\n", " #X_test_drug_tokens_indices = X_test_drug_tokens_indices.int()\n", "\n", " y_hat_ = ((network.predict((X_test_tensor, X_test_tokens_indices)).detach().cpu()) >= 0.65)*1\n", "\n", " y_hats.append(y_hat_)\n", "\n", " y_hat = torch.concat(y_hats, axis=0).numpy()\n", " y_true = y_test_preprocess[:,[5]]\n", " #y_true = y_test_preprocess[:,:]\n", "\n", " return y_hat, y_true\n", "\n", "y_hat, y_true = get_test_evaluation(X_test_preprocess, X_test_tokens)\n", "titles = y_train.columns.tolist()[1:]\n", "titles = y_train.columns[[6]].tolist()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n_cols = 3\n", "n_rows = len(titles) // n_cols + int((len(titles)%n_cols) != 0)\n", "\n", "figs, axs = plt.subplots(nrows=n_rows, ncols=n_cols, figsize=(30,30))\n", "axs_flatten = axs.flatten()\n", "\n", "for i in range(len(titles)):\n", " cm_plot = ConfusionMatrixDisplay(confusion_matrix(y_true[:,i], y_hat[:,i]))\n", " cm_plot.plot(ax=axs_flatten[i])\n", " axs_flatten[i].set_title(titles[i])\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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precisionrecallf1_score
IonoC0.80.580.67
\n", "
" ], "text/plain": [ " precision recall f1_score\n", "IonoC 0.8 0.58 0.67" ] }, "execution_count": 210, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.DataFrame.from_dict(\n", " dict(zip(titles, np.concatenate([\n", " precision_score(y_true, y_hat, average=\"binary\", zero_division=0).reshape(1,-1),\n", " recall_score(y_true, y_hat, average=\"binary\", zero_division=0).reshape(1,-1),\n", " f1_score(y_true, y_hat, average=\"binary\").reshape(1,-1)\n", " ], axis=0).T)),\n", " orient=\"index\",\n", " columns=[\"precision\",\"recall\",\"f1_score\"]\n", ").round(2)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "interpreter": { "hash": "28b293e0c0671e44c7281dde6399c7c7419d3faca031d22494da8635907ada72" }, "kernelspec": { "display_name": "Python 3.9.7 ('base')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.9" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }