{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "
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Visualisierungen in Python 2: Visualisierungstypen

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DSAI

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Jakob Eggl

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\n", " \"Logo\"\n", "
\n", " © 2024/25 Jakob Eggl. Nutzung oder Verbreitung nur mit ausdrücklicher Genehmigung des Autors.\n", "
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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Colors and Colormaps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Farben" ] }, { "attachments": { "hue-saturation-value.webp": { "image/webp": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![hue-saturation-value.webp](attachment:hue-saturation-value.webp)\n", "\n", "(from https://www.virtualartacademy.com/three-components-of-color/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Farbton\n", "\n", "* Ist der *Basiston* der Farbe (zBsp.: Gelb, Rot, Blau, Grün, Violett, etc.)\n", "* Wird **nur** durch das RGB Verhältnis bestimmt\n", "* Farbton bleibt gleich, auch wenn sich die Intensität oder die Helligkeit ändert " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sättigung\n", "\n", "* Gibt an, wie *grau* eine Farbe ist\n", "* Je weiter entfernt eine Farbe von der Gleichverteilung ist, desto gesättigter ist sie\n", "* Eine maximal gesättigte Farbe ist zum Beispiel Rot (255, 0, 0), eine niedrig gesättigte Farbe ist (100, 100, 100)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Helligkeit\n", "\n", "* Gibt an, wie hell/dunkel die Farbe ist" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Basierend auf https://manifold-net.translate.goog/doc/mfd8/colors_as_hue_saturation_and_brightness.htm?_x_tr_sl=en&_x_tr_tl=de&_x_tr_hl=de&_x_tr_pto=rq können wir auch folgende Formeln für die Sättigung und Helligkeit verwenden. Dabei verwenden wir $M=\\max\\{R,G,B\\}$ und $m=\\min\\{R,G,B\\}$.\n", "\n", "$$L = \\frac{M+m}{2}$$\n", "\n", "$$S = \\begin{cases}\n", " 0& R=G=B\\\\\n", " 255 \\cdot \\frac{M-m}{M+m}& L<128\\\\\n", " 255 \\cdot \\frac{M-m}{511 - (M+m)}\n", "\\end{cases}$$\n", "\n", "wobei $L$ die Helligkeit und $S$ die Sättigung beschreibt." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Colormaps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Es gibt mehrere Arten von Colormaps:\n", " * Sequential\n", " * Diverging\n", " * Categorical" ] }, { "attachments": { "1_11SBac2NeUNmVLrl8fY_vQ.webp": { "image/webp": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![1_11SBac2NeUNmVLrl8fY_vQ.webp](attachment:1_11SBac2NeUNmVLrl8fY_vQ.webp)\n", "\n", "(from https://medium.com/@oksana.zamyslova/data-visualisation-3d430868bfa5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sequential Scale\n", "\n", "* **Einsatz**: Darstellung quantitativer Zusammenhänge\n", " * **Beispiele:** Epidemie- oder Pandemiezahlen (Corona) bzw. Heatmaps, Zeitreihen (Durschnittstemperatur), Wahlergebnisse in einzelnen Gemeinden\n", "* **Farbverlauf**: Farben wechseln von dunkel auf hell (oder umgekehrt) bzw. von geringer Intensität zu hoher Intensität (oder umgekehrt)\n", "* **Vorteile**:\n", " * Einfache Interpretation\n", "* **Nachteile**:\n", " * Barrierefreiheit: Schwer für blinde Menschen\n", " * Begrenzte Differenzierung: Feine Unterschiede können schwer/nicht encodiert werden\n", " * Verzerrung: Zu helle oder dunkle Bereiche könnten visuell überbetont werden, selbst wenn die Werte nur leicht variieren." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Diverging Scale\n", "\n", "* **Einsatz**: Visualisierung von Daten, die sich um einen zentralen, neutralen Wert gruppieren, i.e. Abweichungen von einem Referenzwert.\n", " * **Beispiele**: Temperaturabweichungen von einem Mittelwert, Finanzdaten (Gewinn/Verlust), politische Umfragen (z.B. Zustimmung/Ablehnung), Umweltdaten (z.B. pH-Werte)\n", "* **Farbverlauf**: Zwei Farbtöne bewegen sich symmetrisch von einem neutralen Mittelpunkt in gegensätzliche Richtungen (z.B. Rot für negative und Blau für positive Werte), wobei die Intensität zunimmt.\n", "* **Zentraler Referenzpunkt**: Die Skala betont eine Mitte (z.B. Nullpunkt oder Durchschnitt), von der positive und negative Werte abweichen.\n", "* **Vorteile**:\n", " * Unterschiede von einem neutralen Punkt sind sofort erkennbar.\n", " * Neutralität: Positiv und negativ werden gleichwertig hervorgehoben, was eine neutrale Präsentation unterstützt.\n", "* **Nachteile**:\n", " * Farbverwirrung: Ein unklarer zentraler Punkt oder Schlecht gewählte Farben kann zu Missverständnissen führen.\n", " * Barrierefreiheit: Bestimmte Farbenpaare (z.B. Rot-Grün) sind für farbenblinde Menschen schwer zu unterscheiden.\n", " * Begrenzte Differenzierung: Feine Unterschiede können schwer/nicht encodiert werden\n", "* **Best Practices**:\n", " * Der zentrale Wert soll neutral sein, zBsp. weiß oder grau.\n", " * Richtige Farbwahl: Besser Rot-Blau als Rot-Grün (Farbblindheit)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Categorical Scale\n", "\n", "* **Einsatz**: Darstellung von Daten, die unabhängige Kategorien oder Gruppen repräsentieren, bei denen keine natürliche Reihenfolge besteht.\n", " * **Beispiele**: Umfragen mit mehreren Antwortmöglichkeiten\n", "* **Farbverlauf**: Jede Kategorie wird durch eine klar voneinander abgegrenzte Farbe dargestellt. Die Farben sollten sich maximal voneinander unterscheiden.\n", "* **Vorteile**:\n", " * Eindeutige Unterscheidung: Kontrastreicher Farben ermöglicht eine klare visuelle Trennung der Kategorien.\n", " * Ideal für qualitative Daten: Funktioniert gut, wenn es keine logische Reihenfolge oder Skala gibt.\n", " * Flexibel: Kann in Diagrammen, Karten, Balkendiagrammen und mehr verwendet werden, wo es wichtig ist, jede Kategorie deutlich zu erkennen.\n", "* **Nachteile**:\n", " * Begrenzte Anzahl an Farben: Bei zu vielen Kategorien kann es schwierig werden, ausreichend unterscheidbare Farben zu finden, ohne dass die Farben sich zu ähnlich werden.\n", " * Barrierefreiheit: Farbpaletten müssen sorgfältig gewählt werden, da bestimmte Farben (z.B. Rot-Grün) für Menschen mit Farbsehschwäche schwer zu unterscheiden sind.\n", " * Keine Abbildung von Intensität: Im Gegensatz zu sequenziellen oder divergenten Skalen kann eine kategoriale Skala keine quantitativen Unterschiede darstellen.\n", "* **Best Practices**:\n", " * Begrenzte Kategorien: Ideal für Datensätze mit einer moderaten Anzahl von Kategorien (in der Regel weniger als 10). Für größere Mengen sollten alternative Methoden (z.B. Texturen oder Symbole) in Kombination mit Farben eingesetzt werden.\n", " * Farbkontraste: Gut unterscheidbare Farben sollen verwendet werden. Tools wie [Colorbrewer](https://colorbrewer2.org/) können helfen\n", " * Konsistenz: Alle Visualisierungen sollten die gleichen Farben verwendet werden um Verwirrung in der Zuordnung zu vermeiden.\n", " * Unterstützende Labels: Farben alleine möglicherweise nicht ausreichend. Legenden und Labels können helfen." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "^# Visualisierungen\n", "\n", "In diesem Notebook beginnen wir, verschiedene Visualisierungsmöglichkeiten zu besprechen. Dabei werden wir die Vor- und Nachteile, basierend auf den gegebenen Daten, thematisieren." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Balkendiagramm" ] }, { "attachments": { "image.png": { "image/png": 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} }, "cell_type": "markdown", "metadata": {}, "source": [ "### Ergebnisse Nationalratswahl 2019\n", "\n", "![image.png](attachment:image.png)\n", "\n", "(from https://de.statista.com/statistik/daten/studie/761326/umfrage/ergebnis-der-nationalratswahl-in-oesterreich/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Eigenschaften eines Balkendiagramms**:\n", "* Länge der Balken direkt proportional zu Wert in den Daten\n", "* Sowohl relative Häufigkeiten als auch absolute Häufigkeiten möglich\n", "* Balken können auch horizontal angeordnet sein\n", "* Zusätzlich können Farben benutzt werden (oft nicht notwendig), dabei wird eine *Categorical* Color-Map verwendet.\n", "* Weitere Beschriftungen:\n", " * Titel\n", " * Achsenbeschriftung (x und y)\n", " * Legende\n", " * Direkte Platzierung der Werte bei den Balken\n", "* Mehrere Features pro Label auch möglich (zBsp.: Stimmenanteil im Vorjahr)" ] }, { "attachments": { "AGD0009-20191003-768x716.jpg": { "image/jpeg": 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/AHm1BErIISj2LWlWws1Ns3E+Kry0XrrEmNhVns9K+Wr/ACqe6SbgxERzY/FuL95JXiySNajWwiQQymN4xqwXpQkrhEk3DiRQSmVgpb4o2xR/lHu8M4v1myaNONznsjYqOZxrnMX/AFly+KvlZGrVR8cLX+KMVVRqJk7mx41Uc2Jfup38uPr86/Ovzr86/OvwabnM/KyLulHmkkC4o4uNM40ySVyJOhMqCMkjRP0xF8U+4N+Pqru1+UVfBF+lGvh9yb8fVXdr8oRLwO56Zz0znpnPTOemc9M56Zz0znpnPTOfkTuNn25vx9Vd2vyhvd+mN2ftzfj6q7tflDe79Mbs/bm/H1V3a/KG936Y3Z+0lVfHiXOJcKVeTqru1+UN7v0xuz9pL67iezqru1+UN7v0xuz9pL67iezqru1+UN7v0xuz9pL67iezqru1+UN7v0xuz9pL67iezqru1p5uLL4Y0hr85mNIa5ebnNTGPa9MdIxq4x7Xp+Dng5jukzpM6TOkzpM6TOkzpM6TOkzpMibwM+0l9dxPZ1V3a0LutQpzJ7CBtadZEEtdst487DK6Y6w5SV20GTNjmfMXKlGAO0QXfI7wzmLnMXOYucxc5i5zFxv6t/My+u4ns6q7taF3Wh7QYa0NXTr6bNfJ8U8bWy6NKevSGTCK8SaVkvMlhNNhdvm1s9n5mX13E9nVXdrQvplhUsNnTZ+FF/ivr2BSTj8d6TSRmFD7PQwT4fC8gWMGJlePTOZLvm1s9v5mX13E9nVXdrQuuL3fQm1s9n5mX13E9nVXdrQuh88UbuqgzqoMjLHReuGzrhsQ0dV0zbjCoxIR5Wzwl24o0ghMRUTlRrf6gCa6CZk8RZMYsINnAY+U2OMz8rL67iezqru1oXRafL0xd1PTRNuugpuSC/l0dSUsLKFwr4iYWkQGMFraXZiJ8VZtIPJOCPJzranTmSIvj+Vl9dxPZ1V3a0LotPl6Yu6mmbdtH+2VzOZTUxUdcuz6eD0s4XhDljzl15kRsOXT1JnLiidd7LucoenibxKvhjXtduVURGua7c57W7muR34aX13E9nVXdrQui0+Xpi7qaZt0sbJWsa1jZR4ZVc3wiCBbGOyvD4YYY4G40WJhBQQ5eQwshj0WZUgsVPzv6juAZjsWNglxly55dySzyW0/gprCbgM94+ztOJ0Yf4WX13E9nVXdrQui0+Xpi7qaZtbPb9IX/LSTxx5buFlXM1f+N4NFKVaDkIcnoVXilu/4kWKWRzBk9PwkvruJ7Oqu7WhdFp8vTF3U0zb5X8uPzdmebszzdmJdsRPO2Z52zADmmLrirGstLKuhPYLRQxTXA/OsrOsiPQGniFmwhr3w14LRQm0bsT8LL67iezqru1oXRafL0xd1NM28z4mrZz3flpfXcT2dVd2tC6LT5emLuppm3mfE1bOe76Ek8ca9XDnVwZ1cOdXDnVw51cP4iX13E9nVXdrQui0+Xpi7qaZt5nxNWznu+had/T/LPbrHjdZmbMTzP3XljMTFT/rV2sroa+HiGdYuU6zT0+2l9dxPZ1V3a0LotPl6Yu6mmbeb8TVs57voWnyNP8s9upy+Da0Zt0Ts5K6IzNqE8Kmm/ansR7ZggqyOKWYGCrNmlK+2l9dxPZ1V3a0LotPl6Yu6mmbeZ8TVs57voWff0/yz265qNUnra2MCPZ+NzH2oanCAw9MJlkFIYRagOKSsBlgI+2l9dxPZ1V3a0LotPl6Yu6mmbeZ8TVs57voWff0/yz2/RanCn3kvruJ7Oqu7WhdFp8vTF3U0zbzfiatnPd9Cz7+n+We38NL67iezqru1oXRafL0xd1NM28z4mrZz3fQs+/p/lnt1lqrR+fLnPlzny5z5c58uc+XKx7nN+3l9dxPZ1V3a0LotPl6Yu6mmbeZ8TVs57voWff0/yz26zfi6qn2azCYxII7Egq7y/NmilnebTkNXxbbSyvsaYp+Urpin65fXcT2dVd2tC6LT5emLuppm3mfE1bOe76Fn39P8s9uhV8M40zjTDHJ02qp9mt7GyIf/AJVl8BLO+9ebNGKngNYV8ZimjNgatm+DBZkIg1S+u4ns6q7taF0Wny9MXdTTNvM+Jq2c930LP5Gn+We3RNvK7Gqp9mlXoi8xM5iYSDJLdX8kqBWASnhxVhE5GLlaJKhc1abG4GDphNUvruJ7Oqu7WhdFp8vTF3U0zbzPiatnPdpVy+PEucS5Yd7T/LPbom3lfH1VPs0ye7e+Nj9yev05fXcT2dVd2tC6LT5emLuppm3mfE1bOe7SvruP72n+We3RNvK+PqqfZpk92n+fpy+u4ns6q7taF0Wny9MXdTTNvM+Jq2c92lfXcf3tP8s9uibeV8fVU+zTJ7ty64vZqlfy432HivXZ12TGK6PmyZzZM5smc2TObJnNkwQ1YmeZJnmaZ5mmDzc6MkvkP67OuzrsNdLNPwT5wT5wT5wT5wT4xs6P8yTPM0zzNMZYo5zncLZLDizrs67CC1kg5JGckjOSRnJIzkkZySMqJZBV8zTPM0zzNMFI6hCiunzrs67Ouwqd8knHLnFLnFLnFLnFLnHLjbLwTzNM8zTPMkzxyU/xXrs67JjFfFxS5xS5xS5xS5xS5xS4CWsLfMkzzNM8zTBSuoUkjkNcf4r12ddinZ1q51q51q51q51q51q4yx8G+ZpnmaZ5mmMdxs/2eYl0RQckkkDZGOdnPh4esGxrkcn0Hvaxsc0cuSTRxYhYy544TO6GYOaSZPoKvgnWDZGRDIvVjZHNHJi4w2d0afQ8caRA531ZJGRpnMZxuKHavVjbuoh48e9rEjljkT6HMZx7vFPHci+P07stwYQlMO2MqLycmb+zvrMjpQTBum2ZjqweXUIg9t9CfkS3hFZGqXzEkIdUgq2tLUWrr6yOaKxEStyJ6SRayPj0YAs9dAEMO+iCGIgtRoQJzuM+0dTArHTyyRE65Wra2klMC6MXng149r1Dq9GHDiGNSFl1zYhDYiRfOeJBp2Ew6dqW8YVKS9qw/wCS1wkBJyVYSLbSSTmpSgJFXq8Kyk5Et2RVx4nprb/lBNokc4ti0hKcuXrXWhDUKsnFU9HM6QH6W0sbngjTMIh2heky3Q6zV75vNJtpv2llO1YwQoQmfQZJCeTZgRV0N0ikL5MxcsgWpS1JDCANo5kQESPlDayPj01SKSAEFCE2mAQmIapghm8UE2jX9ErV6q61gOQS7NBQl4qr0NSiJTbMr/4oByOh2fRPJ2ePkYcVi4Wih5MGnaX41yK9yVJLS7oKvgNPipQ4pDl6W+T0a7q9o45ILGeyBjrYoXK6LUw1rrBn67T1TDHyDDzNt6X5pD32xNoxsVPV/t30lTxR1NFxB10AjvD9K+thBeeI00dqcLfom1sJb46eJJCg2EybpqiF8otXAPL9B7eNgIzQx8ADYHHhYsRcfkrPAeCMePWYFCY3yVi4gMLRBoEHHWlh5kFbDBGGOgowgMY0fkkSYLBGNFpOEYYzBa2EYx1O1Z/KFyceOeHyViIKLELGbWwlPjp4kk1nVsZUgIEQeFVcU8wVfEIslTG4iKkSJsICMgrwkCZ/tCqiIpkSL1sedbHnWx51sedbHnWx51sedbHnWRYxyPTQQVFBnmo+eaj55qPnmo+eaj55qPnmo+eaj55qPkJ8Ey6F9JLQVjvNxc83FzzcXPNxc83FzzcXPNxc84FzzcXIZmTN0SysjTr4c6+HOvhzr4c6+HOvhzr4c6+HOvhyMyJ66ZDImL18OdfDnXw518OdfDnXw518OdfDnXxZFMyVNCr4ZzG5zG5zG5zG5zG5zG5zG5zG5zExJG/QsHrxfSBkVs2+R3AyaR0sv0quZZhd99O5kX0qyd0BegiRZJfpVsqvi32Mixw/ShkWORNEi+LvpQrrP+Ruih44mN43uVYlJVrpBmcybmpz52cE2C/I3lfG0V7OMskuaJ88nNlCMUVIjFUSR3G/KL4u/aLu6I+ECtLa0ytxHKLXXLWqPg/f3r6L65PBy4oIua+dGJX18aKsMnVtX9FGha/LPw5eVOi29m4aHnPenC/qGRQmtR0GPcsENi1qb2eze73b09eP9ZU8FT1cqpj18VyH3aj/AJGMXhdBKjoWytfMXK9ktgicQPyET+/NXxIwX5G8r42J4eKRV+PjARgKytnEKIcfZtaw2JvMkuHcO+i+Lv2i7uBsHevJrMMYMzBiE6B0kfk+EPWvAsWpPXYP8jevovrBKkeETNbDK7jf/wDlV3aq/wBHu92WPayp0W3s3BTNfITO12DQJwlT852EyKLGe1HRbme3e73YiM8PBmL6oiMRy+Kp6q93FN65D7tR/f3I5UTEL/TmuknJf4EdXirxLgvf3k/H0QyuhkWzyulXq2zIwwqbqJt1GngJv2i7mgSwWCE055LTZPGugslZCaa8rcMniTvXF92K5ypnUf2sEroXyGeLAncLcII5zcqfTfa9vc1ytX+UP8GkFc5hb/GNhi8BE7pl3N9N7/dvT9F5uK7xdIv/AD5mKviuQ+7UVBzUWGRM5UmcqTOVJnKkzlSZypM5UmcqTOTJgg3L0Lh1a9r+lnzpZ86WfOlnzpZ86WfOlnzpZ86WfIK+eV0EbYYt9gIhUMgBLHdGRnRkZ0ZGdGRnRkZ0hOdGRnRkZ0ZGVVasT9BgbldyJc5EuciXORLnIlzkS5yJs5EuciXIxZXKPEkMe+eJJY5BZWLyJc5EuciXORLnIlzkS5yJc5EuciXBA3cWiRnjnCucLs4VzhXOF2cLs4VzhdnC7OB2Mbwp/wDa5MzB4a01hw2HbQSDF/1PLlXexmSYHZwkmf6xtRYc2WhO6IxP1y4/eOjo8l4GWe0Nh0go0zxpwiWFjaSJmDwtsLGZteY0uDxzxTHGTyGuMljm8dxp3IfDbuxqo5tlZqIUeR0wXWWvLdZN8prClKH/ANAuzkBDCfChlzOMSVszYdRBcp42/wDTpuV9M2vWwKcaXYEgSgbN2HTEadpEXywh08gpBE81USMMKAnDBawiQNOc6Vg1LHDMKNCweAtiuI62CTKpHRVbJ5SMaQ6bZiNty8cpiiurSZG3P+gXiSFWA7QWQu8uVBmPGJMYs5vnbcuDnnwgwjRZ/wCNwoaN81PI+QDQ5qOatEP4+VjoCUHGTD5VHzkDYkjK6JmNBY0gaLkQFBxFY2tjV5EXOhHhbBBJWxPxjeBkIrIiTBGEr/oBdcTIT5WXnlZeeVl55WVnlZeeVl55WXnlZeeVlZVwvgF/9hf/xAAvEQABAgQGAQMDBAMBAAAAAAABAAIDESAyBBASExRRMSEzUBVAQQUjMGEiYHCQ/9oACAEDAQE/Af8AzSJkJrksXJZ2uRD7QOoTHxkS00QLB8ZEtNECwfGRbTRAsHxkW00QLB8ZFtNECwfGRbTRAsHxkW00QLB8ZFtNECwUYeCIrpFfT2dr6c3tO/T2gTn8LFtNECwUYD3M32/CxbTRAsFGA9zN9tLnhvlbzO1vM7QiNPj72LaaIFgowHuZvtpxN2cG8UzUwpj7aLaaIFgowHuZvtpxN2cG8Uu85s+1i2miBYKMB7mb7acTdnBvFJ85w/tYtpogWCjAe5m+2nE3ZwbxSfOcOgCZkuC7tcF3a4Lu1EZodp/li2miBYKMB7mb7acTdnBvFJ85w6IdwoxPuH+WLaaIFgowHuZvtpxN2cG8UnznDohXijE+6f5YtpogWCjAe5m+2nE3ZwbxSfOcOiFeKMT7pp0rStNRExJcVi4rFxWJrQ0SFEOKYZmFz4i58RHHRDS+GH+pXHauO1NgtaZinSFoC0BASoaZGa5sRc2IubET3l51Gmamp/7LNbrO1vM7W8ztbzO1vM7QyAJ8LYidLYidLjxOlsROkYLx6kZlwHlbje1ut7W43tbje0Hg+M5hTCmFMKYU8xBefWS2YnS2YnS2YnS2X9IiXnOSkpKSlRiTJmWg+n9p8HQJqHC1iZThpMlhTNnrl+ntHqcnu0tmsPHdGPqFFjvhm30XkKMNMQgZRiS/JrNSe3SjCkJpjpHP8qS0+qIUkzzlAGqIAcg8EloQjmfqFGi6PwoUTcbNY5oEiMhnNTyOeKsQMkY85f0nvDh58oED/EnwnnUSVhLcv07wVEhl/wCZLaIaROaY18Ml8pIguiNJ8ZR/cOUa5B/9JjvWaeQ/x+EXt0pvnP8AKJmp+qPSBkmecsP7gyGGAeXJoibmpwUTVFAdJQGFjZFY/wDGTcpUHNzQ4SK4bVw2rht7XDb2uI1MYGCQyhRnQjNq+ov6X1F/S+oP6X1F/SOPeQpz9Tk+CH+q4w7XGHa4w7XFCbADcywLbC21trbCDZZAyMwhjnrnP6XOf0uc/pc9/SiRXRDN2epalNalq/55g2wnO/d8LYwXa2MF2tjBdrYwXaxkPDtZ+0fX5L//xAArEQABAgQFBAIDAAMAAAAAAAABAAIDEBEgBBITMTIUIVBRM0EiMEBgcJD/2gAIAQIBAT8B/wCaemVplaZVPGN3sfy8Y3ex/Lxjd7H8vGN3sfy8Y3ex/Lxjd7H8vGN3sfy8Y3ex/KyK/IKrqSupKGIPhW72P5WYjjMbjwrd7H8rMRxmNxa2G5/FdNE9Lp4npOgvb3I/tbvY/lZiOMxuLcFxnivjtzBZ2+1nb7QIO38rd7H8rMRxmNxbgeJnivjti854b7/lbvY/lZiOMxuLcDxM8V8dsXnPDff8rd7H8rMRxmNxbgeJnivjti854b7tyrKsv7m72P5WYjjMbi3A8TPFfHbF5zw36D+1u9j+VmI4zG4twPEzxXx2xec8N+g/tbvY/ezEcZjcW4HiZ4r47YvOeG/QbCaLUWotRA1u1StUrVKJrY9gfuunaunatBtsOO6HsusiLrIifiXPFDaYIJqV07V07UxgZtbVVVbSKrTC0wtMIf5LlKyFZSspWUzJotRvtajfa1G+1qN9oPafubWl2y0X+lov9LRf6Wi/0nQ3N3Ey8Bajfa1G+1qN9rUb7QcDtZRUVFSzMFmCzBZgswshiplmQdVF1NkO6ibyxJ2k0VNFEYG9kyGHfcoZJb3lhRSHKLEybKHEzgpuIqaUUQBzDWZNSsprRGFQ0Tm5R2Qh9qqATmsrYZPnRBtUQmbThcpaaDSEQd03sFF3lifpNdT6WYVqiQ78V2DafcofESwvxhPhlxrmUSGcoG6hAwux+0yC8O2T+Miq0KiPzLOAQnUd+ITCKEFQOV4RlEn2QRKZtMGi1StUrVWqVrFE1k9gduumC6YLph7XTD2hhggKdpQo7ofYLrXrrXLrHel1r1ExTnik3QAe66YLpgumHtdMEyEGd51VVVVVZkVWmtNaa0wtMICn+u4hIH4rNEWaIs0RZoiYXffkv//EAEkQAAEDAgIFCAYHBgUEAgMAAAEAAgMEERIhEyAxQXEQIjIzNFFhkQUUMEJykyNAUFKBkqFDU2BzscEkYoLR4TVjcPAVgHSDhP/aAAgBAQAGPwL/AOkUkzgSGC+SMcYc1wz529PlcCQ0XyTzExzcP3k+J0UpLDbKy6qb9P8AdEQuOMe6dvI+ZzXOa3aAnmJrm4duJMErXuLs+atLEHAXtYoQvY9ziL83lJ7k6OJj2lovzuSSZwJawXNk8xNe3DlzuTFO+3cN5ViyVo7yEHxuDmHYQiznSOG3AjoXZja07eQQuDnu/wAu7k0ZxSPG0NWGMlsn3Xaxe82aMyVaGF0g772QZI0xE95y5HxRvDns223IQyMeXGxy+qXcbDvRfC7E29r8pmkBLR3IzRtc1oNs0YY2SBwF8/rtV/LKZUR+67appo9jmKo4hFsgDmmXMFG9PCBwTBSm8elsOHJLGfeaQpYj7zf1C0Ld3M8lUQH4lba0SW/AIMDdJKd3cgZ6LCw8QjNF0XNKkeWOe5zbNa3esNVSmNv6qocMwY7qp4jkEulZoxYYT3b057I2xvbbCQquTuJwfop5ahgktkLoRx5Rl4b+BUUdEy75L7BeyY2oN5XWcVM9vSDSQpnVDQ8tFwCmOpebaz7Dcmu7xfVlweF+CLKpgEhPTLb5JstHPEz72EXTGOGlc4aPEMt21P8AozJpLDamMmo2zPsOeVHJo8eI2teyBpaZ0htd/c1OMkR0o2Nb7yDaqlMbf1TqnDjAtlfvQ0FM98x9wZ2TxVRFhH3UC+jLYjsvtQqAfoy3FcoiipTIBvWic3Rzd3eo2GIvxi+2yJpaZ0kbdshvZO5uCRu0L1eni0so2oNrKQxj9U6pAxtAxcV9FTvdNewjGf4oQ1MOjJNr9y9VwHnWdiumUeiObicd1oKePTSoRVsBhJ3p0k0QmZlzU58EAgbcjCFJ8JQZh0kp3dyb63SOY07wmvjN2uzB+tVX8sqsidvIse4qso5sg4EcHKo4hSQg4cctrprnEPjPvBaaHEZtjsXuqLDGH477SmQmFrQd905zsmB9/wACp6l+0D9Snu2MJJ81PUHcP6oM9WbNUi34dyvUQCKnuNydxcnuO1rMlSnfmv8A+cf0VTxHIZJTZoXN5lMz9P8AlTQxDmtaP6qcf5/7JgH7xn9uRnwtRB2FGT0c/m7rOsQm+tPxzPGI71EDuaE2RzC/E7DYFdmd+Zdmd+ZRzAWxi9l9M5rWn7y0tHLgDtm9qZJj4PYU6Y9J0Trqp+EKP4W/1VP8f9lFYdK5Pmsx0cRCpz4FD4Gf1Cmf7xkt+iLCObptij+P+yZbe636o+rUWlBOb0yq9TdFzwTZU/wFMjAGHRf2Unwf3RbR0glqAbY7b1E6tiEYzwiy/wD1BVD7c7FZAjfhK/1BOI2hzk+WGD1iS2zu8UzFQOYW7wmiYESANBvxT/iKk+EqR7Y9LIJDZi0T/RxbncO7lgqGFrg42B7vrVSACSWHYqjGxzecNoshVQtu7Y8BVGNjm5jaLLFo34dNtsnxSDmuFl1b3MBsbDaED38jJY2OdibY2Cu8We9181DLGxzrjCbBEvaWue6+a9chjMjbhwsL7Ef8Lo4WZnxUkbmua5pdkQpS9jmjBvFlTYGOda+wLDhOLQWtbwVRjY5uY2jk0TY5DFH3N2lNjhY5rB/2lUMrr583o2yUgiixtdlfDcFGtrGlu8X3nkYWRvIs3MDke+NjpWnIEjFcIVFa0tjy2i34DWLG9Y3nNRhlhu2+x2VlGxkPMGwDZ+JXqoPuFt+Kkb6q5xdlaxUbmxvIwtzA8VAGNc449w8FAHAg2O3iU4vje0WdmQqfAxzsjsCDA1xdgZlbPaFKHtLTpN48Asejfh0172TAxrnHHuQp5AWk327jdPidTF7CUaiodJHDe+Hv8FBgY53N3C6Z36P+ykL43tGDaRbenSshMjbmxttCZPLTlkYNmtG1WDXYtGBaynxtc3n7x4JpbG4izcwE5kQu/I2TaR1M7AXEl5ByTp6WMyReHd3FM0TH07BlvATmNxPdzeJTw9pacRyIUhfG5ownMheu0TcWeIgbimRw074iDcltwmMmkMkg2uP2/s/8N5+z2j2HSC2jUt7DLUy+3DIzrITpAopR7zbqab9lTjAzjvRjYyaYt6WibeydLC64btG8Jgiindi7m9HivShOQ0v+6qXRurZGPFg6NnNZwWnD3SsY3M7ymStBs4XF0+eCObnXaLDYe9OmqKWoJsMbjfnZ7s0x0t+d0WjMlAOZMx5cBgc2xQ0pOJ2xrcyVoi2WKTc2VtrrRYZJJbXwRtuU5rMbZG7WPFjyTvqIsTtKR0iE2SOCzmm4OIp0EgkxgXyF78FocMsUu3DI2yEREkku3BGLlUz475REEOFiDmtFaSWX7kYuU4R4myN2seLEJ7Wxzve12EtY2/4psZbK+Ui+BjblMhjD8bhfMWtxWiwySy/cjbco6PEHt2scLEKra5sj5HTEhkbblExE3G1rsiEcEc73A2wNZc8U50V+b0mnIhaaIOipwTk7bdN0kc8TTse9lgftsg7Cq+ndtgzj8b7Fb9sWl54qMt2knFxuq8R9DRXdbvTbb3FemnzDEwPzHmmerRU1PTkc0OzNl6RubnE7MKmP/bCqP9Si4N/qoNJsEHMVIT09MLJ3q2h0gi5ulvs8FAal9EzBICCCQeCkqfR88ekcAHxuWgradsdSW3D27xyTvdNUM+lIsx9k2QVFS625z7hTEjZD/svRx384L0kX9Zjt+Cpi3pGI3Vc6l9WxaU4tJe6inqn0oOEi0ZN3BekHb9LZekXP63SW/BU+HpGI3/VVppfVr6U49Le6ZPVPpQ7BYtjJuQq13v6Ugp2j3wc/zU7t5lP9l6Ut4JrDKI3aQlpPfdXrYYainG1wTXt2OFx9txTudbBtbbpcj3UlVLTh+ZaMwpGsLnOk6T3ZkoQh2O29VmN2NtSbkW2LRevT6D7n/KmhxF8Uh2HctH63N6t+7/5UlIJMn3ztsum0eksG251u5QQzyPhmteOUZKlb626qqDIPwamPxPjmb0Xs2pstVUyVDmdEOyAWngnfTzHIlu9GeSV805FsTu7kfoa+SNrjisGppPpKVwB2YdqfV483MwYbKnqMdtDfLvWnhmfBNsxN3plTpnvkAOLFvRngnkp5TtLd6dNJK+ac5Y3qch+LSvxbNil0VTJSVTMnHZiTTFM6fDGTJIe9Gennkp5XdIt3p0z5XzTuyxvUkkNVJHK9xOJv9E92J0kr+k920p0YfjxOxXsqmbHfTbrbF6rI4uF8QdsIQZUVs0kP3EANg/gbDPG148VeCFrD3+3vPC1571hgjaweH/iPNbVtW1bVtW3/AMhxRNgdM+TYGlf9MqEHvjdE4+6dXSluLMC2pGGROkxOsbe746jvVaaadjci9uxGSO4tk4HaE409LNNE3a9uxCWI80qNrudI82DQi9kTpXD3W7UXO9HTgDMm602jMYJyv9amGEtdG7CQVHTuYTi2u7k+V2xouo5sOHGL25G0mHNzcWLkdSYc2sx4k94aW4XlmppYr4b2z5HPawyEe6N6hkfGbyEDD3XQi0TsFr6Td9gUMjg5wAdk0ZrqKr5aFRAXMJI25FPq6upLxgxGO2QQqfWhGXDE2LDkqmeo50jZMIC0v/yUWl26PLDwTJ7c4vFx4o1AqhjAvocPN4KlqKY4XveAR/ZGr9bxFubo8PNXo58bi3SyNxAdykpfWhSMYBY2zcnCeZk8PuP3otOwiysOZEwb16UrQMDZwSweGeapgPuXXpCIdFsuSgfd0kzp23kec+SH0ezY7nSn/KmtaLNGQ+tVUXuzMxj/AN816Vn8cDP9Kpw3p1Baz/dQQUmGKIDnSm2X4KD/ABzapsjw1zTa6hFMQJDFa53KmbLUaeKZ2E3FrKb+SFOIZ9BEJTmBckqopq1wc+JuMPG8IzevMpmX5jBb9VU0r5g2oi/aszuE+ofM4xDF9Hb9VpzXspr9GMW/VVoc8Cpgyxs3+K9HPcbuc5hJ/BMhxnRaK+FSyRVHq8DXYWWF7qeCqffAzds4qV0zy5wlIzXpFjnktj6I7ljNXomg2BDbkqs9bOJ9MSCRvQqfWtGXZtjw5WVQag85slrd31ihkmdhYA65XaB+U/7IyQOxMxjNSRN6TmZJkVRjZURjDo8JzsqvC36TTY8P9ld1PaX93Z10zDT+rkyA6O905jWv9ZcMOiw53VDG/p6UEqp+Feh/5jU6L0lThrAOZLtuneoOlNFgzxbMXgnPd0Wi5Wkr58EDTzIbHPxKngppA7mYdlrXTYKvFHNEMOHCc1PPI0tM78dj3Kl/nt5PSFQdz9G38PrdLWN2gFqhadpGI/imUruhSve8f2UIrS8UWH3dl/FU3qEPMbKC6Wyh/lFejv5ym/kBSsqbsZpHFrrXB8FVVWEshfHomX3+K0XpODBOw2uQecpn01JoY9jXk9P8FNQ4sNRzrtIWj9IwaOobkbg5qukgpdBGRYEnN4XozjH/AETP5JUtLW3js4lrrdIKqlDSAYxa/cqinq8TH6UuHN2r0k9zS3EAbFN+Ir0zENrnmyZDUY2TxjDgwnNVT3CxdLe31jnNB4rq2+SthFu6ye2J2B5GR7lgfQsll/fYgiJDeR7i91lfCL99lmLq+EX71mAVnmEMhkucAVYCyzXQb5LmtA4K5aCeHJmL8mQt9b5wB48l7C6zF1bCLcFe2fesxsV7C6thbbhyc5oPHkvYXXOaDxViMkBYZK9s09slM2sbfmuxAWU1XVYWyyZYBuCuQD+C2bVkLKQRHA9w6Vt6DJKFs0o/bYgjpSDK92N1vb5rYti2cmxbPs9xhaHSWyBRc6lpwBmfpFNVTxNY1oJbbfZMljpIcLhcXemmZobJbMDkipIbPxXxO7suSJsbccsrsLQVJTzsa2ZgvzTkQpY2AaKPJzv83dyFzjZozKfVsib3tBPurSSENFrm6qGRj6OO1nd6tSwRPjttc6yigfTQ45NwdflFNSxaWe2I3NgAvVqyHRTWxCxuCjTUcOllaLuJNgE+mqYtFO0Xte4I5JI6CnEgjNnOc6wupGvjMc0Zs9pRcdgzTKmSFopHusDfnDxKYI24ppHYWNWamglaGyMzHi3v/gKnoIz1pu/4U+ClbnbCBsTSyeHmN6nBl5pkwFr7R4p0b+i4WNl6NjhYGNs7IcOSmnhbjdA6+HvCnrTGWPkaIYWO2kp8EUL5zDnM8HeU2SM3a4XCbE39s8MTY3NuwWy4JjZhia03svSLWiwGDIcE57sgBdS183TlNm+DVHOXyAs3A5HkxUDdLPgtI07LcUx3pBuilDbRNGw/ivSTjt0tlQkb2OBRRO8yOVQBsdECU9n3gQoqB8Lm4XDFJ7uEI1rml4voadg97vKkifGYpmbWnNUE7fedoncD/AVZM9pswBjbp3qry2UZjx8Fo20c/rNrWw5eabpcTi3N2EX2pr27HC+a9HuDThAdc/hyumeDoYObHfed5Vc18cjtMcUeFt7+Chik6QGajlH7KQOKBGw8npFxaQ04bH8FKIwS52WQUcY91tlHAWSEv94DIceSon0L5YJ7XLBctIVNKIXxQQXN3ixJU8mhfJTz2ddgvYoVjonRQxtwsxbT4qSmwvD2C+YyKmhlp5Xwl5dG6MXVRWzx6PSWaxp7uRtPBfHMcOL7o3qikhYTHTuzaO5TVQa5sWAMbiFrr0dCPv6Q8B/Ar48WHELXTWNyAFhruY/NrhYrRSkHBk0949m+Ym7iMI8BrzVM9sbuawDc3+LsBlv4gXRqcWKLbdua6T/ypzoCSGmxuE5ztgF10n/lTZYr4HbFjndYI6B17bQcivVRcy2ubDZ9s5BbfrjmO2OFk6BkGJ0wNic7LBKWSNeb22jgo6empohUSnKzdibE3btce8qoPe3D5qP1j0eZBfOUtUbqawh3WVJPhLo4n3fZV/pCxFPhyJFsRT6uo66oOLgPtfby4d6I+tvexuJwFwO9S+tAMcLjR96mc64jceapXu6MIy/onSyGzG5lOqqePTx9xT25CRzbaMbkzSZFxLrckVA3q28+X/ZVrKgnDBHeMXtZRGQknZc/axRxN4FYnOJ4FaTcf6IH65jfAwu77KzRYDuT5Io2te7aRvUjRGJLjonemQutfetIKePFw5ZJI28+TpG6xzx3d33smsjAa1uQA+1gmE7LoNZkXbUQ9uVrXCyN/wCHBidYrvCLxwF1d5v4LIK7sgrjYrfWi7aur/VdX+q6v9V1f6rq/wBV1f6q9rfa1uQuIHmsMm7l5jbqxAt3Itfs3fW3a7uP8Mu13cftWy2LYti2LYti2LYti2LYg7v+sO13cftUcPaN+sO13cftUcPaN+sO13cftUcPaN+qhbVtKOu7j9qjh7Rv1g67uP2qOHtG/WDru4/ao4e0b9YOu7j9qjh7Rv1g67uOtsWeQXMLXcCtiIbhNttiti51mjvJXNcDwPJZzmg91+S7XAjw+xL3sukukukukukukukukukukukg36wdd3HXiAfanHSF1TepudidtbdCGkiLnuHT+6qvFtyv+vIzSv8A8INwKgio3Owutibfk9LSVR+mjP0dzs4KliFzU1DcA/3UcLfdHsx9unXdx177ZXdFq9crpA6U5ht9nJW8R/dWvmhHEMVQ/ojuXrNVIH1TvHZyaWaFhcN6qvSWH6GBuCEf3VFLPMJI6k9DDbDqDXH26dd3HX0j5XjK1ggdM/8ATklcx7naTbdQyMxYmi78sgE6V8zwT3KOUTSEsN9g5HxRyaMuyxWXqn7PDhKhM1SZYoc42YbW1Brj7dOu7j9VGuPt067uPsbPeAV1rV1rV1rV1rV1zV1rdYcmkm2dwTJWXwuFxdYHFznDbhGxaSF1wi5xsBtWC8h/zBuSbJE7Ew7CjLMbMCLGY2yAXwvFio6azjK/PLdx+2Tru4+xPDWZxGsOSSpqZsRDrNaNgCjeNoiupsNMaiV3S8AnmlYWOvz2k3Ton3wu22T4cjiBDb7SUMfvOxAeCGibiLHYsIRrtG+OniisS8WU3pCpIaZjZl9zVl9sHXdx9ieGsziNYcjviCiZ96OyqIqu7HX7lV1RBbEdilqWYsLMrHvRqPSbnut0YwMkXwXwg2zFuSH0dEc5M5PBqipqjKmZDzGk2CkBN2NeQzhrYcQxdyzXNcDw5M1zSDw5OcQOPJzSDb7JOu7j7E8NZnEaw5MMjGvb3EXQawBrRsAV5YmPP+YXRaxrdmTdycyZkbsbsZbbmhD/AAsH5AsMMbWN7mi3I+drPpXZFyHrEQfZBkTQ1g3DVboYXSyPNgAnetddhOLyUbWTaOIdId6gZ6Lkc/ZjAN+SChxlsJ223qD1d7tE/a0nkrW1Z5scV4wTbcE2R1zISWR+Ka13WO5zz4/ZJ13cfYnhrM4jWGuPZz/j/RMimfZ79mSgmoSY5HXuL3uhfIqF7KlsFX7t96pm1M+mqH927PkDqiEOcN+xOLWj1OhbkBvco658jTC+TDosP9/sk67uPsTw1mcRrDlc87Gi66p3muqcuqd5rqnea6l3muqd5p2Fhbh9g+t0hxO92yAluCNjgmyzSPnc3ZjVGWYjKDstlh703Hdj27HBaZz3yy7nP3cj2xOwvIyPctAedfpHvTYnVJdStdjDLZ/ZJ13cfYnhrM4jWHLN8OvNwH20dd3H2J4azOI1hyzfDrzcB7Gz3WK6a6a6a6a6a6Y+yzru4+xPDWZxGsOWb4debgPYjhrBD2FT67VPiLDk29rKoie8yRxnmvPI9kEb2U7TZ0h3lU1/uBTyR9INyXo2eKV7nznnguvdQ0TD9HHz5bf0+tnXdx9ieGsziNYcs3w683AexHDWCGuSqmarccsg1qqaK+KOMmx/HkNvvBUvwBFrhdpyKfVhpJj6Icdh8FE4AGtrn3u7d/7dT0tUGaaLe3f9aOu7j7E8NZnEaw5Zvh15uA9iOGsEPYOkoql1Pi2hPs4ukd0nlVf0pljxANf3960Ifgzve11FCTiwNtfkpwXN9WYcTxvKhfC4MmhN232KeoqntdPLtw7B9aOu7j7E8NZnEaw5Zvh15uA9iOGsEPZWGQ+wDru4+xPDWZxGsOWb4debgPYjhrBD7KOu7j7E8NZnEaw5Zvh15uA9iOGsEPYPINiusd5rrHea6x3musd5rrHea6bvNPxEn62dd3H2J4azOI1hyzfDrzcB7EcNYIewk4a7/YOlmPNCp85IoSco72uOSGlpjhkl95QmWpdUQybcSBGwqmo45XQtfm5zdqq46mQvbA7pu7lNWSPfo3m0bL5AezOu7j7E8NZnEaw5Zvh15uA9iOGsENXNbVtUnDXfx9hZ7Q4eKpf9P9+SGopiNNHuO9QurI2xDY1o/qogduEJjy58cjOi9m1M9HUpc6WodikedtlKyjpg6mpea4kpkrdjxf2R13cfYnhrM4jWHLN8OvNwHsRw1ghqjlfw138dfet6hq2ubo2Wy3rFTy6ItOedr+Cg55ZOwDMqOT0nOJRHsa3lqKurAErzZovezVVx0wjdDUm5cT0VFDe+AW9kdd3H2J4azOI1hyzfDrzcBrbVtW1DhrBDVHK/hrv4+ybjaHWNxf6idd3H2J4azOI1hyzfDrzcB7H8NYIao5X8Nd/H62dd3H2J4azOI1hyzfDrzfh7H8NYIao5X8Nd/H6u51nOtuaLldkrPkldkq/lFdkq/lFECkq/lFdkqvlFdkqvlFdkqvlFdkqvlFdkqvlFdkqvlFEOpKvb+6K7JWfJK7JWfJK7JWfJKx4JGeD22Kw6Cd+W2NhK7JV/JK7JV/KK7JV/KKL2UlVa37orslT8orslT8orslT8orslT8orslT8opp9Uqcj+6K7JWfJK7JWfJK7JWfJKDfVqsX3mIom1+C7JWfJK7JV/KK7JV/KKkYKSruRbqiuyVPyyuyVPyyuyVPyyuyVPyyuyVPyyuyVPyypNLSVWdtkRXZKz5JXZKz5JXZKz5JROjljt+8bhQ+imkv+7ZiXZKv5RXZKv5RXZKv5RV20lVs/dFdkqvlFdkqvlFdkqvlFdkqvlFdkqvlFdkqvlFD/AAlZ8krslZ8krslZ8krslZ8k8nZavL/tFdkq/lFdkq/lFOaKSrv/ACiuyVXyiuyVXyiuyVXyiuyVXyiuyVXyiuyVXyinY6Srz/7RXZKz5JXZKz5JXZKz5JRGhmjt+8ZZA6OWS/7tt12Ss+SV2Sr+UV2Sr+UV2Sr+UV2Sr+UV2Sr+UV2Sr+UV2Sr+UV2Sr+UV2Sr+UV2Ss+SV2Ss+SV2Ss+SV2Ss+SUDYi+4/xRhfomw4b4nPAN0HTta13c03Cc1r2lzdoB2chOlZYZE4ti7RD+cK7TceHsbvcGjvK+jka/4TdDSSNZ8RsrCeI/6xyRdXondNzn2snue1gbi5ha69x7HNdoh/OFaOVjz/AJXXXaIfzhfRyNf8JvyRjDBpy6zmCUZD2WFs0Zd3B3tryOa0eJtyYMTcf3b5oh08QI3F4XaIvzjkw6WPF3YhyXe4NHivo3tf8Jv7HBibj+7fPWy9mXR9Y44G8Vepbppjm5zjfNRTUxIpnuwyRqKX9nVDAeKll3gc3isLum5wc7iSmn1aPZ3KrpoDeADFbuPsZmekjzGgaJruimTei8EczTcEHIr0c2QAgyZjyRHq8YVab444HlsZKbU13000gxc7chWUPMwnns3EJjxscL+wl+EqN8sDHPO0lYoIWsdsuFM6aFr3aU5lUktG3RymTDhb7wXqIcWwMbiktv8ABYNAB4jap6Gd2MxZsd4ewlp3OIpafpAe8Vh0Ab4japPWjpNFfCb7Qm6KmlMR/abgppw6dgnytj6PBVLQ15FJdl3G5dZY4KSaT71ty07DZm++5Y4qSeSH74CEsJuw60Te+UBOoarrotn+ZqqP5QXpHTxNfaY2urimjvwUFBE8sxjE9w7lg0A4706ge8uiLccV/wCinb6SPNaBomuPNTJvRmCOZp2g5ELP2D//AMf+6MMEMlRK3aGblIBG9s0YuYnbVW/4aQ4n3P8Al8ESfR04A33UskdPIAebe+zxUYdE6PCABf3vZtewXMTw9NkiN2lU9HHnK+QG3cE7B1kfPb+CoIm9C2ml/wBk/wCJv9U3/G1uz94i2EbcyTtPsailq4GY4jlfeO9Gqo5Hwvadl8ivRmIuYXuzw7tis+rrHN7jIpaemZawuAonMOYaA4dxRgGcsxDWtUTDta0D2EvwlRyytcXm/vFOEAIDs8zdSv8AWKmP6Qi0b7ITF0s0g2OlddSGXJlQzmnxWaq6lnVABgPf7Cthly0xxsPesZqKiKw/ZvsF6WbpXytZk0uddQ2+4m+Dnf1Xplzdhe636qn4H+q9I4P3pURhq4NHhy+jUo08c15L3ZsB1qf+c1Mq6btEGY8R3KSZu+EXXpAzgktlysbJr2MfiabjnlU9TJlE9mjv3HkD4s46dmEkd/8A6VUU9XAzHE6wB3jvXrVHI+F7T0b5OTHOyJGvJSWIe1uK/epLboM1V+r1EcbtMcQc25TZKmqhfLgtgaLGy9J/zkaeEkUjD9I8e94KdkYwtDMgqf4B7Ox2Imnlnp77RE+yL2AukO17jc8kror3k79yMMhIac8kB3eyD3YmSj32GxTXzyzVBbs0rrqB7i4GJ2IW5TJE+Wnedpida60pxyy/fkNz7FzTvFk2FhJa3v5HMjc44nYs+TBOzE3+iwuqap0f3DJkhHE0NYNw9gBOy9th3hYX1VU6P7hkyT6eJujjcLHCmRNJIYLZpxjlnjY7pRsfYFVEcdw2baO5MhYSWt71KwEuEji44kRHPURxn9m1+SEcLcLBrMbIXANcH5cklRFivJtbuUsjKqpjMjsRDHWX/UK75i0czcbfFYRU1Qj/AHYkyWjgbhahI7EyUe+w2KD5pZqgt2aV17ewbLifFKMscZsU4sLnPd0nvNyVpmvkhl3uida6c5uJ8jtr3m5UsrJpo9L0mtdkVhiratje5r7KWKSaadsm3SuvZFrZZZG7g83tw/im5W8ret63ret63ret63q7Tcav0jrL3vJe95L3vJe95L3vJe95L3vJe95La7yVmusfHWtjvwW13ktrvJbXeS2u8ltd5La7yW13ktrvJbXeSxRuDhq3ebLf5Lf5L3vJb/Jb/Jb/ACW/yW/yW/yVsXnrWLrnwW/yW/yW/wAlv8lv8lv8lv8AJb/Jb1zDq5/Ugzd7MN3O1HO7hdF7tp9mC7pDI6jIm+/t9my3RcbEarifw9mQ7a3U5u12Xsw4fULa/wCHK91+imt70GRR3bvV2C3egDsWhwjBsThyM46knw6sY8U4Mp8TBvTn2tdOAYHXTp5WBrd3inO7zyP+LUi4arJmNDpX2zK9awhso28kT6SMPc7abXUMrmhkzto5I/iGqeRj73xK17WzREWbf+U57vdT2PaPDkLpHYWBRW2ckn4ajOPLhvbJEeNk0QAE77hRy2s48kegYHAphGTjt5RqHVAbs5chflOv+HICRfwTyGAW3KOzA3NNDdiad5QX4p3IzjqSfDyC+xZzyeX/AAjgnkLt2X/CvA0OfbegyQ77FvcnhuzamsG82UUDei0cr/i1IuHI71qRzBusu0y+X/Cb6rI5/fdaOrheYRscAnmNuCO1m8kXq9ru2lR1LhaTki+IaxvGH8VGTG119yJAw+C/971MN6efBHjyQ8kmozjy4RE1uW0J7NE0HvWmm6A/VdzRyRti2FRy7HHlGoeTMraVkru2rNZLPy9l+HLYE248gxsDiN6DiLnuV27Qr6NuPvVzt5Gaknw6oew5rE2Bgk+8i54xX6RO5aUDEMRKMlrX5T4u1Ij4HV0T42yR9xQaGhkY2NCga5oa++zwWimibMwbLoNsGMHujkiA++NU8li4kcmhw/jdYm+SIZGGX2qS45vfyMGG2Hx5JNRnHl5pI4LNW0QtxWHRhqjys7uQbIwPss8gN3KNQ6uxDJZLZnynXy6QXQd5Lq3eS6t3kurd5LoO8l0H+S6DvJdB3kurd5LoO8lift1S6AYmHd3Lqn+S6p/kuqf5Lqn+S6p/kuqf5Lqn+S6p/kuqf5LNuFveUGN2DUwnJ24q2icfhzXUyflXUyflXUyflXUyflXUSflXUyflXUyflXUyflXUSeS0s/S3N1S+LftC6t3kurd5Lq3eS6t3kurd5Lq3eS6t/kurd5Lq3eS6FuKwjULSujfgurd5Lq3eS6t3kurd5Lq3eS6t3kurd5Lq3eS6t3kg6XId2rcLYthWwrYVsK2FbCthWwrZ/wDdl8sh5rRdCVmXeO7klhEDTgNr3XZmfmWikZopN2dweSanZtZsP3v4Z9ViPMZ0vEqz+qfk7w8eSovs0i20/wA7/lf4MksD+YtHGfppMh4DvTJo8nNN0yaPY4eWs+WU2Y0XK0lPQDQnMY32cQi/CWOacLmO3Hlmgpo4y2K2Ivdtv3KhiljaHz3x59Gw5dHEzHJbEbmwaPEomQQyRjpOgcTh4goEbCmRtZibtlP3ReymnaMRY260nqMRZa+Uma9dY3aMmnv2WRc9uGRrix7e4j+AS4da7Jia+rxFgNyBvWmpQ5uLpAjevV5D9JHs8Qqkf51+y/MjVVz2nRi4A3J0z95yHcFFFTtkEkWwkbe9aGQ/RSfodZx91r2l3C6a70cYSTn9Je1l6TZUiESRED6IJub2aUtDizN0ngqE09JJSte4tdf3vwXpUtiaDG3m+F2m69COp2Y5cLsI/wBKfM6755LtmLtt+5NiiFmNyAVazDjfpGS4fvsFk95gcImMOKR7MNvDNU4lyIZmq5/qM0zKnmh4+6NinEmUsTDG8HvCY0PomsLdovdUNDBE+p0H0z2t3/8ApUglp307KkXAd94fwC/E/ms5rQmiWmMj97sS7GR/rKbNE/NpuE+fZidey6k+abEz6Nl7nxTvWYtMd2drLsR/OUXU40bPunNR6U3cMr6pDhcHcvo5amJn3GSWCfSxgsjftI2pkby8YDdrmmxBUUz5Z5JYzcOc79FUvu684s5UlnP/AML0PHK2amlY57TMLOAOXHimx4nvw+883JTdJcObse02IQdPLNPbYJHZeSfES5oeLXbtTIo+iwWCq+dIBU9MBNb3CymnBcZJdt9yiLi5ronY2lv8AyPazmk32rq/1XV/qur/AFXV/qur/VdX+q6v9V1f6rq/1QZILG//AJD/AP/EAC0QAQACAQEHAwQDAQEBAQAAAAEAESExECBBUWFx8IGRoTCxwfFAUNFg4YBw/9oACAEBAAE/If8A4iSkVmpCHZ6hX2UxrxkamE8mDjm+0R1Roo/M/RwEIyI1sBCG9TLOlAUv4YCUUFMHqyklJ02Pp3hvOaHF6sVLVWXTw2CvkCy+jC0r4dldIFqhzRiw49nYBzvU9CFVDhK+GAuG9AwB3NUCD3WJbdMCXiJPtXhq55hEi4AI16s4no0l7bwiS2OBFhY1Yl7YYiv6Gy3eWQQeWXcCNwGtZerHYef8NGQC1OCADNVaWbXm4CVvLUakClbx2iCVWJWHo/zfI8pewaXBfL2isZuOTxJ57kxV04DCQ+KuWpXrC/gVGdefjYOkvfSLi67XU/8AWLn0U6UV+bjoctA6mH8TvZPl+0ZaO6tA6xx7SLk7WS/DjGo5xKFSKyrhpw7gOdMZ20CcSeT5OwbBqIJyOsodi1S3o85bhK3RYMerLGFCzOa/aBcwA7OPmPaeFtUr/YNu47vV4s+SFioWtGRMuWYGIsNVwQ9C927mThVerMuERKR5OkxpihUeTQ4ikrUmDbqgWOENKzr8xiMYQsF7RkMY7Bi4W+3MvRsIHKwOs7OUfsO4DnTrClToFLEGvrKoubUAOLRK0nU1WnCucy2hvRHTFQv5wgo43NR76Fa50aRAsuNs7JeTSxiz2ml0QMvpBUeS7eOZGqGVRwPLGViiDyspzp1lKfQDVGWFSkdJWVHlRcP1C5ckZXHAp4a6VCNo8JDHKukdJBppwPLqzMHK1FdxzA29s3DmD6tixdazz/MglWVVoHWHGm4I96dYXU1DifyvMcpijVdIaYCbTnI/2eO5MQpSBF1MIFqKp5JHKl9T2dGDdW4Cqr/YcdVQ2qJlGJdj/wBmaxGep+4C+UOxv71GznjdV/4zKIi0MtctY0CE4FeGs46JS36FbMAaCvTEzPlSeT5Owh+vfwSjFdhdP9RXSpObQVgc+F8ekOsUOKngebALEKR5S7Al0G5ZnPthwzVXF1MJ9of10ArC38T9D/yfof8AkJZIlN1ODucgHpLP7TTJ2gMBbWsPJgnhgHMEftPAc2eK5p4HVHwLPWNj8TB5ADrCVspX6x2zMLXMg9Af7CJKu8Dm5a6LDXugY3O65Xgur7Zr0lOEgaDS2eM5zBZIla8UdCaXPhGI8o1cVVlglo6VH/eU5nikt2yF+RUE7SE7zUeMUzJA9iZk7u3E58c5b734ljwgFCJqKE8fyJ4fmSzrZONae1TARAjaoa4zY6H/AH+URYIBa4gMy1XcEsrwEWpwYbMNV9sdZz6Tnqu8vCXn+xGZe3R+P5hN0FlkYL2ZScjHrW2CkDB9o+YfLVTZ9/iP8PQU0YJYxGsBphDtLXVTE2+lzWDIAolkZnKC/FOdIbmtIrhvxV8FQjYarjg7KriKsSjLNFKJ+sG0KpeuJzODBzRxxldWWrS3TkThKejrKasJx0cMy6gMOFdcYY1KdQGgQUVNWZRyJXSBUqBsy8+Uowqq9LoyngmC0vikDJn1i1vuwQV9LBTriUalKU1Q9YyLqyh9XaCmGvcIQ1mOKsualHMtV6CXV9aqYe/E6rvKtYtG3RjYofSmyjHFcJhS+YksAo20PkOUZzh3fxQtCOEqEVBlkaOcS7qBI3bRmEF1Llx58I8GqL7sThDJxCDEa87xTWNrJEatQN8gDIjQTdUvLkaTWS4iDmt6xtU0XV0JmcCLIOhNWJQhrCrSkG3scmUvYyA9V0IDyMy8/wApLlRLlStlba2JKlSpUqVK21KlSpWytlEreS4tqHuQAUFdpUqVKlSpUqVKlSpUqOypUqVKlSpUpKlSpWxUD/ulAQXpexJpcvDcGaEU6y5exampwuv0P2MEaGe+5xgt4fQtLDXLatQzaE6f3mg3l7a/Efuwux4zKc91PV95idNg+9uUUM3FdwlyjAppZrK8RFwLK8Izw7QUNVcO5/szGtnOF2GIZqalCQrVqpwQSYGsu9BeSJxwB9kEqxeF5dHXSK7Eo3oiEmvNp7ITXBhRzhF5Sr/SMqaYnQejNXxg6feV2HHFeGV3NEopep0jQWcHpQz1BCwSX5UXh3ef7zDERgqgKxrq0gAV47OpcKZdTTdTLWc4waUdZUfzSmTFVRBc4JpjJ6gljTFSQ7tIn1cA9gxjx4Rk7seCzXuauK8mn90JdhSTjUnpv9qjAZXeKy/8lAlwuOTWDC6qaMYjgtL1zPVApnBHgMNgFxoxMUGY0HrGAgCL6TPsbNSAxdoOlylxUOeuP4lFwLhObDjMpQHxyXz5TVdYXT7TRdyKF12PhTCX2qNy3eWdyoZBTS+DhCU2Vj0qE0VIvUzqAAGN+tTWiB13FVwiiDSR2DrMTa9umZWkcxryRTpYV48E1X5cRvGnCZOEJOap1hhVZjpwh4Csrz0X8QJAq16BACijL4Zf2U2OBHdNcW67f+QpcUOlf3b13SqwBsGViozslOWdOUvTlctQ10JbFaty8bRW4sfMw5nAKGuUBZiashKq+MSi/Xr06Imp5X9COZgHOtelwRlwIHS/SNxvmSictE4vaqh06kQXNZBHOoaGgy4epOlzx+QOEdI9bCi1b6w4wFZ9GsK/IuCNM36Q3E8FbymE/wBsoOpGwcEbW8enaYgx5p3nOCEe3AOQcIgzKjTsjxwCgHOlzENbEsvZU5rwid5CZJbgHIOEZiQgaPEcZTGYecqAkBbqa1j4hWxVvkSFd3wFi7siEerOi65vGEmAUBwP+G5DDDp2ipE1Bn3+uDBeIz7zm8EGvf8A/I9VVvpJJa/8zp9t/Q/5nT7b+k2CGhaBxP3BNR2GuS5csly+M4prWKwyyXBkxNwubptWi4J1VEqxy5xkbNHS8mC0WhvhzijnHkpHkzGGaGaWrlFoK1mYFNrAoJVhwA7vr/JYBWti76x4HVBxdouas3fpMzTQTaGx9O6bY7S4LnUyYelQmbULd1xl7FBPCUYtYRlrjsDXdmv0TjF+qXzdoPI3SHl3lkslksl7L/gafbf0my6OZY9k8D/sZtGUwLokA0LCRdQH4mK4yLXgMTa1foPLtOk3qnVcqyoIcAzJAaBQ6oqUoOLx7Lj4FajAWYINpNxC4S4lhBanNlbgWGL8mpcfaVYmBjyqhCnRKwPyQnAELu5fvBpp6OVw7GC4RnHQnCLumOcBw86QOwQDgfyuRAd/jGOVSz7sfEZVwBzv8iGporsJoFoM0KqgeJUDE1TsObY1GsDS6e88lzJYE7+uUoCASu/1l6TWQaOplWaKECaPKC2PQUI8XOCjTu6o7mHQOkDgImJCOKxUYSfBfOKDWA1Xi3C7V6Blkr1DCqI3gAMfMNKZd0SxlER3PSUtBiqp+pXUSuHlDEtrPxT6+n239Js03jBa9tjYdNTgmb6zhPLu4QSgLyEKxLB3u7zhmgudc5S8EB20b43ELW5VEVNDcJyVup4XUnleRBvgaWnlgslXiz29xFvpCdCNRYtT0JBJFkCwENSOfmwjXSsQyZo1jgniOs4Qa9y3I1fiH8okbR9cY+8q3xTxco4pzBxGvzmeiW7eylQosdDXS3Mr43Ged2nkOZGdZc+RnDj/ALC9aCaZKbmKpN4So858wsd2hGjgXAoXX5IR/k9sqZZcIoOtOk8NyQU+ZSxKvaicqlGHBNKEz6xoh2iataV2lH3jXCmr9J4vnEv6OXXNQobZuKOUuMwlwvh9fQ7b+lsUvsS5+pz198CXKVK7twYPMcFIeqVDTuHRbwJf99kJoh1Ln2EswgxmSy4bBOQkXyY0Y0g1C9S5SEOQQEAI8J+rxi7PkqChTiwE0Co2WXHSWNNm2jX+WPQnRcCiiBs3dWssAohySfD/AETEqpjDMFJLos0nQ5V1mW3ZF1SoAKCjlKDB8lwAoaQYJPVDMcFI4i5SI8jFUMaBNItjddZigSm8jk4gCAhyhdYWXHFtKFQXqa1hmiHIKgEnKGjgZhZQUh6pUC3Wui3gfXZEaTyM8jPIzpfM8jPIwxvV/UC4WWoWDPOxwCX8FI4jM4YDgajullrB6RVMpoBuKJo56bBhbbqL5vQhLnPI7iXG7jLOvI7GwtwbHgRtI216+Z6ykyGFQYmPHWtb38TEymtXLbYxbBxXkQdNhv294FM0npU9IEsrKnwmmh66iIzuefeASjeKq66nSK7RKekGI0R0LQFVUJAQzi8V6BLU4uMX4uDRtB/wTpDNnAQo9zYAHr0mNKMMgGnFc1f2cgay7bVCmoRo++NinVWdWKa6ykXpVzih1+0oDCsHGddWVfGTpCsIrVyvMFNguDkiMwTahesDQYAUEPTbJ6EGrOF4ekFQdFXvHHWMuWXRx4NWHSXkZy3O1ZZ+m5mc9e1KYrfIWFd1R95+RSLJdejvqVMFpHSyXZxvTFQWDceLgd+cxDSuMHRE1I9CWdTQ9of8CRClihONe0ImYpaw/KK1ryMLz6IVDhO5a4dvxB3axpmmMA0oYMtdjAc8EK8Sou1RkLTiNPWchDuTrABY7WuoeTBZszophh6JWbytjS5+JoiF8YKg1LNXNw0jL9ELsAJrJ6cXCpxvaE4+IXlMjSutOzBpYloDo8ZpVAK3gx1jOow8++NgfZQDHFXNCPZtxq64wX2tK3drTmDVaPpQNP8AgaiXKigK0xrTrBxpg5BK2JcrYCoK9sHSALzTueDfXZUS5pK2VKlSoycfoGa97lStiXKjGIWQLq/L/wBaoFukYoQ0qB6yiETok/Z5pRoBmM1Tl2J+zxjkN2Kdamb3aOKvII9qtKo9JZcxNYDq/wBxqjPyBlBVL0jof5dwlxU00xzWML3NcTLJ7vQfpCwiEFi4JJ/sDK5c0Ph+Zdn1SJrwsz7wSWGJoM8u8xmdBdGM/ELteOADz1iGHEPRP7ZlhbQ5E0Q2YPLuYeo/l2G76Fwj4TIs16QWgNHjzYtQIByrD5Viqg2VdEpADkExxaSXMx/aunSC4QBcB2I1dfOXDxzgulV0UNSBnajUQcf22Ic8kR2Q9BmiS3oB7SuvK6OpwTF9B/mcbf21QATAAUE6iU9DsHSPR3MRwhbXS3UlNO93IVsXQLaJv3gcJlUVu9aw8pUGA/taONYNuqUvQM526ppUNMqjSh8LAJTjGIWZCDZf8xP7twXMnDgkzULuFPeIRK7mpkIGg0I2pF61Mh9WCnFaM4r0/lYZw4XLeP8Akt4/5LeP+S3j/kt4/wCS3j/kZHjaq7/tq8NmbY0OAmGuis4nf9p35qAd6iIl80Jg41ekVhIQP8n7Lf8AN6EP7TMMSqv0rVOj/IZ9tv8Am9D+1rKri51vvOt951vvOt951vvOt951vvOt951vvOt95Xn950WfyPtt/wA3of8AAx8P+R9tv+b0P+Bj4f8AHZ9tv+b0P+Bj4f8AFBUoTqtiKNVP/d/zeh/wMfD/AIun22+Hvv8Am9D/AIGPh/xdPtt8Pff83of8DHw/4un22+Hvv+b0P+Bj4f8AF0+23w99/wA3obrpsKVgDVWHOE1yS8IAmhYk8LgArDyBLQXzsjALXogLFoudZLKz+kp9MVpL8vtL/rL8vtL8vtL8vtL8vtL8vtL/AKy/L7S/L7S/6zKF1x/i6fbb4e+/5vQ3dDsPdWqouctccRcInEcQ+c+0v3neAXUAsXrubew5YHNZ05dWKWc7tVrZ7Z2dADA5NfZFQCZc1p8PvKSeI83i7iVqdmdmdmdmdmdmOw61/dafbb4e+/5vQ3dDsxVpOd1ekNZFMe//ACak8hzhK4dF5lERq+4jvn9Dn+Y5msmy8e/P1mHFrg708f5KzwmjI8H1hg26N98T+60+23w99/zehu6mwlXQAKIbMbekVo6RwghAMUv+wyL6ADGebCVzoCjpDBhI5KhKBztko4whW7E4t6vvGJTgNTi8YbdG++N/dafbb4e+/wCb0N3Q7+p2243tG++J/dafbb4e+/5vQ3dDudMXrP3s/fy0unzn7OfsZRC9xrDd0bDdkvRkV6Q2BhDMT47C71TVS6cUj1hoBKngSuoDHgMDMWw4zme5xXkQL+GFOcVQ2gRBz/tmn22+Hvv+b0N3Q7nxG5WzwXOaG7o2AszNWT/kfWCHfMQ3m10f3EMIWFHNRViNWUxsGCEV6Pp+JkqXK4YSzo1aiZjcfYQa085TWFI6ogAUI6J/a6fbb4e+/wCb0N3Q7nxm94LnNG7o2PO84LONR7w6stam64RrrJw1yvx+ZfQ0xS8BF9K1sn+bCHo4R+FlxwP1K+abgB57R2iIW9596DMAWgJwk+a9l6QHNgli9V7KDK6WqWMtuaKdP6bT7bfD33/N6G7odz4ze8Fzmjd0bFrwzSEwtQBQQcGaIqDQKxoLp2l74h2TgB0i0Wvy0ixGboj42FABylUhAS0LYnqTSz4FBuuVbP41qxuxdjoaYlB6LzXNwtcAa5GumxwUxCrLMv8AifLLpl3D3x1BHEPmIHbBlVte34mqLINVf02n22+Hvv8Am9Dd0O58ZveC5zRu6N98LcN6pj2vsRmlQFs3jWPVSg+BnMtWqFpDAWgt48aaZvMPswENB0HDrwhoHImmUyyvhmOxyLAF+dpfJpBwfLgx2Hn/AEun22+Hvv8Am9Dd0O58ZveC5zRu6NozioQcZ+kT9oT9YhU0uifrU/XoY0A1dfoWIbOQWVrAT6nCaBGKwQ2gdrgDamJi63yFQPUbAgEBS7c5aoz9a6w+lnPLvBRX9Lp9tvh77/m9Dd0O58ZveC5zRu6Nr5jf8R1+nX9Zp9tvh77/AJvQ3dDufGb3guc0buja+Y3/ABHX6DK3aLqp0/szpfZnT+zOn9mdP7M/XMGwT+n0+23w99/zehu6Hc+M3vBc5o3dG18xv+I6/Qd9T5J8ffZpMK+IeDwJU3wRfPF/MZpihhm0I1KVbpd6PUcOsNMa1DPlEBXXr28c4QAaH8fT7bfD33/N6G7odz4ze8Fzmjd0bXyG/wCI6/XE+SfH38QXRcGYWUJV3UT5xC0qnzFgDAGmd9ki/BoeJBQ0t6JoCci3ojFfZ7zDODwx4n8fT7bfD33/ADehu6Hc+M3vBc5o3dG18xv+I6/X0+SfHN9mZdaRT0zHkHgam2hdUvD3+I6IkWcCLYIsVXsDMzS28DTT14y7XPHRj4JSEwpaul+n8fT7bfD33/N6G7odz4ze8Fzmjd0bXzG/4jr9fT5J8c+ilwaADgfzdPtt8Pff83obuh3PjN7wXOaN3RtfIb/iOv19Pknxz+n0+23w99/zehu6Hc+M3vBc5o3dG18xv+I6/X0+SfHPoOaAwm+IQhCNi7Xi39O5Zts+jp9tvh77/m9Dd0O58ZveC5zRu6Nr5jf8R1+vp8k+Pvv0I+T9BChyy1ZfQmWBkynG5wmGfL4wWio7/MbtaXqsDMgsh66UaWuj6Q4qINbVq+kMlWlUONafQ0+23w99/wA3obuh3PjN7wXOaN3RtfMb/iOv19Pknx909StqTCHP11Z7qNGy4KI0rYcJIUql2QIYVrK8fsiacE+0UyeRQlg8i31WHUEUlxjEw3lI7+n22+Hvv+b0N3Q7nxm94LnNG7o2vmN/xHX68nyT4+7q/gEqpIzpQ8qCqSCltV6YrjLtbxWR5K1ZnmFwFou/WJ9grY9cEME0SjCaD2XpMR0A3K37zgANubv6fbb4e+/5vQ3dDufGb3guc0buja+Y3/Edd62ynXTrolub3h8k+Pu6v4AK+3uMrTIXTz2aH1NPtt8Pff8AN6G7odz4ze8Fzmjd0bXzG/4jrvanfbpdu8fJPj7ur+ACvt7xolnOXLOcG/oafbb4e+/5vQ3dDufGb3guc0buja+Y3/hflvanfbpdu8fJPj7ur+AAvt7dO/pb+nM3kHYlVWhC8a8a3NZeTfieTfieSfieSfieSfieSfiXmrbG5SCCU4zEte0wwdu1F9yXiXjXjXEEGf8ACeKfieIfieKfieIfieKfiIykHwIEbUEEyOiqYO7MwqF1qlIrBC8a8a+kwuXiX4niX4niX4niX4niX4niX4itgwWtwQQQRriqVPa4CL1gp3qLtjXjXjA6nDO8AQQQQZDmQAWgbQQQZDUgWLpmEHsllTLxrxroUY36CCCCCAtyFlblIIII1JdoXtcJ24qlZ7TPkC8a8ZE32mmmmmmIxs3AQQTSMropO5uV9M21uP06lfUNtSvr19eiUfxmCbhU0ctPDrH6VeDuGZh5IQvdy2Nzt8BS5M8S/MCATRVn0XxrqlEKUo1p+yFIp0pt7xQTcj/SATDDuizTPlq9YQoICPOx9EEUAZWedfmYHLdAviJNIJwf9IXZXR+yaYDHusdfXL0+iQFrROm8ovtLNl/Tt5WLIfMES5YwwLaKHaYWjICfMGaFXgf6SyJ2lpvZ7SydWyqiKk41Q+z6PQ7eDDnW0ZAlmpsuoAtCcz6egc+iuPsMDamut0QRwTGwXiTD8XXp0/EPifBzWkqAzvzsRTEUL6Ip0YWsxY+/tDfdIgCX0pXqxMDuD3EauIfcaww0CVqFJLu8mSy6D5PeGyjq7Rc0ENtkK3OeU00wfU+h5LlL7yUsuYyZiw5qGG4gcIR41Nqa481iy/vdOmvkSvsHWflGq0EavX9CilQurefs+0RHknQessxOwMh0vrGqo54irSWswebDF44jVgTBJzfpBE2F046b4xfUr4bXW5kHvKCcwh6dK72R6z3KxiWc/wCwzyXSLLYEdMsDgBsYEs8Ta8PiZhCqsvyl/wAcvIeH2lY4BVIdWIx8vd4auWpxVmvoeJ0TQmhMd7zlXziV6OcS7a8msGl14QS5WoUEt/fVoV8OED3OeFWp9O2tKdC/9g5T2JGSGEcC8s5LHv8A/iHnwIdsfK4CvTkQ6NCMGP2j2y9vadX6DpMOAy7eU5QWJKz5dKhDmcVKTRE/Ma+PxK9wCatIvriCoeQQKSJ5QBq5Imogeh9DyXKZOYkI1YgeLWZesV1XGX2qcRkYSGKfi6UrHxEKoAMrByfglRWnt9BgMdmmrHz8Qfggl11cR7b1dtU8YIjW+OcDWNV0hnLbRxxBqAyj7oatsWVysuCHs1NBK6Az4ILN7xXWYStI9b7phdxnJxZElxLPE8oVwJFMkNraJ6ZP9iMhK5wnVzoVrx44Sx4yFvJR+MFZ8mlQEKdTk1vOkoztdoMae8dvIE6GyDJbL4875QZpStHZKHRX5nVHO3lh2VwOBPDcvpkwCtRhyvlSX0nHAGT6xtR00iFNM4YcjpEg4JreGVjoK+lpRASLVMs0z0lZdTSl6wjpM045VcDgaN9EsKGVdZaSynXliXBUKJrq7K5NQ5rmMvhmdAmv0C6o0OOwxEQZBqpcR3vjKrxDqZdIt+wKM7y44axD2qg6tbgAuGjrqdoq1LqftgnNAfneNqsxykDEV4E6FM3iMHxS9vpAYWRXMn3Q9sbGFw2W815sp4yiIb9V49doabzKebpi3K5aZ/3BR6rcU90fvFXj6x0nbFWFXVdZxfJgvYIKeqyY6Rhor2N5P5N/2d/zXSAGqyoD1AnnJ0fbOn7Z0/bOn7Z0/bOj7Z5yDPD3INuHLdBwrgarOrHqw6sOrHqw6sOrDq7BJW66Bq91AlaIyaZy2fRnOc5zmMZ05PvPLhu0oidSXVl1YdWXUl1ZdWXXl15BRReSoO4s+TwTrS60utLrS60utLrS60s/+ZcBenGXuFmqnWfadZ9p1n2nWfadZ9p1n2nWfadZ9p132imrfX6Di6C3r9PoEk2suDRIRW0v6Q03EdtFudbjo1ko5cvp3maXPXDa4ipNWg5H00StKvpuUlUmX021456kyL3HU4GPpq2uG/8AabSuZ2TrAqVsDLqLU8ISswepjBmuycYROg47bpM+S+276nPaMZ63GXCd1yl6I3l0hqVpG2UUAua2fI/Y3Pkvvu5lZUc4N1RQa5p2VswzMutT/wBZIGzx3OG3WnyNgmPkJpLmsiy8oulFA84H+w4HnAKCF04QWHLEBFTnmwDqVfGzR3/lufJbbvmmlzKdgrTnwE0qpYWHXZxgQauUmr4bOM+DufNdylL04yoAQQ1xgsEoSZb0rZ8Tf1tgxAnFB2+occRwp+CKrX3QQygzEFnJjcPPAocKNpGxnzX22FE6tliDV90OIAaPFFU6WOSW9hVLECKCrDgzisKD0u0n22/I/Y3Pm/vsCgVWN38M/fI1q946rlwIscoiS5uwTq51++wdApVLzVwv+Ma4mzwXOG3W7TW7w/PoFqaVoYgjoeDQjB2HUfhhttCGLnFQnxvwbNPefnc+W+2ww3LUktBsL5K6/aZtrMEKFHBEC0OsBEMipdxClMs9Nvx4bGfM2ag3sagrWcJx1NCNfF66nlAjRAKvPZrdt/7ba2DWoYMLG41GjijQZOJyGAGnBl64BUuq2m12G+/tYVILbfbdqxH5ItqEU3/8iTtbYoHOIzAAury1HW0xV3W1kuip7G4XkqN1JwS4c6Ax3BzygG1BrC2kg9PhhiaT0NjFMv3IZhs0JDQcnYfFNBcGx8A1vSaoOa4x+P1HGYf4Wt0eUGesqyvYG7hZuFt4YfG2zK81Uu7Zc74yuxBVfpCEZF2MI6arRnEIT9CwXQ0A2GUnxobGfL3HSpcy4feW8yOE1C0nOlHGNc7Pib9UutCP03dLT9zn7HP2Ofs8ob+ZP3efu8/Y4I1rc6Rlxuhy3BZNT6K6x+/z9vn7fP3+ft8p/wB8/b5+3z9vhEfjDUM/DW5Z6hurRj59aKM/bJ+3T9un7dP2ifs0/bp+3QdrU5uBTAel1ZW2oTF6ups1+9T96n71P3qfvUwVqdU/ep+9QeWPMVUE5uK83c4zfxFpc894pSlKt191uKFqlVGTiuBuMuLynX+0/RT9NP00/RT9FP00/RT9FBHUd5jOP8qpUqVKlfQrZUr/AOrqSV5CTtdX2vlsJ95Rlz9ghWy/gN89iMdc9Vdof8uyistbPZ9IpumNeLhDpY2OkAlS2VzBKDAg24uZd0Aw+pCeNA6xjNQnNxN7M0IgLhUHMKgIWNULUlOcs0bg8JtAoXVD7yixEFxWY5yl1cG9J0mcefcKXNekU8wDXUjhiFicSEJMLuXAYwhQRcMKy0hzDoTPJ62b/cgqjwb8Ff8AAqAaN15+kwDMi1zCjMUdxTNRR5vjiMRq0nm/8Swr1zS59WKKhR7GQ+rUaFuLM0vLRfpvrL3WEtA+nKUjiDwLpEngVAbpvOsJ74FV6+p5wWCUIVriF94SQKw6Q7w/B3LQvi46HCwdD0kp3/IWj1lsdrOorBzqmcoNHHLS25jBZtwNftDjaqoBYU+8B91ZBzPSHCQBMldcXCyXMitp9yzmKpeWa7n/AADpKBBMDQg5YZGW9oEg5xZih+jKDU5MB6DJcJm/BgA0UVvpgCZOBiPF/tEJLVJh6x0DP81cYbhZBUrRIR37LefSoasqXPrbcrRJUGwIwWrn8voqq7EP9aylFCYx1nCpJZNXIfapVv44TyYx1SsyCvcJlwH26mywT7CQ9gD6wHsLQAPKBtRe0RbAAJKE4mNYYloQvpHUKWY0CgMaQN0UgR5ZHEP790hiFYa6TpPbOk9s6T2zpvbOk9s6T2zpPbOk9s6b2yvkpq7h/wAoytlSpUqVKlSv+k//2gAMAwEAAgADAAAAEPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPMMNPMMOOEONMOOPMPPPMOPPPPPPPPPOPPNNPPPPPPPPPPPPPGKFOMFFGLFFBMMGENOMFIIKIAMKGIMAHECCFPPPPPPPPPPPPDKGGPFLFHDAFCDGDPLODLHLDPGAPGHPKPPJNPPPPPPPPPPPPPPPNNPPPPMNPMPPPNOPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPBGHJDHAIMFIKDEHNKLNPPPPPPPPPPPPPPPPPPPPPPPPPPPPPLHDHDDOPLPDPPCLPLDHHPPPPPPPPPPPPPPPPPPPPPPPPPPPPNPPOPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPKAACPMPPPPMMMNPPPPPPPPPPPPPPPMMPMOPNPPPMMPPPPPPPKAACKPFDONDHKGFOPPPPPPPPPPPPLOFPNJHLIOOKJPPPPPPPLDPPPPDJHHLLLPDPPPPPPPPPPPOOPLPCDMCEBFIPIONPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPDMPLHOFLIIECMLOKPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPLGBLLDFKHPHKLPLNPPPPPOIGLENNPPPPPPPPPPPPPPPPPPPPPPPPPOCFPPPPPPPPPPPPPKBCKJINPPPPPPPPPPPPPPPPPPPPPPPPPLNNLPPPPPPPPPPPPPKLXfT/PPPPPPPPPPPPPPPPPPPPPPPPPMHPAFNPPPPPPPPPPPBPfP/ADzzzzzzzzzzzzzzzzzzzzzzzzzx/wD/AP8A+DzzzzzzzzzzxXzz5bzzzzzzzzzzzzzzzzzzzzzzzzyv/wD/AP8A/wD88888888880u98+W8888888888888888888888888r/8A/wD/APC8888888888op98+W8888888888888888888888888r/8A/wD/APX8888888888oJ98+W84w004w488888888888888888o/8A/wD/APY8888888888oB98+W88EMsw4o8sAAI888888888888ssM8sM88888888888sB98+W88AQM4gsc84ws88888888888888888888888888888oh98+W88ESM7FW88csQAw488888888888888888888888888oh98+W88AX/AP61/PILHAALPPHPAKPNPPPPPPPPPPPPPPPPPPKCffPlvPAF/wD+tfzzDbGbRTzzzTAxATzzzzzzzzzzzzzzzzzygH3z5bzwBf8A/rX88gU++pU8846Awz8884880888888888888oh98+W88AX/AP61/PKHPvqdPPKuM86/PPLPDLIPPPPPPPPPPPKAffPlvPAF/wD+tfzwhT76lTzyqsMN/wA88MM8sMc8888888888oB98+W88AX/AP61/PCNPvqdPPKqww//ADzwCo5KvzzzjjTDTzzygn3z5bzwBf8A/rX88AU++p088qrDDr884K/+vc888wUQg4888oB98+W88AX/AP61/PIFPvqVPJLoww6/PAH/AP75TzyiAhhwzzzygH334PzwBf8A/rX88gU++pU8oCDDDr88A/8A/v1PPABxuguPPKMPvPOdMIPHADBFOJPL3KEtKNOnjDGcMFODTTUsLFMjDTEsNPPOHJPEPPPLLCHNPPPNPNBNPPOHHENPPPCGHBGPPPPMINNPPPPPKLHPPPPJKBMPPPPEBCCHPPOBICHFPPFACBJNPPABFDPPPPP990//ANHxxH/7lhzzrfLPPbTg40000XyiP5/+O3yo8000HTzyX34MJ9AAj3qZSWLxf7zZe0NGcNNZtPwN/IKZSxQtfrv7JXzxb4m8/WqixywRrrvzz1lNjqOEiB9Jc5z/AHqUpKwUv+d60pc88CIPfNc8sUieB2pg8E/s9+K88aOLWML8DP8ArnAq/G8ccccfPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPLFNNPPNNINNMONNPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPIKttlnNPKCKIOJBKCPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPCcEhcb3POMPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPPAPPPPPHP/EACwRAAIBAgUEAgIBBQEAAAAAAAABERAxICFhcaEwQZGxUFFAgfBgcJDB4fH/2gAIAQMBAT8Q/wAaSHN2NWiZFosP4xfExoil1p8ZxmOvC/KeJdRvEx14X5TxLqcJjrwvyniXU4THXhfGcJjrwvjOEx14XxnCY68LBM6Fcfabg1XAwI0ofwnCY68LBc2re2fofwnCY68LBc2re2foeBvDRWR7DZ/m8JjrwsFzat7Z+h4LXQkE4ZqGoJp/i8JjrwsFzat7Z+h4LXQjVXv8XhMdeFgubVvbP0PBa6crn+LwmOvCwXNq3tn6HgtdOVzwRSd3BojTGmGOZzHV4THXhYLm1b2z9DwWunK54OUvYlRrLrLhMdeFgubVvbP0PBa6crng5C91Z/Jt1eExkU4WC5tW9s/Q8FrpyueDkL2Kjsfy7YEpcG43G4eWFbmszcN43hT7WDvfNnwbPgQQ48YX4b5viRcwtzl1pNuBqkujY8Gx4NjwMdx4FkTJk/6laK41OGhojRGiF9AaVNGsLLF9/wAGv8Gr8Gv8CORG1c5aDTGiNMaYvSatHc1jWNY1hI7VRQaDW+DWeDWeDXjGhM6QSJEiRLA97RA+y0CpDloRIRLj9jWOPgazGOSrPJGXYQx+ykaMhfcyRjNKE5vwKcxC7ETo4JvKmcbcJD3STlPMRCfadBi2hWGPNiUwxvkkSlInamTLQn7AQNozSkhVCm4X/g10lJv9GQVA9QzzouYsiRBwygWaEzqk/uMaRqp+3/B/SlJQvojo0pWpDn2Jm3p6pGQ+wa3Z39jU5SiF3YnrIp/bIkeX60VzFpQ0YlO2U+BxLWeR6Cd1EfQmRMQ7ExKijBiJpSIDTqRz/s7ZiurKFGbuXp/WeSQizJJuV/sVbvrQazcuXDUmSxDuOWJQXVcrA2OU2ajEizGoNZkAKOX7tTQcmiG7JoaAfEkkNmdx0dSyZrhv7jLiRqsfy86sGoQ+yH3QVbRyLiEEk0mZUQJuwyogQdlRScEiRMkSJn+3byniGUuMzT+TR+RLcx8jf2+RCicvucvkv//EACgRAAICAQMEAgICAwAAAAAAAAABETEQICFhQVFxoUBQMPBgkXCQ0f/aAAgBAgEBPxD/AFpLdwcJwnCNls/rKPJJIrLPrKPOVZZ8pan+RNmVZd8pan+cVl3ylqf5xWXfLkkkkn4ArLvrxWXfXisu0MgHCcA00oF9OKy7RVn3BfTisu0VZ9wWhfKThcwR7JfQCsu0VZ9wWUXec3/vbS1uG0cQ4haJ+QKy7RVn3BZR7Gb/AN7aGLuIxb5AVl2irPuCyj2M3/vbQ6Ls2+QFZdoqz7gso9jN/wC9tDouzbQWgNR8AVl2irPuCyj2M3/vbQ6Ls9WhXot8AVl2irPuCyj2M3/vbQ6Ls9WhXotpn8YrLdFWfcFlHsZv/e2h0XZ6tCvRbRGkn2J9UeBAnSnG60KyJehBFDynlEpzvpQtdZ4P6PF/Q7xw9DUj9YeU8pOaUyZMeiBD0AIktv5JHYTd4OE4zjIOh5wjc2QDjHGOINISZ2ZWzlf0c85RyjcHLNkzjHGOIcY3lpzDJEiRIiMNwQWznOY5xMcTogUNohvHQnUT2k8jpJgVLbhmwmRCu4gZSIt4MpiA7YWhpbv3hiKEtuET6Ia2aIOhuL324FgkkRshuyYGhG6kIjtSLQ2lMc3d0IQTvCsQwmNic5PsI8j2ymISZIHA8yzQNSoFCWiBcUMvZaEgT6ZbBCQ0ZIsIjsQEpbd9hNtHb0M9DG7g/wCjSrKeiId3Jze4mSN370INGm233Q0N4JKE5kNXahuXSINkzZTuJOLJRwrENdTcc6GgnBKezQ3CExktkyRixDLGlHEcRLscRsRAxpeEsCPqzlZyhXyEXuxCJOmE/QIuiJeiOMcCOjM5bwcGxEjb1YkUxyj6G7wtSW5wtYZB9SPcj3OYSnJAj/BsiJRP1exG4o69HD6OP0cPode37L//xAAtEAEAAgEDAgUEAwEBAQEBAAABABEhMUFRYXEQIIGh8DCRscFAUPHRYOFwgP/aAAgBAQABPxD/AM8/+lv6mPrWf+FocG/QZC0L7yk7kinfI03lZR7qDYtC4PajBUFxZ4i/InENyz7kbtJwRCFTQ1yF5O3gKxZIsUMWhvKbQrCsUSzGGEuSFoNW0ax4YrQQHNk0DrvA5/qsLAGhvHvL7VLcWNHwFNXQ1QLxKpHUKLDFnMNIwJYRYOLQuAXVSVQpVnENLgRMoJYOB+dIjTqsR1RH2l3hVWEsCxWG1KA1TdQsmpPRd6vJ1IhuZIBy1nl1BYZrONoqMiReNZEeFAvpMbcoII1wUa3pg2WeVHV0aALVjCkd2QWPqEq785ecDQT1KgQo41uCrFXFlAUxeNIBK4sTBdDs7QjSqXX8NLTqEBqq6RTGzXAXTuZ18QEf0mgKtDVlAmF2oF1JvzFXkjUUNWO5tDQ/m+B64UFoZXzezcuXJE22SwvUbPBxalqlccJxEANsW5pp3jxB9UbjLczzvQ+A2DlGygPo5jdqAuHZ9vsRk6FTmir7oY4W/t7nn7IQaovDTh2V/eUuRboYFZc7AZjarAT78qnFxgMTCAAKBciQGFbw8NdDHXtGbgXS+cISz7QHeh2QET0fDRtDMsG9BIEsrXpnEf3ACnEs5l63ztKspg7rToEe9woYP6FGhuv7RjLS94aWctJ+0oTc0ozDQ15cYlDVcvF8bjjPeWCi8GgaPtMhJAxa0ddN+YfNAIS9YW2DV1pTxNJd/oH9+WsTAJtqfs0XoRP5ADhjQtM7ZvWFSSoW3kBauTMRlO4ULYttPeb7RM/uYb+yGfdyUAZeiXrvCR8G/NrpvStIDHGZyXfIQ1cHeXRcKR0t7rvUq4kfxdbuEJTtNFAmWRKPVpB16au61ZnOA2ykSWaW85VInBmu0ahtnJtNmppiNwZYwrpwREepL8nKUHBad4E3FKwDNsNlNibRZJS2kpVKuWylQiGtI06rniE6UopVlnFlZ0gCeWF0uoHILrTSZYMrTWpAn4TXZCfBVNNaktEeQqFYDVqUG6UKvLBWjKGcXtxM3BCgAVumbrmOXAUllq3PVvM4u2dLC3sRaswMC+icB19pToOYtANomFvSMJDCUBeAGb428AQd6BeDRe17GsCto1kdglM7P3hpOoWJ/LOpCdI0PSOekKPFepMegx9nw8VTyaGrmohbc1wkaXtlvMcUcdDcaExgc6tVtAyzG3pFGYfNKYsOiQmGk/PcekiwqbbW32B6xJEwJhaPQf2Q5cotz38QZK0TtoQKbpomeHlyXcr1XQI1yMU32/2DFabl3AU61Z6wBSOiahYelsQ1doZ6F4aNs6Qb7WmVdg3XYgFCAGPlrWKxsPdj6skZBY6tKsRuA9kH7RD6gPFWfsXEVpAFAEpwDNMVhIpHBKm67AhzfpAEcKvKglq4dMZxPedsDBUEAGnMI40evi0aWAHCA7LvECfL0xzR1xtCADBVlouhCxxbptBkbqCjNDkxs4cwQSQwMSdFipRUSmHSyBNPbK/oHrqDnAIksGhYBo+1wAgbUylMRlFuqxIFwqZsQvu4YGagoohOufvNJ5kGg2/iDO2TY3T294WJuMWAaTQr3jbEfXprsa5Xuxm5TuSPQ6Sqxs8qqveXWoVuh/xj3pgRTGA4NXG8qZUO2LW10bvtLo3UZ4hVQBoyKaHhX2IUChhV2q/aO90uedYLFCuohE5qqIadDzt6opWfM+plewlzXj1MAz6B4anUivL0bpn0B9Jd9rEBwPIp6wu2xKsATpaPT+U5pviHAAyxGwgQS2lmYrZdPoqEMtaPpxFdaDUDShcMWeZHmc4VXWCaYHc4HCNIwrKCn7AQq6qmyVDPUtwNIORyTIIBNNZt1VXRwn2iH9WUAkcmp9YNRKW64aNxHoi3wDTIsHOy+stWPqTBzlX9j0mKHnh7QAC1d0G2sRXgy0YCZzZjiVKcgFrgsIQuvpWN0YgMphixA5L6RqW4RQ0BJtKN5E1LWBTQgesINNGX1XNerEgzqnuwoulcxHCCxQNAxBbja2xilgFTJBNQC1g2l6ukAI3AaXZCoS9ihdYcQ8Rt5teQIK5PtNeJRmWjkNl/bAEAAUBxMrUa0xP8iV4facQlZ4uwSJbixTvUbdVI4c02I1dUy+ragTBxGDt2lYQqWiXoLGGRummkCETL/wBhs2AM2JYbS7CpFiq0NIa6ZYLbI5MU+sRITHJRWUqIBo1arKujEyMDEsWlC8U/aJAplMa9Jph+0W1qPuNhVQkCU0jXolmRt8BEOauvRgTPMNqFeiIGKvSITaPqKF2hxb0xrCZLoAdqhDDAUzI1xXMCQiUFwCDMuTly7etnkvRIrHdfEqsqxoug0xEVvFCrJje3EY+4BSmQSAGwIEivIVBKqJgVodajtElo0GytQze+krYNulcUMkIU9B6SmGUMCikFtKA7bwnnQGy0gMuLYzCqKY4GMYgik1oFK2ZXQkg5ldTVbXL0h40DNQmEGVab0JqgmgVlB4ND+UFswBVbQNUrWsrAqVz1gVp4UW72qBUB5lCUu8yrzAjeZQ0lNpWq4ld5WKgJTiU5gRvmU6zapW1/ECipV/2BKq9KgUV5Q1LSVK/FaUMpzPQEAGspd30iLuUxllc5cyl3KytVAm7rcpVdZW7lBu2V6wA3BfpEsqU5YElesr1zKytVKxK2rAG8ysrVbSvLKXcp1lOsAut//dKhFVgX2l2XTDZDSsW+kGy/FEkKQCjK4gEs8RQh5mGIZLPMtFznDuYETGgDnxcExERWWynaDZjzohRU2GnxAWzJWqtWf3hptMtd9a7n0grlrsYPURPSATF3bCwbYw+0Sb6lsOQfuMTQWEC0TRisVqXoBV5YXEGEZCgGSs0ZaF8LB3uqiH8Amk2EOVXvDVfGCiwQUv1lTjXQ25ab19olNABxSqAA3jEMRoXs0ajOpvxBYdkSvVLRvqiudJkAQSYDidpfO9Htd4iNWElHcWB97lJ56IXds+zAJmabf9QbCjN5WhbGzkaWPqSmKGIKtEWZXkDDmLxdqexa5N741wyoupReSWBzrczbb+Yi7RyQskh187iwPvFsQfzHMbWXD5ktZxKmeqj0hcHFsi9JXa7jeJxEyomxQxQnWBaOHXVCwPvBX0hm91NOyy9RgJOtLAOqxBW5K+LPcYtDWphSgoJ0zeNIlwTeXTgvWr0doTEq5bAhnVdC4DP6q04QLGmUgkQUWJv/AHQGEHbiUkZGpYnZOytxbLUtQBML7YekS1L7VUe6g9JVqFuAM4319VhRS+bsbfQPtLUitG2PvuvWIPyzMwMDHPMuF+sAlFgNDebbIwAZPtGfAYJ+f/ZAqdwxtOuX4Rwyjbk4nTHsmdpMYti+rmvpct2OxjuFumzLRLSWvLUK0tsBhrvC7RWAmdzWGi0xHBMkQ80u7bM5jpCDTqtBesS87i7m460p6w7gGoy6B7v3iUCqdIDpp9iMgA5qonrVnYJlY071KmiVuupKRH3SNY7o51xUKAW5HJV92E0VdtA3Q6YPaASQXcAJ617BL5JstIVDTvrrcfrBMTUjujveKgyveAFUdtYBMAFpSBdVfFwvIdmWiOxb94dWug0VZff3laaPilUR1u9DMS1qpDahVReenrKrlTKpBCv7tZuVALQso9PxN5VVGaFVFapas+sBIGTEJa9L0h6T922aLeYPKJwrQUbb6saQsSVWD8asaTECROyKnZvRMrs2rF3YZtnAESAFKkNhbNd5SchLtD1FcxPDzUzCm77HpkvJfH5svGfDbN7MKt1pAO78E4jGpGpu05uC1mAA0tq2t79JerQrDiX7MK4OYBVzjkt1gaFm4BFTsTHrCuiuABeprxreYpFCqust4rswEhk4C56trrAvnUwXISgYAQORFOM3er6r9Jc0mBs4Wj1Zclwhe3hlvviBfQVi+ihU3vjEJmw+oAJgwlAu/EIulBOqWs9bgpArF7otD3YSjIIXuy1R0cS0LxK+hjTo94kuOJiRgL6oVcxtDAw3n7EqzHMjRqUj3i4HVAlYM6OcEAOw7AFAf+GODCti21tqekOXdWbOLW10uABj6qDrDmyBXrwilOlyzxN0auVqvVf/AMjcoOHWdF9mdF9mdF9mdF9mdF9mdF9mCATRyf8Amftbe/kuXLmk6H/mfkdfP7I/HgRmfXIKRuOOx+XEfejZHPi65lOZWdSUC38Q1f8ARovV2w1CrL7RDVlY9FBwFc9BLJZCVIAWrsQCtwtwzvY8QaQtCvUIMhYpg5Q5BniWX0pUzSGyRtELQ1h4D32jJssgFA1fA36Rd9wcRarWke9KKCbEDGp6fySo0X61C1vJVLoUGGmDdQzBdBXJB3s0GrBdHepiRu7BpaG5T6yyKZiA0C9FXeIhKuHFpEaFDQu8xL6A9ldhvcoVnWWRwOArF5NTqzTTYZZNB8XGvRe8C6Y6x11hnY9oPmWynWd4xGZdvBrp0iBayi1LJTmCOn1/kdfP7I/Hg6+6zrKxhesdP3EEOd6zNRpekRhZ5IagahNkiQPLXOSuuYohR+eAdpve6NZQrDorprNR0uEFZkwyIdLMXs8xettREtCbUMX01mgpkHKJfB9pk1i4AKXbV1sx5aiFFFd7Zg4cTABaoKzpe32TdSENuAUnW5quESqSmnbWXJTKKC2quVX1iGcoWAiuy5+kHGLBrlPuoCmhfTJdfYnDOFRx+D8wKDwRrbXuUY9dMBmWKgCg/laH7rjVPVt6RwAHcmN+Fp90HOrzVQYfGmGws4VAWDbRmqyaRXEjpYMx/wBogHIVwdDuhptcaP7Ex7Fxhv4WA61tF6sy4BXdd6gHlEcO1GlMe/ExhqdLIKBzUwSwmJYl5Jh7zSmgC1ItlU4qsx4dCsjiwNtdZRgFoLk3hbm5rym8EVe6s0qD9crwu44a+J4vAb/4QPQimXCmzkdblFdfrUmBoWmHVjKu1r7RCjEBjldlDAVxNEKQiqYN1p6k1nfdBzdclc67S2h0IlAurYb5+v8AI6+f2R+PACF2SWKMBfDE78lF0ZlAfaVoGTaIBD0sIqA7NXGJWaNyPAxCrYF9ylIIcdl0PRsl3vpHz2BTKrAbcY2h5Aj02FqqHccwrw5RsvRdekoaWnwnzk0GRNbYx2tLl6rLN6SsAuK669J0KVoFsuZWN66Ig9s+lZRwjXCkge3EepR3gIq00ozWYOM9a09za8vgMyeTQ6hlO9L1mj+UtugPJUemUzBPLNRa+cJGWdXpTdiWZyfJFfXVaK9NNWGBgYaYFfVldNILRWdLeAU93gRXuFqimQtBN9SFxwS3Smjmv+9GWzMHWCq5onTSUri1ByuwO9t3FKWapUDaqrDW+kXctvVxwzTPoR0BS2Ap6XOMu/HhmFNx90WNIjRc2WDnHyob00kgiHoX1ISZho8TE26vUixkWU24Nlo11lckbRSeOP1rCBaO3E8xKyBuaxIGu6Yu3U+v+G9581nzWfNZ81nzWLPYD4BlJojT7z4p+ppWdoMu2kwAA8HNBKQahmxzPaGa70kOpw1F/sBG5Pa7D3ayrmt0QvnMCpHofdrDghUFR5LixQZEj3uV5gEobGicQUAbEPeAQHQQHoQMhUosSW/M9o6WUtG3eiaXOAKerKHpK4PACAm5ejBaJweoC3LW/X+WYDmwAHokpgANA0CA2BQgDq7xCv7JPeKaayVZc1HRHUoocXrGk5bJtycStmzYRY4viKDSyUtzXMJiAoGAi6U0I0+5BAACgNCEPmhRHV9JpQcCj7keo5SQlcUypHVAlNKNpoRiiqhxcBc1llwDtvi9csaQKpRwHctH2mlZMSOy6QM2VEB7nedH+ofYhRozFQbTelvMNJySrOM19k9JpzHSe2H7fr2wHRPkU+RT5FOt+6fIp8igABoYPNWBX9O6Kjxdi7HWLibRBFqty9kwIRVnayh3isJGVloouIbmjzfi3OsA2oG6wDzsAYNTVeWxf2hmaud8qC0ZaiahZtJuBw4RNZZHmJVzwVqPOPBl00qALWBwBKI3D8jIGthEq4dyk2sGOZwD5GtsMbzOUzlGyr00zDzLjIrhDyZeIqJoWLUqbmeFldfSOQKUR13bZA9mVB+smiJ3aef3EdnaoQX90574YqLi6t3QHR2nzUlIz8kG6TdUwUTZaALWO9KycIMhNBssj3tRQR0GchYtJxMNLrNQmB7TbazfZNmDZf8A4BB1JYyDV12nrT9jmMv0vhS80NErragncXmg1sLiLqE27iDqYx0SZpM1gYadsRH9oGrrLqvV8EzBoBYb4wCrmULS4LtEMLq3CiaIUti5a+kVQVtLnCIUqN+v/IxwIwR2HrQerKtrs5SlENQow4gVzKwBChqZ00lIOpBMADSDQWLYFfYjc3ckFA7p7HMVAevBvNWXd4UQQjGGW+gKYvMOQRu9VuY/yEMCjZ2BQiC2nW5cv1bij6idwjDi4XVcP1K6MNNKiL1qCwpA4EX5jpTkLmW7Pgb5i4XohcynAKy2x9zC7MxPZ2obVNXmrcTLuVlKK/8AAtaZahlJw5WnMdU5FlWpeFneoFzaV2gamhb/AHCi3Qz3Wllli29EwlkpoACWXhpgfG3W+ixgvrLiCpe1dtbBpdjAd9Y32b9ssCIXgVKMA1TYio9Lr0jSmjdsx9LI6YGxuJZ4GcEvlNGyU+kqCvuqGgzWUB8PWQB97mtBkWmLctmNyCzGsVFz7QqncNvtxFrZRSgVs4s17x3vsAwoNsiq7TPdu/uzYWHoQDcR6tF3bmtNmZb2SDqFZSUe865CCMR1Hu8AE7aWra6BrAb3HMP3RqwjUVbvmUxTWNgIAaWhKENMeK54vJ6TQ/8AA0u5QplarPrKY/BEYKdaWGxGXYUH2Ihb8NxAn4iGtcTYTrbwVFML4qoh1nYFDrp4Uu5QpgUolLvwQt2wJ6RLEsMRvIA5o5tJXpKwB4ByJWCjDm94N6isXWFoZMsND/wlHBKOPoUG3hcs+hRrR5kuUcfVZJQyvEuqemW+GGulykk9DJIYDfOkQFjCaJZsRej0l3ZiF0CvsTBexcH2ATECVjpkYcFWYdCGViHjBmzoqzTzMa3aH2UHTHU5/t7miF8GWcaOSozWYDAGddT+XqVU6gRpMjTrE+SFR0ArwLWBekqhOUPUW2u7JywA0leOsawrge8RUQDKXD0Ng2I6wd5qH7L7QWNFgKqHRQrFN4kEaaW1lNHKzm5lpKVsqxxS9uZYhsupoB1VPvFswclOx3oZvtUG/wC1SDWsFwI8HvNIh51ZUTSqsYYC6zLu6XTsw0/lJoOVpQujy1iW6KBdeCxlcibMysChSCgPsXGtTHaUnwK5S6a0tC6MsFJhBaNJYoa2mL1lN8+FV1HtvAsBZS7BW11frKDNH2iL1DWKajzpjkcRTeEdHQitPtzGDCxdES74xfT+1xmWzNQD7VoG068RCcElxa0H7QhTWKLYyF/E9W+gwZcG/wCQlkTv7YtrlrD6w93UwHAGksIKgcjbfrmLOZZfemwf8hqmEcVUL1C69IbAaSKHkNPaUKAO0SyoYyr5RdGTRnQxBPgsgGhYfdBAlpAND+1bTL0GOxFOpKABNloWIL0tIgVvIWnqp3jn2K8KLNpU5GI6NTWjayP/AGUGDvhhCNEv+S+IOv5gV/dMRNBlio+x2hB0ohVOcS9WR8CpadroqC9IbPmkpueV7xUPXBVwlKiZFgr0hS3sXWJS3X+Sdo42YbF21Omh00Omh00OnguVSFiwu8YHWjmbf2jmVt5y9o4Gi+kvFHVCg0JVnFU3laV4CsdL7Y8b/QT+UrxdgXRvKzP/ACoVW5EU5PaEzf8AkOtw13fy8/un9qATQiMWr9LM2SvWDfT+Q93+R9DA/tCfI5x6zBX0sQhCEIQhK4sWJkr1/js93+R9DA/tPYfy/T4nyOr/AB2e7/I+hgf2nsP5fp8d58jq/wAh7v8AI+hgf2ntP5fp7k+R1f4opULaa3n+uz/aZgYhRdfoMD+09p/L9Pc7z5HV/i/I6+P4X0GB/aew/l+nuT5HV/i/I6+P4X0GB/ae0/l+nuT5HV/i/I6+P4X0GB/ae0/l+nuT5HV/i/I6+P4X0GB5FSTYuW433huaLpwO8dOCOv2mmUvuxkLUKjqGktxgds2gD1Zm29IjfcionsrxoBcy5SAF2xSJtV7uLH+kQw6HlPmf+zpfnvPmf+z5n/s+Z/7Pmf8As+Z/7Ol+e8+Z/wCz5n/s6f57zYx1hV/xfkdfH8L6DA8nsmc95kdalStBVKBfWWfOu7gS+Swp6iczt0ysul41X9QLQ6K3qDfeXCjCRXCm8KtAvYgF3sppE5oGelxEC7ad5TErhwFYXkwd9esDHzWu8k7ZGeeiXZAAyr8+ovkLdcrdzr/ZOv8AZOv9k6/2Tr/ZOv8AZF1Es/yaOCV0JRwSjglHBK6EroSuhKOCUcEo4JXQlfxfkdfH8L6DA8nso794YZu3tW/AP+EfsBmhqIvCXjZ3lzNobYmMDGFvRj2SjYViwLQzfJg37EuMOnUIG8oxZoYIMKgSq1lat6oUrlEuGk9MaBpWbxzUaWDdkAoy6HPU6w4PH3j+v/A18jr4/hfQYHk9hOe8RhuqAtxfKscrTI5kYA3TDEBx4IWGK+KgBE3UMitcouOkMdRuwAAWaVKCRPiV00XUwxvUGRdhNcALMpjXeIRIQASz3VLHRFTc5FKtMfaDHj7x/X/ge+R18fwvoMDyeyZz38NJr4bVM/k1JZLJazjx08feP6/8DXyOvj+F9BgeT2TOe/hrGh4C1mnTxrFWINL8J2iEs8gDeuhMgry+8f1OrDWwEC2wUvntKSRAAnUFp9Yo8KNdwlC+grA2i0rhg6MX1ZdBFq9AmamX+5ZRHYl9Cx42Pr0mHPRAqGgN1glhK1OsMomTeNPUCHuKUYdL0el/2vyOvj+F9BgeT2TOe/gbwmn/AJypRDEpxKCD4Gye08vvH9S6zc2FADBLs1w03iV12VCP1Eb1KWZTbS2raDXYVMhC6mWq/UsousZd4aZSOeWGq0G4b2pFMnrdQA+qL63vK5o8sYGjerGu8tMXbJMob6+yWzRMS7ALzXt1mZoSLE5H+1+R18fwvoMDyeyZz38CfL8eVnwHCafby+8f14osZRelYPzBDAlIgmke5tlzE60TYG0b0x3jNOSw6KNdVC4KGdxtQ26OKzqwAg2twQGgvSkiEGKDb1t01zlXQ5hQWAFgzGTOPuIlvqWgNHS78tnOkHQUF4cO2sRgGVcBAl3hTT7SzmIDvVKDux0ONKIv0ihqzUzKo27XAgiI6MTKKok24eH+m+R18fwvoMDyeyZz38DefL8eVnwHCafby+8f14JVEJ5Rw04hk+oZ+AME0n2rOloxNktQulDAoWjiVUxjScoVQMNEYgC8xXRsVJqroBdBKxUKgdJBVAKhoaBpNu3uDgQa6XC8LXXh69fK1DDBCxwC0V/9iDYiCIyUrQBCukMpAsALrZwXQ4tjfAlP6WYJko6QvB94IpM8AWvLQBwwGmbvhwjzrY1huAsIvsICRNYtyu70lx+j2Ad5l9nSZlbuNSF3oo9H+m+R18fwvoMDyeyZz38CfL8eVnwHCaPby+8f15XSoa+PPeZ5lqz5kOUzNI3lsVayCyigoL1YHyqsAqwnCtJpMfTpaRTJ94P490BfBUUYJtCBc2pQQGpto09Zu3QXAoMGDDQUrOjcQ0iyGCDbFP2cxG8CitSymXI7HNTo4v8ApfkdfH8L6DA8nsmc9/Any/HlZ8Bwmn28vvH9eLFUCppPmn6nzb9Sn4ntG0qK8DC/WRaYg1OV6V2haZ8zpA6VCwUOFr2llg7dX6nU6MobS5hHGLbrYuukTSDvqdl5ADrA30icC3SOEvPfeYu3WmirDmsWvbwaxtoIVhZda942ShuI3xOcFNekNWKkrdR46/dlGCgwf0vyOvj+F9BgeT2TOe/gbz5fjys+A4TR7eX3j+vH5vjz/AcwafRdIEqBX9X8jr4/hfQYHk9kznv4G8+X48rPgOE0+3l94/rx+b48/wABzBp57ViDVMWJx6EK/mfafLP1Pnn6nzz9T55+pnDMtfAhOLEEefPcs5lnhfWWMsNWXLJf8f5HXx/C+gwPJ7JnPfwN58vx5WfAcJo9vL7x/Xj83x5/gOYNPPonsn5fCpUqV4B7L+PoFNJBoFGMBQXWW9YgkFpNoolsQKbX1jrMEm8xYIM2ll4ta2jTAEqq11jQamEnFO13EpWUDQNruncuGyiSA1qV89EBAAoDQP4/yOvj+F9BgeT2TOe/gT5fjys+A4TR7eX3j+vH4vjz/Acwaed0nsH5fOHsv485soNUMtFxO56UlZdZCq5eYsA8wOVyamrPEB1h51UFBlPmuI3LIViYRipCs4whgVTmtY7MNRtNCa7lbdkcKtbx6Zp0/Z/H+R18fwvoMDyeyZz38fl+PKz4DhNPt5feP68fm+PP8BzBp53Se2flh5g+K485sSrxOQzlDKICGdNo6MVGlM4C8F2628zUnWVBUq4GlmsXGk9Ba6qz8wdqAaqb1bXhZgzKvdAU9W5jBL1KfOpWrTOato/1QGC6UC6ajb1hofxvkdfH8L6DA8nsmc9/A3ny/HlZ8Bwmj28vvH9ePzfHn+A5g087pPbPy+cPiuPo1KQYFwwAoOx/N+R18fwvoMDyeyZz38CfL8eVnwHCaPby+8f14/F8ef4DmDTzuk9s/L5w+K4+g1vLOZZzLOZZzLOZZzLHr/I+R18fwvoMDyeyZz38CfL8eVnwHCaPby+8f14/N8ef4DmDTzuk9s/L5w+K487xLowVUmTSf6uf6uf6uf6uf6uf7SIjggtQrrDzqGWWcnhTklm54WczJqSzk+h8jr4/hfQYHk9kznv4cz5fjys+A4TT7eX3j+vH5vjz/Acwaed0ntn5fOHs/wCPoPldTzGs9p/ENTz0dOG9BoAN1lrzq03YxcOarFGkMRcJaJ0bLZUc64laQiLo0FgQRES84i0ULciWTjrzXwDJ/wBRoJB5jLmrK9ZaqI3qq3yUq655+h8jr4/hfQYHk9kznv4cz5fjys+A4TR7eX3j+vH5vjz/AAHMHndJ7Z+Xzh7P+PKmAW0nxDHhfZl2FaAeTz+wfiGp5y4wEtRsadxgAAFQaEbQ0usPqYC4sbxvcv3xAeCxbjA13jx2udQxFJmlLqQF48clrRzT9nmBOlHcVq+jzosLx1QBeo9mzz/I6+P4X0GB5PZM57+BPl+PKz4DhNPt5feP68fm+PP8BzBp5bl9YpWseDo/L5w9n/Hl/M/Xgz4nU8/sX4h5GOGXoE/xD/sSUfYP+wgkC+tUF9wlJt8SRDKsUxGkMm5cmFvQI7O0YwZmlI5coXhXmGkqqNIVwFeCYapOFVF4Zr7Os1yzwZWGrqMDiEVkUmAyp0tfP8jr4/hfQYHk9kznv4E+X48rPgOE0e3l94/rx+b48/wHMHkdGoEwAa8MXIOjKuXu+cPZ/wAeX8z9eDPgdTz+xfiHl1OzyLgiqaIlL3pnf08AafT+R18fwvoMDyeyZz38fl+PKz4DhNPt5feP68fm+PP8BzBp5HSe/eHPafGcsPMHs/48v5n68fgdTz+xfiHl1OzxxLOZZzHSXOk+8ryTpPvA0I/Q+R18fwvoEDyeyZz38CfL8eVnwHCafby+8f14/N8ef4LmDTyOk9+8Oe0+M5fOHs/48v5n68fgdTz+1fiHl1OzyLr4est5lvMt5Z79/PnJUitlHYMrL/Wwbw+0+H/qfD/1MSxVZmt8edEiDBgwbEkBbxQcdIfKfxPhf6nwv9QiBasVbuanaOA8Uu1KQw9Jka+b0nx/9TkH58SvgFXbDzKTp06pXBlatoS4EGl89J8L/U+F/qFSq5n2rQwdZYQnoWq2DdgguJc/8Z8f/U+H/qYIVklvLXnDBgwYMGoIdkld3jrKPk+0+F/qfC/1KRtZcS7GoxrKzNUSqdDEYxSt/Mnx/wDUwZ+P0lWLGDznpPg/6nyf9T5P+p8n/U+T/qBO4R86iVdAa4+0+F/qfC/1KiNgtEO+JQ1LLp1+3MFc5A8mo1kxPj/6nw/9TGBOxl32nzf9T5/+p8//AFPn/wCp83/U+b/qOko2fbtKvl+0+F/qfC/1KTNZPNkMs4R45l2gwdY6VyBn/jPj/wCp8f8A1KN8PtLPh+0+B/qfA/1Pgf6nwP8AU+B/qVp5dOXtPhf6nwv9R+E/iGCY9aRomj08UuAJRx4VMymUymZjpmYDSiASUSiIdoAaEolEpU28yG8ArSUSiIdiU4lHEolEQrSV45n2jVQqUTSUSiUvSUG6zKJRGqlYl95cuXL6M9JRxKOJRxKHaU4lSiOJQmnnK2mOJRxKOIo2kyXWZRxKJRK8Lly5cuUcSuko4lHEANPOimJ83sSGiwtA9UxKXCl8gqNmYySLCXAG1h14ihrcMPnXacWXQ9GYrkiQ5YiHRIN+dQMwMqWGR1XExEtQB3sxCUowEagouIzLQorFjJHRN5XozVSGNGavaoHqCa9GpBeIaH0AyEoaANVYK1FMBywkOaTiPnBSEj2hMCatB3sxUkTRyy0pWpZpq1Ed1n0GwgLVaCKw/X7Gm5m1ihllJZ9I0/qPDxaMwQGxLE3hUOaJyG1h1iF6VAGyNhgBWUJK8BFGVj4/cKvxlcr3j8aLTl3XEfLVAg9VP0R2WF+E7i66+KDVdDkvS/BGqH3HRLH6dNdwJdFcOiO9RYhy1AZ1YDTmIv2DhBfpjPpwylBWBoVXe9/c8S2wMB0VH7p6XHzcK1BV9QQ9IjuMVa0zrEYEpNlg+ojR5+KWY0bKB4lvnrxHuKIL/JB7dI+CO4CBOpLuZXUG6O3eGNZE2Be3LTtF/v3RNLlFD6bVCyJ2KYdjmvXFMzI9vQT8/Q+Z5xbu5jQ6vMwsLhVtJY3gmlrrtEaWwDdN2QIpF3ek2s4rF1eJiYqARebrnvcteQ+31RySz7vSGfPdbaF7RG1h6uYrBqlgpLLdd5r/ANJacaY+7aLteMQV2KzVVfMQ6jwy3EytXvCNQP1EUMvLmOVeoXFrgyrOCsx0iyTY0B2z6yz3bZQLtGU9SFJezwjuJsjqeYWqcSvA37ygzid7QutHskNnvffrF3VxKG2oQ/QNCOHWNms9Ruwdrt7TmDju/O7mUpg2fdtzH/C5eQIAl0BV568ESUKkF7ZiV0mnAqpkXvX0CLdESp0JWbZeG1R47MrawLQLi4hYs97jbOxWIzeBuAtVrSO/GsYLNwMH7ojMKhKent9NSAV7kH7Ueww551NOR4TRIhgybfQAy/ZjDdvhrrIdW3rUxyQGgsC9Ie5MwNgvBMDEsJUSmQYDbEQ3dDEArz3tUD6zibotDbDQ7kzHPe9Gtl1cXVbSx+ex7KnRLlrExWvhP1ZqsuOt6XVChbBo5KQdxrkg9s4rPKHofeL3dNcgPufQ+Z5xT0CiQRQOINRo4QVZbGJrL0606tmZ73uBJgL9IoQxeqZu7a/uS+IRFAcssDPU3Z1f9HMPMwRTQtWqQ86Q6oQvqKAzQrPW4scG9juMZ6BBVltBqhz3lcEQG8qzn0RhzWNYDQneULu4HXhybUVsaZ0qU6UUcJi61NHqMI+DSlYPQ0GjS/N8XxJauFa9+5woOqbwcUlXbT6L98RNs9j227ZgFCIFlli0zn2E4IF2tHpceUK2BxXNw62Rs6OW+rSArrTTOFoQaFBdSZy95e6qy4vF1rOv9DwKeZZVrBohigw7mNXZlmCiTqOD6TVtSTmLC75A5HmavucN0o1B3YkFARnbMiPHeqnd45f1ViUm2gK0mtv/ABfTGGqBsThHWNpGxK9DR2mIVixNy2npUJiFFhyJAf8AW1ZFxhqd70I52Mhew1E24gLlCV1QK+illQJDcKja3eustwQOvXYD2cRHYmbAMWHGNoKKYbRhs3igFU9zqpVfatZSKylusLwPWGn0HAVBqAI194k0EoVY5oDeNoiIG5SagUGPCnLNrjgDIymFir7TiqhO8otHd5er9AYjbbd5DJBY7AlJxVXEyxQB2VZDbqw0jXxA3aKv0gnoWD3Wxmuly4DYDQuPHh3vMrrWfcVlQG/EqbOGcSghhqN046mGkt6DTlVbU7q7+ZzoRkt0NjjLKKucVCEsI5QSAsycusNJptWXQ2XvEhsrZdPtAHWMvJpbUepNge2DoVV1AY5UZpamqx1Ay2s0tyNbXCuGJRNymcl5goHB5hZiJT1XQ1HEcKc9mjw1gsbqoXoz3hVfEZeLaekEyBLeiWo5Jww+DqDmurQJfCHJQJTrGt+kWoeECXsFM6dPo2y+0z0n2l9PC5cuXLb2l5l+TVUtlz7T7S3pL7S5faXUG4qeRuXL8LlzMuXMy25bflze0tuX2mekz08MzMz0mZfltraX2l9pb0lst0ly2WzPSZ8DyXLl9pfaX2l9pcvtL7S+0G+PoGya0UBFVW6OdHz+1rWufRmKFDmJD9ArEPGw3JdXmR+wCZ/3p/v5/v5/vp/t5/t5/v5/v5b/ANU5m4SuC8LBKu/IaIC1WqmF+ird30Z/s5/u5/s5/s5/s5/s5/s5/o4RKHKqmL0FrK4TUejLOTxslic0Fy9jeJut1HP9vP8AYT/Zz/dz/bz/AG8/08/080M+DI9dICGR8gBald4hUGEGD3If/VT/AFU/1U/1U/1U/wBVP9VP9FLaDTm8r3TXQO5KcnkGoDlYliz6KUpSlKWAVJdKVBEsbHr51JSl8nTybhBFqGQaScY1ZZV2feGfAELqR0Qw/qXnpCaIQ66RzRf6ij1lnQ2PQx5dpcvXp4LTUQQpTZXMXY0GqpT9kj4OkZLdgin8Ffac978lNXpcceF5TibeFaK5mAgF7Lf38AUR0jpbG7Ai0s8vy5Vet+DiurU7ZJtjWJwKC3Rj8PkKMxhqFN1OV3Vx5L16a5l+F69II+DPigG9zJGGdEshp4KRnLbQ8qhuS816xazOJeIlnWEXHUPmZqeBrFSm2MrxcpTFIeBdZTboBL98Z+82MOL7EzZpo5DNQyJLjlh9oa6XDwjHg6+bRhCaJjTt+VDTyJS2AZ0y/UpySaQ4L0IhgdLYq0uDYSyzDjHWP+qm0aYsNXH3ihFEaCt+GMrHHjiPH43lQHpLQZIYpoNhywFFWhUKHKaJenhkW6kCM0Q641xKOgVgKJdjozaffh7Yd4aRzB9hnvn5je2sa0AcDResbifHAh98y8CtRtS294X2/JZYVfse8v8A+k5GhruYiI6pXpKAxitJV0fGGxrSdKp44Hjh1vweOfREUgRvAhdNRrl+MU9dLt6wagzcUX9QyDpmEJLau2DWqy5lXqKO2Bz1trwNHeHBnT+IaeDPiufIcvV/siyBhdmWLxCloc3EC3QmHIGvEV6HVX4aTv8AfzM9g8HChnQZdUfBrWzghkXK1zeM4I3FwUq9dZhXF6m9VX5l6qUi+ai0YA9O2sA8qJ9jw9g/HgJoiNT/AFQ0iAEAGoXll8EtpHAFKA0wOGF6kOUgKKFhcp0Nd44SilQC2dq5Yw4ENCAvvFyAx6tTDwcuBdLeg/eGl+GcrNPH43h4ABtNJbjX6vBLtTC1hrC9bPMpd6PYW0XeE0EY9ilfgW6rFZ0rPMVUdHbBdM3joRFxG4CKVXuTG2k+R4zTDTw9ynu35g5dyscVxYw1hGHusYfxKU5pwhpVRm41PxgZoBDuEULRRdjN/qVOUgrcuZNHrHb9XiJHi/BDAQIN07x2hCot0xgJpjjPIde7vDAGYt3Xp03hdmWb3ZmShBfEuuRkgVfq3cr2hLcbe0G9oaneew+Q93/MY0Id4H/yNb+L/wCQgJZl6whm9IitKdQ4OJnQCicoHgeMNGFPVinw+f18zCjaw0ddfFYaNsYKybxBClNibTE0VikecjmDIACaKvT/AOwephABk66zIBvUZ/F+8aY9yHwWmXr+xcG/vCaMxwSCBq5QK8amfYTORNRNyb3lwX2KesDYoDsBXYmMFdpgSncDqKeSYu1scFa0eC1BupC5KPyMPHCTcDtdnlea1UVllMiJeaqUFJdyMFtbW1QSu64BNB4KtcGZWbcCEGg2DW2IvmrdfRel1tg8HoJoemMFm80R0mZNUYyQio3tmcSlON+0cC4mmYi66UX9U/cxpthmBxEjdrdttdAz1zDvwMAUDQN1lHeI/UHDYBpRWngRI2MeoN/k+/kVVwaeF/8AhnPfwtnpSl13JazWt8jqyp2AFj9oYMByLgcaEK9UqIwBfzKUsXQSvRjTe12w/wCyqgQBaoEKE6hGZHhprmCrdn5DoSN1E6m+OkQlEoDrLcQg0bLlmtBFo5e79vAqmxTzOkr8I2TCcRa4N2H3J8U/U+SfqfJP1Pln6gYCRsr/AJzKuv8ADSfHP1Pkn6hcG6LB90jUCqj2755gF+CXBoS+ku4B3pwG5Pj36nyr9T5V+p8K/U+VfqFqhspoL9oF8r2nyL9T59+okXcI7GrKVVRyu6+sPFOG6ttrJw7wWCaN9QT45+p8Y/U+EfqfCP1Pin6iyKtFFrRK/ke0+cfqFzZgIj7sy3BKldanPBAk08EOsE7c6V5JzcSxn7vM89998sqArQq8HqZycW1rP2l0qNFVmr5L9KyE1WyQYnLR2PptOL7yf7af7af7SVf9sUWmyspP9tP95BMH3kr9SJ1bL4IIVDHglzGjmt5Thtj/AGk/3k/3k/2kCbLe6a+91T/aT/aQiUN0UEJrWm18/pmU8SukrpK6SukrpK6SukrpKb0gVtHxzG28QM6YldPIKceJUR2leQIxXiVKlSpUrOkCvLWWV0ldp9pUqV2lSu0rtKleTONpVsqVKlSpUqVEbcQHeGn1qldP/wCGb8LJcG/Ab/8AMm0YVdeA6rQd4Fi02g7mjam638GIvKwa2lYj8l/ETppbccKFdD94uL2ghhKzCmvufczFZf8ACuX4Y/8ABcLlCgD2Njs/J6RtCjHJg6LT0WCJMhG5GlFBKisXbEE465XIIhTVoFU7l6O5G1jYZ0vsYOr0hxAroEwjyJh7zEUlm3deo2ea+71G2jY5VoDliHg8uqm2zTXXeUVG0vqTnowdQCmtbQu1o4bqMSmU6AENtUERQqEy1ZjIqXqiwurgC0JyQWKaOxqXNCjRStMaHEUSNXWLrYBAFsesQsSLv7yBYVhbVz05id8PjhybZh2aNSpL1LutqjyRAZk1NO89I2TlwVSC5RFHeDZf9+tEv3hTlGZrxq71LleCTc02mF19ZrZSO7Mhrv26zKcERnTO7gPRJUHfF8oEbKN/ODESHRDCUOgVrWs3KXtRoelvVuC88KimUblzpr0ml900aHQND6QKFQb8h9hM3B9mj6RZttkuLXenvGDF8u0lKs643hWo+sqg3erdsFwao1frxlRrbpKv1rVdqZNwSctsNbV2BfRNIi48oVaewbUxhVum6mqV15iK29CgbuBXJW8XoDIHBgDoDHeJkgjFqQPFUPSFV/UUMJqNrr2mM4QiAFNlpfW45Fd8zSA0OcRQZKNZtXYGE7cQ2+VxMlQBqPchp/f5qPrMKkLV7rle3EvmmvWzgODgg7wowp3MysjkTV2HImGHP/nLoxcS1dfDSI1zmKNFlYLuua4iy9AAwZwZV+1RdgyXRNON71a63zCygkKTiLqlXMs+RV2jLQUibkeXFV2tSyQdKElMmqu0RsdnG5Kmp3AWiJdLtXSAZkrwXkCFeaFxmU0ezQC7xha3mUF2xGucuPUmHXnRUCyodD6QKvX1Iu6i3MYctW72tOadxsjiMz7Mjbhshg8GaCUqRBroxjA2daAtxldXqsSELtkVWulut3xGnTDUgovriV1UaMEYruuHzAUHVUFGpXqTRn+/1IlNJHacYXE+T/ufJ/3Pk/7nzf8AcwVh+e8Wq8Pz1nwf9z5P+5678dYYt2IwXGTE9/8A5QKYnRKePIOydk7PEpOIH/lLl/V//9k=" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![AGD0009-20191003-768x716.jpg](attachment:AGD0009-20191003-768x716.jpg)\n", "\n", "(von https://www.vienna.at/nationalratswahl-2019-endgueltiges-ergebnis-mit-wahlkarten/6377630)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nun betrachten wir die Erstellung von (einfachen) Balkendiagrammen in Python" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import sklearn.linear_model as lm\n", "from scipy.stats import pearsonr" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Noten\n", "grades = {\n", " 'SehrGut':6,\n", " 'Gut':3,\n", " 'Befriedigend':6,\n", " 'Genügend':3,\n", " 'NichtGenügend':3}\n", "\n", "df_grades = pd.DataFrame(grades.items(), columns=['Grade', 'Value'])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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cicGDB0vj7ezsUFBQAACYOHEiFi5cCIVCgSlTpuCLL7544jInTZqEjIwM6YxJ3bp1MXXqVMyYMQMAUFJSAldXV/j6+iI6OhqFhYWoXbs2Dhw4gPbt20vLGT9+PPLz87F582Zdb3aN86TjLicnByqVSqvv70fp9YyLk5MTmjZtqjGuSZMmSEtLq7B9cHAwsrOzpde1a9eqo0wiInoBxMfH48yZM2jWrBkKCwul8X5+fuXafv311/D19YW9vT0sLS2xZs0a6bspOzsb6enpaNu2rdTeyMhIYzmXL19Gfn4+evToAUtLS+m1YcMGpKSkVOFWvvj02jnX398fycnJGuMuXryIBg0aVNheqVRCqVRWR2lERCRT7u7uUCgU5b5f3NzcAPzfz9E/8OjlpC1btiAoKAhLly5F+/btYWVlhcWLF+PkyZNa16BWqwEAMTExqFevnsY0fo89H72ecZk6dSpOnDiB0NBQXL58GZs3b8aaNWswceJEfZZFREQyZmtrix49emDFihXIy8ur9PxHjx7Fq6++isDAQLRq1Qru7u4aZ0lUKhWcnJw0gkxJSQkSEhKk4aZNm0KpVCItLQ3u7u4aL2dn5+fbwJecXs+4tG7dGlFRUQgODsann34KV1dXLF++HCNGjNBnWUREJHMrV66Ev78//Pz8EBISghYtWsDAwACnTp3ChQsX4Ovr+9h5PTw8sGHDBuzduxeurq7YuHEjTp06pfFzHZMnT0Z4eDg8PDzQuHFjLFu2DFlZWdJ0KysrBAUFYerUqSgrK8Nrr72G7OxsHD16FNbW1ggICKjKzX+h6f3p0P369UO/fv30XQYREb1AGjZsiMTERISGhiI4OBjXr1+HUqlE06ZNERQUhMDAwMfOO2HCBCQmJmL48OFQKBR46623EBgYiN27d0ttpk+fjvT0dAQEBMDAwABjx47F4MGDkZ2dLbX57LPPYG9vj7CwMFy5cgU2Njbw8fHB7Nm8WeR56PWuoudVmV7JvKvo2fGuohcX7yp6PryriOjxXsi7ioiIiIgqg8GFiIiIZIPBhYiIiGSDwYWIiIhkg8GFiIiIZIPBhYiIiGSDwYWIiIhkg8GFiIiIZIPBhYiIiGSDwYWIiF5oISEh8Pb21ncZpCN6f1YRERHpT3U/DuVZHiFy69YtfPLJJ4iJicHNmzdRq1YttGzZEp988gn8/f2roEpNiYmJCA8Px5EjR3Dnzh04OjrCy8sLEyZMQL9+/aBQKLRaTkhICKKjo3HmzJmqLfgFx+BCREQ12pAhQ1BUVIT169fDzc0NN2/exMGDB3H79u0qW2dRURFMTEzw448/YtiwYejevTvWr18Pd3d3FBYW4tixY5g7dy46dOgAGxubKquDyuOlIiIiqrGysrIQFxeHhQsXokuXLmjQoAHatGmD4OBgDBgwQGozfvx42Nvbw9raGl27dsXZs2fLLWvjxo1wcXGBSqXCm2++idzcXGla586dMWnSJEyZMgV2dnbo1asX8vLyMG7cOPTt2xcxMTHo2bMn3Nzc0KRJE4wbNw5nz56FSqUCAERGRpYLMNHR0dLZmMjISMyfPx9nz56FQqGAQqFAZGRk1ey0FxyDCxER1ViWlpawtLREdHQ0CgsLK2wzdOhQZGZmYvfu3UhISICPjw+6deuGO3fuSG1SUlIQHR2NXbt2YdeuXTh8+DDCw8M1lrN+/XqYmJjg6NGjWL16Nfbt24fbt29j5syZj61P28tEw4cPx/Tp09GsWTOkp6cjPT0dw4cP12pe0sTgQkRENZaRkREiIyOxfv162NjYwN/fH7Nnz8a5c+cAAL/99hvi4+Oxfft2+Pn5wcPDA0uWLIGNjQ127NghLaesrAyRkZFo3rw5OnTogLfffhsHDx7UWJeHhwcWLVoET09PeHp64uLFiwAAT09Pqc2pU6ekMGVpaYldu3ZptR1mZmawtLSEkZERHB0d4ejoCDMzs+fdPS8l9nEhIqIabciQIejbty/i4uJw4sQJ7N69G4sWLcLatWuRl5cHtVoNW1tbjXnu3buHlJQUadjFxQVWVlbSsJOTEzIzMzXm8fX1fWotLVq0kDrXenh4oKSk5Dm2jJ4FgwsREdV4pqam6NGjB3r06IGPP/4Y48ePx7x58xAYGAgnJyfExsaWm+fhPifGxsYa0xQKBcrKyjTGWVhYaAx7eHgAAJKTk9GuXTsAgFKphLu7e7l1GRgYQAihMa64uFjr7SPt8VIRERHJTtOmTZGXlwcfHx9kZGTAyMgI7u7uGi87O7vnWkfPnj1Ru3ZtLFy48Klt7e3tkZubi7y8PGnco7c9m5iYoLS09LlqIgYXIiKqwW7fvo2uXbti06ZNOHfuHFJTU7F9+3YsWrQIAwcORPfu3dG+fXsMGjQI+/btw9WrV3Hs2DHMmTMHp0+ffq51W1paYu3atYiJiUHfvn2xd+9eXLlyBefOncOiRYsAAIaGhgCAtm3bwtzcHLNnz0ZKSgo2b95c7q4hFxcXpKam4syZM/jf//732M7G9GQMLkREVGNZWlqibdu2+OKLL9CxY0c0b94cH3/8Md555x2sWLECCoUCv/zyCzp27IgxY8agUaNGePPNN/H333+jTp06z73+wYMH49ixYzA3N8eoUaPg6emJrl274tdff8WWLVvQr18/AEDt2rWxadMm/PLLL/Dy8sL333+PkJAQjWUNGTIEvXv3RpcuXWBvb4/vv//+uet7GSnEoxflZCQnJwcqlQrZ2dmwtrZ+Ytvq/nXIF8mz/NIlyYP35yH6LkHWzswN0XcJWikoKEBqaipcXV1hamqq73LoJfGk464y39+P4hkXIiIikg0GFyIiIpINBhciIiKSDQYXIiIikg0GFyIiIpINBhciIiKSDQYXIiIikg0GFyIiIpINBhciIiKSDQYXIiIikg0jfRdARET602HCZ9W6vrhvPn6m+TIyMhAWFoaYmBhcv34dKpUK7u7uGDlyJAICAmBubv7UZcTGxqJLly64e/cubGxsnqkO0j8GFyIiqtGuXLkCf39/2NjYIDQ0FF5eXlAqlUhKSsKaNWtQr149DBgwQN9lUjVhcCEiohotMDAQRkZGOH36NCwsLKTxbm5uGDhwIIQQuHr1KlxdXZGYmAhvb28AQFZWFmrVqoVDhw7BxcUFXbp0AQDUqlULABAQEIDIyMjq3hx6TgwuRERUY92+fRv79u1DaGioRmh5mEKheOpynJ2d8cMPP2DIkCFITk6GtbU1zMzMdF0uVQN2ziUiohrr8uXLEELA09NTY7ydnR0sLS1haWmJWbNmPXU5hoaGqF27NgDAwcEBjo6OUKlUVVIzVS0GFyIikp34+HicOXMGzZo1Q2Fhob7LoWrES0VERFRjubu7Q6FQIDk5WWO8m5sbAEiXewwM7v8/XAghtSkuLq6mKqk68YwLERHVWLa2tujRowdWrFiBvLy8x7azt7cHAKSnp0vjzpw5o9HGxMQEAFBaWqr7QqnaMLgQEVGNtnLlSpSUlMDPzw9bt27F+fPnkZycjE2bNuHChQswNDSEmZkZ2rVrh/DwcJw/fx6HDx/G3LlzNZbToEEDKBQK7Nq1C7du3YJardbTFtHzYHAhIqIarWHDhkhMTET37t0RHByMli1bws/PD//5z38QFBSEzz67/yN669atQ0lJCXx9fTFlyhR8/vnnGsupV68e5s+fj48++gh16tTBpEmT9LE59JwU4uELgjKTk5MDlUqF7OxsWFtbP7Ftv26zq6mqF8+ug6H6LoGqiPfnIfouQdbOzA3RdwlaKSgoQGpqKlxdXWFqaqrvcugl8aTjrjLf34/iGRciIiKSDQYXIiIikg0GFyIiIpINBhciIiKSDQYXIiIikg29BpeQkBAoFAqNV+PGjfVZEhEREdVgev/J/2bNmuHAgQPSsJGR3ksiIiKiGkrvKcHIyAiOjo76LoOIiIhkQO99XC5duoS6devCzc0NI0aMQFpa2mPbFhYWIicnR+NFRERELw+9Bpe2bdsiMjISe/bswapVq5CamooOHTogNze3wvZhYWFQqVTSy9nZuZorJiIiOQoJCUGdOnWgUCgQHR392HYuLi5Yvnz5c6/L29tbGh49ejQGDRr0XMvUlZpUy7PS66WiPn36SP9u0aIF2rZtiwYNGmDbtm0YN25cufbBwcGYNm2aNJyTk8PwQkT0HKr7sQ+VfUzC6NGjsX79emm4du3aaN26NRYtWoQWLVpotYzz589j/vz5iIqKQrt27VCrVq3Htj116hQsLCwqVePTfPnll5Dx03VqHL1fKnqYjY0NGjVqhMuXL1c4XalUwtraWuNFREQvtt69eyM9PR3p6ek4ePAgjIyM0K9fP63nT0lJAQAMHDgQjo6OUCqV5doUFRUBAOzt7WFubq6bwv8/lUoFGxsbnS7zZVajgotarUZKSgqcnJz0XQoREdUQSqUSjo6OcHR0hLe3Nz766CNcu3YNt27dAgBcu3YNw4YNg42NDWrXro2BAwfi6tWrAO5ftunfvz8AwMDAAAqFAsD/XTJZsGAB6tatC09PTwDlLxVlZWVh/PjxsLe3h7W1Nbp27YqzZ89q1BceHo46derAysoK48aNQ0FBgcb0Ry/P5ObmYsSIEbCwsICTkxO++OILdO7cGVOmTJHaFBYWIigoCPXq1YOFhQXatm2L2NhYaXpkZCRsbGywd+9eNGnSBJaWllLAe6C0tBTTpk2DjY0NbG1tMXPmzBfizI9eg0tQUBAOHz6Mq1ev4tixYxg8eDAMDQ3x1ltv6bMsIiKqodRqNTZt2gR3d3fY2tqiuLgYvXr1gpWVFeLi4nD06FHpS7yoqAhBQUGIiIgAAOmszQMHDx5EcnIy9u/fj127dlW4vqFDhyIzMxO7d+9GQkICfHx80K1bN9y5cwcAsG3bNoSEhCA0NBSnT5+Gk5MTVq5c+cRtmDZtGo4ePYqffvoJ+/fvR1xcHH7//XeNNpMmTcLx48exZcsWnDt3DkOHDkXv3r1x6dIlqU1+fj6WLFmCjRs34siRI0hLS0NQUJA0fenSpYiMjMS6devw22+/4c6dO4iKiqrcDq+B9NrH5fr163jrrbdw+/Zt2Nvb47XXXsOJEydgb2+vz7KIiKgG2bVrFywtLQEAeXl5cHJywq5du2BgYIDNmzejrKwMa9eulc6mREREwMbGBrGxsejZs6d0mebRn96wsLDA2rVrYWJiUuF6f/vtN8THxyMzM1O6vLRkyRJER0djx44dePfdd7F8+XKMGzdO6pf5+eef48CBA+XOujyQm5uL9evXY/PmzejWrZtUb926daU2aWlpiIiIQFpamjQ+KCgIe/bsQUREBEJDQwEAxcXFWL16NRo2bAjgftj59NNPpeUsX74cwcHBeOONNwAAq1evxt69e7XZ5TWaXoPLli1b9Ll6IiKSgS5dumDVqlUAgLt372LlypXo06cP4uPjcfbsWVy+fBlWVlYa8xQUFEh9Wx7Hy8vrsaEFAM6ePQu1Wg1bW1uN8ffu3ZOWff78ebz33nsa09u3b49Dhw5VuMwrV66guLgYbdq0kcapVCrpUhUAJCUlobS0FI0aNdKYt7CwUKMWc3NzKbQAgJOTEzIzMwEA2dnZSE9PR9u2baXpRkZG8PPzk/3lIr3/AB0REdGTWFhYwN3dXRpeu3YtVCoVvv32W6jVavj6+uK7774rN9/Tzt4/7e4htVoNJycnjb4lD1RlZ1u1Wg1DQ0MkJCTA0NBQY9qDM08AYGxsrDFNoVDIPpRog8GFiIhkRaFQwMDAAPfu3YOPjw+2bt0KBwcHnd9p6uPjg4yMDBgZGcHFxaXCNk2aNMHJkycxatQoadyJEyceu0w3NzcYGxvj1KlTqF+/PoD7Z0cuXryIjh07AgBatWqF0tJSZGZmokOHDs9Uu0qlgpOTE06ePCktt6SkROqnI2c16q4iIiKiRxUWFiIjIwMZGRk4f/48PvjgA6jVavTv3x8jRoyAnZ0dBg4ciLi4OKSmpiI2NhYffvghrl+//lzr7d69O9q3b49BgwZh37590o0kc+bMwenTpwEAkydPxrp16xAREYGLFy9i3rx5+PPPPx+7TCsrKwQEBGDGjBk4dOgQ/vzzT4wbN07jjqdGjRphxIgRGDVqFHbu3InU1FTEx8cjLCwMMTExWtc/efJkhIeHIzo6GhcuXEBgYCCysrKea5/UBDzjQkT0EqvsD8Lpw549e6SfybCyskLjxo2xfft2dO7cGQBw5MgRzJo1C2+88QZyc3NRr149dOvW7bnPwCgUCvzyyy+YM2cOxowZg1u3bsHR0REdO3ZEnTp1AADDhw9HSkoKZs6ciYKCAgwZMgTvv//+EzvBLlu2DO+99x769esHa2trzJw5E9euXYOpqanUJiIiAp9//jmmT5+Of/75B3Z2dmjXrl2lfr9m+vTpSE9PR0BAAAwMDDB27FgMHjwY2dnZz75TagCFkPEFsZycHKhUKmRnZz/1AO3XbXY1VfXi2XUwVN8lUBWp7l9NfdHI4UsfuN9RNTU1Fa6urhpfjlQz5OXloV69eli6dGmFvxovV0867irz/f0onnEhIiKqRomJibhw4QLatGmD7Oxs6RbmgQMH6rkyeWBwISIiqmZLlixBcnIyTExM4Ovri7i4ONjZ2em7LFlgcCEiIqpGrVq1QkJCgr7LkC3eVURERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERPSQzp07Y8qUKcjKyoJCoajw6dD64uLiguXLl+u7DL3i77gQEb3Eem4Jrtb17Xsz7Jnmy8jIkB4yeP36dahUKri7u2PkyJEICAiAubm5zmrcuXMnjI2NYWlpifT0dNSuXVtny6bnx+BCREQ12pUrV+Dv7w8bGxuEhobCy8sLSqUSSUlJWLNmDerVq4cBAwbobH0PBxVHR0edLZd0g5eKiIioRgsMDISRkRFOnz6NYcOGoUmTJnBzc8PAgQMRExOD/v37AwCysrIwfvx42Nvbw9raGl27dsXZs2el5YSEhMDb2xsbN26Ei4sLVCoV3nzzTeTm5kptKroU4+3tjZCQEGn4woULeO2112BqaoqmTZviwIEDUCgUiI6Oltpcu3YNw4YNg42NDWrXro2BAwfi6tWr0vTRo0dj0KBBWLJkCZycnGBra4uJEyeiuLhYapOZmYn+/fvDzMwMrq6u+O6773SzQ2WOwYWIiGqs27dvY9++fZg4cSIsLCwqbKNQKAAAQ4cORWZmJnbv3o2EhAT4+PigW7duuHPnjtQ2JSUF0dHR2LVrF3bt2oXDhw8jPDxc63pKS0sxaNAgmJub4+TJk1izZg3mzJmj0aa4uBi9evWClZUV4uLicPToUVhaWqJ3794oKiqS2h06dAgpKSk4dOgQ1q9fj8jISERGRkrTR48ejWvXruHQoUPYsWMHVq5ciczMTK1rfVHxUhEREdVYly9fhhACnp6eGuPt7OxQUFAAAJg4cSL69++P+Ph4ZGZmQqlUArj/IMPo6Gjs2LED7777LgCgrKwMkZGRsLKyAgC8/fbbOHjwIBYsWKBVPfv370dKSgpiY2Oly0gLFixAjx49pDZbt25FWVkZ1q5dK4WqiIgI2NjYIDY2Fj179gQA1KpVCytWrIChoSEaN26Mvn374uDBg3jnnXdw8eJF7N69G/Hx8WjdujUA4L///S+aNGnyTPvxRcLgQkREshMfH4+ysjKMGDEChYWFOHv2LNRqNWxtbTXa3bt3DykpKdKwi4uLFFoAwMnJqVJnMZKTk+Hs7KzR96VNmzYabc6ePYvLly9rrAcACgoKNGpp1qwZDA0NNWpJSkoCAJw/fx5GRkbw9fWVpjdu3Bg2NjZa1/qiYnAhIqIay93dHQqFAsnJyRrj3dzcAABmZmYAALVaDScnpwpvXX74y97Y2FhjmkKhQFlZmTRsYGAAIYRGm4f7nWhDrVbD19e3wj4p9vb2WtdCFWNwISKiGsvW1hY9evTAihUr8MEHHzy2n4uPjw8yMjJgZGQEFxeXZ16fvb090tPTpeGcnBykpqZKw56enrh27Rpu3ryJOnXqAABOnTpVrpatW7fCwcEB1tbWz1RH48aNUVJSgoSEBOlSUXJyMrKysp5peS8Sds4lIqIabeXKlSgpKYGfnx+2bt2K8+fPIzk5GZs2bcKFCxdgaGiI7t27o3379hg0aBD27duHq1ev4tixY5gzZw5Onz6t9bq6du2KjRs3Ii4uDklJSQgICNC4nNOjRw80bNgQAQEBOHfuHI4ePYq5c+cC+L9OwiNGjICdnR0GDhyIuLg4pKamIjY2Fh9++CGuX7+uVR2enp7o3bs3JkyYgJMnTyIhIQHjx4+XzjC9zHjGhYjoJfasPwhXnRo2bIjExESEhoYiODgY169fh1KpRNOmTREUFITAwEAoFAr88ssvmDNnDsaMGYNbt27B0dERHTt2lM6MaCM4OBipqano168fVCoVPvvsM40zLoaGhoiOjsb48ePRunVruLm5YfHixejfvz9MTU0BAObm5jhy5AhmzZqFN954A7m5uahXrx66detWqTMwERERGD9+PDp16oQ6derg888/x8cff6z9jntBKcSjF/NkJCcnByqVCtnZ2U89GPp1m11NVb14dh0M1XcJVEW8Pw/RdwmydmZuiL5L0EpBQQFSU1Ph6uoqfbmS7hw9ehSvvfYaLl++jIYNG+q7nBrjScddZb6/H8UzLkRERJUQFRUFS0tLeHh44PLly5g8eTL8/f0ZWqoJgwsREVEl5ObmYtasWUhLS4OdnR26d++OpUuX6ruslwaDCxERUSWMGjUKo0aN0ncZLy3eVURERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERLIWGRmp8QTop3FxccHy5currB5dGj16NAYNGgTg/lOuIyMj9VrPwzp37owpU6ZU+3r5Oy5ERC+x5UeHV+v6pvhvrVT70aNHY/369QgLC8NHH30kjY+OjsbgwYMhhMDw4cPx+uuv66zGq1evwtXVFYmJifD29taYlpOTg8WLF2Pnzp24cuUKzM3N4ebmhqFDh+Kdd95BrVq1dFYHAHz55Zd48GSeixcvwsrKSqfLlyOecSEiohrN1NQUCxcuxN27dyucbmZmBgcHhyqv486dO2jXrh0iIiIQFBSEkydP4vfff8eCBQuQmJiIzZs363ydKpVKOpvk4ODAp0ODwYWIiGq47t27w9HREWFhFT/JuqJLRT///DNat24NU1NT2NnZYfDgwRrT8/PzMXbsWFhZWaF+/fpYs2aNNM3V1RUA0KpVKygUCnTu3BkAMHv2bKSlpSE+Ph5jxoxBixYt0KBBA/Ts2RPff/89AgMDpWUUFhYiKCgI9erVg4WFBdq2bYvY2NhyNe/duxdNmjSBpaUlevfujfT0dKlNRZdiBg0ahNGjR0vD6enp6Nu3L8zMzODq6orNmzeXuxSWlZWF8ePHw97eHtbW1ujatSvOnj0rTQ8JCYG3tzc2btwIFxcXqFQqvPnmm8jNzZXa5OXlYdSoUbC0tISTk5NeH3HA4EJERDWaoaEhQkND8Z///AfXr19/avuYmBgMHjwYr7/+OhITE3Hw4EG0adNGo83SpUvh5+eHxMREBAYG4v3330dycjIAID4+HgBw4MABpKenY+fOnSgrK8PWrVsxcuRI1K1bt8L1KhQK6d+TJk3C8ePHsWXLFpw7dw5Dhw5F7969cenSJalNfn4+lixZgo0bN+LIkSNIS0tDUFBQpfbNqFGjcOPGDcTGxuKHH37AmjVrkJmZqdFm6NChyMzMxO7du5GQkAAfHx9069YNd+7ckdqkpKQgOjoau3btwq5du3D48GGEh4dL02fMmIHDhw/jxx9/xL59+xAbG4vff/+9UrXqCoMLERHVeIMHD4a3tzfmzZv31LYLFizAm2++ifnz56NJkyZo2bIlgoODNdq8/vrrCAwMhLu7O2bNmgU7OzscOnQIAGBvbw8AsLW1haOjI2rXro1bt24hKysLnp6eGsvx9fWFpaUlLC0t8dZbbwEA0tLSEBERge3bt6NDhw5o2LAhgoKC8NprryEiIkKat7i4GKtXr4afnx98fHwwadIkHDx4UOt9cuHCBRw4cADffvst2rZtCx8fH6xduxb37t2T2vz222+Ij4/H9u3b4efnBw8PDyxZsgQ2NjbYsWOH1K6srAyRkZFo3rw5OnTogLfffluqRa1W47///S+WLFmCbt26wcvLC+vXr0dJSYnWteoSO+cSEZEsLFy4EF27dn3qWYkzZ87gnXfeeWKbFi1aSP9WKBRwdHQsd6ZCG1FRUSgqKsKsWbOkwJCUlITS0lI0atRIo21hYSFsbW2lYXNzczRs2FAadnJyqlQNycnJMDIygo+PjzTO3d1do4Pw2bNnoVarNdYLAPfu3UNKSoo07OLiotHx9+FaUlJSUFRUhLZt20rTa9euXS7EVRcGFyIikoWOHTuiV69eCA4O1ujn8ShtOrAaGxtrDCsUCpSVlT22vb29PWxsbKTLSQ/Ur18fAGBlZYWsrCwA989QGBoaIiEhAYaGhhrtLS0tn1jDgzuIAMDAwEBjGLh/lqYy1Go1nJycNPrXPPBwv6DK7g994qUiIiKSjfDwcPz88884fvz4Y9u0aNGiUpdcHmViYgIAKC0tlcYZGBhg2LBh2LRpE27cuPHE+Vu1aoXS0lJkZmbC3d1d4+Xo6Kh1Hfb29hqddUtLS/HHH39Iw56enigpKUFiYqI07vLlyxp3X/n4+CAjIwNGRkblarGzs9OqjoYNG8LY2BgnT56Uxt29excXL17Uelt0icGFiIhkw8vLCyNGjMBXX3312Dbz5s3D999/j3nz5uH8+fNISkrCwoULtV7Hg9uO9+zZg5s3byI7OxsAEBoainr16qFNmzZYt24dzp07h5SUFERFReH48ePS2ZVGjRphxIgRGDVqFHbu3InU1FTEx8cjLCwMMTExWtfRtWtXxMTEICYmBhcuXMD7778vndUBgMaNG6N79+549913ER8fj8TERLz77rswMzOTOgp3794d7du3x6BBg7Bv3z5cvXoVx44dw5w5c3D69Gmt6rC0tMS4ceMwY8YM/Prrr/jjjz8wevRoGBjoJ0LwUhER0Uussj8IVxN8+umn2Lr18XV37twZ27dvx2effYbw8HBYW1ujY8eOWi/fyMgIX331FT799FN88skn6NChA2JjY2Fra4v4+HgsXLgQixcvRmpqKgwMDODh4YHhw4dr3LocERGBzz//HNOnT8c///wDOzs7tGvXDv369dO6jrFjx+Ls2bMYNWoUjIyMMHXqVHTp0kWjzYYNGzBu3Dh07NhRumX8zz//hKmpKYD7l3x++eUXzJkzB2PGjMGtW7fg6OiIjh07ok6dOlrXsnjxYqjVavTv3x9WVlaYPn26FOiqm0I8egFNRnJycqBSqZCdnQ1ra+sntu3XbXY1VfXi2XUwVN8lUBXx/jxE3yXI2pm5IfouQSsFBQVITU2Fq6ur9IVGL6br16/D2dkZBw4cQLdu3fRay5OOu8p8fz+KZ1yIiIhk6tdff4VarYaXlxfS09Mxc+ZMuLi4VOoMk9zUmD4u4eHhUCgUenlgExERkRwVFxdj9uzZaNasGQYPHgx7e3vExsaWu0voRVIjzricOnUK33zzjcZ99URERPRkvXr1Qq9evfRdRrXS+xkXtVqNESNG4Ntvv9X5UzWJiIjoxaL34DJx4kT07dsX3bt3f2rbwsJC5OTkaLyIiEg7Mr4Xg2Soqo43vV4q2rJlC37//XecOnVKq/ZhYWGYP39+FVdFRPRiedDfIT8/X6tflSXShfz8fADlf5X3eektuFy7dg2TJ0/G/v37tb49Lzg4GNOmTZOGc3Jy4OzsXFUlEhG9EAwNDWFjYyM9e8bc3FzjScZEuiSEQH5+PjIzM2FjY1PusQfPS2/BJSEhAZmZmRoPhyotLcWRI0ewYsUKFBYWlttYpVIJpVJZ3aUSEcneg5+af5YHCRI9Cxsbm0o94kBbegsu3bp1Q1JSksa4MWPGoHHjxpg1a5bOExoR0ctMoVDAyckJDg4OlX5QH1FlGRsbV9n3uN6Ci5WVFZo3b64xzsLCAra2tuXGExGRbhgaGvI/hiRrer+riIiIiEhbNeIH6B6IjY3VdwlERERUg/GMCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJxjMFl5KSEhw4cADffPMNcnNzAQA3btyAWq3WaXFEREREDzOq7Ax///03evfujbS0NBQWFqJHjx6wsrLCwoULUVhYiNWrV1dFnURERESVP+MyefJk+Pn54e7duzAzM5PGDx48GAcPHtRpcUREREQPq/QZl7i4OBw7dgwmJiYa411cXPDPP//orDAiIiKiR1X6jEtZWRlKS0vLjb9+/TqsrKx0UhQRERFRRSodXHr27Inly5dLwwqFAmq1GvPmzcPrr7+uy9qIiIiINFT6UtHSpUvRq1cvNG3aFAUFBfj3v/+NS5cuwc7ODt9//31V1EhEREQE4BmCyyuvvIKzZ89iy5YtOHfuHNRqNcaNG4cRI0ZodNYlIiIi0rVKBxcAMDIywsiRI3VdCxEREdETVTq4bNiw4YnTR40a9czFEBERET1JpYPL5MmTNYaLi4uRn58PExMTmJubM7gQERFRlan0XUV3797VeKnVaiQnJ+O1115j51wiIiKqUjp5yKKHhwfCw8PLnY0hIiIi0iWdPR3ayMgIN27c0NXiiIiIiMqpdB+Xn376SWNYCIH09HSsWLEC/v7+OiuMiIiI6FGVDi6DBg3SGFYoFLC3t0fXrl2xdOlSXdVFREREVE6lg0tZWVlV1EFERET0VDrr40JERERU1bQ64zJt2jStF7hs2bJnLoaIiIjoSbQKLomJiVotTKFQPFcxRERERE+iVXA5dOhQVddBRERE9FR67eOyatUqtGjRAtbW1rC2tkb79u2xe/dufZZERERENdgzPR369OnT2LZtG9LS0lBUVKQxbefOnVov55VXXkF4eDg8PDwghMD69esxcOBAJCYmolmzZs9SGhEREb3AKn3GZcuWLXj11Vdx/vx5REVFobi4GH/++Sd+/fVXqFSqSi2rf//+eP311+Hh4YFGjRphwYIFsLS0xIkTJypbFhEREb0EKh1cQkND8cUXX+Dnn3+GiYkJvvzyS1y4cAHDhg1D/fr1n7mQ0tJSbNmyBXl5eWjfvv0zL4eIiIheXJUOLikpKejbty8AwMTEBHl5eVAoFJg6dSrWrFlT6QKSkpJgaWkJpVKJ9957D1FRUWjatGmFbQsLC5GTk6PxIiIiopdHpfu41KpVC7m5uQCAevXq4Y8//oCXlxeysrKQn59f6QI8PT1x5swZZGdnY8eOHQgICMDhw4crDC9hYWGYP39+pddBNUuHCZ/puwRZi/vmY32XQFWk55ZgfZcgW/veDNPp8pYfHa7T5b1MpvhvrdLla33G5Y8//gAAdOzYEfv37wcADB06FJMnT8Y777yDt956C926dat0ASYmJnB3d4evry/CwsLQsmVLfPnllxW2DQ4ORnZ2tvS6du1apddHRERE8qX1GZcWLVqgdevWGDRoEIYOHQoAmDNnDoyNjXHs2DEMGTIEc+fOfe6CysrKUFhYWOE0pVIJpVL53OsgIiIiedI6uBw+fBgREREICwvDggULMGTIEIwfPx4fffTRM688ODgYffr0Qf369ZGbm4vNmzcjNjYWe/fufeZlEhER0YtL60tFHTp0wLp165Ceno7//Oc/uHr1Kjp16oRGjRph4cKFyMjIqPTKMzMzMWrUKHh6eqJbt244deoU9u7dix49elR6WURERPTiq/RdRRYWFhgzZgwOHz6MixcvYujQofj6669Rv359DBgwoFLL+u9//4urV6+isLAQmZmZOHDgAEMLERERPdZz/eS/u7s7Zs+ejblz58LKygoxMTG6qouIiIionGf6yX8AOHLkCNatW4cffvgBBgYGGDZsGMaNG6fL2oiIiIg0VCq43LhxA5GRkYiMjMTly5fx6quv4quvvsKwYcNgYWFRVTUSERERAahEcOnTpw8OHDgAOzs7jBo1CmPHjoWnp2dV1kZERESkQevgYmxsjB07dqBfv34wNDSsypqIiIiIKqR1cPnpp5+qsg4iIiKip3quu4qIiIiIqhODCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJBoMLERERyQaDCxEREckGgwsRERHJhl6DS1hYGFq3bg0rKys4ODhg0KBBSE5O1mdJREREVIPpNbgcPnwYEydOxIkTJ7B//34UFxejZ8+eyMvL02dZREREVEMZ6XPle/bs0RiOjIyEg4MDEhIS0LFjRz1VRURERDWVXoPLo7KzswEAtWvXrnB6YWEhCgsLpeGcnJxqqYuIiIhqhhrTObesrAxTpkyBv78/mjdvXmGbsLAwqFQq6eXs7FzNVRIREZE+1ZjgMnHiRPzxxx/YsmXLY9sEBwcjOztbel27dq0aKyQiIiJ9qxGXiiZNmoRdu3bhyJEjeOWVVx7bTqlUQqlUVmNlREREVJPoNbgIIfDBBx8gKioKsbGxcHV11Wc5REREVMPpNbhMnDgRmzdvxo8//ggrKytkZGQAAFQqFczMzPRZGhEREdVAeu3jsmrVKmRnZ6Nz585wcnKSXlu3btVnWURERFRD6f1SEREREZG2asxdRURERERPw+BCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLKh1+By5MgR9O/fH3Xr1oVCoUB0dLQ+yyEiIqIaTq/BJS8vDy1btsTXX3+tzzKIiIhIJoz0ufI+ffqgT58++iyBiIiIZESvwaWyCgsLUVhYKA3n5OTosRoiIiKqbrLqnBsWFgaVSiW9nJ2d9V0SERERVSNZBZfg4GBkZ2dLr2vXrum7JCIiIqpGsrpUpFQqoVQq9V0GERER6YmszrgQERHRy02vZ1zUajUuX74sDaempuLMmTOoXbs26tevr8fKiIiIqCbSa3A5ffo0unTpIg1PmzYNABAQEIDIyEg9VUVEREQ1lV6DS+fOnSGE0GcJREREJCPs40JERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREssHgQkRERLLB4EJERESyweBCREREslEjgsvXX38NFxcXmJqaom3btoiPj9d3SURERFQD6T24bN26FdOmTcO8efPw+++/o2XLlujVqxcyMzP1XRoRERHVMHoPLsuWLcM777yDMWPGoGnTpli9ejXMzc2xbt06fZdGRERENYxeg0tRURESEhLQvXt3aZyBgQG6d++O48eP67EyIiIiqomM9Lny//3vfygtLUWdOnU0xtepUwcXLlwo176wsBCFhYXScHZ2NgAgJyfnqesqLil8ahuqmDb7tzJKigp0uryXjS7fj9ICfi6eh84/G/l8P56Vrt+LgrxinS7vZaLNe/GgjRCi8isQevTPP/8IAOLYsWMa42fMmCHatGlTrv28efMEAL744osvvvji6wV4Xbt2rdLZQa9nXOzs7GBoaIibN29qjL958yYcHR3LtQ8ODsa0adOk4bKyMty5cwe2trZQKBRVXm9VycnJgbOzM65duwZra2t9l/NS43tRc/C9qDn4XtQsL8L7IYRAbm4u6tatW+l59RpcTExM4Ovri4MHD2LQoEEA7oeRgwcPYtKkSeXaK5VKKJVKjXE2NjbVUGn1sLa2lu1B+KLhe1Fz8L2oOfhe1Cxyfz9UKtUzzafX4AIA06ZNQ0BAAPz8/NCmTRssX74ceXl5GDNmjL5LIyIiohpG78Fl+PDhuHXrFj755BNkZGTA29sbe/bsKddhl4iIiEjvwQUAJk2aVOGloZeFUqnEvHnzyl0Go+rH96Lm4HtRc/C9qFle9vdDIcSz3ItEREREVP30/su5RERERNpicCEiIiLZYHAhIiIi2WBwqUIhISHw9vbWdxlEVSIkJAR16tSBQqFAdHT0Y9u5uLhg+fLlz72uhz9Lo0ePln77Sd9qUi260LlzZ0yZMgVZWVlQKBSIjY3Vd0kSXRxLjxMZGVmp3wWrylp07eFj1MbGBpGRkXqt52EPjrfKYHB5glu3buH9999H/fr1oVQq4ejoiF69euHo0aPVsv7ExEQMHz4cTk5OUCqVaNCgAfr164eff/65Us93YIC6LyMjA5MnT4a7uztMTU1Rp04d+Pv7Y9WqVcjPz9dqGbGxsVAoFMjKyqraYqvQ6NGjoVAopJetrS169+6Nc+fOab2M8+fPY/78+fjmm2+Qnp6OPn36PLbtqVOn8O677+qidMmXX35Zo/74VjVdHLva2rlzJz777DOoVCqkp6fj1Vdf1eny9eHBMR8eHq4xPjo6WvrV9eHDh+PixYs6W+fVq1ehUChw5syZctNycnLw8ccfo1mzZjAzM4OtrS1at26NRYsW4e7duzqr4YGHPy8XL17E8OHDdb6O6lQjboeuqYYMGYKioiKsX78ebm5uuHnzJg4ePIjbt29X2TqLiopgYmKCH3/8EcOGDUP37t2xfv16uLu7o7CwEMeOHcPcuXPRoUOHF+pXg6valStX4O/vDxsbG4SGhsLLywtKpRJJSUlYs2YN6tWrhwEDBui7zGrTu3dvREREALj/pTh37lz069cPaWlpWs2fkpICABg4cOBjH7fx4Fi2t7fXTdEPedZf3JSj6j52a9euLf27okevyJWpqSkWLlyICRMmoFatWuWmm5mZwczMrMrruHPnDl577TXk5OTgs88+g6+vL1QqFZKTkxEREYHNmzdj4sSJOl3nw58XBwcHnS5bL57p6Ygvgbt37woAIjY29oltxo0bJ+zs7ISVlZXo0qWLOHPmjDR93rx5omXLlmLDhg2iQYMGwtraWgwfPlzk5ORIbTp16iQmTpwoJk+eLGxtbUXnzp2FWq0Wtra2YvDgwY9dd1lZmRBCiIiICKFSqTSmRUVFiQdvbURERLmHWkVERDzDHpG3Xr16iVdeeUWo1eoKp5eVlYnU1FQBQCQmJkrjHxwHhw4dkqY//AoICKieDdChgIAAMXDgQI1xcXFxAoDIzMwUQgiRlpYmhg4dKlQqlahVq5YYMGCASE1NFUJU/LDTh5f7+eefCycnJ+Hi4iKEEKJBgwbiiy++kNb1tM+NEEKEhYUJBwcHYWlpKcaOHStmzZolWrZs+dhtyMnJEf/+97+Fubm5cHR0FMuWLROdOnUSkydPltoUFBSI6dOni7p16wpzc3PRpk0bcejQIWn6g8/Snj17ROPGjYWFhYXo1auXuHHjhtSmpKRETJ06VahUKlG7dm0xY8YMMWrUqHL7U5e0OXaF0M3fo0ffKyGEaNmypZg3b540fP78eeHv7y+USqVo0qSJ2L9/vwAgoqKipDZPOn6E+L/3b/HixcLR0VHUrl1bBAYGiqKiIqnNzZs3Rb9+/YSpqalwcXERmzZtqrA+bQQEBIh+/fqJxo0bixkzZkjjH/1b+ejf0p9++kn4+fkJpVIpbG1txaBBgzT21YIFC8SYMWOEpaWlcHZ2Ft988400/dHPSKdOnYQQQkyYMEFYWFiIf/75p8JaH7yfQujmmH30cyCEEAMHDtT423Xjxg3x+uuvS/v6u+++q/TnVpvjS61Wi7fffltYWFgIR0dHsWTJkgrrexpeKnoMS0tLWFpaIjo6GoWFFT9qfujQocjMzMTu3buRkJAAHx8fdOvWDXfu3JHapKSkIDo6Grt27cKuXbtw+PDhcqcr169fDxMTExw9ehSrV6/Gvn37cPv2bcycOfOx9Wn7UMnhw4dj+vTpaNasGdLT05Geni7704SVdfv2bezbtw8TJ06EhYVFhW202Z/Ozs744YcfAADJyclIT0/Hl19+qdNa9UGtVmPTpk1wd3eHra0tiouL0atXL1hZWSEuLg5Hjx6FpaUlevfujaKiIgQFBUlnax4cUw8cPHgQycnJ2L9/P3bt2lXh+p72udm2bRtCQkIQGhqK06dPw8nJCStXrnziNkybNg1Hjx7FTz/9hP379yMuLg6///67RptJkybh+PHj2LJlC86dO4ehQ4eid+/euHTpktQmPz8fS5YswcaNG3HkyBGkpaUhKChImr506VJERkZi3bp1+O2333Dnzh1ERUVVbodXQmWOXV39PXqS0tJSDBo0CObm5jh58iTWrFmDOXPmaLR52vHzwKFDh5CSkoJDhw5h/fr1iIyM1Lj8N3r0aFy7dg2HDh3Cjh07sHLlSmRmZmpd66MMDQ0RGhqK//znP7h+/fpT28fExGDw4MF4/fXXkZiYiIMHD6JNmzYabZYuXQo/Pz8kJiYiMDAQ77//PpKTkwEA8fHxAIADBw4gPT0dO3fuRFlZGbZu3YqRI0c+9uGCD/8t0sUxq41Ro0bhxo0biI2NxQ8//IA1a9aU29e6OL5mzJiBw4cP48cff8S+ffsQGxtb7nOqlUrFnJfMjh07RK1atYSpqal49dVXRXBwsDh79qwQ4v7/UK2trUVBQYHGPA0bNpRS97x584S5ublG4pwxY4Zo27atNNypUyfRqlUrjWWEh4cLAOLOnTvSuPj4eGFhYSG9fv75ZyHE08+4PKjj4f+tvmxOnDghAIidO3dqjLe1tZX258yZM596xkUIIQ4dOiQAiLt371bfBuhYQECAMDQ0lLYdgHBychIJCQlCCCE2btwoPD09Nf7nV1hYKMzMzMTevXuFEOWPsQfLrVOnjigsLNQY//D/3LT53LRv314EBgZqTG/btu1jz7jk5OQIY2NjsX37dml6VlaWMDc3l/4n9/fffwtDQ8Ny/8vt1q2bCA4OFkL839nJy5cvS9O//vprUadOHWnYyclJLFq0SBouLi4Wr7zySpWdcdH22NXV36OnnXHZvXu3MDIyEunp6dL0R8+4aHP8BAQEiAYNGoiSkhKpzdChQ8Xw4cOFEEIkJycLACI+Pl6afv78eQHgmc+4PHiP2rVrJ8aOHSuEePIZl/bt24sRI0Y8dpkNGjQQI0eOlIbLysqEg4ODWLVqlRBCVPj3JCMjQwAQy5Yt01iWj4+P9H6++eabQgjdHbNPO+PyYL+eOnVKmn7p0iWNfa2L4ys3N1eYmJiIbdu2SdNv374tzMzMKn3GhX1cnmDIkCHo27cv4uLicOLECezevRuLFi3C2rVrkZeXB7VaDVtbW4157t27J13/B+73PLeyspKGnZycyiVZX1/fp9bSokULqZOXh4cHSkpKnmPLCLj/P6KysjKMGDHisWfVXlRdunTBqlWrAAB3797FypUr0adPH8THx+Ps2bO4fPmyxnELAAUFBRrHdkW8vLxgYmLy2Olnz5596ufm/PnzeO+99zSmt2/fHocOHapwmVeuXEFxcbHG/4ZVKhU8PT2l4aSkJJSWlqJRo0Ya8xYWFmrUYm5ujoYNG0rDD39es7OzkZ6ejrZt20rTjYyM4OfnV6nO8rrw6LGrzX4FtPt79CTJyclwdnbW6Pvy6FkIbY+fZs2awdDQUKOWpKQkAPePASMjI42/jY0bN9ZJv76FCxeia9euTz0rcebMGbzzzjtPbNOiRQvp3wqFAo6Ojs90VigqKgpFRUWYNWsW7t27B0A3x6w2kpOTYWRkBB8fH2mcu7u7Rj8gXRxfKSkpKCoq0vj81K5dW+Nzqi0Gl6cwNTVFjx490KNHD3z88ccYP3485s2bh8DAQDg5OVV4q+DDHy5jY2ONaQqFAmVlZRrjHj0F7OHhAeD+AdWuXTsA959N4e7uXm5dBgYG5f5oFhcXa719LwN3d3coFArpFO4Dbm5uACB1yDMwuH/l9OH9+aLuSwsLC43jae3atVCpVPj222+hVqvh6+uL7777rtx8T+to+7jLGQ+o1WqtPje6plarYWhoiISEBI0vS+D+ZeEHKvq8VncoeZi2x662+/Vpf4908fdE2+NHm7+NVaFjx47o1asXgoODMXr06Me206ajbmW3wd7eHjY2NuXez/r16wMArKyspDsWdXXM6uo91dX3nS6wj0slNW3aFHl5efDx8UFGRgaMjIzg7u6u8bKzs3uudfTs2RO1a9fGwoULn9rW3t4eubm5yMvLk8Y9evudiYkJSktLn6smObO1tUWPHj2wYsUKjf30qAd/VB/us1HRvgTwwu1PhUIBAwMD3Lt3Dz4+Prh06RIcHBzKHdvPezePNp+bJk2a4OTJkxrznThx4rHLdHNzg7GxMU6dOiWNy87O1ri1tVWrVigtLUVmZma59Wp754xKpYKTk5NGbSUlJUhISNBq/meh7bGrq79H9vb2Gsd/Tk4OUlNTpWFPT09cu3YNN2/elMY9vN8f1PK8x0/jxo3L7dvk5GSd/QxBeHg4fv75Zxw/fvyxbVq0aIGDBw8+8zoq+lthYGCAYcOGYdOmTbhx48YT59fFMQuUf09LS0vxxx9/SMOenp4oKSlBYmKiNO7y5csat2Xr4vhq2LAhjI2NNT4/d+/efaZb0BlcHuP27dvo2rUrNm3ahHPnziE1NRXbt2/HokWLMHDgQHTv3h3t27fHoEGDsG/fPly9ehXHjh3DnDlzcPr06edat6WlJdauXYuYmBj07dsXe/fuxZUrV3Du3DksWrQIAKQE3rZtW5ibm2P27NlISUnB5s2by/2+hYuLC1JTU3HmzBn873//e+kuiwDAypUrUVJSAj8/P2zduhXnz59HcnIyNm3ahAsXLsDQ0BBmZmZo164dwsPDcf78eRw+fBhz587VWE6DBg2gUCiwa9cu3Lp1C2q1Wk9b9HwKCwuRkZGBjIwMnD9/Hh988AHUajX69++PESNGwM7ODgMHDkRcXBxSU1MRGxuLDz/8UKtOjU+izedm8uTJWLduHSIiInDx4kXMmzcPf/7552OXaWVlhYCAAMyYMQOHDh3Cn3/+iXHjxsHAwEDq6NioUSOMGDECo0aNws6dO5Gamor4+HiEhYUhJiZG6/onT56M8PBwREdH48KFCwgMDKzy3/TR5tjV1d+jrl27YuPGjYiLi0NSUhICAgI0/rffo0cPNGzYEAEBATh37hyOHj0qfUYe7GtdHD+enp7o3bs3JkyYgJMnTyIhIQHjx4/X2e3KXl5eGDFiBL766qvHtpk3bx6+//57zJs3D+fPn0dSUpJW/5l8wMHBAWZmZtizZw9u3ryJ7OxsAEBoaCjq1auHNm3aYN26dTh37hxSUlIQFRWF48ePS/tbV8ds165dERMTg5iYGFy4cAHvv/++xjHbuHFjdO/eHe+++y7i4+ORmJiId999F2ZmZtJ7qovjy9LSEuPGjcOMGTPw66+/4o8//sDo0aOlM92VUqkeMS+RgoIC8dFHHwkfHx+hUqmEubm58PT0FHPnzhX5+flCiPudAj/44ANRt25dYWxsLJydncWIESNEWlqaEKLiTrFffPGFaNCggTT8pFvBTp06Jf71r38JBwcHYWRkJGxtbUWvXr3Eli1bNDq+RUVFCXd3d2FmZib69esn1qxZo9FxsqCgQAwZMkTY2Ni8tLdDC3H/lr9JkyYJV1dXYWxsLCwtLUWbNm3E4sWLRV5enhBCiL/++ku0b99emJmZCW9vb7Fv3z6NzrlCCPHpp58KR0dHoVAoZHs7NB66TdPKykq0bt1a7NixQ2qTnp4uRo0aJezs7IRSqRRubm7inXfeEdnZ2UKIx3fOraiT6qMdPp/2uRFCiAULFgg7OzthaWkpAgICxMyZMyt9O3SbNm3ERx99JLUpKioSn3zyiXBxcRHGxsbCyclJDB48WJw7d04IoV1H9+LiYjF58mRhbW0tbGxsxLRp06r8dmghtDt2dfH3KDs7WwwfPlxYW1sLZ2dnERkZ+djboU1MTETjxo3Fzz//LACIPXv2SG2edvxUdKxMnjxZumX4wTL69u0rlEqlqF+/vnSb7fN2zn0gNTVVmJiYPPF26B9++EF4e3sLExMTYWdnJ9544w1pmja3jn/77bfC2dlZGBgYaGxbVlaWCA4OFo0bNxZKpVKYmZmJFi1aiI8//ljcvn1baqeLY7aoqEi8//77onbt2sLBwUGEhYVVeDt0nz59hFKpFA0aNBCbN28WDg4OYvXq1VIbXRxfubm5YuTIkcLc3FzUqVNHLFq06Jluh1YIoccLuEREVSAvLw/16tXD0qVLMW7cOH2X80I7evQoXnvtNVy+fFmjkyjJ1/Xr1+Hs7IwDBw6gW7du+i6nHHbOJSLZS0xMxIULF9CmTRtkZ2fj008/BXD/l31Jt6KiomBpaQkPDw9cvnwZkydPhr+/P0OLjP36669Qq9Xw8vJCeno6Zs6cCRcXF3Ts2FHfpVWIwYWIXghLlixBcnIyTExM4Ovri7i4uOfuKE/l5ebmYtasWUhLS4OdnR26d++OpUuX6rsseg7FxcWYPXs2rly5AisrK7z66qv47rvvyt0lVFPwUhERERHJBu8qIiIiItlgcCEiIiLZYHAhIiIi2WBwISIiItlgcCEi2Rs9ejQGDRqk7zKIqBowuBCRzmVkZGDy5Mlwd3eHqakp6tSpA39/f6xatQr5+fn6Lo+IZIy/40JEOnXlyhX4+/vDxsYGoaGh8PLyglKpRFJSEtasWYN69ephwIAB5eYrLi6usb8bQUQ1B8+4EJFOBQYGwsjICKdPn8awYcPQpEkTuLm5YeDAgYiJiUH//v0B3H8o36pVqzBgwABYWFhgwYIFKC0txbhx4+Dq6gozMzN4enriyy+/1Fh+aWkppk2bBhsbG9ja2mLmzJl49OeoysrKEBYWJi2nZcuW2LFjR7XtAyKqOgwuRKQzt2/fxr59+zBx4kRYWFhU2ObBE2cBICQkBIMHD0ZSUhLGjh2LsrIyvPLKK9i+fTv++usvfPLJJ5g9eza2bdsmzbN06VJERkZi3bp1+O2333Dnzh1ERUVprCMsLAwbNmzA6tWr8eeff2Lq1KkYOXIkDh8+XDUbTkTVhr+cS0Q6c/LkSbRr1w47d+7E4MGDpfF2dnYoKCgAAEycOBELFy6EQqHAlClT8MUXXzxxmZMmTUJGRoZ0xqRu3bqYOnUqZsyYAQAoKSmBq6srfH19ER0djcLCQtSuXRsHDhxA+/btpeWMHz8e+fn52Lx5s643m4iqEfu4EFGVi4+PR1lZGUaMGIHCwkJpvJ+fX7m2X3/9NdatW4e0tDTcu3cPRUVF8Pb2BgBkZ2cjPT0dbdu2ldobGRnBz89Pulx0+fJl5Ofno0ePHhrLLSoqQqtWrapg64ioOjG4EJHOuLu7Q6FQIDk5WWO8m5sbAMDMzExj/KOXk7Zs2YKgoCAsXboU7du3h5WVFRYvXoyTJ09qXYNarQYAxMTEoF69ehrTlEql1sshopqJfVyISGdsbW3Ro0cPrFixAnl5eZWe/+jRo3j11VcRGBiIVq1awd3dHSkpKdJ0lUoFJycnjSBTUlKChIQEabhp06ZQKpVIS0uDu7u7xsvZ2fn5NpCI9I5nXIhIp1auXAl/f3/4+fkhJCQELVq0gIGBAU6dOoULFy7A19f3sfN6eHhgw4YN2Lt3L1xdXbFx40acOnUKrq6uUpvJkycjPDwcHh4eaNy4MZYtW4asrCxpupWVFYKCgjB16lSUlZXhtddeQ3Z2No4ePQpra2sEBARU5eYTURVj51wi0rn09HSEhoYiJiYG169fh1KpRNOmTTF06FAEBgbC3NwcCoUCUVFRGr94W1hYiPfeew9RUVF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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Balkendiagramm\n", "sns.barplot(x='Grade', y='Value', data=df_grades, palette='viridis', hue='Grade', legend='full', orient='v') # viele weitere Möglichkeiten (palette, legend, orientation, etc.)\n", "plt.title('Notenverteilung')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Nun mit mehreren Features (Vergleiche 3D Plot von letzter Woche)\n", "\n", "data = {\n", " 'Person': ['Alice', 'Bob', 'Charlie', 'Dora', 'Emil', 'Felix'],\n", " 'Bsp1':[3,4,5,2,6,4],\n", " 'Bsp2':[5,4,3,2,1,3],\n", " 'Bsp3':[1,2,3,4,5,1],\n", " 'Bsp4':[6,5,4,3,2,3],\n", " 'Bsp5':[2,3,4,5,6,3],\n", " 'Bsp6':[4,5,6,1,2,2]\n", "}\n", "\n", "df = pd.DataFrame(data)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PersonBsp1Bsp2Bsp3Bsp4Bsp5Bsp6
0Alice351624
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2Charlie533446
3Dora224351
4Emil615262
5Felix431332
\n", "
" ], "text/plain": [ " Person Bsp1 Bsp2 Bsp3 Bsp4 Bsp5 Bsp6\n", "0 Alice 3 5 1 6 2 4\n", "1 Bob 4 4 2 5 3 5\n", "2 Charlie 5 3 3 4 4 6\n", "3 Dora 2 2 4 3 5 1\n", "4 Emil 6 1 5 2 6 2\n", "5 Felix 4 3 1 3 3 2" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Balkendiagramm mit mehreren Features\n", "\n", "df_melted = df.melt(id_vars='Person', var_name='Category', value_name='Points')\n", "\n", "# Plotting with Seaborn\n", "plt.figure(figsize=(10, 6))\n", "sns.barplot(x='Person', y='Points', hue='Category', data=df_melted, legend='full')\n", "\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PersonCategoryPoints
0AliceBsp13
1BobBsp14
2CharlieBsp15
3DoraBsp12
4EmilBsp16
5FelixBsp14
6AliceBsp25
7BobBsp24
8CharlieBsp23
9DoraBsp22
10EmilBsp21
11FelixBsp23
12AliceBsp31
13BobBsp32
14CharlieBsp33
15DoraBsp34
16EmilBsp35
17FelixBsp31
18AliceBsp46
19BobBsp45
20CharlieBsp44
21DoraBsp43
22EmilBsp42
23FelixBsp43
24AliceBsp52
25BobBsp53
26CharlieBsp54
27DoraBsp55
28EmilBsp56
29FelixBsp53
30AliceBsp64
31BobBsp65
32CharlieBsp66
33DoraBsp61
34EmilBsp62
35FelixBsp62
\n", "
" ], "text/plain": [ " Person Category Points\n", "0 Alice Bsp1 3\n", "1 Bob Bsp1 4\n", "2 Charlie Bsp1 5\n", "3 Dora Bsp1 2\n", "4 Emil Bsp1 6\n", "5 Felix Bsp1 4\n", "6 Alice Bsp2 5\n", "7 Bob Bsp2 4\n", "8 Charlie Bsp2 3\n", "9 Dora Bsp2 2\n", "10 Emil Bsp2 1\n", "11 Felix Bsp2 3\n", "12 Alice Bsp3 1\n", "13 Bob Bsp3 2\n", "14 Charlie Bsp3 3\n", "15 Dora Bsp3 4\n", "16 Emil Bsp3 5\n", "17 Felix Bsp3 1\n", "18 Alice Bsp4 6\n", "19 Bob Bsp4 5\n", "20 Charlie Bsp4 4\n", "21 Dora Bsp4 3\n", "22 Emil Bsp4 2\n", "23 Felix Bsp4 3\n", "24 Alice Bsp5 2\n", "25 Bob Bsp5 3\n", "26 Charlie Bsp5 4\n", "27 Dora Bsp5 5\n", "28 Emil Bsp5 6\n", "29 Felix Bsp5 3\n", "30 Alice Bsp6 4\n", "31 Bob Bsp6 5\n", "32 Charlie Bsp6 6\n", "33 Dora Bsp6 1\n", "34 Emil Bsp6 2\n", "35 Felix Bsp6 2" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_melted" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 36 entries, 0 to 35\n", "Data columns (total 3 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Person 36 non-null object\n", " 1 Category 36 non-null object\n", " 2 Points 36 non-null int64 \n", "dtypes: int64(1), object(2)\n", "memory usage: 992.0+ bytes\n" ] } ], "source": [ "df_melted.info()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# vs.\n", "df.set_index('Person').plot(kind='bar', figsize=(10, 6), xlabel='Person', ylabel='Points')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Es gibt aber auch Situationen, in denen ein Balkendiagramm nicht geeignet ist. Siehe zum Beispiel:" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)\n", "\n", "(from Forstner SS2022; JKU)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In so einem Fall würde man ein **Histogramm** verwenden (siehe nächstes Notebook)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tortendiagramm / Donut-Diagramm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wir kommen nun zu einem sehr ähnlichen Diagrammtyp im Vergleich zu den Balkendiagrammen." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)\n", "\n", "(from https://www.jku.at/studium/studienarten/bachelordiplom/ba-artificial-intelligence/)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Eigenschaften eines Torten- bzw. Donut-Diagramms**:\n", "* Kreissegmente stehen im Verhältnis zum Gesamtwert der Daten\n", "* Darstellung relativer Anteile (oft in Prozent) gut geeignet (360° = 100%), absolute Werte seltener\n", "* Kann als Torten-Diagramm (kompletter Kreis) oder als Donut-Diagramm (mit kreisförmiger Aussparung in der Mitte) dargestellt werden\n", "* Farben zur Unterscheidung der Segmente werden häufig verwendet\n", "* Zusätzliche Beschriftungen:\n", " * Titel\n", " * Werte in oder neben den Segmenten (oft in Prozent)\n", " * Legende zur Identifikation der Segmente\n", "* Ideal für eine begrenzte Anzahl von Kategorien, da zu viele Segmente unübersichtlich wirken\n", "* Donut-Diagramme bieten zusätzlichen Platz in der Mitte für Beschriftungen oder weiterführende Informationen" ] }, { "attachments": { "nr-wahl-sitze-nationalrat.jpg": { "image/jpeg": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![nr-wahl-sitze-nationalrat.jpg](attachment:nr-wahl-sitze-nationalrat.jpg)\n", "\n", "(von https://www.vienna.at/specials/nationalratswahl)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Was fällt uns hier auf? Warum haben wir hier nur einen Halbkreis?" ] }, { "attachments": { "file77k5g4qe5r8q0j1i61v-768x768.jpg": { "image/jpeg": 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Leu69ivWVWGHgzLbmsbr7Hh37evyMxI+OoVaKq+OvJWzddTjHukOF+jMcJ03Vh3sWeboMYZzpWf1219KxQb0rWyDgyPnYVNlC9fgAIBzjxfe5Cr2zKx37P7gPXtO7bfjMV+BzR/Z52f8ArXfu9L9/32XlDlXCmSYIlMQUHSGcQmUifHjRHmbbPneoedmwLhkfOvE9Lv2EHPcuPDV5njNGClniQ6jFg2IX4dU++aiuoy63nMCIS6nIshBojUgW3Wc7MrL6a/g7GgTXVNetGQwZLYWnE2m+UP26IKMoF4unV1gLxz1V427GwnKZxcpsCVnrDMLLNeo7DGKrBUuBZ9icvr6VqozpWN0r+tNJ7JlHUStC14ywteJtC47TW9Sozkfsg5XRPCUnzr7tn9wHr2ndtvxmK/A5o/s87PfWu/d6X7/uZPKJTzFRDmbbPmcgj6j7HSJdpZYQCeCoVwyqyMpLnqWD5nIDnbHe9sKFTgbE1gk70lz5P9tXyhz8QcBy6sDMOPDV8pK5itM6jEMMS54jGoBsIq8jfh7K80WV3kqxtEw5OatsOUjVf1/pV133nFUzk51jYeiwqUtptJL7NALDVrVXWq2t5W+p16b/AA7wKDHv2dI7DE6kYzlGBFgFj9tMTrLhtsWg5H1z5HbIP68sfrUwAjyiBrT3WqnWYOv4TardfPLst1OvW8knBp8KHkk5RpeGT5Jmv1/hDdp+o2jq/DP7rISazSwMrfpV8oBxZZLnckedtxsiQXDjJYIxHCcOmBZWrSpndOWm9RgceYmwkYkGiNURbbOSaMc0unw6MpGUgJgyHVILLE9BGUV5YZ1GVnnBfE3FbqKzUP4jGqInorqrDYfMVnuY8tS+Ci2mUOSyVNs1fGjWpqrxFlUt2Zu66GyluzVD6+aVhyr2D9Niw4z1DOW1sVdK3XZ0nbIeMYQzYoroHOJSKlyQLiLi5Z327MoLzGcv3PCK87nDu8tDzucp2/EVvHZXf1cm7wmvZ6p952hBgNA8YAmLKWLCUVs14+9xc7Kwc7r58WARRIceXvuSUKykvLDOoxEn1CaISxYNFVaFG85YxY852i6SxKRmuwiVMA0WU/6rZdNeUFcI+JMcYdrWeJqUF18NnALV1r51FjkZsK/h3gUgT1eYVamtWrJcsC21h4sWcrZcCLlTNO2ShOrWBscquCGi5fsbVXTtqLps249RK67W4pElSXUUGRIxL7orJV0yfsh4OGeEqLnX3bT6mb77XH/gc1H47Nd6T9ev+t3HPKJTzFSHmc+wYuTb5pkh4klZ50eRRoYGUB4Qwuc6gc7u8i5YW4G46qB5bnpqyoEADT6h1DZ1OoPM6uDMSnoQw+c0r6h3WcIW0l4pnFTUg2Jpl1BjhHxS90XNkbM1Vnpu2tfovj3Z+Ro1NXn6aR2tpqc5y52RF+hmpfyt8qibAAqutj+pVYZsLT2eRnsbasTwTqSnFJEEsapEIvqc7Y23w+m6QtbIODPllr9WnmtPiru2v1P+d99rj/wOaj8dmu+R+vX/AF+6+XBWVI5ETPHKIcW2j5nVmM6jrMKMHrPJGJE6UZURKvYvtyPdKDkUDINFlOJK8fDurj0UkUkVJzCLiMy6pBYsPDJIuYqy+oy6zjKbJrwJ5h+NObet024qYv0a2sYcoUuuGxtTXW1zGkqYv0JjlnWWOg+xrJZZrVFVh6wkNmw1xaqx0XbWv0XRPCaDpdX9ixtRGaF9jrOxX07dVnSsbpfvzj4nWxEllJZdBdAIxaxCO6Qgs6YYQCWdFedMeXoLwQgY6Y5AxGcg5ARHfMccZUWWPUXQJZDiP0qma8eJvLnbXHnbbeQMXdnI+Xc0uUCmSKsvqNvM4yBEEgzgkhFo+D/Uus4lgf21bmnmpuJmTysh1Phkf21efflNXOyP2FpMPSmg5h1KgVotv8Omzca+aRRcqMCVnRf0H36MubU1605zxxvXXGevsdB+3Rynlf8Av6FTWAGQMRHsbRXSuJPpt3IcwZEeL1adY48p1YrqEBH9tMRONVBgykUZEdCplAcaXMyqPO72HVRZkD4WvM8Zpq52XG85pca5g/c5ANxVSRbcbznHvmf7authBNZ3VFqxbDahjNdfTX+xc0Urt7Fjc1rYsIeqUuqulDtlW8RFTVxGRwjNhfYJ1bBJsbZMFGa84t1a+pnmUsVD7W8VxWCzZKq5t16NWkMABCP3cxxxlZZZ0eRBqMM14e72ZjjjqcTh/wBrXykrmK03qMRYMZ4xj6onlavIsss6jRiSl09BCbBrxLIaH7JgwYW0zXchkpbslRZr1NYbMSoUhsL/AECC0yLGzVD0Zq2w1S9Wwm1qq68fAMIMRWIRw/geGRHD4BrE4bTnjYLoIykvHNk21rMyUxxh1PKiuTHM6jFhzmseQf2e3rdVVWi1+Va411d23rdVWah+M1zPE06AV/5lyRbBVDg7ZwteUFcI7jCDF1Ugyirlj9rw9iYy7SMbNLWwuf5yxWhmRWPqjHCP+8rbxrVx25kNLYrst9iq6XB8IrYje9lNsW3P9H7Us5deO6pLWgjtbFVi5sMoXy5UzsboV9hZJRX21tY49hXVs7xjRtlcrViYSddYu2E6K4WxVWtX2Cm8zY0K962+tRT49TY8RZ3lF9lWwdN579XacVmnYvXWaqw+XUbkICguwC/9G2P6+6vVhs1qTTt6mtGrGqFPjqK+2rrof1TpN6kYaatc0nBE7btAXANxsAsVrgc1/flzKvTFPa7W6F0r1ta7VMlq2OnvqrhX6tm1UnXkjUGKqulDoamqfJqD13htVXbDk/6N0x58EBGZSuSvw/wzZuWV1qwJrzETC1AvOQechg46K+HIPNICU3itrs1K7rF4wE4FQDEpXMcM6K+bpBw5Y5ekHJIxIgMCP/fHGM45xjOMZxzjGcc5ozjnGM45xjOOcYzjnGM4x+15oyJic5oyCic5ozmjJmIzmjJnhnNGcc5ozj7uaMieOc0ZExP8XPzV6j9Qepvqj5t7i+nkfTxXyxXzL1L9X7Oflisn5q9TPUPzb88b3F9PB+nivlivn/FT81+o/UHqb6o+be4vp5H08V8sV8y9S/V+zn5YrJ+avUz1D6m/PG9xfTyPp4r5Yr5/xXTwQ4TIcZgOEkHGenhDzZ0skf6ennL/AE9PBHhnTwQ5clfGRDhP7TpxgjwzpxkBwmQ4zyYQ8c6eEPHOnGcvu6cZA+7p4I8M6cYI8P3ElEZzxkzEZzxnHOeM4+7njInjnPGQUTnPGQUTklEZzxklwznjJnhnPGcfdzxkTx/kZKIznjJmIznjJnhnPGcfdzxkTxznjIKJznjIKJzmiM5oySiM54yZ4ZzxnH3c8ZE8fZb6v+W9x/TyPp4v04r5l6l+pnqH5t+eM9Of+rFfL4xHwmGd/UwT5snOpglxzqYJcZk+EifGc6mCfGcKeEdTAnjHxmeqPm3uZ6M/9WL9GKyfmv1M9Q+pvzxvywvp4r0+w31f8t7j+nkfSxfpxXzL1B62eofU354z05/6sV8vjN9UfPvV8y+WK7leo/UHryfmr1Yz0Yr0/GZ6o+bu5noz/wBWL9GKyfmv1M9Qepvzxvywvp4r0+xI8c6cYQ8c6cZI8Y6cZy+7pxkDwzpxgjwyQjICImQiZ6cYQ8c6cZI8c6cZy/09OMGOHx2+qPn3q+ZfLFdyvUfqD15PzX6sZ6MV6fjSETnTjCHjnTjJHjHTjOX3dOMgeEdOMgeGdOMgIiZCJmAjJGJzpxkjxzpxnL7unGRHCP4jhnCO/hGcO7hGcM4RnDOEZwju4RnDv4R/1hvbBpqxrrfLqrbMi2jndf6dmqTJr+Pq9S+UQg2rrK2t3mXP9V1TgbgvXLCv1RA7aFrU0Gh/qG76jtl/+scXKvgdTNevRohKRratTG9n1wharwcbVNY7DYHVVHaGkyPGaEeTW1GcKdCilGq01FUavs2PCj/qCajPN82FZlh+1qTcqvr7S1WZr2lrXVthdEKZ+a+Eu1bWvo2E3auvYOritsiqHr2+T7FDG62wg/LKCfD1P/ktbwNmTsK8WcfYWjPEL8R3W79eoattTYZWFi/JuKjJtLiPatX69Wat1FrIcEt9grCxsd73ggYsLmx3FPLFS2m2Fu0qqAlBD3sOACu4HqzrB1vaU8Gl7Ezimg0P4RoQwKOrJFq1z+H1AWRQ63drhanxGyS3haq2L7lx8rFtC99dsJviyXHutbYfL3WGP1BtIdjXsbC4sdgRac7GxXVtWHyunbsRfxvGlsULrWXa3xMHrW3bQtdemY2hTrhLYpc0nt3la81WeLukqm6LFW64ovImy/Y0rrZpa1l2yG4b0dZoQ8M28c3bd1lmGa2207NezfuEraHGt2TNgimcvr06tuwF/WhZbtTmYB1m8C7mxbFPr3UW7Vu15nTs2BteNaGmsW79cSsXkWbNqyWzRZ2DHTbtFrtIhyKX8NtTkNffSa9RZGuzEflaZPr6wem69mnX1D5RHNOMySSIaAJmDI5ixSvlVo20nV1Ni0d9VwQVf1ADO3PjIK2c1goAwrC2cdDZWwNZPhvCSskVKtxty1pY4j4dlnXwNVsV1wpJcS2+njpa0BMez6Q6at5EtG9DB2cIiNq3pDd1fFY0uNbSEhidbdtFsD2fLGy1YCW47PM5kbqGzQt+GKkK+baOiW7vVxz2+JdKwmYRfiW7OzEt3WrjjZ0/uVymOjrnDE/w/DOHweGbKudqqA8oWapOu/B4ft+HscP+3WnCwq2AtJy1vkVrH/ktbKG2r3SxNxTn/wCsdqdhnZu/4axGbiOO4/8AHanA48Hst3e8FUo2zq3K7Ren2WHCw865sqWl2k9zL/8Ac+O4M7rdwK8q2ozMTxy7sl1LFuxFat5yfKd9Ua+hai2j/QNncGlUrSD723ivFrQbDxdXde/beXbHNVpmA3bXJvXLwUfL+zF/pn7PaTj5ZYNiKxWjLWsXNaiFgV7FKIC86wa16qJs1qyuim7HFgzrizVzPlzbtd5+J8V2aXa2RVrcjSRp7qy2n8/OdoDbat16NDolR1nLQ61K3eGXbLzatm7v+Jr0adec8Dq8s1YB+seVin7D1A5Uau0rPKhijco+IQWuc2zFHg1eu5ZRSlD6wGCbVPqsjXtPHqk69NA1qxazjih5FIqcl29U8Qz+fnLtZ02vCPzwj88I/PCPzwj88I/PCPzwj88I/NOBLp/9hf/EAC8RAAICAQMDAgUDBAMAAAAAAAECAAMRBBIhEBMxIkEUIDAyMyNAUgVQYZBDUXH/2gAIAQMBAT8B/wBQ20+IVI8/2jMz8o4jH1KZbyM/OTidwYzFYN+488CBG8fOB85JPn5zxCCfETyT9AWDxAwJx9fT4znMccnBl33n6SqW4E7T5xiGpwcEQ1svkRq2UZIncBncXOJ3B4+qFBbMQYc/sMn5iQIWgOeui/JH/MJf+RZqPKzX/ilX3xPvn/J1scl+I1pU4neA8wHPPz4mP2eYWhMIyJjIiqRDS6jcR0pRnOFhps3gZ5moD0jLGDUlp8Tv4MSxSfEFibsTuLux0Y7RkxVRjkTs+rMcEt4ijAxLryjYE74GMwMCM9bH2DMpv3+YDnx+yaHxMZExxzOIreqPUpqysDCyrB6aRgr5Ma1e6Dmf1JhYuFlaMMypWzK1O7mKrb5tO/pqM44g9KStiBmLdnkxLVbxHoZn3S0EvLm8KJVkLz01FZccR/0l2/8Acrbtrkyq4OPqiluC3iXaRRXlOpE4m6DzB5mDmDVOF2idz26UVdxsRtKO4FmsqFAyIlxaJcWzEuLHEW4lsQXHdjo7BRkwFLBDUCuFMZSiYlfpQmUMRkyq/f5gFVh/zB0v1BDemFkYAPLqjgbY52DYIlhqTLRLA4z9EVkjOJ8GBXuXzFK21cwaoquwcx62Xlh56GDgwLzMCbpunIMxz009gqbJjalTaGmutF4wsrpK5ldJUmJSynJi0kNmCk7s9LwWHEfKJiVnYpaV3ErloHS0Q05TCGds1IZpE9z0dwvmfDjO8QgvZzO+VbC+Iy1uefMtrYtLH2YVYLtgG+BgRn5QpPiV6LdXvzKCHr2mLqexlDzMMx54BjUCnDrNRstqz1MDGDzOczbzDiFopz0qpQ1ZIlFKNXkialir8Sx2GI7naDC7bAZSSRz077b+I1qE7THpVxgGPSVTaJjt18yo7VLTT2M55mOmo3M2I1hqAVZvVhzwTBRs9UUF2yYNR6tsNSMciPWzPzHtIbCxc4560aQ2ruM0m3BQjmC0aZih8R7WdtycAw6Tau/PMIW6rifGYTbjJldTOwVuJq9MKuV67MmV6ZrDxLkNR2mZyJ5EAMUY6JqWVduJXqWVcYl1YdsmNUD7xqgQBDUMYzK1CiEZEXTlDmLWd/MyWshvYPgR7UztYRq1ZdolFXbHS+7YOIlgYZaGj1bsx8u+Ibth2CFVYceYtRqyTKsk7sxLw5xBpwG3fJpL+2dp8S7UZs3VQaRnXexlQW2rEXUipTW8G9zgcAw0DTkP5moAZN6+0t1XcXaBzGBU4PTQEbiDPxX/APs1+1jkHmBcDmcL4mcxDnpUP0ZpvxTVfkMt8CWfaIx9Amn8QnAgtY2cT4j1YxMV5x7wafDbp22NnMc7rOIowITjkyynuHcpl38RO4aQFgKuN3vOwVbcfEBZ7OJ8QM7THqBXCTT07eT82kCPXjEru7Ga3jWnce34MOlNY7h5lqLZXlY2rU17SOZWj2kITFrGms/wZr6xgOOiOazkStbNU3JlWnVbNjz+oUhDkQciBTAAvSuyw+hY720DB8QlLDkz9Npmt+JmtvTFAUcSwgDmJSB6liUsrZMQb7Mmdxi/pMOow20wVLnd01T+0RjUuTEdbBlo+nLPn2jks20Q3dvCmbFIyvkxKzXlmlO53z89VrV/bDprHXuNFqSyr0xdSqptfzEex/008QUChgzciaheBYvtL9Uti4EqqbUH1nxLqjU2Omls7b5M1GoTeGX2l9r6gZI4i6Jim+EnMPmCaX8gn9U5XEr95UJTnfK/ydNW3OIzGtBiLcVTLRXRhmJSoOVMWht/PSx9gzK7Rb9wltJflZadvoEFpqXmKEf1TsnflpuLvxO8M7TK6wvI+hpdSpTD+077AlavBh0zJh3ltW5Mp7S3VI1fMTu3+jMprFFm1veXfov3B4mrvWzx1TTVtVkeZT+pViU3KibXPiWKCxImOp58zAmBNom0dCgPmWacPLqmwMS0bUCzcUr/AMmaYswyel9RfxHzUmJW3bXMQraMmW0MWzLH52rO92wA07a/ckroJf1fRHmGhGq9EGoVqvXFusf9NYunFTjue8vXtkWLNVqEYceZZc9n3fJVqzWu2d5+QPrlQfMs04eVpsGOrVhvMvpY+I57a7REsNa+qIqP6xGpYvzGsJbCRc45+lXqmRdohJMrco2RL7q3r58yzUu42n969KucmXVOWlabVxCItAVt3+y/SVV2NizxPgdL/KfBaX+U+B0v8p8Dpf5TV6emtM1nJ/uX/8QALREAAgICAQQBAgUEAwAAAAAAAQIAEQMSIQQQEzEiIDAjMkBBURQzQpBDUGH/2gAIAQIBAT8B/wBV/kEDg/eAuFDGUr+ouFh9X5jEFH7yizU2Aq4/oD7FH9Bll/zE9fTX1VKlSocbryRPG4FkTxv7rvX2r4h9foKH1M4X3MmbX1MbbC+4+ge51P8Abmb+1P8Ah74cYXHzE6cZF2MHTs16wiuP1VxsgX3MmbX1MrEgGP8AJbgUuswoVHP0qpY1H6dkq5k6dk9zJiyKvJjYcgWyZ4cmt3x2VSxoR2yoNWg6oDHrMTBcUJskxEuaX6lHuouPj1/R57BmQWA00LrBi4oxSnoRM1tR+gdsTDcXM+VSRRnUZFIFGZ8ilODMmRTioGeRfFV9ukALcxvxMoH8TNjVnCiZsHj9GFSIHoVEIAiC+TD77IwWD5G4ws0IyV905B+0x5jtz3dA3JgZa4i5djURjtRgBDzxHa5tXEGcE12EqImzVMvTBCOZl6YILmXpgibXH6UKm0/pRptfbGhdqEIyYGidRT7PMmXyPcPyaOBdRkqcr3ROOZR/aIwHuL8jcK7HiEV9kuLqHKS1H1CCr8Q4bO0VgfXZuRMdhqi4mDTxpdwZFJ4gzEtRlkPGQ78QeoJcRwrAzL1CvUzdQrihM3UIyaiP1Ksms/qV017dKyg/KZG3yRhbVGQXxCChm3NmbBjMp7AE+puaowUFnjBFmAkRGAEAvkzS/UPH0k1Gz81H+JuHHvzLAEXJ5PiZitHruRUXKWNGA6tzNCH4hw2bjBByY2X42sxPuPo6bErLZEw4ka7mLChdgYuFDlInUqFah28fFwKfYgcg2YGBNz20fk1Mihe6UBAu3M5viF9uIaAhx8XNiBAwC8QLxZh75M2pqZb/ADCFfIARAgHBgzWdYLVp4bbaM4AsTFl299/D8rjaLyY+WhYjMWW4PklRFJBExYinv6MWc4xQEx9QUJ4i52UkgQdQ25apmcubME8lioSAKE/xgQEXAhqxAxHMdtuyLtCtGhPJxUHCwJfM5ELbcR/UZNZvxX0Zse3IiY6FPDlCnURrV54i3InxHM8nk4mPg6mJi1NmAg+u3UXXE/MlRELLRiYtB8jLXGLEOW1sTA5Pv6OkHxnTjlphH4jRB+MZ1f5+xUBZpxctqnk4qbUsApe4fWY69wLtORxC9ipwomnFwNzzMj36+rLYbmMm4sTQV8p5duBFOr8wYSG2EJVBcLHIs6dqNdmXYUYzLiEOQlbEsunMT5KRMWI/5REVD77gEmhB5cXE/Fx8zd05m+QHaO5c2YP/ACF79xmBHEPCzUawY+Lm59dsS/vCNzUIK8CB6FReBc025l/zC23AjAKOfrdA3ueVb1E2KtzDiO1iFVHyM8nkBAmM/wCJiYip59R3GP0JjbYX2yrstTHiOpDREVOJ5FVtRGysGqZPdxDY7YfzidQeVnVH4x/UP5e2IQDYwqLoQgg1Cx9GFxVDsouFSsV69xP5lbHiGxxN+KEqhND7ELE+/sZMRuxNARZgyA8CK52oxcRDQ6pzHYutxPmNZhxle5yMH5j8NcdCTYjYS/ueMVAK7+5Z+izFeojC7MXk3K2aZAAa7IwWD5G44DHiEFYrgCKP3M125Es+jGcVx9kzyEN8p4yGtYVVfkYcm4+Mxm/iZixsDzFQL6+h8OxuaD9/v3Feoxs33BImNwPcUbG4V2PEJI4M3FUIFFcw/abCGNwCo4sREYNFxhTf60MREYCMbPYuSK/2X5CQOJ5HnkeeR/4nkeIzH3/2X//EAEUQAAEDAgMFBAgEBAMIAgMAAAEAAgMREgQhMRATIkFRIDJhcRQjMDNCcoGRBUBQUmChscEkc5I0Q1NiY3CAghWDJTXh/9oACAEBAAY/Av8Awj9ZI1vmV6uRrvI7MnA+zpcK+2oHCvazNFkQVmaLIg9mlwr7HM0WX6XNM3VoyUkk8+f80x+Ec9/kM010wteW51T3txTJcuSZDFIBACKkIO3rLdK1Xv4/9S9XI11OhVZpGs81SKZjiquyCMhmZYNTVXxPa5vUKz0hlyHTeBDeva3zKBlmY2quhe148FY6Vgf0JVzjRo5r1T2u8irN4y/pVWekMuVQrZpmNKDt6y06Gqq3MbHTDFMec+AKx0jQ/oSrHzsDuiD5JWhh51XqJWv8tkiskPqpMj4FSfRH51SaZrSqQzNcV6pzd7XRN3kodMScic16R6Uy66u7WeitOIZVXMII6hWGRt/SqsfOwOVWmo8F66VrPNWxTscVH86iLjQdUZDMywamqvheHN6qjsQyquhe148E2DDyCylSQhu3h1ByP6K+J/dcKIuw9zm8nMVs9Xgah4zW+j0c1TDqxCBlbCQmwVfYDdqhDhy50nOpUuJlyLm1tUj8Q4ljc/8A+IYjCVZacxVSPf3w0gp8cjnCJuZA6pmHw1RvHGpTZJ6ue8V10TIia2yUqVh/qmy4kudK8VrXROirwkEIfM1Yn5ViPNSRtcW3SEEjomywAgg0OafKTV0dQFLNiiXgHrzTBETunZgHkoPkGx/m5cJo6jaFGVt29bq4nVOdiS5zGcLW1QiiJtD7fpsk+i9Jj7zHcXkpI3n1sdB5p3LiKe/H4oSV+Hmmu/Dy4R1Cbis95kEzF8W9zHgj/mJmFjNK5lASXbwjvVTsG81YSW/VEMNHEgVT5Y7t4zMknVSMJ7rsk6XH4u6udnNB34cXBoUBPMj+iPyFPZI5wibmQE7DQyGMHMuRbPNvZOrU5jCd2WlBkdaPFxr5qkV3Fnn+iyPwppI3P6Isx0tH1ycU1kRbJJXUclx/FUhSfImud3eEq7DPD3uyFEZ8dMwUNaOOpUkMMzHkt0BUseJ4A7KqGHw7hIXHOilDxRzmkrEfRRyNFbDmmMmkDHxilCmSjR0mSw/1WH+RH/2W8d3eEp8cMge6QaBT+YR/zCj8wU0Te8a0UsOIO7qa1KYITVjOag+QbH+bkP8A1Uyk+df/AG7JPoiDmC4pzR7t3d8lMWd7iopD+InPUXaJhwrQ2FtBkE2n7go4LxvanhR/zFHiQOGlCmvfKGupm3mnYq2jA65D5gsT8v8AdYm3WuX2Tz+JH/V1TRg2t3bRqFh6aZf0R+QrE/RNs7pdxLeT2mccnao8qg5KJx0sH9UNy8PoM6foxdQsJ/ag43PPireSLoGkEimZQM7Kkc01lhoPFdx3+pF8DSHUpmV6+ME9VcyLi6lOjd3XCiduARdrVUcKhX7r6VyTZwyj26UTd+CbdKFNjZ3WigW/jad55qk7Lqc04Nj1FKlOEAIu6lekhp3ta6rdzA2+CeMM2ttXAVROLw5hdzIKhh/DmcI6BRs6NA2GeNp3h8VvpWkv80Ypc2FFkAIBzzXpNDva3VrsMUubSt3CCG65oNnbUDMLdwjh1zV7o8z0KYDHQM0tW5kFzKUoUJYmG8aZr0m072tdUWvAc08irt39KqyJga3wXpDg7ea6p0UncdqnNgBAdrVXvj4udE1m6o1vRMgkBLGaZr0ZoO6pTVO3AIu1qUWSNDmnkrhF9DovSGNLZK1yKG/ZWmhREDaV/XqyQtJVYomtP/aaaVlLmioqoZZKVc0EqlRVZkbDJJ9B1V7GQxN5ByOGxkdk1KgjRy1CrXJZEHyUeGwrQZn558k3C4xrCXtua5mzIgqlRVZEHY7DYUxgBodxBF53DwOQCbKBSuoVKiuyaSMi5gqopH95wqqAiqzKzNAsNALaSamumzhIKpXNZGqzNFksyBszcPupZWd5rahQyP7zm1KZuXMGed3RUrmsiDszNEMNlu93cszTZ3hsngNLGAEKV7dWtJUUslLnDOipUVTpGgF/IFYbfOiO9fThCoCFQrMrVZFd4Igd+lWmmSqyuXOn6DifkUVNbGo4m9/pDWh19yOJme92IsvuqoHyGri1YBju5ci+OIyuHwhQsnwLonvya5xU0Ty7dWgkApuAa5zMNCy4gHVRYjCOc1twDmVrVMP/AElK7G1bcKRPOlFFh5ZHRwUucW80yT8OlkDwc250Kw7A9zWujzp0WEfhS5t77XCuuyQ4WNsj92MiaIYZ8UUDpNHk5KyN3HWly/2iXf095nqoKE72R+7LlI6FzxIG5muq/D8NE6wz0aSOidLhnvZMwVuu1X4ZKdXPzUtOo/qsBcPejiz8AosLLI6PDNbU281FJ+HSvuuo5hrQhRsvc1hizoVhDhi5rZHUc2qefxFspw1BZbopDgsSSwjuH4UW4zEOxE5OZbVYpjXuAY4hhf8ACi3ETyYjEc3MqsZcXG2oF2qw3yBYX/NC3Ze5rN3nQ6rB+jFwZLUObXZiX4guMcbrGtBQYHFzN0ba8lM/8Rlfk6jGCtKIwYWRz8O4VAd8JWIdOXOa2QhorsxPoe6DrRW9Tbw4Wyw1pVYOOI2ulNtUXxPkbO0VvuUWJlHrgba1WBiw9WXSa1RxOGc8Sx5k3ar8Kf8AuzUX+aFhYriGuZnRQYPClzN/JQmqfJhnPa5ozz7ywu9JLQ2tOqEbSSB1/QZ2MBc4tyAUcIjdvQxvCnxsaS/dgUW7tN+6pT6KFkjS1wGYKABtkabmlWT4F0jv3RqHEYljYWRd1upU8pYd2WUDkMZhWbyrbXs6qJr8O7DwNdcb9ShIxvBuqXUyqnYWXB1ef94O75rCz4YbySJljm9UxsWGdAK8T3qGW0mMRkFywZjYXWyVNOWySWw7sx0u5J0Z72rT0KMGIY5k8ZyJ5rd+gvMul3wpgkeHYphvr4p8IwbmPpRzj/ZYQx8OJgoQCjA3Bujc7Jz3aLDDDC98BrTqnMGEfGBma6nyWBnihdJuhm0aqLHYaOr7aPjKY2PDuw7K8Tnpkth3e7pcsE5jC4NfU+Cd6k4jDu0DdQpZxB6KDGWBvUoYduAcXjK8aFfiEUzSySXMHkm4eP8ADyJAKXfD5rGxSxu3riSMtVA14o4NzCw+7YXWyAmiMth3e7pcsA9jCWsJuPTZM6GAzwSmtG6gr0ieEsYY6DwUojgdPh3uvFuoTpJ2bmH4WHVYgSsLaykiuzESFhDHNFDyUzWipLDRYeMCyeLMAowjBubIRQvOibh4gXvBGiwZw7KuY6q9G9FdEHd97tPosJLhWXnD/D1Cj/wr42NcDQ6lYWQMdY1uZUUkFN9E65teakacI6EU43O/soPl/h4APMb2mrXBBmMxTXRcw0Uqg0aD/wAQrnkBvUr/AGiH/WFVrgR1XA4O8jsvvbZ1rkm8beLTPX2FZHtYP+Y0VWODh1C17Rtc001of4KxHkP6hROdh2ElozU8GHPqSypHQp8ccEkz7ySGjRSENILMnMKldBHu2ftX4a2WK9zqBh/aVJh9290jaUDea3Mkb4Zf2vUsAie+VhoGt5oxOY6KYfA5Oiggkne3vWck6MsdHK3VjtmI/wDkaHEX0DXnkopvw+1rP942uRTP8PI61tA3r4rcbp7pKVAHNRl8MgmfpFzTY8Rh5YL8gXJrSHPkdoxuq3EsT4ZdQH81j2tjfLI6WoawJ7LHRys1a5Ojw8EmILdbE62rXt7zHaj+B8R9P6hRu9KxGbRkHJ+7qXEZuOqkPMyFfiil8z/Vfg3zBYm6l9gosAGe8uz8lj/35UWDs74Bu8lN6DuYYw6hJGqmEsu9fu8yEaIunhbvWmhHMLDnCyO9Y+0xk1yUP+Sv/qUeHwrI9/bW9/ILC+l4hr/WijGii9Z/w+FQb+m+r6tfiJ571Yi3XdJ/o08TOM1Dm51Ukk2IifJZRzWCn8DvgeSGv5hNYNGiiIRYwuIJrmsRKHOrNqjhLnWHmsNVzvUGrfFYtry5pDAQ5poQt5c+ST9zzmsfVz2OaRRzTmEXAufI7V7zUp0kcs0V2oYdVvonPrShqddm9Y6SF/WM0W9c58snJ0hqmS7ySORuVWFek3OvttomvLnxyN0ew5oF0szpAa3kpu8qHt0e3Vb1z5JZORkNaKZzC4711xqnYq43lttEZY5JYXnXdlHd1Lnaucak/wAHGQMaHnV1M9jntY0OdqQNf4cg+V38QQfK79BvmeGN6lBzTUFbm8b2lbUWSTsa8agr/aY1VWOxEd3mqtNR1CrNI1nmV6mZj/I/q0Hyu/Qf/YL0HEHI5xOPPwTf8lY/0gR6il9Fk3D18gsPgWEtbJm6nRWDDx08k3DsJ9HnFQ3oViD+JN192XCooo5cA+JkrTWrPyGo/RoPld+UEMbHSzH4Wq7EYJzY+rTVNkjNWu2TC2T1WuX9E14qAevsP/cJhjynjoWFRvcKPEVrx4rHekRh9CKVQIw7AQsLjaerbwuV7XtLetVG6LOLDjN3ip8NjWR7xjuEHmE2XCernuya06ptdaexc/8AaKoSRYIFh53IjEYbdNprVF0GDDmg0rcmRYyAwl+hrkqPq578gxupTL8DLuY3Xij81vIjl/T9Fg+V35TGYh/vDJRGKVkp8mVUzsDcxrT5IYqbESOc5lbOWiDpHXG45lfilXu4Cbc9MlHLJi5W/tDf7qeSbikhcW16rey/i1kxzoHigRMlC9jrSRz7G7l7taqidiWtpIU+V997taOov97/AKyt2RVtKUKra4eAcaKyFga1VlZxdRkVe1hc7kXGvspfkKiYMHiJAPia1OLoJIacnhSMkbKTvD3W1WHZBDI2Jj7nPeKKcvz3baN2YuJncIDqfosHyu9hdM8NHirY5mk9EHzusaTRe/aro3BzeoUdJoo8+IP6KWk0T4/gDdfr2pZI43SYWU1Ibq0qkEM0knS1YkSto97rqKMf9Mf0TsNNFLvA40o3Vfihkba51TT6LD11of6rHRDvOkNEGYnAUnblTdVqrnYdkFxrY32G7+JXO0XNV9pL8pUNdklf+IdgxuGZeKUkYFSOGZ0n7LVLisT76bl0HtCXODfEprPS8Nvbs9aURkc7gArVNfGatdor5XWtQbLKGkiqoJ2rL8lB8rvYNlxjC7D2UaaZAq3DvibL8JbkQsK15uIlaCVm2GnkF+IyQf7O3NiGJxDd5NJnV2aOIgAjmj4gW5KKU6uH5X1eqaCalAdSm7yKniUKafnxhXk7iJtzh1Ks3LLfJYn8PeboqVbXosRgn6wuy8lh8KO4zjemiQNt3PNS3iIZZUooN5rTn+Sg+V3sJMLiw3dEVjJ5p8tGxS/CW5ElYHfd8vbX7L3Z/wBRUmHhaGAjIBDDvNs8XCWlOhaazScIaNVFG7UDP2B3DRQdU6/It1TjC0Wt6qtKH2bUDbcE0MzJTQdfbNsZc92iY3FxgNd0TbRc92gTI8WwC7Qj22/k9zO227oVvC9tn7qrEY0e6pY3xUGL+B/q3qbGP1ldl5IRzCrd11oq7qvmaqg0/JQfK72Fs8YePFB7Ycx1NU1szahpuG2s0QLuqrDEAeuvscgLjyUsjtXI7t1oCN2o9nfbxdVQqoYK/kGSYziirlasL0WHp1Q9qWyNDmnkVdufpUoNYAGjkEY5hcwprGCjW5BekU9bS2v5SD5XeyLnaBFzK08VbUq5pqPZbx0ZJ8U5krKCicwMuHIol3ed+ca/DuOWoTGPj3bRqSoXwd6NRmaOxjPyHNUbVcSr+Ug+V3snMZ7qMVJU7hrU/wBE8kZ5pw6O/XK2iqu+IoOkdVyb5flIPld7FwZ3qJ+gbTPRShvujXJPid3+iqfiNfypYQaoNoc0A6ua0KDjXNaOW9oaLRydJnQLuvTrA7h6oi1+SsYHA0rmnRua6rUGND6nr2auNAsj+Tjj2DzTfL8pB8rvZEHRUY0NCuLG19tm5XN7bkzzTdkfnsGyXyOydP8AMo/KpvNRefZbGNXFereQt/PmVmbD4qrTUfkLqZ7MxX8rB8rvy9ztPBerb9Snfu2OZ9e25M803y2R7Bsl8jsnT/NH5VN5qLz7Lujck1g5lRQN89lfjcvWAPV7QRyz/RYPld+TzXeqfBbyJcTiizmNjmHmnhMKyWfZq5uaqGrjFV3UA4ZBd0KynCu6iynCV7oI7ptKqpjCuiZQovfHVxQcyOhHZLopMznRyulbk0ZFPPIZJjOpUcI5Z7GN589hJWeSyPsalcJ/LwfK7t8Psc1xLgFEHjlsdGVRFvVOH1TXNadUHVotKnxRPILgFU67XsODXkBNBedU2x1F7wqIxvLSSvfOTZQ87zLNe+cnvc8l4rmvfOU29eXU0TqTO1VsshcLVK1krg0HJRtfK4jsM3feJXrmfUJsg7p6rjYD4reMJT5CyrfBRsI55oDZb12OeVnmjlSiyPasH1WSulKq0/lYPld2cln7EWc1xOJQdzGx8ZRb0yVOqNjcig5ztOiqW5rNwCc+POi1oE+NyLTyKHjl2HJnmm+WyHz2N8hsk+uyZP8AMo/KpvNRefYI5NyTWjmVFA1cEh8imzz6nouF9D0KvAFeu2nRAJrBsLuZWqNxyHYJRJXgNVu26BVaU0y0Cy/JwfK7tV259p332PjKc3oUHWm3mi8nVZNCudouBtU7k7w2OjPNOamnlog7quEIV12uLW1CaS3mm2Cq7iibG2pBXuimxBvrMsl7oqSN7aONcl7oqXettronERHVF0jC0WqVzIyWkpjnxkAbTTVEyscKlXHRgT+jckxg5lRQN0Gexn7iuMK4LMAoOCqBUBBvMprBsHj2csij+7ZU6BWjuhcJ+iF2R/JNk+Juymyo2UWaq40CpAPqg4fXtODRlXVB5dmrrRXqs3Bb2PMLN32TozrsLeqcE1ya5grVcXCgJM6LhHYo52aoHLjNF3kDK60Fe9C3pd6vqvehGRrqsHNe9CO6dWmqpvQrYnhxRa+QAhBrJAXHscVE7dtDbkXRPu8058zaWjJSO5VoFG3xTWDlsDeZXC5XyLWirkq1zQ6dkkri0WWarHkrR3jsvOgXgEG978jQDNB5OaDhsodtsfG5f84/rstd3Xdqr16tv3V41502PjKI6KnI5J3jmmljSaFNNaLPiPisyAE7dmtFw8KIea17DkzzTdkPnsb5DZL9dk6f5lH5VN5qLz7DI2mlM0Bdf4FMdLlVcJWbKHqEXh1fNOc5pTQqdNjWDYXrjFVl2bB9dhe7UqkmXis8wvVoRt12GV2g0V4+iDHD29RqNlh56LLZmau6J7e65FrtQs+67IreM7rlSMfVNEmbqdl3XXY+MpzfFDxyXAK1Qc420QLm1ouQC4eJP+Eo3kkjqrf3Jw5HNNd07DkzzTdkPnsZ5DZL9dk6f5lH5FN5qLz7Ej/FRt5VqUGjkskymblxhAjRVAzRIcheMgqdEAmRjYPHsm7PxWegVo0GzxKocis0Bq1CJuwyuReDqrSM/bcAyKq/VVeaKRjatKc1/eQdy5oYiPQ6qjRUoR4kVXJjQgGDgrmSgR2XN6IENNFdWgVaVK4iAi+POiyy8k9j80R0Q8cl5oO6JkjVpTzQaTUjaXOrVA55IFy1Ka19aNWrkMPnaFq5OibW0rVydZXi6omrlewmtKZpz3F1Sg9pdUbXNBpUargo8KWSRpaRlmiU3wzVOiomMC1+6D5MlkVmEHAqtuSDUOxpwrLNOEeRXEFee6FloEKJoOZWWqqMnK1wy6oRt02GR2pVVlr2suzmquNAjGw59U4SknomvbyTcTF02GPEN4eS4RTxVGcfVMnjNRz2bp2rdOzcWglVOQXAKpxGT/BcSfGfNOb0Kb9lX9yFuqYRk7xXGSVQaBd7PwVtKdi1tKUQ0TLOa5JsjKXL4fsjPlfRfD9lK+SlW6L4fsniSmQ5J7W20Bpomsktt8uwBSqzy2ZZFO5ol4Kr0R8EAmsGwH4lxj6hVaq0z7FBqdm8OgRB7vVciEWwhZreO05KvJAN1TQ7MqrSi5mqo8ZDNWDQbK/EVx5hVae1UbRFdxKj3cPJBzdQhOzvN2Pje07vkVdSp8V+53QISRE01I2Ow8mnJFh+iDohpz7Tm7HMPNOCaU1zRqv2+abvM6LIAI2mqIY2nmqSOrVOHLVNd2Pom+ai2M+mx3kdk/n/AG2SeSl+ZN7DimhANNKLPiQvyquRRsFKqoNVV4pROTW9U1g2NHZqdOSACETNjnuPCqHJZhWxjLYZXIuQDCg1xzWSqziVXaBUGg2U59iuzNBhcLjyQaDSM9FUcle33jdhjpVhRec/BcRACL8OaFZoxP7rkR8JzCbugbgmOmbxBZ0a1bsCg5HtOCaWiqDhl1XFxbNa+SdlSiIe4qnVHoc013Qpkg2NrrtyHJN4Tqo6Bd0poAJK9277Itoa2nJe7d9lPcCDX+y9277KS5pGXNS0Y7vHkm3NIy6bTTY55TigqdELU3mVxZKoXRXVqnEgpo7IGqyRc0Zol4QahE3YXSHJZLog1o4dhkdqiSgAcuasrmiBlVdR1V505dsCPQ81WufVf9Qf1RBQZ8L8k55PAeS5NapPRjxBHeElytd3XK5vcchTVR74FrlwinihGM681VxJadECOSDufPshzxUhcmhOfGb6dF6sWqSOVxcdc05vQpvQ5Kv7kD0TJQuFv1QjlWTexxEBd5v3XEQF32/dVcQB4r3kf3Cuubb1XvI/uqsc0jwK95H91wOa7yKzkjr5qjHsJ8D2MwixmS0r5J73Inqh4ZryQA5pjG5LPNB78lkQVcBn2C4ouKFMlafuuRCcWao3arwW7Gg2VlKyzCBGnRbvkNlx7xVeaoe7sy7bmotdqEP2uyK3jTRp1XCM+qc2JwLmoiY5jkhXuHIrfM7rtdlslQRzVaVd1KDC7NNN3qjstPvGqh1Cyad2dey+w0dTJVe4k+KfEeaezoUx3LRB4+LYwt73ivWO+gQaNAqAiqLWtzHVC88OnY+ib5qPYz6bHeR2T+f9tknkpfmTfr2OF2iAcFQmhXguE0TzqUblXoj4ZIDqmsWSbdr2BQcGy494qp1WRy5osquJOtzKNVnoFaNAuE5pu9NCs8wga8Kt5DZTn7IPi56qruJytBF3ROjdwgcgg8ac0MRHoddjoZNRzVZOIrjNPBNdE7gOtNhhk7wRa7UIWgkHVb132WdGhOs5dl7eVahMf4pkjfiQo2nmmNl1HRcLVm5WtCc0uTT1yV37tjXddv0TfNR7GbHeR2T+f9tknkpfmTdpKJ6qvRHwyTQ1xQFKrWhWYRs5rqiXClE4po7FSsldRUpwqi/5jsOfAiAc1XQqjddl50Cy0Coz7IXGhXj1VXZgae0dE0W+KEn3TcRHnlnsdh5Poqyuy5ALkxoW8w9COqq41KdhpM+icw8k1zc02StOqyo0J7InZjmnCY1cCg7lzQI0PYa6Oniqyvr4BAcgjY4GmtEREz7otldqnNTSmv67Gv5hcLSVbJtuuohx/wAk3ipRd/8AkhFdSi99/Jej3cqVXvv5J8d9bua99/JON91fBOfvdTXRCTeVpypttbqs2pz9hd0RKAQaw6LizQuNKrJZZIknseAQt1TbzUrkQrx9ka5AZKg5oMb3jsJf3VlmqsyQY3XZvHaInlyQb3va7xvebsOHk0OidnSNcIp4p0kNH0VZHVRw8mh0Rby5Jr26hRyNNpWQq7qVuw7iTmSu4eQTXt5JuJj+uwtcDQaHsmmqIkefJWnRyf0OaY/oUyQc9gp3lxkBW6jxWZDUGDOvYAtqu5/NMfZdceq9z/NDEWfRe5/mjLbSnJdz+aOWiPCqW9gtNVkQrTouA/dO/dsc9OKaEG9FwkoV7HDsMjtBoieSAYc0A85lZ5ourVElBoQjauE0V0i6hcGiETNl556e1oiI+5rVV7z+qcW8RHJUJo3ot0/uu0Rp3TmEHN1CZIzvqsnE5BlwqdArO6zwQeNQmzM7w2OgcKtRc/i6BcRACD2aHsmmjs01w5KOYLgYSmxzahaV81aKeSLQKlNrS1V6oFNdtbsh8/7bGeQ2O+ux6PmvptJRPVV6I2nJBrm5lUJzWYRZGu6nPKJQ8OxUrJVGRQY3TYZXIkoNbora5rxTnOzRcVahE1cJQc/JZoftVPbVRbHwN/mrXnhcrm91yyWXvW/1V2I/0hAcLQg1mQPxK8ni6oOHvG7N0e65FxPq+iyo0BPfhjUhVealbp2jtOy3dirgvXOp4BCPUDquJzWqxlU5l1AOiY9x8EH/ALhsbIOWwt6bW7IfP+2xnkNjvrsej5r6baddjnnZXoimtDlQhZFEclwGiN2vYsH12XSlZZhVbkhG3TYZHalXHVW6hFtVVmRRc/vIk6rwCsboF1CB/IbxvddsLD3wvW8DVRmQQLG1rzVz3VKsd7xqodVQ9x2RVzCAw6rhGfUp+5Ic5q9aforXd1yub3HKoTXHXskRtJPirZKUOif45pjvFMlHPY13MLIVTmSCi4quXCANuYC7o+y4mg+a92z7K2gp0Xu2fZUAAC7oWQXdCyA25rSnkgyNcQoi/rnsc7onOTQgGFcQ+3YJRJ1Q6DVbsaBVac0HS5FZ5oZ8KsGg2XHvFXc1xD6qmoVY/sv+Y7KnQfkXMPNFtKAHMlZd7mVfSq4jQdAjC/vNTmu1CB+E6pr4NHaqr+J6oDn0TmdwDkgfhOqEzO67YY3d5vNVm4isuy7o7NNeORUcw8tlBm5q4qNCLLrqrhAH5bNW8lwmqP7tjnlOKHZyyKP7tlToFaNAuH7IXZErPXqqu7oVBoNn/MVUFZilFmuHMID8kXu0CLWcLU6CXMp0buSa8fVMmgFSeiunzPRUH2TomC2nNB9a9U3ER6HXY6CTvAKsxy6BUYKDttk6LgaStzNwlcdXnxVGgAfndEWM1XE0ou7dWZFUHeOy86BZaBBveGyrcii6TQLwVo1KDG6ldR0VR+TLXaFOYfomvbyTZ4syg6Xhb0VjNAt2xvF1Qlc4kpuIj+ux2Hk+iIdkxcAz6+xo8AhUaAB+h5ewo4Lg0QY3U7DI7QaK4HyQY8V8Vmqx/ZF8gpRF32QAQA/KXt7zVpa3qrBntvb3m7Dh36O0RYwcHVXav6/rOeqAGY6oRN2XnXaWnRVbmFcdT+bpE2odog+U1d0/Xa6OVrhl/wB9HzP7rQg5uAxRB5hqMRY+KUZ2PHZLjE+POlHezZhrSXEXV6dqaBrT6rU/wQGDWRwCa31lAKDgK9NdGY4I2ZXalGSHEMw0NaNyBJWJZiy2+DVzeYW/jmbAz4GW1r5rHyzOt3TbQB+5Ydz+PEygUqvSHYuKSmZiosPJh8nyuFFLPLOK0o2NrRwlGSR1XtZUlRzXn0iQ5GiOJM7WW57q2v8ANYdsLQcTMMgeSMzp2zA5d2lqwvGBJJQOkcNFGd83FQu1oKUWKOGIbaLLznROweMeJTbc19KJ4bK3CxDQkVJU+Gne2Ux53jmsRuZAyIPoHkVp4BYmHEvEm6+OlFPKBfiMRIbGL/FS3yHlTIfwPgoeTOMp8bhyyPRTwH38YLCh6SwjEN1bnWqxBjw+5fIMm15JoFd81tN3RD9+KnWDfKwuwzOF1EyPAwb55OeZoAsDh2jgiYX0WGv91vReUIMLxiQhpdyX4dhRozjP0UOHGssgCw88ldyGWV6LD4bD8THyCrl6PjYx6KW5Pov/AMfI52FtJf0CmOKO73ji8EjVYjHNaQAyyKvNXY1zn4rm011X4liQ2ymQb0yUZdzF5WNxR1kJIUWJjr6RHSQlMkbo4V/ge6gu67CWtAJ1VxY27rRO9EIEvJGJuB3T3CjpSVFHQGwZKhC4GNb5BXUF3VUcAR4oCxtB4K6gu6oEgEjRVbD6RhiO54qPETwiCOIcDFR7QfNUa0AIAsbQeGy6xt3WiIsFDrkqUyVlot6K2mXRUaKD/v8Aa7NdmuzXZrs1/LarLta7NdmuzXZr+njaNg7B2n8ue2O0f08obRsHYOwo/lz2x2DsP6rRaqn6LTZT85n2q9jLs5rVZ/rdexl2c/ajtHaUNgQ2D8ppt026bNPY6fkhsHshtHsx2jsKKGwIbB+YKOw7Sh+YGwdg9obRsHs6bKe1p+WKOw7Sh+cp7Wn6lp7PT/tg0Qutke6gIX/7KX/SsTFjHg7g99NYJWXO0FdVIwzYcNpwAnOqY6Ysv526Kz0iO/pVUM+4LjQPTd9KBTm5YduDmzkfSreiYBiKFgzi6+Kdu3h1poaJzA8XN1HRXmdlulaoPfKwMOhJQfG4OaeY/hHCwwAF7eOh0VP8OzxUkd1807gHO6lXyZOpQv51Trfw6RwpXeP/AKqxrqOfW1DCY/C7pxyEoC/DcKDcGm+p50WJmn4mROsY0qFsTaAC8gL8SxZ0Zw/ZNe7WSshX4jjP3E0RmxDA91hcbuSE2IbeaVF3IIuHdc8kfwjLiZKWW2t2YalN2x9zlu2Oo8G4J0MhgjFPh+JYaNj93PDQ/VCLFbhkYOZZqVv3U3TI7W5qV2CMTopTcQ/ksRiJ3B7nCgKngkIEkpJJXo7jExjW2izUqPCMturx5p0EFLiAM0YIKXWWhRRc2in/AImPY05sNDs9Hv8AW6UpsZvDS40C3FfWUupta2d9CcxlVBjZeI9RRMiJ9Y7MDZNV3uu/koiT73u5duk0lHdNV6iSvgjGHC8ajsthJ9Y4VA7AMhyJojCD6wC6m0k6BF0DrgDRB0zrQckCOfYLnGgCEkZq07N1cL6Vp23hhqWGh7V0ZqP0VzTmCFvZDcNaV06KTduDXUyJUuLNkl9SG0zr5rfST4dw5xDVYJnQbwhfiWLAu3fCB5Js8ckMrTrGNRse7EnhjjtGXNMgwUdzi4cdtLU5uHoXRxhtzuSxEGKLXOizuaqupWeW1tByqocOym7bHV2SkdAY2AONC4aqTEEUlZUfVNxR3e7Aq5lM1F6NY28VL3nRNw08sU1wqHM5bJp5oDLFJo8CtqGKwrhc0EGn91i8W+RttTXLWiileWti5imbk9+9w8AGjHaqOWwGaQ2tb4qIz2SxvNCGDuqX0YNuZHbcdAsWMYWu3HxNRxDZcM1uu6rmo5h8YqsJCynGauy5LGuwtrc7b3aZLEunpfCSKjmopXlrY+Ypm5Tu520WIhP7WO/koz/uzJYz+5QjgdFEynvHqXDzujkLBdezRT7gxtY11A4hGWQB01+7AHxFOOIMbmycNG/CsPFhwwcOb3nIKPDzyxTCQE1j5LETOlZRjrHZaokCp6J0xmwzLc91zWDkgb62YjhWHGIdGWTGlrRovRsKGmjKmvJT4fFOY8sbfc0J2Jy3jncOShnksscQN0NVh9/u7JnW2DkjhsMG0tzJ5KbCjdmRmstMljA97N7CbbqapjZngimVBp+jzFvetyWFY0PdG2m8DNaKIYTCSNYXi6RzVipSDbEy0LfRw7x0khc9tM6KF/4dDNG+71lRQU2YueRmb5DSoWQosVO4ZvkX4jibTc9xpl9AvwvD0NGNvd5r8SxLq0YywJkHo0pxFOEUyKgw/fmkkqR1KGEw8MjScnlwoGhf42KV8AYBHaKhSPbhzBG2LgBCNpoaLdY+Kbet5htQ5YrFshMMbm8LDz8U6NrHiQm11RzJT48P7wMo2iIiwUz8SG8ReNF+HTNjc9sObgAgYo3MwzRmXjvFYqdwoZJT9gsa8N45JKgdQEI8P+HuM/O8UATI2gANGgUslDSGLJGR4zdV5Wh3k7qn6lNZ0FFhoAD6yUV8k9kQNZ4ra9M1homD1cDK/VYj/wCQw80ry7goKii/EZd0YjyYrqcdhcfNYGUML92/ePaFhoooZBCZAXOcFXGxyvw9vBaKhXMw5hjbHwgjVSNcx7Zby59R1T9xW7nTWicMJg5b6Uc9ze6sJGBwQRVUIpwRMLvqsbO4d59B5BfimItNXO3bMl+HYYDKoLlgYqcLSZCsO2nDG0vWNncNX0H0WJneKXyF30V5Y6s017wByqmOaCARz/UzFGQLjnVAdAsNLUWRVNPH/wAAi95o0ZlNliNWnY+F8chLTTJe6l/krYiQ/wDa7ZJCx1Xx6/wz6JGfF63Mh9W/+uycH99F79/3CpA+6x+RCJHvHZNQnGZrn4psjDVrs+0XvNGjMlVhwk8kX7wEJIjl47XwxQvkLBxELCsdG5rp65H4ctobRz5Do1q9bE6MfuqCNkUT2k36kfCnzEFwaK0CudgMQGa1XpYzjpVbxoLc6Fp5H+AXSnXRo6lB2Lko0mriVfg38B5DkrXn1rMisRT9693J916RjaMYzioUXfAMmqL0eUGZuvivRZDwu7naP7S9t3lVM9Cw++5BoNMlj7YPRpmHOjq5q/0tzC+l73mv28VhW4aXEPjkNrt5Wh+6/EnNfJVgqOLwX4ROWulfR2QzJyRxD5y58vT4PBNZe59PidqsYXV94wOp/wANPGHDHcBuLNAPFQl+tqx5mEpMnAwtZXIJ7z3wy13mmsZ+HgAsoHGQLA4Ka5wDt5LaKrERx3iObjAcKZ8/4BLct3HkAm7+WXec7UaSz1TZI6GhzHVSTM7hfVan7LdYXQ94p3pj3DoGL3k6rhH1YMwTqmPk72hp2XRyCrHZFWYf8QkZD+0tBopoBI4vl70js1EwPtfEQ5rqKCefE3PidUANoFi3X+/FNNFgjvP9mry1yU7oZLY5c7KaO6prZZN4/m6lKoSxvMUw+If0KpiZw6PmyNltfNOjjNlRQHomRN0aFjA2SjMRnbTQpjOgop8S91zn0Ay7oUEjXWSROqD/AADKWxuoSvdO+y9077L3TvsvdO+y9077L3TvsvdO+y9077L3Tvsg14oa/wDcP//EAC0QAQACAgIBAgQGAwEBAQAAAAEAESExQVFhEHEggaGxMEBQkcHwYNHx4XCA/9oACAEBAAE/If8A8RXPsdk+5WSyJUx4bln4Sd/hXmH4tkHoPxG2Q7WHWZ4bhtkO1gdkeG/W69Pp6vMv8DVQ8tQ22J2fCoQ/Rf5yKcfzEcAuTamSZ7xP2iOaoiqeZYq6o9eY66xvec5gDbzSmrn/AD0cRvbNUrLPKeN9DmK2ByrxNHihao+O+TU8y6q4hY2qqZvC6xXABAst3PMyXOFgVRiEe4nBB1pd5qiEMN12S0fDv+YYII6SeNFrmGM+0OYDYTInM2RQXcjJcIPlBUWcC7ymtJi2gTgN2z6fXkq6iZNcDNzz90Vp5Txw5czwBYcxjmQW2HdQgsE9h1FNGvJn2iBYDlnUb1cEJeksZVr8K/2g/XNXCplyKsZhHulmdDRLzMP6NQDgCqdZmrxQsEbF+xxGR44u55KQrgIrC+btsj3RgtnH6LzapMtTtOa9oJ6UQfOchI08Y1BQ6PrEC5i5yxEWsO1sNlcuwPHvNeYOgdzOLqD24EXZgLH7kWW1ruuYBy1xV8IhwKRyn9qELUiUpEV1wmUn1/8ACUCFrPbL1rAe0/oeif3PJPpv2l6YkZ7QcpLLXcp+JD70feUdoVa1crKkrUrtD/c4m70xyrAHDUucVKDZ3FfJkAIowTS9qE+v+6LRW4p9U5Kg8LwwqA2c0RaZZYN81DmKi8I39oi1c03ioy3kqvTUP7X7EA5Aw83olVFcQsMarQnQ5inyAcXDSpFk3Bjqk3OBgzTaxr6IDCi3OHxF2JHoSA6dxt0RwXPJ+cN1flcftiPqAi9aivMlzlUaIiqtea/RcRUYFvaZjgdNOoZ8W3094+omGep/S8xFzAo+Jl699BrLMYWmZ3MvSoZVFQO3KI0jh+sGmVWeDiWpkR4n0f8AKZhT+RJ3k0B9oA5Cvs4n1MfSPSrgLovYQ9ZAyp7z+269ZcIS195G/wCIgGKmEvkZWyiV0s/qOpun953P6/tPtvvP63ic/jCfV/dDfBSOkls5nXfRl/tVe6oVPuaTzfmVEgGgUd/WC4LpIRl+q+e59B+xGntCdJAAkW8vBLglG+eD0/8ATPsiC6f3IuDLtyo90B4rI4WITlZ+hP8Ac94MJAlOqZRm8vLbwRSBSjHGCzfNMIdFmsfoug1TBw0ttiBiLIPE1RVao6l3yhsmjCgNMpRupXev9ekmKSxsxPkS+GELw0t1DR2FdRd4zkuMyIUjzFrM90X0RtCwbKCtYgpzjQlxBmDxEYqvLhmDB8GiTl6xLQ8Qewrckd2rLrceMNulUdqAjZXqcql2j0k4RhexYyW/pESyEgoqvaESWslDGoPrsg1FwFa15l5e2i4QYXaBqZDjgriWk2DSRG4bgrjujmSgZQRlWVOVHMsFkss2qKXcp0v2mBuCGGZGnhhAIlxAt4pbTEIlQoDFgBdlxFRWU6uNfKJen5sodVTbETgJU2pibhuxNgIlMursSx8pzeUwftD67oNJHrHJtv8AXkTbtqrnm7FZ/wAHv4r+G/w7+G/wr9L/AAr+G5fxX+he1G4irB60Wk2hdLi1CXhZcsieA2upZAs5TUIrzEDxEbsq3nUEoHleINZHlcILmWojhiaLEujxPp+MQuDpcXpzw+luaZdKgltqKS0cw6GfQ5eZcVztBuVlU1XcsBDgZSUF6t3L0XYsyAK3aCUysrufTkbiFg5Vc017G5q4drUGxCdjHae8tQCWZlaC9MVD7RqVZUqO5xC/n8PM4h4XOLjpv01N7mo0S74c3D8Vu2oBLETsiBbTrcuaA1BnMrOrt+Cbvk4IJQ3S4lyIEdxJFl1CLEk4HMQCAui9wHAXjLEGkDurgNgnYwa6w7zqWejubb9xiVaWqD7foXMKk2z5RwvmpvGKjDa88pq6CbdAPcHNd3yym1lPSyzIQB96xAqMqZcK9qNtvF/OMBrZAPvF65bDxQiMelxp5zW+hiG+KPg87l5hdtPKoQ2srQTiIhF1JUIu1WfyMJZqzqu0mI0u2F/KtRoyqXdXuKP4q3zuXM8oRyipLZjhGBouHMSWKdp7ICK27s1RNsbSvoQ88DIF7zKcLCsziMvgxox+VB2r3dTmPV3bvOYXxTsugILgIchOfaJlgchb4qFxr4YeZ/ZdRtNSSIw2NVOoPOqjRx5i0S4PRoe8S8JW2i9THhXFA5xEM5AfYzKAhqwOblQGAKIHc5A19J87ISqzxB8xidhbcZyTOVQicyL5zMWXLZFFN5lK32J87jWKVUfKIUKdMFT0XUpDJJWShzmb7PLaeZVIZcceYxXmuh1+go/MbCxzQBBkSItYCZvEu9xx5vhO2YUGWfJjZsKAmBhH/UtAs2We8BhBQwsD9uKkeIeY1rIcVLxQMrBwhL30ahf1SpJSnWu5xCJRx4Iw1ZDgcwzEajTtnEE2mimT1cEDHzoCaRXxXTALDMLt3cMSAAopxGKK4Yf5Q9eC63phTFsMDmu4QwazEV5wHdOBBSLHiiMK4BNf7g9lYwtdBMxgari5a6shgeY61YoFvXmDk1wKcpLQJ4B51iMCeQU4ZxwrYvdDchA2vUdIWJsZpO0Lo7gm29DF9RyHQGMOY6mZCGCKqSG98C9xXwuSuyUsAqkt7YzDJCrMZjDFUU5MfQJBy1HMUsTTemWx/Rj2kf8ApIN5zE2rQ1gxzNJmGaQlfam+fBKqQzLm66jODSnBFopwVHhAaXI4qBQPX9CqVKlSpUqVKlSpUolSiVK9KlSiVKlJRKlSpSVKlSpUpKeipXpXor0qVKSpXpXpUqVKSiUlSp4q5Qy6IRt3isB2ho//ACEiCtpQT+kfzPCITZC7O1ZMAWtHmCVVur6pkhdo/Z38awUUOQ+6efalkqUIt0Q+FsOqgDT/AIVvwkQFKHLUVNi1sl1PXE8sxTqWkxNh1Pdcs8XxAZlXKLIWzE27CqybqcAZAdto01MLbaMRl8eGkJr5qNjtKAHCojSWhwPHmKxaycbcYnw7kVPEt5DizqZPipcLNUU7ahFPKLTxARdZJWYtdI9JGZXTOB94KFugV/g79PMdEXtAxHMZMbUNXMgw0PH/AJ6If2/afNx/lcNEVTTfuiqtZ5N1NDWdePKUkV2RZzBKhgqPaJQbQsO4Gui9kmI2GaO0+ufdgqprCIUm637UtA3QDzLB9t/8R5CdFm7jquFL8ZgTkP3sqZDJmTmJ5eRHFL/g9GvB2lN/xDaKAL4nkwqNfTffMRA12qPaBK9VwvMx81UVp3iXoR0DGSPrmVmUlgQVdsnKuoCJpXdaQJNx1h5PPo/Sd5qHS/FgI+QNKinWZk/21VXcwbjoKdRoYgtuISuWShK9GVaPZE+lFTD4gYyphVTfIXTcL/8AbsH+GIKWW+gvjoMh7+nFaeH3f448P9Mf5B/aeP0F0Q4dELAKxOYichTyruYN4oyQZoyeYMLYq7jIC1VAw76SxlYa65pcCBxkhn9V/tPH6CTHZ/WWeJdYY/t+WJuPALjzKbfYrdMi9XBpxLxFayVfnMiSI+lBmOOOYEQsVAnJRNV/jansD5g3+i/2nj8pn4t1e8p2GWwCUFlYxYimpaHn+UMQDYCmX6X8P9XzHYVBd31HRv8AUC3A8LxDEQMFjbj6yzSbK+B5gNxLphErbijUCSIAe3NR2/isaW4X+Dhq7ad0TV+WJ8gsC9sXQXUyRB41nJ6hUjohZPOA33Mm96R2uofon9p4/JsAla8uDqNcUziIzQfByG8zJTbbG8InCnst3HVDlv2EsJ43KwL80X4IVyvEoBCw5+qiiNNfTk+CrC0YNZJXDQUSlM6UcftC6K2kt+08sSaLvCyYgzxH7IF6CIyWwUN9SEwDZU/eBX4P971Crw7Q5iJLDCWO2K3SnWAFVwQA/CB4mlQMPrrQ0Q1+if2nj8D3ie3LGjq1LCo0he5wfehx45LgY7XuK+Ncw8xl4xOfhM+yNVIjVgxVlPm5qxF5QUj69QjK+Ysl5cmqQxgguH3QVkTvjNwD4rA29jUSo0A1ji/PxrUSF2/iJlwg7v8AZBMafxNc3/FGOEacPvNGCpRd56KwfkCdkV0FtM/aC6DXX9r8QtkGzBDBRz1ZfR5hnMgdVBqmtHMoSsq3uASIR5GALx7xAFoR5PyX9p4+PSc7oki1lilY9oYPsYwwbR8oXyK+C/EENm9A4CBFjRZHU8kD7/FR1HO/SjqUSoErN1K+OrMG7eojZZa/JlQIVBRVURrosfiMCoyh6geIfiPiAB9aK3jVgx1mP5UuIkTdfflsg/8ADI9ANCVuHoS+AN8VUSzeLlXH5L+08fGyrqMTHYYYSC3/AOwioLt/lTt50/7pbXcBzDnZBUvkhGT315eJqG/zfGqLlbU+WKQJjaU2XlMjQNJ+FU/s9peRsyvEau1o4mpUZ/GCGZQ4moFKtShXupBRZGn4jqEOEi4eaU1q3gqNCpQr9UZrR/0xQmceJ1HM59C5eICN43nH7MEhAYA/Jf2nj42DRXXSFydV1P3lCxQGqSHpxDKuH955Hyy+v4DFbwAG2CvR6isanHbPCjfP4alglWgR4ZU87V+MwEOfMqtZ5hsMuk85mLbT9Cfi7m4Bc2B8qv2mBigFBN/cJdSrMqPEUOvucflP7Tx+Cxy6KVFA06S5UpqwxC1o0n4KptXXEprgoGoBde0uZTg4nbSP5tmbo7F3L5JvsQELpK7CWe748wUD8Z0mVNe3UQ5hnJDCt8QjGnP5T+08fgqPrlC0vUZzD7CETUK2O71H7fgpcqVKlfhXL9bly5fwX8dSpUqH4zkjLPaxzM4Md+0tiDrgn0j8p/aePwVepIIjhtmu2I1WAabqOSgsKbjsafyoUlHRB5eqhcKl4hZMkUa1PYvaG1Z459OMJTVOZ/yyJpOVIqblWidd4ESxSmghn2EoVDXwLSBywuyTwy/yLF0m5gehfTIfk/7Tx+DUESKKSXfBuiXPu9QNCjr8RQ3iaUXozOFfmbZlwnwM+x+0+hT6OGk/tePT7P7+uGfYfzP7LufXfuetoerLnbT7ENPg7xA2lsDF3qVpe8SXEnIy/wAZixRrplQICB3AFGj8p/aePxK/BuINzMrzyjbAIJi43rueZsdOENhKjz8P2P2n0b0Y0jw+f49Ppz7+n9x16fbfzPqP3m55/c9bQ+BSB4cffCIHTrB0YJzBBaCz3ZRAv7MVhxt5QRMZ9L/Qv7Tx+AZtYAs/CIWqJiXwMoAozu4jnZ1xKpaK/wBRKU6hGiNk6hGz2nRN0xSRuLtVNPgRGXzBpRMkKNoni/vLi+g9OsHHxPF/eH3uHc/7kJIc/mM0lbcyjSurgWE2tw+mk38GUtcsfI95gOwBwsTninyij6C4JoTb0w/SL9zBVhqF54MzEXfmC2SePwSTUQHk6Ya/Lf2nj4lDcbqsxLuV0dPxXBbQEEtm9VMcfv3E2DJr6+jMkTEZ1slmODU6ccCXcA28RAaqfMrH3kNBoMyzF85QgA0EPRhZhWCJZDkQ6QpxC47ZRWKpzhj/AMKHAI8u5/QIX4KLc/sEVMAy4hSAEGu42BU0+5KtgQViOUbkYa9QZBzupoIrEUOHCfIDNy+RQgPEegzjbERSNg9EWeiGZQjeM5g7lmO6mYQuS5ox9n4Wcv5hLkicwd7b2lSCflf7Tx8OQ7TCKb7TMpwwx8QNNAwXmK37wzuB/b0L+6GOxtKlCnBqXjua+CFbFXUAzJ5SA/KJ8jYkZ/bEsqtl5i7dRPDck09GfZ/afRPTjSf2fD6f1vfp9LDPs/5n9l3Pqv3PXwPRlVtjT3iCskQE9YtrojWr2WRguAUHepTgr4WO0PoQXY5ghepRcDPMjU7vemT9p/Eswh8TbbB8/gqsVDU3hO45D3RS+QlnQxFSMMWhJf5L+08et/vHKans8raafTUdwTa4Vx8NH2mHoekOY9b0SgArExNIcCZ2927ipMeZgm8mKd03DVXa+YHGCyeBGXFs2lI6P1gm5TOIkzVCz0YtVKzH8gBjQoCFmXFZ3iHt6GuWgH5/Q144T0SAKq5fOVaKkfnLOZFvvMRWLHGllYelDG6YIiwRtJhrIfnLIOSsbdiIGIZH2PSs3iN9sFy+SaIHmHfOYyaVxMDyxUpoiVmF/bHp5Tk/Ay+R5SURtckSi5V3Mfd0zZw+7CIyduYFmIaYP5FdXQh85eaiC6R7ZaHpKxzuRoQ+WUOd5RHs/Q/CBKmGjwWomAnBqZiscoZ+0IxVNmZvQOsJZyxZmJSnWJfrg4nUd2ToAcxoKFNTNUgrPNB6A9iHqyMDiFxqxoBTPFgbMIWf8Zlboo/4DCh7EPL+0wBD1OIzVg07mK03RFqlSTTkAh6h4Cvhhtg2QlPCW6wYpPcPLKBz+wE5BHL2nRAuVbUdd0TeB4i1RjVTGZvMEhEmmOLykrDTfKQgHB8B6UQLrbfmTOgHZLnIeIgPcJtlh4f3mo6iaYFrM1Cl9fjsVNZtgUCIzM7JcsH5UW/EAXgOWWWF/YhLVD2kIiiUmGZG4/Zg38JZ6HBNpT5/1g1UOYP7wOFR1Nqplun90rxrBD4kAjA4SmOiEIvJDuHI/FL0B98d7ReWHr9n9p9An0cI/u+H0/rO/gQ/Q/mf0Xc+o/c9bQ9SO0b08sRwWtv1gDViWHE1i/OWaPtsUvjQcJgwLh3PGDbKQ6MBAOcRm/OJxFfOXJMSHswxZVE3cr1uU+o9AdsIKp9jUxANL4hNU8RCKR6CHuR94+Sq/ZLkS6SbfiHwirX8ph/0LxcZeEVjpPIvcuDxHcHJ9YwSKSklHb+zcwV3+8FLfoIswNFIa+CuGmHoPI8xHOI3mjNHl4zxDGbBrcOstLiocCc8XjUNap1UAkCsparQ+s9uB84vcIqU59GfY/afSp9PCP7/AIfT+o79Q5n2X8z+y7n1j7nqKHo7F0ROCcPaYcw+QILoBLIs3oqFSsxmOwp5InWUptFyEv7K3TH+nJcuRrGMRtZ3Y3DU82y+C6gwxMFFukokczMl/wC+Vb5mz7qlV83mB88JuCzI7OJjdxmuD0wK3qNgy2uJRUPHUvzL+MzbHawRPcPTQdMLRXKQ0NY4OImP4cwPDFHfvGBUOV5iX/UeIYJj0+jBT04CAy8PEXOkdTZAeQCWfARynnViWnjCy4zmyKGF5YB+6MZmicww7a3mXXyqUq8G0uXjOMVtXK+2+PMo6r7ikUKv0Y3VnUBLkuWcY6hsijYSyp/040GkF84n/TjpZN3vM/60OWuUKm5b3F7vMS9obaZYMNlsPRrl1eEu3yRhiGCACM/yzw7JPAjUQztl46mFGnUcwnU1XfTNR28kShRwxvcnAkWm21AMaD1cEuDI4uXtAeIQkaJRh77mDf5WYFcRGALVxDtE8s+xjSnklYjk+EI4bfoQHFEjbF0wvYGz4UC2f+mIpdxExN/plJTTG3hKpQ2sd5hjg+0d6XaeSbOlrsmTzC65IC4MviLNHi20mDVNqUfsORolqlOBqpuWTfeEv4POsWWZDmJV96IydV7R20r5lvAShLP6PlL9dDlMf0L+coQKG8ZlOobikVejBAhAGCb4PSBQ1VYvPwd7RkjRd04mhN7ueb9kzplXZPNJX4U6x6VkoSUPE8ksKawpFWsxGToG6+AQkWMysGvzFAcjLyr4pSV2dQpAreSUC8pg2sIxfLP3nTqJVtdzj/qdTaomFXTT8HtxTcykTEeYkmrYh5BT5YC5Uij5h2HDlFb2z2iW1bDBXqb795SwksDlmnmWYmVczb313NpAI5JV/KJna79SqgpfEpvO584nhCFZHUsIFdQbevJNVGvprIPthk+56WZHdh9IpHXeEIpYxLwwOT0yAM2+01nbXZGV2srVS1L3Xw4k2YjhrqcSjZOu7xM94umMYNaaOYEaBsYHD7ExP/aU4kbqVSVxDhgOPeU5thPBzn2jEK9fsp9Mn2n4M/qu/T696q+pT6d+0PR0XOtLonWN2xp9FtRCq/dGFQ0VMxVfSWwr56ZajTzLleBonlBOgDM3OxKz8DLw76uJvLcTCwpn2mo7ocCb0+L5mET5ICc6NdRxBwHGIyHOpY6F37SqIzcMpb5JYNTb3MJe/wBzMHGQKAMsEuTL8HCPePrBQMofslEJhHh5RQelWMNgV688keb2MtH5NYGYXa2PRNGlgI8kuOZZWzcFl1X3FOOYj0c1lTCoc1MiG0TKw7OWD8DMOUOSNSUeCKaYVaPClfSbGKOZjC3qCpLNIoIjVXK9OMZjZWBK07IOtuJWYyloU+t6VKZCC6FxM7Wh0T/mw3YrAemjeNRnfoo0ULCR/wBRF7wRUUlDQw8jWy+HqjwrXECORGdYrEVHllN4MyiOj9YEJFxiCu3dzWGTaCOpYNW7JacKiODi8Pida3bDHwUN8vEymPZKAqJcYWxSPn7TWRWfRknIGCUqemWoLc1Em9n0A3kTcUyzbqdVM+kMP3kERWvClsdjEHwIO5QeIWID13G0tkiHX+0KIpGkjEtyDp7lYXJXuYkH51As2wNcx+uGbmauP2ZjDlPDEhemq7iKm8+ZQSJtQV6FXUZvFe2jxFGpVkL2cOn4a8IqIxxOdSvwX2iSCfrEEAUfqisQyp5EtzoXGB2rg5pVX7Mqra7YivrTFk1Ipy5gBr1qD3lgiVf7JXZzVsU5fknmFqo9PhKvcip/x8VBW0EJ/wALEG+N1MWBBsTPDyhWHo5gGNnNFzOu+4p1XvHX5XM21C0ODUfYlRFcvs6mNVfMwumYaEqLO58CA4IxOVg42mVJm8nPSVy384SqriXIUvm5TnDLLR5SJVijcNuWXNCR6qDb2jpAm7zNxnMVJyyyyVg2yiUkrRA+MWd7HpgEUlJEQvASmGW5xi7PcZIbUbTanQjoX7AeYIB43DNajAeGGcnMAB25AoU01xCSroNXE2GKz7Rp/wDTjuFJTLK4eXBDXwWbJW8z3mkhcAbIiR0e0ydk29pwYESBNkK7tA7kEh72YJeOtyzVSrgPK2hqHo7n2c+mTX55zPqfR/Vd+n171Z9Sn0/2Q9GNxgwqEFVasgYadxOYVuZ5vrIrK4KgtBFbzMr0ZYTWCeU2ZhegtiSyR8QNhaXn4ACiMqehLpI77EtrBillKxfErIHpJgVm1FruZkcz5mReP5wksfdAsJJQQSENhmncWh0wFQDLDPky/gsJUvC/3lNi+XRErQLyiQLq7J4HA7JkMLX7+gXJGhfSNX1/sQ/TTQlAjGtotq3nuMtj39mBNTUzWWhOomFp3xuZDLoIxQluefgFlSvj7Azw9l7Swq6ViNjjvCGwsS2NMD2wLF7EcoKLt5g3wDoxLlcK0pOAjAmzMAThfr9lPpk+y+n1x6f3Xfp9W9R/Up9O/aHoKvBcVHauZHo385i+oUCLe4e/C2UPyDBsSMMRULrR7YZpRzG3GcT3luYHrSm74mQC+mFRRHRpjQkHT3AVptZUQ/8AaWqrlY1Y6GmYaprMBQeUljkeLJtuWX/rzeuIg9HMNeScTMgOiLZEA/CdSptD3J4lilb5bJqZWpyemd4r9kEVovkHo6FKnfhErmzlic2DJ5JspX7wW3KkOSMx44HMxKHbLuhcI7toLYwfKh4jF2FnqzMI1aViPlCCRXBcyk9SuFEKaubclbPeJxV2e0zfi6faEH0aYNJXdkNJptjwe0kCBSOPVa2qqqIrijFTwGoK9Yfj5mr9Jds9rDPEnn5LhrEvFtSa4Rsd1OER8VJ6jdQXc3NRyZJmu3JFVV3Ls0Z4aaJ5zZXopbMaQ9xhLzRHaEepcN3ADOKKh6Ki5c08RMJfPFQHZMP+5YS1AtlH1SrjgBijmcCCqgKNjmLxhpY6uDkj1t+TiBsTkm2BTpaicagr4LVMPw3Upx7fJ6HmllXrkllG3DykxP7LcBlB3iWhW0cEzAFt9o7zsuyXYWX7wb2DKnENIfMpQ610R7CjYaqN02v3IWt0ackucz9nMv1qW8ViNN01RomesNfOVAMlIg3EvtB1MUvpU5TqZ8XozKBuDGojeqVXxB9GCHIdw0JhhNBWHE8SWrzYOfc8SV5LbS8HLx90cXFrcXXYu7h6MEvDkg+U9RWGXUXfy4tEvwjfzmWaCidariYIxdvsShHBz7zB8vTCLttZfgdVVcKceh8PkRM7TAeIRUL9oOwCYBBwxU0BjxMZFaIuwMPb0zUsqI5I7rA5mR00el8nIw8Uxn29MJ5+hD8NhOjDEnU2i4lVqcuIVbDoxN4VhI32zGEJj2UlkKkh/rEir6ZGMOKDO9pY8owtJc0FuQ9EVKKPHtGopd8BLsK0EXy/gGXEVAu1MYY/w/ONV56sR9qKrPpMzm7i2IekZKO4CVNqop5oYhmxhgcl+v0sNz6b90Z/Ud+n18cz7SfUp9162joLio7Vyg4G4J4mKZ08GIKgFwwjDnkgMMvll5aTslNarEsflueJ5MPUlSgzDss9MR/YowpEZfTGzjFxeVOCXhtORiNpOsNVK7Ev/b+I3MGIY079oGMlZqP3QdSiReYFz2QAXfeCY0fi1HZS8RIboe0Vbi89zCXP7MShsN4jQtNEUol9fyQyXTDUqSBjEShuzmVE7vnNbx/Ebc8fmNPLbBuYHO3GI71RyrySzT7R+FzvXdYlaiOYrMmYxHUsWmrHhlu+ociLxc2XplTagKhOMw8oNzUvxy/pD0+hhH0/7vT+o79PrfR9lPrU2erDt4+gc+iNXmXT0JYxwYIplS6c4hVje64lbTfTiVQy3Uf+yHMu9bdfBVTeYTYNPia7tntLRRuIFWl5JTIgMzcDXDUYpk3AL994hVBTZLr2LiYreyMhtMcjyMrPMRmr8bMc1ZdP44mLezwzInE1k9fPhl7wHXLHRHMu2cODFolzWw6Ig0O/PcZToNJK3+VOJuoXse02D57mPRnL5jKwrjomVqenwzC3KPTEBERwwUU1b+BgrS1eBNC3gGmKd5UfeIHxlD3oaX0ebnn3I9TLxL/Q3V9My78DqUIzweu63uQlgACNUuf8zFLH8WJ/xM8EYDE/4k1IexH/AMiJ2J8HqZoCeZobY2qruM0sVS3ByrLR4VOvLo9p0pcq3UZlwDfMKw+tHloam8M5lcTmik8pBKiHaiSnAHcxYte0dyv8j7zeIROwldSlrslsXVBSqk9ls7Q3L/7RKV25nuRwVr8dnDSx4YrsYgb5qMkNm+OIyttkt9lhfpCqpKj3PAfEHootcHmVxHc6JayJLoxk2qkcxVF1iCYOeu4YbNxHQb3cMraj44hIIHR8DMRODGxxBm29lpuNSUsfKVaPK3GKgrbhv7ISvypmAy38eEsEh5j39j6+lHAMTNu2Uvgyw+ApR5yAna5I1i5ZgjPmXH/pwCJRYAevEuCWA6JgI5CexnAgBaxlJK2r2ju2OUoJvply/wBaCbvbD8gy4U3VPGn8sdqgxfJN2iw9k4KWh2RMK0TlGD2TolMqKMQ/vU8ow1Zq/JM5BafebilXSHmuJxCOOSDDh18TKMMun5yoP+CExw0c1Mj9ATxvgJUr80ApBmVqPZFZbTmIYHmZmbaIfCYpCpmXwcRwr6+kvc24iPTI1U0ClvEtf4OHhWnz5lsjjggnLghzdQg+VKzIaz+TMQQpJoIMrsm2pfuQf6S8bSfzhDAIVqI1wwu2oEkufaB/aGnJ6ZUituSKQE75SUfWytsqV8THzXwwgPcBU2/P16Nt1DNADx+BUwkHntcPED0nYog5QVwl/g8ILGQzn48XAviMx/4icyYOlH5TAnN7kUG3agB0XeYFHpgz+Q9DXRtvtPJUHoI0ZdyB+sYZ90yAL8kxB4z7S8S9PLXozcyn/vFML9EPyiDuADGJXqSU6lvuVTiVhHINDK/W6iaV7JUe4QCDAfBUr80yoH67UqV/8TNBbSHMLyVlgSCX7RKS5cuLK/WyNKHMuXLly5cuXLly8o6GgS/S5cuXrgOm3iDf+D2e4L1/ahioCzgjBXhGvLKDMrPJ24FKz6XExUq5QI+TCpCpiim/3jGccC17qI9Io1XQxcUKALp2S1MYII98zJmU8tRLMYrXlvVdQm2CgWOnt7QKxnQxysB2ViiSYTvME+BiNLWW+3pivMriGgvsf2TuOBFIEnmopvaI8vMNHADqnmB65F0dHPznTDYW/aYzcjb/AORi3y6A8J/gzO7WF/faHwt0srsic33A9QxBKfJ4Rwa2BKjVxFuTFiRpXFJ9r/8AJfSAeBin6QiRVqOUrK5XWRwQz3LlGAJYgKJQL1CzbEeyNwTHi7hCWlJY4+bVEw06P3i0sCyS+vE1Ewt3+I0RYSDLreiKfKAL2W+fAJmJzyKYH1h44qnvn7VH3Ljxohm0nhOSN3Zh/gzNri1hmpU2yABuAUuzKLoRTbnxCC12KO2YR2EnPcdCR4ZZZDwTwMrDNTx3oXKAXFhwZi4wrDNTMTBJqUa0iKs7RerC21XllOD0LiNs2BRH6tA6QIUAHRPs0LnmSjl7wCkY1XFT7B2IgQWV0qBiDoDH+GV+DUr/AOR+YgFwyrFk8xEG2p4kQbangSgXeJ4n7ylXeJ4n7wDpniQDpGJbEu5PyjieNNoud6RChuINKS13FKWeNB2Z40rV3ieNKthxPGg6NzxppG/0vZ6O+fUehomvwFv9UzfPrJp/Kb/TeN/v6G2a5r9vTT0aZzNvrXc3+36Xs9bfUehomnwFvnPomfTek0/lN3pvG739DZNE+36aejTH4NXc3+36W3buZq5fN1DsuZK6lTNyoZqpTuWi0rBTJK9yml7le4Su4CNwbr/KJZU8zB1YoqrmFcMOxYEbtgu2V7lEJ5mIZeZgGbEr2wC07nkYLs/MM0p5ZtGeWJC1xPPK7MTywchnlmxSnmKUOYtSwVq9wN3ohFx5ZXK8Tywdf1FClnlm1Z5YItZ5ZXZieeCLHE8s2KeWIUOYspZe0MQpZnlgi1nliS3E88AWa+LNPS4miczb8E3esW30X0EN+sfRt9/x8FVyxr0PpXKqoqF6lYz8VKjUY6tQ0KmFrfogaqY+vSyYyy35C1Tf4gbPTdmz39PbPrpphsn3Hpp9NPxZp62iczZ7fBPpJ9R6Tf6D6Sc+sfRt9/yBohH0+kn0Xqu2bJ9R6Rm6aPTd+SvX7zb4wBm7Nnv6e30WmGz4QtPz+E3bPcgVue/AsanuSnPU92EULzPcguy4pXOZeC5cG4A3mC83PfhEHie/EeGe9BNH5A0Qj6fST6L1HbNnwCbpq9N35GZtuAN5g1vie/AoZ78p4p7sCgue5C1imcy5Fy4NwTeY7bco7hHNz3Ih6p7sOo/SUOyeI9fEQBoqM8SANE8RADgj1ECbA9PEQBo9Evc8SAGiv8Qv4rly5f8AizbQ9xKBTU1Tczpa3UTzFqB2WQgYT3I/PxFREWvtwangYblFIWNY+JXlirquOFV7fzSmeXKtzadkIGnqJsnd2YoL2bOZOoKgM1I0Sz/EVc7bv1RMSLwVqVc0B2z/ANmjvibuOIb2uqbfmhJBLl0XggS9wAvdw2W0ZEaXBFH80Fc1AJcewxCBqPsuadNY8v8AqGy6z8GIsU7pSrogKXYZHilJKEej/EGUSxKXPp3rTetRqAhXVncxGz3vweoKwAI4QZPaUzsbTR7wp9wNcM1Awz+U90rdfwQQxoyW6mRvJbCUZdQelDwVeYcewVFcwePTc0aqWrVNV3/iNetXKlEqVKle0qVKlSv/ALYoFuCWeSB0pf2lwLltgTn3lz2huu2CPT1OJfo4A9AvslLrCX2/eYk60NkuBpAxVsf7j8aQZswZcv4DpEzUt+xD2hm9E+UZcGw4ly5cuUDXUOCXL9GiADReWOlzVNEuXDwoLZnXsaqmX9xTF2zUULJcuXKPzteibBTGqv0PuBFd+jLly4sfdkESmXLly5UXoJUjeln6KBdsJ3Ki0vKzMU7x3KEItBYTMwsIV9+EoT6cFnQzG2E6mIyTRW5pr7RdcFKu3MzDVeIEkADbLMfI6RQB3cPXi5ecpFbQopniWMX/AMGZXquyK1CAnaQcEP5eTiuJVGBsh3GoBiMSShfqXc4mCo2yeFQJ+qtDfSNXyJ5dK6JQd9/uDxDQzbYoO4F6Emnt7SnKtcb8+YCoF3XP8w5Yo00N8RKEFUFHvBVoGvUw9EsthAOsO+DgERVv9VCPv5afMeJmvYfdx/M0iD9zn9YbiwH3TcB9LJcL0EKyMbAwOZ9u1xLuZaWypmMmClvnmIyaFBh+sJhg6vcewxLVujqMqIs7MKeBsbp1cJxtGcVbHn2zmPfMYxQLq3mV+hqHyjvOCvlRC4dJM789xwSxXn5+YtoChwu45TvQHt3BELY4Hqu5QQxNCHOf0c91sAFqsZHPPKZmR8ICBaA+LxbMvEIsjwRUG/J71y6L4JUh7MiUFP2ERwKq+jExMNNrqHSa1jD/AHcJAWFPE4qkL2831K40YnktJQxulhvMel2BBjNzSgAyi7+8JdiqemZ6xWIOyUCrkpdcI+ZoicioBLjnaosKMRy5bnL0JxZuo0jmNegipiAszwfzB8lTMPAi/wC0BV8qyjkA0EafBFXLHZRDVmU94uN/8oYWih4wwRoblQMCDHZ+1xHou1YtKA1qunAJi+MUaKYLZYAGbREcQGafEpMWDus1/wCw41QDWeSOW5apsmfvE0cCy1x3qHwdim7lUsrVJuW/eW09Xi9EtctDWLR0Ay6Q6+YtaBX8xhrpGqL+8vCcQ9GPrLFr41i2KwGaTiAoiyRmkbV7EFPB8oVYlApr9Hr0UlHUolEqBUqUSiU6jDMLaVeYR+gJuLwtqMVAxKJR6USiUSpRKSpRKlEqUSiV6JcolEo6lEqVKJRKJUqUQBxKJRKJSUSiUSiUfqlf/JKfBUnHQfj0vsWIKn/N/wBo2Ky6qX27nEK1oIZ/xiitvIfQnKnxbqMiBrj/ABeiThyu1mCsK6fPcURyM9OYM4FPiPwWxoJW5I8AfaMkVhBSPTLlxS9qYAeJXA4kzS2fS4r8jFbXfiARi1hXumpQEcMcB0sYC0LO4GIMrwpti0dxEzig2+PeD2lt4Tkf8BzCyDzJF6VVOfsSq+sQ4YEezhBvJBPlMbTOfEtSjVvB3DAF8ee553qeHr5y/hZEugr86MAagT5ZjHRNblkziFUguCDmsMDPS9wPKb1jjy9oaDrsKz+YU7UR0eA7JYNPVtr3iXWnIjC68bj+sJ6nLua+7L64+lTIB9QNDfvL7xg8P9wf4Ewqt1GRoFc3YV1bB9+jbUP1/AgdomRt5ZYrL2PtMAlcKFX+0vUVFmvUypGLeahQRKLZc2MdQVO3/wCiP/C/1LWamFDD4A+4TmHwCrLQ8kKrzAhHQssjkW2UnNTICwrJONQFX2uJ4FPDXziZ5g92nylO+cg6n+pRiD/SJRX1V3Z0ck7nkA/zQt6wy/2ThGV9+ZcvsbHc/OZ4uq3dEasSHCjiLpMpdnJDX6/rE6koh+EpXtKUrTnA3MMP8VqVKlSpXiV4lSpUr/I//9oADAMBAAIAAwAAABDzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzTzzxCTxSzxzTTzjjzzTTzzjjzjDzzzzzzzzzzzzzzzzzwRADCCBAgiAjxSghCxRDTgRygzSCSBDTzzzzzzzzzzzzzzzzwRTiDTgAxhxwQggiRBQwhCTiSxjBgxTzzzzzzzzzzzzzzzzzzDzjDjjjzTDDBCTDzzzzTTzjzjTTDTzDjzzzzzzzzzzzzzzzxxBgDwCgAwBiDxCCRyBCxRgAAQjTTDwyjTzzzzzzzzzzzzzzwzyBxRjxTgzSzyzQwAAAihgwRjhxjDBTzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzwxzzzzzzzzzzzzzzzzxAyzjzzzzDzjTzzzzzzzzzzzzzzzzzzz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epVawUOprX+yxXuHEfqCLYMte+YPKUCqyYh6gcPFt3cVQvUUxYq9y3wFxFKeIELCKJSnhzY93BKDGGM+9QgY3ThEoZK9lNZzBUhF4I/3y/MRzz3FHSaw9A76ltUuAGHvCHIrWLc8u4yw7TQcQl8DMoQDYpee1dcAUQWGXoMjwGwPzBKIdbzERYNSwP+gd/wAZYOcO0h8PgfRHMfxlEolSiV4//8QALRABAAICAQMDAwMFAQEBAAAAAQARITFBUWFxgZGhELHwIMHRMEBQ4fFgcID/2gAIAQEAAT8Q/wDxEg3KovMUS+Zw/dP7IgWpRmKBbKGj2noSx/oXKAV6uculRCCaf0X/AEFrcrcGKq+0s/TUwdgD5lUSwpD4j0F2ID3mRsVZC/T6o2agiYYhzGseXiFv1rRDhfckPmAWvSCP6FDbKS2ITD/hQNu/bhgPoiFJ9kLuVpcEF4thlpoThFidfoBEjHslfcLu2Y8ILR0URwQde8bNLQbq4h+P8w/zWRY71LZCWY18G5nDNFVeiEK6KlQDqyxQAKE8YvPaIBDOBheb1iKb1s9+ar5gm0KsEo12hWzypi6XuA4VlUOmi2pleNZteTZDrkmQLopzzBXRZQHVYSjdIPill8aMFuy5QHDTfV9MK+YOBrRYnmA2Fq6jyA16xD7lQCuwt32hWTErA8jDYXVlREZqbMzeeI9DQFDqh62RiatmlHooIQW2WdR7VuJm/hKejmDcGW06O9xa9ax0H2RisTbsvDhEUbXK+kQCm749C2K7nrGXgaWNRRKi3Y7ISd2Ci+eVVGFmqwtGl7/mEFy1KA7xyQXAkvyFTW5cPUEEurQyv8o5HOVtPdCiF43DB1EjYgF8F4MwKp4FCewhc0CiHneUqTXqBbKupYVQFQ8Y5jomRLSN3eooRqQqPkGOwF6N55IJ1l7YSvGiEVgqq03XMG/8IIdqPSCbO59yEyRKTmLCI+LInyVUG7Km/Mz1efCEK8NksepUm6f9o3wMt3Kz6wfcSHALzWTEShdJx+NdniFiq8wSj0LAHB0Z4AYdSwZ9KraEVRv3jeETcsYXkhCDZcseyrl/nB1W0U6qPBLv5L2tVW3zcQz2QCcL6VLWG7zNcRe4SyCYAGwAgddtuFeFPSCm1AFsbkS+hnSEONQBS0HxcbF0vXbOefaNW6i7Z8Ig0aYQS0DeuIm2wWi01cooNfYTLxsq8rnfWUPEjYUAnqnMITIckMxxWXiB7kiwFrhnQOsQJT14muq+ngp4H2cPjft4lqDlrmmd3ov8xg4oGUaMhLzbZwjuWshMky5dgC1cK3F2l/bQuusQbCqFLOlbqWYSMc39+lqvBGk3D1heC6r0lythcIaBxePeNkH6moLPRZYLeTJcDjm/SUMD33UuiIYnGi3BndekdcoiC3aW68zYc3y2hL/ythRUUq/yapjP/gCxbRWcYhmzpf24AXyZeHkb1hSdav3lARkFBEOhj5hdgp+ThggUf4N1HpNWlraj7+kLRjsGbuFFd+Jiv6x1Z59INPgBSMa99+s+5fCMYokwFyxSrk1iFngT1SYX6Pz7ycc+YpkfGkRddIKqtaY9BFmNhcGglgTatRxGzdYwPepQOs7ah82ChdVL9EJcwhWhNPVDfj6U5h8IhW8GB8EXc/2Tn9PvYgreAxQuvFRAjVUbFejXMxvxe6HTNb694r7mb3mK0R0QnuCBfjjAlI49ZjOejbc12j/E4T4bGCOP503jlkrDt9qMct3BYrRDSaXWTOZxpACPUifXJeRt8SfaAnhx7hMTSy1i5NumFqbDUcUIPZfaKrBus4pzD62diW2rpUe3mcFrgSxlg9LghpuIGuT0jqRuyC1PLr5ldhev2j6kAdFCg22JHbAXKtsj34MQE2KrzqXLGPsAnJGIv5LHXg++FtXTq7gPa6ldTejA114h529VUNIV4m6KStYviII0utTD/hQCKCkS7OSa99BtzRxHIqbGOobmcReHClVLEzkFLuUwFbxOlxOk7YVAVecCFvB5fxGaCQ+hCxAaWv1P3g5HW2324jilAqm0YhALLq6+8X0YKwPUj6gmxSYoYtcbhTwIECasVXevECcAFiDvDpIVLyOI4y0ls9EliNZKpuzqGZqeQmoWS29Nu2oaZrsrNZjrujUa5d0qJggVAX0i53Ci0twXvdgE0o8mUuDhjDmSo8sTBmj6EqgHIC6NNmZWqOWvVB1XPIeNQVE80N0ayZiNQeRW7zMjhIpVb6do3HK2bvceei1NeUJYtgeXTa7WzmU0qEMgMZ6zI1Q4sI0eFj+9nPwlQNEG0BG9ut2z2yjF1FR/uDzLFltMQ3iqQpY79II+pbYVLizsJfcIT5YVZaHkdQPHC7QFGfEVEBaeRmOeALN61vzD3JRbGDq22NkC7ZYAqUnCs6hp2aBOwTiLNEVUsP8AOIJSDcZPtjcu6bgg90bj1ZVf+Fsq3EAy5f0vtLIBa/QoSniDf6bMy5eJcuUqWfS/o0l5qvpf6L+rSGY0g3+i5cuXLlLr6Df0upSrhb63LlxA1Bs/wOZ06F2s2Tg3rQDi9blJTNI2+kPmSwIvghbN4jOAdf8AoQwSaNfgvSAE9ppNsNh7QkfKW06XUfKOhraIPaNLynx+U5lgSkBFrE40xCKgM3dS7qDdD9oMaCxi05ajwC2Gp7Q1LFLVpveR7yz1z4QtpuUfC2Neyd49Y/hPTEAdBKJ1JabqnRhmiJ9vCqekza8AR6IqJNiD3ZRlBpKAnvcD4XeWK63CFFMNdPaU+aNgGutdIolPtKntDb6eQ+ZdidWB9YESuDXzLkA6mp2Jmh9ogrQou2N9ZqonaLFtEMbqHvBlBlDBahYdahambVU9pxCxGdVW95e9LYs71vpACfokH3hpQLEsZRgs2Ts48wScQkOuFbWzXUBWWqX7SncupVrTBxqUH3ZKnpcwqIcFVW9iPFrF15aLe8k3wWKj0mxDYB8DmEENUQM+sHOpRC06xybrYkIE0Vuh90r0kjZoUjF1bGVRC70u7bP8D8x9yC3VCUjFxBCtt1FVmESUAhMAaDBEYGD5UKW+0LJFk6HQyiDAcq1hcYjJJVYPga5llMESzQ0+sGkCwIKW1fjcbU1c7dZXBosMvujObZbgWNBWoouRC307U1uALblrdsgYpmzu2Stxerg2DqHbW3e4NQBNI8sbbsimxuUvCBYudRb1Ihs4XaDJ4aRt2F9oaGrCAZDulSqDAk1gHGYNdSKhVg9cwKEXMRaItZjOCJVCsGJinkEqBq+oq4BnHpCXsO3jVM1AhfPqivUYmJrGiG2Z1xAQmZWrulYjoaSlcgbvpbD4cnsdXRn/AHLJdRddYUV5it2GailTG2WMxzbMq6KgIpSlbklFuT6YLVwDTVw6MH7DkmiVbOnNg5PU9oCrwRSQxjTeCWxpP0DffdGa8wNwToUoTiuOsuGXahweDH14gDhYOXPxANoQbwTvHlQ7Ucy2IwTtvwut1HV2xSrB0WAkCZZmRazXzGsTwgS5gNNxX5oqWwrtCVsJxsAFrmFoQE4btn1jSxQqq9yxRhdDaY1cEu9EVME2YqZIxY/KBXPOIVEK3NgHJCNiMbtRsD0IFf4AvY0XaMBGtJ1aixO1MvoXCZLFdcMvg2d7aMOtxZzgVJoTiCnlj4eHswkV+RunVGq8Ldtb6NRqT4qTYPWPXOSlw92D2jtikOMHRAvfUPAL57yuE+jGNOSkMZT5p0UXO4Hbw1BzGw31g25HlTBdCy1F0Ip9Ag7QTHF/g2OrEGkaDgGEeOj2ZdAc0Z4nkalXc8NgUdrtB2VYdOnisRPFrKVZAZTFL8BY30tSkt2Y7CcFdHtpyhfMeYzC1DAyl5vtBXYfyHA+GZ5O7a80dkC/1cOat31jAG2Y3eL6xoZ1zQ3TUINCPc5FYeYQ8hVeMTB7EFXwKnbSt7lBdr1lx6FeGD1nlVALcl3Fs5EdhevNwX9c0AyJDlgHge12hnFHs97Vy43PMEVbiZeUbJvX3GNVCvKzAUpsWq5ZHPRywdMHtD6qgdQOzwS7ycI4AdsTSIOodBbB5Yaty7UYB5ZT1d2CnJqyUfAHDSkVmXL/AHaslRxL4G5as+k4iRJAFpbTquoQm4AKAercxFl8rCwaBeYWcXtesC6uEtAdSVd+9SyoA8oddVxAlJj9P8EliXwSvf8AiVqoAcRDuIW5QMLAkrKyt3mLbJTfPX6QDliHmVipXHaUQH6VOsCc+sW5nYlariIlAlGoAcSjvNSnWJqrgRvmZHvAIh5dStrK6gUVKdZS7tuUu5WKlP2lPedSVgSVKeIglcMS7gQqV6z/AIT+KKbgS9+OkoGIwUVhw9TkhYW0xHsoDI0+gFH/AJ6pR/8AYzOKIedWV1uVkMYRtDT1MReTqgImxRcxCYMqqAiRpkSwTZlUWDSCqu626uIP6qGOxigo+qIKStD94xFQjmC3wcxWD+halv8AdA6DTh7f+KIUBeWF5mDBCrvrD9FYKmjpHKndYVw6C61AwS2p5I+cnpLbUlewBt9YGO1HGA+2UO3IFRoDVDt6RNuVlzIwheCC6ZToGN9ZnM229R1CMKIC1Oi9YX3S1ppibobMQ2kcwq4VBKiL0ucHCLer2hUrLppENV37S8oHxwQdTlYkPRn3G2uDG4YajlP4viBJa/IGuCMymMKN2OZarqQhkroMkOqg0gee8oyES1lS2LhEUXgdz95x/wCGYL0kVCqKCw4DpEPiv6o7WCYC6soOPvCDKoNd7fzDVR/zQZFV/HK5cLm1i71GXTZqq34QFjTYLc69auJu5Q34fDdR95TLqQb9YVfwLdZgHSX+csVbpCOt5AHrhli994RyDoSg10UamFpWexlIEQdiVyvfvE2nQQM7Oe3rKVUTHqvPlEdzYI9lfvEuGtZnJ17wQNDSsYGo5lqr1hXyahonoQBotHEP/CuoEBmgVIq7NiMQDwtBReCChgZJvMU2PoQrJgCpQK0Vo1w+9xB9gtKreK+JhOXZkBR6XFReEFqE2eGDazta6DAEyK/jiWp0jRiGPaqgdOgdiUStbd3Ka9IkEMJdbsTL1lWZ+ZzmDg+qIkChbRT2KC/SVHHssbtR6vvCwDDS0csXfrAI0miy5CVlhHdVna6pKBrgn7ENj0/eHKG6g6UAHvNN0SsmKA1nmL0iThHpd+syOxAL6oiR3sltK7/s/wDD1K+lHSJAzDIC5Y0nENmcwCqhpaYNx4jwgExRpQW75lSpR9alSiVKNfWiURLwyv8AxbqMAWmw64g1/wCf/OdINf4B8VCdBdQ+QHrA6SPAbNc716LIzZLJZvOIFSdC2c10gkN6E0J1gMVYr09L0e8HddkA7JC+lUB8DbGNkWA9HMQBP8r+c6Qa/wAAh2i8OLpcOgLgjKo9S8esaiYG81snwcXULNaGBeiqNxdKK9mKvbHxC5lY98rZ+YgGSRQ726YT26S3kC+Lmiyjz5lC22BuTbZAg0sKa5f6yllQmMS4oaZZUh/hPznSDX9k4GD+qnE6riJMQm9SSDj/AHzHmBWE3FqhUlf+TiDGnUkepwxEseZTrBHX6NMzHkH0AXl0cescscCsqHZsfWVK0LTRdUkHpQ9iHDAcSrF8RdtyokQCh3eJhoDltXgeW09oOsY1JsXt8dYtDWs5LkbuIJ1MHo1n5/oqFZ5MGviF451Lpp34npaONlRpnLnFaZWHhx1g9Y5UGUsw108xFk20GzZOTtDimR1A2iaFf4T850g1/Qvufosl9z9UeF15p5Auj9puJtHGLGKOtUjW8KXrDta0oVwDdgmb3H6dNoCgXCxJpFIkFxHqFSxQCkVLfTiDfQDRRMdf5nS03lrXEdi7F4yMcI3+gJhdurLMkKxgOwGo5FVyK9vC9QyAhcgrSOk3uU/HcOLRQoBWbiIJLfDFGoDKZpyvV6wHV00PRnEylzRfG2JQANf0fB5PXKWajLacId4ruKJJWwlmkChLrd7xqFGG0ICvI3fpBWIZau0vUFrDXMGMcNhRo0bmi/6ihtJfc+uJYf2f5zpBr9TLgtgSPQcwU/KT0C9wStA8KFrHND7QuoDda29oYzcUkpLB0hrDkeWIKqhZU2hAc6qDgv8ARasblH1VXynqNwUvVA9wArxct0oH1AxzBbdLvDQzLORGFWKQxLAsiHCvB1hV0AUj05TgauQsbOYVopgHGQC3NsHQsFlQRMcofpYAltjKBY1dXE4GzFsGBn75cLTZf9QKAqMDa3h13aFJnxCbuGIRb0WXEtvNk4Byu3zTX2yyHQtfCG+2sler9f4hr+mpx2EJ1ZwRdbmiuPOoba7OAbcbJfGbWBGReOvWiAn4VvScRj9qLIXywmQBNCef7L850g1+rBeJuDeFzlTrUrZijCW7oCxcZDKGGqd5RCjamjniWKCo3r+6LMpBo2g4Ca1LhLKg4q4+LAT2b/TV8QJUB6QgoWSuNeI7aLFLus8dWACgKhF4CVyBfEAL+plN+B4Iv9onasnu6hddA/1LNwLQt6xipYYar+oLhCgqMcXAWKPEENu5Y9ILIW61BR/TdSgIzdCaOzJ+MvY2ACetXFUW0WKX40kpBsHatids36y/SiocY2RIOaULpvE3bYYj7i7l1Xb5Fy9P7L850g1+rXV8xzTOWkEOLu/aVQ5w4Ao5RmYHkFQq1kagA8o4+RhlEDgWMfPMsjIKENAckr+Y8jiqNB3nS6Bwsp6XX6nUBFoLYMfgRuVcjsDiok2Q2uWI+dqWrh/QZYjCyhv98XCY/IQcRiFmEKUJ7P6ruYqEo07qSixe+u1xGD7ea8vrUUrpd1fX1isP9QZVuHEkHoUFuDB7xiDZVk7NyjnTsESx2xOdOhjqp9viXSLp2+h6x5VzoswbRMRwmbXuxIOBQCgDiv7L850g1+oXFb7dWX1HZHJ9bOXUEkXA3jkqcPdmBXSYb5gIWKI19KTFp6HROzZIY/UyqZ1AkCxw9yosC9w0XdzBAWGd0IhnsqvL4h/RYJZGuRiopw2QsY9VuGUCiq/qqozYPNJKoIAFGiA5ZRqF/AbRXSgqfUiVnb9r+o5IebqCDKACu7Q9sqqFVTCh2CX1wBSsbMkpPDbWhEO8FdWeqhjf9kz850g1/Q4Zhn7hZq6dLDQ/vE62xfHrD8jvSZx+tjlpBabe0HhS6g3iiY2FlKyy+KT1IqVO2AHAa+8D+pX9YQYFjEK5IzkfnOohFhhzoVXqfMvqS+b3AA0FH9VgsaC4uIuLEygVsBUfEKoGVl4FALh/ZM/OdINf0ABVwblYxHMMa90RAODBk2grbDGYzFjZuEP7s4/Wyhx9JO0KQv8AVcuWT1Q2xBviWTwfqbVLlkuOEG5cfqly0uNlRs3L8VuCj+q6hEEEdjOEYF3hqAWrXLRMMS6aIK/ExD+yZ+c6Qa/WsvGEVqlI5sjJItdtX8we91yaqeuqlx58ySVE8t1TNUB8EMAf07lwYoQR0j9WN1hlMMbQpsvrD9QBQwvrGA1BBEAM/Y/mMuAAMmLnJ7B/MSBIShs11jcB7R/Mx4QAtXSV/nfMGu0qRd3ql6Sx1LcFjXWOAVWAKE6PeW0qzBe2Yq0rAD5jsP1ZuJE1BDbNyCMRBln9fWIxm4jrbn4ICkKDE9/+yP8AI4/szPznSDX60zMo9RSNIxuoiGresCieb53CgICqFBOP139Li1DFYDdwhDHdREaWQBmXNp2NTsLk+rqaQ/i6Ifw+Zx+v7y+zNkFcGH3TibPNS2nmfgOktnP5cN1cSd/mZfS58z9psfjE1nP0w2wKAoF/hmoAWNBvslNrUi1mHmFJg0Ue815MMkBxBgf00gsj8O1Mk0qPTiw4QiFYAh/ZM/OdINf0WUfQFfqWpcaQBUAbVlzFYAMrlYIGEv4iAKba4Z+33ireSqyhzAovXWJ09mZ40g3r6MekD6f2IW6v+0HqrjvH1d9JZQ4/dK7Mq/bYDXnpAwjtwzBe0hrzp90VGzUzJO/h6QdT0dp4V9RcFiSCvSb+b9oSWG9i/wCJhkAdEP5PaHC6V+zFKmO7Ex8SkaOXf66iLxh2Bw87l4R4Ny+08Jb0/os039HMCv7Nn5zpBr9SxYICG1sf03LmZcuOwAbWpbAgLnJRRuhgihwo17I1YVHtyoyl2kTvcVjQnqb+PtF0qcG1k+Kj3CM+JxLoQMsvAwSgC7r6MWUNEtLmojqxBd+8IaGjKQNsD1fzC5MtHUeL3mDRIFWeGV195DVVJ0zuW9zO0DCvVXTvFBGS22JG1MK4d78S5ABIt94iarFNe7DM5lzAl1eJlbQCxTbh3ZRkogKcYlo3g9Yw+8zCYR0Mr947eIPBwERp6+9Q2KL1tj7XLE3hHXqHLpKyz9OPeHaWu1dS82SyXLhn6uI2oFazHA5YmPqi1Bh/ZM/OdINfoWtw21R1YwQgxFbS+Zn7oeZf6UXVzrhpWoC92id+sZQnXOF/cRrfEVRuztKVwoOzr5mIxE9bqHX1YdyUMU9LowReVooyye0VoCiGcpRBDWVhprZHASyJ1bBElNHoY7IwQdhUqowQV1hKyX4lhmKUzG3oIsxn4hPkU9i7nvA4+H+Eb8EirLR4n5/8Il5ARSjEc+Pwfwjw25V2vp4hVAysAXaDMJ11Z0DvNSFRBXiVwT1qSvEOHj6OCX0r4WB3+0zbPk48QU5z3Lm4sUnNNeVk5RRHZ5uVh7PSNYIPSQdSNbv8zLwUAyHWWVc6lyKYXgM/tE0NTURuL6cRQ5HSZhASF8EaR8w5GDdQ19cDcZphiw+0IISwOSXxzaTPRcIKXR1Lt1UP7Jn5zpBr6rKuYg+Ygow6lSLLT2mLYklDpMxTUp/RUXFpSWHiowsHCV7TiF0+cElYqz0lAuBofU+YbvvwL/qbSFXi+IpsgdUdlwvgCV57rCbZRYqY7R1W+0CziapWnaLrscdfO5phSO7Gx36S9Sx6b37JLmtXdDOorhlph4/sT8d1mHmfeL3I/Zyc1E11/wAP0/OdJa3H5c+PJ/lcop5j5v2iv8mpqfRVMWbEccn3iCECHVYTCgDDBR8wVQLf2EwPxRGsWh1qmfgBDXCttQEunvELre0qSJNjHzNAruxSRUB5YWMJBOwfzDv0qVYAD6mBLhu2qpuC6uFmfV4nH1W+VALtllK9247Q1uS6l68w0wcfV8HpCln6HD6SkO9vFstQHI3C3SX/AGDgj3/gQRiFQSnEaikaqUzeWEmAupKaQiEKhjMydnpKigB2/TSBT9UnOfTzEXsKnnD+03uIU29JT6YCgKx8xc9Cnm6rcqa73vlqCPNuxLxc6egmFRBsmTMSGnC5N+Y5XW95NkdbT14cktNXoBxCAlO3s/CIacCltxwLXGxqMtxMNag5wREdheC5QVQpxCho326w5WaSwuTBf2f5iyNsMiBif8p/MPhQarbMRfddvJBtxVTNFv2jAR4TIpI1Qnqcox8Ruik0ydZe46owRYjqNlGnrNYImki1MvUhZZmJi2CPbXaON/MGpbacG19rlMoAOgFH50g22WuzrAMd0KvJcGAD4X1Jbl0taqWMTol0K2PJLOaAK32jsqgCpglCmuzUcWpfMuyc15h9QN2Erkfs35IdBpRy6ihWCrrzK3K7tpek4lOmuSJQTV1nhHItZOekBLETtLg/1mHzsfiqX9pUCS3Re4ZTDnrCF763CzqzPec1Vm4Ow1iUN4h0QCUZSpalq08/ggzrFDobIN1D6u0WJTF9jFtUvEswglWVnLEefYBZiWTAtvsS9FFMjF1cDTwKTCUhcnOR94joi7+mIX3y4/1HpKXpnMrJrBHR3Kh2g3dcyiYHV5SCNZMuWAg52Iavz9FBlYVrQ4j+LoAcsKiNgm4O1fb0YuWaRzi4Pj8TxAgqEd03qX/mfEPtCgNFblHB/DpC9NcDt58QFVwVgmOkakLYOuuTvL3hmOH0IwMKES/iKy+30rrDwgqBG/eOfAFX0x6yyFW8K3vUt4qaCYUfFy2iK6RiPffrEDKB8GWHb0ah1rEF1S0Sw1ALr1Y4UR1WTFssrkH+5XUJxjMrhsCzFkgchUAo4WtENOAAhr6XUf6hv1lTbCJgJey7Ia8ks1tK0xSQCvLliuRVXnlhA8jlp/0istFwu+8cYjEWT1mQEsicw3j+smoiRzVYPEamt0uzpMN6z34mmTJiXq38Itihe7vcT4ItMRohhKObu8+kYrWC4BfwkVMhBKR7yprrZXHC/tMDtDX1TFxcrMBau5j7I/iQ8aAKtbIrVVV2rM+1aDs/7hFtl31GEbJ+6D94ACtd338wNKS24rnMNK9La5xOdMCxfiCADtgBFYduxfMbFsjyGYClm6k+ljNH8YQlP5XBiOuYj0+8OXOknBxuHL2fjOTzDau6+2O3HeZJz/rH4Dqg3XMNAdb8Rfg6QfRuKsElSYD4IJ1eAbP3QaioC2S4XdvijKWrS3Zv03Anazi79yUcHUFK41LcGqPsfhLbGAndhgZVA6uJmSpfjl9/vK06RnylB44IoBzex+0aNUBqUx2+jqNJZm2tGl6TkuMVWIO+xKJEuNLswyBWEz7MsCb1I6zASJzkOWVneZQwAiHTcNrKqjpxNCj7XrC1LL6ckGyDn+isIBSuiFnSnAcesqbhrRycxw03e6YPyJDpFPuLYLd0cuIICRYtrz0mPwEH2dPMQQyjhIr0xA6DjyP3gHeK0aP4sZA32dFWGxFp1JmPqypVjh3Z/qGMGukRSwUHo4ZghWBel4maUWTkdfMSxwxYHzFWQoyxBdNS0PSUVDtoAAgKE+qZerHKD1daWbjASKx0yzlVa7NfvKmKSgwcvvDToV7kNlYBGM4RB+LSL8PmYPLKeSK+LGSYjEvxrHc1u32zl+cx+1Kr+Rl9Enyf2lPycTX6CjoFXpHI2s7RgjK2J2skraNI4lIA0sU3CaCFm3RllUl5WyCUc4uMRIKqwGpaOJfyxLCd1impc4rN+dsPKxAeYNRMHsA/l+JwHtLKlZJ5+rghWbDD0YoRZZh/ibhMs5ekIwOLHMCIBVQdXpBud4i1bL4j8LD4ZlRU4Q/maACeJ3iFURmzCytVeamsgu3BDKnkXTpUtipu9lQs6Qw6y8w/VwZLfuQMH+6OLEzphjzjWeI/0AOO0t3YRMU6w4YFlrXgjmjSXTK0j1lHC8Phg7VnuoHomO8/8IwbqLTEXxRlacLYYAVrB/2WOvWZOoR46ZDkfqRAARxESHKdxx8Rpi4xivMoQlKDKnMIyqU90ktVZ0BhLVC1q0lCRl0M+8aqhYq7GMKpWlS6st2Oj8SkyiD55liNM96f+x0hgGl2ZEvF7nRULVYBp+ghtVN2xgqXL4G3dRQAmi3ECgsu9wx4btN1X7sy/sISMQDyXHDk9ESszCvBTFG/hQY9Wyug/wCstYWwwtbiYMqYKUf2hv3HgYq9UMEwKjxE2KEbtzLAgtFs7UwCoYw6tSIcq7NOt/Y18yyOl6uYLjYB64mdA1dNNB+7H6Lxs1EFlFplV6g49yKfaXK/I4mP3Zwrp8xLDgS8QGKzonHM1BAJf0Yq6II9pgczlLBb9SWkbR4uOyKttLrcJeQF6/0RWyPyvLE6CAI5qqKW16zDE5Nknu1OPklTS9DIiCIx3XV8ExxfRlWSwDsOCPpu3MV+0Wg2aag56w+qhKCMiYd3MR+R2YgoquOkLoKo4Feh1jG2mwNx0K7XQEVEtaq/cdfSCxeR5NJH/vI4ch7X61Dxqo9l1fi4iA2VQysxOAXk/wARGDDUt8rAJwBVFznmVIUCrs012dzSnPEy5hdn0fSChr6IJSXFbCBReoj7eMHtAEG5fuQzgCmhJkJ9qrYONbQ5vCRTFWC+eDLuC7OzCEq1Z4P7e8JZgAq+IYQg0JQmSo6GMqf7IJwhsAJchJqq2LDdqZUM5uE6w+No2G7iN0M9qwHFBaLqqhiDLLjWzlGTpC9gXEH62Cmpj37H8zhR0RQXPvMY7NQ1DNgc3MnzDfF8xskthKgpmGWURJVF5hiqyzSeJ28ecPrKAQ0nUhiQcvHtHbO+DNBqKZUsHzqUUsOfF8TlrH71/uABaRju5hK8UIOK1DChRGIAAJvSuD2lx6lP+oBddrJWopRdYZJRKi96loxpdjrFVd2ufLHb4tmlWXxHoWAuneZ/Rb3Ba3k0KO4wJ2kNMxkDXBfLLHIGvoIwBaA5IBaQZkHVDr1qnUTItZ8Lsw9W6lV9CGPVHRgEQWqAQZwGweV0Q8l+Vv8A7SiQmnIzj6KUX0iETbUuCtQrQu6ZVK+YsAobZkRYOA9Lgbu1XpcpKXhJ+0yKlDKn7EcDi6c8SpEMCM7y63CJWrlI6BoiqoYMieXiZt5t5BrozZoLjZjSdUTP7odilt8uow0OxXWFjVgwXnmDR9L+hrWV9XEGQUpH89IKQwR6m/i41LQT4OSJfiujo4mDG5dY/wBR0lpsLvoS1bzFVbUtB/aA+YsXuDthkSm2SJ2iXU1aAHSVERPIMcxoP1MP3iErEsYRmr8ss/A9SaYfiQ2eSfI+yE3OX7yGmfiOidp8b95+R6z8f1Sl/QHWA34j3N+wEtwtHBwZmcRw+XrDREtUlLpBV6QeGoZk3w3ClshjL8mi/wChjizCUoVlRD2QRqhaR4ovL7QWjDud9ERFAuaJZppe5dyr+lxXGdW7MEyduDsdZQZSU45e8ux01cpobbjHNRSTdXCPMGDCUNk9YZsZckiiTWdOyD4C2XB/uPi54PBxLGMLmuq4vaweB5iUJClkXQVQdXr3iNXyoKuNAGS4erFbLABvLK8mxrbOPraGtpFsPN8S3Fqh6zGbb/acPxIVyLG+CFeSNOZA2D7kKICIEePz9o8hyot1T5l3tflRtQrqT2CCapU7Bs7S3sbbbavWGORekdHrH5FvCrpAmNE3nv0JQaIhbUyPUg2jaCi/5hd4W1XaqWa1D6nEQyzrOjGFx22WcwtdmDONQ48zS1CCVB2dETUnoL+YTXYWu7N+8RZtLDHaWSBte/E/kobfzGwhCAAsBPZLIdSxxcMUzo3WB9qhFFqDq2rCXmWkR1JzGdvJZWomjreXGXg1ymIf7BHsTAayVRU/6CVzY1i4aI39XOJBbUgrbMSBQCRLhLbaoDKG+/0uvMAM5iQ6YSmEaoVX5/aAUltHa6l+HL9ISvXqHA4C25UMKd4NwEHerkhdDtdSIC3z1WXNRYUyLEUujGKamHL9oIQAGoRl0SltJdXIl2Uduz0hgKZrR/EKiEp4DimGCpdvpDpgLV4OCI8vT0jUO7aJRAvmgKptrGzpCGSY9UcQ4t6Z6SqVjDsOD1jJ57z06RbJe8gfyjcKA04iOiDgjEebwd4HMBDbyw1j9BKCyUgAHaIteJWHp2mTa3Ztu93KOilfIGH1lkakcJhIQT4IvoU+HsxEChnT1Z4P9xmnuf3GBdQW4TpLvKXd09J0WbHXBNELq9bU/f1j0hhqyWKqOFXKyjW/FxQHrZlrlYskDNdJmPwHlXTsRAZjdKgwaJ2jv9DqHgoIuKu/3lENwqBA5HSbE4uZVELafniWzzJeNA9yEZSgft8TsQbzr5qUiouOrMP7Rv0B7JoJAjb/ALJsz8KK4y9qg4gWXo4zCDzhobRAOCETMplpdGNQmWmikmfFtI9rmAb347gFPwFT1cRAx+d3l86tpavnUGK/L8xbxumDlGo2mOsVX+8HtYKH2Y7UKAo9y4B4F9kBm30IKckrPf6z7xTmNyzSy6SjyW+0uQRYApAis2rAOONX57RTG6k+WZPCh6xwQU5UgwQ4CeKNvuRKgovNXLY32XfxFCcUhUD6OpSYFfL0imG947QuYxzIdISMABZs8MQscryhZXstfgIkkEjqlpl+0kBaGqdeCVxQNm7mwerrNOio42uHNdklM6dop0lVgGx6JlA58czKMdh34Ix5RQcre4nzrdh0IrARwjzKdRmiBX6XUGsa9UGmOYdZwylw59kykGWC1ep5isEC89eXj0l1mCWwUxmIQ8EeIlJXC8HHo/eVOFHgp36wVWmzHhj4CMrdA6wuRmFbfNdIHx5OzzeIg2WMQ7+t7hDLVGor6Qxe6GH1ifEAeEjdqQuEOTr0iwl/UkpZFsAxNZ+7a60OvSGdyi6pv4lLATTayfDLAoHoqx+8LKMx7kKlWsA2wrQKZhspPeYiKr8GXlMAP90VFBacgh2UQlHtL1ZoVBdP7esdhefoI1/hln4LrPjftnDzMLtfsQ16z8x1w0z8Z0fTi6r95+R6z8N1Tb6PEO0vYXvC/qs0+0EdNgssadfQvDMg/gYOik8oEu8cgVlj093s9WXcuqjtv5iBlgejn4gDFqXwfvD1smVmXJqx2z9Fi4ueTGCcQFAC3BAmDW5vgjZqqrNrfgcPapSk2WbPSCsH6o9Ybklo1bfEy0qW93KRyfkcHx8QM4Syc8owptCPsZR1sXi5ehMjuvEvyzvn8SlqPQ6suYJQdZWLke8P6BUekNxr0grUUXMivJ2JZLEAsIy0KaqdV5uJg2e8N3COBha06gyV12dZgNTGK5X1HEHCdYJ/2lJOK2PY4i9DAHIsb6REEvNm/WD4a4t1BCSZPUje1BeO70ioRjoXUwSgtCC+wQNQqrFHWD9QVclTA06HtH39owigZltYYi2b9FtDGvPxGupHWPSZR2JVtUwIBnBb7srlk5LZfckfso5e1PpxmKttgvYwQeZ6k2PlHua+Y2Ng/CDcZ+F3Z+B6zT8OoceZ+B6QMT8N1Q0zH8DCbnwH3n5HrPw/VNvprcb4TYCKeYVZf7KP3l+XGrtB0IyixXiKu3BuQ/CDhudmdwuJLyXkt01ACBzazOI0QrMBDTDwIhJii8GX9oQA0E5juDbhUDbMuy3uIOy6fsEJlOjCgMVpAcsSgU56v+kUzsr1ZbwqbM9mAUtIwt7dYQBe1fmUocoWl5l2Ll9+8pSZEv8AGorCaXhrbFUhgLTFxbwnmIFwYwp/MXgryXvD/RZUb0Ijsotl3PQQJnbEq7GEGIKO3nyZmhpsv7RDS7lm1x6MtUaIroWw2K7K0R/o2ZddZGxRZZWA4X5n+pgEpRF4cMU5bOvMVzDTSa1J2eGU8dtGvdiAX0VB7l7BhWtErScIaBJ3roYXv2gzgEOR/REcEWdAcMUSsKGTzv7QL2Jz1RV2wYg1hofwj3RkluOxM9rjVAOD0+0QF5berP8AqPcgHuLcIHjHKa+GMhlngSjVg6nRiZh6le+oKyyA3hhqVmUyGuzkfPeL0esKfMUIK3lu6/iUziH8blCFyHmrtcOI/jzKn/VC3q5ma/B5jPDGFcgaudsZ1/1EiatdFesGYvbeTfWY6KCt2Ju+8qajepPImGOn+4hBtCg77HvGZtqvdc/vAEcF6LHssehEQouhfBuNreAfaUBc1TDMCY0Os1qJwZtCJGkszhs9mGs2yKSCvoSJAOWXazW6e8V40A6zM/MgN9V4nVIXMx4ixZDgzpVw1nLAttAEC1RV892AEA5HmFCTeRj7wC17B9orIrl2it46cHlhsLt4h66tL67sVC2Vwo6y/ES1kOtwYFM/07WrcyicQzy+0qjJjp+0WWosgUfyVBkHe6+grj/UrFUdc9Y6+mDEG3HStSlLFrjsBFNu6gycw7ouq5HH8R4xpuHJD5GXV23jrArjeT0XqWHdNlmOLIpBlYNaTrDPLjnyDLpUVDK9e44lMX5liTiZodL7QF/RjynCi66WDxLlZqgI9CFiS14a/f3mJ70W8RGkKR3UnsyoJITnFjBpHSShARHKmH4lIpZcz+I5dLnb4mCl4UJSDgrgwEx9LViCIvNtYxALx7vEAAi4jJ3XaBbD1fxLgnXJkG6jx/l8RFXobLo6ynGX47Shw01a/iA3ctzqMGDfd5qtfQxUXK7p05oWGRuU+0UscSr2lx0ch38zLiiu/iZFRs5uBV7d3cv2iXlp9ETJjX/DxM3mM7v9QUOwFjcAUM2ctfSu0vvBvtwDrFTLs2dYDAsexllhrHbD94oL6Q4d5urkeveCBYdw8MaReFM+UEZspOCC7l30ip0KypD/AHCepyV7wyLzoE6whU7Dv2hmFJZyEUCjp4/2maLl/wAQCa6oKP6ejCBIUjyQmtkWA8S4zaed2IByJ2lOIwg1NJ6wVmi2uj6xQoqvB1PSM0DQ6jAAxIuBzQZWkM0mbsROyUHL2li9klJrOY+umvK9GHYLXYrk9JlaTOpUcG1i9qKZXiA79ZU01bT4JUEVnUej+jRxCqR16W7+SPQgV8MtlCCHQWfMNZQNqD1ZRORpbQ8utVKag87IYo2xC/aIxurYBhN2oDV94ZEOluBNx0Wsj0igYOCM+Z+80+T6UNCfkemdPJOV+BHHqnwf3T8t1m38skNkYeKKXoS52zlL0t944hgh8CxTcdSsA6yt2LEqyOmyOg+8RRRaTlJhk9ZTzLlKKKVQZYuRL+hmZF/FQUVDUdQPwrLMZTVxPtFWXzYw+SVa/CYDoy66QjRey6xll2HBAPbTIK58SnqF3gJK8YoIYJhCFhtZOxwQnOR9OqMRQHtdIHeGVtidKjJSBbcdpiQ8GyQGhHPMIRNAAQ1/TdfQLSolDbUG5l/IxGPUSuw4tx8Txa1ykSsNkbE6e0JEsrrQ/eUmraMeqU4GikCvTvFW3HJvodJbtGIsd4SCPyDs9YlkChpHl0jO9FFLr+M64MbPR6HiVLKSwX68wHEBV03h5iD+89fxLdh7Tr/aftBsg/RKGW7nKpZHV6V8xrhULXtcQQOgzWYLMsdD7bmbyWgUcHMHqagU9RYCHSqvAww9AGup/p+I5FKPZBJWZ100yqJupmmrHlNIsV+T94xFdvvGbJDkKld3L8Z08zW/Co1bmIOj/tLfibjETr+5DZGW6oh4m/2meTLmnvAWpCng1GKtVvllQrc568RGxX0iUQPFKdW5TOlpxQLzuIqQDQwsZaLLsx/EYvVoXeIXR9FKZzm4unSDn7xWT1gRvITMXtKpWfci4VC+Su0bVhBV1ojsXWPaGHVwWw4Jf8tG9RAaC3YIJO7dJfu08n8QiiRpb6Es4Eq9Yris3WzpBx6try9IAa0bE8S5G+sD+vZvUpqjqq8vvLQGw3fRjy8g7CQcthuVHQ45nLx60cqy2MyDi2ygsOR8FGiO8VS2Whj1R7jyN2RWDh6Byft6xFmHJacglgDZUfU4lDBJWwUwMyW1HE45KlCSmHXAyzzClrkPv7wvD0MZ4hE4Y205gi/R1GgaqLD08AjWty+hThgPvLIqsnJl/MRJAsnZz8TiU855IZbLxkrcqFrbG9D/ADDe9QNwLJxzUZx5hwt3ZXsnVUQRcCiNpGhRNIMF/CmpE4Qd8x/O/tCQSYRp0xNP5PpFKBsR7Ih/DgiFu6C4lVVeazvBIBqA3GIOgAuWyicqj2iCgUG1KEoxtZMe8qrRNn2CN5RVggMUXuxQEs/AxHEOVxoMxQOsqxejErxo/wCkwZVg5+jFYWkBtjGratxf8RUL0CjRLUgN00vB6Q0Cxh36QBOl8FupdX9cjuMrXX0A6XzLp9pp4e0pwF3hqH5Z2Hauj0glskkbdxcSnIx7y6WYTZcum2bfZgg6P/Q9IxV5T1eZjnUu70hAND+ucQkxst7DGpPFINOa6y0NKVv0gwsQGtulekKgeCUEO5U7CcjxLWio6yxywJz1ekQLNaLOIFMVPquCZy/AWRu1uKfJiOil7HmKtU9Ipd+sSLYVT3j4GII0fwZaOia6v7wkrMBQQK+jqZGpUaH93fyS0SyDpeYJygIdHJ+8HBHvCqBA8r/pElllXfsIjywHBZVfErpkMNMMfoSVmJKmZUqZiMqc/R+jfETOZShOiXLGuOjDU7CawY1lMjssS7pzDB6Gi/MRG1/tL2Lf2MwtVX0SIIiXfWBEXiw+SKGr1ht49oic5V6zby90LxLY29Xw9UohstkfEdkgpcukZ8EhTByZ4OXvLFuIcLyxbiKDrcCuU75t5lPK23gsQ6ingvaCyEyDp6wmVqVW1BQLFvVYI/1nUFjCbAui4rZfYMXd4lvizY+ryNQwG3Z6D7RQ1KB6kWVzGB0/z4jxOwb0l5hXsYDoOhLaAU5RwnaMVsgtRzfiGCBW07QgUHjiD2tltXL01GOuwVpe1nGEw1cqtSpX1pH3UztT96ghjap2L5rIogOHD0gx5i28ENieqRAdN7lOn9vUQYh0IoEO7NxNTd8MalZUvdxdSdlnxK84svvND61Kj9RcJLkzc9v4g25VQ9V2+ktu1UW52wELJi+Wc8Gv95fAAFs8MCohYTllu+UTZga+sYUJZC09Q5gqKKHnmPhiqzfdjmQsrfswk5NgcwMZh/XYmMRWJEclQQUTujUeHHUXHIPZJStGgtfGORjKb6aav2JQb2y33jlypaY8nWXTh2cZ5K6SqINeT+5HJ35esz17LLs2em5VJeP2XSGBDpnc2/PEKmIUmf0hdTJkBOx9GaGxVx7Q2MpuV/dsqWiP/YAoIdlTnzVCiV+lzEvpEC0c8eGXo2dJ9XMQagpTdcsOc98wwcNx8ZYU6wsqiPgbRs9SEUBRGLmhjLcejKTyCG1Nv2ic0XQ6OkK/JWhohQUNQ/sVqJfEN756eoQmcgdexLiNJfLuu0Og1ExSYlRZvWt8pDLk11iSiimqu/ZmLeNh7JcHki0aWdB4JQ4Jx/leImWZpgKDsh8YanDvFVtQpx/tDkrMSgLQvBAoILKYQKjmmoCq7tYRneYAmQmEM/2VQRAI7GGggNAVNoFROYjAVhGMXY1MdQvEU2gcrhPdgLKDECiV/l6lRsdJ0agaZezZtORCGWAoPpX0Q8FeIEKA/uhG7azkW2VAr/NsWrcMof3pEuVK/wA6/wCV5nGoyCi4aJblAsRqk9Zaci7jDrAc4lM2z0SlrnpFRHSj5OjxKVc2pohfpTNLxKTfjxzKPJEBeEm9VKOodVfBos85x9F+kr1JW+O/aIq7x1l/XLpcNO5TAtr/AMMy1THBajKgZ2aRUz3FYADXaV0OeyrabqjmLBNJgOiwEbqtMDiwDF1V1zHaM8ESgsvtACCoLIS1bdGlqEAKEDl3QAAkqewERzBlTvGO5uMLERLcF8Qr8dUSBuWj2uNRoYBy7oxt6TBDTHGAYLpWuYt7yAwUot8Ad5r+jBNuyI3u4nOKpgdW4da0m3kAVvBiIsPAemyg/KAX8UoVZzJHxUHDe/pRAK4faYd/pTumAQuT7ynAMX4jvAUA4KGXK2jiFiMCl0gD4jUzyRpaF6WuZBlRa9ItrVq6/wDDJI8z2VFCl+yNjMQFHScNxByCvTs90KjbYHU2LBjLcd6BA9eTSnHiKbCZqum8YMbgt4ajds3xh7xqkkXMBK4LTvVGBQOnSFgSBlD7aDEgXZCEpdcXUfB0egMFq3xKmQvahVnp8xHRZ9Qs/aADIU0RS1qXP9ZCDZV1k+IjU7z5qjSnXaGixVIhZZiRajW3AIbxqaoxIEXB4W08y05tck4GK1CwBKxYNHWx7QDrTubouB6py6U/bYyM6OXYTpTfvC1UM4s16N/+GFkLDWzFOi91MrjsJsYV3eYfXNgX3Q+Z6UQDnIrJiC+dQpwUXnPvEqQhlAaXzDYNSFjFOqFFvaKeI54r6S+E5SD2YBgoYB1A6xRjVNFOi+kcedGVdR4ic26P3xMyk4N4LNWNPxO2DyPmYobjp6E0g+1PAhcxKAohczzfKeZjorhKfXqg4kUkw6K6QzT9v8ZZSBRlSqrpBX7VMDsf+Hr9FXEP/YFf0EMAc/8AyJYnhuO8pwqcEUKJOrLEBlaoZlA7GDtHuQmwHVn/AFSIiAtK4n/PQeod0viCUEN0yvg8sfrwDcQQL0WGAM9m4N/2aBa0fTEUFG6iDQnvKI1vEaBJwwIAq9IIELnMvkEJA6+nIlgen6cKERz9OCUgbibUFaJf4pnzmDY5+l+M+8+xPkkF9u/obIxrUap3Pjs5ZpTa+7M/DBUn3cP7P4svjzPiH3m53feBN+Jn5T7Qe/E7odz5zDBMUOKjtB8v0+y/ebPP+Mr5jP3/AKT4D7zT4nyCff8A0+w/eOpp9n7xJ2uj+0w936R86fdw/s/jxm52Jifd94vjPl/tPmk1xzPms4nxibPpPjP0+w/ebPP+LpLGAlpbcFy3sy5XZ1BBbSMO5orEGAeMysbE7n2mjVczNlQmzXeYtWeJVjSFOftGYTfFRwu3NVBJvXFQKP7O4WkqFEGVZvdy1gVy+BarMTst6QabDrB7NhRU054hsNB0+gCWoHP0JXdb6MIo90ubgmVb6/3AgAsHaM46JF6+nDkFp+jFYFOYPXXAkSG4dNcYQFIqRzNwKJXER0mEAb0jQULM5h0gZAv6fag6vpyrdn+RryGCoGbHAqvX04SgOpfP3YhTKUSeYX1SENDW5WpwxMsSjQYwIDbglSBtL0K2w8IHTMwVlkp3fR3BvT9OjxPkTX1Rj7WOHPhw4n4fEdz48+QwVP459p7JJ8xNHk+mczX4/f8AsMSHcXKCNhbV3BsuKhauokatLAOhdzBl0uNW3vAOShHIEF7g5XLQGoBFkLRcdWtQALLLv6Y1uoHU65gMBMpT/X+2T5RPiM5n4fEML4nPxDc+7jr0IYmvKmvw/R5i6pPjfuz5E/O7fQerU1ifKf06PE+RNPVDUPtkdo/dQ4jPx6R39I+a+l+EfafIJ85DT0nyfpr8fv8A2GM+yT5RNPpNfUC4JrHzp8RnyE+Y/aaM+fPuvt9T1mzz/X+wT4KfBZzPw+Ic+Jz8Q3Mbu809J9rPmpr8M+3nyZ8afMJ9/wDaM+AfT5X3fpvq32laN494vlxqo0b90L2UrUrd++AsdCd73zAQhfN++JrSlZi8bK8QE1jrFWY9GFA2HrAzqxuAIj7pbRUPU98Tuju++ILKW/6zPskHvE0mJAfqBcE1n50+Iz5DPmMdT58+++31N7mzz/XtNaqwwIGw3uJq/RO57oSuA1O57pTvjxPWM8Rl+33S/WtlZiSnJuXiTrMVNZ6QeWx1htbHRgoRwb3DwqGpx374UV0ne90IX1d5/wAQx+wXvAkfihHLVYn/ACow0QLKS5/yJY0F9Jd/FLIA9iIVWXmpQCetRizmT9gPUPoQoCdGf8yYkB2/8eoOZS65ln0supZ9EHDALiIJTGH2/wDKuo0LvMLc0cyqAi4YvX9pfuLUMjngVUJ6giozYdJ0QbNeDOi3TMZlvP7Oy6rmFkU0Nh8RbQBCSiAcK1GAm16YVb3Y4pRm4aWS89UpIQF3ye0fzmzle13lapjwO5xLTOQAKUh3vE1y9U8DzC4VYCep/wCQYFCsCsOLS8cBXo7EHQMViH0rTzLUU4S9DN54Agf8OHZacjriFBb3UizpiUmGPcHyjLj+UoGfsczKnQ57LRf5iHK4A2BDRcZ8NfwOv2lPre7ZqvtQm3vb0KV6pKg2AoioODzu4EqeNwgHBe/WYNO3VtFdv/Id2CUWEArQ2pWIFATQm8OtMA5hgt1ttYdkRklnbBhHAUzXDqJ+nQ1BKq02wVKrx1xoX2qBdQ32eNqcc+8aZCjL7TlDxPE1eyVXQAi3eTyO2MlAMYh0syoHAGs0TLAqtNijWfaV3/cYE2B4GUpGOoQWuvLG61kjk/L/AOQS4AbwMMRLbxZpiNqZSqoqdogO0p69ZRM0yt3XslDgiEpCU3iIqqIhMkCuh4/+Tr/ZP+SdIAWq0EAKoQlAQXdocRARiXsWDoQUP0UhGRiS6MQyJCrMNoV1PCXcRJdPIb0ai8EAhrgsBcrKhNNG29TSNcMRU0vDXDpCwUCy6WcYx1qWBx5mkLS+svrLxcBngFUvNCzY57CbqqkhcFvWh1fSbfR6Por3g6b2KmCU8/Rdy98oqWoKIkUK1pdK6hhC0WgQfoBcz4MSwLqklOJaUugBmMtZESlHW/0C9QrzRtivDW1R4ZZKO48Nv+FLio6yv0U1KjEoKXhOwpn0gKzMN/QWgKkyFdB1mJT1sKNM3/hDLoOoBKSzPMGJek5jGeGJ4TPNYpGbTnAx36qAUQawYrXeGgxtGyjYyl9JfaL8dCr94iDHYO1HrDmsa6OjbZmNUSQbcdosHjRWFit195ngqTQcG6KmzKAGcqOVxiZNYXcFpHpUbWz1mqL6tZIRFMiRFVeMEs8lZuNB6beZhr692zA6WmJfbGFp3fQ9oSPpQaYKXKyl1eIILQF6S9H3hUEYApt0eIKdKKgx4twG3kYgRK6wGIttJd9+DoXXmcOsdWFDhalxsYb1fuS4pJIuouByw6491VWaNuldoS/1wSsp1izWjxlg2wpxFVni2nZ73HjYMTA4vTdZi8qnENQDauYSzT6zQ194j2toyOHA17RQqJnwmotcN16UB+xfWMRcnRoXtVwh1KPoLJHxkn2By5zFoNmsKqBvW4QdC1BoTtBAMNsJOxxKmncYK8KKtgzQkpQWgL0g6HWGPDtsXESnE0gYIq0CRhnZtO0bKXAydTxrPeL4QlD2duFQewR0kZvjFd4XJdGg8jxFwkQMEdTlwxQ/1No3wF0ma6wW+0vpBmZJS0PydviBrLkDzXXbiMIymxsjhw9SJMyc0AnbbuH+EqVzcZzktQDFeZkylQy2md7leqKwZ0Wq3TbLKoVeUwOuK1MxojE62wtAN34l2VrE8AcXqJdaFYbEO2DEUJqBYQKhn2g09UEXGwmsR526AQMBV7V9Zk2DIQL5dWqSCpWA9l92Fu/X78hnuzB48twmW50EdwzNQKCwuMS2pxhFABq2uYReAiAi15eEreYPkMPvM2ob+sNYOOCYRNZ/kuNwveivcp1FcwESimUgo71fvEropIN2pzTbFH0vEmEdlxIxHRMF0G17S4PKxSp0wRbs1JQLLyEzEXWoZIs3qCgYQjdhzV3LZY3NNy01nRqX6K0vavS7o1FKqBOsb59UL1Bx4KhTFGyJtLVBm89IOK/7EbSYKfsivq7VsF3q9r5gcDG4+EaHG8wp6uaqbHlcYIdy4oq1MGeSW9R6NbU5Jf5UdugHpw6G7cks6/XkIFWxL3SKivfwuXi9rMyhPAERarHVjDuqKhx1cgNndseuo2zNKAwC9cS6HYBwSnVhcb5WSFCirNZloLd0AKVdWPaUHaVqG4mDKGpQF0Hm1WhzL7d61KgzVdPeZs+iFLi+LjXrShYoxV6HjmMHKVss3toxfv1fUxZx/h6MQlJjWc4+gFoTpY8QLRXiU7+kDSIdlztd5unZR56NgRCMDnEOfAQ7FRMCzRqA8KxlzCrg795dsuVNhnrKJ2iLN1qLbB8ynSdqYKrHSUmAKwa7Sl3FtlxtyzsTVjUp0zACBt4mS+SBax4i+xntOxKuy+0rAigqBYCjtiLcZ1cANyi3OkTQA8EzXRMl0TMvWPQJ2oBorxAtAeMTJdF6naIFa/yaGBRRKLuBRR/8hH4mOgCV58qrKGqejL7zJhcyavFp1lrKIgwBCOaNe6WmTn7x3NB5unWuYqX/AOWYyhdUFNH4rGsgIWDie1xZLs4esfpBpNgghSUcWuI+JQ4n9JGGsN5I38y7yM+BctlgOyuDDpFQdWa/S6Yss6NC2rBzuACI2hykblTRG2HDC3Xx0mjDSmZiigva1FWeAGSftJbfMyhQVbOja4GTLAlMzkWi6+6Fa2QeEj/YRlN7WrLHITB2RYD1tClTeBlxKc3Vw60G+pqoH1qAsihzD/PrUbQEsuU0eOXxDbuFXS7Q86g8ulRE668cwryqNc1xHdaoN3RMpcDF7/MB1O9hwD0Cr7xf8WHft3dsrmeoh7zqMvaSKGOe/wAO8AgiQb+rpgG2C6gy7auGw8TymLYMwh+hYlmgPi5cF1EGTS0iwAfiHJitOaEEtwe0DWW+SNvqp10gwJBoYHVty7RfF613XR0ZXk6RHQwB5IAYEgcF3WDNtq7xi5UAg0DBbV5jU6LJ8VsvhHL7CjpW3W/SLMVjYRat6Up9ZgeA3qDDes1GCo1OQBy+KZA66YQB5GZkH+fcWNUP7RPNfEZQlZBVeC8pWnVGg4X5Tc6SS1pRwo+kLkSboLx7w9l1VtGWF6y6aOOWHZ1Kj5UntiUNb3IIWRYDM8GaeYUwlVZiU87go/QjZum/DMFjb1cRggwbMHw3V9CpcxQBJwVwlOrgZzgPWBY29VZUug5nLbfV2mlUQwzuvS75lrYsdLD2Xmkw8OQWdaYIVdyE7s483eF5kEJnUKjtdPSOccGopXI4mds2KlbV3XPrFIbZVV4W8izLQ4/VgF/EFDfIo9c5tywX4OzeFyYTzCgFt/z42C6mHx2VFl/8z+J/30w1g1Vpb/Mn/fS/+dAyivpaf9bOfKN3aD76o0mZp+mu0r6URO0o+tfoANErtKJR/wCASzMrcr0lekr0lekr0SvRK9JXpK9IE4gV/wCi/9k=" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![file77k5g4qe5r8q0j1i61v-768x768.jpg](attachment:file77k5g4qe5r8q0j1i61v-768x768.jpg)\n", "\n", "(von https://www.vienna.at/sitzplan-im-nationalrat-steht-fest-wer-sitzt-neben-wem/6392113)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Wir können natürlich auch solche Diagramme mit Python erstellen\n", "\n", "# Fiktive Daten\n", "labels = ['Kategorie A', 'Kategorie B', 'Kategorie C', 'Kategorie D']\n", "sizes = [25, 35, 20, 20]\n", "colors = ['#ff9999','#66b3ff','#99ff99','#ffcc99']\n", "\n", "# Erstellen eines Tortendiagramms\n", "plt.figure(figsize=(6,6))\n", "plt.pie(sizes, labels=labels, colors=colors, autopct='%1.1f%%', startangle=90)\n", "plt.title(\"Tortendiagramm Beispiel\")\n", "plt.axis('equal') # Sicherstellen, dass das Diagramm kreisförmig ist\n", "\n", "# Anzeigen des Tortendiagramms\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Erstellen eines Donut-Diagramms\n", "plt.figure(figsize=(6,6))\n", "plt.pie(sizes, labels=labels, colors=colors, autopct='%1.1f%%', startangle=90, wedgeprops={'width':0.4}) # Unterschied: wedgeprops={'width':0.4} !\n", "plt.title(\"Donut-Diagramm Beispiel\")\n", "plt.axis('equal') # Sicherstellen, dass das Diagramm kreisförmig ist\n", "\n", "# Anzeigen des Donut-Diagramms\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lineplot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nun besprechen wir eine Möglichkeit, Daten zu visualisieren, welche mitunter auch geeignet ist, Funktionen zu plotten." ] }, { "attachments": { "lineplot_29_0.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![lineplot_29_0.png](attachment:lineplot_29_0.png)\n", "\n", "(von https://seaborn.pydata.org/generated/seaborn.lineplot.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Eigenschaften eines Line Plots**:\n", "* Darstellung von Datenpunkten als Linie, die durch Verbindung der Punkte die Veränderung einer Variablen über eine kontinuierliche Dimension (oft Zeit) zeigt\n", "* Für nicht-kontinuierliche Daten ist ein Line-Plot sehr kontraproduktiv, da hier dann Werte dazwischen erwartet werden.\n", "* Eignet sich besonders gut zur Visualisierung von Trends, Verläufen oder zeitlichen Entwicklungen\n", "* Kann sowohl absolute als auch relative Werte darstellen\n", "* Gut geeignet für den Vergleich mehrerer Datensätze, indem mehrere Linien in einem Diagramm verwendet werden\n", "* Zusätzliche Beschriftungen:\n", " * Titel\n", " * Achsenbeschriftung (x-Achse für unabhängige Variable, y-Achse für abhängige Variable)\n", " * Legende zur Identifikation mehrerer Linien\n", " * Markierung der Datenpunkte kann hinzugefügt werden (z.B. Kreise, Punkte)\n", "* Sehr intuitiv\n", "* Unübersichtlich bei zu vielen Linien\n", "* Empfindlich gegenüber Ausreißern" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)\n", "\n", "(from Marc Streit, VA WS2022; JKU)" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Nun zeigen wir, wie wir in Python einen Lineplot erstellen können\n", "\n", "data = {\n", " 'Year': [2018, 2019, 2020, 2021, 2022],\n", " 'Product A': [10, 20, 30, 25, 40],\n", " 'Product B': [15, 25, 20, 35, 45],\n", " 'Product C': [20, 30, 25, 30, 50]\n", "}\n", "\n", "df = pd.DataFrame(data)\n", "\n", "plt.figure(figsize=(8, 6))\n", "\n", "plt.plot(df['Year'], df['Product A'], label='Product A', marker='o') # kreis\n", "plt.plot(df['Year'], df['Product B'], label='Product B', marker='s') # square\n", "plt.plot(df['Year'], df['Product C'], label='Product C', marker='d') # diamond\n", "\n", "plt.title(\"Sales of Products Over Time\", size=15)\n", "plt.xlabel(\"Year\", size=12)\n", "plt.ylabel(\"Sales\", size=12)\n", "\n", "plt.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Wir können natürlich so auch Funktionen plotten\n", "\n", "def f(x):\n", " return 1/(1+np.exp(-x))\n", "\n", "def f_prime(x):\n", " return f(x) * (1 - f(x))\n", "\n", "x = np.linspace(-20, 20, 1000) # 1000 Werte zwischen -10 und 10\n", "y = f(x)\n", "y_prime = f_prime(x)\n", "\n", "plt.figure(figsize=(8, 6))\n", "plt.plot(x, y, label='f(x) = 1/(1+exp(-x))', color='red', marker='') # hier ist das Marker-Attribut eher kontraproduktiv\n", "plt.plot(x, y_prime, label=\"f'(x) = f(x) * (1 - f(x))\", color='blue', marker='') # hier ist das Marker-Attribut eher kontraproduktiv\n", "plt.title('Sigmoid Function', size=15)\n", "plt.xlabel('x', size=12)\n", "plt.ylabel('f(x)', size=12)\n", "plt.grid()\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Wir können uns auch ein Konfidenzintervall für eine Linie anzeigen lassen\n", "flights = sns.load_dataset('flights')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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yearmonthpassengers
01949Jan112
11949Feb118
21949Mar132
31949Apr129
41949May121
............
1391960Aug606
1401960Sep508
1411960Oct461
1421960Nov390
1431960Dec432
\n", "

144 rows × 3 columns

\n", "
" ], "text/plain": [ " year month passengers\n", "0 1949 Jan 112\n", "1 1949 Feb 118\n", "2 1949 Mar 132\n", "3 1949 Apr 129\n", "4 1949 May 121\n", ".. ... ... ...\n", "139 1960 Aug 606\n", "140 1960 Sep 508\n", "141 1960 Oct 461\n", "142 1960 Nov 390\n", "143 1960 Dec 432\n", "\n", "[144 rows x 3 columns]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flights" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lineplot(data=flights, x=\"year\", y=\"passengers\", marker=\"o\")\n", "plt.title(\"Passenger Numbers Over Time\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Welche Werte werden hier angezeigt?" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Get Data from 1960\n", "flights_1960 = flights[flights['year'] == 1960]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
yearmonthpassengers
1321960Jan417
1331960Feb391
1341960Mar419
1351960Apr461
1361960May472
1371960Jun535
1381960Jul622
1391960Aug606
1401960Sep508
1411960Oct461
1421960Nov390
1431960Dec432
\n", "
" ], "text/plain": [ " year month passengers\n", "132 1960 Jan 417\n", "133 1960 Feb 391\n", "134 1960 Mar 419\n", "135 1960 Apr 461\n", "136 1960 May 472\n", "137 1960 Jun 535\n", "138 1960 Jul 622\n", "139 1960 Aug 606\n", "140 1960 Sep 508\n", "141 1960 Oct 461\n", "142 1960 Nov 390\n", "143 1960 Dec 432" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flights_1960" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.int64(5714)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flights_1960['passengers'].sum()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(476.1666666666667)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flights_1960['passengers'].mean()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(77.73712501797714)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "flights_1960['passengers'].std()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.float64(43.98391905405356)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Confidence interval (95%)\n", "\n", "import scipy.stats as stats\n", "\n", "mean = flights_1960['passengers'].mean()\n", "std = flights_1960['passengers'].std()\n", "n = flights_1960['passengers'].count()\n", "z = 1.96 # 95% confidence interval\n", "\n", "confidence_interval = z * (std / np.sqrt(n)) # Formel nicht unbedingt relevant, aber wichtig, dass man sowas machen kann\n", "\n", "confidence_interval" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Händische Berechnung:\n", "\n", "$$ci = \\bar{x} \\pm \\frac{\\sigma}{\\sqrt{n}} = 476 \\pm \\frac{77}{\\sqrt{12}} = 476 \\pm 43.98$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Korrelationskoeffizient" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Misst den linearen Zusammenhang zwischen 2 Datenreihen\n", "* verschiedene Arten, wir verwenden (Bravais-Pearson Correlation Coefficient)\n", "* Hat einen Wert zwischen $-1$ und $1$.\n", " * -1 bedeutet, es herrscht perfekte negative Korrelation\n", " * +1 bedeutet, es herrscht perfekte positive Korrelation\n", " * 0 bedeutet, es herrscht keine lineare Korrelation (kann aber trotzdem quadratisch sein)" ] }, { "attachments": { "Correlation_examples2.svg.png": { "image/png": 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/rfI25waxWAwdHR0kJSW9t/ODu7s7/vrrL+Ge5n//+x8PENFndh4B3q795H1eZ2zbtg0A8O+//yIyMhKdOnVCzZo1Ub9+fejr6yMuLg53795FeHg4AEBFRQWLFy/G5MmTeRCJiMoIBoCJiOijyB9w0dDQKPFympqaxd4Mva2mTZvCx8cH69atw5IlS5CcnIwrV64UKGdkZIQffvgBU6dOhZaWFg8g0Wd8Hnn9XPKu5xG5XI7x48cjMTERALBixQrY2tryABF9geeid7muycjIgEwm43xaRLxWKXB+eNfOahkZGRg1ahSkUinEYjG2bdvGEXlEn4n86Z/f5TrjXc8jWlpa2L9/P6ZMmYK5c+fC3d0dPj4+8PHxKVC2d+/eWLp0Kezt7XkAiYjKEN5pEhHRR5GTkyM8fptRe6qqqkqj6vKvpzTCw8MxYcIEzJs3D8nJycLrRkZGSvNhJSYmYu7cuRg9enSBFExE9OnPI6qqb9ePMf95J2+Ef2lt2LABZ8+eBQB06dIF48aN48Eh+kLPRYBixEtJqaurC4/lcvk7X9cQUdmSPzvAp7xW+eGHH4R5hGfMmIG2bdvy4BB9Jl7//r/NueR9nkdkMhlWr16NYcOGKc0BrK2tDSMjI6VtHTt2DL169cLBgwd5AImIyhCOACYioo9CW1tbeJyVlfVWNz9yubzQ9bytZ8+eoUOHDsK8v3Xr1sWCBQvg4uIi9IhPSkrC+fPn8euvv+Lp06c4cOAALl++jCtXrqBOnTo8kERl5Dzytg0a+c87Ojo6pd6HoKAgfPfddwAAAwMDbNy4kamfib4wr2cGeZvzUf5zkaqqaoFMJ0RUdkil0hLNoWltbS2M0Mt/fnjba5X85d/lnufatWv4559/AAD29vb47bffeDCJPqHw8PA3ng+MjIxgZGRU6Pc/Ozu7xNcL7+ueRyqVYsiQIUJAV0tLC9999x1GjBghZD6SSCR48uQJNm7ciM2bN8PX1xcDBw7E/Pnz8csvv/DAE5UxycnJiI+PL7aMmpoaKlWqxMoqRxgAJiKijyL/zcfbBIAzMzOVnpc2dVlGRgb69OkjBH87d+6MY8eOFbiRMjQ0xMCBA9GrVy/07t0bZ8+eRVxcHAYMGIDHjx+/dSo3Inp/8s9/9TbnkdfLv808WvnJZDKMGTMGqampAIBVq1bx5ojoC7+meZfrmndpmCWiDy82NrZEUzy4u7ujadOmBa4xXr+PeZvzQ2nvedLS0jBmzBjIZDKoqKhg+/btnM6G6BPr0aMHPDw8ii2zcOFC/Pzzz0VeZ+TPVlbS80hp73kA4PfffxeCv7q6urh06RKaNGmiVEZVVRVOTk7YsGEDOnbsiCFDhkAmk2Hx4sVo3rw5unbtyoNPVIZs2bIF3377bbFlbGxsEBAQwMoqR5gCmoiIPor8Nyxv6nGWX17ANo+hoWGptr99+3b4+/sLN1Q7duwothethoYGtm7dKpTx8fHBvn37eCCJysh5JDc3VymN+9ucS/J617+tf/75B9euXQOgmOdq5MiRPChEXyAVFRWlRtW4uLiPei4iovJ3z5OZmYm0tLR3Pj/MmTMHQUFBAIDvvvsOzZo140Eh+sy83ubxNtcZ+cuW9jySkpKC//3vf8LzhQsXFgj+vm7gwIEYOHCg8DwvmE1ERJ8WRwATEdFHUb16deHx28ypGxISovTc3t6+VNs/fvy48NjZ2Rnm5uZvXMbS0hKtW7fGhQsXAAAnT57E6NGjeTCJysB5JO/84Ojo+Mbl5HK50nmnRo0ab71tPz8/zJs3D4CicXfu3LkIDAwssvzr57nAwEBhnlAdHZ0SnYOIqGyfj/JG85T2uqa01zRE9HGoqanBycnpjeXyj9bLf60SEREBqVRaonnCQ0NDlaa9Kc21yoULF7BhwwYAgK2tLUaOHFnstUpUVJTwODc3V6msoaEhjI2N+SEgeg8cHBwgFhc/BsvKykp4bGdnV+D8ULt27be+zijNeQQALl++LGQ8AoBhw4aVaLkBAwZg//79AIB79+4hKioKFhYW/AAQlRHm5uZvvK6xtrZmRZUzDAATEdFHUbNmTeFxREQEUlNTS5Ta7Pnz58JjMzMzmJiYlGr7fn5+Rd5QFadatWrC47wRxET0adjZ2UFFRQVSqRQA4OvrW6IAcGBgoNK8Ww4ODm+97UuXLgkp1ZKTk996RE3+BpjevXvj6NGjPKBEn/l1TV4A2NfXt8TL5b+uKc25iIg+HhMTEzx48KDU9zwSiQT+/v4l6uzh7e0tPFZRUSlVBxE3NzchiBwQEPBW55igoCCldNfz5s3j3MFE78mePXveqryBgQEsLS0RGRkJQJGNrEuXLm9cLj09XSkAXNrrjPxtJ9ra2rC0tCzRcjY2NkrP/f39GQAmKkOGDRtW4g4dVH4wBTQREX0UTk5OEIlEAACpVAp3d/cSLXfr1i3h8bukMMvNzRUe5wWPSkIikRT6mIg+Pg0NDdStW1d4fvv27RItd/PmTeGxnp4e6tSpw8okonfSuHFjpXNR/pF7RcnMzMTDhw/fy3UNEZVNNWvWVEoRX9Jrlfz3PPXq1St2qhoi+vKuM0ri7t27QruHWCwW5iZ/W/nbTmQyWamWA96u3YWIiD4MjgAmIqKPwtLSEo0bN8a9e/cAAEePHoWzs3Oxy2RkZODMmTPC8969e5d6+2ZmZggPDwcAvHz5ssTL5S/LlK1En16PHj2EUXfHjx/HX3/99caUakeOHBEed+nSBRoaGm+93WbNmmHp0qUlLp+QkKA0d9Zvv/0m7OfrqayJ6PPTs2dPzJo1C4BiXt9bt26hVatWxS7j5uYmZCPQ0NBA165dWZFE5YyGhgZcXFyEa4+jR49izJgxxS4jl8uVMoOU9p6nR48eJR6pByhGFW7fvh0AYGpqitmzZytd9xDRp73nOXHiBADg/PnzSE9PV0o3/6Z7nqZNm77V+SC/ChUqCI+zsrJKnMo5ODhY6TnbT4iIPj0GgImI6KMZMGCAEADes2cPFi1apHRz8bqtW7ciOTkZgGJurZ49e5Z6202aNBGCRlevXkVaWppS7/zCJCUlKY1UZkMI0afXv39/LF68GHK5HIGBgTh+/Dj69OlTZHlfX1+cPn1aeD506NBSbbdBgwZo0KBBicsHBgYqBYC/++67Es0BSESfB1tbWzRo0EC4tli+fHmxAWC5XI6VK1cKz7t37w59fX1WJFE5NHDgQCEQc/r0afj6+hab0vnEiRMICAgAoEj/PGjQoFJtt2PHjujYsWOJy7u5uQkBYGNjY3z//fc8eERlRM+ePTF9+nRkZWUhOTkZW7duxfTp04ssHxMTg927d7/zPQ+gaDvJ79SpUxg/fvwblzt37pzw2NjYmJ1eiYjKAKaAJiKij2by5MkwMzMDAKSkpGDMmDHIyckptOzTp08xb9484fnXX39d5Py/69atw6RJkzBp0iR88803hZbJ35CSmJiIhQsXvnF/Fy5ciIyMDACASCTCwIEDeRCJPjFHR0elgO/UqVOV5rrKLyUlBcOHDxfStzds2BC9evUqtOyNGzeE88ikSZMQFBTEyiaiYi1YsEB4fOTIEWzdurXIsr/99puQjl4sFpfoOoSIPk/9+/cX5t6USqUYMWIEUlNTCy0bHByMKVOmCM+HDRuGGjVqFFp2//79StcqeRkFiKj8MTMzw6RJk4TnP/zwAzw9PQstm52djTFjxgid5ytVqlRkwPbZs2dK55H8U1PkqVevntJ85r/88gtiY2OL3d8nT54oBaAHDBjAzq9ERGWASF6SyYqI3pO7d+/iyZMnhb73/fffIykpCQDQq1cvdOvWrUAZIyMjDBgwgBVJ9BnbunUrxo0bJzxv2rQpFixYgDZt2kBXVxdhYWH4999/sWjRIqGhxM7ODvfv34ehoWGh6+zbt6+QNs3IyAgJCQmFluvZsydOnjwpPB89ejQWLlyIqlWrKpULCwvDzz//jC1btiiV3bZtGw8gURng6+uLJk2aICUlBYAivdiiRYvQu3dvmJubIzk5GRcuXMDChQvh7e0NAFBXV8fly5fRsmXLQte5ceNGpUaWO3fuvNOo/8DAQNja2grPJRIJG0GIyhm5XI7OnTvjwoULiptrkQhTpkzBlClTYG9vD7lcjmfPnmH58uVKjaIzZsxQGg1MROXP2bNn4erqKsyB6eDggEWLFsHZ2RmGhoaIiYnBsWPHsGDBAkRHRwNQpF19+PAhKlWqVOg6Z8yYgX/++Ud4npaW9saUsMVxc3ODq6srAKBGjRrw9fXlgSMqQ2JiYtCgQQNEREQAAPT09LBgwQIMGjQIFStWREZGBq5fv45ffvlFyFwmEolw6NAh9O3bt9B1njlzRqm99cCBA4W2s545cwbdu3dHXtjAzs4OK1euRJcuXZSm38nNzcX+/fsxa9YsxMXFAQAMDQ3h5eUFKysrHkSicuD27dt49uxZoe/NmjUL6enpABQd4Aqb6s/U1LTIcxJ9eAwA00c1d+5c/PHHH6Vevnbt2kWecIjo8zF79mwsW7aswOuqqqrCSL08FSpUwM2bN4vsCQ+UPACckpICFxcX3L17V+l1W1tbVKxYEWKxGOHh4Xjx4gXy/zx26NABbm5u0NTU5MEjKiPOnj2Lnj17Ijc3943nEbFYjB07dmD48OFFro8BYCIqjaSkJLRs2VLobJL/vCOXy/H67barqyuOHj0KVVXOxkRU3q1YsaLQ7ESFXavo6OjgwoULaN68eZHrYwCY6Mvz8OFDtGvXDmlpaW88jwDA0qVLi03nXtIAMACsWrUK33zzDWQymfCagYEBHBwcoKuri+TkZHh7ewvBH0ARpHZzc0Pr1q158IjKiZkzZ75T51UnJyc8ePCAFfmJMAU0ERF9dH/99Re2bdtWYETv6zcw3bp1w+PHj4sN/r4NfX19XL9+HQsXLlTadkBAAK5du4YrV67Az89PaKw1NjbGr7/+inPnzjH4S1TGdOnSBe7u7qhTp06x5xFbW1tcu3at2OAvEVFpGRoa4s6dOxg3bhxEIpHwukwmUwr+amho4Ndff8WxY8cY/CX6QsycORMnT56EpaVlsdcqzZs3x6NHj4oN/hLRl8nJyQmPHj0qkMXo9fOIpaUljh8//l7n8p4xYwauXLmCBg0aCK8lJyfD3d0dFy9exP3794Xgr0gkEtpvGPwlIio7OAKYPqriUkCXBFNAE5UvGRkZOHXqFK5cuYLw8HCkp6fDysoK1atXx4ABA4S5s97k/PnzePnyJQBFA+uoUaNKtO0zZ87A3d0dgYGBSEpKgkgkgqGhIWxsbNCsWTN07doVWlpaPFBEZZhMJsOtW7dw4sQJBAcHIz4+HoaGhqhSpQq6d++Odu3alWjk7fPnz3Hjxg3hee/evYU5y0sjJSUF+/fvF55PmDBBKThEROVPSEgIDhw4AE9PT0RGRkJdXR0WFhZo3rw5+vbtCyMjI1YS0RcoJycH58+fx/nz5xESEoLU1FSYmZnBxsYGffv2hZOTU4nWc+vWLXh5eQnPx44d+04dSkJCQnD27FkAilF9gwYN4sEiKsMePnyII0eOICgoCNHR0dDT00PlypXh4uICFxcXqKurv3EdoaGhOHPmjPC8U6dOsLGxKdG2r1y5gsePHyM+Ph5ZWVnQ1dWFmZkZnJyc4OLiAjs7Ox4konKouBTQJcEU0J8WA8BEREREREREREREREREROUEU0ATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATEREREREREREREREREZUTDAATfQGkUjnCw9Mgl7MuiIiIiIiIiIiIiIiIyjMGgIm+AJ07H0TFiusxceI5VgYREREREREREREREVE5xgAwUTmXlSXB5cshAAA3t0BWCBERERERERERERERUTnGADBROaepqYpff22N2rVNsXRpG1YIERERERERERGVSk6OFP/88wg7d3q99VRja9c+Rrt2/+LEiQBWJBER0Qcmkss5KygRERERERERERERFe9//7uH77+/DgA4dqw3evWyK9Fy6em50NdfBZlMjipV9PHy5URWJhER0QfEEcBEREREROWARCLDuXMvERaWysogIiIiog9CTU1FeKyqWvKmZW1tNTRoYAYAaNnSmhVJRET0gXEEMBERERFROTBp0nls3PgUxsaa8PcfDyMjTVYKEREREb1XEokMO3d6wcBAA/361XirZbOyJHjxIgm1aplARUXEyiQiIvqAVFkFRERERESfv4CAJABAYmIW4uOzGAAmIiIiovdOVVWMsWMdS7WspqYqHB1NWYlEREQfAUcAExERERGVA97e8Vi69C5at66ICRPqskKIiIiIiIiIiL5QDAATfcYyMyXQ0uJAfiIiIiIiIiIiIiIiIlIQswqIPk8//3wb2tor4OJyEDIZ+3EQERER0Zfn3LmXuHIlpEztU1paLm7cCENmpoQHiIgET5/GYvv2Z0hPz2VlEBEREdEHxwAw0Wdq377nAIALF4IRG5vJCiEiIiKiL8ru3d7o0uUQOnQ4gJMnA8rMfrVrtx9t2uxHjx5HeJCICAAQHZ2BZs32YMyYs5g8+QIrhIiI6BN6+DAaZmZrYGz8D/bvf84KoXKLAWCiz9R33zWBlZUupkypD3NzbVYIERHRZ+DixWAYGv6DOnW2Iy6OHbiI3kX+TpAxMRllYp+kUjm8veMBAE+fxvEgEREAICtLgpwcKQAgOTmbFUJERPQJHTrkh9jYTCQmZmPIEDdhoBVRecM5gImIiIiI3sGLF4nQ0lJFxYp6byw7btw5bN3q+d9NZ0/061eDFUhUSpmZEixdehfq6ir47rsmUFMrG/2bDx70xa5d3pg0qR66d7fhgSIiAMDx4/64cycC06c3hLW1LiuEiIjoE/HwiIGT0y7khcb69auOQ4d6sWKo3GEAmIiIiN7J6tUeePQoGj/91Bw2NgasEPqiHDvmj379jkNNTYybN4egUSOLYstfvx6GgQNPoHJlfZw71x9GRpofdP+8vOKwerUHOneuht697XjAiIiIiOiLl5KSA11dNYjFIlYG0Rfq4EFfjBx5Gpqaqrh/fzjs7IxYKVTuMABMRET0BcvMlCAlJafUqeSfPIlF/fo7AAB9+lTHkSPsMUlflvnzb2LJEncAwObNnTFunGOZ2r9mzfbg7t1IqKqKERU1BSYmWjxoRGXcixeJkEhkcHAwYWUQERG9ZytXPsI331xGvXpmuHNnKDQ1VT/Idry945GRkfvGDqJEREQfCucAJiqj0tNzceyYPyIi0lgZRJ+RBw+i0KDBTvTtexxZWZIyva+xsRmoXn0zLC3XYvNmz1Ktw8xMG7q6agDA0b9UZgQEJKFz50MYNerMB/8eTpvWEAMG2GPcOEcMGVKzzNWFpaUOAMDISBNaWqr8cBB9InK54vr+Ta5fD4ODw1bUqbMdp04FsOKIPiPbtz/DN99cQVhYKiuDqAw7fNgPcjnw+HEM/P2TPsg2bt4Mh6PjdjRuvBv79/uw0omI6JNgKxBRGTVo0Em4uQXCykoXgYEToKGhwkoh+gysWvUIjx/H4PHjGFy6FPLB5v57+TIZWlpqpR65CwDPnsUhPFzRyeTs2SCMH//2IxctLXXw5Mlo+PomwMWlKj8AVCb8/fcDnD//EgDg6mqDAQPsP9i2zM21ceBAjzJbF7t3d4ebWyCaNbOEtrYaPxxEn0BWlgQtWuzFkyexWLmyA6ZNa1Dsb7NUqkjS9fRpLFxdbVmBRGVAVFQ6/PwS0aqVdaEpY589i8OYMWcBAOHhaWX62oDoS/fdd40RGZmGVq0qolatD5Nt48WLRMhkit9zH58EVjoREX0SDAATlTEeHjEYNOikEJSJjc1AVpaEAWCiz0T37jbYt88HFhY6HyzV05EjLzBgwAloaKjA3X0Y6tatUKr1tG5dESNH1oa3dzy+/75JqffHxsaAo3+pTGnduiLWr38CXV01NGhg/kXXhY6OGgYOtOeHgugTevEiCR4eMQAUc40VFwAeObI2Hj+OQU6OFFOm1GflEZUBiYlZcHTcjri4TMyY0RArV3YoUMbAQAOamqrIypK8UwdNIvrwXF1tS9zBavdub/j7J2HmTCcYGmqUeBtDhtTEs2dxSEvLwddfN1R6z9MzDlKpDPXrm/FgEBHRB8UAMFEZs2PHM7x4kQgAaNOmImbOdIKBgQYrhugzEBOTAQMDDYSGToSxsRbU1YvuuJGbK8OuXV7IzpbC0FATffrYFZh76Jdf7uDx4xj89ltr1KxpLLzu7h4BmUyOzEwJPDxiSh0AVlUVY8eOrjxwVO4MHlwTzZpZQk9PnXPeEtEnV7u2CYYPr4Vbt8Ixe3bjYsvq6qph40YXVhpRGbvGj4vLBKCY07MwlSrp4cGD4fD2jkfv3tVZaUTlgLt7JEaMOA1AMThjzZpOJV5WU1MVy5a1K/D6hQvB6Nz5IADg2LE+6NmTmT6IyrqMjFx4e8ejfn0zqKpyRlX6vDAATFRG/O9/93DkyAv06GEHPT11GBlpYvfu7qhUSY+VQ/QZyMmRolGjXQgNTUXfvtVx+HCvYsv/+ec9/PjjTeH5mDF10LZtJXh5xWH27MZ4+TIZCxfeAgDI5XIcPdpbKDtjRkP4+CTAyEgTAwbUYOUTFaJqVY5KJ/oQoqMz4OubUGQaVCpILBZh165un2z7W7Z44sWLRMyZ05idYohKwd7eGMuXt8ft2xGYP795keVq1zZF7dqmH3RfUlNzEBKS8sG3Q0SKTDpisQgymRx6eurvZZ1+fgmQKzJDw9c3AQADwERlmUwmR9Ome/DsWRwGDaqJ/ftdWSn0WWEAmOgTS03NRY8eR3DtWigAID4+E/Hx06CiImKjGtFnJCNDgsjIdAAQRvEXJztbqvT8xYtEbNv2DIBilMHSpW1gaKiBpKTsAqmhKlbUw4kTfVjpRF+Y9PRc/PSTouPIkiWtoKPDOX3p40pKyoaj43bExmZg+vSGWLWqAyvlLQQFJWPlyodo3boi+vX7OB24bt+OwPjx54Tjt369c5Fld+70wsKFt9Gzp22hKW6JvjTHj/sjNTUHQ4Y4YOZMJ8yc6SS89+hRNNTUVODo+PECsampOahTZztCQlIwb15T/PZbax4kog/I0dEU164NRmBgEgYPrvle1jlmTB34+SVCIpFh8uR6RZaTSGTo3fsYrl8Pw5o1nTBiRK1i2iJyMXv2NWRlSfDXX+1gbKzJg0f0nmRkSPD8uSL7x9GjfrCx2YSdO7uhVStrVg59FhgAJvqEYmIy0KLFXgQEJAmvdehQGWpqTCdB9LkxNNTAzp3dcPKkv1LjUFHmzm0KPT11vHyZAlVVEXr3rg5n54OQSGQwMdGChYUOnj8fi+DgFDRtagkASEnJwaZNT+HgYIxu3WxY6UTvWVhYKlRUxLC01CmT+7dp01OsWPEQAFCtmgFmzGjIg0YfVWxsBmJjMwAA3t5xrJC3NGXKBZw79xL//OOBoKAJqFxZ/4Nv08BAHSoqIkilcpiYFN8g/Ntvd/HyZTJWrXqEH39sBjMzzmNK5ZdEIoOvbwKqVzcSpm3JyZFi505vWFhoQyQSoXfvYwAUcwBPn/7qN/fo0Rfo2/c4RCLgwoWB6Nix8kfZ5/DwNISEpAAANmx4iiVLWrHTOBGAEycCcO5cEKZObYBatUyKLHfvXiR27PBCv3410KFDyb63rVpZFxrouXIlBOvXP8GgQTXRt++rtO8BAUkQi0WoVq3wbETa2mol6mTl55cIN7dAAMD69Y+LDQDv3v0c69Y9Fu4RistUQERvR1dXDevWOePPP+/jxYtEBAUlo1u3w0hImMZ00PRZYACY6BO5ejUU3bsfRkaGBAAgEgFz5zbDr7+2YuUQfaaGDKmJIUNK1jNYS0u1wDyA7u7D4OeXiP79FaOCLCx0YGHxKhD1/ffXsH79E4hEwJMno+HoaIrcXBmysiTvLSUV0ZfqwoVgdOt2GCoqIly7NljoeFGW2NoaQvRfO6+dnSEPGn101asbYeXKDrh5M5yNi6VQoYIioKqjo/bRRvDXrm2K27eHIigo+Y2jjgcOtMfixXfQoUNlmJoyVTSVb337HsfJkwFo374yLl8eCABYuvSeMAXLokUthbJZWcqZe/z8FNl+5HJFOtePFQCuWdMYFSpoIzY2AwkJmYiISEPFipwyir5sCQlZ6N//OHJzZbh3Lwr37w8v5nfuJIKDU7Brl/c7B29Gjz6LkJAUHD/uj+TkGdDQUMH58y/RrdthiEQiXLgwAO3aVXqnay5n5yq4cSMc48fXLbasg4MxVFQUqarr1GF6eKL3bcKEumjc2AKNGu2GVCqDVCqDRCJjAJg+CwwAE30Cu3Z5YerUS0Lwt0IFbWzb1gXdu3NEH9GXzMnJHE5O5kW+L/ov8iMSiSAWA5GR6WjceBdiYjKwYkUHtG1bkfOBEZWSu3sEJBIZJBLF6ICyGADu0cMW9++PgEgENGxozoNGn8SMGQ05+ryUNm50Qdeu1eDkZP5R5+Jt0sQSTZq8+Zz2yy8tMXt2Y+jrs1MZlX83b4YDAK5fD0VERDqsrHSQk/Mq0NusmRU2bnRBWlouvvqqvtKyU6bUR3BwCtTVxRg9ug4A4M6dCCxadBsdOlTGd981+WD7/euvrTB37nW4utrC2prBXyItLVUYGmoiNjbjjVl8LCx0EBycggoVtKCi8m6Bm5o1jRESkgIbG0Mhi4CHRwykUjkAOR4/jnmnALCamhjnzw8oUdnWrSvCy2sMcnJkHzUtPdGXpH59M9y/Pxw7d3qhT5/q0NRUhUwmR3h4GqytdZmRg8oskVyeN/U8EX0MNWpsxosXScJzPT113Lo1lBdpRPRGaWm52LLFEzVrGqNz56o4dswfffocAwCIxSLI5XIcOtRLKQUVEZVMdHQGJk06Dw0NFWzY4AJDQ43P/m+6cSMMffseh4WFDi5fHiiMPiT62C5eDIaxsSY7LnxEqak5OH7cH82aWTFjAFEhfvrpJn791R0AMHFiXWzY4IKMjFysW/cEFhY6GDbM4a3W17LlXty+HQEACAiYABsbA1Yy0Ufy8mUy7tyJRI8ettDVLTrDRkJCFs6eDUL79pXfecqXjIxc3LwZjqZNLWFgoLhviI/PQosWexEVlQYjI020aGGFnTu7cZQgUTnVs+dRnDwZgN697XDoUC+oqDAITGUPf4GIPqLr18OUgr9161aAl9cYBn+JqFB//nkfNjab8Oef9wEo5h75+uuG6Ny5KgDA2bkKunWzgbW1LmQyOeRy4OnTWFYcUSmYm2vj2LHe+PffHuUi+AsAe/c+R1xcJp49i8OlSyE8yPRJrFnjAWfng2jceDfc3SPf+/olEhmSkrJZ0a8ZPtwNI0acRtOmu5GenssKIXrNsGEOUFNTNInlzcetra2Gb79t9NbBXwBo3NhCWJeFhaLDlbd3PI4efQGJRFboMpmZEh4IovegalUDDBlSs9jgLwAYG2ti6FCHUgV/c3Nl6NPnGCpV2gA3t0Boa6vBxaWqEPwFgMjINPj5JSAlJQfBwSnYt89HuPZ59iwO69c/QUJCFg8YUTkglyumkQKAY8f8oa29HMeP+7NiqMxhAJjoI/DwiMbYsWcQGZkmpITQ0lLF5cuDUKkS0zYRlXdXr4biwAFfSKVyZGdLi2wEyhMcnIKEhCwsXHgLQUHJWLDgFgrL16GjowY3t77w8xuHyZPrYeTI2pg+vQErnIgAAMOG1YKpqRYcHU3RqVMVVgh9EuHhaQAAmUyOiIi097rulJQc1K69DSYmq7F5s2eJljly5AV++OEGIiPTy3W9x8ZmAlCMBM7KYpCJypdr10Lx3XfX4OOTUOp1ODiY4NGjkTh9uh9++KHZO+/T8uUdcP/+cDx9Ogra2moICUmBk9Mu9O17HN99d61AeVfXI9DWXoGffrr5XusmMTHro3YIlUrlPMfQZ+/AAV/8+OMNxMRkFFnm8uUQHDvmj7CwVKxa9ajQMtWqGaBGDSMAimmb7OwM4ehoitTUHLRsuRdTplzAsGFurHCickAkApYtawcdHUXHk5wcGfr1O4EHD6JYOVS2PqtMAU30Ye3d+xzDh5+GXC6HmpoY9+4Nx8uXKejZ05bzAxB9AW7dCkerVvsAAJMn18OuXd7Q1VXDrVtDYWtrWOjN55Ahp6Cjo4YOHSrj+HF/DB9eC7t2dWNlEpWCt3c8Onc+BBUVEc6fHyA0ypTUvn0++OefRxg2zAFTp37cDhYnTwZg1y5vjBvnKIz8f19SUnKgp6cOES9F6ANLSsrGokW3YWamje+/b/Jer39v345Ay5Z7AQDdu9vg1Km+xZb390+Cvf0WyGRy9OtXA4cO9Sy39e7rm4C1ax/D2bkKXF1t+UGkciMzUwJT0zXIyMhFvXoV8PjxqA+6vawsCUaNOoPg4BRs2tS5xNm7Hj+OQYMGOwEAgwfXxL59rkrnRSOjfwAoRi4GBU14L/uamJiFWrW2ISoqHQsWNMeiRS0/aN3ExGSgadM9iIxMw7//9kCvXnb8gNJnx8srDo6O2yGXKzID7N7dvUAZqVQOG5uNCAlJhUgEbN3aRZj/+3XZ2VLExWVCS0sV+vrqUFUVIzExC1ZW65GVJUHr1hVx/fpgVjxRObF3rw+GDTslPG/c2ALTpjXEyJG1WDlUJnAEMNEHFB2dgW++uYy8fhYSiRx16piid287Bn+JPqKdO71gZbUOY8acxcfu9pSc/Cot5ePHMUhPz0V0dAauXAkttPyNG2GQyeRITc3BkCE1ER8/jcFfojdIScmBk9Mu6OuvgptboNJ7x469QFhYKoKDU3DiRMlSMoWHp2HEiNP48ccbmDnzMu7cicDMmVeQkyMt9T76+SWiS5dDmDz5AnJzC2YB2LfPBz//fFtICyeTyTF06CkcPOiL4cNfjRS4ezcSzZvvRadOBxAdnVGqffnrr/swNFyFpk13v9PfRFQShoYaWL68PebNa1rq69/g4BQcOOBbIJVxkyYWGDSoJmrWNMbs2Y3fuB4tLVUh5Wv+lI1lhVQqx5Ahp2BltQ4HDvi+07rs7Y2xcmUHBn+p3FFREQmjbUrzPR48+BQ0NJZj6dK7Bd67dy8S8+bdwLNnccJr5869xIEDvrh7NxIjRrghJCSlRNupX98MGze6YNq0Bvjrr3YFzoszZjSEpaUO5s5tAgCIikrH/Pk33yl9ZHBwCqKi0oXrhQ/N3T0SL18mIztbiiNHXvDDSZ8lbW01YY7eos4pOTlS4brbzs4Qo0fXwd27kbCz24w2bfYr3fNraKjA2loXxsaawnqNjDRx+nRf/PhjM+zc2ZWVTlSODB1aE0eO9IKenjrEYuD+/SiMGnUaLi6HIJVy3CV9ehwBTPSBDBlyCvv3+0BFRSSc8JcubY3vv2/KyiH6yOrX34EnTxSp0IKCJqBqVYOPtm25HNiw4QmiotLRvbsNxo49CwMDDRw92gsVKmgXKB8YmIwpUy7A3FwbGze6QFNTlQeQ6A0uXAiGi8tBAICTkznu3BkmBHmeP49Hly6HoaIiwrlz/VG9+ptHAH/11UWsW/cYANCqlTVu3gxHmzYVce1a6Xvrjx9/Dlu2KFLUnjzZRyko8/BhNBo12vVfOUds2tT5v79lFx49ikarVta4cWMITp8ORI8eRyD7L368bFk7zJrV6K33pVmzPULDsK/vuLceFU30MWVk5KJq1U2Ijc1Az562OH68zzut79GjaDx5EotBg+yhra1Wpv5WH58EODhsBQA0b26F27eHFlk2Li4T69Y9RsOG5uje3YYfFPqi+Psn4cqVEPTpUx2mplolXi4hIQsmJqsBKFK1Bga+GnkrlcphZrYGCQlZsLU1hL//eABAWFgq6tffifh4RVp1Z+cq2LDBBVeuhMDV1RZmZtrv5W8aMOAEDh3yg1gsgq/vONjZGZZqPfPn38T9+1H47bfWaNjQ/IMeh/T0XPTtexxBQcnYtasbmja15IeTPkv370fByysOgwfXLPL+++TJABw58gJTptRDkyaWmDjxPDZtegoAOHiwJ/r3r8GKJPqCZWdLMXXqBWzZ8kx4rUIFbdy7NxRVqxqyguiTYasy0XuWmpqDb765KvSAlUrl+OGHpvjqq/qwtuZ8v0SfwrBhtfD06TW0a1cZlSrpv9O6vL3jERiYhK5dbaCiIir24m/fvueoXt0IkyfXE1739BwtPJbJ5Bg//hzu3InA33+3R9eu1WBjY4ATJ/pg48YnOHrUH0OG1OQBJHqNXA7s2uWF9PRcjB9fF82bW6FmTRP4+MTj4cNorF7tgW++cQKgmOMvOHjiW62/dm0TAIoe/Bs2uEAsFhWasv1ttGhhha1bPaGvr4E6dZTTR2prqwodxvT01IXXr14dBHf3SLRoYQVA0TiVF/wViYB27SoVui0/v0RUqKAFIyPNQt///vsm+Pbbq+jQoXKJAuJEn1JWlhSJiYqR8e9j3t6GDc0/eFAkv/j4TAwadBLJyTnYs6d7sR0ubGwM0KKFFdzdIzFsmEOx6/3668vYu/c5xGIRfHzGvvV3OTIyHRUqaAmjk4g+J3Z2hqUKkBoba2L06Do4dMgXM2Y0VHpPLFaMLE5IyIKWlioGDDgBTU1VrFnTCXXrVsCVKyEAAB0ddbRqtQ8REWlo0sQSd+8Oey9/k66u4vdfTU0MDQ2VUq9n8eJWH+046Oio4dy5/vxA0mevcWMLNG5sUWyZHj1s0aPHqw6c/frVwO7d3rCw0EHr1hVZiURfOA0NFaxa1Qn37kXD01MxACU2NgOOjjuRmjqDFUSfDEcAE71n9vZb4OeXqPiCiYDKlfXx4sV4YSQSEX0aWVmSdx5NGxiYjFq1tiI7W4q5c5vi999bIzY2A9raakIqujzffnsVf//9AGKxCJ6eo1GrlkmB9Xl6xqFu3e3CTee9e8MBAL/95o4ff7wJAGjUyBzXrw+Blhb7bBHlOXzYD/37nwAALF/eHjNnOuHYMX/06XMMAPD33+2FAPDbuH07AnfvRmLkyFoICEhChQraqFbt/WUM8PdPgpGRBkxMtCCRyHDu3EvUqWOKKlX0cetWOPz8EjFkSNEjD6KjM1ClygZkZ0thYaGDyMgpBcqsXu2B6dMvwcREC56eo2FpqcMPDH3WTp8OxJQpF6Gvr459+1wLdKD4FCIj0+HmFoD582+hZUtr7N/vWmQgdfNmT0yYcA4AMHt2Y/z5Z9tSXbNkZkowaNBJBAQkYcuWLti06Sm2bvWEmpoYfn7j3iq7yZw51/DXX/fRrJklbt4cWmyHNqLPnY9PAkJCUuDsXPWN894HBSXj7NkgBAUl488/7//3u9oRP/98G3FxmVBVFSMsbDJq1NiMlJQc2Nsbw8dnbKn2Kz4+EyYmitHLMpkcmZkS7N37HA0amKFRI4v38rfv2+eDJUvuoG/f6iUKDN+6FY6IiDT07VuD5wWi10REpOHFi0S0bl0RYrEIO3d6Yfz4c6hTxxQ3bw4pc1lFiOjTGTTopDCdi1gsQnLyDMjlyp29iT4WRqSI3pMxY85BQ2M5XrxIynfD5YqXLycy+EtUBryPVMqxsRnIzlbMlxkWlooDB3xhabkO1aptQmhoqlLZtLQcAIoGndfnLMxjZ2cojAS6fz8K33xzBZmZEqiovDpnPHgQjVmzrvAAEuW/gM03j2je41697LBnT3esW+eMadMavPU6o6Mz0KHDv5g16wrGjz+HJk0s32vwN+87n9fYO336Jbi6HkG9ejsQF5eJli2tMWZMnWLPVebm2rhxYwi+/bYR3Nz6AgAuXQrB9OmX8OhRNABF4y2gaFj28Ynnh4U+e4sX30FISAqePYsrE9fUK1Y8hLX1OkyceB5RUek4fNgPDx5EF1m+TZuKMDbWhIqKCMeOvcCDB1FFlr19OwILF95CRETBkc5Xr4bi5MkAeHvH459/HmHFivZYvbojrlwZ9NZTW+TNle7uHom4uMwSLfP8eTyeP+c5hT4vL14kol69Hejc+RAWL77zxvLVqhlgypT66NChMlRURFBXV4GTkwU2bHBBhw6VsXVrF5iba+P06X749ttGOHSoZ6n2a/r0SzA1XYPOnQ+hUaNd0NVdidOnAzFhQt1SBX8lElmhry9YcBPe3vFYssRdSGFdlAcPotC69T4MHHgSv/9+lx8e+qxER2dg4MCTGDv2bJH33u8iLi4TdepsR7t2/2LOnGsAFB0scnNl8PCIgadnHA8CEQn+/bcHpk1riGrV9PHzzy1gY7MJpqZrSnQtQvS+MSpF9B7Mn38b27d7IidHCrlcDhsbA/zyS0sMGsTUrUTlSdOmllizphO++qo+/vijDS5ceAmpVI7Y2IwCDbq//94GCxY0x969rkWmk9LSUlXqjb9ixUMMHXoKs2Y1QpMmr+bQqlxZn5VPlE/v3tWxf78rtmzpjK++qg9AkXVj6FAHTJ5cr1RBIrlcjry8ODJZyRPkeHjEYP9+RQMQAKGTyJu8fJkCAEhJycbLl8mYPPkCvv32KqTS4rfduLEF/vqrHRo2NEdOjhS9eh3F6tUeGDz4FADgp5+aoVOnKpg2rQHatKnEDwt99rp3V6RbdHRUjJYvjkwmx08/3cSoUWcQEZH2Qfbn7NkgyOUQzhcikajQoK6PTwIcHbdjxIjT+OuvdpBK5fD3T8KwYW7Yt8+nQPmMjFy4uBzEL7/cweDBJwu836iROapWNYCamhh9+lSHnp46pk5tgJYtrd/6b1i0qAVq1zbFvHlNYW7+5vlLFdkKtqNOne24cCGYH0r6bERGpiMnR/rf725yiZfr0qUa3Nz6YfHiVqhZ0xh9+1bHpUsDMWJELQBAy5bW+OuvdqXOSHD0qGK6qAsXXuLhw2hkZkqwa5e38L6/fxK6dz+CqVMvKgV3s7Ol8PSMU3ptxYqH0NRcDmfng5BK5bhxIwz//PMIycnZwvzgLVtaFzktRJ6kpGzhvJaXdp/oc7FmjQcOHvTFtm3PCv2NfVdRUenC98LHJwEAMG1aA1hb66JnT9tCp5ZISckpccephw+jUaPGFrRtux8nTwbA1fUINm58ygNL9Bn7558OCAyciEqV9BAbm4GcHCkWLLgFC4u1yM1lQl76eJgCmugdVa68HqGhyg1MYWGTYW2ty8ohKue8vOIwbtw5VK6sjx07upYqTXN2thQTJ57Hrl3ekMvlaNDADI8ejYRMJsfvv9+FkZGmEOAiIoXt259h7drHGDOmDqZMeX/fj2vXQnH7dgTGjXOEmdmbgyL+/kmoVWsrcnNlmDWrETIycrF+/ROMGVMHW7d2KXK5zEwJZs26gtu3IzB5cj1cvBiCI0f8AACTJtXD+vXOJdpfmUyOatU2ISQkBa1aWePGjSFv9ffu3OmF4OAUfP21E/T1mY6Kyq7IyHSYmmq9sXOHm1sgXF2PAACmTKmPtWs7FSjzyy93cP9+FBYvbon69c3eel8OHvTFqFFnoKoqRnp6LmQyOQwNNZCYOB3Z2VLMnHkZCQlZsLDQwapVjwAAS5e2werVHggPT4NcLodYLEJAwHilkbtZWRJYWa1HYmJWkd9niUSGzEzJR08ft2zZA8yefRVA6VPsE30qf/55Hy9eJGLhwhYlvkdPTs5GpUobkJqagx49bHHiRJ/3tj+JiVk4cMAXf/55H4MG2ePu3Uh4esZh/XpnmJlpo2FDc0yffglbtngCAE6e7ANXV0VHmFat9uHWrXD07m2Ho0d7AwAaNtwJD48YAMCNG0PQocO/yM2VYfjwWti1qxsiItJgbq5TopTOGzY8QWhoKubMaQwDAw1+eKjMCQ1NRefOh5CenouTJ/ugbt0KAIDjx/3Rt+9xqKqKcfPmkDfO51vYNfWsWVfg6RmHv/9uj3r1KhQos3z5Q9y7F4kFC5ojISEL1ta6uHMnEr6+CejRwxZXr4bC1dUG9vbGSEzMQu3a2xAZmY5ffmmJ+fObF7v9KVMuYP36JwAAa2tdhIenQSwWIS5u6hs7bxBR2ZaYmIX69XcgJORV1kB1dTH8/SegUiU9VhB9cJxQkOgd1KixRSn4KxKJsHhxKwZ/iT5zSUnZGDnyNNLScrFtWxdUqaKP58/jYWSkCQuLV/Np1q5tCnf3YUrLSqVyPH4cAwcH4xLNA6ShoYIdO7qiZ09bnD4dBHt7Izg7H8S4cY748cdmRS534UIwxGIROnaszANGX5xZs64iMTELT57EYuLEeiWepy4qKh3Xr4fj668vwcnJHEeO9IK6uorwftu2ldC2beGjZuVyYNSo0zhxIgCTJtXFH3+0RXJytjDyNz4+E4cPK4K4u3d7Y/PmzkqpqvP8+68Ppky5KIwikMnkEIle9cdMTc0pcT2IxSLcvj0UV6+Golu3am9VhzduhGHUqDPCvq9Y0YEfLCqzSjqXtY2NATQ0VJCdLYWDg3GB958+jcXChbcAALm5Upw92/+t9+XlyxRkZkoAAPb2xvD1TUC3bopRdkeOvBAacAcPrgl9fXVoaKji9u0IODgYo0EDM5w8GQBdXTXo6ysHVzQ1VeHgYIzbtyNQVBdtVVXxJ5k7bMKEunj+PB4iETBunCM/kPRZmTOn8Vsvk5MjFTJ6pKW9v3Sy69c/wdSpF1G9uhE8PEYqfZ/btt2P69fD0KqVNQYPdgDgCQ0NFWG6GIlEhnv3IgEAt25FCMvNnOmE2bOvwcWlCiwtdYUsJnmjhK2sSt42MWlSPX5gqExzcwsURtXu3+8jBIB79bKDr+84aGqqoGJFPaXr6u7dj+Dly2Ts2dMdrVtXLHS9t29HYOVKRaetRYtu48iRXgXK5HV+Wrr0LubNuyFcbwCKkfjJydlYseIhQkIm4eXLFERGpv/3fQ1/49/Vp0917NjhBVNTLTg5mSM83B92doacL5SoHDAy0oSX11hYWa0T7vVzcmSwsdmIs2cHsE2PPjgGgIlKISEhC8OHuyEgIFF4TUNDBdHRX7GnLFE5cOCAL06eDACgaKipXt0Q48adg46OGjw8RqJ6daMilx016jT27HmO2rVN8eTJqBIHpvr1q4F+/WpAX38VUlNz4O4egUGDakJUyOL//usjpHs9fLgX+vat/l7/fg+PGERFpaNLl2qFbp/oU+vYsTIOHfIT5ugrib17n2PEiNNQVRUhJ0cGN7dAeHjEoGlTyxItf/t2hJCe8X//u482bSqhe3cbbNvWBV5e8ZgzpzGqVzfC6tUemDChbqHB37xl86dWrFRJH7t2dYeW1nnI5XKMGeOIgIAkZGdL8ccf96ChoQJHR1NMnFgPGhoqBdZnba2LYcMc3roOdXXVIRIpAttsXKLywsHBBN7eYxEdnY7mza0KvF+xoh7MzLQRE5NRqnk2AaBr12r43//uAQD273eFqakWrK0Vjc21a5tAQ0MFOTlSuLraYseOrjh40A/Dh7sBAFxdbbFmTUe4uFSDsXHBET1eXvHC77BcjgK/wb6+CTh40A+9e9uVOvXs28jNlWHSpPMICkrG6tUdUbu2KT9k9F7Mn38Tq1d74Kuv6uPXX1uXuf2rUEEbp071xZUrIe81KHrihD9kMjl8fRPg7R2vdA2Sl0re3T0SXbooOnVlZ0tx40Y4atQwhqqqGGvXOmPHjmeYMaOhsNzIkbVRv74ZTE21YGWlCze3fnjwIAqTJzOYS+VPly5VUa2aAdLTc9GvXw2l9+zsDAuUv3YtFDduhAEANm16KgSA/fwSsX79Y7i4VEWXLtVQo4YRKlTQRmxsBlq1Kn5qhbwU0NnZUojFIqWpY1JSciCVylG/vhm6dq2Ge/ei0KOH7Rv/LheXqkhMnA5VVTHkcjnu3YtCnTqmUFUtPPNJenourl4NRdOmljA11eIHg6iM09VVQ1LSDFStugGhoYqRwBKJHJ06HcCQIQ7Yu7c7K4k+GAaAid7S338/xPffXxN61KqqimFmpo0XL8ZDW5tfKaLyoHlzK+jpqSM7W4oOHSoLqVnT03Ph7R1fIAC8cuUj7NrlhZkznXD/vqLxxts7DqGhKUrpHQFgyxZPrF79COPG1cW0aQ0KbLtJEwtcuhSCJk0sCw2+yuXAjh1ewvOYmIz3+rc/fhyDxo13QSqV448/2uC775rwA0Flzr//9kBgYDKqVTMo8TKXLoVAJpMjJ0cOVVUxGjY0F0YNvG7lykfw8IjG/PnNYWtrCAD466/7SmW2bfNEy5bW0NRUxTffOMHMTBs//tis2JH7ADBokD08PKJRp44p/vmnIxwcTJCYmPVfuloPdOp0AOrqKqhXr4JwPgEUI5DmzWv63uqwQQMzXL06GC9fJmPIEAd+qKjcsLExgI1N4eeG5ORsuLsPQ0JCFpyczEu1/jp1TBEZOUW4D8ivbt0K8Pcfj5SUHNSqZQIAePYsTnj/1KkAXLsWir59ayAhIQuGhhpKnUXWr3fGhg1PMH583UKvAbp1O4zAwGSsXeuB8PApH7yT1sWLwdi27RkA4I8/7mHnzm78gNF7u6fOyMjFsmUPsGRJ64/a4TA0NBW3b4eja1ebYqc/cHauAmfnKiVa57Fj/oiOTsfo0XUK7ayVZ/bsxnj5MgVOTuYFOqHY2hrB0zMWEokMeTO1iURA5cqv5j4fP94R48crj8LfsOEJJk++AG1tNTx+PBKtW1vD3FybaWOpXKpa1QCBgRMK7SRV2H3z6dOB0NRUtNMNHlxTeG/06DO4cycCa9Y8RlTUFJiZacPPbxxiYjKEUfdFWbSoJaRSOWrUMEKHDlXw4kUC7t6NxPr1T5CSko21az0wdqwjzp9/CalUjuXLH2Lq1AZv/NtenTtEaNHCqtiyvXsfw8WLwbCzM4Sv77giO54SUdkhFgMhIZMwefIFbNjwRHh9377n8PNLxIMHw1lJ9EEwWkX0Fpo23SOkXQIAFRURzp/vj/btma6B6EObP/8mrlwJxeLFLT/Id+6ffx7hxIkAfP99E3TqVAWhoZOQkyNFZGQ6IiPTUa+eGVq1shbSPOaJjc3AN99c+W/k3hmIxWJhVN38+begp6eO58/jsXJlB9jaGmLixHOQyYAZMy7hxYtEpKXlYvHilkJ6ttOn++Hp09giA1PXr4fizJkgAEC9emYYO7aO0vuXL4fAwECj1A3bUVHpkEoVjU7h4Wn84FGZdONGGKyt9Uo8+hcAZs1ygo9PPKpWNcCGDS7Q1X2Vov3atVDcuxeFMWPqICwsFTNnXgag6MWflwLu9YDS4cMv4OYWiKwsKSpU0Mbp031LNKLwu++a4KuvGkBXVw0PHkShatWNyM2VQS4HpFJF57KcHGmBUblv87eWVJs2FdGmTUV+oOiLsGWLJyZMOAdjYy08fjzy3W6iVYueizh/6kkACA1NUXqempqDX391x+rVHmjc2AK3bg0V5jYePLimUgP161RUxEr/f2h161aAqakW4uMzeb9D79X48Y5Ys0aRMeNjBn9zcqRo0mQ3oqLS4eJSFefO9X/ndV65EoI+fY4J19ELF7bAgQO+mD37Kjp2rIKtW7sIf2OHDpXh7T2mwDryUkKKRIC9vQm+/bYx2ratBE1NVaW5TAMDk3HqVABcXW2F65JHj6IBABkZufDyikevXsfw/Hk8xo51xJYtnflho3KpJOcNb+84rFv35L9r3kpK9/F5WTh0ddWE6WAMDTVgaPjmjH5VquijQQMz/PTTTfj4JGDjRhd8//21fPfrYZg2rQHs7Y3h7R2PBg3M3vvfHxiYBAAIC0tDTo5UCHITUdm3fr0zHB1NMW3aJeG1hw+joKu7EklJM6Cqyg4d9H7xF4KohExN1yA+PlPptRMn+rAxhOgjCAhIwpIl7gCAH364gTt3hr3X9cfHZ+Lrry9DLgciItLg5TVGSOc+YMBJXLsWCpEIOHasl9BIm2fnTm+hl75EIgcghUgkAiBHQkIWdu9WpIydMuUilixpCV1ddaSk5EAuB1atUswzpK4uxrp1zv89Vik2iFS1qgF0dNSQnp6LwYPtkZkpEW5a80YAiETAjRtD0LKl9VvXRefO1fDXX+0QGpqC+fOb88NHZc7ffz/At99ehbq6Cp48GYWaNY1LtFzt2qa4dWtogdcjItLg4nIIOTlSuLtHYPXqTtDVVUNaWq5SKrn//a/tf/PynUJOjmK+r6wsxf+xsRlo2nQPbt0aimbN3pxSOjY2A6NHX0NSUrYwl2geGxsD9O9vj59/boFLl4IRHp4GFRUxRo2qrbT8lCkXoaGhgrVrO3H6CfrinDwZADe3QHz1Vf0CHaZycqRQVRVDLBYhJiYD+vrq0NRUxfXrYZDLFb/5np5xBQK1H8rChS2Qnp4LMzMdZGdL0bixObZvV2TyuH8/CqGhqUWOWH7dmTP9cPy4P7p3t0FGRi6++eYKMjMlWL68fYEUkBcuBMPQUEMpePS2rK11ERAwAQkJmQUymhC9i5UrO+Dvv9sX27kpLi4TV6+Gon37SjAxeT8pTnNyZMI0DJGRpe/omH/0oUz26vXAwGRkZkrw11/3ERqaiu3bn+Hbbxvju++u4vnzBGzd2rnQ9oPTpwPh6RkLAGje3BLDh7shM1OCTZuUA7jOzgcQGJiMlSsfIiBgAgBg3rymiI/PQqVKemjWzBI+PopU8u7uEf/tUxImTDiPWrVM8c8/Hfjhoy9G1aoGsLMzhL9/UoHR/Hv2dMexY/5o2dIaOjpqRa7jzz/v49df3TF0qAPWrOmEXbu8kJqag7VrHyMzU4K9e59jwIAaiIlRtBWKRCKMHl0bYrEI7u7D4OkZV+jv8MOH0Zg06Txq1DDC9u1dhfv5ktqxoxs2bHiCfv1qMPhL9BmaOrUBNDVVMWHCOfzXnIj09FyoqS1DQMB42NgYspLoveGvBNEbJCRko3LltUhPl+Z7VYRjx3oVGAlIRB+GlZWucPPWtm2l977+EycChIsuR0flhuQaNYxw7VooTE21YWxcsPHJ0dFUSLlUp44pYmMzMHVqAyQkZGL48Do4f/4lJBIZbt8OR4cOB2BvbwRXV1uoqIiwZ89zyGRy1KxpUuJ9rVJFH8+fj0VwcAq++eYKfvjhBv74oy3mzGkszCUilwNhYamlqguRCPj220b80NF7lZycjW3bnqFu3Qro0OHdOk69eJEIQBHk8fdPwsqVDxEXl4nly9sjPj4LCQmvRqp5ecWhe/cj0NRUxdmz/UoUwLC01MGzZ2Pg6Rmr9DuvoiJCnz7V4ec3Dps2PcXOnV5ISsqGpaUu/PwSIJPJER6eCqD4APCdOxEYPfoM/PwUf0fLltYwNNRA//41EBqaiilT6guBHFdXW5w797JAI/WGDU9x+LAiNX2zZpaYPr0hfHwS/hs5ZMwPHH1UGzY8gYdHDH74oalSqtIPJSUlB/37n0BOjhR370bCw+PVaN6LF4PRq9cxmJho4ptvGmH27KvQ1VXH8OEOmDatgRBs7dSpSqm2vWLFQxw+7Ic5c5qgZ8/C5/R78iQW33xzBXXqmGLFivaoXt0IR4/2Ft738IjBH3/cg7a2KoYPr1Xi4C8A2NoaYtYsxW/0xo1PsWnTU+H1n39uoXRM8jqEXb06+J1G+uvrqxebJpeotN6U2aJjxwN4+jQWjo6mePp09HvZpq6uGo4c6YWTJwMwZUr9N5aPi8vE+fMv0alTFZiZaQMA5sy5hhUrHmLYMAfY2RmhUSNzHDjQA19/fRk7d3ohMjINgwbVxIMHUWjWzAoREWlC9p41ax4XGgBu3twKZmbaSErKhqamCrZte/Hf9/wJFi1qKZTLyZEp/Q8oglyHDvUUni9f3gEnTvgL00b07HkUXl7xuHw5BPXqmWL8+Lr88NEXQUdHDZ6eoxEVlV7gHsDAQEOpc+W1a6F49CgGo0fXVkqfvnLlQyQnZ2Pdusdo3boiRo06AwDo0cMWwcEpkEhkmDbtEurXrwB//2SsWdMRXbpUQ/fuR/DwYTQWLmxRaDrnv/9+gIcPo/HwYTRGjqwtzPvt75+EkSNPQ19fHfv2uRaZyr1VK+s3zlVMRGXbuHGOaNXKGg4O24RBJYrr+s04fbofunatxkqi94IBYKJi3LsXiaZN9xR4/fz5fnB2rsoKIvpItLRU8eTJKISEpJZ4tN/buHDhpfB41KhaePIkFn/8cRdt21bC2rWdMHCgPerUMYW2tipu3AhD7dqmQtooDQ0VuLn1Q7Vq+rC3N0Z2thT29lsRHJyMHTu8hfnC8/j6JmLq1Ib49tsrkMnksLDQwddfN3yr/a1USQ9ZWRI8eKCYH/TQIT/MmdMYs2c3Rnp6LoyNNdG/vz0/OFRmzJx5Bdu3P4OKigg+PuOURta+rQULWiAnR4aqVfWRmpqD9esVqd1UVcU4cMAXMpkca9d2wpQp9XHwoB+CgxXpV0+cCMCMGQW/a1ZWurh0aSDu3o3E6NGKhqCTJwPw9deX4eRkjhs3hijN51elij6WLGmFxYtbwds7Dvr66li27AEqVNBG797Vldbt5hYIP79ETJhQV0g5PXSoG16+TAYAaGurYceOrsI8w6+7eTMcXbocAqAI9nTuXBU//tgMTZpYCCMcGzWywLlzL9Gt22EAwLlz/Usd3CJ6W0+exGLy5AsAFCNrDx7s+cG3qaGhAmNjTURFpQvTJ+Q5evQFMjJykZGRi4MHFecDxXx8j2FsrIW1azuV+joiNTUHs2ZdgVwOhIdfLjIAvGTJHVy5EoIrV0LQr1/1Ah3XNmx4InTY6tix6O/q/v0+mDHjMlq3tsaBAz0LBMscHU2hqiqGVCorkF4yIkLRaSQvs0l5EBycgq1bPdGxYxWmrv9C5H12IyLSSzTfZ0l162ZT4o7cLi4H4eERA3t7Y/j4jAUAbN78FBKJDDt3ekEuVwSyvbzGIi5OMQLQ2zse588PQJs2FfH999exb5837O2NERSUjEGDCr8+r1xZHyEhk5CZKcHhw74AFNmELCx0lMqdPt0Phw/7oV+/GkXu89dfN1S6t9DVVVe6pyL6kmhqqr6xA2hwcAo6dToIiUSG+/cjsXevK7KzpejU6QCiotIhFoswZEhNIe1y3u/3gwdRiIxMR3h4GsLD0/C//7XFyJG18b//3cfp04EAgOnTL2LBgptITMxCo0YWuHRpIHR01ODiUhX79j2HqqoYKSm5wno3bXqKO3cUo/cPH36B8eMdkZMjfesRwkT0ebC3N4ZEMgtqasuUMop063YYX3/thBUr2rOS6J2JWQVEhfvppxsFgr9WVrqQSL5l8JfoE9DWVvsgwd8HD6LQvLkVGjY0x+DBNdGxYxXMmHEJ+/b5YMqUCzhy5AVSUnJgZqaNunW3o02b/bC13YSsLAlWrHiIdu3+Rc+eR4RA7/Pn8QgJUQR34uMzYWWlC1NTbTg7V4G6ugoqVNCGi0tVVK9uBADQ19eAhsZyuLoeEebeLQk7OyNMmFAXtraGQg9/Q0MNLF/eHvPnN/8g84USlVb+Hq35H5eGpaUOtmzpjPnzm8PR0RSamqoQiQBzc23IZIp1v3ypCPr27VsdlpY6qFrVAK6utkWus1Ura3z7bSMhxeS///pAJpPj/v0o+PsnFrrMkiV3UKfOdjRvvhc//9wSP/7YTPje7dnzHIMGnYKr6xHMmnUFM2a8mt+nYkVd4Zy2alWHIoO/AJTSQ9+5E4Gff76Nw4f94OJSFf7+4xEYOAHNm1vB0zMWMpkcMpkcnp5xb12nXl5xqFVrmzAvIlFJmZhoCgGFj5VSWUNDBffvD8e///bAv//2UHpv7FhH2NkZomVLayxZ0kr4rQWApUvvwsFhK377zb1U29XReXUd0rp14QHI+/ej8OhRDACgQgVtpQwfXl5xSEnJQc+ettDUVIW1ta7SVA1ZWRIEBCQJz//++wFiYzNw5MgLIZVrfs2bW+Hx41Fo3twKM2dewbVroQgISIKvbwK+/VbRKWzixLq4cydC6DD2ORsx4jR++eUOOnc+hKSkbH75vgCHD/fC+PGOOHKk10edJzi/vN/EmJgM4Rpj5kwn6Ompw8FB8f0Wi0U4eNAXubky4X1AMXLwypUQbN/uhZUrOyA5eToGDLAv9tymqanyX8c1xbZycmTw8IgR9sPR0RQ//9wCtWubYM+e59i921vYr8LcuROBqVPrY/ToOvjzz7YYNqwWP1j0xUtPz1Wa3i3/vUleAMbXNwE3b4ZDKpWjdeuK6NChMn766aZwDTB8uAO++qqB0nqPH/cHADx9GiO8pqoqRlxcJqRSOe7ejcSRIy8QHp6GKlX0IJcDubkyrFz5QCjv7FwFamoq0NBQhYWFNubNuwFNzeUYNOgk3nQLlZ0txbZtz3DzZrjS6wEBSTh82A/Z2dJCl5PJ5Dh37iUCA5P54SD6BMRiEaTS2bC1NVJ6feXKhzA2XsMKonfG7n9EhahZcyt8fRNea/RRR3j4ZFYOUTly504EWrbc+998vB0wfbqit7y9vTGuXw+DgYEmBg9W3Gz98UdbPH+uOC8kJWUjKSkb/v5JABQ3bsHBKahd2xTffHNFuDkTiURYvrw9Bg5UNPZkZkqgqiqGmpoYd+4Mw8aNTzBnzjUAipGCQUHJJRoZee9eJG7cCMfixa2wcaM2DySVeStWdEDt2qaoX99MKSDzrszNtfHixXikpmajRg1jGBtrITY2A99/3wSAIi3iunXOaNnSusD8mK83fKxd+xhpaTno3t0WRkaa0NVVQ8eOlREdnYGoqBB07KicsvHWLUXjSnh4GoKCkoUReEFByRgxwk2pkebevWgkJ2fDwEADp071Rc2aWxEVlY6vvroId/cINGxoXmgqSmfnKtixoytOnPDH4cMvIBaLULmyPjw8YrBv33MMHGgPa2tdTJhQF97e8RCLRRg3zvGt63HXLm88f66YM/DEiQBMnMj0kFQyFSvq4fHjUfD1TfioacoqVtQTflvzc3Iyx4sX44Xnfn7j8PPPt7Bo0R2ho1Zew2haWi4yM3NRoULJfkevXQuFr28iRCKgd2+7Au//8cc9rFnjIYzu3bOnO8zNFev+6qsLWLfuCaytdeHlNQbx8VOhrq4CVVUxzpwJwr//+uLatVC8fJmM775rgj/+aAMLi1ejm+/fj1QKFucJC0vF7duK4PAvv9zB9ethkMnkOH68N/74ow0qVFiDhIQsHDnyAqGhk977ccjNlSEqKh2VKn344H9eRwN1dTE7uX0h2rSp+FajvXNypFi16hFUVMSYPr0BVFVLN94hLi4TL14kolkzKxw+3Au7d3tj0KCawpQvCxe2wMKFLZCSkoMdO56hYUNzXLwYLCyflwq/TZtK2Lv3OUxMtIQOa4Vdfzx5Egt7eyMEBiajdet9yM2VwcnJHBUqaCMtLQcNG+6Erq4anj0bgypVFOvevdtbSEUrkcgwenSdAut+9CgarVrtg0wmxy+/tMTs2Y35oaIvXmBgMho33oXU1BwcOtQLPXva4sWLJIhEgKamijB6vlYtE/TqZYfbtyMwbVoDeHm96mB540YYFi68jdWrO6JnTzvMnXsNQUHJQqfsypX1oaurDhMTTcTHZwmB14oVdTF27FkAgFQqg4qKIouHs3NV/Pzzbeze7S1k+MnOluD7768jKSkbcjlw4IAvzp0LwrFjfdCuXeFTYv3www38/fcDiMUiPH06CrVrmyIhIQsNG+5ESkoORo2qje3buxa6nGJqCjX4+o79aB36iEiZv/84jBlzBtu3ewmvJSZmQk1tGdLTZ0Fdnde/VDoMABO9xtn5YIHgb9++1XH4cC9WDlE5ExWVLgRpTpwIwKFDfrCy0sWqVR0waFBNRESkYuRIRePKhg1PhOUcHU1hYaGDn35qhqwsCSpW1IONjSGcnQ8K83rq6Kjh3r3hqFXr1egfLS1VnDwZgAkTziM9PUcpdaWDgwm2b38GP79E9OtXHYMG1Sx0nxMTs9C+/QFkZOTiwoWXOHu2Pw8klXmGhhqYM+f9NjzOnHkZK1c+QseOlXHhwkCIRMCCBc2VynTvfhg3b4ajRg0j+PiMK3IE0YEDvpg+XTFKd/78W0KgKCwsHR07HgAATJ3aAMuXt4eamqJB+ZdfWiIzU4KmTS1Rv74ZcnNl+PvvB9i06Sk0NFSQlSWFSKRIwertHQtDw3/w00/NkZ0tgYGBBqKi0qGuLsbmzZ4APNG4sQUaNbIosG8jR9bGyJG1cfVqKAwNNVC/vhkqVdqAsLBU7Njhhaior2BgoIGtW7uUui579rTD2rWPoaOjViDQTZTn7t1ITJt2CY6Opti40UUIrtSoYYQaNYzK7H737GmHX365A7lc0cN+wYLmCApKRqNGu5CSkoP9+13h5GSOJ09i0aVLNaWU7/l5e8cLI+2ePYtDy5bWOHfuJTp2rIygoGTMnXtdKGttrQsnJ3MAwPnzL4VU9eHhaQgJSYWjoykARcCqX7/jSqP9z54Nwh9/tMHMmQ1x7lwQVFREaNVKEQTbuPEpnj+Px3ffNYGlpQ4aN7ZAjRpGCA5Oga2tIS5fDgEAPH4cC1dXRWeWhISsYjvAlFZOjhRNmuzGkyexmDu3KX7/vfUHPY579nTH/v0+aNOmIvT0OCcxFbR5s6fQsVJPTx3jx79dh6iTJwNw8WIw9u59jri4TIwdWweVKulBS0ut0FHn+vrqQufRevXMIJHIYGCggf79FemZJ06si06dqsDERBMGBhqFbnP8+HPYtu0ZHBxMMHFiXWE7rq62mDnTCZ06Ka5B0tJycfNmODQ0VGBhoaM0xUxRGYSSkrKFc9aePd6YPr0hDA01iq2DxMQsXL0aitatK36Q8wZRWbiWSUjIAqCYBqpnT1tcvhyC3FwZcnMVv+/Nm1tBVVWMY8d6C8u5uFRFQEAydu/2hlwuh46OYmqXunVNcfp0P6HcxYvB+P33uwCAMWNqY8OGpwCAZs2s0L27DebPv5nvuyvD9u1d4eeXqJSdJK/Dk6mpFsaPr4uff76NlJRsJCfn4N9/fQoEgFNScqCvr470dEUqaZlMLlxXpKbmIC1N8XpRU0IEBSlG/mZk5CIqKp0BYKJPaNu2rpg2rQEaNdotvCaRyKGpuQyRkV8JnUuJ3gYDwET/8fdPRI0aWwukpvz99zaYO7cJK4joA3v6NBZbt3qiRw+7tw5AeHvHY+PGJ+ja1QadO1ct8XI+PooRbyIRlHru29kZYvHiVnjyJBbdutkgPT0H166FCe/37ato2LGw0MHmzZ0BABMnnhfWMWZMHejpqaNTpwMYPboOfvvtVaPo8uUPER2tSOPm55eIDh0qo0oVfVy7Fopff1Xc+B09+uK/BqOCDS9y+as0Ve+YSZfos3b8eAAA4NKlEKSmKho+XhcSohiJFx6eBolEBjU1MYKCkrF581M4O1cVGlDyL5u/UdXb+1Vv/zVrPGBioolFi1oCAGrWNMHChS3QrJklrlwJQa9eR5Gengu5HNDVVcOhQ91hZ2eE+fNv4uRJxb7+9dd9ZGUpGmQWLmyB+PhMrF7tAQ0NFUybdhl6emrYs6c7zMwK3tjlb+zJ2189PfV3Sospkcjw/HkCnJzMER8/DWKxiCPrqEhLl97FgwdRePAgCqNH1/ls5mFt2NAchw/3wr59z1G5sj66dz8CdXWx0ADs5haI8ePPISkpGyNH1saOHV0LXU/+0Xu3boVj505v+Psnonp1I1y4MABaWqrIzJRg2rT68PSMQ/36O7B+vTOWLr0n/F7r66srBVVUVcWwsNARGl/zvtcA0KFDZQQHT4Sqqhimplq4dy8SkyadB6CYE/Xff11hbKwJH59xyM6WQCJRpIHPzpZiypR6AIBr1wbj4sVgdOny/kdnR0dn4MmTWACKoPXrAeD4+Ex07nwIERFpOHSoF1q0sHqn7ZmaamHatAb8IlKR8v+WF3ZNUJyXL5PRt+9xpWuAAwf8kJaWAwBYtuw+7t0bjsDAJNy7F4WZM51QqZIeoqMzcO1aKFxcqmLx4lZK61yyxB1r13pgwoR6GDq0JqpXNxJGEee5dy9KuCdxcamK1q0rIitLglGjaqNHjyN4+DAaIpEi+DRq1Gmoqang1q0hGDWqDqRSOeRyYPToOti3zweHDvliypT6qFJFH3Z2RujQoTJ69rTFiRMB8PVNxOLFd7BsWbti66Fz50O4fz8KDg4m8PYeww8VlTs9etiiZ09bxMRkYOpUxW/KhAl1cflyMIyNtYQOHIWdX3bu7Irx4x3h759YZDr1vGtzuRwwM9PB0aO9cOFCMKZMqQ9dXTWsXv0IsbGZ0NBQQf36Zhg61AFff31ZaR1z5jSChYUe/PwSoKGhgsDA8ejc+RAiI9MxcmRtodzu3d7YssUTV6+Gols3G8yZ0xj79/vAwEAD1taKIG6VKvrYtasbbt4Mx6xZjQrd5z/+aAMdHTXUq2dWaGdUIvq4nJwscOlSf3TseEh4TS4HLCzW4o8/2uC77xijoLfDADARgBMnAtGr1xGl19TUVODm1hfOzlVYQUQfwZAhp+DtHY9NmzwRHz+10DRpRRkx4jQePYrGhg1PERPzVYlHhpw8GShcTOWXl0a2c+eDiI7OQKVKelBXV0FurhQ9etgKN3whISm4dSsC3bvboE2biti8+Sm0tFQRHp6K69fDkZUlwdKld9GokTmuXAnF4ME1MXCgPa5eDQUAVKumjwMHesDYWAuWlmuF7VeooCX0Kn6dsbEmTp/uh1WrHmHECM7jRWVDbq4M69c/hrq6CsaPr/tRgog//9wCv/3mjoED7Yts6N27tzs2bnyKwYNrCiN3R4w4jVu3wvH33w8RGTkFhoYa6NbNBmfO9ENaWi4iIhQpVW/fjkRoaIrS+vJGAIrFIrRtux+PH8egXbtKqF3bVOhdDwD9+tVAv36KBqTly9vj4sVgZGZKhOCvWCxCjx62qF/fDJ07V8XFiyFYufLhf/v8XJg/MD+5HJg37zquXAnFV181gLq6+I1BHYlEVmwKzAEDTuDYMX+0bGmNmzeH8INMxercuRqOH/dHxYp6qFPHtMhymZkSPH8ej7p1K5Q6BWtpZWVJcP58MBo2NFMawdKnT3W0b18ZFSqsUQrw1KxpjOHDHbBjhyLVWlhYapHrzj+C79y5l0Lni/j4TFSqpAcvrzEICkrGokW3cf26otPYL7+44+7dV/P3pqTk4O+/H+DZszi0a1cJ33/fBKtXd0LfvseQkyOFXA7UrVtBKG9hoSM8njXrqvA4OPhVwFiRtlJxzZTXKS2PtbUuRo1SNBYnJ2dj1KgzSEnJxqpVHVGnjim8veNx+XII+vevobStkqhUSQ9z5zbF2bNB6NKlGnr1OopJk+qhWzcbAIrOOQ8fRgMAdu70eucAMH3ZsrIkGDv2LEJDU7Fxo4sw/25+w4bVgq6uOlRUFL+xJXXyZAAGDDgB2X+Tf9arVwFVqujDzy9JqbNoeHgahgw5BblcMafm0aO90aLFHgQGJkNLSw0//dQUP/zQTFjv0qV3kZ6eiyVL7uCXX25DR0cNR4/2VmpfaNu2IgICEtGuXSXUqmWCjRtdAADq6irCVBMAYGdnhHPnXkIqleD+/SiIxSLs3fscdetWQGZmLkaNOo3cXBnc3AKRnS3FpEn1sH69M5o2tcKJE4pOaM+exb2xLvLOgRERacL1DlF5oqurhuPH+yi9pujgEYXWrSvC0FCz2OWLSk1/5kwg4uKyMGiQPS5fHiRkBZo7twkcHEwwduxZ9O1bHdHRGcK10r17kZBKZVixogPu3o3EkycxaNrUAj/+2Bw//HADK1Yo7g2kUhkePBihdD7ctOkpZsx4FTg+fToQdnaGSE7ORnJyNpo23Q1bW0OMGVMHI0fWxtChDkX+TVWrGrxTJiEiev86dKiKtLRvoKe3Qmmg2vffX0dkZAaWL2/HSqISE8nlHD9EX7Zdu7yEFK951NVFSEv7RmgsJqIPr02b/bhxIwyWljoICZn0Vo3GLi4HceFCMCpU0EZo6KQi0zcCihRq2tqqiI7OQMWK64XUaADQvLkVZDI57t6NhJqaCoyMNBATkwEHBxOcP98f2dlSzJlzDUePvsCwYbVw8WIwoqPT4excBefPD4CHRzQaNdoNmUwuzOmTn7a2Kp4/HwtDQw2oqalAQ0NFaFh5+DAae/Z4o3JlAwwcWEMpPfTrvvnmClaseKg0vw/Rp7RmjQemTVOkUN65s1uZ7pzQpcshnDv3EgYGGggLmwxd3cI7WyxZ4o7582+iRQsrDBhgj7lzbyA7W4LZsxtj2rQGsLHZCJkMMDHRxLlzAzBo0EmYmWlj+/auSulwr14NxYEDvli37jEAYPLk+vD0jEWjRuZYtqw9VFREuHUrHM7OB6GiIsK1a4PRsKF5gf2ZN+8Gli69+991igoyM2cW2TAbH5+JVq32ITQ0FQcO9BACMq+zsFiL6OgMqKmJkZ4+s1TXPV5ecXjyJBZ9+1Z/q4479HmKjEyHoaGGkJ7wdXI5UL/+Djx9GotBg2pi/37Xj7p/gwefwr//+qBCBW0EBk4Qvt+3b0fg+fN4TJhwTuj0JRaLcPfuMDRqZIE9e57j2rVQfPttI9jbGxf5tx09+gJLltyBh0cMNDVVMWJEbYwY4YDWrRWNwTKZHPr6q4Q0jIsWtcDChbcBACoqYhgbayI1NRtZWYr5AP39x2P3bm/8/LOizJgxjli/vhPU1ZWvY2JiMmBu/qqj2MqVHTBjRsO3qpuuXQ/j7NkgAED79pVx5kw/WFmtQ0JC1jt1ApHJ5NDTW4WMDMV8yjExXwn73KbNfkRHp+Po0d5FzllIVBJHj75A377HAQDjxzti06bOJV42MDAZ/fodh4qKCEeP9i4wZ/Xo0WeETiAzZjTEd981QUBAEqysdLBq1SO8fJmKsWProGlTS9jabkJmpgRjxzpiwwZnGBn9I3QAE4lEyMycKdyHTJ58ARs2PIFYLBLuN7p2raaULrZChTWIi8uEWCzCyZN90KPH0f/+3t4YN+4s4uIy0alTFezY0RWTJ1+AtrYqJk+uh+XLHwqB3WvXBmPixPNK01hVr24EP79xiIpKR716OxAfn4kdO7ph2DAHZGdLsWjR7f/+b6l0HXTzZji2bXuGYcMc0KEDp4SgL4ONzSYhE0dS0vQCKdvlcmDkyNM4fToQf/zRtkB6+W3bnglz+9aubYp794ZBR2el8NsvEskhkchhaqqF5s2tcOZMECQSGRo2NMeKFe2RnS1BdrYM3brZCJ3Lfv3VHT/9pEgXbW6ujaior4TttWixF3fuvOpcZmSkgUmT6qNXLzt063YYiYlZwntisQhhYZNhaanDA030mdLVXSncW+TR1FRDZubXrBwqEUa36IvWtevhAsFfVVUxsrK+ZfCX6KM37PTC9u1dcfv20GKDvykpOQV6sB840BPbt3fFqVN9cedORJFzYW3c+BQGBqtQr94OqKqKCqRZtbTUxb17kQCA3FwptLVV4eJSFb17V8fChbehoiLCqVOKxpZ9+54LqZwDAhQ3jLVqmQoBEKlUViA1a0aGBFWqbET79gegqipWCt44OZnj77/bY+bMhkLw99KlENy4EVbg78ib0ycv1SPRp6ahoZrvsUqZ2KfQ0NRC5+zbu9cV69Y54/btoUKjZ0REmpAONs9PPzVDQsI0zJ/fAs+fxyM7W/G98/KKg5tbIP4bKITk5Gxs3uwJf//xWL68PTw8ooURhj4+CejU6QDWrXuMfv1q4O7dYUhPz8GtW+FYufKRMF9ny5bWiIiYgvDwKahXzww5OQW/156escLjnBypUkPv6+7ciYCPTwLS03Oxf79PkeXWrOmENm0qYv1651Jd90RFpaNJkz0YNswNU6de4hfhC2BpqVNk8FfxO5cr/Ebn/Z6+yaVLIahSZSO6dj0sjJJ/XXa2FE+fxiI3V7lj1cmTAZg48Tw8PGIAKDJzAEBCQqaQutXdPRKtWu3F+PHnYGWlCPz07GmL+/eHC6kOhw1zwMaNLkLw9+uvL8PKah3WrPFAfHwmkpKyIZXKULu2Cf76qx2WL2+PM2f6QSKRYvNmT6GxdcqUC0hPz4WGhiqWL2+PESNqCxkRevWyxcyZDYXgr7a2GhYsuIXmza3QqJFiLt8xY2ojPT0Xv/9+F6dPB766aReL4OpqC7FYhFGjagvzjr6N/Nck9vZGkMnkwrkm/xzEb92gIBbBwUFRb3lzGwOAmZk2fHzGIj5+GoO/9M6cnMxhYqIFFRUROnV6uwxd+/Y9x+PHMXj4MBoHDvgWeH/SpHqwsTFA+/aV8csvrdCmzX60bbsfNWtuxYYNT3HypD/On38JS0sd3Ls3HLt2dcPq1R2hqirG0aO9YWSkGDEol8uVrtvXr3dGZuZMLF/eHlpaqhCLFXPsGhisgovLQWRnSzFggP1/5wNVjBlzFjKZIpX70aN+GDjQHkeP9oKbW19YWenixIk+SE3NRfv2B3DjhmJ0sLm5NhwcjOHuPgyXLg3EkiWt0KSJJf78sy0ARRaBCxcGwtm5Ck6dCkBkZDp27vTC77/fxd9/P8CaNR5KddGqlTW2bOlcbPD3zJkgrF37uNDzxuXLIWjefA++//46P7T02fj119aoU8cUixa1LHS+7vDwVOze7Y2EhCwhY09+eW0CAPD8eRxCQlKFTClSqQwqKopr7NatK+LEiT7IyvoG9++PQHS0oqOUs/MhuLoewdatnsJ6vv++qZARzNj41dQRUqkcjx4psmvo62tg8+bOiI6eit9/b41mzSzx4MFwpUxM5ubaMDBQ50Em+oylpX2NESOUR/FnZeVCTW0Zp4Wjkt0HcgQwfanU1ZcjN1e5gdXR0RRPn45m5RCVUampOahVaxvCwlIxb15Tpbl1U1NzYGe3GTExGULaMx+fBCxbdh9t21bC8OG10LHjASHgcu/ecFSqpIfdu59jyxZP+PrGQy5XjKwrLPgCAEOHOqBevQpYtcoD4eGv0kSKRMCdO8NQp44pXFwO4vbtiDf+LUFBE1C1qkGR7+/Z8xzDh7sBAE6d6ovu3V+N4EtKysaaNR6wtzcucp4ioo9JJpNj3z4fqKmJMWCA/VvNS7ty5SP8+OMN9Ohhi717XZWWTU7OxpAhpxAfn4UdO7qiZk3jN67v4sVgfPfdNXh4xEBHRx1PnoyEra1hgXJyOXDhwku8eJGIGTMuQ1VVhDt3himNvo2MTEflyhsgkchQoYIWYmMzYWqqibNn+6NXr+NK54GdO7th9OgzkMnkGDKkJvbudcWzZ3GoW3c75HJg8OCa2LfPVRgtbWioAU/P0UppakNCUtCixV4kJWXj5Mk+aN++MrKzpbhxIwymploYMuQUfHwSYGWlC3//8UUG4lJTc9C9+xEEBSVjz57uxc7VmpaWi2+/vQKJRI5ly9rB0FCjxMfO3z8JNWpshlyumFPtxIk+/DIQNm58igMHfDBrVqMiR5/n16/fcRw58gIAcOnSwEIDD+3a/Ytr10KVRs+lpeXCyOgfSCQymJpqITZ2Kjw947B8+QM4O1fFkCE1//sNDRBG1eWxsTFAQMCEIr8/+vqrAAA6OmpIT8+FSARUqqSP8PBUSKVy7Nnjin//fS6MwPv999aYO7cpnJx24dEjxZydYWGTYWWlizNngnDvXiSmTKmPmJgMODsrAj9JSVmQyxXZRyIi0hAcnAJtbVX06lUd+/Y9h1gswujRdRAcnIJLl4IxYIA9du/upjQ6+OnTWPTrdxwGBho4dapvsWmco6LSsWzZA1hb6+Lrr50gEilGRp87F4SRI2sXep4secNULh49ikbjxhbFdhAgetf7gLS03LceyfboUTQ6djwAFRUxrl4dVGQK+7S0XDg4bEFYWFqB9zp2rIynT+NgYKCOixcHokoVfUgkMnTocAA3b4ZBLlfcDxw/3gcPHyq+C0lJ2ejYsTIsLHQgk8nRv/8JHD36QljnnTvD0KyZJQYMOIFDh/wAAFpaqpBIZEJnl4YNzfHw4avUr3kjhgHA3FwHrVtbwc8vCevWOReZZt3BYSt8fBSdxgYOrIFx4+qiS5dDkMuB/ftdMWhQzRLXpeJv2wW5HJg1q1GBOYVbtdonpK728RlbZEYFos/tPqdHj6M4f/4lFi9uiWfP4nD5cgji4jJRqZI+Nm50xtq1j3HnTgTi4jIhlcoxf35zLFp0+79rmMpYvboD7O2NhY7uERFpsLZer7SdvGsJALh7NxLNmu0BAHTuXBVnz/bPd8/hhR07vDB1agP07VtdaR2nTweie3fF9HadOlXB7t3dYW6uzYNIVA5Mm3YBa9Y8KfC6n98YVK9uwgqiIvHujL44yck5MDT8B4By34ctW7pg7Ng6rCCiMiwsLFWYm+r1IGt8fCZiYxVz6ly48BJuboH466/7uHo1FFu3PoOtrSEyMl7Nv2lpqQMLCx1s3/5MmN8LUDQK+/klCqnaxGIR5HI55HLg/v0oTJhQF/7+DTFw4EncuhWOhARFA667ewSGDj2FwMBkVKtmgKCgZGhqqqB5cys4OVlg69ZnSEvLhqWlLvr0qV5s8BcAIiNfNT5FRCg3RBkaauDHH5vxA0FlhlgswrBhDqVadt26x8JI1eXL2ysFMI4f98eZM0FCuZUrO+DOnQhMnHgeNWoYYe9eV6URx+vXP8GUKReE5+npOXj0KLrQwMbvv7vjxx9vQiRSfMdzcuT49Vd3HD7cSyiTmvpqBHFe7/24uLzv/DBUqqRouFFXV8HIkaeFsvv2+WD69Iawttb9b/0yYYTx1KkN0KFDZVSooA1TUy0kJGRBU1MF2tpqmDXrKsLDFd/33r2PYfbsxli27AGSk7NhZaWLGjWM4OOTgIiINCxceBt//NGm0GC7np46rl8fjOxsKU6fDkRQkOK8lMfDIwYVK+qiQgVtbN/+DBs3PgUAVK9uKDQ8lYSdnSH27XOFu3skZs1qxC8CAQAmTqyLiRPrlrj8oEE1ceqUYu46J6eC6c/zpmYAgPPnX8LQ8B/s2+eqNAowLi4TkZHpcHQ0LTCPXffutlixogNiYtIRFZWOU6cCMXNmI2zf/gz29sZo3lw5aCKVylGjhpHStYBc/mp0MQC4uQUIwV+RSIQGDcyRkpKDwYPtYWSkgR497IRsHl27VkPXror5us3MtBEePhnnz79Ez55HkZsrg7t7hNB7PzNTgpcvk4W/O/9ooGPHXkBVVYyMjFzEx2ehUiU97NrlDX//JADAqVOBBdJS5mdhoSOMCszTooVVkUEjuVwxmq9qVf03Bod1ddWK7WhC9D7o6alDT6/gSLbsbClkMnmRnQ8aNjRHTMxUACiQ7SI+PhN370aiXbtK+O03d6Xgr5aWKqZNawiJRAo3t0DExmYgNjYDJ074Y/r0hggKShJG/Fatqo9du7pj3rzruHkzXEj7XKmSHtTVVVC1qj5MTF6N4nNyMke9ehX+u3/JFF5/fVRtWFgq4uIycetWOCZOvID4+FfZSiQSKQ4dUgSU//zzHo4e7V1kveUxMdGGi0tV3L07HLm5sreem1sqlQnnq9enugEUgfJbt8JRo4YRKlfW54eWys19jptbX0gkMuzd+xzz5t0Q3gsMTMKsWVfx559t4epqK6SCzs6W4uLFgfD1jceUKQ2E6/Vz517ijz/uoW3bV5kxKlTQwldfNVCa2sHOzhDm5tqIjs6Au3skFi++g4wMCWrWNMaoUbVhYaGDrVufITZW0fk9j4tLVUycWBdBQclYtarjWwd//f2T8PPPt1C3bgV8912T91J/Mpkc48efw507EVi+vD26dKnGDxVRKaxe7Yy+fWugY8eDSq/XqLENO3Z0xciRtVlJVCiOAKYvyoULwXBxOfj61wBnzvRBly42rCCiMi46OgOtW+9DYmIWdu3qhubNrTBnzjWoqYnxv/+1xY4dXvj77wcICEiCSAR0726DU6cCoaGhitxcKUQiRcOuiooI69e7YPx4R3TrdhhnzgRBVVUEiUTxkygS4b/RwKrIyVFuiHFwMMHjxyMxcuQZPH4cC1/fOAAi6OmpIzVVkW6ybl0zPH2qSEfZooU1bt0aAplMDolEVmBev6JkZOTi11/doa6ugnnzmpZ4OaLPzd9/P8C8eTfQq5cd/v23h1JAMyAgCU2b7kFaWg6OHeuNLl2qYdCgk0IKx/PnB8DZ+VUQ6IcfbuD33+8K3+MmTSxx9eogITV7bq4M58+/RL16FbBkiTs2bFDuQbtsWTulQObQoW7Yt+85AEUDslwuh4tLVfz+uyLwumrVI5w7F4RLl0IKpGPfs6c7jIw00b//CWRk5GLoUAfs2dNdqcypUwHo21cxeu/eveFo0GAHkpNzCr9o/69e8l+5b9/eFaNGFX2jN2rUGezc6QVDQw0EBk6AkZEmfvtNEfg2NtaEt/dYeHvHwdn5IGQyOU6eVM42QPSxZGVJhO/piRMBWLLkDnr2tMNPPyk6O+3c6YW//nogpELPG3E+bdolrFnjgSZNLHH79lCltIeve/EiEbdvR6B3bzssWHALq1ZPmnCSAACAAElEQVQ9goqKCBcuDMDatY9hZaWLZcvaYc6ca1ixQpHiceBAe+F8o64uRoUKOggPT4WTkzkeP46BVCrH9983wdKlbdC06R7cuxeJBg3M8OjRSACKYM62bc9gY2Og1OBZtepGBAenFNjHoUMdcP16qFIQSkVFjIoVdTFlSn1MnFgX9ertQGhoKsaOdcTo0bXRs+dRaGmpokOHyrCxMUKvXraFBtLf1uLFd7BgwS1oaqrCy2sMbGwM+EGlMsfTMw5t2+6HRCLDhQsD0LSpZYmXlcsBe/stePEiEa1aWUNHRw3nzr0U3p8zpzH+9z9Fpwlb280IDEwCADx5Mgp161bAiBGnsXu3N8RiETZv7owxY+qgU6cDuHQpJN+9hBg5OYpAaceOVVCtmgEeP46BhYU2wsPT4OUVj5wcKdTVVeDgYIyMjFxERqajQQNz+PomICYmAyYmWrC3N8bt2+HCvmlrq+HChf4YNuw0QkJSsG5dJzRrZoVatUwKTKUTHp6G6dMvoVIlPfzvf20LTNVx40YY9PTUUb++WYnq7dgxfwQEJGHSpHpK8wfnCQxMhpWVjnBOJypP8mf3ed2uXd1w8WIwkpOzsWZNJ1hZ6SIkJAXjx5/H1auh6Ny5KgICkvD8eTxEIqBWLRN4ecXju+8aAxDhxYtEqKqK8PBhNFq0sIatrQEWLbpTYDvnzg3AgAEnkJKi6Kjq5GSO+fObo1cvuzfu/82b4cjKkhSZSj9/RoJ794ajcWOL93Kerlt3OwCgTZuKuHZtMD9IRO9AKpVDXX2ZMCVVnt69q+Po0V6sICqAV2T0xejV6whOnAgs8HpAwHg2aBB9JrZt88SLF4nCzdeTJ7HYtEkxcq1WLRNMndoAz5/HY/VqD4hEIgwYYI/Tp4OEuTsBxQiYqKh0TJhwDnFxmTh4sCfOn3+JS5dCsGaNB+rXN8OTJ4rgbV7wV1VVDD09dSQmZiEiIhV9+hzD6dNB/61R9F9ZKX78sRmuXg3F7NmN0a/fcchkcty/Hyk0bL9NEDcwMBkVKmgjIyMXQUHJTKFG5dasWY2KHD1qa2uIkJCJyMmRCamJe/a0w+HDfqhYUQ8NGyo3Vs6Z0xjp6bkwNNTElCn1CqRDnTTpPLZtewYTEy3cvj0UWVkSPH0aCw+PGLRqZY2ZM52UyufNKwooUkhqaani9u2hQjB2xoyG6NKlGuzttwjlrK11MX16Q4wZcxY5OVLMm9cUdnaGGDiwYIrF8+eDkZsrQ1xcJq5eDcX48XWxbNkDxZnlv8ZjDQ0VqKiIYWCggbi4TKXpK/I6nQCKANqzZ3GoV89MGOGUl6I6JSUHqak5MDLSxMOHinnDEhKyEBiYhPbtK+PZszGQyeSoVavo1FH+/kkYMcINenrq2L+/B4yNNfnhpXe2ebMn7t6NwNy5TYVRpvPmXYe3dzzu349Cx46V0by5FUaOrA1n5yqoWHEDZDI5AgKSAACrV3fE/PnNYWqqVSD46+ubgMOHX+C339zRuXNVXL0aioSELHTtWg2WlrpCA8ratY+Fxs727SsL83mKxSIMH14LBw/6Qi6HEPwFFGlQx451RLt2FbFtmxf69DkGf/9E4fc7Lx3s/Pk3sWzZA4hEwP37I9CggRl8fBJQpYo+goNToKGhiuxsCcRi4KuvGuKffzpg6tSLWLv2MQBFdoF9+1yFFI/u7pEIDVXsw9atnjA01EBs7FT06HEUe/YoOqssWXIb588PKHae1C1bPLF/vw++/rohXF1tCy2TV8dZWRKEhaUK90vffHMF5869xJIlrQqkniT60Hbs8MLSpXcxYIA9fvmlJS5dChbm4D537uVbBYBzcqRCR4ybN8PzfWfkaNzYAnPmNBbKbt3aGcuWPYCzcxUsX/4Qmpoq8PNLEN7P6+Cxd68r9u/3gZGRFu7ejYC5uQ4WLLgJALh0KRiKLGQFO6pI/s/eWQZGcbVt+NrduHtIgicEAgQL7u7uDsULFK9TtLRUKMW1OBR3d9dAAkQICYQkhLjLJqvfj2En2SbVt2/ftt9cf2BnZmdmT86cOeeR+9Foefw4BQsLBSqVoAxQoYIdycn5pKUpadHCizt33mDI3/D0tKFpUy8iIsaQna2iZ88jTJx4gV69fDh6tLd43hs3XrN6dRBHjkQil8sYP76WkQT2li1PGTv2HHK5jBs3hvymjODevX/ZySTZViT+zdSo4YK7u2BP8PZ2pG3bcqI94vnzDLZt62J0fKdOB0UJ9pMnX4hrek9PG+rXL8P337dBoZDTtu3+ErYAuVwmqgmYmspFafhDhyIwNS0aRx4+TGLAgOO8ejWBY8eiqFnThRYtSqpynDkTTdeuhwDBWT18ePUSxxjK7djamuHlZfOntJmPjwP+/i6EhKTSp480b5CQ+E9RKGRotXOwsVlBXp5KnFccPRqJs/Nq0tKmSo0kYYTkAJb4f0GHDge5ePGV0TZzcwX5+TORy6X2kZD4u5KZWciOHaE0bOhB48YeNG9eFnNzBTKZjObNy5KSkv/WESOjShVhsbJ0aUuqVHGkWjUnHjxIFOUbQZBpTEzMEz8fPx7F+fOv0Gi0hIWlU6uWC6tWtaVly73FviPImRlqB2dlqTh9OhoXF0uxBpe1tSmDB/vRtm15+vatglqto1YtN4KDk/D0tMHU9Pdl78bF5dCgwS4KCgQH9MaNT3j1aoLUIST+keTlqQkJSSUgwL1EVspvwcrKFKti6mXDhvnRrVtlrK1NS0g5Ojpa0K1bZbRafam1MKOjBWnV9HQlu3aFsWNHKLK33tzbt9/g4rKaVq3KYWVlyqJFzRg+3I+5c2++XWTpsbY25cyZaBYsuE2XLpVYurQllSrZ07y5F7duxePpacuWLZ2IisoUa4k/fJhIjRouRs6p/Hw1Dx4kMmpUDe7ceUNiYh7jxp2lenUXfH2deP48HRsbM2bMCKBLl8qcPy9cEwQ52Y4dK6LV6o1kdlu02EtgYKKR8Xft2g5iHXSDFOPixc1RqXTUquVC48aeRsaeX2LTpifcvZvw1vD0nPHja0mdW+I/4tmzdMaPPwdAYmI+J04INaSbNPEiLEwozfD++9e4eXMIAHZ25tjYmJKdrcLVtWhQKE3ecM+ecIYPP4VMJhhODx+OFIOwDCoiXl421KjhTE6OmoMHn2NlZUr16s50716ZatWcKFvWlqZNPTl9uj/Hj0fyySeNGTr0lCj5amNjSmhoGleuCPODGTMCSEnJp39/X7RaHSYmcrTaIglplUrLqFFn2LUrjHr13Dl6tA/79oXz44/P0OmgZ0/BEbtmTXuyslTs3h2GSqU1kllt2LAM/fv7ig7rhIRcTEzkRkZavZ63UrH5TJlSFysrU7p3r4xaraNBgzIUFGiYNOkCGo2OiIj0n3UAL17cHIVCjq+vo2hIjo3NFrOjFy26LTmAJf5y5s+/RUxMNosX3+H99xuIWfoqlZYRI6r/rnOZmyuYM6cBX3xxFxCCROvWdSMoKJnAwCSSkvLFsaZVq3K0alWOzz+/y7ZtIQB8+mljfH2d6NChgliX2M3NSpRxHTFCKI2xcuVDcc0AgkNHoZCJzpymTT3JzVXz5EkKOp0gl6rT6UV59+7dvVm6tCWjR9fEz28LAHK5cNz9+4lUqGBHYGAiIMjkjxx5mu++a8PVq3EMGHBc/L06nZ6srMJS50U6nZ6YmOyfdQDHx+fy5EkK7dtXKDH3+ivRaHSMGnWG4OBkVq1qV2rNeAmJ3zsXUat1+Pu7/KbjZTJYv74DgwefJCYmi02bMrCzM6OgQMvixXeIjMwwKmljKEFlwNPThu+/b0O3bofZvj2UyMhMvv66lRj4+dNrnTnTj6ioTDw8bOnf/xharY5Nm568VRgQSshkZhZgYiLn/fevsWdPOCYmcsLDx+Dj42B0vuJ2kNWrg9i8+SkrVrSldm1XcfuiRc1p374ClSs7iKUs/lMsLU0IChpFVlahFEAqIfEnkps7nXbt9ou2SsHOUYBc/i0azRzJ3yFR9D6RJKAl/u2UK7feSEbNYChKTJwsNY6ExN+cgQNPcOBABObmCqKjJ+DhYU1ysuD0dXW14vnzDKpX34pWq2POnPp8801ro+/HxmbTtu1+MYsFjKXYSqNt2/JcvRqHTqcXa4MCODqak5EhGE0qVLDj2rXBNG/+I69f51C+vJ1RbUAD1tamLFzYlK1bQ+nRw5tPPmnE0KGnSEnJZ+vWzvj5lZ5tFxqaSs2a28TPFSrY/SUOYL0e9u59RkGBhpEja/yilKaExG/tU7Vrb+Pp01T69fPl4MGe/5XrPH6cwrFjUTg6WjBt2iVAkGAeOtS4LnFYWBpff32f1q3LsWNHmOi4cXOzJDlZ+ZPxpyqrVrWjUqWNovHGxcUSnU4v1vONjZ1IuXK2AOLiy97ejOxsVQkjjq+vE4MGVWX+/KY0bbqb+/cTqVPHjZYty7Jy5SPxuL17u/P0aSo9e3rTsKEHrVrt5fr115iZKTAxkbNvX/cSDhuVSouNzQrUah0eHta8efPun97Gly/H0q3bYayshCxoSZVA4j8lOTkfH5/N5OSomDKlLqtXt+Pu3QTu309g7tyb5OSoSowbwcHJXL0ax+DB1UoN8jAwa9YVli8XHJWmpgp69KjMuHH+XLwYy8SJtfH1dTQ6/unTVJydLX7R2LlsWSBz5lwFYOTIGqxa1Y47d97Qo8dhUR0gIiKDwYNPYGtrTp06rgwd6seECefR6fRYWZlgY2NGcnI+ADt2dGXbthAuX47F1dWKhIR3uXDhFYcOPadqVSc++eQGTk4WPHgwgrt33/DNNw8YOLAqc+Y0YNOmJzx+nIK9vflbR5KW7757iEqlpXJle16+zDK6d0MQy+rV7Zg8uS4BATsICkr+3eOyWq2jWbM9PHiQyLx5TVi4sJnUkSX+UqZNu8yqVY9o27Y8ly4N/I/Pp1JpmTDhPLGxOaxZ045Vq4JYty4YU1M5N24MKZFRfOxYFH36HEUul3HoUC969vQhPj4HDw8bFAoZr15lMXv2VcqWtWXZstaYmMhZsuQuc+feFM8hl8twcLAgPV2JTAZnzw6gTh1XDh+O5N69BNHBbODbb1tjaipn584wkpLyiI/PZdGi5mRkKFm2LBBnZ0vmzWvMmjWPxazkYcP82Lv3mRiE0rJlWUaNqsGYMcZ1wjMyCpg37xYODubMn99UDNTT6fTI5cI64MqVWDp1OoRarWXUqBolMhz/Su7eTaBJk92AkHV95kw/6aGQ+MNcvRpHu3b70ev1HD7c+1ez2w2sWvWIadMu/+z+Fi3Kcv26IHN88WIMHToIZejs7MzYtq0rer2efv2OAbwNFtPh4mIlBrf/+GN3Xr/OpX59d7FW8NOnqbRps9eoDjhg5DiuVs2RZ88ykMkgJOSdEso+arWOpUvvERGRLqqGDBxYlX37epT6O44di+K77wIZOLAqU6bUlTqMhMTflOIlsoqTmfke9vbmUgNJSA5giX8v6ekFuLisLmGAbdu2HJcuDZIaSELiH0DdujsIDk7G1FTOy5fjKVvW1mj//fsJNGq0W1z8TJ1aj5Ur2xodk5urplGjXYSHp1O7tisrVrSlc+eDKJWa33wfxR28cjns3Ck4ljIyCggNTeOTT65z40Z8qd+tWNGeV68EQ+zatR2YPPkCgGjsBnj1Kovhw09jbi5IPbq5WbFjRyiXL8fi4WHD6NE1/hJny4EDEQwceAIQMpAmT64jdUKJ/4j8fDV2divRavVUrGhPdPT4P/0aOp0eT891YqZOSorgXFmxoq2YhRMamsrly7EMGFBVdBqdP/+KmTOv0KSJJz4+Dnz88Q2j886f35Rhw/yoWvUHcS5hZqYQM3sB6tRxZ9myVgwZcpLU1Hx0OsGQo9H8fJDJ++834JtvHhgZfQznb9u2AufO9cPERE5ampIHDxIZN+488fE5yOUypkypazTG5eSoSEjIw9fXkW3bQti1K4xp0wLETMI/m6ysQkxN5VhZmUqdW+JP4cWLTMLC0ujSpRLx8blUqbIZtVrHgAFV6dOnCj17epOZWUhYWBpt2pT7VRWB+fNvsWVLCGPH+vP4cTLu7tasWNEWc3MFGRkFWFqa/GJdyjdvcmnf/gCZmQUcO9aHBg3K8OWX93jwIJEKFWz5/nshWGPXrm4olRpatiyLg4M55uYK7O3NxbrbBuztzY0y7ipVshcz7ry8bJDJZLx+nYOZmYLVq9sxceJ59HrBYbtiRVv69fMlL09N+/YHePUqC5kMMjLeY8eOUK5de82hQ89L/IYWLcqiVmsJDU0jL09tpITSvn0FfvihE66uVm/rGLqya1cYpqZyhg+vLjp8fgmtVk9amhI3NyupA0v8TxDe95a/qb/+XgoKNCxZco+vv77/dq7QX3TAGPjyy7t8+ulNrKxM6dKlEgcPPhcd0pMmXWDDhscAHDvWR3wf+/r+IJaxMWBjY4aJiYz8fA2HDvWke3dvNm9+zPjxF4yO69/fl0OHnhvZNaytTalfvwzXrsUBEBIymtjYHLp3P4xer6dv3yocOhQJQNeuldm3r0ep9Xp/Sna2ilat9vL8eQa7dnWlT58qtGy5V1Q+KF7j/KcEBiZy924Cw4b5iVL6fzY5OSoaNNhFZGQG69Z1MFJCkZD4LeTlqbG2Fp6F9esf8+67wvO2ZElzPvmk8S9+NzExjx07QvH3d+Xbbx+QkpKPvb05XbtWJjo6i61bn6LR6Gnc2IM7d4YB8PJlJp07HyIyMgOFQlAlsbU1F+v3/pQ2bSpw69ZrLC1NuHlzCNWrO/P4cQoNGuxEq9Xj4GBO+fJ2PHmSUsp3y+PhYU2fPlXo39/3F+Y6efj7byUjo4A1a9rz7rvGa36NRsfz5xl06XKI2NhsZDIZw4b5MXp0Tdq1k7LuJST+jpw+/Ypu3Q6W2N6rVxWOHpXqAv9/R0oGl/hXcu5cDM7Oxs5fmUzGhQv9JeevhMTfjJUrH+HltZ73379mtP348SiCg5PfGk0cuXo1joiIdKNjGjb0ELNP9HohGnfQoBNGDhobG1NCQt4hOHgULi6WfP75HWrVcvlFORS5HKpUcUShkGNjY8rIkTXEfTodogyqo6MFcrmMxMR8UebZ1FRB376+dO1aienTAzAxEYxTTk4WBAYm4OBggampnE6dKornXL06iFu34rl8OZZ9+54BQnbRtm1d+PLLFn9Zpl1xI3Hx/0tI/FGsrEzZuLEjnTtXYt269qUec/LkC5o02c2XX977Q9eQyWTi8+fsbMEXX7Rg8eLmTJxYm6SkfO7dS6Rly71Mm3aZ/v2Pk5VVyL17b+jf/zhxcdmMH1+L8PC0YucTHLPNmnlRpYojmzd3xt/fVTSIFCc4OIkvvrhHcrLg/AVo1EiQTywt2lYuh7w8jdG1DHOVunXdmT+/iSgb27DhLrp0OUTZsrY4OJij0+lZteoRr18L9T8zMwvx89tC1ao/8OWX9xg9uiYXLw6kZ09vZs68QpUqm/nxx2d/6t/T3t5ccv5K/Kl4ezvQo4c3JiZyCgu1YraaQiFjyJBqqNU6atfeTseOB5gy5eIvnkur1bNkyV1ev85h6dJ7xMRkM3x4dczNFZw48QJ397VUqLCRzZuf0qTJbqZOvcSkSRe4dCm22BriFeHhaSQk5LF06T2CgpL55JMbHDkSSUREBt9/3/btu/ku48efo2HDndjamonP+9SpdfHzcxYdLcWdvwqFjOnT64my8/HxuajVWnr39mHHji6ipKPht6xdG4y//zZ8fDbj6SkErjRu7Mn58zFMm3a5VOevXC4jMjKDvXt7kJ09jWvXBrNhQ0fmzGmAu7sVFy/G0LjxbkxM5DRoUIZt20IYN+4co0ad+c3jhUIhk5y/Ev9T3N2t/ivOXwALCxOcnCxQqbSoVFpu335DWppSlGMGeP06F71ecCQZZBevXo1DqdQQEOAuzn/8/JzIzCwkK0sl1g93drbAzs4MgNxcFZmZhahUWk6efIlGo+Ozz26Lz5mBiIiMEkHteXlqnJzM6d/fl2XLWlOjhgvHjkWh0+nR66FDh4q0b1+BJk08qFnTmffeu8TXX9/n19I/AgMTCQ5OJj9fLWYIGmSWraxMWbOmQ6nfS01V0rLlXt577xLvvHP2v/a3t7U1IyRkNKmpUyTnr8Tv5qOPrmNjs4IuXQ6h18PIkdWZMqUu48b5M3nyr2e4jhx5mg8/vE7//sc5eLAnT56M5saNIXz8cSM2buzIjRtDWbiwGXv3Chm1Dx4k4ue3lRcvMhkzxh+tVng+Dc5fDw9r2rUrT9WqzuKYlpGRj0qlJSurkCZN9uDltZ47dxLE+VGFCnYcOdLL6L1vWA9dvx7Hnj3hYpkIEIImDGU1DEybdon09AKqVXPi8OFIpky5aKSQ1r//cWrU2EphoVYcj3btCqNv36NIKWQSEn9PunatSFratBLbjx2LpFq1H6QG+n+OVANY4l/HsGGn2LMn3GibIVre3t5MaiAJib8ZS5feIyEhj2XLHrBoUTMsLYVX04sXRfKFz59nMGLEaezszHj1agKOjhbodHpWrnzEwoW3jaSa9++PoE4dN9atC6awUMv69R3o06cK69YFcfFijHhOMzM55crZitdRKOSYmMiwsTGjSRNPPvqoIZ6eNjg4CA6PjIwC9u17hpmZ3Mgh+9VX938S0a9n3Dh/atZ0oWbNrWRnqwBBlWDLlhBkMuEahlo7Op2eXbuEMcvERE6bNv+7qNqBA6uhVGooKNAybpy/1Dkl/hTGjPEvITlYnA8+uE54eBp37yYwdqz/73YsyGRw6dJATp9+Sa9ePlSqZA/A69c51KghPIMGh0twcDIODqswNZWLtfeGDj3FmTP92LfvOYWFGvR6wdG7ceNjHj9O5scfn/H0aYr4vH7wQQOys9Xs3BmCubkJY8fW5OrVWNEwExycBAiOH4Psqjg66KFvXx+2bw8hL0+NpaUJarUwRgQFJdG9+2FSU6eg0eiIi8sRtxucS40be4gZzC9fZhIfL5S4uH79NR9/3AgQshMMNTo///wOQ4ZUkzqhxD8CX19HjhzpTVBQkqhAkZ5eQHq6IM8eGZn5i99XKGT06+fL/v0RFBZqCQpKpm/fY8yZU5+YmGzUah3JyfnMm3eThIQ8MZhr9+4wMjLew8REzrNn6W+z+IW6weXL2+HsbElampI6ddyYPr0eiYl5jB59BhAMq8UDQxo0KENY2Dvk5Kho0WIvjx8LgWzOzhbcvDmU+fNvodfrxbFBLpdx+HBvZDJISVHy6FESlpamKJVqqlZ1Eo227u7WREaOo2JFO65ciROv5+VlQ2GhlpwcNYWFGnQ6PYmJeVy8GMPYsf40b+5F8+ZeAJw5E01SUj6ZmYWo1Vru30/g5s14o7H0P+Hx4xSePEmhf39fcS4nIfF3R6PRcf9+ItWrO+PgILxrR46szvXrcWi1ejp2rIi392ayswvZsKEj48fX4v33GxAdnUVqaj5ly9oRGZnB8OHVsbQ0Yfz4WjRq5IGLiyXff/+Qb755gJeXjag8VK6cLVu2dGHIkJM4O1tiaWlCamo+kyfXQa3WkZkpOIYMcwcHB3NxDvJTvL0dWbKkOTt3hrF48R3y89XivtOnX7J0aUvq19/JnTsJ4vaGDT1o3brcz7ZH48bC/vDwNNHBumBBUwYOrEq5crbY2pZuT9Fq9eI9G5xG/y1MTOT/tQxjiX83BonUs2ejycoqxMHBXFTkKm6bePQomUWLmlGt2m8Lwt637xmXLsUyc2YA8+Y1MXovGgLT3d2tmDSpNps2PUWrFeYN2dkqMQhNLpchk0FwcAqenjbY2poREZFObq6KJUvuiPOGx49TSE5W4uFhQ0JCrhi0bWGhEMeZ69fjUKm0REZm0qjRLvLy1MyaFcBnnzUlNVXJkSOCOsCzZ+mEh6dz8WIMZ85EExIyGisrUzHjPzOzgNu3hzFixClevMgkO1v1Vv66ntSZJCT+hjg5maHXz8HcfLlRUkxERAaWlt+jVM6QGun/KVIGsMS/CkvLFSWcvyYmMjSaOZLzV0Lib4qhRmefPlWMDIYTJ9YSo+gNjpq8PDVKpYb4+FycnFYzc+aVt5HuekBY/NjYmHLy5Evi4nJITs5nxowrnD79UnQKGVCpdEbO31Wr2mJra0ZampKTJ1/QvPmPeHtvYuzYs1SqtIn164NJTVXy5k0eU6de5M6dNwAlFoZqtY6ePY+wfXuI6PyFIsOqXq8nJ6eQpUvvv70PrRgFXKGCHTVruvzP/hYyGYweXZNJk2r/qsymhMSfRZs2giGyTh03nJyKDHovXmSK8uk/RavVExqaSnh4GtOmXebx42RmzAgwes4NhgrDc2cYQ4qPKQCmpnJ8fBy4e3cYR470pl8/X5o08eTgwee8//41Hj0SHLp2dmYsWtScmTPrM2RINbRawcjp6+vEkSN9xAh8pVJtdJ8mJgrxs14vOHmCgkayYkVbPvywodHvErIGZVhZmbJpU0dxjDDIWv/wQ2fx2axb153Zs+vTrJkXCxc2Fc/h6molOnz69q1Sou3Uah0FBRqp40n8LenZ05v585vi6ioEglSubM/atR0YOtSvRImHn5Kbq6ZePfe3tbuFsSAlJZ8PP7xOt27e1K9fhu7dvenSpTKAKAHp7m7NzZvxTJ58ka+/vv/WoSuMGbGxOYSGvsOJE33Iy9Pw0UfX0en0ODtbAoIDpnr1rXz22U1u3nzNwIHHmT37KiYmcrZv7yKqgCiVGu7fT+TChVfi2ODubsWsWQ3E+cHUqXXJz59BTs40du/uJhpoFQo5J068IDw8DRMTOR06VGDdOiELLz4+l9RUpWhMtrAwISDA3ahO+IULQv3B7t0rM3VqXY4e7U18fC6tW+9j164wWrcux/btXRg8+I8Hi8TH59K48W5GjjzNe+9dkjqyxF9OXp6aSZMu8M47Z0lPLyj1mNjYbHr3PsqkSRdEJ+WYMWdp1mwPAQE7RGOps7MlR4705vjxPsTEZJGVVYheD7dvC3P/O3cSiI/P5cGDJI4ciaR+ffe383sV4eFpDB9+ioEDT7BlS4j4fBiy5kJC0pgw4Tx2dmZ8+WULfvyxGzY2Zgwfforo6CxWrWprND8ZPdo4gG737m7cvz8cHx8Hvv32AR4e6xg37hzz5t3C1FQhzhFSUvJFh1Lxef6tW/EsWxZIVpaQeRwammoUxGJlZcqVK4NITJxMx44VSUrK5+jRqF90/grjqBWnT/djwYKm/PBDJ6lDSvwt+fjjRpQrZ8vs2fXFgI/iBAUl8/HHNzhwIIIPP7xWYv+OHV356quW7N3bnRUrHnHlSiyJiXkMG3aKTZueMH78eaPjhwypxjvv1GTAgKpMnx7AunUd2Lu3m/hcGtYlgJi9D+Dn58Tx432oVs0JDw9r3rzJFQMsOnSoSJ8+R0hIyDW6VvHqjgkJeQwffpoPPrgmXuO77x7i7LyaXbvCRKdx8XVTdHQWL18K665Vq9rRtKknq1e3Z/LkC7x4kSked+lSjNSRJCT+5hQWzsTU1NieV1CgQS5fJjXO/1OkGsAS/xp+GuFiMOgkJr4rNY6ExN8cpVJTarbIV1/d56OPrgOChPKyZa0JCkrmzp03PHiQKB5nbW1KZORYsrJUODlZsGNHqCgpXbu2K48fp2BhYYK/vzMPHiRhbm6CRqM1yswzMZGJsky/+vKUwcaNnTh7Npru3Suzd+8z7t1LEKP2DffUpk05VCodjRp5ULasLWFhqaxYIdQPnDatHitWCEaeM2eiOXz4ORMn1qZ+/TJSh5D4VxMRkc7kyRfx9LRh06aOmJubEBmZQYUKdpibC85S4dk6DMDFiwNp3bocDx4kMmbMWSpXtsfMzISDByPE+ppyuYxGjTzw8XFg06ZOmJsr0On0fPLJDbZtCyEpKR93dyu6dKnEpUuxxMcLEfM2NqYEBo5g9uyrnDr1ktq13ahQwZamTT356KOimsCurpZ8+21rfvzxGWfPRlOzpgshIalvDSptmDkzgA8/vMbXXz8w+q0KhUyUtjWMHRERY1EqtYwbd468PBXNm3vx+LGQ3XPvXgJNm3py/foQZDJo0mQP9+8LmTsVK9oTEjJadFoJhqwbLF16j44dK3L2bH/RoKTT6cnIKBCdVMWNO02a7CYnR83Jk33+p4oDEhJ/NtOnX2blSuEde/p0P44ejWTjxieULWtLePgYUZZZr4fIyAzs7My4ejWOwMAkli17UOo533mnBqNH+9OmzT7RYDpmTE0WLWpOUFASY8acEwM0iku6r1/fgYkTa+PpuY6EhDzxfGXKWJOYmGc0V3j0aCQHDkTQvbu3qA6ybFkgc+Zc/cm9+PP++/Xx83Pm6NEo+vQ5Ku4bO7YmY8bUom5dtxLzKUPtUZkMUlOn4uRkQWhoKv7+29DrYdQooeTE7+XkyReEh6e/ldvPE+ulC7VHpVpjEn8txWt5Ll7cnLlzG//iGLFvXw8GDqxKrVrbePo0FZkMkpImExycwsOHiYwbV4tFi+6wZk0Qjo7m1K3rzpo17alUyR5b2xWlZrkGBLi/dYRGi2sLjUYYFOzszIwCQ4UxQ8b48bXYuFGoGTxnTgO++aYVXboc5OzZV8hkgsN36NBTAFhampCePvXt+VYaBbMBWFmZUFCgFceqR49GkpSUx3vvXSYqKoP69d0JDBSC2kxNFdSs6UJQUBI9e3pz7FifEr9Hp9Pj7b2ZV6+yaNOmPJcvD/zVv0N4eBqRkZl07VpJCiaV+MeRnJxP1ao/kJlZyCefNGLJkhalHtehwwEuXozB3FxBRMRY6tbdSUaGEi8vG7Hs1E/JzVXTtu1+wsNTadasLOfORZd67nbtyrN8eVusrExYvvwhV6/GERqaKu7/4osWfP75XaOM/5o1XbC2NuXevQQje0Xv3j5vg8mKIkEmTKhFfHwuaWlKNm3qyCef3OTOnTf06VOFDRs6GgWNqFRabG1XinZWmQzu3h1Ow4aSvUJC4p9Aq1Z7uH79TSn2mAn4+tpJDfT/CEmbSeIfT0qKEje3NSW2V6vmSHj4WKmBJCT+AfycVKBWK2TZuLtbce5cfz777BbbtoWUOC4vT01ISBpffHEXFxdLVq9uT58+VVAqNXz55T0eP06hoEDDqlXtcXCwICBgB4WFxp5eg4FGoZDTpEkZbt4sOVFycrJk6tQ6NG3qxaxZVwgLS+Po0UjS0qYyffpltm8PNbonIftPzuLFdwD49NPGNG3qRfnytnzySZFhqkuXSnTpUuk3tdWTJymsXh1E586VSs3uk5D4u7N8+UOxZl6vXj707++Lr6+j0TFr1waJARq9eh2hc+dKpKYqCQlJJSQkFWdnIVPYkD2vUMi4c+eNaMDo06cKcrmMwYOr8dVXQra9nZ0Fly/HMXlyHRo29ODBg0TGj6+Fra0ZZ84IRpjHj5N5/DiZ48df/MQYU4EpUy6SmysYW549S6dNm/Lk56tZvPg2a9YEceRIL27ffmMkqarV6qlTx5XOnStSWKihZctyHDr0nI8/LnIud+/uzd27w/Dz2wIIGUapqUrc3a24eXMIMTHZFBZqqVDBzsj5C7B/v1Cz8/z5V2RmFoiSiHK5rITzF+DatTiSkgRn1YkTL4wcwLGx2ezbF0GnThWpVctV6qgS/zgMcssAd+8msH69INfq4+MoOn9BMGAaxpyuXSszdOhJcd9PZdu3bg3l3r1E0aECcP16PF5eNnh52dC8uZeYqWtw/spkMqpUcWTt2iAj5y8IEu1WViZUqeLE48fJODqaU6/eDvLy1Mybd4vAwBHUrevGpEm1SUjI5eLFGDFA5PDh52zd+pSFC5vRo0dlzM0VFBZqmTEjgOXL2xhd5969BBYuvE3LlmXFrCC9HkJDU2nRoiw1arhw6FAvnj5NZcqUOr+7rZ88SaFnzyPo9YLawvr1Hdi3rwf37ycyc2aA1Bkl/nJq1HBGoZCh0+nx9y9dTadBgzLIZGBpaSoes3p1e7755gHdu1cmN1dNly4H0Wr17NlTVP4hLa2AkSNrAEJWrp+fM8HByVSr5kT16s4cORKJXg8PHyaJ6xqlUoNGo8fJyZL8fDUajR4vLxtAT3p6IUqlBr1ej1Kpxt3ditxcNT16CJn7QUEp4jNrb2/Bp5825sKFV3z9dStevMhk+vTLtGolqKcEB6eQkVFAmzbl3pa60QMyypWzpXJle+rWdSM8/B1evcomLCyNXr2OAKBWa3nyRBgzb9yIL7W91GodSUnCGBYXl/2rf4PY2Gzq1dtJQYGGmTMD+O67NlLHlPhH4eZmRVjYGF6+zKRpU6+fPc7CQrBdmJjIsbMzY8IEf7766j7x8bl8/PF1Nm0qmQV/714CDx4IDtqoqAw++6wpixcLNb9tbU3JyVFjZWWKqamCCRPOkZZW8JMyUwKHDj3Hy8ua16/zkMuhd+8qvPdeXVq33ifeW0GBBktLU06diqa481ewO1SmcmV7xo49x/DhZ8S5U9WqTshkQgD+8+cZzJ/fhPLl7diypTPz5t3k9etc3n239q86fyMjM9izJ5wePbypV89d6lQSEv9Drl0byhdf3OfTT68bba9adePbADM/qZH+nyA5gCX+0Zw/H02nTodKbJ88uQ5r1rSXGkhC4h9MZmYhc+feQK8HW1szXr7MwtPTWjS+zJ/fjGXL7lNQoGPOnAbMnn1VNNTcvh1PYaGO+fObsGRJc5KT82nQoAwNG3pw9GikkdzST6lSxZGOHSsTGppGRkYhJiZy3N2tiI/PxcXFghYtytK+fQX8/JwJC0vD0tIUH5/N9OjhjUwGZmYKrK1NSU8vwMRE/pOI3bvo9VCpkh/u7lZ/qF3GjDnLw4dJb7MaJ0s1sCT+cbRqVY5Nm55gZ2cmyrwXJy4uh5MnX4qfs7NVYs0umUyoeblgQTM2bHhMpUr2NGvmRUJCHl9/fR97e3Nq1XKlefMfuXv3DbVru+HhYU1CQh4xMZmoVDoWLLiNUjmTtm3Lo9PpiYrKZNGi5mzd+pTo6CwjR4/BIFK/vgd79z4zGicuXx7IrFlXuHcvgYyMQo4cicLa2hQbG1Py8tSiM+jhw0S++aal6Gz95puiTENra1N69hQMvgsWNGXBgtv06uWDjY0p/fsfJykpjx9+6EyNGs6ltuUnnzRm4cLb9O/v+5vGgh49vGnRoiwZGQWMHWssK9m37zEePkx6W5f9XczMFFJnlfhbolbruHIlFn9/V+7fT2DixPMEBJTB39+Va9deI5NB+/blkcmgfv0yFBZqWbRICMSaNas+4eFp+Pu7YGFhQnZ2IXZ2ZmRlqTAzU+DmZkV8fI6RGkhYWBoymUx0pBqMn7duxZOaqhQdsQY++KAh3t4OdOp0UNzm4mKJQiEnKSkPHx9Hli1rTefOB3j9ukjCUafT8+hREnXrumFtbcq337bm/PlX9O59FHt7CxITc8Xr7t0bLl4zIKCkMfb9969x48ZrzpyJ5t136xAVFYypqVysIQ6IwTIgKJFYWCiwtDTl4MEIhg+vTp06bj/7N1AoZGKbKBSCcXnAgKoMGFBV6qAS/xNatChLePgYVCotNWqU7gAePrw69euXwcHBXHwWWrYsS506brRvv58PPywykObkFKn6mJrKGTnyNCYmcu7dG8bOnd148SKTQYOO8+xZOk2bemFra8a5c9EoFDLu3h3G55/f5eDBCDIylOJ4YsjYmzevCZGRmbx+nUObNuUYMKAq4eFp1KnjxubNTzE1FZ4puVzGhQvRDBxYjZCQNGJjc1izJkisGXrkSG+6dq3EqlVBbNjwmHLlbLG0NOX779vSooWXGPhiYiKUuvDxcWDu3CasWvUQBwcLxozx5/z5V2LN9eKcOvWS588z2LmzK6dOvWTixNq/+jdITy8QS0zEx+dKnVLiH4mHhzUeHtY/uz8hIY9u3SrTtKknnTtXwtHRgq5dK/Pdd4Go1To2b35KmzbljRwrU6ZcZN++onVEXp6KiRNrcfduPObmJjx4kEBOjhqVSsvZs0JQqqurZanXNwSaGNi9O4w9e8LEccbFxYKPPmpEUFAyP/zwtMT3T59+AcgIDEw02u7sbMmNG/Gi+trdu2/Q6fQsWtSMFy/Gl3ovV6/GERmZwcCBVbG3N387tzhGaGgqK1c+IilpsqQEICHxP+aTTxoybFh1KlZcb7R92LBTXLnymk2bOkiN9P8ASQJa4h9L27Y/cuVKyWjVmJgJlC8vSRlISPzTePUqi6lTL+PubsmGDZ3o0+coJ0++EA0gOp2esmVtUSrVrFzZjidPUsTMvqVLW/Ldd4EkJ+cbnbNcOVt8fZ24dCkGmUxGzZrOoswbyPitr8B27cqLxhYvL1tev55IYaGWw4cjxcwhHx8HTp/uh4ODOZUqbSIvT42ZmYIzZ/oxevQZvLxsefgwEbVax6RJtcX6fb+X3r2PcuxYFGXKWBMdPV6MQJaQ+CcRG5uNnZ15qfW3cnJUeHtvJiVFkG1OTVUik8nQaHTIZPDq1QQ8PGyoU2c7YWFpmJnJUal0mJubcPx4b+bMucrTp0WBFxMm1CIwMAmlUk14eDpdulTi88+bU6+eO40a7eb+/QQUChnz5jWhbFk7Jkw4j16vR6fT4+Vli0IhIzY228gBtGxZa2bNqs/8+bdYvvwh5crZ4epqwbVrrwHo1cubY8eKsohPnOgj1uRs23YfV67EUbmyAzNmBLB7dxiTJ9dh4MCq4vP844/PxLFl6tS6tG5djtu33zBtWj0qVBDmOKmpStasCcLf3/VPUQMICNjJo0dJODpakJgoOYAl/jPu30/ghx+e0r9/VTp0qPCnnrt//2McOhSJq6sVtWu7vs16K2LNmvZGDo21a4OZMuXi23e4DfHxuTRoUIb794fz4YfX+fprYS5hbm5CYWFRfewyZawxMZHz+nUOADY2ZpiaysjIKKRqVUfS0gpITVUCsHBhUxYvFoK8HBzM6Nu3Cps2CYZXe3sz9HoZ2dmFdO5ciT17uvHVV/fFOUxxrlwZROvW5Yy2qVRaTEzkzJ17k3v3Evjqq5b073+cmBghI2/69Hp8/71QUkKvFwJlZs26wvLlD7G3N+e99wKoXduFatWcqFmzpGNsx45QRo06AxRlIVWsaE909Phf/DtcuBBDREQ677xTs4Q6gYTEn0V8fC5are6/ur4/cyaarl0PiXN+R0cLDh16jkwmrD8MGXUgZBE/eJBIx44VuXo1DpVKS7167rRtW56bN+N57726NG7sSWRkBiNGnBYl4uvUcSU4WAhUbdTIgxYtyrJs2YO3z6wwv+jatZIoH118PLK1NSMnR5CPdnOzEtc7np42LF7cjPfeu2wkB7txY0fc3KxQq3X06+drJOlaqdImXr3KwsrKlIyMqaW+64ODk6lXbwd6Pbz3Xr1frb9enI0bn/D4cTIff9yIsmVtSz0mODiZ+PhcunSphFwukzq5xD+KatW2EBGRTu3argQHjxK3L1v2gDlzhBJUq1e3w8xMwdKl96he3UW0aQBUr+7CZ581ZvDgasXWCS9Yty6Ytm3L88UXd8nNVYtjgLm5ArVaV6rs/M/RooUX77xTk3HjziOTydBqjeXimzTx5O7dBPR6Pc7OFowYUYOVKx/h6+vIq1fZ4ngHgrz006ejS1zj3LlXdO4sBLrZ2ZkRFTUOV1crqlffQnh4Os7OFiQlTRGDxCQkJP73yOXLSthAFQoFGs1MqXH+5UgOYIl/JM7Oa0hPVxp3ZpkMpXI25uZS+0hI/FPQ63krUWRCx44HuHBBMOJ27lxJjH4tjcmT69CsmRfDhp1CoZDRtWtlTpx4UeI4g2Poj2BiIkejKfndOnXcCAoaCQjyro6Oq8jJUYm1tDp3rkhurprVqx8xcaKxo/f+/QRCQ9MYPLjaz8pe/xr5+WrOnImmcWPPt1JyEhL/Pt68yeWLL+6yadNTGjYsw8KFzdmwIZiOHSsydqw/PXocMTKmGHBwMDeqxf3TzLzq1YXMfQB/f1dCQlKMMv3c3a1Yv74Dffsee5utb090dJa438/PmYEDq/LZZ02YNu0Sa9cGA4JTqV8/X1aufISpqRytVi9mEvv4OBAS8g5xcTk8fJjEsGEn0Wr1otFVpdKKRp7+/X05cKAnL15k0qDBLnJyVKxb156JEy+g0+np3LkSZ870IzVVycyZV9i1KwyZDJ48GV2qY+f38OpVFrt3h9O1a2Xq1nWTOqHEf4S39yZevsx6q4gx9U8LKEhJycfDY50o0/z992354INruLtbERcnOGp37uzK8OHVxe8cPhxJv37HfmLskJGfP4Njx6IYOPDEW6OIDF9fR5KTlfTp44O3twMqlZYFC27/4j15ednw/PlYmjTZw5MnKW/XJdCpkzCXsbcXMoxByEh+8GA44eFp9Ot3nNTUfFJSitY0wcGjxDrASUn52NiYlupcffYsjeHDT2Nra8bGjR1Zv/4xISGpXL/+mvr13Tl/fgBLltxlyZK7AKxY0ZZp0+oBggxlxYr2ohJJ8XrDLi6WpKYqqV7dmXXrOtCiRVkj51FxMjIKOHo0imbNvErI+P9RoqOz2LDhMW3blqdjx4rSg/T/nDt33tC6tVB/++TJvnTq9N/pE9nZKurU2U50dBZeXjZUr+4srkmGDKnGsGHVOXToOWXKWLNy5SPy8tRYWppw5kx/PvvsJjduvBbP5epqRVqaEp1OT7NmXoSFpTF6dA2WLWtD377HOHo08mfXGcVrBltZmZCfrxHHpp+qkxiwsjI1cv6CUFrCMEfq1cuH0NBU5sxpwNatIdy/n4BeD5Ur2xMVNb7E852fryYyMpO6dbej1wsqKB980IAxYwTVEI1Gx6RJFwgLS2PlyrbUr//7aoE+fZpK3brb0Wr1fPFFCz7+uJHU0SX+UbYLF5fVpKcX4OFhzZs374r71God33//EJ1Oz8yZAfj4bBbnJQYaNfLg7t1hP3v+jRufMGnShV8NUi8elPJztG5djgYNyvDjjxG8fl1Swl0mKypd4exsSVqaUhzzfvyxKFt57tzGLF7cvMT3d+0KY8SI0+LnGzeG0KyZF2XKrCU5OZ9y5WyJjZ0odRoJib8Zvr6biYzMLDEe6HRzpMb5FyOlDUn88zqtyXclItisrU3IzZ0hNY6ExD+InBwVTZrsISIinc2bO5GRUeS0iY3NRqEArVaQi23VqixRUZncvfuG9PQCBg6sSnp6ASA4YQ318X66GPqp89fMTIGTkyWJibnIZDJsbEzFiPqfGmI6dapETEwmISFpRuewtTXj8OHnNGjgQWRkhhidr9HoCApKIigoibCwd1i2rDWmpsaSRzt2hLF9eyjXr79m69bOf6jdrKxM6dfPV+pAEn85p0695OHDJN59tzaurn9Mwlyn06NUan41W+y99y5x+LBgJL15M54yZazYt6+HuP/2bUEBRKGQ06ZNOS5fjsXa2lQ0lgrGDAsqV3bgwYPEtwsbmej8BUTJ+OIkJeUzYMAJ0SASE5MjXkfItGlOu3blUShknD37SvxefHwua9c+pkoVxxL1uvr3r0pKSj61a283MtJaWpqgUMhIT9eiVgv3ffDgc/Ly1Hh7OxATMwGlUoNMBjNmXCEvT42zswVz5lxl2bJAPD1txHv7M5QAKla059NPG0sdXeI/JjQ0FVNTweHr5mb1p8r/ZWerREeIv78L06fXY/LkOly+HMOGDU9o0KCMUVYNQN++Vbh0aSAHDjxn/fpgQAgkMzNTMGBAVc6cMWPHjlC6d/dm6FA/nj1Lp0aNreh0eoYPr46bm6BE4OxsYeSsNZCWVkC7dvuNSjvo9UVjjMH5C9C8eVnCwtLw83PGzs6M8PA0/PycKFPGhmnT6orO3507wxg9+gxOThbY2ppRUKDh5Mm+Yj29atWcCQwcAcCKFQ/57rtA8Ro3b8YTGppqVHvPUBN84cLbLFhwG4VCTseOFTh4sCf9+lUhN1eFubmCgQOrcuhQJAsW3KZVq70sWNCU+fObsmZNEOfOveLjjxvRpIknAEOGnOTcuVc4OVkQFzcRK6v/PAv4nXfOcu1aHMuXPyQ+fhIuLpbSA/X/mIcPk1CphCCu+/cT/msOYGtrU5RKrfg+T0zMp2xZG9q1q8APP3RGoZDRrVtl8V25bl0wkybVplWrsvj4OBg5gA0ZvwDPn2dw6lRfJk48T/v2+7l8OVbcZ2dnJq5lDBicv4Y1jGFdU9z5a2YmBJnJ5XLUai0FBRojRw7AlStF1zl2LAqAmTOvolQWzUFcXCyQyWD58oc8e5bGZ581ZcyYM1y4EMO8eU04daofU6deJCIinXHjztG+fQXKl7fj1q14UVb2yy/vcehQL6PfkJCQR2ZmAX5+zpw//4qPPrpOq1blxDrlSUl5YgBPeHi6qFogIfFPQCaDY8f6sH9/RInamaamct5/v4HR3GPFike0a1eB2rVdsbBQsHBhs188/9GjkUbOXzc3K/Lz1Xh42JCUlEd2tjCfaNDAnRs34ksEupqaCvYMvR6ePEnh6tU4o3uvV8+d4ODkt8+gDNAjl8tE56+/vwvNm5dj795nKBRyjh7tRbdu3qXe6+DB1XjwIJHjx1/QrVslmjb1FO0thnXOT1m06A7BwcksWdIcPz9nqUNJSPwPeP58HK1a7ef69VijdYtM9i0hIe/8bOkpiX/4+0vKAJb4p5CdrcXefnmJ7Q4OZmRkTJMaSELib86bN7lcuBBDx44V8fCw5vbtNzRrtgeAbt0qs2BBU5o23YNeDxs2tOeDD66TmVnIihXt6N/fVzSs6nTCQmXLlqeMHXvO6BqLFzfnnXdqUr36VrKzC0sZL8yxszMjNjYHuVyGiYlMdBL/1HhShGGBZFg8CTJtJiZyunSpJGYeKxSytwYZGVlZ08S6Wwaio7OoXHmT+PnUqb507VpZ6hgS/whevMjE1/cHdDo9AwdWNXLG/vb3uIqGDXcRFZXB5s2dGD26ZqnHFRZqsbRcjl4Pcjn07OnDwYO9jCTE9u17xpo1wYwZU5O+fX0pV24D2dmFmJubYGYmIydHjYeHNZcuDWLcuLPcvv3G6BrFs2x+C+bmJowd68/atUE4OpoTHj6Wkydf8N57l1Aqfz4CX6GQcevWUExN5QQE7Cz1mEGDqnLrVjyvX+cil8tISppcwukRFpbGw4dJ9OtXhdq1txMVlQkI2Y8NG5YRHTISEn+Hd72Pz2aUSg3t2pVn165uRnVn/wiBgYls2vSEvn196dSpIjt3hnH7djzvv9+QypXtCQxMpGHDXej1ULu2G1euDCy1Jvb9+4n06XMEZ2crbt4cgp2dmdF+rVbP0KEnuXYtjuRkJXq9nnHj/OnatTKDBp1ArS4KErO1NcXOzpzkZCVqtWB8rV/fnSpVHMXMmYAAd7KzVURGZmBtbYa/vzOBgUloNDqWL2/D7NlXRcdOmzbl8fV1ZPLkOtSq5crIkafZuTPM6P7q1nXnzp2hmJsXZVOfO/eKPn2OiM4rKysF3t6O+Pu7Mn16PTIyCtFqdeJ8o2/fYxw5Eil+PyDAnYcPkxg3zp9NmzoBQtZl06bC/Gzw4Gp8910bvLzWodcLxxscz40b7+bevQTMzRUkJk4uVdL/99Kz5xFOnHiBnZ0ZcXGTSvyNJP5/kZVVyKRJF1CptKxb1wE3t98ffJacnC+uF7Zs6VQigE2n09Oy5V5u3TIuLdWkiSe3bw812vb99w/56KPr1KjhTFhYOm3alOOHHzqxbFkg69c/Ji/POBO3cmUHAgLcOXAgwmitMW6cPy1alGX69EtkZqqKm+ewtjYpcR4zMzmOjpa4ulri6Ghh5HAGodTFxo1PStx/QIA7q1cHvR0bTHFxsSA2Vghss7BQMGiQH9u3hwBCTXDD2ODmZkVWViFubtbExWXj6mrFixfjsLU1IzVVSe3a20lIyGXt2g5MmlRUGzg8PI2AgJ0UFGjYurULGzc+Fudfz56NoWpVJ/R6wen8zTf3SUzMY8KEWmzY0FHq7BL/StLSlGIA1m/h0qVYxo8/R2Ghlg4dKjBqVA2GDj1JVpbKaL0xZIgf/fpV4fDhKPbsCStxnjp13AgPTzNyDltamqBUarCxMSM3V/V2XaXH3FxQETAEw1tamnD6dD/Kl7ejcmX73/2bIyLSOXXqJb17VzH6/oMHwlwNoHdvH44c6S11EAmJ/yHjx59j8+aSdcI//rghX3zRUmqgfxlSNXaJfwRCDauSzt8ZM+pJzl8JiX8I7drtZ/ToM7Rvvx8QDKV9+lShYkV7pk8P4O7dBNRqHRqNjgsXYklLK0Cr1TN16kXKlVtPYGCS8OKSy/j66/tMnHgBJydjA+9nn92kY8cDeHiUNDbLZDLeeaemaPjQ6fRGGcI/Hw5lHJZuiJvSaHQ0bOiBlZUpNWq4sHp1exo18mD79q4lnL8FBRoaNtxttO2ndXzy89XMn3+Lr766X6r0tITE/xIzM4WYxfdH5cufPk0hIiIdrVYv1sb8KWq1jpMnXzBmTC28vGz4/vu2HDnS28j5GxSUzIULMcycGUDt2m54ea0jN1cwoDZt6snNm0P57LMmnD7dDz8/J1aubGdUY279+g6kp79H9erG0a3Fo129vR2Qy2W0alWWBg08kMlg7VrBiJqRUcjjx8mMHetPfv4MvviiRQnHh42N4LSoWtWJ7dtD8fCwYfXqdgwaVBVvbwejNmzY0IOTJ/sxenRN9uzpVmrGW/XqzowYUR0rK1Pmz2+Kr68jH3/ciOnT60nOX4m/FTk5KlGJw9bW7D92/gIMHXqKjRuf0Lv3UQoKNIwYUZ116zpQvrwtEydeYNSoM+I7/PHjZNavf8zVq3EMG3aKgwefi+/UzZuf8OZNHk+fpnDuXMkyE2FhaezfH0FSUj6VKtnTooUXnTtXYu7cm0bOXzMzOe+/35DLlwdTtWqR9HFcXK6RbKKVlakYjJaXp+LRo2TxXmbOvIKDQ9Ec5sqVWDZseCzW4p09uwENG3rQoUNFUTEhKCiJNWuC8PHZTKVKm3j2LJ01a4JE569MBiqVnqdPU9mzJ5x33jlLp04VjYLNlixpToMGZZDLZZQpY0NQUDKAURmNJk08+eKLFgwfXp0vvmiBo6O5WH+1du0iefgdO7oya1Z91q3rUEKC9o+yY0dXNm7syO3bQyXnrwT29ub8+GN3Dh3q9YecvwDbtoVw8uQLTp58wbZtoSX2nzr1soTz18xMwYQJtUocu2nTEwoLtTx6lExBgYYzZ6LJzlbxxRctjJQO5HIZ3btXpmlTT5KS8sQ5jKHeb2GhlkmTLpCZqcLERF4sqENv5Pw1ZNWr1Tr69/elVi1XMXu2+DELFzYrEVSan69hxYq21KjhIq4zXr/OFcesggIt27eHiNm3hjYwM1NgaWlCYaGWuLhs1q3rwO3bQzl9+iXR0Vm4uFjy/PlYYmImGjl/AUJD01AqNej1QuBO586VAKF8hmEMkclg7NiaJCXlAYhS2xIS/0Z+i/P3ypVYpk27zMGDz7G1NeXly/HEx09i27YuTJt2mcTE/BLBpnv3hjNgwPFSnb+GZ9FgazAzE8YmwzkMtgytVo9WK4wNzZp50qlTJfE4OzszKle2Z9euMCZMOM/z5xm/+TdXrerErFn1ReevXi/U/XZwsBCD86ysTHj1KkvqIBIS/0M2berEo0cjSmz/8sv7tGy5V2qgfxmSBLTEP2DStIr09JKZfJcuDaBt2wpSA0lI/APQ6xFlzgz/mpkpOHxYkA178SKT5OQ8LC1N0Gr1jBpVHaVSw5UrsWRnq1CrdbRtu4/69ctw5EgvtmwJQaPRlZBOA95KvMqKGWFApxMWO99//0jcrlDIS8jJF0cm06PXy2jbtgJXr8aWqL3l7m5Fz56VOXXqBeXL2zFqVA0mTaqNSiXIsRWXZM3LU5OeXiQJ161bJXr3rmJ0vpUrH7Fo0R0APD1tGDGiutRxJP42lCtny7VrgwkKSmLEiBp/6BwNG3pQubIDL19mcu9eAlFRmfj4OBgd89FH1/nuu0DMzRU8ezaGihVLRp6PGXOW4OBkduwIZfHi5uTmCsbSiRNrM21aXSZOvICLi6Uow6bV6sTn18xMQY8e3pibK3j9WggGMTGR4+/vypMnKVSr5kz//lWYP78pIBhdy5ffYCQtL9T4FcaOhw+T2LYthDp13HjzJpfnzzNQKBS0aVOOEydeEBaWRliYYBDdurUzDRqU4aOPrtOmTXmUSg01ajgza1Z9gBKy8HFxOeTnq6la1clo+/Dh1Y3qm/6ZaDQ6PvjgGm/e5PHtt60oW9ZW6vwSv4uqVZ3YtasbDx4kMnt2/T/lnBYWgnOksFBLUFCyGPRw8WIMGzc+BoRyMAZHaN26bowceZq4uBz27AnH3d2KO3eG0aOHN9u3h2JhoWDlyke4u1tz5kw0N2685osvWnDvXsLb9z/Exubw8mUmN27EExDgbnQ/KpWOefNusXHjY16/zgWEoA9XV0vRqQGC88rT04akpHzxvMVRKtVGdT5BqCcMULu2KxcvDqBChY2iQ8jcXEF0dDYvXmQCcOjQc2rXduPMmZc4O1vSvLkXhw4VZfdWruxQoi39/Jy5f384R45EMmjQCeRyGeXL2zF3rrH8+0/rcgYFjSQsLI3GjYsCTnx9HWnSxJOBA49jbm7CpUsDcXAwLxFc83twcDBn/Pha0oMk8afRtKkX5uYKZDIZzZp5ldg/btw5cV3QunU5unathLe3A2lpStRqnVE5l8mT6/DRR9fx9XUiKCgZCwsTrl+P58WLTM6f78/gwSeJjs5Cp9MTGJhEYmLe27HAgqysgrdrIj07d4aJ44FGo0OrhWnTAtiwIRi9HlH22sSkyHG8dm2w6Lgprlq0fHkbHB0taNjQg/j4HJ49S0cmkzFxYm2ys1UsXtyMgQNPiHOhV6+yjeoGW1qacOhQL7EWuqOjOcOHVxfrh8+YcRmdDtRqLU5OFsTETCxRmzwiIp2zZ1/RrVslJk+uQ0JCHh980JBy5Wx5552auLlZGdWBt7c354svWnDgwHM++qih1Ekl/pUolRo++eQGhYVavvyyBfb25kbz7Z07w7C3N2f06DPk5KhYtUqwU7zzTk1atizLyJE1jBQLzMwUb522OqPAdTMzhThmGDAokxjWMsXp18+XHTuMg2Fu3XrDZ5814dQpIRjs7NlXODtbMnLkafR6OHz4OV26VGb9+g6/WsanOPv2PWPy5IukpxdQrpwtDx4M5/33r7FnzzNOnnxJVNS4P1xWSEJC4j+nbl139Po5yOXfGo0rN268xtJyBUrldKmR/iVIGcASf2tcXdeWcP7KZJCbO0ty/kpI/IMw1MuZPr0ex471BoQo+q5dD7FuXTDVqm1h+PDT2NiY8vnnzbl9O4E1a9rz/vtFRoGcHBVXrsSyb98zpkypg729uVF9O2OKZi+GOoQGo4sBc/OiV6ChlmZx2revRL167tjZmXLgQE9atiwLFBlUk5LymTXrKnfvJrB/fwRnz0YTEpJKmTLrcHNbKxqSQYj+3b69G/7+LgwcWI2dO7uVMAQXX/z80SwHCYn/Jo0be/Duu3VKZLj/VkxN5TRvLhhfdTpdCWMFIBpLCwu1RnXBi2NwSrq4WDJ8uB8dOlSgVatyfPppYzZtesrNm/EcPRrFunXBgFDvyvCMa7V6Jkw4j53dSrKzVZiaKli7tj1BQUlotTqeP09n8eLmmJjIMTGRk5OjEgNNbGxMqFfPHY1GR9euh1m37jEjR57m+fMMrl6NE7N6tVqtUTYdFDl1Zs68wpUrcWze/IR69dxKOFkMPHyYhI/PZvz8tnDw4PNfbNeTJ1/QuvU+UebxP+HkyZcsX/6Qffue8eWX96ROL/G7UKt1PH+eweDB1Vi+vM2fFkBgqL2p1+t58qSodnfNmi7I377K8/M1LFjQlKCgUXTuXAkfn6LM3KSkfGrU2MrLl1k8fjyK7GwVN2/GM3nyBZYuvcetW/HMmHFZHDME+Xm90fwjImIs9+4Nx8fHAdnbF3hqalEQWm6uitDQVGGBLZcxd24Ttm7tzPDhxgEzxaWpbW3NOHiwqH5mo0Ye7N1bJK+fnl5ATo7q7TjmxvPnY40ybQ8ffs7nn99Bo9GzZUtnVq5sR+fOlejatTI//tiN/ft7vB1v9fzww1PWrQtGo9Fx5Uos33//UFRdmT27PmPH+v9s+69bF8yECefFuuXFCQxMRK8XlE569z5CjRpb+fjjG9LDIPG3oXlzL2JjJxITM0GsUVmccuWEcap6dScuXhxA7dpu9O59lLFjz7Fs2QPxuEmTLrBkyV2WL2+LmZkcvV6PUqlmwoRzdOt2mDVrgoiOFjLarKxMSE4uCvw0OH+NVip64/+vWRNEYaHWyFljqPdZpYojjo7mpX7Xzc2KDz64xoIFt3j8OAWNRs+wYX5MnnyBWrW20bFjReLiJlKhghBQp1DIWLKkOS1blqV8eVt+/LE7nTtXYt++HgwfXp0ff+xuVGtZuCeteD/F6wgb7qVt2/3MmHGZ3r2PsWZNew4f7kW5crbo9UJNZUOgXnE++qgRDx+OoHnzssyZc5Xdu8Olzirxr2LHjlC+//4h69YFs3ZtsNG+774LZMyYs/TrdwwrK+O8rK1bQ3jnnbOsWhVE06aeos3Cx8cBW9uiNVjHjhWZPbs+NWu6iNtMTGTie9rS0rTEeOHgYE52tgpHR0tcXIztDcUVyObNu8Xt229Ep3VaWgG7doUxZ86139UGixffFddRcXE5aLV6Mag2J0f1s2s9CQmJvxadbo6R3RSgoECNXP6t1Dj/EqQMYIm/LWZm35WIVpPJhIFJQkLin0fjxh40buwhGhAmTbqATqfn9u034oIjJUXJhx9eQ6+HJUvuipJFBmeMmZmciRMvUK+eOzdvDmHFioe0alWO+Pgc9u+PEI8tvoApLBQi1g2LD0PUvEajw8HBnLw8NQkJuZQpY0ViYpGxJiwsjfj4HB49SqJRIw+aNfPi+vXXorEZoH79Mly9GoejowX165dhz55wMjKE65w9G02jRh7iscOH+zF8uN/Pts/Ysf6UKWONtbUprVuXkzqMxL+S775rTZUqjvj7u5SaJfbNN61wdbWkVi1X6tZ1K7E/MjKD0NCUtwbPhuzf/5wDB3qKBoq2bcvz/fcPAVi16hEffNCQNWuCefNGyNLTanWcOvVSPJ9arcXe3hxzcwWFhdoS8vFHj0bh5+eEi4sVlSvbs3VriLhv27aQt4oDYGKiwMnJAj8/Z6KiMkrMX7p3FxxYxeVwQ0PTSvy+Dz64xpo1wbRuXVZ0kD98mET//r4/26bTp1/m5cssbtx4zahRNbC1/eOyqVWrOmJhYUJBgYY6ddykDivxu2jXbj83brxm6FA/du/u9qedd+bM+kRFZWJlZcqwYUXZ7yEhqTRp4sWbN7nExGQxb94tkpLyWb26HSdO9GHnzjCWLQskKioDpVLDypUPmTixFt7eDrx4kUmzZmWJickhN1fF48cp6HR6LCxMGDSoKkOG+DFo0HF0Ovj665b4+goO5adPR2Np+f1bw4jGaI1iZiaMIzqdnvr13XFxsRSzdQ3zkeLlH5KT85k58xK9evnw8mUm333XRgyw+eyzm3z++V3q1HGjaVNPpk2rR/nydnh724vXe/QoWTxXXFwOXbtW5uDBnuTkqIzGmlGjzrBrlyATmZ+vYe7cmxQUaHBysqBNm/K/qCgQG5vNlCkX0eshISGPmzeHGO2fNq3eW+UDOQcPCvOwmzdfSw+DxF+GSqWlb99jBAUls359B3r08C5xzC8FVp4/P4CrV+No1aqseL6icwvv8levstiw4fHbecr9UmuMX7kSJ/7f29uRiRNrs3DhLfLzNWIWf/HM3eL/t7Q0Ea+lL6UmTUJCHs2be/HsWXoJ2dQHDxKMAsCsrEzE+UVcXA5JSfmoVFrxe/n5Gr755gHx8ZPE72g0Orp0qUSXLpXEbUuXtmTVqkdYW5sRFZVB+fK2LF/etkS2nl6vF+c8Pw3smznzMitWPMLT04Znz8aUOj+ZPfuKKJ1fq5Yr/v4uUqeW+Ffg6+uIXC5Dp9OXUPMpvk5YtKg5pqZygoOTCQpKFmt8f/31fd68yRUduoY1R9G4kEudOm6ioxeE7Pq0tALc3Kzw8LDh8eOieUKZMtZ8+mkj3nvvMmAcJO/v7yJm/4KQZbx/fwT37w9j8OBTPHoklOKys/t9QcA9eniLwXEuLpb4+jqyYkVbPDzu07Sppzi3kpCQ+DvMp2bi47OJFy+yir3jQSb7hlev3qVCBRupkf7BSA5gib8dmZlqnJxWlKjHKZfL0GpnSw0kIfEP4PDhSOLicpgwoVap9UKtrU2pWtWJ8PA0srIKcXCwQKXSYGlpQlpaIaBHp9NTUCAYEnQ6Pd26VeLZs3RCQ9N49CiJMWPO8eBBAjIZBASUMTJiFDeqFF9kyWQypk2ry8OHSTx8mERmZlHUaXHnr4WFCe++W4eFC28BgnTt5MkXAYiKymTNmvZ4ednQq5cPs2bVx8rKFBsbU6KiMoot+px+d7sZspwkJP6tODtbMnduYzQaHefOvaJGDWejLEFPT6Hub2mEhKSycOEdoqOzAcFoqNMJNT+3besCQPfu3jg6WpCRUcCbN3ls3RoiSqr9HBs2PKawUEuFCvbcvj2U48df4OBgTt26brz7rhCo4u2tFY3DBu7fTyg27mhF46+pqQKFQojAV6v1lC9vS3x87lsDiyuHD0dibW3KzJn1StzLqlVBFBRouHIljvHja5GVVcj06cJxS5feY/XqICZMqM28eU3E7zRt6sXLl1nUru1aqiybVqsnOTm/1NroP8XPz5mIiDGkpxdIDmCJ30VhoZbbt4Uakpcvx/6p53Zzs+LAgZ5G2zQaHf37HycvT02ZMtbiO9/gaLG2NmXSpNpMmlSbQYNOcOhQJNnZKhYsuE1w8CiiojKoXduNHTtC3s4zhO/b2Zlx+XIcFy/GkJWlYsSIGvTo4WM0P6hVy9UoE9lgINmxowtLl96nbl03sR5n8YA0Aw4OFmRmCsFiERGZZGSoiIoah62tGWfORLN1awjnzws1ioODk9m9u5toPP7ww0b4+Dji4WHD8OGniI3NRqGQ07FjRRIT86hbdwfJyfn88EMnRo+uCcCxY1FFi/+39UYLCjTUr1+Ggwd7/mLbOzlZUqaMNQkJeaUG7Xh62ojlPObNc+LatTiWLGkhPRASfxnBwcliYNfq1UGlOoB/uY9b0LdvUVmWLl0qsWNHV1JTlbz7bm0++eQGX355DxcXS9LSlIwYUQNraxMjpR8QnBtxcTlv1x1COZiUFKX4bv300yYMH37SaMwwoFRqGD26BmXKWPPVVw9KOIFzc1WcPRvNgAFVjRzAJiYyUlIKjMrUnDjRl1evsrC2NqFjx4pUrmyPVqunRw9vTp58iV6v582bXM6fj+H69TiuXYvj1q14Ro+uyZYtnbl8OYb9+5/TsmVZXr+eJI5jxWsc/9RGc/58f44di2LQoGpG+ww1xt+8ySUpKb9UB7ChRqqZmUKq+y3xr6JNm/IEB49CrdaWUC0bO9afefNuodPpWbz4Di9fjsfUVE6vXj7ExGSjVmtF24O2WFyFiYlclIB++jSVp09Tjc5rCHhPTs4nOTmfqlWdsbRU8PJlJomJecyYcUUsg6XRFJ04PDy92HxFhlwu4+jRSORyuHFjMPPm3cbOzuxnlYt+js8/b862bSEkJuZRrZowj6lSxZEffuhUYg61Zk0QqalK5sxp8IfVpiQkJP4zoqLGM3fubZYsuV1sq4yKFdezeXMXxo6tITXSPxSZvrQQQwmJ/xFXrsTStu3+EtuXLm3Jhx9K9WEkJP4J3LjxmpYt9wJCDbkvvhAMgWlpSsaOPYdarWPz5k7Y2JhSocJGMjIKcHGxJClpCvPnCxkvP4eVlQlKpYbu3b25c+cNqanK3/Kqo7gktKurFR9/3JDVq4N5+TKzxNH9+/vi4WFNly6V8fd3Qa8X5OF27Qpj7tybuLpaMmNGfYYN8+PJkxQUChk1agjR6vPm3WLx4jvIZBAYOOIXJKolJP5/M3HieTZufIKTkwUvXozHwcHcaP/duwkoFDIaNBCCOzIzCylffgM5OSosLU2wtzcnKSkPvR7s7MxJSnpXrLs9YcI5Nm16CghSh1pt0fNviMQ3MGNGAEeORBITk41cLuPbb1sxa9ZVAC5dGsj06ZcJCUnFx8cBExPFW6OLnqiozF/9ja6ulvTvX1WUld2woT2LF98Taw8/fz6WKlUcRcNHSEgqGzY8ZtOmJ7z3Xl2+/ba10flsbVeQm6vGzEyBUjkDuVzICNDp9ISGplGlioNR7XHDeVu33sv166957716rFzZVup8Ev81Vq16xO7d4cyYEcDgwcaOgNevc1iw4Da+vo588MFvm9OfPRtNUFAyEyfWxsnJOOMuOTmfhg13EROTTbNmXsyYEUBoaCpTp9bF1taMzp0PcefOGzZs6MCIETVwd18jOmNSUqbg4mLJo0dJHD0aye7d4XTqVJHcXA07d4aWMvcwZerUOpw6Fc2oUTVwcBDqeYaHp7NlizDWODlZkJY2FRCy7pYsucv166+Jj8/B1FRBZmahWDu8VavyXLsW+5M10EBaty6Ps/Nq0tMLjALZNm7syJYtT9Fo9KSnK2nTpjybNnVi0KATHDhgyLodQl6emk6dDgIwZEg1Fi5shoODOfPn32bdumAaNizD7dvDiIhI5/r11wwY4Cs6X37K48cpxMRk0717ZdLSlISFpdG8edkSEtASEv9r8vPVtGy5l6dPU9m8uRMjRlT/U89fufImUdo5IWESr17lsGXLU65dixOzazt3rsi4cbXp3v0wer0eCwsFBQVa7O3NyMpSUb26C1FRGaWWvjAQEODO7dtDcXFZTU6O2mjdkpamxMrKhHHjaokqJyA4TWfNqsfSpYJUdbVqTvj6OnL8+Avc3KwIDx9jNHb6+v5AZKQQrNqhQ0UuXHhlND/64osWfPTRdWH1JIPnz8fh4+PAmTPRrFr1iAEDqvLOOzXFdt+6NQQfH0cjyejiBAYmsnDhHVq3LvezNeELC7UcOvSc6tWdpcAziX8tSUn5XL0aS4cOFXFysuDy5TjatdsHCCVyPvmkMQsX3kYmg4MHe6JS6Rg+/BRarR4HB3MyMwuRyWDv3h4MGXJCDForjfLl7YiNzRbXQQ4OFshkkJqqxMxMQb9+VbhyJY4JE2qh0+nJyVGzcuUjo8ATwxykTBkrnj0bKyot5eeriYrKpGZNFx49SsLOzvxXs3hjYrK5ejWO7t0r/+yc4/jxF/TqdQSAuXMbs3hx81KPi4rK5MWLTDp0qCCugyQkJP58Hj1KJCBgV4ntzZuX5caNwVID/QORMoAl/jY0a7ab27cTSmy/cmUIrVt7SQ0kIfEXkpOjQqnU/KFatMUn48X/v3t3uJiF8sMPT5k7tzEnTvTh009vYm4uZ/r0S+zfH4FMJmTqmpsrUCo1Yq1cS0tTsfbduXOv8PV1LOEANkS0GmMc55SSksesWVdxcSl9AXL1ahypqUo2bnxCYuJk0TE1fHh1Tp16yd69zxgx4hQxMdnMnXsDmUzG2bP96dChAp991gRfX0cqVLCTnL8S/3pu3Ypn5swrBAS4s2ZN+1IX4hcvxrBnTzjvvFOTFi2KMmgNsqgZGQWkpSmNHMBHjkTSt+8xZDI4ebIvXbtWRqXSinKrtrZmqNVa0TmSnV3IixeZYiDGlCn1RAewwdlrcPzqdHojp3DDhmUwN1fw1Vf30en0fPXVffE+EhPzcHa2wNLSpFSHr8EgA4KDqHhtToDcXI1RlvCkSRfFezY1VTBw4AnefbcOEybUYtasK3z//UMqVbInM/M9I+WErKxC1GodQ4f6sXHjEwYPrlZinP05ycTs7EKuXxek5E6ceCE5gCX+q7z3Xj3ee69eqfvmzr3J9u2Cc7VxY09atiz7i+eKisqkW7fDbwMcUunRw5tjx6KYOrUenp7W+PltoaBAS5UqDpw82RcHB3NRKv3x4xSuXBEcrFu2hODkZCE6fy0tTVGrdaxY8YgZMy5jbW3K06ejyc1VExCwo9R7yc9X8803D9Dr4aOPrqPT6TE1lfPdd23EbN7MzEJyclRYWZnSrt0+IiONxwxbWzOcnCywsjLh0aPEEtdo23Y/y5a1oUwZa9LTC8Sxwt7enPPnX3H3btFY8vLlU4KCknnnnZpotTpq1nShaVMvNBodLVqU5eXLTDw8bPD1/QE7OzOCg0fx1VctsbU1Q6PRsWLFQ168yKRly7KlGmPDwtKoX38nGo2OBQuaMn9+U1q1+vX5YHBwMmlpBbRrV156GCT+MqysTAkMHIFKpcXMTPGnnHPy5IscPPiczz5rzMcfN2LRojsMGOBLmTI21Kmzg6SkfFxdrcjIeE9cpwDEx08kNDSVjh2FQAw3Nys6d67Mvn3PSjfGvS1vo9XqWbCgGefOvTJy/rq5WZGdrUKn02NrayY6f+VyGT17ejNmjD/ffRcoHv/sWTrPnqUDQpBMo0a7aNrUiy1bOpOcnE+rVuV4+TITMzMFz56lGY1PkybV5s6dN+I2CwsTzMxkrFz5iCVL7pCcrOTChRjOno3G09MGrVbHqlVByGQQFDSK2rVdS/y++vXLcOJEn19sa3NzBUOH+kkdWeJfTfPme4iKyqRhQw/u3RsmqoAANG3qSU6OUO9br4chQ06hUmnp0KEiVas6MnSoH8eORVG3rhtubla/6PxVKGRUqeKIjY0pYWFpaLU60tKK7CX16rmLkuvXrsURFZWJs7NlCdUBw8fExHy8vNZz/fpg/P1dCQjYybNn6bRuXY6rV+NQKOT07etD//5VcXAwp3XrciXG4QoV7Bg16pezBovXOC9NYh8ER3KtWttQKjV8+mljPv+8udSxJCT+S9SrVwaNZg6mpt8aKZbcvPkaJ6fVpKdPlRrpH4bkAJb4W+Dru7mEoUQmg4yMmdjbK6QGkpD4C4mOzqJ+/Z1kZRWyb18P+vXz/V3fb9bMi2PH+vD6dQ5jxtQUtzdp4omlpQk6nZ4WLYSgjjJlrLl2TZBNPX8+ptiiQ49SqcHUVKj9q1RqKCwsqrWnUmkJD0/D399VrO0nGBHk5Ocbr4rKlbMlK0tFdrZB7lmw1BgWWgasrU3x83PG3FxBamo8trZmmJsbjz/FZcpWrHiIXi/c67Nn6XToUAFTU/kv1tKTkPg38fnnd3nwIJEHDxIZM8ZfzNY1oNPp6dfvGNnZKs6ciSYh4V1x38qV7fjyy3u0aFEWb28Ho++9epUtGh8MWTdublYcO9abSZMuERtrXP/O3FyBn58gTbpx4xM+/vi6WPdboRBqghfP+lUoZLRvXwGlUsPQoaeMHCBJSYIUvI+PI56eNly79lq8RvHancK1OvHFF3cJDk5GqVSXaB+lUs3HHzdm/PhzaLU6srOLxhy1WkdwcDLTpl2mTx8f7t59I46/oaGpJCfn07ixJ1euxDFo0HEAzp3rz/LlbbCyMuXVqyy2bAmhffsKv+hIs7c3Z968Jhw8+JxPPmksdVqJ/xmG59zCwgQvr1+vIaVQyJDLi6SZhw8/jUajIygomWXLWoslIiIjM7lwIYbU1HxGjaqBlZUp1as706VLJW7ffsPEibVxdrYUs1mUSjUbNjzm9m3hmcvLUxMZmcHr1zklancXv77B+GEYS9RqHTNnXhElE+3tzShffiPVqjmWWNOA4EQ+fbovP/74jLVrg0vs1+uFen8G+UZDLe6srEKjuuUGHj1KIjk5n7i4ieK28PA0sXbg8uWCoyg7W0VoaCrdu3uj10PHjgdF5/iYMWc5cKAnH354Da1Wz9q17XF2tiQlJV/8XQkJeb/p7xsYmEijRrvR6fSYmyvYt68HvXr5SB1f4g8RFJSMWq2lYUOP3/ydP8v5m5lZKCp3CDXEx3HhQgwHDz6ndevyuLhYiXLGc+ZcpWPHijRoUIaZM69gbq4gMDBRHC+SkpQlnL+1a7uSkVGAh4cNH37YkGXLAnn5MpNly4yln62tTTl6tA8dOgjqaIYgFsM4VLGiPcOGnSI3t2R9YQNRUZlERWUyYUItBg48wZs3uW/nJxpRrnrYMD927eomtntmZiG2tmbUqOFCmzYHjNSSzMzk7N8vqA507lxR3F4y+FZCQqLo+RBKsQjvVOEZbNeuPDY2puTmqnF2tqJz50rI5UIA/JIlghraxYsxfP55Mxo29KBJE09iY7Pp0uWQ0dyktGtduhRTbItxcO7Dh4YANL24xjGUqQHo3r0yp09HG62b8vLU3LgRT36+hogIIcDEEJSm1eo4cOA5Bw8+R6+H3r2rcORIr9/dRi1alOXKlUGkpiqNJPmLk5iYJ9p8DOtDCQmJ/x4KBeh0czAxWWakqJaRUYBc/i063Rypkf5ByKUmkPifd0L5tyUMJcKkZo7k/JWQ+B8QGJhIenoBWq2eixdj/tA5evb0ZvLkOkZypA0alCE2diIxMRNp1aqcaNwQlycyWSnGHBNxol98IWJY4Dx9mkJU1DjRsJyfX+QkNjhv4+JySnXOVKpkb1Rrqn59D9ata8/z5+m4ulpy6FAvLl2KoVu3Q2zdGvrWENSajz5qxKxZ9UVDk4WFCaNHS7UwJP7/0bFjRQAqVrQvVf5LLpeJ9X0rVLAz2le9ujM7d3ZlwoRa4rbsbBUqlfZtRmx9evb05vPP7zJkyEm0Wj1eXrai81cmkzFoUFV69fLh/v3hfPXVfdasCRYdKOnpBVSsaG9Uf9PMTI6npw1Hj/bh7Nn+KBTCNDgtTYmlpXGtqdq1XWnf/oD4O9aubc/Kle3F/WPH+vP0aQrBwUJ9u9IKqri7W1OzpjMzZgSwenV7KlSwEzN3DTKqhYUaWrTYy9dft6JcOVtAT6tWe+nW7TDVq29hwoRzaLV6tFo9O3aEYmUl3Ofw4adZvPgOnTodICur8Bf/TgsXNiM09B2GDZMybCT+d8yd24QLFwbw5MmoEkEfpZGaqkShEILABg2q9vb5EGrHdexYkaZNPZHLZbRoUZbBg08wefJFPv74Bk+fpjJv3i0WLGjKqFE1mDDhHGfPRlO/fhlkMiHj7u7dN1y48Eqcdzx5ksKAAVXp0cMbU9Oi5fGgQX5YW5tiZVV6zHTx8SUjo5DMzAKjTN0BA3w5ebIPZmYKtFo9rVvvp3PnSiWCywwkJhY5W9u0KSc6yg21Nw3jh+GzmZlCHIOgqPafMCYJg1KnThXp1KkSALGx2aLzF+DevQR69DjMjz8+Y//+CDZtegJAq1blWLmyLTNmBLBoUbPf9PeNj88V52mFhVq2bQuROr3EH+LixRgCAnbQqNFuDh58/pdf/9ixKPEdPXSoHyEhqRw4EEFcXA7Llwdy8eIAtm/vgqOjOd99F0ivXkdYvjyQHTtC2bTpiVj3VnjXIz6rMplQVzM0NI24uByys1UMGnSCW7fiSUjI4+rVOK5dixe/q9PBq1eZ4nP/03Fjy5YQcnJU6PV6WrYsy4ULA9m+vUuJYLxKlew5dixKdEABRuPcjRtF16xb142LFwegVuv46qt7JUrlGMZMU1MFY8fW5ptvWnH0aB9R9SgvT01QULKRQ0lC4v87CoWMI0d6M3FibQ4c6AlAQYGWvDzBPnHr1ms6djzAhg2PmTKlrvg86fV6Pvzwunieo0ejCAtLE52/np7WbNjQAfnPWPVLC4opCnQraXeRyWQsXdqStWs7YGYmB2SYmspxdbXEzExGq1Z70euF4woKNJiZyUVFNcM66OjRSDFI5PfSunU5+vf3/Vlp50aNPPjuuzaMHevP0qUtpY4lIfEXodHMxsfHeO0mjAXfEhqaKjXQPwTJASzxPxxEBOfvT42mlpYmaLVSJImExP+Kbt0qM3BgVZo182L69IA/9dx37ryhatUfaN78R/Ly1EaSRC4uFiWMG7a2pqWcxXjQmDLlklF2MAg1sIrXqSue1ePr60iPHt5s3dqFGTOKfl/z5h4cOhRJSoqSlBSh3t3Qoac4fTqaMWPOcOLEC6KiMvj66/t8+eU9mjTxZPbs+ly9OghbW7Nf/N2hoak8f54hdS6JfxUzZwYQFzeRsLB3xNpQP+XatcEcOdKbs2f7/+K5Tp58gavrGipU2Eh6egHLlrUmNVVJYmIee/c+IyIinapVnahb1w25XMa0afXYu7cHR4/25vDhSD755AZTp14UM1qAYvckjBllylgTHz+JLl0EZ8i8eU0ICHBn6tS63Lo1RBwzzMwMkozCuKHT6alXz50yZSyNFj3Fs/IM3zU1LRrD0tOVdOlyiPnzbzF79lVWrGj71snkw5EjPbGxEca3yMgMqld3xt3dGpCJgSxJSfmiQ0ehkPH4cQpnzkQDYGIiEw1I27aFSp1R4m+PTAbt21cQ617/lvlCYaEWjUbIln/wYDhnz/Zn//4emJjIuXVrKFrtbFasaCs6Ow8ciKBLl4MsXXqPLl0OsXp1ELm5ar777iEPHghZeQEB7ly4EPP2ORa+d+LES/Ly1LRo4WU0Xzh7NhoLCxMaNfJEMJYaxohfDlBdtKg5u3Z1RaPRs3t3uFj3U6vVcelSjJGagExmfD4vLxs2bOjInj3defBgBEeO9ObUqb6MHl2T3bu7s3t3NyZPrgvAy5eZYs1fwEhlwICjowUNG+5iy5anlC1rS+fOlTAxkYuOHKVSLaqtNGhQlG353nv1WL68DW5uVmzdGkKvXke4ejXuZ39zjx7ezJvXBA8Pa+zszBgzxl/q9BJ/iJcvs0T7QFTUXzd3fvUqi+TkfN5996KY6RIUlIyHhzX16rmjUMgYPLgaZcpYM3JkDbFMjrW1KbVquSKXyzAxkYslHORyGbt2dWPOnAZMmFALvV4oQ6HR6NDrhYx9tVonvs8N8xVDPKxSqWbhwjuiYpHBWSSMG7JiykZgb29Ju3blGTmyBpcuDaR6dWdMTOSsXduOChXs3krYF62f9u7tzvjx/pQta8unnzYuZp/RcfFiLOfORYvbWrYsS/v2Qr3NKVPqcuxYH0xNZQwceAxXVyt69vQGBHlWT8911Ku3g4oVN4oqCxISEtC2bXnWr+9Ao0bCe9bd3Yo1a9rTs6e3ON7l5KioUmUzqan5ohO0uI2hc+dK2NmZYW5uwvTpAdy6NZSqVZ1KOEy9ve0ZPbomN24Mwc7O/GfmZLISc7QNGzpQo4YLAQFuqFQ6QI9arSMlRcmUKZfFIC/DWKJS6UhNVfLRR42oVKko0HfWLEEd5caN13z77YMSJbv+07Xn5s2dxKBACQmJv4bIyHEMGVJS6bBmzW0/W+ZC4u+FJAEt8T/h2LFIevc+VmJ7v35VOHiwl9RAEhL/Q6ysTNm3r8d/5dxbt4aQlVXIrVvx3L+fQL167lSp4kh0dBZLl7YkLU3J5s1PiYnJobBQY5QhXGS3KFqwWFqacPRoJACVKjmQmVlAfr6arKxCo2xgAFdXK1QqDd9914Zu3SoTEZGOpaUJrVqVxcHBgtmzGxAbm8Pu3WHY2prRvXtlli0LFA0vN2/GU7GivbjocXKy4NtvW/+G8S6KPn2OIpfLuHx50K/WPZSQ+CdhyPD9OVxcLOnd+9dlQE+deolKpSUxMY/bt+MZNKgaQ4f6ce9eAo0aeeDj44CZmYKoqEx0Oj2rVj1iyZLmWFubGhlHDI4WuVzG48fJRmOGk5MFL19m8eOP4XTrVpnWrcsRGDhC/G5Q0CimTbvEzZuv2bfvmZHs85s3uWRnq6hSxZHIyAy2bn3KihXtKCzU0rZtOapUceKDD64ZySOp1Toxo08uhz59jqLXCzXxQkLSsLY2IzdXjU6nZ9myQBYsaMrXX9/H19eRjIwCzpyJJj9fw4ABvhw48JzHj1OYPfsqXbpUYvr0AFG67c6dN0yfXu8X21et1hEbm42TkyVRURliNqSExN+VYcP8uHgxBpVKy7hxtXB2tqRTp4rifODkyRfY2prRoEEZmjTx4vZtIYvOMG+wtjalXz9ftm4NYcyYmhw+HMmbN7mYmytKKIo4O1vSrdthHj1KEuuFgyBxBhTLmhVkVw0y9e7ughSswfiq0+kpX96O7dtDiI/PEWWqDTg4mPP0qXGkvF5fNG6BIGv47Fka8fE5HD0aRf/+vlSt6mRUQ714lnFx53HnzhUZN86fO3cSxIj8gwefo9HomD37KmPG+HPmTD9iY7OpUGHj27FJzosX49Hp9CWUGkBwKgsy9noiIjJ49mxMqX8vuVzGwoXNWLiwmdR5Jf4jRo6sTlRUBoWFWqZMqfuXXHPv3mcMG3YKa2tTNJqi5/Hs2Wi2bw/l4cMR5OerRRUOgFmzGhATk027duX54Yen6HR6/Pyc2bWrG4GBiXTpUgkvLxuqVnUiJSWfpKR8VCoNiYl5REVl4epqSWJiHqtXt+Pjj2+IAWx6vZDlr9HoRLnVxo09xOdeLpfh7GxhJAl94kQkR45E0qdPFWxtzQgJeYeCAg0ajY7t28PE8cnAw4fJbNzYCYCUlHx27gyjZcuyDBhwnAcPEnF3tyItTcns2Q358ssWyGSCA1qQpY4S11h37rwRa3sGBiaKQSgajY6HDxNp2tRT6tASEj+Zi1eu7IBMBu++W4d3361Du3b7uHxZyNDPy1OTl6fmk0+aYGmpYPz4IqUkw1oEICurEKVSQ9u2+9Hp9Li5WZGXpyIvT0OPHj4sXdqS7t0Pk5tbMjDMz8+Z3FwVcXHZ4hpJJpPh4GDOZ5/dZOPGx5iZmaDRaI2cvvb2ZmRllTzf6dPR1KzpRkxMDjqdnvj4XC5diqVnzyOoVFpu337D4cOSjVdC4p/Onj1dGTu2Ju3b7zfaPnjwSc6ejWHr1k5SI/2NkRzAEn85AQE7ePQoucT2uXObsHixZDSQkPhfMGTISQ4des78+U2NIsH/bEaPrsnFizHUqOFMw4YeLFp0h8jIDHFR89lntwDEbJQXLzLffpahVusBPVZWZuTnC1HwBnlogPj4HJydLSgo0JRas27IkGoEBSVz7FgU/v4uNGv2I2lpSlq1KsfRo70BIVMmNnYiOp0euVzGzZuDGTToJKamcqZMqUP58nacONGXsLA0Bg2qSu3a24mOzmL//h507lyp1N8cEpKKXi9IVoeGpkoOYAmJUujTpwqHDj3H09OGrl0rAzBlSl3GjatlpAxgcLDqdHpyc1VYW5syY0YA0dFZ7N37DD8/Z27efI1Op8fa2tQoY6Zz58r07XuUx49T+PLLeyxa1BwTExkTJ9ZGoZChUmm4fv21aOyoWdOFZ8/SKV/ejlGjzhhFsMvlMsqVs8HHxwGdTs+cOVeNnDgGlEoNCoWM996ry9y5wvgWGZnBJ5/ceDvmmJORoeLLL+/Rq5cP164N5tmzdPLy1Cxb1oZnz9Jp3bocz56l8/RpKq1aCeNHjx7ejB9fi4iIdD75pNEvtq1Op6dp0z0EBiaK9camTKnL6tXtpI4n8bfF2dmS48f7lLpv3bpgpky5CECvXj7cvl0kYTpunD/VqjnTuXNF9u+PwMvLBi8vGyIjx5KTo+LlyyyGDTtFVlah+EynpeWL8qgKhQw3N0sSEw2fi9QAfH2daNu2AuvXB+PpacOZM/3Zv/8ZLVqUpVevIxQWalEqNcTG5hvdr5ubFWlpBdjZmYv1vkEIuDPMZ4qzfPlDtm4NJTOzgOXLA5kxI4DZsxtgaWlCenoBc+c2JidHxevXOdjZmbF7dzjDhvlhZqZg06ZOaDQ61q0LRqeDc+eiOXMmWpSBBvDwsKFuXTeCgpLp0cP7FzNprK1NqVzZgcjIDPz9XaSOKfFfx8LChK+/bvWXXvPmzXh0Oj05OSo++aQxT56kcPr0S3EuYHhei/Ppp9cJC0sjLCxNDKgKDU1l4sTz3Ls3DIDLl2Pp0GE/Oh00bOjBnTvDsLb+noICDWq1lqysaQBERWWxYMGtYnMd4wKfERHp+Pk58+xZOjqdnpQUJb16+XDsWJR4THa2it69j/LmTS779/egbFlb6tbdQUREOgEB7m9rhgtO5uJSjh06HODx4xRxfgDg4GBBTMxEcf7Vp89Rjh6N4uOPG7FgQVMmTqzN69c5fPhhQ/E8XbpUont3b27fjqdJE09GjpTK40hIGNDroWXLH7l7N4GxY/3ZvLnIUbJtW1dWrnyEk5MFa9cK84tZs+phZqbg6tU4mjTxfBt4/gDBYavnzp03REVliIHpZcva0rp1OU6ceMH5868oX97uZ0t5aTQ6UlMLKHL+CuU1Bg48YXSci4vF2+MMa5qidY63twMvX2ai18OTJ8k8eVJk361UyZ4qVRykP7qExL+Qdu3Ko1LNwdzcWM1127an7N37DKVyutRIf1Nken1pVcskJP47VKiwSazfJ3ZCGaSlTcfR0VRqIAmJ/wGZmYU4Oq56+4za8erVhD/1/ElJ+Rw9Gsn166/58MOG1KrlKu776KPrfPXVfQDc3CxJTv51iaD69T0IDExAJhMyV35qJDE2IinEDByZTCYukhwdLSgo0KJUqgkIcDfKAty06QlTp16iWTMvVqxoQ1hYGr17VykhT33q1Eu6dz8MCJlKu3Z1K/UeMjIKmDXrKubmCpYta22U1Swh8W8mJCSVDRse8/x5Oi4uVqxe3Q5HRwujY/Ly1KxZE8S+fc949CgZmQzu3x/OqlVBWFub8u23rXj+PIOZM69Qo4YLHTpUZP78W3TsWIEWLcrSqVNFowy4hIQ82rffLxpJi/Pq1QT69j3Go0dJRtsnTKjFjRuvCQ8XVAGUSg0ODuZYW5sRH59T4nf17VuF6dMD6N37qJgh+NN5zaJFzXn4MElUKKhSxZH4+FzR2WPIMqxfvwyBgYkA1K7txpo17WjVai9arZ49e7ozZEi1t0YXDdHRWfj5Of/uzN2MjAKcnFYbbWvcWDBES0j8ES5diiU1NZ/+/asalVv4q5g06TwbNjwRn63o6Cy0Wh2rVrVnypQ64nFWVt+jVGqwtDTh88+bc/36a+bNa0K9eu5Mn36ZlSsfAdCmTXmuXIk1micYqFevDKNGVef16xw++qgRDg7m3L79Bj8/J5ydLSko0PDwYRInT74kLCyNwMBEkpLycHS0wMPDhvHjazF5ch2aNt3N/fuJRuf+8suWfPnlXXJz1ZQpY01SUr44p7G3Nzeq7z1jRgByuYzvvgvEycmC9PQCnJ0tSUtTolDISEycjIuLJSqVlm++eYBGo6NPnyqMG3ceKysFR470xsbGDFNTOTEx2Xz77QN8fR157716v9reWVmFPHmSQuPGnka1QyUk/ulER2chkwn1dt999wJlygg1Ne/dSyAwMImOHSvg7+9KUlI+d+++oW3b8qLqiJfXet68yUUmg2nT6rFqVRA6nZ7Wrctx5cogAL77LpDZs6+K10tOnsyIEac5d+4VvXr5iAGoQ4ee5McfBQnFgQOr0bhxGRYsuF2qrLtMJsPFxYJu3SrTr58vT56k4eJiQUaGko8+uiHOJ65cGYiLyxp0Oj2+vo7ExeWgVGqwszMjJmYiDg7mb9dEq8nMFOYy3bp5Ex+fw7x5TejTpwoAublqbG1XAIKTKS5uYqltWVCgYceOMCpVsqdDhwoAhIWlcfFiDP37++LpaSN1OIl/LbduxePsbEm1ak6l7s/JUWFvvxK9HipWtCc6evyv2mfatt1HUFAyPj4OXLw4kIoVNxod4+xsQVpaAR4e1iWC3999tzZbtoRQWKjFxESOqamcwkItMhmsX9+BRYvuvs0A/mVKmxcZbDYTJ9amsFDLtm0hRvu9vR2YO7cxZ89Go9HoWL++o1gr+LegVuswNZXz9GkqX355j0qV7Fi4sBkmJtL8Q0Li74RCsayEvUWYU0klPf+OSBnAEn9dZzNZZiSNKA0OEhJ/DxwczBkzxp8DByKYNq3en3ruyZMvsm5dsPj59escrl0bTHh4GsOHn/7Jwkjzm8754oUghyZk1ZZ0/srlMmrWdKF6dWf27i2qR1F88ZKRUcCePd148iSVMWNqigut58/T2b49FJVKy5UrsdSvvwuVSlsiUhegRYuyNGniSVRU5i/WunN0tGDr1s5SR5P4f8fAgScID08TP9ep48b77zcwOubzz++ydOk98bOFhQn79j1jxw6hrq0gZZjC1atxXL0ax6BBVbl0aQDe3pv55psHJZ5NDw9r/P1dCQtLM7qOj48DsbHZpTp0g4KSCQ8XxhWlUsPly4Po3/+YeGy1ak7UquXK3bsJDBjgy/z5TZkw4bwoD/9T9HohW2f9+g54e9tz+/Yb7twxroWn0+nZvr0Lej3MmHEZCwsTduzowqNHSeJcae3aIEJDUxk4sCrBwclcuhTL7Nn1jYJofo29e5+RlJTPokXNOHYsilq1XElMzGPevKZSB5X4Q1y//lqU/vrmmxzmzGnwl9/DokXNOXr0Bamp+Xz2WROaNvVEpdLi5+dsdFz//r7s3BlGp04VRSdMRkYB164NZvLk2pw+/RI7OzNcXS1LzBMMPHmSzLRpw0lNVTJmzFl0Oj2bN3fC2dkSpVJD06Z7CA4WMl8MASSGNU5Ojoq8PBUajY7Y2Jy3xhI5Tk5WBAS4MnVqXSZProNarcXZ2ZKkpHxWrnyEWq1lyBA/Ro06w9OnKYDgqDpx4gWAWBvcEIDi7m7No0dJHD4ciYODuRhYd+VKHA8eCLKxzZr9yPPn6Sxb1obt20MJChICYRo29BBrEhYnPb2AmTOvYGIi1EQPDU3jm29aoVDI6N79MLa2Zly6NJDy5e2kh0LiH8nFizF07nwQmUzGhQsDOHeuPwD37yfQps0+9HpYtKgZNWq40Ljxbl69yqJVq7Lk52uIiEjH19eJN29ycXS0ZNy4WkyYUJurV+MYMMBXvEbDhmXE//v5ORMZmYmrqxWrV7fn3Xdri/vatq3A3r3PsLc355tvWrJo0R2ys1XIZMK4UrysTfnytqSk5LNtWyj79z8nL0/Itjl0KFI8xs7OFKVSw+zZ9Xn6NJVp0+oxZMhJlEoNZmYKvvnmPp9/Lkg7z5vXhNmzr6BQyPHxsadr10r07FlUusPGxpRp0+qxb98zPvjg58f7BQtu89VX95HJ4MGDEVSv7kz9+rtQKtVs2xbKo0cjpE4n8a9k/frHvPvuBUxM5Ny/P5y6dd1KHGNra8ZXX7Vi375nfPTRLyv3qNU6AgJ28PKlkDgTH5+Lu7tQb/vMmVdv64jrSUsT5gDFnb8ymbCWevEii8qVHQgPT0Oj0aHR6FAo5DRs6MGPP0b8JucvgJmZXCyHY7CzGAL2f/wxnMuXB5VwAL94kcnEiRdEZaRZsxr8qgNYqdRQUKChffsDhISk8tFHDVmy5K64Jqpb153+/X2lziYh8TdCq51NpUqbePUqy8gOIpd/S17eLCwtpaCNvxOSA1jiv45GA2ZmxvIAAKamClSqmVIDSUj8Dfjhh0788MOfX7Ph+PEoo8+GzLVNm56IWXiurpakphaUKp9anI8/bsjXXweSkVH4i8eVL29HeHgaT56klNi3dGlLAgMTadWqHEOG+DFkSNGio06d7cTEZBtlExru6cGDRO7fT6BhQ49ixhUzbt8e+qtt8MknN9iy5SnTpwfw8ceNpM4m8Y/k6dNUBgw4jq2tGSdP9sXd3cpo/+vXObRuvY/MzEIWLGhKcHAy8mJzfhMTOQEB7gAcOvScqKhMJk+uY5RZP39+UwYM8CUiIgOZLBCZTMbXX9/HykqYrrq5WVGtmhNZWSqys4Vx4OjRKEaOrCFKqyuVGvbtEwI/nJwsMDGRk5ycT1RUJhs3PiEpKb/YPESOmZmCJUuaMx3froUAAIAASURBVG/ebVGatVevI0bO3bi4HFq3LoetrRl+fs4sWHDLKLikOAqFDL0eOnSogLu7FV9/3Ypx486KDmBXVytSUvIxNZUzbdplsrIKMTNTcPfucKpWdaRqVSeePk3l3Llobt6M5+bNeJYsuStG4EdFZXDrlvG4k52t4syZlzRvXhYvr6IMm4sXYxgy5KTYtsWVDiQk/ijFs1KL//+XePMmF2dnyxJKGn8UNzcrEhPfpbBQW+KcBQUaYmKy8fV1YseOrtSt68b9+4m4uFiSmqqkdm3BMLto0V2iojJxdLTghx+6cOxYlJGR0/DMjRpVg9jYbJYsuSfKrW7Z8pQffnhKVFSm0bULC3XIZMJ3U1KUpKQo+fjjG8yffwuVSvfWWKIjJ0fJlCl1sLExVgRxd7diyZLm4mdLS2HsMzdX8MEHDcU5laOjOZaWpowfX5uGDd2pU8eNGjW2vlV0KVJZqFPHjbt332BpaSoG42ze/ISQkKI6xIsW3eHUqb4l2njDhsdiII6BHj2OUL26M0lJQj3Tfv2Oc+3aoBLSuBIS/wSCgpLfOhf0PHqUROvW5cR3qsFukZVViEqlJTFRcLBERmby5k0uAF5eNkyZ0oWvv76Pv/82nJws+Pzz5ri6CvOj5OR8vviiKMBNLpfRvv1+lEoN+/c/Y+/ecOLjc9m1qxtqtZYOHSry/vsNKF/eDlNThfgdIdg0i7i4bHQ6PR06VGDbNuHZzM9Xi2NeTk4hq1a1IyIinSFDqlGt2hZyclR89FEjunSpxLVrgxk9+jTBwSl88cU9OnasiKenDXfuvGHatHo4OJizcOEdcS41e3Z98d5XrGjLihVtS7wLLC1NxHWTYfw01DU/ceIFSqX67RwxW+pwEv9aoqKEclYajY6XLzNLdQADvP9+gxKBsIbn+LPPbqHV6vj88xaoVFpevcp+a28wp1o1R1q0+JFvvmnN/v09sbVdgVqtF+0qxe2shrJT58+/KnEdBwcz7tyJ/5lfIUhL/xQvL1uiozNRKIS65MVL7GRnqwgKSsLCwoSCAqHkjU4nBNMZbCgmJnJev84hNVUpOoGjo7OIj8+leXMvAO7eTaBDh/3IZHJycoR55YEDz0Xnr1wuw9vbQepoEhJ/Q6Kjx9O69V6uXXttNA5ZWX3HkSN96N3bW2qkvwmSA1jiv0pYWDo1amwpsb1Hj8ocP95XaiAJiX85ixY1Y8mSu2IE661bb0hLU9K1a2XWrXuMra0ZkybVZvHiO+Ikv0wZK7H2XnGjiVar/0W5ZwPFI9AAatZ0xtfXifr1y9CzpzdTp9YtIcOclqYkJkZYaBV3RJcvb4eVlQlPnqTQsuVeXrwYb+Rg+TW0Wr0oxfjVV/clB7DEP5adO0OJiBCyZE+ceMG4ccZZ7xcuxIg1u+fMuUphoRZ3dys2bepEUFASjx+noFDI2bkzlJEjzwBCRPu337aiXDlbvLxsxDraNWq48OTJaPr1O8bz5xnk52vYubMbPXt6v83Wg+XL2zBjxhXS0pRMm3aJ4OBRgOAwmT69Htu3hzJunD+enrZ8/vkdBgyoikwmw8REhpeXLT/80ImqVZ0IDEyiYUMPLl0agKPjKlQqnej8NRg48vLUrF//GIBx4879Yjs5Olpw9mx/0dndocMBLl8ukpZt06Y8nTpVYOzYc6LzTKXSsnZtECtWtBWl4vfuDTeesJvIUau1VKpkX+Kaffse5dKlWDw9bYiJmSBKpBWX5v1fyPRK/Dvp3t2bdes6kJKSz6xZ9X/1+K+/vs+HH16nShVHHj0aWcLp+Z/wU+evVqunSRMhI3fChFq8/35DZs26CkCrVuVYsqQ5TZp4iuMPCE6Mr766JzovDOPErl1d6dPHl5s3X+Ptvdlo/hEbmyM6fw1y7sL/hcBXE5OibUJ9ceO5S0GBlh49jnD79lDxfkojISFXvEaDBmXYubMbgYGJzJpVv0Td3jJlrMnMLMTZ2ULMDM7JKeSbb1rTrVslPvvsFhcuxPDuu3X48MOr5OYKGYVOThalXrtWLVfkchlyuQxHRwtSUvJJScnn2rV8MdM5MDCRgICd1KjhwrZtXf7Uv62ExH+bceP83waryYyUfNq3r8DmzZ14/jyD2rXdyMtTc/BgTw4des7IkTX49NMbhIenM3FibQIC3HnnHWFOk55ewNSplzh4MJL33qvLqFFnxGA1Dw8bQkOLAi/0eqHusOEdbghOy8wspH37CqJDSSaTcelS7E/GhTymTq3LypUPqVXLjf79T3DtWiy5uWocHS04cKAHnTsfEucy27Y9pXlzLypVsufJE+EezMwUFBZqmTv3JgcORAAYrVE+/PAajRt70KyZV6ltd+xYFAMGHMfFxZIHD0bg5WXDokXNcHe3olIle5o08cTaOgUTE8FpNG1agNThJP61fPBBQ7KyCnF3t6ZXL5/f/f2tW0P47rtAQJBZnzOnARs2dOTkyRfY2Zmxc2cYAJ07H+T8+QHY2pqRnl5QIsHGUB7C09OGV6+yjOSby5a1Zc2a9vTufcToe0VzmNIrQzZsWIYnT0bRv/9xzp6NBoTyPQZmzrzCw4cjOHgwgnv3EsXa6QCDB1fl0qVYBg06gbu7FRERY0lNVeLvvw2lUsMHHzTA0dGCmJhssf549erOZGQUMG9eEw4ciCAlRclXX7X4Wae6hITE/56rVwdz5UosbdvuN9rep89hRo2qybZtXaRG+hsg1QCW+K/Rp88xsfZdcb78sjkffdRYaiAJiX8Jly7FEh+fw9ChfqXWZlGptLi5rRWdHXv2dGPwYD9yc1WYmSnYt+8Zo0adEQ0dJiYy6tcvI2bMtWtXng8/bMju3WFs3x728y+0n9Sokcn0eHrasnt3N1q1KscHH1zjm28e4OPjwI0bQ7C2NhXreAF8//1DjhyJ5NmzdAoKtLRvX44tW7owduw5Dh16jkIhIzJyXKkOmF9i9OgzbN8eyrRp9UpEz0tI/FO4dSuebt0OY2Njys2bQ6hY0fg5SEzMo2PHA2RkFGJqKic6OosGDcpw5EhvypZdDwjZbcUzcGfPrs+337Yu9XqrVj1i+fJAoqOFwIwLFwbQvn0FcX9hoZYaNbby4kUm48b5s2lTp2IGhxPs2ycYNPfv74mXlw0dO+4nL09weDg7W/L69ST8/bcSFZVJ8+ZerFnTnnr1dho5eapWdSIyMgO9Xs+vzZYrVLATg0hWrmzLkCF+bN78hLlzb5Yof1GunC0ajY6EhDxkMj0ymZzLlwfRqlVZ8ZgOHQ5w8WIMIET/79rVDZlMT4cOFUs4vWrW3EZoaCoWFiakpU0xysY7ejSKpKQ83nmnppG6gYTEX0Xbtvu5ckVwYAQHj6J2bdf/2rXS0pS4uKwBwNfXkUOHetGkyR5yc1UlxomIiHSWL39Imzbl+PDD6+LzC2BubkK9eu7Ex2eTmVn4f+ydZWAUV9uGr91k4yHuwWKQ4O7B3d2tOIXipdBCjZZCaSlepLgUd9fgEBziIUJC3D2ble/HkAnbBAp9+75fZa4/kNmZ2dmzM2fPOc/z3HeZPpwGBnKUSg2dO1fm5s04nWpoMzMFs2c3wtragJkzr6BSCZXBv+1HbtwYQtOmJQHgS5deMG/eNRo3dmLFijb4+cWwadNTBgyoQvfub8+gT07O49KlFzg6mtG27V7Uaq3oI1yvnoOOAkB4eAYHD4ZiZqZgxIhqOmOh1wkJSUNPT46TkykffXSJzZuf4upqTu/eXqxe/QA9PVCphA+1c2dXhg71lm54iX8Mdetu5+HDJGrWtOPx45Fv3G/Rott8//1dnX7C2FiP/PySCjhXVzOxok8mAzc3SzFp7nVGjqzG1q2dsbJaRUaGrsJC165unDoVgVwuZ8QIH7ZtCyjlvQfQqVNlMVBTTLlyBuTnqygqEsY4crnge9y2bUUuXozG3FxBYOAYZs68LAaEf/65PRMm1CrzM48bd5ZNm54C0LSpM/XrO7JsWatSHuHh4RmkpuaXKTMvISEhcOZMJF26HESrhcOHe9GrV0kQ+cCBUPr3PwaAubkCuVyuM97Q15fTooUL16+/xN7ehDp17Bk1qjonTkRw82YcoaFpODiYcuPGYNzdLZk//xqLF98R5xdarYbs7KIy1lWEf1esaEOXLm6kpOTTp89RcnOLdN7f3NyA+PhJrxJ/16JSacTjnZ3NxGQ7gMePR5Kami8GiWxsjElNzcfCwhBPT0uMjPTZv78Hjo6m0k0hIfE35E3qr66u5sTETJAa6P8ZKQAs8V+hWrUtpfz3ANLSPsLKykBqIAmJvxBaLVy9GoObm2WpipLf49atOJo23Q3A118357PPyk7u2L49kJEjTwFa6tZ1JDAwlfr1HTh/vj+PHyczcuQZQkJSdSYdCoUe9eo50KFDJb766laZ3nxubhY0bOhE7dr22NgYM25c6eo8b28bLCwMyMkpEmUPDQ31MDTU49q1wWX6aWq1JROfxMQ81q17RMOGjnTp4vaH2rgsmUoJib8bRUUa9PSEirC3kZKSj59fDG3aVMDYWJ/q1bfy/HkGzs5monTihAm1WL68NcbG+iQl5WFmpuDatVhmzbpCZGQWeXnCYoSRkT59+3qxdWsnjh17zvr1j2jVqgLz5jUiK0tJcHAq9es7itf05EkydetuF4OuM2fWp6hIzapVD3Wu8dtvW/DFF4Isq62tMcuWtWLUqNM6+xQvTPwecrmMxYtbsGSJPzIZnD3bjyVL7rJ/f4gY9CkOFr0eBNqwoT2tW1dET09WKrEkO1vJqVMRmJkZ0LZtBYyMSkR77tyJ5+zZKIYN88HNzYJHj5JYv/4xPXt6iFXUEhJ/FS5ffsGsWVdo0sSZ1avbib+t/y2Knz0TEwP8/eMoKBCCMOXLm/Pxxw25cyeeOXMa6Pz2z5t3jaVL7yJUwMjKDKqAUGVbLAVbs6Yd+/Z1p0oVaxYtus2CBdcxNNSjXz8vPvigBm3aVODgwVD69TtWegIug/btK7N9e2cdOX1X15/FxdINGzowblxNsT9ITs7Hze3tCWgjRpziyJFwJk6sRcuW5Rk69KQo09qwoRO7d3fF2dnsD7WrVgv37yfg4WGFp+cmUlLyxaQ/c3MD7t4dhoeHpXTDS/xjsLdfS3JyHlZWRqSmTnlr35WWVoCn5ybRn/v1PmPZslYMG3ZS3KavL+fzz5vyzTe3xP6ppP9qyccfN2DDhidMmHBOp8/w8LAiLEyoDDYzMyAnp3Riip6ejG3bunD8eLiYCAdgaWkoBpRfVy2oV8+RsLB0srIK6d7dgy1bOjJjxmWMjfX58cfWOopJGo2WDz+8wOPHyUyaVJsffvAnM7NQDGwfPNiTPn08/+N2v379JZcuvWD06OrvPS+VkPg7kZSUx+jRZwCYMaMeFhaGNGjgWOYzcf58FG3aVKB1631otVqMjPTYvLkzAwZUoXbtbTrWDsVzDZlMSOQYMKAqlpaGgJDwfvBgKDduxKLVykRrmjdhaKhPYaGKmTPrM29eIwYNOi6qEpibG1ChgjkNGjgRHJzKnTvxaLWCxc7337fE3z+BXbuCUCjkuLiYEx2dyZdfNker1RIWls7jx0k8fZqCtbUR8fGTMDDQY8eOQFasuM+IEdX46KO60k0iIfE3RC7/Ea1W85ttoFbPlhrn/xEpACzxp2Ng8KOYXfr6IESjkR52CYm/IsWZoObmBoSEjMHJ6d2zLi9ciKZ9+/2AUM03f35jUU4wN7eIrl0P8exZCs7OZjx/Lki5VqliLUrJTphQi/XrH7/1PRQKuU6fYmYm+HA+eJCIoaEe58/3o2lTF9LSCrCxWf3G8zRu7IxCIUcuR/SoaNDAkb59vZg7t6HOvhqNlocPk/DysnpjZYyEhIRAQkIuFy5E06FDJeztTUq9np2tJCwsnaioLPr2PQoIcqxXrgxkx45ARo06jZ2dCampBahUpb3A58xpQMOGTmIGPMC9e8NFmeVibt2Ko1u3Q+ICrJ6enIiIsSxadIuNG5+K4xETE4WOfBkIC7KWloZUqWLNjRul/bHMzQ0oKCipnjE0FOQT9fVlqFRamjd3wcREwblzUVhbG1Ojhi1+fjEoFHJu3x7K7Nl+XL78Aj09uVhl/PnnTfnii6aAECT79ts7dO3qxvTpb5ZKLChQ4eCwlqwsJXXrOnD//nCePUvh44/9qF7dliVLWv7XA2wSEv9fBAamsndvMN27u1O/vuMb95s79+qrgC6l5iNarVCx9rqXdo0aW8XFUyurEgllU1N9lEotRUUqBH+8Evr29eLAgR6AcE4/vxgqVSpHWloBN268ZMgQbzQaLT4+W0hJycfCwghvb2vRaxygZ08PjhzpJf7dsOEu/P3jgWKZ+3okJ+dRo8ZWEhPzWLmyDVOnlr0gmpKSj52dUP3s4WHJqVN9OXcuiv37Q/HziwGExJf/1Iri9OlIunU7hEajpV49R06d6oOxsb40VpL4W/PJJ1c5ejSchQubMnhwVUB4prduDWDECB9at65Q5nEHDoQSH59LTEwWDx4k0bevJzk5Sj755Br29iaMGFGN/ftDiI/P0Qn2fvedL+fORelYRABs2dKJVq3KY2VlRLVqW3Sq5wAqVbIgKipTZyzxOosX+/LJJw1RqTT06nWEhw8TmTWrAY8eJYkysh4eVqLE9OvBYJkMDh7sRdeulctUDLl9O54mTXaJ19Gjhzve3tZMmnQBIyN9HjwYjre3zX/0PWRmFuLktI78fBW+vq74+Q2Sbk6Jfyzff+/Pxx/7vXp2W/DJJ2//fc7IKMTVdR25uSo6dKjI2bP9X53nLh9/fLXUWEehkBMSMobKlS3YuTOQ06cj2L07WGefESN8CA5O58GDRLF6923rMcOGeZOcnM+NG3FlJqE4OZlx/fpg3NwsuH8/kfr1d+i8XqWKNcHBHwAQHZ3Fnj1BxMXlkJFRyFdfNaNRo10kJeWhpycjL2/6G9WLNm16SnR0JrNnN8DCwvCd21ypVJOZWSh6tUtISPx38PbeTHBwWql5WH7+TAwN5VID/T8geQBL/Gmo1aBQLHs1gZG9NljQQ6mcITWQhMRfjBcvspg//xoPHiQCQpAmLi7nvQLANjbG+PhYY2Zm8Cpj8wFr1rRFrdZibm4gLjoWV9H16+eFhYURISFpKBRyoqMzfzMokJWq9FWptBgY6L3y5tXi4SFU/fr7x5OXp6FLl0OcOtWXRo2cqFbNloCAlDLPM2BAFWbMqEd0dBYjRpwiNDQdf/8E/P0TaNWqPE5OplhZGWFubsCkSefZsOEJ7u6WBASMlqp3Jf7hv99a5sy5QkxMNt9/37KUvPPv0br1XoKD06hRQ/Du/S3m5gbUreuAh4eVKANdvbotAGfPRqHRaElMzNU5pthjEuDatVjOno0SXzMxUeDqWroqZOHCGzrVN/37V2HEiNP4+cVgaKiHiYmCb75pTmJiHl9+efM3/YyGlJR8DhxozubNz7h2LZbIyJL+KTtbqVP9V7euPR9+WFes6rl7N0EMgKSlCRXQFSuWY/bsBtSt6yB6ixsYyOnbtwr6+no4Oppy4UI07dpVZMaMyzx+nMzFi9EMGlQVf/8ETpx4zuTJdUhPLyA6OovBg6sil8vEqjsDA+HfL764yenTkZw+HUmPHh40b+4i3dQS/0h69z5CaGg6q1c/JCnpQ/T0ZJw6FcHEieepX9+RvXu7o1DIqVZNCELo6clwdDTj5ctsQEggy85WYmdngqvrz8jlMlFe/tmzFOrUsUcul3H/vtCPFMvG/3ZeU1Sk5tGjpFfPewHW1kbUqGFLQYEKX99fyc0t4syZKE6c6IODgykpKflkZhZw+3YcLVu6cv36S9RqbamFTT+/gUyceI7795MICUlHqVQTHJwmSudfuRLDuHE1dRQBXh+PDRhQhSNHwunVy5Pq1beiVKqZNq0u9+8noNUKlhr/KadPR4oBoylTapeZ9CMh8XciICCVJUvuvvo9vSEGgFu2LE/LluXfeNzlyy90EtOKxy7Hj/dm5MjqXLsW+5oCQMn6SIUK5RgxohpXrghzJFNTfaZPr096ej5Pn6YwevQZKlY0p3z5chgZ6fH8uTAWsbY2EhO8ygr+Anz22XXc3Czw8LDkwoXoVwpE+ly7Fivu07ixI7a2Rvj42LJ7dxAFBUI/p9UKfsQdO1bizJl+AERGZuLgYIKJiYIqVawoX96cmJhsoqIyWbnyAStXtuHx45FYWRn9KdW6umMcae4l8c+meXMXjI310WrB17f87+5vaWnIzZtDuXkzjoEDqwCQnl5AgwZO2Nsbk5SUj6GhHnv3diMpKZ+aNe2oXNmCkJA0Row4hVaL6Mtdtao1Vava0qZNJbZv17XYMjLSF/sFMzMFOTlFYgLs9etx3L8/HFvbspPuq1e3EdVKypc3F9UH6tSxJz4+lzlzGgBw6lQEFy5E06iRE/PmXRPnYu3aVWT37iCqV7dFT0/+xr63WPUtJ6eI5ctbv1N7Z2QUUrfudqKjs/j55/aiyoqEhMSfT1DQB4wZc5bNm5+K27RaMDL6ke3bOzN8eDWpkf7HSAFgiT+Fq1djaNlyb6lFkiFDvNm1q6vUQBISf0G+/PIWu3YFAdCmTQU6dapcqqLu91i48AaBgbqZXTNmXCYvT4WpqULMVC/mwIFQXF0F+cGiIg329qa4upoTGysszrZtW4GHDxNJTS14bTFFj7CwsVSvvpX09AIePUrG2LhEkiwzs5DmzXdz9+4w/P2H8fx5Bp9+ep1jx8LFferWdWDGDKGqrmLFcvj5DWLhwht8/fUtTE0VXL0ay9y5ftjamvD48Uju3ROC4hERgneVs7MZERGZ+PvH062bu44kmoTE352zZyNZvvy+uLjwuk/m76HVCpVnIEiZvY1y5Qy4cGEAFy5EM3lybQBatSrPrl26Cw+DBlWlXj0n5sy5DAhVJyBkjbZtW4GNGzvqyKYW07Chk+ibK5fLmD27vihRb2QkBJQnT77A6tXtMDUtqQIuzoK3tjZi8uSLhIen4eRkztixNdm06Yl4frlcxqhR1YiPz2X58tYUFZVIOiuVajIydKUfo6OzWL/+MVOm1GHnzi5s3vyMdu0q4uvryrff3mbSpPMAXLs2mEaNnHj8OBl3d0vUag39+h1DqVRz5UrMKx9iCAtLZ9Gi5vj5DeLChWgGDBAWf3x8bDh4UKhc9PS0km5oib8cWi0cP/4chUJO587vLlN+/fpLLl6MZvTo6lSoUE4MfBoZ6YuBkJUrHxATk01MTDYPHiTSqJETI0ZUo2ZNO8zNBd/Lnj0PY25uwJYtnUhMzMPfP4GjR4UxwrFjz/nxx9b061eFOnXsCAlJp1WrX8v0/QUwNJRTVKQmN7eIQYNOsHdvMG3aVODq1VgsLAxQKoVFUqVSzYMHiQQEpOgcv3ixL3K5jDt34hkxQlj8uH8/kby8Ilq0cMXa2piAgBQCAlJo2dKV0NCMV0oDgnqJsfFPjBtXkw0bOuicVyaDvXu7A3DuXBTLlvkDUFCgJi5uElqt0AcXo1SqCQhIpVo1m1KBFqVSTUREJlWqWJdSFJg4sRY3brzEzs6Y3r09pZtb4m9NZGQmjRrtFP/u1evd72mZzsMhA7Si1629vYlO9a4go6oW5zrZ2UpAS+vWFXByMmXRolsA4tgmOjqb6GhhbjRuXE2srIyYPr0efn4xfP31rTKttkAIDA8ceFy0nQDYtu2Zjv/wzp1BzJ7dgO+/b8mUKXVYvfoBmzc/E89RPAdavPgO8+dfw9nZjCdPRmJjY0xw8Af8+mswY8cKwZeLF1/QuLHznxL8DQ1Np3x5c/z8BuHnF0PLluXRaLS/azsiIfF3pUkTZ168EHwxbW2N3+mYmjXtRAsLlUpDgwY7ef48Q/x9d3AwpXNnd4YNO8nSpXdZt649enpyMTm+Rg1bzM0NuHo1lqCgNAwM5KUS54uDvyAkrLze32RkFNCmzd4yk+1lMli5sq34t729CYGBHxAZmUmTJs7ieCItrYDevY+iVKqpW9cBExMFeXlFVK1qw/jxNTl2LJzHj5OZOfMyK1a0KdUGqakF4vzLysrondv72bMUMbn3xInnUgBYQuK/zC+/dKRnTw969jyss33EiNNcuxbLhg0dpUb6HyLVXUv8x3zwwZnXgr8lrFvXTgr+Skj8hfHxESpkjI31Wb++g5iR+T40bepcaltx1V5ubhHx8TkMHFiF7t09xIzu1NQC6tRxwMvLmu3bA8Tgr5mZgunT61G3bomso7OzKfv29UAul1GpUjlxu4WFATJZiU+vVitMJg4cCGX37iCdyr1ly1px4UL/Utf55ZfNuHRpAAEBo3n0KAmtFpKT83jyJJmffmpNhw6VWL68Dc7OZuTkFNGgwQ4GDTrB8OGnpJtH4h9FlSrWYlJD3brvlwQik8GRI72YOrUuhw/3euu+mZmFtG69lxkzLvPRR5cA6NrVTZSNb9WqAlOn1mXDhg58+GEtvviiqc7kXKuFoUN9yqxQvn07nuXL74nZ4hqNlo4dD2Bvb0KDBo6MHl1dXNC4fz+BkJAx7NzZBX//4WJQqXx5cwIDU1AqNURHZ7J16zOx+t/V1YxVq9qyZUtnzpzph7e3DYWFahYv9qVqVWsA6td3ZM2adtSoYSt+puL2rFTJgq++aoavr6vYPxaTm1vEunXt+fnn9sTG5lCz5jYsLISFHGtrY9EzuFhqrXp1W6ZPryd6eZ4+HSn25XZ2xtINLfGXY/v2AHr2PEyXLgc5fDjsnY7JzCykQ4f9fPHFTYYNO8V3393B09OSzz9vwpUrA8WgwKBBVdHXl1O7tj01athy+3Y8cXE51K5tj7u7JdWr2/L8+TgePRpJnToOdOpUmf79q1C5sgXu7pb07u3J5Mnnad58N+3b76d2bXtevpyEi0tpr1w7O2PWrGmPoaEeCQm5HDggeGxeuxaLSqXRSV7r2dMDV1dzsQ+pXdueo0d706SJMw0aOPLsWQrt2u1j1aoHNGiwA1/fX9mxI5A6dewBQWZeqdTw+efXUam0gFZUU9m5M/Ctbde+fSW+/LIZH3xQg4ULm2BubkC5cgY6Qe1u3Q5Rt+52OnY8oHOsVgstWvyKt/dmRo8+XercublF5OQoUak0UmBG4m9PaGi6+Hs8aFBVwsPTMTH5ie++u/NWOVRhzFKepk2LFTe0rFnTljFjagBCAtjs2VcAqFPHnmnT6mFpaYi+vpxu3dz5+utbnDkTxeXLL9i9O0g85+sJrgDlyhkyf34jlizxxcnJlC5d3MjMLPzdz6VUahg7tgZOTqb4+yegUMipUcNWHE/ExeWI19ajhzuGhnrIZDJq1LBl40YhueTSpRfivj16CIu3JiYKPvigBv7+wzEzM+Do0fAyfc5/S2GhmrZt92FmtoI9e4K5eTOOHj0Os2bNQwA+/tiPKlV+oXbtbXh7W3P1aix1624XbUMkJP6p2Noav3Pwt6w1l+hoIblDX18Pe3sTxo6tyYMHiezfH0J4eAYdOx6gbdt9onKHYElRIpmcna3kzp2hdO/ujlwuw9hYHxubkusptsQoJiOjkMePk8u8nnr1HKhZcystW/4qKh85OZnStKkQ/H3+PIPatbfRseMBjI31X631mBEQMIrLlweyYEET0tIKyMkR+uSIiMxS77FmzUP69z+GiYkBq1a1Zf78RmX0f+oyr69xYyeGDfOhZk075sxpKN18EhL/A3r0cKewcGaphNKNG5+K1jUS/xukCmCJ/wg3tw1ERmaV2h4WNhYPD0upgSQk/sLMmlWfJk2ccXY2fW/J12LmzWtEUFCq6CsFJRKLxRP+vXtDxNdsbIxp3NiRkycjS52rWjUb9PXlnD8fJW6Li8t9teggQ6PRIJPJMDLSo1s3D4yNFRQVafD0tMTDwwprayNxIbN4gFGnjj1Tp9YpU0ZMJoPWrSsQGprO4MHexMRk4+lpRZs2FVAo5Bw40IMzZyJ5+TIHAwO5uHBaLAErIfFPwd3dktDQMSQn51Orlt17HXvwYChPn6awYEHj3/VTSk0tEKuFi33AnZxMCQsbS1JSnhhILebzzwV/3CFDvFm27B6enpYMHuxd5rmvXYsVk0+Ks8KLgyWffNKQ8eNrERCQyvnzUezZE0zfvl6YmCgwM9OnVi07VCotZmaKV32HkNWuUmlQqWDu3IZ8952vzvsdPhxGnz5Hkcngo4/qsW1bF2rVssPQUI/Jk2uTlaUkMDCVBg3K9imdP78xpqYKnJzM6NixEiAsjBQUqCgoULF0aUsqVixHly5uHD4cRnR0Fh99VLb3Z3HlcXa28n9WLaNUqpk16wrJyfn88EOrMoNlEhIl92hhmf9/G3p6chQKOfn5kJ9fJEoE6uvr6VS6jxpVnYEDq2JsrM/XX99i4cIblCtnQGDgB2+8L6tWtSYiYhzR0Zl8/fUtcQxz82Yca9Y8JDg4rcwK4LVr2+PoaCpW8nl5WRMdnYmpqQHJyYICQlGR+tVcKJ2tW5+J+2ZlFdKjhzsA9+4lsHHjk1f7a8SgTHR0Fp991pi6dR2wsDB85TMuyDUWW2HI5TI+/LAOt2/HU7++g5hc99vxzcKFTXS2ffLJVZYsuUv79oJv4N27CYAgX19QoGb37kA8PKyoW9dB9CH28yuRjc3KUrJo0S0uX44hNDSd0NB0zp+Ppk8fqQpY4u9Lu3YVmTWrPpGRmUydWpdmzXYDWubNu8aePcHcvTvsjTYw0dFZRERkoFDI6drVnWnTLjNz5hWuXBmEjY0RarVWnDcsXXoXU1MFwcFjcHe3ICYmu8xEjmK5egAjIz2mTq3D3LlXmTu3IQqFHrdvx4uVxVZWRuTnC2MGPT0ZMhmvkkWEQO2GDR3p1OkA8fG5qNUaFi1qTnx8Lk+fplC7tj29ex/hzp149PTkYj91+nQ/sd/8/POmXLr0Ao1Gq1MBGBCQgpeXFfb2Jq8k9X8/ePXsWYoYUN606QmZmYXcv5/IiRPP6dPHS+xrQkPTiY/P5dw5YS549mwUWi2lFo4lJP4tREVlMn/+NapUsWbhwqY6z0KxssnBg6EcPfocrVbLqlUPmD69LlWrWhMcnCYGfouxtDSkeXNXjh9/jlwuY9as+tSubc/Fi9FoNFry81VMn16Pw4fDiIzMLHV8Sf+kT15ekc62+/cT0Wrh6tVYwsLSqVbNFrVay+HDYTx+nER+vkoMHvfu7UFMTDbjx9eiUiULcS3Kx8eGtWvbcedOPJ9+2rjU+xaPXXJzlXh6WumMgVQqDR06HMDPL4YffmjF9On1dI7V15ezY0cX6aaSkPgfY2AgR6OZjVz+g45yQEpKPoaGyykslCxD/xdIAWCJP4yd3RpxIff1BQeNZrbUOBISfxPKquB9X376qQ1aLezdG0xRkYb8fBXr17fn4MEwLl6MRq3WIpeDRgN9+3q+cfH3zp0EfvmlxCOiuFpFmHgIAwWtVpiYTJlyQdyvf/8q9O7tiZmZgRj40WqFLPp169q91UPq3LkoOnc+iEwG5871p02bEn+8fv2Oce5cFM7OZkRFjWf//h6cPx/F1Kl1pRtH4h+Hs7OZWFH6rgQGptK//zG0WggPT2fnTkH14+uvb3HrVhxffdWM+vWFAKhSqebgwVD69fNCLpfx2WclwQlrayOxYraYggIV/v4JhIWl07SpCydO9BZfu3cvAScnM53gzogR1cTkkdu348jOFhYlTEz0KSrS8vBhIj4+1pw/H0VBgYq+fY9SWKjG29uaoKC033wy3cWO30qcAYSHZ7x6DVasuE9RkZo1a9rp9F+NGzu9se1MTRXMn6+7sDF2bE2uXInBwsKQMWNqiG0yfLjPW7+HTZs60qXLIbKzlfz44z0+/vi/n9V+9Gg4q1cLlTuOjib89FMb6SGSeCMTJ9YiP78IhULvd+/nYszMFPj5DeLq1VhatHClRYs95OYWlUoUAcRKkmfPBLnlrCwlL15kvTUxYdKk8/z882OdbW5ulkydehEA+W/iqpMn16FfPy+0WujcuTJnzkSSnJxHXp6KvLwSuUQ9PRn16gme59OmXRS3OziYcvNmHNHRWbRvX5FKlSyIjs5k5MhqpKcLFS/FSR7FHunCfMuE+Pgc1GoNhw71QK2G+fOvsWyZfymrnYsXX5CZWUivXh6lEkH27xeS8c6fjyYjo4ANGzrw88+PGTu2BgsWXGfZMn/kchmPHo3kxx9bs29fCHPmNCA3t4iXL3PYvTuI778XZKUVCj2xqkdC4u+GRiMEJKysjGjTpgLLlrUSt/ft68Xhw2FoNFqePEkmKkqQQi+LS5deiEmhSUl5YtJYly4HWbLElyNHevHwYRL79oUQH59Lfr6K5OQ8Ro48hb6+DD+/gfTrd1xMHgFEn01hHKTmm29uA3DyZISOcgiAj48tW7d2pGrVLajVGho0cCQuLoeEhFxWr26LTAYLFjTh3LkoNBpYsuQuPXp4kJ2tFP0zATGA4uFhqVOJ2Ly5Cxs3dmTnzkAmTaoFwNy5V1m69C7GxvrMmFGfqlWt30nWv3p1W9q0qcCdO/GMG1eT8+ejuX8/kfLly/HwYSIff9yQH3/0p107oW8cObIaZ89GMWtWfSn4K/GvZuHCG+zZEwyAr68rrVtX0Hl92DAfypc358gRwdaicmULzM0NCAgYzYgRpzlwIBRDQ/mreZGWiRNr8/BhotjnnT8fTXp6gTiOkcmEOVtQ0AdMm3aJlSsfAEKy8PPnGeL7llVlWzxdkskgJaWAESNOceBAqJig26SJMxYWghLC8eMRqFQahg8/SUbGVH766T4LFlynVy9PduzowqRJtctsj08/bUxKSj6enpa0a1dR57UXL7K5fFlINNmxI7BUAFhCQuL/e/w1CyentSQk5On0JXL5D6jVs6Tf+/8yUgBY4r3RakGh+EHMai1Z8NBDpZIyNyQk/m1kZBSKwV+APn08iY/PpaBAxbhxtWjfviJ2dsYEBKQyfLgPSUl5orzQmjUPxaxzfX2ZuEAJMGZMdVaufIRaXbIYUhzgff3v/ftDOHBAWKgcMsSb3buDXwWKi2jadA/+/sPeKGv75EmymNn6+HGyTgC4WB4tNTWfwkI1vXp50KuXh/SFS0i8wshIHz09oTrNzEyQLA4MTGXhwhuAoABw8eIA8vKKGD78NIcOhQKCH0yNGrZvPXfz5nu4f19YoChXzoAXLyZgYWHIjz/eY9asK5iaKnj2bBT29iYcPhxOvXoOnDvXn7S0Ary8NgHCQmmlShbMmCHITVesWA5jY31atHAVg8VRUZnIZIJygbGxfikfY7lcxuTJdcS/VSoNkydfIDg4la5d3Th5MgLQlXQODEzFwsJQDD4Vj5f09N4+q/HysuLu3WGAUIl4/34CI0ZU05FqKwtDw5Is/Js34/4n372Pjw1GRvoUFKjeWzZc4t+HoaEen3zS6L2Pq13bntq1BUnkgIDRREVl4utb/o37L1rUHI1GS82adjRpUjo4mZZWwOef38DGxphdu4JKPeuvB2I0r6m/duhQiTp17PD03ISXlxXp6YWi/7mBgR4ymSAt6OcXi1qtpXz5coSGpumMV6ZNq0uLFnvQaLTMn9+IoKDRpKUV4ORkxqlTEZiaKti06Qn37yeycGETMejUsqUrv/4aTJ06DmzdGsCxY88R/EbhwYNE8fyXLr2gXbt9AKxY0aaUYsCnnzbmyy9v0b+/F1ZWRgwYUEX0Eb9+/eWrzyyMnaZPr8f06fXIzS2iRo2tREZmigkpMhmcOtWH1q0r/G6fJiHxvyI/X4VCIS+zIv63rFz5gBkzLgNw+fJAWrUqL/YBBw704NSpCObM8aNNmwp4eVm/8Txdu7rRoIEjGRmFDB5clXv3ElAq1aSnF7Bw4Q1iYibQvbs7/v4JBASkoNFomTTpPI8eJQGwatVD0tJKkumrVrUhOLik0tbZ2ZT8fOF8vw3+Aty4EcuKFQ8wMtIjN1dDcnKuWB187Fg4o0dXp25dezw8LAkPz8Dc3JBPPrla6jwqlYYWLVw5daqvWO2sVKpp0eJX/P3jWb68Df37C33FrVtxYnt/++1tXr6cWEq+NiOjkMWL7+DgYMKMGUIA19BQj4sXB4j79O9fhTFjarB69QO6dj2Eo6Mp4eFjMTVVsHLlA9aufYRMBrVq2Us3t8S/mmLLLhMTxRsV2+7ciS+1v1wuY+fOLtSubce1a7FUq2bH3r1BJCXlUbOmPc7OZiiVar777g6WlkZ4eVkRFpaOVgs//HCPQYOqYm9fouz0ur1Wcb/xWzw8LImNzaFVq/K0b79PJ6EFwMXFjCtXBgIybGxWk5OjJDOzkOrVt5CfryYnp4idOwMpKChi585uZaoveHlZcfJknzLboVKlcgwb5sP581HMmCEFfyUk/orEx0+mS5eDooUVCMn2cvkyzp7tQ4cOblIj/ZeQAsAS70V6eiHW1qtKbW/a1IUbNwZLDSQh8Q9mwYLrrFjxgEmTarNkiSCHum1bAFOnXhQH+J07V+bq1Vj27RMCuVevxjJ8uDdNm7rQooXgfVm5sgV16jiwaNEtMfgrTCS0v1nYiMPS0lCUcRUGB7rXVPy3VgtLlwrVK/fuDWP16ods2fIMjUZLUFAades6kJNTxIIF19HXl/PVV80wNtZn7NiaPHuWglwuE327itmxowvr1j2iZ08PzMwU0g0gIfEb3NwsuHZtME+fJjN0qCDN7OpqjpOTKfHxuTRo4Eh+voovvrgpBn9B8LR7G4WFah1/qfx8lZhpXrw9N7eI8PAMPv30Ort3B2FubkBo6BiWLr0r+nB27+7B48dJ4nmKfbIqV7agU6fKnD4dSX6+mtmzG/Lxx/U5fz6aoUNPAiXJJr6+rpiY6LNnTxCtW1fg2bMUUbp18OCq7N/fg2fPUpg6VQgS79oVxPDhJzE01Ofu3WFotVratt2HTCbj0qUBOpV9r3PhQjTBwWmMGlWd9PQCWrfei1Kp5vbteJ0Kv7Jo1MiJ2bMb8OhREl9+2ex/8t1Xq2ZLaOiYVws3ttLDIPFfp2LFclSsWO6t+3h6WvHNNy1YuPAGixffYd68Rjx7lsKqVQ/o2LEy/v4JYuX64MFVuXIlhnbtKjJ1al0OHQrlu+/uiucq7gP69vUkOjqLiRPPo1ZrCQ/PQCYTPMN9fV1ZtqwVMpkMc3MFXboc4smTZPr18+L69RL5ZAMDPRwcTMSEs8xMJUZG+jg7m7Fp01OdajwQKpiPHxdUD3bu7Mr8+Y3x9LTE23sLIFQnt29fiblzS6r9g4NLlAzKUlpRq7VYWxtx4kQERUUafvqpjZhp/+23LXB0NMXLy4qGDUuUC2JissVF37Q0oV+dOLFWqaobCYn/T06diqBPn6PY2Bhz585QXF3N37r/70nSd+niRvv2lZDLZW+tRrG3NxGTtj766JJORVxCQi4jR55m166uTJhQEz+/GNzdLXn6NEXcx8hIj549PTh0KAyQMW1aXVxczEhPL8Dd3ZIGDRxJScknPDyDmzfj2LMniPx8FVFRGRQVlUyI/PwG0bLlr0RFZVOunAFyuZwTJyLp1+8Y+/f34MmTUcTF5XDlSgxnz0aW+VmuXYslNTUPAwMzDAz0iIjI5O5dIai0d28w06YJCSXffedLv35HiY/PxdHRVMcrtJjFi++wdOldsU/u3t291D56ejKaNnVm1iwhEJ+YmEtGRiGmpgoSE3PFuV3x/yUk/q188kkjfH3L4+Ji9sYx0OvrI15eluL/Q0PTmTPHD4CzZ6MpLFTx1Vc3MTDQ01mDycws4NGjkbRqtYeoqCyMjfW5ezeB7dsDsLAwJDOzEI1GQ3HyWVl06+ZOSEgaBQUqLlyI1gkQGxrq4eJizsuXuZw9G0X37u5MmVKH7767A0BAQCpDhngTFSVITh84EMbo0dF06eLGV1/dYt++ED75pCHDhr1dQUYul0kSzxISf4txW19OnHhO9+6HdbZ37HiIOXPqs3RpK6mR/gtIAWCJd+b27XiaNNlVavuJE33p2rWy1EASEv9wfvrpPjk5Rfz0032cnEwxMzNg7dpHot9vjRp2PH6cXMojt2/fY4SGjsHc3EDc9uWXN0lPL3jr+ymVGp3g7+tUrlyO2NgcGjVypmVLV65fj8XPLxatVsu4ced0qmJ27gxk6FBvfv75ET/9dB8QMkQ//LAOlpaGbN3aucz3qF3bnvXrOwBCsGnNmoe4upozZIi3dDNISLyicWMnHanjcuUE2bHIyEweP06mXLmVWFmVyDsvXdqSfv283npOQ0M9li9vxTff3EWj0dCjhwcnT0bQoUMlWreuQHZ2IVWr2tCmTQW+/VaQR8zJKWL06DOcOVOyuOngYMz48TX57LPr4jaFQoaNjTFDhnhz+XIMBQUq1q59wIwZdRkyxJs1ax5y82YcWq1QeffFF81wdV3/Sp4Izpzpj62tMamp+dSv78jFi9FYWBiK/dv9+wlotYKE9bNnKURHZ4p2GUePhvHTT/fJyCikf/8qtGlTHjs7E4KCUunY8QAajZaAgBTmzm0oKh9ERGTg47OFbt3cWLq0ZZntJZPB99+3/J9/9+XLm1O+vLn0EEj8pZg37yqHDoWxd28wN2/GkZSUx9278Wze/Ez08pbLZUybVo/du7sB8PRpCu7uVqXOtWRJS/T14eDBMJ3tWi1Mnly7VFVzzZp2+PnFMGLEKUxMShLHDAz0aNrUhS1bOhEensGsWfXF11JS8kq97+sy14cPh3HtWizTp9ejXz8vfvjBH0NDPX75pZOoMvDpp9f49ts72NubMGFCLWbPrv+b8ZSayZMviAuyISFpDB/uI0r0W1oalvIMLr6OefMacepUBOHh6cjlckaPriHdZBJ/KY4ff05hoZq4uBxu3HjJwIFV37r/nDkNkMtl2NgY0bNnaWWfs2ej6Nr1IAD79/egd++3+1xnZhZy7Jggv+rsbEZCQi4ajRZ/f8Grsls3d7KyPiIrS0n58j+TlaWkcmVLVqxoy6BBJ4p7FUJC0pg4UZBavns3njZt9lG5sgVbtnTm6dNkOnWqzNy5Ddm48QmffnoNmUxG9+7u1Kplh5GRPrm5Rbi7W5KXpyIjI42DB0NJSsrDwcEER0dTunRxo25dex48SCpjHCGjcuVNWFsbcffuMLy8rBg2zAc/vxhmz24g7te0qTODBlVl+fL7JCTk8uBBYim1BUdHU3Fs4uBg8ta2W7u2vehNXtyfzZ3bCLVai52dSZnfj4TEv43fs1v44IPq3LoVh0ajxdbWhKioTCpVshCf/YSEXExM9CgsVGFiosDLy5qHDxNRKPQoKlKj1UKfPkeJihISZQsK1Hz4YYndlrGxgvz8EhUCPT1ZKTXIHj3cmTxZmIO97hvs7GxK+/aV2LYtgIiIDHr0OMTAgVXZvbsblStbMHv2FeztTfjhh1Z07lyZkSNPY29vQp06QvL+558LqlLz51/73QCwhITE34du3dzJz5+BiclynSSW77/358yZKJ48GSU10p+MFACWeCfatt3HpUsvSm2PippIxYpmUgNJSPwLGDeuJqtWPaRBAwdROq1t25IqkGfPkvH0FBZQLSwMcXQ0JSQkjYSEXOLicgkKesG3394mNTUfNzdL7t9PEI+tWdOOp0+TdX78Y2Ozdd5fT0/GypVtSUrKY+bM+piY6ItSb5mZhUyadIE9e4J0gr+AGJhxd7cUFySK//+ufP31LZYsuSsu7hTLxUlISJTg5xfDsmX36N7dXQy8qlQakpPzsLIyIj29gJCQNO7dS+DJk2QGDaqqEyQpZt++EFatekRCgiBluGnTEzZteiJmoQuB3xYAWFoKwWWtVsu5c1E653nyJBlHRzOdviA3t4hvv73N0qV3sbQ0oqBA8O9MSsrD2dmMH39szaxZV7hzJx4/v1jGjz8nVvVoNPD55zcIDx9LamoBW7Y8FT1Eq1WzZfhwH2bOrE9MTDa2tsb06ePJy5c57NoVhEwGBgb6os/5wYOhuLqaExY2lgcPEkWfYbVaS6VKFpw82Rd//wR27gwkJCSNoKBUZsyoj5OTqXSjSUi8BR8fm1cVdXDixHPathWsHaysjJg0qRb16jlgZWVErVp2AHz77W0+/fQ6dnYmnDjRm7VrH3PqVAR6enL69/ciNTVfrAauXt2WuLgcrK2N+eCD0oHQAwcE9ZOiIg2ZmUJloUIh5+zZvhgY6DFqVHWd/ZVKNR99VJfw8Ex27AjA2FifWbPqU6uWHRs2PKF1a1cGDjyORqMlODiNyMgMtFpBFaF9+31cvz4Ea2sjLl+OAQQf0uHDfUr1qwYGejRo4CjKt1asWA5PTyvy8oq4ciWGRo2cyqzkE9qnBd9+20KUoDU1lRRRJP5aTJhQi6tXY3FxMaNz59+XDjQ1VZSZ8FDMunWPxODGihUPfjcA/OBBoqgw0rixEx06VOLQoTCdwCkICXJ37gzj1q04+vb1olw5A/G3H+DXX4ORyWQMHFiFL764wY0bL7lx4yVnzkSKiWR5eUUcPBj66vq0nDwZIfoYR0dnMWpUNY4dC2f+/Gv07OmBvb0JcXE51K27neTkfJ2EvGJe9/ZMTc3n2rVY3NyqvbGSzsBAT5xPlSW5PX16PTw9LXFwMKVBA8e3tl2dOvb8+mu3Uu1UnKwjISHx+9jZmXDkSC+6dz/M+PHnsLU1Fq1znj4dRVhYOmPGnCU9vZD8fBVHj/YiOjqLhQuvi+OH4jlX8bP9+pqMpaUhKpVaVHzTarV8+WUzTp+O4PnzTAwM9NizJ1hMMis+tmpVa27fHsq6dY9fu1oZe/eG0Ly5K1Om1OGDD6qL/ciwYT60b18Jc3MFJiaKV8m45fHzi6FbN3fpi5aQ+IdhZKSHRjMbQ8Plr6moyHj6NAVDwx8pLJwpNdKfiBQAlvhdDA1/QKnUlnpQ8/Mlv18Jib8z8+df4+LFF3z9dTM6dKj01n2fPUvB0tKIhw9HcPRoODduCIuIgwZV4ebNl+Tnq3Bzs+Tcuf6cOhVB165uJCfn88UXN/H1dWX//hAWLLj+2hkF301nZzNSUvJJTy/A2tqY9PQCMWu0eLHD0FCQKdJotHTpUrlM/xsLC0OmTKnDr78GodUKixmWloZ4e9uwalVbAHr39uT27aHo68upV+/9PCtf96Apy49GQkICPvzwIgEBKZw6FUG/fl5MnVqXZ89SqF7dVqzMvX49lm3bAlCpNFy/HsvmzUIF/qVLL1iz5iGtWpVn2rRLpeTeAXJyBLWBe/cSOHw4jN69PXUWHzUaLe3bV8Tc3JA7d+K4ezeBJ09SqFnTlqdPU0S1AhC8q4or7ypXthB9Rhs1cuLUqb64uv5MdrYSW1tjYmMVoseusbE+FhaGWFgYYmpqIC6UPHqUxLBhPri6mrN/fw/xfdzcLHj6dBQA9+8nYmCgJ05w4uNzmDDhLNu3B6JQyPn444bMmSMsGHfsWIl69RzYuTMQgAYNHHW8uCQk/qmoVBqWL79PXl4Rc+Y0KDNJJDOzkCFDTpKRUcDWrZ3F5DOAr75qTnJyPuvXCwuO0dFZ7N3bnW3bnmFltZpvvmnO7NkNxD7m7l0hGS05OY8rV2KQycDGxogPP6xL5coWVK5sgb//cPz943FwMCU4OI0xY2qwYsV9MjOVfP11M6ysjFiz5iFJScK4RV9fjrGxPtnZSoqKNCxf/oBq1WxFP+/U1HyaNt3NixfZ7N3bnU2bOvD9977UqbND9FAHIZBiaqogO1uJg4MJVapYExb2AICgoDR27Ahk2rS6LFrUnM8+u07r1uXFtrh1K447d+IZPtwHGxtjLl8eSGhoOsbGejg7m2FioqBTpwOcPRuFu7sloaFjkMvfLO/428BvenoBFhaGbz1GQuJ/Qe3a9gQEjP7TzjdzZn1OnYpEo9GU8tLWaLSl7vkmTZzp0sWNgIAUPvywDm3aVGDChFplnrtqVWudCv/Vq9vy+ec3OXMmgoSEXJYvv8fy5ffw9XUR9ymeDwG8eJGF7JUutYGBHmPH1qBfv2McPRpOhQrlmDmzHvXqOfLs2WgMDQV/8sePk0lMzBP7HhDmSdWr21JQoGLixFrMnu1HSko+tWvbc/Lkcw4dCmXduvb4+cVy714Cs2bVx9HRFLlcxmefNUahkNOggWOpAG9wcBr29iZ4eFgRGJiKpaUhN2/G0a2b2xuTTCQkJP4ciiXTMzMLKShQYWysj62tMba2xqxZ05Zly+6J1lbe3tZkZCiRy2UYG+uzY0cXjhwJJzU1n8OHw8nPL0Iul9G8uStXr8b8ph8U+t179xK4fVuQin89gKzVahk/viYdOlSmUaNdhISkUbeuPbGxOSQlCX3RRx9dxM7OWEexIT29AGNjfXHcJ5PBxYsDSEzMxdlZKjqSkPinUlg4Axub1a/sZrSADKVSg1y+DLV69lvtOCTeHZlWW9YSm4SEgIXFKrKydL1xOnasxJkz/aTGkZD4GxMZmYmb20YA6td3xN9/2CtfqUyqVrXR+ZHVaLRYWq4iO1uJmZkBeXlFaLXw2WeNiYzMFAMUixe3eOV9V4XGjZ04dCgUFxdzevTwYOzYs2zd+uz3f5ReZZzq68sxMJCTl6fCzMyAvn09adOmAiNGVHvr8Q8eJJKRUUhwcJooXbRjR5f/WDJIqVSzfXsgrq5mdOokSd5LSJTFsGEn2bUrCA8PSwIDP0ChEIKzgYGp7N4dxJ078dSubc+yZf6A4A33+PFIjI31cXPbSGRkJvr6MtEP3NRUQfXqtnTt6k5OjpKUlHzRA08ulxEU9AGWloZ8990dAgNT6dXLkw8+qE5OThGDB5/g3LkoFAq5mLEO0KZNBfT1ZVy79hKlUo1araVZMxeuXx8s7pOcnMcPP/hTWKhh//4QXr7MYdCgKtjZmTJ9ej3c3IQklCpVfiE0NF087tSpvnTu/Pb+ISYmmzt34tm/P4Tu3d2ZOfMKycnCYsjevT0YMKBEHnvJkrt88slVAJYta6UjGysh8U9l585Ahg8/BQh+k6/73Bbz9de3xEDpjBn1+PHH1jqvHzoURt++RwEhaSsqajxOTuvEfufgwZ60b78PuVzG2rXt+PHH+4SFpZGQUCLHbGqqID9fTcuWLly6NJCgoFSqV9+KRqOlRQtXrl0TPH4//bQxCxc2wdR0hVj9Uru2Pd9805zevY+KCR+LF7cQJaOFRLlDAAwd6s3OnV355ZenjB2r6wU8dWodPvywDg8eJNGrlwfGxvqsXfuQ6dOvoKcnw89voI5nbzGJiXlUrLiewkI1vXp5cPhwrzLb2sNjE8+fZ2BoqEd6+lSMjd8tN/yrr27x+ec3aNzYiWvXBpdZBfhHxllXrsRQu7a9lOwi8T8lMTGXly9zqF3bXgzuarVCMkrxOAZg9uwr/PTTfT74oAYbNnT4U69hypSLrFnzUPy7Rg1BGelt+Pq6MmyYD+PHn3s1h5LRrl1Fzp+PQi4HPT05p0/3o0ULFz744AyBgalERWWTkZEvzv+uXBmIiYmC3NwiDhwIJTIyky+/vAnA+PE12bjxCVqtYPkQF5fDZ581ISgolX37QqhXzwF//+HinPGnn+4zY8ZlLC0NKSzUkJ9fhImJPnl5Kpo3d+HatcHSzSYh8SehVKrJzS3CysqI/HwVhoZ6BAensXbtIzp1qvTGitlFi26zYMF1PDwsCQ/PAKBcOUMOH+5JmzYVxGf5558fM2FCLXr39sDT8xcdT9+qVa2ZNKkW06ZdLvM9DA31OHeuPx07HqCgQAUI1hsNGzqKAWOAadPq8tNPbUhNzWf37iDmzPHDwECPa9cGiyotEhIS/x4GDTrO3r0hpbbHxU3GyUmaG/ynSBXAEmUSHZ1FpUrrAd1UCx8fGyn4KyHxD8DZ2QxvbxuCglJp27YCSqWaevV2EBSUytSpdVm5so2475kzkWLlXHEFHgiSzAcOhIp/r1z5kPj4HA4dCsPd3ZLAwFQATEwU9O/vxciR1di5MxC1Wku5cgrGj6/NypUPXpP7KJEMUqk04kQjL6+IJUta4uBgQmJiHh9+eIHMzEI0Gi2mpgpWrWpLxYrlAKhbV6jsLZYyA3QWb/4oxVn2EhISb2br1s5MmlSb6tVtxefu+PHn9Ox5GLlcxsWLA1CptGIAOCwsnXr1tuPgYCp6gru7W2Fvb8KzZymkpxdw5048RUUarl4dhIXFSlGWUV9fjpGRHvb2JmLwJykpD3f3TSQk5DJ8eDXatKnA1auxJYNefRlHj/bGzExBUFAq1aptAQRpM4CpUy+yadNTnJxMiYzMxMSkpPI3I0PJ7NkNxX0BUlNLfMxlMnj5Mud326jYN7fYB/nSpRds2fIMhULOpEnn2LkzgPnzG9O4sRMNGzqiUMiRyWQ0auQk3WAS/wpsbY3L/H9RkYaNG59gbm7A9esvXxvPlPahrlHDFmNjffLzVUybVo+LF1/Qvn1Fbt+OZ+rUOhw/Hi5WxIWFZZCdrdQJ/gKi5PHlyzHk5RWhry8XAx1WVkLlq0ajxd3dEgMDPerXd+D27Xg8PCzp39+LadMu6ySf+PjYiv/39S1P69YViIzMZMKEWhQWqlm8+Lb4evG5b92KZ+XKtlSpUlIxOHlyHXr39kJPT6YTKE1KyuPzz2/g6mrO6NHVxfHU6158ixff4auvbtG/vxfbt3dh69bO/PzzI/r29Xrn4C8IvsQAt2/HExeXQ4UK5f7j733UqNPs2ROMs7MZ4eFj3+t6JCT+KEOGnGTPniBACHiuX99B/E3/7fzhl1+eolZr2bz5KevWtUdP74+VpBw+HMa8eddo06YCa9a0QyYTKoEXLmzCmjWPCAlJo359R+bMuQJAlSpWaLVCn/T6OMPOzkSnL7S2NhLnXhoNaDSC0krr1uWZOLE2Hh6WmJoqsLRcJXoUf/+9P9Wr23LoUBi7dweJfZxMJiMyMhMDA30KC1XExGSLbVAcJH/0KEmsMgREifmMjJLigcJCoQ8UqnokJCT+DOLjc6lffwdJSXlMmlSLdese4+5uyZ07Q1m9uu07/X6Hh2dgaWlIRkYhWVmFrFhxXwwA9+vnRUBACvHxOUyadAFDQ33UaiV6enImT67NsmWtGDbspKhGUFxTJpPJ0Gq1fP11c6pVsxWTw0xNFcyd21C0FJTJZBgYyKlf35HVqx+yYMF1sd8oLFRz/XqsFACWkPgX8uuv3enVy5PBg0/obHd2XsuBAz3o29dLaqT/AGlmJVGKbduCGDXqJCXBX6EEf/78xnzzTXOpgSQk/gEYGurx4MFwXr7Mwd3dkri4HIKChEUDPz9dmZ9KlSzEKjojI30KClR4eVkxcWItNm58wsuXOXh5WVGxYjni43OoVMmCzMySQHFeXhHbtj2jWzcP1GpBOi0rq4jt2wPYvr0zgwadKHV9xRnjBgZyVq9uh4ODsMi5bt0jDh4MLXV9K1e2IS2tgMTEXLy9bRgzpgZGRvooFHIGDKgqfeESEv+LQaW+nGbNXHS2FXt7q9VaAgJSmTy5NkeO9GLy5Auv+p00goLSAKESbs2adlhYGLJ69QOmTr0ECIknxsb6eHhYERKSRp06Dixf3koMBhdz/36i6B2+ZcvTUtenUmkxMxNkxSwsDDEyEgJErq7mqNVafv75MSqVhhcvhHNoNFomTqzF06cp2NubUL/+DhwcTAgK+gArKyOWLPFl2rRLODqa8vx5BuPGnWXSpHP06ePF3r3d36nNfvmlE02aODN+/DnS0go4fvw5x48/p0ULF65eHUxExDhkMhkuLpL0mcS/g06dKnPx4gDy8oro2rWkgmXVqgfMmnUFQPTftbU1ZsSI0gofnp5WREePJzu7iN27g14tVMLNm0Np3NiJ0NB0tm4NoLBQjYODKeXKGYhjI19fVxYtas6oUacJCkrDycmU6dMv07u3By1auKLRaNm8uTMvX2aTlaWkeXOhz7tyZRChoen4+NhQvvx64uOFQE21arYMG+ZNjx7CZyksVDNw4HHu30/AxETBs2dC//L8eSYAZmYKMdgTHp5eZhuV5QW+aNFt0ZO8Th17zp3rx82bcYwZU5K89vPPjykoULFjRyCrVrWleXMX8frfh/nzGzF//jU6dar8pwR/QQjEAyQk5JKdrZQCwBL/dbRadOYUxXLwvyUvT6iOHTrUhx07Ahg/vlaZwd/U1Hy2bw+kUSMnmjZ1fuP7Ll58h5CQNEJC0pg5sz4eHpYA2Nub8OWXTQEhYFocANZqISRkDEuX3mXu3KvIZNC+fSUsLAzo0cODvXuDKSxUk5NTRGpqAXI5VKliTeXKlowfX4vZs6+wfPl9bGyMCQ0dQ69eHqJP+sqVD0hLKxCTSYoTR7RaLefPR9OjhwcDB1bhypUY9u0LYcaMenh4WLF8+T0GD/bWeU4XLmxCRkYhPj421Kxpy/37SbRo4cLt2/E6/ZCEhMR/hr9/AnFxwhjjyJHnqFQaQkLSePQoiZYty//u7/e8edde/e6mY2ioh1qtpV+/KiiVag4eDGPXrkBOnozQOa5cOUOysgo5fTqCZs1c2LdPqNKrXt2WmJhssrOVYsLZvXsJZGcrxcKBzp3d+PbbOxQWqmnfviLnz0dTWKhm0aLbhISkvfYeBjRt6sKgQe+/dlOWPL+EhMTfj0GDqtK1qxsWFit1LMH69TtGt25uHD/eR2qkP4gkAS3xm4ftBHv3BuveJDLIyZmOiYk0EZeQ+KeSnJxH+fKCXGDNmrZ88kljLl2KpmFDJ8aNq8nAgcfFgf7WrZ3Jy1NhZ2dM/foOXLjwgu7d3TE3V3D1aiyNGjkRFZXFxx/78eBBopj1XSzv/Dre3ta8fJlDVpZSrHgBGDmyOlWqWNGlixu1atmxc2cgn39+AwsLIx4/TkRTUlTDrl1dadOmAtWrbyU1Nf+NUqlZWUpu3YqjWTMXMQgkISEhVNbt3BmIvb0JXbu6/e7+mZmFfPfdXQoKVAQFpdKsmQsLFjQpc9/09AJmzbqCgYEeP/zQSvSR/OqrW/zwgz+1atnz7FkKhYVqzpzpS4sWruLz2rv3EV6+zGb//p7UqGFLZmYhT54k4+ZmQf36O0lIyGXFijZMnFiLTZueYmFhwKFDYfj7J4jVKk5OpiQn56FSaalXz5F794aJ1xYQkMLTpylUqWJNly4Hyc5WolZrGDu2BjY2JrRpUwFfX+F6OnY8wLlzUQA8eTKKGjVKqvmWLfNnzhw/nc+dkvIhxsb67NsXQo0adm/1HU9OzsPT8xcyM3UtN2JiJuDqai7doBISwIoVD5g+XUgKOXKkFz4+Ntjbm4i+uiBUtrx8mcPYsUISGMAnn1xlyZK7AJw/35927SoCcO5cFB07HgBg1ao2FBZqmDvXT0cWPi4uG3f3XygoUGFpaURGhjCe2bOnm7hAeeRIOF9/fYvu3d354oumOudVKOQ8fjwKb++SCt5r12Lx9f1V/NvAQI8qVayoVs2Wx4+T+f77lsjlMrZtC2DUqGpvtZ1QqTRihc2PP95j1qwr6OvLefBghNhHFRVpWLnyAQkJuSgUevz00z0GDqzKli2d/lLf7717Cfzwwz06d678u3YfEhJ/FosW3WbZMn/s7U3YuLFDmcGTkSNPs317ACYmCiIixolJqb+lT5+jHD4cJsrOOzqalrlfv37HOHgwFAMDObVq2REamsGOHV3o3t0drRaWL78n+v6ePh3JggVN6NPHU+w/jIz0adp0NyqVhnr1HDh0qCcLFtxg+/YA8T0GDqzCr792LzV+CQgYjY+PDbduxZGTo6Rbt8MolWqqVLGmqEhNRISQiFJsx/HJJ41YvLjFW5/b2bP9qF3bjuXL20g+fRIS/wPy81UMGXKC6OgsJk6sxXff3aVmTTv27euOgYHe7x4fEpJGu3b7iY3NRi6X8fLlRBwdTZkzx49ly/x11mReH6solWpxPcfGxojU1AJ69fJk2bJWGBrq0bv3YaKiMvnyyxbs2RPI9esvS1UJ9+3rxfnz0WRlFeqsDfn42LB9e5dS86ULF6IBxLGb0I+lsmjRLUaMqIaPjw0tW/5KdraSU6f6SopJEhL/IEp8gUtwcTElNnaS1Dh/ACmiJyHy+uSgGJkMVKrZyOVS+0hI/JNJSyugsFCQYn7yJIWhQ0+g1cKmTU9p1swFZ2eh+kxPT8bFi9Hs2CH4/v7wQ2tmzqzHs2cpHD0aR79+XoSHZ+DlZcWpU32pWHG9+B6Ghvp4eVmjUqkJCkpFq0Ws/AMhc9Pc3ACtVkthoYrZsxuI8mtffHHz1aJEJu7ulgwd6kN2diGjRtWgZk1brl2LJTVVWCy5fTuuzM/YuvVeHjxIpEkTZ27eHCJ96RISr/jhB38xG/zSpQG0bl3hrfsvXnxHDKgAnD0bRd++Xvj42JTa18rKiM2bSwINW7c+Izg4jSNHwsnKUnLtWizR0eOxtjbWScwoV86AixcH6JzLwsKQFi1cuX79JQkJuQBcuRJDTo6STz+9DsDp033Zt68HmzY9AWDs2JpkZBTw8GGSGMwtplo1W6pVs+W77+6I51uyxJePPy7tOfrdd74oFHJ8fGx59CgJBwcT9PXl7NgRSP36jnzySSMePkzkxo2X9O3rhY2NMePGnWXTpqcYGOgRHj6W8uXLDuba2ZkQEzOBJk12ExCQAoCHhyUODqbSzSkh8YoPP6yNmZkCc3Oh6u23gYarV2Pp00fw/U1MzOXrrwXVonnzGhEenoGtrTFt25YsIBY/8wDZ2UVMmVKHxYvvkJqaLyZeODiYYW9vwosXWTg7m5KZWYCenpw7d+Lo378KenoyPv30GoGBqTx4kMjkybVFOXsQgq9Nmuzkl186ibJltWvbY2trLAZ4lEo1T5+m0Lp1BVq0cOHChWi+/bbFW/3E8/NVtGq1l0ePktiwoQMjR1Zjxoz61Kplj6OjCdWqlSSobNnyjNmzr7wah+kRGPiB6GP+V6J+fUf27Okm3egS/1M++6wxn33W+K37FD/TBQUq0RaiLNRqITtVq9VNeC0sVNOv3zGePk3ml186iYEQpVKDv38iAJs3P6V7d3eOH38uKh3MmlWfO3eG6gR0WrRwJTExDysrQ5KT87GxMaZChXIsXNiE3bsDUamEc7drV+m1MV4rvvjiJk2bOovjtCZNhArl/ft7cPx4OJMn1+H77+8SEZGJsbE+p071Iz09n+7d3d/aNl9+eQs/vxj8/GIYPNhbJ/ii1cLRo+FotVp69fIkIiKDdu32o1SqOXOmn04inYSExLtjbKzP4cO9xL/Hj6/1zsc+fJhE/fo70Gi0GBsr+OGHlmKySnFfp9FoWby4BRs2PCEyMlMcqxQ/1wDVqws+5UeOhHHixHM8Pa1ENbnp0y9SVKQpFUi2tjbik08aolDI+fXXYORyudhvjhjhQ716DsTEZHPyZARdulTm7t0E+vc/BsC2bZ3F5LBmzXaTmVnI3r0hrFjRhujoLEBQdJACwBIS/xxSU6fQpMlunfXdly9zMTb+iby86VLS2XsiBYAlAKhZcxtPnybrbLO0NCI9fYrUOBIS/2A++eQqV67EsGhRc9av78CPP94jJCRNHNybmSl4/jyD/HxhwUPIEs0Wj79xI5YxY6rTtOlusrOVLFhwg6SkXAwN9VAo9MjNFaR/zM0V/PJLZwYPPoFaraFPHy8uXozWqXiTy2V07lyJfftC+fXXYLy8rPDysmbQoKp07+7OTz/df23BoSlpaQV89dVNnJ3NmDmzPjNn1ufZsxQ+/7xpqc+p1SJKKYaGpktfvITEaxQnfwAUFKh/d//fBiZdXMxwdTUnOTkPOzuTNx535048o0efARAr4mrUsMXZ2UysYnsXmjZ1pmtXN8LDM5g3ryHnz0frvK6nJ2PCBGExZOLE82ze/JQZM+rrZI+/Tt++XmzdGoBMxhu9ZerUsefEiT54eGzi++/vUqeOPW5ulhw8GPrGap+sLKH/KypSv3XRWOgjDbh0aQCHD4fh4WFJixauf4p/uYTEP2bSqi9/ZxnRkycjGDzYGx8fGw4cCBVlXlu2LM/gwULl7uDB3sTEZJObW8RHH9XF1FTBmTN9uXkznq5dK4t9yZ07Q7l+/SUdOlRi4MBjnDkTxU8/PaBRIycGDfKmQ4dKBAamUr++IzY2xvTvX4UDB8I4cEBQTcnMVDJr1hWxbzE3N6BuXQcx6dba2gilUk1enkpMXPHxsWHcuJpv/HyBgancvRsPwM6dgYwcWQ2ZDNq2LZ2887pveWGhkID3VwwAS0j8VVmzph1eXlY0bepC5cpvfnY2buxI48ZPadrUWUem/fbtOE6ceA7A6tUPmDWrAcePR1BUpH411zJg9Gihb7O3NxGr4latesi2bQHcuDEELy8rQJB+bd16LxqNBlNTBefPR7FtWwAnTjxHpdKipyenRQtXRo0qqaKvXt2WAwd6lHnNPXq4i/L069d3oHXrCjRo4Ejt2vZl7v/pp9fYvTuYuXMbMnFiLXx9XTlx4jlOTqZ4elrp7Lt3b7Do47djRxdSUwuIihKCSYcOhUoBYAmJ/wciIjLEoGx+fpHo+wtCsqutrTHVqtkyfLgPAwZUZeLEc+Tnq7lxIxY9PTkTJtTixYss5sxpQMuWgpqJSqURg7+AaNFjbKxHbq4KEBJ7X76chJGRHuvWtcfLy5qAgBRR1aBXL0HloEOH/QQHp+HubimqQgGMGnWa+Phc5s5tSFFRcbKNllatylOrlh2ZmUqGDi1tCXL+fDRxcTkMGeItzaskJP6G3Lo1hHnzrvLdd3dfW69SIZcvIyvrI8zNDaRGete5tNQE/27y8oqwtV1Dfr5KZ3vbthW5cKG/1EASEv9gwsMzxCq+BQuuc+vWUAYOrMKaNQ+xtjbms8+ukZWlpEePw6LXVVGRhpkzG/DyZS4qlYbhw31YtOi2GDRKS8sDhEXG14NK+fkq7t2LF7M8Hz1KpG3bCqIHVfEgvkEDJ/bvD8XMzICvvrr16pz5LF/emm7d3PHze8GgQd4AfPvtbVaseACAt7cNP/zQ6o2fVSYTJBu3bw/kgw+qS1++hMRrfPxxQ0xNFdjZmby16qyY6dPr4e5uiZ2dCcbGelSqZMGUKRfYsSOQ/v2rsG9faf/bsLB0vv32NnI5aDTQvbsHBw5Uo3Jli7cGf48ff87nn9+gSxc3Fi0SKvquXo0VvakuXYph9uwGWFoaYWdnrCOXqlZr2bTpCWq1lvXrH7Nkia94LStXPqB16wr06eOJp6cVwcEfvPEa4uNzuXMnnrZtK4gyRCkp+WJFr0ajLeVHDLBiRRvc3CypV8+BKlWsf7dd7e1NxMC1hITE++Hr68qWLZ0YM+YsDx8mMXbsWT7+uCE7dwaK+xQHXIT+QUP16rbUqWOPqamCoKBUWrbcS15eEdOmCX6WX37ZDEdHU1q0cKVz5wPcu5coHl9cabd8eWumTauLi4u5OFbav787V6/WYcKEcwQHp5VSVfj++5aYmOjTtKkLM2bUQ63WMmLEKfF1CwsD1GptmT6jADVr2tG9uzv+/glMmVKn1OuJiXncuhVHmzYVGDCgCpmZhWzc+JQmTZzo2LGSdLNISLwH5cubs2xZq3f6DZ83r1Gp7XXqOODtbUN4eDoDBlSleXMXduzozHff3WXQoKrMnVuiOtK4sRM3bw5l2TJ/Dh4MJSUlnytXYrCyMuTBgyQePkwkN7c4oUzoz86fj+bAgdBX12DMpEm18POLLTMh5HUEJaZUKlUqh4mJoK4wblxNcnKK3rhu9O23dwCYP/8anTtXZuzYGuzZE0RKSj6hoek0blxSfff6eXJyiuje3Z1Vqx6gVKrp189LurEkJP4f6NnTgz59PDl3Lopu3QTVgZ49jzBpUm2mTavLd9/5ivu6uVlw7lx/tFoh+SQzs4BHj5L59NPG2NgYYW4u+AKXXneRYWgo58cf2/D55zdISMilsFD9ah1ID0tLQ44fD+fhwyTKlTMgOnq8aNuRllb4qs9Q6iSVaLWwf38Ic+c25MiRnnz++U2GDvWmRg1bHj0aWeZnvXkzjg4d9gPw4kXWG+2KJCQk/tosXuxLw4Yu9OlzWGe7peUq7twZQv36UuX/uyB5AP+L+fXXEAYPPv6bH2u4c2cYDRo4Sg0kIfEPp6BARZ062wkOTuOzzxqLcokAu3cHMXToSZ3927WrhJ2dEatXt8Pa2gitFlxc1hEfn4u9vQljxtTA3z+BCxeiS0n++Pq6smtXN+rU2U52diHr13fAyEifQYNK+iAbGyM2bepEnTr2XLsWy/DhwmLod9/56iyOFLN8+X1mzryMXC7j7t1hb/XYlJCQ+O9SrtxKsrOVGBjo0bFjJdLSCtiypZM4ee/d+whHjoSLg/hZs+r/bib2rVtx9Op1hKQkIbEkNnYiLi5mnD4dSZcuB4GSIM2bmDnzMhs2PMbe3hQPD0t27OhKu3b7efYsGZkMPv+8KffuJfLZZ43LlA0rKtJQufIGXr7MoUsXN+bNa8T+/SEMH+5D+fLl2LjxCU2bOutk0P8R8vNVXL78gvr1HbG3N5FuKAmJP0BubhGVKm0gJSWfHj08OHUqApVKg7u7JXPnNuSDD2qIQdVhw06ya1cQ1tZGRESM48yZSAYNOiGeq0EDR+7eHca+fSH8+OM97tyJF19zd7ckIGA0hoZv99pTKtVERmbi5WWNTCb0J0uW3CUvr4hPP20seqJDiX8oCNXO5cub4+8/DBsb4/dqA41Gi4fHJiIjM2nZsjxXrgx81e/e4fvv/enWzZ3t2ztLN4uExP8QrRYKC1VikOO3rF//mIULb9CvXxXWrGlLaGg6Awcep1w5A/bs6UaTJrt58SKLLl0qk58vBFLs7U1JTMxl7dp2rF79kH37gmne3JXjx4Vq48uXB9KqVfk3XtOUKRdZs+Yh3t42PH48EoVCTv/+xzhwIJRJk2qzdm27Usd063ZITMCzsjJi+fLWjBp1GoBx42qyYUMHcV+VSsOaNY/QaLRMmVJHqr6TkPh/JD29gIsXX+Dr6yrOM7RaMDH5iYICFaamCnJyppW5XtSs2R4ePkxEJhPWd1xczIiNnUhwcBoHDoSyYMH1Mt/T0FAPFxdzIiIy0NeXs2BBExYubIJarcXcfAX5+Sr09WV8+60v06bV5dSpSHr3PgLAmjVtGTmyOl9/fYsLF6JJS8tn2bLWoh/6u3Dx4gvatdsH8Lt+5hISEn99MjOVWFmt5LdRzMmTa7NmTTupgX4HKQD8L+WHH+6JflDFKBR6pKVN0fHgk5CQ+GdTUKAiLi63lBxgenoBHToc4OXLbOrUccDT05LVqx+iVmupXNmCiIhxAFSuvJGoqEwcHEyoVcueixejUau1ODmZMWtWfXbsCCQ1NZ+DB3vQsKFucCUrS0nnzgcICEglO1uJRqPF0dGUuLhJAGzc+ITsbCUffli7zAUTrRbOnYvC3t6EOnXspS9TQuL/kRUrHrBmzUPq1rVn715B+nT69HosX94agLlzr7J06V3KlTMgJGRMKbnk36JUqrGzWyPKKNepY8+dO8PEBcQtW56RnJzHlCl1MDHRHbc8fpzMmDFnMDbWZ/nyNpw/H8X8+YLHsbm5Afn5KlQqjc4xb/IGz85WYmu7BqVSTfXqtjx9OupPaa/w8AzCwtLp0KESenoyunc/zIkTz6lYsRzh4WPfSxJbQuLvwsKFN/jxx3uMG1dT7Bv+bM6ejSIqKhNfX1caN95NVlYhfft6lZJAbdRoJ3fvJgBw6lRf2rSpwJQpF7h0KQZDQzk//NCapk2dsbVdg0qlQU8P1K8KiMePr8n69R10zvfiRRYymeyNXt+ZmYUsWnSbZcv8Afj22xbMm9eIxMQ8Fi68jkKhR2xsNs+fZ/DsmeAFfuhQL3r39nivz69UqrG0XEV+vgo3NwuePxfGa4aGy0UPv8TEyVKiiYTEXwgzsxViZe/XXzenTZsKODmZEhiYSqNGTjg6rkWt1lKjhi1PnowqNU7x9NxEYmIe9eo5cP++oFRw9GhvUd45I6OQr766iZ2dCXPnNkQul1G79jYePxYswEaNqs5337XAxeVn1Got1tZGpKaWbQXm6/sr167FIpfL8PcfxsCBx0lIyOXw4V5vtNp4nWXL/Fm9+iETJ9bik08aSV++hMT/gMaNd3HnTjxeXlaEhIwRtw8ceJx9+0IYMsSbXbu6ljouICCF6tW36mzT15dx8GAvevRwR6lU4+z8M6mp+aWOlcmgRg07njwpsRo8fLgnrVtXwNp6tU6xwIoVbUhPL+CLL24CMGyYDzt2dNFZ97l6NYbKlS2oUKHcO3/ubdsCiI/PYerUujpJdxISEn9fmjbdza1bcTrb3tSHSbzWJ0sB4H8f06ZdYuXKBzrbFAo5eXkz0ZdEwSUkJBAWMqtW3Ux+voqPP25Iw4aO9Ot3DAATEwW5uUKGaEREJocOhfLJJ36o1UJfUlSkoUcPd44e7f3O79eo0S7Rz65Dh0qcPdtP+hIkJP6GhIWl06jRLnJylBw50osuXdwAoSrtypUYPD2t3hggeR2VSoOLy88kJeWVCv7+HmPHnuWXX54Cgrf45s2dmDTpPEqlWkeqWSZDrKApzhw9eTKC0NB0xo2rKSbEHTkSzrFj4UyZUoeCAjW7dwcxaJAg4/hHiI3NpkqVzeTlFTFnTgOWLm1JtWpbCAxMRaGQk5o6RfKzkfhHYmm5iszMQvT0ZBQWznyjxHFZBAamIpMJlg9vYvv2AEaOPI1CoYehoR45OUo++KAGK1e2KbXwt3DhDb7+WrCamD+/Ed98U7oyJCUln8qVN5KTo6Rly/LcuRNPQYGK5ctbM316PSIjM1m37hHOzmbMmeOHTAYXLgzA19e11LmqV99KQECK+Pfy5W2YPr2uzrzs6NHeWFkZ0rbtPoqKNLRtW4ELFwaU+Vm/++4Oe/cKcoiDBlXVee3UqQj27w9lwoRaoiSrk9M6EhJyMTDQIzd3Ovr6MumGlJD4C6DVgoHBj6hUGtH/18BADwMDOTk5RXz4YR2aNXPh+PFwpk2rV0qtJCoqEze3jWi10LSpC506VcLOTrCUkL16zOfPv8bixYJ884EDPejb14tz56Lo2fOwaONTvrw5I0ZUY9u2AGbPbsC0aXXLvN7g4DSWLfOnZcvyDB8ueG4WFWneeYxmbr6CnJwiDA31yM+fIV6jhITEf4/y5dcTG5tNuXIGpKVNFcdfWi0kJua+MTFXo9EyYsRpjhwJQ6XSoNFoRQ/eEyf60LWrG4WFanbvDmT8+PNigq1CIWf9+o60b1+BBg12kpCQC8C33/oyb15Dfv75MevWPRKDw2vXtqN8+XJ0734IgN69PTl0qKd4HQsWXGfRotuYmSkIDh6Di4uZ9KVKSPyL6dnzCMeOhetsMzbWIy9vhtQ4b0AqL/iXUa3a5lLBX3NzA5RKKfgrISEhkJ2tZNCgE6I3eGRkJl27utG2bQUcHEwYNKgqzs7rmDTpPG5uFsya1QAfH1sAunZ158aNIRw40PO93tPPbyBWVkaAUNXr6/urKBf7rmg0Wr766haTJ18gOTlP+iIlJP4H5Oer6N//GI0a7eLp0xQ8Pa148WIC8fGTxODvpEnnsbZezYMHiW8M/ubmFtG+/X7c3DZy/fpL9PXlDBnijbOzGR98UENcWMzOVjJjxmXmzr1KQYGqzHN16lQZubykX7CyMiIublKZsmH793fn1q2hrFrVlkePkuje/RAzZ16mQoX1NGu2m5SUfHr18mDz5k7UretAnz5HWLPmIb16HeGPplAmJeWRlydU+kRHZwGweXMnhg3zYffublLwV+Ify/jxNVEo5IwfX+u9gr+nTkVQvfoWqlffyoUL0W/cr7iarahITU6OoB6gVmvKrPoYN64m3t42VKxYjkGDvMs83y+/PBXP06ePJ4GBo7lxYwjTp9cDoFWrvXz/vT8zZlxBpdJQVKTh3r2EUucpKtLw/HkGINhd2NmZMHPmJdaufYS7uyUgyD5XqlSO+vUdkcuFtnnxIrvM68rJKWL+/Gs8epTE3LlXS73epYsbixe3YMuWp3z77W20WnjwYARLlvjy9OkoKfgrIfEXQiaDZcta4e1tTY0adoAQlCn20I2KymTw4Krs3t1NDP5u2PAYZ+d1TJlygUqVLFi1qi19+3qxenVbFixowsSJtXQCq8XjJblcRmGhmqwsJR06VGLAgJLkkbi4HGbNqk9MzAQx+FvWOKdqVWs2beooBn+B3w3++vnF0KzZbubOvUq/flUA6N+/ihT8lZD4H7F3b3fGjq3B4cO9dMZfMhlvVWWSy2VUrFiO3NwiCgvVOtYXR4+Gk52t5Icf/NHX12Pbts7iMz1gQFVGj66Gq6s59+8Po0ULV2QyGfPnX+WXX54ycWItHj8eye7d3XB1NWPq1IvEx+cwZIg3tWvb88knuvZfISHp4vhn27Zn0hcqIfEv5+jRXnz/vS8ge21dSo1C8aO0Fvym8aZUAfzvQKXSYmT0o07lC8CcOQ1ZutRXaiAJiX8h8fG5nD0bSbt2FXF1LQnK7NsXwsCBx8UJvZ6enMOHe3LiRARr1jzEwEBPlBH09XXFz28QublFPHuWQr16Dn9YutTObg0pKSXyQcX+Mnl5RaUkXsseBITTq9cRQFd6VkJC4r85+C557j74oAa//NJR5/Xc3CLMzFboPNNl8bqvb82adkyYUIspUy688hovOW7p0rtiwKN6dVtMTRVs3dqZx4+T0NeX06ePF+Hh6Xz88VWSk/Po2LESn37a+JVXeDxNm+5BrdZQs6YdCxc2oW9fL/EaHj9Opk6dbToLnlu3dmbkyGri37VqbePJk2S8vW0IDBz9h9tt9eqHPHqUxIIFTahYsZx0I0n8a9Bqee9F/2XL/Jkzxw8QZAI/+qjuG8c1s2ZdxtraGK0WIiMzWLGijehF/r4cPhxGnz5Hkcng/PkBtG2r6/Vta7ua1NQC8e/ate24fHkQlpaGZZ5rz55gmjVzYfr0SwD06uXB4cO98POLwcHBlKpVrcV+9dChMCZNqi1W8P62DX1993D9+ssy5agBJk++wLp1jwA4c6YfHTtW+kNtkJtbxM2bcTRq5ES5clJyioTEu629aPjii5ukpubz9dfNsbV9Ny/v5OQ8fvnlKU2buhAcnMbt23HMn98YDw9LcZ+kpDycnNaJ8qmDB3szYEAVevUqWy5+06anjBt3FplMRvfubhw79hxXV3M2bOjI+PFniI3NAWDixFqsW9dePO7s2Sj69z9GxYrl8PMbhLW1UZnn3707iCtXYpg5sz5Vq1oTE5PNpEnnSU7Ow93dkoULmzJhwjmuXo0FICBgNC4uZlhYGEo3ioTE3wBLy5VkZgrJcA0aOBIRkUleXhH16jlibCzn/PkXgOA7XlCg4unTFMaPr6nzjL++vjR3bkO++05Yg759O54mTXYBgsLLuXP9cXUtXd37/HkGtWtvIyenCAMDPTIypmJsLFUwSUj827l8OYo2bQ6U2p6S8iE2NsZSA72G1GP+C4iIyMDLa/NvZA9lXLs2mGbNnKUGkpD4l9Kp0wGePEnGzc2CefMaExiYwpw5DWna1BknJ1NSUvIpKhIqWnr3PoKenhDYVSpVFGdaXb0aS2ZmIRYWhqUkyX7LgQOhLF9+j4EDq5a5eOvr68qhQ2EYG+uTn6+icWMXmjbdze3bcSxb1oqZM+u/9fwVKpRDT08m+hRLSEj895HJZBgY6KFSacQAg79/AmvXPqJnTw969fJg6FBv9u4NYezYmm88T8OGjnh4WBIZmcmTJ8l8+OEFatYUfKO6dnUT9yt+tmUyRJ/Mjz66yPnzQlXgrl1d+eqrm2Km+M8/txer6R49SkatFqTJwsLS8fGxIS4uB2dnYaGhVi07Tp7sy6lTkWzZ8hRLS0Naty6vc50XLvTn3Llo2rev+B+125QpdaSbR+Jf2me8/zHjxtUkODgNPT0Zo0dXf+N+Tk6m7N7d7U+71t69Pbl3bzgKhZyaNe10Xrt+/SUqlVa0vgDo2LGyGPy9eDGaBw+S6N3bEw8PS3r39qR3b0/Uai0BASk8eZLM/PmNAWjZUref6dnTg549Pd7ahpcvD+Tly5w3euEV95UKhfydZPffRJcuB7l6NZZatex49GikdANLSLwDR46E8803twEwMzPg++9bvtNxdnYmoi+ur68r48eXHjd9881tMfgrk8nYsyeIvXuDmTixFitWtCmViBsZmQGAVqslIkL4f2xsNh99dFEM/oIQfF62zJ8PP6yDsbE+e/YEkZ2t5NmzFK5diy2zT3r5Mofhw0+h0WgJDU3nypWBrF79kJMnIwC4ezeBtLQCWreuwNWrsbi7W1KxYjnJi1NC4n/EoUNhBAam8uGHtUW1tfelY8fK7NsXglwu45tvWtCuXcVXik2xOuMSU1MFrVqVp1OnyuJ2rRamTLnA7dvxNG7sREZGIX37ligy1avnQJ8+nhw+HE5QUCqVKq3nww/rcO5cFHPnNmTUKGHM5+5uSYsWrpw+HYmbmwVGRu8XyggMTCUtreAP2/dISEj8NWnduhKZmR9ha7tanI8JfcYmbt0aire3tdRIxf20VAH8zyYmJosqVTaLUq7FxMVNxsnJRGogCYl/AVotKJUlkj2PHiVx924CX311k5cvc9DXl4t+Lb17e7J9excMDfVITMxlyJCT+PsniNJhpqYK+vTx5OTJSLKyChkxwodffulU5vsmJuYxY8YlypUzZPny1nh5/UJsbDZyuYzs7I9KVfUWFWnw909AoZBz/34iLVuWx8dnMyBkm969O+x3P+uzZykkJ+fRunUF6YuXkPgDJCfnsWtXEM2audCggePv7t+y5a9iVUdIyBi8vKzw8dlCUFAqBgZ6pKZOwcxMgUajFQOxb+urFi++zaefXgfAz28Qbm4WuLiY6wSNbt2KIzExjzFjzpCTU8S4cTVZs+YhAJMn12bt2kcAGBrq8eLFBOzthfFORkYhNWtuJTY2h7ZtK3DxYjRGRvrcuzccHx9dX1GlUo2envy9ZGolJCT+uhQUqDh5MoLate1F2eX/hNcrbEeOFGQOP/64IeXKGbBx4xPGjz8HgLm5gtjYSX9K9axSqUap1Ij+5G8jI6OQH3+8R7t2Fcv0JH5Xir2DTU0VZGZ+JPWJEhLvwP37iTRqtBO1Wsv69R3KDOT+UVaseMD06ZeQycDc3JCsrELxtSNHepUK1KalFbBgwXWsrIzo0qUybdvuF+d1+vpyypUzoHlzV9FL78svm7FwYRP8/GIYOPA4bm6WnD7dt8yK3awsJZUrbyAtrYBhw3zYsaMLR46E07fvUbRaIeg8ZUodVq1qy/PnGTg7m0lVexIS/yOePEmmdm1B2agslab3WUuKjMzA2toYfX05ixbd4tChMMLChGRbW1tj9u3rXub6y+PHwjW8TsWK5dixowstWghjk8JCNaamP5VSq7S0NOTQoZ6sWfOIvn09WbrUn0ePkpgwoRY//9z+na//3r0EGjfe9V/pjyUkJP46mJr+RF7e67EvGZMn12TNmvZS4yBVAP+j6dr1IKdORepss7c3JTFxktQ4EhL/EtLSCmjceBcvXmSxe3c3nj/P4OOPrwJa2rQpj5eXFZcvx4j7Hz4cRpUqv/DkyUhcXc25enWQziJnbm4RCoUeqakfvsMCxX327AkGoFEjJ1q2dGXXriAaNnQsU9JZoZDj7GyKt/cWCgpULFjQhJEjq3Hp0gvmzGnwTp+3enVb6UuXkPgPGD36DCdPRmBioiAmZsIbJf+KadTIiatXYylf3lyspK1YsRxBQak4OppiZCQknvxe8BeE7PG5cxtRqZIFjo6mbwxaNGkiqJd06DCBwkI1ZmYGeHlZoa8vp3Zte9ate4RWC82bu4jB3+KFhBcvJgAwbdolLlyIJj9fxbNnKaUCwAYGejp/p6Tk8/BhEr6+rjr+VxISEn8Pxo8/x44dgVhYGBIZOe6dK2GKK+1+24cNGeLN/v0hODiY8v33LbGzK+lrwsMzxP/n5anIz1e9NQD85EkyarWWOnXsS722cOEN1q9/zJAh3vz6azDp6QUcPtyLzp0rv/W6+/Q5yuXLL9i69RmRkeP/cOB2+/YubNz4hGHDfKTgr4TEO1KvngNPnowqs+Js9+4gvvzyFv37e7FoUfP3PvdHH9WlalVrAgNTmTnzsrjdyEifKlVKV7pYWxuxZk078e+RI6uxfv1jmjVz4cyZfhgb63P58gsxAFwcoG3RwpWoqPFvrbQrV86ABw9G8OBBotgn9erlQUTEONLSCkhOzqNtW0Ex5c9IvJGQkHh3DA31kMsFdbT/JPFCJgM3N+H5/eab2yxZcheAZs1cSUjIYcGCJm9Mvnd3t8TDw5Lw8AyMjPQpKFARHZ1F9+6HSUn5EH19OYaGeowfX4t16x4hk8kwNVWQk6MkI6OQESNOExubzbFj4WJ1n59fydrV3bvxnD4dydChPjpS+a8TFZUlBpfDw9PL3CcpKY+IiEwaNXKSvMklJP6m5OZO5/DhMAYOPP6qv9Cydu1jzp17QVjYmH99+0gB4H8on312Qyf4K5PBBx/UZNOmDlLjSEj8i7h7N17Mzty/P4RHj5IAYQCsVmv5/POmYgBYJhMyPOPicggKShMXLObObciuXUFihvlvAyVvok4de2QyIbu8Rg1bRo6sxqefNn7rAkB8fK6YlR4RkcE337SgVy/P313olJCQ+HMoVgNQqzVi4APg11+DefQoiRkz6uPgUBLoWLKkJUOGeFO5soVYlXbgQA8uXnxBo0ZO7+0JrqcnY8gQ73fa18REISaTvC4rb2lpRHp6AZcvx6BUqksFcwFmz25AbGw2Dg6mpXzzHj1K4sGDRAYMqIqZmQKlUk29ejt48SKLfv282L+/xx9q28TEPObPv4ajowlfftkMfX05sbHZ5OQU4elpRXBwKh4eVmUGmK9ciWHKlIvUrm3H1q2d/7DXuoTEv5W4OEHqNDtbSXa28p0CwIGBqbRpsxetFnbu7MqaNQ+xtzdh5co2NG/uQnJy2clwQ4Z48/BhAhkZSj75pJFOn/lbzp2LolMnwbvq8OHS1Xvff+9PQYGKtWsfoVSqAThx4vnvjovi44XPm5KSj1Kp/sOLv+3bV/yPJe8lJP6NvGm+9MEHZygsVPPNN7eZMqUujo7vp8qWlpaPn18Mzs5muLqak5iYy3ff+dK3rxcVK5b73ePXrWvPvHmNcHExE8cSderYM3NmfcqXN2fKlDokJubRuPEu4uNz2L+/B927u7/xfBUrliv1vmVtA0GJYdu2ANzcLKV+RULiv0yVKtZcvjyQwMBUhg/3ea9jExJysbExZsCAY5w9G8UPP7Ri0qTa2NqW9FdfftmUtm3frrpmZqbg6dNRpKTko1Jp8PX9lZiYbExNDUR7MYBmzVw4dSqCTp0qY2iox8qVD3BxMcPb24bY2GwqV7agSxc3Ll9+wZw5DQFBFaVDhwNkZhZy6FAYjx+XbVPRq5cHn37amOTkPD7+uGGp11NT8/Hx2UJqaj6ffNKIxYtbSDePhMTflN69Pbl0aQC+vr9SrHccHp5O9epbuX17CGZmBv/atpEkoP9haLUwY8ZlVqy4r7P9229bMG9eI6mBJCT+ZeTmFtGr1xHCwzPYtq0zjx4lMWvWFdzdLTl3rh8VKpRj+vSSPsPV1ZwuXSqzdm17nUqPzMxCAgJSkMlkYvXdzZtxuLiYvXWxITAwFRMTfSpVsuDEieevfEBrlPK7e50ffrj3Kqu9Hi1a/Ep6eomsmISExH+X+PhcNm9+iq+vqyjNFRCQQo0aW9FqYfDgqn+Kx+a7SEL/UT788AJr1z6ib18vDhx4v2BtYmIelStvID9fJX7WMWPOsnnzUwDs7IxJSvqQuXOvcupUBF980ZS+fb3e6dwzZlzmp5/uiwsdrq7mHDkShlKpplEjZ27fjqNxYydu3Rpa6thu3Q6Jnno3bw4R+2EJCYl3IywsnR9/vIevb3kGD676Tsd8/70/H3/sB0DTps7cvBkHwO7d3Rg4sEqZfVhERCY1amwlL6+IZctaMWtW/be+x5o1D5ky5SIAS5b48vHHDRk58jRHj4azaFFznj1LYf36x4wZU5OYmCwSE3PZsaMrNWq8XfHk/v1ENmx4TO/ennh6WhEWlk6HDpX+a/2uhITEu2FhsZKsLCX6+nJycqa9t6rI+PHn2LjxCQA3bgymRg07zM3/2ILm7dvxDBt2kuTkPLKylJQvb05U1HiOH39Or15HABg1qjpbtnR64zl+/vkxW7Y8Y9KkWqJf55uYO/cqS5feRSaDe/eGU7eug3RDSEj8xZg9+wo//HCPevUcuH8/EYCaNe24d284tWtvIzAwlV69PDl8uOd7n9vF5Wfi4nJwcDAlPn6SWG1bpcovhIYKRQtJSR8SEZGBl5cVAwYc58KFaMzMFOTkFKGvL0Oh0OPy5YHUreuAs/M6UlLyqVjRgl9/7Ubjxk7vfU1PniRTq5YgU925c2VOneor3QQSEn9zAgJSX61flYQ8K1QwJzp6wr+2TaQK4H8QCQm5VK68UayeA8Gvc+/e7nTt6iY1kITEvxBTUwXnz/cX//b1ddWplAP44oumRERkkJWlpH9/L2bMuMzlyzHY2poQF5dNpUoWWFkJPr5Dh54kKCiNXr082LLlGcbG+jx7Nho3N4sy3784+12l0jBw4Any8oq4ciWGmJg3//AWL5bGxmaTmVko/v9t+Psn0LPnYaytjTl/vj9OTqbSly8h8QdwcjLl008bl+pHFAo9lEr1O8umvomcnCJatfqVoKA0tm/vLAZPjx9/zq1bcUyeXBtXV/P/6D3WrGnH4sW+f8hzs7BQJVbZZWcXodFo2b49QHw9NbWAmJhsli4V5M8WLrzxzgHgYmlGuRxu3Hip89qzZyliX1ZQoColudijhwenT0fi7m5JtWqS1L2ExPvi6WnFunXtyc9XsXr1Q8qXNy9Vbftb+vb1YsuWZ2g0Wvr3r8qtW3EYGelz5EgYI0acYtq0uixb1krnmMjITPLyinSe67cxenR1QkPTUak0TJpUm+TkPLHPWbnyAaGhY1i5sk2ZSgZqtRY/vxiqVrXG2dmMK1di2LYtgBEjfGjdugLr13cgNjabKlU2k5dXxMcfN2TJEl/pZpCQ+C9x61YcUVGCWohCUbZSx507w1i58j6jR9f4Q5YSxeMwPT0ZVlZGbwz+ajRagoPT+PTT62RlFfLLLx2pVEl3vrZp0xOeP88Q/05PL0Cl0tC2bUXatatIdHQWkybVKvPcQ4ee5MqVGFJT8ykq0hASklYqABwamo6LixmmpgpxjAVC0YJSqZFuGAmJvyAnTggJp/fvC9LuV67EMHFiLdLTCwgMTAUQFebexMqVD/j002v06OHBzp1dxUBvcV9gZqbQkVru1cuTpUvv0rJleWxsjLCzc+LhwyQuXowW54/CmpIWlUrF9esvqVLFGgcHUzIzC4mOzsTXdw8hIWOoXNnivT5vzZp2fPttC+7ciefrr5tLN4CExD+AatVsKCiYTosWv3L3bjwAL15kI5Mto0uXypw8+e9L9JACwP8gevY8rBP8bdHClZMn+/zhjFAJCYl/B5aWhhw71huANm32UlSkISwsXRzYR0dnAWBtbSxWvxTLRufnq4iMzHxjALgYPT05pqb65OUVvTG4Ex2dRVJSHg0aOAJCNfKOHV24ciXmdyto9uwJIj4+l/j4XM6ciWT06OrSFysh8SdRqZIFt24NITAwlX79SoKdUVGZbN78jLZtK7y1qv917t9PELPJd+4MpG9fL+bPv8Z3391Bq4XHj5M5ebLPf3zNfyT4C1ChQjkOH+7FrVtxfPhhHeRyGVOm1GH16oeoVBqGDPHGrxHhVwAAgABJREFUycmUBg0c8fdPeK8Eu4kTa1Gzph03brzk44/9MDLSp1s34fgOHSqxfXsAQ4Z4l+m3N358Tfr186JcOQNJ/llC4j/g669vsXjxHQBu3BhC06ZvrqZ3c7MgMHC0+HeXLpUxNVVQqdIGVCoNGzc+KRUAbt26PJ991piwsAw+/7zJW68lLi6Hrl0PkZlZyOHDvTA3N8DMzIC+fb04ejScsWNrAJQZ/AXBy3zNmodYWxsRHj6W/v2PkZKSz+HDYaSnT2X//hA++uiSGJCOjMwEBHWY3r2PEBmZybZtXd7aBhISEu/Gs2cpNG++B41Gy5MngoxoenoBvXodITExjz17ulGnjj1Vq1qzdm37dz5vTk4RKpUGS0tDABYtak6tWna4u1vi7S0k2i5Zcpdbt+L48stm1KplB8CgQSfYvz9EPM+6dY9LJYD07evF7t1BWFsb0amTG0OGVMXAQA8DAz2dBOLfEh6ewa+/BgNgYWFIZmZhKSnYhQtv8PXXt6hc2YKnT0dhaqpg/vxGWFoaUb267R+q1JOQkPjv8+WXTfnyy1v06uXBt9/qyiEvWeLLiRMRpZKFf8vatY/IySli9+4gfvyxtWiFce5cP44ff64jK79nTzCWloZERIyjYsVyxMfnsmLFfaKiskQJV29vG4KChOCzqamCESN8uHo1loCAkkQ7lUqjsx5eTHx8LiYm+lhYGL7xeiW1TAmJfx4GBnrcuTOUjh0PcP58tFgNfOpUJPfuJVC/vuO/qj2kAPA/gKioTHJzi3BxMQcSAKhe3ZarVwdJjSMhIfFGtFpYvPg2UVFZfPFFU4qKNFy7FguAo6MpZmYKYmKyKSrSIJdD376ePHmSTEhIGgsWNObSpRd4elrRpk2F332vc+eiSE7OB6BGDVuio7PQ15fj4mIGCBnitWpto6BAxYoVbcQq5SFDvN/JD3TAgKrs3BmElZUhHTpUkr5cCYk/gZSUfIYMOUFhoZodO7owbJiuf9Tw4ae4fv0l33/vT3z8JCwtDfH3T6BixXLY25ftadewoROtW1fg2bMUxo8XssmLg78AFhalA7eFhWpevMjC09PqT/tsP//8mNu345g/vzFeXrrn7d7dXWdhYvny1ixf3lqnMvfmzSEkJeXh7Gz2xvcIC0vn/Ploevf2FFUJmjZ1pmlTZzp3royFhSHly5ckxIwbV/Ot12xtbSTdlBISbyAxMY8XL7LEJLK3jX1K/v9+TkjFfcWMGfVYv/4xM2eWTk6Ty2XvXEFy8mQEjx4lAbBrVyC1arVEJhN81N9FJj80NA2AtLQCkpPzcXY2IyUln8zMQr755jbHjz8nMTEXEAI9S5cKwZ/Ll19w/nz0q77wkRQAlpD4E8jOVqLRCH1KRkYBAGfORHH1qjC32rjxCWvXtnuvcwYEpNCs2R4KClQcP96H9u0rolDIdeZGgYGpfPLJVQDy8oo4d66/OPcqRqGQ07p1SaLexo1PWLHiASNHViM9fSoKhfy95OErV7bA19eVmzfjWLSoBR06VMTDw1JnHz8/IVk4MjKTFy+yMDDQo1GjXWRnKzl0qKd0w0hI/EUZOLAqAwcKVhm/HYt8/HHDMn10f8v48TWZP1+oAH59TlipkgVTp5ao0d28GceQIScAQdFyxYo2TJ16kcOHw5DLZZQvb465uQEnTvRhzJizXL78AhcXM9asecRHH9WlZk07oqMz6d7dgz59PMWkmGIOHw6jf/9jmJkZ4O8/7E+dS0pISPw9OHu2H506HeTs2UhxW8OGO5kypS4rV7b517SDFAD+mzN8+Cl27gxEJoOtWzvj7W2No6MZU6fWkRpHQuJfzMmTEQwbdhIfHxvOnu2PmZmi1D4XL0bz6afXAQgKSsXW1kRcGG3Zsjy//tqNZs12c/NmHAqFPk2buuDvP0yczBsbK+je3V1HvudNuLiYoa8vR6XSoFZrcXffiJ6eHD+/QTRu7ERERIaYsfkukom/pXFjJ5KSJktfvITEn8jevcFikOCXX57y5ZfNdF43MRH6FQMDOfr6cr7++hYLF97AysqIwMDRODqWlmI3NtZn1SpBztTT0wqNRkvt2vY8fJiEr68rGzZ01Nm/qEhDgwY7ePo0hY8+qsuKFf/5ID04OI1Jk84DkJyc/84Vx69X5urry98a/FWrtbRosYfExDy2bHkm9p3FVK8uyThLSPxZxMfn4uOzmYyMQhYtav7WypSFC5vg6GhKxYrlaNbM5Q+939KlLVm6tOV/fN3t21ekQoVy5OQoS0nJv0swZvny1nzzzW2aN3fFy8uKFSva0Lr1XgCuX4+lWzc3UfbM29talH9t1MiJypUtiIvL+V0J+/T0Ak6fjqRly/Ji0p6EhERpmjRxZuvWzoSGpjFrVgMAWrRwwcXFjLS0Anr39nzvc1679lK0w5k06Tzh4WNL7ePkZIq9vQlJSXnUrm0vbl+2rBWrVj1g+HAfhg+vJlbgAcybd43U1HzmzbvK9On1fre/iY7OEudyIASU/fwGoVSq36hQsGhRc+bNu4avryve3jbs3BlIaqqQDHzuXBQNGzoSFpZBkybO7zSXlJCQ+N+h0Wjp1esIp09HsnRpS2bMqPdex8+cWb/MJLmy5oUymZCcVzyvLJG5l+PtbU3fvlVo0mQX+vpyWrQoz7VrMXz55U169HDn8eORbz3/lSsxqNVaMjML8fdPkALAEhL/Us6c6cu4cWfYsiUAtVqLVgurVj3gxo1Y7t0b8a8Yh8i075v6LPGX4eXLHFxdfxb/nj27Ad9/31JqGAkJCfr1O8bBg6EAnD/fn3btKpbaJyQkjZo1t4l+lwB169rTu7cXEyfWwtbWmE6dDnD2bBSWlobExEzEzExBbm4RFStuIDU1n549PThypBdnz0aJcoV16zqUeU0BASnEx+dy40YcX3xxAxC8OidPro1Go+Wzz64TFZXJkiUtdariJCQk/n948iSZFi32UFSk4cyZfvj6uuq8npKSz969wfj6lqdGDVt69TrC0aPhANy6NVRH3u/RoyQSEnLJy1PRr99R9PTkXLkykGbNXCgsVBMVlYmXl3WpwXd8fC7OzusAIWj69OmoMq/16tVYJk++QPXqtuzY0eWN3nvF1+3hsYnMzEKmTv3vZH4WFWmws1tDZmYh3t42OjKyEhISfy43b8bRrNluQKh0PXCgh07fM2HCedzdLdiypfMf8tz8b6LVCgutenqyP+Vcc+f64e+fwNKlQjVxgwY7AUHZoNjuA4T3VCrVZUrOv06LFnu4fv0l5cub8/DhSAYPPk5aWgE7dnQpVWkjISFRGrVai0ql+UN9T3JyHo6O69BotBgY6FGtmg1Ll7YsNa9LTs4jPDyDxo3fLZg6cuRptm8PoEsXt99Ngps+/RIrVjygfn1Hbt8e+of7qqwsJUOGnCAlJZ9Vq9rSrdshkpLymDGjHj/+2Fq6USQk/kK8vtZcrZotz56N+o/6wPx8VZkFCSCokkREZDJsmA+Ghnrk56vYvTuQiRMviPL3GRlCIkyHDpVEdYNJk2r/rqpCeHgGY8eexcHBhM2bO4kexBISEv9OcnKKqFBhPenpBeI2BwdTYmMn/ONttqQA8N/0ht269RmuruYMGHCMoiJhQhEdPUEns1NCQuLfy/Hjzxk69CTe3jZcvDjgjQPukJA0goLSGDPmDGlpBUyeXJs1a0oG0mlpBezbF4Kvrys+PsJCX2pqPk5O6ygq0tC4sROXLg3E2no1BQUqqlSxJjj4g7deW1JSHpMnX8DISI+1a9v/Ya9OCQmJ/z7Z2UrUaq3oPfc2hgw5wZ49wcjlMkJCxohygI8fJ1Ov3nbUai3t21fi/Hlh4r5+fQfGj6/5u+f9+utbnDwZwcKFTejSpWzP3deDz35+g0oFq3/LixdZBAam0r59JQ4cCOHu3QRmzKj3Ro/yP8Lt2/EcPx7OsGE+eHvboFSqCQ5Oo2pV6zdWzEhISLw/Wi0sXHidZ89SWLzYl6pVrcXXRow4xY4dgQCcPNnnjX3IX5G8vCK2bg3Azc2CTp0q/6FzfPnlTR4+TOKbb5pTrdr7Kw9UqfILoaHpmJgoWLWqDWPGnAVg2rS6/PRTG+nmk5D4L7N48R3Wr39MdHQWAM2bu3Dt2uD/uM+Mj8/B0dEUuVxGYaGawYNPEBSUyoYNHWjRomQM5eOzRfTeTEyc/EaLj/chJCSNqlU3A9C2bQUuXBggfdESEn+xcdWIEac4ceI5S5e2/F2bmt8ee+xYOGZmBjRo4EjDhjsJD09nw4YOfPBBjXc+R8WKG4iJyaJaNVsKC1UoFHocPNgDH58tADg7m/Hy5UTpy5KQkHgvlEo11atvJSwsXdwm+z/27jIwqith4/gzM3EnIUBwCRrcKQ7F3aHFWgrUqMuW+kIF2l3qghUoFChe3IoWd3cCJEAg7jKZeT9kO7t5CRQoktz8f5/IuXdI5pnJZOY+955jkn744faOTeVVTAGdx4SHJ6pFizk6cyZWZrNJv/3WQ0ePRmrEiOry82NtOCC/vTG/eDH7lFx/6tKlnOLjX3B8nZycodde26SUFKv+9a8WjrUkK1b0V8WK/qpXb6iOHYu6YT1ff383Pf10jWxjAQHumj+/m9asCdVzz9WUi4tFBQu6KywswbHO5a1cvZqkMmV81bNnecpfIJfz9r7xdzQ6OlUTJuxRhQr+GjTov+sCOztb/vPaZHdM6S5lHWTMzMw637BMGR8NGRIid3cnDRz43zXs/pwePqcrZN59t5HefbfRLX/Obt2CtXTpWZUp46vq1QP/8n6VLOmjkiV9dPp0jAYMWCa7XTp7NlaLF3e/Z9k1bBiU7SroTp0Wat26C3r00VJau7YPTy7gHjGZdNN1d9u2La1Zs44rMNBdtWoVzlP36+23t+qLL/bKZJL27h2sWrUK3fH/8f77j/zlPtOmHdH772dNp/j1162zbZs9u7OmTj2i7t2DVbasnwIDPZSQkJ6ninQgr0pLy9Tnn+9WdHSqPDyclJxsVYcOOZ8MEh+froiIpFtOcXr5cqI6d16opKQMLVzYzbGUxR9/hGvRotOSpCeeWKUuXcpp7Ngm8vR01kcfNdGYMdtvWMtTylpCqEOHBbJYTFq9us8N6wDfTMWK/vrss+baujVcH3zwCA80kAvfV/38c8e7uu3EiQf19NNZS+38+98tdfJktCRp4cLTCgkpqC+/3KvOnctlW8s8p+//5/T3Fy7EKT7+RcfsBm++WV+zZh3XW2814IECcMdcXCw6dWqY+vT5TfPnZ82aabdLI0euUdGiXurc2ZifcbgCOA85dOi6evf+zXGWgskkHT489K7O5gaQN4SGxunRR+cpOTlDy5f3ynbwb8SINZo06ZAaN846E/xWU35NmLBXr7yyQZL09NM19P33bbJtX7MmVAcOXNPw4dUd667cifDwRG3eHKaOHcvI1/fWVwoGB0/W2bOx8vNz1fXrzxl+qg3AaJ55Zq1++OGgJGnHjsfVoEFWyRkZmaIvv9yr6tUD1adPRcf+drv0r3/t1sWLCXrvvUYqWNBdERHJ6tdvqVJTrRo3rpn69l2qpKQMrVjR6y+v3r2ZY8ei1L//UiUkZGjJku63VQRfuZKkcuUmKSXFqmHDqmny5HZ/eZuUFKssFtMdX8Xr7f2lEhMz5OXlrISEF3kiAQ/ItWvJ8vJydqwvl1e88MLv+vrrfTKZpN27B6lOnftTYFeqNNVxgPbq1WdvOaNUaqpV6ek2TuADHoDk5AwVKvSdkpIyVLt2IS1d2tNR2v6vyMgUVas2TVevJulf/2px07U3f/jhoJ55JquY+cc/GuiTT5pKylrru169mTp/Pk42W9bhwZo1C2nhwm4qU8b3pj/fRx/t0DvvbJUkffZZc732Wj0eNCAPOnjwutzdnVShwt9fI/eTT3Zq9OgtkqSff+6kJUtO68CBa/rxx7Z6+eUNOnTouiwWk65ff85x3OmXX47r0KHrevnluo73IK1a/aoNGy6qWbPi2rSpf7bvER6eKEkqVsyLBw/AXRs16nd9882+bGOPP15ZM2d2Mtx95QrgPGL58nN6+um1CgtLkCRZLCZ9882jlL+Awa1ceV5nz8ZKkubPP5mtAP5z/ZNt28KVmJie45V6f/rzDEpJCg2Nz7btzJlYdey4QJmZdh0+HHlXZ3sWK+alAQMq3da+fxbE3t4uMptNPMhALvHYY8s0f/4pvffeI3rnnYY33c/Hx9XxXuR/p5cvWNA9x6vwTCbdcFBw3ryT2rTpkiTp88/36Nq1ZElZ09f/VQG8e/dVlSzpc0NJsXVruA4fjnQcSLidAjgoyFO7dg3UwYPX1atX+b/cf8eOK2rT5le5uFi0eXP/O3of9uOPbTVx4iFDTy0E5Eb3YsrSh+Hjj5uqZElvVajgf9/KX0nq16+i/vnP7WrVqqQCA91vua+bm5PcmHQKeCA8PJy1enVvrVx5XkOHVs2x/JWkU6didPVqkiRp8+awmxbAbduWVrFiXkpOtqpHj2DHeIECbjp5cpgWLDil/v2Xym7PWj99zJjtmjq1/U1/vu7dg/XDDwdlsZjUtWswDxiQB82Zc0IDBiyTxWLSli0D1KhR0b/1/734Ym1ZrTZ5eblowIBK2WZ8Kl++gA4duq4iRbzk7Jx1EcDhw5F6/PHlkqSwsARH8bJyZS/t2xdxw+wnmzZdUps28yRJ69b1vasTh48di5Kbm5PKls06weXcuThFRCT97fsOIG/5+utWql27kIYPX+2YsW7WrOPy9nbRV1+1drxOGQEFcC5nt0vDh6/RTz8ddpyNWaCAmzZt6qdq1QIJCDC4Tp3Kqnz5AkpOzlDfvtkL1k8/baZx43apf/9KN5S/8+ad1JkzsXruuVry8XHR8OHV9d13BxQdnSJfX1dlZtplsWSVr2azSSaTSZL9rgvZ11/fpGnTjuiVV+r+5XQ8y5f31LJl59SmTSkKYCCXiItL0+zZJyRJkyYdumUBPGZMY1WrVlDlyvnd9YloLVuWUIECbkpPz9Szz9ZUbGyq4uLS9MQTVW95u48/3qG3394qPz9XHTv2ZLZp59u2LaWSJX2UlJShpk2L6+rVJBUp8tfT0letWlBVq97e/Vi16rwSEzMkZWj9+ot3dP8fe6zyLac7A5A7XLgQr7VrL6hTp7K3tbTF/eLl5fxArqj78MPGeu21erc8kRDAw9G4cTE1blzslvs0bBikF16orUOHruu9926+ZEbZsr66eHGkIiKSFBiY/cQYi8Wkdu1Ka+7crhoyZIVSUqx/Oe18SEhBXbo0kgcJyMOOHcta4zsz064TJ6L/dgnq4eF806V7Zs3qJD8/V02Zclh16vysffsGy8vLWc7OZmVk2OTv/9+T0FxdLTn+LLt3X1VGhk2StGvXlTsugBcsOKU+fX6Tk5NZW7YMkK+vq2rWnK60tEx98UUrvfhibZ4UQD7yxBNV1aBBkOrW/VkpKVnLmP3ww0EFBnrovfcaGWbGSqaAzuVGjlyjiRMP/c+b+6JatKjbbR3QBJD3pKVlavnyc6pZs5DjjMQ7tXv3VdWvP1OS9NxztfTNN1nruT311GpNmXJYUlYJ+7/rt23ceEkHD17X0KEhOU7hfP58nN59d6sqVw7Q6NENs003bbXa5Oo6QTabXf7+boqKep4HEsiDhg1brV9/PaEPPmisV1+te9+/X0qKVZmZ9mxXEf+Vvn2Xat68k5KkP/54TI88kv3AgN2eNTtC584L5eRk1qZN/VS/ftA9+5nPnYtTv35L5epq0fz5XXk/BhiM3S6VLj1RFy/Gq0aNQB04MIRQABjG55/v1htvbFJISEHt2jVQ7u5Z14SsX39RnTsvlLu7kxYv7i4vL2fVrn33Mw9YrTa9++4funo1SZ980jTH90tWq00LF55W2bK+qlu3CA8O8BBERaXotdc2ycfHRePGNZOb2/29Tqxly7nauDFrFqiDB4eoevVA7dsXoePHo9W7dwW5ulr+8uf9c43hH39sK3//O5uW5L33/tCYMdslSZMnt1PRol7q2HGBpJyXSgOQP6SlZeqpp9Zo5syjjrEaNQK1c+fAv3xdygu4AjiXCg2N0xdf7NOBA9ccY40aFdXq1b05OxswsJEj12j69KPy9XXV+fPD72o9XldXi8xmk2w2u6KiUrL98ZIkd3cnlS+ffX2XFi1KqEWLEjf9P999d6tmzTouSWrevISaNPnvmehOTmYNGlRFM2Yc/cur9wDkXlOmtNOUKe0e2Pf786DjnRgzprEyMjJVrVpgjmeFm0zSzp1XZLXaZLXatGvXVUcB/L8zH9ytsmV9tXv3QJ4sgEHZbHYlJqZLkuLi0u/otidPRisgwF0FC7oTJIBcaenSs7LbpSNHInX2bKxjBpS1a0OVmmpVaqpVJ09Ga/jw6n/7+3z66U5Jkp+fqyZMaHnDPu+994c++WSnLBaTDh8eqsqVA3iAgAcsIMBdP/3U/oF9v3ffbaTY2DQ1blzMMatl7dqFb/uEk4AAd82b1/Wuv/+oUbV07lysvLxc9NhjleXqatG77zbS0aOR2rQpTNWqTdPixd1VrpwfTw4gH3F1tejnnzuoffvSeuedLQoNjdfBg9f1/vt/qG/fin/rpLjcgAI4F4qOTlVIyDQlJ2fIZDKpffsyKlnSW99/34bpUgGDCw9PlCQlJKQrPj79rgrg6tUD9eqrdfXZZ7s1Z84JPflkNbVpU0qjRtXWI48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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![Correlation_examples2.svg.png](attachment:Correlation_examples2.svg.png)\n", "\n", "(from https://en.wikipedia.org/wiki/Pearson_correlation_coefficient#/media/File:Correlation_examples2.svg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Berechnung für Dataset $X=((x_1,y_1), (x_2,y_2), \\ldots, (x_n,y_n))$:\n", "\n", "\\begin{align*}\n", " r_{xy} &= \\frac{\\textrm{Cov}(x,y)}{\\sigma(x) \\cdot \\sigma(y)}\\\\\n", " &= \\frac{\\frac{1}{n}\\sum_{i=1}^{n}(x_i-\\overline{x})\\cdot (y_i-\\overline{y})}{\\sqrt{\\textrm{Var}(x)}\\cdot \\sqrt{\\textrm{Var}(y)}}\\\\\n", " &= \\frac{\\frac{1}{n}\\sum_{i=1}^{n}(x_i-\\overline{x})\\cdot (y_i-\\overline{y})}{\\sqrt{\\textrm{Var}(x)\\cdot \\textrm{Var}(y)}} \\\\\n", " &= \\frac{\\frac{1}{n}\\sum_{i=1}^{n}(x_i-\\overline{x})\\cdot (y_i-\\overline{y})}{\\sqrt{(\\frac{1}{n}\\sum_{i=1}^{n}(x_i-\\overline{x})^2)\\cdot (\\frac{1}{n}\\sum_{i=1}^{n}(y_i-\\overline{y})^2)}}\\\\\n", " &= \\frac{\\sum_{i=1}^{n}(x_i-\\overline{x})\\cdot (y_i-\\overline{y})}{\\sqrt{(\\sum_{i=1}^{n}(x_i-\\overline{x})^2)\\cdot (\\sum_{i=1}^{n}(y_i-\\overline{y})^2)}}\n", "\\end{align*}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Beispiel:\n", "| Weight (kg) | Length (cm) |\n", "|-------------|-------------|\n", "| 3.63 | 53.1 |\n", "| 3.02 | 49.7 |\n", "| 3.82 | 48.4 |\n", "| 3.42 | 54.2 |\n", "| 3.59 | 54.9 |\n", "| 2.87 | 43.7 |\n", "| 3.03 | 47.2 |\n", "| 3.46 | 45.2 |\n", "| 3.36 | 54.4 |\n", "| 3.30 | 50.4 |\n", "\n", "Berechne den Korrelationskoeffizienten!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lösung?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot der Daten:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "weight = [3.63, 3.02, 3.82, 3.42, 3.59, 2.87, 3.03, 3.46, 3.36, 3.30]\n", "length = [53.1, 49.7, 48.4, 54.2, 54.9, 43.7, 47.2, 45.2, 54.4, 50.4]\n", "\n", "data = pd.DataFrame({'Weight': weight, 'Length': length})\n", "\n", "plt.figure(figsize=(8, 6))\n", "plt.scatter(length, weight)\n", "plt.title(\"Scatterplot of Length and Weight\")\n", "plt.xlabel(\"Length\")\n", "plt.ylabel(\"Weight\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Vergleich mit der bisher bekannten Methode (ergänzt um Korrelationskoeffizient)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# regression including plot and its function without the confidence interval\n", "def linear_regression(data: pd.DataFrame, x: str, y: str) -> None:\n", " \"\"\"\n", " Perform linear regression on data. Makes a legend cell which contains the function of the regression.\n", " \"\"\"\n", " # Create linear regression object\n", " regr = lm.LinearRegression()\n", "\n", " # Train the model using the training sets\n", " regr.fit(data[x].values.reshape(-1, 1), data[y])\n", "\n", " # Make predictions using the testing set\n", " y_pred = regr.predict(data[x].values.reshape(-1, 1))\n", "\n", " # Calculate Pearson correlation coefficient\n", " corr_coeff, _ = pearsonr(data[x], data[y])\n", "\n", " # Plot outputs\n", " plt.scatter(data[x], data[y])\n", " plt.plot(data[x], y_pred, color='blue', linewidth=3)\n", "\n", " # Add legend\n", " plt.legend([\n", " f\"y = {regr.coef_[0]:.2f}x + {regr.intercept_:.2f}\\n\"\n", " f\"r = {corr_coeff:.2f}\"\n", " ])\n", "\n", " # add axis labels\n", " plt.xlabel(x)\n", " plt.ylabel(y)\n", "\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "linear_regression(data, 'Length', 'Weight')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Radar Diagramm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Eine weitere Möglichkeit, mehrere Features pro Label/Kategorie darzustellen, ist das sogenannte Radar-Plot." ] }, { "attachments": { "image.png": { "image/png": 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} }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Eigenschaften eines Radar-Diagramms**:\n", "* Darstellung mehrerer Variablen in einem Netzdiagramm mit radialen Achsen\n", "* Jeder Punkt auf den Achsen repräsentiert einen Wert, der durch Linien miteinander verbunden wird\n", "* Gut geeignet, um mehrere Kategorien oder Objekte visuell miteinander zu vergleichen\n", "* Normalerweise für relative Werte verwendet (z.B. Prozentsätze oder normierte Werte)\n", "* Jeder Datensatz wird als eine Linie im Diagramm dargestellt, oft durch Farben unterschieden\n", "* Weitere Beschriftungen:\n", " * Titel\n", " * Beschriftung der Achsen (jedes Segment beschreibt eine Kategorie)\n", " * Legende zur Identifikation der verschiedenen Datensätze\n", "* Bei zu vielen Kategorien kann das Diagramm unübersichtlich werden\n", "* Erneut eine Categorical Colormap zu verwenden\n", "* Kann verzerrend sein, weil mehr Farbe (Kantenlänge) wenn weiter außen." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nun benötigen wir das `plotly` Package.\n", "\n", "Dieses lässt sich durch `conda install -c conda-forge plotly` installieren." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "import plotly.express as px\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "hovertemplate": "r=%{r}
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"white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } } } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "data = {\n", " 'r':[1, 5, 2, 2, 3],\n", " 'theta':['processing cost','mechanical properties','chemical stability',\n", " 'thermal stability', 'device integration']\n", "}\n", "\n", "df = pd.DataFrame(data)\n", "\n", "fig = px.line_polar(df, r='r', theta='theta', line_close=True)\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Parallele Achsen Diagramm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ein sehr ähnliches Konzept wie die Radar Diagramme sind die sogenannten Parallel-Coordinates Diagramme." ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)\n", "\n", "(from Marc Streit, VA WS22; JKU)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Eigenschaften von Parallel Coordinates Plots**:\n", "* Jede Variable wird als senkrechte Achse dargestellt, Werte werden durch Linien zwischen den Achsen verbunden\n", "* Gut geeignet, um mehrere Variablen über verschiedene Datensätze hinweg zu vergleichen\n", "* Jede Linie repräsentiert einen Datensatz und verbindet die Werte auf den entsprechenden Achsen\n", "* Kann sowohl für absolute als auch relative Werte verwendet werden (Normalisierung nicht zwingend notwendig, weil jede Achse eine eigene Skalierung hat)\n", "* Farbige Linien helfen, unterschiedliche Datensätze voneinander zu unterscheiden\n", "* Weitere Beschriftungen:\n", " * Titel\n", " * Achsenbeschriftung (jede vertikale Achse steht für eine Variable)\n", " * Legende zur Identifikation verschiedener Datensätze\n", "* Kann sowohl für große als auch kleine Datensätze verwendet werden, aber bei vielen Variablen oder Datensätzen kann es komplex werden (Overplotting)" ] }, { "attachments": { "image.png": { "image/png": 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"backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } } } } }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.express as px\n", "import pandas as pd\n", "\n", "# Beispiel-Datensatz erstellen\n", "data = {\n", " 'Feature 1': [0.1, 0.4, 0.5, 0.9],\n", " 'Feature 2': [1.1, 3.4, 2.2, 1.5],\n", " 'Feature 3': [2.0, 1.6, 3.3, 4.5],\n", " 'Feature 4': [4.1, 2.5, 3.9, 2.2],\n", " 'Label': ['A', 'B', 'C', 'D']\n", "}\n", "df = pd.DataFrame(data)\n", "\n", "# Parallel Coordinates Plot erstellen\n", "fig = px.parallel_coordinates(df,\n", " color='Feature 1', # Farbcodierung nach 'Feature 1'\n", " labels={\"Feature 1\": \"F1\", \"Feature 2\": \"F2\", \"Feature 3\": \"F3\", \"Feature 4\": \"F4\"},\n", " dimensions=['Feature 1', 'Feature 2', 'Feature 3', 'Feature 4'],\n", " color_continuous_scale=px.colors.diverging.Tealrose,\n", " color_continuous_midpoint=2)\n", "\n", "# Visualisierung anzeigen\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Heatmap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Auch bei dieser Art von Visualisierung ist es möglich, mehrere Labels mit mehreren Kategorien und deren Werte zu plotten. " ] }, { "attachments": { "image.png": { "image/png": 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AHi3rIbdr2rFi1G35+M0H1jeLjFwslkv15S1UH3RbTowKlIS0ZW/ILx1GYojGPfYjMK7dAqpPb6B8p7bCiaSCkCVCMSWJCjnpLBVq2UuJQvmYG/Cvpf8hNDySCa45/25mcahyhQJ/LVmPto1ro5ieMIPUNK9XlcVw3X/6CkqlCuev38WlWw/Ye2UG7/1D4OZA5oQRHbB+dCf1nLDuqNa4PXzjGazMTNCwfGGh5Wti4snfgNzxLNp7AaXzuWPV8HaoU7oARq46+OPdi5wsg4uun5CNGzfi3r17LLaKBsw3a9YMHTp0QEBAgNADGDp0KOuTsuzYsUM4q4bGbtH2GzdusNdHRkYyV6WuAPzsIJFMemJzM4TMWIT4W/eR8OQlgibMhLFHTpiWV7uyRKkC0EXksyaSBVkXAYMnwPe3PskxYOEr/mM7Hunux8zAJzgCs3acxaQOdVCxUG6UzZ8Tiwe0wGufIEglRuTuPBFDmldBPTJRFvPIgdk9G7OF/uS9tN0YJ+6+QtHcOZDPTW11yAy8iZiauekIJnRrikpF86JsIQ8sHtYJrz/749LD15gzoA0L7m86bimqDZmHoLAoFq9lQRaGtMSJq4MtCnu4YuhvdVGlWD7sPHtbOJMx6K60xeMHIDg0AnV6T2DF0dYahTxzwjLFjsqLdx5j2JxVqFOxFEZ2+/bf9cTVuyiW3wP5cn3bxftdEKEtKV0D8rsXSOVrG6FRsUow7TcViqe3kXCcWpd+IOSzGleojYQbNJZJ/VkT5UIQviTVdUbrsrRvFrIKNhamjkRQSBhqdRyM2p2GwMHOBoXyecCcjE/fgGAM7tZW6P1t+nZoiQY1KqLfhDko27wHNu07ji6tGsGCzD0ZxSc4HDO3ncakTvVQsbAHyhYgc8Kg1njtHYhLjzUWqlN3X6JpxaJ6rVwUGv9JL776ZQuha73yKJzLBf2bVkGN4vmw4+J9odcPgm5KyUjh6IWLrp8cCwsLDB48GNHR0bh///suRPoedMciDbLv168fe68fAXUVUmgAfRI0HYSK3N0mKtV3iUaO2kKE1ulORp3I5Ugkd8Upkb//CImLHjeJgTz/HEDmRBHyu6ldnxQHawu42lsluxHzuWo+L93J5E7ugH1Dvk4LkZJrzz4QoZY/TbFjKC8++LLPWiCnxhLkYGNJRJMNE2Qu9jb4b1JvXP13Ai4tH8cC6QOI4MnppNu9eeXRG/a6lOQn7x0WpX8nnqHkz+2GPf/8gcubFuASKSO7t4Z3QAhyuqi/74Pnb2D0gnVoWqM85o3slRzXlRZX7j1F/UqlhVrmI85VACJLayiJqEqNpGJ9mPaaCMWDK5BtX0QUTlqO26zHyKMg+aw2UDzSxFAmhqk3eYhstNOs0LoqXPcGkOyApnPYt2ou25V4ec8qjOrbCT7+QZi3ais++vihevuBqNiqDwZPUW8oatRjBNbtPMyOUyMlNxfTR/TFrUPrcWHnv9i6+E8oyPySM8e3d9R+i+efhDkhRVoY9ZxgDW8iyChBEdF4+cUfdcsUYHV92FiYsZs3OoeknAvykvq35pAsR5fL0JDC0QsXXT85CQkJ2LJlC0sdUaKE7oDy9EDzFNHdjBEREZg1a5bQmr3IHj5j/0uLaeJyxA52EJO72oSXXpB/8YVJGU0wr8TdFRJXZ5bL6yvI7+N+bBusOmpbP6RFCmiJuozgZGPBcnN9DNDEv1C3YmBYNHI52cJUKsEzMgknQXc0fiETby4n/dvSaazHh8BQdoecmTjZWbHdUx/9NAI1ivwsunMxl5M9Bv+9FQ9ef2KpGSzNTJmb0cs7ABUK63bZ/LP7DPacvyvU1Dwnwo4Kr8wgMiYWvab8g89kYaXB8+amJrj/4i1kZLyXKpwXp67dw58rt6NTk1r4c0i3dAkumvfrg08AyhVLe7HLCEaehZEY5IfEKG1BSncvmnQYCvn145DtXk4Wnh8ruChG+YpCFeiDxEjN+KW7GVVBvpCkCJoXOeaA2N4ZSi/19Znd0Di+nmNm4ItvAAueNydz3f1nr8hYkOHstmU4vHYB9q2cw8qfo/qz12xYMBkdmumOc1383y5sO3gKJlIpHGxtmIvx8q0HqFSmmNDj+0meE1LEbqrnhCjkFuIzn74n85jEGMVyp21tpZauEp6uZA7x17KZ0jQSdH75oaS0Wn1P4eiFi66fkJ49e7J4LlpoXq2rV69i1apVyJUrl9ADWLZsWXKflGXv3r1Cj6+hublmzpyJgwcP4syZM0Jr9kF3I8acvACHyaNgUrYEjPPngePsSZC/+4T42/cRtfMAbPp3g1mtqjAulB8OsyYi7uY9yN+q0xqITKRMpNEt7HRRi716i/TvyoLnJbndWY4v01LFEbFZHRuUUeguxKK5XTBl82k2Mb4hk+HEDSfg5mCNhmULokvtMlh2+BquPHvPhNmf28+wibSRkNiQijAaaE+DhJN4Q9NJkBk2X47Mcy1SaNLSYnncMGX9QTx774M35E574up9LMarVpmCzGW3iAgp2v7yoy9GLtuFRhVLII9wxx6fIEdweFTyZ+3asDJ2X7iDk7eekgUmGEv3niOLiTd6N63OzmcUawtzJMgVWPDfXiaU7j33Yrm5erSsT26UEzFj9Q4WTN+3bUOEhEeyHE200N1ilHjyP63TBTWJN5/UcTD5v7HYZQSxmydUAXTHZ4pl0twSJu1/h/L1A8jP74PIyja5JMdJkf9ZXZR9U644Z16ofL++AUk4fwgmTbtAUqoKxLnywazPBCie3yN9P6o70M9qTa6zbPqs1pYWkJOxMG/VFnwgN173nr7ExHkr0b1tU5arK7d7juTiQq9/gnsOZ9gQsU5hYyE0PHksuDk7YvX2g7j54Bk++fhj0oKVrL1Vg4xvICqZ1w1FPXJgyqYTePbRD2+8AzFx/VEW41WzhHq3LZ0nPHPYQ2z0tS2bXWcR0cnXWe/GlXH6zkvsvHAfX8iN0KYzd3DzxUd0zuR4T0NJTFRmqHD0w5OjcjKNdGWklxrDbnh/WDSpS0SUCRFbDxA6b1nyrkWbQT1g1a4FROQulQoumseLuh8pFi0awvGv8fBu1hVKvwAaDALbgT3Ie9WDkb0tEt68Q9jStZA9+HZ6jfQmR6UJRBcfvIqbLz9BRS6VcgVyYny72nC2tSQ3dIlYe/IW9l9/iqhYGcvlNaFDHeQXXI6Hbz7H9G1ncHxGH+Z2pJy+/5pM2KdwZ9kIaqxLN+lJjhpCJnNqobr57B37rOULeWJ818ZwtrNGeHQsS556/YkXc4M2qVICI9rVZ8eUw1cfYtp/h3Fi4Qi4Cy5HmhB1x9lbCAiNZHFdozo2QNmCHuzct0hPclSfwBDMXrsLD168hZWFGdo3qoH+vzXGiav3mADTxegebdCrdQMcvnATU1dsxcnVM+HurP6+aW4v+roHe1ewenpJV3JUAdP+05AYEQLZnn/VDQSaUd6021ihpg3N3SW/dAiSCnVh2nkkYmb2Y7myUiJt1BlGJatmXnJUAbOhM5EYHoL4bUuEFg0mLbrDuGZzFjOpeHEf8duXIzFGfZ0ZV2kAs15jETW5JxKDtTcCmDTvRn7fGpmeHJW6EmetIH+7Z6/JWDBnVqz+nVsxC31K7j5+gT7jZ2slRz105jKmLlqLk5sWI6erM1n0E7Fiyz4cPHUJcfEyZuGaMKg7XIUd0mmRnuSobE7Yf4nMCR/ZHFCuYC6M71CPzQmU2TvO4nNgGFaP7KDlNqTQAPvpW07i+KwBcHdUX9PnHrzGyqPX2Y5oupuZZqSvWzp91tqsSo4a//iEcPR9mJZqKhxxUsNFFyfTSJfo+klIr+j6WUiP6PqZSI/o+lkwRHT9DKRXdP0spEd0/SykR3T9TGSZ6Hp0TDj6PkxLNxeOOKnh7kUOh8PhcDgakmKzvrd8B3Snffv27VmYDN2xf+KExtq2cuVKVK9enZ0bMmQIy1/5q8JFF4fD4XA4HA26diQaUgzE19cXAwYMQOPGjXHnzh222Wvq1Kks3dGePXuwf/9+lhLp2rVrMDc3x4QJE5gb+VeEiy4Oh8PhcDgadD3ax5BiIJcvX4arqyv69OnD8khSi1bz5s2xa9cuJri6d++O3Llzs/RHkyZNwvXr15lQ+xXhoovD4XA4HE6m0blzZ71FF/SxZGbCU0mSMDIyYk9jeffuHQoU0GwscHBwgK2tLby8vISWXwsuujgcDofD4WjQ5TI0pBgIfR7w27dvsW/fPsjlcjx69AjHjx+HTCZDbGzsV4KM1uPivv3w+58RLro4HA6Hw+FoSB0Yb2DZuXOn3qIL6jr8999/2Xn6vGGal7Jt27awtrZmAis+XvsRVVRwUVfjrwgXXRwOh8PhcDTosl4ZUgyEPpqOug0PHDjAAunXrFkDf39/FCtWjLkWqYsxiZCQEISHh6NgwYJCy68FF10cDofD4XA06LBeGVQMJDIyEh07dsTdu3ehVCpx+vRpXLhwgcWAtWnTBhs3bmTCi7oa586diypVqsDFxUV49a8FF10cDofD4XB+GG5ubuzZwFOmTEH58uWZpYvm5ipUqBA6dOjABFm/fv1Y7FdMTAwWLlz41dMKfhV4RnpOpsEz0mcdPCN91sEz0mctPCN91pFlGemvbhWOvg/TGt2FI05quKWLw+FwOBxOMroeYm1I4eiHiy4Oh8PhcDgadMVpGVI4euGii8PhcDgcDicb4KKLw+FwOByOBl1pIAwpHL1w0cXhcDgcDkeDLpehIYWjF757kZNpSKTuwtHPT0Cj/MLRr4F5x+rC0a+B6u174ejnJ/Kcv3D0axAeoP1IlJ8dz1mVhKOfH8XFm8LRr4HV6lPCUeYSd261cPR9mNUfJBxxUsMtXRwOh8PhcDTosl4ZUjh64aKLw+FwOBwOJxvgoovD4XA4HI4GXcHxhhSOXrjo4nA4HA6Ho0GXy9CQwtELF10cDofD4XA06BJShhSOXrjo4nA4HA6Ho0GXy9CQwtELF10cDofD4XA42QAXXRwOh8PhcDTochkaUjh64aKLw+FwOByOBl0uQ0MKRy9cdHE4HA6Hw9Ggy3plSOHohYsuDofD4XA4nGyAiy4Oh8PhcDgadLkMDSkcvXDRxeFwOBwOR4Mul6EhhaMXUSJBOOZwMoRE6i4cpY/jR7fh/IWr+GfxGqFFzbEjW3Hh4rWv2lPz22/NMW3qGOTNkwuvXr/D2LF/4vKVm8LZtAlolF84SgORCGade8G0YTOIzCwgf/EEMSv/gSooAEa5PGC7covQUUNoj7ZIDAsRatpIq9WGWZfeMHJxhdL7M2LWr4Di2SPhbNqYd6wuHOknTq7AknNPce6lNxSqRFTK44xxDUvBycpM6KFmxrH7MDYSY2KTMhAJbbo488Ibqy8/h29ELDwdrDCsTnFUy59DOJs2qrfvhSPdiD2LwKzXNKGmTcLFvZBfPiDUAKNilWHafgRiFgwAYqOE1q8RexaFtGFXiJ1yIjEiCAkX9kL54rZwVj+R5/yFozQgY8Gyd0+Yt2gKkYUFEh4/QeTfS6AMCCBjwwxWA/vBtGYNiMzNIH/5CpHL/oXiw0fhxV/jfPQAjOzshJqasOkzEH/+olDTT3iA9t9TFxa1yiP3+hlCTY1KloAvfafCY9t8oUWboKVbEbxip1DTjVnpwvDYtRAf241G/DMvoTVtPGdVEo70E5dAxu6Zhzj34gsUShUq5cuBsU3KwZmM3RiZHMvPPcaFl18QK1OgmLsDxjUpi/wutsKrv+bMs89YffEJfMNj4OlojWH1S6FaATfhrH4UF789fxgVLAnz0QuEmjayI1uQcGIHpI06wLhOSzI2LKF4fheyHSuQGB0h9PoaadMuMK7eGCJLGyg/eUG2fx1UH18LZ/VjtfqUcJS5xO3RHjuGYtZB97XN4ZauLKdw4cIoVaoUypQpg9KlS6Ny5cqYNGkSoqOjhR5A2bJl8fjxY3Zct25dHD9+nB3r4ubNm+jatSt7DX3PNm3aYP/+/cJZsLakUrRoURQvXjy5Pm3aNHh7e6NQoUIoV64cZDKZ8CoNv/32GzsfFBQktGQ+RkZGWLVyPho1qiO0qElqb9y4Ll3j0qRhg1rYtmUF1q3bgtJl6+PihWs4eGAj3NzSJwrSg1k3spA2bY3oZQsQMW4wUZUSWE2exc4ZeeQlC64fQru30SqJ4aHsfGqMy1SA5dipkJ08jPBhvSF/ch9WU+dAbO8o9Mg4S88/xf1PQVjcsSrWdquJgMg4TDygLTrWXHmBAw8/CDX9PPMNxeRDd9CjSiHsG9gAdQq5YdSeG3gfHCn0yBiqL28Q+/cgrZJweT8SiahSPLwk9CJY2MCkWR+hoh+Rcy6YdpsI5dvHiFs5DvL7F2Hy21CIXT2FHhnDqn9fmLdphYh5CxEy8HeIjI1hN0e9MNmMHQVpubII/2sWggcMgSo8AvaL/4bIypKdT43Y1pYJrqA+AxDQsm1yib96TeiRcUwKeiL27jO8qdI1ubyt1QuxD15qtdEStGIHFKERCN93Vni1bkQmUrjOHw0RuU4zm6VnH+H+x0As6VwTa3vXQwAR+pP2XAe1CMw+ehd33vtjbrtq2DqgIewsTDBo8wVExiWoX5yKZz4hmLz/BnpUK4J9vzdDncI5MWrnFXwI0i96DEH57gWix3fWKrLj26Eiokp+8yyMazQl4r894rctI+N6DPl7O8K070Th1V8jbdiOCbT47csQM2MQuTbewnzEHCbAfhjUFpORwtELF13ZwObNm/Hw4UM8evQIJ0+eZMJnwQLNndKDBw+YMPsWnz59wqBBg9ClSxfcuXMH9+7dw5gxYzB79mwcPXqU9aE/J6lUqVIFAwcOTK7PmKG5ezEmi8aFCxeEmhovLy98/Kj/7jwzKFKkAK5dOYz69WoiLCxcaP26/VvX7ZTJo7Bh4y78u3IT3r37iPETZ+Ld+09E1JYTemQQMzOYtWyHmDVLIX9wB8rPHxGzajFZSK0hdnKGUW5PZq2iIitl0ffBzTr1hOzsccQfOwCVnw9iN6yCytcHksLFhB4Z58obP7Qrlxcl3R1QKIct+lQrhAefgyFTKJkAG7z9KnbeeYsc1t+2lND3KuBsg9alPZHTzhIDaxaFuVSCB5+ChR4ZRKlkd/5JBcYmMK7anCxeG5AYqRGuJs37QhXoLdT0I63eEsqPLyC/sAeJYYFQ3DxOFsenEOcuLPT4fqgly6JjO0QuWQbZ7bvMghWxaAlE1lYwcnGBab06iFqxklm/lJ+/IHzOfIgszGFSoYLwDtpI8nhCFRcHxRsvqELDkgsS5EKPjGOSPzdkXp+gDA7TlBByvckVWm1iMxM49G0L/z9XQuGf9t/WeWwvKMhrsoLLr7zRrkJ+lMjlSMauHfrUKIqHnwMRJ1Pg7LNPGNO4LMp5OiOPkw1mtKmMaJkcN9/6Ca/W5sprHxRwsUXrsvmQ056M3TolYGYsYaIuU1AqyBgNSy6QmkDa4DfIdq4gYy+IHSec3g3lsztEQL1D3H/zIClSBmL3PMIbpEIihWzfOiif30NisB+zllHLutijgNCB878EF13ZjB25w23UqBGePn0qtKitYVQUfYvnz5/D3NwcDRs2hEQiYZah6tWrY9w4cmcvN2zCbtq0KY4cOSLU1Bw8eJB9tqykZo0quHf/CcpXbISICI2rKGV7eHja1hRzczMmrvbvP0Y0jkbkVCCvPXBAv5XQEIyLliRXhxgJd64LLSAiyRvhfTtCFRQII488RHR9Es58AxNTJq5k11JYcAgRo/oj4cZloZZxbM2kzCUYGitj7prjTz8z4WQiMcIr/zBYmxpjz8AGcLezEF6hHztzE7wLimCWM/odnyXvGx0vRyFX/S6djCCtR75X77dk4bkltABGJatDbO8C+dWDQot+jPKV0HotRbZjARS3M+5+kZZSj4X4q5qxoPzijaD2XaAMC0Po+D+Q8ERzPUOlZP+J9Vi6JHnJ2CGvz0pMCnpA9v7bP8NpdE/EPX6NqJNXhRbdmFUoDqvG1REwO22X//diS8YbdQmGxcSrx+6Tj8jvbAsRWaGWdq2FMrmdhJ7kexXM4FHxui1dbOwGkrFLRBYbu88/M5FW2M1e6JG5mLTqBeWH11Dcv0qEuB25KXMjgvqZcJbch4UEEFFN5oz8xYUWbag7UnH7vLpC5gppg3ZIjImC6lP63LdZgq44LUMKRy9cdGUzwcHBOHfuHOrVqye0pB/qmqRiq2PHjli7di2zdMXHx6Nz585o27at0Ct9tGrVCteuXSMCR21tUiqVzK1J20Xf8u1lgDVrt2DY8D+I4NIWVvradZEvnydZA8WQSo1x4th2+Ho/xqULB1C5UiZZuQhGbjmhCguBcalysFm8FnabD8Bywl/J7kBJbk/Wx+afNeyc1dS55E42FzuXGiNXN7J4iJlLyuqvhbDbegjW85ZDUijzrFwUGqPlHxGLeouOotqCQ3jsHYIlHauyc7UKumH+b5VZjEx6aF3GE1Xz5UDfLZdRfvYBjN9/C5OalUWJLFi4RA45YFSsEovlSkJkZQeTRt0gO7QaiUqF0KoHEzOILGyQqJDDpP0ImI9bDdMBs2FUsKzQIWMY5XSHMjgEJhXKw/G/NXA+tA+2M6dD7EjGQkICEeZ3kRgXL/QmNwWtWkIklUJ2977Qog21dFH/ud2i+XA+vB8Oq1fApPK3457SDXlvk3y5YF6mCPIcX4n8V7fA7Z/xkDhr/+2knu6wbloDQUu2Ci26EZmZwG3eKGYNU0VowiIyk0nNK8AvPAZ1FxxAtdl78fhzMBYTsUUtVFULuMHcxFjoCey79xYJCnXcly6ohatqAVf03XAO5f/ahfF7rmFyiwoo7u4g9Mg8RM7ukJSriYQj6vhOkS35GWT6TIzUjutMjAiFyC7tUAJJ1YawXHwA0iYdEb97VZoxYFmOLiFlSOHohYuubKB3794oX748i6uqVq0ac+E1adJEOJt+7O3tcejQIdSqVQunT59Gjx49ULFiReZiDA3VHUukDzc3NxZjduLECVa/fv06PDw8WPvPjrVgQfh3xTzs2n0YTZt3waPHz3H2zG4myDIDkZk5xNY2MO/WD7Fb1iJqzlRWt5q5iMyOEohzuENkaoaYtcvYOTrR2sxdBpHN15YgkbnasmQxZDQSrpxH5PRxULx/C+vZiyF2NWzzQVq8D46Cq6051nSrifU9asHF2oyJJbnS8EkwJDoeYbEyTCJCbnvfuuhbvTAWnnrEhFxmY1yhIVQ+H6D6rAkclrboB/mDi1D5fTv+TEREF8WkcQ8ov7xB/Na5UL66B5POYyDOXYidywhiCzIWbMjfvn8fRK5eh7DJ01jdfvFCNhZSQmO7rH8fhJhde6H09RVatZF4erDXx+4/iNCxE5Dw8BHsFsyBtPS3QwzSg3FOF4jNTIlaFMNv/D/wHfs3pLlyIPfmOeS70ogXu27NEf/UC3H3XwgtunEe35dZw6LPa1sSM5P3QRFws7PEmp51sb53PbjYmGPC7mtEXKmthkncfuePxacfonvVwshlbyW0asPGbgwZu83LY/vARuhboxgWnLiPJ18yyTWeAmntFlB9egPlu+esLpKasP+RyvNAbwhExlKhphvly4eInTMUCSd3w7TnGBgVKSOc+QHoSgNhSOHohYuubGDjxo3MKkVdiDR+q1mzZujQoQMCAgKEHunHwcEBI0aMYMHz9D1XrFiBt2/fMuFlKNSqlRQLRsUctZZlpZUrs5DL1ZaPVas3YcvWPXj06DlGjpoKr7cfMKBfN3Yuo1DrChVeMSsWQv7wHhSvnyNq/nQYueeCcenyCOvSApHTxkLx6rn63Lzp1O8Bk+ramwMYCvXnjT9+CLLzp6B874XYtUuh9PkC08Yt2LmM4hMWg1nH7mNi4zKomMcZZXM7YXH7qngdEIFLr3Uv/mlBdziWdLdHx/L5UNjVDkPrFEeVvC5Yf+2l0COTIONNUrwKFI80blZJmdoQ2zpBfkmzQSQtEpXqhVnx4jYUt05C5f8J8isHoXzzEMaVGrNzGSGR/P3E5maImP83Eu7eg/z5C4RP+wuSXDmZ9SsJk+rVYE/EEw2Ij1q9Vmj9mtBR4xDUtSdkN25B4fUWUWvWQ3brDsx/ayP0yBjyL/54Xb4DfIbPRfzzt4i9/QRfBs+E1NMNFtWEhZx879bNaiL8QNrB8+ZVSsG6YVUEzFgltGQ+PmHRmHnkDiY1K4+KeXOgrKczFneugTf+YWTs+gi9gIsvvTF8+2XUKZITIxqUFlq/Zubh2yiZ0wEdKxYkY9ceQ+uXQuV8rlh3WePyyxTo2C1fiwXPJ5GYILg8JRpxSxGRemKCxhqqCxoPpvJ+j4SjW4gAewBpnVbCmR+ALuuVIYWjFy66shkLCwsMHjyY7V68f1+3+0EfNHZr7NixyXFMNL6rZs2aGDlyJF68SPtuVReNGzfGy5cvWaG7Ihs0aCCc+bnx9VOL1ZcvtWMeXr16Cw9P3S4+Q1GFqi06ii+auK3EyAhWxM45kBgXmyymGGSyVfn7QeyoiT1JQhWqvsNWftHepEBjwsTOrkItYzz3C6NrAPI7aXY8OViawtXGHN7hMUJL+nniE4pCqbbkF3O3Y+IuMxG75SUXhRWUrzTXgqRkdYgcXGE+YR3M/9gI067qnV/mI5fBuIaOhSguiggj8v0HaccwqYJ8ICLiLaOogoWxkGKTCd2hqIqIgJGr2sVl1qwJ7Gb9hbiz5xH+12wyWNLYCSKXk/ETJ1TU0OB8I2fyWTPppoe5AVN8BhY4Hx4FiYvaxWVasiCM7G0QfTbtFAk2LevCyM4a+S9tQqFH+5H3xGrW7rFjPnLMGMqOM8pzMtbob50yBYSDpRlcbS3gE6p2Zx568A5jd19Fk5IemPNbVYjJDY4+nngHoxC5UUgJdS1ScZeZiD0Ksh2Gikea7zAxnFzr5GsXWWu7ckU29uScbiuxUfGKZLy7CDU1Kt+PP3b3IifL4KIrm0kgi/OWLVtgamqKEiVKCK3a0Dgrf39/rUJjrqiF7OzZs9i+fTsTbSpyR/H+/Xts2rSJBdcbiqWlJYsto2Kudu3aTMT9Cnh7++Ljxy8oX17bHVO0aEHyfWTO7kvFiyds0ZIU0Ox+E9naM/ch3TJvv/skjDyJYEjCzIwIiJxQfP46uF4VHMTSS6R8LwrdAany19zJZwQnK1OWm+tjiGZzQlS8HIGRcchtpzugOy1obq93Qdrxde8CI5HrO94rLcS5CiIxxB+J0ZqdrLID/yLu37GIWz2RFdkRtdUoftNMyO+dY8dakOtA5f2OfP/5hAY1YpdcSAwz3JqcmqQgeePCmr+f2N6OpX5Q+vjAtG4d2EwYi9gDB1lKiTQFFxFVTnt3fmXVMi5UkIg6MnbSem06saxbEQUf7oPYRvO3krg6QeJgC9m7L6xO470SPvhAEZT2bsTAhRvwrvFAvG85lJUv/dX5l3xGL/xmLFh6oWONjd0U6UhokHxgZCxyOVjh9NNP+OvwbWa5mt6qUpqCi8LGbqB2PNTbwHC97sjvxShfUagCfciNmCa0g+5mVAX5wii/Jl5T5JiDjBdnKL10W9pM2vaFtJa2xZsKOqVvOjfqZAV0HGakfAdPnjxh8co0nRFdj1at0lhXV65cyTaN0RCdIUOGsNjoXxUuurKBnj17JufKosHwV69eZQMqVy7dVhma2oHGbaUsNG8WHYjLli1jwqtOnTrs/WhKCDpIp06dKrzaMFq3bs1SRdB8Xz+za9HCwhwuLhqrxbz5yzF6FE2f0ZbFcf29YDryeObGuvXbhR4ZQxXgD9nlc7AcMhqSYiVZXi6rsVNY6oj4k0egJGLJ4vexZOItCKM8+WE1bjoSI8KRcE1Iw2FqxkRaEnF7t8OsTUcyudZncVzmfX+HUQ43xJ9Su3czCk0TUZTc3U89fIfl2HoTEI6JB2/DzdYcNQt+25oWL1ciODoeSrL4UTqVz4cdd9/i2JNP8A6LxrbbXmxnZI+qBdn5zELskltICaGZqBOjwpAYGqApUepFTRUeRL5IwdImMVZbAoQxK792GJISVSGp1AgiO2eWfsIoXynIM2H3otLPn1mwbMaPZjsZ6e5D22lTmEiSv/Zi7bLbdxC9bYdajAkFJibqN5BK1XUxmW7JgiS7cROWvbqz4HmjXDlhNaAfpCWKI3p72olJ00vs3edQRcfCbcEYSPPnhmnpQsi57A/E3H6CuLvqhd+kcB7I3n5mx6kRmZvCyFFtKVKGRkD+2U9TfNRpF2h6CXouMyiZi4xdN3tM2X+T5diibsWJe68zSxfdtTjryB1Uze/K0kjQeK3gqDhW6C5HSrxcwepKwa3VsVJB7Lj1GscefYB3KBm7N16xHYw9qxVh5zMLI/c8UOkQRgkXj8CkaWdISlUmNxX5YNZ7PBTP7zPrFcNYynY5sq2ZBPnFwzCu3Zy5KmlgvrR1bzKnFGJpJ34YSW7C7y0GQg0IVEy1a9eOhc1s2LCBGSdOnTqFPXv2sHCaHTt2sM1f1DgwYcIEcil9n7j70fCM9JxMw9CM9G/f3MLKVRu/yjzv9fomi9dK2T5t6miWfT7lzxg0sCcRXgPh5uZC7pJeYNz4Gbh+465wNm3SlZGeTI7mvQbChAgluhtN/vg+YlYtYe5CuovRvO8QGJcuB5FEioRH9xC7bhmzalFoJnvzLr0R0qIWq1NMmrZmwkts7wDFh3eI3bASihcpUg2kQXoy0tMFafG5J7j5PgAqclmX83DC+Ealv9qx2HfLJeaGTJmR/vDjj5h+5B6OD2sCd7LY0Wlh97132HX3HfwjY5HHwQqDaxdDzQLpc4d+KyN9EiZdxzPrQMLRdULL1yRlr0+ZkV5SuiZMWg9G7JJhapcOwahIRUjrtIfI3gWJIX5sNyQNqP8W6cpILzWG9eCBMK1fDyIiphLu3UfEP0shLVMKdtOnCJ20ifx3FWJ27oFZk0awnTwRge07MwEHuou1T0+YNSQC3NYO8rdvEbVyDcvzlR7Sk5Femi8XXCb2g1lZIjTI3zLq3C0EzFkHVaTaxZZr3V+QB4TAf8oyVk+J47CucBreFS8LNvvKamHs7sxcjR/ajMjUjPQh0XEsQP7mO3+yAJOxS5+m0KQcS/vwx74bQi9tRjUsg57Vi+Dww/eYfvAWjo1qyXLKsbF75w12kRsF/4gY5HG0xuC6JVGz0Lfnp/RkpE/CbOgMciMQAtm2pUKLBmnzbjCu2ZztWFa8eADZjuVIjFFb8iRVGsCs5xhET+7J0klQjGu3hLRua7bDkeb2ku1fnxycnxZZlpH+v7HC0fdh1vdv4Sh9hIWFsbyS06dPZ9YumpOyW7dumDVrFlavXs02nvXq1Yv1DQkJYRvSzp8/D3f3zNuIlF1w0cXJNAwVXT+SdImun4j0iK6fifSKrp+BdImun4j0iK6fifSIrp8FQ0TXz8D/iuii0CTfW7duZemAaDgN3Z0/efJktvN/6dKlTGglQT1G8+bNY96fXw3uXuRwOBwOh6NBVxoIAwrNHamv6IK6F01MTJjwok9u2bt3L3t6C/0/NjYWZmbaNxq0HpdqM8qvAhddHA6Hw+FwkklUJWaoGAqNU6bxWjRtkVQqRcmSJdGnTx/s3LmTCSyaBDwlVHDRTAC/Ilx0cTgcDofD0ZAyKP47ChVL+oou/Pz8vnqUHX36Ci0FChTAu3fvhFZ1TBfd4V+wYOZu6skuuOjicDgcDoejQYfL0KBiIDRe6/Pnz9i8eTPRbCqW8JumQmrRogXbWU8TjFPhRV2Nc+fOZUH3Li7auc1+Fbjo4nA4HA6H88Og1iyai4s+IaVChQoYNIimA+rCdjDSp7fQHY39+vVDjRo1EBMTg4ULF/7UKY7Sgu9e5GQafPdi1sF3L2YdfPdi1sJ3L2YdWbV7MfbfjD1twPz3FcIRJzXc0sXhcDgcDkdDqhgtgwtHL1x0cTgcDofD0aBLSBlSOHrhoovD4XA4HI4GGnWUkcLRCxddHA6Hw+FwONkAF10cDofD4XA06HIZGlI4euGii8PhcDgcjgaaVT4jhaMXLro4HA6Hw+Fo0JXw1JDC0QsXXRwOh8PhcDTosl4ZUjh64aKLw+FwOBwOJxvgGek5mYaHQ0nh6OfncUMH4ejXwKR9A+Ho10D16Ilw9PMTdCREOPo1kMVLhKNfg9wzqghHPz/Kuw+Fo18Dy4UHhaPMJWZuT+Ho+7CYtFk44qSGW7o4HA6Hw+Fo0OUyNKRw9MJFF4fD4XA4HA26guMNKRy9cNHF4XA4HA6Hkw1w0cXhcDgcDkeDLpehIYWjFy66OBwOh8PhaNCVZd6QwtELF10cDofD4XA06LJeGVI4euGii8PhcDgcjgZdwfGGFI5euOjicDgcDofDyQa46OJwOBwOh6NBl8vQkMLRCxddHA6Hw+FwkklUqTJUOPrhoovD4XA4HI4GXdYrQwpHL1x0cTgcDofD0aBLSBlSOHrhD7z+f4BMJkNERAScnZ1ZPTAwEDY2NjAxMWH1zMLQB15v3rMK1y/fwtp/1Q9HFYvFGDl+ENp3aQ1LKws8uPMYf/4xHx/efWLndVGlegVM+nM0ChXOB29vPyyaswInjpwVzuonXQ+8Folg+ltPSOs0hcjMAopXTxC7YQlE5JT18l3qPqmQXTqJuDULhJo2kqKlYdp1EIxyekIVFID4vRsgv31ZOJs26XngdVyCAktO3sO5Z5+gUCaiUn5XjGteAU7W5oiIlWHhsbu49tqbnFOheiF3jG5WAc7knD723XmDrVefIygyFiVzO2EMea8CLnbC2bT51gOvxZ5FYdZnmlDTJuHCHsgvHRBqgFGxyjDtOBIx8/oDsVFC69cY124LSdm6EFlYQ+X7Hgmnt0Hl/VY4q590PfCajAXbQd1h2aYJxBbmiH/4DCGzl0LpF8hO2/TuCKvOrSEm4zbu2l2EzFkGVVgEO5cWFk3qwKZvZ/i2GyC0fJv0PPDaomYF5Fw7Q6ipUckS4FW6NUQmUjiN6wOrhtUhMpYg5sZDBM5dA2VQmNBTP6alCyP39r/xqeMoyJ55Ca1pk54HXrOxe+Yhzj3/zMZnpXw5MLZpeThbmanH7sn7uPbGVz12C7phTJNycCLn9HHltQ+WnH4In7BoFMxhi0lk7BZ1//Y1n54HXhvlLQazwbOEmjay0zshv3oE0sbdICleiXzXZlB+8ULCkY1QBXwWen2NUcmqMGnYCSI7J6gCfZBwajuUr7/9WbLqgdfR49oIR99HVn2u/wX+5y1dhQoVQqlSpVCmTBmULl0alStXxqRJkxAdHS30AMqWLYsnT9SLRN26dXH8+HF2rIubN2+ia9eu7DX0Pdu0aYP9+/cLZ8HakkrRokVRvHjx5Pq0adOIMPBmn6lcuXJMDKWmbdu27HxQUJDQkj4WL17MXnflyhWhRUOXLl1w9+5ddhwcHIxGjRohMjKS1X8ERkZGmPvPNNSuV01oUdN3UDd07NYGY4dOQeuGXSFLSMDm3SuZGNNFoSIFsImcv3rxBhpUb4tdW/Zj2dp5KF6yiNAjY5h26Atpg1aIXbsQUdN+J6rJGBajZ0AVEoSIQW21Suy6v5FIPm/Cad2TjThXHlhMnA/F47uIIgtewsVjMCe/p5FnAaFHxll66j7ufwjA4u51sbZ/QwRExmDiLvV4+GP3VXwMisDKPg2wcVATBEfHY+z2S9B3x3Xk/lvMPXwL7SsVws6hzVEujwv6rTmN4Mg4oUfGUH15jdgFA7VKwqX9SIyJhOJBCiFqQW4OmvcRKvoxrt4CxpUaI+HoesStGEdE1weY9vgDMLcWemQM26G9YdW+BUL+XAS/HsMhkkjg/M+f7JxVu+aw7tUBITMXw7/XKBg5O8JpLvnZ38CsWgU4TBst1DIXkwIeiL33DG+rd0ku7+v2BMg9ttPYPjCvUAI+v8/Al54TYZzDEW7/TBJeqR8q1lznjoGIXL+ZzVIiuOjYXdKlFtb2rk/Gbiwm7bnGxufkfTfwMTgSK3vUwcZ+DdjYHbPz63kuiTf+YRhLxn2b8vmwc3ATFMhhh9+3XERk3Nfz7feg/PQaMTN6a5WEs3vUY/fuBZi0HQRJgZKI37EYscsnsHbTAdPJH9xCeAdtxDnzw7TzCDL+DyF20Ugont+BKfm7iJzchR4/AF1pIAwpHL38v3Avbt68GQ8fPsSjR49w8uRJJnwWLFhA5h/1kvPgwQOULPltK82nT58waNAgJrru3LmDe/fuYcyYMZg9ezaOHj3K+tCfk1SqVq2KgQMHJtdnzNDceRobG+PChQtCTY2Xlxc+fvwo1LRZvnw5Jk6cmPyZUyKXy7Fv3z507NiR/a6pCQ8PF46A+Ph4xMbGCrXsp0ChvDhwagtq1K6CiHBt4Ve/cW0c2X8K16/cwTuvj1g051945MkFz7y5hR7aDBnRB7eu38Pfc1bg80dvrFu5hQiwm6hQuazQIwOYmsGkyW+I27SMCSWV90fEbVgCsaU1RPaOSIwI0xQitkzb9Ub8vo1QftR992/asgsULx4hfs9/5E7WF7Lje6F4ehdGhQ2zDqbFlZdf0K5iQWaVKuRqjz61SuDBxwBExSfA1twEU9pUYXf7dBHqVq0Inn4OQnyCQni1NtuuvUCrcvnRrXpReDjZoH/dUuS19thz+5XQI4MolUiMjkguMDaBcdXmkB3bgMRIjeXJpEVfqIK8hVoaEEGccGorlF6PkBgWwKxlIvI3NHLPK3T4fkTmZrDu2hah8/9F3I17kL/7xCxZRtZWMMrhBOue7RGxcTfirt5Bwut3CJ40F2ZkDBoXyCO8QyqMxLCf8Ducl/wFxRdfoTFzkRLRleD1CcrgME0JUc8DlnUqIXz3ScQ/eQ3Z6w8IWbcXZuWKQSQ1Zuf14Ti6NxTkfbKCy6+80a5CAZTI5UjGrh361CiGh58CERWXABtzKaa0rKgZu1UK48mXYMTLdY/dHTdfo0KeHOhetQjyOttgSouKMJNKcOzRB6FHBlEqkBgVnlzY2K3VCrIDa5AYGwVJyaqQHd0I1YcXSAzygWz3cjIWzSEpWFp4A20kRctD5fcZinsXkBgaAPm5PUCCDEb5igk9fgC6XIaGFI5e/t/FdNnZ2TFLz9OnT4UWoHDhwkyQfYvnz5/D3NwcDRs2hITc6VKLTfXq1TFu3DgmfAyhadOmOHLkiFBTc/DgQTRu3FiopZ+zZ8/C1tYWo0aNYhatt281LpX+/fvDx8eHCbZly5ahefPmrL1Bgwa4ceMGa6disE+fPswaR3/+6dOnWZ+soFLV8nj66AWa1u6AyEhtV1FYaDjqNqoJ95yu7Pvt0KUVAv2D4OvjL/TQpjoRbicOn9ESor07D8XGtduF2vcjoWKILI7y+zeEFjKX+HsjcnhnJIaoXUpJmLbqgsS4GMhO7hNavkZSohzkt7RdiTEL/iBCQWMlzShUWJ15+hGhMfGIS5Dj+MP3zB1oZSrF7I41UNjNnvULjIxlrsPSns4wJYuRLj6HRKG0h9odnUQhNwci4rR/98xCWr8TVD5voXx+S2ihLpfqENu7QH75kNCiH+qOVDy+qq5IySJYrQVZAGOg9HmvbssApmVLQETGQuwlzVhQfPaBd7Pu5AcrYJzLDfH3NO5Uha8/FH6B7HW6EBMRZ1K8EPx6j0bshWtCa+ZCLV2y91+EmjZKcrNj1bgGjGzJDYSZCaxb1IHszUdy86B/DjMrX5y8pjoC56wRWjIXWwtTnHn2CWFs7Cpw/PEH5He2hZUZGbvtqqEwuYmgsLF7zwtlPJxgaqx77D4mNxPlydhOQiwWoSwZyw8+GeY9SC/SJl2h/PwGiidkfJC5KH7jHCg/vBTOEpIsP3osXdQSJs6RC+I8RVndqEQVMujMyY1exsfu95JIhFNGCkc//+9EF3WvnTt3DvXq1YNIRKNz0g91TTIx0KED1q5dyyxd1HLUuXNn5hY0hFatWuHatWvJViglufOnbs3WrVuzOsXX1xfly5dnhf68Y8eOoUKFCqye5C6k7NixA506dWKCskmTJlrWrnXr1sHd3R3z5s3D8OHD2XtQqFCjljgKdY8OGTKEWe/o66kbVKHQfReZUbZt3IMp42Z/Jbgo82YsITeRStx4fBqvfe6gfdfW6N1lKOLj4oUeGmjMl6OTPRISErByw9+4/+oSjp7fiXqNagk9MobYxR2JYaFMLFnOXgPrlftgPmI6RHaOQg81InMLmDRqg/iDW8lqq+c7MzOH2MYOifIE9h7Wqw+Q91wNSdlvx7oYwsRWleEfHoN6s3ej2p87yeITiCU96gpn1Uzdew0N5+7F08/BmET667sCaLxMQESMUFPjFxbNFsXMRuTgCqNilZBwntzhC4is7GDSuDtkB1cjUZn+sSgpUxvmf2yEcc3WkJ3YBMRm3I0uIaJKGRQC08rl4LrjX+Q8uwtOC6fCyNmBuRIp9HxKlMEhkLg4CTVtVFEx8Os+HAnPMslqmBoyr0nz5oJZmSLwPLIKeS9thevf48lnVQuXgBkrYezmjHw3dqLAvf2kX1H4DPmLndMFFWY55oxG4F//Qqnjus0MaMyVHxm7defvR7VZe8jYDcbibrW0xufUAzfRcOFBPP0SjD9If31QYeZkrR3v5ahjPGcGIkc3SEpWQ8LpneoGRQKUb8gNfILmOjGu3IgMImMovXTHOcrvnGPxW+ZDZsNi3j6YdhsL2YHV6YpH5Px6/L8QXb1792ZChVpyqlWrxlx4VFwYir29PQ4dOoRatWoxa1CPHj1QsWJF5mIMDQ0VeqUPNzc3FmN24sQJVr9+/To8PDxYexL0mAo7WgYMGMCsVFRs0ToVXxRq1aIWOBpbRqGuz8OHDxv0eai1jn4/1OVJxSANuqclu/HMkxsx0THo02UYfmvaE3duPMDK//6GDbkjT42llSX7f+qscbh3+xG6txuIMycuYP22pZniXhSZm5OF3wZmHfogftc6xCyexuqWfywkt6KaO2xprSbkTjUa8luXhJavERHRRTHr8TuZkJ8hZu44yO9dg8WYWTAqpNsa8j28DwyHq50l1vRtiPX9G8HFxgLjd1yGnAjZJHrWLIZtQ5qhjKczBv13BkFRumO0mpXJi23XXuLBhwAoVSpceP4Jl19+Ie+V+fEaxhUbshgs1efXQgv5Xlv2h/zBRaj8DHMJKd8/RfzqSZBfOQSTNoMhzpfx75cGzottbWD3ey+ELd+AoDF/kbo1XFbNZ65HCnUxp4RajWgM1I/A2N0FYjNTFnvlN2kR/CYshHFOV+TaMBciqRTSfLkg9wmAd+8/8KXHBCj8g+C2eBJ5oW7LkdPYvoh/8grRFzRWyMzmfVAE3OjY7VUP6/vUJ2PXHBN2X0NCyrFbrQi2DWyMMh7OGLjpAoL1jN14uRJSiXbcmVQihiwrxm7VJkwcqT6msGylwCh/CUib9yTj8QgSQ3Rb7OkNhsjCBvEH1iBuGZkbLuyHSat+EOcuKPT4AVBrVUYKRy//L0TXxo0bmVChcVU0fqtZs2bMWuXvr/siSAsHBweMGDGCWYfoe65YsYIJHyq8DIUKHBoLRt1jVCgZai2j7Ny5k7k2qcuUCsrBgwezAP1du3TvrtMF/Z2SoJY8iiqbE9yZW5hh2bp5WP7POpw/fRmP7j/F7/3GwYwsHh27fr2TRiG4c+lOxY1rtuHFs9dYvmgdLpy5it4DurBzGUKhYDFBsesWQfH0HrlLfYHYpWSxdctF7mzLC53IpFutHhKun9Nv5aIo1QsH3akoO7kfyk/vIDu4DYqHN2HS2PC/uS58QqMw6+BNTGxZCRXzuaJsHhcs7lYHr/1CcYmIpSTyu9iheC5HzO1UEyplIk4+0u3C6FO7BOqX8MCA9adRYco2bL76HJ2qFoGladpxPwYjEkFSvDL5LjSuV2qtEts6QX5Rv7tWH4kRIVD5fyIL1x4mwIwrG+6uT00iWfipSzB4xj+Iv3kfsicvETR+Fow93GFaXh2TJyI3LCmh8VEqHRba7EDu7Q+vSu3hO3IOZM/fIu72E/gMnQGppxtsOjRGjhkjEDBzJWJvP0bc/efk3EyYFMkHy7qVhXfQYF65NKwaVEPArFVCS+ZDdxjOPHybWbsq5s2BsuSGYHGXmnjjF4ZLr3yEXnTs2qJ4TgfMbV+N3QiceKI7/tXE2Oirm4MEUjeTZvIGADp2S1cnN1DasblJGBWrCNM+k6F4dgcJJ7YKrV9j0m4wlOSGQ3HzFLv5SDi9g1nLpPXaCz1+AHT+z0gxEBpqk7ThLKnQjWh0XaOsXLmSGQdoO/XKUI/Vr8r/O/eihYUFEyZ09+L9+/eF1vQxfvx4jB07VqiRCcncHDVr1sTIkSPx4sULoTX90Piply9fskJ3RdI4K0OgAfHU8rZkyRL2f1KhcVrU5Uhdb78K+QvmhY2NNRNPScjiZXj10gu5PXMKLRrCQiMQT857vX6ntQPP68075MytsRZ+L6owtbtI6a2Z2BOjIlgRO+ZgdZGtPYzyFIT8zlVW1wd7HflbpHwvitLnM8RO6vfKKM99QpgrhoqqJByszOBqa4n3gRE4TRYomVxjNaCBxTkdLPW6C6mlYGqbKrj+Z1ec+6M9Ng9qyrbru9urLYyZhdg9H7koraF8eU9oIaKrdA3mcjSfuB7mkzfBtPtE1m4+ajlzG+rCqGAZ8vfQdufRLfqiTNi9mOQ6pAH0SdB0ECq6EYR8JxQjJ7XrLgkjRwcoA3/cwqCKiCYDT3NlsED68CgYWVmwdhpknwQNsFf4BkCa8+uxSOO9jOyske/8ZhS4fwB5jqpjunJvXQCXP4ey44yiGbu26gaCgyUduxb4EETG7tNPX49deyu9Y9fF2hxB0dpWMGoVc7bSnx7le6C7Dml6EiURVamRVKhHxu14cjNxFbKdi7X+Fqkxyl2QiK1Uc8MXL4gdXITaD0CX9cqQYiAtW7ZM3nBGC41vtrKywvTp07Fnzx5m5KBrGg3JoevuhAkTmLHiV+T/neiiQmTLli0wNTVFiRK6XQ80zopawVIWGnNFg99pLNT27duZaKPWoPfv32PTpk0suN5QLC0tWWwZFXPUZUkHkz6GDRvG4rJSxqFRKxkdmPQ9nJyckku7du0QFRWV7LqkbkNap0ilapdHUv1nIcBfHeRasBBZhAXoRoW8+T3x8f3X+W3o34Naw0qWKa71nRQuUgCfPugOIDYE5eunbKKU5C0stBCRZWMHkZUty6NDkeQvynYZKd9/IzaHjBPlu5eQ5NO8F8UolycRBpmze82JLCgKMtl9DNa4hemuxcDIGHg6WWPCzsu4/c5POANEk3OfgiO1FrqU0PQT26+/YFYDe7IAUsvClVdfUCmfq9AjcxDnKsjcLonRmh22sn0rELdiDOJWTWBFdli90MdvnAH5Xd052KSNukFSUfsapDsXVYEZHwuyh8/Y/ybFCrH/KUYOdhDb2SDhxRvIv/jCtIxmLpG454DE1RnxDzSbdbITizqVkP/efohtNAJZ4uoEiYMtYu8/Z7m5jPNo0hGILc0hcXFEwuevx2LQog340GwAPrb5nRXvgercan5jFyB4mX7rjSHQ+EE2doM08XfqsRsLD0crTNxzDbfea7wS0fFyfAohY9dZ99gtldsJD1Ns+FCR937wKZBZ0DITI8/CSAz2JTdV2js6JaWqwaTdEMhvnIBs779pCi5KYmQoxC65hJoacY7cUAVrrtdsJ0k8fW/JAHRdpWsijVOmccdUcHXv3h25c+dmRhOa8omG49CY51+R/xeiq2fPnskmSxoMf/XqVaxatYr9EXVBd/NREZSy0LxZtWvXZjsAz5w5gzp16rD3oykhaM6tqVOnCq82DBo4T92T9H9DA/upa5HeIaR+HRVi1CxLxSC9G6BuSyrYZs2axUQZzUVGY8Bo+oyfhQC/QJw6fh4z5k9C5erlka+AJ+Ytmc7E8d6dh1kfE1MTODk7JOftWrnkP7Rs2xg9+3dm1rCBQ3uhZt2q2LR2BzufEVRB/ki4cQFm/UaxtA40zxbNq0VTRyieqi2kYo+8UPqSRV3XpGosZSINIvVnjT+8HcZV6xFx0BZiZzeYNO9IJueKkJ3SJAHNCCVzO7It9VPJAvXsSzDe+IVi4s4rLE6mbtHcaFzSEwuP3SGLUQBzOU4g52jS1AYlPNnr6fZ7ag2g4opCrQxrzz/Brbe+TJxNFnImNS+bn53PLMQuZHEJpCkhNN8hXcTo1vnkEqle1FThRJjHCcHQEmOILG2Yi4civ3mCxYYZFa/CrGTG9TtB7F6AJarMKHQ3YvTJC3CYOhImZUvAmNwIOM6ZBDm5GYi7/QCROw7CZkBXmNWuAim5aXCcM1GdWuKt2npBY7uoSCMDl9Wzmrh7z6CKjoXrvLGQ5s8N01KF4bb4D8TeecLciXFP37BzpsULwqSgJ1wXTYTcJxDRl9QWG5G5KYwc1RZTZWgE5J/9NMU3gLXLA4LZucygZC46du0x5cANPPMOYXm2Ju65zsZg3SK50LiEB/4+cZ+lkHjtF4YJZCxSq1XD4ur5O/XY7VipIK57+WLj1efMyjv76B0W59W8tJ4UHt+J2NWD3DSlEvVmlixPFw2Ml188wG7SkgqdExgSMjfQujA3yG+cgnH1ZpCUrQWRvQs5bq4Ozk/Hrt2fFbq5TF/5FlRkhYSE4Pfff2f1d+/eoUABTT5DGg5Dd+vTFEu/IjwjPSfTMDQj/bWHJ7Fl/a7kjPQW5I573ORhaNSsHjt+eO8p/vpjPt4Li1e7zi2xaMUsVCvdGN5CfqMmLepj9IQh8Mibm2WuXzR3Bc6cuMjOpUW6MtIbG8Os80AWtyWSmjCxFbtxKRLD1G4jsz4jyR2pO2LmjGP1lEhrNoL54ImIHNaJ3LGqFyrjijVh2r43ERpuUPl5qzPS37vOzn2L9GSkDyELz+KT93CTLDgqclmXy5MD41tUZFnnY2VyZr06//wzYshx1QJu7BwNtqccvv8W0/ddx/Hxv8GdCDU6Law8+wiH7nmxLfwVhez21F2ZHr6VkT4Jk24T2J1+wpF1QsvXJGWvT5mRXlK6FlncBiP2n2FIpGKMtlVqBOPKTSCytofK/yMSTm/XCs7XR3oy0tMYLbuR/WHRuA5ERPzHE7EVMnc5lIHq19oO7gGr9s1ZoHrczfssWz1zPxIsWzaE41/j4N28OxSp0p/QLPfm9WtkekZ6unvRaUJ/toOR3hREn7+JwHnroIqMJgLQFk7j+sKiWllqTkYcEWMBc1aT30W9+cZhaFc4Du2G10WafnVDIXF3Zq7Gj+2GZ2pG+pBoMnZPPcTNd37MMkWT8Y5rWo65CtnYJWORjV0yFquSsTi+aXkWbE85/OAdph+8hWOjWyEnGbuUs88+Y/m5RwiIiGV5v+hux6SUKWmRnoz0SZj2mcLGrmzfSqGFjssaMO2qO+Gt7NgmyC8fhqR8HZh2HE7mjQFkLlGPXRqQb1ytKUS2juqM9Kd3Qvnq2+EvWZX5PXKgOpbqexkYqf+7psYCfVAPBg27oXFbSZvDaGzXtm3bWELyJKjRg1rDvmdD3I+Giy5OpmGo6PqRpEt0/USkR3T9TKRXdP0MpOsxQD8R6RFdPxPpEV0/C4aIrp+BLBNd/Q0Pl0mJ9bozwpFhUC8UFVOXL19ODoWhniSaHDwpxRGFeqxognMaU/2r8f/CvcjhcDgcDiedpI7RMrR8JzRmmobG0DjkJKhrkboYk6CuRxp3XbDgD0ypkQG46OJwOBwOh5OMrizzhpTvhe5cpJatlHHK1M1I0z5R4UV37M+dOxdVqlSBi8sP3N2ZAbjo4nA4HA6H88Ohz0Wmm71SQnNq0ucK9+vXDzVq1EBMTAwWLlxo8MaznwUuujgcDofD4Wig1qqMlO+EWrpovFZKqLiiWQIuXrzIcmvSzAOOjtqPY/uV4KKLw+FwOByOBpp9IyOFoxcuujgcDofD4SSjK07LkMLRDxddHA6Hw+FwONkAF10cDofD4XA0UGtVRgpHL1x0cTgcDofD0aArTsuQwtELF10cDofD4XCS0RWnZUjh6IeLLg6Hw+FwOBp0Wa8MKRy9cNHF4XA4HA6Hkw1w0cXhcDgcDicZXS5DQwpHP1x0cTgcDofD0aDLZWhI4eiFiy4Oh8PhcDjJJBLhlJHC0Y8okSAcczgZwsOhpHD08/Ogsp1w9Gtg1rSEcPRroHz+Tjj6+Qm9JReOfg0++9oKR78G5f8uJBz9/ERvviYc/Ro4nb0sHGUuIc1qCUffh8PxrPlc/wtwSxeHw+FwOBxONsBFF4fD4XA4nGR0uQwNKRz9cNHF4XA4HA5HAxVOGSkcvXDRxeFwOBwOJxld1itDCkc/XHRxOBwOh8PhZANcdHE4HA6Hw0lGl/XKkMLRDxddHA6Hw+FwktElpAwpHP1w0cXhcDgcDkdDoihjhaMXLro4HA6Hw+Eko8t6ZUjh6IeLLg6Hw+FwOJxsgIsuDofD4XA4ySSqRBkqHP1w0cXhcDgcDicZXS5DQwpHP1x0cTgcDofDSSYxUZShwtGPKJEgHHM4GcLDoaRwlD4271mF65dvYe2/m1ldLBZj5PhBaN+lNSytLPDgzmP8+cd8fHj3iZ3Xxb2XF+Hk7CDU1AztNx5HD54Sarp5UNlOOEoDkQhmXXrBtGEziMwtIH/+BDH//gNVUACMcnnAdvUWoaOG0O5tkRgaItR0IylcDNbzlyFi7O9Qer0SWtPGrGkJ4Ug397xDMeDAfei6mAdVyot+FfJizZ13OPLCFzEJSpR0tcH4moXgYWch9NKm6car8IuKF2oa3K3NcKxXdaGmH+Xzd8KRbowKlID5qAVCTRvZ0a1IOLkD0obtYVy7JURmllA8vwfZrhVIjI4Qen2NpEx1SJt3h9jeGaoAb8iObILyxX3hrH5Cb8mFozQgY8FmYHdYtm4KsYU5ZA+fImTuUij9Atlp616dYNWpNcRk3MZdv4vQOUuhCtf/WU3Kl4LdyAEwzutJ3iMA4as2IfbcFeFs2nz2tRWO9GNXrwyKb58s1NSo4hNwPU9XGDtYI8/0HrCrXQoiIyNE3HyB99M2QuYTLPTUpob/PuFIm/BrT/G03V9CTT/l/y4kHOknTq7AknNPce6lNxSqRFTK44yxDUvB2cpM6KFmxrH7MDYSY1KTMkKLbvY9eI+tN98gKDoeJXPaY2yDUsjvbCOc1U/05mvCURqQsWDencwLTYR54dkTRC8l80JggNBBjUnNOrCe+ieCf2uJxEj9YyEJcQ5X2K/dgMiF85Bw9bLQmjZOZ9PXz1C8K9UVjr6PnLcvCEec1PzSlq5ChQqhVKlSKFOmDEqXLo3KlStj0qRJiIqKEnqAnXvy5Ak7rlu3Lo4fP86OdXHz5k107doVZcuWZa9r06YN9u/fL5xFcjstRYsWRfHixZPr06ZNg7e3N/tM5cqVQ3z81wtW27Zt2fmgoCCh5dvcv38fgwcPZr8bfd/WrVtj7969wtm0OXLkCPts0dHRQosG+r708xvyWTILIzLRz/1nGmrXqya0qOk7qBs6dmuDsUOnoHXDrpAlJGDz7pVMjOnCwdEejk72aF63E8oXqZNczpzInAverHs/mDZrjehlCxAxZjBgLIHVlFnsnJFHXigD/BBKPm/KkhgWys7rRSqF5cgJEEkkQkPmUMrVFmf61sTZFKV/xTywNTVGq6Lu2P7oEw4998WMBsWxpUNFSMnCNfTwQ7bA6WJbx0pa77WtY0WYScToUdZD6JExlO9fInpiF60iO7EDKiKq5LfOwLhGU0gbtEf8jmWIXTQWYlsHmPaZILz6a8QeBWHaazwSzu5DzKzBUDy+CbOB0yB2ySX0yBi2v/eGVfuWCJmxCP49h5GxYAynv9WCw/K35rDu2QGhsxbDv88oSJwd4ThXW/CkxDh/HrismIv4m/fg16Efog6egOPsPyAtnF/okXEsCudGxK2XuFWiX3K5U56MYXKPXWTdGJjmdsbzrnOIaPoTRkTYFNs2iYxJI+HV2qR8D1qedZmNRIUS3quPCj0yztLzT3H/UxCWdKyKtd1qIiAyDpMO3Na6iVhz5QUOPPwg1PRz5PFHzD3xEO3L58POfvVQLrcT+m65jBAiwDIDi979YNaiNaIWLUD48MHsWrb+Uz0vJCGytYPlsBFCLX1YjZtIbjDMhRrnf5Vf3r24efNmPHz4EI8ePcLJkyfh4+ODhQsXkrlFfbnScyVLftsC8+nTJwwcOJCJrjt37uDevXsYM2YMZs+ejaNH1ZPLgwcP2PvRUqVKFdY/qT5jxgzWh2JMJuQLF7QXfi8vL3z8+FGoabN8+XJMnDgx+TMnQX9u3759UbNmTfZ+d+/eZaJy6dKlWLlypdBLP40bN4aZmRn7XlKze/duNGrUCE5OTkJL9lCgUF4cOLUFNWpXQUR4pNCqpn7j2jiy/xSuX7mDd14fsWjOv/DIkwueeXMLPbQpWDgfYmPi8OzJSwQFhiQXmSxB6JEByPdm1qodYlYvhfz+HSg/f0TMv4shsraG2MmZiC5PKL98ZiIrZaGLWlqY9xwAVXiYUMs86N2/o4VJcokni+LWB58wqXZh5LAyxeX3QWhcMAcq5rJHHnsLDKmcDz5kYfsSESu8gzb25lKt91t18x3KutuhfcnMETFQKsjdf1hygbEJpPXbQrbrX/I9BpPjdkg4swfKZ3eh8n6HuI3zISlcBmL3PMIbaCMpXhEq3w9Q3DqLxBB/ZilDfByMChQXenw/InMzWHX5DaHzVyD+xl3I339C6NylMLKxglEOZ1j36IDITbsQd+025K/fIviPOTCrVBbGBXR/VptenRB/7zHC/90IhbcforbtQ9yt+zApk7Y10xDMC+VC7OvPkAeFa0pwBMzyucGmchF4jVmF6CfvEfPiE96MWAGLIh6wLJFXeLU2Wu8RGok807rDb9tZhJ17IPTIOJff+KFdubwo4e6AQjls0adaITz8HAwZGcdUgA3ZfhU777xFDmtty5cutt/yQqvSnuhWqQA8HKzQv0YRFCE3JbvvpW19TQ8iOi+0bY/of8m8cI/MC58+kpuyxRAL80ISVsNHQ/FZv4U+NWZt2glHPwe6guMNKRz9/E/FdNnZ2aFhw4Z4+vSp0KK2hlFB9i2eP38OCwsL9noJuXOh1pjq1atj3LhxkMvT4X5IQdOmTZlgSimiDh48yERQeqGWMirkRowYgc6dO8Pc3JxZfCpVqoS//voL/v7+ye9/7tw5ZgGjlrhmzZrh8OHDrF0qleK3337TstZRIiIicPr0aSYwKQcOHGCfuXz58qztxYsXrD0rqFS1PJ4+eoGmtclCFamxSFLCQsNRt1FNuOd0ZX+DDl1aIdA/CL4+/kIPbQoVyY+PZAHMCoyLEaFOvu+E29eFFpBF3RvhvTtCFRRIRFceKL0N+9kS8p4m1WsjZu2Kb4qzjLL8xlsUd7FBQyK0KLZmUlz9GAS/qDjIlSocfuELByKsXCxN2fm0uP4xGHe9QzG2ViFk1XRq0qonlB9fQ/HgKhG2dmQBc4XCS3MdJ4YEQBVKvvd8xYQWbRJjIiF29YBRfrXIoq5GmFsSYfye1TMCFUMiImrjLt8QWkAWVB/4NO+GRDI3GOdyQ/x9tTWdovD1h8IvUK+IMq1cFrGp3EJBIyYjaudBoZZxmOjy8hFqGhKIcHrWbQ7i3vkJLQTB2mlk820rS46u9SF1tsOnebuElsyBjs8zL7wRFitDXIICx59+Zu5AE4kRXvmHwcrUGHsGNoC7Hnd4Sj6HRaN0Lu2Qg8IutnhARFxGMS6hnhdkNzRuSKWPN0K7qecFikm9BjByd0fsjq2s/i2M3HPCvHM3RP09X2j58dDpKSPlewgODsbw4cPZOkQ9O3SdS1p7qZGBrsfUczNkyBDW91flf0p00T/E+fPnUa9ePYhEhi0P9I9MhVaHDh2wdu1aZumiwocKHuoWNIRWrVrh+vXrCA8PZ3WlUoljx44xYZSEr68vG1y00J9Hz1eoUIHV6c+mVrXIyEg0adJEeIUG+vtRQUZ/R+oSHTVqFBNn1BI2ffp0zJw5M9nS1qlTJyZC373T3OVRUZY3b14m0qhgW7BgAebNm8fei37GPn36sJ+dFWzbuAdTxs3+SnBR5s1YAiW5s73x+DRe+9xB+66t0bvLUMTH6XYLFCiUj8VXbNq9EndfXMDBU1tRp/63443Sg5FrTqjCQmBcuhxslq6F3dYDsJz0F8QOjuy8JLcnjNxywmbJGnbOatpciN3TsAKZmMJy1EREr1qMxOivf/fM5FNYDM56BWBIFfL9CAyvlh9G5LtquvEaqqy8wETXkpZlYG6s26WUknV336NpYVd42H57wfseRM7uRCTVQMJR9SIlslEvmIkR2rFxiRGhENnptszKr5+G4sV9mI9eCMvlx2DadxJkO5dD9em10OP7oaJKGRQC00rlkGP7Srif3g3H+VNh5OTAXIkUej4lyuAQSFw0lo8kRBbmMLK3Q2JCAnuPnOf2Ise2f2FWs7LQIxOgMUcFcsK6QiGUvfQPKj5Yg0IrR0DqYgdlZCzCzj/UWhndBzaHIioWUffeCC16IGIj1/A28Fl7DIrwr0MWMgKN0fKLiEXdRUdRbcEhPPYOweKOVZnIr1XQDfN/q/xVfJc+nMiNBLWOpcSXvDcVdBmFXvOqkGBIy5WH7b9rYb/rAKynauYFsYMDLAcMIQJqHhmUCtaWJuRvZTV2ImJ3boXKz1do/PHosl4ZUr6HoUOHwsrKClevXmWhMXQd3LhxI/bs2cMMBzt27MC1a9eYAWLChAlkCH+nuvvB/PKiq3fv3kyoUAVcrVo1fPjwwSCLUhL29vZMjNSqVYtZgXr06IGKFSsyF2No6DfidFLh5ubGYsyS3HpUgHl6erL2JOgxHVS0DBgwAM2bN2eiidbp75P0Mx3IRZwW1IJGhVmdOnWYaKSfuWPHjmygUtzJHRd1T6a0dtGYsCQr165du9CtWzfmgqVu0fbt27PX0O8gu/HMkxsx0THo02UYfmvaE3duPMDK//6Gja210EMbKrrsHeyw+b+d6NVxCG5ev4sNO1egUtVyQo/vR0Qti9Y2MO/eD7Gb1iJq9lRWt5q1iCguCcSu7hCZmiFmzTJ2jq4ONvOXEcGgO8jZos8gKF6/hPyWxnKWVex+8gXFXKxRxk2zWeBLeBzMpRIsaV4aG9tXQFl3W0w88QTh8WlbcV8FRuKJXwS6lvHIMiuXtFZzqD57QfnuOauLpCbsf3Kbq/5fIFEhh8hYKtS0odYxkaUN4netQOz8EUggwsikwyCIPQsLPb4fsYUFxLY2LK4rfPl/CBr3J4xI3XnVAuZuoiSmcmlTC5jIxFioaaBB+BS7sUMge/wcAUMmIu7iDTj9MwMmZTLuCqWY5nKCkbkJs869Gb4Cr4ctg6mHC0rsnfbVZ3JuVxPug1rg4+ztUEZrC5XUODQqD2N7a/htzvy54X1wFNxszbGmW02s71ELLtZmmLD/FhKUhucfaFrCA9tue+HB5yAoVYm48MoHl9/4MgtvRmHzgo0NLHr1Q8yGtYj8ayoZezbk2lfPC5YjxiD+9AkovL4hYAXM2nVkAjjucOZZOTMDXULKkGIoNO767du3mDp1KguJcXZ2ZsYI6rmha1f37t2RO3du5o2iITZ0TaWGi1+RX150USVMhQqNq6LWIfpHoqKDut8MhQocajGif2T6nitWrGADgQovQ2nZsmWyi/HQoUMGW8vooKPoCnRXKBTJVrSQkBDkyqVtYcmZMyf8/DTuA2qto3cO9HX0OwoMDGQij0IH7vr165OtbrRQqxiNjctOzC3MsGzdPCz/Zx3On76MR/ef4vd+48gFaIqOXdsIvbTp9tsA1KvSChdOX8Hzp6+wYOYyXDp3Db36dxF6fD+JSgULao1ZvhDyh/egePUcUXOnw8g9F4zLlEdYpxaInDoWipfPk8/Ru1aTGnWEd9AgKVUW0qo1WXxYVqMi4+3MmwC0KKIR+LEJCkw69RT9KuRBrbxOKJHDBvOblGTxMkdepP13PvnGnwm4fA6WQksmQ74zSdmaRIyeExqoYBEEjERbIIhIPTFBt9XTtOsIqD6+gvzKcRYDlnB0C/nb3IdJk05Cj+8nkVw3YnMzFkQff+s+EmgM4YSZMM7tDtPypVgfkTTVZyU3MIk6LLT0vSixZ68gascByN+8Q8R/21k8mFUn3ePcUOI/B+Jm4V542f8fFrcVcf05XvRaALO8rrCrpYlvde3ZEAWX/g7vVUfgt+nbQsqpbQ2EniXXQljmWrl8wmIw89h9TGpcBhXzOKNsbicsbl8VbwIicOm14QsrjQerX8QdA7ZeQYU5+7H55ht0rpAfljpEsKEkzQtR/yyA/D75Lsj1HzmLzAs5c8G0aXMY5XBFzDb1buxvYZTbA+Ydu5D3mk8u3P+t5FZ0zdFXdEG9Mfnz58eaNWuY4aN27drMIODi4sLWowIFCgg91eu0ra0ti5P+Ffmfci9SFUx3+sXExLDdeYZAY7fGjh0r1IgIIHc01EI0cuTI74pxota2V69e4eXLl8xtR2PFDIFayujA0hUEf+bMGWbZors0qcXsy5cvwhk1nz9/hqOj2txNqVGjBrt7uHz5MrNy0TgvU1N1LA8d1NQ9mWR1o4Va/Pr168fOZxf5C+aFjY01XjzTuINk8TK8eumF3J45hRZtEhLkiInWDgR/8+odcri5CLXvR0XELCVlMCzd9k2L2DkHWVDJzxUWUEZCAlT+fhA7fu3+MqnTkN0N223cDft9J2G7ahMTGzbzlsLi99FCr8zheUAkwuISUCefxrX1gSxq0UR4FXK0ElqISJEYIT8RUt4RcTrTTCRx9UMw6pL3yiorF911KLKyYbsNk0gMV8driGzs2f9J0HrSudQY5SkMJRFbKVF99ILI0ZUcZezTU1chhQbQJ0HTQajCI8kirGR1I0dtizStKwK/Th2iiiCvkSVA/kE7HpC+t8QtBxsXmQFz/6Vwv7AgeCKWpDnUnzP3mPbIP38APi/ej48zt7G2tKA7G2mKieATt4WWzOO5Xxj7tVOmdHCwNIWrjTl8wmOElvQjJZ91arNyuD6hNc6Nao7NveuwXbrumeAeT54XPqWYFyLU84LVsFFMfDnuOwzHIydhM0edEsVh2y4Ws5Uak5q1IbK0hN3Kdaw/LRTrCZNhM1t3OpXsgg6djBRDoXHG1NpFY7iol4UaU06dOoUNGzYgNjaWrV8pofW4uLQtsz8r/1OiK4EsfFu2bIGJiQlKlNAdxEotRNQKlrLQmCtqIaNiZvv27SzFgorcebx//x6bNm0yWDBRLMnFRGOvxo8fz1Q7FXH6GDZsGIupShmHRoPgqRmVWtuoUKIDjA7IS5cusXiu/v37M/83TWtBhdnFixfZ70FdlNS1SNuToO9LY7v27dvHYt66dNFYgqgAoztAqUCkXLlyhVnB6MaC7CTAX23RK0jjtASouzRvfk98fP9ZaNFAf6drD0+iV3/tO6cSpYvi7euM71JSvHjCZg9JQY17SmRnz9yHNLeR/d6TMPJMsduLTAJi95w6dyzFblyN8EE9ED6sHyuR0yew945aOAux2zYIvTKHx37hyG1nDicLwUVHSDp+F6qxUCjI+P4YHotcZGHTt8xHxsuZYCvnno6cZt+JUd4iUAX6qncwCtBjVZCfVtC8yCEHy7+lfKv7BojGf9FA+pSI3TyQGEQtJd+xCqRA9vAZ+19aTJNvSuxgB7GdDRLITYH8i6+Wa1Di7gqJqzPL5fUVShVkz15CWlQ7d5U0fx4ovMln/Z4VKxX2DcqhitcWSGw11kkTd0dIHW0Q6+UN9yEt4TGuI95P34TPf6vDEL6FeeHckFiZI+JG5m+ycbIyZaLoY7Am1jGKjL3AyDjksjPcwkrTT2y/7cWC8O0tTJmL8bKXH2jur4xCc3JRjAt9PS9Ezp2J0H49ETqoHyvUGkYJHzsKccfUm5tSEnf4AEL7dE/uTwslet2q5Nf+KHS5DA0pO3fu1Ft0QddsWqgBgBoE8uTJw1yKVIBRgZU6BRNdD6mR5VfklxddPXv2TM6VRYPhaRDeqlWrmP9XF1SwUPNlykLdbVQY0dQNSVYk+n40JQTNjUX9zN8DDain7smUAsgQaFD7P//8w1yD9PPR32/ZsmVMyNEdHBQaDL9o0SIsWbKEuQanTJnCzie5D5Og4urGjRusP3U/JkH70ZgyOtjp7zxnzhwWiE93SWYnAX6BOHX8PGbMn4TK1csjXwFPzFsynV2Ae3eqJywTUxOWCJXu4qRu2wtnrmDYmIGo26A68uTzwLgpw1GuYmmsXr6R9c8IqgB/yC6fg+Xvo9muQ5qXy2rsFJY6Iv7EESj9fWAxbCyM8hckwiE/rCZMJwt/OBKuCqlCTM3YZEyh7So/H00RkiiqQoLYuczEKzgaee21FypnS1PUyeuEeZdesSSqH0JjMPP8S5ZWokVRtRuSHgfHyNgClcQbYRHMMtciwcg9D/lOqFDVFhsJFw/BpGlnSEpWhjhnPpj1HscC5WlaCIaxlMVxQaSewhIuH4W0ditIKtZlAs24TmvmtqR5uzIK3Y0Yc/ICHCaPgknZEizPluPsSZCTm4H42/cRtfMAbPp3g1mtqmQxzg+HWRMRd/Me5G/Vn1VkImUijQaiUyI27oJF47osmaokpytLOWFapXym7V6MuP0Syqg4FFw2FOaFcsKqbAEUXjsG4TeeQx4cDs+JneG35QwCD1yDsZNtchFJ1bnjxOamrJ4Si6K5IQ+NYhazzKakuwOKutphyuE7eOYbijcB4Zh48DZcbc1RsyC1VKZNvJyM3ej45LFLLWRrr77ErfcB+BQShcmH7rD2FqUynmNORW7S4y+QeWHkGLaTkd54WU8i88Knj5BdukjGJ7m+k4qww07p74fEpNyR5GaazQt0DiNtWv1JoahCQ1mw/o9EV5Z5Q4qh5MuXj7wukYXAJEGNCLSNuhZTbgSjITXUeFKwYEGh5deCZ6TnZBqGZqSnlqot63clZ6S3sDTHuMnD0KhZPXb88N5T/PXHfLx/q85v1q5zSyxaMQvVSjeG9xdfMn8ZY+SEwWjdrhlLlEpdk3P/XIw7N7/tWk5XRnqysJv3HgiT2vXJgiSF/NF9xKxawiZEulvJvO8QtruRBncnPLqH2DXLyESrttjRTPbmXXsjpFktVk8JdU/abdiF8FGDMi0jfRLDDj9gu7em1SsqtKiJSVBgxc23uPguUJ2RPocNxtUqBE9hCz7NVD/93HMc71UdbkIupDNv/DH5zDPcHVqf1Q3hWxnpkzAb8hdU4SGQ7VgmtGiQNusG45rNIJJIWXyWbOcKlhqCIqlcH2Y9xiB6Sk8khqq36hvXasGK2M6JiOYvkB3byvJ8fYt0ZaQnY81ueH9YNCGijtyRx99+gNB5y5J3LdoM6gGrdi3YOKGCi+bxou5HikWLhnD8czy8W3SDkgg4inndGrAZ3JPtjJR/8kH4qo2Iu6RJSZEW6clIb1bAHXn/7Anr8oXYwhVy6g4+TN8M156N4PmH7pjHl/3+RvCxW8g9tgM8SLnq2j7Z8pbz91YsXcS9qsNY3RDSk5GeJi5dfO4JbhKhROMSy3k4YVyj0nBJtWOx75ZLyO9ko5WR/vDjj5h+5B6ODWuCnLYW7Pddeek5Dj36yDLdV/R0Zu9Fxdi3SFdGenK9W/QfCNM6ZF4ggjrhwX1EL1fPCykxLlkatouWamWkN2nYGNbjJiGEppggN3apoRnmI2ZM++EZ6d8VbyQcfR/5nhm22YJ6qZI2hNFQH+qBojkq6YYv6iWisV7r1q2Dq6srS0ROhRd1PRqapeBnIFtEV4sWLYSjb0ODzzm/JoaKrh9JukTXT0R6RdfPQnpF189AukTXT0R6RNfPRHpE189CukTXT0RWia63RTMmuvK/MHyHK93URZOR03hs6s2gO+npxjYqrOhORhpYT1MZ0R361BuTMm75VyJbRBeNS0ovNFcH59eEi66sg4uurIOLrqyFi66sI6tE15sihqddSknBl2k/+/b/M9y9yMk0uOjKOrjoyjq46MpauOjKOrJKdL0u/HVSbkMo9OrrXfccNT8kkJ7uSKCmQxr4TdMd0J17dJcgh8PhcDicH4uuHYmGFI5+sl100Z14dIcd3TWY9FwlmgF98eLFLDcHh8PhcDgczv8i2S66aPZzuvuAxm7RPEwUmo+DpnKgObI4HA6Hw+H8OGjQUUYKRz/ZLro+ffrEsq2nhuaPovmyOBwOh8Ph/Dh0uQwNKRz9ZLvoook56XOWUkMzqqd+hiCHw+FwOJzsRZUoylDh6CfbRdfvv//OMrzT7O804yx9vhJ1Ny5YsIA92obD4XA4HM6PQ1eWeUMKRz/ZLrqaNm3K8nbRZwTSTLM06dmbN2/Y423oY284HA6Hw+Fw/hfJdtFFqVKlCnsw9c2bN5n4oplm69atK5zlcDgcDofzo9AVHG9I4eiHZ6TnZBo8OWrWwZOjZh08OWrWwpOjZh1ZlRz1kUdL4ej7KP3piHDESU22iK6UbkP6416/fs1ci/TJ4sbGxuwJ4jExMSxZKk+S+uvCRVfWwUVX1sFFV9bCRVfWkVWi62HuVsLR91Hm82HhiJOabHEvHjp0KLk0aNAA9erVw+XLl7F3717s2LEDly5dQqNGjZgI43A4HA6Hw/lfJNtjumgs1+jRo2FlZSW0kLt4MzMMGTIEBw8eFFo4HA6Hw+H8CJJis763cPST7aJLKpXC29tbqGnw8vKCpaWlUONwOBwOh/Mj0JV7y5DC0U+2xHSlZMmSJdizZw8GDBiAokWLQqVS4fHjx+zxQAMHDkS/fv2EnpxfjW4ebYWjn58VlcOEo18Dk67NhKNfA9WTR8LRz0/oYT/h6NcgOtxEOPo1yLOlu3D08yPfvFk4+jWwWn1KOMpc7rq3EY6+jwo+3Gulj2y3dI0YMQJdunRhIqtHjx7o1asXi+uiSVO54OJwOBwO58eiy3plSOHoJ9tFl0gkYmkhrl27hhs3brBcXTSonoovDofD4XA4nP9Vsl10Ud6+fYvx48czy1bPnj1ZYP3Dhw+FsxwOh8PhcH4UNOYoI4Wjn2wXXdTCRfN2BQYGsiz09evXR0hICLp168asXhwOh8PhcH4culyGhhSOfrJddP3zzz/o3bs3S4JK3YzDhw/H5s2bmdVr6dKlQi8Oh8PhcDg/Al0PsTakcPST7aKLuhZ/++03oaahTZs2ePXqlVDjcDgcDofzI1BlsHD0k+2iy8XFBR8+fBBqGt6/f6+VMJXD4XA4HA7nf4lsF11t27bFtGnTcPToUXz58oWVI0eO4M8//2TWLg6Hw+FwOD+ORIgyVDj6yXbR1b9/fxZAP2nSJDRs2JA9i/GPP/5AixYtWHwXh8PhcDicH4cqMWOFo59sEV2+vr7Jhe5apJnn9+3bh927d+Pw4cOsdO3alZ3jcDgcDofz41BBlKHC0U+2PAaocOHCLClqWtCPQfu8fPlSaOH8avDHAGUd/DFAWQd/DFDWwh8DlHVk1WOALrh0EI6+j7oBe4QjTmqyxdLl6urK/i9btiwmT56M/fv34+DBg1rl0KFD7H8Oh8PhcDg/jtQxWoYWjn6yRXRdvHiRuRJLliyJjRs3JrsXY2JimBUsZeFwOBwOh/Pj0JUGwpDC0U+2uBdT8+TJE5w+fZoVmUyGRo0aoXHjxihfvrzQg/Mrkh73ooO7E7pP74MilYtDpVTizomb2DlnM+Jj4mFqYYoO47uhfKNK7Pjd47fYPmMjvN98Fl6tnyqtaqDl779hUsORQkvapMu9KBLBtF1PSOs2hcjMAopXTxC7fglthvWKXUInbWQXTyJu9QKhpo20cVuYNGoFsb0TVP4+iN+7CfJ714WzaZMe92JcggJLjt/GuScfoFCpUKmAO8a1rAIna3Ohh5rTj99hwrYLuDC9O+wtTYVWbZrM2Qm/sGihpsHd3grHJ3USavr5lntR7FEEZt0nCzVtEi7vg+LlHZgP+vp7jF08FIkx4UItBcYmMB+/jvxttO8j4zb+CZXPW6Gmm3S5F8kf3bp/D1i0agqxhTlkj54ibN4SKP2141Dt/hiFRLkC4QuXCy1pY96oLqx7d4F/p/Q/7D897kWLWuWRe/0MoaZGJUvAl75T4bF1Hvt9UhO0dCuCV+wUaroxK10YHrsW4mO70Yh/5iW0pk163Itx5LMt3nMW5+6+gEJJxm6xvBjXpTGcba0gS5Bj2b7zOH3nOWRyOeqULYxxnRvDylz32KVL2pojl3Hw8gOERcWiaB43jO7YECXz5RR66Cc97kWjgiVhPlr3NS47sgUJJ3ZA2qgDjOu0JPOGJRTP70K2YwUSoyOEXl8jbdoFxtUbQ2RpA+UnL8j2r4Pq42vhrH6yyr14xuXb13haNAzQPT+mBc1oMHHiREilUqEFLJE63WC3cuVK7NixgxlqqlSpghkzZsDR0VHo9WvxQ0RXSl68eIFTp06xL9TMzAxXr14VzuinUKFCMDU1hVgsZhcYPa5Tpw5zXVpaWrI+1JVJs95T6xrdLTlmzBg0a6Z74aKPH1qxYgWLJ6Pv5+npyR5LlJTEtUyZMux/ChWJ9OcaGxuzOt11OWDAANSrV4/9bPoQbxMT7UmRpsl4/vw5ewSSk5OT0Kof+nmDgoIgkUiEFg30PSwsLJhVcNeuXShdurRwRsPy5cvZ79OxY0f89ddfZH7VTLBv3rxhn7l69er477//hNbMIT2ia+6ZJQj2DsTOuVtgZmGGfvOH4MvrT1g5fAkGLxkBz+J5seGPNYgMiUCbEe1RtEoJjK83HLGRMcI7fE3J2mUwYtV4BH4JyFTRZUoWQmm9ZohdMQeqkCCY9RpKJkUrRE8aDJG1jdBLjXG5qjDrPRzRU4dC+fHrxYgKN7PuQxC7bhGU717DuGINmHbpj+g/R0L5+pnQSz/pEV3zDl3HvXd+mNa+JkwkRphz4DokRiL8N7iF0AMIIYvQb3/vQ3isLE3RFRodB1WKbUj+ETHov+oYRjavhI5Viwqt+vlmTJfYiC1IKZGUr0++x/qIWz8ZYvcC5LvvhHgimlKSGBNJ/1VXUiB2ywvTntMQt2IU+eGae+3EOCIcVUqhppv0iC6bIX1h0bopQqfPgyIgEHZjfofY2hoBPQbTVZ71se7XHTYDeyFqz6F0iS7TqhXhMH86lD5+mS667Pu3g1WdivAePldoIZDPqYyMhpGNdj5EOzK27Lo0w4dWw6DwDxZav0ZkIkWeIytgkjcnPrQZkamia+7WE7j3+iOm924JE2MJ5mw5DiMjMf6b2BvT/juEa0+8yLkWyOVsj5UHLyKEzAcbJ/XWmtuS2HjiGjafvIFZ/dvAI4cDdpy9jSPXHuHo/OGwt7YQeukmXTFdRhKILLS/Q+NazVmJnT0UkuIVYNK6NxH8C5EYEQLTzuRGQRaPuKWThN7aSBu2g3GDdojf9DdUAT5krmgF4yoNEDO1T5pCjZJVoutUBkVX4+8QXfPmzUNcXBxLH5Xy77pnzx6sWbOGeckcHBwwffp0hIWFYf369Tr//j872Z4yIgmlUonr16+zL/TAgQOsnlLcfAv66CD6kOxHjx7h5MmT8Pb2xoIFC5hoojx48IAJrm/x6dMnDBo0iO2evHPnDu7du8cE2uzZs5nyptCfk1SqVq3K3KNJdaq4k6BC7MKFC0JNjZeXFz5+/CjUtKHiiCp7XbqXDsCUPzepUMGVHuzs7JiYTUhIEFrU0Li59L5HZmPjZAufN1/IRLoKvl7eePfICxd3nkWxqiVhYmaCSs2rYfvMTXh95wX83vlg7dgVMLU0Q4maXwtLiphMyj3+6ofR6yYi4FMmB0ObmsGk6W9k4lwGxeO7UHl/RNx/SyC2tIbI3pFMpmGaQr5j0w69Eb93o07BRZHWaQrZmcOQ37hIJlZfyI7uhuLZQ0ir1xd6ZJwrzz+jXeUiKJnbGYXcHNCnbik8+OAPmVwh9ABm7b+GfDnshJp+7Mn37mhtnlxWnbqHsvlc0SEdgitdECGUGBORXGAshXFl8h2d3ITEyFCIndyhCvbV6sP66RBcFLFTTiSGBSAxivw9Uvb/huBKDyJzM1h2/g1hC1cg/uZdKN5/Qtj8ZUR0WcHIxRlGTo5wXDYPlh3bENESILwqDci4tR07FI5/z4Dii6/QmLmY5M8NmdcnKIPDNCUknKgKhVabmFx3Dn3bwv/PlWkKLorz2F5QkNdkBZcfvUa72uWYNapQ7hzo3aw6Hr75hMCwSBy78QhjOzdC7TKFkc/dGTOJmHpLbtzuvPw6yTaFjvcxnRqheskCTKT93rYOouNkePExk75rpYKMUTLOhAKpCaQNfoNs5woyBoPYccLp3VA+uwPVl3dk3pgHSZEy5EYij/AGqZBIIdu3Dsrn95AY7MesZdSyLvYoIHT4/wE1TBQvXvwrIUVjwLt3747cuXOztYumm6LagWZD+BXJVtFFrUTnzp3DhAkTmImQmg2joqJYslRqbVq2bJnQ0zCowKAuyqdPnwot6h2TVJB9C/qHNjc3ZznDqGXJyMiIWYHGjRsHuVwu9EofTZs2ZYleU0JFDnWdZjfFihWDra0trly5IrSohe6xY8fYd5US+jehDyGn1kFqDaQpPLKCiKBwrBi6COGB6onbxSMHqretjadXHzGryqI+c/D6rmb3qkqptlhY6Lk7pS7IvCXzYWb7Kbh36rbQmjlIChPBThZH+b0bQgv5PH7eiBzaGYkh2i4l09ZdkBgXA9mJfULL18RtW42Ec2oRn4xKRe6Yta09GcGWfB9nHr9HaAy5q06Q4/iDtyiQw55ZDijH73vBOyQKfeum/+aGcv3VF9x958tclVl1Xymt0wEqn3dQvlT/HZmICkn/pEr7q8iClRWYlC4BERkL8Vc0rmDFZ2/4teoKJRFZxoULELEXDf/O/aHw+fZnEJmZQVqsMAL7j0TcxW9b9r8Hk4IekL33Fmr6cRrdE3GPXyPqZNqfw6xCcVg1ro6A2WuElszF1tIcZ+48R1hUDGJlCTh+8wny53RBYHgUEsk0UJqIyCTMTaTMgvVQT9jBoFa10aJaKXYcGy/DphM3YE2ujaKebqwtszFp1QvKD6+huH8VIms7MhbdoHijsV4nhgRAFRoIo/zFhRZtqDtScfu8umJiSkRbO3LDEAXVp/RZErOCpNis7y2dO3fWW3RBDQ/U63X27FnUrFmTea7mz5/PNMO7d+9QoIBGgFJrF13bqEHjVyRbRBe1GFGBVblyZUyZMoUJG2qVokJr0aJFTPBQF+H3EhwczIQDdfEZam6kn4mKrQ4dOmDt2rXM0hUfH88GB3ULGkKrVq2Y+y88XB1zQkXO8ePHmaBJgqpzGrtGC/15VARVqFCB1e/evSv0yhxatmzJRGCSJY1+trx588LNTTP50L/BqFGjMGLECPbzqel21qxZX1nsMpvJu2di0ZWVsLS3wu552yAnE+3TK48gi40XegB1uzYkN5HGeHbtsdCiTWxkLP5sM4lZzDIbcQ53JIaGQlKiHCznroH16n0wHzUdIjvtOAKRuQVMGrdB/P6tZCXWWJRSQ12IqiB/oUbeP3deSIqXZVa0zGJim6rwD4tGvb+2otqUzXj8MQBLejdk5wIjYvD30Vv4q2NNGEsMu+zXnnuIZuUKwMNJ26WaWYjsc8CoaEUWy5UEFVG03bTPDJiNWAGTDqNJXb0LWhci2t/MAqY9psJs5AqYdpsEsVs+4WzGkORyhzIoBCaVysFlyyq4ndwDh7nTmIWLEn/1JkImzyKiL4TVv0VidAwCew9FwvMsetYsmQNN8uWCeZkiyHN8JfJf3QK3f8ZD4mwvdFAj9XSHddMaCFpCxm4aiMxM4DZvFLOGqSK+jvPLDP7o3hR+IRGoM3whqg2ai8dvv2DJ8M5wtiU3JWRK9w/VuNlU5GYlgNRDiUBLi4NXHqDq4Ln479hVTOja5Juuxe9B5OwOSbmaSDiyRV23dWCfNzFSeywkRoR+NXekRlK1ISwXH4C0SUfE7171TddiVqJrR6IhxVCou7BIkSLMcHHmzBls2LCBWbMWLlyI2NhYFnqUElqnrshfkWwRXdRqRHcwlitXDn379mWqlT5/cfv27cxPm7KkFxpgR4UKdUlWq1aNufCaNGkinE0/9vb2LF1FrVq1WGB/jx49ULFiReZiDCWLriFQMUNjrE6cOMHqdNB4eHhoiRx6TIUdLTQWrHnz5kzs0DoVX0nQ+LQkcZZU6GfS5YrUBxWB1NIVGUnjYMB+z9SPWqKWOPq90TsLKobp704FKHX7ZiVb//oPf/32B7N6/bHzLxgTcZWSYtVKoMvknjix7ggCP6fDZZPJiMzNWdyWWcc+iN+5DjGLpkFkZQPLKQtZTEcS0tpNyF1pNOS3Lgkt34a6Jy3GzIDy3SskXD0rtGac94HhcCUids2Aplg/qBlcbC0wfut5yBVKzNx/FW0qFUbRnN+OKUzJK59gPCHff9eaJb5jKk0fxuUbQOX7Aaovb9QNNN7LzhkiqSkSzmyFbN8S8qWJYNZjCplttWNpkhA7urEYsYQr+yHb/Q9U4cEw7T6ZCbeMQgPnxbY2sBnUB+H/rkfw+D9Z3WnFAhpTIPT6eTDO6QKxGbmJNRLDb/w/8B37N6S5ciD35jkQpbjO7Lo1R/xTL8TdfyG06MZ5fF9mDYs+f0toyXze+wXD3dEWa8b1wH8TeyGHvTXGr9oLOysLlC/kiUW7TsMnKIwF1a84cIEFyCvIuE6LysXyYtefA9G3eQ1MW38IN5+9E85kHtLaLaD69IZcy89ZXSQV4u1SeUkSFXKIjDUB4rpQvnyI2DlEjJ/cDdOeY2BUxDCLdGaiIhd7RsrOnTv1Fl3QdXjbtm3MQEENMHny5MGQIUOYAKMCixpCUkIF148Kk8ko2SK6qNCgAeT0odb0S9+6davOQr/09EIFGhUqNM6Jxm9RtxgVC/7+GmtCeqHmSmrpob5j+p40CP3t27dM5BgKFTrUskfFEXXTGWotS4LGlCWJs6RCrYKGWPJy5cqFEiVKsIFL3bi3bt1iVsWUhISEsH4pyZkzJ/z8ssZVk8TnFx/hde8Vlg1aCBfPHChdt5xwBijboALG/PcH7p++w6xgPwSFAiJTM8SuXQTFk3tQer1A7OK/IHbLBUlJzS5b4+r1kHDtXJpWrpSIXXPC8s+lbFKOWUhERIqg74zgExqJWfuuMmtXxfzuKJvXFYt7NsBr3xBsu/oMvqHRGNSgrNA7/Zx4+A7FiFDL5/LtOLDvQwRJ0UpQPE7h3lIpEbtoMOK3z4PK24vtPpTtX0a+PDEkxSoLnbSJWzUecRumQ/XxBVR+75FwbB0Sw/xhXKaO0OP7SSSLu9jcDGGz/obs9n0kPH2BkEkzIMntDtNKhn+nWY38iz9el+8An+FzEf/8LWJvP8GXwTMh9XSDRTVhISfziHWzmgg/kLboN69SCtYNqyJgxiqhJfPxJmJqxsYjmNi9KSoVzYuyhTyweFgnvCG/x6VHrzF7QBuYS43RdNxSVBsyD0FhUSxey8Is7Q0Frg62KOzhiqG/1SUCLB8LqM9UyHcoKV8L8pua75DGdzIk2mJcROqJCdrCITU0HkzlTcbu0S1EgD2AtE4r4Uz2kzrDvKHFUKgLcfHixUJNDXUt0k1p1EhDzydB1yzqTSpYsKDQ8muRLaKLuqrSU86fF/zaBkIV7+DBgxEdHY379+8Lrelj/PjxGDt2rFAjk4y5OfMpjxw5kvmYDYXGb9FdkLRQ1x19tuSPhIpA6mKkmw1q167Nfr+UUEFMHzqeks+fP2fJdlxrRxtUalZVqKmhlq6osGhYkTtbSs0OddlOxBtHrmLliCUGWfYyE1WY2j2g9NZsgkiMikBiZATETmrricjWHkZ5CkJ+J4VgSAPa13LGciRGR7Fdi/T9MovnX4LZVJffReNCcrAyh6udJZaeuINPwRGoNX0LqkzeiKHr1Tuems3difXnH7JjfVx9+Rn1Snh+xzSaPuiuQ1hYQfnmgdAikBDHxFcyCjn5mwRCZKXtIktGQRY7WlJAY7xE1nr6G4AySB1gLv/wif1PUYVHkBIJiWvGLWlZAXMDprh2WOB8eBQkLurr2rRkQRjZ2yD67E1W14dNy7owsrNG/kubUOjRfuQ9sZq1e+yYjxwzhrLjjPLigy+7mSyQ00VoIWPXxpKIJhtm3XIhn3P9pN64+u8EXFo+jgXSU3djTifdNwJXHr1hQi4lBXI6s3ixzETsUZCleFA80nyHieFkrJCvPfW4E9nYk3O63c9GxStC5KD53Skq34/svf+/YGVlxQwvdIMcDcuhImvVqlVo164d885QIwtto67GuXPnsphwFxft7+xXIVtEV1ZDd+ht2bKFmSWpZUcXVBlTK1jKQv+41IdMg/eoq5OKNhovQC1yNN1EaqtQeqBpI2hsGRVz1GWZWuSkZNiwYWyX4vdue6Xuz5S/T0DA1244KgKfPXvGBnNq1yKFtlFBRt2/9Pugrs69e/fq7JtRnMjEN2zlWLgX0FjWHHM6wYaIMe/Xn9nuRZpC4uyWk1g/fuUPE1wU5aunbNGS5NMk7BXZ2JHJ1JZt66ZIChQlg0/G3ITfQuyaCxZTFkLl8xnRM8dkerwGzcWlUCXiY5Amh1VUXAKL5ZrduQ4OjG2H3aPaskJTSlDWDmqO9lWKsGNdRMbK8CEwHOXy6o+lyijinAVYoHFitOZzi51zw3zcOoicU1hgpaYQO+RAYrD6u9fCzBLmY9bAqEAKqxO5psQuuYjw0tHfQGSP1UHR0qKasSB2sIPYjiy4Pj/fDirLuhVR8OE+iIlwSULi6gSJgy1k79Q3WDTeK+GDDxSpxElqAhduwLvGA/G+5VBWvvSfxtp9Ri/8ZixYenGys2K5uT76aXZPRsXGs52LOZ3sMfjvrXjw+hOsLcxgaWbKhJjXlwBULKJ7N+DiPWew57x2rOQzIuzyk/knMzHKVxSqQB9yI6YJQ6G7GVVBvjDKX0xoIUPRMQfE9s5QeulODWPSti+ktTRpXShU0Cl9NSI/u6Ezb0aKoTg7O2P16tUsBpqG0vTs2ZOtzf3792ceLJr+qF+/fqhRowbL1UVjvb533fzR/LKii/5RaDwXLTQYnub3osqYbivVBU3tQEVQykIfsE2tP3TXJHXB0bgm+n40JQSNP5s6darwasOgfmnqnqT/f+/AoKkkkn6/lIXGiSVBrXspfx/6+VND7yBo3i/qE08ZM5YE3bFI3ZZLlixhg51udKAxeDTWLLN5//gt253Yf+HvLB9XvtIFMOzfsSyA3sfLG33nDsKTyw9xdNUBll4iqUhN1bEQxiZSVheJs37Y0qD3hOsXYNZvFIyKlIQ4Vx6YD5vCUkconqqtqWKPvGRiJIuYLnFoLGUijXxYVjUfNA7kj4DY1QsgkqrPsWKeOXEJJT2cUTSnI6buuoRnX4LwxjcEE3dcgBtZ0BqWzIPcRNgmFWcb9Y2AOzlnIySYjJcrEBwZC2UKd+cbP/ViknWuRfIduuQm3zXdZaf5DlVBX5hVy6RpX4hzeLI+Jm1oUtRIKJ4LcUXGJhBZCJaAuGgovd9AWr8zxLkLkUXODdLm/SEys4L83vdZz1Oi9PVHzKnzsJs0CiZlSsA4Xx44zPyDWb7i76Sy0OmA5reiIo26R7OD2LvPoYqOhduCMZDmzw3T0oWQc9kfiLn9BHF31Qu/SeE8kL3VvftPRMaEkaP6b64MjYD8s5+m+Kh37tL0EvRcZkDTRBTL44bJ6w7i2Xsf5lacuHofcw/WKl2QJUFdtPsMa3/50Rcjl+1C40olkMdNHZ8YnyBHcHhU8tjt0qAydl+4g5O3nuIj+ZxL954j7+uNPs2qs/OZhZF7Hqh0CKOEi0fI2O0MSanKZN7IB7Pe48m4vc+sVww6N1hr5gb5xcMwrt2cuSppYL60dW8Y5SnE0k78KJJ2IX5v+R5oPDGNJaYhQ3TTF918R3Ni0jWUrsnUMEA9WXSd/1UTo1J+eHJUzv8O6UmOau1gg67TeqNkrTLkghLh3unb2D5zI0rVKYffl40SemmzY/ZmnFh7GDXa1cHARcMwstpABHsHCWfVtB3ZERWaVsncjPTGxjDrMpDFbdEAWSq2Yv9bisQw9R25Wd+RbJdjzGwiqFIhrdUI5kMmInJoJyQqFLAhi4gu5PdvImbBH0JNP+lJjkoTny4+dhs33/hARS7rcvlcMb5lFSKytIUdTf/Qf/VxreSoh+++wfQ9l1m2eZp1nkIz10/ecRH35qc/cWcS6X3gtUmnsSy3VsJx7US9Iis7IqK6kMWnOFndJFB+eMaC6pOsCsY120JKSsysbqwOE3NI63aEUcFyLBaPxoLJzmxDIhN0aZOe5KiQGsN22ACWQV5kYsLEVviCZcmuxyScVi+C/N1HreSo5s0bwWH6ePjSFBNEwKWEZrk3r1cz05OjSvPlgsvEfjArW4TdFESdu4WAOeugilTvPsy17i/IA0LgP+XrND2Ow7rCaXhXvCxIxlyq5cHY3Zm5GjM7OWpIRDT+IcKKBrvTsUuD58d1bQwXO2uEEwFJk6def+JF/gwSNKlSAiPa1WfHlMNXH2Laf4dxfMEI5HRWi0Uav7XjLPmdQyNZXNeojg1QtqAHO5cWhjzw2mzoDKjCQyDbtlRo0SBt3o2M0eYQkTlE8eIBZDuWs5sGiqRKA5j1HIPoyT2ZlZdiXLslGb/kJt3OkeX2ku1fnxycnxZZlRx1n2tX4ej7aOe3XTjipIaLLk6mkR7R9bOQLtH1E5Ee0fUzkV7R9TOQLtH1E5Ee0fUzkR7R9bNgiOj6Gcgq0bU3g6KrPRddevll3YscDofD4XA4vxJcdHE4HA6Hw0lGV5yWIYWjHy66OBwOh8PhJKMr4akhhaMfLro4HA6Hw+EkoyvhqSGFox8uujgcDofD4XCyAS66OBwOh8PhJENTGmSkcPTDRReHw+FwOJxkdMVpGVI4+uGii8PhcDgcTjK6diQaUjj64aKLw+FwOBxOMrpchoYUjn646OJwOBwOh8PJBrjo4nA4HA6Hk4yuOC1DCkc/XHRxOBwOh8NJRlecliGFox8uujgcDofD4SSjS0gZUjj64aKLw+FwOBxOMomijBWOfrjo4nA4HA6Hw8kGRIkE4ZjDyRAxs7oJRz8/ktY9haNfBBML4eDXQGzjJBz9/CSs/lM4+jWQ/NZHOPo1ELvkEY5+flRBn4SjXwOTInWEo8xlZa6MzeVDvmwTjjip4ZYuDofD4XA4yeiK0zKkcPTDRReHw+FwOJxkUic7NbRw9MNFF4fD4XA4HE42wEUXh8PhcDicZHQlPDWkcPTDRReHw+FwOJxkdMVpGVI4+uGii8PhcDgcTjK6hJQhhaMfLro4HA6Hw+Ekoys43pDC0Q8XXRwOh8PhcDjZABddHA6Hw+FwktEVHG9I4eiHiy4Oh8PhcDjJ6IrTMqRkBJlMhpYtW2L58uWsLpfLMWvWLFSuXBnlypXDxIkTERsby879inDRxeFwOBwOJxldcVqGlIwwd+5ceHl5CTVgxYoVePToEY4dO4Zz587B398f8+bNw6/6BEMuujgcDofD4SSjItIpI+V7OXv2LF6+fIlKlSoJLcD+/fsxcOBAODo6ws7ODqNHj8bhw4eRkJAg9Pi14A+85mQa33rgtdijCMy6TxZq2iRc3gfFyzswH7RAaNEQu/h3JMZECLUUGJvAfPxaiERGQoOauI3TofJ5J9R0k94HXkdGx2LBxv24+uA5xGIRmtWsgBFdWsLYWIKYuHgs234E528/QWx8PIrn98DY3r+hYG434dXa0Ettzd5TOHD+BsIio1E0X26M6dEGJQt6Cj3SIB0PvI6MjsGCdTtx9e5j8lnFaFanCkb0aMc+a0RUtPrcvSdQKJSoXr4kxvbrBGd7W+HVX7Pv1CVsPngaQaHhKFU4H+nfGQU83IWzaZOeB16zz7RsHa7cvAuxkRjNG9bByAE9EBgcikYd+gq9tGndtD5mThqJ1GEj9LtdvWkX9h87g7DwCBQrnB9jh/RFyWKFhB76Sc8Dr9nY7TlFqGmTcImM3Rdk7A7RMXYXDdE9dsVGMK7RGpKS1SGysIYq8AsSzu2E6vNroYN+0vPAa/W43Yer95+pxwIdt11bacbttsNk3D4Wxq0nxvVuR/62usct5c7T1/hny0G8++IHVyd7DO3cAg2rlhXOpk16HngdERlFxsJaMhbukM9rhOaNyFgY2IuNhcbte+u0arRu1gCz/hgt1LQ5feEq/v1vK/z8A+GZOydGkPeqXrm8cFY/6XngNbvO/tur+W5rVcSIbq2F64yc20DO3XsKhZJcZ+WKk++2PZzsbYRXf80V0nfx5gPwDghGQc+cmDygE4qSuSQ9ZNUDr2d7dBWOvo/Jn7YLR+mHWrC6du2KDRs2YMaMGShdujR69uyJChUq4PTp0/D0VM+TMTExzM1ILV/58+dnbb8SXHT9QOrWrYugoCBIJBKhRcP169dRpkwZmJqasgubolKpYGlpiTp16mDy5MkwMzPD7du30aNHD0ydOhXdummLnsaNG2PAgAFo27Yt69evXz88ffqUnevevTsePnxIJgpjVk/J3r17v2swf0t00YVGZGYpVNRIyteHcbn6iFs/GWL3ApDW64T4jdqLYGJMJP1XXUmB2C0vTHtORdyKMeTLUQqtpGdctFZdF+kVXf2mL4N/cBimD+4MKwtzzCOTbQ5HO8wb2QuTlm7Gy/dfMIVMkg42lli99yTuPvPCoaVTYG1pLryDhg2HzmLz4fOYOaw78rg5Y/vxyzhy6RaOrZgOexsroZce0iG6+v0xH/5BoZg2rDf7+fPWbCef1R7zxg3EkOn/IJwsCFOGdCfjzQjz1+xAglyOLQsnE9H6deTr4fPX8OfSjRjdtyNqEIF25uodbD18Bgf/nQXHNIRaEukRXX1G/AH/wCBMHz8MNmRcz126BjmcHTFn8mginOjfXMOl67cxh5zftnIhihb6emxu2L4PG3cewJwpo+GRyx3b9x3B4ZPncXzHWjh84/OmR3TpHLsVyNgt3wBxa/+AOCcZu/U7I/6/6cJZNfrGrnGd9pCUroWEo+ugCvVn14CkXF3ErZmExLBAoZdu0iO6+k5bgoAQOm67knFrph63DnaYO6o3/liyUT1uB3Ym49aKjNsTuPv0DQ4tm6Zz3L755IPO4+ajZ6t6aFOvKi4QsbZ02yFsmzee3Th8i/SIrj7DJrKx8OeEEeQzWGDuktVsLMyeMhbhEdqilY2Fxauwfc0/KFLw67Hw9OVr9Bg8FtPGDUP50iVw7PQFrNu6G/s2/Yu8HrmEXrpJj+jqO3UxAogYnD6km3pOWL9bPSeM7ovfZyxHGL3OyHdL5/X55FyCXIGt88cLr9bmzUdvdB0/D8OJaKtWphi2HjlPvt9HOLryL/Y9fIusEl0zMyi6XlTVH9m1c+dO4UgDXdt69eqFNm3asELXqlKlSqF9+/aoVasWrly5AhcXl+S+RYsWxZ49e1CyZEnW9ivB3Ys/GOqbpuIndTE3V09+mzdvTm6jfu1Vq1Yxv/bq1avZ+SQWLFiAN2/eCLX0MXz4cK2fmVSy7O6BCCF6159UYCyFceWmkJ3chMTIUIid3KEK9tXqw/rpMVeLnXKyBSoxKky7/zcEV3qhC9Pd528wi4ikCsULonCenJhPFq2T1+7j7Wc/nL5+H2N7tUX5YvmRJ2cOzBzaDTHxMtx4/FJ4B20SEhQY27MtapYthlw5nDC0czNEx8bj+bvPQo/v5+W7T2ThfIWZo/qiYsnCKJw3N+aPG4STV27jg7cfbK0tMW1oT3IH7UnupnOhW+uGePLqHeJluk30Ww+eQesGNdC9VUN4uufAgE4tUYy8dveJi0KPjPHyzTvcefAEsyaNQqUyJVG4QF4smD4OJ85dgY9/IByJQEgqJiZSLP9vG4b26apTcFFkCXKMG9oPNSqXR253Vwzr1x0xsXF4/loTG5IhdI3dKmTsntgojN2cBo1dKrjkVw5C+fYxEkMDkHB2OxnH4ZAUqSj0+H7YuH1Gx20PYdzmIuO2D05dv4e3RECduUHH7W9k3BYQxm13RMfF48ajF8I7aLPhwBn2PsO7tmLjtmer+qhSqggevHwr9MgYL9+8JWPhMRFYY1CxLBkLBfNhwV8TcPI8GQt+/mQM2CcXExMTLF+3FUPJ31eX4KJcvn4HBfLmQZtmDZGLjIXBZNyYkZvXew/VN5wZ4eX7z+Q6e41ZI3qhQolC5Doj3+2Yvjh59R4++PjDxopcZ0ToUktVQU93dGtZD49fv9d7nW0/eoF8t4XQrUV95M3liqmDu5DPaoKjl24LPX4MdNRmpBjKypUr4eDggNatWwstaqhhgRIfH8/+p8TFxbH/LSy+LUp/Rrjo+oWgFgmq7Km/+9WrV0IrIJX+X3tnAR9F0rTxJy4QIIHgECS4ux7u7k5wO9wJ7u5wuLsecvjB4XK4u4YACUlwEqL7dfXObjZhN9lklxx8b/359d1Mz+yk01sz/UxVdccWderUkbFumvnxq2BbsZkMA4bfUz9gpIgKeC23jUE90L0RW/G5zWPnpY8frCwso4T/UiVPBmchYO4IkbPAszsK58yqHBHtUTySn7+qHwrR6d6sJupWUA+qgUHBWLPnmPQs5DHCWxAbL9+8Vbc1R2R7Uom3b+ekTrj54AkmD+wqhRjxNuA9dhw8gYK5s8FeCBp9eL3xFcejDmo5xOevChFqDrxevYGVlSUK6IT/UrmmgHOypLh2M+rgv2LDdjiJB2zb5lEfyLr06NAS9WpUktuBQmyt3rwTTokTIU+ObLLO3NhWai5s9ynC7yq2m1LYrhBdxmGB4N2LEXb/krKvQdixvekDibRbYYv5s0d6mDR2e1cIsvmev6NwLuPt9rx4iahWupCyp+aPkT3Rpo66v03FS7wUqG0hp1ITaQvXb0WzhfVbpXepbfOGSs33OCdNgifPXuDy9VsyLHnk+Gl8+foVuXTujfjy8o2+vhX3mejbmw+eYbJ4KSMhRrx99wE7Dp9GoVzuBu+z6+LeLCoErcbZTN9FYXHfXb1rHkEbX6LPRoxrIW+WoaIPChWePHlShhKLFi2K8+fPY9myZRgyZAhcXV3x5ElkughtkxjLkCFmr+XPCouuXwhyq168eBHnzp1DuXLllFo1I0eOlFNryXP2K2DhkhpWuUvIXC4NJKKo3r7jeDj0XQi7ZgPEfhrl6PdY0PkOiWDvMQoO/RbCvo0nLNOa/mDVkMI5KcJFn799Tx4LNZQPQzkdlJNVplBuODrYKUeAHUfOIDgkBCXzx5xHtOvYeZRqOwgr/jyMYR2bxB5aNALZVpVoq3jQayBPz6fPoq0fPys1wk7mrECVdgOkEBveo63e0CLh6pIMvn7vlD01b976453OtUzBVQxU4eGivf6RP+NrYCA+ffqMdx8i+/vT5y/YtPMvdGvXAjZ6wvDR+XP/EZSo0QzL12/HsD7dYg0txgdpu3mKI+T4dqVGx3Y7T4BDf2G7LQbCIrkh21Uh4tkd8QtHhlCtshWEpTg//MlNpSb+pHBOorbbd9HtNlDagtpu7ZUjarulUHPJApGiR8MXYUNk63Y2Nhg4YznKtx+CFoOn4sQl09upIdIWApQa0d6vBmxhx15069AqRltoVLc6ypQsgvY9h6Bg+ToYOGoKRg3qjXy5Ys/viw3tM+G7vqVngs59Nm8NqnQchpsPn2FEt5ZK7fe8DfgIV3FNXWifUhr+lzh06BCuXr2Ky5cvy1KqVCmZGrN06VKZHkMzGH19ffH+/XvMnj0btWvX1psa8yvAous/hnKzSNnrloEDBypHgQ4dOsg6im/nyZMHc+fOleq/VatWyhlqKBxJxkj5WMeOHVNqY4YMOfrPpusmRJof5cJEvH6KiJeK54RyZpxTwsLWHiFH1iN4x1xy7cHBYyQQLZdGg2WKtDLPJuTUTgRvnY2ID/6wbztCDn7mIJ+7G9zSpsT4xZul2KCH6+QV2+Sx0LCoIcwLNynReDc86laWIZiYIFG2dcZQdG5UHaMWbpCeBFPJlz0L3NKlwYSFaxHw8ZMUXJOXbJDHdNvavlFNbJo9CoVyZ0O3UTNlkrw+6lQsJXO4rtx+KAfEY+eu4MS/1xEWFqacYRr5cmVHpgzpMH7mQgSIAYwE16Q56pB5aGjkz9h94CiSOCVGjcq/KTUxU6poQWxfOQ9d2jbFqKlzcPbiVeWI+bApRrb7TI/t2iHk0DoEbxe2C2G77UYZtF1dLFJmgF397gi7cwERL8xgC+6Z1Ha7ZFOk3S7fKu/r7+32Pmat/RMe9fTbLYW/CUrKL5gzK5aO6Y1KxQug79SluGImb0y+3DmkLYybNh/v3n+QgmvS7EXq9urawv6/FVuI+sIZHf+A93IyxciBPbFlhbAFj+aYOncJbtw2Q99mo75NhfGLNkT27bIt8lhoqM591rAaNs0YhkK5sqLrmLnw13lx0+WbeEmztY0qHmxtrBESEqrs/TfQAqemFHPSq1cvFC9eHI0bN0b16tWROnVqDB8+3OAL488Oi67/mEmTJmnVvabMmjVLOQqsXr1a1h0/fhyVK1eWse2qVavqNTgSZRRiJIOkt4LYIGOO/rM3bdqUAMZsAevcJRF247SyL4gIR+CsHvi2cSoivB8h4tVjBO+cLyzUEtZ5SiknRSVo8RAErRqDiOd3EfHmKUL2LYfqvS9sCpknuZRmI80e3AV+4oFZoaMnKoqSIlkS5MiUHol1PAXHL95EnylLUKFYfvRtU0+pNQzN/qL8sF4t60jvAiXUm4psq2dP+AsRVbF1X1Rs20++lefIkiFKW93d0iGvEGiU7xUh+vzAiQvKkah0alobVcsURZcR01GkYWes3XUILetWQSJHdY6FqdBb6txJw+Hn/w7l67dG+XptkcLFGTmyZUHiRJE/Y//Rk6hdtYJRXi4iTaqUMj+McrpKFyskvWTmfYkQtptH2O71U8q+gGx3Rnd826DYrrew3R3z1LabV7/tarBM7y5eLEbI2YvBe6LmacYXsoU5Q7oKQS3stsNQVBRFa7eOunZ7A70nL0ZFIaL6tdEfurWxVs8MrlqqENrWrSTzw7o2rYnfiuTBpv3mye+TtjB5lPR6lqvTEuXrtpK5fGpbiEzs3//3cdSuVjFWWxg3fR7y58mJFo3qyLyvPl3boXTxwli6Vi2OTEH27bBu6r5tNxgVRZF9K/pFt2/dM6ZFXiHQpg3sLD1j+09eVI5Exc7WViba60L7Dvb6w5EJhb5lIOJSTGXFihXo3bu33Kb0GVoQ9cyZMzLSQ9EcTc7zrwiLrl8EFxcXrRjr2bOnDCXqgzxjefPmld6whPBYxQeadYhETgh/eEWpUQgJkgOYlrBQRLx/CwsnF6UiGmEh6qIDJTNbJDFwfjxwz5gG22d54uTqqTghSr829eXU7vSpUsjjFCocMGMFapYtiin92sl8D0OcunJbflaXbOLhTOEbc0CCatuC8Ti5cT5OiNKvfVN4+/ghdcrkOHz6okw210DJuhlSp4wSEtHFVgyEo3u1x/nti3Fs3Vw5y5GWmkgfixcvLrhndsOO1Qtw+q+NOCVK/+7t4f3aB+nTqj2VJMjuPniMKuVKy/2YOHnukvysLnT96LMgTcUynWK7D6J50AzZbgy2aOVeAPZthyP81RN82zRdfsZc0KC/ffZwnFwzHSdE6de2AV69DUA6rd2ew4Dpy1Hrt6JyJq4mrys6SZ0SSc9L1gxRQ6VZ06fBa3E9c+GexQ071/6B0/u34JQo/Xt0xKs3vkiXJpotlC8j92Pi5p0HQnhHTTPImyu7sA/K/zQd2bdzR+Lkupk4IUo/j4byvk4tXqYOn7kc9T6zsxX3WQqD93iq5Em/84LRS15MS7kkBDRymFIYw7Do+oWgmTszZszA7du3v5u9qIG8VPQmQCv6Pn/+/KcUXjS9XhXgA9WXyNCWZcqMcBy8XIZatNjawzJ5aqj8XykVOjgkhuPApbDKprNWkPjdLVNlFMJLz/nx4NPXQHQYOUcmJlOirKMQKlfuPpEP1QI5M+PQ2SsYu3gTWtQsh7G/t4pRcBGz1u7C1kOnlT01dx6/kMLOVChfp8PQKfB681Ymz8u23nko25o/exYMnrYY/96ITEqmXJ0Xr32lUNPH3DXbsWHPEfEmboPk4k2eQoynLt1AiQK5lDNMg/Jz2vUaihev3siEacoxunLjDoKDQ1Awr/pn3Lh7XyYg580VezL8zEUrsWXXAWVPDc1cJOFFdmEu1LbrG9V2hc05Dl2h33b99NuiZcYcsGvWD+GPbsjQuDkFF9lt+5Gzo9ntY9m3BXIIuxXCYOyijcJuywu7bWNQcBHWVlYypHZb2Kkuj7xexxpGNxZpC78Phpf3ax1buK22hXyKLdy5p9hCdrkfE64pkuPx06jtffzsBTKmM7wOmbHQfdZ++EyZUB+9bym5fsislbhwI3KSk7zPXr2VQk0fBXNklUnzmsc05e3SfuHcP2YCiLHoS46PS2EMw6LrP4bcprQeV/RCyfL6yJo1K/r37y9F182b+pNZabYH/SmF2MKE8+fP1/uzKS/sRyKFkZ+3sqcmwu+l9AzY1eoEy9SZ5Dl2DXuB1jkKu3NefZKNHSwSKUmnQV8Q7v1Qro1EA5hFirSwrdNF5niFXj6qPsdEkiRyREh4GKat2oFnr3xx+c5jeM5bI/NfVBEqjF+yGWUK5kKnhtUQ8OGzeGP9JEuQMj2cponTPgkWok2dikJ0ncIBMeg9F4Jn3oY9uPXoufy8qdAsyJCwMExftkkuEXH59gN4zlwKjwbVkdw5KWqUKyGP0ezDB0+9MESIMEqWr1ammPy8uq0ftW1NkzI5lm7ZiwvX74hBwwfDZy+TAr5updg9DcZAuTmUtzJt3jI88/LG5eu3MWzCTLRr0UAeIx4+eY7MGdPrFQXfgoNl7k54uNq71LZpfSG69uPA0ZN47vUKc5aswU3xu3Zq3fi7hVRNIdJ2I19mKDQobbdOZ1imIdt1g11jYbtfPiLsth7btbCUOVwRfq8Rcni9tFk6Jo8LsWYq0m5Dhd2u3K7Y7SO5NlfbelVksycsFXZbKDc6NSK7JZv9KEtUu420hU6NquPg6UvYuP+4FHKrd/8tl5doVbuCPG4q0hZoEtC8pXj2gmzhFoaOmw6P5g2RNIl6kom0BbcMMdjCO60tUFhx04492HvoGF4KUb9+6y4c/ucUOrRqIo+bgrzPZN9uk0tEUN96zl4Fj/pV5ctJjbJFMGPVNinEHjzzxpCZK5AyeTJUL1NEfj563zavVQHnrt3G6l2H8fTlG0wUzxQ6p27FkvI48/8PXhyVMRuxLo6qYNdikFxbK2T/SqVGjYWTsxBRrWCVOS9gZY3wZ7dlUj2tg0TYlGsEW1G0P8fOUU7dt8peBBb2DjKfJvjIBqiiCTp9GLs4KoVkJi3biqv3nshFJptWK4sujatL4eQ5d61yVlQGeDRA+/pVsOefCxj1xwYcXDwO6YSIITYdOCEGrxPwDfgg87oGeDSMMn3fIEYsjvrK1x+TFq0Tb8qP1G2tWRFdmtWR4jsw6Jv0Xh09d0Um/5YunBdDurZCmhTq8Neeo2cwau5KHFw5Q4ag6LHwx4Zd2PX3aQR9C5YeriFdxPnK7xEbxiyOSuGjibMX4cqNu3BySoRm9Wuia9tm2peFCbMW4YX3a6yYM1Hu60IJ9iOnzMXhbSuRLo160cSNO/7Chh174evnj1zZsmDg7x1ROH8eeSwmjFocVcGu5WC17e5bodSokbZbtTWssii2+1TY7uF1kbZbXthu+cb4Or619JY5dNT/M0MvHkHIIf12pcGYxVHVdrtFek2kLVT/TdhtDRw4TXa7WjkrKmSL7RtUFXZ7HqMWrseBxeO1YfS/z1/Doi374PXGTybpUz5ipRIF5bHYMGZxVGkLMxdKb6e0hQa10NWjRaQtiGMvXgpbmDdZ7utCCfYjJ8/Goe2rZWiabHfzzr9koQVXSaz17NwW5UvHvgaaMYujyvtMCFd13zqiaQ3Rt01qRt5n63fhqOivr0HBKF0wN4Z2biYXTyX2HDuHUQvW4eDSidpQL62btkC8gNGMRcqZG96tBXIpy7vExo9aHHVoJsMzLo1h2nP9S0MwLLoYM2Ks6PoZMFZ0/TQYIbp+JowRXT8LcRFdPwPGiK6fCWNE18+CMaLrZ+JHia4hJoqu6Sy6DMLhRYZhGIZhtFDw05TCGIZFF8MwDMMwWvQtAxGXwhiGRRfDMAzDMEwCwKKLYRiGYRgt5KsypTCGYdHFMAzDMIwWfXlacSmMYVh0MQzDMAyjRWXiP8YwLLoYhmEYhtGiz3sVl8IYhkUXwzAMwzBMAsCii2EYhmEYLfqWgYhLYQzDoothGIZhGC26MxHjUxjDsOhiGIZhGEaLPu9VXApjGBZdDMMwDMMwCQCLLoZhGIZhtOibkRiXwhiGRRfDMAzDMFp019yKzz/GMCy6GIZhGIbRos97FZfCGMZCJVC2GcYkPrSsqGz9/NgP7q9s/RpY2DooW78GFk7Jla2fn9CV05WtXwPLKjWUrV8D62wllK2fn4gAb2Xr18Aub1Vly7x0yNRY2Yofq5/vVLaY6LCni2EYhmEYJgFg0cUwDMMwjBZ9IcO4FMYwLLoYhmEYhtESoVKZVBjDsOhiGIZhGEYLySZTCmMYFl0MwzAMw2jRt8p8XApjGBZdDMMwDMMwCQCLLoZhGIZhtOgudBqff4xhWHQxDMMwDKNF34zEuJT4cP78eTRq1AiFCxdG+fLlsXDhQmiWEd22bRsqVaqEggULom3btnj27Jms/xVh0cUwDMMwjBZ9eVpxKXHl3bt36NGjBzp16oQrV65g48aN2LJlC/bv34+zZ89i5syZmD9/Pi5evIgCBQqgZ8+eCA8PVz79a8Gii2EYhmGY/wwXFxecOXMGtWvXlvvv37+XosrZ2Rk7d+5EvXr1kDdvXtja2qJfv354+/atFGe/Iiy6GIZhGIbRopufFZ9/LVu2NFgMkThxYhlOLFKkCJo0aYKSJUuiRIkSePLkCbJnz66cBVhbW8PNzQ2PHz9Wan4tWHQxDMMwDKNFX55WXIopUG7X0aNH8fz5c0yYMAGBgYFwcIj6t2dpPygoSNn7tWDRxTAMwzCMFvI4mVI2b95ssMSEhYUF7OzskCFDBvTq1Qv79u2TAuvbt2/KGWpIcCVKlEjZ+7WwEB3E8zsZs/ChZUVlKwbETWXfuB1sK9aChUMihN2/icBVc2EhDiVZsEV9TjSCTxxE0NLpyl5UbEqUh32T9rBMkQrhb17i29YVCLtxSTlqGPvB/ZWtmPn0JRAz1u/F6Wv3YWlpgdplC6NPi5qwsbaWx1fu+QebD5/F58AglC2QE8M7NULyJInlMX0cuXADi3ccwWv/98iUJiX6NK+BMgVzKkcNY2Eb9U1PH9TW6at34vTVO+q2liuGvq3qwcbGGl+DvmH+xr049q/ob/EAy+vuhkEdGiN7xrTKp6NCj4Wl2w/hz2Pn8P7TF+TOmhEDPRoif/ZMyhkxY+GUXNkyzMfPXzB9yXqcvnhNtNcSdSqXRd8OLWR7n7zwRoMug5UzI/ln8yK4JndW9vRz/e5DtBswFhvnjUfeHO5KrWFCV+q3LV0sM+WGQ8fRyl5UQv7ZhtATfyp7gFWekrBv3g9fp3YBAj8rtd9jU6ERrAtXgkWiJIh4/RQhhzcgwjv2kIlllRrKlmGCgkMxd+c/OHrlAcLCw1EiV2YMal4FKZMlRnhEBJb+dQZ7zt7E128hKJA1HYaIY26pDX9nm45dwtbjV+H7/jMypnRG93q/oVKhyJBPTFhnK6FsGUbawsKVOHXhitoWqpZHvy5thC3YyOObdx3A2u174B/wHrmzZ8WIft2QI6t+W6zeoite+bxV9iJJnyYVDm1equzpJyLAW9kyTFzvs8HiPstm4D4jNu4/gS2HTsE34APc0riiR7NaqFSigHI0ZuzyVlW2zEv9jHWUrfixx2ufsmUclJ81ZswY7N69W4YPiYMHD2LGjBkoVKgQXF1dMWzYMFkfFhYmQ49LlixB0aJFZd2vBIuueJAjRw7Y29vLhwMRIR5iFI+uWLEiRo4cKY/FBhnQX3/9JRMD6SsghU/XHTp0qDQy4s8//8Tw4cO/c60SHh4e6N+/PxYsWIDFixfLtwMNdL0sWbJgwIABKFu2rDTmvXv3ymNksKGhoVGuee3aNWXLNIwRXfbNO8O2Um0ELposHnB+cPDoBYvETvgyogcskiRVzlJjU6Q0HNr1wZcxPRH+/PvByCpLDiQeMw9BQrSF3bsBm7JVYV+/NT57dhaD2EvlLP0YK7q6TFgCn3cfMbpLEzg52mPa2j1InTwZpvRqhW1/n8eCrQcx6feWcHVOgsmr/4SDnS2WjeimfDoqt5+8RPuxf2BEp8YolisL9p25KkXbtin9kTldSuUs/RgjujqPmQ8fIeZG92iJJIkcMXXldqRO4Yyp/drDc95a3Hv6EiO7tkDypImxZPtBXLr9CLvmjkBSp+/fGFft/htr9xzDxN5tkSltSjEwnMTeExfw14LRSJ4siXKWYYwRXZ0GT4CP3zuM6d8FSRI7Ysofa5HaNTmmefbCoZPnMWfFJiGcJihnq3ERP1tz3+njW3AImvYYhufeb7B5wQSziS5YWYmXhKhi2rp4NdgUq4qgxZ5QfQpQVyZKCsdeM6SQikl02ZStC5sydRH85yJE+L+BTckasC5UHoFz+4nPfFLO0o8xomvqpiO4/NALYzxqwlaIgckbD8PayhIrBrXB+r//FeUiJnWsC9dkTpj353E8fuWHPRO7wUpP3/55+jpmbTuGUW1rInem1Pjn2kPM33kCK4e0QSH39MpZhjFGdHXsPwo+b/0xdtDvwhYSYcqCFUidMgWmjhiAHfsOY5oQZOOH9EKubFmxZN1WXL5xB/vWL4KDfeRzT8O7Dx8RER4Z5Hrj54+O/UZiYPd2aNGgllKrH2NEVydxn/mK+2yMuM+cDNxnI8R9lkLnPts9b6S08ejsPHoOM9f8idHdWyBPVjch1m5g3sY9WD2hHwrlzKqcZZj/L6Lr69evqFWrFho0aIDevXvj5cuXcoZi/fr1kSdPHjmWLVu2DLlz55azGI8dOybHT41A+5Xg8GI8Wbt2rRQrVK5fvy6Fz99//y3/byyNGzfWfv7SpUuoWbMmunfvLmPYGjJlyqT9ObqFBJeGUqVKRTlGU2xpWi0Z74cPHzBu3DjtsalTpyJt2rRRzk8w7B1gV6sJgtbMl96oCO/nUjBZJk4CC5cUUH18H1lCQmDfpAO+7VitV3ARNoVLIVxcI+TkYUS8fSMGsHVQBQfBOldB5QzTuPfsFS7dfYIJPZqjWO6syJkpHab2bo2D567jpa8/1u47gY71KqJc4VzIlTmdEGKtcfHOYzx88Vq5QlROXb2LbBnSoEH5YkifKjm6N64qRdrle0+UM+IPPegv3XmICb3aonje7MiZOT2m9e+Ag2eu4LHXGxw+ewWD2jdC0TzuyJw+tTivDb5+C8a5m/eVK0QlJCQMg9o1wm+F8yBDalf0allbvMUH444Qjubg3uNnuHjjLiYO6o7iBXIjZ9ZMmD68Nw6eOIeXr32lpytzhnRI4ZIsSolJcBHzVm1Gcueo4t0shIdD9eWjtsDGDjalayN436pIwSWwq9sJEX6xD9ywtkHIofUIf3Qdqve+0ltmYe8Iq3RZlBNM4+SNR2hSriDyZUmHHBlSoWNN8Yx49BLBoWE4JY7VLJ4bxXNlQuY0ydGzfjl4+33Ay7fvlU9HZfeZG2hWoTBqiM9kTOmC9tVLolhONxy4cFs5wzTuPXqKi9duYZJnXxQvlA85s2XB9FEDcfCfM/B69RpL129Dd4/mqFW5HDJnTIfRA3oIAWmFh0+eK1eIikuypEiR3FlbFq7chKIF8sQquIxB3me3H8qXkWJ67rMj565goLhviuncZ1+CvuHcjXvKFaKy+59zaF79N9QsWxQZ07iiQ4Mq4rPZse9k7N76H0n0HK24lrhCocLly5fL8Yi8WF26dJFrdtH/yXEwZMgQWSix/saNG1i0aNEvKbgIFl1mgLxU+fPnlwZx/37kIEbJgKTcabE3mgq7Z88e5cj3kAHRjA0SSV5eXkpt/CADplkiJN5iuxZ5xUgoUvuonSTgJk2apBw1L9Y58wuLs0To5bNKjbhBfbzxqU9LqAKihgPs67eCKugrgg9sV2q+J+LzR1ilzwQruq7Apng5WDgmRvizh3LfVEhY0Zt/fveMSg2QyiUpnJ0S4dr95/B++w5FhBjTkF4MSOQFu/pA/8J9ycTnnnj74Mq9p7Lf//73Jr4EfhOCLXZvQWy89PGDlYVoa3Y3pUa0VbTFOUliIZReYIFndxTWeXPWiJfPX/Uno3ZvVhN1KxSX24FCbK3Zc0y81TuIt/HIvjAFLyGsZN/mivREpUrhAuekTrh6+z4ePyfRZTgko4/LN+/hyKl/MbSHh1Lz47Ct0gIRr54g/M4FpQawyl8Wli6pEHpyt1JjGApHht04rd6xFQKuTF2oAr8g/NVTdZ2JJEvsiCOX7+P950AEBYdg/4U7cE+XEnY21vLYqZuP8SbgI0LDwmWYMUXSREjlrN+D2b9pZSHg1N53DeKRh8/Cds2B16s30hYK5I4MV6ZyTQ7nZEmw/+gp+LwNQNXypZQj4vnm6IDDW5ahQJ4cSo1hzvx7FRev38Kw3p2VGtOQ9xnZrU6YXfc+mz+sO4rkMv4+G+DREE2qlVH21FDI0tD5CYXKxH/xgWYorlu3DpcvX5ZjZ+fOnbX9R2PjkSNHpChbv349MmfOLOt/RVh0mQEKL9KibefOnUO5cuVkHc3AIJdonz59pBeLQnw0E+Off/6Rx6MTEhIiw4nk2cqaNXa3ckyQcFu1ahXSpEmDbNmyKbX6obj59u3bsXTpUly9elXGySnZ8UesgWKZKp14qw+Adf6iSDxpKZIs2gHHvmNg4ZxCOUONhWMi2FVrgG+71ksPgyFCjh9A6I1/4TRmLpJuOCqvFbRyNsKfPlDOMI0U4qFP+S9+7yPDPZSz8elrIPw/qsNGKaMNVCmEaPARg5k+GlYsjtIFcqDThMUo0mYYBs/bgJGdGiFv1gzKGfEnhXNS2da37yN/tmzrl68yJ6tModxwdIgMxew4cgbBwuZK5os5L2fXsfMo1XYQVvx5GEM7NkHyZE7KEdNwdUmmbm9ApHfla2AQPn0W7RV9S6LL67UPmvccjooteqDXqBl49lK/B5EIFL/rqFlLMKJ3RyRJbDinzhxYJE8DqzwlEHJsm1JD4VRn2NVoi+BdS6AKD1NqY8e6UAU4Dl8Nm3INxAvGmlhDi8bi2aqaFFWVBs5Dmd6zceOJN+b0aiLFUu9GFaRwqDlsEUr2nIHdQnTN790UDnbq/KnoUAgxnWsyZQ946P0Wl+6/QKk85vHKubo4q23B/51So9iCsFt6oaVCuVxte3miXMN26DZ4HJ6+MMKbKFiyfhvqVq0At/RxE/CGiM99FhIaipL59QtECiGmTxX5/Hv4/BUu3nqIMgVzKTX/DfoWPI1LYQzDoiuedOjQQSbxURiPYs5z586V+VitWrWSxykhsEaNGjLPy8rKCsWLF0fz5s3lnzPQQCKLrkGF/rwBeZjoTxxokkeJFy9eaM/RLboetQsXLsg6ygWjBeQoTElvCBs2bNCbD6YLiUQSWenTp4efn592Voivr69yhvmwcHQUg1NSODTriG9bluPrnNFyP/HwGYBVpKvYtnxN8db/FaEXTig1+rFM5gJLp2QyEf/LyO4I3rMRDu16w8rdPA+sfO4Z4JbWFeNX7MQ78UClh+uU1WovRkhIqPw/5cvoQvuaY9EJ+PAZ74WoGN6hITZO7IPO9SvJHLGbj14oZ8SffO5uoq0pMWHJFgQI0UJtnbxCbWvkzdDlws0HmLVuNzzqVkbGNDHnktFgsXXGUHRuVB2jF27Auev6wyRxJV8Od2RKnwbj561EgBC1NMhOXrhaHgsKDob3G18ppDx/b485o/uLx7gK7QeOk/k6+pi9YhPy5XRHpdI/PrHWpng1RLx+hgivSHFvW68LQq8eR8SbuP15kvCnt/BtiSdCT+2GXcMesMyaTzliGk99ApA2RTIs7d8SKwa1RiqXJBi6dBdChC1QGDGRvS3mCRG2ZmhbFMmeAUOW7sZHI7wrvu8+of8fO5Enc1rULplXqTWNfLmyIVOGtBg3a5H8fskWJs1bJr3BhKUQXWNm/gGPZvWwaMooJE7kgPZ9R+DjJ8OTFAgKW9648wDtmtVXakxHc5+NX7wZ7+Jwn1GIPjZ8hLDsO20Z8mZzQ+3yxZTa/wbqe1MKYxgWXfFk9erV0g16/PhxVK5cWU5prVatmnwrIwICAuS0V80+QcLmzZs3yh5kzJquQeX27dtYuXKlTBIksaSBFoHTnKNbcuaMnPFGMXCqI9crfZ6S5UmA0c+LDfLS0QwRCo22b99erv5LdT/kxhHtsrB3QOCymQi7dRnhj+4icN44WKbNIL1fGmxKV0LI2aPy/Jhw6DIIYY/vIeTvPTLv69u2VQi7eRn2DdsqZ5gGzVCc1c8DfuKttmK3cajUfbz09ORwS6t1e4eGRm1jiNh3EAOaPsYt3yFDlc2rlZY5YL2a10Cp/NmxbNcx5Yz4QzOnZg/uAn9qa0dPWchTlyNTeiR2iJzYcfziTfSesgQVi+VH3zb1lFrDpHF1kXkrvVrWQakCObHpwEnliGlQe0lMkQejQvNuonRHcpdkyJHVDUmdEuP0jmVYNmU4CubJjoK5s2PWyH7SLg+djAznabhw7TaOnb2E4T3bKzU/EHE/W+ctibBrkf1A3irLZK4IPb5DqTEe1ccARPi8QOg/26QAo4R6U3nl9wET1h2Q3i7K2yosRNWc3xtLD9WRy/cwbPkedK5VGuULZJM5X9O6NsA38aKw+8xN5Qr6eSGEXIfpG2SIcl7PJjIx3xzQS+bc8cOkp6tcg3Yo37CdzN/L4Z5ZPofIs9SzQytULVcKeYWwnjJciHBRf+DYaeUK+qHQJJ2fNZPpnmQN0m7FfUbPhAqx3Gd9lPusnxH32fPXvmg/ci7sbW0wf1g3mbPG/P+ERZeJ0J8vmDVrlnwI/P7771LwEJSsTjMwdMUL5VelSBE1lKaBBvEyZcpI8XPyZPwHNvqjoJQ4T+FMY65Dbf/48aMUj/R3rqZPN2ImVzyJeK9OOKbkdw2qzx9lsUyRWu5bJHOBVebsCL14Ru7HhLV7LoS/iJpkH/bkPixTplH2TMc9Q2psmzoAJ5aOxXFR+rWsJXO5KBGe8PsQ9W2bwo4pDSRy33z8Qgo2XSi0+OptZCK2KbhnTINtszxxcvVUnBClX5v68Pb114YvKFQ4YMYK1CpbFFP7tZMhJkOcunJbflYX94xpZQjFXLiLwXD7kqk4tX0pTm5biv6dWsL7zVukT5MSiRM5ygFOg72drZzy76sTgtKw79gZfBD9Xq1NbxSv1x4NlaUmOgyagPHzVpg12GGZLiuQKAnC711WaoQdFvxNhhwdh62A44g1sG+rntru2H+BDBvqwyp7IWHrUb0fEb5esHCMfWZobNx58Ua+7Lmni7x+8iSJkMYliRALn/ElKFgm12uggZ7O9fbXn0hP3BXXbD9tPZIldsCqIa3h7PT9TDxTcM+cETtXzsXp3etwSpT+XT2iLPuQ1S3yBdJWtDd92lR6l4XQ5eT5y6jyW2QumLmg+2y7EfcZJcfTfaZ5QTPE3SdeaD9iDpKJPl09sZ/MD/uv0ZccH5fCGIZFlxmg5RroD3LeunVLO3uREugPHTokxQz9DSnK66LQYsOGDeVxfdy8eVPmhhUrZpprmabe0lRbT09P+PtHHTij8+nTJ/mmSYn8NG2XvF5UR8tKmJvwB7fk/62zRnrpLJI6w8IpGSLevpL71u65gdBghD/TP6tOFxJxlEivi1WGzGLwUl/LVD59DULHcYtkQr2zGLQc7W1x9f4zBIeEomzBnDJx/ur9yMRnb98A+AR8QOGc+pM8SYw98Y4atn380gcZdHI64gvlmXUYOQdePn7yoe1ob4crd5/IthYQ7Tl09grGLt6EFjXLYezvrWIdCGat3YWth6J6Eu4K0UgDjjmgHJh2A8bJhHrnpEng6GCPK7fuyzwzWgagRP0OePA0MuxKIacX3m+QNWM6pSYSEmt7VszEjsVTZflj0hBZP2VoL/T0aCrXgDMXlhmyQxXgA9WXD0oNELxjIYIWDkTQ4qGyBO9RrwX1bfV4hF76W25Hx7Z6G7nkhC5WQtBFvDV9digtAxEWHoHnPpFinpLe34oXBFdndU7ek9eRzwU694XPO2R0dVFqokLX6T57CzKlTo5lA1vJRHxz8unzF7TrM1wm1FPyvLSFm3cRHPwNjWpVkfu3H0bO8P0WHCzOFfdNWvWLmj5o3a9nXt5y1qI5ofusvbjPKKHe0H02Lg732bNXvug2fiHc0qXCirF9hPD67wUXoTLxH2MYFl1mgpLfKXGeEtFJPNFMQBJi8+bNk/lWtH4XTXmtUydy/RMK5VEYUFPoD3m2bt1aztrQQH8KQfccTaF1umJixIgRUgzSz40pVNi3b1/5F97Jw1a9enWZhE9TdB8+NM8MQF0i/HwQcvYYHDoPkDMOLYVAcuw1Ui4dEXZLnbhv6ZYF4a+9xcl62mxjK0UaLNRmG3xkN+yqN5Lrc5F3y65mY9iUrIBvf22Vx00lSSIHGS6ctnYvnr9+K2cdei7chLa1y8ljrWr+JkODxy/flstLDP9js0xMz6YIEwrZ+H/4JMMjRItqpbHp8BnsPX1FCrQNB07jyIWbaF+3vDxuCrQuV0h4GKav2iEf5JfvPIbnvDXwqFcZKtGX45dslsm5nRpWk7ll/u8/yUIz2wha34r2w5X1jdrUqShE1ykcPHNZhj7mbaDcs+fo2MA86wLRWkwk7KctXisT5GnmoefUhfBoXBuF8+REhjSpMH7uCtx5+BT3nzzH4Mnz5VIQNZRZbJTv5f9OLXyoPmO61NqSNqXaw5Pa1dnsy0dYpsoohBElcUfap+rze6je+UaWT2qPUcQHPyDoq9ymJSIsEou2KOkGoecPyNwwq7ylpJfMpkoLWKZzR+hp9Xp6ppA/S1rkdkuNkav+wu1nr2VYkUKKaVySolqRXKhUMDumbD6CSw9e4NmbAIxfdwDfhJ3XK6POJ5N2+/GL1m7Hrj0gk+zHtq+tPUblk5lmLyYRQoOSzacuWCmE0iu5BtfQibPh0bS+XKurVaPamLtsnfRc0fHR0xfK0H/NSmXl50mEUZiaXm41aJaTIA+aOZH3WZh4Jhi4zyYs3YLS4j7raOR9Nm7xRunFHdejtTgm+lY5n8Tdf0n0xPi4FsYwvDgqYzaMWpHexgYOLbvBpkxlWNjaSbEVuHoeVO/Vb94OHfvBMnU6fJ38/WrktuWqw7HHMHzq3QIR/mqPkW21BrCr1hCWyV2FWHsp1/UKu/Z93k90jF0c9ZXfO0xetUt6uGhx1KZVSqFzg0oyfEO3Dq0uv+3oeSnOSufPgeEdG8EliXqx0T0nL2H0km04MN8T6Vxd5PlbjpwT5az0iGVOmxK/N6ku1/mKDWMWR6Uw5aRlW3H13hO5vEPTamXRpXF1HBDCyXPuWuWsqAzwaID29atgzz8XMOqPDTi4eBzSpVSHTjcdOCFXy6aVsimvi6a3F9aZDh8TxiyO+srHDxMXrJJLRNAik83qVEGXlg1k31IYcebSDbhw7Zbs21KF82FYj3ZiEFZfd9G6HVi8YSduHfn+z4rQdWt49DHv4qgKdm2GClH1DiF7lys136NZvV53cVTrguVh16gHAmf3horEGNWVqC5eEmrCIokLInyeI+TwxijJ+YYwZnHUgE9fMWf7Pzh/95nMhSuSww2DW1RBqmROcn22hbtOykVOaUV6EmlDWlSVniyClpAYs2Y/9k3uAVsbK1QbvFDWR+e3fFmxoE8zZc8wxiyO+uqNLybOXSo9XE5CkDerVwNd29BsSwvZ/iXrtmHHviPSK5Y/dw6M6NtVm6u1++AxjJy2AIc2LUF6xft16PgZDJs4B9eP7ZT7xmLM4qjmus9srK1QtSu9FCsn6VCuSB4sHN5D2TPMj1octUqG6spW/Dj68rCyxUSHRRdjNowSXT8JxoqunwVjRNfPhDGi62chLqLrZ8AY0fUzYYzo+lkwRnT9TPwo0VU5fdTQd1w55n1E2WKiw+FFhmEYhmG06AsZxqUwhmHRxTAMwzCMFt2k+Pj8YwzDoothGIZhGC0RKpVJhTEMiy6GYRiGYZgEgEUXwzAMwzBayFdlSmEMw6KLYRiGYRgt+pLj41IYw7DoYhiGYRhGiz4hFZfCGIZFF8MwDMMwWmj5TlMKYxgWXQzDMAzDMAkAiy6GYRiGYbToCxnGpTCGYdHFMAzDMIwWlYn/GMOw6GIYhmEYRou+PK24FMYwLLoYhmEYhmESABZdDMMwDMNo0ZenFZfCGIZFF8MwDMMwWvSFDONSGMNYiA7iHmLMwud+dZWtnx/bzn2UrV8EK2tl49fA0iWtsvXzE7J0vLL1a2DdtLOy9Wtg6eqmbP38RPi/VLZ+Dexylle2zEuB1KWVrfhxw+ecssVEhz1dDMMwDMNoUZn4jzEMiy6GYRiGYZgEgEUXwzAMwzBaIlQqkwpjGBZdDMMwDMNo0Q0VxucfYxgWXQzDMAzDaNHnvYpLiQ+XLl1Cs2bNUKRIEVSoUAELFy6UMyFDQ0MxceJElCxZUh4bNmwYAgMDlU/9erDoYhiGYRhGi67XKj7/4oq/vz969OiB5s2b4+LFi1i9ejV27dqFDRs2SPF1/fp17Nu3D0ePHoWPjw+mTp36yy5NwaKLYRiGYZj/DG9vb+ndatSoEaysrJA5c2ZUrVoVly9fxs6dO9GtWzekSJECzs7OGDBgAPbs2YOQkBDl078WLLoYhmEYhtGiL2QYl9KyZUuDRR8FCxbEzJkzYWFhIfdJUJ06dQq5cuWCn58fsmXLJuuJrFmzIjg4GC9f/lprqmlg0cUwDMMwjBbdUGF8/pkCCar+/fvD2toaDRo0kHUODg7y/4Rm+1fN62LRxTAMwzCMFn3eq7iUzZs3Gywx8fr1a7Ru3Rrv37/H2rVrtQLr27dv8v9EUFCQ/H+iRInk/381WHQxDMMwDKNF12sVn3/x4ebNm2jSpAly586NNWvWyPytpEmTwtXVFU+ePFHOgtwmMZYhQwal5teCRRfDMAzDMP8Zb968QZcuXaSXa/z48bC1tVWOQCbX0wxGX19f6QGbPXs2ateuDRsbG+WMXwsWXQzDMAzDaFGpIkwqcYXCjh8+fMCKFStQqFAhbenZsyd69eqF4sWLo3HjxqhevTpSp06N4cOHa5PufzUsVL/qYhfMT8fnfnWVLf1YueeFY68pyl5Ugg9uRMjhLcoeYNesJxAehuCdS5Ua/Vi554NdvQ6wTJ0REe/9EHJgA8JunFWOGsa2cx9lK2Y+fQnE9NU7cfrqHVhaWqB2uWLo26qeeMuyxtegb5i/cS+O/XsTgd++Ia+7GwZ1aIzsGdMqn/6ejftPYMuhU/AN+AC3NK7o0awWKpUooByNAStrZcMwn758xfSV23H6ym3RVkvULl8cfds0iGzr+t2irdcRKLbzZsuEQR2bIrtbOuXT33Pk7BUs2vwXXvu9Q6Z0qdBHXKts4TzK0ZixdDHcBxo+fv6C6QtW4NT5y7C0skSdqhXQr2tb7Rvs5j/3Y+22PfAPeIfcOdwxon835MiaWR7Tx/a9h7B26x689X+HAnlyYEjvzsiWOaNy1DAhS8crW4axdMsFh3Yjlb2ohJzYgbC7F+H4+3SlJpLAWb9D9fWjsqcfm7L1YJk+O4K3zFRqYsa6aWdlyzBxtYXBwhay/ShbcHVTtgzz8dNnTJ+/TNjCRdFeK9SpXhH9urWX32WNph3EQP79MNWgdlVMHD5A2YtKudot8O5D1H6fPm4oalWpoOzpJ8I/9hlx6r7dhtOXb6n7tkIJ0bcNZd9+/Kw5dhNh4eEoWySf7FtXl2TKpw2z/+S/WLHjIHYtGKvUxI5dzvLKlnlxS55f2YofLwJuKltMdFh0/T9nzJgx2Lt3r9wOCwuTq/vqzgQ5dOgQypUrB0dHR6UGyJcvH9atW6fsGU9soouEg4VjYmVHjU3Z2rApUwuBM/tC9cFf1tlWbwG7mq0RcnpfjKLLMo0bHAfORsg/uxH679+wzlcSdnXbIXDOIER4R+YA6MNY0dV5zHz4+L/HmB4t4ZTIEVPFQJY6hTOm9msPz3lrce/pS4zs2gLJkybGku0Hcen2I+yeNxJJEkf2p4adR89h5po/Mbp7C+TJ6iYGvRuYt3EPVk/oh0I5sypnGcAI0dV51BzR1ncY/XsbJKG2rtiqbuuATvCcswr3nnhhZI/Woq1OWLJ1v2jrA+yaPxpJnaJ+J8TtR8/RznMmRvVohaJ5smHfyYtyQNg2ewSyZEijnGUYY0RXx74j4PPWH2OG9ELSxIkwZd4ypE7pimmjB0oBNU0IsvFDeyNX9qxYsmYrLt+4g782LIKjg71yhUj2HDyG0dMXYFCPDvitVFEc/ucM1m3fi91rF8A1uYtyln6MEV1CFcLCIWo/WRerApuiVRG0bLgQTdlgW6Ulvq0coxxVo/r6if6r3tGDdcHysK3TGeGPb5hVdHUStuArbGGMsAVpt4otTBG2MNyALexeMEbY7ffJyYZsYfuckcicPrVylmGMEV0dew8TtuCHsUP7yjZMmbtE2EIKTBo5CB8+RhVPJ87+i8lzFmPj0tnCNtyV2kgC3n9A+TotsW3VAqRMEfndOyVODDu7yLCVPowRXZ1GzhJ9K54JPduq+3b5FvV9NrAzeo6fj/efvmBk99awtrbCNHEsJDQM66cPUz6tn9NXbmHg1CVIl9r1pxBdGV3yKVvxw+vdLWWLiQ6HF/+fM27cOFy7dk0WWsU3bdq02n0qd+7cQZYsWaLUxUdwGUV4GFSfP2gLbO1gW7EhgncsloLLIqkLHLqPg81vdaXXKjZsKzdB+KNbCDmwHqoAH4Se2I3w+9dglSW3coZpkKC6dOchJvZui2J5syNn5vSY1r8DDp65gsdeb3BYvP0Pat9IDETucvCZ0KsNvn4Lxrkb95QrRGXXsXNoXv031CxbFBnTuKJDgyoolie7GMQuKWfEn3tPveTAOaFPexTPlwM5s2TAtIGdcPD0ZdHW1zh85rL0bNGgKdvaxwNfg6it95UrROWkeIvP5pYWDSqXRnoxEHRvXluIHTtcuftIOcM07j18govXbmGiZ1+UKJQPObNlwfQxg3Hg2Cl4vXqDJWu3oXu7FqhVpTwyZ0yP0YN6wNrKEg+fPFOuEBXyiDWsVQVtm9VHpgzp0K1dc+TJkRVbdx9UzjCRiHDpsdIU2NjCplQtBB9YDdWnd0JYpBcD9uso58jzDAkuWwfYNewJ25rtoHrno1SaB2kLtx5gYt/2KKZjC4eEDTx+8QpHzn5vC18Cv+Hcdf12q88WHOztcFncG+bg3sPHuHj1hhBYA1G8cH7kFCKbvFIHhS28euODFEI0a4qdnR0WLF+PXp3b6hVcxJOnL2T7SKxH/WzMgssYIvu2Q2TfDuos7rNLeObtI15gEomXnrbI7e6G7JnSo029Krjx4Cm+BetfyJO8YVOWbUbfyYuQIU1KpZb5/wyLrv9xbt++jbx58yp7CYtdbQ+Ev3iAsOtn5L5l+qxQBX5B4PTeiAh4I+tiwipHQfHZqKHEoOXjEXrqL2XPNF76+MHKwhL5s2dSaoBUyZPBOUli3HnyAgs8u6OwjoeKQg3E56/qKc3RGdiuIZpUK6PsqaGQpaHz48LLN/ra6qxu62PR1pE9UTiXvrbqX+vG2Skxnrx8IwbWRzK0c+TcFXz5EiSEZ+zhOmMgYWUlRBSFATWkck0O52RJsO/ICfj6+aNaxci+SuToiMPbVqBg3lxKTVReiusVinYsp3sWXLl5V29oylRsKzVHxKunCL/7r9y3TJkeKiG6jMXS2RVwSISgZSMQ7v1YqTUP0hbE95s/e2QoVmMLd594Yf4IM9iCsNlcWcxkC94aW8ip1JAtpBC2kBTXb91VatSsWL9VepfaNm+o1HzPo6fP4SaE94/I+Xn55q26b3N837c3Hz7F5P6dpBAj3gZ8wI7Dp1AotzvsDQi+QPHic/vhM6yZPBiVSxVSav97IsTLgimFMQyLrv9xyNNFK/vWrFkTpUuXRp8+feRMkh+NhWtaWBcsi5ADG5UaIPzOJXxbN0N6DmLFzgGWTsmgCguBffuhSDRhPRwHzIZVnmLKCaaTwjkpwiMi8PZ9ZHiD8mEop4NCCGUK5ZbeHw07jpxBcEgISuaPFBK6UAgxfaoUyh7w8PkrXLz1EGUK6hcScUHb1nf62vpZtDVPlLDcjsOn1W3NFznQ6dKwahn5+3UcMQuFG/fE4BkrMLxHK+TTEXWmQCG/8HDRXv/I7/prYCA+iX6lwZKKf8B7tO05FOXqt0W3QWPw9IW3cub3pBADH4UqdXnt8xbvo+X1mAMLl9TCzooj5Ph2pUY8SF3Ty3r7zhPg0H8h7FoMhEVyw2HYCF8vBG+aDpURLxdxxbAtBBq0hZDQUGG3+u1Qny2MFLZAuWDmwFV8d2pbCFBqRHuFAPwk2qqbl/Xp8xds2rEX3Tq0go214XD742deQhwC3QaMRPm6rdC6a3+cOndROWoaevs2ULnPPn5RaoCR81ajSschQog9w4hurZTa76E0hI0zhwsRl0Wp+TkgcW1KYQzDout/HCcnJzkzhGaPHDhwQCYx0x8e/dE3jm3Z2oh4+Qjhz6K+yRqLhb06Z8quYRdxjXsIWjIaYbcuwKHTSLOFF/O5u8EtbUqMX7wZ7z5+lgPX5BXb5LHQsHD5fw0Xbj7A7HW74VG3MjKkdlVqDeMjBEW/6cvEwOWG2uVNF4r5xADoli4VJizeiABNW5epJyaEhkZr6437mLVmJzzqVUFG8fvpI0AITRKWw7u2wKaZw9C5SQ1MX74V1+8/Vc4wjXy5sskw4PiZi+TPIsE1aU5k/h55AEdPWwCPZvWxaNpoJE7kiPa9PfHhI+VIfU/dahVlDteVG3fEAB6Oo6fO48TZi+J3D1POMB82xaoi4vUzYb9KeI3yvZxTwsLWDiGH1iF4+1xRaQGHdqOAaHlgCYG0hbSpMH7Rhki7FbZA93RMtpAhjX671WcL04QtUNjMHOTLnUPawrhp8/Hu/QcpuCbNXqS0N/L7273/byRxSowalcspNfp59sJL5oG1bFwXS2aNR9FC+dFzyFhcumZ6cne+bJmVvl2v7lshuCYvUy/4GRoW2db2DauLvhqOQrnc0XX0HPjrvLj9Cuhb8DQuhTEMi67/cejvXdEfEE2WLJksI0aMwP379+Hl5aWc8QOwsIB14d8QevGYUhEPxMBKUHgx9OReRLx6hpC/tyH87mXYlIslod9IaDbS7MFd4CcemBU6eqKiKCmSJUGOTOmRWMdTcPziTfSZsgQViuVH3zb1lFrDPH/tiw4j58JOCNz5w7rB2spKORJ/ZFuHdoO/eAOv2G6wLLKtmTMgsaNOW/+9jt6T/kDFEgXQ18NwiGbsHxuQL3tmtKhVQYaRereuj9IFc8sEanNA4n7uRE/4BbxD+fptRfFAChdn5BCDGg225Pno1ak1qpYvjbw5s2HKiAGy/uCx08oVotK5dRNUE+d26jcShSo3xpotu9CqcR0kEmLNvAjbzVNS2N0pZV8QEY7AGd3xbcNURHg/EuUxgnfMI+UI67yllJMSDrKFOcKu/IQtVDDSFvrF0RZKCVtYvt2MtjB5lPR6lqvTUnqnyHOZI1sWKbY17P/7OGoLcR2Tl4tYNmcS9m5chgplSsi8r/49OqBsyaLSS2Yqsm89e4i+/YAKHgNF3w5ECufv+9Y9Y1rpCaR8L/KM0czEXwmVif8Yw7Do+h+G/rTC9OnT4eMTmcir+cvtlLD6o7DMmA0WiZJKz1R8UQV+gio0BBE+UcVhuK8XLF1SKXum454xDbbP8sTJ1VNxQpR+berD29dfGybcdew8BsxYIZPjp/RrJ/M9YoJyatqPmIOkTo5YNaGfzAUxF/Sg3zZ3JE6um4kTotBAGqWtR89iwLRlqPVbMUzt3zHGtlJYJKcYSHTJIwYRb5/YJzgYi3vmjNixah5O792AU6L0794O3kKQasiaKfLn29raIH3a1Hjl81apiQodHzO4J/49tBXHd63BhkXTZZJyhrRkC+bL7bFMlwVI5ITwB1eVGoWQICm+tISFIuL9W1gkiXnm5I+CbGF7NFt49dYf6QzYgiavSx/6bIEEhVltIYsbdq79A6f3b8EpUfr36IhXb3yRLo16dqSfEGR3HzxGlfJRcyL1QQtrRhfb7pnd4Bst/Bxf1H07GifXz8KJ9bNF3zaS91nqFC5ywkpwSKhyJuAgnqPk+dYNPTL/27Do+h/G3t4eFy5cwIwZM/D161e5ON2kSZNQpkwZuQDdj8IqUy5E+L2G6tN7pSYeiLfH8BcPYSUEnC5WaTIhwt88eTKfvgaiw8g5MqGexJGjPc3eeyIfqgVyZsahs1cwdvEmtKhZDmN/bxWr4Hr2yhddxy+UYcDlY/qYVXBRvk6H4TPh9Ua3rY8RHBwi2ppVzlwjjwV5K8b2ahvjIEukdEmKJy+jJoY/8XptthlWlJ/TrtcwvHj1RibPU44RhQbpj902rlNNzj67fT9ypuQ3UU/J9xnS6bfLOUvWYv32vXKGWnLnZDLEePLcJZQoXIAcq2aDloZQBfhC9eWDUiPqUmWE49AVsEipI0xs7WGZPDVUfq+UioSDbKG9sAVKqI9iC9+ELeTIYhZboBmxZrWF3wfDy/u1TJ5X28JtabsF86nzzG7cuSeT0fPmyi73DREhngvVm7THxu17lBo1dx88QhYzTAKRfes5QybUOydxUvr2kWwr5WUNmbkcF3RmL38JDMIL8SLh7hb7Eio/E+RVNqUwhmHR9T/OggUL5B8QrVSpEqpUqSLfEmfNmqUc/TFYpRXCKJqHyihsbGHhlAywUJttyNHtsC5SToYTLcQAZ1OxIaxyFkKImWYv0lpXIeFhmLZqhxRMl+88hue8NfCoVxmqCBXGL9ksk+A7NayGgA+f4f/+kyxByvRwmiZO+xQqI8Yu2ijefG0xrkdrKdw055O4MxVKyA0JC5MLMz575SNnmnnOXgWP+lXlQ5DyeygZulPj6qKt9HM/yhK1rR+1baUBeeO+4/jr+AXp0Vi/95hcIqOduJ45oNwcWr9o2vzleObljcvXb2PYhNlo17yBnMXYukldzFm6FifPX5LHKb+Lwko1KpaVnycRRon2JK6INKldsWTtVpy/fB0vhEDwnDRH/t71qleUx80FCawIP0rojxxYIt6+lF4tuzqdYSlEv2UqN9g17iWE2UeE3T6vPsnGTnp3EwJpC9S3OrYwXNhCW+W7o7w/U22BFktt38CcthCKqfOW4tkLsoVbGDpuOjyaN0RSIWyIh0+eI7NbBr0CUW0L76Qt0PFypYpj6ZrNMnn+ubCduUvW4Nqtu+jYuqnyifij7ttQTFuxVS4RQctmeM5aCY8G1ZBcvDzUKFsUM0S/kxB78OylFGEpXZKhepmi8vPR+/ZnRd+MxLgUxjC8OCpjNmJdHFXBoesYRHwMQPDWhUrN9zj0moSIN15RFke1Ll4ZDq364cv4TlC9U4eZrPOXhm3N1rB0TSMGv1cIObjRqLClsYujvnobgEnLtuLqvSdwSuSAptXKoosYrA6cuQzPuWuVs6IywKMB2tevgj3/XMCoPzbg4OJxQjBYoUoX/SualyuSBwuH91D2DGDE4qivfP0xaelmXL37WE6rb1rjN3RpUhMHTl2Si6PqY0D7RmLwrIY9x85h1IJ1OLh0ogxB0WNhy4ET2CwKLQ6bOV1q9GxVF+WKGrdoojGLo1L4aOLsJXJZB6fEidCsfg10bdtUzlwkjwWJqB1/HZaekPy5c8gV6bNmUnsrdh88hpFT5uHw1uVIlyaVbO/ClRvx5/6jCPr2DSUK58fQPl2QNlXskxqMWhxVwa7lYKg+v0fIvhVKjRoLJ2fYVm0Nqyx55XcV/vQ2Qg6v087EtSnfCLblG+Pr+NZyXxfbet1g4ehk1sVRzWELB5ZMkOtymWwLRiyOKm1h5kLp7XRyErbQoBa6erSQtkBMEMdITK+YN1nu60IJ9iMnz8ah7atlCJpSJP4QtkA5YJSYT0uHDOjZCUULxt5eYxZHVfftJlwVYlbdt+XQpWkt2VZa4X/uuj9x9PxV0Dp4pYW4Hdq5hVw8lZB9O38NDi6brA31ali0eS/+Pnf1p1gcNUWSmD2KseH/yTxruP1/hEUXYzaMFV0/A8aKrp8GI0TXz4QxoutnIS6i62fAGNH1M2GM6PpZMEZ0/Uz8KNHl4hQ1bSOuvPtsnkWU/z/C4UWGYRiGYZgEgEUXwzAMwzBaKABmSmEMw6KLYRiGYRgt+pLj41IYw7DoYhiGYRhGiz7vVVwKYxgWXQzDMAzDMAkAiy6GYRiGYbTo+3uKcSmMYVh0MQzDMAyjRWXiP8YwLLoYhmEYhtGiz3sVl8IYhkUXwzAMwzBa9CXHx6UwhmHRxTAMwzAMkwCw6GIYhmEYRovKxH+MYVh0MQzDMAyjRV/IMC6FMQyLLoZhGIZhtOgTUnEpjGFYdDEMwzAMo4VkkymFMQyLLoZhGIZhmATAQsW+QIZhGIZhmB8Oe7oYhmEYhmESABZdDMMwDMMwCQCLLoZhGIZhmASARRfDMAzDMEwCwKKLYRiGYRgmAWDRxTAMwzAMkwCw6GIYhmEYhkkAWHQxDMMwDMMkACy6GIZhGIZhEgAWXQzDMAzDMAkAiy6GYRiGYZgEgP/2IpMgXLlyBStWrMC1a9cQGhqKDBkyoHXr1mjatKlyhmGGDRsGW1tbjB8/XqnRz8CBA7F//35ZsmbNqtTGnRw5csDS0hLHjx9H6tSplVo1ffr0weHDh7F161YULFgQbdu2xZs3b7Br1y44OTkpZ0G2YdasWfjnn3/kPl1T85no/Pvvv+jcuTNu3bql1MSMpn0nTpxAqlSplFo1ffv2xaFDh6K0j/rcxsZGHqfb3draWh4bPXo0MmbMKOvpmvb29vK6Gtzd3dGjRw9UqlRJqTHte9Tl9u3bWLZsGS5duoTg4GCkTZsW9erVQ4cOHWRbFyxYgKVLl8rfI0+ePMqnAD8/P/z222/4+++/5c+m34/2u3btqpwRlZw5c2Lz5s0oVKiQUhN/YmszQX2yevVq/PXXX/D29oaDgwOKFi0q25c3b155DmFsf8eX6NePiIhA4sSJUbFiRYwYMQLv379H7dq15TEiKChI/g5kG0S3bt1Qp04dVKlSRV7HwsJC1mvInTs3Nm7cqOzFjXfv3mHGjBk4ffo0vnz5gqRJk8rfuV+/fnI7tuNkt9S/RFhYmOxz6mcNV69e/a69ZC/z58/Hq1evkCJFCrRv3x6tWrVSjhomprbQ/R1bO6jfFy9ejL1790rbpecY2QN9Plu2bMqZUfnzzz8xfPhw7bXonqX7vEuXLmjSpImsY35hSHQxzI9EPHBUYpBXiYe06uvXr6rw8HDVhQsXVKVLl1b98ccfylmGGTp0qGrUqFHKnn4CAgLkzxACLdZzYyN79uyqEiVKqJYvX67UqBEDlayn40J0yLo2bdrIfSH4VOIBK+uIffv2qcQAp+ypr6n5THSoL8SArOzFTkztK1my5HftE+JFbmt4/fq1qnnz5rJo2hy9ffQdCfGgEoJH9fjxY1mn+R43bdoUr+9RgxCzqgIFCqjEYCS/N7rO9evXVQ0bNpTtFYOXSgyQsk3Vq1eXP0vD27dvVUJQqLy8vOS+vt9PFzpXDH7KXvwxps1UaJvq6GeGhISoPn78KD+TP39+lRDgytVi7u9Hjx4ptfEn+vXpe75x44a0m9mzZyu1kVA/79y5U9lT8/LlS9l/1OfmxMPDQzVo0CDZj4QQp7JOiFe5L4T0d8fbtWunPa5L9PtMH/fu3ZPf3cmTJ7X9UKxYMdXRo0eVMwyjry26bdWgaYfuM4AQLw8qIcxVT58+lfufP39WTZkyRX4Pnz59knXRoe+Bvg8NdE2yp3z58qnES49Sy/yqcHiR+aF8+/YNEyZMkB4ierN0dHSUb9/ioSM9Vz4+PvJNTjwA0aBBAxQuXFi+ge/Zs0e5gnHs2LED4kGKjh07yrdKepM3hVq1asnrUNs0kPdKnxdCDLKy/bt371Zqfjya9ulC7SNPRmykSZNGejEePHig1HwPfUfNmjWTb+9CBET5Hlu2bGnwe4wNut7IkSOlp6F79+5wcXGR1xGDovSgUZvIM0XQ90mel4kTJ8r9/wpj20xeuYcPH8o68qyR5yhJkiTyM2SX4mVAXksfmv4mjwn1t7khz48QfvL7un//vlL73yBED6pVqyb7kUiXLp3sX/Ickg3RcSE6ohwn75zmeFwh75Z4wUC5cuW0/SBeTqTXNjZia2ts0OepzzNnziz3ydsoRJx8jgghJ+tig9pM9kSeMfK2Mr82LLqYHwq52MUbHWrUqKHURFK5cmU5YF+4cAH9+/eXoTEK3YwZM0YOtMeOHVPOjBnxJoht27ahRYsW8sFEYRwaAE2BwioUHqJBVAOJqkaNGil7kWTJkkUOCiRKvLy8lNofS9WqVfHy5cso7SOhSu2LHlqJzosXL2QIg8JyhqBQyvLly6W4olCkMd9jbD+XuHbtmgyz1K9fX6mJhAY2Eo1HjhyR+3Z2djKEs2/fPhw8eFDW/RcY22YK65YtW1Y7QOtC34u/v7+8lj40/U0hJepvc0P3yMWLF3Hu3DkpPv5L6tatK4UL3eMU9nv79q28b2mfbIiO0/1k6HhcIfv09PRU9oAPHz7I5wyFnmMjtrbGBr3cbNq0SaY+0D339OlTWFlZYfLkyciUKZNyVsyQuLt8+bIUj2XKlFFqmV8VFl3MD4VyIojkyZPL/+uD8qFq1qwpBy96IBUvXly+9W/fvl05I2Yo34IGlQoVKsh9yjGifBNDXgVjoMGP3nA13qQnT57Ih3WRIkXkfnQop4lEDD1cyVvxo6H2kTdA4xHUtI88hdFZuHChzCOhwZzyoyhfhwbeqVOnRhk4KDeJzqNCAxUNTH/88YfMazPmezQGEi8Eedv0QT+LBjYNlJs0ZMgQmcfz+vVrpTZhMbbNdF70HEANmnrd381Qfxv6OXFFc33yyNH3PnfuXNmXxuQy6UJCW9NOTSEhEV/GjRsnRRW91JAYovuGvNwkCAkS8DEdNwW6R8j+c+XKJb3FsWFqW0ior1mzRnps582bJ59zdO+tW7dOOUM/9GKk6et8+fLJZxr97PTp0ytnML8qLLqYH0rKlCnl/zUDly4kTughSG52SorWhR4ulKBuDFu2bJFeBHoo0ZsgPShpcDtw4IByRvygByZdg940yctF+zG93dLPpXbQwzUhoPZQSFHTPkrqpjBVdHr16iXflMnT0bNnT9nn5MkjL5YulABO51Gh5P4NGzagdOnS8pgx36MxuLq6yv8b+m7pe4su7Nq0aSPFLoVlwsPDldqEw9g203kUZtWHRmzp/m4x9bc50FyfJoSQqKMQMXlI4+otIg+epp2aElfhpgvZKNnqkiVLpNCkZHR6IaDJBuS9je14TJAwpxcPCsdRoWtooDAwvcyRLZO41UwaiAlT2qKBhNO0adNw8uRJOfmFJs3MnDlTvtBR0bSVCvUt4ebmpu1rCinSc4herAYPHhyvECvz88Cii/mh0AMqWbJk8sEdHQrJkHeKHoLRH2AUpqNZRrFBLvdTp05JzxYJDyr0IGvXrh3Wrl2rnBU/KO+DoPAnhbjoDTcmaGYTzXSiwY4G0R9N9PbpC3/pQjOnfv/9d+m5oEEjLp4jY77Hz58/KzWGoYGFxAl5NzWcOXNGDmgfP36Usz1JIESHwjFkEzQTLKEHHWPbTP1KtqjJ1SExSl4OCsvSZ6n/6FoJDYU7KUxLkOg2xQNsKtQ/JKA1tkICMHv27Bg7diwSJUqEx48fS9FE4VZDx2OCcq0oFE5hXCqUT0eQ2KFcRBJQNItRd5ahIait1JaY2hoT9DvQfUO2ooG8mPRsovvl3r17sj2atlIhgaYPmo1NuaMk3JhfGxZdzA+FBnpa8oFCXBQupKnp9NCnhyCFGWjwp9Ac5ezQGzl5Mmgwo3N1RQ59jrwIuoXqKHeLEmMpj4sGRk2hB+ydO3fkteILPWQpp2PSpEnS82aMa58emvQ76cspoxCdbvt9fX2VI/GD2kcP7bi0j6AwCQkA+j+FZY3BmO9Rd8kMQ1ByObWXwiskoKhPvn79KhP0qa/pDZ88W9Eh4UCCVl/ImQY33X6lEhISohw1HWPbTMnalCdEU/tpACWxRd5FCinR58gTSssv/BdQfhz1H3lNdL0/CQ1NjiDboyURnj9/Luto0svKlStlagEtRaGxTX3HDYX3Y4KeA71795YhavL60n1jDLG1Nba2UNJ8+fLlpZeLPFZ0r9F9Q/cMvSjpe7kwBD0ryMtmSJQxvw4supgfDomn2bNnSw8UveGRh4beNocOHSo9L/Q2SW/ilHNCDxVKXCU3Og1oGuiz9ADTLbReFs1apOtHf5DSbCG6FnkaTIGuTbPJ9CXQG4K8Cfo8GrQGk277jZlpGBu67TN2MKEBmAYCmr0VF29gbN+jsdDvvn79eikASJCQmCOvJl2TQni0FpY+b1apUqXkLMDo0Hpeuv1K5ebNm8pR82BMm2kgpgGZcgEpD4gGVfK6kC2QjdPnSQD8V5C3hCaskOiKS/9QSJJ+h+glPsKWPEyUD0azOmk2KHmCyENIs/wovErrUdFMUEPHqT6urFq1Sr4g0MuBbvtJSMcEtdXUtpDQJXsgwUcijcLHZCsUXoxJQJHI020r3Xv0TKPrGXufMz8nvDgqwzA/DZQzdvbsWTnI/CoY22bycNCSAzT7jWGY/01YdDEMwzAMwyQAHF5kGIZhGIZJAFh0MQzDMAzDJAAsuhiGYRiGYRIAFl0MwzAMwzAJAIsuhmEYhmGYHw7wf1fdAjU8IDW8AAAAAElFTkSuQmCC" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)\n", "\n", "(von https://seaborn.pydata.org/generated/seaborn.heatmap.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Eigenschaften einer Heatmap**:\n", "* Darstellung von Daten in einem rechteckigen Gitter, bei dem die Zellen durch Farben die Werte repräsentieren\n", "* Sequentielle Colormap\n", "* Ideal zur Visualisierung von Datenmatrizen, um Muster, Korrelationen oder Anomalien zu erkennen\n", "* Besonders gut geeignet für große Datenmengen, die schwer in herkömmlichen Diagrammen darstellbar sind\n", "* Kann sowohl für absolute als auch für relative Werte verwendet werden\n", "* Weitere Beschriftungen:\n", " * Titel\n", " * Achsenbeschriftung (x- und y-Achsen für Kategorien oder Zeiträume)\n", " * Farbskala oder Legende zur Interpretation der Farbwerte\n", "* Oft in Kombination mit zusätzlichen Annotationen wie Zahlen in den Zellen für präzise Werte\n", "* Schnelle Mustererkennung möglich\n", "* Gut für Korrelationsanalysen zBsp.: Korrelationsmatrix\n", "* Stark abhängig von Colormap" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "glue = sns.load_dataset(\"glue\").pivot(index=\"Model\", columns=\"Task\", values=\"Score\")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TaskCoLAMNLIMRPCQNLIQQPRTESST-2STS-B
Model
BERT60.586.789.392.772.170.194.987.6
BiLSTM11.665.681.874.662.557.482.870.3
BiLSTM+Attn18.667.683.974.360.158.483.072.8
BiLSTM+CoVe18.565.478.770.860.652.781.964.4
BiLSTM+ELMo32.167.284.775.561.157.489.370.3
ERNIE75.592.393.997.375.292.697.893.0
RoBERTa67.890.892.395.474.388.296.792.2
T571.692.292.896.975.192.897.593.1
\n", "
" ], "text/plain": [ "Task CoLA MNLI MRPC QNLI QQP RTE SST-2 STS-B\n", "Model \n", "BERT 60.5 86.7 89.3 92.7 72.1 70.1 94.9 87.6\n", "BiLSTM 11.6 65.6 81.8 74.6 62.5 57.4 82.8 70.3\n", "BiLSTM+Attn 18.6 67.6 83.9 74.3 60.1 58.4 83.0 72.8\n", "BiLSTM+CoVe 18.5 65.4 78.7 70.8 60.6 52.7 81.9 64.4\n", "BiLSTM+ELMo 32.1 67.2 84.7 75.5 61.1 57.4 89.3 70.3\n", "ERNIE 75.5 92.3 93.9 97.3 75.2 92.6 97.8 93.0\n", "RoBERTa 67.8 90.8 92.3 95.4 74.3 88.2 96.7 92.2\n", "T5 71.6 92.2 92.8 96.9 75.1 92.8 97.5 93.1" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "glue" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(glue, annot=True, fmt=\".1f\")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(glue, annot=True, fmt=\".1f\", cmap='viridis')" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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QqOeMEEIIIeqHhjUJIYQQQlQIDWsSQgghhJAPgXrOCCGEEKJ+aFiTEEIIIUSFNODijIY1CSGEEEJUCPWcEUIIIUT9NOALAqg4I4QQQoj6acDDmlScEUIIIUT9NOCeM5pzRgghhBCiQqjnjBBCCCHqh4Y1CSGEEEJUCA1rEkIIIYSQD4F6zgghhBCifmhYkxBCCCFEhTTg4oyGNd+ztLQ0cDgcJCcnsx2FEEIIIWqAes7qKTg4GJs2bZK8NjExgYeHB5YuXYpWrVrBxsYG2dnZMDMzA/CyWLO3t8d///2HNm3a1NifSCTCjz/+iI0bNyI9PR06OjpwcnJCeHg4wsLCwOFw3pln3rx5CA4Ohr29PbhcLjIyMmBtbS15Pzs7GzY2NhCJREhNTYWdnZ1S/j8oqkvnDvj223H4pG1LNG4swKAvQrB//1FWM9WX9hdfQi9oDMr/TEDZhpVsx5GZ7y+HkF1UVqN9SHsHzPZty0IixXEMGkGr15fgObYGNPlgnudA+Oc6iLMesR1NJroDB0B34ADwrAQAgOrUNJRs3AzhhYssJ5OP6ZghMOjtBa1mTcAIK1F+9Q7yfoxDZeoTtqPJTCQWY+0/N/DXtTQ8K6mAuYEOBrS1R3i3FnX+PlYlWv0Dwe8fKNUmyslEWWQ4S4mUgGHYTvDeUHGmBH369EF8fDwAICcnB3PmzEH//v2RkZEBHo8HgUAg877mz5+PdevWYeXKlWjfvj2Ki4tx+fJlFBQUAHhZXL2yc+dOzJ07FykpKZI2fX19PH36FABgbW2NzZs3IyIiQvL+pk2bYG1tjYyMjHqds7Lo6eni+vXbiN+4A38kxLIdp954Ti7Q7jMA1akP2I4it62hn0H82i+7B3lFGLv1DHq5Wr9jKxWkrQft0PkQpd5CxdYlYEqLwTUVgCkvYTuZzET5+Xixdj2qHz8GOBzo+vqgUfQCPA0ZjerUNLbjyUz30xYo2HoQ5dfvgaPBg8W3QWgavxAPfceAKReyHU8m8WfuIOHSA0R93hEOFka4nfUc8/ZegL62Fr7s2JzteHIRPUlD+c8RrzWI2AujDA14WJOKMyXg8/mSAkwgEGDWrFno0qUL8vPzUVpa+s6esjft378f48ePR0BAgKStdevWkn+/XugZGRmBw+HUKP5eFWdBQUGIj4+XKs7i4+MRFBSEH374QaFzVbYjR//BkaP/sB1DObR1YPDtHJT++iN0ho5kO43cTPT4Uq/jzt2FTSM9tLc1ZymRYjQ7+4EpeobKP9dJ2kSF+Swmkp/w3Hmp1y9+i4XuwAHQdHNTq+IsM3Su1OusmcvhnLQD2i2cUH7pJkup5HMtMx/dXazRtfnLDynWjfRx5EY6bj5+xnIyBYhFYIoL2E5BZEBzzpSspKQEW7ZsgaOjI0xNTeXeXiAQ4OTJk8jPr/8fkwEDBqCgoABnz54FAJw9exYFBQXw8/Or975JTXpjp6Dy8nlUXbvCdpR6qxKJcehGBvzb2KnV0A0AaDRvB3HWI/ADJkN3+lpoj4mGxifebMdSHJcL7c96gKOtjapbt9hOUy9cfT0AgLjwBctJZNfaxhxJj3KR/rQYAJCSU4D/0vPRycmK5WTy41pYQ2/xVuj9EA/tkBngNFKvD141iMXKWVQQ9ZwpwcGDB6Gvrw8AKC0thZWVFQ4ePAguV/7ad/ny5fjiiy8gEAjg7u4OLy8v+Pv7w9fXV+59aWpqIjAwEHFxcejcuTPi4uIQGBgITU3Nd24nFAohFEoPOTAMo3Z/pD8krS7e0HBwRtHUMWxHUYqTd5/gRUUVBrS2YzuK3DiNLKDh0RNV5w+h6syf4Fo3g5ZvECCqRvW102zHk5lGM3uYrl0FjpYWmPJyFMyei+q0dLZjKY7DgeWcMSi7fAvC++pzHiFd3FAqrMLAXw+Cx+FAxDCY+Flr9Gttz3Y0uYhS76Ji008Q5z4Gx8gE/H4joDttGUqjxgLCcrbjKYZuQkvepUePHkhOTkZycjIuXrwIHx8f+Pr6Ij1d/l9Abm5uuHnzJi5cuICQkBDk5eXBz88PYWFhCmULCQlBQkICcnJykJCQgJCQkDq3iY6OhpGRkdTCiNXnk+6HxjUzh174JJT89ANQVcl2HKXYl5yGTo4CWBjosB1FfhwuxNlpqDqxE+KcNFRfOYnqqyeh0f4ztpPJpTojE09HheHpmPEo2/cnjL6bBQ07W7ZjKUwQOR58J1s8+WYx21Hk8vetdBy6noboL7ywfZwvfvjcE5vP3cH+/9Tj4pJXRLcuo/rqGYifpEJ0+wrKVn4Pjq4+NNt1ZTua4hpwzxkVZ0qgp6cHR0dHODo6wsPDAxs2bEBpaSnWr1+v0P64XC48PDwwZcoU7NmzBxs3bkRsbCxSU1Pl3lfLli3h4uKC4cOHw9XVFS1atKhzm4iICBQVFUktHK6BIqfyUeA5Nge3kQmMVqyHyb4TMNl3Apot20LbbzBM9p0AFOhBZVNWYSmSUnPxeVv16hl4hXlRAHH+Y6k2cf4TcIzMWEqkoOpqiJ5koTrlHl6s24Dqhw+hGzCY7VQKsZw7Dvo9PkXGyFmozlGvuVoxR5Mxqosb+rS0g5OlMfq3sUegpwviztxmO1r9lJdCnPsEHIvGbCchtaBhzfeAw+GAy+WivFw5XcVubm4AXg6ZKiIkJATjx4/HmjVrZFqfz+eDz5eeHE5Dmm9Xde0KCicES7XpT5kF0eMMlO/eprKfzN7mz2tpMNHTRhcn2a8yViXizHvgmkr/weGaWoEpespSIiXhcMCpY0qCKrKcOw4GvTyRHjgLVY9z2Y4jt4qqanDf+P3H5XKkrmxWS3xtcM2twCSdYDuJ4tT9a/AOVJwpgVAoRE5ODgCgoKAAK1euRElJyTsn3r9++4tX3N3dMXz4cHTq1AleXl4QCARITU1FREQEnJ2d4eLiolC+8PBwBAQEwNjYWKHt3yc9PV04Ov6vh8berilat3bH8+cFyMzMYjGZHMrLIcqQ7tVkKsohLi6q0a7qxAyD/dfS4dfKFhpq1uP3StX5Q9AOnQ/NLv6ovnUBXGsHaLTzhvDABrajycxgTBiEFy5ClJsLjq4udHp9Bq22bfB86gy2o8lFEDkehn7d8XhcFMSl5eCZNQIAiF+UghGqxxSArs2tseH0TQiMdOFgYYSU7AJs+fcu/D9pxnY0ufAHh6H6ehLEz/NezjnzGwlGLEL1pUS2oylOzT74yoOKMyU4cuQIrKxeXrljYGAAFxcXJCQkoHv37khLS6t1m2HDhtVoy8zMhI+PD7Zv347o6GgUFRVBIBDA29sbkZGR0NBQ7MuloaEhuQmuqmnfrjVOHN8tef3TskgAwKbNuxAa9g1LqT5eFx7lIruoDAPb2LEdRWHirEcQ7lwOrc+GQbPbIDAF+ag88jtEN86xHU1m3EaNYDQnAjxTE4hLS1H98BGeT52BysvqdSVwoxH9AQC2W5dKtWfNXI6iPcfZiCS3Wf3aY9WJ64g+eAnPS4UwN9DB4PaOGNO97ikiqoRjbAbt0Fng6BmAKSmC6MEtlC35BkxJEdvR1IpIJEJkZCS2bNmCnJwcNG7cGMHBwZgzZ45khIlhGMybNw/r169HYWEhOnXqhDVr1sDJyUnm43AYpgH3CxKl0dBSsxuRvkWujyPbEZRCd2hntiPUm/iBek2ofpvi4zlsR6i3wlw1vPCjFnYLOrAdQSmq/zlf90oqzmDtkfd+jPLYaUrZj07oMpnXXbRoEZYvX45NmzbB3d0dly9fxqhRo7Bw4UJ8/fXXAIAlS5YgOjoamzZtgr29Pb7//nvcuHEDt2/fhra2tkzHoZ4zQgghhKgfJd1Ko7bbR9U29xoA/v33X/j7+6Nfv34AADs7O2zfvh0XL758tBrDMFixYgXmzJkDf39/AMDmzZthaWmJffv21TpqVhv1nFRCCCGEEKIEtd0+Kjo6utZ1vby8cOLECdy7dw8AcO3aNZw9e1ZyL9LU1FTk5OSgZ8+ekm2MjIzQoUMHnD8ve48o9ZwRQgghRO0wYuXMyoqIiMDUqVOl2mrrNQOAWbNmobi4GC4uLuDxeBCJRFi4cCFGjBgBAJKLAy0tLaW2s7S0lLwnCyrOCCGEEKJ+lHS15tuGMGuza9cubN26Fdu2bYO7uzuSk5MxZcoUNG7cGEFBQUrJA1BxRgghhBAik+nTp2PWrFmSuWMtW7ZEeno6oqOjERQUBIHg5f0hc3NzJXdxePW6TZs2Mh+H5pwRQgghRP0wYuUscigrK6vx3Gwejwfx//fi2dvbQyAQ4MSJ/93ct7i4GElJSfD09JT5ONRzRgghhBD1o6Q5Z/Lw8/PDwoUL0bRpU7i7u+O///7D8uXLJc+t5nA4mDJlChYsWAAnJyfJrTQaN26MgQMHynwcKs4IIYQQon5YeELAr7/+iu+//x7jx49HXl4eGjdujDFjxmDu3LmSdWbMmIHS0lKMHj0ahYWF6Ny5M44cOSLzPc4AKs4IIYQQQmRiYGCAFStWYMWKFW9dh8PhICoqClFRUQofh4ozQgghhKgferYmIYQQQogKacBPn6SrNQkhhBBCVAj1nBFCCCFE/dCwJiGEEEKICmHhVhofCg1rEkIIIYSoEOo5I4QQQoj6kfPu/uqEijNCCCGEqB8a1iSEEEIIIR8C9ZwRmVgbmLIdQSl4+g3k84iuHtsJ6q+BfOoVlqj/r1Eur2F8LcDhsJ1AKTgGOmxHUAsMXa1JCCGEEKJCGsgHvNpQcUYIIYQQ9dOALwhoIGM8hBBCCCENA/WcEUIIIUT90LAmIYQQQogKacAXBNCwJiGEEEKICqGeM0IIIYSoHxrWJIQQQghRIXS1JiGEEEII+RCo54wQQggh6oeGNQkhhBBCVEdDfnwTDWsSQgghhKgQ6jkjhBBCiPqhYU1CCCGEEBVCxRkhhBBCiAqhW2kQQgghhJAPQa2Ls7S0NHA4HCQnJ7MdhRBCCCEfkphRzqKCVHpYMzg4GJs2bZK8NjExgYeHB5YuXYpWrVrBxsYG2dnZMDMzA/CyWLO3t8d///2HNm3a1NifSCTCjz/+iI0bNyI9PR06OjpwcnJCeHg4wsLCwOFw3pln3rx5CA4Ohr29PbhcLjIyMmBtbS15Pzs7GzY2NhCJREhNTYWdnZ3C5/748WM0a9YMzs7OuHnzptR7GzduxJQpU1BYWCjVbmdnhylTpmDKlCkKH/dD+9SzHcZMDEbLNq6wFFggfORk/H3oH7Zj1Qt/wHDoDB8N4eHdKN+8iu04MhOJxVh7/Br+Sn6EZy/KYW6ogwGfOCLcu1WdPxuqhmPQCFq9vwTPqQ2gyQfzPAfCvWshznrEdjSZGAT0h0GAHzQaWwIAKh+mo+i3LSg/d4nlZPIxGT0E+r06gd+sCcQVlSj/7zbyf4pDVeoTtqPJxfenfcguLK3RPuRTJ8z2+5SFRPLT6jUUWr2HSbWJ8x6j7MdJLCWqP0ZFCytlUOniDAD69OmD+Ph4AEBOTg7mzJmD/v37IyMjAzweDwKBQOZ9zZ8/H+vWrcPKlSvRvn17FBcX4/LlyygoKADwsrh6ZefOnZg7dy5SUlIkbfr6+nj69CkAwNraGps3b0ZERITk/U2bNsHa2hoZGRlvzZCYmIjg4GCkpaW9M+vGjRsxZMgQnD59GklJSejQoYPM56lOdHV1cOdWCnZt24vfNq9gO0698Zo1h9ZnfhClP2Q7itziT91EQlIKogI6w8HSGLcfP8W83eegr62FLzu5sh1Pdtp60A6Lgij1Fip+XwymtBhcUysw5TX/uKqq6tynKPglFlUZL4sY/QG9YbFiPrKGjUPVw3SW08lO16MlCrcdQMWNe+DweDD7Jhg2GxYitf8YMOVCtuPJbOvYPhC/Vgg8yCvE2I0n0auFLYup5CfKyUDFb/MkrxmRiMU05F1UfliTz+dDIBBAIBCgTZs2mDVrFjIzM5Gfny/3sOb+/fsxfvx4BAQEwN7eHq1bt0ZoaCimTZsGAJLjCAQCGBkZgcPhSLXp6+tL9hUUFCQpGl+Jj49HUFBQvc+ZYRjEx8dj5MiR+PLLLxEbGyt5LzExEaNGjUJRURE4HA44HA4iIyPRvXt3pKen45tvvpG0Ay+LPGNjYxw9ehSurq7Q19dHnz59pApRNiWeOItli1bi6F8n2Y5Sf3xt6E78DuXrl4EpfcF2GrldS89HdzcbdHVpAutG+ujV0g6eTo1x8/FTtqPJRbPLADDFz1C5by3ETx6CKcyH6OF1MAW5bEeTWfnpCyg/exHVGU9QnfEEhSvjIS4rB7+lGhXJAB6Hf4/ivcdR+SADwpRU5EQsh6a1JbTdndiOJhcTPW2YGehIltMpT2Bjoo/2dhZsR5OPWATmRaFkQZn6/Z6S0oCHNVW+OHtdSUkJtmzZAkdHR5iamsq9vUAgwMmTJ5Gfn1/vLAMGDEBBQQHOnj0LADh79iwKCgrg5+dX733/888/KCsrQ8+ePREYGIgdO3agtPTlp34vLy+sWLEChoaGyM7ORnZ2NqZNm4Y9e/agSZMmiIqKkrS/UlZWhmXLluH333/H6dOnkZGRISlIifLohkxB1X8XUH3zKttRFNLa1hxJD7KRnl8EAEjJfo7/0vPQydm6ji1Vi0bzdhA/eQT+kCnQnbEO2uOiodHOm+1YiuNyoefTHVwdbQiv32Y7Tb1wDXQBAKIi9S0KqqpFOHQtDf6fOKjdcD/XzAq6c2KhO2sN+MOngGNsxnak+hGLlbOoIJUf1jx48KCkx6q0tBRWVlY4ePAguFz568rly5fjiy++gEAggLu7O7y8vODv7w9fX1+596WpqYnAwEDExcWhc+fOiIuLQ2BgIDQ1NeXe15tiY2MxbNgw8Hg8tGjRAs2aNUNCQgKCg4OhpaUl1av3Oh6PBwMDgxrtVVVVWLt2LRwcHAAAEydORFRU1FuPLxQKIRRKDzkwjBgcjlrV8h+UpmcP8OycUDZnLNtRFBbSrSVKhVUYGLMPPA4HIobBxN6foF/bZmxHkwunkQU0PHqi6vwhVJ3eB661A7T6BgOialQnn2Y7nsw0He1gtfkXcLS0wJSXI2/qfFQ9evuUCZXH4cBi9hiUXbmFyvvqMzT7ppN3HuNFRSUGqNnPhSjjPkQ7fwWT/+TlnMxeQ6EzfiHKfpoMCCvYjkfeoPJ/bXv06IHk5GQkJyfj4sWL8PHxga+vL9LT5f/hdnNzw82bN3HhwgWEhIQgLy8Pfn5+CAsLUyhbSEgIEhISkJOTg4SEBISEhNS6nr6+vmTx9fVFRkaGVNvYsf/7g15YWIg9e/YgMDBQ0hYYGCg1tCkvXV1dSWEGAFZWVsjLy3vr+tHR0TAyMpJaisrr39vYUHFMzKETNBGlqxYCVVVsx1HY3zfScCj5EaKHdsX2SX744YvO2Hz6FvZfecB2NPlwuBBnp6Hq+A6Ic9JQfeUEqq+cgIZHT7aTyaUq7TGyho5F9shJKN51AGZR06HZrCnbsRRmOXcC+E52yJ66mO0o9bLv6kN0cmoMC0NdtqPIRZRyFaLr/0KcnQ7RvWSUx/4AjrYeNFp1Yjua4lgY1rSzs5NMHXp9mTBhAgCgoqICEyZMgKmpKfT19TF48GDk5so/pULle8709PTg6Ogoeb1hwwYYGRlh/fr1ChVVXC4XHh4e8PDwwJQpU7BlyxaMHDkS3333Hezt7eXaV8uWLeHi4oLhw4fD1dUVLVq0qHX+2+ttSUlJmDlzJhITEyVthoaGkn9v27YNFRUVUhcAMAwDsViMe/fuwdnZWa6MAGr05nE4HDDM278hIyIiMHXqVKm2FnZech/3Y6HRzBlcIxMYLPpN0sbh8cBzaQWt3p+jaGRvtbhZYszhyxjVrSX6tH75c+AkaITswhLEnbqBAe0c69hadTAlBRDnP5ZqE+dngeemZhfVVFejOjMLAFB55z747s1h+OXneLbgZ5aDyc/i+3HQ6/4pMgOnozpXveYwvi6rsARJD3Pw0/AubEepv4oyiJ9mgWtmxXYSxbEwX+zSpUsQvXYhxc2bN9GrVy8EBAQAAL755hv89ddfSEhIgJGRESZOnIhBgwbh3Llzch1H5YuzN3E4HHC5XJSXlytlf25ubgAgmdMlr5CQEIwfPx5r1qx56zqvF5ePHz+GhoaGVNvrYmNj8e233yI4OFiqffz48YiLi8PixYuhpaUl9c3xytva5cXn88Hn86XaaEjz7apuXkXx9FFSbbpjZ0KclYGK/dvVojADgIpKEbhvTKHhcrmqOiXjrcQZ98A1ayzVxjW1AlOovkUBAIDLAUdLi+0UcrP4fhz0e3oh86uZqHqiPhdl1ObPq49gosdHFzWbh1krLW1wTQWovnKK7SSsq20qT21/BwHA3Nxc6vXixYvh4OCAbt26oaioCLGxsdi2bRu8vV/Oc42Pj4erqysuXLiAjh07ypxJ5YszoVCInJwcAEBBQQFWrlyJkpKSd068f/32F6+4u7tj+PDh6NSpE7y8vCAQCJCamoqIiAg4OzvDxcVFoXzh4eEICAiAsbGxQtu/Ljk5GVevXsXWrVtr5Bk+fDiioqKwYMEC2NnZoaSkBCdOnEDr1q2hq6sLXV1d2NnZ4fTp0xg2bBj4fL7k/m+qTFdPB3b2/xuqsWlqDbcWzVFYUISsJzksJpNDRTnEj9Ok24QVYEqKa7arsK6uTbDhnxsQGOvDwdIYKVnPsOXsLfi3U68r66r+/Qva4VHQ7DoQ1TfPg2vtCI323hDuX892NJkZTwpB+blLEOXkgaOrAz1fb2i3b43c8RF1b6xCLOZOgGH/7ngyIQri0nLwzBoBAMQvSsEIK1lOJx+xmMH+qw/h17YZNHjq92FVq38Qqm9fBlOQB46hyct7nonFqEo+w3Y0hb1rBEge0dHRmD9/vlTbvHnzEBkZ+c7tKisrsWXLFkydOhUcDgdXrlxBVVUVevb83xQKFxcXNG3aFOfPn29YxdmRI0dgZfWy29XAwAAuLi5ISEhA9+7d33qvsGHDhtVoy8zMhI+PD7Zv347o6GgUFRVBIBDA29sbkZGR0NBQ7H+FhoaG0oqg2NhYuLm51Voofv7555g4cSIOHTqEAQMGYOzYsRg6dCiePXsm+SaKiorCmDFj4ODgAKFQqLRv3PepVRt37NwfJ3k9d+EMAEDC9j8xbeL3bMX6KM0a0AGr/v4P0X9ewPOSCpgb6mDwp84Y492a7WhyEWc9gnD7cmj1GgbNboPAFOaj8vBmiK7LN6zAJp6JMcwXzADPzATiklJU3ktF7vgIVFxQryuBG33ZHwDQ9PelUu3ZET+heO9xNiIp7MKjHGQXlWHgJw51r6yCOEam0P5yKjh6BmBKiiBKu4OylbOA0mK2oylOScOatU3lqa3X7E379u1DYWGhZKQrJycHWlpaNTprLC0tJZ1MsuIw6vAXnLDO1rQV2xGU4lpv+W/Boor4Ab3YjlBv4uTrbEdQivz9z9iOUG/CCpX/nC6TplGebEdQCtGl/9iOUG/6P+5978coDlXO70HD2GMKbefj4wMtLS0cOHAAwMs546NGjaoxRPrpp5+iR48eWLJkicz7bhg/kYQQQgghH0h6ejqOHz+OPXv2SNoEAgEqKytRWFgo1XuWm5sr19OMADW4lQYhhBBCyJsYMaOURRHx8fGwsLBAv379JG3t2rWDpqYmTpw4IWlLSUlBRkYGPD3l69WlnjNCCCGEqB+WHr0kFoslj2t8fb66kZERQkNDMXXqVJiYmMDQ0BCTJk2Cp6enXBcDAFScEUIIIYTI7Pjx48jIyKj1xvMxMTHgcrkYPHgwhEIhfHx8sHr1armPQcUZIYQQQtQPS/dg7N2791vvhqCtrY1Vq1Zh1apV9ToGFWeEEEIIUTuKzhdTB3RBACGEEEKICqGeM0IIIYSonwbcc0bFGSGEEELUj5o991ceNKxJCCGEEKJCqOeMEEIIIWqnIV8QQMUZIYQQQtRPAx7WpOKMEEIIIWqnIfec0ZwzQgghhBAVQj1nhBBCCFE/NKxJCCGEEKI6mAZcnNGwJiGEEEKICqGeM/JRERU3jI9aTHYW2xHqTfy0iO0ISsHhqv+k5LxCPbYjKEXTSiHbEZSiPPk52xHqTf9DHKRh/DqvFRVnhBBCCFE7NKxJCCGEEEI+COo5I4QQQoj6acA9Z1ScEUIIIUTtNORhTSrOCCGEEKJ2GnJxRnPOCCGEEEJUCPWcEUIIIUTtNOSeMyrOCCGEEKJ+GA7bCd4bGtYkhBBCCFEh1HNGCCGEELVDw5qEEEIIISqEEdOwJiGEEEII+QCo54wQQgghaoeGNQkhhBBCVAhDV2sSQgghhJAPgXrOCCGEEKJ2GvKwplr0nKWlpYHD4SA5OZntKIQQQghRAYyYo5RFFalEcRYcHAwOhyNZTE1N0adPH1y/fh0AYGNjg+zsbLRo0QJA3cWaSCTC4sWL4eLiAh0dHZiYmKBDhw7YsGEDAEgdq7YlMjJScgwej4cnT55I7T87OxsaGhrgcDhIS0tT+LyLi4vx3XffwcXFBdra2hAIBOjZsyf27NkDhmHq3P6PP/6oNd8rTk5OmDp1qsL5PoRPPdshduuvuHjrONKfXUfvvj3YjiQ3nS+DYfrXKanFeO1mtmPJrW/8GbT95ViNJfqfO2xHkxvHyBTawdOhv3Qn9Ffsg+53q8Ft6sR2LJnpf+EHq52/web0n7A5/ScEG3+BtpcH27Hk1mTS52hzZDE8H/yODjdj4Ro/AzoOjdmOJReRmMGqf26i76+H0CF6D/qvPIzfTt+W6Xe0KtMZ+iXMj52C3riJbEdRGMMoZ1FFKjOs2adPH8THxwMAcnJyMGfOHPTv3x8ZGRng8XgQCAQy72v+/PlYt24dVq5cifbt26O4uBiXL19GQUEBgJfF1Ss7d+7E3LlzkZKSImnT19fH06dPAQDW1tbYvHkzIiIiJO9v2rQJ1tbWyMjIeGuGxMREBAcHv7V4KywsROfOnVFUVIQFCxbAw8MDGhoaOHXqFGbMmAFvb28YGxu/8zwHDBgAU1NTbNq0CbNnz5Z67/Tp03jw4AFCQ0PfuQ+26erq4M6tFOzathe/bV7BdhyFVac9QvGcb//XIBKxF0ZBW4Z2gPi131QPnpVg3L6r6OVkyWIqBejoQ3faTxDdu4ayVd+DKSkC18IaTFkJ28lkJsrLR8EvG1Cd8QTgAPp+vWERE4Xs4WNR9Sid7XgyM/J0Q1b8EZQkPwCHx4Pd7C/RYuf3uNJ1CsRlQrbjyST+37tIuPIIUf4ecDA3xO2sAsw7cBn62pr48lP1Kfhfp+HsAp1+A1D98AHbUchbqETPGQDw+XwIBAIIBAK0adMGs2bNQmZmJvLz8+Ue1ty/fz/Gjx+PgIAA2Nvbo3Xr1ggNDcW0adMAQHIcgUAAIyMjcDgcqTZ9fX3JvoKCgiRF4yvx8fEICgqq1/nOnj0baWlpSEpKQlBQENzc3ODs7Izw8HAkJydLMhQUFOCrr75Co0aNoKurC19fX9y/fx8AoKmpiZEjR2Ljxo019h8XF4cOHTrA3d0dhYWFCAsLg7m5OQwNDeHt7Y1r167VK7+yJJ44i2WLVuLoXyfZjlI/YhGYguf/W4qL2E4kNxNdLZjp8SXLmbSnsDHSQTvrRmxHk4tW7wCIC/JR8XsMxOn3wDzLhejOVTBPs+veWEWUn76AinMXUZ35BNUZT1C4Kh7isnLwW7qyHU0ut75ciLydiShLeYzS2+m4N3kVtJuYQ79VM7ajyeza42fo3rwxujpZwdpYD73cmsCzmSVuPilgO5pitHVgEDEHL2J+hLjkBdtp6oWtYc0nT54gMDAQpqam0NHRQcuWLXH58uX/5WIYzJ07F1ZWVtDR0UHPnj0lf7dlpTLF2etKSkqwZcsWODo6wtTUVO7tBQIBTp48ifz8/HpnGTBgAAoKCnD27FkAwNmzZ1FQUAA/Pz+F9ykWi7Fjxw6MGDECjRvX7OLX19eHhsbLTs3g4GBcvnwZ+/fvx/nz58EwDPr27YuqqioAQGhoKO7fv4/Tp09Lti8pKcHu3bslvWYBAQHIy8vD4cOHceXKFXzyySf47LPP8Pz5c4XPgUjjNW6CRpv/gHHsduhPmwOuuQXbkeqlSiTGobvZ8HezBoejmnMy3kajVUeI0+9DO2w29JZsh27ESmh26sN2LMVxudDt3R1cHW0Ir99mO0298Ax0AQDVherTi9m6iSmSUvOQ/uxlIZOSU4j/Mp+ik6PsozmqxGDSFFQmnUfVf1fYjlJvbBRnBQUF6NSpEzQ1NXH48GHcvn0bP/30Exo1+t+H2KVLl+KXX37B2rVrkZSUBD09Pfj4+KCiokLm46jMsObBgwclvUWlpaWwsrLCwYMHweXKXz8uX74cX3zxBQQCAdzd3eHl5QV/f3/4+vrKvS9NTU0EBgYiLi4OnTt3RlxcHAIDA6GpqSn3vl55+vQpCgoK4OLi8s717t+/j/379+PcuXPw8vICAGzduhU2NjbYt28fAgIC4Obmho4dOyIuLg5du3YFAOzatQsMw2DYsGE4e/YsLl68iLy8PPD5fADAsmXLsG/fPuzevRujR4+ucVyhUAihUHrIgWHE4HBUspZnXXXKHZTELIbocQa4JqbQ+TIYhkt/ReH4YKC8nO14CvnnYR5eCKvh52rFdhS5cc0E4Hbth8oTe1B5ZCd4ts7gB4wFU12N6qTjbMeTmaajPQQbfwFHSwtMeTnyvo1EVerbp1KoPA4HzX4YhaKkOyi7m8l2GpmFdHJBqbAaA1cfBY/LgUjMYGKPFujXsinb0eTG7+4NDSdnFEwYw3YUlVLb3zw+ny/5m/m6JUuWwMbGRmpEzd7eXvJvhmGwYsUKzJkzB/7+/gCAzZs3w9LSEvv27cOwYcNkyqQyf2179OiB5ORkJCcn4+LFi/Dx8YGvry/S0+WfX+Hm5oabN2/iwoULCAkJQV5eHvz8/BAWFqZQtpCQECQkJCAnJwcJCQkICQmpdT19fX3J4uvri4yMDKm2sWPHAoDME0nv3LkDDQ0NdOjQQdJmamqK5s2b486d/03SDgkJwe7du/HixctPdnFxcQgICICBgQGuXbuGkpISmJqaSmVJTU3Fw4cPaz1udHQ0jIyMpJai8vr3QjZUVVeSUHk2EaK0R6i6egkv5s0ER08f/C7qd3HDK/tuZ6GTrSks9LXZjiI/DgfizAeo3L8J4scPUXXuMKrOHYFWl75sJ5NLVVomsoePQU7QRLxIOACzqBnQtFe/guAVx8Vh0HOxwd2xMWxHkcvftx7j0M0MRH/eAdvDeuIHfw9svnAP+6+lsR1NLlxzc+iPn4Ti6B+Aqkq24yiFsi4IqO1vXnR0dK3H3L9/P9q3b4+AgABYWFigbdu2WL9+veT91NRU5OTkoGfPnpI2IyMjdOjQAefPn5f53FSm50xPTw+Ojo6S1xs2bICRkRHWr1+vUFHF5XLh4eEBDw8PTJkyBVu2bMHIkSPx3XffSVW5smjZsiVcXFwwfPhwuLq6okWLFrXOf3u9LSkpCTNnzkRiYqKkzdDQEABgbm4OY2Nj3L17V+7zqs2wYcPwzTffYNeuXejatSvOnTsn+cYqKSmBlZWVVI5X3nbBQURERI2rPFvYeSkl68eAKS2B+Mlj8Kys2Y6ikKziciRlPsOyvq3ZjqIQpug5RNnSPUzinExotO3EUiIFVVejOjMLAFB55z603JvD4MtBeL5wBbu5FOCwKBQmPdvh2udzUZmtXtMpYk5cxyiv5ujTwgYA4GRphOyiMsSdS8GA1nbshpODhlNzcBuZoNGa/xUSHJ4GNFu2ho7/53jatxcgVq8bhynrNhi1/c2rrdcMAB49eoQ1a9Zg6tSpmD17Ni5duoSvv/4aWlpaCAoKQk5ODgDA0lL6QipLS0vJe7JQmeLsTRwOB1wuF+VKGhZyc3MD8HLIVBEhISEYP3481qxZ89Z1Xi8uHz9+DA0NDam2V7hcLoYNG4bff/8d8+bNqzHvrKSkBNra2nB1dUV1dTWSkpIkw5rPnj1DSkqK5HwAwMDAAAEBAYiLi8PDhw/h7OyMLl26AAA++eQT5OTkQENDA3Z2djKda23duTSkKQdtHXCtGkN8Ur3+CL2y/3YWTHS00MXejO0oChE9ug2uZROpNq6FNZjneSwlUg4OlwNOPaZTsMVhUShMfT/F9UHzIMxQv69BRZUI3DfmXXI5HKkrm9VB1X9X8Dw8WKrNYNosiDIzULZzm9oVZsr0tiHM2ojFYrRv3x6LFi0CALRt2xY3b97E2rVr632h4OtUpjgTCoWSqrKgoAArV65ESUnJOyfev377i1fc3d0xfPhwdOrUCV5eXhAIBEhNTUVERAScnZ3rnOf1NuHh4QgICKjz9hayWrhwIRITE9GhQwcsXLgQ7du3h6amJs6cOYPo6GhcunQJTk5O8Pf3R3h4ONatWwcDAwPMmjUL1tbWkrHsV0JDQ9GlSxfcuXMHM2fOlLT37NkTnp6eGDhwIJYuXQpnZ2dkZWXhr7/+wueff4727dsr5XwUpaunA7vXhmpsmlrDrUVzFBYUIeuJ7J8y2KQbOg6VSf9CnJcLrqkpdEaEAGIxhKfUZ37TK2KGwZ93stDftTE0FJjvqQoqT+6D7rSfoOUzFFVXT4Nn2xyanX1Rse0XtqPJzHhiKMr/vYjq7Dxw9XSh18cb/HatUTRhFtvR5OKwOAwWn3fB7eAlEJVUQNPcGAAgelEGcYV6DK11dbLChrN3ITDShYO5IVJyCrEl6R781ajXDACY8nKI0lKl2yrKIS4uqtGuLth4tqaVlZVU5wgAuLq64o8//gAAyW2/cnNzYWX1vzm7ubm5aNOmjczHUZni7MiRI5ITMTAwgIuLCxISEtC9e/e33iustol1mZmZ8PHxwfbt2xEdHY2ioiIIBAJ4e3sjMjJSchWkvDQ0NGBmpryeBBMTE1y4cAGLFy/GggULkJ6ejkaNGqFly5b48ccfYWRkBODlbTsmT56M/v37o7KyEl27dsWhQ4dqXJDQuXNnNG/eHA8ePMBXX30laedwODh06BC+++47jBo1Cvn5+RAIBOjatWuNblc2tGrjjp374ySv5y6cAQBI2P4npk38nq1YcuGamsNgxlxwDA0hLipE9a0bKJo6Ti1vp5GU8Rw5Lyow0E29bhT6OnH6PZSv+wF8/2Bo9f0S4mc5EO5eh+pL/7AdTWY8E2OYRc0Ez8wE4pJSVN5PRd6EWahIusp2NLk0Dn55lWyrvVFS7SmTVyJvZyILieQ3q08brEq8hejD/+F5aQXMDXQw+JNmGNPVre6NyXvFxuObOnXqVKNj6N69e7C1tQXw8uIAgUCAEydOSIqx4uJiJCUlYdy4cTIfh8Oo+22OyQdha9qK7QhKcbWjet2z6210+rZkO0K9iW7VfkGKunl+oYrtCPWWkWXMdgSlaL+sOdsRlKJk01m2I9Sb+bFT7/0YD9x8lLIfx9tHZV730qVL8PLywvz58zFkyBBcvHgR4eHh+O233zBixAgAL6/oXLx4MTZt2gR7e3t8//33uH79Om7fvg1tbdkuslKZnjNCCCGEEFmJWRjW9PDwwN69exEREYGoqCjY29tjxYoVksIMAGbMmIHS0lKMHj1a8jSgI0eOyFyYAXIUZ7/8Ivt8ja+//lrmdQkhhBBC5MXGnDMA6N+/P/r37//W9zkcDqKiohAVFfXWdeoic3EWEyPbvWk4HA4VZ4QQQgh5r5R1Kw1VJHNxlpqqnldzEEIIIYSok3pdK19ZWYmUlBRUV1crKw8hhBBCSJ2U9YQAVaRQcVZWVobQ0FDo6urC3d0dGRkv78Y9adIkLF68WKkBCSGEEELexMaDzz8UhYqziIgIXLt2DYmJiVJXH/Ts2RM7d+5UWjhCCCGEkI+NQrfS2LdvH3bu3ImOHTuC89pjLdzd3d/6MG1CCCGEEGVh41YaH4pCxVl+fj4sLCxqtJeWlkoVa4QQQggh7wNbt9L4EBQa1mzfvj3++usvyetXBdmGDRvg6empnGSEEEIIIR8hhXrOFi1aBF9fX9y+fRvV1dX4+eefcfv2bfz77784der9P7KBEEIIIR83Vb3SUhkU6jnr3LkzkpOTUV1djZYtW+Lvv/+GhYUFzp8/j3bt2ik7IyGEEEKIFDHDUcqiihR+tqaDgwPWr1+vzCyEEEIIIR89mYuz4uJimXdqaGioUBhCCCGEEFk05AsCZC7OjI2NZb4SUyQSKRyIEEIIIaQuDXnOmczF2T///CP5d1paGmbNmoXg4GDJ1Znnz5/Hpk2bEB0drfyUhBBCCCGvUdX5Ysogc3HWrVs3yb+joqKwfPlyDB8+XNI2YMAAtGzZEr/99huCgoKUm5IQQggh5COh0AUB58+fx9q1a2u0t2/fHmFhYfUORVRPF31HtiMoBU+/gO0ISsGxsWM7Qr1xCwrZjqAUXF422xHqzcygjO0ISsFxaMF2BKXQdrjCdgS10JDnnCl0Kw0bG5tar9TcsGEDbGxs6h2KEEIIIeRd6FYab4iJicHgwYNx+PBhdOjQAQBw8eJF3L9/H3/88YdSAxJCCCGEfEwU6jnr27cv7t+/Dz8/Pzx//hzPnz+Hn58f7t27h759+yo7IyGEEEKIFEZJiypS+Ca0TZo0waJFi5SZhRBCCCFEJqo6JKkMChdnhYWFiI2NxZ07dwAA7u7uCAkJgZGRkdLCEUIIIYR8bBQa1rx8+TIcHBwQExMjGdZcvnw5HBwccPXqVWVnJIQQQgiRwjAcpSyqSKGes2+++QYDBgzA+vXroaHxchfV1dUICwvDlClTcPr0aaWGJIQQQgh5nZjtAO+RQsXZ5cuXpQozANDQ0MCMGTPQvn17pYUjhBBCCPnYKDSsaWhoiIyMjBrtmZmZMDAwqHcoQgghhJB3YcBRyqKKFCrOhg4ditDQUOzcuROZmZnIzMzEjh07EBYWJvVIJ0IIIYSQ90HMKGdRRQoNay5btgwcDgdfffUVqqurwTAMtLS0MG7cOCxevFjZGQkhhBBCpIhVtNdLGRQqzrS0tPDzzz8jOjoaDx8+BAA4ODhAV1dXqeEIIYQQQj42chVnISEhMq0XFxenUBhCCCGEEFmo6nwxZZCrONu4cSNsbW3Rtm1bMIyKDtQSQgghpMGjW2n8v3HjxmH79u1ITU3FqFGjEBgYCBMTk/eVjRBCCCHkoyPX1ZqrVq1CdnY2ZsyYgQMHDsDGxgZDhgzB0aNHqSeNEEIIIR8MG7fSiIyMBIfDkVpcXFwk71dUVGDChAkwNTWFvr4+Bg8ejNzcXLnPTe5bafD5fAwfPhzHjh3D7du34e7ujvHjx8POzg4lJSVyB3iXtLQ0cDgcJCcnK3W/hBBCCFFvYiUt8nJ3d0d2drZkOXv2rOS9b775BgcOHEBCQgJOnTqFrKwsDBo0SO5jKPzgcwDgcrngcDhgGAYikUju7YODg7Fp0ybJaxMTE3h4eGDp0qVo1aoVbGxskJ2dDTMzMwAvizV7e3v8999/aNOmTY39iUQi/Pjjj9i4cSPS09Oho6MDJycnhIeHIywsDBzOuyvkefPmITg4GPb29uByucjIyIC1tbXk/ezsbNjY2EAkEiE1NRV2dnZyn3NkZCTmz59fo7158+a4e/cuAKB79+5o06YNVqxYUes+Xp3H+fPn0bFjR0m7UChE48aN8fz5c/zzzz/o3r273Pk+tOafuqHfGH/Yt3RAI0sTxIQvxpW/L7Idq174/sOh8+VoCA/tRvmmVWzHkZnvou3ILqj5AWuIpxtmD+rEQiLFcQwaQct7GHgOrQBNPpiCXAgP/AZxdirb0WSiN9gP+oMHQMPKEgBQ9SgdxbG/o+Jf9frZMB0zBAa9vaDVrAkYYSXKr95B3o9xqEx9wnY0mYnEYqzZm4i/zl/Hs6ISmBsbYEDnNhg9oGudf1NUiVb/QPD7B0q1iXIyURYZzlIi9aWhoQGBQFCjvaioCLGxsdi2bRu8vb0BAPHx8XB1dcWFCxek/l7XeQx5QwmFQuzZswdxcXE4e/Ys+vfvj5UrV6JPnz7gcuW/p22fPn0QHx8PAMjJycGcOXPQv39/ZGRkgMfj1fo/4G3mz5+PdevWYeXKlWjfvj2Ki4tx+fJlFBQUAHhZXL2yc+dOzJ07FykpKZI2fX19PH36FABgbW2NzZs3IyIiQvL+pk2bYG1tXevTEV5JTExEcHAw0tLS3rqOu7s7jh8/LtX2+qOwZGFjY4P4+HipL/bevXuhr6+P58+fy7UvNvF1+ci4k4bTu05iym8z2Y5TbzyH5tDq6QdR+kO2o8ht69cDIX7tjowPcgowdv0h9Gptz2IqBWjrQjtoLkTpd1Cx40cwZS/ANbEEU1HKdjKZifKeomjlelRnPgE4HOj16w2zZVHICRyD6kfpbMeTme6nLVCw9SDKr98DR4MHi2+D0DR+IR76jgFTLmQ7nkzi/zqLhH8u4Yewz+FgbY7baVmYG/sn9HX5GNFL9j+2qkD0JA3lP0e81iB/p4oqUdYFAUKhEEKh9Pcjn88Hn8+vdf379++jcePG0NbWhqenJ6Kjo9G0aVNcuXIFVVVV6Nmzp2RdFxcXNG3atEZnSl3kqqbGjx8PKysrLF68GP3790dmZiYSEhLQt29fhQoz4OX/AIFAAIFAgDZt2mDWrFnIzMxEfn6+3MOa+/fvx/jx4xEQEAB7e3u0bt0aoaGhmDZtGgBIjiMQCGBkZAQOhyPVpq+vL9lXUFCQpGh8JT4+HkFBQQqd5+teVd2vL696B2UVFBSEHTt2oLy8XNIWFxdXa74bN27A29sbOjo6MDU1xejRo5U+BK2o64n/Yfey7bh8NIntKPXH14buxO9Q/tsyMCUv2E4jNxN9HZgZ6kqW03cyYGNqiPbNrNiOJhdNTz8wxc9ReeA3iLMegSnMh+jRTTAFeWxHk1nFmfOo+PciqjOfoDrjMYrWxEFcVg5+Cze2o8klM3QuivYcR+WDDAjvpiJr5nJoWltAu4UT29FklvwgE93buqBrG2dYmzdCLw93eLo74OYj9en9kxCLwBQX/G8pLWY7Ub0oa85ZdHQ0jIyMpJbo6Ohaj9mhQwds3LgRR44cwZo1a5CamoouXbrgxYsXyMnJgZaWFoyNjaW2sbS0RE5OjlznJldFtXbtWhgaGqJZs2Y4deoURo8ejUGDBtVYFFVSUoItW7bA0dERpqamcm8vEAhw8uRJ5OfnK5zhlQEDBqCgoEAylnz27FkUFBTAz8+v3vtWhnbt2sHOzg5//PEHACAjIwOnT5/GyJEjpdYrLS2Fj48PGjVqhEuXLiEhIQHHjx/HxIkT2YjdoOmGTkHVfxdQfeMq21HqrapahENX78Pfw1mthm4AQMP5E4izH4E/aBJ0v1kF7bAF0Gjbne1YiuNyodOrB7g62hDeuM12mnrh6usBAMSF6vPhpY2jDS7efoS0nJejKikZOfjvfgY6t1SfAvMVroU19BZvhd4P8dAOmQFOI3O2I6mEiIgIFBUVSS2vj5q9ztfXFwEBAWjVqhV8fHxw6NAhFBYWYteuXUrNJNdY2ldffaX0X9QHDx6U9FiVlpbCysoKBw8eVKgnbvny5fjiiy8gEAjg7u4OLy8v+Pv7w9fXV+59aWpqIjAwEHFxcejcuTPi4uIQGBgITU1Nuff1phs3bkj10gFAYGAg1q5dK9d+QkJCJLk2btyIvn37wtxc+odt27ZtqKiowObNm6Gn9/IX48qVK+Hn54clS5bA0tKyxn5r6+IVMSLwODy58n1MNL16gGfvhLLZY9mOohQnb6XhRUUlBrR3ZjuK3DiNzKHR7jNUJR1B1bn94DZuBq3eXwEiEaqvn2E7nsw0HexhEfcrOFpaYMrL8XT6PFSnqs+QZg0cDiznjEHZ5VsQ3lef8wjp1xkl5UIMjFgJHpcLkViMSYM/Qz+vVmxHk4so9S4qNv0Ece5jcIxMwO83ArrTlqE0aiwgLK97BypIrKRy5F1DmHUxNjaGs7MzHjx4gF69eqGyshKFhYVSvWe5ublyTdECFLgJrbL16NEDa9asAQAUFBRg9erV8PX1xcWL8k98dXNzw82bN3HlyhWcO3cOp0+fhp+fH4KDg7Fhwwa59xcSEgIvLy8sWrQICQkJOH/+PKqrq2us93qhJRKJIBQKpdreLLyaN2+O/fv3S+3D0NBQ7nyBgYGYNWsWHj16hI0bN+KXX36psc6dO3fQunVrSWEGAJ06dYJYLEZKSkqtxVl0dHSNixZaGrqglbGr3Bk/BhxTc+gETUTJwulAVRXbcZRi38UUdGpuAwsjvbpXVjUcLsRZj1D1z8tPsuLcdHDNm0DjE2+1Ks6q0jORO2I0OPp60P2sK0wiZyJvzFS1LdAEkePBd7JF+vBpbEeRy9GLt3Dowg1EjxkMR2sL3M3IwY/bjkguDFAXoluX//fiSSrKUu9Cf9FmaLbriqp/j7IXrB5U4dmaJSUlePjwIUaOHIl27dpBU1MTJ06cwODBgwEAKSkpyMjIgKenp1z7rdfVmsqgp6cHR0dHyesNGzbAyMgI69evR1hYmNz743K58PDwgIeHB6ZMmYItW7Zg5MiR+O6772BvL9/E5pYtW8LFxQXDhw+Hq6srWrRoUev8t9fbkpKSMHPmTCQmJkra3iy8tLS0pM5ZUaampujfvz9CQ0NRUVEBX19fvHhR/+GCiIgITJ06VaptTIuRb1mbaNg7g2tsAoPFv0naODweeK6toOXzOYpG9AYY9bmXdVbBCyTdz8JPX/Wse2UVxJQUQvw0S6pN/DQLPBcPlhIpqLoa1Y9fnkfR3fvQcmsOg2GDUBAdw3Iw+VnOHQf9Hp8i/csZqM55xnYcucTsOoaQvp3h27ElAMDJxhLZzwoRe/CMWhVnNZSXQpz7BByLxmwnURgbd1edNm0a/Pz8YGtri6ysLMybNw88Hg/Dhw+HkZERQkNDMXXqVJiYmMDQ0BCTJk2Cp6enXBcDACpQnL2Jw+GAy+VKTXSvDze3lxNoS0sVu1IrJCQE48ePl/Tu1eb1Quvx48fQ0NBQSvEli5CQEPTt2xczZ84Ej1dz2NHV1RUbN25EaWmppPfs3Llz4HK5aN68ea37rK2Ll4Y0367q5lUUTxsl1aY7bibETzJQsX+7WhVmAPDnpXsw0ddGF9embEdRiDjzHrim0hcxcE0FYIqespRISThccLTqP63iQ7OcOw4GvTyRHjgLVY/lvxkn2yqEVeBypXtoeFwuxOp+43W+NrjmVmCSTrCdRK08fvwYw4cPx7Nnz2Bubo7OnTvjwoULkilFMTEx4HK5GDx4MIRCIXx8fLB69Wq5j8N6cSYUCiVXMRQUFGDlypUoKSl558T7129/8Yq7uzuGDx+OTp06wcvLCwKBAKmpqYiIiICzs7PUHXzlER4ejoCAgBpXX9RHdXV1jSs3OByO1BBjfn5+jV46KyurGsOQffr0QX5+/luHRUeMGIF58+YhKCgIkZGRyM/Px6RJkzBy5MhahzQ/NL6uNizt/jcWb25jgaZudigtLMGzLDX5Y1pRDnFm2httFWBKimu2qzixmMH+S/fg194ZGjzFrsBmW1XSEWgHz4VmpwGovp0EbuNm0GjbA8JDcWxHk5nRhNCXV2vm5IGrqwvdPt7gt2uN/Emz2I4mF0HkeBj6dcfjcVEQl5aDZ9YIACB+UQpGWMlyOtl0a+OM9QdOQ2BiBAdrc9zNyMHvR8/Dv0tbtqPJhT84DNXXkyB+nvdyzpnfSDBiEaovJbIdTWFsfOzdsWPHO9/X1tbGqlWrsGpV/e5xyXpxduTIEVhZvfyUa2BgABcXFyQkJKB79+5vvVfYsGHDarRlZmbCx8cH27dvR3R0NIqKiiAQCODt7Y3IyEi57yP2ioaGhty3uajLrVu3JOf8Cp/PR0VFheT1tm3bsG3bNql1fvjhB8yZM0eqjcPhvDOfrq4ujh49ismTJ8PDwwO6uroYPHgwli9froQzqb9mrRzw3c4fJK8D54YAAE4nnMRv01ayFeujdeH+E2QXlmCgh/pdCPCKOPsRhAkroOU9FJpdBoIpzEflsS0Q3fyX7Wgy4zZqBJPIWeCZmUBcUoqqB4+QP2kWhBevsB1NLo1G9AcA2G5dKtWeNXM5ivYcr20TlTMrsC9W7TmJRb//hefFpTA3NsAX3dthjH83tqPJhWNsBu3QWeDoGYApKYLowS2ULfkGTEkR29EUJlazK8nlwWHooZhEBoG2it8iRZWs7FjAdgSl4I/ox3aEehNfT2Y7glI8/zO77pVUXEmhYleqqRr7zQ1jbmzVa0/OUVcGa4+892PsthqhlP18kb1VKftRJtZ7zgghhBBC5NWQe5aoOCOEEEKI2lGvS63ko54zfgkhhBBCGijqOSOEEEKI2lHWEwJUERVnhBBCCFE7qvCEgPeFhjUJIYQQQlQI9ZwRQgghRO3Q1ZqEEEIIISqE5pwRQgghhKgQupUGIYQQQgj5IKjnjBBCCCFqh+acEUIIIYSokIY854yGNQkhhBBCVAj1nBFCCCFE7TTkCwKoOCOEEEKI2mnIxRkNaxJCCCGEqBDqOSOEEEKI2mEa8AUBVJwRmawL12U7glJoDBzHdgTl4OuxnaDeNDr6sx1BKUzEkWxHqDeLwSFsR1AKrqU92xGUgjNZwHYEtUDDmoQQQggh5IOgnjNCCCGEqJ2G3HNGxRkhhBBC1A49IYAQQgghRIXQEwIIIYQQQsgHQT1nhBBCCFE7NOeMEEIIIUSFNOTijIY1CSGEEEJUCPWcEUIIIUTt0NWahBBCCCEqhK7WJIQQQgghHwT1nBFCCCFE7dAFAYQQQgghKoRR0lIfixcvBofDwZQpUyRtFRUVmDBhAkxNTaGvr4/BgwcjNzdXrv1ScUYIIYQQIqdLly5h3bp1aNWqlVT7N998gwMHDiAhIQGnTp1CVlYWBg0aJNe+qTgjhBBCiNoRg1HKooiSkhKMGDEC69evR6NGjSTtRUVFiI2NxfLly+Ht7Y127dohPj4e//77Ly5cuCDz/qk4I4QQQojaEStpEQqFKC4ullqEQuE7jz1hwgT069cPPXv2lGq/cuUKqqqqpNpdXFzQtGlTnD9/XuZzo+KMEEIIIWpHWXPOoqOjYWRkJLVER0e/9bg7duzA1atXa10nJycHWlpaMDY2lmq3tLRETk6OzOdGV2t+AMHBwdi0aVONdh8fHxw5cgR2dnZIT08HAOjo6MDBwQGTJ09GWFiYZN3ExET06NEDbm5uuH79Ong8nuQ9Y2NjrFixAsHBwQAAOzs7TJkyRTJB8fX9vy46OhqzZs1S4pnKT9PLDzwXD3BNrYDqSoge30fliZ1gnmezmkseO4+cwa6jZ5CV/xwA4GAjwJgAX3T5xJ3lZPLLfVqAFRt34eyVG6gQVsLGygI/TAmFu5M929Fk1jsgBFk5eTXah33eD3OmjmMhkWK4TV2g6dUPXCt7cA0aoWLncohSrrAdq15i9xzFz1v+xIh+PTAzNIDtODIRiURYHbsVB/8+iafPCmBuZoKBfXthTPBwcDjqc6Ot1dsPYO3Ov6Ta7KwtsX/VfJYSqY6IiAhMnTpVqo3P59e6bmZmJiZPnoxjx45BW1v7vWWi4uwD6dOnD+Lj46XaXv/iR0VFITw8HGVlZUhISEB4eDisra3h6+srtc2jR4+wefNmjBo1Sq7jv9r/6wwMDOQ8C+Xj2rqi+vIxiLIegcPlQbPHEGiPmInytTOBqnd3K6sKS1NjTAn0R1MrczBgsP+fJExe8ht2/TgLjk2t2I4ns+KSUgTNWAiPVq5YHTkVjYwMkJGVC0N9PbajyWXHbzEQi/93kf391HSEfzMHvXt0YjGV/DhafIhzM1D93yloD/2G7Tj1dvN+GhL+PgtnW2u2o8gldksCdu77CwvnfAtHe1vcunsPcxbGQF9fD4EB/mzHk4tD08ZYP3+y5PXrH/LVkbJupcHn899ajL3pypUryMvLwyeffCJpE4lEOH36NFauXImjR4+isrIShYWFUr1nubm5EAgEMmei4uwD4fP57/zCGBgYSN6fOXMmli5dimPHjtUoziZNmoR58+bhyy+/lPmb6c39qxLh9qWSfzMAhAfWQW/qGnCt7CDOSGEvmBy6e7SUev31iAHY9fdZXL+XqlbFWdzuQ7A0M8EPU0IlbU0E5iwmUoxJIyOp1xu2JsDG2goebVq+ZQvVJHpwDaIH19iOoRRl5RWIWLERkeNG4Lfdh9mOI5fkm3fQo0tHdPP6FABgbWWJQ8dO4cZt9fj99DoNLhdmb/x8qDM2nhDw2Wef4caNG1Jto0aNgouLC2bOnAkbGxtoamrixIkTGDx4MAAgJSUFGRkZ8PT0lPk4NOdMxYjFYvzxxx8oKCiAlpZWjfenTJmC6upq/Prrryyke/84fF0AAFNeynISxYhEYhw+exnlFZVo3Vx9hgIBIDEpGe5O9vg2ehW6jfgaQ76eh91HTrEdq16qqqpw8O9EfN63l1oNQTU0C9fvRJd2LdCxtQvbUeTWpoUrki4nIy3jMQDg7v1HuHr9Frp0bM9yMvmlZ+fhs1Ez4TtmDmYtj0X2/0/FILIzMDBAixYtpBY9PT2YmpqiRYsWMDIyQmhoKKZOnYp//vkHV65cwahRo+Dp6YmOHTvKfBzqOftADh48CH19fam22bNnY/bs2QBe9pbNmTMHQqEQ1dXVMDExkZpz9oquri7mzZuH2bNnIzw8HEZGsn0KerX/1x0+fBhdunSpsa5QKKxxpUp1tQh8jffdBc6BVu9AiDJTwOQ/fs/HUq576U8wcvZPqKyshq42HytmhMPBRn16zQDgcU4edh06iZEDfRA2pD9u3U/Fkt+2QlOTB//POrMdTyEnzlzAi5ISDOz7GdtRPlqHz17GnUeZ2L50JttRFBI2cghKy8rg9+Vo8LhciMRifD06CP19vNmOJpeWzvZY8HUQ7KwtkV9QhLU7/kLw7GXY88tc6Om8v7lT75Oit8F432JiYsDlcjF48GAIhUL4+Phg9erVcu2DirMPpEePHlizZo1Um4mJieTf06dPR3BwMLKzszF9+nSMHz8ejo6Ote4rNDQUP/30E5YsWYJFixbJdPxX+3+dtXXtcz+io6Mxf770JNGIHi3xnXerWtdXFi3fIHDNm6Bi0w/v9Tjvg31jSyQsi0BJWTmOnf8Pc1b+jrioyWpVoIkZBu6Odpgc9AUAwNXBFg/SnyDhUKLaFmd7Dv6Nzh3awcLMlO0oH6Wcp8+xJDYBv82bBL6WJttxFHLk5Gkc/PsfLImcAUd7W9y9/whLfl4HCzMT+PftxXY8mXVp10Lyb2e7JmjpZI8+o2fj6NkrGNRLveZjvqIqpVliYqLUa21tbaxatQqrVq1SeJ9UnH0genp6by22AMDMzAyOjo5wdHREQkICWrZsifbt28PNza3GuhoaGli4cCGCg4MxceJEmY7/av+yqO3KlerlY2TaVlFaPl+B59QWFZsXgHmhfl3tmpoaaGr1cn6Wm0NT3HyQga1/JWLu2OEsJ5OdeSNjNGvaWKrN3sYKx89dZilR/WTl5OHClWtYsWA221E+WrcfZuB50QsMnbZY0iYSi3Hl9gPsOHwKl3f+Ah5PtWfX/LQqFmGBQ9C3Z3cAgLODPbJz8rDh911qVZy9yVBfF7aNLZFZy5XNhH1UnKkgGxsbDB06FBEREfjzzz9rXScgIAA//vhjjR4uZajtypXS9zikqeXzFXjN26Pi94VgCvPf23E+JDHDoLKqmu0Ycmnj5oi0x9L34Ul/kgsrC/Xsddp76BhMjI3Q1dOD7SgfrQ6tXPBHjPR0irkrN8O+iQCjBvZW+cIMACoqhOBwpecrcrlciBlV6bdRTFl5BTJz8tG/ewe2oyisIT/4nIqzD0QoFNa4AZ2GhgbMzMxqXX/y5Mlo0aIFLl++jPbta594unjxYvj4+Mh0/BcvXtQ4vq6uLgwNDWXa/n3R6hMMjRaeqNgVA1RWgKP3cg4dIywDqqtYzSarn7f8iU5t3WFl3gil5RU4fOYyLt+6j7Xfj2c7mlxG+vfGV9MXYf2ug/Dp7IEb9x5h95FEzJsYzHY0uYnFYuw7dBz+vp9B473PlXxPNPngmvzvCmuOsTm4lrZgykvAFD9jMZjs9HS04WQr3Ruro82Hkb5ejXZV1b1TB6zftANWlhZwtLfFnXsPsHnnHnzerzfb0eSyLH43unu0gpW5CfILirB6+wHwuFz4dlHfDy+qOudMGag4+0COHDkCKyvp+UfNmzfH3bt3a13fzc0NvXv3xty5c3Ho0KFa1/H29oa3tzf+/vvvOo8/d+5czJ07V6ptzJgxWLt2rYxn8H5otn/5iAudr6Q/XQv3r0P19TNsRJLb86ISzPl1M/ILiqGvqw1nW2us/X48PFu7sh1NLi2cmyHmu4n4edNurNv+J6wtzTEj/Ev06yH75d+q4vzlZGTn5uNzNR524jZuBp2g//1c8H1GAgCqkk+jcv86tmJ9dGZ/Mw6/rt+MBctW4XlBIczNTBDg3xfjRn3JdjS55D0rxMyfYlH4ohSNjPTxiasjtiyZCRMj9u93SWriMIya982SD6J0QSDbEZRCY2AQ2xGUg69eN4atDddI/e6hVpvKtZFsR6g3jcEhbEdQCq6let2+5m3E+TWf6KJu+K493vsxZtgpZ07v0rTtStmPMlHPGSGEEELUDs05I4QQQghRIQ15zpnqXypDCCGEEPIRoZ4zQgghhKidhttvRsUZIYQQQtRQQ55zRsOahBBCCCEqhHrOCCGEEKJ2mAY8sEnFGSGEEELUDg1rEkIIIYSQD4J6zgghhBCidhryfc6oOCOEEEKI2mm4pRkNaxJCCCGEqBTqOSOEEEKI2qFhTUIIIYQQFdKQr9ak4owQQgghaqch3+eM5pwRQgghhKgQ6jkjhBBCiNqhYU3y0au69YTtCErB61vOdgSl4LAdQAmYcm22IyhHtYjtBPUmfpbJdgSl4Jo0ZjuCcoiq2U6gFmhYkxBCCCGEfBDUc0YIIYQQtUPDmoQQQgghKkTM0LAmIYQQQgj5AKjnjBBCCCFqp+H2m1FxRgghhBA11JAf30TDmoQQQgghKoR6zgghhBCidhryfc6oOCOEEEKI2mnIt9KgYU1CCCGEqB0xGKUs8lizZg1atWoFQ0NDGBoawtPTE4cPH5a8X1FRgQkTJsDU1BT6+voYPHgwcnNz5T43Ks4IIYQQQmTQpEkTLF68GFeuXMHly5fh7e0Nf39/3Lp1CwDwzTff4MCBA0hISMCpU6eQlZWFQYMGyX0cGtYkhBBCiNphY86Zn5+f1OuFCxdizZo1uHDhApo0aYLY2Fhs27YN3t7eAID4+Hi4urriwoUL6Nixo8zHoeKMEEIIIWpHWXPOhEIhhEKhVBufzwefz3/ndiKRCAkJCSgtLYWnpyeuXLmCqqoq9OzZU7KOi4sLmjZtivPnz8tVnNGwJiGEEEI+WtHR0TAyMpJaoqOj37r+jRs3oK+vDz6fj7Fjx2Lv3r1wc3NDTk4OtLS0YGxsLLW+paUlcnJy5MpEPWeEEEIIUTuMkp6tGRERgalTp0q1vavXrHnz5khOTkZRURF2796NoKAgnDp1SilZXqHijBBCCCFqR1lPCJBlCPN1WlpacHR0BAC0a9cOly5dws8//4yhQ4eisrIShYWFUr1nubm5EAgEcmWiYU1CCCGEEAWJxWIIhUK0a9cOmpqaOHHihOS9lJQUZGRkwNPTU659Us/ZOwQHB2PTpk0AAA0NDTRp0gQBAQGIioqCtrZ2ndunpaXB3t5e8lpTUxNNmzZFcHAwvvvuO3A4HABAZGQk5s+fX2P75s2b4+7duwCA7t27S7pN+Xw+mjZtilGjRmHWrFmYP39+rdu/Tlndv8rGc2kF7f5DwWvmDG4jM5T+NAdVl8+xHateYv88iV92HMaIPp0xI8if7ThyyX1WiBVb/sTZq7dQUVkFG4EZfpgQCHdHW7ajycxn5CRk5T6t0T7UrxfmTAphIZH8NLv4g+f2KbhmjYGqSogy76Hy721gnmWzHU0uuxKvIiHxKrKeFQEAHBqbYXT/zujc0oHlZLITiURYvXEHDh47hafPC2Fu1ggD+3hjzMghkt/h6mD1zr+wdtdhqTa7xpbY/+v3LCWqPzZuQhsREQFfX180bdoUL168wLZt25CYmIijR4/CyMgIoaGhmDp1KkxMTGBoaIhJkybB09NTrosBACrO6tSnTx/Ex8ejqqoKV65cQVBQEDgcDpYsWSLzPo4fPw53d3cIhUKcPXsWYWFhsLKyQmhoqGQdd3d3HD9+XGo7DQ3pL094eDiioqIgFApx8uRJjB49GsbGxpg2bRrGjh0rWc/DwwOjR49GeHi4gmf94XD42hBlPERl4mHoffsD23Hq7ebDTOw+cQHOTa3YjiK34pIyBH23HB4tnLB6zng0MtRHRnY+DPV12Y4ml+2/LoRY/L9f2/fTMjF61iL4dJXvlyObuHauqE76G6InD8HhcqHZaxi0g2aj/NdpQJWw7h2oCMtGBvh6cHc0tTABGAb7z9/ElFW7seP7EDham7MdTyax2/dg559HsDBiMhztbHAr5SHmLPkF+np6CBzcn+14cnGwscL6eZMkr3k89R48Y+NWGnl5efjqq6+QnZ0NIyMjtGrVCkePHkWvXr0AADExMeByuRg8eDCEQiF8fHywevVquY9DxVkd+Hy+ZKzYxsYGPXv2xLFjx7BkyRIIhUJMnz4dO3bsQHFxMdq3b4+YmBh4eHhI7cPU1FSyD1tbW8THx+Pq1atSxZmGhkadY9K6urqSdUaNGoWVK1fi2LFjGDduHPT19SXr8Xg8GBgYSNZdvnw54uPj8ejRI5iYmMDPzw9Lly6V2oYt1dcuovraRbZjKEVZhRARK7dhXvgXWL/3RN0bqJi4vcdgadYIP0wcKWlrYmnGYiLFmBgbSr2O3fknbBpbon0rV5YSyU/4+2LJvxkAwj1roDdrPbiN7SFOv8teMDl1a+0k9XrS592QkHgVNx5lqU1xlnwzBT06f4punu0BANZWljh08jRu3LnPcjL5afC4MGtkWPeK5K1iY2Pf+b62tjZWrVqFVatW1es46l02f2A3b97Ev//+Cy0tLQDAjBkz8Mcff2DTpk24evUqHB0d4ePjg+fPn791H5cvX8aVK1fQoUMHhXMwDIMzZ87g7t27kizvwuVy8csvv+DWrVvYtGkTTp48iRkzZih8fFK7RXF70bWtKzq2dGY7ikISL9+Au0NTfLssFt1GzcKQaYux+5h6DzFXVVXj4Imz+Nynu1oNQb2Jo/2y95IpL2E5ieJEYjGOXLyN8soqtHKwZjuOzNq0aI6kK9eRlvkEAHD3QSqu3riDLh0+YTmZ/NKz8/FZ2Gz4jpuHWSs2Ijv/7X+r1AEbj2/6UKjnrA4HDx6Evr4+qqurIRQKweVysXLlSpSWlmLNmjXYuHEjfH19AQDr16/HsWPHEBsbi+nTp0v24eXlBS6Xi8rKSlRVVWH06NH46quvpI7z6r4prwsMDMTatWslr1evXo0NGzZI9qOtrY2vv/66znOYMmWK5N92dnZYsGABxo4d+9au1tpuyCcUicFX8y7w9+nwv8m4k/YE2xbU/fVQVY9zn2LX0TMY6eeNsEG9cetBOpbE7YamBg/+PdRnSPB1J/69hBclZfDv3ZXtKIrjcKDlGwRR+l0weY/ZTiO3+4/z8NXizaisqoYOXwvLxw+CQ2P16ZEN+3IwSkvL4ffVRPC4XIjEYnwdNgL9e3VjO5pcWjrZYcHEQNg1tkR+QRHWJhxG8JwY7FnxHfR06p5DrYpUdS61MlBxVocePXpgzZo1KC0tRUxMDDQ0NDB48GBcv34dVVVV6NSpk2RdTU1NfPrpp7hz547UPnbu3AlXV1dUVVXh5s2bmDRpEho1aoTFi/83dNG8eXPs379fajtDQ+nu5xEjRuC7775DQUEB5s2bBy8vL3h5edV5DsePH0d0dDTu3r2L4uJiVFdXo6KiAmVlZdDVrTmfKDo6usYFBjPdbTGrpX2NdQmQ86wQSzf9iXWzw8HX0mQ7jsLEDAN3h6aYPGIAAMC1mQ0eZGYj4e+zaluc7T2SiM4ebWBhasJ2FIVp9QsB18IGFbHz2I6iEDuBKXbODUFJuRDHr6RgbtxBbJgeqDYF2pF/zuHg8VNYMmcqHO1tcPdBKpasjIOFqQn8+3izHU9mXT5xl/zb2c4aLZ3t0GfsXBw9dxWDetb9d0QVsXFBwIdCxVkd9PT0JPcziYuLQ+vWrREbG1tjXtm72NjYSPbh6uqKhw8f4vvvv0dkZKTkqs/X75vyNkZGRpJ1du3aBUdHR3Ts2FHqURFvSktLQ//+/TFu3DgsXLgQJiYmOHv2LEJDQ1FZWVlrcVbbDfnKw/xqrEdeuv3oMZ4Xl2DY7J8lbSKxGFfupmLH3//i0u/R4HFVv9fR3NgQzZpIz3u0txbg+IVkdgLVU1ZuPi78dwMxc6fWvbKK0uo3Crzmn6AiNhJMsXoOQWlq8F5eEADAzdYKt9Kyse3EJXw/0pflZLL5ae1GhH05GH0/6wIAcG5mh+ycfGzY+odaFWdvMtTTha2VBTJz8tmOQmpBxZkcuFwuZs+ejalTp+LBgwfQ0tLCuXPnYGv78jYDVVVVuHTpktQwYm14PB6qq6tRWVkp0y05aqOvr4/Jkydj2rRp+O+//946n+bKlSsQi8X46aefwP3/AmHXrl3v3HdtN+QT05DmW3Vo4YjdS7+Vapu3difsGltg1IAealGYAUAbl2ZIy8qTakvPzoOVuXr2Ou07egomxkbo2qEt21EUotVvFHiuHqiIiwJT2HD+gIrFDCqrRGzHkFmFsBIcrvTvVy6PC7GaD6mVlQuRmfsU/Rt9ynYUhbFxteaHoh5/NVRIQEAAeDwe1qxZg3HjxmH69Ok4cuQIbt++jfDwcJSVlUldhQkAz549Q05ODh4/fozDhw/j559/Ro8ePaSGLaurq5GTkyO15ObmvjPLmDFjcO/ePfzxxx9vXcfR0RFVVVX49ddf8ejRI/z+++9S89hYx9cGz9YBPNuX9z3imluBZ+sAjqkFy8Fkp6ejDScbgdSiw9eCsb4unGzkuys0m0b6eePGvVSs/+MoMrLz8deZS9h97ByG9VG/+VpisRj7/j6FAb26QoPHYzuO3LT6h0CjVWcId/8KVJaDo28Ejr4RoKFew+a/7EnElXsZePK0EPcf5+GXPYm4fC8dfTu6172xiuju2R7rf9+NU+cv40l2Lo6fuYDNu/bjsy6KX9TFhmWb9uDyrft4kvcMyXcfYcrS38DjcuHbuR3b0RRGFwQQCQ0NDUycOBFLly5FamoqxGIxRo4ciRcvXqB9+/Y4evQoGjVqJLXNq2FHHo8HKysr9O3bFwsXLpRa59atW7Cykr43Fp/PR0VFxVuzmJiY4KuvvkJkZCQGDRok6Rl7XevWrbF8+XIsWbIEERER6Nq1K6Kjo2tckMAWjWbNoT93heS1zlcTAACVp46gbK3s95Ij9dfC0RYxM8Lx89b9WJdwGNYWppgxajD6dZV9CF9VXLh6E9l5T/G5T3e2oyhE89PeAACdEOl5ZsI9a1CdrNxn+L1Pz4tLMSfuIJ4WlUBfhw/nJhZYPWUYPN3UZ/7q7Mmj8WvsVixYsQ7PC4pgbtYIAX4+GBc0hO1ocsl7VoiZMfEofFGGRob6+MS1GbZEfwsTIwO2o5FacJiGfLkDUZrC4T3YjqAU2tO/YTuCUnC0dNiOUG8cA1O2IyhFVexStiPUG7dnH7YjKIWGk3r1Zr2N+Jn6XZX7Jn6LXu/9GJ816a2U/Zx4/LdS9qNM1HNGCCGEELWjqkOSykBzzgghhBBCVAj1nBFCCCFE7TTkqzWpOCOEEEKI2lH325m8Cw1rEkIIIYSoEOo5I4QQQojaabj9ZlScEUIIIUQNNeSrNak4I4QQQojaacjFGc05I4QQQghRIdRzRgghhBC105AfcETFGSGEEELUDg1rEkIIIYSQD4J6zgghhBCidugJAYQQQgghKqQhzzmjYU1CCCGEEBVCPWeEEEIIUTsN+YIAKs4IIYQQonZoWJMQQgghhHwQ1HNGZMKz1Gc7glJwtHTYjqAcPPX/0eVo67EdQTk0eGwnqDeuuS3bEZRDk892AuXQ0GI7gVqgYU1CCCGEEBVCt9IghBBCCFEhYppzRgghhBBCPgTqOSOEEEKI2qFhTUIIIYQQFULDmoQQQgghH7no6Gh4eHjAwMAAFhYWGDhwIFJSUqTWqaiowIQJE2Bqagp9fX0MHjwYubm5ch2HijNCCCGEqB1GSf/J49SpU5gwYQIuXLiAY8eOoaqqCr1790ZpaalknW+++QYHDhxAQkICTp06haysLAwaNEiu49CwJiGEEELUDhvDmkeOHJF6vXHjRlhYWODKlSvo2rUrioqKEBsbi23btsHb2xsAEB8fD1dXV1y4cAEdO3aU6TjUc0YIIYSQj5ZQKERxcbHUIhQKZdq2qKgIAGBiYgIAuHLlCqqqqtCzZ0/JOi4uLmjatCnOnz8vcyYqzgghhBCidpQ1rBkdHQ0jIyOpJTo6us7ji8ViTJkyBZ06dUKLFi0AADk5OdDS0oKxsbHUupaWlsjJyZH53GhYkxBCCCFqR1nDmhEREZg6dapUG59f96PAJkyYgJs3b+Ls2bNKyfE6Ks4IIYQQ8tHi8/kyFWOvmzhxIg4ePIjTp0+jSZMmknaBQIDKykoUFhZK9Z7l5uZCIBDIvH8a1iSEEEKI2mHjak2GYTBx4kTs3bsXJ0+ehL29vdT77dq1g6amJk6cOCFpS0lJQUZGBjw9PWU+DvWcEUIIIUTtMIz4gx9zwoQJ2LZtG/78808YGBhI5pEZGRlBR0cHRkZGCA0NxdSpU2FiYgJDQ0NMmjQJnp6eMl+pCVBxRgghhBA1JGbh8U1r1qwBAHTv3l2qPT4+HsHBwQCAmJgYcLlcDB48GEKhED4+Pli9erVcx6HijBBCCCFEBowMFyFoa2tj1apVWLVqlcLHoeJMjXE4nHe+P2/ePERGRta63vbt2zFs2LD3FU1mvGbu0PIeBK6NA7hGpiiPXYjqGxfYjiWXnUfOYNfRM8jKfw4AcLARYEyAL7p84s5ysrrF/nEEP/++DyP6e2Nm2JBa1/nzxL/4/tfNUm1amhq4nLDyQ0SUW+8hYcjKyavRPmxgX8yZOpaFRPLT7DQAPJf24Jo1BqorIcq8j8oTO8A8y2Y7Wp0a2veUSCTC6titOPj3STx9VgBzMxMM7NsLY4KH1/k7WNXkPivAik17cPbqTVQIK2FjZY4fJgXD3cmO7WgKkaVQUldUnKmx7Oz//aLeuXMn5s6dK/WML319fcm/4+Pj0adPH8nrN+/Bwhq+NkRZqahKOgad0O/YTqMQS1NjTAn0R1MrczBgsP+fJExe8ht2/TgLjk2t2I73VjfvpyHh6Bk421nXua6+rjb2r5ovea3Kf5R2/PYTxKL/zUW5n5qO8Klz0btHJxZTyYdr64Lqy8chynoIDpcHTe8h0B4xC+VrZgBVst0ckw0N8XsqdksCdu77CwvnfAtHe1vcunsPcxbGQF9fD4EB/mzHk1lxSSmCZi2FR4vmWD33azQyMkBGVi4M9XXZjqYwNoY1PxQqztTY65flGhkZgcPhvPVSXWNjY7ku4/1QRHeuQHTnCtsx6qW7R0up11+PGIBdf5/F9XupKluclZVXICImDpETAvHbrkN1rs8BB2aNjD5AsvozMZbOuWHrbthYC+DRpgVLieQn3LZU8m8GgPDPddCbthZcK3uIM+6yF+wdGur3VPLNO+jRpSO6eX0KALC2ssShY6dw43ZKHVuqlrg/jsLSrBF+mBwsaWtiacZeIPJOdCuNj8SECRNgZmaGTz/9FHFxcQ26O5hNIpEYh89eRnlFJVo3t697A5Ys/G0HurRrgY6tXWVav6xCCJ/w2egVGoGvF63Gg4ys95xQOaqqqnDwWCI+79tTZXtmZMHhv+zdYMpLWE7ydg31e6pNC1ckXU5GWsZjAMDd+49w9fotdOnYnuVk8km8eA3uDrb4dsladPvqWwyZ8gN2/32G7Vj1wjCMUhZVRD1nH4GoqCh4e3tDV1cXf//9N8aPH4+SkhJ8/fXXbEdrMO6lP8HI2T+hsrIautp8rJgRDgcb1ew1O3zmEu48zMD2ZREyrW9nLcD8SV/B2dYaJWXl2LjvGL6atRR7fpkHgVmj95y2fk6cScKLklIM9P2M7Sj1wIGWz0iIMlLA5D9mO0ytGvL3VNjIISgtK4Pfl6PB43IhEovx9egg9PfxZjuaXB7n5mPXkVMY6d8LYQF9cet+Gpas3wFNDR78vb3YjqcQNh58/qFQcfYR+P777yX/btu2LUpLS/Hjjz++tTgTCoU1HvpaWS0CX4P3XnOqM/vGlkhYFoGSsnIcO/8f5qz8HXFRk1WuQMvJf44lG3bht/mTwdfSlGmb1i7N0Nql2WuvHTBwYiR2Hz2DiSMGvK+oSrHnr2Po3KEdLMxM2Y6iMK2+weBaNEFFfBTbUWrV0L+njpw8jYN//4MlkTPgaG+Lu/cfYcnP62BhZgL/vr3YjiczMcPA3cEWk0d+DgBwbdYUD9KzkHDktNoWZw0ZFWcfoQ4dOuCHH36AUCis9ZEV0dHRmD9/vlTbrA5OmN2x+YeKqHY0NTXQ1MocAODm0BQ3H2Rg61+JmDt2OMvJpN1+mIHnRS8wdOoiSZtILMaV2w+w41AiLiesBI/37tkOmho8uDSzQUYtV0SqkqycPFy4cg0rfpjFdhSFafUJAs+pLSo2/QDmxXO249SqoX9P/bQqFmGBQ9C3Z3cAgLODPbJz8rDh911qVZyZNzJCM5vGUm32NgIcP3+VpUT1J+/d/dUJFWcfoeTkZDRq1OitzxKr7SGwlbPZv+2GOhEzDCqrqtmOUUOH1i744+fvpdrm/roZ9tYCjBrUu84/osDLeXX305+gSzvVnmC/99BxmBgboaunB9tRFKLVJwg8l/ao2LwATGE+23HeqqF/T1VUCMHhSs9X5HK5ajek1sbVEWlZOVJt6U9yYWVuwlKi+lPV+WLKQMVZA3fgwAHk5uaiY8eO0NbWxrFjx7Bo0SJMmzbtrdvU9hDYF+9rSFNLG1zz/w39cUwswbW2B1NaotJ/kF7385Y/0amtO6zMG6G0vAKHz1zG5Vv3sfb78WxHq0FPRxtOttK3OdDha8HIQE/SPntFPCxNjSXDH2t3/oVWzvZoamWO4tJybNz3N7Lzn2NQL9W9NYVYLMa+wyfg38cbGmo4HK/lGwyNll6o2LkcEFaAo/fyqkZGWAZUV7GcTlpD/57q3qkD1m/aAStLCzja2+LOvQfYvHMPPu/Xm+1ochk5oCe+mrkY6xMOwadze9y4l4rdf5/BvPEj2Y5GakHFWQOnqamJVatW4ZtvvgHDMHB0dMTy5csRHh7OdjQAAK+pI3QnRktea38eBgCoungCFdtWsJRKPs+LSjDn183ILyiGvq42nG2tsfb78fCU8ao1VZOT/xzc165sLC4pxfzVW/C0oBiG+rpwc2iKzYunw+GNIRJVcv7yNWTn5uPzfj3ZjqIQTY+Xw2U6QdI9UsI/16H62mk2ItWLOn9Pzf5mHH5dvxkLlq3C84JCmJuZIMC/L8aN+pLtaHJp4WSHmIjx+Pn3PVi38yCsLc0wI2wo+nXvwHY0hTXk+5xxmIbcL0iU5sUUP7YjKIVWWAO5QpWn/p+ruCaq94dYEZXrVHOivjw0AsLYjqAUXHNbtiMohfhpJtsR6o3v0u29H8PM0Fkp+3lafE8p+1Em9f8NTwghhJCPjrrN+5MH3YSWEEIIIUSFUM8ZIYQQQtROQ56VRcUZIYQQQtROQ74ggIY1CSGEEEJUCPWcEUIIIUTt0LAmIYQQQogKoas1CSGEEELIB0E9Z4QQQghRO/Tgc0IIIYQQFULDmoQQQggh5IOgnjNCCCGEqB26WpMQQgghRIXQnDNCCCGEEBXSkHvOaM4ZIYQQQogKoZ4zQgghhKidhtxzRsUZIYQQQtROwy3NaFiTEEIIIUS1MISogIqKCmbevHlMRUUF21HqpSGcR0M4B4ah81AlDeEcGKZhnEdDOIePAYdhGvCgLVEbxcXFMDIyQlFREQwNDdmOo7CGcB4N4RwAOg9V0hDOAWgY59EQzuFjQMOahBBCCCEqhIozQgghhBAVQsUZIYQQQogKoeKMqAQ+n4958+aBz+ezHaVeGsJ5NIRzAOg8VElDOAegYZxHQziHjwFdEEAIIYQQokKo54wQQgghRIVQcUYIIYQQokKoOCOEEEIIUSFUnBFCCCGEqBAqzohS5eTkYNKkSWjWrBn4fD5sbGzg5+eHEydOyLT9xo0bYWxsLNO6Li4u4PP5yMnJqUfimoKDg8HhcDB27Nga702YMAEcDgfBwcFS6y5evFhqvX379oHD4UheJyYmgsPhoLCwsNZjRkZGok2bNqxk53A40NTUhL29PWbMmIGKigqp7V6tw+FwYGRkhE6dOuHkyZNS69T3607U09u+h9auXSv1fVPbkpaWhsjIyFrfc3FxUXrW/Px8jBs3Dk2bNgWfz4dAIICPjw/OnTsHALh27RoGDBgACwsLaGtrw87ODkOHDkVeXt5bc76+vCktLQ2hoaGwt7eHjo4OHBwcMG/ePFRWVir9HBYuXFhnvsTERIhEIixevBguLi7Q0dGBiYkJOnTogA0bNrz1mK9+d71adHR04O7ujt9++03h8yB1o+KMKE1aWhratWuHkydP4scff8SNGzdw5MgR9OjRAxMmTFDqsc6ePYvy8nJ88cUX2LRpk1L3DQA2NjbYsWMHysvLJW0VFRXYtm0bmjZtKrWutrY2lixZgoKCAqXnUIQ82fv06YPs7Gw8evQIMTExWLduHebNm1djn/Hx8cjOzsa5c+dgZmaG/v3749GjRwA+zNc9MzMTISEhaNy4MbS0tGBra4vJkyfj2bNnknW6d+8ODoeDHTt2SG27YsUK2NnZSV7X9QEgODgYAwcOVEru2shyLgBw69YtDBkyBObm5uDz+XB2dsbcuXNRVlYmtZ6dnZ3kD6eenh4++eQTJCQkvLf8b6rteyg1NRXZ2dmSxdPTE+Hh4VJtNjY2AAB3d3ep9uzsbJw9e1bpOQcPHoz//vsPmzZtwr1797B//350794dz549Q35+Pj777DOYmJjg6NGjuHPnDuLj49G4cWOUlpZi2rRpUvmaNGmCqKgoqbY33b17F2KxGOvWrcOtW7cQExODtWvXYvbs2Uo/h5YtW0plGTJkiOTr8mrx8vLC/PnzERMTgx9++AG3b9/GP//8g9GjR7/1Q+PrUlJSkJ2djdu3b2PMmDEYN24cffh6n9h9tCdpSHx9fRlra2umpKSkxnsFBQUMwzBMeno6M2DAAEZPT48xMDBgAgICmJycHMl68fHxjJGRUZ3HCg4OZmbNmsUcPnyYcXZ2VtYpMAzDMEFBQYy/vz/TokULZsuWLZL2rVu3Mq1atWL8/f2ZoKAgybr9+/dnXFxcmOnTp0vW3bt3L/P6j9c///zDAJD8f3jTvHnzmNatW3/w7P7+/lLbDxo0iGnbtq1UGwBm7969ktdPnjxhADBr165lGEa2r3t9PHz4kLGwsGA6d+7MJCYmMunp6cyhQ4cYd3d3xsnJiXn27BnDMAzTrVs3Rltbm3FwcGAqKysl28fExDC2traS13V9j9X2/0VZZD2X8+fPM3p6eoy/vz+TlJTEpKWlMbt27WJsbGwYLy8vRigUSvZpa2vLREVFMdnZ2UxKSgozevRohsPhMOfOnXsv5/A6Wb+HunXrxkyePLnG9sr6vq9LQUEBA4BJTEys9f29e/cyGhoaTFVVlUz7s7W1ZWJiYuTOsXTpUsbe3l7u7Rim7nN43du+h1u3bs1ERkbKddy3/e5ycHBgli5dKte+iOyo54woxfPnz3HkyBFMmDABenp6Nd43NjaGWCyGv78/nj9/jlOnTuHYsWN49OgRhg4dKtexXrx4gYSEBAQGBqJXr14oKirCmTNnlHUqEiEhIYiPj5e8jouLw6hRo2qsx+PxsGjRIvz66694/Pix0nMoQtbsr7t58yb+/fdfaGlpvXM9HR0dAEBlZaVMX/f6mjBhArS0tPD333+jW7duaNq0KXx9fXH8+HE8efIE3333nWTd4cOHo7CwEOvXr6/3cd8HWc6FYRiEhobC1dUVe/bswaeffgpbW1sEBATgwIEDOH/+PGJiYqT2a2BgAIFAAGdnZ6xatQo6Ojo4cODABz8/Wb+HPjR9fX3o6+tj3759EAqFNd4XCASorq7G3r17wbzHW38WFRXBxMREoW3rOgdZCAQCnDx5Evn5+QptDwAMw+DIkSPIyMhAhw4dFN4PeTcqzohSPHjwAAzDvHOuyIkTJ3Djxg1s27YN7dq1Q4cOHbB582acOnUKly5dkvlYO3bsgJOTE9zd3cHj8TBs2DDExsYq4zSkBAYG4uzZs0hPT0d6ejrOnTuHwMDAWtf9/PPP0aZNm1qHBNkga/aDBw9CX18f2traaNmyJfLy8jB9+vS37resrAxz5swBj8dDt27dZPq618fz589x9OhRjB8/XlIUviIQCDBixAjs3LlT8gfV0NAQ3333HaKiolBaWvpeMilK1nNJTk7G7du3MXXqVHC50r+iW7dujZ49e2L79u1vPY6GhgY0NTXrNbdJHvJ+D73pxo0bksLj1VLbnMn60NDQwMaNG7Fp0yYYGxujU6dOmD17Nq5fvw4A6NixI2bPno0vv/wSZmZm8PX1xY8//ojc3FylZXjw4AF+/fVXjBkz5r2cgyyWL1+O/Px8CAQCtGrVCmPHjsXhw4dl2rZJkybQ19eHlpYW+vXrh3nz5qFr164KnQupGxVnRClk+bR5584d2NjYSOaaAICbmxuMjY1x584dmY8VFxcnVWgEBgYiISEBL168kC90HczNzdGvXz9s3LgR8fHx6NevH8zMzN66/pIlS7Bp0ya5zuV9kTV7jx49kJycjKSkJAQFBWHUqFEYPHhwjfWGDx8OfX19GBgY4I8//kBsbCxatWr1XnsZAOD+/ftgGAaurq61vu/q6oqCggKpnoDx48dDW1sby5cvf6/Z5CXrudy7d0/y+m3rvVrnTZWVlYiOjkZRURG8vb2VE7wOsn4PvU3z5s2RnJwstURFRSk95+DBg5GVlYX9+/ejT58+SExMxCeffIKNGzcCABYuXIicnBysXbsW7u7uWLt2LVxcXHDjxo069z127Fip4vJNT548QZ8+fRAQEIDw8PD3dg51cXNzw82bN3HhwgWEhIQgLy8Pfn5+CAsLAwBs3bpV6jxeH5E4c+aM5OuzYcMGLFq0CGvWrFH4XMi7UXFGlMLJyQkcDgd37959r8e5ffs2Lly4gBkzZkBDQwMaGhro2LEjysrKakwEV4aQkBDJp9WQkJB3rtu1a1f4+PggIiJC6TkUIUt2PT09ODo6onXr1oiLi0NSUlKtvZAxMTFITk5GTk4OcnJyEBQUBODDfd3rKgJfH0bj8/mIiorCsmXL8PTp0/eaSxGyFrTvWu/NYcOZM2dCX18furq6WLJkCRYvXox+/frVK6esZP0eehstLS04OjpKLRYWFu8lq7a2Nnr16oXvv/8e//77L4KDg6V6u01NTREQEIBly5bhzp07aNy4MZYtW1bnfqOioqSKy9dlZWWhR48e8PLyUsoVjnWdQ124XC48PDwwZcoU7NmzBxs3bkRsbCxSU1MxYMAAqfNo3769ZDt7e3s4OjrC3d0do0aNwsiRI7Fw4cJ6nw+pHRVnRClMTEzg4+ODVatW1TqcVFhYCFdXV2RmZiIzM1PSfvv2bRQWFsLNzU2m48TGxqJr1664du2a1C+RqVOnvpehzT59+qCyshJVVVXw8fGpc/3FixdL5gWxTd7sXC4Xs2fPxpw5c6Su9AReDrs5OjrC3Nxcql2Wr3t9ODo6gsPhvLU38s6dOzA3N68xty0wMBC2trZYsGBBvY6vTLKei5OTk+T129ZzdnaWaps+fTqSk5Px+PFjFBQUYObMmcoNL6N3fQ+pIjc3t7cOf2tpacHBwUGm4XELCwup4vKVJ0+eoHv37mjXrh3i4+NrDFMrw7vOQdbtAaC0tBQGBgZS5/Hm8PvreDyeWnyN1RUVZ0RpVq1aBZFIhE8//RR//PEH7t+/jzt37uCXX36Bp6cnevbsiZYtW2LEiBG4evUqLl68iK+++grdunWT+oQmEolqDHPcuXMHVVVV+P333zF8+HC0aNFCagkLC0NSUhJu3bql1HPi8Xi4c+cObt++DR6PV+f6r87vl19+qfX9GzduSJ3XtWvXlJr3dfJmB4CAgADweDysWrVK5uPU9XWvD1NTU/Tq1QurV6+u8YcgJycHW7duldy37XVcLhfR0dFYs2YN0tLS6pVBWWQ9l7Zt28LFxQUxMTEQi8VS6127dg3Hjx+vcc5mZmZwdHSEQCCo9Z5bH5K830PV1dWSHtlXizLnegHAs2fP4O3tjS1btuD69etITU1FQkICli5dCn9/fxw8eBCBgYE4ePAg7t27h5SUFCxbtgyHDh2Cv7+/Qsd8VZg1bdoUy5YtQ35+vuT83sc5yOKLL75ATEwMkpKSkJ6ejsTEREyYMAHOzs51zhvNy8tDTk4O0tPTkZCQgN9//13h/zekbhpsByANR7NmzXD16lUsXLgQ3377LbKzs2Fubo527dphzZo14HA4+PPPPzFp0iR07doVXC4Xffr0wa+//iq1n5KSErRt21aqzcHBAUuWLMGzZ8/w+eef1zi2q6srXF1dERsbq/S5RoaGhnKtHxUVhZ07d9b63psTaHk8HqqrqxXOVhd5s2toaGDixIlYunQpxo0bV+sVmG+q6+teXytXroSXlxd8fHywYMEC2Nvb49atW5g+fbrk3l+16devHzp06IB169bB0tJS6r1XHwBex+fz3zrPS1lkORcOh4MNGzagd+/eGDx4MCIiIiAQCJCUlIRvv/0WPj4+Ck8q/xDk/R66desWrKyspNr4fH6NmyHXh76+Pjp06ICYmBg8fPgQVVVVsLGxQXh4OGbPno3s7Gzo6uri22+/RWZmJvh8PpycnLBhwwaMHDlSoWMeO3YMDx48wIMHD9CkSROp9xSZq1nXOcjCx8cH27dvl8xLFAgE8Pb2RmRkJDQ03l0ONG/eHMDLr6+NjQ3GjBmDyMhIuc+DyIiN+3cQQog8UlNTmaCgIMbS0pLhcDgMAGbQoEFMaWmpZJ3a7qX177//MgBq3OcMQI3FwcGBYZj3e58zWc+FYRjm+vXrzODBgxkTExNJxokTJ9a4F5ei99wihKguDsO858utCCFEyebNm4fly5fj2LFj6NixI9tx6kWWcxGLxQgNDcXRo0dx6tQpybw0QkjDRMUZ+b/27h8kvTWO4/hHcohSLCiySSjMIUQcXBrMoUAiB6ElXKK5pCFoiEQKGoIiiBprMgki6Y/RUDaEW1S0tYS4CE0VRhFhdxPid6/3Ltk5t/cLDnjO4/l6vtvnnOeRA5jS1taWnp6eFI/Hv2WhdT39l14qlYrW1tZkt9v/9Z/DAMyNcAYAAGAg5r7dBAAA+J8hnAEAABgI4QwAAMBACGcAAAAGQjgDAAAwEMIZAHyjUCikqampn74MACZCOAPw61kslpobr6kBUE+8WxPAr1cqlaqfd3Z2lEgkdHd3Vz1ms9l+4rIA/FI8OQPw6zmdzurmcDhksViq+y8vL4rFYuro6JDNZlMgENDp6emX8zc2NuR2u9XY2KiOjg6NjIz8429ls1k5HA6lUqnvbguASRHOAKCGcrmsoaEhnZ2d6fr6WuFwWJFIRMViUZJ0eXmpeDyu+fl53d3d6eTkRMFg8G9rbW9va3R0VKlUSrFYrJ5tADARpjUBoAafzyefz1fdX1hYUCaT0cHBgSYmJlQsFtXc3Kzh4WHZ7Xa5XC75/f4/6qyvr2t2dlaHh4fq7++vZwsATIZwBgA1lMtlJZNJZbNZlUolfXx86PX1tfrkbHBwUC6XS11dXQqHwwqHw4pGo2pqaqrW2N3d1cPDg/L5vAKBwE+1AsAkmNYEgBqmp6eVyWS0uLioi4sL3dzcyOv16v39XZJkt9t1dXWldDqtzs5OJRIJ+Xw+PT4+Vmv4/X61t7drc3NTn5+fP9QJALMgnAFADfl8XmNjY4pGo/J6vXI6nSoUCl++Y7VaNTAwoKWlJd3e3qpQKCiXy1XHu7u7dX5+rv39fU1OTta5AwBmw7QmANTgdru1t7enSCQii8Wiubk5VSqV6vjR0ZHu7+8VDAbV2tqq4+NjVSoVeTyeL3V6enp0fn6uUCgkq9Wq1dXVOncCwCwIZwBQw8rKisbHx9XX16e2tjbNzMzo+fm5Ot7S0qK9vT0lk0m9vb3J7XYrnU6rt7f3j1oej0e5XE6hUEgNDQ1aXl6uZysATMLyyQIIAAAAw2DNGQAAgIEQzgAAAAyEcAYAAGAghDMAAAADIZwBAAAYCOEMAADAQAhnAAAABkI4AwAAMBDCGQAAgIEQzgAAAAyEcAYAAGAgfwHoykEUoutzHAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(glue, annot=glue.rank(axis=\"columns\")) # Auch Rank möglich!" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grouped Barplot\n", "\n", "glue.plot(kind='bar', figsize=(10, 6), xlabel='Model', ylabel='Score', title='Scores by Model and Task', rot=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Was sieht besser aus?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Aufgabe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Lade das Cars Dataset `cars.csv`\n", "* Führe zuerst notwendige Vorverarbeitungsschritte durch (sind (viele) Werte leer, unmöglich, Normalisieren, etc.) und Informieren Sie sich auch über das Dataset (zBsp. über https://www.kaggle.com/datasets/goyalshalini93/car-data)\n", "* Geben Sie verschiedene Zentral und Streumaße an für Features, wo Sie es für notwendig halten\n", "* Testen Sie die verschiedenen, bisher gelernten, Visualisierungsmöglichkeiten und Visualisieren Sie die Daten in einigen *sinnvollen* Grafiken\n", "* Dokumentieren Sie alle Ergebnisse!" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "# Your code here" ] } ], "metadata": { "kernelspec": { "display_name": "dsai", "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": "3.9.20" } }, "nbformat": 4, "nbformat_minor": 2 }