{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Основы программирования в Python\n", "\n", "*Алла Тамбовцева, НИУ ВШЭ*\n", "\n", "\n", "## Библиотека pandas. Продолжение." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Группировка и агрегирование: методы `.groupby()` и `.agg()`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Часто случается, что данные необходимо сгруппировать по какому-то признаку – по значениям определенной переменной. На входе имеется таблица (датафрейм), а на выходе хочется получить несколько таблиц: отдельная таблица для каждого значения. Давайте рассмотрим такой пример. У нас есть база данных с результатами выборов, и нам нужно сгруппировать данные по регионам. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Для начала импортируем библиотеку pandas и загрузим файл с данными." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Для разнообразия загрузим файл по ссылке с Github:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(\"elect.csv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "В таблице сохранены результаты выборов президента России 2012 года. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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linkuikkom1kom2kom3kom4kom5123...181920212223абвг
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" ], "text/plain": [ " link uik \\\n", "0 http://www.adygei.vybory.izbirkom.ru/region/ad... 1 \n", "1 http://www.adygei.vybory.izbirkom.ru/region/ad... 2 \n", "2 http://www.adygei.vybory.izbirkom.ru/region/ad... 3 \n", "3 http://www.adygei.vybory.izbirkom.ru/region/ad... 4 \n", "4 http://www.adygei.vybory.izbirkom.ru/region/ad... 5 \n", "\n", " kom1 kom2 kom3 kom4 kom5 1 2 \\\n", "0 Республика Адыгея (Адыгея) Адыгейская УИК №1 NaN NaN 2383.0 2147.0 \n", "1 Республика Адыгея (Адыгея) Адыгейская УИК №2 NaN NaN 2865.0 2586.0 \n", "2 Республика Адыгея (Адыгея) Адыгейская УИК №3 NaN NaN 2821.0 2558.0 \n", "3 Республика Адыгея (Адыгея) Адыгейская УИК №4 NaN NaN 2069.0 1868.0 \n", "4 Республика Адыгея (Адыгея) Адыгейская УИК №5 NaN NaN 777.0 705.0 \n", "\n", " 3 ... 18 19 20 21 22 23 а б в г \n", "0 0.0 ... 0.0 24.0 382.0 28.0 71.0 1066.0 NaN NaN NaN NaN \n", "1 0.0 ... 0.0 51.0 453.0 49.0 104.0 1174.0 NaN NaN NaN NaN \n", "2 0.0 ... 0.0 36.0 481.0 24.0 107.0 1025.0 NaN NaN NaN NaN \n", "3 0.0 ... 0.0 0.0 414.0 0.0 48.0 784.0 NaN NaN NaN NaN \n", "4 0.0 ... 0.0 19.0 138.0 4.0 7.0 286.0 NaN NaN NaN NaN \n", "\n", "[5 rows x 34 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 90003 entries, 0 to 90002\n", "Data columns (total 34 columns):\n", "link 90003 non-null object\n", "uik 90003 non-null int64\n", "kom1 90003 non-null object\n", "kom2 90003 non-null object\n", "kom3 89618 non-null object\n", "kom4 0 non-null float64\n", "kom5 0 non-null float64\n", "1 89994 non-null float64\n", "2 89994 non-null float64\n", "3 89994 non-null float64\n", "4 89994 non-null float64\n", "5 89994 non-null float64\n", "6 89994 non-null float64\n", "7 89994 non-null float64\n", "8 89994 non-null float64\n", "9 89994 non-null float64\n", "10 89994 non-null float64\n", "11 89994 non-null float64\n", "12 89994 non-null float64\n", "13 89994 non-null float64\n", "14 89994 non-null float64\n", "15 89994 non-null float64\n", "16 89994 non-null float64\n", "17 89994 non-null float64\n", "18 89994 non-null float64\n", "19 89994 non-null float64\n", "20 89994 non-null float64\n", "21 89994 non-null float64\n", "22 89994 non-null float64\n", "23 89994 non-null float64\n", "а 0 non-null float64\n", "б 0 non-null float64\n", "в 0 non-null float64\n", "г 0 non-null float64\n", "dtypes: float64(29), int64(1), object(4)\n", "memory usage: 23.3+ MB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Таблица достаточно большая, поэтому давайте выберем те столбцы, которые понадобятся нам для работы. Какие именно? Столбцы в этой базе имеют порядковый номер строки в таблице на [сайте]() Центральной избирательной комиссии.\n", "\n", "Выберем столбцы, которые соответствуют уровням комиссий, а также следующим показателям: общее число зарегистрированных избирателей, число недействительных бюллетеней, число действительных бюллетеней, число голосов за Жириновского, Зюганова, Миронова, Прохорова и Путина." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "d = df[[\"kom1\", \"kom2\", \"kom3\", \n", " \"1\", \"9\", \"10\", \"19\", \n", " \"20\", \"21\", \"22\", \"23\"]]" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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0Республика Адыгея (Адыгея)АдыгейскаяУИК №12383.019.01571.024.0382.028.071.01066.0
1Республика Адыгея (Адыгея)АдыгейскаяУИК №22865.029.01831.051.0453.049.0104.01174.0
2Республика Адыгея (Адыгея)АдыгейскаяУИК №32821.031.01673.036.0481.024.0107.01025.0
3Республика Адыгея (Адыгея)АдыгейскаяУИК №42069.00.01246.00.0414.00.048.0784.0
4Республика Адыгея (Адыгея)АдыгейскаяУИК №5777.08.0454.019.0138.04.07.0286.0
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" ], "text/plain": [ " kom1 kom2 kom3 1 9 10 19 \\\n", "0 Республика Адыгея (Адыгея) Адыгейская УИК №1 2383.0 19.0 1571.0 24.0 \n", "1 Республика Адыгея (Адыгея) Адыгейская УИК №2 2865.0 29.0 1831.0 51.0 \n", "2 Республика Адыгея (Адыгея) Адыгейская УИК №3 2821.0 31.0 1673.0 36.0 \n", "3 Республика Адыгея (Адыгея) Адыгейская УИК №4 2069.0 0.0 1246.0 0.0 \n", "4 Республика Адыгея (Адыгея) Адыгейская УИК №5 777.0 8.0 454.0 19.0 \n", "\n", " 20 21 22 23 \n", "0 382.0 28.0 71.0 1066.0 \n", "1 453.0 49.0 104.0 1174.0 \n", "2 481.0 24.0 107.0 1025.0 \n", "3 414.0 0.0 48.0 784.0 \n", "4 138.0 4.0 7.0 286.0 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Теперь присвоим столбцам более информативные названия:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "d.columns = [\"region\", \"tik\", \"uik\", \n", " \"total\", \"invalid\", \"valid\", \n", " \"Zh\", \"Zu\", \"Mi\", \"Pr\", \"Pu\"]" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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regiontikuiktotalinvalidvalidZhZuMiPrPu
0Республика Адыгея (Адыгея)АдыгейскаяУИК №12383.019.01571.024.0382.028.071.01066.0
1Республика Адыгея (Адыгея)АдыгейскаяУИК №22865.029.01831.051.0453.049.0104.01174.0
2Республика Адыгея (Адыгея)АдыгейскаяУИК №32821.031.01673.036.0481.024.0107.01025.0
3Республика Адыгея (Адыгея)АдыгейскаяУИК №42069.00.01246.00.0414.00.048.0784.0
4Республика Адыгея (Адыгея)АдыгейскаяУИК №5777.08.0454.019.0138.04.07.0286.0
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" ], "text/plain": [ " region tik uik total invalid valid \\\n", "0 Республика Адыгея (Адыгея) Адыгейская УИК №1 2383.0 19.0 1571.0 \n", "1 Республика Адыгея (Адыгея) Адыгейская УИК №2 2865.0 29.0 1831.0 \n", "2 Республика Адыгея (Адыгея) Адыгейская УИК №3 2821.0 31.0 1673.0 \n", "3 Республика Адыгея (Адыгея) Адыгейская УИК №4 2069.0 0.0 1246.0 \n", "4 Республика Адыгея (Адыгея) Адыгейская УИК №5 777.0 8.0 454.0 \n", "\n", " Zh Zu Mi Pr Pu \n", "0 24.0 382.0 28.0 71.0 1066.0 \n", "1 51.0 453.0 49.0 104.0 1174.0 \n", "2 36.0 481.0 24.0 107.0 1025.0 \n", "3 0.0 414.0 0.0 48.0 784.0 \n", "4 19.0 138.0 4.0 7.0 286.0 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.head() # опять посмотрим" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Посмотрим теперь, какие регионы есть в базе. Выбрать столбец *region* в таком случае будет не совсем удачно, поскольку в нем будет много повторяющихся значений. Посмотрим только на уникальные:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Республика Адыгея (Адыгея)', 'Республика Алтай',\n", " 'Республика Башкортостан', 'Республика Бурятия',\n", " 'Республика Дагестан', 'Ðåñïóáëèêà Äàãåñòàí',\n", " 'Республика Ингушетия', 'Кабардино-Балкарская Республика',\n", " 'Республика Калмыкия', 'Карачаево-Черкесская Республика',\n", " 'Республика Карелия', 'Республика Коми', 'Республика Марий Эл',\n", " 'Республика Мордовия', 'Республика Саха (Якутия)',\n", " 'Республика Северная Осетия - Алания', 'Республика Тыва',\n", " 'Удмуртская Республика', 'Республика Хакасия',\n", " 'Чувашская Республика - Чувашия', 'Алтайский край',\n", " 'Забайкальский край', 'Камчатский край', 'Краснодарский край',\n", " 'Красноярский край', 'Пермский край', 'Приморский край',\n", " 'Ставропольский край', 'Хабаровский край', 'Õàáàðîâñêèé êðàé',\n", " 'Амурская область', 'Архангельская область',\n", " 'Астраханская область', 'Белгородская область', 'Брянская область',\n", " 'Владимирская область', 'Волгоградская область',\n", " 'Вологодская область', 'Воронежская область', 'Ивановская область',\n", " 'Иркутская область', 'Калужская область', 'Кемеровская область',\n", " 'Кировская область', 'Костромская область', 'Курганская область',\n", " 'Курская область', 'Ленинградская область', 'Липецкая область',\n", " 'Магаданская область', 'Московская область', 'Мурманская область',\n", " 'Ìóðìàíñêàÿ îáëàñòü', 'Нижегородская область',\n", " 'Новгородская область', 'Новосибирская область', 'Омская область',\n", " 'Оренбургская область', 'Орловская область', 'Пензенская область',\n", " 'Псковская область', 'Ростовская область', 'Рязанская область',\n", " 'Самарская область', 'Саратовская область', 'Сахалинская область',\n", " 'Свердловская область', 'Смоленская область', 'Тамбовская область',\n", " 'Тверская область', 'Томская область', 'Тульская область',\n", " 'Тюменская область', 'Ульяновская область', 'Челябинская область',\n", " 'Город Москва', 'Город Санкт-Петербург', 'Ãîðîä Ñàíêò-Ïåòåðáóðã',\n", " 'Еврейская автономная область', 'Ненецкий автономный округ',\n", " 'Чукотский автономный округ', 'Ямало-Ненецкий автономный округ',\n", " 'Город Байконур (Республика Казахстан)',\n", " 'Территория за пределами РФ'], dtype=object)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.region.unique() # метод unique - уникальные значения" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Видно, что в этом массиве встречаются какие-то крокозябры (названия со странной кодировкой). Давайте уберем эти строки из базы. Воспользуемся методом `str.contains()` для строк:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# отфильтруем с помощью условий\n", "d = d[~d.region.str.contains(\"à\")] # ~ для отрицания" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сгруппируем данные по регионам и посчитаем для каждого региона явку в процентах и процент голосов за каждого кандидата. Группировка осуществляется с помощью метода `.groupby()`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.groupby('region') # пока ничего не увидели" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Что выдает метод `.groupby()`? На самом деле он делает следующее: создает список, состоящий из кортежей. Каждый кортеж – это пара *название группы*-*соответствующий ей фрагмент датафрейма*." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# посмотрим на все сразу\n", "for g in d.groupby('region'):\n", " print(g)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "В таком виде метод `.groupby()` дает нам немного. Мы же хотим не просто получать отдельные таблицы, а агрегировать данные по регионам ‒ суммировать все показатели (число избирателей, бюллетеней, голосов) по каждому региону. Тут на помощь придет метод `.agg()`, который выполняет агрегирование по группам." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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region
Алтайский край1961328.012004.01163426.097961.0261665.045883.083778.0674139.0
Амурская область662320.04708.0394996.039717.067433.013594.023070.0251182.0
Архангельская область988678.05522.0569492.051169.091648.033223.060108.0333344.0
Астраханская область769608.05107.0427496.021918.067662.018595.021873.0297448.0
Белгородская область1210590.010209.0889764.059561.0211079.035601.049807.0533716.0
Брянская область1045083.06922.0692926.042974.0146340.023453.032141.0448018.0
Владимирская область1202174.08484.0629526.053615.0132400.041895.060315.0341301.0
Волгоградская область2003455.012696.01265720.087657.0240998.055325.071142.0810598.0
Вологодская область987574.06596.0601999.049492.093417.040306.057064.0361720.0
Воронежская область1918524.013073.01291271.081081.0292379.047974.069813.0800024.0
Город Байконур (Республика Казахстан)15116.0185.010422.0586.01288.0317.0722.07509.0
Город Москва7309869.087698.04159740.0267418.0814573.0214703.0868736.01994310.0
Город Санкт-Петербург3849426.033331.02355236.0110979.0311937.0157768.0370799.01403753.0
Еврейская автономная область135703.01208.078205.06632.014796.02763.05102.048912.0
Забайкальский край831712.05271.0493136.049612.071636.015015.029466.0327407.0
Ивановская область866474.05338.0513901.037650.095005.023060.037016.0321170.0
Иркутская область1915179.012186.01060537.088419.0242097.041152.094008.0594861.0
Кабардино-Балкарская Республика528147.0418.0385368.011888.053261.011753.08937.0299529.0
Калужская область798196.06327.0500606.037634.0101459.021427.040911.0299175.0
Камчатский край256522.01951.0154696.016504.025009.05430.014015.093738.0
Карачаево-Черкесская Республика319473.0631.0290989.02851.016937.02162.02629.0266410.0
Кемеровская область2076673.016002.01626578.0112067.0133705.037450.075519.01267837.0
Кировская область1125794.07864.0682321.054531.0127982.036005.063993.0399810.0
Костромская область567472.03076.0345513.028204.090714.016094.026517.0183984.0
Краснодарский край3803307.032893.02659197.0176119.0496909.088976.0181844.01715349.0
Красноярский край2192321.016279.01287567.0112222.0235058.046123.0109827.0784337.0
Курганская область751903.04314.0478077.041340.083955.019280.027725.0305777.0
Курская область947765.06350.0600367.049744.0122775.023101.038002.0366745.0
Ленинградская область1281947.010664.0800093.054857.0114951.047518.080874.0501893.0
Липецкая область954695.07751.0618784.044697.0132408.024722.034778.0382179.0
...........................
Республика Калмыкия214497.01242.0131760.03374.023295.03562.08029.093500.0
Республика Карелия558774.03839.0305600.026579.050957.018886.037798.0171380.0
Республика Коми750661.06970.0518810.040314.070135.022738.043759.0341864.0
Республика Марий Эл537932.03984.0377164.024895.084200.015175.024282.0228612.0
Республика Мордовия649355.03796.0577911.013635.042060.06448.09353.0506415.0
Республика Саха (Якутия)614351.03978.0453719.020010.065871.020193.029712.0317933.0
Республика Северная Осетия - Алания512245.03995.0409435.013063.087017.012864.06848.0289643.0
Республика Тыва159341.0860.0146720.02574.06370.02023.02925.0132828.0
Республика Хакасия382578.02819.0244660.020991.050872.08878.019400.0144519.0
Ростовская область3315673.021742.02091438.0132418.0423884.076633.0134461.01324042.0
Рязанская область967998.06508.0614459.047068.0132981.025562.037903.0370945.0
Самарская область2562916.020828.01536839.0117828.0320128.061361.0125423.0912099.0
Саратовская область1991376.012400.01310761.066985.0206818.043267.059006.0934685.0
Сахалинская область398893.02846.0225504.020016.045730.08856.022337.0128565.0
Свердловская область3527808.025560.02048423.0107819.0251690.0113353.0237780.01337781.0
Смоленская область816276.05843.0476106.038246.0111182.020930.032516.0273232.0
Ставропольский край1983954.012448.01183292.083543.0215600.037551.075724.0770874.0
Тамбовская область884888.05570.0614521.028179.0107797.013973.019594.0444978.0
Тверская область1137087.07076.0660420.049384.0131591.032835.059302.0387308.0
Территория за пределами РФ459661.05838.0436093.012006.031785.08674.059942.0323686.0
Томская область787075.05194.0453117.035139.086403.016966.053028.0261581.0
Тульская область1249121.08862.0858707.050218.0147019.029601.043917.0587952.0
Тюменская область1056505.06915.0829264.059083.095398.020455.043047.0611281.0
Удмуртская Республика1218251.09048.0775357.049160.0116277.026803.067362.0515755.0
Ульяновская область1048667.06926.0659233.046384.0160089.027783.037437.0387540.0
Хабаровский край1056125.08733.0645264.068500.0115436.031944.062145.0367239.0
Челябинская область2757879.025366.01704033.097869.0254542.088177.0138907.01124538.0
Чувашская Республика - Чувашия954572.010465.0692492.039707.0144676.031201.038838.0438070.0
Чукотский автономный округ35968.0428.028909.02106.02651.0633.02209.021310.0
Ямало-Ненецкий автономный округ358834.02669.0332293.017456.018738.04979.07807.0283313.0
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" ], "text/plain": [ " total invalid valid \\\n", "region \n", "Алтайский край 1961328.0 12004.0 1163426.0 \n", "Амурская область 662320.0 4708.0 394996.0 \n", "Архангельская область 988678.0 5522.0 569492.0 \n", "Астраханская область 769608.0 5107.0 427496.0 \n", "Белгородская область 1210590.0 10209.0 889764.0 \n", "Брянская область 1045083.0 6922.0 692926.0 \n", "Владимирская область 1202174.0 8484.0 629526.0 \n", "Волгоградская область 2003455.0 12696.0 1265720.0 \n", "Вологодская область 987574.0 6596.0 601999.0 \n", "Воронежская область 1918524.0 13073.0 1291271.0 \n", "Город Байконур (Республика Казахстан) 15116.0 185.0 10422.0 \n", "Город Москва 7309869.0 87698.0 4159740.0 \n", "Город Санкт-Петербург 3849426.0 33331.0 2355236.0 \n", "Еврейская автономная область 135703.0 1208.0 78205.0 \n", "Забайкальский край 831712.0 5271.0 493136.0 \n", "Ивановская область 866474.0 5338.0 513901.0 \n", "Иркутская область 1915179.0 12186.0 1060537.0 \n", "Кабардино-Балкарская Республика 528147.0 418.0 385368.0 \n", "Калужская область 798196.0 6327.0 500606.0 \n", "Камчатский край 256522.0 1951.0 154696.0 \n", "Карачаево-Черкесская Республика 319473.0 631.0 290989.0 \n", "Кемеровская область 2076673.0 16002.0 1626578.0 \n", "Кировская область 1125794.0 7864.0 682321.0 \n", "Костромская область 567472.0 3076.0 345513.0 \n", "Краснодарский край 3803307.0 32893.0 2659197.0 \n", "Красноярский край 2192321.0 16279.0 1287567.0 \n", "Курганская область 751903.0 4314.0 478077.0 \n", "Курская область 947765.0 6350.0 600367.0 \n", "Ленинградская область 1281947.0 10664.0 800093.0 \n", "Липецкая область 954695.0 7751.0 618784.0 \n", "... ... ... ... \n", "Республика Калмыкия 214497.0 1242.0 131760.0 \n", "Республика Карелия 558774.0 3839.0 305600.0 \n", "Республика Коми 750661.0 6970.0 518810.0 \n", "Республика Марий Эл 537932.0 3984.0 377164.0 \n", "Республика Мордовия 649355.0 3796.0 577911.0 \n", "Республика Саха (Якутия) 614351.0 3978.0 453719.0 \n", "Республика Северная Осетия - Алания 512245.0 3995.0 409435.0 \n", "Республика Тыва 159341.0 860.0 146720.0 \n", "Республика Хакасия 382578.0 2819.0 244660.0 \n", "Ростовская область 3315673.0 21742.0 2091438.0 \n", "Рязанская область 967998.0 6508.0 614459.0 \n", "Самарская область 2562916.0 20828.0 1536839.0 \n", "Саратовская область 1991376.0 12400.0 1310761.0 \n", "Сахалинская область 398893.0 2846.0 225504.0 \n", "Свердловская область 3527808.0 25560.0 2048423.0 \n", "Смоленская область 816276.0 5843.0 476106.0 \n", "Ставропольский край 1983954.0 12448.0 1183292.0 \n", "Тамбовская область 884888.0 5570.0 614521.0 \n", "Тверская область 1137087.0 7076.0 660420.0 \n", "Территория за пределами РФ 459661.0 5838.0 436093.0 \n", "Томская область 787075.0 5194.0 453117.0 \n", "Тульская область 1249121.0 8862.0 858707.0 \n", "Тюменская область 1056505.0 6915.0 829264.0 \n", "Удмуртская Республика 1218251.0 9048.0 775357.0 \n", "Ульяновская область 1048667.0 6926.0 659233.0 \n", "Хабаровский край 1056125.0 8733.0 645264.0 \n", "Челябинская область 2757879.0 25366.0 1704033.0 \n", "Чувашская Республика - Чувашия 954572.0 10465.0 692492.0 \n", "Чукотский автономный округ 35968.0 428.0 28909.0 \n", "Ямало-Ненецкий автономный округ 358834.0 2669.0 332293.0 \n", "\n", " Zh Zu Mi Pr \\\n", "region \n", "Алтайский край 97961.0 261665.0 45883.0 83778.0 \n", "Амурская область 39717.0 67433.0 13594.0 23070.0 \n", "Архангельская область 51169.0 91648.0 33223.0 60108.0 \n", "Астраханская область 21918.0 67662.0 18595.0 21873.0 \n", "Белгородская область 59561.0 211079.0 35601.0 49807.0 \n", "Брянская область 42974.0 146340.0 23453.0 32141.0 \n", "Владимирская область 53615.0 132400.0 41895.0 60315.0 \n", "Волгоградская область 87657.0 240998.0 55325.0 71142.0 \n", "Вологодская область 49492.0 93417.0 40306.0 57064.0 \n", "Воронежская область 81081.0 292379.0 47974.0 69813.0 \n", "Город Байконур (Республика Казахстан) 586.0 1288.0 317.0 722.0 \n", "Город Москва 267418.0 814573.0 214703.0 868736.0 \n", "Город Санкт-Петербург 110979.0 311937.0 157768.0 370799.0 \n", "Еврейская автономная область 6632.0 14796.0 2763.0 5102.0 \n", "Забайкальский край 49612.0 71636.0 15015.0 29466.0 \n", "Ивановская область 37650.0 95005.0 23060.0 37016.0 \n", "Иркутская область 88419.0 242097.0 41152.0 94008.0 \n", "Кабардино-Балкарская Республика 11888.0 53261.0 11753.0 8937.0 \n", "Калужская область 37634.0 101459.0 21427.0 40911.0 \n", "Камчатский край 16504.0 25009.0 5430.0 14015.0 \n", "Карачаево-Черкесская Республика 2851.0 16937.0 2162.0 2629.0 \n", "Кемеровская область 112067.0 133705.0 37450.0 75519.0 \n", "Кировская область 54531.0 127982.0 36005.0 63993.0 \n", "Костромская область 28204.0 90714.0 16094.0 26517.0 \n", "Краснодарский край 176119.0 496909.0 88976.0 181844.0 \n", "Красноярский край 112222.0 235058.0 46123.0 109827.0 \n", "Курганская область 41340.0 83955.0 19280.0 27725.0 \n", "Курская область 49744.0 122775.0 23101.0 38002.0 \n", "Ленинградская область 54857.0 114951.0 47518.0 80874.0 \n", "Липецкая область 44697.0 132408.0 24722.0 34778.0 \n", "... ... ... ... ... \n", "Республика Калмыкия 3374.0 23295.0 3562.0 8029.0 \n", "Республика Карелия 26579.0 50957.0 18886.0 37798.0 \n", "Республика Коми 40314.0 70135.0 22738.0 43759.0 \n", "Республика Марий Эл 24895.0 84200.0 15175.0 24282.0 \n", "Республика Мордовия 13635.0 42060.0 6448.0 9353.0 \n", "Республика Саха (Якутия) 20010.0 65871.0 20193.0 29712.0 \n", "Республика Северная Осетия - Алания 13063.0 87017.0 12864.0 6848.0 \n", "Республика Тыва 2574.0 6370.0 2023.0 2925.0 \n", "Республика Хакасия 20991.0 50872.0 8878.0 19400.0 \n", "Ростовская область 132418.0 423884.0 76633.0 134461.0 \n", "Рязанская область 47068.0 132981.0 25562.0 37903.0 \n", "Самарская область 117828.0 320128.0 61361.0 125423.0 \n", "Саратовская область 66985.0 206818.0 43267.0 59006.0 \n", "Сахалинская область 20016.0 45730.0 8856.0 22337.0 \n", "Свердловская область 107819.0 251690.0 113353.0 237780.0 \n", "Смоленская область 38246.0 111182.0 20930.0 32516.0 \n", "Ставропольский край 83543.0 215600.0 37551.0 75724.0 \n", "Тамбовская область 28179.0 107797.0 13973.0 19594.0 \n", "Тверская область 49384.0 131591.0 32835.0 59302.0 \n", "Территория за пределами РФ 12006.0 31785.0 8674.0 59942.0 \n", "Томская область 35139.0 86403.0 16966.0 53028.0 \n", "Тульская область 50218.0 147019.0 29601.0 43917.0 \n", "Тюменская область 59083.0 95398.0 20455.0 43047.0 \n", "Удмуртская Республика 49160.0 116277.0 26803.0 67362.0 \n", "Ульяновская область 46384.0 160089.0 27783.0 37437.0 \n", "Хабаровский край 68500.0 115436.0 31944.0 62145.0 \n", "Челябинская область 97869.0 254542.0 88177.0 138907.0 \n", "Чувашская Республика - Чувашия 39707.0 144676.0 31201.0 38838.0 \n", "Чукотский автономный округ 2106.0 2651.0 633.0 2209.0 \n", "Ямало-Ненецкий автономный округ 17456.0 18738.0 4979.0 7807.0 \n", "\n", " Pu \n", "region \n", "Алтайский край 674139.0 \n", "Амурская область 251182.0 \n", "Архангельская область 333344.0 \n", "Астраханская область 297448.0 \n", "Белгородская область 533716.0 \n", "Брянская область 448018.0 \n", "Владимирская область 341301.0 \n", "Волгоградская область 810598.0 \n", "Вологодская область 361720.0 \n", "Воронежская область 800024.0 \n", "Город Байконур (Республика Казахстан) 7509.0 \n", "Город Москва 1994310.0 \n", "Город Санкт-Петербург 1403753.0 \n", "Еврейская автономная область 48912.0 \n", "Забайкальский край 327407.0 \n", "Ивановская область 321170.0 \n", "Иркутская область 594861.0 \n", "Кабардино-Балкарская Республика 299529.0 \n", "Калужская область 299175.0 \n", "Камчатский край 93738.0 \n", "Карачаево-Черкесская Республика 266410.0 \n", "Кемеровская область 1267837.0 \n", "Кировская область 399810.0 \n", "Костромская область 183984.0 \n", "Краснодарский край 1715349.0 \n", "Красноярский край 784337.0 \n", "Курганская область 305777.0 \n", "Курская область 366745.0 \n", "Ленинградская область 501893.0 \n", "Липецкая область 382179.0 \n", "... ... \n", "Республика Калмыкия 93500.0 \n", "Республика Карелия 171380.0 \n", "Республика Коми 341864.0 \n", "Республика Марий Эл 228612.0 \n", "Республика Мордовия 506415.0 \n", "Республика Саха (Якутия) 317933.0 \n", "Республика Северная Осетия - Алания 289643.0 \n", "Республика Тыва 132828.0 \n", "Республика Хакасия 144519.0 \n", "Ростовская область 1324042.0 \n", "Рязанская область 370945.0 \n", "Самарская область 912099.0 \n", "Саратовская область 934685.0 \n", "Сахалинская область 128565.0 \n", "Свердловская область 1337781.0 \n", "Смоленская область 273232.0 \n", "Ставропольский край 770874.0 \n", "Тамбовская область 444978.0 \n", "Тверская область 387308.0 \n", "Территория за пределами РФ 323686.0 \n", "Томская область 261581.0 \n", "Тульская область 587952.0 \n", "Тюменская область 611281.0 \n", "Удмуртская Республика 515755.0 \n", "Ульяновская область 387540.0 \n", "Хабаровский край 367239.0 \n", "Челябинская область 1124538.0 \n", "Чувашская Республика - Чувашия 438070.0 \n", "Чукотский автономный округ 21310.0 \n", "Ямало-Ненецкий автономный округ 283313.0 \n", "\n", "[80 rows x 8 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.groupby('region').agg('sum')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сначала в `.groupby()` мы указали переменную, по которой нужно выполнить группировку, затем в `.agg()` мы указали функцию, которую нужно выполнить. В нашем случае это `'sum'`, поскольку нам нужно просто сложить все показатели в пределах одного региона. Применять можно и другие функции, например, считать среднее:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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totalinvalidvalidZhZuMiPrPu
region
Алтайский край1053.3447916.446831624.82599452.610634140.52900124.64178344.993555362.051020
Амурская область845.8748406.012771504.46487950.72413886.12132817.36143029.463602320.794381
Архангельская область1004.7540655.611789578.75203352.00101693.13821133.76321161.085366338.764228
Астраханская область1313.3242328.715017729.51535837.402730115.46416431.73208237.325939507.590444
Белгородская область968.4720008.167200711.81120047.648800168.86320028.48080039.845600426.972800
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" ], "text/plain": [ " total invalid valid Zh \\\n", "region \n", "Алтайский край 1053.344791 6.446831 624.825994 52.610634 \n", "Амурская область 845.874840 6.012771 504.464879 50.724138 \n", "Архангельская область 1004.754065 5.611789 578.752033 52.001016 \n", "Астраханская область 1313.324232 8.715017 729.515358 37.402730 \n", "Белгородская область 968.472000 8.167200 711.811200 47.648800 \n", "\n", " Zu Mi Pr Pu \n", "region \n", "Алтайский край 140.529001 24.641783 44.993555 362.051020 \n", "Амурская область 86.121328 17.361430 29.463602 320.794381 \n", "Архангельская область 93.138211 33.763211 61.085366 338.764228 \n", "Астраханская область 115.464164 31.732082 37.325939 507.590444 \n", "Белгородская область 168.863200 28.480800 39.845600 426.972800 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.groupby('region').agg('mean').head() # mean - среднее" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Или сразу несколько статистик. которые можно указать в `.agg()` в виде списка." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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totalinvalidvalidZhZuMiPrPu
meanmedianmeanmedianmeanmedianmeanmedianmeanmedianmeanmedianmeanmedianmeanmedian
region
Алтайский край1053.344791823.06.4468314.0624.825994495.052.61063441.0140.529001109.524.64178315.044.99355522.0362.051020305.5
Амурская область845.874840523.06.0127714.0504.464879326.050.72413831.086.12132852.017.3614309.029.46360212.0320.794381224.0
Архангельская область1004.754065581.55.6117892.0578.752033332.552.00101629.093.13821144.033.76321119.061.08536620.5338.764228230.5
Астраханская область1313.3242321283.58.7150176.0729.515358692.537.40273031.0115.464164100.531.73208222.037.32593922.0507.590444480.0
Белгородская область968.472000802.08.1672006.0711.811200633.047.64880041.0168.863200140.528.48080021.039.84560022.0426.972800397.0
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" ], "text/plain": [ " total invalid valid \\\n", " mean median mean median mean \n", "region \n", "Алтайский край 1053.344791 823.0 6.446831 4.0 624.825994 \n", "Амурская область 845.874840 523.0 6.012771 4.0 504.464879 \n", "Архангельская область 1004.754065 581.5 5.611789 2.0 578.752033 \n", "Астраханская область 1313.324232 1283.5 8.715017 6.0 729.515358 \n", "Белгородская область 968.472000 802.0 8.167200 6.0 711.811200 \n", "\n", " Zh Zu Mi \\\n", " median mean median mean median mean \n", "region \n", "Алтайский край 495.0 52.610634 41.0 140.529001 109.5 24.641783 \n", "Амурская область 326.0 50.724138 31.0 86.121328 52.0 17.361430 \n", "Архангельская область 332.5 52.001016 29.0 93.138211 44.0 33.763211 \n", "Астраханская область 692.5 37.402730 31.0 115.464164 100.5 31.732082 \n", "Белгородская область 633.0 47.648800 41.0 168.863200 140.5 28.480800 \n", "\n", " Pr Pu \n", " median mean median mean median \n", "region \n", "Алтайский край 15.0 44.993555 22.0 362.051020 305.5 \n", "Амурская область 9.0 29.463602 12.0 320.794381 224.0 \n", "Архангельская область 19.0 61.085366 20.5 338.764228 230.5 \n", "Астраханская область 22.0 37.325939 22.0 507.590444 480.0 \n", "Белгородская область 21.0 39.845600 22.0 426.972800 397.0 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.groupby('region').agg(['mean', 'median']).head() # среднее и медиана" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Кроме того, внутри `.agg()` можно указывать свои функции. Например, нас интересует разница между максимальным и минимальным значением. Сначала напишем функцию `my_diff`, которая будет определять такую разность:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def my_diff(x):\n", " return max(x) - min(x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Проверим, как она работает:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "4" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_diff([4, 6, 8]) # все верно, 8 - 4 = 4" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Теперь используем эту функцию внутри `.agg()`:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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totalinvalidvalidZhZuMiPrPu
region
Алтайский край3030.072.02389.0379.0573.0131.0351.01639.0
Амурская область2942.0130.01773.0267.0404.092.0197.01201.0
Архангельская область2953.076.01951.0232.0407.0153.0369.01205.0
Астраханская область2936.0223.01862.0209.0411.0157.0234.01367.0
Белгородская область2998.071.02118.0234.0612.0108.0335.01268.0
\n", "
" ], "text/plain": [ " total invalid valid Zh Zu Mi Pr \\\n", "region \n", "Алтайский край 3030.0 72.0 2389.0 379.0 573.0 131.0 351.0 \n", "Амурская область 2942.0 130.0 1773.0 267.0 404.0 92.0 197.0 \n", "Архангельская область 2953.0 76.0 1951.0 232.0 407.0 153.0 369.0 \n", "Астраханская область 2936.0 223.0 1862.0 209.0 411.0 157.0 234.0 \n", "Белгородская область 2998.0 71.0 2118.0 234.0 612.0 108.0 335.0 \n", "\n", " Pu \n", "region \n", "Алтайский край 1639.0 \n", "Амурская область 1201.0 \n", "Архангельская область 1205.0 \n", "Астраханская область 1367.0 \n", "Белгородская область 1268.0 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d.groupby('region').agg(my_diff).head() # везде смотрим на первые 5 строк" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Всё, что мы пока сделали, очень интересно, но есть проблема: все данные пока даны в абсолютных значениях, не в процентах. Это неудобно. Давайте сгруппируем данные по региону и добавим в базу с агрегированными данными новые столбцы: явка в процентах и проценты голосов за каждого кандидата.\n", "\n", "Для этого необходимо вспомнить, как считается явка и проценты голосов. Явка считается так: суммируем число действительных и недействительных бюллетеней. Чтобы получить явку в процентах, делим явку на общее число зарегистрированных избирателей и домножаем на $100$, чтобы перевести долю в проценты. Проценты голосов за кандидатов считаем от явки, берем число голосов за кандидата, делим на явку и домножаем на $100$. Проделаем это поэтапно. \n", "\n", "Сначала сохраним результат агрегирования в переменную `regs` и добавим новый столбец для явки в абсолютных значениях (в голосах)." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "regs = d.groupby('region').agg('sum')\n", "\n", "# новый столбец - сумма двух старых\n", "regs[\"turnout\"] = regs.invalid + regs.valid " ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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totalinvalidvalidZhZuMiPrPuturnout
region
Алтайский край1961328.012004.01163426.097961.0261665.045883.083778.0674139.01175430.0
Амурская область662320.04708.0394996.039717.067433.013594.023070.0251182.0399704.0
Архангельская область988678.05522.0569492.051169.091648.033223.060108.0333344.0575014.0
\n", "
" ], "text/plain": [ " total invalid valid Zh Zu \\\n", "region \n", "Алтайский край 1961328.0 12004.0 1163426.0 97961.0 261665.0 \n", "Амурская область 662320.0 4708.0 394996.0 39717.0 67433.0 \n", "Архангельская область 988678.0 5522.0 569492.0 51169.0 91648.0 \n", "\n", " Mi Pr Pu turnout \n", "region \n", "Алтайский край 45883.0 83778.0 674139.0 1175430.0 \n", "Амурская область 13594.0 23070.0 251182.0 399704.0 \n", "Архангельская область 33223.0 60108.0 333344.0 575014.0 " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regs.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Теперь добавим столбец с явкой в процентах:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "regs[\"turnout_perc\"] = regs.turnout / regs.total * 100" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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totalinvalidvalidZhZuMiPrPuturnoutturnout_perc
region
Алтайский край1961328.012004.01163426.097961.0261665.045883.083778.0674139.01175430.059.930313
Амурская область662320.04708.0394996.039717.067433.013594.023070.0251182.0399704.060.349076
Архангельская область988678.05522.0569492.051169.091648.033223.060108.0333344.0575014.058.159886
\n", "
" ], "text/plain": [ " total invalid valid Zh Zu \\\n", "region \n", "Алтайский край 1961328.0 12004.0 1163426.0 97961.0 261665.0 \n", "Амурская область 662320.0 4708.0 394996.0 39717.0 67433.0 \n", "Архангельская область 988678.0 5522.0 569492.0 51169.0 91648.0 \n", "\n", " Mi Pr Pu turnout turnout_perc \n", "region \n", "Алтайский край 45883.0 83778.0 674139.0 1175430.0 59.930313 \n", "Амурская область 13594.0 23070.0 251182.0 399704.0 60.349076 \n", "Архангельская область 33223.0 60108.0 333344.0 575014.0 58.159886 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regs.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Осталось проделать аналогичные операции для голосов за разных кандидатов. Но повторять одно и то же пять раз не хочется (а что бы мы делали, если бы кандидатов было больше?). Давайте напишем функцию, которая будет принимать на вход столбец, делить все его значения на значения из столбца *turnout* и переводить все в проценты." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "def to_perc(x):\n", " return x / regs.turnout * 100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "А теперь выберем из базы данных столбцы с голосами за кандидатов и применим к ним нашу функцию – воспользуемся методом `.apply()`." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# axis = 0 - по столбцам, не по строкам \n", "perc = regs[['Zh' ,'Zu', 'Mi', \n", " 'Pr', 'Pu']].apply(to_perc, axis = 0) " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ZhZuMiPrPu
region
Алтайский край8.33405622.2612153.9035087.12743457.352543
Амурская область9.93660316.8707343.4010175.77177162.842003
Архангельская область8.89874015.9383955.77777210.45331157.971458
\n", "
" ], "text/plain": [ " Zh Zu Mi Pr Pu\n", "region \n", "Алтайский край 8.334056 22.261215 3.903508 7.127434 57.352543\n", "Амурская область 9.936603 16.870734 3.401017 5.771771 62.842003\n", "Архангельская область 8.898740 15.938395 5.777772 10.453311 57.971458" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "perc.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Нужно переименовать столбцы в базе `perc`. Давайте сделаем это по-умному: возьмем названия столбцов в `perc` и приклеим к ним часть с `_perc`, чтобы названия столбцов с показателями в процентах отличались от показателей в абсолютных числах." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Zh_percZu_percMi_percPr_percPu_perc
region
Алтайский край8.33405622.2612153.9035087.12743457.352543
Амурская область9.93660316.8707343.4010175.77177162.842003
Архангельская область8.89874015.9383955.77777210.45331157.971458
Астраханская область5.06653915.6406684.2983985.05613768.757729
Белгородская область6.61808723.4539263.9557855.53427759.303557
\n", "
" ], "text/plain": [ " Zh_perc Zu_perc Mi_perc Pr_perc Pu_perc\n", "region \n", "Алтайский край 8.334056 22.261215 3.903508 7.127434 57.352543\n", "Амурская область 9.936603 16.870734 3.401017 5.771771 62.842003\n", "Архангельская область 8.898740 15.938395 5.777772 10.453311 57.971458\n", "Астраханская область 5.066539 15.640668 4.298398 5.056137 68.757729\n", "Белгородская область 6.618087 23.453926 3.955785 5.534277 59.303557" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# rename принимает на вход словарь пар\n", "# старое название : новое название\n", "\n", "perc = perc.rename(columns = {'Zh':'Zh_perc', 'Zu':'Zu_perc', \n", " 'Mi':'Mi_perc', 'Pr':'Pr_perc', \n", " 'Pu':'Pu_perc'})\n", "perc.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ура! Последний аккорд: соединим нашу таблицу `regs` с таблицей `perc`, чтобы все показатели были в одном месте. Способов объединять датафреймы много, но давайте обсудим их в следующий раз. А пока просто склеим две таблицы по столбцам с помощью метода `.concat()`." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# axis = 1 - склеивание по столбцам\n", "final = pd.concat([regs, perc], axis = 1) " ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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totalinvalidvalidZhZuMiPrPuturnoutturnout_percZh_percZu_percMi_percPr_percPu_perc
region
Алтайский край1961328.012004.01163426.097961.0261665.045883.083778.0674139.01175430.059.9303138.33405622.2612153.9035087.12743457.352543
Амурская область662320.04708.0394996.039717.067433.013594.023070.0251182.0399704.060.3490769.93660316.8707343.4010175.77177162.842003
Архангельская область988678.05522.0569492.051169.091648.033223.060108.0333344.0575014.058.1598868.89874015.9383955.77777210.45331157.971458
Астраханская область769608.05107.0427496.021918.067662.018595.021873.0297448.0432603.056.2108245.06653915.6406684.2983985.05613768.757729
Белгородская область1210590.010209.0889764.059561.0211079.035601.049807.0533716.0899973.074.3416856.61808723.4539263.9557855.53427759.303557
\n", "
" ], "text/plain": [ " total invalid valid Zh Zu \\\n", "region \n", "Алтайский край 1961328.0 12004.0 1163426.0 97961.0 261665.0 \n", "Амурская область 662320.0 4708.0 394996.0 39717.0 67433.0 \n", "Архангельская область 988678.0 5522.0 569492.0 51169.0 91648.0 \n", "Астраханская область 769608.0 5107.0 427496.0 21918.0 67662.0 \n", "Белгородская область 1210590.0 10209.0 889764.0 59561.0 211079.0 \n", "\n", " Mi Pr Pu turnout turnout_perc \\\n", "region \n", "Алтайский край 45883.0 83778.0 674139.0 1175430.0 59.930313 \n", "Амурская область 13594.0 23070.0 251182.0 399704.0 60.349076 \n", "Архангельская область 33223.0 60108.0 333344.0 575014.0 58.159886 \n", "Астраханская область 18595.0 21873.0 297448.0 432603.0 56.210824 \n", "Белгородская область 35601.0 49807.0 533716.0 899973.0 74.341685 \n", "\n", " Zh_perc Zu_perc Mi_perc Pr_perc Pu_perc \n", "region \n", "Алтайский край 8.334056 22.261215 3.903508 7.127434 57.352543 \n", "Амурская область 9.936603 16.870734 3.401017 5.771771 62.842003 \n", "Архангельская область 8.898740 15.938395 5.777772 10.453311 57.971458 \n", "Астраханская область 5.066539 15.640668 4.298398 5.056137 68.757729 \n", "Белгородская область 6.618087 23.453926 3.955785 5.534277 59.303557 " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "final.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Приличную базу мы получили, можно перейти к чему-то более содержательному." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ещё немного про визуализацию данных" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "В прошлый раз мы познакомились с тем, как строить графики для переменных в базе данных. Мы уже обсудили два типа графиков для количественных данных: гистограмму и ящик с усами. Давайте посмотрим на диаграммы рассеяния – графики, которые позволяют увидеть совместное распределение пары количественных показателей. " ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "import matplotlib # загружаем библиотеку для графиков" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "А теперь сама диаграмма рассеяния (*scatterplot*) для показателей *явка в процентах* и *процент за Зюганова*:" ] }, { "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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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "final.plot.scatter('turnout_perc', 'Zu_perc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Можем привести график в порядок. Добавить заголовок и подписи к осям, плюс, изменить цвет точек. Для этого основной график сохраним в переменную `ax`, а затем применим к ней методы, которые отвечают за добавление заголовка и названиям осей *x* и *y*. " ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0,0.5,'Votes for Zuganov (in %)')" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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OiL/JcnBJU0mCwPkRcWla/GDaJFTrR2jr6aKvZe1cnOhOfPr0zjsjO5n92ljfWgD49a/hox/tTRPNMA3RNBtQWVYo+wrw9ojY2M6BJQlYCKyIiLPqfnQFcDzwmfT18naO2/darSpWawefOXPLO/Hp0+Hmm2GfDrJ2dLOYTNlrF3uIplnpsnQWTwX+CnhFWnQdcG5ErJ9kv5cBPwRuB55Mi08n6Sf4BrAH8GvgLRHxu1bHGpjO4lYaL9ZjY8kFe7Isn5MZhNmvk3UEZ814amZtyXPU0JeAqWzqFzgO2BgRJ3Rdy4wGPhBMdLFevhzWru3uTrzf02lkfVrxqCGz3GUNBFmahg6KiP3q3v+3pFs7r1oF1drB6wPBlClJEOj2Yp1n00reF+P6juDa7z42ljRFNR4/rwXszaxtWUYNbZT07NobSXsBbfUXVF6zi/XatXDTTd0fO6/Zr0UM4XRHsNlAyNI0dBhJh/HdgIA9gXdFxDXFVy8x8E1DAOedByefvHlZNx3E9cbHk+NAMjehkxQTRfQzDEL/hdkQy3NC2dXA3sDfpl/P62UQGBoHHgjbbrt52eOPJxfubu6+a3fyxxwDRx2V9A20q6g79zJy9QzyIjJmJcm0HoGklwJzqOtTiIivFVetzQ3FE0GrdA6t7pJ7ke+/6Dv3XnUEdzOM1mwI5fZEIOk/gM8CLyOZVXwQMOmBrUHt7nj69C1/1ioNRat2+7zu5Iu+c+9F9lHPUDbrWJZRQ/OAF8QgLGXW70ZHk1TPjTmGWqWhqB9x8653JfvX+hTyHDGU18SysoaBNhuZVQuK7o8waynLqKE7gP9TdEUqY5994Ctfmfjuu9bGffPNW97tN/Yp5H0n3+2de5nJ4zxD2axjWUYNXQPsT5KC+qnb2Ih4Q7FV22Qo+ggaNbtzbmzj3rAhuZg1amfd4F7phxFCnqFstpk8J5Sd0X11bAu1i2N9e35jU9C0aZuCQr3GJo9+mIzVD00zZedNMhtQkwaCiLiuFxWpnMa7/9NP3/JCOmNGsjpY4zrCWZo8ev2U0C9NM/0QFM0GTJZRQy+WtFTSWklPSNooKfO6AtZEsxEun/70lusTrF8Phx7auk+hmVpb/aGHdt5W3+54fK/vazawsnQWfx4YBe4CRoAT0jLr1ETDPj/ykeYX0tHRpK39qquS11bt3uPjMH9+Elweeyx5nT+/vWGUnXb6tlPPPHjymFkusnQWL4uIeZJui4gXpWU/joiX9qSGDGFncauOVeiuSef734c///Mtyy+6CJ71rMmP2w+dvll48pjZpHKbUAb8QdI04BZJ/yTpNGCbrmtYZa2aUYqafHXccdnu8AchUZwnj5nlKksgOA6YArwPeAzYnWT9YutGUc0oBxyQXLgbPfFEtotmkZ2+3TbltJpj0W/BymyAZEk6tyoi1kXEIxHx8Yh4f0T8by8qN/TavfvPciGdPRsWLUpGHG2zTXLBHBnZfJtWF82iOn27nWxWv/9RR8Ef/rD5zz15zKxjWfoIbgcaN1oDLAPOjIjfFlS3pwxdH0En2m0Tr18fee7c9tv88xx+2m2/Q7P9p02DrbZKXj15zKypPCeUfY9kIZoL0vdvI1mXYA3wVeDIDutoWbWz0ldN/Xj6hQu3nHE72QU4z/H43U42a7b/jBlw8cWwww6ePGbWpSyB4JCIOKTu/e2SfhQRh0g6tqiK9Y1+SN/Q7YW07Bm33fY7TLR/J4vwmNkWsnQWz5T0p7U3kg4GZqZvNxRSq35RZhK1enl04PYiFXSrz+6m38GT1cwKlaWP4CDgyyQXfwGPkEwquxN4XUR8o+hKltJH0G/j6YchoVq3T1f98HRmNkBy6yOIiKXACyVtRxI4Hq77ceFBoDT9kEStXtnNO3nott/BeYTMCjFpIJD0sYb3AETEJwqqU38oYjx9EXe0vks2sy5l6SN4rO5rI3AEyfrFw6t2cT377PzapfMcR1/bv1/6MMxsoGVavH6zHaTpwBUR0SShTTF62kfQOF7/7LPhwAO7X74x73H0IyMQAX/8Y2fHNLOhl2euoUZPA/bqYL/+1yyHzWmnbRkE2k2V0G3+nmb7b7UVTJnS+TGL5sygZgMjy3oEt0u6Lf26E/gF8K/FV60EWS7YnTTHFDGO/sknYePGzo9ZJDdZmQ2ULMNH96x7uwF4MCJ6On+gZ01DkzXhdNPE0+3wz2b7w5ZlZY8s6rdht2YV1nXTkKSTJI2kSedqX7+JiA2STsm3un1isolL3TTxdJtttNn+jWVQ/p34IKSxNrPNTPhEIGkd8Cvg7RFxS8PPboqIA1seWPoy8HpgdUTsm5adAbwHqDUcnx4R352skj2fUDbRkMx+vtvtl7r1Sz3MLJfO4p8DpwCXSfq7xuNnqMNXgdc2KT87IvZPvyYNAqWYKB1DP6c66Jc78X4+R2bWVKsJZRERP5A0D/iSpCOAYyPifrZMS91s5+slzcmnmn2kX2f49tMEuH49R2bWVJaFaR6KiKOAi4EbJXW7Otn70hFIX5a0Q5fHKkeZCdwmkuVOvJ0hnd2O/OnHc2RmTbXqI7g5Ig5oKHs+cD6wb0RMn/TgyRPBt+v6CHYBHiJ5ovgksGtEvHuCfU8ETgTYY4895q6qdYZaaxPdxbezsI3b+c2GQh59BCc1FkTEz4EXA8d3UqmIeDAiNkbEk8AXgYNbbLsgIuZFxLzZvvhk1+xOvN3F3vulv6HfedKcDYkJA0FELJmgfH1EXNjJh0nate7tm4A7OjlOpeRxsWn3wl7kAvbDwpPmbIh0kmIiE0mLgZ8Az5N0r6Qx4J9qM5WBQ4HTivr8oZDXxWaiC/vMmc2DjEf+tNbuE1b9fn6CsH4UEX3/NXfu3Kic1asjRkYiktRyydfISFLeiQsuSPafNSt5fd/7ktfttkteL7igeR2WLOn8M4fVkiXJeav/t5k1KymfSO38tzrfZjkDlkWGa2zLFBOStgJui7SztyylrFBWtqVLkyeBNWs2lc2alcwiPuigzo5Z60ieORPmznVncKfa7Ux357uVJJfso5F06t4qaY/cambZFNFOX+tIXrvWncETydJ8027TmTvfrc9l6SPYFbhT0tWSrqh9FV2xyiuynd6dwc210yfTTu4on2/rc1myj76yWXlEXFdIjZqoZNNQTVFLUXabDXXYFN184/NtJchz8frr0olgtYbpJRGxutsKWkZFLdjuNBCbqzXf1AeCWvNNHufG59v6WJbF648B/hm4liTZ3L9J+mBEXFJw3axoRQWZXsnzaakXzTeDfr5taGXpI/gIcFBEHB8R7ySZDfwPxVbLbBJ5T+jy3AmrsCx9BLdHxAvr3m8F3FpfVrRK9xF0o6j+hbIV2Z4/rOfMKinPxeuvlPRfkuZLmg98B+jPdQRsk2FOgVDkcExnTbUKapV9dHpEPJ5+fzTwMpI+gusj4lu9q6KfCNo27BOYhv33M8tJHk8EP0kP9B8RcWlEvD8iTut1ELAODPsEJrfnm+Wq1aihaZKOB16aPhFsJiIuLa5a1pUqTGDycEyz3LQKBCcD7wC2B45s+FkADgT9qnbH3DiBadgulh6OaZaLCQNBRNwA3CBpWUQs7GGdLA++YzazjLLMLHYQKFKRwxWrcMfs4Z5mXStsYRrLYJiHePaCz59ZLiadUNYPhnL4qIdAdsfnz2xSuU0ok3SIpG3S74+VdJakPfOoZKUN+xDPovn8meUmS9PQF4A/SNoP+BCwCvhaobWqgioM8SySz59ZbrIEgg3p2pdvBM6JiHOAbYutVgV4UlR3fP7McpMl6dx1wJXAu4GXA+PALU46lxOPeulOlc9flX93yyTPpHNvBR4H3h0RDwDPIFmfwPLgJGfdqer584gpy9GkgSC9+H8TmJ4WPQQ435BZWcbHk1nj69bBmjXJ69hYUm7WgSyjht4DXAKclxY9A7isyEqZWQseMWU5y9I09F7gEOARgIi4C9i5yEqZWQseMWU5yxIIHo+Ip/7qJG1NknTOzMrgEVOWs0lzDQHXSTodGJH0GuCvgf8stlpm1pKTClqOsgSCDwNjwO3AScB3I+KLhdbKzCZXhaSC1hNZAsHfpJPInrr4SzolLTMzswGXpY/g+CZl83Ouh5mZlWTCJwJJo8DbgWdJuqLuR7OA3xZdMTMz641WTUM/Bu4HdgI+V1f+KHDbZAeW9GXg9cDqiNg3LdsRuAiYA6wEjomI33dScTMzy8eETUMRsSoiro2IlwA/J0k0ty1wb0RsyHDsrwKvbSj7MHB1ROwNXJ2+NzOzEmWZWfwWYAnwFuAY4EZJb55sv4i4HvhdQ/EbgUXp94uAo9qqrZmZ5S7LqKGPAgdFxGoASbOBq0jSTrRrl4i4HyAi7pfkGcpmZiXLMmpoq1oQSP02435dkXSipGWSlo07mZaZWWGyXNCvlPRfkuZLmg98B/huh5/3oKRdAdLX1RNtGBELImJeRMyb7UkzZmaFyZKG+oMkmUdfBOwHLIiIv+/w865g07yE44HLOzyOmZnlpNU8gs8DF0TEjyPiUuDSdg4saTHwKmAnSfcC/wh8BviGpDHg1yQd0GZmVqJWncV3AZ9Lm3AuAhZHxC1ZDxwRoxP86LA26mdmRfJyl0breQTnpHMIXkkyDPQrklZI+pik5/ashmZWDC93aalJF6/fbGPpAODLwIsiYkphtWow1IvXm5VhfDy5+K9bt6lsZARWrfKTwRDJbfF6SVMlHSnpfOB7wP8Af5lDHc2sLF7u0uq06ix+DTAKvI5kZvGFwIkR8ViP6mZmRfFyl1an1RPB6cBPgH0i4siION9BwGxIeLlLqzPhE0FEHNrLiphZj3m5S0tlyTVkZv0oj6GfXu7S6EHOIDMrgId+Wo4cCMwGzfg4jI0lQz/XrElex8aScrMOOBCYDRoP/bScORCYDRoP/bScORCYDRoP/bScedSQ2SDy0E/LkQOB2aDy0E/LiZuGzGy4jY/D0qWDN6qqh/V2IDCz4TWo8y16XO+20lCXxWmozaxtg5pqO8d655aG2sxsIA3qfIsS6u1AYGbDaVDnW5RQbwcCMxtOgzrfooR6u4/AzIZbHllay5BDvbP2EXgegZkNt0Gdb9HDertpyMys4hwIzMwqzoHAzKxmUGchd8mBwMwMNs3mPeww2H13OO+8smvUM+4sNjOrX/Wt5uSTk9eTTiqnTj3kJwIzs5UrYesm98WnnNJeM9GANi05EJiZNZvNC+2ldhjUBHc4EJiZJeP1zzlny/KNG7OldqhvWlqzJnkdGxuYJwMHAjMzSPoCzj0Xpk+HmTPbS+0wqAnuUqV0FktaCTwKbAQ2ZJkCbWZWuJNOgqOPbj+1w6AmuEuVOWro0Ih4qMTPNzPbUiepHWqJ4sbGkieB9esHI8FdysNHzczyMDoKhx8+kAnuygoEAXxfUgDnRcSCxg0knQicCLDHHnv0uHpmZh0Y0AR3ZXUWHxIRBwJHAO+V9IrGDSJiQUTMi4h5swfwxJqZDYpSAkFE3Je+rga+BRxcRj3MrI8M6GSsYdDzQCBpG0nb1r4H/gy4o9f1MLM+MoiTsYYocJXxRLALcIOkW4ElwHci4soS6mFm/WAQJ2MNYuBqoeedxRFxN7Bfrz/XzPpUbTJWfcK32mSsfuwfrA9ctTqPjSUjhvqxvhl4ZrGZlWvQJmMN+CziZhwIzKxctclYIyMwa1Z7qR3KMGiBKwMHAjMr3+gorFoFV12VvI6Oll2jiQ1a4MrAM4vNrD8M0mSsAZ5F3IwDgZlZJwYpcE3CTUNmZhXnQGBmVnEOBGZmFedAYGZWcQ4EZmYVp4gouw6TkjQOrCq7HiXaCfBqbs353DTn8zKxKp2bPSNi0qFNAxEIqk7SMq/r3JzPTXM+LxPzudmSm4bMzCrOgcDMrOIcCAbDFms621N8bprzeZmYz00D9xGYmVWcnwjMzCrOgcDMrOIcCPqQpO0lXSLp55JWSHqJpB0l/UDSXenrDmXXs5ckPU/SLXVfj0g6ternpUbSaZLulHSHpMWSZkh6lqQb03NzkaRpkx9puEg6JT0nd0o6NS3z30wDB4L+dA5wZUQ8n2R95xXAh4GrI2Jv4Or0fWVExC8iYv+I2B+YC/wB+BYVPy8Akp4B/C0wLyJoNlGEAAAFv0lEQVT2BaYAbwP+L3B2em5+D4yVV8vek7Qv8B7gYJL/R6+XtDf+m9mCA0GfkTQLeAWwECAinoiIh4E3AovSzRYBR5VTw75wGPDLiFiFz0vN1sCIpK2BpwH3A68GLkl/XsVzsw/w04j4Q0RsAK4D3oT/ZrbgQNB/9gLGga9IulnSlyRtA+wSEfcDpK87l1nJkr0NWJx+X/nzEhG/AT4L/JokAKwBlgMPpxdAgHuBZ5RTw9LcAbxC0tMlPQ34C2B3/DezBQeC/rM1cCDwhYg4AHgMP7o+JW3nfgNwcdl16RdpG/cbgWcBuwHbAEc02bRSY8UjYgVJ89gPgCuBW4ENLXeqKAeC/nMvcG9E3Ji+v4QkMDwoaVeA9HV1SfUr2xHATRHxYPre5wUOB34VEeMRsR64FHgpsH3aVATwTOC+sipYlohYGBEHRsQrgN8Bd+G/mS04EPSZiHgAuEfS89Kiw4CfAVcAx6dlxwOXl1C9fjDKpmYh8HmBpEnoxZKeJkls+pu5Bnhzuk0lz42kndPXPYCjSf52/DfTwDOL+5Ck/YEvAdOAu4F3kQTtbwB7kPzHf0tE/K60SpYgbee9B9grItakZU+n4ucFQNLHgbeSNH3cDJxA0idwIbBjWnZsRDxeWiVLIOmHwNOB9cD7I+Jq/81syYHAzKzi3DRkZlZxDgRmZhXnQGBmVnEOBGZmFedAYGZWcQ4EVro0BUAtq+gDkn5T977nGTMlvV/SjC6PcbSk53ew35slnZ5+/15J72hj330kLZd0q6SD07Kpkq6WNFK33cWS9mq3bja8PHzU+oqkM4C1EfHZNvbZui6nTh51uBfYN03219HnSvo6cElEXNbmZ98IvDYift/Ofum+/0qSkfUB4IyIeKuk04DVEXF+3XaHAW+OiL9q9zNsOPmJwPqWpOdIuqXu/YclfTT9/gZJn5J0PfA+SV+XdI6kH0u6W9Kb0u22knRWmpP+dklvTssPl3RZ3bHPlXRseuHcGfihpKua1OleSf8g6UfAmySdLGlpehd+saQRSS8nSXB2dvpUM0fS3pL+K71jv17Sc5sc+wXAo7UgIOnMuhz6N0j6jKQlkn4h6aVNTtl6YIQk++h6STsCrwUuaNjuWuC1kqZk+Xew4bf15JuY9a1ZaQ6Z2h34zsAhwAtJZo5+C3gL8AKSfPSzgaVp8GgqIs6W9AHg5S2eCB6LiEPSz316RJybfv8ZYH5EfEHSd6l7IpB0DXBCRPxS0iHA54E/azjuISRZQyeiiDhY0huAj5Fc5Ov9G0la5anAicA/Ap+Mhsf+iNgoaSWwL0kiNqs4BwIbZBc2vL8svejdli7WAvAy4IKI2Ag8IOkGYB7wRBefe1Hd9y+S9Alge2Bb4NuNG0vaHngx8M0kFRDQ/P/eriQpyCdyafq6HJjT+MOIWAm8Mv3M55EEvl+mQXIq8JGI+N9089UkmUodCMyBwPraBjZvvpzB5mmEH2vYvj6Pjhpesxw7q/rP/RpwRETcIekEkgt+IwEPpaurtbJuknrUfr+NTP5/91PAh4BTga+S9Bv8A5uSrc1IP8/MfQTW1x4AdpO0QzqK53UdHON64G2SpkjahaT5ZRmwCvgTSdPSfP6vrtvnUZK7+yy2IXnSmAq8vdkx0jb/+xv6LfZrcqwVwHOy/2rNpZ3Bd0fE3ST9BU+mX0+r22xv4M5uP8uGg58IrG9FxB8lfRpYSpKF9WcdHOYSkrv0W0kWZnl/RKwGSDuLbwf+B7ipbp8FwFWS7omIwyc5/seAJSRZLO9g0x39YuC8tL/hKJJV1b6QjoqaBnydLZtlrgU+0/6vuImkrYDTSVIuA5ybftYUkn4DJO0GrImIVs1QViEePmrWRyT9O3BxRFxb4Gd8kGRI6aJJN7ZKcNOQWX85E5hZ8Gf8luQpwQzwE4GZWeX5icDMrOIcCMzMKs6BwMys4hwIzMwqzoHAzKzi/j+irDDmShNNiwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# цвет red\n", "ax = final.plot.scatter('turnout_perc', 'Zu_perc', color = \"red\") \n", "# заголовок для объекта ax\n", "ax.set_title('Scatterplot') \n", "# подпись для оси x\n", "ax.set_xlabel('Turnout rate (in %)') \n", "# подпись для оси y\n", "ax.set_ylabel('Votes for Zuganov (in %)') " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "По графику видно, что, в целом, чем выше явка, тем ниже процент голосов за Зюганова. Углубляться в разные настройки графиков и в статистику не будем, но познакомимся с примером графика средствами библиотеки pandas. Построим матрицу диаграмм рассеяния (*scatterplot matrix*), сетку с диаграммами рассеяния для всех пар показателей.\n", "\n", "Логично будет строить такой график для переменных в базе `perc`, поскольку правильнее смотреть на связи между показателями в процентах." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "# импортируем функцию\n", "from pandas.plotting import scatter_matrix" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[,\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", " dtype=object)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# строим график\n", "scatter_matrix(perc, diagonal='hist', figsize=(10, 10)) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Аргумент `diagonal` отвечает за тип графика, который будет находиться на диагонали (в нашем случае гистограмма – `'hist'`), а аргумент `figsize` – за размер графика (по горизонтали и по вертикали). На диагоналях также можно построить сглаженные графики плотности распределения показателей:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[,\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", " dtype=object)" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# kde - от kernel density estimation\n", "scatter_matrix(perc, diagonal='kde', \n", " figsize=(10, 10)) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Поиграем с цветами. Изменим цвет точек на всех диаграммах рассеяния:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[,\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", " dtype=object)" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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oQzQvnXyJyq5KdFodWaYs/lLzF7rt3RxqOcT3N36fRQmL0Gv1bCvYRkl6CSXpJVR0VPDe2ffYnLWZ5oFmJBKX10W7rX1S4582Zm0cMYZqvmkaaALA7rZjHjSzMH4hG7M2Ut9XHxhzebD5IP2OfnrsPZjCTbi9bpanLEcIwU0Lb8LmshGmCeOp0qfoc/RRZa7iH675BzZlbWJZ8jIidZFq1vlVUu+eolyh2p5auu3drElfg07jPwO/eIzFxQ2nCF0EEWERDHmGiI+IH/GYxWnhqdKnsLvt7CzeiURyTfY1I5YRQjDgGKC6p5pIXSQx4THcuujWScXt8XkA1Jcn/rF+GqEhyZjEHYV3sCptFTaXje/87TtUdlUSqYvkloJbJjT2z+V1EaYJG3Og+fAkkWDLj89nVeoqTnSeIEofNWXPEww6rQ6dVkd9Xz0f1H/Auf5zrE1fS7QhGsFnMUspuW/ZfYRpwgKvpdPWyWtnXgPA6rSyKnUV+5v2szBu4ZTko5urfNLH+oz1WJ1WEiITyI3Lxe6283Lly/ikjzZrG99c9c3A+67T6nhw1YPEhccx4Bzw93RK/8xyvVaPyWAC/BNpho/74fuUq6O+nRXlCnTaOnnx5ItIJA39DbRZ2/BJHw8UPzBihubFInWRfKvkW3Tbu0eVaOq0dTLoHgT8jYYdRTtGrb9lwRbcXjce6SEmPIZIXeSk4m63tvN8xfNIKfn6yq/P+xmhWTFZPLLmEVxeV+DyZNdgF16fl4SIBCJ1kews3jlu4+xk50leO/MaseGxPLz64RGN8nfq3uFwy2FWpq7kjsV3BDV+rUZLXlwexzuOs7dxLyaDiZL0kqA+R7Cd6z9HVkwWUfooblp4E/ER8dy//H6qzFUkG5P56aGf4vQ6+cryrwQ+I3qtHq3Q4pVeInWRvF79OoPuQV49/Sp9jj6+seobxIbHhviVzWw2l42ny57G5rJxz9J7WJy4GACt0GLQGhjyDAW+T7blbyPFmEJqVGrgJPKVyleo7a0NHGerUlexNW8rseGxZJgyZuxJwWylGmeKcpXaLG3Y3P5BstU91ZdtnIF/EHlKVMqoHpa8uDyKU4rpc/SxOXvzmOtqNVo+n/95liUvo9/Rj16rZ0/DHkrSSyZ0xlrfVx+4DHa27+y8b5wBo/ZXTmwOX172ZSrNlXxpyZcC42gu1DXYRWVXJYsTF5Menc7p7tP4pI/eoV7abe0jxqeVd5QjkVR0VnBj7o24fe5ZOeMyWErSS2ixtKBL0JEfn8+ehj0UJRaxOXsz5R3lgROUmp6aQOMsLiKOh1Y/RLe9myVJSzjWfox2aztun5sB5wD1ffWsTlsdypc147VaWhlw+lPGnOk+E2icGcIMPLT6IVosLRQlFVFlrsI8aGZdxjq80ku/oz/Q8O2x9xAZFolRbyTaEE1xavGkxvspE6caZ4pyBVKiUvjKiq/Qbe8mLy6PP576IxLJ0qTLJ5w9bT7N7lO7CdOE8fCah0k2Jgce02q0Y/aWjSXDlEFMeAw/PfhTvNJLq6V11Pi1sSxPWc7p7tNIKVmevHxCzzXfaISGu5fezd3cfcllXjr5UqD+5o82/YgNmRvotHWSZEwaVTB6Y+ZGDrUcIj8+nyePPInL62JH0Q5WpKwISrzLU5bjkz680suq1FVB2eZUMhlM7CzeCcBPD/6UAecAZW1l/GjzjyhMKCQnNoch99CoxlZadBpp0WlUd1djcVrQarSsTF1JWlRaYHahcmm5cbkUxBfQ7+hnXca6EY8lRCaQEJlAp62T3ad2A9DQ30CrpRWPz8O9y+7lvmX3kR2TzfGO48QYYrh/+f2qYTaFVONMUa5Qfnx+oFflwokAl9Ns8Q9kdvvctFvbRzTOJqPH3sOgexCtRovX653wrDOTwcRDqx+6oueczfod/Tg9znF7NSdq+P3WaXQIIciOyeaJ9U+MueyWnC1sydnCafNpTnadBPyDsoPVOANm7ESA8QTex/P/R+gixqw3eqGGvgZcXhd5cXl8cfEXVY/ZBOm1er6y4iuXXcbj82B1WjHqjVhdVtw+f6qR5oFmFicuZlvBNrYVbJuOcOe9aW2cCSG+APz4/M1C4FEp5evnH/snYAfQB7wppfzf0xmbolzoePtx9jXtY1nyMm7IvSFo292QuYGuwS5OdJ7gk8ZPrijD/HDSVCklNy+8GZ1Wx7LkZUgp2X1qN7W9tdy88OZRZ8fzVYetg2eOPYPH52HH4h2XbciUtpVysPkgxanFXLvgWgCOth7l3bPvkh+fz5eWfgmAaH00DX0N7Fg8sZ5OgEUJi1idthqL08LmrLEvW883X1vxNWp6aihIKMDpcfKHE3/APGjmriV3sShhEeZBM6+efhWjzsiXln4JQ5iB6p5qmgaayDRlTqikkNvr5k9Vf2LAOcAXF38xaAmD55KPz33MvsZ9NFuaMWgNtHa3khSZxIKYBRjCDGzI3HBF2z3YfJCjbUcpSS9hU9amIEc9t01r40xK+Q7wDoAQ4jDwwUWL/EBKefF9ijLtPj73MQPOAfY27uWa7GuClg/JZDCxZcEW6nrr6B3q5dPmT0c1zkrbSjnccpjVaatZk76G31f8nk5bJzuKdrAkaQmdg52Botk+6QsMALc4LZzuPg1AWVuZapyd123vDsxQ7bB1UMylG2cfNXzEoHuQjxo+YlPWJv5a81deOfUKMYYY9jbupa63jtsW3cbZvrMY9UYquyon3Gul1Wi5vfD2oLym2crqtPK78t8x5B7i/uX3kxWTxdqMtYD/pKPF0gL4x+l1DXbx4skX8fq8pEWnBerUWpwWlqcsJ0ofNaHLanW9dVT3VANwpPXIvN8HYyltK8XpdVLTU0NhQiEDzgF6hnrIj88n2ZjM7yt+z/KU5ZztPUurtZXbC2+fUM/vnoY9uH1u9jTsUY2zSQpJElohRB7QKaW0XfTQvwkhPhBCqIq1SkgND5ZdGLfwqhtmNpeNc/3nAtn+k4xJJEQkIBAUJvqTivYN9VHZVenvpal7F7PdzPv179NubafF0oLb5w4kGV2dtppVqatYmbpyxMy8aH00S5KWoNPogjpjzyd9/K32b7xc+fKMz0Q/lqLEItZlrGNZ8rLARAunx8lrp1/j1apXA5nS4bP9XpBQQIetg/KOcqL10dR012AymHC4Hexv2o9WaBGIwPJj8fq8dNg68Pq8U/sCxyGlpLG/EYvTEtI4wD8h5Vj7MQ63HmZf474Rj2WYMsgyZREeFs6KlBW8VfMW5kEztT21GHVGDFoDNT013LzwZhYlLOKOwonNfM0wZRCtj0YjNBTEF4y/why2r3EfL5x4gTZr24j716avJSIsgi8WfpGS9BJWpq5EK7RE6aP4w4k/0Gpt5anSp6jsqsTj81DeUT6h5ytK8qc5udznRBlbqMac3Qm8dtF9P5dS/pMQogB4Frhm9GoghNgF7ALIzs4eaxFFuWrbCraxJWcLEWFXl+DV4XHwq6O/YtA9yNr0tWxftJ3wsHAeW/sYLq+LCF0E1d3VPHv8WY62HWVV6irCw8LRaXUUxBeQHp1ObmwuHbaOwNgavVY/ZkoGIUTgstuw6u5qWq2trMtYd8V1Omt7ajncehgAo87IbYW3XdF2QkWr0Y7ILg/+npmKTn9jN9mYzDUL/F83txXexo15NxIRFoHT6yQ+Ih6f9LE0aSmNA420Wdtw+VwYdUa+VfKty45he/Hki5ztO0teXF5gAHwofNjgryUZERYx4bGRU6HN2sbJrpO0WFrQCA1d9q4Rj+u1eh5c/WDgdrutHbPdTHZMNtvyt/HTQz/lTPcZ1qSv4cef+zGJkYkTel6TwcR3N3wXj89DeFh4UF/TbNJj7+HDhg8B/9iyC8f2DY+LBH/v5qGWQzi9Tn6y7yc0W5rRaXTkxuXSYmlhZepK1qStmdBz3ll0J1/I/8JVf4/OR6FqnN2Gv4EWIKXsPf9/7eXypUgpfwP8BqCkpEQVHlRGCVYizsnmEBuL3W0PpAZoHGjklcpXMBlMfD7/84FcWC2WFnzSh0/6sLlsXLvgWm7IvYEofRRCCB5Y+cAVPXffUB8vV76MRGIeNHPvsnuvaDuJkYnotXpcXte4BaunQzD2b2pUaiCVycXpRIb3+3Ajen/jfj5u/BiTwURqVCp2tx0hBBqh4c3qN3F5XdxScMuo42W4usPwpbpQMQ/66yYOeYawOkfXdZ0uL5x4AYvTglFvZFXqqhHjxWp6ajjSeoTlyctZkbICIQRr0taQFpVGjCGGfkc/FqcFiWTAMUDXYNeEG2fgT7g835MuR+mjMBlMWJyWy36O36h+g7reOhr6G7C5bCRG+D//K5JXYAgz8MNNPwxcTZBS8t7Z9+hz9PH5hZ8fM0VMML5Hh59rPuVSm/ajVQiRCriklD0X3W+SUlqEEImhiEuZ/axOK88efxa7286Xl3+ZnNicUIdEfEQ8txTcwrn+czg8jsCYsLy4vMAlzfWZ6zHbzSyIXcCy5GVszNyIIcyAT/o40HQAn/SxOWszWo12Us+t1WjRarR4fJ6rmvKeEJnAE+ueYMgzdMWzS4Pl7dq3Odp6lDXpayZdGeFCC2IX8MS6J5DIUZUaLlTfV0+luZIh9xARugi25m3F5rKREZ1Bs6WZY+3HAH8twetzrx+x7m2LbqOsvWzCvQxT5eaFNxOmCSM9Oj1kee3K2spo6GsgITKB6xZcx33L7hsRy5vVb2Jz2djXuM/fWxyXy33L7qPKXMWihEXER8QH3u+NWRtH1RhVxmcIM/BoyaP0OfpIi7r0cTBc7aQgvoD8uHx6hnp4oPgBLE4LC+M/G+ZxvP04JztPUt1TjU6rIzwsnC8u/mLQ4x50DfK78t9hcVq4d+m9LIxfGPTnmIlC0Qi6A3hj+IYQ4kkp5RPA/yeEWIZ/HNyPL7WyolzKuf5z9Dn8RZNPdZ26ZONMSslrZ16jaaCJbfnbAo2kqbIuYx3rMtaxv3E/db11hIeFjzjrj9JHcd+y+0atV95Rzgf1/vkxeq1+0jOmTAYT31z1Tdqt7SxPubqcZtGGaKIN0Ve1jWA43n4cieR4+3FuXXQrA44BXjn1CgD3Lr03UBvwUuxue6AY/XiJYAddg4GyNtH6aO5Zes+IY6XV0opWaPFJ35iNnuUpy6/6fQ+GhMgE7ll6z7Q/r8Vp4ZXKVzDbzVicFmLCY0iKTOIbq76BUWdk0DWIUW8EID06nZqeGuxuOxJJfV89Wo02cKkN4MvLv8yXl3952l/HXBKhixi3Fu8XF3+R/K58MkwZl5zZ2mJp4Y3qNxhyD9FubScvPm9Ub5zH58HldV11z1mzpZmuwS6qzFU09DXwD9f8w6jqKnPRhBtnQojHgf+SUvafvx0HfFlK+cvJPKGU8qmLbj9x/v9HJrMdRbnYwviFZERnYHPZWJl66TklZruZE50nADjQfGDKG2cAB5oO8EHDBxh1Rh5e/TDxkZfurRl24TiNiX7B7W3cS3lHORszN7I2Yy3p0ekz4lJksGzK2sSR1iOBCQ8nu04GBjef7DrJ57I/d8l1KzoqeP3M65gMJnat2RVoGFxKmCYMvVaPw+MgPyEfk8HEr47+ipjwGO5Zcg8ZpgyeWP8EHp9nUpfY5otTXadotbZic9k4Yz6DV3pJL0gnUhfJ08eepsPWwQ25N3Dtgmu5d+m9dNg66LB18GHDh+TG5hIXPn+rKISSIczAmnR/b2+VuYoP6j8gPz5/xLhNg9aARmiI0EVw99K7WZ+xfsT4yyH3EL8p+w39jn5uXXRrYHtXIic2hyh9FFanlSxTFodaDqnG2UUellL+YviGlLJPCPEwMKnGmaIEU0NfA+22dlanrSZSF8nDax4ed534iHjSo9Npt7aPm9E/WGp7awH/uB+Xz8Wb1W/SaevkloJbyDBljLlOUVIRX13xVXzSN6EM6D7p46OGj5BIPjr3USBFwVxyfe71XJ97Pe3WdvY37Sc5MjkwyHusMksXqu2t9Y9Zcg7QYesY9/LIcFmbVksrixMX807dO3QOdtJh6+C58ueQ+PPMzYTL5zNJZZf/MnBObA4RYRHotXqkkAy5h2jsb6R/qJ8OWwfgH2t27YJr0Wq0ZJgyyDBlXNUPuRJcexv30jvUy5HZDRugAAAgAElEQVTWI2zO2hzomU4yJvHgqgfpc/SxJGlJYPxmq6WVt2vfRiM09A71IoSgpqfmqvZpeFg431n/HYw6Iz1DPSxJWnLJZe1uO8fbj5MVkzWqUsdsM5nGmUYIIeT5fABCCC2gajcoIdPv6OcPJ/6AT/pot7Zz15K7JrRemCaMh1c/jNvnntBYLJfXxcuVL9M71MudRXde0Yf+2gXXYnfbyY7JxulxBsYq7W3cO+almjPdZzBoDeM2OC6kERoKEws5032GosSiScc4W3h8Hp6veB6Hx0FGdAY/2vQjgHHH5G3K2kSPvYeEyIQJN6gSIxMDvWKLEhb5Z3gK/1g0Q5iBjxo+4hurvkFdb92EG9HjcXldgfJQdxXdFSjIPhvU9dbxp6o/AXBj7o38cNMPaR5o5kTnCQZdg/5eRmMi6zPW09DfwJYFn1227Hf0c67/HIsSFk3qUtjJzpO8e/Zd8uLy2LF4x7waND7VihKL6LB1kGnKJEofRfNAMxanhSVJS8gwZZAWncarVa/SNNDELQW3UN5RTqu1FSklGaYMfNJ32d7siRqenOPxeS6b2uiNM29Q3VNNmCaMv9vwd1c8Q30mmEzj7D1gtxDi14AEvsX5hLJK8OX8+K1QhzCnCSEmPEi+sb+R+r56wJ8t/koaZ3lxeTy29jHAf3YXY4hhwDmAxWnhl0d/yeeyPxdI6ni09Shv1fr3/87inSOKaI9FSsnJrpNohIZ7l96Lw+MYd1zJXDLRiRLp0ek8UjK50RN9Q31U91RTmFBIUVIRdy+5m/fr36fN2kaKMYWF8QupMlcF6hHeVXTXVY8za+hroKG/AfAnB51NjbOLaTVaUqJSApem7lvqH1t5cQkgKSW/PfZbrC7/pasLU2qM52DLQWwuGyc6T3BdznWBCR4Oj4NXq17F6XWyY/GOeV1sfjIqOio40HyAZcnL2JKzhXUZ6wgPC6e0vZSny54m2ZjMTXk3sSVnC+ZBM6fMpwA41HKIpclLqe6pJjY8lq+u+GrQZmqC/zs7WMnAZ4PJNM7+Hn9+sUcBgb+x9sxUBKUoExEbHsvO4p20WdumtL5ehimDhIgE+h39LE2+usugZ3vPUtpWyg25N5BpyuTJI08C8GH9h4HGmd1tDyx/YYJUgMMth7E4LVy74FoMYQYAjncc583qNwGQRXJGDEKfSmGaML6+8uuc7T07ofI9Yznefpyanho2Z28m05R5yeWePf4sFZ0VxIXH8R9f+A8OtRyib6iPZGMyO4t3sjB+IWVtZYHlhzxDl9zWRGXFZBEfEY/Fabnq42265cfnc8+Se7C77YHP5HCerKTIJP8vB/4B5Sc6T2AymAKXjZ1eJzD593BFygrare1kx2QTY/hsQkiVuSownKC0rZSbFt4UhFc4933Y8CEWp4U9DXvYmLmRCF0E/Y5+XjrxEqfNp6nuribJmMSWnC0kRCaQacqk1dLK8pTllKSXoBVaznSfocXSMu0F6e9YfEfgsuZs7jWDCTbOzl/CfF5K+VXg11MbkqJMXE5szpSP+YnURfLtdd/GJ32TTmdxsdfPvI7VZaWmp4Z/vPYfyYnN4Vz/OdKi07C77UTqItmUtQmJJDwsfMT4itqeWv5W9zeAwHgnYEQG+uGyTnNdalTqFdVItLvt9A718mb1m0gkfY4+vlXyrUsuX9dbR9NAE522Ts50n6EgvoCmgSZSo1IDPair0lbh8DjwSV9Q0mZE6iJ5Yt0TQTneQuHCBqXb68Y8aEYjNIH0MACvVL6C1WWltK2UkvQSanpquH/5/dT11l12Ms9YNmRuYG362lHv1XC1AbfXPW7vs/KZgvgCytrLyI3NHZHPLDYiFqPeyJBnCPOgmXP958iJzeGh1Q/h9XkD7/+7Z9/F5XVxpucM/3jNP05r4t9IXWSgCshsN6HGmZTSK4RIEkLopZSuqQ5KUWYaIQRacfU/lMnGZKwuK0nGJACuy7mOht4G9jbt5ef9P2fXml3ER8RzXc51o9aN1EUiEEgkRt1nMw2HB9tqhGZC9e7mq35HP78u/TV2t50h9xBGvXHcvG23L76doUp/fjej3khRUhGr0lYRERYR+DHSCM1lfxC8Pi+tVn8h6Ylebg7W8RZKXp+Xp489HUgYuzZjLWvT/ZNUjHojVpeVhIgEwJ/uY2H8wivOYTVWIzbJmMT3N34fr887qy/z2912uu3dZJoyAwPvfdJHi6WFxMjEoF46BH+VjOtyrhsxmzkuIo77l99PrCGWzsFO9Fr9iNnkF77/ycZkDjYfpNvezX8e+U8eLXl03JnRymiTuax5DjgghHgTGBy+U0r5v4MdlKLMVJ22Tl48+SI6rY6vrfjauHm1LnbfsvtotbaSFpXGG2feoKKzglZLK2nRaVR0VPDPe/+Zu5fcPWaR4AxTBg+ufpBWSyten5duezeJkYlohGZOzswMtq7BLhweBxqhYV3GOpYmL+Xjcx/z75/+O/cuvZejbUf5tPlTliUt46vFXyVME8a2/G3kxeYRqYsMjP2a7OWS18+8zsmuk8RHxPP42sdnZW/YlRjyDNE12EW3vRunx8m6jHWBxkV6VDqnzae5e8ndLE9ZftmkqD7p4+XKl2nsb2T7ou2TOgHRa/Uwi99ut9fNU6VPMeAcYFXqqkDZtrdq3qKsvYwYQwyPr3v8qpJMj2WsnIb58fk8sf4JznSfISY8hmRjMuUd5WiFlqyYLF448QJen5e7l9yNw+Og09aJzWWjw9bBJ42fYB40c9eSuyY1yWk+m0zh8zbgr+fXib7gn6LMG6fMpxhwDtBt76amp2bS6+u0OnJiczCEGegc7AT8qT3SjP4fpyh9FIdbDuPxeXi79m1eO/3aiHFnmaZMjrQe4b3693i+/PngvKh5YmHcQtakrWFh3EK2LNjCx+c+5pNznwRSBRxoOkBpWym7q3azp2FPYL3CxMKrGpQ/vJ/7hvpweef2hYcLj1uN0LAkaQnNlmYG3YMcaDoA+C+RlXeWExcRR2VXZeDzcCnDnzWn10lpW+l0vZQZweFxMOAcAD47ji78e8A5gMPjmLZ4hBAUJRWRHp3OsfZjvH7mdV49/Spv1bxFt72bPkcfNT01pBpT6R3qDYwJbRpoYsgzxPH249MW62w34Z4zKeV/BxBCGKWUg+MtryhzUVFiEWVtZei1egoSCq5qW9sLtnOg+QAF8QWsSV9DclQyp8ynWJO+hpOdJznSegSAmPAYbsi9IbCeRI74X5kYrUYbKNp+ovMELZYWrC4rXYNdlKSX0DXYxbH2Y6RFpQV17N6ti27l0+ZPWZSwaFZfXpuIyq7KEcft6rTVVJmrgM/GQwohWJ22mmPtxyaU/yohIoGFcQtpHGic0ok/M1G0IZrtBds523eWa7KvCdy/LX8b+5r2kReXh8lgCklsF35GsmOy6RrswuPzYNQb+aTxE5KMSWiFlkxTJunR6XTbuylOLQ5JrLPRZCoEbAR+C0QB2UKIYuARKeVjUxWcosw0adFp/Gjzj656OzaXjb/W/JUhz1Ag19NdS+7iTnknQghaLC1ohAaf9JFiTBmx7v3L76fKXMXixMVXHcd8lRiZiMvjwuPzkB6dTrIxmUfXPsqWBVvod/YHxkYFQ3ZM9qxPiDlRiZGJaIUWr/SSYkwhPz6fu4ruYtA9OOI9vXXRrWwv2M7exr38z33/k1Vpq/hC/hfG3KZWo+VrxV+brpcw46zNWDtq2EKGKWPMkm/TaU36GoQQaISGVamruGaBv/FY1VXFkdYjCCG4JvsaDGEGdq3ZFdJYZ6PJjDn7D+DzwJsAUsoKIcS1UxKVosxyA44BvNJ7yaLadb11gUsTJzpPBGozDifQzDRl8u1138btdY8oiwL+H8BrF6iP3tVIj05nTfoaHF4HTo+Thv4GliQtYUnypbOPK+PLNGXy+LrHcXvdJBmTaLO2sThx8Zj5qYQQHGo5hNPr5HDLYT6/8PMqgewsohGaQBm1CzVbmilOKcbldZEQmXDJ9bvt3Ri0hhlRs3cmmlThcyll80UfHu+lllWU+arV0sqzx5/FJ33ct+y+MWt35sXlERceh8PjuGQ5kks17JTgyI7J5tnjz6LT6nB73aEOZ84YPm53n9pNlbmKtKi0Syb/XZO+hk+bP2Vl6krVMJsjliQtobyjnPCw8EumMKnoqOC1M6+h1+rZtWaXqk07hsk0zpqFEJsAKYTQA98BTk9NWIoyM33U8BGlbaWszVg7ZroLgA5bB2a7mTBNGG3WtjEbZyaDie9u+O6Y69f21LKnYQ8L4xeyNW9rMMNXLtBt72Zp8lJiw2MDg64nw+628+fTf8YnfdxZdOclZ3H6pI8/Vf2JpoEmtuVvm3WJZa9Uq6UV8A8Gf778eYQQ7Fi8A6/00mZtoyC+gK15W7kx98ZRDTMpJa+feZ263jpuXnizGqs0g0kp+WvNX2m3tbMtfxtZMVn8t8/9N8Bfnu5wy2HWpK/hhtwbkFJS01MTqCrg8roCqVaUkSYzW/NbwONABtAKrDx/W1FmtYa+Bt6ufZt2a/u4yx5oPjBi5tlYPD4PXYNdtFhaRl2SnIgPGz6k3eYv7D3gmHyjQRlprP1b2VVJaVsp7bZ24iPix7w8M56Kjgrqeuuo76sP1EodS7e9mypzFTaXjcOth6/oNcxG2xdtJy8uj0UJi2job6C+r54jrUf4Tdlv2H1qN6+d8c9Efr/+/cAkgmEWp4WKzgoG3YMcbDkYolegTESbtY2y9jLarG3sbdw74rEDTf7vy/1N+wH/d9tLlS9RZa4i05RJSXoJhQkjT16dHicf1H/AoZZD0/YaZqLJzNbsBr4yhbEoyrTzSR8vnnwRt89NbU/tJXuzhhWnFFPWXnbZM/khz1BgsP6VzPrLj8+nw9ZBalTqrC9BEmqX2r9WpxWtRktRYhGbszZfUSLP7JhsdBodEnnZKhXxEfFkx2TTPNA8r5IEL0pYxKKERbRZ23iu/Dl80kd6dDoHmv0nNlanlT0NezjadhSApMgkcuNyAf8sxby4PBr6GihOUb1mM1lCZAJx4XH0OfpGJREuTi3mSOuRQNUHq9MKEMghmGHKGLW9vY17A8dIfET8tJeAmikmM1szD/gZsAF/4fODwPeklPVTFJuiTDmBwKg30u/on1BD6LbC29i+aHsgmeZYNmVtwuV1ER4WztIk/yUs86CZ986+R2pUKjfm3XjZ59iat5W16WuJ0kfNm4SlU0UgiNRFMuAcGLF/12as5WDLQXrsPVdUBgr8M+a+v/H7SORlG3dhmjC+ueqb+KTvssfNXJUenc73NnyPfkc/nzR+QrIxmbSoNDZnb+ZUl//ylkZoRryHGqFhZ/HOefuezSbhYeE8tvYxhjxDo9J63FJwC1/I/wIaoWFPwx56h3pZlLCIgviCMRtmQKCagECMqIQy30xmzNmLwC+AHedv3we8BKwPdlDK/NY80EzjQCMrU1dOec+REIK7iu7iaNtRrs+5fkLrjPdjodfqA3Uvh33Y8CG1vbXU9tZSmFh42WLbwKQrD8x2JzpP4PK6WJ22Oqg/xkIIHlz9II39jSMyk/fYe7A4Lei0OvY07LniVA2TyVs21utq6GtAImd07ceKjgrcPvdV7ZsIXQR7GvZwpvsM4C9bNjzrONmYTEx4zJhDAIJxLDg8Dup668gyZc27z9V00Wl1o2bk9th76LB1UJhYSLu1PXDJszCh8LIVTTZmbiQhIgGj3njJBtxUcnvdlLaVkhCZENJeu8k0zoSU8g8X3H5BCPHtyT6hECIHOIx/MoFLSnnzBY+lAy8A4cD/JaX8YLLbV2a3IfcQv6/4PW6fm4a+hinPb+STPv5Y9UcsTgtWp5UHVj4w6W24ve4xUwVcKCM6gzPdZ4jURRIbHjvuNqWU82b2WpW5ij+f/jPgH6+3IXNDULdvMphYlrxsxPsZrY8mWh+N1WW9oh8Ar8+LRmiuah+dNp/mlVOvAHDPkntm5ESBKnMVr515DfC/5vWZ45+LX3jsenwewjT+n5n06HQAdBpdYAD4cMb5qbT71G7q++oxGUz83Ya/Uz1x08DutvNU2VO4vC6KU4q5eeHNGHVGBt2Doz5vUkp80he4SiCEYFHCopB9/31Q/wGHWw8jEOxasyuQ5mi6TaZx9pEQ4sfAy/gva94LvCWEiAeQUvZOYlvvSym/Osb9Pwb+T+AE/lJRqnGmTCmvz4vdbQf8iWEn6wfv/YBjbcfYVrCNv9/895dc7poF11CQUIDJYBp3fNM7de9wuOUwq9JWcXvh7ZOOabYRiDH/Dpbhxl9iZCLfWPkNmi3N7D61G6POyM4VO8mLn1yvVXV3NbtP7cZkMPHQ6oeuuKjzhcfblRx7M42UkpcrX6a2t5ab8m6iz9HHkdYjLE9ezl1L7qI4tZiDLQdpGWihrrdu2mboDY9zsrvt/ka1VjXOppLX5+W58ud4v/59CuILWBi3EKPeyOPrHsfitIwYRjDoGuSZY89gcVr40tIvUZhYyHtn3+NQyyFWp63m1kW3hvCVhNZkGmf3nv//4oQ138TfWJvMN9z1Qoh9wJ+llD+94P4VwHellFIIYRVCREsprZPY7oyX8+O3Qh3ChEwmznP/uj1ozxuhi+CBlQ/Q2N8YGEQ6lXRaHfctu4/q7uoJlZK50JB7iLK2MgD2Ne27bOMMmPDYpuPtx5FIyjvKuW3RbXO+B60oqYi7iu7C5XWxKm1V0Ld/ovMEHp+HDlsH7bb2wCVUl9eFV04+VWOVuQqv9NLn6KPF0jJmqpSJWJ22mkH3IFLKK5otOh2WJC3hzqI7cXvd4+4bm8tGdU81AMc7jmNxWgD/zNg7i+7E6vSXytKH6SnvKA96D+ml3LXkLsrayihMLBy3h1u5er1DvXQNdlGUWIReqw80sCJ1kaNOTFssLfQ5+gD/56owsZCytjJ80sex9mNsL9g+7d9/W/O2EhcRR0JEQsh6zWByszVzL/e4EOImKeX7E9hUO7AIcAJvCCE+lFKeOP+YVko5XDBwAIgDRjTOhBC7gF0A2dnzoyTKfJNpyhx3TFYw5cfnjxiPNFERughuzL2RQy2HuG3RbUGLZ1PWpsCZ41xvmA1bnrJ8yrZdkl5Ci6WFZGMyGdH+Syr1ffXEhcddUVmltRlraRpoIjY8NjC78EpoNdpL5sqbSSY6wzRKH8Xy5OXU9tayPmM9Do+DQy2HWJW2CiEEJoOJ5cnLqeutm7aGGfhPirYvCt4JpHJ5CZEJFCUWEamL5JaCW4iLiLvksrlxueTG5tLv6A+coGzM2hjS7z+dVjetx+eliM/aQle5ISGOSSknVZVWCPEoMCClfPH87Y+llNed//tN4KtSSsul1i8pKZGlpaVXEfX0my09Z5NxJT1nJSUlzLZ9p3xG7b/ZS+272U3tv9lNCFEmpRy3qzyYF98n1MQVQlxYSGszcPaC2yeEEBuFEEbAdLmGmaJMlXfr3uXnh3/Oyc6TE1r+VNcpyjvKCdaJjjI79Nh7ONh8kL6hvpDG0dDXwH8e+U9erXr1ivLqzUUdtg4ONh+csrF8bq+bF0++yC+P/nJCyatnM5vLxrPHn+Xpsqfpd/Rfcrkh9xCHWg7RYmmZxujmrmA2zib6y3SNEKJMCPEp0CalPCyEePL8Y/8v8BP8EwH+JYixKcqEDLr8Gcl7h3r5pPGTcZevMlfxx6o/8vqZ1yltG3k22zfUxzPHnuH3Fb9nyD00VSHPO1anlWePP8vvjv8uMNg7FJ6veJ53z77LCydeCFkMAJ82f0q3vZuTXSdps7ZN+fPta9zHk4efHHW8zxQur4vfHf8d7559lz9V/WlKnuNs31lqemroGuwaVd1grqnsqqRpoIlWaysVHRWXXO6N6jd4p+4dnit/jkHX4FU/r9Pj5L9O/BdPlT6FedB81dubbaZ92oqU8m0p5Rop5SYp5d+fv++J8/+3SClvkFJulFK+N92xKUqELoIFMQsAKEocOcXf4XGMOhO/sKfi4l6LsvYyWiwt1PfVU2WumqKI55+KzgqaBppoHGjkROeJ8VeYIl6flyH3EB6fJ2QxACxOXIxAkBiZSFJk0pQ+l0/62NOwh56hHvY07LmqbTk9zsCkgWAaTs0AV1ahYyIyojMwGUxohGbOZ7DPjc0lPCwcvVY/qgLAhYbfayklcsJ9NZ+xOC24vK7A7ZqeGmp7a2m3tQeqSMwnk5mtOZ5zQdyWooSERmj4+sqv4/A4RiQY7bZ383TZ07h9bu5dem9ght7SpKW4C924fe5RM+7y4/M51HIInUbHgtgF0/o65rK8uDz0Wj3AVQ3Iv1qpUamcMp8iNSo1pHnp1qSvYWnyUvRa/ZTn8NIIDQUJBdT01ARKlF2JAccAT5U9xZB7iC8u/mJQC5sbwgzsLN5JQ//UlX6KNkTz3fXfxePzYAgzTMlzzBQpUSn8YOMPAC472/WOwjsoay8jOyZ70snDy9rK+EvNX4jWR/NIySNE6aPIisnCqDPi8DiuaMLWbDepxpkQYhOQc+F6Usrfn///zqBGpighIoQYlfm91dKK0+sE4Fz/uUDjTAhxyRQDObE5/GjTj9AIjZrCH0Tp0en8cNMPAQKNtFDoc/SRE5vDgHMAp9dJeFh4yGKZzuf+8rIvY3fbrzi/G/jHhA3nFzzXfy6ojTOArJgssmKygrrNi2k12nlTXm0i319GvZFrF1x7Rduv7/NXgbS6rJgHzUTpo4gNj+V7G7+Hx+cJ6WcrVCZTW/MPwEKgHBhODiSB309BXIoyoxQlFVHTU4PdbZ9QlvRhc/2sOlRC2SgbdvPCm9nbuJeixKJ59eMhhLiqhhn4e5WLU4rpd/SzKWtTkCJTZqtrFlyDxWkhyZg04ipDmCYsUGFivpnMqy4Blkg1JU2Zh/RaPfcsvSfUYSgzyOLExVd1aW8+02q07CjaMf6CyryQGpXKg6sfDHUYM8pkBihUAhNLca4oiqIoiqJckXF7zoQQf8F/+TIaqBJCHMGf3R8AKeXcL/6nKIqiKIoyTSZyWfMX+BtjY81JTg5uOIqiKIqiKPPbRBpnbwF78ZdSar3wASHEMeCPUxGYoswUHp+HP5/+M932bm4vvH1a634q46vrreOdunfINGVyR+Ed86YeaahZnBb+eOqPCCG4Z8k9RBuix19JUYJESskb1W/QYmlhW/62y+Zgm40mMubsBPAicFAIcfGIaPUtqMx5TQNNVJmr6Brs4mDzwVCHo1xkf9N+uu3dlHeU0zXYFepw5o0TnSdotjTTNNDEya6JlTpTlGDpHOykvKOcbns3+5v2hzqcoJtI40xKKZ8GtgJ/L4T4nRAicvixqQtNUWaG1KhU4sLj0AhNIL+ZMnMMV3JIMaYQHxEf4mjmj7y4PAxaAwatgdzY0CUDVuan+Ih4ko3+kVVzcdb0hFNpSClrhBAbgX8Gjgshdk5dWIoyc0TqIvn2um/j9rnnVT6r2WJ95nqKU4unJUO+8pkLkwGrJMvKdNNr9Xyr5Fu4vK45+b08kW+ywKVLKaVHSvlj4BHgJaBgqgJTlJlEq9GG5AvA5rJNWX3AuSQ8LHzchplP+kbVRlVGk1JidVqZSEpLnVanGmZK0Li97kDliInQCM2cbJjBxHrO/vvFd0gpPxZCrMHfSFOUOcvpcXK27yxZpqxpH/C8p2EPexv3kh6dzoOrHpw3pWKmQo+9h18c/QUen4ctC7ZwY96NoQ5pxnqp8iVqemooTilmR9EOzvWfQyu0U14OSZnfrE4rvyn7DTaXjR1FO1iRsuKKtuOTPmp6akiKTCIhMiHIUU6fcXvOpJSvX+L+PinlvwY/JEWZOV459Qq7T+3mmWPPTHsPVm1PLQBt1jbV43MVXF4Xvzz6S/Y07OFM9xlqempCHdKMJaWkrrcOgJqeGiq7Knmu/Dl+e/y36n1TplSHrQOry4rks2PwSrxT9w4vV77MU2VPYXVagxjh9FIDNBTlMixOCwCD7kG8Pu84SwfXdTnXkWxMZlPWJmLCY6b1uecSl9eFT/rIMmWh1+q5Pvf6UIc0Ywkh2Jq3lWRjMlvztgaOf2DE34oSbLlxuSxNWkp6dPpV1VsdPk5dXhcOjyNY4U27+VlRVFEm6M6iOyltK2Vx4uJpH1tTmFioZocGQZQ+iruX3E19Xz0bMjeQZEwKdUgz2qasTYEfx+ExQFqhZVXqqhBHpsxlYZqwoNQv3pa/jSh9FOnR6bP6s64aZ8qsIaXko3MfYR40c9PCm6YlbUJ6dDq3F6oKZaF0qusUFZ0VlKSXsChh0RVtY2nyUpYmLw1yZHOfTqtja97WUIcxbboGu9jTsIf06HSuXXBtqMNRLlDXW8eR1iMsT17O8pTll1wuJjyGWxfdOo2RTY1pvawphFgvhPhUCLFPCPHTix77JyFEhRDiYyHE96czLmV2aBpoYm/jXk53n+ajho9CHY4yDaSUvHbmNWp6anj9zJjDXxUlaN4/+z5nus+wp2EPHbaOUIejXODN6jep6anhtTOvzYsZ7NPdc9YI3CCldAgh/ksIsVxKeWFq6R9IKT+Y5pguKefHb01ouXP/un2KI1EAYsNjCQ8Lx+FxkBqVGupwJuSjho8obStlbcZarsu5LtThzDpCCFKMKbRaWye0z0vbSvmo4SMWJy7mtsLbpiFCZTJqemr4S/VfSI9O50tLvzTjZiCnRqVS21uLUWfEZDCFOpx5p7q7mr/W/HXM4yPFmILFaSHZmDwv8hlOa+NMSnnhqYgHuHiE9b8JIfqAH0opy6cvMmU2iAmP4fG1j2NxWsgwZYQ6nAk50HwAj8/DgaYDqnF2npRyUvUvH1j5AJ22TtKi08Zd9tPmTxl0D1LWXsaNeTcSqYscdx1ltMnuo4k63HIYq8tKdU81HbaOGfc5vjHvRgoTC4kLj1PHTggcbv3s+Ogc7CQ9Oj3w2L3L7qXd2k5KVErI4puqz8VYQtL8FEKsABKllHYwN5UAACAASURBVFUX3P1zKeUa4FHgycusu0sIUSqEKDWbzVMdqjKDSCn5S81feObYMxxoOhDqcCakOKXY/39qcYgjCb0h9xC/OPIL/mXfvwTShEyEXqsnKyaLMM3455IrU1cCUJhQSERYxBXHOl85PU5+XfprfrLvJ5w2nw769lekrEAjNKRHpwdK78w0maZMjHpjqMOYl4aPj4zoDJIiRw7mD9OEkRXjn3EdCu+ffZ//8cn/mLbhFdM+IUAIEQ/8J/ClC++XUvae/7/2ci1TKeVvgN8AlJSUqNqe84jNZQvkWirvKGdz9uYQRzS+2wpv45aCW2bc5ZtQaLY0Y7b7T6hOdp2kICH4BUauXXAtn8v+3Ly47DEV2qxtgbFWJ7tOUpRUFNTtF6cWszxludo/yphWpq4MNNBmmuMdx5FIKjoquL3w9imPcbonBIQBLwA/uugSJ0II0/n/E1GzSJUxROmjKE4pJiIsgg2ZG0IdzoSphpnfgpgFZMdkE62PZk3amil7npn4xT5bZJoyyY3NJUofNWX7SO0f5XJm6vGxMXNj4LdnOmKc7kbQPcBa/GPLAP6P/5+9+4xu6zwTff/f6IUV7BTFXkQVqlfLRW6KLdtKnMRNipNRHDvuSSaZ61nnw52z7jlrTe7MuZOZkzlxHNuZ2E5ip0m2Y1uOXCRbsmSrUZWk2HsnwIJe3vsBIiyKXQQJlve3lpZIYO+NBwQ28O63PA/wkBDiaeBfFEVZTrDB+NwMxyVNwUQXTsDUFk8oisLXir92zftLkaXX6Nmzek+kw5DGoFVr+faqb0c6DEmada7Pup7rs66fsceb6QUBvydYMP1KRy/fJ+t0SpIkSZK04M3O/kNpwfAFfAsiZ400MiEEXr830mFII5CvjSRNnMfvCevx5NwuKWIquyt548IbmLVmHlnzCNH66EiHJM0gj9/DS6deosPewd1Fd7MmbU2kQ5Iuc3qdvHjqRawuK18v/rqsriBJowiIAK+eeZVaWy03Zd8UtpRJsudMipjyrnJ8AR+97l4a+xojHY40wzrtnbTb2xEILnZeHH8Haca0DrTS7ewmIALytZGkMTi8DmpttUCw1Fy4yMaZFDHr0teRaEokJy6HvPi8SIcjzbC06DSWJS0j3hA/p1bfLgSZsZkUJhRiMVrYmLEx0uFI0qwVpYtiffp6YvWxbM3cGrbjymFNKWLSotN4asNTkQ5DihCVouKby74Z6TCkEWhUGh5a8VCkw5CkOWFH4Q52EN4yjrLnTJIkSZIkaRaRjTMpouweOxVdFWFf6SLNPn3uPi51X8IX8EU6FOkqQgiqe6rptMuSeJI0VUIIqnqq6HZ0X/Mx5LCmFDFCCF46/RI9zh5y4nJk8st5zOP38MLJFxjwDLA8eTnfWPqNSIckXeFww2E+rP0QtaLm8fWPk2hKjHRIkjRnfVz3MZ/Uf4JWpeWJ9U8Qb4yf9DFkz5kUMQERoM/dB4DNZRtyX0NvA180f4Hb545EaNIUdTm6ONZ0jF5XLwBevxe7xw6A1WmNZGjSVbocXRxrPobL58Iv/PS7+yMdkiTNWVanlS+av8DpdeINeLF77dd0HNlzJkWMWqXmvmX3cbHz4pA6fjaXjd+U/ga/8NPc1yxLNs0xQgj+q/S/GPAMcLr1NI+vfxyzzsy9xfdSba1my+ItkQ5RumzwtbI6rfS5+ri75G5y4nMiHZYkzVmvnHmFXlcvPc4evlv8XTJiMq7pOPOicTaZ2o7S7FKYUEhhQuGQ2wIigEAA4Bf+SIQlTZE/EHzdrnz9VqSsYEXKikiFJI3CH/CjU+tYmryU6zKvi3Q4kjSn+YUfvUZPcVLxlFIEzYvGmTS/WIwWHlrxEC39LaxPXx/pcKRJUhSFb6/6NhVdFSxPXh7pcKQxyNdKksJrd8luLnZeZGnS0ikdRzbOpFkp35JPviU/0mFI1yg1KpXUqNRIhyFNgHytJCl8ks3JJJuTp3wcuSBAkiRJkiRpFpGNM0mSJEmSpFlENs4kSZIkSZJmkYjMOVMU5d+AdcApIcSzV9y+HHgeUIDHhRBnIxHfZMnVopIkSZIkhcuM95wpirIGMAshrgd0iqJcuRzv/wEeBO67/LO0QHU5uvj16V+zt2xvKC2DNLt80fwFvzr5K862z4lrKOkKbp+bN86/watnXg0lgpYkKbz63H28euZVXj//Oi6fa1L7RmJYczPwweWfPwCuTARiEUI0CiGagdgZj0yaNY40HKG+t54z7Weo6qmKdDjSCPZX7ae5v5n9VfsjHYo0Sec7zlPWVUa1tZrjzccjHY4kzUsnWk5Qba2mvKuc8x3nJ7VvJBpnccDgpVovcGXRKdUoP0sLTE58DgoKJq1JLvOfpbLjsgHIiZMZ5eeajJgMdGodKkVFVlxWpMORpHkpKzYLtaJGp9axKHrRpPaNxJwzGxBz+eeYy78PCozyc4iiKI8CjwJkZmZOR3zSLFCSUkJ2XDY6tQ6DxhDpcKQR7C7Zjc1lI94w+aK+UmSlRKXwg00/ICACROmiIh2OJM1LeZY8frj5h6gUFSataVL7KkKIaQprlAcMzjl7TAjxmKIo/wf4LyHEF5fv2ws8TbBh9gshxM6xjpWYmCiys7OnO2RpGtTV1SFfu7lLvn5zl3zt5jb5+s1tJ0+eFEKIcUcGZ7znTAhxSlEUl6IonwJngAZFUf6bEOJ/Av838DrB1ZpPjnes7OxsTpw4Mb0BzxNCCI40HqHf3c9N2Tdh1BojGs+6devkazeHzfXXzx/wc7DuIAER4Kbsm9CqtZEOacZE+rU73Xqapr4mtmZuJd4oe10nayqv35m2M9T31rM1cysWoyXMkUkToSjKqYlsF5FUGlemz7jsf16+/SywdeYjmv8qeyr5oCa4DkOlqNievz3CEUlS5JxuO82nDZ8CYNaZ2bJ4S4QjWhi6Hd28WfEmEFzJtqtkV4QjWjisTiv7yvchEPS6evnWym9FOiRpDHLS/QIRrYtGpQRf7hh9zDhbS9L8FquPHfFnaXoZNAb0aj0AsQb5d59Jeo0evSb4t5ffAbOfLHy+QKRFp/Ho2kexe+zkWfIiHY4kRVRBQgHfXf1dAiIgVyvOILPOzGPrHqPT3km+JT/S4SwoJq2Jx9Y+Rru9nQJLQaTDkcYhG2cLiExJMXMmUzWi7p93TGMk0mgWxy6OdAgLksVokfOdIiTeGC/n+c0RclhTkiRJkiRpFpGNM0mSJEmSpFlENs4kSZIkSZJmEdk4kyRJkiRJmkVk40ySJEmSJGkWkas1JSnCJrqyU67qlCRJWhhkz5kkSZIkSdIsIhtnkiRJkiRJs4gc1pSo6KrgYN1BChMK2ZazLdLhSNKc09rfyjuV75BoSuSeontCpdKkyXH73Owt34vL52Jn0U6ZMDWMfAEfb5a/ic1l456ie0gyJ0U6JGkM8hNE4sPaD2kdaOVQ/SEGPAORDkeS5pzDDYdp6muitK2Uelt9pMOZs8q6yijvKqfOVsfxluORDmdeqe6p5lzHORr7Gvms8bNIhyONQzbOJPLig7U206PTMWlNEY5Gkuae3PhcFBRi9DEkm5MjHc6clRGTgUFjQKWoyInLiXQ480pqVCpmrRkFhdz43EiHI41DDmtKbM/fzqaMTUTpouRwjCRdg7XpaylMKESv0aNT6yIdzpyVaErkB5t+gD/gx6wzRzqceSXWEMuzm57F4/cQpYuKdDjSOOQ38QLR5eiiz9036v2xhljUKvUMRiRJc0ePswebyzbmNtH6aNkwG4PX76W5rxlfwDfmdgaNQTbMpolOrRu3YSaEoKW/BZfPNUNRSSORPWcLwLn2c/y57M9oVVoeWfMIKVEpkQ5JkuaMyu5Kfnfud6gUFd9e9W0yYzMjHdKc9MqZV2jsayTfks/ukt2RDkcaxfvV73Os6RhxhjieWP+EvOCIENlztgC09LcA4A146bB3RDgaSZpbWgdaEQj8wk/bQFukw5mThBC0DrQC0NzXHOFopLEMvj42lw27xx7haBYu2XO2AGxZvIVedy8mrYmlSUsjHY4kzSnr09fTae9ErVKzKnVVpMOZkxRFYWfRTkrbSlmXvi7S4Uhj2J6/nYN1B8mJy5GpTCJINs7mqQsdF+hz97F+0Xqi9dHct+y+0H1Wp5U6Wx2FCYVybockjUOlqMiNzyXFnMLJlpPEGmLlRc4kdTu6sbqs3J53+5jTKpr7mul2drMsaZmcAzuD7B47l7ovkROfQ0ZMRmjYud/dT2lbKVlxWXI4f4bJxtk8VGer448X/wiAw+vgltxbQvcFRICXT79Mv6efjJgMHlnzSKTClKQ5YW/5Xsq7ymnsbSQtOg2NSsOe1Xvkl9Uk/Pbcb+lx9vB50+f85LqfjLhNl6OLl06/REAEaO1vZXv+9hmOcuH6/fnf09TXRLQumh9t/hGKogDB936NtQaNSsPfb/57jFpjhCNdOOScs3nE6XUihEBBCd12dWoMIQRuvxtArsaRpAnodfUC4Bd+AiIADD+vpLEJBP6Af8y/m8fvCf195WfTzHJ6nQC4/W4EInT74OuloBAQAfm6zCDZczZPfFjzIZ82fEp2XDYPr3yYB5c/SL+nn9Wpq4dsp1ap2bViFxXdFXL+jCSN4y9lf6HGWoNOreO5656j39NPrCGWjJiMSIc2Z3Q7urE6rXTYO/ha8ddG3S49Op17i++l097J5sWbZzBC6f7l91PaVkpRQtGQBvS9xfdypu0MqVGp/ObMb+i0d3JnwZ2sX7Q+gtEuDLJxNk+UdZUBwSFNp9dJUWLRqNtmxWWRFZcFBNNseANeVqWukr0BknSVss4yjFojGpWGJUlLQrdbnVYudl6kMKFQ1igcR31vsJxVWnQa3Y7uIff1OHso6yyjKLGIRFMiJSklkQhxwUs2J3N73u1AsMxTp6OTNWlrMGlNbF68mdb+1tBK/7KuMtk4mwGycTZP3Jh1Ix/XfUxRQtGEJ/lf7LzIn8v+DAQTRG7M2DidIUrSnLMtZxvHm48P+zJ67exrdDu7OdZ0jL/f8vcRim5uWJK4hLPtZ3H73KxJWzPkvtfOvhaci9b8OT/a/KMIRSgN6rR38trZ1xAIuhxd3FV4FwApUSmUpJTQ3NfMdYuvi3CUC4NsnM0TK1JWsCJlxYS2FULQNtCGyzt0/kBzXzM2l43ipGLZiybNK33uPjx+D4mmxAlt7/a5Ke8qpyihiC2Lt4y63ZXzc6SRmbQmvrPqOyPeJ4QY8v9Y2gba6HJ0kR+fT4+rhxRzilzRGSbdjm6a+pqIMcTQ7+nHrDUPeU1Uiop7i++NYIQLj2yczVFlnWWcaDnBytSVkx4KOFBzgM8aPyNWH8uOgh0oikJGTAYvnHwBr9/LdZnX8ZX8r0xT5JI0s9oH2nnx1It4A16+Xvz1US9ihBC8X/0+VqeVAc8Azf3NqFVqfrLlJxg0hiHb7irZFRrWlEbnD/h5r+o97B47dxbcSbQ+esj9u0t2U9ZVRlFCEXaPHZPWFFopeCWr08qvTv4Kv/BjdVqJN8ZTlFDEgysenKmnMm+5fW5ePPUiDq+Dxr5GonRRxBviuSHrBvwB/6gNYKfXyTuV76BW1NxZcCd6jX6GI5/fZONsjnqr4i2cPid1tjqKE4sp6yoj2ZxMalTquPsOZoDudfeSG59LgimBht4G7B47p1pPUWutJS8+j4KEgul+GpI07TrsHXgDXiBYLWO0xlmNtYZjTceA4PCO0+ekxlqD0+tkz+o95FvyQ9tajBa2Zm6d/uDnuLKu4EUkQJwhLpQeY8AzQFVPFXnxeWzN3Mqb5W9yuu30qA0uj9+DX/gRQtBubyfeGE9zv6w0EA5+4cftd+MXfrqd3WTGZmJ1WfnZsZ+RYErge2u+F2p4BUSAss4yYg2x1FprOd9xHoBFMYvYsGhDJJ/GvCMbZ3PUophFVPVUkR6dzv6q/ZxsPYlGpeGZjc8Qo48Zc9/b827n47qPyYrNIsGUAEBmbCZr0tbQOtDK4pjFVPVUycaZNC8UJxWzrncddo99zCHKBFMCBo0Bl8/FV5d8lXcr3yXJlMRnjZ/hC/h4cv2ToYU00sQkm5PRqrR4A17So9NDt7965lXa7e1YjBae2fgMFd0VAFzqvhRMB3RV71lKVApfW/I12u3t3JF/B5U9lbIxECYmrYkHlj9AjbWGbdnbaOlvodPeSZ+njy5HF12OLhbFLALgUN0hDtUfQqWouC33NlSKCgVlQp0C0uTIxtkc9eDyB2m3t5NkSmJv+V4gOITg8XvG3XdRzKIRCw9/dclX8QV82L12WWJFmjc0Kk1oYvNY4gxxPLXhKRxeB8nmZLLisvj5Fz9Hq9Zi1Bhx+pwzEO38kmxO5umNTw+b7zf4txzMr7UtexvHmo6xKnXViMOaACtTV4Z+3rR40zRGvfAUJhQOGaKvs9XxzqV3SI9OJy06LXT74OsWEAHSo9N5asNTqBQVcYa4GY95vpONszlKrVKHrkTvyL+DOEMc6dHp4054rrfVU9FdwerU1cNSAOg1enaV7Jq2mCVptovSRRGliwKCX1j/evu/cqThCAaNgW5HN0cajrB58Wa5YGYSru7JP958nKzYLPQaPStTgg2u9YvWy/QMs0h2XDZPbnhy2O3p0enB9BoZm2Uv8jSTjbMpCohAxD+oo/XRoRw1VxJCUN5VjllnJjM2E1/Ax2tnX8Mb8FLVU8UT65+IQLSSFDmTPV/73f1YjBYcXgcHag4AoFPr5n1DItyfa019TfS6elErat6pfAcIpv9ZHLs4bI8hTa9uRzdvlr+JQNDS30JzXzNWl5WlSUvD+l6ZDd+ps4FsnF0jIQS/P/97KrsruSX3lhmdHOzxeyhtKyXFnDLm1ctnjZ9xoOYACgp7Vu9hUcwi9Bo9Xo932OozSZrPAiLA7879juqeam7Lu40ti7dQ3lWO0+tkZerKEb8M3D43vzr1K1w+F2btl7kD5/u5s698H2fazrApY9M11bcs6yzD7XezMmUliqLQNtDGS6deQiBYkvhlIt/5/necb7RqLWqVGl/Ah9vvDtVB3Zq5lVtzbx2ybXVPNVaXlVWpq9CoJtbMcHqdvHz6ZawuK/ctu2/Br4SWjbNrZPfaudR9CYDSttJpbZy5fW60am3oC+S9yvc43XYalaLiqQ1PYTFaQtvVWGvIiMkgWh+Nw+sAgrmYnD4nKkXFd1d/lzpb3agVBDrtnbxb+S4Wo4UdhTvkFYw0LwyuDoTg+ZpsTub1868DwXk0Iy0U8AV8oTmcCaYEdmbuRAgx5NzxBXxAcBWoEGLGh3r8AT9/vfRXet297CjYEVrgc62EEJxpO4NAUNpWOunG2aXuS7xx4Q0gWB9zU8YmXD4XfuEHgkOc3175bRxeB0uTlg7Zd8AzQGNvI7nxueOmZbC5bLxd8TYmrYl7iu5Bq9ZOKs6FrNPeyTuV75BgTJjUZ3yMPoZ7iu6hzlbHiuQV1FhrAHB4HQREAK/fi16jp7W/NZTItsfZM+Kozkia+prodHQCcL7jvGycheMgiqI8CfxWCGG7/Hs88KAQ4v+Msc9G4N8AP3BCCPFDRVF+AuwE6oHvCCG84YhvOkTpolidupqK7go2Z0y9DlxVTxV7y/aSEpXCg8sfDH3YnGw5yV8v/ZUkcxKPrHkEnVoX+qATQoQKBQO8ceENaqw1xOpjeXbTs9yYfSNqlZooXRSFCYX4A37erXyX5v5mDBoDxUnFw+L4tOFTPm34lFprLdU91exZvYcYw9irPyVpNqvqqeIvF/9Cj6OHtOg0Nmdsxh/wh+73BXxUdFWwt3wvqVGp7FqxC61ai16jx6AxUNFVwR35dwz7sqjqqeL186/T4+wBgl9e9y27b1ijY7qf2+m20wAcaTzCPUX3TOl4iqKwZfEWTredvqbPtSv/roM/GzVGepw9OLwOam21nGs/x+15tw+Z+C+E4MVTL2Jz2ciMzcSoMfJO5TvE6GN4cPmDXJ91/ZDHOdZ0jGprNQAFCQWy7NMkfFL/CXW2OupsdSxNWkqeJW/E7axOK1q1ln86+E9c6LzAHfl3YHPZCIgACcYEdhbtpMvRxbr0dfzi+C/ocnRxd9HdJJmSONdxjl5X75CyUOPJissiOy6bHmcPa9PWhvMpz0nh6jn7nhDiPwd/EUJYFUX5HjBq44xgA+xmIYRLUZTfKopyPbBNCLFVUZT/C/gq8McwxTctdi7ZGbZjnWg5gd1rp8ZaQ0t/S+gK/GLnRQSCDnsHXY4u0qPTubPgThJNiaRGpQ5ZANDn7gOCV6D+gB+dWsfNOTeH7m+3t1PZUwnA8ZbjQxpnNpeNT+s/xel10tzfjC/gY1/FPrqcXexasWvEhpwkzQUnWk7g8DmwmCw8uOJBsuOygeDqZKfXyYZFG3jjwhu4fC7qbHW0DrTS0t9CeVc5NpeNxbHB1DJXljcrbSvl55//nPreetJj0lGhIkYfEzoHZ0pKVApGjRGXz0VWbHh67W7Lu43b8m67pn2Lk4rZWbQTt9/N+vTgvLwaaw2JpkRcPhfHm4+zOGYxvy79NTaXjRuzb0SlqAiIAAOeASCYNLixt5HDDYcxaowkmZKGNc6yYrP4vOlztGotaVFpw+KQRpcdl825jnOYtKZR68L+rfpvfNb4GQg43XYaf8DP36r/xtq0tfiFnw9rP+TGrBu5JfeWYOqNyz1eFzsvsj1vOynmFGL0MRMe0oTgXM7RKkksROFqnKkURVHE5XoPiqKoAd1YOwgh2q741QeUAAcv//4B8BCzvHEWTiUpJVT1VJFkShqSM2bL4i1YXVYWRS8K3W7QGFiTtoY3zr/Bx7Ufc9+y+4g3xvP14q9zvOU4SxKXDOvm73X18mn9pwy4B4gxxLAqddWQ+9+rfC+Ua+g7K7/Dx3Uf0+3sptvRzYunXuQ7q77DipQVdDu6+aj2I1KjUod9YErSbHTluXXlF/mV58Dq1NW8X/U+br+bV868wtn2s6hQ0enoZG362lAahw57Bx/Xfky1tZokcxIdjg7y4vNYlboKs9Y84ylo4gxxPLPxGdx+96xJZ7A6bfWQ35cnL+di50W8AS85cTl80fwFbfY2fnrkpzT0NvDtVd9GrVJz/7L7KesqY3Xqav735/8bvVqP2+8eMbVGcVIxP9j0A96tfJd/OvRP3Jl/JzsKd8zUU5zT1qavJTc+F6PWOGTenxCCf//836nuqcZitKAoCt6AlwJLAec7zpMWlUZOfA5tA230u/v5uO5jEkwJwd63+DzerXwXjUqDgsL6Retp6G2QPWBTEK7G2d+APyiK8jwggO8D+yeyo6IoJUAiYCM4xAnQC8SHKbY5YWnSUooTi4d9EOVZ8nhm4zPDtr/QcYHGvkbsHjt7y/by8KqHSYtOG3VY472q9/ig5gPiDfE8tPwh8hPyh9wfa4gFQK/Ws6NwB/cW38u+8n28ceEN8uLzeKviLVakrOBAzQHKu8q50HmBPEvekMSSkjQbXXluNfc10+vuHXauLY5dTE58Dj3OHg7WHcTlc2Fz2VibtpbixGKWJy8H4P2q96m2VmP32MmIyWDDog3cU3TPiCVurE4rFd0VFCUUEW+cvo8zo9aIUWuctuNPRY+zh6a+JnaX7A7NI9u4aCM/fP+HCEQowzwEhycHE18/d/1zNPQ1BOf0ieCCDiEEZ9rPhKZpePwefnvutwx4Bmjpa+GGrBuGlYeSRjbS+7G0rZR95fsAyIjO4IbsG4jVx5Idl82RhiP0efqot9WzPW87+6v3o6AQo49BpagoTCik2lqNL+DjfOd5vlXyLS52Xhy1Z04aX7gaZ/8APAo8DigEG2svjreToigW4OfAfcBaYNHlu2IINtZG2ufRy49FZmbmVOOeVUZLvjiS3Phc1Iqas+1n8YvgpOCvLvnqqNuXtpVS1VOFQW0gzjj8Cvsr+V8h35JPoikxlOfpm8u+icvnotpaTUZMBhBMKlneVY5BYxi3EoEkzRaDqwZfPPUiAsG27G3cmH1j6H6z1kxOXA4Or4Os2Cxi9DFYnVay4rKGpHtIiUqh2lpNsjmZ7639HiatadTHfOXMK1hdVj5v+pxnNz07rc9vNvL4PaGajYUJhTy04iEAVqWt4pvLvklVT9Wove8Wo4W7Cu+iqqeK1KhUVIqKQ/WH+LjuYwD+btXfkWROIsmUxIBngLTotFnbQJ0r0qPTMevM2D121qav5aEVD/GzYz+jrKuMXlcvsYZYLEYLGzI2kBKVgl6jD12c58TnYNQYCYgABZYCDtQc4FjTMdSKmqc2PDWtFyfz1ZQbZ5eHMH8jhNgNPD+J/TTAa8BPhBBtiqIcB54A/l/gVuDYSPsJIV4AXgBYt26dmGL4c1aSOYk9q/Zgc9mI0kXRPtDOvx/7dwIiwO6S3cOuWLJis/D4PUTrook3DD9RBq9+rvbQiofosHeEjndzzs0UWAqIM8SFGnGSNBc4vU4EwY+MwZXMgxRF4eGVD+Pxe3D6nNg9dhJMCfS6ekmJSgltl2xKxul1sjhmMXr12CsKBxfu+AI+2gbasBgt6NRjzvaYV/wBP26fGxj+935i/RO4fe4xV2U+sPwBmvuaQ9M5Bv+egz+btCb+447/oKK7guVJy4fNb+pz9/HKmVdw+Vw8tOKhOdvL7/a5sbqspJhTQhfwoRqjhviwFRxPiUrh5Xte5u1Lb9M+0M7bFW+HFpytS1/H1sytpESloFJU5MTnDNk32ZzMj7f8GIFAo9LwefPnwJd1O6XJm3LjTAjhVxQlSVEUnRBi/NpBX/omsB746eU33D8CnyiKchhoAH421djmG7fPzYGaA2hUGm7MupE/l/8Zp89JrCGW3PhcjjQeAYKTMm803zhk3/uX38/Z9rMUWApGHIIZjVqlHlK+A5CJI6U5KSc+h7sK78LmsrE1cysDngE+qPmAGH0M27K3oSgKeo0evUYfmr9liBqai+tU2ymMWiONfY303D+XwgAAIABJREFUOHvGHLbZXbKbi50XqbPV8fyJ50kyJfH4+scXTHoao9bIA8sfoKqnasQ6mHqNnhprDSdbTrIiZcWQHGgQLLt1ZWqSG7JuwKAxEK2LJjc+Fwgm4B5tnl9VTxVdji4gOA1kLjbOfAEfL5x8gW5nN+vT14fm1b1X9R5fNH+BxWjh8XWPhy2VSEpUCn3uPrwBLxXdFTy4/EHaBtpYl74Os8485r6D3ytOrxNfwIderecr+V+RdTevUbiGNeuAI4qivAXYB28UQvx/o+0ghPg98Purbj4K/DRMMc07nzd/zomWE8CXy9OTzcmkRaWxNn0tFzov4Pa5udB5gWprNV8v/npoLpnFaOGm7JsQQvBu5bvU2eq4Pe928i35Yz2kJM0rV36Rv1f5HqVtpQAsil5EUWIRp1pPcbTxKCtTV46Yu3BN2hpa+luwOW384cIfuKPgjlBD4WrJ5mSSzcn85xfBheydjk7cPveCGn4rSCggzxKcs9o20MaOgh1DLu72lu2l39NPRXcF/+36/zbm1A6NSjNm4fqr5VvySTAm4PA6qLJWUXuylp1FO4f0hM52Tq+Tbmc3AM39zaHbm/uCPw+mKIlVx4btMUtSSvjlyV+SbEomwZQwak7MkTT2NvKvR/+Vtv42liQumdRqTWmocF3CtQB/vXy86Cv+SWE0mDZDQSErLovbcm8jNz6X7fnbEULwvTXf45bcW+iwd9DQ28DJ1pPDjtHj7OGL5i/osHewv2o/H9R8QEVXcJVmQAT4w4U/8L8++1+UdZbN6HOTpJk0mFzW4/NwuvU0f774Z9oH2vmw5kM6HZ18WPPhkByCg1alruLRtY8SpY+i09HJobpD4z7WYAPujvw7uNh5kYN1B0OPvxA09zVT2lZK20AbhxsOA8HC2v929N9C85niDHETnnPrC/j4tP5TPm/6nMsJAkYUo4/h6Y1Ps3PJTtoH2mnpbwkNt80Vg6X5cuNz2Z73ZULg7fnbyY3P5bbc20IX4OGSbE5mWdIyEk2JvHb2NT6p/ySUbPlqx5qO8S9H/oX3q94H4HDDYZxeJ419jfS5+0IJ0qXJC0uzVgjx3wEURTELIezjbS9dm6VJS3l07aNoVBqSzclkx2VzXeZ1nGo9xcsVL6NX6/n60q+jV+vxC3/oiv5ky0ncfjcbF20kRh9DijmFdns77QPtdDm6UCkqnt34LC6fi4udF4FgL53MbSbNR/6An1+d/BWdjk60ai1FiUV4Ah7OtJ+hMKGQ022nybfkjzr8GGeII8mURIe9g4AIcLTxKBsWbRh1ukBufC658blU91Tz6tlXAfD6vdecS2yuSTQlEm+Ix+ayhVZjHm8+Tq+7F6vTitfvJc2Txke1H7Ekccm4w49HG4/yYe2HAJh15tBK2tGkR6cTpYvC4XXMyZGCLYu3DOsxzIzN5OGVD0/L42XEZGDSmkJD9zaXDSHEkAU0g440HKHWVsvFzotcn3U9BQkF/OHCH9CpdWTFZrEoZtEIjyBNRLgqBGwGXgKigExFUVYCjwkhZGXta9Dr6g2mqojPG9YFP9IHV1NfEwBuvxshBD/a/CM67B102Dvocfbw9qW3AUJ10B5d+yhOn5P9Vfs533EetaJGo9KQYEogIyaD5r5mlict50LHBUxa07DJnwtV9nPvRDoEaQr8AT/nOs5hUBvodHRic9nwBXwsjllM20AbOrWO23Jv4+acm8dc7KJT6/j+uu9zqvUU71S+Q2NfIwIx7pCbXqNHQUEgwjaJey4wao08ueFJHB4HFd0VlHeVkxqVyke1H+EL+MiIyeBg/UEGvAMcbz7OP1z3D0N60axOK7W2WpYkLsGkNQ3JzTWR+pwx+hie3fgs3oB3zNW1UpDFaOEHm35AVU8Vf7jwB2Do37mlv4VOeyfLkpeRFpXG25feJsmUxKG6Q9xRcAclKSUIBG0DbZS2lbI8ObhYo9ZaS7u9ndWpqxfU+/9ahWtA+GfAduAtACHEGUVRbgjTsRec18+/TutAK0aNkZ9c95NxJxBfn3k9/e5+Yg2xFCQU4A/4+d253+H0OYcUbFYIfuANlnS6p+ge8uLzQkuoAR5Z8wj+gJ/Pmz/nrxf/CgSXrc90zUBJCrcPaz/ks8bPUCkqliYu5fULr7M4ZjEalYYYfQwH6w6SZEpiWfKycY+lVqmHpJKZyNyajJgMvr3q2/S7+8ft7Qk3f8A/qYVA4aZRaTjReoJP6j/B6/fi9XtJNidTlFhEnCGOAAFUimpYjAER4KXTLzHgGeBky0m+u+a7ocnpOrVuwj1hWrVW1t+cBJ1ax9KkpexasQuXzxV6v1qdVl469RJ+4aepr4ltOduo6K5AUZTQ3/frS7/OJ/WfUN5Vzr7yfbT0t7Bx0UZePfsqARGgfaA9rNV15quwzdYTQjReNWfAP9q2c02Xo4uACJBsTp6Rxxtc7i8QwTkV40zFiDfGs6tkV+h3r/DiDXhD991TdA9Hm47yt+q/UdVTxbdWfguVokKn1g3L5g3BLx6XzxX6fapLoW0uG/vK92HQGPjakq/JqyZp2vgDwS+NZHPysIn3g/O8AiLA8pTlrOpeRUAE8AQ8oZ6aK9/34ylKLOKB5Q/g9XuHNbb63H3sLduLRqXh3uJ7Q7EMlo6aSaVtpbxV8RbJ5mT2rN4z448/SIjg55nNZUNRFEw6E4mmRHaX7KbP3Ud5Vzl58XnDam66fW763f38tfWvWF1WvrPqOxQmFPJm+ZscqjvE3UV3z9hn83zW7+5nb/le1IqarxV/DYfXwb7yffiFnwRTAunR6XgD3lBKE5fPRVp0Gt9Z9R2sLisrU4JVNEpSSkgxp/CLE78AglkGQt9lfPn9NhIhBE19TcQb4xd8qqZwNc4aFUXZAghFUXTAM8C8mFFeZ6vjlTOvIITggeUPTGrlymjKOssobStlTdqaEY/3wPIHONd+jnxL/jVd7eo1enat2EW1tZq1aWuJN8bzUe1HKIpCra2WAc/AuAlkY/Qx2D12SlJKQvnP7B47Npdt0vMIjjcfp85WBwTTfIzUIJSkiXL73LxfHZyA/JX8rwzJHba3fC/nO85jMVp4cv2TQ86fW3Nvxaw1h0rO7C7ZTUt/C6tTV1PaVoqiKMPem76Aj7cr3qbP3cddhXeRYEoYcv/V6R8GnWo9Ra2tFoBzHeeGpJJw+VyhOrkzkVbjfMd5AiJA20AbHfaOsBzvXPs51i9aP+Geq8HamVU9VejUOpLMSaxLX8cNWcEBlhh9zIjpNtQqNbtLdvOni39CpahweB1U91RjNVo513EOCM5Buz7regIiMKTWsDQ5p1pPUWOtAYJzyfzCj90bnEJ+qfsS6dHpJJuT+cbSb9A+0M6mjE1AMEVNDsGpL019Tfyt+m9kxGTwzaXfpN0e3M6kNbGrZBftA+2sTR+9pNOHtR9yuOEwJq2JJ9Y/weGGw9g9drbnb19wjbVwNc6+D/w7wQz/zcD7wJNhOnZEDU76heBS+CKm3jj7S9lf8Aa81PfW89zW54bdH2eIm3Ldypz4nCFzxbYs3sIHNR9QkFBAtG78hbQHqg9g1pmp760Hgku6f3HiFwx4BtiauZVbc2+dVCzHmo6hVWtDlQYk6Vqdaj3FqdZTACSZkti8eHPovvaBdiA4/OINeIc0zgwaA9tytoV+H5yoD3Bd5nUjPlZldyVn2s8A8FnjZ9xddPeEYsyOy0aj0qBSVCyO+TJ1xOBihG5nNytTVvK14q9N6HhTsSljE532TtKi06ZcJDwgAuwt24tf+Gnub+bHW348of0aehs43XYal8+Fx+8hKy6LdenrJlRlJCsuiz2r9/D6+deDQ9JJS1EUBbPWjMPrwKAx8PMvfo4QgodWPBRadCBNzuB7tt/Tz4HqYD5NvUZPkjmJFckrQtstT14+6rD8R7Uf0dDbQENvA99f9/0hUwTyLfnjNuYHz1+H18Gp1lMcawrmojfrzHwl/ytTfYpzSrhWa3YBu8bdcA5anbqaDnsH/oA/bEWNU6JSaOprmlByvg9rPqSxrzGU3fyrS756TckUV6auDBVvnojsuGwquitCwzD9nn4GPAMAtPa3jrpfQ28D5V3lrExZGVrMkG/J50ebf4RapZ7QBF5JGkuyOTk0f/Lq4ay7i+7ms8bPKEooGvO95vQ6ef386+wr38eSxCU8t/W5EUvMpEalYtAYcPvck5p3mR2XzY82/wiVohoSh8fvocfZA0DrwOjnUTjlW/L54eYfhuVYKkVFkjmJtoG2cT+/TrSc4EjDEUpSSli/aD1OrxOVoiJKF4Uv4AtVD5iIeGM8j69/fMhtz256Fo/fw8XOi6EL6LaBNtk4u0ZZcVn8aPOPKG0r5W/VfwPgxuwbuSn7pgnt39jbSKe9kwHPABkxGaFEzlfqcnTxftX7aFQaup3dROuiuW/ZfaGpLrfn3Y5WrSU9Op0CS0EojUeKee7kpguXcK3WzCXYc7aJYOHzo8APhRA14Th+JGnVWu4qvCusx3x45cO0DbSNexXb0t/Cpw2f0u3opqW/hRUpK/i86fMZudq+f/n99Dh7Qnlqks3J3JJzC019Tdycc/OI+wREgNfOvobH76Giq4KnNz4dum+87NKSNFF5ljyeWP8EiqIMG8bKjM0kM3b8mrsnWk7whwt/oKyrjMa+RkpSSobM2xwUb4zn2Y3BRsBk80mNtDLQqDWyo3AHl7ovcd3ikXvrZrs9q/fQNtA27kXiobpD9Hv6OVR/iNVpq9GpdSyKWUSdrY6suCz2V+3nsXWPXXMcOrUOnVrHqtRVtA204Q/4Wb9o/TUfTwq+Z9enr6fb0Y034B1xqHkkQgh+e+63uHwuLAYLT6x/YsRSZR/XfkxlTyWXui+RbE4mzhBHZU9lqCcuyZzEfcvuC23/5PoncfvdC7LKQLiGNX8H/Ccw2Gp4gGD2/41hOv68olPrJvQFMli/0uP3kEYaKkUVljlvE1HdU83+qv0sjl3MzqKdKIoy7lCrgoJBY8Dj98geMmlajVU2aSLSo9OJN8SjVqkxaoxj9rYYtcawZvVfl75uUr3wPc4e/nTxT+jUOu5bdl/E00FM9POrOKmYL5q/oDChEIPGgElrQlGUUG3fcE1x0Kl13FN0z4S3P9lyksMNh1mRsmLUC82FxBfw8aeLf6Lb0c3OJTvJiMmY8PD9IEUJfva7fC4STAmj1pDNiMngQucFMmIy0Kl1ROuihwz7X20hF0wPV+NMEUK8esXvrymK8lSYjr1gDU6K7Hf3k2hKDNYrm6GVjkcaj9Dt7Kbb2c3mjM0TKnmiKAp7Vu+h1lo7YhF1SZot8ix5/PzOn3O+8zzpUenkJ8ze5KSnW0/T0t8CBBfUhGt6xXS7s+BOtmVvw6AxoCgKj6x5hOb+ZvLi8xjwDESsN+RQ/SH63H18Uv8J12dev+BTbNTb6invKgeCGf+/sfQb13Scv1v1d9RYa8a80Nm8eDN5ljyidFFoVBrUijqiKV5ms3AtFfpYUZTnFEXJVhQlS1GUfwDeURTFoiiKrN8wBSatiZSoFNQq9bQ1zI42HuWnh3/KO5e+TLJanBisDpAalYpereetirf4uPbjMculQLC3b3Xa6mHDmBc6LvDy6ZdDtUElKdIsJgslKSUcaz7GvvJ9o5aomapDdYf46eGfcqD6wLjb2j32YedaviUfrUqLSWuKSCqOqTBqjaHUGEnmJFalriJaH01adNqEyzUNGqwL/JvS39Bh76B9oJ2fHfsZz594PjQf9kjDEfaW7aXX1TvqcQY/2wosBQu+YQaQFp1GnCEOlaIatvr40/pP2Ve+j353f+j3XX/exXMfPIfVaR2ybawhltVpq8ddVZlsTsakNaFT62TDbAzh6jm7//L/V08g2ENwDtrIlYEXqH53P/9V+l84vA4eWvEQi2MX4/F5eLPiTbLjsmd83sTRpqM4fU6OtxwPTcjcmLGRlakr0al1vF/1fmh13KKYRdfUK/Ze1XsMeAZo6mtiTdqacD8FSZqwgAhQ1llGnCGOM+1nqOqpAoJf1hNJQDtYaeBky0ma+5vZlLGJ2/NuH3X7o01HcflcHG06yq25t47ZKPmk/pPQuZYenU5RYhFZcVmhZNSzvZB0j7OHpr4mihKKcPvdXOq+RF58XliGp+p76/mi+Qsg2OCNM8Rhc9mAYKqHJFMSB2oOIITgcMNh4gxx3JJ7y7DKDXcU3MFN2TfJqReXmbQmnt7w9LCRmVprbahMloLCziU7efXsqzT3N9M60EpZV9mQv+3JlpO8W/ku2XHZ7CrZNeE0MbXWWnrdvaxIXoFapcbusVPVU0VufC7R+oVbojtcqzXHrO+jKMptQojxLxsXiBprDd3ObgAudF5gcexi/uWzf+FAzQFUiorn73p+RocFV6eu5kDNAQoTCodcSQ5+eA0uClAramL111ZkNzM2k4udF8mIyZiR3E6SNJpDdYc4VH8IlaLixqwbUVDQqXUTGrqH4LDYJ/WfcKjuEGvS1nCy5eSYjbPVqas51nSMVamrxu0tGsyjplbUQxYgjDaHZ1Cvq5eACER0jo7H7+FXJ3+F0+ekMKGQXlcv7fZ2YvWxYVktmmhKxKw1Y/faSY9Jx6A2oFPrMGqMoZQoOrWOAc9AcCWgPppTradGLKsVzjmE84FaNXx4MdYQi0alwRfwkWBKICAC5MblUmOtIcmURIFl6PDl6bbT+IWfams1Vqd1WE7AkbT0twTziCLocfZwc87NvHr2VdoG2rAYLTyz8ZmwPs+5ZKYuw34KyMbZZXmWPFLMKTi8jlD+mAFvsFs+IAI4PI4ZjacwoZDDDYept9VzqfvSsIbhxoyNpEWnYdKarjnJ4zeWfoNuR3eooSdJkeLwBs+vgAiQHZfNs5ueRafWTXii/WClgUUxi9CoNGzMGHvd0/b87dyed/uEhvE2LNpAalTqpM61ht4GflP6GwSCXSt2kWfJm9B+4eYP+EN/G4fXEfrZ4/cghJj0MObVonRRPL3xaRxeB29XvE2trZbcuFweXvVlAfDH1z2O1WnldNtpLnVfmvBqQ2k4izG46rLP3Ud2XDZ/vPBHnD4n23O384NNP0CrGTokvD59PZ32TnLicyZ8keAL+EIVA65871z5/0I1U42zqZ2V80yULmpYzp4fb/4xLxteJicuh1VpqyZ8rHB86LUNtIVKcjT3NY/YazeR1VljGcyPJEmRdnPOzeg1euIN8WTFZU36HLo552aMGiP3Ft9LSUrJhPaZzPEne6619rd+ef72N0escWbUGnlg+QNUW6tZn74ev/Bzrv0cxUnFU/6MguBnnUFjwKAx0NTXBASf75XijfHEG+PJtciZNOFgMVpCF9RNfU0oioLD50BRDX89x8ulOdJ5lhmbyb3F92J1WkPJpB9Y/gBn28+yLGn8KQbz2Uw1zsaeRS6RYErgJ9f9ZNjtbp+bI41HiNXHDil7YXVa+XXpr/EFfHyr5FukRV975u8VKSto6G2YVF4bSZqrjFojt+beSr+7n//4/D+we+w8tOKhCSeZ1al13Jh946Qes7yrnIbeBjZlbJpQVvzJWJW6iub+5rAmyr5WBQkFQ1br3ZJ7yzUfq7K7klpbLWtS1/BO5Ts09DZwV+FdrE5bzd1Fd3O69fSYpYCk8NpRuIOjjUdZnrx8wnMfW/pbONVyinMd5wiIAN9Y+o1h6aCuvsBJj06/pkTr883snl06D7UPtBOjj5nwnIeP6z4OlbCwGC2hkkyVPZX0ufuA4Af/VBpnOrUurIlt+9x9ROmi5NyyMMt+7p3xN7qs7p93TGMkc4/dY0en1g2ZU1lnqwtl67/QeWFSFQAg2BPQbm/HYrSMOSfM5rLxxvk3EAg67Z0jJrudCr1Gz73F94b1mNPF7XPjF35MWhN2jx2nzzni8K3dY+f3538fWrxhdQVXBp5uO83qtNWUpJRMuNdSCo/ChMJJz4V+/fzr1NvqOd9xnk0ZmzjbfnbUXJ2d9k7MOnPE8/jNFjPVOKuboceJuB5nD12OLvIt+cMaJwfrDnKw7iAx+hgeX/f4hBpoRk1wm8EEr4OKEoo43nwcX8A3ZIVZh70Dh9cRsSX371e9z9Gmo2TEZLBn9R7ZQJOmXUAEqOyuJNmcPOJclzNtZ9hXvo8oXRSPrXsstNQ/z5JHWlQadq+dlSkTL2026M2KNyltKyXFnMJj6x4b9b2uUWnQqrV4/J4JX5R1Obrod/cPqY87GzX0NqCgsDh29ESig7ocXbx46kW8fi93FtzJgZoDuHwu7i68e1gPmEalQafW4fK5SDInkRKVQr2tnvXpw1ey+wN+aqw1pESlhL1XUhqfzWWjy9FFbnzusHPAoDGgVqnpdnRzsvXkqDWZjzUdY3/VfkxaE4+ve3zCqzR7nD102jspSCiYd9814Srf9PBItwshXrn8/9y4rJuifnc/z594Ho/fw8ZFG7mj4I4h9zf2NgLBnqVed++EPqhvyLqBBFMCsfrYIb1jsYZYntwwtLZ820AbL5x8gYAIcEf+HeNOVJ4OlT2VQHB+gtPrlGWbpGn3buW7nGg5gV6t55mNzwx7z1X1VCEQ9Hv6aRtoCxVfNmlNUyofNHg+d9g7xqyKEaWL4pE1j9Da38rSpKXjHrfT3snzJ57HL/zcmnsrWzO3XnOM06mss4w3LrwBwIPLHxy3ekljbyMunwuAM+1nQj839TUNa5zpNXoeWfMITX1NFCcWj5nj8a2KtzjTfgaz1swzG5+ZsUTdUnDS/i9P/BKnz8m69HXDSh0+vPJh3qx4E71aj16jD9VAvdrgHEKH1xFaaTueAc8AvzzxS9x+N+vT17OjcH6NFoSr5+zKyxkDcAtwCnglTMefdSq7K/ms8TOWJy8PfbA4fc7QipNe9/AkiLfm3go1wVVeE82OrShKqO7YeAaX0wOhYYCZdnPOzRyqO0RRYpFsmEkzYjDhqNvvxuVzDXvfXZd5Hcebj2P32lGFLe92MF/WkYYjFCcVj5szK9mcPKxI+2j6Pf2hCf5XJ/qcaU6vk79e+itqlZodBTuGNHyu/Iwb6fPuasVJxZR1leHyudhZtJNjTcewuWyjloVLNCVOaMXq4Gedw+vA7XfLxtkMcnqdOH1OYOT3apQuinuX3AsiuBpztDmCN2XfhMvnItGUSFbsxKYXuHwu3H43MPT91zbQxoHqAyyKWTSny3OFK8/Z01f+rihKLPDqKJvPC+9UvoPNZaPOVkdJSglatZZkczJ3F95NS3/LiB84adFpfGvlt6YtpsKEQrZlb6Pf088NWTdM2+OMZWnS0gn1DkhSuNxZcCeHGw6TEZMxYm4lk9aEQWvAoDXwQe0HPGp5NCyPm2/JD/XChVNufC635NyCzWVjW862sB9/Mk60nOBC5wUAFkUvGtIbvy59HQOeARSUCSWWNmgMPLTiodDv4erpuKvwLo40HCEnPkcOa86wBFMCdxfeTWNfI9dnjtzINmqN486zTDQlsrtk96QeO9GUyM6inTT1NQ3pXf6g5gOqrdVUW6tZmrR0zhZNn645Zw5gXhdXzIjJwOaykRKVMmTlytr0tawlMiuIFEWZ0CqyD2o+oM5Wxy05t8z6OS2SNJ54Y/yYhZpNWhMWo4UeZ09Yim0LIXiv6j1a+1v5Sv5XWBSzaMrHvNpovUkzLT06HZWiQkEZtuhIo9KMOocoXKxOK29VvIVZZ2Zn0c4Ryy0lm5PDuqBJmpy16WtH7RE73XqaEy0nWJu+dloqw6xOW83qtNVDbsuIyaCqp4poXfQ1J02fDcI15+xtvkyXoQKWAn8Ix7Fnq3uL7+W6xdeRaEq8phw+9bZ6SttKWZ68fEbzEvU4ezjccBiAj2o/4rvx352xx5akSNCoNDy29jGsLisp5olVARhLS3/Ll2WE6g8N6Q2KhF5XL5/Uf0JadFrYU2nkWfJ4esPTqBTVkIoFM+VY0zFqbbVAcBHUipQVMx7DaI40HMHmsnFT9k3zegqHP+DnYN1B/MLPtuxtk6pH+l7Ve3j8Htor22esbN9N2TdRnFg8qawIs9GUGmeKomwXQrwP/OsVN/uAemDzVI4926kU1ZTSV/zx4h8Z8AxwofMC/7j1H8OSpHEionXRJJoS6XJ0yV4zacHQa/RhG96wGC3E6mPpdfeSExf5c2h/1X7KusqgFRbHLJ5wGaqJimRJqOy4bL5o/gK9Rj+rcl9V91RzoObLojfzbTL6lUrbSvm04VMAzFoz12VeN+F9c+JyqOiumPHzJNznQCRMtefsXUVRPgF2CyGGpGpWFOUfgT9O8fjzVpwhjgHPALH62BlrmAFo1VoeW/sY/Z5+WUpJkq6BUWvkyQ1P4vA6iDPERTqcUAw6tW5O9xSMpDipmB9u/iFalXZWPbdofTRqRY1f+CPSoziTrnx+k32u9y+/H5vLNivOk7lmqo2zs8DvgKOKovy9EOLKxpgs2TSG3SW7qbPVTbks0rXQqrWyYSZJU6BT68YtRj5Tbsu7jZz4HBKMCfNyQvxsfE7J5mQeXfso/Z7+aVkUMpvkW/J5ZM0j+AP+SSdqVikq+V1zjabaOBNCiF8pinII+K2iKHcCTwohHMiSTWMyaAwsSVwy5DZ/wM+7le/S6+7lzoI7qbHWcLr1NBsWbRizZpkkSaP7vOlzzrafZfPizRNOSzMTBtNUCAR3F959zT1DKkU16czts0WnvZN3Kt8hzhDH3YV3o1apw/4Yl7ovcaThCMuSl4W1PF1KVAopzP3hs4m4loU0B+sOhhaeTSRJ8aAeZw9vV7xNlC6KnUt2TrhU1HwTrlQalxRF2Qz8D+D0aElppbFVW6s52XoSgE/rP+Vs+1n8ws97Ve/Jxtk0mkxZJGlu8Qf87K/aj0Cwv2r/rGqclbaVDklTMZm5PPPFkcYj1NnqgGAanuloZL5X+R5Wl5WG3gZWpa6aNT2e81m3o5uDdQcBOFBzgD2r90x43ysXgSxJXDKkAs4TOF6lAAAgAElEQVRCMtWMjKGhSyGETwjxHPAY8HugYNS9pBElmZJCySwzYzNDJZhmw6RjSZqL1Cp1aOrAbDuP0qPTUStq1Ip6WtJxzAXZcdkoKJi0prCspB3J4OufGpWKVjXxlYbStYvWRxNvCC4kmezUnazYrFC5wqksupvrptpz9t+vvkEIcVBRlLUEG2nSJMQb43lm4zO4fC4sRgsrU1didVqvabWUEIIDNQfocfawPW97RFdcSdJ0cfvcvFv5LhBMRjtSdviHVz6MzWWbdXNfsuKyeHbTs8DsnFc1VR6/h3cr3yUgAtxZcOeIVRRWpa4iJy4HvUY/bpWFa/XVJV/luszriDfEz+jiq4VMp9bx/XXfp8/dR5I5aVL7LktexuLYxcMWgXxU+xHtA+3clnfbhCpHzHVTapwJIfaNcrsV+OepHHuhMmlNmLQmIDiXZKSM5xNRa6vls8bPANCr9TJJozQvnWw9yZn2M0BwDtCWxVuGbaNWqa/5PJpu87FRNuh062lK20qB4AT60WqETvdqR0VRJlw6SwofvUZPkmZyDbNBV58XTX1NfFL/CRD8Xrx/+f1Tjm+2m19l3KUQi9GCXh3sRVjIXcPS/JYalYpKUaFSVHO2TMt8NfjaKCjytZGmJM4QF+q0mE357qbTwlwGsQDEGeJ4euPT2D32eZGQT5JGkhufy1MbngKYdcOWC11WXBZPb3iagAjM2p5LaW6I0kXx5Pon6XP3LZjOhog1zhRFSQf+SrDUU5QQwqcoyr8B64BTQohnIxXbfBGliyJKFxXpMCRpWslG2ewl57pK4WLWmed1mayrRXJYswe4BTgGoCjKGsAshLge0CmKsj6CsUmSJEmSJEVExBpnQgjX5YUDgzYDH1z++QNg08xHJUmSJEmSFFmzaUFAHNB3+edeQPaHS5IkSZK04MymBQE2YHD9bMzl34dRFOVR4FGAzMyZr0sphd9EM/TX/fOOaY5EkiRJkiJvNvWcHSU4Bw3gVi7PRbuaEOIFIcQ6IcS6pKRry6EiSZIkSZI0W0WscaYoilZRlA+AlcD7gBZwKYryKRAQQnwRqdjmkw9qPuCFky9Q3VMd6VAkacpOtZ7ilyd+yYmWE5EORZoGNdYaXjj5AgeqD0Q6FGmW8AV8/Pnin3n59Mt02jsjHc6MidiwphDCS7CH7EqfRyKW+crmsnG44TAAH9Z+SJ4lL8IRSdLU7K/aj8fvYX/Vftalr4t0OFKYfVT7ES39LbT0t7AufZ1MxSFR1VPFuY5zABxtOso9RfdEOKKZMZuGNaUwi9JFhcqW5MXLhpk09+XG5w75X5pfBl/XJFMS0froCEcjzQZpUWmYtCYUFHLiciIdzoyZTQsCpDDx+D1oVdr/n733jo7rLBP/P3eKZjQzKqPerWLJkiXZli33OMWJHZME0ggkgUBIIyRAdlnI7v7O95/v7jm7sOfsYc+XhYUkEAiEhLAkgTST7sQ4lrutZqv3MhppNJre7v39MdHEsiVZsiWNyvv5R6O5977vc8u893mf9yloVBoe2fQITr+TRH1itMW6YmYaOAAieGC58qXyL2H32knQJ+AL+iYtdC6ILiE5hKzIaNXaWR+7u2A3GzM3YooxoVGJ15MgXHv1ia1P4A/5Z6Swj7//lnqRe/H0LzNqemrY37KfDFMGD1Q9gFatXRaKmUAA4aLHifpEnq99npaRFnbm7mRP0Z5oiyX4lFHvKM+ceAZf0Me9lfdSYJ69pUOMV4IL0Wl0M5qIHeo+xNutb5Mdl803qr6xpBV8say5zGgYakBBod/Zj81ru/QBAsESwx/y0zLSAkD9UH2UpRGcT+doJ06/k4Ac4NzwuWiLI1hhNAw1ANDr6MXutUdZmitDKGfLjB25OzDrzaxPX0+qQaQaESw/dBodO3N3kqhP5OpVV0dbHMF5lCSXkJ+YT7oxnU2Zm6ItjmCFsTN3J2a9maqMqiVfc3fp2vwWAKvbSlAOkmHKAMAT8KBRaS7Ll2KhWJOyhjUpa6IthkAwKaPeUZx+JznxOTM+RlEUXAEXRq0x4keyp2iPWM6cJ+xeO2O+MXITcmd9bKw2lvs33D/3Qi0g7oAbnVqHWqWOtiiCC3D6nRPGgQspSy2jLLVsXvoOhAL0OnrJNGUuiK+rUM6moNvezbOnnkVWZO5aexcqScUfG/6IQWvg4Y0Pk6BPiLaIAsGSYtg9zM+P/ZyAHODGohvZnrt9Rsf9of4PnLWeZX36em4vu32epVzZ2L12fnb0Z/hCPnYX7F5xlskjvUd4s/lNUgwpPLzxYRFwsoj4y7m/cKL/BMVJxXxl3VcWvP8X616k1dZKujGdb23+1rz3J5Y1p8DqtiIrMgAWl4WWkRZkRcbpd9Ln6IuydALB0mPUO0pADgDh39RMUBSFpuEmAOHDtADYfXZ8IR/Aikr4Oc45a/gZs7qtDHuGoyyN4HzGx4GWkRZCcmjB+x8fs87XDeYTYTmbgsr0SgacA/hDfrblbMPhd9Dv7CdeF8/qpNXRFk8gWHIUmgu5etXV2Dw2riu4bkbHSJLEDYU3cLL/JFtzts6zhIK8hDyuy7+OIfcQuwt2R1ucBWfXql04/A6y47LJNGVGWxzBeewu2M0n3Z+wLn1dVJacbyu9jWN9x6hMr0Qlzb9dSyhnU6BRafhc8eci/8dqY3lk0yNRlEggWNpIknRZL/wduTvYkbtjHiQSTMY1+ddEW4SokZ+Yz2ObH4u2GIJJ2Ji5kY2ZG6PWf1FS0YJW2RHLmgKBQCAQCASLiCVvOftTw5/odfRyc/HNU2q1g85BXAGXKPkiEMwhBzoOcHLgJNtztl+05OgOuOm2d5OfmC+cqhchLr+Ll+pfwhfycXPxzbgDbnGvBII5wBPw0GXvIi8hD0/Qwx/r/4hWreXL5V/GGGOccTtLWjkLyIFIQdRD3YcmVc4GnAM8dfwpZEWeVYRYtOgd62XAOUBleiUx6phoiyNYoixEqasPOz5EQeHDjg8vUs5+eeKXDHuGyUvI44GqBy7Z1jnrOQJygPLU8iVfdmUp0GhtpNPeCcCPDv6IFGPKlPdK3BvBSiIkhzgzeIak2CRWJa6a9fHPnX6Ofmc/maZMipOL6Xf2A+EEuZuzN8+4nSWtnGlUGtKN6Vhclilzm4z5xiKRFaPe0YUUb9aM+cZ49tSzBOUgnfZO7ii7I9oiCQRTUpZaRsNQA+Vp5RO+lxWZMd8YMLPf3DnrOV6oewEAT7FnVgOY4PIoSCzAoDXgD/nRa/XA5PfqrPUsL9a9CIC3xEt1VvWCyikQLDTvtb/Hoe5DSEg8Wv0o6ab0WR0//jsa9Y6yOmk1h3sOo1FpZl3KbEkrZ+MXLyAHprQyFScVc33B9Yz5xha9o6usyBFF0h/yR1kagWB6vlT+pUmLj6skFV8q/xL1Q/UzcuAdT69x4WfB/JFsSOYftv8DsiLTMdox5b0KhD67H2JMEqwExp95BYWgHJz18V8q/xKnB0+zPn09eQl5/GDHD1BJqllHmC5p5QzCEWDTLf9JksSuVbsWUKLLJ1GfyN0Vd9M71suW7C3RFkcguCRT+SgVJxdTnFw8ozbKU8vxlnjxh/xszRbpMhYKtUqNGvW096oirQJv0EtADoh7I1gR3FB4A6YYE8mGZLLjs2d9fIG5YIKV7HIrCi155Wy5UZJcQklySbTFEAgWDEmSxHLZIkWSJLHMLFhR6DS6RbHKtmKUs5Ac4sOOD/GH/FxfeP0Ea5s/5EdCWtQ1MwWzYzYO8SudmV6ryw0cGKd2sJaWkRZ25O6I+HHIihz2e9Lor6htwZXh9Dv5oP0DzLFmrsq7CgiPmUE5KCI4BYJLoCgK3qCXWG0sEPYf/7DjQ1INqZcdhLhilLMzg2f4uOtjAIwxxkjNuC57F789/Vs0Kg0PVD1AqjE1mmIKBMsSl9/Fy40vo6BgdVt5eNPD+II+njnxDFa3lZtLbhbWsyjyQfsHHO8/DkB2XDbppnSePv40dp+d20tvpzK9MsoSCgSLE1mR+c2p39Bp7+TqVVezu2A377S+E8kkkZuQS058zqzbXTFJaBP1iUhIkc/jtIy0EJADeIIeOkY7oiSdQLC80aq1kRw/5lgzEK5RN+QeQkHhrPVsNMVb8YyPiWpJTZwujgHnADavDVmRxb0RCKbBHXBH0tI0DjUCn41xWpUWo3bmuc3OZ8VYzgrMBTyy6RECcoC8hLzI91UZVbSMtKBVaVmbujaKEgoEy5cYdQzf3PRN+p39kWTQmXGZrEtfR5+jj525O6Ms4cpm16pdZMdnE6+LJ8WQQqI+kbKUMqxu66LPDSkQRBNTjIltOdtoGm6KrMhdl38dqxJWkahPjChqs2XFKGcQfhlciDnWLGpmCgQLQJwujjhdXOR/laQSufwWEedXUNGoNHy54stRlEYgWDrsW72Pfav3Rf6XJOmK63BKiqJcqVxRIyUlRcnPz4+2GILLoKOjA3Hvli7i/i1dxL1b2oj7t7Q5fvy4oijKJV3KlrTlLD8/n2PHjkVbjCXBmcEzvNv2LsVJxdxSckvUy7BUV1eviHunKAqvnH2FztFO9q3eN2Uli6XGSrl/y5GleO9sHht/qP8DKknF3RV3E6+Lj7ZIUWOh7p/D5+DFuhcJykG+XPFlkmKT5r3PlYAkSSdmst+KCQhY6fyt62+M+cY43n8ch98RbXFWDFa3lTODZ7D77BzqPhRtcQSCJUmtpZYB5wB9jj7qLfXRFmdF0DDUQK+jl0HXIGcGz0RbnBWHUM5WCOOh8PmJ+ZhiTFGWZuVgjjWTE5+DhERFWkW0xREIliTFScXoNXpiNbFX7MsjmBlFSUUYtAZ0ah3FSTOr9iGYO5b0sqZg5lyVdxVbs7eKRLsLjEal4aGNDxEIBcS1Fwguk8y4TH6w4wdIkoRKEjaFhSDFkML3d3wfRVFmXRdScOUI5WwFIZSD6CGuffSZTdWIK62GIJh7hIKw8KgkFUTXPXnFIqYgAoFAIBAIBIsIoZwJBAKBQCAQLCKEchYlFEXB4XOwWPLMtdnaOGc9F20xFgWyIuPwXTqitc/RR52lDlmRF0AqgUAwjsPn4NTAKZx+Z9RkCIQCuAPuqPW/kPiCPkY8I5waOMWodzTa4qwIhM9ZlHi58WVqLbWsSV7DPZX3RFWW5uFmnq99HoB9Rfvwy36SYpNWZHShrMj86uSv6BnrYXvOdm5cfeOk+1ndVp458QyyIrMzdyd7ivbMqRydo5202lqpyqi67PIfAsFy5Zcnf8mZwTOkGdP44Q0/XPD+x3xjPHX8KdwBN3eU3bGkxkpf0MfhnsMkG5JnJHe/o59nTz3L0b6j5CfkkxOfw99v/3sRmDHPCOUsSjSPNEf+KooS1aSwnqAn8vlg98HIbDRRn0hOfE60xIoKnoCHnrEeIHxvbmRy5cwX9EUsZnM9e/aH/PzuzO8IyAFaR1p5eNPDc9q+4NLMNHhABA5Eh0ZrI222NnrGemgabqIkuWRB++939EfGydaR1iWlnL3b9i5H+44CYNabyY7Pnnb/LnsX/pAfX9CHzWsjxZASXvERgQLzilDOosQNhTdwpPcIVRlVUc/WX5lWidPvJBAK4Al4ONx7GAkJjWrlPR7GGCO78nZxbvgc1+ZfO+V+2fHZ3FZ6G1a3lR25O+ZUBgkJtUpNQA4Qo46Z07YFguXAvqJ9uPwu0oxpaFULHwldlFTE2tS1jHpH2ZazbcH7vxLGI8dnOsZXplfSNNxEoj6R3IRcNmVuEpGzC8DKe/suEqqzqqnOqo62GEC4SOu4ghGSQ6Sb0jHHmskwZURZsuhwfeH1XF94/SX325CxYV7616q1PFj1IB2jHZSnlc9LHwLBUua20tsoNBdi0BooMBcseP8alYYvlX9pwfudC64vuJ5UQyrmWDPppvRL7m/QGrhv/X0LIJngfIRyJpiAWqWmKrMq2mKseFKNqaQaU6MthkCwKJEkifUZ66MtxpJEjPFLA+HRJxAIBAKBQLCIEMqZQCAQCAQCwSJi0SlnkiR9TZKk9yRJ+lCSpOnDSATzhjvg5qPOj2iztUVblCWDoigc6zvGsb5jiyZ/nUAgmIjNY+NAxwH6HH3RFmXR0DjUyN+6/oY/5I+2KIJPWVQ+Z58qY9coinJpb2zBvPLauddotDaiklQ8sfUJEvQJ0RZp0XNq4BSvN70OhGvSbczcGGWJBALBhfyh/g8MOAf4pOcTfrDjBys+8rDP0ccf6v8AgN1n56bim6IskQAWn+XsRkD9qeXsJ5IkrexfTRQZH7AkpKin+lgqnJ+UUS0eXYFgUTL+O1VJKjG28el1+DRpmRi3Fg+LynIGpAMxiqJcL0nSj4BbgZejLNOK5PMlnyc3PpesuCzidfHRFmdJsD5jfWTgX0pJKQWClcTdFXfTMNRAkblIZLkHMkwZ3Lf+PobdwyKKcxGx2JQzO3Dg08/vAxclApMk6RHgEYC8vLyFk2wJEAgFeOXsKzh8Dm4tvZUUQ8plt6XT6Nias3UOpVu6hOQQr559FZvXxi0lt0yb/60yvXIBJRMIBC0jLbzb9i6F5kL2Fu295P7xuvgllzh2vik0F1JoLpz1cYqisL9lP132LvYW7Y1KzrnlymKbNhwC1n36eQPQfuEOiqI8pShKtaIo1ampIg/U+TQNN9Ew1ED3WDeHew7PWbu+oI/329/nWN+xOWtzKdE+2k6tpZaesR4OdR+6aLvD5+Cd1neot9RHQTqBYGXzQfsHDDgHONR9iI87P+bdtndXTEHy+eZk/0nea3sPT8Az6fYh9xA1vTX0O/s50Hlg0n0El8eispwpinJKkiSPJEkfAlbgx1EWaUmRHZ+NQWvAG/RSZC6as3YPdB6IKCVmvZmipLlreymQbkwnLiYOp9856XV9s/lNGq2NSEhkmDJINiRHQUqBYGWyOmk1vY5e9Bo977S9g0pS4fQ7ua30tmiLtqTptnfz53N/BsL1l28pueWifRL1iaQYUrC6raxOWr3QIi5rFpVyBqAoyvejLcNSJVGfyN9t+zsCoQDGGOOctRuriQXCwQF6jX7O2l0qxOni+M7W7+AP+THFmC7aHqsNXx+1Sh2pWycQCBaG6wquY1PWJrwBL784/gtCSigyZgkuH51Gh0pSISvylNczRh3Do9WP4g64hW/yHLPolDPBlRGjjpnzYtlX5V1FUmwScbo4suNXZuq56a7rTcU3kZ+YT5oxTQxQAkEUiNfFE6+L58GNDzLsHmZt6tpoi7TkSTOm8UDVA4x6R6e9nhqVRox784BQzgSXRJIkUYB7GjQqDevS1116R4FAMK9kxWWRFZcVbTGWDTnxOeTE50RbjBWJUM4WEUE5yCuNr2D32fnCmi+QZkyLtkgrgo86P6LeUs+uVbtECgyBYJlRZ6nj486PKU8r5+pVV0dbnBXD/pb9dIx2sKdwz4rzU54LFlu05oqmdaSV+qF6esZ6+KT7k2iLsyLwh/y83/4+g65B3m17N9riCASCOebdtncZdA3yfvv7ojzRAmF1Wzncc5gB5wAfdnwYbXGWJEI5W0RkmDIwao1ISItypuHwOegc7VxWdSO1Ki2rElYBzHm0kTfopd3WTiAUmNN2BQLBRCwuCwPOgUm3jf+uVyWsQqsSATszYcg1RL+j/7KPT9AlRFZ+RBTn5SGWNRcRCfoEntj2xJxHW05HIBRAo9JcsoyJO+Dmf479D+6Am+0527lx9Y0LIt98I0kSX9/wdRw+x5zXD/3VyV9hcVkoMhdx3/r7It8H5SAqSSWykwsEl8n5v6F2WzvPnX4OCGf/X5OyZsK+t5Tcwq68XcTp4kS5phnQZe/i16d+jazI3Fl2J2WpZWhUs1MVtGotj2x6RERxXgFCOVtkzEe05VTU9NSwv2U/WXFZfKPqG9P+AF1+VySx45B7aEHkWyhUkmrOFTNZkRl2DwMTr1fHaAfPn3kenUbHQxsfIlGfOKf9CgTLnS57F7878zu0Ki0PVD2A1W1FIWzNH3IPsYY1Fx0z17/v5cywexhZkfEEPPzs6M/Iic/hK+u+Qn5i/qzaEVGcV4aYui8BesZ6sHlsc95unaUOBYVeR+8l2081pnJj0Y2Up5ZzY9HysJpdDv6Qn3Zb+yV9V1SSijvX3sna1LUTkmGes54jIAdw+p10jHbMs7QCwdLF5XfRMdqBrMgTvm8absIf8uMKhLdvyNjAluwtbMrcxOaszVGSdvlQmV7JtpxtZJoySTYkE5ADNA03XVZb4+OlL+ibYymXP8Jytsip6anhrZa30Kg0PFr96IR6mQ1DDbTb2tmWs+2ystLvyN3B/pb9JMUmUTtYy5qUNdPmMdueu/2yzmE58dzp5+gZ6yE3PpcHNz4IhOvLHes7hoJCdVZ1ZLlyberai/IDVWVW0TLSQqw2FrPezBtNb7A6afVFSzECwUomEArwi+O/YMw3RlVGFbeW3hrZtiFjA03DTWhVWuxeO3WWOm4qvimK0s4vjUONtNnaJozzw+5hDvccpsBcMOc53TQqDftW7+PqVVfzYt2LeINeqjLCBdFlReZY3zEkJKqzqi+5TPz8mefptHeSHZfNw5senlM5lztCOVvkjC+JBeUgNo8topw5/U7+t+F/kRUZi8vCN6q+Meu2y1LLKEst43+O/g8fdX1ETW8NT+58ErVKPafnsJwYcoXvx/lLlacHT/NG8xtA2GJWnVU95fFpxjQe3/I4AE8ff5peRy/H+4/zgx0/iFQaEAhWOt6glzHfGBB29j+fFEMKj21+jINdByMR1nqNnrLUsgWXc75x+V38seGPyIrMoGuQB6oeAOAv5/5Cp72T4/3H+d72701aueRKMWgNkf7GOdF/gjeb3wTCSlxVZtW0bYyPkxfeQ8GlEcrZIueaVdfgD/lJ0CVMiHrRqrTo1Do8Qc+MfphWt5VTA6coSS4hLyFvwrZxXzO1Sj1vDrOKoiwLZ9w7197Jyf6TEwal83311NLkiu1k5z9+32JUMdT01GCMMc5oNioQLHfidHF8vuTztNpauSrvKiC8RHa45zCmGBMbMzeiUWkiv6vZOqwvFTQqDXqNHnfAPWGcH/+sU+vmNAJ1PBJ/fAxqGm6i297NluwtxOniJlznmVzz20tv50T/CdZnrJ8zGVcKy/OJXkbE6eK4o+yOi77XaXQ8sukR+hx9lCSXXLKdl+pfwuKycKT3CP+48x8nWMfurribhqEGCs2F8xJB2G3v5vna59GpdTxQ9cCSds4tSS656HpXpFUgISEr8kVJbO1eO786+St8IR9fXffVCdm271x7J83DzXSNdfFh54dAeLYqqjEIBLApaxObsjZF/v+o8yMOdh0EwpPTo71HGfYM8/mSz1OcXBwtMecVnUbHwxsfvmicv630NtamriUzLhOdRjcnfQ04B3ju9HOoJTX3b7gfjUrDi3UvIisyA84BvrLuK2zI2BCO7mdmVWOKk4uX7b2Zb4RytoQxx5oxx5pntO94BKhWpb3IMhOni2NrztY5l2+cRmsj3qAXb9BLm63tkqbwpchUA1WrrRW7zw6EfQTPV85i1DGUp5XjCrgmfCcQCC5Gp/5MCRl2DzPsGSbFkIIn6ImiVPPPZOO8Vq2d80ncWevZSER+80gzlWmVqCU1siJPUABFFZWFQShnK4R7Ku7hrPUsBeaCBc+vtS59HY1Djeg1+hU3iypJLiHTlIk36J2y/ubmrM0YtUZi1DEr7voIBDNlZ95OEvQJxMXEkRWXRdtoG6PeUTZmboy2aMuCirQKagdrUavUlKWUYYwx8uDGB+lz9AmFLArMm3ImSdJvgCcURRn99H8z8J+Kojww/ZGC+cAYY5ywRLCQZJgyeGLbE1HpO9qYYkx8s/qb0+4jCssLBJdGJakmTHAudFYXXBkphhS+s/U7E77LMGWQYcqIkkQrm/m0nK0bV8wAFEWxSZK0/NazFhGyIjPkGiIpNgmteuZOokd7j/Ju27uUJJdwR9kdwiF9EWDz2NCoNMTp4ua03RHPCL878zsAvlL5lctKwSIQzAeBUIDusW7ean4LX8jHPRX3kBmXGW2xlg3eoJffnv4to95R7iq/a9ZJZSEcPeoNesW4sQDMp3KmkiTJrCiKDUCSpKR57m/F80rjK9Raask0ZfLIpkdmrGQd6T2CL+Sj1lLL3qK9c64QCGbHWetZ/lD3BzQqDQ9ufHBOZ66NQ42MeEbCn62NkUg4gSDaPHvqWY73HWfEO0J5ajlnBs8I5WwO6RjtoNfRC8CpgVOzVs5sHhs/P/ZzfCEft665dVn6Di8m5tP56D+BQ5Ik/askSf8CHAL+Yx77W5YoikK3vRun33nJfXvGeoBw1E1A/qzYtsVliWybjI2ZG1FLakpTSuclX47gMzpHOyNlnaaiy97FqHcUd8A9ZTHny2VNyhriYuKIi4ljTbJIfCtYGKxu67S5rtwBN/WWeuJ0cQRDQWI1sWKpf47JS8gjzZiGTq2jMq1y1sdbXBZ8oXCm//PfJ8PuYeosdXTbu+dMVsE8WrIURXlOkqRjwG5AAu5QFKVhvvpbCrTb2nmr5S2yTFloVBo8QQ+fK/7ctArRe+3vcbDrIAatgcc3Pz5tQfTPFX+OQ92HKE8tj0T9nV/E9o6yOyZ1St+eu33S7P9BOUhIDs1ZqPZSxhf08b8N/4sn6OH20tsjZv1AKMBbLW8RCAW4qfimaRPJHu45zP6W/aglNd+s/iZpxrRJ9+t39NNl7yJBl0BJ0qXTpMyGFEMK/7DjH+a0TYFgOtpt7fz2zG9RFIV7Ku+hJLmEoBzkTw1/YtQ7yq2lt/LXlr/iCXoY8Yzwwxt+yJqUNfiCPoJy8LJymB3tPcq54XNclXfVZS3fLUcMWgOPbX5sxvu7A270Gn0kgKw4uZjqrGrsXnvE4j7sHua/Dv8Xn/R8QkpsCoVJhdxScgs7cnfMSrbesV5ea3qNFEMKt5feLhKhM0/KmSRJKh24nJsAACAASURBVOCMoigVwIpWyM7n466Psbgs1A7WYtAaiNPFkaBPYG/RXiCc9V+n1k3wFxufbboDbhx+x7TKWUlyCcVJxXzS8wkHOg6wM28nNo8tUptu3GLTOtJKl72LirQK3m9/n4Ac4NY1t05Yzhz1jvL08afxBr3cXXH3iosiHHYPc3rwNCXJJeTE53DWepbmkWYAjvYdZd/qfQCcHDjJoe5D6NQ6UgwpXJN/zbRtAoSUEDU9Neg1enbk7phwTw91H+J/G/4XBYXs+GxCSmhaOd9vf582Wxu7C3ZTaC680tMWCOYMRVEY840x6Bqk39GP0++kc7STkuQSWkdaabQ2MuAc4PTgaXQaHVlx4UlrcXIxzcPNvFj3IlqVlvWZ68kwZsx4Gc0dcPNm85sohPufjUKy0lEUhTea3+Cjzo8IySHKUsv4xoZvoFapUUkqbim5ZcL+dp8dd8BNUA7SPtqOJ+Sh296NrMhclXcVg85B6ofqWZu6dkr3DH/Iz/vt7zPgHGDAOcCmzE0UmAsW4nQXNfOinCmKIkuSdFqSpDxFUbrmo4+lSElyCW22NnITciOFszNNYZ+KUwOn+PPZP0ei+8ataXsK96CW1GTHZ1/S90hRFM4MnuHt1reBcAbnbTnbGHIP4Q162ZK9hTHvGM/XPo+syBzsOhh5+R/rO8Z1BddF2uq2d0fybzWPNK845eyl+pcYdA1yuOcw/7jzH8lNyCVWE4s/5J9QqeFQ1yFqemtIN6Zzb+W907Z5Tf41YWukEgrXp5MkHH4Ht5fejiRJKIpCw1ADxcnFdNm72JW3a1r/P5vHxkedHwHwXtt7FG4Syplg8fBy48vUWmpJ1idj99lRFCUyQcmKyyIuJo6DIwcpSS5BQqIyrZKKtApUkormkWZCSohmazOd9k7STemYYkwzGod0ah1JsUkMe4bJNGUum+okC0H3WDfH+o5Rb6knVhtLnC4OV8BFvC5+UitmobmQW0tvJdmQzLB7mNaRVixuC39t+SvFScU8X/s8Y74xTvSf4Ps7vn9Rf2O+MZ46/hQtIy2oJBXFScVTriisNObTQT8TqJck6QgQybKpKMoX5rHPRc22nG1UplWi1+hx+p34Q35SjakAtIy0oKDg8DsYdA5iSgorZ6nGVL5c8eVLtm11W/n1qV9jcVmQFZkYdQz+kB+1Ss0NhTdwznqOHx/+MTq1jpAcQpIkUg2pDHuGkRX5opJOJcklrE5ajcvvYnPW5rm/GIucceulRqVBkiSSYpP43vbvEVJC6DV6IBwda/fZ2ZK1hVhN7CWLl5tiTNxaeis2j416S31ESasdrGVbzjZaba2cs57DGGPka+u/xp6iPdO2F6eLI9WQypB7KDLTDMpBht3DpBpTFzyfnUBwPi0jLQD0OcPZ7Z1+Z8RKHKeL44ltT5BqSKVttI3VSau5c+2dkWM3Z21mf8t+OkY7SDWkkm5Kn3EEulql5uFND9Nma+Ot5rf40d9+dFF1DsHkJMcmM+AcwOKykGHKYEvWFrxBL4e7D3Oo5xAlySXcU3HPBGX36lVXc/Wqq1EUhd+d+R1nrWeJUccQo46JKHNTlZgacA7g9DvJMGVQllLGnWvvXLaluGbLfF6F/zuPbS9ZxgenC0sYXZV3FTaPjWRD8mX5SDQPN+P0OzFoDWTHZdNobeRA5wGSYpNYn7GehqEGgnIQp99JaUopReYiNmdvRlZkZEW+yO9Np9Hx1XVfvezzXOpMVtJKq9ai5bNBRiWp2Fu0l1MDpyb12ZsKc6yZhzY+RL+jn1fPvYqCwsGug6hVasyxZkpTSvnCms/mMAPOAYbdw5SmlE7wxdCoNDyy6RGcfmckg/hzp5+jy95FaUopd1fcfaWXQSC4bPYW7eVwz2GqMqs40X+CQecgFpeFLnsXnoCHNSlr+Or6rzLqHSVRnzjh2FRjKrnxuZj1ZgZdg9xTcc+sxkW9Ro836MXhdwDhKGWhnF0aY4yRQnMhifpE9Bo9ISXEz47+jNrBWsrTyjnZf5KSpBI2ZG64SImSJIl7K++lYaiBFEMK5lgzX1v/NZqGmyhOmtziWWgupCKtglHvKNcVXCcUs/OYz4CAA5IkrQKKFUV5V5IkAzAjLz9Jkr5HOIBgxcT5Z5gyeHjTw5d9fFlqGScHThKSQ1SkVURCprvHulmfsZ6k2CQURaFztBOtSkswFGTXql1zJf6ywxRjYkv2lkvuN1UwxaXIjMskMy6Tfmc/dZY6duTtoGu0C4vLMqFfm8fGMyeeISgH2ZazLeLrNo5WrY0oZrIi0zPWQ0gORSKnrG4rg87BixQ7gWC+qcqsiviJHeg4gDnWzEedH9Fma0Or1vK51Z9ja85WkmKTIscoikJICaFRabgq7yr+1v03dq3adUmr9GSUJJeQYcrAF/RNWZ1D8BmBUACtWsv2nO280vgKGzI20O/sByDZkIysyAy6Bnm9+XX6nf18fs3nL2pDrVJTmf5ZJGiiPnHacVSj0vDFtV+c+5NZBsxnhYCHgUeAJKAIyAZ+Dlx/ieN0gChhPwvGk8/eXXE3SbFJhOQQQ+4hHD4HV+VdRU1PDR90fICCQm5CLo3WRo73Hyc3IZcbV984aZv9jrDSUJ5WTlZc1gKf0fJAVmRqemqQFZltOdsmVY5uLrmZm0tuDv+Td9FmfKFwxBqEE0AOOgdxBVxTOv/LiswZyxm+WPZFnH4nTx1/Cn/Iz8bMjROscQLBQnJLyS08+c6TuPwuLC4Lm7I2cdZ6lnXp6yIRzp6Ah1+e/CUjnhHuKLvjsic+45hiTDxa/ehcncKyZn/Lfg73HKY0pRStSku8Pp6O0Q5uW3Mbh3sPc0PhDZSmlPLfR/6bEc9IRGm7EKffyeGew2THZVOWWrbAZ7G8mE8b4uPAFqAGQFGUZkmSZuLp9xDwG+Bf5lG2ZcXbrW/zcuPLdNu7+fqGr3N3xd18Yc0XGPWO8nrT67SOtCIrMipJRYYpg0+6P6EyvZI6S91Fypk36CUoB3mh7gXGfGOcGjjFD3b+IEpntrQ5NXCKv7b+FQjPEGdaXL51pJXj/ccpTSnlrPUseo2espQyylPL+cXxX+ANetm3eh9Xr7oaCEeBvlD3Ar6gD2/QS1VGVcSnMRAK57ubSZ48gWA+sHvt/Ojgjzjef5ycuByMMUbcATctIy08e+pZHtv8GIqi0DTcxJBrCEmSaBhqQC2pqbXUsjlrs4jem2fqLHVAOAH2uP/xmG+MVGMqu/J2cbT3KId7DtM41Ig76MYUY+L3Z35PQA6nEBr3nX6j6Q0arY1ISHxn63cmWEUFs2M+lTOfoij+ccdBSZI0gDLdAZIkaYFrFEX56aeJayfb5xHCFjny8iYxNaxARr2j9Iz14Al6ON53nM+XfB5jjJFD3YdoGWkhKAfJT8wnw5TB0d6jFJgLGPONXbSsOeAY4OkTT6OgEJADqCU1w55hfnPqN2zM3DjBXC24NOOBAxd+nor329+nZ6yH5uFm1Co177e/T7oxHUmSMMeakZEZcA7QMNRAv6OfInMR2fHZ1A/VY3VbgbBDr1qlZmfeTpJik7ij7A56xnpmnXdIIJgr3m9/n1ZbKxqVJlyWqfIe+h39uAIu7F47EI7sPD14miHXEKUppVRnVfP8mecJKSF6xnr43vbvEZSD+IK+CalnOkY7ONBxgOLkYvGMXwE7cndwoOMAOo0OX9BHSAlh99r53Znf4Q66sbqsnBw4SboxHY2kweV3UdNbE1mqHg/mGM+JqVaphf/YFTKfV++AJEn/HxArSdIe4DHgtUsccx/w++l2UBTlKeApgOrq6mmVvZXCvtX7aLe10z7aTlVmFQatAQhnhD7aexSj1sjtpbej1+ipt9RTaC5kR+6OCb4AHaMdfPet79I91s227G3cUHgDBeYC/nz2z7SPttMz1iOUs1myNnUt91bei6zIlKaUTrvvoHOQAx0H6BjtoM/RR3VWNXkJeciKjKIo5Mbnkp+YT158Hla3lS57F/9+8N95ZNMjlCSXcLjnMBIS92+4PzKLBahMrxT3TRBVNmZuxBxrRkLinsp7uL30dl6ofQGH3xF5qbfaWiOW/e9u/S6SJJFsSMbispBiSMET8PDU8acY9Y5yc8nNVGdVA+HluAHnAO2j7VSmVYrSc5dBSA5RZ6lj1DtKv7OfQnMhg45BsuKzsHltJOgSMGgNZJoyKTAXkKhPxOV30T3WTYI+gVWJqyJt3Vx8M6sSVpFhyiBeFx/Fs1r6zKdy9k/Ag0At8E3gTeCZSxyzBtggSdKjQLkkSd9RFOUn8yjjsiBRn8g/7/rnyNLlOBVpFeTE5xCjjokobN/a/C2sbmskv9o449m6fUEfvqCP6wquIyk2iXpLPa221kik04hnhA/aPyAzLlPMVGdASfLkGf5lRSYQCkRmmvG6eNpsbZzoP0FFWgX5ifncv+F+/CE/CkpkoHto00M8ffxpTg6cJCk2iZaRFtalr+MHO8JLzyKfk2CxsSpxFS998SW8QS9JhiQOdBygx9GDSlJFltv3Fu2lpqeG9RnrI8/wA1UP0OfoIzc+lwHnADavDQhHpo8rZy6/i4ahBqoyq6atzhGSQ4SUUKRyiuAzXAEXfY4+YtQxdNm7wuN//nURH+U9hXvodfSSFZdFjDqGD9o/4OOuj0k3prOncE/kXkA4QEnU3Jwb5jNaU5Yk6TeEfc4U4JyiKNNauhRF+cfxz5IkHRSK2dScs57jeP9x1qevj9Sgmyyv1YUh6gatgXfb3qXP0cfeor0RBWtt6lpqemtIMaTwf675PxFfgXsr72XIPUSKIQWAd1rfodHaSK2lloLEAlGY+DLwBr08c+IZht3DfGHNF6jKrMLqtpJqTMUca0ZBoTK9Ep1Gd1HprBRDCl9Y8wUGXAOoJBXbc8IO00IpEyxGQnKIt1vfxhVwRSKNx8cSlaQiOTZcBm1DxgY2ZGyYcKxeo48EvmTHZ7MhYwODzsFI6SCr28qYb4y8hDwyTZlTLqM5fA6ePvE0Lr+Lu8rvuqQVe6URr4tnZ+5OanpqKEspQ61Sc7j3MKuTVrO3aC86jW5CANL4/VOr1JyznsPmtbFv9T6h+M4x8xmteTPh6MxWwrU1CyRJ+qaiKG/N5PiVlEbjcnix/kWO9B7h97W/59lbn52wlDUdo95R+hx9ADQMNUSUs32r91GWWkZSbBJ6jZ6GoQay47JJ0CdMqEwwXlNSp9aJIumXyZBrKOIj1mhtpCqzinhdPFa3FY1Kw9qUtSTqE3H6nZNe4zea38CsN6NRaS5ZNUIgiCaN1kZqemsAiIuJ48bVN1KeVk6dpY76oXo6RjsmLIuNY/PYGHAOUJxcjEalQSWpuK30tgn7GLQGjDFGJEki3Zg+pQw9Yz2M+caA8KRWKGcXs6doD5uyNvE/R/+HnrGwVTMoB2kabsIYY2TMN0ZxUjGSJLE+Yz0phhRO9J/geP9xehw9mGJMnLWeJSSHuKfynogCJ7h85nNZ8z+B6xRFaQGQJKkIeAOYkXImmB5ZlnH5w2U16ofqudZ47YyOS45NZmPmRjpGO9iV91lAgCRJkSSPv6/9PY1DjVhcFu5bfx87c3dGLDPXF1zP6qTVmPVm4d8xC0a9oxzuOUxeQh5rktdQnlrOoGswohzrNXqy4rJIik2i0drIS/UvkRSbxHe3fveitjJMGbTZ2sgwZQiLmWBRk2pIRaPSEJSDkYmEoiicGz6HSlJxqPvQRfVox/3LPEEP69LXsSFjA2etZ9mUuYl002dKmEFr4NHqRxl2D0+boLYoqYjipOJwNY8Z5C5cqSTFJvHY5sewuCzU9NbgDrjJS8jjqeNPISsyuwt2c/Wqqzk9cJoB5wA58Tmc6D+BJEnYvfZIHeg6Sx3X5l8b3ZNZBsyncmYZV8w+pQ2wzGN/K4rHNj9GSAlh0BpYkzzzBI2SJE2b7+pQ9yE+aP8Au9fOkHuI/S37STWkRpJAnq/EzYZh9zC1llrWJK9ZdkuhgVCAI71HSNQnRpaYL+T1ptdpGWmhpqeGbTnbkBWZu9beFXnZ6DQ6NmZupHGocUL6iwv9CCG81Nzv6BdWM8GiJ92Uzre3fBtf0Bd51iVJoshcxJ/P/ZmqzKqLal8G5ADeoBcIT2peqH2BgBygzdbGDYU3YHVb2Zy1GZ1GR7wu/pKO5zHqGL6y7ivzd5LLCHOsGXOsOTLet9vakRUZCKfWqLfU8+PDPybVkMrWnK3cXHIzJ/tPkmJIwRRjIiSHZvU+EkzNfCpn9ZIkvQm8RNjn7C7gqCRJdwAoivLyPPa9rFAUhQ87PmTEO0KiLpFEfSIVaRVUZVQRkANzFhUz5Bri7da3SdAn4PA7KE8rR6vSRoIJZkKfo49z1nOsS18XWQIFeKHuBaxuKzU9NTy588k5kTcauPwuXm96Ha1ayy0lt4QdZDs+4FD3ISCc+NIca+bnx35Ogi6Br2/4OnqNHqM2HP4fkAMc6DxAjDqGpuEmbii8gS3ZW1Cr1Hyp/EvIikyfo4+T/ScpTyuf1I9Qo9KQm5C7oOctEMyWjtEOjvQeoTy1nPK0ctpt7XTaO9mUuYlYbSxlKWXYPDZerHuRa/OvjUza4nXx3Ln2TjpGO9iavZXnTj9Hs6WZ5uFm2mxtxOvisXlsk2aoF8wtBeYC9q3eh81j45r8a/ivT/6LLnsXfY4+dhfs5uPOj7H77PQ7+7l//f20jLQgSRKHug9h0BrYkLEBRVH4a+tfsbqt7Fu9jxRDCi6/i3fa3sEUY2J3wW5RB3gS5lM50wODwLjNeohwtYDPE1bWhHI2BZ90f8JHnR9RkVYRXtsfOEGHrYNhzzAuv4vs+GzcfjcOv4OipCIyTBnszN2JWqWe8iGXFZn32t7D4Xewt2jvpL5MphhTRIm4f/39FJgLMGgNM1YEZEXmudPP4Q16aRhq4PEtj0e2qaVwdvylXkLoSO8RGq2NQDhVSXVWdeTcIHx+P6n5CS/WvRhJDXBr6a2UppRysOsguQm5OH1OBlwDjHpHCSkhAnIgklBWJanIic8hzZjGG01vcKT3CLeU3BJV/z5FUXiv/T3GfGPsKdwjlrMFUxIIBXi96XV8IR+do514gh7OWc+RG5/LT4/8lFpLLd6glzRjGqmGVLrHulEUhS57F0/ufDJiQatIq6AirQKA20tvp2WkhUR9Im22NjZkbFjy40i0qOmpodPeyTWrrpmwRDwd23K2RT6bdCY2Zm5ErVKzt2gvNq8Nu89OcmwyL9S9gCfo4dWzr2JxW/CH/Dy580kyTBkc6j5EnaWO15te5+pVV+MNeiN+gKKawOTMZ7TmN6bbLknSPyuK8u/z1f9SwxPwUNNbQ7oxnU96PsET9PBBxwfEamLxhXx02buI18Vj0Bpot7VjijHR6+gl3ZSOL+jjhwd/SJwujoc2PjTpi7xpuIm/df8NgFhNLJ8r/txF+8RqY/nW5m9h89jIic+ZtT+ThBRRVC6MnLq38l4arY2sTlq9pP2ksuOzw+epUpNpyqTb3o2syFyddzV5iXnkxOcw7BmOFFweH4BODpwkThfHkd4jmPVm0oxpkUi1yaLM6ix1nB48DYT9dq4vnLbq2bzSPNLMwa6DQHiJ6JaSW6Imi2Bx83br27x69lUy4zKRkNBpdCTFJqFRaRh0DWL32WkdacUdcKNWqcOJsfuOTjveZMdnU5Jcgt1n586yOylNKb0oslNwaUY8I7zVEnb59gQ8fH3D12fdxn3r7uPc8DlKkksi1v7esV7Sjen89OhPAWiwNtAy0oIpxsSJ/hPct+4+gnKQEc8IGknDu23vkmJIwag1khSbdFEVAYvLQp2ljrKUsmXnAjMbopnC9y5AKGefsr9lP6cHTyMhUZFWQZ2ljvXp6+kZ60GtUnPX2rvYnLWZUd8opwdO02prpTi5mAeqHuBo71FCSihSKWCyaKTxATIoB0kzTl1FyxRjumwrjSRJfKPqG7SOtF40E0rQJ0yYgS1VSpJL+O7W76JWqTFoDfzH3/4Df8hPhimD3YW7Abin4h4sTguGGEPE2Xl9+npaR1rxBX2RwejuirvxhSYvyjyeGiAkhyI55qJFUmwSWpWWgByY9tkRrGw8AQ8fdX5E91g3dp+df73uXzHGGMmKy0Kv0fP45sd5+sTTjPnG0Gv0FCcVE6OOQUGJ1ASezCKm0+j41uZvMeYbE8/fFWDQGjDFmHD6nZd9Hc2x5gnjuEaliUTb3r8hvKw55hvD4XMgSRKbszYTp4vjyZ1P8quTv6LOUodOrSMnPofbSm8jw5Qxwf0FwgFpo95RjvUdW9IuMFdKNJWzpWs++ZSQHMIVcM2Jz5dWrQXCCs51BddxR9kdSJKEzWNj2DNMkbkISZLII4916euwuCwYtUb2t+yn1lJLUA6yJnlNJB9N60grLSMtVGdVk2xIJs2YxuObH8cT9MxrIfMUQ8qyD6M2x5qB8P3XqDT4Q360Km1k++bszfzbDf9GjDom4rSfm5DL1uytFCcX0+/oZ0PGhogC2+fo408NfyJeF8/dFXej0+jIjMvkia1PMOIZibpylmJI4bHNj+EOuMmOz46qLIL5R1ZkHD4H8br4WVm5VZKKRH0iW7O3kp+YT2V6Ja83vc6rZ1/l+oLr2Za7ja05WxlwDoStJ7Ep6LQ6TAMm1qWvm3apUq/Rz6gEmmBq9Bp9JLp1vH7mXJJsSCbZkBweD9VaWoZbeOXsK6xJWUOiPpHvbf8esizTPtqOOdY8ad3NQCgQCUA4f0xdiURTOVvSpZdCcoj/PvLfDHuG2Zm786IC4rPlxqIbyTRlkmpMnfDQjkfPXEiaMQ2Ly0KtpRaAInMR962/DwgnOX2h7gWCcpAuexcPb3r4s7a4uC3B1CiKgt1nJy4m7qKXh1ql5oGqB2i3tV9kKbxw8Hu96XWahpuQkHhi2xMTkgMf6zvGsGeYYc8wbba2SFtHeo/wcdfHZJoyeWjjQ1H1s5nqOVzp5P/TGzPet+OHN8+jJHPHC7Uv0DzSzLr0ddxRdgfugBsJadoM/BC2cD1Q9QBd9i4q0ipw+Bwc6zsGwMGug5Hs/8YYI+2j7bTaWikyF/H32/9+IU5LwJWtjMyUXat2UW+pp6anhkPdh3ih9gW+Wf1NAFQqFUVJRZMe5/A5eOr4U1jdVirTK/nc6otdb2aK3WvHoDVEjB5LEWE5u0z+1PgnXjn7Cgm6BNKMadzIlSlnvpAPq9uKSlJFXuz+kJ8+Rx/ZcdmTPmRJsUlkx2XT5+ibkMJBLanRqrQE5eCks83GoUb2t+xnVeIqbi+9fU59wAadg9T01lCcVLxknDx9QR/9zn5y4nMu8v96rek1TvSfICc+h/yEfJDg2vxrI/vN1FIYqwm/2DQqzUV9lKWUcWbwDKYYE7kJufSO9XJ68DSnBk4B0O/sx+l3kqBPAMIDz4t1L6KgcHfF3RdVgRAILhdFUWi1tQLhMkmdo5389sxvkQi7LFzK6p5uSo84msuKTEFiQbjuZXolsiLzuzO/o2W4hYAcLl2m1+jpHevFGGOc8XP8fvv7nBo4xY7cHcvCVWIxsb9lPw1DDVyz6ho2ZW267HZitbHYPDbSjGmkm9L5sOND/CE/1+ZfO2UlgQHnAA6/A51Ghzvgvuy+D3Uf4u3WtzHrzXyz+ptL1uIaTeXsj1Hs+4rpHetlVcIqhj3DkUi7K+Ht1rc5M3gGCCcZzYzL5Nenfk2foy9SZ/FCNCoND218iKAcnKC8adVaHtr4EN1j3ZP6nx3qPoTdZ+fM4Bl25e2acXWBmfDq2Vfpd/ZzauAUT+58ckn8MH558pdYXBZWJ63mq+u+OmFb60j4RVXTU0PnaCdqlRqj1sj23O2z6uOWklsoNBeSYcq4aOZanFzMP131T6glNZIk8Ytjv8Dhd+DwOyhOKqbIXBRRzADqh+rpd/YDUDtYy65VuxAI5gJJkthbtJeT/SfZmrOVTnsnQTkIQJe9a1YuESpJxdc3fJ1AKIBWreVI7xGePfksCgrlqeU8XPFwpLSSVqXl0epHL/I/uhBZkfm482MUFD7q/EgoZ3OIN+jlcM9hIGzpvFzlbNQ7SsdoB7sLdpNiSCEvPo+/NP0FCC+tTvW+LDQXUplWycmBk5y1nuWnR3/KwxsfnnFU6TjjY7bNa2PEMzKvbjzzyZwrZ5IkPakoyn9IkvQTJlm6VBTlu5/+/be57nsh2VO0B4PWQEVaxaQO3bNlPIWFWlKj1+hRFIUh1xBAJPPyZEiSNKlVbXz9fzIq0iroGeshKy5rzpeq4nXx9Dv7MWqNU9a6W0yE5BDD7mFg8uu8p2gPf+v6GyXJJTQNNwFMUJRmilatZX3G+im3n3+tTDEmHH4H+Qn5PFr96EX7FpmLiNXEoqCwOmn1rGURCKZjW862iNLj8DnoHO1EJakue5wbH58SdYloVBoCcoDchFw2ZGzgL+fCL+2AHMDmtV1SOVNJKtamrqV+qD6SakMwN+jUOoqTimkeab6ia6tVaYlRx5CgT2Bt6lrMsWYkJBSUaf2z1So1d669E2OMkcM9hyMRnrNVzq7NvxZv0EtWXBaZpqUb7Sldohb57BuUpM8rivKaJEmTxukqivKbueqrurpaOXbs2Fw1F1VkRaZxqJFkQ3LEifys9SynB06zMXMjxcnFc9pfIBRAo9LMeVqLQChAq62VrLisaX+I1dXVLJZ7V2+pp85Sx+bszRMK/F7IeNqMyWoBziUuv4s2Wxv5iflT5hSTFRlFUaLmh7aY7t9MmY1/2HywWHzOonnv6i31dNm7uKHwBrRqLWO+Md5pfYdEfSK7C3bPeDwat8atROb7/s3FtbW6rQw4ByhNKUWj0tA71ktADsyouozT7+Tt1reJi4nj+sLrl12CWkmSjiuKUn2p/ebctKEoymuf/p0zJWwloJJUF5X+KU0pnbcivfM1sGnV2iVXWLg8rXzKskvns1BZ+Y0xRirTK6fdRyWpQLNi2gAAIABJREFUlrjXpmAlcuFvbbwawGxZqYrZQjAX1/ZCX9zZRHmbYkzcUXbHFcuw1JmPZc2/TLddUZSpCzsuQhRF4XDPYUJKiO0520VmasGs6HP0UW8JL8Gs5ISKAgGErcKHew6TGZfJ2tS10RZHsMhw+p3U9NSQFZe1ZALK5ov5cAraDnQDLwA1LPH5/amBU/y19a9A2C9IOKAKZsPzZ57HFXBxevA039/x/WiLIxBElTeb36R+qB4Jice3PL7scyIKZsebzW/SMNSAhMS3t3z7kj6Iy5n5UM4ygD3APcC9wBvAC4qi1M9DX/PO+dGGSyHyULC40Gv0uAIu8ewIBIRzoUHY+XulJxkVXIxO/dnzsRQCyuaT+fA5CwH7gf2SJOkIK2kfSpL0L4qi/GSu+5tvylLLuLfyXkJyaEZm1g87PqTP0cf1BdfPOspkPpAVedk5VM4VU5WLuRBFUXi37V2sbit7i/bOajb39Q1fp2WkRURVCpYd3qCXt5rDtRpvKr4ponidj6IoKCiRMeim4pvIS8gjzZh2WVHPguXNTcU3sSpxFenG9EmfjwvH7AMdB+gZ6+H6wusjgXTLhXlRTT9Vym4mrJjlA/8PeHk++loISpJLZrRfv6OfDzs+BMKD0lfWfWUepZoeT8DDL0/+EpvHxl3ldy05J/35JCgH+c2p39Az1sPNJTdTnTV94EynvTNSND5GHTMrB+Z4XTwbMzdekbwCwWLkeN9xTg+eBsK5GS/M/TfkGuLXp36NrMh8bf3XyIwL14sVRcsFU6FVayd9PnxBH786+SuG3EPcXno7lemVWFwWPuj4AAgbIcYr5CwX5tykIknSb4BDwEbg/yqKsllRlH9VFKV3rvtabCToEyL5yqKd+K7X0YvVbSWkhKi3LMkV5XljxDNC91g3Ckok8e90JMUmRZYlo31fBYLFQmZcJipJhUpSTWq1aBlpwRVw4Ql6aB5pjoKEguXCoGuQQdcgsiJTZ6kDIC4mjriYcKqh5Tguz4fl7D7ABZQA3z0vb40EKIqiXHmV8EWKQWvg8S2PY/fap43MUxQFp9+JKcY053nGXH4Xx/qOkWZMo9BcyLB7+JKWoaVMy0gLfY4+qrOqMWgNMzomxZBCeWo5XfauGQV4xOvi+faWb+P0O2dtOvcGvagk1ZQlSwSCpcb4+FWQWMC3t3wbYEI94FMDp/AEPJQkl3B68DSyIouEsYLLIhAKEJSDZMVlUZxUzKBrkC3ZW4Bwiahvbf4Wo97RiHLm9Ds53nec3ITcaXNWLgXmw+dsRTs4GbSGSyoJL9W/RKO1kYq0Cr649otz2v9rTa9x1noWlaTiia1PLGu/DpvHxu9rf4+syAw6B7mr/K4ZHaeSVDPed5zLKRjcbmvn+drn0ag0PFj14JyWyRIIosXva39P80gzGzI2cFvpbRO2NQ038erZV4Fw1v/JKlwIBDPB5rHxzIln8AQ9fLn8y5O6CV34vv3z2T/TPNKMWlLzd9v+bsok3kuBFa1IRYvxMkDjf+cStRR2lhxfbjg1cIqXG1+etgTUUkUlqZA+zdSiUWlQFIUP2j/gtXOvXVHh3Lmi1dZKUA7iDXrpsndFWxyB4IqRFZmWkRZg8vFrfPy58PNMsbgsvNz4Mif7T16+kIJlQa+jF1fARUgO8erZV/nLub/g9DunPWY8WGD8/beUWVSxqpIkbQV+DISAY4qi/H2URZoX9hTt4Xjf8Yh5di75wpovsCpxFVlxWSgo/Pnsn1FQsHlsPLjxwTnvL5ok6BO4f8P9DDgHWJe+jrPWsxzoPACEHfdvXH1jVOXblLmJztFOdBqdSLgpWBaoJBU3FN7AqYFTFwUAABQlFXFPxT14gp7LqsX5RtMbdNo7qR2spdBcuKwt/4LpKUkuYU3yGtpsbQx7hjnRfwK1pObmkqnLoN1WehtnBs+QHZeNMca4gNLOPYtKOQM6gd2KonglSXpekqRKRVFqoy3UXHN+YeG5RqfRRZQ+X9CHMcaI0++c4BPy/7N339FxnfeB97/PDKagDnqvRCMIEmxgLyIpWo2URNXYlrKSbIuSLNs5ziY5zu6+Z5O82Rz7nD2bvOuNV5biokiObTWrWb1QpCj2BnaiEL2XGUyvz/vHEGOAIInCAQbl+fj4iMDcufMb3Ll3nvuU328uyTPlhcoqJRoT0QgNARmYEe83KTppzjWIFWVD/gY25G+47uPlqeWT3ndydDJNliZidDEqN+A8p9fq+caSb9Bt7+bnR3+OX/rHvK4bo4xT0ukRCTOqcSal7Bz2o49gD9qMYHVb+aj+IxIMCbOmGKshysBTK5+iy95FUWJRpMO5aVJK9jTuodfRy/YF20mKThrxeFZ8Fk9XP43T65zy4uSKooTfzrKdVKZXkh6bfs28aVOtx97D542fkx2fzcb8jdP++spo6bHpPLPqGc52n6XJ0kS8IX5eLDCZUY2zIUKIKiBVSnnuGo/tBnYD5OfnT1tMe5v2cro72ImXb8q/qbvD6RRviJ/VkyKHa7Y0h4YtNUJzzXxj6bHp0x2WEkGFP/pjpENQwkir0UY0YfPHDR9zqe8S53rOUZpcOiMSiSvBFfbHOo4x6B6ktq+WRWmLZkUHyc2Yce9OCJEM/B/gmuNBUsrnpZTVUsrqtLTpW/02dJJGaaJmxJDZfJRoTAyV91CNMEVRwm3ouhKji5nw6mxlag0dm9SY1DnfMIMZ1nMmhIgCXgb++qohzoirzq4mOz6bGF0MicbESIczL5mMJp5d/SyD7kFyE3IjHY6iKHPMrUW3Up5STqIxcdZPKJ9rvr7467QNts25Mk3XM6MaZ8BDwCrgJ1eSs/6tlPJAZEP6k7mYhXi2STAkkGCYs3mMFUWJICFEaIGRMrNEaaLm1VziGdU4k1L+FvhtpONQFEVRFEWJlLk/cKsoiqIoijKLqMbZDNNobuSrlq9wep2RDiViWgdb2d+8H7vHHulQFGXeq+mq4Vj7MQIyEOlQFGXKef1eDrYepLavNqJxzKhhzfnO4rLw0qmX8Es/bYNtE67/OBc4vU5ePPki3oCXhoEG/nzpn0c6JEWZt871nOON828A4Av4WJO7JsIRKcrU+qThEw61HUIg2L1yN1nxWRGJY943zhxeBx/UfYBOo+OOkjvQaXWRDmneGHQP8kHdByQYErit+LZ5sTxaUWYDKSWfXv6UU52ncHqdROuiIx2SosxYR9qOUNtfy4a8DWFbtDDvG2eH2w5T01UDBFdjrsxeGbFYTEYTf770z2m3trM8c3nE4pgu+5r2ca4nmGe4MLGQhakLidZF89iyx2gyN7Esc1mEI1SU+anJ0sSXzV8CwfxSWwq3sDxr7l+TFGWo+kxydPK4es3sHjvv1b6HRGJxWXhm1TNhiWPeN84y4zIRCDRCMyMSmxYmFlKYWBjpMKbF0Adfp9GRGpMa+n1uQq7KYzYHzfds/uN9/40/vn5h58nuc6L7TTImYYwy4vK5WJe3LqI3rYoynXRa3YRqXxujjCRFJ9Hv7A/rEOi8b5wtTF3Id1d9lyhN1KhajcrUWpG1gpz4HIxRRkxGU6TDURTlCpPRxLOrnsXmsUVszo2izAZajZbdK3fT6+gNay7Ued84A0iLHV0Gyuv38l7te7j9bnaU7lDZoqfIRGvXDa2i2VSwad70MCrKdJFS8nHDx/TYe7i95HbVMFOUKy70XuBw22GqMqpGTbkxRhnDPtozbxpng+5BXq55Ga/fyzeWfGPMIczT3ac50XkCCNby2la0bTrCnHfeq32Pmq4aNuZvZGP+xhtua/fY+aDuAwBsHlvYxvYVZb5rNDfy2rnXCAQCDHoGidJEob+sn5crxhXlWt699C42j41GcyNVGVU3XMBW11/HH87/gbTYNB5Z8sikFhrOm+VxF3sv0m3vZsA1wOmu02NunxGbgVZoEQhVtmmK+AN+DrcdxuVzcbD14JjbG6OMpESnAJCTkDPV4SnKvHG84zg2j40B1wAunwtQ55iiDJcTHzwfsuKyxswscKz9GHavnUZzI62DrZN6vXnTc1aSXILJYMIb8FKRVjHm9jkJOfxgzQ/wBXykxKRMQ4Tzj1ajZWnGUmq6aliRtWJc2+9euZt+Z/+8KX6rzD+RWDixJH0J53vOk25K5+FFD+OX/glPOVCUuezhyofpsneRFjN6GtTVqjKqqO2vJS0mbdKdO/OmcZYUncQP1/0QKSVXiqqPSU1Sn3r3VdzHroW7xn1MDFEGNQ9GUcKsNKWU/7Lpv4z7PFSU+Uar0Y67oVWRVsF/Tf2vN3U+zYthTYfXgdllBlAXnxnoWsfE7XPT5+iLQDSKMr/4A3567D1IZKRDUZRZb+h8utlyZ3O+56zf2c/zx57H7XNzX8V9VGVURTokZQxOr5Pnjj6HxW3h1qJb2VSwKdIhKcqc9e+n/p0mSxOL0hbxcOXDkQ5HUWa13575LXX9dZQkl/Bo1aOT3s+cb5x12bpCE1ybLc2qcTYLmF1mLG4LEMxUvgnVOJup5nti2dkuIAO0DLYA0GRuinA0ijL7DZ1HN3s+zfnGWVlKGcszlzPoHmR93vpIh6OMQ1Z8Fuvz1tM22MbWwq2RDkdR5iyN0HBX6V3UdNWwJkcVNVeUm7WzbCdH24/edFWNOd8402q03Lvw3kiHoUzQbcW3RToERZkXqrOrqc6ujnQYijInLM1cytLMpTe9n3mxIEBRFEVRFGW2UI0zRVEURVGUGWTWN8567D2c7T6LP+CPdChKGEkpudB7gXZre6RDUZQ5qcncRG1fbaTDUJQ5ra6/blKLA2b1nDO/9PP8sefxBrxUZ1ezs2xnpENSwmRf8z4+u/wZGqFh98rdqiKAooRRfX89L9W8BMA95feMq0KHoigTc6LjBG9dfAuAR6sepSS5ZNzPndU9Z1JKvAEvECyKrcwdQ8czIAM4vI4IR6Moc4vd+6frpc1ji2AkijJ3DT/PJtpGmdU9Z1GaKO6vuJ92a7tKkzHHbCncQpQmCpPRxIKkBZEOR1HmlCXpSxh0D+Lxe1iXuy7S4SjKnLQmZw0evwedRseSjCUTeu6sbpxBsMCoSiw790Trovla8dciHYaizElCCDbmb4x0GIoyp+m0OrYVbZvUc4WUs7eeWmpqqiwsLIx0GBEjkfgDfqI0s6+N3djYyHw+dkN8AR9ajRbB7Kr5qo7fxMyk46yO3ew2dPxm0mdKGb9jx45JKeWYU8oi9q0uhFgD/DPgB45KKX8ohPhr4F6gCXhcSum90T4KCws5evTo1Ac7A3n9Xp47+hx9zj7W5q7ljpI7Ih3ShFRXV8/bYzfk3UvvcrT9KGkxaTxd/TRajTbSIY2bOn7j9/bFtznecZyM2Ayeqn4KjYjsVF917Ga36upq/vF3/8jB1oOkRKfwdPXT6LS6SIeljJMQ4vh4tovkVaIJ2Cal3ASkCyE2AVullBuBGmBXBGOb8RxeB33OPiBYM1SZfYaOW4+jB6fPGeFolKkydJy77F24fe4IR6PMBUOfqT5nn1owNUdFrHEmpeyUUrqu/OgDqoA9V37+BFgbibhmC5PRxLaibRSYClSpo1nqjpI7KDAV8LUFXyNOHxfpcJQpMnScby++nWhddKTDUeaA24pvo8BUwLaibZiMpkiHo0yBiE9WEkJUAamAmeAQJ4AFSIpYULPE5oLNbC7YHOkwlElakLRArUSdB0qSSyaU30hRxlKYWMgTy5+IdBjKFIpo40wIkQz8H+BhYCWQc+WhBIKNtWs9ZzewGyA/P38aolQURVHGq/BHfxz3to0/3jGFkSjK7BWxYU0hRBTwMvDXUspO4Ahwy5WHtwMHr/U8KeXzUspqKWV1Wlra9ASrKIqiKIoyTSK5IOAhYBXwEyHEHqAY2CuE+BJYBrwZwdgURVEURVEiImLDmlLK3wK/verXB4CfRCAcRVEURVGUGWFW19ZUFEVRFEWZa1TjTFEURVEUZQZRjTNFURRFUZQZRDXOFEVRFEVRZhDVOFMURVEURZlBVONMURRFURRlBlGNM0VRFEVRlBlENc4URVEURVFmENU4UxRFURRFmUFU40xRFEVRFGUGUY0zRVEURVGUGUQ1zhRFURRFUWYQ1ThTFEVRFEWZQVTjTFEURVEUZQZRjTNFURRFUZQZRDXOFEVRFEVRZhDVOFMURVEURZlBVOMsQhoGGnjt3Gtc6rsU6VCUq9R01fDauddoG2yLdCiKMqZ+Zz9vnH+DAy0HIh2KMgf5Aj4+qPuAP176Ix6/J9LhzBsRa5wJIbKFEMeFEC4hRJQQolAI0SWE2COE+ChScU2X18+9zpnuM7x69lWklJEOR7nC6XXyh/N/4Ez3Gd6++Hakw1GUMX1U/xE1XTV8WP8hnbbOSIejzDEnO09ysPUgR9qPcLjtcKTDmTci2XPWD9wKHBz2u4+llFuklLdFKKZpkxKTEvqvECLC0ShDdFodCYYE4E/HSFFmspTo4OfUGGUkVhcb4WiUuSY5OhlB8Dtq6LOmTL2oSL2wlNIFuK5qmGwVQuwD3pBS/nNkIpsej1Y9SoulhZyEnEiHogwTpYli98rddNo6KUgsiHQ4ijKm7Qu2U5JcQnJ0MvGG+EiHo8wxC5IW8HT10/iln+z47EiHM29ErHF2DR1AGeAG3hJCfCqlrIlwTFNGr9VTnFwc6TCUa4jVx6pjo8waQgiKkooiHYYyh2XEZUQ6hHlnxiwIkFK6pZR2KaUPeBdYfK3thBC7hRBHhRBHe3p6pjdIRVEURVGUKTZjGmdCiOH98RuA+mttJ6V8XkpZLaWsTktLm57gFEVRFEVRpknEhjWFEDrgfWAp8CGwVwhxD8FhzS+llIciFZuiKIqiKEqkRHJBgBfYftWv/z4SsSiKoiiKoswUM2ZYU1EURVEURVGNs3Hz+r182fwlNV1zdgHprHCu5xx7m/bi8rkiHYoyTTqsHXx++XN67GoBkKLMV72OXj6//Dnt1vZIhzItZlIqjRltT+Me9rfsByBeH6+WrkdAh7WDV86+AoDFZeHu8rsjHJEy1aSUvFTzEg6vg5quGv5i7V9EOiRFUSLgd2d+R6+jl0Nth/ibDX+DRsztvqWwvDshxH1CCNOwnxOFELvCse+ZQqfVhf4dpVFt2kjQarShTNXDj4cydwkhQuebOu8UZf4afh0Y+h6Yy8J1tfvvUso/DP0gpTQLIf478GaY9h9xmws2YzKYSDAkkGfKi3Q481J6bDqPLXuMPkcfSzOXRjocZZo8vuxx6vrrKE8pj3QoiqJEyDeXfJMLvRcoTiqeFyUPw9U4u1YP3Jy6zdUIDcuzlkc6jHmvMLGQwsTCSIehTKPk6GRW56yOdBiKokRQgiFhXl0HwjVoe1QI8b+EEMVCiAVCiH8GjoVp34qiKIqiKPNGuHq3vg/8P8Dvr/z8EfDfwrRvRVEUZQ4q/NEfx71t4493TGEkijKz3HTjTAihBf5OSvnXYYhHmSFsHhuH2w6Tm5BLWUpZpMOZFQIywKHWYGGLNblr5vxqImV6+AN+DrYeRK/VU51dPS/m2yjT63TXafqcfazNXYsxyhjpcBTC0DiTUvqFECvDEYwyc7x76V0u9F5AIzT8YM0PSDQmRjqkGe9Exwk+rP8QCK4mrc6ujnBEylxwsPUgHzd8DECMLobK9MoIR6TMJW2Dbbx+/nUgeFO+s2xnhCNSIHzDmieEEG8DrwL2oV9KKd8I0/6VaabX6oHgQgit0EY4mtlh6G929b8V5Waoz5UylXRaHQKBRKrP1wwSrsZZMtAHbBv2OwmoxtkM5PK5sLgsZMRlXHebnWU7KUwsJCsui3hD/DRGN3styViCTqtDSklFWsUNt3V6nVg9VtJj06cpOmU8/AE/PY4eUmNSZ0xetersamJ0Mei1ekpTSiMdjjLHpMem88TyJ+h39rMkfQkAVrcVj99DSkxKhKObv8Jy9ZFSPhGO/cx3Ukr2Nu3F4rawrWgbcfq4sL+Gx+/huaPPYXaZWZ+3ntuKb7vmdnqtnhVZK8L++jPRuZ5znO85z5rcNeQm5N7UvhamLhxzG7vHzs+O/Ay71872BdvZmL/xpl5TCZ9Xz73Khd4L5Cbk8p0V35nS1/IFfHza8CkSya1Ft143sbIQQg1lKlMq35RPvikfgG57Ny8cewFfwMcDix5gcfriSe3zeMdxGs2NbMrfRFpsWjjDnRfCVSGgTAjxqRDizJWfq4QQarXmBNUP1PN54+cc7zjOnsY9E36+1W1l0D14w21sHhtmlxmA1sHWyYQ5p3j9Xl479xqnu0/zh/N/GPsJYTDgGsDuDY7+N5mb6LZ3I6WcltdWbmzonGi3thOQgWtu02Pvwe1z3/RrHWs/xoHWAxxsPcjR9qM3vT9FCYcOawdmlxm/9E/6O2LAOcDbF9+mpquG92rfC3OE80O4lpO9APwt4AWQUtYAXw/TvucNk8EUmt+VHJ08oee2WFr4l4P/wr8c/BcuD1y+7nbJ0clsK9rGgqQF1+01m0+0Gi0mQ7Dy2ET/5pOVE5/DhrwNFCcV02Hr4GdHfsYfLkxPw1C5sZ1lOylKLOLusruvudr204ZP+dcj/8pzR5/D4/fc1GslRyeHytBM12dPUcZysfcirYOtdFg7WJe7blL7iNZFE6OLAdRne7LCNakiRkp5+Kol3r4w7XtOOt5xHIfXwdrctaG5LWmxaTyz6hlsHtuEs+C3WdvwSz8QvPu/UWH2zQWb2VywedKxzyUaoeE7K75Du7V9UpUHpJQcbT+KN+BlTc4atJqxF08IIfha8dfw+r38075/AqDZ0jzh11bCb2HqwhsOTQ8dpwHXAJf6LtFl62Jx+uIbzt+8ntKUUp5c+SQA2fHZkwtYUcKszdpGeWo5AhFqYI2H1W3lSPsRCkwFFCcX83T103Tbu1mQtGAKo527wtU46xVCFBNcBIAQ4kGgI0z7nnMu9l7k7YtvA8F5J1sKt4QeS41JJTUmdcL7XJa5jBZLCwEZYGW2ymwyEbH62ElPtD7TfYY/1gYTaQoE6/LGf6ep0+q4s/ROznafZX3e+km9vjK9ti/YzqeXP6XAVMD7te9j99qp6arhh+t+OKn9qUaZMtPcWXonB1oOUJleed15kNfy1sW3qOuvQyM0/HDtD0kwJJBgSJjCSOe2cDXOngWeBxYKIdqAy8AjYdr3nDP8Ax+upcvGKCMPVT4Uln1dLSADnO46TbwhXt0FXUWn1eEP+Omyd4Xm8k3E6pzV86pe3GyXZ8rj8WWPA3Cq6xR4w5veQp1rSqQN7z1uMjcx4BpgSfqSMUcFdJrg95pWaFUC7jAI12rNBmC7ECIW0EgprWM9RwiRDbwLLALipJS+KzU5q4HjUsq/CEdsM9GCpAU8WvUoDq8jtHR5JtvXtI/PGz8H4NvLv02eKS/CEc0cC1MXkhmXSZ+zj6PtR1mftx6T0RTpsJRp8NjSx6jrrwtrBY0vm7/ks8ufAepcu9p4Sz2pMk/h0Wnr5Ncnf41E0mPv4WvFX7vh9rsW7qK4u5ic+Bxi9bHTFOXcFa7VmilCiP8N7AP2CCH+PyHEWAlS+oFbgYNX9rECiJVSbgL0QohV4YhtpipJLqEqo2pWlGIZmvjs8rmoH6hXKwuvkhabRnpsOgEZCM37g2Aus7r+upueOK7MTEnRSazKWTXhxrjdY6euvw5fYPS03OGfFfW5USKly9ZFy2ALMjhTCW/AO+ZzDFEGqrOryYrPmurw5oVwDWv+DtgLPHDl50cIFkHffr0nSCldgGtY42Qd8MmVf38CrAWOhCm+ecHpdfJyzctYPVYernz4pnN2DdlSuIWADPBe3XvsadyD0+vkztI7w7Lv2cDtc/Ob079hwDnAA4seGLVwYEfpDtJi0siOzx6xMumXJ35Jj6OHosQiHlv22DRHrcxEvoCP5489j8VtYVHaIh6ufHjE47cU3AIEe6vfvPAmDy56kILEgkiEqsxTTeamUI9ZVUYVKdEprM1de81tAzLAK2dfodnSzI7SHSofXxiFrUKAlPL/HfbzPwohdk1wH4lA/ZV/W4BrHmUhxG5gN0B+fv5E45zTGgYaaLO2AXCy8+S4G2f+gJ82axsZsRkYogwjHvvs8mccaTtCSXIJScYk3D43nzd+TlZ8Fssyl4X9PcxEzZbm0Cq9Y+3HRjXOYvWxVGVUjciLFZABBlwDAPQ5+8Z8DX/Az4/3/5jL/Zd5ZtUzalFHBB1uO0y/s59uWzed9k7uKr1r0ok4IZhLr8PWQWZcJv6AP5SLsM8x+nOh0+rIS8hDCIHVY+V4x3HVOFOmRUAG+MmXP+FQ2yHSYtLIScghJTqFWwpvGbFdr6MXCC5e67H3cKH3AhA8b1TjLHzC1Tj7XAjxdeCVKz8/CIxvgsCfmIGhpR0JV34eRUr5PMHFB1RXV6vxtWEKEgtIiU7B5rFRmTb+k2QoK3p6bDrPVD9Dh62DOH0cCYYEDrQcwBvwcq7nHHeV3sUrZ19BIzS8eeFNsuKyxpVCwB/wc7T9KMYoI0szl97MW4yI3IRc0mPTGXAOsCRj9BzBywOXeanmJaSUfHPJNylNKUUjNDy46EHOdJ8hRhfDodZDVGdXX3dSbU1XDR/XB4tbv3jqRSrTK+m2d5ObkKsm106jywOXea/2PeweO+3WdkpTSjncdnjCjbOADHCs/RhRmihqumq4bL5MTnwOT658kvsq7qO2r/a6vRH5pnzSYtIwu8zX/LxdzeKy4PA61HCSMm7t1vbQNX7Iqc5TvHruVSB4zd61cNeoz2hdfx2/qfkNQggerXqUfFM+BaYCWgZb5s3N+nQJV+PsKeAvgZeu/KwF7EKIvwSklHI862kPXNnPKwSHQ38dptjmjTh9HN9f832klOOayxaQAer766ntq+VU5ykkkkJTIYfbD6PX6nmm+hlWZK3gcNthVmStYHXOavocfRxqO0SUJmpUL9v1HGg9wCcNwRFrY5SR8tSV93ovAAAgAElEQVTym3qf0y1aF813V313xN/VH/Dz5oU36XH0kBOfE+o167Z3h9JyLExdiEDw2zO/BYLzNjbmb6TJ3IQxyjiiYZuTkEOSMQmz20x5SjnPH3s+VOvugUUPoEyPaF00GqEhWhdNnikPjdBM6kvnSNsR3q97HwCL24LJYKLL3kW3rZsEQ8INj2m0LppnVz87rvO419HLTw/9lFNdp6jKqOKv1v+VSl+g3NCBlgN8WP8hBq2BZ1Y9Q6IxEQjOM3N6nTh9Tu4suZMdZTvotHXi8XvIN+VzqvMUL556kQHnAAWJBaEcZk8sf2Lc3znK+IVrteYNK2MLISqllGev+p0OeB9YCnwI/BeCc9D2AaeklIfDEdt8NNZJUt9fz0f1H9Fp6wSCvQVSSjLjM0NlZDx+DwOuAe4svZM7Su4I7fO24tvIN+WTGpMaOqnHMrznZzb3Ag3/uzZbmjndfRqABEMCK7JWEJABqrOrr/scjdBwvOM4b198G43Q8K3l3woNPafHpvN/d/5f+hx9FCYW8j+/+p8AoWM0nN1j5/XzryOl5P6K+1Vh+jG4fW7eOP8GDq+DXQt33bCYc2ZcJt9e/m0G3YOhdAKT+dIZ/jnfXrQdi9tCTnwOPz/2c/zSz50ld7Imd80N9zGe1+139tNmbcPsMlPXX8eJjhOjhqEUZbiha4rb72bAORC6jqfGprIkYwmdtk5WZK+gxdLCL0/8Eonk3vJ7+bzxc2J0MbRb26nKqBpRe1k1zMIvXD1nY3kJGFFFW0rpZfSCgUPTFM+84/V7aTQ3kpOQwxdNX9Bl7+JU1ynKUsrIiMugKKkInVbHPeX3cKH3AinRKRQlBqsMDD/xtBrthOcVrM1di8VloX6gflY3zobLiMvAZDAx6B6kMLEQs8tMojFxVG9iWUoZD1c+jMvnYlnmMj6/HExJEpABzC5zqHHWYmlBr9WH/rZ3l9/Nxd6L10xOe6rrFA0DDUBwbuGmgk1T+VZnvYt9F7nYdxEIzosZvpjF5XOxp3EPsbpYNuZvRAhBTkIOOeTc1GtWZ1cTkAF6Hb3cuuBWjFFGLvVdCq3m7Xf239T+h5Qkl7C9aDsOr4Pi5OIbVgZRFICtRVvxBrykRKeMmD9bmVZJcnQyKdEptFpaKUsuw+VzYffa6XP2UZZSxicNn5AZl8mKrBVhze+njDZdjTPVrI6wl2pe4kDLAQoTC9mUv4lmSzPr89ZTlFhEcXIxlWmV7G3aS31/PXeU3BHWoRGN0HCx7yJml5nfnfkdf7vpb8O270iJ0cXw/TXfx+P3sKdxD4fbgh29GbEZFCcXj9g20ZhIu7Udr9/LhvwNuHwuonXRLEpbBATnm71x/g0EgieWP0G+KZ8VWStG3JkOV5hYSNtgGw6vY9RqP2W03IRcoqOi8fg9o47N3qa9HGw9CARTogz1lnVYO9jfsp+S5JJJDWsKIajpqqHN2kabtY3dK3dTmlzK1sKtWD3WsPVuaYSGry/5OvdV3IdEYowyjtrG6/dS01VDRlxG2FZwK7NXojFx1HXjRMcJ6vrrKE8px+K2UJpSyoKkBdQP1GP32DG7zDy46EFOdp7E6/fyuzO/40cbfxShdzA/TFfjTE3cDzOP38M7F9/BF/Cxs2znmEn/9jTuodnSTKO5kb9Y+xcsz1pOjC4mNEG9YaCB/S37geAF/96F94Y13gRDAmaXmXhD/KzuPbN77Lxz6R30Wj07y3YSo4sJNWQ1QkOcPm7E9jaPjV+d+BXegJfLA5d5qPIhdpSNTJI51IsikQw4B8g33XgVstvnDs1Xq+2rDTXylGtLjk7mh+t+iC/gG1Er0BfwcarzFKe7TlOWUka8/k/Dw+9ceod2aztnu89Smlw6qaSaQ8d16L9CiCkbcrzR/M/3697neMdxtELL91Z/b0peX5m9bB4bb198G4kkKy6Lb6/4NgmGBA62HKTb3g3A2e6zPLjoQdJi0uiwdWAyjD+3n5SSD+o+oNfRyx0ld5AWmzZVb2VOma7GmRJmNV01oTlPGXEZI+pzXsvSzKW4fK5gNntHHwOuARalLUJLsHFmMpjQaXR4A15SY1LptHXy6tlXidXH8o3F3yBaF31T8X5zyTe5PHB5zIbHTOHwOrjYe5HCxEKSopNCvz/cdji0dDzflE91djUb8jaQEZtBgiFh1OrVocS0PfYe3up/C43QcF/FfSMaqGtz12L32DFEGca1KtBkNBEdFR0cmrjB/CnlT/Ra/ahhmAu9F7B77aHP+zuX3uEbi7+ByWgiJTqFdms78Yb4aw7fdFg76HH0sChtEVGaa19Gh3oaIr2KzesPJhC9OkmyogAYtAbi9HFYPVbSY9NDN5sx+hjKUsqwuCyh+ZGPLHmE5449x6BnkPr++lE90Vezuq180fgF+1v2Y4gy8EXTFzy46MEpf09zwU03zkRwQlKulLLlBpupVNdhlhWXRZQmioAMkBM/9vyY7yz/DpVpleTE5fCb07/B4/dQ118XOlFSYlJ4ZtUzWN1WChILeK/2PfqcffQ5+6jtr6Uqo+qm4jVGGalIq7ipfUyn3535Hc2WZuL0cfzlur8MNaZyEnLQCA0aoSErLpi6QAhx3cLpCYYEvrnkmzx/7HlMRhOnu0+zuWDziLtHY5SRHWU78Af8eAPeMWvYJUcn891V32XQPahyYN2EjNgM9Fo93oAXY5SRTlsnZ3uCReh3LdzF8qzlZMRmjCr+3Gnr5N+O/xt+6afF0jKqJ3RIcXLxmF9e0+HO0jtJiUkhMy6T1JjUSIejzDA6rY6nqp+i295NgelP15Ml6Ut4csWT+AI+Vuesxul10u/sx+axAXCo7dCYn+9/P/XvtA62cq7nHMuzlpOXoMqRjddNN86klFII8SZw3ayZUsprJ/RRxtRubecP5/+AyWji4cqHQ3fxOQk5/GDNDwjIwLhWTbZZ2zjQcoCzPWfpdfRSkVpBcdLIEys5OjmU4b4itYKP6z9GCDEvTyiXzwUEhxADMhBqnHXbu9FpdFRnV5OTML5J4yXJJTy46EHer30/mDJjWE/cEKfXyQvHX6DH3oMn4CEQCLClcMt1v/iTopOuuR9l/NJi0/jBmh/QYmnh7YtvA8FjBcGFL3kJebxU8xId1g52LdxFZXolh1oP8dq51zjbc5bs+GzSYsYeopFS8tbFt2gyN3FHyR3TnkomRhczZs+6Mr/F6eNGTMlwep2c7j5NXkIeZ3vO8q23voU34GVb4TbSY9PpdfSOK5fm+d7z1PXXkZeQx/dWf0/dHExAuIY1DwohVkkpVbmlMDvSdoQeRw89jh4aBhpCE5aBCU3av9h7EZvHRq+jl9yEXOIMcdxTfs81tz3VeYrXz79Ol72L0uRSznSfmXcrAh9a9BDHO45Tnlo+YthqT+MefAEfh9sOj1kIeLjVOatZkbXiukNg3fZu+p39XOi7wPH242iEhg5bB3eV3qWWqU+hOH0cFWkV6LV63r30Lnsa9/BAxQNoNVq67F2hyhAnO09SmV7Jhd4LxOpj0QotZpeZdms7HdaOGyaA7XH0cLLzJAD7W/bPujx/yvzzxvk3qO2vRSu01HTXcLb7LCajiZbBFn608UfotLrrXsuGizfEkxqTisloUg2zCQrXzOytBBto9UKIGiHEaSFETZj2Pa8tTF2IVmgxGUzjGr68ms1jo76/nlU5qyhMLGRR2iIqUit4fOnjoYLNbYNtvHL2FU50nACCK9iGvni8Ae81CzTPVL2OXlosNxphH5+02DRuL7l9VKmmobvFyUzCv9HFLDchl8q0SuJ0ccToYvBLP16/N1R4OFw8fg9/vPRH/njpj7OysLbb56a+vx63zx3W/R5uO8yAa4BzPedCJdAy4zIpSizCGGUMrZzdmL+RlOgUlmUtozKtEp1Wh1/6MbvMvH7udb5o/GLUvpOjk8mOz0Yg1OINJWKklHx2+TPeOP8GVrf1htsOXfP7nH3oNXri9HHE6+PZmL+RaF30uBpmAGtz1lKSXMK63HU3FXufoy90ozRfhKvnbP5UwZ5m5anl/Gjjj9BqtONa5ejyuTBoDQgh8Pg9PHf0OWweG8syl/H9Nd8HYH/zfvY27cUv/VRlVPHOpXfotHVyvuc85anlVKZX0ufs49aiW9lWtG3MZJkzRYe1IzQXaGfZzlEJYcPhvor7uKv0rnFXRxgvrUbLQ5UPcVfpXfz08E9ptbSyIX/DhFe2ftrwKbX9tWwt3HrNHprjHcc50h7s4E6OTmZd3s1dNKfbSzUv0TrYSnZ8NrtX7g7bfivSKrjUd4mUmBTSY9OBYGP6sWWPcanvEp9d/ow2axvbF2wPpVA53HaYJGMSuQm5vHLmFc70nEEjNBQmFo6YCxilieLJFU/iDXhVbiglYuoH6tnbtBcAnUbH3eV3hx471XmKr1q+oiqjig35G7iv4j6OdxwnLSaNjxs+ZmHqQh5c9CBlKWV4/J5xf47vXXgvd5TccVPXyx57Dz8/9nN8AR93lNxx3bJnc81NNc6EEEbgaaAEOA38Qko5e7pZZomrJyRfz4d1H3Kg9QAlySU8WvVoMIGgx47b56bJ3AQE74g+bgjWcPy4/mOqMqpIi0mj09aJyWjC7XOzNGMpG/I2oNfqZ9WQmtllDq1Gu1ZR6XC52QtNtC56VMqNIbH6WL6++Ou8ePJFWgdb6Xf2h+YBDul19GKMMo7ax6B7kH3N+4BgwfprNc5SY1IRV9IOzsZhhqHjGu7juyxzWWjl5fAGcaetk4/qP6LX0UunrZNV2aswGU3otXo25m/E4rJwvuc8n17+lLqButDjVxNCqIaZElGJxkSiNFH4Ar5R6Sw+afgEq8fKxw0fsyZ3DQmGBCpSK0gwJPCDNT/AH/Dj8rn434f+NzaPjYcrHw5dX2weG06v87opMm72RtbsMod68oaKrs8HN9tz9iLgBfYR7D1bBPzFzQalTM65nnNAsDitx+8hwZDA2ty1/Prkr/EFfJzvOU9FWgVFiUVcNl8OTX7etXAXK7JWIITgZ0d+hi/g4/6K+8dVdHkmKU8tZ1P+Juxe+4ycIzdUusmgNfBU9VOjGl1DavtqkUjsXjuN5sYR253sPMmbF97EoDWwe+XuEak0YnWxZMVl0WHrCB3bq5Ukl/B09dMA4ypaP9M8sOgBTnaeZGnG0rDv++rG00f1H/FVy1d027tJiU4hJyFnRIO4bbCNX538FZcHLhOti6YqvYrNBZvHXdZMUaZTakwqz656FpvHRp5p5CKvkuQSTnSeoCixiChNFHub9vLZ5c+I08fx3VXfJUYXQ/1APRa3BQimoSlPLcfsMvPc0edw+VzsKN3BqpxVYY+7JLmELYVbsLgs82phy802zhZJKZcACCF+Aah6mGHUbm3nXM85FqcvJjMuEwgWp9VqtKN6PVosLSzLXEZNVw2V6ZWhL5r02PTQHU67tZ2KtAr+fOmfY3VbSTAkMOAcwC/9FCUVcab7DN5AMCdSm7Vt1jXONELDrQtunfDzWgdbudB7gaqMqtCQ1lRoG2zDH/DT6eyk1dIKBOeADR3bIcuzllM/UB9MP5I6Mv1I62DweW6/mx5HDzG6GPqcfeTE56DVaPnOiu9g99pvuFhkNjbKhpQkl1y34Xk9LZYWLvZdZGnG0tDdvcProMvWRZQmijh93DVXvg79rdNj03l82ePkJeSF0pz4Aj5qumpw+9ykx6bjC/goSyljQ96Gm3yHijJ1rrfK+57ye9hSuIV4Qzw2j43TXcEcmjaPDbPLTIwuhgVJCyhNLsXitrA6ZzUQ7MEeWtneZm1jFatw+9yc7DxJQWLBqGvbeHj9Xg60HiBOHxfqNJhPjbIhN9s48w79Q0rpm01DYLPByzUv4/A6ON11mh+u+yHne87zytlXEELw2NLHQvNaDrYe5IO6D4jSRPHUyqdGdC8vTl9Ms6UZt98dmjumEZrgyhtLC786+SuklPzZ4j9jYepCVmatxO61X7Om41wUkAFeOvUSbr+b8z3nQ/PypsKmgk28V/seg+5B3ql9h0AgmBT0/or7R+SRS41JDfVuXW1j/kasbivxhngKTAU8d/Q5LG4Lq7JXsaNsB1qNNqylt2a7gAzwcs3LI46vL+Dj+WPPc67nHGaXmaqMqlHnDcBtxbfx2eXPKEwsHLUw5Lenf8ulvkv0O/vZUriFu0rvmlQVAUWZCYQQmIwmrG4rPzvyM3ocPRi1RrYWbSU7PhsI9iw/UvXIiOcVJRWxNnct/c5+NhdsBuCf9v0TXzR9QaIxkZ/t+Fno+eO1t2lvaHpGgiFhwjdjc8XNrtZcKoQYvPJ/K1A19G8hxGA4ApxLLvVd4n8d+F+8cvYVAjIw5vZDvV9DY/bd9m4kMlRQuc/RR4+9hx57DwPOgdBdDgRX5ji8DnRaHfcuvJeHKx8eNUep295NQAaQSDptnURpoihJLiElev5knReIUX/na3F4Hfzi+C/46aGf0mXrmtRrGbQGFiQtINGYyKHWQ9i9doBQiRSXz0WzpRl/4PpZ3H0BHxvyN7CzbCcevyc0zNBp65xUTHPd1cfX5XPh9DqxuCzYPXbsnuDQ8ft17zPoGqTZ0hw6N3MTcvlPS/8TRYlF9Nh7Ruy3w9ZBl72LhoEGYnQxqmGmzAlmlxmnz0mcPo6qzKprjkQ0mZtCJcl6Hb0IBBvyNiClpMfeQ8tgcLW81W2lfbB9XK/baG7kXw7+Cy/XvDxizud8nqd5Uz1nUsobpzJXRjjYepBB9yDnes7RZeu6YW4kgMeXPc6FnguhZKdrctdgdpmJ0kRhMpj41yP/ipQyVH4mwZBAZlwmARngxZMv0mRpYmP+RrYv2A4Ev9j9AX+oEVKVURVKl1FoKuSFYy/wVctXFCQW0Ovo5RtLvjG1f5AZQAjBt5Z/i4aBhhvmn6rtqw1ddE50nuCOkjtuuF+bx4ZWaENlrw60HODD+g/x+D102jrJic9BSsnSjKWsz1tPQAb4t+P/xsHWg6REp/B3W/5u1PBDl62L5489j1/6uav0LlbnrOb24tu5bL7MLQVTU7NxiD/gxxfwhX2V6lQbfnx9AR8/+fInmIwmbiu+jfSYdJotzbRaW6ntq+W/ff7fSI5OZkn6EhIMCfQ6esmMy+SLpi/QCA3fXv7t0Ll4b/m9/I99/4OipCKOtB9hW9G2my5xpihTLSADePwejFHGaz6eZ8pjc8Fmuu3d3Fo0umH2VctXvHvpXRoGGri77G56Hb0MuAb4pOETYvWxCAT3lN/DnsY9dNm6eOfSO2g1WpZnLQ/tw+KyEK2LHtHwOtx2GLPLjNllZm3uWh6oeIA4fdysKfc3FVRtzTEEZICDrQcJyADrcteNWVrnRhanL+bywOXrllHpd/YTo4sJnTgGrYEDrQewuC3cXnw76/LWhQqSH2k7ErrD77J3hUojObwONEJDkyW4OvNC7wW2L9iOxWXh347/GzVdNWTHZ3N/xf2sylkVWk79cs3LNAw00GRpIiUmZV590SRFJ7Ey+roFLgAoTCwkwZCAy+cakQj4Wmr7avntmd+i0+jYUbYjWBao+2zo8bKUMgxRBpZmLOW+ivuA4Nyz2r5aWgdb6XX08s6ld3hkSXAI4dVzr9Jp62Rx2uJRq1HX5a2b8nQYVreVF46/EFqlNdb7j6Q+Rx/HOo5RmlxKUVIREDy+RRTxQd0HSCRml5lOWyd/uPgHHF4Hi9IWEZCB0NyZcz3nQn/n873n0QgNDq+Dnx/7OTnxOfzZ4j+jPLWcJ5Y9wRdNX1CaXHrdLztFmSm8fi+/OPELOm2d3FZ823Wnrmwr2nbN3wdkgLcuvMWnlz9FIzQcajtEsjEZRPD6FSNjQEBKdArfW/09nj/2PEIILvReCDXOjrYf5d1L7xKvj+fp6qdDPc6L0xdzsfciMboYLvZepCipKHT+zleqcTaGU52n+Kj+IyCYr+hmcqysyFpBVUbVNRP4Dc0bi9PHcWfJnZzuPk1KdEpo2Oqy+fKIL+FlmcvosnfhC/hYlb2KQ22HyI7PDk32Xp+3nou9F0M9KgdbD9I62EqTpQlvwMu+5n0jVtZkx2dT11/HpvxN3FV6FyuyVkwon82QI21HeK/2PZZnLb9uBYLZKjoqGoPWgMkwOlXCcI3mRqxuK4YoA784/gtMRhNmlxmbx0ZpcilPLHuCLnvXiISkeq2eByoeoMvWhcVtYV9TcM7FlsItoULr3Y5uNhdsxuq2huZ3jGXAOUCPo4eS5JIJ50wb0jrYyqA7OEvhUt+lGd04e/3867Rb2zncdpi/2fA36LV63rzwJs8dfQ6D1sCmgk3km/JpHWylx96Dw+sgLjuOR6sexe6xU9tfy5KMJbx76V1cPhdbC7dicVs42nYUq9tKh+jgTPcZNuZvZGvRVjYVbBp3Qk5FiaShmxII3rRfr3HmD/ip668jIy5jxMrjLlsXGqEhLSYNm8dGWkwa36z6Jla3lZz4HL5q+YoB1wDlqeX8puY3NJobyYzLZFnmMl449gLnes7h8DlC188eR0+ocbYobRHlm8p57dxrHGk/wtH2o3xv9fdGrEafb9RVZQzD74jDcXd8vQv5UB4ym8fGq+deBYLzZVZmraTL3jVq2Eqn1bGzbGfo5/sT7g/92+1zk5+QT3Z8NgtTFnK49TD7mvfRZGkiIzaD7PhslqSPXIm5rWgbFakVmIwmYnQxvH3xbY53HKcqo4r7K+5nvP754D/Tbm3nTPcZbi26dc7MxTnbc5Yue3Cu2VDx8usZKiofpYnC5rXh8XlIjU2lIrUCt9+NX/qpTK/E7XOPyGG3uXAzy7OW85Mvf0KUNoomcxOp0amkxaTR5+xjcfriMQvQm11mGgYaKEspQyB47uhzuP3u0IKByShOLqYspQyLK7jwYCYbOkf1Wn2oMbq3aS8unwuXz8Wq7FXcUngLp7tO87MjP2PQPRj6IkqOTqY6J5i4uDCxEJvHRqwulr/f8/ccaD1AQAYoTynHEGXAH/CH5uYoymyQGpPKiqwVNJmD012u5+2Lb3Oq6xTRUdE8Xf00DQMN5CbkkhqTSmFiIcYoIxvyNlCdXU28IT40mtTv7OdA6wF+f+b3CBH87lqQtAC7186F3guc6DwRrEUrgwubrh6y1Gr+NA1Eq9GOO7/nXKUaZ2OoSKvgkSWP4Jf+Ke0xuKXwFpw+J+mx6ZhdZi71XSI1JpXylHLq+uv4svlLHlz04IhhVSllKEns4bbDfNrwKZlxmVzovcCR9iMUmAqCH3KNjkRjIlUZVTxc+TClyaXX/OAPnwN3pvsMAGe7z467ceYP+DFog3OSdBodMbqYSf89ZpqS5BK+bP6SgAxQmlx6w237nf0szVxKi6WFzLhMPH4PC5IW4PQ5MUYZ0Wl0/Ovhf8XsMrOjbMeISgbxhniWZS3j1bOvUpleyU8P/5SADPDEsidG5CYafux7Hb38puY3CARWjxVvwEtWXBYPLnoQtz9Y5mhoochk6LV6vrnkm5N+/nR6aNFDXOi9QL4pP3QjtGvhLhoHGkmPSw/9rYuTi1mbu5bL5suYjCa6bF2hfHJSSuL0wTJaT779JO/VvkesPpb8hHx0Wh3vXHyHj+o+wuqx4g/4WZC0gK8v/roqRK/MaEKIcY1mDI3WuHwuXj/3Os2Dzei1ejLjMhlwDrBr4S7KUsr4xYlf0O/sZ1f5Ls72nOX3Z3/PgHOAXkcvydHJxOnjuHXBrcTp40iOTsYYZSQ3IZe7y+++7tDpXaV3kW/KJyM2Y96vOp9RjTMhRCFwCDgPeKSUt0U0oCtKU278ZRwOmXGZPL7scSA4cb9tsI2MuAxePfsqFrcFi9tCl70rtCz5g7oPONR6iPLUclZlr+Jg60HcfjcHWg+gFVoCMkCzpZns+GwyEzPJic8J1dUcT8qTWwpu4XDbYVZm33gu1nBajZZnVz/LyY6TbMjfMKuqC4wlPTadv1r/VwBjDg/euuBWAvUBlmcuD62IfbjyYWweG4nGRAZcAwy4BoDg/LTq7GqazE3E6mNJjUml19FLRVoFTeYm0mLTMEYZaRhoCDXOho790NDxuZ5zDLgGkFLSbe8mIy4Dl89FSkwK95TfQ+tgK5vyZ15S3qkQrYseMfkYYHPBZjbkBUth9Tv76XX0UpBYwD9s/QdeP/86RYlFlKWU4fQ6+dXJXzHgHOChyofIiM2gfqCeBENCMBVN3hp0Gl1otafNY6PX0UusPnbM3tSZqvBHfxz3to0/nlzPqzK77Czbyf7m/RQlFXG84zgAA65gNgC9Vs+prlPE6eNoNDdyqvMUpzpPUZxcTIGpALPTTGZ8Jtlx2azPW0+8Pp6k6CT+dtPf8qzrWawe66gEuMNFaaJYlrlsut7qjDajGmdXfCylfDTSQUw3r9/L0fajpMSkUJZSFsphtjh9MQ0DDfiln4u9F0mNSUWv1XOy8yQev4dfnvgl53vOE2+IRyM0oS/hpOgkumxd9Dh6iNfH88TyJyY0LLshfwMb8ieeULM6u3pKalqGU0AG+N2Z39FsaWZH6Y5xJ9u9VqOs297Npb5LVKZVhnpOsuOzWZKxBI/fw86ynaHezqHHY/WxLMtcRqetk435GznUeoj3695HK7Q8Vf0US9KX0GnrZGX2ylCppeExnug4gURysvMkd5fdzcLUhRxuO4xGaHig4gE67Z2hDPorslaEinbPRf3Ofl6ueRmAR6sevW7VBa1GO6JG3+3Ft7M2dy2b8jfhC/gQQtA62BpKa3Km+wylC0vZXLCZQ22HuLfsXr694tt81fIVsbpY9jXvo8PWQWpsKsYo45i9qYoyW6TGpIYWnuWb8jnSdoQ8Ux4HWg7QZm1jWeYy8k35GLQGtBptqMMgOz6b+xbeR6OlkW5bN580fMK+5n08u+pZTEYTidGJJEYH57D5Aj4Otx0mTh+HXqvH7DJTnV193Wk/Xr+X/zj9H3TZu0I9d3PdTGycbRVC7APekFL+c5EH0gcAACAASURBVKSDmS6fNHzCobZDCAS7V+4ODTEuz1pOojGRX5/8NV80fYHH7+H2kttZl7uOTy9/SkZsBkIIMmIzeLTq0VBvVV1/HS/XvEyeKY+S5BK1mmyYXkcvl/ouAXCk/cikKyFIKXnx5IvYvXZOdZ7i2dXPAsGh4Lcvvh3a5urVlBqhYdfCXaGfT3cHs3H7pR+zy8yG/A2syV1z3QvV+rz1HGw9GMqePbxXD6CKG89Lm0vO9ZwL5Vw613PuhnNpLG5LqEZfn7OP092neefSO6HHl2Uuo8BUQL+zP/S3/Yet/zBiCHlr0VY+qg8Oacbp4/jW8m+FqjMoylyTaEzka8VfA2Bh6sIR58JfrvtL/uP0f6DVaPnG4m8Qb4gPXbNePfsqZ3vO4vF7sHlso+rN7m3ay96mvQy6B/EH/CRFJzHoHuS24msPlnXYOrhsvgzAsfZjqnEWAR1AGeAG3hJCfCqlrBm+gRBiN7AbID9/fuRAMUQZ0AgNEhn6Elibu5ZNBZs43nGcZkszmws2h04au8dOVlwWmXGZ9Dv7x5xEPpsNFeSdyMKDlOgUihKLaLY0szxz+dhPGIfhQ7jDv6jH86V9S8Et+AI+EgwJoR6YoQLFARkYtWL2lsJbuKVwavOazXQBGcDhdVCeUs6h1kMAlKdcP08dQHFSMVsLt2J2mdlSuCXYIx3wo9VoidJEYYgy8MTyJ0Y97+rh+aHeTAg2tFXDTJkvhp8LKTEp162osq1oG1JKck25odyAw2nFn86ZoX0OP6+ulhkXnJrTbe9maeaN6+raPXaMUcZZf17OqMaZlNJNsGGGEOJdYDFQc9U2zwPPA1RXV8vpjnGqbC3cSp+zj0JT4ajktNnx2Txa9Shml5llmcs41n6Mdy+9S0pMCk+ueHLEMOL+5v183PAx6bHpPLniyTm94sXtc/PC8RfodfRyR8kd405zotVoeWzZYzf9+kII7l14L/ub93N78e2h3y9MXcifVf4ZHr9nXA3jWH3sqIm6vY5efnnil3j9Xh6pemRU+aD5TErJv5/6dxrNjazOWc1/Xv+fx/U8IQS3FN5CQAb4quUr3q99H6vHyh0ld0xo6Hdr0VYSDAkkGhPJTcid7NtQlDnJ7rHzUs1LDLoHWZS+6JrbbCrYRIIhgTh9HAEZwOwyh+Y32zw2avtqKU4uDi0K0Gv1PLnyyTFfe6hge0ZsBk+ufHJWp7m52fJNYSWEiB/24wagPlKxTLfPGj+jrr+Ozxs/Z8A5MOrx4uRiVmavRKvRcqH3AhJJr6OXHsfIsjJDw3Xd9u7QpPO5amhyN/zpfU8nf8DPWxfeosnSxIf1H454rCKtgqWZSye9KKLJ3ITD68Ab8FLXXxeOcOcMj99Do7kRmNxx39O4h5drXmZ/y370Wj1aoZ3QcYrSRLEmd80NK0ooynzVYevA7DITkAEu9l685jYaoWF51nJKU0opTy0fMY3jpVMv8dbFt/jViV9N+LWHrgdd9i4sLsvk38QMMKMaZ8AmIcQxIcRXQLuU8lCkA5ouQ9nJ/dKPx++54bbr89aTGpPKkvQlo4rKbi7YTHpsMGVAWkzadfYwN2TGZbIiawUZsRkRWY04VAoF/nT8wqUirYLCxEKy47Pn9IT+yTBEGdhSuIW0mLTrLsm/EafXSUp0CknGJFKiUya0IllRlBsrTCxkYepC0mLSJpW03elzApO7pt5ScAvpsemszlk96xPYCiln78hgdXW1PHr0aKTDCAu7x86B1gNkxGZMeoL6bFJdXc1cOHaN5kYu9l5kRdYK0mLndmN4uNl8/Fw+F/ub95McnTwq7cZ8MPzYTUUqjYnsM9JmY3qQ2XzujUeHtYOarhoq0yvn5LQBIcQxKeWYKQ1m74DsDOX1e3H6nBNOoBerjw0VKFdmHo/fg9vnJt4QP+L3hYmFaj7YDDDoHiRGFzOuOSbGKCO3Lhhd1FlRlMjLis8aNe/6eib7fTsbqMZZGLl8Ln5+9OcMuAZChcqV2c/usfPc0eeweWzcXX63GmacYb5s/pJPGj4hJTqFp6qfmnA9WEVRZh+3z83Pj/2cfmc/2xdsv2Eandlops05m9X6nf2hSfj1A/NmLcOc123vxuqxIpHU96vjOtMMHZM+Z981F9MoijL3DLgGQjkO5+J1WfWchVFWXBarslfRZm0bVah8uNq+Wk51nWJ55nKKk4unMUJlMgoSC1iWuYxeR++E7s5cPhefNHyCQWtgW9G2WZ93Z6bw+r180vAJANsXbGdL4Rbc9W7yEvJIj02PcHSKooSDlJLPGz/H5rGxfcH2UbWaM2IzWJ2zmtbBVrYUbolMkFNINc7CSAjBjrKxJ5i+du413H43DQMN/M2Gv5mGyJSbcXVG//E62HqQo+3BibvpseljJk9UxudYxzEOtQUXcidHJ7Mmdw27V+6OcFSKooTThd4L7G3aC4BBa+D2kttHPC6E4K7SuyIR2rRQw5oRMFT/73p1AJW5Yej4CkSorqZy85KjkxFX/qfOIUWZmxKNiaFKArM9LcZkqJ6zCHhs2WO0DraSl5AX6VCUKVSVUUVydDJ6rV4Nt4VRWUpZqKdsvKu6FEWZXbLis3i6+mmcPif5pvlRqnE41XM2SV6/l9q+Whxex4Sfa4wyUpJcgiHKMOqxbns3p7tOhwo0z0d9jj5qumrGTMY7HW7mOAPkJuSqhtk4XB64PKFs/xNZbg9gdVup66/DH/BPJjxFUSIgLTZtwg0zKYMLt8wu86ReMyADnO0+S7u1fVLPDxfVczZJvz/7e+r660gyJvGDNT/4/9m77+g4r/vA+987FZgBMOi9kwQBAuxgFYtEWqJ6jaodybJlWnJkO4ljJ7t5TzYnu36zTt7svu/unnUsS7HVi2VpZUtRl9gp9gaABQDRexkMML3d948hRgQJkCAxwKDczzk8BGaeeeYHPHhmfnOfe3+/627TczG7186vj/waX9DHcuty7im9JwKRziwev4fnjz6Py++iLLWMhysejmo8Fx/nH675IRqhPs9EWl1/Ha+cfAWAuxfeHfFSJd6Al18d+RV2r50lGUu4v+z+iO5fUZTp45P6T9jfuh+j1sgP1/yQOEPcNT3+y4Yv2d28G43Q8EzlM1ErLj7n32n8QT87G3eyr2Uf19ItYXgJ76BnkICMzKdxb8AbHjFz+BwR2ed05vF7+KLhi/CkeQgdD0/AA0yP38FwaYZBz6AadZkEVd1VfH7+8/Ao6fWOUF6JN+DF4Q39LQ2ft4qizE7D57gn4Lmu15PhxwRlcNwtpOr66/i47mP6nH3X/HxjmfMjZwdaD/Bl45cAxBniWJKxZFyPu6/0Pg62HWRR2qJxVSUfj+TYZB5Y9ACtg62sy539BWx3NoWSYoCkmCTmJc/DbDDzcPnDnLeeZ03umihHCPeW3hs+znqtPtrhzCo9jh5+X/N7gjJIrC6WDfkbWJMT+WMeZ4jj3tJ7qbfWc0PeDRHfv6Io08e2+duI0cWQk5BzXVNKthZvxagzkhKbQp7l6vPC3X43r596nYAM0DLYwlMrnrqesC8z55OzWH3s11/rvv46KIPsbNyJN+DlpqKbLqs6nmfJo7qnmk/qP8EX9I07qbuaivQKKtIrIrKv6W749y0QxOhiwrcvTF3IwtSFoz6muruauv461uauJSMuY9JjzLPkjesEnQzV3dV8dv4z5ifPH1eJlplgX8s+rC4rNxbeiEFrQKvRIoOS5VnLuanopkl73qWZS2kbauONqjfYWrx1zpxjijJT+AI+flfzO6wuK/eW3ktOQs517Sc5Npn7yu677jhMehO3zLvlsttbbC0c7ThKeXo585Pnh2/XCA0GrQGX3zUih5ioOZ+crchagUlvQq/RjygIe6rrFDubdgKhCfybC0cWlbV77XzV+hUAu5p2RSw5m0s25G8gOTaZeGP8uE5Ep8/J70+HRlq6HF2zvrbV7ubdWN1WDrUfYkP+BiwxlmiHNCEN1gY+qf8ECH34uWvhXTy14im6Hd0sSls0qc896BnkYNtBIHS+quRMUaaXxoHG8KKgA20HuD9hes0NfbvmbWweG1XdVfyHjf8hPP/YoDXw1IqnaBlsoTS1NGLPN6fmnHUMddBsa77s9tLU0ssq9ScYExCEJvmP9qZo0pvCDa8n+41lthJCUJhYiNvvHtfKTL1GH64SbTHO7ERlPIb/rvIS8i5ruD4TSSRWt5WgDIbPqcy4TJZkLInY1ICxxBniwqu+ytPKJ/W5FEW5dtnx2STGJKIRmogmOZEy/JqVYEy4bGFYiimFZZnLwleAhleMTmQO2pwZOWuwNvDSiZeQSO4vu/+qI11FSUV8b+X38Aa84STsYhqh4YmlT+AJeEZcklPGT0rJC8deoN/VT1FiEU8se+KK2+u1erav3E77UDvzkmZ/26tNBZtYk7MGg9YQkdXA0eQNeHnn9DsYNAbSzGlszN84pc+vERqeXPakOl8noPBvPoh2CMosZjaY+dGaH+EP+i+bRjQdPLb4MRoHGsdVn/TLxi/Z1bQLvUbPD1b94LqKkM/65Mzpc/LSiZc43XMaIQSJMYnjrn+SHZ99xfuFEOqFfgKCMsigZxAg3DAeQis2Xz35Km1Dbdyz8B7K078e6UgwJpBgTJjyWKNltFp4M8EH5z7geOdx1uet56aim/AFfDi8DswGMzHamKgkm+p8VZTpbXj+1nQUo4sZ14jeJ/Wf8Ntjv0Wr0TIveR4On+O6krNZf1mzcaCRTnsnlhgLqbGprMlZw9rctdEOSwG0Gi0PLnqQpRlLeaDsgfDt3Y5uGgYa8Aa8HO04GsUIlesRlEEOtR/CF/RxqP0QEPpUfH/Z/SzNWMrdC++OcoSKoiiT42DbQQoSCwgSZNu8beQm5F7Xfmb8yNnh9sO0DbaxqWDTqNlpYWIhGeYMBj2DPFzx8KiXKJXoGW1lZro5nay4LPa27KUosQgp5Yy/rDcb1fbVUtVdxYqsFRQkFoRv1wgNldmVHO88TmV2Zfj2xRmLWZyxOBqhKoqiTIlV2as41H6Ix5c8zsrslXxU9xF6jZ4bC29Eq9GOez/TLjkTQvx3oBI4KqX88ZW29Qf9vH/ufSB0+fLRxY9eto1Jb+KZVc9MRqjKJNFpdOQm5FKcVEzDQAP11voRS5eV6eGt6rfwBX2ct57nJ+t/MuK+O0vu5M6SO6MUmaKMz2TMo2v8r+MvezPe57+WfSrRtW3+NrbN3waEVoYPV3VIjk1medbyce9nWl3WFEKsAMxSyo2AQQix6krba4QGozY0J+d6rukq09fw8dQK7ZyaYzaTJMYkAurcUxRFGU1STOi1USDCr5fjNd1GztYBn134+jNgLXBorI01QsPTlU/T6+y9rBSGMrOtz1tPZlwm8Yb4qPU2U67syeVP0mJrUVMFFEVRRrE4YzGWGAs6je6qCwwvJa6ln+RkE0L8LXBESvmREOIbwHop5T9css12YDtASkrKysLCwqkPVJmwxsZG1LGbudTxm7nUsZvZ1PGb2Y4cOSKllFe9ajndRs4GgOFrWAkXvh9BSvkc8BxAZWWlfPuzt+m0d7I8c/mMLTswF1VWVnL48OEx7/cH/RztOEpiTCIlKSVTGJkyHpWVlXy480Nq+2spSy1TlzZnkOFzr6q7Cm/Ay7LMZZcV1VSmr6u9dirTmxBiXCUIpltyth/4PvAW8A3gt1faOBAM8NKJlwjKIB1DHRPqp6VMLzsad7CneQ8AT6146rqXIyuT58UTL2L32jnWcYw/W/1n0Q5HuQZnes/wds3bQKhAsCovpCjTy7T6uCSlPAq4hRC7gaCU8uB4HxuUwatu0zTQRF1/3QQiVCJt0DPIqa5TuHyuEbdffLl9PMdWmXrDx0gyvqkRVpc1PFqjRNfF55eUEiklp3tO0z7UHsWoFEUZNt1Gzrha+YyLaTVavrn4m3TaO1mZvXLM7XwBH2d7z/L26dAnxXsW3nNNS1qVySGl5IWjL2Dz2Mi35POd5d8J37cxfyM6jY7MuMxwT0Rlenl86eOc6zs3ooPDMCklDp8Ds96MEAJvwMtzR57D5XdRmlrKIxWPRCFiZVhZWhn3ld6HN+BlRdYKPqr7iK9av0Kr0fJ05dOkm9OjHaKizGnTLjm7VvOS511xpabNbePXR3/Neet5BII0cxp2r30KI1TGIpE4fU6AEcfE4/fw/LHn6XX2ctv826IVnnIVGXEZZMRljHrfa6deo7a/luWZy7mn9B78QT+egAcAh9cxlWEqY1iauRSAV0++yge1HxCUQUpTS8PnpKIo0RO15EwIoQNeATKAQ1LKnwkhfgrcAzQB35ZS+ib6PG1Dbdi9dtJMacTqYlmdu1rNr5gmNELDo4sf5XTPaVZkrQjf3ufqo9fZC8C5vnOsyV0TrRCV6xCUwfD0gbN9Z4FQMeiHyh/ivPU8a3LU8Zwuho9VUWIRnY5O7lhwhyqNMsddS2FeVRx38kRz5Ow+4ISU8h+FEP9TCLEZuElKuUEI8dfAvcDvJvokC5IXUJpayqBnkHtL7x11uD4QDABcU2sFJTLyLfkUJhaOWC2WFZfF8szltA+1s7FgYxSjU66HRmjYWryVE50nRnwQKk0tvaxxsJQSf9CPXquf6jAVRh6r+8vuHzE9RB0bRYmeaCZnxcDJC18fByqAHRe+/wx4jAgkZ3qt/orzW1psLbx88mV0Gh3fWf4dUk2pE31KZZxq+2p5s/pNzHozT614inhjPABCCO4pvSfK0SkTsSF/AxvyN1xxG2/AywtHX6Db0c1dC+8aMXqqTJ3RjpXL5+L5o89jdVt5oOyBUecVKooyeaK5WvMssPnC1zcBicDghe9twKiFk4QQ24UQh4UQh3t6eiYcRG1/Ld6AF6fPSYO1YcL7U8bvTO8Z/EE/No+NlsGWaIejTLEeRw9dji4kkpqemmiHo1ykw95Bn6uPoAyqY6MoURDN5OyPQKwQ4nPAwzgK0EKoCK2UslJKWZmWNvG2PkszlpJhziA3IZeytLIJ708Zv8rsSlJNqRQlFjEvSbXfmmuy4rMoTysnKSZJzQOdZvIt+ZSklJAcm6zmfCpKFETtsqaUMgD8EEAI8RyhZO2XwD8RKkD71VTEkWJK4ZlVz0zFUymXyIrP4tnVz0Y7DCVKNELDg+UPRjsMZRQ6jY7HFj8W7TAUZc6K2siZECJHCLFDCPEFsE9K2QzsEkLsAZYB/ydasSmKoiiKokRLNEfO2oAbL7ntF8AvohKQoiiKoijKNDCt2jdNN7V9tVR3V49odaJEV4+jh6MdRy9r96TMDE0DTZzoPKFack1jLbYWjnceD5cYUhRl6s34DgGTpbavlldPvQrAHQvuYFXOqihHpHgDXl449gJuv5uanhq+teRb0Q5JuQad9k5+e/y3SCS9zl62Fm+NdkjKJXqdvfzm+G8IyiCd9k5unX9rtENSlDlJjZyNYbjVzKVfK9ETlEH8QT8QavGkzCzegDfcJF2dU9OTL+ALj2qqc0xRokeNnI2hPK0c5wInHr9HLfOfJmJ0MTy2+DHOW8+zMmvsRvfK9JRvyee+0vvod/WzPm99tMNRRpEVn8UDZQ/Q4+xhXe66aIejKHOWSs7GIIRgdc7qaIehXKI4qZjipOJoh6Fcp+Fm28r0tThjcbRDUJQ5T13WVBRFURRFmUbUyNk0IqXko7qPaBls4ZZ5t1CYWBjtkKLis/OfUd9fz5aiLSxIWRDtcJRJ5va7eef0O/gCPu4tvRdLjCXaISkXuHwu3j3zLr6Aj/vK7iPBmHD1BymKMmFq5Gwa6XZ0c6DtAO1D7exo3BHtcKLC5raxp3kPHfYOvmj4ItrhKFOgqruKc33naBho4EjHkWiHo1zk4mNzuP1wtMNRlDlDJWfTSFJsEimxKQDMT54f5WiiI84QR2ZcJgDzklW/zbkgLyEPo9aIVmjn7GjxdJVnycOgNahjoyhTTF3WnEYMWgPPrHoGp885Zy8faDVavrfie9i9dnV5a47IiMvgL9b9BUEZxKQ3RTsc5SKZcZn85bq/VMdGUaaYSs6mGZ1GN2cTs2FajVYlZnNMjC4m2iEoY1DHRlGmnrqsqSiKoiiKMo2o5ExRFEVRFGUaUcmZoiiKoijKNKKSM0VRFEVRlGkkasmZEMIkhPhACLFDCPGeEMIohPjvQojdQoj/L1pxKYqiKIqiRFM0R85uBQ5IKW8EDgJ/A5illBsBgxBiVRRjUxRFURRFiYpoJmf1gPHC14kX/v/sov/XTnlEiqIoiqIoURbN5KwWWCOEqAYqAT8weOE+G5A02oOEENuFEIeFEId7enqmJlJFURRFUZQpEs3k7AngYyllOfABoYK4w9VXE4CB0R4kpXxOSlkppaxMS0ubmkgVRVEURVGmSDSTMwH0X/i698L/Wy/8/w3gqymPSFEURVEUJcqimZy9BjwkhNgBfBP4n4BbCLEbCEopD0YxtquSUtLr7CUQDEQ7FGUSDR9nf9Af7VCUCfAFfPQ5+6Idxow05BnC4XVEOwxFmVOi1ltTSjkAbLvk5h9HI5br8d7Z9zjeeZzchFy+u/y7CCGiHVKYzW3DbDCj08z+1qm+gA+X3zVp/Uin83GeywLBAEPeISxGy1WPiT/o59dHf023o5t1uevYNv/Slx1lLA3WBl45+QpCCL697NvkJuRe9TFuv5tAMIDZYJ6CCBVldpr9796TpMHaAEDrYCv+oB+9Vh/liEJ2Ne3ii4YvSDWlsn3ldgxaQ7RDmjQev4dfHfkV/a5+bi6+mRvyb4j4czQONAKh4+wL+mb173OmkFLy4okXabY1szJrJXctvOuK2zt9Trod3cDXx1MZn5bBFgIyADJ0DlwtOet19vL80efxBrw8UvEIJSklUxSposwuEUnOhBD/N/BPF0bDEEIkAT+RUv5fkdj/dHTr/FvZ27KXivSKaZOYAdT31wOhF8kB9wDp5vQoRzR5+l399LtC0xbrrfWTkpxtm7ctfJxVYjY9eANemm3NQOi4X02CMYEbC2+kvr+em4pumuzwZpWVWStpHWxFK7QszVh61e3bBttw+91A6AOsSs5mt8K/+WBc2zX+1zsmOZLZJ1IjZ7dJKf/j8DdSSqsQ4nZg1iZnZWlllKWVRTuMy9xUdBOf1H9CviV/VidmAJlxmazOWU3rYCs3Ft44Kc8xXY/zXGbUGdlatJWanho25G8Y12NuLLxx0v5GZjOzwcxjix8b9/ZlaWWc6T2D0+dkdc7qSYxMUWa3SCVnWiGEUUrpARBCxPJ1gVllChUmFrJ95fZohzElhBDcvuD2aIehRMHGgo1sLNgY7TCUSxi0Bh6ueDjaYSjKjBep5OwV4HMhxG8ACXwHeDFC+54xpJT88dwfaRts4/YFt1OQWBDtkJQICAQD/J8z/4deZy93LbyL7PjsaIekXKTB2sBHdR+RZ8njjgV3qEUbU2TIM8TvT/8egeCBRQ8QZ4iLdkiKMmtEpJSGlPKfgP8ClAHlwH++cNuc0mHv4GjHUbocXexu3h3tcJQIabI1car7FB32DvY27412OMoldjXtosvRxeH2w+GJ/8rkO9F1gsaBRhoGGjjZdTLa4SjKrDLhkTMhhJZQpf9vAB9NPKSZKyU2hZTYFPpcfSxIXhDtcJQIyTBnYDFaGPQMsiBFHdfpZkHKAhoGGkgzpZEUO2rXN2USFCYWotfoEUJQYFFXCRQlkiacnEkpA0IIpxDCIqW0RSKomcqoM/KDVT/A7XerGj+ziNlg5odrfog34MWkN0U7HOUS6/PWszRjKTG6GLQabbTDmTNyE3L5q/V/BYRe+xRFiZxIzTlzA6eEEJ8C4VLSUsofRWj/00KnvZNYXSyWGMuY22g1WpWYTaIhzxBD3qEpn/el0+jmRFHf6cgb8NJl7yIrPmvMY6DOueiYjUlZ22AbiTGJ6m9KiapIvdt8cOHfrHWk/Qh/PPdH9Bo936/8Pqmm1GiHdEXegJfXT71On6uP+8vupzCxMNohTZjNbeOXh3+J2++eUNHZoAzyds3bNNuauX3B7SxKWxThSJVIevH4i7QNtVGcVMzjSx8fcZ/VZeX1qtcBeLTiUXVZcxqxuW28duo1gjLIo4sfJTk2OdohXdXn5z9nd/NuTHoTz65+Vo2UK1ETkeRMSvnihfIZ+VLKs5HY53TTae8EwBcM9eib7slZs62Z89bz1PbXUtVdxU/X/3TG1+sacA+EC1wOH4+Lefwe3qp+C7vXzgOLHhizzluvs5eanhoAvmr9SiVn05iUki5HFxA65vta9nGo7RCV2ZXckH8D1T3V4UUA1T3V4657pky+mp6a8LGr6q5iU8Gmqz7mTO8ZPqn/hKLEIu4suXPKV94Ov644fU4GPYMqOVOiJiKrNYUQdwHHubAgQAixTAjxh0jse7rYWLCR8rRy1uWumxGTwnPiczAbzHTaOzHpTbNi9Wi+JZ9NBZsoSy0btdL7ub5z1Fvr6XJ0cajt0Jj7SY5NJi8hD4FgScaSyQxZmSAhBPeV3kdJSgn3lt7Llw1fYnVb+bLxSwBKUkow6U2Y9Ca1CGeamZ88H7PeTKwudtydAnY37abf1c+RjiNY3dZJjvByt8y7hdLUUrYWbSUzLnPKn19RhkXqsubfA6uBHQBSyuNCiKII7XtaSDAm8GD5gxHZ166mXRxpP8LqnNWT0nIIIFYfy0/W/YTEmETah9opS53Zo2YQeqPeUrRlzPvzLHnEGeJw+91XfDPQaXR8d8V3CcogGhGRzyej6nP28Vb1Wxh1Rh4uf1jNYblO5enllKeXA6EK9AfbDjLgHuC5I8/xcPnD/HT9TwFUfbMp8mXDlxzvPM66vHWszV075nZp5rTwgoHxHpuytDLahtrIic/BYhx7bu9kSTOn8UjFI1P+vIpyqUglZ34ppe2SE1BGaN+zzs7GnQRkgJ1NOyctOYPQ4oTvrfgenoCHGF3MpD3PdJEYk8hfrP0Lh4NLEgAAIABJREFUAjIwrj6Yk5mYARzrPBa+rHOm9wwrs1dO6vPNBfeX3Y/FaGF3827ah9qp6q6a1HNIGSkog+xq2oVEsqtp1xWTM7j2hHlD/gYqsysxao0q2VbmtEi9O1UJIR4j1MZpgRDifwL7rvQAIcStQogdF/51CCHuFUL8VAixRwjxqhBi+nQTj7DhUYDytPLwbYFggOruarrsXeHbanpqeO3Ua5ztvf5pfEKIOZGYDdNqtNfcoPxU1yleO/Uadf111/x8NreNk10nw3PhLlaSUoJBa8CsN8+KBRnTRXl6OTG6GGJ0McxLnnfV7S89vlJKanpqaB9qn+xQZx2N0ITnrl78+jWs39XPqa5TeAPece3P5rbxu+rf8Wn9p0gZ+jwfo4tRiZky50Vq5OyHwN8CHuB14GPgP1/pAVLKj/h6jtoB4AiwXUq5QQjx18C9wO8iFN91C8ogu5t2E5ABNhVsumwpvy/gQ6+9tjzy/rL7ubPkzhFJxKfnP+Wr1q/QaXQ8u/pZLEYL75x+B3/QT+tgKz9L/VlEfh5lpEAwwLtn3iUog3TaO/nLdX95TY99/ujzDHmHKEos4ollT4y4P9+SzyMVj1DdXY3T5ySFlGuO73r+vma7zLjM8KXMS+uadTu6OdR2iAUpCyhJKbns+P5w9Q/Z07yHnU070QgNT1c+PebCkbnMG/CO+SHnofKHRr3fG/Dy/NHncfqcLExZyKOLH73ssYOeQfY27yUrPotlmcvY2bST6p5qAIqSipifPD/yP4yizECRWq3pBP5WCPGL0LdyaLyPFUIUA13AEi7MWQM+Ax5jGiRnxzuPhycfx+piWZe3Dgh9+n755Muct57nxsIbubHwxmva76UvbA5vqDycP+jH7XeTGJNIZlwmrYOtZJgzJv6DKKPSarSkm9PptHde8+85KIO4/C4AHD7HqNu8XfM2Tp+TM71n+OkNP72m/e9p3sNn5z+jwFLAE8uemPTLsDPJWMVm3zn9Dp32To52HOVnN/wMo85ImimNTnsnZ3vP8vPdPydWFwtcOH4+11SGPSO8XfM2Vd1VrMpexR0ld4y6zWiJWyAYCI8gj3U+fFj7Iad7TwOhRUvD55xBa5gRpTYUZapEJDkTQqwC/g2Iv/C9DfiOlPLIOB5+P/AukAgMXrjNBkyLgkUXN/O9+GuHz8F563kgtEx8PMlZt6ObLxq+ICc+h40FG0fct23+NuIMcWTEZYRXCT2+9HE67Z1kxWVF4CdRxvLksifpcnRdsbBtIBjg4/qPcflc3Dr/VswGM3qtnkcrHuVs31lWZo0+n8ysN+P0Oa+rKXRVdxUQ6u055Bm6YvFjJWT49xyrjw0ncN9Z/h3q+ut4s/pNIFQ4dXnWcpJjkylIvP62Q40Djexr2UdZahnLs5ZPPPhpQEpJdXdoJKuqu2rM5Gw0sfpYHi5/mPPW86zOWT3qNsPHRyd07G3Ziy/g49GKR8mMy1R/34pykUhd1nwB+IGUcjeAEGID8BtCo2FXcxehBG0tkHPhtgRgYLSNhRDbge0A+fn5E4t6HEpSSvj2sm8TCAZGzG+JM8SxKnsV5/rOjbu20if1n1DXX8eZ3jOUpJSQEff1SE2cIY4N+RtGfCI1aA3kWyb/Z5zrjDrjVX/PNT01HGw7CIRW7t4872YgdCkmzZxGvCF+1Md9e9m3aRhooCjx2hcv35B3A5+d/4x5yfNIMCZc8+PnogcXPUhtfy25CbnhKQhGnZHy9HJWD6ymtq+WLUVbJlxCxeF18N6Z97C6rdT21VKWVjYr5nYKIdhUsIljnceuOtl/NAtTF7IwdSEQSvSGvEPEG+LDc8hunX8rRUlFDHmG+LDuQyB0fIYfoyhKSKSSs6HhxAxASrlHCHHVS5tCiEzAK6XsE0IcAn4A/BPwDeCr0R4jpXwOeA6gsrJySlaEjjWZ+46SO7iD8X+yzIzLpK6/DrPeTLxx5Jv58c7jvHfmPeKN8Wxfuf26RlqUyZNqSkUrtARkYERSPTzRfFnmMu4tvfeyx5kNZirSK67rORdnLGZxxuLrjnkuMuqMY/6+7yy5MyLPUdVdxe9rfk+9tZ6c+BxyEnKueRHKdHZT0U2j1hG8Vu+eeZeTXScpSSnhscWPAaHL0YvSFtHn7MOgNeANeFU9MUUZRaSSs4NCiF8RWgwggYeBHUKIFQBSyqNjPO4e4L0L23QLIXYJIfYAzcD/G6HYpo2tRVspTS0lKSbpssrTdf11SCSDnkG67F3EJavkbDrJis/i2dXP4g14w8lZUAap768HoLavNprhKVNo+FwtTCxka9FW1uSuUfMBRzF8TtT11yGlHLECM8WUwp+t+jOcPidZ8WrahqJcKlLJ2bIL//+nS25fTyhZG7VyqJTyV5d8/wvgFxGKadoRQpCbkDvqfTfk3UC/q5+U2JTLRuq8AS9vVb/FgHuA+0rvIychZ9R9KJPr0r6NGqHh5nk3c6LzxIhLQA6vgzeq3sAX9PHgogdJMV37Kk1l8g15hniz+k0CwQAPlT807r6c63LX0ePoITEmkRvybxizGftclx2fzXtn32NzweZRS2NYYixqnpmijCFSqzWvOAYuhHhCSvliJJ5rtsqKz2L7yu2j3tdgbQjXaDrYdpD7Eu6bytCUK1ift571eetH3FbTU0PLYAsQuly9tXhrNEJTrqKmp4bWwVYATnSdGPeK64y4DL638nuTGNns0O3opiK9gj5XH/6gXyWxinINpmos/sdT9DyzSlAGeff0u3xw7gOCMohWaGd88/K5IDEmkVNdp6juriYvIS/a4SijsLlt7G/ZH16ZqOprRd5wse2FKQtHJGYf1X3E/zr4vzjdczpaoSnKtDdVH2VUuedr4Pa7qeuvQyu0nOg6AcCC5AU8UvGIKkg6AzQONIbfmIbrPQVlkLO9Z0kxpaiip9PA8c7jtNvbSTWlclPhTWNON1Cu363zb+Wmwpsw6oxAaPXm0Y6jfFr/KfHGeHY27VQfNhVlDFOVnKk+m9fgjao3aBxoxKw3kxSTxIB7gLK0sssSsxZbCwEZmFatgaSUdDm6SI5NnlUr2CA02iKRWF1W9Fr9mG/o85LncaDtAHqNPlyi49P6T9nfuj/cASIxJnEqQ5/zep29xOpiw83nM+MyOd55HKfXybzkeWwu3BzlCGen4cQMYF/LPv549o/U9NSwKG0RmwvG/zvvd/XT7ehmQfKCMQsQK8psokbOpqEhT6gKiSfg4UdrfkRQBonVx47Ypr6/npdPvgyE2kFNtG5TpPzx3B852nGUNFMaT1c+PWteSJsGmnjpxEt02DvQa/QkxSbx+NLHKU4qvmzb4qRifrr+p2iEJpxQD3lDx3S4A4QydQ61HeKD2g+I1cXydOXTWGIspJpSKUst43jncfa37OdA6wHW5K6JdqizWpOtiYPtBwkEA2zM3zjuch1On5PnjjyH2+9mRdYK7l549yRHqijRN1XJ2d4pep5Z4U8W/QlHOo5QmlqKJ+Dh0/pPscRY2Fq0NbzqadAzGN7+4q/H41DbIRoGGthUsCniNYZabKGJ8D3OHjwBDyaN6SqPmJ6aBpr4qvUrytPLqUivoMPeQUAG6BzqpN/dT0V6xRV/7xePGABsm7cNs948ogOEMjWGF2e4/C56nb1YYiykmFK4qfAmep295Fnyrvkc2tO8h057JzcV3jSu1bhftX5F00ATNxbeOKJO3lwyL2keOfGhmnDDI5hXcrj9MNXd1dg8Nmp6aihKLMLmtk1BpIoSfZFq3/R3o90upfyHC/8/G4nnmQtOdZ1iwD3ALfNuwaA18P659znVfQqAAksBC1IWALA0cyk2jw1fwMfq7MtbpXTZu2gcaKQivWLEC+GAe4APaj8AQiUfnlz+ZETjv23Bbexu2s3C1IWX1XKbrloHW6ntq2Vp5tJwf7/3zr5Hv6ufs31nWZiykGWZy2gbbONM7xmy47PxBrzXNFpp0BquON/s0jpQSuRsLtiMy+fCYrTQ5+pD9AuKk4u5p/QeUs2p2L32y9qpXUnHUAefnf8MCI2EPlLxyBW373P28VHdR0BoPukTy54AQsf8UPshpJSsylk1a2ulDf9tr8hawQOLHsDtd5Nvyedg20GWZCwZtbPCkGeI98+9T11/HTaPjZz4HNLN6dfUTmpYv6ufE50nWJCyQM0tVGaMSI2cXdzlNga4E1BLca6By+fivbPvsatpF+nmdFx+F7fMuyX8Zj58Kc3utRMIBqjrr6MosYgdjTv4xd5fcGfJneH+ft6Al3879m94Ah7O9J4JvxlAqHl7nCEOu9dOmjkt4j9HcVLxqJf6pit/0M9LJ17CG/Bytu8sT1c+DUCaKY1+Vz/JscnoNDr0Qs8Dix5gwD1Ay2AL+Zb8a3oz/eO5P1LVXYVOo+PHa35MvDEel8+FP+in19nLG1VvkGBM4MnlTzLkGaKquwqD1kBiTCIV6RUqcZsAk95ETkIOp7pO8cvDv8QT8PDzLT8nOTYZjdCwuWDzNbVeijfGE6OLwe13k2a6+jlkNpjD59zFyfmxzmP8e+2/A6HK+ZXZldf+w01D5/rO4fF7KE8r562atzjXd46bi29mXd46lmQsoaa7hldOvoJWo+W89Ty3zLsFi9EyYgpEjC4Gi9GCWW/GH/STE5/DA4seuK7m6L+r/h0d9g72t+7nZzf8TJX0UGaESNU5+5eLvxdC/D/AHyKx77ni4/qPOdh2kJqeGkx6U/gFZHXOanLiczAbzPS7+vnloV9yru8c6eb0ES8y/3r4X7mn9B5unX8rgWAAf9APEP5/mFFn5OnKp+l19l61n+RcGM0RCHQaHd6AF73m6wUXD5Y/SIuthaz4rBG/gz9d+qe0D7VfsUn6aIaPQ5eji1dPvUpJcgn7W/cTkAHSTGl4Ah56nD00DTTxcf3H1PfXc6b3DDfk34DL7xqzkbRydR/Xf8zxzuMcbj+M1W3FoDXw4okXOdt7FofPwYqsFfx8y8+vWIT24nMhzhDHD1b9gB5Hz7g+iMToYni68mn6Xf0jSqtcfP5e/Lc3k9X21fLaqdeA0CKMM71nADjScYTy9HJeOfkKLp+Ls31nWZKxhA/OfcCbVW+yLGsZ/2nz1zXM9Vo936/8Pj2OHjRCg0lvuu5izsO/Z51Gh1DTn5UZYrI+QpiAmTN8Mg0YtAYSjAksy1zG7QtuH7GSabgjwPHO4wRkAE/Aw6BnkOz4bLLis9jfuh+TzsTBtoOkxKawq2kXdq+dyuxKbpl3y2XPFWeIu2rvzo/qPuJg20FWZq28rksJM4VWo+XJZU/SMNDAorRF4dt1Gh1FSZc3KzdoDeNeHdvn7OPFEy8SlEHuL7ufrLgsPqz9kNbBVl479RoaoaEstYzipGIcPgcWo4XCxEIMWgMBGQiPJHgD3oj8rHPV8KrhJRlLGPIModVow6v/3AE3Tp+TDnvHqMmZw+vgN8d/w5BniEcqHqEoqQh/0M+bVW/SPtTO7QtuZ1XOqqvGMNo5tyRjCVqhRSKvu//qdOML+sJf6zQ6Fqcv5nTvaRqtjTzy9iNYXVZWZq9kU8Emlmcu56vWr3D73exs3Il/gx+d9uu3JJPeREFiwYRjerji4fCctdmyQEmZ/SI15+wUX5fL0AJpwD9EYt+z0ZBniN8e/y0uv4vHFj9GbkIut8y7hay4LFJNqeRZRi9cujJrJa2DrRQnFZNhzkCr0VKcVMzqnNX84ewfMGqNDHmGcPgcxOpjSTGlXHd7lKMdRwnKIEc7jl5Tcna4/TCnuk6xNnftjKlhlGZOu+5LvFaXlZdOvIQv6ONbS75FZlwm7UPtfFr/KTaPLTzRvHWwlc2Fm2kfaudg20ESjAnhFbh3ldyFJcbCoGeQems9Dy56kFXZq7B77Ri0hhGtoZRrd+m5FQgGQpc3/R4aBhpIN6UzL2keA+4BWgdbKUkpCSd0TbYmep29AJzqPkVRUhH9rn7ahtqo7avleOdxfrDqB9w87+brim24Ht5sUZZaxp0ld+Lxe1ibuxatRkuzrZl/2fcvtA+1EwwGMelNfGvJt+i0d7IhfwMH2g6wOH3xiMRsIqSUvF3zNmf7zrK1aCvr8tapkWdlxonUyNmdF33tB7qklP6xNp7rzlvP0+fqA6Cqu4rchFx0Gl14ztjFBj2D7GvZR3Z8NksylvCtJd8CQpcPXj31Knua93B/2f08u/rZ8LyZhoEGfEHfhMprrM1dGx45G69AMMAH5z5AIul39c+Y5GwiavtrsbqtAJzuOU1mXCafn/+choGG0CT0GAtxhrjwqNxD5Q+xMX8jOxp30Ovq5e6Fd2OJsRCUQZ4/+jyDnkHSTGkUJRVRnFRMaWppNH+8WeHSc0ur0bJ95XYSjAnU99cjhOBs71k+rv8Yh89BSUoJjy1+DICixCJy4nMY9AyyLDPUQjjVlEpFegX7W/ZjNph5q/otthRtUaMyhPoHXzp3LisuC71Gj81tIzs+G4vRwuunXqfP1UdGXAbP3fkcqabUiMXg9Dmp7gl1fjjScYR1eesitm9FmSoTSs6EEDHA08B84BTwgkrKrm5e8jzSzek4fU4Wpy++4rYf1n7I6d7Q2oqsuKzwCI/daw9vM+QZIjUjFSklO5t2khmXydbirZj0JqSUHG4/jCcQ+iQ73smwW4q2sKVo1H71Y9JqtOQm5IYnzM8mu5t20+/qZ0vRFuKN8eHbS1JKONB6AH/QHx4FybfkU2+tJyMugx+s+kE4afYGvOxv2Y8lxsK3ln5rxP4DwQBOnxOA/S376XH2cLj9MD9Z95NxlR1Qro1Ba2BZ5jIarA3hlbQuvwsYeW7F6mMv66OpERr+ZNGf0D7UzssnXsbpc/JV61fckH9DRGKTUrK7eTcD7gG2FG256hSE6e5k10li9bGUppaSHZ/NyqyVHOs8BoDT6yQrPotuRzcnu05Smlp6zSsqux3d7GneQ3FSMcsyl2HSm1icvpizfWdZlX31S86KMh1NdOTsRcAH7AZuAxah+mhe1fCE4vEYfmPWa/QjamfNT55PgaWANFNauHjmub5z7GjcEdpeq+fW+bdyuvd0uHSGlPKKJQMCwQBvVr9Ji62FO0ruuK55ME8se4J+V39EPwlHW4O1gc8bPg9/f0/pPeGvE2MS+eGaH47YfnPhZsrTy4k3xI84Zl82fMnelr1Ud1czP3k+f7r0T8O/Y71WzyMVj3Cm9wxZcVl02Dswao2jJtMOr4N6az1FiUUjEkXl2izJWEJSTBLvnH6Ht6rf4qbCm2iwNlCcXExQBq+6GrcwsRCzwYzb76a+vz5iydl563m+aPgCCC1YuWvhXRHZb7QMegaxukNzzW4uvpnNhZuJ1cfy2+O/pSK9Am/AyxtVb9Dv6udw+2H++oa/vqaFSO+fe59mWzOnuk5RnFRMgjGBBxY9MIk/kaJMvokmZ4uklIsBhBAvAAcnHpJysdvm30ZRYhFp5jQSjAnh21899Sqd9k6GvEPhN3BLjAWt0BKQAZJjk3H73RxoPUCzrZm8hLzLCqNeqtfZy7m+c0Bo7tj1JGc6jW7W9Y5MMCag0+jwB/3jXso/WnJq1Blx+pz0ufooCBZwqO3QiN/x/OT5zE+eHyrr0XuWzLhM9rXsIyiDbC7cHD7OL598mU57J8mxyfxozY8i80POUb3O3vBl6Q57B422Rs4PnMcb8LKlaAs1PTXU99ezLm/dZce0NLWUpRlLkciIXsK3xFiu+e9tumq2NbOraRfd9m4sRkt48US3o5uCxAKGvEO02FowakOvTdezajU5NplmWzMmvSm8H0WZ6SaanIWX5kgp/ddadkEI8TjwBKFFBN8E/gqoBI5KKdUIHKFLhaNNGh6+BOb0OcPL/DPjMnm68mmcPicFiQV8Uv8JTbYm4gxxrMpedcUhfn/QT4e9g+TYZGxuW3h+jQIpphSeqXyGQc/gqCs4x2tTwSYSjAlkxmXi8rlGnWPYPtTOgHuAivQKjnYcZWfTTiC0cm147szFx16ZmHnJ80iKScLtd1NgKaCmpwYILeA43H44PIey29HNd1d8d8RjS1JKeHb1s3gD3hErfScq1ZTK05VPY/fap1Xf3Ovh9DlDK2Od3cToY/iy4UvuKLmDBGMCdo+d+SnzyUnI4bHFj3Gu7xzFScXXXL7nrpK7qEivIMOccdUPoIoyU0w0OVsqhBjueyKA2AvfC0BKKRPGeqAQIgfYLKXceuH7FYBZSrlRCPFLIcQqKeWhCcY3az1c/jAnu05Snl6ORFLXV0eqKXXEqsPhkbaU2BSWZy0f80XP5rbxqyO/otvRTVJMEj9e82M0Gg2/r/k9ZoOZm4tvjshk55lcNy3FlDJmnSUpJSe7TiKRLM1YOurP2GnvZEfjDgosBfzV+r8a9XfRZe/i+aPPh0bKCjaHS6gA4cuXXfYu1uWuY8A9MOtW+kVDgjGBpyuf5sO6D+lydHHrvFtpHWzlRNcJzvWdo8vRhVlvJic+Z9THD3fsuBKry8rp3tOUpJSM+3J/qil1VkwNWJiykG3zt2Hz2MhLyCPBmMCxjmPsbt6Ny+9iQ/4GYnQxxOhiWJk9+uKjE50nqO6pZm3uWoqTisPnTlAGOdZxjBhdjDoXlFlnQsmZlHIi79jbAK0Q4nOgBjgDfHbhvs+AtYBKzsaQk5ATfvP+qO6jcL2gxemLWZG1grK0MtbmriXVlIpJbwoXTT3Udoiq7irW561nYepCAN6sfpOvWr/C5raxIX8D3qCXI61Hwm2j8hLyJvzi9/n5z9nbspelGUtHzNmayQLBAL6gjy8avuBf9v0LMboY/uOm/8gNeZfPPfqo7iMaBxo503uGkpSSURM9t99NUAbxB/3sbNrJxvyNPLH0CXY37+Zox1GklLx75l2CMsit82+ddYsuoqFpoIl/3POPNA00sTxrOXcvvJu1eWup6qkCQi3TOoY6aBho4F8P/yvJscncVXJXuAwKhEadv2j4AiklW4q2hJvdD3vl5Cv0ufrY37Kfn6z/yaT8HL6AD4kMlwCZLoQQ3L7gdlZkrQiNPCcW8c/7/pl/r/13THoTr596nZ9v/TkAZ3rPUNNTw6rsVeFyQv6gn/fOvkdQBmkfaifBmECPo4f7y+6nw97BrqZdQGjOZklKSdR+TkWJtGj2scgADFLKrUKIXwCJQP2F+2zAqNmAEGI7sB0gP1+9OUGoX2afs48djTtoGmjivPU8f7Phb9Br9cxPnh/ert/Zzx/O/gGtRovNYwsnZ4OeQfpd/Qx6BsMJ3XBzZp1GF5FP8MN10451HpvxE5whdLnm10d+zYB7AIfXQUAGcPgcdA51jrp9ZlwmjQONxBvix1x9mRWfxY2FN3Kw7SA2t43dzbsJyADnreeBUFHboAwCoWM+zOF18Iezf0AjNNy98O4RiYNyZcNtslx+Fza3jXRzOrkJudxVchd9rj7O9Jzh4OBBWgdbGXAPkG5Ox2K0jEjCjnYcZV/LPiA0Endp6QZ5oQSkDJeCjKwuexe/Of4bgjLI40sfn3b9I70BL7ubduMJeOhz9uH2uxEIzHpz+FwIBAP8rvp3BGSAFlsLP177Y6SUDLoHSYlNocfZg0FroH2oHYBfH/363CtLKwufF4oyW0QzObMBOy98/QWhuWbDl0ETgIHRHiSlfA54DqCysnJyXu2mQNtgW/iy5ERHQLbN28aXDV+Sakqlw97BiqwVl12GPNF5gndPv0t1dzXFScUjSnisyFxBdXc1ybHJ4TkbyzKXkRmXSYwuhsSYxAnFB7Amdw17m/eyLHPZtG/wXNtXS11/HatyVo2ZmHbZu8ITyfMt+fiCPsx6M7cvuH3U7bfN20Z5WjkpppRR+zg6fU7+9fC/MugZZH7S/FDyJUP7Ptl1ErvXzqrsVQQJMuQZYlPBpvBjj3Yc5WzfWQAKEgtU0dprsDRzKWd6z1BgKeDB8gfD5+LwJba9zXuJ1YWS3cy4TJptzXxY9yFn+87y/ZXfx6gzkhTzdWeB0boMfHPxN6npqQl/GIq0qu4qqrqriDfEU99fP+2Ss+ru6nDdMaPWSIwuhk0FmyhMLOTOklCJTI3QYImx0O/qD/8O3zn9Dkc6jlCcWMx3ln+HNFMab1S9QY+zhwHXAHkJeXQ7u7m/7P6o1AM81HaIAfcAGws2XlNvVkUZj2gmZ/uA4QJCywh1GNgKvAV8A/htdMKaGm9Wv8mgZ5ATXSeueen4pZJik7h74d181foVOo2OpyufZtAziNvvJjMuEwgVpvVLPy6/C6vbOqI35JrcNTQPNuML+FieuZwGawN7mvewMHVhxCprbyrYNCKhmK7cfjdvVL0R+gQ/2ML2ldtH3S7fks+itEX0Onu5q+SuMbs6DBNCXHGbHkdPuJvA5w2f0z7UzqrsVZSmllJgKcDhc4yZKOYm5KIVWoQQpJvTabY1kx2frRo8j0NuQi4/Wf8Tuh3dfFr/abhGIIT+FhoHGulydLGlaAt/vvbP+d8H/zcDngH6Xf1Y3VYy4zJZkLKA7Su3E5TBUROjFFPKFUvYTFT7UDtDnqFwS7fpJjs+G63QYnVbKUsr47YFt+EL+EYkskIIvrv8u7QNtVGYWMie5j38875/RiBoSGzgOyu+g0ZoeHL5k0AoaT7ScYTbFtw2oWLb16vB2hAuUeQP+rltwW1THoMyu0Xt1VtKeVwI4RJC7AB6gceAfxZC7AZOSClndVkOs97MoGcQk94UkUnyty+4nbW5a7HEWLC6rDx35Dl8QR93ldzFyuyVuP1uPqn/hEAwwKqcVdT111GcVMyupl0UJBbw7WXfDu/rtVOv0ePsod5az+L0xbj8Lj449wHxxnjuLLlzVr/pa4WWGF0MDp8Ds37s4q9ajZaHyh8CQqOgvzn2G3ISckbtZXqs4xhNtiY25G/ApDfxaf2nxOpj+UbxN9AIDb3OXt4/9z59zj5KU0vZ3RS6nLmvdR+BYIBYfewVL1UWJRXx52sPCzsaAAAdsUlEQVT/HCEEr558lQ57B/OT54e7SShX90XDF9T211LbX8vC1IXkJuTS6+ylMLGQjLgMipKKONt7lk5HJ40DjTxa8SgZ5ozw40dLinY37eZQ+yFWZa9iY8FGpJR80fAFg55Bbp5386jFZa0uK++fe/+azrUUU2jBz1hlbAbcA+xs3El2fPa4+oBGWkZcBpnxmTh9Tva37B+zRI/ZYKYkpQSry8qn9Z/iD/rxBXykmFIIBAO8UfMG+1r2UZFWQao5lZKUkhEr0KWUfFj3Id2Obm6bf1t4asZkiNXHIhBIJCa9adKeR5m7ovouK6X8q0tumjPlM7615FvhQqKRIIQITzLvc/WFGxB32kNzoN45/Q6xulj6XH0kGBLYkL+BD+s+pHGgkeqeUFHU5NhkmgaaCMogUkpidbF02jup7qmm3hqaDrgwZeGsbsuk1+p5asVTtAy2sDBlfJehvmj4giZbE022JpZkLAmPVkLozfa9s+8BhEc2hqujZ8VlsThjMcc7j9Pj7CHFlMLqnNXUW+up6q5ieebyyy5PSymp6akh3hg/4nJ4vDGeoAzS7egGvj7uyvjkxOdwpvcMJr0pfBk/zZRGYkwipoCJTfmbONl1ksSYRJZlLmN51nKabE3EG+LHXMW7q2kXvqAvtLijYCPn+s6xu3k3EKp5N9ol8H0t+8LnWklKybhKdGybt418Sz5pprRRe+l+XPcxp3tPc6zzWNQWkVhdVow6I12OrlFXKju8Dmr7aylKLMJsMJMUm0RxYjFmg5knlz3JofZDvH/ufdqH2mmwNlCQWEC6OZ3MuMxw2Z8mWxMH20Kf6Xc27Qx/eJoMmXGZPLXiKWweG2Wps/f1MBoK/+aDcW3X+F/H3/N5Jpq9QyDTnNlgjvhwfJ+zD4mkJKWEdbnrGPIOhS+npJpSabG1sDRjKcuyloVWOV2YsWfWmzHpTTTbmvnN8d8gpaQoqYgGawMvnniR0pRSBIIOewd7W/aSHJs8qZ9Koy0pNmnUuUNjKUgsoN5aj8VoGTE/71TXKY50HAmPwiXGJJJqCrXZahho4MvGL7EYLZj1ZnQaHUatkfr+euIMcazOWc3P1v/ssufa07yHzxs+RyB4asVTI8ptaISG+8ru42TXyfCIQp+zj25HNyUpJar34xVsLNhISUoJbUNtvF3zNksyltBgbcDmsWHQGnD4HBQlFeHyu/AFfTQPNLOnZQ86jY5nKp8ZNUGrSK/gWOex8EhRUmwSOo2OZlszR9qPUJFecVmylG/J53D7YYw644gk/0q0Gu0VC0YP/00atcaojfLcW3ove5tDrx0uv+uyOF45+Qod9g4SYxL587V/zurs1bTYWkgwJpAdn43VbSXVlEqnvZOs+CwsRgsaoSElNgVvwMtHdR/h8Dkwao14Ah4KLAVAKCl0+90c6TiCzW3j9gW3X9O5fSU5CTnkMHqJFUWZKJWczRKNA428dOIlpJQ8tvgxts3fFr7vYNtBUk2prMhawTeXfJNP6j/BG/CSHZdNjC4GvVaPw+vA5Qv1FhRCEAwGw59uE2MSeWzxY/z2+G9pHWzlk/pP+NOlfxqVn3M62lSwifK0cuIMceEFFUEZDJe9sBgsPFTxEPOS5qHVaPEH/bxV/RZ9zj7+fuffk2/JZ2HKQh6ueJiXT7yMRmjQCA3+UdrUDvd/9AV9DLgHONx+mPPW89wy7xbK08upSK8Iv1HbvXZ+deRXeANeVmatnBWrZK+XL+AjIANXnLidEZfByydfxu6102xrpsBSgJSStsE2Xj7xMkadkbyEPFoGW3jt5Gt4A15yEnKweWyjJmf3lN7DbQtuC5e3SDen8+SyJ/lv+/8bARng/XPvX9bGbXHGYvIseRi0hoglUrfMu4XipGJSTalRa/dVklISLord5egKz+Xc27yXA20HOG89T6opFZfPhZQSu89OvDEeicTqtrIobRE/Xf/T8Ly+BmsDibGhDzsHWg9wtOMoEEqyl2cuJzk2mbbBNv7t2L/R5egiKIOkm9PZ07xnTp8HysyhkrNZotvRHV5O3uXoGlEcc8gzhEZoSDOnYdabsbqsnOg6QYY5g5KUEtx+Nye6TrClaAu3L7gdh9fBurx17GvZx47GHexp2YPD5yAxJpHWwVb22/dj1Bl5oOyBcY3GuHwuPj3/KTG6GLYWbZ2VIziXvjlrhIZ0czrtQ+3YfXbO9J4hLyGPWE0sZallpJvTsbltCEIJcOtgK8+8/wz11nrW5qzl3rJ7R23ds7lgMza3jR2NO3i96nWcPicJxgT2tuy9rBadx+/BG/ACMOQdmqSffPqzuqz8+uiv8fg9PFLxyBULx2bFZfH707/HqDWiFVoaBhooTSnFGwz9HlsGWwBw+BwkxSShEZpRpyZ4/B4+Pf8pWqHl5nk3h+eOZcZlUpBYQL+rf8yRsUisjr6YEGJcxXInk5SSIU/ob3D4fwhdfvQGvKEOGLnrKEsrQwjBhvwNePwezAZzeCXm8IKa1069xtnes2g1Ws71naNhoAGz3sy63HXkJeSFz5seZw8BGcCsN9Pr7AWYditZ54rxXqpUvqaSs1liWeYyuuxdBGSAyuzKEfdtyN9AQAYw6U0syVhCcWIxdq+dxJhENEKDQWtgQfIC/EE/i9MXhyefbynawv6W/fiCPmp6avjLdX/JC8deoM/ZR01PTejF8CqrFCE0j2b4k21mXGZUVldFw5PLnmRH4w72tuzlaMdR4gxxbCnagtlg5s9W/Rl2r532oXaqe6qJ1cWGV39Z3dbLjuEwo85ITkIOKaYUfAFfuBfh8GjZkGeIDnsHxUnFpJhSuK/0PloHWyPWlHsmahlsCbe6quuvu2KisiJrBcc6jyGl5FjnsRHlT1JNqSzPWs7Oxp2Y9WYcPgeL0xePuqDnYNtBDrcfBkIjZsOlObQaLdtXbqfH0TPikvRsJ4TgkYpHqOquGtEabrhN2drctWybv40+Zx/1/fUUJxVfNsIVCAZw+V3U9tVidVs53nmcDnsHRq0Ri9HCE0ufoDi5eMS+2wbb8AQ8bMzfGLoMOsb8QEWZblRyNksYtIYxh+uNOmN4FaGUkl53Lx32DiwxFv5u898Boctl/+PA/8DutXNf6X1ohIYPaj/A5XeFe3OaDWY25m/kD2f/QKopddwNzodbSmmEZsY3cr6Sflc/r516DSkl31zyTZJjkylPL+dA2wGCMjiiFMbwCsw0cxpLM5fi8Dr+//buPEqq8szj+PfXK2vTgCAk7AhEZBXEiKCgoGbRMRqTqNEQ55gYTzQ5ick4Y7YxM5l4kkw0iYkyjjoZEzPqiDiOMbghGogKLhgBFUYIyG5DQze90N3P/HFvdYqmd6r73lv1fM7p01W36t5+7n37vvXWu7J0w1K2V2xn4diFrf6dMf3H8Pb7b1NdV803Z3+TUz54CoX5hdTW13LnmjupqK1g0uBJfHLiJ5k6ZCpTh0zt6lOPtQkDJzBuwDgOHT7U5mjF4f2GM6xkGK/tfI2DNQdZt2cd/Xr0Y0fFDvYc2sPCsQu5dPKlQDC5aksz8qcKAUJH/c/3KOjRri81Kbsrd3P/G/dTlF/EZ6d8NrKmyWM1uv/oo9amvWDCBZx3wnkU5Rexr2ofd6y+g8MNhzlz5JnMHz2/8X3VddUsXrOYfVX7GFYyjOKCYmrqajAzaupqmDdy3lHHLsgr4GPjj+40vnLrSlZsWcHkwZObfd25OPDCWY5psAaK8oqY9cFZ9O/Rv7GJccfBHY3zbL1T9g7l1eUcOnyIgrwCPj/t840DAKYPnc5Jg0+iMK+w3VOATDl+Csf1Oo6i/KKsWC+wJev3rG9sPlm3Zx1zRsxhWMkwrj3l2qCPXytzUPUu6s3dF95NfUP9Ucv/NHWw5mBjU8/Oyp2N7z9cf5jK2kogaMpzgeKCYi6fcnm73tunqA/Xn3o9t790O++Xvg/QWACrrK08okDW2lJJEwdN5Iszvkh+Xn67v8S0ZO2utY0THr/1/lst1qomVeo6VtRWNI4yT51vyu7K3ZRVlQHQq7AXN865kbKqMipqKhjSd0iHlq1KLXX38vaXOWfsOW3eb85FwQtnOSY1P9e6PeuOyORH9x/NxEETKasq47Rhp7GzYifbDmxjWMmwo5oCOrN+Xxwnx8y08QPHs2rbqsbHKe0tkOYpj7z8tldPSE+r9NUAehf15qITL2Jj2UZmD5/dwehdSp7yWDBmAc+8+wzjBo5j6vFTWbl1JWMHjG12brKWDO07NCPxTBw0kTXb11CUX8TY/mMzcsw4Gt5vOOeOPZc9h/Ywb9S8I14bVjKMKcdPYVfFrsYm+gE9B3SqJn76kOms2LKCSYMn5UzBzPt8JY/MErsCEjNnzrTVq1dHHUbWam4+okyZOXMmnnbJ5enXvTJ5L3radW3e1tU6k37ZWDhL6jxnktaYWZvV3/Fe5NB1u/Lqch5e/zDLNy+POpSc9vrO13ngzQfYdmBb1KG4GGipIJFadWDJ+iVHjILMdocOH2LphqU8uenJTi16ntSCmcsd3qyZQw7WHKSmvqbZZraauhqK8ot4dvOzrN21FoCR/UYe1cnWdb3qumoe2fAIhrH30N6j5sI6VnUNwfxpHVmGq6K2gqrDVY2DO7LB/ur9mFnGJiWtra+lIK+APHXfd96NZRuDCaUJVrdILSQeZ1WHqyivKW9xKpH6hnoarKHVJsc//uWPf11po+/QVifhdS6JvHCWI/Ye2sviNYupra/lwg9deMRw9uWbl7N883JGlY5q7NNSmFfY7FIwrusV5hVS2qOUfdX7GNQrs4WhnRU7ufe1ezEzFk1b1K5+UWVVZdy5+k5q6mu4YMIFnDz05IzGFIUt+7cEkzZjXD75csYOOLa+XG/seoMlG5ZQ2qOUq0++utW1UDOptEcpBXkF1DXUZfx/pStU11Xzq9W/4kDNAeaOmNu4yHzKvqp93PXKXdTW13LZ5Mta/HKY+oKZr/ysHgHucpcXznLE7srdjROSbj+4/YjC2Zu73wSCVQYuPvFiRpaOpG9R34zVKLiOyc/L5+oZV7OrYlfG10LcVLaJ6rrq4PG+Te0qnO2p3ENNfQ0QLPKeDYWznRU7qbd6ILgfjrVwtn7vehqsgbKqssZ55rrDoN6DuPaUa6msrezQ9BxROVBzoHFU+HsH3zvq9S3lW6g8HIw4fvv9t1ssnE0fOp3BvQdTXFCc1SPAXe7ywlmOmDBwAjM/MJODNQc5ffiRE5LOHTmXZ959hvEDx9O3uG9i51HKJr0Ke3VJk/Lk4yezbs+64PHgye3aZ9zAccz64CzKq8sb12pNumlDpvHewfdosIaMTE3x4WEfZlfFLgb1HtTti4t3dtRiFAb3Hsy8UfPYWr6VBWMWHPX6hIETGFU6iqrDVW1+CcilSXxd7vHCWY7Iz8tvsT/KlOOn5Mys/bmupLiEq2dc3aF98pTHR8d9tIsiikZxQTEXnXhRxo43ot8Irjv1uowdL5s1nSYjXc/CniyatqjbYnGuszoyArYzI0sjG60paZSkXZKWS1oWbvuGpBck/UZSbkxA45xzzjmXJuqpNJ40s3lmdo6kQcB8M5sDrAUujDg255xzzrluF3Wz5nxJzwMPA28Dy8PtTwGXAQ9GFJdzzjnnYqqrmxWjFmXhbAcwHqgBlgIlwK7wtXLAhwo655xzLudEVjgzsxqCghmSHgMOAKnhNyXA/ub2k/QF4AsAI0Z076go55xzzrmuFuWAgPT5Gk4HNgJnhs8XAH9qbj8zW2xmM81s5qBB8Z900TnnnHOuI6Js1pwr6fsEtWcvmNmLklZIegH4C3BrhLE555xzLsfEZZH4KJs1Hwceb7LtFuCWaCJyzjnnnIte1FNpOOecc865NFFPpeE6ycx4ZMMjbNq3iXPGnuMz/CfQqzte5el3n2b8wPGcP/58JEUdkusCa7av4dnNzzJh4ATOn3B+1OG4BDEzlr61lI1lG1k4ZiFTh0yNOiTXTbxwllDlNeW8vut1AFZtXeWFswRauXUlFbUVvLLjFeaPmu9rmmapVDqv2bGGs8ecTa/CXlGH5BLiQM0BXtv5GgCrtq06qnAWl/5RLvO8WTOhSopLGF06GiEvmCVUKt1OGHACfYr6RByN6yqpD9RxA8bRs6BnxNG4JOlb3Jcx/cd4Pp+DvOYsofKUx+emfY76hnry8/KjDsd1wtyRc5k9fLanX5Y7Y+QZnD78dE9n12F5yuPKqVd6Pp+DZGZRx9BpkvYAlcDeqGPJkOPInXM5GXglJrHESVJi7c70a684X7s4xXYywXRFcYknU+J0jTOluXOKw72X1Gsdh7hHmlmbk7QmunAGIGm1mc2MOo5M8HPpGnGKpS1JijVu4nzt4hZb3OLJBD+n7hPXuNqSpLi9z5lzzjnnXIx44cw555xzLkayoXC2OOoAMsjPpWvEKZa2JCnWuInztYtbbHGLJxP8nLpPXONqS2LiTnyfM+ecc865bJINNWfOOeecc1nDC2fOOeecczGSuEloJc0APgz0B/YDfzKz1dFGdWwkTQImAZvM7OWo43HOZZdszDedy2aJ6nMm6adAMfAUUA6UAAuAejO7PsrYOkrSE2Z2nqSvAmcD/wucDrxnZjdGG13HxS3zj1s8zZGUD1xIkziBR8ysLsrY3LGT1JswXc2sIsI4sibfTJeEe7wj4pwfJPVaJzVuSF7hbIWZndHe7XEm6RkzO0vSc8B8M2sIt79gZnMiDq9D4pb5xy2elkj6T2At8DRHxjnVzD4bZWxxJ+mrZnarpKnAzwEjaAm40cyejzi2s4BvAwfCnxKgL/ADM3sqgniyJt9MSco93hFxzQ+Seq2TGndK0po1V0u6g+BipzK9s4l+KYvOmCjp18BYgn+gqnB7j+hC6rQZzWTySyStiCSa+MXTklFmdkWTba9KirRwkRAXALcCPwKuMrONko4DlhLUQEfpZuAcMzuU2hDWoi0jyLu6WzblmylJucc7Iq75QVKvdVLjBhJWODOzr0maDpwGjCeoplxsZq9GG1mnnBr+/jZQByCpT/g8aeKW+cctnpY8KukxYDl/jfNM4NEog0qIAWEN1QAz2whgZnslxaEpoAaYDLyYtm0yUB1FMFmWb6Yk5R7viLjmB0m91kmNG0hYs6aLr7TMv5Qg818FFEQ1wCFu8bRE0hyCD+79BFXvLwNjzOzFVnfMcZK+m/b0NjPbL6kv8CMzuyaquAAkDQVuBKYQjIivJ2iu+pGZvRdlbNkkKfd4R8QxPwj/n4cQXOt+gIAG4MdR94VrjaQigvvQCCpACsPHPzez/VHG1h5eOHPHTFJzU7IIeMLMFuZ6PC2R9BNgMMGH90CC5rk9qf6I0UbnXHwl5R7viLjmB2n9o38GHAKeAaYBM83sU1HF1RZJSwgKt6XADOBxYC9wmZmdG2Vs7ZGoZk0XWxUEo4rSiaDmIApxi6clM83sTABJU4AHJX0j4pgSTdJtZvaVqONojqSfJaEjckIk5R7viLjmBw3h74lmtiB8vEzSs1EF1E6lZvYDAElvmNlPwseLIo2qnbxw5jJhPfAJMytP3yjpSY+nVQWSisys1szWSvoEcB9wUtSBJYGkkwhGXm1I23x/VPE0p8kchl4wy5yk3OMdEdf84D8k3QVslXQf8BxBITjuU1JUSvoWwYC7nZK+DpQR9AmNPW/WdMcs7JPwvpnVNtleEEWfhLjF0xJJs4DNZrY7bVs+cImZ/S66yOIvbAI6nqAvSWyagMLYWprDcJuZ/X2UsWWLpNzjHRHn/EDSB4BzCe65cmClmb0eZUxtkdQTOA/YBLwDfI6gdvW3TQv1ceSFM+dc4kh6rkkT0M+AbwC3xKBwljVzGDrnouHNms65JIprExBk1xyGzrkIeM2Zcy5xYt4ENDLt6XYzOxzOYTjXzH4fVVzOueTwwplzzjnnXIw0N1eM6yRJn5D0WpOfBkkfCWd+djHVWtpFHZtzuUJSfXjv/VnSg5J6RR2Ta5unW+Z54SyDzGyJmU1L/QC/BJ6nG4fuSvJ+hJ3QStr9obti8LRzjqrwHpwE1AJHrPagQMY/t/zeO2atpltXy8b088JZF5E0HvgOcAXBJH59JD0kaYOk30hSK/tulnSLpJfCnxPC7YMk/bekl8Of08Pt35O0WNIy4NeS8iX9WNIbktZKuq4bTjlrNEm7M9JrPSX9orVJDD3tnMuY54ETJI2StF7SLwnWRRze3JslVUj6iaRXJD0taVC4faykJyStkfS8pA+F2++V9K8KJlO9RVIfSfek3XsXd9eJZpn0dPtzaqOkGyR9r6WdJC2XdKuklWEN3Kxwe29Jd4f55quS/ibcviispfsfYFm47Zth+r0u6YddepZdLOtKm3EgqRD4LXCDmf1F0hhgOsFIsu3AHwnmPXqhlcMcMLNZkq4EbgU+DtwG/NTMXpA0gqBW58Tw/TOAOWZWJelLwGhgupnVSRrQBaeZlVpIu47ytIuAgkXP7zOzK8LnBcAO4EUz+7ikCwhmOU90pp0LwrT7CPBEuGkC8Hkzu7aV3XoDr5jZ1yV9B/gu8GVgMXCNmb0j6VSCWvHUdCvjgQVmVi/pFqDczCaHMfTP+IlluWbSraN6m9lsSWcAdxNM4HwT8IyZXSWpFHhJ0lPh+08DpphZmYIuKBcCp5rZoaTnnV446xrfB95sMmrsJTPbBiDpNWAUrRfO7k/7/dPw8QKCYfqp95QoWOwZ4FEzq0p73x2pyRjNrOwYziXXNJd2HeVpF41KYJKknuH1XAg0LjRuZo8Cj3bFH5aUb2b1XXHsHNMzzB8hqIH5d+ADwBYza7pcU1MNwH+Fj+8DHlYwSnY2wVJIqfcVp+3zYFq6LQA+k3rBzPZ1+ixyT0vp1lH3A5jZCkklYWHsHOACSTeE7+kBjAgfP5mWRy4A7jGzQ+ExEp13euEswyTNAy4GTm7yUnq/s3ravvbWzOM84LS0D/LU34Tgg6lxU5P9XTu0kHZ1HNn83565qjztovN74GPAQ8ClBJn9XGhcU2+mmX25uR0l3QtUE9RwHw98zcweUzBFxw+BeQQf7Leb2Z3h/8t3CWrnphEUvq8EbiBIw7WpWjzXblVhn89Gzdwj7WUE993+psdM4/deZjSXbsead6aeC7jYzN5qcvxTyeL08z5nGRRWg98DXGlmB4/xcJ9O+70qfLyMoJo+9fdaynCWAdeEVcwkvXq3O7SSdlsIPnSLJfUjWI6nLZ520fkd8BlJPQjW/3uxg/uPAs4kKODdER7nbwmau04BTgGuljQ6fP8s4CYzm6hgrc+bgLPMbCoQywXYs1ge8Mnw8WXAC2Z2AHhX0iXQOKBgagv7N71HvVnz2OwCBksaKKmYoHtHWz4NIGkOwT1XTtAF5DqFpXRJ01vYdxlwlcKRoknPO73mLLOuAQYDv9KR/f3/pRPHKpb0IkGGc2m47XrgdklrCdJuBc2PirmLoC/FWkmHgX8DftGJGHJJa2n3ALCWYH22V9txLE+7iISrBYwiuO6Pd+IQD4TLLb0j6f+ADxE0q0yRlPrg7weMIxiV9pKZvRtuPwt4yMz2hrEkulklgSqBkyStIVj/MfUl6XKC+/pbQCFBAb65dSH/ieAe/TNB68Y/Ag93edRZKpx8+WaCL0jvAhvasds+SSuBEuCqcNv3Cfrurg0LaJtppqBnZk+EX3pXS6oluP//4ZhPJCI+CW0MSdpM0PyyN+pYXMd42kVHUoWZ9Qk7g3+FoBlyIMHgjo+3s1nzOTO7J3y+AriOYOTuYjP7Q5P3z0sdO3x+PTDYzL7VBafn2pBK/6jjcJ0jaTnB/bQ66ljiwJs1nXPZ5m7gZjN7oxP7XiIpT9JYYAzwFkGzypfCkbxIGi+pdzP7Pg18StLA8H2JblZxzkXHmzUjJGkJwbQJ6f7OzEZFEI7rAE+7+ApHRd/Wyd3fAp4jGBBwjZlVS7qLoC/aK2Gzyh6CIftN/+6bkv4ZeE5SPUET+KJOxuFaEHYZKG6y+QqvNUsGSbcTTCWV7jYzmxdBOLHlzZrOOUdjs+ZjZvZQ1LE453KbN2s655xzzsWIN2s653KKpJuAS5psftDMFkUQjnPOHcWbNZ1zzjnnYsSbNZ1zzjnnYsQLZ84555xzMeKFM+ecc865GPHCmXPOOedcjHjhzDnnnHMuRv4fECMUll/nzB4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scatter_matrix(perc, diagonal='hist', \n", " figsize=(10, 10), \n", " color='green')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "А теперь цвет гистограмм. Это сделать чуть сложнее, поскольку нужно задавать значения аргуметов как `*kwargs`, в виде словаря:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[,\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", " dtype=object)" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# заодно выставим чило столбцов - bins=10\n", "# и прозрачность 50% - alpha=0.5\n", "\n", "scatter_matrix(perc, diagonal='hist', figsize=(10, 10), color='green', \n", " hist_kwds = {'color': 'red', 'bins' : 10, 'alpha' : 0.4})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "На этом пока всё." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }